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Last active October 5, 2015 12:55
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Demonstration of pandas GroupBy plots\n",
"\n",
"It is still under development and all specifications are forced to be changed.\n",
"\n",
"https://github.com/pydata/pandas/pull/8018"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# configure plot defaults\n",
"import matplotlib as mpl\n",
"pd.options.display.mpl_style = 'default' \n",
"mpl.rcParams['figure.figsize'] = (12.0, 5.0)\n",
"\n",
"# set random seed\n",
"np.random.seed(1)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.groupby.DataFrameGroupBy"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n = 20\n",
"\n",
"df = pd.DataFrame(np.random.rand(n*4, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
"df['by'] = ['Group {0}'.format(i) for i in [0]*n + [1]*n + [2]*n + [3]*n]\n",
"\n",
"# DataFrameGroupBy\n",
"grouped = df.groupby(by='by')\n",
"type(grouped)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.groupby.SeriesGroupBy"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sgb = grouped['A']\n",
"type(sgb)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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MM94iiKLJqMiltqPg4n6NRglSCNfw84PzeMeGHLiaBpUwEwpE1UCyxgbQbsNcNylKGgoC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\nBEFEkv8HYGRaYENb4IEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x103125090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='line');"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WLCAjI6NNgfCHZ0rZklSOnVxG7oXTXM7OIjQ0FKifA5SV1b23z6Vms6dAzms/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L/Npf3pp5+i0+nMpj/Sjuf0ueMs272Apx/6F+mX8qvdPygoCDdnLzIuawn1DGf8w0+jKy5g0+5V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\noln6/0lwhfqiiUKkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106476050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='line', subplots=True, sharex=False);"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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6bxAE+Be/8JP44Z/6HXCuYOm+h3HHMQNDaubwyUufxD99/8eweOq6MUaeL2EY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\nbEw9zwuCjEXceUktwMzAv86KZrUa6eo2CAS6yPG/r+2YkCO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MVKQbRGLwQwLhKB3hglRE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oqnh3tNDxNEKcDV05lbtNsa+lFHkIplcHhwXRdSRDA9TI6wzz3IK7IHwoSGK224ngNaGFBGmEqh\nPOR+0BnT6sxh5BICdiU/Bp/EL1Ycx4Kai258CVz4xLOtnu9ALaXPCEtyEfW5ZOMOj3tQurSvFTUo\nNdu6gXw5PV1m8Tw1ND1QbUgIqAOzksHZOnfQalQhS6PVaFWLEz0Zdcd1IMdIyC0BY/NNXscCzbT8\nyyhzjZd+8ijOZmsj9ysrY4mNwo5tjpR3Pa5OwGqF3/eOY6MUY2JECYEd4RK6eJ46jgWFDqZhTSEK\nGoIUg6njwEyjgwIroNoWCw5t1+zhiC8XR7iD1eW12PXGszj3jAsxVTuwoBscBkqlodos17UKXnz9\nh0M7/kXnXy4cCG/duhWXX345vvWtbwEAWq3WcRsEA8D3vvc9AECz2cRFF12Ej33sYz0xUSDf+DZR\njfB8C/mzzx35eZmSB0+h9QoAptGfg5qcL4AgyCwvD1woxewvAkJkGEbvtfu+0yf3eNE5mAQ7oszZ\nL5rNKvKFeAkjJgc8Pivk/9mB6ztQi9GBa8fBzRFsxvTBoeTT04NUdTxR89gydHDCQzV+KR9M85ql\ni1lEM6qgWRucm10Hht6Coo62I19W8j2BsOe7UHNilREiSRAUO4jFhRPv66FHHJ1+A+eOvztyn7xc\nSOymd21rpAqyeSX6mlzfDnWV64BwwDaTq3uuZ0MZEIUrDwWthlg2cHb6wLKbaXRQkAowDEFus2OO\nTD5PFDmlAM1qY+cL347NBgOAIqmoa4N/3hxvaDQaeOmll3Djjcec98rlpc/DDRs24L777sPGjRvx\n4Q9/GJOTkwvf3Xvvvbjyyitx1VVX4fbbb4e5aFG5bt0xzf1nn30WmzdvXvh706ZNuOuuu7Bp0yZ8\n8IMfxI4dO1Jf+09/+lOsW7cuNDHIwVNXpE7YQJjDQW5lH+X6jKC5PPyUoui6pqcWeO4FQy3G0W6Y\nHGEOH3IxO4UhKkj1fQ8sRkM21TmIAs8ZrHxaZ0wNq4XSynDeZAeMMRBOoTWjXxZeQiAMBEGmqDwf\nhw9ZST9+hfJpMKx4GkmzUgHlLDRbS0ChNbM1Ji6ep6ZmADz5vpBYDrpgNioNDEtDLgPHuh9IaqEn\n659kKrIYhNEe1Ygs/MtVxTVL1CMqRw7Cd1xMxFBtcnIenu/GNpjZlpmG5t43FCkH3/d6Mru2oYP7\n8Y1mBARWRBVp8Tx1XWdwgTDNo90UyzZW545ifEDUsX5RVMZgCTaJ224vNWI5OcJAQI8o5cqYbRzF\nqvLpsduqUg5Nbbg2y8cDDhw4gPXr18duQwjB3r178cQTT+CZZ57B2WcH78Gnn34ajzzyCB577DE8\n/vjjUFUV99xzz5L94o5ZKBTw8MMP4+GHH8a2bdtQqYgtDn3fxyWXXII/+ZM/wVe+8pXQbTjnoIPO\nCL/yyiv4whe+gC984Qt47bXXEg/oOA4+/elP4/vf/36qC0mDoPnMgzKevYErK6R8GTylfFRg/dvv\nmiO84WzY6Iy1VMzemEioAtcOCYS5B9ZHgL3kHJICxxmOsobr2SitPDP5GjiFVo8O2Dj4ArUg8hgg\nsAQ1c334kNX0gXBpxVrYCS+12uxsZLaWgKKdMRBeDNsyhBaIklTIZGKTBMe1UEh4KQ4aspoH7+KB\nc6Rwt5MkeH7/kWa3esTLP3kM46QUm0mRmAzCg0x+FILms9HlhCmhgdFHV8WgVZsDA439/zAw6K3k\neez5LpQBNcsVpCJ0XWxR125XjwszDQDISzm4gkYgjuscVxzhDs5Y8Q6cu/a9sUEaMG+zbA5epeZ4\nxp49e3Dttdfi0ksvxYsvvrjkuy1btvRs/9RTT2Hz5s0LNIqbbroJTz4ZblwShiuuuAIAsGbNGlx0\n0UV45ZVXhPajlOL555/HN77xDfzRH/0RrJDqKef+YA01fN/Hgw8+iDvuuAN33HEHHnzwwUTHlSee\neALvete7EidbP5ibmQMBhaSMnj/FCqXEpqhuNKq1vuVkCCTUY1ZNw+II12sNENCF0n8WUDkHNyRb\ny7kHuTCgZjlZ7WlC6hedMfXgojCWzLmihECLUa7g3BcwVSGwBZzbPM8Dhw8pgxJJYWwV3ITmy9lD\nByBFKGVQyKgeSZbRCsNSjrAYNUJVSzATzEqywPUdqDEmKcMAU3Lw4eP/Z+/dgyW57jrP73nkox73\n2e9WS2qpJSODLNnCGDTbgBls8IyZBWJlNoAIdpdhIczMGmaDjZlY7PCyZneI8Szj2SB2BpshxM6A\ng7EBWwu2x5Is2bqWsGwjWW3Lkix1t/p137ee+c48Z//IW/dW3crKyuetutf9+aur65F5s7Iyf+d3\nvuf79fsGbRISTEn2PVLOsPfyk1V/2S+P+NZzT+IO7ez47UsKszW6o+k4Fug+x+syUHS2BjXvna21\nsY4LCji6regp8P7zVIr0vqSjqCl12HbShDYbM+p0dIQVpiaOpA6ENzQAmbRGGAidTNSY8J4eCldh\nfxfYp91+++24dOkSpJS455578Mgjj+Ds2bORxWUU/TNDQohUNV9/HSmlhKalm3H5sR/7MczNzQ1I\nNXY+DzJ1/Rl7pVhZWcGpU6egqipUVcWJEyewsjJ60YrjOHjhhRfw1re+tdSIwo21dZAJrfPjenWo\nozOOdrOBvFHChChYjvjSy6ax1UDeNZVE0SJ1fCSHt/JeqFqBGOPjmwXf8yAgoNfHJxhSwrG1OrpA\nFETExgkDYbfVTZCQZ7bbIBnjgbXqbGyYAACsXr000tuWMxVb68lWvsfR3dpKNIWlVudLSVaUUkAv\naCCWFMZYWEx2doshKWXiQT1htDD/mJ484vp3volmdwNnF+4c+x4Kgk6M/ZfZbYHts+JOh4aVPaEa\nq9dfg474wTsHix249pBSgBXki1tX64nsN4UQ8AIPegbpUxkoXIUQyc48P/D3zT6vDDjlsD2rkBpm\nmqOa5+bm8La3vQ0f+9jHdv7P9/1EReQ73vEOfPzjH98pmj/2sY/hne98587ziqLAMEL9/bPPPjv0\n/k996lMAgGvXruG5557DfffdN3abQRAaBgBhB9uyLNxxxx0RrySpC+HYCqfb7aJareLhhx8GAFSr\nVXQ6HZw6Fb2y+LOf/Sze9a53odksdwp/+dq1whLJ0kJVDUjpo9puNnN3hClV0YhZ6b+0tFRKV7jT\nbILkLOKZVoHbGi5SJQRoQV19plfhJrxQJ2VpaQlvPHdX4oKTExWN1dEFYtj5G+eZS+BY4xfw2EYX\nNGPBodbmEJAAvueBj1gh3NhYgapEL2RUqI5OM5v9T/952m5uJQq0qNQX4S0XP8gRJIAa4ypQFgQE\nltHB7GIo7ZJEJJ5xoYxB7Ckyrly5kqnj1pNHfOaT/zdYQGIXlvXQoGJj5SrO3vvWyOetbnts+EzR\nVKFjbeXywP+tr15BhcQPshXCYRjR96r+81RIkVpzOHKbTEWQoLNqd9qAlFCSJg6WjLIdQBL43thr\noS/8oY5w1nN0EoQxyz78wMsdZpK2abbffPjDH8Zv/dZv4U//9E9Rq9Vw/Phx3H333TvPjyoof/RH\nfxQvvvgi3v3ud4MQgje96U34zd/8zZ3nf+M3fgO/+Iu/iHvuuQe1Wm3ocxRFwU//9E9jY2MDH/7w\nh1Gvj78OX758Gb/2a78GTdN26lJKixlwxd6F6vU6TNPEr/zKr0BKiT/6oz/C7Gx0B8U0Tbz00kv4\nmZ/5GTz55JOJNt5/sektTkjy+PrlywCUgR9XT4xf9uNFVQcgUu2vZXQgJc21v4Io2FzbLYT3bu/C\nhQuJ9yfNY2OjCQKa6/gxvY7A94e+byl3p/bzfj+mD4i+rnMRf/+FCxdwvFYFlSzR/kjB0dn2u937\neU9+4XEIKcC2L6yjPo+Awmx3xu7f3z79NGSfVjTN8eJcAQTBE48+hnf+w38Q+fnr68tQleORn8+V\nKtZWbmT6/fZYWlrC5de+A7qtJYzbX62+ANd3Ml8voh5/8YtfDO3htrW5+3X9uO2220BA8ewzz2Dh\n9St48MEHISCwsroOyptj3z+n1CElKWx/vm/xTfj8ymNYsGYSXZ8qRMfm+tWRx1dabXCS7PdS1OMZ\nVserr3xz4Px49ZVvQjd2GxZR7/csF7bVHdj/qOuplBIryytQ2fjvZ9zj46eOQ4hg7Pn5iT/+fSj2\nrsZ5P49n1ONrV68h8H3YRhe1uYXY/Q+Ej+vXr4MStvP+te1716T2P+3jRrOJJ596Au/8sZ8c+vvS\nPL797PBitPnaEbz17rcP/X9RzNeS68oXFxfxx3/8xyOff+6550Y+9973vhfvfe97I5973/veh/e9\n730j3/tTP/VT+O3f/u3E+wkA586dw2OPPZbotVHf77l7fmDk62ML4ZMnT2J5ebfDtbKygpMnowMB\nXnrpJXieh4985CNYX19HEAS49957d1YZRtHfwdzbzYx73NhYBlNqAyPMvaPNsh5bm+uQkKn217YM\nUEXLtb+KPgMpdhec7d3e3hMyzf7FPf5P//6jIETNdfx4dQYgwdD3/dd/9m9At6UReb+f+ROnsXVj\ntzAs4u8/f/48nvqrT4ITJdH+rFyY3bEl2/t5b7nvzXj8P++6MIz6vFefZeg2t/DDP/tQ7P7ddfYs\n/q4v9jXt8WLgeMO53WmlvZ8v4eHYqd2p8v73a/oMXNfK/PvtPb72lS+iub0IKW5/9UodlGS/XkQ9\nfuC++/DYx9lOd2u/rh9AuKjyrrNn8ca3/SAcK3SUOXvnuUTvb6+1ICRiryVp9kdIAb5O8ZYTb8Gp\n+VvHvv7q1YtobC7jJ38++vg++ucvgEu+r8dzXl3AJl0e+I4ZDXCmz+kl6v3Xr12GvW0JFnc9lVLg\n9lvPDnQHs+5vIAWEFHjwwR8a8Nrdu/2V5efx1sUHcm+vyMfaVRW20UFtbiH29xUEPu647e6BrvBb\n3zpYhEzD3xP3eHFhEfe/ZddrOOv15uq1YbeMhfrRxD6/N8nGuO93L7GFMKUUDz30ED70oQ8BAN7z\nnvfsPPfMM89A0zQ88ED4Y33ggQd2/v3kk0/CcZzYIjgPRrcFqu6v/2ePMCZZjH1dP65jg+ZMJmLV\nWXiN/bd0aW5t5o5BZtWZyAWGEjJz7PReeK0GpLS1S8LKlYtQeLIV/YpagzViRbhldBMtImKUJ4qK\nbq2v5ZqupWBor68B3xMdSuMFLmqLt0Q+p1UX0THGJ9ONwzK7YAmmfsMFZsVOMRrtdmZpSV4IYWhv\nhjrbpBZyPShn8FO8fuznEYqHbn9P4lX+M8oMNlujNcK2bYAXpKdNyry2ANN6ZeD/TKuNOe3uEe8I\n0aiGjhkvQxJCQECCpoxsHQUjNPQvNk1UZqJnV1cvvQLHMnHbrfvvkx8HkQTOGPcWIQIIKQqwC50s\nlDJ07SaOY7xbUBzTrBGeFI888kipn5/lzBv7677//vtx//33D/3/gw8+OPI9b3/72xNtPC4pLQ7X\nMaCdPJv6fUVAVQUSItW+e54LwvMtClNmj8Bdf3nk82VphM1uCzThivZRRC0wtC0bKPIGo2iF67GW\nlpawtbEMTUu2oEqvLqCxFa0RdkwjkUMCJRxGd7x1T2tzDSyHTp5TFStXLuFN+JHI54X0UalH2xNW\nZo7Cu5HNs7n/PHVsCzzBIEvV65Ak3eBzHEarCTLGVaAsOFXQXA/TxVzbTOWyQDnDXve0vPrLNFZX\ns+ocXu9GRxoDgOuYUOQ+a4TVGvzuoIbcD1zU1PgBrMZ0bLrRv7XeeSoDH0SGBWxRUFBY3fbIQvjR\nT/0hztDjhW6zCBgo2q3N2NLQ39Y/79WEHiSNMABQwtA28691mnaN8OEkfSk80V9aJ8ZzNQ5fONCO\nRneryqa3utv3knsJB4GTe1GYOn8MQpbjkxuHYxugIxZNJSVcYDjYrbWMsDBkGQZCUTA1fac+Cd1u\nA9VasuCWyuxReH50gWh2OskKYcphj+lSAUC7sQmWY5ZB4RVsrlyPfC4IAgQkgD6yEF5EkNJLOwrX\ns8CV8d32KMuxvDRWV1J7TRYFJSq6rXB2J+wIJ78ME0YhJthtqyszsR7Ujm2AF0SUTfAAACAASURB\nVOS5m5SKWkUQ+Ai2fW6FEPATOC5UWAVuhL95P65jF360iSSwRwTEBJ6LS6+/gPv6ZBHTggoFrc14\nt5ggSOY6MO1QytA288/AprVavUl+sgw+JloIr62NnmKLQ0oP2pForfJ+QEBhGeOLlR5B4OZOUFNn\nj0DGGCeV5SPs+TZYbbx1WBxUHw4RME0bRZ5+VFWHErvycv78ediOgZkjyToZlfoR+CLaGqnT2ARN\nsJqeMTWRa4TZbSXqpo5CVeojY4ttwwAkgTrC2k7V6xAZL/D956nnuVDG+ir3pfa1ijO531q5Dk4n\nsyKfcxXd7SAHxzZTFQ6UMWDPSun97LRV1NpO1y8Kxzah7rOjD6McRJIdf2PH6IJIjHVc0LkO14su\nhHvnaRgZXextkoOhPcKC7vmnPgM1YJjb58TDJGhQxkadB8KPHDgcpG4w0ItZzl8I+0F8EuNNikVK\nCS9DnsBkC+GMpvwSPrQJpMrtQrcLuWQIEYAljFAdhVKvxxbCZREIF+pcPmE/V4Yt50yjW6iOjGoV\noIRpKF96mFlMNujSR2ihAaC1tQlKxne/OdNGxr72Y5odcJ59cKVXF2EY0V2p1sZ6bNGuVusQJP+5\n6PsuVC3ZbAMFhWUkCyJIQmNzLddAIg8Kq8LeHuwkDRXpQQggJthx0xQ9NmbZdW2oE7D8YqBob4Zy\nk24j/vztoW/HM8cReG7hHWEVCppb0X78X3r847hHe0PBWywGDSo6nfjiMBwkHfyOsKboaJvZLCL7\nkYqLF7799ZvF8D6xur6C76w9n/p9E81BvPLaReAdfz/Ve2zLhkQAZYS+an+gMK3kBv9S+rmjhJX6\nXGwhXJZGWAgf6vzx8S+MgUYsMLQsG7LAcRjT9MI7wktLSwjgQ0+YPsa1GsQILWu3uQWWYMqYcR2e\nP14y5DgWND17PHBt9jgajWjNeWNlJdYLVtFrEBAIgmDHBSMp/eepH3hQqskGiAQUVru4jnC3tQXO\nJhNWwNUabDu8yXa2NlP57hJKIAlF/+9pP/WXfLv7anfaqM4Ndy0914ZK99+bWYWC9ZXLuOXu70Nz\nYxk8gdyEU2VkgdI7T70SIqM1KGg11ob+v7W+gk5nE284/fZCt1cUOtVhjCuEAy/ycB00jbDCNHTt\n/LHuvnTxpVc/DTdwoXKtUNmI49jQRiw2dzwT87WjqFfGz+autW4gCDzwlANYKQVc38GZo/FBPLZr\nYq11A5Uxmn0gjL3X1AqOzGS7t620rqBprWCmnq7xONFCeCMmfGAUa6thqlyeyN+8hKEHyQthIQWU\nak55wfbf2+kYmJlJ5mJQDAGUmXz7HhapcmCBoWVahU45hovuJFzXhaoWc274rgMJCTVhN1+phAVi\nFGa3BZZgKl5RKjDM8ZIh17MwO5f9e6nNn4R3KXoK6cblV8HJ6G4p5woICGzDQG2Er3gSBHxolWRT\nwERSdGOifdNimm2oWr7zOiuqXofZCPXZ3ebWjpdyEggB5IQ1mEwSGK3N6EI4cKFOoNNehY61axcB\nAKvXL6ISc/72YEyBGOM043suSMETTTo0dFrD3cYnPv1HOCLnC4tzLpoqr2DNiB+MeoFbxsTcvqNw\nFU0jXgaSBM934QQmXm9/s4C9GiRucHF14zW89e4fxY+ce/fYz/mbCw+DUwX1SrpruZQCr628iH/+\npn87FKDSz3964iPoWC0cnR0/s2rYLbi+i1991/tT7UuPb6//barraY+JSiN6nqtp2FrbmFi88i4U\ndoLp610EWCXfYjnGOQgYGpvRI/KyNMISAZRaPllHuO8EZnc3v73TbuVO2xveBoWdQrIyjnvO3QUq\naeKup6qFelfLGM6pt80uWIICgatV+P74RWGe50IbsZgtCZXZIyMXvG3cuAo+xuWESopuK/2q6v7z\nVEoJtZKsK0sJ33FaKALbtqBPSIepV+fhby+qNDot0BSaWkIIBCanEQZCmUpUIQeEchdtAoVwjVSw\nuR5G0K+vXUUV47XnnPKRWvfeeeq6TipXjyToTB+69wkh8K1vLeHNC8MOTdNClddhO/HyJM9zIrue\nB6kbDISzBbZn5rY/8wIntkjMQ9wxVaiKTkLXC9vtZkrQI4RCSgnbHb7fBcLHpZVv4z8/9e9wefVl\nLNaTzSprSg0tcyvzcbccEzxDITzRitJx0k89XL9yeWLxyrsQWObwlz+aAFzLPw1LwNBuNgHcOva1\nReD7PiQC8JTTDNFQmKaJ2flw1NneaqL4cdjgNvKytbqSSGvYD5EUZruNSm3w+7ZtA3zMKnYg7BYG\nwfhCOJAe9Fr2QlirzI6UcTSb69DU+G4pAYPZbOU6FQUEeMILMKcKmhvFFcKeb6Mym8wNpGj0mUX4\nIvyOLaObSDLTgxAy8Y6wDhXrNy7hzje9bei5QAQT6QjPKfNYaYS62+bmDcwkkGdwxiGlgBBiZFSr\nZbQL98St8hqae/zGv/Pc04Af4Gg9u9ypbGpKDY4T3wByPBukoNjbSUIphZQinOHg2c9nL0FTowwU\nRUXXTubKZXt2puIRACghMJ0uqlo9TGBsXMHXvvMlvHTt7xAIHzPVRdx1+t7EUciccfiBC8s1UE24\nfqQf2zPBMsyoTPSMDYL03bvlq6+D5AynyAshLJX1W3HBEQyNrehOzN4I2yIwu2HqlVLIvlNYfXKS\nTrtZaEcYACDJwDby8tUvPQFO0v3tFBTd9vBI3HVsqAk0UmqlnsiaTEJCq2TXYnK9CkDCsYYHdEa3\nhWo9PqaTgKLdTL+YpP88lZBgCT2qGdPQaRUXKOMLD5WZyaQ7adXZHT27bXVBU2jzQmnE4GW7Fye6\nX+hEw8batcjnhBCZb6p5WNQXdzpg7fYm5tXx3X5GOSAB3x2WCPXOU9vopNJwJ2FGqcO2B51hvvA3\n/wHn+O2ldQ+LQOcViBjHEABwfTtS8rbf52gxEDhevvvJqONRBHHHVGEqzDHdeyDs3Hq+mzmciRCK\n65uX8YUXPoV/+8i/wMOPfRiXVl/E6cU7cO7UvTg+dzqVT3n4mQxbnWxND8e1Ml1/JvqrExm8SJtb\n66A5VssXA0OnlcYDWeS2TwMAQhSsXo32fi2DRqMBFHQT2Gs5Zxntwjv7hFDYZnGFcKexBiXluUZA\nYURIBrzAgaqP71QrldmxukUg7KYmsR4bBWMMVDK0N4eLWcc1UF+Mb/UyomAjo+tLDykFmJpsUKvw\nCswEQSNJEQig53RyyQpXKjtT8o5lgrPk3yMhBCDAJAOraqSK5ojgGCkFWI7Ew6zU1Rl42wWtZXcx\nqyfUnoPAtUfP7tlWB7zgQrii1AZs26xuG+sbV/F9x95c6HaKRuEagjEuG67vHALPiBCCcKo9D45v\np15QXAQKUyMlC3txPAuEkMyL+FSu4a+f/X/xjYtPY3HmJO46/SacWjwLVcnhcc84VhpXM73X8a2B\n6PKkTLQQlkhfCJvdFniClZBlQgiF2Ukm6wjlBQJMy9/FpkTF1sZq5HNlaIRbjSZIYTcBup0mF2Jb\nJkjhnSMKx8qWeBb5acKDnvCG2oOBo7EyXCT4vgctgR+zquqJDMElBLieb9EkkRTtreEuqy89zCzE\nT9FyqqG1GX0uxjGgESYycTGvKDVYVnH2aVIKqDk66nlQNH1HluJ6DnjCwcAOhAycIfutv5zhM2iP\n0AiHhfD+d4Qrag2B8HbCNCpKQu05CNyIWZHeeWqbBljBt0mN6QMF5dOf/TPMyAr0nAmeZaMydXwh\nHLiIqqkOmkYYCEM1Ola+Bbqu56SW1yUl7pgyyuCOCHfqx3LMXAOXW47cibtP34czR8+hkkD6lwRN\nqeHa5sVM7/V8N9P1Z+KFsBsxLRWH65lQ5vLZeeWFUGXHB3QcluUAIIW4XBCuZVqglJXG+jqK6ggD\nBEafD6zr2CBFr46WBIZZXLHUNZqozaQ71xhVsRXhhuILD3oChwTKtbELBYIgCDvCWr7YbkoYNpaH\nZxgCBGOLds41dDJII3p4TujIQRKO3lU9PtEsDb3kvKTWbUXD9dqONML3k0lm+iHARNPlZtU5mGb0\njNikCmGFq4CUcIwugsAfmyrXg0jAi9G9Oo5ReEdYVdQBicHXvvI3uK/+pkK3UQaMcUBKBN7oe7bn\nFRuUNEnCmOWchfCEOsKM8kSFsGG3gRxynDzd5FHU9dnMHWEv8DLJiyZ6xhJwbKylu5kK4UA/fqak\nPUoGoWzsooEeRsJo3SRQdXRXrAyN8MqNGwXKF+iArtr3XJAcixCiIISgmzG2OwrT6WL22NlU7+FM\nR7s5bLsjIaBWEsQJK8rYjrBtGCAgYDzfd6NQHWtXLg/8n+95EAigjimEFV7PJFXY0V6aJkgKRw69\nNj8yBSwttmGASAqe8/hlhXEVEhKe48DzfSgZFoX0nyH7rb+c0WbheNE3WSFFpqnJImCSYvXKd0BA\nEusEQyvM4aZG7zx1HBM8QRBOGhSuQ2wv0rtx8dtwHQu3LJwtdBtlQAkFAYEV87u3PBM84vs/iBrh\nsCOcr/Hkek5pA8O4Y0opg+vZaHTirTg7VnMiA9c4dLWCdkbnCD/wMumdJzx0Y9hYSyeKlvChLky+\nI+w5yabgLcsCEpi7J4HpM3AT6H6KorGxClpQDC0lHK3G7jS87zupFgklgvCU2u14BHzUUjoLKEoV\nZmd4H6QU4Ak6uFytjA0GMdst0ALOKUWporE+mHDV3toClWxskahX5oYW/KTBMa1UtlSV2WMIMkRn\nRtFpNEAneOnrRUabnS4C4UFL6TFOCIGUk+sI60ol0tkkCHxIiYkt+GJguHH5JbAUvw0GBrMzuthx\nbAtcFtvRY4SCyDAK+tG//Pc4Q0+ATfEiuX6oJLBjEh4d1wYrehH0hFC5jkY3n5ewFziJHROKhBCC\nxfoxfPKZj8WmJ3as5tQt0GSUIxBBosV+e/EDDzTD+TfRI0DBsXwlXQtcwoc2nyzpqywIVeGP6Ijs\nxTIMkIJONGX2CIIgertlaIS77XZxXVvCBiJyg8ADKcBSbmAThKKbULudBEkl9JRevYpWh2kN74OE\n3I6ajocrGuQYB3/TMAqZZVC1OXQ6gzMy7c3NREWiVp3PtKK6d56GXbjkf4NWnR0ZVpIWo9UEKWhw\nmpVeZHQg/MSBLbuQgSOx3/pLlWsQMkAQDK7xCNwwjnhSN9YqdFx+7RtQUkgZOBi67eHp7x0fYcco\nxQWDgsJobuLKtRdx35G3FP75ZUEJgR3TEXZ9OzLQ4CBqhMOY5XxONW5GzWoSxh3TI7OnsNlewVde\nfnzka5rGJpQpDHAhhGRyjgg7wgdNGkF1XL9yKfHrOx0jLCgSTDGXCeFaGCWZANM0UdRhVheOQ4j9\n8yW0rS6oUtCxpsqAa4QQPphW7PdIiAI7ogjNgtFuA1Ju24wlR68sRMpmBBHgCf5ewniYwueN/p7N\nVqsQb9Nq7QjMPZrq9WtXwBLYi1fnju+EQmQhlEYk/xsUrYoggZtGEtqbG5m6BkXSS+aTEFBTLnok\nNMlyyvJg2zHL1h6bQNc2C/fcTUOV6Lix+hoqKSwPFXCYxuiOsOvYUEvwrSeS4OtPPQI1YJhNmK44\nDTDJ0GqOnm53PHvqptqzojAVRs6YZT+jZrUICCG49chdeOLCp7HZiV7Y3DI2oU7hIk1OFSxvvZ7q\nPUIEEFJkugZNtiOsVLGVwiR/Y20NRHIwPtkfGlX1RKEHANBpFRccoc4tjnTaKEMj7HkmWLWYcApK\nGdy+ND4hfbCCFysRyuFYxehIm2urICK5hrVHdeYYvD1de9/ztj1zx0tBetPmcRHe7cZmIemKtfnT\ncL1Bqc3K6xfB6fgLY6W+gADpC9NdjXC6rrai1yBHBICkZf3GNXAyuYh2ILTZ67YaqbyU+98t+g7F\nJPSXTJIhCZDvOoXHEadhls3AsNqoJUiV68EJh9kdLoR756nnOaV0zBgovvr1z+F79e8p/LPLRIOC\ndmP0Pdv1o8MZDqJGWOEqLC+fFNEX2TSrSUhyTFVFw0L9GP7iyx+NlEh07BY0Pn2FcFWrp3aO6DUn\nsyzem2ghzLQ5WBEXoVGsLa+BFLxwIQtUqybuzLY2iwuOUGqzkBmKj6wEgQtlphgZCqEaXHe3SJUy\ngFIv2AaP8u1Vy/m5cfG1TLY32szCTmpYD7PTTbUwLOwWjr4AN1dXwAvoUtXnj8OXg/u6tX4DaoJZ\nAK5VIUfE0yah22qmkgwpagUSEkGQ//xvbawmirsuEwaO1voGpJTgarobEaEUYpJGwgi1ta2NQXcU\nz7ELk4FlYUE/AuH5mOHJB9iq5EOzIv14rgOlhEGTBgWB6+CuI/cU/tllohIF7ZiOsJsjnGHa4FSB\n41m5YpYD4U9cg3tk5iQa3Q08/dLnh56zXCNTvHLZVLUZrDajQ3tG4Qsvs4PFRL8hZe7YUEcqjuuX\npyFeGWCKBjnGT7FHu9UorBDmtRlgRCFchkZYCK+whYmEq/D9vsVOUoBVC5ZGMC3xIsZxPP3oX+LI\n3B2p36dXZoYWuzlmN9XirHEm/53mFlgBixjV6sxOsEOPdmsDmj5eF61W6iMjmuPonaftrU2wFIPa\nnteua+f/fjvtLXCez3ouL5QqaG2uQRKR3lqRUQTB7s15EvpLnWhYXxmcuvQ9d6Id4TltHjIIMK8l\n1/WrI+RUvfPUC5xSIqN1ouE4WQSfQn1mHCrU2IRHP3AjA1UOokaYUgohwpjlrARBUNrgMOkxJYTg\nzNFz+OKF/w/rrcEQJNu1UkW87xe6WkXbbKQahHi+l1mYNdFCWD9+ZuTiryhWr78OmiKFqSxYdSZR\n+hcAmN3iEtSYpkMiXCy1H0j4UGfTLRYbBVG0gUJYQoDlSJ+J3AZX4RfgLOB7Hja7y7jzzf916veq\nlfpQp9TctjtLSlgIj+5sG90mWAGLGNXqLAQJBrqsptVBdXb84EfRKhAQsVrmOMxOM3JRTRxEUpjt\n/OlyRrcNTZ2Mh3APRlV0Ww0IJHMT6YdQChFMtiNcgYbNPTHLjmOmcgIpGn07RGNOS6651ZgGK6Yj\nHPgetIJtHgHg7504jx8+9fbCP7dsKlSH0R3tresLf6KzAkVDCEmU0DaKQAQT7wgD4QLXo7Mn8ckv\nfxTBtod1L155EkmQ42CUQcgg9DlOyN6Z2DRM9BvSFk9AIvnOt5sboHyyC+UAgNVmE08LW4aZODRg\n7HY5BwFDY3O0pq1IJAIotWI0wkytQgwUqRIsR0Rw5DYULbF2O45vfOlJMMHQdtJ3PBW9BkHEQHHp\nZCiE4zTCltGBUkBHU9UqgCQDxaXrW5g9Eh+vDACMK6DbFmBp6J2nVqcDlnKAWFQhbNtd6LViBnhZ\n4UyD0dkKPW9T+hkThUP0iYQnob+skSqajcEFOFa3U3gKWxo0RQeRBLqS/LehUh1uRIzujkY48KGU\nMAtZVetTqc0cR5VVR4apAKGFXtSq/YOoEQbCQthyszeehPALD5zokfaYLtSPo2M28dS3PgNgO14Z\n2TS1+wElHBudlfEv3CYMEDmA0gh1fvTirygsqwNWm/wKW6ZXx3q99ui2N0ATTDUnhYCh1cyXdpOc\nYFuOkR+mVwfE+kXFTvdDtUohrhpf+syf48jc3Zney1UNkIBr7hayRitdVDUBjffqdEyoGUIYoqCg\n6PT5OwcyQHXmSKL3ElAYrWznomMbqbvalJDEiY6x23aNRMV+mXCuwzDaQAY/YMIYAjHZjnBdmUG7\nPWi9Z3VbE/WQpYTiXcd/ApUUSX0VXom3AZQBlKL9zg8wNaUO2xn9GwzE5FwSyoASiq6V3Zt+GjTC\nPXoSiS+/+DmsNq/Ddier6R8HZxwrW8mLfcezDqhGuFqHhEw81e97FtTFkyXv1XjCKf1khbDttFE5\nda64jUuGxsawRqtojbBpGJAI5RhFwCp75SQCLKU12dhtqFVIkc9ZwHMcNMwV3PnAT2XWtVEwdPsK\nxOb6GmgKPSwFQ6cRY/Lv2lD1YgYoVDK0NnZN4wUCaPVkg00CGtrMpaB3ntq2CZ5Se0nB0VpP7y25\nl0D6qC9M9jqianXYtpFJSkAYH5BGTEJ/Oa8twDQHv3vL6oAVHEeclqP1E6ler/MKvAhP+N55KoSc\nyqnjSVFVanDc0bItP4gu/A6iRhjIF7Mc2nlJZO1SjiPLMVW4iqOzp/DJpT9Ex2pMbTcYCGdNrm0k\nd45wXDvzoGOyrhGcg4BjdSXZzU1IF/rRycYrAwBTNSChk6eQNuq33lXYtgnlWL2xPP6FOWlshl3M\noqzqlNrMjuOF7/uldIRD7XbyGYYovv74o2BSwdzR05k/g4DA7Av26DQ3Uy1IoJTDaMcvSNEKmtpn\nVMHq1XDRk2OZkJBQEvraUjB0ttJFpPdwXQss5dQwI3woCS8LAQmgpQxKKRpVn4HjZ0ydZBQFmGfk\noqbUhwpI2+yCT7gQTovOtKFgkH6kFKkGsYcdjekQI04+KSUCUd7isEnAGc9cCAcimErpweLMcRhO\nB09ceGTifupxVPUZrDavJ36941nAQewIAwABx9pyskJYwoe2cLTkPRoP07RE0gjXdSHgoXI8e1G1\nF0JVbK0PF8JFa4RbzUaq6fxx0OrMjq7adUItT+rV8mNIo90exdOP/SWOzYfenll1bURSdPrkK0a7\nmUoPSwmH0RndafWFh0o9mXxhHAqtYPNG+Hc2NzZAU9i8caJi/UY6i5veeeq6LtQUU9gAQKmKTiNb\n4d3D6nRTFftloVUX4Akn202SMfRHakxCf6mr+s6imx621S08jrhsOFMG9NY9euepkAI8pZf4YUbl\n6tD33qP3/1Hn9EHVCCtMQ8PIFrMcCL+sZjCAfMf0zJFzuLL2ykTin5OiK1V07NaQs9EoHN/JHOgz\n8aNAiILrr18e+zrf9yHgQ52dvEaYajqSSCOuX70OAgalUpwEgDANnYy6zDQ0NraAAm9q/XKSbtcs\nJCJ4aBsptNtReI6DprmGO97y7nz7QRRsLe/a1FhWN1X3k1IOxxwtF5IQ0CrFaIQVpYbmVjgQba6t\np/JOZkxDayM6sWgcfuCApyxGOdfQbSX3HY+iubEGKlnqoJSi0etHEEgv0++AMgqRQVtcJArXIUSA\nwNtdAOs4BvgB654yymMdgCTEofHFLYJevHYUQYkLwyaFquiZO8L+iAHDNKBwBbceuxvHZk9NeldG\nQimFFEFijbbjmZl/qxMvhCnTsXp9/Mim0+mCgECtFVMA5IGqGpKEnF76zqsgKHj6X6lF2v0UrRFe\nXV4GKTAqs19OYpkmyhgqp9FuR/Hsf/kMGFTMHgn1o1l1bYypA1P4jmlASbGSnVEVjj26EBZSQNGK\nGVzp1QV0O2FxuXblEiiSd+k519Ftp7tJ9M7TQPjQqukCVRRehWnkc43YWl7OFJRSNFqlFmrwM+wL\nVdjAWT4J/SUjFBQERl/Msm0ZUApIPNxPOFMjZ5F656mU8tBEBhcBpQxSItLe0Q98jJIMHlSNsMq0\nVBZe/QgRZJ6qT0LeY1rXZ1EpaNF1WVDKsNlO1myxXCOznn/yhTCvo90YP/WwsbJaSKxsEVDGAUi4\nbrxn7SsXngdjxU7BssoM3By+hknZWl8BKSC0oUe/nMTsGijj1Euj3Y7imS98GscXvzf3fnCmo9Pc\nncJ3XAuKmrxwpVSFY49eyR7qq4uxnqvWj8FywoHV6tXLUFP4dCtqPXNhGgQ+VD2dNZ+q1eHErFhP\nwvWLr0Ahk7et6nkHp/VSBgDCOcTkL92gksDsGwi5jg1lCs3541AYh5AiUh4RBD6kxNSs+p8GKKFg\nIHDM4RCSUBpxuDrCnCuZfYT9wAeZ8MzNQUdhKm5svT7+hQAsx8w8aJ34L5xV52FZ42+mqzdWADkd\nhXC4yI/CiInBBYCN1RtglWIiinso9QUE/vAq56I1wp1mE6TARKXQISK82TiWU440IqF2OwrHMtF2\nNnDX9+/KIrJqsFReg9HZnc5xfSeV3ZmiVAbiqPsJggCCiMI0rvXF0/CCcFuNrRWoKYImdH0OdoQH\naxy981RCQE3pGqLqM7Er1pOwduN1qFPgRd77/tKk6/WgjKC/bpuU/pKDo9G3XsF1LagFDp73A0Y5\npAQCf7CpsbS0BN+2QXCzEN4LlQR2d/ie7ccsOjyoGmHOFDienSlmOVy4XZ7N4UE9pmmo6HVc23gt\n0Wsd7wAXwuriSfhxPo7bXL10EXSqLrIUlhG/37bdhH7ibKFbVRZPIZD509PGYZltMKW4gqFXpPq+\nj263gzJOvaTa7Si+8tm/AZcqqnP5F2OqlRlY9q58xQ88aNXkLgWca/D86O/YNS0QmT6EYRTVmcUd\nf+dup4lKNfnArVJfhJvgtxuFhICipuvM6jNHcycHtrbWoVUmv85AUXsd4fTXNMp5DgFQcehEw/ry\n5Z3HnuscuEIYACgIPGt4gOV5bubFN4cZAgLTGO4I+4FXphJgIlBCIaSAF9F8Gofnu8DNQVQuauoM\nNtrJXLIczwLPGF428W9JP3oaIkFht756A2QK4pV3kAS2Fd8NC4SF6unirNMAQJ2bh4xYrFC0Rth1\nTTC9OP1Q6BBB4DoOOu0mSpFG5OgIf+WLj+D4sfsG/i+rBkurLsDpm04LhAstRRCMotUG4qj7Mdpt\n0AKPnVqbQ0DC88m2O6jNJ188UZk9AV+kK0x3/FkhwZR0hXCltpB6e3sxrBZqU7BAhDAOSAKaIayB\nMDawWG5S+ssqNDQ2du2NPN85kGlpBIC7R5N//vx5+K59swyOgIOj0xh2enJ9a+RM30HVCAPbMcsZ\nBvyu75R6/hzkY5oUTa2gbTUHwrhG4Xg2eEZp1sQLYW3xeKJ0uW5rC2yKhN2EUNgxMbihV66L2uli\nE6x4bXbHj7dMfN8BL9hrlYCi2zXRbjRBSlhdzrc7jHZEdycOyzDRcRsDsog8VOvHBgpZKSW0anLJ\ngVKpwx8RFW11u9m8Z0eg6jUICPieB1e4qC0kt/rTazOJrW32IiG2Nd3JphDqpwAAIABJREFUUSv1\nRItU43A8E7NHJ5sqBwCMMVAQ8AyDe6qwLIF0hVOlVTT6YpZ934XGDl4hTCWB60Qs/nIc0Gk40FOG\nSjiam8N+3q6f0Q5wyiFApphlz3cPlafyJOjJkjoJnCM83z3A0ojZeQj48P34YthxuuC1YvW2+aCx\nBdfqjVUADGq9mASwHmptFogohIvWCAvpQV04XuhnAgSWacLotEBKMvImoLASJhX2ePqv/wpc6qjs\nSVTLqsGqzC4i6Av2EFKAp3CNULQZiBHWO0anBVrgzYZxBVQytLe2IGSA2kzywY+ihUV0GnY1wnLb\n5SM5Wba3l0AEqM4ey/UZRUFAw0julLA9HeFJaQXnlDl0+oJffOFDPWCL5YBwqt/dszh1aWlpezB7\n+Aq7vKhQ0WkP+3m7fugPH8VB1rNSytEx09s2ur5T6LV6Lwf5mKaBUZZIHuEJN7Mv8uQL4VodBASd\nZnzF7/sWtKO37NNeJYHAiukIX/zOKyAo/qbA9AokROquZ2qkD3W+2PASgrCLbhkGUNoNk8I00x2b\nr3/5Mzh5/P7C9kDRagOdUkHETrc6CWqljmCEV2dnaxO0YPcUCor25iYECaAmjFcGeh3a9IWp73lh\nIczTyQIUrZqrEA4XGgaopCj2S0XS1KEiAEAogZyCTtOsNg/L3tWKSiHA2cErhCkojAgbQN8td2r7\noFKBOjAA6uF65RZ+k4JSmslLOO96hpuEcKZgOYFzhO97mZPyJn81xXa63Np67Guk9KAfn6ZCmKIb\nU7y/fOEFUFpckEaPXiz11ubgD7NojbBEAJ5iOj8ZFJZpwbGtTLZRSbdhxgxQ9mJ1uui4Ldz5wLuG\nnsuqwVKrdQjSX8hKKCnszlRtdDBIY205VUpdEigYli+/BiIJ1BT7yVQdAgKek3whyfnz52F1uyAp\nEux68O3AFN+Llo2MwzYMSEiolcm7RgDhIi0lg9yLEED0FcKT0grWlNoeCZDI5IIxaTiGI83Pnz8P\n2+wWqsc/LGhUh9EZ7pA6MdKIg6xnZYSjbaUvhB3fLVUqcpCPaRpq2iyubl4c+zpf+JkdXqbjVy45\n1m7ciH3JtKTK9SCEodMaXQiv3bgCppcl5aBoNcpNl5MIoBQs64CkMLpdeK5VqEfxIAROikL4qUf+\nAioqQ7KIPCjbutsgCOB7HgQEWIqOMOPqSC1sp9kALbibzqmGK6++CJIySZAxBiopjHay5J8ejmmB\nZui1McZAJA110hlorq2CTokFIwDM12/D/Ik707+REMgp6LypSmUgPUtIAZZx1fYkUQhDtzN8PbWM\nTqbAk8NOlddgRlieejkibqcZlWtoZohZ9gOnTPe07xqqWh3LW1diF8xJKeEH3sGVRgChhdDVS5dH\nPh8uPAugzk3JlCbCxXLdzrCFTA/LbEA7eqacbYOh2RjsYBSpEXZdFxICvODOGSEE3U4HnueBpJwW\nT7wNUNgxYRR7+bu//RxOnfr+yOeyarA4V0BAYBtG2P0ESdX9ZMro5MJuewu8QH9nAFBYFRsrVzJN\nKxEwGDEDwr0sLS3BdSxk1V5SEJjd0b+7ODauX5+KVLkeb/0H/xTHbn9j6vcRMiiNmJRWUOUqpBDw\ntr2dD2oKmyI5LHOwsFtaWoJttsGm4xY5VdSUemTypeNZI9d+HGQ9q6ZU0DbSN55czy1x5vNgH9M0\naEoFrm/j669+ceRrhAwgpci8OHEqfuWEVbCxMrojvLXZ2F5YMj0rkglRYFujb8iBsFC77XvK2TYU\nrF6P76DnodlogYCB8YJ/xISjs9VAEDigKa2zUmxkO7luPEa7DcPr4I43v7PwvaCSottqht3PlC4P\nTB1tA2ebBhRerORGVetotFeh0PQFNgVBp5luIYljmJkDVQgorE62jvD1i9+BQqfnGpIVQjAVGmG6\nHbNstsLvX8gAPGPE6SThRIEZkZRmWQb4FA2cpoUar24vjBvE8azMEbfTjMo1dJ30CZqOZ4IewuOx\n3xBCcGbxTjz+jU/BsKNrLj/wcs1GTP5qCoBpM+h2hsX3PTZWpydeuQehHE5E3joQdrAFXFRPlaPh\nIVTB5tqgfU2RGuHW1hZICTcAQhi6nQ6CwCssIjhqG+1mstH7l/7yz6GRCvRadNRvHg0WAYPV6Way\nO4vrCNu2Aa4VWwhXqkdgByYUlv5zCTham/H6/n7Onz8PyzIyX7QIKMyIVKskrC+/DrXAkJhJQfZI\nIyapFaSSotvchBAijCM+gDd+DRzWnqjw8+fPw7GMm9KICDSuQ0SkyNmePXJG4CDrWTlT4LhZfIRd\nsBIHrAf5mKZFUyuoaDV89usfj3zeC7xceuypKIR5fRGOPbrLs3z1BjBlhTAo35kS3Eu4kI1AL0nT\nTLmGTqs8jfDWZhMooxCmHJbZgRQBaIFhHQPbAIPRTtYxfP5rj+P0LT9U0n5QtDbXYFtG6h9oTyMc\nBMOaKNezoelzRe0mAKA6fwIAoOnRA4I4OFWxtXx9/Av76DS2MneEGTgaK6vjXxhBu7kBvTTd/v5B\nCCBBkCH1tXBUwtFYvw7fObhxxBrVIu8/tmPelEZEoHAVQYRe0/HMA6kRHwdjHI5npY5Zdn27VGnE\ndxsn52/Dy9eex9X1V4ee8wMvlxx7Kn7l2pHT8IPRI67pi1cGCFPhudGr5S+98ioIyttfymuw9ugk\ni9QIb66tlBJ4EXbRTQjpl+BI0dsIg5GgY9jeasD0u7jj/h8f+Zo8GixGFGzcuAGz3Uq98jxcFEbg\nmsO/CS9woNeK1cpX504CkKjW0/tGc6al6ggvLS2h22xmdr5gVEVzI1nk5l5Ms4363ORT5fJCCAkX\nzG0/nqRWUJMaNlauwHXsA7tQSmM6bGcwJTTUsps3pRERKFyDkAGEGJRveb4zUhpxkPWsYcyyhOun\ns+V0Y45HERzkY5oFSimOz53Bp7/yMII9PvuhNCLHZ+fbtWLQj98CIUcHajQ2lkEyTNuWCeUaghHp\nX9/+xjdASXlx0FSvw/Xi453zsHZjGaRgiy4glHS4jg0pA/BasV3NnW0QDtsarxH+0l98HBqplWal\npVAVrc01tNbXQDMMKggoLHP47wiEB71+pIhd3KFSn4eUQH0xvT0hZxUY3XQaYaPdzDyFzqiKTmO0\njCoOJ7CnIlWuEMh0LEivQsPm5vUDHUess8r2As5BHNuEcgDt4MqGUw5IwN+TxhcWfofzeBFC4Hjp\nC+GDKBWaZubrR2DYHXz1lScG/t/znXCqLCNTUQirs/OxMctGtwmmpZ+2LROiaPD96EJ49folsIKn\nr/tRZhbh7/lRFqkRbrc2QUtYVESYBt9zICHBKyUNbCiHkyBs5Nnnn8GxMw/GviaPBotxHZ3mBtrN\njUzdzzDtavjvEFJArxYrK9G3ByX1bYlEGlRtBqaZXLMb+gi3wTLO8GjaPBoZO8KB9FGZLTYkZlIQ\nhPIIYLJawTqro91Yg+84meUuk0ZXdHje4Oze+fPn4bk2lCmbiZwWqCSw9sy8eb53KDXCQHg9Np10\ni3Q93wkHDSVx0I9pVm45cieeuPAI2tZuA8Z2rYO/WE6dW4CED9eNTmJxHQPK3HTEovagig4hogth\nw9iEulBe+Ic6fxyBzBYqkASr2wJJEQmcFMrVbQN+AZohWjbZNhR4Y0butmXDlSb0s28rZR8AQOF1\nmEYbRrsNliFti4DAibCBk1KAqcV+N0zVQUCh19Jr2vXqfCq7OgCwrW7mQnjuyO1oddJ7evZS5fRp\nSZXLC5kOjfCsOotOpwHPc0CmYH+yoDF9wA+5h+daUA5gZPR+QEHg7Jl58wPvQGrEk0AZS50u5wf+\nzY5wCWiKjpo2g89+9c92/s/xrczWacCUFMJc1UHAsLURPeXpCwf6VMUrA0yrjDR49v3yrNMAQF04\nCuyRkhSpEXZsE0wrXjJAtCqCwIOEANVLco1gKnwvPtryua9+FRI6TB7/N+bRYGn6DGzLgG12wFj6\n7joBgRfVEYaAohfbTWeM4YfO/zNUZtMvJNPri/CC5FOGS0tLcCwTLKMX8vypu+HErCcYRbfRTJ2c\nN80QAGK7AzJJrWAvZtl17EwhKdOAQtWha/nS0hJcz7nZER4BAYG5RxIVCH9kMXLQ9ayUUHStdMFB\ngfByFWfjOOjHNA8nFm7Fq8vfxKWVlwEAjmfnGoRNRSEcwrExImZZSg/akZP7vD/xsMoMpIwuhAUc\nVE+WN23BqzOQGJ2ykhfft8EzdAfHwdQqhPABCHClpI4wUxFEeFz288xjnwdRj8Eo7xBCry3A8SyY\nVjdbAIaksIzBqbiwqymg6MUPUhZO3p7pfdWZo/CD+IHHXhzXBs844zCzeBIB/EhHjTia66tTFaaR\nF9K3WG6SVHgVfuDDMtoHNo6YMx7Z1PB9F1oGb+3vBhQoaG4OurfkibiddhjhaJnp1iYEwgedggTI\nwwglFCfnb8Ujzz4MP/Bge9bBt08DAEoULF+7FvmcRABtilLlAIDXoovRxsYmAFlqCp5SH952kRrh\nQLhQ54uXorDKDIT0ISHAStIIEzW8McextXkFlVu+D10/OrSiRx4NVnXmGLzAhetY4Gr6v5VSCmNP\njLZrWiCSgPPpma7Va3OQMv449nP+/Hl4ng0lYyGs12YhJdDZ2kz1vvVrV0GnzYIxD2Q6NMKaqoc3\nogMcR8yZOmSNdf78efi+CzWDrOm7ARUc7a3BQjiIKYQPup5VU/TUMcuBCErtCB/0Y5qX2doiHM/G\nM99+FI6bPaQJmKJCmBAV1y5eHPp/27IhEUCZma7FcqxaAyIKgIuvXgSBWnwqWx+8UoOEgJ1gUVgW\npPTBZ4t1JgAAXqtvd9ElqFLOlCNTK5ARer8eruvCl10cvf9B2CWO1vXZRUgZwPWcTP68FByd9uDU\no9ntTt2CJK7VIEjyQhgA/MCFome3z+PgWL58KdV7blw6HKly/QRi8j1hhamAlGg318EPaDeQMw4R\nMbvnBT7UDLKm7wY0oqLdGiwMg8AHpQfzHBiHynV0zHTuOIEIDm2HfFq4ZfEOPPXiZ7DZWc3lYT01\n3xLlVTQ2ho3yN9c3w7jfkgqnrITpX8MFwMsXLoCSci+ejHMQMDQbuz/MIjXC4cCjeNcLpTYLKX0Q\nkNIGCrRai7yp9Xj+2a8DUFBfXIQLQMSsOMqjwVK0cD9834VWyVAIUw6rM6hJM9ttkJQpdWWjVGoQ\nI+Kgo1haWoIfeFAr2Z0vFFrB5W+9kOo9m6vXoaoleVdPAEIpxHYhPEmtYC9mud1YO7Ceu5RQQAJB\n39qCpaUlSBHc7AiPQIMKo7M7YyVEACEFMEInftD1rKqioWunS7T0YzTTRXDQj2kRqIqGmcocvnXl\na7ms+xK984UXXsAnP/lJAMDP/dzP4d577x352o9+9KNYXl6GEAK//uu/jhMnklkyUX0OhjE84lpf\nW5u6eGUgXGmPiALg+uuvgarld68JGFrNJk6eLl47LRFArRVfNBBV3ZZ0lHfDZJU6ZIwn9Zcf+xw4\nXwQhBJQQOAKolLA7il6FgEAQuNAyBGAwyoc0wrZlTJ3mjPFwgGoZJiq1ZBKQIPChVbNr0CvqAq5f\nfjnVe9qtDVSr6QNDphXC2FR0hAGAgaLd3gCTB7cQJiBwTBPVud2Gi5QSlBzMv6lsqqwCo7N7v+65\nbuTRaU4znCqwveSLdKWUEIdYMz1NnJg/g83OGlSeXc8/9lsSQuATn/gE3v/+9+P9738/PvGJT8RG\nDf7qr/4qPvjBD+I973kPHnnkkcQ7os4chesOBwjcuHIFUxevDICqYQzuXrqddaj7kl7F0NjcFe8X\npRH2fb80KQrXqpDEB2R5F0ulOhurWd1cv4zabfcDABgjMGN0wnk0WKoeSgYEBLRqho4wUeBYg6Ep\nzbXVqdO5hil4FGY7Wbfk/PnzEBBQcyz4q8+fQaOxluo9pt1FfX66nGfyQDiDCMLrz6S1gopU0Gyt\nQZmyczMNBIDbly53/vx5CBmUmgx2kKmwKkxr9zcfBH5sETzpczQvPGXMspABpJSlDgwO+jEtCkIo\n3njmAczXsss5xxbCKysrOHXqFFRVhaqqOHHiBFZWVsZ+sK7r4Cmmv7UTZxCI4dX+N65cBp1CnRbV\nKojKdvI8A9Vb31D69gnhWF/OFiwQR6fZAgEtRYpC1VBPWOZ0EdMrkQMUYFcffOT+vwcAUFSOphO/\nsC7zfnAFVFIE8KGo6c9fznU47p5CeCNbSl3ZUFB028n1cxIy1/m1eOoNsNyU5vaBjZnDkioHAIwi\nCNJps8uiQjS0u1vgU3huJoWAwtvjhy2kPLRJaXmpKzNw+gYOeyNvDxuEUCBFzHIgAoySidykeCil\n5bpGdLtdVKtVPPzww3j44YdRrVbR6XTGfvATTzyBn/iJn0i8I/riicgp7ebmGiifrnhlAGCKGqkR\nFnBRO3229O0TomCjb0BSlEa40WgCJU1x0h0P1/IKYapoiJKsAMDzX/s7ECjQF8N0Ma4xtN3ReuK8\nGiwCigDBtowmHZRrcN3BG3OnsZE5iKJMCCiMVrJCeGlpCVIKKEr2we3s0VtSB8oEMkDlsIRpAADj\nOx3hSWsFq9DheBbUKTw3k0KBgQCbpaUlQIqbhfAIqkoVnr+rqfaD+N/jpM/RQiAEtptMHjGuQ14E\nh+KYTgljK5J6vQ7TNPELv/AL+Pmf/3kYhoHZ2fip3q997Ws4ffo0brklfiqy/4vcNJyBmOWlpSUs\nLS3BNFrg+iyuXLky8PpJP76+vApA7qThLS0t4dFHHw2t3haPlb59SVQs39h9fOHChYFiuHf80j5u\nN9oghJWy/ys7PtG0tONDtbAQjvr7Hvv0X4HxxZ3XG53mjpdw1Oetra0NfX6ax716XFGrqd/vuwLd\nvgHn0tISrl99fSeIYtLnf/9jBo7n/vaZxOebJAIrG1uZt6fVFxDIAF/4/KOJthcEAXx42Gh0Iz/v\nID5udzpYX9/I/P4iH9dZDZ7jwOqYhXzeJB77jo+vfeXpnccXLlyA67k70ohJ79+0Pd5Y24Rl737f\nz3zlGTS2GiNfv7a2OlX7n+Vxo9HYiVkedz/98tNLaDS2Yj8v7+O1tdVc7/9uexwHkWNEL0IIfPCD\nH8QHPvABSCnxu7/7u/jQhz408vUXL17E0tISfumXfil2w48//ji+KXe1tIHv46U/+Q188MP/EdXa\nrn7wA//0l1G59QGcecd/E/t5k+DF//BP8L/+nw9jdj4cGHzz+Qv404/+H3jjP/43pW/71Y//X6hy\ngn/xex8u9HMf++vP4Quf/VPc88v/qtDPBXrf8fvAMIt7/vHvFf75AGBtruPSpz6E3/t/PjH03Pv/\nyX+H2u0/iFt+/GcBAB3bw+rFLfzkqeIDKgDg8U/+c7jExk/89L8GS+n9++LSJ9Bqvozf+sif7Pzf\nH37gn8EyAvzAP/yfit7VXHzpL/833PuW/wr/6H/89USv/8B7342//1P/MlfK26Of/C389+/7lzj7\nvd879rVbq6v4yAd/BT/50O9n3t60sfbtK5i/+jLOHJt8F/a1jZfxjPlVfL92H9544r5J704mPn3l\nr/COh34db/7RdwMI73v/+2++Ez9/5r+9ueApAtsz8am1v8YHPvJ5AMDy1hX8yeP/GudOfd+E96w8\nLq2+hJ/5of8Bb7hl/DneMrbw7z7zQZw7NdpY4Cb7y7nqD+DHf/zHI58bO+9DKcVDDz20U/y+5z3v\n2XnumWeegaZpeOCBB3b+7/d///dx5MgR/M7v/A5uvfVW/PIv/3KinexZgq2vbeD2O3YLk0C40I+f\nSfQZ+w+FaZo7hfBL33gBhOxPEhHT6nDM6CS+PKzduA6gHMug8DumQIkrsZkW7ebR0wcvvnl3UaGm\nMMRn0OXcF6KCSCd1EQwAqlZD4A9ON9q2CUUt3t85L5zpaDWSnYu+54UaYZ6vgGPQcPnbFxIVwq21\ntUOVKgdsL5abDtMIzKqzQEdAzRibPQ1wwtFt74a0+K4LAtwsgkegMBVCBhBCgFIK17cPrYdwD0Yp\nOlZj/Atx+DXTh41EAqj7778f999//9D/P/jgg0P/9wd/8AeZd4ZAwdryKm6/YzfuVcKDujCttkcU\nlrWrGbpy8RVQZX+8Snl9EXb76s7jpaWlQpwjGlsbIKXe0GipC76YFvo7+74/sFjzm8+9AAIFlSO7\niXkKJfBAEEgJFqHnunLlSq6VuYxqIMGwE0oSVH0W/h7NvOvaqC1OnxeuolRhdZO5RnzpiSdDH2mW\nrzDV1VlceflbiV67euUy2AF2NIiCMgqx7b6S9zzNi67UIAFoOeyLJo0iOczurm/30lPheXqTaBjl\ngARcy4Bem4Hj2UCMJnbS52gR0BQxy+PSTYvgMBzTaWGqhnAEyrZd2i4SPrT5xQnt0TgIbHO3EG63\n1qDOJPNNzosyfxSBSLdgKAlmpwXGy3TpIECJC1BCNwIC1xns9T71Xz4DxgcXSxFCwChgl7T4XuE6\nSEarOGU7jrof37dz+e+WhaLVYVrjF9AC2522AkJB6jMnsbl5I9Frb7z+KhQ2fQtu80A5g5iSQk3f\nXgyqHODFcgrhsKxdDbnwvCk5utMLBYFthL97z3cO/cBBU3S0jGSFsBc4wM3ZhAPDVH1TlOlYubpb\nCHc6BiQkeKUcDWdeCCicvoLL9bqonCnfOg0A9IXjAy4bRfkIO3YXRC3zeFOQktOaCAhMc9DmZn3t\nImpnhvVajFF0vWjniLyjbUWtZ45EVivVIc9KX3qozBwb8Y7JUakuDlgpxXHv995TyA1z4eQbYFjJ\nnCq21m5AO0SpckAYqNGTRky6K6QwFVQSqOzgFsIqFFh9vrhvuf++zIPY7xao3C2E3TGF8KTP0SLQ\neCVxR9j13dKHBYfhmE4L01UIq1W0+ozyN7ZT5cqK482NpLDM3alvIR3UbrlzXzbNqzMARlt/ZcXz\nLCgZAiCSQkBLll4AAIVp7BZmruvCFx0svvmHh16pqAwtp/jjCACaPpe56ON82J5PSAFtCgeFlZmj\n8AJ3/AsBuLaTeXDQz9yx2+CJZNvstLdQqR3Nvc1pgnCWIti6fDSoUA5yIUxVWOZuR9j3yi9kDjoU\ndEcS5QbuoU2V66EoKkw72cyX5zsgh1wzfZiYqm+K6fMDo/K15emMV+5BKIXRDi+epmFAwkfl6P7o\nmfnM7JDdXBH4wgWfK7PrSEFyLpQaBwEZSGX75nMvAOAD+uAeqq6gM6IjPM5yZRzVuePgNJvMhHEV\nYk9HWEoBrk3fFL9WX4SfUKbz9a8+W0inrTp/HIIE8Jzxyx0tp4uZI4coTAOhRlhiVyM8aX769p9F\nXS8/Wr4sdKbD6bMD+9pXnz30hV1eFChorIehTq5nxw5wp+EczUsYs5wsUCOUipRbXh2GYzotTFUh\nrC6chNeX53399csgpNxp9HxQtJvhAourr18FhVJKIlsUSqUKCbHjY1wUQvjQSlycSMDA1Oy2WUmQ\noLCs3QvWU5//HDiP1pnXdI6uX87y+9vu/RH84E/+z5neyxQNe5MLBRFQ9OkrhPXqbGS4TBS+ZYIW\n4BrCuQIqGdavXxv7Wk84qM3vR+z5/kEUvrNYbho4yN1gANCYPhBg47v2TWnEGFRwtJuhW4ztmrkX\nwE47nHE4rpkoZtkLbmrMDxJTVQjrx2+B6ItZXr1+ZSrjlXsQMHQ7oU7xlW9+C8D+3QyYooKAodkI\nC/GiNMJAAKVeojSCa+D1chO+CCgce7cQXl99FZXT0f6Wus5gjriu5dVgca6gUs+2uI2pFQiyW1wG\nQQABAUWfPmmEqlchZbJC+PjiAkhB9nkMCq6/+p2xrwsQoDY7rQtus0EZ3Vksd1MrmJ8Kq8Dr6/bd\nde52sOm6PU4dGlHRaYehLo5ng8X8rg/DOUoIhUT4t47D850wlrlEDsMxnRam6peuzR+D7NO9thsb\noLw+wT2KhxAOe1sjfPHlF8H4/i7IIaBobSUT7ydFIoBSK+/vuOOh/wWnfuTdpX1+CEW7FQ4QfN+H\nL7o4+pbogYKu8FK9hLMSRnhLBEH4ewi1tQQ8gydx2SjVGQgidvY1DqPTACvIPk/jM7j4redjXxP6\nFgtotblCtjktMM53pBE3yY/OdXh9McGW0QE7ZN7TRaNLFZ12eP8JfYSnV8ZYFIQQ2N74hcHhmokp\nMfq+yVimqhBW5xch4cH3Q+2rZbXBatNnF7UD5bC38+mbWytQ6vu9op9jazPsSBehEfZ9HxIBeImF\nsFqrly4fIWDoNMPjcuHvvgEChsrRaFs7RoAABH5EOsEkNViMMRAQuHZYppvtdiG2Y2XQK87dPivB\nUVx9/XWwglxDqtWjWFuJ/46aa+ugkmYKNZlmCAEEmR6N8EFHYSqk2B3IvfStC7EdzpsAFV6BaYQN\nB8ezQm/hERyWc5SAwHLGe8O7nl2IBCyOw3JMp4GpurOqtToAgk4nXIDm+zbUhZOT3akYCONwnXCa\nxHXbqJy+a5/3gGFzbaWwTzO7JghC/fGBhjAY7XDR5dKjnx3yDx546Y6X8PSN3okkcLZXsttGp/TF\nF3mgkqHbGp+65DsWKC2mKJ0/dg6dMb6eW2srIIews0cIgbzpU1oYjCoQYlfe4/s2+CE8b4qkqtRh\nmaGLguPb4N8FHWFGGdrm+Ouc7dlg9Ob5c1CYuispAcPGyioAQAgH+tHTE96j0RCqInDDQlhIB9Uz\n5/Z1+5QqWLsRrtotJFWu0QAOwcWfULZjhbS6/Boqp+NjeBXO/v/27j1Isqq+A/j3PO6ju6fnPTuz\nL5Y1qxhA2CiaIqVixCpgTRHzB0ZNMKAUFQnGpLRMUoi6MVqJVLLEYqUErFJMJZRYgUpisEorUIkJ\nEAnyEHaWXXaX2cfM7Lx6+t33cU7+6JnZXefRvdu3+z769/mL6b7DnD1zuufX5/7O74eCs/q2ftg5\nWAxsJde5XCyCR/hWOANDKd+4tJBtGZAB5f0PjL0Jrr/xLnS9q1xeREGeAAAaAklEQVS8D3KthTFA\nL5VnCnudJoEhJdRZee4jI0MQEb0DExUZI4OqU08TcD0HfIPALylrlHOOfBP1yx2vtuF8BCEpcxoF\n0Xul63qbZaCer2oNRrW9MsCECdfzUK1UoeAhtamzJ9MZt5FfnAvs/7e4kEMiAmEmUa2Ul/KDCxja\nvfGHBGkJLK4RCIdOczhLjUGKC/OR3tlkECguNM5Xr9YqkDKYqiGZgc3w4G2Ymzx17DBMGfM7HGtg\njFGOcIAkN6D0mXXk1MowIly6MwrSMgPfq1ct8ny3K3ZAOZcoNNFUw/GqG6aKkGiJXCDMuYmJo68v\n5au6MHujmyPMDQu+7+D4xAkwLWFYna1wwY0UKsV6jlYQOcK5ublI121uFuMSTrWKV176BRg40iMb\nf0CxbImCu7rqQdg5WIwxOLX6jufc1CmICJcSlMzA7NTJhteVinkYZjCBqWmnwDTHwtIdpLXMz07C\nsuJb33Y99Rzh+tt32Os0CTgXgAZ8tx7YnTw5ARnQoc6kMoQFfymv2lMe+AYNJJKyRm0jjdl843RE\n16uBtzl1KSlzGgWRC4SZSGFm6tRSnjBbyhuOJm7aUMrFkQPj4Lzd3dLW+PlWD6rVxon7zZo+eQos\nAW/+jJtw3Sr+60f/vmF+8LJMykDRj2aO8HJVkkJuDjKg3Np2kNzEQhP56kp7MKzgSsAJLTF57Mi6\nzxeLOaQz0WtL3SrGGEA5woHhrJ545CylIvmuE+nXWxQY0oS/tIvu+27by4VFQW96ACfmjjasJex6\nDu0Ix0jkVq6welBcnMfs1HSkbwUDALdSUMrHoQMvg/HO13c1MgPwvHpVgUByhOdOhxLQB41JE67r\nYurUIaTG1q4ffLaUJVFZ430t7BwsxjiKi/V8tFI+B9721tQXTkgbhSbSdBgDDDu4D7emSOPIKz9f\n9/lqrYjsUAJz6Vi9OJPW4a/TpKhXaannvGYyKZgJ2BRoJ0OaUEpBKVXfEd4gEE7KGjWEiapTRqFB\nnrDjO21PFUnKnEZB5AJhmRlErVas5wnraH8iF6kslPawMHsKRma44z/fHBg5pwFJq4qLOTAZ3WCr\nWWwpZcVTBQytUz/4bKbgqAFNdQzqJM4kykv1kCulAoyAcmvbwZBplAuLDa/zlQsrHVxN35Q9iKnj\n6+8Ie9pFdjC6lWcuVH1HmFGl0gAxcLhL5TBdtwaDJ++QZZAE4+AAaqUifH/jQDgpGGOQwsDEzOEN\nr/N9t+2H5UhwIrdyraEt8LwKJo6+Dh7xNyKZzkJrhWotD3t0Z8d/vtE3tHLAI4gc4UqlCG7E/2CR\nMFNw3TwAgXQTBxgFZ9CMwf2lqCLsHCzBJEqFeqmeSrUIw4xeV7lllt2HShNpOp7yYKWDy9ntHbwY\nucXT6z7vw4OdTVZXuWVsaVc47HWaFExjZUc4l5uHGfO20Z3ANEO1lIev/A1TI5K0RjN2L8ZPrH8X\nCkDDHfIgJGlOwxa5QNgcHoPWLmamToGJ6O6AAYCR7gG0D6VqyGx/c8d/vpntB+AF9v9znDJEKv4d\nuLiVgquKkKL5f4vgDBW/uTbBncK5gUqpXgbOcaow7ege+rIzA6g5jRtqaOhAG6r0j74JtXU6PdUq\nZWhomKnOdnzsHLbSZpm0joOv1MVVyoMZ4VSkqODgKBVzAFu6S9EF+lIDOD7z+oZ3EH3f64qc6aSI\n3G/KHhiGgofi4jyEFd2DcgDATBMaCgpOx0unAYCR6YVGPXgLIkdY+TUYCdg9E6ksAI3U2K82/T2G\n5Cg45wbCYedgcS5RqyzX6azBTke3gko6OwLPb5ymwxggAky/6R3ZBk+7az6Xm52td5UTybxFyRjl\nCAdJQqCQq+e5G5YBM6B610kmwJFfmGnYTThJa9Q0bFTdEoqV9VPB/A7sCCdpTsMWuUDY7BuAhg+n\nVoTMRDso44YNDQcMIpTqFjKTgYa/0pK6Vb52YUa4bnOzZLq+Azjwa+9p/nssiUUnuN31IEhhobZ0\nq9bzXdjZoZBHtD67d/CcOqzr0dAwzOACDDOVhQaQn1/d7Wlheho84gduW0W1hINjMIlyqX4ISikf\nJlWNaMiAxNzcJLpkMxjAcjdSAxOz6+cJN0oVIdESud+UNG0wcDheEdZQdLvKAYC0bGgo8JA6VwnD\nBANHbmExkBxhrX2YvY3LjUWd7MmCwULP6Namv8eyDRS8c7c1ws7BEtKEs3R4R0PBDjC3NmiGlWkq\nEPa1D2EGl/IkhICAxOmJY6uemzxyGIIl9/Y2YwwK4a/TpDC0QGnpwGe1UumKBhGtspiB3MIU0OAD\nWdLWaMbKYvz4C+s+X98Rbu+ng6TNaZgiFwgDAIOE0hWYw9E+7S2WdrZ4CKXTzpBYWGM37EJo+DAy\n0Q22mtW3863Yft2fntf39KQlyhGrJSykDWepPJ7SPqQV3Zx5w05DYeMca9/3oVmwOcIAYDAbR155\nadXj08ePwhTxP/y5EdoRDo5kEpVyPRDW0BBUPq0hU5vIF+e6bhX2pgcxMXNozTxhrTV8RTnCcRLJ\n3xRjsr4D1t/5kmTngxn1W2ciHV4KB4NAIZcLJEcY8CHT0c7LboYwTGS37Tiv77FNifIvvaeFnYNl\nGGl4Sy1MNTQMO7pVI0w7A8UUcrOz617jlCvgLPicXdvsw8kj46seX5ibgmVFN6+6ZZxBKR36Ok0K\nE8bKYTnDkBCCAuFGbG6hUJpvtCGcuDVqGTaqTgmlWmHVc76qp9i1+/Bg0uY0TBENhOu3M42+aN+m\nF0stle3h8BYkA8fMZOOOXo2USyVoKAg7uruO7WQKBgfRqiVs2D3wvPpBMMUUjABTCoImpIEh+2J8\n88t/BLe29qG5SrkEpoN/y8n2bsX8/OrXQLG0iExv/HPe18MFh4pYpZM4s7iJaqVeAlBrDbFBy2BS\nlxIpFMs5sGiGEm3DGIMQBiZOr84TVspHw08GJFIiuXq5TINBwrCifWpXSAmAI739ktDGwJiF6cmT\nLecI/8s/PQoOe+nf1H04Y2CMoXZWHBx2DpaZysJX3krlCGlGO9/1HdfdCSiB/XfdCd9fnS9cK5eg\n2xC3DWx5C8rV/Oqf5xTRO7Q9+B8YFULC81Xo6zQpLGGjtlQL23Fq1CK3CRmZQblWarj7mcQ1mrGy\nOHjy+VWPe8rrSCm5JM5pWKIZCJtZMMTjTUjKTchsDXFHWFjILzRubbuRhYUcXnj+hxi84kMBjSqe\nuGAoR2iHzbTrgXApX2jLTmrQhDRw9Z4/x2JxFv/wN3tXPV+rVMHasFPSO7R2CTVfe+gZiPY5g1Yw\nwdDE+UTSJEvYqNUqUEpBo16+kGwsY/TAd92uqSF8tt70IN44vTpP2Fce7QfHTCT/upp9I0BMAuFL\n/uBLoZROW8YNG+VivqUc4W9+7cuQcgij73xvgCOLH8MQKNTOBMJh52CZdgYKCtVSMTa3Hk07hV9/\n/2dxZOLneOK7D53zXK1SastJ/FTvIBTzUSmd21jDZz6snminV7WEC/hKhb5OkyIlbLheFb7nQEoJ\nQYedGkoZacBXDT/gJnGNWoaNcq24Kk/YV35HWp8ncU7DEslX+sDud6PvLb8Z9jBiQZgZVKvFC/7+\n/3nqpyiUTmLbb90R4KjiSVoS+Vp0agkLw4SGRrlQaMtOartkB0ex+6pP4umnH8fzT/7HyuPlfL4t\ndX2FNMC1xOyJEyuPVQrFyB8wbBWTEio6NzBiz5IpOJ4Dr+ZE8w9jBBnCBHyFbsyJZYxBcgPHZ87N\nE6Yd4fiJ5Ou9Z2wbtrxnT9jDiAXRMwjPq15QjrDjOPi3R+9Hz9i7kB4aacPo4iVtGyieVUIt7Bws\nIS1AKxQWcrFrDLHp4svwll2/hce/vw8nXjsIAFicn2tb4CaZiYmDB1a+zs2eBtcisV3lAIAJDqV0\n6Os0KUxhQikfrlOF51LOSTMMaYL5qitzhAEgbWcxfuLcesK+73VkRzipcxqGSAbCpHlm3zB837mg\n733wb/8O0Bxbr/tIwKOKp3RKouhFZ4tNGiYU05ifPgUew5qmO3dfiy2Dv4aH9n0ehYUFlBbn2/bv\nsGQWb7x2ppbw/Omp2H14OG9SQqnoVDmJO8lNaK3gOQ7t6DWpviOswbs0lOhLD+GN06+d85jjVdve\nXpkEi35bMWf0DUNr77xzhN84+gaOH38Om665pWsrRfwy2xConrWzEXYOljRTADQKC7OQMW33+rbf\nvBm91mbcd/enUCoswjTaUwkmkxnDzPTxla9PHj4Eg0W76kyruBRQKvx1mhRSSCil4Lk1mDKer7dO\n44yDgUGojUOJpK7RlTzh6pk8Yde7sI2p85XUOQ0DBcIxZ2T7oHH+t/G+/Xd/BStzMQZ3XdqGUcWT\nsVRLWEWklrAwTCgoFPPzkDy+Qd1V1/8xtGJ4ZfynEKI9AUb/6JtQLJ3psHj65DEYMtld5ZjgF/DK\nJ+uRQkJpBa9WRTfmvF4opgHZpQuRMQYpJI7PHlp5zPEc2hGOGfptxZyZyULDP68c4X/+x0fg+Iu4\n6Lc/1caRxQ9nDIIxLBeOCDsHS0gDDAzlwiKEjG8gXC+r9hdgSkCp9gTCA5t2wlVndmIW50/DSiW4\nYgQALgQU46Gv06QQXEJrjVq1DM9ZXY6PrI2BQ6juzBEGgLSZxYHjZ/KEXb8GUB3hWKFAOOaMbC80\nfHhecx/JC4USfvbTxzBwyR4YqWTvmF2IqNUShmYoVwowzHhXPzDtFK658S+x5bL2HILNDIzCZx48\ntx7AlCqL6MmOtuVnRQWXHFrTzmVQOKtnuuYXZro25/VCSAjwapduCQPoywxiYubMjrDrObGq8kMo\nEI49YZhg4Ljy8subuv6+r+0FF1lsfvd1bR5ZPBmmRK5aL6EWhRwsDo6qU4FpZ8MeSstMK4Wdu9rT\nhVGaFrgWmJuaBADU3DKywwnuKoel8mk6Gus0KZhmKC7OIRXhduZR8xv6bbB/MbvhNUleo5aRQqla\nQHmpnrDjOx1pMJLkOe00CoSTQAssLOQaXvbc0z/D4uIRbL3hDzswqHiSlkDeidLuBoPrVZHKJPs2\nfxA4JE4drtf09JWPTF/Sd4QFFO08BYqDoViYh2QJrzgSoM3bdiE1UYIuVMIeSiiW84QnZl4HsLQj\n3IWd9uKMAuEEYEzgf5/53w2v8TwPj/3D3yM9vBs9o1s7NLL4yaQMlJbi4CjkYDEwuNpJTIe0ds6p\nLTI4+uoL8H0fivlIZZMxZ+vhUkDpaKzT5GAoFRfhVDpz8j8JmBAY7h2D87ND616T9DWaMrM4uFRP\n2PEqYB04LJf0Oe0kCoQTgDGJUj6/4TXfvvdeKK2wfc/NHRpVPKVtiVKEarMyMCj4sDP9YQ8l8mx7\nBFMnjqJaKkFDw0zFO6+6ESY4FOUIB4qDoVxehNT0p/F8jO54M8xXZ4BI3U3rnL7MII6drjcOqjlV\nCLqjECv0ak8EA7Zc/4X3+CPfx9Ejz2L0vZ+EMMwOjit+LEOgtvTfUcjBWm4KIY1k5Cy2c077RnZg\nsTCL3OlpcJ382thcCICzSKzTpJCQKJZyyKZ7wh5KrEjbRq/ZD/flo2s+n/Q1ap+VJ+x4NXDe/vef\npM9pJ1EgnABcWMjNr31Y4b+f/C8885/fx/CVN2HwzVQzuBGDM7hg8CNSS3j5FptpU4WPRvpHd8Hx\nK5idPJn8rnKoV2hSVK80UBIc5UoBogvWT9C27ngr+P8dByJ0R61TVuoJzxyB49UgOK2fOKF30QTg\nho35uelVjx/4xav410e/gb6L349NV70nhJHFD2MMggNVFY0cLM7qdXeFlYwd4XbOae/gZvjwcPL1\n12DEuAFJsxhn0FRHOFAGJCpOCbVirfHF5Bx2by8yngnv8OSq57phjabMDA6efLG+I9yB1IhumNNO\noUA4AbjRA88598TuyYmTePibe5EevhJbr/2dkEYWT0JwlNxo1BLmTACaQUhKaWnEymShNXBq4jBM\nI9n5wUB9R1jT6fRAGcyA57sQLPmpNe2wdcslUM++DkTkjlon9aWHcGx6HK5fg+xAagQJDgXCCSAy\n57ZZzufy2P83fwYzvR0X//YnQxxZPBmmQK7mRSIHS3ADHAxCJONWW7vnVEJibu4EbHuwrT8nChhj\nUIxHYp0mhQkJKIXh/uSvn3bo2bQJqZwPNX3u4e1uWKO2mUaxmke5WgTn7Q+tumFOO4UC4QQw+4bh\n+/VyP47j4J67/wRCZHHxTZ8JeWTxZNoGCm40Tj9zYYLRCfamGTyForOInr7NYQ+l7Rhj0FRHOFAG\nt6CVgsmtsIcSS4wxbBneCfeZ8bCH0nH1tDqJQiUHTjnCsUJ/YRPA7N8EpV14noe//vM/hVIKOz/6\neQhJt2cuRMaWKPo6EjlYUtQ7ByZFu+c0ZQ5AQ6M34V3lgOXUCMoRDpLNLWilkV8ohD2U2BrcvgP2\nRBE6fyZdr1vWaMrMoFjNg1Md4VhJzl/YLmZk+6C1j31f/iIq1QXs/N27IM3kHxZqF9sWKEcjRRjS\nSHXkTTUpevq3AVoj1Tsc9lA6gwHdl43ZPrawAa0gGeXkXygmBIb7NsP52WthD6Xj+jNDcLxqRxpq\nkODQbysBjEwWmjmYmz+MHTd+HmaGamC2wpb1WsJRyMGSRhosQQd32j2ng1sugQZgJ7yrHFC/FQvG\nsH17+Os0KWxhQyuNLWPJT61pp9GL3gzzwOxKg40ovJd2gm2mYUobguoIxwoFwglgZLMQrBdbP/Bp\npEdGwx5O7AnOoBiDF4F6mCPbL8WmYar/3Ky+4W2QMGEmpNxcIwyAojzhwFgyBWjAFLQj3App2+i1\n+uG+uHaDjaRijOFtO34dUiRn86IbUCCcANK0kf7AHejbsSvsoSQCYwycAYePnwh7KBh905W4/Jrf\nC3sYgWl7jnDvIN5/41fb+jOi5ngE1mlSWNICGDA9dTrsocTetoveCv78BOCrrspnZR0qadhNc9pu\nDT+2vPTSS/jBD34AAPjwhz+Myy+/PJBrCYkyQwpUFO20xZE0u+fEP1WOCNZy/VfKy2+d1duLjEqh\n+PoUQEdWSIRtGAgrpfDoo4/i7rvvBgB89atfxWWXXbbmJ57zuZYEj/KFgiUtgdRAlxy46iBap8Hb\nsm0bgIic7ow5KeqdHLdvo3UahG1b3oJXn30VF/3+u8MeSuLQe2lwNvzYOzU1hc2bN8M0TZimidHR\nUUxNTbV8LSFRZ1oShYh0lyNkPYyqRgRqORCmzmDByIyMIL2ooCZzYQ+FkHVt+GovFotIp9P4zne+\nAwBIp9MoFArYvHn1idrzuXZZzaNAIygnTpzAtm3bwh5GYhimxMH5Emar0WiskRTlcgnpdPLbH3eK\nDRuHplwIQbfyg6C1BUf1458nLSpBGRDL2g32T2/AS8+GPZRE0br+QZg051c++851n9swEO7p6UG5\nXMZtt90GrTUeeugh9Pb2tnztsncY000MnzTjHTsNADSfgRkAcDX9IQweBcGBupJujwbvsrAHkDC/\nGvYACNnQhoHw2NgYJicnV76emprC2NhYy9cCwLXXXnu+YyWEEEIIISQwTGu9YYrZiy++uFIJ4qab\nbsIVV1wBAHj66adhWRbe/va3N7yWEEIIIYSQqGkYCBNCCCGEEJJEdMKCEEIIIYR0JQqECSGEEEJI\nV+p4sUTqPte6AwcO4OGHH8all16Km2++GQDNa6seeOABTE5OQimFO+64A6OjozSnLXrkkUdw8OBB\ncM5x++2305wGxHVdfOYzn8GNN96I66+/nua0Bfv378epU6dgmibe97734ZprrqH5DMDc3Bzuu+8+\n+L6PXbt24eMf/zjNawvK5TLuueeela+PHDmC7373uzSnQdEd5Pu+/sIXvqBrtZqu1Wr6i1/8olZK\ndXIIifDiiy/qZ599Vj/88MNaa5rXIL388sv6gQce0EopmtOAHDhwQH/rW9+iOQ3ID3/4Q33PPffo\nH/3oRzSnLdq/f7+emZlZ+ZreS4Oxb98+PT4+vvI1zWtwjh07pu+//3567Qeoo6kR1H0uGFdccQV6\nenpWvqZ5DY5t25BSYnJykuY0IIcOHcLWrVtpTgNQq9Xw0ksv4aqrroLWmuY0APqs8+L0Xto6pRSm\np6dxySWXrDxG8xqcJ554AjfccAO99gPU0dSIC+k+RxqjeQ3Ok08+iT179tCcBuRLX/oScrkc9u7d\ni9OnT9OctuiJJ57A9ddfj1yu3rKW1mlrbNvGN77xDWQyGdxyyy00nwHI5/NwHAdf//rXUalUcMMN\nN6C/v5/mNQCFQgFzc3PYsWMHXnvtNZrTgHR0R3i5+9zHPvYxfPSjH0WpVGrYfY40RvMajOeeew5b\ntmzB1q1baU4DsnfvXnz605/G/v37aU5bVC6XMT4+jt27d688RnPamk984hP4yle+go985CP43ve+\nR/MZgJ6eHqTTaXzuc5/DXXfdhcceewyWZdG8BuAnP/nJSjMyWqvB6WggfL7d58j6zr6dR/PauiNH\njuDVV1/FBz/4QQA0p0Hq7+8HY4zmtEXj4+NwXRf33nsvfvzjH+Opp56C67o0pwEwDANCCFqjAZBS\nYmhoCLlcDlJKSClpXgPg+z6ef/55vOtd7wJAf6OC1PGGGtR9rnWPP/44XnjhBeRyOVx66aW4/fbb\naV5bdOedd2JoaAicc1x00UW49dZbaU5btG/fPhQKBRiGgVtvvRVjY2M0pwF56qmnUKvVcN1119Gc\ntuDee+/FwsICbNvGbbfdhpGREZrPAMzOzuLBBx9EuVzG1VdfjT179tC8tuiZZ57B1NQUPvShD608\nRnMaDOosRwghhBBCuhI11CCEEEIIIV2JAmFCCCGEENKVKBAmhBBCCCFdiQJhQgghhBDSlSgQJoQQ\nQgghXYkCYUIIIYQQ0pUoECaEEEIIIV2JAmFCCCGEENKV/h/hM5sEDIYhwwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1064767d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='area', alpha=0.5);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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kZCgazFDwl+3nePfeIVzrZXdFUgsr+OpUHntSCim16pg0TY51N9EVJOaaefBf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\nMViz3DPoLY9iNqFrGoGd23PNMzNpMrCvW9xStmRkcfKV9zn38dfo9vK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D06dP54svvuDW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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106f21790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='area', subplots=True, sharex=False);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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rX/2qw3GRa77XVwsA6FcwgNcRJiIiIkq1pj11+PQ/f5u0+v/216eUN8Jz587F+PHj8cIL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\nExEREVFa4kaYiIiIiNLS/wevc+Hu71+A1AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1073f1310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='bar');"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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S93pV4+gy9yT0wTGc78MuXfZDQpy6zAs7+Q7fXi38p/uiONkxdPjOVREHa4T1wxphIiIi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\nlbgQJiIiIqKs9P8BztbmxLiVAWwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107711ed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# because all the indexex are different, bars are not stacked for this data, but bar widths are adjusted for stacking.\n",
"sgb.plot(kind='bar', stacked=True);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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GRHaR8Fc8ICeHBBLaQkIGQEYOZ2RQM+2kLjYRR2oazK73pqknJZwXdJuU4+GyMcKu4Ofn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\nOhFWFEVRFEVRmpK/Z9lJY2WoIdEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1062dbd50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='bar', subplots=True);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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GRHaR8Fc8ICeHBBLaQkIGQEYOZ2RQM+2kLjYRR2oazK73pqknJZwXdJuU4+GyMcKu4Ofn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\nOhFWFEVRFEVRmpK/Z9lJY2WoIdEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10739a890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='bar', subplots=True, stacked=True);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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6du3XX3+FwWBAdnY2Tp48ievXr6OiosKqBRARERGR7ZWWlppbXZvj4uKCc+fO4fvvv8fB\ngwfNN8MHDhzA119/jT179uC7776Dh4cHUlJS7tqvpWPK5XLs3r0bu3fvxurVq1FVVWWbf5SdtOqG\nuG/fvjh+/DiOHj2K//u//0NNTQ3kcjnKy8uh1+vRr18/aLVae6+V2hERfqsn8bAuSArrgqSwLu7N\n2bNnMXnyZERFRSE//+5xuEuXLm3y+v3792P69Onm9oo5c+YgNze31eczPant1q0bHn30UZw6daoN\nq7e/Vt0QZ2VlISQkBPPmzcNLL70Ed3d3lJaW4qOPPsLbb7+N06dPo3Pnzs3uL1KPDzMzMzMzMzOz\nrbOIevfujZKSEhiNRgwYMAC7du1Cnz59oNfrW7V/Q0PDXV+39FS4sTs7co1GIzw8PFq/8FaQ+nm0\nhcUe4oaGBqxYsQJubm5ISkqCTCaDTqfDvHnz8PHHH8PFxQXz58/Hp59+ik6dOjXZnz3EJEWlEqP3\ni8TCuiAprAuSIkpdiNxDDAD//d//jREjRiA+Ph4A8Mc//hGvvvoqHn/8cQDA0KFDceDAAfj7+9+1\n3//93//hvffew86dO+Hh4YFly5aha9eueP311wEAv/vd73Dq1Cl4e3sjJSUFeXl55h7iyZMnY9iw\nYXjrrbdQVlaG8ePH48iRI/Dx8WnVmp3RQ9z0DraR6upqaDQaeHp6YvXq1ZgwYQIiIyMRExODBQsW\nQCaTwcfHBzqdrsWnxEREREQdgZ+/F16c85hdj99aycnJSEhIwNatW+Ht7Y3u3bujb9++5u8399Q3\nOjoaZ86cQUxMDFxcXDB48GAsXrzY/P1FixZhxowZGDBgALy9vZscx83NDVOmTMHVq1eRnJzc6pvh\nGTNmQK1Wo7S0FGPHjsXcuXMxbdq0Vv97rWXxCXFdXR0UCgU8PDxQX1+PiooKbNiwAYcOHcL3338P\nV1dXaDQapKWlSe6fm5uLwMBAhIaGAvj3CDZmZmZmZub7KRcVFUGj0ZifSpreomXu2DksLEzyaWVH\nNnnyZKxevRoRERF2OX55eTmKi4sB3P3zkMvlVj8hbtXYtVdeeQWzZ8/GY489BoVCAYVCgRUrVmDt\n2rU4evQoPv30U2zatElyX7ZMEBERUXvV3Nv3HZkjbogdPnatoaEBcrkc+/btg0KhQFRUFNzd3aHX\n65GQkIAvv/wSY8aMserk1HGJ/ocI5BysC5LCuiAprAtx7dq1y243w/Zi8Ya4uroadXV1OH/+PC5e\nvIiioiLodDrIZDJotVpcv34d3377rSPWSu2I6S1IojuxLkgK64KksC7IlizeEPv4+ECr1SIhIQGb\nNm3C9evXUVlZiT59+iAjIwMKhQJyubzFER4ijUVhFiObLmSirIdZjKxWq4VaD7MYmdcLZqks2vWC\nHEvq59EWrRq7NmfOHHzwwQcICAiAQqHAnDlzsGXLFiQmJiI9PR0///wzkpOT4e7u3mR/9hATERFR\ne8UeYsdzSg9xdXU1fH19sWzZMrz88svo2bMnevfujfDwcCxfvhzHjh3D1KlTJW+GiZrD36pJCuuC\npLAuSArrgmypk6UX+Pj4QC6Xw9/fH/X19SgoKEBtbS2io6Oxf/9+dOnSBaWlpS0eQ61WWz3mxlTw\nzh6rwmzbbCLKepjFyEVFRUKth1mMbCLKepjFyKJcL8LCwtCYTv0rbl78tcl2W/EKCYI8NMhux78f\nSP085HK51cezeuzahg0bcOnSJaxduxYyWfMPmtkyQURERO2V1Nv3VYcKkPeHhXY752NffoSuT7Tu\n3uratWtYunQpSkpK4O3tDV9fX2RlZcHNzc1u67OWVqvFH//4R7i4uECv12PlypX4j//4jyavc8on\n1d05dm3Xrl2IiopCp06dUFxcjLFjx7Z4M0xEREREzpOQkIAxY8bgs88+A3D7plPEm2EA8PX1RU5O\nDlxdXaFWqzF+/HicOXPGIee2auxadXU1ampqsHPnTsyePRuZmZmOWCu1I43fCiUCWBckjXVBUlgX\nlmk0Ghw/fhwvv/yyeZuvr+9dr4mIiMAXX3yBp59+GqNHj0ZZWZn5e+np6Rg3bhyeeeYZLFmyBLdu\n3TJ/LyQkxPy1SqXC9OnTzXnSpEl45513MGnSJIwcORLbtm1r9ZpdXV0B3G6dra+vb3GKmS1ZNXbN\n3d0drq6ueP/995GRkYFffvkFtbW1zR7jzqJVqcQa28LMzCxOLioqEmo9zMzM4mbRrhciKi0tRe/e\nvVt8jYuLC86dO4fvv/8eBw8eRHBwMADgwIED+Prrr7Fnzx5899138PDwQEpKyl37tXRMuVyO3bt3\nY/fu3Vi9ejWqqqruae0nT57Eww8/DA8PD8nvS/082sKqsWsrV67E0qVLsWjRIvTt29fcV8yxa0RE\nRNSRiNxDfOrUKaxcuRK7du3C2bNnsWzZMlRWVmL9+vV49NFHAQBDhw7FgQMH4O/vf9e+CoUC/fr1\nQ2xsLADgwoULiI+PR25uLoDbT3BNgxBUKhU2bNhgfhLc+KObX3rpJcyePRtPPfVUq/59DQ0NmDJl\nCpKTkzFgwIAm33dKD/GdY9cMBgNGjhwJDw8PhIeHY82aNQCAZ599tsWxa6fV+VYtjojoftXNrye6\n+3E2KRE5T+/evVFSUgKj0YgBAwZg165dmD59eqvbEBoaGu76uqWnwo3d+bzVaDQ2+6RXyptvvolp\n06ZJ3gzbi8WWidraWmg0GgQFBWHMmDFQq9Wora1FfHw8vLy8MG7cOFy8eLHFY2g0mru+ZmY2bRNl\nPcxi5PLycqHW09bs7Ldw20s2bRNlPcxiZKVSKdR6ROTn54fIyEhkZGSYt9XV1bXqxnbcuHHYtm2b\n+eY5IyMDTz/9tPn7bm5uuHHjBgDg2LFjTfbPzs4GAJSVleHEiRMYMmRIq9a8fv16+Pv7Y8aMGS2+\nTurn0RYWWybWrVsHrVaLBQsWmFsmFAoF9u3bhzNnziAkJASXLl3CkiVLJPdnywRJUalU5tmBRCas\nC5LCuiApotSFyC0TwO2xawkJCbhw4QK8vb3RvXt3JCcno1u3bgCARx55BPv372/SMgHc/qXjyy+/\nhIuLCwYPHoz33nvP/KQ3LS0N+/fvx4ABA+Dt7Y1//vOf+Nvf/gbgdsvEiBEjcOzYMVy9ehUrV67E\nhAkTLK711KlTeOaZZzB8+HDzE+a0tDQ89NBDd73OHi0TLd4QNzQ0IDExEUuXLkVGRgZ0Oh2ioqIw\nduxY/M///A+8vLzg6uqK5cuXm//DNsYbYiIiImqvpG7OOvoHczTuIbY1h/cQV1dXo7a2Fp988gnO\nnz+PLl264OrVq9izZw/Cw8NRWlqK+vr6u3pMiIiIiDoyeajYN6zUVIs9xKaPbZbL5UhISICnpyde\neOEFnD17FosXL8aUKVPwyCOPYOfOnS2eRKQeH2YxsmmbKOthFiOL1hPILEY2bRNlPcxiZNGuF/Rv\nu3btstvTYROpn0dbtKqH+NKlS0hOToZCocDUqVORk5MDX19fVFZWoqqqCqNHj262+ZktEyRFpRKj\n94vEwrogKawLkiJKXTT39j3Zj8N7iIHbc+eSkpLg6uoKX19fzJw5E5GRkQCARYsW4caNG/jggw/Q\npUsXyf1zc3PhEciWCiKi1uLINqL7B2+IHc8eN8QWx6717t0bvXr1Qu/eveHn54eMjAzU1tZi48aN\nCAgIQEBAAFJTU1s8hkhjkJiZmZnvl+zst4CZmZnZMiEqh7dMAMArr7yC2bNn47HHHmvyqXSHDh3C\nli1boFQqJfdlywRJEeWtLhIL64KksC5Iiih1wSfEjueUT6praGiAXC7Hvn37sGvXLkRFRcHd3R2p\nqanQarUwGAwYOHCgVScnIiIiInI2izfE1dXVqKurw/nz51FfXw8fHx9MnDgR48ePxxdffIG6ujpM\nnTrVEWuldkSE3+pJPKwLksK6ICki18UVTTkqNeV2Oz7/zsD2LN4Q+/j4QKvVIiEhAX379oVCoUBt\nbS0MBgOGDBmCc+fOoVevXi0e4863NUw9HszMzMzMzMzM93sOCwtDY5Wacqz++7wm221FMe2TVt8Q\nX7t2DUuXLkVJSQm8vb3h6+uLrKwsuLm52W19bfH8889Dr9fDYDDgz3/+MyZNmiT5Oqmfh1wut/q8\nFnuIGxoaMGfOHHzwwQd3fXRzWVkZdu7cicDAQMTGxja7P3uISYpKJUbvF4mFdUFSWBckRZS6kOpn\nPa3Ot/sN8cDQR1v12ri4OERHR+Pll18GAGi1Wvj6+tptbbZSXV2NRx99FGfOnEGnTp3u+p5Teoir\nq6vh6+uLZcuWwWAwYOTIkXB3d0dKSgq8vLxw7tw5GAwGxMXFNXuM0+p8qxZH7ZfMT8+6oCbut7rg\n25ZEJDKNRoPjx48jMzPTvK3xzXBERASWLl2KrKws3Lp1C9u2bUNwcDAAID09HV999RVkMhkGDRqE\nNWvWwNPTEwAQEhKCixcvArj9y8mGDRuwbds2AMCkSZMwYsQIHD16FJWVlVi0aBGmT59+T2svKChA\nSEhIk5the7F4ltraWmg0GoSEhOB3v/sdfv75Zxw/fhwBAQHQ6XTo169fizfDwO0fiJ+fn/lrAMzM\nzMxNsmmbKOuxlK9cvoxzRcVOf8uWmbkjZtM2Z69HqmVCFKWlpejdu3eLr3FxccG5c+fw/fff37X9\nwIED+Prrr7Fnzx64ubnhjTfeQEpKClasWGHer6VjyuVy7N69G5WVlYiOjsYzzzyDrl27WlxzQ0MD\noqKicPXqVezYsaPZ1zm8ZWLdunXQarVYsGCBuWWioaEBq1atwpkzZ/Dxxx9DqVQ2+x+GLRNERETU\nXoncMnHq1CmsXLkSu3btwtmzZ7Fs2TJUVlZi/fr1ePTR2/sPHToUBw4cgL+//93nUCjQr18/c1vs\nhQsXEB8fj9zcXABAaGgo1Go1gKZPiCdPnozVq1ebP775pZdewuzZs/HUU0+1+t944MABJCQk4Mcf\nf4SHh8dd33P4B3M0NDTg8uXLmD9/Pj755BMoFAo8/PDD6NWrF7755htkZ2fj5s2b+PDDD606OXVc\npt/siO7EuiAprAuSwrqwrHfv3igpKYHRaMSAAQOwa9cu9OnTB3q9vlX7NzQ03PV1S0+FG7vzeavR\naGxyU2vJU089BT8/P5SVld3TftZq8Ya4uroaFRUVeO2113Du3DmEhYVh+PDhuHr1Kr755htcvnwZ\nkZGRmDhxokMWS+1HaGios5dAAmJdkBTWBUlhXVjm5+eHyMhIZGRkmLfV1dW16sZ23Lhx2LZtm/nm\nOSMjA08//bT5+25ubrhx4wYA4NixY032z87OBgCUlZXhxIkTGDJkiMVz1tfXo66uDgBw9uxZ3Lx5\nEw8++KDF/WyhxR5iHx8fuLq6Ys2aNeZ2iVGjRqG0tBRKpRIajQarVq3CH/7whxZPIkKPDzMzs/hZ\nrVZDrVYLsx5mZmZxsyjXC6ke4m5+PaGY9kmT7bbS7R7+mDc5ORkJCQnYunUrvL290b17d/Tt29f8\n/eZujqOjo3HmzBnExMTAxcUFgwcPxuLFi83fX7RoEWbMmIEBAwbA29u7yXHc3NwwZcoUXL16FcnJ\nyfDx8bG41n/961+YN28ePDw8IJfL8fnnn0Mmk352K/XzsGsP8cKFC7Fo0SLzDOKEhAQsXLgQH3/8\nMVxcXDB//nx8+umnzf4VIHuIiYiIqL3iRzc31biH2NYc3kMMAOHh4VizZg1mz56NgQMHws/PDzEx\nMViwYAEWLlwIHx8f6HQ6q05OHZfpNzuiO7EuSArrgqSwLsiWpB/rNtKzZ0/U19fjxIkTmDZtGnr0\n6IGePXvC1dUVGo0GnTt3bnF/tVpt7vUx/UXi/ZKd/ZZQe80moqyHWYxcVFQk1HqYxcgmoqyHWYws\nyvVC5LFrzrJr1y67n0Pq52HXlon09HS8+OKL0Ov1+Mc//oElS5YgISEBa9euxdGjR/Hpp59i06ZN\nze7PlgkiIiJqr9gy4XhO+aS606dPIyUlBb6+vpgzZw4AQK/XIyEhATKZDGPGjLHqxEREREREIrB4\nQ+zu7o6ysjJ06tQJP/74I55++mnIZDJotVoYjUZ8++23mDlzZovHqDpUYLMFU/tw56eREZmwLqzn\nFRIEeWgtsrk1AAAgAElEQVSQs5dhFyrVvycVEZmIUhfu7u6oqqpCQEDAPc3pJevodDq4urra/LgW\nb4j79u2LxMRE1NTUYPv27RgxYgT69OmDV199FaWlpXj33Xeh1+tbHLh8P30UK7Njsoko62EWI5tm\nWoqynvstO7unkz3EzI7MovQQjxo1CjU1NTh9+jRcXV2FuR60x2w0GtG1a1d0797dOT3Ef/zjH1Fb\nW4t//OMfmD59OjIzM5GYmIj09HT8/PPPSE5Ohru7u+T+7CEmIiIiInuzaw/x2bNnkZCQADc3NyxZ\nsgRBQUEIDw/H8uXLUVFRgVmzZjV7M0xEREREJDqLc4j79++P4OBgBAYGYvPmzQBuf3pJTU0NunTp\ngtLSUosnMY0yM33NzGzaJsp6mMXIeXl5Qq2HWYxs2ibKepjFyKJdL4qKiu5q81GpVMwOzm1h1di1\n1NRUXLp0CWvXrm32I/VM2DJBUkT5YwgSC+uCpLAuSArrghpz6Ni1hoYGFBcXY+zYsRZvhomaw4sY\nSWFdkBTWBUlhXZAt3fPYNVO7xM6dO7Fz506MHj0acXFxLR6DY9eIiIiIWtaexyeKzuIj3r59+yIl\nJQVvvvkmzp07B19fX7i6uuL9999HRkYGfvnlF9TW1rZ4jDtHbWk0GmZm8zZR1sMsRi4vLxdqPcxi\nZNM2UdbDLEZuj9eLK1cum7MIPbn3W26Lex67tmTJEixcuBCLFi1C3759oVAooFAoOHaN7gl7v0gK\n64KksC5ICuuCGnPo2DUACA8Px5o1awAAzz77LMeu0T3jRYyksC5ICuuCpLAuyJYstkxIjV1bsGAB\nNm7cCDc3N+Tn51s8iUhjUZiZmZmZmUXIIrzFzMzcnnJbWDV2DQC++eYbHD9+HDU1NXj//feb3Z8t\nEySFb3WRFNYFSWFdkBTWBTXm0LFrAPDXv/4Vp0+fRteuXTFixAirTkxEREREJIJ7Hrs2ZcoU1NTU\nICAgAPX19bDwgBkAx65RU+EuctYFNRHuIodO/SvHDtFd+BSQpLAuyJbueeyaTqeDh4cHPvjgAzz2\n2GM4deqUxZM4e4wJMzPz/ZM5doiZmZmZ2ZrcFvc8dm3MmDHIycmBr68vzp07B6PRiMTERAQHB0vu\nzx5ikqJSsfeLmmJdkBTWBUlhXVBjDh279vDDD2PYsGFYtWoVDAYDYmJimr0ZJiIiIiISnVVj1zZu\n3AiZTAZ/f3+cOHHC4klEGnPDLEY2/VYvynru11xUVOT0t6hsmU3bRFkPsxjZdL0QZT3MYmTTNlHW\nw+z83BZWj10DgEOHDmHLli1QKpXN7s+WCSIiIiKyN4ePXUtNTYVWq4XBYMDAgQOtOjF1bCoVe7+o\nKdYFSWFdkBTWBdmSxRtiqbFr48ePxxdffIG6ujpMnTrV4kk4Xosa61ltYF1QE6wLksK6EItXSBBH\nI1K7c89j1wDAYDBgyJAh8PHxQa9evSyexNljnJjFy35+fkKth1mMbNomynqYxci8XoiZnd0zatom\nynqYnZ/b4p7Hri1ZsgTFxcXYuXMnAgMDERsb2+IJ2ENMRERERPbWlh5ii0+ITWPXVq1ahfHjxwMA\nUlJSUF5ejh9//BGZmZlWnZg6trb+JkftE+uCpLAuSArrgmzJqrFr8fHxMBqNMBqNiIyMtHgSkcZU\nMYuRQ0NDhVoPsxjZw8NDqPUwi5F5vWCWyra+Xojwlj+z4C0Td45dW7x4MVatWoU//OEPOHnyJEpK\nSvDWW2/BxcVFcn+2TBARERGRvTl07FpFRQUMBgOys7Nx/fp1GI1GVFRUICiIf3FKRERERPcfmaUX\nDB8+HC4uLvjpp59w4MAB1NTUQC6Xo7y8HHq9Hv369YNWq3XEWqkdYe8XSWFdkBTWBUlhXZAtWbwh\njouLwxNPPIF+/fohLy8PHh4eKC0txUcffYS3334bp0+fRufOnVs8hrN7SpiZme+P3N4+ipqZmZnX\nC2bH5baw2EOs1+uRmpqK/v374/Dhw0hKSkJ8fDw+/vhjuLi4YP78+fj000/RqVMnyf3ZQ0xERERE\n9mbXHuLExEQYjUZcvXoVI0eOhJeXF2JiYrBgwQLIZDL4+PhAp9NZfEpMRERERCSiFlsmdDodAgMD\n8Ze//AXXrl0zjyfp0aMHevbsiV69esHV1dXizbBIY1qYxcimbaKsh1mMnJeXJ9R6mMXIpm2WXi/C\nW7bMjstKpVKo9TA7P7dFiy0TBQUFyMnJQU1NDa5cuQIvLy+88cYb+PDDD7F27VocPXoUn376KTZt\n2tTsCdgyQVJUKhVGjRrl7GWQYFgXJIV1QVJYF9SY3Vomhg0bhoEDByI1NRUPPvggbt68iZCQEOj1\neiQkJEAmk2HMmDFWnZg6Nl7ESArrgqSwLkgK64JsyWIP8Z49ezBu3Dikp6dj0KBB0Ol0kMlk0Gq1\nMBqN+PbbbzFz5swWj1F1qMBmCybqqLxCgiAP5bxvIiIiW7PYQ3z27FlcuXIF3bp1g4uLC6qrq9Gn\nTx9kZGRAoVBALpdDr9e3eBKNRnPX18zMpm2irOd+ySL0aLEnkNnR2bRNlPUwi5F5vWBunNvCYg/x\n7t27UV5eDnd3d9TV1eGNN95AVlYWEhMTkZ6ejp9//hnJyclwd3eXPAZ7iEmKSsXeL2qKdUFSWBck\nhXVBjdm1h1itVmPKlCk4cuQIbt68idDQUISHh2P58uWoqKjArFmzmr0ZJmoOL2IkhXVBUlgXJIV1\nQbbUqpaJgQMH4tixYzA9TI6OjkZNTQ26dOmC0tJSiycRYWwPMzMzM/P9l4uKisxZhLdkmZmZxc1t\ncc9j11asWIHt27fj0qVLWLt2LWSyFu+p2TJBklQqvtVFTbEuSArrgqSwLqgxh45d69mzJ4qLizF2\n7FiLN8NERERERKJr8QkxAGRnZ6NPnz6oqqrCli1bMGXKFBw8eBA6nc78SXaTJk1qdh5xbm4uet+0\nx9KJiByLo++IiMTVlifEreohHjp0KH766ScEBgbCw8MDcrkcgwYNwvvvvw93d3c8/vjjLZ5EpLFV\nzMzMzNbmK1cuO71HjpmZmZnZST3E3t7eOHXqFLy9vTFq1ChcvnwZRqMRM2fORFpaGhQKBceu0T1R\nqdj7RU2xLkgK64KksC6oMbv2EA8bNgzZ2dkIDAxEdXU1/P398fTTT+PNN9/E0qVLERgYiGvXruGB\nBx6wagFERERERM5k8a/idDodzpw5gyNHjpjHrgUGBuLDDz+Ej48Phg8fjqysrBaP4eyxPcziZdNv\n9aKsh1mMHBoaKtR6mMXIvF4wS2VeLxyfRR+D2BYW/6iuoKAAmzdvhl6vh6urK3x9fbFgwQIUFRXh\nzJkzCAkJwaVLl7BkyRLJ/dkyQURERET2Zrc/qgOAgQMHIigoCNOmTcOAAQPw1FNPoXv37ti5cyfK\nyspw7NgxxMbGWnVy6rja+psctU+sC5LCuiAprAuypRZ7iAFgz549GD9+PKqqqlBQUIC+fftiz549\nCA8PR2lpKerr69HQ0NDiMaoOFdhswSQGjp8iIiKi9qLFJ8RSY9cMBgPOnj2LxYsXY8qUKXjkkUew\nc+fOFk8i0tgkZttma3t+TD2BIvQcMYuTTdtEWQ+zGJnXC2apbNomynqYnZ/b4p7HroWFhUGn08HX\n1xeVlZWoqqrC6NGjMWPGDMljsIeYiIiIiOzNbj3Ew4YNg0KhQFhYGMaMGYPq6mq4uLhAoVBALpej\ntLQUGo0GkZGRVp2cOq62/iZH7RPrgqSwLkgK64JsyeIf1ZnaJrp3746ePXvCxcUFABAfH48tW7Zg\n1qxZSElJafEYzh4TwixeDg0NFWo9zGJkDw8PodYjWhbhLUlmZlFyUVGRUOthdn5ui1aNXdu9ezfK\ny8vh7u6Ouro6rFixAiEhIQCA/Px8ZGZmIj09XXJ/tkwQERERkb3Z7ZPqgNttE2q1GlOmTMGRI0dw\n8+ZNhISEIDU1FVqtFhUVFZg3b55VJyciIiIicjaLN8SmlomYmBikpaVh0KBBAIDx48dDqVSiR48e\niIiIaPEYHLtGjWk0Gvj5+Tl7GeRkjcf3qVT/nihAZMK6ICmsC7IlizfEZ8+ehcFgwMqVK2E0GnH+\n/HlcvHgRarUawcHBCAqyPIv2zpsf08gu5o6dTURZD7Nz8pUrl1GmvmD+PzXTx4LeOWaLmdlElPUw\ni5F5vWBunOVyOaxlsYcYAPR6PVJTU9GlSxfcvHkTr776KhYuXAgvLy/U1NTgscceQ1xcnOS+7CEm\nIiIiInuz60c3A8DXX3+N8+fPw2AwIDw8HKdOnUJAQACMRiP69evX7M0wEREREZHoWjV27dChQxgw\nYIB52/bt27Fy5UrExsbi559/hqWHzCKNLWIWI5u2ibIeZjFyXl6eUOuxRza9zQuIMabofsimbaKs\nh1mMrFQqhVoPs/NzW1hsmTh69Cg2btyIHj16QKPRwNPTEw888ABee+01nD59GpmZmUhISGi2l5gt\nEyRFpeIfQ1BTrAuSwrogKawLaqwtLRMWb4izs7PRp08fXL9+HUVFRejSpQvq6+tx4cIFVFZWQq/X\nIzw8HMuWLZPcnzfERERERGRvdptDrNPpsH//fnTt2hUajQZRUVF44oknkJ6ejvr6egQFBcHb2xsz\nZ85s8SQcu0ZERETUfjUeo3m/abGH+OzZs+jWrZt5RNK3334LnU4HtVqNpKQkvPLKKzhz5gweeOCB\nFk9y56gtjUbDzGzeJsp6mMXI5eXlQq2HWYxs2ibKepjFyLxeiJWvXLncvnuITdatW4f6+nosXLgQ\nCQkJ8PPzg4uLC3Q6Hd5//3106iT9sJktEySFvV8khXVBUlgXJIV1QY3Zdeza3//+d8yaNQv5+fmY\nPHkyPDw8EBERgYsXL+LSpUu4desWdDqdVSenjosXMZLCuiAprAuSwrogW7J4Qzxt2jR8/vnnmDVr\nFlJSUgDcbqX47LPP8NFHH6G6uhqdO3du8RjOHnPEzMzMzMzMzMzc+lxUVOT0FgghWyb+/ve/4+jR\no0hNTUVaWhqio6NRWFiIn376CWvXrm12P7ZMkBS+1UVSWBckhXVBUlgX1JjdpkwAQGpqKgoLC1Ff\nXw+FQgEAuHLlCtLS0uDq6ooZM2ZYdWIiIiIiIhHILL0gKCgIDz74IIKDg7F161b861//QkVFBUJD\nQ9GrVy8olUro9XpHrJXaEf5WT1JYFySFdUFSWBdkSxZviKdNm4ZVq1ZhypQpuHLlCjw8PPDggw9i\n1apViI2NhVwuh4uLS4vHEKknhpm5vfdQMTMzMzMzd8TcFhZ7iFNTU6HVavHbb78hMjIS06dPx1df\nfYXjx4/j8uXLGD9+PF544YVm92cPMUlRqdj7RU2xLkgK64KksC6oMbuOXQsKCkJxcTEqKyvx6KOP\nAgCio6Mhk8lQX1+PGzduWHViIiIiIiIRtHrKxL59+/Dll19CqVRi3bp1kMvlGDJkCEaOHNnifrm5\nuQgMDERoaCiAf7dPMDMzMzMzMzPbKpveMjc9NWbueFkul1v9hPiex6799a9/xYoVK+Dm5oakpCTI\nZLIW92PLBBERERHZm11bJlJTUzFr1izk5ORg/vz5qK6uhkajQU1NDVavXo1jx45ZdWLq2Nra/E7t\nE+uCpLAuSArrgmzJ4g1x47Frvr6+MBgM8PLyQkNDAzZv3oza2lpHrJWIiIiIyOYs3hA3Hrvm6uoK\nT09PxMXFISkpCQEBARZPYurzMX3NzGzq+RFlPcxi5NDQUKHWwyxGtuX1oqioyJxFGBPFbH02bRNl\nPczOz21h1di1lJQUVFdXo76+HlFRUZg4cWKz+7OHmIiIiIjszeFj17p06QKDwYDi4mLU1NRYdWLq\n2Nj7RVJYFySFdUFSWBdkS61qmfj8888xa9YspKSkAADi4uLwxBNPoF+/fsjLy7N4EhHecmMWK985\nNkeE9TCLkT08PIRaD7MYmdcLMbIIb4nfmflJoswObZkwMY1dS01NhV6vR2pqKvr374/Dhw9j7dq1\nze7HlgkiIiIisre2tEx0svSC1NRUFBYWor6+HgqFAgCQmJgIo9GIqqoqjBgxwqoTExERERGJwOIN\ncVBQEKqrq3Hr1i1s3boVr7/+Ompra9G1a1doNBq05gFz0Yli+Pn5AQA0Gg0AMHfwbNomynrul3yr\nVosrV8uE+mQgW2alUonBgwcLsx5mMbJpmyjrYRYj83rB3DjL5XJYq9UtE0eOHMHmzZsxd+5c5OTk\nwNfXF2q1GhqNBklJSQgODpbcLzc3F4Fdelu9QGqfNBqN+SaPWs/P3wt+/tb/D150KpXKfHEjMmFd\nkBTWBTVm95YJ09i1J598EsOGDTP3BK9btw719fXN3gybhIZ1tWpx1J6xJqgp/p8bSWFdkBTWBdlS\nq1omCgsLUVdXZx67tnHjRvz444+oq6vDqlWr7L5IIiIiIiJ7aXXLxL59+/Dll19CqVSat+3duxfZ\n2dl3bWssNzcXgYGBd43NAdBsLioqgkajEaonhZk9gczsCWTm9YJZrMzrBXPjLJfLrW6ZsGrsmkl+\nfj4yMzORnp7e7H4cu0ZSVCr2flFTrAuSwrogKawLaszhY9dMfcUVFRWYN2+eVSemjo0XMZLCuiAp\nrAuSwrogW7J4Q9x47FpSUhLGjx8PpVKJHj16ICIiwuJJOHaNmWPKmJmZmZmZme2ZHTp2TalUYu/e\nvSgsLERQUBBiY2Nb3I9j10iKo8autfcxZe0N3wIlKawLksK6oMYcOnYNAHbv3g0vLy+UlJTAYDAg\nLi6uxWNw7Bo1plL9E4MfCXP2MoiIiIggs/SCoKAgFBcXo7Ky0jx2LT4+HkajEUajEZGRkXZfJLU/\n/K2epLAuSArrgqSwLsiWLN4QT5s2DZ9//jlmzZqFlJQUGI1GbN++HbGxsRg5ciS2b99u8eObTaPV\nTF8zMzMzMzMz319ZpVKZ+zaZmUXMbXHPY9dee+01ZGdnIzo6GgUFBdBqtZg6dSqCgoIk9+PYNZLC\n3i+SwrogKawLksK6oMYcOnatpqYGv/76K9avXw+9Xo+AgABotdpmb4iJiIiIiERm8YbY29sbDz74\nIG7cuIGtW7di3rx5MBqN8Pf3h6enJ7y9vdG5c+cWj3E/j13j2C5mZsdl0zZR1sPMzCxuNm0TZT3M\nzs8OGbt26NAhbNmyBampqYiPj8emTZug0Wjw+uuvIzMzs9n97vexaxzbRURERCQ+h4xdMxgMGDRo\nEFxcXODn54e3334bLi4u8Pf3R11dHTp1av5QHLtGjd35Wz2RCeuCpLAuSArrgmzJ4pQJb29vGI1G\nXL58GaNGjYKHhwciIiJw8eJFXLp0Cbdu3YJOp3PEWomIiIiIbM7iDXF8fDxiYmIQGRmJY8eOAQDO\nnj2Lzz77DB999BGqq6st9hCLNDZGtFxUVGTugwFu/8bbEfKdPT8irIdZjGzaJsp6mMXIvF4wS2XT\nNlHWw+z83BYWe4iLi4uhUqnw+OOPQ6VSYdasWUhLS0N0dDQKCwvx008/Ye3atc3uz7FrRERERGRv\nbekhtviEOCUlBRcuXEBycjK0Wi0A4MqVK0hLS4NKpUJMTIxVJ6aOra2/yVH7xLogKawLksK6IFvq\nZOkFQ4YMwblz5+Du7o4XX3wRJSUlqKioQGhoKABAqVRi5MiR8PDwaPYY9/PYNWY7Ze+eUBdXibMe\nZiFyJ/jxeiFwdtYYShNHnY/5/shFRUVCrYfZ+dmuY9dMLRPDhg3D4cOH8fvf/x6ZmZlITExEcXEx\n3nnnHXz88cdwd3eX3P9+H7tGRES3cQwlEYnMrmPXUlJS0LVrV5w+fRoNDQ0ICgpCeHg4EhMTcfny\nZUycOLHZm2ETjl0jIiIiIlFZ7CEeMmQIZDIZfvvtN8ycORMAEB0dDZlMhvr6ety4ccPui6T2h71f\nJIV1QVJYFySFdUG2ZPEJcXx8PPLz83Hy5EkcO3YMERERyMrKQkhICGJiYjBy5EiLJ1Gr1eaeY9PI\nMWZme+SioiJoNBqhepqY2RPIzB5iZl4vmO2fHdJDbBq79tJLL2HFihVwc3NDUlISZLKWHzJz7BoR\nERER2ZtDx65VV1dDo9GgpqYGq1evNn9YBxERERHR/chiy0TjsWs+Pj4wGAzw9/dHQ0MDNm/ejKFD\nh7b4h3Uco8TcOJu2ibIeZjFyeXk5vL29hVkPsxhj3EzbRHhLllmcrFQqMXjwYGHWw+z87NCxa3Pn\nzsXChQuxePFiPPTQQ1AoFFAoFBy7RvdEo9GY/0+RyIR10bG0doybSvXvj28mMmFdUGMOHbsGAGFh\nYdiyZQvq6+sRFRXFsWtkBdYESWFdUFO86SEprAuyJavGrnXp0gUGgwHFxcWoqamx+yKJiIiIiOzF\n9a233nqrpRcMHz4cPj4+cHV1xaVLlzB8+HA88sgj0Ov10Ov1+Ne//oVnnnmm2f1LSkpgMBjMb4Oq\n1eq73hZl7pjZtE2U9TCLkfPy8lBfXy/MejpCVqvV6NGjB4Dbb0Gr1f8ekylKNm0TZT3MYmSlUgm9\nXi/Mepidn93c3BAWFgZr3NPYtYMHD2L27NnQ6/VITU1F//79cfjwYaxdu7bZ/Tl2jaSw94uksC5I\nCuuCpLAuqDGH9BAfOnQIgwYNAgAkJibCaDSiqqoKI0aMsOrE1LHxIkZSWBckhXVBUlgXZEv3PHZN\np9OhtrYWXbt2hUajgYUHzADufeyah5cM/Qb0ASDGGA9mZmZmZmZmZmaxs0PHrg0fPhw5OTnw9fU1\n96MlJSUhODhYcn9rxq61dhQP3b9UKr7VRU2xLkgK64KksC6oMYeOXZs7d665J3jdunWor69v9mbY\nhGPXiIiIiEhUVo1d27hxI2bNmoX8/HxMnjzZ7ouk9oe/1ZMU1gVJYV2QFNYF2ZLFlgkAyM/Px8mT\nJ2E0GjF37lzz9r179yI7OxtKpbLZfXNzcxEYGGgei6FWqwGAmZmZmZmZuR1lEXpImTt2lsvlVrdM\nWDV2zSQ/Px+ZmZlIT09vdn+OXSMp7P0iKawLksK6ICmsC2rM4WPXUlNTodVqUVFRgXnz5ll1YiIi\nIiIiEVi8IW48dg0Axo8fD6VSiR49eiAiIsLiSe517BqzmNnP3wtFpwsAiPUWCXP7yaZtoqyHmZlZ\n3GzaJsp6mJ2fHTp2be7cudi7dy8KCwsRFBSE2NjYFk9gzdg1EhPH4REREZGoHDp2DQB2794NLy8v\nlJSUwGAwIC4ursVjcOwaNXbnb/VEJqwLksK6ICmsC7Ilq8auxcfHw2g0wmg0IjIy0u6LJCIiIiKy\nF4s3xPHx8YiJiUFkZCSOHTsGo9GI7du3IzY2FiNHjsT27dstfnyzaTSL6WtmZtNv9aKsh1mMHBoa\nKtR6mMXIbbleFBUVmbNKpTL3HTLf/9m0TZT1MDs/t8U9j1179tlnkZ2djejoaBQUFECr1WLq1KkI\nCgqS3J9j14iIiIjI3trSQ2zxCXFKSgouXLiA5ORk1NTUoKamBr/++ivWr1+P/fv348KFC9BqtVad\nnDqutv4mR+0T64KksC5ICuuCbMniH9UtWLAASqUSPXv2xJ///GeUl5fDaDTC398fnp6e8Pb2RufO\nnVs8BseuMTfJ3j2hLq4SZz3tILeHsXimt7dFWQ+zGNlElPUwi5F5vWBunO06dq3xiLWbN29i3rx5\n2LRpEzQaDV5//XVkZmY2uz/HrhE5BsfiERFRR2bXsWt3jlirq6vD9OnT4efnh7fffhsuLi7w9/dH\nXV0dOnVq/lAcu0ZEREREorLYQ7xgwQIYDAZ06dIFs2fPhqenJyIiInDx4kVcunQJt27dgk6nc8Ra\nqR1h7xdJYV2QFNYFSWFdkC1ZfEJsMBgwevRo5Ofnm7edPXsWn332GW7duoV58+ZZ7CH+f/8sE6LH\nklmcjK59UFiutev5evi643xhHgCxepyY2RPIzB5iZl4vmG2f7dpDDAA5OTlQqVR47733AABpaWmI\njo5GYWEhfvrpJ6xdu7bZfXNzc+H6QF+rF0hkrR6+7njA18PZyyAiIiIHsGsPcXZ2Ng4dOoSrV69i\n48aNiI+Px5UrV5CWlgZXV1fMmDHD4kkievpatTgiIiIiInuz2EPcv39/GAwGPPDAA4iPj0dJSQkq\nKioQGhqKXr16QalUQq/Xt3iMO9/2Uqmc/0kmzM7Ppm2irIdZjKxUKoVaD7MY2bRNlPUwi5F5vWBu\nnNvCYsvEqVOncO7cORw/fhzvvfceysvL8dlnnyExMRHFxcV455138PHHH8Pd3V1yf35SHUlRqVTm\nvh8iE9YFSWFdkBTWBTVm15aJ4uJiHD169K6WifDwcCQmJuLy5cuYOHFiszfDRM3hRYyksC5ICuuC\npLAuyJbuuWUCAKKjoyGTyVBfX48bN27YfZFERERERPZi8Qmx1Ni1rKwshISEICYmBiNHjrR4Eo5d\nY24ydu3/3ybKepjFyOXl5fD29hZmPcxiZNM2UdbDLEbu6NcLF911VFeUCjX2zNnZoWPXGhoasGLF\nCri5uSEpKQkyWcsPmTl2jaRoNBrz/6iJTFgXJIV1QVI6el1wtGhTDh279uKLL0Kj0cDT0xOrV6/G\nhAkTEBkZ2eIxOHaNmmBNkBTWBUlhXZAU1gXZ0D33EPv4+MBgMMDLywsNDQ3YvHkzamtrWzyGs8dw\nMDMzMzMzMzMzt+/cFvc8dg0AFi5ciMWLF+Ohhx6CQqGAQqHg2DW6J2q1GqGhoc5eBgmGdUFSWBck\nhXVBjbWlZcLiE2LT2LWKigps3LgRABAWFoYtW7ZAoVAgKiqKY9fonqnVamcvgQTEuiAprAuSwrog\nW7Jq7FqXLl1gMBhQXFyMmpoauy+S2h/OjyQprAuSwrogKawLsqVOll4gNXYtLi4O33zzDdzd3ZGX\nl4cXX3yxxWNw7Nr9mXv4uuN8YR4AscaqMDMzMzMzMzM3zg4duwYAer0eqamp6N+/Pw4fPoy1a9c2\nu1cBRykAAA3TSURBVC/Hrt2/7DnSRaXiR25SU6wLksK6ICmsC2rMoWPX4uPjkZiYCKPRiKqqKowY\nMcLiSTh2jYiIiIhEdc89xDqdDrW1tejcuTPq6+vRigfM5sfapq+Zme98i0OE9TCLkU3bRFkPsxiZ\n1wtmqWzaJsp6mJ2f2+Kex64VFBQgJycHvr6+UKvV0Gg0SEpKQnBwsOT+HLtGRERERPbm0LFrw4YN\ng0KhwOLFixEaGoqHH3642Zthoua09Tc5ap9YFySFdUFSWBdkS1aNXdu4cSNmzZqF/Px8TJ482e6L\nJCIiIiKyl1a1TPzyyy/Iz883T5kw2bt3L7Kzs6FUKpvdPzc3FzVe3YUYI8bMzMzMzLGKzMzM7TPL\n5XKrWyasGrtmkp+fj8zMTKSnpze7L8euERGJx55jFYmInMHhY9dSU1Oh1WpRUVGBefPmWTwJx65R\nYyoV50dSU6wLksK6ICmsC7Ilq3qIx48fj6tXr6JHjx6IiIiweBJnj+FgZma+P3JRUZFQ62FmZhY3\n83rB3Di3xT2PXQNu9w4XFhYiKCgIsbGxLZ6AY9eIiIiIyN4cOnYNAHbv3o3Kykr8+OOPyMzMtOrE\nREREREQisKplIj4+HkajEUajEZGRkXZfJLU/bX1rg9on1gVJYV2QFNYF2VInSy8wGAwYPXo08vPz\nAQANDQ3Yvn07YmNjceLECWzfvh0DBw6Ei4tLs8f4f/8sE2LMEAC46K6juqJUqDEhHTGbiLIeZjFy\nUVGRUOthFiObiLIeZjEyrxfMjbNcLoe17nnsWnl5ObKzsxEdHY2CggJotVpMnToVQUFBkvuKNnaN\no4aIiIiI2h+Hjl0bM2YMfv31V6xfvx56vR4BAQHQarXN3hADHLtGREREROJyfeutt95q6QUDBgxA\ncHAwPD09ERcXB71ej0uXLiExMRFyuRwFBQUoLi5GeHg4fH2b3viWlJTgwoULCA0NBXD7kbZarWbu\n4Nm0TZT1MIuRlUol9Hq9MOthFiPzesEslXm9YG6c3dzcEBYWBmu0qmXi9OnTKCgoQGxsLBoaGrBq\n1SosW7YMa9asQadOnfDaa69h06ZNWLJkSZN9OXaNpKhUHKhOTbEuSArrgqSwLqgxu7dMnDx5Etev\nX8fNmzcRHx+PF154AX/5y19QVlaGV199Fd7e3rh+/Trq6urQqZPFQxLxIkaSWBckhXVBUlgXZEsW\n716fe+45PPfcc3dti4iIwLVr17Bjxw6kpaUhODgYN2/ehE6nQ+fOne22WCIiIiIiW7P6cW5OTg7W\nrVuHW7du4d1330WnTp2avRkWaewasxjZtE2U9TCLkcvLy+Ht7c2xjMx3ZdM2UdbDLEZWKpUYPHiw\nMOthdn62+9g1KWlpaYiOjoZGo8HJkyfRqVMnvPLKK01eJ9rYNRKDRqMx34QQmTi7LjiWUUzsFSUp\nrAtqzK49xM0JDw9HRkYGbt68ia5du2LlypXNvpZj16gJ1gRJYV2QBN70kBTWBdmSxY9ullJRUYHC\nwkJ069YNoaGhuHLlChYuXNjs6+9820ulUjEzMzMzMzMzMzPbNLeFVS0Tv/76KzIzM5GYmIi6ujos\nXboU/fr1w4IFC5q8lmPXSMqdswOJTFgXJIV1QVJYF9SYw1smgoKCEB4ejsTERBiNRnTp0gW///3v\nrVoAdUy8kJEU1gVJYV2QFNYF2ZJVLRMA8Pzzz2PJkiVwdXWFWq3GDz/8YMNlUXvH3i+SwrogKawL\nksK6IFuy6gmxSVZWFkJCQhATE4ORI0c2+zqOXWNmbnvu4euO84V5AMQac8PMzMzMzCxCdsrYtYaG\nBqxYsQJubm5ISkqCTCb9sJlj10iKs8dr3Y86wkgwlYpjlKgp1gVJYV1QY04Zu1ZdXQ2NRgNPT0+s\nXr0aEyZMQGRkpORrOXaNGlMVFyIinBcyIiIicj6re4izsrJw48YN+Pn5YdSoUdixYwdqa2slX2vr\nsRrM93++8y0OEdbDLEY2bRNlPcxiZF4vmKWyaZso62F2fm4Lq1sm0tPTUVNTgzlz5iAgIAAKhQIK\nhQLu7u53vY5j14iIiIjI3trSMmH1E2IAmDJlCj755BMoFApERUU1uRkmak5bf5Oj9ol1QVJYFySF\ndUG2ZPUNsaenJ7744gv89NNPGDx4MCZOnGjLdREREREROYTVN8RxcXF44okn0K9fP+Tl5bX4WrVa\nfdfXzMymnkBR1sMsRg4NDRVqPcxiZF4vmKVyR79eiNCzK1puC6t7iPV6PVJTU9G/f38cPnwYa9eu\nlXwde4iJiIiIyN6c0kO8YMECnD59Gjt27MDDDz9s7WGog2LvF0lhXZAU1gVJYV2QLVl1Q6zT6fDQ\nQw8hKysLEyZMwIULF1p8vbMfoTMzM98fuaioSKj1MDMzi5t5vWBunNvCqpaJgoIC5OTkwNfXF+fO\nnYPRaERiYiKCg4ObvJYtE0RERERkbw5vmRg2bBgUCgV+++03GAwGPPvss5I3w0REREREorO6h3jj\nxo2QyWTw9/fHiRMnbLkm6gDa+tYGtU+sC5LCuvj/2rufkKjWP47jn0rUhskgg9EsN3GpxIaIkKJN\nq7IWQQuLIgskXIRgUIvo76JWBRkRBNYipJ3Rn0V/IET5YURcg0ajhri4iEtOVDA2OjZOM89djb/7\ns3O9v3PGnjk679fKz+HJvnC+Hb+MT8+BE/oCs6nE6x9sbW2VJD1//lx37tyZce2HDx9UW1s79bUk\nMplM/imXlZXxvCDPqzw6Oqr169dL+u8A9/dXUZO956GhIV/VQy58DgQC8srzsWsdHR1KJBJKp9MK\nhUJqa2tzXMceYgAAAPxqBTl2rbGxURMTE/r+/bv27Nnj9dsAAAAABeV5IE6n0wqHwwoGg6qpqZlx\nbaGP4SD7L+eu+aUesj/yjRs3fFUP2R85d80v9ZD9kXlekKfnfHjeMjE8PKyHDx9q+fLlam5u/sd1\nbJmAk7/vEwVy6As46e/vn9onCOTQF5guny0TJV7/0itXrmjx4sV6//690um0WlpavH4rFCGGHjih\nL+CEoQdO6AvMJs9bJlpbW2WMkTFGDQ0Ns1kTAAAAYI2ngTibzaq7u1sHDx7U5s2b1d3drZl2XuSO\nosl9XUzZD3tq/Jhz1/xSD9kfmT2BZKecu+aXesj+yDwvyNNzPjztIf748aOuXbum8vJyxeNxGWN0\n8uRJVVdX/7SWPcRw0t/P3i/8jL6AE/oCTugLTGd9D/HY2JjWrl37P9cSiYTjQAw44SEGJ/QFnNAX\ncEJfYDZ5GoiDwaCSyaSOHDkiY4xu3bqlioqKf1z/n3d/aunSpZKk0dFRSSKTyeS8cmhJqf6I/C7J\nX29KIpPJZHJhsvU31WWzWZ0/f15nz56VMUYXL17UhQsXHNf29PRoUdVvngvE/DQ6Ojo15AA5bvoi\ntKRUVUvKfnFF8AN+NQ4n9AWmy2fLhOdziCORiO7evStJampqUjgcdlzX09PjqTAAAADADesDMQAA\nADAfeD6HGAAAAJgPGIgBAABQ1BiIAQAAUNQYiAEAAFDUPJ1DPN3g4ODUiRN79+5VfX39rKzF3Obm\nXnd2dmpkZETZbFZHjx5VKBSyVSYscvvvP51Oq729Xbt371ZjY6ONElEAbvri69evun79ujKZjFav\nXq3Dhw/bKhOWuemL3t5ePXv2TIsWLdK+ffuYLeapd+/eqaurS3V1dWpubp5xret50+Qpk8mYM2fO\nmFQqZVKplDl37pzJZrN5r8Xc5vVeDw0Nmc7OTgsVwjYvPfHo0SNz+fJl8/TpU0tVwja3fdHR0WGi\n0ajFClEIbvvi+PHjJpPJmPHxcXPq1CmLlcKmSCRiXr58abq6umZc5+XnTd5bJmKxmKqrq1VaWqrS\n0lKFQiHFYrG812Ju83qvy8vLVVIyK7+4gM+47YlUKqXBwUFt2rRJhtMh5y03fZHNZvXp0yetWbPG\ncpWwze3zora2VkNDQxoYGNCGDRssVgqbwuGwgsHgv67zMoPkPXmMjY0pEAjo9u3bkqRAIKBEIqHq\n6uq81mJu83qve3t7tWvXLgsVwja3PfHkyRM1NjYqHo9brBK2uemLb9++aXJyUpcuXdLExIR27typ\nhoYGyxXDBrfPi3Xr1qmvr0/GGG3dutVipfAjLzNI3p8QB4NBJZNJHThwQPv379f4+LgqKiryXou5\nzcu9HhgY0IoVK1RTU2OpStjkpieSyaSi0Sif9BQBtz9DAoGATpw4odOnT+v+/fuanJy0XDFscNMX\nsVhMb968UXt7u44dO6bHjx8rlUpZrhh+4mUGyfsT4qqqKo2MjEzlWCymqqqqvNdibnN7r4eHh/X2\n7VsdOnTIRnkoADc9EY1GlU6ndfXqVX3+/FmZTEb19fVauXKlrXJhiZu+KCkpUWVlpeLxuJYtW8b2\nqnnMTV8YY5RMJiVJP3780NjYmBYsWGClTtj3/2yh8zJvzsqrmyORyNT/5GtqalI4HJYkvXjxQmVl\nZdq4ceO/rsX846Yv2traVFlZqYULF2rVqlVqaWkpSM34tdz0RE5fX59SqZR27NhhtVbY46Yvvnz5\nops3byqZTGrLli1ssZrH3PTFvXv39OrVKxljtH37dm3btq0QJeMXe/DggV6/fq14PK66ujq1trZK\nmp15c1YGYgAAAGCu4sUcAAAAKGoMxAAAAChqDMQAAAAoagzEAAAAKGoMxAAAAChqDMQAAAAoagzE\nAAAAKGoMxAAAAChqfwGjOxhi5qecngAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108298d50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='barh');"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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w4sQJ3o/NyMjApEmTeN+fEEK0SE/trs/nQ3l5OZ5//nnejyGRSy/ZjYqKwl//+le8/PLL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\nYV28SQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107176250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='barh', subplots=True, stacked=True, layout=(1, 4));"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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sFzAhkw0r+by6yOTJk/Xb3/5WGzZskNvtVn19vebOnRuI2gAAAICrks8mu1u3\nbvrNb36jU6dOSZJ69OihqKh2pUwAW3HdW5hwnWyYsF7AhOtkw0o+m2xJioqK4nJ9AAAAgJ98NtkV\nFRX6+9//rqqqKu8xh8OhBx980NbCgLZiVwom7GLDhPUCJuxiw0o+m+ylS5cqNTVV3bt3D0Q9AAAA\nwFXPZ5MdFxenn/3sZ4GoBbgiZCxhQiYbJqwXMCGTDSv5fAdjr1699OWXXwaiFgAAACAs+NzJPnHi\nhJYsWaK0tDTvMYfDoX/5l3+xtTCgrdiVggm72DBhvYAJu9iwks8m++GHH252zOFw2FIMAAAAEA58\nNtm33HJLIOoArhgZS5iQyYYJ6wVMyGTDSn7dVearr77S3r17veOamhrbCgIAAACudj6b7I8//li/\n//3v9cc//lGS5PF49K//+q+2Fwa0FbtSMGEXGyasFzBhFxtW8tlk/+1vf9Ovf/1rJSQkSCKPDQAA\nAPjis8nu0KGDoqOjveOamhpdvHjR1qKA9jh58mSwS0AIIt4GE9YLmJSXlwe7BIQRn2987NOnj954\n4w1VV1dr9+7d2rRpk4YOHerXi7/66qs6ffq03G63nnnmGSUlJbV4bkFBgTZu3ChJmjhxogYMGODn\nXwEAAAAILT6b7EmTJunDDz9Ut27d9Mknn2jkyJF+N9nTpk2TJB04cECbNm3S008/bTzP7XZrw4YN\nmj9/vqRLt3K/5ZZbiKagTchYwoRMNkxYL2BCJhtW8tlkR0VFaeTIkRo5cmS7P0lsbKw6dmz5UxUX\nFyslJUUxMTGSpKSkJO8xAAAA4Grj1yX8rtS2bdtabdIrKyvlcrm0Zs0arVmzRi6XSxUVFYEoDWGE\njCVMyGTDhPUCJmSyYSWfO9mPP/54s9iGw+HQ66+/7tcn2L17t3r06KGePXu2eE5CQoKqq6s1depU\neTwerV69Wp06dWr1da//+v8pxumUJF2srZWkiBu7LnRT1wap9FypJOmaa6+RFHnjC1XndKb6mJzX\nSbXOMyorvfR4l2suPR5J45iODTpfXilJio27FJOouVATcWN3Q4Ma1dXVXXr8m9hIY9MdCeMO8qj6\nxBeSpC5dukiSysrKIm5c0aeTSrpd+jl24UK1JEn9u+lMnMM7jotzNXk8HMdJMXU6efhrSf8bl2n8\nz0akjb/Tz6ELdQ3Nvn8u1LvlrqgKie/fQIzrL9TI9eUBXfPNz5PSb36eRNo4uvMt0nUu5eXlSZI3\nFp2XlycmLOjoAAAUWElEQVSX69L3Uns4PB6Ppy1POHz4sI4dO6b77rvP57nHjh1TXl6ennjiiVbP\nc7vdWrhwoebPny+Px6MlS5Zo8eLFLZ6fm5urwy/+tS1lh6VBP39UuYcrg11G0KUPqNOu/R8Gu4yQ\nMLjPAO3ctDHYZQTdHfeN0/YPNwe7jKC7765HVPHOwWCXEXSdH+6v3I/+FOwygu7eB55QbU1asMsI\nCdGxJ/X+B28Eu4yg+0HmeBX95Uiwywi6700crpvuMF9wIz8/X8OGDWvX6/rcyf62vn376r/+67/8\nOnf58uXq2rWrFi1apNTUVE2ZMkWStGPHDjmdTg0aNEjSpdz3+PHjvY31hAkT2loWAAAAEDJ8NtnH\njh1rMi4vL9eRI/79r+fll182Hs/IyGh2LD09Xenp6X69LmBSXl7OO8PRTE1NDVcYQTO1tTVyOpkX\naIr1Alby2WSvXbu2SSY7Pj5ekyZNsrUoAAAA4Grms8n+9a9/HYAygCvHLjZM2JWCCbvYMGG9gJUC\ncgk/AAAAIJL43MletGhRq48vXLjQsmKAK0EmGyZkLGFCJhsmrBewks8m+6abblJ8fLzS09Pl8Xi0\nY8cOSdKdd96pNl79DwAAAIgIPuMihYWFeuihh9S7d2/ddNNNmjRpko4cOeIdA6GCXWyYsCsFE3ax\nYcJ6ASv5bLLPnTvX5Daj1dXVqqzkBigAAABAS3zGRcaOHatf/OIXuvXWWyVJn3/+uSZOnGh7YUBb\nkcmGCRlLmJDJhgnrBazks8nOysrSwIEDdfToUUVFRelHP/qRunTpEojaAAAAgKuSX7dVv/baazVk\nyBC7awGuCLvYMGFXCibsYsOE9QJW8us62R9//LH+9Kc/SZI8Ho8OHTpka1EAAADA1cxnk/3666/r\n6NGj2rdvnyTJ4XDozTfftL0woK0uf4Mu0KimpibYJSAE1dYyL9Ac6wWs5LPJPnr0qKZMmSKn0xmI\negAAAICrnl9xkYaGBu/HxcXFcrvdthUEtBeZbJiQsYQJmWyYsF7ASj7f+DhixAgtXrxYJSUlev31\n17Vz50795Cc/CURtAAAAwFXJZ5N99913q1evXtq/f786duyoRYsWqXv37oGoDWgTrpMNE657CxOu\nkw0T1gtYya9L+KWmpio1NdXuWgAAAICw4DOTXVJSEog6gCvGLjZM2JWCCbvYMGG9gJV8Ntm/+c1v\nAlEHAAAAEDZ8NtkxMTGBqAO4YlwnGyZc9xYmXCcbJqwXsJLPJvvee+/V2rVrVVlZ2eQPAAAAADOf\nb3x85513JEm7du3yHnM4HHr55ZftqwpoBzLZMCFjCRMy2TBhvYCVfDbZK1euDEQdAAAAQNjw646P\nwNWATDZMyFjChEw2TFgvYKUWm+zly5d7P/7rX/8akGIAAACAcNBik11WVub9+O9//3tAigGuBJls\nmJCxhAmZbJiwXsBKxEUAAAAAi7X4xsdz587pvffek8fjUUlJifdj6dLVRR588EGfL/75559r7dq1\n6t+/vx5//PFWz125cqVOnTqlmJgYZWZmKisrq21/E0S88vJydrPRTE1NDbtTaKa2tobdbDTDegEr\ntdhk33333bpw4YIk6a677vJ+3BZ1dXV66KGHdPjwYZ/nOhwOzZw5U9ddd12bPw8AAAAQSlpssidO\nnHjFLz5w4EAdPHjQ7/Mbd8qB9mAXGybsSsGEXWyYsF7ASj6vkx0osbGxeumllxQfH68nn3xSycnJ\nwS4JAAAAaJeQabKnTJkiSTp+/LjWrVunuXPntnp+bU2NnN/8j7P2m+taRtq40flvrg/d6Zud3Egb\n19Ve9F4ju3Pnzk0+lhRx48br/zbu1EXi2O1xq1FFRYWio6O9O1SN18GNlHGw52MojBMa6tTo8utj\nO52xITFfAzk+efKkJOmGG26I6PFN35Gk5t8vkbZeNNQ3NHk/Uyh8vwZj3CgvL0+SNHToUO/Y5XKp\nvRwemzMa//jHP5Sfn+/zjY+NvvzyS7399tuaNWtWi+fk5ubq8Itcu3vQzx9V7uHKYJcRdOkD6rRr\n/4e88VHS4D4DtHPTxmCXEXR33DdO2z/cLCmy38h0312PqOId/yN74arzw/2V+9GfmhyLxDc+3vvA\nE6qtSQt2GSEhOvak3v/gjWbHI229+EHmeBX95Uiwywi6700crpvuGGB8LD8/X8OGDWvX69q6k52T\nk6N9+/aprKxMFy5c0LRp0yRJO3bskNPp1KBBg7znrlixQqWlpYqLi9NTTz1lZ1kIU5HeYMMskn5g\nwn+R1mDDP6wXsJKtTfa4ceM0bty4ZsczMjKaHZsxY4adpQAAAAABw81oEDa+na0CpP/NIAKXuzyb\nDTRivYCVaLIBAAAAi9FkI2yQyYYJGUuYkMmGCesFrESTDQAAAFiMJhthg0w2TMhYwoRMNkxYL2Al\nmmwAAADAYjTZCBtksmFCxhImZLJhwnoBK9FkAwAAABajyUbYIJMNEzKWMCGTDRPWC1iJJhsAAACw\nGE02wgaZbJiQsYQJmWyYsF7ASjTZAAAAgMVoshE2yGTDhIwlTMhkw4T1AlaiyQYAAAAsRpONsEEm\nGyZkLGFCJhsmrBewEk02AAAAYDGabIQNMtkwIWMJEzLZMGG9gJVosgEAAACL0WQjbJDJhgkZS5iQ\nyYYJ6wWsRJMNAAAAWIwmG2GDTDZMyFjChEw2TFgvYCWabAAAAMBiNNkIG2SyYULGEiZksmHCegEr\n0WQDAAAAFqPJRtggkw0TMpYwIZMNE9YLWIkmGwAAALAYTTbCBplsmJCxhAmZbJiwXsBKHe188c8/\n/1xr165V//799fjjj7d6bkFBgTZu3ChJmjhxogYMGGBnaQAAAIBtbN3Jrqur00MPPeTzPLfbrQ0b\nNmjevHmaN2+eNmzYII/HY2dpCENksmFCxhImZLJhwnoBK9naZA8cOFAJCQk+zysuLlZKSopiYmIU\nExOjpKQkFRcX21kaAAAAYBtb4yL+qqyslMvl0po1ayRJLpdLFRUVSklJafE5cV18N+/hLiqKSP3l\nyGTDhIwlTMhkw4T1AlYKiSY7ISFB1dXVmjp1qjwej1avXq1OnTq1+pwTSSfVoUMHSVJDQ4MkRdz4\nO7GlurFLserr6iRJHaOjJSnixlFul0orqhQbGydJqqm5IEkROfZ4pJqLFy/9+3S89O1dX18fcWP3\nZXGzxl//Nv7wjKRxVEKMKm6OueJ/z6t97HJK9W53yNQTrHFUbJSqzx2QJMXFXVo/Lly4EJHjzglx\n6ujxqL7um3+f6G/+vSJs3MHVUdG9OobMz/NgjeujL/3czMvLkyQNHTrUO3a5XGov25tsf7LVycnJ\nOn36tHdcXFys5OTkVp9zrvTMFdd2tTt//mvt2r4+2GUE3T2PPKpaR7TOl1fJGeuUHJe+eWprLy0m\nkTT2SGrQN/8Zq2/83ou8scPh0OUu35369k5VOI8r6yqVf+rvinT3elJV+635UltT900jGvz5Gqhx\nZVWp9u74syDdMWqsaqvrvOOGxmarvl4dO3b0jr/9eLiNqy5Was/xHYp0yf/nu5L+t7luNHToUOXn\n57f7dW1tsnNycrRv3z6VlZXpwoULmjZtmiRpx44dcjqdGjRokKRLsYfx48dr8eLFkqQJEybYWRYA\nAABgK1ub7HHjxmncuHHNjmdkZDQ7lp6ervT0dDvLQZhzxjqDXQJCEBlLmDTGKYDLMS9gJd45BwAA\nAFiMJhtho7amNtglIARx3VuYNL4hELgc8wJWoskGAAAALEaTjbBBJhsmZLJhQvYWJswLWIkmGwAA\nALAYTTbCBplsmJDJhgnZW5gwL2AlmmwAAADAYjTZCBtksmFCJhsmZG9hwryAlWiyAQAAAIvRZCNs\nkMmGCZlsmJC9hQnzAlaiyQYAAAAsRpONsEEmGyZksmFC9hYmzAtYiSYbAAAAsBhNNsIGmWyYkMmG\nCdlbmDAvYCWabAAAAMBiNNkIG2SyYUImGyZkb2HCvICVaLIBAAAAi9FkI2yQyYYJmWyYkL2FCfMC\nVqLJBgAAACxGk42wQSYbJmSyYUL2FibMC1iJJhsAAACwGE02wgaZbJiQyYYJ2VuYMC9gJZpsAAAA\nwGI02QgbZLJhQiYbJmRvYcK8gJVosgEAAACL0WQjbJDJhgmZbJiQvYUJ8wJWoskGAAAALGZ7+Kig\noEAbN26UJE2cOFEDBgxo8dyVK1fq1KlTiomJUWZmprKysuwuD2GETDZMyGTDhOwtTJgXsJKts8nt\ndmvDhg2aP3++JGnp0qW65ZZb5HA4jOc7HA7NnDlT1113nZ1lAQAAALayNS5SXFyslJQUxcTEKCYm\nRklJSSouLm71OR6Px86SEMbIZMOETDZMyN7ChHkBK9m6k11ZWSmXy6U1a9ZIklwulyoqKpSSkmI8\nPzY2Vi+99JLi4+P15JNPKjk52c7yAAAAAFvY2mQnJCSourpaU6dOlcfj0erVq9WpU6cWz58yZYok\n6fjx41q3bp3mzp3b4rn19fXe7FTj/zwjbXz5v0Uo1BOssdvtVm1NrTeT3bijHanjYH89QmH87d+I\n1dTUeLPZjTvbkTIOha9HsMeXz4ZQqCeY49raS/PD6YyN6HGjb//7NB4Lla+X3WNPhP19ffVTeXl5\nkqShQ4d6xy6XS+1la5OdnJys06dPe8fFxcV+7U5HR0erQ4cOrZ5z+TfEt9+owDiyxlFRUU3e9Pjt\nN0BG2jjYX49QGF/+vo9vv/Ex0sah8PUI9tjRxvPDedzYbDK+JNhfj2CPHd86Fux6gj1ubK4vH+fn\n56u9bG2yo6KiNH78eC1evFiSNGHCBO9jO3bskNPp1KBBg7zHVqxYodLSUsXFxempp56yszSEoct3\ns4FGl+9iA40u370DGjEvYCXbZ1J6errS09ObHc/IyGh2bMaMGXaXAwAAANiOm9EgbLCLDRN2sWHC\nbiVMmBewEk02AAAAYDGabIQNrpMNE66TDROuhwwT5gWsRJMNAAAAWIwmG2GDTDZMyGTDhOwtTJgX\nsBJNNgAAAGAxmmyEDTLZMCGTDROytzBhXsBKNNkAAACAxWiyETbIZMOETDZMyN7ChHkBK9FkAwAA\nABajyUbYIJMNEzLZMCF7CxPmBaxEkw0AAABYjCYbYYNMNkzIZMOE7C1MmBewEk02AAAAYDGabIQN\nMtkwIZMNE7K3MGFewEo02QAAAIDFaLIRNshkw4RMNkzI3sKEeQEr0WQDAAAAFqPJRtggkw0TMtkw\nIXsLE+YFrESTDQAAAFiMJhthg0w2TMhkw4TsLUyYF7ASTTYAAABgMZpshA0y2TAhkw0TsrcwYV7A\nSjTZAAAAgMVoshE2yGTDhEw2TMjewoR5ASvRZAMAAAAWo8lG2CCTDRMy2TAhewsT5gWsZOvvRQoK\nCrRx40ZJ0sSJEzVgwABLzgUAAABCmW1Nttvt1oYNGzR//nxJ0tKlS3XLLbfI4XBc0blAS8hkw4RM\nNkzI3sKEeQEr2RYXKS4uVkpKimJiYhQTE6OkpCQVFxdf8bkAAABAqLPtv2yVlZVyuVxas2aNJMnl\ncqmiokIpKSlXdG6j2zLusaPsq0pUVIdglxBSamtq2c1GMzU1Nexmo5n6+np2LdEM8wJWcng8Ho8d\nL3zq1Cnl5ORo6tSp8ng8Wr16tR555BElJydf0bmSlJuba0fJAAAAQBPDhg1r1/Ns++9acnKyTp8+\n7R0XFxe32DS35Vyp/X9ZAAAAIBBs28mWpM8++8x7xZAJEyZo4MCBkqQdO3bI6XRq0KBBPs8FAAAA\nrja2NtkAAABAJOJmNAAAAIDFaLIBAAAAi4XsdWq4WyRM2vK1fvXVV3X69Gm53W4988wzSkpKClSZ\nCKC2fv/X1dVp+vTpGjNmjEaNGhWIEhEEbZkXZ8+e1csvv6yGhgbddNNNmjx5cqDKRIC1ZV5s27ZN\nW7duVYcOHfToo4/SW4Spzz//XGvXrlX//v31+OOPt3pum/tNTwhqaGjwzJs3z1NbW+upra31LFiw\nwON2u6/4XFzd2vu13r9/v+fVV18NQIUItPbMib/85S+eZcuWed5///0AVYlAa+u8ePHFFz2HDh0K\nYIUIhrbOi9mzZ3saGho8VVVVnueeey6AlSKQPvvsM8+uXbs8a9eubfW89vy8Ccm4CHeLhEl7v9ax\nsbHcXCBMtXVO1NbWqqCgQIMHD5aH93yHrbbMC7fbrTNnzqhv374BrhKB1tb14oYbbtD+/fu1e/du\nfe973wtgpQikgQMHKiEhwed57elBQrLzsPtukbg6tfdrvW3bNt1///0BqBCB1tY5sWXLFo0aNUpl\nZWUBrBKB1pZ5cf78eV28eFG//e1vdeHCBd13330aMmRIgCtGILR1vfjud7+r7du3y+Px6Pvf/34A\nK0Uoak8PEpI72QkJCaqurtYPf/hDZWdnq6qqSp06dbric3F1a8/Xevfu3erRo4d69uwZoCoRSG2Z\nE9XV1Tp06BA7UhGgrT9DXC6X5syZo+eff17vvvuuLl68GOCKEQhtmRfFxcU6cOCApk+frhkzZuiv\nf/2ramtrA1wxQkl7epCQ3Mm2826RuHq19Wt97NgxHTx4UE888UQgykMQtGVOHDp0SHV1dVqxYoW+\n/vprNTQ0aMCAAbr++usDVS4CpC3zomPHjuratavKysp07bXXEi0LY22ZFx6PR9XV1ZKk+vp6VVZW\nyuFwBKROBJ4/8cH29JshezMa7hYJk7bMi3/+539W165dFRUVpdTUVE2ZMiUoNcNebZkTjbZv367a\n2lr94Ac/CGitCJy2zIuSkhKtWrVK1dXVysjIIF4WxtoyL9555x3t2bNHHo9HI0eOVFZWVjBKhs1y\ncnK0b98+lZWVqX///po2bZoka/rNkG2yAQAAgKtVSGayAQAAgKsZTTYAAABgMZpsAAAAwGI02QAA\nAIDFaLIBAAAAi9FkAwAAABajyQYAAAAsRpMNAAAAWOz/A89lr+zYDFscAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1075abb90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='hist', alpha=0.5);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x107407790>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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s0k8//XQgcgAAAACW4rFIh4eHByIHAAAAYCkei/Stt96qgoICnTp1qsV/V+vc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\nAGDA/wfM3rc2vkUiqAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1073ff890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='hist', stacked=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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ANWvWICgoCPPmzUNUVJSk9Xka/tXo/TjGJCY54jZRd4xh6sBxtp9d98n+7LPP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\nbLIBAAAAy9hkAwAAAJaxyQYAAAAs+wPrjyIVf0ZENQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107720d10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='hist', subplots=True, layout=(2, 2));"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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TOTbpDU7N+C/q3LxqubcQ4i/Z2dkcPnyYsWPHlr5nb29/2zkhISEsXryY8PBw\nunbtSkpKSumxhQsX0qtXLyIiInjppZcoLCwsPebn51f6c0xMDFFRUaWvBwwYwNy5cxkwYAAdOnRg\n2bJlFY49Li4OPz8/zM3NK3xtZVTPXYR4QEhdYeVk5d1g3+lNfDh+hbFDqZDkRSu5sesgHdZ9jbKa\nHtpVoe/+Wd8ziH5tH2PhH2/w2vAvUCrN9Nr+vXj2CcOlYyvOvPU5MWGP0eyD6bj37Fgt9xaGIc/O\nihvxQZsqt/Hz9MMVviYpKQl/f//7nqNQKDh79iybN2++7f3t27ezbt06NmzYgEqlYubMmcyfP59Z\ns2aVXne/Nm1sbFi7di3p6emEhYURERGBq6trmTFrtVo6duxIRkYGq1atKsen1A/T/60ghKj1/jz8\nMx2bROBkW/bD0lRk7DrI+Q+/o/2aL1E52pd9QS01oO1ojlyIYd3BpQxsP7bsC/RE5eRA8/kzydh1\nkJNT38O5fTCN33gOS3eXaotBCGOqTIKsbwkJCUyfPp309HQWLFhAaGho6bGpU6fecf62bduIiooq\nLS0ZP348EyZMKE2yy9KzZ08A3N3dCQ0NJT4+nh49epR5nVKpZP/+/Wzfvp1x48axd+9eLC0ty3XP\nqpByESH0SOoKK66gKI+tx1bQv+1oY4dSbrnnk4if9AYtv5qDbX1fY4dTbobon0qlGZP7vcXaA4u5\ndP2M3tsvi1u3tnTesQRLDzf2dH+M5EUrZRObGkienTWHv78/iYmJ6HQ6goKCWLNmDfXq1aOoqHwT\nkrVa7W0/V6TM7t8TrXU6XYUT5R49euDo6Hhb+YohSZIthDCqrcdW0qxuO7yc/co+2QSU5OQSN/Zl\nAmdNxKVTK2OHYxI8HL0Z89BUFqx7hcLigmq/v7mtDY1ff4a2yxeQumozsf0myHJ/QhiIo6Mj7dq1\nIzo6uvQ9tVpdrmS5V69eLFu2rDQhj46OJjw8vPS4SqUiL++veRYHDhy44/rVq1cDkJKSwpEjRwgO\nDi7znhqNpnSiY0JCAgUFBdSvX7/M6/RBykWE0COpK6wYtaaEPw79xH+GzDd2KOWi02o5/vwc3Lq1\nxW/UQGOHU2GG7J9dmvbh+KVYvt/yPpP6zjbYfe7HvkkD2q1eyJVf/uDwY9PwGvAQgS8/9UCX89QU\n8uysWebNm8e0adP48ccfsbW1xcPDg8DAwNLj90q4w8LCOHXqFP369UOhUNCiRQtefPHF0uMvvPAC\no0aNIigPCkZLAAAgAElEQVQoCFtb2zvaUalUREZGkpGRwbx587Czsysz1kuXLvH0009jaWmJjY0N\nixYtQqmsnjFmhc7Qi5wawNatW2ndunbupibEg2TH8TXsOfUnrwxfaOxQyuXCJz+QvnkP7VZ+jtLC\ndJerMpbC4nxmLR5NZIfHCWs+wKixFGfmcO7dL0nbGEPj1yZTZ0gEimr6xSpEVV29ehVvb29jh2FS\nBg4cyJw5cwgJCTFI+/f6N4+LiyutBa8oeeIIoUdSV1h+Wp2WNft/qNbJclWRsWM/yd+toGX02zU2\nwTZ0/7SysGFK5Pss3f4xKRkXDXqvslg4O9Dsg+m0+v5dLkX/Smz/p8k6fMKoMYl7k2enqI2kXEQI\noTclJRqyb+aTnVlA9s0CigpLKCnWUFKiQalUoLIwR2Vhhq2dBZcLjmCusKCpX1tjh12mgsupxD83\nh5ZfzcGqjruxwzFpfu4NGRn2PB+vmcHbo38w+u6dTq2b0XHDN1xdvpEj41/BpVMrGs2ahLWPp1Hj\nEkJUzJo1a4wdQoVJuYgQotIKC0pIPJNOSlImqclZ3MzIw8HRGkcXaxycrbG2VqGyMMNcZYZWq/sr\n4S7WkHurkPWX51BH3QWHgmZ41LHH09sRb38n/Bu6Ym1jYeyPVkpTWMT+gZOoMySc+hOjyr5AoNPp\n+Hz965ibmTOxzxvGDqeUOi+fxM+WkrxoJf5PDqX+5FGY2VgZOywh7iDlItXPEOUiMpIthKiQosIS\nTh9L5dzJ66RezsIvwBW/+i40a+WNh7cj5uZlV6GdvnwEVVYJr4x/juIiLWlXc7h2JYdTR66yadVJ\nnN1sCGjsTuMWXrh5GnfSWsIbn2Lj7029p0cYNY6aRKFQMD5iJq8sGcOWoyvp1XJIua4rKdaQlprD\n9as5ZN3IJ+tmPreyCiksLKG4UP3/34goMTdXYq5SYudghYOTFQ7O1rh72ePl44izmy1K5d0nXZnb\n2hD48gR8Rw7gzNyF7O4ygsCZT+P9yMNSry2E0DsZyRZCj2JiYmrtLPn01FsciU3izPFr+Dd0IyjY\ni3qN3LCwqPjf6u8vf4HWDboS3urRO45p1FquXs7i/KnrnDl+DUsrFUHBXjRr7YODU/WWHlxbs42z\n73xBp82LMLevWdu9301198+rN5OY/dOTTB38IY197pyspC7RkHIpk8Sz6SRfvElmRh5unvZ4ejvg\n5GqDk6sNDk7WWFmbY2FpjsrCHK1Wi0at/esbkZxCcjILyc7MJy31FteuZFNcqKZuA1fqN3KjYVNP\nrKzvXT+feSCehNkL0BYW0WjWRNx6dqzQmr1Cf2rzs7MyMjIyUCgUuLi4SJ+sBvn5+dy6dQtPzzvL\nyEx2JPv06dMsXryYpk2bMnr0/TeaiI+PZ/ny5QAMGzaM5s2bGzI0IUQ5Xb+aw94t57h+NYeQdnV5\nYkpXbO0rv1PW5fTzXLx+mimR79/1uJm5Er/6LvjVd6F7nyCuXs7i9LFUFi/Yi7e/EyHt/KjfyP2e\no5X6kp90hVMz/0ubHz+sFQm2MXi7+DOpz2w++X0Gc0cvxsXenZISDRcT0kmITyXpfAbuXvbUC3Qn\nPLIZHt4O5fgmRAkWYG0DDk7WeNe9/eit7EIuncvgQkI629YlUDfAhRahvgQ0dkfxP33GuV0wHdZ/\nTdqGXSS8uQCLz5bS+LXJOLWR3z/CuNzc3MjNzeXq1auSZFcDMzMzPDw89N6uQUey4+PjKSws5MyZ\nM/dNsrVaLW+88QavvfYaAG+//TazZ8++Z8eSkWwhDC/rRj47/zzD1eQs2ocFENzWF3OVWZXb/Xz9\n63i71GNwxycqdF1JsYaE46kc23+Z/NwiQrvUo3mob6VG0suiLS5h/8CJ1BkSQb0Jw/Xe/oNm5d5v\n2H96B13sp3ApIRMvX0eCguvQsKmHQevviwpLOHviOkf3J1NcqKZ1J3+atfG5a5/RqtVc/fVPzn/4\nLQ7BjWk0cyJ2jeoZLDYhRM1gsiPZwcHBnDp1qszzrl27Rp06dbCw+Oth6+npWfqeEKJ6qUs0HNiV\nyJF9SYR2qUffocGoLKqeXANk5KQSd2E3Y3tOq/C1KgszWrTxpUUbX1IvZ3FgVyL7tl+kZXs/WnX0\nx8ZWf8na2Xe+xMLDFf+nhumtzQdRcZGa00evknMwiIKiPRxVLmPKi3Oxc6ieyYaWVipahPrSvI0P\nVy5lcnhPErE7LtKhRwOC2/piZvbPqLnS3Bzfkf2pMzic5EUrODB4Mu7hnWn4n/GyEokQolLMZs+e\nPduQN0hPTyc1NfW+i4enpqZy7do1jh49ytGjR1GpVHh6euLq6nrX8xMTEyUBFyYpJiaGunXrln2i\niUq5lMnyRYcAiHysFQ2CPG5LRKrqt5ivqO/VhLaB3avUjr2jVelIaNK5DLb8for8/GI8vB2q/AdB\n2uY9JC78kdCf5mNey1aeqK7+mZtTyL5tF9jw23F0Wuj4UAMGhQ9i66ll5GuyaerXxuAx/JtCocDB\n2Zqg4DrUDXDh6P5kYrddxM7BEhf323eVU6rMcW7bAt/HBnLr9HlOTn2PousZOLRohLmtcZcjrM1q\n+rNT1F6pqakEBARU6lqTmE5tZ2dHfn4+I0eOJCoqiry8PBwcHIwdlhAPDI1ay+5NZ1m77Cjd+wYR\nOaqV3icZ3irIYtfJ9fQLHaW3Nl3cbIkY3Jyxz3dGXazlu/m7idl8jsKCkkq1V3g1jRMvvUvIwtlY\nuDjqLc4HRdbNfDb/fpJFn+xBrdYw+tlORD7WCv+Gblhb2TD9kY/ZHv87u0/+YbQYPX0ceXRcW8IH\nNSNm8zl+X3qEW9mFd5yncrSn0cyJdNn1E+h0xHQbydn3vqIk+5YRohZC1EQGX8KvPCXfXl5epKam\nlr6+du0aXl5e973m3zOR/94pSl7La2O/7tKli0nFU57XWzbu4tyRQjzquDLm2U4cOXaQazFn73u9\nRgeNWrYlv1hD7OGjFGkVNG/WFDOFglMnT2BlBmEdQnGyMudA7F4AritO0TawO6eOnQXu335lXveK\n7ELbbvVYvWwvh/ZcoENYIK07+3PgQGy5ru/csSPHJs+GXm05WXKLv9c5MPb/T03onwV5Wkqynbh4\nJh0Xb2jWSUWPnk3vON/Jzo3wgLF8t/F9XOzcaebf1qj/HmOe68zyJTv49qMd9OjTlOB2fuzZs+e2\n8w+eOQW929JpYhQX5n/P1rZDsOjflW5z/oO5rbVJ/f/Ka3ktr/X/2sbGhsoy6MTH1atXc/ToUbKy\nsmjatCkTJkwAYN++fVhaWt42efHYsWOlq4sMHTqU4ODge7YrEx+F0I/Es+ls+O04HXoE0Kqj/x2T\njTVaHclZhZzLyOdMej6XMgtJvVVEdoEaZxtz7CzMsFGZYaVSlp6v1kJ+iYasAjXZhWpsVEq87eHm\nxRfo1u59QusH0djdFls91Xnfzc2MPPZsPseVpEw69WxI8za+Za5GcnHBYjJ2HKDtr5+gMDNcbLXJ\n32UhZ09co3WnerTuVBdLq7K3nD+RdIAFa1/hleELqeseWA2R3t+NtFz++DUeBydrIoY0u+9kzNzz\nSZyf9w2Z+44S8PwY/EZHorQ0nc2ThBD6VZWJj7JOthB6FBNTM9Z61el0HNydyOE9SfQfEYJffZfS\nY5kFJRxKyeHg5RwOX7mFvaU5jd1taORmQ4CrNXXsLXC3tcCsHEvo6XQ6sgrUrD6wjFPJB2jYaAZn\nMvI5n1GAu62Kpp62hPo60MrbHgcrc71/ztTLWezccIbCghK69W5M/UZud121KOf4GQ6NmELHjd9h\n7Xv/b9FqMn31z4L8Yg7sSuT4wRRahPrSLqx+hVcJ2Xt6I0u2f8RrI77C28W/yjFVlVqtZffGM5w9\ncZ1+w0Pwred83/NzTpzl3Htfc+v0BRpOfRLvYb1Rmuu/Dz8oasqzUzx4THZ1ESGE6dFotGxadZKM\n67cYNakDDk7WFKm17E3KZsu5m5xOy6Oltx1t/RyZ0N4Htyqs2qFQKHCwUhB35jee6/82jXx8/4pB\nq+NSZgHHr+Wx5dxNPtqdjL+zFe38HAkLcMLXUT8TDuv4OTH8qXZcOJ3GjvUJHIqxIqxPYzy9/5nz\noSksIv6Ztwh68/lanWDrQ3Gxmri9SRyOuURgM0/GPt8Z+0r+X3Vq8jBFJYW88+tkXo+KxsPRuFtI\nm5sr6dGvCXUbuLLmxyN07tWQkPb3nojn0LwRbZb+l8yDxzn7zpdc/HwpgdOfwmtAD9k9UggByEi2\nEA+U4iI1a5YdRalQ0D8qhKxiLatPprPx7A0C3WwID3Shcz0nrMqxNXp5xZzawJajK5g98pt7x6XR\ncvJaHnuTstmdmImzjYpu9Z3o0cAZrypsfPNvGo2W4wdT2Lf9Av4NXekSHoiDkzUJb3xKwZXrtIye\nK5s+3INGrSX+4GVid1zEt54zncMDcXHTzwY9Gw4v48/DP/NG1De42Lvrpc2qyszIY9WSOOo2cKVH\nv6AyV9jR6XTc2HWQs+98iU6jodGMp2X3SCFqCSkXEUKUKT+3mBU/HMLdy57G3RvwS3waB1NyCA90\nYXAzDzzt9V9XqtPpmPHDSIZ3nUzrBl3LdY1Gq+PEtVx2XsxiV2ImgW429A1yo6O/I+Z62OWxuEjN\ngV2JHI1NppndLXSLvqPL9iWymshd6LQ6TsensmfzOZzdbOkaEYinj/7/nVbHfseuE+t5dfgXuNjr\nf9e1yigqLGHdz8fQanVEjmqFhWXZX/zqdDrSNuzi3HtfY+5oR6OZE3Hp1KoaohVCGEpVkmyDr5Nt\nCLJOtjBVMTGmudZr3q0ifv32IF4BLpxwtmXR4Wt0qufIy2H+dKrnhJ2lYSb6xV/ax7HEfYx5aGq5\nR/WUCgVe9pa0r+tIZDN3zJQK1p3OYNGhq+QUqvF1tKrSpEkzcyV1G7gS2MCBpCmvk9KxH/j44uHt\nYPCt2o2tvP1Tp9NxMSGdNT8fJe1qDg8NaELHhxoabBOZIN9WFJUU8t2W92nToBu2VsZfwtXc3Iyg\n4DqkJmexf+dFGjb1KHN3UYVCgV1gPfzGDEJpoSLh9U9I37oXu4b+WHmZxii9qTLVZ6cQVVknW2qy\nhajlcnMK+eWbgxS62/F1Zgn9PB35fmgT7MoxMldVa/b/wID2Yyv9tbmluZJegS70CnQhOauQ9QkZ\nTFqVQKivA4+28CDQrfJLK11+byF+A8IIfWkUuzaeJW5fEl3DAwkKroOilifb95N88QYxm85RVKim\nS0QgDZt4VEvZw8D2Y7GysGb2sqd4Zdjn+LjWN/g9y6JUKugV2ZQ9W87z81f7efSJUBydy+5zCjMz\nfIb2oU5kL1KWrSPu8Zdxat2MhtOfwj6ocr+shRA1j5SLCFGL5eYU8sOXsSRaWeLc3IunqziRsSIu\npJ7ko9+n8/FTqzE3K3tZt/LKLVLzx5kbrD6Rjo+jJcOCPQn1ta9QInht7TbOvvsVnTYvKt3F7/LF\nm+z88ww6rY5uvRvj3/DuO87WVtdSsonZfJbMjHw69wokKKSOUUb2d55Yy087F/BS5Ac09m1Z7fe/\nl7i9SRzcnciw8W1xdq1YPbqmoIjk71eQuPBH3Lq3p+F/nsTG38dAkQoh9EnKRYQQd0jPKuCbz/Zx\n2daKEYObMaKlFzYGXJv6fy3a+l86BkXoPVGyMFfSzNOOgU3dMFcqWXw4lS3nb+Jma4G3g0WZyXbh\n9QzixkynZfRcbPz/WdHC0dmaFqG+WNlYsH19AhfPpOPsZlPp1TNqihtpuWxefZJDMYkEt/Wj9yMt\n8PRxMNqkvXoejfFza8Cna2fiau+Fn3sDo8Txv+r4OWFhacbGFSdo0MS9QksW/r1Vu9/oQeRdSObE\ntPcouZmNU2hzlBb6+wNUCKF/VSkXkSRbCD0ylbrCQ5ey+Cn6IDZ1HHj5qbb4O1dvonj1ZhLL93zF\n5L5v6XUU+9/MlAoCXK3pF+SGrYUZiw6VnWzrdDqOTXgdj4e74vNo7zuOKxQK3DztCGnnR0mJhm3r\nTpN0PgNn19qRbP+7f6al5rBt3Wn2bD1P4xZe9B0ago+/s0nUpXs5+xFcryNfbphNUUkBjX1bmsRK\nHZ4+jpVOtAGUlha4dGqN96O9SftjF2fe+gxLT1fsGgeYxOczJlN5dgrxvyTJFsJEJCcnG/UXhVqr\n47v9Kexfc4rAuk489XhrVGUsP2YIy3Z+RrO6oYTU72jweykVCuq53J5sb71wEx8HqztWTLm8eDWZ\nB44RvOA1FPf5d1EqFdTxdaRlh7qoSzRsW3uaS+czcHKp2cl2cnIyKoUDW34/ycHdl2jU3Iu+Q4Op\n28C1zGXqqpuTrSsdgyJYFfstcRd207J+JyzM9bOcY1V4+jiisjBj46oTNGrmWa4dLv+XuZ0Nnn3D\ncGzZhLPvfsW1NVtxCAnC0u3+G+DUZsZ+dgpxL1VJsqUmW4haIjO/hLlbE3E9n0agizWPPNYKpRES\np8zcdKZ9N4yPxq/Ewab6kwaNVsf2C5n8cDiVABdrnmzrTV1nK/IuXia2/9O0/30hdoH1KtSmWq3l\n5OEU9u9KxM7ektAu9WjY1NMkRn3LQ6vVcTEhjbi9SWTezKddtwBatPHBXGX628erNSUs3f4RcRdj\nmBL5AfU9g4wdEgCHYhKJP5hC1NPtKzyi/W9atZrLi3/nwoff4vvYQBpMGYeZlfH/mBBC/EXWyRbi\nAZeQlsecrYl0KirCpVjN0HGhRkugftr5KUUlhYzrNd0o9/9bsVrLmlPp/BKfRmc/O9q8+zZ1H30Y\n//FDK92mVqPl3Kk0Du+5RO6tIlp39KdZa+8qJVmGVJBfzPFDVzi6PxlbOwtadfSncXMvzPS42VB1\n2Xt6I99v+YD+7UYzoO1olErj/4Gw688zXE68ydAn25a5vF9ZitJucGrmh+SeTaT5R7NwDm2hpyiF\nEFUhEx+FMBHGqCvccu4m83YlM9zVkuKkTIY92bZSX2HrQ37RLRaun82kvrOxtbI3Sgx/M1MqaOpp\nR+9GrqQuXErqpeukjB1DY0+7Sm9qo1D+VbPdItQX77pOnDt5nW1rT5N2NQdLK3McnK2NXlur1WhJ\nPJfBni3n2Lb2NFbWKsL6BNGpZ0POnD9GvXr+Ro2vsvzcG9IxKIJ1B5aw7fjvNPFrjZ21cTcQqtvA\nlavJWRw/dIXGLbyq9M2Gua0NdSJ7YunuwokX36Hw6nWc24c8MBMjpSZbmKqqlIvUvOEMIQTw1yS+\nn45c44fDqUxv4Ubq4RQGj25t1FHVLUdXElK/Ix6O3mWfXE10Cefw2LiRiO/e5PKtYsYvP8WuxEyq\n+iVeHT8n+o8IYfy0bvjWc2b3xrN8/cEOtq45RfKFG2g1Wj19grJp1FqSzmewde0pvnx/B/u2ncen\nngvjp3Wj79Bg6vjWjt0s3R3r8OqIL+nQuBevLR3Lij1fU6wuMlo8CoWCiEHNMDNXsnHViSr3KQCv\nAQ/RefsSim9msTf8cbKPJeghUiGEMUi5iBA1kFqrY8Gey5zLyGda2zr8+cNh+g0PMeraziXqYp7/\nagAzhi7A36OR0eL4N01BEXsjHqfh1CeoMygcgPjUW3y+NwUHK3Mmd/Slvou13u53Iy2Xc6euc+7k\ndXIyC/Bv6IpvfRf86rvg4m6rt1FunVbHjfRcriRlkXQ+g6TzN3BxtyWgsQeNg71wcavYOs41UUZO\nKou3zScp7SxjHppK6wZdjfYtQkmxhp+j99OomSftu+tvycHU1Vs4/cp86k0aSf3JI1EoZVxMiOom\nNdlCPECK1VrmbE1Eo9MxvbMfK785QJtO/oS0N+5XrduOrWL/2W3MHLrAqHH82+lXP6IoI5OWX751\n2/sarY71CRksibtG9wAnRreug4OVfnfAzMkqIOn8DS4n3iTlUiYlxRo8ve1x9bTH3dMOB2dr7B2s\nsHOwQnWP9cuLi9Tk3ioiN6eQrBv5ZFzP5UZaLtev5GBlrcLb3wm/ABcCGrlja/9gTpY7lriXJds/\nxsbSjuFdJ9OsbqhR4riVXchPX8bSo18QjZp76a3dgsupHHvmTcwsLWix4DXZnl2IaiZJthAmIiYm\nhi5duhis/YISDbM3J+Jgacb07v5s+OUYVtYqIgY3N9g9y0Or1TD126GMf3iW0ZKc/5Wx8wAnprxD\np62LsXB2uOs5OYVqfjicyu7ELMa19ebhRi4oDTQampNVQPq1W2RczyXj+i1yMgvJzSkk91YROp0O\nc3MzVBZm6LQ61GotarUGpVKBnYMVdvaWOLpY4+phj5unHR517LFzqPhSgobun8ai1WrYe3ojv+35\nCjcHL/q3HU1IQCeUiuod+b12JZsV3x/ikXGhePnor0RHq1Zz8ZPFJC9aSfDnb+DWra3e2jYVtbVv\nipqvKkm2foduhBAGk1es4bVNF6hjb8lLXesSt+cS2ZkF9B0abOzQOHR+JzZWdjT1a2PsUAAoycrh\nxJR3aP7RrHsm2AAOVuY819mPvkGufBJzmU1nb/B8Zz+9lpCU3svJGgcnaxoEedz2vk6nQ6PRoS7R\noC7RoFAoMFcpMTNTYmauNPpEyppAqTSjS7O+dAgKZ2/CJn7e/TlLd3xMnzZRdGoSgY1l9UzC9fJx\nJHxQM35feoRRkzpU6g+hu1Gam9Nw6hM4tw8hfvJs/CcMp/4zo6RvCGHiZCRbiBogr1jDzA3naehq\nw7OdfbmSmMnan48yalJHHJ31nxBWhE6n49WlY4ls/zjtGj1k1Fj+dmzSG6hcHGn69kvlvkaj1bHh\nzA1+OJzKw41cGNXKC+sasI60uJNOp+Nk8kE2HfmNE0kHaBXQhbAWA2het221LP23b9t5Lp3LYNiT\n7fS+XGLBlescHf8KVt4etPjkFcztan/9vRDGVJWRbJlFIYSJK1RreX3TRRq4WvNcZ1/ybxWx7pdj\n9B0abPQEG+DU5cPkF+YS2jDM2KEAkLp6MzknztL4lckVus5MqaB/Eze+HhJERl4JT604zb6kbANF\nKQxJoVDQ3L8dLw2axycTfifQJ5ifd37GxIUP88Ufszl4bjtFJQUGu3+H7g2wtFaxc8MZvbdt7eNJ\n+9ULUTk7ENt3AvnJqXq/hxBCP2SdbCH0SN9rvRZrtLy55SJuNiqmdK0LOli1JI7Gzb1oEeqrt/tU\nxbeb3uWh4EEE1Glq7FAoTE3nyOMv0+qbd7D2q9wzwlplRpf6TtR3tuaL2BTirt6imacttveYnFiT\nPIhrEVuqrGhYpzk9Ww6hfeNeFBbnsfvkHyze+iHxl2LJyElFoVDiZOuKmZ5GuRUKBfUbubNzwxms\nbVS4e+m3XEVhboZHRBd0Gi0nXnwb5/YhWNWp2RMiH8S+KWqGqqyTLTXZQpgotVbHO9suYWVuxtRu\n/igVCmJ3XECBgg499LdMWFUkpZ0lOf0c0wZ/aOxQ0Gm1HH9xLnWfHIpjyyZVbq+Vjz1fDgni12PX\nmbwqgeEhngxp7oFZDdlKXdzJw9Gb3m1G0LvNCPKLcjlz5Rinkg+xZPt8rt64RF2PQBp4NaVBnWY0\n8GqGl7NfpeueraxVRI5qxa/fHsDNy17viTaA//ihWNetw+HHptFs3nS8+nXX+z2EEJUnNdlCmCCt\nTse8nUnkFGqYHV4flZmSK0mZ/L70CKOf7YS9o34mVFXVgrWv4O/RiIHtxxo7FJK+Xc7VFRtpv+YL\nlOb6HT+4kl3Ip3suk12o4cUufgR5SB1sbZNflEvitdNcuHaK86knuXjtJAVFeQR4NSWgTlMaeDUl\nwKsprvaeFUq8Tx25yr5t5xn9bCcsLA0zrpUdf4a4sdOpPzGKek+PMMg9hHhQyRJ+QtQy3x68yvHU\nXN7v2xBLcyWFBSUs/mwvD/ULomFTT2OHB0Ba1hVmLR7Np0//Xm2rN9xL7rlL7I+cTIe1X2LbwDBf\nOet0OrZdyCR6/xW61nfi8VDvWlFCIu4tK+8GF1JPcvHaaS5eO8mFa6dQKJR/jXb/f9LdoE4zHGyc\n79vOplUnUJdo6TvMcCsBFaRc49CIF/Ea8BANpz8lK48IoSeSZAthIvSx1uu60xmsOJ7GxwMb4Whl\njk6nY93Px7C2saBXpPHrnv/23eb3sbawISrsOaPGoS1RE9t/Ar5R/an7+BCD3y+nUM23B69y8HIO\nkzr60qWeY41JaGQt4qrR6XRk5Fzj4rVTXLh2kgupp0i8fhobS3sCvVvQrG5bWtRrh6fT7fMlSoo1\nLF24j3bd6tOstY/B4ivOyORQ1BSc2gXTZM6LNWqHSOmbwlTJOtlC1BL7krJZGpfK/AF/JdgAJw5f\n4UZaLqMmdzRydP/IzrvJntN/8uETvxk7FC58tAgLFyf8xg6ulvs5WJkzpWtd4lNz+SQmmc3nbvBs\nJz887Cyq5f7CeBQKBe6OdXB3rEP7xn/90tXqtFzLvMzZK8c4kXSA5Xu+RGVuSQv/9rQN7E5z/3ao\nLCzoPyKEX785QJ26Tgbb9t7CzZm2yxdwePR/OP7C2zT/aKbeS6eEEOUnI9lCmIgz6Xm8uvEib0UE\n0OT/a36zbubz48J9DBvfziATpyrrl90LuVWQxfiIWUaNIyvuJHFjptNp6w9YebpV+/2LNVp+i09j\n1Yk0RrT0YnAzd5kY+YDT6XSk3LhIfOI+DpzdRkrGRVo16EKnJg9Dui8nDl5l5KSOmOt5/ex/0+QX\ncuTJmZjb2RL8xWxJtIWoAikXEaKGy8gr5rnfz/JsJ18613MCQKfV8cu3Bwho7EG7bvWNHOE/Cory\neP7rAcx57Ae8nP2MFoc6r4C94Y/TaMbTeA007iY4f0+MzCn6a2JkY3eZGCn+kpmbzsFz29l1Yj03\nb6VRR9GOYI+eRD7SzaD31RQWcWTcDFTOjgQveA2FmcwfEKIyZDMaIUxETExMha8pUmt5c0siA5u6\nlSbYAHH7ktBqdIR2qafHCKtu67GVNPdvb9QEG+DMm5/h1LqZ0RNsAB9HK97r05BHmnvw+qaLfL43\nhVn/aHQAACAASURBVLxijbHDukNl+qeoGmc7dyJaDWPu6B94+dFPqVPfmt8uvMLcpS9w8dppg93X\nzMqSVt+9R3FGJsdfeBudxvT6479J3xS1kSTZQhiRTqfj45hkvOwtGBHyz6ohN9Nzid1+gT6PtkBp\nQuUHJepi1h/60ehL9qVt2kPG9liavFP+bdMNTaFQ0CvQhehHmlCo1vDUitPEXMqiBn5ZKAzE3yOQ\n8b1n8MagZRSkuDBvxRTe/nUyF1JPGuR+ZtaWtF70PoVX0zgx9T10Wq1B7iOEuDvZ8VEIParojmW/\nHU/j2NVc3oxogMrsr795tRotq5bE0aqTPwGNTWsXt50n1pJbkMWAdmOMFkNR+k3iRv+H4IWzsTPQ\ncn1VYWmupJO/E4Fu1nwZe4W4K7kms2Ok7KhnGlxdHVBme+JDVwKauPDt5ne5kHqS+p5B2Fk56PVe\nSpU5nv27k/ztcnJOnsPtoQ4muRqO9E1hqqqy46OMZAthJAcv57DyRBqzwwOw+tckqIMxl1CpzGjV\n3rR+6Wi1GtbuX8zA9o8bLQadTsfJae/hPbQ3Lh1aGi2O8giuY88XQ4IIdLdh8qoEVhxPQ6OVUW3x\nly4RjchMK8BH0ZGPxq/Cz60Bry4Zw6+7v6BYXaTXe5nb2tB68Qfc3HuEiwuW6LVtIcS9SZIthB6V\nt67w+q1i5u1M4pWH6t+29FvG9VwO7U7k4UdaoDChMhGAQ+d3YmtlT1O/NkaLIeWntRRcuU7g9KeM\nFkNFWJgpeayVFx8PbMT+y9k89/sZzmbkGy0eqXs1HSqVGX2HBbNtXQIlBQqGdBrP+4//TMqNi7z8\nfRQnkw/p936O9oQum0/Kkt9J+WmtXtvWB+mbojYy6Lo+8fHxLF++HIBhw4bRvHnze567fft2Nm/e\njJmZGcOHD7/vuULUZCUaLXO3JTI02IMWXnal7+u0OjatOkGnng1xdLY2YoR30ul0/B67iMgOjxvt\nq+a8xP9j776jorq6PgD/pjDA0NsgICBFmgqKBbGi2HtNNCZGozGxJCZG38SurzWJiS0mmmiCsSa2\nxN4LoigqCtKkF+m9DcMwM/f7w0/fGMoMDFPA/azFyroz596zMRfYXPbZ5zniN+xGj5M/gM3T0UgM\nTdXWRA9fD3fF1cQirLyUhABnM7zf1QZ8LSghIZrTxs4EXXo64NLJp5g4oxvMjQRYNO5bPEy4iV3n\nVsHPLRDv9P8EOtzm6cGu18YK3Y5uRdj4+eBZmEIwtG+zXJcQUjeVPcmWyWQ4duwYVqxYgRUrVuDY\nsWMNLgA6d+4c1q9fj6VLl+LIkSOqCosQlVJkx7Kf72fBnK+DSZ0Er70eEZYBAOisZWUiABCd/gBV\n4gp0ax+gkfllEgki56+Fy6IZMPJoWm2cprFYLAxub4GfJ3pCWPNiYeTdtBK1xkA76mkfvwBniKok\niLif8eq1bu0D8M2MIygoy8aKg+8jszCl2eYzcHGA7/6v8fTzTSh5FNVs11UW3ZukNZKbZB8+fBh5\neXmNvnBOTg5sbGzA4/HA4/FgbW2NnJycesc7ODjg6dOnePjwITp31u5aS0KaKji5GGEZpVjSz+G1\nJ8LlpSLcuZqAIeM7al2ZCAD8fT8IY/xmgM3STIVZ8vbfwTXiw/GDSRqZvzmZ6HHxRT9HfBngiL1h\nWVhzJRl5FWJNh0U0hMNhY8TkTrhzNQElhf8rJTLUN8Gicd9icOfJWHN4Nu7GXm62OU26eKHTtuV4\n/MEyVGVkN9t1CSGvk/sT09jYGFu2bMGGDRsQFhYGmYItgCoqKsDn8xEUFISgoCDw+XyUl5fXO97T\n0xM3b95EeHg42rVrp/AnQIg2aaiuMKNEhJ13n2NFoBMMdf9XqcUwDK6ejkHnng6wtDas93xNSc6J\nRWZhKvp4DdfI/CXhMUj/7QQ6bVsBFrv1LCPxtjHC7gkecLXQx7xTcTgVpfqFkVT3qp3MrQzRo78z\nLp2Keu0vviwWC4M6T8CKt3/CkeCdOBL8A2Sy5ul3LRjSG+3mTsWj6f+BpKKyWa6pDLo3SWsk9yfW\nqFGj8M0332Dq1Kl4+vQplixZgj///BOlpaUNnmdoaAihUIh33nkHU6dORWVlJYyN625NlJOTg6io\nKCxcuBCfffYZzp8/j+rqhldX//MLMiQkhI7pWKuPbwSHYP21FMzoZoPcuPDX3j99/BayMvLhF+Ci\nNfH+8/jXc9/By8IfXI6O2ueXVFbh/qyvwJ4+Eno2Vlrx79GcxzwOG+2ESXjXthx300rx6eln+PPq\nXa2Jj47Vd9y1lyNqxFKcPHKz1vsZ8XnY8N7viM+MxNJ9M3D91tVmmb/dR1MgsrPAjbc/fbVZjbb8\ne9AxHWvLsTIU3lY9Pj4e169fR3x8PHx9fREfH4/Bgwejb9+6F07IZDKsXr0aK1euBMMwWL9+Pdat\nW1fn2OzsbPz6669Yvnw5JBIJli5dig0bNoDHq3uxB22rTlqanXcyUCGW4qsAx9fKRERVNQjaHoLR\nUzvDztFMgxHWLbsoHasOzcTOj85Aj8dX+/xRizdDJhLD+4dVap9b3RiGwdXEIuwNy0KAixlmdLWB\nvg4tjHyT5OeU48+9YZj+SW8YmejVel8ircGvVzYjNS8eX03aAWO+8t8zZDUSPJz6OYw7tIfH2k+V\nvh4hrY0y26pz5Q3466+/EBwcDIFAgEGDBmHOnDlgs9mQSqVYtmxZvUk2m83GpEmTXiXWkydPfvVe\naGgodHV1XyXKNjY28PT0xPLly8EwDEaOHFlvgk1ISxOaVoqwjDLsnuBRqzPHrQvP4OpprZUJNgCc\nfXAAgztP0kiCnXP6OopCHqHXlSC1z60JLxdG9rA3wS/3MzH7eCwW9LKHv6OJpkMjamLVxgidezrg\nyt/RGP+eb63vF1yODj4cugJ/hvyEVYc+wLK3dkFgYqvUnGwdLrrs3YDQ4bNh3MkNtpOGKXU9Qsj/\nyE2yxWIxli9fDgsLi9de53A48Pb2bvBcHx8f+Pj41Hrd39+/1msTJkzAhAkT5IVDiFYLCQl5bZV8\nobAG20PSsTLQqdaOf5lpxUiJz8fMz7SzjVZReR7uPbuKrbNPqn3uqoxsxCzdgq4Ht4BrZKD2+TXJ\nRI+Lxf0dEZFVju13MnA5vhDzerWFlYHyDx7+fX8S7dMzwAUHdt1FXGQ2PH1qJ9AsFgtv950HE745\n1hyaheVv/wg7Cyel5tQxNUaXXzchbOInMPRwhnFHN6Wu1xR0b5LWSG5N9ltvvVUrwX5p2rRpzR4Q\nIa2FjGGw5VYaRnhYokOb1xc0yqQyXP07BgEjPKCrJ/d3XY04E3YAAR1HN8ufpBtDJpEgYt4aOM2b\nBpMuXmqdW5v42L5YGOlsoY+5J+Nw5EkOqiWKLTwnLReHy8bQCR1x41wchA10nRnWdQre7jcP6/+Y\n2ywt/ow8XeC18XM8nrUM4uIypa9HCGlCn2yGYZCYmKiKWAhp8f75JOZkVD6qamSY1qVNrXGP76WD\nb8iDe6fa72mD0soiBEefxcju76l97qTvfgPHQB/t5k5V+9zahsdh4z1fG+wc646EgirMPh6LW8nF\nDe450BB6Utgy2NibwrOzLa6fjW1wXP+Oo/F233nY8Mc8ZBWmKj/vuMEQDOuLyHlrXi2EVBe6N0lr\nJDfJ/uabb147ZrFYOHr0qMoCIqQ1SCoU4o+IXHw5wBGcf/W9rigT4d6NJASO9tTY7onynH94CL08\nhsDcyEqt8xbeCcfzw2fgvWNlq2rXpywbY12sGuSEJf0dcDQiF1+cTUB8vua2Zyeq12dQe+Q8L0VS\nbMP7VAR0GoPJfT7G+j/mIrfkudLzuq+YD6moGolbflX6WoS86eT+FKuoqHjtWCaTyW3fR8ibKiQk\nBCKJDBuvp+LjnnawMdKtNebm+Wfw7m4Pcyvt64kNABWiMlyLOIXRfu+rdV5xUSmefvJfdNy6DLqC\nukvU3nTeNkb4Yaw7BrtZYNWVJHx7Kw2FlTUKn69sOyqiPjo8DoaM74Crp2MgrpY0OHaA91iM85+J\nTX8uQGllkVLzsnW46PzzOjw/cgYFwQ+UulZj0L1JWqN6i0EvX76MS5cuIS8vD1988cWr1ysqKuDp\n6amW4AhpiX59kAVXSz4CXc1rvZeWWIis9GIMndBRA5Ep5tKjo+jWvr/SXQsag2EYRC3aiDZjAmE1\nsKfa5m2JOGwWhrtboJ+TKY5G5GLOyViM9rTEZG/rWotrScvm4GIBe2dz3LmWiAEjPBocO6TLWyip\nKMTXxz/Fyil7oK/b9AXDulbm8N65CpEL/oteV4Oga1X7exkhRL56+2QLhUJUVFRg69atWLRo0asa\nQB6PB1NTU7UG+W/UJ5toq4iscnx9Mw17JnrASPf132GlEhn277yDfkPd4OplraEIG1ZVXYlPfx6D\ntdN+ha25o9rmTf/tBJ4fOYeeZ/eAzdNR27ytQW65GAfCs3E/owxvewswxssKPC6V2rQWlRXVCNp+\nB5NndoPAtu4N3V5iGAZ7L29EXkkmvpy0/dUGUk2V8PXPKAmPRrcjW6l8i7yxlOmTXe9XDZ/Ph0Ag\nwMyZM2FlZQWBQACBQKDxBJsQbSUUS/Hd7XR81te+VoINAA/vpMLUnA8XT4EGolPMlSfH0cnRT60J\ndmnkMyR8uw8+u9dSgt0E1kY8LO7viG9HuiIqtxIzjsXgwrNClW/RTtTDwFAXfYe0x+W/oiGT8/+U\nxWJh1uCvwOPq4tcrXzd5gexLLl98AFm1GMk/HFTqOoS8qeT+aurmpv5+mYS0RL+EZaINuxI97Gtv\nHlJaXIUHwSkYqMWLHcU1Ipx/eAjj/Geqbc6a0nI8+XA5vDZ9AQNne7XN2xq1M9PHmsHOWBnohGsJ\nRfjwxItOJP9MtqnutWXq1LUtOBw2IsIy5I5lszlYMGo9ErIicTFcuSYFbC4X3rvWIO3nP1AcFqnU\nteShe5O0RvT3H0KawcPnZQjLKMMQQd19bYMvPkMXfweYmqt/50RFXY/8C642HeFg1V4t8zEMg6ef\nbYBVYC/YjG3an+JIbZ4CA3w70hXz/NviZFQe5pyIxdWEInqy3YKx2CwMHueFu1cTUFEmkjteX9cA\nSyZsxd/3fkNEyl2l5ta3s0bH775CxNzVqCmh/tmENAYl2YQoqVIsxdbb6VjU1wGD+tfu9ZqZVoys\n9BJ076fcrmyqVCMR43TY7xjvP0ttc6buOYrq7Hx4rF6gtjnfFCwWC93aGmPbaDfM79UWF54VYtbx\nGFRYeaJGShvatESW1kbw7m6PG+fiFBovMLXDwjGbsevcKqU3qxEM7QvBsL6IWfqdUtdpCPXJJq1R\nvd1F7t27h549e+LMmTO13mOxWBg1apRKAyOkpdh97zn87E3QtW3tRUmMjMGNc3HoM6Q9eDzt3NkR\nAIKjz8Le0hkuNh3UMl/xg6dI+eEg/C/sBVtX+e3CSd1YLBZ87Yzha2eMyOwKHHqcg0OPczChoxWG\nulmAT91IWpSeA1wQtCMEKfH5cHKT38Pe094XU/rOx3envsCG9w4o1XHEfcV83B0yA1mnLsN2/JAm\nX4eQN4ncJ9kXLlyASCR67aOqqkodsRGi9e6llyIiuwIf+r1od/fvusK4yGwwDAMvH/W1w2ssqUyC\nv+8Hqe0ptrigGBEfr0LHrcugb2+jljkJ4G1jiNHGOVg2sB2icysx/Y9o/Hw/E3kNbN1N1EMkkSGv\nQoykQiHi8ioRnVOBiKxyPM4sR3RuBRILhMgoEaGsRoaBozxx9e8Y1IgV25FxoM94uNl1xi+XNii1\nEJKjrwvvnasQt2IbRFkNb5DTFFSTTVqjeh+t9ez5oletpaUlJk+erLaACGkpyqsl2BGSga8GOEJf\np/YTwZoaKYIvx2PkZG+w2Nq52BEA7sRegoWhNTzadlH5XIxUiogFa2EzYQgEg3urfD5Sm6fAACsC\nnZBTXo2/o/Mx91QcfG2NMK6DFbysDbR2YW5LJWMY5FaIkVEiQk65GDnlYuRViJFbIUZhZQ3KqiVg\nAJjocmGoywGPwwaXzQKHzQKbBdRIGVRLZaiWyCAUS1EqkqCLFFizJwxcd2s4mOrCwUwPjmb6cDLT\ngw6n9rOzDwb9BysOzsCVJ8cxpEvTf56bdPaE4+zJePr5BmrrR4gC6u2T/VJ8fLzWdRihPtlEG3wX\nnAZdLhsLetXdFePezSTkZpZh7DTVJ69NJZVJ8MW+yZg9ZCk6OvZQ+XyJW/ahMOQRuh/fATZXe8tn\n3iSVYikuxRfibGwBOCwWhntYYJCrOYz16P9PY5WKJEgoECKlqAppxSKkFouQXiKCIY8DBzM92Bjx\nYG3Eg7WhLtoY8WDB14GRLgd6XLbCv9xIZQyy8itxas89eIzugHywkF4iQnJRFXLLxXC10IeXtQE6\n2xrBu43hq57p2UXpWHVoJr6atBMuNl5N/hxlEgnuj50L2/FD4DibHsCR1k+ZPtlyv4tqW4JNiDZ4\nnFmOx1nl+HlC3bufVpZX41FIKqbN9VdzZI1zJ/YSTA0s0MGhu8rnyrt0G88Pn4H/xX2UYGsRAx4H\nEzoKML6DFZ7mVOB8XCEOhOegh70xhrlbwLuNITha/JcYTamqkSKhQIhn+ULE5wsRly9EebUE7S35\ncDJ/kegO97CAo6keDOvom99UHDYL9taG6DXQBSmPn+Odmd1eJeiVYime5VciOrcSB8NzkFpchU5t\nDNHL0QR9nGwxa8hSbD/9FTa+fxCGeg1vbFMfNpcL752rcG/UR7Do3x2G7ds12+dGSGsj90m2NqIn\n2USTRBIZPjoRi/m92tbqiR0SEoI+ffrg0sko6OpzETC84a2QNUkqk+CLvZPw4dDl6OCo2iS7IjEN\nYWPnwvf3b2DaVXu3lG/tXt6f8pSJJLiWWITLCUUorqpBfyczBLiYwcOK/0aWk0hkDFKKqhCXV4ln\n+UI8KxAip1wMJzM9uFvx4W5lADcrPtqa6IKtpn8fqVSG33feRa9AV7h3alPnmDKRBI8yy3E7pQTh\nmWXwsTUCr/wgDDhCLByzSan/l+n7TyHzyFn4nd3TLL80K3pvEqJuKn2SnZeXB4HgxQ519+7dQ2Ji\nIsaMGQNj46b9FkxIS/f7o2x4CAzq3HQGAPKyy5AUm4cPFvVVc2SNExJzAWaGVvBy6KbSeSTllXg8\n8yu0X/YxJdgthLEeF+M7CjC+owDpJSLcTCrGt7fSIJUx6N3OFH72xujQxhDcVviEm2EY5FfWIC6v\nEnH5QsTmVSKpsArWRjx4WPHhITDA2A5WaFdP/bO6cDhsDBrjhfPHIuHkblln9yJjPS4GuJhhgIsZ\nKsVS3EktwcW4iXiauBRV5w7jwwGTYWnQtO4+9tPHIffsDaTt+QNO86cp++kQ0irJfZK9fPlybNiw\nAZmZmdi+fTt69eqFhIQELFmyRF0x1kJPsommxOcLsfJyEvZM8ICpfu0twBmGwbFfH6K9lwBd/NW3\nNXljSWUSLNo7EXOGrUQHFSbZjEyGx7OWQdfKAh2+0dz3DKI8hmGQVFiFu2mluJ9RipxyMbraGaGH\nvQl8bA1h1cRkTdMqxVIkFggRm1+JuDwh4vIrIZO9WCDqIXiRVLtZ8mGgpe0Oz/0RASNTPfQb6q7w\nOXcTIvHjmYWoMluBXi6umOJjDTsTvUbPLUzLQujwWfA7vRuGrtr7/Y4QZaj0STb3//8MdPfuXUyc\nOBF+fn5YsWJFkyYjpCWTyBh8fzsNc/zs6kywASD5WT4qykTw6aHdW4Tfjj4PcyNrlSbYAJC0bT/E\nBcXovGedSuchqsdiseBqyYerJR/Tu9qgsLIGYRmluJtWgj33M8HXYcPbxhCd2hjCy9oAtsbqK51Q\nBMMwKBJKkFgoRFJhFRILq5BcJEShUAIXc324C/gIcDbDxz3tYG3IazFlMf2Hu2P/jjvo6GsHcytD\nhc7p1d4bhX1m4t6zg7Dkr8NnZxLQxdYQ7/nawN5U8WSb72gL10UfIGrRJvid2gUWRzt/ESFEU+Qm\n2TKZDKmpqQgPD8eYMWMAoMV88yGkOR2LzIUFn4eBLmZ1vi+VynDhxGOMmOQLtgb/jCyPVCbBqdB9\n+GjYKpXOk3f5DjIO/PVioSOv7l9KiHo1Z92rhYEOhntYYriHJWQMg7RiEZ7mVOB+RhkOhOegvFoC\nZwt9tLfgw8VCH3YmurA11oWpHlelP0Oq/7/n9PPSamSUivC8pBrPS0XIKK0GwzBwseDD1UIffdqZ\nYEZXG9iZ6LbohZ2GxnrwC3DBtTOxmPSPRZDyjOz+Lp4k34WR+CL2vzUTf8fkY9HZBPRzMsW7vm1g\nVs+DhH9z+GAisk9fQ9pvJ9Bu9ltN/jyoJpu0RnKT7EmTJuGnn35CYGAgdHV1IZPJ4OLioo7YCNEa\nGSUinIzKxw9j3ev9IRZxPwO6+mw4uVmqObrGuR19HpbGbeDl0FVlc5THJiHq8w3osv9r6Flr978H\nUR6bxYKTuT6czPUxxuvFToRlohdPjRMLq/AosxxnYguQVVYNqYyBrbEurAx5MNXjwkyfC1N9HZjo\ncaHHZUOXywKPwwaPywaHBUhlgJRhIJG9+BCKpagQS1FR/eK/pSIJ8ivEKBDWIL9CjKoaGSwNdGBn\nogt7Uz24WfEx0NUM9iZ6MOerNsHXlC7+Dnj68DkSonPh1rHuRZD/xmaxMW/kWizdPw2+Ln0xtbM7\nRnhY4vDjHHx4PBaTva0xsZNAbt09i81Gp63LcG/0RxAM7g2+o11zfEqEtArUXYQQOWQMg8XnEtDP\nyQzjOtS9lbGoqgb7vr+Nt2Z1h1UbIzVHqDiJtAaL9k7E3BFr4Gmvmq+h6vwi3BvxIdp/NQe2E4eq\nZA7ScpWJJMgqq0ZBZQ1KRBKUVL34b2mVBCKJDGKpDNUSBmKpDFIZAw6b9WpzFi6bBb4OB4a6HBjy\nXvzXWJcLK0MdWBrwYGXwIlnXpjIVdclILsL5Y5GY+XmfOhdB1ufm09O4+Ogo1r+3H1zOi6fXmaXV\n2BWagYLKGizsY48O1vLLUFJ+PIz8a3fR/fjOVvmLDHlzqbQmm5A33fm4QkhlDEZ71v9ENvRGEtp7\nCbQ6wQZePMW2MrFVWYItFVXj8cyvYDtpGCXYpE7Gelza6EYF7J3N0dbJDPdvJKPvUMX3t+jfcTRC\n4y7j9P39mNBrNgDAzkQXG4a6IDilBOuvpaKHvTFm97CFUQP9vtt99DZyzlxHxoG/4TB9nNKfDyGt\ngdzC0fLycly/fh1nzpx59XH27Fl1xEaIxhUJa7D/UTY+6+NQb91mcUElYsIz0XtQe4SEhKg5QsVJ\npDU4FboPk3p/pJLrMwyDqC82Qc9GANcls1QyB1GONt+fRHn9h7kj8kEGivIrFD6HxWLhw6ErcOHR\nEWTkJ772en9nM+yd5AkOm4WPT8bhcVZ5/dfhcNBx6zIkbP4Zopz8RsdO9yZpjeQm2Rs2bEBsbCxE\nItGrj6qqKnXERojG7bmfiWHuFnAy1693TPDFeHTr6wQDI101RtZ4wVFnITC1g6e9arZ5T96+H5WJ\n6ei0fQVYbO1d+ElIa/VyEeT1s7FoTCWopXEbvN13Pn66sBZSmeS19wx4HHza2x6f93XAtzfTsPve\nc4glsjqvY+ThDPvpYxG3crtSnwchrYXcn4T6+vqYP38+Jk+e/NoHIa3do+dliMmtxLQu9S8kykgu\nQm5WKbr2etEjVltXx4sl1Thx9xe81WeuSq6fc/rFn4l9f/8GHH7j++0S9dDW+5M0ny7+Dqgoq0ZC\ndG6jzgv0GQ++riHOhh2o8/1ubY2xe4IH8ipqsODvZ0gtrvthm8vCGSh7+gx5V+40an66N0lrJDfJ\ndnJyQmZmpjpiIURriCUy7Lz7HJ/0bgs9bt1fJoyMwc3zceg3zB1cHe3uD3v1yQm0E7jDzc672a9d\nHBaJmKVb4Bu0mTqJEKJhHA4bgWO8cONcHMRiifwT/h+LxcKcYStx9sEBZBWl1TnGWI+LlYHtMKGj\nAEvOJeJGUlHt+fV14fXNfxCz9DtIKumv3uTNJjfJTktLw/r167F58+ZXH19//bU6YiNEY45G5MLZ\nXL/erdMBIPpJFtgcFtw7/e9JtzbWFVZVV+Lv+0F4q++8Zr92RUIqHs9ahk4/rIJxJ8V3nCOaoY33\nJ2l+9k7/WwTZGAITW4zr+QH2Xd5Ub7kJi8XCMHcLbB7ugv2PsrHrbgZqpK+Xj1j26w7znj5I3LJP\n4bnp3iStkdwke8KECViwYAFGjx792gchrdXzUhHOxBZgrn/9/V7FYglCLsdjwEhPrW9XdeHREXRw\n6AZHQftmva4otwCP3vkCbsvnwmpAz2a9NiFEOa8WQRZUNuq8YV2noFJUhpCYCw2Oc7Hg44ex7sir\nqMHicwkorKx57X331Z8g68/zKIuKb3TshLQWcpPsDh061Prw8vJSR2yEqB3DMNhxJwNTO1vDyoBX\n77gHwSlo284ctg6mr72ubXWFFVWluPDoMCb3/rhZryupqET4u4vR9p1RaDtlZLNem6iOtt2fRHVe\nLIJ0xvUzjVsEyWFzMXvoMhy6uQ0VVaUNz6HLxerBTvCzN8Gnp58hsUD46j1dK3O4LZ+L6CXfgJFK\n5c5L9yZpjRRqAZCXl4fHjx+/OhaJRCoLiBBNup5UjIpqKcZ61b3pDACUl4rwODS9Ub1oNeV02H70\ncAuEjblDs11TViPB49nLYdzZE86fzWi26xJCmlcXf0eUl4qQGJPXqPNcbTqih9tAHL61U+5YNouF\nd7q0wUc97bD0YhJC0/6XmNtNGQm2rg7Sg041OnZCWgO5SXZwcDC2b9+Ow4cPA3jxpG/jxo0qD4wQ\ndSuvluCX+5n4tLd9vT2xAeD25Xj4+NnDxKx2Wz9tqissrsjH9Yi/Xm0w0RwYmQxRX2wGm8eD16Yv\ntL5UhrxOm+5PonocDhuBoz1x41wsasTynyb/05R+8/E4OQTPMiMUGt/PyQzrhzpjx50MHIvMljei\nKgAAIABJREFUBcMwYLHZ6PDNl0j8bh9E2Q33zqZ7k7RGcpPsS5cuYc2aNTA0fLGtamN+qEZGRmLV\nqlVYtWoVoqKiGhxbWFiItWvXYtWqVdi/f7/CcxDSXH57kI3e7UzhITCod0zO81KkJRbCr7+zGiNr\nmlOhv6J/x1GwMLJulusxDIO41TsgTMmAz09rwebSrn2EaDsHFwvY2Jvi/q3GLYLk6xrhvQGLsPfS\nBkikNfJPAOBuZYDtY9xwNaEIu+9lQsYwMHRrB4f3xyNuFfXOJm8euUk2h8OBjo7Oq2ORSASxWCz3\nwjKZDMeOHcOKFSuwYsUKHDt2rMG6sAMHDmDKlCn473//i/fff1/B8AlpHrF5lQhNL8UH3W3rHcMw\nL1r29R7kCl492wtrS11hXkkm7sZewtieM5vtmolb9qEo9DG6HtwCrkH9m/MQ7aUt9ydRr4ARHoi4\nn46SQqH8wf/g7zEY5kYCnH94WOFzBIY8fDeqPRIKhPj2VhokMgbOn76P0og4FAQ/qPc8ujdJayQ3\nyW7fvj0OHjwIoVCIhw8fYuPGjQp9MeTk5MDGxgY8Hg88Hg/W1tbIycmpc6xMJkNubi7c3akFGFE/\nqYzB9pB0zPGzgwGv/n7XCdG5EIlq0LFrWzVG1zTH7+zBUN+3YMw3a5brpe45iuy/rqLbka3QMTFq\nlmsSQtTDyEQP3fs54frZ2Eadx2Kx8MHgr3AmbD8Kyur++V0XQ10uNg53RUW1FKsvJ0PM5cJz/WeI\nXfYdZGLFnooT0hrITbKnTZsGgUAAKysr3L59G0OGDMGoUaPkXriiogJ8Ph9BQUEICgoCn89HeXl5\nnWPLysogFovxzTffYO3atQgLC2v8Z0JIE52Kzoepvg4CnE3rHSORyBB8MR4DRniA3UC9tjbUFabl\nJSAiJRQju09rlus9P3wGqb/8ie5/bIOulXmzXJNohjbcn0QzuvZqh5JCIZJiG7cI0tq0LQZ3nozD\nN3c06jw9LhurBzvDRJ+LpReSoNevJ/hO9kjdc7TO8XRvktZIblFlamoqeDweunXrBnt7e7i4uCh0\nYUNDQwiFQsyePRsMw2Dv3r0wNjaudyyfz8fixYshk8mwcuVKdO7cGTxe/S3UQkJCXj1Rf/nFScd0\n3NjjvAoxDjx8jlmOVWCxXOsdn50shrmVCRxdLbUq/rqOd/21Ft7WA8DXNVL6ejmnryN63Q/QX/sx\n9Nu20YrPj47pmI6bdjxwtCfOHH0En3589OvfV+HzrWTuCM46i5j0RyhKr1J4Pi6bBX92Bq7U8PCf\n8wlYs2IBnoyahef2Zug3btRr41/Spn8vOqbjkJAQ8Pl8NBWLqadQWigUYvv27RAKha8S66SkJPD5\nfCxcuFDupDKZDKtXr8bKlSvBMAzWr1+PdevW1Tt+27ZtmD59OszNzbFy5UqsXLmy3iT72rVr8PX1\nVfRzJKRea64kw9WSj3e7tKl3jLBSjN+23saUOX6wEBiqMbrGe5p6H/sub8KWWcfA5ejIP6EB+ddC\n8XThenT7YxuMOzTvRjaEEM34+9BjWLUxQq9A10addy/uCk6G7sWm9w+Bw+Y26lyGYRD0KBuhaaX4\nJCEEksRUdNm7oVHXIERTwsPDERgY2KRz6/1KCQoKQteuXTFkyJDXXr906RKCgoIwb17DWzSz2WxM\nmjTpVWI9efLkV++FhoZCV1f3tUT53XffxZ49eyAUCuHv79/gU2xCmkNoWinSS0RYNrBdw+OuJcLD\n20brE2wZI8Ohm9sxpf8C5RPsG/fw9NN16LL/a0qwCWlFBoz0wIEf7sKriy1MzRV/QufnPghXnhzH\n1ScnMdT3rUbNyWKxMKOrDTgsFn6o7oEpJy+h4OZ9WAb4NTZ8QlqUemuyU1NTayXYADB06FCkpKQo\ndHEfHx+sW7cO69atg7e396vX/f39az2JtrS0xNKlS7Fu3TqMGDFC0fgJaZKqGil+DH2OT3rbg8ep\nf2lCYV4F4iKz0WuQYk99/v2nT3W6E3MRXI4O/Nya9hv3SwU37yNy/n/R5bfNMOvWqZmiI9pAk/cn\n0Q7Gpvro2qcdbp6La9R5LBYLMwKX4MTdn1EmLG70vCwWC9O72qCPhwBXh09C1NLvIav+X6cyujdJ\na9Tgwsfk5OQ6P2gDCtLSHQzPQcc2Buhi23CnjFsXnsEvwBn6fO3+y4pYUo0/bu/CtIDPlPr6LLgV\nhsj5a+H72yaY9fCWfwIhpMXp1scJhXkVSH7W8AYx/2Zv5YpenkPxx+0fmzz3e7428BoXgCRDC0Tv\nPNTk6xDSEtRbLsLn83HgwIE63zMwqH+zDkK0XUpRFS4nFOHniR4NjktNKEBRfiXGTOui8LVfLpZQ\nt0vhf6CdwB2e9orH+m8FwQ8QMXfNiwTbz6cZoyPaQlP3J9EuXC4bA0d74tqZWDi4WIDLldto7JXJ\nvT/Gon0TMchnApzaeDZp/mld2uDIoo+QvGAJ2owfAisXO7o3SatUb5K9Zs0aNYZBiHrIGAbbQzIw\no5sNzPTrr1uWyRjcvBCH/sPdG/UDSBMqqkpx+v5+rHlnb5OvUXj7ISLnrkaXXzdSgk3IG8DJzQqW\nggw8vJ2CngMU6xoGAAZ6Rni77zz8du1brH1nX5P/cjZlmDf+HDsSZxdsxlt/b2twjwJCWirtzh4I\naWaXnhWCAYPh7hYNjot69Bx6ejpw9RI06vqaqCs8FboPfu6BsLNwatL5BcEPEPHxKnTeuwHmPTs3\nc3REm1DdK/mnAaM88OhOKkqLqxp1XkCnMZBIa3An5kKT52axWJi44SNYZD/Htu9P4UYw3Zuk9aEk\nm7wxSqpq8NvDbCzs7QB2A09fxNUS3LmaiICRHlq//iCvJBO3os5iUq85TTv/0m1Ezl2Nzvs2wty/\n6aUmhJCWx8SMjy7+jrh5vnGLINksNqYPXIQjwT+guqZxCfo/cfX14LdlMTr+cRjH0jgQS2VNvhYh\n2oiSbPLG+DksC4Pam8PZQr/BcfdvJaNdewu0sTNp9Bzqris8eHM7RnR7B6aGlo0+N/uvK4ha/DW6\nHvqOnmC/Iajulfxbj35OyMsuQ2pCQaPO82jbBe1tO+Hsg4NKzW89qDfadnJFlwf3sel6KqSyOrfu\nIKRFoiSbvBGeZJUjMrsc7/nWv+kMAJQWVyHifgb6DHZTU2RNF53+EMk5MRjV/d1Gn/v88FnErdmJ\n7n9uh0nnpi1eIoS0fFwdDgaO8sS1MzGQSBr3JPmd/p/iwsMjKCpvXJeSf/NctxDOVy4BefnYejsd\n9eyRR0iLQ0k2afXEUhl23MnAPP+20NdpeHHN7Uvx6OLvACMTvSbNpa6aV5lMit+vf4d3AxaCp9O4\nWFP3/onE7/ahx4kfYOSp+IIn0vJRTTapi4uHAGaWBnh0J7VR5wlM7TDQZxz+uL1Lqfn5jnbAoO4Y\ndeM00kpECHqUrdT1CNEWlGSTVu94ZB7sTfTQy9G0wXFZ6SV4nlqE7v2atoBQna5H/g19ngH83Ac1\n6ryk7fuRvvcY/P76EQYuDiqKjhDS0gwc6YmHt1NQXipq1Hnjen6AiJS7SMmJVWp+3rgBqIiIw2J+\nEYKTS3A6Rrmn44RoA0qySauWVVaNk1F5mOfftsFxDMPg5vk49BniBh6v3s6Wcqmj5rVSVI5jd3bj\n/cDFCi/MZBgGzzb8hOwTl9Hj75+gb2+j4iiJNqKabFIfUws+fPwcGr0Ikq9riEm9P8bv179Xqsyj\nb+AAeKxbiPT/7sD6gQ448iQXISklTb4eIdqAkmzSajEMg513MvCWjzWsjRresfHZ0xxIJTJ06Gyr\npuia7uTdX+Dr3AdO1g1vpvOSTCJB1KJNKAp5hB6ndkHPuvGLJAkhrZ9ff2dkPy9FWmJho84b6D0W\nldVleJBwQ6n5BUP7Qr+tDcR/nsZ/hzhj+50MPM2pUOqahGgSJdmk1QpOKUGRsAYTOjbc61pSI0Xw\nxWcIGOEBFlu5ln2qrnnNKkpDcPRZvN1vvkLjpUIRHs9ciuqcfHQ/vgM8i4ZLZkjrRjXZpCE6PA4G\njPTAtTMxkDZiESSbzcF7Axbh4M1tqJGImzR3SEgIWCwWPDd8juQfDsBeUomvAhyx7moKUoqa3iaQ\nEE2iJJu0SpViKXbfy8SnfezBlZM4P7qbBmtbE9g7m6spuqY7eGMrxvSYAVODhjfTAQBxcRkevL0Q\nOiaG8P39W3AN+GqIkBDSkrl6CmBspo/w0LRGndepnR/aWjjj4qOjSs1v4GwP+/fG4tl/d6FrW2N8\n1NMOKy4lIb+yack7IZpESTZplYIeZqOHvTE6WBs2OK6yvBoPb6eg3/DmadmnyprXiJRQZBWmYljX\nKXLHVmXmImzsXJh27YhOO1aCrdP0OnPSelBNNpGHxWIhcJQnwm4lo6KscYsg3w34DKfDglBaWdTo\nef95bzp/+j6K70eg6O5jBLqaY4yXFVZeSoZQLG30dQnRJEqySasTny9EcEoxZnWXX19952oCvHzt\nYGZhoIbImq5GIsb+a9/i3QGfQ4fbcH15RXwq7o/5GHZTRsJjzSdgsenLnBCiODNLA3h3t8etC88a\ndZ6tRTv09hqOY3d2KzU/10AfHms+Qcyy7yCTSPCWtwBulnxsukGb1ZCWhX76klZFKmOwLSQds3vY\nwliv4ae3eVllSIzNg/+A5usVraqa13MPD6KNmQO6te/f4Ljih08RNnEB2n85B07z3lFJLKTlopps\noii/Ac54nlqMjOTGPZWe1GsOwuKvIyM/sVHn/fvetB41ALpW5kj/7QRYLBY+7WMPsVSGPfczG3Vd\nQjSJkmzSqpyJLQBfh4NBrg3XVzMMgxvn4tAr0BV6+jpqiq5p8kuzce7BQcwIXNLguLzLIQif/iU6\nbVsOu7eGqyk6QkhrxONxETDi/xdBShVfBGmob4Lx/rNw8OY2peZ/sQhyEZK27kd1fhG4bBZWBjoh\nPLMcf0dTD23SMlCSTVqNwsoaHHqcg0/72MvtH50Ym4cqoRje3Rrun91Yqqh5/f36FgzrOhUCU7t6\nx6TtO47oJd+g68EtsAr0b/YYSOtANdmkMdw6WsPASBePQ9Mbdd7gzpOQV5KFx8l3FD6nrnvT0K0d\n2k4ZiWfrfnxxrMvFuqHOOPIkB/fTSxsVEyGaQEk2aTV+uvccIz0s4GDa8DbjEokMt86/aNnH5mj3\nl8DjpBBk5CdhdI/pdb7PSKWIXb0d6UEn4Hd6N0x9vdQcISGktWKxWAgc7Yn7N5MatRMkl6ODdwd8\nhoM3tkIqkygVg8uiGSi8/QDFD54CAGyMdLFqkDO2BKcjqVCo1LUJUTXtzjAIUVBYRikSCoSY2rmN\n3LGPQ9NgITBAu/bNvylLc9a8imtE+O3aN5g5+D/gcXVrvS8VivDkwxUoi4xHzzN7wHfU/o10iGZR\nTTZpLHMrQ3Tu6YDrZxq3bbqvS1+YGljiWsRJhcbXd29yDQ3gvmo+YpZuASN90V3Ey9oAC3q1xarL\nySisrGlUXISoEyXZpMUTSWTYdfc5FvSyhy634Vu6sqIaYbeS0X+EYrslatLf9/ejncADPk69ar1X\nnV+EsEmfgK2vi+5Ht0LH1FgDERJC3gR+/Z1RkFuOxNg8hc9hsViYPnARTtz5BZWicqXmtxk3GFwj\nQ2T8/ter1/o7m2GUpyVWXk5CVQ219iPaiZJs0uIdDM+GmxUf3e3lJ5p3rybCq4stzC1V07KvuWpe\nc4ozcPnxH5g+cFGt9yoS03Bv1BxY9u8O7x9Wg63bcEs/Ql6immzSFFwdDgaP64BrZ2Igrla8/MNR\n4AZfl744FbpP7tiG7k0WiwWvjYuQuGUfxAXFr16f4mMNZ3N9fHsrDTKGWvsR7UNJNmnREguEuBxf\nhHk95S9gzM8uR0J0LvwHuqohsqZjGAa/Xf0Go3u8D0vj18tfikIfI2zcPLgsnIH2X86Ru8CTEEKa\ng4OLBeydzHHnWuNa873ddx5uRZ1GTnGGUvMbebrAZuJQxG/6Xw/ul639iqskOBCeo9T1CVEFSrJJ\niyWVMfj+djpm9bCFGb/hNnwMw+D6uViVt+xrjprX0LgrKCzPxYhur/e5zjp1GU9mL4f3rtVo+84o\npechbx6qySbKCBjugdjHWcjNKlP4HFNDS4zoNg2Hb+1scJwi96br4lnIvxqKkvCYV6/xOGysGuSE\nqwlFuJlU3MDZhKgfJdmkxToVlQdDXQ6GtG+4JzYAJMXmQVghhnf35m3Z19wqqkrx+/UtmDN0Bbic\nF78MMAyDpB2/I379T+h+fCcs+/fQcJSEkDcR35CHvsPccPlUFGSN2HlxZLdpSM6JRmzGY6Xm1zE2\nhNvyuYhd9h0Y2f96d5vp62DNYCfsCn2OZ/mVSs1BSHOiJJu0SNnl1TgakYuFvR3klkxIJDLcvPAM\nA0aqvmWfsjWvB29uRw+3QLjZeQMAZDUSRC/ejJzT19Dz3M8w8my+3SnJm4dqsomyOvraQUeHgyf3\nFe+dzdPRw5R+C3DgxveQMXVvbKPovWk7aShYOlw8P3zmtdddLPj4rI891l5JQUGlWOHYCFElSrJJ\ni8MwDHaEZGCytzXsTGq3tvu3x6FpMLdUTcu+5hSd9gCRqfcwpd98AICkvBKP3luM6pwC+P31I/Ta\nWGk4QkLIm47FYmHwuA4IvZbYqN7ZvTyHgsViISTmgnLzs9nw2vQFEjb/DHHx62UrvduZYrSXJdZc\nSUG1RPFdKglRFUqySYtzLbEYJSIJJnYSyB1bUSZC2K1kDBipnpZ9Ta15FdeI8MulDfhg0Jfg6xpC\nlJWH+2Pngu9ghy77vwbXUDXdUMibhWqySXOwEPx/7+yzivfOZrPYmD7wCxwN3oXqmqpa7zfm3jTu\n6IY2owYgYfOeWu9N8Xnx8OW74DQw1HGEaBgl2aRFKamqwS9hmfi8rwO4bPmdNYIvxsO7uz3MVNSy\nr7mcCN2Ldtbu6Na+P8qiE3Bv1BzYThwKr68Xg83lajo8Qgh5jV9/ZxTklCOpEb2z3e184GbrjbNh\nB5Sev/1Xc5B7/hZKI5+99jqLxcKivg7ILhfjyJNcpechRBmUZJMWZc/9TAS6msPNki937POUImSk\nFMFvgLMaInuhKTWvaXkJuBH5F2YELkHBzft4+NZCuK/+BE7zp1GLPtKsqCabNBeuDgeDx3fA1dMx\nqBYpvuviOwGf4sKjoygqz3/t9cbemzqmxnBb+lGtRZAAoMtlY80gZ5yNK0BIakmjrktIc6Ikm7QY\nD5+XITq3Eu/5yt86XSaV4dqZWPQf7g4eT3ufBEtlEvx8cR2m9J2PijP3EPnJOnT5dRNsxgZqOjRC\nCGmQg7MFnN2tcOvCM/mD/5/AxBYDfcbhj9u7lJ7fbspIMFIZMv+sXedtYaCDNYOcsT0kA0mFQqXn\nIqQpKMkmLUJVjRTbQzLwaW976Otw5I6PCMuAHl8H7p3kJ+TNqbE1r2fCfoe+rgHaXipA0tYg9Di1\nC2Z+PiqKjrzpqCabNLd+w9yREl+A9KRChc8Z1/MDPEm5i5Sc/9V0N+XeZLHZ8Nq4CAkbd6OmtPbW\n7W5WfMz3b4vVV5JRLFT8aTshzUWlSXZkZCRWrVqFVatWISoqSu74mpoazJs3DxcvXlRlWKQF+vVB\nNjrZGKJbW/lbpwsrxLh7PQmBoz21utwiIz8R5x4cQsB9MxRcC0XPcz/D0NVR02ERQojCdPW4GDyu\nAy6dioJYrNiW63xdQ0zu/RF+v7FV6cWJJl28YDWkNxK/3Vvn+wEuZhjc3gJrr6ZALKWOI0S9VJZk\ny2QyHDt2DCtWrMCKFStw7NgxuV9MV65cgbOzs1YnRkT9IrPLEZJagrk97RQaH3IlHl6dbWBpbaTi\nyGpTtK5QIq3Bj2dXoWesJfTza9Dj5C7oWsnfVIcQZVBNNlEFZ3cr2DmY4c6VBIXPGeA9FhVVJXiY\neBOAcvem29KPkX3qCspj6t7y/T3fNjDnc7EjJIM6jhC1UlmSnZOTAxsbG/B4PPB4PFhbWyMnJ6fe\n8dXV1YiMjES3bt3oi4C8UlUjxfe30/Fpb3sY6cqvrc5+XoqkuHz0CnRVQ3RNd/Lqj5DGZMLPqCu6\n/LYJXAN9TYdECCFNNmCUB+Iic5CVrtjW5hw2F+8O+ByHbmyHRKpcKQfPwhSu//kQMcu+qzN/YLNY\nWNLfEUlFVTj+VPFuKIQoS2VJdkVFBfh8PoKCghAUFAQ+n4/y8to1Uy9duHABw4YNU1U4pIUKepgN\nT4EB/B1N5I5lZAyunY5B36Fu0NXTUUN0tSlSVxh77xrO3z+IKfZT0GHzEmrRR9SGarKJqujzeRgw\n0gMXT0RBouBGMD5O/rAxd8Cl8D+Vvjft3x0DqVCE7JOX645Ph4O1g51xIioP99JLlZqLEEWpLMk2\nNDSEUCjEO++8g6lTp6KyshLGxnXX0wqFQsTFxaFz584KX/+fX5AhISF03AqPn+ZUIDilBL6s5wqN\njwrPBJvNQnFlslbEX9dx7s172HlyKfx4/vD9dO6LHdC0KD46pmM6puOmHrt3agOGLcKx/TcUPt/T\nuB+O3d6DqppKpeZncTjw3LgIT1duxe3LV+scLzDkYaxVOTZfS0JKUZXG/73ouGUcK4PFqKg2QyaT\nYfXq1Vi5ciUYhsH69euxbt26OseGh4fj3LlzMDIyQn5+PqRSKRYsWIC2bdvWOf7atWvw9fVVRdhE\nS4gkMnx8Mg5z/GzRy9FU7nhhpRhB20IwcWY3WNvKXxypCZl/nMeh05tRHeCEFbODaO0BIaTVqSgT\nYf/Ou5g8sxsECn4v/vXK12CzWJgx6D9Kz/904XromJnAY80n9Y65lliE/Y+ysWOMG0z1NfNXT9Jy\nhIeHIzCwaW11OWvWrFnTvOG8wGKxYGFhgd27dyM4OBiTJ0+GtbU1ACA0NBT5+fmwsbEBANjY2KB/\n//7o2bMnOBwO7O3tG0yiU1JSXp1LWqe9YZkw4HHwTmfFWvBdPR0DG3sTdOxa9y9mmsQwDJK2BuH+\n8f14GCDDsvd+AV9Xu3egJISQpuDpcsE35CH4Yjw6dm0LtgI787rYdMDey5vQ1bUfjPlmSs1v2q0j\nopd8A8GgXuBZ1n0tZ3N9lFRJcCwyDwNczcBRIEby5srOzoazc9M2tVNpCz8fHx+sW7cO69atg7e3\n96vX/f39602iAwICMHToUFWGRbRcdE4FbiYXY76/YglzenIh0pMK0XtQexVHJt+//7Qkq5Eg+ovN\neH7lBu6MY+PD4StgbmSloejIm07ZP30SoogOXWxhYqaP0Gt1d/v4N2O+GbwF/XHo5nal59a1MofL\nohmIWf59g00U3u9mAxM9LnbeoY4jRHVoMxqiVUQSGbYEp2NBL3sY63HljpdIZLj6VwwGjvYET4Hu\nI+okKa9E+PQlqM4tQOy8dvBq1x093AZqOixCCFEpFouFweM7ICo8E5lpinUb8bbph8zCFESkhCo9\nv8OMCagpLqt3ESTwouPIfwIckVhIHUeI6lCSTbTK3rBMuFnx0aed/DpsAHgQnAwzKwO097JWcWSK\nednrVZSTj/vj5kGvbRvUrBiGuOwIzAhcrOHoyJuO+mQTdTEw1MWgMV64cOwpxNXyN6np3y8A0wd+\ngf3XvlW6pR+by0WHb7/Es7U/QFxUfyeRlx1HTkblU8cRohKUZBOt8SCjDKFppfikl2JlIsUFlQi/\nm4bA0Z4qjqxxymOTcG/kHNiMC4TNqpn47fq3WDBqPfR4fE2HRgghatO+gzVsHU1x6+Izhcb7uvSF\ntWlbXHh4ROm5TX290GZsIOLW7GxwnMCQh1WDnPBdcPqrjiOENBdKsolWKBNJsPV2Ohb3d4ShAmUf\nDMPg6ukY+AU4w9hUezZyuflTEB5M+gRuy+ei3YJ3sfvCGgzuPAntbTtpOjRCqCabqN3AUZ5IfpaP\nlPj8BseFhISAxWLh/cAlOB0WhKJy5Us42n/5IYruPELh7YcNjvMUGODjnnZYdTkZJVXKPUUn5J8o\nySYaxzAMtt/JQD9nU3SxVWwr9NiIbFRViuHr76ji6BSXdfwiqrcdhs/P62E7YQguPDwMkViI8f4f\naDo0QgjRCD19HQyb0AmXT0VDpEAC28bMHoM6T2qWRZBcQwN4bV6M6CVfQ1pV3eDYQFdzDHQxw3+v\npkAsVWwzHULkoSSbaNy1xGKkl4jwQTdbhcZXCcW4deEZBo/rADZH87cwwzBI2haE+M0/o9ffu2HR\n2xeJ2VE4fX8/Phm9ERy2di3IJG8uqskmmuDoagFXLwGunY6pd8w/782xfjPxLPMJYtIfKT23YHBv\nGHt7IPG7fXLHvuw4siOEOo6Q5qH5DIW80XLLxdhzPxNfBTiCx1XsdrxxLg7uHdvAxl6xxZGqJJNI\nEL3ka+Seu4meZ/fAyMMZlaJybD+9FLOGLIXARLFfHAghpDXrN9QduVlliH2SJXesHk8f7w74HL9d\n/RpSmfxFk/J4rv8MmUfOoiw6ocFxLzuOJBVRxxHSPCjJJhojYxh8eysNkzoJ4GKh2KLA5Gf5yEwt\nRp+hmu+JLamoRPj0LyHKzEOPU7ug18YKt2/fxu4La9HVpS+16yNah2qyiabo8DgY9bYPrp+NRUmR\nsNb7/743/dwCYWJggcuPjyk9t67AAm7L5yL6i81gpNIGx/6z40hoGnUcIcqhJJtozLHIPMjAYFIn\ngULjq0U1uPJXNIaM7wgeT7MlGKLcAoSNnw89G0v4/v4NuIYvdnB8mnMbBWXZmBbwmUbjI4QQbSOw\nNUbPAS44ezQCUjl1zywWCzMCl+Dk3b0oqSxUem67qaPA1tdD2r7j8uP8/44j399OR1Jh7V8ICFEU\nJdlEI2JyK3HiaR6+Cmin8Ja2ty48g5ObJRxdLVQcXcMqnqXg3sg5sB4ZgA5bvgJb50XCn5ITiye5\n17FwzGbocHkajZGQulBNNtE0316O0Ofr4O7V13eDrOvebGvpjH4dR+Fo8A9Kz8tisdBFcabpAAAg\nAElEQVRxy5dI2hYEYepzueM9BQaY798WKy8nI79SrPT85M1ESTZRu4pqCTbdSMVnfe0hMFQsGU1L\nLERKfAH6D3dXcXQNK7wTjrCJC+D21Ry4fDYDLNaLXxCE1eXYdvorzBz0H7Qxs9dojIQQoq1YLBaG\nTeqEqPBMpCfJf0I9sdeHiEgJxbPMCKXnNnBxgPMn7+HpZxvByOR3EAlwMcM4LyusvJSESnHDZSaE\n1IWSbKJWDMNga0gGejoYo5ejYgsXxdUSXD4VhcHjOkBXT0fFEdYv6+RlRMxZAZ/da2E7adir12WM\nDD+eWw0fJ39IC2jDGaK9qCabaAMDQ10Mn9QJF44/hfD/nxLXd2/ydQ3x3oBF2Htpg9I7QQJAuzlv\ng5FKkf7rCYXGT/YWwFNggA3XUyCRUccR0jiUZBO1Ov+sEJml1fiwh53C54RcToBdOzM4u1upMLL6\nMQyD5J2/I37DT+h+fCcs+nR77f2/7/2GUmExpg/8QiPxEUJIS9OuvSXcO7XBpRNP5bbL8/cYDAvj\nNjj34KDS87I4HHTathyJ3/+KyhT5ZSMsFgsLetmDBRZ23qHWfqRxKMkmapNSVIWgh9lYPrCdwu36\n0pMLER+dgwEjPVQcXd1kEglivtyC7L+uoefZn2Hk6fLa+xEpd3H58TF8PvZrcDk6VPNKtBrdn0Sb\n9B3ihsoKMR6GpDZ4b7JYLHww6EucfXAAOcUZSs9r4OIAl4XvI+qzDQqVjXDYLCwf2A4JBUIcjchV\nen7y5qAkm6iFSCLDxuup+LCHLexN9RQ6p1pUg4vHn2LI+I7Q56t/IaGkUojHM76CMD0Tfn/9CD2b\n15+k55Vk4sdzq/Hp6I0wN1KsQwohhJAXOFw2Rk/tjAfBKXieUtTgWIGpHcb0mIFfr2xulqfJjrMn\ng2EYpO1VrEUgn8fBuiEuOBdXgOuJDcdKyEuUZBOVYxgGu+5mwMVCH4Pbmyt83rUzsXBys9JImUh1\nXiHCxi8Az9IMXQ9sAdfI4PX3a6rw/V9LMLbnTHja+756nWpeiTaj+5NoGxMzfQyb1AknDzxAZXnD\nW58P7zYVJZWFuBN7Uel5X5aNJG0LQmVSukLnWBjoYN0QF/x0LxOR2RVKx0BaP0qyicpdeFaIuDwh\nFvaxf9WNQ574qBxkpZdopJtIRXwq7o2cA8Gwvui4ddmrFn0vMQyDfZc3wc7CCcO7TlV7fIQQ0po4\nu1vBqi0XZ/+IgKyBxYVcjg4+HLocB29sRUWV8hvFGDjbw+XzGXj62Qa5m9S85GSuj6UDHLH+WgrS\ni0VKx0BaN0qyiUrF5wvx28NsrBzkBH0djkLnVJZX4+rpGIyY7A2erno3nSkKfYywCfPhungWXBfN\nrPOXgnMPDiItPwEfDl1R632qeSXajO5Poq3enjEQLBYLd682vPV5e9tO6OEWiMO3djTLvI6zJoPN\n00HyzgMKn+NrZ4zZPWyx7FIi9dAmDaIkm6hMmUiCdddS8EnvtnBQsA6bYRhcPBkF725tYeugWIu/\n5pL91xU8mb0c3j+ugd3bI+oc8ygxGOceHsKSCVuhx9NXa3yEENJasdksjHzbG9GPs5AUl9fg2Cn9\n5uFJSiii0x4oPS+LzUanHSuR9sufKH0co/B5Q9wsMMbLCssuJKFMJFE6DtI6UZJNVEIqY7D5Zir6\nOpmin5OZwudF3M+AsLwa/gNdVRjd6xiGQcquQ3i27kd0P7YDlv261zkuPT8Buy+sxaJx38LSuE2d\nY6jmlWgzuj+JtgoJCYGBoS5GTfHBpRNRKC6orHcsX9cIs4csxZ6L6yASK7/tub6dNbw2LUbE/LWQ\nVCp+vbe8rdHd3hirLidDJJHfpYS8eSjJJipx6HEOqiUMZnW3Vfic/Oxy3LmagJFTfMBRsMWfship\nFLFLv0Pm8YvoeWYPjLzqTu5LK4vw7clFeD9wMdrbdlJLbIQQ8qaxczRD70GuOHUgHNUNPCH2dekL\nD/suONIMW64DQJsxA2HarRPiVm1v1Hmze9jC1kQX66/RZjWkNkqySbO7m1aCi88KsWxgO3DYii10\nFIslOHP0CQJGesDc0kD+Cc1AUlmF8JlLUZmcAb+/f4Kebd1t+GokYnz/12L08RqOPl7DG7wm1bwS\nbUb3J9FW/7w3ffwcYO9sjnN/NrwQcvrAL/Ag/gZi0h81SwxeGz5HYcgj5J6/pfA5bBYLi/o6gAXg\n++A0yGizGvIPlGSTZpVSVIWttzOwapATLPiKb4F+/Uws2rQ1QYcuiu8EqYzq/CI8mLgAOqbG6Hpw\nC3SMDescxzAMfrm0HiYGlpjc52O1xEYIIW+6gaM8Ia6W4M6V+hdCGuoZY9aQpdh9cS1E4iql5+Qa\nGcB712pEf/ktRDn5ip/HZmF5oBOyysTYG5aldByk9aAkmzSbkqoarL6SjLk97eAhUPxpdOyTLGSm\nFWPQGC8VRvc/FQkvWvRZDvRHp+3LwebV/8vAnyE/IbMoFfNGrAWbJf/LhWpeiTaj+5Noq3/fmxwO\nG2OmdkFsZDbiIrLrPa+raz+423XG0dvNUzZi1q0THGb8X3v3HR91fT9w/HWXm7nL3pskBEKYIaCy\nBEURQUChoHVvW2y1trXVWhQV3FoX1VKruFBRXKAiiCgylRFWQoAEQvaet8f39wdK9VdGLrnAAe/n\n43GP45Lv+EDefPO+z32+7/dUtt/+YIfL+gEYNGoeGpfBD+WtvL212i9jEac+SbKFX7g8Xh5eeYDR\nGRGc37PjDWeaGix8vbSQSVcMOiHl+hrXbeX7y24n8483kPWXm49Zt/ur/MWsL1zOX6c9J5VEhBDi\nBAs267j06lxWLimgpuLodbGvO/9PbCxaya6Dm/xy3sw/XIdKrWbfU6/6tF+oQcPjF/fkq72NfLBd\n2q8LSbKFHyiKwrz15Zh0am4YktDh/VxOD0sW5jNsbE9iE0O7cYSHVH6wjPxb7mPgSw+SfMXEY267\nae+3fLD2X9wz/QVCgzteHUXWvIpAJvEpAtXRYjM2IZQLL+3Lx29tpa3lyM1fzMYwbh0/i5c+f4B2\ne2uXx6IKCmLAP2dT/s4S6r/Z6NO+kcFaHp/Qk08L6/m0oONLTsTpSZJs0WUf76pjV42Fe8b0QN3B\njo6KorDik11ExZrJPSe1W8enKAr7nnmNPY/NZ+jiF4kaNeSY2++t3MG/lj3E3VP/QXxESreOTQgh\nxLH16hdP7rBUPnx981ErjuRmjCCv52heXf4Yih9uPtTHRDJg3mx23DEHe5VvyXKsWcfjE3ry3rYa\nlhU1dHks4tQlSbbokjUHmlm0vZaHxmUQrOtYR0c4VA+7tqqVCy/r2+FW653hdbrY+Ye51C77jnM+\nm09IdsYxt69sLOWpj/7EbyfMJjOhr8/nkzWvIpBJfIpAdbzYHDoqncS0cD5duBWP58g1qa8afQcH\n6/aypuALv4wpasRgUm+Yyrbf3o/X7VvDmYQQPY9P6Mnrm6v4el+jX8YjTj2SZItOK6ix8NyaMh4c\nl0FCiL7D+1UebGLtyn1MuSoXna771mG7WtrYfNWfcDa1ctZH8zDERR9z+/rWah5ZdDuXj5rJ4MxR\n3TYuIYQQvlGpVIy9pA9BQWpWfLzriLPVOq2B310yhze+fpraFv9U+ci48zrUBj17H/+3z/smhxl4\nZHwm/9pYwXf7m/0yHnFqkSRbdEp5i50Hvyrh7tGp9IoO7vB+ljYHS97Zxvip/YiI6r562LayKjZO\n/g2mXj0Y/NqjaEzHvnGx2dLA3PdmcnHeFZw/4NJOn1fWvIpAJvEpAlVHYlMdpOaSKwZSV9XGhlUl\nR9ymR1xvJp99HfM+m4XX2/HqIEejUqsZ+OIDVH24nOqlq3zePz3SyJyLMnlhbZkk2mcgSbKFz5ps\nLu5bVsz1eQmclRLW4f08bi9L3s2n7+AkMvscufGLP7TkF7Jh0m0kXzWZnLl/RBV07GUs7bYWHlk0\nkxE545k49OpuG5cQQoiu0ek1TL0uj52by9n+Q9kRt5k49Go0ai0frv+Pf84ZHUHuq4+y6y9P0lZY\n7PP+WdHBzB2fyYvryvimuMkvYxKnBkmyhU9sLg/3Ly/h/J6RXJx97OUXP6coCl99WoBer2H42CO3\nLveH6iVfs+nKP5HzyJ/ocevlx93e5rDw6Ae/p3/a2UwbfkuXzy9rXkUgk/gUgcqX2DSF6PnVjUNY\nt3Ifu7f/bw1ttUrN7y55mJX5i9lxwLfqIEcTNjCbPg/fyZbr/4qz8ejlBI8mKzqYR8f35OUN5Xy1\nV9Zonym6vTDx9u3b+eCDDwCYMWMG/fr1O+q28+fPp6qqCq/Xy8yZM4mLi+vu4QkfON1eHlhRQnqE\nkWsHx/u076Y1B6iuaOHXt56NuoOt1n2hKArFz7xG+cIlDH3vH4T2733cfZwuO09+eBdpMb24+ry7\nuvUGTCGEEP4TEWVi2nVDeP/VH9AbNKT3ivnl980x/O6SObyw9D4eufYtIkO6/ulp4rSLaN2xh223\nzSLvnWdQa3xLoTKijDw+oSf3fFGM26swvndUl8ckAlvQ7NmzZ3fXwb1eL/PmzWPWrFmce+65vPzy\ny4wZM+aoyUxeXh5jxowhJiaGlStXkpeXd8Tt9u/fT0JCx+sxi65zexUeXrkfkzaIP49O8ylR3ldY\ny9oVe5lx01CCzR2/QbKjPDYH23//EC35hQx9/zlMGccvCehw2Xjqwz8RboriNxffj1rtnw91UlO7\ntxyhEF0h8SkCVWdi0xSiJzEtnCXvbiMpLZzQ8F/eexMbnoTT7eCT7xdwbt+JHeraezyRI/Oo+mg5\nbQX7iDnvHJ/3DzdqOSc1lKdWH0SvUdMrpuP3NImTo6qqioyMY1cmO5puXS5SXV1NQkICOp0OnU5H\nXFwc1dXHbzdqMBjQ+PgOUXQfj1fhyW9LURT4y5g0gnxIsGurWvly8Q6mXJX7PxdAf7BX1/H9ZTNR\nqVSctfjF41YQAbA7bTyx+C7CTFHMnPgganXHSw8KIYQIHElpEUyY3p+P39pKTeX/NqK5dNiNGLTB\nvLv6n345n1qjYeDLD1P35RrK31naqWMkhxl4amIW722rYZF0hjytdWuS3d7eTnBwMAsWLGDBggUE\nBwfT1tZ23P1WrVrFuHHjunNoooMUReH5tWU0Wl38fWw62qCOh0x7q52P3tzC2Mk5JKSE+31sLduL\n2DDhFmLHj2LAP2cTZDz+LLndaeXxxXcSFRrHzAmzCVL7982crHkVgUziUwSqrsRmeq8Yxl3al8UL\nNv1Poq1Wqbl94kOs3/0lm/Z+29VhAqCLCGXwG0+yZ+5L1K/+oVPHSAzV88ykLFbsaWT+xgq/NNAR\ngadbp4vNZjNWq5Wbb74ZRVF45ZVXCA09dvvsTZs2kZiYSFJS0jG3W7NmzeGSPz/955TX/n09YsQI\nXt5YwfbSWq5OsaPXZHV4f7dL4cAOFYPOSqG+tZg1a4r9Oj73uu14Fiyl7xN3sy9cS9XatcfdP29o\nLo8tvgO1U0//kLGHZ7AD5d9bXstreS2vz9TXP+nK8RRF4d3568keauCiiaN/8f07Jz/Gkx/eReX+\nOiKD4/0y/kHz5/DD9X/B8MCtjL5qus/7x5h0zIhp4J19Flrsbu4alcqGdWsD4uchr//7Oji480t6\nVEo3vn3yer088MADzJo1C0VRmDNnDg8//PBRty8pKWHNmjVce+21xzzuypUrGTx4sL+HK35GURT+\nub6C3XUWHhmfSYhe0+F9XS4Pi1/bRGxCKOddku3XGwoVj4c9j/6Lqo+/YvBrj3boBkcAq6ONxz64\nk+SoDG6+6G9+WZsnhBAisOzZWc1XnxYw7fohxCX+clLv251L+Gjdf5hzzeuYjR0vP3sslR8uZ8/c\nlzjns/kY4mOOv8MR2Fwe5qw8gFoF941Nx6CR30+BZMuWLYwdO7ZT+3brjY8qlYqoqChefvllVq9e\nzfTp0w9XDFm/fj11dXW/uIFx1qxZ2O12Vq9eTUlJCbm5uUc8rtz42L28isKLa8vZ12Dl0Yt7YvYh\nwfZ6FZa+m4/BqGPcZX1R+bGSiLOhma033Iujup6h7z1LcI/kDu3X3F7PnEUzyUrsz40X/lUSbCGE\nOE1FxZoJizDy2XvbSM2IxBxqOPy9HrG9qWupZPnW9xmRc5FffheE9MnEY3ew7/H5JFx2IWq9zudj\naIPUjM6IYHNFK5/sqmN4Whh6SbQDRldufOzWmezuIjPZ3cerKDy3poyDzXbmXJSJSdfxmwIVRWHF\nx7toabIx9do8gvx4kWjZXkT+TX8jfvL5ZN17W4dLJ9U0l/PIots5t98lTB12c7eX6Vuz5r/LmIQI\nNBKfIlD5Ozb37qph+ce7mHLlIJLTIw9/3eN188TiP5AY2YPrxv7ZL+dSFIWCvz5J+95Shix8pkP3\nBx2JV1F45ftKNhxs4eFxmSSF+b8al/BdV2ay5a2SOMztVXjq21IqWhw8Mt73BPvrpYXUVbcx5apc\nvybYFYu+YNMVd9F71u30nnV7hxPs0to9zF54MxOHXs204bdIHWwhhDhDZPWNY+KMAXyyMJ/i3bWH\nvx6k1nDHpEfJL1nH8q2L/HIulUpFzqN/Qh8XRf6tf8frcnfqOGqVilvPTmJqv1j+uHQP26va/TI+\ncfLITLYAwO72MmflflT4viZMURS+XVZEWUkj028cisGo9cuYvE4Xu2e/QP2qDeS++ighfTI7vG9h\n2Vae/eQv3HDBXzgn+0K/jEcIIcSppaqsmY/e3MJ5E7LpMyjx8NdrmsuZ/fZN3DTuXoZkjfHLubwu\nN1tvuAdNiIkBL96PKqjz5WE3l7fy2Del3Hp2IhdmSdOak0lmskWXtNrd3PP5PkINGh64MMPnBHvN\nir2U7mvgVzcM8VuCbS2tYMOk27BXVDNs2X98SrDXFX7JPz65m99dMkcSbCGEOIMlpIQz46ahrP5y\nD1vWlx7+elx4Mn+e+g/+texh9lRs98u51FoNg/49F3tVHQX3PtOlsnx5yaE8NbEnb26p5rUfKvGe\nevOhAkmyz3j1Fid/+mwvOXEm/nxuKhofblRUFIW1X+2juLCW6TcOxRjs+w0fR1K9dBUbJtxC4q8u\nInfB42jDQjo8nsXr/s3Cb5/nvhkv0b/H2X4Zjy/+fzkqIQKJxKcIVN0Zm9FxIVx+y1lsXV/Kqs93\n4/UeSlgzE3KYOeFBnv74z1Q2lh7nKB0TZNST9+aTtO4oovDep1G83k4fKy3CyPOTe7Gjpp37l5fQ\n5ujcMhRx8kiSfQbbW2/ljk/3cGFWJLeenYTahzXLiqLwzee7Kd5dy/SbhhJs6nqC7bE7KLj3aYoe\nmkfeW0/R45bLO7yO2uV2Mu+z+9my7zsevnoBabFZXR6PEEKI00N4ZDBX/uYcaita+fTtrTidhxLW\n3MyRXD5qJo++/zvqW4/fkbojNCEmhrz3LK0791Bwz1NdSrTDjVqemJBFUqie339SxP5Gm1/GKE6M\nbi3h112khF/XrT3QzNyvD/C74SlMyD5+K/Kf83oPVRGpqWxl+o3+SbAtJWVsvvKPqDQa8t5+qsPl\n+QBaLI08/uGdaIN03D31ab/VP+2M1NTUk3ZuIY5H4lMEqhMRm1ptEH0GJlBa3MAPq/eTmR2DTq8h\nPS4bRfGyYOWTnNP7Agy6zjcf+UmQXkf85PMpnb+I5k07iblwRKdvvlerVAxNCcWs0/DYN6XEmHSk\nRxq7PEbRMV0p4Scz2WcYRVFYtL2GeevKmXtRJqPSfWt37vF4+eL97TQ3Wv1yk6OiKJS9/SkbLrmV\npF9PYtArczu8PARgX9VO/vbG1eSk5PGHKY+h18qFRwghxJEFadSMn9aPrL5xvP3SBqrLWwCYOPRq\nzu07kTmLZtJqbfLLuTRmE3kLn8ZSUsaOO+fidXdtuccFWZE8dnEmr22qZN66cpzuzs+QixNDkuwz\niN3t5YlvS1lV3MRzU3rRK8a3d+sOu5sPX9+M0+Fm6nV56HxoUnPE49U1svWGezj46mLOWvwiaTdO\n8+md/tfbPuKJxX/g+gvu5vJRMwOiyYyseRWBTOJTBKoTGZsqlYpzxmRy3sRsFr++mR2bygGYOvxm\nhvQczSOLbqfd3uqXc2lMweS9/TTO+ia23nAvHqu9S8fLjApm3qW9abC6uHPJHsqau3Y80b1OflYi\nToiKFgd/+LQIgH9M6kWMj0s82lrsvDt/I+FRwUy5KhettvOliQBqV6xl3QXXY8pMZdjn//apeojL\n7WT+sjl8tultZv/6FYZmndelsQghhDjz9OoXzxW3nMUP3+1n+Uc7cbs8XD5qJn1ThzDn3d/4b0bb\nZGTwG0+gDQvhhxl34GzqWgIfotcwa2wPJmZH88ele/lyT0OXKpmI7iN1ss8A60tbeOa7g1wzOJ5J\nfaJ9XhdWV93Gh69vJndYKkNHpXepqYu7zcLuh16k4Zvv6f/834kcluvT/pUNB3h+yd+IDU/mtxc/\ngFFv6vRYhBBCCKfDzbLFO2hpsjH5ylxCww0sWvMSG4tW8vfLXyIyJNYv51G8XvbMeYnaFWsZ8u4/\nMCbFdfmYB5pszP36AOkRBn4/IoWQLn7CLP6X1MkWR+TyeJm/sYIX1pXx4IUZTM6J8TlB3ltQw6L/\n/MDo8b0569yMLiXYdV+tY82Yq8HrZfjK131KsBVF4dudS3hg4U2MHTiVu6Y8Lgm2EEKILtPpNUz6\n9SCyByTw1j/XU7SjmstHzWRM/8nMXngztc0VfjmPSq2m9/23k3zVJDZccivNW3Z1+Zg9Ioy8OKU3\nYQYtty3ezYaDLX4YqfAXqS5ymiprtnPfl8V4FJh7USYp4Qaf9le8h2pgf/9tCZdeM5j0Xr5VIPk5\nZ0MzO+9+jLK3PqH/P/5Gj1suJ0jf8eUqVkc785c9zMailfxl2rMMzhwVsC3S16xZIxUcRMCS+BSB\n6mTHpkqlIiktgtSMSFZ+WkBNZQvjRo9Fp9Px8rKH6Js6hHBz538P/lzEkP6YMlLYdtv96OOiCMnp\n2aXjadQqzkoJpWeUkefXlrGvwcbABDM6HxrLiaOT6iLiMEVR+GJ3PX9cupcJ2dHMviCdMINvHx85\n7C4+emsL5fsbuXrmMBKSO1cST1EUqj5ewdrzrkEfHcmIr98kauQQn46xs/R7/rrg1+g0Bh659k1S\nY6T+tRBCiO4RnxzGNb8bjkql4o0X1tE/+kKuPe8uHnn/drYW++/mzNhxIxm6+EX2PvkKRXP+ieLx\ndPmYAxND+NfUbAwaNbd+KLPagUDWZJ9GatudPLemjEabi3vGpJEW4Xs5u6ryFpa+m09GrxjGTMwm\nKKhz78Pa9xyg8L5ncNQ30e/pewgf3Nen/e1OGwu/fZ5Ne7/hlovuIzdzZKfGIYQQQnRG0Y5qVn5a\nQN/BScTkWHl+6V+ZOvwWxuVO99s5nI0t5N9yHyqthgEv3I8+JtIvx91a2cZza8roEWFg5rBkYs3+\n6ch8JpI12Wc4RVH4bHc9t39cRE6ciRem9PY5wVa8Ct+v3s9Hr29m9PjejJ2c06kE291uYfeDL7Lx\n0pnEjBvB8BWv+ZxgF5Zt4a8LrsDutPDEje9Jgi2EEOKE690/nuvuHEFrs411H7Rx26hnWLb5HRas\nfBK3x+WXc+giwxjy3rOEDcxm3bgbaFy31S/HzU0MYf7UbHpGGZn50W4Wba/B7T3l5lRPeTKTfYor\na7bzwroybC4vfxyV2qkuUO2tdpYt3onT4Wbi5QMJ68QM+E9LQ4oemkfUyCH0njUTfWyUT8dotTax\n8Nvn2X5gIzde8BeGZI3xeRwn25o1axg5Ut4UiMAk8SkCVaDH5t6CGlZ+WkBylont7jdxeKz8YfJj\nRJhj/HaOulUb2HnnXFKun0rmndeiCupaqdyfVLQ4mLe+jDqLi9+cnURecqhfjnum6MpMttR6OUXZ\nXB4Wbq3mi6IGfj0onkv7xhCk9u1mQEVRKNhayTdfFDHo7BSGnZeJuhOz143rtlL08DwUt5tB/3qY\niLMG+LS/V/HyzY5PeW/1PIb3Gc/TN74vlUOEEEIEjKycOFLSI/nuyz2EFU1BlZXP3964hjsmPUKf\nFP9M+sWcdw7DvnyVbTNnU//NRvo/93dM6cldPm5SmJ65F2WytrSFF9aVkxiq45azkqQ1+wkgM9mn\nGEVR+LakmfnfVzAwwczNZyURFex7a/O2FjsrPt5FW6ud8dP6E5fo+zvbtt0l7Jn7Eu27S8i651YS\nLrsQldq3JL24ahdvfP00Hq+Hm8bdS3pcts/jEEIIIU6UmooWVi4ppNqxi0LVO4zPm8Glw24kSO2f\neUvF66X0lfcpfnYBPf94I6k3TvP5d+vRuDxelhbWszC/huFpYVybl9CpHOJM0pWZbEmyTyH5lW38\n54dKPF6F3w5Lpn+82edjeD1etm44yIZVxeQOS+Ps0RkE+Vjmx1ZWRfGzC6hd9h3pv7+GtBumofah\nJB9AXUsV765+kYKyzcwY+VtG958UEG3RhRBCiONRFIXC/CpWfPk9+42LMYTCnVPmkhDpvzKEluKD\n7LhzDmqdjpwn7sbcM81vx25zuHknv4Yv9zQwLiuS6QPiiJRk+4gkyT7NFTdY+c8PlZS3OLhhSAKj\nMyJQd6JOdNn+RlYuKcBk1nP+JX2IivUtSbceKKfk+Tep+eJbUq65lPSZV6IN920GvN3eypKNr7Ny\n20dcNHgGk866FoMu2KdjBLJAX1cozmwSnyJQnaqx6XS42bx2P0s2vEOl/mumDbuNicMu99ukkeLx\nHJrVfu51Uq6ZQsYd16Ex+W+ZR4PFxXvba1i5r1GS7aOQNdmnqeIGK+/m17C9up0rB8Xz4IVRaDux\nZrq5wcqaFXuoKG1mzIRsevWL86mZi6X4IMXPvk7dynWkXjeVUesWoYvwLbm22Nv4fNNClm99j7ye\nY3jihnf91qpWCCGEOBl0eg3Dzs9i0Dn3sGz5CD5d/SJfbf6E30ycRZ8M3yprHUUKKSIAABLzSURB\nVIkqKIget11B/JSxFD34ImvOvZLsh+4kbsJovzRlizJpmTksmcsHxPHe9hpuWVzImIwIpvaLJSlM\n3+Xjn+lkJjsA7apu551tNexrsPKrfrFM7BONUev7XcaWdgcbvi6mcFsVeSPSyBvRA52+Y++rFEWh\naeM2Sv+9iMb1+aTdPJ20m36FNizEtzHY2/hyy3t8sfkdcjNHMnXYzcRHpPj8dxFCCCECXUuzlbeW\nvMqGykVkR47mxkl3kBDvvwokDWs2U/j3f6AJMdH77zOJOHug344N0Gh18UlBHZ/vbqBvnIlf9Y+l\nb5wpYLssnwiyXOQ04PEqrC9t4aNdddRZnMwYEMe4rMhOtUW1tDnYtPYAO34oJyc3kXPGZBLcwUL0\nXqeLqk++ovTfi3BbbPS4eTqJMy5GY/JtSUdtSyVfbHqH1buWMjhzFJcNu4nESP+tJxNCCCECVVVd\nNS99/CgHGreRG3kZ0y64ipQeUX5JVhWPh8rFy9n7+HxC+mbR697bCOmT6YdR/5fN5WHF3kY+3FmL\nWadhYp9oxmSEd2rC71QnSfYprMnm4ovdDSzdXU+cWcfknBjOTQ/3uRwfQEuTlR9WH2D39iqyByYw\ndFR6h2teW0srKH9nKRXvfIY5O50et1xO9PnndKpayNIf3mLHgY2cN2AK4/OuICokzue/y6nqVF1X\nKM4MEp8iUJ2usVlYup1Xv3iKxtZ6svWXctHwi+kzKBGtH5JVj93BwQUfsn/e24QP6UfmHdcSlpvj\nh1H/7BxehU3lrXy+u4GdNe2MyYhgQnYUmVGnz71UxyNJ9inG41XYXNHKir2NbC5vY1R6OJNzojsV\ntIqiUHmwma3rD3Jgbz0Dzkomb3gPTCHHX0vlsTmo+fwbyhcuoa2whMRp40i+ajIh2Rk+jcHqaGdd\n4Zd8ve0jWm3NXJz3a84bMIVgve/VT051p+svCnF6kPgUgep0jk1FUdi8bzVvfvUcThvE20Yzot9Y\n+ualEJ8U2uXZbY/VTvnCJex/aSGmzFTSZ15J1LlD/Vb27yd1FidfFjXwRVEDoQYN52dGMCYzghjT\n6d2yXZLsU4CiKJQ02vhqbyOripuINeu4ICuSMRkRhBp8v//U6XBTmF9J/sYy3C4Pg85Jpe/gJAzG\nY98V7HW7aVy3lepPV1Lz2TeEDepD8q8nEXvRSJ/K8CmKwr6qnXy97SO+3/M1fdOGcv6AyxjQ42zU\n6jPv4yQhhBDiWLyKl837vuX97/5Ne7uFeMe5JAYNpn9eGjmDEgkJM3Tt+E4XlR8up/Tfi/DYHaRe\nfxlJMyb4fC/V8Xi8Cjuq21lV3MSaA82kRxg5r2cEI3uEE9aJfCbQSZIdoLyKQlGdlXUHmllzoAWX\n18vYzEguyIokJdz3/0xer8LB4gYK8ispLqwlJSOS3HNSSc2IQnWM5SWKx0Pj+nyqP/2ams9WYUiO\nJ2HKBcRPPh9jcnyHz68oCgfr9rKu8EvW715BkFrDmP6TGN1vEuHmaJ//PkIIIcSZRlEUtu1fz+eb\n3mZ/dRHpxpHoqvqRFJdMVt94svrGEhbR+eUYiqLQ/P12Sl9bTP2qjcReNIqk6eOJHJ7rt1btP3F6\nvGwqb+XrfU1sKm8lI8rIsNQwhqWFkdzFNw2BQpLsAGJzedhR3c73Za2sO9CCUatmZI9wRvQIJyva\n6PPHQl6vQlVZM3t21bB7WxXmUD05gxLJHpBwzCUhzqZW6r/ZQN1X66hftRFDYiwJU8YSP3kswWlJ\nHT+/4qWkuoDN+1azsWglTreD4X3GMTz7ItJie53Rdxwfyen8kac49Ul8ikB1psZmRcN+Vmx9n+92\nfUFSWG8SVHm4ypKJCA+jZ04c6b2iiUsMPeZE2rE46hqp+nA5lR8sw1HfROLUcSRMHUdITk+///52\nur3kV7WxobSV9QcP5T9np4SSmxRC/3jzKXvTpCTZJ5HHq7CvwcqWija2VLSxp95Kz6hghiSHMCIt\nnNQI39/JOR1uDpY0sq+ghuLddZhCdPTsE0efgQlHbSDjdThpyS+kcd0W6lZtpK1gH5HDcom5YDgx\nY4f5NGNtsbexs/R7thR/R37JWkKM4eRmjuSsXufTM6GfJNbHcKb+ohCnBolPEajO9Ni0O21s2ruK\n7wo+Z2/lTnLihxHtHYCrKg6nVSGtZxRpWdH06Bnd6WUlbbtLqFz8JdUffwUqFbHjRxE7biQR5wxE\nrfHvMg9FUdjbYOP7slbyD+dGRgYlhjAo0UyvGBOGTlRPOxkkyT6BLE4Pu2stFNRa2FVjYXethRiT\njsFJIQxOCmFAgu/v1jxuL1VlzZQWN3CwuJHaqlbik8LomRNLZp9YwiP/92Mjt8VK67Yimjbm07hu\nK81bCjBlphI5bBBRo88icnguQYaOFZK32NvYXb6VgoObKCjbTFXjQXonDyQ3cxSDM0YSG97xmW8h\nhBBCdF5Tex3rCr/k+72rOFi7l+zEISQbB6Ft7kHtARc6g4aktHCS0iJISosgOtbs00y3oii0FxZT\ns+w7apd9h62skqiRQ4gcmUfUqCEEpyf7fTLN7vays7qd/Mo2tlW1c6DJTmq4npxYE9mxJnJiTcSH\n6AJyEk+S7G7SandT3GijuN5KcaONfQ02atqc9Iw20jfOTE6siZw4k88L/dtb7VSVt1BV1kzVwRZq\nKluIiDaRmhFFamYkST0i0On+e0yvw0lb0X5athbQkl9Iy9YCbKWVmPtkEnHWACKHDybi7AEdurnB\n7XFRXl9CcfUuSqoLKa7aRXVTGVmJ/clJzSMnJY/MhL5ogqStqhBCCHEytVqb2FL8HZv3fcuug5uI\nNMeSGTOQKE0vtG0pNJS7sFmcxCWFEZcYSmxiCLEJoUREm1B3MPG2V9XR8N2mQ481m1CpVEQMG0T4\n4H6E5eYQ2i8Ltc6/OYHD7WVfvZWCWguFtVYKay24vQoZkQbSI41kRBrJjDKSEm5A14lO1/4kSXYX\nKIpCg9VFWYuDihYHZS12ypsdHGiyYXF6fvxBB5MZZSQjykh6hKHDrc09Hi9N9Rbqq9upq2mjvrqN\n2qo2XE4P8SlhJKaEk5ASRkJKOAajFq/LjXV/Oe27S2grKqG9aD/tRSXYyqoI7pFMWG4OYYP6EJab\nQ0h2xjGDXlEUmi31lDfsp7y+mIr6/ZTW7eVg3V6iQ+PJjM8hIz6HzIS+pMdlS1LtJ2f6R54isEl8\nikAlsXl8Hq+bAzVFFBzczK6yTRSV5xNhjiY1qjdR+nSC3UkoLZE0VTuxWpxEx5mJijUTGWMiMubQ\nc3iEEfUxchhFUbDuL6dpQz7NW3bRsqUA6/5yzH0yCRvUB3N2BiHZGZh7p/u1aomiKDRa3RQ3Wilp\ntFHSYGN/o52qNgcJIXqSwvQkh+lJCjOQEnbodbhBc0JmvgM2yd6+fTsffPABADNmzKBfv35+2daX\nJNurKDRZ3dRanNS2O6lrd1JrcVHb7qSm3UlFiwOjVk1SmJ6UMMPh59RwAwmhOtTH+QF63F5am200\nN1ppbrAeem600dxgpaXRSkiYgej4EKLjzETHBBOu96K3tWEvq8ZaWoH1YCW20kqspRXYq+owJsVh\n/jGADwVyBqaMlCOW1/N6PTS211HXUkltSwW1zZXUtVRQ01xOecN+1CoVyVGZJEdnkBydSUp0Jj3i\nep+R9atPFPlFIQKZxKcIVBKbvvN43VQ07KekupCS6gKKqwsoq9tHuCma+PA0wvWJmFVxaJ1RKG2h\ntNersLQ7CYswEhphJCz80HNouOHQ18KNmMz6/1l64rbYaN2+m5Ztuw9N/u0uoX3PATShJkKyMzBl\npmJMTSQ4LRFjaiLG1ASfu0QfjcPtpbzFTkXroYnQ8pafnu24vQrxITpiTDpizTpizFpif/xzrFlH\nuFHjl1nwgEyyvV4vDzzwALNmzQJg7ty5zJ49+4jvOnzZFjqeZBc3WLnjkz2Y9UGHfgCm//9D0JIU\nqses/+VyD4/Hi93mwm51Ybe5sFldWFrttLc5aG910N7mOPS6xY7DYiNM6yVM7yVE4yVY7cbgdaC1\nt6Nua8VV34ijuh57TT3Ouka0YSHo42MOB2NwjySMaYkEpyVhTI5HpdVgc7bTbm/DYmuh2dpIc3s9\nzZYGWiz1NFkO/bm5vZ7GtlrMhlBiwpOICU0gNjyJmLBE4sKTSY7KIMwU6euPTQghhBCnKLfHRW1L\nJZUN+6k4/DhATXM5TredqJB4wgyxmHVRGIkkyGNGsRnxWHU4W7V47XrMJhOmED3BZj0msw5TyKHn\nYLMeg1GLwahFrw+Cpgac+8uw7i/DdrAKW2kF1oNV2MqrCDIaMabEY4iPRhcbhf6nR9yPzzGRaMND\nCTIHd3o2utXups7ipLb90MRpbbvzv68tTpptbgwaNeFGDeFGDRFGLeEGDRFGDeFGLaH6IEIMGgYl\nmI85hq4k2d1WNby6upqEhAR0ukMzsHFxcYe/1pVtO0rxeEgxqFk0JR2N14PX6UJxufA63XidVrxN\nbrw1TtosDpYvL8RpceC22PBYrCgOJzrFjRYPWsWNxuNCo7hRu52ovE7MDisGazuhljYUjQp1RAjq\nMBOuMBNtYcG0huhRIoyQaUIZHItiTsYTrMFrCMLhdeJ02XG4bNiclVjsu7GUtWHZ24rF0YrF3o5O\no8dkCMFsDCPcFEWYKYoIUzSx4cn0Th5EuCmaMFMU0SFx6LSnRx1KIYQQQnSNJkhLYmQaiZFpDMka\n84vv2Z1W6lurqWutor6livrWKposlbTqmmjVNNKiaaTF2ohGrcWkCkNvN6F1GNE0GFB79ai8OlRu\nPSqPHlxaPE41XrcanUaPPtyMMXYQ+pHD0Gv16J1uDO1WdDY7WouVoJI6gvL3Q2sr3uZmvM0teNvb\nUZxOgkwmgkLNaELN6CJC0UeEog0PIchkJMhoICjYSJBR/8s/Bx/6Xnx0BJkZKUf8t1AUhTaHh2ab\nm2a7iyabmyabm2abi731VtocbqwuL7mJ/m3W84ufR3cduL29neDgYBYsWABAcHAwbW1tR0ycfdn2\neBo35PP91N+BoqDWa1Frtah1WlS6Q89q3f/7mlZLjFshyKBDazaiSzKxLvIga3R78ai8eFVePHjx\nKl68eAlSBRGk1qAJ0qIJ0hEUpCVIrUIT5EKjbkcT5ECvNaDT2jFo7eg0BvRaI3qVAb3XiEFrJCw4\nEr3WgEEbjMkQiskQgskQitkQSrDeLOujT2HykacIZBKfIlBJbHY/gy74x+WjGUfdRlEUbM52WixN\nWB3tWJ3t2Bzth/7848PmaMfmtOB0O3C47DicDmxOO00uO06XHZfTicvtwKV14gpy4A324Il2oULF\n1Zkvg1uLy+nB7fHisbvwWix4LRYUi5UeScGkpZpwtbbjsVjx2By42yw4aurx2hy4rTa8Njseqx2P\nzU5I3yz6Pn73Ef8uKpWKUIOGUIOGVE7OhGS3Jdlmsxmr1crNN9+Moii88sorhIaGdnnbn2zZsuXI\n39BB7NLnfRrrz/8RPMDZPz66lefQw2uHNly00QA0dPdZRTcLDg4+emwKcZJJfIpAJbEZqDRoCCeU\ncELVgPHHR5d4fnxWA/ofH/9d3loFv3h9JEE/PhwcIx8MAN2WZMfHx1NVVXX4dXV1NfHxR26I4su2\nQKfXxgghhBBCCHEidGt1kW3bth2uGDJ9+nQGDBgAwPr169Hr9b+4efFo2wohhBBCCHGqOSXrZAsh\nhBBCCBHITo3G8UIIIYQQQpxCJMkWQgghhBDCz7rtxkd/8aUTJMC8efOorKxEp9MxevRoxowZcwJG\nKc4k3dXJVIiu8iXe5FopTqTCwkLeeOMNcnJyuOaaa465rVw3xYnmS3z6cu0M6CTb6/Xy/vvv/6IT\nZN++fY/ZmUelUnHXXXcRHR19ooYpziC+xGRn4leIzvI13uRaKU4kl8vFZZddRlFR0TG3k+umOBk6\nGp/g27UzoJeL/LwTpE6nO9wJ8njkXk7RXXyJyc7GrxCd0Zl4k2ulOFEGDBiA2Ww+7nZy3RQnQ0fj\n8ycdvXYGzEz29u3b+eSTT37xtWnTpvncCdJgMPD8889jMpm4/vrrj1lvWwhfnaxOpkIcj6/xJtdK\nEYjkuikCnS/XzoBJsgcMGPA/tbErKyt97gR54403AnDgwAHefPNN7r77yO02heiM7u5kKkRn+Rpv\ncq0UgUiumyLQ+XLtDOjlIr52gvw5rVZLUFBQdw1NnKG6s5OpEF3R2XiTa6U4UTryEbtcN8XJ4uvy\nuY5cOwO+Gc2xOkEeqXPks88+S1NTE0ajkZtuuomYmJgTPmZxepNOpiJQ+RKbcq0UJ9LHH39Mfn4+\nzc3N5OTkcOuttwJy3RSBwZf49OXaGfBJthBCCCGEEKeagF4uIoQQQgghxKlIkmwhhBBCCCH8TJJs\nIYQQQggh/EySbCGEEEIIIfxMkmwhhBBCCCH8TJJsIYQQQggh/EySbCGEEEIIIfxMkmwhhBBCCCH8\n7P8A9O63u4yOZ80AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106c73b50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='kde');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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pDf6uWoLcHPBz0eLiYIez1g61SkW9XqGuQc+VqnqKKuu4VFFL5pVqHDVquns6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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107700210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='kde', subplots=True, layout=(2, 2));"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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+yUo2yUw+i6EIAwBQS6vLHoCbZ4+IzOSTiIhPHvjD+OaBsqe43jfLHmAen4yI2P+vZY9B\nyVw7i6EIA7DsHjnyhXhi/5ayx1gRdoxOxAfLHgJqwmpEBdgjIjP5JCvZJDP5LIYiDABALSnCFWCP\niMzkk6xkk8zksxiKMAAAtaQIV4A9IjKTT7KSTTKTz2IowgAA1JIiXAH2iMhMPslKNslMPouhCAMA\nUEuKcAXYIyIz+SQr2SQz+SyGIgwAQC0pwhVgj4jM5JOsZJPM5LMYijAAALWkCFeAPSIyk0+ykk0y\nk89iKMIAANTS6rIH4ObZIyIz+SQr2SQi4pMH/jC+eaDsKeb3zbIH+CmfjIjY/69lj9FVijAAUFuP\nHPlCPLF/S9ljrAg7Rifig2UP0WVWIyrAHhGZySdZySaZyWcxFGEAAGpJEa4Ae25kJp9kJZtkJp/F\nUIQBAKglL5argPHxcd85kvqVz9lU8ZXPLJ1rJ5nJZzEUYaiIrK98zngxr+IrnwFYOqsRFZCtZMC1\n5JOsZJPM5LMYijAAALVkNWKJ7GHeOHuYRORcjYAI2SQ3+SzGokV4cnIyTp48GRERu3fvjk2bNi14\n/uXLl+MTn/hE/M7v/E588IPV28LLuIeZ9Q+LPUwAILMFi/Ds7GycOHEiRkZGIiLi6NGjsXHjxujp\n6en4MU8++WRs2LBhwXPorowlGK6ST7KSTTKTz2IsuCPcarVicHAwGo1GNBqN6O/vj1ar1fH8ixcv\nxuTkZLzvfe+Ldrvd9WEBAKBbFizC09PT0Ww2Y2xsLMbGxqLZbMbU1FTH8//lX/6lkusQ2XkeOZnJ\nJ1nJJpnJZzEWLMJr1qyJmZmZ2LNnT9x///3xxhtvxLp16+Y9d2ZmJp5//vl473vfe8O/+LX/k8fH\nxx1X7PhaGeap+vG1MsyT+fjq27LMU4fja2WYJ/Px1bdlmafqx1fflmUex8t7/flpPe0FdhhmZ2fj\n4MGDMTIyEu12O44cORKHDx+e99xz587F17/+9Vi7dm288sorceXKlfijP/qj+MVf/MV5zz916lQM\nDw8vOFxGO0Yn0r1YLitfq2L5et84X6vi+ZrfOF+rYvl637iV+rU6d+5cbN++fd73rV7oA3t7e2Pn\nzp1z5XfXrl1z7ztz5kz09fXNldnh4eG5/z59+nRcvHixYwkGAICyLViEIyKGhoZiaGjourdv27at\n48fce++9NzUUSzM+nvP2aRAhn+Qlm2Qmn8XwZDkAAGpJEa4A3zGSmXySlWySmXwWQxEGAKCWFt0R\nJj97RGQmn1y1Y3Si7BFWhLV9q8oegQRcO4uhCAOw7DLecmml3goK6B6rERXgO0Yyk0+ApXPtLIYi\nDABALSnCFbDY4wOhTPIJsHSuncVQhAEAqCVFuALsEZGZfJLV3i0DZY8AHbl2FkMRBqCW9m0dLHsE\noGSKcAXYIyIz+SQr2SQz+SyGIgwAQC0pwhVgj4jM5JOsZJPM5LMYijAAALXkEcsV4HnkZCafZHXk\nsWfiwH3vL3sMEtgxOlH2CCvC2r5VZY/QdYowALX09IVG2SOQwBP7t5Q9wrx2jE6kna1KrEZUgJ+2\nkZl8ApCVIgwAQC0pwhXgXoNkJp8AZKUIAwBQS4pwBdjBJDP5JKu9WwbKHgE6ks9iKMIA1NK+rYNl\njwAdyWcxFOEKsINJZvJJVrJJZvJZDEUYAIBaUoQrwA4mmcknWckmmclnMRRhAABqSRGuAHtEZCaf\nZHXksWfKHgE6ks9iKMIA1NLTFxpljwAdyWcxFOEKsEdEZvIJQFaKMAAAtaQIV4AdTDKTTwCyUoQB\nAKglRbgC7GCSmXyS1d4tA2WPAB3JZzEUYQBqad/WwbJHgI7ksxiKcAXYwSQz+SQr2SQz+SyGIgwA\nQC0pwhVgB5PM5JOsZJPM5LMYijAAALWkCFeAPSIyk0+yOvLYM2WPAB3JZzEUYQBq6ekLjbJHgI7k\nsxiKcAXYIyIz+QQgK0UYAIBaUoQrwA4mmcknAFkpwgAA1JIiXAF2MMlMPslq75aBskeAjuSzGIow\nALW0b+tg2SNAR/JZjNVlD8DNGx8f91M3IiJix+hE2SOsCGv7VpU9Agm4dpKZfBbjhorw5ORknDx5\nMiIidu/eHZs2bep47qOPPhrnz5+P2dnZeOihh6K/v787kwILemL/lrJHmNeO0Ym0swFQb4sW4dnZ\n2Thx4kSMjIxERMTRo0dj48aN0dPTM+/5Dz74YEREPPfcc/G1r30tPv7xj3dxXObjO0aApXPtJDP5\nLMaiO8KtVisGBwej0WhEo9GI/v7+aLVai37iW2+9NVavtnkBAEBOixbh6enpaDabMTY2FmNjY9Fs\nNmNqamrRT/zUU0/Fjh07ujIkC3OfVoClO/LYM2WPAB3JZzEW/ZHtmjVrYmZmJvbv3x/tdjtGR0dj\n3bp1C37Ms88+G3feeWe84x3vWPC8axfBr5a57McRt6eaJ/fx7XFVjnkcO3bs+P+Pn77geu4477F8\ndu+42WxGJz3tdrvd8b3xkx3hgwcPxsjISLTb7Thy5EgcPny44/kvv/xyjI+Px759+xb6tHHq1KkY\nHh5e8JyMvPDnxvlaERFx7Ox5twEiJdcoMpPP7jl37lxs37593vetXuyDe3t7Y+fOnXPld9euXXPv\nO3PmTPT19b2l0D7yyCNxxx13xKFDh+Kd73xnfOxjH7vZ+YEVTAkGIKtFi3BExNDQUAwNDV339m3b\ntl33ts9//vM3PxVLMj7uXoPkJZ8AZOXJcgAA1JIiXAF+2kZm8klWe7cMlD0CdCSfxVCEAagl++tk\nJp/FUIQr4OqtQiAj98IkK9dOMpPPYijCwLJ6+kKj7BEAYF6KcAXYwQRYOtdOMpPPYijCAADUkiJc\nAfaIAJbO/jqZyWcxFGEAasn+OpnJZzEU4QqwR0Rm7oUJQFaKMLCs3AsTgKwU4QqwI0xm8glAVoow\nAAC1pAhXgB1hMpNPsrK/TmbyWQxFGIBasr9OZvJZDEW4Auxgkpl7YZKVayeZyWcxFGFgWbkXJgBZ\nKcIVYAcTYOlcO8lMPouhCAMAUEuKcAXYIwJYOvvrZCafxVCEAagl++tkJp/FWF32ACvRjtGJskf4\nKbdHPJ9tpoi1favKHoEE3AsTgKwU4SV6Yv+Wske4zo7RiZRzQYR7YQKQl9UIYFnZYQcgK0UYAIBa\nUoSBZeVemGRlf53M5LMYijAAtWR/nczksxiKcAXcc8elskeAjtwLk6zsr5OZfBZDEa6Ae99+uewR\noCP3wgQgK0W4AuxgAiydayeZyWcxFGEAAGpJEa4Ae0QAS2d/nczksxiKMAC1ZH+dzOSzGIpwBbx8\n211ljwAduRcmAFkpwhVwfKJV9gjQkXthApCVIgwsKzvsAGSlCAMAUEuKMLCs3AuTrOyvk5l8FkMR\nBqCW7K+TmXwWQxGugHvuuFT2CNCRe2GSlf11MpPPYijCFXDv2y+XPQJ05F6YAGSlCFeAHUyApXPt\nJDP5LIYiDABALSnCFWCPCGDp7K+TmXwWQxEGoJbsr5OZfBZDEa6Al2+7q+wRoCP3wgQgq9VlD1Bn\n69ev79rnerhrnyni1Vdf7eJno+7cCxOoi27+vR4Rsf7T3fk8/l7vTBEuUbeCOT4+7tWldFW3L+bd\n5IIOZNXN65O/24uxaBGenJyMkydPRkTE7t27Y9OmTV05F8jLxRyAOliwCM/OzsaJEydiZGQkIiKO\nHj0aGzdujJ6enps6l+5SMshMPsnK/jqZuXYWY8EXy7VarRgcHIxGoxGNRiP6+/uj1Wrd9LkAUDb7\n68CCRXh6ejqazWaMjY3F2NhYNJvNmJqauulz6S73ESYz+SQr2SQz+SzGgqsRa9asiZmZmdi/f3+0\n2+0YHR2NdevW3fS5V507d+5nn5w5zWbT15K05JOsZJPM5LMYCxbhgYGBOH/+/Nxxq9WKgYH5d6qW\ncm5ExPbt25c6KwAAdE1Pu91uL3TCt7/97bk7QezatSs2b94cERFnzpyJvr6+GB4eXvRcAADIZtEi\nDAAAVeQRywAA1JIiDABALXnEckmee+65OHnyZPT09MTq1avjU5/6VDQajdLm8VRArsqWze9+97tx\n7NixeM973hMPPPBAaXOQQ7Z8Pvroo3H+/PmYnZ2Nhx56KPr7+0ubhXJly+aXvvSleOGFF6K3tzce\nfPBB2exAES7BxYsX4x/+4R/iwIED0Ww249KlS6X+YfFUQK7Kls2IiMuXL8d9990XL7zwQqlzUL6M\n+XzwwQcj4icl6Gtf+1p8/OMfL3UeypExmx/96EcjIuL555+Pr371q3NZ5a0U4RK8+OKLsWnTpmg2\nmxERb/nDcvr06XjxxRfnfsJw8ODB6O3tjdOnT8e3vvWtaLfb8eu//uvxgQ98ICIiPvOZz8Rf/MVf\nXPffDz/8cLz73e+O//qv/4rh4eHYuXNnx3mufSpgRMw9FXBw0FOX6iZbNiMiNm/eHN/5zneW47fL\nCpMxn1fdeuutsXq1v1LrKnM2v/e978U73vGObv52K8Wf2hK8/vrrCz5s5LXXXouRkZHo7e2dO//J\nJ5+Mz372s9HT0xOf/exnY3h4ONavX9/xc1y+fDn+4A/+IBqNRvzZn/1ZfOADH4i3ve1t85577VMB\nI2LuqYCKcP1kyyZcK3M+n3rqqfit3/qtpf+mqISs2Tx48GC89tprcejQoZ/tN1YDXixXgp/7uZ+L\n//3f/42IiL/927+NT33qU/G9731v7v2bN2+e+8MSEfE///M/cdddd8WqVauit7c33vWud0Wr1Vrw\n11i3bl3ceuut0dvbGxs2bIgf/OAHHc+9+lTAPXv2xP333x9vvPHGok8FpJqyZROulTWfzz77bNx5\n551+6lZjWbN56NCh+OM//uP4whe+8DP+zqpPES7Bu971rpicnIzp6el46KGHYvPmzXH58uWO5/f3\n98dLL70UP/7xj+PKlSvx4osvzv20dnZ2NiJ+sp908eLFuY959dVXY3p6OmZnZ+M///M/F3zK31Kf\nCkh1ZcvmVW53TkTOfL788svxne98J377t3+7C79DVqqM2bzqbW97m9f8LMBqRAn6+vrigQceiL/8\ny7+M1atXx+233x533nnn3Pt/OrBr166N3/zN34w///M/j3a7Hb/xG78RP//zPx8REb/yK78Sx44d\ni1tvvfUtH3f77bfH3//938d///d/x6/92q/FmjVrOs7T29sbO3fujMOHD0fET54KSD1ly2ZExOOP\nPx7//u//Hq+99lq8+eabXvBRYxnz+cgjj8Qdd9wRhw4dine+853xsY99rIu/Y1aKjNn867/+65ia\nmopbbrlFLhfgyXIVde2CPWQim2Qmn2Qlm8vDagQAALXkJ8IAANSSnwgDAFBLijAAALWkCAMAUEuK\nMAAAtaQIAwBQS4owAAC19H/o0fxh+9RkugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10057bd10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='box');"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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KcHbILnxFduGjtEVYkiorK1VZWXnW83PmzDnruYceeij7XUHxODPC2SK3wSC7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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1075ac910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='box', subplots=True, layout=(1, 4));"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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DqVTqdu3yiK+eKOmHXLhwAYMHD/a0GW6hoaEB48aN87QZFDdQVFSEmJgYT5vhFqhu3ceB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DLsXk4lbeTRNo9w7dDX9Nn6HUKr1uy5VsSGiMaRP2bLNEa90wZFr0e5ZQ/sCMVt3HDk/bqidrNn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\nZQrz5s1j3bp13H///T09JZdDFEWuCe7eOrQiEFxxBX2t6d3Zh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RCIDRtMdNAg5iTOofzd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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1075c19d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sgb.plot(kind='pie', subplots=True);"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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tJe94LdfdPQ6785RH8s/8kFnP1sIW/rPIksexv5hkbTSv20b9N2txDwnAyt4O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ta5FPSuFkq5bcejVHG3swWURSg11ID3EhKcB5WEFjoiCy/Zsi1Co9K29MGXHA+0CwGox05ZdT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CefX8kTRRHzqVJ0ew+h23cEuZd7m/PE6OTzuuZ7g+6CMs5FVYuJx9YV8OykMJICrox0qL5A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\n3BBFLqp1EaJT+SPHTQr0ksJ07
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