From 9ca0d5298c7e66de8b0bbcd5522a12ebca80aa0e Mon Sep 17 00:00:00 2001 From: Marc Wouts Date: Sun, 2 Sep 2018 11:28:01 +0200 Subject: [PATCH] Fixed legend order --- demo/World population.ipynb | 39 +++++++++++++++++++------------------ demo/World population.md | 1 + demo/World population.py | 1 + 3 files changed, 22 insertions(+), 19 deletions(-) diff --git a/demo/World population.ipynb b/demo/World population.ipynb index 29d99dc7e..537569583 100644 --- a/demo/World population.ipynb +++ b/demo/World population.ipynb @@ -413,11 +413,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "population = data.loc[zones]['Population, total'].swaplevel().unstack()\n", + "population = population[zones]\n", "assert all(data.loc['World']['Population, total'] == population.sum(axis=1))" ] }, @@ -430,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -439,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -453,7 +454,7 @@ }, { "data": { - "image/png": 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\n", 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0ieDg4AdKiBwcHHBwcHiC0QkhhBBCPF265BxywpPIPptE/rVMU4fz6DzUpKoTiYg7zLU/IwCwcXA0cVCPTqbMlTNpaWkcOnSIefPm0aFDB2rUqMHzzz/P1KlTefnll43XxcXF0atXLxwcHHBycuK1114jISHBeD4oKIjevXsXa3v8+PG0b9/eeP63335j6dKlKIqCoijExsYarz158iSBgYHY2dnRqlUrzp8/f9/YN23aRP369Zk6dSqHDx8u1h4UTsd7/vnnsbe3x8XFhRdffJErV64AJafMHT9+nE6dOuHh4YGzszPt2rXjzz//LOtjFEIIIYQwCV1SDun7r5Kw/BQ3Pz+B5tdY802GFKCSmqTKCYRm/cDG45+x6/cvuXY9wtSRPVaSEJUzRSMlW7duJTc3t9RrDAYDvXv3JiUlhd9++43du3cTHR3NgAEDytzP0qVLadmyJSNHjiQ+Pp74+Hh8fHyM5z/66CMWLlzIiRMnUKvVDB8+/L5tBgcHM2TIEJydnenevTtr1641ntPpdPTu3Zt27dpx5swZfv/9d0aNGoWiKKW2lZGRwZtvvsnBgwc5evQotWvXpnv37mRkZJT5PQohhBBCPA35idmk740jYemf3FxwgvSdseRfN9MkSKWg97Lgpuc1dqeuZ+Mfn7H3aAgJidGmjuyJMemUOUVRYoEapZxaYTAY3n3K4ZQLarWakJAQRo4cyapVq2jevDnt2rVj4MCBNG7cGIA9e/Zw5swZYmJijEnM+vXradCgAcePH+e55567bz/Ozs5YWVlhZ2eHl5dXifOfffYZ7dq1A+CDDz7g5ZdfRqvVYmNjU2p7Fy9e5OjRo2zevBmAIUOGMG7cOD755BNUKhXp6eloNBpeeeUVatWqBUC9evXuGt/f//73Yq+/+OILXF1d+e2333jllVfu+/6EEEIIIZ6k/JtZxn2CdInZpg7n0agVCjwV4nMvc+bCXjKik0wd0VNl6hGi54Aqt311+uv4JpNFVA7069ePGzdusG3bNrp06UJoaCjNmzcnJCQEgMjISHx8fIqN6NSvXx8XFxciIyMfSwxFyRdAlSpVgMJiD3cTHBxMly5d8PDwAKB79+5kZWWxZ88eANzc3AgKCqJLly706NGDpUuXEh8ff9f2EhMTGT16NAEBATg7O+Ps7ExmZiZxcXGP4+0JIYQQQjywvOuZaHbEcnPBCRKW/EnG3jjzTYYsVei84YrLRX66vpIfjszh8MmNZGRUrGQITDxCZDAYbt3+WlGUD4Bo4DfTRFR+2NjY0KlTJzp16sTHH3/MiBEj+OSTTwgKCsJgMJQ61ez24yqVCoOhePmS/Pz8MvdvaWlp/L6oTb1eX+q1BQUFfPXVV9y8eRO1Wl3seHBwMJ07dwZg7dq1jBs3jh07drBx40b+9a9/sXv3blq0aFGizaCgIG7dusWSJUuoUaMG1tbWtGzZkry8vDK/ByGEEEKIR5Ubl15YHS48mYIUranDeSSKtYo8dx1XM6M4c34fuReyTB1SuVBuqswpimIFDAEWGe78S/5/11gD1rcdMv+yFmVUv359tm7davw+Li6Oq1evGkeJIiIi0Gg0xmlonp6ehIeHF2sjLCysWKJjZWVFQUHBI8f2yy+/kJGRwalTp7CwsDAej4qK4vXXXyc5ORl3d3cAmjVrRrNmzZg6dSotW7bk22+/LTUhOnjwICtWrKB79+4AXL16laSkiveJhRBCCCGeLoPeQF6shpxzyeScS6YgrfQ13eZCsbVA65bLFc05wqNCyY8y76TuSSg3CRHQG3ABQu5xzVTgk6cSjYkkJyfz6quvMnz4cBo3boyjoyMnTpxg/vz59OrVC4COHTvSuHFjXn/9dZYsWYJOp2PMmDG0a9eOwMBAoHANzueff85XX31Fy5Yt+frrrwkPD6dZs2bGvnx9ffnjjz+IjY3FwcEBNze3h4o5ODiYl19+mSZNmhQ73qBBA8aPH8/XX39Nz549+e9//0vPnj3x9vbm/PnzXLhwgaFDh5bapr+/P+vXrycwMJD09HQmTZqEra3tQ8UnhBBCCHEvBp0e7aU0csKT0EamoM8q+6ya8kixV5Ptkk1M8mkizh+goEBn6pDKtfKUEL0F/GowGG7c45o5wKLbXjsC1x64p4fYLPVpcXBw4IUXXmDx4sVER0eTn5+Pj48PI0eO5MMPPwQKp7Bt3bqV9957j7Zt26JSqejatSvLly83ttOlSxemTZvG5MmT0Wq1DB8+nKFDh3L27FnjNRMnTuTNN9+kfv365OTkEBMT88DxJiQk8PPPP/Ptt9+WOKcoCn379jXuSRQVFcW6detITk6mSpUqjB07lrfffrvUdtesWcOoUaNo1qwZ1atXZ/bs2UycOPGB4xNCCCGEKI0+V4c2KpWcc0loz6diyH30WTOmpDipyXTM4FLCn5w/dwSDofSlDqIk5S6z055uEIpSA7gM9DUYDP/3APc5ARqNRoOTk1Oxc1qtlpiYGPz8/O5aGU0IUX7I76wQQognrSAzD21kCjnnktFeSgWd6f8OfhSKiyXpdqmcv/EH0TEnTBKDjYMj7wZ/Z5K+75Seno6zszOAs8FgSC/rfeVlhGgYkAj8bOpAhBBCCCHEs0OnyTUWRci7ogEzHzhR3C1JtbpFZNxh4k6F3/8GcV8mT4gURVFRmBCtMxgMMsFRCCGEEEI8El1SDtnhSeSEJxVukGrOA0EK4KEmWXWTc7EHiD9x0dQRPXNMnhABHYHqwBpTByKEEEIIIcxT0Uap2nNJ5N80072BiqjA4GnBLcM1zkaHknRZ9mF8kkyeEBkMhl0U5r5CCCGEEEKUWd7VjMLpcOeS0SXlmDqcR2OhoPdUuKmL5cyFfWiiE0wdUYVh8oRICCGEEEKIsjDuERT+1x5BGvPeIwhLFQWeBq7nXOLshb1kXko1dUQVkiREQgghhBCi3DLo9Gij09CGJ5MTmYw+08z3CLJWkeeu42rmec6e34f2QqapQ6rwJCESQgghhBDlij6vgNwLqWSHJ6GNSsGgNfM9guwsyHHN5UrqWcLPh6KLyjN1SOI2khAJIYQQQgiT02t15ESmkBOeRO6FVAz55l0fW3FUk+WYSXTSKaIiD6PXm3dS9yyThEgIIYQQQphEQWYeORHJ5IQnkxudBgXmXB/7r41SbVO5EH+cS2eOmTocUUYVMiFqtK7RU+vr7Jtnn1pftwsNDaVDhw6kpqbi4uLyVPuOjY3Fz8+PU6dO0bRp06fa95NmMBh4++23+eGHH0hNTb3ne1QUhS1bttC7d++nHKUQQghRfunS/too9VwSeVfSzX6jVDzUpKpvEXX1iGyUaqYqZEJU3iUmJjJt2jR+/fVXEhIScHV1pUmTJkyfPp2WLVs+0b4LCgqYP38+69at48qVK9ja2hIQEMDbb7/NsGHDnmjf5UXnzp3Zu3cvhw8fpkWLFsXO7dixg5CQEEJDQ6lZsyYeHh53bSc+Ph5XV9cnHa4QQghR7uUn5RQmQeFJ5F8z8yICt+0RFB59gFsxsaaOyCQsbWzw8KmHrUtdU4fyyCQhKof69etHfn4+69ato2bNmiQkJLB3715SUlKeeN/Tp0/nv//9L//+978JDAwkPT2dEydOkJpq+jKQeXl5WFlZPdE+4uLi+P333xk7dizBwcElEqLo6GiqVKlCq1at7hunl5fXE41VCCGEKM/ybmT+b4+gBDPfKFWtUOAJ8bkxnLm4j4zoW6aOyCScPL1wrlyPAn11UhNdSE2yIDvH/NMJlakDEMWlpaVx6NAh5s2bR4cOHahRowbPP/88U6dO5eWXXwYKp6QpikJYWFix+xRFITQ0tFh7hw8fpkmTJtjY2PDCCy9w9uy9p/D99NNPjBkzhldffRU/Pz+aNGnCW2+9xYQJE4zX7Nixg9atW+Pi4oK7uzuvvPIK0dHRJdq6fPkyHTp0wM7OjiZNmvD7778bzyUnJzNo0CCqVauGnZ0djRo14rvvvit2f/v27Rk7diwTJkzAw8ODTp06AbBo0SIaNWqEvb09Pj4+jBkzhszM/33aFBISgouLCzt37qRevXo4ODjQtWtX4uPj7/P0Ye3atbzyyiu88847bNy4kaysLOO5oKAg3nvvPeLi4lAUBV9f33vGqSgKW7duNd5/7do1Bg4ciJubG/b29gQGBvLHH38AhYlWr169qFy5Mg4ODjz33HPs2bPnvvEKIYQQ5YVBbyA3VkPaz5eJ//w4ictOkbHvqtkmQ4q1Bfneei47RfB/V//ND0fmcvjkRjLSK04yZKFWU8mvPtUb98Kj5jvk6QZz63ozUuLdMRRYmDq8x0YSonLGwcEBBwcHtm7dSm7uo282NmnSJBYsWMDx48epVKkSPXv2JD//7vX7vby82LdvH7du3f2XPSsriwkTJnD8+HH27t2LSqWiT58+6PXFJwF/9NFHTJw4kbCwMAICAhg0aBA6nQ4ArVbL3/72N7Zv3054eDijRo3ijTfeMCYIRdatW4darebw4cN88cUXAKhUKpYtW0Z4eDjr1q1j3759TJ48udh92dnZLFiwgPXr13PgwAHi4uKYOHHiPZ+VwWBg7dq1DBkyhLp16xIQEMD3339vPL906VJmzpxJtWrViI+P5/jx4/eM83aZmZm0a9eOGzdusG3bNk6fPs3kyZONzywzM5Pu3buzZ88eTp06RZcuXejRowdxcXH3jFkIIYQwJYNOj/Z8CqmbLxI/+w9urTpD5sHrFCRrTR3aQ1Gc1GRXzeWczTE2XVzA5sOfc/z0T2i1Zj7N7wHYObtSrX5rqjUcgq37u6SndSXxai0yU21NHdoTY/5jXM8YtVpNSEgII0eOZNWqVTRv3px27doxcOBAGjdu/MDtffLJJ8YRi3Xr1lGtWjW2bNnCa6+9Vur1ixYton///nh5edGgQQNatWpFr1696Natm/Gafv36FbsnODiYSpUqERERQcOGDY3HJ06caBzVmjFjBg0aNODSpUvUrVuXqlWrFktQ3nvvPXbs2MGmTZt44YUXjMf9/f2ZP39+sf7Gjx9v/N7Pz49Zs2bxzjvvsGLFCuPx/Px8Vq1aRa1atQAYO3YsM2fOvOez2rNnD9nZ2XTp0gWAIUOGEBwcbFw75ezsjKOjIxYWFiWmw5UW5+2+/fZbbt26xfHjx3FzczPeU6RJkyY0adLE+PrTTz9ly5YtbNu2jbFjx94zbiGEEOJp0ucWoD2fQs655MI9gnLNu5y04mFJquUtLlz/g5jTYfe/4VmjKLhXq4m9awC5OT6kJdmTFK+YOqqnSkaIyqF+/foZRxK6dOlCaGgozZs3JyQk5IHbur0Ig5ubG3Xq1CEyMhL432iUg4MDo0ePBqB+/fqEh4dz9OhRhg0bRkJCAj169GDEiBHGdqKjoxk8eDA1a9bEyckJPz8/gBKjGbcncFWqVAEKC0ZAYfGGzz77jMaNG+Pu7o6DgwO7du0q0UZgYGCJ97R//346depE1apVcXR0ZOjQoSQnJxeb3mZnZ2dMhor6L+r7boKDgxkwYABqdeHnBIMGDeKPP/7g/Pnz97zvbnHeLiwsjGbNmhmToTtlZWUxefJk6tevj4uLCw4ODkRFRckIkRBCiHKhIDOPrOM3SQo5x41Zv5PybRQ5p2+ZZzJkoaD3UnHT8zp7M75jw/FP2XnkC2KuVJxkyMrWDu86gVRv9BrO3u+SldmLxKv10CQ5oFCxkiGQEaJyy8bGhk6dOtGpUyc+/vhjRowYwSeffEJQUBAqVWEeazD8r1b/vabB3UlRCv9Dv30NkpOTk/F7lUrFc889x3PPPcc///lPvv76a9544w0++ugj/Pz86NGjBz4+Pnz55Zd4e3uj1+tp2LAheXnFd122tLQs0WfRFLGFCxeyePFilixZYlwPNH78+BJt2NvbF3t95coVunfvzujRo5k1axZubm4cOnSIt956q9gzuL3vov5vf153SklJYevWreTn57Ny5Urj8YKCAtasWcO8efPuem9pcd7J1vbew8yTJk1i586dLFiwAH9/f2xtbenfv3+J5yGEEEI8LboULTnnksiJSDb78tiKjQV5bvlcy7pA+IVQsi9pTB3SU+dcyRunSvUoKPAhNdGFlEQZFykiCZGZqF8KCg5wAAAgAElEQVS/vnGBvqenJ1BY1rlZs2ZA8eTmdkePHqV69eoApKamcuHCBerWLSyPePuUrfv1DYWjGMnJyURGRvLFF1/Qpk0bAA4dOvTA7+fgwYP06tWLIUOGAIWJ0sWLF6lXr9497ztx4gQ6nY6FCxcaE8Pb1/k8rG+++YZq1aoVK4IAsHfvXubMmcNnn31mHDl6GI0bN2b16tWkpKSUOkp08OBBgoKC6NOnD1C4pig2Nvah+xNCCCEeRt6NzMKpcOeSyb+Zdf8byjHFUU2WYxYxKaeJvHCQggKdqUN6qiwsLfGoXgdre38y073J1thw67qpoyqfJCEqZ5KTk3n11VcZPnw4jRs3xtHRkRMnTjB//nx69eoFFI42tGjRgrlz5+Lr60tSUhL/+te/Sm1v5syZuLu7U7lyZT766CM8PDzuuVFo//79efHFF2nVqhVeXl7ExMQwdepUAgICqFu3LiqVCnd3d/773/9SpUoV4uLi+OCDDx74ffr7+/Pjjz9y5MgRXF1dWbRoETdv3rxvQlSrVi10Oh3Lly+nR48eHD58mFWrVj1w/3cKDg6mf//+xdZAAdSoUYMpU6bw888/G5//wxg0aBCzZ8+md+/ezJkzhypVqnDq1Cm8vb1p2bIl/v7+bN68mR49eqAoCtOmTStRpEIIIYR43Ax6A3mxGnLOJZMTkUxB6qMXdDIlxV1NmlUKF24c4/KZk6YO56mzd3HD1bs+qHxJTXRHk2IBT37XFrNXIROis2/eu/S0KTk4OPDCCy+wePFioqOjyc/Px8fHh5EjR/Lhhx8ar1uzZg3Dhw8nMDCQOnXqMH/+fDp37lyivblz5/KPf/yDixcv0qRJE7Zt23bPvXy6dOnCd999x5w5c9BoNHh5efH3v/+d6dOnG0dINmzYwLhx42jYsCF16tRh2bJltG/f/oHe57Rp04iJiaFLly7Y2dkxatQoevfujUZz7yHspk2bsmjRIubNm8fUqVNp27Ytc+bMYejQoQ/U/+1OnjzJ6dOn+fLLL0ucc3R0pHPnzgQHBz9SQmRlZcWuXbt4//336d69Ozqdjvr16/Of//wHgMWLFzN8+HBatWqFh4cHU6ZMIT09/aH7E0IIIe7GkK9HezH1r6IIyeizzHjk5K9NUpMM1zkXc4iEmJLbgDzLFJUKDx9/bJ1ro82uSnqyA0n332VE3EG517qK8k5RFCdAo9Foiq2BgcKyzjExMfj5+WFjY2OaAIUQZSa/s0II8eQUZOWjjSqsDJd7MRVDvvnOQlAsVeg89dzQXubsxdAKtS8QgI2DI27V6mNh6Udasif5OZb3v+kJsrZXM2JhW5PGUCQ9PR1nZ2cAZ4PBUOZPlivkCJEQQgghxLOusChC8l9FETTmXRTBXk2OSw5xmgjORf1G3oUcU4f0VLl618DRvQ55eT6k3XIiJaHiVYJ7kiQhEkIIIYR4RuRdyyAnIhltRDL5N7NNHc4jUVwtSbdN41LCSS6e+wODwYwzugdkaWODh099LG1rkpFSmZwsa3KumTqqZ5ckREIIIYQQZspQoCf3suavJCiFAo0ZF0VQAE81yUo8kXFHuP5nlKkjeqqcK1X5qyx2dVJvuZCaJGWxnxZJiIQQQgghzIheq0N7PrUwCTqfgkFrhpujFrFUUeBh4GZeLOGXQkm7fNPUET01t5fFzkqvQpbGVspim4gkREIIIYQQ5ZxOk4s2onA9UO5lDRSYcVEsWwu0bnlcTY8k/EIouRfMe7+jB+Hg5olrlXroqU7aLSmLXV5IQiSEEEIIUQ7l38wyFkXIv55p6nAeieJiSaadhuhbYZyPOoJeb8ajWg9AZaHGo3ptbBxrk51ZhcxUe27dMHVU4k6SEAkhhBBClAOGAgO5sZrCkaDIFApStKYO6eEpgIeaFItEzl/9nbhT4aaO6Km5fXPUtFvupKdZkJ5m6qjEvUhCJIQQQghhIvrcwvVA2ohktBdS0Web8Sapf60HSsi/wrnoA6RcrhgLYlQWFrj7+GPrVBtttrdsjmqGJCESQgghhHiKCjS55EQmkxORQm50mnmvB7JXo3XR/rUe6LcKsx7of6NANdDccidDoyZDY+qoxMOqkAlRZN16T62velGRT60vUf6EhobSoUMHUlNTcXFxeSJ9hISEMH78eNLSZDxeCCHKq7wbmcapcGa/HshNTbpNGpdunuTCuT/AYL4JXVmpLNR4+NTGxskfbXYVGQV6xkiB83IoKCgIRVFKfHXt2tXUoT0SvV7PlClT8Pb2xtbWlsaNG/N///d/Zb5///79dO/eHXd3d+zs7Khfvz7vv/8+168/viH52NhYFEUhLCzssbVZVrNnz8bCwoK5c+c+0H0DBgzgwoULTygqIYQQD8NQoEd7MZW0bdHEzz1G4rJTpO+JM89kSKVgqGxBYqWb/Jb9AxtOfsYvh//Dheijz3QyZO/qQbUGbajWYAh2Hu+SrulG4tXapCc7mDo08ZhVyBEic9C1a1fWrl1b7Ji1tfVDt2cwGCgoKECtNt2P/Ouvv2bx4sV89dVXtGjRgkuXLpX53i+++IIxY8bw5ptv8uOPP+Lr60tcXBxfffUVCxcuZNGiRU8w8pLy8vKwsrJ6rG2uXbuWyZMns2bNGj744IMy32dra4utre1jjUUIIcSD02t1aKNSyIlMMfv9gRQbC/Lc8rmedZHwi7+RFZ1q6pCeOLWVNR7V62BlV5OcTC8yUu1IkopwFYKMEJVT1tbWeHl5FftydXUFSh/FSEtLQ1EUQkNDgcKpWoqisHPnTgIDA7G2tubgwYMArFy5klq1amFlZUWdOnVYv359sb4VRWHlypV069YNW1tb/Pz82LRpU7Frrl+/zoABA3B1dcXd3Z1evXoRGxt7z/ekUqnw9PRk4MCB+Pr60rFjRzp27HjfZ3Ht2jXGjRvHuHHjWLNmDe3bt8fX15e2bduyevVqPv74Y+O1R44coW3bttja2uLj48O4cePIyvrffGZfX19mz57N8OHDcXR0pHr16vz3v/81nvfz8wOgWbNmKIpC+/btgcJRu969ezNnzhy8vb0JCAgACpO8wMBAHB0d8fLyYvDgwSQmJt73Pd3pt99+Iycnh5kzZ5KVlcWBAweKnT99+jQdOnTA0dERJycn/va3v3HixAmgcMrc7dPxoqOj6dWrF5UrV8bBwYHnnnuOPXv2PHBMQggh7k+XqiXj8HVurT7LjVlHSdlwnpzTt8wyGVJcLMnyzuas1e9sujCfzYc/54+wrWRlPaPJkKLg6l2D6o06UaXeMKyc3iEtuSOJV2uSkWpn6ujEUyQJ0TNu8uTJzJkzh8jISBo3bsyWLVv4xz/+wfvvv094eDhvv/02w4YNY//+/cXumzZtGv369eP06dMMGTKEQYMGERlZuB4qOzubDh064ODgwIEDBzh06BAODg507dqVvLy8u8by0ksvodFomDZt2gO9h02bNpGXl8fkyZNLPV+UDJw9e5YuXbrQt29fzpw5w8aNGzl06BBjx44tdv3ChQsJDAzk1KlTjBkzhnfeeYeoqCgAjh07BsCePXuIj49n8+bNxvv27t1LZGQku3fvZvv27UDhSNGsWbM4ffo0W7duJSYmhqCgoAd6fwDBwcEMGjQIS0tLBg0aRHBwcLHzr7/+OtWqVeP48eOcPHmSDz74AEtLy1LbyszMpHv37uzZs4dTp07RpUsXevToQVxc3APHJYQQojiDwUDetQw0u2JJWPInN+cdR/PTZXIvmWFxBBVQWU2S1y0O5W1jw6lP2X54ORHnD1BQYMbV7u7B1smFqnVb4NN4AM5Vx5KT04/Ea41IvemKvkD+LK6oZMpcObV9+3YcHIrPUZ0yZcoDJxMzZ86kU6dOxtcLFiwgKCiIMWPGADBhwgSOHj3KggUL6NChg/G6V199lREjRgAwa9Ysdu/ezfLly1mxYgUbNmxApVKxevVqFEUBCqd7ubi4EBoaSufOnUvEkZ2dTadOnRg8eDC7d+8mOzubBQsWGO93cnJi7dq19OvXr8S9Fy9exMnJiSpVqtzzvX7++ecMHjyY8ePHA1C7dm2WLVtGu3btWLlyJTY2NgB0797d+P6nTJnC4sWLCQ0NpW7dunh6egLg7u6Ol5dXsfbt7e1ZvXp1salyw4cPN35fs2ZNli1bxvPPP09mZmaJn9/dpKen8+OPP3LkyBEAhgwZwosvvsjy5ctxcnICIC4ujkmTJlG3bl3je7ubJk2a0KRJE+PrTz/9lC1btrBt27YSyaEQQoj7M+j0aKPTCktjR6ZQkH73D//KO8Xagnz3Am7kRBN+MZSM6CRTh/REGYshONdCm+2NJsme5ATF1GGJckYSonKqQ4cOrFy5stgxNze3B24nMDCw2OvIyEhGjRpV7NiLL77I0qVLix1r2bJliddFU/ROnjzJpUuXcHR0LHaNVqslOjq61DhCQkJIS0vj3//+N1lZWbRv356goCCCg4O5du0amZmZtGrVqtR7DQaDMXG6l6K4vvnmm2L36vV6YmJiqFevsLpg48aNjecVRcHLy6tM09waNWpUYt3QqVOnmD59OmFhYaSkpKDX64HCBKZ+/fr3bRPg22+/pWbNmsYkpmnTptSsWZMNGzYYf1YTJkxgxIgRrF+/no4dO/Lqq69Sq1atUtvLyspixowZbN++nRs3bqDT6cjJyZERIiGEeAD67HxyolLQRqagvZCKIdf8psAVUVwsybRPJybpDFEXj1AQZb4JXVk4eVTGuXJd9FRHc8uNdI0F6X+VxJZUSJRGEqJyyt7eHn9//1LPqVSFQ7qG2yq75Ofn37WdO92ZXJQ14Si6Rq/X87e//a1Y4lGkaITlTmfOnKFBgwZYWVlhZWXF7t27adOmDX369KF27dp07dr1riNAAQEBaDQa4uPj7zlKpNfrefvttxk3blyJc9WrVzd+f+dUM0VRjInMvdz5LLOysujcuTOdO3fm66+/xtPTk7i4OLp06XLPqYN3WrNmDefOnStW8EKv1xMcHGxMiKZPn87gwYP5+eef+fXXX/nkk0/YsGEDffr0KdHepEmT2LlzJwsWLMDf3x9bW1v69+//QDEJIURFpEvOIScihZyIZPKupIPezKbAFVEpGDxVJHOTqLjfuX7q2d4CxNLaBnefwmIImeleZGtsuSXFEMQDkITIDBUlHfHx8TRr1gygzGWi69Wrx6FDhxg6dKjx2JEjR4yjJ0WOHj1a7JqjR48a+2revDkbN26kUqVKxild91O1alW2bNlCRkYGjo6OVKpUiT179tCmTRu2b9/OyZMn73pv//79+eCDD5g/fz6LFy8ucT4tLQ0XFxeaN2/OuXPn7ppIlkXRCFBBwf0/CYyKiiIpKYm5c+fi4+MDYCx0UFZnz57lxIkThIaGFhsBTEtLo23btoSHh9OwYUOgMDEMCAjgn//8J4MGDWLt2rWlJkQHDx4kKCjIeC4zM/O+BS+EEKIiMhgM5F3NQBtZmATpErJNHdJDU2wtyHPN53r2JSIuHiAjOtnUIT1Rrt41cHQPQKerSuotF9KSVfBsv2XxBElCVE7l5uZy8+bNYsfUajUeHh7Y2trSokUL5s6di6+vL0lJSfzrX/8qU7uTJk3itddeo3nz5rz00kv89NNPbN68uUQVsk2bNhEYGEjr1q355ptvOHbsmHGh/+uvv87nn39Or169mDlzJtWqVSMuLo7NmzczadIkqlWrVqLft956i6VLl9KzZ08+++wz3N3d2bNnD2lpadjZ2bF69WpWrFhRasw+Pj4sXryYsWPHkp6eztChQ/H19eXatWt89dVXODg4sHDhQqZMmUKLFi149913GTlyJPb29sYiCMuXLy/T86lUqRK2trbs2LGDatWqYWNjg7Ozc6nXVq9eHSsrK5YvX87o0aMJDw9n1qxZZeqnSHBwMM8//zxt27Ytca5ly5YEBwcze/ZsJk2aRP/+/fHz8+PatWscP3681PVWAP7+/mzevJkePXqgKArTpk0r0wiYEEJUBAadHu2lNOMmqfoM8x09V1wtybBNK5wKF3UYvd58p/Xdj62jE25V66Gy8iUjxZOcLCtyrpk6KvGsqJAJUb2o8j90vGPHjhLTw+rUqWOshrZmzRqGDx9OYGAgderUYf78+aUWM7hT7969Wbp0KZ9//jnjxo3Dz8+PtWvXGstLF5kxYwYbNmxgzJgxeHl58c033xjXxNjZ2XHgwAGmTJlC3759ycjIoGrVqrz00kt3HTHy9vbm2LFjxnvS09P529/+xrfffoudnR2dOnXC39+fCRMmlHr/mDFjCAgIYMGCBfTp04ecnBx8fX155ZVXjPc0btyY3377jY8++og2bdpgMBioVasWAwYMuO9zKaJWq1m2bBkzZ87k448/pk2bNsZS5nfy9PQkJCSEDz/8kGXLltG8eXMWLFhAz549y9RXXl4eX3/9NVOmTCn1fL9+/ZgzZw7z5s0jOTmZoUOHkpCQgIeHB3379mXGjBml3rd48WKGDx9Oq1at8PDwYMqUKaSnp5cpJiGEeBYZ1wNFJKO9kIYhz0wTBwsFvaeKJP11Iq8c5mZM2ffzMzcqCzXuPrWwdfInN8ebtCQHKYYgnhjFYOIdhhVFqQrMA7oBtsAF4C2DwXD3OVT/u9cJ0Gg0mhJ/iGu1WmJiYvDz8zNWFxNloygKW7ZsoXfv3qYORVQg8jsrhHicdClaciKS0UYkkxtrvuuBFDs1Whct1zMvcO7ib2RnP7sfcDl6VMalch0MSnXSbrmjy7MwdUjiLqxtLajsmo9bRjTOV0/QcMOXpg4JKKzc+9fMHmeDwVDmXxaTjhApiuIKHAb2U5gQJQK1gDRTxiWEEEII85N3LcOYBOXfNN/1QLir0VilEJ3wJxcjjoGJP7x+UixtbHD3qYuVrR9Z6V5kSTGEcstCreDpoeCRfx2n6CNYH/gN5a8pmhZ3WVpgTkw9ZW4KcNVgMAy77VisiWIRQgghhBkxFOjJvawh51wy2shkCjRmuh7IUkWBh4HE/DgiYg6RFPOMbpOgKLhWqV5YDCG/KqlJLqQlyWao5ZICbu5qKqmTcb72J7bHd6HKenZHJ02dEPUEdiqKsgloB1wHVhgMhlLH3RRFsQasbzvkWNp14tGYehqlEEIIcTf63AK05wurwmmjUjFodaYO6aEojmqyHbOJSztHxIWD5F3IMXVIT4SxGIKlL+mplcjJspRiCOWUvZOayg5ZuCVHYH9qFxaJz2hiXgpTJ0Q1gXeARcBs4HlgmaIouQaD4atSrp8KfPIU4xNCCCGEiRVk5Bmnwmmj00Bnhh/cKYCnmhRVIhevHyP2zGlTR/REFBZD8L+tGIK9FEMop6xsLKjspsMt6zKOEaFYhf5p6pBMxtQJkQo4YTAYPvzr9SlFURpQmCSVlhDNoTB5KuIIyOcMQgghxDMmPykH7blkcs4lkXc1A8wxB7KxIM9NR3zOZSIuHUBzOdHUIT0RzpW8caoUgN7gg+aWGxkaCzI0heckFSo/VCoFT08VHvp4nGKOYn1oPyqdmU4zfcxMnRDFAxF3HIsESt1gxWAw5AK5Ra8VRX7NhBBCiGdF3rUMcs4lk3MuGV2ieRZFuH1voPMXjlBQYJ5T+u7F2t4B92p1UVv5kqmpTHaGNbeumzoqURoXNzWVrNNwiT+N3fEdqDJSTB1SuWTqhOgwUOeOYwHAFRPEIoQQQoinyKA3kBujKRwJikimIC33/jeVN2oFvYfCrYLrRF05zM2YaFNH9NipLCxwr1YLW2d/crXeaG45kpIoH0qXR3aOaio7ZuOWeh7707tQ37hs6pDMgqkTosXAEUVRPgS+p3AN0ai/voQQQgjxjDHk69FeTC2sDBeVjD7L/EZQFAc1Oc45XEs/z7kLv6G9mGnqkB47J08vnCvVQY8P6UluZKSryXh2i4yZLUtrFZXd9LjlxOIY9RvWocdMHZJZMmlCZDAYjiuK0ofCtUEfAzHAeIPB8I0p4xJCCCHE46PX6tBGpZATnoT2QiqGPL2pQ3owCuChJk2dxMX4E1wO//OZ2xvI2s4et2p1Udv4kp1emSyNjewJVA6pLBQ8PYrWAf2B9aF9sg7oMTD1CBEGg2E7sP1p9vmf0fueWl/vrvr7U+vrfnx9fRk/fjzjx483dSiPVVBQEGlpaWzdutXUoZjEnT9XRVHYsmULvXv3LvX62NhY/Pz8OHXqFE2bNn2aoQohKpCCzDzjeqDc6DQoMK8EQrFSke+h56Y2lnPRB0i7HG/qkB4rRaXCvVot7JxrkZdXlbRbTqTekmlw5ZGrhyWe6mRc4sOw+2Mnqsw0U4f0zDF5QiRKetQ/8ENCQhg/fjxpacV/YY4fP469vf3jCJFvv/2WN954g5EjR7Jq1arH0ubDWrp06VPZO2nhwoUsX76chIQEqlevzvvvv8+oUWWb3Xnq1Clmz57NgQMH0Gg0VK9enXbt2jFp0iQCAgIeKa7H+XMVQohHoUvVkhP+V2W4K+lmVxlOcbEk0y6d2JSzRF44TMH5Z+uTd0ePyrhUroNB8UGT5EFmhgWZGaaOStzJwVlNJfssXJMjsQ/bhTpBltY/aZIQVSCenp6Pra01a9YwefJkVq5cyaJFi7Czs3tsbZdVQUEBiqLg7Oz8xPs6cOAAEydOZNmyZfTo0YOrV6+SlJRUpnu3b99Ov3796NKlC9988w21atUiMTGRTZs2MW3aNDZu3PhQMeXl5WFlZfVYf65CCPGg8hOyCpOgiGTyr5vZWhoLBYOHiiRucD7ud66fOm/qiB6romlwljY1yEqvTJbGVqbBlUPWthZUds3HLTMah3P7sQp9NveoKs9Upg5APLhFixbRqFEj7O3t8fHxYcyYMWRmFv5PKDQ0lGHDhqHRaFAUBUVRmD59OlA4tWrJkiXGdhRFYfXq1fTp0wc7Oztq167Ntm3b7tt/bGwsR44c4YMPPqBu3br88MMPxc6HhITg4uLC9u3bqVOnDnZ2dvTv35+srCzWrVuHr68vrq6uvPfeexQUFBjvy8vLY/LkyVStWhV7e3teeOEFQkNDS223fv36WFtbc+XKFYKCgopND9Pr9cybNw9/f3+sra2pXr06n332mfH8lClTCAgIwM7Ojpo1azJt2jTy8/Pv+Z5VKhUWFha89dZb+Pr60qZNG/r06XPfZ5Wdnc2wYcPo3r0727Zto2PHjvj5+fHCCy+wYMECvvjiC6AwuXvrrbfw8/PD1taWOnXqsHTp0mJtFb3POXPm4O3tbRxZuvPnChAfH0+3bt2wtbXFz8+PTZs2lYgtKiqKVq1aYWNjQ4MGDYo9a4CIiAi6d++Og4MDlStX5o033iiWBO7YsYPWrVvj4uKCu7s7r7zyCtHR/6uuFBsbi6IobN68mQ4dOmBnZ0eTJk34/fff7/vchBDlW97VDDQ7Yrm58AQJi/8kffcVs0mGFDs1ed4FXHaK5KcbK/n+6Gz2HQ3h+g3zT4ZUFhZ41AigeuNueAW8hWIzitRb7Ui86kuWxtbU4Ym/qC1VVKmi0Mj9Oq3SfqDVznfx//Y93LYtwSpakiFTkBEiM6RSqVi2bBm+vr7ExMQwZswYJk+ezIoVK2jVqhVLlizh448/5vz5wn/cHRwc7trWjBkzmD9/Pp9//jnLly/n9ddf58qVK7i5ud31njVr1vDyyy/j7OzMkCFDCA4OZujQocWuyc7OZtmyZWzYsIGMjAz69u1L3759cXFx4ZdffuHy5cv069eP1q1bM2DAAACGDRtGbGwsGzZswNvbmy1bttC1a1fOnj1L7dq1je3OmTOH1atX4+7uTqVKlUrEN3XqVL788ksWL15M69atiY+PJyoqynje0dGRkJAQvL29OXv2LCNHjsTR0ZHJkyff9T03a9aMqlWrMmbMGNasWYNKVbbPEnbu3ElSUtJd23ZxcQEKk7hq1arx/fff4+HhwZEjRxg1ahRVqlThtddeM16/d+9enJyc2L179z2nCU6bNo25c+eydOlS1q9fz6BBg2jYsCH16tUzXjNp0iSWLFlC/fr1WbRoET179iQmJgZ3d3fi4+Np164dI0eOZNGiReTk5DBlyhRee+019u0rXIOXlZXFhAkTaNSoEVlZWXz88cf06dOHsLCwYs/no48+YsGCBdSuXZuPPvqIQYMGcenSJdRq+edHCHNh0BvIi9UYR4LMrjy2hyUay2SiE/7kYsSxZ6oggpNnFZwrBRirwWWmq8mUanDlikql4O6pwtOQgFPcCWx/34OSm2PqsMRt5C8SM3R7UQQ/Pz9mzZrFO++8w4oVK7CyssLZ2RlFUfDy8rpvW0FBQQwaNAiA2bNns3z5co4dO0bXrl1LvV6v1xMSEsLy5csBGDhwIBMmTODSpUv4+/sbr8vPz2flypXUqlULgP79+7N+/XoSEhJwcHCgfv36dOjQgf379zNgwACio6P57rvvuHbtGt7e3gBMnDiRHTt2sHbtWmbPnm1sd8WKFTRp0qTU+DIyMli6dCn//ve/efPNNwGoVasWrVu3Nl7zr3/9y/i9r68v77//Phs3brxr0qLX6+nVqxdNmjQhLS2NwYMH89VXX2FlZQVAw4YNGTZsGO+//36Jey9evAhA3bp1S227iKWlJTNmzDC+9vPz48iRI3z//ffFEiJ7e3tWr15t7PtuXn31VUaMGAHArFmz2L17N8uXL2fFihXGa8aOHUu/foV7IK9cuZIdO3YQHBxsnArZvHlz43OHwkTYx8eHCxcuEBAQYLy3SHBwMJUqVSIiIoKGDRsaj0+cOJGXX34ZKEzAGzRowKVLl+77TIQQpmXQ6dFGp6ENTyYnMhl95r1H0ssVSxUFHgYS8q8QcfkQyTFXTR3RY2PcFNXal0xNJbLTpRpcuaOAm7saT3UKLvGnsT2+SzZELeckITJD+/fvZ/bs2URERJCeno5Op0Or1ZKVlfXAi+sbN25s/N7e3h5HR0cSE2uif0oAACAASURBVBPvev2uXbvIysqiW7duAHh4eNC5c2fWrFlT7I9nOzs7YzIEULlyZXx9fYuNVlWuXNnY159//onBYChRYCA3Nxd3d3fjaysrq2Ix3ykyMpLc3Fxeeumlu17zww8/sGTJEi5dukRmZiY6nQ4nJ6e7Xr9jxw4OHz7M9evXsbe355VXXqFHjx5s3rwZCwsLoqOjiyVct3uQYg+rVq1i9erVXLlyhZycHPLy8kpUgWvUqNH/s3ff4VFW+f//n2daZtIzMwlJSKUXdZVlZdFVsaywimL5KXaBtbDIj7WsYllExBVRQUW3uH5AXNQP635E17IWqtKigIT0QkihZ5JMSZmSzNzfP4ZkCQlJCCEzIedxXVwXc8993/NKQpn3nHPep9NiCGD8+PFtHmdmZp70HI1Gw9ixY8nPzwdg165dbNy4sd3RxZKSEoYNG0ZJSQnz5s0jIyODqqoqfD5/G92KiopWBdHxP6+EhAQAKisrZUEkSUHI5/HiKrTizK3CVVCD4vJ2flGQEJEaGiLqKbfmkV+0GU/R2fEJvEqtObYp6mC5KWoQi4zWEGuoI6Y6l7DMdagrKwIdSToFsiDqY8rLy7nmmmuYOXMmCxcuxGg0smXLFn772992ug6mPVqtttVjIUTLG9v2rFixgpqamlZNFHw+H7t372bhwoWo1eqT3rej1/L5fKjVanbt2tVyj2bHvyk3GAwIcfL/CAyGjudIZ2RkcNttt7FgwQImTpxIVFQUq1evZsmSJSe9Jisri5SUlJZphJ9++ilXX301V155JTfccAODBg3iwgsvbPfa5gKvoKCgTZFyvI8++ohHHnmEJUuWMH78eCIiInjllVf44YcfWp13Ot3kOvq+nXiOz+fjuuuuY/HixW3OaS5qrrvuOpKTk3nnnXdITEzE5/Nxzjnn4PG07sp0/M/9+PtLkhQcmvcIasiuwl1kRWnsI38/BRCroUZ1lKIDP1K+JyvQiXpMVFwikXHD8ClJ2C0mah1quSlqkAmL1BAX3kCMtYiw3A1oK/r+GrT+TBZEfczOnTtpampiyZIlLes0Pvroo1bn6HS6Vs0Kekp1dTX//ve/Wb16NaNHj2457vP5uOSSS/jqq6+YPHlyt+59wQUX4PV6qays5JJLLul2xqFDh2IwGFi/fn3LlLHjbd26ldTUVJ555pmWY+XlHbezHDhwIKWlpRw4cICkpCTCwsL4z3/+w+WXX85TTz3FmjVrTlpsXH311ZjNZl5++WU++eSTNs/bbDaio6PZvHkzF110EbNmzWp57vgGBacqIyOj1bqujIwMLrjggjbnXHrppQA0NTWxa9cuZs+eDcCYMWP4+OOPSUtLa3etT3V1Nfn5+bz99tstP68tW7Z0O68kSb3L52zCmVeNM7sK114rNPWNNTUiREWjycdh1z5yi7/Dvu/kMxr6En14BMaB/mlwtbZYnLV6LAcDnUo6nj5Mw4AoNzG1JYTnbZLND84ysiAKUna7vc0UJ6PRyODBg2lqauLNN9/kuuuuY+vWrW32AUpLS6Ouro7169fzs5/9jNDQ0B5pi71q1SpMJhO33HJLm6YCkydPZvny5d0uiIYNG8add97JPffcw5IlS7jggguoqqpiw4YNnHvuuVxzzTVduo9er2fu3Lk88cQT6HQ6Lr74YiwWC7m5ufz2t79lyJAhVFRUsHr1an7xi1/w5ZdftluoHO/mm29mwYIFXHvttSxZsoS0tDQyMjI4fPgwYWFhrFixgilTprTbaKF5zc8tt9zC9ddfz5w5cxgyZAhVVVV89NFHLVmGDBnCP/7xD7755hvS09NZtWoVO3bsID09vVvfz3/961+MHTuWX/3qV3zwwQf8+OOPLF++vNU5f/7znxk6dCgjR47ktddew2q1MmPGDAAeeugh3nnnHW6//XYef/xxzGYze/fuZfXq1bzzzjvExMRgMpn4+9//TkJCAhUVFTz55JPdyipJUu/w1jfiyqv2jwT1oY1SRZSWurBaymuyySvagreg7+8NpNZoMCUNRR856Ng0uHA5DS7IhBjUxMU0EdNQTmThZrQFPyDOomYcUmv9siB66G9XBDpCpzZt2tTmE/17772XlStXsnTpUhYvXsxTTz3FpZdeyqJFi1qNBlx00UXMnDmTqVOnUl1dzfz581tab5+OFStWcOONN7b7xv/mm29m6tSpHD16tNv3f/fdd3nhhRd47LHHOHjwICaTifHjx3e5GGo2b948NBoNzz77LIcOHSIhIYGZM2cCMGXKFB555BFmz56N2+3m2muvZd68eR1+f0JDQ9m2bRtPPfUU06dPx2KxMHr0aF5++WXGjh3LuHHjePjhh1m2bFm710+ZMoVt27axaNEi7rjjDhwOB8nJyVxxxRW88MILAMycOZPMzEymTp2KEILbb7+dWbNm8dVXX53S195swYIFrF69mlmzZhEfH88HH3zAqFGjWp3z0ksvsXjxYnbv3s3gwYP597//jdlsBiAxMZGtW7cyd+5cJk6ciNvtJjU1lUmTJqFSqRBCsHr1aubMmcM555zD8OHDWbZsGRMmTOhWXkmSzgxvnQdnbjXOnCrcJXbw9YE3dCrArKFadYTCigz2Z+YGOlGPiBowkMhY/zQ4m8WIw67GYQ90KqmZPlRNbLS/AIrYux1d3naEr++soZNOjziVRd/BRggRCdjtdnubRfEul4vS0lLS09PR6/WBCShJUpfJv7OS1DO8Dg/O3Cqc2VW4y+zQB5YECZ2KRvNxU+EcfX8qnD48EmPSCNS6NOpssThrQwIdSTqOPkxDXJSHmPoyIoq3oc3PkCNA3aSOimLYDxmBjgGAw+EgKioKIEpRlC6vvOuXI0SSJEmSdDZpsrlwZvtHgjwVDugD7+tEhIaGyHrKanLIK/qepsK+PRVOrdViSh6KPnwQLmcC9qpwao7KaXDBorkAMtaXEl60FW3Bj7IAklrIgkiSJEmS+qDGKifOnCqcOVU0HqgLdJzOCcCswaaxUHTwR0qzMju9JNjFJKQQbh6K15uE3RKNw6rGYfU/J0uhwPrvCFApEbIAkjohCyJJkiRJ6iMaj9T/twg60hDoOJ3TCLyxgqON5eSWfEfNvr7dOi00MpqYgSNQaVOprYnFWa/DeSDQqSRoXgPUiLGhnIjCLbIJgnRKZEEkSZIkSUHMc6AWZ45/OlxTVfBvNipC1bii3RyoLSCn6DtcxX1g9OokNDodpuThhISl46yPp7YmnOojgU4lQesucBHFW/1NEGQBJHWTLIgkSZIkKci4KxzHRoKq8da4Ah2nUyJGi8NgY9/R3RTmbUdR+kAnh/YIQUxCChGmYTR5B2KrjMZeo4KaQAeTWhVAe7ejy92G6Kt/zqSgIwsiSZIkSQowRVHwVNTizPZPh/Pa3IGO1LFjrbGrxGEKKrZx8KeCQCfqttBoIzEJw1FpUnHUmHE2yGlwwUAWQFJvkgWRJEmSJAWA4lPwlDla1gR5HcHdZU1oVTTF+jjU3Bq7pG+2xtboQo5NgxuEs34AtTVhchpcEJAFkBRIsiCSJEmSpF6i+BTc++z+Iii3Cl9tY6AjdUiEa3BGOSm35ZJb+B2NRcE/fa8NITAmphFuHEJT00CsFjkNLhjIAkgKJrIgkiRJkqQzSPH6cO+10ZBdhSu/Gl99U6AjdUgYNTj0NoqP7KQ450fogwvVw2JMxCSMAHUKjmozDQ1aGvpAU76zWUiomrjo5iYI29DlbZNNEKSg0S8LoiVTJ/faaz32zy/O+GtMmDCB888/n9dff/2k56SlpfHwww/z8MMPn/QcIQSffPIJN9xwA2VlZaSnp7N7927OP//8MxFb6kRXfq7dVVBQwLRp08jMzGTEiBFkZra/H8jKlSt5+OGHsdlsPZ5Bks5mSqMPV7HVPxKUV4PiCuIiSAXEarBwkLyyLRzZtTfQiU6ZNkSPKXkYutBBNNTFU2cNpepwoFP1b7IAkvoSVaADSG1NmzYNIQQzZ85s89ysWbMQQjBt2rSWY2vWrGHhwoW9mLBrNm3ahBCi3V9HjvTMhO20tLQuFwzvv/8+I0aMQK/Xk5aW1uXv2YQJExBCsHr16lbHX3/9ddLS0k41chvN36eeLDoOHDiATqdjxIgR7T4/f/58wsLCKCwsZP369Se9z9SpUykqKuqxXJJ0NvN5vDRkW6j+MJ9DCzOo/kceDT9VBmcxpBF4EwQHTeV8bXmXf2b8iQ0ZKzlypI8UQ0JgHJhG8rm/JmHkNDQRM7FVX0Xl/kHUWUMDna5f0odpSEn08bPoUi62fMBFX/2OoR/OxvzpK4TkbpXFkBTUTmmESAgxHLgduARIA0IBC7Ab+Ab4WFGUIG+N0zckJyezevVqXnvtNQwGAwAul4v//d//JSUlpdW5RqMxEBG7rLCwkMjIyFbH4uLiejVDWVkZ99xzD0888QQPPvggFovllN7o6/V6/vjHP3LzzTej1Wp7LFdj45lZP7By5UpuvfVWvv/+e7Zu3crFF1/c6vmSkhKuvfZaUlNTO8xmMBha/vxJktSWz+3FlV9NQ3YV7iIrSmPwroEQIWo8pkYO1BWSVbQJV7Ej0JFOScumqJo0HDVmGhp0chpcAIWGa4iNdBNTV0p40Ra0hTtl0SP1WV0aIRJCXCCEWAvsAS4FdgCvA/OA9wEB/Ak4JISYK4QIOUN5+40xY8aQkpLCmjVrWo6tWbOG5ORkLrjgglbnTpgwodVUuMrKSq677joMBgPp6el88MEHbe5fXFzMpZdeil6vZ9SoUaxdu7bTTHl5eVxzzTWEh4czYMAA7r77bqqqqjq9Li4ujvj4+Fa/VCr/H70dO3bw61//GrPZTFRUFJdddhk//fRTq+ufe+45UlJSCAkJITExkTlz5rR83eXl5TzyyCMtI08n0/z8jBkzSE9P58ILL+Suu+7qNHuz22+/HbvdzjvvvNPheX/9618ZPHgwOp2O4cOHs2rVqjY5/va3vzFlyhTCwsK47777uPzyywGIiYlpM/rn8/l44oknMBqNxMfH89xzz3WaVVEU3n33Xe6++27uuOMOli9f3ibDrl27eP755xFC8Nxzz1FWVoYQgo8++ogJEyag1+t5//33WblyJdHR0a2u/+yzzxg7dix6vR6z2cxNN93U8tz777/P2LFjiYiIID4+njvuuIPKyr7ZiUqSTsbn8dKwx0LVqjwOLcygZnUhrtzqoCyGRLgG10AP+YZd/Kv4VdZsfYUf93yGyxn8xZBaqyVu0ChSzrueuMEP4FVPp/rIRVgOJOJu0AU6Xr8TFqkhLbGJC8ILueTA//DLLx5k8IdzMH72GrqCHbIYkvq0ro4QfQq8AkxVFOWkfVmEEOOBR4DHgBdPP17/Nn36dN59913uvPNOAFasWMGMGTPYtGlTh9dNmzaN/fv3s2HDBnQ6HXPmzGn1ptTn83HTTTdhNpvJyMjA4XB0uLYI4PDhw1x22WXcf//9LF26FKfTydy5c7n11lvZsGFDt7/G2tpa7r33XpYtWwbAkiVLuOaaayguLiYiIoL/+7//47XXXmP16tWMHj2aI0eOsGfPHsBfIP7sZz/jgQce4P777+/wdQYOHMjYsWOZPXs2n332GXq9/pRyRkZG8vTTT/P8889z7733EhYW1uacTz75hN///ve8/vrrXHXVVXzxxRdMnz6dpKSklqIH/NPVFi1axGuvvYZarWbKlCncfPPNLSNpx4/IvPfeezz66KP88MMPbN++nWnTpnHxxRfz61//+qRZN27cSENDA1dddRVJSUmMGzeON954g4iICMD/s7zqqquYNGkSf/jDHwgPD28pbOfOncuSJUt49913CQkJ4dtvv2117y+//JKbbrqJZ555hlWrVuHxePjyyy9bnvd4PCxcuJDhw4dTWVnJI488wrRp0/jPf/5zSt9vSQo2SqMXZ0ENzqwqXAU1QVn8NBPRWhyhNvYe3UlRzg99qilCZFwCUXEj8PqSsVfF4LCqcVj9z538Iy/pTAiP0hIbVk+0fS/h+ZvR7ssKdCRJOmO6WhANVRSl0w0SFEXZDmwXQsiPbnrA3XffzVNPPdXy6f3WrVtZvXp1hwVRUVERX331FRkZGYwbNw6A5cuXM3LkyJZz1q1bR35+PmVlZSQlJQHw4osv8pvf/Oak9/3rX//KmDFjePHF/9a5K1asIDk5maKiIoYNG3bSa5tfo9nAgQMpLCwE4Iorrmj13Ntvv01MTAzfffcdkydPpqKigvj4eK666iq0Wi0pKSlceOGFgH+qoFqtbhmN6Mj999+PoigMGjSISZMm8dlnn7VM45s8eTLp6em8+eabHd5j1qxZvPHGGyxdupR58+a1ef7VV19l2rRpzJo1C4BHH32UjIwMXn311VYF0R133MGMGTNaHpeWlgL+kbQTR2POO+885s+fD8DQoUN56623WL9+fYcF0fLly7nttttQq9WMHj2aIUOG8M9//pP77rsPgPj4eDQaDeHh4S3ft+aC6OGHH2414nOiP/3pT9x2220sWLCg5djPfvazlt8f/3UNGjSIZcuWceGFF1JXV0d4ePhJ7ytJwUhp8uEqrKEhqwpXfg2KxxvoSO0TgFlDtfooBRXbOLA7L9CJukyrN2BOGYlWn0adPZ4Ghx7LwUCn6p8iY7TEGmqJthYRmrsJbUVhoCNJUq/pUkHUlWLodM6X2mc2m7n22mt57733UBSFa6+9FrPZ3OE1+fn5aDQaxo4d23JsxIgRrd5o5+fnk5KS0qpQGT9+fIf33bVrFxs3bmz3TW1JSUmHBdHmzZtbRicANJr//rGrrKzk2WefZcOGDRw9ehSv10tDQwMVFRUA3HLLLbz++usthcw111zDdddd1+oencnLy2PlypXk5uYycuRIpk+fzoQJE/j666+Ji4sjNzeXu+++u9P7hISE8PzzzzN79mx+97vftXk+Pz+fBx54oNWxiy++mDfeeKPVseN/Np0577zzWj1OSEjocAqazWZjzZo1bNmypeXYXXfdxYoVK1oKoo50li0zM7PD0bjdu3fz3HPPkZmZSU1NDT6f/1P0iooKRo0a1enrS1KgKU3HusNlVeHMq0ZxB2kRpBH4YgVHG8vJKfmOmn19pIo4tidQmHEoTY1J2CyRWC2yv1MgRBm1xIY4iK4pIDR7A5pD+wIdSZIC5lSbKkQAw4BCRVHqhBBjgIcBA/CpoihtF6tIp2XGjBnMnj0bgD//+c+dnq8cmxrR0XoapZ3pEx2dD/5pdtdddx2LFy9u81xCQkKH16anp7cZ+Wg2bdo0LBYLr7/+OqmpqYSEhDB+/Hg8Hn9NnZycTGFhIWvXrmXdunXMmjWLV155he+++67LzQ2ysrLQ6XQtb8iXL1/O1KlTufjii3n88cepra3l+uuv79K97rrrLl599VVeeOGFdjvMnfh9VBSlzbH2ptudzIlfoxCipchoz4cffojL5WoZHWzO4PP5yMvL67Qo6SxbRw0W6uvrufrqq7n66qt5//33iY2NpaKigokTJ7b8PCUpGCk+BXepHWemhYacKhRnEHaFA4RejcfYyIH6InKKNtLQR5oi6MMjMSaNRK1Nw1ETK5shBIKAGJMGs9ZOtCWP0KwNqCsrAp1KkoJGlwsiIcSlwBdAOGAVQtwO/B9wEPACNwkhQhVF6XjVuXRKJk2a1PJmcuLEiZ2eP3LkSJqamti5c2fL1LLCwsJWLZ1HjRpFRUUFhw4dIjExEYDt27d3eN8xY8bw8ccfk5aWdkqjM53ZvHkzf/nLX7jmmmsA2L9/f5tGDQaDgeuvv57rr7+ehx56iBEjRpCdnc2YMWPQ6XR4vR1/gjtw4EA8Hg8//PAD48aNQ61W8+GHHzJlyhQefPBBli5d2uVOaiqVihdffJGbb765zSjRyJEj2bJlC/fcc0/LsW3btrWartgenc4/w7Szr6Mrli9fzmOPPdaqMQPAnDlzWLFiBa+++upp3f+8885j/fr1TJ8+vc1zBQUFVFVV8dJLL5GcnAzAzp07T+v1JOlM8uyvpWGPhYYsCz5HcBbtIlxDQ1Q9pdVZ5BVtwesNzpzHEyoVpqTBhEYPxe1KxG6JoOaoXAHUm4QKjCYNZnUNkUdzCNuzHlVNz2x3IUlno1N5Z/sC8C9gPjAd+CfwlqIoTwMIIf4IPATIgqgHqdVq8vPzW37fmeHDhzNp0iTuv/9+/v73v6PRaHj44YdbveG/6qqrGD58OPfccw9LlizB4XDwzDPPdHjfhx56iHfeeYfbb7+dxx9/HLPZzN69e1m9ejXvvPNOh9kqKytxuVytjplMJrRaLUOGDGHVqlWMHTsWh8PB448/3irrypUr8Xq9jBs3jtDQUFatWoXBYGhpF52Wlsb333/PbbfdRkhISLtTCn/1q19x0UUXMXXqVF5//XXOPfdcsrOz2bdvH2FhYXz44Yc8+OCDhIZ2be+KyZMnM27cON5++20GDBjQcvzxxx/n1ltvZcyYMVx55ZV8/vnnrFmzhnXr1nV4v9TUVIQQfPHFF1xzzTUYDIZurbfJzMzkp59+4oMPPmiz/9Dtt9/OM888w6JFi06rbfj8+fO58sorGTx4MLfddhtNTU189dVXPPHEE6SkpKDT6XjzzTeZOXMmOTk5Qbk/ltS/NVY20JBZiXOPhaZqV+cXBICI0eIwWCk6tIO9OTv6RFOE0GgjMYkjEKo0HNVm6mo11NUGOlX/oVILTGYVZqqIOJRF6E/rUTmqAx1LkvqMUymIzgMeUBTlgBBiMfAc/qKo2Wpgbg9mO2Me++cXgY5wSk7cw6cz7777Lvfddx+XXXYZAwYM4IUXXmjVBEClUvHJJ5/w29/+lgsvvJC0tDSWLVvGpEmTTnrPxMREtm7dyty5c5k4cSJut5vU1FQmTZrU0kL7ZIYPH97m2Pbt2/nlL3/JihUreOCBB7jgggtISUnhxRdf5A9/+EPLedHR0bz00ks8+uijeL1ezj33XD7//HNMJhMAzz//PA8++CCDBw/G7XafdDrg119/zXPPPcejjz7KwYMHGTJkCL/73e+49dZbGTduHHfeeScff/xxp19Ls8WLF3PRRRe1OnbDDTfwxhtv8MorrzBnzhzS09N59913mTBhQof3GjhwIAsWLODJJ59k+vTp3HPPPaxcubJLOY63fPlyRo0a1e5mrDfccAO/+93v+PzzzztsmtCZCRMm8K9//YuFCxfy0ksvERkZyaWXXgpAbGwsK1eu5Omnn2bZsmWMGTOGV199tcvTESXpTGmyuXHuqaQh00Lj4fpAx2mrpSnCEfLLt3Lwp4JAJ+qUSq3BnDwUfeRgXA0DcVSHUX040Kn6D7VWhdkEJt9RIg9kot+zAVV935hCKUnBSLT3BrLdE4XwAfGKolQee1wL/ExRlH3HHg8ADimK0vkwRg8RQkQCdrvd3qZocLlclJaWkp6efsotliVJ6n3y76zUk7y1HpzZVTRkWfCUOyDYBlnUx5oiNJWTs3cTNdZDgU7UqXCjmeiEUUAKtioTTZ5e++++39PoVMSaFIyNh4ms2IV+z0aE2xnoWJIEgDoqimE/ZAQ6BgAOh4OoqCiAKEVRuvwpwamMECm0/i/lxMeSJEmSFDC+hkacOdU0ZFlw77NBkG0VJEJUeExeDjYUk124gYa99kBH6pBaq8WcPIyQiCE01CZQZw2lKvjrtrOCTq8mNsaL0XOQ8NIfCcnZjMrjDnQsSWqXMrDjrU/6glMpiASwXgjR3H4nFPhcCNG8wrPnVtpLkiRJUhf43E04c6tx7rHg2msDb3B9TifCNTRENlBmzSav6HuaCoK7KUKEeQDRA0agkILVYsRuVYM10KnOfvpQNbHRTcQ4K4goyUCXsxXhC9KW71K/J5IHUj0ynqwUhW9iDlAVVsWWzi8LaqdSxCw44fG/2znn49PIIkmSJEmdUhq9OPNrcO6x4Cy0QlNwDQUJowa73krxoZ1B3xRBrdVhThlOSNhgGuoSqLMasMhRoDPOEK4hLtJNTH0Z4UXb0Bb8gAjiPydS/yYGJmAdlUh2isLXxoMUa44CR1uejyIqcOF6SJcLIkVRTiyIJEmSJKlXKE0+XEVWGrIsuPJqUDxB9Om5AGI1VIlD5JVt4fCu4kAn6lCkeQBR8SPxKSnYLDHYa9RQE+hUZ7ewSA2x4U5iHPsIK9iMbu/uQEeSpJMSCQOwjU4iJwXWGg+Rp7UAlkDHOqPkNDdJkiQpKCleBXeJjYY9Fpy51SiuINow9VhThCNNZWQVbcC+72jn1wRIu6NABwOd6uwWGaPFbKgj2lpMWP73aMtyAx1Jkk5KDIjDfk4SucmCteYj5GiPAv2rbXuXCiIhxNfA84qibOvkvAhgFlCnKMqfu3Df5/Dva3S8o4qi9P3VWZIkSdIpU3wKnjK7vwjKqcZX3xjoSP+lEXhj4ZBrL1lF66nbG7yLayLMA4iOH3FsFMgoR4HOsGiTFrPOTnR1IaG5m9Ac3BvoSJJ0UmJALPZRyeSnqlhrOkSWrpL+/g9EV0eI/gV8dKzV9mfATuAQ4AJigFHAr4BrgC+Ax08hQy5w1XGPg2gehCRJktQb3BUOnHssNGRX4XMET+MBoVPhMXs5UF9IVsF6XMV1gY7UrpaOcOFD/R3hbHIU6EwRAmJMGsxaK1GVeYRmbUBtORDoWJJ0UiLWjGN0MgVpataajpCpO4LsltJalwoiRVGWCyFWAf8fMBW4H4hufhrIA74Bfq4oSuEpZmhSFOXIKV4jSZIk9XGeQ3U4syw0ZFXhrXEFOk4LoVfjNnkod+SRk78RT2Fw7vcSbowlJmEkPlL9o0CyI9wZoVIJTGYVJlFN5JFsDHs2oLZWBjqWJJ1USwGUqma96Sg/hRwGbIGOFdROpamCB/jw2C+EEFGAAahWFOV05jQMFUIcAtzAD8DTzZu9nkgIEQKEHHco4jReV5IkSepljUfr/dPhsqpoqgqeQkPozy3U/QAAIABJREFU1bhMHkqtWeQUbMLrDZ5RqmYqtQZzyjD0EUOOrQUKkx3hzgC1RmA2C4y+SqIOZqLfswFVXXDvGSX1byLOjGOULIBOR7ebKiiKYgdO91+IH4B7gCJgAPBHYJsQYrSiKO2t5nqKtmuOTtmBJzef7i26LOmlS3rttU7XtGnTsNlsfPrpp4GOclo2bdrE5ZdfjtVqJTo6uvMLJEk6oxotDTizqmjIstB0tCHQcVqIEBVuUyNl9hyyCzbQlB98RVBYtJGYxFGgSsNmMeGwqXHI9zk9SqNTEWtSMDYeJqJiF4Y9GxHu4CnWJelEzQVQfpqadS1T4OQ/DKcjoF3mFEX56riH2UKI7UAJcC+wtJ1LFp1wPAI46ybuTps2jffee49Fixbx5JNPthz/9NNPufHGG1FOc6+CsrIy0tPT2b17N+eff/7pxgXA6XSSmJiIEIKDBw9iMBh65L7dcdFFF3H48GGiovp+X3xJ6quaqp00ZFXhzLLQeLg+0HFa+NcENVFem0tW/gYaC4Jnqh6AUKkwJQ8hNGoYrvpEHDXhVB0OdKqzi86gJi7GS4zrABFlO9BlfY+qKfiKYUlqJgbEYR+VREGqivWmo+zWyRGgnhZUbbcVRakXQmQDQ0/yvBv/1DoAhBC9Fa3X6fV6Fi9ezIMPPkhMTEyP3dfjOTP/6H/88cecc845KIrCmjVruPPOO8/I63SmsbERnU5HfLxsVChJva3J5moZCWo8EDzNB4RWhSfWS8WxIijY1gTpwyMxJY9CaNJxVMVS59BQ5wh0qrOHIUxDbJSHmPpywksy0OVtR/hk/yYpeIn4OOyjk8hLFqwzHZZd4HqBKtABjndsjdBIoN9/HnbVVVcRHx/PokWLOjzv448/ZvTo0YSEhJCWlsaSJUtaPZ+WlsYLL7zAtGnTiIqK4v777yc9PR2ACy64ACEEEyZMaHXNq6++SkJCAiaTiYceeojGxs6XiC1fvpy77rqLu+66i+XLl7d5XgjB22+/zeTJkwkNDWXkyJFs376dvXv3MmHCBMLCwhg/fjwlJSWtrvv888/5+c9/jl6vZ9CgQSxYsICmpqZW9/3b3/7GlClTCAsL44UXXmDTpk0IIbDZ/vvpydatW7nssssIDQ0lJiaGiRMnYrX6Vx9//fXX/OpXvyI6OhqTycTkyZPb5JAkqX1NVhe13x+g8s+ZHFm8A/t/SoOiGBJaFY2JCvsi81hT9gZrtr7Mzqwv8TQGQTEkBMaB6aScN4kBw+4D7W+pPnIRVQcS8LiC6nPKPiksUkNaYhPnRxTxq0PvMv7LBxny4f+P6d+vEpKzRRZDUtARCQOwXzmG7dN/zsLHErlleg33XZjF0oQ9x4oh6UwL6L+8QohXgc+BCiAO/xqiSOC9QOYKBmq1mhdffJE77riDOXPmkJSU1OacXbt2ceutt/Lcc88xdepUtm3bxqxZszCZTEybNq3lvFdeeYV58+bxxz/+EYDZs2dz4YUXsm7dOkaPHo1Op2s5d+PGjSQkJLBx40b27t3L1KlTOf/887n//vtPmrWkpITt27ezZs0aFEXh4YcfZt++fQwaNKjVeQsXLmTp0qUsXbqUuXPncscddzBo0CCeeuopUlJSmDFjBrNnz+arr/wzKb/55hvuuusuli1bxiWXXEJJSQkPPPAAAPPn/3cp2fz581m0aBGvvfYaarWa0tLSVq+bmZnJlVdeyYwZM1i2bBkajYaNGzfi9fr/U6yvr+fRRx/l3HPPpb6+nmeffZYbb7yRzMxMVKqg+sxAkoJCU40LZ3YVDdlBNhJ0rEX2/rp89uSvx1MUPOuVtHoDsSmjUOsHU1sTR0O9jobgidenRURriQ2tJ9p2bBPU0pxAR5KkDonkRKwjEshNhnUxh8nVVdLfNkINNqdcEAkh9gG/OLHpgRAiGvhJUZRB7V/ZriTgfwEzYAEygF8qilJ+qrnORjfeeCPnn38+8+fPb3fUZenSpVx55ZXMmzcPgGHDhpGXl8crr7zSqiC64oor+MMf/tDyuKysDACTydRmallMTAxvvfUWarWaESNGcO2117J+/foOC6IVK1bwm9/8pmVq36RJk1ixYgUvvPBCq/OmT5/OrbfeCsDcuXMZP3488+bNY+LEiQD8/ve/Z/r06S3n/+lPf+LJJ5/k3nvvBWDQoEEsXLiQJ554olVBdMcddzBjxoyWxycWRC+//DJjx47lL3/5S8ux0aNHt/z+5ptvbnX+8uXLiYuLIy8vj3POOeekX7ck9Sf+Isi/T1DQFUGxXioceWQVbMBTGDxVRlRcApFxI2nypmCrjKbGIj9g6QlRRi1mfS3RNYWE5X6HZv+p7vYhSb1LpCVTNXwA2ck+1kYfpFhbCciRn2DSnRGiNEDdzvEQYOCp3EhRlNu68fr9yuLFi7niiit47LHH2jyXn5/PlClTWh27+OKLef311/F6vajV/h/T2LFju/x6o0ePbrkOICEhgezs7JOe7/V6ee+993jjjTdajt1111088sgjLFiwoNW9zjvvvJbfDxgwAIBzzz231TGXy4XD4SAyMpJdu3axY8cO/vSnP7V6PZfLRUNDA6GhoV36+jIzM7nllltO+nxJSQnz5s0jIyODqqoqfD4fABUVFbIgkvq1pmonDdlVOLOraDwYZEWQuYny2jyyg2hNkFqjwZwynJDwIdQ7Eqm3y81RT5uAaKOG2BAHUVX5hGVvRH24tPPrJClQhIDBqVQOjyUrsZFvog9QrjmMXA0S3LpcEAkhrj/u4UQhxPEtt9XAlUBZD+WSjrn00kuZOHEiTz/9dKtRHwBFUdo0lmivA11YWFiXX0+r1bZ6LIRoKRDa880333Dw4EGmTp3a6rjX6+Xbb7/lN7/5Tbv3bs7d3rHm1/P5fCxYsICbbrqpzevq9fqW33f29XXW8e66664jOTmZd955h8TERHw+H+ecc84Za0AhScGs8Ug9zpwqnLnVQdodLriKoNDIaIxJo0GVjs1ikpujni4BMUYNZp2N6Mo8QrPWo7acdc1kpbOJWo0yNI0jQ43sTnTzTdR+DqsPcBY2QT6rncoIUfPmNApt1/g04i+G2g5jSKdt0aJFXHDBBQwbNqzV8VGjRrFly5ZWx7Zt28awYcNajcycqHnNUPMamtOxfPlybrvtNp555plWx1966SWWL1/eqiA6VWPGjKGwsJAhQ4acVsbzzjuP9evXs2DBgjbPVVdXk5+fz9tvv80ll/j3jDrxeypJZzvP/lqcuVU4c6qDa7PUIC2CjAPTCDeNwO1KwmaJoOrw2dvx9IwTEGPSEKuxEWXJJXTPetRVclhNCmJaLb7h6RwcGs2ueCffRJZTrSoH5GqPvqzLBZGiKCoAIUQp/jVEVWcsldTKeeedx5133smbb77Z6vhjjz3GL37xCxYuXMjUqVPZvn07b731Vqu1Mu2Ji4vDYDDw9ddfk5SUhF6v79aePRaLhc8//5zPPvuszdSye++9l2uvvRaLxUJsbOwp3xvg2WefZfLkySQnJ3PLLbegUqnIysoiOzu7zfqkjjz11FOce+65zJo1i5kzZ6LT6di4cSO33HILRqMRk8nE3//+dxISEqioqGi195MknY0Un4KnzI4zpxpnXjVem7vzi3pJMBZBGl0I5tSR6AxDcFjjaaj7b0MEWQqdIgFGkwaz1kZUZS6hmWtRV8upRFLwEno9jSPT2T8ogh8T6vk2rIxa1b5Ax5J62CmvIVIUJf1MBOlNSS9dEugIp2zhwoV89NFHrY6NGTOGjz76iGeffZaFCxeSkJDA888/32Zq3Yk0Gg3Lli3j+eef59lnn+WSSy5h06ZNp5zpH//4B2FhYVx55ZVtnrv88suJiIhg1apVPProo6d8b4CJEyfyxRdf8Pzzz/Pyyy+j1WoZMWIE99133yndZ9iwYXz77bc8/fTTXHjhhRgMBsaNG8ftt9+OSqVi9erVzJkzh3POOYfhw4ezbNmyNq3IJamvU7w+3CV2/3S4vGp8dZ230+8twVgEhcWYMSaOwkca1kojtirZEKFbmkeAtDaiKnMI270WVc2RQKeSpJMSEeG4RqZRnh5KRpyDdWFluERxoGNJZ5hob81JpxcJcSX+NUNxnLCXkaIoM9q96AwQQkQCdrvdTmRkZKvnXC4XpaWlpKent1pvIklScJJ/Z3uez+PFVViDM7caV0ENiit49l8RISo8puOKoEDvDyQEpoHphBlH4moYiKM6PLB5+qpWa4DkCJAU/IQxhvpRKZSkhbDZXM1mQwVeTv29cX8WFRLFltuCY7mBw+FonvUUpShKl7e47k7b7fnAs8BO/C0z5J8aSZKkIOGtb8SVV+0vgvbaoOnkTVF6mwhR4zZ5KHPkklOwkcYCV0DzaHQ6zKmj0On9U+Hq63XUB08fib6huQuczk508xog2QRBCmIiMR77iEQKU1RsMlayI+QQkBvoWFKAdaft9kxgmqIoq3o6jCRJknTqmqwunLn+IshTbofgqYEQejUuk4cyWzY5BRtpKghs90Z/V7hzUEQ6tkojtqqTN6CR2hdt0hKrs/nbYGeulQWQFLyEgPRkqofFkTPQx/qYQxRoqwC5DF5qrTsFkQ7Y1tNBJEmSpK5rPFrf0hQhmPYIAhAGNS6jm1JrNjkFm/B6A1sExSSkEGEeidudLLvCdUNUjJZYvYPo6jxC96xHc1R205KClEaDb1gaR4YYyUx0801kBYfVh4BDgU4mBbnuFET/A9wBLOzhLJIkSdJJKIpyrD12Na7c4GqPDSBCNThjnJTWZJFbuAmvtylgWVRqDeaUYegjh1NnTaShNgTnsUEMWQp1LjJaQ2xoHdHVBYRlr0dzSHbUkoKTMBjwjEpn/6BwdgyoZ114OXZRhtwWUzpV3SmI9MADQoirgCz8exC1UBSley3FzpDuNI2QJKn3yb+rbSleBfc+m386XF41PkdwbRYsIjTUR9RRUrWb/LwtKErg5uqFhIZhThmN0A7GbonDYVPjsAUsTp8SHqUlLqyOGGshYdkb0ByQHbWk4CSMMTSMTGZfagjbzXY2hZbjEUWBjiWdBbpTEJ0HZB77/TknPBc072i0Wi0ADQ0NGAyGAKeRJKkzHo//zX5Hmwr3B0qjF1eR1T8drqAGxRm4kZb2iGgtjlAbxYd/pDh7BwSwkI0wxRGdMJombxq2o9FUH5XjP10RFqkhLtxJtL2YiJyNaMrzAh1JktolkhKwDU+gMFnFdy0NEOSfV6nndWcfosvPRJCeplariY6OprKyEoDQ0FCEkP9ZSlIw8vl8WCwWQkND0Wi68zlN3+ZzNuEsqMGZU4W7yIrSGERdEQBh1GILqSL/wHbKd+8JYBCBKWkQYTEjcNYPpLYmHMvBwMXpKwxhGuKi3MTUlhCR9x3akszOL5Kk3qZWowxOwTLUTFZiI+ujD1GisQCWQCeT+oGz+p1HfHw8QEtRJElS8FKpVKSkpPSbDy68djfOY+2x3aV28AbNALt/oY1ZQ7X6KPnlmzm4qzBgUdRaHbGpI9GFDsVRE099nY764OohEXRCQtUMiG4kpr6UiMLN6Ap2BDqSJLUh9HqahqdxYHAku+IbWBtRQbVqP7A/0NGkfqg7+xBtpIOpcYqiXHFaiXqQEIKEhATi4uJobAyeXdklSWpLp9OhUqk6P7EPa6xsONYeu8rfGS6IaiDUAl+s4GhTOTkl31GzL3BDL/rwSEzJ54AqHZvFjK1aDdUBixP0dHo1cUYvRmcFEXu3oftuC0KuyZOCjIiKxDkylbI0A9vjbGwMrcAl9gY6liQB3RshOnGsXQucj3890XunnegMUKvV/X5dgiRJva+5M5zrWFOEJkuQdYYLUeMxNXGgvoicog007O3ypt49LiougcgBo2nypGCtjKL6SP8YKewOjU5FnEnB5DlIxL4MQjZ/hwhgVz9Jao+Ij8MxciBFyRq+N1nICDmAIvIDHUuS2tWdNUSPtHdcCPEcEH66gSRJkvoypcmHe5/dPx0uGDvDhWtoiGygzJpNbuH3eAO0UapQqTAnD8EQNZyG2iTqbAbk/p7tU2sEsWYVJu8hIst3ot+2AeFxBTqWJP2XSgWDU7AMMZOb6GNDywaoNYFOJkld0pNriN4HfgT+0IP3lCRJCnre+kZcBTW48qtxFdtQ3N5AR2pFGDU49DaKj+ykOOfHgHWG0+oNmFNGodEPwV4VR61DS23gBqWCllCB2azGjIWoA7vQZ6xF5aoPdCxJatG8/ufgoEh+ineyLmI/leoDgPxUQ+qberIgGg/Ij6wkSeoXGisbcOZV48qvwVPhCK71QCpQYtVUcYi8si0c2RW4efrhRjMxiaPx+tKwVsZgtZzd68S6RYDRpCFWU0PU4T2E7lyLyiEXTUnBQ8RE0zAihbJUPRlxdjaEluGW63+ks0h3miqsOfEQkACMBRb2RChJkqRgo3gV3GV2XHn+/YG81cH1+Y/QqWg0+zjsLCG7eBO1JVUBCiIwDUwnzDgCV0MSjmrZGrs9UTFa4gx2oitzCM1ch7pKfpOk4CEG+vf/KUpRsSmmkh16uf+PdHbrzgiR/YTHPqAQeFZRlG9PP5IkSVJw8DU04iq04iyowVVoRXEF18J1EabBGe2k3JpDbtH3NBYGpkjThugxp4xEaxjsb41dr6NezvBqxb8ZagNGayFhWevQHJSfrktBQqWCIalUDjWTndDEhuhDFGvl/j9S/9KdpgrTz0QQSZKkYNB4pN5fABUcmwoXXHukIoxa7Poa9h7eSXHujoCtB4owDyA6fiReXyq2yhisVXIq3PFCDGoGxDRirN9HeN536Db9FOhIkgS03v/np/gG1kbsp0ru/yP1c91eQySE+DkwEv/M+TxFUXb3WCpJkqReojT5cJXY/E0RCmrwWt2BjtRa83og5RB55YFbD6RSqzElD8UQOYyGukTqrKFyKtxxNFoVsWYFs+cAEXu3EfL9ZoQvuJprSP2TXP8jSZ3rzhqiOGA1MAGw4V9DFHVsw9bbFEWRY6ySJAU1r8ONM99fALlLbCie4BoGCpb1QP4NUkeh0gzCXmWm1q6h9sRJ0/2UUIHJrCFWHCWqYieG7WsR7uDaZ0rqn0SSf/1PYbKK7+T6H0nqku6MEL0JRAKjFUXJBxBCjMK/Kesy4PaeiydJknT6FN+xDVKPjQI1Hg6+BS4iXIMzykm5LZfcwu8Csh5ICBXGpHTCYobhdg3EbomQG6QeJypGS5zeRvTRbEJ3f4PaWhnoSFJ/p1ajDEmlcoiJ7MRG1kUfZJ9Grv+RpFPVnYJoEnBVczEEoChKnhDiIUA2VZAkKSj4GhpxFVtxFVhxFdXgqw+uhghwbD1QSDV7j+yiOCcw64EMEZEYk0ah0qRhr46lvk5LfV2vxwhKhnANAyJdGG2FhGevR7O/MNCRpH5OGAx4RqZxID2CnfH1rAuvwKqqACoCHU2S+rTuFEQqoLGd443HnpMkSQqIYG+IgFqgmFVYlIPklW7haGlJr0cQQoUpaRChMUPlKNAJNDoVA8w+TM5yIgu+R7cpI9CRpH5OmIzUj0xmX4qObbFWvjfsxyOKAx1Lks463SmINgBvCCFuVxTlEIAQYiDwGrC+J8NJkiR1xOfx4m5uiFBoxWsLsoYIgNCr8RibONhQTE7RJur3Wns9gyEyGuPAEag06dirYqmr01AnR4EQAkyxGmKpJKriRwzb1iI8wbW/lNS/iJSBWIfHk58EG41HydQdAXIDHUuSznrdKYhmA/8GyoQQ+/F3mUsBsoG7ejCbJElSG42VDbgK/dPg3KV2aApM2+mOiCgt9WG1lNZkkV+0Fa/X06uv7+8INwRD5FBczgTsVeFyFOiY8CgNA8LqiLHkEPbT16irDwc6ktRfaTQoQ1M5OtjInoGNrI06QIX6KHA00Mkkqd/pzj5E+4ExQohfAyPwd5nLUxRlXU+HkyRJ8nm8uPfacBVZcRUGYVtsaJkKV80RCvdncCCz9zs6hRtjiY4fgSJScFSZWnWE68+lkDZExQCTD1P9PiJyN6DbJHeIkAJDGAx4RqWzPz2cXXH1fBtRjl1VDpQHOpok9Xvd3odIUZS1wNoezCJJkgQcNwpUWIO7LEhHgcI0uKJdHKwtIrf4exr29m4/arVWhzl5GCHhg2moS6DOGkqVHOxomQYXx1EiyzLQb1uPyhOERbR01hPGGOpHprAv9fj1P0WBjiVJUju6sw/RMmCvoijLTjg+GxiiKMrDPRVOkqT+wedu+u8oUJE1OEeBBGDWYNNUUXL4J/bm7uz1rnCRcQlExY3A50vGZonBblVD7y9JCjphkRriw/3T4MJ3fYWq5kigI0n9kEhKxDY8nsJkFZuMlewMOYRc/yNJfUN3RohuBq5v5/g24ElAFkSSJHVIURQaD9UfK4Bq8FTUgjcIR4H0ahqNXo64ysgt+R7bvt4dgtHq9ZiSR6AzDKbeMYB6ux7LwV6NEJQ0umPT4JxlROZtRLdpZ6AjSf2NSgWDU6kcZiY7oYl1MQcp0VQCcm8qSeqLulMQmYD25oY4APPpxZEk6WzlrW/EXWz1T4UrtuKra697f4AJwKTFoa2h1LKHosIMfD5vr0aIjk8mInY4TU1J2CzR2KrkbgYIMJk1xKosRO/fiWHb17IbnNSrhE5H04h0Dg2K4qcEJ2sj9lOp3g/sD3Q0SZJ6QHcKor34N2d964TjvwH2nXYiSZLOCopPwVPhaJkG13iwzt+TMsgcPwqUv28zNfsO9errh4SGYUoeiSYkHYd1AK46Ha4DvRohKIVGaBgQ0YCxOp/w3V+jrpQbT0q9R4SH4R6ZTnl6KD/E1bIurIwGVe/vGyZJUu/oTkG0FHhLCBGLf08igCuBx5DT5SSpX/Pa3S0FkKvYhuJqCnSkto6NAtXqrJRa9lBYuL1XR4GEUGFMSicsZigedyI2SxQ1lf25D5yfWqsizqxgdlcQVfAduk3bAx1J6kf8G6CmUJKmY4u5hs36CppEQaBjSZLUS7rTdnuFECIEeAaYd+xwGfA7RVH+0YPZJEkKckqTD3eZA1eRf2PUpqMNgY7ULmFQ44lp4oirlIJ9W3t9FCg0MhrjwJEIdSr26jjq6zTUy41RiTFridNUE31gJ4aMr1G56gMdSeonxMAEbCMSKEhWscl0lF26w0BOoGNJUp8gEMTqTaSGxJCi0jOUkEBHOm1COY0uScdGiZyKogTkv3YhRCRgt9vtREZGBiKCJPU7TTUuXIU1uIqsuEvsKJ7eXWPTJcc6wtk11ew7mknxvh9RFF+vvbxKrcGcPBR91GCc9Yk4qsMQ/Xo3IL/QcA0DIp0YrfmEZ36L+nBpoCNJ/YEQMCgFy7BYcgb6WBd9kGJtdaBTSVLQM4XEkKo3kaIykOpVSHHWkeqwkFJTjsFz3AeghhiYWxawnMdzOBxERUUBRCmK4ujqdd3ehwhAURTL6Vx/PCHEU8CLwBuydbckBQ+lyYe71I6rwF8ENVmcgY7ULhGmwR3t5lB9CXklW6jd12P/PHVJdHwyEeah+JQkbJYYHHY1jn6+MaqmeRqcq5zIwu+R0+CkXqHR4BuezpEhMexOcPFNZAVH1AcB2aJRkk4UqYsgTR9LijqUVC+kuhtIcVSRWlNBuKv/rN08rYKopwghfgE8AGQFOoskSdBkc/tHgQpqgncUSC1QzCqswkLJ4Z/Yl/tTr+4LFBoVQ0zicFSaVGqtsbjqdbj6+/utE7vBbf8G4Q7OAlo6ewiDnsYR6ewfFMGO+HrWRpRjF6WAHIGUJIBQTSiphlhSNOGk+lSkup2k1lWTWr2f6Ib+U/R0JOAFkRAiHPgAuB/4YyfnhkCriYoRZzCaJPUbilfBU+7AeawICtq1QNFa6kPrOGAvIL9kG669XR4NP23aED2m5GHoQgfhrB9AbU0Y1XL/TyJjtMQZHERbcgnb/S3qqv5eFUpnmoiIwDUqjdJ0A9vjbGwILcctigMdS5ICKkQdQrIhjlRtBCmKmjS3m5R6K6nWA8Q6KgDZJKQjAS+IgD8DXyqKsk4I0WFBBDwFzO+FTJJ01vPWefx7AhXUBG1HuOaW2BbPfgrLf+Boae+1vVWp1RgHDiI0ejCNnkRslkhs1Sro50sPDGEa4qJcGB3FRGRvQLMpL9CRpLOcvwNcMsXHOsBtMVTgJT/QsSSp12lUGpIMcaRqo0hBS2qjh9R6G6m2w8Rb9yKQHwx0V0ALIiHEbcDPgbFdvGQR/rbfzSIAuWOHJHWR52AdroIanAU1NB6oDb59gVSAyd8MobQyi+LCH3q1JbZ/HdAQFCUJW5WRulo1dbW99vJBSRuiIs7kw+QsJ7JwM9r8DEQvTk2U+h8xIA77qCQKU1VsNFayM+QQkBvoWJLUK1RCRbze7O/gJnSkNXpJabCTZjtMorUCjU9u+XkmdKsgEkJciX/voTj8b2FaKIoyo4v3SAbeAK5WFKVLW44riuIG3Mfdo6uRJalfUhq9uIpt/lGgwhq8dk+gI7UhorQ0hNdzyFFMwb6t1JVYe+21w41mouKHoVKnUGs1y3VANO8HBMamQ0SW7SBkywZUTcH350Y6e4ikRKwjEshLhnWmI+RojwI1gY4lSWeUOcRIqt5EqkpPapOPVGcdqY6jpFSVo/OWBTpev3PKBZEQYj7wLLATOEz3P2P+Of6CatdxhY0auFQIMRsIURQlCFdyS1Jwa7K5cOUfa4iwz47S2Hvtprvi+GlwRRU/cKQXp8HpwyMwDhyOJiSVekcc9XYD1Yd77eWDklojMJsFZu8RIst3ot+zQTZCkM4okZZE1fB4cpK8fGs8RLGmEqgMdCxJ6nFRukhS9bGkqg3+Dm6u+mNtq/cT5pbNDIJJd0aIZgLTFEVZdZqvvR4494Rj7+Jf9bVYFkOS1DWKT8FT4cBV4F8P1HgkyDa3VAswq7EKC6WVe9hbsKPX9gT6byOENFzOeOxVYdRU9u+RZZVaYDbFolrkAAAgAElEQVSrMCtHiTywG/0P61A55S6x0hnSvAfQ8Dj2DGzkm+gDlGuOALIjiXR2aO7glqoJJ8WnIs3tJKW2mrSaCqJkB7c+ozsFkQ7YdrovrChKLSdsCy2EqAeqFUWR20VLUge89Y24i6w4C2twF1nxNQRXQwQRraE+rI4DtsJe7Qan1mgwJg3GEDmIRncCtqrWjRD6YymkUgtMZhVmqog8uBvDznWo6uyBjiWdrVQqGJLK0WFmdic28k10BQflHkBSH6dT6UgOjSNVG0mqoibV4yalzkqa9aDs4HaW6E5B9D/AHcDCHs4iSVIHPIfqju0NZMWz3wFBNBNOGNR4YpqodFdQWJbx/9i78xhJ8zyv7+/f8zxx30feVXlf1T2sFgMyBswhIYyQDGZtfMnyslq81uLV2gYZ7wokDmu8kjELCHZBAgQLi7CQvVyCWZbpOfqc6bu6u46svO8jMiPjviMe/5FZPTVN90xVdmZGZMbnJaUq48nMeL45R1V84vf7fb9k1jeu577GIjE6QSg5Q6c9Ru44TjFvU+zj1/tPV4BSbuY8AL2iACRXx7Zx5yfZn0vx/midX49tcGRtA9vdrkzkhTjGYTQwwLg3xqTxMt5oMlHJM3G6x0huDctd6XaJcoUuEoj8wE8ZY34/Z4NUm89+0XXdP3XRYlzX/b0X/VmR26bTaFNf6dGGCOdDUXNWhrX9+6w+evd6tsEZQ2L4LuHUDB13jGI2SaXiUOnNsUnX4tMAxBGxnQ/wv/MKVvn65jNJn3EcOgtT7M0leHe0yr+NbHJibQKb3a5M5IcyGIYDaca9CSYtH+PNNpOVAuOFQ8ZOtvCog1vfukgg+hHgw/PPv/KZr6kXq8iX0DqtnbXFfnTWEIFW7ywDmbjnfBvc9Q5FjQ2NEknPgrlDIZuiWvVQ7ePdN5+eAeKIyPb7BO5/QwFIro7HQ2dxit3ZOG8PV/j16AZ5ax1Y73ZlIl8o7Usy7k8yaQUYb3WYrJYYLxwxfrKJr6XwLv++Fw5Eruv+vqsoRKQffa8hwlkIah32zlKH8Vq0Ui6Z1jZLm9+5tm5wkfQQscE5jH3n01bY9b1ruXVP0gqQXCfj9dJanGJnLsbbw2V+I7JJ3uhdc+k9UW+ESf8A43bwvINbhYlihomTLXVwkxf2pQazGmPuAK7run38fq3Ii+nUWtSenJ61xn6SpVPukYYIBkh5KHpO2Tj5mKWV79BeuvptepHUINGhWSz7LqV8mmrRx3Eft8JWAJLrZLxeWvem2Z6N8p2REr8R3qBkrq8VvsgPErD93A0MMuGJMNmxmKjXmCidMHGyRUId3OQSXWQOkQX8OeBPA+Hza0XgrwBfda+rn67IDdI8rp4FoEcn1DcL0O6N3aVnzRCaHFTXebj2Brm1q08i4eQAsaE5LOcO5fwAlaKvr2cBfS8AZc4D0NcVgOTKGJ+P5kvTbM1G+M5Qkd8IbVCxdFhcuscxDmPBASY8cSZwmGw0mCifMnG6x1B+GcOTbpcofeAiK0RfBX4S+DngDc7eV/6dwF/grOHCn72s4kRuKrfj0tjIU32cpfYoSyvTI4MuDZB2yDsnrB5+wMqjq58JFE6mzwKQ5y7lXJpK0c9JH48gsWzDQNoi5R4R2dEZILlaxu+n+dI0mzNh3hoq8vXQBhVrudtlSR9K+5JM+FNMWn4mW20mKyUm8vvcUTMD6QEXCUQ/DvwJ13X/5TPX7htjdoFfRoFI+lSn2qL25OwsUG3pFLfaG1vhnq4C7VfXebj6Gvm1wyu9XzCeJDE8h+0dp1xIU84H+joA2c75ClDngOjOh/g/0CBUuTom4KdxHoDeHCrw9dAGNaN32OV6PB1SOulEmOgYJmsVJgsZJrJbhGva4ia96yKBKMnnT6B6fP41kb5xthXuhNqjLPWNAnR6YCucAVIOeW+WtcMPWH709pWuAgUiMRKj8zi+u1RKQ5ROA5xcbebqaY7HIp2CZPuQ6Pb7+D98BatW7nZZckuZQIDGy9NszIR4YzDPK6EN6gpAcoVsYzMaGGDSm2ACh6lmk8nSKROnOwzlH6MhpXITXSQQ3Qd+BvjZz1z/mfOvidxabrtDfeOsK1ztce9shXs6GPWwtsGD1deu9CyQLxQmObaAxz9OtTxIMRsie3Rlt+t5voDNQKJNorZDZONdvJ+8itWod7ssuaVMKET9pUnWZ0K8OZjnleAGDbPU7bLkFop5o0z5B5i0g0ydt66ezO9z92QLT1tt1+V2uUgg+jPAvz4fzPoWZ7OHfgdwF/hDl1ibSE9oFxvUls4CUG05h1tvd7ukZ84CZVk7+oCVx+/Q6VxNXR6fn+SdOXyhKWrVIfLHYU4z5krudROEog4D4Rrx0gbh5bfwPP4uxu2BlUG5lUw4RO2lKdang7w+eMo3gpu0FIDkkjxtaDDljTPpOkzV60wWT5jKbpEoa4ub9I+LzCH6tjFmHvifgEXOXpr9GvDLruv28bQQuS1c16W5UzpriLCUpblb6omRwyZoU483Oaiu8XD19Ss7C2TZDsk70wRjMzQbI+QyUfJZC7LndVzJXXuUgXjSQ8pXJH76hNDD13A2H3a7KrnFTDRK9eVJVqf8vD6Y5dv+LVpGW5Dky4l4wkwGBpmyg0y1XaYqJaby+9w93lRDAxEuOIfoPPioeYLcGp/OBnqcpfbklE6p2e2SwALSDjn7mNX9D1h9+O7VnAUyhsTIOJHULO3OGPlMglLBptSHjc9sx5BKWSQ5Jnr4gOD9b2Jl+7gjhFw5E49ReXmSlUkvrw5keT2wRRuFbnlxBsNIYIApX5IpPEw1GkyVTpnKbpEuboH+dyXyhZ4rEBljfgT4xHXdzvnnX8h13Y8upTKRK9Y8KH+6CtTYLPZEQwQTdKjH6+xVVnm48hrF1eMruU84mSY+vIix71LIpqlWPFR3ruRWPc0ftEnH2yTqu4Q338f/8bcx9d44Fya3k0kmKL80wZNJD98eOOZN3zauedDtsuQG8VpeJoLDTHkiTHcspmtlpvJHTJxsEGhsdrs8kRvpeVeIPgSGgaPzz10+f+eMC9iXU5rI5erU29RXTqktnVJbytLON7pd0qdngXLO2SrQysN34ArOo3j8AdJ3F/AEpqiUhimdBjjuw2Go0YSHdKBMrLBG6MlbeJbf0/kfuVImlaT08jhPJj18M3XEd/y7wCfdLktugIgnzHRgiGk7yFSrzXSlyNTpLmPZdWxXw3RFLtPzBqIpIPPM5yI3QvOo8uk2uPp6Htrdf/H7dC7QXmWVR6uvk1+7/BZtxrJI3ZkhGJ+lWR8ll4lyetxXp3+wbEMqbZEyWSJHDwl+8ir2kQ4Jy9Wy0kmKL43zeNLhm+kMb/sUgOQHG/AnmfalmTZ+ppsNZkqnTB1vki5pm5vIdXmuQOS67rNrsBPAm67rft/USWOMw1m3Oa3XStd06i3qq3lqy2crQe1srdslfW8ukOdq5wJFB0aIDc7jcpf8SYpS0aZUvPTb9Kzv2/62/SG+j76t+T9y5ax0ksLL4zyecPhm+oh3fHsoAMlnGQyjwQGmvSmmcZip15kqHjN9vE60qjdqRLrtIk0VvgmMcLZ97lmx869py5xcG7fj0tgpUl/OUVs+pbFd7I1VIL9NI9nioLbOw9XXyK1d/sF8fzhKcmwBxzdJKTdIpegj0y99Hg3EEg5pf5loYY3Qk+9o+5tcC5NMUPrKBEuTHl5JHfKOXwFIvscyFmOBQWa8SWawmalVmckfMnW8rvM9Ij3sIoHI8PlNiFOA3o6VK9fK1c62wC3nqK/m6FRaP/yHroFJeSh4T1k/vs/S0luXPhfI9nhJ353HF56iVh0mfxwme9Qf2+Acr0U6CclOhvDBJwQ++TZ29mrajos8y8RjlL8yyZNJL98cyPCWfwcFILGMxZ3AEDO+BDOdp8HngKnjdfzNjW6XJyIv6LkDkTHm184/dYF/YIx5dhS7DfwI8OYl1iYCnDdDWD1bAaov52gd90YXMOO1aKU6HDS2eLT+Oifr25f7/MYiMTpBKDlLuz1GLhMnf2rB6fnXL/VuvSUSd0gFa8TLmwTX3sH38C1MuzeCr9xuJhql8pVJVqZ8fGvwhNd9W+oC18cMhrHgELPeJLPYzFSrzOYPmMqs4WttdLs8EbkkL7JClD//0wBF4NlXpQ3gO8DfuaS6pI/16jY4AJNyKPjybJ58wuPlN2kvXW6nulAiTWJkEWPdJX8yQKXiUKlc6i16juOxSKUMCU6IHD0i8Oh1nP2NbpclfcKEQ9RenmZlJsCrg1leDWxqDlAfejrDZ8aXYhaHmVqN2fwh08dr2uom0geeOxC5rvsTAMaYDeD/dl1X2+Pk0rROqtSWc9SXT6mt5nFrvbEaYPw2zWSbg/oGj9fe4GT9cof1ePx+UncW8IamqRSGKOWCt74d9tPVn1h5i/DGe3gevInV6oEW6NIXTCBA/SvTrM+EeH0oxyuBDVrmUbfLkmuU9iWZDaSZxcdcvc5sIcNMZo1QXcFHpF+98Bki13X/4lUUIv2lU2lSW82drQKt5HqjGxx8Ohco72RZP/qQ5aW3L/UskDEWyTtThOKzNJqj5DMxcicWnFzaLXqK47VIJQ0J95hI5jGBB6/hHOpFh1wf4/fTfGmajdkwbwwV+HponbpZ6nZZcg2i3gizgSFmrQCzjSazxRPmMuvEK+rqJiLf7yJNFTDG/BfAfwmMA95nv+a67n9wCXXJLeO2OzQ2i2ftsFdyNHeKn9+aowtM0KGeaLBfvpq5QOFkmvjwIljj5LMpyiUP5dKl3qJnhGMOqVCNeGWb0Pq7eLX6I9fN46H90jRbczHeHCny74IbVKwn3a5KrpDf9jEdHGHOiTDX6jBXzDJ7sslg4QGg818i8sO9cCAyxvws8FXgV4A/Avx9YAb4bcAvXWp1cqM1jyqfNkKor+VxG5fbde3CbIObtjg1GVb332ft4ftwie2aP90GF5ymUhymlAvcym1wlm1IpSyS1inR48cEHr6Gs7fW7bKk3zgOncVpdubjfHekzK+HNyhaq92uSq6AZSzGg8PMeRPMdSzmKgXmsrvcPVnFcpe7XZ6I3GAXWSH6k8BPua77T4wxPw78X67rrhlj/hKQvNzy5CZpl5vUV77XDa6dr//wH7omJupQjVTYKTzh0crrVFbyP/yHnve5P+0GN0erOUbu+HZugwuEHNKxJonaDqHN9/F/8hqm3hsd/6SP2Dbu/BS780neGavybyLr5C0F8dsm6UswHxhgHj9z9RpzuQNmMqtqaS0iV+IigWic77XXrgKR88//EWed5n7mEuqSG8BttqlvFKiv5qktn9LcK/XMNjg8Fp0UHHf2eLLzNrv3L/fQdCiRIj6ygLEnKJykqVQ8t64bXCzpkPaXiOVWCS69gXf1frdLkn5kWTA7wf5CmvfGGvyb2AbH1gaw0eXC5DJ4LA/ToVHmnQjzrQ7zxVPmM+ukS/r7RkSuz0UC0QFnQ1g3zz9+O3AfmOJ2j0bpe27bpbF9FoDqqznqWwVo9UgCOm+GUHRybJ0+5MnKd2g8ubzVC28gSOrOAp7A5Kfb4E5u0TY4yzak0hYpc0Lk8CHBj7+Ffbzb7bKkHxkDU+Mc3Rvk/bEGX4tvsm9vA5c750uu34A/ybx/kHk8zFcrzJ/uMZVZw9PRFkcR6a6LBKJvAP8p8D7w94C/et5k4bcCv/aDflBuFrfj0twvn4Wf1Rz19ULvnAMCTNxDJVRir7DC0tpbFNcub4+aZTuk7swQiE3TqI+Sy0Q5Pb49ed/rtxlIdEg09whvvY//o29j1dRJX7rDTNzh+N4w9++2+Vp8m01nF1Agv6kcy2EmNMaCE2W+1WGheML80RrJsrq7iUhvukgg+inAAnBd928bY7LA7wL+FfC3L7E26YLmUYX66lkr7MZ6nk6lN+YBAZiQQz3W4Ki2ydLmdzhev9x/XOPDd4ik5+m4Y+QzSYoFm2LhUm/RNf6Qw0CsSaK6RWT1u3gfvIFp985/t9JfzN1RsvdG+Piuy79N7LLsOeBs84HcNElfnPnAEAv4WKhVmD/dZ/poBU9H57pE5Oa4yByiDtB55vE/Bf7pZRYl16eZqVBfy59/5OgUm90u6VPGZ9NKdjhp77O6+x5bn3xyqc8fSqSID89jOeMUTweolb3Ubsmb0qGow0C4Rry4Tnj5DTxL72IusZOeyIswYyOcvjTKx+Muv5HYY8lzBFxue3u5WpaxmAiOsOCNs9CCxXKOhcw6A4WPul2aiMiX9lyByBjzI8/7hK7r6m/HHtY6qZ6Fn9WzVtjtQg/NiPFYuEnDqcmwcfQRq0/evdShqN9/DmiIUi7IyS15Uzqa8DAQKBHLrRB6+CqejcsNjyIvwowOc/rSGJ+Mw28kd3nsyQCZbpclzynoBJkLjrBoBVloNFjIHzJ3tEKgsdHt0kRErsTzrhB9yFn/sB92iMIF7C9VkVyqVq72vSYIa3naud5phY1lIG1TsLNsnTzkydp3aT6pXdrT245D6s4c/ug0jfoIuUzkVpwDMgaSaYeUkyOWeUTgwbdw9je6XZb0MXN3lNPFER7cha8n9nngPQKOu12WPIdBf4oF/wCLroeFapHFk23Gj5cwPO52aSIi1+Z5A9HUlVYhl6aVr38afupredrZywsYX5oBk/RQ8hfYzT9hafVNKquXd0jHsm0So5ME49N02qPkjuMU8jaFyxs51BW2Y0inLJJkiOx9TPD+K1iFWzbkSG4OY2DyDscLQ3x8p83X43ssawtcz7ONzURwmEVvgsVWh4VilkU1OhARAZ4zELmuu3nVhcjFtAsN6mu5s1WgtRytkx4KQICJOVTDVQ5Kazxef4v82uGlPff3B6AR8scJyiWbcunSbtEVHp/FQNIl2dwnsvUe/vvf1ABU6R7LgpkJDufT3B9r8uuxbXacfeAW9Z2/ZQJOgPng6Kdb3hZzB8wdreBvrne7NBGRnvTCTRWMMf/9D/q667r/8OLlyA/TLp4HoLU89dU8rePeeqFsQg6NWIOj+jZPtr7L0frl/QP8NACF4tO02yPkT25HAPIGbAYTbRK1bSLr7+D9+DWsVg+d7ZK+YrxeWguT7E/H+GC0zr+NbHGkOUA9K+VLsBgYYhEPi5USC9kdJo6XsdylbpcmInJjXKTt9l//zGMPEAQaQAVQILoknXqLxk6J5k6Jxm6Rxk6pt7bAcbWd4CzbJjk6RTA+dasCUCDkMBBrkKhsEl5+C++j72AusXmEyIsw0Si1exNsTAZ4e7DAK8FNKpZaJvcag2E8NMKCN8FiGxZLORYzawwU7ne7NBGRG+8ibbcTn71mjJkD/hbwly+jqH7kNjs09ko0d86CT2OneLb602Odko3fppXokO0csHHwMetLH3DWif3Lsx2HxNg0wegUrfYw+eM4pZJN6YYHoO9rgb30Ot4n73a7JOljZmSIwsIoT8ZtXk+d8KZvG9c86nZZ8gyf7WMmOMI9J8JCo8liPsP80Qqhunavi4hchYusEP17XNddNsb8HPCrwOLz/pwx5qeBnwYmzy89AP6S67pfu4y6elW72KB5VKGVqdDcLdPYKdI8rECnx9IPYAI2rUSbk9YBGwf32Xj80eUFII+H5NgMgegkzeYIheMopYJN6YYPQw3HHAZCFeL5FcKPXsOzpk700iW2DTPjZGbTPBht8434Ho89x4CacvSKuDfGQmCIReNjoVph8XSPqcwqTme526WJiPSNSwlE59rA6Av+zA7wc8DK+eMfB/6FMeY3u6774BJru3Zux6WVrdF6GnyOqp/+6dZa3S7vC5mgTTPe5qS5z/rBfTYffQSXNNDT8XpJjs3gj0zSbAyTP45RzFsUb3gXuKczgOKnTwg9+BbOltrVSneYUIjG4gQ7U2HeG6rwSniLE0vnf3rFWHCIRV+KxbbFvXKehcw6w/mPgY+7XZqISF+7SFOFP/zZS8AI8DPAGy/yXK7r/qvPXPqz56tGv52z1aIbpfJRhurHx2erPydVaPXeis9nmYhDI9LguLHL+t6HbK8/vLTndry+8wA0RbMxRO44SiFnUchd2i2un4F40kPaWyCefUzwk2/h7K788J8TuQJmaJDi4hgrdx3eTGd53b9Nyzzpdll9zzY2U6FRFj0xFlsu9wrHLBwuE6uqxbWISC+6yArRP//MY5ezEeTfAP70RQsxxtjAHwNCwFtf8D0+wPfMpchF73cVakunVD/u7WGEJuZQC9c4qm6xuv0+h+url/bcHp+f5NgMvvAkjfow+ePIjQ9AlmVIpm1SVpbo0QOC91/BPlG7YekCyzrb/jY3wIORNt9IPN3+lu12ZX3NZ/uYC41yzw6zWG9wL3/I3OGyWlyLiNwgF2mqYF1mAcaY38RZAPIDJeCPuq77RcsUPw/8+cu8/61mwCQ8VAJlDkrrrGy9Q3Z999Ke3hsIkhidxRcap1EbIn8SIX9qweml3eLa2R6LdAqSnSNiu/fx3/8GVukGJzq5sUzAT3Nxit2pCO8PV/l3kS2OrR3OdhpLNwRsP/OhMe5ZQV6q13kpu8vM0bLO+4iI3HBf6gyRMcYAuO6XOmSyBPwoEAf+c+BXjDG/5wtC0S8Av/jM4wh6dfA9loGUTclTYL+4yvL62xTXLm/FKpRIERuawfHeoVZJUzgJkc+aG/0GtddvM5Bsk6zvEd58D/9H38I0equ1ufQHk0pSXrzL+oSPt9KnfCu4RcPohXa3BJ0gi6FRXrKC3KtWeCm7y9TRCrarLYkiIrfNhQKRMeYngf8VmDt/vAz8Ndd1/+6LPpfrug2+11ThXWPMbwP+Z+B//JzvrQP1Z+p48eJvE8fgpiwK1im7p0ssr79NbfWSelQbQ3xojHBqGmONUsonqRb9ZA8v5+m7JRhxGIjUiZc3Ca9+F+/DtzQDSK6fMTB1l+zcII/GXL6dOORD7wE38OjkrRBygiyGxnjJBHipWual7DaTmSdYrhqkiIj0g4s0Vfg/OAtDf4PvnfX5j4C/aoyZdF33z33Jmgzff05IzpmATTvuknMzbGcesbL+Dq3lxqU8t+3xkhydJBCdoNMZppBNUKs51PYu5em75mkHuFhuhdDj19UCW7rC+P20FibZm47ywXCNr0e2OLD3gBv+f7Ab6Hvhx8/L1QovnWwxmVnCoPAjItKvLrJC9NPA/+C67j955tq/NMZ8xFlIeu5AZIz5P4GvcdYTNgL818DvBf7gBeq6VUzEoRVuUyJHprTF1t5DMusbl/b8gUiM+MgMHv8dGvUB8icRigWL4g2eAWTZhlTKJmFliR0vEXjwLZz9jW6XJX3IDKQpL9xhbdzDdwfyfCuwSd2oG+F1U/gREZHncZFAZAPvfs719y7wfEPAP+KsbXce+Aj4g67r/rsL1HUzGTAxD41gg0Iny1F+g82dj8ivH13iPc63vyUnsexRysUU5XyA08zl3aIbghGHdKRBvLZLaOsD/B+/iqlXu12W9Bnj99OaG+doMsaD4Sbfju2z5DkB1IzjOn165scEeLla5aWTTSaPte1NRER+uIsEol/lbJXoT33m+k8B//hFnsh13Z+8wP1vJOOxIGrT9DWpuEUK9WOO8zts731CZe1yl2Ucr4/k6DT+yF3anWGK2fjZ9rcb3C3asg3JlE3SzhE9eULg8Rt4NABVusDcHSM/N8TqmM13k6e8HtimYda6XVZfCTiBT8/8vFyr8tLJNlM68yMiIhd00S5zP2mM+QPAd84f/3bgLvAPjTGfdoFzXfezoelWcy0Xk/TQ8reoUqLQOOGksMthZo2T7NU1wwslUsQGp3F8Y9RrAxSOwxTyhkL+ym555Z6u/sRqe4R37uP7+FWs6iU1jBB5TiYeoz53h73xEB8OVvhmZJd9+xC44d1FbhC/7WM+NMbLVoiXazVezu6cd3tb6nZpIiJyS1wkEH0FeP/885nzPzPnH1955vu+TCvuG+mdw6/x4L2vX+k9jGWRGJkglJgAM0Ipnzjr/naJO+yum2UbUmmLhDklerJMYOkNPFt6sSPXy/h8tGfHyUzGeTTS5o3oIfd9h5xNBpDr4LE8zIfv8LIdPg8/e5rzIyIiV+4ig1l/31UUIv8+j99PbPAu/sgIlj1Aox6ndBqmUrGpVLpd3cWFog7pcJ1YdYfw5gf4Hryusz9yvSwLM3GH0+k0a6M2bydPeSOwTd2sd7uyvuFYDnOhMV5yorxUb/Dy6R7zh8t42qvdLk1ERPrMlx3Meoezuay7l1RPfzKGSGqQcGIMT2CITidJpRSjnPdRKhpKxW4XeHG2Y0ilLBImS/R4icDD13D2dN5CrpcZGqAyO8rWHR8fpst8O7zDsaW219fFMQ6z4fPw02jy8uk+8wdP8Lb1d4GIiHTfReYQWZy11v7TQPj8WhH4K8BXXdftXGqFt4gvGCKUGMAfTmN7ExgTo1GPUcqFaTZsTo+///tv4tjZcMwhFaoTq2wT3nwf34M3MI1at8uSPmIiERrzd9kfD/PJYI3XogesOlngtNul9QXHOEyHRnnZEzsLP7kD5g+e4Gsp/IiISG+6yArRV4GfBH4OeIOz1+2/E/gLgB/4s5dV3E1jLEM4mSYYG8AbSGE5cdxOhEYjTKXop1nzUKlwo7e7PcvxWqSShgRZIpklAo+0+iPX6+m5n+PJOEvDbd6MZXjfu49rnnS7tL7gtbzMhka550S412hyL3fIwsGSwo+IiNwoFwlEPw78Cdd1/+Uz1+4bY3aBX6aPA5ET/AO03N9EIcetG0FiWYZEyibhFIkU1gmtv49n6R1Mu9Xt0qRfOA7u9F1Op1KsDsM7iVPe9O/Q0LmfaxFwAiwER7lnBblXr3PvvOGBp6OBsyIicrNdJBAl4XPHfD8+/1r/cm9JYz0D0biHZKBKtLJDePs+3odvqu21XB/Lgokx8tMDrI/YvJfM80Zwh5LZBra7Xd2tl/DGmA8Mcc/4WayWuHeyzTt0v3gAACAASURBVOTxMpZaXYuIyC10kUB0H/gZ4Gc/c/1nzr8mN0wo6pAMN4g1DgnvP8T36A3srOasyDUxBjM+RmFqgK1RDx+mirwa3OHU2gdu8DThG8BgGA+NMO9NsNg2LJZyLByvM5T/GPi42+WJiIhci4sEoj8D/GtjzO8H3uJs3tDv4Gww6x+6xNrkCgTDDslIi1jriNDRYwKP3sI+2up2WdIvjMHcGaU4PcDWqJf7ySKvhfc4tg6Ag25Xd6v5bR9zoTHm7RCLjSaL+SPmj1YI1je7XZqIiEhXXWQO0beNMQvAnwQWOWuq8GvAL7uuqx62PcQftEnGOsQ7x4QyTwgsfQdnV/v95fqYsRFKM0NsjXr5KF3mteAuR/YhoBXIqzToT7PgH2ABh4VKiYXsDhPHq1iuBpyKiIh81oXmEJ3PHerb5gm9yOu3ScVdYu4J4ZMVAstv49l82O2ypI+Y4UHKMyPsjPn4KF3m1fAuB3YGyHS7tFvLY3mYCY0y70RZaLZZKJ2wcLhKvKJVXxERkef13IHIGBME/jLwnwEe4OvAz7que/wDf1AuncdnkUxAnByR7Cr+1XfwrH2EuS1NHaTnWekUldlR9u4E+HigyuvhfTadLJDtdmm3VswbZTEwzILxsVirspDdYyqziqez2u3SREREbrQXWSH6i8AfB/4xUAP+G+BvAX/s8ssSOJvzE41aRLw1ws0sgdwW/q1P8Cy/j+m0u12e9AkTCdOYH2d/PMyDwTqvRfZZ8WSBfLdLu5UMhrHgEIu+JAtti8VynsXjDYZznwCfdLs8ERGRW+dFAtGPAT/puu7/A2CM+VXgDWOM7bquXp1/CYGwQzTcIWKVCFaOCByv4936BGd7Sas+cr08HtzZcY4nEyyNuLwVz/Cud0+DTq+Iz/YxGxplwQ4z32yxmM+wcLRCuKZGByIiItflRQLRXeC1pw9c133bGNMCRtFgkC9k2YZg2CHk7xCw6/jbJXy1U7ylQzwnO3g2H2CfHnW7TOlH5+2u8zODrI3avJvM8Wpwm5rZBPSC/LIlfQkWA4Ms4GWhWmHhdJepo1VsNToQERHpqhcJRDbQ+My11gs+x602ZB3gi6/jLRziye7gHK5jH2xqlUd6golGqS/cZXc8xP3BKt+IbHNgq931ZXOMw0RomHlPnIWWy0LplMXMOumixrSJiIj0ohcJMwb4B8aY+jPX/MDfNsaUn15wXffHLqu4myb58OvY//yfdbsMEbBtmL7LyXSapVGXN+IZ3vXt4Zqlbld2q4wEBpjzpZnDYbZaYS53wHRmFU97rduliYiIyHN6kUD0K59z7VcvqxARuTgrnaI8P8b2XT/vpYt8I7xN3toBdrpd2q0Q80aZCwwxZwLMNurMF46ZzawSrqm9tYiIyE333IHIdd2fuMpCROT5GL+f1twER1MxHg41eS12wENPBnV9+/LCnhAzgWFm7SCzzTYzpSxzx5uki+rwJiIiclvp/I9ILztvfJCbHWRtzOa7iVNeD2zTMJo982UEbD/ToRFm7TCzrTaz5TyzJ1sM5x4Bj7pdnoiIiFwjBSKRHvK08cHOxFnjg1ciWxxZanxwUT7bx1RwmBknwmzbZbZcZCa7xZ3sMga1EhcREREFIpHu+Wzjg8TTmT9qfPCiHMthMjjMrCfGTNswWykym9vj7vGa2lqLiIjID6RAJHJNTDJBdeEOW+MBNT64oLPgM8K0J8psx2K6WmT29IDx43U8HXV2ExERkRenQCRyFWwbd2ac49k0j0bavBo/4CPvETqf8nw8loeJ4DAznigzHYuZSpHZ3D7jx+s4Cj4iIiJyiRSIRC6BiceoLY6frf4MlngltEXe2ga2u11aT/PZPiaDQ0w7UWbaMFMtMp3bZ/x4A6ejxhEiIiK9yDU2ri9K2xulER4l1O2CviQFIpEXZdswdZeTmbOzP68ljnjPt49Wf75YwAkwFRhixgkz3XKZqRSYOd3lTnYVS2d8RERErpXrDdHxRml5ojQ9Yep2mKodpmxClE2QvBui0Alw2glw0vZz3PRx1PBz2PCyX/dx0vBA9ey54iUPH3b31/nSFIhEfggrnaQ8d4etcT8fDJT4ZmibU539+VxBJ8h0cIgZO8xsq8N0OcdsdpeR0ycY1CxCRETky3IdP643QssboemJ0rBD1OwwFROibEIUCVJwA+Q6AbJtPyctP0cNP0dNHwf1s0DTrJlu/xo9RYFI5BnG66U9N8HRVJyHwy1ejR3w0JsBHna7tJ4ScALMBIeZscPMtNrMlAvMZncYOV3C8Ljb5YmIiPQk1/KcbzWL0PKEadjhszBjhamY4HmYCZJzA5y2nq7OnIeZ2lmYKdesbv8at44CkfQ1c3eUwuwQ62MObydzvBrcpmbWu11Wz3Ash6ngKHOeKHNtmC/lmMnuMKoVHxER6TOu7cX1noWZpidMwwlTs8JUrRAVE6REiIIbIN8JcNrxk237yTT9ZJpeDus+9ute8jUHKt3+TeSzFIikb5hYlPr8OHvjQe4PVvlWZJdd+wg46nZpPWEkMMCcL80cDnPVCnOne0xl1tTOWkREbjzXG6LjidD2Rmg44U+3mVWtEGUClM63meU7AU7bZ2HmpOkj0/RxUPexX/dQrDlQ7vZvIldBgUhuJ48Hd3ac46kkj0c6vBk/4j3vPmg7FwEnwFxwlAU7yEKjyXw+w2xmjUhtq9uliYiIfB/XcnC9ETreCE1PhKYTOmsAYIWomuBZkCFIoeMn/+mZGR/HTR+HDR+HdQ9HDZ2ZkR9MgUhuPseB6bucTiZZH7Z4P57n9cA2FWsT2Ox2dV01FEiz4BtgwXVYqJZYONlm/GQZy9V2NxERuVrfd17GCVP3RD53i1mu4/+0AcCzW8wO615OtcVMroECkdwsHg/u9F1OJ5KsDxveS+R4079Dpc9n/ngsD9OhERacGAvNNgvFYxaO1ohXtOojIiIv7tkw0/REdF5GbjUFIulZxuulM32X04kEa8PwXiLHG/4damYL6N8X+klfgoXAIAv4mK9VWMjuMZVZxaNBpiIicu5szkyMlidCwxOhboeonrdmLhEiT/A8zATItgIct87mzDxty6yVGeknCkTSE0wwSGvmDifjMVYGO7wXP+W7vl0apn+3vTnGYTI0wrwnxkLLZaF0ykJmnXTxfrdLExGRK+QaC7xh2t4oTW+UhhM5bwAQpvQ00LgBcp0gJ+3A2ZyZ5tnQzLMGADozI/IiFIjk2plolObMGJk7YZ4Mtng7esL7/n3a9G83s5ATZD44woIV5F69zkJun7nDFbzt/v3PRETkJnMdPx1fjJY3RsMTpW6HqdgRyiZEgTB5N8jpeaA5bvk5agTYr/vYa/g4qHlwqwo0Itelq4HIGPPzwI8Bi0AVeBP4311XJ75vC5OIU58d43AsxNJAg+9Ej/jIewQsd7u0rhn0p1jwD7DoelioFrl3ss3dYw00FRHpNa6xcf1noabpjVFzYpTtKCUTpkiYUzdIthPkpB3kqOlnvx5gt+5np+Y9a9Fc6vZvICLPo9srRL8H+CXgnfNavgr8hjHmJdd11en9hjEDaWozI+yPBXiYrvFW5IglzzH06QBPg2E8NMKiN8G9FtwrnbJwtEqq9EG3SxMR6SuusXB9Mdq+BHVvjJonRtmKUjQRcoTJuiFOWiGO2gEOGkF26z52an72a16t1Ij0ga4GItd1/+Czj40xP8HZlMzfArzalaLkh3McuDtCaTzF3pCXx6kar4f32HByQK7b1XWFYxymQiPc88S512xxL3/M4uETQvX+PP8kInJVXMtDJ5Cg5U1Q88apODFKVow8YbJuhONOiKNWiP1mkN16gK2qj92al3bV6nbpItKjur1C9Fmx8z+zn/dFY4wP8D1zKXLlFfU5k0zQmBrheDTEerrDh7Ecb/v2qFj7wH63y+sKv+1jLjTGoh1isd7gpdwBc4fL+Fo67yMi8qJcX4SWP0Xdm6DqSVC0YuSsGCedKJlOiMNWiL1GkO1agM1qgP2KV93PRORS9UwgMsYY4BeB113X/eQLvu3ngT9/fVX1D+P305kYpXAnzu6gzcNEhe+GDtl0ckCx2+V1TcIbYyE4xD18LFTLLGZ3mcysYbv9ewZKROQHcT0h2oEUdV+SiidJwYqTMzGO3ShH7TB7rRDbtTCbtQBrVT/lmg35blctIv2sZwIR8DeBHwF+1w/4nl/gLDQ9FQF2rrKoW8e2MXdGKN9NczDsZSXZ4IPwCR/6DmjTv/N9DIax4BCLviSLbYvFUo7F4w2G8h8DH3e7PBGRrnEth04gSdOfPlvBcRLkrTjHboyjdoS9ZpjtRoiNWpD1SuBsfk3/vo8mIjdQTwQiY8zfAP4w8Ltd1/3CgOO6bh2oP/Nz11DdzWWGBqlPDJIZCbKeavFRNH++3e0AOOh2eV3js33MBEdYdCLMN1ss5jMsHK0Qrum8j4j0B9cJ0A6mqftSlD0pCnacU2Jk3Bj77TC7jTAbtRDrlQAbVT9uRf/eisjt1e222wb4G8AfBX6v67rr3aznpjKJOM2JYbKjYbYG4JNokXcDhxzZWb7gOFbfSPrizAcGWcTHQrXKwukuU5lVnI62vInI7eJ6Q7QCA9R9KUqeJHkrQZY4R50oe60I240Qm7UQy5UgRyWPWkKLiJzr9grRLwH/LfBHgKIxZvj8et513Wr3yupNJh6jPTZIfizKzoDF41iFtz8957PS7fK6ymf7mAoOM+tEmG25zJXzLGbWGCx81O3SREQuzPWGaQUGqPlSlD0J8laCE+IcuVH2mhG2GmHWqiGWy0FOCw4Uul2xiMjN0+1A9NPnf37rM9d/AvgH11pJDzCRCO5ImupAhHzCx1EctsN1VvwFHvuynFhloL8X0Wxjczc4xJw3zmzbYrZaYu50l/FjNToQkZvB9UVoBgaoeVOUPUnyVpwT4hyer+Rs1c9DTiVAXiFHROTKdXsO0e3flGzbmGgE4lFa0SD1iJ9K2KEUssgHXPaCDdaCJR55TziyS8B2tyvuCQbDaHCQWW+SGRxma1XmTg+Yzqzibfd3KBSR3uPaXtrBAeq+NBVviryd4IQEh26UvWaUjUaE1UqIJ5Ug+byjrmoiIj2k2ytEt8pH/2GapYEf5chb58BbYdcpcmAXaVNCm7W/2HBggFlfilm8zNRrzOYPmc6sEWyoyYGIdNfToFPzD1LypDm1U2RIsNeOs9mMsFqN8qQcZLPiwy3f/vf4RERuIwWiS/R6Osu/yH/RCCUZ8CeZ8aeZxc9cvcZMMcNMZp1wrT9bfYtI97jGohNI0QgOUfIOngedJLudOFuNGKu1MI9LITYqfgUdEZFbToFILl3cG2MmMMis5Weu0WSmcMLc8RqxioKPiFw91wnQCg1T8Q9R8KQ5NikO3ATbrTir9ShL5TCPSwFqVbvfG3GKiAgKRPIlxL0xJv1pZuwgM802s6Usc8ebpIsaZCoiV6PjT9AIDlH2DXHqpMmQYrcdZ6MZZ7ka4UEpzE7Jp13KIiLy3BSI5Aeyjc1YYJApb5wpPEzWa0wVT5g62SShFR8RuSQuBjeYoh4YpugbJGsPcEiSnXaC1XqMpUqET0ph8jkHct2uVkREbhMFIgEg6o0w6R9g0g4x2XaZrBaZyh8ycbyBR13dRORLcI1NJzhALTBE0TvIiZ3mgBTbrQTr9SiPKmEelMKUs3a3SxURkT6kQNRHvJaXu8FBJj1RJjo2k406k8UTJrJbJMta7RGRF3d2XmeIqm+AgneAE5Ni302y1YqzUovxqBzmcTlEs6rGBCIi0psUiG4Zg2E4kGbCl2DS+Jlstpgo55jM7TF6uoblrnS7RBG5AZ6u6tQDQxS9aXJ2miMS7LYTbDYjrFSjPCwF2S35dV5HRERuNAWiG+psi9sgk3aAiTZM1kpM5I6YyG7ib2p+j4h8PtcTpBUYoOYfoORJcWolyRDnoB1juxllrRZmuRJireKjXbW6Xa6IiMiVUyDqQR7Lw6A/yaAnwoDlY9C1GWq3GWhUGS3nmcxukShvAQ+6XaqI9AAXgxtI0QikqXjTFJwkWZPkyI2x34qy2YiwXguxVA5xUPRCsdsVi4iI9A4FomsQcAJEnBARx0/Y8hGxPESMQwRDqu0y2GoyWCszVM4xUDwkUc5iWO122SLSZWfb1tLUA4OUvQPk7CQZkhx0Ymw3Y6zVw6xWgiyXg9RrFpx2u2IREZGbR4HoEv13LR9/2B0iUi8TbpSJVAuEa0WcTqvbpYlID3kadBr+AUreAXJOihMS7HXinwadpXKY5bJf29ZERESumALRJVrM7cPGO90uQ0S6xLU8Z40I/CkqnhQ5J8UxSfY/XdGJ8KQcYrkSVNc1ERGRHqFAJCLyA5yFnDQNX4qKN0XBSZAlTsaNsd+Ost0Is1ELs1IJsF314VYUdERERG4SBSIR6TuuN0wrkKbuS1F2EhTsBFliZNwo+60wO40IG7Ugq5UgOxUfVLpdsYiIiFwVBSIRuRVcX4xmIE3Nl6LkJMlbcU6IcdSJstuMstUIsV4NsVwJkC84UOh2xSIiItILFIhEpCe5xsYNJGn401S9SUpOgpyJcUyco3aEvVaYzXqYjWqQ5UqAcs2GfLerFhERkZtGgUhEro3r+GkHUjR8acreJEUrzqmJk3GjHLSj7DTDbNVCrFYCbFQ1GFRERESungKRiHwpru2lE0hT96cpe1LknSRZ4hx2Yuy1omw1wmzUQqxUAhyWvFDqdsUiIiIi36NAJCKfy7V9tENDVP2DFDwDZK0khyTZbcXYbkRYr4VYqQTZqvhwy+qsJiIiIjeTApFIH3J9UeqhUcq+IU6dNBlS7HXibDRjrFQjPC6FWC8HoNztSkVERESulgKRyC3jWh7a4REqgWFyniGOTJrtToq1ZoKlSpSPihEO8l41IBARERFBgUjkxukEUtSDIxR8wxzbA+yTZrOZYKkW50E5wuNSgHZFzQhEREREnocCkUgPcS0PrfAo5eAop54hDhhgu51kpRHnUSXGR8Uw+VMHTrtdqYiIiMjtoEAkco1cx08zPErZP8KJZ5h9BlhvpViqJfioFOVhKajVHREREZFrpEAkcolcY9MOj1AO3uHEM8KeGWStleZhLcn9YozH5QBuSR3ZRERERHqFApHIC+oE01RDdzj1jXJohtjspHlcT3K/lODDQpi6homKiIiI3BgKRCKf0fEnqIXvkPeNcGQPsdUeYKWZ5ONynA8KUU6zDmS7XaWIiIiIXAYFIuk7ri9GLXyHwnng2XEHWGmkeFCN834hylHOA7luVykiIiIi10GBSG4d1xejHhqh4B8jYw+y4w6w2kzxoJLgg2KEvbxPM3hEREREBFAgkhvG9QRphkYo+4fJOQMcmgF22klWmzGWKjE+LobJ5D0KPCIiIiLyXBSIpGe4jp9WaISKf4icZ5CMlWa3nWCjmWCpGuWTUpitoh+K3a5URERERG4LBSK5Fq7loR0eoRIYJucZImPS7LoJNpsJlipRHpYjrJX8UOp2pSIiIiLSTxSI5EtzMXSCaerBUQreQY7tQfbcFJutBE9qMT4pRXlS9mvgqIiIiIj0HAUi+YFcb5hmcJiKf4CCk+bEJDlw4+y0YqzXoyxXwjwshyhnbbWiFhEREZEbR4GoT7m+KM3AIFVfmoInRdZKctRJsNuOsVkPs1KL8LgUIlPwQKHb1YqIiIiIXA0Folum40/QDAxS8aXJO2dB57ATZ7cVY7MRZrkS5lE5RD7vqBObiIiIiPS9rgYiY8zvBv434LcAI8AfdV33n3ezpl7jOn5cb5i2J0LTE6bmxCg4KU5MkkM3xk4rzno9zHIlwlI5QDHnaKioiIiIiMhz6vYKUQi4D/x94P/rci1f2kbwN9G5+2O0sehg08Y6/9yihU37mWtnHzYl10u+HeC07eek5eOk6eeo6SFT93LU8FGuqRGBiIiIiMhV6Wogcl33a8DXAIwx3SzlUvzN/O/g/10e73YZIiIiIiLynLq9QvRCjDE+wPfMpUi3ahERERERkZvvpu3H+nnOWgE8/djpbjkiIiIiInKT3bRA9AtA7JmPO90tR0REREREbrIbtWXOdd06UH/6+DacOxIRERERke65aStEIiIiIiIil6bbc4jCwOwzl6aMMT8KZF3X3epSWSIiIiIi0ie6vWXutwLffObxL57/+SvAH7/2akREREREpK90ew7RtwAdBBIRERERka7QGSIREREREelbCkQiIiIiItK3FIhERERERKRvKRCJiIiIiEjfUiASEREREZG+pUAkIiIiIiJ9S4FIRERERET6lgKRiIiIiIj0LQUiERERERHpWwpEIiIiIiLStxSIRERERESkbykQiYiIiIhI31IgEhERERGRvqVAJCIiIiIifUuBSERERERE+pYCkYiIiIiI9C0FIhERERER6VsKRCIiIiIi0rcUiEREREREpG8pEImIiIiISN9SIBIRERERkb6lQCQiIiIiIn1LgUhERERERPqWApGIiIiIiPQtBSIREREREelbCkQiIiIiItK3FIhERERERKRvKRCJiIiIiEjfUiASEREREZG+pUAkIiIiIiJ9S4FIRERERET6lgKRiIiIiIj0LQUiERERERHpWwpEIiIiIiLStxSIRERERESkbykQiYiIiIhI31IgEhERERGRvtUTgcgY8yeNMevGmJox5j1jzH/c7ZpEREREROT263ogMsb8V8BfA74K/GbgNeBrxpjxrhYmIiIiIiK3ntPtAoA/Bfw913X/7vnj/8UY858APw38/LPfaIzxAb5nLkUACoXCddT5Q9UrJTr1SrfLEBERERG5Fm3L6ZnX4hetw7iue8mlvMDNjfECFeCPua77z565/teBH3Vd9/d85vv/AvDnr7VIERERERG5Se64rrv7vN/c7RWiNGADh5+5fggMf873/wLwi5+5lgSy/3979x8jR1nHcfz94UcrP8svC0VsqgVqULQEUCsV8QKIRqWENkVNFcGYiEqCAcSoQIMREEERSCBNFa1BwahNixEbaiqSgrGFooQDIlERKz9apJRie7R8/eN5tjcMe9e9293u3s7nlUz2buaZeZ657z63+8zzzDOtL1pl7QM8BRwGbOxwWay9HOtqcbyrxfGuDse6WhzvHdsHWDuSHTrdIKopd1OpzjoiYguwpbS6O/roeoSk2o8bI8J/2x7mWFeL410tjnd1ONbV4ng3ZMR/l05PqrAO2Mbre4Mm8vpeIzMzMzMzs5bqaIMoIgaA1cAppU2nACt3fonMzMzMzKxKumHI3HXAIkmrgPuAzwOTgZs7Wqrq2gLM5/VDE633ONbV4nhXi+NdHY51tTjebdDRWea2F0I6D7gYmAQ8DFwQEfd0tlRmZmZmZtbruqJBZGZmZmZm1gmdnlTBzMzMzMysY9wgMjMzMzOzynKDyMzMzMzMKssNIjMzMzMzqyw3iHqQpBMlLZW0VlJImlXafrCkW/P2lyXdJemIOseZIen3kjZJekHSCkl71Ek3XtKanNf0dp6bvVazsZY0Je9Xb5lTJ78DJT2Vt++3M87RBrWibks6RNIiSU/nuv2ApNlD5Oe63UEtivdUSb+W9JykFyXdIengIfJzvDtE0tck/VnSRknPSlosaVopzXhJN0hal+vuEkmHldJMzu+ZTTndDySNGyLPEyRtlbSmnedmr9XCWF8vabWkLTuKoaTDc34vtOOceoEbRL1pL+Ah4EvlDZIELAbeCpwOHAP8E7hb0l6FdDOAu4BlwLuB44EbgVfr5PcdYG1rT8Ea1Gys/0Wa7r64XAZsAn5bJ7+FwF9aewo2Ak3XbWARMA34OHA08CvgdknH1MnPdbuzmop3fl0GBNAHnACMA5ZKqvf573h3zgeAm4D3kh5OvxuwrFR3vw+cAZwFzAT2Bu6UtCtAfv0N6X0zM6c7E7i2nJmkCcBPgOVtOh8bWtOxzgT8ELh9uMwk7Q78DPhjq06gJ0WElx5eSB+Eswq/H5nXvb2wbldgPfC5wrr7gSsaOP6HgX7gqHzc6Z0+56ouo411neM8CCyss/4LwArSF6sA9uv0OVd5aaJuvwTMKx1rPXBuaZ3rdhcto4k3cCqwDdi3kGb/vN/Jjnf3LsAbcxxOzL9PAAaAuYU0h+b4fqgQw23AoYU0ZwGbi++BvP7nwBXA5cCaTp9vlZfRxLq0/7AxBK4mXQg7G3ih0+fbrYt7iKpnfH7dXFsREdtIlW8mgKSJwHuAZyWtlPSMpD9Imlk8UB52sQCYB7y8MwpvI7LDWJdJOhaYTuoJKq4/CrgU+DT1ewmt8xqN973AXEkHSNpF0ll53xW1BK7bY0Ij8R5P+qJVfKL9ZlId3v6ecLy70oT8+nx+PRbYndTjB0BErCU9zP59edUM4OG8vuZ3pPfBsbUVkj4LTAXmt6XkNlKjiXVDJPUBc4AvNl/M3uYGUfU8ShpWcaWk/SWNk3QJcAhpuBSkIRiQrjosAE4DHgCW18an5+EatwI3R8SqnVd8G4FGYl12LtAfEStrKySNJ3W3XxQRT7a70DZqjcZ7LmmIxnrSF+VbgDMi4glw3R5DGon3/aThr1dL2jMPybmG9Nk/CRzvbpRjch1wb0Q8nFcfAgxExH9LyZ/J22ppniluzOkHamnyZ/hVwKciYmt7zsAa1USsGzn2gaS6fXZEvNiC4vY0N4gqJiJeIY0pPpJ0NeJl4CTS/SLbcrLa++KWiPhRRDwYERcAjwHn5G1fBvYFrtxJRbcRajDW2ylNmPFJSr1DpBj3R8RP21lea84I4v0t0rCpk4HjSB/Gv5B0dN7uuj0GNBLviHiOdHX4Y6ShkhtIV6MfYPA94Xh3nxuBdwKfaCCtSL2ANTFUmnz/yW3AZRHxeNOltFZoJtY7sgC4LSLuGU3BqsYNogqKiNURMR3YD5gUEacBBwJ/z0n+k18fKe3aD0zOP/eRbgjcImkrYl3oNAAAA1RJREFU8Le8fpWkH7et8DYiDcS6aDawJ+lG26I+YE6ejWgrgzfhrpPkIRddZEfxljSVdIP+ORGxPCIeioj5wCoGh1S4bo8RjdTviFgWEVOBicBBETEPeFMhjePdRSTdQJrw5IMR8VRh09PAOEn7l3aZyGCv0NOUehBy+t1zmn1IF0FuLPw/vxR4V/69r+UnZENqMtaN6AMuLMR6ITAh/37ODvatnN06XQDrnIjYANu70I8Dvpk3/YM009C00i5HMjjz2PnANwrbDiWNVZ4L/Kk9JbbRGibWRecCS/JV5aIzgeJ068eTZrZ5P/BE60trzRom3nvm1/J9YNsYvEDmuj3GNFK/I2JdTtNH+mK1JG9yvLtAHjp1A2lmsZMionzRajXwCmlWsjvyPpOAdwAX5zT3AV+XNCkiahc2TyUNjV1N6iU8mtc6j/TFeTb1L5RZi7Uo1o2YQZpopeZ04Kuk+5D+ParC9zA3iHqQpL2Bwwur3qL0TInnI+JJpefLPAc8SfrneD2wOCKWAURESLoGmC/pIWAN8BngbaR/mpTvJZH0Uv7xidKVDmujZmNdOM7hwInAR8p51O4tKaQ9KP/YHxF+psFO1IJ4P0rqAbhF0oWk+4hmkT54Pwqu292kFfU730Dfn9PNyGm+FxGPgePdRW4iDVk+HdgoqdbTsyEi/hcRGyQtBK6VtJ40TPK7wF+Bu3PaZaSRHYskXQQckNMsKNxDUrtPBQBJzwKbC/evWPu1Ita1z+29Sb2Ce2jw2WGPRMRARPQXM5V0HPCqYz2ETk9z56X1C2kcedRZbs3bzyc9f2aAdFPuFcC4Ose5JKfbBKwEZg6T5xQ8VetYjvW3c7pdRpCnp90eg/EGjgB+SRp6sYn0nJt5w+Tpuj22430VaQjOAPA48BVAjnd3LUPEOUg3xNfSvIHUs7CedM/YUuDNpeNMBu7M29fn9OOHyfdyPO32WI31iiGOM2WIfM/G024PuSj/kczMzMzMzCrHkyqYmZmZmVlluUFkZmZmZmaV5QaRmZmZmZlVlhtEZmZmZmZWWW4QmZmZmZlZZblBZGZmZmZmleUGkZmZmZmZVZYbRGZmZmZmVlluEJmZmZmZWWW5QWRmZmZmZpXlBpGZmZmZmVXW/wE5O5e0BsRxRgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -537,7 +538,7 @@ { "name": "East Asia & Pacific", "type": "bar", - "uid": "492179a6-ae29-11e8-9d70-2c44fd283bc0", + "uid": "7fb5938a-ae8e-11e8-acff-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -662,7 +663,7 @@ { "name": "South Asia", "type": "bar", - "uid": "4921a0b0-ae29-11e8-ab7d-2c44fd283bc0", + "uid": "7fb5938b-ae8e-11e8-a575-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -787,7 +788,7 @@ { "name": "Sub-Saharan Africa", "type": "bar", - "uid": "4921a0b1-ae29-11e8-b514-2c44fd283bc0", + "uid": "7fb5938c-ae8e-11e8-bc49-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -912,7 +913,7 @@ { "name": "Europe & Central Asia", "type": "bar", - "uid": "4921a0b2-ae29-11e8-b348-2c44fd283bc0", + "uid": "7fb5938d-ae8e-11e8-ab88-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -1037,7 +1038,7 @@ { "name": "Latin America & Caribbean", "type": "bar", - "uid": "4921a0b3-ae29-11e8-b913-2c44fd283bc0", + "uid": "7fb5938e-ae8e-11e8-92ac-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -1162,7 +1163,7 @@ { "name": "Middle East & North Africa", "type": "bar", - "uid": "4921a0b4-ae29-11e8-9143-2c44fd283bc0", + "uid": "7fb5938f-ae8e-11e8-aa1c-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -1287,7 +1288,7 @@ { "name": "North America", "type": "bar", - "uid": "4921a0b5-ae29-11e8-bdf4-2c44fd283bc0", + "uid": "7fb59390-ae8e-11e8-95e7-2c44fd283bc0", "x": [ "1960-01-01", "1961-01-01", @@ -1416,23 +1417,23 @@ } }, "text/html": [ - "
" ], "text/vnd.plotly.v1+html": [ - "
" ] }, diff --git a/demo/World population.md b/demo/World population.md index 7266d399e..e006a4f08 100644 --- a/demo/World population.md +++ b/demo/World population.md @@ -80,6 +80,7 @@ And extract population information (and check total is right) ```python population = data.loc[zones]['Population, total'].swaplevel().unstack() +population = population[zones] assert all(data.loc['World']['Population, total'] == population.sum(axis=1)) ``` diff --git a/demo/World population.py b/demo/World population.py index f9f4f4629..1c0875712 100644 --- a/demo/World population.py +++ b/demo/World population.py @@ -69,6 +69,7 @@ # And extract population information (and check total is right) population = data.loc[zones]['Population, total'].swaplevel().unstack() +population = population[zones] assert all(data.loc['World']['Population, total'] == population.sum(axis=1)) # ## Stacked area plot with matplotlib