diff --git a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb index 88d3290..7bf7cca 100644 --- a/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb +++ b/models/v3/.ipynb_checkpoints/Aragon_Conviction_Voting_Model-checkpoint.ipynb @@ -534,7 +534,7 @@ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", @@ -609,8 +609,8 @@ "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 1297.0942803905527,\n", - " 'sentiment': 0.5338048276625109}" + " 'holdings': 1043.924967107407,\n", + " 'sentiment': 0.928361782276983}" ] }, "execution_count": 8, @@ -640,7 +640,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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zsyN7e3saOXIk7d69mzIzM1Vk5AdmwgSSqatXqypHKKT2J07Q7t27KSUlhezs7MjLy4sSExNVbCSDwfiYYML3MaMCVx5kMpp59y61atWKfH19KTMzkxYtWkSmpqbk6upK06ZNo1OnTlFBQUHN7f0AHM7IoHF8PskEAuUqlgT4OzmRn58f3b17l9avX083btyg+vXrU7t27ej27dvvxmgGg/FhAePjJjAQ4HCA4uAEpV4yDgdbiEBE4PF4oH//v3z5cmRkZODw4cMYN24cmjVrBm1tbfj6+mLBggW4dOkSZDLZh+55pRw6dAgSiQSnTp0Cfv4Z0NSs/FpxOMXlfv653DZlMhlWrlwJAwMD8Pl8+Pn54fbt2++5ZwwG413ChO9j5/z54ht1NYQPmprYEBEBPp+vEL169erBw8MDxsbGmDhxIpKTkwEA6enp2Lx5MwYNGgQbGxtIpVL06tULy5cvR0pKyoe9BuVQSvT+Jff0afxpZAS5QAAIhaWvhVAIuUCAnXw+4n77rdL2CwsLsWTJEujq6kJNTQ0BAQFMABmMzwQmfJ8CJaMZJUSvSEMD+PlnyOVytG3bFjweT/EyNjbG4sWLMWLECOjr66Njx47YvXs3ioqKFKdMTk7G8uXL0bt3b0ilUtjY2GDgwIHYvHkz0tPTP+DFKBY9qVRaSvSePXuGevXqgYiQcPo0MH8+EBwM+PsX/zt/Ph5fvgwigpqaGpYsWQK5XF7pufLy8vD9999DS0sL6urq6Nq1KxNABuMThwnfp4ISrrxXHA4GEsHDwwMnTpxAWloa9PT0EBERgefPnyMgIABcLhdWVlbYv38/Vq5cCWdnZ9SuXRuzZs3C48ePS51aJpPh0qVLWLBgAfz8/KCtrY1mzZph3LhxOHToEF69evXeLkOJ6J0+fVpxLCUlBbVr1waXy4VAIMDJkyfLrZuSkgINDQ0QETQ1NdGjRw/k5ORU6bxZWVmYPHkyNDU1IRAI0KNHDyaADMYnChO+T4kLF4CuXQENjXJdedDQALp2xYaICHC5XBARtLS0UK9ePcTGxqKgoEDR1IMHD+Dh4QEOhwN7e3vExcXh77//xjfffAOxWIzu3bvj6NGj5Y6K8vPzcerUKUydOhUuLi4QiUTw8vLCnDlzcO7cuVIjR1VSnug9ffoU+vr6iv6KRCJs3ry53PqJiYkQiUQgInC5XHA4HBw8eFApG54/f45Ro0ZBKBRCQ0MDPXv2ZALIYHxiMOH7FElLU7jy9qupYZdYXPw+LQ0AEBcXp7jB8/l81KlTB6mpqeU2dePGDTg6OoLD4aBly5a4c+cOMjIysHTpUtjb26NevXpYsGABnj17VqE5L1++xO7duzFixAg0bNgQenp6CAwMxNKlS3Hz5s0quRQr4+DBg5BIJKVEDygW4YkTJ0JLSws8Hg98Ph9Lliwpt42EhATweDyoq6tDV1cXt27dqrY9jx8/RlhYGIRCIYRCIXr37s0EkMH4RGDC9wlz79498Pl88Pl8bNy4UXG8sLAQAoEAGhoaUFdXx759+ypt6+zZs7C1tQWHw0G7du3w5MkTyOVy/Pnnn+jbty90dXXRr18/nDlzplIhe/ToEWJiYhASEoJatWqhVq1aCAkJQUxMTBk3alWoSPRex8XFBZMmTULbtm2xZcuWcsvk5ORg9uzZuH//PhwdHbF9+3albXmT5ORk9O7dG5qamtDU1ERQUBATQAbjI4cJ3yfM/PnzoaamBiKCjo4Onjx5ovisR48emDhxIg4dOgQjIyPcuXOnSm3u27cPtWrVApfLRY8ePZCZmQmg2KUYGRkJGxsbNGnSBNHR0YrP3oZcLkdCQgKWLl2KwMBAiMViNGzYECNGjMDu3bsrbaMqonft2jWYmJiUcuVWxpYtW9C8eXOVjEYB4Pr16+jUqRO0tbWhpaWF4OBgJoAMxkcKE75PmLp16yrCFLhcLjp37lxuuR9//BH29vZVEqoSYmJiFLFs33zzDfLy8gAUL3Q5fPgwunbtCrFYjIEDByI+Pr7K7RYVFeHcuXOYM2cOvLy8oKWlBRcXF0ydOhWnTp1Cfn6+omxVRA8ARo0ahQkTJlTZhpJ+NGjQAIcOHVKqXmVcuHABXl5eEIvFEIlECA4OrpFLlcFgqB4mfJ8oBQUFMDQ0RO3atcHn8zFs2DDs2LGj3LJyuRxff/01unTpolRgulwuxw8//ABtbW0IBAKMHz++1MKVhw8fYubMmahVqxZatmyJ1atXK73CMycnB4cOHSoVSO/n56dYZFPRCs0ScnNzIZFIkJiYqNR5AWDNmjXw8PBQul5VOHHiBJydnSGVSqGtrY1+/foxAWQwPhKY8H3iyOVyaGtr4/nz528tl5+fj9atW2Py5MlKn0Mmk2HKlCnQ0NCAlpYWIiMjS7kICwsLsXPnTvj6+sLAwACjRo3CzZs3lT4PUBxIP3nyZGhoaKBWrVowNDRE7969KwykX7duHby9vat1roKCAlhaWuKvv/6qVv3KkMvl2LNnD+zt7WFqagodHR0mgAzGRwATvs+AJk2a4OLFi5WWS01NhYWFBTZs2FCt8+Tn52PIkCHg8/nQ09PDypUry5RJSkrC+PHjYWhoCC8vL2zatKmU+7Iy3nRvlhdIP2jQIGzZsgXPnj2Dp6dntfsDANHR0ejYsWO161cFmUyGDRs2wNraGlZWVhCLxUwAGYwPCBO+z4DAwEBs2rSpSmXj4uIgkUjw999/V/t8WVlZ6N27N7hcLkxNTbFz584yZfLz87Fhwwa4u7vD2NgYkyZNqjT1WWVzem8G0mtpaYHP5+Pbb7/F4cOHqxVIn5ubC1NTU8TFxSldV1kKCwvx22+/wczMDLa2ttDT02MCyGB8AJjwfQZ8++23mDt3bpXLb9myBbVr1y61CrQ6pKamwtfXF1wuF3Xq1CmVQux1rl+/Xio92p49e8oEuVd1IcvrREREoGfPnuUG0p8/f77KgfRRUVH46quvqnzempKbm4tFixZBKpWiUaNG0NPTQ3BwcLXdwwwGQzmY8H0GLF26FN98841SdaZNmwYXFxfFas2acOfOHbi6uoLD4aBx48a4dOlSueVycnLw+++/l0mPVh3RKygogJGREW7cuKE4Vl4gfdeuXSsNpM/KyoJUKkVCQoJyHa8hmZmZmDlzJvT09ODk5AR9fX0mgAzGe4AJ32fA/v374ePjo1QdmUyGbt26ITQ0VGWxbHFxcWjcuDE4HA5cXV0VOz+Ux8WLFxEWFgaRSAR1dXUsXrxYKTu2bt2KNm3avLXMm4H05ubmCA0NLTeQfsaMGQgJCany+VVJeno6xo4dC7FYDBcXFxgYGDABZDDeIUz4PgNu3ryJOnXqKF0vOzsbTZo0waJFi1Rqz4kTJ2BtbQ0ulwtfX1+k/ZtK7U0OHjwIfX19jBo1SpEebeHChW9Nj1ZChw4dsGbNmirbVF4gvb29PUaOHIndu3cjJSUFenp6H3QLpocPH2LIkCEQi8Xw9PRkAshgvCOY8H0G5OXlQV1dHYWFhUrXTUlJgbGxsdLJmqvCtm3bYGxsDB6Ph969e5cKoH/TvVmSHi0oKAi6urro378/YmNjyx0FpqSkQF9fv0a7QrwZSC8SiWBmZobmzZvj9OnTSmWBUTVJSUkIDg6GRCJBhw4dIJFI0Ldv3/fuimUwPlc+P+FLTQXmzQOCgor3YgsKKn5fwajjc8Hc3PytrsW3cerUKRgaGr6TkYVcLsdvv/0GsVgMNTU1DBkyBLt3737rnF5JerQ6deqgSZMm+OWXX0qJ5pQpUxAeHq5SO3NycrBx40YIBAI0btxYEUi/cOFCXL58WWXuYGW4evUqAgMDYWJigoCAACaADIaK+HyE7/x5IDCweGseDY3yt+wJDCwu9xni7u6Oo0ePVrv+smXLYGtri4yMDBVa9R8ymQxz586FQCAAESEkJKTSEapMJsOhQ4fQtWtX6OnpYdCgQfj7779hZmZW4QKamjJ06FCMHTtWsSP9wIEDYWNjowikX7FiBe7evftOzl0R58+fR9u2bWFpaYnu3bszAWQwasjnIXxKbNIKTc3i8p8ZoaGh+O2332rURnh4ODp06PDO9tM7ePAgpFIpevfuDXV1dWhra2PRokVVSqP24MEDzJgxAwYGBhCJRNVKj1YVStyob2bCKQmk79WrF6RSKerWrVsqkP59cOzYMbRs2RJ2dnYICgpiAshgVJNPX/hKRO9tgvfm6zMUv++++07pRM1vUlBQAC8vL0RERKjIqv84cOAApFIp/vzzTwDFC2v+97//gc/nw8DAAGvWrKmSO7FTp04KgZZIJBg9erTKXbQhISGYMWNGhZ+/Hkjv6+sLbW1tODk5Ydy4cdUOpK8SqamQz5uH++7uOK6tjb36+tjo5ARbfX0mgAyGEnzawnf+vPKi97r4XbjwoXugMv744w/07Nmzxu2kp6ejTp06WL16tQqsKubAgQOQSCQK0XudZ8+eITAwEFwuF2ZmZtizZ0+F7Tx8+BB6enrIysoCUDY92ubNm1WyKCUhIQESiURxnsp42470ygTSV8hb3PivOBzkcbn4x9ISPrq6CAoKYgLIYFTCpy18gYGVuzff5vbs2vVD90BlxMbGonnz5ipp6+rVq5BKpYiNja1xW28Tvde5d+8evLy8wOVyUbdu3XLLz5o1q9xA/by8PKxfv75UerSazsP16NEDUVFR1apb3UD6cqmiG7+ICLk8HjZ4eEAikTABZDDewqcrfKmpZRexKPvS0PhsVns+efIEBgYGKmtv165dMDU1xYMHD6rdRlVF73WuXbsGJycncLlcNG3aFFeuXAFQ7F60srLChUpG6deuXcPw4cOhr68Pf39/7N27t1ojrri4OJiYmCA3N1fpum+iTCB9Karhxs8hwm/NmmH06NEKAXw9uw2DwfiUhW/evJoLn1AIzJ//oXuiEuRyOTQ1NVW6KvP777+Hk5NTteas3pzTU5bY2FjY2tqCy+XCzc0Nq1evhoODQ5VHSzk5OVixYgWaN28OCwsLzJ49W+ncpB07dkR0dHR1zK+QkkD6JUuWlBtIrwjbqIEbP19NDd66uhgwYADGjRsHqVTKBJDBeI1PV/iCgmomeiWv4OAP3ROVYW9vr9JdBuRyOfr06YPevXtXKjhpaWnIzs4G8J/oqWKfu3379sHc3BxEBHt7e6SmpirdxsWLF/H1119DLBbjq6++wrFjx6okoH/99RcsLS3faTB7YWEhzp07h9mzZyt2pHd1dcX1+vUhr4EbP69jR0REREBfXx/Dhw/HpEmTIJFI0KdPHyaAjC+eT1f4/P1VInyy1/Zie/ToEVauXKnyp/z3RUBAALZu3arSNl+9egUnJyd8//33by3n6uqKBg0aYPPmzSoTvRKePHkCTU1N6Ovrg8fjITg4GC9fvlS6nYyMDCxZsgQNGzaEra0tFi1aVGkogoeHh1Kp0WpKTk4Ojm/ciAIeTyVu/AcPHmDgwIEwMDDAxIkTMXXqVEilUiaAjC+aT1f4VDTiW8vlQiQSQUNDA1wuFzweD9bW1oiPj6/WzfVDMnLkSERGRqq83QcPHsDMzAy7du0q9/P09HQIBALw+XzweDzs379fpeefP38+QkJCIJPJsHjxYohEIqipqWH48OHVcsPK5XKcPn26VHq0s2fPljsKPHToEBo0aFClWEOV8Q7c+Ldv30ZQUBAMDQ0xZ84czJgxgwkg44uFS58qjRsTaWjUrA2hkGwCAyk7O5vy8vJILpeTTCajZ8+eUadOncjY2JikUim1aNGCevfuTZMmTaIVK1bQiRMn6N69eySTyVTTFxVhbW1Nd+7cUW2jaWlk9scfFG9vT+rdulFGp05E8+cTPX2qKLJt2zbicDhUVFREHA6HRo8eTbm5uSo5PQBavnw5hYWFEZfLpeHDh9Pz589pwoQJtGzZMjIwMKAZM2ZQYWEhEREdPHiQoqOj39om5+lTan3mDMUQUWqLFjTm8mU67udH3o0b06+//krZ2dmKsj4+PiQSiWj79u0q6U+VuHyZKC+vZm3k5hJduaJ4a2NjQzExMXTkyBE6d+4cLV++nKZOnUp2dnbk5uZGQUFBlJCQUEPDGYxPhA+tvNVGhas6r1+/DgsLCwgEArrjrhEAACAASURBVAgEAnTr1g3dunWDlZUVhEIh7Ozs4OXlhU6dOqFjx45o3bo1atWqBYFAgLp166J9+/YYPHgwIiMjsW3btg82WtyzZw/at2+vmsbeEjsmLzn2bwq4+vXrg4igqakJgUCADh06qGyRzYkTJ2BnZ1fuaCwnJwfh4eFQU1ODtrY2Fi5cCCMjI6irq5cfivG2PgmFKFJTQ6yJCby0tTF48GBFWrTt27fD0dHx/eXrVJEbv8jXt8JTxMbGwtPTE3Xr1sXvv/+O2bNnK7LqXL9+/f30k8H4QHAA4EOLb7Xp2pVox47in7mycDiU1ro1LfHwoAYNGhCfz6clS5bQqVOn6OrVq9SwYUMiInr58iVdvnyZ4uLiKD4+nuLi4ighIYGsrKyocePGZG5uTmKxmHg8HqWlpdGdO3cUL6FQSNbW1qVederUIWtrazIzMyMej6fSy3Hjxg3q3Lkz3bp1q2YNRUcTRUQUjxredm05HIJQSMPy8+lCs2Y0evRo6tixI4lEopqd/zX69u1LTk5ONHLkyArLZGRk0NChQ2n9+vVU8nU2MjKiW7dukY6OjtJ9kmto0D4vLxp86RLVrl2bvvnmG5o3bx4tXLiQOnTooLK+VUjfvkR//FHjZtbx+fS7uzt5e3uTj48POTo6lvnOHT16lCZOnEh5eXk0adIkSkxMpB9++IF8fHxoypQp1KBBA7p48SKNGDGCDh06RFpaWhWfMC2NaNWq4hHry5dEurrFnpnQUCKptMb9YTBUxactfBcuEHl4EL16pXxdTU1a0a8fff3LL8Tn80koFFJhYSEZGRlRcnIycTicCqsWFBTQ9evXFUIYHx9P8fHxpKOjQw4ODtS0aVNq0qQJ1a5dmwoLCyk5OVkhhklJSZScnExPnz6l2rVrlyuKVlZW/92wlSA3N5fEYjG9evWq+qJaIhDKXFNNTaKoKKLBg6t3zgp4/vw5WVtbU1JSEhkYGLy17KtXr8jExIQyMzMVx1xcXOivv/6qdp9k8+fTnlq1KDo6ms6cOUM6Ojp0/Phxqlu3bnW7VDXmzyeaNq1m7k6hkPImTKDDDg505MgROnr0KD169Ig8PT0VQli3bl3icDgEgHbt2kWTJk0iXV1dmjx5MsXHx9OiRYvIx8eHbt68SZcuXaLu3bvThg0byp7rwgWi778n2r+/+P3rdguFxQ8avr5EEyYQNW9e/T4xGCri0xY+omrf1H6tV492m5nRw4cP6fLlyySXy0lNTY2WLVtGISEhSpshl8spJSWllBDGxcVRdnY2OTg4KATRwcGB7OzsSCaTUUpKSqkRoipGi2ZmZhQbG0u1a9dWug81fZCgkyeJnJyUr1sBixcvpnPnztG6desqLXvr1i3y8/OjV69eUX5+PmVmZlJRURH9MmAAfbN+PXFq2Kdbt26Rs7MzcblccnR0pMGDB1NAQACpqalVo2dv59rx41TXx4fU5fJqt1HE51PerVsksrJSHHv06BEdO3aMjhw5QkeOHCEul0s+Pj7k7e1N3t7eJJVKaf369TR16lSqW7cuTZw4kaKjo2njxo1ERKShoUFLly6l//3vf/+dSImRNAmF7+QBicFQmg/nZVUh1didISwsDESk2CaHiKClpQUjIyP8+uuv1drUtTzS0tJw6NAhzJ8/H71790aDBg0gFArRtGlThIaG4scff8SpU6dKzQnK5XI8efIEZ86cQUxMDGbOnImQkBC4ublVOrfYqlUrHD9+vEJ7Tp48CVdX1/ITO39EKeDkcjkaNmyIY8eOVbuNy5cv44yxMYqqO0/2Rp+WLVuGdu3aYd26dXBzc4OJiQkmT56ssm2KLl++jG7dusHIyAi37O2rHccn53AQa2YGAwMDjB8/Ho8ePSpzrtcD6bt06VIqkH7btm1YtGgRTE1NwefzFb8PIgKHw/nv+8USxDM+UT4P4QOKE0537Vq8aEEoLLu0W0Oj+PN/U149fvwY6urqpX7US5cuxYULF+Dm5gZ7e3scOHDgnZiak5ODs2fPIjo6GgMHDoSzszM0NTVRp04ddO/eHbNmzcLevXvx8OHDchdU5Obm4saNG9i7dy9++uknjBo1Cp07d0ajRo3A5/MhEong7OyMXr16YeLEiVi+fDmOHz+Ou3fvYu7cueByudDU1ERUVNR/y/TfQQq4wsLCt6fkegtnzpyBjY1NzRaUqLhPeXl5MDMzw8WLFwEUp0cbNmwY9PX10alTp2qnR7t69Sp69OgBIyMjREZGFicCqEHmFvm/CdiTkpIQHh4OPT09hIaG4urVqxXa8HogvaenJ7S0tNCiRYtSv4969eqhfv36+PXXX1mCeMYnzecjfCWkpRXHLwUHF6+OCw4ufl9OTk4/Pz/FU2yzZs0UGTrkcjm2b9+uGFWV5It8lxQWFuLatWv4448/EBERAR8fHxgYGMDQ0BDt2rXDuHHjsH79eiQkJLz15jpt2jSMGjWqwtEil8tV3Mj4fD5q1apVPPpTYexYUVERYmJiYGZmhnr16lXreoSGhmLevHnVvZzFvIN4uEWLFqHrGyPb7OxsrFixAk5OTrC0tMScOXOqlB7t+vXr6NmzJwwNDTFv3ryyu0FUY0SVy+XiFweHUvGN6enpmDVrFoyNjeHr61ulzDU5OTmIiooq83BoZ2dX/DDzEXkHGAxl+fTn+GrAsWPHyNvbm8aNG0dXrlwhmUxGmzdvJm1tbSIqXsQSHR1Ns2fPpi5dutDMmTPJ2Nj4vdkHgB4+fFhqEU1cXBylpaVR48aNS80b2tvbk1AopLVr19KBAwfojwpWBTo7O9OFCxdIXV2d5HI56enp0fr168l75UqVrCS84eREXg8e0MuXLyk3N5ekUint2LGD5HK54iWTyUq9f/OVnZ1NgwcPpgULFpCOjk6V671ZpuOGDWQfH1/jPlFwMNGaNURElJOTQ9bW1nT8+HGys7MrU/TixYv066+/0pYtW6hdu3Y0ePBgcnd3L7VYKiEhgWbOnElHjhyh0aNHU3h4eMUrYZWcQyucO5f6nTlDDx48oJ07d5K+vr6iSF5eHsXExNCCBQtIU1OTIiIiqEePHsTn88ttcurUqfT9998Tn88ndXV1MjExIZFIRFlJSXQ1K4vUahLHqqFBdO/ep7nak61e/eT5ooUPAB0+fJjatm1LMpmMhgwZQhcvXqS9e/eSiYmJotyLFy9o1qxZtGrVKho9ejSNGjWKNDU1P5jdGRkZdOnSpVKCeOvWLbK2tiZTU1O6desWrVixghwcHMqshnRwcKDc3Fz6+uuvqVevXmRubl78QadORHv21Ni23UQU8Np7NTU1cnJyIi6XW+rF4/HKHCt5paSk0NOnT8nV1VVxjMPhEI/He2u9N9sO2bqVGiQl1bhP5O9PtHu34u3s2bPp5s2btOZfMSyPjIwMiomJoejoaJLJZDRo0CBydXWlxYsX08GDB2nUqFE0bNgwxUNWRRw7dowOzZlDc3V1ifbtKxa415MDlKya9PMrXjXp5ERyuZzGjRtHe/fupf3795OFhUWpNuVyOe3bt48iIyPp7t27NHLkSBowYEAZW65evUq3b98mZ2dnMjMz+69vEyeS5vz5pF4T4RMKiWbMIBozhoiI0tLS6NChQ9SrV68KhfiDw1avfj58yOHmx4ZcLsesWbNgaWlZbhBvYmIiunfvDnNzc6xZs+b9prGqhLy8PPzzzz9YuHAhhEIh2rRpA21tbZibmyMgIABTp07F9u3bkZSUVL6bS0Up4JJcXREZGQmxWAwNDQ0YGxsr3RdHR0fVzK+qMJG5XC7HvXv3sHfvXkyZMgXa2tq4c+dOpSbI5XL88ccfsLS0BIfDQdOmTavkapTL5YiMjASXy4W2tnbxwdfc+JkeHjhRu3aFbnwA+OGHH2BmZob4+PgKz3Pu3Dl89dVXioUwDx8+rLRPqrquRX36YMuWLfD09IRAIACHw6na+T8E1VhAx/h4YcJXDmvWrIGhoSFOnjxZ7ud//vknnJ2d0axZM5w4ceI9W/d25HI5hEIhsrKyIJPJkJiYiM2bN2PSpEnw8/ODqakpxGIxPDw8MGrUKKxevRqXL19G0Zw5NZ4PK1JXxySBAOPHj0dISAjMzc1ha2urlP0XL16EhYWFah4qVDDH94oI00UicLlcqKmpQUdHBzweD25ubhg0aNBbT5+YmIj+/fvDwMAAM2bMQGJiIubNmwdra2s0bdoUv/76a7m7vKempsLNzQ1CoRBEBAsLizJlxowZAyLC+vXr32rDpk2bIJVKcfjw4beWS0pKwrBhw6Cnp4eQkBBcuXIF+fn5/22T9Doqyiyzk/6bOyx5DRo0CD/++COOHz/+8eTKZatXPzuY8FXA4cOHIZVKsXHjxnI/l8lkWLduHSwsLNC5c+fywwM+EHZ2drh8+XKFn6empuLgwYOYO3cuevXqBVtbW9TW0EBedRcr/PvKJYKESi99Hzx4sFK2Dxw4EDNnzqzpJSjpaI2FT6aujsHdu4PD4Sj6xeVyMXz4cOjq6pYbKpCUlITQ0FAYGBhg2rRpePHiRanPZTIZDh48iC5dukBPTw9Dhgwp9ffq0aMHeDye4nzlLRCytbUFEUEkElW6WfDJkydhaGiItWvXVnrJnj17htmzZ8PY2Bg2NjYgIhgZGaF9+/YYO3YsNm3apLIRX6KLC/T09BQhEzweD+bm5tDW1lb0n8PhQCgUwtjYGPb29mjfvj0GDRqERYsW4ciRI2WubXWpcATOVq9+ljDhewvx8fGoVasWoqKiKvxh5ObmYu7cuTAwMMDw4cORnp7+nq0si7+/P3bs2KFUnezsbDxzd4esmuJXRIT4OnWgq6tb6gm+efPm+OWXX6oU1pCVlQU9Pb0a7fpehhqsPiwiwk4+H4sWLcKZM2egra2tuEGrqakp3JARERGIjY1FYmIiBgwYAH19fUyZMgXPnz+v1Lz79+9j+vTpMDMzg4uLC9auXYtnz57h22+/BRFBTU0NdnZ2peqkpKRAQ0NDYUurVq0qHSFfvXoVtWvXxty5c6sUIpKbm4vhw4eXEnwiQuPGjVW6WjY3Nxdjx44Fn89Hw4YNS9mQn5+PuLg4rFq1CmPHjkXXrl0VGwvr6OgoBLNEHA0NDdGwYUO0bdsWYWFhiIqKwqFDh/D06dNK/wZaWlpYuHBh2RXTbPXqZwkTvkq4d+8e7O3tMWzYsLeGEaSlpWHIkCGQSCSIiopCXl7ee7SyNMOGDcPChQuVr1iDp9tCdXX4GxsjICAArVu3LnWjdHV1ha6uLlxcXBAZGYnExMRyT79ixQp06tSphr1XXZ8K1NTQgseDrq4uJBIJJk+eDAMDA4SGhiI1NRVz5sxRiKCamhqIipf7r1ixQumRSGFhIbZv34727dtDIpHA1tYWQ4YMwaRJkzBixIhSZaOiosDj8cDj8RTu0HPnzlV6jgcPHqBRo0YIDw+v8Lt87949LFu2DIGBgdDR0VEIX4m4REZGIispSeUxn5cuXarWdlaFhYW4cuUK1q5di/Hjx6N79+5o0aIFLC0toaurW0ocNTQ0YGhoiAYNGsDb2xsDBgzA/PnzMW/ePAiFQmhpaaFRo0a4du1acePvILaV8XHAhK8KvHjxAp6enggMDKx0/7fr16+jY8eOsLa2xubNm99fRv/XWLRoEcLDw6tXuRrzGdlEGMzhoHnz5mjVqhVEIhEsLS0hFosRHBwMd3d3GBoaomvXropA7UaNGmHq1KmIi4tTXKOWLVtWuOdfjfj55+KgbmVuWJqaeDhlCt6cg+Lz+Vi1ahXkcjnu3r2L+vXrQyAQwN/fHx4eHtDQ0IBEIoFAIECrVq0QGRmJ69evK/U92LNnDzQ1NSGRSODj44MtW7aU2gV+z549GDNmDHx9fTFo0CCkKXFjzcjIKPVdzsvLw5EjRxAREYGGDRvCwMAAffr0wZo1axRzjTweDyNGjMC5c+fQs2dPGBgY4ErdujXaIf59joRkMhmuXbuGmJgYTJw4ET179kTLli1hZWUFsVhcyq1c8rK3t8fhtm1RqKamkpEt4+OCCV8VycvLQ1BQEFq1alWp6wQAjhw5giZNmsDV1RVnz559Dxb+x86dO+Hn51f9Bqq4gk3O4UCuqYmBr90wNDQ0YGFhAT09PZTMh3l6emL8+PHo3bs3jIyM0KpVK4wfPx7h4eGwsrKClZUVgoODIZVK39lI+WxICF5xOJXfrN9YlRcSEqII+udwODA1NYWtrS0MDQ2hra2NsLAw6OvrKxZiZGVlYePGjejWrRs0NTVhYmICsVgMc3NzDBs2DAcOHEBubu5bbQ0ICMCiRYuQl5eHP/74A23atIGJiQmmTJmCe/fuKcotW7YMoaGhSl+LhIQEODk5QV9fH9ra2mjRogWmT5+Os2fPlhkJHjhwAD/++GOpY3fu3EFUz57IqaYY5PJ4SN68WWm73xVz5swBh8OBpqYm1NTU0KBBAwwZMgT/NGxYM9EreQUHf+guMt7g3QtfamrxnEBQUPFqsKCg4vef4PBfJpNhwoQJqFu3boXuutcpKirC77//DlNTU/Tq1QvJycnv3kgAV65cQf369atV959//kHjxo0hO3furSng8rlcXKtfH7hwAUZGRmWemPv164erV6/C0dERHA4HrVq1gouLC7S0tCCVSmFsbAwNDQ20bdsWP/zwA5ydnWFoaAgjIyOEhYVh3759KhPBhw8fQiqV4sbatUqltQOAu3fvQkNDA1wuFzweD0ZGRuBwOHBwcICVlRW8vb3Rrl27crPMvHr1Cjt27EBwcDB0dHRgbm4OCwsLiEQidO7cGcuWLSuzfD82Nhbm5uZlxPHq1auK9GgBAQHYt28fjh49CldX10r7n5ubiwMHDmDkyJEK0e7bty/8/f1hY2ODlJSUal3X7MhI5Cs5IpJrauJA586QSCQIDQ2t9rmrg1wuR2ZmJu7cuYPz589j3759WLNmDbp06QITExO4u7sjICAAbm5usLOzwwF1ddUIn7//e+sjo2q8uwD2zzjY85dffqGZM2fSjh07yNnZudLyOTk5FBkZST/99BOFhYXRhAkTSFdX953Zl5OTQxKJhHJycojL5VapTn5+Pk2fPp2ioqKoqKiI5HJ5cbaRp0+Ls1RcuUL04gWRnh5Ro0Z0z8uLmrZrR9euXaOtW7dSeHi4oi0+n0+5ubmKQOSxY8fSkiVLqE6dOrRgwQKysrKi+Ph4On36NB08eJASExNJLpeTpaUlubq6klwupxs3blBycjL5+vpSYGAg+fr6VhrsXR4AyN/fn5ycnGjGjBnFByvoE4WElJt546uvvqIdO3aQhoYG6enpkVgspqKiIjI3NycPDw9atGgRvXz5kmJjY6lp06bl2lFQUEDHjx+nrVu30vbt20lLS4t0dHTo7t27VKdOHerYsSP5+/vTxIkTqVevXhQWFlZuOzk5ObRhwwaKjo6mtLQ0ev78OSUlJZGRkVGpcomJibR//346cOAAnT59mho3bkwdOnQgX19fatq0qeJ7sXjxYoqMjKQ9e/aQg4OD0teXoqMJERGE3Fzivu1W8sbuDBkZGbRgwQL6+eefqW/fvjRx4sQyfaiM3NxcSk9PV+qlpqZGEomkSq8606eTcOtW5a/Jm7yW+YfxkfBO5PQLCPbctWsXJBKJUnNSDx48QGhoKIyMjLB06VKV7QBRHkZGRlVeHXn+/HmYm5srFkpoaWlVqd6oUaMwZMgQPHnypMyIr3///qXKDh48GI6OjrC2tkaHDh1K5T9ds2YNmjRpAk9PT2hoaKB27dowMzNTuE1LdqRwcXHBkiVLlJrTWrFiBRwcHJCfn1/lOiU8evQIw4cPh1gsRmhoKB4/foyioiLMmDEDRkZGCAkJgUQiwY8//ogGDRpAJBIhNDS00t0aCgsLcfz4cYSHh8PU1BQWFhZo1aoVTExMwOFwEBwcjE2bNlW6i/358+fB5/Ohq6uL7t27Y+7cuRg6dChsbGxgYmKC0NBQbNy4sdLVpZs3b65SrF+F/JsgXq6hgYI3RoDykt3u3xhJl/DkyROMGDEC+vr6GD58OP766y8cP34cmzdvRnR0NL777juMGDECQUFBaN++PZo1awYLCwtoaWlBXV0dZmZmaNKkCby9vdGzZ08MHToU06ZNw08//YT169fj8OHDiIuLw/379986P5+ZmVlqHhXAO8n1yvg4UL3wfUHBnufOnYOJiQmio6OVqhcXFwdvb2/Ur18fu3fvficLYFq1aoVTp05Vqex3331XavsZMzOzKtV7+vQpDAwMcOvWLTRq1Ag6OjrYs2ePYqm9r6+vomxBQQE8PDwQERGBxYsXQyqVYsCAAXj48CHc3Nyw+d85n2fPnuGnn35CkyZNYGFhgbCwMMyaNQv9+vWDtbU1eDweuFwupFIp/P39sXr16goTQt+9excSiQSXLl2qUn9KePz4MUaOHAk9PT2MGDGi3Fi9o0ePwtTUFAMHDkTz5s3h6OgIY2NjjB8/Hvr6+hg5cmSVBFomk+HMmTP49ttvIRAIYGBgAB8fH7Rs2RJaWlrw9PREVFQUbty4Uep7IpfLcePGDdSqVQvNmjWDuro6NDU1IZVKMWbMGDx79kypPisT61cRWXfuYByXizM2Nkhr2RJHTE0xSSBAfz8/zJ8/H99//z2+/fZb9O/fHx07dkSLFi1Q598QGB6PBw0NDfB4PFhZWaFz584YOHAgJk2ahEWLFmHt2rXYv38/Lly4gOTkZGRlZansd5OdnQ0ulwsOhwOBQABtbW2IRCIcXLuWrer8TFGt8H2BwZ6JiYmoW7cuxo8fr1S2Eblcjj179qB+/frw8vJCXFycSu0KCgrCqlWrqlx+8eLF4PP5UFdXh729fZXrzZ49G1999RXy8/MVN6Ljx48rRo9OTk6Ksk+fPoWVlRViYmLw4sULjB07Frq6utDS0ipzo5bL5bh48SIGDRoEPT09+Pn5Ydu2bcjJycGFCxcwatQoNGzYEGpqauDxeNDW1kbr1q0xYcIEbNq0Cbdu3YKPjw9mzZpV5b48efIEo0ePhp6eHoYNG1Zp+qzHjx/D09MTHh4emDZtGtTU1NCrVy88ePAA4eHh0NfXx7Rp06qUgWT37t1o2LAhLl68iEmTJqF+/fowMzODv78//P39YWpqCisrK/j7+6Njx46KkbC1tTWGDx+OjIwMyOVynDx5Er1791aMUs+dO1dlgSgv1k8ul+PFixe4ffs2YmNjsXv3bqxcuRKRkZEYN24cBgwYgM6dO8PV1RVisVjx8KSnp4d69eqhWbNmsLa2VnyvRo0ahd9//x27du3CmTNncOvWLbx48ULx20lISMBXX30FExMT/PTTT+8tLMjZ2bmUx8LU1LT478bi+D5LVCt8X+iX5OnTp2jZsiWCgoKUdqkVFBRg6dKlMDIyQmhoqMpyFU6ZMgVTp06tUtn8/HzY2tpi69at+Omnn5TaDignJwdmZmY4f/58qeNHjhyBSCQCEaFOnTqKG9uVK1cglUoV5b/55hvY2dnBxMSkwg2As7OzsWrVKrRp0wZGRkYYM2YMEhISABS7DY8dO4bQ0FBIJBLo6+vDxsYGOjo64HK5cHV1RXh4OFasWIG///673BtpWloaIiIioKenh/DwcKUC6IuKijB16lSYmJhg3LhxEAqFaNGiBa5du4Y7d+4gODgYhoaGWLhwYYWrOWUyGZo0aYLt27eXOn716lUMHToUJiYmUFNTA5/Ph7GxMWrXrg0tLS107twZnTp1wsiRI8u0mZqaWio92rJly5CZmYns7GykpKTg4sWLOHDgAGJiYvDDDz9g8uTJGDRoEDp27AgtLS3o6+vD2NhYkabN2toazs7O8PPzQ79+/TB69GjMmTMHy5Ytw7Zt27BixQrFps6ampo4c+ZMKXueP3+OOXPmwMTEBO3bt8fhw4ffKsj//PMP/Pz8YGFhgZUrV1Zrn8OqEB8fj7CwMGhqaiq8HkZGRkhNTS0u8AU+zH8JqE74vvBgz5ycHHTp0gVeXl6Vzs2UR0ZGBsaNG6cYJWRnZ9fInpUrV6Jv375VKjtv3jz4+flV23W0bNkyeHp6lql/6NAh6OjogIgglUoVDwU7d+5ErVq1kJycDENDQ9y6dQsXLlyAh4cH7OzssGfPngptSUhIwJgxY2BkZIQ2bdpg1apVimtVMkocOnQoeDweDAwMEBAQgG+++QZBQUFo1KgRhEIhGjdujP79++O7775Dr169oKuriyFDhuD+/fvV6j9QnOLO2NgYZmZm+N///gcDAwPMnj0bBQUFuHLlCgICAmBubo4VK1aUEfcNGzagefPmkMvlePnyJbZu3YqwsDDFKtBBgwbhl19+wXfffYcWLVpAX18fPXv2xLBhw9CkSRPw+XzY2NigW7duiIiIwLRp0xAeHo5evXrB29sb1tbWCvdziXg6OjqiXbt26NOnD4YPH46ZM2fi559/xqZNm7Br1y44OzvD19e3yt/lhg0bKkZLHA4Hffr0KbdcXl4efv/9d9jZ2cHBwQExMTFl59Ze4/Tp02jTpg0aNGiALVu2qMS9mZ+fj3Xr1sHV1RVmZmaYOXMmHjx4AKlUCi0trbIJ6qsxfVMkEHyS0zdfCqoTPjYRjKKiIgwbNgz29val4q2UITk5Gb169YKpqSlWrFhR7SfdkydPwsXFpdJy9+/fh4GBAW7fvl2t8wDFoy5bW9tyd1TYv38/xGIxuFwuRCKR4kY6e/Zs2NjYwM3NTVFWLpdj165dqF+/Pjw9PfH3339XeM6CggJs27YNfn5+0NPTw6BBg3DhwgUUFRXBw8MD8+fPx82bNzF37ly0aNECenp66Nu3L9avX489e/bA19cXAoEARkZG0NLSgpWVFQIDAzFjxgzs2rUL9+7dU/om++jRI9jb20MkEuH8+fNo3749HBwcFG7sM2fOwN3dHfXr11fcxAsKCmBhYYHQ0FC0atUKmpqaGHrGIgAAIABJREFUaN68Ofr374/p06fju+++w8iRI9G3b1906NABTk5OqFWrFtTV1cHhcMDhcMDlcmFpaYm6detCLBZDU1MTzs7OGD58OLZt24Z//vkH9+7dw61btzBt2jSYmprC1dUVa9eurXAUmp+fjz59+sDFxaVKafjGjBkDb29v8Hg8mJqaomXLlm8tL5PJsHfvXnh6esLc3BxRUVEVuoTlcjn279+Ppk2bolmzZjhw4EC1BPD+/fuYPHkyjI2N4enpWW5igL/++qv8ykos2CsSCBAhEik9t8x4f6hO+FS4BcynjFwuR1RUFGrVqlWjL/7Zs2fh4uKCJk2a4MiRI0rXv3//PuwNDSuNoezZsycmT55cbTtL2LZtG5o0aVLuPOeePXsUyYgFAgHu378PuVwOIyMjuLq6lrmJFRYWIjo6GsbGxujbt2+lqyTv37+P7777DpaWloq5sDeTDDx48ADz58+HpaUliIp3PIiKisKzZ88gk8lw8+ZNbNy4EePHj0eHDh1gZGQEAwMDeHt7IyIiAjExMbh27VqlK3ELCgpgaGgIsViM1atXY9KkSdDV1UXHjh0xe/ZsREREwNPTE0KhEHw+v1RKMB0dHdja2qJNmzYIDAxEWFgYJkyYgKioKKxevRp79+7FuXPnkJSUhJcvX0Iul+PmzZsQCARo27YttLW10aVLFyxcuBDz5s1D+/btIRKJ4OXlhQULFigSqRcWFmLbtm1o164dpFIpIiIiyn3wkclkGDNmDGxtbasUg3rp0iWl5odLuHjxInr16gV9fX2MGTOmwpG3TCbD5s2bUb9+fbi5ueHPP/+stG25XI5jx46hW7du0NPTw9ChQ/9LSaYs/65ehYYG5JXEgW7YsAHm5uY18iIw3h2qEz4VbVXyuQR7btiwAVKptFqiVYJcLsfmzZthbW2Njh07lrtHYLmcPw95ly7IpX+Xk5f3Aw0MxLklS2BhYYGcnJxq2/i6rS1btkRMTEy5n+/atQv6+voQCATg8Xg4cOAAJBIJHBwcML+CUX5mZiamTJkCfX19jBs3rlK3282bN6GjowM/Pz/o6uqiT58+OHbsGNLT0zF58mTo6+vj66+/Rnx8vCJwWVtbG15eXvjpp5/K3KQeP36MvXv3YurUqfDz84O5uTkEAgGsra3RsmVLtG/fHgEBAejUqZPCHSeVSsHlchUvc3NzeHt7w9jYWJHJRSAQwNHRER06dACXy0WTJk0QGxtbvQsPwNDQEI8ePcKzZ8+watUqdOrUCdra2vD19cXSpUuxdu1ahIWFwdTUFDY2NhgxYgQOHz6M/Px83L59G2PGjIFUKkXbtm2xdevWMq7HxYsXw8zMrNIFWAcPHoSPj0+1+5GcnKxYTduvX78KHxwLC//P3ndHRZFtXx+aJodu6EAGCUrOoAIiKgZQAREDKiiCo4IO6ohZVAQFMacxZ8VRVMacA844hsGAeRwjiiAmlCF31/7+4FEPBJQ0773fN+y17lK6q26dulV9zw377FOOLVu2wMjICD179qzVrs+fP2PVqlWwsrKCpaUlVq1a1XxpjvLyUBIfj12yshX9VWhorXkRk5OTYWtr26itjxb8vWiZ8X2JZlSaqaSIb9++vUkmlZSUYNGiRRAKhYiMjPz3xnttaIDcWJGMDG6MHNkk26oiPT0drVq1qpOJl5aWBoFAwGY5CAoKQlZWFnR1dXH06NE663316hXCw8MhFouxYsWKWglEEokEHh4eWLp0KQDg3bt3SExMhFgsBofDgbOzM3777TcUFhbixYsXuH79Ok6ePInNmzcjIiICtra2UFBQgIaGBkxMTNCmTRuWVFKpPeri4oKuXbuie/fu6Ny5M5ydnWFoaAh5eXkYGhrC19cXsbGxOHz4MIyMjBAdHQ2xWAx5eXmYmprC19cXGhoaiI6ORmFhIVauXAkfHx+sX78eenp6CAwMbNRsxMPDo0ZeyM+fP2P37t3o168f1NXV0blzZ6xcuRInT55EfHw82rdvDx6Ph8DAQGzatAnPnj3Drl270KFDB+jq6mLWrFnVluv37dsHkUiEU6dO1WnHtm3b6r2v/DV8+PABiYmJ0NHRQffu3eskwpSUlGDFihXQ1tbGwIED8ccff+DevXuIioqChoYGgoKC6pX0tzF48+YNhELhV49hGAaRkZHo1q3bV/cxW/CfR8seXyWuXatgpVYG3NYxS8IX7MVv4d69ezAyMkJCQkKTf4Dv3r1DdHQ0BAIBkpKSau7PNGITnmnmGMrevXuzzqc2VHaglfqXe/fuxW+//QaRSPTNGW1mZiZ69OgBMzMz7N+/H8XFxcjOzkZmZiZGjRoFS0tLrFy5EtOmTUPbtm0hLy8PHR0dGBsbQ0VFBUQV2qECgQD29vbo2rUrgoODMXbsWMyZMwfLly/HjBkz4O/vD5FIBFNTU0yaNAnXrl376rMrKyvDzZs3MWvWLLRv35517BwOB9bW1nBycoKmpiZ27dqFN2/eYPDgwTAxMYGmpiZu3LgBoELebOHChRCJRAgLC2uQlNfw4cOxfv36Or8vLCzEgQMHMGTIEPD5fLi7u2Px4sXIyMjAtm3bMGDAAPD5fDg7O2P27NnYvXs3xowZAw0NDfj7++P48eOQSqW4ePHiVwdyCxYsQExMTL3t/hZKSkqwZcsWWFtbw97eHjt27KjVgeTn52Pw4MGQk5ODkpISoqOj//YlxqdPn9aaIPhLlJeXo3fv3hg+fPh/RbC+BbWj+Rzf/2VW59+sNPP69Ws4Ojriu+++axa1lj/++AN9+vSBkZERUlJSKn5Q/yO06zt37kAsFn91eScmJgZcLhempqYgIqxcuRIJCQlQVFTEhQsXkJ6ejv3792PdunWYN28eJkyYgNDQUPj6+sLV1RVaWlqs49TU1ETr1q3B5XLRtWtXuLq6QklJCa6urli0aBFOnDiBjIwMPH/+HLm5udi0aRPc3d3ZYPNHjx7VaqNUKsWVK1cwZcoUtGnThhWZPnfuHPsM37x5g+3bt2Pw4MEQCoWwtrbGxIkTcebMGXz69Am6urpITk5mHSKHw4GCggI8PT1hYWEBOTk59O/fvxp5JD8/n12WHTdu3Ndn9/9CYmJivR1OSUkJjh07hoiICAiFQjg7O2P+/Pm4e/cuzp8/j5iYGFhYWEBLSwshISEYPXo07O3tYWxsjMTERFy8eBFGRkZITEys0ZFPmDABixcvrpcdDQHDMDh27Bg6d+7M5sf89OkTcnJyMHfuXOjp6cHDwwPr169nmdHjx4+vV9s1Fnfv3oWlpWW9jv3rr7/g7OyMuLi4v82eFjQMzef4gP+bcXz/IaWZz58/o0ePHujZsycKCgqaxfQLFy7AyckJbdu2xbuOHZut7QsKChAdHV1rfFh9MGzYMEycOBGPHj3Cb7/9hkOHDmHz5s1ITk7G5MmTWZp+JdmlauCwvLw83N3dERAQgIiICEyZMgULFy7Eli1bcPjwYTbh6/v371kBcA0NDXTp0gVCoRAhISEsieNruH//PiZOnAiRSAQvLy9s3769zr1OhmFw7949xMXFwdzcHEpKShAIBFBRUYG/vz/WrVtXKwFnxYoVCAgIYP9++fIl2rZtC0dHRygrK8PHxwd8Ph8yMjIwNjZGWFgYli1bhvT0dDx69IgNgp81a9ZX96f2798Pf3//ejyZ6igvL8fZs2cRFRUFHR0dWFtbY9asWcjMzMTjx4+xYsUKdO/eHaqqqnB1dUXbtm2hrq6OgIAAmJiYICoqqhrrODg4GLt27WqwHQ3B77//jq5du0JeXh4KCgoYPHgwbt26Ve2YnJwcVtB75syZf8se29WrV6uJM3wLOTk5MDY2bpCoRAv+PjSv4/sfmXX8r9pbVlaG8PBwODs71ymz1VBIpVLsXbUKxU2Zaf9rts28eYOffvoJmpqabObvuhTtlyxZgunTp2PkyJHo27cvq2gvFoshKysLGRkZGBkZoV27dujVqxfrDKdOnQplZWXs3r2bTewqLy/POj4ej1cj8Wpd+64FT5/C29sbHA4H8vLyGDZsWL2o91VRWlqKffv2wcfHB5qamhXpaP61/AhUzNa3bNmCAQMGQENDA3Z2dhg9ejTGjBkDT09PqKurIygoiFWjqYrCwkJoaWlV0yUtKyuDu7s7lJWV8csvvwCoUG3R0dGBu7s7wsPD4ebmBhUVFZiYmLAhETweD7NmzapVb7Ip2TgqIZVK8euvv2LChAkwMjKCmZkZpkyZgmvXruHz58/4+eefMWLECGhpaUEkEkFDQwMKCgqwsbFhJd06deqEs2fPNsmOuvDXX39h/fr1sLe3h5mZGWJjYxEZGQkNDQ2EhobWcH5ABVlm+PDhEIlEWLBgQbOQuCpx/vz5aqE49cH9+/chFosbr4nagmZD8zo+4P+WVud/YYbKMAzmzJkDY2NjVn2kyViwoCZ7s4GFUVTEXDU1dgmxco9KXl4eKioqMDIygrOzM3r06IEhQ4Zg3LhxiI+Px5o1a5Camorz58/jzp07yMnJQWlpKSZNmoRRo0bVMDUuLg6RkZHs3x07dqw24yMimJiYYOPGjV/ddy3jclFMhDQOB1dXrUJubi5Gjx4NoVCIhQsXfjPnXW148eIFYmNj2fRI+vr64PP56N+/PzZt2lSrqk5eXh42bdqE3r17Q01NDd27d8eaNWtYZ5CYmFgtmDsvLw+amprYuHEjxGIxEhMTIZVKUVBQwIpWp6WlQSKR4OHDh9i9ezemTJkCd3d3yMvLg8PhwMrKChMnTkRKSgru37+PgoICKCgoNJvoeaUQwLRp09CmTRsYGhpi/Pjx+OWXXyCRSHD9+nXExcXBwsKCjSVs164dDAwMcPfu3WaxoRKPHj3C+PHjoampCT8/P5w4caJayMyHDx+QlJQEXV1ddO/eHadOnaqxBPvgwQP069cPOjo6WL16daMEy79EZSxoQ5Geng6RSITbt2832YYWNB7N7/iA/xvZGf7Le5KbN2+GlpZWvWKRvolmYtSe1tWFgoJCtRlYYxVk3r9/D6FQWM25SyQSGBoaVptR/fXXX/j++++hrKzMLnsaGhoiRlW1Qv3iG++Q9It36MGDB/Dz80OrVq2QkpJSL/3Uly9fYsOGDejbty/4fD6cnJwwaNAgdO7cGerq6ggJCcGFCxe+SU74/Pkz9u7dy2plurm5Ye7cudDQ0GDzN06cOBFRUVEAgKysLLi5uaFnz55s3OHFixfRunVrDBgwoMYeFcMwOHjwIGxsbCAUCtG+fXuYmpqymQoGDx6MtWvX4sqVK802u2EYBnfu3MGcOXNga2sLbW1tREZG4vTp0ygvL0dOTg68vb3Zd0ZJSQl+fn64ePFig7Rrq0IikeDgwYNsnOGUKVO+GUdYWlqKrVu3wsbGBnZ2dti+fXsNB5eRkQEfHx8YGxtj+/btTZJB27t3L4KCghp1bkpKCgwMDBokjdeC5sXf4/iAasGe9U36+R/F38BCzc3NxbRp07B69ep6mXDixAmIRCLs27evaffSTDGU51RVWZX6SsfX2M4LqGD5Ve0cjh8/Dmdn51qPXbduHUsgiZSRQRGH06RVgwsXLsDFxQWurq5IT0+vdq3S0lKcPXsWkyZNgo2NDTQ1NREcHIxt27YhJyen2rF5eXlYsmQJrKys0Lp1ayQlJdU4pjaUlJTg+PHjGDlyJFRUVNhMDzwer1qHV1ZWhkmTJsHAwIAdBBUVFWHy5MnQ0tLCrl27ajhchmFw4sQJODk5wcXFBWlpaXBxccHo0aMRHh4OR0dHKCkpwdLSEoMHD0ZycjJOnz5dI6i/MXj06BESExPh4uICgUCA4cOH48iRI0hKSgIR4fvvv4epqSk4HA6UlZURGBiI/fv34/Pnz9+s++3bt0hKSoKRkRFcXV2xbdu2Bs/cK1VevL29oa+vj4ULF9bY40tPT4eHhwesrKxw4MCBRrEtt2zZgqFDhzb4vEokJibC3t6++WILW9Ag/H2OrxJ5eRXOITT0q8Ge/3E0Y9zh3bt3MXjwYDatSr9+/eptxo0bN6Cnp/fVEID/1L1so+pLjkQECwsL+Pn5Ydy4cVi+fDkOHz6Me/fufTW3WSWKioqgr6/PBmcHBgZi7dq1dR7/448/wk9bG+WNzXz9xb6rVCrFrl27YGRkhG7dumHOnDkICAiAuro62rZti9mzZ+Py5cv1GvkzDIPLly8jIiICfD4fAQEBOHToUL2WF3Nzc6GmpgYrKyvweDy0atUKEyZMwMWLF9lrHzp0CGKxGMnJyexg49q1a7CxsYGfn1+tswOpVIo9e/agdevW0NPTww8//MB+V1pailu3bmHr1q0YN24cvLy8wOPxoK+vj969eyM2Nhb79+/H06dPG02zf/HiBZYuXYoOHTpAXV0dCgoKUFdXZyXfxo4dCx6PBz6fDwUFBXTp0gVLly6toRJz9epVDB06FDweD8OGDasheN5YXL9+HYMHD4ampiZiYmKqxSUyDIOjR4/CwcEBLi4utS6Rfg2rV6/G6NGjG20bwzAYNWoUunfv3hLj91/A35eB/X8dfn5ER440uZonVlZkdv9+tc90dHTI1dWVlJWVSUVFpdZS9buCggKKiYkhLy8vio+PJzU1NVJRUWEzmH8TyclEs2dXz3LfQJRwODSTYWjxF58rKiqSmpoaicViUlJSIqlUSh8/fqTXr1+TQCAgU1NTMjExqVG0tbVJRkaGNm/eTFu3bqU9e/aQlZUVvXjxgtTV1eu044m9PbW6fZtkG3MTMjJEgYFE+/dTSUkJ/fLLL3T8+HE6fvw4vXz5kiQSCXl6etLy5cvJysqqMVcgIqKCggLau3cvbdy4kbKysigsLIzCw8PJ1NS0znMiIiIoJSWFXr58SdnZ2ZSWlkZpaWmUm5tL/v7+FBgYSGZmZjR06FASCoW0bds2EggEVFZWRvPnz6fVq1dTUlIShYeHk4yMTLW6y8vLKTQ0lI4cOULdu3enhISEWu8PAD1//pxu3rxJt27dYv8tKCggBwcHcnBwIEdHR3JwcCArKyuSk5Ord5scPXqUxo4dSwKBgG7cuEEuLi40YcIE6t69O6Wnp9Pq1aspIyODjIyMKDc3l/h8PpmYmNDz58+ppKSEoqKiKDw8nIRCYf0fRD2RlZVFy5Yto61bt1KvXr0oJiaG7O3tiYiIYRjat28fxcbGkq6uLs2fP5/c3Ny+WefChQvpzZs3tGjRokbbJZFIKCAggLS1tWnjxo01nmsL/j78cx1fSAjRrl1NroYZMoQW2dlRQkIClZWVUWlpKQUGBtLQoUOpsLCQCgsLqaioiP1/1VL188+fP9PTp08JAMnJyVFRURFxudxaHeWXDlRLRoZmbthAclJpo++jjMMhC2Vlyi4ro7KyMiIikpWVJYZhiMvlkpaWFunq6pKSkhI9ffqU8vPzydzcnPT19YnH4xGHw6HCwkLKysqip0+fUkFBARkbG5OxsTFdvnyZTE1Nic/n07Jly6hVq1akrKxcw4aSrCzimpoSVyJp9H1IuFwa2qkTHbl6lWxtbcnHx4d8fX3JycmJPn78SPHx8bRz50764YcfaPz48bXa0RDcu3ePNm3aRDt27CBbW1saMWIE9e3blxQVFasd179/fzpy5AhlZWWRSCRiP3/69CnrBO/evUvdunWj4uJiun37Nu3du5fat29PRES3b9+m8PBw0tDQoA0bNlCrVq2q1X/8+HFavHgx+fj4UHJyMvXq1YvmzJlDRkZG37yHt2/fUmZmZjWH+Pz5c7KwsKjmDO3t7esctBw8eJA2b95MBw8epMuXL5Ofnx8JhUJ6/fo1dezYkYKCgsjGxoY2bNhAO3fupPLychIKhaSmpkZv376lrl27Uq9evcjX15e0tLTq1/h5eURbtxLdvk306RMRj0dkZ0c0fDhRlTauRH5+Pq1fv56WL19O1tbWFBMTQ926dSMZGRmSSCS0fft2iouLI3t7e0pISCA7O7s6Lx0XF0dSqZTmzp1bP1vrwF9//UVeXl4UGBhIM2fObFJdLWgA/pvTzf8qmnmPr6CgANOnT4ecnBzi4+MbZVJJSQkGDhyIDh064N27dyguLsa7d+/w4sUL3L9/H7///jvS09Nx7NgxpKamYuvWrVi9ejWSk5Nx38IC0kbeh4QIp9TU4ODgACMjI3aPz9zcnM2W3aZNGza/HpfLhZ6eHjp06IBBgwahd+/esLS0hKKiIlq3bo3+/ftjzpw5WL16NTZt2oSwsDBwOBy0b98e5ubmUFBQgI6ODjw8PBAaGooZM2YgNDQUs5WVUdLQvb0vSomsLG4OGcImtq3c86maH+7PP/9Ev379oK+vj61btzZLrreSkhLs2bMH3bt3h0AgwNixY1mK/b1791hFlhkzZtRZR05ODtatWwcfHx8oKipCXl4e/fv3Z0NfysvLkZSUBIFAgJUrV1bbf338+DGrJJKfn89qnNY3CP5LFBYW4urVq1i7di1Gjx6Ndu3aQUVFBaampujXrx8SEhJw9OhRZGdng2EYrFmzBiOryN9lZ2fDzs4OERER2LZtGzw8PMDlciEnJwcvLy/MmjWLlUf74YcfsHjxYvTr1w88Hg9GRkbw9fVFRkZG7XvMTVRZqkqEsbW1xbZt21giTHFxMZYtWwYtLS0MGjSoToGDSZMmISkpqcHtWhtev34NIyMjbNu2rVnqa8G38c91fH8TqzMvL69JG9ZVFfGfPn1a/xObEJNYJCODfVOn4vLlyzh79iz27t2LPn36wM3NDUpKSrCxscGgQYMwbtw4REREwM3NDVpaWpCTkwNRRWYBeXl5KCsrQ0lJiSXIVMbzVYZI8Hg8WFtbo1OnTvD394evry8sLCwgLy8PNTU1pDb1eVSW0FAUFxdj/fr1MDQ0hKysLIYNG1ajyS5dugQ3NzfY29s3a2zVs2fPMGvWLBgYGMDFxQWOjo6Ii4vDkydPIBAI6hVQnZ+fj+XLl0NTUxNcLhft27fHkiVL8OzZMzx8+BDu7u7o0KFDtYwLCgoK1fZec3NzER0dXa8g+PpAIpHg/v37SElJwaRJk9CtWzcIhUKIxWKYmJjA3d0du3fvxoMHDyCRSPD8+XO0bt0aKioqsLOzw6pVq7Br1y6W9erp6YnJkydj2LBh0NDQQEBAAHbs2MEKfGtra0NHRwcRERFIS0urEH5oRsZ4JUnI29sbenp6SE5OZp9NQUEBEhISIBAIMHLkyBoSaGPGjMGKFSua1J5VUTk4aoqofQvqj3+u4wOaFMcnJUKhj8/fZtrKlSuhq6uLjIyM+p/USK3Om6NGoXXr1ujRo0e1YGugogNeu3YtXFxcYGBggFmzZlWjlhcXF2Pbtm3o1asXRCIRiIgNbB47dizOnz8Pb29vdOrUCSoqKuwoX1ZWFrKysuDxeHBzc8PgwYORaWjYLI7vT0tLcLlcyMrKgqiCpNOuXTskJydj1apV2Lx5M3766SccOnQIZ86cwfz582FgYICOHTvizJkz+PjxY7MQDiQSCVasWAFFRUWWuNGtWzckJCTUu47S0lKMGTMGYrEYvXv3ZjNazJkzB1OnToVAIEBycjLKy8thYWFR4/kBFY546NChEIvFWLRoUaNiHOsCwzB49eoVfHx84Ofnh759+0JfX59tfzMzM1hZWcHW1raa8ygpKcGRI0cwfPhwCAQCODk5oW/fvtDU1GSfmYKCAlJSUrBs2TJ07doV4xQUUNxEtm9duHHjBoYMGQJNTU1MnDiRJcK8f/+elUH74YcfkPevgW5YWBg2bdrUbO0IVATFi0SiWp9hC5oX/9w9PiKi338n6tSJqKiowaeWyclRT2Vl6peURCNHjiQOh9Ps5qWlpdHIkSNp27Zt1LNnz/qdtGYNUUwMobiYZL72aGVkiJSUiBYtIoqMpLKyMlq7di0lJCRQnz59aO7cuaStrV3tlMzMTNq0aROlpKSQk5MTjRgxggICAkhBQYE9pri4mPbs2UOpqal07do1evfuHRERWVtbU0lJCZmZmdHDhw/JzMyMBg0aRFKplG7dukWZmZn0/dWrFNyEfcpK/CQvT4PLy6nqq62rq0tmZmYkJydHXC6XOBwOAaDS0lIqKiqigoICevPmDX38+JFkZWVJKpUSh8MhZWXlaqVyX7W+ny9atIjc3d3Jx8eHzp49S6mpqZSTk0NTp06lkSNHkoGBQb1IDWlpaTRq1CiaMmUKOTs7088//0xpaWkkIyNDACr2erW0KDo6mvr27VtrHffu3aOZM2dSRkYGzZkzh4YNG1Z/AtU34O/vT2ZmZnT16lWW8OPs7EwvXrygmzdv0vHjx+nt27fUunVrcnV1ZfcNHRwcSF1dndLT02n//v20du3aavVyOBz69ddfyY3LJXh5kUxxccONU1YmSk8ncnH55qFZWVm0fPly2rJlC/Xs2ZNiYmLIwcGBcnJyaN68ebR7924aO3Ys3blzhwYMGEDBwcENt+crSElJoWnTptHly5dJV1e3Wetuwb/xz3Z8RKyjaJDzU1YmWrSI7nt5UXh4OCkqKtLGjRvJzMys2c27fPky9e3bl+bOnUvfffddvc6RXLlCF3r0oM7FxSTL5RJV7SyUlCrGwj17Ek2bVqMz+PjxI82bN4+2bt1KEyZMoAkTJtQggJSUlFBaWhpt3LiRbt++TSEhIRQREUE2NjY1bElMTKSDBw9SYWEh3bt3j4AK8o6VlRX16NGDIiIiqE2bNkRExCxYQDR7NnFKSxvYSlWgpEQUF0el0dF07Ngxmjx5Mj1+/Jh69uxJFhYWlJ2dzZbXr1+TsrIy6enpsUUgEFBmZib99ttvNHDgQBo7diwJhUIqKSmhoqIitlSSk74sVT9/8eIFXb58mdq3b08lJSUskenly5cklUpJ+i8nX8mcrUpYqs2xlpeX07Fjx0hDQ4NCQkJIIBDQ27dv6ebNm3T+/Hn68OEDicViiouLo27duhHY83+5AAAgAElEQVSfzydlZWVSVFSs5lyvXLlC06ZNo5ycHEpISKCgoKBGMwpfvXpF69atowULFpCdnR1Nnz6d/P39a3WoS5YsoaSkJIqKiqKPHz/SzZs3KTMzk3g8Hjk6OpKlpSUtWLCgxnn79u2joF27iH7+ueLdbSiqsH3ri/z8fNqwYQMtX76cLC0tKSYmhrp3707Pnz+nOXPm0E8//URDhgyh1atXk5KSUsNt+grmz59PqampdPHiRVJTU2vWultQgRbHR/Rv51dc/PUf1hezJCIiqVRKy5cvp/nz59OMGTMoOjqaZGUbRcavE3/++Sf5+vrSoEGDaO7cud/spFasWEEHDx6kM7t3k8y2bXRm6VKyNTAgLXNzIltborCwWllvVfHkyROaOnUqXb16lebNm0dDhgypdVb79OlTNmRBX1+fIiIiKDg4mNTU1KisrIxlH1pZWVFcXBxt2LCB8vLyKCsrix4/fkylpaUsa9THyYnWnzxJnH+xShsDKCqSTFYWe38A6Pjx42Rubl4j3AAAvX//vpozrCyPHz+mW7du0adPn0hWVraac6yrVGVyAiCvfw2MwsLCql03IyODAgMD6ebNm5SamkqbNm2i169fU9++fal3796kqalZp3P9/PkzHTlyhB4/fkydOnUiFRUV9ru7d+/SmzdvCBVbGCQvL09EFeEOSkpKNWanpaWllJWVRRwOh5ycnMjU1LReM1olJSW6c+cO7d27l65cuULBwcF0+PBhunTpUg226ZfYv38/RUZG0q5du6hbt27EMAw9e/aMbt26RWfOnKGtW7eSVColGRkZMjQ0pNatW9MwX1/qHxPTpPeCFBWJqrwX9UVZWRn99NNPbNhCTEwMBQcHk6enJ8nLy9OzZ89o5syZFBER0aDwj68BAI0aNYqysrLo8OHDzVZvC/6NFsdXiYwMosREomPHKhxcA2ZJRESPHz+mESNGUGlpKW3evJksLS2b1by8vDzy8/MjCwsL2rBhA9upfYk3b96QjY0NXbx4kbUhMjKSbGxsaMyYMQ2+7qVLl2jixIkkkUho8eLF5OXlVetxEomETp48SZs2baLz58+TjY0NPXz4kAoLC+nEiRPUsWNHIiLKzs4mOzs7GjhwIK1bt44YhmHr4HK5tEcioQCiRsXxSYnouLw8Le/Ykezt7VkKvoWFRaM7j4yMDPrhhx8oJyeHRowYQQYGBvT69esajjInJ4dUVVVZJwiAMjIyKD4+ngwNDdnPhUIhycjIUI8ePWjAgAEUERFBRBXhCps2baJdu3aRo6MjRUREUJ8+fWqERVRi3759FBUVRbGxsTR27FiSkZGh9PR0mjFjBkVGRtL48ePJ0dGRJBIJ/f7779SxY0fq0aMHeXp6koKCAussCwoK6Ny5c5SSkkLq6urk6+tLIpGoTqf7/Plzys7OJoZhSFVVlWRkZKioqIiKi4tJQUGhmoOsy4l++vSJjh07Rj4+PuTu7l6rgy0pKaGsrCx68uQJWR09SgPu3yelJnRVpbKy9GdICLVatYpUVVUbfD4AOn36NC1cuJAePHhAHA6HNm3aRHw+n2bOnEmPHz+muXPnUnBwcLMMfCUSCfn5+ZG+vj6tX7++JcavmdHi+L7E27cVsUF37hB9/EikoVHvWRLDMLR+/XqKjY2lCRMm0KRJk5p1tFZYWEiDBg2i4uJi2r9/f60xVWFhYSQSiWjhwoXsZwsXLqTc3FxavPjL8PT6AQDt2bOHpk6dSo6OjrRgwQJ2ebIqJBIJpaSk0OzZs4nD4VBubi6pqqrS5MmTKTQ0lMRiMRERTZw4kS5evEjXr18nACQrK0tOTk506dIlKv31V1Lw8SG5RozuoaxM7/btowwidt/w1q1blJWVRRYWFtWcob29PWloaNT7/o8cOUKTJ08mHR0dWrRoETk5OVU7hmEYevfuHWVnZ9OrV6/o+++/JxcXF+LxeNUcZFFREenq6pKqqio9e/aMdaZVHePvv/9O27Zto8zMTBoyZAhFRESQra1tDbuePHlCAwYMIGNjY9q0aRMVFRWRg4MDvXnzht68eUPff/89ZWZm0rJly+jdu3eUlpZGZ86cIRcXFwoMDKQ+ffqQgYEB++y2bt1KcXFx5OLiQgkJCWRtbU1ERPfv36fVq1fT7t27ydvbm8aMGUNeXl5sZ/zx40cyNjam169f17r8W9vs9fnz57RlyxaysbEha2trKi4urvOc5Jwc6t+U5e9/4ZS2NvUrLCR3d3fq1asX9erVi0xMTBpcz61bt6hz587EMAyNGDGCxo0bR0+fPqXp06dTQUEBJSQkkL+/f5OdVUFBAXl5eVG/fv1o+vTpTaqrBV/gP0aj+QfhxYsX6NGjBxwdHXHz5s1mrVsikSAyMhJ2dnY1ZKwuXboEPT29GrqI+/btQ58+fZp87eLiYjaOLDo6mk0BJJFIsGPHDrRp0waenp44d+4cPn78yMpXDRs2DDweD927d4efnx94PB7k5eVhaWkJGRkZtGrVqjrF/8cfUcLlNoi9V0iEJ5Mm1Wp3ZUzaunXrEBUVBQ8PD6ipqcHQ0BB+fn6IjY3Fvn378Oeff35Vm7S8vBxr1qyBtrY2QkJCas3BBwAHDhyAg4NDrXUVFhbizz//xPnz59GmTRs2TKRfv35wc3ODoaEh5OXlIRQKYWlpCTMzMygrK0NPTw+hoaHYt28fMjMz8e7dOzAMg+LiYkRFRcHExAS///47VFVVq6VH2r9/P3R0dBAdHY2CggIUFhYiLS0NoaGh0NTUhIuLC+bNm4f79+8DqJCZW7RoEZunsF27dtDW1sasWbPqFFW+f/8+zM3N62y3upCdnQ17e3tERkZCIpHg2rVrCAsLw86dO6uHDzSTFi1698anT5+wb98+DB8+HFpaWrC0tERMTAzOnz/fICavsbExLl68iIkTJ0JTUxODBw/G9evXcfjwYdjZ2aFdu3bNkqIpOzsbhoaG2LFjR5PrasG/0eL4/iYwDIMtW7ZAJBJh5syZKCkpada6k5KSYGhoyFKfJRIJHBwckJKSUuP4GzduwM7Ortmun5eXh6ioKAiFQgwePBitW7eGh4cHzpw5w+odrlq1CgMGDEBZWRlSU1PZ3HW6urrQ1dVF165d4ezsDC0trRoO5MyZM5jC44FRUvpmuImECH8RIVYkgrKycr0TfUqlUjx+/Bj79u1DbGws/P39YWhoCDU1Nbi7uyMqKgrr1q2rNdPB58+f2QDxKVOmVHPaEokE1tbWOHLkyDdtOHr0KGxsbGo4SKlUitzcXFy/fh2HDh3C6tWrERwcDENDQ3C5XPD5fKipqUFRUREmJibw9PSEu7s7lJSUwOfzMW/ePPz666949uwZSktL8f79ewwdOhTGxsbV4sTKyspw+vRpREVFQVdXFxYWFvj+++8xcuRI6OjowMDAAKqqqhgzZsxXg+DPnTsHLy+verX7l/j06RO8vb3Rp08f/Pzzz5CTk4OKigq4XC7k5eUhFotxQEWleRxfaGiNdr527Rpmz54NFxcXaGhoYMCAAdi2bRsbtlAXtLS0WLHy/Px8JCcnQ09PD97e3jh69ChSUlJgZmYGb29vXLlypVFtU4m7d+9CJBLh3LlzTaqnBf9Gi+P7m/H69WsEBATAysqqyT+AL7Fr1y72B7Fq1Sp4eXnVKrSbn58PVVXVRosRfwmpVIrdu3fDxMQEfD4fOjo62Lt3L1s/wzCwtLREaGgodHV10bFjR/z000+sOkZmZiaioqLA4XDg4uKCn376iR0Y5OXlgcfjgcPh4I9du76a4YNRVMTvRkbw19WFp6cnVFRUQFSRxd3Z2RmzZs3CkydPGnRvHz58wIULF7Bs2TIMHz6czXRgbm6OAQMGYP78+axiycuXLxEeHg6xWIwVK1agrKwMO3bsgLu7e73ammEYODo64uDBg/W2LycnBwsWLECbNm3Qpk0bTJkyBWlpadi5cycmTZoEeXl5aGhowNXVFQYGBpCTk4NIJIKDgwNcXV2hoqICJycnrFixAsePH8ft27fx7t07XLhwAd26dYOCggJ4PB7EYjHGjh2Lffv2sZngY2Njaw2+T0lJwcCBAxvUzlWRmZkJa2tr9vlVLR4eHngTE9PkfJNfZlKpDa9fv8amTZvQt29f8Hg8tG/fHvHx8bh582aN56mqqlpDEKC0tBTbt2+HnZ0dbGxssHHjRvz444/Q19dHQEBAk+Lzzp49C5FI1Oz5Dv+paHF8/wEwDIOffvoJWlpamDhxYrNmgj537hyEQiHU1NS++qPQ1NT85ij2W6jMBmBlZYV27drhxIkTYBgGZ86cgb29PTw8PLBq1Sp07twZHA4HkZGRX/2xb9iwAW3atIG3tzeEQiF8fHwgLy/PSqaxS7ZfyfAhlUrx3XffoUOHDigoKMD58+ehrq4Oc3Nz8Hg8yMjIQElJCS4uLpg9e3aDHSFQMTO6c+cOduzYgZiYGHTr1g0ikQhCoRDe3t4YOnQobG1tYWBgALFY3KCReWpqKtq2bdvgQQnDMLh48SKb1aBfv344fvw4pkyZAmdnZ5iZmeHGjRuQSCTIyclBRkYGfv75ZyxatAiOjo5QVlaGra0tdHR0WKUdoVAId3d3DBo0CMOHD0fPnj1hYmICdXV1+Pj4wMvLiw2Cr6oQs2TJEowbN65edpeWlmLPnj0YNGgQTExMWPUfgUAAAwMDVuVHVVX137PmZlBZKudyMSsyEvPnz0dCQgLmzp37VbWekpISnD59GuPHj4eZmRn09PQwcuRIHDx4EAUFBeBwOHVm5mAYBidPnkS3bt2gq6uL+Ph4zJs3D2KxGCEhIWxuxoZix44dMDIyYpMct6DxaHF8/0Hk5eVh0KBBMDMzw4ULF5qt3j59+kBNTQ2JiYl1dqAuLi6NnnFKpVKkpqbCxsYGrq6uOHbsWLXr5OfnY9myZdDW1gaXy4VQKER0dPQ365VIJLC1tcXBgwcxdOjQaiN9BQWFektsSaVShIeHw8vLC3/99Rf++OMPGBkZYfHixcjLy8PSpUvh5eUFdXV11hG6urpizpw5DZOFqwKGYfD69WscO3YMiYmJCA4OhoaGBogIKioq6NWrF5YuXYpz586xuqF1tYG5uXmTpKry8/OxZs0aODs7QyAQwNraGsuXL4dQKMSaNWtqvBN//PEHgoKCwOFwoK+vj9TUVHz69AkPHz7E2bNnsX37diQmJmLs2LEIDAyEg4MDO4ggIlZz093dHXPmzIGPjw+GDx+OO3fu4MOHD9Wu9/TpU8TFxcHT05NtH3l5eZiZmSE0NBQHDhyo5kBcXFzA4XBq5qhsgsoSZGTwq5YW+25VyuhNnjy53m38xx9/YPHixejSpQtUVVUhIyODlStXfvP9uXXrFkJCQqChoYExY8ZgwoQJEAgEGD16dKMS0cbHx8PR0bFCvq0FjUaL4/sv4ODBg9DT00NUVFS9EnR+Db/99ht0dXXx4MED2NnZsUSBLzFgwIBa9/++BqlUiv3798POzg4uLi44cuRItU7t5s2bGDlyJPh8PgYOHIj09HS8fv0aioqK4PP5Nfa/asPRo0dhZWWFzMxMdvRPRFBTUwOfz0dYWBh+/fXXb86IpFIphg0bhs6dO6OwsBAvX76EhYUFZsyYUe3c3NxcLFmyBB07doSamhpkZGSgrKyMtm3bYu7cuY12hMXFxdDX18e5c+cQGxsLPp8PMzMzODs7Q01NDQYGBujduzdmzpyJ1NTUakSarVu3okuXLo267pfYsWMHRCIRNDU14eHhAUNDQ/Tr1w8fPnyoltV86tSpuH//PiZMmABtbe1qS9UAam1viUSCO3fuIDY2liUmcblcqKmpoXXr1rCwsICSkhJkZWUhJyfHOkoFBQUYGxujf//+2LNnD168eFEnkeTz589ISUmBSCTCyZMn//1FE7RooayM8suXYWtry84oZWVlG00+efr0KVRUVBAWFgaxWAwrKytMmjQJFy5cqPO+srKyEBMTA01NTQQFBWHo0KFsnsBKklh9wDAMIiIi4OvrW69ckC2oHS2O77+Ejx8/Ijw8HIaGhjhx4kSj6pBIJHBycsLOnTsBVBAFunbtCn9//xrLqVOnTq23RiTDMEhLS4O9vT2cnJxw+PBhtiMsKSnBzp074e7uDn19fcTHx1fLSL5+/Xr06dMH2dnZLHNu9erVX10W8vLygpubGwwMDNC1a1dwuVw2K8HChQthbm4OCwsLLFy48KskC4lEgpCQEHTt2hVFRUXIy8uDs7MzoqKi6mRr5uTkYNGiRejQoUMNRxgfH19vR7hkyRIEBASwfxcWFiI+Ph4CgQDjx49HRkYG9u/fj1mzZsHf3x9GRkZQVVWFm5sbRo0aBU1NTWzcuBF//fVXva5XFz58+ABVVVUUFhZi165dcHNzA5fLhYyMDMzMzLB9+/YaWp2//fYbLC0tERgYiJycHNy7dw+6urrVErfWhgcPHqBLly6sgyMicDgc6OrqwtfXFzNmzMDGjRsxf/58jBkzBn369IGrqyt0dXXB5XKhpaUFJycn+Pn5YfTo0YiPj8fmzZtx8uRJbN++HUKhsDpZqRFatFW1Ol+9egUejwdZWVl4enpCV1cXfn5+DU58m5WVBT09PQAVA66rV69i1qxZcHZ2hoaGBgYOHIgdO3bUmvE+Pz8fCxcuhL6+Pjw8PNCrVy8IBALExcVVGwRnZ2dX+11VRVlZGXr06IEfQkLALFhQkYi6d++Kfxcs+O8n+f4/gBbH91/GyZMnYWRkhOHDh+PDhw8NOvfHH39Ex44dq43OS0tLMXToULRt27aak1i3bh3Cw8O/Wh/DMDh48CAcHR1Z0kVl3c+ePcPUqVMhFovRrVs3pKWl1erMXF1dcfToUfbvmzdvwtvbGxYWFtUcaFUsXLgQMjIysLW1RWlpKR49elQtSzfDMPjll18QFhYGHo+Hvn374ujRo7XObCUSCQYNGoQePXqguLgYnz59gpeXFwYPHlwvuvqrV6+QnJwMDw8PdklLWVkZ7dq1Q0JCQjWB7kp8/vwZWlpauH37do3vcnNzMXr0aAiFQixcuJC1ydraGunp6bhw4QKWL1+O9u3bg8fjQUlJCW3atMGAAQOwdNo03A8LQ2FgIJgGdGwikQhHjx5FaGgo+Hw+goKC0LFjR3A4HBgbG2PDhg01lsqKi4sxffp0CIVC6OnpgcPhwN/fn/1eKpXi1KlTGDFiBCwtLWGgoIAYIuzmcnGUw8FJsRhzVFRgo6UFTU1N2NjYIDY2Fjdu3Kj1mZeXl+PVq1e4evUqDhw4gJUrV2Lq1KkIDQ1Fly5dYG5uDmVlZcjIyEAgEKBz584ICQnBge7dUSYnB2kjszOcOnUKampqyMnJQVFREVauXAl9fX34+Pjg0qVLX23XSjx48ABt2rSp9bvXr19j48aNCAwMhLq6Otzc3DBv3jzcunWrxu90x44dsLOzQ+vWreHm5gaxWIzFixfj8+fPEIvFaNWqVe2C4teuoax3b5TIyKDsy7CfeqRlakGL4/ufwOfPnzFmzBjo6uri559/rtc5eXl5EIlEtXa2DMMgNjYWpqambD6x06dPo1OnTrXWxTAMDh8+DGdnZ9jb2yMtLQ0Mw0AqleLYsWPo3bs3BAIBJkyYwKbBqQ23bt2CgYFBDYfEMAyOHDkCCwsLeHt7s3nqAODdu3cQi8XgcrmYMGHCN+/706dPWLduHVxdXaGvr4+ZM2fWmJWVl5ejf//+6NmzJ0pKSlBUVAQ/Pz/06tWrwcSirKwsJCUlwd3dHSoqKqwjbN++PebNm4dnz54hPj4egwYN+mo99+/fh5+fH1q1aoVevXqBy+XC2NiYZbMWFRVBW1sbGRkZeLx7N144O6NMVrZGfsJSLhflcnLI79IFZV901EVFRdiyZQtUVVWhra2N5OTkastod+7cgaGhIfT09MDn8xEREYHLly9X65DHjRvHzuDk5OTg6uoKLS0tNs1UL7EYl3V0UC4nV4NpySgpoVxODscUFfGdgwOGDRsGExMTtGrVCuPHj0d6enqDcx8+fPgQ5ubm8PPzw+bNmzFv3jwk9euH33R0UCIjg6IvHF4Jh4MyWVk8sLLC4dmzcfr0ady/f7/afvGXA6CSkhKsXbsWRkZG8Pb2/ub++/Xr1+Hg4PBN20tKSnDq1ClER0fD1NQU+vr6GDVqFA4dOsS+hwzD4NSpU+wStJWVFZv3UkZGplqOQwDNmpbpn4wWx/c/hPT0dLRu3RrBwcHfZGBGRER8k0m3YcMGaGtr4/Lly3jy5AkMDQ2rfc8wDI4ePQpXV1fY2tpi//79kEqlePfuHZKTk2FiYgJHR0ds3LixXg5jzJgxmD17dp3fl5WVYfXq1dDS0sLw4cORnZ2N4OBg6OjoYNq0aRAKhV8lgnyJzMxMREdHQyAQwNvbG7t372ZHyGVlZQgKCoKfnx9KS0tRVlaGkJAQeHp61isfXl14/vw5EhMT4ebmxs5IiAgODg5ITEz85tLo3r17q+19VX2GycnJ2ODsXK+OrTJ+MV5PD0FBQejcuTPU1dXh7e2Nrl27Yt26dbVev7CwEBERETA1NWU7ZGtra4wdOxaDBg2qtmxZSWQZN25cxXJgPTtdRkYGZXJyiFFVxdChQ3Hs2DHMmTMH9vb2EIlEiIiIwJEjR+od21o11q8qmxR5eShPTMQODgeHiLCdCNf698f6efMwZcoUhISEoHPnzmjTpg1UVFSgqqoKc3NzdOnSBaGhoZg6dSpWrlyJAwcO4OrVq3j27Bk2btwIU1NTeHp64vTp07XOVi9evAgPD4962V4JhmHw8OFDLFq0CJ07d4aamhp8fX2xatUqdhWhkghTtf05HA4OHTpUUUkTl3pb8G+0OL7/MRQVFWHSpEnQ0tLC7t27a/3hXblyBTo6OvXqwI8ePQqhUIjU1FTIy8ujtLSUzUrerl07WFtbIzU1FRKJBFevXmVVVoYOHYorV67Um2ZfWFgIDQ2NOtVMqiI/Px9TpkyBqqoqlJSU4OnpCalUilGjRiEmJqZe16uK4uJi7N69G127dmVVZTIzM1FWVoY+ffogICAAZWVlkEqlGDt2LBwdHRuVlbw2REZGwsXFBe3atWOT8KqoqMDNzQ1JSUk1HGFwcDBLsKgse/bsqbiPJUtQ2EDiRhGHg2h5edjb28PFxQVqamrg8XgQiUSYPHky9u7di0ePHlXb4/z48SOGDh0KeXl5lulaaQufz4ebmxsGDRoEJycnqKqqVszQG5PrUUkJh3r2hKamJqKjo/HmzRs8efIEixcvRocOHcDj8TBgwADs3r37mwze0tJShISEwM3Nrdre2bJly6q1ZZcuXWp9ZxmGQX5+Pu7du4dTp05hy5YtSEhIQGRkJPz9/eHs7AxtbW3IyclBV1cXJiYmUFVVhZaWFoYNG4atW7fizJkzePDgAQ4cOIBu3bo15bVBfn4+9u7di2HDhkEsFsPa2hqTJ0/GuHHjqt1P5cyv5JdfmkTuwe+/N8ne/9/Q4vj+R3H16lVYW1sjICAA2dnZ7OcSiQTOzs7Yvn17vevKyMiArq4uBAIBNm/ejPbt28PKygp79uxBQUEBNm3aBGdnZxgbGyM5ObnWTflvYevWrfD19a338Xl5eeDz+ZCTk4NYLMbmzZvx8uVLaGpq1st51oWnT58iNjYW+vr6cHV1xapVq+Dj44OgoCCUlZWBYRjMmjULbdq0adJ1gIr9u6r2MgyDx48fIz4+Hm3btq3mCN3d3bFgwQLMnz8f4eHh6N+/P7p37w5jY2N8//33TWItMlU6to8fP8Lc3BxEhIEDByIgIAA6OjrVFFEqZ5tmZmbQ0NBAt27d8OnTJ3z8+BGrV6+Gg4MDjIyMEBcXV0FwaSKj8v3Jkxg3blyNIPjc3FysW7cOPj4+7Axow4YNdQ5KGIbB1KlT0aZNGzx9+hSfP3+uEfSuqKiIDRs2NPqZlpWVISsrC5cvX8bevXsRFhYGoVDI7lu2bt0aCgoK4HK57NL90KFDMW3aNKxatQppaWm4du0asrOz672sK5VKceXKFcTGxoLH46GSdaqkpARlZWXo6+uD6dOnSeEc6Nu30W3y/yNaHN//MEpKShAbGwuRSITNmzeDYRisXbsWHTp0aFDAM8Mw2L59OzgcDtTU1LBr1y6Wyi4QCNC7d28cO3bsqzqV34KHhwfS0tLqbU+fPn0gEAiwY8cOXLlyBe7u7rC3t8eQIUMQFhbWaDsqIZFIcOzYMVaFQ09PD507d2b3d5YuXQpDQ0M8fPiw0deIjo7+arwiwzB49OgR4uLi4OrqCkVFRdYRenh4IDk5+d9kmSbGqaFvXzx+/BiGhoZs5nlVVVXIyspCRkYGIpEIrq6uCAwMZGdzSkpKMDMzQ6tWrSAUCrF69Wq8fPkSDMPg+vXriIyMhIaGBn4Vi79NJqlHp/v8+XOEhYVBJBJh4cKF1ZYt8/PzkZKSgv79+0NdXR2enp5YsmRJrWSiVatWQVdXF+Hh4TVmz5Vxgs+fP2/0c/0SUqmU1V+1t7fH2LFjERQUhLt37+LkyZPYvHkz4uPjMXr0aPj5+cHJyQlaWlqQk5ODnp4e2rZti8DAQIwdOxZJSUnYsWMHzp07hz/++KMGi9fExARcLhfu7u7o2bMn1NXV0dPFBeUN1K6tURQVW9ieVdDi+P4P4NatW3B0dESnTp0gFAqrkUO+BoZhcPbsWXTo0AHm5ubw8PCAlpYWtLS0IBKJMGXKlEbHrVXFvXv3oKOjU2+R3927d0NTUxOBgYHVZM5SU1PRqlUryMvL15vkUx+8efMG8+fPh4qKCtTU1JCUlITc3Fxs2bIF2trauH79eoPrfPHiBTQ1NZGbm1vvcyr3eebMmQNnZ2coKCiAw+GglbIyShrrWP5VSjkcCL9wABoaGjh9+nSdA5qysjLcvXsXO3fuhK+vL+Tk5KCurg5NTU106dIFE1GYrjUAACAASURBVCZMwLaFC5u105VKpVi6dCk0NTWho6OD9evX12AHFxcX4/DhwwgPD4dQKISDgwPi4uJw+/Zt9n05cOAA6+CrFllZWfTo0eOrJKzGopIEZmRkBD6fj5SUlK/O6srKyvDixQv89ttvSE1NxbJlyzBp0iQMHjwYXl5eMDMzg5KSEng8HqysrNCtWzc2lpXL5UJVVRXLly/Hw4gIlMrKNu0Z1EOy7Z+EFsf3v4Y3byoo61/E5pRlZ7OzhtWrV1frzEpLS2uQYc6fP4+OHTuidevWWLVqFebOnQsejwcdHR24urqiQ4cODQ6fqAsTJkzAtGnT6nVsTk4O+Hw+RCJRrYG7JSUlCAgIgJycHKKioposs1YVhYWFcHV1ZTVGAwMDMWPGDAiFQqSnpzeorhEjRtT7nusCwzC4d+8eTnp7o7iJjq+My8V2W1t07dqVXS6Tk5Nr0Cz+7t27sLS0xIABA5CWloakpCTstLNrsm1QUgKTnIyff/4ZZmZmUFFRgYKCArZv386ST/bu3VurreXl5bhw4QLGjRsHQ0NDmJqaIiYmBpcuXcLFixchEonYWd/8+fMrlo2bAZWsZolEgvLycpSVlaG0tBQlJSVYsGAB/Pz80L59e5iZmWHt2rX48OEDPn36hPz8fHz8+BEfPnzAhw8f8P79e7x79w5v375FXl4e3rx5g9zcXOTk5OD169d49eoV7t69i9OnT2PLli3V9lsrGcSf/P2b1v6V5QuR7n8yWhzf/wquXatY7lJUrKlLqKQEqbw8jioo4M7mzXBzc0PHjh3x6NEjMAyDgIAAGBsbQyqVIj09HZ06dYKpqSmmT5+OgQMHgs/n47vvvkNSUhKCgoIglUoxYcIEWFpaNnlJqLi4GEKhsF76gwzDwNfXF+rq6jh27Fidx5WUlMDQ0BBBQUEQCARISkqqPZ6pESgsLESXLl0QHByMtWvXom3bthAKhVBWVsbGjRvrVcejR48gEAiaPHBgGAZFRUUoCgpq1o6NYRi4u7t/lWFbFwoKChAaGgorKyvcu3evYuDVDLb9rK5ebWZWKZdmYmICbW1tyMvLs9kYDA0NYWBgAH19fejp6UFXVxc6OjrQ1taGQCCAiooKu4RbVe2ncg9TXV0dampqUFVVhYqKCpSVlaGkpARFRUUoKChAXl4ecnJy4HK54HK5kJWVZfVKayOWcDgcyMrKslJtsrKykJWVZeurPFdBQQFqampQV1cHj8cDn88Hn8+HhoYGNDU1IRAIIBQKIRKJIBaLoaWlBW1tbejo6EBXVxdisZi9roKCAtTV1cHn83GsqTPuytK7d5Pe1/+fwG1MDr8WNDPWrCGKianI+g7U/L64mDhE5CMjQ5yxY+nX5GRaUV5Obm5u1KlTJzp16hQBIFtbWyoqKiJPT096+/Yt7d+/n6Kiomjt2rXE5/MpIyOD9uzZQxwOh5YsWUKGhobk4eFBR44cIQcHh0aZnpaWRvb29mRqavrNY3fu3EmXL1+mgQMHkq+vb53HKSgo0Pz582nlypV06dIlmjp1Kq1Zs4YSExMpODi4SQk+lZWV6dChQ9SrVy+6du0aXb58me7du0fz5s2j7777jpYuXUozZsygwMDAOrOfz549m8aMGUNlZWX0559/0qdPn+jz589sacjfHA6HfpZKqe7WaAA+fiQiIhkZGXJwcCBNTc0GV6Gqqkrbtm2jLVu2kJeXF93Q1yeDZjDNy96eeigr04ULF0gikZC8vDytWrWKrK2t2ed54sQJWrx4MYnFYpoyZQo5OzuTjIxMneXZs2d06NAhSkpKIgDE5/OpvLycrl+/Tmpqal89t2qpbLPaPq8N06dPJxUVFZoxYwb72a+//krx8fH04MEDio6Opp49e1JBQQG9f/+ePnz4QO/fv2dL1b8r/19cXEx8Pp/09fVJX1+fRCIRCQQCEggEZHD2LNGtW01/CPVMvPxPQEsG9v82Kp1eUVH9z1FWJlq0iI4ZGVHv3r2p8hEqKCiQsrIydenShaKioqhz587VfsAfPnwgY2Njys/PZz/fv38/RUZG0o4dO6hHjx4NNr9Lly40atQoGjhw4FePy87OJisrK+LxePTgwQNSUVH56vEMw/w/9q48Lsb8j3+mmmqmc5qZ7ntLjpRS5AihQqVjZVdJVCy5rfuO5L6pdbMRS4Qc2XVlN0IsOVaO5FZoldI5z/v3R9vzM7oP7NH79Xpe9Mx3vvP9PvPM8/5+P8f7Q7a2tjR79mzy8fGhxMREmjBhAsnJydGKFSuoU6dOdR4rACoqKqKcnBx68eIFBQUFka6uLgUFBVFeXh7dunWL1q5dSzwej96/f0+Ghoakra1NAFiiys7OppycHJKXlyc1NTVSVVVl/y0/avP38+fPKTo6mvbt20cHVVSoy+PHdZ7Px7jfoQPJ7tpFxsbGtGbNGrp37x6tW7eu3v3duHGDHnbqRH3fvWvw2CgggOjHH+nBgwc0a9Ys+umnn+jmzZvUokULqWalpaW0Y8cOCgsLI1tbW1qwYAFbCb4y5OTkkIGBAb17947MzMzo/v37pKSkRD169CBvb2/y8PAgoVBY5+ECoPz8/EpJ68cffyR5eXkyNjauQGDlvy0ApKenR82aNSNNTU0SCoWkoaHBktnHf6uqqlZNtkuWEM2ZQ1RYWOd5sODxiMLCiCZNqn8f/yI0Ed+XxOXLRN261Y30/gL4fHKUSCipqEjq/MaNG2no0KGVvwcggUBA6enpUruBpKQk+vrrr2nhwoU0ZMiQWo/h/v371LFjR3ry5AkpKChUPVaAunfvTpcvX6aTJ0+Sg4NDrfo/ceIEjRkzhm7evEkSiYTevn1L0dHRtHz5crKwsKABAwaQkpJSnXZYHA6HJSIlJSXKyMgggUBAnTt3JjU1NWIYhvbu3Utt2rQhFRUV+u2330gkEtHXX39Nvr6+NG3aNOrevTtNqscDpKSkhA4ePEjr16+nu3fv0rBhw2jYsGGku3Nngx9sJVwu/dSyJU3KzCR5eXkyNzenly9fUnx8PBkbG9d7l1wUHk40dy4pSCT1H5ucHOVPmULq4eHsudzcXFJVVa3yPYWFhRQZGUmLFy+mXr16UVhYGBkbG1dol5mZSa1bt6ZXr17RmzdvyNDQkExMTGjEiBF08uRJOnXqFNnY2FDPnj3JwcGB5OXlq9x1ffy3rKxspSSVnJxM5ubm5ObmVuE1gUBAcnJydOXKFQoPD6fk5GT6/vvvafjw4aSsrFzjtQoLC6OEhAQSi8Wkra1NHA6HOpqZUeDs2Q26Pxh5eZJ5+pRILK53H/8mNBHfl4SPD9HBg5WbN2sAQ0TxsrI0rVkzcnV1JRMTE9q2bRuVlJRQdHQ02djYVPo+W1tb2rhxI9nZ2UmdT0tLo969e1NgYCDNnj27Vg/KqVOnUmlpKS1btqzKNkVFRbR+/XqaM2cO+fr60qBBg2pNVDk5OfT06VNiGIZkZGRYwlJRUaGcnBx69uwZffXVV9SxY0fS1NSs1Y7rY4LOzc0lV1dXatu2La1du5Y4HA5l3rhBu1xcqKu6Otl89RW9eP+eTr96RbMfPqQsgA4dOkQ9evSoNZm8ePGCNm7cSBs3biQzMzMaOXIkeXt7E5fLLWuQlUVkZNSgB5uEy6WL+/ZRkaoqPX78mM6ePUt79+4lVVVV4nK51K1bN/YwMTGpPRFmZRGMjIjTEFKWlaWWyspk0bkzBQcHk7u7+//nXgNyc3Np+fLltG7dOhowYACNHDmS5OTkWJK6e/cuzZs3j96+fUsBAQGs2T8nJ4dEIhHl5ORQQUEBcblcKi4uJj6fT/r6+tSiRQsyNTWtcgemoaFBPB6v0jH5+fmRm5sb+fv71zj+1NRUCg8Pp8TERBo3bhyNHDmyWsIPDw+nsLAwKi0tZc8NGDCAYgoL6/+s4HDoZx6PbNLTSUtLq87v/zeiifi+FBrhYffhKu7169c0adIkSkhIIIZhKCQkhGbNmlXBT9WvXz/q378/9e/fv0J/L1++JHd3d7K2tqbVq1dTQUFBleSUnZ1NixYtor59+5KsrGyV5MUwDJWWlhKXy6WWLVuSurp6tWbAj8+lp6fTkCFD6O7duxXMoy9fvqQ5c+ZQXFwczZgxg0aMGEHy8vJ1vo45OTnk7OxM35ia0oSiIuIkJBCIpB/2PB4VFRbSNR0dWsblUqqCAgUHB9OgQYNIW1u7Qp8A6LfffqP169fTiRMn6JtvvqGRI0dS69atKx9EAxZBEiI6SES+HA7x+XySk5Oj3NxckpWVpdzcXJYIy486E2EDxkYcDpG3N+X/+CPFxsbS5s2b6d69ezRgwADq27cvqampVev7Kv//69ev6e3bt0REpKamRqampqSpqUlcLpfOnTtHOTk5NH36dLp06RKZm5uzvsq9e/dSly5diMPhUElJCZ07d47i4uLo4MGDpKysTN7e3uTt7U329va1Xgx4eXlRYGAgeXt71/oy3L59myIiIujEiRM0evRoGjNmDKmrq0u1efDgAa1YsYIiIyOJiEheXp68vLxoz549xElJqbd1iPh82ujvT5t+/53Onj1bo5vhv4Am4vtSaCS7fens2bSay6U5c+ZQUVERSSQSunr1Kk2dOpXS0tJo0qRJZGBgwJJReXBLq1atKiWrnJwcys7OZs2iVRHVixcv6Nq1azRx4sQqSUtFRYV69OhB169fp5SUlAr+nNri22+/JSsrK5o+fXqlr9+8eZMmTpxI6enptGTJEvL09Kyzae/9ihXEmTSJFBiGZKppBw6HiMej9BEjaEF2Nh04cICcnJwoJCSEXF1dqbCwkHbt2kXr16+n4uJiCg0NpcDAQFJTU6t+AA0xe/N4NLZNG1p74QJ7TkNDg0QiER04cEDKRwaA7t69WzcibMDYimRlaUbnznSJYaRIjKjMj8vj8cjQ0JCaN2/O+sKq8ocJBAJ69uwZhYWF0ZEjR2jy5MnUtWtXGjJkCN25c4d+++03unDhAj18+JDWrFlDcXFx9N1331Xqv2YYhlJSUiguLo7i4uIoLy+PvLy8yMfHh7p06UJyclXH/Tk7O9OkSZPIxcWlztfj3r17FBERQfHx8TR8+HAaM2YMJScnU2RkJF25coUGDx5Mv//+O505c4batWtHiYmJ/1/M1SMe4D0RPR47lixWrqQhQ4bQmzdvKC4urtr5/SfwGSNIm/AhGilMfPcH4dzlh7q6OkxMTGBkZAR5eXmYmJigf//+GD58OFxcXGBnZ4e1a9dix44dOHjwIE6fPo2UlBTcvXsXmZmZePfuHUJCQmBjY4Pnz59XOvxevXrVKJu2du1aKCkpYfny5Q26VPfu3YNQKKxRSi0hIQGWlpbo2rUrUlJSav8BDRD/zcnJwcaNG2FlZQUlJSUoKirC2dm5SoHjTzUOABg2bBgbWi8Wi6GqqoqJEydWm8vHMAzS0tIQFRUFHx8fiMViaGlpwcnJCcHBwZgxYwamT5+OXY6OKKhjEnURl4tzfn6IjY3FmTNnkJqaiqdPn7KpKUVFRdi/fz/69OkDgUCA4cOHIyUlpVbX7datW/D29oZYLIaRkRG4XC5OnDiB+Ph4Kem8pKQkaGlpYdu2bdX2d/v2bSxYsAB2dnYQCoUIDAzEwYMHpUWx/0LHjh3x66+/1jjG6pCcnMxWm9fV1cXatWvZz7p48SLat29fuRZvHaszpI0fD5FIhBMnTqCoqAg9e/bEiBEj6n5v/svQRHxfCu7ujUJ8RytRrxgyZAimTZuGBQsWIDw8HO3bt4empiYiIiKwdOlStGvXDnfu3MHTp0/x9u3bSuvqMQyD8PBwGBsb4/bt21KvPXz4EBoaGpU+FMrx4MED8Hg8ODg4NEgKrRwjR47EuHHjamxXUlKCjRs3QltbGwEBATUWU22oRubZZcvg7OwMTU1NhISEIDg4GCKRCN27d8euXbvqnn/YgLIzEokEXbp0YYUKRCIRBAIB9PX1MXjwYMyZMwdjxozBwIED0bt3b7Rr147V65SRkYG6ujpMTU3RunVrtGrVCkZGRlBSUoKqqirs7e0R3akTSuTlwXyCkjiPHz/GvHnzYGxsjDZt2mDt2rW1ypP84YcfoKamBg6HgwkTJuDWrVswMzOTavPHH3/A2NgY4eHhtXrgP3r0CKtXr0a3bt2gqqoKHx8fREdH488//wQAWFtb4+rVq7WeWzkYhsHZs2elcmuPHj2K0NBQCAQCjB8/vsqFphQuXwZ8fFAkI4MSeXnpa19ej8/Hh9Vv/fXXXyESiXD8+HG8ffsWrVu3xpL/uIpLk6nzS2HgQKJduxrczRl9ffo6P5/y8vKopKSEiIgiIiIIAOXl5bHH3bt36cqVK6SsrEy5ublkbGws9bq8vDwpKytLHUpKSvTnn3/S7du3ydnZmZo1a0bKysqUlJREpaWlFBwcXOE9ysrKxOfzydXVle7du0d//PEHGRg0PBMsMzOTWrZsSSkpKWRiYlJj+3fv3tHixYspKiqKRowYQVOmTCEVFZWKDRvoWzsnENCzNWvI19eXFBQUKC0tjcLDw6lHjx4UExNDV69epQEDBlBISAhZW1vXruOUFKKFCwlHjxI4HJL5wBxewuUSB6A/TEworkULusrhVPCJcblcEgqFrAlbX1+fiouLSSKRkKurK/Xo0aNCiL1AICBZWdkKQwFA9+7dY82i2T//TGPy86lncTHJyMqS3F/3HBERo6hYZibu04do2jSijwKoagOGYej06dO0efNmSkhIIHd3dwoODqauXbuSjExFI/SpU6dowYIFdP78edLR0SE1NTW6ffs2e0+X48WLF9SnTx9q3749rVu3rtamvtevX1N8fDzFxcXR2bNnycHBga5fv06xsbHk6OhYqz5ycnIoOjqaoqKiiGEYCg0NpYCAACkf3/Pnz2np0qW0Y8cO8vPzoylTplT7u8nPzydLLS26PXky8e7fL8vhFAiIWrcmGjy4QvTm+fPnycvLi7Zt20bW1tbUoUMHWr58eaW+/v8CmojvS6ERfHyl8vJ0qksXilJSovPnz9OrV69IRkaGAgMDycrKij1EIhEREb19+5YmTJhA27Zto8OHD5OHhwcRlT3cCgsLpYjww+PixYu0fv168vT0JFNTU1q5ciX16tWLFBQUKrTNz8+nrKwsev/+PXE4HFJRUamUHKs6lJSUqnxt7dq19OTJE9q5c2etr9GTJ09oxowZdPLkSZo7dy4FBQX9/6HXCAFGpKhI9Pgx5fF4NHPmTNqwYQNJJBJKTk4mW1tbysjIoC1bttC2bdtIXV2devfuTW3btqWioqIaw+nViovpO0VFspGVJQ0ZGUr/8096a2BAf/btS4oGBhWiEMv/LQ9oOnv2LE2ZMoUsLCzo5MmTFBAQQBcuXKDnz5/TjBkzaODAgbWOrixHOREmx8eTbHQ0yaelkToRlSgpUdK7d2Q0ezYNnT69QSID5Xjz5g3t3LmTNm/eTAUFBRQcHEyBgYGkq6vLtjl69CitX7+ekpKSKDw8nHR1dWnAgAFkY2NDq1atog4dOrBtc3NzqV+/fsTj8Wj37t3E5/PrNJ68vDxKSEigQYMGscFa5cEx5ubmFdpfu3aNoqKiaO/eveTs7EyhoaHUtWvXaq9NZmYmLV++nDZv3ky+vr40derUShd6hw8fplWrVtHp06drPf7k5GTq27cvbdmyhQwNDcnZ2Zn2799fawL/N6GJ+L4UGvGhW766e/HiBR08eJBkZGQoNTWVbty4QampqcTn86WIcNy4caSgoEDOzs60YsWKWil8XL9+ndzd3cnFxYVu3bpFycnJlba7e/cuWVtbk5OTEx06dIjev3/PkuK7d+8o/6/daTlJVkW2lR3v3r2jvLw8UlBQIFVV1VqRZfnx6tUr2rNnD+Xn59PYsWOpZ8+epLtrFwlWrWpQqD7xeHSuZ09y/eUXKikpIYlEQnJycmRqakoSiYTevHnD5qzxeDwqKiqi3NxcMjQ0JFtbW2rdunWVIfXKysrsQ/KXX34hFxcX4nK5lJ2dXaucsOfPn5ONjQ1lZmbSxYsXaezYscQwDAUGBtKBAwcoPT2dpk2bRoMHD65XNCxRGRHev3+fzp49SwcOHKBffvmFFBUVqW/fvtSjRw/q1q0bmZqaNogIAdClS5doy5YttG/fPnJ0dKSQkBDq06cPHT58mKKjo+ncuXM0efJkmjJlCjk7O5OlpSXt37+fbGxsaMGCBWRpaUlERMXFxRQSEkL37t2j+Ph4dlFYFwgEArpz5w5du3aN4uLi6NChQyQUCsnb25vc3Nzo7t279MMPP9CTJ09o2LBhFBISQjo6OnX6jNevX9OqVasoKiqKPD09afr06WRmZsa+PnToUGrZsiWNHz++Tv1eunSJ3N3daePGjcTn8ykgIIDOnTtHFhYWdernH48vY2FtAoBGKUVTExiGwaNHjxAfH48FCxbgm2++AZ/PB5fLhVAohKKiIgICAnD8+HE8e/asWh/I48ePoaKigu7du1eqSl9aWoqWLVtCTU2tTpXU64I1a9bA2dkZWVlZSE9PR2pqKs6fP4+ff/4ZBw4cwI8//ojIyEgsWbIEs2fPxoQJE/Ddd9/B398fffv2hZWVFRQVFaGsrIx9H2ui1vO43KIFeDweFBQUQFRWEy4sLAxpaWl4/fp1hWuVlZWF5cuXo0WLFmjWrBkWLVqEFy9eVDvvUaNGsT7c2palYhgGSkpKrG9KIpEgOjoaenp6GDBgAPbv3w9XV1cYGBhg3bp1jaKH+ueff8LFxQUGBgbw8PCAjo4O9PX1MXDgQGzevBn3799vUGBFef3Ijh07QkdHBx4eHnBzc4OmpiZmzZoFAAgNDcWaNWtQUFCAFStWQFNTEwEBAWwlEoZhMG3aNDRr1gwPHjyo8xi4XK5U9XiJRIKffvoJ9vb2kJGRgaKiIjw8PHDq1Kla1+SrCtnZ2Zg7dy5EIhH8/f1x+/ZtSCQS6Ojo4O7du/XqMyUlBZqamoiNjcWWLVtgYmJSpyoj/wY0Ed+XRAMLfNa3qnJQUBDWrVuHK1euYNq0aVBXV4empiaEQiGEQiGcnJwwduxYbNmyBZcvX0Z+fj4A4OnTp1BXV4ejoyO8vb0rBLfMmzcPCgoKOHr0aIMvTVUoKirCV199hVOnTjWoj9WrVyOBy20U4jurqopBgwahf//+MDU1BRFhxowZePnyZY0RlefPn0dQUBDU1dXh6emJ+Pj4SoONDA0NWeLjcDjYsGFDreZqY2ODS5cuSZ3Ly8vDrFmzoKGhgblz5yIxMRHu7u7Q1dXFqlWr2O+7vmAYBmvXroVYLMZPP/2Eu3fvYuPGjfDz84Ouri709PTg7++PTZs24d69e/Umwlu3bsHFxYUVnu7duzfev3+PFStWSFVpyMnJwZw5c6ChoYFRo0axD/n169dDR0enThHAxcXFkJWVBcMwKC0txeHDh9GrVy+IRCJ8//33SEtLQ2pqKsLCwtCmTRuIxWIEBwfjyJEjDVpY5OTkYMGCBRCLxejZsyeMjY3r3RcAXL16FVpaWti7dy9mzZoFe3v7CrUB/81oIr4vjQaGsNcH4eHhmDp1Kvv3+/fvMXnyZIjFYqxfvx4JCQlYunQpAgICYG1tDUVFRVhYWKBVq1aws7NDbGwsPD094eDgwKYY3Lp1CwoKCvD392/wJakJe/bsgZ2dXYNDsgt9fRuF+HZzuRgxYgTmzp2LoUOHwsnJCa1atYJQKIS8vDyMjIzQsWNH+Pr6Yvz48Vi2bBl2796Nc+fOIT09HYWFhcjNzcWmTZvg4OAAXV1dTJ8+na148eLFC3YnSVRWbmjy5Mm1muM333yDXbt2VfpaRkYG+vfvDwMDA8TExCAlJQVeXl7Q1tbG0qVL8e7duwZd38uXL8PExAQjR45kd0jlxXkbiwijoqIQEhICsVgMfX19aGhowM3NDR07dqzQNisrC+PGjYOGhgZmzJiBt2/f4sCBAxCLxTh+/HitPu/t27dQUlJCeHg4DA0N0b59e2zfvr3KCOf09HQsX74cnTt3hpqaGvr374/du3cjJyen1nP8EO/evUPPnj3B5/Ph7e1dr+jScly7dg1aWlqIiYlBQEAA+vbt2+Ad6j8FTcT3d0AtQ9gZDgf5RFhubt4gU2JMTAz69+9f4fylS5dgaWkJd3d3PH36lD1fXFyM69evQywWY9CgQejduzf09PSgoKAARUVFfPvtt2zofK3CsRsIiUSCtm3bYu/evQ3raPHiiiWg6nrweHg6dix0dHSwZcuWCh9RUFCABw8eIDExETExMVi6dCnGjRsHX19fdOjQAYaGhuByuRCJRLC2tkafPn3Qr18/dOjQAcrKyrC2tkZ4eDh27NiBlJQU8Pl8REZGok+fPrWa4qxZs2osT3Tu3DnY2tqiY8eOuHz5Mq5fvw5fX19oampi4cKFyM3Nrc/VBVBm+vT29kbbtm0rNSs2lAhXrlyJMWPGoFmzZhg0aBAyMjIwatQoyMnJwdbWFpGRkayptxwZGRkYMmQIxGIxlixZgtOnT9eY68cwDBITE9G3b19wOByEhITUuYDxy5cvsXHjRvTu3RsqKiro3bs3Nm7ciMzMzDr1Y2tri4SEBKxatQq6urpwc3NDcnJynfooR2pqKrS1tbF9+3Z0794dI0eO/E/k+DUR398Ff+XmQFGxLBfno4dreW7OrN69QUSQl5dHSEhIrergfYzy5NnKUFRUhDlz5kAkEmHTpk3sj+DEiRNo06aN1I/i9evXGD9+POTl5cHhcNC8eXPw+XwYGxujb9++mDlzJvbu3Ys7d+40+kry5MmTMDMzq3XV90qRmdlw4vurunhaWhqMjIzqlawvkUjw8uVLXLlyBYcOHUJkZCRmzJiBgIAAtG7dGkpKSuBwOGxNuLZt24LH4yEwMBCrV69GbGwskpOT8eTJkwpm0ujoaAwYMKDGMZSWlmLLli3Q1tbGeq/N/QAAIABJREFU4MGD8fz5c9y6dQt+fn4QiUSYN29eBQKpLRiGwapVqyAWi7F///4a2967dw+bNm2Cv79/jUS4aNEiTJo0CZaWlvD19QVQVs+Ry+XiyJEj8PX1hZqaGgICApCYmCj13tu3b8PHxwd6enoICwuDkZFRhVy/nJwcrFu3Dq1atULz5s0xc+ZMGBkZ1es6fIicnBzs3r0b/fv3h5qaGjp37ozly5ezfsiq8PTpUwgEAvZ7LigowPr162FgYAAXF5d6JdbfvHkTOjo6iIqKgqWlJZYtW1avOf2T0ER8fzdkZQFLlpQVFXV3L/t3yZKy8yjblZUX35STkwOHw6nzzicrKwsaGhrVtrl+/Tratm2Lnj17Ij09Hf369cP69esrbVdelPPw4cMoLS1FWloa9u3bh9mzZ8PLywumpqbg8/mws7NDUFAQVq1ahdOnT1dagb0ucHFxqXRMdUIDAowkHA7u/5XM/ObNGzx69AjNmzfHjBkzGn3VnJGRgWnTpkFRURFaWlqws7NDixYtMHLkSHh5ecHOzg46OjrgcrnQ0dGBvb09vLy80K9fP+jp6WHHjh04deoU7ty5U60JMycnB5MnT4ZQKERERAQKCgpw584dDBo0CEKhELNmzaq3teHixYswNjbGmDFjUFRUVKv3VEaEurq68PPzw8aNGzF69GjMnDkTbdu2hfsHhVaNjY1x7949AP8PJmrZsiXMzc0rBBNdvHgRPXr0gKmpKYyNjTFs2DCkpKTgu+++g7q6Onx9fXH69GkwDINr166hdevW9Zp/VSgoKMCRI0cQHBwMsVgMa2trhIWFITU1tcJ9tGHDhkoXMkVFRdi4cSNMTEzg5OTEjre2uH37NnR1dbFs2TLo6ek13JryN0cT8f3DUFxcDHl5eakIv0qljaoBwzBQVlaucQVfUlKCRYsWQSAQgMfjVVDSKC4uhr6+PoyNjZGUlMSuGitDbm4uzp8/jx9++AGhoaHo3LkzVFVVoauri169emHy5MnYuXMnUlNTa/1QvHr1KrS1tRvmi2pAgFEeEdr+tQCRl5eHgoICzMzMYGNjg9DQ0EZRrPkYCxYsgI+PD7y8vMDhcNC3b1+cPXuWfciVlJTgyZMnSE5ORmxsLBYuXAh5eXn4+fmha9euMDMzA4/Hg6qqKlq2bAlnZ2cMHjwYM2bMQFRUFA4fPowrV64gOTkZnp6eMDExQWxsLBiGwf379xEcHAwNDQ1MmzatRgm5ypCdnQ1PT0/Y29vj4cOHdX7/x0SooqICFRUViEQitGjRAnfv3gXDMHB2dsaxY8cqvPfDYCIvLy+pYKKjR4/CyMgIMjIy4HK5mDlzZgXT/fnz59G+ffs6j7u2KC0tRWJiIsaNGwcjIyN89dVXmDhxIpKSkiCRSODh4YGYmJgq319cXIzt27fD3NwcnTp1wokTJ2pNgHfu3IGenh5mz54NkUiE3377rbGm9bdDE/H9A2FlZQU5OTnweDy0atWq3n3U1jE+adIkiMVidO7cGWlpaez50aNHg8vlspJm9+/fh7m5OaZOnVqrhz7DMMjIyMDhw4cRHh6O/v37o3nz5lBUVISVlRUGDhyIJUuWICEhAc+fP6/0B+zn54ewsLBazroK1CPAiOHzMZykpeI4HA46deqEt2/fomvXrvDz82uYKbYSJCQkwMnJCQAwZcoU2NnZVbmTKYdIJJI6zzAMsrOzcePGDRw/fhybN29GWFgYhg0bhj59+sDa2hoikQjy8vLQ0tICn8+HWCyGv78/li1bhjVr1sDT0xNqamoYN25cnUPhGYbB8uXLIRaLERcX16DrMW7cOEydOhUWFhYQi8XQ09ODrq4uzM3N8e2337JE+DHKg4nat28PLS0tdOjQARoaGnB2dsbEiROhqqoKFRWVChHKv/zyC7p37171gDIzy3zH/v5lFht//7K//7LY1AUMw+Dq1auYNWsWLC0toaWlBS6Xi3379tW4OCwtLcWuXbvQokULtGvXDvHx8bUiwLt378LAwACjR4+GlpYW+3u/cePGJ1nIfSk0Ed8/ELt370ZMTAwePXoEeXn5ekVSenl5ITY2tsZ2DMPA3Nwc586dw+rVqyEUCrFkyRIkJSVBTk4O8+fPl2r/6tUrdOjQAf7+/rXeuX2M9+/fIyUlBVu3bsW4cePQvXt3CIVCVgNz3Lhx2Lp1K1JSUnDr1i1oaGjUOUCgAmoZYFRKVKZXGRmJUaNGgcPhSJGfm5sb3r59i/fv37M5Zg1ND/gQmZmZEAgELHlpaGggPT0d58+fR3BwMJsWcfjwYXYn07FjRyQmJtb5swoLC5Geno4zZ84gKCgIysrKaN26NTw9PdGxY0fo6emxotjl383QoUMRFhaGzZs34/jx40hNTcWbN28qfeheuHABRkZGGD9+fL3vldDQUKxduxa9e/eGvb09uzPt378/LCwsWCIsN42WE2F5KkLv3r2hpqYGW1tbCAQCdO/eHTExMcjNzYWbmxvk5OTQs2dP/PTTT8jOzsahQ4ekTKosLl0qM5srKlb0G5f76L29y9rVExs2bICpqSkcHBygrq4OPz8/7Nu3r1qLh0Qiwd69e2FlZQUbGxscOHCgRgK7d+8eDA0N4efnBxMTE3To0AFEhJMnT9Z77H83NBHfPxwJCQngcDh19nVNmDChVkK1Z86cQcuWLdkH14MHD9CtWzfIycnBzMys0h/R+/fv4e3tDScnp3oHRHwMhmHw/PlzJCQkYMmSJRg4cCCbjC4QCGBmZobw8HAcOnQIDx8+rJ+PrRYBRpmdO2PAX2akuLg4NmmdiNCmTRt89913MDAwwLFjx1BcXIyBAwfC0dGxzubo6qCrq8uaCadMmYLQ0FD2tdzcXGzevJlNi5g2bRp8fHywadOmBn9udnY2xo0bB5FIhOXLl6OoqAgSiQSpqanw9/eHsrIyunbtitGjR2Pw4MFwdnZmBQ14PB7MzMzYnfCkSZOwevVqbNu2DZ07d4aNjU29ArWCg4OxadMm+Pj4wMrKij0fHx+PXr16sUS4efNmDBw4EDo6OlBRUWGDsBYuXMguTAoLC7Fnzx44OztDKBRi9OjRmDx5MlRUVMDhcKCuro7Fixfjm2++kR5EA4TF64LvvvsOS5cuBQA8e/YMkZGRcHZ2hoqKCjw8PLB169Yqzc8SiQRxcXGwtbWFpaUl9uzZU23A2YMHD2BgYAAej8fe35MmTarXuP+OaCK+fwHCw8MhIyOD8+fP1/o969atw/Dhw2ts5+fnh5UrV0qdGzx4MOTk5KCuro6wsLBKV+ulpaUYPXo0LC0ta66Q0AAUFRXh7NmzUFZWxtChQ9GrVy/o6upCVVUVnTp1wogRIxAVFYWkpKTa507VEGBUWlqKrVu3QldXF5qampCVlYWxsTFkZGQQERGBU6dOwcTEBIGBgXj9+jVGjRoFGxubhu9K/4KbmxsOHDgAoCxEXiAQVGrivHnzJsaPHw8lJSUYGBhg586d1VbUqC3++OMP9O7dG82aNZMyob18+RKTJk2CQCDAsGHDpHx47969w507d3Dq1Cn8+OOPWLhwoVRgjqqqKogIAoEAdnZ28PT0RGhoKCIiIrBjxw6cPHkSf/zxR4XUCn9/f/z444/w9/dH8+bNpcZYXqWBYRicO3cO3377LVRVVeHr64uZM2di4MCB0NPTg46ODgYMGIANGzYgLS0NDMMgPT0ds2bNgr6+PtTU1FhTtoyMDJo3b/5/8+5nysNlGAZ6enq4c+dOhdeys7MRHR0NHx8fqKqqwsnJCWvWrKn0d8cwDI4ePYr27dujefPmiI6OrrI6y4eiCUQECwuLOo3574wm4vuXwN3dHTwer9YBB8eOHYOLi0u1bd68eQM1NTWp6MvExETIysoiKioKT548gZubG1q3bl2p+gXDMFi2bBn09fVx/fr1uk2ojpg/f75UtNurV69w+vRprF69GsHBwbC3twefz4eJiQk8PT0xa9Ys7Nu3D2lpafVOtcjLy0NISAgUFBQwefJkREREgMPhYPLkyXj37h1GjRoFPT09HDx4ELNnz0azZs3w6NGjBs915syZrDwXUOZrrW41vnv3btjZ2cHV1RUaGhoYOXJkgxKfy3Hs2DFYWFjAxcUFt27dYs+/evUK06dPh4aGBoKCgtjoypqQmJgIXV1d+Pv746effsKaNWswefJk+Pv7o1u3bjA3N2cDc1q0aIGePXvCyMgI3t7e6NSpE7S0tJCSkoIXL16goKAA8vLyWL16NVq1agULCwusWrWqQoDWxztCfX19KSK8ffs2+Hy+FAEoKSlBXV0dkUOGgPnYMlAX8quD8tLVq1dhZmZWoyUjPz8fBw8eRGBgIIRCIezs7LBgwYIKpcUYhsHPP/8MR0dHmJmZYevWrVL+6N27d0vNufyQsuA0oj/zc6OJ+P4lkEgkMDU1hYGBQa2c0Hfu3KlQt+xjrFq1SopMCgoKIBAI0KFDB/YcwzDYuXMnNDU1MWXKlEplmfbs2QOxWPxJfQR5eXnQ0dGpNqn4w1SLWbNmsVGLfD4f9vb2CA4OxurVq3HmzJk6pVo8e/YMQ4YMgZaWFgIDAyEjI4OgoCA26dnMzAx+fn6s2kdlq/a6YP/+/VJ+pkePHkFDQ6PKNIPU1FS0aNECQFlaxNy5c2FoaAhbW1usX7++Qebo4uJirFq1CiKRCKNHj5Yaw5s3bzBnzhwIhUIEBATUat6vX79Gnz590KFDhyp3LOWBOQkJCbCyssKAAQNgaWkJRUVFtGnTBurq6pCRkQERQU1NDV26dMHYsWOxdOlSxMTEIDExEffv36/0XmUYBg8ePMCWLVsQEBAALS2tSgkgJiYGKYaGKK0P6ZWbPWuhtVuOsLAwjB8/vtbtgbII31OnTrELMAsLC0ydOhUXL16UItCzZ8+ie/fuMDY2xoYNG1BYWIiioiIcPHgQ3t7eUlHk+/fv/yz+zE+NJuL7FyE7OxtKSko17uQAsCviqnY7DMOgVatWOH36NHvO19cXPB6v0gfsy5cv0a9fP1hYWFQaBp2YmAhNTc0aq7Y3BFFRUejZs2ed35eTk4OkpCRERUVhxIgR6NSpE1RUVKCnp4fevXtjypQp2LVrF27cuFFtlObvv/+OHj16QF9fHzIyMujTpw9KSkqQn5+P8ePHQ0dHByNHjoS2tnadVT8+xMOHD6Grqyt1LigoCHPnzq20/fv376GoqCj1XZeWluLEiRNsgvfAgQOl0iLqilevXiE0NBRisRhr166VMp+9ffsW8+fPh1gsxrfffoubN29W25dEIsHixYuhpaWFI0eOVNvW2dkZCQkJmDx5MtTU1Nigm3L9yaVLl2L37t1YtmwZxo8fj/79+6Njx44wMjKCvLw8hEIhrKys0Lt3b4SEhGDu3LnYtGkTjh07huvXr2P16tUVSI/D4eD7gAAwjSR+UBvY29s3SJ+WYRhcunQJ06ZNQ/PmzaGnp4eRI0fi5MmT7D2dlJSEXr16wcDAAGvXrmUXBoWFhfjxxx/L7q/P5M/81Ggivn8ZLl++DBkZGcycObPGtvr6+sjIyKj0tfPnz0uZVo4fPw4ZGRns2bOn2j5jY2Oho6ODMWPGVBC9vXXrVqXqGI2F4uJimJub4+eff25wXwzD4OHDhzh48CDmz58PX19fWFhYQFFREdbW1ggICMDSpUtx4sQJvHjxgp0PwzA4cuQIDA0NweFw0KpVKzbqLikpCRYWFujQoQNEIlG9Ii3LP0MgEEj5DNPS0iASiaqUFzM0NKxSFSQrKwsrVqxg0yIWLlxYb+m51NRU9OjRAy1btqzwPeTm5mLRokXQ1NREv379cO3atWr7+vXXX6Gvr4/JkydXueCwt7fHgAEDwOfzIScnhwMHDrCkW16loSpIJBJkZmbi6tWrOHz4MKKiojBz5kwMGTKEDcz5cLdTftjZ2WGTuTkKZWQaRnw8XpnvuAY8f/4c6urqjZoac/v2bSxYsAB2dnbQ0NDAoEGDEBcXh/z8fFy8eBEeHh7Q1dXFihUr/h+V/AV0hT8VmojvX4hNmzaBw+Hg0KFD1bbr0qULzpw5U+lrQ4YMweLFiwGU+Q3KtQVrg9evXyMgIAAmJiYVzJvPnz+HjY0Nhg0bVqlTvaHYt28fbGxsPlnOUX5+Pi5fvowtW7Zg7NixcHJygoaGBsRiMXr06MGmWiQnJ2P06NEgIqioqLA7vHJBcHV1daiqqiI+Pr5e43ByckJCQoLUuW+++YaN+vsYPXv2rND+YzAMgwsXLrBpEX379sWhQ4fq/D0xDIODBw/iq6++goeHR4XyOXl5eVi+fDm0tbXh6elZbXWErKws9OrVC506dcKTJ08AlO1W4+Pj0adPH8jJyeHbb7/F9OnToaamJvXej6s01Afr1q2DnJwcFBQUwOVyoaqqCn9/f5QOGNAw0is/AgJqHMPmzZsrRpI2Ih4/fow1a9bAyckJqqqq8PHxQXR0NM6ePQsfHx9oaWlhx6hRn82f+TnQRHz/UoSEhIDL5SI9PR3FxcWVmtYGDx5cqbDy27dvoaamBmtrayxatAi9evWCiopKnfPRjh49CgMDAwwdOlQqnD83Nxeurq5wc3NrcAWAj8EwDNq1a1etukVjg2EYPHv2DMePH8fixYvh7++P1q1bQ1FREfr6+myun6urK27fvs2anUxMTKCgoIDIeqyIJ0yYgIULF0qdu3btGnR0dCr1XdW0+/kY5WkRHTp0gI6ODqZOnVrrIJVyFBYWYvHixRAKhfj+++8rpHS8f/8eq1evhp6eHvr06YMLFy5U2o9EIkFERATEYjECAwNhZGQEe3t7bN26Fa1bt8bvv/+OzZs3Q0lJSep95SkNDcG6detgYGCAiIgIPHv2DAEBAdi+fXtZMEdjEF9lOYEfwdPTE9HR0Q2aR23x+vVrbNu2DX379oWKigqcnZ0xY8YMnNfW/mz+zM+BJuL7F6M8KdfW1hZcLrdC2sG8efMwY8aMCu+LjIyEl5cXZGVl2Ty17du312sMb9++xbBhw6Cvry/lrykuLkZQUBDatm3b6EUwz5w5AxMTk3onRTcWioqKkJqailmzZrG6qhwOBzweD506dcJ3330HR0dHcDgc+Pn51cn8Gx0dXWmFDXd390qJdOXKlRg1alS95nHr1i1MmDABYrEYXbt2RXR0dJ3SIl68eIHg4GBoaWlhw4YNFfzKBQUFiIyMhKGhYQWh5fJUhAEDBkBZWRl8Ph+DBw9md6EWFha4ffs29uzZA0VFRal+P0xpaCz4+Phg3759ZRGMn2HHV1BQABUVlQbr2tYH7969Q2xsLEZ8/TUKGjrPOvgzPweaiO9fjOTkZHa3oaKiUqEg6c6dOysVvLWxscGGDRugpKTE+jW4XG69S58AYHPbBg4cyP6IGYbB3LlzYWJi0uBIx4/Ru3fvOu1wPjUSExOhpqYGFRUVVoMxNDQUQUFBMDMzY6+xi4sLZs+ejdjYWNy9e7fK4KObN2/C3Ny8wvnz58/DyMiogj/o6NGjtQp6qg5FRUXYt28fmxYRGhpap7SIK1euwNHREdbW1jh79myl/W/atAkmJibo0qULxo0bh1atWqFZs2ZYuXIlsrOzkZmZCRcXFzg6OuLp06cwNjbGr7/+ypokExMT2dD9oqIiKCgoNKpvrFevXmUyZosXNzy4pRY+vmPHjqFz586NNv564TPN9XOiifj+pcjKypJSFZGVlcWqVauk2lQmuJuSkgIjIyMcPnyYDQlXVFREYGBgg9VH8vLyMPav2nX79u1jz2/duhVaWlqNKop7/fp1aGlp1bvg56fA6dOnIRAIYGBgAA8PD5iYmMDNzQ23b9/GgwcPIBQKweVy0adPH3h4eMDY2BhKSkpo164dQkJCsGbNGpw9exZv3rxBSUkJ+Hx+pfNzcnLCjh07pM7du3evwVW7P8SjR4/YtAgbG5tap0UwDIOffvoJRkZG+PrrrysE3Fy/fh1Dhw4Fj8eDkpISLC0tKwgtSyQShIeHQ1tbGwKBQMoyoaCgAAcHB7atiYlJnU201cHR0RGHDx/G4u+//yy7oBEjRrC+9i+Gz7S7/ZxoIr5/KRiGwf79+2Fpack+FD4up5J54wbm8vlSCaix7dtj2ZQpGDRoEIgIVlZWNYaf1xXl0Y1ff/01a+ZMSEiAWCyulX5obTFo0CDMnj270fprDPzyyy/Q0NBAmzZt4OXlhYULF0IkEiE0NBRpaWmwsrKCUChEz5498ejRI7x9+xa//fYbIiMjMXz4cHTs2BEqKirQ19eHuro6/P39ERMTg5s3b7I7m5MnT6J58+ZSAT4lJSVQUFCo1P/XEJSnRZTXlRs4cCDOnDlTo9n2/fv3mD9/PoRCISZPnowtW7agU6dO0NXVxdy5c/H06VOUlJRg586daN68ORwcHHDs2DGpfs+cOcNGzsrJyYGIoKysLFVSp7IqDfVFZmYmtLW1oaqqiuDgYLxzdq53Sava+L0YhoGBgYGUOMAXwWf0Z34uNBHffwDnz5+HqakpOBxOWWX1vxJQGUVFvP/o5swngkRBASeUlTGtHjlxtUVBQQGmTp0KTU1NREdHs0r0enp6FSTS6ouMjAxoaGhUKuf1JXHixAmIRCK4urqiXbt2uH37NsaMGQOhUIh58+ahe/fuaNWqFYRCIaKioipEqEokEqSnp8PV1ZWt2N6sWTPweDy0adMGAQEBMDAwwMyZM6X8pxYWFo2+iPkQr169wsqVK9GqVSuYmZmxASFV4eHDhxg5ciQUFRUhLy+PUaNGobCwsEK70tJS7NmzB5aWlrCzs8OhQ4dYAuTxeOjQoQNr0tfW1pYyD4eGhmL16tUNmtezZ88wfvx4CAQCqKur45dffil7oQElrWoT6Xjt2jWYmpp++YroTTu+JvyTER4ejoVGRmBqkYAqobLSO586ByclJQVWVlbo06cPnjx5goyMDLRo0QJDhw5tlHSHCRMmYMSIEY0w0sbFsWPHIBKJEBwcDBMTE9y6dQtpaWnw8vKCoaEh2rVrBwcHB9jZ2cHJyQkPHjyo0MeGDRswePBg9u/8/HxcunQJmzdvhru7O5SVlSEQCNhUC1NTU4waNQpXrlxp9J3fh2AYBsnJyQgJCYG6ujo8PDzYtIjS0lIcOXIEbm5uEAqFGD9+PNLS0pCcnIz27dvD3t4eSUlJlfYrkUiwf/9+WFtbw9raGrGxsZCRkUFhYSHat28PIqqQvtCQlIaMjAyEhoZCIBBg3LhxePbsGQwNDZGRkYE7d+7Az88PSQEBdSa/Ijk5xDg61lhtPTw8HGPGjKnX2BsVixdXVGip69Hk42vClwITGYlCWdm6r0w/MfkVFRUhLCwMIpEIGzZswI0bNyAjIwNra+uqH9C11Al8/fo1hEKhVB3Bvwvi4+MhFosxd+5caGpqssocZ8+eha2tLcRiMVq2bMlemzVr1kjt/i5dugRra+tK+5ZIJLC0tMTRo0fx9OlTHDt2DI6OjmjTpg2batGiRQt88803WLBgAeLj4/Ho0aNG3128e/cOW7ZsgZ2dHVRUVKCmpgZLS0ts3bq1QnqMRCJBdHQ09PT04OfnV6W4OcMwOHz4MNq2bQsiwu7du/Hq1SsQEbS0tDB79mx211eflIYPC+5OmTKFFQp49OgReDweDA0N2cT29evX11nNZPtfJC0vL49mzZohIiKiUgHz9u3b/393+SWRmdlw4muK6mzCF8EnNss0Bm7cuAE7OztWa1FWVhbt27eXlkirh05gREQEfH19P/n464ODBw9CU1MTGzZsgKamJrZt2wagjAR27NgBFRUVqKqqYs+ePejUqRMcHR3ZhPCCggLweLxKzYMAEBMTIxURuGHDBgQHBwMoW2xcv34d0dHRmDRpElxdXaGjowM1NTU4Ojpi5MiR2LBhAy5cuFDvXEuGYfDbb7/Bz88P6urq8Pb2hr+/P5sW8eOPP1aaG5qXl4dZs2ZBQ0MDc+fOrTJ/NDc3FwoKCujdti2WiESIJkKekxN+1tLCD6ameHnjRpUpDaWlpRUEw//44w8MHDgQQqEQs2fPrpBCEBISgg8VXKR8ph+UtPpY0aVYTg4FHA7eubgAly8jLS2tgiJMVFSU1Ge9fPkSampqXzwlByi7FzNsbZvy+JrwD4S39yd1xDcWtm/fDi6Xi/JI1JYtW8LCwqLMLFRPncD8/Hzo6uri4sWLn2UOdcX+/fuhqamJAwcOwNTUFDNnzmR3Xnl5eXB2doaMjAyGDBmCiIgICIVCLF++HKWlpbC0tKxS97OkpARfffUVK4125swZODo6VjuWrKwsnDp1CitXrsSQIUPQtm1b8Hg8fPXVV/D29sacOXOwf/9+3Lt3r0p1nNzcXERGRqJ169YwNzfHihUrpBYvRUVFiI2NRa9evaChoYERI0ZUOoezZ8+iX79+MDAwwO7duyvsRv/8+WfEc7lgFBVRKi9fkWyI8LJjR3TkciukNIwZMwZKSkrIycnB9evX0b9/f2hqamLBggVVRi/n5eVJkZWnp2dlFxCLRCL86eEhVdJq25Il0NHRweW/FpCmpqZsP97e3hXmtnXrVvTr16/ScXxqJCUlYerUqaxuJxGhk7w8JPXd9TUptzThi+AfZKooL375YQ5haGgopqipobSuc/iA/DZu3Ihu3bp9+UCBKrB3715oaWnhzJkzcHBwwIABA6TMvIsWLYKSkhI0NDQwa9YsODo6okOHDujbty82b95cZb+bNm2Cq6srgLIgDS0trTqPraSkBH/88Qd++uknzJgxAx4eHjAyMoKSkhLat2+PoUOHYu3atdi6dSuCgoIgEAjg4+ODX375pUbpuEePHiEsLAxGRkZo06YN1q1bh+zsbOTl5YHP58PPzw+JiYmwsbFBp06dWOJAZCQkPF6Nu5BSKgvYejFnDvuZBw4cAJ/Ph7y8PJo3bw5tbW0sXbq0xp3t1q1bweFw0KZNG3COowCCAAAgAElEQVQ4HMTFxVVoI5FIoKCgUOku9eDBgxCJRDh27Bjmz58PDocDT09PCIXCCtKB3t7e9RaNaCgmTpwIWVlZ9vfH4XDKxtek1dmEfxT+Qc7prKwsJCUlYc+ePVi0aBEcHR1xLCwMJQoKDVptlpSUoHnz5jh+/Pgnn0N9sXv3bmhrayMlJQW+vr7o3LmzVH3F3bt3QygUon379jA3N8ewYcPA5/Ph4OBQZSBQUVER9PX1cfnyZTAvX2I6l4ui/v0bpX7an3/+iVOnTmHIkCHQ1tYGl8sFl8uFjo4O3NzcMG3aNOzevVsq1aIqSCQS/Pzzz2xahIODAxQVFcHn8zFx4kSUlpZi8+bN0NbWxnYHB0jqqBv5nsNBzqJFuH//vlRVcQUFhVrVsIyJiYFYLIZAIMD79+8xb968Sv3PT58+rXZxcf78eWhpaWHlypVYt24dGIbB6dOnIRKJWB9vYWEhVFVVkfWFfGIZGRlseoiMjAy8vLz+/2JTdYYm/GPwCcKRMzMzK1Xf+CRoJDNtXFwcrKysPpmAdWNg586d0NHRwc2bNzFlyhSYm5tLiTwfPXoUYrEYERERsLS0RIsWLaCsrAx7e3vcuHGj0j53T5iACzo6gKIiCj6+jvWsn/bw4UNMmzYNmpqa6N69O2JjY1FcXAyJRIIHDx4gLi4OYWFh+Prrr9kCsm3atMGgQYOwbNky/Pzzz1VK1b169UpKfIHL5WLOXzu2d6dPo0hOrl73Qj4RuvxVVFZRURGqqqqQlZWtUSs1JiYG2traOH78OIyMjKpt++uvv0ol0FeGO3fuwMTEBPPmzWMtEGfOnIFIJMLJkyeRkJCAjh07VtvHp8LmzZvB5XKhp6cHRUVF8Hi8itGnH/gzi7ncyu8nH5+/nXnzQzQR338BjZSA+r5nT6xZswa2traQk5ODqqrqpx97I5ppGYZBhw4dPpvgb32xY8cO6Orq4s6dO9i4cSO0tLSk9CvPnTsHsViMvXv3YvXq1eBwOGjfvj0EAgHmz58vvbuKjARTC5NgbVbopaWlOHr0KNzd3aGhoYFx48bVWmouLy8PFy9exKZNmzB69Gh07doVAoEAmpqa6NmzJyZMmIDt27fj6tWrOHfunBTplZvdHj9+3KBFUCkRYolga2uLPXv2IC4uDvv372erPlSGctK7ceMGbt68yRb0re678/Pzq/F6vHjxAra2tlJpO4mJiRCJRPD09EREREStrmtjIT8/H126dAGHw8GECRMAAMuWLau+vFlWFg47OuKGjY2UP/PvFL1ZFZqI77+ARtrx7SBiE4WJCLq6ukhJSfm0smCNbKY9d+4cjIyMPmkeW2Ng69at0NPTw927d3HixAmIxWKpihNXr16Fjo4OtmzZAmNjYwwfPhzq6uowNTVlKxY0lk8mKysLixYtgomJCdq2bYstW7bUuVJHZWAYBk+ePMGxY8ewaNEi+Pn5wdLSkhX0Lg9w0tfXL9OZbYRFUCmXCwsNDcjLy2PGjBlV1i8E/m96Lt9JX7x4EXZ2dtXOae7cuZUKv1eG8iol7u7ubO3KxMREyMjIYMOGDbW8ig3HsWPHwOfzIRKJyu6bOsDLy0tKfvCfgibi+y+gkcjjYr9+4PP5rIanrq4urKyswOfzoa2tjS5duiAkJARLlixBXFwcbt26VWWofa3xCcy0Hh4eWLFiRQMv6qfHpk2boK+vj/v37yM1NRWGhoZSRXzT0tJgZGSE1q1bIyYmBo8fP0ZAQADU1dXRhcert0kQfD6YS5eQlJQEf39/qKmpYfDgwRVEzj8VgoKCWOIrj/Dt27dvo93HpYsWISQkBDweD+rq6pg/f36FSM6PSQ8oM0d26dKl2rEHBgZWG2z0MYqLixEYGIh27dohKysLN27cgJaWFsRiMU6cOFG3C1dHSCQS+Pr6gsPh4Ntvv62XC8Da2rrKqOK/M5qI77+ARjQXPn36FB07doSMjAzCwsIAlP2Anjx5glOnTiEqKgrjx4+Hm5sbzM3NIS8vDxMTE7i6umL06NFYu3YtTpw4gYcPH1ZZeUAKn0An8MaNGxCLxQ0W3f4c+OGHH2BoaIgHDx7g+fPnaNu2LQYPHszmdz1+/BhisRgODg4sIaakpOCMQFDvvCsJh4NfVFVhbm6O5cuXS+dRfgZYWlqyuz0XF5f/V4Bo5EXQsWPHIBQKYWNjw+buvXnzplLSA4AjR47UWIy5S5cubJBKbcEwDGbOnAkzMzN8//33GDVqFH777TeIxeIaiwfXF1euXIFQKISSklK9P4NhGKioqCA7O7uRR/fp0UR8/xU0Yh6fRCLBpk2b2PIv1aG4uBhpaWmIj4/H8uXL8d1338HJyYl1nrdq1Qre3t6YMmUKtmzZgl9//RWZmZn/Tzv4RDqBQ4YMwfTp0xv1En8qrFu3DkZGRnj48CHy8vLQt29fdO/ena2GEBMTAxUVFYSGhpat2jMzG1xGppTLheSv4JOcnByMHTsWmpqaDUoHkUgkePHiBS5duoSDBw/ihx9+QFhYGEaNGoUBAwagV69ecHBwgFgsxof5cuVltY7VVXWoFougJ0+esMIAfn5+UFZWhpKSEs6dO1dh/Hv37sXXX39d7Rz19fXx8OHDel2fH374AVwul9UWTUpKglgsbvRI5PHjx4PD4aBbt251qqv4MV69egV1dfVGHNnnQxPx/VfwN1RueffuHX7//Xfs3bsX4eHhGDRoEBwcHCAQCKCmpgZ7e3vEtGmD4vqa7MqPSlIxHj9+DA0NjWpFlP9OWL16NUxMTPDo0SOUlpZi7NixaNGiBdLT0/HixQsIBAJ07doVfn5+KI2IaBSToGTxYmzatAlqampQVFSEnJwckpOTcfz4cWzduhULFy7EhAkTMGjQILi7u8PR0RFWVlYwNTWFtrY21NTUwOPxpHx25SHy8vLyUFZWhlAohIGBAZo3bw57e3v07NkT1tbWkJGRAYfDgZycHNzd3fH777+XpWF8gkVQcXExpkyZAqFQCDU1Nfj6+kIgEGDixIlSkafbtm3DoEGDqvyOCgsLIS8vX2+N2aysLPD5fAiFwrKafyhLfxCLxezfDUFGRgaMjY3B5XIbJUfw0qVLsLW1bXA/XwJNxPdfwj8oAfX169c4f/489qxZg+KGrvSrSL6fNGkShg0b9tnnVl+sWLECpqambBTimjVroKOjg+TkZGhrayMtLQ0eHh44pavbKAQR/QFZfXhwuVzw+XwIBALo6urC3NwcNjY26NatG7y8vBAUFITJkydj2bJl2LlzJ06dOoU7d+7UOiBm27ZtICK4uLhIi3M3go+PUVSsNB91z549UFdXh1AoxOLFi5GRkYFRo0ZJCVSvX78ew4cPr3Lcd+/ehYmJSd2+1A+wfft2eHt7s7l+W7ZsAQBcuHABYrEYR44cqXffy5Ytg6ysLFq3bl2rvMXaYM+ePTXugP+uaCK+/xr+iQmoDTDTSojwztW1Usf9mzdvIBKJ8Mcff3yBSdUPS5Yswf/au++wKK6vD+Bn6YsL0nbpSlc6CIiKSlEsWFGwYUc0BLuiYt5gIRqN2KICGluiUTRqQFBi1FiiggJi/UliJyoidqTDft8/NmxE2i7Fxv08j08edmbuzijZs3PnnnPMzMzEd6oHDx6ElpYWHB0dERcXh5KSEqTr6zdK4LtjbY3OnTtDQUEBioqKUFJSqjFXsDG9ePECKSkpVTc0wrPqQiL8sHRppbuy2NhY6Ojo4MqVK7h//z46duwIHx8fPH36FA8fPsT06dOhrq6OTp06ISgoqMbzPnLkCLy8vOp93X5+fti6dSsA0cIlY2NjLFq0SNztgs/nIyEhQaoxX7x4gXbt2kFGRgYRERH1PrfqLF26FKGhoY065vvCAl9z9FYCKt6tgPExJqA2YJo2nwgd5OSgqKgIGxubKs8Tw8PD4evr+6GvUCrffvstLCws8OjRIwCihQoqKirw9vaGUCiEsJGfi+bk5GDhwoUwNDT88F0uGvgl6OC/d6vKyspo3749OnXqBD6fj8uXL4vfoqSkBLNnz4ahoaG4RdLjx4/RqVMnKCkpYdKkSdU+x4uOjsaECRPqdVnFxcVo2bJlpanVd3P9zp8/D4FAgIMHD0o05q5du6CoqAgDA4NKRRAay4QJE6oU1/5UsMDXnD15Ipr2GTXq409Arec0bfmGDYiOjoampiYmTJiAHTt2ICIiAqNGjYKrqyvU1NTA4XBgaWmJgIAALFq0CLt370Z6enqtOV4fWkREBNq2bSv+oIyOjoaKigq++OILlH37bYMXt3xs/dPEGvIliMPB4Nat8e7UbcWU4rsOHjwIgUCAFStWQCgUIjQ0FF9//TXmz58PDQ0NjB8/Hrdu3RLvP2fOHCxZsqRel3X06FG4urpWef3dXL8LFy5AIBAgPj6+xrGKi4vRs2dPcDgcfPHFF01Wqahbt25Ntuq0qbHAx3w6pJymXWlujvDwcLx8+RIPHjyAr68v2rRpI+5WAIiWZK9duxb29vbYtm0b5s+fDz8/P9jZ2YHL5UJXVxfu7u4ICgrCihUrEB8fjxs3bnwU7WIWLlwIKysr5OTk4NatW9DX10fPnj0x1NMTwvrWNq3485H1T6ukHl+ChMrKCJGVRVZWFlRUVMRBT1NTE+rq6pg1a1a16S337t2Dq6sr+vXrh8DAQHz//fcARNPk4eHh0NTUxKhRo5CZmQl/f/9KRQakMXXq1BqnIktKSjB27Fhxrl9qaioEAkG1RbJPnDgBFRUVqKmp4dy5c/U6F0kZGxt/+BmAemKBj/m0SDFNa2lpiYpCxEOHDkVycjL2798PfX19TJw4UZwOUFZWBmtr6yrPT8rLy5GVlYVjx44hKioK06dPh4+PD8zMzKCoqAgTExP06tULU6dOxfr16/H777/j3r17760WaEX+l62tLXJycqCqqors7GxMmjQJx1RVIfwE2lDVW1QUiuXkUC7Fs2pjY2P8/fffmDlzJogIXC4XwcHBUFdXR7t27SAQCLBp06Yq+aXFxcWYOXMmWrRoUSUF5uXLl4iIiICWlhY0NDTw888/S30pQqEQxsbGuHTpUq37fP311zAzM8OtW7eQnp4ubmUFiH5Xx4wZI+74UN+VpZIqLS2FgoLCR/EFsD5Y4GM+TRJM065fv15cZb5iOf2NGzfw4sULTJo0CXp6eti3b5+4o7e1tbVkSfUQfRhmZmbi4MGDiIyMxMSJE8X5iVwuFzY2Nhg0aBDmzZuHrVu34syZM3jyb73QxiQUCjFv3jzY29ujU6dO+P333yEUCrFj6lTk1zfwfYT906qzdtQoZFpbS/ys2tvbG/PmzYOOjg4GDRqE9evXAwDu3LmD4cOHQ0tLC6amprC3t6+2ALubmxtUVVWxcuXKKv+Or1+/Fpf98vPzqzWIvev69eswNDSU6HcjJiYGurq6uHDhAtLT06GtrY01a9ZAR0cHSkpK4kDY1O7cuQNDQ8P38l5NgQU+5rP1999/i1vQyMjIICYmptL206dPo23bthgwYAD++ecfdO7cWdwBvSEq8hP37NlT5Xmimpoa2rdvj5EjR2Lx4sWIjY3FxYsX693lHID4+ROfzxd3MQCA9KAg5EsZ9EoVFT+OlbwSmDJlCtasWSPxs+oePXpARUWl0kKWt6WlpcHLywt6enrg8/kYNGhQpc4Effr0waZNm+Di4oIBAwZUqljy6tUrKCsrIy8vD5GRkdDR0cGAAQOQlpZW53UsX74cwcHBEl93fHw8tLS0kJiYiMDAQBARzM3Nm7Zm7juOHTsGd3f39/Z+jY0FPuazJRQKoaWlBSUlJTg7O2Ps2LFVvlUXFRUhPDwcWlpamDVrFgwNDRtUzaKu88nNzcXZs2exbds2hIWFYfDgwbC1tW3w80ShUIiePXtCXV1dPIULALdDQ5FPVOeUoJDDQT4Rpisq4syZM01y/Y1t4sSJEq8q3Lt3L1RUVDB8+PBa9xMKhUhKSoKNjQ0MDQ2hoqKC+fPnIy8vD56enjh27BiKi4sxbdo0GBkZ4fz58wCAS5cuwdraWjxOQUEB1q5dC319ffTp06f69Ix/de7cGYcPH5boOiocPHgQsrKykJGRwbx586CtrY29e/dKNUZDbNq0CePGjXtv79fYWOBjPmt79uxBWloa3rx5AxcXlxrbrFy7dg0dO3aEhoYGZs+e/Z7Psu7niaampujduzemTZuGDRs24OjRo7h//36l54mXL18W31G+vVDjQVwcjvB4KJGVhbCWKcErW7eiZcuW0NTUrPGu6GMyZswYie7QK7rbf//99+jVq5dEY5eVlWH79u3Q09ODoaEhBAIBTExMxOkNgKiTO5/Px5o1a3DgwAH0fasUWoXCwkJERUXB0NAQPXr0qPKl4unTp1BRUZGqW0hUVBTk5ORgZGSEVq1aYeHChcjIyICOjg727Nkj8TgNERYWhsWLF7+X92oKLPAxzUZOTg5MTU1rvEsoLy/H//3f/4HD4WDOnDkN7yzRSKp7nujh4QE9PT1wuVzY2tpi8ODBmDNnDuTl5dG/f384OTlVCn7Pnz/HQDc3bLWyQsmwYXjj5YUDPB6O9uwJYU6OeL8tW7ZAV1cXurq6laumfISGDh1a5yrKiqB36dIlZGZmwszMTKr3KCgowPLly6GmpgZZWVlYWFhUWi15+/ZtODk5wdbWttYqQMXFxdi0aROMjY3h6emJEydOiJ7F7tiBAQMGSHQueXl54gLxYWFhAET5hU5OTpgwYQLS09Oho6OD2NhYqa6xPoYOHYqdO3c2+fs0FRb4mGbl5s2b0NHRQVxcXI37jBgxAmZmZrC0tPzop/3y8vJw8eJFxMbGIiIiApqamrCysoKCggJkZWXh5OQkfp64c+dO9OvXD46Ojnj06BEePXoEW1tbzJo1q9IUcEhICGxsbGBqaors7OwPeHW1GzhwIPbv31/j9l9++UUc9ABR8FFUVKzcqFdCT58+haqqKpSVlaGiogJ/f39x6biioiLY2tpCU1MTqXUsCiopKcG2bdtgZmaGLl26wN3dHZs2barz/ePj48HlcqGtrV2lek5eXh569eolnlLV0dHB7t27pb5Gabi4uDR5ukRTYoGPaXYuXLgALS2tGv/HffDgATQ0NBAdHQ1dXV0EBwd/Ei2MACAoKAjr169HWVkZRo4cCXt7e8TExIifJ1Y0epWVlYWzszNGjx6N1q1bo3v37rh27RqKi4tRUlKCrl27wt3dHXZ2dpWeGX5MevXqVWPx5neDXoWKlIb60NbWxoULFzB06FDweDwoKyvj66+/Rn5+Pvr06YM5c+aAz+fj+++/r3OFZmlpKbZv3w4ZGRk4OTnh8OHD1R5TWlqKgQMHgsPhYPTo0TWmylTk+rm4uODkyZPQ1dWtV2qFpLS0tD7qL0V1YYGPaZYOHToEbW1tZGZmVrs9LCwM48ePx/PnzzFhwgQYGBhUmzD8sYmOjsb48eMBiKZux44dCw8Pj0oFosvLy7F27Vqoqalh8uTJ+PLLL8W92RQUFGBmZobu3buDx+PB2toaNjY2yMzMfG/5iZKqWGzyrpqCHiBKaZB2IUkFHo8nXjmZnp4ONzc3cYcJPT09XLp0CTdv3oSjoyP8/Pzq/LJ0/PhxODk5ITY2FjY2NnB2dkZ8fLw4AKakpEBdXR08Hk+iHn9v5/odPnwYurq6TTId+erVK3C53EZPzXmfWOBjmq0tW7bAyMhIXPPybS9evACfz8e1a9cAACdPnoSFhQUGDRr0UbcySklJgaOjo/jnsrIyjBo1Cl5eXlW6I5w+fRra2tr44YcfUFRUBD8/P3h5eSE9PR0HDx7E9OnToaioCE1NTSgqKlZ6nhgWFoZt27bh7NmzyM3N/SAfgp06daoyFV1b0AOAL7/8UtzvThpCoRAyMjKVEsOFQiF+++03mJqagohgZWWF1NRUFBYW4ssvv4SpqWmt3clnzJhRqZnz/v37YW9vD3t7e/Tq1QscDgfe3t5SLXwB/sv1i42NhZ6eHnbs2CH19dbm3RWsnyIW+JhmbfHixXB0dKy2LufKlSvRv39/8c+FhYX46quvoKWlhY0bN350d0AAkJ+fDy6XWykFoqysDCNGjIC3t3eVVI2//voLZmZmmDdvHkpKShAYGAhXV1dx1/WffvoJJiYm6NGjB4YMGYK0tDTExsZi8eLFGDlyJNq3bw81NTWoq6vD1dUVo0aNQkREBPbs2YOMjIwG5SfWpV27dpWeqe3btw/a2trIyMio8ZhVq1ZhypQpUr9XYWEhFBQUqt328OFD8Hg8aGhoQFFREb6+vsjOzkZsbCy0tLSwZs2aKl3KhUIhzMzMqgTGmzdvQktLCxwOBwYGBoiNjZW4qMLbKnL9oqOjoaenhx9//FHqMWry66+/VruC9VPCAh/TrAmFQkycOBE9evSoki9XWFiIVq1a4c8//6z0+pUrV+Dq6oouXbp8lC2NrKysqnz4l5aWYtiwYejVq1eVO4jc3Fy4ubnB398f+fn5mD17NmxsbMR3wtOnT0f37t3h5uaGKVOmVLm7EwqFePLkCc6cOVNtfqKenh48PDwwceJEREZG4uDBg8jMzGxwuStra2tcuXIFgGRBDwASEhIkTml429OnT6Gurl7ttnPnzsHFxQWFhYWIiIgAl8uFoqIiwsLCcPXqVbRs2RIqKip4+vSp+JjMzEzo6en993eZk4PjvXphBxFOqqqi0M8PN8aNQy8nJ7Rt2xY7duyQugxZcnIydHR0EBERAT09vUZpPguIvhBOnTq1Ucb6UFjgY5q90tJS9OvXD6NGjaryof7jjz+iU6dOVV4vKyvD2rVroampicWLF39UNQsDAgLEfd3eVlpaCn9/f/Tp06dKqkZhYSGGDx+Ojh07IicnB0uXLoWJiQlu376N0tJSeHl5Ydq0abCzs5Mqf6u8vBz379/H0aNHsWHDBkybNg29e/eGqakpFBUVYWZmBh8fH0yfPh1RUVE4duwYsrKyJLqbNjU1xd9//y1x0ANQr5QGAMjKyoK+vn61237++WcMGTJE/POzZ88QGBgIeXl58Hg88WIiDQ0N8TmuWLFClP5w4QKKfHxQ9G8BgXdzLIVKSshxc0OQgwPMzMywbds2qVal/v333zAxMUFISAj09fUbpTJRSEiIqGLOJ4wFPoaBaIrQ1dVVnB9VoaysDLa2tjWmP9y/fx99+vSBtbX1R7O8OzIyssbpvJKSEvj6+qJfv35VgnV5eTm++uormJiY4MaNG4iOjoa+vj6uXr2K3NxcGBkZYePGjTA1NcWGDRsafJ7FxcW4ceMG4uPjsWLFCgQFBcHd3R16enpQVlaGnZ0d/Pz8MH/+fGzfvr3K80QDAwNER0dLHPQq3rM+KQ03btyAhYVFtdu++eYbzJ07t8rrd+7cQYsWLcSdIGRlZaGuro6YmBh06dIFl4ODUaqggDJJioYrK+Ov6dPh5eUFY2NjbNq0SeIvWxW5fn5+fjAwMKixDZOkfHx8JO4J+LFigY9h/pWbmwsLCwtx8eIKhw4dgqWlZY1TTUKhUNzFe/LkyR+8j9/x48fRuXPnGrcXFxdjwIABGDhwYLUBYOvWrRAIBDh58iR2794NbW1tJCcnIyMjQ1wjUl9fv0lzxV6/fi3OT3z7eWLLli3FzxPl/20qu2zZMmRkZODNmzcSjV2flIb09HQ4ODhUuy0wMLBKHVgASExMBBFBWVlZXCRdWVkZVlZWCOZwUCAjI33x8KgonDlzBj179kSrVq2wYcMGiRa/5OXloXfv3nB3d4e+vj42b94s1fUDwODBg2FnZwcVFRUEBwfjl19++WRXdrLAxzBvuXPnDvT09CpVuRcKhfDw8Kjzw+LZs2cYP348DA0NP+g34mfPnoHH49U6XVhcXIy+ffti8ODB1Qa/Y8eOgc/n46effsKhQ4fA5/Nx9OhR7N69G8bGxjh9+jQEAgGSkpKa8lKqqHieuGTJEhARAgICMGjQINjY2EBJSQn6+vrw9PTEpEmTsHLlSiQkJOCvv/6qdI3e3t415v/V5PTp03Bzc6t2m6enJ37//fcqr+fn5+PIkSP45ZdfsHnzZowdOxbq6uroqamJN/Xtk/hW54yUlBT06dMH+vr6WLt2bZ01ZktKSjBu3DjY2tpCX19fosT5t40cOVJ898rhcKCurt7k7Y+aCgt8DPOO9PR0aGlpVVrUcv78eejr6yM/Px8PHjxAbm5ujccfP34cZmZm8Pf3/2BJvkZGRnU2CS0qKkLv3r0xZMiQaj/Arl+/DiMjIyxYsACnTp0Cn8/H/v37ERoaim7duuHUqVPQ0tKqVL/yfdi/fz+0tbUhLy9f6W6nvLwc9+7dw++//47169dXeZ5obm4OHx8f2NnZwd/fX6rnib/99hu8vb2r3WZkZISbN2/WOUZ5eTmGDx+O/UR1T29K0SsxLS0NAwcOhK6uLiIjI2u9863I9WvVqhV0dXWxcePGOs+7wh9//AEejye+c/2UpztZ4GOYahw5cgQCgQD/+9//xK/169cPHTp0gKysLObNm1fr8QUFBZg3bx74fD42b9783qeEfH19JarZWFhYiB49emD48OHVLpt//PixuI1SSkoKdHV18cMPP6BHjx6YOXMmDh8+DIFAIF5d2dQqgl5aWhqISOK/17efJ/bv3x/W1tZwd3eHrq5utc8Tz507V2kV5v79+zFw4MAq40rakPXy5cvg8/lopaSEwvoGvYo/SkpVWi5VvIe/vz+0tbWxbNmyWqfcN27cCC0tLejo6CA6Oho7d+6sM3iXlZWBx+OBw+Fg6NChte77sWOBj2Fq8OOPP6J169Z4+PAhVqxYIe7tR0QICQmRaIyMjAw4OzvDw8Oj3qWy6mPx4sXVLrioTkFBAbp164aRI0dWG/zy8/MxaNAgdO3aFefPn0fr1q0REREBU1NT7NixA7t27YK+vn6l3nVNoSLoXbx4sda8uq04rMkAACAASURBVLq8m9Lw+vVrpKenY/fu3Vi0aBECAgLg4uKCli1bQkNDAx06dEDnzp1hZ2eHvXv3VnqeKElD1tDQUMjIyKBLly7IHD8ehfVtEPx2R43vvqvx/a5du4bhw4eDz+cjIiKixgoyBw8ehIaGBlRVVUFElVam1sTLywsKCgqfTAm/mrDAxzC1WLJkCWxtbeHh4QElJSVx4Bs7dqzEY5SVlWHVqlXQ1NTE0qVL61UkWVoJCQno0aOHxPvn5+fD09MTY8aMqXbqr7y8HLNnz4aFhYW4gW9QUBA0NTWRlpaG9evXw8zMDI8fP27MyxA7cOAABAIBLl68CAB4+fIlVFVV6zVWZmYmTE1N69zv7fzE0aNHw97evsrzRAcHB+jq6lb7PPH+/fswNTWFvLy8+HlamqVlw4JexZ9RoyS6ztGjR0NTUxPh4eHiogRv+/7778W/03JycnXWZb1586ZE5dM+dizwMUwthEIhgoOD4enpicjISHHw69Onj9Rj3b17F7169YKdnZ24gWlTefDgAfh8vlRTrG/evEHXrl0RGBhY43OvqKgo6OjoIDExEU5OTujZsycMDQ2Rk5ODRYsWwd7evtGLWlcEvbernDx+/Bh8Pr9e4xUXF0NBQUGqLyCrVq3CtGnTxD9XPE+cMWMGXF1dMXXqVPTq1QsmJiZQVFQEn88Hh8OBhoYGli9fjuPHj+Off/7B8RYtGifwSVE55datWwgMDISGhgbmz58vfj597949KCoqigMfEWHw4MFVB8jJAZYvBwICRO8bECD6uZrp1k8FC3wMU4eysjIMHDgQI0aMwNWrV6GhoYG2bduKNkr5oSAUCvHzzz9DW1sb06ZNa7KSXkKhEHw+Hw8ePJDquLy8PLi5uWHixIk1Br/Dhw+Dz+dj27ZtcHd3h7W1NTp37ozi4mJMmTIFXbp0qVIXtL6qC3qA6G7KwMCg3uNKm9IQERGB+fPnV3l9/vz54nqbgKiAs5OTE2RkZDB06NBK+YkCgQA7GiPoSXjH9667d+9i0qRJ0NDQQGhoKG7evImvvvoK1tbWkJeXF6/WFNcyvXAB8PUVPVNUUqo63aqkJNp+4YLU5/KhscDHMBIoKChAp06dEBoaiqKiIuQePtygD4Xc3FyMHj0arVq1knppvaR69OhRr5V3r1+/RseOHREcHFzjHeOlS5dgaGiIxYsXo0+fPuDz+QgODkZ5eTlGjBiBvn37NnhK99dff6026AH/1RitL2m7NISFheGbb76p8vrw4cPx008/ARAVyFZSUoKurm6lRVEVVq1ahd3t2qFcUbFJn/HVJSsrC5MnT4a6ujqmT5+Ohw8f4uXLl9i9ezd69uwJY2NjHPPzE6VO1PU88t/kekRF1ft8PgQW+BhGQk+fPkWbNm0a9UPh999/h4mJCYYNG4actzqhN4a5c+dWuhuRxqtXr+Dq6orJkyfXGPwePHgAR0dHjB8/Hn5+fuByuVi/fj1KSkrQu3dvjBw5st6FvGsLeoCoXmpDOgRI26Vh6tSpWL16dZXXXV1dcfz4cfj4+IDD4dQ6Tezp6Ylty5ejWNrE9Xf+lMrJ4cjOnVXyE6X18OFDzJgxA+rq6pg8eTKysrIAAE+/+Qb50i7A+cSCHwt8DCOF3IiIqjUVG/ihkJ+fj9DQUAgEAmzdurXRUh/27NlT7RJ8Sb148QLOzs6YNm1ajeeUl5eHPn36oFu3bvDz84OsrCySkpKQn58PNze3Wo+tSV1BDxA1E3ZycpJq3LetXr1aqi4NEyZMqDbnTU1NDSoqKlBVVa1SzPxtf/31F+Tl5aGhoYEblpYQ1nNlZzmHgwxT00rPE83NzdGnTx/MmDED0dHR4ueJkn7pePz4MUJDQ6GhoYGlvr4of3cGQ5rf8zo60H8sWOBjGElduCD6n7uJPhTS09Ph6OiIbt264datWw0+3b///hutW7du0BjPnz9Hu3btMGvWrBoDWGlpKUJCQmBtbY0+ffpATk4OqampePHiBezs7KqdIqyJJEEPAP7880906tRJqmt5m7RdGoYPH16pqWtFk18iQu/evWvM43v16hXCw8PB4/FgZGSEJ0+eNOrvUVFREf73v/8hLi4O3333HSZMmICuXbtCR0cHysrKsLe3h7+/P7766iv8+OOPSE5OrnZ1JyCafr9mYdGoyfUfKxb4GEZSvr51T2828EOhtLQUK1asgKamJpYtW9agqazy8nKoqKjU+EEnqWfPnsHBwQFz586tMfgJhUKsXr0aenp66NChAxQUFHDlyhU8evQIJiYmiI6OrvN94uLiJAp6gKikmpeXl9TXUkHSlIYKAwYMEJexq2gppKCgAD09vWr3Lyoqwtq1a6GtrY1Ro0ZhwIABiHr7rj8qSvrgJ+V04qtXr5CWllYlP1FVVVWcnzh69Gh888032Lt3L6798QeEDX3+WENy/ceGBT6GkUROTtVFLE34oXD79m14e3vDwcEBaWlp9T7tzp07N0reVW5uLmxtbTF//vxapy7j4uKgpaUFY2NjKCsrIz09Hbdv34aenl6tlWQqgp6k15qYmIjevXtLfR0VpE1p6N69O44cOYKFCxdCRkYGzs7O2L17d5W7xvLycuzcuRNGRkbw8fHB5cuXUVpaCg0NDfEzNLGK4PeeF5AIhULk5OTgzz//xJYtWzB37lz4+voiUiCQfhr/3T8NXHjzvrDAxzCSWL684YFPyg8FoVCIn376CQKBADNnzpS4+8DbpkyZgsjISKmPq86TJ09gbW2NBQsW1LpfamoqdHV10bJlS/B4PJw6dUpcsuu3336rsr+0QQ+ouYSYNKRJaXBxcYGRkRFkZWXFi1zWrl2LL7/8EoDo3yopKQn29vZo3749Tpw4IT729OnTsLe3r37g1FTRTICSkuj3493fFyUl0fb38ewsIKBhv98Vf+qRavG+yRDDMHW7coWoqKhhYxQWEl29KvHuHA6HRo0aRdeuXaOcnByysbGhI0eOSPWWjo6OdPHiRWnPtFp8Pp+OHz9Oe/fupYiIiBr3c3Z2puTkZBIIBFRSUkL9+/enf/75hw4cOEAjR46klJQU8b7x8fE0ceJEOnz4MDk5OUl8LkVFRaSkpNSg6zEzM6Nbt27Vud+WLVsoNTWVysrK6M6dOzR9+nQiIrp79y4ZGxvThQsXyMvLi6ZPn07h4eGUkpJCHh4e4uMTExOpX79+1Q/u7Ey0fz9RVhbRokVEo0YR9e0r+u+iRaLX9+8X7ddIvv/+ezIzM6MpU6ZQQkICvXz5koiI8OpV47zBixeNM05T+tCRl2E+CX37Ns634bcqbmRlZWHv3r0SNxT97bffYGRkhICAANEiCQlkZGTA0tKyXpdck+zsbLRp0wZLliypdb+XL1/C0dER8vLy0NLSwq5du3Do0CEIBAJcu3atXnd6FbZu3YoxY8bU8wpE6kppyM/PR5cuXSAjIwM1NTVkZmZW2u7l5YUOHTqIW/zU1KLH0tISKSkpDTrXxrR161YoKCiAw+FAQUEBRAQNDQ380tAZDXbHxzCfmZYtG2WYzJwcGjNmDOnr65OFhQUNGTKEHj9+LNGxPXv2pGvXrpG2tjbZ2trSjh07CECtx1hZWdG9e/eooKCgMU6fiIh0dHTojz/+oO3bt9N3331X434tW7ak8+fPk729Pb1584ZmzJhB9+/fp9WrV5O7uzsFBgbSoUOHpLrTq1BcXNzgOz5zc/Ma7/gOHz5MfD6fMjMzKT09nZSVlalFixZERPTo0SOaNGkSnTp1ipydnenvv/+moKAgkpOTqzLO7du36dmzZ+Ti4tKgc20IAHTr1i3asWMHjRgxgubPn08lJSUEgEpKSkhBQYEmTJhAntOmERr4d0pcLpGtbeOceFP6wIGXYT4NjfCMT6ikhDkyMiD6rzaioqIizp07J1EX7belpqbCwcEB3t7edXZFaNeuHZKTkxty9dV68OABTE1N63yGWF5eDhsbG3C5XBgYGCAgIAAtWrSAoaFhvYtar169GlOnTq3XsRWqS2koLS2Fn58fOBwOhg8fLs6FU1NTw507dxAWFgYNDQ3MmjULPB4Pz58/r/U91qxZg3HjxjXoPKX1+vVrHD9+HN988w3c3d3B4/HA5XKhqKgIdXV19OrVC/Ly8lBSUkKnTp3+W/X7nhdwfUgs8DGMJBrpQyHn2jU4OTmJi11ra2vD0dERXC4XDg4OCAoKwsaNG3Hx4sU6VxyWlJRg2bJl0NTUxIoVK2qcagsMDKy8lL4RZWVlwcTEBGvWrKl1v7y8PBgaGkJRUREyMjIICAhAeHg4HBwc6tXiZtmyZQgNDa3vaQOomtKQmpoKTU1NtGjRAkeOHBG/XlhYCBkZGfD5fIwbNw5ZWVnIzc2Fmppane/RvXt3cRpEUygvL8eNGzewbds2TJw4ERYWFlBQUICGhga4XC4EAgGGDBmCH3/8Effu3RMf5+fnh8mTJ1f9nXkPKTsfAxb4GEZSjfShUFJSgpCQEBARwsLCAIhqgaakpGDdunUYM2YMrKysoKysDFdXV4SEhGD79u24fv16tf3ybt68CS8vL7Rr167aHLj169cjKCioyf5a7t27ByMjI6xbt67W/WJiYkBEUFFRgbGxMcaNG4fg4GB07doVBQUFUr3nwoUL8fXXXzfktCulNEydOhUcDgeenp7iu++ysjJs27YNhoaGICJcvXpVfOyFCxfg6OhY6/ivXr0Cj8dr1ELkL1++xJEjR7Bo0SL07NlTnJNnYGAAZWVlGBgYYOzYsdixY0fV9AlJNHGRho8FC3wMI6lG/lA4dOhQrdOUeXl5OHXqFCIjIzFs2DCYmppCRUUFXbt2xcyZM7F7927cvHkTQqEQQqEQ27ZtA5/PR2hoaKXuCGfPnoWzs3OT/bUAooasrVu3rvHOMj4+HgKBAOvWrRPn+bVu3RoDBw7EkCFD0K9fvxrvWKtTU9FoaRkYGEBPTw/y8vLYvn07AFFqwsGDB2FtbQ03Nzf89ttvUFFRqXTcnj17MKiOu5u9e/eiZ8+e9T638vJyXL16FT/88AMCAwNhZWUFLpcLExMTmJmZoUWLFjAxMUFQUBB+/vlnqTtx1Og9JNd/aFWfxjIMUz0XF6LISKLZs4mkWSyirCw67p0l6T4+PrUexuPxqGvXrtS1a1fxa8+fP6f09HRKS0ujvXv30pw5c+jNmzfk5ORELi4utGzZMoqLiyMbGxvatGkTde/enezs7Oj69etUWlpK8vLyUl2ypIyNjen48ePk6elJsrKyNHHiRPG2hIQECgoKokOHDpGzszMVFhbSzp07SUVFhVJTU8nMzEy8wGLr1q0kI1P3mrvi4mLS1NRs0DmvWLGCHjx4QEZGRvTo0SPS0tKis2fP0ty5c+nly5f07bffUt++fenx48fihS0VKlIZalNrGkM1nj9/TikpKZSSkkLJycl04cIFatmyJfH5fCotLaWsrCxq1aoVeXh4kIeHB3Xt2pX09PTqde21Cg4W/Xf2bFEKTm0LqDgc0YKWyMj/jvsUfOjIyzCfnA9UcaMmjx8/RmJiIhYsWIA+ffpAIBBATU0NSkpKsLOzw65du2BqaorLly836XkAovqg+vr62LJlCwDg4MGDEAgEuPBWeyahUIhhw4Zh+PDhCAgIAJ/Ph4ODA1xcXDBjxgxkZ2fD09MTN27cqPF9vvzyyzqnVmvy7NkzODo6QkZGBu3bt8fatWtx7do19O/fH4aGhti2bVulKeWbN2/CxMSk0hiTJk3Chg0banyPsrIyaGlpVXqu9rbS0lJkZGQgOjoao0ePhoWFBVRUVODs7AwvLy84OztDRUUFlpaWCA4Oxp49e5CdnV2v6623jym5vpGxwMcw9fERfygIhUJkZWVh586dcHZ2hoKCAmRlZaGhoYFBgwZh6dKlOHr0aJ0rEusrMzMT+vr6mDZtWpWgVyE/Px8ODg5YuXIlFixYAFVVVZiYmMDExAQqKiqQlZWttaVSYGAgNm3aJPW57dq1C4qKijAwMMDNmzcRHh4OS0tL8Pl8REZGVru69tKlS7C1ta30Wl39/M6ePVvpmJycHMTHxyMsLAweHh7g8Xho06YN+vbtC19fX7i5uUFFRQXW1tYICQnB3r17673itdE9eSKqODRqlCgPddQo0c+fwOrNmrDAxzAN8Ql8KKSkpEBbWxt6enpYu3YtZs6ciS5duoDH48HMzAzDhg3DypUrcerUqUZbiBEVFQUZGZlag9fdu3ehra2NY8eO4aeffgKXywWHwxGnetTWby8gIEDcALYmQqEQAwcOxKFDh1BcXIwePXqAw+EgODgYubm5mD17NlRUVGBiYoIXL17UOM65c+fg6upa6TUzM7Ma70hLSkowZswYeHt7IyAgACYmJmjZsiW8vb0xfvx4jB07Fl5eXlBRUYGtrS2mTJmCffv2SVyUgGk4FvgYphlISkqCkZERNDU1sWrVKpSVlaGsrAzXrl3D9u3bERISAldXVygrK8PKygpjxozBunXrkJKSInWOYUJCAgQCAWJjY6Grq4tdu3bVuO/x48ehra2NO3fuYOjQoZVyHOXk5PD06dPKB+TkAMuX41SrVnjYrp2ovuTy5dV+0YiPj4eioiLk5eWhrKwMNTU1nDhxAt9++y00NTUxadIknDp1qs4uDUePHq3UCaKsrAyKioriv5eHDx9i//79CA0NRefOndGiRQsoKiqib9++mDdvHqZOnYru3buDx+PB3t4e06ZNw4EDB6peG/PesMDHMM3A06dPoaqqihs3bsDDwwMuLi64dOlSlf2Ki4uRnp6OjRs3IigoCA4ODuByuXB0dERQUBA2bdpUa45hQkIC+Hw+zp8/DwC4evUqdHR0sGfPnhrPbc2aNbC3t8ebN29w+PBhKCsri4OfeOXmhQuidBIlpar5lBVTy76+ov0geoZWkYZARJCXl0dUVBT09PTg5+cnLj8mSZeG+Ph49P231FxRURHi4uKgqqqKIUOGoFWrVtDQ0ICPjw8WLFiAVatWISQkBPLy8uDxeHB0dMSMGTMQFxfX4PZQTONhgY9hmglDQ0PcunULQqEQmzdvBp/Px7x58+rMoSsoKEBycjLWrVuH0aNHw9LSUpxjOHnyZPz444+4fv064uLiKgW9CpcuXYK2tjb27dtX7fhCoRCjR4/G0KFDIRQK8eTJE7Rt2xZycnKiTgj1WEwUHh5e6e6RiNC6desq5wbU3KVBKBTi/v37mDp1KiwsLNChQwcoKyvDzMwMOjo62Lx5M3bu3ImFCxfC09MTPB4PTk5O8PLygpeXV63Tp8yHxQIfwzQT/fv3x969e8U/Z2dnw9/fH2ZmZlL37Hv9+jVOnjyJyMhIDB06FLq6uuBwOHB0dMSsWbOwe/ducZAFgIsXL0IgEODXX3+tdryCggI4OTlh+fLl4p89PT3xJYeDUgUFqXLKShUV8cU7QY+IYG5uXm0vwYqFKgUFBfjzzz/x3XffYdCgQdDT04NAIICDgwOcnJxw5MgRHDp0CAMGDIBAIECLFi3g4uKC0NBQJCYmiivQ9OjRo8Ygz3wcOEBtSRoMw3wuFi5cSCUlJbR06dJKryckJFBISAh1796dIiMjSUNDQ6pxExMTafz48fTzzz8TEVFqaiqlpaVRamoq5efnk7OzMzk7O5OGhgYtW7aMtm7dSv37968yzj///EPt27enbdu2Ua9evUh4/jyVurmRYnm51NdaKi9PHUtL6bKcHCkpKZG8vDy1bNmSLl68SOrq6gSA7t69SykpKbRs2TJ6+fIlPXv2jKytralDhw7UoUMHcnBwoOzsbFqxYgVdvXqVXr16RTY2NiQrK0utW7emmJgYUlVVrfS+eXl5pKenRw8fPqyyjfl4sMDHMM1EfHw8xcTEUFJSUpVtr1+/pq+++or2799Pq1evpiFDhhCHw6lzzIqgl5iYSO3bt6+y/fHjx5SWliYOhMnJyfTy5UtydnamPn36kLOzM7m4uJBAICAiotOnT5Ofnx+dO3eOzObMIYqLqz2BuiYcDpGvr6iXHRG9efOG0tLSKDk5WZwkLicnRx07dhQn9sfExNClS5fo5MmTdOrUKcrIyCA7OztSUFAgPp9PW7duJRUVFRo9ejR5enrSuHHjqrztgQMHKCYmhn7//Xfpz5l5b1jgY5hmIisri9q3b19rG6Tk5GQKCgoiIyMjioqKolatWtW476FDh2jcuHE1Br3qAKD4+HgaM2YM9erVi54/f05paWmkoqJCLi4u5OzsTNnZ2ZSelERn/vmHOMXFUl9nhTJ5eQobMYKOXrpEN2/eJHt7e+rQoQN17NiROnToQOrq6nTu3DnavHkzHT16lEpLS8nBwYE8PDzI3d2dOnXqRC1atKCvv/6a5OXlKTw8nIiIunTpQt988w25u7tXec/x48eTg4MDTZ06td7nzTQ9VrKMYZoJQ0NDKi0tpezsbNLV1a12n44dO9LFixdp+fLl1K5dOwoPD6eQkBCSlZWttF9F0EtISJA46BGJusoPHDiQkpKSaMCAAbRr1y7q3r073b59m1JTUyk1NZUuXbpEXe7coSKhkLgNuN5yoZD6v3hBfhs3koODA5WUlNDZs2fp5MmTtGrVKrp69Sq1a9eObG1ticvl0sOHD0lZWbnKOAUFBZX+vmoqVyYUCunQoUP0f//3fw04a+a9+HCPFxmGed+6deuGQ4cOSbTvjRs30KVLF7i6uuLKlSvi1xMTE8Hn8xvcVfz06dPQ0tKqdmFN6dChDWsB9e+ffzw9ERoaivbt26NFixZwd3dHeHg4/vjjD/Fq1rpSGiZNmiQuvl1YWAgFBYVqu2QkJyfDysqqQX8nzPvB7vgYphlp164dZWRk1Fkgm4iobdu2dPLkSdq8eTN5eXnRpEmTyNnZmSZOnEgJCQnk6uraoHPp0qUL7du3j/z8/OiXX34hDw8P8Ta5/PwGjV0h68oVauHuTt999x25urpW27VdQUGB9PX16d69e2Rubl5le0FBgfhO8P79+2RoaFjlDphI+qLUzIdTdxl0hmE+G46OjnTx4kWJ95eRkaGJEyfS5cuX6cSJE+Tn50eLFi1qcNCr4O7uTnv27CF/f3/6888//9vQsmWjjN/Jx4cWLFhA7u7u1Qa9CmZmZnTr1q1qt+Xn54u7M9TWlSEhIYEFvk8EC3wM04w4OjpSRkaG1Mdd+neByJIlS2jJkiUUFBREL168aJRz8vLyol27dtGgQYPo7Nmzohft7IhqCVQS4XKJbG0l2tXc3Jxu3rxZ7ba37/ju3r1LJiYmVfbJysqihw8fUocOHep/vsx7wwIfwzQj5ubm9OTJE3r58qXExxw+fJjGjh1LBw8epLlz59L169dJXl6ebGxsaN++fYRGWBju7e1NO3fuJF9fX0pJSSEaO7bh4wJEY8dKtKu5uXmD7vgSExPJx8en2ilQ5uPDAh/DNCOysrJkZ2dHly5dkmj/pKQkcdCruJtp2bIlRUVF0d69eyk8PJwGDhxIDx48aPC5OTo60oQJE8jT05PMOnWixPJyEtZ3MA6HyMeHiM+XaHczMzOJ7vju3LlTY+Dr27dvfc+Wec9Y4GOYZqZLmzYks3Il0ciRRP36if773XdEubmV9ktKSqIxY8ZUCnpvc3Nzo4yMDGrXrh05ODjQhg0bSCiUPFTl5OTQ3r17KSQkhKytrcnCwoKuXLlCw4YNo2fPnpHxpk0kU016gUS4XKKwMIl3r22qs647vvz8fPrzzz+pZ8+e9TtX5v370MtKGYZ5T/7tcFAqJ4ciWdlaOxwcPnwYfD4fycnJEg19/fp1dOrUCR07dsS1a9eq3efRo0fYvXs3vvjiC7Rt2xZqamro168fIiMjkZaWVilF4Ndff4VAIMD9sDBR4Wlp0hjq0fW+tpSGVq1a4e7duwAAdXV15ObmVtoeFxdXqW0R8/FjgY9hmgMpOhyUKipiNo8ncdCrUF5ejqioKGhpaSE8PBy3b9/Gzz//jIkTJ8LCwgLq6uro378/Vq1ahfT09Gpz4d62b98+aGtrI2v+fInOXcjhQMjlSh30KtTUpUFTUxNPnjzBy5cvwePxqhS6DgwMFHWRYD4ZbKqTYT530dFEs2cTFRTUXfcSILniYlpWVkYd3ln9WV5eTklJSTUuOnn06BGpqqqSt7c3rVy5kszNzSkmJoasrKxoz549lJubS/Hx8TRjxgxq165dnQtBBg8eTOvWrSOXLVvo1pYtotqbSkqiacy3cblESkp0Uk2NOpeX0wFt7XotjKlpgUvFM76Kac63a5hWVGthz/c+LSzwMcznLDX1v6AnBdmiItFxaWlEJCry7O3tTT4+PnT79m0iEi3h37FjBwUGBpKZmRk5OjrSgQMHqGPHjnT27FmKjY2l27dv040bN8jY2LheKx79/f1pzZo11GXGDLq+eDFRVhbRokVUHhBA5zQ0KMPGhmjRIqKsLDr+5Zd0rqSEAgICqHPnzpSZmSnVe1W3wEUoFFJRURFxudxqF7akp6eTmpoamZmZSX1tzIfDKrcwzOfs22+JCgvrd2xhIdG339KDtWvJy8uLsrKySEFBgcaMGUPZ2dn05s0bcnd3Jw8PD5oxYwZZWVmRjMx/36Xt7e3J29ub5s6dS9bW1rRu3Try9fWV+jSGDRtG5eXl5O3tTcePHyfL0FCSJSLz3FxycXGh71q3piF8PllYWJCSkhIVFRVRcnIy2djY0L1798jAwECi96nujq+wsJC4XC7JyMhUu7CFVWv5NLHAxzCfqydPiJKS6tfWh4gIIGFiIrkmJNCj0lLxy/n5+ZSYmEiWlpZ1ti5SU1OjjRs30unTpykoKIh27NhB69evJz09PalOJSAggMrKyqh79+70xx9/UJs2bYjP59Ovv/5KPXr0oLZt25KBgQHJy8tTSUkJycnJ0ZYtW0hfX1/i9zAzM6MjR45Uei0/P79S8rqFhUWl7QkJCbRmMUNPTgAACsdJREFUzRqproX58NhUJ8N8rrZvb/gYHA7N19MjQ0NDkpeXF3cxsLKykqhfX4WuXbvS5cuXydramuzt7SkmJkaq1AciojFjxlBERAR169ZNPCXp6OhIa9eupYEDB5Kqqirl5eVRr169qGXLltSmTRupzrG6lIaCgoIaUxkePHhA9+/fp06dOkl1HcxH4EOvrmEYpokEBDRKhwOMGgUAyMvLwx9//IHdu3c36LSuXr2KDh06oHPnzvjf//4n9fGbNm2CoaEhbt26JX5t1qxZ6N69u3i8nTt3wtbWFsXFxRKPW11Kw7Vr12BpaQkAsLS0xNWrV8XbYmJiMGLECKnPn/nw2B0fw3yuXr1qnHH+rcnJ4/HI09OThg0b1qDhbGxs6MyZMzR06FDq0qULLV68mEpKSiQ+PigoiObPn09eXl509+5dIiJatmwZERFt3bqViIhGjBhBhoaG9N1330k87ttdGipUJK8DoLt375KRkZF4GytK/eligY9hPleN1OGA1NUbZ5y3yMrK0uTJkykjI4PS0tLI0dGRzp07J/HxX3zxBc2ZM4e8vLzo/v37JCcnR7GxsbR//37atWsXcTgciomJobVr19KNGzckHvfdBS4VqQyPHz8mFRUV4vF44tdPnz7NqrV8oljgY5jP1XvucFAfhoaGFB8fTwsXLiQ/Pz8KCQmh169fS3RsSEgITZ8+nTw9PSkrK4s0NTUpLi6Opk2bRhcvXiRDQ0NatGgRBQYGUnl5uURjvpvSUHHH925XhuPHj5OTkxOpN8GXAqbpscDHMJ8rCTsT1EqKDgf1xeFwyN/fn65fv07FxcVkbW1N8fHxEh07bdo0mjx5Mnl5edGDBw/Izs6OoqKiaNCgQZSbm0tffPEFycrKUlRUlETj1XTH9+7CFlaU+tPGAh/DfK4EAqLevUWdCupDyg4HDaWurk6bN2+mHTt2UGhoKPn7+1N2dnadx82cOZMmTZpEXl5e9OjRI/L396cRI0bQkCFDqLy8nDZv3kyLFi2i+/fv1zlWbXd8FYEPAMvf+8SxwMcwn7OwsKolviQlZYeDxuLh4UGXL18mc3Nzsre3px9++KHO1IfQ0FAaN24ceXl5UXZ2NkVERBCXy6XZs2dTmzZtaNasWTRp0qQ6S5m9m9JQccf3dtWWjIwM4vF4VXL6mE8HC3wM8zlzcSGKjCSStr2PsrLoOGfnpjmvOnC5XFq6dCkdO3aMfvjhB/L09KS//vqr1mPCwsIoICCAunXrRk+fPqVdu3ZRUlISbd++nWbPnk05OTm0Y8eOWscwNjamf/75h0r/Tdiv7hlfQkICm+b8xLHAxzCfu+Dg/4JfXdOeHM5/QS84+P2cXy3s7OwoOTmZBg0aRG5ubrRkyZJaUx++/vprGjJkCHXr1o1KSkooLi6O5syZQ5cuXaItW7ZQaGgo5eTk1Hj8uykN1T3jY9Ocnz4W+BimOQgOJjp1qs4OB+TrK9rvIwh6FWRlZWnatGmUnp5O586dIycnJzp//nyN+y9YsIAGDhxI3bt3J4FAQJs2baLBgweTvr4+jR07lqZOnVrr+729wCU/P5+UlJQoOzubDA0N6dGjR3T79m1yc3Nr1Gtk3i9Wq5NhmgtnZ6L9+0Wd1rdvJ7p6VZScrq4uSlkYO/a9LWSpj9atW1NiYiLFxsbSwIEDyd/fn5YsWUIqKiqV9uNwOBQREUHl5eXi2p7jxo0jPz8/SkxMJGdnZ4qPj6cBAwZU+z4VC1x69+5NBQUFxOVySVdXl+Tl5enQoUPUs2dPkpeXfx+XzDQRFvgYprnh84lCQz/0WdQLh8Oh4cOHU48ePWj27NlkY2NDGzZsqPLMjcPh0NKlS8WFrY8ePUoZGRkUFhZGmzdvpoCAAPLw8KCW1ST5V3fH9/Y055AhQ5r+QpkmxUFdy5wYhmE+UsePH6dJkyaRs7MzrV27lrS1tSttB0AzZ86kM2fO0P79+6lnz540c+ZMSk9PJwC0cePGKmMmJibSwoULyd7enuLi4ojH41FpaSmtXr2agoKC6N69e6ShofG+LpFpCh+wTijDMEyD5efnY+7cueDz+diyZQuEQmGl7UKhEFOmTEH79u2RmpoKPp+PI0eOwMDAACdOnKgyXmZmJtTV1SEjIwMiqvRHTk4Os2bNwu3bt9/T1TFNgd3xMQzzWcjIyKCgoCBSVVWljRs3krm5uXgbAAoJCaGMjAyaOXMmTZ8+nZYsWUJhYWH01Vdf0eTJk8X7lpSUEI/HI1lZWSoqKqryPhwOh9atW0chISHv5bqYxscCH8Mwn42ysjL6/vvvaenSpTRr1iyaPXu2eCGKUCik4OBgun79Onl5edG2bdvo4cOH1KJFC8rLy6s0jomJCTk4ONCvv/5a6XUul0ujRo2imJgYqXr9MR8Xls7AMMxnQ05OjmbOnEmpqal06tQpcnZ2ptTUVCIikpGRoejoaDI1NaX169dTdnY2AaA3b97QiRMnKo1jbm5OvXv3Fv9c0cm9f//+FB0dzYLeJ44FPoZhPjvGxsaUlJREoaGh1K9fP5oxYwa9efOGOBwOPX36lF6+fCkugyYvL0+BgYHiai1EopSGwsJCCgkJIW9vb/L19SUrKyvauXMnyciwj81PHfsXZBjms8ThcGjkyJF07do1evbsGdnY2NC0adPoyJEjZGlpSW3atCEZGRkqLS2lkpKS/5rWPnlCw7KyqOOGDbT+/n36XSCgdYaGdP3kSZKTYxlgnwP2jI9hmGYhNjaWRowYQQBIWVmZ1q9fT0lJSXTu3Dnq3r07PYyLowMuLqRy5gyVCYUk93ZpNC5X1KKpd29R4W4Xlw93IUyDscDHMEyzMGDAAEpMTBRPcXK5XMrKyqLJkyeT29Wr9MXNmyRTWkqytQ3C4YiC4EdSy5SpH9mFCxcu/NAnwTAM09QyMzOJSPRMr6SkhAoKCujFixe0zdWVHHbuJMWyMsme/ZSWEp04QaShwe78PlHsjo9hmGaprKyMZC9eJI6nJ1FBgfQDKCuLCnp/oNZNTP2xxS0MwzRLcnJyxFm2jKiwsH4DFBYSfftt454U816wOz6GYZqnJ0+IWrcmqqY6i8SUlIiysj7qrhZMVeyOj2GY5mn79oaPweE0zjjMe8UCH8MwzdOVKw272yMSTXdevdo458O8NyzwMQzTPL161TjjvHjROOMw7w0LfAzDNE/VNKGtF3X1xhmHeW9Y4GMYpnmysxMtTmkILpfI1rZxzod5b9iqToZhmie2qrPZYnd8DMM0TwKBqPZmfVsMcThEPj4s6H2C2B0fwzDNV2oqkYcHq9zSzLA7PoZhmi8XF1HBaWVl6Y5TVhYdx4LeJ4k1l2IYpnmr6LIwe7YoL6+2STDWneGzwKY6GYZhiIjS0kS1Nw8fFgW4t2t4VvTj8/ER9eNjd3qfNBb4GIZh3pabKypDdvWqKDldXV2UsjB2LFvI8plggY9hGIZpVtjiFoZhGKZZYYGPYRiGaVZY4GMYhmGaFRb4GIZhmGaFBT6GYRimWWGBj2EYhmlWWOBjGIZhmhUW+BiGYZhmhQU+hmEYpllhgY9hGIZpVljgYxiGYZoVFvgYhmGYZoUFPoZhGKZZYYGPYRiGaVZY4GMYhmGaFRb4GIZhmGaFBT6GYRimWWGBj2EYhmlWWOBjGIZhmhUW+BiGYZhmhQU+hmEYpln5f2pzsMEFJnfqAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -714,7 +714,7 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 681.1084964231192,\n", + " 'funds_requested': 213.56441037042015,\n", " 'trigger': inf}" ] }, @@ -769,7 +769,7 @@ }, { "data": { - "image/png": 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\n", 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\n"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vPZwPBkfvvOVQcje5Z7WBZ57+vM8PPBPgOZd9ZSi537/sB0PJffVGOw8ll7kvGZ1P1xOYO0KzDM7q4oEkSZIkScsqex5IkiRJkqS+LB5IkiRJkqS+upowcRgsHkiSJEmS1IG5o1M7sHggSZIkSVIXRqnnwQjN/ShJkiRJkrpgzwNJkiRJkjrghImSJEmSJKmvURq2YPFAkiRJkqQOOGGiJEmSJEnqy54HkiRJkiSpL+c8kCRJkiRJfVk8mIIkKwBvBV4FrNs+fQ3wn8DhVXV/V9mSJEmSJA3b3DnDbsHM6XJX/h2YD+wP7NTePgFsBnx9spWS7JVkQZIFh/7wgg6bJ0mSJElSd+Ym077NVl0OW9i8qp407rmrgdOT/L/JVqqqQ4FDARYdv3d12D5JkiRJkjozShMmdtnz4JYkr0nyx4wkc5K8Dri1w1xJkiRJkobOngdTsxtwEPCVJLe1z60FnNS+JkmSJEnSyBqlOQ86Kx5U1eVJPgt8BrgUeArwPOCCqvptV7mSJEmSJM0Gs7knwXR1ebWF/YAd24wTga2Ak4F9kzyrqg7oKluSJEmSpGEbpTkPuhy2sCvN1RZWAq4H1q+qO5IcDJwBWDyQJEmSJI0sex5MzQNVtRC4K8mlVXUHQFXdnWRRh7mSJEmSJA2dcx5MzX1JVq2qu4DNx55MsiZg8UCSJEmSNNLseTA121TVvQBV1VssmAfs0WGuJEmSJEmaQV1ebeHeSZ6/Cbipq1xJkiRJkmaDuaPT8aDTngeSJEmSJC235jhsQZIkSZIk9WPPA0mSJEmS1NcciweSJEmSJKkfex4MyhDKNPeedOnAMwF2/etnDCX3rKvvGUruMbuuP/DM7V/wo4FnAjzjhWsNJXeNndYbSu78f/v2wDOv2O31A88E+M12HxlK7uvXXmkouT/53HMHnvmRI88deCbAvgfuM5TcT7/h00PJnffZvxhKbl0w+N/vKo+ZO/BMgJOO32YouS974W5Dyb1l9XcNPHO3bw3+HAWwz8tPH0rurkfVUHJ/9arXDDzzdz/ZaeCZAHPf9dGh5P74oy8aSu7uJx49lNxv7PCSoeQOypwR6nowu4sHkiRJkiQto+x5IEmSJEmS+hqhjgcWDyRJkiRJ6oI9DyRJkiRJUl9zMjrVA4sHkiRJkiR1wJ4HkiRJkiSpL+c8kCRJkiRJfc112IIkSZIkSerHngeSJEmSJKkv5zyQJEmSJEl9zZkz7BbMnBHaFUmSJEmS1AV7HkiSJEmS1AEnTJQkSZIkSX2N0oSJQxm2kOTQYeRKkiRJkjQoczP922zVWfEgycMnuT0C2KnPenslWZBkwaHHX9BV8yRJkiRJ6tScTP82W3U5bOF3wBVA7+5X+/jRk61UVYcChwIs+p93VoftkyRJkiSpM13NeZBkB+ALwFzgsKo6cJLl/gL4HrBlVS1YmswuiweXAS+uqivHv5Dkqg5zJUmSJEkaui56EiSZC3wFeAlwNXBmkuOq6oJxy60OvA84YyZyu5zz4PPA2pO89qkOcyVJkiRJGrqO5jzYCrikqi6rqvuAbwG7TLDc3wMHAffMxL50Vjyoqq8AKyXZEiDJpkn2SbJTVX2pq1xJkiRJkmaDOcm0b1OwHtDbm//q9rk/SvJsYIOq+u+Z2pfOhi0k2Q/YEVghyYnAc4CTgH2TPKuqDugqW5IkSZKkYVuSqyck2QvYq+epQ9u5Aae6/hzgs8Cbp58+uS7nPNgVmA+sBFwPrF9VdyQ5mGbMhcUDSZIkSdLImmJPggfpvYjAJK4BNuh5vH773JjVgacDJ6fJfwxwXJJXLM2kiV0WDx6oqoXAXUkurao7AKrq7iSLOsyVJEmSJGnolqR4MAVnApskeTxN0WA34C/HXqyq24FHjj1OcjLwgdl8tYX7kqxaVXcBm489mWRNwOKBJEmSJGmkdVE8qKoHkrwb+F+aSzUeUVXnJ/kksKCqjpvxULotHmxTVfcCVFVvsWAesEeHuZIkSZIkDd2cdHONgqo6Hjh+3HMfn2TZ7WYis7PiwVjhYILnbwJu6ipXkiRJkqTZoKNhC0PRZc8DSZIkSZKWWxYPJEmSJElSX6NUPOhmAIYkSZIkSRoZ9jyQJEmSJKkDc0bo+/pZXTx4+FmXDTzz5mc+duCZAGecctVQclf+4keGkvtXB3164JlnXPL2gWcC7H/2RUPJveL5uwwl9zGHHTbwzLr64oFnAhzxuRcMJfcX1/1hKLlfXe8pA89c9E/bDjwTYP8LfjSU3NX3e/ZQct/+qf8ZSu5tl9028Mzv7bPZwDMB5j9q5aHk5trzh5K7zc3/MPDMp2y938AzAQ77v+Gcpxb8cvD//wDM+/gXBp75uT2fMfBMgBM/8mdDyX3RGsM5T2232oTz3WspjdKwhVldPJAkSZIkaVll8UCSJEmSJPU1Jw5bkCRJkiRJfdjzQJIkSZIk9WXxQJIkSZIk9WXxQJIkSZIk9eWcB5IkSZIkqa852PNAkiRJkiT14bAFSZIkSZLUl8MWJEmSJElSX/Y8kCRJkiRJfVk8kCRJkiRJfTlsQZIkSZIk9TVKPQ86K4MkmZvkHUn+PskLxr32sa5yJUmSJEmaDeaQad9mqy77UPwrsC1wM/DFJJ/tee3Vk62UZK8kC5IsuO/MqztsniRJkiRJmoouiwdbVdVfVtXngecAqyU5JslKMHk5paoOraotqmqLFbdcv8PmSZIkSZLUnTnJtG+zVZfFgxXH7lTVA1W1F3Au8BNgtQ5zJUmSJEkaujmZM+3bbNVlyxYk2aH3iar6BHAksFGHuZIkSZIkDd0o9TxY7NUWknwJqMler6r3TvL8G5JslWTLqjozyabADsBFVTVviVssSZIkSdIyILO4J8F0TeVSjQvany8ANgW+3T5+DXDBZCsl2Q/YEVghyYk08x6cBOyb5FlVdcASt1qSJEmSpFluTqed/QdrscWDqjoKIMk7ga2r6oH28SHAT/usuiswH1gJuB5Yv6ruSHIwcAZg8UCSJEmSNLKWt54HY9YG1gBuaR+v1j43mQeqaiFwV5JLq+oOgKq6O8miJWqtJEmSJEnLiNk8AeJ0Tad4cCDwyyQn0VxqcRtg/z7L35dk1aq6C9h87MkkawIWDyRJkiRJIy3L07CFMVV1ZJIf0sxdAPChqrq+zyrbVNW97bq9xYJ5wB7TbqkkSZIkScuQ5arnQZKnVNVFSZ7dPnVV+3PdJOtW1dkTrTdWOJjg+ZuAm5aotZIkSZIkLSOWt54H+wB7AZ+Z4LUCXjSjLZIkSZIkaQQsVz0Pqmqv9uef9VsuyUuq6sSZapgkSZIkScuyUbrawkzuyUEzuC1JkiRJkpZpc5bgv9lqOldbWJzM4LYAeNs2j5vpTS7WKsdeNPBMgHvfPpzRHx887dtDyX3r1hsMPHPjc64eeCbA9b+/byi5R6/ygaHkLvr8kwaeec/Xfz7wTIA3/s22Q8n9xw1WGkru71cZ/P+3dwJrvHfwtemFL33awDMB1jr3yqHkfvV5jxhK7sVz7h545gO3DueCT/f+6LKh5N514I5DyT15zQ8OPHP+De8ZeCbAB1ZYYyi5G/362KHk3rvLFgPPzHrzB54JsOX//HAouVfedN5Qck86/DdDyX3aryYaHT86RqnnwUwWD2oGtyVJ0lAKB5IkSTNluZrzQJIkSZIkTV+YO+wmzJiZLB5cPoPbkiRJkiRpmbZc9TxI8up+r1fVMe3PvstJkiRJkqRl01R6Hry8z2sFHDNDbZEkSZIkaWRkFl89YboWWzyoqj0H0RBJkiRJkkbJcjVsoVeSnYGnASuPPVdVn5zpRkmSJEmStKxbLi/VmOQQYFXgz4DDgF2BX3TULkmSJEmSlmlzRmjYwnT25PlV9Sbg1qr6BPA84EndNEuSJEmSpGVbMmfat9lqOsMW7m5/3pVkXeBm4LEz3yRJkiRJkpZ9y+ucB/+VZC3g08DZNFdaOKyTVkmSJEmStIwbpastTHlPqurvq+q2qvoPYEPgKVX1d901TZIkSZKkZdeczJn2bSqS7JDk4iSXJNl3gtdXSvLt9vUzkmy01Psy1QWTvCbJ6u3DvwWOTPKspW2AJEmSJEmjKMyZ9m2x20zmAl8BdgQ2BV6fZNNxi72VZr7CjYHPAQct7b5Mpw/F31XVnUm2BrYHDgcOWdoGSJIkSZI0ijrqebAVcElVXVZV9wHfAnYZt8wuwFHt/e8BL06SpdqXaSy7sP25M3BoVf03sOJkCydZNckHk/xtkpWTvDnJcUk+lWS1pWm0JEmSJEmz3ZJcbSHJXkkW9Nz2GrfZ9YCreh5f3T434TJV9QBwO/CIpdmX6RQPrknyr8DrgOOTrLSY9b8GrAM8HvhvYAuayRYD/MtkK/UeqF8dd9E0midJkiRJ0uyRmv6tqg6tqi16bocOez9geldbeC2wA3BwVd2W5LE0cx9M5klV9dq2a8R1wPZVVUn+Dzh3spXaA3MowAd++vaaRvskSZIkSZo9atH011n84IJrgA16Hq/fPjfRMlcnWQFYE7h5+o35k+lcbeEu4FLgpUneDTy6qk6YwnoFHN/+HHtsUUCSJEmSNNpq0fRvi3cmsEmSxydZEdgNOG7cMscBe7T3dwV+MvaZfElN52oL7wO+ATy6vX09yXv6rLJgbG6DqnpLz3aeCNy5ZM2VJEmSJGkZ0UHxoJ3D4N3A/wIXAt+pqvOTfDLJK9rFDgcekeQSYB/gIZdznK7pDFt4K/CcqvoDQJKDgNOAL020cFW9LclWSaqqzmwvHbEDcDHwwqVstyRJkiRJs9uSDFuYymarjgeOH/fcx3vu3wO8ZiYzp1M8CH+64gLt/UlHYyTZj+a6kyskORF4DnAS8CFgPnDAtFsrSZIkSZIGbjrFgyOBM5IcS1M02IWmK8RkdqUpEqwEXA+sX1V3JDkYOAOLB5IkSZKkUbaom54HwzDl4kFVfTbJycDWNBMe7llVv+yzygNVtRC4K8mlVXVHu527k4zOEZQkSZIkaSIdDVsYhun0PBgTmuLB4i4gcV+SVdurNGz+x5WTNYHROYKSJEmSJE1khIoH07nawseBo4C1gUcCRyb5WJ9VtmkLB1Q96IjN40+XjJAkSZIkaTR1c6nGoZhOz4Pdgc3aWRtJciBwDvAPEy1cVfdO8vxNwE3TbKckSZIkScuW5XHOA+BaYGXgnvbxSsA1M94iSZIkSZJGwSzuSTBd0yke3A6c3152sYCXAL9I8kWAqnpvB+2TJEmSJGnZtJwWD45tb2NOntmmSJIkSZI0QpbH4kFVHZVkReBJ7VMXV9X93TSrsfbKU57Pcca8c5enDDwTgFVXHkrsb6++byi5Bx109sAzd/7rzQaeCXDSaVcOJfevrnjlUHKPmbfSwDNXvnI47+ONDvjxUHL33vlxQ8l9786HDDzzxOtr4JkAO7xkwml7OrfXizYaSu675w/n/LjR6x8/8MxFP/7BwDMBnrvZWkPJPf7eG4aS+8P/euHAM9/1jeGcky/65W1Dyb3mIzsPJfe0Fe8ceOZzTzll4JkA19w+nH8Lrrh1OP/2rXzkrkPJHXVVC6e9zuIuazgsUy4eJNmO5moLl9PszwZJ9qiqU7tpmiRJkiRJy7DldMLEzwB/XlUXAyR5EvBNYPMuGiZJkiRJ0jJteRy2AMwbKxwAVNX/SzKvgzZJkiRJkrTsW06LB2clOQz4evt4d2DBzDdJkiRJkqQRsJwWD/YG/goYuyTjT4F/nvEWSZIkSZI0Cpa34kGSucC5VfUU4LPdNkmSJEmSpBEwQhMmTulaiNVcX+LiJMO5PpgkSZIkScuaWjT92yw1nWELawPnJ/kF8IexJ6vqFTPeKkmSJEmSNGtMp3jwd521QpIkSZKkUTOLexJM12KLB0lWppkscWPg18DhVfVA1w2TJEmSJGmZtjwVD4CjgPtprq6wI7Ap8L4uGyVJkiRJ0jJvhCZMnErxYNOqegZAksOBX3TbJEmSJEmSRsBy1vPg/rE7VfVAkg6bI0mSJEnSiFjOigebJbmjvR9glfZxgKqqNaYaluT/VdWTlqCdkiRJkiQtW0Zo2MKcxS1QVXOrao32tnpVrdBzf9LCQZI7k9zR3u5McifwxLHn+6y3V5IFSQm8VEoAABdzSURBVBaceeyFS7hbkiRJkiQN2aKa/m2WWmzxYCkcCXwf2KQtNKwOXLm4okNVHVpVW1TVFlu+6qkdNk+SJEmSpA4tWjT92yw1lWELS6Sq3ptkc+CbSb4PfBmYvWUUSZIkSZJm0iwuBkxXlz0PqKqzgO3bh6cAK3eZJ0mSJEnSrDFCwxY663kAkGQrmkkVv5jkl8CfJdmpqo7vMleSJEmSpKEboZ4HnRUPkuwH7AiskOREYCvgZGDfJM+qqgO6ypYkSZIkaegsHkzJrsB8YCXgemD9qrojycHAGYDFA0mSJEnS6JrFwxCmq8viwQNVtRC4K8mlVXUHQFXdnWR0yi+SJEmSJE3EngdTcl+SVavqLmDzsSeTrAmMzhGUJEmSJGki9jyYkm2q6l6AquotFswD9ugwV5IkSZKk4bPnweKNFQ4meP4m4KauciVJkiRJ0szq9FKNkiRJkiQtt+x5IEmSJEmS+qma/pwH6aAdM8HigSRJkiRJXbDngSRJkiRJ6muEigdZkm4Ug3Lp1s8YeONe8fanDDoSgNN+Ppw5JNf4548MJZc/3DLwyHWP/tbAMwFuOP+GoeSusvYqQ8k9/2c3Dzxz4bFvGXgmwP6nnzOU3Ctvv2couQdv+9SBZz557acPPBNg5bmrDiX31zefOZTcZxxz3lByt11z8B0zz/nV9QPPBPj6564dSu45J207lNy3Pm3+wDNXfNNRA88E+M1XXjKU3BdeN5RYWGv1gUeu+tUfDjwT4DmbrzuU3E9/5Oyh5M6/+AtDyZ0356WztZf+jFh06j7T/kw7Z5vPzspjYs8DSZIkSZK6MEI9DyweSJIkSZLUBYsHkiRJkiSpr0Wzd5qA6bJ4IEmSJElSF+x5IEmSJEmS+hqh4sGcYTdAkiRJkqSRtKimf1sKSR6e5MQkv2l/rt1n2TWSXJ3ky1PZtsUDSZIkSZK6sGjR9G9LZ1/gx1W1CfDj9vFk/h44daobtnggSZIkSVIXBl882AU4qr1/FPDKiRZKsjmwDnDCVDds8UCSJEmSpC4MeNgCsE5VXdfev56mQPAgSeYAnwE+MJ0NO2GiJEmSJEldWIKeBEn2AvbqeerQqjq05/UfAY+ZYNWP9j6oqkoyUTXiXcDxVXV1kim3y+KBJEmSJEkdqIXT70nQFgoO7fP69pO9luSGJI+tquuSPBa4cYLFnge8MMm7gNWAFZP8vqr6zY9g8UCSJEmSpBFxHLAHcGD78z/HL1BVu4/dT/JmYIvFFQ7AOQ8kSZIkSerG4Oc8OBB4SZLfANu3j0myRZLDlmbDnfU8SPLMqvpVe38e8CFgK+A84B+q6q6usiVJkiRJGrolGLawNKrqZuDFEzy/AHjbBM9/DfjaVLbdZc+D3gYcCGxMM6PjKsAhk62UZK8kC5Is+Nb1t3TYPEmSJEmSulOLatq32arLOQ96p218MbBlVd2f5FTg3MlW6p0c4tKtnzF7j5wkSZIkSf0MuOdBl7osHqyZ5NU0RYSVqup+6Hu5CEmSJEmSRsfC6V+qcbbqsnhwCvDy9v7pSdapqhuSPAa4qcNcSZIkSZKGbjYPQ5iuzooHVbVnkucAi6rqzCSbJtkduKiqHjKBgyRJkiRJI8VhC4uXZD9gR2CFJCfSXGnhZGDfJM+qqgO6ypYkSZIkaejseTAluwLzgZWA64H1q+qOJAcDZwAWDyRJkiRJI6vseTAlD1TVQuCuJJdW1R0AVXV3ktGZNUKSJEmSpIksGp2Pvl0WD+5LsmpV3QVsPvZkkjWB0TmCkiRJkiRNxJ4HU7JNVd0LUFW9xYJ5wB4d5kqSJEmSNHRebWEKxgoHEzx/E16qUZIkSZI06ux5IEmSJEmS+rJ4IEmSJEmS+nHYgiRJkiRJ6m/h6FwrwOKBJEmSJEkdsOfBgDz2+esNPPNvtnzUwDMB1rnwd0PJ/cOcOUPJveiBywee+b1dnjnwTICD1v3tUHJvueeBoeQ+bpfnDTzz/n/7v4FnAhyx+opDyb3sy+cMJXeT+c8YeOaj/v2wgWcC/ODLlw4l9/RjtxtK7ha/umIoufe/YJOBZ9544V0DzwRYY+/HDSX3VetsPJTcn/3++oFnPv9D2w08E+APf/H9oeS+5ZPPGUruircP/nc7Z4Xh/L361T/fYii5t33k7KHkPvB3XxhK7rwDXjqUXE3frC4eSJIkSZK0zHLCREmSJEmS1JfDFiRJkiRJUj9lzwNJkiRJktSXPQ8kSZIkSVJfXqpRkiRJkiT146UaJUmSJElSf855IEmSJEmS+rHngSRJkiRJ6surLUiSJEmSpL7seSBJkiRJkvpaZM8DSZIkSZLUjz0PJEmSJElSX7Vo0bCbMGPmdLXhJO9O8sj2/sZJTk1yW5Izkjyjq1xJkiRJkmaDWljTvs1WnRUPgHdW1U3t/S8An6uqtYAPAYdMtlKSvZIsSLLgiHOv6rB5kiRJkiR1pxbVtG+zVZfDFnq3/eiqOhagqk5OsvpkK1XVocChAHd9cIfZe+QkSZIkSepjNvckmK4uex58L8nXkjwBODbJ+5NsmGRP4MoOcyVJkiRJ0gzqrOdBVX00yZuBbwJPBFYC9gK+D+zeVa4kSZIkSbPBbB6GMF1dX23hAuDdVXVmkqcBOwAXVtXtHedKkiRJkjRUiyweLF6S/YAdgRWSnAhsBZwM7JvkWVV1QFfZkiRJkiQN2yjNedBlz4Ndgfk0wxWuB9avqjuSHAycAVg8kCRJkiSNLIctTM0DVbUQuCvJpVV1B0BV3Z1kUYe5kiRJkiQNncWDqbkvyapVdRew+diTSdYELB5IkiRJkkaawxamZpuquhegqnqLBfOAPTrMlSRJkiRp6GrR6Hxv3uWlGu+d5PmbgJu6ypUkSZIkaTaw54EkSZIkSerLOQ8kSZIkSVJfiyweSJIkSZKkfhy2IEmSJEmS+hqlYQupGp2d6ZVkr6o61NzRyjR3dDPNHd1Mc0c309zRzTR3dDPNHe3c5WlflxWXPO/p0/7AvfFp56WLtiytOcNuQIf2MnckM80d3UxzRzfT3NHNNHd0M80d3UxzRzt3edrXZUItqmnflkaShyc5Mclv2p9rT7Lcp5Kcn+TCJF9MstiCxSgXDyRJkiRJGppBFw+AfYEfV9UmwI/bxw+S5PnAC4BnAk8HtgS2XdyGLR5IkiRJktSBWljTvi2lXYCj2vtHAa+cqFnAysCKwErAPOCGxW14lIsHwxpzszzlLk/7urzlLk/7urzlLk/7urzlLk/7urzlLk/7urzlLk/7au7oZg4zVw+1TlVd196/Hlhn/AJVdRpwEnBde/vfqrpwcRse2QkTJUmSJEkapgvnP2XaH7g3Pffid/DgeSQO7Z2QMsmPgMdMsOpHgaOqaq2eZW+tqgfNe5BkY+ALwOvap04EPlhVP+3XLi/VKEmSJElSBxYtmv46baFg0t4cVbX9ZK8luSHJY6vquiSPBW6cYLFXAadX1e/bdX4IPA/oWzwYuWELSXZIcnGSS5I8ZHKIDnOPSHJjkvMGmLlBkpOSXNDOlPm+AeWunOQXSc5tcz8xiNw2e26SXyb5rwFmXp7k10nOSbJggLlrJflekovaWVCfN4DMJ7f7OXa7I8n7u85ts/+6fT+dl+SbSVYeQOb72rzzu9zPic4PU50Jt4Pc17T7uyjJFjOd2Sf30+17+VdJjk2yVr9tzGDu37eZ5yQ5Icm6XWf2vPY3SSrJI2cyc7LcJPsnuabn/9+dBpHbPv+e9vd7fpJPDSI3ybd79vXyJOcMIHN+ktPH/j1IstVMZvbJ3SzJae2/RT9IskYHuRP+TdHluapPZqfnqT65nZ6n+uR2fZ7q+/diF+eqPvva6Xmq3752eZ7qs79dn6cmy+3sXNUns/Pz1LJq0aLp35bSccAe7f09gP+cYJkrgW2TrJBkHs1kiYsdtkBVjcwNmAtcCjyBZvKHc4FNB5S9DfBs4LwB7u9jgWe391cH/t8g9hcIsFp7fx5wBvDcAe3zPsDRwH8N8DhfDjxyUHk9uUcBb2vvrwisNeD8uTTjpDYcQNZ6wG+BVdrH3wHe3HHm04HzgFVpemH9CNi4o6yHnB+ATwH7tvf3BQ4aUO5TgScDJwNbDHB//xxYob1/0AD3d42e++8FDuk6s31+A+B/gSu6OH9Msq/7Ax/o4ne6mNw/a///Wal9/OhB5I57/TPAxwewrycAO7b3dwJOHtAxPhPYtr3/FuDvO8id8G+KLs9VfTI7PU/1ye30PNUnt+vz1KR/L3Z1ruqzr52ep/rkdnqe6neMe5bp4jw12f52dq7qk9n5eWpZvZ3z1CfXdG9L+Tt6BM1VFn7Tvu8f3j6/BXBYe38u8K80BYMLgM9OZduj1vNgK+CSqrqsqu4DvkUz22TnqupU4JZBZPVkXldVZ7f376T55a83gNyqtosLTfFgHs2MnZ1Ksj6wM3BY11nDlmRNmj8gDweoqvuq6rYBN+PFwKVVdcWA8lYAVkmyAs0H+ms7znsqcEZV3VVVDwCnAK/uImiS88NUZsKd8dyqurCqLp7prCnkntAeZ4DTgfUHlHtHz8OHMcPnqj7n/s8BH5zpvCnkdmqS3HcCB1bVve0yE3WP7CIXgCQBXgt8cwCZBYx9m7YmHZynJsl9EnBqe/9E4C86yJ3sb4rOzlWTZXZ9nuqT2+l5qk9u1+epfn8vdnKuGuLfqJPldnqeWtz+dniemiy3s3NVn8zOz1PLqkU1/dvSqKqbq+rFVbVJVW1fVbe0zy+oqre19xdW1Tuq6qlVtWlV7TOVbY9a8WA94Kqex1czgBPVbJBkI+BZNL0ABpE3t+16dSNwYlUNIvfzNP/ALX1nnukp4IQkZyXZa7FLz4zHA78DjkwzTOOwJA8bUPaY3Zjhf+QmU1XXAAfTdKG6Dri9qk7oOPY84IVJHpFkVZrK/AYdZ/Za7Ey4I+wtwA8HFZbkgCRXAbsDHx9A3i7ANVV1btdZE3h32/35iJnsXr4YT6L5f+mMJKck2XJAuWNeCNxQVb8ZQNb7gU+376eDgQ8PIBPgfP70Zchr6PhcNe5vioGcqwb9d8wUcjs9T43PHdR5qjd3UOeqCY7xQM5T43IHdp6a5D3V+XlqXO5AzlXjMgd6nlqWDGHYQmdGrXiwXEqyGvAfwPvHVa8701ar5tNU5bdK8vQu85K8DLixqs7qMmcSW1fVs4Edgb9Kss0AMleg6bb6L1X1LOAPNN1FByLJisArgO8OKG9tmn9wHg+sCzwsyRu6zKzmcjQH0XTt+x/gHGBhl5l92lIMoPfObJDko8ADwDcGlVlVH62qDdrMd3eZ1RaiPsIAihQT+BfgicB8miLcZwaUuwLwcOC5wN8C32m/ZRuU1zOgQifNt5d/3b6f/pq2d9gAvAV4V5KzaLoJ39dVUL+/Kbo6Vw3j75h+uV2fpybKHcR5qjeXZv86P1dNsK8DOU9NkDuQ81Sf93Kn56kJcjs/V02QObDz1LLG4sHsdQ0PrnKt3z43stoJLv4D+EZVHTPo/LYr/UnADh1HvQB4RZLLaYajvCjJ1zvOBP74rfhYF7djaYbHdO1q4OqeHh3foykmDMqOwNlVdcOA8rYHfltVv6uq+4FjgOd3HVpVh1fV5lW1DXArzbi9QbkhzQy4ZPKZcEdKkjcDLwN2bz+EDNo36L4b5RNpimDntuer9YGzk0x0OaUZVVU3tIXdRcBXGcy5Cprz1THtkLZf0PQOm/FJIifSDnN6NfDtQeTRTDw19m/tdxnQMa6qi6rqz6tqc5oPIJd2kTPJ3xSdnquG9XfMZLldn6emsL+dnKcmyO38XDXRvg7iPDXJMe78PNXnPdXpeWqS3E7PVZP8bgdynloWWTyYvc4ENkny+Pab091oZpscSW3F9HDgwqr67ABzH5V2BuIkqwAvAS7qMrOqPlxV61fVRjS/159UVaffTAMkeViS1cfu00ym1PkVNarqeuCqJE9un3oxzWQmgzLIb/KgGa7w3CSrtu/rFzOVGV+XUpJHtz8fR/MP+9FdZ/aYyky4IyPJDjTDjl5RVXcNMHeTnoe70P256tdV9eiq2qg9X11NM7HU9V3mwh8/2I15FQM4V7W+TzMZGUmeRDPB600Dyt4euKiqrh5Q3rU0M1IDvIhmMqrO9Zyr5gAfAw7pIGOyvyk6O1cN8e+YCXO7Pk/1ye30PDVRbtfnqj772ul5qs97qtPz1GLey52dp/rkdnau6vO77fw8tawapeJBhvPlT3fSXPLl8zQzSB5RVQcMKPebwHY0VcwbgP2qqtPujEm2prkW56/50zwAH6mq4zvOfSbNpElzaQpQ36mqT3aZOS5/O5qZel82gKwn0PQ2gKbL29EDfE/Np5kcckXgMmDPqrp1ALkPo/kw/4Squr3rvJ7cTwCvo+lK+UuaK03c23HmT2lmpL0f2KeqftxRzkPODzR/yHwHeBzNLNevrXZCm45zbwG+BDwKuA04p6peOoDcDwMrATe3i51eVXsPIHcnmlnbF9Ec573HehN1ldl77m+/0duiqmb0w/Qk+7odTVfgorlKzDt6xqp3mfvvwBFt9n005+efdJ1bVYcn+RrNe6mLD9MT7evFwBdo/j24B3jXTA+nmyR3NeCv2kWOAT4809+KT/Y3Bc1Y5k7OVX0yV6LD81Sf3C/S4XmqT+5b6fY8tdi/F2f6XNVnX19Ph+epPrk/osPzVL9j3PF5arL9vYOOzlV9Mjeh4/PUsupnGz5l2sfhBVdcNMjhf1M2csUDSZIkSZJmg59uMP3iwQuvmp3FgxWG3QBJkiRJkkbRbB6GMF0WDyRJkiRJ6oDFA0mSJEmS1NcoTRNg8UCSJEmSpA7Y80CSJEmSJPU1SsWDOcNugCRJkiRJmt0sHkiS1EqyMMk5Sc5L8t0kq05j3flJdup5/Iok+y5mnZ8vTXsn2eZ2SZ6/mGX2TvKmCZ7fKMl5M90mSZKWV4sWTf82W1k8kCTpT+6uqvlV9XTgPmDvqayUZAVgPvDH4kFVHVdVB/Zbr6r6fshfQtsBfbdbVYdU1b91kC1JknqMUvHAOQ8kSZrYT4FnJnk58DFgReBmYPequiHJ/sATgScAVwIvAFZJsjXwT8AqwBZV9e4k6wCHtMsCvLOqfp7k91W1WpLtgE8CdwIbAycB76qqRUn+Bdiy3d73qmo/gCSXA0cBLwfmAa8B7qEpeCxM8gbgPVX10/E71rb991V1cJLNgSPal06YgeMmSZJas7kYMF32PJAkaZy2J8GOwK+B/wOeW1XPAr4FfLBn0U2B7avq9cDHgW+3PRe+PW6TXwROqarNgGcD508QuxXwnnabTwRe3T7/0araAngmsG2SZ/asc1NVPRv4F+ADVXU5TZHic207HlI4mMCRNEWGzaawrCRJmoZR6nlg8UCSpD9ZJck5wAKa3gSHA+sD/5vk18DfAk/rWf64qrp7Ctt9Ec0HfKpqYVXdPsEyv6iqy6pqIfBNYOv2+dcmORv4ZZu9ac86x7Q/zwI2mkI7HiTJWsBaVXVq+9S/T3cbkiRpcqNUPHDYgiRJf3J3Vc3vfSLJl4DPVtVx7fCC/Xte/sMMZtf4x0keD3wA2LKqbk3yNWDlnmXubX8uxH/TJUmadRaN/9d9GWbPA0mS+lsTuKa9v0ef5e4EVp/ktR8D7wRIMjfJmhMss1WSxyeZA7yOZrjEGjQFitvbeRN2nEJ7+7XjQarqNuC2dp4GgN2nsp4kSZqaUep5YPFAkqT+9ge+m+Qs4KY+y50EbNpe6vF14157H/Bn7dCHs3jw0IMxZwJfBi4EfgscW1Xn0gxXuAg4GvjZFNr7A+BVbTteOIXl9wS+0g7XyBSWlyRJUzRKxYNUjVA/CkmSlkHtcIgPVNXLht0WSZI0c74198nT/sC928KLZ2Ux3/GRkiRJkiR1YDb3JJguex5IkjSiknwUeM24p79bVQcMoz2SJGnZZfFAkiRJkiT15YSJkiRJkiSpL4sHkiRJkiSpL4sHkiRJkiSpL4sHkiRJkiSpL4sHkiRJkiSpr/8PFgGekGnbqn4AAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -920,32 +920,8 @@ "SubsetIDs: [0]\n", "Ns : [0]\n", "ExpIDs : [0]\n", - "Execution Mode: single_threaded\n" - ] - }, - { - "ename": "TypeError", - "evalue": "list indices must be integers or slices, not str", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mrdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/run.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0msimulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexec_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocal_mode_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mraw_system_events\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_field\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;31m# Result System Events DataFrame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw_system_events\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 151\u001b[0m simulations_results = self.exec_method(\n\u001b[1;32m 152\u001b[0m \u001b[0msim_executors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRunIDs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_N\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m )\n\u001b[1;32m 155\u001b[0m \u001b[0mfinal_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_final_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msimulations_results\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial_state_updates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36mlocal_simulations\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, configured_n)\u001b[0m\n\u001b[1;32m 132\u001b[0m return single_proc_exec(\n\u001b[1;32m 133\u001b[0m \u001b[0msimulation_execs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 134\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 135\u001b[0m )\n\u001b[1;32m 136\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, configured_n)\u001b[0m\n\u001b[1;32m 34\u001b[0m )\n\u001b[1;32m 35\u001b[0m result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msim_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_window\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m )\n\u001b[1;32m 38\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m )\n\u001b[1;32m 253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 245\u001b[0m )\n\u001b[1;32m 246\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 57\u001b[0m \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str" + "Execution Mode: single_threaded\n", + "Total execution time: 93.98s\n" ] } ], @@ -969,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -978,18 +954,297 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1019,9 +1297,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", " kind='area')\n", @@ -1055,9 +1369,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1074,7 +1411,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1083,9 +1420,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if not cb.iterable(width):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:569: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " and cb.iterable(edge_color) \\\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " for c in edge_color]):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if cb.iterable(node_size): # many node sizes\n", + "/home/aclarkdata/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py:356: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "K = 0\n", "N = 1\n", @@ -1106,27 +1474,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['participant_count'])" ] @@ -1158,36 +1606,128 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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3tr3DldQrPNbisRzbXbx2kbUn1zKw8UBKudr3AfVAkweo5FmJ30/9Tvua7e2OSZUseSZ6Y4wrMAXoAUQD24wxS0Rkf4ZmO4FQEblijBkNvAtcH2Y+SUSCCzluVUxtObMFgM+6f8Y/N/6Tiesn8t3d31GnQp1C28aGUxsI9Ank3ob38vqm13lz85u80u4V20XItVFrKe1amjtq3lFo27yuRrkaPNvq2Xwtk5qeysu/v8wnOz8hKTWJsSFjs71guvL4Sq6lX+OeBvfka/096vagR90e+VpGlSz2nNGHAUdEJBLAGPMd0A+wJXoRWZuh/WYg7++oyiltPrOZ6mWr09i7MR91+YhBywbRZ2GfbPvqa5WrxbSe06hVrpbd649LimNf7D6eCH6C+xrfx5lLZ5i2d5rlNsjgJyz99yfX0LZG22JTX97NxY0373wTDzcPpu+dzld7v8IYg8HQt0FfXmr3EqVcSvHT0Z/w8/KjeeXmjg5ZORl7En0tICrD62ggt0cFHwZ+zvDawxgTjqVbZ5KILLpxAWPMY8BjAHXqFN6Zn7q10iWdbWe30cm3E8YYfMv78lXPr1h5YmWWtiLCdwe/46nVT/HNXd9QtlRZu7bxx+k/EIQOvh0AGBMyhpikGD7f/TkVS1ekZbWWnL58mseDHi/UfbtZLsaFl9q+RGCVQKIvRQMQcyWGhUcWEpccxzMtn2HHuR38o+U/9PZIVegK9WKsMWYoEAp0yjC5roicMsbUB9YYY/aKyNGMy4nIl8CXAKGhoVKYMalb59D5Q8Rfjc9UMsC/kj/+lfyzbR9aPZQnfn2C59c/z+Quk3F1cc1zGxuiN1DZo7Ktdo0xhlfavULC1QQmbZ1EcNVgDIZOvp3yWNOtZ4yhf6PMT60GVAngzc1vsv2v7RgMffz6OCg65czsSfSngNoZXvtap2VijOkO/BPoJCJXr08XkVPWfyONMeuAEODojcur29/1/nl7a8PcUfMOJoZN5K0tb/HG5jey7VMvV6ocbWu2xcW4kJqeyu+nf6dL7S6ZuoKuFyMbtWoU4X+F07JqSyp7Vi6cnSpi9/vfj1dpLyZumEhYjTBqlKvh6JCUE7In0W8DGhlj/LAk+EFApmLdxpgQ4Augt4icyzDdG7giIleNMVWA9lgu1ConMGH9BKp4VmF86/EAbD67mfpe9alapqrd6xjUZBDHLx5n7oG5/Pjnj9m2Gdp0KBPCJrA3di8Xr120ddtkVNq1NJ90/YRX/njlthsyr1e9Xvh7+1PevbyjQ1FOKs9ELyKpxpingBVYbq+cISIRxpjXgXARWQK8B5QDfrD2L16/jbIp8IUxJh1LXZ1JN9yto25Tl65d4pfjv5Au6dStUJf+Dfuz468d9GvQL9/rmtB6Ag82eTDbWxYXHF7ANwe+oUbZGsRfjcfVuNKuZrts11POvRz/6fyffG+/OKjnVc/RISgnZlcfvYgsB5bfMO3lDL9nWx5QRP4A8l9RShV7O8/tJF3SqV2+Nm9vfZuL1y6SlJpE2xpt870uYwx1K9TNdt6EsAnEJMXwXvh7VCxdkeCqwVRwr3Cz4StVomj1SlUg2//ajptxY2avmdQoW4OPd3yMi3EhtHrhDlnnYlx4u8PbtKzakvir8XSolbXbRimVO030qkC2/7Wd5lWaU61sNT7u8jGebp40q9QMr9Jehb6t0q6lmdx1Mo8EPsL/Nfq/Ql+/Us5Oa92ofEtKTWJf3D7+3uzvADTybsTs3rMp7Vq6yLbpVdqLf7T8R5GtXylnpole5duemD2kpqcSWu1/3TS3ok67UqpgtOtG5dv2v7bjYlwIrqoljJS6HegZfQl3IfkCyanJubZxMS5UK1vN9nr7X9v1vm+lbiOa6EuwwxcOM3DJQIS8q07c1/g+Xmr7EinpKeyO2c39/vffggiVUoVBE30JtuXMFgThhbAX8HTLeSCNXTG7+OHwDzT2box/JX+upl2lVbVWtzBSpdTN0ERfgu06t4uaZWsyuOngXNv1a9iP2KRY3tn6Dnf6WkY+aln15ofoU0rdGnoxtoQSEXad20VQ1aA827oYFyZ1mIRveV/WRa2jYcWGOY7VqpQqfjTRl1BnL5/lXNI5gnzyTvQA5d3LM7nrZMqXKl8kIzcppYqOdt2UULtidgHk6xZJPy8/lv3fMrsHCVFKFQ+a6Euo3TG78XTzpLF343wtp102St1+tOumhNp1bhcBVQIo5VLK0aEopYqYJvoS6ErKFQ6eP0iwjz7ZqlRJoIm+BIqIiyBN0uy+EKuUur1poi+BdsfsBqCFTwsHR6KUuhU00ZdAu8/tpl6FenphVakSQhN9CSMi7IrZpZUnlSpBNNGXMCcuniD+arz2zytVgmiiL2Gu989roleq5LDrgSljTG/gY8AVmC4ik26Y/yzwCJAKxAAjReSEdd4w4F/Wpm+KyOxCil0VwN7YvZRxK0N9r/qODsUmJSWF6OhokpNzr4uvlAIPDw98fX0pVcr+Z2DyTPTGGFdgCtADiAa2GWOWiMj+DM12AqEicsUYMxp4F3jAGFMJeAUIBQTYbl32gt0RqkK1L3YfAVUCcHVxdXQoNtHR0ZQvX5569ephjHF0OEoVWyJCXFwc0dHR+Pn52b2cPV03YcAREYkUkWvAd0C/Gza+VkSuWF9uBnytv/cCVonIeWtyXwX0tjs6Vaiupl3l0IVDBFQJcHQomSQnJ1O5cmVN8krlwRhD5cqV8/3t155EXwuIyvA62jotJw8DP+dnWWPMY8aYcGNMeExMjB0hqYI4eP4gqemptKhS/O6f1ySvlH0K8n+lUC/GGmOGYummeS8/y4nIlyISKiKhPj4+hRmSymBvzF6AYndGr5QqWvYk+lNA7Qyvfa3TMjHGdAf+CfQVkav5WVbdGntj91K1TNVMA32r4uOjjz7iypUreTcsgI0bNxIWFkaTJk1o0qQJX375pW1eTEwMbdq0ISQkhA0bNgCwa9cujDH88ssvea571qxZnD592vb6kUceYf/+/bkskbN69eoRGBhIixYt6NmzJ2fPni3QeorCq6++yvvvv+/oMArEnkS/DWhkjPEzxrgDg4AlGRsYY0KAL7Ak+XMZZq0AehpjvI0x3kBP6zTlAPti9xFYJdDRYTiV1NTUQltXUSX6s2fPMnjwYKZOncrBgwfZuHEjX3zxBcuWLQNg9erVBAYGsnPnTjp06ADAvHnzuPPOO5k3b16e678x0U+fPp1mzZoVON61a9eyZ88eQkND+fe//51pnoiQnp5e4HWXVHkmehFJBZ7CkqAPAN+LSIQx5nVjTF9rs/eAcsAPxphdxpgl1mXPA29g+bDYBrxunaZusfjkeE4mntREn43jx4/TpEkThgwZQtOmTRk4cCBXrlxh+/btdOrUiVatWtGrVy/OnDkDQOfOnXn66acJDQ3l448/Ztu2bdxxxx0EBQURFhZGYmIiaWlpjB8/ntatW9OiRQu++OILANatW0fnzp0ZOHCgbZsiwuTJkzl9+jRdunShS5cuAIwePZrQ0FCaN2/OK6+8Yot3+fLlNGnShFatWjF27FjuvvtuAC5fvszIkSMJCwsjJCSExYsXAzBlyhSGDx9Oy5aWcX6rVKnCu+++y6RJk9i1axfPP/88ixcvJjg4mKSkJESEH374gVmzZrFq1apMF/7eeecdAgMDCQoKYuLEiSxYsIDw8HCGDBliW75z586Eh4czdepUxo8fb1t21qxZPPXUUwB88803hIWFERwczOOPP05aWlqW49KxY0eOHDnC8ePH8ff35+9//zsBAQFERUUxfvx4AgICCAwMZP78+bb3tmPHjvTp0wd/f39GjRpl+1CYN28egYGBBAQEMGHCBADS0tIYPny4bT0ffvghANOmTaN169YEBQUxYMCAbD98J0+eTLNmzWjRogWDBg3K3x+cI4hIsfpp1aqVqMK3IXqDBMwKkC2ntzg6lCz2799v+/3VJfvk/ql/FOrPq0v25br9Y8eOCSAbN24UEZERI0bIu+++K+3atZNz586JiMh3330nI0aMEBGRTp06yejRo0VE5OrVq+Ln5ydbt24VEZGEhARJSUmRL774Qt544w0REUlOTpZWrVpJZGSkrF27VipUqCBRUVGSlpYmbdu2lQ0bNoiISN26dSUmJsYWV1xcnIiIpKamSqdOnWT37t2SlJQkvr6+EhkZKSIigwYNkj59+oiIyAsvvCBz5swREZELFy5Io0aN5NKlS9K/f39ZtGhRpn2Oj48Xb29vERGZOXOmPPnkk7Z5GzdulK5du4qIyIMPPigLFiwQEZHly5dLu3bt5PLly5ni69Spk2zbts22/PXX586dkwYNGtim9+7dWzZs2CD79++Xu+++W65duyYiIqNHj5bZs2dneQ+efPJJef755+XYsWNijJFNmzaJiMiCBQuke/fukpqaKmfPnpXatWvL6dOnZe3atVK6dGk5evSopKamSvfu3eWHH36QU6dOSe3ateXcuXOSkpIiXbp0kYULF0p4eLh0797dFt+FCxdERCQ2NtY27Z///KdMnjxZREReeeUVee+990REpEaNGpKcnJxpuVsp4/+Z64BwySGv6pOxJcTemL0YDM2rNHd0KMVS7dq1ad++PQBDhw5lxYoV7Nu3jx49ehAcHMybb75JdHS0rf0DDzwAwKFDh6hRowatW7cGoEKFCri5ubFy5Uq+/vprgoODadOmDXFxcfz5558AhIWF4evri4uLC8HBwRw/fjzbmL7//ntatmxJSEgIERER7N+/n4MHD1K/fn3bPdQPPvigrf3KlSuZNGkSwcHBdO7cmeTkZE6ePJnv92LevHm2s9RBgwbZum9+/fVXRowYQZkyZQCoVKlSruvx8fGhfv36bN68mbi4OA4ePEj79u1ZvXo127dvp3Xr1gQHB7N69WoiIyNty3Xp0oXg4GAuXrzICy+8AEDdunVp27YtYLne8OCDD+Lq6kq1atXo1KkT27ZtAyzvbf369XF1deXBBx9k48aNbNu2jc6dO+Pj44ObmxtDhgxh/fr11K9fn8jISMaMGcMvv/xChQoVANi3bx8dOnQgMDCQuXPnEhERkWXfWrRowZAhQ/jmm29wcyv+A/UV/whVodgbu5cGFRsU+/FeX7nHMR9EN96yVr58eZo3b86mTZuybV+2bO7vo4jwySef0KtXr0zT161bR+nSpW2vXV1ds+3nP3bsGO+//z7btm3D29ub4cOH53nvtIjw448/4u/vn2l6s2bN2L59O/36/e/xl+3bt9O8edb3Oi0tjR9//JHFixfz1ltv2R7QSUxMzHXbORk0aBDff/89TZo0oX///hhjEBGGDRvG22+/ne0ya9eupUqVKrbX8fHxeb7f1914HHO7FdHb25vdu3ezYsUKpk6dyvfff8+MGTMYPnw4ixYtIigoiFmzZrFu3bosyy5btoz169fz008/8dZbb7F3795infD1jL4EEBG9EJuHkydP2pL6t99+S9u2bYmJibFNS0lJyfbMzt/fnzNnztjOKBMTE0lNTaVXr158/vnnpKSkAHD48GEuX76cawzly5e3JdSLFy9StmxZvLy8+Ouvv/j5559t24uMjLR9C7jePw3Qq1cvPvnkEyzf4mHnzp0APPnkk8yaNYtduywDwsfFxTFhwgSef/75LDGsXr2aFi1aEBUVxfHjxzlx4gQDBgxg4cKF9OjRg5kzZ9r6rM+fP58l7hv179+fxYsXZ/qW0K1bNxYsWMC5c+ds6zlx4kSu701GHTp0YP78+aSlpRETE8P69esJCwsDYOvWrRw7doz09HTmz5/PnXfeSVhYGL/99huxsbGkpaUxb948OnXqRGxsLOnp6QwYMIA333yTHTt2AJZjWKNGDVJSUpg7d26W7aenpxMVFUWXLl145513SEhI4NKlS3bH7wjF9yNIFZroS9FcuHpB75/Phb+/P1OmTGHkyJE0a9aMMWPG0KtXL8aOHUtCQgKpqak8/fTTWc6C3d3dmT9/PmPGjCEpKQlPT09+/fVXHnnkEY4fP07Lli0REXx8fFi0aFGuMTz22GP07t2bmjVrsnbtWkJCQmjSpEmmbiVPT08+++wzevfuTdmyZW1dRgAvvfQSTz/9NC1atCA9PdlbGwMAACAASURBVB0/Pz+WLl1KjRo1+Oabb3j00UdJTExERHj66ae55557ssQwb948+vfvn2nagAED+Pzzz/n555/ZtWsXoaGhuLu7c9ddd/Hvf/+b4cOHM2rUKDw9PbN8A/L29qZp06bs37/floybNWvGm2++Sc+ePUlPT6dUqVJMmTKFunXr2nWs+vfvz6ZNmwgKCsIYw7vvvkv16tU5ePAgrVu35qmnnuLIkSN06dKF/v374+LiwqRJk+jSpQsiQp8+fejXrx+7d+9mxIgRtgu2179hvPHGG7Rp0wYfHx/atGmT5UMsLS2NoUOHkpCQgIgwduxYKlasaFfsDpNT572jfvRibOFbHrlcAmYFyP7YrBdwioPsLizdSseOHZPmzZs7NIb8SExMFBGR9PR0GT16tHzwwQcOjqh4WLt2re3CtLPTi7Eqi4jYCNxd3Gno3dDRoahCMG3aNIKDg2nevDkJCQk8/vjjjg5JFXNGrP15xUVoaKiEh4c7OgynMnLFSJJTk/m2z7eODiVbBw4coGnTpo4OQ6nbRnb/Z4wx20UkNLv2ekbv5NIlnf1x+2lWueBPKiqlbm+a6B0kMj6SlLSUIt/OyYsnuZxymeaV9f55pUoqvevGARKvJTLwp4GMCBjBmJAxdi0TGR/JznM7ba+bVG5iV/LeH2cpLqVn9EqVXJroHeBo/FFS0lNYfGQxTwY/iYvJ+4vVS7+/xJ7YPbbXFdwrsGrgKsqUKpPrcvvj9uPu4k79isVn6ECl1K2lXTcOcDT+KAB/XfmLbWe35dn+Wto19p/fz4NNHmTVwFV81u0zLl67yMIjC/NcNiIuAv9K/pRysX98SeUYxaVM8aVLl3j88cdp0KABrVq1onPnzmzZsqVI4gJLUbmAgNyf8Th+/Djffpv/mwmGDx/OggULAEsxOn9/f4KCgmjfvj2HDh0qULxFIWPBt6Kgid4BjiYcpbRracqVKseSo0vybH/o/CFS01MJqx5G9bLV6eDbgZZVW/J1xNekpudcJjdd0jlw/oB22xQhZyxT/Mgjj1CpUiX+/PNPtm/fzsyZM4mNjS30uPKjoIn+RnPnzmX37t0MGzYsU2XN67KroukMNNE7QGR8JPW96tOrXi9WnVjFlZTc/3Pvjc06MtSIgBGcvnyalcdX5ricXoi1j5Yp/l+Z4oiICLZs2cKbb76Ji4slPfj5+dGnTx8APvjgAwICAggICOCjjz7K9P4NHz6cxo0bM2TIEH799Vfat29Po0aN2Lp1K2AZuOOhhx6iXbt2NGrUiGnTpmU5Fjm9bxMnTmTDhg0EBwfz4Ycf5thORHjqqafw9/ene/futjILN7peAhmgXLlyjBs3jqCgIDZt2pTrPt74NwKWD8qQkBACAwMZOXIkV69etcV8vZTxc889B8BPP/1k+/bUvXt3/vrrryyx/fDDDwQEBBAUFETHjh1z+KvNp5yepHLUT0l4Mrb7D91l4vqJEn42XAJmBciSI0tybf/C+heky/wukp6ebpuWlp4m9yy8RwYuGZhpekZLjy6VgFkBcjDuYKHGX9gyPeW3fILIjLsK92f5hFy3r2WK/1emePHixXLvvfdm+z6Fh4dLQECAXLp0SRITE6VZs2ayY8cOOXbsmLi6usqePXskLS1NWrZsKSNGjJD09HRZtGiR9OvXT0QsZX5btGghV65ckZiYGPH19ZVTp05lejI5t/ct41OvObX78ccfbSWMT506JV5eXvLDDz/Yjtv1csrvvvuu3H///SIiAsj8+fPz3Mcb/0bee+892/E4dOiQiIg89NBD8uGHH0psbKw0btzY9n/zeinj8+fP26ZNmzZNnn322SzHICAgQKKjozMtdyN9MraYu3TtEmcvn6VBxQaEVA2hVrlaeXbf7I3dS0CVgEyV+FyMCyOaj+Dg+YNsOpN9hUW9EGs/LVOct40bN9K/f3/Kli1LuXLl+L//+z/b0IN+fn4EBgbi4uJC8+bN6datG8YYAgMDM+1fv3798PT0pEqVKnTp0sV2tp9xH3J63+xpt379elsJ45o1a9K1a9dMy10fIOX333+3DQvo6urKgAED8tzHG/9GNm7cyKFDh/Dz86Nx48YADBs2jPXr1+Pl5YWHhwcPP/ww//3vf22lnaOjo+nVqxeBgYG899572RbKa9++PcOHD2fatGmF1pWkd93cYpEJlrrb9b3q42JcuKfBPXyx+wvOXj5L9bLVs7S/eO0ixy8ep2+Dvlnm9anfh092fsJrf7xGg4oNAKhdvjbPtHoGDzcP9sftp0mlJrfXhdi/TXLIZrVMsUXz5s3ZvXs3aWlpuLq65rq9jDLuk4uLi+21i4tLpv3Lq4xwbu+bPe2WL1+ea5xz584lNDTzw6MeHh527Wt+SiC7ubmxdetWVq9ezYIFC/j0009Zs2YNY8aM4dlnn6Vv376sW7eOV199NcuyU6dOZcuWLSxbtoxWrVqxfft2KleunGd8udEz+lvs+h031xNz3/p9EYSlkUuzbR8Ra/nEz67ypLurO+NCx+Ht4c355PPEJccx7+A8xq4Zy5WUKxw4f4CmlbW0gD20TLFFgwYNCA0N5ZVXXrGt5/jx4yxbtowOHTqwaNEirly5wuXLl1m4cKFtjFl7LV68mOTkZOLi4li3bl2m6pvX9yG79+3GUsg5tevYsaOthPGZM2dYu3ZtvuLLbR9v/Bu588478ff35/jx47b+/jlz5tCpUycuXbpEQkICd911Fx9++CG7d+8GICEhgVq1agEwe/bsbGM4evQobdq04fXXX8fHx4eoqKh87UN29Iz+FotMiMTdxR3fcr4A1K5Qm7DqYcw/NJ/hzYfj5pL5kOyL3QeQ48hQfer3oU/9PrbXi44s4uXfX+bvP/9dL8Tmg5Yp/p/p06czbtw4GjZsaOtmee+992jZsiXDhw+3lRt+5JFHCAkJybHrKTstWrSgS5cuxMbG8tJLL1GzZs1My+f0vrVo0QJXV1eCgoIYPnw4//jHP7Jt179/f9asWUOzZs2oU6cO7dq1szs2INd9vPFvZPTo0Xh4eDBz5kzuu+8+UlNTad26NaNGjeL8+fP069eP5ORkRIQPPvgAsFyQvu+++/D29qZr164cO3YsSwzjx4/nzz//RETo1q0bQUFB+dqHbOXUee+oH2e/GDt61WgZsHhApmmrT6yWgFkBsuLYiiztn1r9lNz937vztY0lR5ZIi9ktbosLsSJapji/btcyxRnHXL3dFLe/Eb0YW8xFJkRmuTjaybcTtcrVYu6BzKPZiAh7Y/bme2Soexrcw3sd36Nvg762LiLlPLRMscq3nD4BMv4AvYFDwBFgYjbzOwI7gFRg4A3z0oBd1p8leW3Lmc/oL1+7LAGzAmTqrqlZ5s3aNyvL4CBnLp2RgFkBMnf/3FsZ5i3n6DN6pW43hX5Gb4xxBaYAfwOaAQ8aY2581PIkMBzI7tG1JBEJtv5kvXWkBDmWYOmPa1gx6wAg/Rv1x9PNk28OfGObdv1BKR3rVSl1M+zpugkDjohIpIhcA74D+mVsICLHRWQPkF4EMTqNowmWO26yu6+9gnsF+jboy8/HfiYuKQ6wJHo3Fzf8K/lnaa+UUvay566bWkDG+3uigTb52IaHMSYcS7fOJBHJcuuBMeYx4DGAOnXq5GPVt5ej8Udxc3Gjdvna2c4f3HQw8w/NZ/CywZRzL8eZS2do4t0Ed1f3WxypUsqZ3IrbK+uKyCljTH1gjTFmr4gczdhARL4EvgTLUIK3ICaHiIyPpF6Felluobyuvld9xoaMtd1S6VvOl3saZH8LnFJK2cuerptTQMZTUF/rNLuIyCnrv5HAOiAkH/E5laMJR/O8C+bRFo/ycdePbT/d63a/RdEpRysuZYrr1atnq1a5fft2/Pz82LlzJ0uWLGHSJMuTy6+++qqthEDGUsD2yFiWeN26dXh5eREcHEzTpk157bXXCmuXC0XG9+J2Zs8Z/TagkTHGD0uCHwQMtmflxhhv4IqIXDXGVAHaA+8WNNjcXLp2ibe2vGV77WJcGNZ8GI29GxfF5vItOTWZ6MRoPUN3Mqmpqbi5Fc4X448++oihQ4fa6qIUlutlihctWkTLli2JjY2lV69e1KpViz59+tjKFE+fPj3Tcnv27GHgwIHMnz+fkJAQQkJC6Nu38O+n6NChA0uXLuXy5csEBwdzzz332CptQuG+xyVVnmf0IpIKPAWsAA4A34tIhDHmdWNMXwBjTGtjTDRwH/CFMeb6s+JNgXBjzG5gLZY++v1FsSOp6ansOrfL9rMschn//fO/RbGpAjmZeBJB8Kvg5+hQ1A20TPH/yhQnJSUBcODAAe69917mzJlje0rUnsExcnrPtm/fTlBQEEFBQUyZMiXbZcuWLUurVq04cuSIraRx+/bteeihhzh+/Dhdu3alRYsWdOvWzVasbfjw4YwaNYrQ0FAaN27M0qWWUiLJycmMGDGCwMBAQkJCbKUQIiIiCAsLIzg4mBYtWtgKpt177720atWK5s2bZ/q2c93ly5fp06cPQUFBBAQEZCo9cTuw62NSRJYDy2+Y9nKG37dh6dK5cbk/gFtyb2BFj4r8POBn2+sHlj5AZHzkrdi0XaISLdezc7oQqyze2foOB88fLNR1NqnUhAlhE3Jtc+jQIb766ivat2/PyJEjmTJlCgsXLmTx4sX4+Pgwf/58/vnPfzJjxgwArl27Rnh4ONeuXaNJkybMnz+f1q1bc/HiRTw9Pfnqq6/w8vJi27ZtXL16lfbt29OzZ0/AUoMmIiKCmjVr0r59e37//XfGjh3LBx98wNq1a6lSpQoAb731FpUqVSItLY1u3bqxZ88eGjduzOOPP8769evx8/PLVL3yrbfeomvXrsyYMYP4+HjCwsLo3r07ERERDBs2LNP+hoaGEhERQXBwMK+//jrh4eF8+umntvn9+vXjm2++4c4777T7fU5JSWHMmDHZvmcjRozg008/pWPHjtkO+AGWGjybN2/mpZdeYv/+/ezfv5+NGzfi6enJPffcw7Bhwxg2bBgzZsxg7NixtpISx48fZ+vWrRw9epQuXbpw5MgRpkyZgjGGvXv3cvDgQXr27Mnhw4eZOnUq//jHPxgyZAjXrl2zVYecMWMGlSpVIikpidatWzNgwIBMhcR++eUXatasaRusJSEhwe73pThw2idjG3g1sFWKLA6iEy0lbn3LZ/k8VMWAlinOrHv37kyfPj1fZXIPHTqU7XsWHx9PfHy8bRCNhx56KNNyGzZsICQkhJ49ezJx4kRbPaG+ffvi6ekJwKZNmxg8eLBt+Y0bN9qWv//++3FxcaFRo0bUr1/fNorW0KFDAWjSpAl169bl8OHDtGvXjn//+9+88847nDhxwrb+yZMnExQURNu2bYmKispSGjkwMJBVq1YxYcIENmzYgJeXV37eTodz2o6v+hXr81PkT1y6doly7uUcHQ5RiVFUcK+AV+nb6w/kVsvrzLuoaJnizD799FNGjRrFE088Yet2youIZPuexcfH57rc9T76G+X1Hl+Xn/LBgwcPpk2bNixbtoy77rqLL774AhcXF3799Vc2bdpEmTJlbB+SGTVu3JgdO3awfPly/vWvf9GtWzdefvnlHLZS/DjtGb2fl+WM5/rTqI4WlRil3TbFmJYpzszFxYVvv/2WgwcP2p3Q/P39s33PKlasSMWKFW1n4XPnzs1tNdm64447+O6772zLZyyP/MMPP5Cens7Ro0eJjIzE39+fDh062LZz+PBhTp48aXvv6tevz9ixY+nXrx979uwhISEBb29vypQpw8GDB9m8eXOW7Z8+fZoyZcowdOhQxo8fz44dO/K9D47ktGf0DbwstzFGJkQS6FPwywRLI5ey4vgKJneZnOuZQl6iEqO0ZHAxpmWKs/Lw8GDJkiV06tSJatWq5XmG7e7uzoIFC7J9z2bOnMnIkSMxxtiuVeTHJ598wogRI3jvvffw8fFh5syZtnl16tQhLCyMixcvMnXqVDw8PHjiiScYPXo0gYGBuLm5MWvWLEqXLs3333/PnDlzKFWqFNWrV+fFF1+kbNmyTJ06laZNm+Lv70/btm2zbH/v3r2MHz8eFxcXSpUqxeeff57vfXConIrgOOqnsIqapaSlSMjXIfJB+M2VcH1xw4sSMCtAImIjbiqW4NnB8vH2j28qFmfl6KJmxa0EbV5u1zLFRWHYsGG2MWFLEi1TbOXm4kbdCnVv+s6b63Vnfj3xa4HXcfbyWVIlVS/EqkKhZYpVfjlt1w1Y+ukPnT90U+uIS7Yk+pUnVjImZEyBum/01srirV69euzbt8/RYdjtmWee4ZlnnnF0GMXCrFmzHB3CbcFpz+jBMi5r9KVorqZdLfA6YpNi8XTz5MTFE/wZn3U0entoos+biNOWOFKqUBXk/4pTJ/r6XvVJl3SOJxwv0PLpks6F5Av8ze9vGEyBu2+iE6Nxd3GnapmqBVre2Xl4eBAXF6fJXqk8iAhxcXF4eHjkazmn7rqp72Wp+34s4ViBarrHX40nTdJo7N2YltVasurEKp4IfiLf64lKjKJW+Vq4GKf+XC0wX19foqOjiYmJcXQoShV7Hh4e+Prm73qfUyf6uhXqYjAFfkL2+oXYyp6V6VG3B5O2TrKM+eqVdeCQ3Og99LkrVaqU7UlPpVThc+pTTA83D3zL+xY40ccmWcqTVvaoTLc63YD8330jIkQlRuFbTu+4UUo5hlOf0YOl++Zo/NG8G2bj+h03lT0rU71sdYJ8glj450LS0i31P6qWqUr/Rv1z7ZK5cPUCV1Kv6Bm9UsphSkSi/+P0H6Smp+Y4slNOrnfdVPG0VBMc0GgAr/zxCp/t/ux/bZLjeKzFYzmuQ++4UUo5mvMn+or1SUlP4dSlU9StUDdfy8Ylx1HKpRTlS5UHoH+j/tzb8F4ABOHFjS/y6c5PCagcwB217sh2HZrolVKO5tR99PC/O28K8oRsXFIclT0rZ3pIyhiDMQYX48LLbV+moXdDnt/wPKcuZT+6YlRiFAZDrfK1CrYDSil1k5w+0V+vYjl7/2ze3vI2b295m13ndtm1bFxSHJU9Kuc4v0ypMnzU+SPS09N5Zu0zJKdmLSMbnRhN1TJVKe1aOps1KKVU0XP6RF/evTzta7bnzwt/sjRyKd8f+p7JOyfbtWxcsuWMPjd1KtTh7Q5vc/D8QSZumGi7UHtdVGKU1rhRSjmU0yd6gKk9pvL7g7/z+4O/M7jpYHaf221XWYS4pDjbhdjcdKrdiQlhE1h9cjXvh7+faZ7eQ6+UcrQSkegzCqsexrX0a+yJ2ZNru3RJ53zy+Vy7bjIa0nQIDzV7iG8OfMPsiNkkXkskNimW2KRYTfRKKYdy+rtubtSyWktcjAtbz26ldfXWOba7Xv4gr66bjJ4LfY6zl8/yfvj7mc7s61Soc1MxK6XUzbAr0RtjegMfA67AdBGZdMP8jsBHQAtgkIgsyDBvGPAv68s3RWR2YQReUOXdy9OsUjO2ntnKk8FP5tjOVv7AzjN6ABfjwtsd3qZ9zfZcTrEMG+fh5kFn3843FbNSSt2MPBO9McYVmAL0AKKBbcaYJSKyP0Ozk8Bw4Lkblq0EvAKEAgJsty57oXDCL5jW1Vsz58AcklKT8HTzzLZNxqdi86O0a2kGNB5w0zEqpVRhsaePPgw4IiKRInIN+A7ol7GBiBwXkT1A+g3L9gJWich5a3JfBfQuhLhvSuvqrUlNT831NktbnZt8JnqllCpu7En0tYCoDK+jrdPsYdeyxpjHjDHhxpjwW1GqtmW1lrgaV7ad3ZZjm4J03SilVHFULO66EZEvRSRUREJ9fHyKfHtlS5WleZXmbD27Ncc218sfVHCvUOTxKKVUUbIn0Z8CMt4f6GudZo+bWbZIhVUPIyI2gispV7KdH5cURyWPSgUaI1YppYoTexL9NqCRMcbPGOMODAKW2Ln+FUBPY4y3McYb6Gmd5nCtq7UmVVLZcW5HtvPjku17WEoppYq7PO+6EZFUY8xTWBK0KzBDRCKMMa8D4SKyxBjTGlgIeAP3GGNeE5HmInLeGPMGlg8LgNdF5HwR7Uu+BFcNxs3FjW8PfGsbUzbIJ4hAn0DAckavY7wqpZyBXffRi8hyYPkN017O8Ps2LN0y2S07A5hxEzEWiTKlynBHzTtYH72eDac2AODj6cOqgatwdXElLimOppWaOjhKpZS6eSXuydiMJneZzKWUSwCsj17PixtfZMuZLbSt2dZS/kBvrVRKOYFicdeNo7i6uOJV2guv0l70rNeT8u7l+SnyJxKuJljKH+itlUopJ1CiE31GpV1L06teL1afXM3JxJMAejFWKeUUNNFn0LdBX5JSk/j+0PeAPhWrlHIOmugzCPYJxrecL8sjLdedtetGKeUMNNFnYIyhb4O+pEoqoGf0SinnoIn+BnfXvxsANxc3LX+glHIKmuhvULtCbUKqhuDj6aPlD5RSTqFE30efk9fveJ3zycXiAV6llLppmuizUc+rHvW86jk6DKWUKhTadaOUUk5OE71SSjk5TfRKKeXkNNErpZST00SvlFJOThO9Uko5OU30Sinl5DTRK6WUk9NEr5RSTk4TvVJKOTlN9Eop5eTsSvTGmN7GmEPGmCPGmInZzC9tjJlvnb/FGFPPOr2eMSbJGLPL+jO1cMNXSimVlzyLmhljXIEpQA8gGthmjFkiIvszNHsYuCAiDY0xg4B3gAes846KSHAhx62UUspO9pzRhwFHRCRSRK4B3wH9bmjTD5ht/X0B0M1oMXellCoW7En0tYCoDK+jrdOybSMiqUACcH0cPj9jzE5jzG/GmA7ZbcAY85gxJtwYEx4TE5OvHVBKKZW7or4YewaoIyIhwLPAt8aYLOPziciXIhIqIqE+Pj5FHJJSSpUs9iT6U0DtDK99rdOybWOMcQO8gDgRuSoicQAish04CjS+2aCVUkrZz55Evw1oZIzxM8a4A4OAJTe0WQIMs/4+EFgjImKM8bFezMUYUx9oBEQWTuhKKaXskeddNyKSaox5ClgBuAIzRCTCGPM6EC4iS4CvgDnGmCPAeSwfBgAdgdeNMSlAOjBKRHQwVqWUuoWMiDg6hkxCQ0MlPDzc0WEopdRtxRizXURCs5unT8YqpZST00SvlFJOThO9Uko5OU30Sinl5DTRK6WUk9NEr5RSTk4TvVJKOTlN9Eop5eQ00SullJPTRK+UUk5OE71SSjk5TfRKKeXkNNErpZST00SvlFJOThO9Uko5OU30Sinl5DTRK6WUk9NEr5RSTk4TvVJKOTlN9Eop5eQ00SullJOzK9EbY3obYw4ZY44YYyZmM7+0MWa+df4WY0y9DPNesE4/ZIzpVXihK6WUskeeid4Y4wpMAf4GNAMeNMY0u6HZw8AFEWkIfAi8Y122GTAIaA70Bj6zrk8ppdQt4mZHmzDgiIhEAhhjvgP6AfsztOkHvGr9fQHwqTHGWKd/JyJXgWPGmCPW9W0qnPAz2/zZo5SPP1AUq1ZKqSKXWLEpbZ+YVujrtafrphYQleF1tHVatm1EJBVIACrbuSzGmMeMMeHGmPCYmBj7o1dKKZUne87oi5yIfAl8CRAaGioFXU9RfBIqpdTtzp4z+lNA7Qyvfa3Tsm1jjHEDvIA4O5dVSilVhOxJ9NuARsYYP2OMO5aLq0tuaLMEGGb9fSCwRkTEOn2Q9a4cP6ARsLVwQldKKWWPPLtuRCTVGPMUsAJwBWaISIQx5nUgXESWAF8Bc6wXW89j+TDA2u57LBduU4EnRSStiPZFKaVUNozlxLv4CA0NlfDwcEeHoZRStxVjzHYRCc1unj4Zq5RSTk4TvVJKOTlN9Eop5eQ00SullJMrdhdjjTExwIl8LlYFiC2CcIqzkrjPUDL3uyTuM5TM/b6Zfa4rIj7ZzSh2ib4gjDHhOV1tdlYlcZ+hZO53SdxnKJn7XVT7rF03Sinl5DTRK6WUk3OWRP+lowNwgJK4z1Ay97sk7jOUzP0ukn12ij56pZRSOXOWM3qllFI50ESvlFJO7rZO9HkNWu4sjDG1jTFrjTH7jTERxph/WKdXMsasMsb8af3X29GxFjZjjKsxZqcxZqn1tZ91APoj1gHp3R0dY2EyxlQ0xiwwxhw0xhwwxrQrIcf5Gevf9j5jzDxjjIczHmtjzAxjzDljzL4M07I9vsZisnX/9xhjWhZ0u7dtordz0HJnkQqME5FmQFvgSeu+TgRWi0gjYLX1tbP5B5BxIOB3gA+tA9FfwDIwvTP5GPhFRJoAQVj23amPszGmFjAWCBWRACzl0AfhnMd6FtD7hmk5Hd+/YRnDoxHwGPB5QTd62yZ6MgxaLiLXgOuDljsdETkjIjusvydi+c9fC8v+zrY2mw3c65gIi4YxxhfoA0y3vjZAVywD0IOT7bMxxgvoiGV8B0TkmojE4+TH2coN8LSOUFcGOIMTHmsRWY9lzI6Mcjq+/YCvxWIzUNEYU6Mg272dE71dA487G2NMPSAE2AJUE5Ez1llngWoOCquofAQ8D6RbX1cG4q0D0IPzHXM/IAaYae2umm6MKYuTH2cROQW8D5zEkuATgO0497HOKKfjW2g57nZO9CWOMaYc8CPwtIhczDjPOnSj09wra4y5GzgnItsdHcst5Aa0BD4XkRDgMjd00zjbcQaw9kn3w/JBVxMoS9bujRKhqI7v7ZzoS9TA48aYUliS/FwR+a918l/Xv8pZ/z3nqPiKQHugrzHmOJZuua5Y+q8rWr/eg/Md82ggWkS2WF8vwJL4nfk4A3QHjolIjIikAP/Fcvyd+VhnlNPxLbQcdzsnensGLXcK1r7pr4ADIvJBhlkZB2UfBiy+1bEVFRF5QUR8RaQelmO7RkSGAGuxDEAPzrfPZ4EoY4y/dVI3LOMtO+1xtjoJtDXGlLH+rV/fb6c91jfI6fguAf5uvfumLZCQoYsnf0Tktv0B7gIOA0eBBlvJrgAAAwJJREFUfzo6niLczzuxfJ3bA+yy/tyFpc96NfAn8CtQydGxFtH+dwaWWn+vD2wFjgA/AKUdHV8h72swEG491osA75JwnIHXgIPAPmAOUNoZjzUwD8t1iBQs3+Aezun4AgbLnYVHgb1Y7koq0Ha1BIJSSjm527nrRimllB000SullJPTRK+UUk5OE71SSjk5TfRKKeXkNNErp2StAvmE9feaxpgFeS1zE9sKNsbcVVTrV+pmaaJXzqoi8ASAiJwWkYF5tL8ZwViea1CqWNL76JVTMsZcr2Z6CMuDKE1FJMAYMxxLdcCyWMq/vg+4Aw8BV4G7ROS8MaYBlodVfIArwKMictAYcx/wCpCGpfhWdywP9HhieTz9bWAp8AkQAJQCXhWRxdZt9we8sBSn+kZEXivit0Ip3PJuotRtaSIQICLB1oqfSzPMC8BSAdQDS5KeICIhxpgPgb9jqZr5JTBKRP40xrQBPsNSb+dloJeInDLGVBSRa8aYl7E8tfgUgDHm31hKNow0xlQEthpjfrVuO8y6/SvANmPMMhEJL8o3QilN9KokWiuWuv6JxpgE+P/27langSAKw/D7oUBwCWBwCH6Cw4NBIhBIDAaHxiB7E2gIGBRBlwQSEtqmAsUVoFCYHsScwtLU0KQVw/eomd3MtGZPJjO753Cb13vAWmYJ3QauSuoVoHySD9AGLiRdUpJvjbNLSch2mv15YDnb9xHxDiDphpLewoHepsqB3v6jz0Z70OgPKM/EHCUX+sbowIg4zhX+HvAsaWvM/AL2I+L118UybnSv1HunNnU+jLVafQCLkwyMkuv/Lffjh7U717O9EhGPEXFGKRKyNOa37oCTzMSIpM3GvZ2sEbpAOStoT/Ifzf7Cgd6qlNsj7SzC3JpgikPgSFIH6PNTprIlqZfzPgAdSjrdVUkvkg6Ac8ohbFdSP/tDT5S6Al3g2vvzNgt+68ZsRvKtm+9DW7NZ8YrezKxyXtGbmVXOK3ozs8o50JuZVc6B3syscg70ZmaVc6A3M6vcF/aHYCDzp8m+AAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['percentageOfActiveFundsRequested','percentageOfCompletedFundsRequested','percentageOfKilledFundsRequested'])" ] diff --git a/models/v3/Aragon_Conviction_Voting_Model.ipynb b/models/v3/Aragon_Conviction_Voting_Model.ipynb index 88d3290..f220654 100644 --- a/models/v3/Aragon_Conviction_Voting_Model.ipynb +++ b/models/v3/Aragon_Conviction_Voting_Model.ipynb @@ -534,7 +534,7 @@ { "data": { "text/plain": [ - "{'network': ,\n", + "{'network': ,\n", " 'funds': 4867.21,\n", " 'sentiment': 0.6,\n", " 'effective_supply': 14020.008000000002,\n", @@ -609,8 +609,8 @@ "data": { "text/plain": [ "{'type': 'participant',\n", - " 'holdings': 1297.0942803905527,\n", - " 'sentiment': 0.5338048276625109}" + " 'holdings': 234.3841073015196,\n", + " 'sentiment': 0.6109858547634346}" ] }, "execution_count": 8, @@ -640,7 +640,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -688,7 +688,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -714,7 +714,7 @@ " 'conviction': 0,\n", " 'status': 'candidate',\n", " 'age': 0,\n", - " 'funds_requested': 681.1084964231192,\n", + " 'funds_requested': 2147.7938983247623,\n", " 'trigger': inf}" ] }, @@ -769,7 +769,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -920,32 +920,8 @@ "SubsetIDs: [0]\n", "Ns : [0]\n", "ExpIDs : [0]\n", - "Execution Mode: single_threaded\n" - ] - }, - { - "ename": "TypeError", - "evalue": "list indices must be integers or slices, not str", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mrdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/run.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m()\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0msimulation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mExecutor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexec_context\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlocal_mode_ctx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfigs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mraw_system_events\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_field\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msimulation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;31m# Result System Events DataFrame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mraw_system_events\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/__init__.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 151\u001b[0m simulations_results = self.exec_method(\n\u001b[1;32m 152\u001b[0m \u001b[0msim_executors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRunIDs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 153\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moriginal_N\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 154\u001b[0m )\n\u001b[1;32m 155\u001b[0m \u001b[0mfinal_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_final_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msimulations_results\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial_state_updates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mremote_threshold\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36mlocal_simulations\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, configured_n)\u001b[0m\n\u001b[1;32m 132\u001b[0m return single_proc_exec(\n\u001b[1;32m 133\u001b[0m \u001b[0msimulation_execs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_lists\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs_structs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSimIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 134\u001b[0;31m \u001b[0mExpIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetIDs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSubsetWindows\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 135\u001b[0m )\n\u001b[1;32m 136\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mconfig_amt\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# and config_amt < remote_threshold:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/execution.py\u001b[0m in \u001b[0;36msingle_proc_exec\u001b[0;34m(simulation_execs, var_dict_list, states_lists, configs_structs, env_processes_list, Ts, SimIDs, Ns, ExpIDs, SubsetIDs, SubsetWindows, configured_n)\u001b[0m\n\u001b[1;32m 34\u001b[0m )\n\u001b[1;32m 35\u001b[0m result = simulation_exec(\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0mvar_dict_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msim_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mN\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubset_window\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigured_n\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m )\n\u001b[1;32m 38\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mflatten\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36msimulation\u001b[0;34m(self, sweep_dict, states_list, configs, env_processes, time_seq, simulation_id, run, subset_id, subset_window, configured_N, additional_objs)\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m pipe_run = flatten(\n\u001b[0;32m--> 251\u001b[0;31m \u001b[0;34m[\u001b[0m\u001b[0mexecute_run\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 252\u001b[0m )\n\u001b[1;32m 253\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/cadCAD/engine/simulation.py\u001b[0m in \u001b[0;36mexecute_run\u001b[0;34m(sweep_dict, states_list, configs, env_processes, time_seq, _run)\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 243\u001b[0m first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0msweep_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfigs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menv_processes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime_seq\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madditional_objs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 245\u001b[0m )\n\u001b[1;32m 246\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mstates_list_copy\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/repos/Aragon_Conviction_Voting/models/v3/model/parts/system.py\u001b[0m in \u001b[0;36mdriving_process\u001b[0;34m(params, step, sL, s)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[0mnew_proposal_ct\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmedian_affinity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 55\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m \u001b[0mexpected_request\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'beta'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'funds'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 57\u001b[0m \u001b[0mnew_proposal_requested\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mexpon\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrvs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexpected_request\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mct\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_proposal_ct\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str" + "Execution Mode: single_threaded\n", + "Total execution time: 159.91s\n" ] } ], @@ -969,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -978,18 +954,297 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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1562.01... \n", + "\n", + " triggers_all \\\n", + "6 [inf, inf, inf, inf, inf, inf, inf] \n", + "12 [inf, inf, inf, inf, inf, nan, inf, inf] \n", + "18 [inf, inf, inf, inf, inf, nan, inf, nan, inf] \n", + "24 [inf, inf, inf, inf, inf, nan, inf, nan, inf] \n", + "30 [inf, inf, inf, inf, inf, nan, inf, nan, inf, ... \n", + "\n", + " conviction_share_of_trigger_all \\\n", + "6 [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] \n", + "12 [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0] \n", + "18 [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0] \n", + "24 [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0] \n", + "30 [0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, ... \n", + "\n", + " percentageOfActiveProposals percentageOfCompletedProposals \\\n", + "6 0.00 0.00 \n", + "12 0.00 0.00 \n", + "18 0.00 0.00 \n", + "24 0.00 0.00 \n", + "30 0.00 0.00 \n", + "\n", + " percentageOfKilledProposals percentageOfActiveFundsRequested \\\n", + "6 0.14 0.00 \n", + "12 0.25 0.00 \n", + "18 0.22 0.00 \n", + "24 0.22 0.00 \n", + "30 0.18 0.00 \n", + "\n", + " percentageOfCompletedFundsRequested percentageOfKilledFundsRequested \n", + "6 0.00 0.34 \n", + "12 0.00 0.34 \n", + "18 0.00 0.34 \n", + "24 0.00 0.34 \n", + "30 0.00 0.34 \n", + "\n", + "[5 rows x 43 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df.head(5)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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/WrWRGfPS+CJnO+2aN+K3E0/m0iFddPdsBKrsHr0ReD64cicDmAb82cz6E+reyQKuBXD3lWb2MqETtCXA9e5eCmBmNwDvEbpkc5a7r6zCtojIESguLePN5d/x6Px00jbtpOuJTfn9+X24cFCMHjQewcy99nabJycne0pKSrirIRJR9hSV8nLKOmYuyCB32x5O6tCcn43qxtl9OupB4xHCzFLdPflA8/S3m0iU2L6nmOeWZDNrUejZs8ldW3Hveb0Z3bOdbqiKIgp9kQi3qaCQWYuyeG5JNjv3ljCqZ1t+PkrPno1WCn2RCLU2P3RD1SupoRuqJvbpyM9GdaN3pxbhrpqEkUJfJMKs3rCDGfPSeSt4HKFuqJKKFPoiESIlawsz5qXz4epNNGtYj6uHJ3DV6fF6HKF8j0JfpA5zd+Z9k8eMuekszdpCq6YNuPnMHlw+tCstm+qGKvkhhb5IHVRSWsY7X61nxrx0Vm8ooFOLxtz1o15MOaUzTRvq11oOTv87ROqQwuJSXk3NYeaCDNZu2U33dsfrCVVyRBT6InXAjsJinl+ylicXZbJ55176dW7JbyaezLhe7fWEKjkiCn2RWiyvYC+zF2fy7CfZFOwtYXhiG342qj9DE07UDVVyVBT6IrVQxYeWFJeWMTGpI9eN7EafWF1jL8dGoS9Si3y9fgePzk/n7S/XU8+MCwbGMH1EAgltjw931SRCKPRFwszdWZa1lRnz0pi7Jo9mDetx1enxusZeqoVCXyRMysqcD1dv4tH56aRmb+XEZg351fie/HRIV1o0bRDu6kmEUuiL1LDi0jLmBOPYf7tpJ7GtmnDPpN5MHtSZJg01jr1UL4W+SA3ZXVTCS8vW8cTCTHK37aFn++Y8OKUfP+rbSePYS41R6ItUs627injmk2ye+jiTrbuLOSWuFb87L4lRPdvqskupcQp9kWry3bY9PLEwkxeXrWV3USlnnNyO60Z2IzlO49hL+Cj0RarYtxsLeHR+Bm8uzwXg3H6duHZkN3p2aB7mmoko9EWqTGp2aGjjD77eRJMG9bhsaFeuHp5ATMsm4a6aSDmFvsgxKCtz5q4JXXa5LGsrrZo24D/OSGTq0DhaNdPQxlL7VCr0zawl8ASQBDhwJbAGeAmIA7KAi919q4XOTD0ETAR2A1e4+2fBdqYC/y/Y7O/c/ekqa4lIDSouLeOtL77jsfkZrNlYQEzLJhraWOqEyv7vfAh4190vMrOGQFPgN8CH7n6/md0G3AbcCkwAEoPXEGAGMMTMWgN3AcmEvjhSzWyOu2+t0haJVKP9L7vs0f54/nRxP37UT0MbS91w2NA3sxbACOAKAHcvAorMbBIwKljsaWAeodCfBDzj7g4sMbOWZtYxWPZ9d98SbPd94Czghaprjkj12LKriKc/zuKZT7LKL7u897zejO7ZTpddSp1SmSP9eCAPmG1m/YBU4BdAe3dfHyyzAWgfvI8B1lVYPycoO1j595jZdGA6QJcuXSrdEJHqkLN1N08szOSlZevYU1zKGSe357qRCbrsUuqsyoR+fWAgcKO7f2pmDxHqyinn7m5mXhUVcveZwEyA5OTkKtmmyJFavWEHj85L560v12PApP4xXDcygcT2uuxS6rbKhH4OkOPunwbTrxIK/Y1m1tHd1wfdN5uC+blA5wrrxwZlufy7O2hf+byjr7pI1XJ3Ps3cwqPz05m3Jo+mDesxbVgcVw2Pp2MLXXYpkeGwoe/uG8xsnZn1dPc1wFhgVfCaCtwf/HwzWGUOcIOZvUjoRO724IvhPeD3ZtYqWG4ccHvVNkfkyJWWOe+v2sCj8zNYvm4bJzZryC3jevDTU7vSsqkuu5TIUtmrd24Eng+u3MkApgHHAS+b2VVANnBxsOw/CF2umUboks1pAO6+xczuBZYFy92z76SuSDjsLSnljc9ymbkgg4zNu+jSuin3npfE5EGxNG6g0S4lMlnoIpvaKTk52VNSUsJdDYkw+x4yPmtxJnkFe0mKOYHrRnZjQlJH6ukh4xIBzCzV3ZMPNE93kUjU2LijkFmLMnn+07XsDB4y/uDF/Tmtux4yLtFDoS8RL23TTmYuSOeNz3MpLXPO7tuJa0ckkBSjh4xL9FHoS8RKzd7Co/MzeH/VRho3OI5LB3fhmuEJdG7dNNxVEwkbhb5ElH3PnX1sfjop2Vtp2bQBvxibyOVDu3Li8Y3CXT2RsFPoS0QoKinj78tDV+KkbdpJTMsm3P2jXlysAdBEvke/DVKnFRQW88LStTy5KJONO/ZycscT+L8p/Tm7b0cNgCZyAAp9qZM27Shk1uIsnl+STcHeEk7rfiJ/uKgfwxPb6EockUNQ6EudkrZpJ48vyOCNz3MpKStjYp+OXDuiG31idSWOSGUo9KVOSMnawmMLQlfiNKp/HBefEss1wxPoemKzcFdNpE5R6EutVVbmfPD1Rh5bkEFqcCXOTWMTmaorcUSOmkJfap3C4lL+/nkuMxdmkJG3i9hWuhJHpKroN0hqje17inn+02xmL84ir2AvvTudwEOX9OfsPh2prytxRKqEQl/C7rtte3hyUSYvLl3LrqJSjYkjUo0U+hI2X6/fwcwFGbz1xXc48KO+HblmRAK9O+lKHJHqotCXGuXufJyez2MLMljwTejpVJcPjePK0+OIbaUxcUSqm0JfakRJaRn/WLGBmQvSWZG7gzbHN+JX43vy0yFdadG0QbirJxI1FPpSrXYXlfDSsnU8uSiTnK17SGjTjPsv6MN5A2L0dCqRMFDoS7XIK9jLM59k8cwn2WzfU0xy11bceU4vzji5Pcfp6VQiYaPQlyqVkbeTxxdm8tpnORSXlnHmye25dmQCg7q2DnfVRASFvlSR1OytPDY/nfe/3kiDesdx4cBYrhkeT0Lb48NdNRGpQKEvR62szHn/643MrDBMwg2ju3P50DjaNtcwCSK1kUJfjlhhcSmvf5bLEwszyNisYRJE6pJK/YaaWRZQAJQCJe6ebGZ3A9cAecFiv3H3fwTL3w5cFSx/k7u/F5SfBTwE1AOecPf7q64pUt227iri2SXZPP1xFvm7iugb24K//ngAZ/XuoGESROqIIzksG+3um/cre9DdH6hYYGa9gEuA3kAn4AMz6xHMfhg4E8gBlpnZHHdfdXRVl5qyNn83TyzK4OWUdRQWlzG6Z1umj+jGqQmtNUyCSB1THX+LTwJedPe9QKaZpQGDg3lp7p4BYGYvBssq9Gup5eu2MXNBOu+u2EC944zz+sdwzYgEerRvHu6qichRqmzoO/AvM3PgMXefGZTfYGaXAynAf7r7ViAGWFJh3ZygDGDdfuVD9v8gM5sOTAfo0qVLZdshVaSszPlo9SZmLsxgaeYWmjeuz/QR3Zh2WhztT2gc7uqJyDGqbOif7u65ZtYOeN/MVgMzgHsJfSHcC/wRuPJYKxR8ocwESE5O9mPdnlTOvjHsH1+YQXreLmJaNuGOc3ox5ZTOHN9IJ2dFIkWlfpvdPTf4ucnM3gAGu/uCffPN7HHg7WAyF+hcYfXYoIxDlEuYbN1VxHNLsnn6kyw27ywqH8N+Yp+ONNDJWZGIc9jQN7NmwHHuXhC8HwfcY2Yd3X19sNj5wIrg/Rzgb2b2J0InchOBpYABiWYWTyjsLwF+XKWtkUpbm7+bJxdl8HJKDnuKSxnVsy3XDE9gWDeNYS8SySpzpN8eeCMIgvrA39z9XTN71sz6E+reyQKuBXD3lWb2MqETtCXA9e5eCmBmNwDvEbpkc5a7r6zi9shhfL52K48vzCg/OTupfwzXDE+gZwednBWJBuZee7vNk5OTPSUlJdzVqPPKypwPV2/i8QUZLM0KnZz96alduWKYTs6KRCIzS3X35APN0xm6CLb/nbMxLZtw5zmhO2d1clYkOuk3PwLl79zLs0uyefaT7PI7Z/986QAmJunOWZFop9CPIBl5O3lyUSavpuawt6SMMSe1Y/qIBIbE685ZgeLiYnJycigsLAx3VaSKNG7cmNjYWBo0qPzT5xT6dZy7k5K9lZkLMvigfFjjGK46PZ7u7XRyVv4tJyeH5s2bExcXp4OACODu5Ofnk5OTQ3x8fKXXU+jXUSWlZby3ciOPL8xg+bpttGzagBtHd+cyDWssB1FYWKjAjyBmxoknnkheXt7hF65AoV/H7Npbwssp65i1OJN1W/bQ9cSm3DOpNxcNitWwxnJYCvzIcjT7UylRR2zcUchTH2fx/JJsdhSWMKhrK347sRdn9mpPPT1zVkQqSaFfy329fgePL8zgrS++o7TMOSupA1cPT2Bgl1bhrprIEfvzn//MjBkzGDhwIM8///xRbycrK4tzzjmHFStWHH5h+R6Ffi3k7iz4djNPLMxg4bebadKgHj8Z0pVpp8XR9cRm4a6eyFF75JFH+OCDD4iNjQ13VaKWQr8W2VtSypzl3/HkokxWbyigbfNG/Gp8T34ypAstmzYMd/UkgvzXWytZ9d2OKt1mr04ncNePeh90/nXXXUdGRgYTJkxg7dq13HHHHdxyyy0AJCUl8fbboTEbJ0yYwOmnn87HH39MTEwMb775Jk2aNCE1NZUrrwwN5Dtu3Ljy7a5cuZJp06ZRVFREWVkZr732GomJiVXatkiiO3VqgW27i3h4bhrD/2cuv3r1SwD+cFFfFt06mutHd1fgS0R49NFH6dSpE3PnzuWXv/zlQZf79ttvuf7661m5ciUtW7bktddeA2DatGn85S9/4YsvvvjBdn/xi1+wfPlyUlJS9FfEYehIP4yy83cxa1Fm+UiXwxPb8MDkfgxPbKOrLKRaHeqIPNzi4+Pp378/AIMGDSIrK4tt27axbds2RowYAcBll13GP//5TwCGDh3KfffdR05ODhdccIGO8g9DoV/D3J3U7NBIl/9atZH6wUiXVw+P56QOJ4S7eiI1on79+pSVlZVPV7xLuFGjf99nUq9ePfbs2XPIbf34xz9myJAhvPPOO0ycOJHHHnuMMWPGVH2lI4RCv4bsfzNViyYN+PmobkwdGkc7jXQpUSYuLq68D/+zzz4jMzPzkMu3bNmSli1bsmjRIk4//fTvXfmTkZFBQkICN910E2vXruXLL79U6B+CQr+a7dxbwkvL1jF7cSY5W3UzlQjAhRdeyDPPPEPv3r0ZMmQIPXr0OOw6s2fP5sorr8TMvnci9+WXX+bZZ5+lQYMGdOjQgd/85jfVWfU6T+PpV5P12/fw1OIs/rZ0LQWFJSR3bcXVwxN0M5WEzddff83JJ58c7mpIFTvQftV4+jVoRe52nliYwdtfrqfMnQlJHbl6eDwDdDOViNQCCv0qUFbmzF2ziccXZrAkYwvNGtZj6rA4rhgWR+fWTcNdPRGRcgr9Y7CnqJTXPsth1qJMMjbvolOLxvx24slMGdyZExpXfnxrEZGaotA/CpsKCnnuk2yeXZLN1t3F9I1twUOX9Gdin4400JOpRKQWU+gfgdUbdvDkwkzeXP4dxWVlnHFye64ZnsApca10M5WI1AmVCn0zywIKgFKgxN2Tzaw18BIQB2QBF7v7Vgul30PARGA3cIW7fxZsZyrw/4LN/s7dn666plQPd2f+N3k8uSizfPCzSwZ3Ztpp8cS30eBnIlK3HMmR/mh331xh+jbgQ3e/38xuC6ZvBSYAicFrCDADGBJ8SdwFJAMOpJrZHHffWgXtqHKFxaW8uTyXJxZm8u2mnbQLBj/78eAutGqmsXBEpG46lg7oScC+I/WngfMqlD/jIUuAlmbWERgPvO/uW4Kgfx846xg+v1ps3rmX//vgG067/yNufe0rGtQ7jj9O7seiW8dw/ejuCnyRWuTuu+/mgQceAODOO+/kgw8++MEy8+bN45xzzjnkdpYvX84//vGPo67HpZdeSt++fXnwwQePehv7PPXUU9xwww3HvJ2DqeyRvgP/MjMHHnP3mUB7d18fzN8AtA/exwDrKqybE5QdrPx7zGw6MB2gS5culazesftmYwGzFmXy+ue5FJWUMeakdlw9PJ6hCSeqv14izz9vgw1fVe02O/SBCfdX7TaPwD333HPU6+4boXPixIlHvO6GDRtYtmwZaWlpR/35NamyR/qnu/tAQl0315vZiIozPXRbb5Xc2uvuM9092d2T27ZtWxWbPKdpGk0AAAzTSURBVNRnseCbPC6ftZRxDy7g78tzmTwolg//cySzrjiFYd002qVIVXrmmWfo27cv/fr147LLLuOtt95iyJAhDBgwgDPOOIONGzcCoSP4K6+8klGjRpGQkMCf//zn8m3cd9999OjRg9NPP501a9aUl19xxRW8+uqrALz77rucdNJJDBw4kNdff718maVLlzJ06FAGDBjAsGHDWLNmDUVFRdx555289NJL9O/fn5deeoldu3Zx5ZVXMnjwYAYMGMCbb7550DaNGzeO3Nxc+vfvz8KFCxk1ahT7RhLYvHkzcXFxQOgI/oILLuCss84iMTGRX//61+XbmD17Nj169GDw4MEsXry4vPyVV14hKSmJfv36lY8weszc/YhewN3ALcAaoGNQ1hFYE7x/DLi0wvJrgvmXEvorgQMtd6DXoEGDvDrsKSrxl5au9XF/mu9db33bk3/3vv/lw288f+feavk8kdpg1apVYf38FStWeGJioufl5bm7e35+vm/ZssXLysrc3f3xxx/3m2++2d3d77rrLh86dKgXFhZ6Xl6et27d2ouKijwlJcWTkpJ8165dvn37du/WrZv/4Q9/cHf3qVOn+iuvvOJ79uzx2NhY/+abb7ysrMwnT57sZ599tru7b9++3YuLi93d/f333/cLLrjA3d1nz57t119/fXldb7/9dn/22Wfd3X3r1q2emJjoO3fuPGC7MjMzvXfv3uXTI0eO9GXLlrm7e15ennft2rX8M+Lj433btm2+Z88e79Kli69du9a/++4779y5s2/atMn37t3rw4YNK69LUlKS5+TklNfjQA60X4EUP0iuHrZ7x8yaAce5e0HwfhxwDzAHmArcH/zc91U4B7jBzF4kdCJ3u7uvN7P3gN+b2b7xCMYBtx/tl9XR2LxzL88tyea5Jdls3lnESR2a84eL+nJu/040ql+vJqsiEnU++ugjJk+eTJs2bQBo3bo1X331FVOmTGH9+vUUFRURHx9fvvzZZ59No0aNaNSoEe3atWPjxo0sXLiQ888/n6ZNQ3e6n3vuuT/4nNWrVxMfH18+rv5Pf/pTZs6cCcD27duZOnUq3377LWZGcXHxAev6r3/9izlz5pSfLygsLGTt2rXHPHbR2LFjadGiBQC9evUiOzubzZs3M2rUKPb1bEyZMoVvvvkGgNNOO40rrriCiy++mAsuuOCYPnufyvTptwfeCLo56gN/c/d3zWwZ8LKZXQVkAxcHy/+D0OWaaYQu2ZwG4O5bzOxeYFmw3D3uvqVKWnEY+/fXj+7ZlmuGJzC0m/rrRcLpxhtv5Oabb+bcc89l3rx53H333eXz9h9Xv6Sk5Jg/74477mD06NG88cYbZGVlMWrUqAMu5+689tpr9OzZ84g/o+KzAio+JwCOvE2PPvoon376Ke+88w6DBg0iNTWVE0888YjrVNFh+/TdPcPd+wWv3u5+X1Ce7+5j3T3R3c/YF+DBXxfXu3s3d+/j7ikVtjXL3bsHr9nHVPPD15v5B+iv/+DmkcyeNphh3dVfL1KTxowZwyuvvEJ+fj4AW7ZsYfv27cTEhK7nePrpw9+2M2LECP7+97+zZ88eCgoKeOutt36wzEknnURWVhbp6ekAvPDCC+XzKn7eU089VV7evHlzCgoKyqfHjx/PX/7yl31d0Xz++eeVbmdcXBypqakA5ecYDmXIkCHMnz+f/Px8iouLeeWVV8rnpaenM2TIEO655x7atm3LunXrDrGlyonIMQPWbdnN+P9bwNRZS/l6/Q5uGdeDj28by33n96F7u+PDXT2RqNS7d29++9vfMnLkSPr168fNN9/M3XffzeTJkxk0aFB5t8+hDBw4kClTptCvXz8mTJjAKaec8oNlGjduzMyZMzn77LMZOHAg7dq1K5/361//mttvv50BAwZ87yh79OjRrFq1qvxE7h133EFxcTF9+/ald+/e3HHHHZVu5y233MKMGTMYMGAAmzdvPuzyHTt25O6772bo0KGcdtpp3+tC+tWvfkWfPn1ISkpi2LBh9OvXr9L1OJiIHE+/pLSM6c+mcnafjpzTr6P660XQePqRSuPpA/XrHcesK354BCAiEu0iMvRFRKrae++9x6233vq9svj4eN54440w1ejoKPRFooi76wKGozR+/HjGjx8f7mp8z9F0z0fkiVwR+aHGjRuTn59/VEEhtY+7k5+fT+PGjY9oPR3pi0SJ2NhYcnJyyMvLC3dVpIo0btyY2NjYI1pHoS8SJRo0aPC9O14lOql7R0Qkiij0RUSiiEJfRCSK1Oo7cs0sj9BgbkeiDXD4e58jSzS2GaKz3dHYZojOdh9Lm7u6+wEfSFKrQ/9omFnKwW4/jlTR2GaIznZHY5shOttdXW1W946ISBRR6IuIRJFIDP2Z4a5AGERjmyE62x2NbYbobHe1tDni+vRFROTgIvFIX0REDkKhLyISRSIm9M3sLDNbY2ZpZnZbuOtTXcyss5nNNbNVZrbSzH4RlLc2s/fN7NvgZ6tw17WqmVk9M/vczN4OpuPN7NNgn79kZg3DXceqZGYtzexVM1ttZl+b2dAo2c+/DP5vrzCzF8yscSTuazObZWabzGxFhbID7l8L+XPQ/i/NbODRfm5EhL6Z1QMeBiYAvYBLzaxXeGtVbUqA/3T3XsCpwPVBW28DPnT3RODDYDrS/AL4usL0/wAPunt3YCtwVVhqVX0eAt5195OAfoTaHtH72cxigJuAZHdPAuoBlxCZ+/op4Kz9yg62fycAicFrOjDjaD80IkIfGAykuXuGuxcBLwKTwlynauHu6939s+B9AaEgiCHU3qeDxZ4GzgtPDauHmcUCZwNPBNMGjAFeDRaJqDabWQtgBPAkgLsXufs2Inw/B+oDTcysPtAUWE8E7mt3XwBs2a/4YPt3EvCMhywBWppZx6P53EgJ/RhgXYXpnKAsoplZHDAA+BRo7+7rg1kbgPZhqlZ1+T/g10BZMH0isM3dS4LpSNvn8UAeMDvo0nrCzJoR4fvZ3XOBB4C1hMJ+O5BKZO/rig62f6ss4yIl9KOOmR0PvAb8h7vvqDjPQ9fhRsy1uGZ2DrDJ3VPDXZcaVB8YCMxw9wHALvbryom0/QwQ9GFPIvSl1wloxg+7QKJCde3fSAn9XKBzhenYoCwimVkDQoH/vLu/HhRv3PfnXvBzU7jqVw1OA841syxCXXdjCPV3twy6ACDy9nkOkOPunwbTrxL6Eojk/QxwBpDp7nnuXgy8Tmj/R/K+ruhg+7fKMi5SQn8ZkBic4W9I6MTPnDDXqVoEfdlPAl+7+58qzJoDTA3eTwXerOm6VRd3v93dY909jtC+/cjdfwLMBS4KFou0Nm8A1plZz6BoLLCKCN7PgbXAqWbWNPi/vq/dEbuv93Ow/TsHuDy4iudUYHuFbqAj4+4R8QImAt8A6cBvw12famzn6YT+5PsSWB68JhLq4/4Q+Bb4AGgd7rpWU/tHAW8H7xOApUAa8ArQKNz1q+K29gdSgn39d6BVNOxn4L+A1cAK4FmgUSTua+AFQuctign9ZXfVwfYvYISuUEwHviJ0ddNRfa6GYRARiSKR0r0jIiKVoNAXEYkiCn0RkSii0BcRiSIKfRGRKKLQl4gXjFb58+B9JzN79XDrHMNn9TezidW1fZFjpdCXaNAS+DmAu3/n7hcdZvlj0Z/QfRMitZKu05eIZ2b7Rl1dQ+iml5PdPcnMriA0imEzQkPWPgA0BC4D9gIT3X2LmXUjdGNMW2A3cI27rzazycBdQCmhgcHOIHTzUBNCt8j/N/A28BcgCWgA3O3ubwaffT7QgtDAWc+5+39V8z+FCPUPv4hInXcbkOTu/YORSd+uMC+J0EiljQkF9q3uPsDMHgQuJzS650zgOnf/1syGAI8QGv/nTmC8u+eaWUt3LzKzOwndLXkDgJn9ntCwEVeaWUtgqZl9EHz24ODzdwPLzOwdd0+pzn8IEYW+RLu5HnouQYGZbQfeCsq/AvoGo5kOA14JDQUDhIYFAFgMPGVmLxMaGOxAxhEaLO6WYLox0CV4/7675wOY2euEhthQ6Eu1UuhLtNtb4X1ZhekyQr8fxxEay73//iu6+3XBkf/ZQKqZDTrA9g240N3XfK8wtN7+favqa5VqpxO5Eg0KgOZHs6KHnlWQGfTf73tWab/gfTd3/9Td7yT0wJPOB/is94AbgxEjMbMBFeadGTwTtQmhcwuLj6aOIkdCoS8RL+hCWRw8gPoPR7GJnwBXmdkXwEr+/SjOP5jZV8F2Pwa+IDQEcC8zW25mU4B7CZ3A/dLMVgbT+ywl9FyEL4HX1J8vNUFX74iEQXD1TvkJX5GaoiN9EZEooiN9EZEooiN9EZEootAXEYkiCn0RkSii0BcRiSIKfRGRKPL/AURKXZW2njdDAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['funds', 'candidate_funds'])" ] @@ -1019,9 +1297,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'],\n", " kind='area')\n", @@ -1055,9 +1369,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'], kind='area')\n", "plt.title('Proposal Status weighted by funds requested')\n", @@ -1074,7 +1411,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1083,9 +1420,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:563: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if not cb.iterable(width):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:569: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " and cb.iterable(edge_color) \\\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " for c in edge_color]):\n", + "/home/aclarkdata/anaconda3/lib/python3.7/site-packages/networkx/drawing/nx_pylab.py:660: MatplotlibDeprecationWarning: \n", + "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n", + " if cb.iterable(node_size): # many node sizes\n", + "/home/aclarkdata/repos/Aragon_Conviction_Voting/models/v3/model/parts/utils.py:356: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " plt.tight_layout()\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "K = 0\n", "N = 1\n", @@ -1106,27 +1474,84 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['effective_supply'])" ] @@ -1140,9 +1565,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "df.plot('timestep',['participant_count'])" ] @@ -1158,36 +1606,128 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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