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Last active August 29, 2015 14:26
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Coursera - Data Visualization\n",
"## Programming Assignment #1\n",
"#### Yilun (Tom) Zhang\n",
"---\n",
"###Overview\n",
"This assignment will give you a chance to explore the topics covered in week 2 of the course by visualizing some data as a chart. The data set we provided deals with world temperatures and comes from NASA: http://data.giss.nasa.gov/gistemp/. Alternatively you can use any data that you would like to explore. You are not required to use D3.js, but if you would like to, we have provided some helpful resources that will make it easier for you to create a visualization. You are welcome to use the additional resources, especially if you do not want to program to complete this project.\n",
"\n",
"### Goal\n",
"The goal of this assignment is to give you some experience with handling and deciding how to visualize some data and for you to get a feel for the various aspects of the visualization.\n",
"\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 357,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# import packages\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as mcolors\n",
"%matplotlib inline\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# define path to data files\n",
"\n",
"# path to data1\n",
"path1 = \"/Users/Athos/Documents/coursera/data_visualization/programming_assign_1/data/ExcelFormattedGISTEMPDataCSV.csv\"\n",
"# path to data2\n",
"path2 = \"/Users/Athos/Documents/coursera/data_visualization/programming_assign_1/data/ExcelFormattedGISTEMPData2CSV.csv\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Data1: Global-mean monthly, seasonal, and annual means Data"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# read data1\n",
"data1 = pd.read_csv(path1)\n",
"data1.index = data1[\"Year\"]\n",
"data1.__delitem__(\"Year\")\n",
"\n",
"# fill in *** with nan\n",
"data1.loc[1880,[\"D-N\",\"DJF\"]] = float(\"nan\")\n",
"data1.loc[2015,[\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\",\"J-D\",\"D-N\",\"JJA\",\"SON\"]] = float(\"nan\")"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Jan</th>\n",
" <th>Feb</th>\n",
" <th>Mar</th>\n",
" <th>Apr</th>\n",
" <th>May</th>\n",
" <th>Jun</th>\n",
" <th>Jul</th>\n",
" <th>Aug</th>\n",
" <th>Sep</th>\n",
" <th>Oct</th>\n",
" <th>Nov</th>\n",
" <th>Dec</th>\n",
" <th>J-D</th>\n",
" <th>D-N</th>\n",
" <th>DJF</th>\n",
" <th>MAM</th>\n",
" <th>JJA</th>\n",
" <th>SON</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1880</th>\n",
" <td>-29</td>\n",
" <td>-19</td>\n",
" <td>-17</td>\n",
" <td>-27</td>\n",
" <td>-13</td>\n",
" <td>-28</td>\n",
" <td>-22</td>\n",
" <td>-6</td>\n",
" <td>-16</td>\n",
" <td>-15</td>\n",
" <td>-18</td>\n",
" <td>-20</td>\n",
" <td>-19</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-19</td>\n",
" <td>-19</td>\n",
" <td>-16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1881</th>\n",
" <td>-8</td>\n",
" <td>-13</td>\n",
" <td>2</td>\n",
" <td>-2</td>\n",
" <td>-3</td>\n",
" <td>-27</td>\n",
" <td>-5</td>\n",
" <td>-1</td>\n",
" <td>-8</td>\n",
" <td>-18</td>\n",
" <td>-25</td>\n",
" <td>-14</td>\n",
" <td>-10</td>\n",
" <td>-11</td>\n",
" <td>-13</td>\n",
" <td>-1</td>\n",
" <td>-11</td>\n",
" <td>-17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1882</th>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>2</td>\n",
" <td>-19</td>\n",
" <td>-17</td>\n",
" <td>-24</td>\n",
" <td>-9</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>-21</td>\n",
" <td>-20</td>\n",
" <td>-24</td>\n",
" <td>-9</td>\n",
" <td>-8</td>\n",
" <td>2</td>\n",
" <td>-11</td>\n",
" <td>-9</td>\n",
" <td>-14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1883</th>\n",
" <td>-32</td>\n",
" <td>-41</td>\n",
" <td>-17</td>\n",
" <td>-23</td>\n",
" <td>-24</td>\n",
" <td>-11</td>\n",
" <td>-7</td>\n",
" <td>-12</td>\n",
" <td>-18</td>\n",
" <td>-11</td>\n",
" <td>-19</td>\n",
" <td>-17</td>\n",
" <td>-19</td>\n",
" <td>-20</td>\n",
" <td>-32</td>\n",
" <td>-22</td>\n",
" <td>-10</td>\n",
" <td>-16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1884</th>\n",
" <td>-17</td>\n",
" <td>-11</td>\n",
" <td>-33</td>\n",
" <td>-35</td>\n",
" <td>-31</td>\n",
" <td>-37</td>\n",
" <td>-33</td>\n",
" <td>-25</td>\n",
" <td>-22</td>\n",
" <td>-22</td>\n",
" <td>-30</td>\n",
" <td>-28</td>\n",
" <td>-27</td>\n",
" <td>-26</td>\n",
" <td>-15</td>\n",
" <td>-33</td>\n",
" <td>-32</td>\n",
" <td>-25</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec J-D D-N \\\n",
"Year \n",
"1880 -29 -19 -17 -27 -13 -28 -22 -6 -16 -15 -18 -20 -19 NaN \n",
"1881 -8 -13 2 -2 -3 -27 -5 -1 -8 -18 -25 -14 -10 -11 \n",
"1882 10 10 2 -19 -17 -24 -9 5 0 -21 -20 -24 -9 -8 \n",
"1883 -32 -41 -17 -23 -24 -11 -7 -12 -18 -11 -19 -17 -19 -20 \n",
"1884 -17 -11 -33 -35 -31 -37 -33 -25 -22 -22 -30 -28 -27 -26 \n",
"\n",
" DJF MAM JJA SON \n",
"Year \n",
"1880 NaN -19 -19 -16 \n",
"1881 -13 -1 -11 -17 \n",
"1882 2 -11 -9 -14 \n",
"1883 -32 -22 -10 -16 \n",
"1884 -15 -33 -32 -25 "
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# head of data\n",
"data1.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 264,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# columns\n",
"months = [\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]\n",
"seasons = [\"DJF\",\"MAM\",\"JJA\",\"SON\"]\n",
"annual = [\"J-D\"]\n",
"\n",
"# subset of dataframe\n",
"data1_seasons = data1.loc[:,seasons]\n",
"data1_seasons = data1_seasons.astype(float)\n",
"data1_seasons.columns = [\"Dec,Jan,Feb\",\"Mar,Apr,May\",\"Jun,Jul,Aug\",\"Sep,Oct,Nov\"]\n",
"\n",
"data1_annual = data1.loc[:,annual]\n",
"data1_annual = data1_annual.astype(float)\n",
"data1_annual.columns = [\"Annual\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Time Series Plot of Annual Average Temperature Deviation\n",
"Try to create a simple time series plot with annual average temperature deviation data"
]
},
{
"cell_type": "code",
"execution_count": 265,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x116ecf490>"
]
},
"execution_count": 265,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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l49NNnD2+ucSJs2XBY53y5djnzfHPl2OfN8c/XyOMfTVx3pLJ44OHodzb/Ndi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\nZ2BisDGILc7rgNXJtgNFj5KUh4A0Se5KzFZWeJ0jyLJ372T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g88DDwH6SL0x33we8HXh5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Tv8X2UlyxqlBeM/O4IXWOrRYMCjo7OzdNNO3ZlviY7En4l4Aa0x4dzw2Mvi3HJ6NfdFDo29aIqq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\niIhID/8fGSqqKLnHbiQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116f2d410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot\n",
"data1_annual.plot(figsize=(16,10),color=\"red\",alpha=0.5,lw=3)\n",
"plt.ylabel(\"Annual Temperature Deviation by 0.01 Degrees Celsius\",size=16)\n",
"plt.xlabel(\"Year\",size=16)\n",
"plt.hlines(0,1880,2020,linestyle=\"--\")\n",
"plt.xlim([1880,2020])\n",
"plt.xticks(size=14)\n",
"plt.yticks(size=14)\n",
"plt.title(\"Annual Change in Temperature Deviation From 1880 to 2015\\n\",size=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Time Series Plot by Season\n",
"\n",
"Try to create a plot that shows the trend in temperature deviation change. \n",
"Use Seasonally grouped data."
]
},
{
"cell_type": "code",
"execution_count": 249,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x116c07f10>"
]
},
"execution_count": 249,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/HeELlJ/vmX5MLSFJjw/3nkNY4Kv4/vHYsbIWKjOzTkm3EuZSH1GiyNcJQ8Rf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ZAAAg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CyIsPMp6HP2GWV8BkcRRSalLbTQQgstvMawVuL8ewgIyj4Ad4fP3YIgjkgC+My53Cml1H1K\nKaaU4uFvlnj8QGK5glLqF5VS+fDnw0qpxhLBcwELABaswbJMEOcDVn9CYT6ZvkH/ngsABImLtR9t\nT7z/ifD3g1ialecAfnbi1iGOeuwAgCxnervg8yz4J9xccQYXnjS8omyPFWcAWc7bYgLq+LwpcS5U\n3JhI7hzMnrr2oo5TF228wk3nf/5UOv/zp3o2//ODQhu0N/CjaR9chK3ws45C0/iZ4d2T1eHdk/sT\nebdJBSrZz50klUXUD+YbibOvGLmS4OjMclJcVXo0V1MgxkQfMSIrQWrq1pOMtQIwWH7o85HCOD21\np26QHhJnsnsF0wmA5fqG58uIlCxiiXjoCCY2VkNjhnOwU6ag44t2hyOVliMSGgUTCKWal7wPX9Fy\n7S23IIWgL/99AN6xzGIdPgJH91lHKsEcAoBMKoiiWqY0clFjQZlxhkCOG5yClChqaE6cl1WcaZQy\nAH4JwICp8yzAOIHUjyqZoq9c4UlLDLCj1wu4v7DlFmh3fWsurpY5yfvMXPd/2m1m33G9ZlwybGTe\ndA1RZgeNkq6AaZ+WriPJkPKpaZn45lnZbylFKiWKPpfQSSkypBeX4hdTLDJeyivFeKG8kPIk95WS\nPs4mzmUgUJw1bukAoBtXxN9jTu0xlVAE16g4B8S5LSVsLJGZF6U4AzgtfFVk8P2MtPQ0e6o3J/Q0\nAJiMVTlRMWxp+Ghf5sA73rLlb3ZtanuyA02IM4DtHeaJNAAoMHnPkf/zOdS7+K+b4pw0EbmAMGcj\nJZ903zh33N/WLDoyqTi/1CiqJJITq2eVayOcBNNYdam6aR2J8zqe+6aKs88o+g5oEefzABfovd8C\nWue+hfXDmoizUmoGwHUA/hgBeTiEQB37KwCvV0otGxXzGoEDAPO1LRWpuFCKCEBflW3w513NAQAm\ny+q3sv+1HQCu0B7vNKiWD8mmhWDCIcqL/TqCHkAgUEHfgnrsAICMYFq3waMBaJMMZ0ZhyaO3qDot\nESrOAHJc64gH3Z5PZ/U4v+2WXr20FLmEjV2polJAVp9NkuwKALeHnUoDRB40jqBkv4QlhSIVKn/N\nsGoUFVYhziEBs70w3qNfrxzr1dygVF9sNx2lJwd8y5Zpo77E+ljDa3MASgYjzyBS3ZzpvlR8vux2\nAkBIWF5sn3PTUu1nT5Y3H6s4aQAgKH+jKVIAULY87svYxOCV7nPuw9Kgern2jE5PCQ4A045HIkw8\nyjXPcI5QEBRFUgG2azEAMEVpOeLcVHGmUcohaN/oAwBT45mdmy6eac921PaV8ou+X1u0vKKZZmXz\nCu2x1wHYrSmue0rTCl5396PWzW9V0r6OEDRjEzjn+uZ+AEMlk1uKKDGRRVQyRZ0at+UW5AC0e9CV\nA6Om8yoDQLonDV5LnQw6NwBL431je3f1A8iXbVe3nJrmS+Ep+DbOvgZDxdnzNWZpBI/09Ovi71TX\nflbQaBzBtqLiHJahm5pgBhHJTLD/P5biDOC05stFBumnpaXrmOjOCpEGgPRSFNU7AHQ5MpVi5PNd\nA/90xQ0bv1T3nRC2H7xVMNsCgJOly04dWngjQz3xbynO5xbJ79xmhpznMsM5iWS59oYmrxcAQON2\nTNwV6Jy2er1MWPRZQJwlI1MShCQyQuLs49zHa7XQQgsttHAeYFXiTEQ6EX0WwE6l1B8qpd6olBpW\nSt2glPqDdVJ4zyuE/Xp2xe1yXJly/KC/U2vPtmdOOXoww6yqqovPbADgjGgPbgCIXOgCwJPDuyfj\nwffw7skZAN9PrP7GiVuHNgJx+elGAMhw0gYMHv3zPYs4e1IXAOBKw1uUnSVa6ozN6rw9HnR7Em1h\n33SMmaK9XSnFACBjiGoupbme1EVWn4sG1nb0mbvYmTQAuMFnnlVjSqFeUWqW19n4fFNjMAQEdyXF\nGQDsaBb/sszswcu6rjjYkRqaNrQ+5zl3JFl+vSJxzr7h40fCv+tIS6hYTxIRdEa1DRozAWBm0W5m\nJgasrc/5rFLtHf9PLvPIxPw1RV+6UFAdgp/Zmg7Gjp6vvELFjcjjK02ckwPqttBEKEaYUR0rzjO2\nQxp3GAC0Nc9wjrCoh1nOGSJmh4qzIcpawzajbZylOIcmXh9FWAIqGLEbL+2aGuzZauWzHbWKZ7iH\nSyee1f3DJQAY0X84yOBt23nDTwzMegMbLJXOVqimS+90nQLHRV8ngOG5rH5Wf3khLRqfis+/Ak5L\nFqimhqfMtOdUXDdTAYBKcBqvA9A+Uyi0AYArhcdY2wk1ppLZ5RgdGfcB1Bj5kiBVSisJLvocJroq\nAOB7Z8qJ7a6mOGcBQONkmBpzQrO2Yngek9fWWohzQfPVDCNfCng8rY53pkUw2ZPmVD3cneoIPyNc\n30wDACOfXbfh9hvH9u5K5k/vBLBBMNuWist90++cQjC5lFSc1404X6C9bk0rgxI418ZgEVYjzguA\nRGAMGEDntZNNljsnWM8eZz8s1Q4jqNIA4AX/q2bDe7qFVxgX6L3fAlrnvoX1w6rEWSnlAPg46gc5\nFyIsACg7XeWItHbl0vkTjhETZwCb+9hxuZEf6QIAW5kalsq0k3gEoSkVgn7fn5m4dUgDsD18jD5D\nVFKcRQOas3qcfRn0mLp+yquoXBlLgx8txfUaZyIsVWYGGs6d48k4Oqo9o80BgCcNLa3NRwPrSNWy\n29lcMCAIJgEiE5fVBmXA8opzTCoz2lwVS6TJQ9iv3AA7HIyAMcnfnj+xL613VUGEQ96lWxJ9uE0d\ntUPCsJLiDISlsxrB6hcsBQAly+1e5j0rEufQLb2xHB2zRftnbNc3i1K5gsG5qk1/YSitKQDwfOks\nVJzIIfmVJs5J9beZGpwCYPoQwlfCX3QqmmBBqXk+HWQ4L7Pegs6CHucsI+44FgcAg1ea9Tibiecc\nANVw8ucDWJqQkddu77j/yi0d01JxYZpbFqQiee9c8Zjyjjsb2OThAXa043JtvMP10xoAcknzitap\nvJRzBcd65nmQ7gEA452dgLj4TEY7iyUvnP1cfP4NXjmtQrNC0/H1lLIcy24vSTBVU2kB4EoAfbPF\nUhYAPF94XPRNLXN8wjxk309rCzoACH17QUEp3ztdxJL6v1qPcxsAaJwZpha7uBcR3GfRZ3HRXGWs\nI87DuyeVkOoIC5MO0n4xk9MoBwAZjdtn8vqbAUApYLY6VLX9rAUApig6AD4wtnfXpaHa/LZgnyz7\nROmKExW320FAnJPEf91KtS9QFLBkRpkLfR6SeDkU5/6xvbsaW5EKpigLQlxhU7n9/R86yxPhVYDF\nqFRbEhleaAzm8pYxWAsttNDCaxlr7XF+CsAV67kjrwIEztp2bzkire1Zrf24ZVgAIKUFABvfanyr\nhygYFCzInpPDuyfP6vcLVc5vYIkodgG4GWGZNgBsTonFxFvOUpx9FRJnaXoKzEaiD3RAnha6CEkB\ncQ31RA6uJ+MS3La0dgCA6ytdaMzS09qChiX1x25nc8GAINheFBuyWhkgsAbFeSC7P6m8Ldcba7s8\nUColEb9ae6Sqw64BQFVlGIDXh8stpzj3ADDLD31+K4Lj2KyEbhIAdKJqj2AGA2A5Mvm5TmNpYqJ9\nyy31x7MBWSzdV9Xh3ZMujdKlUmEEAAq+dDbnjJMpztwtKUEA4EnlFqvu+UKcGwfYjZ+1AwB8xXlR\nZi0pa7rGXQ5AtWdWJM6LeliqnWaMO15Qqh3G0jQS5+SkSyG8XzZjScHyAdz+y2/fWnKlIQCAxI45\nIq120vJqh6tuuUvtm9skDh26ybjzoiefnMpLKTzFvXmn+ugJ7t4/4TnPn9bMy18AGR6Bc65t2PTc\norVJUp36pkqmaIx8ikv1M+ZMfG9nbZ8MsmzPT9mWTFc9GAaCiYeRQikgzq4vPM284jCaI4ykkl5K\nLAYGYcblC0pWylCujyXivJrinANCxVlnESFqbImoLOOi3Kg4g4DTTAZVExm/YqZEsB6R1fqc0IDM\nkSnnoeMfPfjA1MeftP1MSWM1B8E98H4AP43QF0Awu/TszDujGK42vEyK84XY6xZWDCVjngYaFjnn\n5mAAMDoyXsXS9z3H2VFzpbS2kCTTi1hHrGePc1yqTTA9xoJ7nLeiqM4nXIj3fgsBWue+hfXCWonz\nJwF8ioh+iojOKme8QGADQMHaUPaVJpQC2lMsP+dpXs1nvlIWAKSu0h+JFanHnJsOLLey4d2TBSSy\nsaVSr7+u3XgdEEjOm1NaUoFpVGPMsFwcrm9GLsaxKrqRjpq6ZvgAQMTqiDONErm+2gIAOoGubTPK\nJNWsJ3UNADrMYxmEg9g8zfkm1YKMymCcFZHzFRXnUB2Myc+v/+Q2Gtu7K9qHeF825J5JGngtR7hs\nL5jFhyIITn5+kB+ZAgBbmR6AN4SGVo0l4BHq1OZmhCE8Fws6ocaJWJ9ghuX6MfEP80eTfXgrqc51\nZdo0SlkA743MmjI542RPSswBwKAZlDt7vnJKNe98Ic6NJLaROHcCgA8h5l3hAYDGPW5q3OaMFJYZ\nCA/vnrQZBeeFKSW5G/Q4hrE0jdtMlmlHg/DrEs89qcbU8wD6PWloAFB0BspcGzwNAA8vWCdnHL/9\nIvH88dfp9x1KuWdO9/ETB9rTxyfmirNGSucpABDaxnHNGJ4HAC4Guo7O1i5zBYvJo8upJhnFJftb\nboGGBAHJZ47Fk1UZ29dNqtoAoWBvmPWkbgDAbNHOWW5Qhu+rlJPt/PWko3sSseJsimJgEJbatSj9\nQnQ8N9AoGVhdcc4BgOBkpPQ6xXk1Y7B4HxrWfVrzZUFKiW6yDcaUQZxSlNKyoXsw9s+845Gq2+GW\nnD77waOj3yOKCRsDcFW0QsdPP1R1OyKS1liq3VKczz2S11qjN8N6mYMBK5RrT+2BzGjzscJMpF6t\nvcCWJFgAlCLiHqc80CLOLbTQQguvdayVON+OYMD8TQA1IjoW/hyNfq/fLp43sABgrral7EuNu9LU\n8mk3rUA444qqLz0BAAYsCQA1lba/WPnkam6hTyGI28K07bf9TH/2qhwnkROs2qWxSIFxhndPNg5s\nzEj1dmQ6KnGOiXM/TmcNLVScGROoJz+dBOQ5QD+dT/W90ZMj26erW2IV3TwZE+dtYn+sSpRVvpyI\nNFmtVDuLcGA20GHmr9nW/isAfnNs766NyX0ZbNu3FuJshYMRKArivTbyw2cMWFULaQ8B6XoDmijO\nYWb0ZQAQ9jg3K9OOMGkyqgDAgMZMx5ONbuRrLdduNAZ7B4C0Lphhaty68uLO/UwGkzB9htAJgOtJ\nt2x5EYl4pYnz2hRncDHrcgkAGvdFgqQtqyBRdN0oSM13DAAI45dWVJzDyYdLEs9F7Q8xcS5Yg2Wh\nbz8BAI8VrPkTlqcDQD8/Pv/xG+cfSaO2UPCVU7a8jBkQZ99Iv/GHmnnlHADoemfvmYK9yeFUIShJ\nUNINDLDyY3t3Rfu3AUvfmbMyXY0nYXRPUooqNgDM1IZmXD9ojp6aqXYgNCIDH5oT2sblylJDxdn3\nzaDvG1x0u4B7KHydAdiCNSjOnBFnjETaEA4Cdb6K1Y3BgHrymqZRYgBOu7ZVmy4tpDu5FMSUYaRE\nmxSxe/CP7pz4/biipGgPnATwJZxNHqzpyva7E49zeJnMwS7gXrfk/+XG76z1KtUGVnHWzunT8T3A\n4K8rcV6vcz86Mq5AVJCEyFk7C7QynM83XMD3/gWP1rlvYb2wVuL8fQB3IMjqvS18/H0A9yT+fq3D\nAoCCtaHmSR2OnzZzpuKCefykRUVXqaC8klwXAPa715yykVqxLzwsQf0WgOq043dlODM+uLFt+5aU\nOJ4Q9psNcg2pArXS8dMeGhTnbszkjGUUZwCbhCB9QGNGr8ElV3DyNa9X81QGAHL6dEycN/NDcZnq\nvOxOEts6c7BG8zEkyrSH+jJRfJOhFP2sxqqxmjiQfT75vmUV53AwAgkSAMBIqY388BFbpaJS7+tt\nL5Mk8KUww/fnAWxLPL9cmSwATKYoIM79gqccT+YbXl8rcW40BhsCgtLZG3Z2HtBSWo0QGOrlBPP7\nDG64vnIqln++KM6rEedAcVaczzqBb7xgvpYxeTQYXtYsUDCKBpS+LgMVVgvyXFdSnAsArsFSJvox\nNaZOj+3dxQD0+lLTAGC2OlQ2UtcdC/YN6t65alWquI8SXKrawbKjAYChsTSA40IfOmSk33gagEpp\n1FaoomuOUGUSZSZRtTQefZboGk6e96MVg8f3h5CqaqLmEJQsyU7rZOnSeV9ydmrBakd4M0txxQyW\nL4utAAAj3zN4OT4H0pt/MrHMEJqrwknkDC3II8+a3AZQClsgVlWc1ZiSqCfP2666f+otz8zNbKva\ntUChJPCUxv3Qd2ARwL+ifvJsbnRkvAzgywhaHCI8fMs7/7iU2H+Gpf8/7tQe1BmmtXBOUPed1WD0\nt17mYMAqBmFd6an4OyKlLb4aHbUjLKqQOEcIK1Ze6ykjLbTQQgsXLNYaR/WRVX4+ut47eh7AAgAF\noSpuZ9Hx06YmdGlorjhmqUVfQbhSMQHHVYrUI87bTmH5nNUYw7snywDunHf8LgC4JKv37xlqTxLu\nZsTZ9EPibHuZSHGeQzjoNWFRlx6cWkbUqDhvEoxpA4KbGZ3bTClH+KraU6v2A0BWn42J8yA/EhOD\nGX9Dcj9qWFKIdNSrWUCoGGYMnu7K6fEAzZVG366Br0XGZLW0Vkj2jy5LnG3B6hTncN+mARURMX26\nsv2y6LVDC6+vIjCSujh6buGbn6pO7cGpZbYBAEcyjCpQUF2cDOnK3NjeXUljqOQgdCAs222GmHD7\nSi0icjkWzBjqzRRABAU6BQBZzmobTZF2felW7fOGOK9Wqt0BBBniZxypAAXBlcgYIiLOyyrOKUaB\nuZxSvi79YKKJ1Vbsca75sgDg2sRrj4e/uwEIT+ma46ftmtfuauaV0wirDe6eqS7MOdIEgNvuKW3l\nUtUOFMKM5MAAbnJqDzwuel7g2mDR0BxdIp1+ZNHyyiZ/uGzwvdNtejSoj4hzstz1WFXn8f0tpKoS\nAQKOU5Zt9sGFN590v0UAACAASURBVJ2wvLQxW3TaoYj5kvtc37WA5UlKoDjD9w1RiYhz0XOPPZtY\nZggNqnCj6zmAnBH2HmdMYWPtUVTNXvtQTaqLFx23KCX3AcDUUv5gm1EII+K+OToybqFJZvvoyHgF\nAXl+CMD9CDLsgeYTK+tapn0B97rNY+nYphC60YdYT8X5FBC3xPSO7d1V91050v+1ibxx+lhXaurQ\nxrYfHTr77ecO63zu4yxnAJAEz2d0ahmvjhZeAVzA9/4Fj9a5b2G9sFbFuYWE43PR7iu6fsogImQM\nYkdrXkEqJS2pdI1c95i/bXZO9ttYA3EGgB33Hjn5ZNEuAwAB8oaO1NbEy02Js5RBjm6kOIfq9TEA\n4Mp3+oXiAEBEghqJMye9T7BUVuc2k3CFlJUOp9pDSiKjLWQYeTUA6OGn4v0/4W+NB7dhJNVKBmGd\nANDdZvTmTBGXYDp+2tiQ2ze4qW1vB9YWRQUAtgxyejxFsSswiIDt4tkfAoDOK7zsdg05fkr3pZC3\n7fsfPw1gOLGOh0r3/eVjy6wfADC8e7KkMzoOKJ8RUbtCHgkSO7UHNSy5ijM0KUEMERPnqaoXmSTB\n1DjTBAtL09VJAMgIsgdMkXI86dieb7ieZHjlifPaFGdwMW27JJjPGSSyKWEBqI2OjC87CO/S+WkA\nCgoyBWlIJaFxWyPIZRXnPzk434mlY1oF8Fz4dz8A+FLTyk5QDUEkqgjd6udc6TxZtGISL6QqTC3a\nOQDQBUsjNIQDcEAzLps3hK0rpFNH56zOyZ703ZO96bsliwfFvVtuAUNCcd7U9uRpn1M2MBNTSviB\n87RGjl1S7c5sdVvl8LRu2Z5vAEQKpqOZl5exPEmJFGdfZ9WIaBwD3KNYckfuP7qPBJbIt0CT86WH\n/fQ5UzhYIqpr6XGO9yOJaccrmSJb3NDRWxro6KloXEjNV3tHR8YPN/Z9I1GNMjoyXhsdGb9rdGT8\n3tGR8egzNJtYaWU4rwOaZNAnKybWxRwMAEZHxm0sGZMREtfH2N5dG3PG7EWDbfsO9WUnjjGSr+be\n9jrFOYxNbJVpt9BCCy28hrEm4kxEv0REH17pZ7139DxA3Jc1V9tadqVpAkDWVMyRtdop2y/WfKnr\nZLvjzo1RqdqaiDOA4f99ojRR8aXdJlhBWxqwA8sR50hx9rPJGKdjACDgeT3cZwBAYIyxwLiERikF\noDfNyezkTMuGijOXsMkn3uMtZDhzxGDuGQYAHaGjNgAc9i5p7M1cqc+5AwDa0qK3LR0T50XXTxkA\ncFXfty/OaHM1rE0Fs4FgUKKI6qJN3m1+dT+AkxltzlCKsdPlnUMH5t6yU4FflFjsAQDfU9K/b5n1\nx8hwOkBBTyi6GGVPLVjtDYskywq70Rwx0Xxi0YrLTzPm0q6z0LSHE6nNpoDjSRcA5suOCSAdliG/\nUmgksXHveBiZlvMVI6k4zTkWE9xhgFRtqTp1syl0RgVB8ACoNClyXIcTJNN5Jb7OGjOc/3W6uj2x\niicTGch9AOBLXSs6vRERrGKJEOO2k6UyAPwfb8sdWbS8U5VQ1TcEE++/YTDyH5jQ06+fM7ijA4Z5\npuB2V2zvDOoHwL0ALseSmVVl9+W/CQDwOFlcokahwqbDsQuy01bKozvHZ7qUIoCINH3DPJHwQ6O5\nZqgAgOCWpYtqRGom1ZiyUV/6uhUNqnP0R9gykdNDxbktiAd7sYpzckJMAXjuTR2pr/Smt06Zmh64\nCEvhDhTse8OIo91YqhDwUO/k3Awvu+J8gfe6LdfnvJ7mYEBDufbY3l1bxvbu+jCAX0H9RMu6ljWv\n87mvU5y9FnE+73CB3/sXNFrnvoX1wloH6F9EYPiy0s9rHTFxPF2+uOpJwwSANlMJJSvW10+XD56w\nvBPH/aF793nXRWY5ayXOO4qe9O44VX6+W+eN8VV1g9ywfJj7SggFJj2py8S+BcSZPK+TArMyBcY4\no2hguxEANhkil9aYyxgpJpVDAHypewPebA4ALup4KD1x65DI0mJcMr7fu7oxY3kl4tyZS4msLlg6\nn9YsBAOzL1peTgKAzqvGTVs/twNrVJyBkDgv5dACADRyLQD35owZEwDKTvdAwd6QVNbundqDe5aJ\n3jkLnGhSUGB61C+YeXS22hilktzH5frXY8X5/rlabH6WNUV8r+mejAezgynBlILypXIXg0gqWmHd\nLwd0AOBkR/ubVJw7AMCFLioqZ7l+0dSYTSAgPM+rRcsUtDCSKkOA61oEACmtaIY96UBwTQgAKLg+\nFj25NXxeoT4TPVCclRAFa7Apcf7BvJWt+fJuAAf+bGL+gOvLGgB05PTFn7i6Lw8AU3tQSqe2HMqY\njEBEjjRzf/K1F3QkBsBSsV4ANwGAkhYD8LjG7W4gGCwzpWLip5NtF2SXXSn8w8YT8yo9V5LHK06m\nXGajT2FlZa8MAN2pIyc7zKMzCErSo/7mycRyK/U5mwCExpnBGfkpnft48YrzgwD2AxgH8Dk1pm5/\nXYf5HHnaomV3LrhupsKqmYnT9lAFwAexFJMFAPdN7cFqmbwtxfnlxVoU5/Umzm8D8FHU+00oJMwx\nX6WoU5y9lqN2Cy200MJrHmslztua/FwH4NMI/vFdvx47d54hHhCeKF1hudIwACBrKk6q7E5U3PIH\n9p6+/3cWv3R/4j2rEmcaJQ3h4POJRXvB4HR3wyJnZTgDgFRceFL3wlMYkdqTAHwBx8tAcpMRAGKc\nIR1G2WwigAZ1nsuELshMYS8A6fmml5MVM+NXtf7s81kAnQKuBICKzFkV1SYa9mNFxbkrp/cCQFdO\nrwF4fnRkvPCjM+97KlqgP/PCAELyE2JF4uxxspOl2iEsAAc7zaOxamF5bdF5+t7UHsTnYo39Lkc0\nRhYAdHJmwPIas0+TA/yzyO3ErUMCS5MB6gfzweK6YLqp80gprRmeinut+42g5N6Xyl2svPJZzgRp\nvH3olqt+ascfvHG484FeAKlEP3cnALhKF0XZZim/ZAjuEAB0ZHQLqyjOABYFi7KciRw34JspsZjs\nc477m58q2nkg7uE9qMbUAgCM7d1FCK8dqYQ2X9sSXTu1cJnoetCveuDo1I4PHjn5zTOVnOsF5dT9\n7WYBiWt2W8f4TGeuwwIAx8/x6UV7K4IYLBcA5mpbtpvs+EDhzO9dPnv8Q9cf39/Z4XqyFwA8ziwu\nk8TZsqeteWGV/20IlDaOzsljc96HnrDZ22ewMkGpAIDGbXd758OTv3vjrn9JqNNJ4rwVy0dSBRnO\nggxTq4uialxuWcVZjakFNaa+qsbUt9WYiloTzgi4Ts3qXixXB2dqXp59pvj/vROBy3eE70/twQ9W\n+HwRXnbifIH3up0E4uuoe8st8f+kdSvVDpGszkluSwF4GsDnRkfGvzE6Mr6upnAvZ49ziziff7jA\n7/0LGq1z38J6Ya3mYEea/IwrpT6DwGX7/1rf3TwvECuultcmyk63DwC6psuUVomOYxar56w2YghL\nSurMlpT2ddSXSzYONEPiLIQvteiftgUAw7snXQCnNHJ9KCY3GAwgRpwRR6AcbtIE0/o0lsro3CKl\nXBYMYp73gjxobPBmch3miRyAbkGuDwCLqrMabTeBOmft6A8aJRNAui2l9TIiGZaL7gOAJ059oHCm\nsuM0AAhu2ai//lYkzm6gOPOG16ypPVCX9tz1QvREzW2zAPzb1B78cJn1LYvh3ZPVmgrIAhGoz1cX\nNyySHOA3jQJK/F2qycCp3NSYkdJ4RJqKCM6pBwDtGkObYML3lVOyXvks54Hcsz1542QHI59v64gz\nySPVuQMAPGh83tNcQJHGHKYL5ugak1hdca5yCo6hBgB+Nej/DnKLI+K8EQA8pdj+kpMsh0+qzVmE\nx8j1U1SwBqLzEt179QptQL232p5fA4CNXak64nxV/7fKXW09VQCw/XYB0I7Q4GdGKs6mS/1D5dnf\nv9azX+j2nMMnpL9w1W0/OPZez5fkcrKEVDER5bDLM7N/txNKMmKmwVh2OtP+kanw5WUJyujIuIul\n7xiO+vvtGJbIT49rTyTLvZPXYZDhzJhh6qyROK+1VPssDO+erHoQ8eTUMf+i7af8TcnJsu9O7YnN\nv1bDy16qfSEjdCtPmiJG9/R6l2qfAeqc0iWAvQD+anRk/I7RkfGZ5m97VaHsMYqvXZezBaxczdFC\nCy200MKrHOeil/JBAO85B+s535EsQcwX7X4HAAxNczOGGw36s+FyUWmwGWYJr4Qdib8PhJnNX0Uw\nWH4OwETD8iFxZtyTRjQwSZZRHxNwPQVSG3TGEJRqcwR9oxt7TJ7Oc6blDG5T8L4pAI+7ftoHgG6v\nkM3x2U4A3RocDwDmZU8FZ/e+Jsl9Z5j5CgAd+bRo0wSZaYPXGJEFIHJOzT1x8t8fdPy0rTEruc92\nSByawQIAjzNbBQ7hSQR50x2P1TrME0c0Xit3pY/869QePNK4krX2uyz6Ki6j7lB1pYXx9kI0K6du\nzHDOAoCuMSNlLBHnMA97DgDSnFmbUyLtSXVeZDmbohRvOyUW06EvVUScOwHAU5qYcYIMZ8EcWkuG\nMxDEr3kSQRuDUr7mlQUApLWCgaXr63IAOFrzep4tORHBW0T9fRBXKhSdXivxNdacOH8MTwPI266s\nCkbexq5UCQniPNz5AOvJ54tETNleWjLRdxGNUjuA6eOFwY1PHNi3heSxTqUcx7X3nQCAQsXdcecT\npy+rAQ73lxTng8XTbdKbzgIAsbTIdn7iLmJ69H2wGkFJEtqY6P7/7L13mBznfef5fUOFjpORgQFI\nAARJSJQGIinJEqnkKMtapzsbPmlv7Wd8Pq9PI4fHPtu3lndX67PWa58h79qyxlGyKK/Pp5VlBVuy\nmBQYByTFBGIIDgZxcuhc6f3dH1XVXd3TPdMTGgQx9XmeftDVXd39dr3Vg/q+31+gUXIQCbkt578c\nDZ9f6TgLZiT06vmWDyIGQtfPA9YMp15BhRLV1lIWmZ6FRJiG8OXJETyyjre65o5znOvWNM+5o45z\n8Pf8K/Ad2McBnBoeGvvC8NBYR/s2N9LJuR8eGqOFtHamovHFoiFm5lPas3FF7euL+Le/fYnnPqZT\nNAqRjXA3tscqa/Risy9n7SoMJM/tMDVeTugivMhNT45ADZ5CGTUnKIEWxyco5hOt/jwOAEdOTkwD\n+PMW4zAA33F2lR4KlujYLmrMcom42qmBU004HwGg3ZoxenXOPF1wz2WYPnJywvp3o394vl9eLu7D\nFAQ8vqeydJSAC5I5LgDMeztKaBDONEoWG2YF+Bf4Ar5oXATQ2xuEaScNUQHw4vDQWOiQZS0v4z4z\n/UNnjvY9HBURq50/vuPsh2pHFyHcIycnwoWD7t2ZF88DOA986wngV1Z5u9WZVfRKlvsWZWZlv+a1\nhHNjD2dfOEtuJPU6xxmLqq9w1nnde8tUSOwyH5h8xavYJcsLX/+qCWeNV6qfzZkrktqyVnJ66hxn\nB7qctv3FIU04IphnYO1QbbhECwBABFdzyxIAEnLZAGCM33eoF0Hf14tlZ9cji+WwFdOTQY/hkKpw\nXq7sjp77oYA9H3lsP4LfWMX2yr0ZfVlwRogIZ85oV8YszHeluvZdXtJtKff22e7UkQvzvPDACzN3\nFysVQxcZ23WmL4CclxlwkyZ5Ynq5kvrSS/OJ4xnjaTCGGcvNnissDITvm8z88MV078/kI2NZS6AU\nUIveSKFWxR3wFwMOAoBdfrQbGKl+TGSfLGNgQjA9WMyg4D2j52Wx3Zz/KCXKXNb99H+UKB2+9xcn\nRzC2zrfKB6+NttGKHefO0izPudOOM4aHxsaAdZ8frynKurj6yo7kM8FmHKYdExMTc4PTblXtjzDG\nfqvh9lHG2D8A+A8A/q6zw7wuiF6gs8WgIFFCR8nUeVU4B/82rXrbhB2ouZQV1F/gtMIEACIuWznO\nGhwPYKpfKiEAzrkQAG4DgJuSWl9K94WOpfFLAPCp0oeNZ6y3XiISHgOp7rJ9wBZs0H8fYEbtWSGc\nA1bkOQvOerMJbQAAMqZWRhCmHfSbzQLAxdwbF4G6UOrVnEoLAGzJG4uD1UUARO43rdLabr7LOVed\noSBiwAT6g0rSIetxnGs9nAXXU2a9cH7I+oGeCpJpxbv1/sTeQVfRq97LefAUmMYrdedrl3E1gcZQ\nbZJixnYJACR3RTs9nEM8CqouEzxdVTQAMGU+dJyPA8C87aWfz9te3iMXvkP6VMPb7AIAIsYWKvuj\nYrQMADRKOdSqO0s8hw8AQMnySru6zbBwXy9QzZfemdbn53szfaWKY9hcDvQBeN1fPMD+52LFX0gw\nZIl5zqVRAJ/a3WM+zZj/t/PlhbLxxGLltrKntOfy9rGia5UIREI/sJTq+TdzqA+5Xks4tyr6BURc\ndMc6O0C1dYQ6x9kMWlElDWkDKASLVu0WBmtJXnVVP7+gsmUAn9+AaMbkCBSCXtsR4hznzhL9f2Vv\nEAXV6eJg1wXXYO6jDvpUy71iXhXi3/72JZ77mE7Rbqj2R+AXAovefhnALQA+CuDXtnxk1x91VaXn\nSwcLAJAyUDSk2KhwjoZpv0yj1KpVTRQ/VBsiKpyrIvLIyYk8Y1gEwdOFoF6hhOCaHo5tnyl7wsJg\nRV2EF8OJR+13TznKrHAopXuUVpzdpDE/VPuqd6BZjjPQRDgPDiRvkYIZAJAyxQJqF/wGahdrTtHu\n+RL8wnJ5AN9e5fsGwplZYBARq6wCAKOnT4T52yFrup6rUQQuFz3lAoBDlEB926mNhWpLbqT8nrrV\n8T1jv9kFAME0b0/C6Hc9ZTue0sq2J/DqOc66Lkp1UShpfTYBIBO0icoAgAcp5y1LgCkI7vK0KcP0\nhEZBtAIP5LsyRK6uLAkAhizq8M+N4wAwWXb2PJOzQvfmRRqlRrG3CwBcpcuF8oFQbFYCURZSC9eW\n/jxUHGXt70+Ggjo1evpEAv5igJE1phe7M3uXXCU9zjMZxrtvKTg7grZmjN50U+K5T/zswcdplOj/\n+vFjL9y6L3seAJYdlV9wvOw3Fsp3W4qSedezGFg50/uhM4xxhkj+P9YWKNHvmW547jKCc155i4Zr\nvRieI3U5zoYm/N+eITbSiqr1wKjr60WVedYhbaFA2U9MjuCZtV/VksYFlriqdgeZHEEBQLhgJOG3\ng+p0cbDtwmPw/x+8AL9eSExMTEzMDUxbodpE9Gr2lb1eCN0vAQBFp892lGn3mFTgHH1JQyRKluey\nYcYOHKd2hfOKMO02MBVxRsS54wtnhZUXPhcZyJVc0IBUkvvCGQO60Ls1nkrrokiAWkhp54P9E0XK\nupfV4OwR+cxuAHA5S5tw5i0y7GXqcwBog6cgGvrQrigQ1p3Sbo889uzw0FgoZurE7W+8/e8dAPet\n9WWHh8bc0dMnPJczKD+6kwffObzYzqAW9plvVaW13XwXRTSdU+SkBTRHkQFfOIfFdeqE8+ApsIaw\n16ah2lIwI1MTznkAeNK5V91jfEVxpnivbiSSEAwAFgu2mehNdFw4j993qBvAv4K/yPO5IOxd14TV\nIJznQ8c5FLewyUDRKWgadyUDUcbv4Vxsp0IuC8MZiTxdOVoZgCEKxnfp/7wLwA5bkbha8fofXayE\nefFPRF8/evqEjrC6tzJFRDg3hvueh1/5HzhWDd0u7ek1Z+BHeiB4ny4AkNx2db33HJflvcqdTxnJ\nt97uqgRXxL3bDhy6+rZbzp+Ff67lpOD999zWf54zqG++OG8UXGVITSQBIOcoy8z8wJjUD4S/k2gR\nrQ07zp/834fU6NcmEiXLe+OVpcqMVX48pZm3Fxv2q/ZwTvvn23pbUbXkPw5/2APwf2zktU1oXNyK\n+zh3nguoVazfj2sQqn090Om5Hx4amwHwR538jJiNE//2ty/x3Md0inZDte9hjDU6IOFzacbYPVs7\nrOuPQCDVFdUp2n2FpOGWBWde2pRh/1kD9RfATYUzG2ZJ1PLNCMDLbQ7FcJUuAcBRCReA1SRn8SIj\nOEIINSCUEFxqAHA8o3dzzlhS47al8Zwreej8JADgWffERQ6lAMDjLMUYUFTZ6EWuXv8xdWFqfaOn\nT3Bd8pvDBxyPHo88vxlX2AJj8DizVC3POZyL7sh+a4YKr4VSNJ3zyG+BRdAWIy13JkfgoFYpVqD+\n4hOIOM6zlptHMPd+qLYMRVNu8BRYmVLdc2pXDgAEM7yDZk8fACwVnQSujeP8Fvg5s7cBCBc7DI2X\n675TUls04c9dtWJ4kTK25y2ZmnAF4KmuVFs9nAEAgjE/nJHgGeRoAKCLonGn/uAxADhfcnaeK9lL\nZUUefJF9oeEtdiJYKLHcdN5VZrgw00w4N3KeM9YYJVHNl+bMfV4zbpsHAM5TaYDT/l1vmXzdAfU8\nZ55CTXD3A8Dbbu2/cKA/cf+yq2oLKgxnUt0feL72EesSzqs5znffebhnh6nz7J4ed79TeTZ83zrH\nORTOQTX7LXOct5jYcb72RMO1DyB2nGNiYmJiYtZNu07ygwhyZJtwDMADWzKa65864ZyzdhR0UaoY\nktvRAmFoL1T7MGpO6WUapXYvaE1Pab5w9kwXDSHkARe57zirfqGk4FIHgMMprSepCZsxhrLOF1G7\niE4AwEuVN81WhFYAfOEMADnqjuYMr9aSqm+xaB92PJUBANejyuPjC89Fnt+ccIbfJ1PVKmuHc7Fm\nfjPQfr7Lw78055aIroQvu0j0XQ27ROe2MVy7OpZPXcpXnfmkIXhQkArwv3sSgHnJO7QEAILr7l4j\n1QcAubJroo3+31vAQOR+KMJ0jVckAHDmOgCQ1JZCx7k6fwWVcZTKGZK7ElCqO6m108MZALBTF6F7\nrwx4nIjA4Yp92iu3EhGuVNy9Ty9Xw7SfpFFqXBSqCt28vSP6mXXiK/g9TQMAzvhFteCHb7cUzl3G\n1FOJ7I9cZjxtMZ60073Dz3V3HR/vS0yGuYuhcK4eu5P3HHhgwVZ/4xLZJU9dnbG8P2NMRMcVDfVf\nT1Xt6uLJ6OkTAwDec/Ou1AIAMqRnKvdCt+fOaeF+QVX7tCb9NIlsYmsd5y0mKpxXLEhuNXGuG4CV\nwjn8O0q4gYVzPPfbm3j+ty/x3Md0iq0IwTaAutzCG5k6kbps7fGFsyZWE86t3MNomPbZdYzB9MgX\nzq4yW7WWmVHgFcEFmZxYj/TDSA8ktO6UIRwAKBhyCbWL6CQAzJcHi7NGZhYAFEeCALas+hYj79us\nJVUobLpnl603I3QDHTXx0r/PR8O6oz2ONyScPc4sYmgUzlvqOANA3lVPh/fLiu5oeLppnvP4fYd0\n1BYWvL++lGMAoAkmE7oIj4MN/7v0AcA599ZFABDccHYZRg8A5MuOiWvjOEdzb0NRrEvhF+zSuFUG\niEyZSwBIlVSquigw75oAuUIKV0jOnIQhXLR57I9njSUWCEgDBNcpi4wq6QYv7pi2vK5lVxlPLlsL\n8PdpljNYFbrz5QPRnOpm4b4TTbYb0wuq77cv++wZqe2d6t37Z4/07vnkI2b6PfMZffYhzlR4ju8I\niolFxfDsX35k+X+cL7nvu1LxTj76e+Vl1J/f0QWj9YRqp4FqDv8PA5CZhOZ0p7Q8g6KEVtLs0iM9\n8FMoQgHNNcF1TXBHkzxahOt6c5yjx6cxNz2mM8yi9v9X9O+Ls5Eq6zExMTExMduRlsKZMXaIMfYu\nxti7g4fuDLajt/fCLxLWGE55o1InUufLB/K6KFmmzm1D4207zoE7dDjy0HqFswAA20u4jWMCgCMn\nJ1QemVnGAMkF7TdFZrchzKzkibQuXGLwCqbIocFxtr2UNy37LigGh8C4K1hiVu2KCo3GllRVwcQZ\nxIwvnAEAiwX7TMOwNuM4VwC/JZViLAzVDgVsW47zevJdXpovPwTyLyY9Rfs+/egbomNvVSCsrjBY\nRVEaAAxNGIbGq4XBgj6fgXC+Le+R9CTX3aTQUynGeLHimQDM0dMntqJVXFPG7zsUtg8LCb+fIbnt\nO87cdQR3bY1XdF0U5YzaszPcecaREgA07kpT5xXOGNCmcD5yckI5RP78E1zhFPQBdyGlOMwLFXfP\nuZIzV1GkADxLo9RsUagqdK/mb4uKwNbC2c9xzsMXzdHzeX/ku7uaqMwBOMsYR9B7efb2gX+K9ije\nAV90hAskFoLFp4//5qL18d9cjEYVNGM9odqhuHkbghZdALCnNzEPBpiyyO3K032RfTOAn09vajwU\nSM0c5+tBOEfPlY63oopz3arVzJt1bbhh3WYgnvvtTjz/25d47mM6xWqO878G8C8AvhZs/1GwHb39\nI4AfBPCxDo7xeqLuQn6psm+GM2WbmrClYIYuuYb2QrX3oSa6cghDStvDCEO1bS/ZKlQby+ieBgDB\nhdqls8zrMkY3AEqbQlmSLxNjhAbhDABlSk2FRcMsyd2nnbdcibxty8ravWm9Z3rJ2g0AjkvlmWXr\nlYb9ouJzzerLDVgAsJTUphUDwXcjwzzSLXecn5srv1D2VAEALEclTEe9OfJ0K+HctDCYoXHDbOjh\njLC4FQw1o3bnJDddAhe7hGEWLTd8z06Ga3ejvo9uGA2gS+4XB+PwPMEcG/BbUhUpE4YpY9ZmGgBI\n4cqkzsNzve3FkIpHSwBARK50S3q/t5RyyE0t2N7A08tW2Lv4icbXjZ4+weHnOAMAJpbuis5FMwF2\nDrXeqo8GYd/RvPzouTMTFLJ7Ev75pQD8kyFL0d6sA6gPcZ8LFkIaaXUs1hOqnR49fWIPgHsjj00f\n2pGaBwBTlqVjj/cSuQz+uZIBAE00Pd+ut1Dtq/CrhAMrW43FdI5mwvmGLQwWExMTExOz1azmav0V\n/NxmALgfwL8F8GLDPhaAs0Q0j+1BnXBWJBcBiIQhDgNA2hTphYJKo/4CpZkAOgoAQu7rTmTfJ3r3\n/PE+tNfDGQBMRTIqnJvmB85gx9UDeAlSCLVTY0mR0roTglUE54llXSwBqESqIFcFoO2lpmZ6DSyl\ntFmP4evl+LCq/gAAIABJREFUS+mquBjseqJv9PTPfTci4uF737Dz+ORs6bAueXK+YBsAsFxyZqhe\noABbkONcMkTxO/szX3zzK8vPHjk5ES4YtJ3jvI4VyOlly5tJSJ6xPKXZFffNAL4aPNeO41wVzrrk\nRkJbIWSqBaMuewfnd8hX+gBghzTT5+3lvCICZyyF9R+ndulp2M4CAGeuIbml+fc9T3Lbsr1kJqPP\nmi5p1fDkWdsviia5J5IGD49H24sWlqLFNABG5PS7i2ldklywir0VRTNjy5UFAJdolJr1RO1D7W9W\nfrFyILrwt6LAFI2Sy4bZJ/B3+D5aprBveBH++dSYdjAFAJMjmB08hT8AwCdHUALGMHr6RFi9WkN9\nisUcmtNqYWgtd88O9tHgf88fQ21x8wKAr+3pNX/GkMIyVKUHqqLZ5dNZI3lXCkCGAUxwZiR0EaZX\nXJfFwSZHQIOn8GcA0pMj615EWzfr/O3fyGw7xzme++1NPP/bl3juYzpFS8eZiM4T0YPBifcuAH8T\nbkduj2wj0QysdHeXAUwlA4cnacg02nOcjwKc6Yk33Z7M/kg3gB8bPFXnAK6G6dUL56aO8yQOXQIY\nSS5Ul2TmwYTWm9FFCQAKpogWBgMiArDiZK8CgC257QneD8DqMq6Yb9n310e/5+b/8kEA3+WP37/t\n7Uv0pUzRp0mWCNuWLRTsWdT6hoZsWjgDQEUXPBTNQb5po2DdNDRKTtFyx8Nw7ULRvn309IlQbEYF\nWnRum/Zw1iQ3Eoaoa0WFiHCe8vaNCSYVA1cDUkt6ikSx4laLPnWI3oZtY/y+Q0ZKm08xkN/zi3mu\n5JYFAGl9LuFBVMc8ZysDACR3Zdpk4bne9rEvq+BvBil3QOVTREDeynePF+05xz/mK9zmgF2R+1Oo\nP/5NQ35plBRytecCh7jZ36yqUJ8cQcUXzVWirnO0SOIsmrMhxzkYW/R3Gc6TDeDzAK5yxrxdPca8\nxm3Bucvt8uN9CBxnXeMaY2BJv4dzaXhozB08BYlapIjCNQiNbofJEdC1EM0xdVwGVuQzx45zTExM\nTExMm7RVHCwQyfFFzkp3dwnAVDIQRkGBsFWFMxtmXQB2cNGXZNwUeuLNS/BFV2OF5laYSkkBAJaX\nbuk456l7ucQMJ2kkHMYgEoJpu5PaomJwC4YooD5ks/rZOXvH5cjje3/o6G+96V2HPn737vQLe4hE\nYzsq9KS0ugvxkuUt5stuARHHOSheFH6Gh/W7XtHFgahTmELNgSwPD401XUQA1p/vUnFpHIrKAOCU\n3F7UWjatK1RbE8xI1oRzLlggqQrXM+4bH3Cgu4LrrsE0o4szuVjoeIGwRscZALIZfbZawI0xzwuF\nc1JbTDBQVTgv2K7BmGKCK5ExWRm+IGt7TsuemgMABnKV5/GSXZYuucZpv5p2CbUw/EbWLZyBpnO/\nqnBuQlQ4R8O7mzrOQduyZi2W2nH3moVSf3V4aGwhiBCZPtCfXGBQKiEt3bFe7EWQ42xofiuqlNGy\nonZpOxaCil0Hn8kRWFh5nt/Qwjme++1NPP/bl3juYzpF21W1GWPfyxj7PGPsBcbYK5HbBGOsMZ/1\nRqVRpC4DmAouVGH6BcJS8C9GwjDosOptyFEA4KI3LbWDS1ykw4rLzcRMHYHDqoeh2pab9NDCcXZJ\nL+ZFqpLQDe9Q3865t/UmHus2pW1pfAn1+c1ARACeW3hr1JXI7ki9fCB0IQOn+yKAzwH4LIDP5ivu\n30zOlJ6dnCk9OzFdfOaly/lng9dGHee6/OYNXLy3Es5bnt8cUlZqnDxVBADPcruxtnBu7jgLbqSM\nulDtLGr9n0tlSr08o/YsSq67iiTfLbXkUqnjvZwbHWcAyBqyUA3p5czztFA4y4UEgmNNBCw4tqkJ\nRwBAd4oV4Bc9a7sycs5VvhAl5SjyWK5cMCxi7OmctQTg6aDoXDN2Ru5Pof74r8dJbSacV6szMNPi\n8Vah2kBz17kd4dy4APEygLHI9pWbdqUWGVOuqVmGcmfTdvnpAQBZI+jhnDJFtIfz9ZbfHPPq0hiu\nfUOHasfExMTExGwlbQlnxtgPAPgK/AvVYwDOwP8P+AB8t+mhTg3wOqOZ4zyTTkgLADTJk4KzbCAM\nW7nOgXDuTmvm8egFfFQEtsIAwBQJ6ZHmEmTLHqiu0gs5ngrGpbGM5BXFmV7085uBFo7zVPHWPCJu\nMWeuBwDL1p7FRy994EEAfzE8NPad4aGxl4aHxl765FcnnpzL27NzeXt+oeAsKvLdRxqlqNjdTCsq\noLVwbiu/GVh/T7+8q16ER2UQiLuUBdHu0dMn+rHOHGdNMCNtyqhw7ovsNz85Anfe2zkumOESmNqh\nGZm838v5VRXOBFbQRNkCgC45n3KhJQDAge5YXtHQuCsJpHpSsu0eziGztjcDAIyUU3FsWbYtedER\nnueHaT+5yktXc5ybObwAms59Y/79wmrRCmgunBVWpiNEaXZM2nH3or/LCoAvNBQgu2JqwutNG0uG\ntHQAqBS+dhhARguEc3C+Xa+tqK45cT/POhqF8w3tOMdzv72J53/7Es99TKdo13H+dwD+G4D3httE\ndC/8fD8OX1RvB1bkOA8PjVlpU04DAGNgKUPsCNpNrejlzIaZBuAQAHCeTRvJ74oK5zUdZwS5ih5J\n6SktdKqbXvDbbrqQE2kLAAgQAKAY9IIpw4v9IgAEocNRAVhBpD1W2el+5dFLH3jq6xMjz7w4993L\njVWEaZQUVgqRrcxvBuq/Y7Syd8cc58sV7xWPqAKlSlBkWEU7Cd91XiGcx+87xNAiVFsKbmQSdcI5\nKloXAOCSd+gZwXWXiNGAlKlCB4VzMNamodo6L1dFlu0lpzTuC+cMX0q5JE0AyHmGA1XRpHAlB6lM\nUtpY57H/Ts6+CgCMlOt4LgfAJl3haVKep1FqPJcAAKOnT5ioiUD3hdl3L2LrHOfVwrSB5sJ5fnho\nzGvyeMhGHefzwb8E4IvDQ2ON73MZAHb1JOdNaRkA4NhnDwHI6IFwzia02HGOaUXsOMfExMTExGyQ\ndoXzMQBfgO+yEAIhRkRnAfw2fGG9HWgWqg1d8iua4A4ApEyZhX9B38xxPoQgJ1fog6w7naRb+7+2\nuy8xkUL7jjMUSekqPQxnbeo4F5y+QpkZrsM0l8AkAHicqZLOQ9cpvIjWUTsP7MkRuPBbkH0WwJ98\n+tlPfu5K4XgojBorEYescPAatrdSOG/IcV5vvstjv1f2HIUp8sgvqLZQGQBwXPJyM8c5gVr4tf3d\nj15SAHRNMCkF46YuXPgXqCU0OM4A8Izz5u94LF0mYkpnUtdsrwudc5wzaF5NP6OJSvUzicSSLsqz\nAGCQLT2OJBFw1dYYAEjhCkPTrPX0cA65XHFzJU/Z/ucwr6yYmvG4d3TvTaulfESP28LnzvxnA7Xz\n1pocQUsR20aO86rCOXCjG7/jamHawAaF8/DQ2LPwOxr82fDQ2HNNdpkF4BwcSM5K4UnJXeE5V/YC\nSGqCGwyM0gnp4DqtqP1qEOe61bGM+nPzhnac47nf3sTzv32J5z6mU7QrnBUAj4gU/Au3A5HnrgI4\nvNUDu06JitTS5Ej1omPK0Hi0QNhONBfORwCA8ayRSNxavHfwE2+8tf9fbrl38BN3fv/h3/n+oG/r\nCkZPn+Cjp08cB/CjAKCIC1cZoXBu6jjnrJ0FME55nrQITBDASrpYBqsW717RwxmBmzo8NKaCUOxp\ntBatURqFyGqO80aKzEWP+zXJcQYADzQJj0ogKLvg9AEY+P7DvxsVIuGxqwvTniy7aQAwdWHqktuh\nuAzc+hXC2YV+cVYdnCfipMBFt0IPOiecW0U2ZAWzo6HPBcHdOc48RydbcO7qFST0y5YmAEDjrjR1\nLTw31rsYUsy7yp9TgnfBEbYuTfd777xntcWPxuO2UbcZw0NjFdSLyLUcZ2Cl67yWcG52nrclUoaH\nxs4PD41dbvGcAjA1kOUFU084plbRGRMm4KcFGBq3BWeE2HGOaUKQRhR1nW9o4RwTExMTE7OVtCuc\nzwK4Obj/JIAPM8b2MMZ2APgl1MILb3TmUQvVnYg8PtWd0vIAYOo8DeC9yluMCs4kG2YM1fzmvvRt\n+7hmiGI17DijzxwC8LOjp0/81OjpE/sBYPT0CTF6+sQb4PfQ/jEAOwDfcS7YA+FFcFPH2fZSlkfS\nmxddJQLjxCCWkjLqBIevXyGcG9iIcL7uHOeN5LsIsHMACIrKXsXtAYBb+h68ObJLIgh13xd5bB6B\ny2do3AwXVCLjWyGcJ0dQmMPRcwRGAGNZEn2KqFPCeUWoeEBWcqsqnBlTeQCLgtuWQY4UwpZlShmX\nLSEBQHIvKpzXtWhBo2RfrrhzAOARc8/Z0t7VuzuvS9ks97rVuNvKb/a/S9O5D93tCtrrob5e4bzR\nUO12uCx5xe7N9JVMrWKASb+vtuCGofHGxYxt7zjHuW4reDFyv+kCzY1CPPfbm3j+ty/x3Md0imYh\nm834DIBbgvsfAfB1AJeCbRfAT23xuK5LJkfgDJ7CX8B33F+IPDX15qN95z//2OV+Q4oUgL7Fq7+S\n6Nv35+HzSfiitwsADH0gcXzPbJ3z5yndJAIYwxEAR0ZPn5iELzgbHUJ7cvnExbGrPx5WAW5V1Mjy\nlPSmZV8RgNqLS5+fzehvR01stnScG4gKc7PJ88CrJ5w76jh3afyspQjkqSJz0K2IYIjiMUC5AJfw\nfz8SQd56wARC4Sy5YWrVitrLg6fAUT+f1eN0kY4/dQjy/QDQK7R0rmD3jp4+wRpzytcLG2YJAAcB\nTNIolRo+fxI1QZqVvOY4M6g8/Hbelk6O4MxjFUoaVyxPBwDJXZHQzfDcWPex/7srhWevVjy7mDqQ\nKWrovbV/X4ExazXh3Ljg0FYrqlX4EvwFv0vDQ2OrCu+ARuHcqodzSCeF8xXJbbe/q79kXp3vYpAS\nEFwKZiR0Ef6umznO21I4x6zgedS6PpxdbceYmJiYmJiYGm0JZyL6r5H7Y4yx1wH4PvgXr18johda\nvvgGY3IEs1h50Vzoy+jzb7yp++UnXl48lk3ITLn8+N5K8ZslM/W2RfjH6Ui48817dnbp0tUAoOJm\nyk9c+Ynnb+l7YP9NPY/ohiyFQmuw4TMqAB4D8Nhjlz/wS6jNXVPHeXIE7s9/STpgzJjW+stf7XrD\n5Z3s5Wbu01rO3VaHam+JcA6KRYXjCfOHW7KRfJc3ZI2Xn1iueMqjckJQd67kGN0pvWd3+kV2tXA7\nAUCaLYfCNGQi3NYlN029znHuRi3KIx8J9cfL7u0v3I1U2cASSSY0J2/vRMbQ0XphpF1+Av65NMWG\n2Z+efefBqDi9COCOYExJjdVynCW3CwCKkgXCWShhOaYxZZVNgCCFK5OGFp57657TsqLcV+dKU3uF\nzB/r6zIN3fQ4SqsVyGsUztF91z33Qbj22Mq9W9IonJu1tIrSeEy81fKw18kVxoC+TCafNLw+gKBr\nyQRj4AldWACsSJXwbR+qHee61ROEa595tcdxLYjnfnsTz//2JZ77mE6xZqg2Y0xnjI0wxo6HjxHR\nRSIaJaJT20k0tyJwBS++4VD31M4uc+7AQPIoUHGKS395i/KWJHxxehQANMHksb3JHeFrzy2+dXy2\ndLjwzYvDL/7LxC/+dwBPw88pDykBuB/AHw4PjT3w0W+MWaiJZoVVXCwFVhXVlpvuQ1DUDYA9PDQW\nirZ1hWoHocmN5FETywuIOFuDpyBQu3gnbOzivW4MQT/rOrd5s85sM3p1MZ/kfBkAJQB7Zr7cBQA3\n9TxWFZ8/kfyTA6gtPhThL6r4ragkNxN6zXFGkzDtEA/axSm3f4mIE0FIo+T2Y5N5zmyYdaO2ALML\nvrscFZzziOTiZpCrLqwYspADsCC5ZenkCs4caZFpTNvK5ExxzoinTa0C//xrx7Ft5CoAuB6sfQMH\ncgDAmGoqnIP53rIc5w0yi9p5fXWN9lWAf85G80e3snrxPABLSnL6MllHE4409EQKABJ+z/BofvW2\nD9WOiYmJiYmJidkK1hTORGQD+Bia936NqXE/Z8x91+sGzqZNae7uKu8gL2/mF/74sOdOdwHYDwB7\n+jKD/V27GABU3GxhfOHtj4Rv8NTUj2B4aOzzAP4IwMMAvgxfMD8cOGRAfbi0FbgHTSHi0Yv7nZH7\n0QvoVYVz4JKFYX0cterRtc8ZJQLwt/D7ef9tsB2SBqpiu7AR1214aMwFqq8Twa2xb/KqbCTf5cjJ\nCY8xXAEAuFSs5Ox+ANidfqE/XNs4IF4+EnnJxJGTE4RqD2duJGvCeQmrCGcAs5ed3TNETBE4122+\nE5svEHaoYXsPVuYK5wGACEiyUlVkZfWpZQCLmqhYGjlScEfaZBjztjI16QgASJuyjI0vWjwA4P6+\n/h/8Rk+m1wIAzrxWleVTqEUXWPDP383mOK+L4Bz8DPxz/O/X2j/4XXakenFwvK8I5ti92f6yqVm6\nIfUUAKQNWW1FFaQGhL9vwjYVznGu2/YlnvvtTTz/25d47mM6RbvFwV4EcFMnB/JaZ3hobAbA/dmk\nZt91pOdsX9rdZWpl3Sk/vSs39/t3AWC65NrBHX0DhmYoAJhYumtMkRYtMtQdvNfi8NDY/cNDY49H\nnOGQaLj0qq4XgVcdZ868gchTUdd3LccZaF3VuvZZozRNo/QAjVJjSOtmw7RDGns5R0XWqoXBNoPO\n2HkAgKKyW3QyAGDKvLYn/UIXAHTxxWixsLBgXCCcmZk0ZVuO8+QI1KSz4wW/QBhguLxfeiqzyeHX\nCefdhjiI2nw78M+DnL+hiSQrmADAmPI0YZeHh8bKEnZOI4+DEbcZSy44XkLjrgQYZRKyjA3OKY1S\nmUbpYTP7k9VCRZx5XS12j4r9+UA4bjbHed0MD41dGR4ae2B4aGytMO2Q6LHZ6n65VwRznP6ugVJC\nWrqm6UkASJmisYdzuGhVnhypi2SJiYmJiYmJiYlZB+0K598C8FuMsdd3cjA3AI8CmDx+oGt2X585\nvSs7O8CYYq51dhAA9vaaB3b27HQAoOT0FM7Mvesp1OcDr5bjGRJ1nJvmN4cQsaoQbhDOrRznVgKk\nnTznVmy2FVWrMazLcd5ovku/Ll6uvkfJ4YoInLlOX/J8lsNlJitFc9FD4ZziHFwIpqf80FkF/7uv\n5jhjyh14ruAKBwAcj6cG8vbBjYwZAIIq7nXCeZcho+74YuCO5wDAJV0mUTQAgMPzEJxbSVVZBogB\nQJ54UkEXUrhSl5qnSeVik0XZFsv7lhAsFjCo9OjpE6LJbnU9nIN/2xbOr2KuU/R832rhfFlwxzE0\nQ/V1pTxNyCQDox1dRglxK6o64ly37Us899ubeP63L/Hcx3SKdoXzr8K/CHuKMfYyY+wbjLGHg9s3\nGGMPd3CMrxmCHqufB2C/4/aeM2mDsYH0fA+YphmaMHrS+t7+7n0uAJyZf+cEQUyh3i1tFaoapW3H\nGeAR4exGxcd6HedGt3c9bJXj3Oh6XxPH+UBCTgjmi54kkZzP2wnBXDetzydulmcyBB6KkxxqiyDp\nhOb31k37jnMuODeaCcAaTL50xdYtALA8pqcsbzNRHn0A6hzrbo0PKqLQgQzH6gtnSGmiYgAAY+Qi\nON7dKlc9tjlFSTApNO4KQzNdwRwXm5tTeGRUbC9hA36btcYxR75LSLjgcK1znDdCR0K1A64I5tgA\ncMehw/m9/fuW7j7a+2J3So86znF+c0xMTExMTEzMFtGucPbgt1/6Bvw2VB58F00F97eqWuxrnuGh\nsUUA/5xJcOeW/UenuxO5bEovJfb2pQ+ZmnBSiZ2yYA/kzi/dOQ9gGp10nBF1nFU03LXtHOcmn7MZ\nx3mrQrXX7ThvNN9FcjaXEjwPAF2ci6uLlYzgjpPUlhI3iRe7XdLCQm0TR05OUOD0pg1NGACQTWg2\ngKXBU9BQOxaElZXHAfAzF22jDACOggZLHFm5T9s05jejVxeZJUeFTm0o3P1QbSZ1g2wBAIp4Jcxb\n7naLRQZSAFAg12AsYUruSkM3XMHcTTvOACzLS1n+5wqB+vMlpJlwvqY5zhukk6Hay2CUB4BsUsc9\nx28t3XGwK0yTiB3nCHGu2/YlnvvtTTz/25d47mM6RVvCmYjeQUTvDP5tdntnpwf6GuM0gPGdPb25\nXb17crsys/1dSX3v7t7EvKuSqTPz7zwfHPop+MIjLK6UDapQr0b7Oc7Eqk4c1QuNzTjObQvnoAL3\n4chDm3GGG8dwTRxnAHNZGQhnwcTcspURzHETcim5X77S7UILi6WFYdomAGFo3JScubrGFfw57kEt\n33RpcqRacK3K/G9/sHTZNq4Gm6xiacfG7zuUbNyvTQ5G7hMA9GkiseB4oaNb7zgzaejkSgBQJKvn\nQcp2XeGHbqOkKpLxRFIKT5p6wuXM9bAVwtlNh8JZYmPC+Xp1nKP5/lt6jg4PjZGrzEvhtuBOdNEt\nFM77mjwWExMTExMTExOzAdp1nGPWQeDWfYGIl47sPbq4f8eu0t7e7sUTNx+aXrZ25S8sv3EBwPLk\nCMqBgApzIRnqndRmbMhxVkpGBfl6HeeNhmoPAghzq20A4+t47WpjSKPmpoX5w6uy0XyXIycnrIRg\nUwDACZ5TcHoFdxyTF8wd4mKP64cXAw2FwXTJTUNru6J2lZzHJ+c97gJAwdN6AdzazjjH7zvExu87\nJIGm+c3PA0C3xhM5t1pwrM5x9hg3dHICx1lUhWjS9jzOPBcAisrSGISQfqi2J/jmQ7UBWJaX8YUz\nVjrOQSuqukrgwYLMayHH+QL8KtwvAPjmVr+545kXwvue0qLV7vNBRe3bIo9t5rf3mibOddu+xHO/\nvYnnf/sSz31Mp2hbODPG9jHG/h/G2BhjbCLs68wY+0XG2N2dG+Jrk+GhsfxL8+94TAhJt+y/deHt\nx49NQvSbL869ZyLiNoesJ8856viuKpyBmuOsagIPCIRzIEA6Gar9psj970yOrJWTvSrR10YLnYX5\nwx2jRxPnqhsVJ8HIcrOqoOuibLiQGoCFIycnQuc1Ipx5WxW1oxBZr1xw/AJhJY9lAdy+1vjG7zuU\nAvALAH51/L5DNwPYgfre0k8DvnAurBTOeQBwIQyNXMGIoEhUz4Ok7YXFwlD0yhpAkNyTpm66kttb\nEqpddrKrOc5Z1PqWl4aHxsoAdNT+dtnN3PvrgckR0OQIHpgcwd9NjjQLzd8cjpc4H973SIbC2YO/\nkHAItcWlPHwRHxMTExMTExMTs0HaEs6MsdsBfAfA/wLgCnwnUQ+eHgQw0pHRvcb5zsz7zs6Wbp4B\nAI80ba50U/5y/vWhSI4K5/XkOdf1cV5j36qzHIiSkDBUWwOqoeHOKgJk3aHag6eQRr1b+kQ7r1uF\nVj2p2xJum8l36dPFJY0xCwBSBL5cysluL58Q3JaevyAxEdk9bEVlmBtwnC1r6qXztrABkKWQdknc\nPH7foXSr/QPuDt5fB/B21LvN5wFc0Tl4UnC95FHaIyIEx+3IyQkPQFExpgPEdLKFIlk9b3SXNAHP\nKduWmCsXDF3aGmPEkmbK4cwtNGmXtl6sstu1Wo7zpvKbgRs312m+PPhKeF+RDP8e54KIl+ORXZ/f\nzq2obtT5j1mbeO63N/H8b1/iuY/pFO06zr+PWi/nH2547tsA3rKVg7qBKD1++SfPzpUOzS5Xds8/\neP7nX4k813HHmYhFhHPTUO123GZgY6HaQ6iJ8guTI5hu83XtjGFH5H4n85tD5lKS+XnOjNHs8nKi\nyyuYgtua5zvOK4Wz5Kap1znOdeHGrT5ocfnseNGj8qzLPVe52ix27EJ9yG0d4/cdEvCPdciBXo0f\njWxP0CiVBhNahfl9n/i05alAMIfkFOMaABhkS0WyGqnAgAyUV57NLSRLxJDUy2Z3uqecNpOOYO5W\nuKhW0emxAID8xZ3Gqtqv1fzmjnP/+Q/N2V6yAvgLY4o4A5AbPAWJ+kWr516VAcbExMTExMTE3EC0\nK5zfBuBjRNQsl3QawK6tG9INRcnyMu7DF37u+c8+/18fmivfFHXTrqnj7NUcZzfyunadu3WFagf5\nlSciDz251mvaIPpdo+Nuy3HeZL7LXCYoENYtGM/l88m0KhlcOJoLKeG7uiFpBjDBmZHQxbpDtRVh\nyXKs+UlH2JZji2nPPIh697CRY4i0HVJE4o6s8cbI8xMAcDSlVwvCTZYdhnpyHpgBAAY5wos4zgAy\nU8s501WeKCumMoar3bL/tjnGlMsYbTZMGwDsot0XOM58I47zmsL5Rs11mhyBKjo91XPJVYYGP+f8\nZtT+TiwBuPwqDO+64Uad/5i1ied+exPP//YlnvuYTtGucFaoVX5upB9thEtuU6IX9btQu+C3UO+U\ndsRx5kxVxRLVhHMxbDWEjTnO7YRqH0GtyFkJfnGkzdLqu14Lx3m2Rwq/9Q9n0ixb/RwEwR25pPor\n75mdqCtcZurcYAwsaQgbQOGj3xgTqInbtSpRL1h2fvqCIx1Hefxcbvb2xxYr33fyI9nDLfa/M7ox\nb3vpW9L67mAzh8Ddfl1Gr87vy0UnWkgKAHLEmO84K1sqEgUAGL/vkHap7OxZKpdMBVCFQLcfPFhI\nGAmPM8/D1lRqtgp2nw0AREIQITN6+kT079JrtYfzNaFg76hGcjheVThH8+Kfmxxp+bc7JiYmJiYm\nJiamTdoVzk8A+OkWz/04gG9tzXBuOKIX9Qci96caLmaj4m/LHGcWEc5BxWJg/a2oGj+nnVDtqJg7\nvUXFm1p9147nOAMo9Oh8DgB0QPUT7QB5inNHu+wdXET9Man2cE4Z0sbK/OaF1fJNaZRyaaP8cEWR\nN+NyFxzGjCP2lpX6dTbMfpINs73hvuP3HRpAfdspzNpez8GE1htYyhM0SgQAr88a1T7CEyWncQ5z\nfo5z4DgrrQgAX5ou7jhTcI4x5VkVxag3O1Dc399vAwDzK21v2nGeHIHrkeG4ynAIjBOERH3/4WYh\n7nHMz8H6AAAgAElEQVSOc8BieW81csVVpl52MkX4UQgh2z5M+0ae/5jVied+exPP//YlnvuYTtGu\ncP4PAN7HGPsagA8Ej72HMfYpAD8C4D91YnA3AFHhHC3ONdWwXw6oiqnU4Klq4bVmrMNxdmvCOeI4\nR3bZcsd58BR64IeKAn6Uwthq+6+DVsK5447zkZMTlBT8qs5ZBQRvn+Qpx7MYY564TPvyqD+OaUPj\nJgCkTGljHWHaIR9678HP3n3syAuLsjfPmRIukonjGWMHgFsADLNh9mNsmEnUVy0/A6Cw6KjuhGD6\nrWk9i0ju9a1pnRBEjZwvOwYbZlHXOQcGDQB0cqRHWg4A/mG68D6HSGfk2Q6TzrH9t84z5ktyvkXC\nOcCyvJQFAK7SquHao6dPCNQvJDUTztvacZ4qHKuGYbuka09P/6uwSBwAzAGbri0QExMTExMTExOD\nNoUzET0E4P3wq/X+efDw78LPfX4/ET3ameG95im2eLxOOAcOZFSErNbLuW3HOaUtVnPSI8K5leO8\nmgBZT47zm+D3owaAl7ewDc+mHOctyHeZSwueAwBB8CynwgFGM7LXQb2QSxvSF84Zs7nj3M5nHehT\nk70H77q0p3egoGkDNKCLzD5ThvN1vFfj7wbwhshrHrcVvVJwVRcA3JE1+hDJvU5JnjW5355s2vJs\nALsjr80pVIWzcDyzwIbZcQa8HgBA5PT3DMzrmlF1yrcwVBsALMtNWwDgKS3akqobtb9RuUgF7zjH\nOaDgDCxX3EwZADyla+cW3ron8vTzcZj2jT3/MasTz/32Jp7/7Us89zGdou0+zkT0JSI6DN/1ejv8\nSr83E9FXOjW4G4BWF/WNjjPQfoGwqHBe1XHek3muAPihukRcEDGGDjrOQTXfaGGqzbagajWGkMLw\n0Ni16uE7261xX6QTOWXbkiVu2kIvaQiOIxtmAkBS84UzpUzhYGVF7TUd5+GhMS9tzL3kMqkss6/Q\nmz1sD3Vnn3rfzlT1fLqr2/zhacsN+1nPA5j4wnRhWQWVzI9ndINGaQkAxu87xAF0p4MCZ1cqbhlA\nVGDlwfyICJ0cMb14xQXw3i6NGwCwQxeX0ul0nbO/1Y5zxc34wpm0aIGwVk59nONco3hu8a2TioSa\nLw0unl9+U7TH+bYP046JiYmJiYmJ2SraFs4hRDRORN8iojPk94PtKMznK4wxxRj70Ybnehhjn2aM\nLQW3TzHGVnNrrzUVrCyqpgDMNtl3zQJhg6cgUAv5VgCcZvtV38S86nCmqm2HgjDYTuY434aaG7gE\n4OXVxrdOmgnntoXbFuS7zA3oYgkAiOBWHEsusVQlo88mUDuOSQBMF9zQJXek4GG/5HWFagNAQuYn\ndVHMzYruohC24fD9xsih7hkAEwzAnd3mvufz9q2OIgHgySMnJ+jjE0tCkX++3ZTU1Ph9hzKjp08c\nefxQ18+UNL4rK3m+7JFd9MhDvXDOURCqrSlHPvXCp+4CkMhKruucVV6XMcYd6HVOOWeeA6BZlf2N\nYFXcbFBZW0ZbUrU6bnGOc43iS/PvmvrHsx/55v935j/PATz8+zA9OdL078y24waf/5hViOd+exPP\n//YlnvuYTtG2cGaMHQ2E6ThjrMQYO8sY+2vGWKtqv1vFL8OvRAysFKH3wQ9X/V4A3we/n+2nOzye\ntgnCJBsdsdkWxbLacZzrwrTXCsMcHhpTBBaGt8IjXWJjjrON2rHXAgHfjGhRsLHVimBtgGbC+VpU\n1A6Z69F4UTLYUHCU8nDZ4V5KX0iidhzTACAlMw3p93B2PKMxVLst4QxgKqUtzs/JnhITjlxQO/o4\nYzt/51jfN2/P6Ea/LtKWosQzOWsQwNMAMGV5e65a7hIA9OliSfnVzd8vPXV70RC39OiisOx64TxX\ni4w9eKzX8RjnAFC2Spp0FvYDQFZy/ba0fkbnzLOh14kwRby4hW6/VXa7wlDtqOPcyqmPc5xrlADA\nI0Oh/rjEbnNMTExMTExMzBbSlnAOVm6eAfBeAI8A+GMAjwF4H4BnO7Wywxi7E8CHAPybJs/dCl8w\n/ywRPRbkWf9vAH6QMXa0E+PZII0X9s3CtIH2WlJFw6TX6uHsQ6wazu0pKbAB4RwI9OjnrSheNngK\nuwDsDz8KwOm2xtcmgUjzGh5u23HegnyXRcaY1yXFEogcAtErRYsltaWo45wGAE1w0wh6ON9//kMO\nagseNuod/9WYyhgzCx4TtKwlnBx19ypi7Md2Zw4EzjMA4KH5sn70gfN7gmJf+18q2PMAsMMQS65g\nrwOQNlxKEGMyawh3yVHh+djHhlk4LmkxTYGAxWLO7JUuA4Bb0vrl3aZc8gduXI0OzlPaVi5aWCWn\nO+o4NwvVjjrecY5zjVZ1FGLhHHCDz3/MKsRzv72J53/7Es99TKdo13H+fQBPARgkog8S0a8Q0QcA\nhG7X72/1wBhjGfiO8jARNQs5fAuAAhE9Enns2/AvJN+y1ePZBO0K5/U6zqvmN4cQWFXweqRJbCxU\nG1g7XDta4fnFyZGWF/SboXGx4Jo5zkdOTngAFnp0vggiZ8Eja664bCTkcpLBqwpnXXKdMXBT4zaA\nyhNXfiIdeZuFdRRrmk5pC3nBHHvRSDoehLagBjIA3nBPbyLVo/ntsR5eKF+GX7jvKADxdM5aMDkr\nJgW3ieFWpohrnvLHJ7hmKYoK4LBAWMJiOhWskma5Lu/VPA2A89aexJVwxwqMyejgFMktFc5FpyfI\ncZar5jgPngJDnOMcpdn3v7yFRfliYmJiYmJiYmLQvnC+DcDHiKjOLSOiPICPAbh9qwcG4BMAvkxE\n/9zi+V1oyBUOcq5ngueuFxovbFu1h2nHcY6KsLYcZ0LEcfaF80ZCtYFVKmsHoduvjzy0lUXBWo0B\nuLY5zkCY50xQ044q5YrLJmCLrDEVzlfa1P2CWgnfcV53YbCQ4aGxCmNYTGjL8wsiY4F7Yl7t6gPQ\nxRiTd2SNlxYdb+5Mwc7DF5rvB4ALZbckGbsIAB5j2WzF7dJdXzh7HKalaCLyMXsBoOR0JcvQ1WIx\nZ4IY9WpKCuCxTFAdHACKPBF9HVylb6lwLtgDgeMsJIDs6OkTGmrV5RVqC0saann+zuTI6nn+wA2f\n69RsgSp2myPc4PMfswrx3G9v4vnfvsRzH9Mp2hXOl9EkPDdAB3CpnTdhjH00KPK12u1extgH4Aux\nXw1eF7Y3Yi3fvL3P/yvG2G8Htw9Hf1iMsXd0aLsEAIVvf/Jg4dufPIjAcW7c/8Ivijflv/Un+4JN\nU2R3f0/j+y198derxdEWv/BrO9r7fFYGgHOPjHc/8eWr+xAIZMbFO/Lf+sRt4f4Xf63rztXeL/cv\nHwvHDwBGw/N7C9/+5NHg+SUAFzpxPL/66enBcPvhz80d/J0Pnrmt3dcDeMNmP3/k4zOJLsnLnKH0\nrbGis3hmMZkrLuu9iYsDjLF34HG8xdSECQBXnqj0fXH06m4Ermnh2588uPi5D+9bz+f94yev9qb1\nuXnFBD341JzxtSfy1RSEf3iouPfBr5afqdrXZ3AUZ3CQAHigsb+9P3/wS98qHMxUvD7pUeIbjxW6\nv/ytwkFb0blg/4M4jfcAQN4e6Prmtye6Xnh+2SBA9WmCd32BJ/72/nxYv8D+u3//DwPnHhmvLuh8\n69NP7NrC+bUWvvGZ/We/9UpG+Y6z/MOfH//Rhz83dzB4fulnT5x+e7B/Mjye+Yc/vqfN97+Rt8vh\n8Yj8Pp+/jsYXb8fb8Xa8HW/H29d0G5F2ndfDeOLtjm9/mNX03V+hg7B2CmMzxoYBfBjA9xDR5cjj\n+wB8FcDvE9Gft3p9ZP8+1IdfNuMi/BzqDwJ1xaVEsP1tIrqHMfbTAP6QiMKwTjDGGPzesr9ARH/d\n8NlERJsS3hth8BTeBeCeYDM3OYI/WGXffwsgbCfzp5MjuBp5TsAvlBbmd/7F5AgurPX5H/6nX/8D\nxtQQAHDmTf39i//lM8FTDH4xNQBwJ0fw0TW+x0/BLzYFAJ+dHMFLkefuBfDOYPP05Ai+sNa4NsLo\n6RP/K4CDkYd+d3horK2Q9a1i/L5DA9/96KX36D19P5lK7n394M5Di57xr7/8jz/5vt9kw+zH9/Ul\nvm9nt3Hzm4/2vXDHwa4vfvQbY2n4ERsA8D8mR/BMu581evrEva7S3jM+f8930VJf/vbSha47tYce\nSfKiBd99/4OjD5x/L4A7Ii+jL9y55/89ltb/p+WEPFrURY8g0hhB6q6a+o3Hr/zGv8yVPhjsu0Sj\n9If/51dP3nXppfG/v0MrZJXHLWnN/NEP7Up/EsDPB/vNf2bPPaPL1s6vAP4ilu0l/9N/+4GPfG1T\nBzNg8BTuBvD933/z/33nzvRLS/uyz44DeAjAvcEu48NDY58J9t0D4GeDx6cmR/CJrRjDa5nBU/g1\n1KJHJidH8Jev5nhiYmJiYmJiYl4tOqn52nWc74EfDnqOMfYgY+y/M8YeAnAOfvjwvcyvuP0pxtin\nWr0JEc0T0dk1bmUAvwngdfAFwR2orRz9MnxBDfhFytKMsWg+81sApODnOl8vREO1W+U3h0TDXxvz\nnA+hJppz8BcY1oQCxxkA8vaOFIATwW0ostuaLX2wSqh2MLaQCXSOaHh65VqLZgA4cnJidrLsvmg5\nTgEAlgpLZlJbDMOx03oQ3pwyhQ1/PjdSUTtkSnLHM2RhOW9qZJPhzKg94Wc9feTkhA3gK/DPh+pr\njqX1swBsjyEhFSUY+aHNHmci56pJoFrVvZsNs9QjZ86+Ycl2OABwxp139SevotYSCgDyv/2Ov64Q\niWr7KdtLzq3zu6yGBQCWl7ICxxmoXyCJFgaL85tXEj0OcZh2TExMTExMTEwHaFc4vx3+xfYU/Ava\nu+EXBrsK3wV+e3C7J/h3UxDRFSJ6IXJ7PnjqIhGdD/Z5EcA/AfhTxtibAwH9pwD+kYjGNzuGLSQq\nJF9YY99oQZ/GPOfjkfvPtVtkqsuYqobR216iVT7ouTbeKipaq8J58BQ01KppA9dOOLed3wxUQ3e2\niomKY+UBIF9aNnReE86aZAYApE1pO56RwyaFMwCk9Pn5pL6YPuO8/uqi6u+D37/7cQCgUaoA+Dxq\nFcefOnJywgXwiuKsroibLZl67PfKHuoXcPZfnJ2+q6SYAoAuM7ucljyBBuEMABUv8wwAeCRzBP7i\nOr/LatgAUHEzliIeCud9kec31Ypqi+f+euSV4N8igOdX23E7sg3mP6YF8dxvb+L5377Ecx/TKeTa\nuwBEdLDD49goJwH8EYCwgNg/APiFV284K5kcwfTgKfwx/Av+yTV2b+o4D56CBHBr5Lm2L473Zr9z\noeT0jpWdrrTk9lkADzbsUgLQzkJDq6ra+4FqX+fZyZG22y1thOgYrmUP5zpolJb7ftG4BCJSUNyy\nzg8Ec5TWhO84p03pnJl/l0LtN1acHGnL2Y+SA1DJ6tPz8/zg4QfoXVcvlg5rfXz6z979wa9XXVga\npVfYMPsE/OiP8wCgGMaJ1UcGWJJj9PQJBuAKasL0exRRT5EYCcZVT6JrEXQli1pl63AcKNq9H7Xc\n1L0A+85fvv9DW+n2W0AonGV4bonI862E83qP543KP8H/Dc9MjsQufExMTExMTExMJ2hLOF8PENEK\nd5yIlgB84FUYzrqYHMHM2nsBaO04H0bN5V2EL3zagjOy0/p8Pq3P5wdSr3xncgRj7b62gVah2tcq\nTBvYhOO81T39Ko73PKAUIESpfLFbWJ/KADA0wUzGmEoawnl66v1a5CXrDm0eHhqj0dMnphJa3pTc\nKnUnrqROL71t7qcXv56ZbKjOTqM0i0iV+fN9iam05dX9ZhzJLfhO8uXIw72CC8MmUCaZrQhwG37B\nv/7IPnkA+PQP/5wFv6bBVmMBQNnN2hHHOcqmHOcbvZ/j5Ag8AGdf7XFcr9zo8x/Tmnjutzfx/G9f\n4rmP6RTrEs6Msf3wHcYVfXyJ6P6tGtQ2plWO84bCtAOiFc/XcrxXo2moNq6tcI7mdXf6s1alZHln\nPYItGBK54kJyR+LJQxc5E5wzaUhuccbci7k3piIvadaLvB2mABxMaYvz3eaVNHwBfhTAy6u96EJ/\nQjs8XczrLlVDrm3By/BbPNUtvHDONU0abiLV4/CKHzaNoFVVQB6dxRfOTo9FfjuqKC7qc7jjHOeY\nmJiYmJiYmJhrTlvCmTF2E4D7ANzVYhdCfWhlzMaoc5wHT4HB71t7S+Tx9Rb/OQPgb+Hnom8m93tF\nqPbgKRgAwpZAhM0J83Y4C+Cz8CuCv7TGvnUwxt6xxSuQ5x2PV/7/9u49TLK7rvP4+9v3nmv3TGYm\nV2cIJBCuYSKXoARE5eIFjLq4RoVVn6Cu8PR6WVh1dwFl8YIiI+CDBF2WCOs+uruJyh1RuQVkEwiB\nRAUy6UzITCbJXPtS3V1Vv/3jnOo+XdPT0zPd1VU15/16nnqmqs6p6tPz6equb/1+39/p7WF4YurE\n4MaNBx83NJCdimqwv2cWOF5PfcVR23NdTOsQwKaBR45sGXyoUcxesXsfcYYPUEYmB3ofHahWFwrn\nvqiQzWT4Gllf8QBAb0/PwLft3H18rmdmQzDb6IMv9mavS+E8OTc6U6e3+ffIkRv33l5cXf+cepz9\n9Lm8zL+8zL7czL+8zF6tstIR5/eQjTSPkRUss8vvrnMxPkZl9z4qZIVpH9kK4XvIimfIRi1XOu0b\nyKb7khXPq7XUiPNuFhaYO9Tq/sr8ezmrgrlV0k1p4klvfu4RmBpNpJiYPPD0wf6eYuF8jMXTnVdV\nOG8ePHxsy8BDj83vG82fe7lR7NGTw31HRqeqexp3VPqzEed0U6rHjfEg+crVwwOD9YsvuHRidnZ8\nsCfNzC5xtvR1KZwnZi+YqZ864nyk6bY9zpIkSVp3Ky2cnwH8dErpr1p5MAKyUeeL8uujwJMK2852\nmvZaWqrHeT2naa9KKz55HBzYeSDV7nsswGTl6FWD/T0PAwz3986S9WA/obD7uU7Vfhio9US9d+vQ\nwcpg78m+mdrmKtlI/3LPOTIx2Hui2hPTg9V6fbYv+mayHudG7/y95IXz4y/9tsO9Pb0XzcZArTdN\ntKNwngXSdHXLXK3eHylFRMyfYL55JXJ7nHVWzL+8zL7czL+8zF6tstLTUR3EUeb1Uuxz3gVcUbjd\nzlPNLLWqdtcUzq3QP7incRogeqI+MtDXMwgwNNA7e7xyYYWFIm+OxX26K3bj3ttr5AXyQO/kxPYN\n9zX6pnee4aGjRHBg29Bdk4O9nzmwbeguIhJZjzNk50H/OHDr4y6+ZBpgpqe/2pPqM03PM5Wf3qpl\n8g+DZqGH2dqGmVrqP92K2nAOhbMkSZK0WistnH8beF1EbGrlwQhY3Of8bBZmBRwcHzvn6b5rYdFU\n7d372EBW2EPWP33/+h/SyrXinH59Q8/9Z4gE0N8bGwb6sqnaGwZ7Zw+ceFrxtfXIKmcKHAIY6puY\nHB16oPEaPFPhPAIwPdg7de/ODX89Ndg3Ubw/3ZTm0k3ps+/+hb13RmQfhMxEf6031Zs/IGv1aHPD\nDMBMbdNMrb5s4XzWi4N5PsdyM//yMvtyM//yMnu1ykrP4/zfI+LJwP6I+DyLi7vGPq9Y64MrqeKI\nc7FH9mwXBVtrzVO1d8P8pN4Hx8doHqk87x2Zu+7A9qGNs5OVicG+3hiir2cYssL5/uN7i8Xfaj/w\nyAvnE5NbBw9ty+87beF80x3X9JGddgpOXbRt6013XBN5vzjAYGMl6+m0sdJLrXl0eX0L5+rGmVrq\n72Phg5r5wnn3PvpZ6PevkY3kS5IkSS230lW1fxr4JbKRxb0snrYd0La+2/PRKR9K5No5TRtOXRzs\n8sLtjp+m3Yp+l6m5bROXDu88MVmZ2BH09A729WwC2DjYN/vgI08unrLrXPubG/LC+eT05sHDjanK\nW3fvY/A0H1hsZeFDjRPAJAuraA+Qjdo2RmuH62TnTp5k00xfzNWanmtdC+dKdfNMrd7X+NBhluzY\nGxZN017pKL69TuVm/uVl9uVm/uVl9mqVlU7Vfj1wC3BBSumSlNJjCpc9KaXHnOkJtGLHlrjvgfGx\nJe9fN+Nj1MjOqQvZz02x97rjC+cWmR4e2n0UINHTQ2TF6qbhvsrhqccWz+G82hHnhwB6op62Dh6M\nnphrFMWnG3UeKVw/lo8uHy/ct7VwfbieslNATabNlV5qzaO461o4T1e3NkacAR4tjIyD/c2SJElq\nk5UWzjuAd6aU2lq8lcRS/8ftnqbdUJyu3SjOasCBNhzLWWlRv8tU/+Djj2R9zj3zr6XNQ32P1lN/\n8TzIqyqcb9x7+zT5z8Vg3+T0tuEDjQJyx2keMlq43pjBUPy5KhbWw42p2nP1oSqn/vyta+F8YubC\nqXqaH3E+2LTPWfc3g71OZWf+5WX25Wb+5WX2apWVFs6fA65q5YEoMz7GHDBRuCvR/mnaDUtNCz6Q\nH3MZTc/UL57YNLx5hny6c29P1Pr6ho+xMKqbOPVcxOfiEMBA7+TUtqH7z7RA2KIR5/zf0404D9VT\nduxz9aG5HurNhfM5rQZ+DmYADpx42tEHTz7xLrKf+U817eM5nCVJktQWKz2P82uAv4yIY8CHWXpx\nsPpaHljJHQMaxdH4+Ni6jfqdyVKFc1dM025Rv8v0yZmd0yObRioTU8e2AAz29cwenb60zkKP8ZHx\nMdbidE6HgCcM9U5Mbh16cCvZ9O3TFc5nO+LcC1CtD1V7onYU2FbYvl4/e/m6CT3c8i9vvnPfi998\n2xL7nNNUbXudys38y8vsy838y8vs1SorHXG+G3gS8D6yhY6qTZeyjji2SnExqU6Zpg2Lp2o3dEXh\n3CIzx2cunNy2eXuF6OlJKdgw1Df98NTlUdhnrU4h9hBkK2tvGXx4LUec5xcHm6sNVQepNI+Or+tU\n7dzAafaxx1mSJEltsdIR5988w3ZX1V5bnwW2kxU7X2rzsRQ1jzjPAd9qx4GcrYh4/lp/Ajk+Rrr8\nj3YdHdm8ffqi7ZecqEwdmrrm8s33jU89tvi6WqvCeX5l7U0DDw9nC9z3bNq9j43jY4tWnoazGHGu\n1fs2pHyq9mxteHYopouFc4JTnrtVmldtX8o59zj76XN5mX95mX25mX95mb1aZaXncX5Di49DBeNj\nPAL8WbuPYwnNhfN4vtp2adXSwNRsbXPl8ZdddWTPyMRXN/Qfn/p/91xeHDFdq8L5GDATweBw3/G5\nzQMPD56c3TVDtkDYfHF70x3XDLAwMlt782e+8KQ3fZrv3LXx/V+9ce9PNHabH3GerQ83Rq+Zqw9V\neqNW7GmeuOKG/evVgrGSwtkeZ0mSJLXFSqdqz4uITRGxOyJON51S56/mqdpdM027hZ88Tk/PjUwB\nVOsD/QCPTu1Zy3M4A5CflilfIGxqcsfGb27JNzVP154fba7WB07WU9/3ABsfmrzyGbX6/OdkG/IC\nm1p9YHPjzrn60CSL1y9Yz1X0z7ZwtsdZK2L+5WX25Wb+5WX2apUVF84R8YMR8SWyVXbvBZ6c3/+n\nEXFDi45PnaV5xLlrCucWmp6c2zYNUKsP9KUUcbRySbHAW6sRZ4D7AQZ7Jyd3bvhmY7p1c+E8Pw37\n4cnLe4H81E49PVNzI8W1CLZmx9y/UDjXhqfITgH1FbLXefOq1q3UssJZkiRJWq0VFc4R8UPALWSj\nZ69lYcVgyIqnV679oakDFYubCvkIaDdo4Tn9pidmt08B1FJ//3R1S61aH268ribGx5ZcUO1c7QcY\n7JuYHB0+0BhZPu2I80OTVxYLTU7O7iyu7r0VoE7PxsYds7UNk1fcsD9dccP+/3PFDfvfesUN+7++\nhsd+Ji3tcT6XA9L5wfzLy+zLzfzLy+zVKisdcX498N6U0guBtzVt+yrwlDU9KnWqYrEyPj6GpyCD\n6ZOzO/MR5/6+EzO7iv8naznaDHAAqA33HZ8c7ju+YWP/IwPAzt37Fn2QNT/i/NDkFZuLD246thGA\nlHrme5wr1c3rtRDYUpYtnHfvo4eFU7SBPc6SJElaRystnK8C/uI0246SrQCt89+/AEfIipzPtPlY\nzkore5wfOPGUYydmLjw2Vx+Mex75nvsK29akv7nhxr23zwEHBnqnZnqiVr14890jwBBQLJBHAKr1\ngb6j05dtLD7+aOXSYoGdLxAW86PS03Mj7Txf+JlGnEdZWMzwrEby7XUqN/MvL7MvN/MvL7NXq6z0\ndFQnyFbvXcpu1rhAUGcaH2N69z7ekV93tDkznehLn9j/S18e6J28fba2sfhh1FqPOAPsj2BPf+/0\n5AUb7h39+pHrDpNN126shj0KcHJmx9aTszsWFZdHpy8tHtvITXdc01dPu4cAEpFmahvbOYp7psL5\nwsL1rmkRkCRJ0vlhpSPOHwf+U0SMUjhnc0QMAa8GPtyCY1MHGh+j3o1Fcyt7nBtXZmsbB4ELCtta\nUjhDtrL2tqEDixYIu+mOa4J8xHlybtvoydldiwrnI5XLih+UbQWG66mvF6BaH5xL9M624HhXqvi1\nB5umn8MqCmd7ncrN/MvL7MvN/MvL7NUqpy2cI+LeiHhafvM/k71x/WfgPfl9rwO+DFwGvKGFxyh1\nsmLf9wZaXzh/C5gb7J2cHOybGN4yeHCIhQXChslHayfntm2amttaXEWb45WLB9L8x16MAMP11Nso\nnKucumr6uhkfowo0Fi/r4dTZMI44S5IkqW2WG3HeQ/4mPKW0H7gG+FvghUANuA64DXhmSulbrT1M\naXVa2eNcuL6dhZWfZ1mYPr1mbtx7ew0YH+o7OQlw0aZ7RlgonEcAZmtD/SdndvTnL+86eUF6fObC\nVK0P5qenYjOwsZ76+iAbcWbxqG87LDdd+5wLZ3udys38y8vsy838y8vs1SorPo9zSulASulnU0qX\npJT6U0oXpZR+OqV0oJUHKHW4YuG8tXD9kfGxhbaGNbZ/qO/EJMCODfeOAjvyqc2jABOzO0amq4kl\nSBMAABlJSURBVFsbx/UA2YJu1FN/mq5ubUyzD2BXY8R5rjbU1hHn3JKF8+59bGRhAbQ58u9HkiRJ\nWi8rLpylbrYePc5NWjFNu+G+gd7KXG/MzY4MPTAC9X6y0ea8v3l0tFLd2uhv3g8cazxwYvaC4vTt\nC5umard7xHlRn3PhenG0+aGz7bG316nczL+8zL7czL+8zF6tcqZVtd8QESsqAFJKr1iD45G6zQzZ\ngnnNi1m1snA+CFT6eyuTtdQ/Ojr0wIajlW/bST7iPD23dWRydvTBfN/9ZKesAuDEzK508ea7Gzcv\nTI0R5/pwp03VHihct79ZkiRJbXWmwvlqzjx9M6BlU1KlNdGqfpfxMeq791Fhobe5oWWnaLtx7+31\nm+64Znygd+rJlerm0Ys23TOSF84jM9UNg9X64IbJuW0Vst7mB4CLGo89Vrm4+FQ76qm3D2C2Ntyx\nU7VpGnE+2ye116nczL+8zL7czL+8zF6tcqbC+fqU0hfW5Uik7jXNqYVzK0ecAfYP9k5OAmzfcF9j\ngbDRk7M7RgAmZi+oAPePj1HdvY+jjQcdq1xSbM/ordPTCzBb67gR59MVzo44S5Ikad2dqcfZkWSd\nF1rc79Lc51yn9QtYzS8QNjr0rdGeqO4CRqbmRkcBjs9cNE1+zmcKPc5HK5cu+rBsfqp2h444795H\nPwun+Eqcw4izvU7lZv7lZfblZv7lZfZqFRcHk1avuXA+Oj5GrcVf8/Bw/4nDAH09M/2XbfnSFfXU\n01epbhmp1gfmZmsbayxROB+vXFQ8lzONxcFmaxs7YXGwpUacd7LQP35kfKztxyhJkqQSsnBWKbS4\n36W5cG5Zf3PDjXtvT309s9/s65mtAOzeevulxysXbavWB4Yq1S0VsiL4IMD4GJXGMR6fubA6Vx+e\nX3grpWyq9kxt4xwdOOLMGkzTttep3My/vMy+3My/vMxerXLaHueUkkW1tDLNhXOr+5sb9vf3Tk9W\n6wND2zeMb29Mw65UN1eA8aZR72PA8Fx9Q216bkvvQG92yHV68sds6tQRZ/ubJUmS1HYWxyqFde5x\nXrfCeaB3ahIgqPdUqptHAabmRor9zQ3zC4RNzF1QBUgpIqWeHoCZ2qZZYI72Wqpw3lW475wKZ3ud\nys38y8vsy838y8vs1SoWztLqTTXdXq/C+UhvzB0+5WDmRiucWjjP9zmfnNlRB6il/t7GfTPVTVPj\nY21fDHBR4bx7H4EjzpIkSeoAFs4qhXXucV6XwvnGvbennqjd3Xz/1NzoMU4tMudHnI/PZOdyrtWz\nwrme+mq1NNDu/mY4dcR5FGj0Y08CE+fypPY6lZv5l5fZl5v5l5fZq1UsnKXVKxbOJ/PFuNbFpoFH\nvgJp0Uhxpbb5X5cYPS6urN0DUEt92amo6oOdsDAYnFo4Lxpt7oARcUmSJJWUhbNKocX9Lo+wcM7z\nAy38OqfY0H/8G309s4tGvI9VLv7aErvOjzgfrVzSD1Cr9/cBVOuDnbAwGJyhcD7XJ7XXqdzMv7zM\nvtzMv7zMXq1i4Syt0vgYR4FbgC8CH1vPr33j3tuPJXrm+5xna8MzlerWbyyx6/HGlRMzF/alFFHP\nR5zzwrnjR5zX+VgkSZKkeac9HZV0Pml1v8v4GHcCd7bya5zOTHXT1/t6ZvYAVOtDx1mix3p8jLnd\n+5gANp2Y2TU7U9s4OD9VuzY0R2eMOBePYc0KZ3udys38y8vsy838y8vs1SqOOEtdrlLdfEfjej31\nLNXf3HAUYLq6Za5S3dxXT715j/NQp0zVnmVhyns/sCW/XgUebcsRSZIkSVg4qyTO536XSnXLRybn\ntn9kurrljmp96F3L7JovENbD5Ny2ufriEee2T9XOC/6lCviHxseon+vzns/Z68zMv7zMvtzMv7zM\nXq3iVG2py918/c8l4HdWsOv8AmEnZ3akkaEH+wDm6hs6ZcQZsgJ+sOk++5slSZLUVo44qxTsdwEK\np6Q6Vrm02hhxnprbOkMHjDjnljqOVRXOZl9u5l9eZl9u5l9eZq9WccRZKo/5EefbD/7o4a1DD254\nZOoxG+49+uyH6awR52aOOEuSJKmtHHFWKdjvAhRGnI9WLhv83/e85dOfuv/nv1ZLg3U6u3A+vMR9\nK2b25Wb+5WX25Wb+5WX2ahULZ6k8jsP8IlubgY2FbZ06VfvI+FjHHJskSZJKysJZpWC/C+QrU58o\n3LWzcL1TR5xXPU3b7MvN/MvL7MvN/MvL7NUqFs5SuRwtXB8pXO+UUd01L5wlSZKk1bJwVinY7zLv\n2GnuP29HnM2+3My/vMy+3My/vMxerWLhLJXL6QpnR5wlSZKk0+jowjkinhkRH4+IkxFxIiI+GxHb\nC9tHI+LmiDiWX94XEVvbeczqTPa7zDt6mvs7ccR5Cji52ic0+3Iz//Iy+3Iz//Iye7VKxxbOEfEs\n4KPAJ4FnAXuBtwBzhd0+AFwNvAh4cb7Pzet7pFJX6fSp2pXC9UPjY6S2HYkkSZKU69jCGfhD4B0p\npd9OKd2dUvpGSumWlNIJgIi4iqxgflVK6Qsppc8DPwf8QERc2cbjVgey32XeUiPOicUfSLXTN8lG\nmRPwxbV4QrMvN/MvL7MvN/MvL7NXq3Rk4RwRO4FnA4ci4jMR8VBEfCoiXlDY7VpgIqV0W+G+zwGT\n+TZJp5oAqk33zXbKyO74GBVgH/CW8THuaffxSJIkSdChhTNwef7vG4H3AC8EPg18NCKemm+7EHi4\n+KCUUgIO59ukefa7ZPICuXm6dqcsDAbA+BjV8TGm1ur5zL7czL+8zL7czL+8zF6t0reeXywi3gT8\n+hl2ez4LI2LvSim9N79+Z0R8F/DzwL8/x6//XuC+/OYx4MuNF1djWoe3vV2C28cmPvfubwfY9JxX\n3QfMdtjxedvb3va2t73tbW9729sruX01MEJmDy0UKa3fDM3IVsTefobdDpCNGH8T+MmU0gcKj/9T\nYGdK6Qcj4meAt6WUthS2B3ACeHVK6X80fe2UUoo1+lbUZSLi+Y0XWdnt3sf3A88o3PWt8TFuatfx\ntJrZl5v5l5fZl5v5l5fZl1sra751HXFOKT0KPHqm/SLiPuBB4AlNm64E7syv3wZsiohr00Kf87XA\nRrJeZ0lLa56q3SkrakuSJEkdaV0L55VKKaWIeAvwxoj4CvBl4OXAM8mnaaeU7omIjwB/EhGvAgL4\nE+BvUkpfb9Ohq0P5yeMipSqczb7czL+8zL7czL+8zF6t0pGFM0BKaV9EDAJ/QDa9+6vAS1JKdxV2\nuwF4O9n5ngFuBV69rgcqdZ/mU1LNtOUoJEmSpC7RqatqA5BS+r2U0u6U0qaU0rNTSp9s2n4spfRT\nKaWt+eUVKT/Ps1TUWExAQMlGnM2+3My/vMy+3My/vMxerdLRhbOklphm8SizI86SJEnSMtZ1Ve12\nclVtacHuffwCsCu/+ffjY/xjO49HkiRJWq1W1nyOOEvlVOxzPq+nakuSJEmrZeGsUrDf5RT3F64f\nattRrAOzLzfzLy+zLzfzLy+zV6t07Kraklrqi0CdrN/5vvYeiiRJktTZ7HGWJEmSJHU9e5wlSZIk\nSWoTC2eVgv0u5WX25Wb+5WX25Wb+5WX2ahULZ0mSJEmSlmGPsyRJkiSp69njLEmSJElSm1g4qxTs\ndykvsy838y8vsy838y8vs1erWDhLkiRJkrQMe5wlSZIkSV3PHmdJkiRJktrEwlmlYL9LeZl9uZl/\neZl9uZl/eZm9WsXCWZIkSZKkZdjjLEmSJEnqevY4S5IkSZLUJhbOKgX7XcrL7MvN/MvL7MvN/MvL\n7NUqFs6SJEmSJC3DHmdJkiRJUtezx1mSJEmSpDaxcFYp2O9SXmZfbuZfXmZfbuZfXmavVrFwliRJ\nkiRpGfY4S5IkSZK6nj3OkiRJkiS1iYWzSsF+l/Iy+3Iz//Iy+3Iz//Iye7WKhbMkSZIkScuwx1mS\nJEmS1PXscZYkSZIkqU0snFUK9ruUl9mXm/mXl9mXm/mXl9mrVSycJUmSJElahj3OkiRJkqSuZ4+z\nJEmSJEltYuGsUrDfpbzMvtzMv7zMvtzMv7zMXq1i4SxJkiRJ0jLscZYkSZIkdT17nCVJkiRJahML\nZ5WC/S7lZfblZv7lZfblZv7lZfZqFQtnSZIkSZKWYY+zJEmSJKnr2eMsSZIkSVKbWDirFOx3KS+z\nLzfzLy+zLzfzLy+zV6tYOEuSJEmStAx7nCVJkiRJXc8eZ0mSJEmS2sTCWaVgv0t5mX25mX95mX25\nmX95mb1axcJZkiRJkqRl2OMsSZIkSep69jhLkiRJktQmHVs4R8TFEfH+iDgYEZMR8eWIuKFpn9GI\nuDkijuWX90XE1nYdszqX/S7lZfblZv7lZfblZv7lZfZqlY4tnIE/B64AXgo8CXgfcHNEPLewzweA\nq4EXAS8G9gI3r/Nxqjtc3e4DUNuYfbmZf3mZfbmZf3mZvVqikwvnZwDvTCl9MaV0X0rprcCB/H4i\n4iqygvlVKaUvpJQ+D/wc8AMRcWXbjlqdaqTdB6C2MftyM//yMvtyM//yMnu1RCcXzh8GfiwitkVE\nT0S8DLgA+ES+/VpgIqV0W+ExnwMm822SJEmSJK1aX7sPYBmvBP4aeASoAjPAj6eUvpJvvxB4uPiA\nlFKKiMP5NqloT7sPQG2zp90HoLba0+4DUNvsafcBqK32tPsA1DZ72n0AOj+ta+EcEW8Cfv0Muz0/\npfQpsh7nzcB3kxXP15P1OF9XKJ7P9uuX49xbWlJEvLLdx6D2MPtyM//yMvtyM//yMnu1wnqPOP8h\n2SJfyzmQ9y9fDzwtpXRXfv9d+cJgrwFuBA4BO4oPjIgAdubbFvEczpIkSZKkc7GuhXNK6VHg0TPt\nFxGN3ut606Y60CiAbwM2RcS1hT7na4GNZL3OkiRJkiStWqTUebOXI6IXuIush/lXgSPADwG/B7w0\npfTBfL8PAZcCryIrqN8N3JtSelk7jluSJEmSdP7pyMIZICIuB34X+E6yXuevA29NKd1c2GcEeDvZ\nuZ4BbgVenVI6sc6HK0mSJEk6T3Vs4SxJkiRJUifo5PM4LxIR10XEX0fEAxFRb14tLyK2RMQfR8SB\niJiKiH+OiP/QtM/FEfH+iDgYEZMR8eWIuKFpn9GIuDkijuWX90XE1vX4HrW0FWS/KyLeGxHfynP9\ncEQ8rmmfwYh4e0Q8HBETEXFrRFzStI/Zd6DV5p/n+vaIuCf/3XB//rtiW9PzmH+HWYvXfmHfyLfX\nI+JHmraZfQdaq/wj4pkR8fGIOBkRJyLisxGxvbDd/DvMGv3d9z1fl4qIX4uIL0bE8Yg4nP8sPGmJ\n/d6Q/wxMRcTfR8QTm7b73q/LrEX2rXzf1zWFM9miX18BxoBpoHmo/G3Ai4CfBJ4A/DfgdyLiJwv7\n/DlwBdnU7ieRrfB9c2SrdTd8ALg6f64XA3uBm1E7nTb7iAjgFuCxwMuApwPjwCciYkPhOd4G/DDw\nb4HnAluAv42FhejA7DvVavO/OL/8R+DJZL8jrgP+Z9PXMf/Osxav/YZfAWr59ea/H2bfmVadf0Q8\nC/go8EngWWTZvgWYK3wd8+88a/Ha9z1f93oe8A6yRX9fAFTJ8h1t7BARrwN+GXg18AzgMPDxiNhU\neB7f+3Wftci+de/7UkpddwFOAq9ouu8u4PVN9/0D8EdNj3tl0z73Ab+cX7+KbOXuawvbvyO/78p2\nf99eTs0euDLP5ymF+wJ4CPjZ/PZWYAb48cI+l5K9iX6h2XfP5VzyP83zvCTPf5P5d8dlNdmT/WG9\nn+wUhnXghwvbzL4LLueaP9lZNn5rmec1/w6/rCJ73/OdJxeyD1KqwPcX8j4I/FphnyHgBPCq/Lbv\n/c6Dy7lkf5rnWZP3fd004nwmHwZeGhGXAkTEc8g+RfhI0z4/FhHbIqInIl4GXAB8It9+LTCRFk5v\nBdkf3cl8mzrPYP7vTOOOlP30z5K9AACuAfqBjxX2eQC4h4Vczb47rST/pTT+oE7lt82/+6wo+4jY\nTPap8o0ppYeXeB6z707L5f+dABGxE3g2cCgiPhMRD0XEpyLiBYXnMf/uc8bsc77nO39sIZslezS/\n/RhgF4vf11WATwHPye/yvd/54VyyX8qavO87nwrn1wF3A/dHxCzZaPNrU0ofKuzzSrIX0SNAhWwa\nz4+nlL6Sb7+Q7BRY8/Jfxofzbeo895CNJL0571UYyKdwXAJclO9zIVBL2XnEix5iIVez704ryX+R\nyFbj/y3g3Smlxrnizb/7rDT7dwEfSil99DTPY/bdabn8G7ldnv/7RuA9wAuBTwMfjYin5tvMv/us\nJHvwPd/5ZB/wJaBR5DTyeahpv2J2vvc7P5xL9ous5fu+86lw/n2y/qUfJJuj/kvAH0TEiwr7/DnZ\nqa2+m+yTqLeQ9bs8FXWllFKVrH/lscCjZJ8UPY/sk+b6Mg+FbLqHutjZ5p/3v/wNcAB47fodqdba\nSrKPiJ8Cnkqedd4bCb72u94KX/uN9zjvSim9N6V0Z0rpN4AvAj+/zoesNXKG7IvrF/ie7zwQEW8l\nG0n8kbywOZMz7ePv/y6xFtmv9fu+vtU+QSeIiI1kC0hcn1L6YH73VyPiauBXyT5dvgq4HnhaSumu\nfJ+78kUiXgPcCBwi64ErPncAO/Nt6kAppTuAp+dTMgdSSo9GxBeAf8p3OQT0RsT2pk8edwH/WNjH\n7LvQCvIH5n95fojsTfUPpJRmC5vNvwutIPsXAE8EJhZqZgD+V0R8LqV0HWbftVaQ/8H837ubHnoP\ncFl+3fy70Jmy9z3f+SEi/hB4OfBdKaX7Cpsa+ewCHijcv6uwzfd+XWyV2TeeY83f950vI86RX5pH\nmOosfLLUU7jvdPvcBmyKiOLc9mvJGtM/t2ZHq5ZIKZ3M/3heQfbp8q35ptvJVlB9YWPfvBf+CSzk\navZdbpn8G32uHyF7rX9fSmmq6eHm38WWyf43gKcAT8svV+f3/wrwivy62Xe5ZfK/D3iQ7Hd90ZVk\nqzCD+Xe1ZbL3PV+Xi4h9wI8BL0gp/WvT5v1kxU3xfd0QWY97Izvf+3WpNci+de/71mLFs/W45N/I\n1fllEvgv+fXL8u0fI1tZ+3lkjeP/jqwB/Bfz7b1knzr/I9kKq49l4fQk31/4Oh8iOwXCs/P/wLuA\nW9v9/Zf5soLs/w3wXWT9bC8je7P0l03P8cdk0zS+m+zUFX8P3AGE2Xf2ZbX5k03Vuw34KvA4st6V\nxqXf/Dv3shav/SWec9Gq2mbfuZc1+t0/BhwDfjR//f862QIxxRWZzb/DLmvwe9/3fF18Ad4JHM8z\nLv7N3ljY57X5a/t6slMO/QXZCGRxH9/7ddllLbKnhe/72v4fdBb/kc8ne8NTz3/xNa7/Wb59B9ni\nHwfICua7yU85UHiOy4G/JJu+NUHWbP5TTfuMkJ3D63h+eR+wpd3ff5kvK8j+NWQLhczkfzzfCPQ1\nPccA8Edki4RMkn0qfYnZd/5ltfkXHl98bOP2debfuZe1eO0v8ZxLFc5m34GXtcqf7E3WeP53//Nk\noxjm38GXNfq773u+Lr2c5m92HfivTfu9nmxWyTRZUfzEpu2+9+uyy1pkTwvf90X+QEmSJEmStITz\npcdZkiRJkqSWsHCWJEmSJGkZFs6SJEmSJC3DwlmSJEmSpGVYOEuSJEmStAwLZ0mSJEmSlmHhLEmS\nJEnSMiycJUnqQBHxVxHxaETsXGLb8yOiHhGvacexSZJUNpFSavcxSJKkJnnBfDfwyZTSywv3DwNf\nAQ6llJ7bruOTJKlMHHGWJKkDpZQOA2PAj0bEywqb3gBcDPxMq48hIvpb/TUkSeoGFs6SJHWolNL7\ngQ8C74yILRGxF/hl4A0ppa8DRMSrIuLOiJiOiIcj4j0RMVp8noh4dUTclk/9Pppf/76mffbk079/\nISJ+LyIeBCoRsXWdvl1JkjqWU7UlSepgEXEx8DXg/wJPB2aBZ6eUUkT8DlkhvQ/4KHAp8CbgAeA5\nKaV6/hy/D/wL8E2gF3gp8IvAS1JKH8332QPcCzwI/BPwnnzfj6eUKuvxvUqS1KksnCVJ6nAR8bPA\nTWRF8zUppa/lhe43yEaf31TY9znAZ4DrU0q3LvFcPWQzzj4ITKeUfii/fw9Z4XxHSunbW/n9SJLU\nbZyqLUlSh0sp/SlwELglpfS1/O7vJfs7/oGI6GtcyEaLJ4DrGo+PiGsi4m8j4hAwR1aAfy9w5RJf\n7pYWfiuSJHUlC2dJkrrDbH5paJym6huFbY3LRmAbQERcBvwdMAK8GrgWeAbwEWBoia9zsAXHLklS\nV+tr9wFIkqRz8mj+7/cCR5fZ/mJgC/DylNKDjY0RsfE0z2sPlyRJTSycJUnqTh8D6sDulNLfLbPf\nhvzfauOOiLgS+A7g/tYdniRJ5w8LZ0mSukMUb6SU7o2I3wXeERGPBz4FVIDLgO8B3pNS+gfg42RF\n8/si4q3ARWTngh7Hli1JklbEwlmSpO5wyhTqlNJvRMQ9ZKeW+sV8nwPAJ4B/zfe5OyJ+AvhN4Fay\nnujXAS8Bnrc+hy5JUnfzdFSSJEmSJC3DKVqSJEmSJC3DwlmSJEmSpGVYOEuSJEmStAwLZ0mSJEmS\nlmHhLEmSJEnSMiycJUmSJElahoWzJEmSJEnLsHCWJEmSJGkZ/x8GedmiUY/O9wAAAABJRU5ErkJg\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1194b93d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot\n",
"data1_seasons.plot(figsize=(16,10),color=[\"dodgerblue\",\"yellowgreen\",\"darkgreen\",\"goldenrod\"],alpha=0.5,lw=3)\n",
"plt.ylabel(\"Temperature Deviation by 0.01 Degrees Celsius\",size=16)\n",
"plt.xlabel(\"Year\",size=16)\n",
"plt.hlines(0,1880,2020,linestyle=\"--\")\n",
"plt.xlim([1880,2020])\n",
"plt.xticks(size=14)\n",
"plt.yticks(size=14)\n",
"plt.title(\"Change in Temperature Deviation From 1880 to 2015\\n\",size=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"#### Discussions\n",
"1. From the above plot, we can see that there was a slight decrease in temperature deviation from 1880 to 1910, and then started to increase.\n",
"2. There was a spike within 1940 to 1945, which is during the World War II. My best guess is that during the wars, lots of bombs were used and the surface temperature increased. Then right after the war, the temperature dropped to what it looked like before the war.\n",
"3. There seems to be a quadratic increase in temperature deviation change and the recent increase has been very significant."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Data2: Global and Hemispheric Monthly Means and Zonal Annual Means By Zone"
]
},
{
"cell_type": "code",
"execution_count": 273,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# read data2\n",
"data2 = pd.read_csv(path2)\n",
"data2.index = data2[\"Year\"]\n",
"data2.__delitem__(\"Year\")\n",
"\n",
"# checked and there are no missing data"
]
},
{
"cell_type": "code",
"execution_count": 272,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Glob</th>\n",
" <th>NHem</th>\n",
" <th>SHem</th>\n",
" <th>24N-90N</th>\n",
" <th>24S-24N</th>\n",
" <th>90S-24S</th>\n",
" <th>64N-90N</th>\n",
" <th>44N-64N</th>\n",
" <th>24N-44N</th>\n",
" <th>EQU-24N</th>\n",
" <th>24S-EQU</th>\n",
" <th>44S-24S</th>\n",
" <th>64S-44S</th>\n",
" <th>90S-64S</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1880</th>\n",
" <td>-19</td>\n",
" <td>-33</td>\n",
" <td>-5</td>\n",
" <td>-38</td>\n",
" <td>-16</td>\n",
" <td>-5</td>\n",
" <td>-89</td>\n",
" <td>-54</td>\n",
" <td>-22</td>\n",
" <td>-26</td>\n",
" <td>-5</td>\n",
" <td>-2</td>\n",
" <td>-8</td>\n",
" <td>39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1881</th>\n",
" <td>-10</td>\n",
" <td>-18</td>\n",
" <td>-2</td>\n",
" <td>-27</td>\n",
" <td>-2</td>\n",
" <td>-5</td>\n",
" <td>-54</td>\n",
" <td>-40</td>\n",
" <td>-14</td>\n",
" <td>-5</td>\n",
" <td>2</td>\n",
" <td>-6</td>\n",
" <td>-3</td>\n",
" <td>37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1882</th>\n",
" <td>-9</td>\n",
" <td>-17</td>\n",
" <td>-1</td>\n",
" <td>-21</td>\n",
" <td>-10</td>\n",
" <td>4</td>\n",
" <td>-125</td>\n",
" <td>-20</td>\n",
" <td>-3</td>\n",
" <td>-12</td>\n",
" <td>-8</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1883</th>\n",
" <td>-19</td>\n",
" <td>-30</td>\n",
" <td>-8</td>\n",
" <td>-34</td>\n",
" <td>-22</td>\n",
" <td>-2</td>\n",
" <td>-28</td>\n",
" <td>-57</td>\n",
" <td>-20</td>\n",
" <td>-25</td>\n",
" <td>-19</td>\n",
" <td>-1</td>\n",
" <td>0</td>\n",
" <td>37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1884</th>\n",
" <td>-27</td>\n",
" <td>-42</td>\n",
" <td>-12</td>\n",
" <td>-56</td>\n",
" <td>-17</td>\n",
" <td>-11</td>\n",
" <td>-127</td>\n",
" <td>-58</td>\n",
" <td>-41</td>\n",
" <td>-21</td>\n",
" <td>-14</td>\n",
" <td>-15</td>\n",
" <td>-5</td>\n",
" <td>40</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Glob NHem SHem 24N-90N 24S-24N 90S-24S 64N-90N 44N-64N 24N-44N \\\n",
"Year \n",
"1880 -19 -33 -5 -38 -16 -5 -89 -54 -22 \n",
"1881 -10 -18 -2 -27 -2 -5 -54 -40 -14 \n",
"1882 -9 -17 -1 -21 -10 4 -125 -20 -3 \n",
"1883 -19 -30 -8 -34 -22 -2 -28 -57 -20 \n",
"1884 -27 -42 -12 -56 -17 -11 -127 -58 -41 \n",
"\n",
" EQU-24N 24S-EQU 44S-24S 64S-44S 90S-64S \n",
"Year \n",
"1880 -26 -5 -2 -8 39 \n",
"1881 -5 2 -6 -3 37 \n",
"1882 -12 -8 3 8 42 \n",
"1883 -25 -19 -1 0 37 \n",
"1884 -21 -14 -15 -5 40 "
]
},
"execution_count": 272,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# head of data\n",
"data2.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 275,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# columns\n",
"ns = [\"Glob\",\"NHem\",\"SHem\"]\n",
"\n",
"# subset of dataframe\n",
"data2_ns = data2.loc[:,ns]\n",
"data2_ns = data2_ns.astype(float)\n",
"data2_ns.columns = [\"Global\",\"Northern Hemisphere\",\"Southern Hemisphere\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Time Series Plot of Annual Average Temperature Deviation Data by North and South Hemisphere\n",
"Try to create a simple time series plot with annual average temperature deviation data"
]
},
{
"cell_type": "code",
"execution_count": 276,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x11853c550>"
]
},
"execution_count": 276,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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TWFXr0Din38x/VYNN1nWj8UWkcdwtSF3lmk1aEqTkmYi4SWnCpzeQZl9+FKmb2ifaHWwc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G7SiEtbFK1YZTlYNpy6eKhD79dLvAQvNesHMlnGdnpn2kVf+31Do3CGtfOco62ohLCg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7nu10I9ywH3WSsWW79vDqmcLQ2pkBgL7SSl9vaSVQiso9f+u1ai/jK4i9+dlcbR+Q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\n/Czwn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lwV+11ug/h7da6fwvms/4C1Nl3zcMV/F9sg9m8Hng7c6F5ucu//NeDN7nXFfpfb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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x117fc1310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot\n",
"data2_ns.plot(figsize=(16,10),color=[\"red\",\"dodgerblue\",\"goldenrod\"],alpha=0.5,lw=3)\n",
"plt.ylabel(\"Temperature Deviation by 0.01 Degrees Celsius\",size=16)\n",
"plt.xlabel(\"Year\",size=16)\n",
"plt.hlines(0,1880,2020,linestyle=\"--\")\n",
"plt.xlim([1880,2020])\n",
"plt.xticks(size=14)\n",
"plt.yticks(size=14)\n",
"plt.title(\"Change in Temperature Deviation From 1880 to 2014 by North and South Hemisphere\\n\",size=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Discussions\n",
"1. In recent years (sicne 2000), the average temperature deviation for northern hemisphere is higher than southern hemisphere. This is likely to be caused by the number of populations resident in the northen hemisphere.\n",
"2. Interesting to see that there were large differences between temperature deviations before the World War II (1935 to 1940) but during the wars, there weren't much different between northern and souther hemispheres."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Heatmap for More Detailed Temperature Deviation Change\n",
"Use the most segmented region information to create a heatmap to visualize the temperature deviation change. \n",
"Columns to use: **64N-90N\t44N-64N\t24N-44N\tEQU-24N\t24S-EQU\t44S-24S\t64S-44S\t90S-64S**"
]
},
{
"cell_type": "code",
"execution_count": 338,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# columns\n",
"lats = [\"64N-90N\", \"44N-64N\", \"24N-44N\", \"EQU-24N\", \"24S-EQU\", \"44S-24S\", \"64S-44S\", \"90S-64S\"]\n",
"\n",
"# subset of dataframe\n",
"data2_lats = data2.loc[:,lats]\n",
"data2_lats = data2_lats.astype(float)\n",
"data2_lats = data2_lats.T\n",
"data2_lats = data2_lats.iloc[::-1]"
]
},
{
"cell_type": "code",
"execution_count": 339,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Year</th>\n",
" <th>1880</th>\n",
" <th>1881</th>\n",
" <th>1882</th>\n",
" <th>1883</th>\n",
" <th>1884</th>\n",
" <th>1885</th>\n",
" <th>1886</th>\n",
" <th>1887</th>\n",
" <th>1888</th>\n",
" <th>1889</th>\n",
" <th>...</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>90S-64S</th>\n",
" <td>39</td>\n",
" <td>37</td>\n",
" <td>42</td>\n",
" <td>37</td>\n",
" <td>40</td>\n",
" <td>38</td>\n",
" <td>28</td>\n",
" <td>21</td>\n",
" <td>16</td>\n",
" <td>19</td>\n",
" <td>...</td>\n",
" <td>76</td>\n",
" <td>36</td>\n",
" <td>117</td>\n",
" <td>50</td>\n",
" <td>85</td>\n",
" <td>38</td>\n",
" <td>93</td>\n",
" <td>32</td>\n",
" <td>67</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64S-44S</th>\n",
" <td>-8</td>\n",
" <td>-3</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>-5</td>\n",
" <td>-7</td>\n",
" <td>-21</td>\n",
" <td>-29</td>\n",
" <td>-38</td>\n",
" <td>-17</td>\n",
" <td>...</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>18</td>\n",
" <td>23</td>\n",
" <td>26</td>\n",
" <td>25</td>\n",
" <td>30</td>\n",
" <td>23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44S-24S</th>\n",
" <td>-2</td>\n",
" <td>-6</td>\n",
" <td>3</td>\n",
" <td>-1</td>\n",
" <td>-15</td>\n",
" <td>-27</td>\n",
" <td>-18</td>\n",
" <td>-24</td>\n",
" <td>-30</td>\n",
" <td>-16</td>\n",
" <td>...</td>\n",
" <td>52</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>56</td>\n",
" <td>61</td>\n",
" <td>66</td>\n",
" <td>68</td>\n",
" <td>60</td>\n",
" <td>64</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24S-EQU</th>\n",
" <td>-5</td>\n",
" <td>2</td>\n",
" <td>-8</td>\n",
" <td>-19</td>\n",
" <td>-14</td>\n",
" <td>-23</td>\n",
" <td>-24</td>\n",
" <td>-31</td>\n",
" <td>8</td>\n",
" <td>11</td>\n",
" <td>...</td>\n",
" <td>69</td>\n",
" <td>58</td>\n",
" <td>50</td>\n",
" <td>45</td>\n",
" <td>71</td>\n",
" <td>66</td>\n",
" <td>37</td>\n",
" <td>57</td>\n",
" <td>58</td>\n",
" <td>64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>EQU-24N</th>\n",
" <td>-26</td>\n",
" <td>-5</td>\n",
" <td>-12</td>\n",
" <td>-25</td>\n",
" <td>-21</td>\n",
" <td>-11</td>\n",
" <td>-24</td>\n",
" <td>-24</td>\n",
" <td>7</td>\n",
" <td>-3</td>\n",
" <td>...</td>\n",
" <td>61</td>\n",
" <td>55</td>\n",
" <td>44</td>\n",
" <td>33</td>\n",
" <td>66</td>\n",
" <td>72</td>\n",
" <td>38</td>\n",
" <td>46</td>\n",
" <td>57</td>\n",
" <td>70</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24N-44N</th>\n",
" <td>-22</td>\n",
" <td>-14</td>\n",
" <td>-3</td>\n",
" <td>-20</td>\n",
" <td>-41</td>\n",
" <td>-43</td>\n",
" <td>-38</td>\n",
" <td>-21</td>\n",
" <td>-22</td>\n",
" <td>-21</td>\n",
" <td>...</td>\n",
" <td>56</td>\n",
" <td>67</td>\n",
" <td>69</td>\n",
" <td>61</td>\n",
" <td>67</td>\n",
" <td>74</td>\n",
" <td>57</td>\n",
" <td>73</td>\n",
" <td>68</td>\n",
" <td>76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44N-64N</th>\n",
" <td>-54</td>\n",
" <td>-40</td>\n",
" <td>-20</td>\n",
" <td>-57</td>\n",
" <td>-58</td>\n",
" <td>-70</td>\n",
" <td>-43</td>\n",
" <td>-52</td>\n",
" <td>-43</td>\n",
" <td>-13</td>\n",
" <td>...</td>\n",
" <td>116</td>\n",
" <td>105</td>\n",
" <td>129</td>\n",
" <td>102</td>\n",
" <td>58</td>\n",
" <td>86</td>\n",
" <td>90</td>\n",
" <td>89</td>\n",
" <td>103</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64N-90N</th>\n",
" <td>-89</td>\n",
" <td>-54</td>\n",
" <td>-125</td>\n",
" <td>-28</td>\n",
" <td>-127</td>\n",
" <td>-119</td>\n",
" <td>-124</td>\n",
" <td>-158</td>\n",
" <td>-141</td>\n",
" <td>-82</td>\n",
" <td>...</td>\n",
" <td>200</td>\n",
" <td>173</td>\n",
" <td>201</td>\n",
" <td>144</td>\n",
" <td>127</td>\n",
" <td>199</td>\n",
" <td>211</td>\n",
" <td>189</td>\n",
" <td>123</td>\n",
" <td>185</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 135 columns</p>\n",
"</div>"
],
"text/plain": [
"Year 1880 1881 1882 1883 1884 1885 1886 1887 1888 1889 ... \\\n",
"90S-64S 39 37 42 37 40 38 28 21 16 19 ... \n",
"64S-44S -8 -3 8 0 -5 -7 -21 -29 -38 -17 ... \n",
"44S-24S -2 -6 3 -1 -15 -27 -18 -24 -30 -16 ... \n",
"24S-EQU -5 2 -8 -19 -14 -23 -24 -31 8 11 ... \n",
"EQU-24N -26 -5 -12 -25 -21 -11 -24 -24 7 -3 ... \n",
"24N-44N -22 -14 -3 -20 -41 -43 -38 -21 -22 -21 ... \n",
"44N-64N -54 -40 -20 -57 -58 -70 -43 -52 -43 -13 ... \n",
"64N-90N -89 -54 -125 -28 -127 -119 -124 -158 -141 -82 ... \n",
"\n",
"Year 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 \n",
"90S-64S 76 36 117 50 85 38 93 32 67 47 \n",
"64S-44S 20 19 6 10 18 23 26 25 30 23 \n",
"44S-24S 52 54 54 56 61 66 68 60 64 76 \n",
"24S-EQU 69 58 50 45 71 66 37 57 58 64 \n",
"EQU-24N 61 55 44 33 66 72 38 46 57 70 \n",
"24N-44N 56 67 69 61 67 74 57 73 68 76 \n",
"44N-64N 116 105 129 102 58 86 90 89 103 113 \n",
"64N-90N 200 173 201 144 127 199 211 189 123 185 \n",
"\n",
"[8 rows x 135 columns]"
]
},
"execution_count": 339,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data2_lats"
]
},
{
"cell_type": "code",
"execution_count": 363,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar instance at 0x1239b2e18>"
]
},
"execution_count": 363,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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qxLb47kPViW+shu45ZpNKbNrQI5XYTZOq+2XPszL7dI9q6NSnH14NAq8Zqp6r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\n0IEDAAAYCR04AACAkfj/1P2v22dxSb4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12330dad0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot \n",
"plt.figure(figsize=(16,10))\n",
"plt.pcolormesh(np.arange(1880,2015,1),np.arange(-90,90,25),np.array(data2_lats))\n",
"plt.title(\"Heatmap for Global Temperature Deviation Change by Latitude Regions\\n\",size=16)\n",
"plt.xlabel(\"Year\",size=16)\n",
"plt.ylabel(\"Latitude ('-' = southern)\",size=16)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"#### Discussions\n",
"1. From the heatmap, we can see that the temperature deviation changes most drastically in the south pole region.\n",
"2. For all latidude regions, the temperature deviations are increasing over time.\n",
"3. The changes in north and south poles are more drastic than in the equator area."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"celltoolbar": "Raw Cell Format",
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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