From a421cdd3303ce3da94638746bee739bd2802e278 Mon Sep 17 00:00:00 2001
From: Martijn Vermaat <martijn@vermaat.name>
Date: Tue, 6 Aug 2013 23:35:40 +0200
Subject: [PATCH] Formatting fixes

---
 matplotlib.ipynb | 29 ++++++++++++++---------------
 1 file changed, 14 insertions(+), 15 deletions(-)

diff --git a/matplotlib.ipynb b/matplotlib.ipynb
index 9f6e2e4..bf48b0f 100644
--- a/matplotlib.ipynb
+++ b/matplotlib.ipynb
@@ -71,7 +71,7 @@
        ]
       }
      ],
-     "prompt_number": 46
+     "prompt_number": 2
     },
     {
      "cell_type": "markdown",
@@ -1041,14 +1041,13 @@
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "from mpl_toolkits.mplot3d import Axes3D\n",
-      "\n",
       "theta = linspace(-4 * pi, 4 * pi, 100)\n",
       "z = linspace(-2, 2, 100)\n",
       "x = (z**2 + 1) * sin(theta)\n",
       "y = (z**2 + 1) * cos(theta)\n",
       "\n",
-      "subplot(111, projection='3d')\n",
+      "from mpl_toolkits.mplot3d import Axes3D\n",
+      "subplot(1, 1, 1, projection='3d')\n",
       "plot(x, y, z);"
      ],
      "language": "python",
@@ -1057,13 +1056,13 @@
       {
        "metadata": {},
        "output_type": "display_data",
-       "png": 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MCnfLBY9bCwK7T4Hhiu5OJ8rRKChGM6zVyq+1yE1skaIoIESPVTt8+DAmTpxY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rys5VVY4gaC9QYUYtD/QuzUsg7xe+oOCEE8J4910Rxxzjruy5Feb9soodKhXv\nFKTodQI7RjYmCwAaGxshCILxd6vxWt1puolBKZbFwt1ywePWgmB2mdG5wulCORYFxViGtVr5tRZZ\nxRbZWYsURQEheqzawYMHMWnSpIrsb63CBY8DgmzhANgvwHTSctPcspp1fdgYFzbdPRqNIpfLIZFI\neBpHYyPwxS8q+Pa3I/jFL1KetsFCxQo7VgCusu78iEGn27Cy5pmFLtv3ptj22EXNSRp3sX5KZuFD\n/z+WC8GNRSuC3TlVFAWRSKSgbo2XhbJWUvPH4rkphdt9cuMuLWYZ/POf/4y1a9eiubkZoihizZo1\naGtrMx6nnXYajj32WMfjKtU4FABuuukmbNy4EfF4HA8++CAWL17sePvlhgseG8xWlKBq1NDtUQFl\n56py+uUI0vLgRDyVauUAwFi0/XDddQp+9KMQ/vpXEWef7W0bVJDR8dB4nPr6+lFxWqUISvCYj6+V\naPQ6Ri/jcSOKqCADRtyATgJza9WqUGvjCQI3C2WxdO1qpuZzweMM1qVld1N83nnnoaenB3v37sU1\n11yDf/qnf0JXVxe6urrw9ttvI5FIuBI8pRqHbtiwATt37sSOHTuwefNmXH/99di0aZP7nSsTXPDY\nYBY8QYgKemdMF2DaZ8tP1k+QYsxqUWetT05aOdhtxy3xOHDrrTJuvbUev/mNilmznL3PbMmh8U3U\nmlMLmF2WVIg5aecRxLF1g51LK8o0OCtmVXCarVQuUaRpQDYLJJNALkcgioAg6M/DYYJwGMbf6E/6\nGK+4jSvy6hb1el654AkWOldPmTIFa9as8bWtUo1D169fjyuuuAIAsGzZMgwMDKC3txdTp0719blB\nwQWPA7wKHjtXFc1S8uryYQlyAaTbsnKtuKk5E9SYrrxSwb59Ms46qw6f/ayCW29VYNX5go3HURRl\nlCCrdsAxoIscNsapVCHIsYRXq4JdvZORVF6CgwcF7N8vYd8+Afv2iejvF5BMEqRSBKkUMDys/9T/\npv+kz1MpguFhQJJ0AR2JaFBVQFUBRYkffk4O/w7mf+TwODSIov7+xkYNEydqmDBB/zn6gVH/q1QH\nkXItpl4sgE7Frp0LbbxSbRFXqSrLXV1dmD59uvF7e3s7Ojs7ueCpddiLkxUCTiZ29u4dgNGMk4oF\n2pE8CIK0PlHLQzabrYmaPpJEcOONw7jyyhBuvz2EBQvC+MY3ZFx+uQJNcx50HITbz4vgMWd/0SKK\nDQ0Nno+WUlryAAAgAElEQVRLpS08QcEunJkM0NtL0NND0NsroKeHPicFfz94kKCpScPkySqmTlUw\nZYqKCRNkxOMampo0tLURxOMa6uqAujqCRAJIJID6ev3v9Her2oKZTMa48bBC00ZEUD4PHDpE0Nc3\n+tHbK2D7dvZvQF+fLrpmzVJx3HEq5s2jDwXHHFM5IVQJ/IhdOxcaMJLVVAkXWrmphe9rUEUHnWDe\n31o6X+PoqxcsZsFDF02rOx27OjN2YqHaDUQp5h5QdKx+q0rT4+VX8ND3TpsG/PzneWzapOJLXwrj\nxz8W8e1vp3DGGQSJRKKkIAsq/qbUNuzcf1SIUTEZ1ARQSxOJGU0DuroI3ntPwI4dgvFzxw4B+/cT\nTJ2qYcoUDS0tKlpa9OcnnaSipUXF1Kma8X8rPTKySCqjLAvmxVOWBSjKaKsCa3mwghAYwiQcBhIJ\nDdOmOb+GUingvfcEvPOOgO3bBfz61yFs3x5BTw/B7Nkq5s7VRdDJJys480wFJbxLRam29aAUblxo\niqIYYtRKGBVzodVqED075moRVFuJUrS1taGjo8P4vbOzs6ZS4bngcQib/u0lroWlXG4oJ3da5nRs\ndkGWZdlo5xDUuPxA3z88PAxZlnH88SKeeSaHJ56I4brrJmD5chXf+Y6M9vbyj6XYGNn0ccDe/Vcp\n4VVu2M9Pp4GdO4VRwmbnTgH19RqOPVbFnDn64/zzZRx7rIrp0zVfMTJO3CB2QogunvQ5bRIcdFBu\nPA4sWqRi0aLCG5tkEnj3XV0IvfuugNtv10XQpZfKuOyyPE48sXKlD2oN9tg7aRxaLLMQqJ0g+loQ\npD09PTj99NPL/jmrV6/GunXrsHbtWmzatAlNTU01484CuOCxhbVS0N9zuVyBO8ptLyVKufppWY2B\ndbFZtXJg31MLNX3MWWCA3uqDFZKXXw5cdFEO994r4pRTwrjxRgVf/KKCYkWQgxQabIwTe0z9BJ97\npZKTqaIA//M/Il55JYY334xiyxYRPT0ExxyjGsJm5UoZn/+8itmzVTQ2VmRYlpQSRel0GqIoQpIk\nxwXgghBFiQSwZImKJUvo9z+H7dsF/O53EtaujaGhQcPatXlceqnsyKJUbfEbNKWuZy9xRcXixZyc\nV7/fr1oRPEG4tEo1Dr3ggguwYcMGzJ49G4lEAg888IDvzwwSoo23b0yAZDIZQ+DQlOFIJIJwOOwr\nZVjTNPT39xf06/LDoUOHkEgkjMq7di62cDhc1KysqioOHTqECRMm+B7T4OAgYrGY7Z0aC2shYa1l\noVAIg4ODBftmZs8e4KtflbBli4Dbb5dx0UXqqMDmfD6PdDqNhoYGz/ujqioGBgYQDocL0sdLHVMW\nWZaRTCbR6EMJDA0NGdcgbWZaroDPQ4eA118XsWmTiC1bRLzxhoiWFhVLl+awfDlwyim6sPHjjqkW\n6XS6oFq1HcUsCkG7WVQVePVVEb/9rYQ//jGEZ59N4bjjit8YaZrerqCurs71MahFaGC/nxYuTrCK\nKyrmGvUjeGkyBZvZWGk+8YlP4P7778eUKVOqNoZagFt4ipBKpaBpWsGiFsQXsVRMkJft2RUudOJi\nY7cTRLAx3ZadFYtaSMyd3b24gWbMAB56SMZ//zfBvfdK+OIXJZxxhoqPfUx/tLT4szaZixWKougo\nfdyKIN1R1JVG6zkFcSfa2Unw8su6uNm0ScSePQIWLVKwbJmC667L4ZRTVDQ1ychmszWT4l9u3FoU\nnBZwtFs8ly9XsHy5gsWLVVxzTRTPP5+yjGMar1TKGuImrsjq3LpJza9khXY7+vv70dzcXO1hVB0u\neIrQ0NBgLChBZlYB/t1HrGiQZRmKopRsj1CKUu4xN5j3z+xao1WZS7mBnIqEs87ScNZZeQwOAs88\nI2D9egG33SZh7lwNF1xA8JGPCDjppNLjpi41ah1jY7MGBgYQjUarZp6mk2s2mzXEOHW1enW9dHQQ\n/OEPEh5/PIT33yc46yxd4Fx+eR4LFqg43M3CIMCC4+MGL24W1r1iFXvyiU8QrF/fhHvuEfHlL2ds\nY09qwV0ynvF7bukD0GMRnaTmB30+2evqSIcLHocEGXfjdXtUNJhbOVDTfFDWpyCsEPTOhnUJFuuS\nXmo7TmloAC69VMWll6rI5YCXXiJYv17AJZdMQGMjwYUXqrjwQhUnnzwSOGtVx8dKOPoVg16OLRsv\nxAaaUxcGdWm5uRPt6hLx1FMx/PGPEezaJWLVqjxuvTWNFSsUhMO1leEyXnBigWPPUzqt1wDavVuv\nyl6spg09z3aiaCwxFgVcqeOdyWSMudppan5QMWMAxk1T2SDggqcI5sWuGoLHSSuHIArrmcfl1dVm\nl73mtcCeHwEWDgMrV2o491wZt9/ejz17mrF+vYDrrpPQ1wesWpXHeeelcfrpGdTXl7aOBSEGnbzf\nHBTN1kTKZDKQJAmSJBX0dyt1J9rZSfDEExIef1zC++8LWLUqjy9/OY3ly3MQRfXwoqkiny8+4bKL\nLidY6LEeHgY+8YkYmps13HdfHqFQYVVrYCT2hF4DbPaZlSiqlDXBL2NR8JRC0zTj2Dt1obnppF4q\nZow3DR2BBy0XgZqb6fOgAnoBPT6IEDLKKkMnMbNooA8r0ZDJZKAoSiCVm9mgWCfYjZfiN5iSijm/\nMSN9fX2or683xrlrl4jnnotj48YI3nlHwMqVuuXnox9V0dRkvQ1zcLhbaLD6xIkTLf9n1VPLHBSd\nTCYhiiKi0ahx3IsJyd27Ce68M4JnnxXx938v4x/+QcaKFYptXEipAF27u9CxsJiyOA1arjS7dhFc\nc00Mc+cq+OEPsyUDwhVFGRVTZRWQa/UcqL0GorROldP5ZyyQSqWM5q5BYGfNNf9+zz334LnnnsPk\nyZPR39+PNWvWoL29HW1tbWhvb8ecOXMcJZVQnn76adx8881QFAVXXXUVbr311oL/v/jii7jooosw\nc+ZMAMCaNWtw2223BbLPQVFb3/Yahr27DWICYBuImt0WgLuU93L30zJjDjq2Gi9N4Q9iPF4ta+xx\nBXSxQC0lixeLWLKE4NZbZfT2Ahs2CPjd7wTccIOEo4/WsGCBhkWLNCxYoGLhQg003i+I+wN6DZlF\njpOeWuz5KXZd7N1LcM89YTzxhITrrstj27YMnCSpmRc7M6qqIpVKIRaLFUyudqb5WlpMWWrpPq+7\nm+CxxyQ88kgIHR0EV1+dx5e/nHNUq8hqPnIbkOv2PPp1sZQa03iLNQnaauU0rugLX/gCLr74Yrz8\n8st47bXXkM1m8dJLL6GzsxNdXV144YUXHKeqK4qCG2+8Ec8//zza2tpw8sknY/Xq1Zg3b17B61as\nWIH169f728EywgVPEcwuLb/uHvO2ZVnG8PBwwR2911YO5e6YbmeBsBtvkLFAbrZjN05CCOrr6y3P\n3dSpwGc/q+Kzn1WRzQLvvEOwdSvBtm0Ef/yjhLfeImhoAI4/vhGLFhEsXkywcKGKGTP0irxu9gVA\nQVA0FTlB9dQ6cIDg//yfMB56KIQrrsjhjTeSCDo5g34X3Bb+qzVRVE0LVF8fsH59CI8+KmHbNt36\n9m//lsWKFUrFWk+UEreAswKO5m35EUXj1aVV6X0ihKC5uRnNzc3YunUrLrzwQlx11VWet7dlyxbM\nnj0bM2bMAACsXbsWf/jDH0YJnlq6kbCCC54imC/SIONbZFkGIQSRSMT3YleugoFW9Xwq3dXbyXbs\nxskeV5rJVIpIBFi0SLfu6ChQVb3ez6ZNWbzzTgT/9/+K2LpVwvAwcOKJGhYtUrFggYaFCzXMm6eN\nymxixwfoZvtIJOKqZICT4/HTn4Zw550RXHJJHps3J9HSUr3Jx+ti6kUUjYUFUpb1VhNvvilg/foQ\nXnlFxEc+IuOaa/Q4siqWaCmK1/NYLO6kmCgab4KnFgRAb28vli9f7msbVk1BN2/eXPAaQgheffVV\nLFy4EG1tbbj33nsxf/58X58bNFzwlIBdYNxmVtEJ3KqVgyAIGB4eDqQYVdAZZPl8HoODg57r+QDl\nFzzF0setxulnPIIAzJwJTJmSx5o1uigCgP37gW3bCLZuFfDCCwK+/32CPXsIjj1Ww4knqjj++Dzm\nz89i7twsJk4UjWKBtP9XkPzgB2H88pch/Nd/JTFzZvUnWSc4XUyLWRdKxaJUI2spnQb+538EbNsm\nYts2AVu3iti+XUBrq4aFCxVcdFEeP/952pGLsRS1IBDciCLz+TSLImAkq2ks9MkqBSv0qkUQVZad\njH/JkiXo6OhAPB7Hxo0bcfHFF+O9997z9blBwwVPCdwKHvolNtebMcfjsF/8IP3fbrdlFXQMAIlE\nwnM9H6A8gseqIrObukN+x2Pep8mTgXPO0XDOOSOZMocO5bFtm4pt2wS8/XYEjz1Wj7ffbkRzM3D0\n0RqmTg3h6KMlHHUU0N4OtLVpaG/XY4ScHGor9+UPfxjCgw+GsGFDylWDy7EAIcUzW+wCdEtlLdH4\nLhoz4nVR6u8H3nprRNhs3Srggw8EzJmjYsECFQsWKFi7VsYJJyijKoAfSTiNO6FxdvQ6p+fQbQHH\nWhFFtSBIe3p6fDfwNDcF7ejoQLupiWE9c4GvWrUKN9xwA/r6+iyTNKoFFzwusIuVMVfklSSpZL2Z\noIPY3LjbrIKkqQtI0zRkMhnfWRJ0UfHzhWcXr0OHDkFVVduKzE7GUw7MIiwcDuH008NYsYKKMBmK\nomdLffghsGNHHgcOiNi2TcTGjXq6eGcnQSaji5+2NqC9XWMeI6LIat7493+P4MEHw3jqqfEndpzg\nJEDXShTJslxQGM5KFBEiYHBQQHe3gJ4eCXv3Cti7V0B3N0FXl94k9eBBghNOULBggYqzzpJx4416\nF/RKJRnVwoIaFHQ/in23WWsQK2iLiaJiwqjc1ML5GRgY8J1dfNJJJ2HHjh3Ys2cPpk2bht/97nd4\n+OGHC17T29uLKVOmgBCCLVu2QNO0mhI7ABc8JWEvVppZRb9g5mJ1bl0/QQdBF7NgOA06pkXOghiP\nF5+8lRgD4EnkmMcThIVHVdWCDDUnIkwUgdmzNcyeDSxdmkE8LoxKBx0eBrq6CDo7dRHU1UXwt78J\nePJJgq4u/W+5HDBtmoTWVhVHHy0gm9Xw6KMSfvCDDPr6CCIRoKFhdAzRkY6VKMpm8xgYiKC3V8Le\nvbro1AUNwd69uqDp7hYgihqmTVPR0qKgpUVBa2sOJ5yg4bzzVMycqWLWLA2iWJ0u3OMNJ99PJ8e3\nmCgqVsCxHKKo2oKH3U8/SJKEdevW4aMf/SgURcGVV16JefPm4Wc/+xkAvXHoo48+ivvuuw+SJCEe\nj+O3v/2t7/EHDa/DUwJFUQzTdyaTQSaTMS5gtj6Ol4vaTYPNUljVz7GyPNGmnHYiK8h6QwMDA7aZ\nUSx2bkDapJXeofiZONj6NW6hbr9UKgVFUUAIMcbnVoT5OedDQ8Du3Xl8+KGKAwdi+PnPRbzxhoBz\nzpGxdy9Bd7eAoSFAkoC6Og319boAos/r6jQ0NIw8r6/Xn+s/R35n/2fOGKJuh2o2q8zldIE4PEwO\nP0Y/TyYJhobo85H/Dw4S9PQQdHcT1NdraGvTMG2aLmqmTdPQ1kZ/amhtLWxEa7YU2dW5Acq/kFLG\nU92aSl5bdq5Q83PAXwFHmiwRoYF/FUZRFFx44YV4+eWXq/L5tQa38JSATR2nF7WX1HEr7FxkXrdl\nDpL2YnkKwhVl3pYVZouTl7YTQY3FbnzmWkOCIECSJNTV1VXF0lRfD8ydq2HGjCzCYQ3794s48USC\nu+4aLnDDZLMEyaSIZFLA0BDB8LCA4WFgcFBf9IeGdDHwwQf0/+z/UPCaSEQXRHV1OCyWNIRCYaNg\nHz0MhLDPtVH/c/sznx8RKVSwDA3pz1UVqKvThZn+GHmeSIwItkQCaG7WRUsiMSL8WltVNDQMY8KE\nmOtAfKC0+8yJdWEsxaFUikpaQ7y6Qou1g7A6j7StQ7UsPfv37+dVlhm44CkBXeRiMX1y7O/vD0Ts\n0G37NbBRkUMDjwH4aiLq1RVlty1W0NlZnEql5QcxHidCg3WnWTU4zWazhoWn0lAXaiaTgaqqEAQB\nnZ1RHH20ikgkUrC4hsMqJCmPhgYNLS3eF1dNA1IpGOKH/uzvzyIajYI9nPS5phHT795+iuKIcKmr\n0wULFS6RiLv6R1Ykk/7eb4dfl4vb4NzxRLXdP2aciCKgeHkFWlzWqteZVZ2ioPe/p6cHra2tgW5z\nLMMFTwkkSSpwgwSp1r2mk1vFudDFOZFIlNUy4wYa85TJZJDL5TynuQcZf2PGyp0WDoctLU1BjcPp\nNtjsOdZal8/nUVdXh3PPJbjllgiuukpGY6P1NqwWVnZCNi+u5gk5GiWIxwVMnToy9mQyi7o6/27Y\nI5UgRRHdnqIo3FJUJczuLRbawkQUxaLfwXI1Du3u7vadkj6e4ILHJVSkBFEV101LCLugYxojQ7uS\nBzG5UXHgp8AiHWcul/NlcaLjCVJoeHWnVULwlEq9z+fzkGUZAPCxj6nYsEHGv/xLFL/4Rcb280rd\nqdotrHbVdAE9dmQsFgAcKzgVRbRmjSiKBQ1FrcRsrbvPas3CEwRWx7/Ya61uTrwUcKTHkQueQrjg\nKQHr4qG/Bx13Y4e5UzoNkLZyAQVllQHcu9rMsUM0c0mSJIii6LvxZ1D7piiKEY/lpaVDkMfYPK7C\n1PbiWV/sGO64I4MVKxL4zW8kfPKTsqfPdyOKVFVFJpMxxl0swPNIcMNUE/ac2TVB9WvhK6e7xWqs\n4+36cLNPXm9OrETRRRddBFmWEY/HMWnSJPT19aG9vR3t7e04+uijC6omO6FU41AAuOmmm7Bx40bE\n43E8+OCDWLx4savPqARc8LgkyDYOVi4tu6DjUoGyQVZbdhvvwsYO0SrChBCj03klxmOFOWaIEP+t\nPIKy8LgVOez7WeJx4IEHMlizJoZNm0R8/etZy3o9fjEveuasE7sAz2KpwLVsbRgvBLmIllsUjTfB\nwx63oHB6Ph988EF0dnbi/vvvR3t7O/bu3YstW7ags7MTLS0teOyxxxx/ppPGoRs2bMDOnTuxY8cO\nbN68Gddffz02bdrkb2fLABc8DmAX3CCFBY1xYQNl9aBTvV+Vm5TnoC08buJd7LLW3LjsiuHGqmbX\nciIajSKVSvlq5eF34qLnmsY1eS2iaD7PJ56o4rXXkvjWtyI45ZQEvvGNLD75SRnlXDvME3mpSZi+\nx02wbjmtDeWw1FWDIBbUsSSKxiKV3l9CCKZPn47p06fjBz/4Ab7yla+g2UcHYSeNQ9evX48rrrgC\nALBs2TIMDAygt7cXU6dO9bUvQcMFjwPYC5aKFD+wMSQAMDw87LlTOjuuoFpVmONdWLcadQU5SR8P\nSoQ5df2xwb3mmCFqwi/nOKwwW3L8BpfbvaexEbj33iw++ck8vvjFKH71qxDuvjuLhQuD67FW7POd\nvtdJXIqXhdVNbZQg9uVIIwhRVCowt9op3EFTC/tx6NAhNDU1+dqGk8ahVq/p7Ozkgmes49VqQe9i\nWeFAi881NDT4DoIO+oslyzKGhoZKxg6VGlMQgsfKjeilr1YlBI/ZXUUtdtSSU+7U9iVLVPzpTyn8\nx3+EcNllMUydquGTn8zjkkvy8HGTVzHcxhNZxaSUqo0SRMIBZzRezx0NkDencPsVtNWm2oKH9Ur4\nwek+mOfGWjw/XPA4wGzh8eteYYUDe+fvFz+tKtgUaFmWQQhBPB533SWdJUgLD50UzXEvtGpxJe7m\n7fbHLHIA+LbYOR2D1bZFEbjmmjyuvDKPF18U8ZvfhPDtb0ewYoWMyy/P49xzFQRQ3LtqmBc+K+wW\nVVYQJZPJMR9kXe1F1S3Fzl06nYYkSZAkyZegrRVRVO1zoyhKIPOPk8ah5td0dnb6blhaDrjgcYBT\nwUO/jG4sD27iU5yM043gsbOSAEAmk/FdDt2v4KETHRs35Kd5aFBBhHSfvIicIGOt6FjsPksUgXPO\nUXDOOQoOHQKeeCKE738/jBtvFLB6tYwVKxQsX65g0qTxEc/CQkjxLuvDw8NGs1xzPBGviFw9zMfb\nDr9WvkqIomoLnv3792Py5Mm+t+Okcejq1auxbt06rF27Fps2bUJTU1PNubMALnhcY144abYSG5ND\n3T9OFuWgs76KbcvKEmE1Vto7LIjxuBVzVmMURRGiKKKhocHzBBLkxJNKpQoy09xYcvwKHq/vb2wE\nrrgijyuuyGPnToKnnpLw61+HcOONUbS3q1i+XMFZZyk44wwFzc3jTwBZ4XRRNS+utZTSXe1FNUjc\n7MtYEEXVPjfd3d1oaWnxvR0njUMvuOACbNiwAbNnz0YikcADDzzg+3PLAW8e6gAauEvp6+tDIpEw\nsqvYZpduTYipVAqEEMRiMd/jtGqQSQWZOX282FiDaiCqaRr6+/tLNv4sNUZZlpFOp9HQ0OBrPP39\n/WhsbHTlojMLMFXVWzlEIhFP5uJcLodsNot6tiulC+gxbWhoGNXny8tCK8vA3/4m4M9/lvDyyyI2\nbxYxfbougBYtUjBvnoq5c1WwpZSGh4cDqejtBkXRG4amUno/rWSSGM+zWQJCNBAy0tNLEIDGRg3N\nzfqjsbGwHUVQ+2AliMyuNKD0oup1HNU4F+UimUwaLXwqhdX5Mj8HvJ2/ajd2paniX/3qV6vy+bUI\nt/A4gLqK2AWGunz8NrsM2qXFZkbYVWV2sx0/EymdEKy2w4ocNsXdaoxBxgI52Y6dAKurq8PQ0BCi\n0ajnc+5nX6jwAoChoSGEw3rne3bRtcqIsQvcJYRAkghOOknFSSflcPPNIwLolVdE/Nd/SfjJTwTs\n3CmgtVXD/Pm6AJo5M4rFiwnmzIHvWCBFATo7CfbsEdDRQbBvn4B9+wj27SPYv58YzwcGCGIxvZdW\nPK732YrHgXhcQzSq9+DSNL2xqKbp2x0cJDh4kKC/nyCVAk44QcUppyi44YYsArD0G8eXXttegqz9\nFG3k96r+KeX6pMe4WDyY3fmjMTQ0+6zSopRXWR4NFzwOGRoaMhZlTdMQjUYDUe5BpLkDI3cqsiwj\nk8kY6eOxWMz14lxMqLiFXeDthFglWjqU2o6dAKurqyuoYhvEpOVmX6wCtQEYliqaCWY1LivLQ7GJ\nmv5cuJBg8eKRyVtRCHbtEvD//p+At98W8Mc/xvC974XQ2Slg+nQV7e0a2ttVtLVpxvP2dg1tbSoS\nCV2E7N5N8PbbInbvJti9W8CePQJ27xbQ1UUwaZKGY45RMX26hilT9PctWqQ/p4/mZg0+7iswNAQ8\n/HAIt9wSxf79BOvWDVdsASrlfrFbVEsVbaSwC+pYtvRU2wVkRSkxC9ifPyps2RCBSgbJ9/T0YP78\n+YFtbzzABY9DmpqajItWluVAiw963Za59QR1sQSV5h7UHWQ2mzUsZF6EWLkEj53IKSbAgojBKQUN\n1KbHzRyozbpXS32Wm4W2WCHA9naCo44ScMEFej+vcDiMXE5ER4eEzk6Cri4RnZ0Ef/qTiGefjWB4\n2H4/43ENixYpWLVKxoIFCqZO1dDUpCGRAEIhDeEwEA6PPA+FdBeVPlYgnwdyOf2RzxPkckA2C/T1\nEfT16VYd+vjwQwHbtwvYtUtAW5uGW27J4nOfc3b8KoXTRdXsPqPzRjabLRpkPRYK/41la5Xd+VMU\nxXB9FxO1fi19dvBO6aPhgsch7EIXdLVlN9uy66BdV1dnxLoE4QP3s7Cz7j/63E9LhyBdbOzYnIoc\nq7H4GYPV+62KJzpNufczFsD5QstOyrIsQxBkhEJZ9PSE8dprEWzeHEZHh4jZsxWccIL+aG/X0NQE\naJrulhp5AAMDBBs3SsbfkkldwFBBQ8VMLgfIMoEoalAUgnB4RAixAmnixJGYHfo4/ngZ/+t/qZgz\nRwUNk9M0DclkWQ5p2bBa6KjFjvaqszpXrJvTLsi6FtK52ViZ8QI7X3mxFNllDgL2ogjQ6xjFYjH0\n9vbWZGp4NeGCxyHsFzGolgl0u8UWUGoWZQWEXffxIK0yboWYuW8VFWKAHv/iJ8U9iMBS2tKBBna7\nETnmsQR1jJ1UiC41hiDHY/dZ7GTd1UXwwgsitmyJ45VXJPT1EZxxhozTT5fxuc+lMG+eDFEcbdq3\nsjxYWR/s0DQ9vkiSCoOPOSP4jSdyE/tVDmEy3sSO2xs0r5Y+VhTt3r0bK1asQH19PaLRKD7zmc/g\nqKOOQnt7O6ZPn45TTz0Vs2bNcr0/fX19uOyyy/DBBx9gxowZ+M///E/LCs4zZsww5tVQKIQtW7a4\n/qxywgWPQ8zCohyBxvQz6CRUKn3cTKUbiJoXbEmSRjU6DSrF3W1MEb2zZft+EUIQjUZ9d2/3A52c\nBgcHXYmcarJjB8ETT4Tw+OMS9u4lOPXUHM46S8F11+Uxf76KEaMdATA6itluki6V3m1ecHWxU5vH\nqBp4sXiWcnPS7bqJ/QoiHqUW43f8UC6LVanjevzxx6O3txe9vb343Oc+h8985jPo7OxEZ2cntm7d\ninA47Enw3HXXXVi5ciW+/OUv4+6778Zdd92Fu+66y3J8L774IiaWo4NxAHDB44Ega+fQCYJOKKyr\nJRQKearxEnSwMYtVN/dShRXLHXBMMQdF07sMeseRTCbLdlyKYRaGAHyJnHJbdYARkfPEExL27ydY\nvVrGd7+bxamnKshk3KUPO1n8nFoexnpl5LGAn9gvr0Ubx6PgqVYLE1EUMWXKFIiiiH/8x38MZJvr\n16/HSy+9BAC44oorcPbZZ1sKHqC247G44HGI2aUVhCWF9a+zWWBeU93pBBLE5MHuo1WmkNMFOyhr\nmN0ibyVy7IKigxAKTrdh566SJAkDAwNVq81RjHwe+P3vJfzkJ2F0dxNcdJGMe+7RRY6fDCknuF1k\n2QW21CI7XqsiV0sk+HG92Fn16HtYa+xYPmfVXvT37dsXSJVlCtv5fOrUqejt7bV8HSEE5557LkRR\nxOIZm+IAACAASURBVLXXXourr746sDEEARc8DrGKlfEy4bCxLrIsG9abaDRaUDDQzzj9ftnYYMdD\nhw5ZZgo5Jai0e1Y42YmcUkHR5RY8bmJy/CxWQVt4UingV78K4Uc/CuPoo1XcdlsW55xjL3IqYWGy\n+kzAfYA1e1PBxqcAei2tSsWnHGm4serRc0TPmdNaUqxArrVzVk0LD6BnaLmtwbNy5Ur09PSM+vt3\nvvOdgt+LndtXXnkFra2t2L9/P1auXIm5c+fizDPPdDWOcsIFjwfoF81p3ypz+jgN6KWNOZMBpox4\nbSBqjhuiC3IikXAtcliCXBy9iBzzWIKyzFG8Bh4HhR9r4/Aw8JOfhPGzn4WwbJmC++9P45RTgokB\nqwbsRFwsaFdRFKNWldPaROPZUlQt2OOoKAoIIaOSG4q5Ou0qIdeCq7PaLrq9e/e6Tkl/7rnnbP83\ndepU9PT0oKWlBd3d3ZgyZYrl6+hnTp48Gf/wD/+ALVu2cMEzFmHdRUBpYWEV6xKJRAoCetltVzLY\nmKJp9hWFVVVFJpNByGcpXT+Ch7Xk0NpHNOjYT3q7H+i5ymazxrjcihy/bkd2P7zuz7ZtAj7zmRgW\nLlSwYUMaxx03doWOG9hF0OraLhafYq5NZLe4VsrqUO1FNUjs9sWPq7OaIrba58aLhacYq1evxi9/\n+Uvceuut+OUvf4mLL7541GtSqRQURUF9fT2SySSeffZZ3H777YGNIQi44PGI+c6a3nk4SR+32lYQ\nbh+rcZlhRY65ojAbHB10dpVT2MBt6vILh8PG5OTH7edH8NAFjxYDpOfXSsCWcxwUepwymYxhPney\n6Goa8LOfhXD33WHcfXcWH/+47Gsc4w2vrjOzpYhuq5asDuMRP/FEdiK2WPyX03NWbZdWb28vTjjh\nhMC296//+q/4+Mc/jv/4j//AjMNp6YBuSbr66qvx1FNPoaenxwiSlmUZl19+Oc4777zAxhAEXPC4\ngF2oCCGGwPHaKZ0SdF0fs+Axx7w4CY4OKjDbyXbMIoemt1OXHwCk0+mKBRxTzPFWkiQhFApBVVXP\nzT/9QM8jrSckSRIkSRoV22S36CqKgCuvrMfevQKeey6JWbM06KnkHDc4dZ3ZZTAFZXWothUhSMop\nENzGE7kp2mh3k1HtcxO0hWfixIl4/vnnR/192rRpeOqppwAAM2fOxN/+9rfAPrMccMHjAnohy7Js\nFLKjMTlu0setthtk5WZ6p+k0e8luTF4Ds622Y8auUCErcszb8XuMnAgeO/FFLTm023m5x8GOh7XI\n0WssFoshGo0ax5BOuLTvl9ntpWka/v3fI0gmgfXrDyIU0pBM1oZrZjzixBXjJovJShjR14wHqi0Q\nvIjYYpY9el4URalKUHzQgme8wAWPCzKZDIaHhyEIgvEI4k4/qLo+5sBjL4G9lKC/lOwdk1ORYx5P\nuSw8rMhxOy6vFNsXO7cj7ZGWTCaRzWYhy7JxnuhPO1G4a5eAn/wkhhdeGEJ9faTgLrSUa8Yshuh1\nVo7Yh0pQCyLBjdWhVG2iVCpVVLiOhfNTC+ekFKVELDByzlKplNFDq9xFG60YGhpCY2Ojr22MR7jg\ncUE4HDa6VOfzeaTT6UC2S90+Xu5yzJaSIBuIes34YqFf8KGhIdtqzE4IWvB4FTlBjcMMnRhpMDQV\nOfX19UY2EX2EQiFjMqV/YxvaUjHOCpKvfjWOm2/O4OijVWiavTBiXbFWViL6PurKrZUAXrfU2nis\nKLXA0rR6SZJGBey6rU1UC8ejFsbgF/ZY2pWjALzVk3Lq7mTDLjiFcMHjAjqxAMG3cXDj92VToWmW\nEF2sNW2kiGEQ4/KyuFtVFg6FQqivr/f8JQxCaAAwjo9drFAlxsG6I8wtRMwih1p76Puc3GGaJ1BV\nVdHVRbBsWQqZTN5y4QNgbLeYq4SdzOn3wYuVyOnkzbGHHregahOVOkflpNourSApNj+UcpvR93tx\nd+7atQvvvvsuWltbfd2kjme44PGIH6uMFaUWUqsu6VYZYKzZNIgxORV1xerRDA0N+arlQ8fiZb/o\n5J7NZo3A8FAo5NldFYTg0TQN2WwWqVQKAAzRRa02ZpHjZpx0ATRPeK2tAoaH69DQMCJEzKKIPoBC\nKxGFChmKXWah+VyzAs9pmrfV4sspRNNKB/qyYsVLQ9FSbpigROt4Ezx+jocbdyd7jjo7O/HQQw+h\nq6sL77//PmKxmNE0dPr06bjjjjvQ3t7uejyPPPIIvv71r2P79u147bXXsGTJEsvXPf3007j55puh\nKAquuuoq3Hrrra4/q9xwweMC8yTuxipTCiv3kbmlg5N6L+zi4ndcpWKLnBbdC9odVQpzrBCNZUok\nEkZbh0qnjLLnkrr26urqjGNMFxkAgSwgZlpbNbz7roDzz1eLiih2IqXB+WYLEz2+Tq1E7LVodnOx\n3yG7u1luJSovpSyHZjdM0LWJxkL8jhsqId6shOzKlSuxcuVKvP7663j88cdx1113obOzEx0dHejo\n6PAcb3riiSfi8ccfx7XXXmv7GkVRcOONN+L5559HW1sbTj75ZKxevRrz5s3z9JnlggseF5gvYipS\nglg8aXYVIWRULR83ae5BCjErkeGlsnAlBI+dyDEHbJfjmNhh1YMsHo8jk8kYQocGHpd70b722jwu\nvjiK009XcfLJxes00WOoaZqRgciKGvOiRx/ptIbubqCvjyCVIkilBKTTIpJJ/XkySQ4/JxgeJod/\nh/F3+hgeJtA0QBAAejj055rxN3pK2b/Rv9fVaWhs1DBhgoamJg2NjcCECTj8XENDA0EioaKlRUBj\no4bJkzXUYGuzklTKKuLWDePUdTaWgqrdUG1rVXd3N6ZNm4Z4PI5jjz0Wxx57rK/tzZ07t+RrtmzZ\ngtmzZ2PGjBkAgLVr1+IPf/gDFzxjHXbBc+PysYPezVKXFSHEUy0flqCEGN2OU3eaHUHHvbALr9t2\nE37HUur9VBDSAoV0PKy7ShTFgvR2NuuPLgTmwGO/LF6s4ac/zeKyyyJ4/vkMZs4sbI9Bg5CpJZGW\nLyBEFyU9PQQ9PQTd3WTU895e/XkqBbS0aJg4UUNdHRCPq0gkNMTjGhIJ9fDvKiZP1p/X1WHUI5HQ\nkEjowkXTAFXVf7LP9a8cMX4CBIqiHf4JDA5q6O8HBgaAgQGC/n7g0CGC994TMDgoYGAghEOHwoef\nC+jvJ5g2TcXs2Rpmz1YLHu3tGgK4nxn3eHGdmd2otMWOn9pEtUC1BU9vb2/FU9K7urowffp04/f2\n9nZs3ry5omNwAhc8LmEXPK/p5PTOni1YKAiCEVtSSSuEHYqiGO6MbDbrq0dUEMLQj8gxbyeo4Gc6\nJiurVywWK8ieYd1V4XDY6BlknvjZjCs2RowVQWZh5PR8rFql4itfyWP16gh+9KMszjgji0wmj927\nNezeHcGePfXo7ZUMQUMfuZwuZFpbNbS0jDzmzlUL/j5x4ohFxhpy+CEU7LddTJHVQjey4BWvQUPj\nW0YsnioEQYOq5o3rmp6fbFbFBx8IeP99Ebt2Sdi2TcITT0h4/30RAwMCZsxQMXeugnPPVXD++Qom\nT64NF0y1F1a32LnOaG+zeDzuKVjXLIzoZ1WLap+Xnp4enHjiia7eY9c49I477sCFF15Y8v1j5Trk\ngscHbjK1qMhha6uwBQvpAh5kPJBbzC4YGvzqJ7uKjsdP6wwqcgDg0KFDvusL+bXwADCsctlstsDq\nRQv/sQG+xe5MCbEOMqZY3RFTQWQlDKyEESEE6TTBjh0EdXUyolEBH/tYDEAMADB9uorjjtMwZ46K\nadM0nHiiaoiY1lbdJRT0fOZkv61EkaIoBS4TqxR8oPBmhH4X2O0AI5aIUIjghBMIjj9eAyEaVDUL\nTdNbdgwOqti9W8S2bSI2bAjjK1+JY84cGeedl8P55+cxf74KQRhbFohaxOmxKxZgXSreq1JutFoQ\nPG4tPMUahzqhra0NHR0dxu8dHR2eAqTLDRc8LmEv5FILOV2oqUWCLSBnnuiDsIKw2/IbZyJJEmRZ\nRjqdrorFycqSQwhBXV2dr4amfgQPjW8BgMHBQaMhLB0Pa8mhnxXEsXMSO6GLARX79wPvvqu7b957\nT8COHSJ27JBw4ICIGTNkzJ6tYNWqLG64IYc//SmEjRslXHyxgn/91zyamnwNNVBKBdIC9in4VtYx\nYETwCMJIRWo2uNq8bQBoapKwZAnB0qXAZz6jZ/q9/LKAp5+W8KlPxdDcrOLBBwfR0pItaYEYrzEr\nfnEjENxcF2bRXKnaRPQaqxY0hqcc2M2dJ510Enbs2IE9e/Zg2rRp+N3vfoeHH364LGPwAxc8LjEL\nHnMPLPNCXUzksHh1j9ltq5h4KiZy2P0Lyv3jdDul3FWHDh2q2FjMY6KVjekxopa5cogcp3R3E/zl\nLyJefVXAm2/qAkfTgOOOUzF7toJZs/JYvjyNOXMUzJxJEA6LBYvAxz+uoqcHuOuuOsybF8XKlTlc\nckkWf/d3CiIRb26zSlLMSkTPC2s5paKZ/o9+d62sROz+FlqFVJx9NnD22TnceSewbl0UF1wwAQ8/\nnMTChSMiy2mKt584lWpbEoIi6P1wepNgF2DNiiIvtYmqfV6SyWSgVZYff/xx3HTTTThw4AD+/u//\nHosXL8bGjRsLGodKkoR169bhox/9KBRFwZVXXllzAcsAQLSgVtkjBBrbAugdYZPJJBoaGoyJlV2o\n3aQ/q6qKQ4cOYcKECb7HmMlkoCgKEolEwbjNIiccDhcNjFYUBYODg77HlM/nkUqlLL+EVq4+ajUx\nT1qDg4OIRqMI+0ipSSaTEEWxaNd1K+EViUQgSZIhvMyuI7qYlmuiU1XgnXcINm3SBc6mTQIGBwlO\nPVXBaaepWLpUwXHHKWhszCGf13trhUIhy+Notb+9vcBjjwn4z/8MYfduARdemMWaNRksXZqDpqkF\nk76d26wWFl8aT8XWXCp2DKxiqMyuNKvFDhi5+bnvvgjuuy+CrVsPjdq2WUTRu3+rFG+3i20ymUQs\nFquqNSEIaEPcYt/JSmMliMznCrB2neVyuZJzaznHvWrVKvz5z3+uie9jrcEtPC6hFxGNpVAUBf39\n/cbE6iWuhG6Xnez8IAiCUYWZTv5eUtzZGjF+Y3hYXW0lcpxYwYKwONltw866RBcUdkGMRqPGc2op\nKBZgbLVYliKTAd54QzgsbkRs3ixgwgQNp52m4swzFXzpS3kce6wGTVNMbR5GKke7cRO0tAA33KDh\nhhty2L2b4JFHRNxySyPSaeDCCxWceqqMZctkTJ48OrjaKp7GThSVA/bcWWWZldp3N7FEZlEkyyqe\nfDKBq69Ojeovxu4zayVira/0WJmbvjqxEgFANpsN3CVTaaptEbGilOuMjQ+zEkM0C9PKeuekNpFX\n8vl8VYTWWIFbeFwiyzIGBgaM/kv5fB6NjY2BlPLu7+83enV5gU6MmUymIDDaz91GX18fJkyY4OsL\npKoqBgYGUF9fP0rkhMNhx8fOiXWmFOl0GpqmGRkhdtYlVuRQSi0iVgHGdplHZmHQ3y9i82YJmzaJ\n+MtfBLz1loB581Scdpr+OPVUBS0tI8fTnEZOrRhBTnSaBmzbRvDssyL+8hdddDU3azj1VBWnnaZb\nlo49VjucQu48nqZYCr7zsY2cO7ZNSKUm+4MHgd/+VsKDD0qYMEHDk0+mQIj1Oadi0LzgAYWLXbGp\nmL73S1+KIZcD5s1TMXNmCgsWCJg0SQXgzUpUC1Bh4MdyW0sMDw8b1vVSliIg2LYeHR0duP322/HI\nI4+UZd/GOtzC4xK6KNLml/39/YFNHHSRdSN42FgFGlBLJ/3GxsZArEU0Y8st7KIE6F2dnVhy7AjC\nwgPorrpkMmnbpJOOm36mG0uJ0wBjVVXR3a1h/fowHnssjHfeEbFkSR6nnJLBl76Ux9KlCurrC8VA\nNqsUWDGom61cCxchwMKFGhYulAHIBW61P/9ZxL33hjA4SLBsmYoFC1TMmaNizhy9lo05ANrKUkLd\nw/R3O7cZezfMij167uLxeNkXb00DuroI3nxTwKOPinjuORHnn6/g3ntzOPNMFYIgAnCeaec0BR8o\ntCpfemkGW7eKeOcdAX/4Qx3efTcEQQDmzVMwb56KefMUzJ+vp9E3NRVaIJzEElXDSlTtIN8gYecn\n9vi5qU3kJ+bLS4bWkQS38HiAFowD9DTpRCJhmKT9MDQ0hEgkUvJOx0rksNYSTdMCiwdyu3927qp0\nOu3bUsRaZ9zAHi967mhNIVbk0K9COSf6vj5g/XoRjzwi4c03BaxapeDSS2V85CMqQqHCYEpWELBf\n02q5jqzQA6cFvP22gB07CHbuFLBzJ0EsBsyZoxfzo0JozhwVRx2lwer0WU385geFEGLEU5Vj3xUF\n2LGDYOtWAdu2CcZPQQAWLlSxapWCyy6TEcDXC0DpfTe7lalA0C16AvbtE/DOOyK2b9eF0DvvSNi+\nXURjo3pYCOliaO5cBXPnqkgkCtt5+I0l8ksmk4Eoir6yL2sFVVWRTqcL4if9wJ6LYufpm9/8Jv72\nt79hwoQJyGQyuPTSSzF9+nQcddRROOqoo9DkMQXTaR+tGTNmGDeyoVAIW7Zs8bPbZYMLHg/kcjlj\nAXIqUpwwPDxs3LmbKSVyzKbx/v5+3wID0AOFY7FY0cnITuSw7qr+/n7Plh2KVTB2sTFZHS9CCGRZ\nLihyBozcRZdDLAwNAU89JeLRRyW88oqAj3xEwSWX6EXsYrHR46ZFKak/nrqs6ALl1nVkFkeVsIb0\n9Oh1f3bsGBFCO3YQdHYSiCIwaZLe0mHyZBz+WfhoblYRi+UhCHmEQgoSCQl1dSHouts+rsa874pC\nkM8Lhx8iMhmC/fv16tC9vSOVont7YTzfv5+grU3DwoUqFi7UrVcLF6pobS3rYbM4jpoRhE2/V1To\nFTvv+nVC0NUlYvt26bAQ0h87d4pobdXFz4gYUjBzpl6fif0esNebnVuGtTB4tRKl02mEQqFAbhqr\nDa3N5famzA+apqGrqwu7du3CM888g+7ubjQ3N+PDDz/Ehx9+CEEQsG3bNk/b3r59OwRBwLXXXovv\nfe97toLnmGOOwRtvvIGJEyf62ZWyM/avsCrAulaoyycIzNtiFz920aYp0XYTCZ1kvLqiio3JPDan\ngcfmwGUvOHFp0QnHfLzo51MhMTg4aEzMoigGLgrSaeDZZ0U8+qiI558XcfrpKi65RMb99ytoaCh8\nLRVnrKuGFjI0m/rpeN0E2bopVBhEICUherPS1lYNZ51VeO1oGpBMAvv3E+ah/97RQfD668C+fQT7\n94tIpSLIZglyOYJsVg/k1jQgEmEfGiIR/TMzGSCbxeH36L8D+uvCYQ3hsIZoVMOkSRqmTlUPPzSc\ncIKGlSuBlhagtRWYOlV/T7Wgbjt6DYdCIdTX1xd1+5jPu6ZpOOooFe3tGXzkIyMWMlUV8MEHocNC\nSML69WHcfbeIzk69ovS8eQrmzpVx4okKzjwzX2CNo9ccK4asrERO+2eNiLPaC1r2SjX2hRCC9vZ2\ntLe346WXXsJ1112Hc845J5BtO+mjRRkLthMueDzAXtBBCx5W4LC9tUqJHKttBXEBsiKDFTl0bE5j\ncoKIv7HbhlXKvV0nckmSjK7BfkSB3XnYvFnAz38uYeNGEQsXqrj0Uhk/+EEOzc2Fr2Pv3s3n2U88\nA7uYWGG1MLL7T6/lUhYir5M6IbRvloZjjhk5N/Q4mC1aZhQFhvih4iab1YVQNDoibiIR/XfWaGB2\nDdgFGOdyAvJ5eytZORY0VozLsuwq0wxwV5Dv+ON1YaNpI+c8lVKxY4eId98N4d13Q/jJTyK45poE\nzjxTxgUX5HD++TKamwsrV1shimJBXJmVlch8vAEYDXWtYorodsYC1RZv1YrhIYTg3HPPhSiKuPba\na3H11VdXfAxO4ILHJ4IwuvigW1ghQVPd2UBar+MKSogpioJUKjXKauLGBB204LErnsg26bRr7UB/\nBikK9uyR8M1vxvHXv4q48cY8vvWtnKULhLXkADD6pwWR5ecEJ4IIwChBYJd1ZCcGS036rMgpZtEy\nI4pAPA7G8uD8mnIaRFrsvJvdZnbuQyeYLXs0/qFcQdjFrIN1dbpr8bTTNKiqAlXN4+BBDc8+K2HD\nhjD+9/+O44QT8jj//AxWrcphxozR3yv2Jstu7rGyEqXTaSMkgH733FqJakUQVVvweKmy7LePFgC8\n8soraG1txf79+7Fy5UrMnTsXZ555pqtxVAIueDzAXtDUdeQWK5cQnYyCqJLpR2BYxb/QzDSvqc9B\nCB46rsH/396Zh0dR5nn8W92d7lxASCCQO+EKhwenxwAiwwCiooiKgEpwgAi7Iw8zLquuO+M4O4LL\n4T3u7MilcojCQhQhilwDHpzjgYzIkU46CSESQo7O2VW1f7RvUV2p6q7qru6qhPfzPHmSdJLqt95U\nve+3fmdtrSAKicgB1PevUjNWNVYSnudx6RKPZcvseP99OxYsaMCrr7rhcHivh7q6qxsgGTvP8z59\nt8yyUBPEgkAvUSDelMQVju12e0TFnhqCcRlqtZCJrTkAdLHs6YH0uk9JAfLygLw8Fo2NLPbutWDH\njljceWcnpKTwuPPOFkya1IyBAz3gefWFGoGr2WPkfhWvDWqtRNKAbqVYokhaiYwWPA0NDegs9ZkH\nINQ+WgCQ8vPTXffu3XHffffhyJEjVPB0FKQuLbUbeaC4F5ZlUVdXp8sYtVp4lIJ8o6OjhSDfUAhW\nGIqDNkmquLhJp3jRJO8T7gWHYbxxJX/9qw0vvRSF++7z4PjxJiQnWwB43WVkLslGKN7siNsykJXA\nbGKIoEUUkEwzIvbExyCvK527Gc9fixiWiiLpHJCHHMBb3yvcbrNQiIkB7rqLw113cWDZVnz1lQUf\nfWTD7NkO8Dxw993szwUqWVit/qtXiyHWPXJvkPMWW3ekiB+6pLFEYhFkhJWIWD+NINwxNErHb2jw\nFt3s1KkT3G43Pv30Uzz33HNhHUuwUMETIoGEhZbg3mBFgRxqLCpKIkdsyRGX6Q8FLcJQHLRJ4hmI\nu6O2thaAd4MQL3qR2iB4Hti61YrnnovCwIEcPvmkCf37X41xksZhKFly5J5UA1lJIhFLohdiV43N\nZkNMTIwwD9IgVzVWEiWLkdmQunhYlhVEH4lPstlsbUSRUgyZkiAm72UEViswciSHkSM5LF3aiu+/\nZ7BjhxVPP21HaSmDSZO84ueXv7yahSheZ6Qih5y/nMtUyUpE5k8KeS0UK5Hce6udcyMtPOGosqym\nj1ZFRQWmTp0KwLsuP/zww5gwYYJuY9ATmpYeBN7Axhbha2kKONn4pA1EA1UVljtWsDQ3ezs7x8fH\nt3kPtentwNV+YaG62QKllJM5lVbOJcGr5Am5qanJr+sgnFaCL7+04JlnotDSwmDJkhbcfvtVoaKU\nRh4sSlaCQG6jYGJJ9EAaj0I2NbKxBXM8f1YCf3FERgtCcTA6AOE6VjsPSjFk4g/AnIKwpMQrfj76\nyIqvv7Zg/PhW/OEPtUhO9gjzoKa3m9J5SwWhnCiSHksO8fz4sxKJ35P8rpzLjByvsbERDofDEDdt\nSUkJ/vSnP2Hz5s0Rf+/2ArXwhAi54FmW9VnoxL2Y1F785FgcF3o6udjCo8aSo+Y4eo2HIBWGROTE\nxcX5iByCxWJpU7JduigGiqWQW6TU8MEHVjz1lB1//nMLHnrIA55n0dDQIrgi1AbdapkvNa4TqctE\nWrlYSRToJQjkgrD1iEdR4zYLJo4oXIJQfC1znLZ+XlIC/e/J+/mLI1KyEEotR3qTkcEhP78Vs2e3\n4OJFD9at64Rx4xLx4ostmD6dg5q3JP97JZQshGQNJj9XevgJZCUiv2OxWNpYiaRiiFijxccS9zeL\nZCxRRUWFEEtDkYcKniAgF7L4Yq+trRU27GAbiJJj6yF4iAiTy67Smt6uh5tNvFgEatKpJiZH/LqW\nTthKDS+VNgSGYXD8uAVPPmlHQYEb/fs3w+2+mpKvp8jRglZBJCcKgOAEIbnuxb28gt3cg0WNIFIj\nCP2JwUCCWPwgQQR7uNt9ENQKQjVuMyVhpOWBQM6qlZUVjeefZzBlSjPy8x0oKODw6qst6NEj9HPX\nIgiVLEXi8xYfV3zOSrFEPM+3iSXiOA5NTU2w2+1t4tjEx1ESQ6FapWlbicBQwRMkDQ0NQkl04rKK\nkZbNDQLi1w4WcQsFcoOFkl1FCMU3Lb7xr1y5IityiGsI0C8mR4uVQM5szvM8KiqseOihJCxbVo3e\nvVvAcVafuByj3CaBUCuIlCxkck/JAISnaKnL0WxoEYRKokAqiMXHI/cZufeNEr5KaLGSqBXEUmEE\nXJ0HlmWFWC3pWjNkCI9Dh5qwZEkUbrklBitXtmDqVFZ2XHqfv1pBLF6j5M5fKkbI+YvvI2nGmZx7\nUY2VSCqG1FqJLly4gLS0NB1nseNBY3iCpKGhQbgA3W43LBaLLoInmI7gcjVp7HY76urqdIkHCqaL\nOxEw4kBFjuPQuXNnH5FDLj8ziQfytFpT04L77kvEXXe14sknm2UXyUAuI7OcUzCQDZBsaOIF91o4\nfzkxKJdtFshK1l5RsowQUUCwWCzCg18gt9nRoxbk59txww0cVq5sQbdukT4r9cgFN8tZicQCR1y1\nHfCfiCK+f8jvkuNJxbj4NfJe5PfXr1+P2NhYfPPNNxg9ejQefPDBDtGmIxxQwRMkZPEDgm9qKYfa\nYymJHLE5/fLly7oIHrUNROVEjtgKUFNTg5iYmDauBDMgddPYbFGYP78zrFYGa9a0yMYeaDWbtxdB\nQOJyWlpaBNedXNBtsOcf7jgSvSDXszggXXyP+QuulTt/pbloD0hjlMg8kIcXJWEg5zZrbrZgyZIY\nfPCBDa+80oLJk/XJTI0U5IGIxOqI+5tJrwVA2UokdZ3JISeGpA+My5Ytw48//ohTp06hpqYGnrFh\nSAAAIABJREFUVVVV6NmzJzIzMzF9+nT85je/0XyOixcvxo4dO2C329G7d2+sXbtWNnGlsLAQixYt\nAsuymDt3Lp566inN7xVJqOAJEhIPAChnRAWDv2wmNSJHzJUrV0Kq1kzw10BULiCaNFMV35hkkRAv\nikoug0gJArKIi9PISdrw8uVR+PhjKwoLm9s0+NRyfC0bopEWAiL4SGPcqKiogFmFgZDbAKSbohkF\ngVjwWSzBZ5vJnb+/DVHp/2+UKJKLUfK33sj9vb974KuvbFi0qAuGD2/FsmX16NTJvPWoxA9zLMuq\nuj+U3MbSBwW5WB7AV+yosRJNnToV27dvR0xMDMrKylBSUoJOnTphyJAhms939+7dGDduHCwWC55+\n+mkAwIsvvujzOyzLIjc3F5999hnS0tIwYsQIbNq0CQMGDND8fpGC2r10gGzseh1LXPdGqYWCmkVH\nbG4NBbkbTmzJAdo26ZTG5Mi5/PwFFYtdJnoKIvHCJa6NIi3n/8YbUfjss6agxQ45by1xFHLnH04L\niZzg0zP4WEscjdIcSK2Bcv9/PcbK87ywsXMcp0vLj3DEUUVCEIjFL4CgY5QCnf/48cDhw82YOtWB\nwsI4TJ/eLNyf/u4Bue/DBXlQE1us1bb+EP9vtASXy1nJpKLo8OHDiIqKQmZmJkpKSrB27VqcO3dO\n2Buys7ORnZ0d9HmPHz9e+Prmm2/G1q1b2/zOkSNH0KdPH+F9pk+fjoKCAip4OiLiC15vwcOyLBob\nG4MSOdJj6TEuImLE4ovneb9NOtVsRmoCC9UKIn+bgdQ1QYKm/S1cPXrwQrftcBGMIPBXoE7NZiDn\npgln/yZ/aDl/ucBiJQuJVBAqnZd0LqKioiKWZQUEl2moRhAEI4qlDwKRyryLj2dwyy08Kittsh3q\n5e4Btdl2wVrJ5Kw54WqBouWhSDwP//d//4cvvvgCZWVlqK+vR2pqKvr164f8/HyMGTMGeXl5uo1x\nzZo1mDFjRpvXy8rKkJGRIXyfnp6Ow4cP6/a+4YAKniCREzxk8QkGqSWH47igRI50jKFaeEil2JaW\nFqHJXzj6V8mhhyCSHis6OloILPRHRgaP0lILbrghvNkk/ghGECltBuKYExJ3QLL3zEqg8wfUZdpJ\nN0DgqkuaPLWT2DKzoeYeUCuK5USBeHPXasHQi5QUHmfOyL9fqKJYi5UsFGtOuBCfP8/zOHXqFFav\nXo2TJ08iPz8fs2bNgsPhQElJifChVNxVipqmoS+88ALsdjtmzpwpO7b2BhU8OiDeULRcBHLuqpiY\nGNTX1+tyowVr4SE3PkltJ2XaxUX/wiVytCDdDMiCJw64tdlsPj8n8RmBLETp6VEoKYn4KWki0GYg\njr8g50oCz8km589lFG53gR6oFcXk/97c3Cz8HdnkSAyePwuBWdEqisWWWvHaQM6TZKGptZLpQUoK\nj7//Pfi6ZVpFsZyVjEDuEWLZIg8IRl4DTU1N2L59O9avX4/u3btjwYIFePPNN33OuX///ujfv7+m\n4wZqGrpu3Trs3LkTe/bskf15WloaXC6X8L3L5UJ6erqmMUQaKniCRHoDiG8Of4ifIsQdv+X6voR6\nk5ExqUE6LmLSttlsaGlpQVNTExobG9tsCmZAXO2XuNri4uICLlT+FsLkZAbnzjGoq3NHNH4iVKTZ\nNMRdJeeaCNZlFI4YmnAg56aR3muBzt/oGJJQkf6PSLyW2NoJ+G/lEe44otRUHuXl4ZtDOVEsteaQ\nlhda74Ng3WaB4HkeRUVFWLNmDQ4ePIgpU6Zg48aN6Nmzp27v4Y/CwkIsX74cBw4cUCyRMnz4cJw5\ncwZOpxOpqanYvHkzNm3aFJHxBQsVPCEgdhkRk6MccmIiOjpasWibHq4oMiZx1WK14yIbAnkyJpYS\nqak4kGUgnBsBseSEUu3Xn3WgTx8rdu2yIjaWlxVEkdgI1CK3sauJRVFrHfAXWA2YL8tIbNkK5JrQ\nEkPhz22odA0YLYjEFk/Af+sPo9p4pKTwuHAhsveJltgcf/eBVBQGiiUKhMfjwa5du7Bu3TpERUUh\nPz8fy5cvj7jr+YknnkBLS4sQvHzrrbfizTff9GkaarPZ8MYbb2DixIlgWRZz5swxdcAyQNPSQ4Js\ntgBQX18vbDSAvJhQW5nWXxq4FohlpnPnzsJrJBtFnKUk3hzFGxmgXBBQKcMmUDBlKGJAbL0gc0rS\nyPXeVE6dYjBpUjTWr2/G6NHKKaFyT8SREERi95x4Y4905eNA14B4DuTmQi9BJN7YiZVPTaPKUJFz\nGUnnAYi8dUAqgJWaA+v1fv4sRIFE4U8/WZCbG4srVxoRjktXLjZH7/sk0DUg5yYsLi7GmTNnkJGR\ngdjYWGzduhWFhYUYP3488vPzkZWVZWrrYXuECp4QEBcfbGhoAOBd2IIROWKk4imU8bndbnTu3Dlg\nJ3I1IkcLSumWUjHg76mYWLrEqdNaa4GEwt69Fjz2mAMrV7bggQe0By+HQxBJiwKSa8ws7kUpWoKK\nlSwDSv/nSG/swaBkHfAnCrXMgRg5N43dbjd8LvyJwh9+YJCXl4BJk5rwhz+4dRPGctacUOtKhYLc\nNbB//3688sorKCsrg8vlgs1mQ+/evZGdnY3MzEz88Y9/RPfu3Q0Zb0eFurRCRLzIcBwn1KwI5QlC\nS+yNEuSGJ/2rpI1NxYsPeU89F0Y1roJAZnLpsUjvrUht7r/8JYePPmrCAw84UFbGYOFCj6YnULUB\ntYFcZuT/Ql4T9ywyq9AhaJ0DuetAuvmJrxeLxQKHw2F4No0S4vtKzzkQCwGSWs9x+tQP0hsl12lh\noQWPP+7An//cgkceYcBxsQGFcaAHJDlrjhmuDfEcVFVVYcOGDdi2bRtuueUW/O///i9yc3Nx5coV\nlJSUoLi4GCUlJZraC1HUQS08IeB2u1FXVydUYfV4PD7uo2AJtlWF2OVD6s2QMVmtVp8nSsBc/auk\nLhoSNyQOJJSKpEi4SgCgtJTBlCkOjB3L4sUXWxGJvYS4HltbW8GyrI/Qi1QwqRmQZlmJi1mSnxsZ\nSxYJ5B4OSLkI8b0c6H4wCzwPvPKKDW+8YcOGDS245ZbAD3dqXEYEi8UiiGy1cUThhuM4HD16FKtW\nrUJpaSny8vLw0EMPqU4hp+gDFTwh4PF44PF4hKcst9st229EK1paVYhNty0tLUJRPSLCqqur4XA4\nhBveTFYBsnCRjV2Li0arq0RuE9SyAF65AsyY4UBiIo9Vq1pCqsDs75ykpfxJnJJSHJVRMUSRQOrO\nlHNZqXGd+rMKGL0RakEuTom4rALdD1LxIzcXkaCpCfjNb+w4dcqC999vRnp68NuP2JpD1g5pppU0\njiiQhUjveairq8PmzZuxefNmDBgwAPPnz8ewYcMMv+ays7OFB+GoqCgcOXLE0PFECip4QoAsQIA3\ntqK2thZdu3YN+bitra1obGxUtBZJRQ4x3Ur7V5ENg3Q3llv8lGIGwonYkgNA2NT1NMP7C6Yl7kIl\nQaQ0B83NQH6+HWVlDN57r1mXTs9S0UdiL4Lp3aR07PYkiKSWPrIgB+siDja43izWEakIDiZOSW4O\npN9HQgxcuOB9aMjI4PHXv7YgGONGsLE54jlQuh4ABFwX1cwBz/P4/vvvsWrVKpw8eRIzZszAo48+\nioSEBO0nHCZycnJw/PhxJCYmGj2UiEJjeEJAfPGT2AKygIZ6XKkOJQtfc3Ozj8jp3Lmzj8gRm/wZ\nhmkT+Cy3+JENRkkQ6bEJSp9Ow126PtTYEUBeEK1axeLPf3Zg8OAYTJvmQX6+B/37a39mkHta1zv2\nQq8YokgIIrHoA/ynT2tBKX6EIHc/hNq+Qw+k1otg+1kBxrfwAIDjxy2YOdOOX//ag3//d22xcEBo\nPa3UzAGZh0CxVNL/fW1tLb799ltkZmYiOTkZO3fuxIYNG9CzZ0/Mnz8fo0ePNo1FXcq1aOugFp4Q\nIHEWhOrqanTp0iXkC5zjONTU1CAhIaFNJ3K73S64qORicsSfgyHYJ2K5hY9s6iSgkgROmymLRo5A\nmTUcx6Giwop3343F+vWxGDjQg/z8FtxxB4uoKOVNUBxjxXGcj2XLjPMRbgtRe5gPpetA6ipRmgMt\ngkjswjNDZpF4XAD8rgly10JdnQUFBQ68954dZ89a8NprLbjnHvXZjsFac8KFnCg8deoUFi9ejNLS\nUly4cAGxsbHo168f+vTpg6ysLOTl5WHgwIGGjNcfvXr1QpcuXWC1WvH4449j3rx5Rg8pIlDBEyLk\nCR0AampqEBcXJ5TvDxaPx4Pa2lpBOIndVeLNGNBH5GhBTfCgOL7CYrEIsSjtIW5EDeJNsLGRw/bt\nUfjb3+y4dMmC2bMbMH26G127wmezI/MjjrHqCPMQjCAiG5m4W317nQ+pIJK7J/y5i8iDi7RQYnub\nj6uuWQ579liwebMdn30WhdGjW/Dgg40YO7YJdru6WCo5a47Z5qO1tRU7d+7E22+/jejoaOTn5+NX\nv/oVKisrUVxcLHzcc889GDRokNHDbcOFCxeQkpKCn376CePHj8frr7+O0aNHGz2ssEMFT4iIBU9d\nXR0cDgfsdrvm40j7avE8j/j4eEE8kdeAyIucQJANTBx3QYKj/T0JhvI0bEaOHbPgf/7HhsJCK+69\ntwWPPeZGv37NPqZ0f25Ds8SN6IV48yfViaWVv80WQ6Q3/mJHpFlW0qwiPeNnws3Jkww2brRh82Yr\nMjJ4zJzJ4v77PUhK8v5cbXA5mQ+L5Wq7B7PcEzzPo7y8HGvXrsXu3bsxceJEzJs3D5mZmYaPLRSe\nf/55xMfH48knnzR6KGGHCp4QEVdbdrvdQo8aNcg1DyUmW3G6uxkXPnEwJamHoibYNhzBxGaBxEKV\nl7N4990YvPNOLPr04bFggQd3382CGP78ucsCxVG1p8wiOZcVsVTKZRa1h6DqUJALQBY3t9V6T4iv\nBSPmobISeP99GzZutOHSJWDGDBYzZ3qQm6t+SyHWnObmZsEaTKyASvdEqK5DrbAsi3379mHNmjVo\namrCnDlzMGXKlJAr4es1tuHDhyM9PR0fffSRqr9paGgAy7Lo1KkT3G43JkyYgOeeew4TJkwI82iN\nhwqeEBE/taqpnyM215LmoWK/NLm5SSqumYSANIOGBFPqkVFEjh/oSdDoDDMp0jglcRyKx8OgoMCK\nv/7VBpeLwYMPsrjtNha33sqhUyflY+oZRxVppJt6KJWx1QqiQNlFRiN2WQHQfM8EuhbkrKZaAoq1\n0NwM7NxpxcaNVnz+uRV33sni4Yc9GDOGg9olIJjYHLl7Qvo9oG+j20uXLmH9+vXYvn07Ro4cifnz\n56Nfv36muKYIL730Eo4fP466ujp8+OGHqv6mqKgI9913HwDv/vXwww/jmWeeCecwTQMVPCEiFjxN\nTU3weDxt6udIRQ65wdX2rwpGCOi58EcijVwNZhEC4uBSUh8mUE+vr79m8PHHNhw8aMGJExYMGMBh\n9GgOo0ax+MUvOGipV2mWeRAjbXmhpxBWwsyCSG5TD1dAdiBroVQQyT0k+BvTxYvAiRMWFBZasW2b\nDdddx2HmTA+mTGGholSYQDhjc9QkGgDyaecNDQ1oaGhAjx49wDAMvvrqK6xevRoVFRXIy8vDtGnT\nNBeBjQSlpaWYPXs2nn32Wbz00kuqLTzXMjQtPUTENysxxQK+acdkU5TrRC4+jtKNH0pqbbAboPip\nlOe9aeSkLYVRTzhGzIP42GIXHqkPozY1dvBgHoMHewVjUxNw9KgFBw9a8OqrUZg1y4L+/TmMGsUJ\nFiB/9Sv1mAc9hICcyyqSbQ1I3EsoXb71FkRaOrXrhZZ5IOetNA8NDRacPGnHP/4RhRMnbDhxwora\nWgbDhnEYPZrF5583ISND/TOynPALxzUi/l9pKUXR2tqKzz//HP/yL/+Curo6xMTEIC4uDiNGjMDY\nsWNhtVpRW1trSsHz29/+FsuXL0dtba3RQ2k3UMETIuKFjGG8FZfr6up8Gl3GxcVpFjlaxxBoA1S7\n8AO+PZvEIs3s6DUP4g+xi5FhvHWNgq2HQoiOBkaP5n7uwu5BU5M34PnQIQteey0KeXkW9O3r/TkR\nQFpqluk9D1L3CAlAJi4rh8NhymskUoJIKvzCUVMpFJTmobUVOHWKwbFjFhw7xuDYMSucTgsGDmQx\nZEgrxo9vwOLFLcjO9sBiuToHTU3qH5jM1NNKOg88z+O7777DJ598gr59+2L69Om45ZZbUF1djeLi\nYjidThQWFmLQoEHo2bOnYeOWY8eOHUhOTsaQIUOwf/9+o4fTbqAurRDhOA5ut1toBwEAcXFxPp3I\nyRM3YK7+VYD/nk1qfONGWnz0hmx6cn2bxNkj4Z6H5mZvobaDBy34+9+tOHbMgj59eIwezWL0aA6/\n+AULHQp6K6LkFpDr3USyaMIVM2IkgdLNxUsnw1zt/SaeE7PMA88DRUVE3Hjdqt9+a0FmJo9hwzgM\nH85h+HAWgwbxkCaZqs2wEq8b5IEp2PitcNLY2IitW7di48aNSEtLw/z58zFy5Miwul/15j/+4z/w\n7rvvwmazoampCbW1tbj//vvxzjvvGD00U0MFT4iwLIvq6moh6K62thadJBGpZlr4AF8zc6BaKFL3\niNyiZ9YAWi3IxeUo9W1S+hBbVvQURC0tVwXQwYNWHDliQVISjz59ePTpw6FPHx69e3Po25dHZiaP\nEMtACRDLljggW9y+RG3MiNz10B6uCTnErmri6lXKsjIyhuinn7zXzLFjVkHgxMR4xQ0ROEOGaIsd\nU0KcbUqsKOLYRCVXslQkhxOe53HmzBmsWbMGhw8fxv3334/HHnsM3bt3D+v7BqKpqQljxowRKujf\ne++9WLp0qaZjHDhwACtWrKAxPCqggkcHSHYWz/NoaGgQLANmsooQkSOulaNH0KAZA2i1jF08J6EU\nwQtWGAaz6Hs8QHExgzNnGJw7Z8G5cwzOnPF+rqhgkJXFo3fvq2KIfE5N5RHoIVYqhtUEZMsdw58w\nBMx1bwRCbk7UVAxXYyEKVhC1tADl5QxcLgYlJQxKSxmUlFjgcnmvi9paBkOHEssNh6FDWaSkhGdO\nAmVa+VsjyOtygdT6PCy04OOPP8bbb7+N+Ph45OfnY/z48aZxNwLeNPHY2Fh4PB6MGjUKK1aswKhR\no1T//YEDB7By5UrVWVrXMlTwhMgPP/yAOXPmIDo6GllZWcjOzkZWVhZ69+6NzMxMwdpjhFWEBNqS\nDd1i0a8xpZYxyC1w/uJmwrn5GTUnkRKGTU1e18XZsxacPev97BVEDGpqGPTq1dYq1Ls3h6QkFq2t\nvg1MSSfucMxFexBEcgHIelb89SeIrlzh4XJZUF5uQ1mZDeXlVpSVWeFyWVFWZsGlSwx69PBa9NLT\nvZ8zMnikp3Po3ZtHr16BxW0wyMXmhOuhSfwauTf8iUPx8UpLS7F27Vrs2bMHkyZNwrx585Cenm46\nMS2moaEBY8aMwdtvv23KdhQdASp4dIDnebjdbhQVFeHcuXMoKirC+fPn4XQ6UVVVBQDo1q2bIIiy\ns7PRq1cvpKenw2azyYqAULKJxGZ3hmEMSyNXQ6TcRGShNjq1XolICKK6OuDcuatWoR9/ZHD2rPf7\n1lagVy+vAOrTB+jWjUdiIo+uXXkkJQFdu3q/79wZYdlIpfPgby7C5Tok7y9XLFHP64RlgYqKq9YZ\nl4t8WISvOQ6CgMnIYJGWxiE9nUVqqgepqR4kJ3tgtUbGZabFmhMO1FhPf//73+Po0aNITk5GSUkJ\nrFYrJk+ejAcffBB9+/ZFF39pjwbDcRyGDh2Kc+fOYcGCBVi2bJnRQ+qwUMETZsjNWllZifPnz+P8\n+fOCICouLkZTUxNsNhvS0tIEQdSrVy/k5OSgW7duANDmRpezigAQsmcA3+JmZn6q8Yfcxif93t/G\nB0CxKGB7m5NgLWXiJ2MSfC3nnqmpseL8eSvOnmVw/rwFVVXA5csMLl9mUF199Wu3G+ja9aoASkwU\nf+37vVgsxccDeky5VtehkhtRekwtxRI5DnC7gfp6BnV1bT+73W1fr6+/KnIuXGCQmCi2ylz9OiOD\nQ0YGj4SEwPMVTpeZ9zzN39MKACorK7Fu3Tp8+eWXyMrKQteuXVFfXy9kWpWXl6OysjLkHofhpqam\nBhMnTsSLL76I22+/3ejhdEio4DEY8kRZUlLSxkJ04cIF8Ly3cjOxDIndZc3NzTh58iT69OmDrqK0\nHbPGzOiNkiWAZVnBNQJ43SP++hR1BNS4iYjgIRlFJKtIiyhubQWqq4HqaiKGGEEceV/Dz69d/f7y\nZQatrV6hlJR0VQwRcRQT47UaWa08rFbvRm+1ktekX3tdNeRD+nOG4WGxeD8ADhYLB4YBGIYDw3AA\nONhsDDweC9xuC+rrIYiSxkYrGhujfhYsjCBUvF/j5w8GDQ1ATAwQHw906sT7fI6Pv/q5Uyfy2fta\njx5eUZOWxsPhCN+1QAhGEIlFsVwleLPAcRy++OILrF69Gj/99BNmz56NadOmybb1Idd8e+C//uu/\nEBMTg3/7t38zeigdEip4TA7P86irqxOsQydPnsS+ffvw3Xffwe12Y8SIEcjNzUV8fLyPhSgtLQ0W\ni8WvJUDp6be9LA4Eubgc8oTuzzIS6fihSCN2bRILl1JGUTjdRIA3tkgsgMjXVVUMmpsBjmPAsl7r\nCcvC52ueF7/W9vfIz6++xghfiz9znDfg2+PhYbNxiIvjBLESF8cjLo685hUrnTszos++X4fTrRcp\nxPeCv+auRmSZKVFTU4P33nsP77//Pm688UYsWLAAN9xwg6H3qsvlwqxZs1BZWQmGYZCfn4+FCxeq\n+ttLly7BZrMhISEBjY2NmDhxIp577jmMGzcuzKO+NqGCp51x7733wmazYebMmZg0aRKio6NRUVHh\nYxkqKipCSUkJWlpaYLPZkJGRIYihnJwc5OTkICkpSfapDzBHwKgaQm1noCZ+SG2gpFkIJqMokhlm\nRiG+Vvy5Z9pz1qFWAsXmhNtlpmWcX3/9NVavXo3Tp0/jkUcewcMPP4zOeuTU60BFRQUqKiowePBg\n1NfXY9iwYdi+fTsGDBgQ8G+/++475OXlCXP66KOPYvHixREY9bUJFTztDC3mWZ7n0dzcjJKSEsFC\nRIKpKyoqwPM84uPjkZOT42MdyszMRExMjClr7hCrhVxtGD3fW0vmiNEbn5KFS+8+Re1NBIQjALm9\nzoUYvWJzwi2IGhoasGXLFmzcuBFZWVmYP38+br31VtUPNEYxZcoUPPHEE9RKY0Ko4LmG4XkeNTU1\nOH/+fJvsstraWjAMg549ewqxQ8Q6lJKSEtBdpmQFCGaxJxuXlmad4UbNxhdu1yHZuMSZZ0T8RRK1\ncxEJ14hU/JF6U5G6Vsw0F9JxRTrTSosgunDhAjZv3ozMzExER0dj3759+Oc//4lp06Zh9uzZQgKH\n2XE6nRgzZgy+//77Nk2kKcZDBQ9FFrJAlZeXt3GXuVwueDwe2O12ZGZmtnGXJSQkhOwuIwu0HkUB\njUBp0/OXaafGXSYWfyzLChlFZs480yvDzB/ieCXAOPEXCLUiQEksaxVEellzwoH4/IuKivDyyy/j\n/PnzcLlcqK+vR11dHdLS0pCdnY1FixbhnnvuMXrIfqmvr8ftt9+O//zP/8SUKVOMHg5FBip4KEHB\n8zyamprgdDrbuMsqKyvB8zwSEhJ83GU5OTnIzMyEw+FQdJeRhZh8355Tyf2hNn5ILH5YlgXLsrpV\nyTYLajLMlAQRx3GCMFZbAdnMBHKjqrGiAjC0bo5aeJ6Hy+XCmjVrsG/fPtx1112YO3cu0tLSwDAM\nmpub4XK54HQ6kZWVhb59+xo9ZEVaW1tx9913Y9KkSVi0aJHRw6EoQAUPJSzwPI/Lly/j3LlzPrWH\nnE4nGhoaYLFYkJKSgqysLHTp0gUVFRX4+uuvsXTpUuTm5gpP5oGsAO0laFYLxC1CasOQpp3Ejdge\n4kT0RCoCiPAjYghoP4H2oaLGckiwWq1tSg+Y4dpgWRa7d+/GmjVrwPM85s6di8mTJxtaJ+fXv/41\nPv74YyQnJ+O7777T9Lc8zyMvLw9JSUl4+eWXwzRCih5QwUOJOMRd9dprr2H9+vU4c+YMhg4diqys\nLBQXF4NlWTgcDp9WHb169RLEUXvPLvOHXKCt1MKlJX5ID7eIGVAKQFaKJVOylim5zNor0tgcUl+J\nWL/MdJ9cvHgR77zzDnbs2IHbb78djz/+OHr37m2K+T948CDi4+Mxa9YszYLn0KFDuO2223zS45cu\nXYo77rgjHEOlhAAVPBTDWLp0Kfr3748777wTDlElNp73NmElViFiISoqKkJVVRV4nkdSUlKb2KH0\n9HTY7XZTZpf5Q2zNUVPpV83x/Imh9mQtE8+L1WrVHMfVEbKq5FCbZi8lWPdhsNcGx3E4dOgQVq9e\njcuXL+Oxxx7DAw88IFsg0GicTicmT56sWfBQ2g9U8FDaFWQDq6qqwtmzZ32CqYuLi9HY2Air1YrU\n1FRk/1ydmoii5ORk4RhqgmbDLQBCrSMULFrih5QsROEeHwm05XleqPYbjnkxa1aV0ljDGZtD5sLf\nfCgVqGQYBo2NjUKz5CtXrmDTpk3YsmULhgwZggULFuC6664zpXgkUMHT8aGCpx2wcuVKLF68GJcu\nXUJiYqLRwzE1xPVRWlrqE0xNWnVwHIeYmBhBCIndZfHx8WF3l/lzzZhhMzDKIiK1cpmh9AAZl9Yg\nYulchDr+YK05eiO+NqTzUlVVhSFDhiA2NhYJCQmoqanB0KFDcccdd2DAgAEYMGAAsrOzIzperVDB\n0/Exdzc1ClwuF3bv3o2srCyjh9IuIJaSXr16oVevXm1+zvM86uvrfYTQ4cOHUVRUhCtXrgAAunfv\n7tPZnrjLbDabsMB7PB7V7jIAbVxWDofD8M1cDvETvBxygkg8F1prMXHc1bRp8r+Ljo41hceSAAAN\n70lEQVQOu5VLLQzDwGq1KlpR5ASReD6A4MSynDUnLi7O0EwrpWvD7XZj3759GDZsGPr27YtRo0Yh\nNjYWxcXFOH36ND755BMMHz4cL7zwgkEjp1C8UMFjcn73u99h2bJluPfee40eSoeAYRh06tQJN954\nI2688Uafn5HN/OLFi0LtoW+//RYFBQUoLi4WWnWkp6f7CKJevXohKSlJOAbZ8EjVY4LVaoXD4RCy\nZtojagSRmhgRElTL8zxsNhuio6Nhs9na3byEKojEgdPkM+lrZbFY4HA4EBsbazphzPM8/vnPf2LN\nmjU4ceIEpk2bhoKCAuE+oFDMCHVpmZiCggLs378fL7/8MnJycnD8+HHq0jIQElsi16qDdLZ3OBxo\nbW1FTU0NqqqqsGvXLnTv3j1gqw5/MSIdBZZl0dzcLAhBcn7ieVGKD+mI8yEuP+DxeAQhJM7GM1uG\nWXNzMz788EO88847SExMxPz58zF27FhTCNXCwkIsWrQILMti7ty5eOqpp1T/7YwZM3DgwAFUVVUh\nOTkZf/rTn/DYY4+FcbQUI6CCx2DGjx+PioqKNq+/8MILWLJkCT799FN07twZOTk5OHbsGH2CMilN\nTU3Iy8tDYWEhbrrpJowcORIxMTFwOp0+rTp69OjRxl1GOtvLxYm0xwwiMUQkkt5nJP5EziLSUTOq\nlAgUm2OW+eB5HsXFxVi7di3279+PyZMnY968eUhJSQn52HrBsixyc3Px2WefIS0tDSNGjMCmTZtU\nNfCkXDtQwWNSTp48iXHjxiE2NhYAUFpairS0NBw5ckTINqKYi/feew8TJkyQtcKRzau8vNwn1Z6U\n0m9tbYXdbvfpbE/cZV27dpXd/MyaXq53mr34uFrqD8lZQ4wWRHpmWmmZDyXLmb/58Hg8+PTTT7F2\n7VowDIN58+bhrrvuMrRAoBJffvklnn/+eRQWFgIAXnzxRQDA008/beSwKCbDfFcuBQBw3XXX4eLF\ni8L31KVlfqZPn674M7K5pKenIz09HbfddpvPz0mrjuLiYhQVFeHcuXPYuXMnioqKhFYdxNInbdUR\nFRUlbHz+gqnDnV5OApBJM1O9A5CDiR/SI4BYD+SsOaHG5oQ6H2JBVFVVhQ8++ABZWVno2rUrDh48\niL1792LcuHF4/fXXkZOTY7hY9EdZWRkyMjKE79PT03H48GEDR0QxI1TwtBPMvNioYfHixdixYwfs\ndjt69+6NtWvXokuXLkYPyzQwDIOYmBj0798f/fv3b/NznudRXV3t08h17969cDqdqK+vB8MwSElJ\nEVLtc3JykJ2dLXS25zhO2HT1dIeILRakk31MTIwh/az0CiDWK17G6EwrLfPR2tqK06dPY9euXXA6\nnaiurobdbofH48GPP/6Ihx56yK+gN5r2vj5SIgMVPO2E8+fPGz2EkJgwYQL++7//GxaLBU8//TSW\nLl0qmJ0pgWEYBomJiUhMTMSIESN8fkZcSMRddu7cOXz55ZfYsGEDSktLfVp1SOOHSKsOcXaZGneZ\n2Jqjl8Ui3PgTAGrS7dUKxHBYc8IBwzCora3Fhg0bsHXrVowYMQJ/+9vfMGjQIABAdXU1ioqK4HQ6\nkZqaavBo/ZOWlgaXyyV873K5kJ6ebuCIKGaExvBQIs62bduwdetWrF+/3uihXBPwPI/GxkahPQex\nEhUVFeHSpUsAgK5du/pYh3JycpCRkeHTqkNcFBDwFRBGZw+FG7UBxGQ5JW0wSNySGeKHCDzP49ix\nY1i9ejWcTiceffRRzJgxA/Hx8UYPTeCDDz7AH//4R/zwww84evQohg4d6vf3PR4PcnNzsWfPHqSm\npuKmm26iQcuUNlALDyXirFmzBjNmzDB6GNcMDMMgNjYWgwYNEp7exXAch8uXLwutOk6fPo3CwkKh\ns73b7YbH40FpaSkeeOABzJkzB4mJiejRo4dQTydYa0h7QSlehgRnk8KJpDUImRNSURswvrltfX09\nPvjgA2zatAl9+/bFv/7rv+Kmm24y5f/i+uuvx7Zt2/D444+r+n2bzYY33ngDEydOBMuymDNnDhU7\nlDZQCw9FN5RS7JcsWYLJkycD8KbbnzhxAlu3bo308Cga+eabbzB9+nSwLIupU6fipptuQlVVlZBh\nVl5eDpZlER0dLbjJxPFDpK+S2mwqo7PL1KLUHsRfrIyaHlXhEIikQODq1avxj3/8Aw899BDy8vLa\nTfLD2LFjsXLlyoAWHgpFDdTCQ9GN3bt3+/35unXrsHPnTuzZsydCI6KEQnZ2Nt566y2MHDnSbwsE\nt9vt4yo7evQonE4nLl++DADo1q2bT2ZZdnY20tPTVWeXmcU6JE61l6ubo4R4zOGOHyI0NTWhoKAA\n7777Lrp164YFCxbgL3/5i24ZcxRKe4RaeCgRobCwEE8++SQOHDiAbt26GT0cSgQgG3llZWWb2kMl\nJSVobm6G1WpFWlpam/ih7t27A5C3DkVSEGm15oQDpYad4jn5y1/+gq+++gopKSmoqKhAUVERJkyY\ngIULF8pm/ZkBNRZhauGh6AkVPJSI0LdvX7S0tAim9FtvvRVvvvmmwaPSTijl6ym+EDFRUlIiWIiI\nKKqoqADHcYiLi5N1l8XFxSl2MtfDXRasNccIWltbsWXLFuzatQssywLwCkWn04mioiJYLBbs378f\ngwcPNnik2qGCh6InVPBQKCqh5esjC8/zqKurE1LtiXXI6XSipqYGDMMgOTlZtlWH1Wr127tM7gOA\nT6CxEdYctZAmt2vXrkVhYSF+9atfIT8/H9nZ2T6ijOd5XL58GZ06dYLdbjdwxMExduxYrFixAsOG\nDTN6KJQOABU8FIpKaPl680DcZRcuXJBt1dHS0oKoqKg2rTpycnLQrVs3HxeR2+32sd5YLBafVHsz\nxA8ROI7DgQMHsHr1atTV1WHOnDmYOnWq6cRMqIVGt23bhoULF+LSpUvo0qULhgwZgl27doVxxJRr\nASp4KBSVbNmyBZ988gneeustAMD69etx+PBhvP766waPjCKF53k0Nzf7tOogtYcuXrwIlmXR2NiI\n1tZWVFRUYMWKFbj++uuRlpaG2NjYNk1cjc4uq6qqwoYNG7Bt2zbcfPPNmD9/PgYMGGC4AFNi9+7d\nGDdunFBoFAAtNEoxHJqlRaGoxKybC6UtDMMgOjoaubm5yM3N9fnZqlWr8OyzzyI3NxeTJk1CdnY2\nSkpKsGrVKhQVFcHtdgMAUlJS2liHUlNThQKD4c4u4zgOR48exapVq+ByuZCXl4e9e/ciLi5Ot3kK\nF+PHjxe+vvnmm2kZCoopoIKHQlEJLV/fMRg6dCgOHjyIfv36yf6ciJny8nLBMnT48GG89957cLlc\nYFkWdrsdmZmZbQRRQkJCwFYdUmEEwOfruro6bN68GZs3b0b//v2xaNEiDB8+vN0KblpolGIWqEuL\nQlEJLV9PAa52tnc6nUL8EIkh+umnnwAACQkJQjd7klmWlZUFh8PRJpD60KFDyMvLQ0ZGBhwOBy5e\nvIhf/OIXmDZtGq6//nrk5OQgJibG4LNuCy00SmlvUMFDoWhg165dQlr6nDlz8Mwzzxg9pJBwuVyY\nNWsWKisrwTAM8vPzsXDhQqOH1a4hmVGkVQcRQ6RVh8ViQWpqKrKyspCRkYHKykocOXIE3bt3x4AB\nA2C324V4o6KiIkyePBnLly83+rQ0s27dOrz11lvYs2cPoqOjjR4OhUIFD4VyLVNRUYGKigoMHjwY\n9fX1GDZsGLZv306tVmGCuLrKyspw/vx5nD17FgcPHsSKFSvQo0cPo4enG7TQKMWMUMFDoVAEpkyZ\ngieeeALjxo0zeigUg/j973+PDz/8EAzDICkpCevWrUNGRoamY3SUQqOUjgUVPBQKBQDgdDoxZswY\nfP/994iPjzd6OBSDqKurExq/vv766/jmm2+watUqg0dFoYQO7SRHoVBQX1+PBx54AK+++ioVO9c4\nROwA3uuCuqQoHQWalk6hXOO0trbi/vvvxyOPPIIpU6YYPRyKCXj22Wfx7rvvIjY2Fl999ZXRw6FQ\ndIG6tCiUaxie55GXl4ekpCS8/PLLRg+HEiHUpJQD3urIp0+fxtq1ayM5PAolLFDBQ6Fcwxw6dAi3\n3XYbbrjhBqGw3dKlS3HHHXcYPLLQYVkWw4cPR3p6Oj766COjh9MuKSkpwZ133omTJ08aPRQKJWSo\nS4tCuYYZNWoUOI4zehhh4dVXX8XAgQNRV1dn9FDaFWfOnEHfvn0BAAUFBRgyZIjBI6JQ9IEGLVMo\nlA5HaWkpdu7ciblz5+JaNWKvXLkSFosFly9f1vR3zzzzDK6//noMHjwY+/fvx8qVK8M0QgolslAL\nD4VC6XD89re/xfLly1FbW2v0UAzB5XJh9+7dyMrK0vy3W7ZsCcOIKBTjoRYeCoXSodixYweSk5Mx\nZMiQa9a687vf/Q7Lli0zehgUiqmggodCoXQovvjiC3z44YfIycnBjBkzsHfvXsyaNcvoYUWMgoIC\npKen44YbbjB6KBSKqaBZWhQKpcNy4MABrFixosNlaSmllb/wwgtYsmQJPv30U3Tu3Bk5OTk4duwY\nkpKSDBglhWIuaAwPhULp0JB0+47E7t27ZV8/efIkioqKcOONNwLwBm8PGzYMR44cQXJyciSHSKGY\nDmrhoVAolA5KTk4Ojh8/LjTxpFCuZWgMD4VCoXRQOqJ1i0IJFmrhoVAoFAqF0uGhFh4KhUKhUCgd\nHip4KBQKhUKhdHio4KFQKBQKhdLhoYKHQqFQKBRKh+f/AQRjOVh3sNO/AAAAAElFTkSuQmCC\n",
        "text": [
-        "<matplotlib.figure.Figure at 0x4363150>"
+        "<matplotlib.figure.Figure at 0x7f3d301a0090>"
        ]
       }
      ],
-     "prompt_number": 48
+     "prompt_number": 4
     },
     {
      "cell_type": "markdown",
@@ -1073,7 +1072,7 @@
       }
      },
      "source": [
-      "$\\S$ Exercise: DNA visualisation (1/2)\n",
+      "$\\S$ Exercise: DNA sequence visualisation (1/2)\n",
       "===\n",
       "\n",
       "We consider a DNA sequence as a walk in three-dimensional space:\n",
@@ -1086,11 +1085,11 @@
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "base_vectors = {'A': array([1, 1, 1]),\n",
-      "                'T': array([-1, -1, 1]),\n",
-      "                'C': array([-1, 1, -1]),\n",
-      "                'G': array([1, -1, -1])}\n",
-      "subplot(111, projection='3d')\n",
+      "base_vectors = {'A': array([ 1,  1,  1]),\n",
+      "                'T': array([-1, -1,  1]),\n",
+      "                'C': array([-1,  1, -1]),\n",
+      "                'G': array([ 1, -1, -1])}\n",
+      "subplot(1, 1, 1, projection='3d')\n",
       "for base in base_vectors:\n",
       "    x, y, z = array([zeros(3), base_vectors[base]]).T\n",
       "    plot(x, y, z, label=base)\n",
@@ -1118,12 +1117,12 @@
       }
      },
      "source": [
-      "$\\S$ Exercise: DNA visualisation (1/2)\n",
+      "$\\S$ Exercise: DNA sequence visualisation (2/2)\n",
       "===\n",
       "\n",
       "In this excercise, plot the walk of some DNA sequence in the three-dimensional space.\n",
       "\n",
-      "** Hint 1:** You can use the following idiom to create an array of steps (vectors) from a DNA sequence string:\n",
+      "**Hint 1:** You can use the following idiom to create an array of steps (vectors) from a DNA sequence string:\n",
       "\n",
       "    vectors = zeros((len(dna), 3), dtype=int)\n",
       "    for i, nucleotide in enumerate(dna):\n",
-- 
GitLab