diff --git a/.gitignore b/.gitignore index 8ae7dce..4233a3e 100644 --- a/.gitignore +++ b/.gitignore @@ -138,6 +138,7 @@ dmypy.json cython_debug/ # User-specific stuff +.idea/ .idea/**/workspace.xml .idea/**/tasks.xml .idea/**/usage.statistics.xml diff --git a/.idea/.gitignore b/.idea/.gitignore deleted file mode 100644 index 26d3352..0000000 --- a/.idea/.gitignore +++ /dev/null @@ -1,3 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml diff --git a/.idea/.name b/.idea/.name deleted file mode 100644 index 85d38d9..0000000 --- a/.idea/.name +++ /dev/null @@ -1 +0,0 @@ -SEPAL \ No newline at end of file diff --git a/.idea/SEPAL.iml b/.idea/SEPAL.iml deleted file mode 100644 index d2deca5..0000000 --- a/.idea/SEPAL.iml +++ /dev/null @@ -1,18 +0,0 @@ - - - - - - - - - - - - - - \ No newline at end of file diff --git a/.idea/codeStyles/Project.xml b/.idea/codeStyles/Project.xml deleted file mode 100644 index 6e113c6..0000000 --- a/.idea/codeStyles/Project.xml +++ /dev/null @@ -1,9 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/.idea/codeStyles/codeStyleConfig.xml b/.idea/codeStyles/codeStyleConfig.xml deleted file mode 100644 index 79ee123..0000000 --- a/.idea/codeStyles/codeStyleConfig.xml +++ /dev/null @@ -1,5 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml deleted file mode 100644 index dd4c951..0000000 --- a/.idea/inspectionProfiles/profiles_settings.xml +++ /dev/null @@ -1,7 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml deleted file mode 100644 index 9315994..0000000 --- a/.idea/misc.xml +++ /dev/null @@ -1,7 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml deleted file mode 100644 index 546a685..0000000 --- a/.idea/modules.xml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/.idea/other.xml b/.idea/other.xml deleted file mode 100644 index 640fd80..0000000 --- a/.idea/other.xml +++ /dev/null @@ -1,7 +0,0 @@ - - - - - \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml deleted file mode 100644 index 94a25f7..0000000 --- a/.idea/vcs.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/demo/demo_fit_dce.ipynb b/demo/demo_fit_dce.ipynb index 4dada80..b204639 100644 --- a/demo/demo_fit_dce.ipynb +++ b/demo/demo_fit_dce.ipynb @@ -20,6 +20,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:04.334247400Z", + "start_time": "2024-02-27T15:54:02.616136700Z" } }, "outputs": [], @@ -66,6 +70,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:04.438872600Z", + "start_time": "2024-02-27T15:54:04.338588800Z" } }, "outputs": [], @@ -93,13 +101,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:04.743055600Z", + "start_time": "2024-02-27T15:54:04.443229200Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -142,13 +154,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.091254300Z", + "start_time": "2024-02-27T15:54:04.748699700Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGwCAYAAABhDIVPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAACFWUlEQVR4nO3deXxTVfo/8M9t2qZ7SvcUChRkEVlEQDbZZBNFHNEBBUVG9CvjMoPIMFTGEWcBdVwYQXF0ENwQZn4sOuooMOyyWDYt+9ZSlpbS0qZbmrTJ/f2R3tukWZqk2dp83q9XXy+T3KSnsZw+Oc9zniOIoiiCiIiIqIUI8fcAiIiIiFzB4IWIiIhaFAYvRERE1KIweCEiIqIWhcELERERtSgMXoiIiKhFYfBCRERELUqovwfgaUajEVevXkVsbCwEQfD3cIiCkiiKqKioQHp6OkJCWsZnJM4dRP7lyrzR6oKXq1evIiMjw9/DICIAly5dQrt27fw9DKdw7iAKDM7MG60ueImNjQVg+uHj4uL8PBqi4FReXo6MjAz532NLwLmDyL9cmTdaXfAiLffGxcVxAiLys5aUfuHcQRQYnJk3WkYymoiIiKgegxciIiJqURi8EBERUYvS6mpeyDGDwYDa2lp/D4NauLCwMCgUCn8Pg1oozkPBy1NzB4OXICGKIgoLC1FWVubvoVArER8fj7S0tBZVlEv+xXmIAM/MHQxegoQ0YaSkpCAqKop/cMhtoiiiuroaRUVFAAC1Wu3nEVFLwXkouHly7mDwEgQMBoM8YSQmJvp7ONQKREZGAgCKioqQkpLCFBI1ifMQAZ6bO1iwGwSk3HJUVJSfR0KtifT7xNoFcgbnIZJ4Yu5g8BJEuERLnsTfJ3IHf2/IE78Dbgcvu3btwr333ov09HQIgoBNmzZZPD5z5kwIgmDxNWjQoCZfd/369ejRoweUSiV69OiBjRs3ujtEIiIiaoXcDl6qqqrQp08fLF++3O41d911FwoKCuSvb7/91uFr7tu3D1OnTsWjjz6Kn376CY8++iimTJmCAwcOuDtMIiIiamXcDl4mTJiAv/zlL5g8ebLda5RKJdLS0uSvhIQEh6+5dOlSjB07FllZWejevTuysrIwevRoLF261N1htlgFGi32ni9GgUbr76EEnB07dkAQhFa93bI5P+PKlSsxbty4Zn3/5cuXY9KkSc16DfIPzh3BbebMmfjFL37h1nOHDx+ONWvWNOv7DxgwABs2bGjWazjDqzUvO3bsQEpKCrp27Yonn3xS3h5lz759+6wm3fHjx2Pv3r12n6PT6VBeXm7x1dKty87H0Fe3YdqHBzD01W1Yl53v7yH5zciRIzFnzhyL+4YMGYKCggKoVCr/DCqA6XQ6/PGPf8RLL70k37dlyxZ07doVKpUKjz32GPR6vfyYRqNB165dkZ9v+Tv25JNPIjs7G3v27PHZ2Kn5OHd43r333osxY8bYfGzfvn0QBAGHDx9GXl4eBEHA0aNHAUC+3fjrkUce8eHonff111+jsLAQDz30kHzf3LlzkZCQgPbt22Pt2rUW1//rX//Cvffea/U6L730EhYsWACj0ejV8XoteJkwYQI+//xzbNu2DW+++Says7Nx5513QqfT2X1OYWEhUlNTLe5LTU1FYWGh3ecsWbIEKpVK/srIyPDYz+APBRotsjbkwCiabhtF4MUNxwLqU5S/P9mFh4ezOZod69evR0xMDIYNGwYAMBqNmD59OmbPno29e/fixx9/xIcffihf//vf/x6zZ89G+/btLV5HqVRi2rRpWLZsmU/HT+5rCXOHJ/lqHpo1axa2bduGixcvWj320Ucf4dZbb8Vtt91m9/lbt261KJ949913vTlct73zzjv41a9+hZAQU1jwn//8B2vWrMHmzZvx2muv4Ve/+hVKSkoAAGVlZVi4cKHNn+Wee+6BRqPB999/79Xxei14mTp1Ku655x707NkT9957L/773//izJkz+Oabbxw+r/EfJFEUHf6RysrKgkajkb8uXbrkkfH7S25xlTz5SAyiiLziao9+H1EUUa2vc/nr0315Fp/sPt2X5/JriKLY9ABhWv7cuXMn/v73v8ufWvLy8qxSKhcvXsS9996LNm3aIDo6GrfccotcX1VaWorp06cjOTkZkZGR6NKlC1atWgXAdmrm6NGj8veR7N27F8OHD0dkZCQyMjLwm9/8BlVVVQ7H/p///Af9+vVDREQEOnXqhFdeeQV1dXXy44Ig4J///Cfuv/9+REVFoUuXLvjqq6+sXufQoUPo378/oqKiMGTIEJw+fdrh9127dq1Fuqe4uBjXr1/H008/jVtuuQWTJk3CiRMnAAA//PADDh48iN/+9rc2X2vSpEnYtGkTtNrW+cevtfHV3OFJLWEemjhxIlJSUrB69WqL+6urq7Fu3TrMmjXL4fMTExMtyiccrRjr9XrMnz8fbdu2RXR0NAYOHIgdO3bIj69evRrx8fH4/vvvcfPNNyMmJkauLW3sjTfegFqtRmJiIp555hmH25KLi4uxdetWi7nj5MmTGDlyJPr374+HH34YcXFxuHDhAgBg/vz5ePrpp60+9ACAQqHA3XffjS+++MLh+9JcPmtSp1ar0aFDB5w9e9buNWlpaVarLEVFRVarMeaUSiWUSqXHxulvmUnRCBFgMQkpBAEdkzzbG0Fba0CPPzYvMjaKwEtfHsdLXx536Xkn/jQeUeFN/+r9/e9/x5kzZ9CzZ0/86U9/AgAkJydbBBYA8Mwzz0Cv12PXrl2Ijo7GiRMnEBMTA8C0hHnixAn897//RVJSEs6dO+fSH+OcnByMHz8ef/7zn7Fy5Upcv34dzz77LJ599lk5CGrs+++/xyOPPIJ33nkHw4YNw/nz5/F///d/AICXX35Zvu6VV17B66+/jr/97W9YtmwZpk+fjosXL1rUhi1cuBBvvvkmkpOTMXv2bDz++OP44Ycf7I539+7dmD59unw7OTkZarUamzdvxtixY7F79245dfTrX/8aH330kd0mUf3790dtbS1+/PFHjBgxwun3jPwjMykaggCIXp47PKklzEOhoaGYMWMGVq9ejT/+8Y/yh+l///vf0Ov1Fv/emutXv/oV8vLysHbtWqSnp2Pjxo246667kJOTgy5dugAwBU1vvPEGPv30U4SEhOCRRx7BvHnz8Pnnn8uvs337dqjVamzfvh3nzp3D1KlTceutt+LJJ5+0+X337NmDqKgo3HzzzfJ9ffr0wQcffIDS0lJcuHABWq0WN910E/bs2YPDhw9jxYoVdn+O22+/Ha+//rqH3hXbfNbnpaSkBJcuXXLYDnjw4MHYsmWLxX2bN2/GkCFDvD28gKFWRWLJ5F7ybQHA4sk9oVZF+m9QfqJSqRAeHo6oqCj5U4utP7T5+fkYOnQoevXqhU6dOmHixIkYPny4/Fjfvn3Rv39/dOzYEWPGjLGZp7Xnb3/7G6ZNm4Y5c+agS5cuGDJkCN555x188sknqKmpsfmcv/71r1iwYAEee+wxdOrUCWPHjsWf//xn/OMf/7C4bubMmXj44Ydx0003YfHixaiqqsKPP/5o9VojRoxAjx49sGDBAuzdu9fu9y0rK0NZWRnS09Pl+wRBwL/+9S/8+c9/Ro8ePdC3b188/vjjePXVVzF69GhERkZi6NCh6Natm9XOwejoaMTHx1sFixSY1KpIzB7RyeK+V+67JSjnDk97/PHH5VVfyUcffYTJkyejTZs2Dp87ZMgQxMTEyF9Hjhyxed358+fxxRdf4N///jeGDRuGzp07Y968ebjjjjssPijV1tbi/fffR//+/XHbbbfh2Wefxf/+9z+L12rTpg2WL1+O7t27Y+LEibjnnnusrjGXl5eH1NRUOWUEmOpNH3nkEQwYMAAzZ87Exx9/jOjoaPz617/GP/7xD6xYsQLdunXD0KFDcfy4ZeDYtm1b5Ofne7Xuxe2Vl8rKSpw7d06+nZubi6NHjyIhIQEJCQlYtGgRHnjgAajVauTl5eHFF19EUlIS7r//fvk5M2bMQNu2bbFkyRIAwG9/+1sMHz4cr732Gu677z58+eWX2Lp1a9AVDU4d0B4f/ZCL04WVGHpTIqYOsF6aa67IMAVO/Gm8S88p1NRgzFs7LVaFQgRg69wRSFNFuPS9Pek3v/kNfv3rX2Pz5s0YM2YMHnjgAfTu3RsA8Otf/xoPPPAADh8+jHHjxuEXv/iFS8HwoUOHcO7cOYtPNaIowmg0Ijc31+KTivlzsrOz8de//lW+z2AwoKamBtXV1XJ3SWmMgClQiI2NtSpqN79GCvyLiopsLtdKK0oREZb/L+644w5kZ2fLt8+cOYNPP/0UR44cwfDhwzFnzhzcdddd6NmzJ4YPH27xPSMjI1FdHbhpB7I0pHMSVuy4IN9OignsVemWMg91794dQ4YMwUcffYRRo0bh/Pnz2L17NzZv3tzkc9etW2cxT9iryzx8+DBEUUTXrl0t7tfpdBbHKURFRaFz587ybbVabTVv3HLLLRYf9NRqNXJycuyOUavVWs0bALBo0SIsWrTI4vaYMWMQFhaGv/zlL8jJycHXX3+NGTNm4NChQ/J1kZGRMBqN0Ol08nEAnuZ28HLw4EGMGjVKvj137lwAwGOPPYYVK1YgJycHn3zyCcrKyqBWqzFq1CisW7cOsbGx8nPy8/MtIr0hQ4Zg7dq1+MMf/oCXXnoJnTt3xrp16zBw4EB3h9li1RlM/zK1td6JXAVBcGrJ1Fyn5BgsmdwLL244BoMoQiEIWDy5Jzolx3hljM564oknMH78eHzzzTfYvHkzlixZgjfffBPPPfccJkyYgIsXL+Kbb77B1q1bMXr0aDzzzDN444035N8989x347yw0WjEU089hd/85jdW39dWACE955VXXrHZRsB8gggLC7N4TBAEq08q5tdIy9X2Ps0kJiZCEASUlpbafBww/az/93//hzfffBNGoxFHjhzBgw8+iKioKIwYMQI7d+60CF5u3LiB5ORku69HgaVab7C4venIFdzVM81Po2laS5qHZs2ahWeffRbvvvsuVq1ahQ4dOmD06NFNPi8jIwM33XRTk9cZjUYoFAocOnTIaoVZSoMDtueNxvU7zswt5pKSkhzOGwBw6tQpfP755zhy5Ag++ugjDB8+HMnJyZgyZQoef/xxlJeXIy4uDoBp3oiKivJa4AI0I3gZOXKkw4InZyqNzZfgJA8++CAefPBBd4fVatTUBy1l1fomrvStqQPaY3jXZOQVV6NjUpTXl6TDw8NhMBiavC4jIwOzZ8/G7NmzkZWVhQ8//BDPPfccAFPdx8yZMzFz5kwMGzYMv/vd7/DGG2/If5QLCgrkpV9pm6Pktttuw/Hjx52afMyfc/r0aZee4wnh4eHo0aMHTpw4YbfPy8qVK5GYmIhJkybJk5UUsNXW1lq81+fPn0dNTQ369u3r/cGTR1TrTUXhqXFKXCvXYdupImi0tVBFhjXxzJbF1/MQAEyZMgW//e1vsWbNGnz88cd48sknPbrjsW/fvjAYDCgqKpJ3C/pK3759UVhYiNLSUptpMPMPPTExMTAYDBbzBmD5oerYsWMOd2B5As82ClDaWtMfkbLqwDv0Tq2KxODOiT6ZMDp27IgDBw4gLy8PxcXFNj89zJkzB99//z1yc3Nx+PBhbNu2TV6m/eMf/4gvv/wS586dw/Hjx/H111/Lj910003IyMjAokWL5J1wb775psVr//73v8e+ffvwzDPP4OjRozh79iy++uorOTCy5Y9//CM++eQTLFq0CMePH8fJkyexbt06/OEPf/DgO2Pb+PHj7aZZi4qK8Je//AXvvPMOAFNe/Oabb8bSpUuxb98+/O9//7NIqe3evRudOnWyWKKmwCatvPRpF4+uqTHQG4z47pj1TpTWwJfzEGBa/Zg6dSpefPFFXL16FTNnzvTo63ft2hXTp0/HjBkzsGHDBuTm5iI7OxuvvfZak93pm6tv375ITk62uxngww8/REpKirwbaejQodi2bRv279+Pt99+Gz169EB8fLx8/e7du5vdKLMpDF4ClPQJqkxb6/SWvtZo3rx5UCgU6NGjB5KTk62aqQGmepJnnnkGN998M+666y5069YN7733HgDTakRWVhZ69+6N4cOHQ6FQyM2WwsLC8MUXX+DUqVPo06cPXnvtNfzlL3+xeO3evXtj586dOHv2LIYNG4a+ffvipZdeclh4Pn78eHz99dfYsmULBgwYgEGDBuGtt95Chw4dPPjO2Pbkk0/i22+/hUajsXrst7/9LebNm4e2bdvK961evRpr167FxIkT8bvf/Q633367/NgXX3xhd3cCBaZqnSl4iQpX4Bd9Tf+fNx654s8htSqzZs1CaWkpxowZYzdt3ByrVq3CjBkz8MILL6Bbt26YNGkSDhw44PX+ZQqFAo8//rhFbZ/k2rVrWLx4sfyhBzDtJnrhhRdwzz334F//+pdFQfGVK1ewd+9e/OpXv/LqmAWxlf1lLC8vh0qlgkajkfNvLY3RKKLTiw2R9s+LxiEuwrll3wKNFrnFVchMipY/kdTU1CA3NxeZmZk2i7KodZkyZQr69u2LrKwst1/j2LFjGD16NM6cOWO3L4Wj36uW+O+wJY65sb9vPYu3t57BtIHt8fTIzrjjte0QBOCH39+J9Hj/7jriPBTYrl27hltuuQWHDh1q1get3/3ud9BoNPjggw/sXmPvd8GVf4NceQlAujrL1EhZlXOpo8/2X8SQJWwNHuz+9re/WRT4uePq1av45JNPeARDC1Nda1qxjQpToF2bKNyemQBRBL766aqfR0aBLjU1FStXrrS5uu2KlJQU/PnPf/bQqOzzWZM6cp5U7yIprdajfaLjRlMFGi1e2nQM0jKa1Bp8eNdktFGyjX4w6dChg8OaHGd4O19N3iGnjZSmqf0Xt7bFj7k3sOnIFcwewdolcuy+++5r9mv87ne/88BImsaVlwAk1btIyrRNr7zkFlehcf4v0FuDE5FnSQW7UeGmrbb39FIjXBGCU4UVOFXY8g+tJZIweAlANY1WXpzZLp2ZFG11X+PW4K2svIn8jL9PgUcrpY3qgxdVVBhGdjO1BNh0JDBSR/y9IU/8DjB4CUBavWXNS2lV08GLWhWJnukNBU5S4ya1KlJuWMROqeRJ0u9T44ZY5D9V8m6jhoqA++t3HX119AqMjU9u9CHOQyTxxNzBmpcA1LjmxZm0EdAwYSVFh+M/v7lD3m2kUCgQHx8vt5COioryaHMlCi6iKKK6uhpFRUWIj4+3e7Aj+Z62UdoIAEZ1T0FsRCiuamrwY94NDOqUaO/pNtnawegOzkPkybmDwUsAsgpenGxUV1ylAwDUGkWrSSYtzdQivPEZGETuio+Pl3+vKDBIu40izYKXiDAF7u6pxrqDl/DFjxdhFEWnA5F12fnI2pADo2g6P2jJ5F7NOmuN8xABnpk7GLwEIG2jgt1SJ48IuFGfXqrU1UEURYtPNYIgQK1WIyUlxer8HiJXhYWFccUlAEm7jaIbnRd0X990rDt4CV8eLcCXRwucCkQKNFo5cAEsdzC6uwLDeYg8NXcweAlA7qy81BmM8nUGowhtrcHmgWcKhYJ/dIhaqca7jSQdEixbLTQViNQZjHh32zk0LpGRdjA2tyU/5yFqLgYvAUgq2A0NEVBnFJ3abVTaKMCpqKlz+bRWImrZqvSWu40kF29YF8kaRBHniyqhVkVa1LVcK9fhxQ05OFFgvbW68Q5GIn/hX7cAJK28pMZF4EqZ1iowseVGox1JFTV1SG2ZHc6JyE0NBbuWU3tmUjRCBFitpMz7988Y0LENvskpsHosPioMo7unYMORK5B2tr5y3y0+OwiRyBFulQ5AUs2LWmU688GZlZeS+mJdSUUN88lEwURfZ0RdfQQS2WjlRa2KxJLJvaCor4MTAMQoFSgsr8F/frYOXCb0TMP/5o7Am1Nuxc7fjURSdDgAWDXCJPIXBi8BSFp5UdcfpFZeU4c6g9HRU1BSaRngVOrq7FxJRK2ReWfuxmkjAJg6oD32LBiFL54chL1Zd+LgH8Zi1h0dbb7WjMEdkRijBAC0T4jGc6O7AAD+sfN8k3MRkS8weAlAUs2LtPICAJomer00ThtV1jB4IQomUrFuuCIEYQrbU7taFYnBnROhVkUiIkyBJ4Z1QkijViu26lqmDshAUkw4Lpdq8Z+fA6NTLwU3Bi8BSFp5iVWGIrb+gLWmGtWV2Kh5IaLgIQUvjVNGjjROJ5l35jYXEabA43dkAgDe237er516iQAW7AYkqeYlMlyB+OgwVOjqmqx7udG45oVpI6KgIqWNol0IXgBTOml412TkFVejY1KU3YLcRwZ1wIod53G2qBJbTl7D+FvYoJD8hysvAUhaeYkIU6BNlKlQrrTKubSR1JeOBbtEwcWdlReJeTrJnriIMMwY3AEA8N72czxgkfyKwUsA0taaal4iwxRQRZoOrmoybVRfsJteP/mw5oUouFTLPV68t6D+q6GZiAgLwU+XNfjhXInXvg9RUxi8BKAas09Q0spL02kj0+MdEk2Fdqx5IQou9rrrelJSjBIP1R8p8O72c177PkRNYfASgMwPV2sTZVp5aep8o5JGwQu3ShMFF18ELwDwf8M7ITREwL4LJVi9Nw8FGq1Xvx+RLQxeApDUJTMyTAGVvPJiP21kMIpycNMhMRoAC3aJgk11/b/5KKV392Gkx0fi1ox4AMCir45j6KvbsC4736vfk6gxBi8BqMas5kVaeXEUvJRV6+X23e0TpLQRC3aJgkl1faF/VJh3V14KNFoczi+Vb0uHPHIFhnyJwUsAknYbmde8OEobSfUuqsgwxNcHOyzYJQouWh+ljXKLq+yeNk3kKwxeApBl2qjplRep3iUxOhxxEabrWbBLFFyqdPXBi5fTRtIhj41dsnFyNZG3MHgJMEajaHPlxdFuI2nlJSE6HDH1ExcLdomCi7a+0N/baaPGXXklWRtz8P8OXfbq9yaSsMNugNHVNRx6Zl7zUupo5aXS1F03ITocMRENwYvBKEJh6yMSEbU60sqLO03qXGXelbddmwgs3XoO6w9fxrx//4Syaj3u6a1GbnEVMpOiHTa+I3IXg5cAI626AKYOu/GR4fL9NbUGRNj4VCWnjWLCERvR8L+0Sl8np5GIqHWTtkpHezltJFGrIuXA5G8P9kZCdBg+3J2Lv3xzEn/95iREACECsGRyL0yt7w1D5ClMGwUYKXhRhoZAESIgNiJUzi/bO1naPG2kDFUgvP5EWRbtUkuwaNEiCIJg8ZWW1nBujiiKWLRoEdLT0xEZGYmRI0fi+PHjFq+h0+nw3HPPISkpCdHR0Zg0aRIuXw6uFIacNvLByktjISECXrz7Zvx6ZGcAgFTPy51I5C0MXgKM+aGMgGlSiG9ix1FDwa4SAOTVl+YW7RZotNh7vpgTD3ndLbfcgoKCAvkrJydHfuz111/HW2+9heXLlyM7OxtpaWkYO3YsKioq5GvmzJmDjRs3Yu3atdizZw8qKysxceJEGAwGW9+uVZLTRl6uebFHEAQM65JkdT93IpE3MG0UYLT6hh4vkvjIMNyo0tvdcXSjsiFtBAAxEaEoqdKjUud+r5d12fnI2pADo8ilX/K+0NBQi9UWiSiKWLp0KRYuXIjJkycDAD7++GOkpqZizZo1eOqpp6DRaLBy5Up8+umnGDNmDADgs88+Q0ZGBrZu3Yrx48f79GfxF62P00a2SDuRzLdSKwQBHZOi/DYmap248hJg5J1G5sGLvF3a9sqLedoIaFh5KXdz5aVAo5UDF4BLv+R9Z8+eRXp6OjIzM/HQQw/hwoULAIDc3FwUFhZi3Lhx8rVKpRIjRozA3r17AQCHDh1CbW2txTXp6eno2bOnfI0tOp0O5eXlFl8tmfmxIv4i7UQy3yewYEJ3Fu2SxzF4CTBS8GJemNvQqM72SkpJo+BF3i7tZvDCJlTkSwMHDsQnn3yC77//Hh9++CEKCwsxZMgQlJSUoLCwEACQmppq8ZzU1FT5scLCQoSHh6NNmzZ2r7FlyZIlUKlU8ldGRoaHfzLfqq5PG0V78VRpZ0wd0B4/LLgTXVNjAADl7PZNXsDgJcBo9dZFd44a1RnNzjWSal5ilM1rVGerCRWXfslbJkyYgAceeAC9evXCmDFj8M033wAwpYckQqOeIqIoWt3XWFPXZGVlQaPRyF+XLl1qxk/hf746mNEZalUknh/TFQDw+YF81NQGT+0R+QaDlwBj3qBO4qhRnUZbC0P9MkmbaFPQEif3enHvE49aFYkp/S0/hS6e3JNLv+QT0dHR6NWrF86ePSvXwTReQSkqKpJXY9LS0qDX61FaWmr3GluUSiXi4uIsvlqqxs0tA8HYHqloGx+JG1V6bDpyxd/DoVaGwUuAkQp2LdNGUqM66+BFShnFRoRCGWp6jtyorhm7jWoNDXmjtLgIFuuSz+h0Opw8eRJqtRqZmZlIS0vDli1b5Mf1ej127tyJIUOGAAD69euHsLAwi2sKCgpw7Ngx+ZrWzrw/lL/TRpJQRQhmDukIAPjoh1yIouj4CUQuYPASYGwV7KrklRfrlZQbZucaSZpbsCuKInafvS7fLq7Uyas7RJ42b9487Ny5E7m5uThw4AAefPBBlJeX47HHHoMgCJgzZw4WL16MjRs34tixY5g5cyaioqIwbdo0AIBKpcKsWbPwwgsv4H//+x+OHDmCRx55RE5DBQMpZSQIQERY4EzrUwZkICpcgTPXKvHDuRJ/D4dakcAI0Ulmq+aljYOalxtVDUcDSKSaF3fPNzp9rQJFFTooQ0NQazCiziiipFKHlLgIt16PyJHLly/j4YcfRnFxMZKTkzFo0CDs378fHTp0AADMnz8fWq0WTz/9NEpLSzFw4EBs3rwZsbGx8mu8/fbbCA0NxZQpU6DVajF69GisXr0aCkVgpFC8rVrqDxWmaLIWyJdUkWGY0j8Dq/fmYeWeC7jDRh8YIne4HaLv2rUL9957L9LT0yEIAjZt2iQ/Vltbi9///vfo1asXoqOjkZ6ejhkzZuDq1asOX3P16tVWnTYFQUBNTY27w2xxHO82sp82Sqgv1gUa0kYVblb57z5TDAAY2CkRKbGmgKWwPHj+H5BvrV27FlevXoVer8eVK1ewfv169OjRQ35cEAQsWrQIBQUFqKmpwc6dO9GzZ0+L14iIiMCyZctQUlKC6upq/Oc//2nxu4dc0VCsG3ifRx8b0hGCAGw/fR3nr1f6ezjUSrgdvFRVVaFPnz5Yvny51WPV1dU4fPgwXnrpJRw+fBgbNmzAmTNnMGnSpCZfNy4uzqLTZkFBASIigucTv9ykzny3UWT9youN4wFKKq3TRnERzTtZeld9ymh4lySkqkzvfYGGwQtRoAqknUaNZSZFY3T3FADA6h/y/DsYajXcDtMnTJiACRMm2HxMpVJZFM8BwLJly3D77bcjPz8f7dvbL/5sfK5JU3Q6HXQ6nXy7pTeaslXz0ia6YbdR4+2fcoO6GPO0kfvHA9TUGnAg9wYAYETXZBzMK8VPAK5x5YUoYFXbSDcHksfvyMTWk0X4f4cu44VxXeUjT4jc5bPKLo1GA0EQEB8f7/C6yspKdOjQAe3atcPEiRNx5MgRh9e3tkZTUj8EWzUvtQYRVXrLfgklNgt262te3AheDuTegL7OiLS4CNyUEoM0rrwQBbxAXnkBgMGdEtE9LRbaWgM+2HWBZ6ZRs/kkeKmpqcGCBQswbdo0h70UunfvjtWrV+Orr77CF198gYiICAwdOhRnz561+5zW12jKFHCY17xEhjWcFN2414tUsJtoa+XFjbTR7jP1KaOuSaZVsPrgpZDBC1HA0gZwzQtgWlF//I5MAMB7O85j2ocHMPTVbViXne/nkVFL5fXf9NraWjz00EMwGo147733HF47aNAgDBo0SL49dOhQ3HbbbVi2bBneeecdm89RKpVQKpU2H2uJtLXWBzMKgoD4qDAUVehQVl2LdmZd0KWaF/OC3dhmFOxK9S7DuiQDMPV4ARi8EAWyqgBPGwHA7R0TLG5LZ6YN75rMBpjkMq+uvNTW1mLKlCnIzc3Fli1bXO5gGRISggEDBjhceWltavS2u2Ta23HkqM9LTa0RtQaj09+7UFODM9cqIQjAHTeZtjTKKy+seSEKWNoATxsBwFUbaSKemUbu8lrwIgUuZ8+exdatW5GYmOjya4iiiKNHj0KtVnthhIHJVsEuYPt8I1EUrU6UBoBoZcOCmit1L9KqS++2KrlIWG2WNmKHTKLAVKWTPvQEZtoI4Jlp5FluBy+VlZU4evQojh49CsB0dP3Ro0eRn5+Puro6PPjggzh48CA+//xzGAwGFBYWorCwEHp9w8rBjBkzkJWVJd9+5ZVX8P333+PChQs4evQoZs2ahaNHj2L27Nnu/4QtjNxsymrlRQpeGt6/cm0d6uo735oHL2GKEDn4cWW79O6zpv4uw7smy/el1qeNtLUGlGvdP26AiLynutb0bzM6gFde1KpILJncC1L8IoBnppH73A7TDx48iFGjRsm3586dCwB47LHHsGjRInz11VcAgFtvvdXiedu3b8fIkSMBAPn5+QgJaYifysrK8H//938oLCyESqVC3759sWvXLtx+++3uDrPFqbFR8wKYp40aVl5K6ot1Y5ShFgW+gKlRnbbW4PRx9AajiD2N6l0AU+Fwm6gwlFbXoqBcK68AEVHgaAlpIwCYOqA9UmIj8KvV2QgRgJHdUvw9JGqh3A5eRo4c6TCN4EyKYceOHRa33377bbz99tvuDqlVsHcyrK20ka2UkSQ2IhTXK3ROp42OX9WgtLoWMcpQ9G0fb/FYalwESqtrUaipQfe0lnvyLlFr1RLSRpJR3VMwoGMbZOeV4tN9FzFvfDd/D4laoMA5wYsANHyCsrfyYp42KnEUvChd67K7q36L9ODOiQhTWP5aqLldmiigaaW0kTKwV14kjw81bZte82O+3NuKyBUMXgKI0SjaXXmRal7MdxvZ2mkkaTjfyMngxUa9iyStPifNHUdEganazoeeQDW2RyraxkfiRpUeXx11fOYdkS0MXgKIrq5hW7PVbqPI+pUXrZNpo/qTpZ1pVFdRU4vDF0sBACO62Ahe2OuFKKBV6wK7SV1joYoQzBhsOjX8ox9yuZORXMbgJYBozZZPGxfgtrFR81JcaSrYNT/XSOLKydL7L9xAnVFEh8QotE+03rao5hEBRAFN2m0U1ULSRgDw0ID2iAxT4FRhBfZdKPH3cKiFYfASQKTgJTw0BIpGDRGkviu20kZJ0dYdhqVGdc4U7P43pwAA0K99G5uPSydL83BGosAkr7y0kLQRYNqE8EC/tgCAVTxtmlzE4CWAONruGB9pWnnRaGthrO/t4jht5FzNy7rsfGw4cgUAsPHIFZtnjXDlhSiwSTUv5g0qW4KZQ0yFu1tPXkN+CTvtkvMYvAQQezuNAMhHyIsi5N4t8rlGNtJG8snSDmpeCjRaZG3IkW+LMJ010vi0V+mIAI22Vh4jEQUOe80tA91NKTEY0TUZogh8vC/P38OhFoTBSwCxdzQAYEolSd0zpUZ1zd1tlFtcBWOjOjlbZ43EKkPl1SDuOCIKPNUtpEmdLb8a2hEA8K/sSy51BKfgxuAlgEjBS+NiXUm8Wa8Xe+caSWKUTRfsZiZFo9FRIzbPGhEEQV59abwqQ0T+pa8zyseEtJTdRuaGd0lGp+RoVOjq8LfvTnGOIacweAkgWjsnSkvizXYcVerqoK8/MTrRUcGug08yalUkxvVIlW8rBMHuWSPSdmkW7RIFFvNUbktceQkJEdC7rQoA8PG+ixj66jabtXdE5lpemN6KSV0y7U1ADecb6eV6l6hwhc1gJ9bJJnUp9UHJ/X3TMf+u7nYPSUtj0S5RQKqqr3cJUwhW3bFbggKNFl/91NCoziiaau+Gd03moY1kV8v7TW/FtHrTSoq9tJH5+UaOjgYAnCvYBRpqWG7rkOBwopB2HF1j8EIUUBrqXVrmZ1Fna++IzDF4CSCOCnYB80Z1eofFuoBlzYuj7pVF9cGLlBayR3qcKy9EgUXaadQSU0aAqfYupHHxHYDQlvnjkI8weAkgNU0GL1LaqBY3quq769oLXurTRrUG0eLYgcaulZteJzXOum7GHM83IgpMLXmnEWCqvVsyuRcUgmUE84eNx1HF3UdkR8tcZ2ylmurVoKpvVFemNU8b2Q46YsyWkCt1dTZTUQajiOv1Rww4u/LC842IAou2haeNAGDqgPYY3jUZecXViFYq8MTHB3H6WgVe+NdPeG/6bQixtTRDQY0rLwFEqnmxF7y0MdsqfaO+YDfRRoM6wFTBH9NEl92SSh0MRhEhApAY09TKiyl4uV6pQ63B/koONSjQaLH3fDG3fpJXVbXQBnWNqVWRGNw5Eb3bxeP9R/shXBGC744X4t3t5/w9NApALTdUb4WarHmJNq28lFbr5ZUXezUvgGnHUaWuzu75RlIKKDlWaXWWUmOJ0eEIUwioNYi4XqFDejx3ATiyLjsfCzbkQBSBEAFYMrkXpg5o7+9hUSskHw3QwoMXc7e1b4M/3XcLFmzIwZtbziA1LgLtEiKRmRTNHUgEgCsvAaWpmhdVpLTy0vRuI6DpRnVSvUtTKSPAtJKTEsuiXWcUaLRy4AI0bP3kCgx5Q2tIG9ny0O3t8eigDgCA+et/xrQPD7AHDMkYvASQpmpe2phtlZYKdu2ljQCzXi92it6klZcUJ4IXoGG7NOteHMstrkLjDV7c+kne0lrSRrY8OTzT4jY/CJCEwUsA0dbW17w0sduoUlcnr5rYK9gFgJj6Xi/2al6c3SYtSZWCF+44cigzKdrqPlvHLhB5grYVpo0kl0utgxSDKOLctUo/jIYCCYOXAFLTxPEAcZFhkHYTXq+oX3lxVPNSnzaqtJM2klZQmtomLVHLO474qceR+MhwKBqVEM0b35W5evKKanneaF1pI8B+D5i/fnsSF64zgAlmDF4CSFMFu4oQAXH1qykSRzUvTR0RcK1C6vHi3MpLmrzyonPq+mB1OL8UBhFIjlGiZ3ocAKC8iWMaiNzV0pvUOdK4B0yIYPpwd6qwAhOX7cEHu85j7znu6AtGrS9Ub8GaOlUaMNW9aLS19deFOJywpIJde0cESGkjl4MXThQOHbhQAgAYelMiJvRS46lPD2Fd9iXMGdMFSrYNJQ9r6U3qmmLeA0ZKvT6/7ij2X7iBxd+eAsAdfcGIKy8BROvEJKSKalhpSYxWQhDsb3GWzjdqqmDX2eBFzcMZnbL/wg0AwMBOiRjdPQVqVQRuVOnx35xCP4+MWqMqXevcbWRO6gGjVkVCrYrEG7/sA/OZj4W8wYfBSwCR00YOghdpxxHgOGUENBwRYCttVFNrQFm1aQXH6YLd+uuKynUwNj5JjQCY3tejl8oAAIM6JSJUEYKHbzd9Gvx0/0U/joxaK+k0+mhl61x5sSX/RjUaz0Dc0RdcGLwEEGnlxV7NC9Cw4whoOniRal5sFewW1detKENDEBfp3Ce2lNgICAKgNxhxo1rv1HOCzeH8UugNRqTEKtEx0bTE/dCADISGCDh0sRQnrpb7eYTU2lQ7MW+0NrYKeQUB3NEXRBi8BAhRFJ2qeZHONwIc7zQCGnYb2Vp5uVZRv01aFeEw9WQuPDQEifVbs9nrxbYDZikj6X1NiYvA+J5pAIDPDnD1hTyrOgjSRo3ZOsxRFRGGpCaOOaHWg8FLgKipbTgvyFHNiysrL1LayFbBrrxNOta5lJGEjeocO5BrKtYd1CnB4n6pU+imI1dQbmfrOpE7quvTRlFBlDYCTIW8exaMwsePD0CbqDCUaWvxbU6Bv4dFPsLgJUBIqy5AE7uNos1WXpr4lBHroEndNalYV+Va8CLtOCpgozorNbUGHM4vAwAMzEy0eGxgZgK6pMSgWm/AxsNX/DA6aq2cKfRvrdSqSIzomoKZQ0ydeP+5Oxdi4/bW1CoxeAkQUvASHhri8JBEV9JGjs42koOXWNeWWaXi3mtcebHy06Uy6OuMSIpRonOyZZddQRDwSP3qy2f7L3KCJY+RdxuFBU/aqLFHB3eAMjQEOVc0OJB7w9/DIR9g8BIgnCnWBVxLG8WZpY0a/7GUD2V0d+WFwYuVhi3SCTbriO6/rS2iwhU4W1TJCZY8wmhsqJULtrSRuYTocDzYrx0A4MNdF/w8GvIFBi8BwtmlX/PgxWi1WdCSVPNiFBt2JEiuuXgoo0ReeWHayEpDvUuizcfjIsLwi75tAQBvbz3DnhTUbObp5mBMG5mbdUcmBAH436kinCvi0QGtHYOXANHU0QCSPeeuy/89+9NDDo+HjwxTyCmoxkW77qaNGhrV8Q+vOV2dAYculgIABmUm2L0uub5O6cCFGxj66jaH//+ImmL+oSQiyLs3d0qOwZibUwEAK/fk+nk05G0MXgKEM9ukCzRa/O370/LtprpKCoJgs+5FFEW300ap3G1k08+XNdDVGZEYHY6bUmJsXlOg0WLZtrPybXYFpeYyX7ENcVArFyyeHNYJALDh8GUUV/IMttaMwUuA0DZxojQA5BZXoXFj26a6SsbY6PVSXlMnB0vOHg0gkdJGVXqDzULgYLX/vCllZK/eBXDv/x+RI1Wt+FBGdwzo2AZ92qmgqzPi033sqdSaMXgJEFKLb0dpI1tdJRWC4LCrpK2TpaUDGVWRYQ5XemyJVobKhcBcfWkgFeDaq3cB3Pv/R+RIw6GMwbvTyJwgCHhyuGn15eO9edhxuogrm60Ug5cAodWbmtQ5Wnlp3FVSIQhYPLkn1KpIu8+JtdGoruFARve6UcqnS7NoFwCgrzPK9S6N+7uYk/7/mS/MNPX/j8iRYO7xYs9dt6QhPtLUtG7mqmybtWUFGi32ni+2Cmzs3U+Bh+F6gHC2YLfx8fBN/eGTGtVVmq28SPUurqaMJGmqSJy5Vsnt0vVyrpRBW2tAQnQ4utipd5FMHdAeMcpQPLPmCNq3icTUAe19NEpqjaS0kaMPPcHmeqUOGm1DStsoAgs25CBGGYqBnRKx9cQ1vLgxB0YRCBGAJZN7YeqA9liXnY+sDdb3U2DiykuAqHEyeAEsj4dvilTzYt6SXt5p5G7wEsfzjcxJ/V1u75jgVNFkj3QVAKCkiodbNrZkyRIIgoA5c+bI94miiEWLFiE9PR2RkZEYOXIkjh8/bvE8nU6H5557DklJSYiOjsakSZNw+fJlH4/e96SVl2imjWS5xVVWTSREEXhmzRH0/8tWLKgPUABTYPP79Tn4xfI9+P16y/tZTB/Y3A5edu3ahXvvvRfp6ekQBAGbNm2yeNyZCceW9evXo0ePHlAqlejRowc2btzo7hBbFGcKdt1h63wjKXhJa8bKC8C0kWT/hYZiXWdI6ToWPVvKzs7GBx98gN69e1vc//rrr+Ott97C8uXLkZ2djbS0NIwdOxYVFRXyNXPmzMHGjRuxdu1a7NmzB5WVlZg4cSIMBkPjb9OqcOXFmq3aMgBQx9uf745e1ljdx2L6wOZ28FJVVYU+ffpg+fLlNh93ZsJpbN++fZg6dSoeffRR/PTTT3j00UcxZcoUHDhwwN1hthjVXgpebBXsXmtmzQsPZ2xQa2iod3FUrGsuKjxU/v8ipfCCXWVlJaZPn44PP/wQbdq0ke8XRRFLly7FwoULMXnyZPTs2RMff/wxqqursWbNGgCARqPBypUr8eabb2LMmDHo27cvPvvsM+Tk5GDr1q3++pF8gjUv1mzVBr72QC/sWzAa218YicabAQUBeH7MTbC1ZlpcyTkuULkdvEyYMAF/+ctfMHnyZKvHnJlwbFm6dCnGjh2LrKwsdO/eHVlZWRg9ejSWLl1q9zk6nQ7l5eUWXy2RszUvroqtTxuZ17wU1v/BdLW7rkRasTlfVGlzWdVXRW+BUFy3/XQRqvUGxEWEoltqrNPPY6diS8888wzuuecejBkzxuL+3NxcFBYWYty4cfJ9SqUSI0aMwN69ewEAhw4dQm1trcU16enp6Nmzp3yNLa1h7uBuI9ukE6e/eHIQ9iwYJdeuZCZH49VGgc2rk3vht2O64dUHGu6XzP3XT9h4pPWnH1sir/zGNzXhPPXUUzaft2/fPjz//PMW940fP95h8LJkyRK88sorHhm3P7lS8+IK+WRpXUN6oqiZaaOfLpUBAC7eqMbQV7dZFLb5qugtEIrr1mXnY8H6HACm3jn/PnTJ6TGkxkXgbFElgxcAa9euxeHDh5GdnW31WGFhIQAgNTXV4v7U1FRcvHhRviY8PNxixUa6Rnq+La1h7mCfF/vUqkibdYH2Nj2Y369WReBvm0/jm58L8Py6n3C1rAb3901HXkk1MpOiuUMwAHgleHFmwrH3PFvPcTQBZWVlYe7cufLt8vJyZGRkuDNsv5KWfyM8XfPSqEmdwSiiqML93UYFGi3eadQl9vfrc7B6r+n/68mCcovHXtxwDMO7Jnv0H3uBRisHLt78Ps6Mwbww0JUxpEhFz0EevFy6dAm//e1vsXnzZkRE2P99bNz4TxRFu80Anb2mNcwdTBu5x15gY37/sof6Il0VgQ935+Jv35+Wu5tzJ1Jg8OpuI3cmHFefo1QqERcXZ/HVElVLJ8N6eOWlccFuSZUOBqOIEAFIinF8KrUttrrEAqagxTxwkXij6O1ofpnfO9U2t1uutOpVFOQ1L4cOHUJRURH69euH0NBQhIaGYufOnXjnnXcQGhoqf5hp/AGmqKhIfiwtLQ16vR6lpaV2r7GlNcwdTBt5T0iIgIX39MDzY7pY3G8UgawNOdyJ5GdeCV7S0tIAOJ5w7D3P1ee0FjU+Kti9pjH9sUyKUSJU4fr/fluV/CEC8LcHe+NvD/a2KnrzdAfZny+X4Y9fWu9a83Wn2syk6Gb9rNKqV7AXPY8ePRo5OTk4evSo/NW/f39Mnz4dR48eRadOnZCWloYtW7bIz9Hr9di5cyeGDBkCAOjXrx/CwsIsrikoKMCxY8fka1qraqaNvG6AjYNWTau9OTh08QaullX7vfYuGHklXM/MzJQnnL59+wJomHBee+01u88bPHgwtmzZYlH3snnz5lY/AQHeLNi1bFInb5N28UBGiVTJ/+KGYzCIotzl95f9TcvtBqOIBRtMdSAhgmc7yG44fBkLNuRAX2dEUkw4iitNfVIE+L5TbUpsBOKjwlBabaolcqbbsTkpeLlWEdzBS2xsLHr27GlxX3R0NBITE+X758yZg8WLF6NLly7o0qULFi9ejKioKEybNg0AoFKpMGvWLLzwwgtITExEQkIC5s2bh169elkVALc21UwbeZ30ga3xSuv209ex/fR1+TbTSb7ldvBSWVmJc+fOybdzc3Nx9OhRJCQkoH379k1OOAAwY8YMtG3bFkuWLAEA/Pa3v8Xw4cPx2muv4b777sOXX36JrVu3Ys+ePc34EVsGZ06VdkfDyovpj6xUY5ES617wAjju8vvQ7e2x4fBl/JhXihfGdfPIP+RLN6qw+NtT+O8x06rcmJtT8NbUW/Gv7Ev4yzcncWv7eJ9PGDvPFKG0uhZxEaFYNq0vuqbGuhQ8SdvUgz1t5Iz58+dDq9Xi6aefRmlpKQYOHIjNmzcjNrZhd9fbb7+N0NBQTJkyBVqtFqNHj8bq1auhULTuP+rVOqaNvM36Axswa1gnXLpRLc9JQEM6yZe1d8HM7d/4gwcPYtSoUfJtqfDtsccew+rVq52acPLz8xES0pC6GDJkCNauXYs//OEPeOmll9C5c2esW7cOAwcOdHeYLYa3Cu+kmpcqvcFUrCuvvLjX40Vir+ANAPp3TMCPeaW4WFLVrO8BAKv35mLRVyfk23d2T8EHj/ZHSIgg91XJLa5yqp7Kk6QTa6cOyMCIrikuP19a+bpWXgOjUXSqM2+w2LFjh8VtQRCwaNEiLFq0yO5zIiIisGzZMixbtsy7gwsw1bVMG/mCrQ9se88XWwQvgCmAWf1DHrLuvtlPIw0ebgcvI0eOhCjaqNys58yE03iSAoAHH3wQDz74oLvDarHktJGXal4AU9GufK5RM1ZemtK7XTwA4GcbXStdUaDR4hWzwAUAdp6+jmsVNVCrInFTSgwUIQLKqmtRVKFz+7gDV+WXVGPHGdNy8fSBHdx6jaQYJQQBqDOKuFGtR1JM84JJCk5MG/lO4w9s9tJJ/9h1ATeq9PjTfT3Z+diLeLZRgJCPB/Bw2kgZqkB4fWFupa7O7ERp7/2h75NhOrvnbFGl/HO5w9YZJeY7eiLCFOiYaCqQPVVov3Ozp33+40WIIjC8azI6JkW79RphihA5YAn2ol1yH9NG/mPdyRcY3yMVIQLw70OXcf97P2D/hRIW83oJf+MDgCiKXqt5AUypoxtVelTW1DUcDeBmwa4z0uIikByrxPUKHY5f1aB/R+fO/Gks00Zg0HhHT3d1HM5fr8KpgnKM6Jrs9pidVVNrwL8PmjpuPjrIvVUXSWqc6T0qqqgBoPLA6CjYVPNsI7+yl076zRdHcaqwAg99sB8Ai3m9gSsvAaCm1ij/tzcmIfOi3eaea+QMQRDQp53pj/FPzUgdqVWRcpM9wPaOnu71LflP+2jl5b/HCnCjSo+28ZG4s7vrtS7mpNRdoYZFu+Qe6UNPtJLBi7+oVZEY3DlRnpeGdE7Cqpn9La4xisCC9Tk4XdjQCysQjjdpybjyEgCkCQjwfNoIaOiyW1Kll7f2uns0gLN6t4vH1pNF+PlymduvUVNrkJvrfTijH3q2VVkVCXdLMwUvvkobSYW6D9+eAUUzi2xTzYp2iVylrzOi1mBKrEaFcSoPJBW6Oqv7RAAT39mD+29ri7S4CCzffs7m8SYFGi1yi6t4DEET+BsfAKTgJTw0pNl/EG2RVl7OX6+Uv48qMszj38dc7/qVl+YU7V4uNX0iiVGGYszNqTZ3E92sNnVFPVdUiVqDEWFuNN5z1vGrGhzOL0OYQsCUAc1vIy+tvBQFea8Xco95PRnTRoHFXjFvrVHEvw5aHvQorcpcKdXiUmk1Nh25ChFMNTWFaaMA4K1iXUlMfaO6c0Wm4CUtLsLr24qlHUe5xVXQaGsdX2zHlTJT8NKuTaTd8baNj0R0uAJ6gxF5xc3fmu3IZ/vzAQB39VQ3q0+ORNquzoJdcoe0TTpMISA8lFN5ILEu5jWdXr3+14MxpHOi1fUigHe2ncPG+sAFaDizjWkl2/gbHwC8daK0JE5aeakPXrxZ7yJJiA5HRoJpyTPHzdWXy6WmXUVt4+0vnYaECOjqg9RReU0tNh25AqD5hbqSFKnLLhvVkRuqdN6dN6h5pg5ojz0LRuGLJwdhz4JReOj29ujXIQFvTuljdcSKAKB/hzZWr+HrM9taEgYvAcDbvRqkRnXn5ODFN/1Q5H4vV8rcer6UNmrXxnHet3uaKXV0qtD6YEhPWbUnF9paAzKTojCgo/Uk4460ONa8kPukFdtoJbP/gapxMa90n9WqzAO9sGxaX6ugBgDio7yb4m+pGLwEAG9ukwYaCnar6ic7nwUvbevrXi65u/IiBS+ODzvsnubdHUdrf8zH21vPAgDyiqvxr4OXPPK60v+Hkio99HXGJq4mslTFbdItVuNVmakD2lsFNZLXvzsFY+PiGWLBbiDQeulEaUlshGXk7ou0EWDeabfMredfqU8bNbXy4s0dRwUaLbI25si3RZjy0J44v6RNVBjCFSHQG4woqqhpMkgjMuetI0XIN2wdsWLeN6a2zognPj2I7aev48PdF/DUiM5+Gmlg4spLAPB2zUtMhGWM6quVl17tVBAE4KqmBtcrXK/rkFZe2jaZNoqVr5cOoPQU07lJlvd5Kg8tCAJS6gNJ1r2QqxrSzfwM2ppIqabh3ZLx8r09AACvf38ahy6W+nlkgYXBSwCo9vLKS5yfgpcYZSg6J8cAcH31pabWgKL6gKepFYn4qHC5fuTMNc+uvrRPsP7ejbv8Nkcq617ITVLaiCsvrde029tjYm81DEYRv/niCMqq9f4eUsBg8BIAtN5eeWlU0OftBnXmervZafdq/TbpqHAF2jhRsOat1FHjbcy2uvw2B4t2yV1MG7V+giBgyeRe6JgYhStlWjy75gj2nmNXXoDBS0DwetpI6Z+VFwDo42bdizM9Xsx1V9cHLwWeDV62nLgGABjXI9WiuM5TmDYidzFtFBxiI8KwfNptUAgC9pwrxrR/HsDQV7dhXXa+xXXBdtwAf+sDgC8LduMiQn26O8G8064oik43x5PrXRz0eDHnjR1Hoihic33wMunWdAy20VyqubjyQu6qZtooaCTGhMNoVnxnFIHfr8/BqYIK3N1bjbPXKvCHTcdsHjfQWjF4CQDSJyhvbZWONat58eWqC2Bq3x8aIuBGlR6XS7XIsFFDYstleaeRc9eb93pxJUhy5Pz1SuQWVyFMIXjtxGrWvJC7uPISPHKLq2Brs/SqvXlYtTfP4j6pM68ndkQGMqaNAoBU8+KtT1DmwUuayrfBS0SYQk7p5Fxxvu7F2QZ1ks7JMQgNEVBeU4cCD7Xbl1ZdhnROstpu7ilS8FLI4IVcxJWX4CGdlWROEIAxN6cixsaJ4s7uiGzJqSYGLwHA2zUv5h04PXEmj6ukfi8/uVD3csXJBnWS8NAQdEqOBuC51JFU7zK2R6pHXs8WqedOEWteyEXe7sxNgcPeWUn/fKw/vpszHLYWmuuMjhtfrsvOx9BXt2Hah7ZraAIdg5cAINW8RHhpEgpThCCi/uC2aD9MdO502nW2x4s5KXV00gPHBBSV1+BIfhkAbwcvpmCyUleHSl2d176PK1ryp7FgwrRRcLHVlRcwfcB71UZn3sdXZ+O9Hedw6UaVxb/nKl0d1h++jAXrc+RTr1viIZD8rQ8A3t4qvS47HzX17ec/3X8Rt7SN82kxl7TycuyKBkajiBBbB3iY0dUZcK3ClEZxNm0E1G+X/skzKy9bTxYBAPpkxHu1TihaGYpYZSgqdHW4Vl6DmPq+OP6yLjsfWRtygqrwr6Vi2ij42OrKC1h25o2NCMXSrWex9eQ1vP7dabz+3WkApsMfOyRG4XKpFnU2jhuQUk0tpU6GKy8BwJv9Ggo0WmRtsG5v78sIu2tqDCLCQlChq8OF4qomry8oq4EoAhFhIUiMDnf6+3hyx9GWE4UATFukvU3eLu2hWh13Sb8rLfnTWDDxdnNLalmkzrw926rw4Yx+eOmemy0eFwHklVSjzijarH0MEeCx5pu+wOAlAHhz5SW3uAqNg2xfH7MeqgjBLenSlumyJq9v6PES5dKuoe5qU9roXFFlsw46rNTV4YdzJQC8mzKSSBOJtNrkL4Hwu0LOk0+VZtqIGhEEATenx9l87J2HbsX+rNF47YFeFkXAw7oktZhVF4DBS0Dw5qnStqrUPdne3lnm/V6aIm2TdrbHiyRdFYHYiFDUGUVcKK50fZD1dp25Dr3BiI6JUeiS4v00TmqstF3av0W7mUnRVoV//vhdIefwVGlyxN7cPyAzAYAp1fTDgjsxb1xXAMDus8X46VKZj0fpPgYvAcCbTepsVal7sr29s6ROu3vOXW8yDeHqNmmJIAjoltr81JH5LiNP9ItpSmr9ykvjowh8Ta2KxN091Rb3+eN3hZzD4wHIEWfmfrUqEs/e2QX33ZoOowj87v/9BF2dwV9DdgnXGwOAt/u8mBdzdUyK8ssfI2k15VxRFYa+us1hIehlF7dJm+uujsXBi6U4WVCB+251fZy1BiP+d1IKXtJcfwE3pMbWb5f2c9oIsFz9CxGAib3T/TgacqRKx7QROebs3P/yvbfgh3PFOHOtEu9uO4e547r5eKSu48pLAJBXXry02whoKObyR+BSoNHirS1n5NtNFYJecXPlBQC61W+XPu3mduns3Bsor6lDQnQ4+nVo49ZruEpuVOfnlRfA1KFYYhSBQxdL/TgassdoFBtq5bjyQg44M/cnRIfjT/f1BAC8t+M8jl917SBdf2Dw4meiKHq15iUQuFoIKte8uBG8NHfHkdRVd3T3FCia2NLtKVLayN81L3UGI84WmWqFBnQ0BW77L5T4c0hkR43Z0n60jQ6rRK66u5caE3qmoc4oYs7ao9h9tukUvz8xePEzndmumNb6CcqVomF9nVFule/eyospeLmqqYGmutal54qi6JOuuo1JKy9FFTUw2ui/4Ct5JdXQ1xkRFa7Ag/3aAQAO5N7w23jIPillBAARoa1z3iDf+9N9PREZrsDZoko8uvLHgO68y+DFz6ReDYB300b+JBWOmQcwf73fdiFooaYGRhFQhoYgOUbp8veKiwiTdymdvuba6suJgnJcKdMiIiwEw7p45yBGW1Lqa15qDSJKq/U++76NSSmjLqmxGNI5CQDw06UyuRkaBQ7zVHNTTR+JnFVnNKLG7G+SUQSyNuQE5AoMgxc/k1JG4aEhPktT+MPUAe2xfd5IhNX/jP07Jti87nJZQ8rI3Z0+0urLf3MKXPpHt+HwZQDAgI4JPl0FC1OEICnG1IzP0wc0utLqX0q13ZwWi3ZtIpGuikCdUcThi2UeHRM1X3WtKaBkyog8ydbp1UYR+P3/+xmHLt6AKIoBc3wIy9T9zBfFuoGiQ2I0+ndMwL4LJdh/oQQ32eihIp9p5GKPF3NG0fTPb9XePHy8L8+pFvfrsvOxck8eAGDP2WKsy873aVv81LgIFFfqUVSuwy0e2uCzLjsfCzbkQHSy1f+p+uClW1osBEHAoE6J2HDkCvZfKMEdXZI8MyjyCClt1FpTzeQfUoq/cfZ619li7DpbjNQ4JYrKdRDh/+NDuPLiZ94+UTrQDOxkWnGxV0vRnG3SgGmlYefp6/JtZ1rcB8IRClLdyzUPrbwUaLRy4AI49z5IaSNp5arh/xWLdgON3OMljJ8/yXOse8MAT4/sjF/2awdlqIBr9YELYJpTFmzIwbmihoagvlyV4W++nwXb+SSDOiUCOIv9F0ogiqJVaqg526QB28ueTR045mg3lK+2lsvbpT0UvOQWV8mBi8TRz1Spq8OlG6b3Xjqd2/T/Cjh6qQxavSFofkdbAvlQRqaNyMPs9YYZd0sanvzkoMW1oghMWLoLo29ORUJMONb+mO+zQ1258uJn3j5ROtDcmhGP8NAQXK/QIdfGIY3SNml3gxd3jkNQx1l/L1+3xU+VDmf00HbpzKRoq/sc/Uxn6oubU2KVSKg/DLN9QhTS4iJQaxBxJJ/9XgJJNbvrkhfZ6g3Ts22c1dwKALVGEd8dL8SaA/k+PdSVwYufefNogEAUEaZA34x4AMD+C9apI3ePBpDY2tmUdXd3hyso2XmW4/DHEQqeThslxyihDG345y3Acav/UwWm4EU63BJAfd2LKXXEfi+BRV6xZdqIfMTWcQOvTu6Fb35zByb1sS7U8/ahrvzN97Ngq3kBgIGdEnEg9wYO5JZg2sCGZcU6g3mPF/dXPaRlz0f+eQDnr1dBb7B/wrQoivhkfx4AU253WJdkvxyhkObh4OVEQblFD6HkWCWm9M+we73UkVhq8icZ2CkRm45exX72ewkoUtqIu43Il+yllLLu7o6vf75qlX4/nF+KQZ0SvHJGHFde/Ky1d9e1xfzTvGhWmFFYXgODUUS4wr0eL+bUqkj8euRNAIDP9+fDYKf520+XNTh2pRzhoSF4Ylgnvx2hkCKnjTwTvByoX9Ua0jkRYQoBRRU6uabFlpPSTqPURsFL/Qm0R/PL5ECb/I9pI/IXWymlxqsykr99fxqzPj6InCtlHi/k5cqLnwXjJHRb+zYIV4TgWrkOF0uq0bG+PkPeJt0m0iONtyb2VuMv35zAlTItdpwuwuibrbvmfrb/ounaXmq51sMfpJWX4ko9ag1GhCma97lCSvOM6pYCfZ0RBy+WYv+FErRPtF7REkVR7vHSXW0ZvGQmRSMlVomiCh2O5JdhcOfEZo2LPKNh3uAUToHBfFWmfUIkvjt+Da99dwrbThVh26kiAJ4t5OXKi58FY9ooIkyBW+W6l4ZaCk/0eGn8fX5Z3+b+0/ogxVxplR7/+ekqAGD6oA4e+Z7uahMVjjCFKWC7XtG8ol2DUcSP9XU8AzslyFue99vZ8nytXAeNthaKEMGq944gCBhYv+uIdS+BQ95tFEQfeijwSasybdtEYdYdmfjosQEWj3uykNerwUvHjh0hCILV1zPPPGPz+h07dti8/tSpU94cpl8FW8GuxFa/l+buNLJl+kBTULLzzHXkl1gWj/2/Q5ehqzOihzoOt7WP99j3dEdIiICUWM9slz5ZUI6KmjrEKkPRQx0nb3k+YKNAGgBO1te7ZCZFQ2njnJxB7PcScIorTQFundF+PReRv4XYiDA8Vcjr1eAlOzsbBQUF8teWLVsAAL/85S8dPu/06dMWz+vSpYs3h+lXwVjzAjT0EDGve2lujxdbOiZFY3jXZIgi8PmPDasvRqOIzw6Ybj86uINXCspcJW2XLmpm8CKtkPTv2AahihD069AGoSECrpRpcemG9aQhp4waFetKBmaa/l8dZt1LQFiXnY9vcwoBAO/vuBCwB+cRudO6wlleDV6Sk5ORlpYmf3399dfo3LkzRowY4fB5KSkpFs9TKFrvH/bqIDoewNxt7dsgTCGgQFMjF5I2t7uuPY/Wp4T+lX1J/uO751wxLpZUI1YZivtu9VA//maSG9Vpmhu8mFZYpAAxKjwUvdup6h+zXj1pKnjpnByNpBgl9HVG/HSprFljo+YJhG7QRM6ytb3aU20ofFbzotfr8dlnn+Hxxx9v8lNu3759oVarMXr0aGzfvt3htTqdDuXl5RZfLYn0xzTYcteR4Qr0aRcPoOEPqvmhjJ50Z/cUtI2PRGl1Lb7NKQDQUAPzQL92AVP0KPd6aUbNi9Eoyn1rpFoV8/+2dSzDyQLpWIA4q8cAqe5F2iHGLdP+5KgbNFEgmjqgPfYsGIUvnhyEPQtGeazrrs+Cl02bNqGsrAwzZ860e41arcYHH3yA9evXY8OGDejWrRtGjx6NXbt22X3OkiVLoFKp5K+MDPu9LAKRVPMSEWTBCwCLQlKDUURBmdTjxbPBiyJEwMO3m34vPt1/EVfKtPjfyWsAgEcG+edQMVvk4KUZKy8nC8uh0dYiOlyBnukNwYhc99KobqXWYMT566azSeytvDh6PvmWN5fhibzF1vbq5vJZ8LJy5UpMmDAB6en2l+i7deuGJ598ErfddhsGDx6M9957D/fccw/eeOMNu8/JysqCRqORvy5duuSN4XtNsB0PYM68kPRaeQ3qjCLCFA2Fq540ZUAGwhQCjuSX4Y+bjsEoAoM7JeKmFPt/sH0tTVXf66XC/eBFKsrt3zEBoWbbrft1aANFiIBLN7S4UtaQYsgtrkKtQUSMMtRh0Diovt/L4fxS6OpY9+Iv0jK8JERw3DmZqLXySfBy8eJFbN26FU888YTLzx00aBDOnj1r93GlUom4uDiLr5ZEG6Q1LwAsCkml1FF6fCQUHujx0lhKbATu6qkGAPyvvufAo4P9uz26sdT6oC33epXbNQzS+ziok2U/lhhlKHq1NdW9HDCre5FSRl1TYxymc29KiUFidDhqao1YcyCfNRZ+NHVAe8RGmFKdnz8xyKuH3xEFKp8EL6tWrUJKSgruuecel5975MgRqNVqL4wqMGiDtOYFsCwkXX/4MgDP9XixpW285YpOWbXea9/LHYfqDz+8qqnB0Fe3ubyLxNiov0tjA22cU9TQnM5x0C8IAtLr379X/nPCrfGRZ4iiKBf6d0q2PoCTKBh4PXgxGo1YtWoVHnvsMYSGWhZGZmVlYcaMGfLtpUuXYtOmTTh79iyOHz+OrKwsrF+/Hs8++6y3h+k3wbpVWiIVku49b/qD6ul6F0mBRosPdl2wuO+lTccDZgWhQKPF21vOyLfdaeZ0+loFyqprERWukFdZzA3KtC7abWqnkfn4jl1pKIb3ZLOpFStWoHfv3vLK6eDBg/Hf//5XflwURSxatAjp6emIjIzEyJEjcfz4cYvX0Ol0eO6555CUlITo6GhMmjQJly9fbvbYApG21iAfdxGjDIxicyJf83rwsnXrVuTn5+Pxxx+3eqygoAD5+Q2f3vR6PebNm4fevXtj2LBh2LNnD7755htMnjzZ28P0m2BtUieR0hvSEUee3iYtCfRdGp4Yn5QO6tehjc3jBfp3bIMQAbhYUi0HHafsnGlka3yNT4fy1PvXrl07vPrqqzh48CAOHjyIO++8E/fdd58coLz++ut46623sHz5cmRnZyMtLQ1jx45FRUWF/Bpz5szBxo0bsXbtWuzZsweVlZWYOHEiDIbWV59TWWPqrhsiBOeKLRHgg7ONxo0bZ3H4nrnVq1db3J4/fz7mz5/v7SEFlGAu2AUaCkmlT5LeWnmRdmmYBwiBtEvDE+Nr3N+lsdiIMPRsq8LPlzU4cOEG7rw5RS7e7W5nm7Qnx2fPvffea3H7r3/9K1asWIH9+/ejR48eWLp0KRYuXCh/iPn444+RmpqKNWvW4KmnnoJGo8HKlSvx6aefYsyYMQCAzz77DBkZGdi6dSvGjx/f7DEGkvL64CVGGRoQzRWJ/IFnG/mZNggPZjRnXkgKABGh3vmV9GazJE+Qxmdeq/z8uK5Oj8+83mWQjXoXiXln4zP1qy5qVQRUUWFOjc/b75/BYMDatWtRVVWFwYMHIzc3F4WFhRg3bpx8jVKpxIgRI7B3714AwKFDh1BbW2txTXp6Onr27ClfY0tL7RFVqTMFL7ERjv+fEbVmTJj6kSiKQV/zAgCqyIZfw2e/OIIlujqv7KAwP/W0Y1JUwAQuEml8sz89hJ8ua1BncP7cmrNFlbhRpUdEWAh6tY23e93AzAR8sOsCDuTewC31QWNT9S6Nx+eN9y8nJweDBw9GTU0NYmJisHHjRvTo0UMOPlJTLU8ET01NxcWLpkaDhYWFCA8PR5s2bayuKSwstPs9lyxZgldeecVjP4OvVNTUAoC844goGHHlxY90dQ1/nIK15qVAo8Wus8XybU8WgtrijWZJnqRWRWLm0I4AgC+PXrWbcm1Mah7Xv0MCwh2sXvXvmIAQwVTDsuvMdQD2O+vaG5833r9u3brh6NGj2L9/P37961/jsccew4kTJ+THG6dHRFFsMmXS1DUttUdUpVnaiChYMXjxIyllBHgvXRLocour0PjvcyAV0vrDuB5piAgLQW5xFX6+rHHqOVJzuoGZ9lNGAKCKDEOP+s67UpdhZ1devCk8PBw33XQT+vfvjyVLlqBPnz74+9//jrS0NACwWkEpKiqSV2PS0tKg1+tRWlpq9xpbWmqPqIr6tFEMV14oiAXnX8wAUV2fMgpXhFh0Qw0mbHduLVoZirE9TH+0vzx6tcnrRVGUV14GdbZdrGtO2jItFd92V/s/eGlMFEXodDpkZmYiLS1NPpEeMO1K3LlzJ4YMGQIA6NevH8LCwiyuKSgowLFjx+RrWpOKGta8EAXnX8wAIa28mE5XDox+I74W6IW0/vKL+pOu//PzVXknlj37L5SguFKPcIUgN/1zxPzARoUAdEqKad5gm+nFF1/E7t27kZeXh5ycHCxcuBA7duzA9OnTIQgC5syZg8WLF2Pjxo04duwYZs6ciaioKEybNg0AoFKpMGvWLLzwwgv43//+hyNHjuCRRx5Br1695N1HrQnTRkQs2PWrr45eAQBU6Q0Y+uo2LJncKyhbfQd6Ia0/DO+ajDZRYbheocPe88UY1iXZ5nXrsvOxYH0OAEBvELHpyJUmf4culzak5AwisPHIZb/+3l27dg2PPvooCgoKoFKp0Lt3b3z33XcYO3YsAFMLBa1Wi6effhqlpaUYOHAgNm/ejNjYhhWjt99+G6GhoZgyZQq0Wi1Gjx6N1atXQ6FofbVklTpTwW4c00YUxATR2YrAFqK8vBwqlQoajSagc9gFGi2GvLrNot5DIQjYs2AU/3gTAOAPm3Lw2f58PNivHd74ZR+rxws0Wgx9dZtV7xVHv0PuPMcdLeXfobmWMuYF63/G2uxLeGFsVzw3uou/h0PkMa78G2TayE9YqEpNue/WtgCA744VoqbWulOsO115A73TMDWNBbtEDF78JjMpGo03cQZ7oSpZ6te+DdrGR6JSV4f/nSyyelxfZ90HpqnfIRZIt3yVLNglYvDiL2pVJB7o106+zUJVaiwkRMB99YW7m+rroyRFFTXI2pBjcZ8zv0MskG75pCZ1LNilYMbffj+6JT0O/++QqZ3721Nv5R8QsnLfrW3x3o7z2HG6CJrqWqiiwlBTa8BTnx5CgaYGnZKj8f4j/VBSqXe62JkF0i1bw/EAnL4pePG334+q67dKt0/gHxCyrVtaLLqnxeJUYQW+PVaAhwZk4MWNOTiSXwZVZBhWPjYAmUnRgP1ebDapVZH8nWuhGvq8cPqm4MW0kR9Jn6CiufxLDvyir6lwd132JSzcmIMNh69AESLg3Wm3mQIXCirs80LE4MWvqnSchKhpk/qY6l6OXirDmh9N5+/c00uNO7ok+XNY5AdGo4hKPXcbETF48aMqnSltxJUXcsTW2YLf/Hw1aLsyB7MqfZ3cYiGOu40oiDF48SNp5SU6SE+UJufkFldZ3WcQwd4sQUhKNYeGCFAG6WGuRACDF7+q0rPmhZrG3iwkqTQr1hVsLckRBQkGL37Egl1yBnuzkKS8hvUuRAC3SvtVtVTzEs7/DeQYe7MQ0PCBJ0bJehcKbvyr6UcNKy+seaGmsTcLVbLHCxEApo38Sqp54VZpInKGdDRALOcMCnIMXvxIShtFcSIiIidU8kRpIgAMXvxGX2eE3mA6FTiGNS9E5IRypo2IADB48RupxwvAmhcick7D0QAs2KXgxuDFT6R6F2VoCEIV/N9ARE2r1NXXvHDlhYIc/2r6CY8GICJX8URpIhMGL37CbdJE5KpKHuZKBIDBi99US0cDsFiXiJzUsPLCmhcKbgxe/KSKRwMQkYukPi9ceaFgx+DFTypZ80JELpLSRqx5oWDH4MVPquTcNWteiMg5LNglMmHw4ifSVuko1rwQkRMMRhHVetOKLdNGFOwYvPhJFXcNEJELKs0aW/J4AAp2DF78pKHPC9NGRNQ0qVg3PDQEylDOGxTcGLz4ibTywrQRETlDLtblai0Rgxd/kWpemDYiImdUsliXSMbgxU+4VZqIXCHtNGK9CxGDF7+p5lZpInJBBYv8iWReDV4WLVoEQRAsvtLS0hw+Z+fOnejXrx8iIiLQqVMnvP/++94cot9UsuaFiFxQyaMBiGRe/8t5yy23YOvWrfJthcL+SkNubi7uvvtuPPnkk/jss8/www8/4Omnn0ZycjIeeOABbw/Vp6SaF6aNiMgZ0m4jFuwS+SB4CQ0NbXK1RfL++++jffv2WLp0KQDg5ptvxsGDB/HGG2+0vuBFx2ZTROQ8+URp1rwQeb/m5ezZs0hPT0dmZiYeeughXLhwwe61+/btw7hx4yzuGz9+PA4ePIja2lqbz9HpdCgvL7f4agkatkqz5oWImsajAYgaeDV4GThwID755BN8//33+PDDD1FYWIghQ4agpKTE5vWFhYVITU21uC81NRV1dXUoLi62+ZwlS5ZApVLJXxkZGR7/OTytzmCErs4IgCsvROQcebeRkjUvRF4NXiZMmIAHHngAvXr1wpgxY/DNN98AAD7++GO7zxEEweK2KIo275dkZWVBo9HIX5cuXfLQ6L1HShkBrHkhIudU6kyrz0wbEfmg5sVcdHQ0evXqhbNnz9p8PC0tDYWFhRb3FRUVITQ0FImJiTafo1QqoVQqPT5Wb5KKdcMUAsJDuVudiJomrbzEMXgh8m2fF51Oh5MnT0KtVtt8fPDgwdiyZYvFfZs3b0b//v0RFtZ6lkqleheuuhCRsyrZ54VI5tXgZd68edi5cydyc3Nx4MABPPjggygvL8djjz0GwJTymTFjhnz97NmzcfHiRcydOxcnT57ERx99hJUrV2LevHneHKbPSZNQNHu8EJGT2OeFqIFX/3pevnwZDz/8MIqLi5GcnIxBgwZh//796NChAwCgoKAA+fn58vWZmZn49ttv8fzzz+Pdd99Feno63nnnnVa3Tbpaz23SROSa8hquvBBJvPqvYO3atQ4fX716tdV9I0aMwOHDh700osAgd9fl0QBE5CSpYJdbpYl4tpFfVDF3TUQuqDUYUVNraq/A4IWIwYtfVLHmhYhcINW7ACz0JwIYvPhFVX3NC9NGROQMKdUcERaCMAWnbSL+K/ADpo2IyBXl0qGM3GlEBIDBi19Uss8LEblA3ibNOYMIAIMXv6iuPx4gmocyEpETeKI0kSUGL35QqefKC5FkyZIlGDBgAGJjY5GSkoJf/OIXOH36tMU1oihi0aJFSE9PR2RkJEaOHInjx49bXKPT6fDcc88hKSkJ0dHRmDRpEi5fvuzLH8VreKI0kSUGL37A4wGIGuzcuRPPPPMM9u/fjy1btqCurg7jxo1DVVWVfM3rr7+Ot956C8uXL0d2djbS0tIwduxYVFRUyNfMmTMHGzduxNq1a7Fnzx5UVlZi4sSJMBgMtr5ti1LBOjkiC/yX4AdS2ogTERHw3XffWdxetWoVUlJScOjQIQwfPhyiKGLp0qVYuHAhJk+eDMB0Mn1qairWrFmDp556ChqNBitXrsSnn36KMWPGAAA+++wzZGRkYOvWrRg/frzPfy5P4tEARJa48uIHcodd1rwQWdFoNACAhIQEAEBubi4KCwsxbtw4+RqlUokRI0Zg7969AIBDhw6htrbW4pr09HT07NlTvqYxnU6H8vJyi69AVVG/24gfeIhMGLz4QZWeS8BEtoiiiLlz5+KOO+5Az549AQCFhYUAgNTUVItrU1NT5ccKCwsRHh6ONm3a2L2msSVLlkClUslfGRkZnv5xPEb6wMOaFyITBi9+UCXtNmLwQmTh2Wefxc8//4wvvvjC6jFBECxui6JodV9jjq7JysqCRqORvy5duuT+wL2skgW7RBYYvPgBjwcgsvbcc8/hq6++wvbt29GuXTv5/rS0NACwWkEpKiqSV2PS0tKg1+tRWlpq95rGlEol4uLiLL4CVcOJ0qx5IQIYvPicwShCWyutvLDmhUgURTz77LPYsGEDtm3bhszMTIvHMzMzkZaWhi1btsj36fV67Ny5E0OGDAEA9OvXD2FhYRbXFBQU4NixY/I1LZl0ojT7vBCZ8F+Cj0n1LgDTRkQA8Mwzz2DNmjX48ssvERsbK6+wqFQqREZGQhAEzJkzB4sXL0aXLl3QpUsXLF68GFFRUZg2bZp87axZs/DCCy8gMTERCQkJmDdvHnr16iXvPmrJ2OeFyBL/JfiYtE1aESJAGcqFL6IVK1YAAEaOHGlx/6pVqzBz5kwAwPz586HVavH000+jtLQUAwcOxObNmxEbGytf//bbbyM0NBRTpkyBVqvF6NGjsXr1aigULX+FUy7Y5QceIgAMXnxOPtcoXNFksSFRMBBFsclrBEHAokWLsGjRIrvXREREYNmyZVi2bJkHRxcYpIJdpo2ITPjR38d4ojQRuaqCTeqILDB48TGp5iWKwQsROUFXZ4DeYATADz1EEgYvPsYeL0TkCillBDB4IZIwePGxhrRRyy8iJCLvk1JG0eEKKEJYJ0cEMHjxOSltxAZ1ROQMqcifxbpEDRi8+JjcXZfLv0TkBBbrEllj8OJjlTp21yUi5/FEaSJrDF58jCsvROQKnihNZI3Bi49Vs+aFiFzAowGIrDF48bFKbpUmIhdUsrElkRUGLz7GrdJE5AoW7BJZY/DiY1LwEsW0ERE5gQW7RNYYvPiY1OeFExEROYMFu0TWGLz4GI8HICJXVLJgl8gKgxcfa9gqzZoXImqaVPMSo2TNC5GEwYuPycELa16IyAkVPB6AyAqDFx8yGkVU6Zk2IiLnVepMBbtMGxE1YPDiQ9pag/zfLNglImfIW6U5ZxDJGLz4kJQyChGAiDC+9UTkmCiKcsEu00ZEDfgX1IcqzepdBEHw82iIKNDV1BpRZxQBsEkdkTkGLz7EbdJE5IqK+noXQQCiwrhDkUjC4MWHpAZ1UdwmTUROkFNGylCEhHC1lkjC4MWHqnjAGhG5gMW6RLZ5NXhZsmQJBgwYgNjYWKSkpOAXv/gFTp8+7fA5O3bsgCAIVl+nTp3y5lB9opI9XojIBZXs8UJkk1eDl507d+KZZ57B/v37sWXLFtTV1WHcuHGoqqpq8rmnT59GQUGB/NWlSxdvDtUnqtnjhYhcwBOliWzz6l/R7777zuL2qlWrkJKSgkOHDmH48OEOn5uSkoL4+Pgmv4dOp4NOp5Nvl5eXuzVWX+DRAETkCp4oTWSbT2teNBoNACAhIaHJa/v27Qu1Wo3Ro0dj+/btdq9bsmQJVCqV/JWRkeGx8XqanDbiRERETmDaiMg2nwUvoihi7ty5uOOOO9CzZ0+716nVanzwwQdYv349NmzYgG7dumH06NHYtWuXzeuzsrKg0Wjkr0uXLnnrR2g2KW3ET1FE5Axpt1EcgxciCz77F/Hss8/i559/xp49exxe161bN3Tr1k2+PXjwYFy6dAlvvPGGzVSTUqmEUqn0+Hi9QfoUFRXOtBERNa2COxSJbPLJystzzz2Hr776Ctu3b0e7du1cfv6gQYNw9uxZL4zMt7hVmohcUSH3eWHBLpE5r/4VFUURzz33HDZu3IgdO3YgMzPTrdc5cuQI1Gq1h0fne1WseSEiF0gFuzxRmsiSV/9FPPPMM1izZg2+/PJLxMbGorCwEACgUqkQGRkJwFSzcuXKFXzyyScAgKVLl6Jjx4645ZZboNfr8dlnn2H9+vVYv369N4fqE9LxAEwbEZEzWLBLZJtX/0WsWLECADBy5EiL+1etWoWZM2cCAAoKCpCfny8/ptfrMW/ePFy5cgWRkZG45ZZb8M033+Duu+/25lB9QjoegGkjInIGC3aJbPN62qgpq1evtrg9f/58zJ8/30sj8i9ulSYiV7Dmhcg2nm3kQ9XSqdI8HoCInMC0EZFtDF58iB12icgVLNglso3Bi4+IosiaFyJymiiK8soLT5UmssTgxUdqao0w1pcAseaFiJpSrTfIcwbTRkSWGLz4iPQJCgAiw5g2IiLHpDlDESJwziBqhMGLj8j1LuEKhIQIfh4NEQU68xOlBYFzBpE5Bi8+wm3SROQKaZt0WIiAAo3Wz6MhCiwMXnxEOlGawQsROePrnwsAAMVVegx9dRvWZec38Qyi4MHgxUe4TZqInFWg0eKjPbnybaMIvLjhGFdgiOoxePEROW3EBnVE1ITc4io07k9uEEXkFVf7ZTxEgYbBi49U61nzQkTOyUyKRuMSXYUgoGNSlF/GQxRoGLz4SKWONS9E5By1KhJ928fLtxWCgMWTe0KtivTfoIgCCP+S+ohU8xLDmhcickJkuGmueGZUZzwyqAMDFyIzXHnxEeloANa8EJEzCjU1AIChnZMYuBA1wuDFR6SVlyimjYgs7Nq1C/feey/S09MhCAI2bdpk8bgoili0aBHS09MRGRmJkSNH4vjx4xbX6HQ6PPfcc0hKSkJ0dDQmTZqEy5cv+/Cn8Lyich0AICUuws8jIQo8DF58pKq+5oVpIyJLVVVV6NOnD5YvX27z8ddffx1vvfUWli9fjuzsbKSlpWHs2LGoqKiQr5kzZw42btyItWvXYs+ePaisrMTEiRNhMBh89WN4VJWuDhX1H3jSVAxeiBrjMoCLCjRa5BZXITMp2qWl3Cp22CWyacKECZgwYYLNx0RRxNKlS7Fw4UJMnjwZAPDxxx8jNTUVa9aswVNPPQWNRoOVK1fi008/xZgxYwAAn332GTIyMrB161aMHz/eZz+Lp1wrN6WMosMVPIWeyAauvLhgXXY+hr66DdM+POByx0vWvBC5Ljc3F4WFhRg3bpx8n1KpxIgRI7B3714AwKFDh1BbW2txTXp6Onr27ClfY4tOp0N5ebnFV6C4Vp8ySmXKiMgmBi9OKtBokbUhRz6i3tWOl9wqTeS6wsJCAEBqaqrF/ampqfJjhYWFCA8PR5s2bexeY8uSJUugUqnkr4yMDA+P3n1FFaaVFwYvRLYxeHFSbnGVHLhIXOl4yeMBiNzX+FRlURSbPGm5qWuysrKg0Wjkr0uXLnlkrJ4gpY1S45R+HglRYGLw4qTMpGir+1zpeFnN4wGIXJaWlgYAVisoRUVF8mpMWloa9Ho9SktL7V5ji1KpRFxcnMVXoCjUMG1E5AiDFyfVGSyXXUIEuNTxspIFu0Quy8zMRFpaGrZs2SLfp9frsXPnTgwZMgQA0K9fP4SFhVlcU1BQgGPHjsnXtDTX6tNG3CZNZBv/kjppzY+Wxbl/nNgDUwe0d+q5oiiiSi9tleZbTmSusrIS586dk2/n5ubi6NGjSEhIQPv27TFnzhwsXrwYXbp0QZcuXbB48WJERUVh2rRpAACVSoVZs2bhhRdeQGJiIhISEjBv3jz06tVL3n3U0hTVp43SGLwQ2cS/pE7Q1RmwLtuUD0+KUaK4UofqWuf7R+jqjDDUF8yw5oXI0sGDBzFq1Cj59ty5cwEAjz32GFavXo358+dDq9Xi6aefRmlpKQYOHIjNmzcjNjZWfs7bb7+N0NBQTJkyBVqtFqNHj8bq1auhULTMf2+FrHkhcojBixO+O1aIG1V6qFURuO/Wtnh/53kUlNU4/XypWBcAoljzQmRh5MiREEXR7uOCIGDRokVYtGiR3WsiIiKwbNkyLFu2zAsj9C1RFLlVmqgJ/EvqhE/3XQQATLu9PdpEhwMACjSuBC+mVZrIMAUUIY53SBBRcNNoa6GvMwIAkmO58kJkCwt2m3DiajkOXixFaIiAqbdnID3e9EnI2f4ugFmDOta7EFETpFWXNlFhiAhrmWkvIm/jX9MmfHbAtOoyvmcaUmIjoFbpAbi68sIeL0TknIZ6F6aMiOzhyosD5TW12HTkCgDg0UEdAADp9Vujb1TpUeNk0W4le7wQkZOkBnXcJk1kH4MXBzYevoJqvQFdUmIwMDMBABAXGYrI+qVcZ1dfGk6UZvBCRI41bJNmvQuRPQxe7BBFEZ/tN6WMHhnUQW4zLggC1FLdS5lzdS9SzUsU00ZE1ASmjYiaxuDFjgO5N3C2qBJR4Qrcf1tbi8ek1NFVp1deWLBLRM6RCnaZNiKyj8GLDQUaLd7eegYA8Iu+bREXEWbxuFrl4spLffASw5oXImqClDZK5TZpIrv417SRddn5yNqQI58gnRxjPYGo400rLwXlTq681B8NwLQRETVFWnlJU3HlhcgerryYKdBoLQIXAFi+7ZxVT5d0d1demDYiIgcMRhHXK9ldl6gpDF7M5BZXWQQuAGAQReQVV1vcJ6+8OFnzwhOlicgZJZU6GIwiQgQgsb6bNxFZY/BiJjMpGo279ysEAR2Toizuk2perjq58lJdv1WawQsROSKljJJjlQhVcHomsof/OsyoVZH43fhu8u0QAVg8uSfU9buLGq4zBS/lNXUWhy7aIx8PEM6aFyKyj9ukiZzDpYBGbkqJBQC0T4jCuqcGWQUuABAbEYZYZSgqdHUo0Gjl59hzo8p0pIB02BoRkS1yd91YBi9Ejvhk5eW9995DZmYmIiIi0K9fP+zevdvh9Tt37kS/fv0QERGBTp064f333/fFMAEApwvLAQD9OrSxGbhIpEZ1V8sc172sy87H8aum18zamIN12fkeGikRtTbyNml21yVyyOvBy7p16zBnzhwsXLgQR44cwbBhwzBhwgTk59v+I56bm4u7774bw4YNw5EjR/Diiy/iN7/5DdavX+/toQIAThZWAAC6pzleTZECm0IHRbvS7iWJKAIvbjjm0onURBQ85G3STBsROeT14OWtt97CrFmz8MQTT+Dmm2/G0qVLkZGRgRUrVti8/v3330f79u2xdOlS3HzzzXjiiSfw+OOP44033rB5vU6nQ3l5ucVXc5yuD166NRG8pEsrLw4CEWd3LxERAax5IXKWV4MXvV6PQ4cOYdy4cRb3jxs3Dnv37rX5nH379lldP378eBw8eBC1tbVW1y9ZsgQqlUr+ysjIcHu8NbUG5BZXAQC6p8U5vFZaeSlwkDbKTIqG4MTuJSIiwPxEaaaNiBzxavBSXFwMg8GA1NRUi/tTU1NRWFho8zmFhYU2r6+rq0NxcbHV9VlZWdBoNPLXpUuX3B7vuaJKGIwi4qPCmsw5S90vHa28qFWRuK9PunxbIQg2dy8REQFAUQW76xI5wye7jYRGyw+iKFrd19T1tu4HAKVSCaXSM59S5JRRaqzD8QENhzM21aguJsL0Ft/bJx0v3t2dgQsR2aSrM8g7E1O524jIIa+uvCQlJUGhUFitshQVFVmtrkjS0tJsXh8aGorExESvjRUATl9zrlgXaNhtVFCmlYMrW04VmF5zzM0pDFyIyK6i+mLdcEUI4qPCmriaKLh5NXgJDw9Hv379sGXLFov7t2zZgiFDhth8zuDBg62u37x5M/r374+wMO/+gz5ZYCr27a52XO8CNKy8VOkNKK+x3ahOFEU5IGqqAJiIgltRRUO9S1Mrv0TBzuu7jebOnYt//vOf+Oijj3Dy5Ek8//zzyM/Px+zZswGYalZmzJghXz979mxcvHgRc+fOxcmTJ/HRRx9h5cqVmDdvnreH6vROIwCIDFfIn47sbX2+qqlBRU0dQkMEdEqK8dxAiajV4TZpIud5veZl6tSpKCkpwZ/+9CcUFBSgZ8+e+Pbbb9GhQwcAQEFBgUXPl8zMTHz77bd4/vnn8e677yI9PR3vvPMOHnjgAa+O80aVXi6W65rq3CqJWhWJsupaFGhqbO5OOlW/ktM5OQbhoTyJgYjsk3pGcZs0UdN8UrD79NNP4+mnn7b52OrVq63uGzFiBA4fPuzlUVk6Vd9Zt31CFGKcPEAxXRWBkwXldrdLn5Ia3qmZMiIix65VcJs0kbO4HFDPlZSRRNrOaC9t5M5rElFwkgp2ufJC1DQGL/VOO3ksgLn0eFPRrr3zjaTVHFdek4iCk5Q2Ys0LUdMYvNRrONOo6Z1GErWDlRd9nREXrjvXrZeIiGkjIucxeAFgNIo468aWZrWDRnXnr1eizigiNiJUDnKIiOxh2ojIeQxeAFwqrUa13oDw0BB0THT+3CH5cEYbjerMU0bs2UBEjlTq6lCpM/WLYvBC1DQGLwBO1nfB7Zoag1CF82+JVLCrqzOirNry0MhTbqShiCg4SQcyxihDnd7tSBTMGLzA/Ewj1wINZagCSTHhAKwPaOROIyJyFk+TJnINgxcAp6+5vytI3i7daMeRdKYRdxoRUVPkehceyEjkFAYvMAs03Ggm11C027DyoqmuRWH9J6muDF6IqAnSfJHG4n4ipwR98FJTa0BeiWlLszspnvT6yeaq2Y4jqVi3bXwk4iJ4OiwROca0EZFrgj54OXutEkYRSIgOR3KM6xOHur5RXUFZw8rLKTca3hFR8GLaiMg1QR+8nGzmlma1zZUXnmlERM67xrQRkUuCPnhp7q4g6YgA85qX0/UBUTdukyYiJ0g1L6lMGxE5JegbCrhzppE5aeXlmkYHo9HUqO7MtcpmvSYRBQ9RFOW0UQrTRkROCfrgpaETrnurJKlxERAEQG8woqRKj5paAyp1dQhXhCAzKdqTQyWiVqisuhZ6gxEAC3aJnBXUaaPrFToUV+ohCEDXVPdWScIUIXKhb4FGK9e7dE6JQZgL3XqJKDhJKaOE6HAoQxV+Hg1RyxDUf12llFGHhChEhrs/aUg7jq6W1cj1LkwZEZEz5G3SsVx1IXJWUAcvzU0ZSaReLwUaLU5ymzQRuYCnSRO5LqiDF0+dP9TQZbeGZxoRkUvkbdIMXoicFtTBi6eayaXHmyadvOIq5BZX1b8mt0kTUdO4TZrIdUEbvBiMolyfklh/MrS7pJWXfedLYDCKUEWGcSIiIqdcLKkGACjDWKxL5KygDV5W7DgHvcHUl+WhD/ZjXXa+268ldcWs0NUBcL9bLxEFl3XZ+dhzrhgA8Mbm082ah4iCSVAGLwUaLd7cfEa+bRSBFzccs+iS6wopbSRhsS4RNaVAo0XWhhz5ttjMeYgomARl8JJbXAWx0X0GUURecbVbr5cSGwFFSMNKC48FIPKP9957D5mZmYiIiEC/fv2we/duj3+PAo0We88XNzvI+Hz/RRgbTUTNmYeIgklQBi+ZSdEIaZTVUQgCOiZFufV6ihABqWY9GnggI5HvrVu3DnPmzMHChQtx5MgRDBs2DBMmTEB+vudSMeuy8zHk1W2Y9uEBDH11m1Wax5nARqs3YMH6n7F8+3mrx5ozDxEFk6A8HkCtisSSyb3w4oZjMIgiFIKAxZN7yoW3br1mfKR8snRcRJinhkpETnrrrbcwa9YsPPHEEwCApUuX4vvvv8eKFSuwZMmSZr++lOYR61dLjCLw+/U5OJpfhju6JONyWTVe++8pGEUgRACWTO6FqQPay8/NLa6CKAKv/Oc4zlyrhCAAd3ZLwfbTRTCK8Mg8RBQsgjJ4AYCpA9pjeNdk5BVXo2NSVLMnjNr6s0kAYNzbOy0mLiLyLr1ej0OHDmHBggUW948bNw579+61+RydTgedTiffLi8vd/g9courrNI8APBF9iV8kX3J4j6jCCxYn4NCTQ2uV+jw+Y/5ctADAMmxSiydeiuG3pSEAo3WY/MQUbAI2uAFMK3AeGKyKNBokXNZI9+WCoCHd03mZETkA8XFxTAYDEhNTbW4PzU1FYWFhTafs2TJErzyyitOfw8p3WwewAgCcP+tbXE4vxR5JZa1KiKAt7eetflaq2YOQM+2KgCem4eIgklQ1rx4mqcLgInIPY1bFIiiaLdtQVZWFjQajfx16dIlm9dJpHSzov71FIKAVyf3wltTb8UX/zfIqo5OAHBrhsrma1XU1Dn3AxGRTUG98uIptj6RsfCOyHeSkpKgUCisVlmKioqsVmMkSqUSSqVrzSTtpZvt1dEN75qMoa9u49xA5GFcefEAW5/IWHhH5Dvh4eHo168ftmzZYnH/li1bMGTIEI9+L7UqEoM7J1r9+546oD32LBiFL54chD0LRmHqgPacG4i8hCsvHuLpAmAics3cuXPx6KOPon///hg8eDA++OAD5OfnY/bs2T4bg636Fc4NRJ7H4MWDWHhH5D9Tp05FSUkJ/vSnP6GgoAA9e/bEt99+iw4dOvh7aJwbiDyMwQsRtRpPP/00nn76aX8Pg4i8jDUvRERE1KIweCEiIqIWhcELERERtSgMXoiIiKhFYfBCRERELYrXgpe8vDzMmjULmZmZiIyMROfOnfHyyy9Dr9c7fN7MmTMhCILF16BBg7w1TCIiImphvLZV+tSpUzAajfjHP/6Bm266CceOHcOTTz6JqqoqvPHGGw6fe9ddd2HVqlXy7fDwcG8Nk4iIiFoYrwUvd911F+666y75dqdOnXD69GmsWLGiyeBFqVQiLS3NW0MjIiKiFsynNS8ajQYJCQlNXrdjxw6kpKSga9euePLJJ1FUVGT3Wp1Oh/LycosvIiIiar18FrycP38ey5Yta/KckQkTJuDzzz/Htm3b8OabbyI7Oxt33nkndDqdzeuXLFkClUolf2VkZHhj+ERERBQgBFEUxaYva7Bo0SK88sorDq/Jzs5G//795dtXr17FiBEjMGLECPzzn/90aYAFBQXo0KED1q5di8mTJ1s9rtPpLAIbjUaD9u3b49KlS4iLi3PpexGRZ5SXlyMjIwNlZWVQqVT+Ho5TNBoN4uPjOXcQ+Ykr84bLNS/PPvssHnroIYfXdOzYUf7vq1evYtSoUfIpr65Sq9Xo0KEDzp49a/NxpVIJpVIp35bSRlyBIfK/ioqKFhO8VFRUAODcQeRvzswbLgcvSUlJSEpKcuraK1euYNSoUejXrx9WrVqFkBDXs1QlJSW4dOkS1Gq1U9enp6fj0qVLiI2NhSAIFo9JUR0/WXkG30/PaW3vpSiKqKioQHp6ur+H4jTOHb7B99KzWtP76cq84bXdRlevXsXIkSPRvn17vPHGG7h+/br8mPlOou7du2PJkiW4//77UVlZiUWLFuGBBx6AWq1GXl4eXnzxRSQlJeH+++936vuGhISgXbt2Dq+Ji4tr8f+TAwnfT89pTe9lS1lxkXDu8C2+l57VWt5PZ+cNrwUvmzdvxrlz53Du3DmrCcG8zOb06dPQaDQAAIVCgZycHHzyyScoKyuDWq3GqFGjsG7dOsTGxnprqERERNSCeC14mTlzJmbOnNnkdeaBTGRkJL7//ntvDYmIiIhagaA620ipVOLll1+2KPAl9/H99By+l4GN/388h++lZwXr++nyVmkiIiIifwqqlRciIiJq+Ri8EBERUYvC4IWIiIhaFAYvRERE1KIEVfDy3nvvITMzExEREejXrx92797t7yEFnEWLFkEQBIsv86aCoihi0aJFSE9PR2RkJEaOHInjx49bvIZOp8Nzzz2HpKQkREdHY9KkSbh8+bKvfxSf27VrF+69916kp6dDEARs2rTJ4nFPvXelpaV49NFH5cNIH330UZSVlXn5pwtenDeaxnmjeTh3uC5ogpd169Zhzpw5WLhwIY4cOYJhw4ZhwoQJyM/P9/fQAs4tt9yCgoIC+SsnJ0d+7PXXX8dbb72F5cuXIzs7G2lpaRg7dqx8LgwAzJkzBxs3bsTatWuxZ88eVFZWYuLEiTAYDP74cXymqqoKffr0wfLly20+7qn3btq0aTh69Ci+++47fPfddzh69CgeffRRr/98wYjzhvM4b7iPc4cbxCBx++23i7Nnz7a4r3v37uKCBQv8NKLA9PLLL4t9+vSx+ZjRaBTT0tLEV199Vb6vpqZGVKlU4vvvvy+KoiiWlZWJYWFh4tq1a+Vrrly5IoaEhIjfffedV8ceSACIGzdulG976r07ceKECEDcv3+/fM2+fftEAOKpU6e8/FMFH84bzuG84TmcO5wTFCsver0ehw4dwrhx4yzuHzduHPbu3eunUQWus2fPIj09HZmZmXjooYdw4cIFAEBubi4KCwst3kelUokRI0bI7+OhQ4dQW1trcU16ejp69uwZ1O+1p967ffv2QaVSYeDAgfI1gwYNgkqlCur31xs4b7iG84Z3cO6wLSiCl+LiYhgMBqSmplrcn5qaisLCQj+NKjANHDgQn3zyCb7//nt8+OGHKCwsxJAhQ1BSUiK/V47ex8LCQoSHh6NNmzZ2rwlGnnrvCgsLkZKSYvX6KSkpQf3+egPnDedx3vAezh22ee1so0DU+Jh7URSt7gt2EyZMkP+7V69eGDx4MDp37oyPP/4YgwYNAuDe+8j32sQT752t6/n+eg/njaZx3vA+zh2WgmLlJSkpCQqFwiq6LCoqsopmyVJ0dDR69eqFs2fPyrsHHL2PaWlp0Ov1KC0ttXtNMPLUe5eWloZr165Zvf7169eD+v31Bs4b7uO84TmcO2wLiuAlPDwc/fr1w5YtWyzu37JlC4YMGeKnUbUMOp0OJ0+ehFqtRmZmJtLS0izeR71ej507d8rvY79+/RAWFmZxTUFBAY4dOxbU77Wn3rvBgwdDo9Hgxx9/lK85cOAANBpNUL+/3sB5w32cNzyHc4cd/qkT9r21a9eKYWFh4sqVK8UTJ06Ic+bMEaOjo8W8vDx/Dy2gvPDCC+KOHTvECxcuiPv37xcnTpwoxsbGyu/Tq6++KqpUKnHDhg1iTk6O+PDDD4tqtVosLy+XX2P27Nliu3btxK1bt4qHDx8W77zzTrFPnz5iXV2dv34sn6ioqBCPHDkiHjlyRAQgvvXWW+KRI0fEixcviqLouffurrvuEnv37i3u27dP3Ldvn9irVy9x4sSJPv95gwHnDedw3mgezh2uC5rgRRRF8d133xU7dOgghoeHi7fddpu4c+dOfw8p4EydOlVUq9ViWFiYmJ6eLk6ePFk8fvy4/LjRaBRffvllMS0tTVQqleLw4cPFnJwci9fQarXis88+KyYkJIiRkZHixIkTxfz8fF//KD63fft2EYDV12OPPSaKoufeu5KSEnH69OlibGysGBsbK06fPl0sLS310U8ZfDhvNI3zRvNw7nCdIIqi6J81HyIiIiLXBUXNCxEREbUeDF6IiIioRWHwQkRERC0KgxciIiJqURi8EBERUYvC4IWIiIhaFAYvRERE1KIweCEiIqIWhcELERH5xY4dOyAIAsrKyvzy/bdt24bu3bvDaDQ2ee3XX3+Nvn37OnUteR+DFyIi8rqRI0dizpw5FvcNGTIEBQUFUKlUfhnT/PnzsXDhQoSENP2ncOLEiRAEAWvWrPHByKgpDF6IiMgvwsPDkZaWBkEQfP699+7di7Nnz+KXv/yl08/51a9+hWXLlnlxVOQsBi9ERORVM2fOxM6dO/H3v/8dgiBAEATk5eVZpY1Wr16N+Ph4fP311+jWrRuioqLw4IMPoqqqCh9//DE6duyINm3a4LnnnoPBYJBfX6/XY/78+Wjbti2io6MxcOBA7Nixw+GY1q5di3HjxiEiIkK+76effsKoUaMQGxuLuLg49OvXDwcPHpQfnzRpEn788UdcuHDBo+8PuS7U3wMgIqLW7e9//zvOnDmDnj174k9/+hMAIDk5GXl5eVbXVldX45133sHatWtRUVGByZMnY/LkyYiPj8e3336LCxcu4IEHHsAdd9yBqVOnAjCtiOTl5WHt2rVIT0/Hxo0bcddddyEnJwddunSxOaZdu3bh4Ycftrhv+vTp6Nu3L1asWAGFQoGjR48iLCxMfrxDhw5ISUnB7t270alTJw+9O+QOBi9ERORVKpUK4eHhiIqKQlpamsNra2trsWLFCnTu3BkA8OCDD+LTTz/FtWvXEBMTgx49emDUqFHYvn07pk6divPnz+OLL77A5cuXkZ6eDgCYN28evvvuO6xatQqLFy+2+X3y8vLk6yX5+fn43e9+h+7duwOAzcCnbdu2NoMu8i0GL0REFDCioqLkwAUAUlNT0bFjR8TExFjcV1RUBAA4fPgwRFFE165dLV5Hp9MhMTHR7vfRarUWKSMAmDt3Lp544gl8+umnGDNmDH75y19ajAUAIiMjUV1d7fbPR57B4IWIiAKGeZoGAARBsHmftGXZaDRCoVDg0KFDUCgUFteZBzyNJSUlobS01OK+RYsWYdq0afjmm2/w3//+Fy+//DLWrl2L+++/X77mxo0bSE5OdutnI89h8EJERF4XHh5uUWTrKX379oXBYEBRURGGDRvm0vNOnDhhdX/Xrl3RtWtXPP/883j44YexatUqOXipqanB+fPn0bdvX4+Nn9zD3UZEROR1HTt2xIEDB5CXl4fi4mKPNXvr2rUrpk+fjhkzZmDDhg3Izc1FdnY2XnvtNXz77bd2nzd+/Hjs2bNHvq3VavHss89ix44duHjxIn744QdkZ2fj5ptvlq/Zv38/lEolBg8e7JGxk/sYvBARkdfNmzcPCoUCPXr0QHJyMvLz8z322qtWrcKMGTPwwgsvoFu3bpg0aRIOHDiAjIwMu8955JFHcOLECZw+fRoAoFAoUFJSghkzZqBr166YMmUKJkyYgFdeeUV+zhdffIHp06cjKirKY2Mn9wiiKIr+HgQREZGvzZ8/HxqNBv/4xz+avPb69evo3r07Dh48iMzMTB+MjhzhygsREQWlhQsXokOHDk7V4uTm5uK9995j4BIguPJCRERELQpXXoiIiKhFYfBCRERELQqDFyIiImpRGLwQERFRi8LghYiIiFoUBi9ERETUojB4ISIiohaFwQsRERG1KAxeiIiIqEX5/wkUXAL5/snpAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" @@ -186,6 +202,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.226293200Z", + "start_time": "2024-02-27T15:54:05.094465800Z" } }, "outputs": [], @@ -212,6 +232,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.342205900Z", + "start_time": "2024-02-27T15:54:05.231688Z" } }, "outputs": [], @@ -238,13 +262,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.723245700Z", + "start_time": "2024-02-27T15:54:05.345459100Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -283,6 +311,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.840091900Z", + "start_time": "2024-02-27T15:54:05.726451600Z" } }, "outputs": [], @@ -309,6 +341,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:05.950281300Z", + "start_time": "2024-02-27T15:54:05.842218500Z" } }, "outputs": [], @@ -336,6 +372,10 @@ "tags": [], "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:06.235349900Z", + "start_time": "2024-02-27T15:54:05.955825500Z" } }, "outputs": [ @@ -349,7 +389,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAGdCAYAAADqsoKGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABKg0lEQVR4nO3de1xUZeIG8GcY7hdHZLgaN++oaAqmaGhthpfKXK3UDDXTXdpKkSxvtbpdxLLdddtSV1PLX6Wsi7ZuWUmmpEFeEA0V0xTEDMLxMigg1/f3x5GjI8NluM3Mmef7+ZwPcM57znnnFWce3vOe96iEEAJEREREVs7O3BUgIiIiagkMNURERKQIDDVERESkCAw1REREpAgMNURERKQIDDVERESkCAw1REREpAgMNURERKQI9uauQFuqrq7Gr7/+Cg8PD6hUKnNXh4iIiBpBCIFr164hICAAdnZ198fYVKj59ddfERgYaO5qEBERUROcP38ed911V53bbSrUeHh4AJAapV27dmauDRERETVGUVERAgMD5c/xuthUqKm55NSuXTuGGiIiIivT0NARDhQmIiIiRWCoISIiIkVgqCEiIiJFsKkxNUREtk4IgcrKSlRVVZm7KkQytVoNe3v7Zk+3wlBDRGQjysvLkZ+fj5KSEnNXhagWV1dX+Pv7w9HRscnHYKghIrIB1dXVyMnJgVqtRkBAABwdHTkJKVkEIQTKy8tx8eJF5OTkoGvXrvVOsFcfhhoiIhtQXl6O6upqBAYGwtXV1dzVITLg4uICBwcHnDt3DuXl5XB2dm7ScThQmIjIhjT1L2Ci1tYSv5v87SYiIiJFYKghIiIiRWhSqFm5ciVCQ0Ph7OyMiIgI7N27t97yqampiIiIgLOzMzp16oTVq1cbbF+7di2io6Ph6ekJT09PDB8+HAcOHDAos2TJEqhUKoPFz8+vKdUnK5KvL0XaGR3y9aXmrgoRWZA9e/ZApVLh6tWr5q6KVSkvL0eXLl3w/ffft+l5586di1mzZrX6eUwONUlJSYiPj8eiRYuQmZmJ6OhojBo1Cnl5eUbL5+TkYPTo0YiOjkZmZiYWLlyIWbNmITk5WS6zZ88eTJo0Cbt370Z6ejqCgoIQExODCxcuGByrV69eyM/Pl5esrCxTq09WJOlgHoYs+xZPrt2PIcu+RdJB479jRKRs9913H+Lj4w3WDR48GPn5+dBoNOaplJVas2YNgoODMWTIkGYdp6ajYeTIkbW2vf3221CpVLjvvvvkdS+//DI2bNiAnJycZp23ISaHmr/97W945plnMGPGDISFhWHFihUIDAzEqlWrjJZfvXo1goKCsGLFCoSFhWHGjBmYPn063nnnHbnMJ598gj/96U+4++670aNHD6xduxbV1dXYtWuXwbHs7e3h5+cnL97e3qZWn6xEvr4UC7ZmoVpIP1cLYOHWY+yxIbIQ5u5FdXR0hJ+fH29LN9E///lPzJgxo0WO5e/vj927d+OXX34xWL9hwwYEBQUZrPPx8UFMTEytKzUtzaRQU15ejoyMDMTExBisj4mJQVpamtF90tPTa5UfMWIEDh06hIqKCqP7lJSUoKKiAh06dDBYf/r0aQQEBCA0NBQTJ07E2bNn661vWVkZioqKDBayDjm6YjnQ1KgSArk6ThpGZG5t2Ys6bdo0pKam4h//+Ic89CA3N7fW5adz587hkUcegaenJ9zc3NCrVy/s2LEDAHDlyhVMnjwZ3t7ecHFxQdeuXbFhwwYAxi9jHTlyRD5PjbS0NAwdOhQuLi4IDAzErFmzUFxcXG/dt2/fjsjISDg7O0Or1WLcuHHytitXrmDKlCnw9PSEq6srRo0ahdOnT8vbP/zwQ7Rv3x5ff/01wsLC4O7ujpEjRyI/P9/gHOvXr0evXr3g5OQEf39/PP/883XW5/Dhw/j555/x0EMPyetyc3OhUqnw73//G9HR0XBxccGAAQNw6tQpHDx4EJGRkfK5L168aHC8mqDy0UcfGbSTTqczOEeNMWPGYNOmTfW2WXOZFGp0Oh2qqqrg6+trsN7X1xcFBQVG9ykoKDBavrKyEjqdzug+8+fPR8eOHTF8+HB53cCBA7Fx40Z8/fXXWLt2LQoKCjB48GBcunSpzvomJiZCo9HIS2BgYGNfKplZqNYNdnf8AaZWqRCi5fwaRObU1r2o//jHPxAVFYWZM2fKQw+MvZc/99xzKCsrw3fffYesrCy89dZbcHd3BwC8+uqrOHHiBL788ktkZ2dj1apV0Gq1ja5DVlYWRowYgXHjxuHHH39EUlIS9u3bV2+A+OKLLzBu3Dg89NBDyMzMxK5duxAZGSlvnzZtGg4dOoTt27cjPT0dQgiMHj3a4I/9kpISvPPOO/i///s/fPfdd8jLy8PcuXPl7atWrcJzzz2HP/zhD8jKysL27dvRpUuXOuv03XffoVu3bmjXrl2tbYsXL8Yrr7yCw4cPw97eHpMmTcLLL7+Mf/zjH9i7dy/OnDmDP//5z7X2mz59Oj788EP55/Xr12Py5MlGZwW+5557cP78eZw7d67OOjZXkybfu7O7TwhRbxegsfLG1gPStbhNmzZhz549BpPvjBo1Sv4+PDwcUVFR6Ny5Mz766CMkJCQYPe+CBQsMthUVFTHYWAl/jQsSx4Vj4dZjqBICapUKS8f1hr/GxdxVI7Jp9fWitsb/T41GA0dHR7i6utZ7c0heXh7Gjx+P8PBwAECnTp0MtvXr108OFSEhISbVYfny5XjyySflcT1du3bFu+++i2HDhmHVqlVGJ4p78803MXHiRPzlL3+R1/Xt2xeAdNVh+/bt+P777zF48GAA0jCMwMBAfPbZZ3j88ccBABUVFVi9ejU6d+4MAHj++efx2muvycd744038OKLL2L27NnyugEDBtT5OnJzcxEQEGB029y5czFixAgAwOzZszFp0iTs2rVLHnvzzDPPGISXGg8//DDi4uLw3XffISIiAv/+97+xb98+rF+/vlbZjh07yvUIDg6us57NYVKo0Wq1UKvVtXplCgsLa/XG1PDz8zNa3t7eHl5eXgbr33nnHSxduhTffPMN+vTpU29d3NzcEB4ebtBddycnJyc4OTnVexyyXBMGBGFoN2/k6koQonVloCGyADW9qLcHG0voRZ01axaeffZZ7Ny5E8OHD8f48ePlz5Fnn30W48ePx+HDhxETE4OxY8fKYaIxMjIy8PPPP+OTTz6R1wkh5EdPhIWF1drnyJEjmDlzptHjZWdnw97eHgMHDpTXeXl5oXv37sjOzpbXubq6yoEGkMawFBYWApA+R3/99Vc88MADjX4dpaWldc7Ue/tnbs3neU1ArFlXc+7bOTg44KmnnsKGDRtw9uxZdOvWrc7PbxcX6T28NZ89ZtLlJ0dHR0RERCAlJcVgfUpKSp2/IFFRUbXK79y5E5GRkXBwcJDXLV++HK+//jq++uorgy66upSVlSE7Oxv+/v6mvASyMv4aF0R19mKgIbIQNb2o6ps97ZbSizpjxgycPXsWsbGxyMrKQmRkJP75z38CkHr6z507h/j4eDkI1FzGqZnFtuYKAoBa4z2rq6vxxz/+EUeOHJGXo0eP4vTp0wah43Y1H+DG3H6uO9fffgXj9s9IQLq6UbNvfcevi1arxZUrV4xuu/1cNXW4c111dbXRfadPn44tW7bg/fffx/Tp0+s8/+XLlwGgVW/yMfnup4SEBHzwwQdYv349srOzMWfOHOTl5SEuLg6AdMlnypQpcvm4uDicO3cOCQkJyM7Oxvr167Fu3TqD64Jvv/02XnnlFaxfvx4hISEoKChAQUEBrl+/LpeZO3cuUlNTkZOTg/379+Oxxx5DUVERpk6d2pzXT0REJpowIAj75t+PTTMHYd/8+zFhQFDDOzWDo6MjqqqqGiwXGBiIuLg4bN26FS+++CLWrl0rb/P29sa0adPw8ccfY8WKFVizZo28HoDBANwjR44YHLd///44fvw4unTpUmup64nSffr0qXUHb42ePXuisrIS+/fvl9ddunQJp06dMtrrY4yHhwdCQkLqPIcx/fr1w8mTJ+sMVU3Vq1cv9OrVC8eOHcOTTz5ZZ7ljx47BwcEBvXr1atHz387kMTUTJkzApUuX8NprryE/Px+9e/fGjh075Otj+fn5BnPWhIaGYseOHZgzZw7ef/99BAQE4N1338X48ePlMitXrkR5eTkee+wxg3MtXrwYS5YsAQD88ssvmDRpEnQ6Hby9vTFo0CD88MMPrXZdjoiI6uavcWmz3pmQkBDs378fubm5cHd3r3VnLADEx8dj1KhR6NatG65cuYJvv/1WDgh//vOfERERgV69eqGsrAyff/65vK1Lly4IDAzEkiVL8MYbb+D06dP461//anDsefPmYdCgQXjuuecwc+ZMuLm5ITs7GykpKXJv0J0WL16MBx54AJ07d8bEiRNRWVmJL7/8Ei+//DK6du2KRx99FDNnzsS//vUveHh4yDfIPProo41ulyVLliAuLg4+Pj4YNWoUrl27hu+//x4vvPCC0fL3338/iouLcfz4cfTu3bvR52mMb7/9FhUVFWjfvn2dZfbu3SvfYdVqhA3R6/UCgNDr9eauChFRmyotLRUnTpwQpaWl5q6KyX766ScxaNAg4eLiIgCInJwcsXv3bgFAXLlyRQghxPPPPy86d+4snJychLe3t4iNjRU6nU4IIcTrr78uwsLChIuLi+jQoYN49NFHxdmzZ+Xj79u3T4SHhwtnZ2cRHR0ttmzZIp+nxoEDB8SDDz4o3N3dhZubm+jTp49488036613cnKyuPvuu4Wjo6PQarVi3Lhx8rbLly+L2NhYodFohIuLixgxYoQ4deqUvH3Dhg1Co9EYHG/btm3izo/t1atXi+7duwsHBwfh7+8vXnjhhXrrNHHiRDF//nz555ycHAFAZGZmyuvubFtj9Vm8eLHo27dvneeZPXu2GDZsmMG6bt26iU2bNtW5T32/o439/FYJ0cL9UBasqKgIGo0Ger3e6C1tRDXy9aXI0RUjVOtm9rECRC3hxo0byMnJkR9xQ7YpKysLw4cPx88//wwPD482O+8XX3yBl156CT/++CPs7Y1fJKrvd7Sxn99NuqWbSMmSDubJ83DYqYDEceGtPmaAiKgthIeH4+2330Zubq7B3U2trbi4GBs2bKgz0LQUhhqi29Q1sdjQbt7ssSEiRTDHDTZPPPFEm5ynSU/pJlIqPp6BiMh6MdQQ3YaPZyAisl4MNUS3sdSJxYiIqGEcU0N0Bz6egYjIOjHUEBnRlhOLERFRy+DlJyIiIlIEhhoiIiJSBIYaIiKim+677z7Ex8c3uvyHH35Y7/OOAODkyZMYNGgQnJ2dcffddyM3NxcqlarWgzMbKzY2FkuXLm3Svk31+eefo1+/fnU+qdtSMNQQERG1osWLF8PNzQ0//fQTdu3ahcDAQPmB0ACwZ88eqFQqXL16tcFj/fjjj/jiiy/qfGhlY9Wc09PTEzdu3DDYduDAAahUKqhUt+a3ePjhh6FSqfDpp58267ytjaGGiIioFZ05cwb33nsvgoOD4eXlBbVaDT8/vyY9MuC9997D448/3mLPbfLw8MC2bdsM1q1fvx5BQbUfDfP000/X+VRyS8FQQ0Rkq4QAyovbfjHxOcr33XcfXnjhBcTHx8PT0xO+vr5Ys2YNiouL8fTTT8PDwwOdO3fGl19+abBfamoq7rnnHjg5OcHf3x/z589HZWWlvL24uBhTpkyBu7s7/P398de//rXWucvLy/Hyyy+jY8eOcHNzw8CBA7Fnz55G112lUiEjIwOvvfYaVCoVlixZYnD5KTc3F/fffz8AwNPTEyqVCtOmTTN6rOrqamzZsgVjxowxWB8SEoI33nhDfi3BwcH473//i4sXL+LRRx+Fu7s7wsPDcejQoVrHnDp1KtavXy//XFpais2bNxt9lMKYMWNw4MABnD17ttGvv63xlm4iIltVUQIsDWj78y78FXB0M2mXjz76CC+//DIOHDiApKQkPPvss/jss8/w+9//HgsXLsTf//53xMbGIi8vD66urrhw4QJGjx6NadOmYePGjTh58iRmzpwJZ2dnLFmyBADw0ksvYffu3di2bRv8/PywcOFCZGRk4O6775bP+/TTTyM3NxebN29GQEAAtm3bhpEjRyIrKwtdu3ZtsN75+fkYPnw4Ro4ciblz58Ld3R06nU7eHhgYiOTkZIwfPx4//fQT2rVrBxcX49NJ/Pjjj7h69SoiIyNrbfv73/+OpUuX4tVXX5XbYsiQIZg+fTqWL1+OefPmYcqUKTh+/LjBZaXY2FgsX74ceXl5CAoKQnJyMkJCQtC/f/9a5wgODoaPjw/27t2LTp06NfjazYE9NUREZPH69u2LV155BV27dsWCBQvg4uICrVaLmTNnomvXrvjzn/+MS5cu4ccffwQArFy5EoGBgXjvvffQo0cPjB07Fn/5y1/w17/+FdXV1bh+/TrWrVuHd955Bw8++CDCw8Px0UcfoaqqSj7nmTNnsGnTJmzZsgXR0dHo3Lkz5s6di3vvvRcbNmxoVL1rLjO5u7vDz88P7u7uBtvVajU6dOgAAPDx8YGfnx80Go3RY+Xm5kKtVsPHx6fWttGjR+OPf/yj3BbXrl3DgAED8Pjjj6Nbt26YN28esrOz8dtvvxns5+Pjg1GjRuHDDz8EIF16mj59ep2vp2PHjsjNzW3UazcH9tQQEdkqB1ep18Qc5zVRnz595O/VajW8vLwQHh4ur/P19QUAFBYWAgCys7MRFRVl0CsxZMgQXL9+Hb/88guuXLmC8vJyREVFyds7dOiA7t27yz8fPnwYQgh069bNoC5lZWXw8vIy+TU0V2lpKZycnAxeU43b26emLepqHz8/P4N9p0+fjtmzZ+Opp55Ceno6tmzZgr179xqtg4uLC0pKLPcBvww1RES2SqUy+TKQuTg4OBj8rFKpDNbVfNDX3HIshKj14S9ujuVRqVTy9/Wprq6GWq1GRkYG1Gq1wbY7e1zaglarRUlJCcrLy+Ho6GiwzVhb1Nc+t6vp5XnmmWfwyCOP1BvYLl++DG9v72a9jtbEy09ERKQ4PXv2RFpamkF4SUtLg4eHBzp27IguXbrAwcEBP/zwg7z9ypUrOHXqlPxzv379UFVVhcLCQnTp0sVgubO3ozlqAsrtl76MqRnrc+LEiRY7NyD1fMXGxmLPnj31Xnq6ceMGzpw5g379+rXo+VsSQw0RESnOn/70J5w/fx4vvPACTp48if/+979YvHgxEhISYGdnB3d3dzzzzDN46aWXsGvXLhw7dgzTpk2Dnd2tj8Vu3bph8uTJmDJlCrZu3YqcnBwcPHgQb731Fnbs2NFidQ0ODoZKpcLnn3+Oixcv4vr160bLeXt7o3///ti3b1+LnbvG66+/josXL2LEiBF1lvnhhx/g5ORkcMnO0jDUEBGR4nTs2BE7duzAgQMH0LdvX8TFxeGZZ57BK6+8IpdZvnw5hg4dijFjxmD48OG49957ERERYXCcDRs2YMqUKXjxxRfRvXt3jBkzBvv370dgYGCL1vUvf/kL5s+fD19fXzz//PN1lv3DH/6ATz75pMXOXcPR0RFardboeJ0amzZtwuTJk+HqavqYqLaiEo25sKgQRUVF0Gg00Ov1aNeunbmrQ0TUZm7cuIGcnByEhobC2dnZ3NWhJrpx4wa6d++OzZs3t2mPycWLF9GjRw8cOnQIoaGhrXKO+n5HG/v5zZ4aIiIiK+Hs7IyNGzcazHXTFnJycrBy5cpWCzQthXc/ERERWZFhw4a1+Tnvuece3HPPPW1+XlOxp4aIiIgUgaGGiIiIFIGhhojIhtjQvSFkZVrid5OhhojIBtTMLmvJU9yTbav53bxz9mhTcKAwEZENUKvVaN++vfxsJFdX13rnJCFqK0IIlJSUoLCwEO3bt6/1SApTMNQQEdmImqn9a4INkSVp3759sx8/wVBDZOXy9aXI0RUjVOsGf42LuatDFkylUsHf3x8+Pj6oqKgwd3WIZA4ODs3qoanBUENkxZIO5mHB1ixUC8BOBSSOC8eEAUHmrhZZOLVa3SIfIESWhgOFiaxUvr5UDjQAUC2AhVuPIV9fat6KERGZCUMNkZXK0RXLgaZGlRDI1fHuFiKyTQw1RFYqVOsGuztuXlGrVAjRWu4TdImIWhNDDZGV8te4IHFcONQ3b8tVq1RYOq43BwsTkc3iQGEiKzZhQBCGdvNGrq4EIVpXBhoismkMNURWzl/jwjBDRARefiIiIiKFYKghIiIiRWCoISIiIkVgqCEiIiJFYKghIiIiRWCoISIiIkVgqCEiIiJFYKghIiIiRWCoISIiIkVgqCEiIiJFYKghIiIiRWhSqFm5ciVCQ0Ph7OyMiIgI7N27t97yqampiIiIgLOzMzp16oTVq1cbbF+7di2io6Ph6ekJT09PDB8+HAcOHGj2eYmIiMh2mBxqkpKSEB8fj0WLFiEzMxPR0dEYNWoU8vLyjJbPycnB6NGjER0djczMTCxcuBCzZs1CcnKyXGbPnj2YNGkSdu/ejfT0dAQFBSEmJgYXLlxo8nmJiIjItqiEEMKUHQYOHIj+/ftj1apV8rqwsDCMHTsWiYmJtcrPmzcP27dvR3Z2trwuLi4OR48eRXp6utFzVFVVwdPTE++99x6mTJnSpPMaU1RUBI1GA71ej3bt2jVqHyIiIjKvxn5+m9RTU15ejoyMDMTExBisj4mJQVpamtF90tPTa5UfMWIEDh06hIqKCqP7lJSUoKKiAh06dGjyeQGgrKwMRUVFBgsREREpk0mhRqfToaqqCr6+vgbrfX19UVBQYHSfgoICo+UrKyuh0+mM7jN//nx07NgRw4cPb/J5ASAxMREajUZeAgMDG3yNREREZJ2aNFBYpVIZ/CyEqLWuofLG1gPA22+/jU2bNmHr1q1wdnZu1nkXLFgAvV4vL+fPn6+zLJG55etLkXZGh3x9qbmrQkRklexNKazVaqFWq2v1jhQWFtbqRanh5+dntLy9vT28vLwM1r/zzjtYunQpvvnmG/Tp06dZ5wUAJycnODk5Neq1EbUYIYB6wrYxSQfzsGBrFqoFYKcCEseFY8KAoFaqIBGRMpnUU+Po6IiIiAikpKQYrE9JScHgwYON7hMVFVWr/M6dOxEZGQkHBwd53fLly/H666/jq6++QmRkZLPPS9SmSq8Cae8B7/YD/hkB/Ha80bvm60vlQAMA1QJYuPUYe2yIiExkUk8NACQkJCA2NhaRkZGIiorCmjVrkJeXh7i4OADSJZ8LFy5g48aNAKQ7nd577z0kJCRg5syZSE9Px7p167Bp0yb5mG+//TZeffVVfPrppwgJCZF7ZNzd3eHu7t6o8xKZxcVTwIF/AUc2ARXFt9avGwE8vgHo+mCDh8jRFcuBpkaVEMjVlcBf49LCFSYiUi6TQ82ECRNw6dIlvPbaa8jPz0fv3r2xY8cOBAcHAwDy8/MN5o4JDQ3Fjh07MGfOHLz//vsICAjAu+++i/Hjx8tlVq5cifLycjz22GMG51q8eDGWLFnSqPMStZnqauDMLuCHVdLXGj49gQEzgGNbgXP7gE+fAEYuAwb+sd7DhWrdYKeCQbBRq1QI0bq20gsgIlImk+epsWacp4aapeya1CNz4F/ApZ9vrlQB3UdLwSV0qDSWprIc+HwOcORjqciAmVK4Udf9N0TSwTws3HoMVUJArVJh6bjeHFNDRHRTYz+/GWqIGnL5LHBgLZD5MVB2c64jp3ZAv1jgnplAh9Da+wgBfL8C+GaJ9HOX4cBjGwDnun/v8vWlyNWVIETrystORES3YagxgqHGhlSUAsu7AK4dAFct4OoFuN38avC99ub3HQDn9rfuWhICyEkFflgNnPoKwM3/Jl5dgIFxQN9JgJN7w/U4sR3Y+gegshTwDgOeTAI8ecmUiMgUjf38NnlMDZFVKNYB5del5Wojnw9mZw+4dJBCTuUNqYemRpcHpTDT+XeAnQk3DfYcA2juAjZNAi5mAx88AEzcBAQOMO31EBFRg9hTQ8pUVQno84DiS0CJDii5JAWdEt3NdTfXF+uAkstA+bXax3BwA+5+Uhovo+3avProLwCbJgAFWYDaCRi7Egh/rOH9iIiIl5+MYaihOlXcAEov3wo+FaVAyL2As6blzlF2HUieAZz6Uvr5voXAsJdNnqiPiMjWMNQYwVBDZlddBaT8GUh/T/o5/AlgzD8BB+f69yNSoHx9KXJ0xQjVunFwPNWLY2qILJGdGhjxpjTg+IsXgax/A1fPARM/lcbyENkIPhqEWkOTHmhJRM0U+TTwVDLgpAHO7wfW/g4oPGnuWhG1CT4ahFoLQw2RuXS+H5iRAniGSL016x4EvlsO5P8o3VJOpFD1PRqEqDkYaojMybs7MONbIChKmtjv2zeAf0UDfwsDtr8AZP9PmsmYSEFqHg1yOz4ahFoCBwoTWYLKMuDoJuCnr6RJ/ypu+4vVzgEIjgK6xkiLthvvmCKrx0eDkCl495MRDDVkFSpuAOe+B06nAKd3ApfPGG5vH3wr4ITcCzjyr1uyTnw0CDUWQ40RDDVklS6duRlwvgZy9wFV5be22TsDIdFAr99LEwWyB4eIFIihxgiGGrJ65cVAzndSD87pFEB//ta2vpOAR94F7B3NVz8iolbAeWqIlMjRDeg+SlqEAC6eBI5/Jt01dXQTcK0AeGJjvU8DJyJSKt79RGStVCrAJwy4f4H09G8HN+DsbmDDaKAo39y1IyJqcww1RErQ9UHg6S8ANx/gtyzgg+FAYba5a0VE1KYYaoiUIqCfNJmfV1eg6Bdg/QhpYDERkY1gqCFSEs8Q4JmdQOBA4IYe+L/fA8eSzV0rIqI2wVBDpDSuHYAp/wXCHpFu//7PdCDtn3z0AhEpHkMNkRI5uACPfwQMjJN+3vkK8NV8oLrKvPUiImpFDDWkWPn6UqSd0dnuk3/t1MDIZUDMm9LP+1cDW6YCFTbaHqQYNv9/m+rEeWpIkZIO5mHB1ixUC8BOBSSOC7fN58qoVMDg54F2/sC2OOkBmRsfBSZtli5TEVkZ/t+m+rCnhhQnX18qv+kBQLUAFm49Ztt/1fUeD8R+BjhrgPP7gXUPAldyzV0rIpPw/zY1hKGGFCdHVyy/6dWoEgK5uhLjO9iKkCHA9J2AJhC49LM0l82Fw+auFVGj8f82NYShhhQnVOsGuzue66hWqRCi5dOs4dMDeCYF8A0Hii8CHz4MnNpp7loRNQr/b1NDGGpIcfw1LkgcFw71zSdWq1UqLB3XG/4aFzPXzEK08wee3gF0uh+oKAY2TQAOrDV3rYgaxP/b1BA+pZsUK19filxdCUK0rnzTM6aqAvg8Hsj8WPp50HNAzOvSXVNEFoz/t21PYz+/GWqIbJkQwL6/Abtek37uPhoY/4H0NHAiIgvR2M9vXn4ismUqFRD9IvDYekDtBPy0A9gwik/5JiKrxFBDRNIt31P/B7h6AflHgQ8eAAqOmbtWREQmYaghIknQQGDGLkDbDSi6ID3l+/Q35q4VEVGjMdQQ2bBa0813CJWe8h0SDZRfBz59Ajj4QcP7KZStvM7mYBuRJeFjEohsVJ3Tzbt4Ak9tle6MOvIJ8MWLwOUc4MHXADu1zUxTbyuvsznYRmRp2FNDZIManG7e3hF49H3gd69KP6e/ByTFokCns4lp6jkdf8PYRmSJGGqIbFCjpptXqYChc4Hx627eGfUF3D99FF7iSv37KQCn428Y24gsEUMNkQ0yabr58MeAqdsBlw5wv3wM/3X6M7qr8hrez4pxOv6GsY3IEjHUENkgk6ebDxoEzPgG8OqCANUl/MfxLxhmd9Rqpqk3dTArp+NvGNuILBFnFCayYSZPN19yGUiKBc7tAwCUBUbDadAzQPeHpHE4Fqg5g1k5HX/D2EbUFviYBCMYaohaQGU5sGMucHgjgJtvH27ewN2TgYipQIdOZq3e7fL1pRiy7FuDsR9qlQr75t/PD2AiK8LHJBBR67B3BMa8C8w+Cgx9CXD3A4ovAt+vAN7tB2x8FDi+TQo/ZsbBrES2hfPUEFHTeAYDv3sFGDYPOPU1kLEB+HkXcHaPtFhA703NYNY7e2o4mJVImXj5iYhazpVz0mWpzP8Drv92a32n+4CIp6WngLfx2Jukg3lYuPUYqoSQB7Nygjgi68IxNUYw1BC1kaoK4NRXwKENwJlvcWvsjQ/Qb7I0sNi3J+Do1ibV4WBWIuvGUGMEQw2RGVzJvdl787Fh7w1UgFdnwC8c8O0N+PWRvvfwkyb+IyK6iaHGCIYaIjOq6b058ilwIeOOgHMbVy8p3PiFA743v2q7AmqHtq0vEVkMhhojGGqILMj1QqAg69by2zFAdwoQ1bXLqh0BnzDgrgHSHVcefm1fXyIyG4YaIxhqiCxcRSlQeAIoOHYr6BQcA8qv3Srj7gs8tgEIGWK+ehJRm2rs5zdv6SYiy+HgAnSMkJYa1dXA1Vwg/0dgzzLgYjbw0SPA8CXA4Bc4/qaF5OtLkaMrRqjWjYOpyWo1afK9lStXIjQ0FM7OzoiIiMDevXvrLZ+amoqIiAg4OzujU6dOWL16tcH248ePY/z48QgJCYFKpcKKFStqHWPJkiVQqVQGi58fu6CJFM/OTprnptdYYOYuIPwJQFQBKa8C/44FbujNXUOrl3QwD0OWfYsn1+7HkGXfIulgXsM7EVkgk0NNUlIS4uPjsWjRImRmZiI6OhqjRo1CXp7x/wQ5OTkYPXo0oqOjkZmZiYULF2LWrFlITk6Wy5SUlKBTp05YtmxZvUGlV69eyM/Pl5esrCxTq09E1szRDRi3Bnjor4CdA5D9P2DNfdIlKmqSfH2p/GwsQJqocOHWY41++CeRJTE51Pztb3/DM888gxkzZiAsLAwrVqxAYGAgVq1aZbT86tWrERQUhBUrViAsLAwzZszA9OnT8c4778hlBgwYgOXLl2PixIlwcnKq89z29vbw8/OTF29vb1OrT0TWTqUCBswApn8NaAKBy2eBD4YDRzaZu2ZWiY+SICUxKdSUl5cjIyMDMTExButjYmKQlpZmdJ/09PRa5UeMGIFDhw6hoqLCpMqePn0aAQEBCA0NxcSJE3H27Nl6y5eVlaGoqMhgISKFuCsC+EMq0PkBoLIU+CwO+N9soOKGuWtmVWoeJXE7PkqCrJVJoUan06Gqqgq+vr4G6319fVFQUGB0n4KCAqPlKysrodPpGn3ugQMHYuPGjfj666+xdu1aFBQUYPDgwbh06VKd+yQmJkKj0chLYGBgo89HRFbAzQuYvAW4bwEAFZDxIbB+hPS4BmoUf40LEseFQ31zwHXNoyQ4WJisUZPuflLdcbeBEKLWuobKG1tfn1GjRsnfh4eHIyoqCp07d8ZHH32EhIQEo/ssWLDAYFtRURGDDZHS2KmB++YDd0UCyTOA/CPAv4YC49YC3WIa3J2ACQOCMLSbNx8lQVbPpJ4arVYLtVpdq1emsLCwVm9MDT8/P6Pl7e3t4eXlZWJ1b3Fzc0N4eDhOnz5dZxknJye0a9fOYCEiheoyHPjjXul28BtXgU8fB759E6iuatt6VJYD+l+kWZMvnQGsZCowf40Lojp7MdCQVTOpp8bR0RERERFISUnB73//e3l9SkoKHn30UaP7REVF4X//+5/Bup07dyIyMhIODk2f9rysrAzZ2dmIjo5u8jGISGHaBwJPfwl8vRA4+AHw3dvALweB8R8AbtqmH7e6Gii9LD3a4fpv0mzIBl9v+770iuG+7r5A8GAgeIj01TtMuk2diFqcyZefEhISEBsbi8jISERFRWHNmjXIy8tDXFwcAOmSz4ULF7Bx40YAQFxcHN577z0kJCRg5syZSE9Px7p167Bp0607FcrLy3HixAn5+wsXLuDIkSNwd3dHly5dAABz587FI488gqCgIBQWFuKNN95AUVERpk6d2uxGICIFsXeSbvkOHAT8bxZwdrd0OWrQs1KvTeWNm0uZNINxZdlt625IA41rtleWAuUlQPFFaW6cxrJzANy8gRKdFHSOb5MWAHBufzPk3Fz8+gJqzoNK1BKa9JiElStX4u2330Z+fj569+6Nv//97xg6dCgAYNq0acjNzcWePXvk8qmpqZgzZw6OHz+OgIAAzJs3Tw5BAJCbm4vQ0NBa5xk2bJh8nIkTJ+K7776DTqeDt7c3Bg0ahNdffx09e/ZsdL35mARqbZyV1cIUZgNJscClui9Tm8RVK/W8uPvc8fWOdc7tpd6YihvSZahzacC574HzB4CKYsNjOroDgffc6s0J6A84OLdMfYmawBLfx/jsJyMYaqg1JR3Mkycxs1MBiePCMWFAkLmrRWXXgO+WA1fPS49hsHcC7J1vLQ413zsB9rdtr1nv4AK4+UiXr5r7pPCqCulxD+e+l4JOXlrtGZHVTkBAPykcOXlIi6P7re/rW2fvzMdGULNY6vsYQ40RDDXUWvL1pRiy7FuDSczUKhX2zb/fYv7SIQtUXS09wLOmJ+dcGlBc2PTjqdSAhz/g3wfw7wv43fzaLoBhhxpkye9jfKAlURuqb1ZWc78ZkAWzswP8ekvLwD9Id0pdOgP8eljqwSm7Ji3l1299b/Dz9Vs/Q0jjfop+kZafdtw6j6tWCje3L54hDDpkQAnvYww1RC2gZlbWO//C4aysZBKVCtB2kRZTVFdLY3XKrkkTD+YfvbVcPCkNWD6zS1pqOGlu9ej49wX8wqVeHqd2rX93VnXVrdDWriMHSlsIJbyP8fITUQtJOpiHhVuPoUoIeVZWS7gWTTauohT47YQ0KWHBj1LQ+e04UFVuvLzKDnDWSIOdXTxvLje/l9fd8bOdvTQ3UOmVW0vJZcOfb19u6AHc/OjxCAD6xwL9pwCau1q/Pahelvo+xjE1RjDUUGvL15dyVtYGWOKdFTanqkLqwbm9R+e34zcvY7UhO3ugulL6XmUHdI0BIqdLEynaqdu2LiSzxPcxhhojGGqIzMtS76ygmyrLgNKrt/Wo1HzfwLrqytt6dW5bXDsYWd/hVm+PqAZOfg4c2gDk7r1VD02g1HPTLxZo52+OliALw1BjBEMNkflY8p0VZAF0p6UHkh755NaszCo10H0UEPE00Pl3nInZhjX285u/IUTUJuq7s4II2q7AiDeBhJPSw0iDBkt3c538HPhkPPBuX2DvX4Frv5m7pmTBOOSciNqEEu6soDbg4Az0eUJaCk8CGRuAo5uAq3nArteA3UuBHg8BvcdLEw7aOUiTIto5SHdRyT/b37b+tp/Vjm0/Xqf0qjRZIu/yanW8/EREbcZS76xoDeYYEK3YQdjlJcCJz6SxN78caP7x3HwA7+6Ad4+bX7sD2u7SLM7NmbvnRpE0ALvwhBTICk9Ij+ooLpSeBXbPH4EBz0hjjRpBsf+eTcAxNUYw1BCZnyXeWdHSzDEg2mYGYRcck8beXDgk3cVVVS59ra68+bUCqKq8+fXmz43l3P5m0OkmfdXeDDyauwzDTnkJoPtJCixygMmWJj1siIOrNAA66k/SBIh1sJl/z0ZiqDGCoYaIWps5BkRzEHY9hJAm+6sJOVXl0gSFup+kXpWLp6SvV3Ihz51zJ0d3acyPm7c0oLm+sh4BgE+Y4dKhM3A6BUj7B1CQJZVT2QE9HwUGzwI69jc4BP89a+NjEoiIzMAcU80rYXr7VqNSSWNZ1PbSw0kB6eGkd0UYlqsoBS79DFz86eZyUvp6+Yw0f8+vmYblXbU3Q0tPwKeH9NW7h3SrujF9HgfCHwNyUoHv35Vmdz6+TVqC7wWGzAK6PAjY2fHfsxkYaoiIWpA5BkRzEHYLcHCRHhXhF264vqoCuHxWCjjFF6UeG+8wwN3b9HOoVECn+6Sl4BiQ9k/g2H+Ac/ukxbsHMPgFhAY9zH/PJuIt3URELchf44LEceFQ3xyDUTMgujX/wjbHOW2G2kEaV9NzjDTIN3Ro0wLNnfx6A+P+Bcz+ERj8AuDoIfUO/fc5+G8YiG199sNTVSxVgf+ejcYxNURErcAcA6JtYRC2Yt3QSwOgf1gNXPsVAFDt4IbCTuPg4t8dGk9vaSCzs0a6xFXzfC4HF5t42joHChvBUENERBatshw4lixdmio83nB5O4fbQo7GMPg4eQAOboCjq3TXlaN7Hd+7SYuDq8U+c4sDhYmIiKyNvSNw9ySg70Tg513AT19ITzy/oZeeu3VDL03md0MvzbhcXSGN9Sm+2ELnd5bCUIfO0gBo7zDp8ptPGODua/G9QuypISIisjZCSHdl3R5yDELPVaDsOlBRLM2rU1EilZe/L5aWmu/rukX9ds7tpXDj3V0KOz49pMHNbRB22FNDRESkVCqV1KPi5CFNDtgcQgCVN24FnRtXpfl4CrNvzpCcDVzJkdbnpUvL7e4MO32eaPSsyS2NoYaIiMiWqVTSgGMHF2kOHwQD/n0Ny1TcAC6dlmZPvph98+tJ42Gnx0MMNURERGShHJyNz+NTUSr16tT06Fw+2/yeo2ZgqCEiIqKmcXAB/PtIiwXg5HtERESkCAw1REREpAgMNUREFiZfX4q0Mzrk60vNXRXFYdu2HktoW46pISKyIEkH87BgaxaqBWCnAhLHhWPCgCBzV0sR2Latx1Lalj01REQWIl9fKn8wANJTmhduPcZehRbAtm09ltS2DDVERBYiR1csfzDUqBICuboS81RIQdi2rceS2pahhojIQoRq3WB3x2zzapUKIVpX81RIQdi2rceS2pahhoisgiUMQmxt/hoXJI4Lh/rmc3TUKhWWjusNf42LmWtm/di2rceS2pYPtCQii2cpgxDbSr6+FLm6EoRoXfmh28LYtq2nNdu2sZ/fDDVEZNHy9aUYsuxbg2v2apUK++bfzw8lIhvR2M9vXn4iIotmSYMQiciyMdQQkUWzpEGIRGTZGGqIyKJZ0iBEIrJsnFGY2kS+vhQ5umKEat34YUQmmzAgCEO7eXOAJ1klc7z/2ep7LkMNtTpbu3OFWoe/xsWm3pxJGczx/mfL77m8/EStypKmzyYiakvmeP+z9fdchhpqVbxzhYhslTne/2z9PZehhloV71whIltljvc/W3/PZaihVsU7V4jIVpnj/c/W33M5ozC1CU5NTkS2yhzvf0p7z23s5zfvfqI2wTtXiMhWmeP9z1bfc3n5iYiIqAG28JR4JWBPDRERUT1sed4Xa8OeGiIiojrY+rwv1oahhoiIqA62Pu+LtWGoISIiqoOtz/tibZoUalauXInQ0FA4OzsjIiICe/furbd8amoqIiIi4OzsjE6dOmH16tUG248fP47x48cjJCQEKpUKK1asaJHzEhERNYetz/tibUwONUlJSYiPj8eiRYuQmZmJ6OhojBo1Cnl5eUbL5+TkYPTo0YiOjkZmZiYWLlyIWbNmITk5WS5TUlKCTp06YdmyZfDz82uR8xIREbWECQOCsG/+/dg0cxD2zb+fg4QtmMmT7w0cOBD9+/fHqlWr5HVhYWEYO3YsEhMTa5WfN28etm/fjuzsbHldXFwcjh49ivT09FrlQ0JCEB8fj/j4+Gad1xhOvkdERGR9Gvv5bVJPTXl5OTIyMhATE2OwPiYmBmlpaUb3SU9Pr1V+xIgROHToECoqKlrtvABQVlaGoqIig4WIiIiUyaRQo9PpUFVVBV9fX4P1vr6+KCgoMLpPQUGB0fKVlZXQ6XStdl4ASExMhEajkZfAwMBGnY+IiIisT5MGCqtUhkPBhRC11jVU3tj6lj7vggULoNfr5eX8+fMmnY+IiIish0kzCmu1WqjV6lq9I4WFhbV6UWr4+fkZLW9vbw8vL69WOy8AODk5wcnJqVHnICIiIutmUk+No6MjIiIikJKSYrA+JSUFgwcPNrpPVFRUrfI7d+5EZGQkHBwcWu28REREZFtMfvZTQkICYmNjERkZiaioKKxZswZ5eXmIi4sDIF3yuXDhAjZu3AhAutPpvffeQ0JCAmbOnIn09HSsW7cOmzZtko9ZXl6OEydOyN9fuHABR44cgbu7O7p06dKo8xIREZGNE03w/vvvi+DgYOHo6Cj69+8vUlNT5W1Tp04Vw4YNMyi/Z88e0a9fP+Ho6ChCQkLEqlWrDLbn5OQIALWWO49T33kbQ6/XCwBCr9ebtB8RERGZT2M/v02ep8aacZ4aIiIi69Mq89QQERERWSqGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUgSGGiIiIlIEhhoiIiJSBIYaIiIiUoQmhZqVK1ciNDQUzs7OiIiIwN69e+stn5qaioiICDg7O6NTp05YvXp1rTLJycno2bMnnJyc0LNnT2zbts1g+5IlS6BSqQwWPz+/plSfiIiIFMjkUJOUlIT4+HgsWrQImZmZiI6OxqhRo5CXl2e0fE5ODkaPHo3o6GhkZmZi4cKFmDVrFpKTk+Uy6enpmDBhAmJjY3H06FHExsbiiSeewP79+w2O1atXL+Tn58tLVlaWqdUnIiIihVIJIYQpOwwcOBD9+/fHqlWr5HVhYWEYO3YsEhMTa5WfN28etm/fjuzsbHldXFwcjh49ivT0dADAhAkTUFRUhC+//FIuM3LkSHh6emLTpk0ApJ6azz77DEeOHDHpBd6uqKgIGo0Ger0e7dq1a/JxiIiIqO009vPbpJ6a8vJyZGRkICYmxmB9TEwM0tLSjO6Tnp5eq/yIESNw6NAhVFRU1FvmzmOePn0aAQEBCA0NxcSJE3H27Nl661tWVoaioiKDhYiIiJTJpFCj0+lQVVUFX19fg/W+vr4oKCgwuk9BQYHR8pWVldDpdPWWuf2YAwcOxMaNG/H1119j7dq1KCgowODBg3Hp0qU665uYmAiNRiMvgYGBprxcIiIisiJNGiisUqkMfhZC1FrXUPk71zd0zFGjRmH8+PEIDw/H8OHD8cUXXwAAPvroozrPu2DBAuj1enk5f/58A6+MiIiIrJW9KYW1Wi3UanWtXpnCwsJaPS01/Pz8jJa3t7eHl5dXvWXqOiYAuLm5ITw8HKdPn66zjJOTE5ycnOp9TURERKQMJvXUODo6IiIiAikpKQbrU1JSMHjwYKP7REVF1Sq/c+dOREZGwsHBod4ydR0TkMbLZGdnw9/f35SXQERERApl8uWnhIQEfPDBB1i/fj2ys7MxZ84c5OXlIS4uDoB0yWfKlCly+bi4OJw7dw4JCQnIzs7G+vXrsW7dOsydO1cuM3v2bOzcuRNvvfUWTp48ibfeegvffPMN4uPj5TJz585FamoqcnJysH//fjz22GMoKirC1KlTm/HyiYiISClMuvwESLdfX7p0Ca+99hry8/PRu3dv7NixA8HBwQCA/Px8gzlrQkNDsWPHDsyZMwfvv/8+AgIC8O6772L8+PFymcGDB2Pz5s145ZVX8Oqrr6Jz585ISkrCwIED5TK//PILJk2aBJ1OB29vbwwaNAg//PCDfF4iIiKybSbPU2PNOE8NERGR9WmVeWqIiIiILBVDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkMNERERKQJDDRERESkCQw0REREpAkONlcrXlyLtjA75+lJzV4WIiMgi2Ju7AmS6pIN5WLA1C9UCsFMBiePCMWFAkLmrRUREZFbsqbEy+fpSOdAAQLUAFm49xh4bIiKyeQw1ViZHVywHmhpVQiBXV2KeChEREVkIhhorE6p1g53KcJ1apUKI1tU8FSIiIrIQDDVWxl/jgsRx4VCrpGSjVqmwdFxv+GtczFwzIiIi8+JAYSs0YUAQhnbzRq6uBCFaVwYaIiIiMNRYLX+NC8MMERHRbXj5iYiIiBSBoYaIiIgUgaGGiIiIFIGhhoiIiBSBoYaIiIgUgaGGiIiIFIGhhoiIiBSBoYaIiIgUgaHGzPL1pUg7o+NTtomIiJqJMwqbUdLBPCzYmoVqAdipgMRx4ZgwIMjc1SIiIrJK7Kkxk3x9qRxoAKBaAAu3HmOPDRERURMx1JhJjq5YDjQ1qoRArq7EPBUiIiKycgw1ZhKqdYOdynCdWqVCiNbVPBUiIiKycgw1ZuKvcUHiuHCoVVKyUatUWDqut0U/eZuDmomIyJI1KdSsXLkSoaGhcHZ2RkREBPbu3Vtv+dTUVERERMDZ2RmdOnXC6tWra5VJTk5Gz5494eTkhJ49e2Lbtm3NPq+lmzAgCPvm349NMwdh3/z7LXqQcNLBPAxZ9i2eXLsfQ5Z9i6SDeeauEhERkQGTQ01SUhLi4+OxaNEiZGZmIjo6GqNGjUJenvEPuZycHIwePRrR0dHIzMzEwoULMWvWLCQnJ8tl0tPTMWHCBMTGxuLo0aOIjY3FE088gf379zf5vNbCX+OCqM5eFt9Dw0HNRERk6VRCCNFwsVsGDhyI/v37Y9WqVfK6sLAwjB07FomJibXKz5s3D9u3b0d2dra8Li4uDkePHkV6ejoAYMKECSgqKsKXX34plxk5ciQ8PT2xadOmJp3XmKKiImg0Guj1erRr186Ul23T0s7o8OTa/bXWb5o5CFGdvcxQIyIisiWN/fw2qaemvLwcGRkZiImJMVgfExODtLQ0o/ukp6fXKj9ixAgcOnQIFRUV9ZapOWZTzgsAZWVlKCoqMljIdBzUTERE1sCkUKPT6VBVVQVfX1+D9b6+vigoKDC6T0FBgdHylZWV0Ol09ZapOWZTzgsAiYmJ0Gg08hIYGNi4F0oGrHFQMxER2Z4mzSisUhn+2S6EqLWuofJ3rm/MMU0974IFC5CQkCD/XFRUxGDTRBMGBGFoN2/k6koQonVloCEiIotjUqjRarVQq9W1ekcKCwtr9aLU8PPzM1re3t4eXl5e9ZapOWZTzgsATk5OcHJyatyLowb5a1wYZoiIyGKZdPnJ0dERERERSElJMVifkpKCwYMHG90nKiqqVvmdO3ciMjISDg4O9ZapOWZTzktEREQ2Rpho8+bNwsHBQaxbt06cOHFCxMfHCzc3N5GbmyuEEGL+/PkiNjZWLn/27Fnh6uoq5syZI06cOCHWrVsnHBwcxH/+8x+5zPfffy/UarVYtmyZyM7OFsuWLRP29vbihx9+aPR5G0Ov1wsAQq/Xm/qyiYiIyEwa+/ltcqgRQoj3339fBAcHC0dHR9G/f3+Rmpoqb5s6daoYNmyYQfk9e/aIfv36CUdHRxESEiJWrVpV65hbtmwR3bt3Fw4ODqJHjx4iOTnZpPM2BkMNERGR9Wns57fJ89RYM85TQ0REZH1aZZ4aIiIiIkvFUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFDTAvL1pUg7o0O+vtTcVSEiIrJZ9uaugLVLOpiHBVuzUC0AOxWQOC4cEwYEmbtaRERENoc9Nc2Qry+VAw0AVAtg4dZj7LEhIiIyA4aaZsjRFcuBpkaVEMjVlZinQkRERDaMoaYZQrVusFMZrlOrVAjRupqnQkRERDaMoaYZ/DUuSBwXDrVKSjZqlQpLx/WGv8bFzDWrHwc2ExGREnGgcDNNGBCEod28kasrQYjW1eIDDQc2ExGRUrGnpgX4a1wQ1dnL4gMNBzYTEZGSMdTYEA5sJiIiJWOosSEc2ExERErGUGNDrHVgMxERUWNwoLCNsbaBzURERI3FUGOD/DUuDDNERKQ4vPxEREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIrAUENERESKwFBDREREisBQQ0RERIpgU89+EkIAAIqKisxcEyIiImqsms/tms/xuthUqLl27RoAIDAw0Mw1ISIiIlNdu3YNGo2mzu0q0VDsUZDq6mr8+uuv8PDwgEqlMmnfoqIiBAYG4vz582jXrl0r1dC6sY0ah+3UMLZR47CdGsY2ahxLbychBK5du4aAgADY2dU9csamemrs7Oxw1113NesY7dq1s8h/cEvCNmoctlPD2EaNw3ZqGNuocSy5nerroanBgcJERESkCAw1REREpAgMNY3k5OSExYsXw8nJydxVsVhso8ZhOzWMbdQ4bKeGsY0aRyntZFMDhYmIiEi52FNDREREisBQQ0RERIrAUENERESKwFBDREREisBQ0wgrV65EaGgonJ2dERERgb1795q7Sm0mMTERAwYMgIeHB3x8fDB27Fj89NNPBmWEEFiyZAkCAgLg4uKC++67D8ePHzcoU1ZWhhdeeAFarRZubm4YM2YMfvnll7Z8KW0mMTERKpUK8fHx8jq2keTChQt46qmn4OXlBVdXV9x9993IyMiQt9t6O1VWVuKVV15BaGgoXFxc0KlTJ7z22muorq6Wy9hiG3333Xd45JFHEBAQAJVKhc8++8xge0u1yZUrVxAbGwuNRgONRoPY2FhcvXq1lV9dy6ivjSoqKjBv3jyEh4fDzc0NAQEBmDJlCn799VeDYyiijQTVa/PmzcLBwUGsXbtWnDhxQsyePVu4ubmJc+fOmbtqbWLEiBFiw4YN4tixY+LIkSPioYceEkFBQeL69etymWXLlgkPDw+RnJwssrKyxIQJE4S/v78oKiqSy8TFxYmOHTuKlJQUcfjwYXH//feLvn37isrKSnO8rFZz4MABERISIvr06SNmz54tr2cbCXH58mURHBwspk2bJvbv3y9ycnLEN998I37++We5jK230xtvvCG8vLzE559/LnJycsSWLVuEu7u7WLFihVzGFttox44dYtGiRSI5OVkAENu2bTPY3lJtMnLkSNG7d2+RlpYm0tLSRO/evcXDDz/cVi+zWepro6tXr4rhw4eLpKQkcfLkSZGeni4GDhwoIiIiDI6hhDZiqGnAPffcI+Li4gzW9ejRQ8yfP99MNTKvwsJCAUCkpqYKIYSorq4Wfn5+YtmyZXKZGzduCI1GI1avXi2EkP5DOTg4iM2bN8tlLly4IOzs7MRXX33Vti+gFV27dk107dpVpKSkiGHDhsmhhm0kmTdvnrj33nvr3M52EuKhhx4S06dPN1g3btw48dRTTwkh2EZCiFof2C3VJidOnBAAxA8//CCXSU9PFwDEyZMnW/lVtSxjwe9OBw4cEADkP9CV0ka8/FSP8vJyZGRkICYmxmB9TEwM0tLSzFQr89Lr9QCADh06AABycnJQUFBg0EZOTk4YNmyY3EYZGRmoqKgwKBMQEIDevXsrqh2fe+45PPTQQxg+fLjBeraRZPv27YiMjMTjjz8OHx8f9OvXD2vXrpW3s52Ae++9F7t27cKpU6cAAEePHsW+ffswevRoAGwjY1qqTdLT06HRaDBw4EC5zKBBg6DRaBTZbnq9HiqVCu3btwegnDayqQdamkqn06Gqqgq+vr4G6319fVFQUGCmWpmPEAIJCQm499570bt3bwCQ28FYG507d04u4+joCE9Pz1pllNKOmzdvxuHDh3Hw4MFa29hGkrNnz2LVqlVISEjAwoULceDAAcyaNQtOTk6YMmUK2wnAvHnzoNfr0aNHD6jValRVVeHNN9/EpEmTAPB3yZiWapOCggL4+PjUOr6Pj4/i2u3GjRuYP38+nnzySfnhlUppI4aaRlCpVAY/CyFqrbMFzz//PH788Ufs27ev1ramtJFS2vH8+fOYPXs2du7cCWdn5zrL2XIbAUB1dTUiIyOxdOlSAEC/fv1w/PhxrFq1ClOmTJHL2XI7JSUl4eOPP8ann36KXr164ciRI4iPj0dAQACmTp0ql7PlNqpLS7SJsfJKa7eKigpMnDgR1dXVWLlyZYPlra2NePmpHlqtFmq1ulYCLSwsrPVXgdK98MIL2L59O3bv3o277rpLXu/n5wcA9baRn58fysvLceXKlTrLWLOMjAwUFhYiIiIC9vb2sLe3R2pqKt59913Y29vLr9GW2wgA/P390bNnT4N1YWFhyMvLA8DfJQB46aWXMH/+fEycOBHh4eGIjY3FnDlzkJiYCIBtZExLtYmfnx9+++23Wse/ePGiYtqtoqICTzzxBHJycpCSkiL30gDKaSOGmno4OjoiIiICKSkpButTUlIwePBgM9WqbQkh8Pzzz2Pr1q349ttvERoaarA9NDQUfn5+Bm1UXl6O1NRUuY0iIiLg4OBgUCY/Px/Hjh1TRDs+8MADyMrKwpEjR+QlMjISkydPxpEjR9CpUyebbyMAGDJkSK3pAE6dOoXg4GAA/F0CgJKSEtjZGb4tq9Vq+ZZutlFtLdUmUVFR0Ov1OHDggFxm//790Ov1imi3mkBz+vRpfPPNN/Dy8jLYrpg2avuxydal5pbudevWiRMnToj4+Hjh5uYmcnNzzV21NvHss88KjUYj9uzZI/Lz8+WlpKRELrNs2TKh0WjE1q1bRVZWlpg0aZLR2ynvuusu8c0334jDhw+L3/3ud1Z9i2lDbr/7SQi2kRDS3Rb29vbizTffFKdPnxaffPKJcHV1FR9//LFcxtbbaerUqaJjx47yLd1bt24VWq1WvPzyy3IZW2yja9euiczMTJGZmSkAiL/97W8iMzNTvnOnpdpk5MiRok+fPiI9PV2kp6eL8PBwi7pduT71tVFFRYUYM2aMuOuuu8SRI0cM3svLysrkYyihjRhqGuH9998XwcHBwtHRUfTv31++ndkWADC6bNiwQS5TXV0tFi9eLPz8/ISTk5MYOnSoyMrKMjhOaWmpeP7550WHDh2Ei4uLePjhh0VeXl4bv5q2c2eoYRtJ/ve//4nevXsLJycn0aNHD7FmzRqD7bbeTkVFRWL27NkiKChIODs7i06dOolFixYZfPDYYhvt3r3b6PvQ1KlThRAt1yaXLl0SkydPFh4eHsLDw0NMnjxZXLlypY1eZfPU10Y5OTl1vpfv3r1bPoYS2kglhBBt1y9ERERE1Do4poaIiIgUgaGGiIiIFIGhhoiIiBSBoYaIiIgUgaGGiIiIFIGhhoiIiBSBoYaIiIgUgaGGiIiIFIGhhoiIiBSBoYaIiIgUgaGGiIiIFIGhhoiIiBTh/wF5rPERVkJlIAAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" @@ -391,6 +431,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:06.500043200Z", + "start_time": "2024-02-27T15:54:06.235349900Z" } }, "outputs": [ @@ -404,7 +448,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -445,6 +489,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:06.607227500Z", + "start_time": "2024-02-27T15:54:06.498942900Z" } }, "outputs": [], @@ -471,6 +519,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:06.873794400Z", + "start_time": "2024-02-27T15:54:06.608385400Z" } }, "outputs": [ @@ -484,7 +536,7 @@ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -522,6 +574,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:06.984918Z", + "start_time": "2024-02-27T15:54:06.873794400Z" } }, "outputs": [], @@ -548,6 +604,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:54:07.255484400Z", + "start_time": "2024-02-27T15:54:06.981716800Z" } }, "outputs": [ @@ -561,7 +621,7 @@ { "data": { "text/plain": "
", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAi8AAAGdCAYAAADaPpOnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAABI/klEQVR4nO3deVxU5eI/8M9hgGGTUdlREFRwAzdUxN0ridbV6/ItM28umTdNSzNNMXOpFCu7bZpLtzR/mVr3upRXLcNcuJIiioILKrG4AIrKIDvOnN8fR0ZH9mWYOcPn/XqdF8w5zznzzIMz8/E5z3mOIIqiCCIiIiKZsDB2BYiIiIhqguGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4YWIiIhkheGFiIiIZMXS2BWob1qtFjdv3kSTJk0gCIKxq0NERETVIIoi7t+/D09PT1hYVN63Ynbh5ebNm/Dy8jJ2NYiIiKgWrl27hpYtW1ZaxuzCS5MmTQBIL97R0dHItSEiIqLqyMnJgZeXl+57vDJmF15KTxU5OjoyvBAREclMdYZ8cMAuERERyQrDCxEREckKwwsRERHJitmNeSEiovql0WhQUlJi7GqQGbCysoJCoajzcRheiIioQrm5ubh+/TpEUTR2VcgMCIKAli1bwsHBoU7HYXghIqJyaTQaXL9+HXZ2dnBxceHEn1Qnoiji9u3buH79Ovz8/OrUA8PwQkRE5SopKYEoinBxcYGtra2xq0NmwMXFBSkpKSgpKalTeOGAXSIiqhR7XKi+1Ne/pVqHl6NHj2LEiBHw9PSEIAjYvXu33vbJkydDEAS9ZdiwYVUed+3atfDx8YGNjQ2Cg4Nx8uTJ2laRiIiIzFCtw0teXh66dOmCtWvXVlhm2LBhSE9P1y3btm2r9Jg7duzA3LlzsXTpUpw+fRpdunRBWFgYbt26VdtqEhERkZmpdXgZPnw43n//fYwePbrCMkqlEu7u7rqlWbNmlR7zn//8J6ZNm4YpU6agY8eOWL9+Pezs7PDNN9/UtpokE+nqAhxPykK6usDYVSEiM3T48GEIgoDs7GxjV8Vg6vIav/76awwdOrROz79+/XqMGDGiTseoLoOOeTl8+DBcXV3Rrl07zJgxA3fu3KmwbHFxMWJjYxEaGvqochYWCA0NRXR0tCGrSUa2IyYNfVcdwgtfnUDfVYewIybN2FUiIhkbNGgQ5syZo7euT58+SE9Ph0qlMk6lTFhhYSHeeecdLF26VLfu4MGD8Pf3h6OjI1588UUUFxfrtqnVavj7+yM1NVXvOC+99BJOnz6NY8eOGbzOBgsvw4YNw5YtWxAZGYkPPvgAR44cwfDhw6HRaMotn5WVBY1GAzc3N731bm5uyMjIqPB5ioqKkJOTo7eQfKSrCxC+Mx7ah1NIaEVg0c4E9sAQmRlj965aW1vD3d2dg4/L8e9//xuOjo7o27cvAECr1eKFF17A9OnTER0djVOnTmHjxo268gsXLsT06dPRqlUrveNYW1vjhRdewOeff27wOhssvDz//PMYOXIkAgMDMWrUKOzduxcxMTE4fPhwvT5PREQEVCqVbvHy8qrX45NhJWfl6YJLKY0oIiUr3zgVIqJ615C9q5MnT8aRI0fw2Wef6S4WSUlJKXNKJTU1FSNGjECzZs1gb2+PTp06Yd++fQCAe/fuYcKECbpLxP38/LBp0yYA5Z+aiYuL0z1PqaioKPTv3x+2trbw8vLC66+/jry8vErrvmfPHnTv3h02NjZo3bo1li9fjgcPHui2C4KAf/3rXxg9ejTs7Ozg5+eHn376qcxxYmNj0aNHD9jZ2aFPnz5ITEys9Hm3b9+ud7onKysLWVlZePXVV9GpUyeMHDkSFy9eBAAcP34cMTExmD17drnHGjFiBH766ScUFBg2pDbYpdKtW7eGs7Mzrl69Wu52Z2dnKBQKZGZm6q3PzMyEu7t7hccNDw+HWq3WLdeuXavXepNh+Trbw+KJ/wgpBAE+znbGqRAR1auG7l397LPPEBISgmnTpukuFinvP7UzZ85EUVERjh49ivj4eHzwwQe6WV/feecdXLhwAfv378fFixexbt06ODs7V7sOSUlJGDZsGMaOHYtz585hx44diIqKwqxZsyrc59ixY5g4cSJmz56NCxcuYMOGDdi8eTNWrFihV2758uV47rnncO7cOTz99NOYMGEC7t69q1fm7bffxscff4xTp07B0tISL730UqX1jYqKQo8ePXSPXVxc4OHhgV9//RX5+fk4duwYOnfujJKSEsyYMQMbNmyocI6WHj164MGDBzhx4kRVzVQnDRZerl+/jjt37sDDw6Pc7dbW1ggKCkJkZKRunVarRWRkJEJCQio8rlKphKOjo95C8uGhskXEmEAoHnblKgQBK8cEwEPFCbGIzEFD966qVCpYW1vDzs5Od7FIeV+0aWlp6Nu3LwIDA9G6dWv89a9/xYABA3TbunXrhh49esDHxwehoaE1GogaERGBCRMmYM6cOfDz80OfPn3w+eefY8uWLSgsLCx3n+XLl2PhwoWYNGkSWrdujaeeegrvvfceNmzYoFdu8uTJGD9+PNq2bYuVK1ciNze3zJQiK1aswMCBA9GxY0csXLgQx48fr/B5s7OzoVar4enpqVsnCAJ++OEHvPfee+jUqRO6deuGl156CatWrcLgwYNhY2ODvn37ol27dlizZo3e8ezs7KBSqcqMh6lvtZ5hNzc3V68XJTk5GXFxcWjevDmaN2+O5cuXY+zYsXB3d0dSUhLeeusttG3bFmFhYbp9hgwZgtGjR+vS6Ny5czFp0iT06NEDvXr1wqeffoq8vDxMmTKlDi+RTN24nt4Y4O+ClKx8+DjbMbgQmZHS3tXHA4wp9K6+/vrrmDFjBn799VeEhoZi7Nix6Ny5MwBgxowZGDt2LE6fPo2hQ4di1KhR6NOnT7WPffbsWZw7dw5bt27VrRNFEVqtFsnJyejQoUO5+/zvf//T62nRaDQoLCxEfn4+7Oyk9iqtIwDY29vD0dGxzHQij5cp7TC4desWvL29yzxv6ekdGxsbvfX9+vVDTEyM7vHly5exZcsWnDlzBgMGDMDs2bMxfPhwBAQEYMCAAXrPaWtri/x8w576r3XPy6lTp9CtWzd069YNgBQ8unXrhiVLlkChUODcuXMYOXIk/P39MXXqVAQFBeHYsWNQKpW6YyQlJSErK0v3eNy4cVi9ejWWLFmCrl27Ii4uDgcOHCgziJfMj4fKFiFtnBhciMyMqfauvvzyy/jzzz/x4osvIj4+Hj169MAXX3wBQJoKJDU1FW+88QZu3ryJIUOGYN68eQCkq2AB6N2o8sk7bufm5uKVV15BXFycbjl79iyuXLmCNm3alFuf3NxcLF++XG+f+Ph4XLlyRS9YWFlZ6e0nCAK0Wq3eusfLlA5QfrJMKScnJwiCgHv37lXcWABeeeUVfPzxx9BqtThz5gyeffZZuLq6YuDAgThy5Ihe2bt378LFxaXS49VVrXteBg0aVOldRn/55Zcqj/H44KZSs2bNqvS8IBERyUtD965aW1tXeGXr47y8vDB9+nRMnz4d4eHh+Oqrr/Daa68BkMZ9TJo0CZMmTUL//v0xf/58rF69WvelnJ6erpu7LC4uTu+43bt3x4ULF9C2bdtq17l79+5ITEys0T71wdraGh07dsSFCxcqnOfl66+/RvPmzTFy5EhdyCkNbCUlJXptnZSUhMLCQl3HhqHw3kZERGRwDdm76uPjgxMnTiAlJQVZWVnl9jrMmTMHv/zyC5KTk3H69Gn8/vvvutM5S5YswZ49e3D16lWcP38ee/fu1W1r27YtvLy8sGzZMly5cgX//e9/8fHHH+sde8GCBTh+/DhmzZqFuLg4XLlyBXv27Kn0P+ZLlizBli1bsHz5cpw/fx4XL17E9u3bsXjx4npsmfKFhYUhKiqq3G23bt3C+++/r+uVatasGTp06IBPP/0U0dHRiIyM1F1iDUgDj1u3bl1hD1N9YXghIiKzMm/ePCgUCnTs2BEuLi5ISyt7abZGo8HMmTPRoUMHDBs2DP7+/vjyyy8BSL0R4eHh6Ny5MwYMGACFQoHt27cDkE7JbNu2DZcuXULnzp3xwQcf4P3339c7dufOnXHkyBFcvnwZ/fv31w2peHxQ7JPCwsKwd+9e/Prrr+jZsyd69+6NTz75pMxcKoYwdepU7Nu3D2q1usy22bNn480339Sr++bNm7F9+3b89a9/xfz589GzZ0/dtm3btmHatGkGr7MgVnbuR4ZycnKgUqmgVqt55RFVKl1dgOSsPPg62xv9/DuRKSosLERycjJ8fX3LDOgk8/Lss8+ie/fuCA8Pr/Uxzp8/j7/85S+4fPlyhTMZV/Zvqibf37Ue80IkZzti0nRzT1gIQMSYQIzrWXYkPhFRY/DRRx/h559/rtMx0tPTsWXLlga5BQPDCzU6FU2aNcDfhT0wRNQo+fj46AYr19bj9yY0NI55oUaHtyQgIpI3hhdqdHhLAiIieWN4oUbHVCfNIiKi6uGYF2qUeEsCIiL5YnihRstDZcvQQkQkQzxtRERERLLC8EJERESywvBCRERUS4MGDcKcOXOqXX7z5s1o2rRppWUuXbqE3r17w8bGBl27dkVKSgoEQShzA8jqevHFF7Fy5cpa7Vvq+eefL3MPJ2NieCEiIjIhS5cuhb29PRITExEZGQkvLy+kp6cjICAAAHD48GEIgoDs7Owqj3X27Fns27cPr7/+um7d6tWr4erqCldX1zKB5MSJEwgKCsKDBw/01i9evBgrVqwo9/5HxsDwQkREZEKSkpLQr18/tGrVCk5OTlAoFHB3d4elZc2vsfniiy/w7LPPwsHBAQBw7tw5LFmyBNu3b8e2bduwePFixMfHAwAePHiA6dOnY/369WWeKyAgAG3atMF3331X9xdYDxheiIioekQRKM4zzlKDewgPGjQIr732GubMmYNmzZrBzc0NX331FfLy8jBlyhQ0adIEbdu2xf79+/X2O3LkCHr16gWlUgkPDw8sXLhQrwciLy8PEydOhIODAzw8PMo9jVJUVIR58+ahRYsWsLe3R3BwMA4fPlztuguCgNjYWLz77rsQBAHLli3TO22UkpKCwYMHAwCaNWsGQRAwefLkco+l0Wjw73//GyNGjNCtK70b9l/+8hcMGTIEnTt3xqVLlwBI9zcaMGCA3l2iHzdixAjd3bWNjZdKExFR9ZTkAys9jfPci24C1vbVLv7tt9/irbfewsmTJ7Fjxw7MmDEDu3btwujRo7Fo0SJ88sknePHFF5GWlgY7OzvcuHEDTz/9NCZPnowtW7bg0qVLmDZtGmxsbLBs2TIAwPz583HkyBHs2bMHrq6uWLRoEU6fPo2uXbvqnnfWrFm4cOECtm/fDk9PT+zatQvDhg1DfHw8/Pz8qqx3eno6QkNDMWzYMMybNw8ODg7IysrSbffy8sJ//vMfjB07FomJiXB0dIStbflTPpw7dw5qtRo9evTQrQsMDMTly5eRlpYGURRx+fJlBAQEICkpCZs2bUJsbGyFdevVqxdWrFiBoqIiKJXKKl+LIbHnhYiIzE6XLl2wePFi+Pn5ITw8HDY2NnB2dsa0adPg5+eHJUuW4M6dOzh37hwA4Msvv4SXlxfWrFmD9u3bY9SoUVi+fDk+/vhjaLVa5Obm4uuvv8bq1asxZMgQBAYG4ttvv9XrmUlLS8OmTZvw448/on///mjTpg3mzZuHfv36YdOmTdWqd+npIQcHB7i7u+tO95RSKBRo3rw5AMDV1RXu7u4V3sU5NTUVCoUCrq6uunUdOnTAypUr8dRTT2Ho0KGIiIhAhw4d8Morr+DDDz/EL7/8goCAAHTr1g1Hjx7VO56npyeKi4uRkZFRrddiSOx5ISKi6rGyk3pAjPXcNdC5c2fd7wqFAk5OTggMDNStc3NzAwDcunULAHDx4kWEhIRAEB7d+Kxv377Izc3F9evXce/ePRQXFyM4OFi3vXnz5mjXrp3ucXx8PDQaDfz9/fXqUlRUBCcnpxrVvz4UFBRAqVTqvSYAmD59OqZPn657/O2336JJkyYICQlBu3btEBMTg+vXr+P5559HcnKyrpeltIcnP9/4N7FleCEiouoRhBqdujEmKysrvceCIOitK/1C12q19facubm5UCgUiI2NhUKh0Nv2ZA9KQ3B2dkZ+fj6Ki4thbW1dbpmsrCwsX74cR48exYkTJ+Dv7w8/Pz/4+fmhpKQEly9f1oW+u3fvAgBcXFwa7DVUhKeNiIio0evQoQOio6MhPjYw+H//+x+aNGmCli1bok2bNrCyssKJEyd02+/du4fLly/rHnfr1g0ajQa3bt1C27Zt9RZ3d/d6q2tpENFoNJWWKx2Lc+HChQrLvPHGG3jjjTfQsmVLaDQalJSU6LY9ePBA7zkSEhLQsmVLODs716H29YPhhYiIGr1XX30V165dw2uvvYZLly5hz549WLp0KebOnQsLCws4ODhg6tSpmD9/Pg4dOoSEhARMnjwZFhaPvkb9/f0xYcIETJw4ETt37kRycjJOnjyJiIgI/Pe//623urZq1QqCIGDv3r24ffs2cnNzyy3n4uKC7t27IyoqqtztBw8exOXLlzFz5kwAQM+ePXHp0iXs378fGzduhEKh0DstduzYMQwdOrTeXkddMLwQEVGj16JFC+zbtw8nT55Ely5dMH36dEydOhWLFy/Wlfnoo4/Qv39/jBgxAqGhoejXrx+CgoL0jrNp0yZMnDgRb775Jtq1a4dRo0YhJiYG3t7e9VrX5cuXY+HChXBzc8OsWbMqLPvyyy9j69atZdYXFBRg1qxZ2LBhgy6AtWzZEl988QWmTJmCFStW4Ntvv9WNcyksLMTu3bsxbdq0ensddSGIYg0unpeBnJwcqFQqqNVqODo6Grs6RESyVVhYiOTkZPj6+sLGxsbY1aFaKCgoQLt27bBjxw6EhITU+jjr1q3Drl278Ouvv9apPpX9m6rJ9zd7XoiIiMyUra0ttmzZojdXTG1YWVnhiy++qKda1R2vNiIiIjJjgwYNqvMxXn755bpXpB6x54WIiIhkheGFiIiIZIXhhYiIKmVm13WQEdXXvyWGFyIiKlfpLLHFxcVGrgmZi9J/S0/OQFxTHLBLRETlsrS0hJ2dHW7fvg0rKyu9CdmIakqr1eL27duws7ODpWXd4gfDC5FMpKsLkJyVB19ne3iobI1dHWoEBEGAh4cHkpOTkZqaauzqkBmwsLCAt7d3mZtF1hTDC5EM7IhJQ/jOeGhFwEIAIsYEYlzP+puxk6gi1tbW8PPz46kjqhfW1tb10oPH8EJk4tLVBbrgAgBaEVi0MwED/F3YA0MNwsLCgjPskknhCUwiE5eclacLLqU0ooiUrHzjVIiIyMgYXohMnK+zPSyeOD2sEAT4ONsZp0JEREbG8EJk4jxUtogYEwjFwwFuCkHAyjEBPGVERI0Wx7wQycC4nt4Y4O+ClKx8+DjbMbgQUaPG8EIkEx4qW4YWIiLwtBERERHJTK3Dy9GjRzFixAh4enpCEATs3r1bt62kpAQLFixAYGAg7O3t4enpiYkTJ+LmzZuVHnPZsmUQBEFvad++fW2rSERERGao1uElLy8PXbp0wdq1a8tsy8/Px+nTp/HOO+/g9OnT2LlzJxITEzFy5Mgqj9upUyekp6frlqioqNpWkYiIiMxQrce8DB8+HMOHDy93m0qlwsGDB/XWrVmzBr169UJaWhq8vSueGdTS0hLu7u61rRYRERGZuQYb86JWqyEIApo2bVppuStXrsDT0xOtW7fGhAkTkJaWVmn5oqIi5OTk6C1ERERkvhokvBQWFmLBggUYP348HB0dKywXHByMzZs348CBA1i3bh2Sk5PRv39/3L9/v8J9IiIioFKpdIuXl5chXgIRERGZCEEURbHqYlUcRBCwa9cujBo1qsy2kpISjB07FtevX8fhw4crDS9Pys7ORqtWrfDPf/4TU6dOLbdMUVERioqKdI9zcnLg5eUFtVpdo+ciIiIi48nJyYFKparW97dB53kpKSnBc889h9TUVBw6dKjGYaJp06bw9/fH1atXKyyjVCqhVCrrWlUiIiKSCYOdNioNLleuXMFvv/0GJyenGh8jNzcXSUlJ8PDwMEANiYiISI5qHV5yc3MRFxeHuLg4AEBycjLi4uKQlpaGkpIS/N///R9OnTqFrVu3QqPRICMjAxkZGSguLtYdY8iQIVizZo3u8bx583DkyBGkpKTg+PHjGD16NBQKBcaPH1/7V0hERERmpdanjU6dOoXBgwfrHs+dOxcAMGnSJCxbtgw//fQTAKBr1656+/3+++8YNGgQACApKQlZWVm6bdevX8f48eNx584duLi4oF+/fvjjjz/g4uJS22oSERGRmamXAbumpCYDfoiIiMg01OT7m/c2IiIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCFqQOnqAhxPykK6usDYVSEiki2DzrBLRI/siElD+M54aEXAQgAixgRiXM+K77BORETlY88LUQNIVxfoggsAaEVg0c4E9sAQEdUCwwtRA0jOytMFl1IaUURKVr5xKkREJGMML0QNwNfZHhaC/jqFIMDH2c44FSIikjGGF6IG4KGyRcSYQCgEKcEoBAErxwTAQ2Vr5JoREckPB+wSVZemBEg9DiTuB27EAq0HAQPmA5bW1dp9XE9vDPB3QUpWPnyc7RhciIhqieGFqDIF2cDV36TAcuUgUKR+tO36SeDyfmD0RsCtY7UO56GyZWghIqojhheiJ91NBi4fABL3ST0t2gePttk5A/7DpLBydDWQEQ9sHAQMWQL0fhWw4JlYIiJDY3gheTv3I/C/TwEHV8DeVfrp4PZweeyxbTNAEMo/hlYrnQZK3Cf1sNy+qL/dpT3QbjjQ7mmgRRBgoZDWB/wf8NMs4MqvwK9vS4Fn1JdAU87dQkRkSAwvJG/3koHMBCCzinIWVo/CzOMhJzcDuPwLkHf7UVlBAbTqI4WVdsOA5q3LP2YTN+CFH4DYzcAvbwMpx4B1fYHhHwJdnq84LBERUZ0IoiiKVReTj5ycHKhUKqjVajg6Ohq7OmRo6uvA7UtA7m0gNxPIvfXwZ6YUSHIzgYJ7VR9H6Qj4PQX4Dwf8QqWempq4kwTsmi6NgwGADiOBv34K2DvV+CURmZN0dQGSs/Lg62zP8V5UqZp8fzO8kPl7UPQoyDwZciyVUmjx7lPtq4YqpHkgncI6HCGNk3FwA/62Vjo+USPEW2JQTTC8MLyQMd2MA3b+A8hKlB73eAkY+j5gbW/UahE1pHR1AfquOqQ3s7RCEBC1cDB7YKhcNfn+5qURRPXNsyvwyhHp6iMAOPUNsL4fcC3GqNUiaki8JQYZEsMLkSFY2QLDIoCJewDHFsDdP4FvhgKH3pcmuyMyc7wlBhkSwwuRIbUeBMw4DnQeB4ha4OhHwIYBwJEPgbQTDDJktnhLDDIkjnkhaijndwF739C/+sm6CeDTF/AdCLQeCLh25CXWZFbS1QW8JQZVCwfsMryQqcq9DVz6GfjzMJB8tOxl3PYuj4KM70CgWSujVJOIqKExvDC8kBxotUBmvBRk/jwCpEUDJU8MZmzmox9m7J2NUVMiIoNjeGF4ITl6UARcP/WwV+aI9Luo0S/TabQ0+Z1tUyNUkIjIcBheGF7IHBTdl24MWdozc+u8tL5pK+DZzUCL7sasHRFRvWJ4YXghc3QjFvhxMpCdJt2rKWwF0OsfHOBLRGaBk9QRmaMWQcArx4D2fwW0JcD+t4AfJgKFamPXjIioQTG8EMmJbVNg3HfAsFVS78vFn6R5Y27GGbtmREQNhuGFSG4EAeg9A3jpF0DlDdxLAb5+Cjj5FWBeZ4GJiMrF8EIkVy2DgOlHgXbPAJpiYN88aUwMTyMRkZljeCHZS1cX4HhSFtLVBcauSsOzbQY8vxUIWwlYWAIXdgMbBgLpZ41dM6I6a9TvbaqUpbErQFQXO2LSEL4zHloRsBCAiDGBGNfT29jValiCAITMBLyCpZ6Xe8nAv0KlG0P2mMqrkUiW+N6myrDnhWQrXV2g+3ADAK0ILNqZ0Hj/l9ayB/DKUcB/uHQa6b9vAv9+CSjMMXbNiGqE722qCsMLyVZyVp7uw62URhSRkpVf/g6NgV1zYPw2YOgK6TTS+Z3AxkFA+jlj14yo2vjepqowvJBs+Trbw+KJMyIKQYCPs51xKmQqBAHoMwuYsh9wbAncTZJOI536hlcjkSzwvU1VYXgh2fJQ2SJiTCAUD8d0KAQBK8cEwENla+SamQivXsD0Y4D/MEBTBOx9A/jPy9JtB4hMGN/bVBXeHoBkL11dgJSsfPg42/HDrTxaLRD9BfDbculGj05tgee2AG6djF0zokrxvd248N5GDC9EZaX9Afw4Bbh/E7C0AZ7+COj2Iq9GIiKT0CD3Njp69ChGjBgBT09PCIKA3bt3620XRRFLliyBh4cHbG1tERoaiitXrlR53LVr18LHxwc2NjYIDg7GyZMna1tFInqcd29gehTQNhR4UAj89BqwazpQnGfsmhER1Uitw0teXh66dOmCtWvXlrv9ww8/xOeff47169fjxIkTsLe3R1hYGAoLCys85o4dOzB37lwsXboUp0+fRpcuXRAWFoZbt27VtppE9Dh7J+CFH4EhSwDBAji3Hdg4GLh10dg1IyKqtno5bSQIAnbt2oVRo0YBkHpdPD098eabb2LevHkAALVaDTc3N2zevBnPP/98uccJDg5Gz549sWbNGgCAVquFl5cXXnvtNSxcuLBadeFpI6JqSvmfNA9MbgZgZQc88zHQ9QVj14qIGqkGOW1UmeTkZGRkZCA0NFS3TqVSITg4GNHR0eXuU1xcjNjYWL19LCwsEBoaWuE+AFBUVIScnBy9hYgeqXCKdZ++0mmk1oOBknxg9wxg90ygOL/qfc1MY3mddcE2IlNikNsDZGRkAADc3Nz01ru5uem2PSkrKwsajabcfS5dulThc0VERGD58uV1rDGReapyinUHF+Dv/wGOfQz8vhKI+w64eRp49lvsSLFpFNOzcxr6qrGNyNTIfp6X8PBwqNVq3XLt2jVjV4nIJFR7inULBTDwLWDiHsDeFbh1AdqNA/HH7nVmPz07p6GvGtuITJFBwou7uzsAIDMzU299ZmambtuTnJ2doVAoarQPACiVSjg6OuotRFSLKdZbD5ROI/n0h0VJPj6x+hIrLb+CEsVV7ytTnIa+amwjMkUGCS++vr5wd3dHZGSkbl1OTg5OnDiBkJCQcvextrZGUFCQ3j5arRaRkZEV7kNEFavVFOtN3ICJe3A/eC60ooAXLH/HYeVczLPcgTYWGWY3PTunoa8a24hMUa3DS25uLuLi4hAXFwdAGqQbFxeHtLQ0CIKAOXPm4P3338dPP/2E+Ph4TJw4EZ6enrorkgBgyJAhuiuLAGDu3Ln46quv8O233+LixYuYMWMG8vLyMGXKlFq/QKLGqtZTrFso0GT4UhwNXo9bYlN4CHcxy3IPIq3nwuPfo4DYb03yTtW1GVDKaeirxjYiU1TrS6UPHz6MwYMHl1k/adIkbN68GaIoYunSpdi4cSOys7PRr18/fPnll/D399eV9fHxweTJk7Fs2TLdujVr1uCjjz5CRkYGunbtis8//xzBwcHVrhcvlSbSV5cp1tPv3EPO2b1olbYTNqmHAVErbbC0BTr+Tbq02qc/YGHc4XN1HVDKaeirxjYiQ+PtARheiOpfTro0qd2ZrcCdx2bLVnkDXcdLQaaZT4NXK11dgL6rDumNy1AIAqIWDuaXLJGMGH2eFyIyQ44eQL83gFkxwNTfgKApgNIRUKcBRz4APusCbHoGiPu+QW85wAGlRI2PQeZ5ISIzJgiAV09pGRYBXPovcOY74M/DQGqUtOybD3QYCbQKATy6AC4dAEtrg1SndEDpkz0vHFBKZL542oiI6kf2Nem0Utz3wN0/9bdZWAFuHQH3zlKY8egKuHUCrOsnYOyIScOinQnQiKJuQCknUSOSF455YXghMh5RBNL+ABL/C6SfA9LPAoXZZcsJFoBzu4dhpgvg0RlwDwRsVLV6Wg4oJZI3hheGFyLTIYpAdpoUYnRLHJB3u/zyzVsD7Z4GBr9dbz0zRGT6GF4YXohMmygC9zOeCDRngZzrj8o4twPG/kvqkSEis8fwwvBCJE95d4CUo8D+hUBuBqCwBkKXAcEzjD6XDBEZFi+VJiJ5sncCOo0GZhyXTh1pioFfFgFbxwL3M6ven4gaBYYXIjI99k7A898Dz/wTsLQBkg4B6/oAl38xds1krTa3UCAyRTxtRESm7dYl4D8vA5nx0uOe04Ch7wFWvKKoJup6CwUiQ+NpIyIyH67tgWmRQO+Z0uOYr4CNg4HM88atl4ykqwt0wQWQJvRbtDOBPTAkWwwvRGT6LJXAsJXAhP8A9q7A7YtSgDmxQbpyiSrFWyiQuWF4ISL58AuVBvP6DQU0RcD+t4DvnwNyK5gzhgA8uoXC43gLBZIzhhcikhcHF+CFH4DhHwIKJXDlV2kw75XfjFMfrcY4z1sDHipbRIwJhEKQEkzpLRQ4EzHJFQfsEpF8ZZ6XBvPeuiA97vUK4NNP+l0QAAhlf5a7DYCmBCi6Ly3FuUBR7sOfOY/9nvtw+/1H6zTFgEt76Xl9+ks/7Z0buiWqhbdQIFPGSeoYXogaj5IC4OAS4ORGY9fkEdeOj4KMTz/Arrmxa0Rk8hheGF6IGp/LvwAn1gPF+QAefqyJovS73k+Uv05hBVg7AMom0mLtACgdHv50fOz3h49LfxcUwI1TQPIxIOXYo16gx7kFPAozrfowzBCVg+GF4YWIjCUvC0iJergcA25feqKAALgHAD4DgBbdAXsX6TSTnZO0KKyMUm0iY2N4YXghA0tXFyA5Kw++zvYcO0CVy72lH2ayLldeXqmSZhi2exho7B+GGjvnRyHH3hlw9pd6iIhqwRQ/wxheGF7IgDhTKdXJ/UwpxKQcA25fBvLvAPlZQP5d6E53VYsgDRRuEST14LQIAtw6seeGqmSqn2EMLwwvZCDp6gL0XXVIb8IvhSAgauFgk/nfC8mUVgMUZD8KM3lZj/1+R399bqa0PMnSBnDv/DDQBAEtg4Bmvg+vqiIy7c+wmnx/WzZQnYjMQmUzlRr7jU8yZ6GQThHZOwHwr7r8/Uzg5mngRuyjpVANXD8pLaVsmz0KMy2CAPdAwMFNej5qdMzlM4zhhagGSmcqffJ/LZyplBpcEzeg3XBpAQCtFrj7p36YyTgHFNwDrv4mLaUEC2kMjYObdByHx5YnHysdqlcfUZTmynlQADwoki5hf1AoLZY20hgd9gAZnbl8hvG0EVEN7YhJw6KdCdCIom6mUlM4X0xUxoNiIDPhYZh52Etz5wogaqt/DCt7KdDYu0qhpzSQPCgESgr1w0plY3bcAoEeU4DOz3GgsZGZ6mcYx7wwvJCBcabSypnilQz0kFYjjZ+5nyFdCZWbIY2fuZ/5aCxN6eOSvNo/j6WtdENNK1tpMLKmSFpv7SAFmB5TpUvGyShM8TOM4YXhhchoTPVKBqqFolz9QAPohxJLG2mxsnnsd1tAYa1/iqjgHhC3DTj1jdTzU6plL6DnVKDjKOkY1KgxvDC8EBmFKV/JQCZAFKVLxGO+Bi7tBbQPpPW2zYFuE4CgKYBTG+PWkYyGVxsRkVGYy5UMZCCCAPgOkJb7GcCZ/wfEfguorwHHv5CW1oOBHi8B7Z4GFPyKovLxXwYR1RtzuZKBGkATd2DAfKDfXODKr9IppSsHgT9/l5YmHkD3SVLQ0d1X6uE9p6xseeVSI8fTRkRUr0z1SgZDMcbgZLMdEH0vBYjdDJz+f9KEfBURLKQQ8/jNM63t9W+oadNUmoHYPRBw9jPpmYfN9u9ZQxzzwvBCZFSmeCWDIRhjcHKjGBD9oAi4+DMQtxXITpMGDhc/XGpDoQRcHwYZt8CHPzsBtk1rdzytVhrAnJ0qBa57D38W3APaPwN0HgdYWlfrUI3i71lNDC8ML0RkYMYYnNzoB0RrtUBJvhRiinKB4vuPBZs8oOj+o215t4HM89JSfL/84zX1fhRm3AOlS7ebtpJOSRXmlA0npY+z06R5birSxBMImQkETap0TptG//d8AgfsEhEZmDEGJzf6AdEWFtIpIaUDUN157rRaIDsFyEgAMuKlSfsy4qVBwtlp0pL430fllSrp1gkFdys/rqAAVC2AZj5S4GnmI11Ndepr4P5N4Ne3gaMfAr3+AQRPl+4E/oRG//esA4YXIqJaMMbgZA6IrgULC6B5a2npOPLR+vy7D3tmHoaZjHPArUtAkfpRGTsn/XDSrNWjx6qW5Y+j6fs6cG4H8L/PgDtXgaMfAcfXAN1fBEJmScd4iH/P2uNpIyKiWjLG4OTGNiC6QT0ofnj7BFEKGXW5jYFWI81lE/UJcPOMtE5QAIH/B/SdLY25Af+ej+OYF4YXImogxhic3FgGRJsFUQSSjwBRn0qXgJfyCwP6vQG0CuHf8yGGF4YXIiIyNTfPSCHmwh7obmLp1VsKMX5DpVNcjRjDC8MLERGZqjtJ0piYs9sATbG0zs4ZcPQEHFwBB7eyP+1dpd9tVGY7QR/DC8MLERGZuvsZwB9fAjHfVHw595MUyifCjYs0sNi2OWDbDLBrLv1e+tO2qXT1lAyYTHjx8fFBampqmfWvvvoq1q5dW2b95s2bMWXKFL11SqUShYWVXE//BIYXIiKSlaJc6cqk3FtA3q2Hd/Eu52dRTi0OLki9NeUFG0ePh/PbdAHsner9ZdWUyczzEhMTA41Go3uckJCAp556Cs8++2yF+zg6OiIxMVH3WDDT7jEiIiIA0rw1nl2rLldS8DDMlAaah6Gm4K40u2/+Xen3/IePi3IAiEBhtrTcS6742CovwL0z4NEF8Hj4s4mHyZ6iMmh4cXFx0Xu8atUqtGnTBgMHDqxwH0EQ4O7ubshqERERyY+V7cO5ZlpVXRYANCVAQbZ+oNH9fleaLTj9LHD3T2nSPvU1/Qn77F3KBppmviYRaBpskrri4mJ89913mDt3bqW9Kbm5uWjVqhW0Wi26d++OlStXolOnThWWLyoqQlFRke5xTk5tutWIiIjMjMJKGhPj4FJ5ucIcaaK+9LPSZH3pZ4HbidItFpIipaWU0lEKNK0HAgPfMmz9K9Fg4WX37t3Izs7G5MmTKyzTrl07fPPNN+jcuTPUajVWr16NPn364Pz582jZsmW5+0RERGD58uUGqjUREZGZs3EEfPpKS6mSAiDzApAe9yjQZJ6XTkWlRgHWxp0FuMGuNgoLC4O1tTV+/vnnau9TUlKCDh06YPz48XjvvffKLVNez4uXlxcH7BIREdUnTYnUI5N+VrpXk39YvR7eZAbslkpNTcVvv/2GnTt31mg/KysrdOvWDVevXq2wjFKphFKprGsViYgaVLq6AMlZefB1tm/Us6oaAtvWQBRWgHsA0m3bSO2rLjBa+zZIeNm0aRNcXV3xzDPP1Gg/jUaD+Ph4PP300waqGRFRw9sRk4bwnfHQioCFAESMCWy097Opb2xbwzKV9jX4XMRarRabNm3CpEmTYGmpn5UmTpyI8PBw3eN3330Xv/76K/7880+cPn0af//735GamoqXX37Z0NUkImoQ6eoC3Yc/IN1ReNHOBKSrC4xbMTPAtjUsU2pfg/e8/Pbbb0hLS8NLL71UZltaWhosHruXw7179zBt2jRkZGSgWbNmCAoKwvHjx9GxY0dDV5OIqEEkZ+XpPvxLaUQRKVn5PMVRR2xbwzKl9jV4eBk6dCgqGhN8+PBhvceffPIJPvnkE0NXiYjIaHyd7WEhQO9LQCEI8HE27tUb5oBta1im1L6N+xaWRGRy0tUFOJ6UZbZd/R4qW0SMCYTi4XxXCkHAyjEB7BmoB2xbwzKl9uWNGYnIZJjKYMCGkK4uQEpWPnyc7fjlWs/YtoZlqPY1mRszGgPDC5E8pasL0HfVoTJd0lELB/MLiKgRqMn3N08bEZFJqGwwIBHR4xheiMgklA4GfBwHWxJReRheiMgkmNJgQCIybQ12Y0Yyf5ySm+pqXE9vDPB34WBLkh1jff411s9dhheqF43pKhEyLA+VbaP6ECb5M9bnX2P+3OVpI6ozU5oymoioIRnr86+xf+4yvFCd8SoRImqsjPX519g/dxleqM54lQgRNVbG+vxr7J+7DC9UZ7xKhIgaK2N9/jX2z13OsEv1hlNyE1FjZazPP3P63K3J9zevNqJ6w6tEiKixMtbnX2P93OVpIyIioofM/a7m5oI9L0RERGjc86bIDXteiIio0Wvs86bIDcMLERE1eo193hS5YXghIqJGr7HPmyI3DC9ERNToNfZ5U+SGA3aJiIjAu5rLCcMLERHRQ4113hS54WkjIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVg4aXZcuWQRAEvaV9+/aV7vPjjz+iffv2sLGxQWBgIPbt22fIKhIREZHMGLznpVOnTkhPT9ctUVFRFZY9fvw4xo8fj6lTp+LMmTMYNWoURo0ahYSEBENXk4iIiGTC4OHF0tIS7u7uusXZ2bnCsp999hmGDRuG+fPno0OHDnjvvffQvXt3rFmzxtDVJCIiIpkweHi5cuUKPD090bp1a0yYMAFpaWkVlo2OjkZoaKjeurCwMERHR1e4T1FREXJycvQWIiIiMl8GDS/BwcHYvHkzDhw4gHXr1iE5ORn9+/fH/fv3yy2fkZEBNzc3vXVubm7IyMio8DkiIiKgUql0i5eXV72+BiIiIjItBg0vw4cPx7PPPovOnTsjLCwM+/btQ3Z2Nn744Yd6e47w8HCo1Wrdcu3atXo7NhEREZkey4Z8sqZNm8Lf3x9Xr14td7u7uzsyMzP11mVmZsLd3b3CYyqVSiiVynqtJxEREZmuBp3nJTc3F0lJSfDw8Ch3e0hICCIjI/XWHTx4ECEhIQ1RPSIiIpIBg4aXefPm4ciRI0hJScHx48cxevRoKBQKjB8/HgAwceJEhIeH68rPnj0bBw4cwMcff4xLly5h2bJlOHXqFGbNmmXIahIREZGMGPS00fXr1zF+/HjcuXMHLi4u6NevH/744w+4uLgAANLS0mBh8Sg/9enTB99//z0WL16MRYsWwc/PD7t370ZAQIAhq0lEREQyIoiiKBq7EvUpJycHKpUKarUajo6Oxq4OERERVUNNvr95byMiIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYOGl4iICPTs2RNNmjSBq6srRo0ahcTExEr32bx5MwRB0FtsbGwMWU0iIiKSEYOGlyNHjmDmzJn4448/cPDgQZSUlGDo0KHIy8urdD9HR0ekp6frltTUVENWk4iIiGTE0pAHP3DggN7jzZs3w9XVFbGxsRgwYECF+wmCAHd3d0NWjYiIiGSqQce8qNVqAEDz5s0rLZebm4tWrVrBy8sLf/vb33D+/PkKyxYVFSEnJ0dvISIiIvPVYOFFq9Vizpw56Nu3LwICAios165dO3zzzTfYs2cPvvvuO2i1WvTp0wfXr18vt3xERARUKpVu8fLyMtRLICIiIhMgiKIoNsQTzZgxA/v370dUVBRatmxZ7f1KSkrQoUMHjB8/Hu+9916Z7UVFRSgqKtI9zsnJgZeXF9RqNRwdHeul7kRERGRYOTk5UKlU1fr+NuiYl1KzZs3C3r17cfTo0RoFFwCwsrJCt27dcPXq1XK3K5VKKJXK+qgmERERyYBBTxuJoohZs2Zh165dOHToEHx9fWt8DI1Gg/j4eHh4eBighkRERCQ3Bu15mTlzJr7//nvs2bMHTZo0QUZGBgBApVLB1tYWADBx4kS0aNECERERAIB3330XvXv3Rtu2bZGdnY2PPvoIqampePnllw1ZVSIiIpIJg4aXdevWAQAGDRqkt37Tpk2YPHkyACAtLQ0WFo86gO7du4dp06YhIyMDzZo1Q1BQEI4fP46OHTsasqpEREQkEw02YLeh1GTADxEREZmGmnx/895GREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC9EREQkKwwvREREJCsML0RERCQrDC8mLl1dgONJWUhXFxi7KkRERCbB0tgVoIrtiElD+M54aEXAQgAixgRiXE9vY1eLiIjIqNjzYqLS1QW64AIAWhFYtDOBPTBERNToMbyYqOSsPF1wKaURRaRk5RunQkRERCaC4cVE+Trbw0LQX6cQBPg42xmnQkRERCaC4cVEeahsETEmEApBSjAKQcDKMQHwUNkauWZERETGxQG7JmxcT28M8HdBSlY+fJztGFyIiIjA8GLyPFS2DC1ERESP4WkjIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhpcGkK4uwPGkLN4RmoiIqB5whl0D2xGThvCd8dCKgIUARIwJxLie3sauFhERkWyx58WA0tUFuuACAFoRWLQzgT0wREREdcDwYkDJWXm64FJKI4pIyco3ToWIiIjMAMOLAfk628NC0F+nEAT4ONsZp0JERERmgOHFgDxUtogYEwiFICUYhSBg5ZgAk79LNAcYExGRKWuQ8LJ27Vr4+PjAxsYGwcHBOHnyZKXlf/zxR7Rv3x42NjYIDAzEvn37GqKaBjGupzeiFg7Gtmm9EbVwsMkP1t0Rk4a+qw7hha9OoO+qQ9gRk2bsKhEREekxeHjZsWMH5s6di6VLl+L06dPo0qULwsLCcOvWrXLLHz9+HOPHj8fUqVNx5swZjBo1CqNGjUJCQoKhq2owHipbhLRxkkWPCwcYExGRqRNEURSrLlZ7wcHB6NmzJ9asWQMA0Gq18PLywmuvvYaFCxeWKT9u3Djk5eVh7969unW9e/dG165dsX79+iqfLycnByqVCmq1Go6OjvX3QhqB40lZeOGrE2XWb5vWGyFtnIxQIyIiaixq8v1t0J6X4uJixMbGIjQ09NETWlggNDQU0dHR5e4THR2tVx4AwsLCKixfVFSEnJwcvYVqhwOMiYhIDgwaXrKysqDRaODm5qa33s3NDRkZGeXuk5GRUaPyERERUKlUusXLy6t+Kt8IyXWAMRERNS6yn2E3PDwcc+fO1T3OyclhgKmDcT29McDfBSlZ+fBxtmNwISIik2PQ8OLs7AyFQoHMzEy99ZmZmXB3dy93H3d39xqVVyqVUCqV9VNhAiD1wDC0EBGRqTLoaSNra2sEBQUhMjJSt06r1SIyMhIhISHl7hMSEqJXHgAOHjxYYXkiIiJqXAx+2mju3LmYNGkSevTogV69euHTTz9FXl4epkyZAgCYOHEiWrRogYiICADA7NmzMXDgQHz88cd45plnsH37dpw6dQobN240dFWJiIhIBgweXsaNG4fbt29jyZIlyMjIQNeuXXHgwAHdoNy0tDRYWDzqAOrTpw++//57LF68GIsWLYKfnx92796NgIAAQ1eViIiIZMDg87w0NM7zQkREJD8mM88LERERUX1jeCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXghIiIiWWF4ISIiIllheCEiIiJZYXipgXR1AY4nZSFdXWDsqhARETValsaugFzsiElD+M54aEXAQgAixgRiXE9vY1eLiIio0WHPSzWkqwt0wQUAtCKwaGcCe2CIiIiMgOGlGpKz8nTBpZRGFJGSlW+cChERETViDC/V4OtsDwtBf51CEODjbGecChERETViDC/V4KGyRcSYQCgEKcEoBAErxwTAQ2Vr5JpVjIOLiYjIXHHAbjWN6+mNAf4uSMnKh4+znUkHFw4uJiIic8aelxrwUNkipI2TSQcXDi4mIiJzx/BiZji4mIiIzB3Di5nh4GIiIjJ3DC9mRo6Di4mIiGqCA3bNkJwGFxMREdUUw4uZ8lDZMrQQEZFZ4mkjIiIikhWGFyIiIpIVhhciIiKSFYYXIiIikhWGFyIiIpIVhhciIiKSFYOEl5SUFEydOhW+vr6wtbVFmzZtsHTpUhQXF1e636BBgyAIgt4yffp0Q1SRiIiIZMog87xcunQJWq0WGzZsQNu2bZGQkIBp06YhLy8Pq1evrnTfadOm4d1339U9trPjtPZERET0iEHCy7BhwzBs2DDd49atWyMxMRHr1q2rMrzY2dnB3d3dENUiIiIiM9BgY17UajWaN29eZbmtW7fC2dkZAQEBCA8PR35+5XdDLioqQk5Ojt5CRERE5qtBbg9w9epVfPHFF1X2urzwwgto1aoVPD09ce7cOSxYsACJiYnYuXNnhftERERg+fLl9V1lIiIiMlGCKIpidQsvXLgQH3zwQaVlLl68iPbt2+se37hxAwMHDsSgQYPwr3/9q0aVO3ToEIYMGYKrV6+iTZs25ZYpKipCUVGR7rFarYa3tzeuXbsGR0fHGj0fERERGUdOTg68vLyQnZ0NlUpVadkahZfbt2/jzp07lZZp3bo1rK2tAQA3b97EoEGD0Lt3b2zevBkWFjU7S5WXlwcHBwccOHAAYWFh1drn+vXr8PLyqtHzEBERkWm4du0aWrZsWWmZGp02cnFxgYuLS7XK3rhxA4MHD0ZQUBA2bdpU4+ACAHFxcQAADw+Pau/j6emJa9euoUmTJhAEoUbPV5r62GtTObZT1dhG1cN2qhrbqHrYTlUz9TYSRRH379+Hp6dnlWUNMublxo0bGDRoEFq1aoXVq1fj9u3bum2lVxLduHEDQ4YMwZYtW9CrVy8kJSXh+++/x9NPPw0nJyecO3cOb7zxBgYMGIDOnTtX+7ktLCyqTGxVcXR0NMk/rKlhO1WNbVQ9bKeqsY2qh+1UNVNuo6pOF5UySHg5ePAgrl69iqtXr5YJEqVnqUpKSpCYmKi7msja2hq//fYbPv30U+Tl5cHLywtjx47F4sWLDVFFIiIikimDhJfJkydj8uTJlZbx8fHB48NtvLy8cOTIEUNUh4iIiMwI7230GKVSiaVLl0KpVBq7KiaN7VQ1tlH1sJ2qxjaqHrZT1cypjWp0tRERERGRsbHnhYiIiGSF4YWIiIhkheGFiIiIZIXhhYiIiGSF4eUxa9euhY+PD2xsbBAcHIyTJ08au0oNJiIiAj179kSTJk3g6uqKUaNGITExUa9MYWEhZs6cCScnJzg4OGDs2LHIzMzUK5OWloZnnnkGdnZ2cHV1xfz58/HgwYOGfCkNZtWqVRAEAXPmzNGtYxtJbty4gb///e9wcnKCra0tAgMDcerUKd12URSxZMkSeHh4wNbWFqGhobhy5YreMe7evYsJEybA0dERTZs2xdSpU5Gbm9vQL8UgNBoN3nnnHfj6+sLW1hZt2rTBe++9pzd9RGNso6NHj2LEiBHw9PSEIAjYvXu33vb6apNz586hf//+sLGxgZeXFz788ENDv7R6U1kblZSUYMGCBQgMDIS9vT08PT0xceJE3Lx5U+8YZtFGIomiKIrbt28Xra2txW+++UY8f/68OG3aNLFp06ZiZmamsavWIMLCwsRNmzaJCQkJYlxcnPj000+L3t7eYm5urq7M9OnTRS8vLzEyMlI8deqU2Lt3b7FPnz667Q8ePBADAgLE0NBQ8cyZM+K+fftEZ2dnMTw83BgvyaBOnjwp+vj4iJ07dxZnz56tW882EsW7d++KrVq1EidPniyeOHFC/PPPP8VffvlFvHr1qq7MqlWrRJVKJe7evVs8e/asOHLkSNHX11csKCjQlRk2bJjYpUsX8Y8//hCPHTsmtm3bVhw/frwxXlK9W7Fihejk5CTu3btXTE5OFn/88UfRwcFB/Oyzz3RlGmMb7du3T3z77bfFnTt3igDEXbt26W2vjzZRq9Wim5ubOGHCBDEhIUHctm2baGtrK27YsKGhXmadVNZG2dnZYmhoqLhjxw7x0qVLYnR0tNirVy8xKChI7xjm0EYMLw/16tVLnDlzpu6xRqMRPT09xYiICCPWynhu3bolAhCPHDkiiqL0prCyshJ//PFHXZmLFy+KAMTo6GhRFKU3lYWFhZiRkaErs27dOtHR0VEsKipq2BdgQPfv3xf9/PzEgwcPigMHDtSFF7aRZMGCBWK/fv0q3K7VakV3d3fxo48+0q3Lzs4WlUqluG3bNlEURfHChQsiADEmJkZXZv/+/aIgCOKNGzcMV/kG8swzz4gvvfSS3roxY8aIEyZMEEWRbSSKYpkv5vpqky+//FJs1qyZ3vttwYIFYrt27Qz8iupfeQHvSSdPnhQBiKmpqaIomk8b8bQRgOLiYsTGxiI0NFS3zsLCAqGhoYiOjjZizYxHrVYDAJo3bw4AiI2NRUlJiV4btW/fHt7e3ro2io6ORmBgINzc3HRlwsLCkJOTg/Pnzzdg7Q1r5syZeOaZZ/TaAmAblfrpp5/Qo0cPPPvss3B1dUW3bt3w1Vdf6bYnJycjIyNDr51UKhWCg4P12qlp06bo0aOHrkxoaCgsLCxw4sSJhnsxBtKnTx9ERkbi8uXLAICzZ88iKioKw4cPB8A2Kk99tUl0dDQGDBgAa2trXZmwsDAkJibi3r17DfRqGo5arYYgCGjatCkA82kjg9weQG6ysrKg0Wj0vlAAwM3NDZcuXTJSrYxHq9Vizpw56Nu3LwICAgAAGRkZsLa21r0BSrm5uSEjI0NXprw2LN1mDrZv347Tp08jJiamzDa2keTPP//EunXrMHfuXCxatAgxMTF4/fXXYW1tjUmTJuleZ3nt8Hg7ubq66m23tLRE8+bNzaKdFi5ciJycHLRv3x4KhQIajQYrVqzAhAkTAIBtVI76apOMjAz4+vqWOUbptmbNmhmk/sZQWFiIBQsWYPz48bobMZpLGzG8UBkzZ85EQkICoqKijF0Vk3Lt2jXMnj0bBw8ehI2NjbGrY7K0Wi169OiBlStXAgC6deuGhIQErF+/HpMmTTJy7UzDDz/8gK1bt+L7779Hp06dEBcXhzlz5sDT05NtRPWipKQEzz33HERRxLp164xdnXrH00YAnJ2doVAoylwVkpmZCXd3dyPVyjhmzZqFvXv34vfff9e7I7i7uzuKi4uRnZ2tV/7xNnJ3dy+3DUu3yV1sbCxu3bqF7t27w9LSEpaWljhy5Ag+//xzWFpaws3NrdG3EQB4eHigY8eOeus6dOiAtLQ0AI9eZ2XvN3d3d9y6dUtv+4MHD3D37l2zaKf58+dj4cKFeP755xEYGIgXX3wRb7zxBiIiIgCwjcpTX23SGN6DpcElNTUVBw8e1PW6AObTRgwvAKytrREUFITIyEjdOq1Wi8jISISEhBixZg1HFEXMmjULu3btwqFDh8p0GQYFBcHKykqvjRITE5GWlqZro5CQEMTHx+u9MUrfOE9+mcnRkCFDEB8fj7i4ON3So0cPTJgwQfd7Y28jAOjbt2+Zy+wvX76MVq1aAQB8fX3h7u6u1045OTk4ceKEXjtlZ2cjNjZWV+bQoUPQarUIDg5ugFdhWPn5+bCw0P/4VSgU0Gq1ANhG5amvNgkJCcHRo0dRUlKiK3Pw4EG0a9fOJE6H1FVpcLly5Qp+++03ODk56W03mzYy9ohhU7F9+3ZRqVSKmzdvFi9cuCD+4x//EJs2bap3VYg5mzFjhqhSqcTDhw+L6enpuiU/P19XZvr06aK3t7d46NAh8dSpU2JISIgYEhKi2156GfDQoUPFuLg48cCBA6KLi4tZXQb8pMevNhJFtpEoSlc3WFpaiitWrBCvXLkibt26VbSzsxO/++47XZlVq1aJTZs2Fffs2SOeO3dO/Nvf/lbuJa/dunUTT5w4IUZFRYl+fn6yvgz4cZMmTRJbtGihu1R6586dorOzs/jWW2/pyjTGNrp//7545swZ8cyZMyIA8Z///Kd45swZ3ZUy9dEm2dnZopubm/jiiy+KCQkJ4vbt20U7OzuTugy4MpW1UXFxsThy5EixZcuWYlxcnN5n+eNXDplDGzG8POaLL74Qvb29RWtra7FXr17iH3/8YewqNRgA5S6bNm3SlSkoKBBfffVVsVmzZqKdnZ04evRoMT09Xe84KSkp4vDhw0VbW1vR2dlZfPPNN8WSkpIGfjUN58nwwjaS/Pzzz2JAQICoVCrF9u3bixs3btTbrtVqxXfeeUd0c3MTlUqlOGTIEDExMVGvzJ07d8Tx48eLDg4OoqOjozhlyhTx/v37DfkyDCYnJ0ecPXu26O3tLdrY2IitW7cW3377bb0vmMbYRr///nu5n0OTJk0SRbH+2uTs2bNiv379RKVSKbZo0UJctWpVQ73EOqusjZKTkyv8LP/99991xzCHNhJE8bEpHYmIiIhMHMe8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrDC8EBERkawwvBAREZGsMLwQERGRrPx/qWHqFhOIG6MAAAAASUVORK5CYII=\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -611,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "590a14f3-c73c-4114-a0a5-d7a71ae56f60", "metadata": { "tags": [], @@ -641,7 +701,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "9f6c91cd-15ca-4839-bbd9-2890cafdb012", "metadata": { "pycharm": { @@ -670,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "id": "524a8280-680b-4549-b421-d82d84ec16da", "metadata": { "pycharm": { @@ -696,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "1022c02e-f1ce-44b1-a1f1-7f419610a314", "metadata": { "pycharm": { @@ -730,4 +790,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/demo/demo_interpolation.ipynb b/demo/demo_interpolation.ipynb index de141db..3fdc90c 100644 --- a/demo/demo_interpolation.ipynb +++ b/demo/demo_interpolation.ipynb @@ -35,8 +35,8 @@ "is_executing": true }, "ExecuteTime": { - "end_time": "2024-02-12T10:56:42.807685100Z", - "start_time": "2024-02-12T10:56:41.235304900Z" + "end_time": "2024-02-27T15:47:31.372387700Z", + "start_time": "2024-02-27T15:47:30.007952Z" } } }, @@ -54,12 +54,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -92,8 +92,8 @@ "name": "#%%\n" }, "ExecuteTime": { - "end_time": "2024-02-12T11:01:47.710496700Z", - "start_time": "2024-02-12T11:01:46.864099400Z" + "end_time": "2024-02-27T15:47:32.145894700Z", + "start_time": "2024-02-27T15:47:31.371341300Z" } } }, @@ -113,7 +113,7 @@ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -137,11 +137,11 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-12T11:01:52.193652100Z", - "start_time": "2024-02-12T11:01:51.891174100Z" + "end_time": "2024-02-27T15:47:57.276174Z", + "start_time": "2024-02-27T15:47:56.827253300Z" } }, - "execution_count": 10 + "execution_count": 3 }, { "cell_type": "markdown", @@ -161,14 +161,14 @@ "output_type": "stream", "text": [ "parameter: value / ground truth / % error\n", - "vp: 0.010080 / 0.010000 / 0.80\n", - "ps: 0.000948 / 0.001000 / -5.20\n" + "vp: 0.010151 / 0.010000 / 1.51\n", + "ps: 0.000945 / 0.001000 / -5.50\n" ] }, { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -202,11 +202,11 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-02-12T11:02:19.479937Z", - "start_time": "2024-02-12T11:02:19.136663Z" + "end_time": "2024-02-27T15:48:13.189024500Z", + "start_time": "2024-02-27T15:48:12.887614700Z" } }, - "execution_count": 12 + "execution_count": 4 } ], "metadata": { diff --git a/demo/demo_pk_models.ipynb b/demo/demo_pk_models.ipynb index a4fbb6b..d1beee2 100644 --- a/demo/demo_pk_models.ipynb +++ b/demo/demo_pk_models.ipynb @@ -21,6 +21,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:25.792478700Z", + "start_time": "2024-02-27T15:49:23.836794600Z" } }, "outputs": [], @@ -55,6 +59,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:25.900951200Z", + "start_time": "2024-02-27T15:49:25.758454900Z" } }, "outputs": [], @@ -85,6 +93,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:26.041672900Z", + "start_time": "2024-02-27T15:49:25.903101800Z" } }, "outputs": [ @@ -120,13 +132,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:37.024739500Z", + "start_time": "2024-02-27T15:49:36.610333Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -163,6 +179,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:40.844962200Z", + "start_time": "2024-02-27T15:49:40.717234800Z" } }, "outputs": [ @@ -201,6 +221,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:45.539653900Z", + "start_time": "2024-02-27T15:49:45.426267100Z" } }, "outputs": [ @@ -239,13 +263,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:49:59.333515700Z", + "start_time": "2024-02-27T15:49:59.070693Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -279,6 +307,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:50:04.275505600Z", + "start_time": "2024-02-27T15:50:04.132014900Z" } }, "outputs": [ @@ -315,13 +347,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:50:10.898858700Z", + "start_time": "2024-02-27T15:50:10.572723300Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -359,6 +395,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:50:13.535685Z", + "start_time": "2024-02-27T15:50:13.397113400Z" } }, "outputs": [], @@ -385,13 +425,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:50:16.542052500Z", + "start_time": "2024-02-27T15:50:16.233382900Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -438,13 +482,17 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:50:46.158898Z", + "start_time": "2024-02-27T15:50:45.620030100Z" } }, "outputs": [ { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -502,4 +550,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/demo/demo_simulation.ipynb b/demo/demo_simulation.ipynb index fd099ed..1e2d386 100644 --- a/demo/demo_simulation.ipynb +++ b/demo/demo_simulation.ipynb @@ -19,6 +19,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:55:00.994182900Z", + "start_time": "2024-02-27T15:54:59.647536800Z" } }, "outputs": [], @@ -51,6 +55,10 @@ "tags": [], "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:55:01.527070200Z", + "start_time": "2024-02-27T15:55:00.994365700Z" } }, "outputs": [ @@ -58,19 +66,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 29.6 ms\n", + "CPU times: total: 31.2 ms\n", + "Wall time: 31.4 ms\n", "parameter: value (ground truth)\n", - "vp: 0.01950 (0.02000)\n", - "ps: 0.04920 (0.05000)\n", - "ve: 0.20690 (0.20000)\n", - "fp: 54.29255 (50.00000)\n", - "delay: 5.26512 (5.00000)\n" + "vp: 0.02007 (0.02000)\n", + "ps: 0.04962 (0.05000)\n", + "ve: 0.20519 (0.20000)\n", + "fp: 48.11957 (50.00000)\n", + "delay: 4.96790 (5.00000)\n" ] }, { "data": { "text/plain": "
", - "image/png": "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\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -133,6 +142,10 @@ "metadata": { "pycharm": { "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-02-27T15:55:02.104084700Z", + "start_time": "2024-02-27T15:55:01.529283500Z" } }, "outputs": [ @@ -140,19 +153,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wall time: 51.9 ms\n", + "CPU times: total: 31.2 ms\n", + "Wall time: 37 ms\n", "parameter: value (ground truth)\n", - "vp: 0.01849 (0.02000)\n", - "ps: 0.04924 (0.05000)\n", - "ve: 0.19283 (0.20000)\n", - "fp: 10.70923 (10.00000)\n", - "delay: 3.08286 (3.00000)\n" + "vp: 0.02253 (0.02000)\n", + "ps: 0.04741 (0.05000)\n", + "ve: 0.22285 (0.20000)\n", + "fp: 9.61862 (10.00000)\n", + "delay: 2.88814 (3.00000)\n" ] }, { "data": { "text/plain": "
", - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAAGJCAYAAACNcrDAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAACJ80lEQVR4nO3deXhTZdrH8W+S7itbaYGyCWUXRGQKLoiKoqKjgooOjlsVxgFHRBxl3hFHR8VRxx1RHARHUdQZdFxGHEXAhR1cUBQBKVChZe2+J+f94zRp0yZtStMmKb/PdeUqOTk550kCPdy57+d+LIZhGIiIiIiIiIhIg6yBHoCIiIiIiIhIqFAQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIha/To0QwaNCjQw5AW1qNHD66//voG9yssLOSmm24iJSUFi8XC9OnTyczMxGKxsGjRomYfp7ROCqJFQthzzz2HxWIhPT3d4+MWi4Vp06a57jsvGp5uI0aMaKlhi4iISAjYt28ff/nLX/j6668DPZRj9tBDD7Fo0SJuueUWXnnlFX7729963O+///0vf/nLX1p2cBKywgI9ABE5dosXL6ZHjx6sX7+eHTt20Lt3b5+ed/XVV3PhhRe6bUtKSmqOIYqIiEiI2rdvH/fddx89evTgpJNOCvRwjsmnn37KiBEjuPfee13bDMOgpKSE8PBw17b//ve/zJ07V4G0+ERBtEiI2rVrF6tXr2bp0qVMmTKFxYsXu10g6nPyySdzzTXXNPMIRURERALrwIEDDBgwwG2bxWIhKioqQCOS1kDl3CIhavHixbRt25Zx48Zx+eWXs3jx4kAPSUREpEG//PILN954I8nJyURGRjJw4EBeeuklt31WrlyJxWLhzTff5MEHHyQ1NZWoqCjOOeccduzY4fG4W7du5ayzziImJoYuXbrwyCOPuD1eXl7O7NmzGTZsGImJicTGxnLGGWewYsUKt/2cU58ee+wx5s+fT69evYiMjGT48OFs2LChznl//PFHrrzySpKSkoiOjqZv37783//9X5Ne83333UeXLl2Ij4/n8ssvJy8vj7KyMqZPn07Hjh2Ji4vjhhtuoKysrM54Xn31VYYNG0Z0dDTt2rXjqquuYu/evW77OOeR1/eerVy5kuHDhwNwww03uKZ/1TePePfu3fz+97+nb9++REdH0759e6644goyMzPd9lu0aBEWi4Uvv/ySGTNmkJSURGxsLJdddhkHDx5029cwDB544AFSU1OJiYnhrLPO4vvvv/c6htrv565du/jggw9c48/MzKwzJ/r6669n7ty5AG5T3US8USZaJEQtXryY8ePHExERwdVXX828efPYsGGD64JXn+LiYg4dOuS2LTEx0a2sSURExN9ycnIYMWKEq2dHUlISH374IRkZGeTn5zN9+nS3/R9++GGsViszZ84kLy+PRx55hEmTJrFu3Tq3/Y4ePcr555/P+PHjufLKK/nXv/7FXXfdxYknnsgFF1wAQH5+Pv/4xz+4+uqrufnmmykoKGDBggWMHTuW9evX1ylXfu211ygoKGDKlClYLBYeeeQRxo8fz88//+y6Xn777becccYZhIeHM3nyZHr06MHOnTt57733ePDBB4/pNc+ZM4fo6GjuvvtuduzYwTPPPEN4eDhWq5WjR4/yl7/8hbVr17Jo0SJ69uzJ7NmzXc998MEHueeee7jyyiu56aabOHjwIM888wyjRo3iq6++ok2bNj6/Z/379+f+++9n9uzZTJ48mTPOOAOAU0891evnu2HDBlavXs1VV11FamoqmZmZzJs3j9GjR7N161ZiYmLc9r/11ltp27Yt9957L5mZmTz55JNMmzaNN954w7XP7NmzeeCBB7jwwgu58MIL2bx5M+eddx7l5eVexwHQv39/XnnlFW6//XZSU1O54447AHP6Wu1AfcqUKezbt4+PP/6YV155pd7jigBgiEjI2bhxowEYH3/8sWEYhuFwOIzU1FTjtttuc9sPMKZOneq6v2vXLgPweFuxYkULvgIRETkeZWRkGJ06dTIOHTrktv2qq64yEhMTjeLiYsMwDGPFihUGYPTv398oKytz7ffUU08ZgLFlyxbXtjPPPNMAjH/+85+ubWVlZUZKSooxYcIE17bKykq3YxmGYRw9etRITk42brzxRtc257Wyffv2xpEjR1zb//Of/xiA8d5777m2jRo1yoiPjzd2797tdlyHw3HMr3nQoEFGeXm5a7+rr77asFgsxgUXXOD2/JEjRxrdu3d33c/MzDRsNpvx4IMPuu23ZcsWIywszG27r+/Zhg0bDMBYuHCh4Qvna6lpzZo1dc61cOFCAzDGjBnj9l7dfvvths1mM3Jzcw3DMIwDBw4YERERxrhx49z2+9Of/mQAxnXXXdfgmLp3726MGzfObZvzM675uqZOnWooNBJfqZxbJAQtXryY5ORkzjrrLMAsPZo4cSJLlizBbrc3+PzJkyfz8ccfu92GDBnS3MMWEZHjmGEY/Pvf/+biiy/GMAwOHTrkuo0dO5a8vDw2b97s9pwbbriBiIgI131nNvTnn3922y8uLs6t10dERAS/+tWv3Paz2WyuYzkcDo4cOUJlZSWnnHJKnfMCTJw4kbZt23o998GDB/nss8+48cYb6datm9tznaXAx/Kar732WrfKsPT0dAzD4MYbb3TbLz09nb1791JZWQnA0qVLcTgcXHnllW7nSUlJIS0trU7Zui/vWWNFR0e7/lxRUcHhw4fp3bs3bdq08fgeT5482a1s+owzzsBut7N7924APvnkE8rLy7n11lvd9qudvRdpaSrnFgkxdrudJUuWcNZZZ7Fr1y7X9vT0dP7+97+zfPlyzjvvvHqPkZaWxpgxY5p7qCIiIi4HDx4kNzeX+fPnM3/+fI/7HDhwwO1+7eDUGdQePXrUbXtqamqdOaxt27bl22+/ddv28ssv8/e//50ff/yRiooK1/aePXvWGUtD53YGm/WtUe2P15yYmAhA165d62x3OBzk5eXRvn17tm/fjmEYpKWleTxP7Slbvr5njVFSUsKcOXNYuHAhv/zyC4ZhuB7Ly8urs39D77EzmK79mpKSkty+4BBpaQqiRULMp59+yv79+1myZAlLliyp8/jixYsbDKJFRERamsPhAOCaa67huuuu87jP4MGD3e7bbDaP+9UMznzd79VXX+X666/n0ksv5c4776Rjx47YbDbmzJnDzp076zzX13PXx5+vuaHxOBwOLBYLH374ocd94+LiGnW8Y3HrrbeycOFCpk+fzsiRI0lMTMRisXDVVVe53ovmHoNIS1AQLRJiFi9eTMeOHV1dJGtaunQpb7/9Ns8//7xbSZWIiEigJSUlER8fj91uD0g11L/+9S9OOOEEli5d6paB9XV5yNpOOOEEAL777juv+7Tka+7VqxeGYdCzZ0/69Onjl2M2tkP1v/71L6677jr+/ve/u7aVlpaSm5t7TOfv3r07ANu3b3e932Bm+GtXIzSVunFLY2hOtEgIKSkpYenSpVx00UVcfvnldW7Tpk2joKCAd999N9BDFRERcWOz2ZgwYQL//ve/PQaetTsmN8f5wT3LuW7dOtasWXNMx0tKSmLUqFG89NJL7Nmzx+0x5zla8jWPHz8em83GfffdVyeTaxgGhw8fbvQxY2NjAXwOgm02W51zP/PMMz71a/FkzJgxhIeH88wzz7gd98knnzym49Wnsa9Vjm/KRIuEkHfffZeCggJ+/etfe3x8xIgRJCUlsXjxYiZOnNjCoxMREanfww8/zIoVK0hPT+fmm29mwIABHDlyhM2bN/PJJ59w5MiRZjv3RRddxNKlS7nssssYN24cu3bt4vnnn2fAgAEUFhYe0zGffvppTj/9dE4++WQmT55Mz549yczM5IMPPuDrr78GWu419+rViwceeIBZs2aRmZnJpZdeSnx8PLt27eLtt99m8uTJzJw5s9HHbNOmDc8//zzx8fHExsaSnp7ucQ45mO/xK6+8QmJiIgMGDGDNmjV88skntG/f/pheU1JSEjNnzmTOnDlcdNFFXHjhhXz11Vd8+OGHdOjQ4ZiO6c2wYcMA+MMf/sDYsWOx2WxcddVVfj2HtB4KokVCyOLFi4mKiuLcc8/1+LjVamXcuHEsXrz4mL5xFhERaU7JycmsX7+e+++/n6VLl/Lcc8/Rvn17Bg4cyN/+9rdmPff1119PdnY2L7zwAh999BEDBgzg1Vdf5a233mLlypXHdMwhQ4awdu1a7rnnHubNm0dpaSndu3fnyiuvdO3Tkq/57rvvpk+fPjzxxBPcd999gNmQ7LzzzvP6BXx9wsPDefnll5k1axa/+93vqKysZOHChV6D6KeeegqbzcbixYspLS3ltNNO45NPPmHs2LHH/JoeeOABoqKieP75511fRvzvf/9j3Lhxx3xMT8aPH8+tt97KkiVLePXVVzEMQ0G0eGUxNHNfRERERERExCeaEy0iIiIiIiLiIwXRIiIiIiIiIj5SEC0iIiIiIiLiIwXRIiIiIiIiIj5SEC0iIiIiIiLiIwXRIiIiIiIiIj4KunWiHQ4H+/btIz4+HovFEujhiIiIYBgGBQUFdO7cGatV3z/7g673IiISTBpzrQ+6IHrfvn107do10MMQERGpY+/evaSmpgZ6GK2CrvciIhKMfLnWB10QHR8fD5iDT0hICPBoREREID8/n65du7quUdJ0ut6LiEgwacy1PuiCaGdJV0JCgi6qIiISVFR27D+63ouISDDy5VqviV0iIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiIiPlIQLSIiIiIiIuIjBdEiIiIiIiJBJisLVqwwf0pwURAd5HYcKORQYVmghyEiIiIiIi1kwQLo3h3OPtv8uWBBoEckNSmIDmI7DxZy4VOfc+OiDYEeioiIiIiItICsLJg8GRwO877DAVOmKCMdTBREB7GPt+ZQbnfwbVYeBwpKAz0cERERERFpZtu3VwfQTnY77NgRmPFIXQqig9iqbQddf96UeTSAIxERERERkZaQlgbWWlGazQa9ewdmPFKXguggVVhWycbdR1z3NyiIFhERERFp9VJTYf58M3AG8+cLL5jbJTgoiA5Sq3ccosJuuO5vqhFQi4iINJe//OUvWCwWt1u/fv1cj5eWljJ16lTat29PXFwcEyZMICcnJ4AjFhFpfTIyIDPT7M6dmWnel+ChIDpIrfrJLOUe0z8ZgO/25VNcXhnIIYmIyHFi4MCB7N+/33X74osvXI/dfvvtvPfee7z11lusWrWKffv2MX78+ACOVkSkdUpNhdGjlYEORmGBHoDUZRiGK4j+TXpXtu7LY19eKV/vyeXU3h0CPDoREWntwsLCSElJqbM9Ly+PBQsW8Nprr3H22WcDsHDhQvr378/atWsZMWJESw9VRESkxTU6E/3ZZ59x8cUX07lzZywWC++8847b44ZhMHv2bDp16kR0dDRjxoxh+/bt/hrvcWF/XilZR0sIs1oYcUJ7TunRDtC8aBERaRnbt2+nc+fOnHDCCUyaNIk9e/YAsGnTJioqKhgzZoxr3379+tGtWzfWrFlT7zHLysrIz893u4mIyPEjK8ssT28NS3U1OoguKipiyJAhzJ071+PjjzzyCE8//TTPP/8869atIzY2lrFjx1JaqiWafHW4sByADnGRxESEMbxHWwC3RmMiIiLNIT09nUWLFrFs2TLmzZvHrl27OOOMMygoKCA7O5uIiAjatGnj9pzk5GSys7PrPe6cOXNITEx03bp27dqMr0JERALNGTRv2AB33gndu8PZZ5s/Fyzw7zlaOjBvdDn3BRdcwAUXXODxMcMwePLJJ/nzn//MJZdcAsA///lPkpOTeeedd7jqqquaNtrjRF5JBQBtYsIBSEuOB2BfbknAxiQiIseHmtf4wYMHk56eTvfu3XnzzTeJjo4+5uPOmjWLGTNmuO7n5+crkBYRaaUWLIDJk+uudw3mtilTYOzYps33rnkOq9XsaN5SDdj82lhs165dZGdnu5V5JSYmkp6e7rXMS+VddeWWmJnohGgziI6LNL/rKCxTYzEREWlZbdq0oU+fPuzYsYOUlBTKy8vJzc112ycnJ8fjHOqaIiMjSUhIcLuJiEhwakqGNyvLewDtZLfDjh1NG1/NczgD85bKSPs1iHaWciUnJ7ttr6/MS+VddTkz0Ym1guiiMnvAxiQiIsenwsJCdu7cSadOnRg2bBjh4eEsX77c9fi2bdvYs2cPI0eODOAoRUTEXxYsaFrp9fbt9QfQYK593bv3sY/R0zmaGpg3RsCXuJo1axZ5eXmu2969ewM9pIDLLa4q564KomOdQXR5JQ6H4fV5IiIiTTVz5kxWrVpFZmYmq1ev5rLLLsNms3H11VeTmJhIRkYGM2bMYMWKFWzatIkbbriBkSNHqjO3iEgr4C3Du2GD75nptDSzvNobmw1eeKFppdyeztHUwLwx/BpEO0u5cnJy3LbXV+al8q668r1kog0DiiuUjRYRkeaTlZXF1VdfTd++fbnyyitp3749a9euJSkpCYAnnniCiy66iAkTJjBq1ChSUlJYunRpgEctIiL+4C3DO2KEmZnu1g0efbT+Y6SmmvOTbTb37VYrzJwJmZn1z132pZS89jn8EZg3hl/Xie7ZsycpKSksX76ck046CTAbh6xbt45bbrnFn6dq1VyZ6KrGYlHhVmxWC3aHQVFZpSuoFhER8bclS5bU+3hUVBRz5871ukqHiIiELmeGt3Yg7bxvGPDHP4LFYgbE3mRkmI3DduyA2FgoKjKzxA0FuY1pFlbzHL4c258aHY0VFhayo0ax+a5du/j6669p164d3bp1Y/r06TzwwAOkpaXRs2dP7rnnHjp37syll17qz3G3arXnRFssFmIjbOSXVlJYVklyfU8WERERERE5Bs4M75QpZgbaU0ANcNddcNVV9QeuqameH8/KMjPeaWnuj3srJR871rzv6TmpqZAadQjatwcsjX69x6rRQfTGjRs566yzXPedy1Vcd911LFq0iD/+8Y8UFRUxefJkcnNzOf3001m2bBlRUVH+G3Ur5wyind25wSzpzi+tpLBUHbpFRERERKR51M4ip6ebGeiaHA7z8cZmf+vLNHsrJX/qKXj8cYhwlHCi5Xseu24Lo9pugS1Vt5wc2L8fGlglwp8aHUSPHj0ao/a7WIPFYuH+++/n/vvvb9LAjme5rnWiI1zb4qLCIA+KtMyViIiIiIg0o5pZ5L/9zSzhrslqNQNs8J5Zrq2+THNqanUpueFw0J3dDOZbBlu2MPixb/meb0ljOzbDAYs8HPynn4I7iJbmV7uxGFR36NZa0SIiIiIi0lLuvNOcA33XXe4B8IgR8NvfwiuvmPctFrjjDrjtNs/BtKdMs81eRvYH35Fq3Uzq5s3s6/kt0Tu3kECBuUOt3O1BOvAtg+k74URSLzgRBg2CgQMhLs7/L7weCqKDUG5xOVC9xBXUWCu6XEG0iIiIiIg0nq9Z49pmzoQzzzQD55qB9MsvV+9jGPDYY2bptaeGYH26FHGq5VtOMjZzMuZtEN8R/rvq+MbZ+6mMCLYygG8ZzBZO5FszL00OydhsFjKfBFqwkVhtCqKDTIXdQVG5uYyVWyY6oioTrTnRIiIiIiJBr7EB67EGuPUdo+b9jz5quPN1fc8vLPTcZKw2hwNun1zExW0203HPRti8GTZvpsuPP/KlUfcAh2jPke4n0+nCoZQPOInRfxjMj0YfKgmvs69zKSswl8FqynvVFAqig4yzqRjUaiwW5Szn1jrRIiIiIiLBzFMDrbFjvQfJjVnayddz1i61huoGYbXnIzf0fKsVHn7Yc7duCw768SPprHPdTnRsIexyD3FLp07knnAyz3x5Mpuq8tF76Qq7LVhfgBkz4Dvv7bd4/XXIz4fu3Zv2XjWVgugg4wyi46PCsFmr27S7yrk1J1pEREREJGh5aqB1881mIOsp8Guo4VZD59q+3ZwSXPsYtUuta7PbqztsexpDzec7HDBrltlk7LE/HmC4sY4RrCWddQxnA4nk1zl+eVJnIk77FQwbBiefDEOHQqdOfLUCZp9ddzwOh1kK7m1ZLZsNoqPNpbWO5b3yJwXRQab2GtFOsZE2QI3FRERERESCmacGWobhPQvsbWmnhpaQqpk5tlg8B8r1sdmgd2/vYwaIpJST2WxmmO3ruOTv65hpZNbZr4gYNnJKjVx0OvsPpzL/orpZYmcXbk/nczjM+ddPPGG+BzXHes018Otf132dvrxX/qYgOsjkFTuXt3IPouMizfsKokVEREREgld9QaKT3Q5r1sAVV3jev2aA68mGDe6ZY18CaIvFPI/dXj232Bl4pqWB1WLQy9juCoNHsJYhfEM4NeKPbPNARzv155396awxRrDRms60eQM5cWgYs2o0HsNLljg11czE1xx/zdd9223mzblOdVGR+XPECM+vs6H3qjkoiA4y3jLRcVWZaJVzi4iIiIgEL2eQOGWKGbBare6ZaKerrjLn92ZkuO9fO8CtbcECszzcU0DpDMadmdtXX3U/5tixZnDauzekRh+G/66DdetIXbeO4uj1RBYfrXPMbJJZTzqdL0vnlKnpMHw4bRMSODcLeu6A2b3Nsa5Y4XtGPSPDHMtTT1VnnWu/7prP8XRs5+ut771qLgqig4xzeau65dxaJ1pEREREJBQ4g0RnwFqzM7ZTzbLu2vt7Cwqdc5e9ZZ4NwyyHdq7V/MADVcfsZZBaugM+/oLUzz+HL74wa7hriASMyCjye5+MdWQ68WPS2d8tnW2l3Tk5zVJnTKmp7uNsbEY9NRUefbQ661zf6/Z0bKsV1q6F4cM9P6c5KYgOMnklZpCcGB3htj1OQbSIiIiISMioGWRmZEB8PEyc6L5PzUxt7aDUE29zl50Mw8zs3jbNDpu/IfXzz0n94gszaM7OrvuEPn3MOun0dEhPxzJ4MInh1cm8TlU3X9TOwDeUUa/5PF/28XTsQATQoCA66OSWeM5Eqzu3iIiIiEjoOvXUxs99rs3bfOsoSkhnHafzBWfYPydlwBooLnDfKSLCjDrPOIND/c/gh8QR9BzWzq+l0L5m1IPt2I2lIDrIOOdE124s5irnLlUQLSIiIiISao41U+vpGHdNPspIxxeM4nNO53OGsYkIKqp3LAYSEuC00+D00+GMM8wAOirK7Op9Q/Ots+xLZjkYj90YCqKDTL63xmJRKucWEREREQllvmRTnWs/p6XVePzgQfjsM/jsM377ySpuNL7FgvvE6H104gvLGaRefQan/vEMGDTIjNRrHbv2etCTJ8PgwYErjQ5FCqKDTG6xt+7cVeXc5XYMw8BisbT42EREREREpGnqy6Y6135OcBzlLMsq/nrWpwzM+RS+/961j7Nz0jb6wBmj6JtxOvt7n8FP5T051UMDsJo8zal2OMxp0f7OSLdmCqKDjKuc20t3brvDoLTCQXSErc5zRUREREQkBBUVcXDp5xy56VPW8SknsxmrYcCn1btU9BnIiz+dyUrO5DNGkUMKttWQ+ZoZlPvSAMzbnGplpBtHQXSQya0KohNqBdEx4TYsFrPjXmFZpYJoEREREZFQVVbGgXfXUvT+p3T+4VMiv1pLUmUld9bY5Qf68Slnc+ZfzmbQ1DP5YksHpp7tfhhv6zB745xTXXu5LVBGujEURAcRwzC8NhazWi3ERoRRWFZJUVklSfGRgRiiiIiIiIg0lmHATz/Bhx/CsmVUrviMjuUlbrtUpnbnn1nnsJyzWcFZ7KczNhtkZgAdGr8OszcZGWbGecQIz4G0c+3qYGjgFawURAeR0goH5ZXm3+Tac6IBYiNtFJZVqrmYiIiIiEiQcjYG69OliC4/rTAD5w8/hF27XPuEAdkk8yln8ylns8p6NitW98T4n4U3vHTvbkx3b4/NyWoYPtx7Rrqx2W1/aWjMwURBdBCpGRzHRtT9aOIiw8ihTEG0iIiIiIgPWjQwMwz+9cCPrLn3Q843PqQDnwHl1Y+Hh8OoUexIu4BLnx/L9wwEqpoFO2DHzoa7d/vS3dvZnKyhJay8ZaSPJbvdVL6OOVgoiA4iJeV2AKLDbVitdbtvuzp0K4gWEREREamXPwOz2sG4K9vcuZAu2z6l8K0PsXz0IZcf3M3lNZ63ix4k/fYC4i4/H84+G+LiiMqCH+YDXgLXhtZCru9xT0tY1Vee7cxIN2Xt6qZq7JiDgYLoIFJcYQbHMV6ahjk7dCsTLSIiIiLiXUOBmbegOC4OCgvdM9duwbjF4K6Lt1LxnpltTuJzoIK4qvOWEcEqzuRDLuBDLmAbfVlxo4XRo6vH1piy7MbytIRVQ+XZvmS3m9OxjDnQFEQHEWcmOirccxAdpyBaRERERKReWVnw5pueA7M1ayA/3z1D/dvfwiuvuO/vzFyPHQszbi7gYmM5F/Ah5xvL6P7uHrfj7uQEPuQClnE+KziLYmJdj3krjW6uwNVb87HYWFixwntZe0PZ7+bkr4ZpLUlBdBBxBtHeMtEq5xYRERGRUNUS85NrZo09mTjR/GkY5k+HA15+ue5+XRx7+Pbm/3DRwHc4aHxOBBWux0qJZCWjXdnm7aThmttcQ0MZ5uYIXD1lua+5pnreczDON27OzHxzURAdRIobCKKry7ntLTYmEREREZGmaonGUbVLuD1xBs8eHmEg33MZb3Mp7zCMzWAA35mPbqe3K9u8ktGUENPgeF5/Ha64orGvoulqZrljY90bhwXrfONAl5Q3loLoIFJS0UA5d1RVEF2qTLSIiIiIhIZjbRzV2My1p7m19bFiZyRruJR3uJR36M1O12N2rHzJabxjuYzwSy/i7++muWV2a5d/12azwciRvo/F35xZ7hUrQme+cSBLyhtLQXQQUTm3iIiIiLQ2x9I46lgy157m1lqt5k/ntkhKGcNyLrW8w8XGuyRzwLVvKZH8j/N4h0t5n4s4SEcwwPof+M9/zKZjzizphRdWl4bXFkzlyKE43zgUWAM9AKlWXO7szu35u43YquC6sFxBtIiIiIiEBmcgV1N9gdyGDZ4z11lZ9Z/HObfWZqs+x/z5sOjJXK6xLOZNruAQHXifi7jJ+AfJHMCR2AauuYbDL/yLDf89xC/PvctCbjQDaKrPf8klsHNndWB86ql1X5PVajY0y8wMnjnHnt6TYAnwQ5ky0UGkpML8TeG9nDscUDm3iIiIiISOxjSOWrAAbr657tzlmpnr+sq8nXNr96zbT/8f36btG+/AihX81qjx/+cuXeDSS+Gyy7COGgXh4bQHzgB6ZsG0aXUz57VL0L29pmOZA93cDddCbb5xKFAQHURKXJloL43FqrarnFtEREREQokvgZxz7rSn5l/OzHW9Zd4HDsC//03qm2/SZdUqLDUPNHCgGThfeikMGwYWi+ucNQNYZ3DsqUFZ7RJ0fwSnjSlbb0qwHUrzjUOBgugg0lB37piqOdHO/UREREREgpGngK+hQM5bYzCLBW6/Hfbvr1vm/afJhxh/+G3a/u8Nty5aFmAt6Sy1TGD4A5dyxZ/S6hzXWwCbkQGDB7t3tQbPJehNCU4b03CtJbqbi+80JzqIOLtzRzeQiXbuJyIiIiISbBYsgO7d4eyzzZ8LFvj2PE9zpy0W8/bYY5CebgaRbTnCDbzEh5zPL44U2t41GZYvB4eD8iHDudPyKN3JZCRredS4k6tnp9WZT+0tgHXuN3y4/+YSZ2WZ8X3tMdTXcK2mY50jLs1HQXQQcXbnjvYyJzpa5dwiIiIiEsQaCk7rU7sJVs3O2gnk8VvjZd5nHNmk8BIZnM9HhGGnfNBQePhh9n+xk2evXc9jxkz20N11XE+BqS8BbEaG2SRsxYpjbxZW3xcKvjRcW7Cg+suD+sYqLUvl3EGkoXLu2Kqu3SUq5xYRERGRJmiuZlbegtM1a6BDh/rPl5UFJ5xg7ltUBEd2F/Dv699lIm8wlo+IpNy17zcM5l+WKxn8wJVc8ac0s9x5lOdycE9l2L4u/dSc5doNNVzzZY64BIaC6CBSXc7t+WNxBtdF5ZUYhoGlqiGCiIiIiIivmnN+bVxc3eDUYoGrrqr/fM4xWR0VnG/5H08Of5VR3/6H8ZS49vmeAbxpmcjouVdi6d+PKb2ru3V7agQG3suwG9Mx/Fj5sj52fc3JvM0Rt1q1TFWgKYgOIg2VczsbizkMKKt0eF0KS0RERETEk8Y0s2qsmsG5k9VqZlLrO1/WXoP5N2/kCeMVrmIJHY2DsN58LDe5D88cuIolxpVsZSAY8MA0MwAePdrcx1uw+cQTcPnl3l9Xcy/91NRst6fnW62wdq05Z1sCR3Oig0hxRf1LXNUMrtWhW0REREQay9dmVo3lKRtstcKzz3pf85ldu+CvfyUhvR/rjF/xB56hIwfJoSNPchsbn99Im/0/cv66+/jROtD1/NrzrL3NLfYUQNdu8pWaagbjzZHVrT3Hu7HZbk/Pnz9fAXQwUCY6iDgDY2/duW1WC1HhVkorHBSVVdIuNqIlhyciIiIiIc7X7GhjeQrOHQ5zHnTN87XlCBMtbzHyj6/Ahi8BSACKieYdLuUVfsvHnAu2MDLHARYoLKy/LNrX0uxALBPV1Gx3c2fL5dgoiA4ipQ2Uc4PZXKy0olzLXImIiIhIo9UOOK1Wcw3mpvIWnI8cCf+YW8YHUz/gN45XGccHRBrlsAEMi4Xlxjm8wjUsZTyFxLueVzMI9nbs2Fgzq5yW1nCw2Zxl7A1pSnMyfzxf/E/l3EGkuKL+7tygZa5ERKRlPfzww1gsFqZPn+7aVlpaytSpU2nfvj1xcXFMmDCBnJycwA1SRBrFuXTTzJnm/ccea9x6zp7ULj0Oszp4Z+YXpP51CjfMSuFfjgmM522zw/bgwfDoo6xespdz+Zh/cp0rgAZ4/XX3DLGnsuZrroERI9yXjqqvNLu5ytjl+KRMdBBpqJwbtMyViIi0nA0bNvDCCy8wePBgt+233347H3zwAW+99RaJiYlMmzaN8ePH8+WXXwZopCLSGFlZsHo1PP64fzOzGRlw4Yl7KZ23kK6fLiLsb7uqH+zcGSZNgmuuIavdYLZv99zJ25m99nRsZ6Y5NtYMoBsz9uYqY5fjkzLRQcLuMCivNP9V11fO7cpEK4gWEZFmVFhYyKRJk3jxxRdp27ata3teXh4LFizg8ccf5+yzz2bYsGEsXLiQ1atXs3bt2gCOWER8sWCBmbmdONG3zGztRlwelZfDv/8NF15IpxHd6bnoXsL27DKj5Ouug08+gT174JFHWLBhMN27mxnk9HQ491zfG285M83e5kivWeN9iE1t8iVSk4LoIFFzjnOMl3WiAWIjzX/5xeUq5xYRkeYzdepUxo0bx5gxY9y2b9q0iYqKCrft/fr1o1u3bqyp53+wZWVl5Ofnu91EpGU4A+ENG7yvpwx1M7POgLtmybSbH34wa8JTU81W2B9+aLbiPvNMeOUVyMmBRYvgnHPAZqszL9kw4KOPzPszZ5ol5r40+vLUjRvMtajrK0l3lrGvWOH7uUQ8UTl3kKgZFEeFe/9uIzo8rGp/ZaJFRKR5LFmyhM2bN7Nhw4Y6j2VnZxMREUGbNm3cticnJ5Odne31mHPmzOG+++7z91BFpAE1O1JbLHWXm3JyZmbBDDLj4jw34jr/jCK6fPmmeeCaUzhSUuD66+HGG80o1wNv6zkbhrmm8223+faanFnl2l8I+FLWrSZd4g9+z0Tb7XbuueceevbsSXR0NL169eKvf/0rhrd/sQJAaXl1KbfFYvG6nzMTrcZiIiLSHPbu3cttt93G4sWLiYqK8ttxZ82aRV5enuu2d+9evx1b5HjlrdTaW+bZ03/HrVZ4800zMwu4lVpXB6gGw1nPXPsUkod2MgPlL780I++LL4b//Af27oU5c+oE0DXH6C2DDI1v8pWRYTYga+pxGsun8nZp9fweRP/tb39j3rx5PPvss/zwww/87W9/45FHHuGZZ57x96laleIKMyiurzO3+bgai4mISPPZtGkTBw4c4OSTTyYsLIywsDBWrVrF008/TVhYGMnJyZSXl5Obm+v2vJycHFJSUrweNzIykoSEBLebiBw7b6XWNbe7B8LVnIGszWZmdK+4wrxfO+Bux2Fu5Wm+YQjrSWcK8wkrLoBeveChh2DPHrKee5cV8b8mK7tugWvtMX70kXk+T4H0sTT5OvXUusdqzmZhDZa3y3HD7+Xcq1ev5pJLLmHcuHEA9OjRg9dff53169f7+1Stii+duaE6yFZjMRERaQ7nnHMOW7Zscdt2ww030K9fP+666y66du1KeHg4y5cvZ8KECQBs27aNPXv2MNJTS10R8Ttvax4PHtxw5tlmMxtwFRW5r6fsLLW24OAsVnAT/2A8S80lqYASovhlxOX0npMBo0aRtc/KU09Ud/i2WOCOO8yS7NRU72PMzITdu+Gpp8wSbrv92Jt81V7zujmbhQVynWkJPn4Pok899VTmz5/PTz/9RJ8+ffjmm2/44osvePzxxz3uX1ZWRllZmev+8dpopLS84TWiAWIj1FhMRESaT3x8PIMGDXLbFhsbS/v27V3bMzIymDFjBu3atSMhIYFbb72VkSNHMmLEiEAMWeS4423N4y++8J55djiqg8zhw+vu0yfpKLdbFnGL8RxpVNdDF/Udyi/n30Tszb+h98A2gJmBvflm9yDdMMz1ph9/3AxsTzjBe/fv0aPh0UfNgHvHDvdgvrFqLn3VlOM0pL51phVEH3/8HkTffffd5Ofn069fP2w2G3a7nQcffJBJkyZ53F+NRkyuTHQ9y1sBREeosZiIiATWE088gdVqZcKECZSVlTF27Fiee+65QA9L5Ljhbc3j00/3vN1T5tnlm29g7ly6vPoqjxslAOSSyGuWSXT+cwaX3n8yfWrs7szIemt35MzQrlnT8LrM/mry1RLNwrTOtNTk9yD6zTffZPHixbz22msMHDiQr7/+munTp9O5c2euu+66OvvPmjWLGTNmuO7n5+fTtWtXfw8r6BVX+FbOrSWuRESkpa1cudLtflRUFHPnzmXu3LmBGZDIcc5bGfPw4d63uykvh7ffhmefNdPXToMHc3TSNLac+Bt+fWKsx8DUW4ftmux2M2hvqVLrltCSpeMS/PweRN95553cfffdXHXVVQCceOKJ7N69mzlz5ngMoiMjI4mMjPT3MEJOdTl3/R9JjDLRIiIiIsc9b2XM9ZU379u4j7Jn5tNt2QvYDlQtSRcWBhMmwNSpcPrptLVYGFXPeT1lZGtzZmhHj26ZUuuW0lKl4xL8/B5EFxcXY63VJs9ms+Fo6Cur45wzs9xQObdzznRxmYJoERERkeOZtzJmt+2GAV98wc8znqXrxqWEY/6fszgxhZjpU8za7M6dG3XOmhlZqxXOPRc++cRzhra1rcvc2l6PHBu/B9EXX3wxDz74IN26dWPgwIF89dVXPP7449x4443+PlWr4ms5d3V3bpVzi4iIiLQmWVlmuXRamudAraHH3RQVweLFZsn2li2cULX5c07nWabxbsFlbL8pglQf4+ea5/aUkc3KUoZWjh9+D6KfeeYZ7rnnHn7/+99z4MABOnfuzJQpU5g9e7a/T9WqlPjYnVvrRIuIiIi0PgsWVC+hZLWa2d6MDN8fBzOQzVqxnYGrniP+XwshLw8Ae2Q0C8quYS5T+ZYh5s4O3ztLezt3zecqQyvHE78H0fHx8Tz55JM8+eST/j50q1biY3duZaJFREREWl6jssDHcOz61iBu8PHddv53+4d0eftZxvJR9YF79YKpU8k+93puGdL2mDpLezr35MnmmtSelsoSOR5YG95FWkJjy7nVWExERESkZSxYAN27w9lnmz8XLPDv8etbg7i+xzM3HWb9FY9S3iONG9++mLF8hAML7zOOi6z/JevTn+D22+kyqC3z55uBMzSus7SnczscMGKE/98HkVDh90y0HBtfy7ljI6u7cxuGgcViafaxiYiIiByvGsoC+4O3NYhjY2HFCoiLc398CF/zB8sznDrxNaxlpQAcoS0vcSPzuIWf6QUOWLMOOuz0Po/5WMcGzfM+iIQKBdFBorHl3HaHQVmlg6gG9hcRERGRY1dflthfwaOnNYivucbM9jrnIf/2GoODr37E7Y7HGMNyMIAy+IqTeJZpvM7VlBDjOqbFAlddVf885vrULF+fP9/9i4Tmeh9EQoXKuYNEdTm3b+tEg5qLiYiIiPhDVpaZ8c3KqvuYMwtck6/ziRtzrowMyMw0H1uzBl55xQxawynnGsfL3PHPwXzguIAxLMew2WDiRA68/SWnWDbzEhluAbRzvLWz555enye1y9cB1q717/sgEsoURAeJkqpGYQ2Vc9usFiLDzI9NzcVEREREmqa++c4LFlRng50aM5+4MecC85ijR8OuXRDvyOVOHmEXPXmZ6zmR77BHxcL06WR/sZMVU5ZQfsqpzH/R4prrbLXCzJnw+uvm8tA11ZxjXR9v5eudOnHM86pFWhuVcweJEh8bi4EZaJdVOpSJFhEREWmC+uY7Q90SZqvVzBIfS1dqXzpwb98OP32yh6KHnmIPL5JAAQD76MQzltuYtmEyy9a1ZfJp7mXamZl112z2NMe6vqyx8/wHD3ov2z7WedUirY2C6CBR7OOcaDBLuo8WV1CkIFpERETkmNU339kwPDfTKiry/7k++gieu/krZhiPkcEbhGH+H+87BvIYM3nTejXPzI/EaOM5EM/MNDPYTp7mWNeXNa65DrTFYt5qZrJrBuBaD1pEQXTQ8LU7d819ilXOLSIiInLMvHXFdgaMjc3mgvf1pGt32AawWQ06ffs/Km97lE0sd21fztk8xkyWcT5g4c0lcMUV5nxpX5t7+Zo1rp0hNwwziLbZfAvARY5HmhMdJJzl3D4F0c5lrsqUiRYRERE5Vs6Mrad5vvU95o23Oc+151ZbcHC59d9kpw6j723nM4blVGLjNa5mGBsZw3KWcQFgznceOdJ8njPor6m+wN45x7q+MXvKkBuGOa96xQozy52R4f35IscjZaKDhLOc25clq2KrAm01FhMRERFpmvoyto2ZA+xtzvPgwdXbbVQykTf4Ew8x0LEV9oAjJpZnim/iCaazmx5ux6wduDe2TNsX3rLxI0cq+yzijYLoIGB3GJRXmr+5YhpY4srcxwyi1VhMREREvJUPi+/qm+fr7bHa77u3Oc9ffAE2Rzk38E/u5mF6sxOAythEwm6/lewrbiPrlQ5kPQFUBcZz5pjNyzwF7v5u7tUcgblIa6cgOgg4S7nB1znR5semxmIiIiLHt5oNoZydmlV62/xqN+K64w648sq6Gd1Yawnj9y1gAo/Qjb0AHKI9T1pmcMv6qSxbk8jkodXHmTkTbrut4QDW38291HVbpHE0JzoIOBuEWSy41oCuT3UmWuXcIiIixytv5cNZWYEdV2vnqRHXY4+Zc55/+1szkxtHAX+0PMqBuJ50f+xWurGXfXRiBn/nBOtuer74J4yExDrHeeIJ7+dcsaJ5P1tf5k+LiElBdBAoqbG8lcViaXB/ZaJFRESkviWTpPl4et/B3PbeK7lk3vRXjiT04G/GH4nJz2E33biF5+jFz9hmzmDr7lgyMnz//Lw1KxORwFEQHQSKG7G8FUBsZNUSV2XKRIuIiByvGtupWfzD0/vegYM8yJ/Y5ehG6guzCc8/QmnXNG60LKQ3O3ieWyglyi3T7Fzyqqban5+qDUSCk4LoIOCcE+1LZ26AaNc60cpEi4iIHK+OZQkm8Z23Emrn+261Qif28XdmkEkP/sQcEiigou8gVkx+nbi9P7DQuJ5Kwl3PdWaaay95BZ4/P1UbiAQnNRYLAiWNzURXlXMriBYRETm+qSFU82ioYVvGOZlM/M3fiHr9JcLs5QBs4BRyp/6Z/n+8mDE9rXio+MZmg9hY9+wymOdYs8bsyF2Tt+WnVG0gEljKRAcBZzAc7cPyVuZ+zky0yrlFRESOd8dzQ6jGNtzyZf96S6h/+gluuAHS0oh79XnC7OWUDT+db/62jE571nPus5ewfafV45xpq9XMNBcW1s0uOxxQVFT3Oao2EAlOykQHAWc5d3S4b99pxKqxmIiIiBznfFneq+Zazh995NtyYJ5KqPvbtxBx7YOw8k2zjTbAuefCn/9M5KhRDKE6QHfOda6daV671sw0Z2U1LrusagOR4KNMdBBwLlUV42MmOkaZaBEREfFBSyyNFIix+NJwq2ZX627d4OabfWvQVbNx2Cls4G0uZQuD6bjiDTOAvvhiMyL+3/9g1Kg656q51BWYP+fPry7VPpbs8vFcbSASjJSJDgLV5dy+zYmOUWMxERERaYAvmdpQHUt9DbdSUz2v5Vyb3W7OQ+7QwQycnQFqaheDd+/4jPBHH+I8/mc+32LBcsUV8Kc/wZAhbsfxFNC/+qp57KIiz9ljZZdFQpuC6CDgLOeO8bE7d2xkVWOxMgXRIiIiUs1ZvhwX5zlTO3ZsywdsnoLMyZNh8OC6jbTqO4azLDs11XPJdM2SaG9rOddkscBVV9UI7F8wyOj0X3joIcatXm2O1WqjZPwkYv86C/r183gcbwF9UZGZPfYmNVXBs0ioUjl3EChpZCZajcVEREQEMFOsP/0EFRVuJcXp6cGzNJKnINPhMMueFyxo+Pk1X1f37nD99Q0vD+VpLWeLpbqE2vmYwwFW7ExwvMmwm4fCRRfB6tWUEslz3EKasZ0l57/sNYD2di510BZp3RREB4HGlnPXXOLK8FSfJCIiIseHP/4R+valsndf1tz8EkZVZOnpvweBCuw8BZlQ/7xkJ09Z7Jdf9rw8VM3ycE/zjl98ETIzzXnZr78OYUY5N/ASP9CfN5nISXxDRWQsjzGTnuxiKs/xs9GzwTGqg7bI8Ufl3EGgupy7cUtcVToMyu0OIsN8C75FRESkFXn2WXjsMQDC9uziH2TQn++Zyd9duzhLngMZ2DmDzNprI0P1vOQrrvD8XF/Ksr0tD+Vt3nFqu2KO/n0BO3iUbuwF4AhteZrbeKbsVo7Qrs4YnXOtvdEcZ5Hji4LoIFBdzu1bYUBMjYx1SbldQbSIiMjxZvVquO02ADb/+i/8690IHuJP3M4TvMOlfMEZ2Gz1N7dqSRkZ5hzo2mXYYM5Lzs/3vDzVwYN15z7XVl+G3W3ecV4ePPccPPEEbQ8epC2wnxT+zh28aJlCAfFNyuBrjrPI8UPl3EHAObc52sclrsJtViLCzI9Oa0WLiIgchxYtAoeDPSOvZPh7s5nDLBZwI1YMXuJG4qzFvPCC2bjL09JIgVj6avhwMyNdu7S7vuWpJk40S9Odz7HZ4LrrGlk6nZ0N//d/5gH/9CczMu/RA+bNw759FxetmMmLSzwH0FZr3eMH07JhIhIYCqKDgHNOtK/duaE6G12i5mIiIiLHF8Og6M33Abh5zY04DAsAd/B3suhCGjtYd9nDXpeQqt2oy5fmXv6SkWHOR66tZtMzb8tTvfmmOad50aLquc2ZmfUslfXdd3DjjeaLfOghMxPdvz/8859mM7bf/Y7U3lGMHg2nnlo3uLdazeWgax4/kO+diAQPBdFBoLSicY3FoLq5WJGWuRIRETmu5Hy4mdi8/RQSyyrOdG3Pow238RQA/T58HA4cqPNcT426Gmqc5W+eAtaGlqdyOCApqca85lTPGXYMAz7+GM4/H048ERYuhPJyGDkSli41A+vf/hbCw92e5qk52Pz57ktwBcN7JyLBQUF0EGhsd+6a+xarnFtEROS4UlyVhf4f51FGlNtj/7GO52D3YViLi+Dhh+s819uaxi259FVD3ayPacmo8nKzbfdJJ8F558FHH5kHmTDBnD++ejVcdpnnNuFVMjLqz3AHw3snIsFBQXQQKDmGcu5YrRUtIiJyXOrylRlEv89Frm1Wa1W5824LSfMfMjc+9xzsNbtPO+fxxsUFx5rG9QWsjVoy6vBhmDPHnON8/fXw7bcQGwu33mpGvf/6l5mF9pHXDDdaD1pEqqk7dxAoOYZybue+aiwmIiJyHNm3j4hvNwKwzDoOaixf5Vomqsu5cOaZsGoV/PWvLEif7ypDtlrNauZXXzWzqIFe+srbeetdMsrhMKPvf/zDLNEuLze3d+5sBs9TpkDbtm7Hy8oyY+q0tGN/rc7gfsqUwL93IhJYCqKDgKux2DHMiVZjMRERkePIihXmz1NOYf3byZ6DTIsFHnwQTj8d46WXeOQfd+Iw0gAz/nz11eBZ+qo+ziDbmUXvG/cLnf+3yOzmtWtX9Y5Dh8L06eZaWRERdY6zYAFuXyLMn19PM7IGaD1oEQEF0UGhep1o3z+OmEg1FhMRETmeZGWB/YPv6A5wyin1r0t82mkwbhyWDz7gXu5lEq+5HrLbzQB69OgWGHQTvfRCBe/d8l9uNP5BMv8FqiYlJyTApElw001w8smu/WtnnL01Axs7tmkZaQXPIsc3zYkOsEq7g3K7+Zu9UUtcVe3rLAUXERGR1su5tNI3r38PwOr8gQ0/6YEHAPgNrzOYb1ybg34er2HA+vUU3nArF/+uM28bl3Ix72PDweecwZEnXob9+8053zUC6JrLT3XrBnfeafYTUzMwEfE3BdEBVjMIbsyc6JjIqjnRZSrnFhERac1qZlMHsBWA2UsGNry00kknwZVXAvAA9wDBOY/XWa69f02mGfj36wfp6cQtepYkDpFNMo9wJ335kVF8xrcnXQsxMXWOUXtt6cceMyu8LRb38wX9lwgiEvRUzh1gzlJuiwUiw3z/TiNGS1yJiIgcF5xLK0VTzAn8DMAWxwB27PAhGL7/fvjXv7jY8R6bnl1Dx0tGBlUA/c9n8/niD29yjfFPOvF59QPR0RSPvYzL//Nb/meMwV71X1ZvAbCn5afADKYtFvN5agYmIv6iTHSAOTPRMeE2LLW/Kq1HTNX8aS1xJSIi/jRv3jwGDx5MQkICCQkJjBw5kg8//ND1eGlpKVOnTqV9+/bExcUxYcIEcnJyAjji1s+5tFI/fsSKwSHac9ja0bdsat++5tJPwMn/+hOpXQy/j8+ZSW4wM+5kGPD55xRdcT0Tbu3EfONmRvE5Diws5xyOPL4IcnKIeXsxE148H2zVAfScOWbAXPtcnpbuqnm611/3vv6ziEhjKYgOsOLyxi9vBdWZaC1xJSIi/pSamsrDDz/Mpk2b2LhxI2effTaXXHIJ339vzsW9/fbbee+993jrrbdYtWoV+/btY/z48QEedevmXFppkMUs5d7KQF6Yb/E9mzp7ttm1euVKDi16v3EBbwNqzkPu3t2871VhIcydC/37w6hRxP7rZWIp5kf6chcP0409jOETlqdex4qN8WRlua8n/fDDcPfddc+1YAGMGOE5Ew1m8D1ypPf1n0VEGkvl3AF2rEF09RJXCqJFRMR/Lr74Yrf7Dz74IPPmzWPt2rWkpqayYMECXnvtNc4++2wAFi5cSP/+/Vm7di0jRowIxJCPCxkZcMVX38NcOPmaAYxqTDa1e3dzCahHHqHkxt/za0ZTbI1v0lJP0IjO17t3w9NPm9FuXp65LTaWoosmMvbNDL40RgJmNZ7FYs5j9rQc1Tnn1D3X4MHuY3Aew2Ixt6l8W0SagzLRAVbqKudu3PcZaiwmIiLNzW63s2TJEoqKihg5ciSbNm2ioqKCMWPGuPbp168f3bp1Y82aNfUeq6ysjPz8fLebNE7CXjMTXdF3YKOzyb/cdC87OYGuZPEg/+cKQp3HaHRJNp7nIbt1vj58GG6/Hfr0gccfNwPotDQzoN6/n9glC7jhxVOx2cwA2lmOXTtQdi5b5elcX3xRd7thwJIlKt8WkeajIDrAnJnoqGMs51ZjMRER8bctW7YQFxdHZGQkv/vd73j77bcZMGAA2dnZRERE0KZNG7f9k5OTyc7OrveYc+bMITEx0XXr2rVrM76CVqqqpP7y2QN9K5+u4aesGH7H8wBM41nG8LEr4G1USXYNzrnaNdlsEBvt4Mc7F2Dv3QeefBLKy+Gss+CDD+DHH+HWWyE+HnAv1379dTMArsk5Rm/nOv10z9sbKt8+li8NREScFEQHmLMxWGPWiAY1FhMRkebTt29fvv76a9atW8ctt9zCddddx9atW5t0zFmzZpGXl+e67d2710+jPU6UlGD8bHbm/s4YAFAnm1yftDT41HouLzAZKwavczU9rbuJjfVcku3LMZ1ztW1V/4Wx2WDa+H3kjziXfo/dhC33CEe6nAgffQSffgoXXuix+1dqqhnwnnqq54C4d2/P53rhBRg+3PP2+sq3j/VLAxERp2YJon/55ReuueYa2rdvT3R0NCeeeCIbN25sjlOFPOec5hhlokVEJEhERETQu3dvhg0bxpw5cxgyZAhPPfUUKSkplJeXk5ub67Z/Tk4OKSkp9R4zMjLS1fHbeZNG+PFHLIbZmfsAHV2b3cqn6+EMQmdYn2Ijw+jAYdZ1nUDJwcL6S7IbUDOTvPXRD/i/t4ZwDp9SRAx38Bid9m8ma8B5Ph3LW6DsDIhrnqtmmba37Z54m8etjLSINIbfG4sdPXqU0047jbPOOosPP/yQpKQktm/fTtu2bf19qlbBucRV48u5nZloBdEiItK8HA4HZWVlDBs2jPDwcJYvX86ECRMA2LZtG3v27GHkyJEBHmUrt3MnAD/RB2cTLvC+brInGRkwdmwUe7/4N/bfDyNp9ybiH7iYWMsHFBkxx3RMgNSkMlL/frdZug18xUlcxRJ+oi844P33zZW20tIabvBljtEM4p0ZaLdzpXo+hrfttdU3j1vNx0TEV34Pov/2t7/RtWtXFi5c6NrWs2dPf5+m1XAGwY0t546NdGaiVc4tIiL+M2vWLC644AK6detGQUEBr732GitXruSjjz4iMTGRjIwMZsyYQbt27UhISODWW29l5MiR6szd3KrK31OGd8O22Qz86itddjbjqh24pqZC6lXd4YT/wpgxRK1Zybb+v2bQtqXkOhJ87mbtPH6/iJ/pdNuVsGkTAE9xG3/kb5QT6dr3llvMn7W7bXvja0B8LJxzq2sG0o390kBExO/l3O+++y6nnHIKV1xxBR07dmTo0KG8+OKLXvc/3rt1HnM5d1U37wq7QXmll4URRUREGunAgQNce+219O3bl3POOYcNGzbw0Ucfce655wLwxBNPcNFFFzFhwgRGjRpFSkoKS5cuDfCojwNVQfQJo1IbLF32ac7vr34Fy5ZBbCxdfljOgd4jWbP4Z5+6WTuP/+zZ/ybm9KFmAN2uHbz7LnH/eJJKa6TH5wVD6XRDJeMiIr7wexD9888/M2/ePNLS0vjoo4+45ZZb+MMf/sDLL7/scf/jvVvnsZZz11xXWmtFi4iIvyxYsIDMzEzKyso4cOAAn3zyiSuABoiKimLu3LkcOXKEoqIili5d2uB8aPEDZ+TZtaurEZe3DLTPc35PPRVWrYIuXQj/aSsjbhlK6gcv1K13rnX8P9xcwhOOP/BvLieRfFZzKvs//BouvpiMDLPLtjf1zbduqY7ZjZlDLSLiid+DaIfDwcknn8xDDz3E0KFDmTx5MjfffDPPP/+8x/2P926d1eXcjausjwizEl61rmKRSrpFRERaN+f/jxpINjS4dnNtw4bB+vXmmlD5+fC735E/IJ3Dz70BFRXugW1pKflzX2Gr0Y8/8AwAD3MXZ7KSbcXV4/LUZdvJW+l0S3fMru+LCBGRhvg9iO7UqRMDBgxw29a/f3/27Nnjcf/jvVtniXOJq0Zmos3nqLmYiIjIccHHINrbesr1zvnt3Bk+/5y1E5+giBgStm2k/dSrKI1py7au53D47Mv5seu5VCS2Z8DD19KdPewllXG8zywexrCFux2/dsl0zXF4Kp1Wx2wRCTV+byx22mmnsW3bNrdtP/30E927d/f3qVoFZzl39DEF0TbySirUXExERKQ1q6yE/fvNPzcQRDsD2ClTGm4+VlPWfhunvTWdDlzNLczjFuaRXHmAc/i0eqdyqEzpwlenTuWsd6ZT5IjGaoU5c+oev2aX7dhYKCry3G0b1DFbREKP34Po22+/nVNPPZWHHnqIK6+8kvXr1zN//nzmz5/v71O1Cs4scnQju3NDdfa6qEyZaBERkVZr3z4zygwPh44dG9y9oWWiPHEGsgdI5j7+wv3MZgBbSWcdkZRRRiQbOYWnXhvM6LMs/OUxuOsu8zl33232Fas9t9jXLtvqmC0iocbvQfTw4cN5++23mTVrFvfffz89e/bkySefZNKkSf4+VatwrN25AWIjzY+vpEKZaBERkVbLWcrdpYv3yca1NHaZqNqBrIGV7xnE9wxy7WOzQe80s8zaGUBDdfn12LHHljk+1uy5iEig+D2IBrjooou46KKLmuPQrU5Tyrmd2WtlokVERFqxGp25m4unQPaaa+DVV90DW4A33/R/+fWxZM9FRAKlWYJo8V1JE8q5XZloNRYTERFpvXxsKtZUngLZBx6ovv/RR2bnbE8rYPmj/Lqx2XMRkUDxe3duaRzXElcRjf8+w5m91hJXIiIirZgziG6BCNO59BOYS1uBeX//fvcO2jWp/FpEjjcKogOsKeXcsVXP0RJXIiIirVgzZqLd1oGuUnvN5uuvh/R0zwH0E09AZqaZxfZ0LBGR1khBdIC5yrmbtE60MtEiIiKtVjMF0bWD5QULPK/Z/PLLYBh1n2+zweWXmxloT8cSEWmtFEQHUKXdQbndvErFaIkrERER8aQZgmhPwfKUKbB6teeMc21Wa3UJt7djKSMtIq2VGosFUHFFdfB7TOXckcpEi4iItGrl5ZCTY/7Zj0G0c13omux2sFjqrtlcm9UKa9fC8OH1H6sp3bpFRIKZMtEBVFpVym2xQGRY4z+KWGWiRUREWrdffjF/RkZChw5+O6xzXeiabDYYOdJc6spmq9523XXu9+fPrw6g6ztWU7t1i4gEKwXRAeTqzB1uw2KxNPr5cVHhABSUKRMtIiLSKjmD6C5dzG/d/cS5LnTN4NhZnp2RYTYLW7HC/Llokfv9jAzfjyUi0hqpnDuAil1NxY7tY4iLdGaiFUSLiIi0Ss5S7pQUvx/a07rQTrXXbG5oDef6jiUi0tooiA4g5/JWMccwHxogLtLMRBeWKogWERFplbKzzZ/Jyc1y+IaC40AdS0QkmKmcO4Bcy1sdQ2dugLgo8zuQQmWiRUREWqdmzESLiMixURAdQM6u2sfSmRuqy7kVRIuIiLRSVZnoXcXJWjJKRCRIKIgOIH+VcxeVVWIYht/GJSIiIsFh9wYzE/3wyyl07w4LFgR4QCIioiA6kJpazh1blYmudBiUVdazoKOIiIiEnKws2P+1GUTnkIzDAVOmoIy0iEiAKYgOoOru3McYRNfo6q2SbhERkdZl+3ZIwSznzsacE223mx2wRUQkcBREB1BTy7mtVguxVc9Vh24REZHWJa23QTLVmWgw12Du3TuQoxIREQXRAdTUcm5Qh24REZHWKjUhn2hKATOIttnghRe0jJSISKBpnegAqi7nPvaPITYyDChTEC0iItLaVC1v5YiL57/vxdC7twJoEZFgoCA6gJpazg0QH1mViVY5t4iISOtStbyVNSWZ0aMDOxQREammcu4AKnGuE+2Hcu6icgXRIiIirUpVJpqUlMCOQ0RE3CiIDqCmdueG6g7dBcpEi4iItC7OIDo5ObDjEBERNwqiA8gf5dyuTLTmRIuIiLQuVeXcykSLiAQXBdEB5Jfu3JHqzi0iItIqKRMtIhKUFEQHkD/KuRVEi4iItFLKRIuIBCUF0QFUXc7d1CWu1J1bRESk1VEmWkQkKCmIDiBnOXeTlrhSd24REZHWSUG0iEhQUhAdQMVVgW+UH+ZEqzu3iIhIK2IYKucWEQlSCqIDyB/duWM1J1pERKT1ycuD8nLzz8pEi4gEFQXRAVJhd1BhN4AmlnNHaokrERGRVsdZyp2QAFFRgR2LiIi4URAdIM4sNDStnFuNxURERFqhAwfMnx07BnYcIiJSh4LoAHE2FbNaIDLs2D+GuCiVc4uIiLQ6Bw+aPxVEi4gEHQXRAVLdmTsMi8VyzMepuU60YRh+GZuIiIgEmDMTnZQU2HGIiEgdCqIDpLgqiG5KKTdUB9EOA0orHE0el4iIiAQBZaJFRIKWgugAKakwy6+b0lTM+XxnIrugrKKpwxIREZFgUJWJzixOIisrwGMRERE3CqIDpKTczBo3NYi2WCzERTg7dNsb2FtERERCwc/rzEz0E4s70r07LFgQ4AGJiIiLgugAKS43M9FNLeeGGs3F1KFbRESaaM6cOQwfPpz4+Hg6duzIpZdeyrZt29z2KS0tZerUqbRv3564uDgmTJhAjnNJJmmyrCzI3GBmog+ShMMBU6agjLSISJBQEB0gziWumpqJhhrLXKlDt4iINNGqVauYOnUqa9eu5eOPP6aiooLzzjuPoqIi1z6333477733Hm+99RarVq1i3759jB8/PoCjbl22b4ckzEz0Acw50XY77NgRyFGJiIhTWKAHcLwqLvdfEB2nIFpERPxk2bJlbvcXLVpEx44d2bRpE6NGjSIvL48FCxbw2muvcfbZZwOwcOFC+vfvz9q1axkxYkQght2qpKVBOGYm2hlE22zQu3cgRyUiIk7KRAeIc4mr6Iimf49RHUSrsZiIiPhXXl4eAO3atQNg06ZNVFRUMGbMGNc+/fr1o1u3bqxZs8brccrKysjPz3e7iWepnR0kWQ4BZjm3zQYvvACpqQEemIiIAAqiA8ZZzh0d3vSPoDqIVmMxERHxH4fDwfTp0znttNMYNGgQANnZ2URERNCmTRu3fZOTk8nOzvZ6rDlz5pCYmOi6de3atTmHHtqOHMFqmA1Il3zcgcxMyMgI7JBERKSagugAcTYWi/FHJlqNxUREpBlMnTqV7777jiVLljT5WLNmzSIvL89127t3rx9G2EpVLW9F27acOSZcGWgRkSCjOdEB4lziKtqvc6JVzi0iIv4xbdo03n//fT777DNSa0RxKSkplJeXk5ub65aNzsnJISUlxevxIiMjiYyMbM4htx4HzaZidOwY2HGIiIhHykQHSEmFmTWO9sMSVwlVmegCZaJFRKSJDMNg2rRpvP3223z66af07NnT7fFhw4YRHh7O8uXLXdu2bdvGnj17GDlyZEsPt1U6/IOZiS5LSArwSERExJNmD6IffvhhLBYL06dPb+5ThRR/dudOiA4HILdYmWgREWmaqVOn8uqrr/Laa68RHx9PdnY22dnZlJSUAJCYmEhGRgYzZsxgxYoVbNq0iRtuuIGRI0eqM7cfLFgAs39vZqI/2NCRBQsCPCAREamjWYPoDRs28MILLzB48ODmPE1Iqu7O3fQguk1MBAB5JQqiRUSkaebNm0deXh6jR4+mU6dOrtsbb7zh2ueJJ57goosuYsKECYwaNYqUlBSWLl0awFG3DllZMHkyJBnO5a2SmDLF3C4iIsGj2eZEFxYWMmnSJF588UUeeOCB5jpNyKruzt30IDrRmYlWEC0iIk1kGEaD+0RFRTF37lzmzp3bAiM6fmzfDg4HJGFmog/QEbsdduzQ8lYiIsGk2TLRU6dOZdy4cW7rSHpyvK4b6c9ybmcQna8gWkREJGSlpYHVCh0xM9HONaJ79w7wwERExE2zBNFLlixh8+bNzJkzp8F9j9d1I6vLuZteDNAmxjknurzJxxIREZHASE2F+fOhY1Um+pClIy+8oCy0iEiw8XsQvXfvXm677TYWL15MVFRUg/sfr+tGNkc5d15JBQ5Hw2V4IiIiEpwyMuDUNDMT/fTrSWRkBHhAIiJSh9/nRG/atIkDBw5w8sknu7bZ7XY+++wznn32WcrKyrDZqgPH43XdyMIyczmq2Ej/BdEOAwrLK0mICm/yMUVERCQwwo+ameikgVonWkQkGPk9iD7nnHPYsmWL27YbbriBfv36cdddd7kF0MezoqogOi6y6R9BVLiNyDArZZUO8oorFESLiIiEKrsdDh82/5ykdaJFRIKR34Po+Ph4Bg0a5LYtNjaW9u3b19l+vHI4DFdjsVg/BNFgzovOyS8jr6SC42NWuYiISCt0+DAYBlgs0L59oEcjIiIeNOs60eJZUXml68+xfmgsBu7zokVERCREHTDnQ9O+PYQ120qkIiLSBC3y23nlypUtcZqQ4cxCWy0QFe6f7zHaREcACqJFRERC2kFzPrRKuUVEgpcy0QFQ3VQsDIvF4pdjJkQ7l7lSEC0iIhKynJnojmoqJiISrBREB4A/m4o5OdeKViZaREQkNGVlwU9fVAXRykSLiAQtBdEBUDMT7S/OOdG5JeV+O6aIiIi0jAULoHt3WPKsWc699bAy0SIiwUpBdAAUlfm3MzdUB9H5ykSLiIiElKwsmDwZHA7oiJmJ/tfKJLKyAjwwERHxSEF0AFSXc/tvzWxnObfmRIuIiISW7dvNABogCTMTnW10ZMeOAA5KRES8UhAdAK5ybj8tbwVa4kpERCRUpaWBtep/ZM5M9GFrEr17B3BQIiLilYLoAGiOxmKJ6s4tIiISklJTYf58sNmqM9HX3tGR1NQAD0xERDxSEB0ARc3YWEyZaBERkdCTkQGZmdAr3sxEj7te3blFRIKV/6I48VlhMzQWaxMTAaixmIiISKhKTa6AgqPmHa0TLSIStJSJDoDmaCzmzEQXlFVSaXf47bgiIiLSQg4dMn9ardCuXWDHIiIiXimIDoDCcv+XcydEVR8rv7TSb8cVERGRFnLQnA9Nhw7VncZERCTo6Dd0ADTHnOgwm5X4quPlFpf77bgiIiLSQg6Y86FJ0nxoEZFgpiA6AIqr5kT7szs3QIKai4mIiIQuZyZa86FFRIKagugAKGyGTDRAm5iqZa4URIuIiIQeZyZaQbSISFBTEB0ARc450RH+aywG1c3F1KFbREQkBKmcW0QkJCiIDoDmmBMNNTLRxQqiRUREQo7KuUVEQoKC6AAodC1x5d8gum3VWtGHC8v8elwRERFpAcpEi4iEBAXRLazS7qC0wlzH2d+Z6JSEKACy80v9elwRERFpAcpEi4iEBAXRLayo3O76c2ykf+dEpySaQfT+PAXRIiIiIUeZaBGRkKAguoU550OH2yxEhvk3iO7cJhqAbAXRIiIioUeZaBGRkKAguoU1V1MxqM5EK4gWEREJMWVlkJdn/lmZaBGRoKYguoW51oiOaIYgumpOdEFZJQWl6tAtIiISMnJyzJ8REdC2bWDHIiIi9VIQ3cKKysw50f7uzA1mdjshyjxujpqLiYiIhI7sbPNnSgpYLIEdi4iI1EtBdAtzZaL93FTMqVOiOS9azcVERERCSM0gWkREgpqC6BbWnHOioUaH7lwF0SIiIiFDQbSISMhQEN3CisvNILo5yrkBOmmZKxERkdCjIFpEJGQoiG5hhVVzops7E52dX9IsxxcREZFmoCBaRCRkKIhuYc5ybmWiRURExEVBtIhIyFAQ3cJaqrGY1ooWEREJIQqiRURChoLoFubMRMc0wzrRoEy0iIhISFIQLSISMhREt7CiZm4s5pwTnVdS4WpiJiIiIkHMMBREi4iEEAXRLay5G4vFR4W7AnSVdIuIiISAggIoqWoImpwc2LGIiEiDFES3sOrGYs0zJxpqrBWtIFpERCT4ObPQCQkQExPYsYiISIMURLewgtIKwMwYNxfnvOhfcrXMlYiISNBTKbeISEhREN3CcovNILpNTPMF0T07xAKw80Bhs51DRERar88++4yLL76Yzp07Y7FYeOedd9weNwyD2bNn06lTJ6KjoxkzZgzbt28PzGBbAwXRIiIhRUF0C8stMYPoxOjmC6L7pSQAsHV/frOdQ0REWq+ioiKGDBnC3LlzPT7+yCOP8PTTT/P888+zbt06YmNjGTt2LKWlmkZ0TBREi4iElObpbiUelVbYKa90ANAmJqLZztO/UzwAP+wvaLZziIhI63XBBRdwwQUXeHzMMAyefPJJ/vznP3PJJZcA8M9//pPk5GTeeecdrrrqqpYcauugIFpEJKQoE92CnKXcYVYLsRHN11isb0o8FgscKizjYEFZs51HRESOP7t27SI7O5sxY8a4tiUmJpKens6aNWu8Pq+srIz8/Hy3m1RREC0iElIURLeg3JJywCzltlgszXaemIgwerY350X/oJJuERHxo+yqgC+51lJMycnJrsc8mTNnDomJia5b165dm3WcIUVBtIhISFEQ3YLyqjLRic3YVMypX1VJ94/ZCqJFRCTwZs2aRV5enuu2d+/eQA8peCiIFhEJKZoT3YKcTcXaNGNTMaf+KQn8d0t2s86Lzskv5enl21n+wwFiI210axfD9DF9GNK1TbOdU0REAiulKtDLycmhU6dOru05OTmcdNJJXp8XGRlJZGRkcw8vNDmD6FrZfRERCU7KRLcgVya6JYLoTmaH7uYq5/5kaw5nPrqCxev2kJ1fys6DRazYdpDx81bzyLIfqbA7muW8IiISWD179iQlJYXly5e7tuXn57Nu3TpGjhwZwJGFqIqK6iC6S5fAjkVERHyiTHQLynNmopuxM7dT/85mEL3jQCFllXYiw/zXyKygtIK7l26htMLByd3acOs5aUTarCzZsJd3v9nHcyt3suWXPJ6bdDLxUc3/hYGIiPhXYWEhO3bscN3ftWsXX3/9Ne3ataNbt25Mnz6dBx54gLS0NHr27Mk999xD586dufTSSwM36FC1bx8YBkREQFJSoEcjIiI+8Hsmes6cOQwfPpz4+Hg6duzIpZdeyrZt2/x9mpBUs7FYc+ucGEVCVBiVDoOdB4r8euynl2/nUGEZJ3SIZcnkkZzVtyOn9u7A01cPZe5vTiY63Mbn2w9xxfNrOFJU7tdzi4hI89u4cSNDhw5l6NChAMyYMYOhQ4cye/ZsAP74xz9y6623MnnyZIYPH05hYSHLli0jKioqkMMOTc654ampYFWBoIhIKPD7b+tVq1YxdepU1q5dy8cff0xFRQXnnXceRUX+DeRCUW4LlnNbLBYGdk4EYN2uw3477o4DBSz8MhOA2RcPICLM/a/QuMGdeHPKSJLiI/kxu4DJ/9xIaYXdb+cXEZHmN3r0aAzDqHNbtGgRYF5j7r//frKzsyktLeWTTz6hT58+gR10qNqzx/zZrVtgxyEiIj7zexC9bNkyrr/+egYOHMiQIUNYtGgRe/bsYdOmTf4+VcipLudumRLncweYDUre+2afX45nGAb3vbeVSofBmP7JjO7b0eN+J6Ym8tpN6cRHhbFx91HueOsbKjVHWkREpC5nJlpLfomIhIxmrxvKy8sDoF27dh4fLysrIz8/3+3WWrV0ED1ucCcsFti8J5e9R4qbfLyPvs/h8+2HiAizcs9F/evdNy05nheuGUa4zcIH3+4n4+WNFJRWNHkMIiIirYozE60gWkQkZDRrEO1wOJg+fTqnnXYagwYN8rjPnDlzSExMdN26tuKLSEuWcwMkJ0SR3tP88uKDLfubdKzSCjsPfLAVgMlnnED39rENPufU3h1cc6RX/XSQK55fQ2FZZZPGISIi0qpUZaK3lXQjKyvAYxEREZ80axA9depUvvvuO5YsWeJ1n1mzZpGXl+e67XWWNbVCzkx0YnTzd+d2+vUQc7mMppZ0P7V8O1lHS+icGMXvz+rl8/POG5jiNkd61tItGIbRpLGIiIi0Foe/Nv/fc/sTXeneHRYsCPCARESkQc0WRE+bNo3333+fFStWkJqa6nW/yMhIEhIS3G6tVW6x2am6pcq5Ac4flEKY1cL3+/LZmHnkmI6xafcRXli1E4B7fz2QmIjGrYx2Ymoiz19zMmFWC+99s4+FX2YqkBYRkeNeVhaw1yzn3ktXHA6YMgVlpEVEgpzfg2jDMJg2bRpvv/02n376KT179vT3KUKS3WGQX2qWMrdUOTdAu9gILhrcCYDJr2wi81DjuqQXlVVyx5vf4DBg/MldGDsw5ZjGMax7O/54fl8A7n9/K2MeX8XidbuxOxRMi4jI8WnnlmLaY37BvRdzOpvdDjWW6BYRkSDk9yB66tSpvPrqq7z22mvEx8eTnZ1NdnY2JSUl/j5VSMkvqW6q1ZJBNMCDl53IiV0SOVJUztUvruWpT7azeschvtmby+HCMq/PKyit4IaFG8g8XEynxCjuvXhgk8Zx0+kn8LszexETYWPnwSL+7+3vuPiZL9i852iTjisiIhKK+saYpdz5xJOHuSylzQa9ewdyVCIi0pDG1eX6YN68eYC5xmRNCxcu5Prrr/f36UKGcz50XGQY4bZmb4ruJjYyjJeuH86EeavZc6SYJz75yfWYxQKndG/L2IEpjB2YQpc20RwtLmftz0d44bOdfJuVR3xUGM9NOrnJwb/VauHuC/ox9axevLkxi6c++Ymt+/O54vk1zDi3D7ec2Qur1dLUlysiIhISUsqrS7nBgs0GL7wA9cyCExGRIOD3IFpzXT3LLWnZzty1JcVH8v4fTmfZd9l8vDWHnw8WUlxuZ39eKRsyj7Ih8ygPfPADVgvUrLBuExPOqxnpDOqS6LexxEeFk3F6Ty4b2oX73vue/3y9j0c/2sZbG/cyum9HxvRPZsQJ7Qhr4S8bREREWlRVM9VeZ3ZlxV/MDLQCaBGR4Of3IFo8czYVC1QQDZAQFc6Vp3TlylOqlxHbl1vCR99ns+y7bDZkHnEF0L2SYhnTP5nfpHfzaTmrY9EuNoInJ57Eab06cO+735N5uJhFqzNZtDqTDnERjD85ld+O6E7XdjHNcn4REZGAqgqio/p0o1YBn4iIBDEF0S3EWc7dkp25fdG5TTQ3nNaTG07rSV5xBWWVdhKiw4kKt7XI+S0WC1cO78r5J6awesdhVm47wLLvszlUWM78z35m/mc/kxQfSec20Zzaqz1j+iczJDVRWWoREQl9e8xybrp2rX8/EREJKgqiW0hegMu5fZEYEw4EZnwJUeGcPyiF8wel8NdLB7Fq20FeXpPJ59sPcbCgjIMFZXyzN5d5K3cSHxlG+gntGHFCe3q0j+W7fXkcKCijS5touraLoWvbaLq1i6FdbAQWi+ZYi4hIkKrKRCuIFhEJLQqiW0hucXBmooNRuM3KmAHJjBmQzNGicn7JLWHHgUI++SGHVT8dpKC0kk9+OMAnPxyo9zgxETa6tYshtW0MSfGRxEXaiI0MIy4yjDYxEbSPi6BDbCTt4yJoExNOdLhNQbeIiLQcZaJFREKSgugWUp2JjgjwSEJL29gI2sZGMKhLIpcO7YLdYbB1Xz6rdx5izc+H2ZdbwsDOiaS2jeaX3BKyjpSw50gxOQWlFJfb+TG7gB+zC3w6V5jVQkJ0OInR4SREhZEQHU7bmAjiosIorbDjcBgkJ0bRLiaC4nI7NquFru2iSUmIJi4yjOTESDrGR7mOV1Ju56s9R4kMtzGgUwLRES1TIi8iIiGgshJ+/tn8s9a0EhEJKQqiW4gzEx3M5dyhwGa1cGJqIiemJjLlzF5e9yurtPPLUTOg3nu0hKNF5RSWVZq30kqOFpdzuLCcw0VlHC4sp9JhUOkwOFJUzpGi8mMeX3JCJCmJ0VRUOthxoJByu8M17qFd23DugGSiwm3k5JeSk1/G4aIyYiPC6BAXwelpSZyR1oGso8XsPVJCbGQYiVVBfdvYcCLDFISLiLQau3ZBRQVERysTLSISYhREt5C8EjMwUzl3y4gMs3FCUhwnJMU1uK9hGBSX28kvrSC/pJK8kgrySyrIK6ngaLEZfEeF27AA+/NKySupICbCRqXdYPeRIg4WlFFYVsnBgjJy8s2bU6fEKCrsBocKy9i4+ygbdx/1Oo6X1+z2+liEzcqw7m3p3TGOgwVlhNksDO/RjrSOcUSGW4kMsxERZiUyzEpEmJWKSoPCskqKyysprXDQv1M87eMiG/UeiohIM9q2DYDCTmnk7rNqaSsRkRCiILqFHCwwA6v2sSrnDjYWi4XYyDBiI8Po1ITlsIvLK9m6L5+jxRWE2Sx0axfDCR3M5cF+yS1h+Q8H+Hz7QcKsVlISo+iYEEn7WLM0fPfhYj78bj85+WVEh9vo0SGW0go7eVXBfLndwZqfD7Pm58Ou873/7X6fx2a1wPAe7ejePoaYiDAq7A7sDsMsXY8Ox1o1F9xigehwGz07xNKjfSyJMeFEhlkpqvoiITbS/JVRWFZJmNXSYl3cRURam3X/3EY68N+f+3J1d5g/HzIyAj0qERHxhYLoFrI/rxSATonRAR6JNJeYiDBO6dHO42OpbWO47tQeXHdqD6/Pn33RAHIKSukYH4XNWt3gzDAMdh0q4osdh8jOKyUlMYr8kgrWZx5lf24J5XYHZRWOqp92yu0Owm1WYiLCiI20YbVY2HWoiHW7jrBu15EmvcaUhCgMDHLyywi3WRjQOZHu7WKIjbQRGxHmatxmfilhIz4qjLSO8aS2jXY1bbM7DA4XlnGgoIySCjs9O8TSXp3UReQ4kpUF375lBtE/0g+HA6ZMgbFjUUZaRCQEKIhuARV2BwcLzUx0SmJUA3vL8cpqtXj8ksVisfhcmu7N3iPFfL79EEeLyykuryTMaiXManFlug3AMMx9C0or+PlQEVlHiymtcLgdJzu/1PXnCrvBN3tz+WZvboPnj48KIybChr1q3rnDcH+8bUw4aR3jSUuOI61jHHYDNu0+gsMBp/RoS5c20ZRW2kmMDueEDnHERNqosBtUVDqodBh0bRdNZJgNh8NgX14JHeIilSUXkaC1fTv0wSzn3kZfAOx22LFDQbSISChQEN0CDhaUYRgQbrOonFsComu7GH6T3q3RzyutsFNhdxATEUZhaSU7DxUC0CspjvySCr7am8vBgjKKyiopqmrcZv60U1RmNnDbebCQgtJKCkorXce1WqBDXCQRYVZ+yS3haHEF6zOPsD6zbqZ82ffZDY4zOtzGkK6JbM8p5HBRORYLdG0bQ++OcfRoH0tEmJWySjt7jxRTXG5naLc2DOiU6Mr4O8vYk+Ij6RgfSduYCKxWZcZFpHmkpUFYrSDaZlOTbhGRUKEgugU4S7mTE6L0H3MJKVHhNldGNzEmnJO7tXU9lhgdTtd2MQ0eo6zSnPNdYXdgwUKHuAjax0W6AtiScjs7Dxay40Ah2w8UsD2nEIcBw7q3xWKBDbuOkFdSQVS4jUOFZew6VES53UGEzUqEzYrDMCgqt7P2ZzMAt1rAYcCeI8XsOVLscUyrdx72uN0pzGqhfVwE7avWEW8fa445ISqcH7Pz+TYrj4TocLq3i6Fb+xi6t4+hf6cEBnRKICrcRoXdQXZeKYeLyrFazFL/bu1iiAiz+vS+i0jrlhqXC+QA8BN9sNnghReUhRYRCRUKoltAtms+tEq55fgTGWajT3K818ejI2wM6pLIoC6eu7r9rtZSZkZV3blzDrVhGPywv4Cv9+ZyQlIsJ3drS15JBTsOFLLjYCFZR4uptBuEWS2kto3GZrWyMfMIu2sF2EVllRwoKONIkbnkWe1O67X9klvCD/vzfXoPwFzmLCUhivio6nnjcVFhxEWE0blNNAM7J3CwsIwNmUfolBjFhJNTaR8XycGCUirsBoYBReWVlFU4GNqtjavJm4iEjqwss5R7YOE2OgL2jp14940EevdWAC0iEkr0v7AWsD+vBIAUNRUTabLaDcgsFgsDOicwoHOCa1tSfCRJ8ZGM7NXe4zHqK22vsDs4VGiuH+78eaSonENFZRwtKqd7ezNQL62ws/twEbuPFPPzwSK+35fHocLqNcYjwqwkxUViGAZ5JRUUldv5JbfE59c5d8VOr4/FR4Ux4eRUEqLCOFpcwfYDBRwoKKNDXCQpCVGkJEaRGB2O3WEQGWala7sYuraNoWu7aHKLK9i85ygRYVaG92hHcoK+3BNpCQsWwOTJ4HDAdZZtLAJsA/sxenSAByYiIo2mILoFKBMtEjrCbVY6JUY3upO+M1gutzuwWiy0qzGv2jDMzPa+vBLX/PGCUnMOeWFpJbsOFbF1fz7xUWH8qmc7tu7LZ9VPB3EYkBAVRkSYDYsF4iLDKK2wsz+vlEWrM+uM4eeDRY1+vQlRYXSIjyTcaqXSYTZqq7QbVDocOAyzI3vXdtFEhduIsFkJt1kJs1mIqPppdoK3kZIYbXZZx6wuSG1rdm0vKK0kwmalTUw4BWWVbM8pIDkhitS2DU8FEPGVM8OblhacGd2srOoAGiDNqFojuktfjr1lpIiIBIqC6Bawv6qjcYoyPiKtlsVioU2M58aBFouFlMSoRnXnLyyrxGaxEB3h3mXc4TBYse0Ay388gM1iIS4qjF5JcXROjOJQUTk5eaXszyuloLSCMJuV4vJK9h4pZu/REg4WlBFhs3JiaiKlFXZ+2J9Pfmkl+TWavtV2sKCMLb/k+TxubyLCrJRXVnd7P7FLImkd44gMt1JeaVBWaS53Nji1Dd3bxxAfFca27AL2HikmITqcdrERRIbZiA630TEhksTocByGQXhVYC/Hr5oZXqs1ONdb3r69OoAG6FvVVCw7sS/qJSYiEnoURLcAZyZay1uJiK/ivMx5tlotnNM/mXP6Jzf6mCXldqxWc546mIF6dl4JBwvKsTsMwmwWwqwWwmzmEmgA+3JL+CW3hPJKBxV2B+V2g0q7+ecKu0GF3UFhWSX780rJK64AIL+0guz8UgyjutGbM4DuGB/JoUIzMPdHcG6p6vSeEBVGpcMgwmalbazZDK5tbAQd4yOZPqZPk88jwal2hrcl1ls+lqx3WpoZ4DvHeSJbAEgc0b95BikiIs1KQXQLUBAtIsGgdlY7LjKM3h3j6d3R+3O8NXxriDPojomwUW53cCC/jLjIMNrGRnCosIyV2w5ypKiM0goHEWFm0L4tu4Dv9uWzP6+EvJIKeraPpVfHOApKK8gtNkvli8oqOVRoBv1grm9+sKCMgwWem8AlKYhu1WpneMH/6y3XDJo/+ujYst6pqea+U6ZAG/sh+vITAEkXDvfPIEVEpEUpiG5mDodBTr7mRIvI8SUizOpa0isyzOa2HFqHuEguH1Z/hGN3GK5l0Dw9VlRulruXVNjZn1tKYVkl4TYLZZUOjhSVc7S4nMOF5a6MurROtTO84N/1lmuWijt7GlYtENDorHdGhrnv0VfWwp+gqFs/jha3I7Wdf8YqIiItR0F0MztUVEalw8BqgaS4yEAPR0QkJHgLoJ2PJUSFAxAbGUYH/W49btXM8Nrt+HW95dql4s7guabGZr1TU+HQF6sBWLLnVCZ3D8453CIiUj91Y2lmzlLujvFRhKn5jYiIiF9lZEBmJqxYYf70V0DqqVS8tsZmvbOy4Oh/1wCwhpGubHZWVhMGKiIiLU6Z6Ga2X/OhRUREmlVqqv8biXkqFbdYzG31Zb3razy248dKfsV6wAyiwf9zuEVEpPkpNdrMtEa0iIhI6HGWituq+vHZbPDii/VnvRcsgO7d4eyzzZ8LFrg/3r/iW2IpJpdEfqC/67j+msMtIiItQ5noZqZMtIiISGhyNgPbscMMdJ3ZYk9Z4/qW2wIzO33SJnM+9DpGYGD16xxuERFpOQqim9m+3BIAUhIURIuIiAS72uXYDZWKO/c/eNDzcltPPQWPP24+9jpfchUw4o5TWXGRe2AuIiKhQ0F0M/sppwCA3h3jAjwSERERqU/NJa18WQe69hJYFot7F2+rtTqAjqaYC/kAgLJTz2b06OZ9LSIi0nw0J7oZlVc62HGgEIB+nRICPBoRERHxxls5trfO2d6WwHLOobZa4cILqx//Ne+SQAG76MHWNqc23wsREZFmpyC6Ge08WEilwyAhKozOmhMtIiIStDwtaeXsnO3r/oYBr78OM2eaf37//erHruFVAF63TKJ3H/33S0QklKmcuxn9sD8fMLPQFoslwKMRERERbzwtaWW1Qmys7/vbbNCjB0yc6F7WncQBzmcZAH3uv0bzoEVEQpy+Cm1GP2ab86H7p8QHeCQiIiJSn9pLWoEZII8YUXepKk/7OzttFxa6B9AAV7GEMOwc6XUKl/+5X/O9CBERaREKoptRzUy0iIiIBF5WlrnOs6e5zhkZsGaNmWF2qm9udEZG3XWj09LMBmNOCeRxNw8DYLnuWr++FhERCQwF0c3oh/1VmWgF0SIiIs2udoBc835WFtx5J3TvDmefbf70lGEuLGzc3OjUVBg92n0N6RdfrA6kH+JPdGY/eclptL3zZr+8ThERCSwF0c3kYEEZhwrLsFigT7KWtxIRkdZn7ty59OjRg6ioKNLT01m/fn3AxrJggXuAfP311fe7dYOuXeGxxxruvu2c61yTzWau6eyrjAzYswc+ve9zfm+ZB0Dia89DlJqMioi0Bgqim8m2qvnQPdrHEhOh/m0iItK6vPHGG8yYMYN7772XzZs3M2TIEMaOHcuBAwdafCyelqd6+eW6y0/VZreb5ds1s9fe5jo3thlY6tfvc9YjF2AxDLjuOjOaFxGRVkFBdDNxzofu30lNxUREpPV5/PHHufnmm7nhhhsYMGAAzz//PDExMbz00kstPhZPy035wmKBq66qW97taa6zTwwDvvsObr4ZLrkEiorg3HPhmWcaPzgREQlaSpE2k3W7jgAwQPOhRUSklSkvL2fTpk3MmjXLtc1qtTJmzBjWrFnj8TllZWWUlZW57ufn5/tnMF99xagrzye76q6Bxe2np22uxwwwjKptDgvcBJWzISzMQiqQ6pzYbLFQaYeKCgiPsBBmw717mMViRvH790NpafX2m26C556D8HD/vFYREQkKCqKbQUFpBZ9tPwjAmAHJAR6NiIiIfx06dAi73U5ysvs1Ljk5mR9//NHjc+bMmcN9993n/8FUVmI7dAC/XW33ed4cho//abLZ4OKL4Y474PTT/TUqEREJIgqim8HyHw5QXunghKRY+iarnFtERGTWrFnMmDHDdT8/P5+uXbs2/cADB8KWLQBk7zdYvBhe+aeBwwALcOpIg7VrwTDM/PP02wyuuw5ycmDchc79zEnTNiu8965BcjKuidQ52QaXXILbfmFWg7ffho4dcZ9wnZJiTp5W5llEpFVTEN0MPtiyH4BxJ3bCUrPcS0REpBXo0KEDNpuNnJwct+05OTmkpKR4fE5kZCSRkZH+H0xMDAwaBEBlG/jjK2bA6/RtreryjGfhnJmQOhRuedHs0G23mx25Z8yAiiFAjSZiW1fAutqNyRywNQE6jvD/yxERkeCnxmJ+VlBawaqfzFLuC0/sFODRiIiI+F9ERATDhg1j+fLlrm0Oh4Ply5czcuTIgI3LlwZjNdd8djYQmznTvP/YY3XXj/Z1yavaa1SLiEjrpSDazz79saqUu0Ms/VJUyi0iIq3TjBkzePHFF3n55Zf54YcfuOWWWygqKuKGG24I2Jg8Bby1eQqAH3/c+/rRvix5VXuN6ppBuIiItD4q5/azd782O5JcqFJuERFpxSZOnMjBgweZPXs22dnZnHTSSSxbtqxOs7GW5Ax4nSXaNhtccw28+mr1/doBsKfstTNb7dwvIwPGjjW39e5tbs/KMp8bF1d3jeopU8z9G7u2tIiIhAaLYRi1Z/oEVH5+PomJieTl5ZGQEFrLQx0pKudXD35CpcPg49tHkaamYiIirUIoX5uCVXO+p1lZdQPemvdr79u9u3sgbbOZZd7eguAFC6oDZ4vFvbeY04oVMHq0v16RiIg0t8Zcl5qtnHvu3Ln06NGDqKgo0tPTWb9+fXOdKmh8sGU/lQ6DgZ0TFECLiIgESGqqGcA6g+Da92vv21C5dk1ZWe6ZZ08BtKeScRERaT2aJYh+4403mDFjBvfeey+bN29myJAhjB07lgMHDjTH6YLGf776BYDLhnYJ8EhERESkPjUbgTkbjK1YYf7MyPD+PG/Ny5xzsRsKwkVEJPQ1y5zoxx9/nJtvvtnVXOT555/ngw8+4KWXXuLuu+9ujlN69OWOQ6z66SCHCsrIK6kgLiqMNtHhtImJIC4yjHK7g8KySg7kl1FWaSe1bQzxUWEcKSrHaoHu7WOJDrdxuKgMhwFxkWHYrBYq7A4OFpTxS24JVouFuMgwIsOsbNx9FIsFLh7SucVeo4iIiDROzXJsq9XMRGdk+Bb4OpuX1S7/XrMGioo8l4yLiEjr4vcgury8nE2bNjFr1izXNqvVypgxY1izZk2d/cvKyigrK3Pdz8/P99tYNu0+yvzPfvbb8Xxxaq/2JCdEteg5RURExDe1y7Eb2wjMU/OyF16A4cObd9wiIhI8/B5EHzp0CLvdXqc7Z3JyMj/++GOd/efMmcN9993n72EAcEr3ttx0ek86xEfSJjqcwrJKcosrOFpcTlFZJRFhVmIiwuiYEEmEzUrW0RIKyyppHxtBhd0g83ARFXYH7WMjsFmtFJRW4DAg3GahfVwEndtEY8FCUVklhWWVVDocXDeyR7O8FhEREWk6X7pxN8RTt24RETl+BHyJq1mzZjFjxgzX/fz8fLp27eqXY5/auwOn9u7gl2OJiIhI6PNWjt3YRmCpqQqeRUSOV35vLNahQwdsNhs5OTlu23NyckhJSamzf2RkJAkJCW43ERERkebQ2G7cIiIitfk9iI6IiGDYsGEsX77ctc3hcLB8+XJGjhzp79OJiIiINEpjunGLiIjU1izl3DNmzOC6667jlFNO4Ve/+hVPPvkkRUVFrm7dIiIiIoGkcmwRETlWzRJET5w4kYMHDzJ79myys7M56aSTWLZsWZ1mYyIiIiIiIiKhpNkai02bNo1p06Y11+FFREREREREWpzf50SLiIiIiIiItFYKokVERERERER8pCBaRERERERExEcKokVERERERER8pCBaRERERERExEcKokVERERERER81GxLXB0rwzAAyM/PD/BIRERETM5rkvMaJU2n672IiASTxlzrgy6ILigoAKBr164BHomIiIi7goICEhMTAz2MVkHXexERCUa+XOstRpB9re5wONi3bx/x8fFYLJYmHSs/P5+uXbuyd+9eEhIS/DTClqPxB1aojx9C/zVo/IEX6q/BX+M3DIOCggI6d+6M1aqZUP7gr+u9/o4GVqiPH0L/NWj8gRfqr0HjNzXmWh90mWir1Upqaqpfj5mQkBCSfyGcNP7ACvXxQ+i/Bo0/8EL9Nfhj/MpA+5e/r/f6OxpYoT5+CP3XoPEHXqi/Bo3f92u9vk4XERERERER8ZGCaBEREREREREfteogOjIyknvvvZfIyMhAD+WYaPyBFerjh9B/DRp/4IX6awj18UvDQv0z1vgDL9Rfg8YfeKH+GjT+xgu6xmIiIiIiIiIiwapVZ6JFRERERERE/ElBtIiIiIiIiIiPFESLiIiIiIiI+EhBtIiIiIiIiIiPWm0QPXfuXHr06EFUVBTp6emsX78+0EPyaM6cOQwfPpz4+Hg6duzIpZdeyrZt29z2GT16NBaLxe32u9/9LkAjdveXv/ylztj69evnery0tJSpU6fSvn174uLimDBhAjk5OQEccV09evSo8xosFgtTp04Fgu/9/+yzz7j44ovp3LkzFouFd955x+1xwzCYPXs2nTp1Ijo6mjFjxrB9+3a3fY4cOcKkSZNISEigTZs2ZGRkUFhYGPDxV1RUcNddd3HiiScSGxtL586dufbaa9m3b5/bMTx9Zg8//HCLjL+h1wBw/fXX1xnf+eef77ZPsH4GgMd/DxaLhUcffdS1TyA/A19+b/ryu2fPnj2MGzeOmJgYOnbsyJ133kllZWWLvAbxD13rW06oX+91rW/Z60xDryEUrve61utaX59WGUS/8cYbzJgxg3vvvZfNmzczZMgQxo4dy4EDBwI9tDpWrVrF1KlTWbt2LR9//DEVFRWcd955FBUVue138803s3//ftftkUceCdCI6xo4cKDb2L744gvXY7fffjvvvfceb731FqtWrWLfvn2MHz8+gKOta8OGDW7j//jjjwG44oorXPsE0/tfVFTEkCFDmDt3rsfHH3nkEZ5++mmef/551q1bR2xsLGPHjqW0tNS1z6RJk/j+++/5+OOPef/99/nss8+YPHlywMdfXFzM5s2bueeee9i8eTNLly5l27Zt/PrXv66z7/333+/2mdx6660tMXyg4c8A4Pzzz3cb3+uvv+72eLB+BoDbuPfv389LL72ExWJhwoQJbvsF6jPw5fdmQ7977HY748aNo7y8nNWrV/Pyyy+zaNEiZs+e3SKvQZpO1/qWF8rXe13rW/Y6A6F/vde13qRrvRdGK/SrX/3KmDp1quu+3W43OnfubMyZMyeAo/LNgQMHDMBYtWqVa9uZZ55p3HbbbYEbVD3uvfdeY8iQIR4fy83NNcLDw4233nrLte2HH34wAGPNmjUtNMLGu+2224xevXoZDofDMIzgfv8B4+2333bddzgcRkpKivHoo4+6tuXm5hqRkZHG66+/bhiGYWzdutUAjA0bNrj2+fDDDw2LxWL88ssvLTZ2w6g7fk/Wr19vAMbu3btd27p372488cQTzTs4H3l6Ddddd51xySWXeH1OqH0Gl1xyiXH22We7bQumz6D2701ffvf897//NaxWq5Gdne3aZ968eUZCQoJRVlbWsi9Ajomu9S2rtV3vda1vWaF+vde1PvCC7Vrf6jLR5eXlbNq0iTFjxri2Wa1WxowZw5o1awI4Mt/k5eUB0K5dO7ftixcvpkOHDgwaNIhZs2ZRXFwciOF5tH37djp37swJJ5zApEmT2LNnDwCbNm2ioqLC7bPo168f3bp1C9rPory8nFdffZUbb7wRi8Xi2h7M739Nu3btIjs72+09T0xMJD093fWer1mzhjZt2nDKKae49hkzZgxWq5V169a1+JgbkpeXh8VioU2bNm7bH374Ydq3b8/QoUN59NFHg64Md+XKlXTs2JG+fftyyy23cPjwYddjofQZ5OTk8MEHH5CRkVHnsWD5DGr/3vTld8+aNWs48cQTSU5Odu0zduxY8vPz+f7771tw9HIsdK0PjNZyvde1PriuM06heL3Xtb7lBNu1PqxJzw5Chw4dwm63u71ZAMnJyfz4448BGpVvHA4H06dP57TTTmPQoEGu7b/5zW/o3r07nTt35ttvv+Wuu+5i27ZtLF26NICjNaWnp7No0SL69u3L/v37ue+++zjjjDP47rvvyM7OJiIios4vw+TkZLKzswMz4Aa888475Obmcv3117u2BfP7X5vzffX099/5WHZ2Nh07dnR7PCwsjHbt2gXd51JaWspdd93F1VdfTUJCgmv7H/7wB04++WTatWvH6tWrmTVrFvv37+fxxx8P4GirnX/++YwfP56ePXuyc+dO/vSnP3HBBRewZs0abDZbSH0GL7/8MvHx8XXKMoPlM/D0e9OX3z3Z2dke/504H5Pgpmt9y2tN13td64PvMwnF672u9S0nGK/1rS6IDmVTp07lu+++c5tjBLjNnTjxxBPp1KkT55xzDjt37qRXr14tPUw3F1xwgevPgwcPJj09ne7du/Pmm28SHR0dwJEdmwULFnDBBRfQuXNn17Zgfv9bs4qKCq688koMw2DevHluj82YMcP158GDBxMREcGUKVOYM2cOkZGRLT3UOq666irXn0888UQGDx5Mr169WLlyJeecc04AR9Z4L730EpMmTSIqKspte7B8Bt5+b4oEq1C81kPrut7rWh9cQvV6r2v98X2tb3Xl3B06dMBms9XpzJaTk0NKSkqARtWwadOm8f7777NixQpSU1Pr3Tc9PR2AHTt2tMTQGqVNmzb06dOHHTt2kJKSQnl5Obm5uW77BOtnsXv3bj755BNuuummevcL5vff+b7W9/c/JSWlTuOdyspKjhw5EjSfi/OCunv3bj7++GO3b6U9SU9Pp7KykszMzJYZYCOdcMIJdOjQwfV3JhQ+A4DPP/+cbdu2NfhvAgLzGXj7venL756UlBSP/06cj0lw07U+8EL1eq9rfXBdZ1rT9V7X+uYRrNf6VhdER0REMGzYMJYvX+7a5nA4WL58OSNHjgzgyDwzDINp06bx9ttv8+mnn9KzZ88Gn/P1118D0KlTp2YeXeMVFhayc+dOOnXqxLBhwwgPD3f7LLZt28aePXuC8rNYuHAhHTt2ZNy4cfXuF8zvf8+ePUlJSXF7z/Pz81m3bp3rPR85ciS5ubls2rTJtc+nn36Kw+Fw/achkJwX1O3bt/PJJ5/Qvn37Bp/z9ddfY7Va65RNBYusrCwOHz7s+jsT7J+B04IFCxg2bBhDhgxpcN+W/Awa+r3py++ekSNHsmXLFrf/4Dj/AzdgwIBmfw3SNLrWB16oXu91rQ+e60xru97rWu9fQX+tb1JbsiC1ZMkSIzIy0li0aJGxdetWY/LkyUabNm3cOrMFi1tuucVITEw0Vq5caezfv991Ky4uNgzDMHbs2GHcf//9xsaNG41du3YZ//nPf4wTTjjBGDVqVIBHbrrjjjuMlStXGrt27TK+/PJLY8yYMUaHDh2MAwcOGIZhGL/73e+Mbt26GZ9++qmxceNGY+TIkcbIkSMDPOq67Ha70a1bN+Ouu+5y2x6M739BQYHx1VdfGV999ZUBGI8//rjx1VdfubpZPvzww0abNm2M//znP8a3335rXHLJJUbPnj2NkpIS1zHOP/98Y+jQoca6deuML774wkhLSzOuvvrqgI+/vLzc+PWvf22kpqYaX3/9tdu/CWcXxdWrVxtPPPGE8fXXXxs7d+40Xn31VSMpKcm49tprW2T8Db2GgoICY+bMmcaaNWuMXbt2GZ988olx8sknG2lpaUZpaanrGMH6GTjl5eUZMTExxrx58+o8P9CfQUO/Nw2j4d89lZWVxqBBg4zzzjvP+Prrr41ly5YZSUlJxqxZs1rkNUjT6VrfslrD9V7X+pa7zjT0GkLheq9rva719WmVQbRhGMYzzzxjdOvWzYiIiDB+9atfGWvXrg30kDwCPN4WLlxoGIZh7Nmzxxg1apTRrl07IzIy0ujdu7dx5513Gnl5eYEdeJWJEycanTp1MiIiIowuXboYEydONHbs2OF6vKSkxPj9739vtG3b1oiJiTEuu+wyY//+/QEcsWcfffSRARjbtm1z2x6M7/+KFSs8/p257rrrDMMwl7645557jOTkZCMyMtI455xz6ryuw4cPG1dffbURFxdnJCQkGDfccINRUFAQ8PHv2rXL67+JFStWGIZhGJs2bTLS09ONxMREIyoqyujfv7/x0EMPuV20AvkaiouLjfPOO89ISkoywsPDje7duxs333xznf/YB+tn4PTCCy8Y0dHRRm5ubp3nB/ozaOj3pmH49rsnMzPTuOCCC4zo6GijQ4cOxh133GFUVFS0yGsQ/9C1vuW0huu9rvUtd51p6DWEwvVe13pd6+tjqRqkiIiIiIiIiDSg1c2JFhEREREREWkuCqJFREREREREfKQgWkRERERERMRHCqJFREREREREfKQgWkRERERERMRHCqJFREREREREfKQgWkRERERERMRHCqJFREREREREfKQgWiSIrFy5EovFQm5ubkDOv3z5cvr374/dbm9w32XLlnHSSSfhcDhaYGQiIiKtg671IqFPQbRIgIwePZrp06e7bTv11FPZv38/iYmJARnTH//4R/785z9js9ka3Pf8888nPDycxYsXt8DIREREQo+u9SKtk4JokSASERFBSkoKFoulxc/9xRdfsHPnTiZMmODzc66//nqefvrpZhyViIhI66JrvUjoUxAtEgDXX389q1at4qmnnsJisWCxWMjMzKxT4rVo0SLatGnD+++/T9++fYmJieHyyy+nuLiYl19+mR49etC2bVv+8Ic/uJVllZWVMXPmTLp06UJsbCzp6emsXLmy3jEtWbKEc889l6ioKNe2b775hrPOOov4+HgSEhIYNmwYGzdudD1+8cUXs3HjRnbu3OnX90dERCTU6Vov0nqFBXoAIsejp556ip9++olBgwZx//33A5CUlERmZmadfYuLi3n66adZsmQJBQUFjB8/nssuu4w2bdrw3//+l59//pkJEyZw2mmnMXHiRACmTZvG1q1bWbJkCZ07d+btt9/m/PPPZ8uWLaSlpXkc0+eff85vfvMbt22TJk1i6NChzJs3D5vNxtdff014eLjr8W7dupGcnMznn39Or169/PTuiIiIhD5d60VaLwXRIgGQmJhIREQEMTExpKSk1LtvRUUF8+bNc124Lr/8cl555RVycnKIi4tjwIABnHXWWaxYsYKJEyeyZ88eFi5cyJ49e+jcuTMAM2fOZNmyZSxcuJCHHnrI43l2797t2t9pz5493HnnnfTr1w/A40W5c+fO7N69u9HvgYiISGuma71I66UgWiTIxcTEuH3zm5ycTI8ePYiLi3PbduDAAQC2bNmC3W6nT58+bscpKyujffv2Xs9TUlLiVt4FMGPGDG666SZeeeUVxowZwxVXXFHnW+jo6GiKi4uP+fWJiIgc73StFwktCqJFglzNkioAi8XicZtz+YnCwkJsNhubNm2q03mz5sW4tg4dOnD06FG3bX/5y1/4zW9+wwcffMCHH37Ivffey5IlS7jssstc+xw5coSkpKRjem0iIiKia71IqFEQLRIgERERPq3R2FhDhw7Fbrdz4MABzjjjjEY9b+vWrXW29+nThz59+nD77bdz9dVXs3DhQteFtbS0lJ07dzJ06FC/jV9ERKS10LVepHVSd26RAOnRowfr1q0jMzOTQ4cOub5dbqo+ffowadIkrr32WpYuXcquXbtYv349c+bM4YMPPvD6vLFjx/LFF1+47peUlDBt2jRWrlzJ7t27+fLLL9mwYQP9+/d37bN27VoiIyMZOXKkX8YuIiLSmuhaL9I6KYgWCZCZM2dis9kYMGAASUlJ7Nmzx2/HXrhwIddeey133HEHffv25dJLL2XDhg1069bN63MmTZrE999/z7Zt2wCw2WwcPnyYa6+9lj59+nDllVdywQUXcN9997me8/rrrzNp0iRiYmL8NnYREZHWQtd6kdbJYhiGEehBiEhwuPPOO8nPz+eFF15ocN9Dhw7Rt29fNm7cSM+ePVtgdCIiItJUutaLNJ0y0SLi8n//9390797dp3KzzMxMnnvuOV1URUREQoiu9SJNp0y0iIiIiIiIiI+UiRYRERERERHxkYJoERERERERER8piBYRERERERHxkYJoERERERERER8piBYRERERERHxkYJoERERERERER8piBYRERERERHxkYJoERERERERER8piBYRERERERHx0f8DJBF3K+V61/AAAAAASUVORK5CYII=\n" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -241,4 +255,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/pyproject.toml b/pyproject.toml index 8f6f160..4573676 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta" [project] name = "sepal" -version = "1.0.1" +version = "1.0.2" description = "Quantitative MRI processing" readme = "README.md" authors = [{ name = "Michael Thrippleton", email = "mjt320@googlemail.com" }] diff --git a/src/sepal/aifs.py b/src/sepal/aifs.py index 89c22f9..4541990 100644 --- a/src/sepal/aifs.py +++ b/src/sepal/aifs.py @@ -17,7 +17,6 @@ from abc import ABC, abstractmethod import numpy as np -from scipy.interpolate import interp1d, Akima1DInterpolator class AIF(ABC): @@ -71,19 +70,11 @@ def __init__(self, t_data, c_ap_data): """ self.t_data = t_data self.c_ap_data = c_ap_data - self.c_ap_func = Akima1DInterpolator(t_data, c_ap_data) def c_ap(self, t): """Get AIF plasma concentration(t). Overrides superclass method.""" # calculate concentration(t) using interpolation function - c_ap = self.c_ap_func(t) - # replace values outside time range with first/last values - idx_before = t < min(self.t_data) - idx_after = t > max(self.t_data) - c_ap_before = self.c_ap_data[0] - c_ap_after = self.c_ap_data[-1] - c_ap[idx_before] = c_ap_before - c_ap[idx_after] = c_ap_after + c_ap = np.interp(t, self.t_data, self.c_ap_data) return c_ap