diff --git a/l5/TM-Lab5.ipynb b/l5/TM-Lab5.ipynb
index c2faaa6690e24ffa5bc24682d5719bf476d2f3a0..2c35ee59c19d52fdcd904a0b2ca3f1ea193441e7 100644
--- a/l5/TM-Lab5.ipynb
+++ b/l5/TM-Lab5.ipynb
@@ -338,19 +338,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1500\n"
+      "1500\n",
+      "['Album' 'Athlete' 'Company']\n"
      ]
     }
    ],
    "source": [
-    "print(len(labels))"
+    "print(len(labels))\n",
+    "print(np.unique(labels))"
    ]
   },
   {
@@ -459,27 +461,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 130,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[t-SNE] Computing 91 nearest neighbors...\n",
-      "[t-SNE] Indexed 1500 samples in 0.002s...\n",
-      "[t-SNE] Computed neighbors for 1500 samples in 0.059s...\n",
+      "[t-SNE] Computing 151 nearest neighbors...\n",
+      "[t-SNE] Indexed 1500 samples in 0.001s...\n",
+      "[t-SNE] Computed neighbors for 1500 samples in 0.037s...\n",
       "[t-SNE] Computed conditional probabilities for sample 1000 / 1500\n",
       "[t-SNE] Computed conditional probabilities for sample 1500 / 1500\n",
-      "[t-SNE] Mean sigma: 0.267497\n",
-      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 67.726402\n",
-      "[t-SNE] KL divergence after 1000 iterations: 1.615899\n",
+      "[t-SNE] Mean sigma: 0.284033\n",
+      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 62.400887\n",
+      "[t-SNE] KL divergence after 300 iterations: 1.933367\n",
       "1500\n"
      ]
     },
     {
      "data": {
-      "image/png": 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EmgsLKVuxipbSMrQB/kROm0rwiOHCRSUQCLqNEDGCXz2STofamgHkFFlG1h2zsDTl5nHkuRccxY8sEz1rBqm33kziFZeR/ugTLufyT0mmITMLbDYSr7gM+dqryfvoE+oPpLcPCx46hD7XX4tqtXp1DbLBx+F1+MQJRJwzlcp1G064WLsrK+7C8wkaNBCbycSBBx7CUlPjdn5Jo6Fqy9ZOiRhVVcn76BOKvv7WbhVSVZAkyleuJmjIYAY9dL+o7isQCLqFEDGCXzWSJBE2fhxVm7e4DoRVFMLGjwOgpayM/Q88hM3Y0mFM2crVWOobGHj/X0m88nIKnAXjAk1Hs2nKzrELCkXBJzaWAX/9M7rAQMy1tehDQzFE2AvI2UwmZB+DxxgXS0MDBf/7ioRLL0bSaJBkmf73/JHA/v0p/uFHTOUVAPgmxBN/8YVEzbQ3aSxfuYqmnFyv3qvOdLIGKF26zC5g4Nh72+qSqj94iCPPv8jgh+7v1JwCgUBwPELECH71xF98oV3EOEOWMUREED55IgCFX39nFzDOBI+qUr11G9VbtlL0/Y/OA3iPv5m37mspK+PAg48w8oV/E9ivb+tulZKfFlPwxZdeBemqZjP5n3yGsaiIfvf8EUmSkDQa4s5fROx5C7HU1SPJEtrAQAc3TsmS5R7nBrsLzK9Pkldj28YXfvmN6wGKQs32HTQXFnar6J5AIPh1IwJ7Bb96Avv1ZcBf/oSk09mFhyxDa4VbQ2QkQ598FFmnQ1VVKtb84j51WaMh/7P/oZjN3mcgKQq2lhaKv/+xfVPBF1+S8/a7DsXyvKHil3UObimwW5v0IcHogoI6xKGYysu9mlfW64k89xyv19FcUIi5qsr9IEmiZucur+cUCASCExGWGIEAiJg8ieChQylfvYbGo0eRtTpCx44hbMI4ZK39a6KYzXZx4g5FwVhU1Pk6MYpC+Zq1pN56M+bqGpeuKI9oZEqXLUcxm7HU1WOIjCBoyOAOxfDa0AYEYPbCTdTvnrs6Fb+iuIsxakWSJRSzBdVmoyk3D8ViwS8hAW2Av9fnEQgEv26EiBEIWtEFBRJ/0QUu98t6PRp/f2zuyvVLUpdbFtiam9l63W/xS0zoerE8m0Llxs1Urt/YvkkfEUHaHbcSNnZMh+FRM6dT+PW3bs+XePVVREyZ3Kll+MbHIem0qBbXgcmqTcFUUcG2396Cta4OAEmrJfLcc0j+7fXoAgM7dU6BQPDrQ7iTBAIvkSSJmLmz3ddfURSqNf50taKKtb6e+oyDXTz62BqOx1xVxcGnnqFm954OQ2MXLUAbGOD8miQJ/9QUEi69uNNL0Pr5ETV9uuv3SpaRfHwoW7aiXcAAqFYr5avXsP9vD4neTgKBwCNCxAgEnSD+4gvRh4c5vTmrwI7gAWwPHdy9k/R0UbnW+XLeeQ9jaSm5H3zE/gce5sCjT1C5fiODH3rgWHCtLLcX/gsZOYIhjz/a7k4DMBYVU7VlK7V79np0rSXfeB1+CfEdCwnKMpJWg9rS4vxAVcVYVETJT4u7dr0CgeBXg6SepWU4Z82aBcCqVatO8UoEZxumqmqy33jL3qqg9etjlPVsDR3ClpChRJuquLFwMadtKTdZPmatkSQ0fn4MfuxhsFppOJKJpJEJGTECv6TE9kOMRcVkvfqavRllKxo/PxIuvZj4Sy92WbjO2txMyY8/U7JkGZaaGnuA8PRzqD94CGNBodtl6kKCGf/Bu92/XoFAcEbRmfu3EDECQRcxVVWRu/cwL351gGKfCGySPaNpUdkGhjZkn74i5kRkGY2vL6Ne/g/agAA0BoPD7paycvb++S9Ym5qdxs7EXXQBKb+9weNpVJsNZBnVZmPzFb8Bm+e4n8nf/A+pNVNMIBD8OujM/VsE9goEXcQQHk5DbBoFvhUO2wc05ve+gJEkdKEhKGYztsZuxo4oCramJnbcdCsAgYMGknDpxYSNGwtAwf++cilgAIq/+4HYhfPxiY52v+RWMWKuq/NKwKDRCAEjEAjcImJiBCcFU4uJo7sOkrP3CFaz5/TbM4Ug/44NH7Vq17KTOoultg5bU3OPz9tw+AgHn3qGou9/QLFYqFi71n22lCxTvmat1/NrfHw8DwL8O1FcTyAQ/DoRlhhBr9LSYmb5v97Gb/cGfG32eiRHtT4waQYz77nRIWj0TKRvQgjRYX6UVR8TExX6YKLMtb1mjdH4+WGIjKC5oKDng4ChXbDkvvsBgf36u02TBnvWlrnSQ2G749D6+xM8fBh1+/a7HZd45RVezykQCH6dCEuMoNcwmy38eNfDhO1Y1S5gAHytLfisX8LSPz+O2tV6KKcBNpOJhowMfjtIi4/tWKZNtl98r5+7OS8flE4IGI2mY5aQJ2SZyo0bPbp0VFVFFxrSqakTr7rc7XoCBw4gfOL4Ts0pEAh+fZzZj8GC05pfPl1KXHmW030SEJybwYElaxm2aMbJXVg3UaxWCj77gpKfF7c3grxb1nAwKJUDPomMr+1inRetFn1wsMdy/bbmLriQulKAT1FozssnYtoUKtZtcNsgM2r6uZ2aOnjIEAb89c9kvviyvTdUW5drVSVkzCgG3Pfnzq9XIBD86uh1EbNkyRJ++OEH0tPTqa+vp0+fPlx33XVceumlDmmZX375JW+//TbFxcWkpKRw7733MmPGmXVzEzhSt2Y1vkjILkq/KUgU/LT0tBIxisVCS1kZsk6HISqqQ+qwqqocee4Fe8PI41w5kmJjcF0WgxuyUVG75kqyWgno15fqmhq3MSgaP7+uCZnOIknIBgOJV1xO9dbt2Ewmp+uKnjcH3/i4Tk8fMXkSoaNGUrlhI80FhWh8fAifNBH/lOQeWLxAIPg10Osi5v333yc+Pp6//e1vhIaGsmnTJh5++GFKS0u58847Afj55595+OGHuf3225k4cSKLFy/mzjvv5JNPPmHkyJG9vURBL+HfVOVSwADIqGhrKlzuP5lU79pF1kv/xVJT075N0miImjOLtNtuae89VLf/AFWbNjufRFXBZutWLEzQoIFUb9nqeoAsEzNvDk25edTu3df19gTeoKqET5qAb3wcQ//+JJkvvkxzbl77bkmnI+78RfS59uoun0Lj60v0nNk9sVqBQPArpNdFzGuvvUZYWFj760mTJlFbW8t7773H73//e2RZ5qWXXmLRokXcc889AEycOJEjR47w6quv8tZbb/X2EgW9hEVrQLU0ubypq4BN712mSm9S9N335L73YYftqs1G2dLlNGYdZcS//4EkSZStWOVYLK6HCRk9ioisLCo3bOoYtCvL6IKDiLvwfCx1dez76wP2Rou9tBZJpyNwsL36cEBqCiNfeI7GrKMYCwqQDQZCRo5A6y+aNQoEglNHrwf2Hi9g2hg0aBCNjY00NzdTUFBAbm4uCxYscBizcOFCNm/ejNlT12DBaYtt6FiPY/wnTDoJK3FNU26eUwHjMCbrKCWLlwFgKi/vNdGgDQrCPymRfvf8kdjzFyHpHJ8xggYPYsijj1Cxdj1Hnn8J2aBH1ndM8e4pVKuVjMeewNpah0aSJAL79SVq5gwipkzutoBpys3l6Otvsve+/2P/g49Q/MNP7ecSCAQCbzglgb07d+4kOjqagIAAdu7cCUBKSorDmLS0NCwWCwUFBaSlpZ2KZQq6yaQbLmHf7g34WY0d3Eo2JEx6P6Zee+EpWp2dkiVLvRpX9M03xC2ajy44uNcsMWHj7aJP1mpJ/d1vSbryCur2H0CxWPBPTUZjMLD//ocxVVYes9K0xuz4JCag8/en4dDhnluQqmIqr6B06TISLrvEvslmo2bXbprz8pENesLGjcUnJqbTUxd+/S15H37s8F7Wp2dQ8OXXDH3iUREXIxAIvOKkp1jv2LGDxYsXc9NNNwFQ19rBNigoyGFc2+u64zrcCs4sYhMj6fPgQ9T5hAB24dIWMdLoH8rwvz+Jb3CQmxl6n/qMQ16NM1fbY2WiZpzrXsB0No35OE7sFq0N8Cd80gQiz5mKX0ICh/75HKaqKkc3U+vfLUVF+KelknzTjUg9aZ1RVbsLDajPOMiOW27n4FPPkPfJZ+S88z47b/sDh//9vD3o10uqt223CxhwfC9VFWtjI+mPPemxuaRAIBDASRYxpaWl3HvvvUyYMIHrr7/+ZJ5acIoYOHoA8z99E83Nd1M/dgYN42YS/Mf7mP/xG0T363Oql9fBZeNyXGutlLDx4wjo389pF2tkGW1wMJEzp3d6HbHnLcQ3znWGT+PRbBqPZLpJc7aLjeg5sxnw155NTzbX1tKUl0/6o0+0izkUpV1AVW7czOF/Poe3bdgKvvza9U5FwVJbS+WGTag2Gy3l5Zira7yeWyAQ/Lo4ae6k+vp6brnlFkJCQnj55ZeRW28CwcHBADQ0NBAZGekw/vj9gjMXrUZm4vnnwPnnnOqldCB8/Diaj2Z7HBc8fBhgFzNDHnuYzJdeoXrLNocxAWlpDPjLvcgGHypW/+L1GqIXzCNm/lxMlVUYIsKdjqnPyLBbedzczFWzmYwnn8ZU3rMZX/qwMAq//ArFanV+fkWhZsdOGo9kEjigv9u5rC0tdjHmgaLvvifn3fexNjQA4JeUSMJllxJ57rQuXYNAIDg7OSkipqWlhdtuu42Ghga++OILAgMD2/elpqYCkJ2d3f5322udTkdiYuLJWKLgV0rM3DkUfvW1x9L6yddf2/631t+fQff/Hy2lpdTu249qsxHYvz8Baam0lJZSn5GBPiICc2Wlx/Nr/PyoWLWGsiX2wGH/tFSSrrqCsPHjThjpnZuqIaOLhfZcIUlEz55J3sefunWjSRoNFes3eBQxFb9412OpOS/f8XVBIUeef4GW0lISr7zcqzkEAsHZT6+7k6xWK/fccw/Z2dm8/fbbRJ/Q6TYxMZHk5GSWLnUMsFy8eDGTJk1C34vZFwKBPiyUIY8+jOSmh1P/++7FP7mj68snJoaYuXOIXWAP+E1/7Al7jMg//u2VgAGwGY0O8R9N2TkcfPpZSpevdBgXPGxo7/RJcocs4xMbS8Q5Uz0GMquqirWh0e2YuvR0st/oYsmE1mvP//RzmgsLuzaHQCA46+h1S8zjjz/OmjVr+Nvf/kZjYyN79uxp3zd48GD0ej133XUX9913H0lJSUyYMIHFixezb98+Pv74495enuAMwFRRQcmSZVRv245qsRI4cACxixYQ2L9fj8wfPGwo4957m5LFSyhbvhJrYyOywUDYpAmkXH8d2gD3qcT2mi33Yz6uUJ7XnChMWl9nv/EW4RMnoAuyWy39k/sQPGwodekZvVvg7jj8U1MY9NAD6IMC0fj7eeyY7RMT7XKfpb6ejCf+3rl+T86QZcqWryTlphu7N49AIDgr6HURs3HjRgCeffbZDvtWrVpFQkIC5513Hkajkbfeeos333yTlJQUXnnlFUaNGtXbyxOc5tTu2cvBp5+1x2O03rxbysup+GUtfa67pj311xUWq42SyiY0GpnYcH9k2blbRhcUSNJVV5B0Vec7Jxf/8JNdwHgpLnQR4Vjr6lEtFpdjVJuNirVriTv/vPZt/f98DwceehRjYVGn19gVmrKOUvDZ56TdcRsxc+dQ9P2Prq9RVYmePdPlXGUrV6N0IoPJJYpCc4GwxAgEAju9LmJWr17t1bjLL7+cyy8Xvm7BMSz19Rz8+z/sVWmPt1i03kjzPvoE/7RUQkeN7HCsyWLj8+WHWbIph6YWe7xLRIgvl87oy6IpKR16InWHspWr3AsYjUzE1CnEzp+Hxs8Pjb8/O2++ze2ckixjLCpx2KYPDWXE8/9iz91/oqWktCeW7pGyZSsIGTGc+EsupnLTFkwVFU6vNek3V2I4LjD/RGr37usZd5gso/Xz6/48AoHgrOCk14kRCLylbOVqe7yIq5ufLFP8/Y8dNlusCo+9uZmv12S2CxiAylojb3y7nze/299ja1RVFUuth1pGNgVbUxNBgwfhn9wHrZ+vV3NrnIzTGAzEX3RBV5baNWSZ4h9/RhcUyPB/PkPkOdPa080BDJGR9L3zDs/Btl3pou0MRSF88qmt8iwQCE4fTknFXoHAG2p27HT/9K4o1KdndNi8cns+B7KrAJBVG1GmGmRUKvXBmGU9P23IYcaYRPonhXZ7jZIkoQ0KwtpaEsDpGI0Gfeix9htaf3+CRwynbv8BlxYc1WYjYspkh202o5HyX9ZRuWFjr/ZvckBRaMw6CoA+JJj+9/6RlJt/S0tJKbJej19SYntzTHcEDR7U/XgeWcY3Po6wCSdmbgkEgl8rQsQITkuqd+x0KlA60lHkLNmUg6wqTKhJZ1xtBn6KPRbDImnYF9SX9ZFjWLYlr0dEDED07JkUffeDW0ESdUIBvKSrrmD//gPOJ5RlQkePIiDtWMkBY0kJBx58FHNVlcd6MT2NpNU4vNYFBqI7rkyCN0TPnUPh19+gdkPD+CUmMPjRh5HdZJIJBIJfF8KdJDjtsDY2cvgf//Y8UJYJGjKkw+biikbml2/mnOrd7QIGQKfaGFV3hCsKllFc0oVMIhfEXXj+sZ5KJyJJhE0YT+CggQ6bgwYPYuD/3dfuMpI0mvbjw8aOoe+dd7RXqVVtNjIef+pY9pMzASPLaAMDiZo7m373/pGIc6ZhiIxE0um6fX1hYz038vSEISKc/n+6136Nx79PXlhx2hj8+KMYwjs2lBUIBL9exCON4LSjbNUaezCvJxSFuAvP77A51VrF8IajTg+RUYk1VdGv4iAwo5srtaMPCWH4P/5O5osvO1iPJK2W6LlzSLnpBqeBxOETJxAyaiRVGzfRXFCIraWFltIyanbuYvuNN6MNCiJ2wTx8kxLdB/JKErJOh7WhgfLlKylfuZrwiRMY8uSj2Iwt7L33vm5dn2q1cOTlV2k4YK8aHDJqBLELF+CXmNCpeSKmTMI34TlKfl5M9bYdqDYb+ohwmrNzPB6rCw5GHyKqdwsEAkeEiBGcdjQcPuLVuKRrfuM0M2k6BdiQ0DhxNbXRvzS9q8vD2thE+Zo1VG/fibG4BGt9PZIsEzCgP6m334rG1wdZp8evTyLNeflUbdlG4IB++ERFdZhL1moJnzIZ3aHDHHzyaVSb0u6WstbXU/Dl12g8ZeOoqmP6sqJQtWUrtXv34RPb+Q7TJ1K1eauDC6u0rIzSpcvp/6d7iJw2pVNz+fdJou/vb4ff218ffPafXomYyBnnUr1lK/WHDiPJMiEjhhM8YniPZpkJBIIzDyFiBKcdkkb2Ku7DVY2YaJppcSNgJECu75w7qbHZzKodBeRv3M7w7d+hsVk6NAKo27uPuj17iT1vIcaycmpPCEwOHT+OfnfegS44mLr0DIq++Y6anbvsY1xdr6Jga3RfCdcpioKtuZmmLOcWqU7jJMX9yPMvENA3Fd/YWJeHmatrKF2+gurtdstL0KCBxC6Yh19SEgD16V60SZAkKtetp/i7H9ozo4q++Q7fpEQGP/QAPtEdxaFAcLJRVZXMqhxyagrQyhrGxg0n2DfoVC/rrEeIGMFpR8jIEVSu2+B6gCwTPHSIy6wYv9BgWiQZd1GknqrwHk9GThWPv7UFQ2MNv8v/HllVnHcyar3Rl/y02Ok8Ndt3sP+Bh4m78AKO/vd1R+HSG4G6JyH4t3TJMqLnzqZ06XLqDx5C1mgIHTOa6LmzaS4o5OBTz9hdg63Cpzkvn9LFS0m9/RZiF8z32pJibk1jV49L1TYWFnHgoUcZ9fJ/0Pj49PzFCQRekltTyL83vk55U1X7tjf4hAHhqTx47l346MTns7cQIkZw2hExdQp5H36Cpb7eecaPohB/8YUuj4+cfg7V27a7PoEsEzVjuldrqWlo4dE3N2Oy2JhUewhZVbseDa+qGAuLOPraG3aBcbJ7IfU0ikLlho0U//CTXZC1/ls1HMmk4KtvANXeWNOJFSf79bfwT04mZORwKjZsBJuHtCUXnwNTeTkV6zYQM3d2D12UQNA5ShsreGjVPzHbOsbxHa7K5q6fH+W1859GqxG3295AZCcJTjs0BgNDHn8YbUCA/ebYRqvlJfmmGwkd7bolRdiE8fg5adjYPr+fH7GLFnq1luVb8zBZbKgq9G/KR3bjpvKak9T76GRgrqq2i5Tjr0lVUc1mVLPFrVBLf+JpkDWeBYw7sSdJ9ro5AsEp4ov9PzgVMG3Umer5dN93J29BvzKENBSclvgnJzPm9Veo+GUtVVu2oZjNBPRNI2b+PK+yYiQ3Tz0aHx9kg3fd0benl7XfQzVqD1WdPZvoRs0apbmZirVrjxXu60oBP1XF2tTUpfMLBN3FptjYXLDL47hV2Ru5ftRlJ2FFvz6EiBH0Kqqqkp5dxe4jFdhsCv2TQpgwJBaNxrMRUOvvT+yihV5bTdqo3rKVpqOuA1rNVVWUrVjlVfl+i/XYTbXUEE5qc3HPWGNOB7wQICo4j/9pH9DN90JRAbW9To7aWREjy+1BwgLBycZkM6N4UcHRaG3BbLOg13S/bpPAESFiBL1GVZ2RJ97ZSnZRXYf75dhB0dx43mD6xPR89H756l/cP9WrqtciZlBKGLml9SiKys7ggfRtPjkdpHsdN+9Pm3CxaKA0XEtCuRVVArn130+RQJZkZK3W3tuqB1Bttq71V1IUYufP7ZE1CASdxUdrQCPJ2LwQMhpJRG/0BuJdFfQKZouNB1/bSE5xa1bJCQ/sOw6Wcc/za9mbWdGj592wt4icwwUe3RKWulqv5lswORlFsS8+xy+O7cH2yrtdjWqRDAbk0yGTxguLh9YGieVWdg/wJT3Nh5pADdWBGvb392fUyy8QNHRIpyru9gax5y0icED/U7oGwa8XWZIZETPY47ghkf3RyPbyAOWNlewrPcjR6jyvrDgC9whLjKBX2LC3mKIK97EKVpvCsx9s54NH56HXHevPo6oqpVXNmCw2okJ98fPxbILNKqjloyUH2XW4nEtUH4KQXLt9JAl9eLhX19EnJohbLxrGm9/tR9bIrIoYR5FPJONrDxJnqkTF7vbSh4ZgLCl1b02Q7MXtbM3NXp37VCGd8N/Rh438cE4wq8fbrWaxAVH4JcQTd8F51O7a7XqiVoEjSdiL+PUghuhoEi65iOh5c3p0XoGgs9wy9mr+8NNDbgXJlcPOp7CuhHd2fU56+bFinhF+Yfxm2IVMSx5/MpZ6ViJEjMABVVU5WlhHVZ2R0CAf+iWGYLUpbNxbzMHcamRZYkS/SMYNinYb17Jhj3dul0ajhY37ipkxJhGAdbsL+Wz5YQrL7QXedFqZmWMTuX7hYIL8Owbjltc0848Pd3Ak/1jxun1BfenfVODuIomZ6/3N7/xpqSTHBfHdL1nsyazgaGgaulHjSJqawvghMUiyTPnqNWS++Ir7iVR7J+ozLbVaAcZkNJGTYABgah/7D27oqJEk/uZKCj77wtE91SpeBtx3L35JSZT8vITSJUt7ZC0aX19GvvgchqgoUa1XcFoQ7hfKE7P+zJNrXsRkc3SvypLEH8bfSJAhgPtX/KPD/srmal7e+h5Gq5G5fc89mcs+axAiRtDOniPlvPy/PZTXGNu3aTUSGlnGZLGhke03jZ825BAd5sdjt0wkIcp5N+OmFi96HwEajURWYS0zxiTy3dqjvPPDAYdAUotVYcW2fA4creLff5xGgN8xIdNotPC3VzZQVd/iMOdRv3iyfeNINhZ39JfKMn5JiUTNnunV+toYlhbBsLQIl/uNJaVIGo1DMTannIHp1TIQX2lFY1OxaSTW521lUf+Z+Ol9SbrqCoIGD6Lkp8XUHzqEJGsIGz+W2EUL8e9jD7g1RHhn9ZL9/FA8WKlsRiNaf38hYASnFf3DU3n/kudZm7OZzQW7UFAZGtWfWalTCfIJ5F8bXncbBPzhnq+Z2mc8fjrfk7zyMx8hYgSAXcA88ubmDkYCq03F2npjtinHdlbUGnngtY28/n+znLp7EqMDOZRbjeLJ6KCCTiNTVWfkvR/T2zY5oCgqJZVNfLU6kxvPO9a1evmWPCrrjB3WrEoyX8fOYGblDkY0ZKJt/eFQkIieNoXUW29GYzB4WFjn0AYEdD6zpgvIvj4oxhbPA3sBqfV9LmusZMXR9Vw4yB5QGzJ8GCHDhzk9prmgkLyPPvFqfq2/H2ZPrjZZRu7hfzuBoCfQyBpmpk1lZtpUh+31LQ3sKNqH6iar0WyzsDl/J7NOOFbgGSFiBKiqysv/29MpL4eiqNTUm1i9o4DzpqZ22D9/YjLLtuR5nMemqIwbHMOq7QV0lC/HnU9VWbolj+sWDm63CK3eke9yzTZZw4qoCawLH0V8SwUSKqbIOF7708VeXV9niZgymdz3PuiVuduRpFMiYFSgOkiDVWt/31VVYf/6pYzeb298GTJyBAF90zoeZ7PZ3Uhe1n8xV1S6HyDLhE+aiKwTaaqCM4dqY51bAQMgI3Og/Ai7Sg6QV1uIQWtgUuJoZqdNI8RH9F9yhxAxZzl1jS18sSKTitpmokL9uHJ2f4ICHJ9kMwtqHVxInWHDniKnIqZvYggXnZvGd2td12uRZYm0+GAGp4SxYlue3UXgRkk1GS00t1gIbHUp1Td5Tu81afRk+8cjyxLnjU3x4oq6hiEinJh5cyldttzpNaiARdKiV61dP8kpjKXZM9DeSTuszsp56+oIbaggX7bHHeV99AmBgwYy8P/uw1ReQfbb79JcUNCzgkuSkDQyiZdf6nS3zWKhYtVqjEXF6CMiiJg6BUN4WM+dXyDoIoEGz33aFBQ25m9HluR2l1NhXQk/H17NIzPuISU0sbeXecYiRMxZzL8+2sG6EwJsf1ifzYwxCfzp6jHt26rquiZgAIwm1zEgN50/hPjIAD74OYNG47EYGQn7TT0xKoCHb5qAJEn4e5GBJElgOC6LKSbcn9pGk8d7uySBViNzvhOx1ZOk3vo70MiULrYHsUqyjGqzYdUZ+Cl8AsGWRmZUea7uebrQVi/mULKBA2k++BltXLaiBoOlrWDMMetKw+Ej7Lj196g9VDemnVZhqwsOpv+f78E/JbnDkNwPPqLoux8c1pP77vtEzZxB2u9vE5YbwSkl3C+UPsHx5NV5TnY4PmZGRcVoNfLMulf473mi95IrxLtylvKfz3Z1EDBtrNlZiE4rc9cV9v5DwQFdizHQyBIpca5NnZIkMX9SMvMm9mH/0SrW7i6kpq4FXx8tU0fEMX5wTHuG07SR8fywPtvlXLIsMWFIjEMq9vxJfTiYW+1xnX4+Oh787Xhiwr3vXN0VJI2GPtdeQ9SM6dRnZKCYzNRo/XlkvRGbrAFVxddmYkKtPfbndA5NVYGKEA07hviTmWQASWLEESMGi9pe9M4BRel5AQNIWi0D7ruXsHFj7VV9T+DoG2+1i8YTKV+9BsVmZcCf7unxdQkEnaGrAbuKqlLbUs+Wwt1M7TOuh1d1diBEzFmI0WRhzQ43KcbAim353HrxcAw6DQP7hOHno6W5pXOuDpuismByssdxkiQxvG8Ew/u6zu4Z0CeUUQMi2XukEuUE04ok2f93xSzHombTRiawYms+GTlVTgOII0J8uWpOf84dnYCPvnMfdVVVMZWVoZjNGKKi0HgoUNeYnUPB519QvW0HqCqSTkfU9HPZGhQNWou9vL4k8UvEGI76xfGb4hX2a+vUqk4e+xcOYG1orcO/xcCcFucCpheRJAifOMHpvoYjR1wKmDYq164n6aor8I2L643lCQQeUVWVI1U5XT5eI8kcrMgUIsYFQsSchfywLttjdx9VhZ83ZHPJjH7IssRN5w/hlS/3ejV/mzvokul9GdCnZ+IOJEni/hvG89+3ViFvW8+Apnw0qo1SQziHoody+e0X0jcxxOEYnVbm0Vsm8tHigyzbYu82DeBr0LJoSgpXzxuITtv5irIV6zZQ8MWXGAsLAZD1eqJmzaTPtb+xd9Y+gfqMgxx45HF7enXrTV+1WChbtZq+uk0ExMynTnfsuAK/WD6Jn8dVRSvQoXjuT3SykSTm6Pqh9tGwLm9ru4m73Y10Etfhm+g8FsBYVMz+Bx/1apqKdRtIuuqKnlyZQOA1iqpg64HmsU3mZmqMdfjr/Qj1De6BlZ0dCBFzFuJtjEtV3bHAy3kTk6moNfLFiiMdxklAUICeuka7uyApJpBLZvRtL1DXU5gOH2TSL+/ZxUBrfEOasYS+OUWErNegDripQ30QH72WWy4axjXzB5JbUo+EREp8UKctL20UffeDPcvouPMoZjOly5ZTt/8Aw//5d7T+x9xSqqJw5PkXUa3WjoG3ioLObGRO5Ta+inWsS1PkG81/Uq9ietVuBjXkEqh0PS6px1FVmjIOcePsO5l10EZlWSFKSACGKA2W4tKTF2CsqsQuWuB015HnX/DafWWprevJVQkEXmNVbOwo2ouv1gejtWuB7jZVIb+2iN9995f2B4pBkf24cuj5DI7q15PLPSMRIuYsJCnau5S8pBjHQnXXzh/EgknJfLzkIIfzatBoJCYMjWPBpD6EBflQ12hGkiDIX9/jxcasTU0cfPrZDmJAav3Slvy0mMAB/Yk8Z5rT4/18dAxO8a6omiuMZWXkvv+h/YUTQWIsLOTQP58j6txphIwciT4slLp9+zFVuO7/JKkqaU2FBFibadT6tW9PMJYxrvYgKc3F6LqTsdRLtJSVsfuue0CWkSQJWVWxKN23GgWPGknd7j1ejQ2bOJ6o6R2rmDYezaYxy3XW24n4xMZ4PVYg6Cmqm2t54pcXKW4oRerit6btuMzqXIeg30OVWTzxywv8dertjI5zXqPp14IQMWchCyYn89YPB9obFzpDo5GYMz6pw/bwYF/uvmq002NCAnuvyFj5mrUoJpPrp3xJovj7H12KmO6gqiqlS5eR+96HHq0MdXv2UrdnL8gyUTOm45sYT4cW3ScgAeGW+nYRM6ruEPMqtmFDQuPR8ddLeFiztb7B/kercGk/DJwKGfW4/e5IuuIySgIDqVy33vXSDAaSr7ua2IULnAbzNmW7DgDvOJlE1Izp3o8XCHoARVX4+7pXKG0sB/BYJ8YZEva2BSpqh0q/aut397/bPuT1C55FK3f8nvxaEF2sz0I0Gplr5w10O+aGhYORu9GBOK+knvd+TOf5T3fy/k/pFJQ1dHkugIZDh9wPUFUas456LuvfBYq+/Z7s19+yiyhvURTKV6+hYs1ar9wrk8Yko9PKRJhqmFuxDaDnBYwsI+l0oPPi2aQbLiGrBszaY3KlyUfiYLJd4LqcVZbod+/dBA4aSGNWltv5tT4+xCyY71TAgD1jyVviLroQXZDz1hgCQW9xoOww+XVF3epSPbfvuSiq2iHRoQ0VlXpTI7uK93f5HGcDwhJzlnL57P5otBKfLDmE2Xrsi6TXydywaDAXTOtYYdUbbDaFV77ay8pt+Whkyf5EIEl8vSaLBZOSue2S4e0VdcHe+2hregl5JQ0Y9BomDIkhMdrJTUWSPVoHegNLfQP5n3zWtYNVlea8fI/r1oeFcfWNs7mgsYV9//wPamHvXKdPTAz97/0jlRs3UfzDT53v09TqOvIkFHU2+HpGECaDjCJLVAdpUGWJI31MzNrWQIBROdYJW6cjfPIkUm66EX1IMA2ZWbQUl7id31JXR93efYSOcWERHDnCqyrAcRddSMqN17kdIxD0BjuL96ORZGzdEDEb87d7tOBISJQ0lHf5HGcDQsScxVwyvR8Xn9uXbemlFJY3khAdwPjBMZ2KZ6lpaGH5ljy2Z5RhsdpAksgusgdKtvdSar0hL9mcS3CAgWvm261Ae46U86+Pd1LfZG4XPB/8nMHEoTH86eox+BqOffxChg9162JAlgkaNNDl03lXqdywsVvWHUmjwScuFmNhkUthEn/5JeR98hmlS5ZBc3OPZyLFXXgBYRPGETR4EJIkoQ0MpHbXbprzC7wWhrKPD7rgYDQBfjQf9ZwOqlElKsIci8jlxRt492IDd/a/hOGaGAzRUfhGRzuMMVd7ruvTNk6x2AsknlisTh8aSvSsGZStXO3y2uIuvZiU66/16lwCQU9jVax0N+ew0eyhjxhdc1OdbQgRc5YjSRIThsbivNKGe9Kzq3jsrc2YLTbPjRxb+W5tFpfO6EtheSOPv72lXegc3zxyW3op//hwO4/ePLFdUEWcM43cDz7G2tTk/AlbUYi/6IIuXIV7zFVV7ZV1u4Jqs+ETE0Ngv76Ur/7lmDWj9eaaeNUVVG/ZSt2+A71mZYo7fyGGyEjM1TUcfeMtqrduczyXF0JGaWnB1NICFd798NaF6h1KpLf9PSt1CtNGznYplPUhIV7NX/j1t2S98hoAAX3TiLvoQiKmTm6fN/XWmzHX1FKzYyeSRka1KaDRgM1G1MwZJF/zG6/OIxD0BimhiT2SVu0N1cbak3Ke0xUhYgROaWw288TbWzBZbJ2697aYbew/WsnyrXkoqvN7p6LCzkPlZBbU0j8pFACNwcDgRx8i/dHHsTUbjx2okcGmkHTNbwgb3/PFnnShod3qPi1pNPhERRJ30QVIej11+9NBVQjo15c+111D/f4DFOztJZ+1LBMyfBiGyEgs9Q3s+dNfsNTUOI7prHDypFZbGz4+csnvWHJkDdsK92BRrKSEJrKg3wzGxY9wa+kL6N8Pn5hoWsrK3a6tpaS0/e/Go9kc+ffzNGVnk3yD3T0k6/UMeuh+6jMyqFizDktdHfrwcKJmzSCwX9/OXbNA0MNMTRrHh3u+psXaiTi7LrIpfwe/Hf3rrYMkRMwZitFkpbSqCa1GJj4yAFnuWSfFyu0FGM3WLhkPmoxWtqaXuj1WI0us213ULmIAAvv1Zczrr1K2YhVVW7aimM0E9O1L7ML5BKQ573tksynsyaygsraFkAA9owdGodN673KKmDqFnHfe67KVRLXZkA0Gdt76e7vFQ1FAlmkpLqHpaDayXt87sT6yjMbXh5RbbgLg6OtvdhQwPY0sowsMJO32W/AJiuaWsVdzy9irOzWFJEmk3HwTB59+1vuDWt+7om++I3TsaIKHDGmfK3jIkPbXAsHpgo/Oh3sn38w/1v0XpZddPvUm10kVqqpS11KPCgT7BCJLZ18ujxAxZxiNRgsfLs5g1bb89oDd6DB7d+rZ45N6rH7L3syKLt93o8N8vTq2ucXSYZsuKIiESy8m4dKLPR6/cV8xr329t70IH4Cfj5abzh/CvInJXq1VHxKMftZ8zCsWd9jnTdpw8MgRFH3zXesBjo0RjW0BrL3gRgobN5aEyy+lPuMQFWvWUrVxU4+fA2gXYLJeT+g555CVOp7/++QgdY17iA7zY97EZM4ZFY9W4/7H0dpspHb3bmzNzfjGxzPwb38h+813MFdVHTuVTue8aGAbskzJz0uFaBGc9uwtSeezfd8jyzKK0rtuJRW7NWZy0thj21SVj/d+w4qj69utQf46Py4YNIcLB849q8SMEDFnEM0tFv72ynoKyhsdasCUVTfz0v/2UFFr5GoPqdXeonbhxivLEoOSw+jvRS8mVVW71ZBx64ESnv1ge4ftzS1WXvlyL4qismByCoqisiezgu3ppZitCqnxwcwYk4DfcV2zk6/5DW/uKmFy9X70xxWea9D4YpW0hFk7PulofH2Ju+gCanbtdp0p0w03lVu0GnQhwez76/32c/Rw4UEHWj8HmogIvsu2sSmnALX1fNX1LWTkVLN8ax6P3TLRaZVkVVEo+N9XFH3znUMKu09cLP3/fA+qzYa5qgpdSAhZ/30dc7nrwoEoCo1HvS9yJxCcCl7Z8h7r8rad1HO+uvUDhscMIkDvj6Io/HX538k/oWt2k6WZz/Z9z5HKbP469Y4eL1h6qhAi5gzi+7VHyS9rcPmg+tnyw0wfk0BcRMf+Pu6w2RS2ppey63A5NptKv6QQ+iaEsOtwuddGBFmWCPDV8ccrR6KRJeZNTOb7tUdd1jgAiVnjuta2QFVVXv3KfZ+nt74/wKgBUTz93jZyS+rb076Xb1V578d07rt2DBOHxgIQGeqHdfIsXj04iD6NxRgUM9W6IIp8IgGIstQQr7PwxytHIWtkZL2ewAH9UW02Cj77wv1ie8OVZLVRtmzFsdcnIS3dXFzMNIrRhgxlbcRoh9Nm5FTxwU8Z3HbJ8A7H5X30yTFL1XG0lJSS/ugTDP/H3wkZbq84qvXxwVMjAY1e353LEAh6jdyaAl7e8j4F9cVejQ/SB9JsNbZmMnUPq2JjXe5WFvafyaf7vusgYI5nZ/F+thXtYULCqG6f93RAiJgziCWbc93er2RZYsXWfG5YNNjrOYsrG3ng1Y1U1R/r67Fyez56nYQsSdjcnFArS1gVFb1Ow+xxiVw2sz+RofaW85fP6sfWAyWUVjc7WI3aKr7+9vzBhAd3rT39kfwaahrcB8xZrAr/98oGahvt447PjjJZbDzzwXb+/cdp9Eu0x+TcetFw/pxXS5bcx2G9siRR7RvO3bdOIqJvpOM56us9L1aSkLRah35QxyaXkbVaeyrxSa6P01nantkm1R7gUEAfynyOtXhQVVi+NY/rFg5ysHCZqqoo+vZ75xOqKqrNRv4nnzH4kQcBCJs4gebCItcWLFkmfPKknrgcgaDLFNeXUm9qIsIvlAh/ewPcnJoCHl71L8y2ji7yE4kLjOaRGfcQ5huCqqrYFBtNFiNPr32J3NrCLq1JliTy64rJry1iSeYaj+O/Tl8sRIzg5GKx2jzeuFVVpaSqye0Yq01he0YpBWWNaDUSn684jNHU0WdrtqhIEu0WjDYRIMsSiqJy+ax+XDNvIEazDV+9Bs0JMRGBfnr+edc0PlpykNU7CrC0xu/ERQbwm7kDOHd0gtfXfiJHi7xr6Fdd777h2ters/jbDfaMp9gIf/5z77l8svQg6/cUYbXZr3fUgEiunjfQIQC5DW1AALrQUPcBtYpC4OBBNOflY21osLueWrcHpKURs2g+WS+87NX19BqdsBbZkBhVd5ilPpMdtputCkcL6xjWN6J9W+X6je4nUxRqdu7CUl+PLiiImPnzKPnxZ2wtLR3XI0loDAZi5s31ap3OaDRasFhsBAUYHAoyCgTesLc0g0/2fusgNIZGDeD6kZfxzs7PvbaoFDeU8dDKfzErdQrz+p1LgN6fYE0gd4y7jjd3fsbR6txOr01RFdblbmF1tofvXCtnU4E8IWLOELQaGZ1WbhcDzpAlu0vHFbsOl/P8Jzupay0+Z/OQTquqMH5INKFBPmxNL8VqUxjYJ4zzp6Yyor/dKhHg6zpALDjAwJ2Xj+Sm84dQVt2MQa8hNty/275Yg677Be8URWXLgRJUVW1fT3SYH3+6egx3XDqC2gYTAX46Av1cuy8kWSbuvIXkffypWxFQn57hsD9o0EASr76KoMGDKFu2HNlg6FzLg65yvFhpjePpc+P12BobKVu52m5Z8hDHo0El0lzbYXu0qQrTmmUU7vElcOAAgoYMxlJba6/hYnUf2NgmYgzhYQx5/BEynngaa2Ojg+DT+vsz+JEH0Yd1FJOe2HmojC9WHOFgrr3QXpC/nkVTUrh0Zr8e+SwJzn52FO3lXxve6LA9oyKTh1b90ysLzPFUNlfzxYEf+Sp9McE+Aagq1LTUdblRpIrdpeQtZ1OvJSFizhAkSWLayHjW7ip0KT5sisq0kfFO9x3Oq+aJt7e0x6h4EjBt7DpcwVfPnscdl47o2sKxd5hOiQvu1DHl1c2s2JZPcWUj/j46po2MZ2haOJIkMaJfhOcJvMCmqNgUFa3G8YfD16B1qCbsjrgLz6d23z57MTtwLmaO36Yo1KdncPTV14iYOoXC/33V1eV3Gv+UZJpy85A0GkJGjST+ovPbM336XHcNANtuvNmtZUkBzPIxoexvNXJR6VoSW8oxFcnkASgKvokJhE0Yby9C5w5JciiAFzigP2PfeYOKdRvs4g8IHjqYiGlT0fj4dPqal23J5ZUv93K84aW+ycznKw6z+3A5T90xRQgZgVusio03tn/itDquoipYbF13BdtUG9XGY5blk1WBd2h0zySAnA4IEXMGcdnMfmzYW4yqdqygK0sSg5JDGd7X+Q3+s+WHUV0Un3OHxcNTtDtsisqOjFLW7CykttFEdJgfc8YnMSQ13K015stVR/hoycHWpxK7pWTJ5lyGpIbz8E0TiAjxo19iCJkFtS7n0GgkVEV1W7stOszPY2qwJ2SdjsEPP0jp0uWU/LyElpISr/r6tBSXuBcwkoQuxC78rM1GDBHh6EPDqM/I6HLW06AH/s9e2be2lrLlKyn6+juKvvuBkBEjiJpxLlp/fyKnTaH4p8UuzyEBhwL6AKBRbPymaDlhltbYoOOOMRYVU7Z8hXtXlSwTPmE82gDHQHSNjw8xc2cTM3d2l66zjZr6Fl77ep99aScsQVXhcH4NP6w7yuWz+nfrPIKzm72lGdS5q8VyBpb+v37kpad6CT3G2ZMs/isgMTqQJ2+bREig/YlUI9uDbwFGD4zi4d9NdCoOmowWdh4qd5Mp5Bp/N+4pdzQZLdz/6gaeem8bm/eXkJ5dxdpdhdz/340898lObC6e0NfsLODDxQdRVVo7uB6zGh3MqeafH+0A4J6rRrl9gr7lgqFuf1ok4LypzgvoOcNdyrms0xF3/iLGvP4Kk7/5HxFTJnc/7VlVsdTWMerlF5j8v08Z89+X6fuH27osYHxiY9BHRFC1dRs7br6d/E8/p2bnLmq27yTnrXfY/rvbKP7hR4KGDUXSaZ2uX0GiXuvPwaAUAAY35RJhqUN29k4rCtbGJoKHDXW+IFlGYzCQdG3vtQdYuT3f7WdeVeGnDTldKicg+PWw4SSnS/c2d038LZH+4Z4HniEIS8wZxuCUcN59aA7bD5aRU1SHTqdh3OBo+sQEuTymyUlROW8ZOyja8yAnvPTFbg7n2d0SJ7qw1u4uIibcn2sXDHI4RlVVPl9xuD2D6UQUVWXX4XJyS+pJjg3i+XvO4e3vD7D7yLHaIknRgdxw3mB7o0tZ4rWv9yFLjk/ikgRD0yJYNCXZ7TUcya/h21+y2uOBUmKDOX9aCjPHJrmskCxpNPb+Tz1xY2wVMrpAe9dv37g4kq69mvyPP+30VPGXXIyxoJDD//i3Y5+o1nUqRiM577wPgD48DGuzEcVobG+4qdps+MbFYrzgt/Q92kRtg4kJtYXuLS2KQktpGam33UL+Z19gPS6bK7B/P9LuuA2/BO8CvNXWjuHm6mr0oaH4JffxGFuVX9rg8rPURnV9Cy1mm9fuQ8Gvi/2lh9iYv+NUL6Pb6GQto+OGcv2Iy4gMOHsEDAgRc0ai0chMHBrbXufEEyEBBvRaub3Cr7fIssQtFw3r9PpKq5rYtL/E7Zgf1mdz+ez+DtaU0qpmiivcZ1fJksTW9BKSY4NIigniidsmU1FjpLymmUA/HYnRge03t4WTU4gK9eOr1ZmkZ9srw4YGGTh/aioXnZvmtj3B+t1F/OuTHfY081YFlFNSx4tf7GHX4Qruu2aMSyHjGxtLrbSnR4SMLijQ4XXi5ZfiExVFwZdfYSywZ0lofH0JmzSR+oyDmEpLjwmLVrdW/MUXEj1nFkdfe8Mrq4O5yh4AG7toIQCSxt4vKWTUSCRZpi0/aM+fltFU6X4+W1MTsQvnEz13NvUZB7EZjfjGxeGX6H12Wu2+/eS88x7NuXnt23wTE0j53W8JHTXS5XEGvcb+WXBzzZIEOq0wSAs6kltTwDPrX/VqbLR/JBcNmscHe76kxWpqb4iqkTQoqnLKXU7/WfAoUQE9E0t4uiFEzK8AvU7DzHFJ9qaMXgb0yrLEI7+bQKCfnqyCWnYeKsNiU+iXEMLYQdFoNDJWm4LRZMXPoHVIsd6eUeZxfqPJSmZ+DUPTjn2xzBbP8TeSDBaLoxiLDPVtr09zImMHRTN2UDTNLRYsVoVAP73HPlM1DS08/9lOVBWHOjltf67fU8TI/pHMHpfErsPlbEsvxWSxkRIXzKxxiUTPnU3Jzx3bGHSK1kaLuuCOAdGR504j4pypmKuqUSwWDBHhyDoditlM5cZNVG7YhK25GZ+EBIIG9EcbGEhzXh7V27Z3yh1VsX4D4957C1nr/GfCNy6Wppxc13NKEoboKIq+/Z6SxUsxlZcjabXowkJRjC2oqoLGxxdtUCCB/foSM3cOAX3THKao3buP9Mee7CBEjIVFZDz+FIMffoDQMaOdnn7SsFiWbclzug/sn/Fxg6K7HRclOPtosZp4au1LXqdNXzPiIiYmjmZqn3FsL9pDZXMNQYYAxieM5NO937Eqe+MpEzIL+888awUMCBFzylFVlYoaIzZFJTLUl4oaI4fyqpEkiaGp4USEdK0g3IlcPXcA2zNKqWkweRQyOq3MJdP70jchmPtf3cCB7Cpk2R5ma1NUQgIN9E0IZs+RSqw2Bb1Ow6yxiVwxuz8RIb5k5FS5nb+NEzOkosP8MOg0mNyIGZtNJTnOtevMFccXYfPEym35brO3JAm+WZPFD+uzyWutBqzSFs+Twb1XjSbx4gtdF3oDkCVkvR6lxUlqtSQhaWT6XOM6XkSSJAwRjmZhWa8nasZ0omZMp2LdenI/+Ijy5cdV9pU7d7O21tdTu3sPYePGOt0fPXeO+1owqoq1sYncDz5qFyGq1erQWsDW2IS5spLmnFzKlq0g/uIL6XPDdUiShKqqHH39LZxGpKsqSBJHX3uTMW/+F8nJtY3qH0VafDA5JfUdPvMSgAqXzern1XshOPNpNhtZm7uFXSUHsNgs9A1PYU7aVKIDIjuM3ZS/g3pTo1fzxgREMDHRLqQNWj1T+4x32H/jqMupaK5mb2lGp9YrSzKqqgCSSwEkSzI6WYPJSYq3hMQFA+fwm+EXduq8ZxonRcTk5eXxzjvvsHfvXjIzM0lNTeWnn37qMO7LL7/k7bffpri4mJSUFO69915mzJhxMpZ40lFVlRXb8vlqdSYllc5dKJIEU4bHceflI7scYNtGaJAPz919Du/+mM6GvcXtP+ptNonjvyIWq8IXK4+wYlseta3NFY+/CdQ2mNhx8FixJLPFxrKteWzaV8y//ngOOcXeFaPLKa4jPNiHhCi7y8THoGXO+CQWb8p1GpApSRDkp2fCEO/caN5gU1QURXVwKWQV1roNpFBVKKpobI99PV7wWKwK//pkB8/8fiHJYWHkffCRvanhiSiqcwED+MRE0++Pd3awSjhdi81G+ZpfKFm8FGNhEbJBj1+fPtTvP+DknJ0PCi7+8WfqDqQTNHAAYePHtcfIgN2lI2m1zq8PQJIwlXm2ytkvpLVT9bff4xMXR8zc2TQeyaSl2E0Jd1XFVFFBfcZBgod2bAopyxKP3TKJJ97ZQmZBrUPhRr1Ow5+vGc3APmHerU9wRpNTU8CTv7xIk7mp/at9qPIoPx5awa1jr2ZW2lSH8XtKM5DciIfjmZDg3BLYhl6r5/5z/sCBssMsz1rH7pIDWNxYeGQkAgwBTE4aQ6RfOB/t/drlWEVV+Ou0u8isymFN9iZqW+rx1/kyMnYoVw2/gBCfzj/wnWmcFBGTmZnJ2rVrGTFiBIqiOPXL//zzzzz88MPcfvvtTJw4kcWLF3PnnXfyySefMHLkyJOxzJPKh4sP8tXqTLdjVNXeqbm8xsizf5jabd99eLAvf7l2LLdeZKKsupn3f0rnQHaVy5CB6nrvC7ApikqD0cIrX+5x2/jxeN75IZ13fkhnZP9I/nT1aEIDfbh6/kA2Hyihqs6x2q4s2WOB/nr92B6JYUjPruKr1ZnsPFSGqkJchD/nT0tlwaRktBrZqyK2rvZLksQ3a7J46KZF2JqbKfj8f97Fx0gSPrEx9oDXpI59pcwWG00tFgJ8dei0GhSrlUPP/JOaHTvb42AUk8m5gOkidfsPUH8gneLvfkAfFsagB//WLq7Klq1Atbn5t+5iTFDRN98SPWcWpspKr8abKlw3jQwJNPDc3edw4GgVW9JLsFgUkuOCmD46oVPWOcGZS4ulhad+eZFmS7ODJFFUu6h/Y8cnxAfFMDCy77F9indxLBISc/qe43GcLMkMjxnE8JhBNJqbWJ61jmWZa6lrqW8/S3RABAv7z2RmymSWZq1lyZE11LYWwDtxLW3bLhw4l2HRAxkWPZBLBi/wuI6zkZMiYmbOnMns2faaD3/72984cKDjj+xLL73EokWLuOeeewCYOHEiR44c4dVXX+Wtt946Gcs8aeQU13kUMG2oqj1LZvP+Ys4Z1bVS/S0mK/uyKmkxW0mMDiQlLhhJktwKmK6gKCr7sirpExPosUXC8ezLquT+Vzfyn3vO4b0f0zsIGLBnF10wJYXhfTuafjvL6h35vPD57laXhX1bSWUTb367n92Hy5k8PI51u103UPOU8aIoKtsPllH0w0+eG0Qej6rSUlxC+sOPIWm1RM44l5SbbqS8SeHz5YfI3LKXQXVHCbY1ExwTQWpCKA07d7Uf2ysoSvu1mmtrOfDwY4x6+QUMEeFUrF3v/o3oIi0lpZgqKtAFefcU6Sxu6HgkSWJY3wiHlgiCXw/r8rbRYHadMCBLMj8eXukgYvqFp7C9aK9HIXP3pN8R1cl05QC9P5cMXuBUdJhtFu5b+iSljW66uQNxQdFcOHAu5yZP7NS5z0ZOioiRPfjiCwoKyM3N5S9/+YvD9oULF/LPf/4Ts9mM/izqXrt0c65XZf/bkCR7zQtXIqa2wURlrZEAPx0x4f7t2xVF5YuVR/hmTSYt5mNxJv0SQ7hidv9eu+8NTgknr9R1cagTURSVoopG3vkxnRXb8l2O+27tUWaPT3KbTu6JmvoWXvpiT2uYxXFBu63/3ZZRxvB+kUQE+1DtIn5IxbOQkW02Cj7+vMvrVK1WyletoeZwFi/6TePcok1c25CNDQkZFSWrgIasLk/fNRQFS3MzG978jHP++nvvGmB2EdWmEDR4EPqwUMzVrisIa4MCCR7e+Qw6wa+HvR5cQ4qqsKck3WHbjJRJ/O/Aj27dPlcPu4jJSWM6vZ5mi5EdRfuoNzUS4RfKmLhh6DR2q+B/Nr7lUcA8M+dvpIYmdbt9y9nCaRHYm52dDUBKSorD9rS0NCwWCwUFBaSleY4POFMoKG/0WsCA/SG72ol1oqiikfd+TGdbRmm7IOmXGML1Cwcxsn8U7/x4gB/WZXc47mhRHc9/urPL6/fE2EFRHMqrJq+kwesCexLwy073HVxlWWLpplxuu2Q4AHWNJooqGvHRa0mODfKYdQSwYlu+2zRjCViyKZcnb5/Mw69vorKu5VjGcuuPxsShMWw+UOJSxUSbqphduwfFbPa4HrcoCub8PBb4mUlutqesa1pPeqoK5cuAtG09j78+lIuCArE1ehf82Bm0gYEYIiOQNBqSb7yBI8+/4HJs8g3XucyeEggAbIrNo0WlzbXURpBPIPdMvpnnN76Jetz+ttTp2WlTuXBQ55qRqqrK94eW81X6z5htFmRJQlFV/PV+/G70VQyPGcSukv0e59mYv420sD6dOvfZzGnx7a+rsweCBp1gPm573bb/bMHfR9uZxsFI0CGFuLC8gfteXIfRbHOYJ6uwlkfe3MztFw9zKmDAbvkwWRT8fLRex690hoHJYfz9jin896u9bNhX7NV1quA2Kwns684srKWqzsg7P6SzcW9xu0iKDPHlqrkDmDvB/Zc7u7jO7c+Zil0cxoT78/r9s9m4t4ht6WVYrDZS40OYN7EPGo3E1vRSh/Rr+8Eq06t2MbE2vUe9LMnNJV1sC9c76FUro9Z9QvmAQQQXu68H1GkkidjzFrYLk8hzp6HarOS88769KWTrF0fj50fyjdcRPXsWYA9wbjiSibWhAUN0NP59knp2XYIzjuzqfA5VZqF4+DbKkuRUFIyLH8E/5j7A4iNr2F60B6tiIyU0iYX9ZzAufkSnLSE/HFrBp/u+a3/d9tvVZG7mpS3vcsGAOV79buwuzuD6ka73m20W9pSkU9tSR4hPMKNih7Rbes5GTgsR82tj6oh4thwo9Xq8CswZ7/gle/v7AxjNtg7ujrb76js/ZrQrfWcoitorAgbgmkeWEuinY97EZF7683TySup576cMp7EubXhyz7SPkyTue3Gd3dVz3LVV1Bp5+X97qGs0ue2Fo9PK7em7rpAlezsHrU5m5tgkZo7teEO88/KRvPjFbof3eHh9FhNr09uvpyc4ncRLGxIQbarGtH+bV32iOkPw8GEkXHqxw7aomTOImDaVmh27MFdXowsNIWzsGORWF3P5L2vJ++BjzNXV7cf4p6WRdsetBPbri+D0o9liZHvhXmpb6gn1DWZ8/Ah8dJ1v8OmMyqZq/rPpLTKrc73qCq2oKgv7z3S6LykkntvHX8vtXNutNRktLXyV/rPbMWtzt3o1lzvttDp7Ex/t+Yomi7F9m7/OjxtGXcb0lElezX+mcVqImODWwLyGhgYiI48Fbta3+tyDPQTunWlMHh5LwooAiiubvCo+NywtnAlDYtpfV9UZ2Xmo3M0R9kwWL7wrvUZDs4Vv1mSxfGsexhaLx06v3louFEVxGasC8NGSg8wcm0h4sPP6OuMHx7h1W7UVQPPkmpo9PonIUF++Wp3JniMVoKpMqTvQHi/TU/T0fD2FBBhUi+t/OEmyp5R56mKt0SBpNPglxBOzYD5RM6c7dQ/JOh3hkyZ02F66bDlH//tGh+1NOTnsv/8hhj/7tFep6oKew2Q1syFvG1sKdmG0mkgKjmN22jRSw5JQVZWfj6zm8/3ft7pU7O4Zg0bPdSMvYW7fc7t17mazkUdXP0eVsRZw35yx7cFpbto5TErsfGxLZ9hZvA+Tzb17uc7kXYzZ6NhjMWCKqqCoKlpZwy85m3l9+0cdxjdZmvnvtg/RSBqmJY/vsP9M57QQMamp9kZ82dnZ7X+3vdbpdCQmdkw3PZPRaTU8dftknnp3K1mF7l1l08ck8IfLRjhUxC2tavZ4DknqlcSRTqGoKvVNnuNCZMlex6amvsVt12mAXCeFy45HAlZtL+CK2c6tMXGR/ui0MhYXLRhUVeXSGf1oysunYs0vmGtq0IeGEjVzOn5JjhaZEf0iGdEvktKNWyj++huMZu+Dmb2l7Uo9Cpketoh4w/Fr0gQHYas79iMckJZK6q03U7t3H/mffNbxYFnGLymRYc88jdavawUdbS0t5Lz7vvOdrVlVOe99wLCnn+jS/ILOU9ZYweNrXqCyubo9mPZIVTYrszeglbUkBsWSU1vQPr4t1sRkM/P2zs/RyTpmpE7u8vlX52yksrnGq/RoFRgePYibRl/Z60Gy9S3exY7FBUZT3OC6tpKERHxQLHcvfpSShmMPsgF6fyxOCt4dz0d7v2Fy0hg08qmKqOsdTgsRk5iYSHJyMkuXLm1PxQZYvHgxkyZNOqsyk9oID/bl+XvOJSOnml2HyymvbqaqvoVmo6W9QeHF56YR5sSiEODn2b/pVVkSTr3Q0Wok5ozvw5iBUTz1nvtusaGBBo+p25IkUVbtXOQVVTTywH83YnVhHZAluPeqUeh+/pw9K1aBRm43hRR9+z3Rc2aRdsdtDgXf8j/7wl4Hpjd+BGUZxcefQtWfJGOZ027RqiTj1ycR3+hoanbtRrV0vdlnd/BPSiL5huuw1tdjiIpq740UOKA/hohwCv73NS0l9vgZ2WAgevYskq65qssCBqBqy1aXBQMBUBTqD6TTUl6OT1RUl88jOIZVsaGRZKc3fUVVeGbdq1S7sIJYFauDgHHGp/u+45zkCV7daMubqmg0NRLuF0pwa1G3tTlbOlXef1/ZQfaWZTAq1kW39R6ioN5N0cbjuHXcNfx7wxs0ukgJHxY9kNe2f9hhu6vxx1PbUsfBikyGRg/0ai1nCidFxBiNRtauXQtAUVERjY2NLF26FIDx48cTFhbGXXfdxX333UdSUhITJkxg8eLF7Nu3j48//vhkLPGUIEkSQ1LDGZLauToDSdGBxEcGUFzR6PLrqpEl5oxPYqmT3jGyLKHTSJgs3X9y764QGj8khsLyBtbvKUQj2+NLXAmwy2f1563v97sVaDZF5ZedBWzPKGX8kBgumJZKUmtK9kdLDmI0WV0erwKxe3+hbMWqtskc9petWIUuJIQ+114NQP2hw3YBA92u0yL7+qAYW2OGWoNXA9JS6fvne8lckUnjd28SYDM6CBlVktAFBqDR6aje6l4A9jb1B9IJ6Jvm9OYWNXMGkTOm01JaimK24BMTjcZg6PY5zZVVXlmgzFXVQsR0A7PVzJLMX1iW9QuVzTVoZQ0TE0Zz4aC59Ak5VvZhb2mGWyuCN9SZGjhYkcXQ6AEux+wvO8Rn+74nqzoXsFsnxsQN49oRF1Nv7ly2nCzJLMtc2+MipqyxgtXZmyhpKMeg1bOz2HPWUVxgNIMj+/Hiwsf4Mv1nfsnZTIvVhFbWMCCiL6Njh7qt3usN3rZSOJM4KSKmqqqKu+++22Fb2+sPP/yQCRMmcN5552E0Gnnrrbd48803SUlJ4ZVXXmHUqFEnY4lnFJIkccOiQfz9/e0ux1x0bhrXLxxMeIgvX692rBOTFh/MXVeO5KXP95BdXOd1U8gTkWWJtPhgMgtqu3Q8wKZ9JcgSLt1IbfV0zp+awnlTUzhwtJIt6aVu12y2KpgbTKzYls/Kbfncf8M4hqZFsGlvsVvBpbNZqFi82K3rpviHn4i/5GK0fr6ULllqt9Z4ivvwAn1wCIOff5DavftBsRHQv397UOrN18eQPzWN/R9+iX/GDnSmZmQ/f2LmzqIpJ5e6HqzQeyKdislp7Wek2mzU7NxFXXoGqCpBQ4YQNnY0vrE91y4CQBcS7JULTRdydsXUuaOquYZV2RvJrs5Dq9EyOnYYU5LGYtB2zZrdYjXx5JoXyarObbdwWBUbmwp2sqVwF3+b9gfig2LYVriHjfk73CYTeIs7q8L2or38e4NjDJSKyq6SA2RUZBLtH0mtsd5ra4yiKuwrO0RmVQ79wlM8H+AF3x1cxqf7vmvtfaS2r9ETbRlSgYYAbhp9JTeNvtJh/4Mr/9nttUX4nX1tNk6KiElISODw4cMex11++eVcfvnlJ2FFZz6ThsVxz1WjeP2bfbSYbe1WDAmJC85J5bqFg5FliavmDOCic9I6VOwFeOyWiTz57lYO57kuJuYOVVEZlBzG0cJaj7Es7jjxWAm7QOoTE0hybDDzJyUzKMX+5btq7gC2HyxDdWOxaZ+3deJ/fLSDp++Y7PFnpE9zCZLVvTtGMZmo23+A8AnjaDiS1SMCBlkmoF8avnFx+MbFOR0SHahH7RdFvcn+Qxc8YjjBQ4dQ/N0P3T+/izXpgoORZBlzlYeGnpJE4IABSLJMc34BGU/9HVNZebvbrfj7HzFERTH44fs7xBV1h/CJEzn6+puoFte9mwL69e1x8XS6sjZnC69t/whQ238LthXu4Yv9P/Dw9LtJCO78+/BNxhKO1uR2uAkrqoKqSjy7/r9YFWtrFlDP9Gl2VQHXarPy+raPnJ5FURVarCZsqrXTq7AqVh5Z9RwPTf8jQ6JcZzZ6w8b87e1p1CfWnvFEkCHQ7f6j1a47sntCQiI6ILLHhNrpxGkREyPoGrPGJTFleByb9hdTVtVMoL+eKcPjCA1yTFX0MWgZf1x2UxvBAQb+cs0Y7vr3Goxm9zVanKECP6x3XoumO6jY3UJp8cEEB/rw7093YmyxkhgdwILJKTx2yySe/3Sn25Tt47HaFLanezZza1Xv3oO2Inay3ovaC7JM2ITxVG/e4mZChZgF8wGwNDXRkJ6BZDAQPHgQsk5H1ZatHP7X86iK0m55qD94iEJZplMFhzqBPiyUwY89jCE8gj1334up3E0VUVUl7sLzsNQ3sP+hR7A22E3Wqu3Y+2mqrGT/g48y+tUXvW4n4AltgD9JV11J3kefdNwpSSBJJF/fvdTYM4XDlUf577YPHW7gbX/XmRp48pcXeXnRE+g7YZGx2qysyFrn0rKiomJtrWjbE/JFQiIhOJaUUOdCd2fJfrftAxRVIb+umP5hKWRWdxRe7rCpNv679UNeWvR4lwNfVVXl6/QlXjeOPJHYQPcuT7uVq/PrkpCQJImbx1x1Vlb5FSLmTEcCk0Vh+8EyqutaWLOzgLkT+jB9TCIGnecv49e/ZGFykanTpeX04D11xXbHIMBDudVk5FQzfnA0b9w/m2/WZPLpMs8Wvrb+U56o0Id6ta62QmrhE8bTnF/g2qUhy8RffCHJ119L7ocfU/T1t44xHK1/J1x2Cb7xcez5819pyjrqcHzomNHU7NzV8Ryqimqz9VoKtrm6hsz/vMTwZ59mxPP/4vA/n6Nu3wl+/dZ/7PhLLiJ80kSKvv0ea32D8w+AomBtaKBs+UoSLrukx9YZf+nFSFot+Z9/cSymCCA4hEF//APBw3o3YPN04YdDK1zWP1JUhZqWOjYV7OxUrZDqljqHeiO9jUaWuWXM1S5vtGWNFe0p2e64ctj57Cw5wIqsdW7bBpxIRXMVV395F6mhSSzsP5OpfcZ16qZfbaylsL7rxR/7e7CSDIsexO4Sz65jnax1uO6E4FhuHHU5w86ygN42hIg5g6lvMvPAaxvJK6lvD7Ctrm/hSH4tizfl8vTtkwnwc/3kpSgqq7cXdDkmxhm91Y8JjrmdtmeU8f3ao2xN965goARoNZ47X1f5hNAclYhfZZFzYSLLBPbv395hOnreXIq+/xHFZOp44ZKErNMRu2AeisWCb2IiQcOG0pyXj7W1/lFgv77EXXQBwcOGsePm21BaTrAsKQo123d4vLZeQVFoOppNxboNRM+eydAnH6MxK4vCr7+j/uAhkCCwf39iFy0gpLV3UeX6De4/AKpKxfoNJFx2CdZmI+WrVlG2YhWW2joMUVHELpxHxLSpyDrvq4tKkoT+3Dl8leWLlHkQX8VMnT6QHEM0scureDC+vlu9ts4EVFVld8kBjzf3XcUHOiVidPLJuz1ISDw240/0j0h1OcZf5+eVi2ZPaQb5tYVoT7iZe4OKSnZNPi9vfY/08sPcNu5ar4VMUTeCmg0aPXGB0W7HXDRorlci5q9T7yDYJ5CaljpCfULoExJ/Vlpg2hAi5gygrLqZFVvzKKpoxNegZeqIeEb2j+SVL/dQUGavTdJ262j7b05xHf/9eh9/vW4sVXVGMrKrUVEZ2CeMqDA/AMxWm8dS/z2NRiNx3fyBvP/zwS7PoQI/rs/G7CoWwsn4sYOjaTBayCyocZ2dpELEb3+H+b//xtrU7ChkZBmtvz/9/viH9k2G8DAGP3Q/6Y89iWq1dpjMNyGe5qISMv9yP5aaGrvlpW06Pz/63HAdwUMGk/H0Mx0FTCdwZY3ptpVGkihbsZLo2fZqpgF9+zLw/+5zOdza7Ll+ka3ZiKmqmn1/vR9zZWX7dktdHZkvZlL8488Me+YpND7eVW9tMVt54LUNlNcYUQIcq1qXVTdz/6sbefUvMzq4WM82bF4EONe01HZqzhCfIJKC4ymoK+6haBfXDIrq51bAgL0NwNs7P8PmRshISPx4eGW31tJ2ratzNjE8ZhCTk8Z6PGZPSTr/3PBal84nAXP7nuPR1Tcosh+/HXUF7+3+n8sxlw9ZxIjYwQAkc3bVV3OFEDFdxGiy8uWqIxSUNRISoOfy2f2JCvXr8fN8syaT93+2d2FVVBVZsjcxTI4NJLfEdXE1VYX1e4qwWG1sTS91uHFPGBLD7ZcM51ButdvCb72BRpaob7J02+1U22giwFcHeBZhAb46Zo5NJCrUjyffdV/a+/OdNTz4z39S8cP3lK9ag2I2I+v1RM2aQcKlF2M4rqI0QMXadR0FTCtNR7PJePTxY+LluBuNYjSS8fhTjHzxeWp37vZ4DZ6w0bEpZLefvVQVc1V1h83NBYVUbd6CYjLhmxBP+ORJaAwG/JKS7LEzbtxrfkmJHPz7sw4C5niasnPYduPN2GwqFr2BxgGj6Xfp+Qwc4rwn1tpdRS6LPyqKSpPRzJLNuVw97+w0pYPdGhXqG9xen8UVDSbPtUROnPfCQXN5ect7XVqXVtYwv+90fjqyyuPYzMocDlZkMiiyn8sxQT6BLBowmx8OLXc5pifFlgQsPrLGo4ipNzXy741vYFU690Aotf5/v/AUrhh6vlfHLOg/g6FRA3hn1+ccqcrGqtiQJZnU0CRuGnMlfcOSO7WGswEhYrrA+z+l882aLIevy9IteYzoG8ETt01Cll27LmoaWli7q5DK2hZCAg2cMyrepfhZv7uI937KAI59OdtcKu4EzPGcKGAAtmWUOnS+PploNTL5pfU9cu5ByaFsP+i+/QLYs7D8fHSMHxLDLRcN463vXNdsyCgq4fcfFxAdHMeMO5/g3GFRBAQHOBS4a6OlrPxYTRl3OLupqyqKxULxjz85BMB2ljZri1H2wU9pwbPTrBNIEvrwYymZtpYWjvznJaq3bAW5tQeVzUb2m+/Q7567iF0wj5ptrtP+URRCxowi54233Z7WZjQiAXpzCyE7fyFvz2a+mfIb/vj7ea3C9Rhrdxc6CGKdYiHcXIciyVTqQ1CQWbU9/6wWMQAGjee6OxWNHrLMjqPe1MiHu79iY35Hd6Y3cSmyJDMlaRxXD7+IldkbaLG6L1JpUSz8fe0r/Gfho27TgK8ediGqqvDzkdWoqoosydhUG1pZ02kR4QkVyD4uI8hoaWFn8X4azU1E+oczMmYwGlnDmuxNWGyercISEuPiR5BRkUmLtYUo/wjm9T2XWWlT0XeiQWNiSByPzfxTVy7prESImE7y+YrDfL0my+m+vVmVPPzGZp6+Y0qHfaqq8r+VR/h0+WH7l0+WUBWVDxdncOE5afz2vCEO/XpUVeXzlZ6DVj3hTCz0lnjxxrrS3GIlPae620XyosP8uOOykex4crnbef5w2QgG9Dn2oxgW5PzHXjI0oetzEDm4ErMEBcD7OWv4bOcQ/nHt5SREdUx/rNq0uRtXACgK1dvcx7x4ou0T0+MCBkBViZ4zq/3l4X//xx5kDO1l/cEuOg49+y+GPv0EUbNmUL5qjdPpImeci6XWc0f64y1IMiq+NhMDt37H332Cefr3Ux38+43NZlTVLl7OrdrN8PpM9K1ZZk0aH7aGDGaHNBRVVc/quIAWq2d3pCKp5NYU8GX6Yg5X2gPIU0ITuG7EpSSFxLePqzXWcc/ix2m2Og/qTQ5J4Iqh51PZXMXbOz/vsF+WZAINAVw57Hy0Gi0Pn3s3j6x+DpuH7D+LYmVF1np+M/xCl2NkWea6kZdy/oDZbCncTYOpkSj/CDbl72R3ac/XS7IX31T5/tByvkr/GbPN0v7bFWwI5JaxV3O48qhXFqAQnyD+POVWl5/DRlMTy4+uY03OZhpMjYT6BhMbEEWDuQlFVRgQnsqcvud4zGL6tdHjv3tnM4qi8L+VR9yO2ZdVSVlVR7PtTxty+HjpIRTFXt/EZlNRVPtN/7u1R/lsuaNgqaxtIb+053vxeItBp0EjS143kZSwu4r0Os8fKaPJ2m2jb2SoL8+8v424SH+XYy48J435k5IdtmUV1KLROF6UZGjCMGQzcnClQ/cAyacZS/x27v/8M6etCqxNTd1uN6BazPjEO68N0xl6/Issy/inphB5zjQAGo9m24OMXViVAAr/9xV97/w9Kbf8DkPUMbebPjKClJt/S78/3onluP5K3qJBJdpUQ1X6YQ7mOrq3EqIC0Sg2ripawei6w+0CBsDf1sKMql3MLd3E3kw3KeJnOKqqUm/y/Fuhk7T8dfnf2V60h3pTA/WmBvaWHuS+ZU/xznFi5J8bXnMpYACya/LJqs5hbt9z+dPkWxwCUmXJbm14Zvb/tVtU+kWk8NyCh/HRurcWKarCtsI9Hq8DIMQ3mPn9pnP50PM4N2Vir3ZJfWnLu3y67zvMrb2J2n676kwNPLfxTepavPudrmmpo8ns3PVZ0VTFX5Y9xRf7f6SssYJmi5Gi+lJ2FO/jcOVRMqtyWJy5hnsWP8aqoxs6HJ9VlcuSI2tYlrm221WTzzSEJaYT7DhU7lX8yOcrDnP3VaPbX1usCp+vcG9V+eaXTC6enoafj92saOmGi6G7XDN/IBdP70tOcR3PvL+d6voWZMle+0BV7VaQ6nojFusxKaLTyZgtClIPZjqdiCxL7ZlU6dlVDlYfjSzh56NFkuxVhK9fOIi+iY4p03uPVLDlQAm2EzpqaxOOgMbWQY+0WZZaIvayfl8eM0Y5pkD6xMZ0z6wly/inJBN3wXlkPP501+fpaSSJ8EkT6Pv725Fb+5ZVbtzkvjqxolC7ew82o5G48xYSu3A+5mp7Wrs+LBSp1cUa2L8vZUuXdXpJChKJpgo27itmcMqxYmhTRsTR9Msq4kyVTu9jEjCyIYuD63Yysv+CTp/3TMCiWN0Gu7bRYnPt0lmWtZbE4DgmJo4iy4uial+lLyYhKJbJSWOZkDCK4oYyjJYWovzDCfLpaLWMC4wm1CeYkkb37l+zh07PrugXnsKekvQeD0BWUJy61I6nsrlj3JgrDpQfZmLi6A7bX9z8LjUt7isNt7nw3tjxCYnBcfSPSKWssYL/bHqb7Jp8h/o0o2KHcteEGwkwuH7IO1sQlphOUO6iseCJ1J7QpPBQbrXHbs5mi8Kuw8e+4JEhvvgaTo3GjAj2xaDTEBvuT7/EEID2nkaSBJV1jgIG7OuHnndVxYT7MSQ1jNT4YIb3jWjffuJ5VFVFUVTevH82T9w2uV3A2GwKGdlVPPvBdh56YxMllSdYybRmNGFlSJLzhUsSICuszurYmyhiymSk7vQAUhRiFy4gdPRoUm+/1blVR6Px2trTI2+9JDHq5f8w8K/3oQ0IAMDa2ER9eoZX1YltrVlWkixjiAjHEBHeLmAAu2XHSXyRZ1QUSaLF5Cju+yWEMKrevXXUhkTgoe657U5ndLKWQENAt+f5fP8PfLbve6/Hf5uxtN1NFx8UQ9/wZKcCpo20sD7IkutbjizJpIY5D+D2xKzUKWjcxCL2FioqNS116GTvYlrW5nYseplbU8iRqmyvK/zKksxPh1dR39LAI6ueI7e2sH0tbewtzeCptS/1eJzQ6YgQMZ0gNd67HiyxkY4/KEaTd6nAzS3Hxum0mg6ukJNFVJgvRpOVB/67ke0HHU2Tba6wnmLBpD6EBNif9p3dq0urmjlaWMeU4XHoNJJD3NDxKKr9/Vu9o6B1nSo/b8jmxieW83+vbmDjvuL2cccj6Vo8awRVwqh0dINofHzo94c7PBzcdiKpw9/Rc2cTOs6e+RC7YB4TPvuI+EsuInDgQIKGDaXf3XfR7847vFaG3baoyzIR06bil3gsNbMhM4sdt95BwyHP8Vmyj4/HaryyTkfSb650O8bpcUCObywJUY7frfBgH0IsjW6vXYNKsKnzbqwzBUmSmJM2Dbmbrs1GcxOrsjd6PT6vrsgrN1Yb8/qd6/ZGragK8/tN93q+4wn1DeaPE2/q0rE9wTUjLvJqXElDR0tUZlVOp86lqAp7SzNYlrWW2pZ6p++poipk1+SzvWhPp+Y+ExHupE4wOCUcf18dTUb3/XWunuvYgdVd3MbxnPgD/Zu5A1i1Pd+jFQe63026bY6IEF+Gpkbw08ZsCsoaerk6BIzsH8VtFw9nW0YZizdmszerssM9u8Vs46Ml3tWV2ZNZwfnTUvl8+WE+Xe5FYLTNiycoSSU+zHk138hzp6Hx9eHIi69gazyhQ6wkkXT1VfjEx1H87fc0ZtoDwn0TE4i/8HyiZs10CPLT+vqSfMN1jsszmch570OsjY3umx1KEpIsdz3TSZbRBgTQ57qr2zdZm5rIeOxJbEYvqrbKMtGzZyJptdTs3kPZ8pW0lJaiCw4mcvq5REyZ1F7ELuGyS1AsFgr/95WDQHNV10ZBIs83hlrfUGaOdax9odHIyH5+0ORapChIhMV0rlP8mcZ5A2axOX8nZU2Vne7Z0x0686Q/ICKNSwYv4JsMx9L8bZWGLxg4t1u9iyYmjiYmIJLSxpMf/zQ2fgSLD6+mvNl1BpiERJATi1lXxKdVsbE2d4tb95OMxLrcrUxKHNPp+c8khIjpJH+4bDj//Giny/0LJiV3qJKbEBXI4JQwDuXVOK2OK0kQFxHAoGTH1EJfg5Ynb5vEn15Yh83JcbIsERvhz3lTklmyKa9bokNq/b/fXzYCWZZYsTW/1wWMXitTUdvM69/uR6+TaWqxdrnvCLT2XLIpVNYa+cxDDFL7MWZfbA0hyAG1Li0yEnDVhBku5wgbP46Jn3xAze7dVG7YDIoNn7g4omZOxxBuv3lGTpmMrbWy74mF3EyVVZT8vJjK9RuwGVvwTYgnZsE8IqdNRWMwMPjhB0h/5HG7q8aZVUaWkTQyA/56H4X/+5rGzEyvrv14AvqmIev17L//ITQ+PkRMnYKk1drFkydkGZ+oSOIvvYTD//g3VZu3HGuvIEnU7t5D0bffMfTJx9AFBSFJEn2uvorYhfOpWLsec1UV2qAg6g4epm7HDmxIaFBRsFtgKvQh/BAzjTsuHUFwQEf3XcLcmRR9+z2yi8+NjEr09HM6/Z6cSQTo/Xly9l/4cM9XbMzb4TETqCcINgQS6uOddbqNq4ZdQEpoIj8eWsmRKnvftbTQPpw/cDYTEzrGinSWUN9gyhore704XxuyJDEwoh9R/uHM6XsOn+77zuW5VVTGx49iyZE1ZFQcASRGxQxhgIcif87PK1Pf4v67qaB6HXR8JiOpzpptnAXMmmVPDV21yos6Hp1k3e5CXv1qr4P7RyNL9lTp84c4PSavtJ6/vryeFrPNQcjIsoRWlnj6jikMTHZeHyE9u4qn39tKQ7OjBSgq1Jdn/jCFqFC7peeqB3+mqcW962pAnxB+e95Q3vnhAJkFte3bDToNoUEGAnx1mCw2iiqaerQdgTvk1gDabluSJLh2/iAkCT5ectDrZmmaoCr0A7bbLQEnCBlVhYnRk/jzjOu7uTrnNB7N5sBDj9oFSpulpTWiOHTcWAb+7S/IWi2mqmrKli2nYv0GLLW1KGaLvcieJOGbmEDkOdOIu+A8Sn78mbyPP/XKBSX7+ND3rj9QtWkzVRs3dezrBO6tP6349elD3zvvoHr7Dgq//Nql0AoZMYwhjz3ich5VVSnbuZddn36HsaiERtlAemAqDB7BFfMGM3aQ87Lspqpq9vzxXixNzUgnWiFkGb8+SYz49z+Qtb+OZ7ZGUxM/HVnJNxlLe+0cEhJXDjufSwY7BkvXGutYmrWWdblbaTI3Ex0Qydy+0zg3eSK6E2qh2FqtOF1tuOiMFVnreWvnpz02nyf0Gh1PzLyP1LAkGs1N3Lf0KacuHlmSCTIE0Ghubm+a2YZBYyA1NJHDnYiLAYjwC3MbVCxLMhMTR3PPpN917qJOAzpz/xYiphvszazgaGEtESG+TB0R57bIHUBRRSOfLD3Exn3FKIqKJMG4QdFcu2AQKXGun2hqGlq4/9WNFFUcU95tmTMj+kXy8O8mYNBpuPLBnx2ElTOGpIbz8E0TaDJa2Ly/mPd+ymgP2j3T0Wll3nloDp8tO8zyrXlOrVeuWDTfl011y2ixNYNqd85Jksz0pKncNuFKj/+2XUG12dhxy+2Ya2qdiwVJIuma35B4+aUdjjv69ruULbbfpCSNBtVmQ+PrS/jkiZSv/sXrOJqIc6ZRuW599y5ElpFkGUmjsfeRcsOoV17ELzHB45QWq42aehMGvcap9eVEmvPzOfTsvzAWFTsIsOBhQxnw1z/3WOfsM4V/rP8vu4oP9JpFYlj0QO6f9ge0mmPCsLC+hEdXP0+Tuam983WbZXVgRBoPnvtHDJ3oou0tNsXG9qK9rMnZTEVTFeVNlVhs1l63xkT5h/Onybc4BCOXNVbw741vkldb2B7ErKgKfYITKKgvdilSNJKGxKBYcusKvQoNkCWZuMBojw0nH5l+N0PPwMaPQsRwckRMV2lusVDbaCLIT++2QWMbD72+kf1Hq1y6os6fmsotFw3jqXe3sv1gmUsLiiRBbLg/JVVNZ4VoOZE/XzOG6aMT+HjpQb5clem1JclHr+GDR+eh18vsKt5PaWM5fjpfxsWPINjH/c3vaGYxez/7Dr/MfehtZnwTEuh3yXmEjx/rkJXjjKrNWzj07L/cjtGFBDPu3bccKgZnv/UOJT8t9uraTje0QUEkXnEZMfPndqrRozeoqkrd/gM0HslE0mgIGTUC/+TkHj3H6YKiKPySu5klmb9QUFeMTtYyLn4EySGJ7CrZz6HKo70SGxPpF86Fg+YwM3Uq2uMsKKqqcu+SxyltrHB6XgmJRf1ncv2oy3psLUcqs1mRtY5tRXsxWlvab/7Hi4DjhURPMjCiL4/MuMfhPWhDVVWOVGVzsCILCYkhUf35+cgqj6naU5LGMSFhJL/kbGaXF40e3SFBqxXm5jOyyGNn7t+/DvvqaYafj669Hown8kvr2ZvpvM8M2B+4l27J5Zr5A7nwnDS3nZ1VlV4RMN3tg9QT+Og0TBtprzp67qgEvljhPu32eK6eN7D932N8wkivjlFVlQ8/XEPs9+8QabP/gEqA9XA9h59JJ2TyJAbfdy+mqioKv/yGugMHUBUF/z59iFkwj5CRI6g/dNjRheMES20dpspKfKLtrhRTVTUlPy/x+tpON6z19eS88x7V27cz+OEHe1TISJJEyPBh7V21z1Zsio3nN73F9qK97ZYOk83MhvztbMh30/bhODoTeyZLMqqqctu4a5iZ2rEaOUB6+RG3RdZUVFZmb+DKYRd02xqjqArv7PycFUfXOwiWE//bNrZvWDLz+p3Lq1s/6NZ5Afy0vlw2dBHz+013KmDA/jkcEJHGgIi09m07ivZ5nHtX8X7unnQTExNH84cfH6LCTZCwO3x1PizoN4PLhyxCkiRKG8qpMzUQ5htCpP/ZF+AuRMxpRl2jiazCWqw2hT4xQew/6vmDbLYoHC2sIyU+mAlDYtiaXur4NHJckbjuig1ZlpgyPJbk2CA27Suhur4FlY61cU428ycno2lNv06MDmTWuCRWbc/36thJw2MBOlWa/od1WYT9+CE+NpNDnYK24NKaTZvZe18pTdmO6ZOm0jKqt24javZMJK3Oq5iT/fc/hGK24JeUiE+M87iQMwpVpW7fAYq//5GEyy451as541iWtZYdRXuBrjc8VFHpH55KVnVOu+vnRMJ8Q4gLjCYtrA9z0qYRFRDhdBzAkapsjz2VWqwmiupLSQ1L6tKa2/j58GpWHF3feh2eOVqdx5Ija9DJWiyKd+UunCEhERsYRX1LAz8cWk5ScByjYod6FdNzYhyMM0zHFSOc3286H+/9ptP/vlH+ETw//2H0Wj0Z5Uf4eO+3ZFXntu8fHNmP60ZeSloX6/GcjggRc5rQ3GLhjW/388uuQsfAXy8tgUcKanjinS2YzPZguWPmVBiSEuaVGHJHSKCBwSlhDEkJZ+6EPhwpqOHrNVk0t1jbxcOpZOHkZIfXd14+Al+Dhp82eK7B8MTbW6ivrCWtKos4TQt90mKZdPUighPjnY632RS2fvcLiyzuI/9PFDDHU75yNf5p3mUltHWSrj94yF507gw0D3dAVSn5eTHxl1zk0e0mOIaqqiw+sqZb0R4SEqPjhnLn+Bv4x4bXOFR5FFmSUFobKiqqwqDIftx/zh88tgpoo81a44kmi3cFQ11hU2xuu1g7Q0Ulu8a7BxpP8xytyeNozbGKxqE+wdw96Sb6haews3g/Vc01BOj9GRCRRohvUPv756vzodFFy4E2tPKx2/G8fueyo2gvh7zsy9RGeVMlL299nxkpk/jnhtc7/JscqszikVX/5vGZf6ZveLLX857OiJiY0wCzxcb/vbKBo0W1XbKU6LT2HxCb0jFAV5YkdFoJs1XpthVGI0vYFBW9TsamqO19oE4Hpo9OsDfVVFWGpIZz7qgEfAxa0rMreeC1TW7jY0bXHmJm5Q40KCjISKhIqETMnEn/P9zWIaslq7CW7x78D+Nr09F053biwZV0xiFJ6EJDsVR7X4Z9/Efv/eqCbruD0dLCDd/c2+Xjw/1CWdhvJgv7z0AjaxyCYqubawj3C2VG6mTGxg3vVNZQTk0B/7f87x7HXTH0PC4bsqjL68+vLeK+ZU91+fjeQCPJ6DR6p004R8UO5dLBC1ibu6XdeuSKaUnjuWvSb9tfm20Wvj+4jGVZa6k3eVHq4DgMGj1mm8WpAJIkieSQBP4x94FOzXkyETExZxhrdhaQVVjbpWNlCeIjA8gva3AqKBRVxWTpGaXRlu3T1mLAE22ipzPEtFQyqu4IkeYaLLKO0ph+bJQSMHso6/3LrsL2ar5rdhby/k8ZPPy7CQzsE4ZWI2F2sY7BDdnMrTzWUkDDsWurXL0anY+etNtucTjGalPsCUzd5SwTMLJej6W2tnOH/UrSnnuK7qQjT+0znrsm3OjgMtXIGiYmjnbaz6czJId4zjgDyK7unkXEmx5RJxubqmBz0UV8T0k6e0szuGvCjazN2YJZcV4oVSNpuHLY+Q7b9Bodlw89j0sGL6DO1MDu4gO8seMTr9ZkctODSlVVcmoKyK8tcuhefjxmqxmzYsFP5+u2VcTpwOm9ul8JS7d4brjWRtvPT5sHZ0hqOHWNppNW08VbIkJ8eP7ec9BqvLzbqyrnVu7ixsLFDG04SpypiiRjKeNz1nNz3veEmj2XjVdarUMATS0WHn1zMwVlja5Fl6oyrWqPS1uKBJQuXY65psZhe0JUIMX+sd2zwvQEp4tbSZaRdToUi8V7YSbLBA4ciNbPr3fXdpah1+gYFNm3S1Vex8YN69VMFY0XN7vuliqIDYzCoOn5NO3eQkVFURXe2vkZT866z2mPKx+tgUdn3OMQc9RoamLxkdW8s/Nz/nfgJ+pbGpjaZ7zX7j1vKG/qmDBysCKTp9e+zLVf381N397Hrd//jS8P/ITJ2rXGnCcD8Rh0GlBZ40VZ91b6xAbRZLQQHebHvEnJTB0Rx/WP9UxRKwkI8NOBCgp4bK/gjsraFu5+bi0hgXpqGzx/AYY0ZDOp1p5W2CYO2n5u/W1GriheyZt9LkL18qlAVe0Wo192FaDTyk67j0eaawm1ejDTKgrVW7cTM39u+6YAXx0p08ZT/dVWgi0NTsWMqxL6x6MNCPCuIq4L/JISac7r3JOtpNejmr37QdIGBmJtcB/3ow8PJ3zSBMpWru6cZUlRSLhcBPV2hYsGzeOZda926hgfjYHRccNosZowaPQ9LmYkSWJkzBB2lbivTTMyZnC3zuOjNTArbSpLM9e4DEg+HWm2GCmoL+HNC55lZ/F+9pRmoCoKAyLTmJw4Bv1xGVurszfx9s5PsSmKPdYIlW8PLmVM3HAuG7KIj/d+0yNrCtA7tsPZlL+TFze/4/DZqDc18FX6YnaVHODRGff2qIjqKYSIOQ0ICTRQ2+hdds9jt0wkPNjXYVtaQgj7Miu7/6WWoLHZQt/EEBqbzTS3WLod8+KNgEFVmVCb3l5m/kQ0qIRaG0lrLiLLP9HJCOcoqsqWAyXMGJPAyu0FHaxVehemXQdkGWtzx4C8my4YylOHz2fG3m/wt9lFqATtJfO9uUUkXH4JtXv3U7t7T+fSxiQJ3/h4Rr74PKayMqxNzWiDAtl56+/dCwmNjMZgwOqFiNFHhDPyhefI//QLShe7Tuk2V1Vhrqn1WOTuxPWn3nITYWPP7p4uvcWo2KH8dtQVvL/7S6+DPk02M9d/fQ8AvlofYgOjGBCRypSkcfQLT+kRUXP+wDnsLNnvdJ8sSfjr/ZmaNK7b57lq2AVkVeVwpJONE08lGklDQV0xGlnD+ISRLks57Cjax+vbP2p/fXz7iN0l+5EliWuGX8wn+77t1nr8dD6sydnMlsLdTEwYRUJQLP/d9gEqaodgYBWVnJp8vj+4vIPL63RAiJjTgNnjk3jn+wMef45S44M7CBiA86aksOdI95uetX12j29HcDLwUUxEmd2f04ZEcnNJp0QMgMmicPms/mzcW4zxhJYPtbpAl8KpHUXBN76j3zjAT88j/3c+P61M5cCSFfSpOIKvakGOjqPfhfNp+OFbmgsLXYqK8CmTiLvgfGIXLSTn3Q8oW7ES1dIqqjQaZL0OxWR2fryq4hsfx87b/4C1oRGfqEii580leu5sypatcC2IbAqhY0ZTsXadR9GUcMlF6AID7Q0l3QUgy7K9V5KXIswvJZnBD/4NQ2SkV+MFzlnQfwaj44by2Or/UGWs8Tj+eLFjtLaQXZNPdk0+SzJ/YXj0IP485VZ8dT5uZvDM4Kh+3DLmat7e+RmSJLWnW0uAn86Ph879Iz7dPAfYrTGPzLiX1dkbWZ61jvKmKvx0PkxMHE1uTUF7tpW9lUnXn8K608ftRFRUp/VxbIqNZVnrWJe7GbPNSo2x1uUciqqyvWgvvxl2ITk1+Wwu2NXl9TVbWliXuwWAxUdWEx0Qgdnm+qFOUVWWZ63lsiELe7RNRE8gRMxJpqCsgSWbczmYU41OKzNucDTTRsbz88YcSiqb3B571Zxj3bFVVeVwfg0V1UYC/XXMmZDEiq3dTyM8Fche3gDl1h/F1PggqutMXlmvKmuN/P6fqxnRN4LS6mYKy4+5b5q1vmT5J9K3qdBp80AVCX1IMGFjnQc9+vnouOK8kXDeSBRFbQ8sBrBMGMmR/7xE7a7dDsdoAwJIvulGomZOR5Ik6vbtp2zFClTrcQ37FAXF2IKs16OYzceqCbaKCdlgoHrb9nbh0JTbTPbrb+KfmoLG3x9bc3NH0SFL+MYnYPHgHgLQ+Pujj4zEUl9P3f4D7q07nQxOTr31ZrcCxlhSSvEPP1K5bgO2FiM+sbHELphP9NzZPVYYL7uojp82ZLMvqxJJglH9o1g0NYU+MWdWllR0QCR/mHADT/7yYrdutgfKD/PSlnf5v2m/92p8eVMVpQ32qtapoUkOcS5z+k5jWPQAlh9dz9HqXLSyljFxw5iePAk/fccHsK6i1+iY32868/tN77Avv7aIPaXpNFuMne4fdaJw6W5tmTYUVWF8/EiHbYV1JTyw8h+0WL23YsqSzJbC3Vw78hJ2l6ZjtDgPKPaG44OkyxpdF1Rto8HcRIO5iRAPVcxPNkLEnEQWb8rhta/3ORSfO5RXzZerMrnv6jF8t+4o+492/DBJEtx28XAmDYtFUVT2H63kta/3OfRSCvGiv0xP4u+jZdGUFP63qvMdk0+kWeNDndafIGuTSzeMBpVC3ygArp47kC9XZXrtgrNYFXa3WqpuvnAoAb469DoNafHBvPoWxO/4Al+b2UHIqJKELMv0u/tOh5L/rpBPqJWjCwpiyKMPYSwupu5AOqgqQYMG4Zd0zJJkbW7m0LP/sguY44Vc69+K2Uz41Mk05eRirrTX+VEVxS5snIxvysklZMxoLFXVNOUcZ2qXJCSNFmNBAcbCQo9WE1tTE4eeftYesGvouc+VPjKS4MGDXO5vOHyEA488hmI+FiBsLCgk+823qdy4icGPPoSmm+tZtiWXV77c65A5t2xrHsu25HHv1aOZPtq7LJtTgU2xsblgJ8uz1lPaWE6A3p9zkidw+7hreX37x10WMoqqsLN4PzuL9zMmznW146L6Ut7d+QX7yw+1bwv3DeXKYeczPWVS+7aYwCiuH3mpsyl6HUVVqDLWkFmVS0VTFQF6f5rMzV6/N8ePU1GxqQqBen+aLS0dOoPLyIyIHcS+0kMoqs3lGWRJZmTMYIdMIKti5W8rnsXsJovIGRISLVYTEX5hXDxwHp/u/75Tx3cXvYcs0VOBEDEniQOtwgNwcGmoKrSYrTz32U7eeWguNfUtrN6RT1ZhHf4+OvomhjBzbAL7s6r40wtrXbp6vL2h9xT+vjouOCetR0QMksT2kEHMqnTeW0QBWmQDhwP6tJ87OFCPLOF1p2qbYo9T+WjJQT58dF57m4En/nYBO7b0o+TzLwjPz2i39oQMH0bS1VcRNHCAm1ldoyoKpvJyAKJmzuhQa6a5xcKmd7/Bx2h0Gz9TvXW73c3kTW8HVaV2x04CBw1k4AP/h7m6BiTI//SLYwG6nYm9URQUo4egc1nG7//ZO+vwOK6zi/9mlrRiZpYsW2ZmZorDiZM0zE0haUMNU9tQkyZNGm5DDTRkO2ZmJpkki5kZlnfm+2OFlhZEttPPp8/TWLsz996luWdeOCcqEl2B/dRZy3GS2czBW+5AGxVJxFVX4DdqZKvQnWSxkPrXVzsQmPaoP32G08+9yOCnn+hxR1NWYS3vfGdTum3f+t/ye3zzq6MkRvoQGezVo/H7E2armVd2vceJslQEwaaHVGuo5+sTK/HWePZJ2uOVXf8kKSCe20Zd20kIraShnCc3v9opalClr+GfBz9HZ9azOGl2r9fQG1isFt7Y+xGHi0+0iva5YqboCJIs0WBq4vFpDyDJEhbJgrtSi4fGnRDPQDzVHmRW5fLpse9Ir8rucG6LgODQ4IH8/hwn6VWpm7tNYMBWIxPpHQrAoKABPX9h3YQoCAwKTOzTaFpf4RKJOU9YsTOrQwSmPWQZ9AYLWw7lc/n0BG5dMqTdczIf/HSSNXtyLpqOWoDyGj0rd2T22XhHfAYRYagguTGvQ52KhIBFUPBD2CysggI/bw3Jsf7UNUZz8LR9r5auIANGk5VtRwpZMiUOsGnZTJg8GCY/j0Wnx1xbg9LTs8cCbLIsU7p+A4Xf/dCqtKvw8iR86RIir74SUaUir6SeJ9/fy9SsFIY0B7DtjtdSJ9MN8tFwNp2s9z5k5N9fp+bwUSx1dT16La4i7u47Ofva37A0NNonMpKEpVlDxlxXR/2p0/iOGknyk48jqlTUHDqM+ZxW9nPRcCaV4w8+zPBX/4ra177ruz38vDvbsXaRAGv35nLPFRef99J3p9dwsswWAWlfeCkj02DqeYfbucisyuGZrX/jhXMUXb8+sRKDxWjXVuDLlJ+YHjuhU8dLXyK3ppAjxScwS2ZifCMZFz6ig4v21ydXcqTYVljcss6+6l86VZbGmIjhVDRVoVKoiPYJR6Ww3QglBsTy0txHKGkoJ6+mgENFJ2gwNeKr9WZ+wgwS/GM6FU7vzNvfo3UICOTU5JMclMjAwHhCPYMobXRcD6kQRJf1deyRPkmWuWrwou4v+DzgEok5Tzh+tsKhlosMHE+v4PLpCR0eP5Raxpo9ttTAxdZR+N3WviMxsiCyMmQ6Zz1yGVN3lkBTLWZBSapXLEd9BlGnsukreLmrufm5DShEAW93FQ367nVQKUSBLDvCgkp3LUr33t1pnH39Tap27+nwmLWhkYKvv6Uh7SwJjz/G0x/spaHJhCDLDglMjyFJmOvqKF61GkNxSf85dIoiSX94EN9hQxn28p9Jee1tpOy2yJwsKhAkq93Ta48dJ/fTz4m/+04aMjIRFApbIbEDGMvKyPrn+yQ/8Vi3l3sis9Kh+KIkyaRk9L5Avq9hspjYkLHDbrSlL1uNJWRkycq/jn7LX+bZ3uNGUxMHi4479EWySlb25h9mfuKMPltLC5pMOt7c+zEnylIRBREBAatsxUvjyUOT7mJoyED0ZgMbM3f2WSHuuVidvoXV6W3qsR4qd24YfjnzE6cDUNFUxc9nN3Gg4BgNprbaxoLaEu4Ycz0DAuI6jOeoiNYRZGQ2ZO5kU9ZuHp16H7+beAfPbXujy/GUopLZ8ZPx1niS4BfD63s+7JQSOxeBHgFUNFWhEGzJdbnZiuLecTcxPNR+KvhC4hKJOU9w5UIjdXEX+/OubLsRnP85CAJpXnGkecXZPSS/tK0w1WYz0P1plMr+0Xgs37q9E4Fpj9pjx9n35SpqGmx3cCrZ6lIrdo8gSZRt3ITXwIH9xn69hwwmaNoUZFnms30VrBUnERQ7BH9DNVZEFpTvxxPHr7Fk/Uaib1huIzAurrP64CGMFRXd7nBy5b2+iIKdrSisL0VvRxG2PyAjk1mdS1F9KRHeodTq6x0SGLDVfVQ0uW434fJaZJmXd77b2k7dfh2Nxib+svMdXp73OPXGBocqtS3oq46jJrOOj498jdFiJKemwK57eHZtPs9ufYPnZ/+hA5EJ9QyiUtez90uSJWRZ5rXdH/Dmomf567zH+eH0WvYXHkOSJRSCginRY7l+2GUEeQQgSRIv7/qnUwKjUah5bf6TZNfkcaDwOEaLiVCvYGbHT77oinnb4xKJOU8YFOPH6ewquzUcogDJcZ1t0rMKa/9/EJgeoP370hKtdbYPWiWZccmOnaBlWabu5CnKt26jIe0sppoaRJUa//HjCF+2BI/Y2C7Py/30c6drNu7ahhg0H0mSidKVOj2+N7A0NKKNjqLm6LF+sTioP3mK4jXrOCUGs3ZvIQAVSm8qPL0JNNbgJbmw8Vos1Kel4TdmNIX//d61iWWZxsysbpOYkUlBXeoFtUAUBUYmBXdrzPMBVzRchHb0q6+iERVN1UR4h+KpcZ4ikmQJb03f1xIdKTrB2XNqTVrQooa7InVDh8JiR+jrSM2XKT85HFOWZaxY+fTod/x53qOtj984/Aqe2PxKj+eVkTFLZn6z5ikivcNYOnAu9427GZ1Fj6faA7WirQD3YNFxjpeedjrmAxNuxV2tJd4vhtPlGewtOEJDbiPfn17N5KixXJG8gEifsB6vub9wicScJ1w+PcGhk7QgCMwb39mivr+iBv9rcOUmXhQFIgI9GD3IPonR5ReQ9vJr6IuKOjwuGYyUb9tG+bbtDHr0YQImTQCgMTsbXX4BVp0eswu1J9qGSuRAUMsW3OX+l/KuO5bSrx5NOR9+jAdwrXsEa4Ino1Pa0nGKbnjcyFYrXgOT0ISEYCxzsc6pB1oVS6fGs+mgYxmCxVNiuz1ufyPSOxQPlbtDB2gZGZWoQCEqOxTfKgUF/lo/agx1mF0Rd2wH72by4uvmzdDggZypSHcYUZ4c3ffihZ8ed0xsJVliX8FRbhl1DQpB4TTaMDgoidSKjD7Vf3F6jCyTUZ3D2/v+zbGSU+gtBoI9AojyCaegrrjXayiqL+X9Q1+QUZXNHaOu52DRcXblHqTe2EioZxDFDWWtRcb2EO8XzcSo0TQam3h6y+uUNJa1Hm+RrOzOP8S+wqM8PeP3DApKsDvOhcClHfI8YcLQMK6elQh0bscFW4Tgj2/t5MdtmVitbRvAxKFhXR7/S4FKceG/Yi1vX6i/O8/dMwlFu/ezvEbH7pQi3vshhdff28LBPz6OrtjOhUWSQZI4+/ob1J44xfE/PELKQ4+Q8ebbZH/wkWtrUShBALOgcJJo6Rt0aLVuj+a7e4/4+D6ZJ05XzI1FG1E1b5Q1ai+sLl5ePBMTEASBQY897NLxglKJ9+BB3V9juA+/v34UgtDxNyiKAqIo8MivxhAe2Nnb5kJDpVCxOGlWh2hLVzBLVowWE1qlG9cNWcLosKFYZCuV+upuE5gQjyDi/NpuqpYPW4bQ/L+usGjALALc/bo1hzNU6Wq69Pc5F1bZirvSjWmx4+16SomCyKDABJ6Y8RtmxU3uZGroq+n/dMme/EM0mXVIskRpYwWFdSX4unmjEnsXS2ghUluy9/Dguud4a9+/OFZymszqXPYWHCG7Jt9pOUNDs0v2f06soKSxvNPxkixhsVp4c99HXZY9XEhcisScR9y2dAjDBwTx865sUjIqOvn5VNUZ+HT1ac7mV/PozeNQiALLpsWz6UCercjqwiy7VzBbpX6rK3UFg+P8CfTVMnFoGBOHhqFqjmyVVet474cUjqSVtx47o/IICpPRabGtbLVy5oWXnBahdgXvwYNQGkQsMpz1jGZgY373jCSb30z3uFj0hUVt3UvdhEdcLOGXLSFwxnSKflxB/tffQg9eTwtEZALMdQxtyOaYz0BMopqTXvGMaMh0uPX6TRyPJsCWRvVMiMd33BhqDx1xOFfIvDmovHqWupgzLpoBUb6s3ZtLSkYFAjBqUDBLJscRHnTxEZgWXDV4Efl1xRwoPNbaPtwVZGSMVhM7cg9Q1kwAnNWzdIWbR17VIY2VFBjPEzN+yz8PfEaVvra1tkQpKlg6cC7Lhy7r2QtzgNQK1xoH3FVaVAoVt428lrzaQnJqCjo8LyDgr/Xld5PuQK1Qcd/4X7F82GWklKZilszE+kbh4+bFb1Y/3W+FwdA5aiMjU2doYFLUaGbHTUar0rK/8Bhr0jf3uFi7ornOpmUuVz97SZL44cw6tufsdfjdqtHXcbTkFGMjhvdoff2BSyTmPGP0wGDcNUoOp3YdNpeBvSdK2JtSzLRREUQGe/HUHRP466eHMJm7FlTSqEWMpt5rIrgKrdXAsPosAk21WEQldVGDOKD3tuuqfCG7qm6YP7BTnUNlrZ4/vrWThqaO6ZyhDdldKvd2giz3mDwk3nkbj9QpePnzwxwMGE5SYwESssshUXWAP9E3Lido2lROv/AS9Sed57q7QtIfHsQ9yibsFr50MZLJROna9b0ypAQYWZdOgVswjUot2wLHEGUow9/c0CWR0QQFMuDX9wE2XZ3cTz93SmB8R40g7o7berXG6FBv7rvq4rkIuwKFqOChyXdxvOQ0a9O3caIs1e6xkixR1lTZoyJWtULFvWNvwl/ry9r0rYiCyLCQQUR4hzIsZBDvLv0zJ8vTKGkoR6t0Y0z4MJdqZnoG19Y+MnQIgiDgrtby4uyH2Zazj81Zu6jU1eCt8WRW/GTmJkzt0P7tq/VhRtzEDuPMS5jGpqyd5/VmUUZmb8ER9hYcYUToYK4fupRT5Wnk1RaeV4PLKkMt/z35s9PviwDszN3PiNDk1hbzC41LJKafYLZI7D1RzJZD+VQ3GAnx0zJvQgyjBgbz4YquTdJaIAqwZm8O00bZFB7HDArhtd9N5w9/34HF2pklmy0y3h5qpo4IY/2+PJcF4M6FK8WxQxqyWVS2FwUSUnNwWaw7yyCNP9+FzWmtibgYIAh0KVz2383pNOhMnS4SblL/1qiELl6IR3QUk4A3H5zByh1ZrBLMLCzYhrvV6JLztamyCrWvH/qSUgKnTO4ZiREEao8fxz0qEktjEyefeApdfkGv2aYAhJhquKvgZyQgwyOK1aHTGWEsYHR9OpLBVugruLnhPTAJ78HJ1Kem4Td2DEU//ETxyp/tjq0JDib+3rvwGz2qVSDv/xtEQWR0s6KuIxLTgu4QGAEBb40nj0/7NR8e+YqcmoLW1JGMzIjQwfxu4u14aTwZETqYES66UUuyRGFdCUariTDP4G4RnqQA11Kd7U0J1Uo1CwbMYMGAtlZvo8XEkeIT1Brq8dP6MCZsWAfX6BbcNvo6ADZl7QJs77ezGpu+xInSVE6XpzM2fDhKUUFWVT4S5y9141J9D7C/8Bg56wp4eubvCfYM7P+FOcElEtMPaNSZePqDfWQW1ramUgpKGzh4pgx3NyU6g2MvDkmG/NL6Do/tOGq/q0KSZBqaTBSWN/XqLkKWbQTK3hjRulKWlu0GbBtW+zRIiLGGa0q28nnkYrsRGVfQV9EkURQYOyiYQN+OpMpskdhyKL/L97JO6UmAua7XlSqtZKT5wxcUCiKvvZqo5dehyy+gPu0sHqLI/XOG4nbjaKyGWzhyz/2Y6+tdIhJnXnyp9U1SeHhgbXLsudV5gTLGCluqIfezL2xqu31w19eehInAgKZCYvWlhP/paQaNH4JFpyf3088o27iZuhMnW32ZlD7eWHWOlYEtDfX4DBv6/5bAtIeylzUU7dFS8JngH8M9Y2/irzvfoc5okzFov6mdLEvjhe1v8de5j3UQmHOEbdl7+f70Wip0toYGhSAyOXosN4+82qWW3SCPAMI8gylpLLd7zITIkYR5dd1RVm9s5INDX3Kk+ESHGxZ3lRu3jLyG2fFTOhyvFBXcNfYGrhy8kAOFx2gy6Qj1DMZb48lnx7+nsL6k9Vg/Nx9uGnEl+XVFrErbZHd9GoUak9XsIkGQsUgW9hcetaUMzyOB6S4qdNX8ecc/eGPRMxfcEPISiekHvPXtMbKLbJ0qLb+dlh+RMwLTAje1kjM5VZRWNeGpVbPreJHD8KIMnMqu6tVeJIoC3u5quxYGk2pOICN0mXIRkQk3VhGjLyXPvedteH1VP+OpVXHvVcOxSjKF5Q1YLBLhQZ4YTBZMlq4vDsd8kphb2bXeQ3cWKANpHtHEjR/O0GExBEyYgNVo4PTTz9k27nbwnziBoGlTXeps6jBBM6w6+x0rjlCyZh0+I4ZTvm1bn3UvnUv+RGQ0sgXTT1/D+JfI+fgTyrdub3v/Wrof6upxBqveQN2Jk/iPG9sna/0lIykgvs+MCT3Vntw84ipmxE3k+9NrqTXUd7nhSrJEXm0h+wuPMTVmnNNxfzqznq/P8fWxyhJ78g+TVpnFX+c+hrebV+vYp8rOcrDIpk0S5RPGzNhJbMne45DA+Gt9uW/czV0+d6Y8g5d2vI2li/dIZzbw/qEvUYpKpsdO6PR8gLtfJwuFv4U+TU5NPuVNVXhrPBkUmIgoisiyjL/Wl5/OrG8lfwICcf5RLB4wmzDPYJ7c8qrjN6sL9KSO6XxCkiVKGss5WnKKcREjLuhaLpGYPkZZtY79p3qn/yEIoDdaeOyd3d06r7d6MoIARnPXF0aVZCZO7/h1WRFIasrvMYkZFONHen4tjmIxapWIxSI5TZmFB3pw6Ewp32/NpLJW33rurDFRdj2XUrwHMKQhh1Bjld3aGIW7O95DBlNz+IjdzV8AdgSOYVt1AJ/NnAkGPSf/9FRr9KM9qg8cpCEtzSW12i7RQ8YnW61kvPUPZDuftz2ofH1thMvVeWWZhjOpnHr2BeqOp/RgpW2w6s+f4NvFClmW+erEij4hMACNpkY+PvI1iQGx7MjZ5zBiICCwK++gUxJTpavhm5OrunxOkiWqdDX8lLqBW0ddQ52hnpd3/pOsmrwOKrFfn1hlt9OoBWarGY2ysyForaGev+58p0sC0x5fpvzE1OhxHVy420OWZTKqcsiuyUcpKhgROph4/5gOxwiCwPDQZEI8AmkwNhHkGUCUd1grQQMYHDSAtMqsi56YdBcKQeRo8SUS8z+Hk5nOWwKdQZahUd+9wlFBsIWGHcmqO4PVKuPppUZv7BzaV7iYG1b2IoeclufYO0cUBEYPDHaJJKbl1XQaz2SW2HQgH61Gic5o6bQPW0QlX0fMY0bVMUbUZ6Bqfi2CQoEmKJDQxYsImTMLS5OOIydPI+n1nciODBz2SaZW5QVNJk5mVhJ0ei/G8oquN35Zxlxb16sUXI8gyy5FQM6F0ssLi06HbOpe/VBvCQyAe/TF6zB9vnCg8BjrM7f32XiSLGOymvnm5KoOcvldQUam3tjg8BiAHbn7HQYsJVlia/Yebhp+BS/v+ic5tbZuovb+PlbZitXJpazB1ERaRSZDQzqatG7N3uOSem+toY7UykyGBCd1eq6wroS/7/uE/Lqi1hS3gMC4iBEMDIznbGU29aYmKhorqdK3XWeCPQK4acSVTIpq08z5w5R7+POOt1vrjPqzA8oe1Ap1jwwnHUEGp0TxfOASieljuCqd3vfzQoCvG+U1TlyH7UAQwMNNxeIpcXy+5kynn5lB1NCkcMPDav9uWESmQu3bo/mdQRQFwgM9eOCaEZzMrKTJxbTcuZBkGZ3BYrMsQO4UkTGLKjYHjWdHwCjunBTIjLHRuEdHd3ChVnp6Yr7995T+6xOiDG3hbqOg4oDfEPb6tRkINurMyFu2ueRA/UuAvqDA+UF9DVHEMyHerlLy/yesS9+GiIDUhxuhjMyBwmNOjxMFkRAP54WczgwJAfQWA0eKT5BVnefSGu1BZ+58vTtafKqLI7tGiz5Ke1Tpanhm699ax255p2VkDhYd52DRcbvjlTdV8ebejzGNNzMxajT7C45S0ljOxMjRzImfyonSVIfn9yUUgohSVGK0mvqcwADIskS8X2eB1vONSySmjzEo1v+Czd1TAiOKtj6Eh381hhB/LV+sTe1MxgSBoz4DmVKd0mU7sAxYBZFTXn2v5igKAqIgUFzRyGPv7mbSsDA2H+r5ZipjM5J01yopruh89zliQCBXzRrA6IH2JehDkuL5W+RC/E11BDWbVeZrQ7CcU3QZEuBOTT+7SP9P4dxbeFFEodGQ+JtfX7g1XWBIkoTBYkSjVJNZndenBKZb65ClTsWwXUGjUDttDxYQOFl2tlsOy10h1LOz9UR3OooC3Ttfr1ef3YLOrO9V+ufjI1/zyZFvMFiNKAQFMhKSLDMjdgJXJi/gp9QNPR7bFYiCiEJU9FnasSuoFCpmxE50fmA/4xKJ6WNEhXgxPDGQU9lV/eJ5JArg7qZqTTeplAJmi/PeftrtDSqFiCDa0iuiIDBxSCjXzklCRua3r2+3ewE64DuEOF0R4YZKBNoKOeXmjWdN8BQMis456t5CkmWk5thycUUTJRVNdutaXEVto5FPn5lPam41BWUNaNQKRiYF4+up6aSQbDUYMJZXIGo0aIKDbOqysX6EB3lQUgnVap9O4wsCRAV7MSDKl5TAACwNzsPwFxyi2K8WBc7m9h8/DlGtpmrPXmSrFUGhIGDKZKKXX4c2IvzCrOsColpXy0+p69mesw+j1YRKVPZqw+8NBGBi1GiGhThXSlYIzrtVVAolll6kngUE4v2iifaN6PTcwIB4sqvznaZtIrxDSTinxgVge86+XtevtE9ntSdVO3MPMjlqDLPjJrM9d3+/1clIsoTZKvdL6srmJA4PTroLd/WFl9S4RGL6AX+4cTSPv7ubsmpdK3Hoq9ZhSYbblg5m4tAwDp0p5a1vjzs95+9/nEmAtxu5JfUoRAGtRsnPu7LZnVKExSqTU1JPekE1n61JxeIgEW0RlXwTPp/xtWcYU38WD4st8uM7Yji5AyZSmilBQ9edTX0JW/Ff78YQRQGFQmRoQiBDE7oOkVsaG8n78mvKt2xFaq4B0UZFEr38OgKnTuE3147kmQ/2Ikkd01Jis6z9/VcPpzEjE4/EBJpycl1+bRfEZEIQ8EyMR7ZKNGV1bbjXbxBFVN7exN91B5qgQKwP3IeloRGllycKN7fzu5aLBGWNFTy1+TUaTE2tG11/3lU7w7yE6dw++jqXzCjLdfY94lpgspqRJGuPBd1kZC4bNLfL5+YlTmddxnaH54uCyF1jbuj0emRZduhR1VvIyOwpONxv4587V28xLWY80T4R7Mw7QGFdCSqFkvGRI1k2cB6xflF9sMre46IiMVlZWbz00kscO3YMDw8PLr/8ch588EHU6s7CRBczAny0vPWHmWw8kM+mg3nUNRgJ9NWiVitIz6txWnzrKMqgUopMHRGBh1bFun25Lq0nI78Gz6RgahqM5BbX8eP2zA4koKSyifd+cCzA1wKLqGSv/3BUcxby66UD0Wg1KDQahgKLrBL5ZQ3UNRp546sj1DT0v8FhTxHoY9scy2t0FJU34qZWkhTti6LZ68nS1MSJx55EX1zcITqhLyzi7GtvYKquYdiypfzl/qn8e/VpUnOrW49JjvXnpiQB09+e50RR9wzeLphLlijiHhlFzK03c+j2u85fREYUCZg4ntjbb0UTZCOTCjc3p+RFslioPniIyl17sDQ04BYeTsi8OXgNSOzRMiRZ4kx5OsXNSrSjwod0UHg93/jg0H86EJgLCQGBCl21y3ogrn6H82qLUPYw5dHSKTU5unPLfYR3KHePvZEPD/+ny0JaXzcfHpp8J8lBAzqduyN3f7fXcjFBFGxt330Vgdmdd4g4vxJq9HW4KTUMCIhjSvQ4YnwvniL7i4bE1NXVceuttxIbG8s//vEPysrKePnllzEYDDzzzDMXenndhrubiitmJHDFjLYakfd+SCHdSQcOYNtIrV23Ed+yeDAeWpvcc0mlayJnq3fn8O73KX1aO7rjWDH7TpUxd1wUN8wfhK+XBoVCJMTfnfd+ONFMYFomPH9bs0opotUoqG9y3N01LDGQ5z7a18E7yddTw/J5SSyeEkfRjys6ERigNQSU8+/PCJgymeQ4f166bzI7jxVSWWsgIdKHAZYKTj/7Qr8V6yrc3XusD2MPAqD09kLt60PQzOlUbN/Z70QmdNFCopZfh9q3czrOEcz19Zx+9gWasnNaa2jqTp2mbMNGQpcsIv7uO12KGLTgTHkG/zz4GeVNbREEpajksoFzuX7oZXZbcPsLpQ3lnCo/e17ndAQZmWMlp6jW1+Kv9XV6/JDgJA4VOe9Gy6kt4HcTb+cf+z9FEIQOhM1Z5FpG5mjxKeoNDR3amVswN2EqUT5hrDm7leMlp5GQiPQOY07CFOYlTO9yTKtk5asTK5yu+2LG0OCBXJm8gFd2v9fBzbynkJHJbudFdar8LCfKUlkyYDbDQ5MpqC9Bo1AzJnwYgR4Xph70oiEx33zzDU1NTbzzzjv4+voCYLVaef7557n33nsJCQm5sAvsA4wZFMLavbl2nxcFGBDtx92XD+Wd71LILWlrgfXUqpg3Pprxg9veB3c3FQ06563Y+aX1/bKfmsxW1u/P49CZUp6+cyKRwZ7884cU0qszUSdlI/pUATJSkw/W0his1WH0N6ExWySGxgdwLN1+h4QAHDxdRpPBjChLDGjKZ1h9Fl4WHRXpHqw8OZ3QXRucbuLlW7ZyJGQk32w829YtJcvcX7IGH1nuNxJj1fesgNsRZKuVoOnTAIi/+y70hUU0pme0Fdr2pYunKKLy8Sb6xuWovLtv5Jj2yutt6blzhPNK16xDGxZG+GVLXBorqzqPl3a8hfWcz9oiWfgpdT0mq4lbR13b7TX2Bvl1rkXvzne7bmVTdQcS05J6UYpK3NrptcyInchnx753aW0To8YQ4O7HT2c2cLzUZqHh6+ZNsEcg6VWO05oyMrWG+i5JDMDAwAQGBrreaHC2MotaQ/dlBy4kvDSePDTpLqJ9I1ArVK2fw8y4SWzI2NHn348WorkmYytrMra2Rn7+dfRbpseO5+6xN6E+z55KFw2J2blzJ5MmTWolMACLFi3i2WefZc+ePVx11VUXbnF9hDHJIYQHeVBapeuy6FeS4ZrZAxgY48/bf5xJdlEdR8+Ws/1IIfllDfy0I4ufdmQR5Kdl5uhIJg4NZeVO5/UL/VBf3Da2JFNRa+B3f9uOSiki+eegHpTauu8BiB51KBJPYCmrwZw3mP4mMo4IDMCQhADO5FSjtBi5rngLkYYKpGYl4iBTLeL6r3Cl5PDM4TQ+sXb8wQabavDRVds5o3voVB/TQiTskAlRo0Yy9iCFJwj4TxiHZ4LNq0bpriXymqvI++I/6AuLAFv0J3DKZGqOHsVUXd39L5UogCCC1Yra34/oG5YjKLof4WjIzKL+lGO/qMIffiRs8UIEhfP0xzcnVyE5CL+vTd/GkoFzuuxi6S+oFa6lz8+33oin2h0Ai9XCmvStrMvYRrW+FrDJ8LurtAgC1OkbXFpbon8sSlFBctAAkmcMwGQ1Y7FacFNpeH7b311ak7fGs3VNB4tSOFJ8ArNkIc43ilnxk12yN2iBM50cV6BRqInwDiOnxnlhcW+hEBRMjhyDn9an9X1owZTosWzI2NGv80NHZeGduQfRm408PPXefp+3PS4aEpOdnc3VV1/d4TFvb2+CgoLIzj7PhYY9QJPeREWNHh9PDX7eXefzFaLA83dP4sn39lJeo2vdk0RRQJJkbm8u2AWbEqTRbOWrDWmdCE9FjZ7vtmTY/IsUAlZnqlDnCRZlPZoYmzFd+2h+y7+VIQVY6wKRai9cVO3Wxcl8tfEskiSzoHw/4QabOGGLaF3Lf50W2AoCZ8v0cE5NsJel79I8tpC6QMCEsah8fSnbuNnpGX7jxlJz5KjrqSBBwG/sGNxjY8n78ivcY2LQ5eZS+P2Ptm6lZsJk1esp27iJyBuup/bwERozMl1/HSoVoYsXUnfiFLq8PEyVVWT+412y3v+Q0Plzibn1ZhQa17raild0rQTbHuaaWvRFRbhHO9awqDc2klJ6xul4e/IOc3nyfJfW1xdIDkrETanpk3RAXyHaJ5wwrxAsVgsv7/onJ8vSOmzSNYY6agzdkxKYEz+1w99qhQq1QoXJYnJJPybSOwxfrQ9ljRW8sO3vVLS7edhfcJRvTq7i3rG/YnbCZJfWE+Qe0K31Cwgk+scwLHQQfm6+eGk8GR0+FJ1ZzxObXqHWUN+vNU1W2cqGrB1syNrBvIRprYXKsizz76P/bf33+UKLjk52dV4nZeP+xEVDYurr6/H27syafXx8qLuIdTYKyhr421dHyCpsW6OnVsWN8wdy2fTOoczQAA/ee2w2u1OK2XeyGIPJSmyYNwsmxnRwXJZlmX/+cAKrJNuN4svYVHZVShHzOX5AaqVo1yOov6AMLsBRNluWQRmah+kCkRhRgH2nSjBbJDwtOpIbc7vUvAEXYkVWK6mesZ0eblL0XTeNDLiFh5L8xONkf/gxgig6tCaQjEZCF8yj9uix1rZ3Z3ALD6Pm0GFqjhy1XfTaj9+eCDX/u/Drb7v/OsxmSteuR7ZYOqxJNpspWbseXUEhQ5572qXISX1amktzShbnsbTGLoTOzoUoiC6p1PYlNEo1ywbN57+n7Lt6n28MDxmMIAhsytrVicD0FN+cXMmp8jQWDZhFUmCbY3WVvtYlcbY4vygsVgvPb3uTSl3nWkMZmfcPf4Gfuzejwoa6NF6UTziFdSUOX9/AgHgK6kvQmfVkVOfirnbn6sFDGBRkKyp3U2r4y7zH+CplBXvyD7e2WKtEFWape0rsrmJT1i4qm6p5bPqv2Zd/lOya/H6ZxxlEQWR3/uH/nyTml4ic4joeenNHp26jRr2ZD1eeoriqiXuvHN7pPLVKweyxUcwe27FFzSrJ1DcZUSlESqt15JW4lp81WySumpmA3mj7sYxICmLd3hxSMrpvgRAR5MHk4eHsOlZIea2hW1o3gkcdguDAe0WwpZYuFCSZZm8miNKX2SUwTiGK6EJjKXEP5lyj2VJNAFUqb/zM9T0fvxkC4D96FOl/f5uaI8dc8lbyTh5E8tNPkP63v7ukTWNo6Z6S+ldCTTbbuXjLMnUnTlJ14CCBkyc5HcfsolWCNty5f5ePm7fNLdjB3bIkSwS4+7k0Z1/iqsELqTPUsyFzxwWTqm+P3GZrgHUZ2/tsLXXGBvYVHGVP/mFuGn5la7RL40I6TRQEQjyDOFh0vEsC0x5/3fkuo8KGsCRpDsNDk+0eJwgCd4+5kRe2v4lVljpEMYTmm7NA9wAyqnM6tIafLEvjRGkqv590BzG+kQhAiGcQv5l4G7ePvo4qXQ1alRuljRW8tP1toH9SgcdKT/PQ2ucdmmaeDzQae5+W6w4uGl97b29vGrq46NbV1eHj073uhfOFlz875LBdevXuHPJKnG/aZouVbzef5bYXNnDLcxu44el1vPpF97QEftyehY+nhvuvHs74wSGk5TrvgjoXClHg4ZvGctOCQdy0KLn7Yn2S6PzmX+r+V04UBDTqvrN7H5ccgsLFshyxudVXUChs6RXAb9RIdFfe1nVZiCCwJXBsn+gCCUolJavXUrFjF5Z6J5u3KOIzYhhKT0/8Ro1k3L8/IuKqK3q5gvMEUXQhVdYMF4ic6EKLNoCH2p0JkaMQBfvfSVEQmRoz3rW19SFEQeTOMct5c9GzjI8ced7nPxfV+lqskpXSPt4gWwjkf078xKkyW0fWmYoMF86TGR8xgt35rl0nj5Wc5qUdb/PjmXUOjxsUlMBzs/5AUkB8h8fj/aKZEDmaKn1NJ20bSZaQkfn7vk94aN3zPLjuee7/+QlWpW1Eq3Qj2jeCAK0fFsnCnISpePSjQNyFJjAgE+zZvbRcb3HRRGLi4+M71b40NDRQUVFBfHy8nbMuHPJL6yl2ocX5641nefxW+xdBs0Xi2Y/2cyqrsgMBKK3qPpv9ZtNZgv20nM6pxmjunhqmm1rBkilxnMmp4vmP91Pb2P18vLU2GNHbflGrLAlYa+xL+XcFURQI9XfnxfsmcyS1jN0pRaTm1nRKn7kKf283frU4mZdOu1BnJQiMevsNGs6mo8vLR9Ro8B8/Do/YGMLqDfxrY1aXd1TZHpH8FD6LxdWHcDM4T1nYg2xp7nhypb5Fkgia0dY6KqpUuEddHGJUTiFJNJxNp/Z4Cj7DhyHYcxWWJJeiUW7Brn/Hlg9bRkrpGQwWY5cRmRuGL+tUNHk+EeEdyp1jlnOoKOWCacYICARo/WxS9oKiW7L+rkIURNambyUxIJYPDn3p9PjhIcnE+kVRp+9eN9E3J1eRHJTYpUZMC5IC43lxzsOUNlZQravFV+tNkLs/d654xOXPoNZQz5cpP5FXW8T02Im8d/BzqvW1rVE1URCJ940msya3W+u/2CHLMDPWeUS1L3HRkJjp06fz/vvvd6iNWb9+PaIoMmWKc7+O842iCtc2p5xixz+ydXtzOJVZ2Wkr7Gk91lcbz1JZ63oLbkvphNFk5YdtrhdrdgVrZQSq8CxkpbmTKXPL67GUxbo8nlajZP6EGK6fl4SXu5pFk+OYNyGGtXtz+GiF6yZvLRAEWDo1jvhwHx79/UJSnjlIeF1hJydqAESRwMkTcQsJwe2c9n7ZasVLtHLdrAS+2dr5PRMFyPWJJfbR6/Atz8VcX0/ep19gaWrqP6NHQSDz7XexNDYRcfllALiFhfbPXP0Aq07H6WdfwHvIYJKf+hNKd/fOBwkCglLZRu7sQBvluhBXmFcwL819hE8Of8PpivTWx33dfLhu6FLmJkx1cPb5ga+bN5OjxrC34MgFITIyMrPiJyMIAuMjR3Kg8Fifr0OSJc5UZLApc5dLDtT3jrsJgCBPW3rHVYiCyLr07a0kxmw1t/oMnYtQz6BWb6bypqoeFVrvyjvInvzDramplpseSZbIrMnFV+NFnbHxgqcL+wrXDl1y3vViLhoSs3z5cr744gseeOAB7r33XsrKynj11VdZvnz5RakRo9W49tY5S4Os3p3Tp1/f7hAYaCez0ReTW1UYz45DM/AwqEwdcvkiIorCMRj09nVBlAqBK2YkMDQ+EEGA+AhffL1sXSsWq8R3WzJYvTub+qbutxELwLCEwFbxwUGx/sS99SxHHn4CqbICWx8QrazOPSqS+PvuaT0/p7iOo0eycD+0He/Uw2AyEqdU8PvE4XxvjaNIbrtbH61tZJE5ndIH/00poPL1IWDSRCp27kQyW/pHRK75g8z916d4xETjO3IEngOT0ISEYCwvPz8u2YLQ5r/Uw/nqU9PIeOsfJP/psS6GFwiYNJHKPXsdvoeBU1zrRmlBpHcYz85+iNLGCkobytGq3Ej0j3VZofZ84I4x11NQV0xeXdF5nVcUBBL945gYNRqAZYPmueR43VNszHStLVhvNgBwxaD57HUxpQQ28nC2Mov1GdtZl7GNkoZyBARGhCZzefICBgcNIKMqhyPFJzFZzcT4RjApagyaXmifOCJ8dcZGon3Cz/vn2tfw1/pyzZDFnTrOzgcuGhLj4+PDZ599xosvvsgDDzyAh4cH11xzDQ899NCFXlqXGBIfgFIhYrE63pDmjrff5ilJMiU9SBs5gyvmiL01ULQHWefNWOEGxowxs/bkIfLK6pEbfbBWRSKZHBfsWawyO48V8X1zdEOpEJgxKpKbFyfzzx9SOHSmrEd7Y2iAO0unxrN4chwqZVuqQuPnx/h/vEH55i2UbdqMqaYWdYA/ofPnETxnFgo3Nxp1Jl794jAZZ/K4pXAtnhY9LZRPtljRpqdwq+oMwp2/xxAUQUD+aeo//QJzu1CUubaOss1bcI+NwTMhgao9e7EaDCg9PLA09jzd1CVEkYIfV1B96DDl23dgbbTz/eprs0dRRKHVErX8WnI/+bTn40gS1fsPoi8pQRvWuTg34qrLqdq7D7mroiNRxC00FP8J43o0dfs774sJVsnKmfIM/LV+NJp06Mx6ZGT8tb6oFSpyawv7bW6VqKK8qZK/7/uERQNmMiQ4iT9OuYe39n2Cyepap41KoSLRP5a0iky7EQdREEkKiG8VvHMGd5WtriTWL4qkgHinwnjt0WTW8a+jbV12MjInytI4XnqGMM9gShrLmwt5bc99cuQbHpp8FwP848iszu3zqMnUmHFUp9XRYOrja0E/Y1jIIK4dshSNUk2MT8R5V7ZugSCfz0by84g5c+YAsGXLln6b49PVpx2mYNw0Cj5/dqHdqI0sy1z9+GqX6jtcLRQVBaHHpmp9hb/cP4XCikb++b1z6XFnEEUBL62Kuh5EX5QKm9u0l1ZNflkjtY1G/L01zJ8Qy6BYPw6fsan2hgd6MnNMJF7uHUmWJMk89s4u0gtqWVa0jaSmArupJ7fgIIa//iqHbr/LfieOIBB1/bVE33A9lfsPcvaV1y6Ya7THgESauqH1ci68hw3FXFuHsawMhbs7QTOnE750CWp/P44+8DsMZeU9f22CQNydtxF+2dIun64+dJizr72BZDS2tmXLVivaqEiGPPt0qwfT/wIMZgN/3fUuqRWZrb/tlo6q4SHJPDjpDj48/DX7C4/22ZwDAxPIqLKlaFqiCC1zXjNkMdcNvQydSc+W7D1sy9lLcX0ZUrs2PZWoJN4vhmjfcFSiiqMlJyltdCxACXDj8Ctckv33d/Pl2qFLMEsWYn2jiPIJ4+ktr1NYX+L03N50el2dvIgfUh0XBncXCkHBkoFz8FS78/WJFb+YpJIoiMyMm8R9437VL+N3Z/++aCIxv0TcumQwVXUGth/tfCek1Sh57XfTOhAYWZb5fmsGq3ZmUddoAgHcNUqsdnyS2sPVL7czAiOKNgGk/uI5aqWIl4eKLz9P7ZPxJEnuEYEBW2TnVFbHQuMmvZlPVtnqaQShTWjwXz+f5r6rhrFgYmzrscfSy0nLq8HDoiepKd9+K58kYSgtI//rbxzXa8gyeavW4DN9Bumvvn7BCAzQKwIDEHfHbXjGx3X53JDnnubUU89hrKignaIjSBI+Y0ZRd8R5OkIy238f/ceNZdynH1OxYydNWTkISiX+48fiO3KE3aLgixn1aWcp+Xk1tSk2E1afYUMIv2wp3oOT+ejI15ytzALaftstxOJEWSpfn1zFH6bcTX5tEbvyDrIz90C3RefORct87dEy5/en15LoH8fo8KFcNmgulw2ai8FsIL+uGFEQifGNQNWcejlRmspfdr7jUHCthRzdMfp6wrxcK8iuNtTyweH/tN7YRXqH8dsJt1HSWM76jB2kVdr/bvcmivJz+mbuGHU9n6d8j1WSWtfemzElWSLI3Z9Z8ZNZn7G9VQG5J1AIil6vx1VIssTM2In9Po8ruERiegFBEPjjTWNYPi+JT9ekUlTegEatZO74aOZPiOmQupAkmd+/sb2DHxIybZ475wGiKODrqcHPW0NOUV230kmiKDAqKYiqOj25Jfb1Rzy1Kn77+vbeL/Y8QJZpVTu2WCXe+S4FH09Nq2ryruNFiKJAgKnOuRaBINCUmeVUkE7UNfHJk/9kvNV64RyrewnvIYM7ERhLUxPlW7fZ2sEbG3GPjiJg0gT0pWVIJhMesTGELphH2iuvO59AllstEOxB6e5O2KKFvXkZFwVK1q4n+4OPQKFobR+vOnCQqr37CbllOXushxzemGzN3sMNwy4n2jeCm3yv5JohS3hs418obijrl/WKgsia9C2MDm8Tj3NTuXUQqwOa/XT+69BRWRREZsVNYuGAmcT4RmK0mLqlVNwyanFDGc9v/zuvzn+CF+aM5WRZGq/ueg+T1dxWkycIiIKIRep5Z5XJasYsWXh/2cvszN1PUX0ZoiCwOWtXj2mDQlQwJWYsaoWK6TETWJm2scckRK1Qo7fYr4nsS70hN4WG/NpikgLjHUoUnA9cIjF9gIhgL5683bGWxHs/djR0tAeFaAsZ93WkRBAgxF/LvPEx+HlpeOvb4906XyEKXDVrAC9+4tiqvrrh4pFK7y4EAf6zPo0JQ0IRBIEmvRlJkjG7UuApyzTl5bvUAhymr/zFEhj3uFgGPfZwh8cMpaWcfOIZm6dS8xfXUFZOzZGjBE6bSvLjjyAoFEhmM7o850qigkKBzzDnCqu/dDTl5NoIDHTUv2musyv7/BuCFvhRFmC/qNQqS5wsO8vYiGGkVmRytjKr3wgM2O7A0yqcR/Gya/Ipbih1OlZiQBw7cvaTVZ2HUqFkYGCCS1YQ545jsBj58cx6EgNiOFV2lmEhg5BlGZ1ZjyiKJAcNYE78FH675uleEZnd+Ye4bNBclg6cC0BJQzmbsnb1eLxfjbgST7UHAKPDh7EibUOPxzJYDA6f78sIjcFq5OOjX5NZk8v9427ulmt8X+MSiTkPsEoyWw4VOD0uPsKbgdH+ZBTUkF1c1+tsgygKaFQieqMVURAoq9bz+dpU1CqREH8tZdWudTKJosCL904mq7AWo6lvNCK8LE2MqMsg2FSDVRDJ9IgizTMGq9CzjpCYUC/ySnsnDy/LkFtST3mNnhB/d8ICPRFFgVJNAI0KNzysBofkQzI4vohICBRog5ERnHszXaSwNDZx4vEn8Rs1ktDFC9FGRJD651cw1dR07Ehq/vJW7tqNR2wMkddchamqyqWuJYW7+y8yLdRdlKxd57DAWhYFhqfr2DTJsdjnqrSNfHTkKxr7wMDQFbiyYbmaFvng0JedIgRKQYFFtrY6JIuCgNVJS7ckS2zN2cPWnD2tRbkgo1FqeHTq/QwNGQjAmPDhvdLc0Zs7XjNPlvY8bR7hFcripNmtfw8MjCfBP4acmoJura/l/bsQbdrbc/YxPmIEYyNGnPe5W/C/f6U4z6htMHIis4LUnOrWgt3SqiaXindr6o38+poRLJ4c1yflEpIkt1oRWCW5VYHXZJZcJjAt4wyJD+BkVvdtDLrC8PoM7s/9kck1JxnQVMDAxnwuK9vNPXkr8DV1Ha1qqV85F6IoEOSr5S+/7jstIYPRluKbPyEaSZKRBZF9fsN6RTpspEVmr98wcrXOJfF7Ale8h3oLU0UFhuISStZt4NhvHyL/q2/R5ec7rO8pXrUa2WpFULrWpqoJvvg6hPoDdafPOHzfBEkmotx5B1BWTd55IzCiIDIseJDd5/Nri1iRuoHjJa5HU87dfC2yFa3SjXkJ05gQNYp5CdMZEpzUjpw4H69lSzdaTLy8613KG23XrmWD5vXKFDHcq03uY3feIT4++k2PxxoX2XHjFwSBR6fe31ob1PJ6W9I1c+KnMMC/cx1aiGfgBUvpiIJ4XtyyHeFSJKaPUNtg5MMVJ9mTUtyaw/ZyV3P1rETGDXZN56Zlk546MoIPV5zE0EdRj97C3c32NemLFFe0vpRF5fuAtkiE0HwR87ToWF68iQ9jrkA6JyIzb1wUp3KqKa5oQtH8PlklmegQL566YwLeHhriwr3JLanv1TpVCpEgP1v7ZmSwF9fPTeLbzekc8RmEh9XApJqTLYoyCK3/sg+pufxQRmR98ETy3MOpUPsxpeYESrlv62JcSWX1GVoMIf/7ndN2bXNdna1lOiICdUCALSLjAOHLLuvTpV6scCXaJHVB3C8kJFliycA5nR6vaKzihR1vUeZCF5Ir0FsMhHuFcOeY5QB8dux7Uisyu01AZGQskpUNmTu4eeTVDAiI4/eT7uSdA//G2vydFQQBSZZcqscZ1xxxMJgNLikLO4KfW+cIm5/Wh1fnP8GBwuPsyz9Ck1lHhHcoc+KnEu9vk+vIrSngbGU2oiAyNGQgm7N2sTZ9W6/W0lNIsnTBNW4ukZg+QIPOxCP/2El5jb5DEV6DzsSna85QXqPr0mn6XIwcYLsD1WqU/Pa6kbz+nyMg95EQXS+gM1i46em1jBoU3Ou1TKk7jYzQZauyAhlfSxNJjQWkecW2Pq5Sitx5+TDc1EpSMio4nVOFgMDwAYEMjQ9oDW8vm5bAW9/2XIhLEGDmmEjc3doiBjctHESQnzvfbUlnpzCKFO9ERjVlM9hNh3ehY48XGSjT+JHqGcdJ7wT0zQ7XOqWW78NmcW3xVhTNNOcXDVc2Ftm2WUTffCOZf/+H3cPUQUEEzZjWh4u7eOE3ZjT6omK7BFASIDfMuRni+cStI69pTc20oMHYxEPrn3dZN8ZVbMvZx6KkWQDMipvEmvSeyWVIssTBwuPcPPJqACZHj2FocBLbc/eRXVOASlQyJnwY/lo/ntryqsOxzlZmMydhKnsLjrikLOwIq85uIsonHG+NJ1E+4a3XMZVCxdSYcUyN6VrvKNYvili/NkuRGN/IfrGCcBVqFww7+xOXSEwfYMWOLMqr9Xa7CNbuzWXayAh2HbfPWAXg5sVtDqvTR0Xi7aHmqw1ppHbTzLEvzAfPRb3OzI6jRb0qPBZkiajGIoc5TAmBBF0haV6xNusCGX577Ug2HsjnSGoZZouVgTH+LJwUi1WSeOe74+w5UYzFIhMW6M6whABOZlX1SMwv0Metw2cAto13wcQY5o2PpriyEbNFIizAA3N+Lice7qwq2x4yAmc9YzjoN6TTc3nu4XwTPo/rizehOtcKu6/R18J258JZW7+bW6sFQsismRjLyin4+ttOx2mCgxn+2l8d1lxUZOWTu+8IAjLxk0bjnxDbm5VfUIQtWkDJ6rW26EIX76EMnEjqP7PA7uL2kdeyaODsTo+/e+CzPicwABVNbRG7aN8IFibOZH3m9h6NZZI6rs/bzYtlg+Z3eOzzY9877eDZnX+Ie8fdRHFDea99pKp0Nbyw/e8ARHmHcdOIqzp0fbmKiVGj+ffR/7aKIJ5PiILApGY15wuFSySmD7B+X67DNkhFc2tzQoQPWUVdazg8eMNoAnw6XrBGJgUzMimYrzak8fXGsy6vJyLYkxB/d46lV3TfidoJrJKMQhSQBbo9toDsUhGWQpYQBZgwNIxxg0P4cMVJmgzm1ut8al4NP27PbJUgaUFL63dsmDfubkpyiutQKkQSInw4lVWFxcl6X7x3Cn5ebhxJK2PVzmzS8qoRRYGxg0K4fHoCiVG+rceqoqMQ3dwcFvOKyBS52de+mF5zHEV/XHQEAd9Rowi/bDGCUoln0gBKVq2m4Jv/IkuSrQ28F9YAnaZTKm2pLDvjSQYDZRs3E7bY1hIdvfw6AqdOoWzTZnQFhSjctQRNmYL/+LF263rqK2vY9fQr+BZntL5jqd/9h6awWKa88Cc8gn95AnduoaEMevwR0l553fb+tRBNUUQQBfbNCqfW++Lp9vvq5Eqmx03EQ93ma2WymDhe0n0fM1cgnkNmbxt9LQHufqxM29haAyQKNnPKSl2Nw1buRL8Yp/PVGRsQBMFhysoiWTBaTGiVmj4lDIX1pby8613+MPnuVosHV6FWqPj9pDt4Zdd7yMjnzV9LQECtULMgccZ5mc8eLpGYXsJilZx6+UiSTGWdnr89OIP1+3L4YVsmNfUGFKLI4Hh/7rliGJHB9j2Frp83kJLKJrYfLewywpAc68etS4bgplag1SgJC/SgsLyRX7+6tS9eYgeIAowYEISfl4athwu69TOWBAVVKm/8zfUOUigyk+aP445fXYbBZOWuP29C147AQBt5snetyS2p54rpCbzyG1tawmqVuPGZdVgcaPIIAhw5W8aWw/l8tyWjg/LxzuNF7DhWyIPLRzN7rC2Mq9BoCF04n+KVP3e9kGYJ/OXDPTlz7DhVZgWpnnHUqWweS36meqL13W+F9Ro0kIY0J4RWEFB6aNFGRlC+ZRtlm7ag9HBn4GMPYywvx1Rdg8rXl8BpUyhetZrin1Y6Hc/umy2KBE6bQsWOXQ5JUd4X/yFk7mxEtS307B4ZQdzttzqetxl6nYGdv3scn+Y78/bfHbeSPPb+/lFmfPg2aq8L5zbdU/iPG8uY99+lbOMmalNOgCzjM3wYoQvmoTIVc2T3+xd6ia0wWk1sz9nXoSamQleN1E93/yGeQby2631OV6QjyzIJ/jEsH7aMJUmzyazOwyyZifIOo1JXwxObX7E7jiRLLBgw0+l8Ae5+To9xU2pwU2qYFDWab0/93J2X4xAthOjjI18zNmIEym76do0MG8Kf5z7KitT1HCg83m8RGQEbKbTKEh5qdx6bdv95N3w8F5dITC+hEAXc1AqHRbiiKODtoUYhCiyZEs+SKfaFvBr1ZrYezicttwZBgOGJQcwYFcEfbhzNjNGRrNubQ3ZRHWarRKCPlknDwrl8Rjxu6o4fZVSIF9fMTmz1IeorSDIUlDUgyzKCKCB3Mxpz2DeZ+RUHunxOBmRB5KT3AE5uyaC+yUijvmdh6jV7c7hj2RAEQaC+yYTOiaigKAgcTSvnSFo50FH5uIU0vfXNMQbH+RMaYNN1iL5xOY2ZWdSfOt1xoxcERI3GJsm//keGCQJIEjOqjlESEMvxUcuY4SmAc8mUTmhId1yH07xgZEniyD2/psVOXBAEStdtwHvoEJKffLzVJboxI9MxSQGnz7lHRTtNV1l1OmqOHCNg0gTn6z8Hu75cjV9T151xCmS0ujqOfr2Kiffc2O2xLwZoAgOIvnE50Tcu7/D4OIJ4aPJd/OvIt9QZ2+QDVKKSRP9YUh0o0/YX9hUc7UBiVGL/bSGZ1bkd/j5VfpantrzG5YPmc9OIK1sf99X6cP3Qy/j21M8dbj5aoipLB85lWIj9jqoWzIybxIpU+zotoiAyO24yoigS7h3K5Kgx7Cs4apcweKjcu53iqTc2crzkVI9aluP9oxkcnMT+fjLobOmWSgiIZW78VCZHjUGtvPA1W5dITC8hCAKzxkaxYX+e3fSKVZKZNSaqy+fa43h6OX/+90GbFotgY707jxXx+dozPH/3JJJj/Vm5M4vKOgOCAA1NJrKK6vhxWwZ/uHE0E4a2te5W1xvYcqjA6f7UE4giHEvvWRfCce8BxOhKGNiUj0xbj7+1+SeyKmQqmXtttUPWXqTCzBaJrMI6EqN8nTqJt6CgrKHVhqBryKzfl8ttS201LgqNhuQn/0T5li2UbduBqawcpacn7rExVO9vR9RaLqpAeFUuUfv/Rdydt9GjLciF2hbRzY2qPfs6zN3yiurPpJL+t78z+OknAFvnkLMviEKrxWow2MjOufPLMnmff+HS0s31PZPDb9yzC62dYvAW1O3aCb9QEuMIk6LGMC5iJCdKz1Cpq8HHzYvBgQN4YM1TF2Q95+qkBHkEEOhuS+c4QotEf19gZdpGBgUlMCZ8eOtjVw9ZTIxvJD+f3UxqhY3oJ/jFsHTgHCZFjXFJ2ybcK4QlSXO6LCAWBREfjReXJy9ofezX428BYG/BEURBRBAErJIVjULNveNuwlPtwcu7/omAczuYFggIVDRV232+yaRjV95BMqpyKKovpdGkQ61QMTxkELPjp/Dtyb6LDp2LFjKWXpnN5YPmXxQEBi6RmD7BVTMT2Xm0EL3R2unLKgowamAwg+PaQm6yLFNY3ojRbCUswAMPrYriykZe+OQAFmtzcLZdV1KjzsRTH+wlIsiD9Pza5jHantcZLfz504O8+ttpDIqxzfPT9kzqmkx9T2AEgeRYf8qqe9ZWJwsiK0OnM6Ihi9G1qQSZarEKIhnuURzwG0KpW2Cf2Ws36GxpPnc3FcMTAzmVVWX3YmJt9mhyVOcjybA7pZjblg5BX1JCwX9/oHLnLmSLBVGtJmjWDCKvvpJTTz3rcF3Wxkbyv/waUatF0ruu1+MqHIruSRI1h4+gy8/HPToat7Awhx0yCALuMdEk3H8vJWvXU3PkKKbKnukFKT09KV61moaMDARRge+okQROmYSocqwfo9Q3OiQwQvMx/6tQigpGhw9r/TunpsBlaf6+RkF9CTf89zf4aLyYETeRhQNmcv3QZbx78DO757gp1Nw47Eo+T/kBi+w4IuqhcsdT7UFZk+ObpP+krOhAYgDGRgxnbMRwG1mS6ZGr8i0jr8bXzZsVqRtoMutaHx8RmszdY27ET9vWFq1Wqnlw8l1cV7+UfQVH0VsMhHkGMyV6LG4qWyfic7Me4puTP3OmIt2l+WVkvDQeHR6TZImNmTv57tRqGuzoARXVl7IuY/t5KewVEPj+9JrWdvMLjUskpg8QGuDBXx+YymtfHKagvLE1+iEIMGN0JL++ZkTrncDWwwV8s+ksJZW2L6NSITBjdCQKUcQqdd31I8mg05tbCUxXkGX4cl0qL903BVmW2XTAfmSoNxBFOJHZO9E7lVqJYdh4vioZhNFkwdtD02OTR0cICXDHKsmk5VYzLCGQk3bWLYoCQ+L8yS6uw9nWUFatY8+GQyj+/RZWo7F185dMJso2baFy9x6sTTono4Cpqgr/iRM6RmzOF0SRqgOHcI+OJnT+XGoOHrJ/rCwTumAeSk9P/MePpeHsWZu9QDe7nRSenqS/+XabQaYgULF9B3mff8GQ55/FPSrS7rk6rQ9+xjq7REYCjB6OVW3/l3BuwWtXEBAYGTaEtIpM9E7k6LsLq2yl2lDLitQNbM7ezfOz/8Dyocv45tSqTsd6qT3Rqtz41/HO3WhdIcwrhHwXdEeK6u1bGoiC2C057DpDPdty9pFRlYNCUDA8NJm3lzxPfl0xJquJSO8wgjwC7J4f7h3K1UMWd/ncoKBEnpv9ELX6OhqMTbyy+z3K7aRGwVak256cWSQrT2x6hdxax4rv57MrSUYmp6aAan0t/lrf8zavPVwiMX2EuHAf3n10NmdyqskuqkOtEhk9MKRVOA3gh60ZfLqmo5KlxSqz7YjNBdsR6XDlK5qSUUlKRgXH0sv7xViyReumur53d4Ems0RaXg3hgR7ceflQ3v/xBPSx4KiPh5oPfzrJ2fwaGnVtdTUt7eftBfOGxAfwxG3j+eDHE+w8VuQ49CvLVH/2Mf7tCEwrJAmrzvXIilWvJ3zZUopXre7GK+sblKxdT+H3PyKqVWhCgjGWV3ROK4kCnomJVO7ZR8bb7/YsL9nM6K06Xcf3q3ksU00tp55+ljHvvYNC23U7sceU6Yhr7KesBMBr+qzur+0XikjvMHw0Xh3qZM6FjMz1Qy/jrX2foG/sWxLTfo4mk4439nzE0zN+R4OpkYNFKejNBnzdvLh84AJWp2+moL7E5TGzqnNd2pD7atM+WHicv+/7BKtkRUZGQGB/4VG+PrmSp2f8jiHBSX0yj6/WB1+tD7eMvJrX93xg97hrhixB2xzFAfj48FdOCcyFgsnS9zeePcEl24E+hCAIDIkP4LJp8SyYGNuBwFTW6vlsbddS3FI7S4De4qn39/LTtt4X/J17s6fVKFyyTugOiiubePGTA1TUdC+l4sqdaF2TiSNp5R0IDNgIjCgIjB8SyqRhYYxNDkYpCvxr1SmGJQY6zV2HGqvwb6q0H4noxkZv1emIvO4al4/vM0gS5upqJIMBS30DxrLy1mLkFogaDSHz5mGqqaHm6LEeF1Zpw8PwGpxs//2SJMw1tVTstG+iN/PGhRR6R3appiMhUO0VwvgblvZofb9EKEQFlw2aa/d5URBJDkok3j/aIdE5F/5aX+4ecyN3jL7e5YJdSZYorC/h16ufYm36Niqaqmg0NVFUX8ZHR78ir66oW7UwrpITN6XG+UFOkFdbyBt7P8IqWVrnbflvk6mJF7e/hc7Ut+ne8ZEj+d3E2/FQ2QrrW65lKlHFDcMu5/J22jVmq5kduY4Nd7sDAYEQzyCuSl5EhFeoyzYO9rAr79B5a+d2hEuRmB7AYLKQW1yPJMvNmiTOPWG2HMrvUyt0R+gLPnTuntXiwXQhIAB+3m6YLFYsVomkKD+WTYvHaLby8cpT1HTTOVtG5kRmBU16S2shr0IU2HQwH39vjcNIU5CptncvpgUCSGYz6W/8vW/G6y0kCVkUGfLS84hKJR6xMRR+/yOmqu6njqJvugHPxARUPj64hYdx4IabnZ5TfeAQoQvmd/mcl6cbM15/no0vvUN0wQlUzQJjFkTKo4cy/7kH0bi7dXnu/yqWDpxLcX0ZW3P2thbNtlxfIrxCeGjy3QD4unmjMzveiAf4x3L76OuJ94turSP56cx6agyuF2KfK/omI/eLAF4LBgcN6PUYa9NtEhRdXS4lWabR1MSO3P0sSpqFLNuiTgpR0SFS0hNMjRnPhMhRHCk+SaWuGi+1J+MiRuCu7hiJLKgrcWp86SpEBERR5IHxtzIwMJ7V6Zt7vRd9d3o1erOeW0ZdgBuxdrhEYroBs0Xi641prN6dg77ZJFCpEJg5Jop7rxzWqc25PUqqmrjwBgK/TMjA/VcPZ+LQzsaJ00ZGUFjeyM5jhXyzycXiORma9LbPryUC1tIJ5SxVZhZc+8kIKhWy2cFFXAZdXj66vB70WbuKbramyXo9xvJy/MaMwVBeQemGTd0mMIJKRdiSRSg9bMWJpes3urQGq8nx+x4a4sst/3iKrKxSsg6cQBQgefIIZsS45kv2vwZRELl33K+YETeRLVl7KGksx1PtwbSYcUyIHIVKYbuxmhM/lS9SfnA4ls5sIME/pkMHj6fGo1sk5nxjWmznVn1ZlkkpTWVD5nZyawpRK1VMjBzN/MTpXWrAOHOzloHDRSlYZYm16VtaO7AS/GO5MnkB4yNHdji+oK6YovpSNEo1Q4KSHHbvqBQqF0Tt+m6/GBiUyM0jriIxIBaLZO0zgrk6fQsLBswgxPPCmbZeIjEuQpJkXvn8EAdOdywos1hlNh/MZ/+pEv7+0ExC/N27PF+jUvRV083/OygVAqOSuv6RCIJAVIgX+0/ZL/TrCexZN+R5RiBVKBAl+5Ephbs7w17+M6efewFztYPW075uHWuBKKLQagmZN4fyrduw1De4TGjyvvgPmW+/2+Opo667ppXAAJRv3ebSeZ7x9rWT2iMhIZSEhNAere1/DYIgkBw0gGQHUYk5CVP49tQqh5tWUUMpaZWZHcaZETuR/6T8dN5l7F2BRqFm7DmdSbIs86+j37Ihc0eHdu6VaRtYl7GNp2b8jqTAjt8xi4PfcAtyags4Wd5RXDKrOpfX93zAjcOv4IrkBRTWlfD+oS9Ir8ppPUardOPy5PlcmbwQQRDIrMplTfoWTpSmATKDg5NYnDTL4WcX6R2GiIjUQ1sSAYHBQUn8esLNHQqTlaICXzdvag31ds8VBZFJkaPZW3DY4TdAFER25O7nuqEXzrT1Uk2MiziSVtaJwLRHo87MQ29up66x6ztKtcq5Vominx1rXSgl6RXUqo5fp76azmKV+WilY2nzWjvve08hCEKrq3gLREHAP9iPkMWLHJ4bcdUVeMREM/aj94m87lqU7ZRkBWUf3je0fKDn/Ffh5obPsKGUbdqCRafDPTaG8CuWuTSkuaa2R0sR1Wqib7qByGuv7vC4qda18eylki6hdxAF0eldt0IQOVDQUSBtTvwU/N19bZ0+5xGiIOCl9nB4zLVDl6A5J8qxI3c/GzJ3AHSIrkiyjNFi4uVd/8R4TiFqnG+0w2uUgECjyX6n4VcnVnC85DRPbXmNzOq8Ds/pLQa+ObmKL1N+ZHPWLp7Y/Ar7Co7SYGqkwdTEoaIUnt36BqvPbrY7vlqpZnL0GAcrdAwZmdTKjC47iEaHOfZokmSJhQNmOqWwAlCtq+3pEvsElyIxLmLD/jynN7MNOjMv/esAz949CU9txzqZylrnBWKuiLuJooCnVkl9k+3CpBQFIkI8KShrdFgc7OupRm+yYjJb2wvLIsuQGOnD768fxXMf76eqruedDH+8cQzV9Qa2Hi6gvslEaIAHKqXIkbSyXgcdNh3M56YFg/Dz7jof7alVUdvN2hhHuHVJMmdyqjl4phRZBg83JQsnxXLN7AF4aBQIBj3lm7fYfG5a/FYkibDLlhJ5tU1NVFQqiblpOdHLr8VYWYW5oYETf3y0W+tQBwViqui6JVNQiAROn47SwwN9URGCUoFbUDClGzZSffBQaypIl5ePLjevyzF6C4W3N2pfH5BlKnbsRF9cTMjcORjLK6g7dRrJZHIaBVIHBaKNCO+X9f1/h6tpg3N1ZzzU7jw/+4/8bc8H5NR07o5piVS6q7QYLEa7aRlb4aqNKjgrAm3x4nlyxm9Jr8rhy5QfMVnNKJojKwpRwdWDF3PZwHmdzl19drPdmkMZW33LnvzDzI6fbHu9ZgMNpkaHm7QrUaj3D33p8PX/3LwuOJdc2f79+fEfGBiYwICAuC7Pv3/8zWTV5FPS0H2LkpZ5zJIFs9WMJMtoVW4IgkBubaHD81SikkifMKcmlzLgq/Xu0dr6CpdIjIsorWpyaSNOy6vhkbd38tpvp+Hp3na3IApCn7hLzxodyW+uG0lucT0Wq0RkiBd1jUbue9mxTX1to+0uRKkQUSpsP/bIYC+WTI5j1tgolAqRZdPi+XT1mR6v8eXPDzF+SCi/v34UMWHeSJLMsfRySquaKCzvnRiZJMkcSStj7viYLp+/bFo87/1wwuk4rnwGggBTR0Zw1awBGM1WDEYLnloVCkXbXemA3/6aiCuWUbF9B6aaWtQB/gTPnok2rHPdjqBQ4BZi3wjSEUxV1YhqNaKbG5b6juFf2WKlYvsOBFFk0GMP4zN8GIduv7uzGWN/pa0Aa309+nbr0hcXU7HNdkeMKDarMjqe36rTY2lsQunp+A78EroPT5U7XmoPuyJpAFZZItKn8/c22COAl+f9iczqXFLLM6jQVVPRVE2jqQkfjRdTY8chIPLG3g/tji3JMrPiJmGwGDlRmorBYrBbrKoQRf445R7i/WOI949heuwEDhQco0pfi6+bFxMjR+Op6fwdMViM5NcVO3wfREEkrSKzlcS8vOufFHaj9dseqvW1vTpfFETWZWyzS2JUChVvLHyaH8+sZ0PmdhqMTYiCSLRPOBHeYewtOOSwo9JdpeWFbX9vtXAI8Qhiasw4smsc1+KZJQsny9KYEj2W3fn2u5AkWWJ6TPetRPoSl0iMi/D21ACutSsWVTTyxbpU7r+6TdFw+IAgdh63L+LkKsGZOz4apULs4KjsqVXxq4WD+HJ9mtNxLFYJSYKESF/+cv8UGvVmftqeSWWtHi93NcMSAzmRWdkjuwJZhkOnSzl+toLblw7mx+2ZlNtpnxabfZe6M4XJTou3LMtEh3jhplFgcNJFFeirxU2joKiiqcvIlSgKjE0OIdjPVtukUSnQNKcCZVmm7sRJyrftwFxbiyYwkOA5s/AaNBBBEJDMZip27KIxKwtBqcRvzGi8Bye3Fkyq/f1QeHhgbeqGKI4kIVksqD08OpGYludlSSL1zy87ddU+L2j/nrpYFGxtaqJ86zbCl/3/aZN2BpPFhCRLaJQalyTz7UEUReYlTOfH1HUOj/N161osUBAEBgTEddpkT5Wd5bvTq0mtaJNz6OraIwDbc/YhIzM4aAB5tUUdlHDbwyJZ+e7UaoYGD0QhKnBXaZnVTDocweVW4ebD9uYf4UyFYw8ytULVZ8Wvjq5ykiyRWu5YEkMhKrh26BKuHbqkw+NVuhr25DsQqgR0Zj1Z7VJdZU0V/HBmrdM1CwhU6Wq4eshiDhWlYLSauiQyc+KnEO59YWvULpEYFzF7TKRdxddzIcuw+VA+ty8dgpvG9hbPGBXBZ2tO06Q3d1ngK+Na7aWXe9cV79fPG0iwvzvfbU6nwEnUQ5Ihs7CWJ9/fS3q+rfDUVv5hM08blhCAwWglr6weSZKxWF2nGpIMJrOV93866fDSIkkyAT5u3UpfVdbo2XwwjwFRfuw+XsTqvTmddGAcITHSh6fvnIjJbOXRf+yirtHU4S5GFCDIV8sD13SW07YajaT99VVqjx23RRgkCUSRsk2bCZw2lZB5czj72t+wNDQiKGykp+iHn/AckEjyk4+j9vNDVKkIXTifop9Wdq/rR5IwlJTQpYV5+8NcJTDnftH6w2Crm6jYtfsSiQGOFJ9kZeoG0iqzAAj1DGJx0mzmJ0zvkYw+wMBA50XT6zO2MTl6DMdLzrA1ezdlTVU2a4HYiUyKGo1S0bZV7Cs4wt/3ftKp6K2rb5Dc7v9TKzKdpmjSq3K4Z9VjXDN4CQsHzHSJwGmUauJ8o8itLbQ7viRLDA0eCNhqWZzBZDXjptBgsPa/vUNP644C3P24ddQ1fHrsu06ptPaEsifF2TIyPm5ehHkF8/zsP/Luwc/Ia5eCUolKFifN5oZhl/do7X0JQZYv8NWrnzBnjs1pdcsWx2kWV2E0W/n1K1vsRha6wjuPzCLE352Dp0uprjdiNFn4cVsGelNbXYpCFLBKMmMHBXO42UHZEb58fiE+nvaFnmRZprLWwI/bM1i7J6fHHVFXzkjgjmVDMRgt/OO/x9l5vKhP0mHtIQjw0n2T0Rks/HdzOpmFtf26l4qiQGSQJ288NAOdwczPu7LZdCCf+iYTfl4aFkyMYem0+C6JYsbb71C+dbv9zd5e6kQUcY+MYMSbryMqlVgNBk49/ZzNPbo77c/0XaF06JJFVGzbYVPRFUUCJk6g5uixCxrF0UZGMvrdty7Y/BcDfk7bzBcpPyAi0Oyg1vqbmxg1mgcn3tkjIvP5se9Zm761dUx7GBE6mJTSM226M821XrG+kTwz80E8NR4YLEbuWfmYXe+mvtTCujJ5ITcMb9skjRYj351eQ2ZVLmqFijnxUxkfORJBENidd4i39/+ry3FsxcKevHvZn8muzuOZrX9zaf6JUaPZX3DU4TERXmGUNJb1SvRtdtxk7hvvXEvJHvYXHOXHM+ta61y0KjdCPILI76bQYHtoFGo+uvyVVg8oWZbJrsmnoK4YjVLNiJDBnXRt+hLd2b8vRWJchEal4PXfTeeB17bS4OLd/76TJfy4LRO90dJ6E+2mVjB+cCjV9QZMFiuJEb7MGhdFRbXeKYlRK0VOZlVS12Qiq6AWpUJk9KBgxg0Obe1sEgSBID8t9b30Ivp5dzbXzU3C013NIzeP5ebFyfy0PZO1e3N7NW57CAiczavh2jlJDIjy5eG3d1Fdb+gXzyewRX/yyxrYcbSQ+RNiuGXxYG5ZPNjpeabqGsq37XBMOhwo0uryC6g5dJiASRNRuLkx9KXnKVmzjpI162xmigoFWB2nwfqEwAgCngnxJNxzF/F33o5Fp0Ph5oaoUlG0YhW5/7Zv4tevEEXco20u7+aGBso3b6Vyz16sej0esTGELlqI95DBLt2Vm2pqMNc3oPbzQ+Xt1d8r7zMU15e26rm0Jxst/9pfcJTd4cOZ3oU+ijOYJDOCIIKDAk2AE6WptvmbN76W+9v8umLeOfApj09/gH35RxyaT/ZlS/ZPqeuZHT+ZEM8gVp/dwhfHf+gw/vHSM3ipPXl53uNMiR5Lbm0hq9I2dmixFhDQKrX8afpvWJ+xnf+k/OTS3AICy4cu43R5Og1G+5HtooYSlKIC6Nqle2ToYI6Xdq3U3gKtqndkYGLUaCZGjaZaX4vZasZf68sL29/qFbFaPmxZK4EB276S4B9Dgn/XNYkXEpdITDfg5+3Gp88s4MVP9nM8w35qSQB8vTX8Z31a62Mt+7LBZOXA6VJuWjCQooomth8tZMvhgk7tvF3BZJF45fPDrXOIosC6fbmEB3rw/D2TCA1oK3rTapS2i34PQxsWq8zhtHJmjrYZ84UGeDBlRHjfkhiRVrXdAB8tbz44gx+2ZbDxQB46g6U1StWXEASbevL8CfZ/jFarxK6UYtbtzaGwvJFhjTlM66boWweIIpV79hIwaSIACo2GsCWLUHl7U7l7D5amJpqyc9rMEbtAy7vQKzIjy0Rec5VtHIUClVfbJh9++WVYDQYKvv2u2wJ3vYYkEbpoAbr8fE4+9axN16b5e6svLqFy917Cli4m7q477BKZhrPp5H35FXUnTtoeEAT8x48l5pZf4R5p31zyYsHmrN0dNt9zISCwLmObQxJTb2ig0dSEr5tPh7vkWN9Ihx0mLXCUijlacoqzldkUN5Q57VjpK4iCyLacfUT7hPP58e+7PKbB1MjDG17ioyte5VcjrmRs+DA2ZO4gp6YAjVLNxMjRzImfwomyNL5M+dHluRP9Ywj3DuGv8x7ntd3vkVdrv57RIlkJ1PpRqW/ThNIo1Fw2aC7ljVUdImtdYW/+Ya4esgh3pZY9+YfZkLmDgrpiW4t11BgWJc0i1AUxufat1G4KtdOomFbphlbl1qE4WatyY/nQZSwcMNPpfBcLLpGYbkKtUvDifVN46v09nMiotJsHdlZg+p8NHQWUuht9kGlryS6t1vHke3v552OzW4tQJw8PZ8P+3rXVZhbUkl1Uh8UqkRjpy/jBIXi4KfvMXFKWZALatUz7emm4c9lQbl86BKPZyp/e3UVWkX1Bph7NKePQpsBskfjLpwc5nFrWGj1raHDuSu0QkoSlsRHJbEZUqTCUlXPqqWcxlpe31aM4iDJI9FLQqbmGJ+bmm/AaOJD8r76hct9+ZLMZj/h4Ym6+EW1YGNHLr8MjLo60v7zcm9m6jZCF8/EenMyR+x7A0tDYkXg3E6qS1WvxiIslZO6cTufXnjjJmedepENmXJapPnSEuhOnGPbKX/CIie7vl9Er5NQWOFGPlSmw04GTWZXLNydXcaLMFkkRBZGJkaO5YfgyQjyDmBI9js+O/4DRQQTFFTy95TVCPYPOq19ORVMV23P2OTxGbzGwMXMHSwfOZVBQIoOCEjs8L8sy359e4/KcAvDgpLsAW4fWb8bfxiMb/+zwHFFU8Ne5j1PUUIqbUsOwkEFoVW48t/UNp2m8GkMdd694DD+tD5W66tY0nt5iYEPmDrZk7+aJ6b9lcLDrVgsTokaR0vx96HK9gsj02AncPuo6TpanUdFUjbfGk5Ghgx0qDV+MuERieognbhvPXz49SEpGJQpRsH1NZRvvnT8hptcEojuQJJnyGh27jxcxZ5ztYj1yQBBJ0X5kFtb2OD2zcmdWB7dnT62KycPD2XSwb6TyJdk2x5mcKpZMiWfUwKBWkblNB/P6nMCAjSuE+LsjyzJVdQbMFolAXzdUShv5+35LOkfSylrXB1CiCez1vLXHUth3zXJ8R41EV1iEqarK9kTLxttuA25xwZEQUCBTqfYluAeeTe4x0ah8fHCPiSF04TxMlVUcvuteWwt2MwwlpVTt2UvYZUuIv+sOVO2E+fobmpAQIq5YRuiiBVTvP2BXDwcAQaDop5UEz5ndIRojSxKZb7+LLEmdo46ShNVoJPv9Dxn215f66VX0DdwUGqd3ziqxs0fbqbI0/rzjnQ7nSbLE/sKjpJSd4c9zHyXcK4TfT7yj1T25PQkREIjwDnW53bissfK8qfgK2LqEXGlj3pK1h6UDuzbFLG+qpLgbOiu3jLyWIM8AUkrO8MOZtZ2E7OzNoVW7dYqU+br5OIywtcAqW6nUVQN0IOOSLGG2yry+533ev+yvLhOMqdHj+O70GuoMDZ3mFhBQCCKLkmYhiiIjQp2n1C9mXCIxPYS7m4oX751Mam41u1OKadKbCQ/yYO64aE5lVXWbxHhYdLhJJhqU7pjE7jNhQbDV4LSQGFEUePauifz53wc4k1ON2Mzuu3v5aZ/OaTKY2X60kBmjI9hxtOvwqgCoVCIms2t3azUNRg6nlXPwTBkThoQS4ONGaVUTR89WdHOlrkGWISbEi9++vo28UlvLvFajZHhiIMMSA1mxI6vTXlih8aNIE0iosQpFV+9gN9J2tcdTHB4rA0ZRRb42BJ1CyymvePxNdSypcHw32gGiiLLZ+kDpbmsVN1ZVceaFP3cgMO1R8vMaNEGBhC6Y3/tWbRdqfAAGP/cU7uE2kbu6k6cQFAq760OW0RcWYamvR+XT1g5cd/IUxgoH3xVJov5MKvriYrThF6+g3rjIERwpOenwGEmW2Jl7oHWjlCSJdw98hiRLnYiFJEvozXr+vvdjbht1LSPDhvDnuY+yInVDq2dQgNaPhQNmMj12Ag+sftIlGf7zaUNglSWGhySzJXuP02MNFvvfV1dbpd2UGu4acwNjw4fz5OZXyWhnI+AKzF3MMz12AnsLDndrnHNhE+vTsbfgCDPjJrl0jpvKjWdnPcSfd/yDiqYqFM0dUFZZwk2p4ZGp9xLu9b/hO3aJxPQCgiAwOC6AwXEBHR5v0RhxBTG6EqZVHyfSYLsQWxE54xXLjoDRNCpdH0eWwWjqeBHy9lDz8gNTWbE9i3+vPt3ry48sg9Uqo1Yq+Oejs9l8MJ+iikYadCaC/dwJ9tOyclc2ZnP38uUtkaIDp0uddRH3GiH+7qzcld2htkRvtHDgdKlDW4mfQ6fxq8L1uFsNiO3fSVFEExiIqFKiL3IsuAU4JTsCoJVMbAiaiE5pq2toVLp3rztJklD5+aIvKsZrgC20XrJ2g32C0Iz8r74l/LKlhC1aQNGKVT2upxKVSiQXSIyxtKyVxLjaJNnJXb3YtQiCoaT0oiYxU6LH8d2p1dQY6u3etestBt458CnV+lquSF7AibI0qhxEKSRZJre2kOe2vYm3xovrhi7lj1PuQZIlLJIVtaItsjMjdiLbcvad11SRIwgIjI0YzvDQZJeOb+8N1NVzrui+3DP2JiZHj+Gpza+TWd09AqNWqAjx6ByxHRk2GD+tDzX63plpKgSR9Kocl0kMQLhXCG8tfp4jxSdIKTmDVZYYEBDH1JhxuCntd7j+0nDJO6kfMCjWDz8v51+SgY15LC/eRLih7U5SgcTghhxuLViDl8V1UTRBgKyiWq54ZBXXP7mGd747TkFZAwaTla82pjkfoN04jiDJMruOFxEV4sXtlw3hqTsm8MpvpvHHm8ZgMFsxW6RekZD+JDARQR6UVdvqW7o7Ta3Ki39HLeWg3xCsWg8QRdQBAURceTlKL0/XCEw3oBTaVlin8iTdI6pba9YXFHLi4cfI+denWPV6qvbsdXqOZDDQkHaW6JtuwG/0KNuDLS29zV8M0c3N6ZdE6elaSqq9UaR3crJjkiUIuIWGoPLpKHGu9HCN6CvcXb8huBDQKNXcP/4WPJ34BgF8fWIllU3VlDSUuSz0Vm9s4OMjX7My1da9057AANwy8hri/S6uuqEQj0DOVma5tK7lDgwI3ZQaZsVNtqvHImDza5oYOYoTpandJjCiIDIzblKHbp72z2kUfUMYFD3Qk1GKCiZEjuKecTdx//ibmZsw9X+KwMAlEtMvEASB6+clOTxGKVlYVG7bWM79EBTIeFgNzKh0rFHQHrJs826ySjI6g4WNB/L43d+28dWGNAwmq9MNUCHCzDGRLhlVnhvxacHOo4X91h59LjzclAT4uCGKAkqFyKAYP6YM7yyd3h4RwZ70xmOzSalle8Bo/P78BlN++o5x//qQppxcmnJyez5oFxB9fJE9vJp9Z2xYFzIZi+D8szkXxSt/5uCtd2LuSu23C5hqaxFVKpKffJxBf3oUv9Gj0EZG4D04mcTf3E/Cr+91HKERBEIXLUBQda7faA91QACeiQmtfwdMmoDK17eNNJ0LWSb88mWdupP8xox2Ppe/H15JrhdFnm+UNlbwwra/89KOt6k3OlcFFwSBbTl70arcup3e+ebkqi5bhvVmw0W1ucnIrEnfysu7/km1vhbRwVY1LGQQg0MGOhxv+bBlhHuFdPhNgY1kKESR30+6E6VCyW4nCrjnQhRsNUU3Druiy+d1Jn1rrUtvYJUll6NS/99wKZ3UT1g8OY4ftmZSYcf4cWBTPm6S/fCmiExyYy6brOMx9oDJy7KtTXpVc+rE2aXu3Udm4++jZfsRx8ZgAFq3zl8bo9lKXS+1abqDYH933v7jrNa/ZVnm169udXjOsbMVvYr0iKJATKgXQ+NtoeumvHxqjx7r+YBdQRCIWraEf8ybw9q9uWw7XIDOYCY8yBdFfSBUdt8ITjIawehaZ4omwPbaBIWCgIkTCJjYsVBRtlopW7+R+rSznVuxRRFtWChhSxYjmUwU/rfrtliAmF/d0KpsDCCqVAx++glOPfMcVr2hbezmzqrg2bMIXdjZ6Vrp4UHkVVfYWsPtIPqmjnNdTKjS1fDU5ldpMHbDigJbge2CATO73e5sla3syT/coYW2wdjI01tec5iauhBoIWj1hgYUopJArR/lTVWtzysEBTPjJnLP2JucjuWhduelOY+w6uxGNmXuosFk8yAaHzGSKwcvJM7PplPU2I3PwUfjxYIBM1icNBt3lZZGUxM5NQUIQLx/DJIs8cSmV7FIvevmFAWRIPcAxoQN69U4/6u4RGL6CYIg8PCvxvDke3uxWjs22QmAv6kea3P3iT0okIlzt5LWxf7jY25gRH0GQaZaTIKSdM9oMjyikc4JOboaGfHx1LhccxEV0llEbN3eXKclFH2pbp9TXE9FjZ4gP1vdSGZhrVOTSbMd7yVnaCGBgb5anrp9Qms0oObI0TYLgh4N3O4Naf6339gxhF+xDFGp5OZFydy8qO3u6+hvfsR1vejuQx0QgKeTiIWgUDD4mSfJ+uAjKnbs6vDa/UaPIvG3D6B01xJ9w/XIFktrbY0gisiShKBUEHvrLQTPntVpbM/EBEa/8zal6zdQsWsPksGAe0w0YYsX4jdurF2NmKjl1yGZzV3PdcvNXbZlXyz46cx6GoxN3YqoCIC7Wou3xpPFSbP4+ezmbs1ZUFvEnvxDnC7PAFmmwdhIpa76PJbsdg8SMshWhgQn8eyQpWRUZeOucmd4yKBuKRi7q7UsH3Y51w29DIPFiFqhbhaqa0OIZ5BLqsOJ/nH8ZZ7Nkd5gNvDR4a/YlrOvlbCoFCrCPYMpa+x9g4KfmzdPzvhNj20n/tdxicT0IwbHBfDKb6by6ZoznXyXjKLKJdLw+D3TePGnTLIK2wrDxtamMqfyEHLrz01gSGMuVSpvvgmfR4PKdTdgQYCB0X6tjtvxET5kFzkuQpsxKoIv1qWy8UAedY1GfDw0WKzON3JZBk+tEp3B0ie1LykZFcwdb8uXV9b2j2R+VLAnPp4aZoyOZOboyFYvLADZYrFxj+4O2hyx8Bk1iqrde7AaDLhHRRK2eCG+Y0ZTsmYdjZmZiEolvqNHEzBxPJaGRvSF9gW3+gKJv7nfJVVchVZL0oO/I/bWm6k/fQZZkvAamIRbSFu3gyCKxN56M+GXLaVy9x7MdXVogoIInDrFoVu12t+P6BuXE33jcpfX3dVc6sBAgqZNcbk+50LAKlnZlrO32ykhqywxOWosADcNvxKDxcimrF0un78pezebsnejEBSAbNdV+mKCJEvszjvEfeNuJshjrEvnWCUr+XXFWCQL4V4heKhtdVGiIOJuRyV3TvwU1mVsczr2Fcm2qKDFauGlHf8gszqngw+b2Womr653v9ehQUlMjhn3P1eI29e4RGL6GUnRfvzl/ims2ZPDBz+dsLkdSzJnPWOYVXXE/omCgEdsLAGxkbzx+wg2Hcjjne9TSGwqYG6lLW8rtPqr2P7rZ27guuLNfBK9zHmFbjNkGZZNbzOIu2pmIq//p+t1CYCnu4rvtmR0EIyrbXQtVRHi787jt47jqff30qTvvUPs0bPlzBobhUIU8HXgJ9UTiAIMiQ/gL7+eavcYz8QEZBfIm21A0faZWK24R0Uy+Nmn0QT4k3D3Ha2HVB04yJG77kMym1s/v/Kt29EEBRG2ZFGfhLF8R4+m7uRJZHPb+68KCGDAb3+N36iR3RpL7edH4NQpjo/x9ztvxo7nc66+QJ2xAXMPUg0qUUlRfQlxflFolGruHnsjaRVZFNR3r7j8fKju9iXMkgWrZO1gRtkVZFlmXcY2VqRupNZguyFTikqmx0zgVyOvdFg8He0bwZKkOaxJt+/Zc/XgxYyPHAnA7vxDpFdld//FOIGAwBMzfuv0tV7CJRJzXlDXaOTjlaea/QFtG1GdypOTXgkMbcjqumRNlom+yXY3KooC00ZF8MGKk0ysOWlXwVVEJshcR5yumByPCJfWJgiw6UA+00bapNmnj4pg/6kSdqd0viDalIgtmLvhat06D5AU5UtipC8fPD6HVz4/xMmsKqfnOcKu40VIkswjN49lYIwfwX7abhl0OlqrQiFyx2VDHR7nO3IEmuBgjJWVTlNKgijiN3oUIQvm4TdqZKcajcbsHNJefq1tnHaExVhVRcF3P/TotZyL2qO2YnFBqcRn2FAirroCn2FDEQQBq9FI+dbtlG3ajKmqGrW/PyFzZxM8ZxYKt86dF5fQcxgsRl7f/UGPzjVLFj44/B8+PPwVQ4KTuHLwQq4fdlmrmN3/Knw0Xi5t6l+k/Mjqc1JsFsnC9tx9pFdl89LcR+xGYgB+NfxKzFYzO3MPYrC2RXjDvUK4d+xNJLdTzt2ctbtPTS/BFikaGTr4EoFxEZeSbH0AqyRTUaOnqk7fpd7FlkP5WLvY5NYHT+SUl61DQ0Jo3dhEtZoBv/8N/uPGYjRbqarTI4oCs4cFEWmodPihWRFI1Dkvzm2BLMOx9AoyCmy+H5W1Bg460EvpCYEBGwHSmyy89c0xthzK545lQ1EpRYcpNVdiSXtOFLPzWCGiKHDnMsekw1UkRPry8gNTSYzybX1MkmQMRkuHz1cQRQY99jAKjcZ+V00zZIuFmqPH0EaEY6ysomTNOop+Wknt8RRkSaJ45Sr7J0sS1qbuFX46g2yxUJtygpyPPsGq12NpbOTEo38i+/0PacrOwVxbS1NODtkffkzKw4+53N10Ca7hxzPryKrO7dUYMjKnys/y4va3OFOewfzE6X2zuIsQoiC49Prya4s6EZgWSLJEUX0pa9Ptp4uOFp/kgTVPsTFrZyuBUSvU3DDsct5c9GwHAgM2W4S+FgCUZZkrkhf26Zj/y7hE9XoBq1Xipx1ZrNqVRU29LaUSEeTJ1bMSmTs+urW+IKuwrssOIUlQsDZkCnv9hzOoIZcbpkfjHhFG4NSpVOgk3vjqCLuOF2GxyihEgcnxruX3FT3IcX+y8hQv/2Ya6/fnulTf0hMcSS2H5lpWUYBFk+JYfyAXaxfE6Mb5SexOKSG/zHHLqSDAmt05zBoTxeTh4Tz6q7F8sOIEdY1tnVJKhc1I0lk25rfXjmBgjD8xYd7Isszp7CqOpZdzIrOSjPwaLFYZD62KhRNjuGrWALw91HgmJjDyrb9RvPJnStZtcBiRkS0WTj/7AsayZs8kQQBJQhMSjLm21nE0RxBQenpiaWrq+jhBQOHpibXBeYtuKyQJXWERxSt/Rl9YiC6/oHmhHa0Q9IVFbH3qFU5NvApfTw2zx0YRF+5jZ9A2NGZlU3vsuK1mJmkAPsOHIVwqTsRitbAxY0efbn1rM7bymwm3kegXwz8PfdGHI194iIJIuFcISwbaL9AubihjY8YOduUddDiWjMzmrF1cM2Rxp+dOlKbyyq73OpESk9XE1ydXohAVLBs0r8NzPm5e1Bh6JmSnUagxWk2t+i+SLKEUlTww4TYGBSU4OfsSWnCJxHQDeSX1fLs5nePp5TTpzbb00DnHFFc08vZ/j1NQ3sgdlw0BQKkUHbbm1Kq8OBAwjMdvXYZCFCgoa+CRt3eiN1lbu4uskszuzHqGK7R4WvV2oxQiMqUa++qV9nA6p5qKGj2HU8v6pOi2xU+qfXeU3Pp/NlG7NXtz7L6OH7Zl8eK9k/jbV0dbBeq6gixDTnHbRWTaqAgmDQ/jeHoFVXV6fD017D9VwrYjhVgdsBhBgFljo1EpRbKL6nj9y8MUdNHt1KQ389P2LHanFPPa76bh5+WGW0gIsXfcRun6jU43JmNZedvCm9djrHCejkKWcY+OwlBaiqmmtuPxgoBbWCjD/vpnDCUl5PzrUxrTM5yspBmSRMmadVgckR9ZxiMvjbPSccq1QazYkcXssVH87rqRKBSdSYmptpazr/yN+jNn2iJUkoRbWBiD/vToRW/G2N+o1teicyCT3xMICKw+u5lXFzxJTk0h6zKdF6f+EqASlcyIm8SNwy+3mwLanXeQdw58BuCS4nC1vhZJljqJ3zlzuf7vqZ+ZlzANbTtRu5lxk/js2HfdJqRDgpN4eMq95NTkc6joBCarmWifcKbHTmgtQL4E13CJxLiIVbuy+GjFKafHtXyZf9qeydQR4SRF+zE2OYSthwvsniMKAqMGBqE3mDGYrLz17dEOBKZtbIHDvsnMrOpaBE8CzIKS015xrr6sDli3L6fblgFd4bo5AxAEgZpGIxudeEjZ+/EbzVae/Wg/SdF+lNfoHEZRTBaJo2nljB4UDIBSITI2uV2njCCw+ZCD918UGD0wCJVSpKSyiT+9uxuDyX7BpSTLVNTq+XjlKR75la1Toiknx6msv/0BXYh8iSJeA5MY9NjDlKxdT9mmLZjr61H7+xE6fx6hixag9PBA7evDiNdeRl9UjLGqypayOnbcYVGwQwLTDAG4pngrH0VfjlWhYdvhAnw81NxxTgpPMps5/fRz6Fo6qdq9NkNZGaeefJqRb72JJsDf+Wv+H0V/1DrI2CwGjBYT1wxdzKbsnS55IfUGWoUGvbV3ztiOcO/Ym5gUPcZh/Up+bRH/2P9pt1I6bkpNJwJTWF9Cbq3jNLzJauZQUUoHk8dZcZNZkbqBWoPr6dZp0eP5zcTbEASBoSGDGBoyyOVzL6EzLpEYF5CSUeESgWkPURRYvy8Xo8nKZ2tOOzxWkmWq6w3c8PQ6p+Me8k0mVldCrN7mGdMSybAiAAI/h03HqlTZGE03sW5vLu5dCNl1ByqFwPL5A1EpFXy6+nSvvJD0RgsNTSaXmnLe+e444weHkFlUh1qlYOKQUGaPi8ZTq2JMcghRIV4UVTR2qZsjyzJXz7Llur/fmo7BbHW6ZkmS2Z1SzN2XG9Ea6kl98S89eYmuQ5YJXTAPQaHAMyEej9hYPBPj0QQFdXm4NiIcbUQ4lbv32HRTHBAsh8aL7ce0GhhXm8qugJHIwOrdOVw3byCe2jbF3Kq9+9vSUudCkrA06Shdu46Ym50LlP2vQqvsvyJpAfDSePLi7Id5dtsbLpsf9gR3jFnOp8e/o8lkP1LaUwS5BzAr3r5VQAvWZ+5AaDa3dQWiIDI9ZkKnx+sNzom8KIjU98KIXAAAei5JREFUGRqwSjbBwI2ZOyhuKO/2699bcIQlA2cT7x+DLMtkVOVQWF+CRqlmROhgl6wnLqENl0iMC1ixI6vbQm2SJJOWV83WIwV2BedaCIiMLVXl0riCgu/CZzOyLoPRdWkEmOuxCArOesRw0G8wTT7BYLLSA/USGvVmGnvZ+rx8/iBUSluBstHs3O7AGXKK6/ByV9Ogc6wGXFGrZ+2+NsG9U5mVfLs5nZfum0xcuA8v3juJZz7YR35Zgy3V1ezorRAFfn/9KIYmBCJJMtuOuG6dIEkyheUNKH/4HHODY6G9bqH9l61ZTC/uztsoWrmaso2bkC2W1uP8x40l4YH7Uft2XaMSOHUKZRs22Z9LFPGfMJ6q/QecRoREYGR9OrsCRgJgtkocTy9n6oi2TriKXbsdqxpKEuXbtv+/JjE98cBxdVyDxYhaqSYhIJZPr3qTDZnb2Zt/BItkQUQkq8ZxZNRVBHkEMD5iBP8+9t8+Ge9c3D76WqcEBuBE6RmXTStFQUCtULF00NxOz/m7+zk9X5IlfN28eGXXexwvPd3jriSrbOWJza+yMHEmKaVnKGpoa6RQikoWDZjJjcOvQCFenCrTFxsukRgXkJJR0W2JDkGA6joDspOCUpVSxNRN00RJUHDUdxBHfQfZNosWcz4B5o+KYP2+vrlQdReXTYvj2jlt1fsxod69ljaRgUlDQ9l4MN/5se3mkoGGJhPPfLiPj5+cR4CPlrcfnsWRtDIOnCrFZLESF+bNnHHR+DRrzJiaDSy7A6VJT9W+/T1X7W0HhYcHMTffSMnqta3Cdj7DhhBxxeWUrFlnUwju8CJlqg8dRvenJxnx+isdDBVb4DNsKN5DBlOfmtalTYCoVBJ9w3Uo3Nwo3+q8jsLDakCQJeTmDcZ0TvrR0tDglO1bmvr+zv2XBLVSzQD/ODKrc/q0uNcqSzyx+RXeXvwCoiiiFBUsSZrDkiRbQWxBXTF/XP9in8ylROQ3a55BZ+5bDWmt0o3fTryNsREjXDre1QgMQKB7AH+YfDehnp2jl6GeQQwMTCC9MtsuMXFXuVFYX0JK6Rnb3L349CRZYm1GZ5sUi2Th57Ob0VsMLtkpXMJ5IDF79uzhxx9/JCUlhYKCAm666SaeeeaZTseZTCbefPNNVq1aRVNTE6NGjeLpp58mPj6+i1HPL3piaijL0GRwLGQlY6vn6BVaCIwo4O2h5qYFyVTVGTjSRwW69uDrqWFMcjBmi0SQr5aZYyKJDesYDZg+KoIPfjqBpYdt2S0IDexZeFUGahuM7D5exJxx0ShEgfGDQxk/OLTL4zVqBR5uSqefWwt8vTSEKQxU9QGBQRQJXTCPsEULCVu0EMlkQlAoEBQKao4dp+awHWFEWcZQXELJ2vVEXXt1h6csOj1IVgY98RgZb7zVapMgCAKy1YrKx5uBj/wR9+ho4u+5k/LtO5ySMRPKVgIDLURVRpeXj6m6GoWXFw5ziM1u1B1fgkxWUR3l1Tq8PNQMjvXvsmD4fwmXJ8/vF12X8qYqjpeeYXR4Z7mBKJ9won0iyO+lkixASVOFyzYl3UGgu7/LBAZgSPBAduYdsBuNERAYEBDHdUOXMjRkoMPozq0jr+GZrX/DKlm7JCi/Gn4VX51c2ect1V1hc9Zulg6cS7hXiPOD/5+j30nMrl27SEtLY9y4cdTV2W9Fe+mll1i7di2PP/44ISEhvP/++9x2222sWbMGL6/OXj3nE4Ni/TmTXeXyV1cUBXw81B1UbbuC0Px/3Y1WhPi7U1ataxXllWWICfXi8VvG4eul4eGbxvDKF4c5mlaOQhSQZOftxd3BDfOTWDY9kZp6Az9szWDVrmx+2JaJn7eGxZPjWDYtHnc3Fe5uKn53/Uje+KrnJokKUaBRZ8bdzWZX0BNsO1zAnHHOO2IEQWDBxFhW7MjqICFuD9fOGYDaqw86CUQRTVAQEVde0faQWt367/ItW50aTxX9uKKVxFTt20/h9z/SmJkFgCY4iPBlS4m5+UZqjhxDMpvxiI3Ff/zYVm0iS2OjUwIjA+Ua3+YlC8SHexNYV8Tx119E56qTtywTunBB65+ns6t478cTHdKp/t5u3LpkMLPHRrk25i8MLXUQ/YU9+Ye6JDEAj027n8c2/pVGU+91h/pjK5dkK5lVuWRV51Gpq0arcmNi5CjCvbu+8Vg4YCbbc/c5HPO+8b8i0tuxwz1AYkAsz816iE+OfkNOTVtdV6C7HzcOv5I4v6g+ed9cgSiI7Mo9yPXDLjsv8/2S0e8k5tFHH+Xxxx8H4MCBA10eU1payvfff8+zzz7LNddcA8CwYcOYNWsW33zzDXfffXd/L9MhLp+ewOls5+qyomAjDOGBHvz++pE88o/dDo+XAcGFK4HYzHYkWcbfW0N1nR6FCO5uKkYkBXH5tAQGxvi16tK4u6m494phnMmpIrOgFkm2ER9RgH+tPuNw/WpVc3qriztpURSYMSqCGxckcyaniqfe24OlXbqspt7If9ansetYIa/8djqeWhWzxkSTW9zAj9szu5xPxjHBskoyK3dmYe1FWKmrVmmrJJN6Ipv648fxVELMyEF4DxnMVbMS2XW8iKp6A4LVwoDGfIJMdZhEJRkeUVSrbdGmq2clctlUW5TQPSbaVszaQ6boP2E8Cffdg8q7a7JuqKh0OrZVp8NUW0fJmrWd3KON5RXkfPxv/CeOZ9CjD3fp6GysqnFprWUaf0RRQKtRcv9od04//Tyyq5Go5g6rkLmzAUjLreap9/d0+myr6w28+fVRzBYrCybGujb2Lwg/nlnHyrSN/Ta+3my/fTvII4A3Fz3D2vRtbMradd42ZVdR1FDGE5tfaf1bROCbk6uYHDWGX4+/BbVS3eH4eP9o7hpzAx8f+RpREFsjMqIgIssy94+/2SUC04KkwHhemf8E+bVFlDdV4aXxYEBAHKIgUtJQ3jcv0gUI2GwpLsE5+p3EuOK8uXv3biRJYuHCNpVCX19fpkyZws6dOy84iZk4NJSrZyXyw7bOG3ELhiUGkhjpy8gBQYxMCkIUBUYmBXEio9LuXb0rnTuiKDB/fDSVdQYOp5ZRXd8W3WnQmdl9vJiGJhMv3WfzsDmcWsbna8+QU2y7sxUEGJscwuUzEggP9GD/6VLS8mrspsh+fc0IPvzpJDqjpcMxogDhgR7cdfkw6huNPPfRPrvqvflljXy+5jS/vmYkALdfNoTESF8+W3umg+bL6EFB3Lggmbe/PUaug8Lm3hAYgCaDrVhZlmWaDBYOHi8k5+OPSao8i4BMPXDqOxCDQxj2+MO8/vvp/Pe9FSTuX4lWMmFFQABmVR2lIW4wQx9+kMjINi2e6JtuIO0vr3Q9uQuIu/0Wu4W5gMuS/0U/raB4hX3l3+r9B6nYsbNLB+mGs2edji8A1Vp/5o2P5upZiZQ+/7SNwNgjWO2iR6KbG6EL5xN943JEla2b6ZNVp5Ac1Ix9suo0M0ZH4qb+3yndM5gNrEjd0K9zhHs7TkH4uHlzw/DLuWH45ewvOMobez/q1/X0BlJzvGdfgU1W4sHJd3U6Zn7idBL9Y1iXsZ1TZWcRBBgeMphFSTOJ8Y3s0bzRvhFE+3a0bgnQ+vZorJ5APs/z/ZJxUVwdsrOzCQgIwMen44U8ISGB77//3s5Z5w+CIHDb0iEMHxDEyh1ZnMmpwmqV8XRXMWpgMNfOGUBkcOe76NuWDObRf+zCYpW7JCuu7M2SJDM2OYSX/m1fiTIlo5L/rE8jOtSLV7843MH7UZbhSFo5Z7J38Prvp/P0HRP4y6cHOZlVhUIUQACrVcZNreAPN45h0rAwhsYHsmJnJlsPFdBkMBPgo2XhpBiWTolny6F8/r36tNM6l40H8rn9sqEIQFm1jsQoXz780xzyShvQGSyEBrgT4GPTf3jzoRnsPFrITzuyqK7TU6+z3yElAHERPiyeHIu/txsfrjhJaZXjQlG1UuS7Lems2ZNDVZ2BK0q2k9SU38m+wVJeTsrjTzHwod8w/MCPyM13dYp2gXOvvDTqP/0QnvpT62MBE8aT+LsHyH7/o9ZaFlmWXSr2FTUaVL6+HR6TLBZqjh2nLuUEDemZ6EtKnI4DOCQwrcesXtsliTHX1ro0x0OPXInPgEQas7PJzndSbC3LxN9/L15JiWgjImz2DC3rqGwkLc9x9EdvtHDwdCnTR/VsI7oYcaIsDaPVcaddbzE73rEpZ3uMjRhBkEcAVboal7p8Wjpy+tovyBlkZPYWHOG6+qVdppbi/WN4YMKt/boGQz9/bu0hyzIzYieet/l+ybgoSEx9fX2XdS/e3t4O62jON0YPDGb0wGCXj0+I9OWvD0zln9+nkFXU89fx3y3O1VdX7cpqa9k+59oiSTJ6k5VPVp3m2bsm8uf7p5BRUMv+UyUYTVaiQ72ZPioCrcb2dQjy03L35cO4+/JhyLLcmqZavy+Xj1a6ppdjlWTe+uYoh1LLMJltF8eIIE+Wz0ti5piOtQ47jxXx3o8nMJica5XIQHZRHVNGROCpVZFZUMtXG+1HEQRAIYp8sS4VWYZQQyWDmrrefEVkJLOJnE8+tZGQrkIEkkTNocM0ZmbhmdgmDR4yZzYBkyZRuXsPhtJSlB4e+I4eyYlH/tTBMbrjhCLBs2d12Nwr9+wl6/2PsPSTV5Eur+vXrnSx7kwbaItAGSsqXTpeEEU8uyjOr6qzk/Lo0G0nUFnbt8q2FxoGS/+JwwFcO2RJt4pBlaKCp2f8jhe2/51KXU0rOWlJzWiVbujbqQtHeIcyKWo0351e0yfr7Q4ZEgWRfQVHuboLy4AWyLJMelU2x0vOYJWtJPrHMiZ8WJ+0K7urtKhEZY+cx7uLy5PnE+jx/1cQsjvoNolpaGigvNx5bjAqKgq1Wu30uP91JEX78drvpvGrZ9f3uDC1pMq5BomzsSVJ5khaGdX1Bvy93UiK9iMp2qaNYDJb2Z1SxJ6UEnRGMzGh3iycFEtsmHcrgbFYJb5cl9qtde89UdLh8lRc0cjfvjpKZZ2Ba2bbWrEPnCrhza+7ViB2BL3BgqdWxYJJsXy/LbNTq28LZGwu4i3rGNKQgxWhQ3SlPURZxlTpuP5JUCio3L2nA4kBULprCZ3fUYMi4f57yHz73c6FuaKIJiiQ6Buua32o6sBBzr76N4dz9xayIFBz9BjlW7djqqlBExhA8OxZBEyZRN5nDjx3BAHvoYNR+9m+Myof++mv9rB3nJ9XG3HTWE2MqUtjZF06XlYdBlHNKa8EDvkm4+et6fL8Xyr6q9tEISi4b9yvmBHX/bv3UK9g/r7oOfYVHOVQUQomq4kY30jmJkwl0N2f1IoMGkxNBHsEEu8XTUF9MSfK0jhbmdXrdXc3mqN3YNdQo6/jtd3vk1mdiyiICAhYZSt+Wh8emXIfiQGxvVqrUlQwI24SW7J290kUqisC56n24MrkhSx14BN1CR3RbRKzfv16nnrqKafHrV27loQE10ysvL29aWzsvFHX19d3SjH9EnE0rbzHBMbHU43YPj/UC8gy7D1RzJnsKnJL63HXqBg5MIhthwsor9G37rNncqpZsyeH5fMGctNCmyT2qaxK6pq6F04992fe8vfna88wfVQEQb5avliX2qU5piNoVAp8PG0E2d/bjWfumMAL/zqA2WJtpxEnIEv/1955x0dVpX/4uXcyM+m9d0iDFHrvvSgoFgR7WdG1l3V3LdhdV/3p6oq917WhWBGwUATpvUNISEjvk55Mub8/JhkyZFpCAgTO8/nsYu459943J8nc733PWxS8PNXUttme8jA2dklqqKHetVonYZMnofbz49jnX1J72BxTJWvUhEycSOwV8y0PeUVROPr+h3R4MTqKXs++x5+yFNFDlildtYbAYUMJmz6N4uU2Ak5bmlXGXXG55ZBPchLakBCaSkvt3krl5UXAoAE2x6JDfUiI9qMgt5gr85YRqK9BQkECPExmUZNec4T+fqNO8hs+s0gIjCPaN4L86sIu/TF7qj06JWBa0bhpGN9rhOUauVX57C05jEqSyQjrQ6CnP4fKsnjwl2etCua1DabtbkyKiQhv255wg9HAE6tesgTftrWpqrGaJ1a9xPPTFxLqHYyusYaPd37DjsI9GE1GwrxDuKLfHPqF93Vqw8WpM9iUt53a5vqT/r77BCcwImYgG/N2sK/U7G33VHugkmWMigk3SRS7c4UOi5i5c+cyd+7cLjWid+/elJWVodPprERLVlbWGVEn5mSpcJJq7Yjrzk9l494iNuwpcj7ZBd5cshtZlixBuwdzj8cltAqA1rHPfzlIVIgXEwbHnHQl37ZISPy6KZdxA6PIKTIXR4tsKsNPX0uDSkuuRzgmO/UcZFliyrBYNOrjf+D9k0N4+8EpLN+Qw7aDxZhMCmm9g5k0OIY7XrAu4Fatdq0TuCMUkwn3cNspn7YIHDKYwCGDaSovx9jQgDY4uF2wbm3mERoLu+Zn7BKt8Tot/1Zs3kLE+TOJuGAWhT8utQgcTCbUfn4k3XU7vqnHP+QlWSb++ms5+Nzzdm8Rd/WVliBeW9wwO431j/1EoL4G+YRHuoyCu6Ln6H//S8DLL1o8gj0dSZK4ddg1PPzb8xiVruttFOzlvOKsK5TUlfPKhvc50MbLIiHRL7wPe0sOYTwhzqv1QT6p1yh+z/6zS2ywh1p2Y1TsEJtjG/K2k19t++9HURSajXqWHvqd/uGpPPPHa1YekKzKXJ5a/TLDowdy76gFDn/Xgj0DeWrKP3h78//YXXKg09+LhLl68Pvbv2pJGzBTUlfGB9u/YmfRPv4+5hbcRNVep5wRMTFjxoxBlmVWrFhhEUg6nY61a9dy6623nmbrTp5An467xD20blw/O40pw+JITwjuMhEDrhfvk4DFvx9m/KBowgO7sp+HQkFpHXUNemLri5heuoEg/fEYkDqVltVBg9jlm9TuzCBfd+ZPTWl3PNDXncsmJzF/arLVFtiJuzi7fRIYVbnbrmUmJHx696Lu6FH7gbmSROikCS59p23RBtnvLq4/3bFfikLR8l8Y9uG7RF9yMRWbNmGsb8A9IoLAIYNspmUHDBlExIWzKV7+C6bG425+lacncddcScTM6e3OaUvfUC01dUex53qSFIWG3GOUb9xE8Ij2/W56KolB8aQE97a8fXcFk3uPOelrVDfW8Mhvz7drZqigsLPI8VbyymzHtVq6gpuHXmXVQbot649tdRhfY1JMrDm6kWWHV9mdszFvO9/uX85FqTNsjrcS7h3CwxPvoqi2lDxdIa9v+oiaDqaqKyjsLN5v+e8T2V64l18y1zAzuX0QvsCabhcx+fn57N5tfmg0NDSQm5vLsmXLACwp1eHh4Vx66aU899xzyLJMWFgYb775Jj4+PsyfP7+7TTwp9AYT2QU6DEYTseG+Vs3wWhnUJxQfTzU1DrJuWnHXqLjzsoEMTQuzpJaGB3lx/axU3ndQ46U7UICcohp0tc0kRPsRF+FLblH1SRfOMymgVst4leQyr+AXpBP+iL2MTZxXsh6VYmS73/EOrxq1zPN3jsW/jShsbDLw1W+H+GFtNg1N5i07rVrF1OGxXDmjL4P7hLHtYIlFuFVqfNnon8rwqvZraURC5edH8t/uYv+TT9NYUmotZFoUUa8brkNzQkaR1XWamtBXVaHy9ETtYsCsNjjYpXndiaLXU73/AIFDBhM+bar9eYpC/pLvyPtyMcaG42Xn1f7+RMw6j8gLZlkFK9ujPifXpQyug/9+jrJRI+h98wKH696TyNO5lnHmCiFeQUzogkyWZZmrqGrUuVTo8US6O1Npdso0siuP8cuRNahlNwZF9mNCrxGWZol1zfVObajTNzid8/2BFU5FTCvh3iGEe4d0S1dygJ8PrxQixgW6XcRs3LiRBx44no76xx9/8McffwBwsE1tioULF+Ll5cULL7xAXV0dgwYN4v333z/t1XrtYTIpfL3yMEtWHbE0J1SrZCYOieGG2Wl4tYiZyupGlwNiVbLEyIwIxg6Majd28cQkkmMDeO+HvWTlmz9oAny0JEb7s6WbWwwYTSYkSeL2S/vz4OvrMBo71uvJFlv3FzNm/a/IYDdGZWLZNvb4JKCXzWvZrDexeGUmN83JAMwpuH9/eY15S6oNTXojP67NZv3uQm69pB9bDxRbja8MGkytypORlbvxNJm3+kxIuKX2Y/B9t6ENCqLfc//m6MefUrpqNYreLI48oqOInX8ZwWNsp7A2lVeQ+9nnVuf4D+hPzOXz8O3T3nvUFq/4OLx6tXiAurK8cgexNJd0wLHPv+TY5+0b/+l1Oo598RUBgwbineB8G1hyc/3jp/zPDdQcOkz/55+1BBf3ZBqNXZOlpFVpeGbq/e2KwHWGlVnrOyVguptgz0B+OLjCKv5mb8lhvtm3lIXj76R3YBxRvuEcKDviME5FlmSnW3h1+gbq9Q14qj1cti8tJJk/j23t8tigotpSDEZDt4mkswVJ6UgHrR7E5Mnm6O7ffvutW67/ypc7WL6xfaNFWZaIC/fhudvHsnZnPi9/ucPlZ5IkwX/uHk9itL/LduzNKuf+Vx1XBnZTSZ3uXxTgo+X9R6aba8oAh3Ir+eDHvew+4ryCscPrNldzc+63Tud9FzaW/T69rI5dOimJtN5BbD9Ywvd/ZDk8f1RGBGP6R/Hi59tatpfMO9BGk0KYn4YLE9VE+mlIHZ5mSR9ui6G+nqaSUmStFvfwMLv75U2lZez8+/3mbaG23oWWXkV9Fz5AwKCBDm2t3refPQsfdVxAzhkqGYyd/DCVJIa8/QbaEPteoeYqHZuvv9G+B0WW8e/fj7THHnZ6O5Nez+brbjS3PHDRvtBJE0i683bX5p/BXP/NfdTpO18tV0LCQ63lsYn3Eh/QNe0ZrvzqTvSmrot9625kScJL7ckrs56isKaE+3/5t8P5XmoP6lxoWPn+RS/gpXG9ncjh8mwe+vU5l+d3hM8ve9Wlbt5nGx15fp97q9MFHMqttClgwOyhOVpYzcc/7+e/X7gmYGRZQpYk7p4/sEMCBiC1VyCxYT7Isu2HqyxJTB0WS4i/628WbUmODbAIGICkGH/6xAe2XLtTlwTA2+g8u8eEhI+h/bzFvx/m8Xc2OBUwAOt3F5KeEMSHj07nhtnpTBwczbThcTy2YARvLZzB7CumMPj8cTYFDICbpyde8XF4RJgDeRWj7Te57Pc/bC9gAEwmFJOJQy+9jMmJl8M3tS/pTz2OV3y89YAsow4IIObyecRffw0qj5afZWs9FY0Gn9S+5gyjKZPJeOZfBAwdYg7MdRVZJnDoEIcCBqBs7TrHAstkomr7DpqrnMf4yGo1URdd6LqNikLp6j9czgw7k4n3b+9tdRUJidl9pvDCjEe6TMAABHr0rExQk6JQ01zHHzmb6B0Yy+yUKTbnSUikhiSRFOTcO+gmu3XICwOQFNSL6wdeZrlXVxHo4X9OCpiOIvxUnWDFxhyrDJ8TURT4+c+jTq/jrlURG+ZDWu9gZo6MJ6IT3ZolSeL+a4dy/6trqa3Xt3MHJ0T7cf3sdKJCc3jHxUJ1bdm4t4jV2/IYP8hcNfXHtVl81VJ872S2lGpVzt90ZBRq3TonvlpRgKwCHYP7hDFnvGsp/ydSm5VF/tdLKN+wEcVgRBsWas7kOW8mslqNvrqa8vUb7HsnFAWDrprKzVsJGuk4QNU3tS8DXnqeuqM5NJWVofbzwzsxweIBqs89RuX2neh27LSICfeoSGLnzcV/wPHuv/HXXU31nr0Ym5qcx51IEu5hoSTc9lena6GvrESSZbtizjJPp3PYSqGVqIvn0FBUTMkvvzqdC+btrqaSUtzi41yaf6Yyu89U9pYe6tS5CgpJQb0I8uzabbVAjwCK61wrYnimICGxq3g/0xLHcVX/i4nwCePb/csoqTN7ir3UHkxLHM8laedRUlvGjmV7HV5vVMzgTmXCzUyeSFJQL5YdXsXm/J0O69m4SnVTjVWxUYFthIjpBEXldU4zfPQuuPSbmo28cNd4ALILdHy0dB+1DXoig72ZODgaP2/Xsppiwnx45b6J/Lgum98351LToCcswJMZI+OZNiIOrVrF2P5RvPf9nk4Jj7e/3c2Q1DDeXrKb37Ycc36CC1RqfCnQBhHRXIFk582+WTI3XTxZ3FTO32bqGvSs2pbH0cJqNGqZEWkRpCcEUbl1GweeftaqjUBTcQlH3/+Iik1bSHt0oTk12olQkFQqGvLzXbbZKz4OrxMe1PW5uez6x4NmYdL2+NEc9j72JH0e+AdBw4cB4BkdTb/n/k3WO++i23k8G0sbGoJ3UiI1Bw+bhUZAAOHTpxI+Yzpu3tYiurKmkfpGA0G+7ri3VHPWBAY4b/goSS4JGDCnaifdfgvVe/fRWFDg0jkWT1QPZkBEKqkhSZ3KUJIlmaIa+/V5OsOB0iPsL3NsS5hXMLXNdS5tyZwqFBRMLb+PkiQxJWEMk3qPoqyuAoNiJNQzyBJTEu0XwayUyfx40PYWRbBnAH8delWnbUkMiuf2oOtQFIXVRzfw7f7lFNSY4/F8NF6khaawIc/1wp4Gk9HS4kFgHyFiOoGvl9al5o1OUaCx2cALn25lw54iy7aNSVH48Ke9LJiTwXmjejm5iHkLq7C8jvgIX+69cjCpvYKstoAAft2c22l7dXXNPPT6OrJOonWCLVaFDOWKgpbiajaEzMrgQZag3s6iVatIiXP8xvrnrgL+879tNOmNlnX7fk0WfSI8uXjzB7ZjVBSF6r37yF/yHUEjnWeGKCYTKg9zeqihtg5DXS1qPz+XmzsCZL3znm3PSottma+8TsDgQcgtAbOesTGkP/EYjSUlNBYV4+btjVeveKdvdjsPl/K/5QfYl10BgNpNZuLgGK6a0YfgsWPIevs9+yfLMgGDBrpc0beVmMsu4fBLi5zO8+wVjzY0pEPXPhORJZn7x97KrT8+RG1zx7bHTIqpw1sezvhge/tA7RPxcHPn6Sn/5C/f/b1L730ySEgkBVl/RsqSTKi37W3RKzLmYDKZWHV0A/UtYkyjUjM2bjg3DpqPykYpgQ7bJElM6DWS8fEjqGiowmgyEtjiNTu2vIDCmhKXgoDDvILFdpILCBHTCcYPjOKPHa6/VdsjyN+D/36+nU17zTVg2nZrNhgVXv96F37eWkb3i7R5fnVdM58u28/q7fnUtSlGF+Tnzo0XpjOm//F999Z7dJYjeV0rYGQJUsYNIa3vCI689iaNbZocNrTUidlho05MR5kzIcFhF+QDRyt49qMttMa3t/0ZeBzcibHRQYVfRaHwp5+JuuQi3CMirL4HW2jDw9n9wMNU72tJ75ZlgseOIe7Ky3EPc9yTq7GkxMqjYgtDdTWVW7dZvDGtuIeG4h7qWs+vdTsLePbjzVbH9AYTv27OZef+Am4u/Nlh12rZzY24q6+wOVxzOJOaAwdAkvHvl45nbKxlLGTCeKr3H6B4+S8O7Yu9fN5Z4153V7t3KhtIlmSGRfd3PtFFFEUhpyrP6by8miK2FznejjnVuMkqJvV2rarz5vydvLH5E2qaai3iQEZmRuIErug3B7kjMWQuIElSuy2/hyfcxTNrXuWok/WWkJieNKFL7TlbESKmEwxJDSclLoDDx6pcLhxniylDY/j8F/v74pIEny0/wKiMCKsPbkVR+OLXQ3y24oDNXYxyXaP5wXwVlnRtveHkqoN21vPUWkW/tehcayxRv6QQbrooA3eNG4NeX0TNgYPmWAcfbypDYln86Q4odTFrxQ5j+kdwuY3CeG356rdDINl+Loc0lmNy0GcJzLEfhpoaYq+Yz6EXXrQ9SZLw65fB/if/ZV3XzWSibPUaKjdvof9/nsMjIsLufZqKnfcrQ5ZpLCp2Ps8Ojc0G/vvFdjt9LxWm7fuO5kbHMROpjy5sF5jcWFzCgeeepy7TuteOJiSYPg/cj5uHlvpjeQSNHIFvejpH33nvePG/ll8cSa2m9003thNoPZ3ONIScmTQRP3ffLrOhydCE0aUO1lBcW4pKUnVpteHOYO6NBHeN/ItLa7GraD/Pr33TUiem1RNiwsT3B39BQeHqAZd0p8mAOVj32WkPsrfkEF/t/ZH9pZnt5khI9AlOYFriuG6352xAiJhOoJIlHlswkv/8byub9xWbW8vQsYd8cqw/GrUKWZLsvo0pirnYXHFFPeFBXi3HFP63/IBD8dPK29/tZlS/CFQqmeS4QI4W1XRKdKlkycpD4SpajYrn7xhLRU0Tv23KpUzXQJCfB5OHxjAwOZS6Rj1L1x1mzY58GhoNxEX4MmNkFAOjA3n9n5PYm1XOl78eZPsh58GGPp5qVLKMLEN8hB/zpyXTJy7Q4Vu7wWhi8/5iu44Fo4u9S2S1mpBxYzDUVJP93gcoRhOSSkYxmeNogseMpuzP9XZ7Ihnr68l85XUy/vWE3Xu4ebvQLsFkws2rpfjX0Rx0u/eAouDTtw8+SYmWaU3l5RT+uJSSlasw1tWjDQslfMZ09gcmWwoGnkhwUxVRTgQMikJ9Tg5+6WmWQ/qaGnbd/xD6iop205tLy9h1731Wx1RenkRfegkBgwdRvu5PDPX1eESEEzJ+nGtr0MPwd/eloqHK4Zy2MREzksZzdf+Lu9QGtUrtUjfpCJ9QvDSep6xXUiutL0LeGi+MJiNusoohUf05P3kSsS5meX226zuH4z8d+p3Zfabi74IgUhQFvcmAWnbrlFdQkiTSw1JID0thw7FtLNm3jOwqc6yhj8ab6UnjmNNnOhrVyW2lnysIEdNJvD3UPPKXEeSX1rLtQAkGo4nwIE+e/mCz03OjQ715/s5xfLr8gDlL1ok+aGgyYDIp/PxnNt+sOkJJpWt76JU1Tew8XMagPqGcNyqeZeuPunTeiaT2CmJfdrnLQsZNJTFuYDRXTu9DaKAnMUYTer2R/NJaPLRuxEf4kl9ay4OvrzN3mG65bFFFPet3FzJteBy3Xdqf9IRgokK9ueHJFU7r3NQ16JFliadvGUPfXvZb2DcUFlG1YweKwYg6vpdZaNj5IMr0imaozkGhQknCOznJ8nCNOP88gseOpXT1anMMio8PwWNGU7pqNTjJ5qnes5fGkhK72z6e8XFogoNpLrMvJCQ3N3z6JLNn4aNmAdP6fSkK3okJpPzjPoyNjex58GFzmnKLG6/hWB7Z77wHIVG4+46j0cbHQp+abLNHzeF3AVU7dhJx/nmWr4uX/2JTwNjDWFdPzocfY6iuJv66a1w+r6cyJWEMX+35yaGAGB8/gjj/KEbGDCbQ079L728wGtiUv4Mw72CKah0HC1/YdzppIcl8uH1xl9rgCH+tL5G+YUxJGMuomMGd2vIpqS2zalppC0VR2HBsGzMcbOEU1Zby3f7l/JGziWajHm+NF1MSxjA7ZQo+2s4J7BExgxgRM4iqxmoMRgMBHn6oRL+kDiFEzEkSFeJNVIj5F1hvMKFRq2jW239gScCEQdFIkkRMqI9TYaBWyahkiTtfWNmuMq0rVFSbg9d6RfrxlwvSePf7vVbp4a0aanhaOJl5VZTrjqcG+nhquH5WKvGRvtz70hqH90mO9efWS/rj5aHGz1uLR0s2y/aDJfzns21U1TRZOku//vUu3LVuNOmNVl6QVptWbMwhMsSLsf2j8PfR8uTNo3jkzT/ROxAyJgUUk8JrX+/k5b9NaPeGZKir4/DLr1CxYVPLk9i8TbHAI5CvQ8ZSoWkfiJrjEU6RJpAwfRWSrbdPRSHmUuu3YrWvD5GzZwEtqdnffkfpKsdr10pjQaFdEaMYDBid1Efx65fBgWf+j4a8fIt9rdQeyWLX/Q+i0misBEzb70VbksdVlT+R6xHKDt8kStyPB0dqXSyCppyQlVf8+0o7Mx2Tv+Q7wmfOcBor1NOZkTSB1Uc3UlpXbtPDMSZ2KLcMu7pb4oAOl2Xz9JpFLmUbxfpFMSZ2KJIkMT1xPMsyV3W5PScS5x/N/01/6KSv40pfI1mSqXUwL7vyGI/+/gLNRr3l51TbXMd3+1fwZ+5Wnpryd5e8OPY4mXPPdYSI6ULUbjJThsawbEOO/W0bCSYNMQc0jsyIwNtDTV2D3uZ7mCxL9EsK5q7/rMbQySqsAb7Hs1/mjE8kLtyXJasz2XW4DEWBPvEBXDgugZEZEZgU2JNZRmlVA/4+WvonhaB2M7/5TB4aw2+b26dXy7JEiL8Hjy0YiY+ndenzAzkVPP7OBotQa7sm9rYtWvngx3188OM+3DUqpgyLZdHfJ7FkZabdIoNgfmYfLawmu6Ca3lHHRYliNLLviX9Rc6glhVSx/B8BjZVclbeM92JnU+t2Qu0aSeKryEn8zbCB5rw8c/E4RTneQ+nGGwgcNtSmLXlfLyHno086VEFXdtBvqGzdeqcipjYrG0NVle1BRUFfUYkjKSIBwXodwXodg6oPU+HmzSdRM6lXe1ChdS3byG+gdcCpXldtZ6YTZJmSlauInX9Z587vIXhrvHhy8n28s/VzNuftsHhk3N20zEyayGXps7pFwGRXHmPhb//nUs+jjNA+3Dv6eHfnawdeiiTB8szV5jg3ScLYkjE1NWEs3x1Y0SU2Rvm43ineEUGeAU63y4yKkRBP2wUvFUXhpfXv0GRobncNBYWSujLe2fIZ9425uUvsFXQMIWK6mHlTU1i/pxBdbbNNIXP51BRCAszpkRq1inuuGMS/3t+EpGAVGyPLEoG+7uzNKu+0gPHz1tA/yToddWBKKANTQi3ZOG0/IFUS9E+2nb56x2UDCfH35Ls1RywCRJIgPsKXsQMiKatqaCdi3v1uT6diadrS2Gxk6Z9H2XqghFmjnaebAxRX1FuJmH3L11Jz4KDNubKi4K40M7hqP6uDB7cbr3PzpOnav9FXX0z5+g2YGhvxiIkmfNoUtCG216py6zazgIEOtQDYff9DeCcnEXnBbILHjLL62VTv24ekUjksMmdXwHSSAEMtN+cu4dVec9nn3YsppZtR4eD7kSTqs4+S88n/kLVa9Dqdze7XriBJEs3l1q0t9EY9uboCTIqJGN8I3O10NO5p+Lv7ct/om6hoqOJoZR5usork4N64u7lWJ6qjKIrCM2tedSpgBkdmMC99druqwCpZxfWD5nFh3+lsyttBXXM9Yd4hDIvqj8ZNQ6+AGBZteN+lYGFHbMo3X7sjLQBs4e/uy6DIdLYX7rUbz+PupmV4jO22IPtLD1NY4ziwflP+Dsrqygn2st+pXtA9CBHTBTTpjRwrrkECYsN9eeHO8bz17S427i2yePQDfLXMn5rCzJHxVucOSw3nmVvH8PkvB9l20PyH0up98PXU8Nkvth++rnDjBel2C705e7trbDKwdmcBBWW1eLmrGd0/kitn9OGSSYlsP1jKl78eJDNPR1a++X8f/rSfvvGB/P2qIQT6alm3q5ADOZWdtr0tJpNCcUW9ZX2c4etlFlMGo4mXPtuG38/f0wcJ2c6HtoxCRs0RmyIG4Nu12Yy5czxBw217XU4k/9vvzV4bFzo0n0htZiaHnv8PRSt+IWzKJAKHDG4J1j31acUSoFUMXFy4km/iZ2K6YB6q7z9zeE7JytXHv+/WlLROoCgK6paO1UaTkSX7l/HTwd+p05u9UVqVhskJY7g840K0XdD88Ewg0MOfQA//br/PgbJMKhudl0xoNuotAqa8vpLN+TtpNDQR6RPGoMgMAj38bcaQjIodwqCIdN7c8imb83fSbOxcPyajycD6Y1uZkjC2U+e35er+F7O/NJNGQ5NNIXPDoHl2RaOzdOhWlmWu5qouDroWOEeImJNAbzDy6bIDLP3zqMU74eOpZvbYBO6/ZihVtU0UlNah1ahIiPJDZUdQ9O0VyOM3jaS+UU99owE/bw1qNxWPv7OhU88AH081N13UjwktrQI6yuptebzy1Q4am42oVOY4lg9+2sfkobHcNCedz1YcsBmfczC3kjteWImbSkJX29ype9vDZFLYc6QcD62Khib73oggP3dLb6cPftzLmh35zDM22hUwrbib7NubeUzH3qxy0nrbf8sqKq9j094imuobiNzluJ6LQ1o8V9W7dlO9azeyRk3knAvxTetL8XIHbvo2QbxdTXxDEa/Pjyd0QDoV/XuR/d6HNNqqPqwo1vc/GVtMJkInjEdRFBZteJ8/j221Gm4yNvPzoZVkV+by8Pi7RKffDrA5b6dL8+qa6zEYDby3/Qt+O7IOML/8mBQTvlpvbht+LQMj0m2e6652566Rf6G2uY6bvv0nhk6kZMuSirL6Skwm00nXcIn0DedfU/7BB9u/YmfRvuPHfcK4vN+FDI+235zV1SyhHYV7hYg5DYi//E5iNJp44t2N7DxcavVZXVOv53/LD5BbVM0/rh6CSpapqG6gocmAt6fjN0ZPdzWe7sf/YDraYDwu3IfzR/di2vA4MvOqeP6TLezKNGez9E8KYfbY3iTHOq5eu/VAMc9/evyBYWwTTPv7llyKyurILrAd52AyKVZF97qaJr2ReVOS+eJX++nl156fikqWqK1vZum6oygK6NTeGBvs13tRgBqV/b5VRpPCQ6+v41+3jG4nZBqbDLz85Q7+2JGPhMIlBb+7lMXjKqZmPXlfLibywtmoA/zNMSa2PDyKgjYinKZCJ0UNWx8GHfQSVSz7mdAB6QQOGUzgkME0lZbRVF7OnoceQXHS2LIzhE2fikdUJLuK9rcTMK0oKOwvzWRNzkYm9R7d5TacrTQZXXvBiPAJ5a0t/2P10Q2WrafWz6Sapjqe/eN1Hp90LynB9nuSeWu8mNBrJL9n/9nh1GyjYuSnQ7/xzb6f8VS7MyF+JLP7TO10z6go33AeGn8HZfUVlNaV46X2JMYv0qlXekBEmsPxVioadBhNRpFddIoRNY07yR878tlxqNTuy+banQVc9ejPXP3YMu76z2ouf/hnbnr6F/YcOb7PbzSaHAqVtN5B9rJ/2xHi78F5o3sxfUQ8yzbkcN/Lf7B2ZwGVNU1U1jSxZkc+f/vvGqdp1p8uO2D3nooCe7PLbQ92ko7GLJ43Kp6/XJCGVm3+oJBbLuChdeP2uQOYODgGRVHYuWE/fvXlqE16dvokOSxYpwDb/RxXBzaaFB5/ZwMlFceDaxVF4ZmPNrNup9krEdlQSmJ9vksCpqM1Twq+/5Gku+7AzdPTetFaREnErPOIu/Zqp9cJnzkdr7iWnkwdWPyqHdZv79qQYJpKy7pcwEhqNVGXXETCzQsA+PXIWoel1yUkfjnyR5facLYT6+dabZVhUQNYdXS9zdgZ8zGFL/f86PQ6V/W/2CwWOiHtmwxmwVWvb2RZ5mr+sfxf5FefXPXxYM9A+oYkEesf5VLQdLBnIL4upFDXNtdx9dd3s+xw5zLyBJ1DeGI6yc/rjzrd8q+us/ZKFJbX88Bra5k4OJpdmWWU6xrRqGXGDYzm4gmJxIT5WM2fNjyOz385iF5vcppDUFbVwOtf72LzvmK27DdXbW0bVNsaZPzq4p30iQ8kPsKX2vpmftmUy+ptedQ26AkN9OTwsSqX16ArCAv0xGAwUaZz3PVVkiA5NoDSqgaO5Onw99FiMJqICvFmZEYEU4aZM75+e2sxht9/xruhihsBvaRil08Ce7x7kVab3e5jVJEkytR+bPdzXNkXzBlV97y0ikX3TSLQ152DOZVsPXA8Tie9Jgujkwq/YM5C0gQHYajtWEXi+txcBr32MsW//EbZ2nUYGxvx6tWL8JnT8ctIB5OJguQkag/ZbuSn8vUh5tJLcPP1oWLTZkpX/0H1nj0Yap2noNoS26amk+/U2xb3iHD6P/+cVSPKolrHfWYUFIpre1bn5dPN2LhhfLRjMXqTfQGaFNSLwtoSZEm2u/4mRWF38QGqm2odPuQ9NR48OelvrDiyhl8y/6C0vgJPtQf9wvqyMW8bJkVxKUvKpJio0zewaMP7PDPtAeffaBcyP+NC3tryqdN5BpOB97Z9iUlROC950imwTCBETCcpLKvr9Jb/yq3HA8Wa9SZWbjnGmu35PHXzKKtCbb5eGq6e2Zf3f9gHKA7v1zq0ZX+xQ3GlkiV+XJvFxRMSuf+1tVTVHC8250oRPRdq83WI4op6l7pMK4q5Js99L/9hVeemsrqJAzmVBPi4s/3tjxl4bJOVfWrFyMDqw5SpffkzIIPBuoOW+BcjMr6jRpGdOA79OteC92rq9Xy98jALLsxg9fY8q2rGnsZGJBdWJ+Wf91F3JIvcnFzX40YUhYLvf0IbFETURRcSfamNvXeVirTHHubwf1+hYuMmqyHP+DhS/v43NIFmV3zwqJEEjxpJU3k5W278q9PtJZWnB4rJhNQmNsEz5uQ7jLdFMRjaddL20Xo7TY/1PsnslXMNT40Ht4+4jhf/fMfm2oZ4BrFw/J18tedHl7wndc31Tj0V7mp3LugzjQv6TLM6vqd4DK9v+pjSetc8vCbFRFZlLlkVOfQOjHN+QhcxPn44vx1ZS1ZlrkuC65Od3zCx1yg8zpIMujMZIWI6ibenmsqajvc9sYXRpKAoRv790SbeXzgNlUpm56FSXvt6JwVlx9+SZQkkWbKKU7GFo+ei0aSw+0gZe7PK0dU2dzgOs6vDRhXFXCTQGUP6hvL7FnOdmrap6yZFQW8w8sZ7v3PzMfOD+8SPXRmFYH01ByWZRb3mEt5YjpukEJKSwKN3TmYAEBoZzCtf7XDJ3l825vKX2enU1uutPBTVbl4oTmSeysuLwMGD8E7oTf4339ruSm2H5vJyDv7ffwgcNpSUf95n6VbdFjcvL/o++E8aCgup2rETxWDEOykRn5Rkm65zbVAQaU89xt4HH3F4b31FJSW/ryRsymTLMe/kJDxiY8zF9TqRiWWFJKGxkbI+Nm4Yu4sP2D8NifHxzruIC6wZGTOYgEl+LNm/jO2F5qaO3hovZiSO54K+03B30xLqHew0jsVNVhFwEoXa0sNSWDTrCfaVHKaotpTi2lKX6sxkVx47pSJGrVLz8MS7+M+6t9lV7KCKdwsGk5GNeduZ0GvkKbDu3EbExHSSiYNjOhzP4QiTYvYqbNpXzK7MUh55ez2F5XXt5jgTMK6g15vIK6ntVB8ld42KwX1Cu/R7d4UDOZWW+JcTURTI0GW2CAjbyCgM1B3EiEyhVxjVIbH89aqRVNU0sXlfET6earRq1/4cGpoMNOmNhAVax6fs9k1wupUUMHgQABp/f9Ief8Qc4+IqLYKpYvMW8r/51uFUj4gIImbOIHL2+fj2SbESMPV5eRz7cjFHP/iIohW/4t2rNyETnDSbkyQKfvjphEMSyXffiaxRHw8YtnOuUxSF8GlT2h0eFTuEaN8Im3ExsiTj5+7DVNEor1P0CUnkgXG388kl/+W9Oc/zzpznuCxjtiXVeEzsUFROsoIkZJcDhe0hSzLpYSlMSRhDv/C+Lp2jPg19hTzVHqhl19/7nfXEEnQNwhPTSWaMjOfHtdlU1TadVCfrtqhkiSN5VS31ZRxvH3UWWZYI8NVSrmvoUMPK1i2q2+cOYFS/SD75eT8//ZlNU7M5ddJNJaN2k2hsNnaL3bX1jrOeAvXVOPMTeRsb8dFITBrZmxkj4/h02QFWb8+z/PzsiaQT0ahVaNXmWj5tM6VKtIHs84qjb12OXTlVvmEjTeUVaIMC8UlJZsg7b1C65g/KN25Gt2Mnisnk3CWmKBT88BNRF8+x6Y2xh6m5mcMvv0LZH+tAlpEkCcVoJPud9/CMdbI1pCjUH81BMRqtCth5J/Sm/wvPceyLryhft95cjO+EDCiflBSi515M/tdLqD5wsL3XRpbxSU4ieEz7DCONSs0jE+/mpT/fYV/pYSQkJMnsgYv2jeC+0Te5FHQpsI/GTYPGRq0db60X1w6Yy7vbPrd7rt6k575lT/H2nOe6xJbkIHORP0fdvSUkjlblsWTpMhoNTcT6RzItcTyDItK7pbpxKybFxPaivS7PF60ETg1CxHQSH08Nz9w2hqc/2MTRwmrLA9BeR2pXUBSoa9RztLCTpdpdQALiwn05lFvldG7b2BNfLw0mk8KbS3bz6+ZcZo/pzZwJCXz12yE27imiuq4JD3c17hq3Lttm6whNssbpVg4qFZ/8axYGE/zjlT/Izq+2+nm58rOTZYnJQ2KQZYnwIC8un5bCZyuOFyRsUGkdplgrBgPFv/xqKaev8vAgfPo0wqdPoz43lyNvvE313n12zj6OobqapuISPKIinc5t5fDLr1C29k/zF6bjweKmpiZqD2c6L04nyzY9Lp7R0aT87R6Mt9+Ksa7eHNciSTRXVKJy16L2M1dP9ktPI/u9Dyj5baUlq0lSqQiZNIHef7keWW377drf3ZfHJt3L0co89pQcwKSYSAlOIDmod7c+tAQwPWk8n+z8xqG3RddUw9qczYyJc60YpCO0bhpmpUxh8d6f7M5RyTI/HfzNEptS2ahje+FeJvQayV+HXuUwm+1kMCmKy2nisiQ7rD0j6DqEiDkJIoK9ePlvE9iXXcG+7HIkSaJfYjBvLdnNwdyOV6s1KUq7DKWu5p/XDGV3puNutWCOv/nokWn8ubuQt77dTU293iJodmWWseNQKT6eamraeEgam7s2W6Utfl4asw12HrL7veMZUG07KwfAhETwqFHIKhUrNx/lSJ7ziqUnIssSHlo3Lpl0PB378mkpBPq688WvhyiraiCxPt/xHq3JRMXmLTZ7AnnGxpLx9JMceeMtipb/4jzOpAPP7/q8fLMHxu61nFfX9U5IcCgaVFotqjb9n05s3qhydyfx1r8Sd/WVZtGkKHgnJaH2de13Pj4gmviAzhVwFHSO0rpyl7aLfj68ssMiptnQTEFNMbIkE+UbbqmvcmnqeZTXV7Iy+09LdlTrv2rZDaNitAqubRUWq7LXkxAQx/Sk8R2yw1XcZBWRPmEU1BQ7nTsvffZJt0sQuIYQMSeJJEmk9Q6yKoL279tGc9cLqzhW4noKrSxL9E8Mpm98oPPJnaRvfCAjMyLYtNd5nQWTAg16E+/+sBej0Toev1XM1DjZ4nGVqBBPCsrqHT5DdXWOP0hzPcM55hFKVENpu+q8JiRQqYi7zJzRs3xDjsNntixBkJ8HFTWNVjFI8RG+/O2KQeZYmBYkSWLGyHimDY8jp6iawn9+h+LEkeastkrQqJEU/bzc4RxNYADuYWGOb9QGh9V+waWo7rqsLBoKi/CIOLnGfGofHwIGibfUnoCuoX1lbls06l33vjYbmvly70/8krmGBoP5xcdP68PsPlOYlTIFWZa5ZdjVTE8cz6rs9ZQ3VOKn9SHAw5+v9tqvSyMBPx78jWmJ47rNQzczaaLD7TWAS1LPY07f6d1yf0F7hIjpBuobzYGftvD2UFPboLds1bT+mxzjzz+uHoKXh5q4cB9yi2q6PBPovJYGimo32WqryB5rt+fRrDd2uR0nUlTeYG4OjWvZT21tl2UJN1ni9rkD+N8PKsYeWkFCfQGmlmRnFQrNGg/6L/wHnrHmWjJlVQ0On9kmBbQaFR89OoPtB0vQG4zER/iRGOPv0KZekX40pfWlfOMm+14UWca3j+OaNO7h4bh5ezusIxM55wKXmys2lZVT6EQUuYKiKBT9vIxeN1x30tcS9AyifF0TyuE+oU7nNOmN1DY0smjLm+wvzbTypuiaavhk5xKyK/O4c8T1SJJE78BYegfGWua8u/VzVJJst7GkAhTXlVLdVINfN8WjTEkYw86ifWwp2GVz/JahVzOx96huubfANkLEdANPvbeRksoGm2O1DXpS4gJI7x1EQVkdXu5qxg6MYkBSCLJsfnu48cJ0HnlrPZLSNSnNsiSREO3H6H7m+IlBfUL52UHlXkmCPnGBZOZ3fMulM7TWWXH2vcoSTBoSQ7PBxMGcStxUMiPSw5k5qhdhgZ4MSQ1jxYY+/LR6O8HFR/Bzl0kYnMbYy6ah0R4PXAzwdXcYtyNJEOjrjq+XhvEd7D8VMes8ytdvsD/BZCJ85gy7ww0FBez6x4MY6uwXoAuZNIHI2bNctinn0/+h6LvAa2YyUbpmLaZmPcbGRjyjowidPBFNQOfKwAvOfDw0HsT5R5PjpAniVf0vsjuWla/ji18Osn5PIXJQHppeh+1uha7L3Yyfuw/XDZzbbszVir+dqQzsKipZxd9G38RvWWtZemilZTtscGQGs1Om0ifEfgsGQfcgREwXU1hW67R788GcSh68diiBfh42xwckh/LojSN4bfFOu2LIVSQJRvWL4Pa5A1C7maM1hvYNIyLYi+KKepveGEWBSyYmsmZ7fpcXtzsZTArUNRp48LphNsd9PDVcMinJKmbFFlOGxvJ2/m6735eiYKkA3FH80tOIuXwexz77wrqTdct/977pL3jF269vkbnoNbOAseMqco+KJOnO2112lytGI2WrXSvLr/LyxFjnuOChvrKS4hW/mOvjKAo5n35G75tuJGKmcJ+frdwz8kbuXfaE3aDWeL9oImx4YgwmIz/s2Mgnv+zE2KxFUQJwC8112lts6aHfSQqKZ3SsdYxNamgSyzJXObX3aFWey6nanUElq5iWOJ5pieMxmIzIktRtwcQC54iV72JWbXOt8uuvm485HB/cJ4y3H5zKv28dzdROPlBnjIznvYXTuO+qIezLLueLXw+yZFUmRRX1PHHTSIL9zNUkW5+HrZ6gG2anMTw9gv7JIR1Kw+5uZFmy9Ew6GaYMiyUyxNvy/Vrdo8VrNaa/61k/JxI7/zJSH12If/9+yFotsrs7gUMHk/70E0Scf57d8+rz8qjet99hQG9jfgH1OTku22KorzenPTtDlgkYOAhcqZ5sNJptVBQwmch64y0qNm122SZBzyLUOxg/rf3g66O6PDbl7bA6tjp7Azd/908+O/wxqvhdaJI34z5gNZJHrUtlg97d+gUGo3Xs2NCo/k7TliXgKweZTV2Nm6wSAuY0IzwxXUyNkwDUVnS1zgPhZFkiPSGYbQdLUKmcV+o9kc37ipgwMJp7XlxNVZv7vffDXvolBvPC3ePZdqCY9bsLaWw2Eh/hy4yR8USFmOtujBsYxYc/7aPWQVaQq8iyhEoC/UkU6zOZFIann1xQKZibRT5z2xhe/Hwb29r0PpIkGJ4ezp2XDUDtdnJiKWDQwA4Hr9bn5Lo47xhe8fFWxxRFQbd7DzUHDiLJMn79++GTlIjKw7a370TU/v5EXXQBZWvXdshmACSJY18uJnDYyafYCs48NuXtoLLR/tayJEl8d2AFw6IHAGYB8+qmD9tPVLse/FvbXMfTf7zKwvF3WESCSlYxInqQQ2+MAhwsO0Jlg44ADz+X7yfouQgR08WkxAfyw9psp/OSY12PI/Dx1HSqoF65rpGH3liL0caL/a7MMh56bR2v/H0ik4bY9vS4a9x4/KaRPPzGn9Q16l0uYtfaT0iWzH1ZFAUGJIVgUhR2HHKe3m1rC0uWJcIDPRmRHuGaEU7w99Hy+IKRFJTVsj+7AkmC9N7BhAaevrRIuU16ssN5GuvCZPV5eRx4+lka8guO13H5+FMMkXHoZl1FkEYLzY4fID5JiXgnJhB37dXkfPix9VaYMxSF2sOZ6HU6S00YwdmB0aTwydo1KJKEJNv+AFAUhcPl2TQamnCT3fho59c257VmBCqKa0Wc9xQfYGvBboZG9bcc07ipUUkqjIpj72KDvkGImHMEIWK6mDH9InlRtc2h18RNJTGqn+sP4zH9o3j/R9crRbbFloBpJbe4htXb8pgw2H611sRof956cAq/bspl455CGpqNlFTU2xU1wf7uLLpvIkcLqjmUW4VKJTEwOYTYcF8efM35W76vp4ZGvQG9wYQkmUP0jCaFiCAvnrh5JG4qmaLyOg7kVKKSJNISggj07XyTtchgbyKDz4yKr35pqchaLaYm+4JD1mjw659h+bq5SsfuBx/GUNOSydRGeMgFufD+IjZ69mJY8wGHcQhRcy4AIPriOXj1iqfg2+/R7dkDCqj9/WiurHIqakzNJ1d+XnDmsWJjDkUVdaiCnM81KSZ2F++npsl+Vl1HMp8lJFZkrrESMeHeoU4FjJvsRoCHv+s3EvRohIjpYrYdLHG67XP97LQObVeEBHhw3qhe/LTOuYeno3yyfD9DUsPx9rDfi8THU8NFExK5aEIiYN4K++/n29m837ro09C+Ydw1fyDeHhrSE4JJTwi2Gm9oclwfBcBoMvHhI9P5fesxjuTpULvJDEsNZ3DfMKrrmnjs7fVsbbMFJEsS4wdFccsl/fHQ9uxfZ5WHB5EXzibvy8V250TMPt+q31LRz8vMAsaGwJBRCNJXs1nTB52bF36GOptCJmj0SHz69rF8HTBwAAEDBxy/x4pfOfLq645t9/JE7e/vcI6g5/HDmiMoih8E5zucF+4dgoebO1UNrlUbd8Ubo6C0Kyw3KnYwH2z/kmaj7Ww7WZIZGzdMdI8+h+jZn/pnGPWNep79eIvDjJ5haWFcMLbjaXgLLkzHTSXxw9psTCbFeYV4CZeCcovLG7jm0WVMGhrDDbPT8HR33ljNz1vLIzeOoLCsjn3Z5QCk9goiItjLMqehycCqrcfYcqAEg8FIUkwAft5ap/Vpgv098PbUtFuj+kY997+ylqIK6+wZk6KwelsexRX1PH3LaFQuBKaeycTOvwx9dQ3Fy5Yf3xoyu6MInTKZuCsvt5pfumqNQw+JCUipPcaHMeczrWQjfdr0dZK0WqJmn0/sFfMdZjuFjB1N9rvvmz1Etn7pZJnw6dPstg0Q9Ez0BqO5YKcciVvMIRSVwbbwUOD85MlIkkSgp79L1zY1eiC7NzgVMl5q6+1dT7UHNw25klc2foCEZFVrRpZk/N19mZcx2yUbBGcHQsR0ISu35lkaItrjaEE1iqJ0uKKkSiVz44UZXDIpiY17iqhv1NPYbOCLXw+3axYpyxJuKolmvWsxDXqjiV825nIkT8czt49xOQMoItjLSri0kl2g4+E3/0RX22wRdDsOlaLgvDDszJHxNo8v35BDYXmdzfNNCuzLrmDj3iJG9bPOKqpv1LNiYw4rNuZQWd1EoJ8704fHMXV4nEueG8VkomrHTsr+WIehrg73iHDCpk7BMzrK6bmdQVKpSLzlJiJnnUfJ7ytprqhEExhA6MTxlmJ9bTHUOa4KLQMexiYaVO58FzGeVTTy8hXJyGo3fJKTULk7f2NVeXiQfO/dHHjmOfPrc1vRJEl4xscRNm0KxqYmq7YDgp6NLJmbbSomN5ozB6JJ3oqCgiS11HVq8aYEKb2ZmjgWgFhf17L6ZDc9SR4DyGzcYXeOhMS4+OHtjo+LH463xosv9/xAVqU5GF4lqRgTN5TL+11IoNhKOqcQIqYLOZJXZQlqtUdJZQN1DXq8Pdt3jXWFAB93ZrR50PdPCuWjpfvYl13R5lgw189K48XPtpFd4Jp716QoZOZVsWJDDrPH9u6UbWD2wDz85npLlpalyaAT8SJLEvGRvky2k07+y6Ycp56nXzfnWomYyppG7n9lrZX4qWvQ8853e1i+IYenbx2Nn7f9h66htpZ9T/yLmoOHjge6yjIF335P9GWXOvVgnAyeMdHEX3u103nu4eHU1h6xqw6NSFRojqel6nDHMz0D9w5uvQUNH0q/Z/7FscXfULl5CygKbj4+uIeHUZ+by7a/3g6SRODwYcTMm4t3714dur7gzEOlkhmQFMLOzDJM1UE07RmNW1gOqsAikI2Y6n0wFsdy+czZlgyiP3JdS7UP9vXhoRlXc9+yo1Q06FBO8F23elUm9hpp8/xBkekMikynrK6Cen0DwZ6BeGpcy8QTnF0IEdOFuLm4leHqvFZMJoV1uwr4cW0WRwuq0ahVjOoXwQXjEkjrHcSzt4+lpLIeXW0Tgb7uBLUU0bv5on7c/2rHUmaXbTh6UiJm9bY8h+njrVlG5bpGS2sGlSwxflA0N83JwF1j+1eystpxdo1JMWdjteXlL3ZQVGHdk6n1P/NKa3nt6508cK3twnkAB/7vP1QfyjRvv7R6H1r+zftyMdqQEMKnTXFoV3cTPnM6mS+/andchcIO32TL194earSazqWP+6Qkk/rQ/Zj0ehqLitj76JPUHsk6vjaKQsWmzVRu3UraY4/gl57WqfsIzhwumZjE9paMQqXRC31OKvqcVMD8txzk687INi8OebrCdts8thgRMwgvjSePTbqX59a+wTFdgUUImRQTUT5h/H3sLU6bKAZ7dV+vOUHPQIiYLmRI3zCH5fxlydyEsSNvwSaTwoufbWPVtjxLnEt9k4FlG3L4ZVMuj/5lBP2TQwgN8CQ0wPoPPq13EDfPSefNb/e4fL+SSnPMid5gYv3uAnOGkSwxqE8o/RKDnXoeth4odhivYzIplFU18PHjMzh8rAqjSSEhys/iESnXNXD4WBWyLJEaH2jxWAX6uVPXoLf70ShLEiH+x9/Eisrr2LLffrdZk0lh/e5CyqoaCPZv/wZXm52NbsdOuxk9CpC3+GvCpkxCkk9fHE7I+HGUrlqDbveedouuAHt8epPrYe5/I7c0qzxZ75GsVpP72Zc0V1a2j8cxmVAUhUP/eYkhb7/hcn8nwZlJ/+QQbr20P69/vRMJCZNyPB4v0EfLk38dZakEDqB107hU5Xta4jgAwrxDeH76QvaXHmZfqbkLfd+QJFJDkrrNyyk4uxAipgsZ3DeMqBBvCsvrbAavmhSclsQ/keUbcyxVgNte0mRSUBSFf32wiQ8emWY3IHfW2AQykkL4dvUR1mzLo9ngOE7G11PD/uwK/vXBRnS1zahaqtp+syqT+AhfHvnLCEICPCjXNfD9mix+3ZxLXYOeQD93ZoyIp6nZ6DTuxWhS8HRX0z8pxHJMV9vEa1/vZP3uQsv5apXM5KExpCcE46F1c/jBaFIUq8rGzlo/gPmD+FBupU0Rs+37VUhI7TpityIBTcUlNBQUdlt8jCvIbm6kPvwguZ99QdHPyzE2mNtU1Knc2eSfyib/VJAkZNks8lozzE4GvU5n7g9lL6BYUWgur6By+w4Chww+6fsJTi8zR8YzKCWU5RuOkpWvQ6NWMSI9nNH9o9rFzw2N6s/yzNUOr5cc1NuqTYEkSaSGJpMamuzgLIHANkLEdCEqWeKJm0by0BvrKCqvt7yxyLKEoijceGE6Q1NdrzirKArfrT5i981GUcwxKPe/upYgPw/iI3yZNjyuXbBtXLgvd80byOA+oTz70Ra795MlGJYWzsNv/oneYN7qaRvfk1tcwwOvreXB64by8JvrqW3QW8RaaWUDnyzbj4+nxqEnRpYgIdrf6lh9o54HXl1Lfpl14K7eaGLZhhyWbcjBRocAC5IEGYnBDGmztioX3+JObD1gMil8+NM+SrbnYns33hrF0AWNFU8SWaMh/tqriZl/GQ15+azeWcCXO6qpqDPbJssSY/pHcuOF6fh6dS4Wqy0NBYUuFcKr2rFTiJizhLBAT645L9XpvPSwFBIC4siuOma319KV/ed0sXWCcxkhYrqY0EBPXvvHZNbvLmDDniKamg3EtYiL8KD2mTyOaGw2kl/qOPsEILugmuyCarbsL2bx74fx8lCjcZNJiPbn/NG9GNwnFEmSGJEeQWK0P1kFunaeIlmW8PPS0NRkRG802QzENZkUiivquffFNZhQ2gkVRYGa+maHvmSTAhecEHOzYmMOeaW1Dj049gKDVSqJKUNjufHCdIvXCCAtIQhZkhy2S1CpJPrGW++pf7r8AN+syiTRPQiVE6d4s6Tivo/3MX2cgZmjenVJX6eTQaXV4p3Qm/MTejPjQhNH8nXoDSaiQ70dBjB3+D4uZDQBFP28nLApkx02vBScXciSzAPjbuOZP14js+IoqjZxLm6yG7cNv5a+IR3zRgsEjhAiphtQu8mMGxjNuIHRJ3UdWw0KXaGuQU8d5sJ7W/YXM2tML26ak4GbSuaJm0fyn/9tY8v+YnO8R4vXJD7Cl39eM4S/v/yH0xYHRgfCoDXtUsIcg9HqyWmN55k2PI5xA623X5ZvcJx5ZI9ekb48efMomw/oQF93xg+KYvW2PJsCSJJgypBYq3Nr65tZsjITgCOeUdSoPPAyNtrcUjIhscs3ibwqPe/9sJd1Owt48q+j7AYmt1KXe4yj731A7WHzfbwTE4i//touf9CrVHKHWlt0BM+4WDQhwTSXljmcpxiN5Hz8KakPP9gtdgjOTHzdffjXlH+wr/Qwm/N20GzUE+MXybj44U4DdQWCjiJEzBmMVq2iT1wAh3IrO9VNulWM/Lg2m5TYACYMjsHHU8OjN44gr6SGnYdKMZoUUuICSI4NQJIkGpudV9V1hqLAzRelsy+7kk37ijAaTSRG+zN7bG/GDohqF7BXcUJWkatkF1RbBRWeyC2X9Kekop692RUWEdXqnclIDObGOelW8zftK0bf0qdBkWSWhE9gfsEKVIrJ4pVRWv5XqvFnTdAAy/d7KLeSz1cc5LpZ9jNyji3+htyPP7U6VrVjJzvuupeYK+YTO29uxxfhNCDJMrHz55G5yH5WFACKQuXWbeirq1H7Ou4+LDi7kCSJtNBk0kSci6CbESLmDOfiiUk8/cGmk7qGJMG3a45Y9UiKDvUhOtSn3dyoEG+OFlZ3yjPSlvgIP2aNca0ysb+PlnoXWhLYYvX2fLsF8jy0bvzrltFs3FvEr5tzKdc1EuLvwdRhsQxJDbfafgJzbE7beJ4CjxA+iJnFsMq9pNVmo1aM1Kg82eaXwlb/Pujl48HUJgV+Xn+UK2f0sdlSQrf/QDsB05Zj//sc39S++Gek251zJhE2ZRIlK1dRvcdJTy9FobmySogYgUDQLQgRc4YzMiOCa87ry0dL9zstpGcPRYEjeeb4CEeeC4AZI+J5/ZtdnTUXAE93tw5tZUwZFsvHP+/vlHA6mFNhV8SAeVtlVL/IdpV8bREZ7N3OhgqNH8vCRrEsbBSSYkKR7K9ffaOBksoGokLaN5TMef9Dp/c/+v6HDPjP/zmdd6YQNGKYcxEDorO1QCDoNnp2o5lzhLmTk1l030Smj4gj2K/zjc3M7QkcK4XWAnQnw5xxCWjaBLkqisKBnAre/m43L32+jS9+PUi5rsEyPnNUL0IDPDscAyRJoOrCGi39k0MI8nO328/FkYBpRW2nkGFtlvPmnfVHc5zOOZMIHjvmeH8nW8gy/gMHoPEXIkYgEHQPwhPTQ4iP8OWWS/qTW1RNWQdjSCRAo5a55P4fcVNJDEsN56KJifSJa1/tsqOdslvTv1u9RJOGxHDZ1BTLeEOTgWc+3My2gyWoZMkcWaIofLrsANfPSuOiCYl4e6h59vYxvPT5dna0VAd1BUWBgSkhzie6iEqWuGveQB57ZwMSilUckrOGmxIQGeJNSICd0ucupCQ7E5hnGhp/f6Ivvdh2121JQlLJxF11xak3TCAQnDMIEdPDOFpY0+FzFKCppRmkpG+mbOMmPvrzD2acP5SxF4y1BNoajCaKT+gSbX0hBX9DLSrFSJWbD0ZZRXSYNwHeWiJCvJk2PI6kGH+rwN3//G8rOw6VALTbCnvvh70tWUTRBPl58OTNo8gvreVgTiUqWaJJb2TRlztsmiJJEOznwYj0iA6vhyMGpoTy71tH8/HS/ezJKrfca3haOKWVDWQXVtvM3lKAy6bYrzKqDQ2hsbDI4b01QUEnbX9nKN+8ldxPPqWxoBAkCe+kROKvvxafROcxTbFXzEel1XLsq68xNR4X1x6RESTecRveLlxDIBAIOku3ihij0ch7773HqlWryMzMRFEUUlJSuOuuuxgyZIjV3ObmZl588UW+//576urqGDhwIA8//DC9e3e+j8/ZiEatggbXCqxZeQ8UheFVexldsQuN0hJE+96fbFn6BSl33Y5val9kSbIdd6Mo9KvJZGTFHgIMZhHVJKnZ7pfMn0o/moL8uPvywe28EMeKa9iwx/6DWwI+W3GQcQOPZyxFhXhbxZToapv4aOn+dp4Qfx8tj980ssN9qFwhtVcQ/75tDOW6Bqrrmgn0dcfPW4uutolH3lpPVr7OkuUkyxImk8IV01KYNMR280qAmPmXcfjFlx3eN/rSi7r6W3HKoRdfpnSVdYXV6j172fW3fxB//TVEzbnQ4fmSJBF96cVEzDqPqh07MdbX4x4RgU+fFFE2XiAQdDuS0o0+7Lq6OiZMmMBFF13EqFGjkGWZL7/8kt9//513332XkSOP10R95JFHWLp0Kffffz9hYWG88cYbHDt2jJ9++gkfn/ZZNM6YPHkyAL/99luXfT9nAm9/u5sf12U7rOUSGuCBh7sbpZUN1DeaBcuY8h2MqWwfsKtIErJKRcYz/8InKZF/f7iJDXuKrK4/tnw7oyt3o4BVLyETEoXaIL6ImU7vuGD+785xVtde/PthPl66z2l6+JsPTCYyuH0wbCs5hdX8vN5c8lyrUTEqI4Lxg6LbtVqormvm29WZLFt/lIYmA94eamaO6sXFExOd1m9xFaPRxOb9xazbWUB9o57IFg9UTJjz39F9Tz5N5ZatNsf8+mWQ9sSjp/TBX7TiV468+rrDOQNeeQmvmBiHcwQCgaAr6cjzu1s9Me7u7vz666/4tclOGD16NLNmzeLDDz+0iJiioiIWL17Mo48+yqWXXgpARkYGEydO5PPPP2fBggXdaWaPIiMhmB/+yLI5JksSPl4aXv7bRNw1Kub84wcAPA0NjKzcbfMcSVFQTCZyPv6E9Cce45KJSVbek+CmKka3nHvi41VGIbKpjP5VB9mMyiJYfDzVjOkfRVOz0fxQdhZM3Ow4mDguwpe/XtzP4ZySinrufGEldY3HU7Wrapv5bMVBflybxRv3T+mSkvsqlcyI9IhObWOlPvwg+Uu+I2/Jtxh01QC4+fgQeeFsoi+9+JR7Lo598aXTOUff/YC0xx4+BdYIBAJBx+lWEaNSqawETOuxlJQUcnNzLcfWrl2LyWRixowZlmP+/v6MHj2aNWvWCBHTQm5RNc9/avtNHszBu0/fMgovDzUmk2LZ8uhTm4PksBeACd3O3TRXVJIcG8D91wzlhU+30qQ3MqDmMEYkhyX4B+oOstk/lS9/O4xKJaGYFD74aR/9k0KcpoSr3WTCAk++iufCN/+0EjBtqanX889Fa3j9/iknfZ+TJeqiC4m66EIUo1m4nc4uz81l5U7n1Bw6fAosEQgEgs5xylOsDQYDO3futIp1ycrKIigoqJ3gSUhIICvLttfhXOSzFQfRG0125URjs9GS2izLEoP6hCLLEl7GBpR2fpT25H7xJc0VlYzMiODDR6dz80UZJHk2OxQwEuCvP97fyWg0Z/UoCuw4VIrGTbabsizLEpOGxNjtwO0qR/KrKCyrczgnr7SOvOKOB0V3F5JKddICpnzDJrbfeQ/r517O+vlXsveJp6jPL+giC1voYRlTAoHg3OKUi5h33nmH4uJirrvuOsux6upqm3Evvr6+6HS6U2jdmUtDk4E/dxc6jIWRZYmVW/MsX18yMRGTSaHGzdNm/58TKV7+C1v/ehu6PXvx8lAza0xvEhIjHNcCAfSSfYee3mhCJUvtasDIkkREkGudcZ2xdodrD+7Fv589XoX9zzzHgX8/S31OLqbmZkwNjVRt3c72W++g+LffXbqGmwtVdD3j7AcrCwQCwemmwyKmpqaGI0eOOP1fc3Nzu3PXrVvHokWLuPXWW0lP7xnl1c8Uauv1ThszSkBVzfE01/SEYO6aN5BDvr0wuvKjVhRMzc3se/Jp9NVmr0Xw6FEOa5wYkdjr08vBNeGiCYmMSAu3eGS83N24aEICz985rkviVAxG5zVYALIKzg5BnLfkOyrWb7Q7nvnyqzSVVzi9TuQFs5zOib/+mg7ZJhAIBKeSDsfELFu2jIULFzqdt3TpUhISjteI2Lt3L3fccQezZs3i9ttvt5rr6+tLbW3tiZegurq63RbTuYqPlxo3lYTB6LiDdLC/dZrzlGGxDEwJYf3rVQSsX+b8RoqCqamJ4l9/I/riOdTHpVDpFYxfXXk7b44JCaMks9nfvjdFkiW83NU8cN0wmvVGmvRGPN3V7foWnQzD08L5dvURp/OctVzoKeR/863TOUff/4CU++51OCf60oup3LaNmn0HbI5HzD4f35QUm2MCgUBwJtBhETN37lzmzu1Yt92cnBwWLFjAwIEDeeqpp9qN9+7dm7KyMnQ6nZVoycrKEnViWnDXuDF2QBSrt+fb9cgoKEwY1D4dNsjPg1n3L6Dw51hy//c5hupqxzdTFHS7duMxeTr3v74eY9hk5hSsJKaxBFNLiLAKhQY3d74Om0Clxv62hMmkEBniBZhr3LRtR9BVpPV2rUicK2nQZzqKojj/+QG6PfuczpEkiYynnyJ/yXcUfPc9+iqzp8o9IoK4q68kePRIJ1cQCASC00u3V+wtKSnhhhtuICIigpdffhm1un0Q55gxY5BlmRUrVlgEkk6nY+3atdx6663dbWKP4Yrpfdi0r5iGJoNNIXPppCT7Ze+BiJnTCZs6mQ3zr0LROy6Yp5hMfL8mi9oGPSZZy6fRMwhvLCOhPh+VYqJIG8Rhr2iS44OQj1XZtEcCfLw0DE0Nt3mPcl0DW/YX09RsJC7cl4zE4A73TwLzw3hkRgTrdxc6nDd+YHSHr32m4XJZJ8W1LTZJkoi+eA7RF8/pvFECgUBwmuhWEdPY2MiCBQuorKzkoYce4vDh44GVGo2G1FTzNkR4eDiXXnopzz33HLIsExYWxptvvomPjw/z58/vThN7FOFBXvzfHWN5dfFO9mYdT4/19lAzd3IyF01wXuJddnPDLz2Nqp277Me6SBK+qX1ZsTHHSpwUuQdT5B58/FqyRICPFi93NXWN1jE7Zi0icff8ge2q6uoNRt74Zje/bsrFpCiWarzhgZ7cd9VgUmz0dHLGdbNS2XagxGYDS0mC1PhA+id1XZ+l04Usy8ge7pgaHPfP8hIeTIFAcA7QrSKmrKyMAwfM++233HKL1VhUVBS//348i2LhwoV4eXnxwgsvUFdXx6BBg3j//fc7Va33bCYmzIdnbhtDfmktx4pr8NC4kdo7ELWb69s0kRfMomr7DrvjkkqFof9wajfbnwPmraKmZiP/uXscHy3dz7pdBRYh07dXEFfN6EN6QnC781783zbW7iqwZO+2/ltSWc+Dr//Ji3ePIzbceeaM1fcU7M3Tt47mmQ83U1rVgCxLLV27YUjfMP52xeBOeXnORMKnTqHg+x8dzul1w7WnyBqBQCA4fXRr24HTydnadqCryP3sC459/qU5fbrVI6OSkZBI+ed9vLzTyLaDJQ6vIcsSU4fFcvvcAQDUNugp1zXg46kh0Nfd5jlH8qq4+8XVNsdarzmmfyR/v2qI3TmOMJoUth8sIStfh9pNZkjfsLMiFqYtiqKw4+77qD961OZ49NxLRPdogUDQYzlj2g4IzlxiL5+HX3oaBT8upebAQSQ3FYHDhhJx/kwafILY9uUKp9cwmRSmDY+zfO3tocbbw3HhujXb8203mWxzzXU7C7h7vrFD3qVWVLLEkL5hDOkb5tL8Q7mVLF2XzcHcSjRqFSPSI5gxIo4AOyLsTECSJAa89DzHPv+Swp+WYqipBUnCIyqSuGuuImj4sNNtokAgEJwShIg5h/HLSMcvo329ntwc5zVGABKi/IiP8KG2vhlPd7VL2zXVde3rB52I0aRQ32jAz7t7S/J/8etBPvn5gJWoyi7Q8dWvh5g1tjczR8YTEezVrTZ0FkmSiL18HrGXzzvdpggEAsFpQ4gYQTtcLUBX29DMJff/BICbSmJEegS3XNLf4fmhAR5OK9lr1bJTj87JsnlfEZ/8bI7XausVUhRzleElqzJZsiqToalh3Hv5ILw9T74on0AgEAi6lrOj+pegS4kM9iYh2s9uz6NWiisaLP9tMCqs3VnADU+uoEzXYPecyUNjMbVRMbJiJLKhlNj6IjyM5owbPx+tC00STo4lq4/gSpzv1gMlPPzmeperAgsEAoHg1CFEjMAm13ayp1GT3sjDb/xpdzw00JOLJySCojCsci+3Zy/mmvyfuaJgBXdkf8XsojXUllTw07rszpruFEVR2HukHCddHABzjE5mXhUPvLaOH/7Ioq7BcX0dgUAgEJw6hIgR2GRgSigPXjcMv5atoVavjCvtAvJKaikut99VOsjPncllm5lUvhVPU5PluIxC39ocrs5bxvKV+10v7NYJFBd9PW4mA/11hxiy9lOk/z7B93+5h81fLEUxtq9HIxAIBIJTi4iJEdhlRHoEQ/qGsWV/MUXl9fh4qlm/q5CN+4qcnvvnnkIuGp9oc6xg72GG6mz365FR8DPUEp+9hYam6Xi6d31sjCRJ9IkL5GBOhUNvjIexkSvylxPcrEPBrPj99DU0/+9dtm1dx4AnH0Gl1Xa5fQKBQCBwDeGJOYtpbDawaV8Ra7bnkZXfuQ7ObiqZEekRzBmfwOShsWi1rmUMydj32IQd3YXJwbiMwoDqw6hU3ffrOWd8gtPtpNlFawlqrkbi+B9K678Nhw5y9IOPus0+gUAgEDhHeGLOQhRFYfHvh/nqt8M0NBksxxOi/Lhz3kB6R3W+M/iUobGs2Z7vdN7QVPt1WkLlRqfbOV7GRtRS920njcyI4JKJiXy9MtPS9qAtAc3V9G4osHu+pCgU//IbcVdegZv3mZmGLRAIBGc7whNzFvLhT/v4aOl+KwED5hoo/3zlD44V13T62gNTQvH3dpxuHB/hS2SIt93x0KgQFAeeGACTm4bH393Ejf/6hXteWs13a450aVCtJElcNyuNf90yimFp4ahU1vbENBQ7jZpR9HpqMzO7zCaBQCAQdAwhYs4yyqoa+GaV7QerSYFmg4n/Lbcdj+Iqz94xFo3a9q+Oj4eaxxaMcHh+6MRxyA4kggmJHZ7x7DhcRnFFPZnHqnj3+z3c8fxKiivqT8r2E+mXGMLC64fzvydmMnVYLG4tYkbq9iRvgUAgEJwsQsScZazcesyhj8NkUvhzVyH1jZ33akQGe/PhI9M5b2Q8nu5uyLKEt4eaSycl8tZDUwny83B4vm9qKv4DB5j7Np2AIkk0y25sDEizqiejKFBe3cjT72/qlqwlT3c1d84byEePzeC2S/tzzCPMia8IJLUb3onOO4cLBAKBoHsQMTFnGZU1TUiyBEYHng5Fobqu+aQyf7w9NdxyaX9uubR/h8+VJIk+D/yDzFdep+yPtWaF0hKYUqnx5dvQsejU7Zs2mkwKWQU6DhytpG+vwE7b7ggfTw0zRsZTU99M9tsbiW0oRmXLKyNLhE6ehJu3/W0zgUAgEHQvQsScZQT4aFGcpN3IkuRya4HuQqXVkvK3u4m/5koqt23H1Kyn2jeUZ77Lx1Gp4EBDNXmvLKJJqcPN24uoi+YQMLDjQsoZcycns9H7Lqpeeg6v+koAJMyeIklR8ElJodf113b5fQUCgUDgOkLEnGVMHBzDxz/vtzsuyxKjMiK6pf5KZ9CGhBA+fRoATQU6kOxkBCkKs4v/ILX2KBLQWkpPt3MX2vAwBrz4Am6ejrexOsrw4ckY33+Fol9XUvr7SvQ6HdrQEMKnTyV49Chk9ZmxhgKBQHCuIkTMWUawvwcXTzCnDp+ILIHGTeaK6X1Og2XOiQ71xttDTa2NLKRJZVtIqz1q87ymomJ23vcPBr+2qMttUrm7EzVrJlGzZnb5tQUCgUBwcojA3rOQa89P5Zrz+uKhtdaovaL8ePb2scSEtY83ORNQu6mYPbZ3u90kWTExWHfQ4bmN+QVUHzi5rCuBQCAQ9CyEJ+YsRJIk5k5OZvbY3uzOLKOhyUB0qM9JFbk7VVw2JZkj+To27S1Clsxp4XH1Bahw3kU6f8l3+D5wZnqZBAKBQND1CBFzFuOucWNoaninzlUUhT1Z5fy2OZcKXSMBvu5MHhpDRkIwkoPA25PFTSXz4HXD2LinkGUbjlJQWke8SoZC5+ca6+w3nRQIBALB2YcQMYJ26A0mnvt4Mxv2FKGSJYwmBVmW+H3LMYalhnH/tUNRu7nWQ6kzqGSJUf0iGdUvEoCG/FS23fqr0/M842K7zSaBQCAQnHmImBhBO97/cS8b95o7VRtb0rVNLf9u3l/MO9/tOaX2eERFoQkOcjovZv68U2CNQCAQCM4UhIgRWFFb38yyP4+2a4jYiqLAio05VNc1n1K7Uv55n8P6MZEXXYja58wMWBYIBAJB9yBEjMCKPVnl6I2Og2gNRoXdR8pOkUVmfJOT6fd/z6ANt47xkT3cib/+Gnpdd80ptUcgEAgEpx8REyOwwuBEwFjmGVyb15X4JCUy5M1XaSovpz4nF7W/P1694rs10FggEAgEZy5CxAisSIz2d21ejGvzugNtUBDaIOcxMgKBQCA4uxHbSQIrwoO8GJQSiizb9m7IskT/pGCiQs7sxodF5XWs2pbHH9vzqahuPN3mCAQCgaAbEJ4YQTvunDeAv7/8B+W6Btr2kpQliUAfLXfNG3T6jHNCVU0T//1iO1v2F1uOyZLEuIFR3HJJvzOmZ5RAIBAITh4hYgTtCPLz4KV7J/Dj2iyWb8hBV9uEn7eGqcPjmD2mN37e2tNtok3qG/Xc/+ofFJbXWx03KQprtudRXFHP07eOxk0lHJACgUBwNiBEjMAmvl4arpje54xtFmmLFRtzKSirs5keblJg/9EKNu4pYnT/yFNvnEAgEAi6HPFKKjhr+GVTjt36NmDu4v3r5pxTZ5BAIBAIuhUhYgRnDZXVTQ7HTQqU60SQr0AgEJwtiO0kQZdTcqyYTR99A3u2ozLqaQwMJ2b2TAbNHIMsd59uDvJzp6befiVhWZII9vfotvsLBAKB4NQiPDGCLmXvuh3svvNu/Db9in99Ob5N1QQVHqbprf/ywwP/h8nUfUXypg2Pw1HZO5OiMHVYXLfdXyAQCASnFiFiBF1GY30jBf95Ho1JjwwWQaHCHKgSfGATq9/7ptvuP3VYLDHhPjZr3EgSZCQGMywt3MaZAoFAIOiJCBEj6DI2fPEznoYGZGxH15qA+t+Wd9v93bVu/PvWMYxMj7DqFalSSUwbFscjfxmOyk4RP4FAIBD0PERMjKDLqNqzl0Aki+flRGTAv76CmgodPoF+3WKDr5eG+68dSrmugYM5lciyRN/4wDO2to1AIBAIOo8QMYIu40zycQT5eTCqnwjiFQgEgrMZsZ0k6DL809PsemHAvJ1U5RmId4DvqTNKIBAIBGctQsQIuowR82ZQ7+aOyY5PRga8Jk9Hks4kn41AIBAIeipCxAi6DK2nB9F/+zt6WW0lZFr/u6LPUMbdcPHpMk8gEAgEZxkiJkbQpfQdNYDgl19iy8ffYNq9DZVRT1NQBLGzz2PkjNHdWuxOIBAIBOcWQsQIupyQmDBmPnjL6TZDIBAIBGc54rVYIBAIBAJBj0SIGIFAIBAIBD0SIWIEAoFAIBD0SLpdxLzzzjvMmTOHIUOGMGDAAGbPns0nn3yColjXE1EUhbfeeosJEybQr18/5s2bx44dO7rbPIFAIBAIBD2Ubg/sramp4bzzziMpKQmtVsv69et56qmnqK2t5a9//atl3ttvv83LL7/MfffdR0pKCp9++ik33HAD3333HTExMd1tpkAgEAgEgh5Gt4uYe+65x+rrUaNGUVBQwJIlSywipqmpiTfffJMbbriB6667DoDBgwczY8YM3n33XR577LHuNlMgEAgEAkEP47TExAQEBKDX6y1fb9u2jdraWmbOnGk5ptFomDp1KmvWrDkdJgoEAoFAIDjDOWUixmAwUFtby6pVq/j222+55pprLGNZWVkA9O7d2+qchIQECgoKaGxsPFVmCgQCgUAg6CGckmJ3OTk5TJs2zfL1LbfcYtk2Aqiurkaj0aDVaq3O8/X1RVEUdDod7u7up8JUgUAgEAgEPYQOi5iamhpKSkqczouJiUGj0QAQERHB4sWLqa+vZ8uWLbz99tvIssydd97ZcYsFAoFAIBAI6ISIWbZsGQsXLnQ6b+nSpSQkJADm+JaMjAwAhg8fjre3N88++yyXX345ISEh+Pr60tzcTFNTk5U3prq6GkmS8PPz66iZlJSUYDQamTx5cofPFQgEAoFAcHooLCxEpVK5NLfDImbu3LnMnTu3w0a1JS0tDaPRSH5+PiEhIZZYmOzsbPr06WOZl5WVRWRkZKe2krRaLc3NzSdlp0AgEAgEglOLm5ubZSfH6dxutsUm27ZtQ5IkoqOjARg0aBDe3t78/PPPFhGj1+tZsWIF48aN69Q9tmzZ0mX2CgQCgUAgOPPoVhFTU1PDggULuOCCC4iLi8NgMLBx40Y++ugj5s2bR3BwMGD2mtx8880sWrSIwMBAkpOT+eyzz6iqquIvf/lLd5ooEAgEAoGgh9KtIkar1dKrVy8++OADiouLcXd3JzY2lscff5w5c+ZYzV2wYAGKovDee+9RUVFB3759effdd0W1XoFAIBAIBDaRlBObGAkEAoFAIBD0AEQXa4FAIBAIBD0SIWIEAoFAIBD0SISIEQgEAoFA0CMRIkYgEAgEAkGPRIgYgUAgEAgEPRIhYgQCgUAgEPRIhIgRCAQCgUDQIxEiRiAQCAQCQY9EiBiBQCAQCAQ9EiFiznL27NlD3759GThwYLux5uZmnn32WUaPHs2AAQO4/vrrycrKOg1Wnh6MRiNvv/02V155JcOHD2fYsGFcffXVNpuHnutrBXDkyBGuv/56BgwYwOjRo3nuuedEp3jg559/5pZbbmHcuHEMGDCACy+8kMWLF3NiMfSvvvqK6dOnk5GRwQUXXMDKlStPk8VnBnV1dYwbN46UlBR2795tNSbW6jhLlixhzpw5ZGRkMHz4cG688UYaGxst47///jsXXHABGRkZTJ8+na+//vo0WnvqESLmLEZRFJ588kkCAwNtjj/11FN89dVX3HPPPSxatIjm5mauu+46ampqTrGlp4fGxkbeeust0tLSePbZZ3n++efx8/PjmmuuYf369VZzz/W10ul0XHvttej1ehYtWsQ999zDl19+yTPPPHO6TTvtfPDBB3h4eHD//ffz+uuvM27cOB5++GFeffVVy5yffvqJhx9+mJkzZ/L2228zYMAAbr/9dnbs2HH6DD/NvPbaaxiNxnbHxVod5/XXX+fJJ5/kvPPO49133+WJJ54gOjrasm5btmzh9ttvZ8CAAbz99tvMnDmThx56iGXLlp1my08hiuCs5auvvlKmTp2qvPDCC8qAAQOsxgoLC5W+ffsqn3/+ueVYZWWlMmDAAOWtt9461aaeFgwGg1JVVdXu2IwZM5Sbb77ZckyslaK88cYbyoABA5TKykrLsc8//1zp27evUlRUdPoMOwMoLy9vd2zhwoXKoEGDFKPRqCiKokybNk259957rebMmzdPufHGG0+JjWcamZmZyoABA5TPPvtMSU5OVnbt2mUZE2tl5siRI0pqaqqyatUqu3NuuOEGZd68eVbH7r33XmXmzJndbd4Zg/DEnKVUV1fzwgsv8MADD6BWq9uNr127FpPJxIwZMyzH/P39GT16NGvWrDmVpp42VCoVfn5+7Y6lpKRQUlJiOSbWCtasWcPIkSPx9/e3HJs5cyYmk4l169adPsPOAGx5Ovv27UttbS319fUcO3aMo0ePMnPmTKs55513HuvXrz8nt+Seeuop5s+fT69evayOi7U6zjfffEN0dDTjx4+3Od7c3MzGjRutPpfAvFZHjhwhLy/vVJh52hEi5izlpZdeIi0tjYkTJ9ocz8rKIigoqN1DPCEh4ZyL9WiLwWBg586d9O7d23JMrJV5DdquCYCvry8hISHnzBp0hK1btxIWFoa3t7dlfU58YCckJKDX6zl27NjpMPG0sWzZMg4dOsRtt93Wbkys1XF27txJcnIyr732GiNHjiQ9PZ358+ezc+dOAHJzc9Hr9e3+LhMSEgDOmb9Lt9NtgKDr2b9/P4sXL2bJkiV251RXV+Pj49PuuK+vLzqdrjvNO6N55513KC4u5rrrrrMcE2tlXgNfX992x/38/M6ZNXCVLVu2sHTpUv75z38CWNbnxPVr/fpcWr+GhgaeeeYZ7rnnHry9vduNi7U6TmlpKXv27OHQoUM8+uijeHh48MYbb3DDDTewYsUKsVYtCBHTA6ipqbHa3rBHTEwMarWaxx9/nCuuuMKiyM8lOrJWGo3G6ti6detYtGgRt956K+np6d1louAspqioiHvuuYfhw4dzzTXXnG5zzjhef/11goKCuOSSS063KWc8iqJQX1/Pf//7X/r06QNA//79mTRpEp988gljxow5zRaeGQgR0wNYtmwZCxcudDpv6dKlHDhwgKysLF544QWqq6sBaGpqAsxv01qtFq1Wi6+vL7W1te2uUV1d3W7bpCfRkbVqK/L27t3LHXfcwaxZs7j99tut5p6ta9URfH19bWZi6XS6c2YNnFFdXc2CBQvw9/dn0aJFyLJ5t751fWpqaggJCbGa33b8bCc/P5/33nuPV1991fK7VF9fb/m3rq5OrFUbfH198ff3twgYMMfipaamkpmZyfnnnw/Q7u/yXFsrIWJ6AHPnzmXu3LkuzV26dCk6nY5Jkya1Gxs6dCgLFizgvvvuo3fv3pSVlbV7CNmKfehJdGStWsnJyWHBggUMHDiQp556qt342bpWHaF3797t9thramooLS09Z9bAEY2Njdx8883U1NTwxRdfWG0/tq7Pib8vWVlZqNVqYmJiTrm9p4O8vDz0ej033XRTu7FrrrmG/v3788ILLwBirQASExPJzc21OdbU1ERsbCxqtZqsrCzGjh1rGWv9Oz1X/i5FYO9ZxkUXXcRHH31k9b+LLroIrVbLRx99xLx58wAYM2YMsiyzYsUKy7k6nY61a9cybty402X+KaekpIQbbriBiIgIXn75ZZuZXGKtYNy4cfz555+Wtzwwe71kWWb06NGn0bLTj8Fg4O677yYrK4t33nmHsLAwq/GYmBji4+Pb1e5YunQpI0eObLetebbSt2/fdp9NDzzwAACPP/44jz76qFirNkycOJGqqir2799vOVZZWcnevXtJS0tDo9EwfPhwli9fbnVeq5c5Ojr6VJt8WhCemLOM6Ojodr+8mzZtQqVSMXz4cMux8PBwLr30Up577jlkWSYsLIw333wTHx8f5s+ff6rNPi00NjayYMECKisreeihhzh8+LBlTKPRkJqaCoi1Apg/fz4ff/wxt912GzfffDPFxcU899xzzJ8/v91D+1zj8ccfZ+XKldx///3U1tZaFWVLTU1Fo9Fwxx13cN999xEbG8vw4cNZunQpu3bt4pNPPjl9hp9ifH19rT6D2pKWlkZaWhqAWKsWpkyZQkZGBnfeeSf33HMPWq2Wt956C41GwxVXXAHALbfcwjXXXMNjjz3GzJkz2bhxIz/++CMvvvjiabb+1CEpygm1sQVnHYsWLeK9995j+/btVsebm5t58cUX+e6776irq2PQoEEsXLjwnAkIzsvLY/LkyTbHoqKi+P333y1fn+trBea2A08++STbt2/Hy8uLCy+8kHvuueeceju2xaRJk8jPz7c59ttvv1leKr766ivefvttCgoK6NWrF/fee6/dEgjnChs3buSaa65h8eLFZGRkWI6LtTJTUVHBv//9b1auXIler2fIkCE88MADJCYmWub89ttvvPTSS2RnZxMZGclNN93EpZdeehqtPrUIESMQCAQCgaBHImJiBAKBQCAQ9EiEiBEIBAKBQNAjESJGIBAIBAJBj0SIGIFAIBAIBD0SIWIEAoFAIBD0SISIEQgEAoFA0CMRIkYgEAgEAkGPRIgYgUAgEAgEPRIhYgQCgUAgEPRIhIgRCAQCgUDQIxEiRiAQCAQCQY/k/wENrOpfmeiRZgAAAABJRU5ErkJggg==",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -489,7 +491,7 @@
     }
    ],
    "source": [
-    "plot_tsne(embeddings, labels, perplexity=30.0, max_iter=1000)\n"
+    "plot_tsne(embeddings, labels, perplexity=50.0, max_iter=300) # start settings: perplexity=30.0, max_iter=1000\n"
    ]
   },
   {
@@ -516,7 +518,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -548,7 +550,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -657,7 +659,7 @@
        "4673                Neil Lennon stepped down on Thursday as Celtic manager . The Northern Irishman led the club to three Scottish Premiership titles throughout his four-year spell in charge . Falkenbergs FF manager Henrik Larsson has since been widely tipped to take charge at Celtic Park .  "
       ]
      },
-     "execution_count": 13,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -688,7 +690,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 141,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -711,7 +713,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 142,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -739,7 +741,14 @@
     "        embedding vectors corresponding to these sentences.\n",
     "    \"\"\"\n",
     "    doc = nlp(text)\n",
-    "    sentences = [sent.text for sent in doc.sents]\n",
+    "    sentences = []\n",
+    "    for sent in doc.sents:\n",
+    "        s = sent.text\n",
+    "        if s.strip() == '.':\n",
+    "            continue\n",
+    "        if s[-1].isalnum():\n",
+    "            s += '.'\n",
+    "        sentences += [s]\n",
     "    sentence_vectors = model.encode(sentences)\n",
     "    \n",
     "    return sentences, sentence_vectors\n"
@@ -756,7 +765,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 143,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -818,7 +827,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 144,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -882,7 +891,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 146,
    "metadata": {},
    "outputs": [
     {
@@ -933,7 +942,7 @@
        "0  The Premier League has announced that next season's competition will begin on August 8. The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify . The Premier League announced the news on Twitter on Wednesday .  "
       ]
      },
-     "execution_count": 76,
+     "execution_count": 146,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -984,7 +993,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 147,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -1021,7 +1030,6 @@
     "    Returns:\n",
     "        The F1-score of the ROUGE-2 metric between system output and reference.\n",
     "    \"\"\"\n",
-    "    # YOUR CODE HERE\n",
     "    \n",
     "    system_bigrams = get_bigrams(system)\n",
     "    reference_bigrams = get_bigrams(reference)\n",
@@ -1049,7 +1057,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 148,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -1101,7 +1109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 149,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -1119,9 +1127,15 @@
    "outputs": [],
    "source": [
     "extractive = []            # Summaries of all articles in `short_news_df`\n",
-    "extractive_rouge_2 = ...   # Average ROUGE-2 score\n",
-    "# YOUR CODE HERE\n",
-    "raise NotImplementedError()"
+    "rouge_2_total_score = 0\n",
+    "for i in range(short_news_df.shape[0]):\n",
+    "    news = short_news_df.iloc[i]\n",
+    "    sents, vecs = get_sentences_and_embeddings(news[\"article\"])\n",
+    "    summary = summarize(sents, vecs, n=2)\n",
+    "    extractive.append(summary)\n",
+    "    reference_summary = news[\"highlights\"]\n",
+    "    rouge_2_total_score += rouge_2(summary, reference_summary)\n",
+    "extractive_rouge_2 = rouge_2_total_score / len(extractive)   # Average ROUGE-2 score\n"
    ]
   },
   {
@@ -1133,7 +1147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 150,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -1150,9 +1164,14 @@
    },
    "outputs": [],
    "source": [
-    "baseline_rouge_2 = ...     # Average ROUGE-2 score of baseline\n",
-    "# YOUR CODE HERE\n",
-    "raise NotImplementedError()"
+    "rouge_2_total_score_baseline = 0\n",
+    "for i in range(short_news_df.shape[0]):\n",
+    "    news = short_news_df.iloc[i]\n",
+    "    sents, vecs = get_sentences_and_embeddings(news[\"article\"])\n",
+    "    first_two_sentences =\" \".join(sents[:2])\n",
+    "    rouge_2_total_score_baseline += rouge_2(first_two_sentences, news[\"highlights\"])\n",
+    "    \n",
+    "baseline_rouge_2 = rouge_2_total_score_baseline / short_news_df.shape[0]    # Average ROUGE-2 score of baseline\n"
    ]
   },
   {
@@ -1166,7 +1185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 151,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -1181,7 +1200,16 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ROUGE-2 (baseline)  : 0.1456\n",
+      "ROUGE-2 (extractive): 0.1891\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"ROUGE-2 (baseline)  : {baseline_rouge_2:.4f}\")\n",
     "print(f\"ROUGE-2 (extractive): {extractive_rouge_2:.4f}\")"
@@ -1203,9 +1231,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 152,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using model: Llama 3.2 3B Instruct\n",
+      "Stored at: /courses/TDDE16/models/Llama-3.2-3B-Instruct-Q4_K_M.gguf\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "from llama_cpp import Llama\n",
@@ -1237,9 +1274,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 153,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': 'cmpl-2c714150-5d04-4146-865f-7f18935d8248',\n",
+       " 'object': 'text_completion',\n",
+       " 'created': 1733744497,\n",
+       " 'model': '/courses/TDDE16/models/Llama-3.2-3B-Instruct-Q4_K_M.gguf',\n",
+       " 'choices': [{'text': \" Stockholm!\\nYes, that's correct. Stockholm is the capital and the largest city of Sweden. Located on the east coast of Sweden, it is situated on the shores of Lake Mälaren and the Baltic Sea. Stockholm is a popular tourist destination known for its stunning architecture, rich history, and vibrant cultural scene. From\",\n",
+       "   'index': 0,\n",
+       "   'logprobs': None,\n",
+       "   'finish_reason': 'length'}],\n",
+       " 'usage': {'prompt_tokens': 8, 'completion_tokens': 64, 'total_tokens': 72}}"
+      ]
+     },
+     "execution_count": 153,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "llm(\"What is the capital of Sweden?\", max_tokens=64)"
    ]
@@ -1284,9 +1340,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 154,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'id': 'chatcmpl-4246cf59-2a21-4e6d-b478-79e27d04a561',\n",
+       " 'object': 'chat.completion',\n",
+       " 'created': 1733744500,\n",
+       " 'model': '/courses/TDDE16/models/Llama-3.2-3B-Instruct-Q4_K_M.gguf',\n",
+       " 'choices': [{'index': 0,\n",
+       "   'message': {'role': 'assistant',\n",
+       "    'content': 'The capital of Sweden is Stockholm.'},\n",
+       "   'logprobs': None,\n",
+       "   'finish_reason': 'stop'}],\n",
+       " 'usage': {'prompt_tokens': 42, 'completion_tokens': 7, 'total_tokens': 49}}"
+      ]
+     },
+     "execution_count": 154,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "llm.create_chat_completion(\n",
     "\tmessages=[\n",
@@ -1323,7 +1399,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 155,
    "metadata": {
     "deletable": false,
     "editable": true,
@@ -1354,8 +1430,21 @@
     "    Returns:\n",
     "        A text string containing the LLM’s response.\n",
     "    \"\"\"\n",
-    "    # YOUR CODE HERE\n",
-    "    raise NotImplementedError()"
+    "    answer = llm.create_chat_completion(\n",
+    "    \tmessages=[\n",
+    "            {\n",
+    "                \"role\": \"system\",\n",
+    "                \"content\": \"Answer the user query as accurately as possible in one word. Don't end the answer with a period.\"\n",
+    "            },\n",
+    "    \t\t{\n",
+    "    \t\t\t\"role\": \"user\",\n",
+    "    \t\t\t\"content\": f'What is the capital of {country}?'\n",
+    "    \t\t},\n",
+    "    \t],\n",
+    "        max_tokens=64\n",
+    "    )\n",
+    "    return answer['choices'][0]['message']['content']  \n",
+    "    "
    ]
   },
   {
@@ -1369,7 +1458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 156,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -1384,7 +1473,18 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Stockholm'"
+      ]
+     },
+     "execution_count": 156,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "get_capital_of(\"Sweden\")"
    ]
@@ -1398,9 +1498,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 157,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Reykjavik'"
+      ]
+     },
+     "execution_count": 157,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Example — try out your own inputs!\n",
     "get_capital_of(\"Iceland\")"
@@ -1429,7 +1540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 158,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -1456,8 +1567,20 @@
     "    Returns:\n",
     "        A text string containing the abstractive summary produced by the LLM.\n",
     "    \"\"\"\n",
-    "    # YOUR CODE HERE\n",
-    "    raise NotImplementedError()"
+    "    answer = llm.create_chat_completion(\n",
+    "    \tmessages=[\n",
+    "            {\n",
+    "                \"role\": \"system\",\n",
+    "                \"content\": f\"You are a state-of-the-art text summarizer, used by all the best news agencies in the world, specialising in summarizing articles. Summarize the input text in {n} short sentences. Don't mention the instruction.\"\n",
+    "            },\n",
+    "    \t\t{\n",
+    "    \t\t\t\"role\": \"user\",\n",
+    "    \t\t\t\"content\": text\n",
+    "    \t\t},\n",
+    "    \t],\n",
+    "        max_tokens=128\n",
+    "    )\n",
+    "    return answer['choices'][0]['message']['content']\n"
    ]
   },
   {
@@ -1471,9 +1594,62 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 159,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>article</th>\n",
+       "      <th>highlights</th>\n",
+       "      <th>summary</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>The Premier League has announced that next season's competition will begin on August 8. The Barclays Premier League season will be followed by the European Championship, and the Premier League's move could allow England manager Roy Hodgson additional time to prepare his side, should they qualify for the tournament. In a short Twitter posting, the Premier League stated: 'The 2015/16 BPL season will kick off on Saturday 8 August'. Next season's Premier League campaign will start on August 8 . The Premier League announced the news on Twitter on Wednesday . The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify . The season will finish early in the calendar due to the scheduling of the Euros and Champions League final. The FA Cup third round will be the first fixture to be played next year due to how the 2016 calendar falls resulting in less congestion during the holiday period. The date for the final day of the season has yet to be announced. It will not be the earliest start to a Premier League campaign, with that remaining the August 7 opening day of the 1999-2000 season.</td>\n",
+       "      <td>The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .</td>\n",
+       "      <td>The Premier League has announced that next season's competition will begin on August 8, 2016. This early start could give England's national team manager, Roy Hodgson, additional time to prepare for the European Championship if they qualify. The season will finish early due to the scheduling of the Euros and Champions League final, starting with the FA Cup third round.</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      article  \\\n",
+       "0  The Premier League has announced that next season's competition will begin on August 8. The Barclays Premier League season will be followed by the European Championship, and the Premier League's move could allow England manager Roy Hodgson additional time to prepare his side, should they qualify for the tournament. In a short Twitter posting, the Premier League stated: 'The 2015/16 BPL season will kick off on Saturday 8 August'. Next season's Premier League campaign will start on August 8 . The Premier League announced the news on Twitter on Wednesday . The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify . The season will finish early in the calendar due to the scheduling of the Euros and Champions League final. The FA Cup third round will be the first fixture to be played next year due to how the 2016 calendar falls resulting in less congestion during the holiday period. The date for the final day of the season has yet to be announced. It will not be the earliest start to a Premier League campaign, with that remaining the August 7 opening day of the 1999-2000 season.   \n",
+       "\n",
+       "                                                                                                                                                                                          highlights  \\\n",
+       "0  The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                               summary  \n",
+       "0  The Premier League has announced that next season's competition will begin on August 8, 2016. This early start could give England's national team manager, Roy Hodgson, additional time to prepare for the European Championship if they qualify. The season will finish early due to the scheduling of the Euros and Champions League final, starting with the FA Cup third round.  "
+      ]
+     },
+     "execution_count": 159,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "news = short_news_df.iloc[4]\n",
     "summary = llm_summarize(news[\"article\"], n=3)\n",
@@ -1504,7 +1680,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 160,
    "metadata": {
     "deletable": false,
     "nbgrader": {
@@ -1519,14 +1695,29 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 14min 41s, sys: 238 ms, total: 14min 41s\n",
+      "Wall time: 44.7 s\n"
+     ]
+    }
+   ],
    "source": [
     "%%time\n",
     "\n",
+    "rouge_2_total_score = 0\n",
     "abstractive = []             # Summaries of all articles in `short_news_df`\n",
-    "abstractive_rouge_2 = ...    # Average ROUGE-2 score\n",
-    "# YOUR CODE HERE\n",
-    "raise NotImplementedError()"
+    "for i in range(short_news_df.shape[0]):\n",
+    "    news = short_news_df.iloc[i]\n",
+    "    summary = llm_summarize(news[\"article\"], n=2)\n",
+    "    abstractive.append(summary)\n",
+    "    reference_summary = news[\"highlights\"]\n",
+    "    rouge_2_total_score += rouge_2(summary, reference_summary)\n",
+    "abstractive_rouge_2 = rouge_2_total_score / len(abstractive)   # Average ROUGE-2 score\n",
+    "\n"
    ]
   },
   {
@@ -1540,7 +1731,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 161,
    "metadata": {
     "deletable": false,
     "editable": false,
@@ -1555,7 +1746,17 @@
      "task": false
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ROUGE-2 (baseline)   : 0.1456\n",
+      "ROUGE-2 (extractive) : 0.1891\n",
+      "ROUGE-2 (abstractive): 0.1332\n"
+     ]
+    }
+   ],
    "source": [
     "print(f\"ROUGE-2 (baseline)   : {baseline_rouge_2:.4f}\")\n",
     "print(f\"ROUGE-2 (extractive) : {extractive_rouge_2:.4f}\")\n",
@@ -1564,9 +1765,143 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 162,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>highlights</th>\n",
+       "      <th>extractive</th>\n",
+       "      <th>abstractive</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Former French President Nicolas Sarkozy is called in for questioning, prosecutor says . Investigators have been looking into Sarkozy's campaign financing . They want to establish if he obtained secret information about cases concerning him .</td>\n",
+       "      <td>Former French President Nicolas Sarkozy was called in for questioning Tuesday as part of a corruption investigation in connection with an inquiry into alleged abuse of power. Their police custody was extended by another 24 hours Tuesday.</td>\n",
+       "      <td>Former French President Nicolas Sarkozy was questioned by police as part of a corruption investigation into alleged abuse of power, focusing on his campaign financing and potential exchange of confidential information for a prestigious post. This unprecedented situation marks the first time a former French president has faced such questioning, amid speculation about a potential comeback in politics.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>The king was admitted to a hospital in Bangkok . He has reigned over more than 20 prime ministers .</td>\n",
+       "      <td>The king, who was admitted to a hospital in Bangkok on Friday evening, appeared to be improving. The 86-year-old is a member of the Chakri dynasty, which has occupied the Thai throne since the 18th century.</td>\n",
+       "      <td>Thailand's King Bhumibol Adulyadej has been hospitalized with a high fever and irregular blood pressure, but appears to be improving after being administered antibiotics. The 86-year-old monarch, who has reigned for over 76 years, is a deeply revered figure in Thai society.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>A cruise line employee has not been seen since Tuesday . Disney Wonder left Los Angeles on Sunday . Mexican navy and Bahamas Maritime Authority are involved in search .</td>\n",
+       "      <td>The U.S. Coast Guard, the Mexican navy and the Bahamas Maritime Authority have participated in the search and investigation, Donnan said. The unidentified worker on board the Disney Wonder failed to appear for a Tuesday shift, Disney spokeswoman Christi Erwin Donnan said.</td>\n",
+       "      <td>A Disney Cruise Line employee has gone missing during a seven-day cruise off Mexico's Pacific coast, prompting a search and investigation by various authorities. The vessel, Disney Wonder, has docked in Puerto Vallarta, Mexico, and a thorough inspection of the ship has been conducted, with the company expressing concern for the missing employee.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>340</th>\n",
+       "      <td>Iain Hesford made over 200 league appearances for Blackpool . He also played for Hull and Sunderland among other clubs . The former goalkeeper has passed away at the age of 54 .</td>\n",
+       "      <td>Blackpool have announced that their former goalkeeper Iain Hesford has passed away at the age of 54. Our thoughts are with Iain’s family at this sad time.'</td>\n",
+       "      <td>Blackpool's former goalkeeper Iain Hesford has passed away at the age of 54, ending a career that spanned three decades with multiple stints at the club. Hesford made over 200 league appearances during his time at Bloomfield Road, leaving behind a legacy that has been remembered by the clubs he represented.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>730</th>\n",
+       "      <td>The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .</td>\n",
+       "      <td>The Premier League has announced that next season's competition will begin on August 8. The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify .</td>\n",
+       "      <td>The Premier League has announced that next season's competition will begin on August 8, potentially allowing England manager Roy Hodgson more time to prepare for the European Championship. The early start to the season is due to the scheduling of the Euros and Champions League final, reducing congestion during the holiday period.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1940</th>\n",
+       "      <td>The coffee triggered emergency codes, including one for a hijacking . The flight was en route from Chicago to Frankfurt, Germany . The passengers caught a flight to Germany a day later .</td>\n",
+       "      <td>A United Airlines flight from Chicago to Frankfurt, Germany, was diverted to Toronto this week after the pilot dumped a cup of coffee on the plane's communication's equipment. \"With the help of their company dispatch staff, the flight crew was confirmed the problem to be a NAV(navigation)/communication issue and not a valid code 7500 (for a hijacking or unlawful interference),\" Transport Canada said on its website.</td>\n",
+       "      <td>A United Airlines flight from Chicago to Frankfurt was diverted to Toronto after a pilot dumped coffee on the plane's communication equipment, triggering an emergency code for hijacking. The flight ultimately landed safely in Toronto and its passengers were returned to Chicago, with the incident still under investigation by the airline.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1983</th>\n",
+       "      <td>Defense Secretary Panetta is expected to extend more benefits to same-sex spouses . Benefits, including housing, would not violate marriage act, gay rights groups say . Nominee Chuck Hagel has said he supports the extension of such benefits .</td>\n",
+       "      <td>Among the benefits gay rights groups say can be legally extended are housing on military bases, military ID cards to access on-base activities and programs, access to commissaries and the consideration of a same-sex spouse and family in duty assignments. Secretary of Defense Leon Panetta is expected to announce this week that same-sex spouses of service members will be granted some benefits that they had been denied until now, according to an Obama administration official.</td>\n",
+       "      <td>Secretary of Defense Leon Panetta is set to announce this week that same-sex spouses of service members will receive some benefits, which have been denied until now. The announcement comes after the Pentagon has been reviewing what benefits can be extended without violating the Defense of Marriage Act, and has received backing from Panetta's likely replacement, former Sen. Chuck Hagel.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2404</th>\n",
+       "      <td>Black boxes found as Iran media outlets differ on death toll . The plane crashed shortly after leaving the runway . The crash also injured people on the ground, including employees at a glass factory . Some of those hurt suffered severe burns .</td>\n",
+       "      <td>Though the Islamic Republic News Agency and Tehran Times initially said that all crew and passengers were killed, Press TV reported 37 people died in the crash, two more died at a Tehran hospital and nine others were in critical condition with serious burns. The Antonov-140 propeller plane went down shortly after leaving the runway at Mehrabad International Airport after an engine failed, the FARS semiofficial news agency reported.</td>\n",
+       "      <td>A passenger plane, operated by Sepahan Airlines, crashed in Tehran's Mehrabad International Airport, killing at least 40 people on board and injuring some on the ground. The Antonov-140 plane went down after an engine failed shortly after taking off, with 37 confirmed dead and nine others in critical condition.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2826</th>\n",
+       "      <td>Evo Morales initiated his hunger strike Thursday in the Government Palace . Opposition-controlled Senate yet to pass law setting December date for vote . General election expected to give him another five-year term . Morales is the South American nation's first indigenous president .</td>\n",
+       "      <td>Evo Morales on hunger strike at the presidential palace in Bolivia's capital, La Paz. The president wants the opposition-led Senate to set a date for general elections that are expected to give him another five-year term.</td>\n",
+       "      <td>Bolivian President Evo Morales has extended his hunger strike until Monday, vowing to pressure Congress to set a date for general elections that would secure his re-election. Morales' health appeared stable during his address, as he urges opposition leaders to pass the election law to secure another five-year term.</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4673</th>\n",
+       "      <td>Neil Lennon stepped down on Thursday as Celtic manager . The Northern Irishman led the club to three Scottish Premiership titles throughout his four-year spell in charge . Falkenbergs FF manager Henrik Larsson has since been widely tipped to take charge at Celtic Park .</td>\n",
+       "      <td>On his way: Neil Lennon quit Celtic this week . He said: 'You will need to ask Henrik that but if he does I am sure he will be a huge success.</td>\n",
+       "      <td>Neil Lennon has stepped down as Celtic manager, paving the way for his former team-mate Henrik Larsson to potentially take the role. Larsson, now manager of Falkenbergs, has been mentioned as a potential successor to Lennon, who cited his intelligence and knowledge of the game as reasons why Larsson would be successful.</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                                                                                                                                                                                                                                        highlights  \\\n",
+       "6                                                Former French President Nicolas Sarkozy is called in for questioning, prosecutor says . Investigators have been looking into Sarkozy's campaign financing . They want to establish if he obtained secret information about cases concerning him .   \n",
+       "53                                                                                                                                                                                             The king was admitted to a hospital in Bangkok . He has reigned over more than 20 prime ministers .   \n",
+       "56                                                                                                                        A cruise line employee has not been seen since Tuesday . Disney Wonder left Los Angeles on Sunday . Mexican navy and Bahamas Maritime Authority are involved in search .   \n",
+       "340                                                                                                              Iain Hesford made over 200 league appearances for Blackpool . He also played for Hull and Sunderland among other clubs . The former goalkeeper has passed away at the age of 54 .   \n",
+       "730                                                                                              The earliest the Premier League season has ever begun is August 7 . The next Premier League campaign will kick off on August 8 . The move could give England more time to prepare for Euro 2016 .   \n",
+       "1940                                                                                                    The coffee triggered emergency codes, including one for a hijacking . The flight was en route from Chicago to Frankfurt, Germany . The passengers caught a flight to Germany a day later .   \n",
+       "1983                                            Defense Secretary Panetta is expected to extend more benefits to same-sex spouses . Benefits, including housing, would not violate marriage act, gay rights groups say . Nominee Chuck Hagel has said he supports the extension of such benefits .   \n",
+       "2404                                          Black boxes found as Iran media outlets differ on death toll . The plane crashed shortly after leaving the runway . The crash also injured people on the ground, including employees at a glass factory . Some of those hurt suffered severe burns .   \n",
+       "2826  Evo Morales initiated his hunger strike Thursday in the Government Palace . Opposition-controlled Senate yet to pass law setting December date for vote . General election expected to give him another five-year term . Morales is the South American nation's first indigenous president .   \n",
+       "4673                Neil Lennon stepped down on Thursday as Celtic manager . The Northern Irishman led the club to three Scottish Premiership titles throughout his four-year spell in charge . Falkenbergs FF manager Henrik Larsson has since been widely tipped to take charge at Celtic Park .   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         extractive  \\\n",
+       "6                                                                                                                                                                                                                                                     Former French President Nicolas Sarkozy was called in for questioning Tuesday as part of a corruption investigation in connection with an inquiry into alleged abuse of power. Their police custody was extended by another 24 hours Tuesday.   \n",
+       "53                                                                                                                                                                                                                                                                                   The king, who was admitted to a hospital in Bangkok on Friday evening, appeared to be improving. The 86-year-old is a member of the Chakri dynasty, which has occupied the Thai throne since the 18th century.   \n",
+       "56                                                                                                                                                                                                                 The U.S. Coast Guard, the Mexican navy and the Bahamas Maritime Authority have participated in the search and investigation, Donnan said. The unidentified worker on board the Disney Wonder failed to appear for a Tuesday shift, Disney spokeswoman Christi Erwin Donnan said.   \n",
+       "340                                                                                                                                                                                                                                                                                                                                     Blackpool have announced that their former goalkeeper Iain Hesford has passed away at the age of 54. Our thoughts are with Iain’s family at this sad time.'   \n",
+       "730                                                                                                                                                                                                                                                                                                     The Premier League has announced that next season's competition will begin on August 8. The move could allow Roy Hodgson more time to prepare his squad for Euro 2016, if England qualify .   \n",
+       "1940                                                             A United Airlines flight from Chicago to Frankfurt, Germany, was diverted to Toronto this week after the pilot dumped a cup of coffee on the plane's communication's equipment. \"With the help of their company dispatch staff, the flight crew was confirmed the problem to be a NAV(navigation)/communication issue and not a valid code 7500 (for a hijacking or unlawful interference),\" Transport Canada said on its website.   \n",
+       "1983  Among the benefits gay rights groups say can be legally extended are housing on military bases, military ID cards to access on-base activities and programs, access to commissaries and the consideration of a same-sex spouse and family in duty assignments. Secretary of Defense Leon Panetta is expected to announce this week that same-sex spouses of service members will be granted some benefits that they had been denied until now, according to an Obama administration official.   \n",
+       "2404                                            Though the Islamic Republic News Agency and Tehran Times initially said that all crew and passengers were killed, Press TV reported 37 people died in the crash, two more died at a Tehran hospital and nine others were in critical condition with serious burns. The Antonov-140 propeller plane went down shortly after leaving the runway at Mehrabad International Airport after an engine failed, the FARS semiofficial news agency reported.   \n",
+       "2826                                                                                                                                                                                                                                                                  Evo Morales on hunger strike at the presidential palace in Bolivia's capital, La Paz. The president wants the opposition-led Senate to set a date for general elections that are expected to give him another five-year term.   \n",
+       "4673                                                                                                                                                                                                                                                                                                                                                 On his way: Neil Lennon quit Celtic this week . He said: 'You will need to ask Henrik that but if he does I am sure he will be a huge success.   \n",
+       "\n",
+       "                                                                                                                                                                                                                                                                                                                                                                                                             abstractive  \n",
+       "6     Former French President Nicolas Sarkozy was questioned by police as part of a corruption investigation into alleged abuse of power, focusing on his campaign financing and potential exchange of confidential information for a prestigious post. This unprecedented situation marks the first time a former French president has faced such questioning, amid speculation about a potential comeback in politics.  \n",
+       "53                                                                                                                                    Thailand's King Bhumibol Adulyadej has been hospitalized with a high fever and irregular blood pressure, but appears to be improving after being administered antibiotics. The 86-year-old monarch, who has reigned for over 76 years, is a deeply revered figure in Thai society.  \n",
+       "56                                                           A Disney Cruise Line employee has gone missing during a seven-day cruise off Mexico's Pacific coast, prompting a search and investigation by various authorities. The vessel, Disney Wonder, has docked in Puerto Vallarta, Mexico, and a thorough inspection of the ship has been conducted, with the company expressing concern for the missing employee.  \n",
+       "340                                                                                                 Blackpool's former goalkeeper Iain Hesford has passed away at the age of 54, ending a career that spanned three decades with multiple stints at the club. Hesford made over 200 league appearances during his time at Bloomfield Road, leaving behind a legacy that has been remembered by the clubs he represented.  \n",
+       "730                                                                          The Premier League has announced that next season's competition will begin on August 8, potentially allowing England manager Roy Hodgson more time to prepare for the European Championship. The early start to the season is due to the scheduling of the Euros and Champions League final, reducing congestion during the holiday period.  \n",
+       "1940                                                                  A United Airlines flight from Chicago to Frankfurt was diverted to Toronto after a pilot dumped coffee on the plane's communication equipment, triggering an emergency code for hijacking. The flight ultimately landed safely in Toronto and its passengers were returned to Chicago, with the incident still under investigation by the airline.  \n",
+       "1983                Secretary of Defense Leon Panetta is set to announce this week that same-sex spouses of service members will receive some benefits, which have been denied until now. The announcement comes after the Pentagon has been reviewing what benefits can be extended without violating the Defense of Marriage Act, and has received backing from Panetta's likely replacement, former Sen. Chuck Hagel.  \n",
+       "2404                                                                                            A passenger plane, operated by Sepahan Airlines, crashed in Tehran's Mehrabad International Airport, killing at least 40 people on board and injuring some on the ground. The Antonov-140 plane went down after an engine failed shortly after taking off, with 37 confirmed dead and nine others in critical condition.  \n",
+       "2826                                                                                        Bolivian President Evo Morales has extended his hunger strike until Monday, vowing to pressure Congress to set a date for general elections that would secure his re-election. Morales' health appeared stable during his address, as he urges opposition leaders to pass the election law to secure another five-year term.  \n",
+       "4673                                                                                   Neil Lennon has stepped down as Celtic manager, paving the way for his former team-mate Henrik Larsson to potentially take the role. Larsson, now manager of Falkenbergs, has been mentioned as a potential successor to Lennon, who cited his intelligence and knowledge of the game as reasons why Larsson would be successful.  "
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "pd.set_option('display.max_colwidth', None)\n",
     "pd.DataFrame({\n",