From 9eee5e9622bd8024a1eb9e7aed2c87ffe8c990fc Mon Sep 17 00:00:00 2001 From: Mike Roberts Date: Tue, 10 Sep 2013 13:05:53 -0400 Subject: [PATCH] matplotlib examples --- matplotlib_examples/geographic_plots.ipynb | 274 ++++ matplotlib_examples/imdb.tsv | 51 + matplotlib_examples/scatter_plots.ipynb | 134 ++ matplotlib_examples/torn.csv | 1316 ++++++++++++++++++++ 4 files changed, 1775 insertions(+) create mode 100644 matplotlib_examples/geographic_plots.ipynb create mode 100644 matplotlib_examples/imdb.tsv create mode 100644 matplotlib_examples/scatter_plots.ipynb create mode 100644 matplotlib_examples/torn.csv diff --git a/matplotlib_examples/geographic_plots.ipynb b/matplotlib_examples/geographic_plots.ipynb new file mode 100644 index 0000000..7f3174e --- /dev/null +++ b/matplotlib_examples/geographic_plots.ipynb @@ -0,0 +1,274 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 1: Load and sanity check the data" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import mpl_toolkits\n", + "import mpl_toolkits.basemap\n", + "\n", + "#\n", + "# extract tornado 2010 data\n", + "#\n", + "with open('torn.csv', 'r') as torntxt:\n", + " lines = torntxt.readlines()\n", + "\n", + "#\n", + "# extract lists of latitudes, longitudes, and scales\n", + "#\n", + "tornTuple = [line.split(',') for line in lines]\n", + "lats = [float(tuple[15]) for tuple in tornTuple]\n", + "lons = [float(tuple[16]) for tuple in tornTuple]\n", + "scales = [int(tuple[10]) for tuple in tornTuple]\n", + "\n", + "#\n", + "# quickly sanity-check the data to make sure it is sensible\n", + "#\n", + "figsize(15, 3)\n", + "\n", + "subplot(141)\n", + "title(\"Distribution of Latitudes\");\n", + "hist(lats, bins=20);\n", + "\n", + "subplot(142)\n", + "title(\"Distribution of Longitudes\");\n", + "hist(lons, bins=20);\n", + "\n", + "subplot(143)\n", + "title(\"Distribution of Tornado Intensity\");\n", + "hist(scales, bins=5);" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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munPnDmbMmIFHHnkEAwYMQFpaGnQ6HUJDQ6FUKhEWFobi4mJpfV4kR9QwTDdE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\nDh8+LC5duiQ8PT3FjRs3mrN6IYQQ33z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+ "text": [ + "" + ] + } + ], + "prompt_number": 176 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 2: Plot a blank map" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "#\n", + "# specify the map boundaries and projection type\n", + "#\n", + "map_func = mpl_toolkits.basemap.Basemap(llcrnrlon= -120,\n", + " llcrnrlat=25,\n", + " urcrnrlon=-50,\n", + " urcrnrlat=50,\n", + " projection=\"tmerc\",\n", + " lon_0 = -95,\n", + " lat_0 = 35,\n", + " resolution = \"l\")\n", + "\n", + "figsize(8, 8)\n", + "\n", + "#\n", + "# draw some features of the map (for more fill options refer to the Basemap Resources in the HW4 spec).\n", + "#\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.fillcontinents(color = \"beige\")\n", + "map_func.drawmapboundary();" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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xsdbtRw5G65YvT+LcuSxaWztZuTKZ1lYZ7u5OhIT48sc/ap3gSCtla2tL5syJ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\nFJiXPDYGE2xturZu3UpLSxeXLxdz5Mg5srMLuHKlhN7esXePEokbGRlpS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+ "text": [ + "" + ] + } + ], + "prompt_number": 140 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 3: Plot the position of each tornado" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "figsize(8, 8)\n", + "\n", + "#\n", + "# plot in a single color with slight transparency\n", + "#\n", + "title(\"Tornado Occurances\")\n", + "\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.fillcontinents(color = \"beige\")\n", + "map_func.drawmapboundary();\n", + "\n", + "map_func.plot(x, y, \"o\", alpha=0.25);" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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/3pw8nLY2GRkZGZSVleLoaDegGfWDB8Xk5ORTU9Oou6+8/BHz508ZlX2ijIwc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wPp6mWHQQDhfIZtsJBqfJ5wtcvjzKzp16urrq0TRxUfB+GbkcjIwkMJuLKIq95sSyJP33RUnA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+ "text": [ + "" + ] + } + ], + "prompt_number": 178 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 4: Plot the position and intensity of each tornado with various data encoding strategies" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "#\n", + "# decide how to color each point\n", + "#\n", + "color_map = matplotlib.cm.get_cmap(\"Blues\")\n", + "norm_scales = [float(scale)/5 for scale in scales]\n", + "my_colors = [color_map(1-norm_scale) for norm_scale in norm_scales]\n", + "my_sizes = [norm_scale*30 for norm_scale in norm_scales]\n", + "\n", + "figsize(8, 16)\n", + "\n", + "subplot(311);\n", + "\n", + "title(\"Tornado intensity encoded as marker size\")\n", + "\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.fillcontinents(color = \"beige\")\n", + "map_func.drawmapboundary();\n", + "\n", + "for i in range(len(tornTuple)):\n", + " map_func.plot(lons[i], lats[i], 'o', color=\"blue\", alpha=0.25, markersize=my_sizes[i], latlon=True)\n", + " \n", + "subplot(312);\n", + "\n", + "title(\"Tornado intensity encoded as color\")\n", + "\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.fillcontinents(color = \"beige\")\n", + "map_func.drawmapboundary();\n", + "\n", + "for i in range(len(tornTuple)):\n", + " map_func.plot(lons[i], lats[i], 'o', c=my_colors[i], latlon=True)\n", + "\n", + "subplot(313);\n", + "\n", + "title(\"Tornado intensity encoded as size and color\")\n", + "\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.fillcontinents(color = \"beige\")\n", + "map_func.drawmapboundary();\n", + "\n", + "for i in range(len(tornTuple)):\n", + " map_func.plot(lons[i], lats[i], 'o', markersize=my_sizes[i], c=my_colors[i], latlon=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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RiE8++YTXXnsNc3NzYmJiAHB2diY4OBgNDQ2Va/M0/v7+/Pjjjxw4cAAnJyfGjh2rYoHX\n1X0JDAxkz549HDlyBBsbG5YvX05VVRUAe/bswcDAgPHjx3P16lUuX76Mvr4+AFu3biU8PJyIiAi+\n/PJL3n33XZXjHDt2jObmZmbOnIm9vT0fffQRUqm007qdsWzZMmbMmEFgYCCLFy9m9erVKsfZvXs3\nbm5uuLi4cOfOHb788ssO2+nqPnXE559/zoEDB3BxcWHfvn288cYb3dZt3TZu3DhOnTrFpk2bOH/+\nPPPnz+cPf/gD//u//4u1tTVhYWHKe9ydHADp6enMnj0bU1NTNm3axB//+Efc3d1VyuTn5xMdHc2X\nX36ptFw0MTEhPz8fMzMzzp8/T2RkJN7e3nh5ealYYaoZHERCT7vTatT8m/Hqq6/i5OTEH/7wh6EW\nRY0aNc+A2jtQzX8kmZmZnDhxgsTExKEWRY0aNc+IempRzX8cn3zyCeHh4fzhD39QWtipUaNm5KKe\nWlSjRo0aNSMa9YhMjRo1atSMaLpcI3vuuee6jLOnRo0aNWrUDBbTpk3j6tWr7bZ3ObUoEom69Vfa\ntm0bRkb6SCQN6OrqYG9vz0svvdxh+eLiYmxsbNi2bRt1dXW4uzsxdqw77u6OaGlp9vqk+otPP90N\nwMaNC7C2NiM/vwwrK1Pi49MQiyUkJDxm3rxJjB3r2W1bMpmMn3++xPr18wZa7AFh797zrF07d6jF\nQCaTcehQJC++2D7Q60AilTbz17/u59VXX20XSUVNx+Tl5bF//8/MmBGMr6/rUIsz5OTnl3LmzA02\nblyInl7Hjva9pba2jq+/PkpwcDB+fn4cP36U2bPH4+nZ92f04cN0zp9XBJzW0tJEJmtR7nv//ff7\nzW+wP+lMJz3T1KKRkREAEkkDOjraBAd7dxpBHODgwYMcO3YUGxtrAEpKKvH2dhlSJQbw4YfrAbh+\nPR4NDQ1cXGwxMNBj8uRxzJ8/mbCwscoIEd0RG5uMt7fLQIo7YFRUiNHX1x1qMQAoKxNjbGww6MfN\nyysBFGGk1PQMZ2dnNmzYSGRkHAkJj7uv8G+Ok5MNtraW1NbW90t7giDw9ddH0dDQYP78+RQVFeHt\n7fJMSgzAwcGaWbMmsGTJFBUlBgqr3pHEMymyxsZG5W+ptJk7d5Kor2/otLylpQWJiYlkZWUDUF/f\noLyAMlkLCQmZ1NbWExOTREvL4GaDtbAwITu7sMN9EREB+Pu79aidzMwCQkN9+1O0QSM5OQsPD8dB\nP65YLKGpSaqyrby8GlNTw05qDBweHk68884q8vNzKSgooLm5WWW/2jaqY2xtbXnppZe5evU+YrE6\nqoWeng719Y3dF+wBIpGI8PBxjBrlzE8/7eLKlSv4+o565natrMwICvLGx2cUH364ng8/XM977ykS\n+440RfZMfmTa2toq/7ds2dJlOnJbW1vE4grkck3Ky8sRiUSUl1chFtcRG5tEUdGT0dxQKQO5XN7n\nTMKVlTXo6emM2EzEBQVlhIb6D9rxGhubKCmp5MABRRil2bMnEBioCFZcWVmDtbXZoMnSFj09HcaN\n8+D7778HnkSHsLKypKysnN/85jfKKBxqnmBlZcXEiRO5ejWOpUunDLU4g05ubjEyWQsNDU2IxZJ+\nU2QAPj6juHFDEZYrMNAbR0frfmu7LRUV1YAiJNlI4pm+uE8H4ywuLsbauvMLbGNji7GxEeXl5QQH\n+yASibh1K4GrV+NxcFDtYdTU1HXSysDQOgJ8eojdG6Ki4gkLG9tfIg06LS3yfpvT7w5BEPjmm2Nc\nuRJPaGgIs2fPJjb2SdJMsVgyZIoMUFkPff/9NfzqVy8SEOCGg4O1Mq6hmvaEh0dQWlpNVlbHsxsj\nhStX7nL+/G0qK2u6LVtWVs3u3efYv/8Sp0/foLJSjKurPR4eDt3W7Sly+ZOZgMmTB+4bY2Njgbm5\nCb6+TwYStbW1yhBow5VnHjq0pr+YNm0ao0eP7rKsra0teXnF6OrqcP9+Ki0tLWRk5OPvP1oZnHTF\nihmsXDkTAwO9Ltvqb5qbFYFsdXS0uynZMXK5nJqaugHrKQ00Mpmsx1Hs+4OGhiak0mbCwiYTHh7B\nxYsXCQ72Ue6vr2/E0tJ00OR5GiMjfVxc7ABFFmgtLU2CgnwICvImOVkdDaQztLS0mDNnLtHRD7sv\nPIxxcrImK6uQn346y+7dZ5FIGqisrKGu7skoSyKp59ChK0RG3mXRonAmTx5LY6OUsLBxTJgwWiWj\nQnOzjPz80i5nrLoiMvIeAEZGBhgaDtxsQH19E/X1jbi4uNDY2Mi1a9fYtm2bSkb14cgzh6jy9fXl\nxIkTNDR0v7BpbW3NuHHjKCoqoqBA0WNzdR2Fu7u7cnHdwcEKXd3BGRW0JTx8XJ+VGEBKSjYODlb9\nKNHgkpaWh52d5aAd7+JFRWBXkUjE4cOHAfD0dFLul8vlSCQNmJgM/jpZK4aGeu2eCQ8PRy5ejKGp\nqQld3eFhGDPc8PHx4dSpk1RXSzAzMxpqcfqEt/cobtx4RG1tPUVFFfz00xns7a0QiyWMG+dJfn4Z\nhYVlNDfLePvtlf+q48LNm4/45z8P4+rqgJ/fKDw9ncjNLVZOn69aNZNRo+x7JUtubjE5OUUArFkz\np9/OsbFRikwmw8joyTRifHwavr6+lJSU8P333yvXhK9du0ZQUNCgdnZ7wzOPyPT09BCJRMTExHa7\nEC4SiViwYCEbNmxk1apV/Pa3v0UqbebQoUPKi/m3vx3g0093U11d+6yi9YrAQO8eG3R0RHx8OuHh\nAd0XHKYoRsaufa4vl8vJzi7qkTGEIAikpeUCIBaL0dRs4eWXF2FqqvjopafnUVBQxjffHO1zD7Y/\nmD9/Mm+9pZq2Q1dXBycnW9LT04dIquGPhoYGPj7epKfnDrUovSYtLYfoaEUC0cWLn2RFkEgaWLp0\nKhs2zKe4uBI/v1G4uTnQ0NDEiRNRCIKAlZViKlwQQCoVER2dwGef7VEqMYDs7OJey3Tlyl2MjPT5\n4IO1/dIxkMvlREXFs3//RQ4fjlS+YxJJA3FxaUyb9hyRkZfx8HDCx2cUvr6jqKmpGdJ3sTueWZGJ\nxWIEQUBPT7dH2lokEqGrq4uvry/nz5+lsLAQqVSKRKIY0bWOCtre/OFOQ0MTIpFo0NaXBgKJpB5b\n276NyEpLq9i79wIHD17m7Nlb3ZZva5F648YNHB2tlOthYrGEY8eeOOFXVQ1uh6YtmpoaHbqGeHs7\nkZSknl7sCl9ffzIyOs4MPpxRWE0nsnv3OfLySpg2rW329Ox/mcCH4enprDRMSk3N4eefLyo7cVKp\nlKysLDZufAknpyezDFpamkyZ0vvO7ssvL2Lz5hf6xYgsMzOfn346i5aWJi+9tBBvbxeuX48H4Jtv\njuLiMora2lpKS0vx83OlqKiC9PR8goODe+yCNBQ885UxMTEBFBZox48f63G9+Ph44uMfoq2tpZxS\nWrVqFuvWKZxxnZxsuqo+rLhx44Hyof5P4tNPd7Nr1xkOHLhCSMgkbGxsSEzs3o/o8WPFB27evDBk\nMplSsVVV1bJr11kmTZqkLLtjx8mBEf4Z8PBw4vHjx+1M89U8wd3dnbKyKurqOnfHaW6WEReXxu7d\n53n0aHiYe4eE+DF6tDsuLrZIJA3k5pYo1+tPn77Bp5/uVo5MbGzM+fDD9cyePYH8/FK++uqISls/\n/LCT6dOnY2ZmSkCAN2+/vXLILJpraiT8/PNFEhIyWbNmttIoLSxsLHl5xUgk9Xh7u+Dl5UVk5GXC\nwsZgZKRPc7MMPT1dkpOTKC0tHRLZe8IzX9W2NyY+/kGP67VmcdXV1VFaKMbGJqGhocEvf7maWbO6\nTyU/XCgursDPz3WoxegzZWXVvTauaVVGJSWVNDQ0oKWlRWlpKc7O3UeT9/Z24cMP1yOVKhRBWNhY\nUlKy2bnzFBERU5gyZQpGRkaIRCKCgny6aW3wMTDQw9bWcsT52gwmWlpaeHh4kJGR32mZzMx87txJ\nIjR0EjdvJrBv3yWOH48aRCk7Zu7cSZSWVpGTU8S8eZPamdF//vle7t9PpbGxCUC5pt9azsHBmvff\nX4ODgyUHDx5g2rQA5syZgLb24GfNksvlnD17i5Mno5k5M5SlS6epGKEATJw4mkOHrpCSko1cLkcs\nrmb0aHecnGxYsiSCmTNDGDXKnpKSkkGXv6f0y5V9++23uzW9fxofH2+0tRVO0K3Tii+8MB3ou+Xg\nUJCfX4KJychc0G5F4Qjt1H3BDhg1yp7a2nqSkuKJiAjoURivVkJCfAkJ8UUmU1ivurm5ERYWRnp6\nOiYmJmhowNSpgX2SSyptRlNTE03NgekBe3k5kZSUpGKmrEYVPz9/4uLuEBDg1eH+UaPskUpjKCsr\nw8HBkdTU1GExfSWXywkN9SUmJgkjIwM++GAtn3++V6XM5cuxXL4cq7JNsWyiw7hxnmhqajJnzgSm\nTw9CT29ojILi49OIj09j/Hh/5s8Pa7dfEATy80s5ffoWMpmM4OAg9PX1MTc3Ub43rZa7aWmdd0iG\nA/2iyCwtLbG07N36yqhRrly4cAFQKC65vIVt2/YxdWoQ48f79YdYg8KtWwnMmjVhqMV4JgoLy5k0\nqWvXiadxc3Ngy5YX+sUU+Ny52zQ2wuLFC5DL5Rw5cgRTUwNWrJje605NTk4xBw5cAiAoyGfARvZe\nXs7cuHGalpaWYfHxHQzS0tJwd3dv5z/aGYaGhkq3lo7Q19dl3rxJVFdLcHQ0JiVFYPz4wXPI74x9\n+y4ik8mYOTMUUMw6bdq0lO++Ow7Aq68upqiogtu3E6iqeuJnJggCkyaNZswYd0CxxqqpOfhKrKio\ngkuXYrC1tWDjxgUdTmcKgsBnn+1BV1eHVatWYWRkhL29PQ0NDRw7dkwlMMS1a/d5/DgfP7++dSoH\ngyHLEO3o+CQU0rRpzxEVFUVjY+OQhCXqK3K5nKamZszNh19wzd4gl8vbTTc8eJDOhQt3ePnlhVhb\nm7erIxKJ+kWJCYJAcnIWDg72GBoakpOTg0zWjJeXU5/8yEpKnkSHiYgY98zydYaxsQEWFqZkZWXh\n6dnzUehIJS4ujhMnTmBlZcWSJUt6FFBZLBZTXFzeZZm2cUnb+hEOJcuWTePgwUs4ODyZYTIzM+bN\nN59n587TVFbWMGaMO2PGuFNaWkVMTCLJydmAIuzTUJmoNzZKOXPmBjJZC88/P03FrP5pWg1Tpk6d\nhpfXkxFzSkoKLS2qQSFqa+uRSpuHtVP0kMVSqql50pMZPXq0Mm7j8ePXh0qkXhMbm4yXV9+m5J4m\nP7+Uzz/f0y9t9QapVNaux9bUJOXCBUVU7KNHBzaNj0gkYv78MCorK6moqMDV1RVNTU0SErJ7be7b\n0tKCpaWpcs3i738/SGPjwL18Xl5OnTpHV1dXc/v2berr+ydw7FDTms7JwECLHTt29Gi9xNDQEFPT\n/u/kDXS8S0NDvX+FhFJd8zc2NuTdd1fh5fVEidvYmKso4JiYxEGPx9lqTn/gwCWCg31ZtWpWl0qs\nrq6Rzz/fi5WVJWFhqlOOZ86cARTr/q0sWhSBk5MN1dXVA3MC/cCQjcjGjBlDSUkxEomEL7/8EoAF\nCyZjZmZMc7NsSBZGe0t6eh4vvjirX9qysjJFLhf49ttjjB3rgZ2dJba2FgMe4SQ9PbedI7Surg6L\nF0dw8mT0oASAtbGxoLGxicLCQmxsbGhulrFp07xeW3ht27YPUEx1m5lpYmtrMqAuEaamhhQVFals\nq6qqIirqOsnJyTg72xAVFcVzzz1HSEjIiI3BCWBsbIxYLFauZ+fl5WFr27Vhz6NHjxg3zqPfZCgu\nriApKZuHD9OxsDBl3bq5A7YGWlZWTXBwzyyRzc1NlL9zc0v47LM9vPfemnauGxUVYk6disbCwoTF\ni589FqVcLic2NomUlBz8/FzZuHFBt3Wysgo5dOgKAGvXrms3evzoo4/Ytu1zntbF+fml+Pn1j5+s\nIAi0tLT0eIq6JwyptrC1tSM6+rDy/5kzN9HX18XY2ICVK2dSUlKJnZ3lsEkt0pbq6lp0dbX77Wbo\n6ekSEuLHvXvJSodMULwkL77YdQ/rWcjIyO8wPmTbj25cXBqBgV4DMmXy+HEB7u6OREQEUF5eTm1t\nLSKRiLrU6C8tAAAgAElEQVS6BgwNe67EHz3KZPx4f2Jjk/Dx8eH+/Xs8/3x4v8vblqKiChwcnGhp\naUEsFhMVdY3UVMW1ev31Jejr61JaWsXly3e5f/8u8+YtwNnZeUQqtPx8xWJ/a+xBCwuLLss3NzeT\nlpZKRMTifjl+YWE5R49eIzg4BD09RRSagVJiAGVlVT3uTLda37YSGurXoWyxsUlMnDiG/PxSMjPz\n+2xgBXDvXgoJCZl4eDixYcP8Hj1TYrFEqcQCAwMxN2+/ZJCUlISZmZFKlKLWEWbbbCdtEQSh029D\n676oqOukpqYgkdQhkSis1N99912l+9azMqSKzN7eHg8PdzIzFb5HNjbmyOUCpaVV/OMfhwBYuDD8\nmSJuDBRRUfFMnDimX9ucNi2QUaNsOXPmFp6eTmRmFlBVVUNBQRk+Ps+etqEj6uoasLFp/0C3fZAj\nI+9ha2uusmbQH0gk9Rw+HMm8eZO4fz+V+vpGYmJiMDY2wMqqZ+tjDQ1NHDhwmdLSSuW2uroypk8P\nxth44NZba2oUGRsgiatXr6Kvr0dQkDevv75YxUrNxsacF1+cRXJyNsePH0UiqcPKyhJbWztsbGxx\ncHDAxcVl2Ib+ATpcG7Gy6joc261bt2hqkmJk9OzrqNnZRRw8eJm5c+eSlZWFjY05s2aFPnO7XbFy\n5QzOnbuNpqYGS5dO7bLDampqxIcfru/ygw4wfrw/ly/HsmrVLBITH1NYWNbrd+rhwwzi4lJxcbHr\nsQJrpW0A5EWLFnVYJjY2hoKCUm7fTlB2cBsaFG4GZWVlyk5bqxI8duwoDx8+YuvWre3ays7O5scf\nf2TWrFnExsYydWoADg5WGBjos3//JVJTUxk/vn+MsYZUkVlaWrJ+/QZSUlLYv38/paVVGBkpPj6G\nhvps2rR02E4xVldLcHHp3meqN2hqauLh4cTbb69AJBJRWFjOnj3nyMoqHDBF1pbS0ipOn76Jq6s9\nzz0XxHPPBXP16n1aWlr6HPWjK+Li0gCF1WIrmpoamJgY9ugFbWmRc+dOIhoaT6YPnZ3tmDNnYr/L\n+jStFmzW1uaYmhoyf/7kTqcxRSIR/v5u+Pu70dQkpbxcTFlZFXfv3qGpqZmpU6cxYcLwtXx99OhR\nu23dZQ+OjIzsl2OXllZx8KAiys+1a1cJDPRi0qTgAR/VmpgYsWrVLKKjH/DgQQYhId27WXTXGTl5\nMoqpUxWRQlpa5Bw4cJlXX13co3iiSUlZxMYm4eBgzbp1c/s0E9S6Xrxo0aJOLW3Hj59Abm6eStJO\nAwM9Zs4cj1jcQn5+Pj/88AMAxsZG1NZK8Pfv2MpcIlEsS1y6dInQUH9lEmW5XE5xcTmZmRkqiqy7\njkBXDAst4ebmxsaNG3n48CGVlRVIJHXU1TWgoTE8e6nJydkDGmC39WY6OFjx5pvPq6Rw6E9KS6tU\nLA+rqmoQibQoKKjk7t1kbt9WGDIsWTK136dxysqquH37SURtIyMjtLU12LBhHkeOXO1RG9u2KXx7\nzMzM8PBwxsLCmLFj+29Npis2bVqKkZF+rz+ouro6ODpa09jYhKmpITNnjufnny+Sk5PN1KnTul13\nGgpOnTrVbltXH5zGxkYMDAxYtWr6Mx/bxsacJUumkJ9fRljYmEHPijFunCcHDlwiNTUXQ0M9li6d\n2ue23NwcKS8XU1hYRlFRBW++ubzbNdyMjDxu3XqEtbV5nxVYK6dORQN06fvo5eWFtrY2FhaqU34J\nCZmIRNoEBYUot02fHsyJE9eZM2eucltiYiKNjY24ublx7NgxLCxMqawU4+PjrFwzPHPmJgA+Pqpy\n/PWvXxIQEMi0adN6/V4NuSIrLi6muLiY48cVPVwrKzNee20JyclZ7RYchwvx8WksW9b3B7o3DOT0\nWFJSlkrEeQ8PJ65ejaOsTEJRUTHu7q7U1NSird3/flJt4y2KRCJCQrzx9namvr6px2uiEyaMJiYm\nkeBgT/z93QZ1LfVZovJLpVKuX49j3br56Oho8dpri4mPT+Onn37E2dmFRYsWY2g4fNxQXnjhBQ4f\nPkxoaCgLFy7stnxU1HU8PR06dNvoCz4+owZlRqIjTEwMef31pQBERt5l164zzJw5vk/pmqZMCWDX\nrjNoamqyYcP8LstmZxcSHf0AMzNjVq+e1c49pi+YmhohFku6fLZ0dXUxNTWhvLxKOQsjCAIlJZX4\n+PgokykvXBhOSUklIpGI6upqTE1NiY2NVVo9hoWF0dLSgp2dBQsWhCkDKoNiDTE5OVsph1QqpaSk\nhMbGRu7ejcXd3Z1Ro3p3v0VCF7aiIpFoQE1JZTIZX375JU5O1ujr6+Dt7YK1tdmg97p6Q2OjlCNH\nIlm7dm73hYc5P/98keXLp6Oj86Q/09LSwjffHFPGyPPzc2Phwsn9voaTkZHP0aNXcXS0Yfbs8cqP\nXlpaLgUFpUyf3v0aiCAIyOXyEeeQfODAZSZM8MfVVTWdR3OzjMuX76KhYcCyZc8PkXTPRmVlJX//\n+995443nhzQFz0CRn1/KgwfpLFwYjkRSj0ik0SujpHv3UoiJSURTUwNbW0sWL45QGX3k55dy7dp9\njIwMmDNnAvr6/fctzMkp5vTpm7z77i+7VIzHjh3F2lqx5ttW7ry8atLTM5SO1p9+ulu538XFhdzc\n9tkONm9e3s5QLTo6nlu3nszGeHp6kpeXi5GRATo62syePR83t47tIjrTSUNqPpWRkYGJiQGjR7tS\nW1vH9etxw1qJgWI0NlS9w/5G4QitOijX1NRUKrHFi6cwd+7EATFEcHGxY/Pm5axdO0el515RIVYx\nZ+4KkUg04pTYvXspmJgYtFNiANraWkyfHkxmZobSSnAkIQgCBw7sB0BXd+SEmesNCn8qxdpPVNQD\ndu8+S2Tk3R7XDwnxRV9fl8WLp+LkZM3p0zcAhQXs3r3niYlJZOnSqSxdOrVflVhzs4wDBy51a20K\n4OTkrOJHBhAQ4KVUVB1Fy+lIiS1b1rFTdlslBgo90NQkxdPTifLyKvT0en/eQ6rIsrOzKSoq48iR\nq2RmFjB6tPtQitMj3N0dyc3tfU6h4YZUKu1yHnrq1CB8fUcNmLGNjo5Whw95dbWkxxaLIw2xWEJC\nQmaXxii6ujpMmRLAzz//TF5e3iBK92y0tLRw9OgRNDQEtmxZMSTJcQeL1n5dcXE5r722mOLiyq4r\nPEVIiC8PHqTh6upAenoeO3ac4MaNByxaFM7y5dMHxNWmsrIGkUjE8uUvdDtN6eDgQElJlcq25mYZ\nTU0KYxEzM4Whz+bNywFwdbXnvffW8O67q/jww/XKaC2dhSdbtWoWb7zxfLsMJxoaMGbMaOzte5d4\nFIZ4jax1vrWVwfaI7wuXL8e28xsZiaSm5uLo2LEJ9YwZocp4cYNNbW09Vlb9s7YynFBEIb/JokUR\n3S5kjx7tzq1bCezYsYPAwAA0NDQwNTXD19cXa2vrYWeq39jYyP79P6OtLbB69cxha2ncX5iaGpGd\nXYStrQXZ2UUq6709ISUlh7CwsZiaGhIc7Mu4cZ7tjCv6m7KyaszNzTAzM+u2bE1NDWVlleTllSiz\nWejr6/KLXyzj22+fpOoyMjLgrbdWoK+vyEXZaswRHj6OigpxpxlBRo1SBCK2s7MkP1+RGubNN5dz\n5swtAgPHI5VKuXLlEjNnzm6nIzpjyJ64goICoqOjlf/ffXfViOjFCYLA6tWzh1qMZyYzs6DTjNY9\nMTUeKFpaWkZ0gtLOOHEiCn9/9x7FjxSJRGzatJTy8mrli15RUcSePbFoaWnj6+uLn58/jo6OQ67U\nxGIxe/bsxtnZiunTB94sfjjg7+/G8ePXkUqbiYgIQENDRF1dY4drZQUFZWRnFxEQ4KkcaZmbGyOR\nKFIfPfdc8KDInJ9fiodHzyx6dXUVRlN37iSqpGUyNTVi5szxKu9nR0tBVlZmvPpq947wd+8mY25u\ngoeHEz/9dBa5XMDOzo579+5RVlbUq2WDIXnqBEHg5MkTKtu2bz8xIkZkwcG+nDoVPaAx/AaD+vpG\nZVZmNQNLTEyiMr1Hb7CyMiMw0JvAQG9mzgzlF79YysKFk5DLazl27DBff/0V6enpQ/beFBUVsX37\n94wZM4oZM0Z2CK7e4ObmwKZNS/nww/WYmBgxefI4Ll2KaVfuwIHLxMWloq+vy5kzN5XrYRERgdy6\n9QiZrPPMAP3J48cFPHqUwcyZPQunZ2Njg76+HitWzGi3LzjYp9/u85tvKtbIa2oU7lYNDY389NMu\nrKysaG6WIRL1/LkelBGZTCZrtzBfV1enUqaurhGJpH5Azc37A1/fUTQ0NLJv3wVeeaVj73g1alrJ\nzy8lPT1fmfn8WRCJRNjZWWJnZ0lERAAZGfmcO3cGY2MTZs+eo5JRoqWlheLiYgoLC2lqasLKygpT\nU1MeP36MtrYitJqZmRlisZigoKBey5Kens7Ro0eYPXv8v43xU29oOxJxdbUnOjqer746jIODNXPn\nTiQq6gEVFdWsWvUCoFAAV6/eZ8eOk3h5OeHqasfDh5mDEvG/1XCjdaTVHfr6+giCIgO8l5czixZF\ntIsb2R8YGytGqPPnTyItLQdzc2OammS4uLhQXFyBVNqArm7Pcj0OiiI7efIEiYlJ2Nvb4ujoRETE\nFF54YQU//vijsswbbzw/7JVYK0FBPiQmZlFTI6G5uaVP6UaGkqKiigGL3VhZKWbHjlNYWJggkdSz\nfPl0HB17vq4z1FNl/UlDQyMXL95hzZr+d9UQiUR4eTnj4eFIQkImO3fuJChIkRgxNzeHoqIiTE2N\nsLW1ICFBkcna0tIMJycbysurkcvlFBUpUqyMGTOmx2sRAPfu3SMy8jLLlk1tt2D/n0pwsC8XL8YQ\nEODJoUORODpasWbNHJUyzz0XjJmZMdnZhUgkDUyZMrD5veRyORcuxJCenkdoaM+nMDU0NLC2tiIv\nL5/09Dzq6howNR245MHa2lqsWDGD06dv0NDQRFFREVZWFuTn5+Hh0bPclIOiyIyMjAkN9cXV1Z6k\npCyOHDnM888vVynzzTdHAYWZ52CEGHpWJk8ey969F9DX1+Wll7p3Eh1OpKRkqaSi6E8uXoxBEARs\nbByoqEhm374LzJkzsdMswU8zEqaXe4JcLv9XHMmwAV3z09DQYNw4LxITs0lNTWb0aDdCQz1wcJio\njPn4dHbg1mssCAK7dp0lISGhx6Oy9PR0Tp06hZeXi1qJtaE1BBmAq6tDp+UCA72QSOowMNDt1+jv\nTyOXyzlz5jbJyY+xs7Nl3rzuI+O3rVtaWsqqVbOwtTUf8AzX16/HExPzJB1S6wAnM/Px8FJkVlZW\nJCfnc+dOIrNnTyA5OYf4+DgWLFig9AQHRS9z2rTeT3MMBe7ujrz55nL27bsw1KL0muLiygHrDVZX\n17FmzRoAkpOTgSfmyv9JnD17Cz8/V+ztuw6u21+sWdNzA6TWUa9IJCI8fBxxcfE9VmTu7u5MmjSJ\n27dvI5E09EtQ4P80IiIGbiRWWSlm+/aT6OrqYG9vz8cff9yr0TYopqU1NDR5/LiAAwcuERLiy4wZ\nAxek2dLSBG9vL6ZMmcqxY0exsTEhOTm7yw7B0wzK6qylpSXp6QqHOUWPXU5k5FVsbW1VwqUIgsBX\nXx2hslI8GGL9xyIIwoD1BvX0dDhx4jiHDh1i9epZvP/+GsaN69loDP49phbj4lJpaZETEtKz3uRQ\noqen06sEppqamsydq4j599VXh5HJWrqvpGZQqK6u5cQJhSX49Okz2LBhY6+VGCjcohYuXMjdu4qO\n6EBbkzs725KWlo6DgwMvvriG5ORstLW1GDWq5/5kgzYia0tBQRmOjtYcOXKYt956C11dXa5du8b1\n69dpbpaxfftJPvxw/WCI9szY2Vlw4cKdETEdCh1nhO5PXnxxFlKpIjFqX6bURvrUYklJBQkJmaxb\nN2+oRekRTU3SPk0dLV++nAMHDvDFF/vw83Nj0aKBzf2mpnOk0maSk7OJinpAYGAQr746tU/RMdqS\nl5eHjo4OUqmUmzcfYmSk3+PlgZ5SXFzB6dM3lIG+8/PzcXF54kwtCD236hyUEdnTPT5jYwPWrp2L\nu7s9J0+eQCQSMX36dH7zm9/g5aW4WI2NTcjlcr74Yh/Z2UUdNTssmD49lLKyqu4LDhMyMvIGNHK/\nrq4OxsYG/5a+YN0hlUo5c+YmL7wwY8SYojc2NqOn1/vpQT8/P5YuVQTTTU7OoqSkopsaI5fGxqah\nFkEFqbSZlJQcTp68wfffn+Svf93PhQt3WLVqNXPmzHlmJQYKgx4TEwPmzp1IUJBPp87N3dHSIufS\npRhqa59YqVdV1XLjxkN++ukslZU1Sofy1jBX48aNA+iVIhuUEVlKSrLy98SJo5W/n3sumIMHr7Bv\n316WLXue5ORk0tPTAYXZ8tGj1wBUIicPR0bKRwsUPiVD6fDcHSN5avHQoavMnDl+2McLbYtUKu3z\nhy8wMBA7Ozu++eYbHj3KHJCcdcOBv//9IADvvbcGTU2NIXtGMzLyefAgk/z8YpydnfH19WfCBEt2\n7drF0qVLcXV17bdjhYSEoKsr7dWyQMcIxMWlEReXxocfrlcJNAwwd+4kHjxQfPP9/BRT8ZMmTSI/\nPwdBaOlxjrJBUWRtQ7jcuZPIkiVTFAfX0mTVqplcvx7Pt99+g1j8JINpqxKbM2ciRkb6tLS0cO7c\nbSwtTZk0qX8zM/8nUVNTh61t94FDhwKFv+FQS6GgpUXO/fsp5OaW0dzcjLu7PWPGeHSqpM6fv42b\nmz0uLnaDLOmzIZXKEIS+fwbs7BTnGxeXxowZoSOqU9cVmZn5aGho4Ob2xODgyy9/Zt68SYwZMzg5\n71oRBIFbtxJISMhi5sxZrFzppdL56Cg787NiZWVFTk7KM7Xx6FEm9+8/aaOtEhs/fjxlZQXcv59K\nWVkVr7zyCpaWio6QnZ0dTU3NVFfXoq/fQk/U1KA8dRMnTuSTTz7BwEDhu3TiRBQZGYro3pqaGkyf\nHsz06UEdxmhLTVUMN8+du01SUtag5pzqKbW19ezde56iopExvTJcPzaNjdJhE6evqUnK1av38fMb\nR3m5mGvX4ti5s32CSYDExMfU1zcqU8OPJHx9R5GUlEhBQUGf2/DxGXin3sFEEASOHLnKoUNXVJK/\nCoJATU1dFzX7Xw6ptJlz527z+HEJr7++ibFjx/bL1GFX3Llzh9OnT1NRoRhYlJZW9fq85XI5587d\norS0/bKLSCQiLy+XoCAvfHxcCA8PV66Nte738PAkKSkLqbSxR8cbtC+ahoYGb775pvK/mZmqg52X\nlzMvv7yoXcDYsrIqBEFQKrH+XnDsD/z8XJk/fzJnztwYalG6RCKpR0dn+KbXaGiQDqhvTW+4efMh\nAPfv30Uub2HLlhW89daKduUqKsTcvZv8TJmDhxIzM2Nmzx7PwYMHaGho6FMbERERAERG3utP0YaM\ny5efpGW5dStBGRFDR0ebnJziXll59oWCgjK+//4En3++l3/84xAymRYvv/wKRkYD55TclnPnzgFQ\nVFTGjz+e5ccfT1NYWN6rNtp26lsHMK14eXmipaWJnp4uN28+ori4fTYRX19fbtx4SEzM/R4db1C/\nGm1vxM6dp3jnnVUqRgFmZkZs2DCPS5diycwsQENDE4lEwmef7QFg1qwJgyluj5kyJZCMjLx2ynm4\nkZKSjYuLbfcFh4impqZ2+dH6giAIZGcX4epq36f1jKysQuLi0gCIiBiDra1FhzMBMpmMEyeieOGF\n6cN2lNsTvL1dyMkp5tq1q8yb13Xm4o4QiUTo6+v1OATScGfGjBDkcoEHD9LQ0tJi4kR/GhubuHMn\nEbG4gaioB/3u7yoWS4iLS6O2tp7c3BIWLVqMt7f3oOfbe9pqWCYTCAjwxte352HIxGIJe/eeB0BP\nT4/6+nrlvk2bNmFjY8OePbuRyVqQy+Xk5OS0a8PX15ff/e53PT7/QX37RCIR69c/Mas/f/52uzJa\nWprMmzcJR0drpkyZosyds2LFDBoaGomOjqe8vHrQZO4pNjbm1NU1kp1dSF1dz4bDg01OTnGvHsjB\nprFR2umIsba2nlOnojlxIqpbE/3s7CIOHbrC3r19c1ZvDem0cuVMXF3tO53OPnz4KlOnBv5bZEK2\nsjJDJutbeiJHR0c2bnyJ1NT2H6SRiIaGBnPmTCA01A+pVEpQkLcyV2JtbS1paf2bJy4tLZfdu8+j\nrW2Gr28gv/jFG/j5+bX7iDc0NFBQUMCjR4+Ijo4mJSWlXczaZ6V1dOTl5cmvf/1rJJJapk3r3oE7\nNTWHuroG6uoalale5s+fz29/+1u2bNnCBx98wNatW3FwcCA/P5/S0lL09XXR0dHG0bG943Nvk+YO\n+jyOh4cHW7duJTIykpiYO1RWirGwaB+rsKysmlmzXFmzZg0//vgjhw5dUe4TiTSGnSWjiYkRYWFj\nSUvL4+bNBNaundN9pUGmqakZE5PhO2psamrudI0sPT2P5ORsQPHSbNw4v1MrudZnpa/WZQsWTGbh\nwvAuR1mRkXext7fEw8OpT8cYbgiC0Ou8Wm2xtLRELJYgl8tH9Oi0LS4utsTHp/HwYTo+PqMIDfUj\nNTW/X749ChP6bB4+fExjYzNr165TBn1uaGggPj6eiooKqqoqqKyspKqqGkEQMDMzwczMCGNjfR4/\nTuXYsVKMjAzR0dGhrq4eLS0tVq1aja1t32Ze6uvrCQ0NZd68eaSmpuLoaNOtQ7QgCJw4EQWgkvl8\nwgTFDJq1tbVyW0NDA/v3/8zixRFUViqywU+cOKlPsrZlyBYkamtraGxsorS0ukNFpq+vS319Pa6u\nrrzzzjvs2LGDiRP9hrXpuJeXM15ezn0eCfyn09TUjK5u+xGZ4uOoUEqmpkb4+o7i4sVYVqyY0c5f\nLS+vBIDVq2eRlJRFU5O015EJuusJpqXlUl4uZuXKmb1qdzjj4eHIzZvnkMlkfVqn1NbWxsBAnzt3\nEgkO9hkRuQW7w9nZDiMjA27cSCAq6gG2trZoakJ4eN+MegRBoKSkkgcPMkhLy8XFxYXp02fj4eGh\nVP6VlZXs2bMbS0tjrK3NcHW1IDDQBTMzY2UCy7bI5XLKy8W0tLRgYKBHQUEZP/74Axs3vqS0KO0N\nHh4eyrxlyclJeHo6dlhOEATKy6tpaXkSfBrAycmDOXMWd3rs/Px8LCxMaW6WERX1CC8vL9zc3Hot\n59MMiSJramoiMVERJPLkySh8fFza3aBRo2zJzMygvLyc06dPM2qUvTIop1QqQ1Ozd0PP/3RKSgYu\n4n1/0dQkRV+/vUVWWVk1Fy8q8j2JxRLu3FE8O83NMvT0dGhoaEIiqcfExJCHDxXTgvv3XwLodYw4\nuVzOzZuPKC2tIixsTLtYiWKxhJs3H7J+/ciI3NFTFJHyLUlKSmLs2LGUlpaSnZ1NTk429vYORERE\ndDvCXbp0Gbt37yYrq5C1a/s/4v9go6OjxWuvLebBgwxu3nxIfn4B48Z5YmPTtwzmZ87coqCgnODg\nELZsWYyxsXG7Mvv376e6Woy+vg4lJVWIxXV4ejri4GDdQYuKaVAbG3OqqmrJyiokM7MQQ0PDZ/Z1\na2lpISMjgylTVAOi5+YWU1xcybVrT4wwbGys2bJlC1ZWVt0eVyaTUVNTx/nzd1i0aDH+/v7PJGcr\nQ6LI4uPjkUoV8/ErV87s8ORdXe25du0RYWGTAZgyJUC5VnHpUgyJiY/59a/XDUsHWh0drX9ZCOr0\ni/FCf5CamouHR8e9q+GCVCrDzKz9iMzcXPHCGxsbU1tbC8CYMR7KfEbnz9+hpKSKhoZGmpufrPOs\nXz+v11aaOTnF3L2bQnNzMyKRYsq4pqaO2bMnYGCgy9GjV1m6dNqwsa7sT0xNDampqeGf//wHMlkz\nzs62uLpaER//iJKSEpYtW9bleXt4eKClpUVBQVmPHVmHOxoaGgQFeePv78rf/naAhw8zmDu351Nh\ndXUN3LmTiLGxAY8fF/D++x90Gf/wlVdeoba2loaGBhoaGqirqyM6+gbJyTlMmOCHSCRCEAQEQaC2\ntp7s7GJycoppaZHj5ubG6NFBBAYGPvP0bnZ2NubmJiqdX7FYwvnzt6mulqCtrc20adOYOHFir94F\nPz8/peNzfzIkb6OzszP+/v4kJSVx9uwtZswIaZecz9bWgqKiYqW3eusFraqqJTHxMaDoqfe1dzSQ\n+Pu7cuzYdRoaGtm0adlQiwNAYWE5kyaN7r7gECKVNrebKpTJWkhLy0NXV4fa2lqMjAyIiAjAx0fh\ndyKR1JOXV8KvfvUeOjo6VFZW8sMPO5FI6sjKKux19HlHR2s0NETY29srfR1BYcl25MhVJk0aq1Ss\n/26UlFSio2NKfX0dmzYtU3bCfHxGcfbsLY4fP8YLL7R3QWjLrFmzOHfuHAUFZf9WaV50dXWYPj2k\n1y4GR45cpbi4AlfXUT0K4qunp9fOT2zcuHFcu3aVCxfuoaGhgUikULAGBga4uXkQHj4La+ue5/zr\nCSkpyVhbm6p0SFqNOExMTHjrrbeUhnjDgSFRZA4ODixduhQnJycuXLjAiRNRvPGGlYr1V1qawhG6\nsbGR8eNDuHQplhkzQvj+++MATJjgj4WFyVCI3y3+/u74+7uzf/9FpFLZsBiVyeXyYfXgdURzs6oi\ny8sr4eefLwLg7e1Fbm4empqa+Pm5KjPWJiQ8xt/fX2n6bWlpyfvvf8B3331HeXnvsyjo6GizYMFk\nUlNzEYmsCQjwwtBQj6ioeGxtzYe11eezoMhBVYmNjQOamlr84x+HMDY2wNraHGtrU9zdHbl48Q51\ndXUqGSueZvz48Zw7d459+y4wc+b4QcmAPFiMG+fZa4tpqVRGQEAAc+bMaedP1VO0tLSYOXMWM2fO\n6lP9vmBiYkpMTArp6XlK9wxQhK5atGjRoMnRU4bsC6ujo6NcVARoaGhSUWR6ejp4eXlgbW3N3Lnz\nOVHoaxIAACAASURBVHbsqLJHADB58rgBSb/dn9jYmJOdXYC399B+/BQOnMN/mqe5WaZiJCAWSwDw\n9vZW5jj77rtvycwswMvLiebmFh4+zGTVqhdV2hGJRKxevZqvv/6qT8Yenp5OeHo+sUY8c+YGRkYG\nTJkyMnLl9QWRSMSsWeN5+DATJydnli1bhlgspqSkhJKSYjIyijE0NKS0tLTLxXkNDQ22bt3KzZs3\nuXjx4qArssePC8jLK2HUKHsVC7r+QEdHm3nzwrov+C/i4tJobm5h3rx5Ax6No7+ZMmUKxsbGxMTc\nJDe3hIyMAtauXasM6j7cGNKhQlsH6aSkLJUYgGZmxhQWFiGRSDAyMuKFF1ZQWVlJYaEiEv7du8nD\nPiTQqFGK6amhVmRZWYVYW7e3DB1uNDe3oK//ROmMGeOBvr4ux45d529/+ytvv/0O5eUVREbWcOpU\nNHp6upiYGOPg0N4PxdTUFE9PL+Lj01UCVfeWs2dvoa+vx3PP9TxV/EhEJBIREODF6NHunD17i927\nf+LFF9cwZswYxozpfWzT1hFyUlKW0khroMnIyFPGaI2JSSIoyIdZs8YPyrE7IjY2mbVr1404JdbK\n6NGjKS0tRRAE3nxzSZ9HlIPBkDp8tL0wAQFeyOVyZXyxqqpaAgI82bdvr3IBv7lZqiwfHf2Ampo6\nSkoqB13unuLiYjssUrxkZOTj5eU81GJ0i0zWohw9pabmcOTINbKyitDU1KC2tpazZ88yZswYamvr\n0NLSQkNDhJOTS6fthYeHc/9+Ki0tfUv+eO7cLXR1tZk+PaRP9UciWlqaLFoUjr29Kdu3f09VVd+e\nX0tLS7S1tQbtuautreP8+RiVba15roaC2to6mptlPfbnqq+vJz8/n4SEBKKjozl9+hSxsbEqUTEG\nG21tbebMmcPcuXOHtRKDIR6RAWzZsoV//vOfbN9+AoBp04KIinqAXC7n179eR1XVTY4ePcrKlSuZ\nODGMU6dOMWaMOzU1DXz77TGcnW1ZvXrw5o57g5aWFgYGemRm5g+p42xFRc2IiMouCILS2qqmpg6J\npImqKgnh4REUFxcRFxeHSCTCxsac0tIq7O2tSExMwNLSEn19fTQ1NVVGD3Z2dlhb25CcnN3riOUX\nLtxBS0tzQFO8D1dEIhHTpgXR0tLC7du3mD9/Qa/bqKurw87OalCCQMvlck6dusm4cQHcvq2IFrR+\n/bwhzfLQ1NSMgYF+twYYYrGYa9eukpSUhLm5CaamRhgbG/zL4TmZy5cv4eLiwty585TR4dW0Z8gV\nmbW1NdOnT6e0tJTExESuXYsDYNWqWYhEIubNm8SBA5e5cuUKM2fOpL6+nitXruDt7Y2OTsWwz8y8\ncGEEe/eew83NYQgjHggjLtqChoYGtra2pKSkcvXqVUxNTVm6dCkpKSkkJSUxa9Z4HBysaWho4uTJ\nq8rkh15eXiox/0aPHsPDh/d6pcguXYpBJBq+sT0HCxMTQyIjYwkODulVpIiKigqOHz/O4sWDkzX6\n1q0EtLX1VT70vbVW7W8MDPSoq+t8NFVXV0dUVBQPHsQTEODJL36xtF2m7rt3k0lJySI9PYPs7G/4\n+OOPB1rsEcuw+LpNnToVK6snD97/Z+88o+M4rzT9VHVuoBuhkTNAZJAEwCASDCBFSiJFRUuUZEmU\nLXlGPjseW56dkXd/zPzYc2bO2XP27KzHHjlbYzlQlmxJVrDEDEYQDAABECAIIueMBjqgc3ftjyaa\nBAEQgUiU/f4hu7uqq7pQ9d3vu/e977tuXRbJyf4VhFwu4+mni6mpqaaqqort27fz6quv4na7SU2N\nW/FUaKVSzsaNuRw6VLYsx3c4XPdl43h8fCRXr9bgcvnTySaTiY8//piEBP/KNj09gejocFJSYlEo\n5Dz22GN873vfmyRcOzQ0RETE7NmtJSXleL0+Hn54ZU+QlgI5Of7a1ttv/5Jf//odamtrZ9jDj76+\nPgSBJckCGI1mzp+/yt69j3L6tL8+thKasTUaFU6na0ql/IaGBn70o7dwuUZ57bXHKC4unBTEwJ8a\n3bx5NTKZiNvtZmhobgr0f0lYEYEM/NRrrVbNm2++zO7dEwu0Wq2a7Owkjhzx2wvExsbS2tpKfX0b\n3d2Dy3G6c0JeXtqyCR03NHQQH7+8s9P5ICbGwMsv7+WhhzYGalQGQwhyuRyZTJxgcJmWFs/w8PCU\nefyCggIaG7tmpSPY2zvM0NDonBpev8wIClLzve8d4O//fj/5+cmcPHmCzz77FI9negv6kZERurq6\nUCoVAbmwxcS448Tbb7+N1epnucbHT62CsZTwOwKoJtW4Ghoa+OSTj3nmmR089NDGu6rtqFRKtm8v\n4Nvffg6Azs6FFSv+MmHFBLIdO3YQEhLK+fM1U35+8eK1QPpoPE2WkZG4Im7a2cDr9eFyTT8ALBZa\nW7vJykpZ8uMuBOLiIigszGLduixSU+OIjTVgt9vR6XQTjP62bFlNVVUlJtPkvrHo6GjCwsJpapp5\nEHA6nSt+hb8cUCjkZGYm8corexgbM/Jf//X2lNe6oaGBH/7whzfV4/fy4YcnpzRWXEiIokhOTmpg\n5b4S6uWDg6N8+uk5BEGckA0ZD2Jf+UrxtJJT0yE62nDfsh+XAismkCmVSl566WXq6topK6vBbndO\n+PyZZ3YSG+tPVRw96hflbWzspKLi3uy4lwq7d2/kgw9OLPlxx8YcREauLKeAuUIURZ56qpiWlh7C\nwsJwOp0TesOCg7UUFGRw8mTJlPs/8MAmrlxpmPE4M7jD/MVDqVTwxBPbWLUqmvfff2+Snc6ZM6dJ\nSYnlypUKPvroI4B5M0bngnHbJK1WtaykptFRK59+eo4//rGExMR0vvOdN9BoNMD8g9jYmJ133z1G\nXFwimZmZi3XqgN+i5vPP/0xPT8+iHmcxsGICGfhZa6mpaZw7Vx1QdBhHT88Qvb3+7vLs7GxycnKI\njIykrq6VGzfa8XgW/4G5F/hrfsKiu8t+WVFV1UBCQiKVlVfYvDlvQmoR/EovjY0N1NTUTBpgs7Oz\nGRmxMDJimcWRVn7j+HJCEAQ2b16Nx+OioeHW5KCnp4e+vn7y8lL5zneeCzSUx8QsPtOuo8PfW2qz\nOWf0qlsseDxePvnkDD6fgjfe+C5bt24NKOncy0rMP3kz8MQTTy56rfuTT/5EdXU1J06coLq6elGP\ntdBYUYHs448/oqurk9zcXOx2V8DgEAgEquvXr9Pb20t4eDi5ubmkpMSi1wdx4UIN585V098/vGw3\n80yIi4vg3XeP0ta2NDOekRHLJO3C+xX9/aNkZWXT1dU1ZYOtSqXkK1/ZycmTxwPOCuMQBAGv1xtQ\nCpkOK/W+WWkQBIH16zN577336OzsxOfz0d/fj0qlDEwWHnvMz1hc7NrwnX8zi2V5+q7+9KdTDAwY\nSU1NnSAFdy9BzGZzUFvbQlRU9JIIMA8PG9m6dS0RERqOHTt6X026l51+Pw6bzUZ3dw85OakMDIyQ\nkpLK6dNV2O1O8vLSKC+/DkB1dTVPPfUUGo2GY8eO0dc3zJo16WzbVoDH46WxsZP6+nZ0Oi3Z2SmT\nZu7LiZ0712GzOfj007OkpExWo1ho1Ne3LclxlgKSJNHS0oJer795f0yWH4qLi2D9+iyam5tQKpXU\n118nOjqG9evX43A4ZzUYfAkE25cEhw/7+7U+++xjrFa/b6DX6w3oWyqVCv7bf/sKQUGaRT2P8RLE\n449v5c9/Ll2WwbenZ4i2Nv+q8PY+xnsJYgClpVeJiIjlwQcfXLBznQ4+nw+LxUJhYRZyuYzOzgFa\nW1snyAiuZKyYQFZfX09KSiwPPbSBY8cuYzSaSE/PoK1tmFOnbnnf+Hy+QN557dq1NDQ00NTUyYYN\nOcjlfkHZnJwUzOYxamubsdudxMdHkZa2nH1ct6DVqpekbgDQ1TXAvn1L08uz2JAkiZoaPxHIarVP\nu11iYjTl5WeRJInGxgbq6q4jigL79u3j4sVKkpKmn93+dUU2ezz33G4SEqKQy2WYzX6ngbS0jVRV\n3Uo36nTTiwsvFDQaFa+99jjvvPM54PdVW2qcPVtFUJCW//7f/zGQ/ptrEDMaTXR2DhAdHU5ERCgW\ni436+nb+/u+/vSTjlsViQaNRB/RrY2LCGRoa+msgmysaGxtIS4tDEAQefngjX3xRxsBAP5GRUYSF\nhREVFYleHxKQq2ppaeHdd9/F6/ViMKyd9H16fRAPPJCHJEl0dw9SWnoVmUwkMzNpQazK7wVLFVDd\nbg9BQStnRXovCA+/xSY8dOg84eE6IiLCUChkEwKTwRCCSiXn2rU6vF4v0dEGKioq+Ju/+VsOHz6M\nw+EK+NpNjb8uyWaD21fEen0Q+fl+Mdmqqoabjt5Lc48LgoDRaEaSJJ56qnjJPdB8Ph8dHX0IgjDv\nICZJEsePVyCKSqqqWjAaR1Ao5OzYsYP+/n4OHz5MY2MjTz75JHl5i2PFNDo6il5/axLgn6CYKSsr\nQ6FQYDabcbvdPPzwwytiQXAnVkwgCw0NC1CqBUFg374irl9vo7T0KiEhYSQm+l2kN27095hptVq8\nXi95eWmkpk6fPhMEgYSEKBISonC53DQ0dHDtWguhocFkZCStqNTjQuJ+ym/PBnl5aZSV3WrNOHjw\nCADZ2cmkpcWTl5cG+P/eL7+8h9raZlJSYgkO1vKf//kH7HY7Pp+P0tKryyok+2VHeLiejo7+BVee\nvxvS0xP49refm2GCsjg4dOgCq1al8tWvvgT4m8E//vhPPPPMjhmD2NiYnQ8+KGFgYASdTse3vvUt\nLBYLoaGhSJLE1atX+d3vfhfY/oMPPli0QGYymSa4j1itNq5frwu8Xr8+mytXbvDQQ8vf3jAVVkxo\nTU1NpavrVue6IAjk5qbyjW88TkZGDOfPl3Ls2DHsdjtOpxO9Xo9er0OjmX0gUioVrF69ih071pGU\nFMO1ay2cPVvF5ct1GI3mxfhZU2Ip7Gd6eoYCzaL3A2YKvGFhOh566IFJbrT19e0cPXppApFDJhPJ\nz88gJCQYURRwuz38/Oc/B5hRZPqvNbJ7w6pVCbPq2VtIiKK4LEFMkiRu3Gjj2WefQy6X43A4+MMf\n3mf37vUzBjFJkvjxjz+8rc9O4j/+4/v86lf/RUnJCcbGxigpOcHXvvYo//APfpuiXbt2LdpvGRkZ\nISTkVnP26OhEhu/q1auQJIl/+7d/w+FwLNp5zBcrZkWmVqunbBiWyWQUFmaydu0q/t//+z3f//73\nAVi3bh1mswWjcX6sqLAwPRs35gJ+dlBLSze1tc3IZDKSk2OIi4tYtCW02734jdGNjR2kpS2fUPFc\n4XJ5ZgzwhYWZRESE8N57x0hNjaO19Rb702g0T1kfsdn8ZIANGzLp7BygpaWb3t6hKbX4/loju3ek\npsYGiFlfdlittptCBy7UajWffvoJyclRAWmvu+HYMb9S/wsvPER4uP6myLB/Uv755+f54Q8vsn17\nAdHRt9oXSkpK2L59+6L8FpNplIiIWysygyGU3t5hAIqLC9FoVISG6snNXT1JBm4lYMWsyPr6+u7q\nmSWTyfjmN58OvI6K8tuoz+ammQlarZrVq1dRXFzIpk15uFxuzp+/ytmzVTQ0dOByue/5GONobe1B\np1t8S4S+PiPp6fGLfpyFgt3unJVSemJiNG+++TL79+9i27Z8ADwez7QzcpvNP3tcsyadtrZe1q5d\ny4kTFdMGraWusXzZIJfL/2ImBE1NXWRnZxESEkJ5eTlG4+CsLH86Ovro7h7gjTeeJykphuBgLQZD\nCBqNCo1Gxd69mwgO1gYm2neD2WymtLR01udsNps5ebKEn/70JxOyIKOjI4GJYGlp9YTWp7ExO+3t\nvYyOmikuXvo65GywYlZkfX29REWF3XWb5uYuiosLOXOmMuCTVFPTvKDGfXK5jLS0eNLS4pEkif5+\nI1eu3MDt9qDTaVm1KmHegcjhcFFSUs4rr8zdFmOukCRpUhpuJcPhcM3a8mP8QUpLi+fcuWp0Oh1/\n+MMJvv3t/ZNW0RERIbzxxvNcvdqEz+fj6tWrREQYqKtrDdTV/oqFhSAIeDye++r+mw/GxhxER8fg\ndDo5deoUzz334KSsQmtrD5cv1+FyuVEo5DgcLsLD9Tz77IPTOpcHB2v5u797ZsJ7cXGRBAVNnujX\n1tZy/PhxEhMTSUqa3puvr6+PU6dOcuOGn1Wak5M94Vm5vUZ26VLdhH2LiwupqWkmOTlpQo/cSsKK\nudP6+nrJySmY9vNr11o4caI88PrixYukpSWwe/fi+UUJgkBMjCGgTmAyWWls7MRqtaFSKUhNjScy\nMnTWMxS5XEQQBEZGTBNSBgsNj8ezImdNd4PTObsV2e0Y/40Wi4WIiLApU8GCIKBSKQMtHNu3byc0\nNJSKiguTAtlfyEJi0REVFUZLS/eyO6MvNoxGM5mZKZSVnSclJWbSRLykpJzBwRH27i0iJCQYq9VG\nV9cg2dlzuy5DQ6OMjFh48MFHeOedX1FcvIO0NP+929jYgEajoqOjY8pANt5/OU4aiYoKQ6UKmuQx\nZzZbA+IJu3Zt4OjRi2g0GhISInE6XZw/X8Mrr3xtxY4rKyKQ+Xw+hoaGp9UEPHeuegJjbRxut3tJ\nCQ0hIcGsW5cFwEcfnSQkJJj6+jZEUSQhIYrExKi7ysjI5XJUKiWRkXdfed4rmpq6iYlZPlPB+cDh\ncKNUKua0j0x2K3Bt3nz3NExBQSYmk4udO3fygx/8B7t3T50CWqHP6X2FjIxErl1rWdGBzG53UlZW\nS0NDB6mpceTlpZKQEDXjfgMDI5w4cZm8vFQ6OwfYsyeVX/zi57z88kTrmM8/L8XhcPL449sDLTDB\nwdo5BzGAX/3qzwD8/ve/Jzxcz+DgIGlpaTidTnp6elAqFZw4cQKz2URcXDzV1VWYzWby8ws4f/48\nTqeTRx7ZhEIh5/PPS4mP16LTTRTHXrt2DadOVfLYY1sC52u322ls7MBisbFx40ZiYlauOe+KqJEN\nDw8jiuKUM/Kmps5AECsqWjPhs5kkhxYLIyMWJEkiOzuF4uJCiorWIIoCR49epKSkgrq61kmix+PQ\n6bT09Cyur1BHR19A6+5+gcvlQqWaWyAzGEICv7Ovb2SCIv6dGHeaFkURuVw+5QToL6W2s9iIi4tg\ndHR5ns3ZoqtrgNbWfp599jmiopL58MOTsyJhSZKPrq4Bjhy5SGpqGpcuXSIrK2mSa0J0dBixsRH3\n3McpSRJbtqxh5851vP76UwiCwLVr1/D5fAwPD6NWqwLPzeXL5XzyySe0tbVjNI7Q3FyP0+kfh1at\niufGjXYAvN5bv3N4eJi2tjb27n2UgYFRKirq6ewcCHy+alUaGRnZ7Nix855+x2JjRQSypqYmnE4X\nn356bhJz0ee7NbjcuSrbuXPdkpzfnSgvr2PNmvTAa5lMJCkphpERC9u3ryUqKoyamibOnKmkoqJ+\nglhtcXEBx49fwul0Ldr5DQ2NEh8/8+xyJcG/Ipt7giAjIxGDIRy5XM/Bg0cC5I47YbXa0Ov9BpsR\nEYZFbbeQJAmLxbaof+OVjPuB8OGnx/uoqCjHZBrF6/XNamIcHW3ge987QH5+JvHx8Vy5UkFR0epJ\n261bl01Ly71rqgqCwNat+WzcmIteH3RzJdjJv/7rv2I2m0lNTSMpaSJHIC8vje997wB79txyOP/J\nTz4iN9efjuzr60eSJLxeL3/4w/scPnwIp9NJWlo6JSXlAdbpa6+9xoEDr7Br1+4Vm1Icx4pILQ4P\n+2meDQ3tBAerJxhrfvLJmUnby+Vyvv71fcvmHTUwMDLJ/NPn8yFJEgqFgoiI0IB6iNVqp6Wlm5qa\nJuRyGcnJsezatZ6PPz7NCy88vGjnuBK77+8Gl8s9L3mhnJwUSktrWLNmDYIgcPz4ZZ54YtukB89q\ntREUFMTx48dob+8kOnqqY81+8B1nfImiiCRJgeNJksTPf/4xZvMYW7asZevWyaozfwkQRRGXyzOv\nycl8YLM58Pl8dzWqvB1BQWpeeWUvZWU1KJVuXnvtMcLCZu8k7nZ78Pl8KBSKKY85fl8sNDZuzEWl\nUjAyYuX999/n61//OikpKchkMmw2Gy6Xm/r6Ftraehkb80u5FRcXc+bMGT799AyFhfls2PAAgiBw\n7txZgoKUtLZ28+///u+Ehel55pmdnD9fg9PpRZIkzp49y7Ztk5+nlYYVEchE0X+R9u3bQmbm9Mwb\ngKysZHJyUggPn/1Nt5BwuTwIgjgpUDQ1dRIdPbkuFRysYe1a/+rN7fbQ3t5Lb+8wdruT+vp24uMj\nF5SO73C4lqTheqHhdrvnpdTv7zPMoKKinEcf3cfPfvZT6uvbyclJmbCdRqPGbrczODhAeLjuLoF+\ndg/sv//7u4H/P/roFlavTuPq1SaOHLlw872iv2hWZHR0GM3NXZP+DouBS5fqOHOmEkmS+O53X5h1\nrVWplLNjR+G8jmmx2LDb7dMqAw0Pm1CpFPT3GwkKUs86wM4Ga9dmIEkSly5d49e//jX/9E//RHJy\nCpGRkbS0tDA0NMjDDz9CVlZWoGa/c+dOwL/C+81vfsPatWu5ePEiX/vao1y/3saqVfFERIRSXn6d\nvj7/wuKdd94BYOvWrX8NZLPB5ct+NmJTU/ekh//NN1+mubkbh8NJUlLMBBmV5UBVVQOrVk2WxKqp\naZmxh0ShkJOenkh6eiLbtuUzODhKU1NnQAQ3OFhDfHwUEREh815RNTZ2Ttnsu9LhdLrnXCMbh14f\nzMDAIHK5nKeeepo//vH9SQNoaKiO8vJyBgeH2Lv3gSkL+3NR9Xr99af5xS8+BqCzsx+n08X1622B\nz1evnr/YamdnP319w9TWtrBpU96CtpcsFTIyErl6tXnRA9nBg0fo6RnkjTfe4Ic//CE/+MH7vPnm\ny4s68F671oLd7sZmGyMj41Ytuq6uFZVKgUql5Nixi6xbl01HRx+iKGK12gkP15OZmTgt7X4u8Fvp\nZFNRUc9bb/0nERGhmExWrFYbUVFRZGRkYLVaqaurw+12U1ZWhsPhQCaT3Wwr6mPnznXo9UFs2nRL\n9mr16jT6+oYD93JhYeF9kd1Z9kDW2emXs9FoVGzdumbS54IgrCjiQnNzF88+u3PS++P9IbOFIAhE\nRYVNoOxaLDZ6egZpaOgA/H1gsbEGYmMjZj3LbG3tYdOmmRspVxrcbi9q9fwUA0RRwONx3xSI7p5S\n7mrLltXU1raSk5NEfPz08kGzHQBvJ4vc3jw6jk8/PcuTT85dhcHlcvPFF2VER8cwNDTK55+XEhkZ\nuuhM14VGXFwkZ85ULeoxjhy5SE/PIABVVbeO9X//70Hkchnf+c7zi5KduHGjk+LiHRw5cpgXX/SX\nB8zmMcbG7DQ3dzMyYmb9+lxAmtDUPDxs4uzZKh566IFpvnlu2LVrAxs35jA0ZCIlJRaPx8tPfvIR\nHo+TH/7wBzgcjgmGw489tpWMjETkctmU9/nQ0Ci/+c0XZGenAPDVr36VrKysBTnXxcayB7LS0nOA\nP2W43Kr0M8Hn8+H1+iY1BZrN1nmvJm6HTqclKyuZrCw/Rdfl8tDXN0Rl5Y2bjCqBiIiQm+nIqVem\nVqttUXvUFgvzTS2C34W4pKSC//2//zcREaE8//zuSdvEx0feNYDNB/v376Kuro2hIRMDA/50zKpV\nCYiiSFzc/FbFly9fJzExmf379zM8PMxbb73Fn/9cyssv75lze8JyYrFn8Q6Hi6tXGwOvz5yZWEv3\neLxYLLYFr6OPjFgYHjbR1dVFSEhw4Pvb23vJyEgkLS2O2toWlEr5JKq9wRBCVFQ4RqOJ8PDpVYzm\nAo1Gjdvtv/daW3sID9dx4MCjDAz4FfS1WhXd3YOEhARjMNz9mEFBGrxeH9eutfDd736X0NCVPR7f\njmUNZB6PJ9BpHhIShNvtmXNT7FKitbVnyl63ior6RUn/KJVykpJiSEry92/4Kbcmmpu7sVr9Trha\nrYb4+EgiI0OXJAXgdDppaTFisYDXCzIZ6HSQlhY+owbb3fb1TxDmN3vW64P4xjeeQJJ8C5K2mS1S\nU+MCzgtdXQMLos/pcrkZG/P/bQ0GA3q9nqGhUWw2530VyGCc8OFaFDWIO8eJnJwU7HYnbW297N+/\ni9jYiAV3R/d6vfzud4cpLt5x08n+VqAaHbUGmMw7dkzPps7KSuLKlRuTWonmC6fTNYEQN36P3J7p\nSUubnVTdW2/9EYDXX3/9vgpisMyB7HYJm9OnKzl9upKXX94779nsYqO6upGdOyfXwXp6hu968y4U\nRFEkMjJsQprJarXR3T1IY2MnPp+faXT9ehsGQwjh4foFS604nU4qKwcZHdWiVCYgl/sfGLcbrFY3\n7e2DhIYOUlgYOSmgzWbf+noTjz8+//NbGHachEzmZ5tdvHgNhULO+vXZs9pzNs20M6Gjo4/y8uus\nX3/rHvva177Gj370o/vKyaCnZxCbzUl0dDhNTd2LMsmTyUQee2wrg4MjXLpUx759WyYxSBcaY2MO\nFAoF69at4/TpU+za9RTgn2DO9pAqlRK327Ng5xkUpGH//l188EEJAHv3Fk3aZrwWX1CQOa0m6XhN\nTK1WExd3/7nKL2sgczqdiKJISEgQq1ev4uzZKsrKrvLss4tnV3AvsNunroMplXJGR63LwqQMDp6Y\njvR6fYyOWhgaMtHS0h3IkQuCQGhoMBERIYSHh8xp5Wux2CgrM6FUpqHVTl5xyOUK5PI4HA4fp0+3\nUVQUGmBiznZftzuds2eNE/ZdakiSv29RkiTOnatGkiTWrctaMsbWOMOsoqKCkJAQCgoKCAoKuq9W\nYoODoxw8eITgYC3r1mVy5kwVISHBqNXKGVNbc0VubiqS5BclGP8bLebfymKxodMFU1dXR2JidCAo\nDAyMzCmdn5gYTWdnfyDTcq8YF1hITIwhK8vP+rZa7dTXt1FX10Z//zCJidFs2JAzaV+v14vJ6f4U\n+wAAIABJREFUZOX48cvs27ePdeuWpzf3XrGsgeyzzz4lOzuFffuKEASBdesyOXr0Er/85Sc899zu\nZbEtnw5GoxmNZupUxdatazlzppKnn96xxGc1GTKZiMEQMmnQ8Pl8jI5aGR420dbWi9s9HuAI5M8N\nhpBJg6bFYuPSpRHU6plZeKIoolKlcvFiM5s2+d+b7b6CMHHf5Qhm/r4fiYGBERITo+no6OPEiXJ2\n7ly3JC0Nt9fwSkpKKCkp4Vvf+hZe7/1jkjow4Pd7s1ptnDlThSAIvPvuEcLDQ/ibv3liwY+3lLTw\noaFRdDo9lZVXKCy8tcpsb++joCBj1t+TnBzDuXPVCxLIKitvcP78VcDPOKyra6Wuru2mVVEcAwNG\nVq9exSOPPDClfF5ZWS1lZTUUFhYETIvvRyxbIJMkidbWVg4c2BO4GZVKJY8/vo2Ojn5OnbrCU08V\nL9fpTUJ5eV3Azv1OxMVFYrHYlviM5gZRFAkP199cNSYG3vf5fJhMYwwPm+jo6J8g06PRKGhsFIiM\nnH0+XxAElMp0zpypR5IE9PrZs57G9y0ra2HHDtmS+x51dPRTU9M0Qf27svIGubmpS5buTk9PoKmp\nK/D6xz/+8V31O1caMjOTMJmslJb6B1elUoFcLsNoNC1q2m+x4XJ5KCurxeeTiIgIYdWqhNs+c8+p\nNuuXSZPdc8N4X98wpaU1rF27lrExv0tHf7+f+PHKK6/w8cd/Yvv2Ah54IHfK615d3UhVlZ+jUFy8\n/JPwe8GyBbLu7m5sNvuUBdmkpGjOnLmyDGc1PQYHR6elzc4lR77SIIoiYWE6wsJ0E9ocJEnixIlG\nJCmG5ubuCQFOq1Wj1weh1wdNy9Zsb1cDGlZPVu+ZEUplCpWVLWzevLRtF7dr0AGEhOgxmcwcPHiY\nb33rWYKCNIt+Dl/5yk58Ph+dnf309g4THKwlOvr+od4rFHK2bFnLxo25SJJfXDslJYazZ6txuz33\nVZr0dly+XIfFMjZpdeP1eudFKsnISKKxsWPeTfMOh4vPPjvHY489TlnZebq7ezAYbgky/Pa3v8Vg\nCJnQIzYOs3mMn//844DyyD/+4z9OEhG+37Bsgezzz/+MTqeddiazkprwXC4XojhZzWMcVqs90NT8\nZYHL5cLjiZik2ShJYLc7MJnGaGvrnWA6KknSTd82NV1dPpRKf2oyOFg7p0AviiIjI1qcTueSrsri\n4iKpq2sLvDYYgjGZ/JqMFy7UTpIlWyyIokhycizJybFLcrzFwHgNNibGgF4fzPe+d2CZz2j+sNud\nXL5cx7ZtBWzenDdhdSOTyXA45q6pGRkZSl1dy7zOR5IkDh++QGZmNnl5eRgMBkZGRjh27Ci5uWmE\nh+s4d66a4WHTlG7oP/vZnwL/f/311+/7IAbLFMja29vp6+ufVvTXv8JZOUucysrGCamEO6FUKlCp\nFJjNVvT6lVPXuxe0tBhRKif/ZkHwr8i0WjWxsRML3KOjVq5da0GjUaJSReNyeaiqaiMsTIUk+fcd\nl58TRb9PmEajQq1W4vP58PmkgFyZShVJS0sXOTlLN5hHRIQREhKMxWJDLpdPEH1tbb13Adj5wOVy\nU13dyOjoGNnZSSQkRK2oZ2MmZGQkUlXVcF+qk/h8PqqqGjlx4jJPPVU8o3zeXKHTBWE2j81Zraii\nop6xMTfPP/8IAFFRURw5cpj4eAN79mxCFEWKitbg8XgDVkcOh4tf/OLjQNBNS0vjq1/9KgrF/blC\nvhPLEshOnTrJ3r2bJyjI3w6zeQyHw7liXGabm7vZv396JqVareTpp3fy4YcnefnlR5dMKHUxYbEQ\noMnPFqOjFnQ6LYKgwmDwp8OUSi/Z2ZM1KCVJwuFwYbc7cTichIfruX69DUnyBYJdS0szRuNAwKpC\nLpdjsdjp7nYDcpRKyMjQERkZilwuQ6GQIZPJkMnEOQ/2breHP/3pNGFhoWzatIWIiAhkMhm//e1v\nAQLmqksJv1LJIBUVjWzcuJHjxyuQJB9r164iLy8Nn0/CbLZiMo1hMlkn1W5WAmJjDZw+Pb29zkpF\nbW0Lhw6dByAsTM+qVdP3Ys1XHDgrK5m6upYJ6h93Q1NTF2bzGBcv1vG3f/t6YGy8cOECXq+TvXsn\nivuOE5QqKuqx229psG7dupXdu1e+ov1csOQjbnt7O6OjI+Tmbg28198/Qnu7Ha9XQCaTSE7WUFxc\nyG9/e4hduzYG6O12u5Pc3NQFb3S8G/yq9r4Zg1NYmI7CwmzOn7+6bPYyCwmvd+Zt7sToqJWwMB0W\nyy2W3XTfIwgCGo0qQGH222pMhEIhsnlzDA6HC6fTxeCgiZYWEbk8A6/Xh93u5cyZFrKyRggKUuHx\nePB6fXhvO6jJNIZcLk5b3xofgzweL263m5SUVGJjY+nt7aWlpZns7BTS0uICKwq/Tp0RnS7onr2m\nZkJlZQPnzlXjdLpQKOR861vfpqOjg4qKcn76049QKBSEhIQQGhpKSEgIX3xRxje+8cSin9dc4E/H\nr2xLlzsxMDASCGIPPbSRgoLMaQf9sbHphYNnQlCQGqVSQWlpNW63l+zs5GknTH19wxw5comEhHie\nfvorhIX5J4pGo5Fz587y8st7pjzHrq4BSkrKA69VKiUpKSlfqiAGyxDITp4sYfPmPGQyEY/HQ3l5\nH6OjBrRafwrJ7YbKyhFCQ8fYv/9BSkquIJfLCArSoFIp+NOfTiFJsGFD1pI40DY1dU2yMJ8Oa9eu\n4t13jy7yGS0NZDL/32IuGBuzkZYWh802GhDgvRfCnUw2MeDduGEhNvZOW5RIFIoWCgv9TZwej4fe\n3lGGh104HAI22yA9PYMUFydhMCiJjQ2dcpXvdLooL79Ob2871dVVKJUqDAYdjz1WHKiNulwefvWr\nzzCbx0hNjWf//gfn/+Nmgebm7oCnmcvlRhAEkpOTSU5OnpIB6PP5uHSpjgcfXFkTKZls8RQ+Fhpe\nr5df//pzgFmJD9+rVcs4E9rj8XLp0rVJgczt9nDiRDk3brSzd++jFBbeUuuXJIlPP/2ETZtyp5Ti\n6uoa4Pe/vzUexcTEkJ2dzapV8xe0XqlY0kDW1taGyTRKXt42PB4PpaW9+HypaLUTT0OrDcNu13Hl\nSiuPPbZlwsBTVLQGh8PF++8fC+R33W4vWq1qQdQV7kRNTdOsi/yiKKJWKzEazctmM7NQ8Hpt1Nb2\nIQhKRFEiPl6LXn931p7D4Uan06LVmjAa3YCIZp5EP4/HzZ01aK936kHF6xXweDxcuzZAX58cQYhk\neNhCdfUgbreOpqYhIiODMRh01NUNEhPjIS8vCpPJTlOTJZAJePHFPcTHR9DbO8S5c9Vs27Z2AsHH\n7fYEXKhbW7spKSknIyORmBjDgkqrDQ35nXrb2m7V5bKzJyqMTDXAbt9ezI9//CM2bsxeUNuQe0V0\ntIGmpq6AseNKxgcfnATg7/7u2VmtWoKDtdhsjntuLZDLZXg8XrxeLx98cJKIiFA8Hg9Go4XBwVFA\noKCgYMI+ly9fpr29g/37t035neMydnl5uTz55FP3xURivljSQHbqVAlFRXmIosilSz34fKnIZFOf\ngkwmx+tNpby8bRINW61Wsm/fVsrLryOXi8hkMkwmK2fPVhEWpsPpdOFyeSapWkRHh5OSEjcnIVGH\nw0Vo6Oy3f+CBXEpLr/LEE1PfXCsdPp+PhoZOampMjI1Fo9HE4PVCQ0MfmZnMGMwEQSA21kBf3yCC\noCIubn6MKJdrkLS0ibU1mUzCM4Ubvdvt5NSpPmSyFDQaOd3dA5w+bUSj8bdLeDzRnD49wJYtTgRB\nTnMzHDpUgVKpJDIymdhYA0qlimvX2lCrLcTGRvDMMzupqWmmsbHz5lEksrJS+Id/+Co/+cmHOJ1u\nKirqqaioJzk5hkce2TSn+2Q6nDlTRWXljQls0H/+53+eVa1Yp9NRUFBIWdk1Hn545TS3ZmYmUlnZ\nsOIDWWtrDx0dfezevZHg4NnPwMLC9IyOWuZkzDkVMjOTOH78Mh0dfXR09AGwalUa/+N/fHNSoBwd\nHeXQoUPA9Azv8cnMtWt1PPvs/ns6t5WOJQtkZrOZnp5enn12O/39IzfTiXc/vEwmZ3TUQH//yKRe\nmsjIUB59dKKu2MiIhbExG1qtBq1WHaileTweenqG6O0d4uTJcux2JxqNivz8DFJT46a9Eex255xn\n2klJMZw+XcnoqGVBBralxoULtbz3XjkeTwarV1vxeHyIoohSGUN3d++Mgczt9tDc3IPXa0Oni2Bk\nxN8sOheVFp/PR2ioDZVqYiBLT9dRUdGGWp0SeM9kasDhcBMVlYXFYqGry8z5821YrVmYTBcYHHQx\nPDzMtWsOSkvNrFmzmvDwYCRpFRCB16ugr28Ena6f9PRYmpq6MRh0yGQyCgoyJ5zT8eOXCQpSs3v3\nBnp7h6ms9DeTtrf38YtffMIbbzx/T6LFkiRRU9PMhg0bOX/+PHl5eWRmZtLR0UFqauqsZvzbtm3j\n5z//Gdevt5KTszKYgjExBkwm63Kfxl3R3z/MBx+UoFDIWbdubtYlFssYen3KPZ9DTIyBmBgDDz64\ngR/84D0AXn75wJR/9/fffx+AzZunb9SMivI/PxkZs1cduV+xZIGsqqqKsDA9oijQ3m4P1MRmglYb\nRnt7y6yaQscbe++EXD5RRR783kDl5de5cKEWURTJyEigoCBz0sx3PumCgoIMPvzwJE8/vYOwsLu5\nES8tjEYzZ85UsmNHIb/85acYDCEMD5sIDtagVqsYGhoFwOfzF7aCguQMD7ejVKbefH/ma/HhhyeR\nJAmXq/WmUsetwfSZZ3bO2BDr37edoqLJ5A+DQcf69dDU1ILXK+B2O/F6HURF5WOxWLhxw4LTGUZj\nYxNDQ/2MjvYik8XjcGiRyR5gbMxETEwCLtcoLlcX4eFhVFRYiI7WolBoGRzspqjIMeV5iaLII49s\nCrzOzk6lpaVnwgB95coNBEEgLS1+1nXV22EyjSGKIqtXr0aSJHw+H1qtFp/Px7Fjx4iJiSEvL++u\nSh9BQUG8/PIBfv3rd7DbXcTGGrDbnQwMjDAwMMrIiIXnnntw3gSF+WC8B3NkxLLgtioLgdraZg4d\nKgPgm998ek77ut0enE73gqqvyGS3nrOysjK2bNky4fOmpib6+vrQ6bRs25Y/7feUlFwG4Pnnn//S\nkTvuxJIEMkmSuHGjni1b1iAIwrS1jukw1+1nA4MhhD17NgP+9GFl5Q3+8IcSJMlHTIyBjRtz0GjU\n+HxzL+auWZOOSqXgww9LWL8+m/XrJ4t1LgdEUaCxsTOQLhseNgGTG7pDQtSMjIDROEZubiL19c3I\n5asQxemvxXjRe9u2fFyuRjo7vWRnp6DXJ2KzxXLs2CU++ugUO3YUEh6un3Ll4m+obqaoaHpLGINB\nh8Ggw2ZzcOaMkbAwv6hvV5cZpzOMy5fbMZtDMJtjkKSt2O2X8fm2AwI+Xx/Xr3eSlZWIxdLOyEg7\nsbFFdHaaiI9X098vUlFxkfXrI3G5XISF6acNvDKZOGHQq6iop7Gxk2effZArV+oxm62kp9+SAmts\n7KSra4CdO9cFBhW32xMwORwXKs7JyaGxsZHY2FjWrLklDZaenk5vby8nT54kODiYwsLCaa9RVFQU\nL774EhcvXuDatXbUag0xMbGkp+dx+PDhBfHOmysefvgBjh27yPPPP7Tkx74buroGAkHsqaeK5xzg\nL12qY8OG2TkkzAU7dhRy+nQlqamTV9UHDx4EYM+ezXcNUDU1fsPXldDCtNhYkl9YV1eH02kPeDfJ\nZNKcGHEy2eLSd9VqJUVFaygqWhOoER09eulmL9v8BFvT0xMpK6ulsHDlOKyGhurYsCGH8vLrrFuX\nFSCx+Hw+rl5twuXyBBxn//mfvwAS0Wq1ZGdDVdV5cnOnD8gm0xhqtYKICCtFRTnodH4rEr/6/TBx\ncQZ6eoY5fbqS7OyUSSKrPp8Pl6uNoqLwGQWDPR4P588PodGsCjzIPp9IbW0bo6OR6PWR9Pe34fFY\nkKQkJMlzU34qEZutB6NRhihGYrX243KZUCpD6O01ERXlZGgohP/5Pz8hNdVDQkIMr7yyd1bXdv36\n7IBS/qZNq6mra+Xy5TrCwnR0dw8RG2sgOzuZ06crUShkyOUyvF4fcrkMgyGECxdqsFicZGSEBdQa\n7kRsbCyxsbGYTCbKysoQBIHCwkL0+sm1mYSEBBISJtZF2tvbiYoyLIt2o8EQgiiKtLX1kJKycmxC\nDh/2B7Enntg+r4Znj8e7oB54Y2MOPvywhP5+Ixs2rCc2dvrM1d1Ehy0WPynpxRdfXLBzW8lY9EBm\ns9k4fPgQTz65LdCQl5ysobJyBK125vSLzTZCdvbia9yNQxRFsrOTA+6u41TcuaKkpIL8/IwVk1Yc\nR1xcBA8+uH6CpYMoihPqQf7t7BQU+JDLWwkLk/ja12Lp6OhlZESLShU5oVna43HT29tAeHg/O3Zs\nmbBS0Om07Ngh49ix47hcQcjl4djtjoDSh8fjxukcJCzMRlHRZC+zqXDt2gAy2cReGKvVRGenCas1\nB5cLPB4zPp8DSepBktSIYgKiaMDr1dLf30FQkJ3o6Bjs9ibU6jhE0UtraytabT9RUYn09DTyzDOz\na1Qdx+3nk5ubytDQKB6Pl6KiNYE+xNvlgpxOFydPXqGsrBa1WsOOHTvJz8+fcQYdEhLCzp07cTgc\nVFZWMjY2xpo1a4iOjr7rfqOjo3i9HhwO15L2Yo7jySeLee+9o7hcngVXyZgvRkYsZGUlTXJzng1M\nJitWqw2zeWxB3O2HhkY5deoK/f1G1qxZw+7dU69e33jjDX71q7cDqh1T4ac/9ctQ/SXUx2AJAtmR\nI4fJykqaYFERHR1GaGgXdrtuWtYi+EVcQ0OHiYpaPrWC1NR4SkrK2bVrw6z3cbk89PQM8tBDC8sc\nm6pxfK6CsuO+ZXdDZGQo/+t//c2k9+Pixl2euya5PHu9FhISUqcMRCqViv/zf17h5MlyDh2qpLu7\nDUlSodEoAg7RkhQ8K0FZj8dDX58cjebWfeP1emhoaKK/PwxRDAFkKJWJOBxOBCESURwDzHi9CpTK\nUHy+YRyOdiRpLQqFG1GUcDqhr8/NmjVqVCqIiVlDSsrdA8NMmG5w8/l8VFc3UVZWQ2ZmFt/+9ndQ\nqVRzpker1WqKiorweDzU1tZSXV1Nenr6tMSQ1atX09PTzcGDR3j66eIF9webCUqlnJdeeoSPPjqF\nSqUkOXlh/Ljmi/EevS1b7uxNnBlDQyYOHz5Pfn7GPQUxn8+HzeZAqVTwq1/9GYBNmzaxd+/0mQC9\nXs/YmB2v1ztpde3xeGlo6Ai8/rLXxsaxqIGssbGR9vY2Xn1136TPNmyIobS0Fa93agq+1+tBFFvZ\nsGF5hVOLiwv47W8PzWmfrq7+BZU0unvjeBcbNsQsWR5cpVJNqX/Y0NBwV4KDIAhUVzcRFeVPG5aX\nnyUnJ5WhIYE///kE4He3XbPm7s2avb2jCMKtSZHX66G6up2ODg3h4RsZHW3G41GiUAQjlyux2VqR\nJDVebw0qVTJyOahUOpTKEARBR19fE4KQhcvlRa1OwmxuJzExGJ1Oz/nzLWzfnrGg17alpZtTpyrR\n6UI4cOBrxMTc+2Aul8spKChAkiSampo4duwYsbGx5ObmThjoZDIZjz66jytXYnjvveO88MLuBVlJ\nzPVcn356JwcPHuLFF/csy8oQ/EoZH37o7xmbyzVwOl2cOVOF0WgiISGalJS5j09HjlwgPz+DmBgD\nn39eSn19e2B19fDDD08id9wJmUxGSkoyNTXNrFoVj1wuDyjkfP55aSCQvfLKK3M+t/sVizb6OZ1O\nPv/8zzzyyANTzrTlcjlbt8ZSXt52c4C+NQjabCOEhg6zYUPsCilU+hlks00TBgWpcTrnKIsxDWbT\nOF5a2srWrct7rWw254yMtFdeeZSgIA1lZbVUVFyfoP6dmho/KzPN4WEXavWtVHNDQw8dHSogkaCg\nWJRKHcPDHchkOpxOK0plEoIQg9msRqkU0etTEUUZMtkQdns9LpeS3t4hZDI5Gk04SmU4TqcNSYqk\nttaFy2UMNFDfy/WVJInTpytpauphz569ZGZOL3t0JwYGBjh69DDNza0A5Ofn8/TTk9l1giCQkZFB\nRkYGPT09nDx58mZvWcGElfK6desoKyvF5ZqiKW8JoFTKefjhTfzxj8d54YWHlrxR12538uGHJykq\n2sr586Vz2revz0hmZiKJiRt4992j85Kju3q1iatXm1i/Ppv6+naAgHlqfv70LMTbsWvXbn75y19y\n7BhERoaxY0chqalxgSD2wgsvkJa2svv2FhKLNvKdOHGcpKSou85Y5HI5mzcn3EyZtQRSZllZGqKj\nV4b4aVVVIyEhs6fQezweLl2qWzB6c3l537wbx5caM12j8Znvrl3rWbt2FQqFHJ1OO6c6osNxa/A3\nGkfo6RFwuSIIDvZhNFoRBAWgQSbTo1YrcLmGsNmu4XbbgCCMxlbAhVJZg16fhFqdTUhISuA7h4b6\niIjwN9LLZGo0mjiMRg+nTrWxZUvEvP6u44zEjo4hXn/9m2hukzvx3dTymu4aGI1G3nnnV2zduobm\n5lZWrVrFI488MuMx4+LiiIuLY3R0lLKyMkRRpLCwEJ1Oh9FoxG53THIvWEokJESxfXsBBw8eJT4+\nErlczvglEAQRt9vF9evtbNqUy7p1OfN26LZabZw6dQWtVk1SUgxRUWFculRHbm4e+fn5lJSUzGmS\nKpeLDA6aSE6ORS6XYbXa5qSi4nC4iI2NpLd3kPZ2f9Pzm2++idXqb+MICpqdEn58fDyiKOLz+Rgc\nHOGDD0om1L3vVIL5smNRAllLSwuXL5fPuicjOjpsRZoHDg+buHq1kQMHZsdcAzh9upLoaAMPPDA3\nosBUWIjG8ZWK2aRzhoctEySk0tN13C5t198/ht2uRKEwEBkpMDjYitWaBATj9QqYzfW43QpEcS2i\n6A8egiAiisNotZsYHu5DFNsYHm5GpSrE51Miii7cbn96MTzcfzCZTI4oruLMmVZ27AhHo5lbMCsr\nq6W5uY9XX30NlUpFXV0dubn+++O9994jPj6eHTsmO/S2tbVx6NAX5Oeno9VqCA0NYf/+/ajVsz9+\naGgoO3fuxG63U1lZid1uR6fT4XQ6effdY4SH6wLWH0uNlJQ4XnklitbWvoDrwfi/brebyspGTp+u\n4vTpKp599kE0GhVms+1mOu3uga2rq5/f//7YhPcqKuoD/9+2bRs/+tFbZGWl3PV7xkWix733vF4f\nZvMYBQUZFBRkUlZWw8MPb7rrd9wOt9vDyIjf425oaBSVSoVGo5l1ALsd//Iv/4LZbEYURd5+++0A\n3f4rX/nKnL/rfseCB7Le3t6A9YXZPDYnRYeVBI/Hw6efnuW553bN6SHv6xtmx47CgBKEVqu+a9Pi\n3XAvjeMLQQxZTgwPW6ioGEOt9qdHPB6oqGhDkmwB/UafT8TrFXA4HJjNIi7XAE5nCA6HFYvlBpK0\nFVFUIQhuFAoJudyN1zuCXD6CxxOCUpmI15uG1erBbP6coKAdKJVgMqVw+nQvGzYMkpkZg0wmuyle\nnEpZWRObN0fOemV28eI16us7efXV19BqtZw7dw632x0IZB6Ph6Kiokn71dbWcujQFzdrgBYEQeDF\nF1+aUxC7HRqNhi1btuBwODhx4gSvvfYNfvGLX9DTM8DevZvn9Z0LAblcTkbG1JmEtWsz6Ozs5733\njgXqWeOYzqjT6/XxwQclAYmnl17aQ3x8JC6Xh48/PsW2bfkcPHiEc+fOceDA3kksUoVCjsfjo729\nl76+YQCio8NZty4LpVJxM3Xnn+BkZydTXn59Tr9Xp9Oi1wfz3HPPk5KSgtFonDchQxAEQkL8hJ3v\nfve72Gy2eQXELwMWNJA5nU7+8If32bdvC7GxESuyi3+2+NOfTrNtW/6cxVcLCjI5ePAIkiSRn59x\nsxG2n4SEuTPg5tM4vhzEkPH02Hwx1cqrqckSCGLjUKtT6Oi4SNJN5rYo+nC57AwMOJHLI1AoInE4\nqhgeViIIm1Aoxq+fgM/nwuOxoVAMEhycgyAoEAQnDocPQfAhCE9hs32BVpuDRhOPy+XAYomgqsrI\n6tUhqFRKBEFAJkvnzJlWiovDZwxmly9fp6amldde+wbBwf4J3bZtEzU4Dxw4MGmiVFZWRllZKc89\ntwuPx8PBg0dISEjgd7/7HVu3biU6OpqMjIw5DYBGo5Hy8nKqqirR6/WEht5aEa9kZltiYjRvvvky\n1dUNlJXVEhyspa9vmIqK66xfn4MkSdTXt5GcHIsoCvznf/4RgNWr09mz54HAtR23ghoPiE88sT0Q\nxLxeLz/60Qc4nW7i46NIS4sjOTmGnJw0mputDA0JjIwMkp6uQyYTJ9S/tVoVg4OjREaGTnkfGwwT\nx0BJkhgYGEahUCCKIhERE92b5wtBEP5igxgsYCCTJInPPvuU5ORo8vLu7yLjuXN+Oa2MjMSZN74D\neXlpxMQY0OmCAg+P1Tq17NFMmGvjOLiXhRgyNGSak8jq7Zhu5eXzjaGdYg4RFKTA4bCjVmuIjg7i\n8uVOfL4ojMZWRkYs2GxuFIo1+Hx2fL5gwIZcLsPn60EudxEUlHGzjgYKhRyn045MpkYmC8LrfRaT\n6feEhiqQy53I5Vrk8niqq3vJz9cFgplGk8r5883s3Dn9pODKlRtUVTWxZ89ejhw5wqOPPsrFixfR\naDRs3nxLkWF8oLXb7XR0dHD9eh1dXR289NIjAedghUJOV1cXAGNj/Rw/XsWlSxf46ldfmvL4Pp+P\ns2fP0tnZjtlsxmy23JS+SuPBB9dRXd2K1+slKioS8PD9779HREQoL7748LxrUYsJQRAoKMiioMAv\nLvDOO3+mpKSCkpKKKbd/4YWHpmwW1uuD6Oy0sn17AZmZiXR1DdDR0ReQmQJYuzad1atE2trEAAAg\nAElEQVTTpr0v168Pob+/OlBXe+CBPMrKati6tWCa7SE0VItMJqOurpUvvvD7nDmdzgW/Tn/JWLDR\nrLKykv7+Xg4c2LNQX7ksuHjxGn19xrs6Qs+E2/tznE4XWu3MTb5TYa6N45JkQa3OX3JiyODgyLwF\nkm9feXk8XhwOF8HBKTQ0lBEaasJs9uByCYEGao3Gic3WTFxcDuHhYYSGNtHWdh2rdRUmkxGfb9/N\n3z+A13sdEHG5xvB69Wg0ycjltwKuKMpQKEQ8HiegQCbzolQ+R2/vH4mMTEUUJQQBVKpY6uq6yc29\nfWWWwrVrHeTnT1apqK5u5PLlel577RtUVVWhVCp4663/JD09gUOH6nC5wpDL1chkElFRMsrLy2hu\nbiYuLpL4+AhefPHhAJ0a/ANwRkYiW7asRSYT2bYtn88+K+Xo0SPs2/fYhGN7vV4++ugjLBYjGzdm\no9MFodNpUauVN6W8Bujt7aevrz/AlAN/Y3BTUydJSTGo1coJq0RJkrBYbAwMjDA4OIJeH0RERChm\n8xiNjZ3ExUWQn5/B2JiDoCA1kiQtas3t619/jK6uAU6cKMfr9XLgwF5qa5upqWnmxRcfmaS04XZ7\nOHLkIp2d/UREhOByuTl//iqxsRFs3JiLQiHn0qU6wC9ZtXp12rQZgYaGJnw+v7u5VqsmISGKU6eu\n3HX7c+c+QafTYrHYAp9NJT31V8wfgnQXZ7hxDbjZ4K23fsgjj2xcFE+wpcKxYxdxONwLasFSVlaD\nXC6btZ35nbhwoQu7PWXGxnGHowZBSJl10CssdCxYzezUqStER4eTk5My533Pn+/F4/E/1EajmcOH\nywgJiUCncyCXxxEcfEviy+lsJStLR1fXIGZzCJGRAteuNXDjRgzV1XV4PPtxu134fErAjigK+HxK\nvF4RQXCh18tRq9WI4q2BzufzMjZmxun0IooK5HIbSqWCoKCPeOGF7YSF+QOVJIHTeWtlBmC3d7B7\nd/iEVdGlS9c4c6aKzZs3Y7FYaGpqJD8/nbVr0zl69AbHjvXz+OPPERsbS3t7O2fOHCYvT+TVV7ei\nVs9+wuN0uvjNbw4RExNHX18fSqWCvLw1tLe3IZN5efzxrVOurnw+H6OjFnS6IAYHR5DJZAE6uF4f\njNPpwuHwuz6o1SpUKiUWyxgymYzo6Giio2MYGhpgZGQEQRAZHBwCCDDooqLCMRrN5OdnsGvX+tnf\nCIuE2wWBDYYQ9u3bQnR0+KR06g9+8D6ZmVmMjg7x4osPTbgvb8e5cx/y9NO5Acdw8PduOZ2hRERM\n/r0mUzX19ZcDr4uLiykuLl4WmbAvA6aLSQu2ItPr9bjdy9OXshA4fvwSCoViTgyk2WDjxhzee+/4\nvAPZbBvHQ0ODcLvDGBmx0t/vDOTpo6NVhIVNJNzMxVFgNjCZLDM2Mk+H2z3GgoLUyGSR3Lgh8sgj\niSQlhdLV1YLPJyKKPlJS9Oj1erKytFRV9dDVpWd4OJLh4auoVPtwOCwIQgwyGTfZjXLAiUzmBtSA\nArfbcceM3YsoisjlCkTRjlKpQqGwExT0JFVVp3nwQX8gG1+Z1dZ2U1AQfpMAEklv7zCJif46x+io\nhWvXWomICKWnp43k5Bi++c2nkMlESkt7OXPGjkKhp7T0LCDi9Xp48MHthIUFcfHi3FK+KpWSZ57Z\nSXt7H0VFGTgcLq5fb8Ng0FJcnD/tikgURcLD/RmDuDh/Y7lO51fYDw+PYN++fbS0tBAfH49Wq8Xh\ncODz+TAajaSlpXH8+FHGxmzk5ORy4cJFQkNDsdvtvPbaa3R1daFWq4mPj+d3v/st1dWNAQfk5UBN\nTXNAS/HVVx8nMnJ6pmxaWjy1tbUB26apvO/q69vQ61UTghj4zX5/9rNTUway69cbuT1mbty48a9B\nbBGwYIFMrdZMUFC/3zAwMMJLLy18WlQul6NUyjGbxwI1j7nuP5vG8QsX+qirG8RqDUGt9vsQeb3Q\n2GglOHiQrKzwCQ/QQjoKTNcMfWfxOzwcjEYmFMPHPcYEIY6rV61ERubQ2XmCxMQ09Ho9ubmTBXFl\nMjl5eZF8/vl1fL5M+vq6ARGFQonP57dC8acLlQiCDIVCdbMOYkGjmTiIuFx2BEFAqx3B57MiCDK8\nXgm7XUl/vx673YpG458ICAKIYgxtbQOsWmVArdYwPOwiMXH8uzxERIROWtFfuNCFz5fKo4/GBwgi\nXV19NDX1YDZbiYgImVfK12AImZDGvls2xGKxYbc7CQrSoNWqEASBzs5+FAo5a9asIixMxxdflHH+\n/Hm2b9/O6dOn2bRpEz/72c9uXnMRr9dHbGwE0dHhlJeXk5eXSlWV35NNp9Oxfv2tgfzFF1/i7bff\npqGhg0cfLVpyx+qenkEOHy4jKiqMAwcevasuIcDWrWupr2/D7fbg8/mm8b77/+y9V5Bc53nn/Tuh\nc0/3dE8OmJwwAZmIJAEwQIAClSlq5SBbtnb3q6/0ratctq/sctXaV+u92a0tWbu2JS8pUhRJiaTF\nBAaQIBEIYEBgEibn6ZnpnNMJ30UPejCYATCDJNrG/wrocLr7TPd53vd5/mGYgwdXt5LdbgcGQ5yL\nF89hMFQhihrV1Q7C4XESiQVsttxO+6/+6q/u6md8gGXclUKWSqUYHx/n8OGOu3G43wrcbge/+EXO\naeBuI5fHdCcx6DcXjue89ryk062YzSsv1GaznXTaQm/vPJ2dy8XsVokCG6XvX78DuH5YHggk+eCD\nK3R2NuJwOK4Zhttob5d47bULWCw1LC6OUFys4XTePG3XYDAgy1mGhj5GEI6gaRaMRiO6bkIUNYzG\nLOm0AVVVEAQRi8VOJhNAlpPoeoRMJgwIqGoUq9VNMgmi2L6kZYJw+CJGYw2jo5fp7Fy2DJIkiUBA\noq5OZXJyitHRUc6dCyDLGq2tMsp1y/hrtYAFBcs/N5fLTllZKe+918OlSxN0dFRSVeW6J1rAVCrN\ns8++hcViIRaLk8lk2Latlbk5H4uLAYxGIw5HAfX1dTQ0NGCz2SgoKEAQBMxmE6qq5rstHo+PPXs6\n2L+/C683lC9k14q8AYqKinj66af52c9+xvHj5zh2bO9SQOu9j5DRdZ3nnnsbyM3T1gO320FFRTEe\njw9BEFZl30mSzsMPu0kkVhO3/P4omlZFJmPG4wmiqhLDw4NUV3s4cGA3hw8/ti4z7Ae4fdyVQnbp\n0iXq6iqw2e6fS/3dxtGj+3jllQ/wePx33fHA5Srg3XfP8dRTj9zREPxGwvHz5+cpKWlifDyMJLlX\n3S9JEqpazuDgPO3tJTdNFLgd+n48nuTjjz/D6bTjcjkoLi5cNfweGPARCGzm5MkxGhvLllqedfT2\nXiGZNNLRkWPyXbkyuMKC6nrk3DzCjI76mZ+3o6ohDAYbmYyIoogIQhpdN5PNSuh6DFCRJBOiKKDr\nMcxmE8lkEF0vQNezSJKDUGgMk+nR685ZC6nUBAsLETqvC+HNZs289NInZLPtFBQ8SjpdQDoN7747\nxvz8RY4dS+X1XmtpASORCIODUUymJnbvbiIQCHP+/CWGhqa5cGGG5uYCKiuLaW2tu62AToDBwSnG\nx+dYWAgSCIR56KFdHDmS6zgkEgl+8YsX8Hi8/Nmf/dmqIqSqKiaTid7eXv7gD/6Q0tLSpdlaiImJ\nCc6f7yYQ+JREIteB+Z3fWTvFuK6uju985zv84he/4H/8j2kefngr+/Z1rXrc3ca5cznixn/6TxsT\nBpeUFOYLGSxn311FMFjAiROrmZIjI1EaG3fw6qt97N795NKtWxgYeBFV7eOpp776uZY4/FvAXSlk\nAwP97Njxr5tyn8lkiEYT90Q0/PjjD3H58jBvvHGKL395/USSVCqDLIs3nZtcXfGXlLjw+aZIpRxr\nztIkSSIWc+LzhaisXDtR4HZ9HQ0GAy6Xg2AwyszMIrFYkv7+OJoWQNM0PJ40s7MWJMmGwZAllVIZ\nGAjjds9hMMyzd++j+R+6oqhrkhRyDvdzRKNuFhZMKMp+7PYIkcgMggCSlEZVAWQE4eqqOYbZrCJJ\nMrqewmyWSac9ZLNOBKEKg0Egm82SycyhaVNYLM2IooyuxzEaDWiaSCq1cgeRyaTo7u5FkvZQXu5G\nEAL5+1yuBkZHH+EnP+nnhz9sx2w2r9nCnZmJYDLlfi+CcLVF+CiyPMbWrZvYvr2I4eEpTp/uIR7P\nFQuTyUhdXQUdHQ2rjHZ1Xedf/uVjamrKGRqaxmQyMD3t5fDhw+zZU0FZWdmKv1ckEmFqahqLxcxP\nfvL3bN7cjtvtZufOnUuMTIkDBw7kXfU/++wz6uvraWpqwu12s2PHDvx+P2NjY0iSRGPjjeejbW1t\n/Omf/im//vWvmZ5eZOfO7D3dlWUyWT788CKlpS4KCjbWyr96rm8Ej8ebny9eC1UV8HpTSNImVFXL\ntzFVtZKKipoHRew+4K4UMofDQTL5r1sX8ZvfnOLRR7ffM9pwZ2cjfX3jG3rOSy+9jySJeZaO2+2g\nrq6ShoaqfL7VtSv+lpZKentvTAwxGMx4vRd46qnVq2K/P8qrr46QSDRiMISpqrLicKxcqa9F39c0\nDaNRXqUdPHt2jkSilt7eAGazk3TaRzbrRtMWl3z1ZPr6kiQSQeLxc4hirnjZ7blZ6+uvn6SwsACb\nzYKu68zMhJCkZjKZIIGADbNZQZYLEEUVTbMsFfwsyWQKEDAaRSTJhSxnAdvS48xEo/2YTB1IkkAm\noyEINmS5Dk1LkM1GMBolTCYLomhAFDWu13p3d19CVR9GknLfd0WJMDkZQlF0pqY8uN0FKMo+nnvu\nND/4wY41tYCatvZ3TNNEJEnHbDbS1dVEV1dT/r5QKEpv7xhvvPEJ3/jG4RXPm5qa58qVSYaGpqmo\nqGBiYpJjx46xa9fa0UORSITiYhd/8Ac5GvvEhIfz54eYmppk//6c4FoQhBWu+uPj4xw/fpySkhK2\nb99OUVFRPvyzp6dnSf82y+7du1eJvm02G1/96lf5u7/7O4aHp++pzvSq4Pnb3974iMDlcgCzZLNK\nnvRxLSYm5tmypWnV7ZKko2kibnchs7OL1NSUEw7HiUajbNq0cVPhB9g47kohKysrZ3Z2/LaZa79t\npFIZEol0PsH6XuBqgbzWJFbTNDRNW7FaTqUynDnTy6FDOxBFke9+90j+eTMzi4yOztDbO5p3Lh8d\nTWG1pigqclJa6qazs4qhoQmiUXee9JE7boCCggAdHcWrdnh+f5R33/UQCHRhNrvJZmFoaJ6WFtYs\nZtf6Ot5IDN3UVMCzz55ncrKDdNqM3V7J3Fw/lZUtpFJGzOYIDofCli1PUlQUYPPmnF2Hqmr88pfv\nEY+nOHRoJ7FYisHBKWS5GU0TWFwMkcm4iMWCqGqOWZZKLaJpuaJmNEooSgJdz6IoVpLJGKK4gNls\nQRDAbDZgMBhIp9MIQq79ZzQWk05/jMm0FUGII4oGVHUAt7uIa9c1c3OjRKN1mM0mdD1NLOYnm01i\nMtUzNTVPaekWdH2CsbFxFKUAs/kCO3eWEgis1AKuVSABstkwdXVrM+sKCwvYv7+LF198j1/84jhP\nPLE7T/Q4d+4KTqeT9vZ2zpw5g8lkumERA+jt7VkimGhUV5dSXV3K7t0dnDp1mRdffJ5sVqW5uYnm\n5laam3MxNg0NDTQ0NNDd3Y3X66WkZDlKRxAEBgeHsNnMTE9Pr/madrudp59+mtdff42RkRn2799y\nUxbhRhGLJXj77U+ZmVlk8+b629JuPvLINs6fH+A3v/mEr31ttfdlKBSjsnK1E0dTUwFnz05QU7OP\n8+evUFLiZmZmgN2723A6//26bdxP3JVCtrAwz9ycj2effYuiIgf79nXdtkD2t4He3hGamqruy2v9\n0z/9CyaTEaPRQCKRXCIo6FgsRtra6ujuHsRgkPjss8EVLTZRFKmpKV/lWHD69BTT08V4vUEuXhzM\nF7hYbJR4XMNms+NyWWltLaesrAajcYzrMTISJRRaWfiMxnJmZz2rChmspO/fSAydSqUIBg1ABLM5\ngSjqbNtWQiLhJxoN098/TTKpEoulsdkUTCaVurpahodzotypqXk0Daamgvh8ZZhMNoqLzWiagqYt\n232FQnbi8VKSyRjZrBGr1Ygk2VHVKKJoxGDIYLE4kCQnXm8QQSggnZ4Hlj+rJKWwWg0oygl0PYso\nShQVVWM2F2M2L2+nZmaCmM25gZkgQCjkobKynaGhaZqaNqEoMbzeQoxGM2VlpfT29lBSIiKKk6jq\ncohsdbWDwcFxTKZlGncyOcrWrembzsREUeSZZ55kaGiKc+f6OXp0H15vEK83xI9+9P9hMBhoa2vD\naDTetLPQ1NTMr371KxoaKvO7I6NR5tChHRw6tINgMMLY2BwnT37A6OgIX/7yV/LPbW9v5/z58ysK\nWWdnJ3a7neeee5ahoSH++q//GpfLxY9+9KMVrzs9PU0ymWJoaIpEIs13v/skdwpN0+juHuT06V5S\nqTSVlSUcO7bau3I9kGWJxsYqRkZmbviYtc5rUVEBx44V8eabZ9m+vZLLl09QWmqiuNhGS8vqmfUD\n3H3ccSHz+XyMjIzwwx9+FaPRwPj4HO++e45UKkNZmYt9+7ruO/V2oxgdneWrX3301g+8Q3zzm4fw\n+cJUVpYQicSQJBmbLbcrCATCXLo0gt1u4ctfPsD/+T+v0d5ed8tjNjQUEA4LlJev3g0nk2kWF4P4\n/WEGBqbo7r5MTc0iIyM27HYLZWVuqqtLyWbXbndp2o17+1dnP15viLKy1T/Wt9+exeU6QHHxtZR/\nhVhskkBARFH2IIpV+HxR0mmNt966yMMP6/T2DiGKEmazieHhFF6vHUlqQFFgZiYAZLh2Q+lyOQmF\nFrFYyjEYUihKAIPBgqqGsNmKsVhybUWvN4LRKGO11hEOz5LNJtF1y9J8bRxJqkKWOxHFOBaLFUUZ\nJx4forl5mT2pKMvnSBRVLJbcKt1mMyPLEh7PLJFIKboeJJ1OIMtBamrqMRg8lJX1Yrd3IknykhaO\nvEYOsrS1BXnssdVtq7WQTKbzUo5z566wZctWfvrTnyLLOdak2+3m2LFjWK/z+NJ1nVdeeYWpqQm+\n8pVHaG2tWfP4LpeDnTtzLL7nnnuLffv259uIZrOZVGo1c6+uro7f+73f52c/+xmqqhIMBpmbm8Nu\nt+NwOJbOWe787djRdkfGCbqu4/HkhNjvvXcBi8VOSUkJ4XCQo0f33pJqfzN88YsH+PGPX+bUqcur\nkqNvNupqbq7E7c55hHZ1lXH8+Cn27++67ync/15xx4XMZrOh6zrJZBqj0UB9fWW+RTc0NMUbb5wi\nk1Goqipm797ODUdg3A+oqrYhV4XbhdFozItQHY6VImW328nhw8s6nMLCAhobb+31WFbmorBwhmSy\nYNVczGIxUVtbTm1tOaqqYLFMsHfvATRNw+8PMzW1wKVLQ3R3e5mcLEZR0kuaKhMOh42SkhsPv6/S\n99cSQy8sBAmHCzEYVhax0dFxPB4DsBVQEASJTMaEoujIcgdDQ2Fqa2uZnJzE79doaChHVZdXx7Ls\nJp0OoOt+DIbchbWqagtjYxeBcmTZjMGg4nBYyGRyMfZWa05HNjk5RWVlAyDgdIIsLxCPJxBFC6pq\nRxQ70fVEnoggCPWkUi/Q2PjoNa+voao5UozVGsLlMuPzQSyWJBYLEggkEIQqVFUlEJCR5UoiETcF\nBbXIcpJstpd0uhar1ZXXyOW0gAl27Wpatxg6k8ly+fIImqYxPDyFyxXjW9/6Vt6Adnh4mBdeeIG9\ne/fmXfZDoRA/+9nPCIfD/OhH38nPWG+GK1cmAFYVrpKSklXtRYDq6moKC51oWpZsVuWll14iGAxy\n9OhROjo62Lt3LxcunOfxx2/c9rwZdF3nxInuFY7zNTU1PPPMd3nuuWeJROL84z++zh/90Vdv27Dc\nbDbyh3/4FK+9dnJVIbsVrmU5Xrlynrq6z0em4r8H3HEhM5vNaJq+yt8MoKWlhpaWGjRNY2Bggldf\nPYmqqtTWlrN7d/t9T4ZdC4FA5LcWt34zaJq+bhnAet0/du3KkUJEUaSkxEVJSa6NtWdPbkY2PV2C\nwVBIOBzH6x1BFOO8954nfxxZlnA67RQUaDz+eK7luJYYOkdAsa8gOczMzLK4aCSTqSKZjBIOZxGE\nNGazhWQyi80msLBg5fJlP8XFMXRdQNOuDtKXj2OxuBHFAJmME1GUMRrtuN1RIpEkomjJz7QMBhlB\nCGMy5S62lZWFeL0zlJRUYzA4KSx0YrenSaUyRKNJBCHHVJQkw9I5S+FyJfNiaIDqahe9vRMIgkBH\nhxtVTZHJ+FFVA59+egJVLUXT+jEaU1gsm2hpKcXnS+F0athsjZhMY9TVpe44RPahh9pRFJWpqQUK\nC11s3759hYv61ZToa3H8+DvE43F0XUfTVNbz09+2rYWBgclV6Qatra2r2ouQm5W1tW0mmw1RXOzk\nk08u85WvPEJPz2VOnPhgyVXk5vrAG0HXdf7bf3tu1e0HDhxgcnKSxx57nNdff41MJkVh4Z1FRzkc\nuY6F1xvM/0YgJwpPpTI3vV4oisJbb50hlUovXRvXH9r5ALePOy5kiUQCURRu+scVRZGOjgY6OhrQ\nNI1Ll4Z56aUT6LpGU1M1O3e23fVokfXis8+GaG//fEoH1p9auz73jxud46KiAp54Al59tYdEopGy\nMokdOxpWzceSyTQej5d4vJszZ0Q++UQjHI6tep+qKlBWZmNkJIDZ7GZubo7BwRSBgJNUKonFUgzo\nqKqZWMyHpsUoKHBgNjuwWnegqv0EgxOIIrhcNmZnl3dgoqhTXV3F+PgYmtaAKMp0dDzKqVO/QVG+\nhMUioesqkhSlrMxMOq0txWUULrW8ZnC5qgEBWTZht5vQdTOattyG03UNOENX10oBWUVFA+Pjr1Je\nvgezOefhqGkTDAzMEIkUYDLVoGlJslkX2WyCdNpKMjlOdXXVNefl7oTINjRUcuZMD0ajmT17Vtqq\nTU1NUbOUdROLxeju7ubKlcENx+243Q62b2/mypUrbNq03B24UXsRYHZ2ho6OatraamltrUWWJdra\natF1nVAotsFPmSM/9fSM0N09hCiKtLXV0d+/POedmJjAYDBw8OBB3G4XNTWuu0J3b2+v49KlYZ54\nYnf+tqv+lJs23TiS6aWXPqCzs4FMRuFv//Zv0TSNv/zLv3xAwb/HuOPqcenSJWprV0cm3Ai5yPVW\ntm9vRVEUuruHePHF9wBoba1l+/aW+7qCmZ/3c+jQ54sim8lkkKSNffFv5f5xKxQVFfB7v9eV15Gt\ntbMzGiXq65McOPBYvig+//w7qx6Xs6NyYbWOMzKiMz2dJpVykc0WAsXE49kltp8RQXCjqrNYrbmL\ng9VayMCAit2ukcnMU1BQDvTh8URQ1QRlZTKpVDH19ZuYmZkgmXRhNBaxdesWLl78NYLwZWQ5QUmJ\nmaIiK7OzUXTdiSBAWVkRqZQHVY0gSQ4gd47NZhfx+DiCUI+ua2Szp9mxQ6aqalnIrOs6qdQY3/lO\nBRMT/SSTDqan55idNZLNbqOoyAA0ks0GCYc/oqysGZ8vSFFRKp8TdSs3lY1gdtaHKMr8zu/8Drqu\n5y+UiUSC999/n+9///sAvP76a2haiiNH9uR9BzfSRnc4bMzMRFbdvlZ7cXFxEa/XS2vr/iU3m+XH\nC4KwoXZfMBilu3uQ/v5xmpqaePrpZzAYDExMTFBb20p/fx+PPnqQ+vp63n//fURR5LHHnuDZZ/+Z\njo6GNTtEG0FT0ybOn7+y4rbCQjs+X2hVIYvFEvT0jDI5OY/DYaOzsxGXy8Ho6Az79u17UMTuA+6o\nkGWzWU6d+oRvfevwrR+81ovLMrt3t7N7dzuZTIZz567w/PPv5LOTOjoa7mlR07RcrPrnbes/MjJL\nWdntuYvcyYp/ozu7WCyxpri1ttbChQs+MhkzqhpGFE1LrcKrGVwGBAGi0SRWa4ySEueSu3yGcDiG\npgkYjSZaWiwMDg4BWUQxg9PZiMFgZnp6nE2boLa2lmg0gM83RFHRPE8/7eLUqZcwGp/GYskgiiIV\nFWZmZ8PIsnPJK1GiuNiM3x9GEAqWvBid2GyQSIyg6x9y4EALdXX12Gy5NpiqKqjqOM3NCY4cqUcU\n4b/+13eYmqonkWhCEExYrSKhUB8WSxk1NXtJJOZxONzouoXBwQANDXE6Ou4Ok3dxMcjZs/10dXXx\nj//4D7S1tfHNb34LgBMnTvDQQw8BOSKW1+vl8cd3UFdXwczMArW160scvwqbzUI0Orfq9rXai+fO\nfcqWLU23bYqb0wsucv78ILOzXnbs2M5//s/H8mQRgNLSUnRdp7W1ldnZWd5//32qq6uXxPwfIwgC\nicT1xtBrY3h4jpMnfWSzIgaDxiOPFNPcnJvvi6LI9SbrNTVlfPLJZRobq+npGWV6OheFYzTKNDRU\n8bWvHcx3pgYGJgA4cuTIbZ2LB9gY7qiQXbhwgcrK4tu20bkWRqORAwe2cODAlryW6uc/fweDQWLr\n1hZaWjbd9YIzOTlPUdHt9ezvJSYmPGsKL28X60muvYqN7OwWFgJr6mTKylx4PN1o2j4aGiQCgYuo\nahGi6Fxy3wBZVshkYshyGk3T8p59kGsfPvbYdhwOCzabTFvbNlRVZWbGTyJRgNFYj883hs3mwGCA\nlhaVlpZcDltLi4d/+IdXsFi+tvQ6ElVVZubnw0COQSZJMsXFNqLRGKmUgCBYkCQ7JtMJvvSlRxEE\nA35/mJGREaJRL6WlIqWlCczmIi5fNjMxMY/fbyabDRMMXkLTnFitNVRUGJEkH5omYjIFKC9PAxI+\nn49Dhxw3POcbRW/vGJs2baK/v49nnnmS559/B1VVkSSJQ4cO5dmKp059TE1NCbW15QiCwLFj+29x\n5NUwm43EYtE1bl/ZXkylUkuWVuvzNrweHo+P48fPoSg6e/fu49vf3pKfoSeTSeKy2CUAACAASURB\nVObm5vB4PGSXBq8Oh4Oqqira2toQBIGXXnoJVY3zgx88tS4iy/DwHC+/HMZuz4m3s1l4+eWzfPOb\n5ItZYaGdqakFHA4rPT0jzMx4CYdjvPXWaZqbN/GNbxxcc86vKCoXLw5SUlLC/Pw85eXr71g9wO3h\ntgtZJpPhk08+5hvfWC0cvFOYzcZ8uy8WS3DmTB/nzw8gSQJbtzbT1lZ3V4paT8/obcer3EvcSHh5\nO7hx0i03vbCuZ2fn94eX3BBWYmEhSHl5M4nEFJpWT3t7I4oyz+zsLIlEDElyYbFIGI0ai4s+RHGZ\nVKGqMbq6HFRV5d7bVVmAJEnU1pYSicQIBueAeQyGLNXVNtzuZRp5cXEJf/Inbl555VU07YsYjRZk\nWaK83MzsbIhMJk04HENVBXRdQJY10uk5NO1NnnyyllBonESikFgsg6aVI0nNjI560XWZy5ctSNIs\nY2Myo6OthMOlJBIpotFxyst9lJY25nersmyltjZ3boxGO9PTs4TDc+taTNwKk5PzhEJRDh/eQTqd\npaKiIr8LupZyb7Xal3aht/dbiceTvPbax2zbtn3N+69tL+bmaGW3JbVZXAzyyisfcuzYF+no6CAY\nDHLx4kUSiVwQpdlsprKykt27d69ZOI4fP0447OPppx9fd8L1yZO+fBG7Crt9DydPfpwvZC0tm3jj\njY8pKXHT3FzNnj1d6yqSkiQiiiJer5f/+3//maNHj9HV1cXCwgI//vGPMRqN/MVf/MWDluNdxG0V\nMkVRePHFF6ivr1xTQ3Q3YbdbeeKJXKvkhRfeZnR0losXcxk/tbUV7NjRctuU/lgscdcNgu8W7tbu\n80bJtSMjY3e8QwgGo7S11a26fXIySUFBA52dCkNDE2Szbqqrbeg6JJMOotEIspymstJCaWkpNptE\neXkhFy4MIEleqquLcLlyRfR6FwyHw47DYUeWo2zevHKHqOs6qjrB4493cOBAih//+Df09xcCXWSz\ndjRNIJkUyGQKEARxSRh9mbKyCNu3P47HM7PEitSw2dqZn0+QTEYpKDCyuCgyPz9BILCAx2Mlkcgi\nik7Aiqo6GBkZJZEIUF1tprg4Q3n5MlEmHI7R36+wffvGFhNrwe+P4vWCojhIpWz09Y1TV7d22rDd\nbmdhwbeh418LrzeEy+Xi8OHHloTH3USjUXbs2IHT6VzRXrzKXt4ogsEoL798gi9+8Ut0dHRw6dIl\nYrEY27Zty0t7QqEQRqMRgyHXxtY0jdHRUXp7e0mnU3i9C/yH/3Bk3UUMIJtd+/d17e1Go5H6+iq+\n8IW9G/pMgiDwJ3/yDMlkmkQixU9/+grZbJbW1lY6Ozvp7e3lgw8+4LHHbj+F/gFWYsOFTNM0Xn75\nJURR5ciR21PQ3y4URecrX3lk6d8KPT2jvPbaSRRFxem0s3NnGxUV69vJZDLK53JFpCjKHUW+XI8b\n5Y7djTyySCROaelqm6Grx5Ykmc2ba5YsmtIoyiJzc15KSzux23N/J0VR8XjmlpwvZnE6PaTTy0Vg\nLReMdHqcurqVO8GclnGcRx/NWXDZ7Xb+9E8Ps7jo4yc/eZfZWQuCYMbl8mC3O9F1hbq6EtradmCx\n2JmcXESW9zAzM08sFkJVpwANs7mCeFzH4/Hg89nIZAwIgh0oQBQldF1C11PEYiozM4uIYm7elk5L\n+HwpNE3A719gy5aVzjHrXUxc2xaOx6OEwwb27v0mAJkMfPzxZX73d7uW/p/Tzl3dtYyODlNff3s7\ne683xNmz/bhcJSwuLvL666+h61mKihw8//wV/uiP/nhFe7G4uBi/P7yh18gJtD/k4MFDtLe38+67\n71JfX09XVxf9/f0MDQ0xPp5jKCqKgqpqFBY6SaVS2O0W2tvrMBptHD7cicWyMR2owaCt8sC8evvV\ncz497cfjibFrV3TDCw5RFLHZLPni+/rrr9PY2MjXv/51hoaGOHnyJAcPHnwQsnmXsKFCpus6r732\nKqlUlK9//eB9JUn4/eEV/mmyLOfZjwAzMwucOzdANBpHlmU2b66lvb3+hpTzvr7RVXZPnweMjc3d\nVQ+6tZJur95+p1AUdc3d8PVGuW63C7fbxebN1QwMTDE4OEQ2W4fBUIQsS5SVZdD1D/na14oxGktw\nOJYvGte7YFybFH0VuZ3YCIcOla5g5CUSKS5ezPLII8sxGu+9lxPkqqqK3x8jEokyPT3F1BQoSpBQ\nSEAQbGQyHtzuTsJhP4uLRqLRekSxCHCTTgdR1TAmUwxZLkMUbRgMxQiCit8PmUwCrzdLbW0NkECW\nLcRiGpFIcoWk4VaLievbwqOjMyQSVszm5eOYzbWMjATZtQvOnDmD1Wpl165dzM7OsrCwwFe+cnuJ\n52++eZrNm7s4cOAAf/M3f0NbWy1f/vIhAF599SQnTnzAE088mW8vFhUVEYvFb2i4uxYCgQiKouYD\nOa8W4p/85O+RZYH29lr27HmCwkI7giCQTmcIhWLIsnTHjhmPPFLMyy+fxW5fPj+x2Fn27DHnz3k2\nW4CqOrhwIX7T3bOiKAwPzzA9PY/XG8JqNfP1rx8CctZf/+W/PMPf//2v+NnPforRaMx/zqmpKerr\n195NP8DGsKFC1tfXx/z8LM888+SGtvF3A+fO9bNtW8sN76+uLqO6OkeLjcdTdHcP8OKL76HrOpWV\nxezc2bbCTWNkZIYvfvHAPX/fG8X4+BytrbV37XhrJd2mUhN3jUG3FmprLVy8uNIoF3I7tM7OBior\ngwwPj+HzXSGbjfPwwzp791YzOKhhsdSv2infKCkalndiaxWxM2e8mM1Na+68JUmitNSJ2Zzk8uUo\nlZUdzM0FUNUCYrFxTKZtjI6eIpmsIh43IIpZZDkOOIAFRLGRdHoCSSpC08YQxQJUNU0ymULXRSIR\nG6oapLU1SkFBBre7cZV35a0WExcuLDA+XoGmBRBFnWg0i8Wy2gMznc71Xo1GY14/1tPTQ3t73W3/\nTsPhGA899BCapmEyGTl8eGf+PD722E7++Z/f5NChw/n24sMPP4zLVUggEFn3uGFych6n08nMzAwm\nk4lQKMQvf/kiR47sprW1dtXfzWQy3rVRRnNzJd/8Jpw8+XGetfiFLxQTCJD/rei6thQuunL3rCgK\ng4NTDA5OkkplEASBQCDCY4/t4siRvfzDP7zGwoIft9uJwSDzm9+cIplMU1JSyNTUAjU1m9i2bfsK\nbd4D3Bk2VMjm5+dpaqpa18DzbsPnC3P06PqMfW02M488khtQa5rGlSuTvPPOp2QyWUCgosJNPJ7K\n+xx+nhAIRKipubHgcqNYK+m2o+P2iQbrwc1ssyC3Q9uzx3WNbVb10vNSnDo1iiTVrfm865GjxU/w\n6KPFq4rYRx8FsFjWLmLXYnY2gSRVoCgaPl8GVVXRtDr8/lHi8W2k0xEkaROaZiYWm0AUi4FiBGEM\nXfeQTPYhiu2IYgKTqRxBqCcSuYTLZWF8vJ/y8gCHD3cxMjKOJC0Xn1stJvz+KP39aWS5Yumzwuzs\nAhUVGRwOYekxYeLxFI2NmwHYu3d5ltPQ0MCHH753y3O4Fq4Kp99//z2i0ShNTZtWkDgcDhulpS6G\nhobYvHlzfodRXFxCIBBed7EpLnYyM+PlzTdfJxZL0NHRgM9nIhKJr9DG3Ss0N1fmiR1XcerUspON\nquqIokgoFOOzzwb54IPPyGbTlJVJtLRUc+jQzrxTyenTPfn06EAgwj//85tIksSWLY0MD08hCALz\n8wF++MMfUlGxMQnEA9waG6pIFouF+fmFe/VebohkMnXbK0tRFGlvr6e9PbeFv9oGmJ/38/Ofv42u\n5xKc29pqqaur+K1ryu6Fru36pNv7gY3aZgFYrWYOHSqnr2+KgYEEXq8FWbYgihplZTbc7twOL5VK\nouteyssVOjpWJlYrisKpUz4slsZ1XQg1LVfcFxeTCIKVTCaJqtqJxQzoehmaVoGqjqPrNWjaJlTV\niyRtAsxAFE2zIggZRLEeTYujqhF03Uo8fpnGRguLixJTU35aW8tYXLyCLJesazGRI+mUrWgLV1Q0\nMDd3hcLCnHZrcnKemhojmzeXrHp+Y2Mjv/zliyQSKazWjS3YRFHkD//wK3R3X8Fshscf373qMTnn\ni8+orKyksDDXCjeZzITD8XW/zvVpDrquc+5cPx9+eJGKiuKbOmjcK1zbipckgdHRWT791E8qFSES\nkQAnghDkj/84tcJuq6OjgXfeOcvOnW0UFRXi94dQVZVLl4ZxOBwcPXoUk8n0oIjdI2yokG3bto3/\n+T9Pkkxu3/Bw9U5w4cLgDZ26N4rc/KyOzZvrgKs5X16uXBnnzJleIGe229RUTWtr3X3dfWqadlOH\n7c8TbkVKuRPbrGRSw+EoR5YNRCIKmYzAxIQfv3+QrVvd1Ndbqahwr/ncvr5FJKlu3at5UdRxOiUG\nB9PYbDZCoSCZDKiqY0kwb0RRGtD1MUSxDV1XUFWFbDaIIDyMKC4gyxqiuADoaNplbLYidH0Bu/1J\nysurmJzsJxod5T/+x53rXlAEg3ESiSzj4+cwm8spLnZiszkoK/NRX68gyxEcjhnKygrWnBfNzs7i\ndBbc9u8019XYtuZ9fn+UUMjAhx+Okk6fZvfuRgYGBhgdHeZ73/vChl9rdHSOM2dmSKUUolET09ML\nvPHGENu3q9TWWu5aantOG5nMdybWOva1rfjy8iLicRm7Pc3goIWCgu/nH/ff//tPcTg+48knc+fI\n4bAtdXxgz552pqbC9Pb2IYoS3//+9/Ms3Ae4N9jQVdpms9Hc3EJPzyi7d98//dXU1DxPP/34PTl2\nLuerbEU7z+8P098/xiuvfLAUfClRW1tOR0fDPY2kmZjw/KuJffB6w7c8Fxu1zcq5M+Qssux2Gbsd\nSvNpH25UtY54fJyKisI1i5iiKMzPy1gs6/9aV1VZmZ2dx2QqRtfNSFKSdDqOJLnIZERUVUAQjOi6\njKalUdU4UAAYEQQXmhYgnRZwOpuQ5TQmkx2brQ5Ni5DNTpFMpmhpiVNYGENV12DdrAG/P8rQUAaj\ncSfV1Qm83jizs8PU1Bh46CEHTz6ZE8vb7THm5tbeAYmiiKKod71Ft0xAaaGsLMvwsIAkhRgZeZPf\n//1jFBSs7/eRSqXp7x/nzTcHmJuzsmlTK35/nMXFUrJZnYkJnZaWWi5ejFBYOMOuXeU3JG6t9R6v\nNQCoq7MwPh5fWlDldkTZLFy8GFx17Gtb8bIsIAgjjI6aKCj4f1a8hsXybZ5//vl8IYMc7T4UivHG\nG6cA+PM//3NMJtPnkh39bw0b3m7s2bOHX/7yF+za1XZf2nC5VbF+X02Fi4qc+Rkb5Fqb/f3jvPXW\nGTKZLIIgUF7upqOj8a64mlzF2NgsjY33J+DzTuHzBXE61+cyvl7brPPn59G0esLhKAsL8TxL8Wpb\nUZJkVLWe8+eX52rXwuMJIQir22xXoV/jORSJRJiZiaBpIvG4l5ISHb9/kfJyA6FQgGy2ClUNAFVL\nzy1G0y4ADQhCAl0vQNPiS8VsilQqg90uIAg6uj6O01lGYWEFZWUJSkpibN9ewujozLq+LyMjURoa\n2hkamsdmK8dmsxKJWJif/5Dq6gL+6Z8uU1pqZnR0ki1bliN0PvroIx59NBc7k4tUKWRgYCIfnnk3\ncK0usa6unI8/voTX6+XAgXbKy9enybx0aZj33z9POl1CY+PXOXiwmvPnr5BKFVNT42ZsbIzS0hZ6\nexfo7HSTTBbwySfjHDhwY+Prq7ie6ZlOKzz77AWamtrRdZ3TpwdxOBzY7Uaqqqwkk3Wrjn1tK/79\n901MTKzeRYuiTjabe7yu6/T1jREMRvjf//vX7Nmzm/b2Dszmz98M/t8qNlwdqqqqsFqtTE0tUFd3\n7/u9fX1jVFXdfgjf3YDFYmbnzs3s3Jkbql+ds50+3UMwGMVolCksvPM5m9cb+twZGN8Ifv/62Wnr\nwcJCEL/fyczMHNGoO38hUlUYGQlQUDBFS0slkiQTChWxsBBcVRz9/gxm8+pE66vIRWoIRCIRBgej\nmEy51xCEIgQhzJYtNoLBLH6/n9HReQShBF0PAFkEIQHoiGIGXXcDGeAK0AQUoaqzwBRmsxuz2YbD\nUYGm5fwls1koLy/m448v3fI8+P1Renr8ZDJmIEkyGcTr1UmlbEABMzOdmM1uBgZi9PT4qKio5vTp\nUR56qJbR0dF8IQN45JGDPPvssxiNBpqb75whd+17E0WNqqoCysrc7N7djt0+u65jzM15+fDDi+zY\ncRSjcRuSJPPBB6dZWHBSXl5CT89lOjoayGQSDA8H+fTTQSoq7JSUGEmnR9i5s+qmdmtXC62u68zP\nBzh9uo9gsIJLl84BdiyWcs6dW8DhcFBUFODAATcVFTdeHHV1FfPOO+MIgkoqpaBpAroep6zMgMGg\nEAxGOXOml97eUaqrqzly5CG2bNlYjtkD3Dluc5sj3Df6fX//BF/60sY94u4lrp2z/fznb/PMM08y\nN+elv//O5my6zm8tzmajCIdjqwI17wRjY1HGxkxoWj1m88pzYDa7SaUc9PaO09lZhdXqYnJybFUh\nS6Vu3sL56KPPiETi/PrXn6KqjcAgAD5fFk0rZnKyn+LiYqzWBKp6GV3fBVgAI6JoX+oO2NF1CfAC\n1ej6RUSxEkWZwGisIpt1oaoT6LoFSfIRiy2SzfZgtXryrLYbYXh4jjffDDI7W4ymuXG7DczODlFe\nXkkmE0MUmzGbc4sHUTSTSJTi89moqCjj5MlxZFkmlUrldwINDblCPTAwfluFTFEUPJ4Qfn+GxcU4\nAwNZPJ5iBMGN1SoRjS5gNOYinK6XEqTTGT77bJjLl0dJp3OsxlyCQJpoNMWzz57iwAEroVCAUKiQ\nggJnvogZjRrDw7OEQkVo2hbCYYVEIsDCwhWmpkZpadm79P6WHVJUVWFwcIITJ2ZQFD8AgqBhtTbS\n2FjPzIyM272J6ekEVVU5CcPMTJZAYIynnqrF5Vp7cbR792Z27uzh+PF/wmL5HpDT/01N/Zz29lme\ne+4dysrK+O53v0tLy43lQQ9wb7Hhq2Ymk8Hn86+7jXCnyGaVezqXuhPMzXlxOu2IorhCxwY5Cm5f\n3/rnbBvNivptIxiMMDw8jd8forDQgdtdcEdFuK8vgKbtvyHt/mpbcWhogs2ba9YUE1/vVn49NE3n\nq199lN7eOTStLn/7xEQUVXUjigr19dVUVRUTjfrxeEKkUg4kqQxFUTAYKshmZ1BVGUHYBAwhCI0Y\njXGczmYqK8sRhDHc7i2AgNkMFRVRvvzlAzz6aC0vvHCcnp4RurpWG0L7/VFeemmaQKCNRCLN4uIk\nfX0iZnMjo6PdWK3VdHZaiMdzM7N0WiUcThOLORge9tHWVk9Tk7iinSUIAt/73vc4ceLd9fwJ8lAU\nhb6+RebnZQShBLPZwtjYDJLUgMuVYHo6sWTTJWOz+enqGqWjY5nBl0ym+fnP36G8vIpvf/s7OJ3O\n/PsB+PTTSebmnHg8HgTBhq5bGR4eZNu2Zux2C5OT0yQSTiSpAUmCWCxFaWkF8/MxZHkep9PHxYsT\n+HwxNC3LiRMz7NlTRUNDFQcPbgFyJgkDAzNks8uC46mpeRYWVAKBnOQik7GRzTZx5swwTz5ZyeRk\nclUhq6goorCwjB/8oI7jx5/H70+TzQbYv7+affuOsGmTgRMnTqyQPjzA/ceGrzwzMzOUlbnvy45s\namr+tiPL7wcGBiZuuNJ1ux0rWF+5OdvEDedsMzOLn+vPej0kScRgkJmd9TI4OEUikVrTa08QBCwW\nE3a7BYfDhtNpx+Vy4HLZ84VvYSFIIlF8S+2YJMlEo24CgSCVlWu91s3fcyaTJZlMI4oa0WgEny+8\nZCEVw2KRsNtzxywqclBUFCSRKAHGyGSSiGIB4MVubyCVGkJVJxGERkwmDYulBLs9hCRNUFhYiyjK\nZLNhLJYUmzYZ8rqvgwd3cO5c/5qFrLvbg8fjRpIaMBpBVScYGenDYpnFaDTT2VnE7GwKQUhht29C\nUeLE4yFOnhxk0yYrNptIaWkh8/MrF5mNjY0899xzt0w2vopEIsWpUz4kqW4FaeaqebPNZqW6WuP4\n8W5AQlWThMNBLJbl1/zVrz6kubmVo0ePXXfsBL29vXz22QRO50Ns3bqVl19+m9lZP7t2bc6/v1xL\nVlz6t0YolCAej+DzLeLzDTM/H6e0tIOWFvdSwOkZHn54E0VFBUszshzr8OoxMpl57PYMY2MakUgl\nglCFpoEsDzE5OYYsFzA+7qeo6EZfIInCwjK6ulKoqsYXvvADzGYz4+PHOXHiE7Zv305ra+stz+0D\n3DtsuJBNTk5SVXV3nNlvhe7uQfbt67z1A39LWFgIcvjwzjXvUxSVeDyJw2Fbupib2bmzjZ0725bu\nVxgZmeX06R7i8STxeHIFweTzDlmW85/lZlAUhXA4TjAYIRSKMju7yMDABMlkOk++GB2NEwxuYnEx\nhcFgx2g0YDLJyLIBo1HGaJQxGGSMRiMmUyGTkz3s37/axsts1lnS5q6JpqZq+vrGqKhw8NlnQ1gs\n+5Y+S4qZmYvs2JGb+RoMBmpqjMzPh3G5thCLzaKqGTQtjSR5sVprEAQdQUghillgioqKQkwmN6HQ\nLJqmI4pBSks9NDR0UFSUS0aemPDcMIR2cjKN0diCqkIqFWd6OonVephY7AMslmomJ2exWHSczmYU\nxcPAQD8+X4q5OVhYsJJKzfPMM/u4cmWa0lJXfk4rCAJ2u41sNnvLQpZIpDh5MojZ3LjkVhHMk26m\npuZxOIpxOOwYDGaKigooLi4mHvcyMWHio48CHDzoZmRkhkQizZNP5nK4dF1nbGyM8fFxUikFo7EC\ni6WKWMzAO++8SyTiw2JpwGCQ0fXcTn962sPcnAFNsyEIYLVmqKoqwm4vRZL87Nq1ksGcs+kK50ka\nV1mHBoMfUTRRV2dlaEheIuYsz69NpioqKrJkMnHOnRsjHPYjii1s395KNJpkZCTK6OgC09MRFhZ6\nOXDgESRJ4tSpjwkEgsAg1dXyg5bi5wC3Ucgm2LXr7s1GboZYLHnbAZP3B/oNiR0vv3yCqSkP3/ve\nF6isXM2kk2WZtrZa2tpydlQvvHCchoZ/HYzFjUCWZYqKnDeVFZw+7SGbrae/30syWUo6rZBMpkin\nFTKZLIlEkmxWRVGUJS+/s7z3njsflPnUU49gNhspKjKyuJi8IeEjFktQWuoiHFaor2/H651D10Wc\nThWozc+w4vEIJpNKQcE8c3MBzOZm0ukYZnMzRuO1Il0NiFFYWIjJpBAKhZGkelQ1jN0eoLKymERi\njoqKnAayqqqEnp4Rtm5tXvG+/P4oY2NhEgkNr3cURTGQTCpkswKaVoXJ1IogmFhYuEgiMUAiESEY\nbESWN5NKJYhGPQwOjnDhwhUEoZsdO6pWeFHm/P2UVa95LWmiqsrA0FAKs7kJTVMZGlom3cTjEWKx\nBAMDlykoKMZgUFAUBas1gMtVhCiKGI21/K//9Tap1CQPP3wASZLw+/2cPXuWtrY2tm3bxblzQYzG\neszmCd55pweTKcsjj7Ry7lyS7u7BJaNdM/X1FTgcUUKhGJpWRWmpDVkO4HDMYDSqKz5HJjNPXZ0V\nVV1Osb5a0OrqLFy8KGK1WjCbLWzebOXUqTnAgSjqOBwGBCGNwaCwY0cV3/rWZubmFvnpT99gbEzE\n4WhAEArxeotIpRbQtA8xGEzs2dPB1q1mNC3L4mLgQd7Y5wAbKmSqquLxeKisvPf94FAouq5WyG8L\n8XjqhjMhVdXweLzY7Tai0eS6jqdp+m/F+uvzgKsmw62tbnp7FxHFcuz21cVIVVVEcZ5du/azb1+u\nOExNzfP882+ze3cHg4OTnD+fxmDIsc9MJgM7d7blRcFeb4ht21ro6/Ngs1mx2ZZnlbOzEVKpJPF4\nhOnpCAZDC5s316Io8ywujiLLIpKkoOslCIK4tDvLUFCg4XJZCIWml4pYELt9hN27q7Db7WQyp/Pf\nk5qaMk6e/GzFZ7pKFy8u3kQkIuF2F3PhwlkUZfOSWFtGlk0kk9OEQjMEg1kSCbBY3JhMwtLurx5N\n0xkammDLFpFkMonD4WB+3s/ERISBgRixWC9NTSVIkkY0mmRuzoDZXE5ZmQ2bzcZ77/XQ1dWE3a7S\n2zubJ914vbMMDCwiivXIsh2vN8z8/HlaWky4XA1Lzh523n//AjZbA1u3PsSjj7YwNTXFyMgIR48e\nRRRFTp8ex2is4dKlS/T0XKa62kZZ2T5SKS9dXTqp1EpbMrc7wuTkFNHoAA5HjrW4dasRqGR83IOm\nCYiiTl2dFYfDsqZv5bVWaaKoUVLiYP9+jf7+SSSpAlHMoCgR3O4k7e0mqqtLqK4uQdddVFQU8frr\nfSiKC0lqxmBQCIWGOHq0gkymh8HBCfbufYivf/1pbLbV4bIPcH+xoSunx+PB6Sy4LwWmu3twhUbm\n84YrV8aprV3bQicQiFBQUMDXv/4NnnvuWerqym8avZ4jety5G/39QiQSx2Qy3LXjXWsy3NnpZnBw\nnljMidm8rFNLpWLY7WFqagQaG5dniTU15fzu7x7j7bfPsnVrM42NIoFADZIk4/OF+eSTy1gsJhoa\nKrHZLAiCsCrjDKC83M7ExAher4DBkGP7mUwmurrK6enRiUS6cbvriMV6UBQzJlMJdrtMYaEFURSX\n3D5GKS4OsGdPDTabHUWZZdOmlRIFl6uAn//8HerrK9izpyNPF29piZBILHLlShaXqxWLBTKZGYqK\nyvH7+wkG40jSw+j6IppWTDQ6AQjouoTBYMFkkonHo2SzC/j9fsbGYvh8dqamNObmunA6N/POOx50\n3YSug8nkZtOmAoaG/Hg8V6itfYjZ2SkEIUwsVobfHySZjDM4OElBwWOASjxuxusNo+ubqaxMsG/f\nVpLJDO+9d45t25bnRM899y4dHVYOHz6cJ3jMzi7wzjufkkpJpNNG2trqTXFJYgAAIABJREFUiESu\nIMuFdHRU0tu70s7MbLaxebOLzs5Gcp2PcQ4cqCEcTgLRdZtgX7VKq6goYmRknJKSenbtMuL1hshk\npvB6hzl6tJ7HHlueW6qqwOxslFSqlFgs1xbev7+LZNLGlSunOHCgke9+9/+lqOjz3C3694UNF7K1\n8qfuBTwe3+daUzU+7uHIkbUjMqxWE4lEgqqqKgoK7CwsBG4aGTM/71+3uPjzAK83uCJJ4E5xvclw\ne3sJwWCMhQVPvvW1aZMJh8OFxTJBaelKvY8sy3zpS7kkA0VROHFiAlFspLjYyRNPPITH4+PChSv5\nndlaGWeKMsnDD5fzwQdeZLkhTxwxGo10dQmoqolQqBunswpZNiEI80iShKpqKEoQk2mYjo6dNDQ0\nI8sG0mkPW7c6MZmiK97rF7+4n0xG4fjxs3z88Wf4fCYSiQUymSyZzALJpIzJpJBM+rDbnYTDEgsL\n3ajqE9hsWRQliaalyWabiUR6sVrbMJlAklLU1iocPHiAnp4ALtcuRkamicXKyGaN+HwBYDOCILK4\nOEZJSSHj4yFMJgOKspOJiQlKS0MoSimLixmy2SImJ6OEw034fAFMJrDbq9B1A5nMOGfP9hEK/YrC\nwuKlNnkbuq4zMDCA0ViHzWZAEASSySTvvnuct946h812hMbGNrq7B9G0TUiSgKb1kU5vo7OziqGh\nCaJRN2DEbg/T2uomnY6ssDPbqAn2slXaPJmMEb9/jIICEadTo6jIycBAkl27SlZ0VyRJZ2Rkjlgs\nt0jRNI2+vjEsFi/f+MbjfOtbDxiKnzdsqJDV19dz4sQHKIp6T1mLiqIsrZx/uwa+N0Mmk8XhWLul\nYLNZsFjMLCws0NjYxK9//RHHju27IcNxZGTmvojL7xZ8vjCiKHP27NwNhakbxfUmwy6XHZdruViu\nZTK8FmRZZv/+Yj76aDwfCVNRUUxray09PSMMD0/R3Fxzw4yz1tYoIyM+oBjQyWY9NDUVY7U20dRU\nwtSUh+npYRKJ3HfTaoWamv+fvfcMjuM+8/w/093TkwMGGAxyBkGQYBDBrECJClawtLZk+2xZ3miv\n9263rm7rqm73xd7dy6ur26vaF//y7f5vveu1ZFk+R8laK1hUIimKEnMEkTNmMJiMyR3+LwYYZBAg\nCZL+H79VLlqNnu6emZ5+fs/zfJ/v14XLtY+BgSySZETTxti5042mjdHSsvQzkWWJw4c7+f73f42i\nOBAEJyaThK5b2bZtM2azjMEwitNppbc3wfnzLnI5EUnyoCgmLJYJ4nEbmgaCEMViCeLzXeTP//wB\nolGNsrJ6urqGiMe9XLzYRTgcRxCa8XiUGXq+nampLGVlbvr7J6ip8aJpTVy79q+UldUQCjnJZiUU\nxYHBYCCft5HNGtG0DLlcHovFQnn5bny+EI8/vpvJyUlUVeXcuXPU1NTg8/mYmBiiujrIK6+8THNz\nFV/4wl66ukwYDGA0iqTTOQQhT3t7Kdu3ZxgairB9u4FYrBcw4HI5EcUEW7YslTNbrwj2rFRaY+NS\nrUUoWfI7bmlxMDj4HnCgOBbT0ODi4Yf3UF4eXPN57+H2YV2BrKysjMrKSq5eHbylw7CLcf58L42N\nVdff8Q5hLTNfNTVevv/973P48GH27NnLr371Ef/xP764bHCemAixd+/WjbjUDcHwcIBcrpLa2kIJ\nbv5g6o0Gs5sRGV4Mq9XMQw95+PTTXkSxYOXS2lpLY2MlH3xwhtbWuhU9zhobS0kmJxkeBklK09Li\nQdPGqKlxIssmWloaaGlpWPa8RmOM/v5j7NjhxmJJrBjcZ4kWlZWb+fTTc+zcmaK2dgeaNo6qusjl\n/GzaVI7TaWHzZg9TU6OEQiLB4CT5vAmTyYHd3o+iHMfthvZ2L3/1V09SUuJkYAAymRh+v0QgkGJk\nJI3FsgOoYHIyRHl5obw5Ph4hEnGSy5WSSqUxGqPIcjl9fWGMxlqMRgFFyaEobpLJHgShfcbAVKC8\nPIYoFgaIBUHA4/Fw6tQp2tvbiySTbNbB9773Dzz66A527Wrjk08maGtzMDraj8s1SSwWZP/+Vmy2\n3CIJs41b0C0vlWZYMtdZWupg06Y03d0nEcVGHnnkIZqby5DlIJs23To1m3u4dVg3u2D//gP89rdv\n0dHRtGFimD09I3zpS4c25Ni3AoODE5SVrS7uu317C4qiMDQ0WJyvOn26iz17lootq6p2VxNbFqO3\nN8GePU8s2LbYfPBGsF6R4dVgtZrZv9+7IDOTJOm6Wb7T6WTrVh1RPIMg6JhMtdTVlSxgAS6Hgrda\nkO98Z9OqtinztQC93iYefLCdd975OY88ksZoFIt0cafTQjyeZmwsRXm5lfPnf4skFXpV+bwRo7Gb\n556zsXmzHb9fIRQycOxYF0ZjK7FYhHjcSS7nIJ1O4fVWzXy+pUSjU1RUuKmqgpGRfuz2CpLJINu2\nVXPxoo1USqKkRCCTyTA9LTE9HSafN6OqvWSzIMsTSFIFTU3tpFLd9PX14fF42LlzJwaDgUuXLpFI\nxPH7A7S2etm1q9A3E0W9uHjw+Rx0dw/jdDoRxal1fa+3Gm63jVdffZcXX1x4P//1X7/Ehx+e5b33\nrtHWtgOPR2fTJs/vjKj3/21YdyBrbm7m7bdhdHRyw/yCVFW9qx/s164NF/3NVkJVVRlW6w5ee+0I\nu3fvoaenh2h0etl9U6k0ExMhfL6Su7Kcutj+IhzOLsuwXE5t40awVpHh62E2M5tv1imKAtPT6WVZ\nkTAXkP78z7ciy9KMwkWUTMa4LK1/NW+05TBfdBfA7bbz3HNf57PPfsGf/unDRbp4PJ7mypVpJift\nDA3VUVHRQih0FpfLhCSBIJTh9+u4XDVcutSH0RgmGgW7XScQSOH355iaCuB2OzEYClltKDRALDbA\n+fPazHVq+HwiZnOCs2f7GB3NksmkiMV0stkSJKkctzuNxXIVTdNQ1WoMhkYmJ2Xef/8faW+f5ty5\nOD6fj3Q6zblz57BYRAwGGavVhq4birJP8+1RPB4nqVRmw53K14LHH9/Hhx+e4c03j/H00weJRJLF\nsYTy8kY2bQqwa1f5PR+xuxzrDmQGg4F9+/Zz+vSlDQlkd7uaBxSGNmtrry9k7HLZURSFTz89wVe+\ncnjFcunBg9s4ffoq8XhBmBYMlJQ4qK8vp7GxGovlzqhoK4rCqVP+JfYXweAFrlwJ0tbmQRTneqXL\nUaDvNOabdfr9Eu3ttZw6dYWHH144yL5SQNqxo4qtWxUmJkKEQjkyGQO6XlARMZt1GhvlFb3RlsNy\nwd5iMaEohgWkl76+KCMjHkSxBFHUcbkqcbnq0TQ/qmrAaAyTzwv09FQQDEq8+24At9vDxMQZzOYp\nxsdNqKoTWQ7j92dJJEJks1agEat1E7oew2QKYrEI1NW5sVrLSCSSNDaOYLVWMzAQRtOmEQQNo3Eb\nsViWXC6LridwOgWCwTBmcxmiKBAIBND1HD5fGYJQU9SDzOX8nD1rKFqlzCdpSFIvnZ0Nt93wdTk8\n/PAuzp3r4Xvf+wVe73YqK+dEf0Ohq/T0DNwLZHc5bmhwaceOHXzwwftEo9O43beWbXf2bDf799/9\n/aK1ZE4Gg4EvfekhPB7nquWmLVua2LJlbpVeMPucZGjIz6VLx1EUdeacBsrKXFRXe6mvr1y38+96\nMN8bzGpdeJuUl3tIJDJcuhSmo6MQzO6G1fVKkCRpXkCKMjzcQzwuUVrqXFNAkiSJ2toyam9eQH6B\nA/EsxseDeDyFbG/37gp++9urXLxoIBwuJZmMEI/HMJkcSJJCLDaFw1GQ2ZJlNxaLGZdrNwMDXaRS\nCrFYDlU1Ics+SkqqSSQiTE/3z2SkOlBBPp8jmzWSz8tMTOTweKJEInnC4SB1dU50vY+SkjqgsFiL\nRNKYTB5MJhAEPx5PlO3bn2XzZo329lJUVSnOns2fBSuocpQssGHZt69wjwwO2u6KIDaLnTtbOXNm\nkmvXFGZjlqZpBAImgsHfLR3U/xtxQ4GsQEnexqVLfTzwwI5bekHpdJby8ru3oRqNJladCVuMmpr1\nW9AUzD4rllD2czmF4eEJ3n33U7xeTzHAzcJqNeHxOPF6PVRVld4URX7WG2w5/UOLxUp7u4vh4Qi9\nvQNs3162KgX6bsFsQPrOdx7nN7/5hC9+8fHbfg3zS2yzuHz5OH/0R4UsIJvNcflyjOHhLKlUMyZT\nNZJkY3x8lHQaXK4EDocHRbGTzSZQFDsul47ZXIbJlMPjySCKTahqlmjUjyy3zMy4jaLrHkSxmkLW\nHyaTiRCNJrh4MUZNTS2SpCHLHSQSF4jF3mdy0onRWI6iyFgsDRgMYcrLk1RUtCJJk8Xeb3f3+LL3\niiwX/j4r+Pz++1dwueyoqoHR0Tw9PaO0tq6v97lROH++m/HxCIcOHS5u0zQdURSIx9cmanAPdw43\nFMh0XWd0dIQ9e269xlh9fQUffnhmRQ3DO40rVwZoarozjEpZlmhpqeXzz6/y1a8u1JvTNI1IJIHf\nH2JiIsiVK/1ks/kF+5hMRkpKnJSXl1BRUUpJiWPZzDIQiMyUE5frg6kIggGn00lHh5NUyklDQ+au\nD2Lz4XTaFphsrhWhUIIzZyYYGsoCUFdnobPTt673Pn8OKp+H3t4BKitTNDVVoSgKP/jBZYaHN9PY\n6GJsbIRMJkUmE8NgmEaWM4BMNJqmtraaZNKIojgIhxOIooDZ7CGbjZDPRwAXBoMPWdYpK/MyMXEN\no3EroJPLDaJpfqCWdLobu/0Qk5O9GI15urvPEAxOYTBsxeOpIJFQyGTG0LSLVFeL1NTsQlFSVFRY\nEIQE4XBkRspq4b2Sy+WoqJjblkzmuXixMOTs8ZTgdht4551hPB7XXXHvXLrUz+HDO1CUudKvJIk0\nNlajqvcC2d2OGwpkQ0NDBAJBrNbCKrKra5DJyQgHDmzDaLw5maUDB7bxyitvEw7H8XhWZ4rdCfj9\nYZ588s4ORC73DBYEoahpuJIjcCw2zcREiGAwTG/vCKlUdsHxCgahdvx+HYfjPiwWfQkzNRqdLg4W\nAyt6g93NUBSFcDiOoihr7m2FQgk++CDA0FBpcZD60iU/8XiARx5Z39iBIMDERA+JRIqWlioaGzfx\n9ttdfPjhKKdOOXE4HEhSjEwmTyBwDk3zYjTq+HwHSKfDQAWxWIp0Ok4uZySXS6Np0+TzWUBBlgVk\n2YzTKZPJDCPLHsxmDV0Pkc1OoWl5BGEXVmuOdHoYXc/hdrcwMHACSdKQpGfI5xPoega73U5Z2TYy\nGT8WSy3j473U1RkxmQSqq62MjYUWkFcAkskcAwNX6O+fJh7P4XbLGAwGqqq2EQhM4fGUkMnkCIdt\n9PYm7lggGx2dJBiM0NMzQlVVGW1t7gXZcj6vMDR0lmeeeWL1A93DHccNRZ2SkhIOHDjAr371Md/8\n5hOcO9dLOJxAVXW2b29d1cF1LfjiF+/nzTeP8dJLT11/59uMTCa7ob2p6yEWm8ZsvjF5KJfLjstl\nLwoVL0YymcHvn2JgYJDR0SHS6eyCv4uiAVXVEEWRYDCCx+OcUbfYmDGMjYIkSTQ3VzM+PrWq4grM\nMTYvXgzR22vF6azANBPHZbmCUEgvKq+vBfH4ND/72fs888xBystLOHlylJ/9LE44XEpPj4FMpo3x\n8Uny+RJstnokqY18PkM2aycUSmOx6ORyOul0HovFQTIZQhS3kMmEmZ7Oo+sR3O4sJSVNZDJZMhkd\nk6kLUdSRpASRiJ9YzIHJNIzNJuN06rhc9UQiF5HlWqJREavVgCgagVLS6SkMBgM2G4hiYsb+ZIxN\nmzbhdFoYGVmY0SeTOa5dCxCN5hCEZkSxifHxOPn8CMmkn7a2gj3B2FhwxoLlztw7n312ha6uQQKB\nMIcP7y46OcwnpPzsZ2/h8ejcd989x+e7HTcUyFwuF48++ig2m41/+ZffkM8XutcGg1ickYEbH5R1\nux3U1VVw/PgF7r//7rmJCoPQd/ahPTAwsWGmpjabmebmGkIhgUxmaVaXyymMjk6SSCTp7x/n4sV+\ndF3HaOxhYMA2U3K0UlrqxucroaKi7K4bo5gdRo7FrPzoRyf50z89vOy9uZixmc2ayeUkRkeNWCwx\namsdiKKAphnW9TC+dm2Y9vYGystL+PjjUS5elIEW0ukJ4nGNUGgKXd+OJEnEYt2YzeUYDNNIkgdV\nVQmFTmM2uxEEL+n0ODZbHbncBEajSjw+QlXVJmQ5gapeJZ1W0LR+TCYvLS2bSKejtLdvJRKRUdVG\nFCWE3d7E4OBlMpkEglAFJIAwolhQuyiI89rIZtNs3myhtraWfN6BomQAC4Kgoc5r1QaDaaanI8hy\nNbpeuIdE0cn0dBmplEooVHDldjisZDK528J01TSNiYkQvb2j+P1TqKpGNJqgvb2BQCBcnHWDhaoh\nx4/L9yxafkdwU3XAffv28c477xQOJIlYLF4EoWHBPjc6KPvQQ/fxwx/+hm3bmleUgrrdGB72U1p6\nZ8ud4+NBtm9fasx4KzFfxHc+ZFla0h9MpSLs2lVNeXkJiqIQCETw+0N0dw/z2WdXURQVh8PCs88+\nuKHXvBbMH0aurGziypXCwmvxQms5xqYgaAiCjixbyOdNDAyEaWx0YDTq63oYb9vWwo9//A6q6qCr\nywI0I4oSyeQ0fX2XyWa/ORO4JHRdIpsVMRg0ZLmwUBTFBuLxEVwuF7ouIIo2LBYbZrNGJDKO2VyF\nqg6i605MpgyaJiIIW4jFQpSUmAiH+7FYagmFjmM0NpLNWnC7M/j9J6moeJF4PIbdHsRicZHLJYEk\nMElNjUhDQ2EYWBQ9BAL9eDwl+Hw2envDmM0edB2yWT8VFU4mJxdK2FmtRtLpcUpKCioa9fWVnDr1\nHk1NDTfzlS7BLOO3r2+UQCBCPJ4iENCwWGxUV3vYvr2ZI0dO4XLZi6StSCSOxzM36KyqKj/5yREA\ndu7cuex57uHuwk0FMoPBQH19LUNDIyiKSjqtsBwr/UbLB08/fZA33zzGiy9+4WYu85ahu3tkRb3E\n24VYbJqqqo01Nl0s4rsSVFXB7Q4VRXwlSaK62kt19Zz/Wj6v8ItffLCh17tWLB5GhuUXWssxNmtq\nnExOTjA5OYDR2Iimeejvv8KDD2ZoaVn792E2y7hcLk6dSqDrdZjNEslknMuXz5FIuBGEDJAhl8sB\no5hMPgQBRFFFFEWMxnJSqWvkcknM5jlauMEgoKo6BoNELpdHEFzk8324XHuBgqpHNhtn587dDAxc\nxestJ5UqCBDL8gTbt5eTTk/gcHix20GWg0hSBI/HRHm5F7s9s+B9zBpUejwlOBzDTE4qRKMjyLLO\n5GSCXM6NcV4FXJYNVFRk8HqnkaQBcrleNm0S0LRFswjrgKZpDA/76e0dIxiMzBB4CjOYjY1VtLc3\nc+FCls2bG4CCceiPfvQbZDlBNpvD5SoskL///V/z1FMH2Lq1CUVREUWBsbFJHn/8cdrb22/4+u7h\n9uGmAtnExASBwCQAFRU+pqamKC9fmorfaPmgrMxNeXkJn39+ZVlpp9uNqakYjz22545eg66vbYbt\nZrFYxHcx1iriG40m7thA92KstKCav30lxqbT6WTXLujqGmdychyAkhKVjg7nuqsNV65M4Xa3Ah4U\nJcvFi9eYmHAhSXtQFB8GQyFr0TQH6fQAkhTHYPBisRSyBqt1C9nsp3i9nWSzEwhCJYoyhcUioqpB\nbDYBQRjA6Zz7bjRNQ5LAZnMiyyoOh4TLpSEIKmVlrYRC5cTjCpOT1xBFB2VlVbhcVZjNNhQlTFnZ\nwu9QELSZz65gsjky0kNb2x4UBeLxKcbHu5iY+BRBqEbTFKzWIE5nhvvv30NbWyWhUB8ORz1DQ/41\nmecW5N789PWNEQrFZgg7CWw2Ew0NVXz1q4eXEHdOnhwvLlw0TeONN44CDiTJz0svHeLkySv88R8/\nyz/90695660THDt2genpFO3tBTJP7a0YHLyH24KbCmSqquJ2O2hs3MSJExd56KEaYrGFMzI3Oyh7\n+PBuXn75LbZsacJmu9MPxJUdoW8XTKbbY765mohvIDBMPD5Oa2sZp09PrkroicWmV5SDut1Ybhh5\ndvsshobSRRWTxXA6nezdu7C0HI/3r+saotEEYEQUTSSTSQYHw+TzzUiSFYvFx/T0JFAHCIhiGZDF\nYGgim72ELHcgilZk2YbbXYnL1c30tJV8PozDkScajWOxhCkpCeD1dhIMhov9K1VN43YXSmkWi23J\nQ1rTFNLpMJs3O7Hb81gsAFkEIUNFhRmbba7XmcmEqa21oaoKFy4Mk89beP75DgYHg/T2TnHhwmWm\npirI5w9hMOh4vTJ1dQ4UBf7bf7tCdfURGhpi7N//MMePX1zyGSmKQn//GP3944TDBRucWdX8zZsb\naG2t5cMPz/D7v/80qVSGo0fPMTwcWOKwPrtAURSVN988Vtx+6NBeWlpq+eyzK5SUOHj++Yc5fvwy\nX/jCU+RyOV577TUqKnz3AtnvEG7qqejxeJiaivKtbz2J11tCdXUZ2ay6Zq+gtUAQBJ54Yj+//vVR\nvv712z/AOotCY/rOBrFMJoeq3j6VgeVEfKenE2iaQGtrYQQhm12d0BOLJZeoi99KLNaBrK+3rDgK\nsHgYWVVV0umBBQutxVmbrutomoaiqKiqSj6vzvx/DVVVMRgmsdszM9sVFKWw7+z+iqLS1FRFS0st\nfX2jfPzxWXbtaqG7O8nwsAGjsQVRnEQQVEwmO9nsFPl8AihckyR5MRiC6HoF2ewYJlMpTqeJ0lIP\n7e2bmJ4OMj09RGWlm7NnJ6irc9HUtJmRkSAuV6EcKooViOIkFRUecjk/Pt9SAo7D4cFm6yIQkGlo\nsKJpkyQSBsrKyhcEMVVVcDjCWCxeLlw4i81WR3NzwfImEOjj/fejZDIvYDYbsVjAZlNxu1PU1jpn\nFoEHiccVXnvt+zz8cJJYbJrPP7/C+PgUuVyefL4wp2i3W0gmM3z9648hCAKZTI4f//gdLlzoRZIk\nDh3aiSgKVFd7+fKXD/GTn7xHWZkbu91SXGzOLlz8/hCZTK74HsbH/WjaFqqqvHR1DdLe3shHH51D\nURQsllmFlTtbebmH9eGmAtng4GCxH9LWVrCet9tv3MpjJVRWluJy2Tl/vocdO1pv6bHXip6eYaqq\nvNffcQMxOhpY0JS+XZgv4nvypI7JtLDPlMv5eP31i2ze7F0ycpFIpDaEZbmSDuTZs5Gitt/iUtNi\nU8aOjjwXLrxPODz3vfb1JcnnQwteJwgFb7zZf0VRmPlvAYslTCikI4oikiQiyxIWiwlJEpEkCaNR\n5PjxC0iSxPvvn+IP/uBp/P4Ix44FUdUmRBFcLhulpTA21ovDUU8iMUEul5sRObYgy14MhlGyWQVB\nCGAylVBRIZPLxXG7c3R0dCAIIoFAD01NMjabldpaCAZj+HwZwuE+du504XbrVFdbAWmJsWg2O0BH\nh5dz504gSc/h8bjxejVCoQE0LYwsW1EUBZOpn85OD4IwQGtrI3Z7GaqqcOTI57z/fgL4MlbrHDkr\nn08yPW1kcDBGQ4MLQRCQJAlZfpK//dtTPPxwIUgePLgdr3fOtFfTNF577T0EQeDkyUtcutTPoUP3\n0dJSyJJ+/ON30XUdi8XEk08ewGCAd989SSKR5I/+6FlgbuFSU9Mw774ZIRRKo2k6O3e2cuTIKbZs\naeLQoZ388pe/oKamhn//7/89JSW/O3OR93CTgcxqtRKPJ9E0bcNLbl/4wj5++MPf0NZWf0co3f39\nYxw8eGdHAcbHp6isvLP26oszlng8TXd3GrO5BkWpIhxOc/LkFTZtkikpseH3h2lrW35ubSXMUuRX\nmkVcTQdyVtvvrbeuUFpqplDGmzvGfHr1wYOV/OhHIb7xjbmB10Agwtmz5iWMzeVQYGy6KC9ffd/q\n6nJ+/ON3MBgMyLLM+HiemppastkYimLDbLbR3r6ZZPIMyaQJp1Mjnx/DYKhEVVNYLBqlpaUYjTFC\noTC63kt5+RZKSiw4neXoOijKGHV1RlyuHLmchs1mxWq1oihjtLdvwmo1zbsiy7LGoiMjMTo6WtH1\na2QyrZjNHsrLmzEaJ6ivN+B2x9m9uwNJkvjss3Hs9jLi8TRvvHGUDz5Q0PUnkSQBi0Up9lUFwUY+\nnySZtDE5maaiwkYkkkCWjVitL/Dee2/y2GO+BUGs8LrC86S7e5jh4QB/8ifPLflcX3zxCwwP+/n5\nz98nnc7xrW89zY9+9A6XL/fT3t6A0Whg504TAwP9mEzDqGqW8nIdm83E4OAELS01xUytubmG7373\nS/zd372G3X6U555ber57uHtxU9Gnvr4eu91JV9fQrbqeFSEIAocP7+HXvz664edaDslkBq/3zq7S\ngsHIhlnnrBWLiTtjYylkuQJB0IpBTRAOMDhYQjbbxOXLyrJKJCthliKfzTahKI1ks02cPp0kFEoU\n91lNBxIKckhdXRVcvGhe8RizkCSBQGAuAyswNkOo6upsujnG5vXvCVmW6OhoYtu2ZrLZLNGolfb2\nMurqcsAYmqZiNtvYv38flZV+fL4KqqoasNsj1NfLbN7sweez43L5aGgQaG93UFlpx+m0o2kFF+v2\n9oIwdV1dCYoytGi7ack1FbzBaujoqGLLlhocDgfZbID2di+lpQ5aWvIYjf2I4iCi2M9992XYv7+m\nmOWqqoF4PM3Ro70cPRpHEF5E05xkMiaSSWXB51f4/gWyWTOhUJxAIFR0grBan+Tv/u7csp+bpml8\n8skFvvzlpd6Es7OrdXUVvPTSU/zhHz4DwFe/+giTk2FeffVdXnnlHX71q4/o7Cznb/7mi9TWyths\nppnrV5maiiJJIul0gZE563p/9uzZ636n93B34aYCmcFg4JFHDnPkyGmOHTtPNpu7/otuAnV1Pkwm\nmatXBzf0PHcrslnljs/UtbQ4yGQGi/+taQay2QFqapzFoFbYXrgbeUSkAAAgAElEQVS1dL2Sf/qn\no7z22m95/fWPePfdkxw7dp5z53ro6xslGIzMUM0LKFDkGxacs0CRLwShWVbhamMBY2MpLJYaEgkP\n4XBkyTHm46mnDvLuuyfp7R0pbtu9uwJBGFgxmM0xNldXBZmPkZFJmppq6O8PI8teRFFk+3YvbW15\noJ9cLo4kyWzZsglJOoeuD9LaasHni6CqIdLpIGbzIA8+WEd7+2ai0dNEoxcRxSF27CgEK5ut4GNW\nX59BEI4Wt18Puq6Tz/exY4cVr9fD9HQaj6eE9vYatm6tYtu20iV9R1HUGRtL0dcXJZ/fjiAYgQL9\nX1Fkcrm5KemCH1pqxutrkpaWWmaVzyRJYnS0imBwYTkXoL29nt/7vUNLSsRHj55bYokky8aZf2Ue\neWQ3L730JJ2dbQiCYWYmT8dmm/vtvPHGUf75n9+kubmKCxd6AUilssXxmlQqdd3P7R7uHtw0Ba6x\nsZHvfOc7/OIXv8Bi6S9KvWwUnnnmIC+//BbNzTXLmjtuBCKRxF2hULFBhtzrwuI+k8kUpLZ2M06n\nk5GRcHG/WXq2KIocPryPvXu9xOMp4vEkiUSS6ek0U1PRGYPFbJHE0t2dQZLi5HILg4gg9DM6amdw\nMIPB0I4oTiKK4sz/DDP/FvpXfn8KsCGKMt3dY2zZIiNJAqqaR1GUYn8LCgLChw51culSX7H/shpj\nM5WK4HaH2L27cs06jQBms5FYLE4iYUSSjMXPpqOjgurqaXp6xpiaGsZkgiefNCHLKSYmUjOl3Dwe\nD3g8ZajqFKIIdXUGnnzSw9jYNInEKKoKdvsQNluQJ57YTi5XwokTI4hiw6plf03TyOUGOXDAQy6n\ncupUcIE02Uqs4/p6C8ePRxgdHUIUC3OeRqORbDaJwWAqZuGalkQU86RSkzPBBEKhUVwuN2Zzod9r\nt9/Hz3/+Ln/2Zw8tOEdn59IZrnh8moGBcX7/959e9fOenk6RzeaLAa+01IXFItPZ2cnHH38MQEND\nJZs21fHqq+/S1zeG0SgVxaQnJydpaGhY9Rz3cPfglkQCj8eDw2HDZtt4mrUoijz44E7efPMozz//\nyIafDwqiyCuZYt5O3IBg+4Zgfp+prc3O6dNhwIkg6KhqgTjQ0DBHU5+eTnL6tD6v57VUMX62L5ZM\nhlDVWqqrrTidc/eT0ehm2zYPH388SiLhQ1UVVFUlFksxOppBVUHXVTwegXg8Ty5nQ9N0DIZJVDU7\n08ftZnKyu2g/MgedqakYH3xwikOHdgHLMzZFUaetzYLPt37rkb17O/jgg1NUVS19OJeU2Nm7d6nl\nzmqiEkZjDKfTgdM59znabNMkkxlMJhMmExw6JHL2bD+RiBWTyVsMoACKkiebDVJSkuLAAS+mGQHJ\n3bvh889PIkmlq7KOfb4SXK5B0mkJQShkOoJgxGSCfH4ag0FBEBQsFpFwuA+3W8Zs3oQgTKOqFoLB\nfrxeMJtdyLKN8fHrF4fefPMYoVCMp5++/7r7njnTxcmTV/jGNx4nn1cwGiX27NnMW28VglhbWx0u\nl51/+Idf8Zd/+Y1iWfGnP30fuDdD9ruGmw5kiqLwzjtvMzAwyP33b2w2Novm5houXOilr2+U5uaN\n9zMaHZ3kmWeu/+PZSCSTmduWga4H8zO0uroMPT39tLW14XQWAlk83ks83rGq/uZ86aiKijKuXUvQ\n3W1g0yZwOi0zWYELu91KWZkdu90zc+w0waCJysq5El8u56ezU8fvNyDLFRiNKu3tNWQyg3R2PrIq\no/b48Qv86EdvYzAYioLV8xmbNwOPxzkzwlFgV94sRHHpNqfTjt8/V6IzmUzs319DNpulv3+URAJU\ntfBahwOamjyYTAu9/0pLHTQ3Wzl4cOEs3XIEnGeeaeAf//Eq6XQIUSyQkAwGHafTgMtlQxRFstko\nJlMes7kDVc3hcIgz199ELNZXzMry+dXLDRMTIdLpLA88sGMJMWQ5dHUNA/DjH/+WxsYqvvKVw3R0\nNPPWWyeAgublLN5551OeeeZ+NE1jcHCcZ599doHz+T3c/bhpqqHf76evr4c//MNnbqvtyjPPPMDH\nHxdmPzYa+bxyRxXvAUZGApSW3n7q/VpQWupg374qnnqqiW9+swGvdwpJGsBk6sdqzVBe3rFg/8X9\nqvl9MafTSVubA6s1hd9/aYbuPecmXF9vIZUq9L3m9+RmIcsVJBKwaZMFTbtCTc3UkmOshPvv386e\nPVuL9ja3Gi0ttZw4cZJ8/uZ6yYqSx7HMW/F4HExPL/XOMplMtLdXsndvJQcOFP5tb68sZmHXw0oE\nHEmSOHDAi8s1CfgRhAg2WxqXS8Zg0InFJhCEPIqioesaRmNugSntbB8VwGhcvdzw2WeXeeCBHWte\nuNbVzZGiBgbGefvtT3nllXdobKzCaDTy7/7dvyuWDq9cGSCRSDEwMIEsy7jd1w+U93B34aaX+Ol0\nGrfbedtJCLIsceBAB7/5zQmee27jBGkLivd3HhMTQSor7+wc21owv+wI8Pbbyw9Dz6fxL6b0Fxh1\nTiQpz759CzOD+TqQmrb8Kl7TDNhsRvbuhf37114l0DSNkycv8cd//MU1v2Y92LdvK7Is8uqrb/OF\nLzyNwaAzPp4gnZ7LlCwWqKpyYDSubNWTywVpalrqop5M3hoDSEVRef31j6msLMNolMjl7MWMOh6P\nMzoaR9NkRkcHqKrS6ez0MDGhkEwaAAOCkMVohHxeQNd1rFYZgyGF270wcM72UXO5JFVVS39nr7/+\nMSaTkQce2EkikaKycu2alg8+uJODB7eTy+X5539+k4sXexf8vb+/nz/4gz/g+PHjvPfee/z93/8C\nk8mI0+miqWl5P797uHtx04FM0zSy2Ry6vtSEcaOxeXMDFy/2MTzsv66v1I1idDRIScmdd7Cdmoqx\nb1/H9Xe8i6Aoyoo6m/O3r0U6aj5mdSB1ffkKgK7n16QDuRw0bWNlyO67bzMDA2l++MMPaW7egdtd\nUSxjqSqk0yqBQBS7PUprq3tJQNM0Dbc7taQkCPDBB2f58pcfWrJ9vcjn87S11RIKxenvH0MQfFRU\nNBGPx7l2LVEciM9mzdTVSZw6dYaGhgeZnEyTzZoxGs1MToZxux2YTAKQAcYRhObiOVS1H4+nkPkk\nk2d44YWtS64jmUyzZUsjb755bN1C2fP79X/5l98gkUjhctn4wQ9+QygU5aOPPsJut3Pp0qXiftls\nHotl4ys893DrcdO/2JaWFnI5ld7e0VtxPevGs88+yPvvn9qwzKmnZ/i29OGuh3xevePlzVmEQglO\nnhznk08mOHlyfNn5LIB4PEV9vWkBXR8KTLiWlrnFwWJK/3L7zMcsq7ClJUAicXXB3xKJq7S0BLj/\n/vWxCqEwq7h375ZiH2UjkEgUgtDmzc309ERZ7G8niiJmcym5XBXnz8cXlDl1XSeXG+K++5bPzDVN\nW1C6u1E4HDaqqrzcf/8OvvKVR7h0qYuuriHOnBkE5n4LgqDj8+0inT5HV9cAFRU2vF4FSYphtWbJ\nZPx4vQr19ZX4fG5EsQ+DYQBR7MPrdWE2u1AUherqCbzehYP+hX6iSGtrLV//+uMcPrz7ht9PIpHi\nH//xdf7n/3yVp58+wLPPPoAkFR593/3ud+nsLBB8jEaJb3/72zd8nnu4c7jpQCaKIk8++RQffngG\nRVGv/4JbDLNZZteuNt5559MNOf7kZGSJB9f/zVjLwPIsYrFpKipK6Oy0YTL1F/tms/2q2YD4+ed+\nuroGOXPmGN3dn5PJXLpuT0uSJJ54YhNf+pKGzXYMk+kTbLZjfOlLGk88sWndQWwWW7c2MT2d4sqV\ngRt6/WpIJFJ89lkEh6ONXbt8eL0RxsYml91XEAwYjZVcvVoIZrOzXgcOuFbsbe3a1cavfvXRTV2j\noihIklicrZIkiW9/+2FyuSGi0TTnzvVw7lwPJ058xOBgN++/f5rOTitG4zHGxqawWk2Ul9uANM3N\n3uIcm9nswuerp7KyFp+vHrPZhaZppNPv8B/+w1J65sWLvTc8/L94oaVpFK2gXn75LXp6RkgkklRU\nFKo4fn8AgI6OjgWzZvfwu4NbQoNrbm6mvLySs2ev3RG7le3bW7lyZZCJial11dHXAl3Xb/ih+P9H\nrNXTC+YEgxf3zWAuIOZyZVy7ZsJk6kRR/FRUWIDAmq+nvb2W9vZbS5V+4YVHePfdkwwMjPHMMw/c\nkmNms1lOnIhiNjcTiUwTCGSpqangyJGT6PoBFMWIIEiIok5JiRGHwzKj+F7NpUtjbN4c5tAhLw7H\nygLMW7Y0cu5c97qvbXo6xU9/+j5Op5VUKkNHRzM7d87ZMdXVlfONb1h4/fUBkkkXuVyGtradaJqK\nrmtUVJTwta8p/Kf/9Eu6up4oalGu5lahaRqZzC/5q79qXpKNAXR1DfHNb67fh3A+Axbms2Rt/MVf\nfJUf/OBfi0pEH3zwAc8++yxjY2PA7bFHuoeNwS17Qu/Zs4ejR9+/Y75hzz33ID/96RG+9a2nbtkN\nmcspd8XNHY9PYzav3Py/nViLp9cspqeTuFxzAWw+hburK0h5+TZGR0PFnossVzA2NkF7+425it8q\nSJLE00/fz49//O5NHadAew+TSMD585Pkcg1MTfViMlVit1eSy00Tj0/wxhtH0TQjpaUN1NVVEQrp\nlJTkqKoyo6pT2GxJnE511SA2+9n29eX4+OMhtm71rPnzs1rNmExGXnjh8Ir7lJY6+L3fa5wJEg3F\n7bMl4NJSB3/7twb+7M/eoaHhGwvm2xZDURRSqbf5679uXtaotq9vDK/XfUO/vdUWWhBh374tOJ02\nfvnLjxgeHl6wSH344dszl3oPtx63LJBVVVURCITuCOkDCj/GrVsbOXLkFI8/vveWHLO3d2RDlNvX\ni5GRyTXNztwOLCZmxONpxsZSiOLUEoHf6ek0tbWF8s1cBlbJ2FiK3t4sFy4EKClJUzrvI55lIq7m\nKn49UeE7jWw2y9mzQaJRK7Jcg6ZphMNWJiZkkslGotEEqtpLJKLgcOxAkrKAj0DgE6LRILqexmSy\nEA5neOihRsxmL8nkONlsdtmy4vwsJJ+fAtpWtdZZjFmG4vWwWNVl8cB0a2stL710hsuX3yAYrMdu\nvw9ZnivV5XJJpqfPUlMzzn/5LzuXzcQATp68tKy+4lqw2kIrn8/y8cdXii4WiUSCQKCQ/W/fvg27\nfelQ+j38buCWBTKr1YrVaiEUilFWdmceurt3b+HVV98hGIzekgd/X98Yu3ffeavz8fGpu6ZPN9/T\na1YkWNcztLW1kc06FzxAU6kMbnfh4dDbmyCXq6S7O40sVwIKBkMTXV0fsnNnruh5JQgFpuJixuJs\n8IpEknR352hq2oLTaVl2wPpOYmoqwuuvjxOJ+AgGsxgMoySTQXK5KsBHOKwgSfUMDw+Tz/uIRvtw\nOjcjSUYkaRcGQ5iamu1IUj9e7yb6+/1s2VJQ5ujvH6W9fSkTczYLiUanixnGSuXexQgGCzN5jzzS\nuab3t1yZeD727t1GaekYBw6U8/Ofv8v4uEA+b8Bo1Kmq0njhha14vSv/poLBCLJsvGFX8ZUYsIKg\n0dm5mUgkQU9PQVfTarUW+2Td3T03dL57uDtwS5s/W7d28MEHZ3jhhYfvWEnui198gNdf/4hvfWt1\nLba1IBKJ4/Xe+SHkcDjOgw+uold0GzF/Ve73h7BaK6mpcRaVPOY/QLPZfLEcpqoGxsZS5POlTEzE\nSaVEgsHL2O3ljI930dq6nVzOT0ODdYm+3/yMY3BwFEFoorvbX1T+WOtDeyORzWY5dmyYU6cUVHUH\nExMqklSgyI+MXGBy0o7ZHKG0tI5MJkc6raGqOVIphWw2gtfrwmAwkM1aSKXS2O0F/cjpaReRyDQl\nJXYSy5NDUVUDmUyOEycu8vDDuxZsXw1dXUN8+ulFvvCFAwu230zGu3VrE729owQC0SXaiWvB0aPn\n2Lnzxj0HF5unQqH8abNN87/+1weL9tbp6+vju9/9LrFY7IbPeQ93Hrc02jzyyGHAyLFj52/lYdcF\np9NGc3MNH31081YM2WyOn/3sA1599R1effUdXn/9I06f7iIWm74FV7p2aJp2V4gWz2JWyWPLljK2\nbKkpBrFZzH+AznfrjcdzjI5mUZRSZLme0tIa0ukRyspGsVqP0d7ux+udWMJYnK/8MasGUeinpZY9\n5+1GIpHivff8nD3rwmbbRySiFIMYQDweQ1XdBAI6AwNRJienyGTSpNNu8vkSYjErU1NJdF1Blk0k\nEtliZmo22wkEChR8dUVSsMKHH57mwIFtWCxzpcfFWa2iKPz93/+CeDwJwNWrAzz33EMLPO7Ww0pd\nCc8++wCnT3cRDq8/OGzaVMfg4MS6XzeLwkJrKUu2s7ONf/tvX+DRR+ecn1OpNK+++ir9/f1EIuFV\njnoPdztuaUYmCAJf+cpX+d//+/+lpqacpqbqW3n4NePgwe288spbRKMJ3O4bW6XH40lKSpx85Stz\nDfBgMEp//yhHjnxeNOQTRRGfz0NjYxW1teUbkoneLWLBi7HWQeZQKEE8Ps25c1fQ9S/icuUxm42I\nYpidO3fj9V7gj/94ZdPShYFRY3ZkcL6yx0rD0xuJUCjB+fOTXL6cZGzMgtvduuS6MpkYiUQaXS8D\nFMDH+Ph5RLESVQ0iCF4UpVCKdLmC2GzV5PNXKSub++3Mvv+V5P9qamQUZRS3ey6zWk61/vTpLlRV\n57//9zdpbW2kr2+Shx5auABYDyt1JQiCwPPPP8z/+T9H2LWrjR07Wq/7u0gmM7z33mfEYtM8//zD\nq+5bEHJOFzPG+nrLAj3MlcqfdruFXbvaqK0t5wc/+Nfi9p6eywwOjtPc3ILXe/er59zDUtxyXrnN\nZmPnzvvo6xu/Y4EM4Omn7+fNN4/z0ktP3tDru7qGqK9fqBbi9bqX9N4ymRz9/WNcvTrA8eMXgMID\n1eWyU1vro6Wl5qYGme8Wiazl4HSqvPfe50hSNYKg4fPZsFpjK5QFt9PaqnL58kWmphz4fBK1tWVI\nUoiqqtVdE+YHzJoaJ9euDWAyNRazlpWsRjYSoVCCTz+NcO2aC0HYQiIRI5nMU1MjIAh6MdjGYlFk\nuYxMJo/JZELXp1DVEhTFjM0mks/7MZk0MpkLZLMhJEnH5zNhs81luYX3v7y+IkB39xD19TlMpn6i\n0Qxms0BnZymlpQ4mJkIcOfIZra21XLs2QmlpB+3tHVy61M/u3Ts5fTq8oL+4HlbqanA4bHzrW09z\n8uRF/p//56c888xBmpuXMhQzmSwvv/wWJpPMAw/soK6uoqhEvxiKonDqlH/GWqfQK8zn4ezZCG73\nKLt3V6xpVMbrLeGFFx7B4bCRz+epqvLyP/7HK3zve9/jv/7X/7qu93kPdwdueSDTdZ0zZ07T2bnp\n+jtvIDweJ9XVXk6cuMiBA9vW/frhYT9PPrn/uvuZzTJbtjSyZUtjcZumafj9Ifr7x/jXfz1edLM1\nGiUqK8tobq7G5/OsKXuLRBJrMke8nZh7oJTR2FjD2FgKTTMwPBxi8+YULtccA27+Cr+iwovFUsbU\nVAxBCONyFQJTScnqIr3z+x4FUWHo7z+O01nocVRVWejr01AU5ZYo1a8Fvb0JRkbMSFIDwaAfSapC\nEIxMTYUoKzMzOhpGkjxkMikEwUQ0+hmy3IrRaEDXI2iaEUUx4nbXIIomXK42RPEMkUiS2tq5wJ7J\nTFNXZ1pRXxEKUk7V1WX09V3E7w9TWVnK2JjOzp2tfPrpZb72tUf55JMLBAI6+/btAJjXh3IuyLbW\nKxe2GiRJYGIixH33beKTTy7R2FiNIAicP9/N6GiQtrY6jh+/wP3371jw+1kOiqJw/PgEmtaI1brw\nsWW1lpBOOzh+fGDNii6zi+xcLselS33F7T09PbS23niP7h7uDG55IDMYDHz1q1/jJz95DZ/Ps2Ea\niGvBI4908sMf/oZt25qx21eewVkOuVx+3a+ZhSAIVFV5KS11FueICj5dGUKhAMHgRdLpQmnSYDBQ\nUuKgttZHdbV3SSl0ZGSS8vLb83BeC5Z7oEQiEa5ciaCqIqOj4Pef58UXCw/M+Sv5mhonyWSI+vpG\nRNHIli2eVaWoZrGY9u3xKMiyEU2rL5peZjLrX5nfDNLpPImEE4tFIJPRZhySZwWLZWpqYGRkkHg8\ngCTtR5I+Q9M85HIprFYfqdQkotiMKM6+LoDDYWbnThMTE5Mkk/1s2VKP3R7D6SzFbPYvq68IBWfj\nRCLJ1772GKdOdfHYY3tIpzMcPXqehx/ehd1u5Ykn9mO3TywbpOZ/R7OLhlTKRSCQRNMEFGWMxx5b\nHwtYURR+8pP32LGjlY6OZiyWq7zyytuYzTKCILB1ayM9PSN85SuH1+RjeOqUH01rXNEZXBQlVLWR\nU6cG2b9/qaTc3OJyHL8/VDRuFUWBsrI5Qterr77Kf/7P//mumB+9h7VjQ37ttbW1lJWVFTORO4kn\nnzzAG28c48UXn1jza262nLd4jmjW0FAQwOFoIZcLUlmZ4r77vBiNRoaHA4yMBOjuHi723maRSCSp\nqfHR1zdKdXX5HSd9zH+gqKrC2bMDXLtmx2otzO5lMhl++csrnD17hJKSacrKEsyOPs1mU6Oj/UjS\nBCZTdEXjxsWY7XvMBtJ8vpnLl6cYHx8lFMqQy6XR9SwdHeWcO3eR559v2NAFQCAQQ5YLyvrzb5fZ\ncqfNJmOxaLS23kd39zCVlQfx+z8FDiIIU7jdbtLpMXI5EbPZgixDSck0tbXVNDT4mJiY4vTpIzz/\n/H3kckMcOLBy7yafV/j2t3+PYDCG01nNiRMTiKLOjh2bFmSo09NJBgZCaJoBQdCL5qXzsy2XywJM\nMDysYDR6EASdxsYOhoYyxGJrWyRkMjl+8pPfLrBd2b27nd272/H7Q/h8HgwGA+3ty2dh8wfJVRVi\nsTgjIzaamvQV+4RQCGbRaCn9/ePE40lGRwMzxBbDzHuzUVtbzs6drQsWqfF4kqaman72s4Kp5uef\nf86+fftWfY/3cHdhQwJZLpdjYmKC2toD1995g1FeXkJZmYvTp7vo7Fze0uOnPz2CoqjoOjz6aCex\nWBKX68aGIxOJFCdOxJDlJqzWpau6wrxQFZmMxkcfDXLggJuGhkoaGpbOB2maxiuvvE1FhYf+/nFO\nn76GoqjMzpsbDAbcbjter5uKijJ8vpINzUQCgchMf6IQxC5dGmNsrBKrtaCJl8lkmJzMIst7GRgo\nJRD4hLY2AVG8VPQkczqdNDWF6exsuCG6/Mcf9/PWWzKxWBpdryASSaEopUSjMQyGWt5++xqVlVni\n8T7+5E/aboqSv9pgvyjCwEA/olhGIBDB4ahEklJUVMz1QzXNgNnswulMMz0dwOezEQy+gdHYjttd\nTSaTQBBimEwZSks1GhpKEUWRTGaa2tosBw/u4eOPf8Xf/M1Tq3qH6brOp58OE4/7VuwdxWJp4nGY\nns5gMjWiqtDd7aeubpBHHimUgmcXCUbjFnbuXHwfWdZcvvvpT4/w2GN7qa5eGnxXExhYaQE4NDRK\nJlPP2bMFVwCfTyAQSKMoOtFoDEHIkc/rRefv8+f7efDBBjo72/H5SlbMrgr6lSr/8A+/XLD97bff\nZseOHZjNd4dI9z1cHxvy1BsaGsLnK0WW7w5Zpcce28PLL7/Fli0Nyw5aKorKN77xBMlkhtdeexej\nUVpXBjeLWVFYs7n5uvsKgoDJ1MjJk33s28ey8kOCICBJErt2LR+AczkFv38Kvz/E+fPdxOMpNE3H\nYCgwHWVZwuNx4vWWUFVVRkmJ46ZKJkND6eKDsrt7HE1rBOY8sKLRDJI02x9zks02E406aGyMYzIt\nrwaxHpw/38+PfqRhs92HzSYQCAwhis3EYkOIYqEPZ7FsJRod4+OPBaqrr/HNb964avpKCIUSjI6K\nVFY2MjWVwWg0EQyOs3WrqzjYDRRJHxaLA1kulK9KSxsJBj9B19MIQhyXS6GyUsZksmG3K8iyRm2t\nCZerlFxukO3bbeRyy1tKT05GOHr0LNeuJfF4qhfIgcHC3pHRqFNe3oHZHGd0tB9NE7BaNVyufPG7\nuNnyHUBf3yilpa5lg9hqWG0BqGkC6XSOUCjP+fOT+P1+3O4qslkRk8mJzRbg0UerqK8v9L2MxlIO\nHFjdwqcgWJzle9/7eXFba2srPT2Fwejf/vZdnn32uXW9h3u4c9iQQNbX10d9/Y0pV28EBEHg8cf3\n8sYbx/g3/+axBX/LZHJFlpTNZuZLXzqEy2Vbd2YzXxR2rTAYDMhyCydO9HPokLhmx95ZyLJEXV3F\nin3I6ekU4+NTBAJh+vpGi5Ygs4HOajVRVubC5yulqsq7qsgrzPVSwuEIiYQHs1lawNDTdWHevgpm\ns5lEwkMuF2HfvptTJpmYmOKf/mkEp/P54rbZmTJdX5g5GQwCVmsHr79+isOHb72QdG9vAoulAkmS\nsdlkqqtN9PTESKUW7ldW5mJkZACXq4ZgMI4oOoExyspchMNpSksbkaQk2SxEIgGcziRutwlZzmI2\n+zlwwMvly41cvTrIAw/sWHIdv/71USoqmnn88SeuG3wuXz5FZeWsKaaAIGjU1Dix2QpBcn62vRpm\ny3eBQGQJsaanZ4SPPjpTVJpfK2YXgLpeQ3d3Pz09U8TjWVQ1T2mpTDicQxA03G47FouI09lOMBjH\n63VTVubBbG7n9OnPKSnxLCmVroSXX34bo3HuvXo8ngXO3WfOnGXv3n34fHfPc+weVsaGBLKxsRF2\n7767mD9VVV7sdgsXL/axbdtcsEkkkgv6TqWlN6bkcfZsEFm+MWdZWW7g7Nn+JatcTdO4GdlKu93K\npk11bNpUt+RvmqYRiSQYHw8yPOzn3Llu8vm5iVuDodBTcDisOBw2nE4biUQSo1ElEJhTF5/P0DMY\nNHQdVDWOyaRjMgmYzR6CwSs3/iaAeDzBv/yLH0m6b1E/SobhvVUAACAASURBVENVwWDQF8zaCYJG\nMjlBJGLkL/7iDI8+6ubxx2tobV1fMNVXGOBTVQNWq4FwOI8oGpEkE1ZrGlVduBCx2ZzU1sLU1AiC\noBKJXCOXy2AybWHzZplIZIR0WkXTKrHZDKiqhVOnrvDMMyZ2725EkiR6e0d44ol9M5/DNOfP93Lf\nfZuw263kchqi2LQgiM05OM8FK6fTydSUmbGxCcrKCgxeTYNr1wbYvj0BVC7Itq8HRRH5zW9GaGvL\nFJU/TCaR48fP89JLT63Yx9U0jZGRSQKBEOFwnGh0mmw2R1eXjiw3kM/78fvzQDVWqw2nU8Rmi9LR\nYSEQcKOqEv39GvF47f/H3psFyXFeZ9pPrpW1b93V1fuCBhogmsQOYiEJUhIpUpSskKUYyzP2P/If\nGk+EfDEXc+eLuRnPxERMzNyM7Ylw2L8t2/KMTWsJihSpxaJIcMVC7Es3gN67q6tr3zKrcv0vqrvB\nBkAC4GKCMt4IBBqFrMzs/DLzfN8573lfJClKPl/HtpdIpyEQ6GBxUUeWm2zdenvyiN+vMTu7tP7v\nYrFIsVgkHA7QaBi4rsf3v/99vvOd79zRNbmPTxefSCDbu3c/r776S3w+hd7eFJJ0bzCAnnnmIH/9\n1z9hbKwfVW0/bLWajqZ9NHp7q9WiXA7csiZ2JxBFkVIpcJMobC5XIhS6/UP5YY+ZTEbfN3Dbtr06\nS69RrTbI5UosLRWYnMxx+XKDQqGM64q4rkM87iCKfizLRddnicdTNJtlkkmBYnGa4eGPVmv4h3+4\ngqY9iiQtbQhk0WiMXG6KYDBJPn8ZXU/RaExj2yVMM0dHxy5se5g33liiWl3g61/nA4PZjdJM9Xrz\nlttJkkd3d5Ll5RyuGyOXa2DbKtnsBbq69q6nFxsNk3weXDdGIOAhCDaS1A4ky8vzmGYvQ0MaUGHT\nphSyLOE4D3P+/AKQ4fDhbnbtGuPo0dOMjvbzd393jE2b+nn99Z8TiTjMzRls3359VXSjg/NasBob\nA58vTDYr0vGexakg+NdX0XfaJ7Z2jEBgFNtOUK02+V//62d0dxt87WuP4bouV67Ms7xcoFCobDAG\nFYR2BiQWC7Fnz1bS6Q7efXeZwcERRFHk2LHLZLMhms0+dL09BppmEQjUCYdhYkJCUQbXV+CiGKRe\n76FSWSIUate7YrESqdTtjXAPHRrn4YcfYGCga70W+t//+98iyxI7dmwhFErxyCMfj4XPfXzy+EQC\n2Y4dO2i1Wrz22ilKpRLDw72MjvYwPNzzsTjYfliIosjjj+/h+edfX1fsqNeNj+y8PDVVRFU/mov0\nrURhFxZydHXdmnL9SUOWZXp7OzfUOprNJn/0R2/gultIJB6i0WiyvFxGliVSqTqPPJJeVcOvY5qL\n+P0Ktg2nT1+jWp255XEkScTv1wiFNILBAIGAD1mWURQJRVFoNptMT4eJxx1CIY1stoCqtgkDmhal\nsxNyuQVse5lGYxLXTdJqNYEnME2XQqGOacrI8i6OHj32voHsVj5W09OnKRRq6yaga0Gu0ahTqUwh\nigIzMzKq2ovjFNm27QFmZy8wOLgdgIWFFrLcPtd6vUg2G6a726NSWcRxhtC0BlBicDCwnt6WJAnD\nSFIo+DlxYpm9e7v54Q9P8+Mf1+jo2MzIyEFGRkDXS4jiJRzHQVql8i0sVNeD2Bp8vmEWFqbQND/9\n/aAomXXW4tBQgFAouHpcD+vWpbh1tFomFy4sUav1kctNs7w8RblcIxDoZGVlll/84jiKIpFIREil\nEoyPbyIaDW6oyx49eopEIsrAQJq5uSzvvFNHVZcBm3femcNxfgNF8a2PQamkcebML/i3/3YfExMX\nCIfTLC9nEIQIIGBZEs1mhnh8GFk+x969d9Yz2teXuumzffu2cfz4JUqlCZ58cmB9snsf9z4+MYrb\n/v372b9/P9VqlcnJSS5dusxPf/oO3d2dHDmy81N7QQ8NdXPmzBUmJmYZGxuk0TBuWxu6HWo11hlW\nHxayrNwkCpvNFtix49NtLF9Ds9nkz/7sItHoU6jqm1y5MoEsb6bZDOK6MbLZGm+8scxjj/XQ1WUw\nPr4fSZLQ9RK7d/e+LxXeNE3K5QaVSp1qtU65XMO2283Ntu3w9tvzLC8fJpebw3U9VlaWsaxhRPH6\nrVupWBhGL67rA7qx7RMIgkCt5sc0m1SrFj/72VkGByfx+5dvOgdBEJie1nHdMUTxLJZlMDe3QjYL\n/+N/nKGnx0e53GTPnocJBiOr7QTnEYQssgyyrJFOawSDKoHAFhYWLiLLQ8jy9UlArVbD59tENjsD\nxACdeFxncDB0k9ecpoXI52toWowf/3iCffu+xr59Aq+88u76Nu3+uV7Ony8yPp5AkqT1muGNWEsz\nhsN+tm5tB1bP86jVdDKZLO++W2VhIcuFC0t4XgDHuXX7iSSJrKzoeJ6PzZt99PT00tERQZZlZDnN\noUMfnJp86aU3KZXqbN8+wttvL3DuHMAeTFNgerpGobCMLDeIRmVEsR2cFcWHbYe5dKnKyEic2dka\nvb0Ci4uXEMUYsuwiy3VCoQt87WtDd1XbLpdrvPzyW4yNDbJr1xiHDj3E+fPTfPnLX2Hbtk/f9eI+\n7hyfuPVxJBJh79697N27F9M0OXfuHN///j/xjW987lNr9H322UP8zd+8zKZNvWSzRQ4fvnvlj/ci\nl6uxuFhYT0l1dfmIx++evn+jKGyl0tgg6Ppp4nvfu0irtY+VlTyO042qNtB1C0GI0WiIKIpGuezj\n7NlTfOtbO5AkCcexicUKH5jqUVWVVEp933shkwnR0XH9peI4w0xPz+N5/evBLJPRyOclKhUR1/Xj\nOBV8vjSC0CQYVIhGVbq6ZA4ebPLbv93WdHyvXp8gOKhqDUHo46WXzrGwEEUUH6NUMiiXQ1iWTLMZ\n4Ac/uEoiMcHjj4+haQPk88sMDYWYn78KjK+en4JlOUxMHMM0B4hGu+nqiq6nw2q1GoGAyNCQQCoV\nIJs1cN0moujR0aGtpyUdR2BuzsXzOkgmZUzTRpY3Bqru7giTkyITE0VMs8ziYhlFiWAYJqZp0mqZ\nWJaDJF3DtpfJZAx8vi1IkkNfn0RHR5UHH1SxLIVt2wbw+RrI8gMfaKFy/vwsohjggQc2shJvR7Ao\nFCpUqzr/6l99jhdemCST6WV2VsdxijQaJooyQCLRRT5vUiyWSSRiiKKEbWfo7g7jumks6wrpdIN4\nvJNYrESxmMW259ixo8K/+Tf775gJOz29xJkzVwgG/czPrzA/v8Krr55iy5YBhoaGeOCBT8cc+D4+\nPD7xQPZeqKrKnj178Pl8fP/7L/Htb//GBubQPxdkWeaRR3bwwgtvUK8bdHZ+uNXhmlTTyy8vMTXl\nw3FEJMllcFDioYeijI0l1tM+d4IbN/W8e8N+/dy5GTKZAfL5FTxvBNedJBxOUCodxTC6cN0oiqJh\n24s0m2nOnZthy5Zu/P5F+vs1jh1bel+B1xtxY52qXDZQ3rNgkSSZ4eF+FhZmMIw4ipJEFL1VMeES\nktQgGu0gm/17RHEbpmmhqkEM4ySPPrplg15fs6mtqlf4OHVqgpmZIoHAEcLh9uShWFwhn28rxft8\nfkKhB2k2bf7+719lYCCI4/SgKCP09DS4evUSth3m1KkmzaaNJA2TSvXSaOTIZBZRlDqS5ENRZjl4\n8BCCIG1IPbouLCwU6etrN1M3Gg2gi2DQolSqcvXqwk29jYlEnGh0jnK5g+XlSwwNdXLlymVEsRfT\n9PD5Qvj988RiIhcuRBgdPbjaIxnGdaf50pcG2bfv+op/82abN96Yx3FuTcF3HJv+/hKybAPvTTm/\nv9bl6dOTnDnTprQ/9dR+vvvds+TzOwkGY1hWjXo9yPKyTjCYI5nsxjSz6HqSSuUyHR1xwuEc/f09\nSJKEZfXR1VWgXl8hFhMRRZG+vodIJgt31c7xXk+yNfj9ATxP48iRu7eeuY9PH//8UQQYHx/n9Ol3\nmZiYY3z8wzH9Pio2b+7n+PGLKMqdB5r3wrZtfvGLKf72b1eYn+9BFPciigqWBadPz3Ht2jRPPtli\nz57uOwpmHyQK+2njxIkqlUoUzxvCNBsUCnmazTiuO0Q4XMfz6gSDXYhiD4WCwa9+dZFq9R0cx+Hl\nl3vWe6gATLNCIJBl06YgwaCfQEAjGNQIhQI4jkcuF95Qp1pcnKOzs3qDiK7M4OAgtVqRQmESVc1i\nWSsoSoB6XaFWk5CkQWARQQhSr59jeLhOIKDwF39xjmZzkKmpqxhGB+FwD4aRY3Y2Si63FUWRGBhw\nsKwG9foMjtPFzMwK/f1+AoEIoihjGLs4f/4C4+MWrdY0mjZMMNjBiy++g+v2EQjsQxAUpqevsWlT\nP5rWJBS6gKpOsHt3ikDAz+xsdT2IwZrDQYxMJkdfnwp4aFqI8+ff5OJFh1AogGW1OH9+Hs8TEASP\nSEQiEAiwsHAZUNi+fYRS6SyXLy8gCHEkqUoqFeLVV6dJp7+CLIfo7BSxrGn6+w9x7txZ9l13NUGW\nZQ4f7ubEiZlVKv71CYeul/C8GTo6glSrOteuHaOzU6OzM3TLvsCXXnqLpaUcgYDG7/7uM7iuy9/9\n3RlOnx5AVSVEsYppmhQKUKm4ZDIWMEdnp49YrAhYxGJLDA72r4+9poXQ9RoPPLAxSyFJhbu6n3fv\nHmP37jEMo8Uf//FzAPz+7/8+wWDwNt+8j3sVn0ogAzh8+FGee+4fcF2XBx/c9IEqCp8UnnxyP2++\nee5Dfff116f48z/P4rrP0tkpks+vAO2GTL9/gFarixdffBtVhZ07b08EuVEU9qNS7z9OFIuN1dWP\nzMrKPK7bi+NEEIROAoEwlvUujvML+vvHkGWbrVtdHn103/s21zqOjeteZXw8TKPRpF7Xqdd1Xnzx\nEvv3f433CiqkUoMsLeUYHb3R88ymVmvQbPoIBnfQ11ckk1kml8vguiNIkoSmJYlEHMLh3czP/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PqxKPt3sEMpks8XgnkiSzvGzgef0YxhKC0K4/OQ4UCkkiEY1wOEKzOcjJkzn27Utz5swF+vp2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\nvBw+XMeqVRUT3oe7FoiiyO7dx9i79/iQ1x988EGKi4s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QV0JCQkJiRiMJmYSEhITEjEYS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NGLIVMqlRQUaKfnx4+nEBzs020U5+PjSkFBAS0tLXz33Xe4uNgzbdoUxGIxGo1Gl4s2ycBo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\ns2jRHCZNmoRer+eLL74AuG2tDBUV9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h49QnCwj4NjaW9018G2734XsyBGKrLy1KMrh10f\nGwuIxWJULjIk6kmYas8iC5pr3ydtyODpX//U6Xk2wkMlDz+8brwudciYMWNwFYGAAG/u2byIcy9+\nRIdsOsjgmg6eH6AueHMz9M346U8fZO9eWw/WhQvX7OnXbgiC0A9Dsb+JQM+xVdZphCjPUV6Ti4AM\nak/gGx3DjEd6mq8zP/wDbS0NCEp/JN7JGEv34jptKebGAhAsgPNBYST+dzc7DXRDEASKi6s4fjwL\nLy8fnnjiCaRS6bCL8l5eXixdupTOzk6ysrLQ6/UkJibi5+c8SMTFxVFQUMBnnx1m8+ZF416vcnNz\n5cEH1/DFF8dYuTLltq/MulU7+usxHAhabSf79p0iPj5qRPchCIJdqPr1123BJy4ulvvu29JvXcvf\n3x+tttOp8pHFYqWmphGLxfbcftNrY90Y00BWWVlJbm4ujz8+sM/NqmWpEyJwOcMvn3uYf3r+DVrV\nkzDVngNEKNHwzJP9Nw+XldUSGOgz4VZjw8Gb7301LAPSm5uhb4ZUKqGqqsH+evv2g8TEhCKTSSgu\nrqGuromNq+dS+t5Bh89VosH5OtBx9ebi6o7Q1YgsciNKQy4zHnneYf+MR57nzF9/jR7bqkziEYxq\n+gaMp0uRR8zArNNg1dZg0djo+WBFop40Yv+7m1Ff30J6eiadnUbWrdvI5MnDT2fdDFdXV+bPn4/Z\nbCYnJ4fMzEymTJlCeLijKahcLmfr1q2cOHGCjz46yAMPrMLTc/TSYkOBUiln8+Yl7Nhhk3O7Xcze\ntjYtX355HGBYFj1ms4WMjCxqapoIDfW/JU+xc+fymDo1HE9PN06fvsLp0zn2a1i0aBHLly8f8Hyp\nVEpwcBD5+eVERYXYxboBjh+/bCd5fNMp970xZk+R2Wxmz54vWbFi1oRqzhwu1q5ZyJb0SxSU1mAw\nhd1oatw0YLrJxUXpYAdyJ2K4BqQ6nb5feZ1ubNy4ABcXJWfO5FJYWM758z2+Wx4eahYtmEFoiL9D\nA+nsjXfx+b5LDsHNVHMGiXu4w3vX1TeA3FYYlyqdp9gkMpk9/omVtlRfWGQUndpCtB6BdJVlIgvt\nSS8KtSeYnTh6q+qLF/M5f/4qS5YsZdasWUOe6Gg0Go4ePUJxcTEajZa5c+eyZs2aPsdJpVJmzpyJ\nIAgUFhaSlpZGSEgIsbGx9s8SiUQsWbKEq1fz0Gh04x7IwJbeXrAgiV270tmyZfm4T/iMRjOffprG\n1KmxdHRcGdaqpbq6gYiIYBYuTOKzz47cUr/eiROZnDiRyeLFyZw+bWtLqKtrBujDUOwPy5YtZ/v2\n7fj4eODq6sKqVXPw8fGwB7ENGzYQGzv8dOmdijELZCdOnMDLSzXhmyAHQ3FxFbNnJvCH//rJkI63\nWq3k55ciFo/+kr5343hTdRV6rR43tfuY2KHcigHpYANSt4OAXAmHMy5gsoDKRcY/9WIHTp06qc99\nzJqZ0UO/72inTGmm062n0C2rO0qbvhPEMky1ZzF7Ox+cLSYTSHv60GT5u1hw7yaOHzqCub3SIYgB\niIIWczGneMB7GiouXy4gM/M6Tz75lINv1GDQaDS8+eYbTJ8ehUajxc3Njdmz+3pM9YZIJGLq1KlM\nnTqVqqoqjhw5gqenJ0lJScjlcjo6Oujo6HBgVY43YmLC0Ou7+PDDfSQk2BjCNqskESKRCJPJTF5e\nKYsXJxEWFnjLKTKz2UJWViEqlZKgIF/UahXnz+cxaVIEq1at4tKlS8My/FSpXKivt8mFicWiYTte\nmExmJk0KpKLCZoQJ8JOf/ISWlhYkEolTlqIzREbaHKmbm9tpbm7nb3/7imXLehSTBntGvmkYk0BW\nX1/PyZMnefLJzXd0jtZWfM3ioYeGbtF+6lQ2FovAunXzBz94GOjdON6Qd478knzMqnjQ2fYP1Nd2\nK7hVA9LBcOBgBj9/8aOe922Fihc/QuSEHeggk+Wq5tnvr0CwWPjx83+l/Uaa19rVikkiQxbZw6jU\n1Z4g8/3/x4zH/t2+7fI7v0ZbU4AgKkUmk+LZepF1DzxE/Jz5pO090K8XR01d64juFyA7+zoXLuTz\n+OPfw8PDg8bGRnsda8+ePXh6erJ4cV/STX19Pfv27WPatHDCwwO5cqWEp59+Gje3oa+iQkNDCQ0N\npaWlhVOnTiGVSlGpVFitVvbvP4uPj3u/dkpjjcTEGCZPDiMnpwiTyYwgCDf+2bQHa2ub+OyzIwA8\n/vhGlEo5JpMFT0+3Qa+3vV3L++/v7dcrbPXq1fzpT/9DSIj/oIFMq+2kuLia9nYtBoMRvd5AfHwU\n8fFRnD2by9KlQ1tFgc3Usra2CYCGhhZUKhUeHh5DDmDdEIlE/OpXv6K6uhqFQsHrr7/OiRNZAKxf\nv35Y7/VNgEjoz4MA25c1wG6naG5u5q9//SsA99+/st+C90SH1Wrlo48OsG7dfPz8hv6QffLJIbZs\nWY5UKuX8+avI5TKSk0feZ/LIM39AP+cJAC68/SIaS9+V7uJJdez+5A99tt8qDhzMuEknrv+U6ief\nHOLBB1cP+p53P/BvnKzsYe5116U8FGZmJUXbV5YHD5/hhVf30hJxr/1Y77JdKDsbudbZE1yNpQeQ\nR/adaJgr9qPy9kEiV2Ax6DBqDQhBPT1MHqZ87nn8Uc4f/ppq5XRaLu1F4uNEA7Qqjb+/9e+3PEHI\nzS0mI+MKjz32ON7e3pw8eZKWlhY2b94MwNtvv813v/tdXF0diRelpaXs3LkDo9GIp6cag8HEXXfd\nPeKamk6n4+jRo8TFxfHRRx8BTGjTyytXijlw4IzDNrXahR/84F6nxwuCwJEjF8jMLARsfY1JSTGY\nTCa++OI4c+bE8sUX6QDcd99yBwq7xWK1Z1Lq61soK6vFaDTh5uZKVFQwnp5qiooqKS+vY8WKOVit\nVj7++NCwJroAH354gAULFjN58mRqa2uJjOzfImaosFgstLS09Ev0+aagv5g0qisys9nMjh2fM39+\nIqGhfoSE3DkW7Tdj795TJCbGDCuIAURFhbBzp83HKDTUj+vXmwkK8u7j0jpc9G4ct1qHV7+6VQxV\nJ667GXooMl69a2/dQUwWNJdO4GQlnHnmzzzz/XwuF9Q5BDGAWmkMnYWXEYf2IqGInLMNxXIVUnUA\nEokYXUMdolDHmlK7bBofvvx7lFOXoCvYh1XXjKUzHXnYUvsxppozSDzj7QSX4boFXL1aysmTOTz6\n6GN2RuKiRY4N1g8//HAfun1ubi779+9j06YFmExmvvginYiICM6cOYNWqyUgIICgoOHJT+n1erKy\nsrh06SIymcxhwJuoQQxg+vRo4uMjOXr0Erm5xYhEIjQaPYWF5UyZYquTNjW12Vs/3nprNzpdF8HB\nfmzZsgK53DbESaVSNBod6em2VcvSpTPtQcxqtfL550eoqWkkNNSfoCBfmzlsWxvv7Uh3EM4ODw1G\nEAT7s1BV08Kn/0jjx0/e00eEulto+2bU1zfh4+ODi4uL0z6xW4FEIvnGB7GBMKqBLC3tEB4eLsyf\nP/2OTilmZdlmc7eykkpNjcff3ws/P0/c3FxJT79Ma6t2xIGsd+O4WCzCGZVvtBl2Q8XO3Wn8/pUP\nqG/WYUCJRD0JsVuQ03Rn79pbdxDrDbPvfF59dx9RkydBr8WHoSoH3dWjWCVqB0K+YDU6vSbP0Ehm\nP/ECOZ/+BZHY+WNusCqx1hUj9QwFiQpTS42dmQoCEvdwxG7BdBlrBnULuBkFBeWkp2dy9933cPr0\nadatW0d2djYuLi7Ex/fY0nQHMavVSn19PVevXiU7O5OtW5fbxarlchllZWUAuLiIOHr0MNHR0Wza\ntNlpEBIEgaysLCory2lvb79RE9MQHR1KYmIkhYU1dHZ2EhgYgFwu4oMP9uLurmbz5oUTMqiJxWJW\nrpzDypU2FZpXX/2cL788CZx0evyaNakkJjr+dsViMb6+nhQVVTFz5jTmzImjvV1LcXE1Go2Oysp6\nwFajTUqawsHDZ/iP1w84TKZeeHUXv/vxeo4cPkfaqWtUCbFAEKW1UPDvryPzDqIr7rsOx0OP0HZp\naQ2nTtnMYzs6OggO7r+h+VsMD6MSyPbuP8T/9z9vUFffRHiYDwrl0NQQJiKuXSsjL69kSGmy/tA7\nXWEwGEeFtdm7cTx8/iryD3xhq5HdwM31q+E6CtwqDhzM4DcvfUaDfA4EgQww1dpU4avc+tL1HWtv\nzgdNo9Kf+uZ2h0CmLz6LxDsZkbbGoadPrHDFVHXcgahhqjxGq0zE4d89gUwmx8XLB117Hsh8Ebv2\nCE1bjRpMDe2YxBUgloPFgMR7KmI3xwFGKRcPalvfG9evV3L48CUefvhhcnNzUSgU/PnPfyIgwIvS\n0hqio6PtAcxkMnHkyGGysrJQq1WEhPixbdtqewM12JT3IyKCuOuuRSgUcoxGE7t3n+D48eMsW+Yo\n+SQIAgcPHqCk5DrJyTFERUWiVrvi4eGGXC6jqqqBU6dy0Gi0dHRo7Oe1temorratSJxNQs1mC83N\nbTQ2tqFWq/Dz86SjQ0d5eR2Bgd6EhweNW6P1P/3TvVy6lM/Jk1lYrQLf+94mzpy5QkFBBU89dTdq\ntWOaVhAELlzIo6ioCrXaFaVSxsmTWbi7q4iJCUOtduX8+asANDS0AfDWJ0fsQaxbGaZNEPjhv7yC\nUgKNKkcvuiaDC169ghjYRKjf+mQvOZnFxMVFcvVqqX3faLRdfIsejDiQ7d1/iH/51StUWCaDOJiq\naigfZeLBeOHMmStUVtbz4IOrR21mqlQqaGvTEB4+slph78bxEEGMIkqNXleAm5u6j8/RrToK3Are\neG8PDVJH9QBZ0FxMtedurGYc0529PZouNuvpdPamYhGBAf4Yynb1zIhv5MW7g0z3ykmukCEOTERf\nfBDB3IVIJEEsd0EwmREpfHBb+TMA5EB7+msYyzJB4oLIogerCSsixAr3G6vIYIwVR6ApF9GNbUJb\nAbM3biTj4nWn93/z/eXllXDw4FmWLFnKlSu2nq6oqGC2bFmORqOjpKQajUaDUqmksrKSf/xjN4GB\nXnzve5v6VVD/4Q+/46CPKJfL2LBhPtu376erq4va2hoUCjkJCYmUlBTT3FzPAw+sdCoMHBjow913\nL8HdXUVjYysymZS8vFLy88vYufMogiCgVCpQKhUoFHIUCjlabSetre14eXnh7+9PU1Mx7e3tiMVi\nOjv1ALi7u9HRoSUyMoSWlg6SkmJITY3r8/mjAYlEQkpKPCkpPRO5jRsXstGJglppaTU7dx4DbO7I\ny5fPJjIyuI9Ml0wmJS4unpYWW6+j0dIjXaa7ehSJdzIAGqairTuJVahxmPCIJM5E7ECrtzVddwex\nOXPmsHjx4gntjHEnYsTf5l/f2m4LYr0wUOPsREVGRjZtbRq2bh1daazU1Hi++OLYqAiLDrVxfDQd\nBQZDv8aXN5Q3nKU7u2tvBw5m8Ogzf8bs28PwNFWdQKxQUF3cyJOPrCWzcC8Gs4gr1iY02FRJxG7B\n9kFkmuoaZe11GGUSkHsjCeqpQVlasjD0smlRTl6Iqe0fyEJ7GIKm2rNI1JNuNEKDfNIKjGUHbfsa\nspGoQ7mYUzykdoSODh1nz+aiVCrIzr5MeHggDz+81q7F98knhwB4//338Pb2obm5idWrUwZtUXEm\n8uvm5sLmzYspKqoiNXUKXV1GcnMvIZPJ2LJleb96ilKpxD6p6rYwqqlpQhAE4uMTWLVqFdevX8fL\nywuRSERXVxcKhQKz2UxYWBinTmVgNpuZNWs26enp9vfdtGkzxcXFuLu7ExISws6dO/Dycrut7TcV\nFXX2ILZly4oBbW3CwgLIy8uz19TkEttz3Z0J6A0hcBGWGxM1+zaLLfF/s65nvbsBZvSMj/PmzRsW\n6/RbDA0jDmQGk/PG39EmHow1Kirq2Latb5PpSKFUyhGJRHR2do2K8eJQMJ6OAv0aXyJgqjxKqciH\nTY/9HrlEYFZsCJeuVTsUw5/5/hpefXcfXSIVFl0zUu94xG7BaIDPv7rAH375sD3o3VyjChVd45f/\n+giXswt46X9LkYQ6Eikk3skONi364rMOQQx6Vo8Sj0gEbTECWiSuakRutj4dq76RLqMPP3lq86Dt\nCHp9FwEB3g52L71x773LyM4t4O97MmjT5NKl0+Lmqeh3sB+MXBIc7OugLBEbG9HP38LWBGw2m3Fx\nUdhTh42NbcjlUlJT4/H19WDfvtOArSk3MzOTBQsW8Omnn9ww+RQhFovx9lbj7u5GWtohIiNDKCws\nB2z6j73TZQ888CDbt2+npKSaJUtmjrsoQmtrB599dhiZTMoPf/gdpzqvvbFwYRIffrgPs9nm0vzU\ngyt44dVdtPXD2lagd1BglRvq6dj/W4xmMbJe2qANDacpLCplyuRIfvOb34zGrX0LJxhxIFPInA+a\nt4t4cKtwdVXy5ZfH2bx5yeAHDxMKhczuVD0eGE9HgR88fhcnf/hHCOoJEMbKdASzEZmHDx2zfkLe\nje2nPn8bacQC5EG2lNMLr+7i9/+8gWcQ8dKrO5BPcpxI9F7ZD2Qbv3bNQl5+40vnF3iD4Sm/tgNl\nZw0GlRM3ArMOsViLx/qevrP2jHfBIxJzQxZKuXhItvUKhXxARZerhSX8zycnMAYmc/3sTowGI1n/\n72Neen03v//5w9yzqafeNVxyyUAwmcx8+OE+9HoDJpMJlcqVGTOmUFJSQ01NIyCgUCjw9fUlLCyM\nkJAQioqK6OrqQq/vcnivurpmli+fzeLFSRgMJnsgUygcA1VwcDCbNm1ix44dKBRyFi+egUg0fgzJ\nd97ZA8Czzz4wpOMDArzx8/OisdHWN9hN0Hj6p3+0ZwJ6Y1p0AL6+dXQZrWg07dQGRdLS1IJErkTQ\nFtpWaDJfDD7zqWtp5LVnnx2lO/sWzjDiPrK9+w/xo+f/i3qJI/HAmd/URMcXXxxjwYLEETMMb8be\nvadQKuWsWDFn8INHiLRj53jlzZ1Ua0VMvb9Hb7DtyBv82xiJMU9Lvo/qRi0ihRcgIFGHgaUVrxU/\n6nOs9uKnuM3uGVxm6vZi1nZw9HwlsqC+rtMpgTXs3/XyoNfgG7UBIahvWljoLMTfz4sZQXKKKhoo\nMcZg7awHUxMiiQzBYkLoasZ7w6/7nNt65DWsbZV89u4v+32We6+aZBKYPi2c3//2x06PfeSZP1Du\nOp28PdsRXHzwWPj9np2X/sb9y6YxPXYyarWKP7/5GZmtfanZwcbTdGhNPQLbj6znhV881ee4qqoG\nyspqqa9vpb6+mcjIKO699z7MZjPNzc18+eU/qK2t45lnnkGtVjvUbEwmEydOnEChUJCcnIxKpUKr\n1dLc3ExpaSk5OdlIpWKammyD/n333efAxOyNnJwcdu+2uR0vWpTs4Lo9Vrh6tYS9e0/z2GMbh9U+\nc/DgWXJyihx85vrLBPQe3+79/ouc00Siv34Cj8U/sB/XnvEuVqsb8yfLOLb341G4s28xZn1kG9at\n5siRw5zPuopEJnc6U70TYDab6ejQ2SnPo4kNGxZw8mQWaWnnWLVq7MSR7SSPDT/H73omhXvewNxW\nT0SAmn/7/l1jJsy8fuU8PthxBHoFIkGrdX6wyHFGbjCLMJsEbsUqB3rYmX6+btTVnkTcq0Zmrj6O\nygUCBRMrNz3Lmd/+P0ytR5D5R+DRK8i2HfuL80uVSAkP8RkwiN08yOUVnmPRgmSn55gFCeWn07CI\nVXj1DmIAs77H9dq9/Nfv1lBb24zuT33X1ObGK5R3GZCF9azc/vj2fgDmz51FWFgA169XolTKyc0t\nZc6cOcyeHUtQUJBdFssmrSSmttZmurZr1w4SEhLx9vZmyhTbalUmk7FixQp0Oh1ZWVl0dXWRkJBA\nREQEERERLF26lPLycq5cuYJKpSIurn9SR2JiIr6+vnz11R4aG9uwWCxjauxpsVjZu/c0Li7KYfeA\n3rz6BEdyUmt7J4LFzC/+xXF8M1pEGKuzHYIY9Bi4uigcveW+xehjVKgz81Jn8+D9q4iPH53mvtuB\nQ4fOMWdO/667I8W8eQn2wvNQ8cknh26Q9QQUChmhoQHExITh7e3u9PjeJA/vmBl4x9gETV0uDE7y\ncJCDkgikJISSV1o/KH3farUyZ9Z0fHzUDgaY3cXvPhAcA1ZLYyNmrcapVY6o7gTLHtxKTk4RSqUc\npVKBi4scFxcFSqWcYycv2dmZCXPA+vEfabiWhlgiQyKycM/62bzz2n+wcv2P+PSTT9Go5yA2nHZc\nCQFStfNGUqGznvsfWMvdD/yb0zrV8//xBlViRzWQgTzMpCILVqvQL8PNYLbVroKCfAjwc6ew0nG/\nVVvdR8VEFLSYNz/Yi1zqyuXLBQQEBFBbW8yyZcucyl4BaLVa3Nxc+cEP7iE/v5zy8hLOnj1Nefl0\n5s+fj0plo/6rVCoWLFiA2WwmLy+P7OxsIiMjiYmJsQc1gOLiYq5fL6ShoYH4+ARmzXL8ToKDg9my\nZSuvvvoqcXERREeP3cD+9dcZADz66PBlmlxcbKl/i8WKRNIzDnSnrw8ePMvUqeF9SCNyidBvY75C\nYuRHTz7kdN+3GD2MSiALCAikvr72jg1kZrOZlpYO1q9fMPjBtwipVDokuS+r1UpOThHJyVMQBNi2\nzdbP1tGho6iokhMnMjEaTZjNtoCgVrsQEOBNaKg/plskedwsB2Wuv8bVA5dJeOgXwMD0/W5n6Bd+\n8RSzZsbZa0galZiWq393aBBtP/EGLjE9g6t36U5+/dP7ESwWnn9xOxX0WOVIzK08unU5C+bNQKPp\npLm5DYPBhNFoxmSy/Xt3Vxqed/WkTxO3/SsAbV+9xPfuWQHYJgOd+k7kUtuKRCTtS3GXhyTRfuJ1\nPBb/sOda018lNS6oj/J+d50qJ7+E8poWJDeNydbOes7klNoJLr3VHR6+ZylHj76MgPOVgkLa83w4\n07oU9SNEbTAJKJVKpkyJ4cqVXMDGjusP2dlZREbaBuPY2AhiYyPQ6bo4duwSr776F7y9vYmJmUJM\nTAwhISFIpVKSkpIQBIHTp0/j6+uLl1dP5qKlpZlz587fmGy49AlkYPNOW7t2Lfv3HycxsZGkpJhR\ndVY2Gk0cP55JYWEFISH+fXrJhoKlS2eSk1PEsWMXWbmyb5q7paWDSZMC+mx/6sEVnPm3N5y+Z1x0\nKBvW3XpP6rcYGkYlkGk0HRQVVVFb20xUVDCzZsXaaax3AnJzSwek5o4WLBYr27fvRyQCT081bW1a\nbAQyEQEB3iQlTebo0Yvo9QZcXRVIJD0Dl7u7ipkzpzFzZs/AZrVaaWxspaqqgczMQprqGpwPkf2t\njm6gd/MngLj5KgmP/MLhmP7o+72doW+WtDp4+Aw//PkrtJncECxmBKsY3dV0OgsyEBsaefKpjQ4S\nPm+89xVtHX5YTCamRcWxdu1CXvivt2mub6KhqR19pxaTFdx8fJEplSiUSqf36xfg59DQ/tKf/kZN\nQyFlO8B4AAAgAElEQVR4+jnNYMqD4tBm/4O2I/8DCIjMXWxekUhBfiml1TrgPN3+ZN1N3mVNHVjN\nZrsdp1Vbg6W9EJmHP64rf2EnuPRWd1i1LJUfPbaOP76+h/aMdx1Whsq8j3jy5/fZXzsjl5ytl+JU\nx0Qw8+Mf/xgXFxemTYvFxcUFmcz5qg8gJmYKO3fuJCwswD75VKmUbNy4AIvFSnV1A6WltezalUV8\nfAIrV64CbPWJ5ORkcnJyHALlnDkpuLi4smvXLq5du8Zf/vJnfH392LZtm/0YkUiExWJBr9dz7lwe\ndXUtbN26ot9rHCoEQaCgoIL09MtoNDrUahX33Tewn1d/UCjk+Pt7kZlZ6DSQCYJzssqalfP48bZ8\nXtv1DvKUJ+zb3a/v5Fe/ePKWruVbDA8jjjatra3k5f3/7J13YBNn1u5/M2oukuVuXDDGBgymmg6h\nl9A2vZCQzab3bMrufslusrvf3izZfGm76WGBNBJIQgokLKF3E3oH22DAuOMqF8lWnbl/jCVbtuQC\nhvDdy/OfpNHMaGb0nvc95znPc4IHHrgOjUbFoUOn+PZbRbFakXvpfcU3/+Xk5DNrlv8ZbFfhxhsn\nUFRUTmpqD/LzzxMYqCMqKqzRUbqQnTuPIstwxx3XsmTJT+324IiiSExMhIecog1S89pn/8bebQh5\nP29AkmSclflMG9ufZcvWe76n1aqJigrz6GG6mz89+/Vzv3yt7Npyhp4xbQwfvOziN799C1dU02pX\nbTlO3xvvJ+vccc97M2eMY+qU0bz11lecOp3L9j1H2XDgDIndIrC4gql2qQAnUX3TPKaZJ3/wPQtu\nyc585aUnuf/xl+H8DgjpQ832hRgnNBEkTJvfQRMah2H0vZ73dmcupfRsOaqQvh6zTWf5UcSGSk7a\nbWgjIxHVim2MoA5GslaiDonCOOlxr2NXJd3C439+hw8ar8ef/vAA6QNTmf/mEgoz/omg1tIjNpQ/\n/fHWVrp8LScGL7+ykDcXrUFoxhCVirZyw6zxfPPNN41uw05SUlJITExsNejKsszGjRs4dOgQkycP\n82mEqlKJJCZ2IzGxG6mpiXz++RpGjhxFSIiSzg4ODsZisbT63oABA9BqtXz55ZeYTNWYTNVUVlZi\nNBo9///KSkX1vUeP2IvuL6uttaBSqVi7djd1dVbCwyNxuSTuvHP6RU2ib799Gv/+9wqOHj3NoEHe\n/bFtqe698If7GDakL4u+Wk1dvRNTeSXPP3Evc2ZcfLC+ivZx0RFGo9F4/kCBgTpGjEhjxIg07HYn\nBw5k8fXXGxFFkf79ezJgQMoVqeVmtzsvi+27Xh9EaqoidNrcFUAURfr0SfT6c+v1gZ1eJU6fPIr9\nB47z9uJPcUQ0DorhPThyKpt5twd5BkWzuZ78/PPk5hazf382lWXl0CwWSU6nz/37ou+35wyt0moI\nDg0EdQEul4TTYgJRRW7GegrqFA1D93lpNGriE8N5b8lP1MpG0nr1RCc3UCokIJnXYuzey8v5OSpt\nFCdXfkjqjU0pwepNC3j4Hm/24rXTx3Lb9ZPZf/QkBUXZ1FttVP3nbwgBBjSh8ah0gV5BDMCadhfO\ns68g15xFE9+ssJ+/mYLaOuJ0WgRBQrLWgFyFLnk2svmUz2tQp+7Gi++uBpRg1lEx5pZwsxM/+GQV\ndifo1DBsaDKTxo9mypQpJCYmIkkSe/fuZfHixYwfP95jrmg2m/n6668pKiriscduJjjYt4pIc2Rl\nnQOgqqrKE8hASROaTCav9CJA7969CQkxIIpgNjfwzTffUFlZyc0330yfPn2YPHkKJ06cuKiVWFbW\nOU8dDCA6OpoHH3yITz/9hPr6BhYuXMlDD93gyRJ0Fjqdhttum8qmTftaBbL2MGPaGM9k5P33v+Om\n6///s1P5pXDRgczdpd6SiaTVqhkzZiBjxgzEarWzZ88Jli1bj1qtYtCgXvTt2+OKCGq1tRZ0Ov9p\nmF8SvvLx7WHP/pNNQawRLZVW9Pog0tKSSUtT0kqhEcG8+G6THJQUkcaxz//BwLub+qoKV/6Lm8b2\n4dix0/To0Y2QEOW+t+cM/fmKrRgS+5J6w6OUndjD0W8+Quw2DntDGQEBUTz858VEvr6EV198gDBD\nCK/+80vMISMQzKcI1Glw1DXO/kW14vDcDG4yS86Sv5DWN1mho/toMRBFkRuvn8qvZk/EJTlY8MmP\nlJRWk19YjLWoEkHv26VBslvQJnoHRW3iFOy5a6kqzEdCjxgQgFszsi2CS1XS7Sz6arVPNfTO4MU/\nPcwLf3yIvXtPUFBQRn29i+TkZBITEz2/dfTo0YwePdrjSgCwZctmKirKEUWxw3qIffv24MSJ3FYW\nM3379m2VXgQlfdi//wCczhrCw0PYvv0w48cPZtOm9axY8T2hoaGEhfkmKnUE77//LfX13szCa6+9\nlqKiIiZPnsL333+P1Wq9qNqbKIrEx0cRHByIyVTnUT9xf2a3O9td8e3YcZj6+oZW1+0qLh0uOpBZ\nrVYkSWqzcz8gQMvEicqgY7FY2b37GAcPnkSn05Ce3odevbpf7GlcMI4cOXWFulgLFxTo/UlGtaW0\n4h5cF32lyEHp9DIjRg3kxL6PPP1Kf310Nv16J1FYWMbGjfuw2ZRB22Sqa/M8nbKKqLRhnFz5IUVH\n9yN2m4hgLSM03EX6b17ybPfC26/z14dnExIaAmYlKDTYHARpGvctORWH5xYI751OfPVBlrzzhzav\ny+TJw7j3gb/wn63HkbtNAGIhuh+asgwcLn/Xxj85x24Hdc9JOEqU+hkAmshWta+6fcvQJSgSR25W\n4sVCEARiYyPZufMYgYGBTJniXROqqqoiPDy8ceC1k5mZyeHDRzyBzeX393ojNjaSwYN7cfToUaZN\nawro/tKLABUV5fTsGUG/fgo7MTg4gOHD+2Gz2SktrfIrneUPLpdETk4+Bw+ewmazM3hwb06ezMdq\ntQFw4sQJQkJCGD9+PN26xZCaGtslzht9+/bgyJEcL9NMgyGQ8nJTm87a33+/hejocOLjo/nwww9w\nOJw8/fTT/6vdQP434KID2YkTJ4iP962Y7QvBwQGexuDaWjO7dh1n9+4TBAZqGT487aLFdTuLgoJy\nxowZ2P6GlxFOp9Nj8NdZdEQT0Beap0XaQlKStzK8Wz/QH9SCy7Nyyt2zEy0QoK71CmIASbf8F9+s\n/YjQkEAwA5pIcs+eoVdcGCGWg5gMYVhqKtn2xjP0+9XdRPdVmHG5377GK8/c3O55r12XwU9bDiHH\neqe1XNHjcBVtaxWAGnZ+iODybRGDICA30TyU1oHC7WgSJiDVK43USFbEQAOBKU1KJs1ZiRcLq9WO\nKAr8qoVSrt1uZ+XKldx///0ArFy5gro6E+PGDWb79kMAnVKYCQ3VU1JS1+p9X+lFk8lEQUEBs2cP\nR6NRewUtnU7bKZNdq9XGkSOnOXw4h9DQMK65ZhIajWJnM2hQGEePHmXWrFkMGjSITZs2oVKpkFBz\n32PziYqJJEArtusX1xZSUxM5csRbKDo01EBFRXWrQOaucbtTsePGDaakpIIvvlhL794Xr7F6Fe3j\nogKZy+Vix47tzJ49uv2NfSAkRM+MGcp3Kytr2L37ODt2HCY4OIBRo/oTF3c5jOLkK46Mkptb0ulm\nTjd80bZbagJ2FSwWa7sz7LtvmsSzr/6Dfne9gHuF0zJF6IbNBbOnjeToeysxh4ygoR6yck4jBIcS\nPvN3nu0yf/qA40tfx+UAXWAQv3no70SGBpDQo6dfw8sFn/yIFQO+jqyWHUiSHtOmDxBUanRSNb+9\nexoffVZKeYveNkfxLhA16FROJPAIDgsBETgKN6MOjUd2WRE0Gozjmhhr4bnf8tBTPuTZLwAmUx3r\n1+9l4MBBrFr1I3l5g7j2WkXea/v27QwePBiAuro6KioqGD9+AD17xnHixFlPjbajCA4OpK7ufKv3\nfaUX9+3bx4AByRdFtqiqquXAgZNkZ5+jd+/ezJ17p5dvl1vPcfr06Zw/f56dO3cSFRXFqtVr+etr\nC6nQDuacYi3WStKrpXZleFgw2w6ewyVoUMkOHrhtAi/84T7A3S7jfW5xcZEcPpzDwIEpnDpVQHb2\nOSwWK4IA0dFhjBzZn9hYhXjlDmp33nnn1dXYZcBFjeBHjhwhNDSYhISLd4KOiDAyZ47CbCstrWT3\n7hPU1R3AYAhi7NiBl0Rxo6io3Mv36UrB2bNFpKZeWLrTF217RPooFi3fyvtfbvPrXNtZ92OA8vKq\ndq/f9Mmj0PzlXXa991cEQcZRsAVXrO9UcklBMeakOK4d249SUzEOF5zMD4Kx3lJXQkgCzqoy1EmT\ncNNSzhVsJb+2EnXUQJ+ahLa21EM0AqP6yljtoY3KNHcxc8Y4Vq/bSWlWkZfZpuyoR2WIRaetw2U5\njNWlQdSFINnqQHIiOKoJjoqjvjwf07rXEXRGQtRmXn718Yuuj7lx/PgZkpJ6kpWVxaxZo1i5cjtT\np05DpVIxcOBAj1Pw1q1biIgIpkePWERR5P77r+v0sZRApqi0rF6znvcWfo7N4UKnUTFu5EBPIHM4\nHBw+fIhf//rChLerqmrZuvUQJSUVDB06jMcfn4PBoNSnJEmisrKSoqIiTCZFFkulUhEbG8uQIUMI\nCgri/sefp0I7yGufzWvDLVVYXKZs1AE1hIx/ChFlivXO8kUAnmCm1wdSUlJJVJSRkyfzOXUqn5KS\nCpYtW0dcXBRjxw4iOrr1uOR0ujhwIJuePXtiNps9v+MqLh0uOJC5V2MzZ7but7hYxMREcMMNCsW4\nqKicjIwjWCxWQkP1jB7dn8jIrglqR47ktHKSvRJQWVnbqTRMSzRnxbVsdobWzrW+pJaOP/8e3d5Y\ngiHE6DewVVRUexXDfWHDlj2IhnAcJfWgCUNwmKgrzuHQxy+Rfn+TvmHWF/MZ11shtzz68G0MG6ac\ny3X3vuzpyXLDmrsfTXfvupC2+yTFfiVqoE8bIZ1G8KkeYi/YQkrPaFZ8+Wqrcw8JjUClB8lSjKAL\nQ3ZakV0NiBoX2kkKezIQqN32PrrgYHpN+w3R/ZuIJrve+ysN6l6kJyormlsemO+l/H+hge3s2RJq\nasyMHNkPnU5LTEy0h2wVE9NEENLpAtDrwzzkjs5OVqxWG2vX7iYxsYe372Ajs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+m5U7TqIOTcLYbGVkylyKoPKvWOILkycMQyNqKCoqIzzcyMSJ6a2edVElUp2fhb34DWRB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\n0XlIS1LlDgTBgqBIyDX7kS2NSOHxhA6dgzZ5IG+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PlQ1/bgjXTxnFsQ+XUrjy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I+DsB/o74zHjZ8pqa9LOUpf4dSdRaxLZyEIlRq1t7vK9YIuGZ//wLv/7dvxHr78nMmVNYu7Z/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VZDA8CGoGVSSnF3d2fUqDG0b9++LZ34fwD3R08JSMy8S82xWG8KbG2t6NOnK9u2HTWySzGH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\nPmyY5ZZeWgSDgvcXX3zOHXfE4+trKvFz8eJlV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+ "text": [ + "" + ] + } + ], + "prompt_number": 179 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5: Plot a heatmap of tornado prevalence" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "minx, miny = map_func(-120, 25)\n", + "maxx, maxy = map_func(-50, 50)\n", + "heatmap, xedges, yedges = np.histogram2d(y, x, bins=30, range = [[miny, maxy], [minx, maxx]])\n", + "extent = [xedges[0], xedges[-1], yedges[0], yedges[-1]]\n", + "\n", + "title(\"Geographic Distribution of Tornado Occurances\")\n", + "\n", + "map_func.drawcoastlines(color = \"gray\")\n", + "map_func.drawcountries(color = \"gray\")\n", + "map_func.drawstates(color = \"gray\")\n", + "map_func.drawmapboundary()\n", + "map_func.imshow(heatmap, extent=extent, cmap=\"Blues\", interpolation=\"nearest\");\n", + "map_func.colorbar();" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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VMBgMxMXF4e+//xY6TgjBpUuXEBUVhadPn2L//v2YM2dOr+63rXEFgPnz5yMiIgKHDh0C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\n4zZZq3Eu70kQCAQ4Ojn1KKSXy+VUlpdx9/ZNdDodIpEId3cPPL19evV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2yVXAPDw90Wo1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+2mbfj4B2CxmFm/5XlUGsdnu3T1eo5/e5i4xBSi4xIpKS5k1qxZyKRSdDpdL5u/wags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\nY9YcOtrbuBugLjePOhOmTMdo0A9rjKZLx5BFRJExd2hZUm+RyGRYzcaAj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+ "text": [ + "" + ] + } + ], + "prompt_number": 180 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/matplotlib_examples/imdb.tsv b/matplotlib_examples/imdb.tsv new file mode 100644 index 0000000..e9a9fff --- /dev/null +++ b/matplotlib_examples/imdb.tsv @@ -0,0 +1,51 @@ +Rank Title Year Director Country +1 Citizen Kane 1941 Welles, Orson USA +2 Bicycle Thieves 1948 De Sica, Vittorio Italy +3 Psycho 1960 Hitchcock, Alfred USA +4 The Godfather 1972 Coppola, Francis Ford USA +5 2001: A Space Odyssey 1968 Kubrick, Stanley UK / USA +6 The Rules of the Game 1939 Renoir, Jean France +7 Singin' in the Rain 1952 Kelly, Gene / Donen, Stanley USA +8 Bonnie and Clyde 1967 Penn, Arthur USA +9 The Searchers 1956 Ford, John USA +10 Casablanca 1942 Curtiz, Michael USA +11 Seven Samurai 1954 Kurosawa, Akira Japan +12 Annie Hall 1977 Allen, Woody USA +13 Chinatown 1974 Polanski, Roman USA +14 Pulp Fiction 1994 Tarantino, Quentin USA +15 Raging Bull 1980 Scorsese, Martin USA +16 Rashmon 1950 Kurosawa, Akira Japan +17 Star Wars: Episode IV - 1977 Lucas, George USA +18 The 400 Blows 1959 Truffaut, Franois France +19 Breathless 1960 Godard, Jean-Luc France +20 E.T. The Extra-Terrestrial 1982 Spielberg, Steven USA +21 Vertigo 1958 Hitchcock, Alfred USA +22 Schindler's List 1993 Spielberg, Steven USA +23 8 1/2 1963 Fellini, Federico Italy / France +24 Metropolis 1927 Lang, Fritz Germany +25 Lawrence of Arabia 1962 Lean, David UK +26 GoodFellas 1990 Scorsese, Martin USA +27 Some Like It Hot 1959 Wilder, Billy USA +28 La Dolce Vita 1960 Fellini, Federico Italy / France +29 M 1931 Lang, Fritz Germany +30 On the Waterfront 1954 Kazan, Elia USA +31 All About Eve 1950 Mankiewicz, Joseph L. USA +32 Gone with the Wind 1939 Fleming, Victor USA +33 Taxi Driver 1976 Scorsese, Martin USA +34 The Conformist 1970 Bertolucci, Bernardo Italy / France +35 The Wizard of Oz 1939 Fleming, Victor / Vidor, King USA +36 Dr. Strangelove 1964 Kubrick, Stanley UK +37 The Godfather Part II 1974 Coppola, Francis Ford USA +38 Raise the Red Lantern 1991 Zhang, Yimou China / Hong Kong +39 Tokyo Story 1953 Ozu, Yasujiro Japan +40 Sunset Boulevard 1950 Wilder, Billy USA +41 The World of Apu 1959 Ray, Satyajit India +42 Double Indemnity 1944 Wilder, Billy USA +43 Belle de jour 1967 Buuel, Luis France / Italy +44 Persona 1966 Bergman, Ingmar Sweden +45 Jules and Jim 1962 Truffaut, Franois France +46 Apocalypse Now 1979 Coppola, Francis Ford USA +47 The Graduate 1967 Nichols, Mike USA +48 Nashville 1975 Altman, Robert USA +49 L'Avventura 1960 Antonioni, Michelangelo Italy / France +50 It's a Wonderful Life 1946 Capra, Frank USA \ No newline at end of file diff --git a/matplotlib_examples/scatter_plots.ipynb b/matplotlib_examples/scatter_plots.ipynb new file mode 100644 index 0000000..ec95dc3 --- /dev/null +++ b/matplotlib_examples/scatter_plots.ipynb @@ -0,0 +1,134 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1: Load and plot the data" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import operator\n", + "\n", + "# read data\n", + "with open( \"imdb.tsv\", \"r\" ) as txt:\n", + " lines = txt.readlines()\n", + "\n", + "# remove line breaks\n", + "lines = [ line.strip() for line in lines ]\n", + "\n", + "# break each line into tokens\n", + "tuples = [ line.split( \"\\t\" ) for line in lines ]\n", + "\n", + "# remove the column names from the results\n", + "attributes = tuples.pop( 0 )\n", + "\n", + "# sort the whole tuples in terms of country name\n", + "tuples = sorted(tuples, key=operator.itemgetter(4))\n", + "\n", + "# make separate lists for each column of txt file and remove line breaks\n", + "ranks = [ int(tuple[0].strip()) for tuple in tuples ]\n", + "titles = [ tuple[1].strip() for tuple in tuples ]\n", + "years = [ int(tuple[2].strip() ) for tuple in tuples ]\n", + "directors = [ tuple[3].strip() for tuple in tuples ]\n", + "countries = [ tuple[4].strip() for tuple in tuples ]\n", + "\n", + "figsize(6,6)\n", + "\n", + "title(\"Best 30 Movies of All Time\")\n", + "xlabel(\"Year of Release\")\n", + "ylabel(\"Ranking (lower is better)\")\n", + "scatter(years, ranks, c=\"blue\", s=100, marker=\"o\");" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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a2tK/f38OHTpkpmTieU2Y8AVJSeOATplsVaPT/cKOHX9w9OhRU0cTQhiJ2XseLVq0oFOn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\nKIhNmzZRsWJFhg0bRps2bXB2dmbx4sW2iCeEEKIQGqXy6GgQQgghCmA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+ "text": [ + "" + ] + } + ], + "prompt_number": 21 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2: Plot the data by country" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# pick the country names without duplicates\n", + "unique_countries = sorted(list(set(countries)))\n", + "\n", + "# match ranking position to dot size\n", + "min_dot_size = 100\n", + "max_dot_size = 500\n", + "dot_size_range = max_dot_size - min_dot_size\n", + "min_rank = 1\n", + "max_rank = max(ranks)\n", + "\n", + "# define plot properties\n", + "title(\"Best 30 Movies of All Time by Country\")\n", + "xlabel(\"Year of Release\")\n", + "ylabel(\"Ranking (lower is better)\")\n", + "grid(True, which=\"both\")\n", + "xlim((1920, 2040))\n", + "\n", + "figsize(10,6)\n", + "\n", + "color_map = matplotlib.cm.get_cmap(\"Paired\")\n", + "\n", + "figsize(10,6)\n", + "\n", + "# plot dots for every country separately\n", + "for country_to_plot_index in range( len( unique_countries ) ):\n", + " \n", + " years_to_plot = [ years[i] for i in range(len(tuples)) if countries[i]==unique_countries[country_to_plot_index] ]\n", + " ranks_to_plot = [ ranks[i] for i in range(len(tuples)) if countries[i]==unique_countries[country_to_plot_index] ] \n", + " \n", + " scatter(years_to_plot,\n", + " ranks_to_plot,\n", + " c = color_map( float( country_to_plot_index ) / len( unique_countries ) ),\n", + " s = 100,\n", + " marker = \"o\",\n", + " label = unique_countries[ country_to_plot_index ] );\n", + "\n", + "legend(loc=\"lower right\", ncol=1);" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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3eenSJebMmsG/mzfz4mU0Bezy0qlrD3p835M8efJkUORZQ9eu3bCwyIZP9yHk\nzW1BpYr2xLyKZ4fvZcqWK8/RowGEhIToOkwhhEiVdJUKoSca1a2LxYEDlE2j3dIcOfhnzx4qV66c\nerslSxg2eABdq9rxXcV82GQ34frDaJaeeMjB6y/YuWc/5cuXz7gTyCISExPZs2cPV69excTEhLp1\n61KiRAldhyWE+IzJGDcp3MQXaOHChfwxaBAtXr5Msc0jYF3OnNx//BhjY+MU2/n5+dHi20Zs+b4c\nxfJl+2D9pjPhjN99n+DrN7G0tMyI8IUQ4oslY9yE1smYCO17P+ft2rXjnkpFSArt1cARc3N69e2b\natEG8Nuknxla1z7Zog3Ay80WN3sLVq5c+Z/j1mfyPtc+ybn2Sc71mxRuQuiJbNmysX7zZjZbWHAK\nePdR7+HABnNzbFxcGD12bKr7iYqKYv+Bw7SqaJdqO++KNiyeN4fY2NhPjl0IIUTGkK5SIfRMYGAg\nY4cP5+ixY+QzM+O1Ws1rIyP69uvH8JEj03wk1Z07d6hesTwXxlRJtd21hy9pMOsUhubZ6OjTkdGj\nRpM7d+6MPBUhhPgiZGTdIneVCqFnKlSowM59+3jw4AEhISGYmZlRpkyZNLtH37KysuJ5dCwxcYlY\nmBim2C4sMhbbQnnoMLkbB1YdxL2yO/7H/LGzS/1KnRBCiMwjXaUiXWRMhPallXM7OzuqVq2Kq6tr\nuos2gJw5c1KrRnU2nw1Ptd2KU+GUb1SZ3AVsaD28JeXql6G9T/t0H0cfyftc+yTn2ic5129SuAnx\nBRo8YjRT9oZy9+mrZNfvuvSIozcjqdykkua1uh2/4ty5c1y5ckVbYQohhHiPjHETWnP16lUCAgJQ\nq9W4uLjg5uam65C+aHP+mM0v48fSu2Z+vnO3wyabMdcfRbM4IIyN5x7RfWYvHMsUSrLNht828U2F\nRgwdOlRHUQshhP6RMW5Cr1y5coW+fXpw8eJF6nxVAiNDA36acJN8+fIzY+afVKtWTdchfpH6/tCP\nSpWrMHv6b5Sb8C9x8QlYWWej8rdVGDK0M9b5rD/YxtTSlOjoaB1EK4QQAqSrVKTTx46JCA4OxsOj\nBk0a5OH6xVEsm/8di/5qRdCZYfzQsyyeno05fPhwxgb7mdDGOJRKlSqx6u/1LF2+gnI1yvHL3kl8\n+0OzZIs2gMe3nuDo6JjpcemKjP3RPsm59knO9ZsUbiJT9e7VjdFDv6JXjxqYmv7/BV5DQwNaebmy\n+K9WdO7gaLpIAAAgAElEQVTUgcQ0nsEpMpenpyd3g0N5fO9xim2ehUdw/ewNWrZsqcXIhBBCvEsK\nN5EuHh4e/3mboKAgrly5QifvSim2+bpeSXLlMmX37t2fEN3n6WNy/rHMzc0ZMXwEy0au4mXkh4/U\nin4ezbKRKxg4YCDZs2fXWlzaps2cizck59onOddvMsZNZJpjx47xdT1nTExSf5s1aVicI0cO06hR\nIy1FlnU8fvyYZcuWERx0CRNTMxo0+IamTZtiZKT9/5pDhwzl6dOnTGrzG1W+rUTJas6oVCquHr+G\n/7/H8W7vzY9jf9R6XEIIIf6fXHET6fIxYyISExMxNk55gte3jI0MvriuUrVazZjRoyhapDAHdqzF\nMjEcJeI640YNwbGQA35+flofh6JSqZgyeQr+R/0pkq0Yh+Yf4eC8w9gbO3D00FFmzpiJSqXSakza\nJmN/tE9yrn2Sc/0mV9xEpilXrhwzZ/yCoiipfuAf8QvFu2MbLUame6NHjWTLpr+ZP94H65z//6B3\nr68rcuriLb5t0phJU6bqpEvD2dmZP2b/ofXjCiGESJvM4yYyjaIolCtbkp/G1KDRN6WTbXM56AHf\neC7i7t37mJmZaTlC3bh37x5lSpdk/oSOWFlaJNvG98h5LofFs3ffAS1HJ4QQIqNlZN0iXaUi06hU\nKmbO+pOe/TZx1O/mB+uDgsPxarucKVOmfTFFG8DiRYuo7e6cYtEGULdqac4EBnL79m0tRiaEECKr\nk8JNpMvHjomoW7cuy5avxqf7Ouo1XsD02QeY/ddhmrdZTv2mC/hx3K907twlY4MFTp06RefO3riU\nL4mrSym+/74b58+fz/DjfIzz589Sqohtqm1MjI2wzWtNUFCQlqISIGN/dEFyrn2Sc/2m88ItMTER\nV1dXmjZtCkBUVBTNmjXDwcEBT09PXr78cGoCoV8aNmzInTth9B/4M48iCnPvYUFafdefu3fD6NKl\na4YeKzExke7du9CqZROKO71g/h+N+GvmN9jmfkCjhnUZMmSQzrvZjY2NiY9P+2aMhIREndxdKoQQ\nIuvS+Ri36dOnExgYSFRUFFu3bmXq1KmEhoYybdo0Bg8ejKOjI0OGDEmyjYxxEykZMWIox/23s3FN\nR7JnN02y7llENE1bLKXVd90ZPnyEjiKE+fPns3rxH4z+PuXpTyJfRNNj3ApC7tzF2jr5pxgIIYTQ\nD5/NGLd79+6xc+dOunXrpjmhkydP0rVrV0xNTenSpQsnTpzQZYhCj0RERDB//nxWLGr7QdEGkMs6\nGysWfce0aVN59eqVDiJ8o3379ly6fo/rIeEptlm/+zReXl5StAkhhEhCp4XbwIED+e233zAw+P8w\nTp06hbOzM/BmWoKTJ0/qKjzxDn0YE/HPP/9Qv64z+fJaptimSOE8uJSzZ9u2banu69WrV7x+/Tqj\nQwQge/bsLF6ylPF/bSPg3A3U6v//FhYVHcuSjUc5d/0RzTybZ8rxRcr04X3+uZGca5/kXL/prHDb\nvn07efPmxdXVNcnlQ+kCFR/rzp07lHLOnWa7Us65CQ0N/eD1qKgopk37jeKFC2KVMwfZs2fD3aU0\nS5cuJSEhIUNjbd68OWv/Xsfmw9foMW4Fvy3dw8T5O+k6ZikqS3v8A05gZWWVoccUQgih/3Q28tnf\n35+tW7eyc+dOYmNjefHiBd7e3ri7uxMcHIyrqyvBwcG4u7snu32nTp1wdHQEwMrKChcXF81kpW+/\nTchyxi6/lVXieX85R44cPAh9xeFjNwCoXaMowAfLl4PDMTQNS3I+kZGRjBs9nKI5oulXy5xSBUpT\ny9mKXeefMXLCYBbMncPhYwGYmJhkWLz169fn3PmLLFiwgLt37+Li4kLt2rUJCgoiKChI5/n8Epc9\nPDyyVDxfwvLb17JKPF/K8ltZJZ7Pbfnt7yEhIWQ0nd+cAHD48GGmTZvGtm3bNDcnTJ06lSFDhuDk\n5CQ3J4h0CQ4Ops5XNbh2YUSKz0eNioqlePlJXLwYTIECBTSvf1OvNuUsQpnc2uGDpzzEJ6hp/ddN\nCldtzvSZ8kQBIfRVrly5iIiI0HUY4jNmbW3Ns2fPPnj9s7k54V1vPyx79erF3bt3KVGiBGFhYfTs\n2VPHkQn48FtaVlSyZEnKlivHlOnJP21AURTGTdzN1/XrJynaLl26xIVzZ5nYomCyj+YyNjLgj/YF\nWbp0KVFRUZkW//v0IeefG8m59mkz5xERESiKIj/yk2k/2vhikCUmiapduza1a9cGwNLSki1btug4\nIqGvVqxYS+1a1Qm7/4JBP9SieLG8AFy8dJ+pMw9x/cYrDhzcnGSbdev+oX1VG4yNUv4eY29jRrXi\n1vj6+tK6detMPQchPlVwcDBhYWHkzJkTNzc3DA0NdR2SECKDZInCTWR9745HycpsbW0JOH6KadOm\nUq/JAsxMjVCr1SgY0r17TxYvHYylZdK7TiOePqawVdofbHZWxkRGRmZW6B/Ql5x/TvQ951u3bmX8\nTxMJux9Gfgcnnj97SlxsDIMG9GfAgAFJ7uDPKvQ950JomxRu4rOTK1cufv11MuPH/0RYWBgqlQp7\ne/sUn0KQz64At26l/SSDW49f0zRfvowOV4gM8eeff/Lzr5PxHvYzLtW/wuB/V9luBZ1nyfSfCDxz\nlpUrlmfJ4k0IkX7yP1ikiz6O/TExMcHJyQlHR8dUHx3Vvn0H1gY8JuZ1ysXb9fAYLoVG06BBg8wI\nNVn6mHN9p685v3btGmN+HMfI+f/gVquepmgDKFyqPEPnrOL0+YusWrVKh1EmTx9yfv/+fcZPmMC3\nns1p3qIlM2fO1OrV97fGjx+Pt7d3iuvLlCnDkSNHtBiR0AUp3MQXz8nJiQYNGtBzeQgJieoP1ke9\nSqDz4hD6DxyEmZmZDiIUInVz/vwLD8825C3gkOx6EzNzmnbtz8zZc7QcmX4IDAxkwICBtG3Xnh/6\n9+f48eOawebjxo+nZKnSHA+6hVO1BthX9GDz3sMUcnRi2bJlSfYTERHBvXv3iI2N/ehYfH19qV27\nNnny5MHW1pZGjRrh5+cHkOzNU++6dOkStWrV+uhjp6VBgwbs27fvg9c7derE2LFjk7wWEhKCgYEB\navWHf1Mz06FDhyhYsKBmOS4uDi8vL2rUqKHVm8syk3SVinT53MehLFiyguZNG1Lj1yv0r2vDV6Ws\niE9U2HrmGbP2PaZOQ09Gjhqj1Zg+95ynJiIigk2bNhEeHo61tTWenp7kz58/04+rrzn33bWbLhNm\nptrGtUYd5o7pR2RkZJaa3FmXOX/y5AktW3/HlavXqPlta3I7V+TRwwe0/K4d9gXs+MqjNuv/3caU\nDQfIaZNHs121bzwJu3Wd4T90IFu2bBgYGDBt+gwunD9PtuyWvIqJpkXLlowYNlTzJKD0WLhwIcOH\nD6d79+4sWbKEvHnzsnv3btatW0f16tVRFN1NgxUdHU1gYKDmRsJ3qVSqNItKXXj9+jUtWrQgNjaW\nvXv3Ym5uruuQMoRccRMCyJYtGzv3HGDYL3+x9LI1LuOCqDzxKoefF2PByo3MW7BYxgZpQXx8PAMH\n9sPJyQHf7fOIfHKQgGOrKF26BD7ebXn58qWuQ8ySXr+OxczcItU2BoaGmJmbf9LVoM/Jq1evqPd1\nAywLFuP3Lcfw6jGQWk1b4dmtH1M2HSJfifJMnz6D/tMWJSna3ipQuBg9JsygZ+8+DB4xmirNfZh3\n4AKzfE/y2+bDxFrYUL1GzXR3BUdFRTF8+HCGDh3KlClTKFKkCJaWlrRs2ZJZs2YBbwqkxMRE+vbt\ni62tLa1btyY4OFizD0dHRw4ceDMd0vjx42nbtm2KbSdPnkzRokWxsbGhffv2HD16NNX49u/fT40a\nNTA2Nk7X+bwvJiaGuXPnUrZsWb7++uskjx1ctmwZNWrU4KeffqJAgQJ88803BAQEaNY/fvyYYcOG\nYWtrS/PmzRkyZEiqXcbw5t+3adOmqNVqduzYoSnazpw5o5nAf+zYsdy/f1+zjaOjI/PmzaNq1ao4\nODgwfvx44uPjNet37txJpUqVKFGiBOvWrcPAwIBbt259VD4+hXwSiXTRh3Eon8rIyIgWLVqw95Af\nD59E8uDRM9Zv3s5XX32lk2+TX0LO36VWq/Hu0JagSwe5cHIoq5e2Y+K4xiz6qxXXzo9Cpdyh4Tf1\nMrXw0NecFy1alFvBF1Jt8/h+KOrEBGxsbLQUVfroKuerV6/GwNyStv1HJxkTCGBgYICNnT1lKtck\nt12BFPYAEY8fYWRqzpjFG6lUtxFG/ytqcubKTbOu/ej1yxxatGqVrvFwly5dIjIykm+//TbFNoqi\nsHHjRsqXL09wcDA5c+bk119/1ax//+/Upk2bUmxbtGhRjh07xr1796hYsSLt2rVLNb6dO3fSuHHj\nVGNLzZQpU1i/fj0bN25kxIgR9OvXL8m//alTp4A3eahSpQrDhg3TrOvVqxcPHz7k3LlztGjRgvnz\n56f6N/n169d88803WFhYsGXLFkxNTYE3xWPt2rWpUaMGp06d4sWLF0nOW6VSMW/ePGbPns3+/ftZ\nvny5ZszgpUuX6NixI+PGjWPXrl2sXLlSZ1cZ0yzcrl27xt9//82ECRP46aef+Oeff7h27Zo2YhNC\nfEH27NnDxYsnWbfSm3x5k07ZkiOHGfNmt8DcLJrFixfrKMKsq3fP7zmwbnmqH5771i3Hx6fjR18x\n+dz8OXce9dt2TfHDN/zubUpWqJzqPnatXYzP0Alks8yZ7PrSlapT2r36B2PhkhMaGoqlpSWlS5dO\ntV2JEiXo3r071tbWdO3aNdkxZ+lp27JlS2xtbTE3N2fAgAGoVCoCAwNT3Jevry+NGjVKdp2iKEyb\nNg1ra2vNT/ny5ZPkdsuWLYwYMYLixYtTp04d2rdvz+bN/z+nZrZs2RgzZgzW1tZ8//33nDhxgujo\naBISEti3bx/jxo3D1taWDh064OrqmmqOoqKiOHHiBD4+Pkne77t376Zs2bJ069aNPHnyMGnSJE6d\nOsXTp081bXx8fHB3d6dYsWI0aNCAvXv3Am8K14YNG9K4cWOcnJwYOHCgzrquUyzc1q9fT926denb\nty/+/v5YWVmRI0cO/Pz86NOnD3Xq1GHDhg3ajFXokL6O/dFnX1rO//xzFj/0qoqZWfKFhYGBAYP6\n1WTe3Mx77Ji+5rxZs2ZYGBuw+vcJyQ4G9/PdzIndWxgyeJAOokudrnJ+9coVipevmOJ6I2MTYmNi\nUlz/9OEDHt27i0v1r1I9TrVGLfhnfdqflQULFiQqKorLly+n2q58+fKa321tbXn48GGKNwCk1nbr\n1q14eXmRP39+cuXKxYMHD7hwIfmrthcvXiRnzpxJnjjzLpVKxdChQ4mIiND8XLhwQVPYREVFceHC\nBSpUqKDZpkKFCkm6Z0uXLq0ZjmJnZ0dCQgIPHz4kODgYtVpN4cKFk2ybWtGUO3du/v77bzp27Mie\nPXs0r/v7++Pm5qZZtrCwoFixYvj7+2tec3FxSZKzsLA3z7U+efJkkoLx3f1oW4o3J9y+fZvVq1dj\na2ub7PoHDx6wcuXKTAtMCPFpnj59ytKlSzl86AhqtUKFim58/32PFP/46tqpU6eYNaVPqm08ahbl\n2vVFvHr16rMZaJwRjI2N2e27E0+vFoxsVYdanm2xK1SE58+eELBzIy8eh7Nv754kd9t96YyNjYmP\new1YJru+XJVaLP9tHF49BiR7Ve5VdBTZc1p90M36vhy5cqfrbsYyZcpgbW3N1q1bU7zqllFdc9HR\n0XTv3p0FCxawbNkyLC0tcXJySrEYSqubFD7sKn132dLSknLlynH69GnNlEqnT59O1x2wzs7OmrFk\nb4u3wMBAHB0dU93O09OThQsX0rJlS7Zu3YqHhwfVq1dnypQpmjbR0dFcv36datWqpRlHpUqVOHv2\nrGb5zJkzaW6TWVK84jZs2DDy5MnDjBkzkl1vZ2eXpA9afN70deyPPvuUnC9auIjCTkXYtekgznnc\nKWNXlTNHgyhVsjTjfhyn07vTPlVmjivR5/d5rly5OHzwAGtXLsfkRTjnfP8hIvg040cM4cb1a5Qt\nW1bXISZLVzmv7eHBqQO+Ka4v5V6N2JiX+Pv+m+x6K5s8PHsUTmxMdKrHuR9ygwIF7NOMx9LSkilT\npvD7778zatQobt68yYsXL9i8eTP9+/cH0h5Hll5RUVG8fPkSOzs71Go1kyZNSjJI/32+vr6fNL4N\n3lwV/u2337h27RqHDh1i7dq1eHp6prmdsbEx9erV4+eff+bhw4esWbOGc+fOpbkdQJs2bZgzZw7N\nmjXD39+f+vXrc/nyZZYsWcKjR48YM2YM7u7u6Rr32bBhQ3bt2oWvry8hISHMnj07XTFkhlTHuBka\nGrJ69Wri4uK0FY8Q4hP9/fffjB09jl/7zaNvm9FUd61L1fIedGs+kFnDVrFm5TomT56s6zA/ULFi\nBfYeuJpqm8PHblC0iKNcbUuBSqWievXqLFm0kL27fFm/7m9atGgh49qS0f+HvuxevZCYqBfJrn8d\n+woTYxNWTRuH76qFSQq0FxFP2b58LmZm5vjt3Jzs9vCmoDm8eQ3du3ZOV0zdunVj1apV+Pn5Ubly\nZYoXL86SJUto27YtkPy0Gyl9kUmtra2tLZMmTcLb25vy5csTFxdHjRo1kt1PZGQkQUFBqV6VSmk6\nkHdfGzZsGJ6ennh5efHLL78wffp0zdQiaZ3XX3/9hY2NDeXLl2fDhg20b9+enDmTH1f4/rY+Pj78\n/vvvNG7cmODgYA4cOMDhw4dxd3fH3Nyc1atXp+u8ypYty5IlSxg3bhwNGjSgWbNmAOTIkSPF7TOL\nSkmjVB49ejS3b9+mXbt2SeZR0mX/rkql0usrBkJklsTERAo7FqFnixGULFwu2TaPn4UzdEYX7obe\n1ckfnZTs3LmTYUN74re/b7Lj3NRqNZ7fLaNps+/p27evDiIU+u7dzw5FUfihX3/2HDpC51GTcXQu\no2kXeuMKKyaPoULZkgwfNpQRo0Zz+NAhipQuR2JCArevXsbTszltWrfCu2MnhsxekWT7t/vftvRP\nzh3YzoVzZ/W2eF63bh2bNm3i77//1nUoGu7u7owcORIvLy+dxbBjxw5GjBjBxYsXk7yeUn2SkXVL\nmoWbh4dHspX0wYMHMySAjyGFmxDJ27t3L317DmByvwWpdilOX/kjHbq3pkePHlqMLnVqtZo237Uk\n6sUNFv7Zijy5s2vWRUXFMmzMDq5ej2P/gSPyBAvxUd7/7FAUhZmzZjFt2u9kt7Yhd357noU/4NnD\n+wwcOIBhQ4dqBsyHhYVx+fJlDAwMcHNzI1euXABs3LiRbt17UOXrb6nasDnZc1oReuMqhzat4lXk\nE/bt2Y29fdpdpVnV3r17yZEjB5Urp36HbWY6ffo01tbW2NrasmLFCgYOHMjDhw9TveqWGTZv3kyj\nRo24fPkygwcPpkKFCkybNi1JmyxRuGVFUrhlvNevX7NhwwYWzJ/DlavXMDE2pl79r+nTpx8VK1bk\n0KFDenvHnb76mJz/+eef7Fx/gO5eg1Ntt3n/amyKmDJ9+vRPiDDjxcfHM2TIQJYvX87X9UpR2DEn\nD8Kj2bbzIo0aNmTuvEVYWiY/mDwjyPtc+7SZ85Q+OxISEjh27BiPHj3CxsaGWrVq/acrZGFhYcxf\nsICNmzYTHR2Ng4MD33fvRsuWLTVziImPt337dnr37s3z589p0qQJPXr0SPYJDpmtYcOG+Pv7kz9/\nfrp160aXLl2wtrZO0kYbhVuaj7x6+vQpixYtws/Pj61btxIUFERAQABdu3bNkACE7j19+pRGDetj\nbhZLnx6VqVTxG2JexbF5ywWaffsN3/fsS61aHroOU6SDmZkZr+PSnqA2Nu4VZqba/baaHsbGxsya\nNYcff5zAxo0befjwIRULWfHL5H/0+qqFyNqMjIw+qXgsUKAAP02YwE8TJmRcUEKjSZMmNGnSRNdh\n4Oub8s0s2pTmFbc+ffpQunRp5s2bx4ULF4iPj8fV1ZVLly5pK8YPyBW3jKMoCvXq1qZMSSOmTGzy\nQffaw0dRfN10ASNH/ULHjh11FKVIr5CQEFzLuzFv7AZMTZLvTlQUhYHTfFi5Zhk1a9bUcoRC6I58\ndojMpo0rbmk+OeH06dP07t0bw//NVWNkZKT5Xei/kydPcvv2NSb/3DjZMVH58loyZ7onkyf9LH/w\n9ICjoyPVqldjy8G1KbY5dHoXFtnNUryLTAghRNaVZuHm5uZGaGioZnnTpk3yLf0zsmLFUjp7V0z1\nAeo1qhXm5cvnnD59WouRiY+d32rhogX4XdzLiq1/EhkVoXk9Jjaafw+sZo3vfNat/ydT5kOLj4/n\n7t27hIaGkpiYmOH7z2z6PI+bvpKcC/HfpDnGbcCAAfTp04c7d+5QtGhRnJyc+Ouvv7QRm9CC8PD7\nVKuY+uSDKpWK/PlzEh4erqWoxKfInz8/J04eZ+SIUfSf0h4n+yIYGBhx8+5V6tWrh5//MYoXL56h\nx4yIiGDKlN+YN28h8fEKoMbMzIR+/XozePAgsmfPnuY+hBBCpC3NMW6xsbGYmZnx6NEjEhMTsbOz\n07ymKzJOIeN07dqJUsWe07dn6o8eqfrVHGbNljFR+iYiIoJz586hVqspXbp0io+w+xQPHz6kUqXq\nPHxozevXlYC8/1vzADOzAAoVUjh+/AhWVlYZfmwh/gv57BCZLUtMB+Lm5vbBM7mSe02b5D9fxtmz\nZw9Dh3zPicM/pNh1duFiGF7tVnP7dihGRmlepBVfmBo16nDihEJCgkcyaxVMTffQoEEBtmxZr+3Q\nhEjiYz877t+/z7x5iwgIOI+RkSENGlSnU6eO8mVEfECnNyc8ePCAwMBAYmJiOHPmDIGBgZw5c4Zd\nu3bJvDSfkXr16qEoZsxd6Jfs+piYOAaN2E7jxt9K0aZl+jD2Jzg4mDNnzpKQkNKNDipev67N7t27\nUn0WYlahDzn/3GSFnAcGBtK37yCaN/emV68BHD9+HEVRUBSFMWMmUKRIGaZODWffvjbs2tWc0aNP\nkD+/E0uXLk+yn4iICO7du0dsbNpT8rzP0dERCwsLLC0tsbS0JEeOHDI8RSQrxU/iPXv2sGzZMsLC\nwhg8+P8n8yxUqBA///yzVoITmc/AwIB/t+ygbt3aXLgUTt/vq1GmdH7i4xPZtvMSU2ccply5arRu\n/Z2uQxVZ0JYtW4iPL0Xqw2XNMDQswfbt2zP8SQ2XLl3i0qVLGBsbU7169UzpChafrydPntC0aRsu\nXLhObGwX1OryGBjcY+XKDhQrZkv9+rX566+dxMYGA/k028XEtAWC6dv3a7Jnz4aBgYqJE2dx+fJZ\njI1zkJj4khYtWjF27BCcnZ3TFYtKpWL79u3UqVMn2fUJCQny5Vm8oaRhypQpH7x28+bNtDbLVOkI\nW/xHjx49UsaN+1HJnz+vYmFhphgbGyk1a1RW1q5dq6jVal2HJ7Ko4cNHKPCVAuNT/TExqa5MmzYt\nw4579OhRpVrViop9gdxKC093pUkjV8XKKrvyXWsv5f79+xl2HPF5efezIyYmRnF2rqAYGw9WIEEB\n5Z2fRMXQcJiiUpkrcOe9de/+HFQsLPIq2bKVUmCDAnH/e/2hYmAwUcmWLY9y8ODBdMXm6Oio7N+/\nP8lrKpVKWb58ueLi4qIUKVJEURRF6devn1KwYEElb968So8ePZRz585p2o8bN05p06aN0qdPHyVf\nvnxKq1atlKCgIM36x48fK7///rtSpkwZxcbGRunbt69m3dGjR5V27dopjo6Oyvjx45XHjx9/TIq/\neCnVJxlZt6Q5HcjatR/OB9WyZcsMLyCFbuXJk4fx4ydw71444eGPiIp6yZGjx2nTpk2mTBshPg+F\nCjlgYfE8zXamphEZ9uSDvXv34uXVlJ5dS3Ll3HBWL23LhtXeXD03EieHaKpXr6wX3bJCt1avXk1o\nqA3x8b8B789NakBioiOKUg9wSGUv94mJyU50tB/QAnj7mKy8qNWjiY7+m2+/bU1kZGS6YlKSGQO1\naNEili1bxuXLlwGoVKkS58+f5+rVq+TMmZM+ffokab9p0ybKly9PcHAwOXPm5Ndff9Ws69q1K+fO\nnWPz5s3cv3+fNm3aAHDhwgXatm1L586dOXPmDE+fPqV///7pilloX4o3JwQHBxMUFMTQoUOZNm2a\n5g31+PFj1qxZw5EjR7Qa6Lvk5gTtk2c4ap8+5PzZs2cUKFCI2NieQEpTfjwje/YVPHp0H3Nz8086\nXlxcHIUKFWDFotbUql402TbjJu4iJDQ7f/+z8T/vXx9y/rnR1bNKnZ0rcfXqBKBhCq0HAQWA1J77\nWxkYC6T8OCYLi7b88ksVBgxIvRBydHTk6dOnmu5QDw8PtmzZwvLly/H29k52m6ioKOzs7AgJCSF3\n7tyMHz+eTZs2ceHCBQCOHz9O8+bNefDgAc+fPyd//vzcvXsXG5ukU0CNHj2abNmyMWrUKODNYxCd\nnZ158OCBdM/+Rzq9OeHatWts27aN58+fs23bNrZv38727dsJDw9nzpw5GXJwIYR+y5UrFz169MDC\nYivwOpkWr7Cw2MqwYUM/uWiDN1cTnIvnTbFoAxj4Q21279kjA7tFqm7fDgKqp9LCBHiZyvp7wC1S\nLvzeiInpyLJlaX+JUKlUbNmyhYiICCIiIti8eTMAlStXTtJu2bJlNG7cmDx58uDg4MCrV6+4ePGi\nZn358uU1v9va2vLw4UPUajV+fn4UKlTog6INYN++fUyaNAlra2usra0pWrQoMTExnD17Ns24hfal\nWEo3a9aMZs2a4e/vT7Vq1bQZk9CR58+fs2bNGq5eDcbExJT69b+mbt26GBgYyFUIHdCXnE+fPpXH\nj5+wZcsiYmNdUasLAwqGhjcwNT1Lp07tGTNmZIYc6+DBfTRrXCLVNlY5zaletRh+fn60aNHiP+1f\nX6mu0zsAACAASURBVHL+OdFVzg0NjYFYIEcKLb4G+gM/AskNF3kB2PBhN+v78vLiRdTHhpnkildo\naCiDBg1i27ZtuLq6auZWTc+VnGrVqnHnzh2ePn36QfFWp04dvLy8GD58+EfHKbQnzTFudnZ29OrV\nC1dXV+BNX/jEiRMzPTChPYqiMGXKZBwdC7J/zxLy57mDufElBg/qTknnogQGBuo6RJGFGRoasnr1\nMg4c2IaXlw0ODvspVOggbdsW5Nixffz55+wMGycZHx+HiWnaXTdmpkYkJCRkyDHF56lGja+ATam0\n+AqIAtaksN4WCCP1q3IAVyhYsMB/DzAZjx8/RlEUbG1tiYqKYtSoUbx+ndyV7g9ZWVlRv359Bg0a\nxI0bN4iNjcXf3x8Ab29v5s+fz549e4iLi+P58+esXy/zLmZVaRZu48ePp2nTpprlsmXLJnvDgtBf\nEyf+xOpVczlxuD+rl7ajfx8PRg39mpNH+jFuVE0aNqzP0qVLdR3mFycrzG+VXiqVisqVK7N+/Rru\n3LlGSMhVVq5cqvnCl1FKly6PX0Boqm0SEhI5ceo2pUqV+s/716ecfy50lfPhw/uQLdvvQEo318Rg\nZmaEuXk/VKoZJC3QHmNkNAUTEzNgVSpHUbC0nMcPP3T6qBjf/8Lj5uZG7969qVOnDrVq1aJMmTIU\nLFgwSfv3t3l3efHixZQpU4YmTZpQsGBB1q1bB0CpUqVYvnw569atw97enrJly7J79+6PillkvjSf\nnFC1alUCAgJwdXXl7NmzJCYmUrFiRZ32fcvNCRknPDyckiWLcTZgCHa2yXcZzF1wlH823yMg4KSW\no/uyyUD5Dz158oSiRZ044z+IAvmTn7V+3cazzFscjJ//qf+8f8m59unq5gRFUejZcwCrVvkTE7MA\nePdLxiUsLHrx7bfFGDt2CAMGjOHIkUOYmVUA4nn9+jyens3x9m5Jy5adefVq13vbw5vhApNxcFjD\n1atnMDY2Rnz+tHFzQpp9DjVq1NB0lb1+/Zq5c+fSoEGDDDm40L3Fixfh1cwlxaINoGOHykycup+7\nd+/i4JDarfEiI0kB8aHcuXMzdOhwPL9byL//dPqgeDvqd5PBI7excePWj9q/5Fz7dJVzlUrFvHkz\nKV58NpMmNSMuLi/gCIRiaBjKkCEDGDlyCAYGBuzZs4mwsDAuX76MgYEBbm5u5MqVC4CVK+fi41Of\nxMQ2/B979x0VxfU2cPy7dAEVBAUUERQVOyBiBRVrsBFBRbH3XpBYEmNLYom9YUMlil3UxF6DiL0B\nihUbCiKggHRY2PcPX/lJYCkKu5T5nMM57s6dmWfGgXnmzi0pKQOBSsADNDU3oqv7Dl/f00LSJihU\neda4hYaGMnfuXE6ePImCggL29vYsWLCAqlWryirGbIQat8LTt++PdO+sST8ny1zL9ezzF1OmLcLe\n3l5GkX2fhw8fsnHjeu7eufn5NV6LNowbNwFTU+m9EQUlg0QiYdGiP1i+/E+6dW1A65ZGpCSn8ffJ\nJzx+EsHOnXvo1KmTvMMUFEPS7h1isRg/Pz8iIiLQ0dHB1ta2QMlWaGgoGzduZc+eoyQmxlO9eg2m\nTh2Ok5OTMEVkGVMsJpn/QiwWk5GRgYqKSqHs+HsIiVvhGdDfiY5tVXFxtsq1XIt2a1m8ZCNdu3aV\nUWTfJiMjg+nTp7Jv726GD7HGrq0pGZIMzpx9yl97bjFhwmTmzVtQIgYVFl7b5e7Dhw//PzBpAEpK\nytjZdaJ3797f9TdKOOeyJ69XpQJBUSgWr0pjYmLYtm0bp0+fBuCHH35gxIgRVKxYsVACEMhX6zbt\nOXF6R66J24ePCTwLfo+VVe7JXXGwcOF8rl05xb3rrmhrqWd+b9valMkTbLD/0QNtbW2mTJkmxygF\nhUFHRyfLPMoCgUBQFuRZ4zZ16lQyMjIYPHgwALt27UIkErF69WqZBJgT4amp8Hz69Alj4+qcOzaa\nhg1yfv09Z8FJ3kdVZucuad3ii4fY2FiMjatz58o0qQ3XHz95T+eeWwkJCRNeYQgEZYxw7xAUtWJR\n43b69GmCgoJQVPw8yKCFhQUNGjQolJ0L5K9ChQqsW+dOzz5T8NjYh/a2tTNfIyYkpLB6gy+Hjj7m\n6tWdco40bwcOHMCubR2pSRuAWV096tcz4Pjx4wUenFUikZSIV6wCgUAgKL3yHMfN0dGRtWvX8vHj\nRz5+/Mj69esLfMMTFG8uLi5scPdg2oyzWLVZw9jJ3gwetY/ajRfj/wD8/K7z5MkTeYeZp5cvX9Ko\nYZU8yzWqX4VXr17le5vTp09DT08HBQUFtLTKM2rU8CxTzBQVYUwx2RPOuewJ51wgKBipNW6amppf\n1bwk4ObmBnyuddDQ0OCPP/74rh0nJyfTtm1bUlJSUFNTo1+/fkybNo24uDgGDhzIvXv3sLS0xMvL\nC01NaZNXCwqLg4MDvXr1wtfXlydPnqCiosKfy9tTo0YNAJ49eybnCPOmoaFB5LvkPMtFxyRTX0Mj\nz3I+Pj707dubgf0suXhyDDVNdHgX/omde27TsWNbVq1az4ABAwojdIFAIBAI8iXfvUqLQmJiIurq\n6qSkpNC0aVOOHDnCkSNHePPmDcuXL2f69OkYGxtnJo1fCO0UBDkJDAzE/gc7HvvPQlk55/kDExJS\nqN14Mffu3c91TLp3797RpEkDdm1zpp1N7WzLHz4K5weHrZw6faHQZwcQCARF41vvHWFhYWzZuoU7\n9+6gqKhIO5t2DB06FC0t6c0yBN9n/vz5PH/+nF27dsk7lAKRRRu3PF+VFiV19c+9/uLj4xGLxaiq\nqnLz5k1GjBiBqqoqw4cP58aNG/IMUVCCNG7cGFPTuqzZ4Cu1zOJlF2jXtm2eAwlv2rSR3r0a5Zi0\nAdSvp8/UiTasWb38u2IWCATyd+fOHaZMnYLzgH5MmjKJ69evI5FIkEgkzJ0/F7P6ZvgG+aDfsjKV\nLLU4cHYfRsZGeHp6ZtlOdHQ0b9++JTk575r/nBgbG6Ourk758uUpX748FSpUIDw8vBCOsOjs3bsX\nFxeXbN/7+PhkmY6rXbt2bNu2Ld/bFdoTS5f3bM1FKCMjAwsLC4KCgli9ejVGRkbcunULMzMzAMzM\nzLh5s/ROsxQSEkJYWBgVK1bEzMysWF+oJWV8q11e+2jbtjXh7+OYPN4Go+raADx/Ecmy1Ze4cSuC\nS75X89zOvr1eeG5xyLXMYJdmmDb8nW3bd2Z23ilMJeWclybCOZc9eZ7zqKgoHPs68vjJY6x7WFGp\nrjYh71/Ru19vqlerjl07O/Yf3ccvB2ZSQed/s8s069qUdy/D+WnST2hoaKCgoMDylcsICAhEQ1Od\n5MRkHJ2cmDVjVub9LD9EIhHHjx/Hzs5OahmxWIySklxv3VmcOHGCbt265VmuoPc34a2adHKtcVNQ\nUCAgIIDg4GDc3d25d+9evv+zhg4dyvz585k/fz6rV6/O0sDVx8enWH9esWIF9RvXp4F5fZyG98a6\nTTOqVjdg0+ZNSCQSuceX02d/f/9iFY+0z9WrV2f58tWERWjRot1aLFquonajRbSyW4euXguuXL1J\nUFBQntsLfx9BdcPPSd8lv2Au+QVnLv/yWafS5z/Yp0+fLjbHL3wWPpe0z/7+/jLd3xdJSUl06NwB\nNUMV5h75GftRXWnRvTldR3Tml0Mz0a5TkRUrVzBi2dAsSdsXBib6uMx3Zsz4MUybNY1GvRrw54VF\nLDwxj1+9fya63AdatWmV474LSkFBgZ07d2JhYZGZCE6ZMgUjIyP09PQYM2YMAQEBmeXnz59P//79\nmThxIvr6+vTt25dHjx5lLo+KimLlypU0atQIXV1dJk2alLnMz88PFxcXTExMWLBgAVFRUVLjysjI\n4Pz583kOzP7LL79w+fJlJk6cSPny5Zk8eXKexwD/S/a6devG+vXrsyxr3Lgxf//9d677lZcv19z8\n+fMZOnQoQ4cOLdTt59nGLTg4GENDQ9TU1PD39+fhw4f07du30DN+Nzc3TE1NOXfuHHPmzMHCwoI7\nd+6wePFiDh06lDXoEtzGbfuO7bjOnEadQdWp2qIyCsoKSCQSPgTF8MzrLT/YdGfblm3FuvatpEhM\nTOT58+eIRCJMTU1RU1PL97r1zGrh4d4TK0vpr1Qjo+IxM19MbGxckdS4CQSCwvX1vcPDw4O1O9Yy\nds3IHP/e+h66TNDVR4xbOVrq9m6dvs2xjSeZ5eWGenn1bMuf3HrKrl/38PzZ83y1hzMxMcHDw4MO\nHTpk+V5BQYE2bdqwbt06zMzMUFVVZffu3djb2yMSiVi0aBFXr17Fz88P+Jy4LV68mPXr1+Pk5MSM\nGTNITk7ObC/Wq1cvKlasyNy5czPfdLVu3ZrAwEC6devGjh07aNq0KfPmzePDhw/s3r07x3ivX7+O\nq6srV69ezbbMx8eHQYMG8ebNGwDat2/PoEGDGD58eGaZvI7hSxu3gwcPsmLFCq5fvw5AQEAAHTp0\nIDw8vFjVPkIxaePm6OiIkpISERER9OnTB19f3ywn/ltFRUURExMDfJ665uzZs/Tq1YvmzZuzfft2\nkpKS2L59Oy1atPjufRUXL168YIrrFJrNq4ehjR4Kyp9Pv0gkQrehNs3m1ePEv8fYv3+/nCMtHdTV\n1WnUqBENGzYsUNIG0H/AYHbsup1rGc9dN+nbt4+QtAkEJdD6jeux7dda6kNyREgktS1zn9v4372X\n6OPWO8ekDaBuszrUsaqdrS2cNBKJBAcHB7S1tdHW1qZ3796Zy0aNGkWTJk0yBw53cXFBW1sbLS0t\nfv31V/z9/bPUjtWtW5dRo0ahra3NiBEjOH/+PPB5oPLz58+zatUqTE1NUVFRoXXr1gDs37+fcePG\n0bFjR7S1tZk3bx5nz55FLBbnGG9+X5N+fXxfy+sYvujRowdPnz7l+fPnwOeJAJydnYtd0iYreSZu\nIpEIJSUlduzYwZgxY9i0aVOWKtdv9e7dO+zs7GjSpAkDBgzAzc0NAwMDxo0bR0hICHXr1iU0NJSx\nY8d+976Ki/Ub1mHYrgrlq+U8FIVSOSWMHfVZtvpPGUeWt8Ko7i9JxowZy7GTDzl34XGOywPuh7J2\nox9TpxbdlEtl7ZwXB8I5lz15nfOnj59Ss4mJ1OVKykqkJKZIXR79Ppqo0CgatKqf636a2luw7+C+\nfMUkEon4+++/iY6OJjo6msOHD2cua968eZaynp6edOvWjcqVK2NkZERSUlKW8SWbNGmS+W99fX3e\nv39PRkYGV65coUaNGujo6GTb//nz51m8eHFm4mhqakpiYiL37t3LMd5Tp05hb2+fr2P7cnwFOYYv\n1NTU6Nu3L7t27UIikbBv3z4GDRqU7/2WNnmmqwYGBmzbtg0vLy/OnTsHfG4b8L0aNWrE3bt3s31f\nvnz5Yvve+nv9feJvaozSzbWMgbUup9ddIzY2VpgPVo709PTw9v4bR8deODk0YsQQa2qa6BAW/omd\nu2+zfedN3N230rhx40Lfd0xMDMeOHePGjRuEhYXRo0cPypcvX+j7EQjKMiVlJcSpOdckAdRrYcaB\n5d7Yj+qaY61cckIy6hU1UFDMvf6jfKXyxMXFfX+8X9UuvXnzBldXV44dO4aFhQXp6ekYGBjk61Vc\nq1ateP36NR8+fMiWvNnZ2dG7d29mzpyZ53bCw8N59+5dvodDUlRUJCMj45uPYciQIQwePJjWrVuj\nrq6eLZEtS/KscduyZQshISEsWbIEfX19Xrx4wcCBA2URW6mTlJiEknrur9UUFBVQKadcKMlxYSqL\nPe3atGnDnTsBaOm24sf+XuibzMXuh80kpNTi8uXrODk5Fer+UlJSGDN+CgaGJoz/4ygelxUYM38v\nelVrMP2nn6W+rhAUnrJ4ncubvM5527ZtuXcxQOryOla1SUlI5vbpOzkur6BTgdiIGJJzqZUDeP/q\nPdWqVfuuWP8rMjISiUSCvr4+cXFx/Pzzz6Sk5B7HF1paWnTq1AlXV1eCg4NJTk7ObKM2aNAgNm/e\nzNmzZ0lNTSU2NpaDBw/muJ1Tp07xww8/5Dvmpk2bZumAWNBjaNmyJSKRCDc3t8y508uqPBO36tWr\ns2DBgsz32DVr1mTWrFlFHlhpVMPEmNiX8bmWSYxKJkMsoVKlSrIJSpArQ0ND/vhjEa9fh5GcnEJ4\neBTr1rlTt27dQt2PWCzmh+6O7Dr3huQej4lv5U1K07XEtzlGkn0gmw7dpo/z4CxPrAKB4NtNnTwV\n372XSYrP+SE5NTkVVRVVvFcc5eLuf7MkaHHRcZzfeRFVNTVunZLeFlYikXD9yE1Gj5DewSE//lvj\nZ2lpyfjx47Gzs8PW1paGDRtmGTNNJBJlW+frz9u2baNhw4Z0796d6tWrc+DAAQDq16/PX3/9xYED\nBzA0NKRRo0acOXMmx5hOnDiR52vSr/c5cOBAgoODqVy5MlOnTv2mYxg8eDD3798v85VHUnuV9unT\nh4MHD9KoUaPsK4lEBAYGFnlw0pTUXqV79+5lxtLpWM2TPmbb4z2vsdHtwGb3zTKOLnc+PsL4VkVp\n165djPtlMwl2/4KC8ucv3/mAQbvP/xYnoXHOmv0eSwrUGFhQMMJ1LnuyPOdf3zskEgmTJk/ktM9p\n+s5ypLrZ/5KGsOAwDv15hGaNrJk1YxYzZ8/k0qVLmNQ3Jl2cTsjTNzg4OODc15mBQwYydvXILOt/\n2f45zws8/vcJgf73UVZWlskxyoJYLMbAwICXL1/KdErKnTt34uHhga+v9EHW5U0WvUqlJm5hYWFU\nrVpV6mTcxsbGhRLAtyipiVtqaioWzcyhbip1+htlS97CbkTy1OMNd27excREeqNZeRBuaEWroUVL\ngnRmg1HP/335deIG8GwHtiqHuHThhKzDKzOE61z25JW4wefkavWa1SxbvgwNLXUqVa1E9PsYYt7H\n4DrNlRk/zUBB4fOLqdDQUIKCglBQUMDS0jLzrYi3tzcjRo2gaWcLmna1QL2CBmHP33H9yA1SY9I4\nf/Y8hoaGMjk+WYmMjOTw4cOMGTNGZvtMTEykdevWLFy4kB49eshsvwUl18StOCupiRvA+/fv6Wzf\nmYi4cPQ7aKNZVZ2U2FQiLseS8DqZU8dPYWVlJe8wBTLy9u1bPDy2sGLFn2RU701i5W5g7ASKqtkL\nJ0eifrwuCZ8+yj5QgaAUkHbvEIvF+Pn5ERERgY6ODra2tgWqIQsNDWXzls0cOnyIhIQEjIyMGDtq\nLE5OTpnDdwi+3ZkzZ+jXrx+Ojo4FmjZLHoTETYqSnLjB59Gmz507x+Ztmwh5G0LFChUZ3H8Iffv2\npVy5cvIOTyAD6enpzJgxnR07ttPP0QJrK0MSElPZeeAR94PCSW61H6pmHYSTlGjK/W1CYnyMfIIW\nCEq4kn7vEBR/QuImhfDLJ3vCK6TC5eo6hZvXT3Nw9yAqaWcd1++SXzA/uuwhsf4fUG/8/xa8PEDT\n5I3cvvavjKMtO4TrXPbk+apUIChscp85QSwWl/neGwJBYQsJCeGvvzw5tGdwtqQNoG0bU1Yv7ora\nq686qGSI0QhexYxp42QYqUAgEAiKmzxr3Fq3bs3Ro0epXLmyrGLKk/DUJCjJfv11DtGRV1ixpKfU\nMikpYgzrLSbO7iaU00ft1hia6kXic+FkmZ3mRSD4XsK9Q1DUZFHjlucdoEGDBtjY2NC9e3cMDAwy\nA3B1dS2UAASCsubx4wf07Fo91zKqqko0MNPj9q2JKH64SY+ePfH0OCokbYJMEokEX19fNrqv5c6d\n24hEIlq0aMX4CZNL1RzPAoEgqzwH4K1atSrOzs5oamoSHx9PfHx8oUzfIShZhDkcC4+qigrJKWl5\nlov5EMvQztUJfhzIgT2eqKvnPJG1oPCUlOtcLBYzeNAARo0cQEsrEYf3DuCglzMN6ibS39mB8ePH\nlpjBmkvKORcIios8H9/nz58PfJ6fVOjxKBB8P7sOXTl0YC2DB1hLLfMu/BNvQmNYvny5MGetIBs3\nt2mEv7vPTd/JlCunkvm9WV09hg9uTq++O/j994XMnTtffkGWImFhYWzespmbd2+gpKREB9uODB06\nFC0tLXmHJiiD8mzj5u/vzy+//MLDhw95+fIlAQEBbN68GXd3d1nFmI3QTkFQkiUmJlKjhiGHdg+i\nhbVxjmWmuB1FolibzZs9ZBucoNiLioqidu2aPLj9E7o6OY9a/yrkI63t1hMSEirU1H5F2r3jzp07\neO7y5N37MPQq6zNowKDMScznzp/LqtUrqdZGD636GmRkZBB9N4Hwu1GsW7OOYUOHZW4nOjqahIQE\ndHV1UVNT+6YYz5w5w+LFi3n48CESiYRatWoxZMgQxo0TOiaVBHLvVQrwxx9/sHTp0swniyZNmnDp\n0qVC2blAUBapq6vz119e9Bm4k/2H7pKWlp657H1EHFN/Oorf9XCWLFmW63bEYjGRkZFC04UyZv/+\n/fzQub7UpA3A2KgSVpZG/P333zKMrOSJioqiTbs2dOzegYvvT/Gy8iMufTxD9z72NGvZjNm/zGbL\nnk3YrrGkwSgTqrWuQnUbfRpPqUWL3xviOnMqBw8exNvbm2atrDAwNKChZQN0Kldi8LBBPH78uEDx\nbN26FRcXF5o1a4aPjw+hoaGsWbOGM2fOkJqaWqBticXiApUXlBx5Jm5hYWE0bNgw83NKSorwBFcG\nCe1QCpe9vT2HDv2Nx1/PqNtkCY4DdvHDj9to0nw5aZKaXL58nYCAgBzXffv2La7TXKlSuQq1TetQ\npXIVmjdrwd69e4Wa6O9UEq7zt2/fUqd2pTzL1a2tQ1hYmAwi+j7yOudJSUm079SOD9rvaLfekrr9\nalDDzoA6TjWwWWNOQrWPLF+xHIsZdVDTUsm2foXqGjScWJORY0cwzm0MCjYpdP2rJXZbrGi3rin3\n0q7TvHXzfB9fXFwcM2fOxM3NjWXLllG/fn1UVFRo3rw5R48eRUVFBbFYzIEDB7Czs8Pc3Jxt27Zl\nJnQ+Pj4YGhqyadMm6tSpw/Dhw1mwYAH9+/dn/PjxVKlSBVtbW969e8eGDRswNTXFzs6OmzdvZsaw\nY8cO6tevj5aWFg4ODhw7dixz2Zftb9myhZo1a9K6dWtOnToFwK1bt9DX18/y9+fw4cOYm5t/y3+N\nIA95Jm6dO3fOfGoLCQlhzpw59OrVq8gDEwhKO1tbW3wvX+f8hcuMHD0Xt5/+5OXLEDw8dqCtrZ3j\nOvfv36eppRUv74ezaNJmPH87gdfiM7Rv3Iu5Py9k+LARJaZRuuDbaGlpERmZmGe595GJVKhQQQYR\nlUy7d+8mVjEas8E1EClmnTdapCBCtbIylZtoo15Z+ivP5OhU0pXFWP9en2otq6Cg9PmWqqqlQm0n\nIxpPqYmDkwMxMXnPdvLgwQNiYmLo2VP6MEHu7u5s3ryZdevW4e3tjZeXF3/99Vfm8vfv33Pr1i18\nfX3ZsmULEomEw4cPY21tzaNHj9DW1qZDhw4EBwdz48YN7OzsmD17dub6enp6nDhxgsjISJydnenX\nrx+Jif+71iIiIvD39+fGjRsMGzaM0aNHA9CsWTN0dHQ4c+ZMZtldu3YxZMiQPI9bUHB5tnGLjo5m\nzZo1HD58mPT0dAYMGMDEiRPl2mBaaOMmKIvS0tKoVdMUp/bDsLXqnG15ckoSv21xZezkkUyaNEkO\nEQpk4enTp9i0ac6z+z+jqppz/7KY2CTMzBfz6NEz9PX1ZRxh8fX1vaORZUPKd1NCv6lOjmUDtz+j\nnI4qtXsZSd2ez4zb1O1jjEEzXallAlcHM9FhGlOnTs01tgMHDjBq1ChiY2Mzv2vVqhWPHj0iJSWF\nM2fOMHv2bP78809atWoFwNGjR9m6dSsnTpzAx8cHOzs7Xr9+TfXqn4cbmj9/PkeOHMmsvd+9ezdD\nhw4lMjISLS0tQkNDMTU1JSYmJsc5VW1sbJg6dSqOjo74+PjQsWNHwsPD0dXVRSwWo62tze3bt6lb\nty5Lly7l/v37eHl58fHjR6pXr86LFy/Q09PL9bhLm2LRxq1cuXLMnz+fwMBAgoKC+OWXX4RebgKB\nHBw9ehSdClVyTNoA1FTLMbjHBFauWCXUupViderUwaqZNQsXnc3xRiCRSPh53kl6dO8hJG25CH4S\njE496fcyBSUR4mTp7cSSopJJeJ+EvmXOid8XerbaeO3flWc81atXJy4ujvv372d+d/XqVaKjo9HR\n0SEuLo5r167RrVs3tLW10dbWZujQoVy9evV/+9LTy0zavmjcuHGW5YaGhplt1vX09EhJSeHDhw8A\n+Pn50b9/f2rUqIGWlhY3b94kMDAwc30DAwN0dT8nqUpKSujq6hIaGgqAi4sLx44dIzExkQMHDmBr\na1vmkjZZyTNxa9CgAa1atWLWrFmcOHEiy9NAWfTu3TtOnjzJyZMnS0T7kcJSEtr+lDb/Pef79u7H\nxjznpO2LOjUaIElHavs4Qe5KynX+11+7OXvxLUNG7yPg/ucbp0Qi4catV/Rx2cnDx8ms37BJzlHm\nj7zOuaKSEhmp0h9w9MwrEXo1UmotSVpSOiqaStles/6XakWVfHUgatiwIVpaWvzzzz85LtfQ0MDa\n2pozZ84QHR1NdHQ0MTExREdHZ5b57wDdIlHusX1NIpEwZswY2rZty927d4mJicHa2jrftUSGhoa0\naNGCw4cP4+XlxaBBg/K9b0HB5Jm4PX/+nL1799KoUSOOHz9O48aNy2SDw5cvX9Krd09MzUyZMH8s\nE+ePpU692nTr1Y3g4GB5hycoA6I/RlOxfO6N0kUiEVoVKpX5B6zSTldXF78rN2hs3hMnlz0Y1l5A\nNdP5DB97FNv2Lly46Cu0b8uDbVsbwq5HSl2u20gbcVI6by+/z3G5mpYKSR9TESfl3nszLjQBQ0PD\nPOMpX748S5YsYdWqVcyYMYMHDx6QkZGBv78/CQkJiEQiBg0axNy5c7l79y4ZGRmEhoZy9uxZ5ab7\nSQAAIABJREFUqdssyKu51NRUIiMj0dPTQ01NjR07dnDjxo18rw8wePBgli5dyoMHD+jdu3eB1hXk\nX56J29u3b7ly5QqXL1/m3r17NGjQgH79+skitmIjODgY65bNeKH+CDt3Kyx+ro35z7Vpv8mKN1rP\naN7qc8PP0qxdu3byDqHM+e85r2ZoSFjkm1zXSc9I513E28zp6QQFU5Ku8woVKvDLL3N4+fINDx48\n4dGjYJ4+e8lPP/1Uonr+y+ucT5/ixpsTEaQl5Jx4padkoKaixuPtr3n+z5ssCVpKbCrPj4aiqqbC\nG9+cEzv4nDiFX4hm3Mjx+Ypp9OjReHl5cfPmTdq3b4++vj5jx47lzz//pGXLlowaNYrhw4czd+5c\nKlWqRKdOnXj69Gnm+v+tYROJRDl+l9NnVVVV1qxZw8KFCzE1NeX27ds4Ozvnuu5/9e7dm5CQEH78\n8cdvHsdOkLc8OycoKCjQrFkzZs+eTa9evQpU9VpUZN05wbq1NWn1P2HSrVqOy1+ffYf4hhIBdwJz\nXC4QFAYfHx+GDx7Jiul/Sf09vHn/MufuenPrzs0clwsEZdnX9w6JRMKESeM5ct6beqON0apZPrPc\np9fxPPJ4TXvLDvw88xfcZk3H95IvlWvrkJGewYcX0fRycMClnwvOg5yx+sUsy/pftv/8yFuSb0sI\nCniIsrKyTI9VHiQSCXXq1GHz5s3Y2dnJOxy5kEXnhDwTt4CAAC5fvszly5cJCQmhdu3a2NraMnLk\nyEIJ4FvIMnG7f/8+Nh3b0M7dEgXFnCsoJekSLk26x9l/zmFlZSWTuGTNx8enRNVGlAb/PecSiYSW\nLVpTrUJNBnYfly15e/8hjPkbp7Bl2yZ69Ogh42hLB+E6lz1ZnvP/3jskEgmr1qxi6bIlKJZXQL2K\nGklRKaR8SMV12nRmzZiFgsLnv/uhoaEEBQWhoKCApaUllSp9brbg7e3NsJFDqdq6Mvo2lVDWVOZT\nSDzh56NRSVTj33M++XpVWhrs3r2b1atXc+vWLXmHIjeySNzynKu0SZMm1KxZE1NTU3x9ffHy8sLH\nx0euiZssnT9/Hv1mOlKTNgCRoojK1lqcO1d6EzeB/IlEIo4d/5sunbqwYPMUOrf4EdPqZiSlJHLF\n/wLnrv9Du/btuHb1Kq9evaJfv35UqVJF3mELBMWWSCTCdaorkydOxs/Pj4iICHR0dLC1tc1WQ1at\nWjWqVcv+1sXR0ZEWLVqwafMm9u/aT2J8AtVrGLHIdRZOTk45DrNRGrVr147w8HC2bdsm71BKvTxr\n3KysrEhOTqZVq1bY2tpiY2NDjRo1ZBVfjmRZ47Z06VI8b2ym3mCTXMs92vMS5wZDmDdvnkziEpRd\nqampHD58GPf1G3nx4gXKKiooISHqXSjdJRJ009IIKVeOCxIJAwYMYPXGjaioZB/5XSAoa4QxQAVF\nrVjUuJ08ebJMP7WbmZkRvzs5z3KJL1IxczSTQUSCsk5FRQVnZ2ecnZ1JSEjApmlTmrx8iWtqKpnN\ngZOSiAVm7duH87t3HDp+PPOVj0AgEAhKrnwNwLtx40Z++OEHfvjhBzZt2lSmJrW2t7cnKSKVmOfS\nj/lTSDyfXiXg4OAgw8hkq6SMb1Wa5Oecb3R3p3JICLO/Ttr+X0VgTWIiDy9f5ty5c0URYqkjXOey\nJ5xzgaBg8kzcli9fzv3791m4cCELFizg/v37LF++XBaxFQvKysqs+HMF/iueEv8u+/yACRFJ3Fv2\njKWLlpaZtgyC4kEikbBx5UpGJiUhra+3CjAoPp71f/4py9AEAoFAUETybONmbm7O7du3M0dkFovF\nWFlZ4e/vL5MAcyKPdgqbNm3CbeZ09JtWRquxBiIFiAlMIOxmJH/8/gdTJ+c+D51AUNg+ffqEga4u\n99LSpCZuAKHAQG1t3n78KKvQBMXcs2fP2Lx5IwEBd1BUVKRNm/aMHDmq1E+RJbRxExS1YjFXqaWl\nJd7e3kgkEjIyMjhy5AiWlpaFsvOSZOzYsbx59ZbxPSZjGGpKtTemjO46gZCXIULSJpALkUgE+fhD\nkEHBpr4RlF4ZGRlMmzaZ1q2sEYnvM3lMXcYMrcnL4LPUq1cHd/cN8g5RIBDkIc8at2fPnjFz5szM\ncVmsra1ZsmQJtWvXlkmAORGemmRPGN9K9vI65xKJhHo1ajDnzRua57KdXSIRD3/4gUMnThR6jKVN\nab/Of/llFhfPe3Nk/1C0tbLOrvD8ZRTdfvTgj0WrGDBggMxikuc4bvkVFhbG1i1buHvnFopKSti2\nbc/QoUMzJ2uXp/nz5/P8+XN27dpFSEgIDRo04NOnT8LDmpwUixq32rVrc/jwYV68eMGLFy/w9vaW\na9ImEAg+E4lETPjpJ7aqqyNtquwEwEtdnQlubrIMTVAMffjwgQ0bNrB/16BsSRtALRNdtm/qx69z\nZpGRIX3y9dLozp07TJ0ymf7OfZk8aSLXr19HIpEgkUiYN28u9evV5a7fCRoaKlGncgbHD+6ghlF1\nPD13ZNlOdHQ0b9++JTk575EI/svY2JgLFy4UeL2vEzQjIyPi4uKEpK2UkzocyIoVKzL//fVFIJFI\nPg9a6OpatJEJipXSXAtRXOXnnI8aNYr9np78/PAhs5OTqfjVsnfADHV1bHv2FP7/8qk0nycvLy/s\nuzRAr0p5qWVaNjemQgUl/v33Xzp06CCTuOR5zqOioujj1Jsnjx7SsWU9qlUqT1RoOH0ce2FYvQbt\n29vhvX83m+YNRruiRuZ67ZvXIyTsA7NmuKGhoYmCggIrlv9JQOB9NNXVSExOxcnRkZmzZmNmlr9h\nonKaV1QgyInUGre4uDji4+OJj48nLi4u8+fLZ4FAUDCXLl2ib58f0dHRonx5DaybmbNt2zaSkpK+\neZtqamqc8fWlgoMDHdXUcNXQYLGyMuM0NelVrhydJk5k265dwg1BwPPnT7E0z73zgUgkwrxxNV68\neCGjqOQnKSmJTh3t0C2XhsfvQ3Hp0ZJOrRvSv1sLtswfjJGOIitXrmDO2G5ZkrYvjKrq4DqkE+PG\njOYn10l0sNDnwMpx7FwyEo+FQ5B8ekXrVi0LNNyJRCLB09OTNm3asHDhQqpVq0bXrl25du1aZpnI\nyEhmzJiBvr4+jo6OxMfHZy579eoVCgoKmTWmO3bsoH79+mhpaeHg4MCxY8e+/YQJig2pNW7z58+X\nYRiC4q60t/0pShKJBDc3V44e2cfkca1Z/ocraqpK3Lj1inWbVuO+YQ1nzl5EV1c3y3r5PecaGhrs\n2LuXpRER/PPPP8TGxtJBX5+jvXqhqalZREdVOpXm67xcOQ1iP+X9Ci8uLhk1tf+OClh05HXOd+/e\njTIpjHDsku3BRkFBRBVtTSzq1aCKTgWp2/gYE4+KEixzc0JT/X/nTKuCBv27NadeTX2cHHsT/PxF\nvtrDfYnj1q1bdO7cmQcPHrBmzRpmzJjB5cuXARg3bhzlypXD39+fM2fOMGHCBHr37p3j9vT09Dhx\n4gSGhoZ4e3vTr18/IiMj0dDInogKSg6pNW4zZ87k2bNnUld8+vQpM2fOLJKgBILSxN19AxfOH+HK\nxYmMHdUavSrlqVixHJ071uOfg8No10aPvn1+/O79VKlShZEjRzJ9+nRcXFyEpE2Qhb19Nw4efpBr\nA+nY2CQu+DymY8eOMoxMPtw3rKNnu0ZSa6NDI6JpVKd6rts4euEuY53tsiRtXzOvV4MmZtXx9PQs\nUGwaGhrMmTMHbW1txowZw40bN0hISEAsFnP+/HkWLFiAvr4+Q4YMyXWUB3t7e0xMTFBWVsbZ2Zmm\nTZty+vTpAsUiKH6k1rh17tyZGTNm8O7dO+rUqYOxsTESiYRXr17x9OlTDAwMmDx5sixjFchRaa2F\nKGrp6eksX7YEr+19cmwQLhKJ+G1eVxpaLePWrVs0a9Ysc5lwzmWvNJ9zW1tbVFTKs3PPLYa4WOdY\nZvHyC3Tt0gUDAwOZxSWvc/7kyVPqj5C+b2VFRZJSUqUuj/wYR3hkDFaNcp/H2s66Dgf27WHq1PwP\nG9WgQYPMKeoMDAwQi8W8f/+ehIQEMjIyqFmzZmZZS0tLPnz4kON2/Pz82LBhA1evXiU2NpakpCQC\nAwNxdHTMdyyC4kdq4tahQwc6dOhAWFgYgYGBBAcHA9CmTRsaNWpE1apVZRakQFBSXbt2jQoVlLGy\nNJJaRlFRgcEuTdm1yzNL4iYofmJjY3n79i1qamqYmJiUqPlfRSIR+/Z706FDW0LDYhkzohU6lT6/\nMnsd8pE/V/7L1Rvv8b28X86RyoaSshJpaWIol/OMN5YNjNm49yIuPVrlWCuXmJxCeQ01FPO4BiqW\nVy+0duFmZmYoKCjw/PlzatWqBXzuEWtikj15lEgkjBkzhkmTJrF+/Xp0dHSwsbERhtIqBfL8q1O1\nalW6du3KxIkTmThxIl26dBGStjJImE/w20RERFDDqFKe5YyNtImICM/ynXDOZU/aOX/06BGDBw2g\nRg1DHHt3pa1tC8zq1mL16tWIxWLZBvkd6tevz5UrN3gZokV9y6XYdNpIi3bradl+HRoVzfG7ciNb\nW8uiJq/rvK1tW67cld4cqImZEUkpqfjceJTj8koVNIiKiScpWXqtHMDb8A9UMzTMV0x5JVXKysp0\n7NiRBQsWEB4ejpeXl9RZjFJTU4mMjERPTw81NTV27NjBjRs38hWHoHiT2+PimzdvaN++PQ0aNKBd\nu3bs2bMH+NybtVevXhgZGeHg4JClx4xAUNJUqlSJ0LCYPMuFhsWio1NZBhEJCurq1au0bduaurXi\neHh3JgE3XAl+MJvN63pw9PBm+jg5lKjkrWbNmuzctYcXL16zdt1ONm/ZS0hIKGvWrKdSpbwfMkqL\nKVOncfRiAAmJKTkuT0lNQ0VFlU0HfDl87naWBC0mLpGDZ2+jpqbKxRsPpe5DIpFw5spjRo4ak6+Y\nvgwJ8t8avq8/u7u7U6VKFczNzTly5Ajjxo3Lsayqqipr1qxh4cKFmJqacvv2bZydnfMVh6B4y3Pm\nhKISHh5OeHg45ubmREVFYW1tTUBAABs3buTNmzcsX76c6dOnY2xsjNt/Bg8VZk4QlBRisRhjY0OO\n7B1I40bVciyTkZFBY+uV7PDcT5s2bWQcoSA3ycnJ1KxpxKY1DnTpVC/b8rS0dBz6edKh0wBmz/5Z\nDhEKCuLre4dEImHypAmcP3OCiQPaYWqkl1nuVWgk7vsuYW7VmpmzZjNr5gx8fS9Rx6Qa6ekZBL9+\nh4ODA/2c+zN44AAWTOqVZf0v2z9w+hbXg94REPgAZWVlmR6rQD5kMXOC3BK3/+rRowfTpk3D3d2d\nOXPmYG5uzt27d1m8eDEHDx7MUlZI3AQlybJlf3LE24Njh4ajqZm9Pc2S5Rc4de4d167fFsZbK2Z2\n7tzJ7l3L+efgMKllAu6H4uSymxcv3qCkJLXZsKAY+O+9QyKRsGb1KpYtW0ZFDVWq6FYg6mMcUdHx\nTHV1ZcaMmZntGENDQwkKCkJBQQFLS8vM2klvb29GjRyOrVVd2jWrQ3kNNV6FRnH6yiPiUyScO38R\nw3y+KhWUfMUicZs0aVKWHYpEIkxMTLC3t6du3bqFEkRwcDCdO3cmMDCQBg0a8OTJE9TU1EhMTKRe\nvXq8fv06a9BC4iZzpXl8q6KWkZHB6NEjuH7tAtMn2/Bjz8aoqipx83YI6zdd5cHDaC5c9M1sO5qQ\nkMCZM2e4du0aNjY2dO7cWabjapVl/73Oe/fuQc+uFenft2mu6zVtvYYdngeFziXfoDjMVSoWi/Hz\n8yMiIgIdHR1sbW0LVEMWGhrK5s2bOOx9kIT4BIxqGDF6zHicnJxQVc2584OgdJJF4pbn46GioiKX\nL1+mZ8+eSCQSjh8/TlxcHIcPH6ZPnz7fPSRIXFwc/fr1Y9WqVWhqaub7wIYOHYqxsTEAWlpamJub\nZ/7yf2nsKnwuvM/+/v7FKp6S9NnX1xcXl8H06OHA+vWrGDl+HxKJhNqmxoweM4GhI8x4+vQpVapU\nYd7cWaxbv566NRXRrZTB7WubGTwoDUenfmzduh0FBQW5H09Z+pyQEE9omIRLfsG0bWMKwCW/zz3s\nv/4sEklISEiQe7wl8fOXxvWy2l9OlJSUcl2el2rVqrFw4W8sXPjbN29DUHp8ueZ8fHx49epVoW8/\nzxo3a2trTp8+nVkt/PHjR7p27cq5c+fo1KkTN2/e/Oadp6Wl0a1bN+zt7TPHuHF0dGTOnDlYWFhw\n584dFi9ezKFDh7IGLdS4CUowiURCenp6ltdq6enpOPfrSXy0D5uWJFLjqzcrz17ACDcN6tR3YKuH\nMH2VLI0ePQLjapFMn9JeapnUVDG1Gy3m6rXbWcbXEhQ/wr1DUNRkUeOWZ69SRUVFPn36lPn506dP\niEQiKlasSFpa2jfvWCKRMGLECBo2bJhlYMLmzZuzfft2kpKS2L59Oy1atPjmfQgExZFIJMrWFurg\nwYO8fnGJo9uyJm0AtWvCyV0JXLl8lHPnzskwUsGIEaPZ9tctxOJ0qWWO/BNI/fr1haRNIBDIRJ6J\n27x582jfvj09e/akV69e2NnZMW/ePBISEr5rWpQrV67g5eXFxYsXsbCwwMLCgtOnTzNu3DhCQkKo\nW7cuoaGhjB079pv3ISg8X6p+BUXDfcNSZk1I4OvmMD5X//dvTQ1wHZ3AhvVLZR9cGfLf69za2po6\ndRsyYdph0tMzspV/EBTGzDkn+XWu8IrsWwl/WwSCgslXr1KxWMz169cRiUS0aNECRUVFWcQmlVDd\nLXs+QueEIhEVFcV2zx3MnjmD5JfwdXton6vQrtX/PkdEQb126nz4kCD7QMuInK7zuLg4evfuSVjo\nc8YMt8bSwpC4+BQOHr7P0WP3cXffLIyP9R1k+bdFuHcIilqx6FUKn9ui3b17l+Tk5Mz2Nba2toUS\nwLcQfvkEJZ1EIuGXBfNYvXoN5XvaErn7OOIQUMilDjw6BoxbqBEbmyS7QAXA5/+vixcvsnWLO8+f\nP0NNTY0uXXswcuQo9PX15R2eIJ+Ee4egqBWLXqVr165l2bJl1K9fHxUVlczv5Zm4CQQl3cxff8Hj\nzDEMHx9CSV+XtNu38bsZjm0uTTp9rkHjRoUzBI+gYEQiUeb8zYKyJywsjK2bNxNw8yaKSkq07tCB\noUOHoqWlJe/QePXqFTVr1kQsFpeouXMF3y7P/+UtW7bw8OFDzpw5w7FjxzJ/BGWL0A6l8ISGhrLe\n3R3dk2tQ0v88L6Tq2IH8vlmNrx/Ivm7jlpEBq7ZqMG78DBlHW7YI17nsFYdzfufOHaZNmsRAJyem\nTJjA9evXkUgkSCQS5v/6Kw3r1CFk3z56fPxI5/Bw/Navx8TQEM8dO7JsJzo6mrdv35KcnFzgGIyN\njblw4QKenp7Y2NgU1qEJSqE8a9yMjIyIj4+nfPnysohHICj1tmzzoEL/rihV1s78ruKIH7m14yBT\nfgtlxWxxlrZuKSkw8RdVUKqLk5OTHCIWCEqnqKgo+jk48CwoiAFVq9JSTY2wx48ZsH8/BsbGtOvY\nkWM7dnDV1pYqXw2C7Vi9Ok+Mjenj6oqGpiYKCgqsXrIE//v3Ka+mRkJaGk6Ojvz088+YmZnlKxZh\nmB9BfuXZxs3Z2Zl///2Xzp07Z1YLi0Qi1q5dK5MAcyK0UxCUZN36OuLfuxkVnbtk+V78IYYYF1fS\nAx8zrHcaxgbpPH+tyO4jytjatmOH5wHhASoXCQkJ7N27lz27PYmMjERHRwfn/oMZOHAgmpqa8g5P\nUAx8fe9ISkqijbU1LcVi5pmZofhV4pQhkfDb48dsefaMGx07YqiunuP2/CIjGRkYiI6qKjNNTPjB\nwABlBQUiU1LYGRLC1pAQDvz9d746X5iYmDB9+nR++ukn0tLSKFeuHMrKynz8+JETJ04wZ84cXrx4\ngbW1NYMGDWLw4MFA1lel3t7eLF26lNu3b2dud+XKlfj6+nL06NHvOHOC/CoWbdy6du1K165dswUg\nEAi+jbKyMpKU1GzfK+looXt6O8kPgtm17xSpHsfp0aYTV67Op3bt2nKItOR48OAB9vadadxQjwmj\nLKlh1JI3b6P5a/dWfv99PsePn8bc3FzeYQqKkd27d6MVG8uCpk2z3dMURCKqq6rSrnJlqUkbQHhy\nMhrp6Zy0tqbiV23AK6uqMr12bZppadHXwYGnr17lqz1c/fr12bRpEx4eHly+fDnze01NTby8vDAz\nM+P8+fP06dOHVq1aYWpqmmX9nj17MnbsWB4/fpxZ07dr1y7mzp2br3MiKBmKzSTzBSHUuMmeMBxI\n4dm0eRPzTh9C58gyqWXEER95XbMX4W/eoK2tLbWc4PPrLnPzhvz2awcG9LPKttz7qD9uP5/i7t3A\nPHuACte57MlrOJBmjRrxU/nydJRyTcwJDMSgXDkm5PLQ1MnHB7e6deliYCC1zKjAQGwmTswy0HxO\nTExM8PDw4M2bN2zbti1L4vZfgwYNwtzcnOnTp2frnDBu3Dh0dHT4/fffCQoKwsbGhvfv3xdo7lXB\nt5PrzAl9+vQBoFGjRtl+GjduXCg7FwjKooEuA0n0vUvS3UdSy8Qu/Qsb2zZC0pYPW7ZspmP7Wjkm\nbQCODub0sDdj40Z3GUcmKM4eBQdjraMjdbmyggIJYrHU5aFJSbxOSJCa+H3hrKeHt5dXvmKS9jYr\nKCiIYcOGUbduXSpWrMihQ4cIDAzMseyQIUPYs2cP8Lm2rV+/fkLSVspIfVW6Zs0agBx7kAqvSsue\nkloLkZKSgkgkyjKUjbxpamqyY8sWhnUbj9aWn9HsZoPo/7vxp8fEEbvEE5VjV9l75ZqcIy0Zdmzf\nyl9be+daZszwFjg4b2XBgoW5liup13lJJq9zrqyoSEpG9tkwvmivp8fPAQH8ZGaW4z0vLi0NbRWV\nLG3jcqKrqkpcVFS+41JSUspWM+Pm5oaVlRWXLl1CX1+fgQMHSq29adGiBSoqKvj6+rJ371727t2b\n730LSgapNW5Vq1YF4NGjRxgbG2f5OXXqlMwCFAgKKikpifXr19PQrBblNTXQ0FDHspEZHh4epKZm\nb1smD06OThzy3EW5uTt4V8eRmAFziHZw441JT1q8TuCO31UqV64s7zBLhJA3YdQ308u1TD0zPd6+\nfU9GLjdqQdnSztaW42FhUpfb6OoSJxbj/fZtjsv11NR4l5REfC61cgDP4uKoZmiYa5mvNW3alGfP\nnhEfH5/5XVhYGLq6ulSsWJF//vmHf/75J9dtDBo0iIkTJ6KiokKrVq1yLSsoefIcx+23337jwoUL\nmZ///PNPoXdKGVQcxlrKj9jYWOxsW3HKczHrnSqQvKMNydvbsMheld1rf8W+sx1JScVj5oEuXbrw\n5K4/5/Ye5E/7/qwZMIYXjx5zdO9+qlSpUmLOubyVL6/Bh4+JuZb58DERdXW1PAcoFc657MnrnE+c\nPh33N2/4lJaW4/LE9HRU1NSY9fgxG58/z5KgRaWksOb5c9RUVTn45o3UfUgkEjzDwxk2bly+46pX\nrx4ODg40aNCAKlWqALBixQoOHDiAkZERe/fuZcyYMVnW+W+N4KBBgwgKCmLgwIH53q+g5Mizc0JU\nVBTdu3dn2bJlnD59msePH7N37165vnoSOifIXklptN23d090EgLZMMg42x+z9AwJg7e8QLOOHVu2\neconwAIoKedc3kaMGIpxtShmuEqf1WDNhkvcf6TGLq99uW5LOOeyJ6/OCRKJhCkTJuB35Agr69Wj\n8Ve9Ph99+sRPjx5Rt317fvr5Z35xc+OSry9NKldGnJHBgw8fcOjViz4uLgx1duaAlVWW9b9sf/Xz\n5xxJTuZeUJBM25klJiair6/PvXv3qFWrlsz2KyhGc5VGRETQoUMHrKys2L59u9zbuAmJmyAnr169\nwsq8Ia9XWqKuqphjmQ9xadSecY9nL16jq6sr4wgFRcHf35+uXez498x4ahpnb2we8iaadl3cOXzk\nBM2bN5dDhILi4r/3DolEwppVq1ixdCm6iooYqasTmpREWEoKU1xd+WnWrMxa2tDQUIKCglBQUMDS\n0pJKlSoB4O3tzZhhw/ixalWc9PXRVlbm0adPeIaHE6Giwpl//8WwAK9KC8OiRYu4c+cO3t7eMt2v\nQM6Jm6amZpYELTU1FWVlZUQiESKRiE+fPhVKAN9CSNwEOVm+fDnPz63HfbBJruWcN76gy/B5DB8+\nXEaRCYrapk0b+f23X5n3Syf6/GhOuXIqJCencfjvAOb/cQ7X6bOZMmWa1PUlEgkBAQF8/PiRKlWq\n0KBBA7k/oAoKn7R7h1gsxs/Pj4iICHR0dLC1tS1QDVloaChbNm3i6P79xCcmUqN6dUZMnIiTkxOq\nqqqFeQh5MjY2plKlSuzbt486derIdN+CYlTjVtwIiZvslYRXSLNnz0I9eD9zHIxzLee65xXV2k/A\nzc1NNoF9o5JwzouTixcvsmzZIq5evU5l3QpEffiEtXUz3Nxm07lz5xzXkUgkeHh4sGL5EtLTk1Av\np8KnuGQqVNBmxsw5uLi4yPgoyh55vSoVCIpCsZg5ASAtLY179+5lmTjX1ta2UAIQCAqLvr4B/jfy\n7jX4IiodS73ceyEKSh47Ozvs7Oz48OEDHz58oFKlSrm+DpdIJLi6TuHihX/YsKoHrVua4HvlOTat\nanLB5xmuM2fw4kUwv/46T4ZHIRAIBLnLs8Zt7dq1LFu2jPr162fpkJDT+G6yIjw1CXISHh5OvTq1\neLHcAi2NnF9zhH5MofGcQF69CaNChQoyjlBQnJw+fZrJk0Zw+fwEtCqWy7b8fUQcre3Wccj7uNA2\nrpQQ7h2ColYsXpU2bNiQa9euFavJrYVfPoE0o0cM5cPD8+wdWwtlpaxDPySlptNrzTOadh7Akj9X\nyCdAQbHRrVtnHLrpMHiAtdQyq9dfIuiJOjt37ZFhZIKiItw7BEVNrlNefWFkZJRlIECuF8iTAAAg\nAElEQVRB2VRSxrda576ZNO36tPz9EV5+4byPTeVddAoe/4bRbMFD9Oq14fdFS+UdZr6UlHNeEmVk\nZHD27EWcHLJOPH/JLzjLZ6cfm3D6zGlZhiY3MTExbN++nUWLFrFx40bevXsnk/0K17lAUDB5tnGr\nUKEC5ubmdO7cGa3/H6dGJBKxdu3aIg9OICgoVVVVjhw7xfHjx3FfsxzX/YGIRCJaNG/Gik1r6NKl\ni9BbUEB6ejoSCZQrl3vPwfKaqiQnF4/ZNopKWloas2b9xPbt27FrW4eaxlo8vJ/Izz/PoFfPnqzf\nsBlNTU15hykQCP5fnq9KPT09s68kEjFkyJCiiilPQnW3QCD4XsbG1di/0xnzxtLH2Lrg85Q5Cy5z\n994DGUYmOxKJhAH9+/Ih6jEe7n3Qq/K/JjGxsUm4/XycVyESzp33kfmwFkXhW+8dYWFhbNrkwbVr\nASgpKdKlS2uGDh2SWZlRHLx69YqaNWsiFovznCFEUHSKRRu34khI3AQCwff6/fffePb4NFvWO0kt\n4+SyE/vuoxlXgCmLSpLTp08z3XU0Vy9ORE0te+1jRkYGPfvs4EfH8YwfP14OERYuafeOO3fusGPH\nbkJDI9HX12HIEOfMDim//rqQFSvWIJE4k5LSHhCjrn4MieQUGzasZtiw/1ViREdHk5CQgK6uLmpq\nagWOz9jY+HPNp50dnp6ebNu2jcuXL+dr3e9N3FJTU6lWrRqvX79GXV09W1wREREoKn4e2FwkEvH0\n6VP09fULvJ/Srli0cXv16hWzZ8/G0tISExMTTExMqFmzZqHsXFByCO1QZE8450Vr3Ljx+F4JYbPH\n1czvvrRxk0gkLFl+gecv4hk0aJC8QixyGzasYdK4ljkmbQAKCgpMn2LLpo1F1zRGntd5VFQULVt2\nxNa2Nxs3VuTo0Y5s2VKZjh0HYmlpw8yZc1i9+ijJyY9ISXEH+gD9SUzcQ1LSVSZOnMPBg4fw9vbG\nwsIWPT0j6tZtjpaWHi4uI3n8+HGB4pFnMw5fX18sLCyyJW3wOa7jx48TFxdHXFwcnz59ypa0ib+a\ny1VQtPJM3ObNm4eFhQVisZgjR45gb2/P6NGjZRGbQCAogyQSCZcvX2bUqGH07NmVIYMHcOLECdLT\n0wt1Pzo6Opw/78Ombf7YdHRn646r3Lz5io1bLmNtu5Z/ToZw7rxPqW7fdevWLTp3MMu1TDsbU548\nfUFSUpKMopKNpKQkbGy6cueOOYmJL8jImAcMISPjFxISnnL/fmuWL19FQsLfQE7jPtYjMXEXQ4dO\nYMiQufj7TyEt7SOJiaGkpDxj3z4TrKxsvykxffToEWPHjs0c0eHL9FonTpzAwsKCihUr0qlTJ3bu\n3Jnj+gcPHsTKyirLdytXrsTBwUHqPk+ePIm9vX2B4lRQUGDnzp1YWFhgZvb5OpoyZQpGRkbo6ekx\nZswYAgICMsvPnz+f/v37M3HiRPT19enbty+PHj3KXB4VFcXKlStp1KgRurq6TJo0KXOZn58fLi4u\nmJiYsGDBAqKiogoUa2mSZ+IWGBhI3759EYlENGjQgNWrV7N3715ZxCYoRoQR/GWvLJ7zyMhIbG1a\nMmK4M7WMPjKwrwFNG6cy99fJNGpoRnBwcN4bKYBatWpx/8Fj5s5fxfXbCvjdTOLeAzVWrNzKrdv+\nVKtWrVD3Vxzlp5anKGuC5HWd7969mzdvdEhLWwb8d25jBdLTjZFIOgJGuWwljMRETRISrgCOwJea\nyyr/nwDuo2fPvsTExBQotnr16rF582ZatmxJXFwcHz9+BD5PRenl5cXHjx9xc3Nj4sSJOf5O9OzZ\nk5cvX2ap8du1a1eubdNPnTpFt27dpC6X9prPw8MDT09PgoKCALC2tiYgIIAnT55QsWJFJkyYkKX8\n4cOHadKkCY8ePaJixYosWrQoc9mIESPw9/fnyJEjhIWF4ezsDHzOQ/r378+wYcO4e/cuHz58YMqU\nKVJjLe3y7FVarlw50tPTadu2LYsWLcLExKRUP4EKBAL5SE5OpmuXDtjZ6rFwrmuWdjpjRrZmy7ar\ndOzYjlu37lG5cuVC26+ioiLdu3ene/fuhbbNkqJpU0vOXXzCEBfpY9n5XnlOrZo1KFcu+yDFJdny\n5VtISFgASEtKnwFt89jKmv//kdZJwY709A54ev7F1KkFSzRySpTatv1fPF26dKFXr178/fffTJ8+\nPUs5VVVV+vbti5eXF7///jtBQUG8fv1a6jX+/PlzxGIxtWvXlhqLg4MDSkqfU4b27dtz+PBhAEaN\nGkWTJk0yy349Tdyvv/6KgYEBUVFRmbOY1K1bl1GjRgGfE7Uff/wRgNjYWM6fP09ISAg6OjoAtG7d\nGoD9+/czbtw4OnbsCHx+E2hmZoZYLM6MqSzJs8Zt9erVJCYmMmfOnMxXGBs3bpRFbIJiRGhvJXtl\n7Zzv378frYoZ/DbvhxwbV48e0YoO7YzZsGF9kcVQ1s75hAlTWbfxKikpObdPysjIYOX/sXfncTXl\n/wPHX91SKkvJOi32vSwhCS3WjEEqw8xYssyMwdgZg5lvzMIYOzOWhrEOw4QxlmRLsmUfwpBdKFG0\nJ53fH37uaOqmqHtL7+fjcR8P95zPOed9326dd+d8zucz/yCDP/s8y/V5QVc5v379AtAymxaGQHZj\nmN4BrgGdsj1OYmI/Vqzwz3V8WQkLC6N///7Url2b0qVL88cff/D3339n2bZfv3789tvzgaNXr15N\nz549KVYs676Mr7pNqqenx59//klMTAwxMTHqog3INKvIihUr6Ny5M+XKlcPGxoakpCTOnTunXv9y\nkVexYkUiIyNJT0/n0KFDVK5cWV20vWzPnj1MmzYNc3NzzM3NqVGjBomJiZw+fVpjzG+zVxZuDg4O\nlCxZkvLly+Pr68vSpUsz3JMWQoi8sHTJQoZ+4pjtbbmhnzjh57dYnirPI+7u7tSu3Zhe/dYQ/TBj\nkRIfn8Kw0Zt5EmfEoEGDdBRh/tHXLwYkZ9OiA/AHoOm79gSwIPNt1v8qz5Mnca8Rn36m7/nYsWOx\nsrLiwIEDPH78GC8vL40/C46OjhgaGhIcHMy6deuyfcjmdfq3vfDyFa/bt28zevRoJk6cyM2bN7l1\n6xbGxsY5+nl1cnLi5s2bPHz4MNO6Nm3aMHnyZHXh+OLp3WbNmr1WzIWdxsItNTWVbdu2MWbMGFav\nXg3Atm3bqF+/PmvXrtVagKJgKIr9rXStqOX8SvhVmjbJrj8R1K9XidjYJyQkJGRaFxUVxXfffYtt\n/VpUqGBBvbo1mDp1Cvfv389xDEUt5yqVit/WbaBGrVbYNv2Rfp+sZ8r3AQwe7k/NBt+TlFKJXYH7\n8vU2qa5y3qqVG7ApmxZuQBygabqzikAE2V+VA7iEtXXu+0o2adKEK1euZJi56O7du5QtW5bSpUuz\ndetWtm7dmu0++vTpw7BhwzA0NMTJySnLNomJiRw/fhw3N7dcx/hfDx48QFEUKlasSFxcHBMnTiQl\nJSVH25qZmdG+fXtGjx5NeHg4ycnJHD58WP05lixZQmBgIKmpqTx+/JiNGze+cbyFlcbCbcKECfj5\n+WFpacmqVatwd3fH19eXtWvXvvLLIoQQuWVoaEhCYvazFKSmpvH0aRqGhoYZlh85cgQ7u7qE/xPA\nz3M7ERo8nKUL3+P2jb00aFCP4ODg/Ay9UDM0NGT+/J8ID7+Oa5v+GJk60ahJD/7++wK/rdtYoOap\nzktffDEUU9NZwGMNLRIpXtwAY+Ph6OnNIWOB9gADgx8wNCwOrMnmKAolSy7m8899ch1fvXr18PDw\noH79+pQvXx6AWbNmsWHDBmxsbFi3bh2ffvpphm3+e7W6T58+hIWF0bt3b43H2bdvH05OTpl+pnLi\nv8ezt7dnyJAhtGnTBmdnZ2xtbbG2ts7Q/r/bvPx+2bJl2Nra8t5772Ftbc2GDRuA57lYuXIlGzZs\nwMrKCjs7O3bt2pXreN8WGgfgtbe3JzQ0FAMDAx4/foyVlRURERGUKlVK2zFmIgPwal9QUFCRuxqh\na0Ut5/3796W6TQzjRrXR2GbjptMsX32NfftD1MsiIiKwt2/A0gWeuHeol2mbvUGX8fnkd44fP03l\nypWzjaGo5bwg0GbOXz53KIrC4MEjWbPmMImJS4HGL7U8j4nJZ3TtWpOvvhrLyJGTCQ4OonjxJsBT\nUlLO4uHRnT59vPH27k9SUsB/tgdQ0Nefjo3Nb/zzzymN/cvyU2JiIhUrVuT06dNUr149yzZDhw7F\nzs6OwYMHazm6t5M2BuDV+DiGoijqe9elS5emRo0aBaJoE0K8nYYNG0HXLh3p82FTKlbI/LsmPj6F\nH2YfwHfK7AzLFy9ehFc3uyyLNoC2rrX4qGdjfvppATNmzMyX2EXho6enx+LFc6lVaz7TpnUjNbU8\nUAW4jb7+bcaOHcmXX45FpVIRGLiJiIgIwsLCUKlU2Nvbq8dWW716EX37tufZs16kpPQGygDnKVFi\nEWXL3iM4OEAnRRs8f7iwffv2Gos2gEaNGtG1a1ctRiXelMYrbvr6+hlGUE5KSlL3c9DT0+PJkyfa\niTALcsVNaNuTJ094+PAhZmZmmJub6zqct9Z3333LyhWLmDezK27ONdW3UU6cusWYCduwa9iapUuX\nZbi9UqWKJf5rP8S2/jsa9xt+9QFtOy/l/v2iO2in0HzuSEtLIyQkhKioKCwsLHB2ds5VsRUREcGi\nRX789tsWEhPjsbauzMiRA/D29tbZHK9VqlShTJkyrF+/nlq1aukkhqJI5irVQAo3oS1Hjx5l5vRv\nCNyzD/MSxYmJT6aFQ1NGfzGZjh076jq8t9LatWuZPu0bkpKeUKVyWe7df0xi4jNGjhrH8OHDM/WR\nMTIyJPLGNxgba+6jk56ejmnZcTIBdxEn5w6R3wrEXKVCQNEb3wpg3brf8OjcATezcO7MbcqNWY2I\nWuhAnzoPGezTixk/TMvX4xfFnMPzATz/PneRP/x3MO6LH1n+6wbCr95kxIgRWQ4VYmZWknuR2Q+3\ncD8yjlKlTF9ZtBXVnOuS5FyI3Cl6Qw4LkQPh4eEMH/Ip+76og631vzOFGBVT8VHLCrjVM8Pp2x9o\n7uiUYTRzkTf09PRo1KhRjtr26PE+q387wf8mar4CumrtCXr06JFX4QkhhM7IrVIhsjB61HCKXdvO\n9Pc1jyu2ZO9ddj+sjv+fO7QYmfivS5cu4ezcgh2bBmFnm7mf28VL9+nYzY/du4No0KCBDiIUBYWc\nO0R+kz5uGsgPX8GiKAqnTp0iPDyc4sWL4+zsXOg78FezqcTWodbUtzLV2CY+OY2ynx0lITGpSM6X\nV5Bs2LCBzz8fzMihrenXuxkWZUyJiU1k9W/HmTUvmJmz5tG7t+aR40XRIOcOkd/e+j5uAwYMoEKF\nCtjZ2amXxcXF0a1bN2xsbPDw8MgwarTQHU39UHbs2EETezve7/EeG9bN5KcFX1GtWmUGDepPbGys\ndoPMQ0/iEihXMvunykoUN8BAX0VSUlK+xCB9f3Lu/fffZ9euffxztQQ17b6jnM1kqtX7hr8vFGfb\n9sAcF22Sc+2TnAuROzot3Pr3709AQECGZYsWLcLGxoYrV65gZWXF4sWLdRSdeJV169YxaGAfvp7Q\ngvMnxvLbig/564/+nD02Fr30cNxcW+l02Jg3YfVORS7eTcy2zc3oZAwNi2FqqvmqnNCeRo0asWLl\nWh4/juPWrQiePIln9Zr1NG3aVNehiULu7t27TPH9H15d3Xm/+3vMnTu3UP9hKgo3nRZurVu3znRL\nLTQ0lIEDB2JkZMSAAQM4duyYjqITL/vvyOYxMTEMHTqYv/4YQKeO9TI8rVehfEkWzOpOA9tS+Pp+\nreVI84bPx0NYHJR5suOXLdkfRd++/fJteAkZwf/1GBgYYGZm9lq3ryXn2lcQcn7y5ElGjfycPr28\nGPH5UI4ePYqiKCiKgu//vsK2bk3uH1lFzyq38XjnGqGb5lC1shUrVvyaYT8xMTHcuXOH5OTsJq/P\nnqurK8uWLXvTjyTeYgWuY87x48epU6cOAHXq1CE0NFTHEYmsrFixgo7t62oc9FRPT4+J49vSss1C\nvv32+wyDORcGPj4+zJk5neUH7jPApWKm9YHnHrHsYDRHj4/RQXRCiLwQHR1NL+9uXLkURv9WFjS0\nMORO5Bl6e6+jolU1XNzasWPjMi5Ma0SF0v+OE/iBE1yMqEDHL0ZialoClUrFvJnTOP33eUqZGBGf\n/BRvLy/GTZikPp/lVFbzeQrxsgI3jpt0HC2Y/tsPZd++ALp1zv4XUhWbMlSpbMGZM2fyMbL8YWZm\nxq49QXwb8Jhu88PZdjqaixEJ7D0fQ5+l1+j7yy02/bmdatWqAZCQkMDy5csZNWoE48ePIyAggPT0\n9DeKQfr+aJ/kXPt0lfOkpCTc27nSsMQ9rv7YiP91t6Gfc0UmdbPhn2kNcCr/kDmzZ7Ll8xoZirYX\n6lqasmpQVYYNHsjXYz5luEMyD39uzp259lz+oTFVk47g3LL5a3++2NhY3nvvPcqXL0/NmjX5+uuv\niYqKUq93dXXlu+++o02bNlhZWTF9+nQSEhLU63v06EGlSpWwtrZm9OjRXLt2Tb3Ox8eH0aNH07Nn\nTypUqMCgQYOIiIh4rTiF9hW4wq1Zs2ZcvHgRgIsXL9KsWbMs2/n4+ODr64uvry9z587N8MMRFBQk\n7/P4/cvFV1BQEJGRURQ3et55/0BIOAdCwtXrX35f3KgYx48f13n8r/O+Tp06nL94hdrOvZi8MxXP\nJfeZHPiMUvXf5ZdfV9GqVSsARowYQaVKFdjsv4AKZa4TdS+Yz4f1p1atqhw5cqTAfB55L+8L4vsz\nZ85o9XgvrF27FgvVI37sZYO+KuMVLpVKjyoWxWhna4ZN2eKZtn3hbmwqJQzSCJlYBy+HchQzeH5K\nLV/akEldrVn3aVXe9/J4rf5w6enpDBw4kFu3bhEQEEBoaCjz58/P0GbhwoWMGjWKAwcOsGfPHr79\n9lv1us6dOxMeHk5oaCjR0dF8/XXGbivLli2jV69ehIWFERkZKf3J89CL75yvry8+Pj74+Pjk6f51\nPhzIjRs36NKlC+fOnQNgxowZ3L59mxkzZjB27FiqVq3K2LFjM2wjj3Tr3pgxo1Clh/Ht/zppbBMX\nl0ythtO4cOEyFStmvt34Npg3by4/LfyRzev7UaN6OfVyRVHYEXCBT4f7s3PnbukgL0QB8PK5w6Gx\nLb7tVXRqaJFl29FrwrEsY8SYd6017s/xfyeZ7FGZ9xqX1djmw8XXaO41ipEjR+YoRjc3N/r06cOA\nAQMyLN+zZw+jRo1Snyvd3NywtrZm1apVAAQGBjJmzBj1+peFh4fj4OBAdHQ0KpUKHx8fHj16xNat\nWwFYv349c+fO5ejRozmKUWj21g8H8sEHH+Dk5MTly5extrbm119/5bPPPuPWrVvUrl2biIgIBg8e\nrMsQhQaffDKYVWuPExenuRPuijXHaOPm9tYWbbGxsfj6fs3WP/pnKNrg+Q9p5071+c7XnfHjcvYL\nWwihPRf+CadlzdIa1xsa6JGQnKZx/Z2HyVyLStZY+L3Qt0VpNv2+OtfxKYrCxIkTad26NWZmZnh5\neXHhwoUMJ/+XZxdp3LgxYWFh6tulM2fOpF27dpQpU4ZmzZoRGxvLzZs3gcwzk1SsWFFulRYiOi3c\n1q1bx927d0lJSeH27dv079+fkiVL8ueff3Lr1i22bNlCiRIlXr0jke/+e6uhdu3aeHm/j/dHq4iJ\nzTxsxl87zjNjTjBTpn6vpQi1b9WqVbRvW5eqlTX/4v6ghz0XL17k0qVLud5/Vrd3RP6SnGufrnJe\nrJgByU8190PtYFeGjaHRGq+SPEl+RpkSBplus/5X+VKGxMVlP5fufymKwoYNG9i+fTu//vor0dHR\n+Pv7q590feH06dPqf586dYr69etjamrKsWPHmD17NnPmzOHevXscP35cvd+XjyEKpwL3VKkoPBYs\n+JkxY0ZSz/4Heng2wr7RO8THp7BxUxj3oxLZti2A+vXr6zrMfHP27ElcWlXOto2hoQFOjtX4+++/\nc/10ma5cuXKFxYt/JvTYIQCaNHXks8+GUrt2bR1HJkTecXNpzaYT1xjcNusn493qmRGflMa6I1F8\n6FQh0/qKpQ25+yiV+OQ0ShTXfCq9dC8RS0urXMd39+5dzMzMKFu2LJcvX+aHH37IsF5RFPbu3cv2\n7dupW7cuM2fOpEuXLgBERERgampK+fLluXfvXqb+bVK0FW4F7uEEUTBlNdaSvr4+c+cu4O+/L2BV\nuR1HTxhw5UZZvpz0I+HhN3BwcNB+oFqkr6/Ps7RXPzn6NC39tcZ60/b4Voqi8NVXk3ByaoZe2nm+\nmtCMr79shpH+Pzi3dmT8+LFv/S/8gjCmWFGjq5wPHTGW2YEPeJyY9e3QxJR0DAyLM3ztLeYE3CH+\npdumD56k8sP2uxQvbsiaQ1FZbg/Pf6aWBMfi8/GQXMWmr6/PgAEDsLS0pFatWuo+by8PE6Knp8fQ\noUOZPXs2rVu3xs3NjUmTJgHg4eFBmzZtaNSoEV26dKFnz56Ztv3vkCMyBEnhofOHE16HPJwgCoKV\nK1fy25pZbN3YX2Ob+PgUajb4nrNnw7C21tzJuSCYPXsmK1csZJv/AMqXK5lh3cNHCXTxXo6X9wAm\nTpysowiFeDMvnzsURWHE50M4EujPkn42NK7y73f+/O14hqy+TY2mbRn3xSQmTxhD0IFgmlQvw9Nn\nCmevx+Dh4UGPXh/Rv08vdo6ulWH7F/ufvi2CdWfh1N8XKFYs+yn0XqhatSp//PEHTZo0ybadpocY\nhG7JJPMaSOGmfUFBQXI14j+SkpKwsbFk8/q+NGuS9S3TGbP3cvJv2LJlW673r82cv/gsQQGDMz1o\n8cLNW49o4baAW7ci3tppvuR7rn3azPl/zx2KojBv7hxm/zid8iVVVClbnNuPUrj9KJURo8YwbvwE\n9dXyiIgIwsLCUKlU2NvbU6ZMGQD8/f35dJAPPZuXpXcLc8qYFuP8nQQWH4jhXpIxAXuCsLLK2a3S\nPXv24OXlRUxMzCuv0ru5udG7d28GDhz4mtkQ+UEbhZv0cROC57/Ac3urwNjYGD+/5Xh/OAC/n7xp\n37aOeh/JyU9Z5HeIJctPcPDgkfwIOU9t3bqVxg2tNBZtAJVtyuDkWI0//viDfv36aTE6IfKHnp4e\nI0eNZtjnwwkJCSEqKgoLCwucnZ0zXSGztLTE0tIy0z68vLxwdHRk6ZLFfLbhd+ITEqhsY82AsV/i\n7e2NkZFRjmIZP348oaGhrFy5MsddK+T2ZtEkV9xEkRUcHMzCBXPYviOA5ORUqlaxYuCgT/nkk0+x\nsMj+Ef+XBQQEMHbMCJ49S8TJsQrJyc/Yvfci9k3sWbToF6pWrZqPnyJvTJ8+neh7e/huSuds2035\nPgBDkxb4+vpqJzAh8pCcO0R+e+vHcRNCV6ZM+R99envT0kGf8POTeBL5Ayv9PLlw7i+aNGnIlStX\ncrwvd3d3zp2/hN8v63Bo0Zs27Qdy+MhxAgL2FoqiDcDExISYxymvbPf4ccpbe5tUCCEKA7niJnLk\nber78/vvv/PV5NHs3fFppk74AH6/HmHBopOcD7uU4w7F+UGbOb969SqOjk248veXGBsbZtkmNTWN\nWg2ms29/CHXr1tVKXNr2Nn3PCwtd9nETIq/JFTch8sGPM75j5vedsyzaAD7u34Ly5QzV08EUBdWr\nV8fBoTkz5uzX2Gb2/APUt7V7a4s2IYQoDOSKm8ggOjqa69evY2hoSL169XR6xSk/XLlyBTdXJ66c\nm5BtB+DV646zY3ccmzb9pcXodOv+/fs4t3bCtbUlo0e4qGeEuHnrEfN+OkjAnusEBx/OsoO2EIWB\nnDtEfpMrbkJrLly4QNeuXlhbV6Vdu/dp3fpdype35Kuv/kdysub5SAub6OhoLN8xf+VTW9ZWZjyM\nfqClqAqGihUrcvhIKKal7WnV9icaOc7B3mkuLdwWoG9ky5Ejx6VoE0IIHZMrboKjR4/Svn0nEhIc\nUBR7oPj/r4mkePEQ6tc35bvvfOnYsaMuw8wT4eHhuDg7cuXcl+jray7eVv0WSsDeBPz9dXe7VJf9\nrZKSkggPDwee30Y1MTHRSRzaJn3ctK8w9HG7e/cufkuXcPZEKPoG+rR0bYePjw9mZmb5EKX2VKlS\nhWXLltG2bVtdh/LWkCtuIt+lpqby3nvdiY/vhKI48W/RBlCB5OTuhIUlsXTpMl2FmKdq1KiBpaUV\ngXuyn/R9xerT9O6teUaEt52xsTF2dnbY2dkVmaJNFF0nT55k1IjP6d3TmxGfD+Xo0aPqCd19v/4K\n2zo1ubV/LV3K3aNDqduErJ9HVRsrVqz4NcN+YmJiuHPnzmvfpTh16hQff/wx1tbWWFhY0KpVK06c\nOJEXHzFLWU19JQo+GYC3iNu8eTOpqaUATROIq0hOdmXXrhUkJia+FSfx8V9MZtyE4TRuZEXFCqUy\nrV+09BCPYtLUEzbrilz50T7JufbpMufR0dH09PLgysUwPmxajhbmRty9fo4PPddTyboqrm3a8df6\n5Rwe70D5kv8OpOvVpBL/3Lekx7hRmJqWQKVSMffHaZz5+zwlTYqTkJyKt7cX4yZMok6dOjmOZ+DA\ngfTr149Zs2ZhaGjIwYMHczyAryg65IpbEbdx4xbi4mq9opU5+vrlOXKk4M8AkBPe3t70HzCEVm0X\nsmBRMJFRcSQnP+Vo6A36fbKeBUtC2b4jEAMD+bvmhZSUFLZs2cL8+fP59ddfuX//vq5DEuKNJCUl\n0bGtK3WLRXLySwfGd6zGBw6WjGlfldBxTWlaKpbZs2aypl/dDEXbC7UrluDnnjUZ+ulAJo/8lIH1\n0gj/1pnzXzkSOqE5FaNDcXZqTlBQUI7iuXz5MpcuXWLYsGGUKlWK4sWL0759ey992IwAACAASURB\nVOzs7KhcuTKnTp0CYO3atahUKi5evAjAsmXL6N69u3o/O3fupGvXrtSuXZs5c+YQHx+vXnfkyBE6\ndOhAlSpVWLBgQaYYNG1748YNVCoVmzZtom7dujRo0IA1a9bkONcib0nhVsTFxSWQ8fZo1p49e0pi\nYmL+B6QlEydOZsPGrZw5b0gDhx8pX3kyg4dvp6lDD06e/Jtq1arpOsQc/8LPT4qiMHv2HCzfseLL\n0V+xcdlWfp7hR80atej1/gc8fvxY1yHmqYKQ86JGVzlfu3YtZumxTHmvGvqqjLcLVSo9rM0Mca1V\nBitzY437uP8kBVNVGjuGNKRrw4oU+/9+s+VKGjGmfVWWflCL9708iI2NfWU8tWrVwtLSkl69erFt\n27YMP1uurq7qPB04cIDq1atz4MAB9fsXVy23bt3KhAkTmDhxIkFBQRw9epRp06YBEBsbS7t27ejd\nuzeHDx/m2LFjREREqI+R3bYvbNiwgcDAQGbOnMmgQYPeqgfXChMp3Iq4unVrYmAQ9YpW6aSlPSoQ\nxUxeatGiBWvW/k5sbBwpKalcvBTO2LFjC32H47w08cuJzJu5gD6un9PXbTjvNu2Jp1N/Rnl8w+2L\nUbRu6ZzhL3ohCoslC+fyqVMFjX28rj1IxKlGmez3ceAW33vWobRJ1sMmOdeyoHUNc1asWJGjmPbv\n30/NmjUZMmQIVlZWjBw5kkePHuHi4qIu1EJCQvjyyy/V74ODg3FxcQGeDy7+xRdf4OjoSKVKlfjy\nyy/ZsmULAIGBgTRp0oS+ffvyzjvvMHXqVNLS0tTHzm7bF8aPH4+1tbX6qp38oaMbUrgVcZ999gnF\niv0NPM2m1T/UqFGd+vXrayssge77W124cIEli5bS23UY5c0qZVhnbGRC52Y9MXhqzMwfZ+oowryn\n65wXRbrK+cXLV3GoZq5xfTEDFQkpaRrXR8Qmc/NhIu3qlsv2OL0al8F//eocxWRtbc20adO4desW\ne/bsYffu3cydOxcXFxcOHjzI/fv3efbsGT169ODQoUPcvHmTx48f06hRIwD27NnDZ599hrm5Oebm\n5ri5uXHjxg0iIyM5duwYDRs2VB+rWrVqlC5dWv1e07ZRUf/+Yf/iOACVKlXi7t27OfpcIm9J4VbE\n1a5dm3ffdcfYeCtZF2+RGBsHMnv2dG2HJnRswfwF2NdsSQnjrGeY0NPTo1XdDixatDjDX+5CFAbF\nDPRJefpM43q32hZsPROpcQiHuOQ0zE2KZbrN+l9lSxgRFxeX6/iaN2/OBx98QFBQkHpIngULFuDi\n4kLJkiWpWLEiS5cupXXr1upt2rRpg5+fHzExMepXQkICFSpUoHnz5pw5c0bd9urVqxlux2ratnz5\n8rmOXeQvKdwEa9euoF27mpiYLEWlCgGuA5cxNt6GsfEafvllIYaGWc9fKfKPrm9DHAwOoVal7K+y\nVrKwJv2Zwu3bt3O0z7S0NLZs2cLAgT589GEPJk+exPXr19882Dyi65wXRbrKuauLM9v+1txNpHXN\nMsSlpOF/6l6W6yuUNOTe4xTis7kqB3AlKh5LS6tXxvPPP/8we/ZsIiIiePbsGadOnWLt2rX07dsX\nABcXFxYuXKi+Lerq6prhPUCfPn2YMWMGISEhPHv2jAcPHqin7uvQoYN6n3fv3mXKlCkZHsDKbltN\nZDxV3ZDCTWBkZMTWrf4EB+/kww+taNjwIs2a3ebrr725desaH374oa5DFDqQnp6OSqX/ynb6Kn3S\n09Nf2e7EiRPUqFGFH3+YQIM6cbRzMSQu5ggODo35+OMBPH2a3e16IfLWsJFj+DnkPk+Ssv7eJaY+\nw9CoOBP+vMaioJsZCrTo+FTm7b9N8eJGbDyRdWEHzwubFccf0v+TIa+Mp2TJkhw7dozmzZtTpkwZ\nRo8ezYcffpihcIuPj8fZ2TnL9wCdOnVi6tSpLFy4kHLlytGiRQtCQ0MBMDMzY9euXfz666+0aNEC\nBwcHrKyscrQtkGVfQBkDTjdk5gQhRJb69O7LwyuJtLbVPGPGwydRLN8zm3v372Y73tSlS5dwdnbi\npzkedO1sl2FdfHwKHw34jYqVGrBipQwxIPLPy+cORVEYMWwIIQGbmO1ZnQZW/47pePFeHOM2X6N2\n87aMmzCRSV+M5cCBAzSsUpa0Z+mcv/0IDw8PevT6CJ/evdgw0DbD9i/2P3ffLTZfTuP0uQtv3bzP\nImvamDlBCjchRJZCQ0N5r1NXhnSehFGxrIeM2Ra6Hsf2jZg1e1a2+/rwgx7Y1U1h9HC3LNcnJqbS\nwGEm23fspUGDBm8cuxBZ+e+5Q1EU5s2dw6wff6CsiQqbMsZExCRz93EKI0aPYdz4Cep5jSMiIggL\nC0OlUmFvb0+ZMs+fOPX39+fTgT50b1QB78ZlMTcpxsV78aw4Hk1UqhG79gZluLIl3m5SuGkghZv2\nyRyO2qfrnCuKgk9fH44dPIV3y/6YFv/3IYVn6c84FLabsHsnOHnqBOXKaX6yLjo6mpo1q3LpzJeY\nldY8Jtb3P+7hQYwVP/+8JE8/R27oOudFUUGYqzQtLY2QkBCioqKwsLDA2dk5V1fIIiIiWLpkMVv+\n+J34hAQq29gwcPAwvL29ZeaDIkYbhZsMDS9EAfLo0SOWL1/O7+tXExFxj8qVrfnwIx/69u2b4dF9\nbdDT02P5iuWMGT2Web/8j7qVG1HGtDzJqYmcv3WCWnVqcfjIoWyLNnj+9Fr1ahWzLdoAHB1smDHn\nbF5+BCFyxMDA4I2KR0tLS6ZM/YYpU7/Ju6CE0ECuuAlRQBw+fBhPz660da1Jv972WFYqzfWbj/h1\n1QmOnbjD9u27MozDpE3R0dGsW7eOGzduUqpUSTw8PHIcy+nTp+nTuzsnD43Itt2OgDAWLQ8nMDAo\nDyIWIjM5d4j8JrdKNZAfPvG2uXnzJg4O9vgt9KJj+7qZ1m/cdJovvtrF2bNhlC1bVgcRvr7U1FRs\nbN4hcOsgateqoLHdx0M3Us+uKxMmTNBidKIokXOHyG/aKNxkOBCRIzK+Vf5asGAeH73fOEPRdiAk\nXP3vHp6NaedWAz+/pboI740YGhoycODHfPvDXo2/uC5cvM+2nWEMGjRIy9FlJN9z7ZOcC5E7UriJ\nQunp06c8ePDgrZn4ftWqlQwa0DzbNh/3b8bKFcu0FFHemjhxMrcjFAZ+toE7Ef9OuJ2ens6OgDDe\n81rG/Pk/FbqriUIIoW1yq1QUKuHh4cyaPp1169ejDySmptLa0ZGREybw7rvv6jq815KamoqJiQnx\nD2ZkO6DlkyfJVKv/LXFxCVqMLu/Ex8czceIXrFmzhoZ2VpQqZcy583coU6Y8U7+ZXmj//0ThIecO\nkd+kj5sG8sNXNB08eBCvLl3wsbKir7U17xgbk/zsGX9GRPDj9et8+PHHfDu98M2pqigKJibGXLsw\nmTLmphrbXb32gPZdlhEREanF6PJeXFwcISEhJCUlUa1atQwTVwuRn1733HH37l2WLvXj1MlTGOgb\n4OzaGh8fH8zMzPIhSlGYSR83UWDouh9KbGws3l27sqh+fSbUqsU7xs+Hliiur09PGxt2OTry+y+/\nsGnTJp3G+Tr09PTw7N6VtetPZlj+ch83gNXrTuHp6aXN0PJFyZIl6dSpE56engWuaNP197woKgg5\nP3nyJCNHjOSDnh8y/PPhHD16FEVRUBSF/339P+rWqcfxoHPULtuMqqUb8Of6ACrbVGHFihUZ9hMT\nE8OdO3dITk7OdQwqlYpr165lWObr60ufPn2A53mytrZWr0tNTcXT05NWrVq91iT2ovCScdxEobBy\n5UpaWVjgViHrpxItjIyYVL06c6ZNw9PTU8vRvbnhI8bQ3eNdunS2pYpNmUzrL166z7KVxwgOnquD\n6IR4O0VHR+Pt1YN/Ll7GtWknypWpxqMbD+jh2RNLa0vatHFl4/rNzBu/BrNS//5ctm7Sntv3b/DF\nuDGYmpqiUqmY9eNszv59FlOTEiQlJ+Lt7c0XE8ZTp06d145PU9eJlJQUvLy8SE5OZvfu3RgbZz9G\noni7yK1SkWsxMTEcP36ctLQ06tWrR5UqVfL9mK2bNmWEkRFtNBRuAE/T06m7ezcXr12jQjbtCqqf\nflrItO99mfRFW3p6NcbU1IjHj5P47feTTJ+1n5mz5tO7d29dhylEofXyuSMpKQknx5ZUKVeX3u8N\nRl+lr26Xnp7O2u1L2HZgIwsn/ka5MhWz3N+5K6eYu9aXUiXMeL9df5rZtcZA34DYuBj2HN3KzkP+\n+G/6I0eD+6pUKsLDw6lWrZp6ma+vL1evXmX16tUEBQXRp08fLl++TLdu3TAwMGDz5s0yM0MBIzMn\niAIlKiqKCRPGsXnzZho1sKFYMX1On71J06ZNmTZtZr7e9oqNjaWcjU22bYqpVJQxMeHx48eFsnAb\nOnQY9evbMmvWD4z9cgqlS5nwJC6Jdzt1ZMufO3B0dNR1iEK8NdauXYt+uhF9uwzJdGVLpVJRzrwi\nDWs301i0AcQ8jqaYyohvh/yEqcm/U8KZlTTHu30/alW2xdvLm/Cr4XnSHy4lJQV3d3fMzc3ZuHGj\nTFxfREkfN5EjmzZtolVLR0qZ3Obc8XEE/DmQv/7w4crfX9K5gzkdOrTh6NGj+Xb8SpUqcS0h+6cp\n49PSeJCQ8MopmAoyV1dX/vprJ5GRD5g3fzGRkQ/YsHGzFG1aUhD6WxU1usr5zwsX0amlt8bbkXcf\n3KZ+9ez/GN0WvJGBniMzFG0va1CrCbY1mmTqC/e64uLiOHbsGH379pWirQiTwk3kyMIFc+nWuTo/\nfNuFcmVLqJcbGxvycX8nFs/z5IMPevDs2bN8OX6/wYNZef9+tm023r6Nm4sL5ubm+RKDNpUoUYJy\n5cphaqr5KVMhxOv75/Il6lZroHG9gX4xklOSNK6Pjo0iMvou9vWy/6PK2b4jv6/f+Mp4jI2NiY+P\nz7AsPj4+w++AsmXLsn79evr160dgYOAr9yneTlK4iVe6d+8ep8+cZtwoN41tOneqTzmL4uzYsSNf\nYvD29uaunh5L/vPU1QsXHj9mxrVrfPH11/lyfF14k0mvxeuRnGufrnJuYFCM1KepGtc3quPA4bP7\nNPZLSkpOoIRpqQx947JSuoR5jp767NChAwcPHsyw7ODBg7i7u2dY5uHhgZ+fH97e3nKFuIiSwk28\nUnBwMM6talG6dPZPLnl2q0tg4M58icHIyIhd+/ezPCaGj06fZm9kJBGJiZyLjWXyxYt4hIYyf+lS\nWrRokS/HF0K8XVxcXDh6Nkjjerua9iQlJ3Hw5O4s15uVtOBR7AOSUrKfvSUi8iZWlpavjKd79+4s\nW7aMffv2ERsbi5+fH5cvX85UuAH06tWLhQsX0q1bNw4fPvzKfYu3S4Es3IKDg6lbty41a9ZkwYIF\nug6nyEtNTSUuXvMtgxdMjA1JTU3JtziqVq3KmQsX8Jw4kdkJCXQ6eZJPrl6l1HvvceLcOXr27Jlv\nx9YF+Wta+yTn2qernI8YOZztIRtISIrPcn1KajKGRoYs/3MeW4PWZyjQHsfHsGX/WooXL07wCc23\nLBVFYe/xvxj0ycBXxtOrVy/GjBnDrFmzsLW15ezZswQGBlK8eHF1m5f74/Xt25dZs2bRuXNnTpw4\nkZOPLN4SBXI4kMaNGzNv3jwqV65Mx44dCQkJyTCHoQwHol3Hjh3D0/Ndws9NRKXSXOsP/GwD9s16\nMHr0aC1G9/YKCgqSW3daJjnXPm3m/OVzh6IofD5sOHsC9vOJ11iqWdVSt7t59xq/bJmNvUMDvpgw\nnglffMmBAweoWaUuz56lce32ZTw8utOz1/v06d2XSYNmZtj+xf43713DicvBnD13Rh4mKCKK5JRX\njx8/xtXVldOnTwMwfPhwOnbsSOfOndVtpHDTLkVRaNSwHlMmtaJTx3pZtrl3/wmNHGcSHn5dJgoX\nQhRI/z13KIrCvLnz+PHHmZQ0KU35MpWIjo3iYWwUo0aPYvz4ceo/ViMiIggLC0OlUmFvb0+ZMs8H\n5PX392fQwI9p2bgtrRu3p4RJKW7du8ae0K0kpj5h995ArKysdPJ5hfYVycJtz549LFu2jHXr1gGw\nePFiIiIi+Oabb9RtpHDTvp07dzKgf2+2bPChUYOMv4QeRMfj8f4KOnf5kClTvtGwByGE0C1N5460\ntDRCQkKIiorCwsICZ2fnXF0hi4iIYMmSpWz6YxPxCfFUtqnMJ4M/xtvbWwbILWJkAF5RYBgbGzN/\nwWI6eQzCuWUNunSujZGhAQcP32CD/2mGDBmGr+9UXYf5VpHbdtonOde+gpBzAwODN4rB0tKSqVOn\nMHXqlLwLSggNClzh1qxZM8aNG6d+HxYWluVTNT4+PuqplszMzGjUqJH6B+9FZ1d5n3fvz5w5w8iR\nI3F3d+frr7/mtw2nKGNhjq1tG5Yu/Zxy5cqpO84WhHjfhvcvFJR45L28z4/3Z86c0erxhMhvL75z\nQUFB3LhxI8/3X+BulcK/DyfY2Njg7u4uDycIIYR4Y3LuEPmtyN4qnTt3Lp9++ilPnz5l+PDh0tld\nCCGEEIICOo6bi4sLFy9eJDw8nOHDh+s6HIGMb6ULknPtk5xrn+RciNwpkIWbEEIIIYTIrED2cXsV\n6acghBAit1733HH37l2WLlnKieMnnz+B2sYFHx8fzMzM8iFKUZhpo4+bXHETQghRpJ08eZIRw0fQ\ns0cvhg39nKNHj6IoCoqi8PVX/6NOrbrs2XyQUsnvUPxJWdYu3YiNtQ0rfl2RYT8xMTHcuXOH5ORk\n3XwQUSRI4SZyRPqhaJ/kXPsk59qny5xHR0fj3NqFTh3e5cKhG6RHGnMl9A7du3jh6NCCiV9OZOWy\n1Qzr+jWdm/XCrmpTGlZ3wLOFDwM7jGXsmPFs3LgRf39/HB1aYPmOFY3sGlPWohw+fX24dOlSruJR\nqVRcu3YtwzJfX1/69OkDPM+VtbW1el1qaiqenp60atWKuLg4jfutXbs24eHhmZZXqVKFvXv3Zli2\nYsUKWrdurX6/efNmPD09sbCwoGLFinTu3Jn4+IzzuwYFBaFSqZgxY0bOP6x4bQXyqVIhhBAiPyUl\nJdHWrR3m+hUZ0XVqhnmYne3c2XP6T2bNms0ozymUNC6VafvyZpXwaN6HTz7+FNPiJXGp34n3evVF\nX2VAfNITTlwMoYWjE5u3bHqjMeRenlj+ZSkpKXh5eZGcnMzu3bsxNjbOst3Vq1dJT0+nRo0aWe5b\n0/4BIiMjGTBgAJs2beL3338nPj6ebdu2ZWq3cuVKbG1tWbVqFePHj8/hJxOvSwo3kSMyeKX2Sc61\nT3KufbrK+dq1a0lLhA4unpmKF5WeilLG5lR/py5mJSw07iMu6TGqdAMGtBuNsZGJenkJ41K4NngX\n67LV8OzuxbXrV1+7P1xW/aKSkpLo1q0bBgYGbN++PdtptbZv355hru/c+PPPP2ncuDFubm4AmJub\nq6/+vZCQkIC/vz8BAQG4u7tz8uRJmjRp8lrHEzkjt0qFEEIUOQvn/0Sz6s4arzg9fBJF1Qo1s93H\n4bC9vNe8Z4ai7WXV36lDtYq1WbFixZuGq5aSkoK7uzsmJib8+eefr5wLdceOHa9duHXs2JHDhw8z\nduxYDh06xNOnTzO12bRpExUqVMDJyYkuXbqwcuXK1zqWyDkp3ESOSN8f7ZOca5/kXPt0lfPLV/6h\ncoXMtw9f0FcZkJqWonH944QYHsVHU8vKNtvj2Nk0Y93a9a8d53/FxcVx7Ngx+vbtS7FixbJtm5iY\nyIkTJ177qmblypUJCQkhKiqK9957j+rVqzNr1qwMbVauXEmPHj0A6NGjB+vXryctLe21jidyRgo3\nIYQQRY6BgQFpzzJfQXqhpmU9zl8/qXEIh+TUJEwMTTP0jcuKafGS2T448DJjY+NMHf/j4+MxNTVV\nvy9btizr16+nX79+BAYGZru/vXv30rJlS40FnomJSZbHMzH59wpi06ZNWbVqFY8ePWLu3Ll89dVX\n7Nu3D4Dbt28TFBSkLtzc3d1JTk5m+/btOfq84vVI4SZyRPr+aJ/kXPsk59qnq5w7O7sQdvO0xvXV\nKtUm5WkyZ6+FZrm+pElpniTGkvI0+6E/Hjy+j6WVVY5i6tChAwcPHsyw7ODBg7i7u2dY5uHhgZ+f\nH97e3tlesdyxYwfvvvturo/XqVOnTG319PTw9PSkZcuW6mOuXr2a9PR03n33XSpVqkTVqlVJTk6W\n26X5TAo3IYQQRc6o0SM5dmU/yamJWa5/mpaKYXEjAk5u5FDYngwFWnxSHCFhgRgZFefMtWMaj6Eo\nCmduHOHTwR/nKKbu3buzbNky9u3bR2xsLH5+fly+fDlT4QbQq1cvFi5cSLdu3Th8+HCW+wsICMi2\nf1v37t35448/2Lp1K3Fxcaxbt469e/fi6ekJwNatW/n999+JiYkhKSmJnTt3EhISon5AYeXKlfj6\n+nL27Fn1y9/fnx07dvDo0aMcfWaRe1K4iRyRvj/aJznXPsm59ukq523atMHTuzur9i/k7sNbGdbd\nj4lgbdBPdOzUjiPHjoBFIrM3T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+6,2010,1,20,2010-01-20,17:18:00,3,TX,48,2,3,0,0,1.5,0,32.4869,-94.1689,32.5182,-94.0432,7.63,1087,2,1,2,203,0,0,0 +7,2010,1,20,2010-01-20,17:19:00,3,TX,48,3,2,0,0,1,0,32.571,-95.8725,32.6481,-95.6284,15.17,100,1,1,1,467,0,0,0 +6,2010,1,20,2010-01-20,17:38:00,3,LA,22,2,3,0,0,0,0,32.5182,-94.0432,32.5506,-93.9127,7.93,1087,2,1,2,17,0,0,0 +8,2010,1,20,2010-01-20,17:48:00,3,LA,22,3,0,0,0,0,0,31.7667,-93.2623,31.8052,-93.1984,4.6,300,1,1,1,69,0,0,0 +9,2010,1,20,2010-01-20,18:01:00,3,MS,28,1,0,0,0,0.04,0,32.4755,-90.2386,32.482,-90.224,0.96,40,1,1,1,89,0,0,0 +10,2010,1,20,2010-01-20,18:20:00,3,TX,48,4,2,0,0,0.03,0,32.0649,-95.6903,32.0728,-95.6781,0.9,200,1,1,1,213,0,0,0 +11,2010,1,20,2010-01-20,18:22:00,3,TX,48,5,0,0,0,0.1,0,33.0531,-95.7142,33.0744,-95.6568,5.42,50,1,1,1,223,0,0,0 +12,2010,1,20,2010-01-20,18:23:00,3,TX,48,6,1,0,0,0.075,0,32.0872,-95.6296,32.1058,-95.5855,3,100,1,1,1,213,0,0,0 +13,2010,1,20,2010-01-20,18:35:00,3,TX,48,7,0,0,0,0.75,0,33.1321,-95.56,33.1496,-95.5496,1.35,50,1,1,1,223,0,0,0 +14,2010,1,20,2010-01-20,18:55:00,3,LA,22,4,1,0,0,0.1,0,30.6831,-90.393,30.6937,-90.368,1.66,150,1,1,1,105,0,0,0 +15,2010,1,20,2010-01-20,18:58:00,3,TX,48,8,0,0,0,0.2,0,32.1923,-95.3492,32.1983,-95.3249,1.48,75,1,1,1,423,0,0,0 +16,2010,1,20,2010-01-20,19:09:00,3,TX,48,9,1,0,0,0.04,0,32.24,-95.268,32.2448,-95.2624,0.47,75,1,1,1,423,0,0,0 +17,2010,1,20,2010-01-20,19:44:00,3,TX,48,10,1,0,0,0.3,0,32.6735,-94.5777,32.6753,-94.5729,0.31,50,1,1,1,203,0,0,0 +18,2010,1,21,2010-01-21,00:50:00,3,MS,28,2,2,0,0,0.5,0,31.8343,-90.3799,31.8612,-90.3272,3.61,500,1,1,1,29,0,0,0 +19,2010,1,21,2010-01-21,11:45:00,3,GA,13,1,0,0,0,0,0,30.5172,-82.0508,30.525,-82.04,0.84,200,1,1,1,49,0,0,0 +20,2010,1,21,2010-01-21,11:50:00,3,FL,12,1,0,0,0,0,0,30.5363,-82.0404,30.5374,-82.0382,0.15,100,1,1,1,89,0,0,0 +21,2010,1,21,2010-01-21,12:10:00,3,FL,12,2,0,0,0,0,0,30.56,-81.83,30.5615,-81.8285,0.14,100,1,1,1,89,0,0,0 +22,2010,1,21,2010-01-21,12:22:00,3,FL,12,3,1,0,0,3.5,0,29.9914,-82.1998,30.0125,-82.0459,8.71,400,1,1,1,7,19,0,0 +23,2010,1,21,2010-01-21,14:25:00,3,CA,6,4,0,0,0,0,0,34.2518,-119.195,34.2664,-119.175,1.51,67,1,1,1,111,0,0,0 +24,2010,1,21,2010-01-21,16:58:00,3,TN,47,1,0,0,0,0,0,35.2017,-85.8919,35.23,-85.83,2.46,300,1,1,1,51,115,0,0 +25,2010,1,21,2010-01-21,17:10:00,3,CA,6,5,0,0,0,3,0,33.5105,-114.745,33.6524,-114.565,14.26,100,1,1,1,65,0,0,0 +26,2010,1,21,2010-01-21,17:15:00,3,AL,1,1,2,1,0,0,0,34.7,-86.6398,34.76,-86.556,6.6,150,1,1,1,89,0,0,0 +27,2010,1,21,2010-01-21,17:48:00,3,TN,47,2,0,0,0,0,0,35.11,-85.69,35.11,-85.69,0.2,30,1,1,1,115,0,0,0 +28,2010,1,22,2010-01-22,06:38:00,3,FL,12,4,0,1,0,0,0,28.2537,-80.7246,28.2728,-80.6059,7.34,265,1,1,1,9,0,0,0 +29,2010,1,23,2010-01-23,14:54:00,3,CA,6,6,1,0,0,0.025,0,37.9132,-121.766,37.9003,-121.741,1.64,2,1,1,1,13,0,0,0 +30,2010,1,24,2010-01-24,15:40:00,3,TN,47,3,0,0,0,0.05,0,36.5505,-86.9132,36.6001,-86.8964,3.6,50,1,1,1,147,0,0,0 +31,2010,2,27,2010-02-27,18:45:00,3,CA,6,7,0,0,0,0,0,35.3,-119.27,35.3,-119.27,0.5,20,1,1,1,29,0,0,0 +32,2010,3,8,2010-03-08,17:20:00,3,OK,40,1,2,0,0,1,0,35.5635,-99.4618,35.6607,-99.3422,9.5,100,1,1,1,129,0,0,0 +33,2010,3,8,2010-03-08,18:16:00,3,OK,40,2,0,0,0,0,0,35.7413,-99.19,35.7413,-99.19,0.1,10,1,1,1,39,0,0,0 +34,2010,3,8,2010-03-08,18:25:00,3,CA,6,8,0,0,0,0.05,0,39.73,-122.55,39.73,-122.55,0.25,20,1,1,1,21,0,0,0 +35,2010,3,10,2010-03-10,16:17:00,3,AR,5,1,0,0,0,0,0,33.912,-93.6997,33.9323,-93.6663,2.37,50,1,1,1,57,0,0,0 +36,2010,3,10,2010-03-10,18:26:00,3,AR,5,2,1,0,0,0.875,0,34.5898,-92.6561,34.6592,-92.5893,6.12,400,1,1,1,125,0,0,0 +37,2010,3,10,2010-03-10,20:19:00,3,AR,5,3,1,2,0,0.95,0,35.2398,-91.9072,35.3731,-91.7384,13.24,400,1,1,1,145,0,0,0 +38,2010,3,10,2010-03-10,20:53:00,3,AR,5,4,1,0,0,0.05,0,35.4438,-91.7018,35.4832,-91.6833,2.91,100,1,1,1,145,0,0,0 +39,2010,3,10,2010-03-10,21:09:00,3,AR,5,5,2,3,1,0.25,0,35.3969,-92.1422,35.4429,-92.1192,3.43,300,1,1,1,23,0,0,0 +40,2010,3,10,2010-03-10,21:30:00,3,AR,5,6,1,0,0,1.2,0,35.6273,-91.53,35.6401,-91.5261,0.91,100,1,1,1,63,0,0,0 +41,2010,3,10,2010-03-10,22:25:00,3,MO,29,1,1,0,0,0,0,38.4397,-92.0278,38.5228,-91.9672,6.61,60,1,1,1,151,0,0,0 +42,2010,3,10,2010-03-10,22:34:00,3,MO,29,2,0,0,0,0,0,38.6639,-91.925,38.675,-91.9217,0.79,40,1,1,1,27,0,0,0 +43,2010,3,10,2010-03-10,22:36:00,3,MO,29,3,0,0,0,0,0,38.6892,-91.8983,38.7428,-91.8942,3.71,40,1,1,1,27,0,0,0 +44,2010,3,10,2010-03-10,23:30:00,3,MO,29,4,1,1,0,0.2,0,36.5925,-90.7902,36.6066,-90.7705,1.47,180,1,1,1,181,0,0,0 +45,2010,3,11,2010-03-11,03:05:00,3,MS,28,3,1,0,0,0.1,0.2,32.4158,-89.5848,32.4707,-89.5221,5.27,400,1,1,1,123,0,0,0 +46,2010,3,11,2010-03-11,03:09:00,3,MS,28,4,1,0,0,0.05,0.1,32.4469,-89.5609,32.4614,-89.5463,1.31,250,1,1,1,123,0,0,0 +47,2010,3,11,2010-03-11,13:23:00,3,FL,12,5,0,0,0,0,0,28.7309,-82.5822,28.7314,-82.5575,1.5,30,1,1,1,17,0,0,0 +48,2010,3,11,2010-03-11,15:50:00,3,FL,12,6,0,0,0,0.002,0,28.08,-81.78,28.0807,-81.7742,0.36,20,1,1,1,105,0,0,0 +49,2010,3,11,2010-03-11,15:53:00,3,FL,12,7,1,0,0,0.2,0,28.069,-81.559,28.071,-81.536,1.41,70,1,1,1,105,0,0,0 +50,2010,3,12,2010-03-12,15:48:00,3,GA,13,2,0,0,0,0.05,0,32.23,-83.75,32.2318,-83.724,1.53,100,1,1,1,93,0,0,0 +51,2010,3,25,2010-03-25,16:40:00,3,AL,1,2,1,0,0,0.05,0,34.36,-87.085,34.372,-87.037,2.86,50,1,1,1,103,0,0,0 +52,2010,3,25,2010-03-25,18:02:00,3,AL,1,3,1,0,0,0.17,0,33.2391,-86.867,33.2538,-86.823,2.74,100,1,1,1,117,0,0,0 +53,2010,3,25,2010-03-25,18:59:00,3,AL,1,4,1,0,0,0.035,0,32.8472,-86.6814,32.8553,-86.6351,2.75,200,1,1,1,21,0,0,0 +54,2010,3,28,2010-03-28,15:06:00,3,SC,45,1,1,0,0,0,0.013,33.633,-82.119,33.762,-81.947,13.35,110,1,1,1,65,37,0,0 +55,2010,3,28,2010-03-28,15:37:00,3,NC,37,1,1,0,0,1.1,0,35.2346,-81.0166,35.2363,-81.0155,0.13,100,1,1,1,71,0,0,0 +56,2010,3,28,2010-03-28,16:00:00,3,FL,12,8,0,0,0,0.005,0,28.119,-80.7135,28.1335,-80.6793,2.31,200,1,1,1,9,0,0,0 +57,2010,3,28,2010-03-28,16:46:00,3,NC,37,2,2,5,0,1.75,0,35.691,-80.431,35.7351,-80.3638,5,200,1,1,1,159,57,0,0 +58,2010,3,28,2010-03-28,17:15:00,3,NC,37,3,3,0,0,10.75,0,35.9616,-80.0785,36.0447,-80.002,4.29,250,1,1,1,57,81,0,0 +59,2010,3,28,2010-03-28,20:02:00,3,VA,51,1,0,0,0,0.015,0,36.578,-79.003,36.579,-78.999,0.23,100,1,1,1,83,0,0,0 +60,2010,3,28,2010-03-28,20:24:00,3,SC,45,2,2,0,0,0.25,0.02,33.629,-82.042,33.6458,-82.0057,2.39,440,1,1,1,37,0,0,0 +61,2010,3,28,2010-03-28,21:25:00,3,SC,45,3,2,1,0,1,0.01,33.9932,-81.5013,34.0402,-81.4347,5.01,440,1,1,1,63,0,0,0 +62,2010,3,28,2010-03-28,21:55:00,3,NC,37,4,1,0,0,0.25,0,36.2677,-78.9007,36.3111,-78.8518,4.05,75,1,1,1,145,0,0,0 +63,2010,3,28,2010-03-28,22:03:00,3,SC,45,4,0,0,0,0,0.004,34.26,-81.18,34.2768,-81.1514,2,60,1,1,1,39,0,0,0 +64,2010,3,29,2010-03-29,06:26:00,3,FL,12,9,0,0,0,0.08,0,26.1716,-80.1662,26.1812,-80.1285,2.43,100,1,1,1,11,0,0,0 +65,2010,4,4,2010-04-04,18:00:00,3,MO,29,5,0,0,0,0,0,39.32,-92.67,39.3221,-92.6251,2.41,25,1,1,1,175,0,0,0 +66,2010,4,5,2010-04-05,15:14:00,3,IL,17,1,0,0,0,0,0,39.1452,-89.5238,39.1462,-89.5206,0.18,10,1,1,1,135,0,0,0 +67,2010,4,7,2010-04-07,15:28:00,3,IL,17,2,0,0,0,0.005,0,37.7648,-89.5304,37.7827,-89.5044,1.88,50,1,1,1,77,0,0,0 +68,2010,4,8,2010-04-08,03:42:00,3,AL,1,5,0,0,0,0.015,0,34.0884,-86.5937,34.091,-86.592,0.2,50,1,1,1,9,0,0,0 +69,2010,4,8,2010-04-08,06:15:00,3,AL,1,6,0,0,0,0,0,31.1683,-88.0412,31.1696,-88.04,0.11,100,1,1,1,129,0,0,0 +70,2010,4,8,2010-04-08,11:10:00,3,AL,1,7,0,0,0,0,0,31.2893,-86.0359,31.2893,-86.0359,3,75,1,1,1,31,0,0,0 +71,2010,4,8,2010-04-08,12:38:00,3,FL,12,10,0,0,0,0,0,30.5131,-84.6022,30.5131,-84.6022,1,75,1,1,1,39,0,0,0 +72,2010,4,8,2010-04-08,14:50:00,3,GA,13,3,1,0,0,0.218,0,33.7713,-83.5032,33.7842,-83.474,1.77,50,1,1,1,211,0,0,0 +73,2010,4,8,2010-04-08,15:01:00,3,SC,45,5,0,0,0,0.005,0,34.517,-82.987,34.519,-82.975,0.7,30,1,1,1,73,0,0,0 +74,2010,4,8,2010-04-08,15:26:00,3,SC,45,6,1,0,0,0.1,0,34.623,-82.718,34.648,-82.699,2.04,75,1,1,1,7,0,0,0 +75,2010,4,8,2010-04-08,21:11:00,3,SC,45,7,0,0,0,0.04,0,32.24,-80.9,32.24,-80.9,0.15,20,1,1,1,13,0,0,0 +76,2010,4,12,2010-04-12,16:06:00,3,FL,12,11,0,0,0,0,0,26.6861,-80.6596,26.6861,-80.6596,0.01,1,1,1,1,99,0,0,0 +77,2010,4,13,2010-04-13,18:59:00,3,CO,8,1,0,0,0,0,0,39.1706,-102.534,39.1706,-102.534,0.5,10,1,1,1,63,0,0,0 +78,2010,4,17,2010-04-17,16:15:00,3,TX,48,11,0,0,0,0.005,0,27.5211,-97.9681,27.5137,-97.9684,0.51,50,1,1,1,273,0,0,0 +79,2010,4,20,2010-04-20,18:04:00,3,TX,48,12,0,0,0,0,0,35.18,-102.123,35.1893,-102.108,1.05,50,1,1,1,375,0,0,0 +80,2010,4,20,2010-04-20,18:47:00,3,TX,48,13,0,0,0,0,0,34.9807,-102.062,34.9899,-102.051,0.9,50,1,1,1,381,0,0,0 +81,2010,4,21,2010-04-21,17:09:00,3,CO,8,2,0,0,0,0,0,37.4169,-103.929,37.4077,-103.881,2.7,50,1,1,1,71,0,0,0 +82,2010,4,22,2010-04-22,13:05:00,3,CO,8,3,0,0,0,0,0,37.9883,-103.15,38.0477,-103.108,4.69,100,1,1,1,11,0,0,0 +83,2010,4,22,2010-04-22,13:08:00,3,CO,8,4,0,0,0,0,0,38.0102,-103.154,38.0416,-103.133,2.45,50,1,1,1,11,0,0,0 +84,2010,4,22,2010-04-22,13:35:00,3,CO,8,5,0,0,0,0,0,38.172,-102.973,38.1803,-102.97,0.59,50,1,1,1,11,0,0,0 +85,2010,4,22,2010-04-22,13:48:00,3,CO,8,6,0,0,0,0,0,38.2025,-102.961,38.2296,-102.953,1.92,150,1,1,1,11,0,0,0 +86,2010,4,22,2010-04-22,13:57:00,3,CO,8,7,0,0,0,0,0,38.2514,-102.943,38.2592,-102.939,0.58,50,1,1,1,11,0,0,0 +87,2010,4,22,2010-04-22,14:22:00,3,CO,8,8,0,0,0,0,0,38.2938,-102.91,38.341,-102.896,3.35,50,1,1,1,61,0,0,0 +88,2010,4,22,2010-04-22,14:29:00,3,CO,8,9,1,0,0,0.001,0,38.3555,-102.882,38.4583,-102.859,7.22,200,1,1,1,61,0,0,0 +89,2010,4,22,2010-04-22,14:36:00,3,CO,8,10,0,0,0,0,0,38.3653,-102.831,38.3705,-102.83,0.36,50,1,1,1,61,0,0,0 +90,2010,4,22,2010-04-22,14:45:00,3,CO,8,11,0,0,0,0,0,38.4238,-102.823,38.4595,-102.81,2.56,50,1,1,1,61,0,0,0 +91,2010,4,22,2010-04-22,14:55:00,3,CO,8,12,0,0,0,0,0,38.4581,-102.794,38.4685,-102.792,0.73,25,1,1,1,61,0,0,0 +92,2010,4,22,2010-04-22,14:56:00,3,CO,8,13,0,0,0,0,0,38.4442,-102.771,38.4636,-102.767,1.36,50,1,1,1,61,0,0,0 +93,2010,4,22,2010-04-22,15:00:00,3,CO,8,14,0,0,0,0,0,38.4856,-102.761,38.5027,-102.76,1.18,75,1,1,1,61,0,0,0 +94,2010,4,22,2010-04-22,15:12:00,3,CO,8,15,0,0,0,0,0,38.581,-102.829,38.5983,-102.831,1.2,50,1,1,1,61,0,0,0 +95,2010,4,22,2010-04-22,15:28:00,3,CO,8,16,0,0,0,0,0,39.52,-104.16,39.52,-104.16,0.1,50,1,1,1,39,0,0,0 +96,2010,4,22,2010-04-22,15:38:00,3,CO,8,17,0,0,0,0,0,39.9,-104.08,39.9,-104.08,0.1,50,1,1,1,1,0,0,0 +97,2010,4,22,2010-04-22,15:48:00,3,KS,20,1,1,0,0,0.18,0,37.8838,-101.432,37.9576,-101.297,9.4,1760,1,1,1,93,0,0,0 +98,2010,4,22,2010-04-22,15:59:00,3,TX,48,14,0,0,0,0,0,35.0812,-101.137,35.0879,-101.106,1.83,50,1,1,1,11,0,0,0 +99,2010,4,22,2010-04-22,16:04:00,3,KS,20,2,0,0,0,0,0,37.9607,-101.325,38.0209,-101.277,4.9,440,1,1,1,93,0,0,0 +100,2010,4,22,2010-04-22,16:10:00,3,TX,48,15,0,0,0,0,0,35.16,-100.98,35.1589,-100.887,5.24,100,1,1,1,129,0,0,0 +101,2010,4,22,2010-04-22,16:20:00,3,TX,48,16,1,0,0,0.003,0,34.9866,-101.2,35.1119,-101.1,10.34,100,1,1,1,11,0,0,0 +102,2010,4,22,2010-04-22,16:24:00,3,CO,8,18,0,0,0,0,0,38.8904,-102.695,38.9223,-102.68,2.33,75,1,1,1,17,0,0,0 +103,2010,4,22,2010-04-22,16:32:00,3,KS,20,3,0,0,0,0,0,38.0391,-101.215,38.0744,-101.197,2.61,150,1,1,1,93,0,0,0 +104,2010,4,22,2010-04-22,16:38:00,3,TX,48,17,0,0,0,0,0,35.22,-100.85,35.2225,-100.842,0.49,25,1,1,1,179,0,0,0 +105,2010,4,22,2010-04-22,16:40:00,3,CO,8,19,0,0,0,0,0,38.7515,-102.833,38.7662,-102.817,1.35,50,1,1,1,17,0,0,0 +106,2010,4,22,2010-04-22,16:51:00,3,OK,40,3,0,0,0,0,0,36.5,-100.82,36.501,-100.816,0.23,25,1,1,1,7,0,0,0 +107,2010,4,22,2010-04-22,17:07:00,3,TX,48,18,0,0,0,0,0,35.16,-100.98,35.1618,-100.97,0.59,25,1,1,1,129,0,0,0 +108,2010,4,22,2010-04-22,17:10:00,3,KS,20,4,1,0,0,0.0008,0,38.2147,-101.089,38.2611,-101.043,2.69,880,1,1,1,55,0,0,0 +109,2010,4,22,2010-04-22,17:12:00,3,CO,8,20,0,0,0,0,0,38.8683,-102.662,38.8803,-102.617,2.59,75,1,1,1,17,0,0,0 +110,2010,4,22,2010-04-22,17:17:00,3,KS,20,5,0,0,0,0,0,38.2255,-101.056,38.2385,-101.052,0.93,75,1,1,1,55,0,0,0 +111,2010,4,22,2010-04-22,17:27:00,3,KS,20,6,0,0,0,0,0,38.2706,-101.036,38.3185,-101.041,3.32,440,1,1,1,171,0,0,0 +112,2010,4,22,2010-04-22,17:30:00,3,TX,48,19,0,0,0,0,0,35.26,-100.8,35.2958,-100.648,4.01,440,1,1,1,179,0,0,0 +113,2010,4,22,2010-04-22,17:39:00,3,KS,20,7,0,0,0,0,0,38.1258,-101.295,38.1587,-101.267,2.72,200,1,1,1,93,0,0,0 +114,2010,4,22,2010-04-22,17:40:00,3,TX,48,20,0,0,0,0,0,35.4909,-100.639,35.49,-100.56,4.47,100,1,1,1,179,0,0,0 +115,2010,4,22,2010-04-22,17:52:00,3,CO,8,21,0,0,0,0,0,39.0071,-102.535,39.0192,-102.522,1.07,25,1,1,1,17,0,0,0 +116,2010,4,22,2010-04-22,18:05:00,3,CO,8,22,0,0,0,0,0,39.0222,-102.496,39.0365,-102.477,1.42,25,1,1,1,17,0,0,0 +117,2010,4,22,2010-04-22,18:06:00,3,KS,20,8,1,0,0,0.21,0,38.389,-100.965,38.4527,-100.871,7.2,440,1,1,1,171,0,0,0 +118,2010,4,22,2010-04-22,18:20:00,3,TX,48,21,2,0,0,0.1,0,34.153,-100.664,34.1905,-100.5,9,1300,1,1,1,345,101,0,0 +119,2010,4,22,2010-04-22,18:40:00,3,KS,20,9,0,0,0,0,0,38.5157,-100.717,38.5324,-100.702,1.4,150,1,1,1,171,0,0,0 +120,2010,4,22,2010-04-22,18:46:00,3,TX,48,22,3,0,0,0.3,0,34.1688,-100.512,34.2615,-100.329,12.25,975,1,1,1,101,0,0,0 +121,2010,4,22,2010-04-22,18:57:00,3,KS,20,10,0,0,0,0,0,38.5569,-100.598,38.6014,-100.562,3.7,150,1,1,1,101,0,0,0 +122,2010,4,22,2010-04-22,20:05:00,3,TX,48,23,0,0,0,0,0,34.15,-100.22,34.1934,-100.15,5,150,1,1,1,101,0,0,0 +123,2010,4,22,2010-04-22,20:21:00,3,KS,20,11,0,0,0,0,0,38.8387,-100.361,38.8443,-100.355,0.52,10,1,1,1,63,0,0,0 +124,2010,4,23,2010-04-23,11:17:00,3,CO,8,23,0,0,0,0,0,39.34,-103.42,39.34,-103.42,0.1,50,1,1,1,73,0,0,0 +125,2010,4,23,2010-04-23,14:48:00,3,MS,28,5,1,0,0,0.05,0,33.3366,-90.4158,33.3349,-90.3813,2,50,1,1,1,83,0,0,0 +126,2010,4,23,2010-04-23,17:40:00,3,MO,29,6,0,0,0,0,0,38.857,-91.2067,38.8581,-91.2055,0.1,10,1,1,1,219,0,0,0 +127,2010,4,23,2010-04-23,18:11:00,3,MO,29,7,0,0,0,0,0,38.9051,-91.1803,38.9065,-91.1791,0.12,10,1,1,1,219,0,0,0 +128,2010,4,23,2010-04-23,18:29:00,3,MO,29,8,0,0,0,0,0,38.97,-91.1486,38.9725,-91.1464,0.21,20,1,1,1,113,0,0,0 +129,2010,4,23,2010-04-23,18:34:00,3,TX,48,24,0,0,0,0,0,33.0808,-94.2455,33.0971,-94.1649,4.8,50,1,1,1,67,0,0,0 +130,2010,4,23,2010-04-23,18:44:00,3,TX,48,25,0,0,0,0.03,0,33.1541,-94.1611,33.2618,-93.8847,17.62,100,2,0,1,0,0,0,0 +130,2010,4,23,2010-04-23,18:44:00,3,TX,48,25,0,0,0,0.005,0,33.1541,-94.1611,33.2003,-94.0429,7.54,100,2,1,2,67,0,0,0 +131,2010,4,23,2010-04-23,18:48:00,3,MO,29,9,0,0,0,0,0,39.0993,-91.1096,39.1006,-91.1083,0.11,10,1,1,1,113,0,0,0 +130,2010,4,23,2010-04-23,18:55:00,3,AR,5,7,0,0,0,0.025,0,33.2003,-94.0429,33.2618,-93.8847,10.08,100,2,1,2,91,0,0,0 +132,2010,4,23,2010-04-23,19:14:00,3,MO,29,10,0,0,0,0,0,39.1583,-91.0586,39.1598,-91.0571,0.14,10,1,1,1,113,0,0,0 +133,2010,4,24,2010-04-24,00:44:00,3,TX,48,26,1,0,0,0.05,0,32.3699,-96.1034,32.3719,-96.1021,0.16,30,1,1,1,257,0,0,0 +134,2010,4,24,2010-04-24,01:31:00,3,TX,48,27,0,3,0,0.075,0,32.818,-95.451,32.854,-95.392,4.23,100,1,1,1,499,0,0,0 +135,2010,4,24,2010-04-24,01:45:00,3,TX,48,28,0,0,0,0.01,0,32.938,-95.2291,32.9505,-95.2054,1.62,70,1,1,1,499,0,0,0 +136,2010,4,24,2010-04-24,05:57:00,3,LA,22,5,0,0,0,0,0,32.92,-92.36,32.924,-92.352,0.54,70,1,1,1,111,0,0,0 +137,2010,4,24,2010-04-24,07:43:00,3,MS,28,6,1,0,0,0.04,0,31.9379,-89.6386,32.0333,-89.495,10.69,50,1,1,1,129,0,0,0 +138,2010,4,24,2010-04-24,08:22:00,3,MS,28,7,2,0,0,1.25,1,32.1575,-89.1141,32.3058,-88.7646,22.89,1056,1,1,1,61,101,75,0 +139,2010,4,24,2010-04-24,09:44:00,3,AL,1,8,0,0,0,0,0,32.3645,-88.2842,32.3645,-88.2842,0.08,30,1,1,1,119,0,0,0 +140,2010,4,24,2010-04-24,10:09:00,3,LA,22,6,4,146,10,386.035,23.52,32.4032,-91.2993,33.4336,-89.0449,148.97,3080,2,0,1,0,0,0,0 +140,2010,4,24,2010-04-24,10:09:00,3,LA,22,6,3,16,0,35,1,32.4032,-91.2993,32.4952,-91.1177,12.35,1500,2,1,2,65,0,0,0 +141,2010,4,24,2010-04-24,10:19:00,3,AL,1,9,1,2,0,0.17,0,32.5248,-87.8399,32.6236,-87.7636,8.15,200,1,1,1,91,63,65,0 +142,2010,4,24,2010-04-24,10:20:00,3,MS,28,9,0,0,0,0.025,0,34.4849,-88.9644,34.4854,-88.9636,0.06,30,1,1,1,145,0,0,0 +140,2010,4,24,2010-04-24,10:25:00,3,MS,28,8,4,130,10,351.035,22.52,32.4952,-91.1177,33.4336,-89.0449,136.62,3080,2,1,2,149,55,125,163 +140,2010,4,24,2010-04-24,10:25:00,3,MS,28,8,4,0,0,0,0,0,0,0,0,0,0,2,0,-9,51,7,19,105 +143,2010,4,24,2010-04-24,10:50:00,3,AL,1,10,0,0,0,0.06,0,32.7628,-87.5461,32.8335,-87.4912,5.83,100,1,1,1,65,0,0,0 +144,2010,4,24,2010-04-24,11:37:00,3,MO,29,11,0,0,0,0,0,40.36,-94.9,40.36,-94.8989,0.06,25,1,1,1,147,0,0,0 +145,2010,4,24,2010-04-24,11:40:00,3,MO,29,12,0,0,0,0,0,40.44,-94.84,40.4407,-94.8381,0.11,25,1,1,1,147,0,0,0 +146,2010,4,24,2010-04-24,12:40:00,3,MO,29,13,0,0,0,0.02,0,36.5847,-93.3165,36.5878,-93.3082,0.51,70,1,1,1,213,0,0,0 +147,2010,4,24,2010-04-24,13:05:00,3,AR,5,8,0,0,0,0.003,0,35.8582,-90.1086,35.8849,-90.0896,2.13,50,1,1,1,93,0,0,0 +148,2010,4,24,2010-04-24,13:09:00,3,MS,28,10,2,0,0,0.65,0,33.5302,-88.8531,33.5638,-88.7388,6.98,800,1,1,1,105,0,0,0 +149,2010,4,24,2010-04-24,13:28:00,3,MS,28,11,2,0,0,0.08,0,33.6349,-88.6019,33.6448,-88.5716,1.87,300,1,1,1,25,0,0,0 +150,2010,4,24,2010-04-24,13:40:00,3,MS,28,12,1,1,0,0.35,0,33.7387,-88.4347,33.7916,-88.3409,6.51,150,1,1,1,95,0,0,0 +151,2010,4,24,2010-04-24,15:23:00,3,KY,21,1,0,0,0,0.004,0,36.7595,-87.3756,36.78,-87.35,2,40,1,1,1,47,0,0,0 +152,2010,4,24,2010-04-24,15:25:00,3,MO,29,14,0,0,0,0,0,38.5906,-90.4392,38.5986,-90.4439,0.61,300,1,1,1,189,0,0,0 +153,2010,4,24,2010-04-24,15:26:00,3,TN,47,4,1,0,0,1.085,0,35.684,-88.1386,35.882,-87.754,25.64,400,1,1,1,39,135,85,0 +154,2010,4,24,2010-04-24,15:27:00,3,AL,1,11,0,0,0,0.105,0,33.9491,-87.8591,34.0201,-87.7683,7.15,200,1,1,1,93,0,0,0 +155,2010,4,24,2010-04-24,15:30:00,3,MO,29,15,0,0,0,0,0,38.6648,-90.3403,38.7162,-90.3872,4.36,325,1,1,1,189,0,0,0 +156,2010,4,24,2010-04-24,16:40:00,3,KY,21,2,1,0,0,0.03,0,37.2972,-86.3676,37.296,-86.3499,1.1,50,1,1,1,61,0,0,0 +157,2010,4,24,2010-04-24,17:15:00,3,TN,47,5,1,0,0,0.03,0,35.6478,-87.5184,35.6674,-87.4962,1.84,100,1,1,1,81,0,0,0 +158,2010,4,24,2010-04-24,17:57:00,3,AL,1,12,2,0,0,0,0,34.1036,-86.8062,34.1481,-86.7213,5.75,300,1,1,1,43,0,0,0 +159,2010,4,24,2010-04-24,18:25:00,3,KY,21,3,1,0,0,0,0,37.8628,-84.8352,37.885,-84.8258,1.75,50,1,1,1,167,0,0,0 +160,2010,4,24,2010-04-24,18:32:00,3,MS,28,13,1,0,0,0.45,0,32.5731,-88.8309,32.6047,-88.7676,4.32,100,1,1,1,75,69,0,0 +161,2010,4,24,2010-04-24,18:42:00,3,TN,47,6,0,0,0,0.016,0,36.534,-86.19,36.554,-86.179,1.51,50,1,1,1,111,0,0,0 +162,2010,4,24,2010-04-24,19:06:00,3,AL,1,13,1,0,0,0.077,0,33.6024,-87.6769,33.6494,-87.5778,6.56,200,1,1,1,57,0,0,0 +163,2010,4,24,2010-04-24,19:21:00,3,AL,1,14,1,0,0,0.075,0,33.6794,-87.5386,33.7182,-87.474,4.59,400,1,1,1,57,127,0,0 +164,2010,4,24,2010-04-24,20:59:00,3,AL,1,15,3,35,0,14.05,0,34.1917,-86.4146,34.3181,-86.1085,18.61,1320,1,1,1,9,95,0,0 +165,2010,4,24,2010-04-24,21:01:00,3,AL,1,16,3,0,0,0.658,0,33.7336,-87.2864,33.8532,-86.7931,29.64,400,1,1,1,127,73,9,0 +166,2010,4,24,2010-04-24,21:35:00,3,AL,1,17,3,10,0,3,0,34.3181,-86.1085,34.4558,-85.7752,21.25,1320,1,1,1,49,0,0,0 +167,2010,4,24,2010-04-24,22:25:00,3,AL,1,18,3,0,0,2.7,0,34.5256,-85.5888,34.5678,-85.3433,14.35,440,2,0,1,0,0,0,0 +167,2010,4,24,2010-04-24,22:25:00,3,AL,1,18,3,0,0,1.5,0,34.5256,-85.5888,34.5474,-85.5183,4.29,440,2,1,2,49,0,0,0 +167,2010,4,24,2010-04-24,22:33:00,3,GA,13,4,1,0,0,1.2,0,34.5474,-85.5183,34.5678,-85.3433,10.06,300,2,1,2,55,0,0,0 +168,2010,4,24,2010-04-24,23:01:00,3,AL,1,19,4,5,0,3,0,34.3439,-85.7105,34.2203,-85.9602,16.62,880,1,1,1,49,0,0,0 +169,2010,4,24,2010-04-24,23:50:00,3,TN,47,7,2,0,0,0.075,0,35.5689,-84.2829,35.62,-84.14,14,100,1,1,1,123,105,9,0 +170,2010,4,25,2010-04-25,00:05:00,3,TN,47,8,0,0,0,0.02,0,35.0638,-84.4753,35.0683,-84.454,1.24,30,1,1,1,139,0,0,0 +171,2010,4,25,2010-04-25,01:00:00,3,NC,37,5,1,0,0,0.02,0,35.08,-83.82,35.08,-83.82,1.5,60,1,1,1,43,0,0,0 +172,2010,4,25,2010-04-25,17:40:00,3,SC,45,8,2,3,0,0.75,0,34.267,-80.029,34.267,-80.018,0.63,50,1,1,1,31,0,0,0 +173,2010,4,25,2010-04-25,17:45:00,3,SC,45,9,2,0,0,6.25,0,34.283,-79.907,34.293,-79.856,2.99,75,1,1,1,31,0,0,0 +174,2010,4,25,2010-04-25,17:59:00,3,NC,37,6,0,0,0,0.25,0.025,35.8303,-78.3232,35.845,-78.2565,3.87,75,1,1,1,183,0,0,0 +175,2010,4,25,2010-04-25,18:08:00,3,SC,45,10,1,0,0,0.025,0,34.303,-79.769,34.303,-79.768,0.06,50,1,1,1,31,0,0,0 +176,2010,4,26,2010-04-26,10:45:00,3,FL,12,12,0,0,0,0.015,0,25.1416,-80.4019,25.1414,-80.3993,0.1,50,1,1,1,87,0,0,0 +177,2010,4,29,2010-04-29,18:12:00,3,KS,20,12,0,0,0,0,0,39.8832,-97.0304,39.8921,-97.0141,0.96,25,1,1,1,201,0,0,0 +178,2010,4,29,2010-04-29,19:22:00,3,NE,31,1,1,0,0,0.65,0,40.1,-96.9962,40.1369,-96.9705,2.89,300,1,1,1,95,0,0,0 +179,2010,4,30,2010-04-30,16:49:00,3,AR,5,9,1,0,0,0.04,0.01,36.4877,-92.6096,36.5909,-92.3761,16,440,2,0,1,0,0,0,0 +179,2010,4,30,2010-04-30,16:49:00,3,AR,5,9,1,0,0,0.04,0,36.4877,-92.6096,36.5,-92.59,1.38,100,2,1,2,89,0,0,0 +180,2010,4,30,2010-04-30,16:50:00,3,MI,26,1,0,0,0,0.015,0,46.1124,-88.6579,46.1124,-88.6579,0.4,100,1,1,1,71,0,0,0 +179,2010,4,30,2010-04-30,16:52:00,3,MO,29,16,1,0,0,0,0.01,36.4978,-92.5886,36.5909,-92.3761,14.62,440,2,1,2,153,0,0,0 +181,2010,4,30,2010-04-30,17:12:00,3,MO,29,17,1,0,0,0.08,0,36.5821,-92.3718,36.616,-92.3196,3.72,440,1,1,1,153,0,0,0 +182,2010,4,30,2010-04-30,17:14:00,3,MO,29,18,0,0,0,0,0.001,36.5855,-92.3592,36.5905,-92.3458,0.82,100,1,1,1,153,0,0,0 +183,2010,4,30,2010-04-30,17:24:00,3,MO,29,19,1,0,0,0.875,0.025,36.6379,-92.2898,36.7634,-92.166,11.05,1320,1,1,1,153,0,0,0 +184,2010,4,30,2010-04-30,17:50:00,3,MO,29,20,1,0,0,0,0,37.809,-91.5091,37.8248,-91.4798,1.94,100,1,1,1,55,0,0,0 +185,2010,4,30,2010-04-30,17:56:00,3,AR,5,10,3,15,1,4.1,0,35.4173,-92.765,35.6205,-92.5049,20.28,700,1,1,1,29,141,0,0 +186,2010,4,30,2010-04-30,18:00:00,3,WI,55,1,1,0,0,0.13,0,43.9245,-88.9129,43.9482,-88.89,2,100,1,1,1,47,0,0,0 +187,2010,4,30,2010-04-30,18:05:00,3,MO,29,21,1,0,0,0.75,0.025,36.9447,-91.9653,36.9751,-91.9334,2.74,1320,1,1,1,91,0,0,0 +188,2010,4,30,2010-04-30,18:15:00,3,WI,55,2,0,0,0,0,0,43.7274,-89.3048,43.775,-89.142,9.12,50,1,1,1,77,47,0,0 +189,2010,4,30,2010-04-30,18:15:00,3,WI,55,3,0,0,0,0,0,43.7107,-89.2801,43.7956,-89.176,6.33,50,1,1,1,77,47,77,0 +190,2010,4,30,2010-04-30,18:46:00,3,AR,5,11,1,0,0,0.04,0,34.3929,-92.5105,34.4203,-92.4747,2.78,75,1,1,1,53,0,0,0 +191,2010,4,30,2010-04-30,18:48:00,3,AR,5,12,1,0,0,0.165,0,35.7114,-92.3951,35.7999,-92.2839,8.87,150,1,1,1,141,137,0,0 +192,2010,4,30,2010-04-30,18:55:00,3,AR,5,13,2,0,0,1.91,0,35.3549,-92.6427,35.4351,-92.4603,11.77,200,1,1,1,29,141,0,0 +193,2010,4,30,2010-04-30,18:59:00,3,AR,5,14,2,8,0,4.26,0,34.4668,-92.4234,34.6696,-92.2257,17.99,550,1,1,1,125,53,125,119 +194,2010,4,30,2010-04-30,19:08:00,3,MO,29,22,1,0,0,0,0,38.1917,-90.785,38.355,-90.5192,18.33,581,1,1,1,221,99,0,0 +195,2010,4,30,2010-04-30,19:35:00,3,AR,5,15,2,0,0,5.225,0,34.693,-92.1878,35.0938,-91.8292,34.68,1000,1,1,1,119,85,145,0 +196,2010,4,30,2010-04-30,19:37:00,3,AR,5,16,2,0,0,0.2,0,34.114,-94.037,34.126,-94.008,1.85,150,1,1,1,61,0,0,0 +197,2010,4,30,2010-04-30,19:50:00,3,IL,17,3,2,0,0,0,0,38.3505,-90.3498,38.4186,-90.2482,7.24,350,1,1,1,133,0,0,0 +198,2010,4,30,2010-04-30,19:57:00,3,IL,17,4,0,0,0,0,0,38.342,-90.2423,38.343,-90.2408,0.11,50,1,1,1,133,0,0,0 +199,2010,4,30,2010-04-30,20:05:00,3,MO,29,23,0,0,0,0,0,37.32,-90.74,37.3229,-90.7355,0.32,50,1,1,1,93,0,0,0 +200,2010,4,30,2010-04-30,20:55:00,3,AR,5,17,1,0,0,0.2,0,35.2105,-91.6726,35.2327,-91.6396,2.41,150,1,1,1,145,0,0,0 +201,2010,4,30,2010-04-30,21:24:00,3,AR,5,18,0,0,0,0.005,0,34.071,-93.97,34.0724,-93.9559,0.81,75,1,1,1,61,0,0,0 +202,2010,4,30,2010-04-30,21:40:00,3,AR,5,19,3,0,0,1,0,35.446,-91.2711,35.5099,-91.1581,7.74,1000,1,1,1,67,0,0,0 +203,2010,4,30,2010-04-30,21:52:00,3,AR,5,20,1,0,0,0.04,0,34.0703,-92.5692,34.0897,-92.5465,1.87,50,1,1,1,39,0,0,0 +204,2010,5,1,2010-05-01,02:02:00,3,KY,21,4,0,0,0,0.02,0,36.6314,-88.1843,36.6544,-88.0792,6.04,75,1,1,1,35,0,0,0 +205,2010,5,1,2010-05-01,12:34:00,3,MS,28,14,1,0,0,0.135,0,34.5775,-88.9967,34.6666,-88.8505,10.34,300,1,1,1,145,139,0,0 +206,2010,5,1,2010-05-01,15:23:00,3,TN,47,9,0,0,0,0.01,0.001,35.0963,-87.4329,35.1081,-87.3798,3.11,100,1,1,1,99,0,0,0 +207,2010,5,1,2010-05-01,17:41:00,3,AR,5,21,1,0,0,0.03,0,33.3128,-92.3858,33.3454,-92.3564,2.82,35,1,1,1,13,11,0,0 +208,2010,5,1,2010-05-01,18:27:00,3,AR,5,22,1,0,0,0.025,0,33.7686,-92.0312,33.7738,-92.0263,0.46,50,1,1,1,25,0,0,0 +209,2010,5,1,2010-05-01,19:29:00,3,TX,48,29,0,0,0,0.05,0,33.0118,-94.2,33.025,-94.1995,0.91,150,1,1,1,67,0,0,0 +210,2010,5,1,2010-05-01,19:55:00,3,AR,5,23,1,0,0,0.4,0,35.1853,-91.0762,35.2578,-90.9511,8.66,200,1,1,1,147,37,0,0 +211,2010,5,1,2010-05-01,20:36:00,3,AR,5,24,1,0,0,0.075,0,35.5222,-90.6177,35.5886,-90.5433,6.21,400,1,1,1,111,0,0,0 +212,2010,5,1,2010-05-01,20:47:00,3,AR,5,25,0,0,0,0,0,33.859,-93.388,33.862,-93.359,1.68,75,1,1,1,99,0,0,0 +213,2010,5,1,2010-05-01,20:58:00,3,AR,5,26,0,0,0,0,0,35.7506,-90.4266,35.7508,-90.4262,0.03,25,1,1,1,31,0,0,0 +214,2010,5,1,2010-05-01,21:00:00,3,MO,29,24,0,0,0,0.001,0,36.874,-90.579,36.8758,-90.5708,0.47,175,1,1,1,23,0,0,0 +215,2010,5,1,2010-05-01,21:47:00,3,TN,47,10,1,0,0,0.01,0,35.3228,-89.9383,35.3259,-89.9282,0.61,100,1,1,1,157,0,0,0 +216,2010,5,2,2010-05-02,00:05:00,3,KY,21,5,2,0,0,0.335,0,36.5222,-89.0553,36.635,-88.8803,12.46,600,1,1,1,75,105,0,0 +217,2010,5,2,2010-05-02,00:10:00,3,MS,28,15,0,0,0,0.01,0,34.8759,-90.0442,34.8896,-90.0349,1.08,100,1,1,1,33,0,0,0 +218,2010,5,2,2010-05-02,00:42:00,3,MS,28,16,1,0,0,0.05,0,34.2432,-89.8904,34.244,-89.8888,0.11,30,1,1,1,107,0,0,0 +219,2010,5,2,2010-05-02,00:47:00,3,KY,21,6,0,0,0,0.015,0,36.7613,-88.5263,36.774,-88.4869,2.35,40,1,1,1,83,0,0,0 +220,2010,5,2,2010-05-02,01:14:00,3,TN,47,11,0,0,0,0.005,0,35.7736,-88.9905,35.7739,-88.9903,0.02,25,1,1,1,33,0,0,0 +221,2010,5,2,2010-05-02,01:20:00,3,TN,47,12,2,0,0,0.5,0,35.8088,-88.9066,35.8309,-88.8596,3.04,200,1,1,1,53,0,0,0 +222,2010,5,2,2010-05-02,01:48:00,3,MS,28,17,3,9,3,1.76,0,34.8008,-89.1893,35.0623,-88.7758,29.58,880,2,0,1,0,0,0,0 +222,2010,5,2,2010-05-02,01:48:00,3,MS,28,17,3,7,2,1.5,0,34.8008,-89.1893,34.9949,-88.8815,22,880,2,1,2,9,139,0,0 +223,2010,5,2,2010-05-02,01:49:00,3,KY,21,7,2,0,0,0.3,0,37.0571,-87.5981,37.1284,-87.45,9.54,300,1,1,1,47,0,0,0 +224,2010,5,2,2010-05-02,02:04:00,3,KY,21,8,0,0,0,0.07,0,37.1382,-87.4,37.1388,-87.3904,0.53,75,1,1,1,107,0,0,0 +222,2010,5,2,2010-05-02,02:10:00,3,TN,47,13,3,2,1,0.26,0,34.9949,-88.8815,35.0623,-88.7758,7.58,880,2,1,2,69,109,0,0 +225,2010,5,2,2010-05-02,02:20:00,3,TN,47,14,0,0,0,0.015,0,35.0787,-88.7365,35.0803,-88.7345,0.16,50,1,1,1,109,0,0,0 +226,2010,5,2,2010-05-02,02:24:00,3,TN,47,15,2,12,0,7.4,0,35.1184,-88.6892,35.3729,-88.3563,25.74,880,1,1,1,109,71,0,0 +227,2010,5,2,2010-05-02,02:27:00,3,MS,28,18,2,0,1,0.25,0,34.4891,-89.5129,34.5031,-89.4945,1.43,75,1,1,1,71,0,0,0 +228,2010,5,2,2010-05-02,03:13:00,3,TN,47,16,0,0,0,0.11,0,35.4984,-88.2825,35.5445,-88.1985,5.7,100,1,1,1,77,39,0,0 +229,2010,5,2,2010-05-02,03:45:00,3,TN,47,17,1,0,0,0.15,0.01,35.6989,-87.8503,35.7247,-87.731,6.93,250,1,1,1,135,0,0,0 +230,2010,5,2,2010-05-02,04:00:00,3,TN,47,18,2,1,0,0.6,0.01,35.7911,-87.6977,35.8498,-87.5513,9.15,600,1,1,1,81,0,0,0 +231,2010,5,2,2010-05-02,04:17:00,3,TN,47,19,2,0,0,0.2,0.01,35.8921,-87.5126,35.9101,-87.4467,3.89,250,1,1,1,81,0,0,0 +232,2010,5,2,2010-05-02,05:07:00,3,TN,47,20,1,0,0,0.5,0,36.2867,-86.7464,36.3068,-86.686,3.64,300,1,1,1,37,0,0,0 +233,2010,5,2,2010-05-02,05:17:00,3,TN,47,21,1,0,0,0.45,0.015,36.3308,-86.6444,36.3858,-86.5846,5.05,400,1,1,1,165,0,0,0 +234,2010,5,2,2010-05-02,05:45:00,3,TN,47,22,0,0,0,0.015,0,35.8374,-87.2672,35.8627,-87.2297,2.73,50,1,1,1,81,0,0,0 +235,2010,5,2,2010-05-02,07:35:00,3,KY,21,9,0,0,0,0.005,0,36.7,-85.7576,36.7,-85.6547,5.7,50,1,1,1,171,0,0,0 +236,2010,5,2,2010-05-02,14:25:00,3,KY,21,10,2,0,0,0.05,0,36.8855,-84.73,36.8855,-84.73,0.25,100,1,1,1,231,0,0,0 +237,2010,5,3,2010-05-03,07:02:00,3,SC,45,11,0,0,0,0.01,0,34.26,-82.381,34.262,-82.362,1.09,75,1,1,1,1,0,0,0 +238,2010,5,3,2010-05-03,08:26:00,3,SC,45,12,1,0,0,0.005,0.01,34.5067,-81.3739,34.5105,-81.3,4.22,200,1,1,1,39,0,0,0 +239,2010,5,3,2010-05-03,12:02:00,3,GA,13,5,0,0,0,0.075,0,33.0637,-83.3343,33.1358,-83.23,7.83,75,1,1,1,9,0,0,0 +240,2010,5,4,2010-05-04,18:10:00,3,WI,55,4,1,0,0,0.01,0,44.195,-88.738,44.196,-88.724,0.7,100,1,1,1,139,0,0,0 +241,2010,5,4,2010-05-04,18:13:00,3,WI,55,5,0,0,0,0.025,0,44.17,-88.687,44.191,-88.626,3.4,100,1,1,1,139,0,0,0 +242,2010,5,7,2010-05-07,17:35:00,3,OH,39,1,1,0,0,0.5,0,41.3258,-83.5346,41.3548,-83.5054,2.51,100,1,1,1,173,0,0,0 +243,2010,5,10,2010-05-10,12:27:00,3,KS,20,13,1,0,0,0.005,0,38.4878,-101.206,38.4944,-101.192,0.89,25,1,1,1,203,0,0,0 +244,2010,5,10,2010-05-10,12:31:00,3,KS,20,14,0,0,0,0,0,38.555,-101.199,38.5671,-101.18,1.34,25,1,1,1,203,0,0,0 +245,2010,5,10,2010-05-10,12:50:00,3,KS,20,15,0,0,0,0,0,38.8162,-101.242,38.8305,-101.218,1.63,25,1,1,1,109,0,0,0 +246,2010,5,10,2010-05-10,13:18:00,3,KS,20,16,0,0,0,0,0,38.8102,-101.144,38.8197,-101.106,2.18,25,1,1,1,109,0,0,0 +247,2010,5,10,2010-05-10,13:22:00,3,KS,20,17,0,0,0,0,0,38.7805,-101.055,38.7929,-101.038,1.28,25,1,1,1,109,0,0,0 +248,2010,5,10,2010-05-10,14:00:00,3,KS,20,18,0,0,0,0,0,38.5009,-100.704,38.5017,-100.703,0.07,25,1,1,1,171,0,0,0 +249,2010,5,10,2010-05-10,14:08:00,3,KS,20,19,0,0,0,0,0,38.58,-100.08,38.58,-100.07,0.3,25,1,1,1,135,0,0,0 +250,2010,5,10,2010-05-10,14:33:00,3,OK,40,4,0,0,0,0,0,36.793,-98.062,36.793,-98.062,0.5,20,1,1,1,53,0,0,0 +251,2010,5,10,2010-05-10,14:38:00,3,OK,40,5,3,3,0,0.125,0,36.808,-98.031,37.006,-97.3322,47.66,1500,2,0,1,0,0,0,0 +251,2010,5,10,2010-05-10,14:38:00,3,OK,40,5,3,2,0,0,0,36.808,-98.031,37,-97.345,40,1500,2,1,2,53,71,0,0 +252,2010,5,10,2010-05-10,15:03:00,3,OK,40,6,0,0,0,0,0,36.836,-97.771,36.838,-97.766,0.3,30,1,1,1,53,0,0,0 +253,2010,5,10,2010-05-10,15:12:00,3,KS,20,21,0,0,0,0,0,37.4002,-98.3352,37.4138,-98.2885,2.73,125,1,1,1,95,0,0,0 +254,2010,5,10,2010-05-10,15:15:00,3,OK,40,7,1,0,0,0,0,36.919,-97.528,36.948,-97.444,5,500,1,1,1,53,71,0,0 +255,2010,5,10,2010-05-10,15:17:00,3,OK,40,8,1,0,0,0,0,36.955,-97.435,36.976,-97.317,6.7,400,1,1,1,71,0,0,0 +256,2010,5,10,2010-05-10,15:21:00,3,OK,40,9,0,0,0,0,0,36.9,-97.449,36.904,-97.437,0.75,50,1,1,1,71,0,0,0 +251,2010,5,10,2010-05-10,15:30:00,3,KS,20,20,1,0,0,0.125,0,36.9991,-97.3452,37.006,-97.3322,0.66,300,2,1,2,191,0,0,0 +257,2010,5,10,2010-05-10,15:34:00,3,KS,20,22,2,0,0,0.125,0,37.4997,-97.9898,37.5157,-97.9363,3.14,700,1,1,1,95,0,0,0 +258,2010,5,10,2010-05-10,15:44:00,3,KS,20,23,1,0,0,0,0,37.5193,-97.8367,37.5345,-97.8094,1.83,300,1,1,1,95,0,0,0 +259,2010,5,10,2010-05-10,15:46:00,3,OK,40,10,0,0,0,0,0,35.723,-97.745,35.8,-97.669,6.9,30,1,1,1,17,73,83,0 +260,2010,5,10,2010-05-10,15:46:00,3,OK,40,11,0,0,0,0,0,35.439,-97.911,35.484,-97.865,4,40,1,1,1,17,0,0,0 +261,2010,5,10,2010-05-10,15:49:00,3,KS,20,24,1,0,0,0.2,0,37.0724,-97.0313,37.0816,-97.0095,1.36,300,1,1,1,35,0,0,0 +262,2010,5,10,2010-05-10,15:53:00,3,OK,40,12,0,0,0,0,0,36.479,-97.173,36.482,-97.164,0.5,20,1,1,1,103,0,0,0 +263,2010,5,10,2010-05-10,15:58:00,3,KS,20,25,1,0,0,0.05,0,37.5854,-97.6434,37.6042,-97.5534,5.09,300,1,1,1,173,0,0,0 +264,2010,5,10,2010-05-10,16:00:00,3,OK,40,13,1,0,0,0.05,0,36.539,-97.07,36.6551,-96.72,21,2460,1,1,1,103,113,0,0 +265,2010,5,10,2010-05-10,16:02:00,3,OK,40,14,1,0,0,0,0,36.507,-97.09,36.499,-97.066,1.5,40,1,1,1,103,0,0,0 +266,2010,5,10,2010-05-10,16:05:00,3,OK,40,15,1,0,0,0,0,34.2257,-98.1122,34.259,-98.0389,5,50,1,1,1,67,0,0,0 +267,2010,5,10,2010-05-10,16:08:00,3,KS,20,26,1,0,0,0.015,0,37.0967,-96.9703,37.102,-96.9602,0.67,150,1,1,1,35,0,0,0 +268,2010,5,10,2010-05-10,16:13:00,3,OK,40,16,0,0,0,0,0,35.604,-97.543,35.604,-97.543,0.2,20,1,1,1,109,0,0,0 +269,2010,5,10,2010-05-10,16:20:00,3,OK,40,17,1,0,0,0,0,34.665,-97.781,34.712,-97.688,6.25,700,1,1,1,137,51,0,0 +270,2010,5,10,2010-05-10,16:20:00,3,OK,40,18,4,49,2,0,0,35.289,-97.504,35.47,-97.155,24,2000,1,1,1,27,109,0,0 +271,2010,5,10,2010-05-10,16:22:00,3,OK,40,19,1,0,0,0,0,35.312,-97.48,35.351,-97.438,3.75,250,1,1,1,27,0,0,0 +272,2010,5,10,2010-05-10,16:27:00,3,OK,40,20,1,0,0,0,0,35.306,-97.421,35.306,-97.421,0.5,50,1,1,1,27,0,0,0 +273,2010,5,10,2010-05-10,16:28:00,3,KS,20,27,0,0,0,0,0,37.3139,-96.5034,37.3167,-96.5,0.27,75,1,1,1,49,0,0,0 +274,2010,5,10,2010-05-10,16:32:00,3,OK,40,21,4,32,1,0,0,35.1808,-97.4273,35.255,-97.049,22.25,880,1,1,1,27,125,0,0 +275,2010,5,10,2010-05-10,16:33:00,3,OK,40,22,0,0,0,0,0,36.7,-96.6117,36.7,-96.6117,0.1,75,1,1,1,113,0,0,0 +276,2010,5,10,2010-05-10,16:34:00,3,OK,40,23,1,0,0,0,0,35.1703,-97.4498,35.194,-97.357,5.5,250,1,1,1,27,0,0,0 +277,2010,5,10,2010-05-10,16:36:00,3,OK,40,24,1,0,0,0,0,34.882,-97.424,34.922,-97.361,4.6,880,1,1,1,87,0,0,0 +278,2010,5,10,2010-05-10,16:37:00,3,OK,40,25,0,0,0,0,0,34.893,-97.433,34.898,-97.42,0.8,150,1,1,1,87,0,0,0 +279,2010,5,10,2010-05-10,16:39:00,3,OK,40,26,2,3,0,0,0,35.118,-97.274,35.271,-97.052,17.35,440,1,1,1,27,125,0,0 +280,2010,5,10,2010-05-10,16:41:00,3,OK,40,27,0,0,0,0,0,36.7419,-96.5674,36.7554,-96.5532,1,50,1,1,1,113,0,0,0 +281,2010,5,10,2010-05-10,16:44:00,3,OK,40,28,0,0,0,0,0,34.1102,-97.7454,34.1185,-97.7212,1.5,30,1,1,1,67,0,0,0 +282,2010,5,10,2010-05-10,16:45:00,3,OK,40,29,0,0,0,0,0,36.6854,-96.3491,36.7062,-96.33,1,75,1,1,1,113,0,0,0 +283,2010,5,10,2010-05-10,16:48:00,3,OK,40,30,3,3,0,0,0,35.34,-97.108,35.365,-96.997,6.5,880,1,1,1,125,0,0,0 +284,2010,5,10,2010-05-10,16:50:00,3,OK,40,31,0,0,0,0,0,34.324,-97.635,34.335,-97.599,2,50,1,1,1,137,0,0,0 +285,2010,5,10,2010-05-10,16:56:00,3,OK,40,32,3,28,0,0.015,0,35.246,-96.984,35.3975,-96.3807,37.2,2200,1,1,1,125,133,107,0 +286,2010,5,10,2010-05-10,17:04:00,3,OK,40,33,2,0,0,0,0,34.18,-97.512,34.188,-97.434,4.5,400,1,1,1,19,0,0,0 +287,2010,5,10,2010-05-10,17:22:00,3,OK,40,34,3,0,0,0,0,34.245,-97.319,34.279,-97.245,4.9,400,1,1,1,19,0,0,0 +288,2010,5,10,2010-05-10,17:25:00,3,OK,40,35,0,0,0,0,0,34.188,-97.205,34.194,-97.198,0.5,30,1,1,1,19,0,0,0 +289,2010,5,10,2010-05-10,17:45:00,3,OK,40,36,1,0,0,0.04,0,35.3395,-96.3089,35.4596,-96.1359,14,1000,1,1,1,107,0,0,0 +290,2010,5,10,2010-05-10,17:52:00,3,OK,40,37,0,0,0,0,0,35.02,-97.213,35.022,-97.179,2,80,1,1,1,27,0,0,0 +291,2010,5,10,2010-05-10,17:54:00,3,OK,40,38,1,0,0,0,0,33.956,-97.037,33.946,-97.004,2,200,1,1,1,85,0,0,0 +292,2010,5,10,2010-05-10,18:03:00,3,OK,40,39,0,0,0,0.001,0,35.3982,-96.0558,35.4004,-96.0461,0.5,100,1,1,1,111,0,0,0 +293,2010,5,10,2010-05-10,18:04:00,3,OK,40,40,2,0,0,0.15,0,35.3833,-96.0266,35.4895,-95.8923,12,1250,1,1,1,111,0,0,0 +294,2010,5,10,2010-05-10,18:08:00,3,OK,40,41,0,0,0,0,0,33.951,-96.888,33.949,-96.876,0.7,40,1,1,1,95,0,0,0 +295,2010,5,10,2010-05-10,18:15:00,3,OK,40,42,0,0,0,0,0,33.919,-96.871,33.92,-96.86,0.63,40,1,1,1,95,0,0,0 +296,2010,5,10,2010-05-10,18:16:00,3,OK,40,43,2,0,0,0.04,0,35.4028,-95.8673,35.424,-95.8459,1.8,300,1,1,1,91,0,0,0 +297,2010,5,10,2010-05-10,18:17:00,3,OK,40,44,1,0,0,0.04,0,35.4898,-96.4835,35.5715,-96.2296,15.5,650,1,1,1,107,0,0,0 +298,2010,5,10,2010-05-10,18:23:00,3,OK,40,45,2,0,0,0.125,0,35.441,-95.814,35.5279,-95.6248,13,800,1,1,1,91,0,0,0 +299,2010,5,10,2010-05-10,18:25:00,3,OK,40,46,0,0,0,0,0,35.4303,-95.7911,35.4303,-95.7911,0.4,100,1,1,1,91,0,0,0 +300,2010,5,10,2010-05-10,18:28:00,3,OK,40,47,1,0,0,0.003,0,35.4239,-95.7757,35.4354,-95.7349,2.6,600,1,1,1,91,0,0,0 +301,2010,5,10,2010-05-10,18:30:00,3,OK,40,48,1,0,0,0.002,0,35.4239,-95.7364,35.4363,-95.7258,1,300,1,1,1,91,0,0,0 +302,2010,5,10,2010-05-10,18:31:00,3,OK,40,49,1,0,0,0.002,0,35.4362,-95.7177,35.4417,-95.7077,0.5,150,1,1,1,91,0,0,0 +303,2010,5,10,2010-05-10,18:32:00,3,OK,40,50,0,0,0,0,0,35.4519,-95.7008,35.4519,-95.7008,0.2,75,1,1,1,91,0,0,0 +304,2010,5,10,2010-05-10,18:33:00,3,OK,40,51,1,0,0,0.2,0,35.4634,-95.6807,35.493,-95.5733,6.5,1100,1,1,1,91,0,0,0 +305,2010,5,10,2010-05-10,18:35:00,3,OK,40,52,2,0,0,0.2,0,35.497,-95.7354,35.5089,-95.7175,1.3,200,1,1,1,91,0,0,0 +306,2010,5,10,2010-05-10,18:46:00,3,OK,40,53,1,0,0,0.03,0,35.5026,-95.4784,35.5448,-95.3733,6.5,800,1,1,1,91,0,0,0 +307,2010,5,10,2010-05-10,18:56:00,3,OK,40,54,1,0,0,0.01,0,35.5293,-95.3438,35.5357,-95.3145,2,400,1,1,1,101,0,0,0 +308,2010,5,10,2010-05-10,19:05:00,3,OK,40,55,0,0,0,0,0,34.362,-96.879,34.356,-96.818,3.5,80,1,1,1,69,0,0,0 +309,2010,5,10,2010-05-10,19:06:00,3,OK,40,56,1,3,0,0.15,0,35.5722,-95.1987,35.6163,-94.9739,13,1250,1,1,1,101,135,0,0 +310,2010,5,10,2010-05-10,19:27:00,3,OK,40,57,1,0,0,0.005,0,35.5535,-94.8769,35.5758,-94.8115,4,500,1,1,1,135,0,0,0 +311,2010,5,10,2010-05-10,19:42:00,3,OK,40,58,2,0,0,2.63,0,34.254,-96.432,34.24,-96.404,1.85,400,1,1,1,69,5,0,0 +312,2010,5,11,2010-05-11,15:30:00,3,OH,39,2,0,0,0,0.025,0,41.3029,-83.1045,41.3419,-83.0323,4.62,50,1,1,1,143,0,0,0 +313,2010,5,11,2010-05-11,18:58:00,3,OH,39,3,0,0,0,0.1,0,40.3755,-82.8014,40.38,-82.7628,2.05,50,1,1,1,117,0,0,0 +314,2010,5,11,2010-05-11,19:27:00,3,OK,40,59,0,0,0,0,0,36.188,-99.561,36.188,-99.561,0.1,10,1,1,1,153,0,0,0 +315,2010,5,12,2010-05-12,14:38:00,3,KS,20,28,0,0,0,0,0,38.34,-97.54,38.3465,-97.5284,0.77,75,1,1,1,113,0,0,0 +316,2010,5,12,2010-05-12,14:52:00,3,KS,20,29,0,0,0,0,0,38.23,-97.66,38.2398,-97.6338,1.58,100,1,1,1,113,0,0,0 +317,2010,5,12,2010-05-12,15:16:00,3,KS,20,30,0,0,0,0,0,38.3595,-97.4728,38.3648,-97.4657,0.53,75,1,1,1,113,0,0,0 +318,2010,5,12,2010-05-12,15:18:00,3,KS,20,31,0,0,0,0,0,37.8292,-97.7898,37.8368,-97.7801,0.75,75,1,1,1,155,0,0,0 +319,2010,5,12,2010-05-12,17:20:00,3,OK,40,60,0,0,0,0,0,34.9716,-99.9474,34.9936,-99.9073,2.73,50,1,1,1,57,0,0,0 +320,2010,5,12,2010-05-12,19:11:00,3,KS,20,32,0,0,0,0,0,37.812,-96.9931,37.8287,-96.983,1.28,75,1,1,1,15,0,0,0 +321,2010,5,12,2010-05-12,19:21:00,3,OK,40,61,1,0,0,0,0,35.414,-98.962,35.538,-98.861,10.4,50,1,1,1,149,39,0,0 +322,2010,5,12,2010-05-12,22:52:00,3,MO,29,25,0,0,0,0.01,0,39.5121,-94.47,39.5129,-94.4646,0.29,25,1,1,1,49,0,0,0 +323,2010,5,13,2010-05-13,03:19:00,3,OK,40,62,1,0,0,0.075,0,35.7347,-96.5499,35.8257,-96.211,20,1000,1,1,1,37,0,0,0 +324,2010,5,13,2010-05-13,03:43:00,3,OK,40,63,2,0,0,0.75,0,35.9972,-96.1317,36.1479,-95.7691,22.7,500,1,1,1,37,143,0,0 +325,2010,5,13,2010-05-13,03:45:00,3,OK,40,64,1,0,0,0.125,0,35.9403,-96.0619,36.0241,-95.8316,14.1,500,1,1,1,37,143,0,0 +326,2010,5,13,2010-05-13,03:52:00,3,OK,40,65,2,0,0,0.2,0,35.5942,-95.9394,35.6258,-95.841,6,300,1,1,1,111,0,0,0 +327,2010,5,13,2010-05-13,04:04:00,3,OK,40,66,2,2,0,0.4,0,35.9991,-95.7132,36.022,-95.6255,5.1,550,1,1,1,145,0,0,0 +328,2010,5,13,2010-05-13,04:05:00,3,OK,40,67,2,0,0,0.75,0,36.2224,-95.7481,36.2552,-95.6443,6,450,1,1,1,131,0,0,0 +329,2010,5,13,2010-05-13,04:09:00,3,OK,40,68,0,0,0,0.01,0,36.1647,-95.6895,36.1761,-95.6379,3.1,700,1,1,1,131,0,0,0 +330,2010,5,13,2010-05-13,04:17:00,3,OK,40,69,2,2,0,0.35,0,36.1413,-95.5111,36.1944,-95.37,8.7,1000,1,1,1,131,97,0,0 +331,2010,5,13,2010-05-13,04:37:00,3,OK,40,70,1,0,0,0.01,0,35.93,-95.1321,35.9761,-95.0931,4,200,1,1,1,21,0,0,0 +332,2010,5,13,2010-05-13,04:51:00,3,OK,40,71,1,0,0,0,0,36.03,-94.9053,36.03,-94.8337,4,200,1,1,1,21,0,0,0 +333,2010,5,13,2010-05-13,05:05:00,3,OK,40,72,1,0,0,0.025,0,36.6613,-94.8252,36.6949,-94.6873,8,500,1,1,1,41,115,0,0 +334,2010,5,13,2010-05-13,05:24:00,3,AR,5,27,1,0,0,0,0,36.1205,-94.3553,36.1205,-94.3553,0.1,75,1,1,1,143,0,0,0 +335,2010,5,13,2010-05-13,06:00:00,3,MO,29,26,1,0,0,0.5,0,36.908,-93.9369,36.9198,-93.9008,2.16,200,1,1,1,9,0,0,0 +336,2010,5,13,2010-05-13,06:42:00,3,MO,29,27,0,0,0,0.01,0,36.9155,-93.4328,36.9162,-93.4275,0.3,50,1,1,1,209,0,0,0 +337,2010,5,13,2010-05-13,07:00:00,3,MO,29,28,0,0,0,0.05,0,37.0117,-93.0617,37,-92.9862,4.25,200,1,1,1,43,0,0,0 +338,2010,5,13,2010-05-13,23:47:00,3,OH,39,4,1,0,0,0,0,40.8302,-84.3991,40.8383,-84.3604,2.1,150,1,1,1,161,0,0,0 +339,2010,5,14,2010-05-14,10:50:00,3,NM,35,1,0,0,0,0.0015,0,33.3682,-105.549,33.3714,-105.547,0.4,120,1,1,1,27,0,0,0 +340,2010,5,14,2010-05-14,11:56:00,3,TX,48,30,0,0,0,0,0,31.7548,-102.802,31.7931,-102.779,2.98,100,1,1,1,495,0,0,0 +341,2010,5,14,2010-05-14,12:15:00,3,TX,48,31,3,0,0,0.1,0,31.8344,-102.73,31.8964,-102.731,4.28,500,1,1,1,135,0,0,0 +342,2010,5,14,2010-05-14,12:32:00,3,TX,48,32,0,0,0,0,0,31.9102,-102.571,31.9284,-102.567,1.27,75,1,1,1,135,0,0,0 +343,2010,5,14,2010-05-14,13:15:00,3,TX,48,33,0,0,0,0,0,32,-101.92,32.0039,-101.912,0.53,50,1,1,1,329,0,0,0 +344,2010,5,14,2010-05-14,17:35:00,3,TX,48,34,0,0,0,0,0,31.3198,-101.619,31.3198,-101.607,0.71,75,1,1,1,383,0,0,0 +345,2010,5,15,2010-05-15,06:11:00,3,LA,22,7,0,0,0,0.01,0,30.05,-90.5,30.05,-90.5,0.06,20,1,1,1,95,0,0,0 +346,2010,5,15,2010-05-15,13:59:00,3,CO,8,24,0,0,0,0,0,40.7512,-104.702,40.7512,-104.702,0.1,50,1,1,1,123,0,0,0 +347,2010,5,15,2010-05-15,14:16:00,3,CO,8,25,0,0,0,0,0,40.7699,-104.788,40.8247,-104.787,3.79,50,1,1,1,123,0,0,0 +348,2010,5,16,2010-05-16,10:30:00,3,AR,5,28,0,0,0,0,0,35.0405,-94.355,35.0405,-94.355,0.1,50,1,1,1,131,0,0,0 +349,2010,5,16,2010-05-16,15:14:00,3,NE,31,2,0,0,0,0,0,40.28,-101.83,40.28,-101.83,0.25,10,1,1,1,57,0,0,0 +350,2010,5,16,2010-05-16,17:13:00,3,MO,29,29,0,0,0,0,0,36.1218,-89.9926,36.1249,-89.9787,0.8,25,1,1,1,69,0,0,0 +351,2010,5,16,2010-05-16,20:33:00,3,KS,20,33,0,0,0,0,0,37.77,-98.56,37.77,-98.55,0.3,50,1,1,1,151,0,0,0 +352,2010,5,16,2010-05-16,21:00:00,3,KS,20,34,0,0,0,0,0,37.67,-98.37,37.6643,-98.3579,0.77,100,1,1,1,95,0,0,0 +353,2010,5,17,2010-05-17,16:07:00,3,SC,45,13,0,0,0,0,0,34.251,-81.097,34.25,-81.09,0.41,50,1,1,1,39,0,0,0 +354,2010,5,18,2010-05-18,07:41:00,3,TX,48,35,0,0,0,0,0,26.07,-97.22,26.07,-97.22,0.01,10,1,1,1,61,0,0,0 +355,2010,5,18,2010-05-18,15:36:00,3,CO,8,26,0,0,0,0,0,40.9317,-104.76,40.9317,-104.76,0.1,50,1,1,1,123,0,0,0 +356,2010,5,18,2010-05-18,15:40:00,3,WY,56,1,0,0,0,0,0,41.03,-104.715,41.03,-104.715,5,50,1,1,1,21,0,0,0 +357,2010,5,18,2010-05-18,15:41:00,3,WY,56,2,0,0,0,0,0,41.0866,-104.82,41.0866,-104.82,5,50,1,1,1,21,0,0,0 +358,2010,5,18,2010-05-18,15:45:00,3,WY,56,3,0,0,0,0,0,41.03,-104.715,41.03,-104.715,5,50,1,1,1,21,0,0,0 +359,2010,5,18,2010-05-18,16:32:00,3,TX,48,36,0,0,0,0,0,35.8265,-102.373,35.8313,-102.354,1.09,50,1,1,1,205,0,0,0 +360,2010,5,18,2010-05-18,16:41:00,3,TX,48,37,0,0,0,0,0,35.7981,-102.299,35.8011,-102.281,1.01,100,1,1,1,205,0,0,0 +361,2010,5,18,2010-05-18,16:55:00,3,TX,48,38,0,0,0,0,0,35.85,-102.166,35.8523,-102.157,0.53,25,1,1,1,341,0,0,0 +362,2010,5,18,2010-05-18,17:23:00,3,CO,8,27,0,0,0,0,0,40.23,-104.91,40.23,-104.91,0.1,50,1,1,1,123,0,0,0 +363,2010,5,18,2010-05-18,17:28:00,3,TX,48,39,0,0,0,0,0,35.8233,-101.984,35.8295,-101.945,2.22,25,1,1,1,341,0,0,0 +364,2010,5,18,2010-05-18,17:42:00,3,TX,48,40,0,0,0,0,0,35.85,-101.934,35.8531,-101.913,1.23,200,1,1,1,341,0,0,0 +365,2010,5,18,2010-05-18,17:48:00,3,NE,31,3,0,0,0,0,0,41.1788,-103.968,41.1788,-103.968,0.25,25,1,1,1,105,0,0,0 +366,2010,5,18,2010-05-18,18:00:00,3,WY,56,4,0,0,0,0,0,41.1202,-104.23,41.1202,-104.23,1,25,1,1,1,21,0,0,0 +367,2010,5,18,2010-05-18,18:06:00,3,WY,56,5,0,0,0,0,0,41.17,-104.224,41.17,-104.224,1,25,1,1,1,21,0,0,0 +368,2010,5,18,2010-05-18,18:15:00,3,WY,56,6,0,0,0,0,0,41.17,-104.166,41.17,-104.166,0.25,25,1,1,1,21,0,0,0 +369,2010,5,18,2010-05-18,18:21:00,3,WY,56,7,0,0,0,0,0,41.17,-104.166,41.17,-104.166,0.25,25,1,1,1,21,0,0,0 +370,2010,5,18,2010-05-18,18:24:00,3,WY,56,8,0,0,0,0,0,41.17,-104.243,41.17,-104.243,0.25,25,1,1,1,21,0,0,0 +371,2010,5,18,2010-05-18,18:44:00,3,TX,48,41,2,0,0,0.04,0,35.9099,-101.47,35.9807,-101.488,4.99,300,1,1,1,233,0,0,0 +372,2010,5,18,2010-05-18,18:44:00,3,OK,40,73,0,0,0,0,0,36.8335,-101.672,36.8354,-101.662,0.55,25,1,1,1,139,0,0,0 +373,2010,5,18,2010-05-18,18:50:00,3,CO,8,28,0,0,0,0,0,39.0623,-102.509,39.0817,-102.495,1.55,25,1,1,1,63,0,0,0 +374,2010,5,18,2010-05-18,18:55:00,3,WY,56,9,2,0,0,0.05,0,41.18,-104.37,41.18,-104.37,1.5,100,1,1,1,21,0,0,0 +375,2010,5,18,2010-05-18,19:21:00,3,CO,8,29,0,0,0,0.01,0,38.5311,-102.613,38.5626,-102.597,2.34,75,1,1,1,61,0,0,0 +376,2010,5,18,2010-05-18,19:52:00,3,TX,48,42,0,0,0,0,0,36.1966,-102.65,36.1978,-102.641,0.52,25,1,1,1,111,0,0,0 +377,2010,5,18,2010-05-18,20:30:00,3,TX,48,43,0,0,0,0,0,36.23,-102.373,36.244,-102.302,4.08,25,1,1,1,111,0,0,0 +378,2010,5,18,2010-05-18,21:40:00,3,TX,48,44,0,0,0,0,0,36.42,-102.106,36.4243,-102.088,1.06,50,1,1,1,421,0,0,0 +379,2010,5,18,2010-05-18,22:27:00,3,TX,48,45,0,0,0,0.012,0,36.42,-101.8,36.4228,-101.775,1.4,880,1,1,1,421,0,0,0 +380,2010,5,18,2010-05-18,23:12:00,3,TX,48,46,0,0,0,0,0,36.3235,-101.427,36.3241,-101.418,0.55,25,1,1,1,195,0,0,0 +381,2010,5,19,2010-05-19,00:22:00,3,OK,40,74,0,0,0,0,0,35.896,-99.757,35.896,-99.757,0.5,50,1,1,1,45,0,0,0 +382,2010,5,19,2010-05-19,00:56:00,3,TX,48,47,1,0,0,0.028,0,35.9099,-101.47,35.911,-101.463,0.44,100,1,1,1,233,0,0,0 +383,2010,5,19,2010-05-19,02:15:00,3,OK,40,75,1,0,0,0,0,36.435,-99.621,36.435,-99.621,0.5,30,1,1,1,45,0,0,0 +384,2010,5,19,2010-05-19,02:32:00,3,TX,48,48,0,0,0,0,0,36.07,-100.82,36.0719,-100.8,1.12,50,1,1,1,357,0,0,0 +385,2010,5,19,2010-05-19,14:24:00,3,OK,40,76,0,0,0,0,0,35.9235,-99.3774,35.9558,-99.313,5.9,40,1,1,1,43,0,0,0 +386,2010,5,19,2010-05-19,15:41:00,3,OK,40,77,0,0,0,0,0,36.1202,-97.9127,36.1202,-97.9127,0.1,50,1,1,1,73,0,0,0 +387,2010,5,19,2010-05-19,16:08:00,3,OK,40,78,0,0,0,0,0,36.11,-97.7209,36.11,-97.7209,0.1,10,1,1,1,73,0,0,0 +388,2010,5,19,2010-05-19,16:24:00,3,OK,40,79,0,0,0,0,0,36.1065,-97.5926,36.1191,-97.5693,1.56,20,1,1,1,83,0,0,0 +389,2010,5,19,2010-05-19,16:33:00,3,OK,40,80,1,1,0,0,0,35.97,-98.1379,35.9269,-97.8958,14,75,1,1,1,73,0,0,0 +390,2010,5,19,2010-05-19,16:48:00,3,KS,20,35,0,0,0,0,0,37.9,-100.57,37.9018,-100.569,0.13,30,1,1,1,69,0,0,0 +391,2010,5,19,2010-05-19,16:48:00,3,KS,20,36,0,0,0,0,0,37.8224,-100.464,37.8251,-100.461,0.24,30,1,1,1,69,0,0,0 +392,2010,5,19,2010-05-19,16:55:00,3,KS,20,37,0,0,0,0,0,37.88,-100.76,37.8838,-100.754,0.44,50,1,1,1,55,0,0,0 +393,2010,5,19,2010-05-19,16:56:00,3,KS,20,38,0,0,0,0,0,37.9,-100.62,37.9062,-100.618,0.45,50,1,1,1,69,0,0,0 +394,2010,5,19,2010-05-19,17:03:00,3,OK,40,81,1,0,0,0,0,36.12,-97.3288,36.1477,-97.1428,10.55,200,1,1,1,119,0,0,0 +395,2010,5,19,2010-05-19,17:04:00,3,OK,40,82,0,0,0,0,0,36.1295,-97.3547,36.1295,-97.3547,0.1,10,1,1,1,83,0,0,0 +396,2010,5,19,2010-05-19,17:26:00,3,KS,20,39,0,0,0,0,0,37.96,-100.57,37.9634,-100.567,0.28,30,1,1,1,69,0,0,0 +397,2010,5,19,2010-05-19,17:57:00,3,KS,20,40,0,0,0,0,0,37.8133,-100.362,37.8155,-100.361,0.17,30,1,1,1,69,0,0,0 +398,2010,5,19,2010-05-19,18:03:00,3,KS,20,41,0,0,0,0,0,37.8011,-100.325,37.807,-100.323,0.43,50,1,1,1,69,0,0,0 +399,2010,5,19,2010-05-19,18:09:00,3,OK,40,83,0,0,0,0,0,35.7889,-96.467,35.7889,-96.467,0.1,50,1,1,1,37,0,0,0 +400,2010,5,19,2010-05-19,18:37:00,3,OK,40,84,1,0,0,0.015,0,35.8545,-96.3242,35.9012,-96.2552,5,600,1,1,1,37,0,0,0 +401,2010,5,19,2010-05-19,19:12:00,3,OK,40,85,1,0,0,0,0,35.5205,-96.7803,35.5127,-96.7573,1.4,25,1,1,1,81,0,0,0 +402,2010,5,19,2010-05-19,19:15:00,3,WA,53,1,0,0,0,0.002,0,47.1879,-119.149,47.191,-119.151,0.23,100,1,1,1,25,0,0,0 +403,2010,5,19,2010-05-19,19:31:00,3,OK,40,86,1,0,0,0,0,34.5778,-97.2676,34.6258,-96.97,17.5,375,1,1,1,49,99,0,0 +404,2010,5,19,2010-05-19,19:46:00,3,OK,40,87,1,0,0,0,0,35.5775,-96.5336,35.6014,-96.3942,8,500,1,1,1,107,0,0,0 +405,2010,5,19,2010-05-19,20:05:00,3,OK,40,88,1,0,0,0.015,0,35.3603,-96.333,35.4192,-96.1709,10,500,1,1,1,107,0,0,0 +406,2010,5,20,2010-05-20,13:06:00,3,TX,48,49,0,0,0,0,0,32.4975,-97.0261,32.4857,-97.0119,1.16,25,1,1,1,139,0,0,0 +407,2010,5,20,2010-05-20,14:20:00,3,TX,48,50,0,0,0,0.005,0,32.3005,-96.5258,32.3029,-96.5176,0.51,25,1,1,1,139,0,0,0 +408,2010,5,20,2010-05-20,16:45:00,3,MO,29,30,0,0,0,0,0,38.66,-93.65,38.6603,-93.6489,0.16,25,1,1,1,101,0,0,0 +409,2010,5,20,2010-05-20,17:46:00,3,MO,29,31,0,0,0,0.008,0,38.69,-93.28,38.6914,-93.2719,0.45,25,1,1,1,159,0,0,0 +410,2010,5,20,2010-05-20,17:55:00,3,TX,48,51,0,0,0,0,0,31.81,-96.77,31.81,-96.77,0.02,10,1,1,1,217,0,0,0 +411,2010,5,20,2010-05-20,18:57:00,3,MS,28,19,0,0,0,0.04,0,31.54,-89.36,31.54,-89.29,3.5,75,1,1,1,67,0,0,0 +412,2010,5,21,2010-05-21,11:20:00,3,IL,17,5,0,0,0,0,0,39.7822,-87.869,39.7839,-87.8682,0.12,10,1,1,1,45,0,0,0 +413,2010,5,21,2010-05-21,11:40:00,3,IL,17,6,0,0,0,0,0,39.8456,-87.7328,39.8468,-87.7314,0.11,10,1,1,1,45,0,0,0 +414,2010,5,21,2010-05-21,16:44:00,3,OH,39,5,1,0,0,0.11,0,39.03,-83.88,39.06,-83.81,4.27,50,1,1,1,15,71,0,0 +415,2010,5,21,2010-05-21,16:59:00,3,WY,56,10,0,0,0,0,0,42.3174,-105.119,42.3174,-105.119,0.25,20,1,1,1,31,0,0,0 +416,2010,5,21,2010-05-21,18:28:00,3,KY,21,11,1,0,0,0.035,0,37.8031,-86.1709,37.7896,-86.1441,1.75,75,1,1,1,27,93,0,0 +417,2010,5,21,2010-05-21,18:44:00,3,OH,39,6,1,0,0,0.135,0,38.71,-83.65,38.75,-83.67,2.97,75,1,1,1,1,0,0,0 +418,2010,5,22,2010-05-22,16:31:00,3,SD,46,1,0,0,0,0,0,45.2886,-100.123,45.2916,-100.115,0.48,50,1,1,1,129,0,0,0 +419,2010,5,22,2010-05-22,17:16:00,3,SD,46,2,1,0,0,0,0,45.4248,-99.7948,45.4288,-99.7863,0.5,100,1,1,1,129,0,0,0 +420,2010,5,22,2010-05-22,17:21:00,3,SD,46,3,4,0,0,0,0,45.448,-99.7479,45.4791,-99.642,5.7,1200,1,1,1,129,45,0,0 +421,2010,5,22,2010-05-22,17:36:00,3,TX,48,52,0,0,0,0,0,30.8079,-103.25,30.7841,-103.239,1.77,150,1,1,1,371,0,0,0 +422,2010,5,22,2010-05-22,18:10:00,3,SD,46,4,0,0,0,0,0,45.48,-99.46,45.4816,-99.4548,0.28,30,1,1,1,45,0,0,0 +423,2010,5,22,2010-05-22,18:48:00,3,SD,46,5,0,0,0,0,0,45.5,-99.16,45.5015,-99.1568,0.19,30,1,1,1,45,0,0,0 +424,2010,5,22,2010-05-22,18:48:00,3,SD,46,6,0,0,0,0,0,45.51,-99.15,45.51,-99.1456,0.21,10,1,1,1,45,0,0,0 +425,2010,5,22,2010-05-22,19:01:00,3,SD,46,7,2,0,0,0,0,45.54,-99.01,45.7,-98.7,18.64,200,1,1,1,45,89,13,0 +426,2010,5,22,2010-05-22,19:15:00,3,TX,48,53,0,0,0,0,0,30.8203,-103.299,30.8203,-103.299,0.25,150,1,1,1,371,0,0,0 +427,2010,5,22,2010-05-22,19:26:00,3,SD,46,8,1,0,0,0,0,44.87,-99.39,44.88,-99.36,1.62,100,1,1,1,69,0,0,0 +428,2010,5,22,2010-05-22,19:45:00,3,NE,31,4,0,0,0,0.042,0,42.9399,-100.274,42.9387,-100.253,1.03,20,1,1,1,31,0,0,0 +429,2010,5,22,2010-05-22,20:10:00,3,SD,46,9,2,0,0,0,0,45.8636,-98.3108,45.8759,-98.2906,1.29,100,1,1,1,13,0,0,0 +430,2010,5,22,2010-05-22,20:11:00,3,SD,46,10,2,0,0,0.08,0,43.3756,-99.8664,43.3844,-99.811,2.85,150,1,1,1,123,0,0,0 +431,2010,5,22,2010-05-22,20:30:00,3,NE,31,5,2,0,0,0.12,0,42.9429,-99.9172,42.9902,-99.7511,9.01,20,1,1,1,103,0,0,0 +432,2010,5,23,2010-05-23,17:56:00,3,TX,48,54,2,0,0,0.024,0,31.0092,-103.435,30.9653,-103.392,3.96,300,1,1,1,389,0,0,0 +433,2010,5,23,2010-05-23,19:03:00,3,KS,20,42,0,0,0,0,0,39.2557,-101.365,39.2774,-101.389,2,25,1,1,1,193,0,0,0 +434,2010,5,23,2010-05-23,19:12:00,3,CO,8,30,1,0,0,0.009,0,37.49,-102.71,37.59,-102.78,7.9,100,1,1,1,9,0,0,0 +435,2010,5,23,2010-05-23,19:30:00,3,OK,40,89,0,0,0,0,0,36.5301,-102.9,36.5422,-102.866,2.05,25,1,1,1,25,0,0,0 +436,2010,5,23,2010-05-23,19:52:00,3,NM,35,2,2,0,0,0.27,0,36.3571,-103.145,36.5767,-102.897,21.96,440,2,0,1,0,0,0,0 +436,2010,5,23,2010-05-23,19:52:00,3,NM,35,2,2,0,0,0.25,0,36.3571,-103.145,36.5577,-103.002,15.95,440,2,1,2,59,0,0,0 +437,2010,5,23,2010-05-23,19:52:00,3,KS,20,43,0,0,0,0,0,39.279,-101.875,39.279,-101.875,0.05,10,1,1,1,181,0,0,0 +438,2010,5,23,2010-05-23,19:52:00,3,KS,20,44,0,0,0,0,0,39.29,-101.84,39.29,-101.84,0.05,10,1,1,1,181,0,0,0 +439,2010,5,23,2010-05-23,19:55:00,3,NM,35,3,0,0,0,0,0,36.3571,-103.145,36.3889,-103.122,2.53,100,1,1,1,59,0,0,0 +440,2010,5,23,2010-05-23,20:07:00,3,KS,20,45,1,0,0,0.025,0,39.483,-101.622,39.5671,-101.671,6.36,50,1,1,1,181,0,0,0 +441,2010,5,23,2010-05-23,20:10:00,3,NM,35,4,1,0,0,0.01,0,35.8859,-103.194,35.9648,-103.166,5.67,175,1,1,1,59,0,0,0 +442,2010,5,23,2010-05-23,20:12:00,3,NM,35,5,2,0,0,0.325,0,36.1056,-103.166,36.2305,-103.133,8.82,440,1,1,1,59,0,0,0 +443,2010,5,23,2010-05-23,20:16:00,3,KS,20,46,0,0,0,0,0,39.5384,-101.583,39.5654,-101.585,1.87,25,1,1,1,181,0,0,0 +436,2010,5,23,2010-05-23,20:35:00,3,OK,40,90,1,0,0,0.02,0,36.5576,-103.002,36.5767,-102.897,6.01,440,2,1,2,25,0,0,0 +444,2010,5,23,2010-05-23,20:36:00,3,NM,35,6,1,0,0,0.125,0,36.2749,-103.131,36.3337,-103.112,4.2,100,1,1,1,59,0,0,0 +445,2010,5,23,2010-05-23,20:59:00,3,NM,35,7,1,0,0,0,0,36.0731,-103.133,36.1991,-103.073,9.33,175,1,1,1,59,0,0,0 +446,2010,5,24,2010-05-24,11:34:00,3,NE,31,6,0,0,0,0,0,41.23,-103.67,41.23,-103.67,0.5,75,1,1,1,105,0,0,0 +447,2010,5,24,2010-05-24,12:11:00,3,NE,31,7,0,0,0,0,0,41.94,-103.51,41.94,-103.51,0.25,50,1,1,1,157,0,0,0 +448,2010,5,24,2010-05-24,12:16:00,3,NE,31,8,0,0,0,0,0,41.82,-103.67,41.82,-103.67,0.25,50,1,1,1,157,0,0,0 +449,2010,5,24,2010-05-24,12:38:00,3,NE,31,9,0,0,0,0,0,41.2743,-103.812,41.2743,-103.812,0.25,100,1,1,1,105,0,0,0 +450,2010,5,24,2010-05-24,13:24:00,3,SD,46,11,2,0,0,0.1,0,44.53,-102.12,44.85,-102.17,22.25,440,1,1,1,93,0,0,0 +451,2010,5,24,2010-05-24,13:30:00,3,ND,38,1,1,0,0,0,0,48.4,-97.44,48.42,-97.3782,3,50,1,1,1,99,0,0,0 +452,2010,5,24,2010-05-24,13:48:00,3,MN,27,1,0,0,0,0,0,48.33,-97.05,48.33,-96.9724,4,50,1,1,1,89,0,0,0 +453,2010,5,24,2010-05-24,14:00:00,3,SD,46,12,0,0,0,0,0,44.95,-102.08,45.02,-102.09,4.86,100,1,1,1,93,0,0,0 +454,2010,5,24,2010-05-24,14:11:00,3,NE,31,10,0,0,0,0,0,42.2023,-103.018,42.2023,-103.018,0.25,50,1,1,1,13,0,0,0 +455,2010,5,24,2010-05-24,14:29:00,3,ND,38,2,0,0,0,0,0,46.8531,-97.9595,46.8531,-97.9595,0.1,10,1,1,1,3,0,0,0 +456,2010,5,24,2010-05-24,14:34:00,3,SD,46,13,2,0,0,0.1,0,45.169,-102.15,45.4958,-102.223,22.85,440,1,1,1,105,0,0,0 +459,2010,5,24,2010-05-24,14:48:00,3,MN,27,2,0,0,0,0,0,47.4523,-96.6788,47.4626,-96.6637,1,20,1,1,1,107,0,0,0 +457,2010,5,24,2010-05-24,14:55:00,3,SD,46,14,2,0,0,0.1,0,45.4381,-102.16,45.5482,-102.225,8.23,440,1,1,1,105,0,0,0 +458,2010,5,24,2010-05-24,15:34:00,3,SD,46,15,0,0,0,0.0005,0,45.766,-102.238,45.766,-102.238,0.05,30,1,1,1,105,0,0,0 +460,2010,5,24,2010-05-24,17:05:00,3,ND,38,3,1,0,0,0.025,0,46.04,-101.98,46.0636,-101.98,1.63,40,1,1,1,85,37,0,0 +461,2010,5,24,2010-05-24,19:09:00,3,ND,38,4,0,0,0,0.005,0,46.1546,-100.697,46.17,-100.68,1.35,35,1,1,1,85,0,0,0 +462,2010,5,24,2010-05-24,19:29:00,3,TX,48,55,0,0,0,0.006,0,36.2,-101.272,36.2409,-101.251,3.06,100,1,1,1,195,0,0,0 +463,2010,5,24,2010-05-24,19:37:00,3,TX,48,56,0,0,0,0,0,36.2,-101.25,36.2011,-101.247,0.21,25,1,1,1,195,0,0,0 +464,2010,5,24,2010-05-24,19:47:00,3,TX,48,57,0,0,0,0,0,36.24,-101.24,36.2362,-101.245,0.38,25,1,1,1,195,0,0,0 +465,2010,5,24,2010-05-24,19:48:00,3,OK,40,91,0,0,0,0,0,36.379,-99.53,36.379,-99.53,0.2,30,1,1,1,153,0,0,0 +466,2010,5,24,2010-05-24,19:56:00,3,TX,48,58,0,0,0,0,0,36.2,-101.2,36.201,-101.198,0.14,25,1,1,1,195,0,0,0 +467,2010,5,24,2010-05-24,20:00:00,3,ND,38,5,1,0,0,0.25,0,47.0626,-99.9262,47.0963,-99.9334,2.35,70,1,1,1,43,0,0,0 +468,2010,5,25,2010-05-25,10:30:00,3,TX,48,59,0,0,0,0.005,0,28.0708,-98.0175,28.0726,-98.0164,0.18,25,1,1,1,297,0,0,0 +469,2010,5,25,2010-05-25,13:10:00,3,IL,17,7,0,0,0,0,0,40.9481,-89.857,40.9524,-89.8681,0.65,15,1,1,1,143,0,0,0 +470,2010,5,25,2010-05-25,15:13:00,3,NM,35,8,0,0,0,0,0,34.27,-103.2,34.27,-103.2,0.25,10,1,1,1,41,0,0,0 +471,2010,5,25,2010-05-25,15:31:00,3,CO,8,31,0,0,0,0,0,38.4107,-102.148,38.4123,-102.146,0.13,75,1,1,1,61,0,0,0 +472,2010,5,25,2010-05-25,15:31:00,3,CO,8,32,0,0,0,0,0,38.4306,-102.122,38.4308,-102.122,0.01,50,1,1,1,61,0,0,0 +473,2010,5,25,2010-05-25,15:32:00,3,CO,8,33,0,0,0,0,0,38.4244,-102.13,38.426,-102.128,0.14,75,1,1,1,61,0,0,0 +474,2010,5,25,2010-05-25,15:37:00,3,CO,8,34,0,0,0,0,0,38.4182,-102.137,38.416,-102.143,0.36,100,1,1,1,61,0,0,0 +475,2010,5,25,2010-05-25,15:41:00,3,CO,8,35,0,0,0,0,0,38.4159,-102.141,38.417,-102.137,0.2,50,1,1,1,61,0,0,0 +476,2010,5,25,2010-05-25,15:48:00,3,CO,8,36,0,0,0,0,0,38.4146,-102.144,38.417,-102.14,0.26,50,1,1,1,61,0,0,0 +477,2010,5,25,2010-05-25,15:48:00,3,CO,8,37,0,0,0,0,0,38.4192,-102.135,38.4203,-102.134,0.1,50,1,1,1,61,0,0,0 +478,2010,5,25,2010-05-25,15:55:00,3,NM,35,9,0,0,0,0,0,34.48,-103.05,34.48,-103.05,0.1,10,1,1,1,9,0,0,0 +479,2010,5,25,2010-05-25,15:55:00,3,CO,8,38,0,0,0,0,0,38.412,-102.146,38.416,-102.143,0.32,75,1,1,1,61,0,0,0 +480,2010,5,25,2010-05-25,15:56:00,3,CO,8,39,0,0,0,0,0,38.4415,-102.216,38.4425,-102.214,0.14,50,1,1,1,61,0,0,0 +481,2010,5,25,2010-05-25,15:56:00,3,CO,8,40,0,0,0,0,0,38.4375,-102.215,38.438,-102.212,0.17,50,1,1,1,61,0,0,0 +482,2010,5,25,2010-05-25,16:07:00,3,CO,8,41,0,0,0,0,0,38.456,-102.198,38.4608,-102.22,1.2,75,1,1,1,61,0,0,0 +483,2010,5,25,2010-05-25,16:18:00,3,CO,8,42,0,0,0,0,0,38.4695,-102.163,38.469,-102.16,0.19,50,1,1,1,61,0,0,0 +484,2010,5,25,2010-05-25,17:17:00,3,KS,20,47,0,0,0,0,0,38.5647,-102.032,38.5701,-102.019,0.83,10,1,1,1,71,0,0,0 +485,2010,5,25,2010-05-25,17:20:00,3,CO,8,43,0,0,0,0,0,38.53,-102.08,38.532,-102.08,0.14,50,1,1,1,61,0,0,0 +486,2010,5,25,2010-05-25,17:49:00,3,KS,20,48,0,0,0,0,0,38.6092,-101.827,38.6138,-101.817,0.6,25,1,1,1,71,0,0,0 +487,2010,5,25,2010-05-25,18:52:00,3,TX,48,60,0,0,0,0,0,34.55,-102.355,34.55,-102.355,0.2,50,1,1,1,69,0,0,0 +488,2010,5,25,2010-05-25,19:06:00,3,KS,20,49,0,0,0,0,0,38.8531,-100.734,38.854,-100.728,0.34,10,1,1,1,63,0,0,0 +489,2010,5,25,2010-05-25,19:11:00,3,TX,48,61,0,0,0,0,0,34.5909,-102.27,34.5909,-102.27,0.1,20,1,1,1,69,0,0,0 +490,2010,5,25,2010-05-25,19:14:00,3,KS,20,50,0,0,0,0,0,38.83,-100.68,38.8701,-100.608,4.77,75,1,1,1,63,0,0,0 +491,2010,5,25,2010-05-25,19:14:00,3,TX,48,62,0,0,0,0,0,34.5807,-102.283,34.5807,-102.283,0.1,20,1,1,1,69,0,0,0 +492,2010,5,25,2010-05-25,19:26:00,3,KS,20,51,1,0,0,0.0225,0,38.8619,-100.546,38.8358,-100.152,21.26,75,1,1,1,63,0,0,0 +493,2010,5,25,2010-05-25,19:44:00,3,KS,20,52,1,0,0,0.025,0,38.844,-100.336,38.8358,-100.152,9.9,50,1,1,1,63,0,0,0 +494,2010,5,25,2010-05-25,19:52:00,3,CO,8,44,0,0,0,0.01,0,37.43,-102.14,37.4391,-102.155,1.05,75,1,1,1,9,0,0,0 +495,2010,5,25,2010-05-25,20:00:00,3,CO,8,45,1,0,0,0.005,0,37.4379,-102.171,37.4695,-102.193,2.48,300,1,1,1,9,0,0,0 +496,2010,5,25,2010-05-25,21:04:00,3,KS,20,53,0,0,0,0,0,38.8358,-100.152,38.9007,-100.1,5.9,150,1,1,1,195,0,0,0 +497,2010,5,25,2010-05-25,21:20:00,3,KS,20,54,0,0,0,0,0,38.8707,-99.5589,38.8668,-99.4305,6.91,75,1,1,1,51,0,0,0 +498,2010,5,26,2010-05-26,13:30:00,3,CO,8,46,0,0,0,0,0,39.8502,-104.821,39.8502,-104.821,0.1,50,1,1,1,31,0,0,0 +499,2010,5,26,2010-05-26,15:30:00,3,CO,8,47,0,0,0,0,0,40.1,-104.501,40.1,-104.501,0.1,50,1,1,1,123,0,0,0 +500,2010,5,26,2010-05-26,16:15:00,3,LA,22,8,0,0,0,0,0,29.924,-92.6714,29.924,-92.6698,0.1,50,1,1,1,23,0,0,0 +501,2010,5,26,2010-05-26,17:45:00,3,IL,17,8,0,0,0,0,0,41.03,-88.8316,41.03,-88.824,0.4,30,1,1,1,105,0,0,0 +502,2010,5,27,2010-05-27,20:49:00,3,MT,30,1,0,0,0,0,0,47.2064,-105.827,47.2064,-105.827,0.1,1,1,1,1,55,0,0,0 +503,2010,5,31,2010-05-31,14:55:00,3,CO,8,48,2,0,0,0.02,0,37.3,-102.94,37.26,-102.93,2.82,400,1,1,1,9,0,0,0 +504,2010,5,31,2010-05-31,15:07:00,3,CO,8,49,0,0,0,0,0,37.25,-102.96,37.251,-102.955,0.28,75,1,1,1,9,0,0,0 +505,2010,5,31,2010-05-31,18:09:00,3,CO,8,50,2,0,0,0.03,0,37.0687,-102.603,36.9949,-102.464,9.24,300,1,1,1,9,0,0,0 +506,2010,5,31,2010-05-31,18:58:00,3,OK,40,92,0,0,0,0,0,36.9326,-102.391,36.9412,-102.361,1.75,25,1,1,1,25,0,0,0 +507,2010,5,31,2010-05-31,19:51:00,3,OK,40,93,0,0,0,0,0,36.82,-101.97,36.8363,-101.947,1.7,25,1,1,1,139,0,0,0 +508,2010,6,1,2010-06-01,12:22:00,3,IA,19,1,0,0,0,0,0,43.2,-95.733,43.2,-95.727,0.3,50,1,1,1,141,0,0,0 +509,2010,6,1,2010-06-01,13:58:00,3,NE,31,11,0,0,0,0,0,42.135,-96.8568,42.1277,-96.8819,1.38,100,1,1,1,179,0,0,0 +510,2010,6,1,2010-06-01,16:08:00,3,IA,19,2,2,0,0,4,0.01,40.8021,-94.2289,40.8231,-94.2209,1.51,250,1,1,1,159,0,0,0 +511,2010,6,1,2010-06-01,17:05:00,3,NE,31,12,1,0,0,0.004,0,41.0035,-96.0641,41.0025,-96.0536,0.55,200,1,1,1,25,0,0,0 +512,2010,6,1,2010-06-01,17:54:00,3,WY,56,11,0,0,0,0,0,44.1759,-106.022,44.1764,-106.02,0.11,25,1,1,1,19,0,0,0 +513,2010,6,2,2010-06-02,12:40:00,3,PA,42,1,0,0,0,0.125,0,41.7665,-80.4119,41.7784,-80.3954,1.19,50,1,1,1,39,0,0,0 +514,2010,6,2,2010-06-02,14:55:00,3,TX,48,63,0,0,0,0,0,33.3634,-101.92,33.3634,-101.92,0.1,15,1,1,1,305,0,0,0 +515,2010,6,2,2010-06-02,15:06:00,3,ME,23,1,0,0,0,0,0,46.1453,-68.6551,46.1475,-68.6033,2.48,500,1,1,1,19,0,0,0 +516,2010,6,2,2010-06-02,15:58:00,3,OH,39,7,1,0,0,0.125,0,40.5899,-80.8847,40.5576,-80.8267,3.78,300,1,1,1,19,81,0,0 +517,2010,6,2,2010-06-02,21:47:00,3,TX,48,64,1,0,0,0.07,0.01,28.151,-97.7433,28.1412,-97.6206,7.57,440,1,1,1,409,25,0,0 +518,2010,6,2,2010-06-02,22:15:00,3,TX,48,65,0,0,0,0,0.001,27.6343,-97.4542,27.6374,-97.4474,0.47,20,1,1,1,355,0,0,0 +519,2010,6,2,2010-06-02,22:18:00,3,TX,48,66,0,0,0,0,0.001,28.1846,-97.2825,28.1829,-97.2788,0.25,20,1,1,1,391,0,0,0 +520,2010,6,2,2010-06-02,22:34:00,3,TX,48,67,2,0,0,0.25,0,28.0499,-97.1254,28,-97.1006,3.76,500,1,1,1,7,0,0,0 +521,2010,6,3,2010-06-03,12:06:00,3,IL,17,9,0,0,0,0,0,39.4879,-89.2533,39.4881,-89.2514,0.1,15,1,1,1,21,0,0,0 +522,2010,6,3,2010-06-03,17:30:00,3,NE,31,13,0,0,0,0,0,41.3505,-99.5197,41.351,-99.5189,0.1,10,1,1,1,41,0,0,0 +523,2010,6,4,2010-06-04,04:37:00,3,LA,22,9,0,0,0,0,0,29.7916,-91.7025,29.7916,-91.7025,0.01,10,1,1,1,101,0,0,0 +524,2010,6,4,2010-06-04,04:47:00,3,LA,22,10,0,0,0,0.002,0,29.8668,-91.6447,29.8792,-91.6351,1.03,25,1,1,1,101,0,0,0 +525,2010,6,4,2010-06-04,17:20:00,3,MO,29,32,0,0,0,0,0,40.05,-92.84,40.05,-92.84,0.1,20,1,1,1,1,0,0,0 +526,2010,6,4,2010-06-04,17:27:00,3,MO,29,33,0,0,0,0,0,39.92,-92.74,39.92,-92.74,0.1,20,1,1,1,121,0,0,0 +527,2010,6,4,2010-06-04,18:55:00,3,IN,18,1,0,0,0,0,0,40.7807,-87.0158,40.7813,-87.0143,0.09,20,1,1,1,181,0,0,0 +528,2010,6,5,2010-06-05,11:46:00,3,OH,39,8,0,0,0,0.035,0,40.7395,-82.4387,40.7358,-82.4317,0.45,20,1,1,1,139,0,0,0 +529,2010,6,5,2010-06-05,12:30:00,3,VT,50,1,1,0,0,0.025,0,44.62,-72.42,44.61,-72.38,2.09,83,1,1,1,19,0,0,0 +530,2010,6,5,2010-06-05,12:40:00,3,OH,39,9,1,0,0,0.55,0,40.57,-81.82,40.5002,-81.5937,12.84,100,1,1,1,75,157,0,0 +531,2010,6,5,2010-06-05,14:14:00,3,NH,33,1,0,0,0,0,0,44.3996,-71.22,44.3996,-71.22,0.1,40,1,1,1,7,0,0,0 +532,2010,6,5,2010-06-05,15:19:00,3,ME,23,2,1,0,0,0,0,44.2072,-70.4637,44.1729,-70.3937,4.2,300,1,1,1,17,0,0,0 +533,2010,6,5,2010-06-05,17:11:00,3,IA,19,3,0,0,0,0,0,41.2995,-93.789,41.2956,-93.7679,1.13,30,1,1,1,181,0,0,0 +534,2010,6,5,2010-06-05,18:34:00,3,IL,17,10,0,0,0,0,0.002,40.8345,-90.3554,40.8346,-90.3537,0.09,10,1,1,1,95,0,0,0 +535,2010,6,5,2010-06-05,18:40:00,3,IA,19,4,1,1,0,0.25,0,42.0834,-90.6883,42.0752,-90.6467,2.2,150,1,1,1,97,0,0,0 +536,2010,6,5,2010-06-05,18:56:00,3,IL,17,11,2,0,0,0.42,0.05,40.801,-90.0919,40.782,-89.9856,5.71,50,1,1,1,95,0,0,0 +537,2010,6,5,2010-06-05,19:00:00,3,IA,19,5,0,0,0,0,0,42.0048,-90.3729,42.0042,-90.3647,0.43,100,1,1,1,45,0,0,0 +538,2010,6,5,2010-06-05,19:04:00,3,IL,17,12,2,0,0,85,0,40.782,-89.9856,40.7765,-89.9461,2.1,50,1,1,1,143,0,0,0 +539,2010,6,5,2010-06-05,19:10:00,3,IL,17,13,2,0,0,1.005,0,41.1289,-89.3142,41.1112,-89.1371,10.29,880,1,1,1,155,99,0,0 +540,2010,6,5,2010-06-05,19:10:00,3,IL,17,14,1,0,0,0.085,0,40.7732,-89.9174,40.7694,-89.8247,4.86,100,1,1,1,143,0,0,0 +541,2010,6,5,2010-06-05,19:18:00,3,IL,17,15,1,0,0,0.17,0,40.7616,-89.8175,40.756,-89.7437,3.88,75,1,1,1,143,0,0,0 +542,2010,6,5,2010-06-05,19:32:00,3,IL,17,16,0,0,0,0,0,41.3269,-88.9365,41.3272,-88.9324,0.21,50,1,1,1,99,0,0,0 +543,2010,6,5,2010-06-05,19:32:00,3,IL,17,17,0,0,0,0.1,0,40.7652,-89.67,40.7676,-89.6315,2.02,100,1,1,1,143,0,0,0 +544,2010,6,5,2010-06-05,19:34:00,3,IL,17,18,2,17,0,7.04,0,41.1005,-89.0869,41.1087,-88.7496,17.62,800,1,1,1,123,99,0,0 +545,2010,6,5,2010-06-05,19:50:00,3,IL,17,19,0,0,0,0,0,41.1171,-88.8841,41.1172,-88.8812,0.15,20,1,1,1,99,0,0,0 +546,2010,6,5,2010-06-05,19:51:00,3,IL,17,20,2,0,0,0.56,0.03,40.7457,-89.4,40.7482,-89.385,0.8,250,1,1,1,179,0,0,0 +547,2010,6,5,2010-06-05,19:53:00,3,IL,17,21,2,0,0,0.07,0,40.7482,-89.385,40.755,-89.3424,2.28,250,1,1,1,203,0,0,0 +548,2010,6,5,2010-06-05,19:58:00,3,IL,17,22,3,0,0,0.75,0,41.0998,-88.7302,41.0933,-88.5663,8.55,440,1,1,1,105,0,0,0 +549,2010,6,5,2010-06-05,20:12:00,3,IL,17,23,2,13,1,3,0,41.0876,-88.5213,41.0867,-88.4068,5.96,300,1,1,1,105,0,0,0 +550,2010,6,5,2010-06-05,20:16:00,3,IL,17,24,0,0,0,0.1,0,41.1032,-88.4914,41.0989,-88.4466,2.35,20,1,1,1,105,0,0,0 +551,2010,6,5,2010-06-05,20:31:00,3,IL,17,25,0,0,0,0.02,0,41.0819,-88.3435,41.0821,-88.2702,3.82,20,1,1,1,105,0,0,0 +552,2010,6,5,2010-06-05,20:38:00,3,OH,39,10,2,0,0,0.5,0,41.4879,-84.0131,41.526,-83.8828,7.24,700,1,1,1,51,0,0,0 +553,2010,6,5,2010-06-05,21:00:00,3,OH,39,11,1,0,0,0.075,0,41.53,-83.87,41.55,-83.81,3.4,100,1,1,1,95,0,0,0 +554,2010,6,5,2010-06-05,21:02:00,3,IL,17,26,1,0,0,0.5,0,41.0785,-87.9699,41.0787,-87.9581,0.62,30,1,1,1,91,0,0,0 +555,2010,6,5,2010-06-05,21:08:00,3,IL,17,27,0,0,0,0.002,0,40.8176,-88.4182,40.8178,-88.416,0.39,50,1,1,1,105,0,0,0 +556,2010,6,5,2010-06-05,21:18:00,3,IL,17,28,3,1,0,0.6,0,41.0636,-87.7523,41.0826,-87.6057,7.75,175,1,1,1,91,0,0,0 +557,2010,6,5,2010-06-05,21:19:00,3,IL,17,29,1,0,0,0.075,0,41.0734,-87.741,41.0738,-87.7303,0.56,50,1,1,1,91,0,0,0 +558,2010,6,5,2010-06-05,21:20:00,3,OH,39,12,4,28,7,102.4,0,41.5512,-83.538,41.5723,-83.3709,8.8,400,1,1,1,173,123,0,0 +559,2010,6,5,2010-06-05,21:28:00,3,MI,26,2,2,0,0,0.15,0,41.9792,-86.4982,41.9936,-86.4353,3.38,200,1,1,1,21,0,0,0 +560,2010,6,5,2010-06-05,21:36:00,3,MI,26,3,1,0,0,0.1,0,41.9857,-86.4199,41.9845,-86.3918,1.44,100,1,1,1,21,0,0,0 +561,2010,6,5,2010-06-05,21:57:00,3,IL,17,30,0,0,0,0.08,0.015,40.1212,-89.2471,40.0858,-89.1453,5.91,300,1,1,1,107,0,0,0 +562,2010,6,5,2010-06-05,21:59:00,3,MI,26,4,2,0,0,0.1,0,41.962,-86.092,41.9523,-86.0405,2.73,200,1,1,1,27,0,0,0 +563,2010,6,5,2010-06-05,22:03:00,3,MI,26,5,1,0,0,2,0,42.2902,-85.1993,42.2893,-85.1677,1.62,300,1,1,1,25,0,0,0 +564,2010,6,5,2010-06-05,22:06:00,3,IL,17,31,0,0,0,0.09,0,40.0858,-89.1453,40.0624,-89.0376,5.92,300,1,1,1,39,0,0,0 +565,2010,6,5,2010-06-05,22:32:00,3,MI,26,6,2,0,0,0.3,0,41.8172,-85.6873,41.7803,-85.4865,10.65,200,1,1,1,149,0,0,0 +566,2010,6,5,2010-06-05,23:03:00,3,IN,18,2,1,2,0,0.6,0.005,40.6856,-86.8132,40.6563,-86.576,12.6,150,1,1,1,181,15,0,0 +567,2010,6,5,2010-06-05,23:25:00,3,IN,18,3,1,1,0,0.185,0.002,40.6488,-86.4285,40.6337,-86.3103,6.29,150,1,1,1,15,17,0,0 +568,2010,6,5,2010-06-05,23:41:00,3,IN,18,4,3,1,0,0.875,0,40.6382,-86.1844,40.6258,-86.0457,7.45,250,1,1,1,17,103,0,0 +569,2010,6,5,2010-06-05,23:48:00,3,MI,26,7,1,0,0,0.5,0,41.9577,-84.2174,41.9541,-84.1694,2.48,250,1,1,1,91,0,0,0 +570,2010,6,6,2010-06-06,00:10:00,3,PA,42,2,0,0,0,0.2,0,41.999,-80.4069,42.0119,-80.2953,5.8,50,1,1,1,49,0,0,0 +571,2010,6,6,2010-06-06,00:11:00,3,MI,26,8,2,11,0,50,0,41.9663,-83.7692,41.9447,-83.5177,13.01,800,1,1,1,115,0,0,0 +572,2010,6,6,2010-06-06,00:33:00,3,MI,26,9,1,0,0,10,0,41.9359,-83.3274,41.9802,-83.2393,5.15,500,1,1,1,115,0,0,0 +573,2010,6,6,2010-06-06,03:34:00,3,OH,39,13,0,0,0,0.064,0,40.2191,-83.4243,40.224,-83.3604,3.39,100,1,1,1,159,0,0,0 +574,2010,6,6,2010-06-06,04:01:00,3,OH,39,14,1,0,0,0.5,0,41.5909,-80.6307,41.6087,-80.5475,4.47,100,1,1,1,7,0,0,0 +575,2010,6,6,2010-06-06,04:45:00,3,PA,42,3,0,0,0,0.03,0,41.7191,-79.6311,41.7216,-79.6218,0.51,20,1,1,1,39,0,0,0 +576,2010,6,6,2010-06-06,05:05:00,3,PA,42,4,0,0,0,0.1,0,41.3565,-80.3977,41.36,-80.34,3,80,1,1,1,85,0,0,0 +577,2010,6,6,2010-06-06,17:02:00,3,IN,18,5,0,0,0,0.003,0,40.1797,-85.4339,40.1797,-85.4339,0.1,25,1,1,1,35,0,0,0 +578,2010,6,6,2010-06-06,20:31:00,3,NE,31,14,0,0,0,0,0,40.52,-101.56,40.4919,-101.549,2.02,20,1,1,1,29,0,0,0 +579,2010,6,7,2010-06-07,18:20:00,3,NE,31,15,0,0,0,0,0,42.01,-103.66,42.01,-103.66,0.5,100,1,1,1,165,0,0,0 +580,2010,6,7,2010-06-07,19:11:00,3,ND,38,6,0,0,0,0.05,0,46.2228,-103.65,46.2095,-103.62,1.69,25,1,1,1,11,0,0,0 +581,2010,6,7,2010-06-07,19:23:00,3,NE,31,16,1,0,0,0.06,0,41.87,-103.645,41.7193,-103.361,21,100,1,1,1,157,123,0,0 +582,2010,6,7,2010-06-07,19:24:00,3,NE,31,17,0,0,0,0,0,42.1205,-102.908,42.1205,-102.908,2,100,1,1,1,13,0,0,0 +583,2010,6,7,2010-06-07,19:25:00,3,NE,31,18,0,0,0,0,0,41.82,-103.631,41.82,-103.631,0.25,100,1,1,1,157,0,0,0 +584,2010,6,7,2010-06-07,19:28:00,3,NE,31,19,0,0,0,0,0,41.8698,-103.614,41.8698,-103.614,0.25,100,1,1,1,157,0,0,0 +585,2010,6,7,2010-06-07,20:12:00,3,ND,38,7,0,0,0,0,0,46.1217,-103.415,46.1205,-103.409,0.29,25,1,1,1,11,0,0,0 +586,2010,6,7,2010-06-07,20:28:00,3,NE,31,20,0,0,0,0,0,41.5488,-102.782,41.5488,-102.782,1,100,1,1,1,123,0,0,0 +587,2010,6,8,2010-06-08,09:57:00,3,TX,48,68,0,0,0,0.25,0,29.7292,-94.9432,29.7302,-94.9412,0.14,10,1,1,1,201,0,0,0 +588,2010,6,8,2010-06-08,15:55:00,3,KS,20,55,0,0,0,0,0,38.4996,-95.6748,38.5014,-95.6684,0.37,30,1,1,1,139,0,0,0 +589,2010,6,8,2010-06-08,16:39:00,3,MO,29,34,0,0,0,0.01,0,38.64,-94.35,38.6386,-94.3128,2.1,20,1,1,1,37,0,0,0 +590,2010,6,8,2010-06-08,16:55:00,3,KS,20,56,0,0,0,0,0,38.46,-95.44,38.4601,-95.4397,0.02,25,1,1,1,59,0,0,0 +591,2010,6,8,2010-06-08,17:02:00,3,IA,19,6,0,0,0,0,0,42.1558,-93.6112,42.155,-93.6028,0.44,20,1,1,1,169,0,0,0 +592,2010,6,8,2010-06-08,17:34:00,3,IA,19,7,0,0,0,0,0,42.1335,-93.302,42.1329,-93.2973,0.24,20,1,1,1,169,0,0,0 +593,2010,6,8,2010-06-08,18:29:00,3,KS,20,57,0,0,0,0,0,38.08,-95.88,38.0801,-95.8799,0.01,25,1,1,1,31,0,0,0 +594,2010,6,8,2010-06-08,18:47:00,3,KS,20,58,0,0,0,0.0005,0,38.1688,-95.3319,38.1691,-95.3307,0.07,25,1,1,1,3,0,0,0 +595,2010,6,8,2010-06-08,20:29:00,3,CO,8,51,0,0,0,0,0,39.261,-104.129,39.261,-104.129,0.1,50,1,1,1,39,0,0,0 +596,2010,6,9,2010-06-09,04:32:00,3,TX,48,69,1,0,0,0.1,0,30.0104,-94.4157,30.0487,-94.4026,2.76,100,1,1,1,245,0,0,0 +597,2010,6,9,2010-06-09,17:10:00,3,KY,21,12,0,0,0,0,0,37.0898,-85.3512,37.094,-85.3418,0.6,40,1,1,1,1,0,0,0 +598,2010,6,10,2010-06-10,09:56:00,3,TX,48,70,1,0,0,0.075,0,31.312,-95.6555,31.351,-95.6418,2.81,75,1,1,1,225,0,0,0 +599,2010,6,10,2010-06-10,10:29:00,3,TX,48,71,0,0,0,0.01,0,31.4527,-95.4753,31.4705,-95.4619,1.46,25,1,1,1,225,0,0,0 +600,2010,6,10,2010-06-10,18:52:00,3,CO,8,52,0,0,0,0,0,39.66,-103.99,39.66,-103.99,0.1,50,1,1,1,5,0,0,0 +601,2010,6,10,2010-06-10,19:20:00,3,CO,8,53,0,0,0,0,0,40.06,-104.42,40.06,-104.42,0.1,50,1,1,1,123,0,0,0 +602,2010,6,10,2010-06-10,19:46:00,3,CO,8,54,0,0,0,0,0,39.73,-103.56,39.73,-103.56,0.1,100,1,1,1,121,0,0,0 +603,2010,6,10,2010-06-10,21:27:00,3,CO,8,55,0,0,0,0,0,39.8892,-103.048,39.8892,-103.048,0.1,50,1,1,1,121,0,0,0 +604,2010,6,11,2010-06-11,15:33:00,3,OH,39,15,0,0,0,0,0,40.7464,-84.13,40.7475,-84.1281,0.13,25,1,1,1,3,0,0,0 +605,2010,6,11,2010-06-11,17:27:00,3,CO,8,56,0,0,0,0,0,39.13,-103.93,39.13,-103.93,0.1,50,1,1,1,39,0,0,0 +606,2010,6,11,2010-06-11,19:10:00,3,CO,8,57,0,0,0,0,0,39.3301,-103.392,39.3301,-103.392,0.1,50,1,1,1,73,0,0,0 +607,2010,6,11,2010-06-11,19:15:00,3,KS,20,59,1,0,0,0.1,0,39.5143,-100.253,39.5646,-100.255,3.48,50,1,1,1,179,0,0,0 +608,2010,6,11,2010-06-11,19:17:00,3,KS,20,60,0,0,0,0,0,39.5143,-100.253,39.5109,-100.253,0.23,25,1,1,1,179,0,0,0 +609,2010,6,11,2010-06-11,20:00:00,3,KS,20,61,0,0,0,0,0,39.5586,-100.3,39.5671,-100.305,0.66,25,1,1,1,179,0,0,0 +610,2010,6,11,2010-06-11,20:00:00,3,KS,20,62,0,0,0,0,0,39.5588,-100.296,39.5675,-100.302,0.67,25,1,1,1,179,0,0,0 +611,2010,6,11,2010-06-11,21:03:00,3,NE,31,21,0,0,0,0,0,40.4842,-99.85,40.4842,-99.85,0.1,20,1,1,1,73,0,0,0 +612,2010,6,11,2010-06-11,23:00:00,3,NE,31,22,0,0,0,0,0,41.15,-101.11,41.15,-101.11,0.1,10,1,1,1,111,0,0,0 +613,2010,6,11,2010-06-11,23:15:00,3,NE,31,23,0,0,0,0,0,41.13,-100.89,41.13,-100.89,0.1,10,1,1,1,111,0,0,0 +614,2010,6,12,2010-06-12,14:14:00,3,TX,48,72,0,0,0,0,0,35.9042,-101.73,35.9057,-101.72,0.56,25,1,1,1,341,0,0,0 +615,2010,6,12,2010-06-12,16:53:00,3,KS,20,63,1,0,0,0.002,0,38.3885,-98.8189,38.3942,-98.8081,0.7,75,1,1,1,9,0,0,0 +616,2010,6,12,2010-06-12,17:06:00,3,KS,20,64,0,0,0,0,0,38.43,-98.81,38.434,-98.8021,0.51,50,1,1,1,9,0,0,0 +617,2010,6,12,2010-06-12,17:32:00,3,KS,20,65,0,0,0,0,0,38.49,-98.58,38.4945,-98.574,0.45,50,1,1,1,9,0,0,0 +618,2010,6,12,2010-06-12,17:56:00,3,KS,20,66,0,0,0,0,0,38.49,-98.42,38.4939,-98.4142,0.42,50,1,1,1,159,0,0,0 +619,2010,6,12,2010-06-12,18:03:00,3,KS,20,67,1,0,0,0.01,0,38.4783,-98.3529,38.4945,-98.3256,1.85,75,1,1,1,159,0,0,0 +620,2010,6,12,2010-06-12,18:26:00,3,IN,18,6,0,0,0,0.025,0,39.4407,-86.6078,39.4462,-86.4992,5.81,75,1,1,1,109,0,0,0 +621,2010,6,13,2010-06-13,14:52:00,3,OK,40,94,0,0,0,0,0,36.53,-100.55,36.556,-100.464,5.11,25,1,1,1,7,0,0,0 +622,2010,6,13,2010-06-13,15:17:00,3,OK,40,95,0,0,0,0,0,36.62,-100.322,36.6316,-100.268,3.07,25,1,1,1,7,0,0,0 +623,2010,6,13,2010-06-13,15:22:00,3,OK,40,96,0,0,0,0,0,36.62,-100.3,36.6288,-100.256,2.51,25,1,1,1,7,0,0,0 +624,2010,6,13,2010-06-13,15:41:00,3,OK,40,97,0,0,0,0,0,36.6588,-100.237,36.6686,-100.188,2.79,25,1,1,1,7,0,0,0 +625,2010,6,13,2010-06-13,16:24:00,3,TX,48,73,0,0,0,0,0,36.18,-100.53,36.1822,-100.525,0.32,25,1,1,1,295,0,0,0 +626,2010,6,13,2010-06-13,17:33:00,3,NE,31,24,1,0,0,0,0,40.0457,-99.7657,40.0645,-99.7428,1.78,300,1,1,1,65,0,0,0 +627,2010,6,14,2010-06-14,13:40:00,3,TX,48,74,0,0,0,0,0,33.2901,-101.733,33.2911,-101.73,0.2,40,1,1,1,305,0,0,0 +628,2010,6,14,2010-06-14,16:00:00,3,TX,48,75,0,0,0,0,0,32.711,-102.046,32.7142,-102.037,0.56,50,1,1,1,115,0,0,0 +629,2010,6,16,2010-06-16,17:00:00,3,MT,30,2,2,0,0,0.012,0,45.18,-108.69,45.2,-108.68,1,75,1,1,1,9,0,0,0 +630,2010,6,16,2010-06-16,17:04:00,3,SD,46,16,0,0,0,0,0,44.9487,-101.77,44.9487,-101.77,0.01,20,1,1,1,137,0,0,0 +631,2010,6,16,2010-06-16,17:30:00,3,SD,46,17,0,0,0,0,0,45.01,-101.77,45.01,-101.77,0.1,30,1,1,1,137,0,0,0 +632,2010,6,16,2010-06-16,18:22:00,3,SD,46,18,1,0,0,0.01,0,45.0291,-101.681,45.0551,-101.653,2.26,450,1,1,1,137,0,0,0 +633,2010,6,16,2010-06-16,18:33:00,3,SD,46,19,2,2,0,0.75,0,45.0356,-101.613,45.0553,-101.608,1.38,450,1,1,1,137,0,0,0 +634,2010,6,16,2010-06-16,18:40:00,3,SD,46,20,0,0,0,0,0,45.0604,-101.609,45.0604,-101.609,0.05,30,1,1,1,137,0,0,0 +635,2010,6,16,2010-06-16,18:53:00,3,SD,46,21,0,0,0,0,0,45.09,-101.64,45.09,-101.64,0.05,30,1,1,1,137,0,0,0 +636,2010,6,16,2010-06-16,19:35:00,3,SD,46,22,2,0,0,0,0,45.06,-101.33,45.0581,-101.322,0.4,50,1,1,1,41,0,0,0 +637,2010,6,16,2010-06-16,20:56:00,3,MT,30,3,1,0,0,0.03,0,47.9946,-106.085,48.0313,-106.072,2.61,17,1,1,1,55,0,0,0 +638,2010,6,17,2010-06-17,10:35:00,3,ND,38,8,1,0,0,0.025,0,45.9918,-102.642,45.9973,-102.632,0.62,20,1,1,1,1,0,0,0 +639,2010,6,17,2010-06-17,13:31:00,3,ND,38,9,0,0,0,0,0,48.89,-102.92,48.94,-102.93,3.48,25,1,1,1,13,0,0,0 +640,2010,6,17,2010-06-17,13:55:00,3,ND,38,10,0,0,0,0,0,46.7971,-99.2611,46.8311,-99.2306,2.76,25,1,1,1,93,0,0,0 +641,2010,6,17,2010-06-17,14:28:00,3,MN,27,3,0,0,0,0,0,47.22,-96.2,47.2479,-96.1912,1,25,1,1,1,107,0,0,0 +642,2010,6,17,2010-06-17,14:38:00,3,ND,38,11,0,0,0,0,0,47.58,-97.8,47.6403,-97.7761,4.32,30,1,1,1,91,0,0,0 +643,2010,6,17,2010-06-17,14:43:00,3,MN,27,4,4,5,1,0,0,46.087,-95.437,46.6147,-95.25,39.56,2288,1,1,1,41,111,0,0 +644,2010,6,17,2010-06-17,14:44:00,3,ND,38,12,0,0,0,0,0,47.1905,-98.8899,47.1946,-98.8839,0.4,25,1,1,1,93,0,0,0 +645,2010,6,17,2010-06-17,14:49:00,3,ND,38,13,4,1,0,0,0,47.54,-97.3,47.78,-97.3154,17,150,1,1,1,97,35,0,0 +646,2010,6,17,2010-06-17,14:55:00,3,MN,27,5,0,0,0,0,0,46.67,-95.75,46.67,-95.75,0.2,15,1,1,1,111,0,0,0 +647,2010,6,17,2010-06-17,15:00:00,3,MN,27,6,0,0,0,0,0,47.44,-95.91,47.5368,-95.8489,6,40,1,1,1,87,119,0,0 +648,2010,6,17,2010-06-17,15:01:00,3,ND,38,14,1,0,0,0,0,47.01,-98.11,47.025,-98.11,1,100,1,1,1,3,0,0,0 +649,2010,6,17,2010-06-17,15:05:00,3,ND,38,15,0,0,0,0,0,47.17,-98.23,47.17,-98.23,0.2,15,1,1,1,3,0,0,0 +650,2010,6,17,2010-06-17,15:27:00,3,ND,38,16,0,0,0,0,0,47.83,-98.88,47.86,-98.88,1.2,15,1,1,1,27,5,0,0 +651,2010,6,17,2010-06-17,15:28:00,3,ND,38,17,2,0,0,0,0,47.31,-97.78,47.4145,-97.8,7,75,1,1,1,91,0,0,0 +652,2010,6,17,2010-06-17,15:30:00,3,ND,38,18,1,0,0,0,0,47.25,-97.67,47.3507,-97.6847,7,50,1,1,1,91,0,0,0 +653,2010,6,17,2010-06-17,15:31:00,3,ND,38,19,2,0,0,0,0,47.9,-97.3,48.02,-97.3484,7,100,1,1,1,35,0,0,0 +654,2010,6,17,2010-06-17,15:32:00,3,MN,27,7,1,0,0,0,0,47.18,-95.38,47.2042,-95.38,1,40,1,1,1,29,0,0,0 +655,2010,6,17,2010-06-17,15:40:00,3,ND,38,20,2,0,0,0,0,47.35,-97.62,47.3643,-97.5721,3,75,1,1,1,91,0,0,0 +656,2010,6,17,2010-06-17,15:41:00,3,MN,27,8,1,0,0,0,0,47.34,-95.49,47.38,-95.49,3,30,1,1,1,29,0,0,0 +657,2010,6,17,2010-06-17,15:47:00,3,ND,38,21,1,0,0,0,0,47.96,-97.21,48.07,-97.1917,10,50,1,1,1,35,0,0,0 +658,2010,6,17,2010-06-17,15:48:00,3,MN,27,9,1,0,0,0,0,46.2963,-95.23,46.315,-95.213,1.52,40,1,1,1,111,0,0,0 +659,2010,6,17,2010-06-17,15:59:00,3,MN,27,10,4,20,0,0,0,46.41,-95.18,46.5216,-95.026,10,1936,1,1,1,111,159,0,0 +660,2010,6,17,2010-06-17,16:02:00,3,ND,38,22,0,0,0,0,0,47.63,-97.57,47.6631,-97.5289,2.98,50,1,1,1,91,0,0,0 +661,2010,6,17,2010-06-17,16:05:00,3,MN,27,11,0,0,0,0,0,43.5331,-94.148,43.5714,-94.147,2.65,75,1,1,1,43,0,0,0 +662,2010,6,17,2010-06-17,16:07:00,3,MN,27,12,1,0,0,0,0,48.1,-95.78,48.1398,-95.7847,2,30,1,1,1,113,0,0,0 +663,2010,6,17,2010-06-17,16:11:00,3,IA,19,8,0,0,0,0,0.005,43.3737,-94.1649,43.3808,-94.1551,0.69,20,1,1,1,109,0,0,0 +664,2010,6,17,2010-06-17,16:15:00,3,ND,38,23,0,0,0,0,0,48.16,-97.97,48.1767,-97.9134,3,25,1,1,1,63,0,0,0 +665,2010,6,17,2010-06-17,16:17:00,3,MN,27,13,1,0,0,0,0,47.16,-95.15,47.2222,-95.0787,6,80,1,1,1,57,0,0,0 +666,2010,6,17,2010-06-17,16:21:00,3,ND,38,24,1,0,0,0,0,48.25,-97.16,48.3,-97.0874,5,50,2,0,1,0,0,0,0 +666,2010,6,17,2010-06-17,16:21:00,3,ND,38,24,1,0,0,0,0,48.25,-97.16,48.27,-97.13,1,50,2,1,2,99,0,0,0 +667,2010,6,17,2010-06-17,16:22:00,3,ND,38,25,0,0,0,0,0,48.08,-97.64,48.0921,-97.65,1,25,1,1,1,35,0,0,0 +666,2010,6,17,2010-06-17,16:23:00,3,MN,27,14,1,0,0,0,0,48.27,-97.13,48.3,-97.0874,4,50,2,1,2,89,0,0,0 +668,2010,6,17,2010-06-17,16:23:00,3,MN,27,15,0,0,0,0,0,44.9689,-94.0823,44.9773,-94.0716,0.78,25,1,1,1,85,0,0,0 +669,2010,6,17,2010-06-17,16:24:00,3,IA,19,9,0,0,0,0,0,43.457,-94.0286,43.4638,-94.0191,0.67,20,1,1,1,109,0,0,0 +670,2010,6,17,2010-06-17,16:29:00,3,MN,27,16,1,0,0,0,0,47.64,-95.43,47.6566,-95.43,1,40,1,1,1,29,0,0,0 +671,2010,6,17,2010-06-17,16:30:00,3,MN,27,17,0,0,0,0.002,0,46.61,-94.88,46.749,-94.648,14.76,200,1,1,1,159,21,0,0 +672,2010,6,17,2010-06-17,16:30:00,3,ND,38,26,0,0,0,0,0,47.76,-97.15,47.8602,-97.1153,8,30,1,1,1,35,0,0,0 +673,2010,6,17,2010-06-17,16:37:00,3,MN,27,18,0,0,0,0,0,44.1002,-93.8794,44.1438,-93.8806,3.02,50,1,1,1,13,0,0,0 +674,2010,6,17,2010-06-17,16:37:00,3,ND,38,27,0,0,0,0,0,48.09,-97.48,48.1201,-97.4949,2,25,1,1,1,35,0,0,0 +675,2010,6,17,2010-06-17,16:40:00,3,MN,27,19,0,0,0,0,0,43.5275,-94.0344,43.5513,-94.0235,1.73,20,1,1,1,43,0,0,0 +676,2010,6,17,2010-06-17,16:41:00,3,ND,38,28,1,0,0,0,0,48.2,-97.85,48.2311,-97.8201,2,50,1,1,1,99,0,0,0 +677,2010,6,17,2010-06-17,16:44:00,3,MN,27,20,1,0,0,0,0,48.46,-95.62,48.55,-95.5781,4,40,1,1,1,89,135,0,0 +678,2010,6,17,2010-06-17,16:45:00,3,ND,38,29,1,0,0,0,0,48.09,-97.69,48.15,-97.7151,4,75,1,1,1,35,0,0,0 +679,2010,6,17,2010-06-17,16:48:00,3,MN,27,21,0,0,0,0,0,47.2,-94.91,47.2402,-94.9151,4,30,1,1,1,57,0,0,0 +680,2010,6,17,2010-06-17,16:49:00,3,MN,27,22,0,0,0,0,0,47.15,-94.8,47.16,-94.78,1,30,1,1,1,57,0,0,0 +681,2010,6,17,2010-06-17,16:50:00,3,MN,27,23,1,0,0,0,0,47.84,-96.82,47.9303,-96.82,7,150,1,1,1,119,0,0,0 +682,2010,6,17,2010-06-17,16:54:00,3,MN,27,24,0,0,0,0,0,45.4874,-93.9612,45.4883,-93.9612,0.06,10,1,1,1,141,0,0,0 +683,2010,6,17,2010-06-17,16:56:00,3,MN,27,25,0,0,0,0,0,45.4836,-93.9543,45.5197,-93.9637,2.54,30,1,1,1,141,0,0,0 +684,2010,6,17,2010-06-17,17:00:00,3,MN,27,26,0,0,0,0,0,45.201,-93.868,45.2721,-93.8378,5.13,50,1,1,1,171,0,0,0 +685,2010,6,17,2010-06-17,17:00:00,3,MN,27,27,1,0,0,0,0,47.78,-96.49,47.8102,-96.4652,3,150,1,1,1,119,0,0,0 +686,2010,6,17,2010-06-17,17:05:00,3,IA,19,10,0,0,0,0,0,43.4896,-93.8661,43.4985,-93.8381,1.53,30,1,1,1,189,0,0,0 +687,2010,6,17,2010-06-17,17:05:00,3,MN,27,28,0,0,0,0,0,43.5097,-93.8644,43.5184,-93.85,0.94,30,1,1,1,43,0,0,0 +688,2010,6,17,2010-06-17,17:06:00,3,MN,27,29,0,0,0,0,0,48.09,-96.71,48.1234,-96.72,2,75,1,1,1,119,0,0,0 +689,2010,6,17,2010-06-17,17:10:00,3,MN,27,30,0,0,0,0,0,43.5253,-93.8356,43.5298,-93.8305,0.4,30,1,1,1,43,0,0,0 +690,2010,6,17,2010-06-17,17:13:00,3,MN,27,31,2,0,0,0,0,43.5129,-93.7331,43.5334,-93.7261,1.46,50,1,1,1,43,0,0,0 +691,2010,6,17,2010-06-17,17:15:00,3,MN,27,32,3,2,1,0,0,47.64,-96.18,47.8522,-96.0703,15,150,1,1,1,119,125,0,0 +692,2010,6,17,2010-06-17,17:16:00,3,MN,27,33,2,0,0,0,0,43.5314,-93.7229,43.5638,-93.6983,2.5,50,1,1,1,43,0,0,0 +693,2010,6,17,2010-06-17,17:16:00,3,MN,27,34,1,1,0,0,0,47.93,-96.38,47.9577,-96.3502,2,50,1,1,1,125,0,0,0 +694,2010,6,17,2010-06-17,17:23:00,3,MN,27,35,0,0,0,0,0,43.5365,-93.6631,43.5381,-93.6583,0.26,50,1,1,1,43,0,0,0 +695,2010,6,17,2010-06-17,17:26:00,3,MN,27,36,1,0,0,0,0,48.27,-96.64,48.3637,-96.5368,7,200,1,1,1,89,0,0,0 +696,2010,6,17,2010-06-17,17:28:00,3,MN,27,37,1,0,0,0,0,43.5692,-93.6512,43.5754,-93.6435,0.58,50,1,1,1,43,47,0,0 +697,2010,6,17,2010-06-17,17:33:00,3,MN,27,38,4,14,1,0,0,43.5755,-93.6404,43.8037,-93.5181,16.91,1760,1,1,1,47,0,0,0 +698,2010,6,17,2010-06-17,17:55:00,3,MN,27,39,1,0,0,0,0,43.6607,-93.4748,43.6723,-93.4607,1.07,100,1,1,1,47,0,0,0 +699,2010,6,17,2010-06-17,18:05:00,3,MN,27,40,3,0,0,0,0,43.702,-93.4188,43.9435,-93.3757,18.15,1320,1,1,1,47,147,0,0 +700,2010,6,17,2010-06-17,18:15:00,3,MN,27,41,1,0,0,0,0,43.7634,-93.3179,43.9296,-93.2286,12.59,600,1,1,1,47,147,0,0 +701,2010,6,17,2010-06-17,18:42:00,3,MN,27,43,1,0,0,0,0,43.6987,-93.2945,43.7567,-93.2367,4.94,220,1,1,1,47,0,0,0 +702,2010,6,17,2010-06-17,18:47:00,3,MN,27,44,3,0,0,0,0,43.7567,-93.2367,43.8239,-93.1651,5.01,600,1,1,1,47,0,0,0 +703,2010,6,17,2010-06-17,19:03:00,3,MN,27,45,1,0,0,0,0,43.8103,-93.1627,43.8385,-93.1442,2.16,220,1,1,1,47,0,0,0 +704,2010,6,17,2010-06-17,19:05:00,3,MN,27,46,0,0,0,0,0,46.9134,-93.5919,46.9154,-93.5775,0.69,25,1,1,1,1,0,0,0 +705,2010,6,17,2010-06-17,19:10:00,3,MN,27,47,3,0,0,0,0,43.8588,-93.1273,43.9123,-93.0824,4.32,440,1,1,1,147,0,0,0 +706,2010,6,17,2010-06-17,19:25:00,3,MN,27,48,2,1,0,0.03,0,43.8947,-93.0903,43.9246,-92.9661,6.61,100,1,1,1,147,39,0,0 +707,2010,6,17,2010-06-17,19:27:00,3,MN,27,49,0,0,0,0,0.002,43.8965,-93.0529,43.9703,-93.013,5.49,50,1,1,1,147,39,0,0 +708,2010,6,17,2010-06-17,19:44:00,3,MN,27,50,2,2,0,0.293,0,45.7277,-92.8743,45.8023,-92.7538,7.82,400,2,0,1,0,0,0,0 +708,2010,6,17,2010-06-17,19:44:00,3,MN,27,50,2,2,0,0.283,0,45.7277,-92.8743,45.7977,-92.7683,7.05,400,2,1,2,25,115,0,0 +708,2010,6,17,2010-06-17,20:01:00,3,WI,55,6,1,0,0,0.01,0,45.7977,-92.7683,45.8023,-92.7538,0.77,300,2,1,2,13,0,0,0 +709,2010,6,17,2010-06-17,20:03:00,3,MN,27,51,1,0,0,1.9,0,44.0649,-92.5395,44.0802,-92.4966,2.38,150,1,1,1,109,0,0,0 +710,2010,6,17,2010-06-17,20:05:00,3,WI,55,7,0,0,0,0,0,45.806,-92.752,45.81,-92.749,0.31,200,1,1,1,13,0,0,0 +711,2010,6,17,2010-06-17,20:57:00,3,WI,55,8,1,0,0,0.008,0,44.32,-91.79,44.3193,-91.7438,2.28,25,1,1,1,11,0,0,0 +712,2010,6,18,2010-06-18,14:54:00,3,FL,12,13,0,0,0,0,0,27.65,-80.5623,27.65,-80.5623,0.02,10,1,1,1,61,0,0,0 +713,2010,6,18,2010-06-18,15:55:00,3,IA,19,11,0,0,0,0,0,41.3179,-93.8068,41.3211,-93.7961,0.59,25,1,1,1,121,0,0,0 +714,2010,6,19,2010-06-19,17:30:00,3,KS,20,68,1,0,0,0,0,39.6684,-97.9971,39.6603,-97.9691,2.1,350,1,1,1,89,0,0,0 +715,2010,6,20,2010-06-20,14:25:00,3,KS,20,69,0,0,0,0,0,38.5117,-101.127,38.5176,-101.113,0.87,100,1,1,1,171,0,0,0 +716,2010,6,20,2010-06-20,14:43:00,3,KS,20,70,0,0,0,0,0,38.4958,-101.129,38.4931,-101.12,0.49,100,1,1,1,171,0,0,0 +717,2010,6,20,2010-06-20,15:55:00,3,FL,12,14,0,0,0,0,0,29.7495,-81.5563,29.7989,-81.5625,3.43,10,1,1,1,107,0,0,0 +718,2010,6,20,2010-06-20,16:24:00,3,MT,30,4,2,0,0,0,0,45.81,-108.48,45.8,-108.48,0.69,120,1,1,1,111,0,0,0 +719,2010,6,20,2010-06-20,16:26:00,3,WY,56,12,0,0,0,0,0,41.7295,-104.803,41.7002,-104.669,7.19,100,1,1,1,31,0,0,0 +720,2010,6,20,2010-06-20,17:20:00,3,WY,56,13,0,0,0,0,0,43.1469,-105.545,43.1469,-105.545,0.25,25,1,1,1,9,0,0,0 +721,2010,6,20,2010-06-20,17:57:00,3,SD,46,23,0,0,0,0.002,0,43.9969,-102.248,43.9969,-102.246,0.05,20,1,1,1,103,0,0,0 +722,2010,6,20,2010-06-20,18:20:00,3,KS,20,71,0,0,0,0,0,39.7866,-98.412,39.7866,-98.412,0.1,20,1,1,1,89,0,0,0 +723,2010,6,20,2010-06-20,18:50:00,3,NE,31,25,2,0,0,0,0,40.0238,-98.0802,40.018,-98.0532,1.49,1300,1,1,1,129,0,0,0 +724,2010,6,21,2010-06-21,13:37:00,3,ND,38,30,0,0,0,0,0,48.44,-97.21,48.45,-97.16,2.39,75,1,1,1,99,0,0,0 +725,2010,6,21,2010-06-21,13:49:00,3,MN,27,52,0,0,0,0,0,48.46,-97.1,48.5,-96.9,9.57,75,1,1,1,89,0,0,0 +726,2010,6,21,2010-06-21,14:55:00,3,ND,38,31,0,0,0,0,0,47.77,-97.69,47.7402,-97.5548,7,100,1,1,1,35,0,0,0 +727,2010,6,21,2010-06-21,14:59:00,3,MN,27,53,0,0,0,0,0,48.43,-96.69,48.4398,-96.6454,2.15,100,1,1,1,89,0,0,0 +728,2010,6,21,2010-06-21,15:25:00,3,IA,19,12,0,0,0,0,0,40.73,-91.8,40.7301,-91.7988,0.06,25,1,1,1,177,0,0,0 +729,2010,6,21,2010-06-21,15:30:00,3,MN,27,54,0,0,0,0,0,48.36,-96.42,48.3589,-96.3703,2.29,50,1,1,1,89,0,0,0 +730,2010,6,21,2010-06-21,15:58:00,3,IL,17,32,0,0,0,0,0,40.5511,-88.2619,40.5513,-88.2582,0.2,20,1,1,1,53,0,0,0 +731,2010,6,21,2010-06-21,16:00:00,3,MT,30,5,0,0,0,0,0,47.9644,-107.317,47.9644,-107.317,0.1,1,1,1,1,105,0,0,0 +732,2010,6,21,2010-06-21,16:21:00,3,IA,19,13,0,0,0,0,0,40.69,-91.3516,40.69,-91.35,0.08,25,1,1,1,111,0,0,0 +733,2010,6,21,2010-06-21,16:54:00,3,CO,8,58,0,0,0,0,0,40.28,-103.83,40.28,-103.83,0.1,50,1,1,1,87,0,0,0 +734,2010,6,21,2010-06-21,17:00:00,3,MN,27,55,0,0,0,0,0,47.95,-95.02,47.95,-95.02,0.1,25,1,1,1,7,0,0,0 +735,2010,6,21,2010-06-21,17:03:00,3,CO,8,59,0,0,0,0,0,40.27,-103.72,40.27,-103.72,0.1,50,1,1,1,87,0,0,0 +736,2010,6,21,2010-06-21,17:22:00,3,IL,17,33,0,0,0,0,0,40.48,-87.8089,40.4803,-87.8016,0.4,50,1,1,1,183,0,0,0 +737,2010,6,21,2010-06-21,17:24:00,3,IL,17,34,0,0,0,0,0,40.51,-87.89,40.5099,-87.8853,0.25,20,1,1,1,75,0,0,0 +738,2010,6,21,2010-06-21,17:56:00,3,CO,8,60,0,0,0,0,0,40.22,-103.39,40.22,-103.39,0.1,50,1,1,1,121,0,0,0 +739,2010,6,21,2010-06-21,18:02:00,3,IL,17,35,0,0,0,0,0,40.4023,-87.7142,40.4026,-87.7032,0.6,50,1,1,1,183,0,0,0 +740,2010,6,21,2010-06-21,18:30:00,3,IL,17,36,0,0,0,0.005,0,40.33,-90.57,40.3304,-90.5582,0.62,25,1,1,1,109,0,0,0 +741,2010,6,21,2010-06-21,18:39:00,3,WI,55,9,1,0,0,0.015,0,42.6335,-90.0408,42.6455,-90.0004,2.22,75,1,1,1,65,0,0,0 +742,2010,6,21,2010-06-21,18:41:00,3,WI,55,10,1,0,0,0.015,0,43.1145,-89.6479,43.1155,-89.645,0.16,40,1,1,1,25,0,0,0 +743,2010,6,21,2010-06-21,19:00:00,3,MT,30,6,1,0,0,0.107,0,45.21,-106.2,45.21,-106.19,1,200,1,1,1,75,0,0,0 +744,2010,6,21,2010-06-21,19:10:00,3,MT,30,7,2,0,0,0.15,0,45.34,-105.55,45.35,-105.55,0.5,100,1,1,1,75,0,0,0 +745,2010,6,21,2010-06-21,19:10:00,3,CO,8,61,1,0,0,0.38,0,39.9061,-102.428,39.8644,-102.211,11.84,25,1,1,1,125,0,0,0 +746,2010,6,21,2010-06-21,19:15:00,3,WI,55,11,1,0,0,0.62,0.01,42.898,-88.9835,42.911,-88.9645,1.32,100,1,1,1,55,0,0,0 +747,2010,6,21,2010-06-21,20:11:00,3,WI,55,12,2,15,0,20.6,0,42.8679,-88.5031,42.871,-88.4,5.22,880,1,1,1,133,0,0,0 +748,2010,6,21,2010-06-21,20:36:00,3,WI,55,13,1,0,0,0.43,0,42.9102,-88.2148,42.9112,-88.0985,5.89,200,1,1,1,133,0,0,0 +749,2010,6,21,2010-06-21,20:45:00,3,KS,20,72,0,0,0,0,0,39.18,-100.55,39.1862,-100.545,0.51,10,1,1,1,179,0,0,0 +750,2010,6,21,2010-06-21,22:58:00,3,MI,26,10,0,0,0,0.2,0.01,42.842,-85.9818,42.8254,-85.9267,2.42,200,1,1,1,139,0,0,0 +751,2010,6,22,2010-06-22,14:30:00,3,PA,42,5,0,0,0,0.01,0,40.2709,-76.5235,40.2709,-76.5235,0.11,50,1,1,1,75,0,0,0 +752,2010,6,22,2010-06-22,16:42:00,3,NE,31,26,0,0,0,0,0,41.4921,-103.75,41.4921,-103.75,0.5,30,1,1,1,7,0,0,0 +753,2010,6,22,2010-06-22,17:06:00,3,NE,31,27,0,0,0,0,0,41.5211,-103.75,41.5211,-103.75,0.5,30,1,1,1,7,0,0,0 +754,2010,6,22,2010-06-22,17:18:00,3,NE,31,28,0,0,0,0,0,41.4891,-103.554,41.4891,-103.554,0.5,30,1,1,1,7,0,0,0 +755,2010,6,22,2010-06-22,17:38:00,3,WY,56,14,0,0,0,0,0,43.9976,-104.458,43.9976,-104.458,0.01,30,1,1,1,45,0,0,0 +756,2010,6,22,2010-06-22,18:20:00,3,NE,31,29,0,0,0,0,0,42.71,-102.49,42.71,-102.49,0.01,10,1,1,1,161,0,0,0 +757,2010,6,22,2010-06-22,18:30:00,3,PA,42,6,1,0,0,0.1,0,41.99,-76.36,41.99,-76.34,1.03,250,1,1,1,15,0,0,0 +758,2010,6,22,2010-06-22,20:12:00,3,IA,19,14,0,0,0,0,0.002,42.7036,-94.3504,42.7109,-94.3346,0.95,35,1,1,1,91,0,0,0 +759,2010,6,22,2010-06-22,20:15:00,3,IA,19,15,0,0,0,0,0.005,42.4465,-94.932,42.453,-94.9203,0.75,30,1,1,1,161,0,0,0 +760,2010,6,22,2010-06-22,21:25:00,3,IA,19,16,0,0,0,0,0.005,42.691,-93.9556,42.6817,-93.9183,2,50,1,1,1,197,0,0,0 +761,2010,6,22,2010-06-22,22:10:00,3,IA,19,17,0,0,0,0,0,42.81,-95.81,42.82,-95.79,1.23,50,1,1,1,35,0,0,0 +762,2010,6,22,2010-06-22,22:25:00,3,IA,19,18,0,0,0,0,0,42.94,-95.69,42.9405,-95.689,0.06,50,1,1,1,141,0,0,0 +763,2010,6,23,2010-06-23,01:18:00,3,IA,19,19,1,0,0,0.01,0,42.8036,-92.3134,42.8041,-92.3077,0.29,35,1,1,1,17,0,0,0 +764,2010,6,23,2010-06-23,02:22:00,3,WI,55,14,0,0,0,0.005,0,43.3361,-90.8286,43.3257,-90.7531,3.86,25,1,1,1,23,0,0,0 +765,2010,6,23,2010-06-23,17:26:00,3,IL,17,37,1,0,0,0.1,0,41.5052,-87.7118,41.4909,-87.6691,2.42,200,1,1,1,31,0,0,0 +766,2010,6,23,2010-06-23,18:59:00,3,IN,18,7,1,0,0,0.3,0.025,41.5543,-86.0496,41.523,-85.8242,11.85,50,1,1,1,39,0,0,0 +767,2010,6,23,2010-06-23,19:09:00,3,IN,18,8,1,0,0,0.5,0,41.5713,-85.8311,41.5728,-85.8109,1.05,50,1,1,1,39,0,0,0 +768,2010,6,23,2010-06-23,19:14:00,3,IN,18,9,1,0,0,0.3,0,41.2573,-85.8823,41.2351,-85.7949,4.79,150,1,1,1,85,0,0,0 +769,2010,6,23,2010-06-23,19:15:00,3,IN,18,10,1,0,0,0.05,0,41.5238,-85.7579,41.5065,-85.6954,3.45,100,1,1,1,39,0,0,0 +770,2010,6,23,2010-06-23,19:16:00,3,IN,18,11,0,0,0,0.01,0,41.6551,-85.7216,41.6555,-85.7154,0.32,25,1,1,1,39,0,0,0 +771,2010,6,23,2010-06-23,19:17:00,3,IN,18,12,0,0,0,0.075,0.025,41.4561,-85.7135,41.4491,-85.679,1.85,50,1,1,1,39,0,0,0 +772,2010,6,23,2010-06-23,19:50:00,3,OH,39,16,0,0,0,0,0,40.8295,-84.5966,40.8298,-84.5788,0.93,50,1,1,1,161,0,0,0 +773,2010,6,23,2010-06-23,19:52:00,3,MI,26,11,0,0,0,0.075,0,42.1346,-83.7483,42.1489,-83.6787,3.7,75,1,1,1,161,0,0,0 +774,2010,6,23,2010-06-23,20:06:00,3,MI,26,12,1,0,0,0.1,0,42.0467,-83.6751,42.0189,-83.4549,11.47,100,1,1,1,115,0,0,0 +775,2010,6,24,2010-06-24,12:25:00,3,CT,9,1,1,3,0,0.32,0,41.181,-73.1816,41.1795,-73.1793,0.16,100,1,1,1,1,0,0,0 +776,2010,6,24,2010-06-24,15:26:00,3,ND,38,32,0,0,0,0,0,48.22,-97.45,48.22,-97.3831,3,30,1,1,1,99,0,0,0 +777,2010,6,25,2010-06-25,14:57:00,3,TN,47,23,0,0,0,0.025,0,35.2816,-89.0302,35.2768,-89.02,0.67,50,1,1,1,69,0,0,0 +778,2010,6,25,2010-06-25,15:55:00,3,ND,38,33,1,0,0,0.2,0.05,46.7418,-100.999,46.7342,-100.967,1.64,50,1,1,1,59,0,0,0 +779,2010,6,25,2010-06-25,16:35:00,3,ND,38,34,0,0,0,0,0,46.2445,-100.535,46.2394,-100.528,0.48,20,1,1,1,29,0,0,0 +780,2010,6,25,2010-06-25,16:55:00,3,MN,27,56,2,0,0,0,0,44.34,-94.6602,44.3399,-94.6536,0.33,50,1,1,1,15,0,0,0 +781,2010,6,25,2010-06-25,17:00:00,3,NE,31,30,0,0,0,0,0,42.14,-100.42,42.1275,-100.427,0.93,20,1,1,1,31,0,0,0 +782,2010,6,25,2010-06-25,17:30:00,3,MN,27,57,2,0,0,0,0,44.2717,-94.355,44.2495,-94.273,4.34,75,1,1,1,103,0,0,0 +783,2010,6,25,2010-06-25,17:55:00,3,MN,27,58,1,0,0,0,0,44.2413,-95.3601,44.2043,-95.3366,2.81,200,1,1,1,127,0,0,0 +784,2010,6,25,2010-06-25,17:55:00,3,MN,27,59,2,0,0,0,0,44.1001,-94.1394,44.0896,-94.13,0.86,50,1,1,1,13,0,0,0 +785,2010,6,25,2010-06-25,17:58:00,3,MN,27,60,1,0,0,0,0,44.1067,-94.2189,44.0747,-94.1455,4.26,75,1,1,1,13,0,0,0 +786,2010,6,25,2010-06-25,18:05:00,3,NE,31,31,0,0,0,0,0,41.7958,-100.827,41.7856,-100.841,1,20,1,1,1,171,0,0,0 +787,2010,6,25,2010-06-25,18:05:00,3,MN,27,61,2,0,0,0,0,44.0054,-94.0399,43.98,-94.0251,1.9,40,1,1,1,13,0,0,0 +788,2010,6,25,2010-06-25,18:05:00,3,MN,27,62,0,0,0,0,0,44.2,-95.3,44.202,-95.296,0.24,50,1,1,1,33,0,0,0 +789,2010,6,25,2010-06-25,18:09:00,3,MN,27,63,0,0,0,0,0,44.0941,-94.0256,44.0918,-94.0197,0.33,50,1,1,1,13,0,0,0 +790,2010,6,25,2010-06-25,19:10:00,3,MN,27,64,0,0,0,0,0,43.8808,-94.5693,43.8671,-94.5693,0.95,10,1,1,1,165,0,0,0 +791,2010,6,25,2010-06-25,19:19:00,3,MN,27,65,0,0,0,0,0,43.8101,-93.4911,43.7979,-93.4859,0.89,30,1,1,1,47,0,0,0 +792,2010,6,25,2010-06-25,19:38:00,3,MN,27,66,0,0,0,0,0,43.625,-94.4493,43.6197,-94.4455,0.42,30,1,1,1,91,0,0,0 +793,2010,6,25,2010-06-25,20:53:00,3,IA,19,20,4,13,0,3.5,0,43.44,-95.951,43.377,-95.696,13.65,800,1,1,1,119,143,0,0 +794,2010,6,25,2010-06-25,20:55:00,3,IA,19,21,1,0,0,0.02,0,43.425,-95.897,43.414,-95.878,1.22,100,1,1,1,119,0,0,0 +795,2010,6,25,2010-06-25,21:45:00,3,IA,19,22,0,0,0,0,0,43.28,-95.75,43.278,-95.748,0.17,50,1,1,1,143,0,0,0 +796,2010,6,25,2010-06-25,21:53:00,3,IA,19,23,0,0,0,0,0,43.14,-95.9,43.138,-95.897,0.2,50,1,1,1,167,0,0,0 +797,2010,6,25,2010-06-25,22:05:00,3,IA,19,24,0,0,0,0,0,43.09,-95.85,43.084,-95.842,0.58,200,1,1,1,141,0,0,0 +798,2010,6,25,2010-06-25,22:42:00,3,IA,19,25,1,0,0,0.02,0,42.97,-95.78,42.94,-95.73,3.27,100,1,1,1,141,0,0,0 +799,2010,6,26,2010-06-26,15:21:00,3,ND,38,35,1,0,0,0,0,48.43,-97.42,48.42,-97.291,6,200,1,1,1,99,0,0,0 +800,2010,6,26,2010-06-26,16:27:00,3,SD,46,24,0,0,0,0,0,43.42,-97.54,43.42,-97.539,0.05,50,1,1,1,67,0,0,0 +801,2010,6,26,2010-06-26,16:47:00,3,MN,27,67,1,0,0,0,0,48.23,-96.72,48.23,-96.6635,3,100,1,1,1,89,0,0,0 +802,2010,6,26,2010-06-26,17:02:00,3,SD,46,25,0,0,0,0,0,44.17,-97.73,44.17,-97.725,0.25,50,1,1,1,97,0,0,0 +803,2010,6,26,2010-06-26,19:12:00,3,IA,19,26,0,0,0,0,0,43.43,-95.54,43.43,-95.538,0.1,50,1,1,1,143,0,0,0 +804,2010,6,26,2010-06-26,19:15:00,3,IA,19,27,0,0,0,0,0,43.31,-95.79,43.31,-95.787,0.15,50,1,1,1,143,0,0,0 +805,2010,6,26,2010-06-26,19:45:00,3,MN,27,68,0,0,0,0,0,47.92,-96.79,47.8958,-96.62,8.05,50,1,1,1,119,0,0,0 +806,2010,6,26,2010-06-26,20:11:00,3,MN,27,69,0,0,0,0,0,44.4886,-93.6973,44.4901,-93.6908,0.34,25,1,1,1,79,0,0,0 +807,2010,6,26,2010-06-26,20:20:00,3,MN,27,70,0,0,0,0,0,44.5256,-93.5761,44.5362,-93.553,1.36,50,1,1,1,79,0,0,0 +808,2010,6,26,2010-06-26,20:24:00,3,MN,27,71,0,0,0,0,0,43.6873,-94.1618,43.689,-94.1075,2.71,30,1,1,1,43,0,0,0 +809,2010,6,26,2010-06-26,20:35:00,3,MN,27,72,0,0,0,0,0,44.5798,-93.4351,44.5852,-93.398,1.86,50,1,1,1,139,0,0,0 +810,2010,6,26,2010-06-26,20:38:00,3,MN,27,73,0,0,0,0,0,43.7339,-93.9292,43.7348,-93.9187,0.53,30,1,1,1,43,0,0,0 +811,2010,6,26,2010-06-26,20:47:00,3,MN,27,74,0,0,0,0,0,43.7466,-93.7523,43.7477,-93.7369,0.77,50,1,1,1,43,0,0,0 +812,2010,6,27,2010-06-27,11:08:00,3,MI,26,13,0,0,0,0.1,0,42.3461,-85.8889,42.3514,-85.8773,0.7,50,1,1,1,159,0,0,0 +813,2010,6,27,2010-06-27,12:20:00,3,WI,55,15,1,1,0,0.075,0,42.7031,-87.9153,42.688,-87.8272,4.6,100,1,1,1,101,0,0,0 +814,2010,6,27,2010-06-27,12:31:00,3,MI,26,14,1,0,0,0.5,0,42.1155,-83.4135,42.123,-83.3892,1.35,200,1,1,1,163,0,0,0 +815,2010,6,27,2010-06-27,16:54:00,3,OH,39,17,1,0,0,0.3,0,41.9522,-80.5974,41.9577,-80.5538,2.27,100,1,1,1,7,0,0,0 +816,2010,6,27,2010-06-27,17:06:00,3,MI,26,15,1,4,1,0.7,0,42.9943,-82.6119,42.9945,-82.5544,2.91,250,1,1,1,147,0,0,0 +817,2010,6,27,2010-06-27,17:36:00,3,PA,42,7,0,0,0,0.12,0,42.1263,-80.1456,42.1285,-80.1461,0.16,75,1,1,1,49,0,0,0 +818,2010,6,27,2010-06-27,18:32:00,3,MI,26,16,0,0,0,0.075,0,43.3205,-83.0706,43.3206,-83.0613,0.47,50,1,1,1,151,0,0,0 +819,2010,6,27,2010-06-27,20:05:00,3,IL,17,38,0,0,0,0.002,0,38.2869,-88.8557,38.2874,-88.8507,0.27,50,1,1,1,81,0,0,0 +820,2010,6,27,2010-06-27,21:05:00,3,NY,36,1,1,0,0,0.075,0,42.0044,-77.8375,42.0214,-77.6972,7.44,250,1,1,1,3,101,0,0 +821,2010,6,28,2010-06-28,12:11:00,3,TX,48,76,0,0,0,0,0,29.3837,-96.1788,29.3837,-96.1788,0.25,25,1,1,1,481,0,0,0 +822,2010,6,28,2010-06-28,13:38:00,3,NY,36,2,0,0,0,0,0,43.0389,-75.0004,43.0325,-74.9833,0.97,50,1,1,1,43,0,0,0 +823,2010,6,28,2010-06-28,18:25:00,3,NY,36,3,0,0,0,0.05,0,43.3483,-76.2328,43.3473,-76.1974,1.78,150,1,1,1,75,0,0,0 +824,2010,6,30,2010-06-30,01:05:00,3,TX,48,77,0,0,0,0,0.005,28.83,-95.8209,28.83,-95.8209,0.01,5,1,1,1,321,0,0,0 +825,2010,6,30,2010-06-30,09:10:00,3,TX,48,78,0,0,0,0.004,0,26.0759,-97.2105,26.0754,-97.2112,0.05,20,1,1,1,61,0,0,0 +826,2010,6,30,2010-06-30,09:35:00,3,TX,48,79,0,0,0,0.01,0,25.977,-97.5904,25.9719,-97.5928,0.38,40,1,1,1,61,0,0,0 +827,2010,6,30,2010-06-30,10:46:00,3,TX,48,80,0,0,0,0,0,28.3285,-97.0204,28.3207,-97.1363,7.07,30,1,1,1,391,0,0,0 +828,2010,6,30,2010-06-30,11:16:00,3,TX,48,81,0,0,0,0,0,26.5524,-97.78,26.544,-97.7883,0.77,20,1,1,1,489,0,0,0 +829,2010,6,30,2010-06-30,13:30:00,3,TX,48,82,0,0,0,0,0,27.8278,-97.796,27.8278,-97.7982,0.14,30,1,1,1,355,0,0,0 +830,2010,6,30,2010-06-30,14:10:00,3,TX,48,83,0,0,0,0,0,28.1654,-97.203,28.1654,-97.2052,0.13,30,1,1,1,391,0,0,0 +831,2010,6,30,2010-06-30,20:41:00,3,TX,48,84,0,0,0,0,0,28.1384,-96.9792,28.1344,-96.987,0.55,30,1,1,1,7,0,0,0 +832,2010,7,1,2010-07-01,08:20:00,3,TX,48,85,0,0,0,0.005,0,28.0003,-97.0694,28.0003,-97.0698,0.03,25,1,1,1,7,0,0,0 +833,2010,7,1,2010-07-01,17:10:00,3,TX,48,86,0,0,0,0,0,27.6286,-98.0484,27.6286,-98.0496,0.07,25,1,1,1,273,0,0,0 +834,2010,7,2,2010-07-02,15:45:00,3,MT,30,8,2,0,0,32.5,0,46.1819,-110.444,46.1986,-110.408,2.09,150,1,1,1,67,0,0,0 +835,2010,7,2,2010-07-02,16:09:00,3,TX,48,87,1,0,0,1.5,0,27.2929,-98.6688,27.3178,-98.6818,1.9,100,1,1,1,247,0,0,0 +836,2010,7,3,2010-07-03,16:40:00,3,NE,31,32,0,0,0,0,0,42.65,-102.41,42.65,-102.41,0.1,25,1,1,1,161,0,0,0 +837,2010,7,3,2010-07-03,16:45:00,3,OK,40,98,0,0,0,0,0,35.537,-98.406,35.537,-98.406,0.1,25,1,1,1,15,0,0,0 +838,2010,7,4,2010-07-04,03:46:00,3,KS,20,73,0,0,0,0.025,0,39.2866,-95.7404,39.3063,-95.7112,2.07,75,1,1,1,85,0,0,0 +839,2010,7,4,2010-07-04,14:06:00,3,WY,56,15,0,0,0,0,0,41.75,-104.733,41.75,-104.733,1,25,1,1,1,31,0,0,0 +840,2010,7,4,2010-07-04,14:24:00,3,WY,56,16,0,0,0,0,0,41.6273,-105.065,41.6273,-105.065,0.25,25,1,1,1,21,0,0,0 +841,2010,7,4,2010-07-04,15:38:00,3,WY,56,17,0,0,0,0,0,41.13,-104.689,41.13,-104.689,0.25,20,1,1,1,21,0,0,0 +842,2010,7,4,2010-07-04,17:09:00,3,NE,31,33,0,0,0,0,0,41.3313,-103.9,41.3313,-103.9,0.5,50,1,1,1,105,0,0,0 +843,2010,7,4,2010-07-04,18:05:00,3,KS,20,74,0,0,0,0.001,0,38.877,-95.567,38.8774,-95.5664,0.04,25,1,1,1,177,0,0,0 +844,2010,7,4,2010-07-04,18:25:00,3,NE,31,34,0,0,0,0,0,41.1379,-104.022,41.1379,-104.022,0.5,30,1,1,1,105,0,0,0 +845,2010,7,4,2010-07-04,21:15:00,3,CO,8,62,1,0,0,0.025,0.01,38.77,-103.48,38.77,-103.48,0.1,100,1,1,1,73,0,0,0 +846,2010,7,6,2010-07-06,08:44:00,3,LA,22,11,0,0,0,0.01,0,30.0156,-90.077,30.0156,-90.077,0.1,25,1,1,1,71,0,0,0 +847,2010,7,6,2010-07-06,15:21:00,3,SD,46,26,0,0,0,0,0,43.69,-99.23,43.69,-99.225,0.25,50,1,1,1,15,0,0,0 +848,2010,7,6,2010-07-06,16:48:00,3,SD,46,27,0,0,0,0,0,43.56,-98.92,43.56,-98.93,0.5,50,1,1,1,15,0,0,0 +849,2010,7,6,2010-07-06,17:06:00,3,NE,31,35,0,0,0,0,0,41.1,-103.31,41.1,-103.31,0.5,25,1,1,1,33,0,0,0 +850,2010,7,6,2010-07-06,17:28:00,3,SD,46,28,0,0,0,0,0,43.5,-98.84,43.5,-98.82,1,50,1,1,1,15,0,0,0 +851,2010,7,6,2010-07-06,18:00:00,3,SD,46,29,0,0,0,0,0,43.49,-98.7,43.49,-98.68,1,100,1,1,1,43,0,0,0 +852,2010,7,6,2010-07-06,18:25:00,3,SD,46,30,0,0,0,0,0,43.45,-98.48,43.43,-98.47,1.47,100,1,1,1,43,0,0,0 +853,2010,7,7,2010-07-07,17:27:00,3,WI,55,16,1,0,0,0.1,0.001,43.5201,-89.1437,43.5373,-89.0627,4.23,125,1,1,1,21,0,0,0 +854,2010,7,7,2010-07-07,17:55:00,3,KS,20,75,0,0,0,0,0,38.8347,-95.6171,38.8347,-95.6171,0.01,10,1,1,1,139,0,0,0 +855,2010,7,10,2010-07-10,16:16:00,3,MN,27,75,0,0,0,0,0,46.0779,-95.8971,46.0733,-95.836,2.95,30,1,1,1,51,0,0,0 +856,2010,7,10,2010-07-10,16:36:00,3,MN,27,76,0,0,0,0,0,45.88,-95.79,45.88,-95.79,0.2,25,1,1,1,51,0,0,0 +857,2010,7,10,2010-07-10,17:24:00,3,MN,27,77,0,0,0,0,0,46.4411,-95.23,46.4411,-95.23,0.4,15,1,1,1,111,0,0,0 +858,2010,7,10,2010-07-10,19:15:00,3,MN,27,78,0,0,0,0.2,0,45.4606,-95.3486,45.4789,-95.3256,1.68,50,1,1,1,121,0,0,0 +859,2010,7,11,2010-07-11,16:43:00,3,AR,5,29,0,0,0,0.005,0,34.6438,-91.6415,34.6408,-91.6367,0.34,25,1,1,1,117,0,0,0 +860,2010,7,11,2010-07-11,17:39:00,3,SC,45,14,0,0,0,0.016,0,34.1257,-80.393,34.0256,-80.3776,6.98,60,1,1,1,61,85,0,0 +861,2010,7,12,2010-07-12,12:57:00,3,SC,45,15,0,0,0,0.065,0,34.7989,-80.6323,34.8007,-80.599,1.89,220,1,1,1,57,0,0,0 +862,2010,7,12,2010-07-12,14:12:00,3,SC,45,16,0,0,0,0.008,0,34.789,-80.872,34.789,-80.838,1.93,60,1,1,1,57,0,0,0 +863,2010,7,12,2010-07-12,14:35:00,3,SC,45,17,1,0,0,0.08,0,33.991,-80.541,33.996,-80.496,2.6,440,1,1,1,85,0,0,0 +864,2010,7,12,2010-07-12,14:47:00,3,MO,29,35,0,0,0,0,0,37.5373,-94.2738,37.538,-94.2691,0.27,25,1,1,1,11,0,0,0 +865,2010,7,12,2010-07-12,15:03:00,3,IL,17,39,0,0,0,0,0,42.491,-89.519,42.4911,-89.519,0.07,25,1,1,1,177,0,0,0 +866,2010,7,12,2010-07-12,19:16:00,3,ND,38,36,0,0,0,0,0,48.37,-102.64,48.3669,-102.609,1.43,30,1,1,1,61,0,0,0 +867,2010,7,12,2010-07-12,19:25:00,3,KS,20,76,1,0,0,0.125,0,37.0276,-94.9406,37.0185,-94.8908,2.82,60,1,1,1,21,0,0,0 +868,2010,7,13,2010-07-13,14:50:00,3,NC,37,7,1,0,0,0.5,0,35.506,-81.076,35.531,-81.028,3.2,650,1,1,1,109,0,0,0 +869,2010,7,13,2010-07-13,14:59:00,3,NC,37,8,1,0,0,0.25,0,35.523,-80.997,35.527,-80.996,0.28,100,1,1,1,109,0,0,0 +870,2010,7,13,2010-07-13,16:38:00,3,ND,38,37,0,0,0,0,0,46.677,-97.7474,46.6744,-97.7309,0.8,50,1,1,1,3,0,0,0 +871,2010,7,13,2010-07-13,17:06:00,3,ND,38,38,1,0,0,0,0,46.6397,-97.55,46.6292,-97.3045,11.67,250,1,1,1,17,0,0,0 +872,2010,7,13,2010-07-13,19:08:00,3,MN,27,79,0,0,0,0,0,47.08,-96.65,47.08,-96.65,0.2,25,1,1,1,27,0,0,0 +873,2010,7,13,2010-07-13,19:11:00,3,MN,27,80,0,0,0,0,0,46.5796,-96.7051,46.5792,-96.6546,2.4,20,1,1,1,167,0,0,0 +874,2010,7,13,2010-07-13,21:09:00,3,MN,27,81,0,0,0,0,0,46.55,-95.72,46.55,-95.72,0.2,25,1,1,1,111,0,0,0 +875,2010,7,14,2010-07-14,02:00:00,3,PA,42,8,0,0,0,0.5,0,40.65,-75.76,40.6808,-75.7521,2.17,150,1,1,1,77,0,0,0 +876,2010,7,14,2010-07-14,02:45:00,3,ND,38,39,1,0,0,1,0.25,46.4512,-97.8742,46.3795,-97.7703,7,250,1,1,1,73,0,0,0 +877,2010,7,14,2010-07-14,02:59:00,3,ND,38,40,2,0,0,2,0.4,46.45,-97.783,46.4204,-97.5964,9.12,300,1,1,1,73,0,0,0 +878,2010,7,14,2010-07-14,05:27:00,3,MN,27,82,1,0,0,0.3,0.25,46.4945,-95.3106,46.5506,-95.1591,8.44,200,1,1,1,111,0,0,0 +879,2010,7,14,2010-07-14,06:20:00,3,MN,27,83,0,0,0,0,0,46.5523,-94.8972,46.5579,-94.8778,1,100,1,1,1,159,0,0,0 +880,2010,7,14,2010-07-14,09:54:00,3,WI,55,17,1,0,0,0,0,44.9837,-92.481,45.0109,-92.446,2.54,30,1,1,1,109,0,0,0 +881,2010,7,14,2010-07-14,13:20:00,3,MN,27,84,0,0,0,0.02,0.01,44.4821,-93.2914,44.501,-93.2257,3.5,75,1,1,1,37,0,0,0 +882,2010,7,14,2010-07-14,13:32:00,3,MN,27,85,0,0,0,0.0005,0,44.4955,-93.1464,44.4956,-93.146,0.02,10,1,1,1,37,0,0,0 +883,2010,7,14,2010-07-14,13:36:00,3,MN,27,86,1,0,0,0.05,0.05,44.5007,-93.1145,44.5063,-93.0808,1.7,100,1,1,1,37,0,0,0 +884,2010,7,14,2010-07-14,13:54:00,3,WI,55,18,2,0,0,0,0,44.7705,-92.5756,44.815,-92.2721,15.2,100,1,1,1,93,0,0,0 +885,2010,7,14,2010-07-14,14:06:00,3,WI,55,19,0,0,0,0,0,45.0532,-92.0812,45.0612,-92.0769,0.59,20,1,1,1,33,0,0,0 +886,2010,7,14,2010-07-14,14:08:00,3,WI,55,20,2,0,0,0,0,44.7611,-92.3459,44.8208,-92.2543,6.1,30,1,1,1,93,0,0,0 +887,2010,7,14,2010-07-14,15:16:00,3,WI,55,21,1,0,0,0.01,0,44.4744,-90.9744,44.4389,-90.3543,30.77,150,1,1,1,53,19,0,0 +888,2010,7,14,2010-07-14,16:18:00,3,WI,55,22,0,0,0,0,0,44.411,-90.218,44.41,-90.213,0.26,50,1,1,1,141,0,0,0 +889,2010,7,14,2010-07-14,17:15:00,3,MN,27,87,0,0,0,0,0,45.9923,-92.6337,45.9923,-92.6337,0.25,100,1,1,1,115,0,0,0 +890,2010,7,15,2010-07-15,19:23:00,3,CO,8,63,0,0,0,0,0,38.35,-102.74,38.34,-102.735,0.74,75,1,1,1,61,0,0,0 +891,2010,7,15,2010-07-15,19:55:00,3,CO,8,64,0,0,0,0.01,0,38.1149,-102.622,38.1136,-102.622,0.09,50,1,1,1,99,0,0,0 +892,2010,7,16,2010-07-16,19:45:00,3,IA,19,28,0,0,0,0,0.001,42.98,-93.54,42.9777,-93.5335,0.37,40,1,1,1,81,0,0,0 +893,2010,7,16,2010-07-16,20:22:00,3,IA,19,29,0,0,0,0,0.001,42.8842,-93.3723,42.8818,-93.3613,0.58,30,1,1,1,69,0,0,0 +894,2010,7,17,2010-07-17,16:12:00,3,MN,27,88,0,0,0,0,0,46.4145,-95.02,46.4134,-95.012,0.39,15,1,1,1,159,0,0,0 +895,2010,7,17,2010-07-17,17:50:00,3,MN,27,89,0,0,0,0.25,0,45.8592,-94.0462,45.8412,-94.0344,1.36,30,1,1,1,97,0,0,0 +896,2010,7,17,2010-07-17,18:30:00,3,MN,27,90,0,0,0,0.05,0,45.5449,-94.2428,45.5464,-94.2417,0.12,30,1,1,1,145,0,0,0 +897,2010,7,17,2010-07-17,18:48:00,3,MN,27,91,0,0,0,0.1,0,45.3541,-94.0794,45.3537,-93.992,4.24,50,1,1,1,171,0,0,0 +898,2010,7,17,2010-07-17,19:22:00,3,MN,27,92,0,0,0,0,0,44.07,-96,44.07,-95.99,0.5,50,1,1,1,101,0,0,0 +899,2010,7,17,2010-07-17,19:23:00,3,NE,31,46,0,0,0,0,0,41.09,-100.77,41.09,-100.77,0.1,5,1,1,1,111,0,0,0 +900,2010,7,17,2010-07-17,19:44:00,3,MN,27,93,0,0,0,0.05,0,45.2382,-92.9594,45.2763,-92.8685,5.15,50,1,1,1,163,0,0,0 +901,2010,7,18,2010-07-18,14:08:00,3,MI,26,17,0,0,0,0.15,0,42.7399,-85.5714,42.7422,-85.5655,0.34,75,1,1,1,5,0,0,0 +902,2010,7,18,2010-07-18,14:21:00,3,WI,55,23,0,0,0,0,0,43.842,-87.8227,43.8411,-87.7562,3.31,50,1,1,1,117,0,0,0 +903,2010,7,18,2010-07-18,16:56:00,3,MI,26,18,0,0,0,0.008,0,44.2,-85.41,44.1997,-85.4085,0.08,100,1,1,1,165,0,0,0 +904,2010,7,18,2010-07-18,17:45:00,3,CO,8,65,0,0,0,0,0,40.7,-102.93,40.7,-102.93,0.1,50,1,1,1,75,0,0,0 +905,2010,7,18,2010-07-18,20:11:00,3,MI,26,19,0,0,0,0.075,0,44.0327,-82.8266,44.0192,-82.7907,2.01,75,1,1,1,63,0,0,0 +906,2010,7,19,2010-07-19,20:26:00,3,MO,29,36,0,0,0,0.0005,0,40.4,-93.485,40.4,-93.485,0.1,25,1,1,1,129,0,0,0 +907,2010,7,19,2010-07-19,20:42:00,3,MO,29,37,0,0,0,0.01,0,40.32,-93.35,40.32,-93.35,0.01,25,1,1,1,211,0,0,0 +908,2010,7,19,2010-07-19,21:22:00,3,MO,29,38,0,0,0,0.0004,0,40.1693,-93.1602,40.1693,-93.1602,0.1,25,1,1,1,211,0,0,0 +909,2010,7,20,2010-07-20,06:15:00,3,MO,29,39,0,0,0,0,0,39.1446,-91.835,39.143,-91.8243,0.58,40,1,1,1,7,0,0,0 +910,2010,7,20,2010-07-20,15:15:00,3,NC,37,9,0,0,0,0,0,36.37,-76.31,36.3714,-76.3079,0.15,30,1,1,1,139,0,0,0 +911,2010,7,20,2010-07-20,17:32:00,3,IN,18,13,0,0,0,0.02,0.005,39.3826,-86.1385,39.3875,-86.0942,2.39,75,1,1,1,81,0,0,0 +912,2010,7,21,2010-07-21,12:24:00,3,IL,17,40,0,0,0,0,0,39.9321,-87.8187,39.9318,-87.817,0.09,10,1,1,1,183,0,0,0 +913,2010,7,21,2010-07-21,13:51:00,3,CT,9,2,1,0,0,0.004,0,41.762,-73.1277,41.7609,-73.125,0.16,100,1,1,1,5,0,0,0 +914,2010,7,21,2010-07-21,13:55:00,3,CT,9,3,1,0,0,0,0,41.6938,-73.075,41.6962,-73.0745,0.16,50,1,1,1,5,0,0,0 +915,2010,7,21,2010-07-21,13:58:00,3,CT,9,4,1,0,0,0,0,41.6872,-73.0845,41.682,-73.0845,0.36,50,1,1,1,5,0,0,0 +916,2010,7,21,2010-07-21,14:05:00,3,CT,9,5,1,0,0,0.015,0,41.6823,-73.013,41.6788,-73.003,0.57,50,1,1,1,5,0,0,0 +917,2010,7,21,2010-07-21,14:15:00,3,CT,9,6,1,0,0,0.565,0,41.6723,-72.965,41.6746,-72.9316,1.73,25,1,1,1,3,0,0,0 +918,2010,7,21,2010-07-21,16:15:00,3,ME,23,3,1,0,0,0,0,43.6468,-70.8412,43.6597,-70.8061,1.97,200,1,1,1,31,0,0,0 +919,2010,7,21,2010-07-21,16:47:00,3,ME,23,4,0,0,0,0,0,43.6813,-70.5189,43.6907,-70.4014,6,350,1,1,1,31,5,0,0 +920,2010,7,21,2010-07-21,17:24:00,3,ME,23,5,1,0,0,0,0,43.5046,-70.8091,43.4858,-70.7037,5.44,200,1,1,1,31,0,0,0 +921,2010,7,22,2010-07-22,01:38:00,3,IA,19,30,1,0,0,1,0.01,42.7135,-94.6811,42.7428,-94.6484,2.62,250,1,1,1,151,0,0,0 +922,2010,7,22,2010-07-22,12:25:00,3,IN,18,14,0,0,0,0.00225,0.0005,39.5606,-86.1558,39.5627,-86.1408,0.81,25,1,1,1,81,0,0,0 +923,2010,7,22,2010-07-22,15:08:00,3,WI,55,24,1,0,0,0.001,0.1,43.2664,-89.5225,43.2634,-89.4924,1.53,30,1,1,1,25,0,0,0 +924,2010,7,22,2010-07-22,15:24:00,3,WI,55,25,0,0,0,0,0.001,43.2717,-89.0686,43.2696,-89.0089,3,30,1,1,1,25,0,0,0 +925,2010,7,22,2010-07-22,15:45:00,3,MI,26,20,0,0,0,0,0,41.8973,-85.049,41.8999,-85.0207,1.46,300,1,1,1,23,0,0,0 +926,2010,7,22,2010-07-22,16:10:00,3,WI,55,26,0,0,0,0,0,43.1359,-89.0135,43.1209,-88.9017,5.74,30,1,1,1,55,0,0,0 +927,2010,7,22,2010-07-22,16:35:00,3,WI,55,27,0,0,0,0,0,43.058,-88.6484,43.058,-88.6484,0.1,30,1,1,1,55,0,0,0 +928,2010,7,22,2010-07-22,16:51:00,3,MN,27,94,0,0,0,0,0,47.5524,-94.9,47.5608,-94.8003,4.68,15,1,1,1,7,0,0,0 +929,2010,7,22,2010-07-22,17:02:00,3,WI,55,28,1,0,0,0.02,0.006,42.8883,-89.1618,42.8773,-89.0805,4.18,75,1,1,1,25,0,0,0 +930,2010,7,22,2010-07-22,17:22:00,3,WI,55,29,0,0,0,0,0,42.8462,-88.9164,42.8538,-88.8627,2.77,75,1,1,1,55,0,0,0 +931,2010,7,22,2010-07-22,17:30:00,3,MN,27,95,0,0,0,0,0,46.6434,-95.57,46.6466,-95.5502,0.97,15,1,1,1,111,0,0,0 +932,2010,7,22,2010-07-22,17:38:00,3,WI,55,30,0,0,0,0,0,42.8582,-88.8007,42.855,-88.7239,3.9,75,1,1,1,55,0,0,0 +933,2010,7,22,2010-07-22,17:52:00,3,WI,55,31,1,0,0,0,0,42.975,-89.7288,42.9796,-89.7006,1.46,75,1,1,1,25,0,0,0 +934,2010,7,22,2010-07-22,18:02:00,3,WI,55,32,2,0,0,0,0,42.8647,-88.2004,42.8657,-88.1808,1,100,1,1,1,133,0,0,0 +935,2010,7,22,2010-07-22,18:10:00,3,WI,55,33,0,0,0,0,0,42.9783,-89.5225,42.9801,-89.519,0.22,30,1,1,1,25,0,0,0 +936,2010,7,22,2010-07-22,19:05:00,3,MN,27,96,1,0,0,0.05,0,45.9058,-95.5924,45.906,-95.5802,0.59,30,1,1,1,41,0,0,0 +937,2010,7,22,2010-07-22,20:23:00,3,MI,26,21,0,0,0,0,0,42.46,-85.98,42.46,-85.98,0.16,50,1,1,1,5,0,0,0 +938,2010,7,23,2010-07-23,15:55:00,3,PA,42,9,1,0,0,0.1,0,41.7178,-75.4847,41.67,-75.37,6.77,200,1,1,1,115,127,0,0 +939,2010,7,23,2010-07-23,16:15:00,3,PA,42,10,1,0,0,0.03,0,41.64,-75.32,41.63,-75.29,1.7,75,1,1,1,127,0,0,0 +940,2010,7,23,2010-07-23,16:27:00,3,PA,42,11,2,0,0,0.1,0,41.67,-75.37,41.44,-74.98,25.72,400,1,1,1,127,103,0,0 +941,2010,7,23,2010-07-23,16:33:00,3,MI,26,22,0,0,0,0.02,0,42.1431,-83.6136,42.143,-83.6016,0.61,100,1,1,1,161,0,0,0 +942,2010,7,23,2010-07-23,16:35:00,3,PA,42,12,1,0,0,0.05,0,41.5239,-75.1793,41.5,-75.12,3.51,100,1,1,1,127,103,0,0 +943,2010,7,23,2010-07-23,16:57:00,3,SD,46,31,0,0,0,0,0,43.92,-100.3,43.9176,-100.296,0.27,30,1,1,1,85,0,0,0 +944,2010,7,23,2010-07-23,18:50:00,3,SD,46,32,0,0,0,0,0,44.81,-98.1,44.8062,-98.0578,2.09,30,1,1,1,115,0,0,0 +945,2010,7,23,2010-07-23,18:52:00,3,SD,46,33,0,0,0,0,0,43.52,-98.8,43.52,-98.798,0.1,50,1,1,1,15,0,0,0 +946,2010,7,23,2010-07-23,18:55:00,3,SD,46,34,0,0,0,0,0,43.18,-99.01,43.18,-99.007,0.15,50,1,1,1,53,0,0,0 +947,2010,7,23,2010-07-23,18:58:00,3,SD,46,35,0,0,0,0,0,43.15,-99.1,43.15,-99.096,0.2,50,1,1,1,53,0,0,0 +948,2010,7,23,2010-07-23,19:03:00,3,IA,19,31,1,0,0,750,0.01,41.3603,-93.6535,41.3678,-93.5897,3.35,150,1,1,1,181,0,0,0 +949,2010,7,23,2010-07-23,19:12:00,3,IA,19,32,1,0,0,0.25,0.005,41.3679,-93.5299,41.3701,-93.5246,0.31,100,1,1,1,181,0,0,0 +950,2010,7,24,2010-07-24,14:40:00,3,NY,36,4,2,0,0,5,0,42.2938,-79.586,42.2433,-79.4538,7.61,150,1,1,1,13,0,0,0 +951,2010,7,24,2010-07-24,15:25:00,3,NY,36,5,2,0,0,7,0,42.1606,-79.0162,42.1169,-78.8796,7.62,800,1,1,1,9,0,0,0 +952,2010,7,24,2010-07-24,15:25:00,3,NY,36,6,1,0,0,1,0,42.2138,-78.6608,42.2171,-78.6383,1.17,50,1,1,1,9,0,0,0 +953,2010,7,24,2010-07-24,15:49:00,3,NY,36,7,1,0,0,2,0,42.1093,-78.6414,42.0928,-78.4912,7.78,100,1,1,1,9,0,0,0 +954,2010,7,24,2010-07-24,17:05:00,3,PA,42,13,1,0,0,0.025,0,41.72,-77.7,41.7197,-77.6783,1.12,250,1,1,1,105,0,0,0 +955,2010,7,25,2010-07-25,12:55:00,3,NY,36,8,1,7,0,0.15,0,40.91,-73.91,40.9,-73.9,0.87,100,1,1,1,5,0,0,0 +956,2010,7,26,2010-07-26,15:45:00,3,UT,49,1,0,0,0,0.025,0,39.54,-110.74,39.5394,-110.738,0.12,15,1,1,1,7,0,0,0 +957,2010,7,26,2010-07-26,17:38:00,3,ND,38,41,0,0,0,0,0,46.63,-103.44,46.6223,-103.328,5.34,30,1,1,1,87,0,0,0 +958,2010,7,26,2010-07-26,17:50:00,3,ND,38,42,0,0,0,0,0,48.69,-102.24,48.6842,-102.226,0.75,25,1,1,1,13,0,0,0 +959,2010,7,26,2010-07-26,18:05:00,3,TN,47,24,1,0,0,0.2,0,36.2534,-86.7778,36.2554,-86.7711,0.5,50,1,1,1,37,0,0,0 +960,2010,7,26,2010-07-26,19:00:00,3,MT,30,9,3,1,2,0.3,0,48.6597,-105.002,48.5476,-104.646,18,880,1,1,1,91,0,0,0 +961,2010,7,26,2010-07-26,19:13:00,3,ND,38,43,0,0,0,0.03,0,47.9476,-100.564,47.9377,-100.505,2.82,30,1,1,1,49,0,0,0 +962,2010,7,26,2010-07-26,19:38:00,3,NC,37,10,0,0,0,0.03,0,36.51,-80.85,36.49,-80.83,1.8,100,1,1,1,171,0,0,0 +963,2010,7,26,2010-07-26,20:17:00,3,ND,38,44,0,0,0,0,0,48.63,-98.7657,48.5893,-98.6778,4.9,40,1,1,1,19,0,0,0 +964,2010,7,26,2010-07-26,21:10:00,3,ND,38,45,0,0,0,0,0,47.96,-99.64,47.96,-99.64,0.2,20,1,1,1,5,0,0,0 +965,2010,7,26,2010-07-26,23:30:00,3,ND,38,46,0,0,0,0,0,47.19,-98.18,47.19,-98.18,0.2,20,1,1,1,3,0,0,0 +966,2010,7,27,2010-07-27,07:40:00,3,ND,38,47,1,0,0,0,0,46.65,-97.1254,46.65,-97.1043,1,150,1,1,1,17,0,0,0 +967,2010,7,27,2010-07-27,09:11:00,3,MN,27,97,0,0,0,0,0,46.48,-95.8478,46.4804,-95.8402,0.36,15,1,1,1,111,0,0,0 +968,2010,7,27,2010-07-27,17:21:00,3,WI,55,34,2,0,0,0,0,46.2272,-90.63,46.2255,-90.6107,0.93,650,1,1,1,3,0,0,0 +969,2010,7,27,2010-07-27,18:12:00,3,WI,55,35,0,0,0,0,0,46.1,-90.38,46.1,-90.34,1.92,600,1,1,1,3,0,0,0 +970,2010,7,27,2010-07-27,18:16:00,3,WI,55,36,0,0,0,0.1,0,45.4534,-92.4615,45.4524,-92.4461,0.75,200,1,1,1,95,0,0,0 +971,2010,7,27,2010-07-27,18:20:00,3,WI,55,37,1,3,0,0.16,0,46.08,-90.22,46.08,-90.12,4.79,660,1,1,1,51,0,0,0 +972,2010,7,27,2010-07-27,18:34:00,3,WI,55,38,1,0,0,0.22,0,45.4161,-92.1798,45.4067,-92.1121,3.35,50,1,1,1,95,5,0,0 +973,2010,7,27,2010-07-27,18:59:00,3,WI,55,39,1,0,0,0.075,0,45.371,-91.7211,45.337,-91.6421,4.5,75,1,1,1,5,0,0,0 +974,2010,7,27,2010-07-27,19:34:00,3,MI,26,23,0,0,0,0.01,0,45.7859,-87.8853,45.788,-87.8793,0.33,100,1,1,1,43,0,0,0 +975,2010,7,27,2010-07-27,19:40:00,3,MI,26,24,0,0,0,0.003,0,45.7853,-87.8473,45.7854,-87.8425,0.23,90,1,1,1,43,0,0,0 +976,2010,7,29,2010-07-29,18:10:00,3,AZ,4,1,1,1,0,0,0,33.4033,-112.827,33.4423,-112.808,1.42,40,1,1,1,13,0,0,0 +977,2010,7,31,2010-07-31,17:43:00,3,ND,38,48,0,0,0,0,0,48.74,-97.92,48.6493,-97.8035,7,100,1,1,1,67,0,0,0 +978,2010,8,1,2010-08-01,19:20:00,3,ND,38,49,1,0,0,0,0,48.74,-99.17,48.6423,-98.7188,20,150,1,1,1,95,19,0,0 +979,2010,8,1,2010-08-01,20:16:00,3,ND,38,50,0,0,0,0.05,0,47.04,-101.83,47.0257,-101.802,1.65,40,1,1,1,57,0,0,0 +980,2010,8,1,2010-08-01,20:45:00,3,ND,38,51,0,0,0,0,0,48.71,-99.83,48.6978,-99.7044,5.79,30,1,1,1,79,0,0,0 +981,2010,8,2,2010-08-02,13:36:00,3,ND,38,52,0,0,0,0,0,46.9,-101.14,46.8986,-101.137,0.17,20,1,1,1,59,0,0,0 +982,2010,8,3,2010-08-03,11:02:00,3,WY,56,18,0,0,0,0.001,0,44.1215,-105.339,44.1215,-105.339,0.05,10,1,1,1,5,0,0,0 +983,2010,8,3,2010-08-03,14:22:00,3,NY,36,9,1,0,0,0,0,42.93,-74.33,42.9295,-74.3259,0.21,50,1,1,1,57,0,0,0 +984,2010,8,3,2010-08-03,14:29:00,3,NY,36,10,1,0,0,0,0,42.9247,-74.3055,42.922,-74.304,0.2,75,1,1,1,57,0,0,0 +985,2010,8,3,2010-08-03,17:57:00,3,SD,46,36,0,0,0,0,0,43.84,-97.82,43.85,-97.81,0.86,50,1,1,1,61,97,0,0 +986,2010,8,3,2010-08-03,18:15:00,3,AZ,4,2,0,0,0,0,0,36.26,-109.62,36.26,-109.62,1,40,1,1,1,1,0,0,0 +987,2010,8,3,2010-08-03,19:35:00,3,VT,50,2,0,0,0,0.025,0,44.3359,-72.2191,44.3369,-72.2168,0.14,50,1,1,1,5,0,0,0 +988,2010,8,6,2010-08-06,17:19:00,3,SC,45,18,0,0,0,0.006,0,33.3152,-80.7664,33.231,-80.7298,6.19,40,1,1,1,75,0,0,0 +989,2010,8,7,2010-08-07,11:10:00,3,FL,12,15,0,0,0,0.058,0,29.0009,-80.8838,29.0121,-80.8796,0.82,40,1,1,1,127,0,0,0 +990,2010,8,7,2010-08-07,16:02:00,3,FL,12,16,0,0,0,0,0,26.332,-80.1537,26.349,-80.1313,1.82,30,1,1,1,99,0,0,0 +991,2010,8,7,2010-08-07,17:25:00,3,ND,38,53,4,0,0,0,0,46.11,-96.63,46.1544,-96.5169,5,600,2,0,1,0,0,0,0 +991,2010,8,7,2010-08-07,17:25:00,3,ND,38,53,4,0,0,0,0,46.11,-96.63,46.11,-96.563,2.5,600,2,1,2,77,0,0,0 +992,2010,8,7,2010-08-07,17:25:00,3,MN,27,99,0,0,0,0,0,46.06,-96.51,46.06,-96.51,0.2,25,1,1,1,167,0,0,0 +991,2010,8,7,2010-08-07,17:37:00,3,MN,27,98,4,0,0,0,0,46.13,-96.563,46.1544,-96.5169,2.5,600,2,1,2,167,0,0,0 +993,2010,8,7,2010-08-07,17:46:00,3,MN,27,100,0,0,0,0,0,46.08,-96.33,46.0734,-96.32,1,15,1,1,1,167,0,0,0 +994,2010,8,7,2010-08-07,17:58:00,3,MN,27,101,1,0,0,0,0,46.2,-96.12,46.1864,-96.014,4,75,1,1,1,111,0,0,0 +995,2010,8,7,2010-08-07,18:33:00,3,MN,27,102,0,0,0,0,0,46.51,-96.24,46.51,-96.24,0.2,25,1,1,1,111,0,0,0 +996,2010,8,7,2010-08-07,18:35:00,3,MN,27,103,1,0,0,0.025,0,46.05,-96.1,46.0017,-95.6799,20.99,100,1,1,1,51,41,0,0 +997,2010,8,7,2010-08-07,18:59:00,3,MN,27,104,1,0,0,0,0,46.25,-95.22,46.2655,-95.18,2.19,75,1,1,1,111,0,0,0 +998,2010,8,7,2010-08-07,22:37:00,3,WI,55,40,0,1,0,0.1,0,45.5814,-92.3758,45.5535,-92.3346,2.77,100,1,1,1,95,0,0,0 +999,2010,8,7,2010-08-07,22:57:00,3,WI,55,41,1,0,0,0.25,0,45.5865,-91.9767,45.5736,-91.9137,3.18,125,1,1,1,5,0,0,0 +1000,2010,8,9,2010-08-09,19:42:00,3,CO,8,66,0,0,0,0,0,40.0915,-102.986,40.0915,-102.986,0.01,50,1,1,1,121,0,0,0 +1001,2010,8,9,2010-08-09,19:44:00,3,CO,8,67,1,0,0,0,0,39.96,-102.96,39.96,-102.96,0.1,50,1,1,1,121,0,0,0 +1002,2010,8,10,2010-08-10,12:36:00,3,ND,38,54,2,0,0,0,0,47.69,-97.25,47.691,-97.25,0.9,50,1,1,1,35,0,0,0 +1003,2010,8,10,2010-08-10,16:44:00,3,IA,19,33,0,0,0,0,0,43.4978,-94.4522,43.4996,-94.4494,0.18,40,1,1,1,63,0,0,0 +1004,2010,8,11,2010-08-11,10:05:00,3,FL,12,17,0,0,0,0.005,0,28.971,-80.891,28.9723,-80.8952,0.27,20,1,1,1,127,0,0,0 +1005,2010,8,11,2010-08-11,12:58:00,3,MN,27,105,0,0,0,0.005,0,44.0491,-94.7019,44.048,-94.7009,0.09,20,1,1,1,165,0,0,0 +1006,2010,8,11,2010-08-11,14:05:00,3,FL,12,18,0,0,0,0,0,29.0094,-81.0045,29.0094,-81.0045,0.05,20,1,1,1,127,0,0,0 +1007,2010,8,12,2010-08-12,11:15:00,3,TX,48,88,0,0,0,0,0,25.9911,-97.2599,25.9898,-97.2609,0.11,20,1,1,1,61,0,0,0 +1008,2010,8,12,2010-08-12,15:03:00,3,MD,24,1,0,0,0,0.015,0,39.4403,-77.1837,39.4437,-77.1829,0.24,440,1,1,1,21,0,0,0 +1009,2010,8,12,2010-08-12,15:11:00,3,WY,56,19,0,0,0,0,0,44.6038,-108.313,44.6172,-108.268,2.44,30,1,1,1,3,0,0,0 +1010,2010,8,12,2010-08-12,16:54:00,3,MN,27,106,0,0,0,0,0,44.9951,-96.219,45.0076,-96.2045,1.11,25,1,1,1,73,0,0,0 +1011,2010,8,12,2010-08-12,17:05:00,3,MN,27,107,0,0,0,0.025,0,45.1058,-96.3601,45.1092,-96.3544,0.36,25,1,1,1,73,0,0,0 +1012,2010,8,12,2010-08-12,17:22:00,3,MN,27,108,0,0,0,0.1,0,45.1639,-96.1781,45.1661,-96.1669,0.57,35,1,1,1,73,0,0,0 +1013,2010,8,12,2010-08-12,18:44:00,3,MN,27,109,1,0,0,0.5,0,45.53,-95.12,45.5862,-95.0194,6.23,100,1,1,1,145,0,0,0 +1014,2010,8,12,2010-08-12,19:00:00,3,MN,27,110,0,0,0,0.05,0,45.4811,-94.1503,45.4817,-94.1468,0.18,30,1,1,1,145,0,0,0 +1015,2010,8,12,2010-08-12,19:40:00,3,ND,38,55,0,0,0,0,0,46.51,-97.79,46.4607,-97.7246,4.61,25,1,1,1,73,0,0,0 +1016,2010,8,12,2010-08-12,20:00:00,3,ND,38,56,0,0,0,0,0,48.8,-102.36,48.8,-102.358,0.1,20,1,1,1,13,0,0,0 +1017,2010,8,12,2010-08-12,20:03:00,3,ND,38,57,0,0,0,0,0,48.8191,-102.271,48.8189,-102.269,0.11,20,1,1,1,13,0,0,0 +1018,2010,8,12,2010-08-12,20:26:00,3,ND,38,58,3,1,1,1.2,0.25,48.813,-102.187,48.8028,-102.077,5.03,400,1,1,1,13,101,0,0 +1019,2010,8,13,2010-08-13,02:04:00,3,MN,27,111,1,1,0,0.75,0,44.6654,-93.1864,44.677,-93.1599,1.52,125,1,1,1,37,0,0,0 +1020,2010,8,13,2010-08-13,14:22:00,3,MN,27,112,1,0,0,0.11,0.024,43.89,-92.87,43.9603,-92.8767,4.87,140,1,1,1,39,0,0,0 +1021,2010,8,13,2010-08-13,16:35:00,3,MN,27,113,0,0,0,0,0,44.1389,-94.1163,44.1392,-94.1147,0.08,25,1,1,1,13,0,0,0 +1022,2010,8,13,2010-08-13,16:40:00,3,MN,27,114,0,0,0,0,0,43.91,-92.65,43.91,-92.65,0.02,25,1,1,1,109,0,0,0 +1023,2010,8,16,2010-08-16,13:57:00,3,CO,8,68,0,0,0,0,0,39.63,-104.03,39.63,-104.03,0.1,50,1,1,1,5,0,0,0 +1024,2010,8,16,2010-08-16,14:16:00,3,CO,8,69,0,0,0,0,0,39.44,-103.99,39.44,-103.99,0.1,50,1,1,1,39,0,0,0 +1025,2010,8,16,2010-08-16,15:54:00,3,CO,8,70,0,0,0,0,0,40.09,-103.59,40.09,-103.59,0.1,50,1,1,1,87,0,0,0 +1026,2010,8,16,2010-08-16,16:17:00,3,CO,8,71,1,0,0,0.05,0,40.1608,-103.564,40.1608,-103.564,0.25,100,1,1,1,87,0,0,0 +1027,2010,8,19,2010-08-19,17:29:00,3,MI,26,25,1,0,0,0.5,0,42.6633,-82.9779,42.6274,-82.9664,2.55,250,1,1,1,99,0,0,0 +1028,2010,8,19,2010-08-19,17:40:00,3,MI,26,26,0,0,0,0.3,0,42.6066,-82.932,42.543,-82.885,5.01,200,1,1,1,99,0,0,0 +1029,2010,8,20,2010-08-20,15:20:00,3,WI,55,42,1,0,0,0.1,0,44.2965,-88.078,44.3004,-88.0526,1.28,75,1,1,1,9,0,0,0 +1030,2010,8,22,2010-08-22,13:44:00,3,PA,42,14,0,0,0,0.025,0,39.836,-75.385,39.835,-75.379,0.33,80,1,1,1,45,0,0,0 +1031,2010,8,30,2010-08-30,13:51:00,3,WY,56,20,1,0,0,0.07,0,43.9766,-107.49,44.0195,-107.42,4.55,30,1,1,1,43,0,0,0 +1032,2010,8,30,2010-08-30,17:10:00,3,FL,12,19,0,0,0,0.0005,0,25.0898,-80.4307,25.0898,-80.4307,0.1,15,1,1,1,87,0,0,0 +1033,2010,9,1,2010-09-01,15:15:00,3,TX,48,89,0,0,0,0,0,31.9283,-102.422,31.9268,-102.418,0.27,50,1,1,1,135,0,0,0 +1034,2010,9,1,2010-09-01,19:40:00,3,SD,46,37,0,0,0,0,0,44.74,-98.63,44.7402,-98.6224,0.37,20,1,1,1,115,0,0,0 +1035,2010,9,1,2010-09-01,19:59:00,3,SD,46,38,0,0,0,0,0,44.74,-98.59,44.7397,-98.5836,0.32,20,1,1,1,115,0,0,0 +1036,2010,9,7,2010-09-07,13:56:00,3,TX,48,90,0,0,0,0,0,32.6281,-97.4686,32.6281,-97.4686,0.1,10,1,1,1,439,0,0,0 +1037,2010,9,7,2010-09-07,14:37:00,3,TX,48,91,0,0,0,0,0,29.5655,-97.15,29.5684,-97.15,0.2,50,1,1,1,285,0,0,0 +1038,2010,9,7,2010-09-07,16:09:00,3,AR,5,30,0,0,0,0,0,33.643,-93.537,33.646,-93.537,0.21,40,1,1,1,57,0,0,0 +1039,2010,9,8,2010-09-08,03:18:00,3,TX,48,92,0,0,0,0,0,31.3264,-97.4693,31.3264,-97.4693,0.1,50,1,1,1,99,0,0,0 +1040,2010,9,8,2010-09-08,13:05:00,3,OK,40,99,1,1,0,0,0,33.86,-96.5,33.86,-96.5,0.1,25,1,1,1,13,0,0,0 +1041,2010,9,8,2010-09-08,16:20:00,3,TX,48,93,0,0,0,0.1,0,33.802,-95.3533,33.8033,-95.3198,1.92,200,1,1,1,277,0,0,0 +1042,2010,9,8,2010-09-08,16:36:00,3,TX,48,94,1,0,0,0.2,0,32.5393,-96.6333,32.6619,-96.5455,9.89,704,1,1,1,139,113,0,0 +1043,2010,9,8,2010-09-08,16:55:00,3,TX,48,95,0,0,0,0,0,31.4354,-96.9191,31.4428,-96.9131,0.62,115,1,1,1,145,0,0,0 +1044,2010,9,8,2010-09-08,17:10:00,3,TX,48,96,2,1,0,0.75,0,32.7744,-96.879,32.8131,-96.8737,2.69,516,1,1,1,113,0,0,0 +1045,2010,9,8,2010-09-08,17:20:00,3,TX,48,97,0,0,0,0.05,0,32.8408,-96.4898,32.8501,-96.4928,0.67,108,1,1,1,397,0,0,0 +1046,2010,9,8,2010-09-08,18:00:00,3,OK,40,100,0,0,0,0.02,0,34.2209,-97.3095,34.2209,-97.3095,0.1,25,1,1,1,19,0,0,0 +1047,2010,9,8,2010-09-08,18:30:00,3,TX,48,98,0,0,0,0,0,33.68,-97.23,33.68,-97.23,0.01,50,1,1,1,97,0,0,0 +1048,2010,9,8,2010-09-08,19:15:00,3,OK,40,101,0,0,0,0,0,33.8532,-97.12,33.8532,-97.12,0.1,10,1,1,1,85,0,0,0 +1049,2010,9,9,2010-09-09,16:00:00,3,ND,38,59,0,0,0,0.03,0,46.479,-103.876,46.4885,-103.866,0.82,40,1,1,1,87,0,0,0 +1050,2010,9,9,2010-09-09,16:20:00,3,MT,30,10,0,0,0,0,0,46.27,-109.96,46.27,-109.96,0.25,10,1,1,1,107,0,0,0 +1051,2010,9,13,2010-09-13,15:04:00,3,NE,31,37,0,0,0,0,0,40.06,-97.26,40.0591,-97.256,0.22,50,1,1,1,95,0,0,0 +1052,2010,9,14,2010-09-14,20:05:00,3,KS,20,77,0,0,0,0,0,39.47,-101.86,39.452,-101.819,2.53,50,1,1,1,181,0,0,0 +1053,2010,9,14,2010-09-14,21:35:00,3,KS,20,78,0,0,0,0,0,39.2228,-101.298,39.217,-101.283,0.92,20,1,1,1,193,0,0,0 +1054,2010,9,14,2010-09-14,21:55:00,3,KS,20,79,0,0,0,0,0,39.1493,-101.168,39.1475,-101.156,0.65,10,1,1,1,193,0,0,0 +1055,2010,9,15,2010-09-15,09:49:00,3,TX,48,99,0,0,0,0,0,28.2358,-97.3205,28.2358,-97.3205,0.01,10,1,1,1,391,0,0,0 +1056,2010,9,15,2010-09-15,17:28:00,3,KS,20,80,0,0,0,0,0,37.5721,-97.3964,37.5675,-97.3921,0.4,75,1,1,1,173,0,0,0 +1057,2010,9,15,2010-09-15,17:34:00,3,KS,20,81,0,0,0,0,0,37.5329,-97.3928,37.53,-97.3813,0.66,75,1,1,1,173,0,0,0 +1058,2010,9,15,2010-09-15,17:52:00,3,KS,20,82,0,0,0,0,0,37.4816,-97.2163,37.48,-97.2096,0.38,75,1,1,1,173,0,0,0 +1059,2010,9,15,2010-09-15,18:02:00,3,KS,20,83,0,0,0,0,0,37.656,-96.2452,37.6544,-96.2375,0.44,75,1,1,1,73,0,0,0 +1060,2010,9,15,2010-09-15,18:17:00,3,KS,20,84,0,0,0,0,0,37.6387,-96.22,37.6379,-96.2087,0.62,75,1,1,1,73,0,0,0 +1061,2010,9,15,2010-09-15,18:47:00,3,KS,20,85,0,0,0,0,0,37.38,-96.97,37.3781,-96.9626,0.43,75,1,1,1,35,0,0,0 +1062,2010,9,15,2010-09-15,18:50:00,3,KS,20,86,0,0,0,0,0,37.3677,-96.9307,37.361,-96.9169,0.88,75,1,1,1,35,0,0,0 +1063,2010,9,15,2010-09-15,19:00:00,3,KS,20,87,0,0,0,0,0,37.3,-96.87,37.2989,-96.8623,0.43,75,1,1,1,35,0,0,0 +1064,2010,9,15,2010-09-15,21:50:00,3,MO,29,40,0,0,0,0,0,37.0349,-93.3719,37.0382,-93.3653,0.43,100,1,1,1,43,0,0,0 +1065,2010,9,16,2010-09-16,14:38:00,3,OH,39,18,0,0,0,0.003,0,40.179,-82.8925,40.1791,-82.8901,0.12,100,1,1,1,41,0,0,0 +1066,2010,9,16,2010-09-16,15:26:00,3,OH,39,19,2,0,0,35,0,40.7733,-81.9628,40.7971,-81.7458,11.47,150,1,1,1,169,0,0,0 +1067,2010,9,16,2010-09-16,15:33:00,3,NY,36,11,0,0,0,0,0,40.67,-73.99,40.69,-73.96,2.09,75,1,1,1,47,0,0,0 +1068,2010,9,16,2010-09-16,15:42:00,3,NY,36,12,1,1,1,0,0,40.74,-73.84,40.8,-73.76,4,100,1,1,1,81,0,0,0 +1069,2010,9,16,2010-09-16,15:52:00,3,OH,39,20,0,0,0,0.01,0,39.764,-82.473,39.761,-82.404,3.67,150,1,1,1,45,0,0,0 +1070,2010,9,16,2010-09-16,15:56:00,3,OH,39,21,1,0,0,0.09,0.004,39.5645,-82.8285,39.5551,-82.7765,2.85,200,1,1,1,45,129,0,0 +1071,2010,9,16,2010-09-16,16:00:00,3,OH,39,22,2,1,0,0.5,0,39.7594,-82.4025,39.7517,-82.2713,6.99,800,1,1,1,127,0,0,0 +1072,2010,9,16,2010-09-16,16:00:00,3,OH,39,23,1,0,0,0.5,0,40.4781,-81.755,40.4781,-81.6954,3.13,75,1,1,1,75,0,0,0 +1073,2010,9,16,2010-09-16,16:05:00,3,NJ,34,1,1,0,0,0.025,0,40.06,-74.49,40.07,-74.45,2.23,250,1,1,1,29,0,0,0 +1074,2010,9,16,2010-09-16,16:09:00,3,OH,39,24,1,0,0,0.016,0,39.5397,-82.6933,39.5398,-82.6751,0.97,150,1,1,1,73,0,0,0 +1075,2010,9,16,2010-09-16,16:20:00,3,OH,39,25,1,0,0,0.075,0,40.49,-81.53,40.5,-81.44,5,100,1,1,1,157,0,0,0 +1076,2010,9,16,2010-09-16,16:21:00,3,OH,39,26,1,0,0,0.31,0,39.7156,-82.1582,39.7303,-82.0613,4.73,300,1,1,1,127,115,0,0 +1077,2010,9,16,2010-09-16,16:54:00,3,OH,39,27,2,7,0,0.75,0,39.4067,-82.2509,39.3956,-82.1908,3.3,300,1,1,1,9,0,0,0 +1078,2010,9,16,2010-09-16,18:00:00,3,OH,39,28,3,16,1,2.5,0,39.1571,-81.7897,39.1108,-81.624,9.05,500,2,0,1,0,0,0,0 +1078,2010,9,16,2010-09-16,18:00:00,3,OH,39,28,3,6,0,1.5,0,39.1571,-81.7897,39.1443,-81.7456,2.52,250,2,1,2,105,0,0,0 +1078,2010,9,16,2010-09-16,18:05:00,3,WV,54,1,3,10,1,1,0,39.1405,-81.7397,39.1108,-81.624,6.53,500,2,1,2,107,0,0,0 +1079,2010,9,16,2010-09-16,18:25:00,3,WV,54,2,1,0,0,0.075,0,39.0184,-81.3504,39.0119,-81.3406,0.69,175,1,1,1,105,0,0,0 +1080,2010,9,21,2010-09-21,15:00:00,3,WI,55,43,0,0,0,0.001,0,42.562,-89.011,42.5632,-89.003,0.42,30,1,1,1,105,0,0,0 +1081,2010,9,22,2010-09-22,14:58:00,3,OH,39,29,0,0,0,0,0,39.98,-82.85,39.9801,-82.8489,0.06,50,1,1,1,49,0,0,0 +1082,2010,9,25,2010-09-25,15:49:00,3,KS,20,88,0,0,0,0,0,37.11,-99.27,37.107,-99.262,0.49,50,1,1,1,33,0,0,0 +1083,2010,9,27,2010-09-27,12:40:00,3,VA,51,2,0,1,0,0.02,0,37.39,-75.92,37.3937,-75.9133,0.45,30,1,1,1,131,0,0,0 +1084,2010,9,27,2010-09-27,13:00:00,3,PA,42,15,0,0,0,0.025,0,39.78,-75.88,39.8,-75.88,1.38,100,1,1,1,29,0,0,0 +1085,2010,9,27,2010-09-27,13:10:00,3,PA,42,16,0,1,0,0.015,0,39.9831,-76.0712,40.0088,-76.08,1.84,30,1,1,1,71,0,0,0 +1086,2010,9,27,2010-09-27,16:34:00,3,GA,13,6,0,0,0,0.015,0,32.6401,-83.03,32.6406,-83.0283,0.1,50,1,1,1,175,0,0,0 +1087,2010,9,27,2010-09-27,21:13:00,3,NC,37,11,1,0,0,0.4,0,35.647,-81.787,35.68,-81.765,2.59,75,1,1,1,23,0,0,0 +1088,2010,9,29,2010-09-29,20:15:00,3,NC,37,12,0,0,0,0,0,35.8525,-76.7518,35.8546,-76.7524,0.15,20,1,1,1,187,0,0,0 +1089,2010,9,30,2010-09-30,07:46:00,3,MD,24,2,0,0,0,0.015,0,39.1,-76.45,39.1134,-76.4492,0.93,200,1,1,1,3,0,0,0 +1090,2010,10,6,2010-10-06,02:58:00,3,AZ,4,3,1,0,0,0,0,34.483,-111.29,34.675,-111.208,14.06,400,1,1,1,5,0,0,0 +1091,2010,10,6,2010-10-06,05:53:00,3,AZ,4,4,2,7,0,1,0,34.9863,-111.871,35.4738,-111.772,34.14,400,1,1,1,5,0,0,0 +1092,2010,10,6,2010-10-06,06:54:00,3,AZ,4,5,2,0,0,0.4,0,34.9976,-111.877,35.4866,-111.779,32.02,800,1,1,1,5,0,0,0 +1093,2010,10,6,2010-10-06,07:50:00,3,AZ,4,6,2,0,0,0,0,34.9824,-111.927,35.2455,-111.861,18.55,500,1,1,1,5,0,0,0 +1094,2010,10,6,2010-10-06,10:10:00,3,AZ,4,7,2,0,0,0,0,34.981,-111.876,35.0205,-111.867,2.77,200,1,1,1,5,0,0,0 +1095,2010,10,6,2010-10-06,11:30:00,3,AZ,4,8,0,0,0,0,0,34.1358,-112.055,34.2215,-111.982,7.26,50,1,1,1,25,0,0,0 +1096,2010,10,6,2010-10-06,13:05:00,3,AZ,4,9,3,0,0,0.2,0,35.9342,-111.001,35.9342,-111.001,0.01,1100,1,1,1,5,0,0,0 +1097,2010,10,6,2010-10-06,13:05:00,3,AZ,4,10,0,0,0,0,0,34.9404,-111.665,35.1735,-111.566,17.05,200,1,1,1,5,0,0,0 +1098,2010,10,6,2010-10-06,14:00:00,3,UT,49,2,0,0,0,0,0,38.28,-110.28,38.2854,-110.258,1.24,10,1,1,1,55,0,0,0 +1099,2010,10,7,2010-10-07,17:20:00,3,ID,16,1,0,0,0,0.025,0,46.13,-116.42,46.13,-116.42,1,5,1,1,1,49,0,0,0 +1100,2010,10,7,2010-10-07,17:41:00,3,ID,16,2,0,0,0,0,0,46.1896,-116.36,46.185,-116.365,0.39,30,1,1,1,61,0,0,0 +1101,2010,10,18,2010-10-18,17:43:00,3,AZ,4,11,0,0,0,0.01,0,35.2023,-113.974,35.1859,-113.982,1.23,25,1,1,1,15,0,0,0 +1102,2010,10,21,2010-10-21,16:48:00,3,TX,48,100,0,0,0,0,0,31.2061,-101.967,31.2077,-101.954,0.78,75,1,1,1,461,0,0,0 +1103,2010,10,21,2010-10-21,17:34:00,3,AZ,4,12,0,0,0,0,0,36.15,-109.85,36.1593,-109.841,0.81,20,1,1,1,1,0,0,0 +1104,2010,10,21,2010-10-21,17:47:00,3,NM,35,10,0,0,0,0,0,33.6199,-104.639,33.6471,-104.602,2.86,200,1,1,1,5,0,0,0 +1105,2010,10,21,2010-10-21,18:03:00,3,NM,35,11,0,0,0,0,0,33.6624,-104.576,33.6687,-104.57,0.56,50,1,1,1,5,0,0,0 +1106,2010,10,23,2010-10-23,11:55:00,3,TX,48,101,0,0,0,0.015,0,32.8035,-97.2013,32.8035,-97.2013,0.01,50,1,1,1,439,0,0,0 +1107,2010,10,24,2010-10-24,14:30:00,3,TX,48,102,0,0,0,0,0,33.086,-94.691,33.092,-94.641,2.98,75,1,1,1,343,67,0,0 +1108,2010,10,24,2010-10-24,15:58:00,3,AR,5,31,0,0,0,0.01,0,34.6958,-92.4557,34.7008,-92.4437,0.76,50,1,1,1,119,0,0,0 +1109,2010,10,24,2010-10-24,16:43:00,3,TX,48,103,2,4,0,1,0,32.1949,-96.5548,32.2472,-96.4621,6.51,480,1,1,1,349,0,0,0 +1110,2010,10,24,2010-10-24,17:00:00,3,TX,48,104,0,0,0,0.5,0,32.936,-95.9823,32.9378,-95.9791,0.22,50,1,1,1,231,0,0,0 +1111,2010,10,24,2010-10-24,17:15:00,3,TX,48,105,0,0,0,0,0,33.222,-95.2278,33.2232,-95.2234,0.21,50,1,1,1,159,0,0,0 +1112,2010,10,24,2010-10-24,17:47:00,3,TX,48,106,0,0,0,0.001,0,33.1873,-94.8151,33.1949,-94.8077,0.86,75,1,1,1,449,343,0,0 +1113,2010,10,24,2010-10-24,17:54:00,3,TX,48,107,0,0,0,0,0,32.7402,-95.5606,32.7255,-95.5375,1.69,75,1,1,1,499,0,0,0 +1114,2010,10,24,2010-10-24,18:20:00,3,OR,41,1,0,0,0,0,0,42.6711,-124.468,42.6749,-124.456,1,50,1,1,1,15,0,0,0 +1115,2010,10,24,2010-10-24,20:10:00,3,AL,1,20,1,0,0,0.045,0,30.526,-87.5688,30.5497,-87.5603,1.71,100,1,1,1,3,0,0,0 +1116,2010,10,24,2010-10-24,20:50:00,3,MI,26,27,0,0,0,0,0,42.1956,-86.3411,42.1967,-86.3408,0.08,35,1,1,1,21,0,0,0 +1117,2010,10,24,2010-10-24,23:40:00,3,TN,47,25,1,0,0,0.1,0,35.286,-86.3304,35.2975,-86.3155,1.15,200,1,1,1,127,0,0,0 +1118,2010,10,25,2010-10-25,01:05:00,3,AL,1,21,1,0,0,0.1,0,34.1786,-87.6088,34.2318,-87.4076,12.07,600,1,1,1,133,0,0,0 +1119,2010,10,25,2010-10-25,02:23:00,3,AL,1,22,0,0,0,0.035,0,34.3477,-86.4988,34.3514,-86.4831,0.93,100,1,1,1,95,0,0,0 +1120,2010,10,25,2010-10-25,02:52:00,3,AL,1,23,0,0,0,0.05,0,34.583,-85.958,34.5944,-85.9223,2.17,100,1,1,1,71,0,0,0 +1121,2010,10,25,2010-10-25,03:02:00,3,AL,1,24,2,0,0,0.9,0,34.624,-85.8542,34.75,-85.4848,20.28,300,2,0,1,0,0,0,0 +1121,2010,10,25,2010-10-25,03:02:00,3,AL,1,24,2,0,0,0.65,0,34.624,-85.8542,34.7436,-85.5602,15.98,300,2,1,2,71,49,0,0 +1122,2010,10,25,2010-10-25,03:05:00,3,AL,1,25,1,0,0,0.15,0,34.6854,-85.7816,34.7586,-85.6386,15.68,150,1,1,1,71,49,0,0 +1121,2010,10,25,2010-10-25,03:20:00,3,GA,13,7,1,0,0,0.25,0,34.7436,-85.5602,34.75,-85.4848,4.3,150,2,1,2,83,0,0,0 +1123,2010,10,25,2010-10-25,03:52:00,3,GA,13,8,0,0,0,0.04,0,34.9458,-85.0404,34.9464,-85.0374,0.17,75,1,1,1,47,0,0,0 +1124,2010,10,25,2010-10-25,04:00:00,3,TN,47,26,0,0,0,0.05,0,35.12,-85.15,35.12,-85.15,0.1,40,1,1,1,65,0,0,0 +1125,2010,10,25,2010-10-25,04:17:00,3,AL,1,26,1,0,0,0,0,30.6706,-88.1535,30.6717,-88.1333,1.2,150,1,1,1,97,0,0,0 +1126,2010,10,25,2010-10-25,19:15:00,3,WA,53,2,0,0,0,0.001,0,46.48,-122.74,46.48,-122.74,0.01,5,1,1,1,41,0,0,0 +1127,2010,10,26,2010-10-26,04:41:00,3,IL,17,41,1,0,0,0.1,0,41.8319,-89.1685,41.8471,-89.1621,1.1,50,1,1,1,103,0,0,0 +1128,2010,10,26,2010-10-26,05:55:00,3,IL,17,42,1,0,0,0.1,0,41.9126,-88.5181,41.9241,-88.5088,0.93,20,1,1,1,89,0,0,0 +1129,2010,10,26,2010-10-26,06:23:00,3,IL,17,43,0,0,0,0.004,0,38.4245,-87.8266,38.4372,-87.8055,1.44,50,1,1,1,185,0,0,0 +1130,2010,10,26,2010-10-26,06:29:00,3,IL,17,44,1,0,0,0.008,0,38.5073,-87.7046,38.515,-87.6786,1.5,75,1,1,1,185,0,0,0 +1131,2010,10,26,2010-10-26,06:40:00,3,IL,17,45,2,2,0,0.5,0,41.309,-87.7393,41.3403,-87.7231,2.32,200,1,1,1,197,0,0,0 +1132,2010,10,26,2010-10-26,06:47:00,3,WI,55,44,1,0,0,0.1,0,42.6638,-87.8996,42.669,-87.8952,0.43,100,1,1,1,59,0,0,0 +1133,2010,10,26,2010-10-26,06:48:00,3,WI,55,45,1,2,0,1,0,42.669,-87.8952,42.7285,-87.826,5.4,100,1,1,1,101,0,0,0 +1134,2010,10,26,2010-10-26,07:33:00,3,IN,18,15,0,0,0,0.05,0,41.3329,-86.9716,41.3342,-86.9703,0.11,30,1,1,1,127,0,0,0 +1135,2010,10,26,2010-10-26,07:42:00,3,IN,18,16,1,0,0,0.5,0,41.4285,-86.8948,41.4466,-86.8673,1.89,150,1,1,1,91,0,0,0 +1136,2010,10,26,2010-10-26,07:50:00,3,IN,18,17,0,0,0,0.08,0,40.4856,-86.0733,40.491,-86.0686,0.45,50,1,1,1,67,0,0,0 +1137,2010,10,26,2010-10-26,08:18:00,3,IN,18,18,0,0,0,0,0,40.8151,-85.8404,40.8691,-85.7566,5.76,100,1,1,1,169,0,0,0 +1138,2010,10,26,2010-10-26,08:20:00,3,IN,18,19,1,0,0,0,0,40.4711,-85.5402,40.4801,-85.5222,1.13,100,1,1,1,53,0,0,0 +1139,2010,10,26,2010-10-26,08:21:00,3,IN,18,20,0,0,0,0,0,40.9997,-85.5999,41.0207,-85.5763,1.9,175,1,1,1,69,183,0,0 +1140,2010,10,26,2010-10-26,08:23:00,3,IN,18,21,0,0,0,0.075,0,39.9094,-85.6428,39.9139,-85.6362,0.47,50,1,1,1,59,0,0,0 +1141,2010,10,26,2010-10-26,08:27:00,3,KY,21,13,0,0,0,0.002,0,37.2656,-87.266,37.2665,-87.264,0.13,50,1,1,1,177,0,0,0 +1142,2010,10,26,2010-10-26,08:28:00,3,KY,21,14,1,0,0,0.1,0,36.8607,-87.529,36.8623,-87.4849,2.44,130,1,1,1,47,0,0,0 +1143,2010,10,26,2010-10-26,08:31:00,3,IN,18,22,1,0,0,0.1,0,40.9798,-85.6149,40.9885,-85.6094,0.67,75,1,1,1,69,0,0,0 +1144,2010,10,26,2010-10-26,08:31:00,3,IN,18,23,0,0,0,0,0,41.298,-85.8234,41.3064,-85.8094,0.93,30,1,1,1,85,0,0,0 +1145,2010,10,26,2010-10-26,08:42:00,3,IN,18,24,1,0,0,0,0,41.1083,-85.4717,41.136,-85.4512,2.19,150,1,1,1,183,0,0,0 +1146,2010,10,26,2010-10-26,08:52:00,3,KY,21,15,0,0,0,0.004,0,36.7354,-87.3453,36.7511,-87.3193,1.8,50,1,1,1,47,0,0,0 +1147,2010,10,26,2010-10-26,08:58:00,3,KY,21,16,0,0,0,0.005,0,36.7694,-87.2697,36.7697,-87.2665,0.18,30,1,1,1,219,0,0,0 +1148,2010,10,26,2010-10-26,09:02:00,3,OH,39,30,0,0,0,0,0,40.9023,-84.765,40.9251,-84.7402,2.04,80,1,1,1,161,0,0,0 +1149,2010,10,26,2010-10-26,09:02:00,3,IN,18,25,0,0,0,0,0,41.06,-84.9049,41.0758,-84.8944,1.22,175,1,1,1,3,0,0,0 +1150,2010,10,26,2010-10-26,09:04:00,3,IN,18,26,1,0,0,0,0,41.1549,-84.9801,41.2468,-84.9236,6.99,150,1,1,1,3,0,0,0 +1151,2010,10,26,2010-10-26,09:12:00,3,OH,39,31,1,0,0,0,0,40.9802,-84.6112,41.0991,-84.5291,9.26,100,1,1,1,161,125,0,0 +1152,2010,10,26,2010-10-26,09:29:00,3,OH,39,32,1,0,0,0,0,41.0645,-84.3498,41.1243,-84.3006,4.87,175,1,1,1,125,137,0,0 +1153,2010,10,26,2010-10-26,09:40:00,3,OH,39,33,1,0,0,0.077,0,39.9137,-84.6889,39.95,-84.6218,4.35,30,1,1,1,135,37,0,0 +1154,2010,10,26,2010-10-26,09:48:00,3,OH,39,34,0,0,0,0.03,0,40.6006,-84.2033,40.6016,-84.2013,0.13,40,1,1,1,11,0,0,0 +1155,2010,10,26,2010-10-26,09:51:00,3,KY,21,17,0,0,0,0.015,0,38.0214,-85.5913,38.022,-85.5898,0.09,75,1,1,1,29,0,0,0 +1156,2010,10,26,2010-10-26,09:59:00,3,OH,39,35,2,0,0,0.238,0,40.6327,-84.1668,40.6681,-84.1087,3.92,110,1,1,1,11,3,0,0 +1157,2010,10,26,2010-10-26,10:04:00,3,IN,18,27,0,0,0,0,0,39.1538,-84.8699,39.1546,-84.8686,0.09,10,1,1,1,29,0,0,0 +1158,2010,10,26,2010-10-26,10:08:00,3,KY,21,18,1,0,0,0.04,0,36.9637,-86.3897,36.9758,-86.3672,1.49,60,1,1,1,227,0,0,0 +1159,2010,10,26,2010-10-26,10:35:00,3,KY,21,19,0,0,0,0.005,0,38.7017,-85.3974,38.7167,-85.3895,1.12,20,1,1,1,223,0,0,0 +1160,2010,10,26,2010-10-26,11:20:00,3,OH,39,36,0,0,0,0.07,0,39.443,-83.6415,39.4756,-83.5807,3.95,200,1,1,1,27,47,0,0 +1161,2010,10,26,2010-10-26,11:30:00,3,OH,39,37,0,0,0,0.075,0,39.4844,-83.5438,39.537,-83.466,5.51,200,1,1,1,47,0,0,0 +1162,2010,10,26,2010-10-26,11:52:00,3,OH,39,38,0,0,0,0.075,0,39.7274,-83.1187,39.7463,-83.0847,2.23,30,1,1,1,129,0,0,0 +1163,2010,10,26,2010-10-26,12:05:00,3,OH,39,39,0,0,0,0.04,0,39.8673,-82.8762,39.8687,-82.8727,0.21,100,1,1,1,49,0,0,0 +1164,2010,10,26,2010-10-26,12:23:00,3,AL,1,27,1,0,0,0.01,0,34.649,-87.1943,34.6495,-87.176,1.04,50,1,1,1,79,0,0,0 +1165,2010,10,26,2010-10-26,12:27:00,3,OH,39,40,0,0,0,0.015,0,40.0014,-82.5323,40.0063,-82.524,0.55,50,1,1,1,89,0,0,0 +1166,2010,10,26,2010-10-26,13:30:00,3,TN,47,27,1,0,0,0.1,0,35.2945,-84.77,35.294,-84.7678,0.13,40,1,1,1,11,0,0,0 +1167,2010,10,26,2010-10-26,13:55:00,3,TN,47,28,1,0,0,0.025,0,35.67,-84.1522,35.6891,-84.1254,2,50,1,1,1,105,0,0,0 +1168,2010,10,26,2010-10-26,14:40:00,3,AL,1,28,0,0,0,0.005,0,34.6431,-86.8463,34.645,-86.8418,0.29,50,1,1,1,83,0,0,0 +1169,2010,10,26,2010-10-26,16:02:00,3,SC,45,19,0,0,0,0,0,34.751,-83.225,34.752,-83.211,0.8,150,1,1,1,73,0,0,0 +1170,2010,10,26,2010-10-26,16:10:00,3,KY,21,20,1,0,0,0.25,0,36.6148,-83.7163,36.6175,-83.7043,0.7,220,1,1,1,13,0,0,0 +1171,2010,10,26,2010-10-26,16:16:00,3,SC,45,20,0,0,0,0,0,34.827,-83.032,34.828,-83.024,0.46,200,1,1,1,73,0,0,0 +1172,2010,10,26,2010-10-26,16:25:00,3,TN,47,29,0,0,0,0.01,0,35.0314,-85.4429,35.0329,-85.4361,0.4,20,1,1,1,115,0,0,0 +1173,2010,10,26,2010-10-26,16:50:00,3,TN,47,30,2,6,0,0.2,0,35.1216,-85.1925,35.1216,-85.1925,1.2,100,1,1,1,65,0,0,0 +1174,2010,10,26,2010-10-26,17:03:00,3,AL,1,29,1,0,0,0.2,0,34.3474,-86.0671,34.3798,-85.9995,4.46,175,1,1,1,49,0,0,0 +1175,2010,10,26,2010-10-26,17:08:00,3,NC,37,13,2,11,0,1.2,0,35.544,-81.482,35.566,-81.445,2.58,200,1,1,1,109,0,0,0 +1176,2010,10,26,2010-10-26,17:12:00,3,NC,37,14,0,0,0,0,0,35.566,-81.444,35.573,-81.434,0.74,100,1,1,1,35,0,0,0 +1177,2010,10,26,2010-10-26,17:13:00,3,AL,1,30,0,0,0,0.005,0,34.2692,-86.124,34.2693,-86.1085,0.88,50,1,1,1,95,0,0,0 +1178,2010,10,26,2010-10-26,17:17:00,3,SC,45,21,0,0,0,0,0,35.086,-82.481,35.103,-82.4,4.73,40,1,1,1,45,0,0,0 +1179,2010,10,26,2010-10-26,17:44:00,3,NC,37,15,2,0,0,6.61,0,35.703,-81.158,35.725,-81.122,2.53,100,1,1,1,35,0,0,0 +1180,2010,10,26,2010-10-26,18:03:00,3,NC,37,16,0,0,0,0.1,0,35.268,-82.038,35.271,-82.031,0.45,40,1,1,1,149,0,0,0 +1181,2010,10,26,2010-10-26,18:15:00,3,NC,37,17,0,0,0,0.01,0,35.316,-81.922,35.319,-81.919,0.27,30,1,1,1,161,0,0,0 +1182,2010,10,26,2010-10-26,20:10:00,3,AL,1,31,1,0,0,0.05,0,33.6096,-86.7093,33.6352,-86.6423,4.3,200,1,1,1,73,0,0,0 +1183,2010,10,26,2010-10-26,21:14:00,3,NC,37,18,1,0,0,0.1,0,36.343,-80.295,36.363,-80.263,2.25,200,1,1,1,169,0,0,0 +1184,2010,10,26,2010-10-26,21:35:00,3,NC,37,19,0,0,0,0,0,35.557,-80.962,35.559,-80.955,0.42,75,1,1,1,35,0,0,0 +1185,2010,10,26,2010-10-26,21:36:00,3,NC,37,20,0,0,0,0,0,35.556,-80.962,35.574,-80.939,1.79,75,1,1,1,97,0,0,0 +1186,2010,10,26,2010-10-26,22:14:00,3,VA,51,3,0,0,0,0.025,0,36.6013,-79.72,36.649,-79.642,5.44,200,1,1,1,89,0,0,0 +1187,2010,10,27,2010-10-27,00:42:00,3,VA,51,4,2,0,0,0.04,0,36.58,-78.88,36.6078,-78.819,3.89,200,1,1,1,83,0,0,0 +1188,2010,10,27,2010-10-27,01:00:00,3,VA,51,5,0,0,0,0.02,0,36.7283,-78.5383,36.7724,-78.48,1.25,100,1,1,1,117,0,0,0 +1189,2010,10,27,2010-10-27,13:36:00,3,GA,13,9,0,0,0,0.425,0,34.149,-84.4472,34.155,-84.4353,0.79,75,1,1,1,57,0,0,0 +1190,2010,10,27,2010-10-27,13:58:00,3,NC,37,21,0,0,0,0,0.01,36.37,-79.15,36.37,-79.14,0.56,50,1,1,1,145,0,0,0 +1191,2010,10,27,2010-10-27,14:13:00,3,NC,37,22,1,0,0,0.075,0,36.39,-78.95,36.39,-78.94,0.56,50,1,1,1,145,0,0,0 +1192,2010,10,27,2010-10-27,15:00:00,3,VA,51,6,1,1,0,1.5,0,37.5692,-77.4552,37.6165,-77.2566,11.36,200,1,1,1,760,87,85,0 +1193,2010,10,27,2010-10-27,15:30:00,3,NC,37,23,1,0,0,0.25,0,36.19,-79.22,36.2,-79.17,2.87,50,1,1,1,135,0,0,0 +1194,2010,10,27,2010-10-27,16:15:00,3,NC,37,24,0,0,0,0.1,0,36.33,-78.71,36.35,-78.63,4.66,100,1,1,1,77,0,0,0 +1195,2010,10,27,2010-10-27,16:50:00,3,NC,37,25,0,0,0,0.03,0,36.38,-78.38,36.39,-78.33,2.87,50,1,1,1,181,0,0,0 +1196,2010,10,27,2010-10-27,17:05:00,3,NC,37,26,1,0,0,0.71,0,36.26,-80.36,36.2667,-80.3462,0.9,200,1,1,1,169,0,0,0 +1197,2010,10,27,2010-10-27,22:15:00,3,VA,51,7,0,0,0,0.05,0,36.7463,-77.0654,36.7462,-77.0613,0.25,50,1,1,1,175,0,0,0 +1198,2010,11,3,2010-11-03,16:00:00,3,LA,22,12,0,0,0,0.002,0,30.645,-91.1532,30.645,-91.1532,0.25,50,1,1,1,33,0,0,0 +1199,2010,11,3,2010-11-03,16:08:00,3,LA,22,13,0,0,0,0,0,29.8095,-90.4936,29.8095,-90.4936,0.25,25,1,1,1,89,0,0,0 +1200,2010,11,17,2010-11-17,00:35:00,3,MD,24,3,1,3,0,0.25,0,39.3665,-76.5705,39.3772,-76.5601,0.43,250,1,1,1,510,5,0,0 +1201,2010,11,17,2010-11-17,01:30:00,3,PA,42,17,1,0,0,0.075,0,41.46,-75.56,41.48,-75.54,1.73,150,1,1,1,69,0,0,0 +1202,2010,11,17,2010-11-17,04:18:00,3,NY,36,13,1,0,0,0.004,0,42.2661,-73.6643,42.29,-73.6472,1.87,300,1,1,1,21,0,0,0 +1203,2010,11,22,2010-11-22,15:00:00,3,IL,17,46,2,6,0,5,0,42.3307,-88.97,42.4446,-88.6507,18.1,200,1,1,1,201,0,0,0 +1204,2010,11,22,2010-11-22,15:31:00,3,IL,17,47,1,0,0,1,0,42.4932,-88.5704,42.5346,-88.4797,5.45,100,2,0,1,0,0,0,0 +1204,2010,11,22,2010-11-22,15:31:00,3,IL,17,47,0,0,0,0,0,42.4932,-88.5704,42.4949,-88.5697,0.12,50,2,1,2,111,0,0,0 +1204,2010,11,22,2010-11-22,15:32:00,3,WI,55,46,1,0,0,1,0,42.4951,-88.5695,42.5346,-88.4797,5.33,100,2,1,2,127,0,0,0 +1205,2010,11,22,2010-11-22,16:01:00,3,WI,55,47,0,0,0,0.002,0,42.6625,-88.0884,42.67,-88.0745,0.87,125,1,1,1,59,0,0,0 +1206,2010,11,22,2010-11-22,16:02:00,3,WI,55,48,1,2,0,2,0,42.67,-88.0745,42.7559,-87.9023,10.57,150,1,1,1,101,0,0,0 +1207,2010,11,23,2010-11-23,10:30:00,3,MS,28,20,1,0,0,0.25,0.1,31.9896,-90.1025,32.0012,-89.9664,8.01,150,1,1,1,127,0,0,0 +1208,2010,11,23,2010-11-23,11:35:00,3,MS,28,21,1,0,0,0.2,0.05,31.9935,-89.7217,31.9874,-89.6872,2.06,75,1,1,1,127,0,0,0 +1209,2010,11,24,2010-11-24,16:50:00,3,MO,29,41,0,0,0,0.025,0,37.9439,-93.4178,37.9508,-93.402,0.98,75,1,1,1,85,0,0,0 +1210,2010,11,24,2010-11-24,17:09:00,3,MO,29,42,1,0,0,0.075,0,38.0309,-93.1975,38.0526,-93.1543,2.79,150,1,1,1,85,0,0,0 +1211,2010,11,24,2010-11-24,19:11:00,3,MO,29,43,1,0,0,0.075,0,37.4469,-93.3615,37.452,-93.3474,0.85,200,1,1,1,167,0,0,0 +1212,2010,11,25,2010-11-25,14:30:00,3,TN,47,31,0,0,0,0.1,0,35.8464,-88.867,35.8481,-88.8563,0.61,200,1,1,1,53,0,0,0 +1213,2010,11,25,2010-11-25,22:45:00,3,LA,22,14,0,0,0,0.15,0,30.1957,-92.6604,30.23,-92.6361,2.78,75,1,1,1,53,0,0,0 +1214,2010,11,25,2010-11-25,23:00:00,3,LA,22,15,0,0,0,0.01,0,30.2729,-92.5989,30.2768,-92.5955,0.34,25,1,1,1,1,0,0,0 +1215,2010,11,25,2010-11-25,23:13:00,3,LA,22,16,1,0,0,0.125,0,30.3016,-92.5126,30.3205,-92.4795,2.37,100,1,1,1,1,0,0,0 +1216,2010,11,25,2010-11-25,23:30:00,3,LA,22,17,1,0,0,0.075,0,30.3897,-92.3996,30.4354,-92.3347,4.99,50,1,1,1,1,0,0,0 +1217,2010,11,25,2010-11-25,23:45:00,3,LA,22,18,1,0,0,0.1,0,30.4439,-92.3238,30.4668,-92.267,3.74,200,1,1,1,1,0,0,0 +1218,2010,11,25,2010-11-25,23:57:00,3,LA,22,19,1,0,0,0.15,0,30.4768,-92.2252,30.4997,-92.1889,2.68,200,1,1,1,97,0,0,0 +1219,2010,11,26,2010-11-26,00:02:00,3,LA,22,20,1,1,0,0.1,0,30.4932,-92.1891,30.514,-92.1623,2.15,300,1,1,1,97,0,0,0 +1220,2010,11,29,2010-11-29,15:12:00,3,LA,22,21,4,0,0,0.75,0,31.7947,-92.808,31.9479,-92.6528,13.96,400,1,1,1,127,0,0,0 +1221,2010,11,29,2010-11-29,16:10:00,3,MO,29,44,0,0,0,0,0,39.7901,-93.7416,39.7928,-93.7366,0.33,25,1,1,1,117,0,0,0 +1222,2010,11,29,2010-11-29,16:18:00,3,LA,22,22,1,0,0,0.01,0,32.2802,-92.1872,32.2864,-92.1248,3.67,100,1,1,1,73,0,0,0 +1223,2010,11,29,2010-11-29,19:19:00,3,MS,28,22,1,0,0,0,0.2,32.8764,-90.7433,32.9108,-90.697,3.58,100,1,1,1,125,0,0,0 +1224,2010,11,29,2010-11-29,19:25:00,3,MS,28,23,0,0,0,0.085,0,32.6586,-90.8576,32.6693,-90.842,1.18,50,1,1,1,55,125,0,0 +1225,2010,11,29,2010-11-29,19:46:00,3,MS,28,24,2,0,0,0.7,0,32.7151,-90.6259,32.8168,-90.4649,11.7,200,1,1,1,163,0,0,0 +1226,2010,11,29,2010-11-29,20:04:00,3,MS,28,25,0,0,0,0.1,0,32.3658,-90.8303,32.3788,-90.8017,1.9,25,1,1,1,149,0,0,0 +1227,2010,11,29,2010-11-29,20:07:00,3,MS,28,26,2,0,0,1.3,0,32.8464,-90.4195,32.9103,-90.316,7.45,150,1,1,1,163,0,0,0 +1228,2010,11,29,2010-11-29,20:30:00,3,MS,28,27,0,0,0,0,0.01,31.9728,-91.0652,31.9766,-91.0544,0.69,30,1,1,1,21,0,0,0 +1229,2010,11,29,2010-11-29,21:09:00,3,MS,28,28,0,0,0,0.005,0,32.21,-90.7,32.2721,-90.6,7.25,50,1,1,1,49,0,0,0 +1230,2010,11,29,2010-11-29,21:25:00,3,MS,28,29,1,0,0,0.03,0,32.0427,-90.9647,32.0566,-90.9409,1.69,40,1,1,1,21,0,0,0 +1231,2010,11,29,2010-11-29,21:38:00,3,MS,28,30,3,6,0,1.05,0.2,32.905,-89.719,33.029,-89.6442,9.6,400,1,1,1,79,7,0,0 +1232,2010,11,29,2010-11-29,23:08:00,3,MS,28,31,2,15,0,0.85,0,33.44,-88.8299,33.4579,-88.81,1.68,200,1,1,1,105,0,0,0 +1233,2010,11,29,2010-11-29,23:26:00,3,MS,28,32,1,0,0,0.25,0,33.6401,-88.67,33.6579,-88.65,1.68,150,1,1,1,25,0,0,0 +1234,2010,11,29,2010-11-29,23:52:00,3,MS,28,33,2,11,0,0.25,0,33.8767,-88.4628,33.8795,-88.4592,0.28,125,1,1,1,95,0,0,0 +1235,2010,11,30,2010-11-30,00:38:00,3,LA,22,23,0,0,0,0.005,0,30.42,-92.1662,30.4236,-92.1494,1.03,25,1,1,1,97,0,0,0 +1236,2010,11,30,2010-11-30,00:46:00,3,LA,22,24,0,0,0,0.005,0,30.4366,-92.1172,30.4405,-92.0965,1.26,25,1,1,1,97,0,0,0 +1237,2010,11,30,2010-11-30,01:41:00,3,AL,1,32,1,0,0,0.145,0,33.553,-88.1022,33.566,-88.0842,1.37,150,1,1,1,75,0,0,0 +1238,2010,11,30,2010-11-30,02:44:00,3,MS,28,34,2,0,0,0.9,0,32.0123,-89.6019,32.0993,-89.444,11.03,600,1,1,1,129,0,0,0 +1239,2010,11,30,2010-11-30,02:50:00,3,MS,28,35,0,0,0,0.005,0,31.11,-90.8089,31.1288,-90.7306,4.81,25,1,1,1,5,0,0,0 +1240,2010,11,30,2010-11-30,04:15:00,3,AL,1,33,1,0,0,0.025,0,32.6267,-87.4231,32.6274,-87.422,0.08,50,1,1,1,105,0,0,0 +1241,2010,11,30,2010-11-30,05:50:00,3,MS,28,36,0,0,0,0.07,0,31.62,-89.08,31.6916,-88.9958,7,30,1,1,1,67,0,0,0 +1242,2010,11,30,2010-11-30,07:09:00,3,AL,1,34,1,0,0,0.026,0,34.1558,-86.5751,34.1643,-86.5469,1.72,150,1,1,1,9,0,0,0 +1243,2010,11,30,2010-11-30,07:40:00,3,MS,28,37,0,0,0,0.001,0,30.3658,-89.62,30.3658,-89.62,0.05,25,1,1,1,45,0,0,0 +1244,2010,11,30,2010-11-30,09:57:00,3,AL,1,35,1,0,0,0.058,0,32.4281,-86.5065,32.4615,-86.4153,5.8,150,1,1,1,1,0,0,0 +1245,2010,11,30,2010-11-30,10:14:00,3,AL,1,36,0,0,0,0.015,0,33.1121,-86.0659,33.1252,-86.0417,1.67,40,1,1,1,27,0,0,0 +1246,2010,11,30,2010-11-30,10:23:00,3,AL,1,37,0,0,0,0.035,0,32.5989,-86.2311,32.6544,-86.1378,6.65,100,1,1,1,51,0,0,0 +1247,2010,11,30,2010-11-30,14:38:00,3,GA,13,10,2,0,0,5,0,34.0426,-83.9505,34.0695,-83.9331,2.11,100,1,1,1,135,0,0,0 +1248,2010,11,30,2010-11-30,15:12:00,3,GA,13,11,0,0,0,0.2555,0,33.2915,-84.0838,33.3208,-84.0535,2.69,50,1,1,1,35,151,35,0 +1249,2010,11,30,2010-11-30,18:45:00,3,SC,45,22,1,0,0,1.5,0,34.829,-82.605,34.863,-82.583,2.66,125,1,1,1,77,0,0,0 +1250,2010,11,30,2010-11-30,20:39:00,3,SC,45,23,0,0,0,0.05,0,34.658,-82.086,34.681,-82.065,1.99,200,1,1,1,59,0,0,0 +1251,2010,12,1,2010-12-01,08:27:00,3,MD,24,4,0,0,0,0.01,0,38.6262,-76.9655,38.6553,-76.9447,2.31,50,1,1,1,17,0,0,0 +1252,2010,12,14,2010-12-14,21:40:00,3,OR,41,2,2,2,0,1.2,0,44.8398,-122.879,44.8643,-122.835,5,150,1,1,1,47,0,0,0 +1253,2010,12,30,2010-12-30,23:19:00,3,MO,29,45,0,0,0,0.05,0,36.5254,-93.4262,36.5285,-93.4238,0.25,30,1,1,1,209,0,0,0 +1254,2010,12,30,2010-12-30,23:26:00,3,MO,29,46,1,0,0,2,0,36.5706,-93.3742,36.6127,-93.3541,3.15,300,1,1,1,209,0,0,0 +1255,2010,12,31,2010-12-31,00:17:00,3,MO,29,47,0,0,0,0.75,0,36.616,-93.3498,36.6381,-93.3338,1.75,75,1,1,1,209,0,0,0 +1256,2010,12,31,2010-12-31,00:18:00,3,MO,29,48,1,2,0,0.3,0,37.0283,-93.0351,37.1223,-92.9395,8.37,250,1,1,1,43,225,0,0 +1257,2010,12,31,2010-12-31,06:05:00,3,OK,40,102,3,10,4,1.935,0,35.9977,-94.5655,36.1979,-94.2819,21.1,500,2,0,1,0,0,0,0 +1257,2010,12,31,2010-12-31,06:05:00,3,OK,40,102,2,0,0,0.06,0,35.9977,-94.5655,36.0176,-94.5374,2.1,250,2,1,2,1,0,0,0 +1257,2010,12,31,2010-12-31,06:08:00,3,AR,5,32,3,10,4,1.875,0,36.0176,-94.5374,36.1979,-94.2819,19,500,2,1,2,143,7,143,7 +1257,2010,12,31,2010-12-31,06:08:00,3,AR,5,32,0,0,0,0,0,0,0,0,0,0,0,2,0,-9,143,0,0,0 +1258,2010,12,31,2010-12-31,07:48:00,3,AR,5,33,0,0,0,0.015,0,36.4794,-93.4399,36.5121,-93.3962,4.25,50,2,0,1,0,0,0,0 +1258,2010,12,31,2010-12-31,07:48:00,3,AR,5,33,0,0,0,0,0,36.4794,-93.4399,36.4988,-93.4131,2,50,2,1,2,15,0,0,0 +1258,2010,12,31,2010-12-31,07:50:00,3,MO,29,49,0,0,0,0.015,0,36.4988,-93.4131,36.5121,-93.3962,2.25,50,2,1,2,209,0,0,0 +1259,2010,12,31,2010-12-31,08:37:00,3,MO,29,50,0,0,0,0.005,0,37.631,-93.3362,37.6386,-93.3205,1,50,1,1,1,167,0,0,0 +1260,2010,12,31,2010-12-31,09:43:00,3,MO,29,51,3,4,0,90,0,37.6857,-92.1901,37.7642,-92.0872,7.5,500,1,1,1,169,0,0,0 +1261,2010,12,31,2010-12-31,10:06:00,3,MO,29,52,3,6,2,1,0,37.9394,-91.8018,38.0438,-91.6572,11,500,1,1,1,161,0,0,0 +1262,2010,12,31,2010-12-31,10:12:00,3,MO,29,53,1,0,2,0.5,0,37.7748,-91.7129,37.8541,-91.6401,6.78,440,1,1,1,65,161,0,0 +1263,2010,12,31,2010-12-31,10:40:00,3,MO,29,54,1,0,0,0,0,38.1471,-91.4952,38.1919,-91.3929,6.36,100,1,1,1,55,0,0,0 +1264,2010,12,31,2010-12-31,11:16:00,3,MO,29,55,1,0,0,0.04,0,38.5003,-91.0222,38.5088,-91.012,0.8,100,1,1,1,71,0,0,0 +1265,2010,12,31,2010-12-31,11:17:00,3,MO,29,56,0,0,0,0,0,38.5059,-91.0123,38.5094,-91.0074,0.36,50,1,1,1,71,0,0,0 +1266,2010,12,31,2010-12-31,11:19:00,3,MO,29,57,2,0,0,0,0,38.3399,-90.8899,38.4575,-90.7229,12.19,370,1,1,1,71,99,0,0 +1267,2010,12,31,2010-12-31,11:25:00,3,MO,29,58,0,0,0,0,0,38.5631,-90.9232,38.5911,-90.9169,1.96,50,1,1,1,183,0,0,0 +1268,2010,12,31,2010-12-31,11:27:00,3,MO,29,59,1,0,0,0,0,38.3067,-90.7819,38.3827,-90.6571,8.6,50,1,1,1,71,99,0,0 +1269,2010,12,31,2010-12-31,11:48:00,3,MO,29,60,1,0,0,0,0,38.5935,-90.5559,38.6048,-90.5279,1.7,175,1,1,1,189,0,0,0 +1270,2010,12,31,2010-12-31,11:48:00,3,MO,29,61,3,6,1,1,0,38.4918,-90.4706,38.5614,-90.386,6.65,440,1,1,1,99,189,0,0 +1271,2010,12,31,2010-12-31,11:56:00,3,IL,17,48,0,0,0,0,0,39.3114,-90.7808,39.3425,-90.7258,3.64,50,1,1,1,13,0,0,0 +1272,2010,12,31,2010-12-31,12:08:00,3,MO,29,62,1,0,0,0,0,38.6494,-90.2537,38.6724,-90.2131,2.71,100,1,1,1,510,0,0,0 +1273,2010,12,31,2010-12-31,12:30:00,3,IL,17,49,0,0,0,0,0,38.6247,-89.7812,38.6259,-89.779,0.14,50,1,1,1,163,0,0,0 +1274,2010,12,31,2010-12-31,12:37:00,3,IL,17,50,3,1,0,12,0,39.9842,-89.862,40.0133,-89.8049,3.63,200,1,1,1,129,0,0,0 +1275,2010,12,31,2010-12-31,13:05:00,3,IL,17,51,0,0,0,0,0,38.9006,-89.3979,38.9171,-89.3735,1.74,100,1,1,1,5,0,0,0 +1276,2010,12,31,2010-12-31,13:24:00,3,MO,29,63,2,0,0,0.2,0,36.9407,-90.8514,36.9699,-90.8209,2.63,200,1,1,1,35,0,0,0 +1277,2010,12,31,2010-12-31,14:25:00,3,MO,29,64,2,0,0,0.25,0,36.8186,-90.523,36.8189,-90.5186,0.24,100,1,1,1,23,0,0,0 +1278,2010,12,31,2010-12-31,14:35:00,3,LA,22,25,0,0,0,0.02,0,31.4846,-92.2055,31.4856,-92.1992,0.38,50,1,1,1,59,0,0,0 +1279,2010,12,31,2010-12-31,16:11:00,3,MS,28,38,1,0,0,0.11,0,32.2939,-90.8702,32.3193,-90.8171,3.56,100,1,1,1,149,0,0,0 +1280,2010,12,31,2010-12-31,16:44:00,3,MS,28,39,2,0,0,2.7,0,32.0868,-90.3663,32.3359,-90.0299,26.17,800,1,1,1,49,121,0,0 +1281,2010,12,31,2010-12-31,17:42:00,3,MS,28,40,0,0,0,0.002,0,32.0824,-90.0529,32.0923,-90.0324,1.38,50,1,1,1,121,0,0,0 +1282,2010,12,31,2010-12-31,20:09:00,3,MS,28,41,1,0,0,0.25,0,31.6527,-90.5849,31.6766,-90.5624,2.12,50,1,1,1,85,0,0,0