{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "*This notebook contains material from [Controlling Natural Watersheds](https://jckantor.github.io/Controlling-Natural-Watersheds);\n", "content is available [on Github](https://github.com/jckantor/Controlling-Natural-Watersheds.git).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Namakan Lake Outflows](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/A.06-Namakan_Lake_Outflows.ipynb) | [Contents](toc.ipynb) | [Stage-Volume Relationships for Rainy and Namakan Lakes](http://nbviewer.jupyter.org/github/jckantor/Controlling-Natural-Watersheds/blob/master/notebooks/A.08-Stage-Volume_Relationships.ipynb) >

\"Open

\"Download\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# USGS Surface Water Daily Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Retrieve historical [daily data](http://waterdata.usgs.gov/nwis/dv/)from [National Water Information System](http://waterdata.usgs.gov/nwis/sw).\n", "\n", "### Table of Contents\n", "\n", "* [Initialization](#Initialization)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Initialization and Loading of USGS Data Tables\n", "\n", "USGS Site | Description | Start | End |\n", "---------- | ----------- | ----- | --- |\n", "[05129115](http://waterdata.usgs.gov/nwis/dv/?site_no=05129115&agency_cd=USGS) | VERMILION RIVER NR CRANE LAKE, MN | 1979-08-01 | 2016-08-09\n", "[05131500](http://waterdata.usgs.gov/nwis/dv/?site_no=05131500&agency_cd=USGS) | LITTLE FORK RIVER AT LITTLEFORK, MN \n", "[05132000](http://waterdata.usgs.gov/nwis/dv/?site_no=05132000&agency_cd=USGS) | BIG FORK RIVER AT BIG FALLS, MN\n", "\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Display graphics inline with the notebook\n", "%matplotlib inline\n", "\n", "# Standard Python modules\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "import datetime\n", "import requests\n", "\n", "# Modules to display images and data tables\n", "from IPython.display import Image\n", "from IPython.core.display import display" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def USGS_Flow(s):\n", " userdata = {'cb_00060':'on',\n", " 'format' : 'rdb',\n", " 'site_no' : s, \n", " 'begin_date' : '1970-01-01',\n", " 'end_date' : '2014-12-31'}\n", "\n", " resp = requests.get('http://waterdata.usgs.gov/nwis/dv', userdata)\n", " \n", " station_number = ' '.join(resp.text.split('\\n')[14:15][0][1:].split()[0:2])\n", " station_name = ' '.join(resp.text.split('\\n')[14:15][0][1:].split()[2:])\n", "\n", " data = [line.split('\\t')[2:4] for line in resp.text.split('\\n') if line[0:4]=='USGS']\n", " data = [d for d in data if d[1]]\n", " flow = pd.Series([float(d[1]) for d in data], index=pd.to_datetime([d[0] for d in data]))\n", "\n", " return station_number, station_name, flow\n", "\n", "\n", "STATION_NUMBER, STATION_NAME, FLOW = USGS_Flow('05132000')" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def USGS_FlowFrequency(s):\n", " \n", " station_number, station_name, FLOW = USGS_Flow(s)\n", "\n", " FLOW = FLOW['1970':]\n", " # select period of year\n", " FLOW = FLOW.ix[FLOW.index.dayofyear >= 1] # 135]\n", " FLOW = FLOW.ix[FLOW.index.dayofyear <= 366] # 196]\n", "\n", " # show data\n", " plt.figure(figsize=(12,8))\n", " plt.subplot2grid((2,2),(0,0),colspan=2)\n", " plt.plot(FLOW[:'1999'],color='b')\n", " plt.hold(True)\n", " plt.plot(FLOW['2000':],color='g') \n", " plt.xlabel('Year')\n", " plt.ylabel('Flow [cubic meters/second]')\n", " plt.title(s + ': ' + station_name + \n", " ' ' + str(FLOW.index[0].year) + '-' + str(FLOW.index[-1].year))\n", " \n", " # histogram distribution of flows\n", " plt.subplot2grid((2,2),(1,0))\n", " plt.hold(True)\n", " hist,bins = np.histogram(FLOW,bins=100)\n", " FLOW['1970':'1999'].hist(bins=bins,normed=1, color='b', alpha=0.5)\n", " FLOW['2000':].hist(bins=bins,normed=1,color='g', alpha=0.5)\n", " plt.ylabel('Frequency')\n", " plt.xlabel('Flow [cubic meters/second]')\n", " plt.legend(['1970-1999','2000-2014'])\n", " plt.tight_layout()\n", " \n", " # flow-frequency plots\n", " plt.subplot2grid((2,2),(1,1))\n", " plt.hold(True)\n", " hist,bins = np.histogram(FLOW['1970':'1999'],bins = 100)\n", " chist = np.cumsum(hist[::-1])[::-1]/float(sum(hist))\n", " plt.semilogy(bins[1:],chist)\n", " hist,bins = np.histogram(FLOW['2000':],bins = 100)\n", " chist = np.cumsum(hist[::-1])[::-1]/float(sum(hist))\n", " plt.semilogy(bins[1:],chist,color='g')\n", " plt.xlim([0,plt.xlim()[1]])\n", " plt.legend(['1970-1999','2000-2014'])\n", " plt.title('Probability of Exceeding a Given Flowrate')\n", " plt.xlabel('Flow [cubic feet/sec]')\n", "\n", " plt.hold(False)\n", " plt.grid()\n", " plt.tight_layout()\n", " \n", " fname = '../images/FlowFrequency_' + s + '.png'\n", " plt.savefig(fname)\n", " !convert $fname -trim $fname" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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UUrJUdVBEvgfgMmObAliec/8DEjb/PqP8TwH8NGH7FADbJmxfiiDtuxWDg7Z7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\nw6AElxpZkolm6XGmfJwpH/+UUd5hjClmjFlujLnV7VpyKx0Pz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TXJt6idnn9//i/YyMj0Rrv1ZCi6z3Af8tIveJyL3Ap4D/rOWDqro6fTlMkium\nwBuAs9PlZwOHpK8PBi5U1dE032sJMFdEtgRmqerN6XrneJ/pSfotVBkwkVULP/85fPOb7e6FYeTz\nylcmv01kFQdzsoxW4M6z39/3+zb3pH10gmtTLzH7/J1F34nWdj2Eri74d2AvEdkg/XtVrZ8VkT5g\nEbA98C1VvVlEtlDVh9K2lovI5unqc4A/eB9fli4bBe73lt+fLu9ZCvhwIwo2T1Z1PvpRWLoUjj22\n3T0xjKmsWJH8XrsWNtqo8rpGZ2A5WUYraHcFuU6giE5WEUMc6yV0dcEtgC8AT1fVA9Owvpeo6hnV\nPquq48DuIrIh8DMReS5MKXAf7EqaP3/+xOt58+Yxb968UE0bBcHuy6UsXdruHhhGeZz4NyerWByx\n6xGcf8f5gDlZRhzaPRdSJ1BEJ6tTqkIuXLiQhQsXRmk79GTEZwE/AD6T/n0P8COgqshyqOpKEVkI\nvAZ4yLlZaSjgw+lqy4BtvI9tnS4rt3wKvsjqZgr4cCMKVsLdMLoDE1nFQVGevsHTJ/7O5mR95KqP\n8OX9v8xg/2Cru2YYXUURnaxOmUQ6a7QsWLAgWNuhvbrZqnoRaRl3VR0lKeNeERGZ7SoHish0YH/g\nLuBS4J3pau8ALklfXwocLiJD6dxcOwA3qepyYIWIzE0LYRzlfaYnKeB1FwXLyTKM7mDt2nb3wKgV\nVWWof7LAcNbJ+vqNX+eBJx9odbeMLsPCBc3J6lRCi6ynRGRT0rA+EdkLWFHD57YCfi0itwE3Aler\n6hXAl4D9ReRu4JXAFwFUdTFwEbAYuAI4Rievsg+QOGf3AEtU9apQO2cUF8vJMoxic9BBye/16yuv\nZ3QOipbkXZx2y2k8uvrRKesYRjPYOVRMJ6uIwrBeQocLfozEZdpeRH4HbAa8qdqHVPUOYI+c5f8G\nXlXmMycBJ+UsXwTsWl+3u5cCXneGYRhTmJOWMBppf1Veo0ZUtWTw94/H/8E5fz6Hj73kYyXrGEYz\nxDqHZIFwx/vv4HmbPy9K+zHIXnOdTC+I49DVBW8VkVcAzwYEuFtV7V9iGynItRYdCxc0jGLjrtfR\n0fb2w6gdRac8rV4/tn7KOobRDDHPoeWrlhdLZOVcc0b7CBouKCJvBqar6l9I5qf6kYhMcagMo9U4\nkeWLLRNZhlEc3PVqTlZxyHuq7kTWET85oh1dMoy6KEqZcefmFamCZy+42KHPnv9R1SdF5GUkOVRn\nAKcF3oZ14wwMAAAgAElEQVRRB+ZklcdysvK5+mqr4GZ0HiayikfeU3U3CPz5X3+erNMDAy0jLqrK\nAdsf0O5udAR2PU3lsrsva9u2Q4ssV0nwtcD3VfVyYKjC+kaL+P3v4ckn292L9mEl3GvnNa+BCy5o\ndy8MIx8TWcUhz8lyg0C33MIFjWZRlOdt9rwoJcGLJloK5WS16Nq/9cFbW7KdPEKLrGUi8l3gLcAV\nIjIcYRtGHbj/b3vvDZ/7XHv70k4sJ6s+LO/F6DTMySoelZysiXXsRmw0iaoy0DfAmI4FP5+KIlqc\nYCnSQ4tWXfvtDPkMveXDgKuBV6vqE8AmwHGBt2E0yOrV7e5B+7AS7vVhIsvoNKzwRfHIc7LcoNWS\n841QuKkCBAkuiooishxF628raGe1xSDVBUVkEfBb4ErgClVdC6CqDwIPhtiG0Tz2wLAUOx7lGas6\nhbhhtBZzsopHnpPlnrQXpcy0UQxEZMLN6idc2GBRRItzhYrkDLfKdWvnMQnlZL0Y+BkwD7heRK4Q\nkQ+LyE6B2jcaxP8/1sv/0yxcsD7qFVnbbAN//3ucvhgGmMgqIpWcrFXrVyXrFCi8yehM3CC6v6+f\n0fGwVndRRJajaP1tBe28xwRxslR1FFiY/iAiTwdeA5woIjsAf1TVY0JsyzAaoZcFZiPUK0Dvvx9u\nvBG23z5OfwxDFfr7TWQVCedk9Us/Y5o8ubFBoBEad54N9A0wNh42DKNo52uRHlq0ymFqp5MVdDJi\nh6o+ICJnARcDq4CXxNiOUR1zshJiOVnj4/CPf8AOOzTfVidh+WpGJzI4aDlZRcI5WYP9g4yNjk0s\ny65jGM3gzrN+Ce9kuYcDnY4TV0UTha2gncIz9GTE54vIhiIyE7gTWAx8XFV/F3I7Ru2YyEqIVfji\nootgxx2bb6fTaGTcY2MlIyaqicjqZSfrscdg5cp296J2fIfBMaW6YIGevBudSYmTFVgUFe0hQJH6\nazlZ9bOLqq4EDiEpgrEtcGTgbRhG3cRysrqtYuPMmcnvRgRoge7tRgFRhaGh3hZZO+wA++3X7l7U\nzoST1Tc4scxKuIdn6RNLed35r2t3N9qKiNDf18/IWNgbRFEeArjryJysqXSNkwUMisggici6VFVH\noCBnaJfSy+6VTyyR1R9+7sO2MpROHW5OltFpmMiCJ56Au+9udy9qJ8/Jyg54bFDYPDfefyOXL7m8\n3d1oG05gmJNVHFEIpcc25HF+58/fWfJ3O+8xoUXWd4ClwEzgNyLyTKBAwQ3dh4ms8pjImopzsMzJ\nMjqNGOGCa9YUz40uUk6an5PlsHDBMDyx9gmO+MkRACXHtxexwheTFKm//rUf8j5w9p/PLt1ON4QL\nikgf8JCqzlHVgzTZq3uBfUNtw2iOXhZcsXKyBqKUjmkf7piYk2V0IqELX+y/Pzz3ueHaawVFmsOu\nlpysIg0KO4l7HruHC+68AIA+Cf28vFg4MT/QN9CzJdydSCma8+aIeZy7IlxQVceBT2aWaVre3TDa\nioUL1oY5WUan4sIFV6wI1+add8LSpeHaawVFqvyZl5OVHQQWZRDbafTL5D+fnhdZnpgPLbKK5rQW\n6XqKFS5YaTutJvSV+SsR+YSIbCMim7ifwNswjLqJJbK61ckykWV0Gk5kfe1r8NvfhmmziO5+tzlZ\nRX3y3m58YSUU8EQOSEwnqyjnp+tn0UShw5ys2ngL8AHgN8Ci9OeWah8Ska1F5DoR+YuI3CEiH0yX\nnyAi94vIrenPa7zPfFpElojIXSJygLd8DxG5XUTuEZFTA+9f4bAS7gmx9r1bnSwLFzQ6DSeyAO67\nL0ybRbsnFq2/teRkFenJeydRIrKKdmJEIJaTVbTzs0j99cVPVJHVLZMRq+q2DX50FPiYqt4mIhsA\ni0Tkl+l7X1XVr/ori8jOwGHAzsDWJA7ajmke2GnAu1T1ZhG5QkRerapXN9ivwmP33oRYTlZfl0Vp\nNOJkueNoIsuIiSt8EZKi3R/7+wtW+MKqC0bDF1YWLjhZXbDXRVZRnLcsMY9z11QXFJEZInK8iHwv\n/XtHEak6eYOqLlfV29LXq4C7gDmu2ZyPvAG4UFVHVXUpsASYKyJbArNU9eZ0vXNIyskbPY4/mHL3\noBC5Dc7JWriw+bY6gUacLBe+FGPwd8MNsHhx+HaN4uGLrFDjiCKKrCLhh3E5zMkKgy+sel5kpedZ\nv/QHE1lFm3dqovBFgcIFfUFo4YK18QNgPfDS9O9lwIn1NCAizwJ2A25MFx0rIreJyOkislG6bA7g\nB4wsS5fNAe73lt/PpFjrSSxcMMHf92ZC4rK4Qc++XVJDsxEnK6bI2mcfeO1rw7drFJNm5nHLo2j3\nxMKJrFpysgo0KOwkXB7WuI5bTpZfwj3QPFnuvAw971ZsiiIKs8S8D3RNuCCwvaq+RUTeCqCqq6WO\nYOE0VPBi4MOqukpEvg18TlVVRE4ETgHeHaKj8+fPn3g9b9485s2bF6LZjqOgznFUnCiwcMGpNBL6\nF1NkQbGqqRnx8HOyQlG067do/c2tLmjhgkFwx21sfMycrAiFL/zjWwQmCl8UaNDXspysKgJu4cKF\nLIwUjhRaZK0XkemQ7JGIbA+sq+WDIjJAIrDOVdVLAFT1EW+V7wOXpa+XAdt4722dLiu3fAq+yOpm\nCnS9RSWWk1W0QU+tNJKTFXKSWJ+iuQ1GHHyRZU5WMbB5suLhOy29LrJgsvDFIRcewjF7HsOJ+9UV\nRDUFJ1bMyYpHy8IFq/zDyBotCxYsCLbt0FfmfOAqYBsROQ+4FvhUjZ89E1isql93C9IcK8ehwJ3p\n60uBw0VkSES2BXYAblLV5cAKEZmbOmhHAZc0s0NFx0RWgj+Ycs6LOSSl+IKxnvPGrVukhHyjeFhO\nVgFFllUXjIbvtPR6dUG/8MXjax/n3NvPDdZmYZysAuZk+VhOVg2o6jUkYuidwAXAi1T119U+JyJ7\nA28D9hORP3nl2k9Oy7HfBrwC+Gi6ncXARcBi4ArgGJ2Uqh8AzgDuAZao6lUh97Fo+IORXr4Px3Ky\nuknE+iKrESfLRJYRk5jhghdeGLbdWBROZKVOVqXJiIsU3tRJ+E5LrztZ2QIrIYSRO77XLb2u6bZa\nSZEeWlgJ9zoRkWtV9ZXA5TnLyqKqvwPy/n2UFUiqehJwUs7yRcCuNXe6y7H/Xwl5TlaIY9NNblij\nTpY7BiayjNjEcrJ++Us4/PAwbcakcCIrHfz6Tos5WWFwA9TR8VETWZmw1BDOhTsvf3rXT5tuqxrr\nx9bz5+V/Zs85ezbdVlEfWpiTVQERmSYimwCzRWRjEdkk/XkWPV7dr910kwhohlgiq6D3s1yadbJi\n5WQZBsTNySqKy184kZUOfv3qdyaywlASLtjr1QVdCfe+cBdIKwfmZ/7pTOaePrepNopWch5al5PV\nzpDPUI8//hNYBDwHuDV9vYgkH+qbgbbR1TzwAMyeHb5dfzDSTYKgXixcsDqWk2V0MjEmI3bnvIms\nOLjBr++09GJ1QVkgrButqQZYzfjhgs4pLKqLEYISJyvAcWjlsVw/tj5YW0XNyQophLbecGsue+tl\nE3+3s3hJEJGlql9X1W2BT6jqtt7PC1TVRFYN3HsvPPZY+Hb9+8RYMfI3o2NOVj6NOlmxwwW76Rgb\njROz8IWJrDg4J+t/9vkf3rzLm4HedbIeX/t40PbySoz3yrHM4he+gDDHwRcrRSh+4fr7zZuKM+Qu\nOcYBhdC4jjNraNbE36HK+jdC6EDeM0XkeBH5HoCI7Cgirwu8ja5k1qzq6zSCiawEc7Kq06nhghby\nakBynjmREepeVjQnq2hTRjgn64VPfyHHvfQ4oHdFVuiBnl/CvYihYiHJFr4I4eb4TtbIeNxY+JDh\nnqfdclqwtlpJyHNXVUsqmhbeyfI4E1gPvDT9exnQ3GQFPYLLNQgthExkJfiDE3Oy8unUcEETWfF4\n3evgr39tdy9qx4msUOda0ZysgdAzW0bGOVnAxKCnV0VW6PAzc7ImmVL4IsCx9o9l6FBPI8H/nkK6\nhYoy1D9ZirYbcrIc26vqycAIgKquhh7PyKyT9eFCc4HSwXIv58yYk1Ud/xh1ksjq5YcDsbn8cvjF\nL9rdi9pQnXwQEOqcKJrIKmS4YHpwXRn3KSXcC5pDUiuxXCbX7uj4aImr1YtMOFkS0Mny2giZM5VH\niHnOip6PF/L6GNfxkmkjuilccL2ITIfk7BSR7QF7BFAD7vpYF/homZM1FXOy8mm2hLuFCxaTopzD\nfrhgKEFv4YJxUTUnK5YAygsXLELuUCxiFr5YNxZ3GNur1SFj5WR1Urhg6OCDE0jmttpGRM4D9iaZ\nmNiogomsuJiTVZ1OnYzYRJYBpU5Wr4YLFtnJKleUoNtFVl5YX6x2u/1YliNb+CKUkzXUP0S/9Ed3\nskJQREc4Vgn3bLhg1zhZqvpL4FASYXUB8CJVXRhyG92KO9dihgv2ssjyMScrn04NFzSRFZeinMMx\nCl8URVw5CieyfCfLhQv2WAl3t3/BC194JdwtXLB0nqxQOVkbDG3AMzZ6Bo+ufrTp9lrBe/Z4T2En\npg75EMIPF3zvHu/tqpwsSCYf7geGgH1E5NAI2+g6WuFk9XJOlo85WdVppIR7rHBBezgQl6KcwzHC\nBV07Rbk3Fk5k+TlZPRouOOE4BRZAvpPV6+GC2cIXQdpMHxDc/djdvPj0FwdrN48QOVkAs2fMZvaM\nCBOuRiJmuKBzsgb7B9vqZAUNFxSRM4HnA38B3J1TgZ+G3E43Ektk+YNlG6wmfPazyW8TWeUxJ8vo\nRJ75zOR3qHPNPRgIfd+NReFEVo6T1bMiK7AAKsnJIlxxDVVlZHykJNyq08mWcA81T1Yo8dMKnLAo\naiXE4IUv0oc6A30DXZWTtZeq7hK4zZ7AwgVbx8UXJ79NZJXi74vlZPUORTmHVWH2bJg/P9y55sSV\niaw45DlZ2VCunhFZkZws/yl9iG186+Zv8cErP4ieUJAbQ0osJ6sVhNrOcP9wIfLHHDFLuLtzoU/6\nuicnC/iDiJjIagArfBGXvIFkiMFlNwkA/3g04mRZuGAxKZLIEknmigolstxDLRNZcTAny8udCu1k\nee2G3MadD9/ZdButJlbhi1blNwUp4Y4yPFAskeUTejJi990J0lU5WeeQCK27ReR2EblDRG4PvI2u\nxnKyWkcIgaQKL3958oS9G3DV2xrJyYrtZH34w7DttnG2YXQ+TmT194cT3kUTWe76LIwwrqG6YNHn\n96lGLCcrL1wwxDba+dS/UWKEC47reKHCBSG5xhQtTG5erJyscR0vcQe7JicLOAM4EriDyZwsowbM\nySoev/kN3HsvDA52h4BVhWnTYPXqzszJuvFGWLo0zjZ6mXbdF/7wB9hiC9huu9rWj+FkOfc1dJh2\nbMbGkuPQ6fhOVq+XcA890MvL9QoxuC5ihcJs4YtQ82QVLVwQYKh/iPVj65neNz1Ym60gdAl3XyC3\n85wO7WQ9oqqXquo/VfVf7ifwNroSy8lqLSHCbl7xCvj4x8MO+tqJKgyluc6dmJM1OFh5PaMx2hXy\n+tKXwlFH1feZ0CLrbW+DDTcsjpMV+1oLjT/Ycb+zE7v2isiKFi7oT0YcYDBZFBfEZ6KEu6Ql3AOF\nC4pISwqABAkXTM+BIuVlRcvJ8sMFRboqJ+tPInK+iLxVRA51P9U+JCJbi8h1IvKXNMTwQ+nyjUXk\nmjT88GoR2cj7zKdFZImI3CUiB3jL90hDFe8RkVMD7180zMmChx+ON29N9sFWqNyGadOSwX+nH9ta\nUJ0UMp1Uwt19d0XLRykK7cwrbMQxDSmyZsyA17++OCIr9rUWmjw3IDsA7BmRFbOEe8DqgkWdZymG\nk9UnfUwbmNZ0W61CSERh9kFGp9KqcMFuysmaDqwDDgBen/68robPjQIfU9XnAi8BPiAizwH+C/iV\nqj4buA74NEBaXOMwYGfgQODbMvko4DTgXaq6E7CTiLw61M7FxObJgkdbON9fqFCbkZHuCReESZHV\nKeGCvug2kRWHdj4gqGfbMcIFXYisiaw45JXBzpaY7hmRFbGEuyPENpwbVCRiFL5wA/WiiCy3zy5c\nsGjEDBfsmpwsVT26wc8tB5anr1eJyF3A1sAbgFekq50NLCQRXgcDF6rqKLBURJYAc0XkX8AsVb05\n/cw5wCHA1Y3tUeuwcMF4LlYeoQbsY2PdI7IadbJiiqy+vsnztq+YD1g7nl4XWcPDxRNZRbnf5DlZ\nvRYu6Aa/B/zwgKBl0Z1bMzo+OiGMQrgBRXSysoUvgjhZ6UB9uH+4ZBsxCJWTJSKFqjDYinBB6K6c\nrKYRkWcBuwF/BLZQ1YdgQohtnq42B7jP+9iydNkc4H5v+f3pso7HwgXjiqxY4YJ+W0Uv5+6LrHr+\nR8V8uu5/T+ZkxaGIIitUn52TVZTCF7GnSwhNnpO1wdAGJX93u8iKtX954YJBnKy+4t1oXeELN5gO\nkpOlpcU0YrohIXOyijohcejJiJ1wFborJ6spRGQD4GLgw6q6CqZcKV1b6zWWyPIH/r0ssrKEHLCH\nfrreLppxsvr74zlZDhNZcWjnw4FOcLIsXDAeWSfrx2/+Mc/Y6Bml63Tvv3UgnsjKDRcM8MS+kOGC\nqcv0nVu+M/F3022mDwicKxRVZIVystKcrMI4WZFysrJznHVNuGAziMgAicA6V1UvSRc/JCJbqOpD\nIrIl8HC6fBmwjffxrdNl5ZZPYf78+ROv582bx7x58wLsReP4IuulL4XPfx723Tdcu9D5IqAdIssN\n3JrBzd0zOjpZna+oNJqTFStk0hdZFi4Yh3aKrEa2HVLQF1Vkdfq93JF1sob7h3uuhHuspPsSJyvg\nZMRFdLIgERifeflnOOKnRwRzsvqkjzWjawAYGR9hOp1fFn24f7gwhS98gjtZXlXTaiJr4cKFLFy4\nMNj2fYKKLBH5AnCyqj6R/r0x8HFVPb6Gj58JLFbVr3vLLgXeCXwJeAdwibf8PBH5Gkk44A7ATaqq\nIrJCROYCNwNHAd/I25gvsjqJ9euT+WMuvzy8yDInayoh5psJHcLULpop4T40FOfpujlZ8TEnqzgi\nq3Dhghknq0/6ek5kRXOy/BLuAasLFtLJSvd/7py5yd8BnCwXcvbczZ7LDffe0PGTNBex8EWsnCyY\ndAf7pI+Rsco3zKzRsmDBgmD9CP1s+EAnsABU9XHgoGofEpG9gbcB+4nIn0TkVhF5DYm42l9E7gZe\nCXwxbXcxcBGwGLgCOEYnv60PkEyKfA+wRFWvCrZ3EcmGC4bMOXB0ughwIivA/XEK2TbdIC3EYKWv\nr/vCBevNyRoairP/lpNVnh/8AD7xicY/777j7H1h9uw412AenSCyrPBFXHwnq0/6pgymTGQ1127J\nZMQhwgUL6GS5cEE3p1XIebKuOfIaNhjaoOpAvRlCFdRwx6AoIssnlIh1UmDCyWpzTlbocMF+ERlW\n1XUAIjIdGK72IVX9HVDuyn5Vmc+cBJyUs3wRsGvNPe4QTGRN9nV8PP6A2iW6hxisdEtOFjSekzU4\nGKd4gIULlucrX4HFi5PfjZAnssbH4bHHWnMNZrddjZgia/36MKHDsSlcTlZmsNvf129OViDcsR0d\nHw0bLlhQJ8vlI0G4ebJcCfdZQ7M638lykxEPDBem8IV/fwgV4pidI6tP+hgZb98NM/Sw5TzgWhF5\nl4i8C/glSel1owpZkRVyEOHodBHgBhCtEINukBJisNItIqtRJ8vCBdtDs6Izb8Durr1WPZDpBJHV\n35+0WQThMj6eiMIi9BUsXBBaGy7Ys04WcZwsVzxhsH+wkIUvlq9a3taJeKvhi+FQwjCbB1pLuGBM\ngoosVf0S8HmSSYJ3Bv5XVU8OuY1uJTtPVmgn6+CDO9/JiimysqJhZCQZpJqTNUmj1QXzwgUfeSRM\nyJmJrPI067rkhZ65a69VeVr1XusxSriLFCcvyz3QGB2Fhx+uvn67yRvwZIWAiazm2i0JF+xRJwso\ncbJC4BdPGOgbiOqGhJx/yxdZW52yFV+/8etVPtFe5r9iPoc997BgTpY/R9YhzzmEg599cFc5Wajq\nlar6ifSn4ycB7hRihwsefXTni6xyOSIxcMIglJMVq4R5K/ELXzRbXXDzzeHcc5vvky+sLFywlFBO\nVp7IatW9opFJr0M7WSKJO7R2bZg2Y+Lft7bYAv7+93b3qDr+U/p+sXDBf6/5d7AS45A6WdrjTpY3\nR1TINt25O9gX18kKgTsfstUFl69a3q4uVUVRZgzOYM6sOcGcLD9c8Gdv+Rm7bblb8efJEpHfpr+f\nFJGV3s+TIrIyxDa6nZjhgqecAnPndr7IyjpZ11wDp58edhu7754IAAhXrKFbnCxoPCdraGgyr8UR\n4km7OVnlafbh56pVyW//vH0iLVvUyeGCoUu4F8nJyrrGnS4Ms2LCDxecPWM2R+92dBDB0clkRdam\nJ2/KBXdeEKxdfzLiJ9Y+UekjNeHPL1QUnGM60DfAcP8ww/1VSwHU3CakTlbMwhehwgVzCl90+vUl\nIkHLzmfnyBroGyjJW2w1Qa4mVX1Z+nuWqm7o/cxS1Q1DbKPbyYYLhjofVCer3xVNZL373fCe94Rr\nf8YM+NCHJku2h3SyinB8q9HMZMQDA8l55h+DEM6TVRdMWLt26vnV7PHdbLPkt7sGLr8ctt46ed3J\nIquXnaxs/mOnXxO54YJpSJsL6+k1Jwvgn4//s+l289yrt/7krU2LARcu2OmDcx/nOokIK/5rRZBz\nqsTJip2TFSBccKLwRf9wicjq5OsrRrEOP8wTkmPbL/1tc7OCP7IQkT1E5EMi8kER2T10+91K1skK\nlRMxPl6ccLasyLrvvnBtq8IZZ8A73zkpskJNoNstTlYzJdxFporWEGHmfln/Th9QxmT6dPjUp0qX\nhQqfdOftci+qpBNzsmKKrP5+WLMmTJsxcYUviiAIYWrhi2x1wbzwwW4jb/9CDPjyJiOGMCGDfvvt\nYnR8tOYcs6zrFOIY+I5I7JysULi8NF+whDofAC5efDG3PHBLsPZcVcigTlbmngOJSG7X9xdUZInI\nZ0mqCW4KzAbOEpFaJiI2UkKLLH8Q0elOS+zqgm7AHsvJKrrIgsadLCey/DLuIXOoRkd7W2QB3H57\n6d+hRZbfXic6WRBPZC1ZMlXEdiIuXHD16uTvIlQZzDpZbvDuBrHtHszHxt8/9zqEyCop4e5V02vW\nyfLbjcm4jld0y3b/7u4cdvFhNbfnTz5bre1a++fO3SLkZDmy4YIhr683//jNfOjKDwVrD9JwwYBO\nVtY9h8mQwXYQ2sl6G7Cnqp6gqicAewFHBt5GVxLLyTKRNRVfZJmTNUkzhS/6+qaKrBBOln9dhBZZ\nBYqGAcKHCzrceet/X50osvzCF6GrCz7/+fCiF4VpMybuGnX/JzpdZGVLaWerC+bNm9Vt+PvnBFAQ\np6VMsYtmn9i7dmMPSmd+YSYLrl9Q9v07H76T6/55XU1t+YLKhYc1e4x9R6QIOVkThS8GSl2h0GGf\nq9avCtZWuRDHZhjX8Sl5hYN9g20r4x5aZD0ATPP+HgaWBd5GV+L+2btBamiRVYScoazImj49znbc\nYN2crFJ8kVVvCXffyXLfX4h7u+vHmjXhRVZfH6xYEbbNmGF22eMZquqvuwY63cmKGS544IHx7jch\nceGChRFZ2XBBLzywl3Ky5s6Zy8zBmRMDyZBOVjZcsNnBZEi3rRJrR9fy+/t+X3GdWvuQdS/6+5rP\nwcmGIBbBycorfBH6+goZfgiJwBzsHwwmsroyXFBE/k9EvgGsAP4iImeJyA+AO4Hmy930AKqlFa5i\nOFmVBiaqcP75YbbZKFmRFXJQ7Q9QY+RkFSHnrRrNOFm+yHL5Ii70sNk+icAdd8At4ULBJ3j88XBt\nXXEFzJ4drr0ssZ2sd7xjclmv5WTNmDEZgtfJuHBBd411vMjKKXzhD/p6RWT1SV/JQC+IyMqZjDhE\n260KF/S3VY6aRZZOrSjX7JxhfptFKnwRW2SFPA7u+x/qHwomgvLCBdsZ7jkQqB03/FkE/MxbvjBQ\n+11Pu0XWmjXwtrfBG98It92WVBmbMydMH2olO29PaOciVk5WUao31oITRo0MfgcHE5HlzuFp0yp/\nrhbGx5MB8BveMFlyPCQhxcTf/hZWtGXJXr+hRNb1108V1a06l9evT86dWkR9bJH1wANh2oxJOSdr\nq63gM5+BY49tX9/K4T9V9qsLur97RWQN9Q9NuEyhnSyfooQL+tsqR6198OdGAoJUk/PbjD4ZcagS\n7q6IhJff1NEiSxNBNNgX1snKhgvGDvesRBCRpapnh2inl1FN/nnGChfs709+j43lixe3vZER2Gsv\n2GefZPDVSmI6WT6Wk5WP72TVsy/ZnKxf/KL+Niq1/dRTzbeT1y6EFRMzZ4ZrK49YIgtKc+mgMx8Y\nxJwna/r0YlTsK5eTtXw53Hhj54ms7CDaz8FyhS+quRlFZ8LJ8gaSwZ2sgOGChXSyMu5FiAqDfptW\n+GKS0MfBVUQMmZPVSeGCoZwsAETknzD1qlHV7UJupxuJ7WRB4jSMjOSLFzeocv+02xGGkh34DgQ8\nO/PCBS0nqxRfZGUH3ZXIlnB3YWchjkfedTA+3rzAcOdYyO+s1SIrJFmXsFXhgo5yD3+yxJwnq0iT\nEfuT1rtj0Yk5ZdXCBXulhPuEkxUyXLBMdcGmwwU7xMmqx+XMuhdBcrJaWPgiBH7onS9YQuRQXb/0\nevbaei+guOGC3VL44kXAnunPy4FvAD8MvI2uJOtkXXopHHRQmHazIiuPThBZrQ4XtHmySvFFVj3f\nf7kS7iHOobz/wSGOc/Z8D4ELj4zlAmX7GipHbc6cqflIrXCyfKFci6iPWV1w2rRiOFnZebJGRuD3\nae2AjhRZmSR0v7pgLxW+cDlZbvDbbL4QTAqU7OCx2cGq+z5COQuVqORkuUmRayHrXgTJyfIG6z+5\n6zW1J40AACAASURBVCeceMOJTbVXiRA5Wa6dKdUFAzjF886ex7m3nwtEcLIkfuGLrinhrqqPeT/L\nVPVU4LUht9FuVqyAv/wlfLtugOsPpK68Mky7bjBTi8hyA9h2CIZsuGDIcCgfl3dkTtZUGnGyypVw\nD+VkffKTpcuaaVc1GZQ65yakyHIiIEbuGEzd78MOy19eL/7DHUcrRJb/EKVWkeWutVDfW9GcrLxw\nQTc+C5EDGYOSqm8Z56pXSri7cEEniM687cym23WD55HxkSjhgq0Ir6rkZA301R7KMqW6YICcLH+w\n/pzZz+H5Wzy/qfYqEaSEe5nCF6FKuE+EpwZ4QJBt089XbLpNpuZkFb66oENE9vB+XiQi7yNwSGK7\n+chH4HnPi9N2JRHUKC6Uq1r7fk4WdIbIipWT5URWnpO1fDn8/Of1tdeN1QUbDRcMLbJUYdas0mXN\ntLtsGey9N3zjG8nfIa83d94++WS4Nn38/V60aPK4rFzZXLv+oN3RapFVy/dQzjFthiI6WVmR5Y5j\nRzpZOfNk9dpkxGM6NiVcMAS+k+Uf5xDzQ7l2Y1PJZalLZOVUFwxR+KK/L7m43vLct7Dd0+JlvQRz\nsnLym0LlPMYq7S+ELXzhTyLtePDJB1m2sj2zSYUWQKd4r0eBfwK1T9ldANasidNunpMVql13vj3y\nCHz4w3DhhVPXy4bqtVNknXxyUt0wpJNVroR79nhvtdXU9asR08m6/fZkotRW0aiT5VcXdIRysmbM\nKF3WTLtOYLs2Ql5v7vxthcjyJ85tVnDkuTid7GSFdJ2K5mS5cEFXxXJkZPJ+1onl3KfMk5XJleml\nnCw/JOrFc17cdLuKJgPq8fXc8dAdzJ4xm0dXPxqshHtLwgUDOVl54YIhRJYTbsP9w6xc1+TTrAoE\nnYy4vzRcMNT1FTKf0FEuj6ypNnPCBR9c9SCH/OgQ9ITWF9kJHS64r/ezv6q+V1XvrvY5ETlDRB4S\nkdu9ZSeIyP0icmv68xrvvU+LyBIRuUtEDvCW7yEit4vIPSJyash9c8RyV1ohsgB+9KP89bJOVjuq\ni7k+XHwxnHpq+HDBWnKy/LmC6mk3Vgn3F7wgXvhZHk6ENCKyYjlZ2TCoZtp155T7XVQny6dZcZDn\nDLltPfwwPPpoc+2Xo16RBZNifnQ0XHGOIjtZ/nHoRJGYW/VtvPdysvqlvyQkKkQxAtVEZF3z92s4\n8YYT2fdZ+7L7lrsHK3zRivCqSt99M+GCoUSWG6wP9Q+VCJfQhMzJilVd0B3PGCXcQxe+yIYLtpPQ\n4YJfEJGneX9vLCK1ZAv+AHh1zvKvquoe6c9VaZs7k7hjOwMHAt+WyTP0NOBdqroTsJOI5LXZFLHy\nhFTjhAtmRVY5Oilc0BG7hHve8R4err+92DlZrfgu3APFRkWWy8nyj2coJyukyHL7ucEGye9uEFkx\nnaxddoE992yu/XI04mRB2JBB1+bwMPz2t+HCEGORl5Pl7pudKhIrOQx90hcsZ6RTySvh7s9j1CjO\nyVozkoTXiAhPm/a0IOICWuNkBRNZmXDBEJMH+4P14YHhIN9ZOULNkwWpIPT6Gur6CvmAwEcIW/gi\nL1ywnYSWDAeq6hPuD1V9HKhaI09VfwvkTeOZd6TeAFyoqqOquhRYAswVkS2BWap6c7reOcAhdfa/\nKjFFlpvLKnS79YisTggXdMQWWXnCyImMeuh1keXnZPmD9VhOVjPCyO3nM57RfFtZWhku6BPTyXrs\nMbj//ubaL0ej4YIQLrzPd2FhapGVTiOvumAni6zsAC87qWuvOFkuXDBoCffUyXIIEsTBaWm4YKCc\nrNjhgiHD2SrRjCCaCBccGC5MTlZJCfdQhS9ywgWPf/nxHLtneyYRDC0Z+kVkwgsQkelAA97ABMeK\nyG0icrqIbJQumwPc562zLF02B/CHA/eny4ISU2S5UJgY7VajE52sWDlZbnCXFy7YyyLLP/8aKeGe\nHfiGKuEeUmRlz/MYTlazhSjK0Uony99WrDmzOklkuRL2W2/dfJsxySt80dEiKxPG5U/q2iuFL/x5\nsoJORkypyIIw4sIN9FeuW8lLz3hpU21VI2a4YIhS9q7NbJ5TLJoVRLmFLwI5Wb6QfftP3x6kTUhL\nuAcsfJE3T9ZWs7YK7sDVSujCF+cB14rID9K/jwbObrCtbwOfU1VNQw5PAd4doI8AzJ8/f+L1vHnz\nmDdvXk2fa4XIChmyUmQnK1ZOlhvc5ZWCbmQC5NgiK1Su19q1ybm14Yb57zcjsvr6pg58Y4ULNjO4\ndv9v3DVmTlZ+CfdWiKxG5sly13BeRcRGcG3utFPyd7lro1Nw4YJFcrIqOQz9ff1tG/y0Ciey+qRv\n4ml9NQHw+d98nt232p2DdiwfCKSqDPcPs0JXAMlgNaST9dCqh/jD/X9oqq2q2wpVwj1CdUG/zdhO\nljvmvntWdxteOfQYhS/GdGxCvJ53x3n88NDmp8AtV3a+2Tazx7DaZNILFy5k4cKFQbafJajIUtUv\nicifgVeli/5XVa9usK1HvD+/D1yWvl4GbOO9t3W6rNzyXHyRVQ/mZMWjHTlZ2f1sZJuxS7iHavet\nb03mXssbjGXDBet5+OXCBWOIrDwn6wtfgPPOa7w9iCOynBhu1TxZkJzLIcIFi1RdEMI7WZttBsce\n25nFI3wqFb7oSJFVoSCBqvZUdUHfXakWGnX8r49n7py5lUUWyrSBaSXHL6ST5dodGx+bKGUemkrf\nfT3bzIYL+o5pM30rycmK6GS5Y96s6yQiDPcPRyl8Ma7jQRxCH0Un3LdQ7WbPBUjOh0rtZ42WBQsW\nBOkLhA8XRFWvUtVPpD/1CCzBy8FKc6wchwJ3pq8vBQ4XkSER2RbYAbhJVZcDK0RkbloI4yjgkqZ2\nJq+TkfLpTGRNHdiHFFl5JdxDOVl9fXGqC7o+h/ou/vrX8oPIZs6/cuGCsZys889vvL1WiKxY0zzk\nHc99940bLhjroRI0L7JCFb7w3bFOL3zhcrJceGOnO1lQmtTvSri7wWQIUdDpuLAzP7m/ln2uNumr\naiKy3OB/dHx0Son8RvsLsHY0OaFiVhns9OqCfgn3dhcCqZVY82SNjY/V9Z3Uiogwc2gmT64LEwKS\nFy742JrHOPvPjQbVNUeQf6Ei8otm1hGR84Hfk1QEvFdEjgZOTsux3wa8AvgogKouBi4CFgNXAMfo\npPz/AHAGcA+wxFUkDEnMQUfeILfZUJ0ihwu6QdhTT4Vpv5YS7p0ULujO6lBCoNq5lD3/ahWNMUVW\nnpPVDNmHCccdF75tNwAOTd7xDBE2lxUXc+dObiuWm5xtu91OFhRHZA0Nlc6T5a6RThRZ2SfzLmxu\nXMdRNCnp3gPhgv3SnzxNH6u98EW146Io0wenTwyo14+tDxoueM7t5wBxJyUuJyoeX/M4dz58Z+57\neeSFCzbb7ykl3CNWF3THvBlB5Be+8Psa2skKibs/zBycyZrRNVUfLNTaZtbJuvrvDQXUBSHUEXuZ\niFxa4X0Bdin3pqoekbP4BznL3PonASflLF8E7FqhH00TM1wQpoqstWunTsZaD+PjtfU5O6DvJJG1\nZAnstlu47cTKyYpRfh/CfReVBpB559/69TB9evV23Tk2PFwaKhfLyWqGrJMVcg6omE6WSH4IZwhH\nxxcsfX1J8YdWO1m1CCYTWZM5We68dU7WjBkdKrJynir7IUf+vFndSl7hi1rcoVqdLMe60XVsOLxh\n08fTDXydyInp4JQTALc+eGvd7ZSEC8Yo4d6CcMFmBVHswhdRnCykJMxxel8Ng44K5M2TNdzfTP29\n5gh1xN5Qwzod/u+rNlqdk7VmTXMiq8hOlu84hcSvLpgdqHWzk1VpEJY9//r7axdZ7rPTpiUlvx2d\n6GRlRVZIxsZg5sw4IquciA/lZLlzY/Fi+OxnJwVjkZ2sWh4wZUVWLBcyFC5c0OGLrFhhqs2Q91TZ\nd1tChLd1Ok5k+SFnwZysgckb9LqxdUGdLEc7RFa9g/nswPq39/6WnTbZidfu9Nqm+laoEu5lCl8E\nCxfU8Ll5ft/cMZ4+2JzIypsn6827vJnLl1zeVLuNEkRkqer1IdopAq0WWc0+nWwkJ6vcU/PYlBNZ\nIag1J8sdq7GxygNMvz33vXW6yKo0CMuef/U4JH644E9+Mrm8E0WWO8diiKzx8daKrO99D373u+b3\n5dRTk9/TpsE225Q+MIjpZPlt13Kfq0dkPfIIbL559ftYVmQ98UTl9duNc7IcrvBFpzpZwJQBjytK\noNo74YLOyXKD31pC2ep1staPrWdAwhS+2Hzm5gz0DfDAkw+0XWSpTnVD89rx11m5biWn3ngqX3vN\n15rqm5+T1YpwwaadrBYUvgjNRJn8QG5h3oOdtz//7Rx9ydE1nUuhifgvtDtph5MVot1q+CIrtHNU\nK+Vyht773jDt15KTVauwyYqsIoQLVnvy34zIcuGC9947ubzZ4+H2fzig0+/a/OIXw7XpGBuDDTaI\n44ZkHzhstRUcdFAiCi6+OMw23Pfoi6xWOVmhwwVrvW8WKVwwL6TXOVkzZ3amyMp7ip6tMPjTu37a\n6m61lIbDBWtwsrLhgqEKPuy6+a48bdrTau5rM9vKwx/M17I/eQPrZimZJ2sgbuGLUOGCMHl9ubaC\nlXCPUPjCd+5C5b3lhSj39/UjIm15oGMiq05ii6zsYKrVImt0NO7AqpY+ONz19/vfh91OpZysWp0O\n/7iuXVsMJ6sWZ84XWbWGofkl3H2aPR6u3aGh6uvWitvP5zwnXJuO8fFEZMVysnzc+XfJJXB5k1EQ\nO+yQ/HbH25+OoFNzsqqFSdb6oMhvM/QchaFx4Y95IquI4YKK8sf7/9imnrWOiXDBtCBBrWKgFifL\nDxdc9OCiYOGCwwPDrB5Jnha1w8nyQ/9q2X5eHk6zZOfJ6vTJiN1nRUrzsjo5J8uVcIdwFRzz5skC\nSgrPtJKgZ6WIvFJEmguo7HBaXcK9HeGCIcP06qGcyAqNn5OVFQLZ6nPlcE/9ISnMUQQnq9L3mj3/\npk1rLFzQ8b73Nd9v3yELhTum220Xrk2Hc7JaKbIcjdyXZs2Cs86Cs8+GvfYqfdDjcrI6VWRVewjg\n2q43XLAIIss/F4pa+MIJgadGGisdu/SJpXUXR2gXWSer1oFqNQdCUWYOzSxZFmqerGkD09oqsvzl\ntYibvDycZilkuGCOYAmVk1WUcMG8ebKAoHNx1UPof6FHAX8WkT+KyJdF5PUisnHgbbSVVocLNpvU\n3oiTFVpkicDSpbX3wRFSZNWak1VrYQT/uK5a1R1Olu8aNRou6HjRi8I5Wf418eIXN98mlB7T8XG4\n4QZYsaK5tmOFC4pMbdN9X3vt1Xi7G20E++03KVj8QXynO1m1Oq3VpiEomsjyr9HnPW+qyGpHLm01\nyjpZqhy/z/ENtfn6C17PC7/3whDdi45f+GLd2DoG+2uzWauKrDSnzfH+F70/nJPVP8yakeRpUdtF\nVg3iJuuYnv760zl6t6Ob7tuEaCnAZMTZ0Dv3vQULF9S44YKhhGzegx2gZJ66VhL0X6iqvkNVdyKZ\nPPg+4FvAIyG30W5iDDqOOw7e9Kb4IuvCC8uvl+dk1TpIXrcOfvObyuv4uTrV+hCLWnKyGgkXHBuL\n62T9MVBETTXxnHWymgkXHBoK52T598s994RNN22uTSj9rkZGYJ99oNlJ3mOGC7q54vxrRAS++93G\n2/RL769bV+pkFT0nq1YXuEgiy10PruLn3ntPFr4YHIxzD2qWvEGjP4fRVhts1dDALXT+TUyyTpZz\nR6qFA9biZPnHYcG8BVGcrHbMk1Wvk5UNFxzsH2zKtRjXcX75j19OtDl9YPrE5MwxCVH4Akrzm0IW\nvuiX8P8QQgvZcvl53RIu+HYR+S5wMfAq4JvAy0Nuo93EEFk/+lHyO7bIetWrYOMyvmKeyLrsstq2\nccEF8IpXVF6nlolts/+PY4muSk5WPeGC7ri6Qc7oKGyxBVwfqNamOx7NDv4d9eRk1SOy8sIFQzh7\nTrz59Pc3d03kOZXu9ZNNTjgfM1zQ4fbd7Ucz+Wq+OHYiq6+vdTlZMasLdqPIcqLYTekxffqkk+Wm\nUOi0vKy8p8r+HEbZJP1amTHYxLwmLSabk+X2tdpT9aqFL7xKaTtusiObzdwsWOGLaQPTJrYf8+n/\nqvWrcpf750Mt28+GCzZbcv2WB27hjD+dMeE6ThuYNuHsxSDEZMQ+fqGOUDlZMeaz8/c3pJOVl5PV\nLeGCpwK7Ad8HPqSqJ6vqHwJvo63EGHRkB6c+IUXW0FB58eCHC7o+VBJG4+Nw443J61qSzGsRWVlR\nFWKyUYd/n6klJ6sWJwtgww1h990nBdvDD8O114bvcwjqycmqp/BFLJHl5705Qoksv2/uu242XPDE\nE5NzIORAN3sOuLbLhRfX27bvZMHUnKxWFMERaczJqkUQdZvIEkkqCULy2xfH06Z1Xl5WtcIXItLQ\nE+ZaQ+46gWwJ99UjqxnoG6gusqoVvvCcLOeyhAoXzJaGj8Vjax7LXd5suGCzroXbf+eyDvQNoGi0\nOd1CVBfMm3Mqu7wZxnU8mCvm8B/CBM3J6uJwwdnAfwDTgM+LyE0icm7IbbSbGCLLDZRiOVmuz5Wq\nZ/kOjvsnXmlQ/utfT+aDVFpvVfqgqlGRdfjh8O53V/9sLWTDBZupLujae+wxOOWUUlFRy77WQitF\nFkwNF6x1wJaXk1VJ0NdKnpPlvrNGXc48p9J91yEG2CtXhs3J8s+Bvr6pIquZ/Ek/XHDNmtLroxVO\nlts3JxZqWb9eJ+vmmytfj0USWe46c+7l2Fhyjbrvcfp02HLLzpvrq1LhC0EaesIcI2wpFn5O1nl3\nnAfUVkmtlpwsd2zd4DRkTpYjxsC02r45F22nTXdqKFywWSfL7b87z0SkJSGDzbpOTmj61RBDhgv6\nbYVyyPxiHUGcrDLhgstWLmP5quVNt18vocMFNwSeATwTeBawERA506a1xKgu6P5pikwd1DT7ZNIf\nqA4OJoPLvGvDf8I/a1byutbJeGsRWbX21WfduqQvoQc+Lqen2Xmy3CDXFQtwnwlVACO0yKrl++zr\ng/e8JwlJqjcny+9vqJys7PU2ONhcqe287zekyHKCJRS+QMiW6W7WyfLDBdeuLRVZ7li0wsnaYIP6\nwwWrlXB33/MBB8BFF9XeZqflNPk4MbXJJsnfW2xRKrLcpN0PPti+PmapNE+WG6Q18oS5v694Imuo\nfzK2t5Z9ricnK6iTpaVOVowQK+cy7br5rrnvj+s4+227H5tO37SmgXfWvWg2J8u15R/LmCGDIaoL\nZotIBA8X1LGS6zmEq1fS51A5WWXCBdeNrePVP3x10+3XS+jnlL8FXg/cDrxF9f+zd91hUlXn+70z\n23dn+y5sYWFh6agUqYJir7HFNIkaNUaxxEJiSTRojCXGFluMvcTeCIqK+lPsXUSagCDS67K9zsz9\n/XH2m3vumXPOvTP3Dkj0fR6eWWbunDlz23zveb/v/czBpmme4vNn7FKkMl3QMIDnhb6MfqYLBoPs\nb9nKLr/Cn53NttUFHESsyPRBBdpfblbcRZLV0ZFYbZBb9OplzcmPPlmAnbD5FajtbJJF3+eee5JL\nF+S/d6rSBU8/PTHnQ9mYAJvr+eezv/0kWWRA0NTkfSzAfq3yDWfFGrpkwCuQ7e3Wvn7qKeDKK9nf\nqSRZ9B0KCtypf8koWYBlGuI05vddySJSTOfXvvvKSZaX+8/X2772LSgD9OmCAJTpggs2LcD4+9RW\norulkpVmqUN5GXmOJCCRmiwiIrtLuiAF06HMkPR1Mllw2wRYPM8yghme0gWJ7PDHKDvdrmS1dLVg\nbePapD+DR8xd0GNqX6qNL/ix/CLfsXRBn5QsnZ0/mbnsTPidLrinaZpnA5gN4HuWtOAPUkGyeCVL\nhN8W7qpAgidZpsnUHl2QTMFeY6M+EKMg0U3wIpKsrq7Egn0d+Lhh/Hhg2jT/3AUB/5Ssf/3LCnB3\nRU0WIZl0wYIC6zk/lCwxXfDCC4HaWm/nBH+eT54MDB3qL8mKRoG+fVmTYD8gkixduuCjCSZm8+mC\n/L5escLaZmekC2ZmulO8kyVZutTS3Y1k0fEIhSyjCz5dEAB+/evkG1QPvXMoZn09y58JQ258kRZI\nQ3e0OxZQylSHeavn4ZP1nyjHTUW/nlRBpmRlp2X7qmT5mS5IxheEVJCsx75iaZMfrP1AOQfe9t4J\nce6CAW/1NzJzkqy0LLSHLSXr7Dlno+bWmqQ/Q/e5ySBVNVlEACNmJGFDEsexeeOLFLsL7ir4nS44\nwjCM+QAWA1hiGMbnhmGM8PMzdjXo98LPAJgnWVlZ9tdSQbJkK5288YVpOqfOkBNbQ4M+ePdCsjo7\nvakWImg/5OcD//kPm/fKlfI5OO13mZJF+8tLTdbMmZab4K6oySIkQmQoQB8+3GoT4JeSxc+JxvNC\nsnglKxi0n+d+nGeRCLB0KXDyyd7HovEIMpLFuwtecUViY9Nxo8Cd9u+sWVa9ZSpJFiEY9J9k8fhf\nq8ki0EKIqGQtXAjcfXfyn7O2yZ/VeYJWyaKaLEF1cEoH3B3TBXn1zU3NkNuaLJ5wBgNBX9IFedVt\nV9hei46MbrYX3QW9WrgD8SSLV7Lq2+uTHl+E382Io2YU65vX+zImzY1P8QV8IlkcIZq9bDYueeMS\n72Mq+mTtKvj9E3oPgItM0+xrmmYNgBk9z/3PgM4xv8wNADvJEgNhv0mWqp5FVLKcSBb1vdqxwx3J\ncvM9dla6II/Vq+3HkuZQ73D/lClZFKR6IRd8ELUrarIIyaQLAkCfPuzRD5IVidjnTOejHyRr7VqL\nZPmpZPl5XxDHC4Xia7LIpAZIrP4RsAftgYC1b6qqrH2xM5SsurrUKln/KySLV7IAplzJSBbgrS7Q\nbfB02H8Ow+aWzdptZKmH6YF0e02WRHVwUqp2x3TBRC3G3boL8iYVu0u6YFV+lfZ1sbeYE+LcBT06\nyclIlmh8kQo11a9U3V55vWLk2OuYtC/EVgt+nRd0XdS312Nb2zbP45mmvCZrV8HvmeSapvkW/cc0\nzXkActWb735INcnifyidirvdIFElq63NHcmiALq93QqEZdeyFyUr1SSL6kD48ek76Oo4aDuVkrW7\nkiwv6YL0XkpZ8sNEQEWyvATDoluf3yTrvPO8j8GDv8/k59uVLBFO56wIPmjna7uKi4Fly9jfqa7J\neuIJpsClkmTprsfdjWSJ1yifLsgfQy8ky61yMXflXHy8/mPtNqp0QVtNliRd0IlE7Y5Kllgz5JeS\nxatO6QFvhg80bnrAOplSQbJau1px7JBjla97TRf0rSaLG0M0vkjmHNzaulX6vC8W7txNrzynHK3d\n7AfBa7pgKkmWX/byPKJm9H83XRDAKsMwrjAMo1/Pv8sBrPL5M3YpiAj4SbJ4C3d+XFqp9IJElayW\nFva3W5LFjyULZpJVsiZMYHNPRU0WgYJSPiChOSRKsnglywu5SCXJSmW6IAXjtEiQmekPyeLn7IeS\nxZ9jopK1eLF3heyAA5J7vwoqJYs//zZsYI+J3it4ksWnHRYXs/O/szP16YK1taz+80clyxlO6YL8\nteKljUAiwZOT25qT8QUg72n0v6hk2WqGfHQX5AmRH3UtImFJBclq625DUVYRDBjS7xmJRiySlYy7\nYIpqsnglK5lzsPzGcny56cu45/1qRkz7IDcjN2by4Dld0OTSBbn5+ZVGSveHWb+Yhd55vT2PN+vr\nWdLFnyv3uxIn7nGi5/EThd8/oacBKAPwfM+/sp7ntDAM437DMDYbhvEV91yRYRivGYaxzDCMuYZh\nFHCvXWYYxgrDMJYahnEI9/xowzC+MgxjuWEYt/r6zXrAW52r0N7ObLDdgg9wRJK1s40vmpstcuOW\nZMl6D4njulWyzj2XpSJSGlRWlv81WYRRo9gjBafffAPcdhuzlP5fVLKcjC94JEqyaN5EsvxQIMNh\nu5LiZ00WEE+ygOTtr2kfGAZQXZ3cGDI41WQBQEVFcmOL7R0IhYXssbNz57gL5uX9SLLcQEwXpHtj\nJBKvZHn5HokE6bwRgAoqJYsCNpmq46QS7I7GFwmnC7p0F+QbM9e31+PxhY97ni8/11RYuG9v346M\nYEYcceHnEAwEkZeRh5Yu55uDLF3Q75qs7PRs2/mebN3PjvYdjp+bDHgClJuei9auVs9j8u9PiZLF\n3ahri2qxqWUTtrRu8TTmDR/cIH2+rrjO92bKbuC3u+AO0zR/b5rm6J5/55umqT6jLDwIQDSwvxTA\nG6ZpDgbwJoDLAMAwjGEAfg5gKIDDAdxlWGf7vwCcbprmIACDDMPw3RTfjZK1fj1w333ux+Qt3MvL\nrf/7Eagmki5YUMCCHdO0kwYZeIVK1ntItp2buYZCrK6HV0RSlS5YVwf072+RLHJnC4WSI1mprMny\ng3ClKl1QRbK8Bqx8uuBRRwEnnMD+TgXJGjCAPZes+kaBLgC8/XZyY6jGJVB6GMFrbS+vjPALPQBT\nl1KtZNE5l5vLrjenczxZQvS/mi5IxifUSJpfRPFyz0wkeHJazVb1yaL3GfjhpAvWFdchKy0LK3+/\n0nM6G2ApWTzhnLd6nsfZxhOWVChZl7xxCf79+b+1JCtgBJCfmY+mTud+GH43I+aJBUGca7J1PzLy\nHLNw9/BDz9ci5WbkWumCHoMHuoa7I90prcmqDFUCUKdUekVWWpYvFvGJwpflIMMwXgTUOqdpmkfr\n3m+a5nuGYfQVnj4GwH49fz8MYB4Y8ToawJOmaYYBrDYMYwWAcYZhfAcgZJrmpz3veQTAsQDmJvh1\ntOBd+FSggEWsKVGBViBNE3jvPfYD2bcvW1H2g2TxgZIuXTA/H3jnHfb/qVP135FXsnJy2N9tbXYb\nbyDxmqxUKCKAOoDjA1cKYNySLB5+WbjzQZRpAmVlzIQjHPbWE4nmSPMLBOIJnZd0QRqLarL8ClY0\ngQAAIABJREFUOG789fPii8nNTYSqJos/h73OtU8fd33h3IBPb8zO1tdkheQtZ7Rjq0gW7ZdUNyM2\nDPYZ1KuLjoMMySpZOuK8O5Es8V4OsHOirc1fJSuR4N8p0NKlC/LGFwm7C+5m6YJpgTT0zuuN9j+z\nC9iJBASMgOuarHPGnoOV9cwm99d7/hovfP1CjKQkA7GOLhUkCwBCGaG43lMEmn9BVgE2tWxyHEuW\nLuhHTdb548+PPScaXyR7DsoMTfxwF+SPOa9k+VWT1R5u999dkJtbaU4pxlaOdaVcJgO/LOIThV+a\n+40+jcOj3DTNzQBgmuYmwzDKe56vAvAht936nufCANZxz6/red5XuDG+oMCoo8Pu/qUC3Rsee4xZ\niwPAZ58xK965HimiuPqpU7Ly8523IxCR4JWsysr4z0uWZJGa55eFu0giCLK6t2SULD5A87Mmi1ar\nOzu9kywKmHv3Bn71K+D22+2v+0GycnPZ4kB2Nnve7UKDDKr3egmGVTVZ0ai7464bl+aalsb+Hw57\nJ1uqGk3x/HvpJeDOOxOfM08weNDx3xnugoCVMqgjWTycSPyuNr7YsYPtQ7ffxw3EdEGA7YfWVjnJ\n6uqKr9Vyg4SULIeULJnxRXow3dH4goJFFVnY3UiW+B18IVk9StYfJv0h9tzxQ49HWiANW1u3olde\nr6TmuzOUrLP3PhvDyobh5o9udlSylm9f7jierBmxl3mbpokJ1RNw0l4nxZ4TjS/8VLJin+uBEPGG\nD7yS5eRS6WZcAGjubPa9GbF43MSUzGRwxugzpHPzq9lxovCLZH1rmuYan8ZSwdcKlSup4yuAqVOn\nYurUqa7e5yZdkF5zS7JkY40Zw0jXk08yB65k4bYmyzTtc3UiWTx5EgMa/sc+UeOLVCpZMpLFp8XR\n62lpzjUi4niU8gR4U7J4UkGf4RfRpH27fTvw0Uf210RlJNl0wfR0FmAC1rxJ3UoUKpKVinRBJ5J1\nyy0snfSLL9RzpX1ALqEdHYw8eIFIsmQ1WUB8KqEb8MqISODp2O0MJQuwSFZ5uXpbUcnSnZ/JkKxg\n0PvCAKG4OH4eXqEiWW1t7J7F3783bwb23hvo1w+YPTuxz0kkOE1KyTLScOn/XaqtyeJrYng7ccLu\nmC7IIyOYISUXBDcBPClZIqpCVTHTg2RAqXcGDJgwfe2T9eiCR/Hs0mdRmVeJgBGIIy6EmJKVWYDG\nzkbXcyb4UZMlHgPf0gVlSpYf7oLcPshJz4mRLM9GKD1za+lqSWm6IMDm7eXcBZjiOLxoeNzzOiVr\n3rx5mDdvnqfPVcEvkjULwGgAMAzjOdM0f+rDmJsNw+hlmuZmwzB6A6BquPUA+nDbVfc8p3peCp5k\nJQI3xhcUGLkNemh78cdQbJSbDBJxF+RXXZMxvgDYe2Qky62SJbrU7QySJR6njz9maXqJjMcX7/uZ\nLkgky++USTFY8ytdkAcRmO8ryeLTBU1Tb3jy5pvA/PnqcflzF7BUJz9J1o4dwNNPA9dcw/7PHy+e\ngLmBacarODxIPU1WySIlRff9ZUqW05xTaXzBX2t+KlB+QcwSANhxb2lhNXSk/hMWLkzuNySR4NRN\noCUzvqAUMHLHEwN5CkSVJGs3V7Ky07K1wa+b70dKlghVCp5bUOpdZlomOsIdvipZzy19DrOXzcbv\nRv8uRrLEuTZ3NmPB5gUIGAGEMkNo7mx2PWeCHxbusmOWsposchf0sCqjShf0ci7QuADQ3NWMtEAa\n3j/tfVz2f5elxMI9Oy3b0bHUCSr1W6dkiULLVVdd5WkOPPxKBuGv9P4exuDHmQ3gNz1/nwLgv9zz\nvzQMI8MwjFoAdQA+MU1zE4BGwzDG9RhhnMy9xzckqmS5HfOhh4Cf/MT+/G9+k+js4pGI8QUfDPM1\nRjJQXQ+fLgjEkynaX26VLJkVeCpJFp+Cxb/uJm1MVLKaeupzvdj7y9IFU0GyRPIi7h+q9XADFcny\nOu/vk5IlBrCyucrstb1CVLLW9SREi7/FibZ7oOMtcxcELKUoWZL1618714jx51yiJCuRxZdEFj38\nOm69vTsRx0FWk5WVxe47GRn2HouEZL6Lr0qWwviChyzQpkBUFRSJY9S31+PB+Q86zndXQKWK6IJJ\nL0pWdpq3lCtSH6nJsZ8kKyPIVnNon8iO/d/e+Rv+8cE/EDSCNkXGac42JaunX1iypEV5zMI+pAtq\n0vd8q8ni0gW9psiZMJGTnhNLFxxYPBBFWUX+KVlc2P/C1y/ghGdO8DRexIzISVbPosHOhl8ky1T8\n7QqGYTwO4AMwR8A1hmGcCuB6AAcbhrEMwIE9/4dpmksAPA1gCYCXAZxtWlfSOQDuB7AcwArTNF9N\n8vsokSolSxbMTJ1q2Skni2SVrHBYTbLWrGG1Yrm57EdcV2Tu1fiC0pa8pN2YJvD66/J9LAuqxo9P\nzl2Q4HdNVipIltj4GbB/n/x8ZufvBrIVdsB7jUuqa7IiETvJ0ilZsgBWHJefaypI1plnskdRhQIS\nV7JktZo8iMQkQrIGDABuuon9/cor7t7Dkyyn801UslavBo5WWColky4I+Kecb3Ku1U8YqnRBHcmK\nRhO/d6Y6XZBvngvI6zBOmXWKdnwiFxSw/uer/+C02Y7dYnYJ3KgiIlyRLIWS5UTgXI3LNTnuivpH\nsogc0z6R7QeypA8YAZsio4PYgNYwjLh+bIlAeszSU6hk+ZAumEolKystCyZMdIQ7YBiGL+6YgFq5\na+xwThFVgez/RWSlZe0S4wu/SNZehmE0GYbRDGDPnr+bDMNoNgzD0X/TNM0TTdOsNE0z0zTNGtM0\nH+yxgz/INM3BpmkeYppmA7f9daZp1pmmOdQ0zde45z83TXMP0zQHmqZ5vvzTvMGNMpMMyZIFkzk5\n3ppKAu5rsqJR+2p9Wpr6O/bty9JQ8vPZd0wlyaLCbS/EZf16NRGQBaeXXJI4yfILqSRZPMT9Kd7r\nCgqARpf3OdkKO/D9VbL23RcYMYKRArfpgk4kS1woSZT06MYl9OnD7glkd+41XVB0HeVBZCOR2qRV\nq6yU5z//mT26TekrLLRq+XTb80oWYHedVI2tu/d4aV2ws6FKF9SRLABoaJA/r0IigYgbC3dRbeHT\n/wzD0KYIqeYiWmx/n/tmuVFFRLipOVMqWR7TBUUly8+aLCJQUVhKlrgf6HMDRsDWVFc7Z8l5lhlM\nXrlwoz6mwl3Qq/GFVMnyoSYrYAQQygihpasFASPg2VgkNrbkuAHAic8n3zQ4mXTBVMIXkmWaZtA0\nzXzTNEOmaab1/E3/z3ceYfeBG5LFuwu6HVO1Yh8Oe6vxSSRdkOYwYwZwyCHOBC8/P76/jYpkJWt8\n4QfJoO/l1viioMAbyUrUSpvHzlKyZCRLVLLckiynmqxkkSqSZRisXqW83L90wZ2hZAF2gxUvxhfi\nMZO5CyaTLiimzG7YoN6WP+dKSlirAh1EJctpW4KTQYZYi/jKK8C0afrxnVBSEj8Pr1ClCzY2suM3\nZIj8fW7Oi5X1K2OryokEIm7qt+KUrKCgZGnS21SBHM2VPv/7XKPlRhUR4VnJ8pIu2GOgMH3v6chO\ny/Y1XTA90EOyNOmCvJKVl5GH5i7nlAoxXRAAWrtbk+4bllLjC427oBcnQL4uzW8li44FwL53V6QL\n29q2eRqXIDuHvfTKikTV6YK7s5L1gwH9aPqtZMmCGcPwrmYlki5IczjoIBZwqj73oIOsv995x56C\nJY6dyL5IFcmiMWUBjyw4LSz0RrL8bEa8s0gWYP8+BQVWwOyE3akmS0Yu3JAsJ/MOtzVZhgGUlrqf\nr3g95eZaDcPF+SVC6kRVRKVk8T383KCzk427ZAn7/3ql9RADT7K2b3ees9jiwQ1Wr1a/JlOyHn0U\nePxx9+PLQPc9Lwq8CKd0wcMOA559Nv59TrVuAFB3ex2eWMRsbN0E6PXtjBG7SRcUIRpZZKdbSlZz\nZzPWNVmdWFSEj5QsUlm+z26DbgJ2ESIRlUFbk+UhXZCC9cumXIanf/a0r4GpmC4oJVk9RCxoBFGU\nVYQd7Q4SN81ZEqzf+WmCfS248aQpnpHUugu6qT9TQdaMOGgEPaUgAta+JZJlwMAzS57BBXMv8DQu\nzZnHVVOvin1msiCVVMRurWT9kOBGpUrU+EJnGZyb6y/J0ilZvAV1To6aGO21F3tcuhT45BPg2GOt\n11RKVmMj8OqrQE2Neq6yIIr6RHlRRHRmJTLjC69KlmyuCxfK66BE6PpkRSLMmjlZ6OpUxFiIlCw3\nwbWOZH1flSxCoiRLdQxl7oKq68eJTPC4+Wb7/ymlUZYu2NICLFjgblxRFVEpWUSy3O7vpUvZI5GU\n5ZoWN/y55YZk8X3H+N5PK1box167Vj8HkWT5YVtPxkBe0715yK6z7GxLyQLkKYNue79taWUGvuub\nHJgxmBU34JyK5JQuCNiVrNNnn44+t1gmwSrCR2lVRPJ2OyXLgQhlpztbsqbKXZCvo/PDUptHIjVZ\nWWlZyMvIQ2ek05XBioxwktFGonCTLpgKd8H9H94/qTEBeU2WWP+YDEjZpHMyYASwd+XeqAr504aW\nP24H1h4IwHttmux+8KOStZsgFUqWKkgF/FGyxNoLlZJlGMB11wH77KN3l6Mg5K9/jX9NpmQVFbFA\n4NNPWcCjCtz5/UBBrR9KDgXGMoVJpjhQrZmOFMlI1tVXA7/7nXz/7rkn8F8XXpcqJaurC3jgAf9c\ny5zSBTMy2Lni5tzTpQt6VbJkjVT5lLlEoSJZTjVZdM6qzBlS5S743HP2/9N3VxmviA2mVRCPmUzJ\n4k1t3JqgiHCrIhUXO5Ms1fkgS2vl7zG6uctIlh+1luEwI+319cALL3gfD5DXZFGfLCJZouJqGO5J\nPQW73zV+57gtBW9Oiolr44ueccQUpKZOuZzO99ECds+aLF4VEZGd5oJkKZSsrKD3dEEaN5ThzkLd\nLRJRsjLTMmEYBoqyimLKqXLOknTBY4cciyMHHpnUPHd2nyw/wM85I5ihJBvJjEu1kwD73mfvfTYO\n6n+QwzudIdag0QKMX7Vp4ti7s7vgDwaJKFmJkCzV6ikVuicLmYuYjASQanDppSzY1JE7+n69JA3l\nxeA9GrVIFpEc1fdRkawdO5zrNXSg+apIFh0nvt4jM1N//GRE8fLLgTPOUKs3TqlTgLoZcWen94bE\nidRkAewcnz8fuPBCeRoSYe3a1ChZ4bD8ugiFkg/6ZQpOZ6ezkkXnjspEQFTd/DZQoLZ+qposgtv+\nTiLJEoNzShekc2bLFmdjisMOs///kEOc9wF9h7Iy9hkqmKaazE+YIN+eUF+vbqsgq8lyozg7IRJh\n59ODDwLHH+99PEBdkwWolSy697oBn0rjZH1NwZCboCURJYsnS+OrxitdxmL1Yz0r06f+91THeewq\nyGpEnBwAc9KdL2SdkuXJXZAjxryBgh+QkSxxrqRkUcpkKJMZLuggSxfsW9A36bmr6ujmrJgTS1FN\nlGTROatzF/QCfs6GYSA3Izd2fSTrskhzo2PFj+3XecEfN/qM5ds1KRAOUNVk0bnnZV8kgx9JVoJI\nRMlKxPhCpWTtrHRBMUjUkSxdzZE4dnMzUFHBfugp4FalvMlIFsBqDn75S/VnOkFXHyGrZUlPZ8/p\napJU6YKZmSwYveee+NfcrCjrSFYidSgyONlai99nyBC23a23AndqUtvXrpUH934oWTKS5aankgri\nogOlxXolWYmkCyaCSZOA/fcHZs5k/3/zTeDgg+Uk/7jjgKFD3Y0r7oeCAvvrlC5InzNqFFObnMbk\nUVysXyDiv0NNDWsNoQIphbJrTkag+LELCtTHTaZk+UGySMnaGemCgFrJCgTcL0hc//71CBgBBI2g\nI3nKTc8F4Fy/JVuRFuuNyKjhq81fxYKrtEAaBpYMdK1k6cwEdjWSMb6Irehrgm9dTZandEFYqpDf\nq/9ulCzahvaBGxt3WbpgXkaeK/t3GVRKFgAs2MxyshMlWWIdIQ8vyg0/Pj+nnPSc2PXhtUaPJ1mJ\nWOs7QTy/KSXRS4qqysId2DV1WT+SrAThRsmibb4v6YJujC9kJEs1fyIrskCdH/uaa9gPfE2NnWSp\nVqz5/UBBO839m2/k73EDOh4ffhj/mkxxoNSpTz9Vj6kiWQUFzMqaehrxcKPG8elQIsmSpUolAicl\nS8SwYcBbb7G/xXQyHoYB7LFH/PNe1RwVyfKqZPHHjfozuSVZKiKQqnTBwYNZY1+nzwOYJb3b/SLu\n23zBA5bmT9dOba27MXk4Gcjwx6KmRl87pUoVdIPSUmCbwggrFSSLelPl5XlXn8VxZemCgFrJGjfO\n/TnREe5A1IwilBlyXKUuzi6OvUcHWRqXyvhi3L3jYqmKUTOKoqwiNHYqlCyhJovgtcg/FZClbTmR\nFyIMOhKbKndB3qXOb5IlugvKyCYF3vmZ7Kbkpi5Mdp7lpievtsiUMUqXo3S/ZEmWn26N4vj8nGgh\nBPDmMEj7gq/J8kvJEsmxeG9IBqp0QWDX1GX9SLISBBEBP5Uslbsg4D1dUJYOI5u7GHTparIo4Ozd\nG3j3XftrfPB++eXAxo0sZaW72/qxf/BB+bg8yfqupyzAj/oIOh5/+lP8a7ziQJ+dlgYceqieWKhI\nlm61n3oI6aBTsrySLB4y4wvx+5SUAF9/zf7W9Ynq6oo3TgD0RN0NdCQrWSVLRrJaWtj5qTM8of0l\nUyiB1Fm482YPIsR7Rn6+e0dIcd+KSpaYLlhWZr1PBZGcFBY6Hyc6FqEQO49U+0yVOqqCaKqRCMmi\n+16yzoBECHNz/SVZsnRBnZKVnQ2MHJl4nyw3CkDUjCI3PdcxeJMFq6p0QT4wMk0ThVmFynRBVcCa\nqgDWC2RuZzrbesAiGjpyoeuT5Ve6YKqULErpko1Px7Ygi92U3AT0svMsNyPXMc1QBV7NI1AtIRH8\npJUsSdsDXtHx0kCZ3we5GYxkeTUvoX0RSxeE4ZuSReMRUk6yflSyvv8wTfbjpSNZ9OPsV02Wn0qW\najwx6KIVfhnCYeCGG1h6UmGh/TUKKuiesX07IwkFBcDWntYH994rH5cnWUccwR4pwJQpJW4RiTBF\ngAJFHnwwnJUFXNDjSupEEFQkKzc3/jmCzgSAkEqSlWhNVnExUxcyM/VEX0eyvJy7unRBv2qyiLCF\nw3qSReTipZfUryfSjNhtCr5Isj76yPpbPF4FBcAdd7D+X7r+VDRfnZLFpwtmZVmprqtWqcmHTMly\nMp3gv4vOYVClZPXpo67JGj6cOQ+Wllr3HhFiFkFmplU7mewCARHCnBz/lSxVTRalEhPJmj6dpfiW\nlibmZgm4UwBMmMjNyHU2vpA1iVUYX/DPmzBRkFmg7JFEga4YoO+sACoREqNKPdvUskn5Hvp+WpKl\nqsnyIV0wVUqWtCZLIJsxkpXZQ7LSncmS7DzLz8x31WNLBtkxIzWSiHyq0gWTJUQiMSQlKzfdXUNn\nFWTGF74pWWK6IGf4kqwqHTHlNVnArjG/+JFkJYho1LknzbJl7PH7WJOlGk8kevn5LLCXkclwmAVy\nhsECXh4UgFHA9fDDLAAvLGSBzrRpLPiRgd8P1MwzGATuvlseSLmFjsTyJIsPlJ0Igopk8c8lE2BR\nIPnBB/Eki75DsjWyidZkrV7NUiwHDNBbx3d1yVW/VJEsL0qWmHJFhK27m52jOvX2pJOAiRPV4zop\nWbzK5FYlERUcXY+tjRtZWu7WrcBdd+nHFfftYYcxowoC348rP98K1AcNkivCQLySVVSUmLOfzmFQ\npWS1tcnVOxq7rg6orFSTTpF0Z2VZBh/JZhAQIdyZJIsWOUiRPO884NRT9QRTxNR+UwH0KAc9q9Rr\nGuX5sVEzipz0HFfpgm6VLEolI+Rn5iud7SgAE5uW7gwlqyPcgZxrc1wHgaqarOXbl+OVFa9I3+NF\nyfLcjJg7ZpnBTHSEO3wxZgCsfmYUCOuUrNoilqOsUzT5OYv7WHf+OEGnhtC1kWhvNqobFJUs0zTx\nznfvxI2fKOLSBXuUrLyMPG9KlmB8QTVZyaqEIvhzmG9dkOycda6K2el6BTkV+JFkJQg3ShbVFrhd\nbd+ZNVmq9ENxJZ6apsp+oPnV9SqhVQIFFRRwDRpkV7KGD1e7XfH7gQKq1lZvlt2APh2TVxz4wDNZ\nksWDJwKGwebwyit6ty/6/JNPjidZ9HmPPKL/XN2caXynPlkAcOKJ7LG6Wp9ytLOVLD9rsoiwOaUL\nRiJA375qh0g3NVl8P6dEGpXzCo4uHZUnbrRIoRuX37d9+wJz51r///xz4F//YtdkQYGd/Hz7rXxM\nnmStW8cWRhI5TtEoq+NUzVemZPXrJ/8M/jhXV6uPm3jv5dNikz13eSWLzgE/zDRkNVliuiDNnxa5\nysrUqZI8irOLMX3v6QAsJWv59uXoe2tfafqS23RBV32yeupyxJ5GocyQWsnquWGd8MwJNqKyM+ot\nSIlwGwTqTBRUahYpG7qAW+su6NHCneYbDASRHkj3jbzGXCHDnQgGglLVzYSJk/Y8CSPKRwBgilZD\nhz7nVZYumJ+ZrzROmfX1LCXBpfHEY0akj467bN87zRGIV7I2tmzEC19bfR78ckQkJcsryaJ9G+cu\n6IfxhcTwg5w1vZAsFUH2quolgx9JVoJwo2QVF7PVfyfLY37MnVWTlZPD1KUbbrBvJwtoy8vlJKu7\n2wp4RAVDVLLa2y2StWULS+/ZskUe1Iv74amnmFsaraonC7dKVmOjlTaVl5ecuyAPCv5oX5SUsDTI\n005Tv4dXq2h/kEsf7TNZ81W3UNWZyb7P+PHWe3Tncne3nGTp6vp0ePNNNpfHHgOefjr+9by85C39\nVcYXkYhzTVafPsCmTfKAWeYuKN4jeJLglmSJ6YJi7RSPGTOsv53qcHQN0AGm2gEWyeK/sy5dkNLW\nqqqcybB4LL7+Wn68AbmSZZrAG2+or1Mau6qKkT4ZUkWyqCaLFlS8uGwS3Fi4A8BRRzHyCbhXsqJm\nFJP6TMI5Y89BXkYetrdtx+A7BgOAVA0gJcvRXVCiMIjugtSYV0wjDGWEtO6CFIzxK+o7I12QFAkv\nJIvSolRqGO03XbqbTsnSkd9R/x6lVSF44ws34yUCPs1Tp2TlZVgpMoVZhUoDFH5cWbqg6vw57qnj\ncOxTxyrHUxHjaXtMix13v2qyaBHjrDFnYUjpkO+dkkVuffx1S0qWjqi6gUzpfvPkNwEkr+ipLNwB\n/5tru8GPJCtBvP8+C8ycarLKy/0hWbL0vltuAX77W3djy0gWAFxyiX07FcmSOQGGw/ZgfckSYK+9\n2N8iyWpqskhWQwN75FNyeIj74ec/Z3PSNYl1A52SVVRkBexdXVaQWFjo3F9GRbIO6unRRwHm1q3s\nOJC6oAs8acyODuuYEBGkfeqlEa+KZD31VHzNGAVuc+awfaNKffJbydq4kT2q6p/y8tj+WJ5EKw0x\nUCWVJhCwrjXZAkAkwr5PKCRXBmRKlkik+AA+WZKlOo8B1iqBoOs5BTiTrNpa5vhH6YI8VCQrGrWf\nB24UR7fGNk6qpnjM+P9XV+tJlmgMBLBzLFmSRapbfr51n/ODZLlJFwSAF1+00rjdKlmRaAShjBDu\nOOIO5Gbk2poCywJVt+mCrowvepSXhJQsmLHtecKgCqr9BLnLuQ0CdUrWzR/dLH2PCROlOaXaJry6\nmixdzdiXm77E2ka1lacY+PpJsoho8CRLVpPF7y/DMGxKj2rOsnRB3fkgq41SzYHAKyH0uttUSpVZ\ny5vfMlLR1NWEgswC3xQcXsnyUj9F4/LXZ1ZaFrqj3Tji8SOSHpcgkuPx1eMxtHSot3RBRSpnTnqO\nb4YdbvEjyUoApskKv6mPkgpUs+R2tT3RdMHHHwfuv9/9nPmxVcYMsiBG1btGDPyGDrUsnsV0weZm\ni2QBLBjo1Ute46PaD16VLF1AWVhorfp3d1skhH9eBp2SFQqxRwowibyUlzvP1TTZ/tmwwZo338sJ\n8Oasxx9//rfh5Zfjty8qAk44gaUn6vaH3ySLAt0zz2TNsUXQsXQiEjLIgmqy7Q4G1U2o6Vhs3w58\n8on6dUJWFgtuDYOpX4C1v4cOTZ5kuYVXklVczAgCKVmAdW2q5h6N2omkGyWLx+efs0fZe1T7IRhk\nqqG48OA2XVBWkwXo6/OcQKpbKkiWeM+hRTPZ9Qfo7et5RMyIzflt4ZaFsddUJMs344seUkBBHBGQ\n4uxibG+TF+nxShZPxE564STtfPwABct+pAsu2bpE+h7TZCRL9f1pG6W7oIPCqEurFI/Z1rat+HCd\npP9JEpCRLJmSxe+vjGAGvtz0pbYGLtF0QQOGtjeVimTxSgi9X+zRFolGYkRcHBOIJ3d0LjR1NtkM\nJT5c+2FCTbZTlS5I9XP8dSs775KB6hh4MdbQpgtm/JguuMtw3XXMmUsHvo7FiWSVlaUuXVBcWXYa\nW7QolkEWdKnIkCzgmTKFPb7zjjUeICdZVVVypz3VfvCqZOnSBfPzWQDW0OAfyRo3jj1SsNjYyNQt\nIlm6wDMatWzCW1osktXWZpGsoiL1+3UwTWa7T+CDSFXNyDPPsNQxJ5Llp/EFjfXyy1bak4ja2uSa\nM8uOG99IWVX/R+f8AQcw5VaEeO5mZwPPP8/+Pu889hiJsN5jiTQqTtS6vLraXYqYE8nKz2fn6Vtv\nMeMIGhtQz53UPgIdHxXBEI/F6NGMgMruDbr55uczoxh+LJFkrVvnLkWZ7o/Fxc5Ktgq8kkULbU4k\n6/nnrfmpfjdk6YKkWKlIVk4Oe5/T/TMcDcdI1gtfv4A7P7W6j6tIVkYwAyZMreW0LB1IVKwKsljN\nDT1fV1wHAKgpqMGaxjVSpcA0TVSG2InJmyIs3rpY+z2d0NDRgEvfkKzscPAlXZAr8JeBlCxeUZRt\nI1Oy8jLyHE0JEj1mTy1+SjueWxDR2NC8QdknS9xff5j0BwDAllb1ypEqXXBjy0bp+ZNRKcv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8+2u+EG+z7SXcMXXmj9rSOvhx0W38BadX8sKfGWLiiSLGr5IWv9QYpea6tFsmQplqrUbycMGMB+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\nY9T4VG6TE80Fo4wxXZ3PGWkuuBnoiG0u6HVfERkE3A10NsbEe9nmG2yTw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Sfy2erPEmlc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\nS9efwGNzn+D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3RAgh6o/ElZgMxPgyICZbylJEZH0XuBdYD/iVmW0OPF3GCDP7dzP7k5ndbGY/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\n78Kjj5a6JsVX0E6WpE7A74AhQB9gpKSvZe1zGNDTzHoDpwO353DspcAEM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "USGS_FlowFrequency('05132000')" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Stations in the HYDAT database = 7775\n" ] } ], "source": [ "# Read data files as a pandas dataframes\n", "STATIONS = pd.read_csv(HYDAT_dir + 'STATIONS.csv', index_col = 0);\n", "DLY_LEVELS = pd.read_csv(HYDAT_dir + 'DLY_LEVELS.csv')\n", "DLY_FLOWS = pd.read_csv(HYDAT_dir + 'DLY_FLOWS.csv')\n", "\n", "print \" Stations in the HYDAT database = \", len(STATIONS.index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Monitoring Stations in the Rainy River Watershed\n", "\n", "The following cell creates a pandas dataframe of monitoring stations from the STATIONS.csv table extracted from the HYDAT database. The extaction searches for all stations with a specified region bounded by latitude and longitudes.\n", "\n", "For reference, this is a map of the [Rainy River drainage](http://www.ijc.org/files/tinymce/uploaded/rl_basinmap.pdf) basin available from the International Joint Commission. \n", "\n", "

" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stations within region of interest = 34\n", "DLY_FLOWS records = 7965\n", "DLY_LEVELS records = 5913\n" ] }, { "data": { "text/html": [ "
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LevelFlowSTATION_NAMELATITUDELONGITUDE
STATION_NUMBER
05PA001TrueKETTLE RIVER ABOVE KETTLE FALLS48.49444-92.64444
05PA003TrueNAMAKAN LAKE ABOVE KETTLE FALLS DAM48.50000-92.63886
05PA005TrueNORTHERN LIGHT LAKE AT OUTLET48.24028-90.76889
05PA006TrueTrueNAMAKAN RIVER AT OUTLET OF LAC LA CROIX48.38256-92.17631
05PA007TrueCROOKED LAKE NEAR CURTAIN FALLS48.23750-91.90611
05PA010TrueFRENCH LAKE NEAR ATIKOKAN48.67222-91.13500
05PA011TrueLAC LA CROIX AT CAMPBELL'S CAMP48.35508-92.21744
05PA012TrueTrueBASSWOOD RIVER NEAR WINTON48.08256-91.65117
05PA013TrueNAMAKAN LAKE AT SQUIRREL ISLAND48.49686-92.65856
05PB001TrueSEINE RIVER NEAR LA SEINE48.75000-92.20000
05PB002TrueLITTLE TURTLE LAKE NEAR MINE CENTRE48.77222-92.60833
05PB003TrueMANITOU RIVER ABOVE DEVIL'S CASCADE48.97500-93.34167
05PB004TrueFOOTPRINT RIVER AT RAINY LAKE FALLS48.85833-93.57500
05PB007TrueRAINY LAKE NEAR FORT FRANCES48.64912-93.32068
05PB009TrueSEINE RIVER AT STURGEON FALLS GENERATING STATION48.74444-92.28472
05PB012TrueLAC DES MILLE LACS ABOVE OUTLET DAM48.98000-90.73000
05PB014TrueTrueTURTLE RIVER NEAR MINE CENTRE48.85022-92.72383
05PB015TruePIPESTONE RIVER ABOVE RAINY LAKE48.56861-92.52417
05PB018TrueTrueATIKOKAN RIVER AT ATIKOKAN48.75197-91.58408
05PB019TrueNORTHEAST TRIBUTARY TO DASHWA LAKE NEAR ATIKOKAN48.95083-91.71222
05PB020TrueEASTERN TRIBUTARY TO DASHWA LAKE NEAR ATIKOKAN48.94056-91.69833
05PB021TrueEYE RIVER NEAR HARDTACK LAKE NORTH OF ATIKOKAN48.92500-91.66222
05PB022TrueEYE RIVER NEAR COULSON LAKE NORTH OF ATIKOKAN48.89444-91.66750
05PB023TrueRAINY LAKE AT NORTHWEST BAY48.84167-93.62000
05PB024TrueRAINY LAKE NEAR BEAR PASS48.70058-92.95800
05PB025TrueRAINY LAKE AT STOKES BAY48.53611-92.56111
05PC009TrueLA VALLEE RIVER AT LA VALLEE48.62083-93.62500
05PC010TrueSTURGEON RIVER NEAR BARWICK48.68750-93.98333
05PC016TrueLA VALLEE RIVER NEAR DEVLIN48.59028-93.67278
05PC018TrueTrueRAINY RIVER AT MANITOU RAPIDS48.63447-93.91336
05PC019TrueRAINY RIVER AT FORT FRANCES48.60853-93.40344
05PC022TrueTrueLA VALLEE RIVER NEAR BURRISS48.67844-93.66522
05PC024TrueRAINY RIVER AT PITHERS POINT SITE NO.148.61389-93.35472
05PC025TrueRAINY RIVER AT PITHERS POINT SITE NO.248.61625-93.35992
\n", "
" ], "text/plain": [ " Level Flow STATION_NAME \\\n", "STATION_NUMBER \n", "05PA001 True KETTLE RIVER ABOVE KETTLE FALLS \n", "05PA003 True NAMAKAN LAKE ABOVE KETTLE FALLS DAM \n", "05PA005 True NORTHERN LIGHT LAKE AT OUTLET \n", "05PA006 True True NAMAKAN RIVER AT OUTLET OF LAC LA CROIX \n", "05PA007 True CROOKED LAKE NEAR CURTAIN FALLS \n", "05PA010 True FRENCH LAKE NEAR ATIKOKAN \n", "05PA011 True LAC LA CROIX AT CAMPBELL'S CAMP \n", "05PA012 True True BASSWOOD RIVER NEAR WINTON \n", "05PA013 True NAMAKAN LAKE AT SQUIRREL ISLAND \n", "05PB001 True SEINE RIVER NEAR LA SEINE \n", "05PB002 True LITTLE TURTLE LAKE NEAR MINE CENTRE \n", "05PB003 True MANITOU RIVER ABOVE DEVIL'S CASCADE \n", "05PB004 True FOOTPRINT RIVER AT RAINY LAKE FALLS \n", "05PB007 True RAINY LAKE NEAR FORT FRANCES \n", "05PB009 True SEINE RIVER AT STURGEON FALLS GENERATING STATION \n", "05PB012 True LAC DES MILLE LACS ABOVE OUTLET DAM \n", "05PB014 True True TURTLE RIVER NEAR MINE CENTRE \n", "05PB015 True PIPESTONE RIVER ABOVE RAINY LAKE \n", "05PB018 True True ATIKOKAN RIVER AT ATIKOKAN \n", "05PB019 True NORTHEAST TRIBUTARY TO DASHWA LAKE NEAR ATIKOKAN \n", "05PB020 True EASTERN TRIBUTARY TO DASHWA LAKE NEAR ATIKOKAN \n", "05PB021 True EYE RIVER NEAR HARDTACK LAKE NORTH OF ATIKOKAN \n", "05PB022 True EYE RIVER NEAR COULSON LAKE NORTH OF ATIKOKAN \n", "05PB023 True RAINY LAKE AT NORTHWEST BAY \n", "05PB024 True RAINY LAKE NEAR BEAR PASS \n", "05PB025 True RAINY LAKE AT STOKES BAY \n", "05PC009 True LA VALLEE RIVER AT LA VALLEE \n", "05PC010 True STURGEON RIVER NEAR BARWICK \n", "05PC016 True LA VALLEE RIVER NEAR DEVLIN \n", "05PC018 True True RAINY RIVER AT MANITOU RAPIDS \n", "05PC019 True RAINY RIVER AT FORT FRANCES \n", "05PC022 True True LA VALLEE RIVER NEAR BURRISS \n", "05PC024 True RAINY RIVER AT PITHERS POINT SITE NO.1 \n", "05PC025 True RAINY RIVER AT PITHERS POINT SITE NO.2 \n", "\n", " LATITUDE LONGITUDE \n", "STATION_NUMBER \n", "05PA001 48.49444 -92.64444 \n", "05PA003 48.50000 -92.63886 \n", "05PA005 48.24028 -90.76889 \n", "05PA006 48.38256 -92.17631 \n", "05PA007 48.23750 -91.90611 \n", "05PA010 48.67222 -91.13500 \n", "05PA011 48.35508 -92.21744 \n", "05PA012 48.08256 -91.65117 \n", "05PA013 48.49686 -92.65856 \n", "05PB001 48.75000 -92.20000 \n", "05PB002 48.77222 -92.60833 \n", "05PB003 48.97500 -93.34167 \n", "05PB004 48.85833 -93.57500 \n", "05PB007 48.64912 -93.32068 \n", "05PB009 48.74444 -92.28472 \n", "05PB012 48.98000 -90.73000 \n", "05PB014 48.85022 -92.72383 \n", "05PB015 48.56861 -92.52417 \n", "05PB018 48.75197 -91.58408 \n", "05PB019 48.95083 -91.71222 \n", "05PB020 48.94056 -91.69833 \n", "05PB021 48.92500 -91.66222 \n", "05PB022 48.89444 -91.66750 \n", "05PB023 48.84167 -93.62000 \n", "05PB024 48.70058 -92.95800 \n", "05PB025 48.53611 -92.56111 \n", "05PC009 48.62083 -93.62500 \n", "05PC010 48.68750 -93.98333 \n", "05PC016 48.59028 -93.67278 \n", "05PC018 48.63447 -93.91336 \n", "05PC019 48.60853 -93.40344 \n", "05PC022 48.67844 -93.66522 \n", "05PC024 48.61389 -93.35472 \n", "05PC025 48.61625 -93.35992 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bounding region\n", "lngW = -94.0\n", "lngE = -90.5\n", "latS = 47.5\n", "latN = 49.0\n", "\n", "# locate monitoring stations within bounding region\n", "stationList = STATIONS[(STATIONS['LATITUDE'] >= latS) & \\\n", " (STATIONS['LATITUDE'] <= latN) & \\\n", " (STATIONS['LONGITUDE'] <= lngE) & \\\n", " (STATIONS['LONGITUDE'] >= lngW)].index\n", "\n", "# reduce data sets to the area of interest\n", "WSC_STATIONS = STATIONS.ix[stationList]\n", "DLY_LEVELS = DLY_LEVELS.ix[[idx for idx in DLY_LEVELS.index if DLY_LEVELS.ix[idx,'STATION_NUMBER'] in stationList]]\n", "DLY_FLOWS = DLY_FLOWS.ix[[idx for idx in DLY_FLOWS.index if DLY_FLOWS.ix[idx,'STATION_NUMBER'] in stationList]]\n", "\n", "# add columns to STATIONS for level and flow stations\n", "WSC_STATIONS['Level'] = ''\n", "WSC_STATIONS['Flow'] = ''\n", "\n", "# mark level and flow stations\n", "WSC_STATIONS.ix[set(DLY_LEVELS['STATION_NUMBER']).intersection(WSC_STATIONS.index),'Level'] = True\n", "WSC_STATIONS.ix[set(DLY_FLOWS['STATION_NUMBER']).intersection(WSC_STATIONS.index),'Flow'] = True\n", "\n", "print \"Stations within region of interest = \", len(WSC_STATIONS.index)\n", "print \"DLY_FLOWS records = \", len(DLY_FLOWS.index)\n", "print \"DLY_LEVELS records = \", len(DLY_LEVELS.index)\n", "display(WSC_STATIONS.ix[:,['Level','Flow','STATION_NAME','LATITUDE','LONGITUDE',]])\n", "\n", "WSC_STATIONS.to_pickle('../data/WSC_STATIONS')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### Mapping WSC Stations\n", "\n", "The following function maps a list of stations identified by their station numbers. In extracts latitude and longitude from the STATIONS table, then calls the google maps web api to create a map image." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xuevOFsnOnyKAjW5WXHY7w3tCH7D7zxDBBvsFUQlaS/IHbiWpbeop84Tjilpj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\nsTRbYzXMEb+eZkX08rj/EjE7DDVFRFSFBv8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "WSC_STATIONS = pd.read_pickle('../data/WSC_STATIONS')\n", "\n", "def mapWSC(stationList,zoom=8):\n", " # returns a .png map image \n", " locs = [\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], WSC_STATIONS.ix[s,'LONGITUDE']) \\\n", " for s in stationList]\n", " \n", " flows = [s for s in stationList if WSC_STATIONS.ix[s,'Flow'] == True]\n", " levels = [s for s in stationList if WSC_STATIONS.ix[s,'Level'] == True]\n", " \n", " rSet = set(levels).difference(set(flows))\n", " gSet = set(flows).difference(set(levels))\n", " bSet = set(levels).intersection(set(flows))\n", "\n", " google_maps_url = \\\n", " \"https://maps.googleapis.com/maps/api/staticmap?\" + \\\n", " \"size=640x400\" + \\\n", " \"&zoom={:d}\".format(zoom) + \\\n", " \"&maptype=terrain\" + \\\n", " \"&markers=color:red%7Csize:mid%7C\" + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in rSet]) + \\\n", " \"&markers=color:green%7Csize:mid%7C\" + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in gSet]) + \\\n", " \"&markers=color:blue%7Csize:mid%7C\" + \\\n", " \"|\".join([\"{0},{1}\".format(WSC_STATIONS.ix[s,'LATITUDE'], \\\n", " WSC_STATIONS.ix[s,'LONGITUDE']) for s in bSet])\n", "\n", " return Image(requests.get(google_maps_url).content)\n", "\n", "\n", "display(mapWSC(WSC_STATIONS.index))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Pickle Level Data to WSC_LEVELS" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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1905-10-29NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN391.0NaN
\n", "
" ], "text/plain": [ " 05PA001 05PA006 05PA012 05PB001 05PB003 05PB004 05PB009 \\\n", "1905-10-25 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-26 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-27 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-28 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-29 NaN NaN NaN NaN NaN NaN NaN \n", "\n", " 05PB014 05PB015 05PB018 05PB019 05PB020 05PB021 05PB022 \\\n", "1905-10-25 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-26 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-27 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-28 NaN NaN NaN NaN NaN NaN NaN \n", "1905-10-29 NaN NaN NaN NaN NaN NaN NaN \n", "\n", " 05PC009 05PC010 05PC016 05PC018 05PC019 05PC022 \n", "1905-10-25 NaN NaN NaN NaN 399.0 NaN \n", "1905-10-26 NaN NaN NaN NaN 405.0 NaN \n", "1905-10-27 NaN NaN NaN NaN 396.0 NaN \n", "1905-10-28 NaN NaN NaN NaN 394.0 NaN \n", "1905-10-29 NaN NaN NaN NaN 391.0 NaN " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def getFlowsWSC(s):\n", " ts = {}\n", " data = DLY_FLOWS[DLY_FLOWS['STATION_NUMBER'] == s]\n", " for k in data.index:\n", " mo = str(data.ix[k,'MONTH'])\n", " yr = str(data.ix[k,'YEAR'])\n", " for n in range(1,data.ix[k,'NO_DAYS']+1):\n", " ts[pd.to_datetime(mo+'/'+str(n)+'/'+yr)] = data.ix[k,'FLOW'+str(n)] \n", " ts = pd.Series(ts)\n", " ts.name = s +': ' + STATIONS.ix[s,'STATION_NAME'] + \\\n", " ' from ' + '{0}'.format(ts.index[0].year) + \\\n", " ' to ' + '{0}'.format(ts.index[-1].year)\n", " #drop initial and terminal null entries\n", " j = 0\n", " while j=j and pd.isnull(ts.ix[k]):\n", " k += -1\n", " return ts[j:k+1]\n", "\n", "WSC_FLOWS = pd.DataFrame({s: getFlowsWSC(s) for s in WSC_STATIONS[WSC_STATIONS['Flow']==True].index})\n", "WSC_FLOWS.to_pickle('../data/WSC_FLOWS')\n", "WSC_FLOWS.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use Cases" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Station Data\n", "\n", "The HYDAT database is a collection of data associated with monitoring stations located throughout Canada. The STATIONS table contains a list of stations and attributes, including the latitude and longitude of their position. As an example, here we list attributes for 05PB007, a station monitoring the level of Rainy Lake near Fort Frances, Ontario." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "STATION_NAME RAINY LAKE NEAR FORT FRANCES\n", "PROV_TERR_STATE_LOC ON\n", "REGIONAL_OFFICE_ID 5\n", "HYD_STATUS A\n", "SED_STATUS NaN\n", "LATITUDE 48.6491\n", "LONGITUDE -93.3207\n", "DRAINAGE_AREA_GROSS NaN\n", "DRAINAGE_AREA_EFFECT NaN\n", "RHBN 0\n", "REAL_TIME 1\n", "CONTRIBUTOR_ID 647\n", "OPERATOR_ID 647\n", "DATUM_ID 100\n", "Level True\n", "Flow \n", "Name: 05PB007, dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "STATION_NAME RAINY RIVER AT MANITOU RAPIDS\n", "PROV_TERR_STATE_LOC ON\n", "REGIONAL_OFFICE_ID 5\n", "HYD_STATUS A\n", "SED_STATUS NaN\n", "LATITUDE 48.6345\n", "LONGITUDE -93.9134\n", "DRAINAGE_AREA_GROSS 50200\n", "DRAINAGE_AREA_EFFECT NaN\n", "RHBN 0\n", "REAL_TIME 0\n", "CONTRIBUTOR_ID 647\n", "OPERATOR_ID 600\n", "DATUM_ID 10\n", "Level True\n", "Flow True\n", "Name: 05PC018, dtype: object" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "WSC_STATIONS = pd.read_pickle('../data/WSC_STATIONS')\n", "\n", "display(WSC_STATIONS.ix['05PB007'])\n", "display(WSC_STATIONS.ix['05PC018'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Plotting level and flow information" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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13gDLLBrOmkiZsQb829+2rAH9rYcP/xQE8ODO9Paj+QFpxG2y/tvtrvuO3h12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\ne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lvLGHro4wlfuViItlWlR8b3ppHTGjL0NRevb/OG8zw2o3AwihsTHTC3Zpx4+JRoLU9U\nwg2IFXM0UCqldO18heVzLMJLkE50BMVtL2S8SrYR+FfPYcXjVQZ9JxuWMXbFm+uisFFRhJhz1DZM\nd04DX71hBnzPACeztPWdbsZduz3/QIyg+iu1iA+97uk5aPKtyirbbatmU2vOnExmOHVAzQ0kGSRU\nP2zIgFbP6Q6CxYZPSycJzdXt1iRVb8J98m5WhOBQZrtBWfSjmrj+FTcw5bJWIUtKq4w9hG597CmA\nR/QqUzgILSAqrr6LeBMQ7sdD4yKoZX6houqpGicl3LuINCIJs8tSJO5Niz0EMPXLOdh5G0jxSErj\n4+5tGLWAui5Wz1KuA/q/jcoM2I2U511fg/yzUao4+iYPwVwCupFPlhyz75vDuA+vS6LL1Iwclxw8\nDgLot+zaBP5MyTBMIPyfDBChS928BSFUp1kCXq1QIGgZL0STLZUln1rbaoDdA/t7swF2d7nV7xMW\nn3+gdjN8my5vzjfzJuJs021n9nQYzhMizpLYDCsaAFXrh9XwkvWFZmQgO8q2CoDpqJaQZeAv0Y1N\nN5BCPCyPmHrHqB4tUvmo8a5XRYcIphX1MlnkEglhd6vcKQZQXCsgfwBB9wjfN38FSgVpU12YMlbz\nOkmbsIaB8Tqg4tToAkh9ItgBvMvtM4X8SnqyIWi0zfJpnlIGkGCsnVwYW9AMwDyOcnSdp37qxGld\ndZWlWbIgU7jmw5ACHUfQTJYIzhYg023l9xgI82Uxf04aMwI8mCDFOSRbzMDXAdtoEMiHACgLeRaa\nPql+3S72/JaBypyE3htb39lAl3/UAF++fKWYhLs54GSAbnwQmO89z5+LEzXAaaWwBhRtel4deuXR\nel1gpxRT6OeBdTkOwQDTPAffIx8Feq3G7R8Y4K6qQGdEXS5zjtCQ8CItv2RL+06HaINVJj/mryWP\n664NRwI+3e7TPb0YKFgsuwdD5/YHFVfsb7IBowlu3Bmalr9Bn6z8yytKDXOGeG6n6sdVKbCuCzoq\n53EnvGBBtW0XOdlCjtjoCbHoVuiEcO+jhow2ixzZs+6B4ZS2xBi7LvbN+eDTwxbXS9oGxYPNJFcI\n5ey2AbwZIsa+X3XLZOzD5Bz258zgNR8HJq9Bhxatz2ItNY1XJUktArBI1myWZB3mh222vttvxDYr\nNonNiiexnu8bPTrbzBsMcPpw49zg3AP767i9E6tjeKth6jbYQKoW7FZnSZz1q/KCYuTQpL8DLtj1\nW3YGwP6U74LVSqLdyO39CWDqXpGGnW/TwB4FrJ2Y47apUt02wa5eQIZTlyXEcqxbWN0+8UOK84u1\nOWAeeswI+QGThgZ8nec9YyFYQQAPlG+JAdqr7zy5T9AE4Uw+MNoGFaWJSTsqdkwLXpLRoS5T4biA\nrWJtFNUlQi07ySN0oRCHpHQdQXnRqZgS2+3U0/XnwSxfV1IFTStZlJpwInI5SsOIi53uG9LvXFXY\nXtQF/24LEuWiV/LYvcVarcRf0GkCSNJUR5L96NK9vMkq0Gu7YIByziV0VLlntJDMYI9Gh+unXpI/\nG6B7aIDnwch4//vd/Uddx+EvP9l4BjX1Z8IuLZV1lomFBd51+BKU/Tab9VeWIJLzpJKRe5wu8j2N\na99kbZv8hAFqkw6Rtsmw+JQkUPVwFUQ6HHpreN/n89pNsPIkSTyABKbZ7IHxykH2RBD1dr9Mjuwg\n9UuvQ8xtctiHaRI07eVWrORu3Pw34TqGHAnyD5mlomI1pcD0Yhjno/RscIFmXa8LOynqqCOuNRBr\n9oINxlDnkSoxPg2vF17JxQE7tgnJms5SfZoS4/fIu00X2z2TzKKG3MoKC/gArUgYxRIH9xVWNwl4\nf/uoGC23a639maprDk0bhiGWRD4pF7ilSIKp1S0yBUzp9/qzYOQAEW4GiWnaA39GXnsdWgP93ABf\nfvvtt9/PgNHz6u1+DnjHHKdzyfRaBxfjrMZ1M/sLbesuinLKzUEftQ5SIDG7w0K0Z9qA52j1VeHU\nbuW/YEl800P3uXDPim0jhb+kTZXEgjJ3AUjZAYWsXQ9dtmDbQSJ8LkniRr3hYZeCWO2cjx64X+sH\npftDjyjZOeWEXhHiZlZmdfNf34eTZ4k/W69hdXWUTA9pn/IPeY6KnU7SSNAfVGa6erqc5L1UrCAX\nVnf8BYEAACAASURBVALVOvEm1sxKThcLQv0jhoO+WIv1rqKNQikdt2a1Nuu0olxziX4Mk8YmoyQy\nsLGEcsihWi3hwUJV4UiqWve44HKNMugoB+V4F8VE2cCtPGalFWDmbXUeeVj4ztwHRjBe1aXr3WyD\n7p5aJifC82+FT/rvDLCbraiqJoe7kzS+6auAFp28YvxtEWMFGG4QqIExJPTsadWG7C9qAS3vRG2S\n5bF5v8oqJsVbcWa21L1VYgf60dVRUkuemYOkdRCPuRVDCAWPVNAR/645KEgn7TCoKK4rsXJBbs+I\nA0Iw+se3/Vk6pTZE5U+ncwJNTnqVWoWwlC4LUgarpzxfHkvG/632WCdKeERia+P01dRhH0JPPWwV\nzRGxt17eALf7zZqMnKhbV2W6qKytMGcsbYzA4Z54pungD1mBE2LvJiUSJVVdwnFhfT3ZRzxMz5gy\nvYqDr0ubBAuOVaJzYFtVksnnXpmC5Jpl4j4izQixjw/kWu8ZYPdmA5yXytOWEs3PBJy2G+/5vbuu\nMN4aVQ2fnWXtnlAffPpV/rDYHZM7lhcscrE8jONxljZ22kcsyixnE4W1BxjJ2aJeQW8ozHJ5teu9\nV4uoJVkuOZkfImH/vNddoY7yyozYlfINW2ICTOZD640tzQsd/OgFs6vVTdxXuNNvmrjV9AZQiIuy\nAmTzrGdwKh+SqWbW3Pc6XJ3gIOXEkGDjxKBQTYDeryjmidIW3ewWhi4Jb+WLhltsnS+iGkKviXHk\nP7QmSbE1GopKS6V1B+66Rd/5xSKSmzsG+fNyhcRfOalVhtbPcGDjoiPfQqJMCtqKyvZu3i8EY/Ks\nCOnuGaB7aIBu5uxcfOHIkKpYghl48J7BnUcf063xdX0GHpE1eRtK4MgF7TAvTI5jA2s7kyNPVpcc\nxumbYbEE2WXWkL5AXqJyOvNDsGPJx1Kc3mcVwqAUdK23VrVdYr0z962tGwfS2MDoimWaoM3TIjqh\nAbtaFd+98oHASm9N6KkoVi0qWwWBx+nAAT5uFdSJJY/J/+H3x0iQnnt9jpyLwXXilq/vrnaxLAlf\ngicSlHK2gepJQjJ1vglQQ3BoHp9J0VwYIMvATrmaggCoDhvVh+c43/vwd1pB1TN4aBc4mqDzAoCj\nVDFtsz8gatHtF1xMPU9L9FPYYv3vDbC7Z4Bu9pjg5uHfXRysvtEAo99281sAkN8DBpF2m7KpPP1u\nf8hzKUaqc2NGruEMDr0LlQuKh2HfIquUqgX3s7ZxUT90WXDHSFyrE9u1NlCNub5FLzakfUtS6847\nPamDRqaUxKYexuF0UGKQXIOhxFD/44+sGruwLUaNgI53yBGiN504rSxrPaq6SUveWn8npLhukm9o\noplQBgNj5egVwHN5N544jvf1wpbIru0eJFyHZO+tJl1rv8pZEpwNUDfxpQwGfTTMu0m3UVdd1Uj7\nPblrJFvZ52kLRkftPIrnN+WkdkheNtPk6fKcFqX5gYJkfe+fOxcUFM7v2JJM4f/TAO/YYLSxqafv\n3T0DvHOBYsbsVSa6m2lMToffKzIhoGfw15VS7PZdJHCSEqS5M4tTD7hVryFXV8ruYyVlbJZtI2uc\njhe0Cum1XAJ7YdS8ugEtlAphLQ/6zWoW8Cv40qG8lERpvL48PXt2SOU6g4qvh2bzfvXhUwNab68U\n2Vwh67mvyY3ZaDCdvg1IUwcuS/AAFnVt7mY03inpYbKYeLsCq946AI7COMnfvbwBd8FPxE28hsRC\naK0Egh7jb7I0PaAtUTL89j22KEEuaBmTMcR0e20BYgJnnl6WYw59D7ixvtr7/TLv9YHtsDSRBNm7\nSD3SVMtAGpVmWbXvSSkGsnj/XEWQ3/D4aQM8Y/K7My/MGwzwrvuLflIXSO4MSyYn2qnOXD29uplQ\n/covzNkmz7RVORuQ7JaKxjpgav5wFgK74Td3fo86Vi00Tvu1FkVLt4vbdx0JQIgXWqnDSRdgXe71\nGClVJgqBlE2tbrj62VO5nRc/e32oXh8oJXAUn+jKw2/eef7sbYN5vooJnK4uTqfwh8E5zfdDJ89R\n19HW2vEotRN1p0+gUzWcsOR47CfhKhbJ6+ixzpll+MEmOL54TfFJ99pMpkwh5hW96fr2cDi8HkbQ\n5UsxqtoOIIXjvkFwAX2k8R/Kt58/f+f69eu5VsLxOH05HMGO5blBwcyanfogIRM6lMrndH2Fjfs7\nZhXj4E8ZoH1ogDHwztqD3VTmzQZzaoAx3j4wwAl1amNr1YaWa5A9V7CCk6tpSgfRhEOe5KC8pAWy\nB9fct7+dVMD1RmvlxZm0qIqDKlcyE/PW36vnMaO4ji8nF3XPzo+z/HPW+bYNd3u4euftcSzFAJ89\ne/3x5cWz0/jxxWU/5ofHV+N4eXl6fvGkP314efF89c5bHxYfPi76JxfPx4CCqMPqE5oz+mlr/Z4P\nZGZTBCCKUq5Brju6UXSDFIQB8jQJNpzvTzVNuCyZtc71tDVrOLexfCZn4niQd3+6QIqNIz5eXY5w\n7hBmASGqC/sVQVVuuHoynp4/e/3s4vEen+zydJIvj/bDcSX/XI74xCArk3uPUieUtkVoxzptyZJr\n6bqelq+dLhmBvG8NjOdPGGC0v5kB3sn+7ju2O2PhYID+4dPo7maWGqFKujLuguY0Z7LF9arcNBW0\nt+QuqCwNLBCUOd39jbjFsccC0X3OhCSQOcgpXNWs3cvIDzBBrzsM+PTpSDUlQ0OT9HaRLuWidjG5\n6Px4dfHkavjw2c9eX16+fmvl3zpdPjl++Ox1Pv5sGIZR3J5//uTEvxAPeP32VX/x3F+UY2x3aE/3\njN+InQgX1STj5nNHpBYWJpAM98ddAnor8CXq4C/qxs7T6i4dYmcaiL+1JXFF3cUleHGAH/7MncbL\nj18fDmKA6p8HGCBcNv98RLi2Wtjoiw3+4vGz6vXNk8Ozx6eLK/f4efHh+Pzx6e3x47fHp8+v8YkB\n4xJ3CuSDU2KgVQTr4a2BoN53RZTg7s7QKXTGQa11NsBXERETf/qnDHAWMGZO9aEBus7Om30Pn6NS\nImH/y3NVSmH7bAK4fbPHbHw/EcHBAiWv8/YhV9Fx03jb30dp7cbQnbjRASkXP8Y+FKw2wNvrItgz\nROzsJsmy29ssCUTBofdCAxSH8PZIAxQfcnG6ePzxk8evjzDAfjyJg7h8C/f2AgZ4dTGefnZ5efF0\njKWkCyWwj8ROwTVzE7iblFz4/5ottNZVSRWlO/MqYi3c+Qp2ceXYE0XaAXEHpN06IwtE5wOvMToJ\nbz99enr29tvP6AGff3haPb54fhIDvHwG3+1PHz+7+Hgc19aeJwhilddP3r55/fTinYvXF8fx+eUJ\nX56erB4/ff7Y8hOPfQ2NdXPL/gyQkCtuY9PN8MBZSS+xYW3iwQvs5Dc3aylpmjcb4OQAzwZ4x/Dc\nG+1xbl2k4q1nzm76Sl08sWRMevVtMU+yLiqUmpjnIMWofRcZWYO3SPLjInngBh88jiQhqjebvZhy\n5QYg0qE5GaMexGvlN9Wh/h2s7SfYP9iErYtYJwcDHN9++nE0wJMY4LPf/OZa/Mbj63549vzy46ur\nq7kBjm/JN8oRc2MlLpKquO99QNBFBDF1zNg9pYipoZadYYEkIXp+ovZnHPbsDCNXEftaqIpPZzTt\n2W6nGyPev3W2f/7ESwYhHlCShYvVRX96e2Xeub6+FN9WfHwSt3bxbLy4Ggrbn0ub8dnzcXx6KW7u\nSgxwHJ/pl6dnkl88vjjxEw9QjDP1OjsS1V7Aphr4DYke5na7vd3e3t5u+Gg2dcy2ULBk2EZrZ6O4\nbg6Kdv+bAbp/b4DdeBesNfu7qdLjAQmdCx3Zs5cVQ1P8Pd26dtAitFPR3e0lIEvS8b/Z371BCagA\n0BmRMnVdYIxQN+pkA3Ih3e2Wy9DgzhMMY6iWqXjpbnh+MT57y5x+9j8wwMPh4vVv/uM3Hz879eMV\nihBrL54/u1QDXL2zggF+fHn1uBxAChpcrQkDjyA/g+6LRXYaJgNQkGZbA/6jBdbAz9awUmcCw2Dn\nAuJe6xGULAMbBSqRrSxhwcnCIItKMt/HKzkoYjOSvp7efmuFE+IuL6/eeWs8jXBro7zhyytn5rC6\ncXXx/OqdK/lHzO3iafxybH/2fLj4+FTiEw81t1o3i+Xdi83VknvfQP4fOhJS50NlDFJd9w3w+zsR\neDLAu6HX/Tv7wwWqh7i/9dA29Ufi0JhWd54MAYaiyy3BVQJ+dYftcIrfMwMMrKlZ5ff3LoOYYSaP\nSjxg01YYq+3lBY+HZfamFbtMY3va9n3b+G6KeeLGhvWz0T87nS5PV795/exweHY8iv0dT34Yi4+f\nGqlPLp/2p2fiJ8RrPKvl38Ozy6tx4E7bFHKxXSdmRvVVujpgt8jIaykDL+6Dl2NPaVeCa8NtBA3a\nhGwNMmMaYwwrllDdm5UpsZemiPUV8E9Fk4/FWxcX7zw5qQd8+/k7p+uLvhMDfHz54enZY3q4gxjg\n4MIyOd8y2zBXp9Pzy/Kp5IDypUTh4qlY7DiKb+cnHtWjV41vq2y64A+scaFC2lZZ+HD3yNQ4GaB7\nc71wDp3jT9vfrCie4I90mX5OSDEXwuaVM1GGyk2hZQJ4OLqqsM9uTLVIHhQ58tz9dhvjJcj6JGky\nZbNUCnq9Eod9SNsNl0Z9kwX/tjvsYJZZvuVjmqXk8hxxiG2YUxLGG4Sg3BDbEAfw6u4OB/lHCvRt\ntZdvjHVJVuYBjxH/9BZt3GHa7HIx71DClPNuHPaHCXdp8qDKac1GeU4QtQM7bAoBByYOFpbR2/OR\nNFzl6DU9MRv5UI0vXWBm4ngpPz5FtfH28PRxgxA8itm98/T52/XVZX+hbu01PeAQofUKodBGNIgz\nxbEP4+vD7vVJtSy5wkQC/bAM1/fAWMEGSYUGAgZ5ZPFc55DQVefCCwFFIKYj3aM7dvbQX4U6Y26A\nb+gD+rus6I5wLFc/fLXzL8LOGNl/dIAXaaB00MQArbB1W9ZN2Mmf/3Z9cszYcioJuEMOkoGz51+2\n+plVAZsBPmT1+UCNX8inlF7JtzPYkgvcaHC8kCl0LqCkyWtobpfxkG+bduaDUz8bnBPBpKbVKZdO\n1C3AsgkpeMN5Ys+bpNa69+ia7Za0K22nHGx8opJJy+3UdGCbHyVXiKAAQLAAH0hwP8GRdLPA1vmq\nEzfLty4nvdgfn5mxH5/X/uNrSVSfDePTwT+9LMb1Vd89lVLEPIXvFq8WIdSBcFdBxsBLj8+O+UIq\ns153QDotqHrS9XLa4VXk2bYBa8bBkCbXCbuLHAHFK4T9WSJE7hjgnfw2xkv981wjZBp4dLN/3zE2\nRzbLuwvZ96O1PWd8U4AKv7YLd71TvhkKINzxvudXCSCFQy/VW5UfoQM2H6Jl2ljTCgy/qwm0pPkY\naMMhEqYJypT8cLWM7Ji4RjYM8vBKTXjsfeQtlW+2v3ny5De+DlcibmFEZx8aTVhCQtZpVtcrw50I\nPWoIvHVTZXm4sGjP1WUDlCEiRE13hxMlMa4nNThEhpdD1XTTlJio7awjKt4agHr+pLZf3KAmtuvb\nnHwvdOGvj2iic8toBJGy6Qc6tZNkvOQA1KuwJltmWaxQVpsO9B6HNJFP+jxATS2lXLDe7rugZMsG\nUmlnd8lqh58UIZY7poH9yZ9T+kfRYuYGOPNkwRDniOhzDTyt1TyknBg7W995wZnlWKtopjNplLvz\nhMkwHcFwtWv9vaJn+jnlml+MXbtLql7ypn4/Iy6vItcLxpZg1UrovKp9Pw623ORJBQjzQJvc+qn1\nqWsZndPGb/DwpD+OUqFhiUjz6Sen0xNfTwtFs55ybKm5Ca8Cx4rsNy7Er8tbJqPVOYMprm9Rm9Mp\nlpIgDmHss6w8R3hGAgLm2VZpDaXKxRJqxlZqbYpVSjhfEWmy5fiS0KAsis3m9k+J+CO7Kmxh3KuX\nL//xj0+7iFcPDSH2IOQJZo32Dc9hrVLayZ6fVN94yX4FUA7RdsiaVsSVby00a33n2uUMe1eddqLi\nYu6jyQDeHIejAd6xpC50UqKnfPh8N1rb+QcG6M4ZrpqiO/tefqF7e5P96bOkgNgPw8yHTi/Qjwdy\nyHKjvzJru5+kVhfYcGDOJJeyttV2KTVKihyr98OwumHClUpKt9upmmlnpvigrNE24O0Q2gLix3BJ\nI5pe+PxPvH/C2dedNMWfP/TUMfFnmZXQ7WBWmgJZw2FWXZfrTa7aYcFDWz/l8/kaCKyuztDzhepi\np7lkVUkCjJx1tRLDakAgY1c2qkhaNPFtoJVI8oNXeb/nT548+9v13/4B4BvfNrPe0pRrsbxIChoa\npQakl1K08pOGh34WUAp3TSuOt1gTU362A64huKbZ5pVG7LJj5mfDgDB48EfTD3STguZdD8h3N57z\nrrnze8MjMAeOCnK7Z38PzHvqrIQfBp9ubXRWzD6qCQzPy3H2G+sog6KcEwE0kN5mZ++XtxopgM0q\nscYpd3ltfLYA9sOvHnSyq9l7s6GP2im6kHmkw95OGxEXXbCkHl0WuZXPI9BilidPrmDmvadmpieJ\nCB5t1UwZjcSFaovsEiypgV1w3gvckrJ3DYEO4BXwn9JVSa7Ho1xdF92qqb7YOi6wE+3Bd4nfSRm+\nphvifhi8mVTgw0hwGttNdVGQ5cNGXBl99OxO8ZPaswESgeeaNKtMxJWc3b8UupEWTV9OKsGbNXIM\nZi5yqyl8MTNAF6fi82JiNgmJ/T//RluaGZX+QNTxmgXYBw3DiYZQK0NQ1IKZ183QgF2Y/C6H82jP\nYCO7e8NI+Gx/XEmoS0Q8axO4Q+DRnMkk+rq6P97jVti6eyNGF2A+XaRskVCWnotX3WccJB08vtad\nv7ufb26A53aBn/7oA0ZT77MLwXnTBMAWRZ70Grj9+bDAp3vQN7M6qOAI167d8mXW5fX1pjOfo8Bi\n5uBVUBW5A4hUXdPcmc3Dm61JnQ8S4wJqO2Udb4qmI2RmjwAbwm9QtNX2bq7WNvbuhjie2pNeqt1X\nzbmvbZqsCXgTy3ZRgUrz0cxqpkL0wXXsxrtXsvv3D3tvjW66D2+y1VrX6ci/rlbnsV/ZWcQKzeHp\n6PJh7gG7FpSx6b+xv8m4ESO6ifKW0NJhkMh7OE4kv3l8c03eBFPyoR05STx2+ypcIouWzOCK0L5R\nOTWNSGd3MbuE8dFP+YaC9GMui7C3FvPLyLHZkStOGcGZ6az2wQmmGFUXa4CYKeLDLBG1KO5/sb7J\nkqZNpb6ChyRctPS2sE0YQAP/Eg+WerMrcI+BYG2qw7m2ukwbJcqOe1JhWupdnGFRhO/NMS083a4M\nOCrk+OR5pQetyUGKDjUvvKZmwRKn7lTBbwqR0QBn6Uz3vz0eJI0PkrfJAN8wroMoC3evTFB9c4qO\nyvtZiwr7V5Xd/4T9jQ02Up1CHJwFJN3UDTGAEduNGzdGLGvsPgAInzYubA7pCFeXOCY2BSoP9eKu\nbieuVugeDagj34TTmHIM10d64rkPwVrgpsP0ij3Jaro5FKzWWNX7lsnFYfRKzyW1hrcoElxRiNEX\nN+X6+grK8YvlYrlLF9NJ6QpTJelmTUVmcE/XMRllQYXtXx9yr5iYyTVZ5hF02ikvEWswZcxxTjU7\n75A9nO+fgmwDaUZwaNUy3R36bSJpNl6uDiBNvFKSaiM6XKSHlnVeSorcYPNnPXy+nXim5iRo5/ti\n7/7sZHF3DBCt11RXBrhvjy+yeZ6mN9C1adYv32iAqbbmNOrajZxBa/dpBqo9redt6Mtpy3BCYCvS\nORQL3cQhgqXMfgLBoQLtzG2M4XkT65F+OKPmTqfeqVXKV9HiQQxjuVhJ1l1+22yTTOmR7jDmoGit\ntVFgCNl3+SIhLHclWRo2LEkOVJedvbm+ui5WUn6eE5K9Vps8paEZNXHNuwjDdd70QyTa0ql0u9mI\ntz2Oqj8f9wj8+Q6Gu+jmVBwu9ptcVLDzM8gPj7CWhk3H3jMG4uzISM2eLTgL/mln+oatuAe4lvkf\nzpivcXr6ZLr3T8u9T3C2X0TWsDpE3LlkE6l29bSFU2tDvWvT5I2iNcGrdbABL46q8kq4JcmKcSFj\nY7e7VgM8gMzQBs7iNFb3zP16dMgAV4q7zdw5MZvJ/EDW1fvYZHHUX2S45U/RiscxjL/rLoS0fqCx\negiFMvxzMxMSl1oAqNPhqWCw8640fb48gkMWeUmxMhXAyLebtqsbTBk3TeN7jICSnZT6vKAlEB29\nhIKsjVKJkcNPDaYoxACNefp49vg/uBx7eTRRaFpyTLDmVbF4iQl9uHW61IDU0Llp3VpDGwYj4tPb\nHlinCiVUSH0VvwBZliZt/hcDnELwjNtg+qsHbvPMtzFfIpner3vwsvE5935rA40JvYhqh3VFC2xV\nOiGwsZIy9d9wVqZ5xaMnoVvp2jKM1FQkJOhYK/MLcMvIOoP9TTMAL0YUKI+aPrQJ8RFvYlmQjiPH\nAVHhvIaEm97mUHDwUw8BGc+hFudag+vrcg0Owm0lWZd4SqLxgg89xX/1ncp9aXsA+7qgK5eXOhx2\nO7KRiO1tq2pXsZV02KUUUKUepA+tbpy0QfW9maXWQVFZckmsInVPn53+Z3qcnv2fc1Ycb0eb74CJ\nVk8uptbObl3P1o0x24zr/soPiHUVjH3/H21v09tGuqUJ5iIX091I/wUDAkYb77jRwE57YSPtyroz\nnVNV3dU9dWumq6ZmeqNMQHBttOEmkajSijshbQGkBBril6jP6iAQZChEBlmABBGQCYsSIQZFkYFA\nLEKIgEBAExCYwLznnPeNCH5I9r1VFTevLVMURUY8cT6f8xy8vbdcp64fGzDu2LWod90wcOQCpEud\n3oMADFhZYAlcK4T8ICOZNIa8DBMEf2OvPv5jk7+6Rwxfrl8Cj+i95k6zRza2c8rvZ9PZzX322HPM\njzxc66JpojcKoXmDKvWwLgRqXTlcHsRzITBhVLGCZuqWQ2VCuK+PQmYW3eZJh1MqDMGxAgkmLoVA\nfwDWcG5JB9TsbG9/+vix27u6GoJ9Zd/p7EBVD+uDcFX5TioKLKGoUj/q7mEYzH5HjwovlA5QCg2e\nlr31XqD4xsy/q/OIlX2Qfh83qhudRsBmdRkAdTMSwh9DYIRu6aafOAFflZwGVAwNmPMMXzidpU8n\nH3eBNsyeOxhYELsiI9ugycWuWa+f7mydwueGrP34COrbJwyULJjgZIRJKBmcrBkGnOv6aJqKP8sa\nBaAVMgKjgJtYOD/N9mKwHV7sQroDEEI1kRaN9/Ogv7fxEPis7s9hD7ME+7H8lUymTsx72IHLXg+9\nNO7ksDj6qP5sgOgxht5o/+qbISMLgaav0il4pzhM2zlmWcJJAw5d7/B1nFbnI66TIF6C5XDGNXt+\ns8sj+E7gJsHWDxA/FlU896Bg7YAYO61ccQyytPBN2Dln0i4obDK7DtKewY87MFW5N4CP5Gt5oECJ\nbp2Ykd9Gjgjsbm52gzjCxXPVPd3bOXWHA12n8qO44FCxt7DGPXC6LEkanO6e9aGQwO7uK7pFG8e4\nIVkUlbF1XG90oHDNzsvJV0KFN0QT8I0Ur7jwe8Edwd84cMYKOaJyPc0AkpL1OP6mwLDjhNNmnOYB\n690Vd6ihwzjk/VaQGb8xD7Nk4A5Cg8qeYrhujz4Z82Zw+eC0myTiioF1h1O0TWLw+WU51MqjZJ2I\nEyB6BFNvJyyDqEOyAAREowkpPRGdG0gxbToom9bh+7T1juj8m6iRjmESZ4FRPQ8NodPc67n+AJqF\nS9GRrALKrxsMNhCK4tpXIrEMSIYPP5k+AAcI07/cuQ+wHs0CYstBAHqe+CNy6lAea/Io1bzqsbgB\nIHZq6u7wbIuk88VVxf4uBtLmLqRJfSBi7bi42gTzO1jH1zzFkQqH6AuWWz+GgZhus6kfHX5lBEAx\nBWM/ZN8CyKEMjTlp+QKzGUaV5wSwHjd4lphhmqz+jOO6E2rd8QyHfYAcTVeb+ke4HLv348+a8DAG\nBoF4VfSe+Mkm1Gqo1sDsBJCYeafaQFYMnhJsbbPMETALDbRdWCZ+ispqRHagLIPlEyc6EA863b2t\nvttBvXjoIMAQrTOAhZ+cxYxZEG2WorNEFDD6nPgXrJKjnqqD74uCQ56Mw0ux68zAOXD17h5mtyYM\nB8D3HOhgWBSkgWW9YcbT4WrP8CAEorce0BBcBkAv8s0h/cEAKGwfZlBgnXq5MyxX7fVY6nU2HNJv\nNsIlDLDOZxDBAAmLgTDXPan39uAk3TCkN3d2rhzsJ7FQ4lg3j44PO1ck/rTV7H3Fcc7x1wk2oAtJ\ndisEQOsh/AkJRvwpb4qRDBVfAmr2aFozDkVut/FrXTyN2bwNvA/1U9h8MR2Ae3t7ll7/NO5hIJbB\nyEDXu34hz+V2fgCWpsPXdtKOaU7LQUFRg5k0KLbtGO4uy7I91KFwLVyCjCtOO0BqrhPdivr3FB9A\n24tlvg4y8idSLkH6d7jIiZhUAjju7dGn1wNFBKwdcpdvNPTjk45H5LwhoLLBxx0bHT5vAvtTvX5f\n+DKHk5nM7g7aUY+doF49ekh/sBNEBtTlvwd+ZCOH1VFc3dozaSiYZjOH/KOAU9jFOxM6bLCnxYKN\n3+wcQclnh93g7H4AwTvI9D9+8rdd5XZ2tlgM6Aw9YcJIqdjHwki05wPQfPDgTxL13tFvOlN/IPjJ\nKXDlcYBlirWZ7Azu5W5wJ0ZjC3z09AVKoBf2aWt33MMIO2KdsMhlT6yMxl/Dbm7HrCNTRTdGAlWu\nhaF73hFAqmkYsN7T3YHeGChg4G5TF/hWQvgInfuuCE+h7QX2igQkQ6V3U3C6qNhLsIekA9fUWjCs\nguEBKEp/7ApfoAuhShbM8xo31icbfvHO7HQE+QHSHhRHFBeU6nrG6R6eVXLBiD0CIIR9nYZBMtYo\nEAdwOe0Bm2HrtIuQxJwHiK9D7K2Yn/BmY/+/clDo2wJNV+tqj8qFG13gzAAmvM7gbGN3j2Xwts4L\nqQAAIABJREFU0IPawZT9q1gsdjQY+obdC/bbjGYbAoDm5w/LL8OEh0HoxNyLvykvbImqk0ncTP4U\nxzrN9R2r17E+ggKsMbUft2U5MDvXH/cwSGQyupaHAiao/E4yspDlmzCMfPLx0/ZeM/xBHSRosx/0\nCswd9QESPdiQjSI+BjNBWK01ALuiDsVV+q0etDh2fmUumESxdD0c1TpBCdoVtC/dJE0bgGMdPluT\nOjFXGzSX0OFj/G5/bw83uuFVcai6C79a5x1mztWBqSsn0KwQlByDN2knAAgVcpieQg8Mc9Vb2Bwy\nT5os+fkIq+ws33V8slhuzWyAUBLJXVk6F0LGT4AX9+qKKznAPdqEmoPhNnZ2mj2qN3w1y47IUoFM\nYLeZTi/HlqciUGTBnwEf/9sb6XVMtXiffxVRB9eJoYUqgvAoMOKs7hULxZpGc3oWzCJ92AQ16WE6\nBouJ2d24B8vBPfhrx9U77tDFSkpDr3chr+752T9edFK81/XNXaz8QRSAepXs6+MjPtUSrHGkBdBb\nW7uk4UPFadrs0nH8NWu8TIBxmuPwL30BNlzJoFu9LcIf7hTdwHoRxqddnvw3oFLqinIwntuO77zE\n+/HlywJOGNeSZT87DkC91/cGN9DednpbGxZDGyjzst/rOp06CzpcR0gnshuix6wau00MUYpo6iz0\n3dj51OOLFkP3GpSjOzcgVoNLIfzx1K8st7D0ZHb2SXQ5Fn0VmcUjshwSZRoB4BfYPw7Ah/gyfygA\nDb/Ezm4RoJnDJnooMW9s3VeE6bEUeje3503c4ObNLlTRvG5uCwA42GPuqeENUGBer3dA1sxpNuHT\nOrzvLi6nU8hvDDwDbZaBy1GhnXR4yuIaC8Myi+qlQ0D17m5/eOPwbMuy+HyFR7souS4F70n4K1cN\nHjVbYtWSX4jtEM2Wz2Z1xYbHrZ2P3HjyUWrHMkP7Ak2zNwijzve/oXvLGj9BnbNc37th6QPcnLC6\n0xACSfoxiN1ZgvELb6Z7qjtDNNDUU9prwvhHFzxw49gMt/ldGDNtQAyIxSFHBAjmV3hyDpcQepHF\naGy5cBRlXxWs0R7NUicQ2v0sfCyLC1ROBI3WxBPDxcNxEAopP8MQeyCNvdxOz2Ge6Ybqsv61wOsR\nfL1j1TuDXXYqx8+vC4KJ2BzA/R97A/OUQUPfO2XJxKePuCzOshp8gBdi4o6/VaKw3O17LlBEmRu8\n2qGLfgSTEuyMdoHwZQ6GnaVox7thHqzfn8H7nHjV7Bfq0Wi04IEuBlwOw3DE4Tr+Hj2iwYgBG6vD\n2V8GXvQ9ZA7yBaM4lUKIcgRmKVYVk+Xg/TZuzFEAir6UOPGWg2WCnsf/GEZ6UFK5oSyuawlGKrj3\nutHsgQY1UVu3sCFyutEdsEBQ76CaUhNpNFQhbxCPi2IEF0XwGvWmYfqxKf+QX4n7snF0MhBHh0Fw\nabyC5rpTtIamo89PQqzQn2Nf8jJjqFg41Q760xy8PMni340ug+EZjzmc0CDmAGfWzvZA4s5Arfyb\nCQBu8C2GpkdiWCwxGzp19npQ0d6gzlcHG/bsOuI2KotWS3SOjoH0UjdQh79j7CH+6hh/n92gCp/r\nDg2Q8zkm6SKdJsgGZPUGOFYbG3aG/CH+LXBN5MMNUPEz/PyfLyLELdPIrsDKIeTvhoWLRQMKB5/s\n4jm7DzUG2zM0e5YVcOgCB00WcfwyEyED2KvQ0duDQdYumjIDdtjh+QEE7vQIDSBANhxQRR/oigYx\nbfiKJvolLj5yXDj6tEPoDF9r0QlBpqrDTeNg0IjMjlfQXHdKCjENgHhD+3JaoyZt5AHH39c1Wa32\nDz4/EvyzC8vo/UIfe88CgGfegPwcbbRC/eebcQDm9nh662EB/4wlfZ8CpY8dk58DmidDVUeqR+mw\nw43FlbBqBRdxdJEd/zGwvyAt4xXmPG85RkJFM8NYLBJxh8eRyLHnDmBWvTDDHmWZeLQ+mJtZHsai\nM8jssnCeiBnbY7PHFUuAoNzAWp7huTD5stW0elRw5HrRIbqwuPPF2kiyb/D5Nu5JHC3ix0JFcmku\nptM1HizPLRliffoVfm4h8gRh5El3Y8tEkloXt193qKrBrKM3OEWfTKsS8H2dCNI4xqgm7Ig4blL/\nwBkhp3wVYMAKPpPrHc6OV9CQqjFhyEY+FH0yrOZ7k/ibOBdWwIsL3lPQkDHGf1+ve7oHrDlBQdgj\nwq8AQB+a/Sb0H2AZHbZ2d/vjHmZPTL95A9Pa3bi9ZS40IL3vWcHSH4PK4B2YzewcN8h5HOGQDrpK\nAEp4f+cW7P8DOR9niLI9w6+H0TkvGh080vXH3gABOBdljzI4Ph6CclEn+uT9DXEjqJviHPegF0Ok\nPeQZGx2aRwaL5wD33QnsHj+dPShI0YU1OoYAIDyp2z09606vxwbxkaHXC4vRwmB4GJ2L1QMphl0o\nDzv8HzcsbnDq5tUeBQHmFab0DOJbOzunp5+MwfAK5ql3PrLHKGhtiGSLj7+cHHWae91Ar8HvhX01\n3fC43uJ4Bc11zQeP0Sq1539OUm+7x8L5dYvJ75PZw3lfUYGFZ7FPKhpowJc03OaICUIuHrm4m/7t\n0JsIJMTvcaAgeDsiZ7RzReloYHAtHZa86p1jvjFVPwzeH7AQ/HXvoN7N3Db7xcfzj+okVMQAWPAK\n0cKjaPTRMQPgNzOPIh57tLC4PE/KRdHF/g0v+UKOeNI43OmJCwcwN0k3zEVCAktRenvYRPlIq71p\nOyQwgrqmUCny79eAICZmrRGSVvAwTg0ZpElxtDQXicZBlCU4m6AT3/dPLDRwTQF0vDnZG+Qf/9Tq\nGEQc6pk93FEDm2woSXNo/cnxkW72gDckOhXGx4/cAuLbbrf8gydtTm+igvZ5AOJfTgiA4zfdfeW+\naZRBAVE06uH5YU6zoHFTXwoQgcCSBO+23ydZvd3mYHDT/HnMw5BiFJTTOs2RHspOlxoVoZk9aOs2\nGBb0bJcEeBt8IVgXz67uu24GjB58bi7nQ0JFAoAz7B8OWsDGIwDg8PHc8RCUi4zooke95A4MrJvb\nzdMtXHqlo1KdoYtqOGd3UTmPBcDNoMQFJgt2FIbxF+a9CdDQPXMGgRr5Z64OxnM79hesiWmZ/qKM\n3IZ302Tg7t/0d3d3N06dRkAzxYWphhg7p5cCIYgBFOCbHehG8l626xj1zkn9qE51QKvB3+nGluDb\nBLviRhe2WoPxCtpnAOjnVdzDjYONTMh0jE3EM2PfHeXydwT1l32GcAyWo5AO/ccu8wy7tO7ww6+v\nuIdZPnEc2MCOa2NG0cdCLJ4pYs+LU6k6sBPIhZob/1Sw2JxhownMRNP4FICXX38u50NCRRyAw5kY\nyOiButYgCo8O5x4Ph/PRwpwRjXq4oQ3IyqAwhcEWhXhgnPyCCt9JjufP6DSbgQMG+wdDnUh5DgeA\nwTkLDTAO+juwp8bssShmL3y+2e9q0eWvdX3RnA0eV9PknqP7vJIOaq0BmRKbGgNHDFmys3/FUha9\nY/jKc53j43od9pBxPW5e8uz5lcmvwOrVxgAI782d0qMZPIBBbu79EMsyLdeve4UAeg/E7odnuFmC\nF8Dwl8hsjAowbd1w5ZIbdgT74npXx8zDLBVQM8Kos/Ohu2NSggg/olLBxAV2whguGnWjh0Dd4yYY\nxApMo4vMRMP/3VtAV6Vm4aCxBLUWHYSKosNCY9AoDB0QWnYHeswbOEvDqOedFDzQOisMCwV/ebGh\nNzobuFssfFP6JyDUGAyfjN4WakwRB0ys+eJxkNgeGIRbzlmTLg/tsh15PUORDzKpZJJB0GCxNh9w\nvRL9VyQeOqG9n0iSBPrLAKojDmnvdI5ZPtJumf4uMrN+eNTouMO7u7uwzG+IVOF9FdpW7W8MNqcB\nkFqOSJSbihJBnDEsAcBBI8oOHffHoK6A6M5M/eEvKlxjQhxu/u6FMohAOMfzPJ+sf+bximjn6PCw\nbiAn0xvB3wYM/NKKJVAewBSmU68fH1JXhMGz6VCET60Yl8QN/ZE6VNrvANmK5C9cl95D6Dy72K41\n8DFkmvD5koEVMAyuoCkT8p7BlCBxXElF3BBrb8CS7TQFPnwJJF/8lXNiLT/Q7l31RHaCdcReuBBb\nlYv0aVKKUoWlvVdNNJP+MxxeKxHROvSJe1Cxd1Ab3bKOQY23pZW73vVlm0pox8dHn077t3cXGgOW\nVm21mJtv+eEDeb2v2pMApNtlAoDindC4w1SYWLQqDnrBlkmlr4LfaCaDaN0TBn5xk8USse/e3s7W\nRs8fjNtt3jb7zANcXd1cAQT8sY0Bywa7QK1ymIO4Yv/dXI3g75T39rEVAiIeyNwTxo9FWO5pV9R7\nQTAedJFhLvMsd8OMwM6VBWtr+AgllBwgnR2QGAvOkwyp+UGhkxCtg625deyF+GrjTZbjOlRywgqH\nQUxXMlo6iktjYSiIR7oCDdRvGdlDyqUXw/MbIilhv+rK8rlN+L2WJOXpbBxkNtMlgCD2PHtCkAtX\nftGL+eUJMcSM/2KfxqwoWfYK6sXd9YVSYuELOz17t9e1muavA4Yw0/RrW/Buv8IdhaGjxbE0AcDR\nmgqD1VRDyF8dW3FYefCGsWhkrhCJHA+duRnmgKa4YutzAAyfRUEjhU2EME3sV0L6U/aon/VvEK7s\neWB4nMlnAFGOAQrihM4Js5AsBrv6CCqfItd2ncYG7jHFGW1cZsiMIgvMt3I3jtm1/GyP6yDBNI/r\nLYFsfnQwM4SwD1tPMDJBo43oCyD/7FmC4QMw7NHsGi1xMLmeNDU3RK6gh8mUI97B4tG9728Njmy/\n+RzSE4C/3aD62tGPE1KGAxD/ypdVNERC/iB0neDddcjYUDGKRSonddj5UVPkNPvZc03T1AvXvmAB\n+hnAT9XG8BXUxdkn+cocN4EsCMCZgvEK2jgo3MAMhpN7Dm8P2tdQgYgNWa63+MgpzAwjMW8uOhW3\n46Uqa/xvS7RM8BwT1wROXTdg5G/cTqIrt3uF3nbXc5DrM8Fc2L3hppkhsBMiqvHv9neZfbO6uVOG\nv+PjjyOJy84ORf+CTEVabOQjncHikucdPx52CICcaeSzSbHPdtI8NTo4ddnBYrvh8LquUHUhx8Bi\nBhL57uifmt5ItsvtkHgHFrFfODoNajfzthevL4ECcP0EzKgrTrBhnuglKXUe+mj5c4YZtYU2Tsge\nkLmEplzHaFQlBlC/idWAegGzY0UAb0YDg7eq1K69G8+uadoYulpB7wG7CiwLro0jEIygYcXGKmhT\nYMPMoIhzQ1Vm/NsDIji44GPKBUG69mtoBTwEwM+5Yd9n7BFFqBsGzDQDCDYQekt7EJRdTT7hxrsC\nId/d3bOzcfCxDOfGc5sY5De7TjfN4/Ktnb1mE9rtDo+JaHev0IWiw/Aajz1vfmlIFnDo4o6D5Zm5\nuaHHvkTdyo9AJ2TZ4YDr6cEAG8Oe7hN7TS7hjhtuQK6mm9vY2PvICbPifBHn1MB2LWy/pbfBMgMi\nZ4E2k07DveZJ3aw3Oh1SjXI7tLyL/Wy9LZXKB/4HT5fRZqm0/462g7FntqElXGfwaxNgtDa8rXpD\nZ/fHp80DRTkA/GWZw5UTCUkBM6ip6igAZUW9CEpIqJj0FSRAY4eKHy4WGamg6VMh4VJ8M1JH5nVA\no8Nd8D0AHO98fAlJht63CdEPXHWSlqJm8FQDiN9A2PT7IwDjErK4kHrqsdUcoADeXm5jAPxxLPl3\nsRwIlTrDEjpkJmLDMEbOj+F6jxveIxdKMQDAWIyh0XjUaDxCfxBjJwEbqjt7ECzy8LLRoUabEHik\n4goqxVo4d7fX94AEgJ0SwW1xXFqbiSUYfy+27uqHawfFfUUqlpLHx/VGA3SHTqiNZ7RUWZKLxf1a\ntYao0veljJoR8Cupigrxmqa0OT8Mfqa2nWXPgmE+CNkkgtWFAXNFHRjSz5QOcvksuF8lEZcY7moq\nvI6qhpJcmcFS9WNAhj9QYoI6YGscgXQyl+aeRKiCFonpruBvTYDCQzM4HtiBPBtPQnwAzs8VHi97\norg6WiU0J/1wGHThiyvSPaMJ6GOX4aYPqrlfMKHpe1aRIwfqMKMH9kSQCO9u5freFagx0mQb+tjR\nFqERqnTwRw0TyixznscB6M7PPIoezuNyh7noXATm3HrNvS3QLAA210mDNkzTgHzHsXyOFk/8gfbp\nuk5zoxnMvlO/DpevEkqBgaK3Kwx4EuQU+bSS3MzIWWbSisXk+XGD3iO72pKUTCYzmfX19dJ+Szda\nUnZfSZXLZWbAqsJiMeS0+ek221Ulm8+Ulf18JlXm6FRSqWRSqrhWFwxfSqucVzDRkCVJgbhPFa/i\no08C/IkkxD9ZX4FxneKD0bpD/YwdT2b9I7IojhgcR8Rd4DWFUJXQgEI0lWGMQsNrFDwvNvRQtXu0\nYB2yg36g91k7yJ+J9CTTHfa/EHibE49MwA8YXRtnMH6m1z9+/Nhkrpn5bxdnM2laKAQ0gzo0U7o4\n7OZzHs0t+wCci3lRBCQsd2BhCcyyYV8f2x1m/ePW2YBUy4Qc0kSop3dPd6AsopNYnEVKGwb50ZPj\no8Pk2hqDVXFVWt/OJJOAinI5w3CTz+c38+v7DAL71dZFO3CJ++XzTC6dVKpKij1XqakHqZrmx2MM\nOS2s+HRaqfI+f7CYUuEbksz+TyZzE5OWVC1czavVFEkZK+8x9CmIykkAmtYEAFV/EMM6PmRHTBw+\n/CICkNH3p9nD40Istmz6dS9ohHkGtlv5FCAV50gTgKfg03Lh+2vVZhBocvgJ2cfhMCj55T78+rM4\nfh2DVj5b1tTz9IMI3WI+jpnHgWcZjcO6UNg+xXY6KIYL2jPPEXQhPs1V3MIAdL05FgUKAM7PLT+O\nDh7HYt8MlyOF6LLHlX+xfGuiAOmW2IsTwt8oSai710UzzGfPcbYTUo5WEq6uQlnsdlJks9uZGlgc\ncIYQi9W4O5SZKYrHk7wuwqCXkTH8y9aY5WIOVArZIUjGW4qcwdOXKbGHMmmM5BgUM+J2zuYZ/gJY\nawBiGUJAQBxHXzwhqxAPqr5x47bVhFacZY4DUIH2iAj5LV4MJWGJQB6UGYnlaGQ2ZB2XjqkJ69LE\nKkss4R4dm0SywoZuZAyO/OrnTV+Q7FgM9LCakI53P78KvZvZ78K2L1Pi0Yhavh9/ezc3zdyN63TP\ndptmp4ekzysk3EAwblnjYXBHyHGOiHzxN+cdMwPoRYeFwpDlH0tLx8tDPRqbGbJwJMbLB4KOgp2d\nPSzVGHxJqH9yxnogNK+H8HOsxgn0uepgjxg0cj7wUucV9lnhciMIBDji8USC/T+5vp3fzGW5Ucvm\nUviTmaqWYEhZXWXuuVym71Ux35BS4vywREPezBfZrzsIbuSMpkLgJ5wtL/rRQ5omI/xWZfZmNLoC\nLXauPnYEgZH3gpVpR9sUBUORn6Iq42DUCB0xu7hcKBzpy4tI7C+4Yj8bdeIGUFIlDdHPmrkHDeC0\nb1tDkVoQ+J589+sHYQufhBGYCu7Gh22gWDmy56HECl/TBXmmbnbG6ZBitHnKfUOTtci48R3DMLK8\n9Ngvw/AP1GFRPnZbQBME+q2CeSH4BWMBM09NYBoPu6zsTxaKMYtE7367wkydUoOIS5ZCxow9EI9L\nReZ0z8/31do+M5NJcqpoMDdTRf50Qlt6H5ymBH5bWFR41r4EheaDVPBQLq+JVFdFy6itoq/lISDY\nUymB/9Y4QltmZy+30/VFs5GQWp0OQEFTsUL+z0W1h4B5IKAIR4GI/bNz4KSXwGUXDo+PGwMP5mKx\nvxw+eFksVEv8LABDNVFwPs7wjPzud2jxfPBNQWAGrsFBksVE00D34dd3Y49sDFyxs8kAplTIwIUb\ng1NypFFbTSDCaU0XFrs4oSoUYk03Ot1T6PWjpWtg00OMV+JW4fEFcdxDQ1qLTzQ0LbVZVsqZdD6X\nrtUkaX0tzuycpDCnp6wmEEirDHzgFaFEDMlpTaqy87CNkBPll/w++dZ9vEPzaFSrItITz8lMnDos\nO3O4xSE3kRCQqkywl5XVuMJ/LVZh1BbVzraavCCNFrA2FYC+Cw5z/QCCBVTrR+8zgigg8y/HYlHA\n35OwN4w4zhx148IHd1WD0BV50ERaBgsMRKeQfX0ycE4Z+OA3vfr53SSqRhCYTm/mPrxjx4eJJ75j\n+I1MGMKzJu+Vjts98eawQjuFY+Z/CCHCK3ZCYUgcKkKJUMQRtZ0OCiBBUSXAGw/4/DNELhr4dVzI\nusVMTzVzoKSym/maEl/HD5sqsSAtW1LishxPQmpSZa4R/ufnuPt5cgzM5lEwtw9IZYZSRmfOnLCU\nzuUD8zcFe3Bka76xA3OnkffVFG59ZYkewGCA3RLs+xleTm0Ssgxkw0y1gLVRjmCrdSEgCAYtGGsA\n3BGiQsMv5IWOWAJzxCA5G5kr+G2S4AJwNzoYBZwVesqYy6O3wi0gdFq7y3McfFBOZvkrLC/qn234\nCATMsYzk1atXI3fEKzgwVXn3K/PdkVezYyd2p2nQcLgpev+m6IgF3tDhs/IT79/y63j3mnRL8PtC\no5/B7L0TNL8sXH/gy5Igi16vnxgW7Rt2S4qUxDZaPssuY0mkBpuEmmwmVWJJCIMfHqHLWzwvl8t4\n4VWtnNk+2C+XDzDwyyKES1I4VsmXJ0KXze3seaUWxh9gTalJGnvBAH/sl9bwKQzaqirzjjORuNGh\nfaV8wQFnQlF1H4Aw6O8IDY9QAS8EPtF7RHGT6OzP3lDsbwnQxcOA4XSS1+S1A6vn/8OFGs/cUnpz\nayu3tbUFwGN/Qp4e6+9ubW2wxz5gEWn2Cfvj1atFhNs7TJO/A/wFaHyX+3l2xIKC8fNXege/Xmw3\n9rHRCAA4uq6bb/ii7xrTRmlops4yxYCuKRBG3/XF0GFhkj/fSLmfUSdKgmF82js/yGzn8yztqEIB\nRcKsIpevHGCokS3j9aeiHCYBMrlZMoLMHmkq1YpVtZTbLGt+DJjL50OA20yx10mNIjCljTU50Mcy\nPCYo7AODKMmIfPwOeGKVv/pO10cCiwG/AH81eCLhDy0c5BSo7jTugcKeOmB5MGsVmT0eDP1mbsic\nwPWxwvSw8NfeCDLZT7ZaqAJEC9kKjw8L0eVbtHn9m9vCTL+/25+Jvn+fvcXCNJjCbPZT8/0pfEW2\nEWE64n7JJ78bASB0mcfWUIxkAeLLTsM/ASI2DRQIkGdKhJZpOxuDOnMY55bJ9/v44hu+XBEHoNWp\nHx3ppt5ulbfRVJ3DtYcynLS+ns8wwBXLiIxSajtTU2saN1EUp0mjF1aSfDgq+SqkL+o5C+qohlLK\nC/jRSySDE5TJbWuQdMjBS3L8QSKNGIeX1nwDKcVZ4KlgCpPbuyLWOYfDlwCwDRwsP+FwXS7p7fJJ\nYdxiNgK/kcYufFmYjbjucHp4ZxieOeUACA9HFjSZHIADCEILw8JM73i5dxWZWfRunywuPv5m8eas\nP/O+3789mntSb0ZmYrdH0chM+ha/vFmcWby5XZyJNPtTZtnfzf4c/AOk6q2J2pE/BRm8Jd1PxQyx\nWSeY/w5+uDPtwwWnIkgw+ONiY5lBWrDB7hesU+uHx5VSUSojPLIVTZMwwdzPYEynsowD/R17iF1/\nJehrIP4kSgwU7iBlBh9JJhxRi0PFfEGDJ6m8spM/oKez6HKbrGBFPa+SORUvRNEf+xH2kquQQa9K\nDPu8JKPICSgxKklmq7NZPTR1Y30BAGu2bVPGypNfR1gmIaLkBt/zHS83ApZ/8WKzUWg5TRaf4Y9p\nAOQYH3XPLUCgM1yGIHSIVBsvEruBUbPlLvSdb25nlt6/7xceFW4W0/3HR4XHzfcztzOx5pOj6Fx/\nLsasZDTSn6YlE85XmkFnEZIsURMWgl7+vaXrA99j+qgShZLO/QVNfppC2OboEuUGXvzzZeHQ+9ME\nYader1dEZpCtgn2BpkNinWK/fDqTKtJ109RQeKaGXC/movB3Mp3Ef7H/ZCm7meFghUo1lGDYTx/Q\nb8qgEWPgyx4Q/gjQZPv2oT7N0w4oY8v7+c2MDJ5fE+XpuIRPwPQEyQgdXUQznwfgZWV+fn5tCAP9\nNDjsevAlOEKPeG4u+xukx0K+l1+i0MKtwdysMXDvIbx4E9cnCLS88IakVlu3Bs4iZNWR4+VvIvNL\nMGJxOPMb+5MB0G32ZyKLUYbF29t0ZOabQiF6O5y5fdTvf+qyb0QiN48jsf5UAEZYIsKbJ7seio5D\n6b25i8den3l9mEoXHwDDZ/1k4LlhM88/Per6GveNUFt8WsIUpS3HT4Wt0Gxgh3eAxXgK/zmgUlUU\n5Zx7Rv8qFc/Pz8uUsuar0I1QqDI39eBtMqiw5FOAPylTzKTz6ZEnHeRLzJwWwWnmWTacVCQG8azA\nHwcyHpss10FfjkEhpRnpqloTPAQpLtVUXpdWoRfcobIAv86fBeDa47W1x4WhHgRnMwNexvuaP8D/\ndiYTWL/l5hRmlwfjy2sCAIbtwZibdocj0eHwMDK7GJ2LzC5FH/eGQwZAmPZGns1weNOfKbCnFGZu\nbh7p3kyhsAibzb9BAMbevz/qfkrPzU0BYCb37jtIkyMAQRi06V/d3Pj0rg3kDDpX/T3a/8Xfre4G\nQSo1i3iZysKxnalGncooBhV3HD9uCTZR+20jEt53gpMFqD7RO2YbIrQyu8aqwgsn4P+YPeIJZkVT\nqdqyKk25nDLiT4XvZnh7UpG2c5sHyihtFNwvc6XxdIr525FzdTBO8Ksg4iFyxCZx8Zyl3uk03gHs\nHcjxuKRpCHneCenoncD+mZ/Ngi/XZmwblhzDGD8O+Q9nlmfmr++WZ6LEc8NJQ05y849gSZeIdGYX\nHwDgiPmbvHTBckxvaXZ2meHu1nOXZzxmfZFhAwA8fnzMsDdz6Jnue+aNHy/FvuEAXFx8P/Nx+cn7\nxeXC4/dzYy44nYYW0wG7vTc/fMchOH7s3tycgdbfbs/htg6NlOf98w9/9Rd/8Vc//A/1PXQjAAAg\nAElEQVTLj99wQZY5Uq0JCBcoCx2UDRzaGGJSX1fMBoqf6whcB/88AVkGupjMFqWkZAYPZAJIomSX\nKZJ9Y7iUCGsh78sslYxQk9bzWRbIUcCnHGTymfBFV6GznNaUeJydnCJlxSL7VcftKkAPnK3Mf5R9\nnVBVcO/szoivSAe1WqjOLFX4zIa41J8H4KP5+RkktkUK7qN6/fFwZsmeKRw9do45zw2+hyQ3a9x+\nhbgt7uKsEwAwCOrHADj94AD0hiydXjRARNezBo0Y8844XebBqJm3FPNcL9bwBrfd5aHnRGOF427h\n9jZ221+ar1xfr80vDbz3i8wFjyQhLIKBIGY/U0rlcvdCkHAoyp1849X/98N//ft/Ysff/9cf/Jo9\n5b80Q+HztvwNwqYQZDFogYKLBWj6llglFnLqIyjuGCd1ZjqRjScj9YByhO1z6P1TjgpBfqqi8GxA\nEQ3acuoAKyGSlJAxVZWkZEnDAgkxFNh/Ve5ZudksAsNPSqTQA+fSZb/XXJ0KQEq0VVV0hDUtmcuv\nKTVpBWuF4kcgtmz5US+h8EtccGFmGZmVd4WIbR+6M649X4jOA9UDeW7se0RyI/qk0RmpOwiC7/Js\nwQud1DBQp2fBY/8+WlpcnJ2djTmgHO/ShBN7EcGywd2B8IfTdEgeYTj07gZn/dv+2bVt1y5ZMmVf\n2LbTDfGi8wdZKtjuiwLYQxDcFccObpyx/vxv/4kff/sXRpC/koKJQVOR3DfzJIUbQkeUeTx3ZJwc\nC4MjxR/MgcFkQNfDMB19HxOEYmpb5CEVwBPGcxkWakHJWSWIERBUpZhiiQncY3ICGxPMHK0qkKHw\nFKGcPlBUYg8gTuSgJZxSsOubreBLVSEF3qyMA0Sb2kZTZEiaE/FMjRO18H2DRb5wAvUu+ONLXLBb\niLA4Lzp/B+740Jq5ZgBcigIA55bseQQgktxoTcnEQjj6S5+NelO8K1wrbyLwm+KHY7Ozi4tLBRR4\n9nA2zXJGDSn9Kq5ZBtwpdnaQ+xJ2LeAq8GZOpTLbUHkADML1KcORyeYftoJ0bPUYvH74m7/3j7/5\nQXRpefRmGI6I7ETGYYkZS2rSwQo7TkvgZStfFTB8bmgQlNQTzHYpX5RLmTyausx5uSgzhEHSinjc\nrilETIG4X3xgdLoKFkZ4dyIeT1JKgOhjmFKE+VIEo4A6xGV8tFJVxanD0s8m0rJCp1SaFmuyR+HW\nzpD3RZINghWyYMsIW6gvS0Jid1/fMQDaM0trM3cMhfMF/dHy0tfD+cjyYwAgJ7k9RKZyI0+GY8AU\nMPPGaaij9H76V2H2kH01xEgfsScUCEfxR2YIpCJMo7WvSAcEQDkUCCmZTD6fUgIXBZ6jnMlvvnvz\n5h23gq/e3Q+/ZrfbM41//i9/Hzr+yz/zmVmzQ72zQKJAdHyD7rDIY7Zw6Sb/Z9CpHHe+CET4r8Uc\n73b+nKWnIugH6qfE04/8eU2Um334BaXmIgSM2/k8y1lTVeiN1NQyVfU28+xGVAIHzKsr6X26W8P3\nrpTKgcvIKEqogk0dEZk/O+g2H2TZSdYkYB8iQYaXZVpgzf2BUcv5sjLM9d38XWHt2r6IRtt3S7a9\nVr+rRwtLQ29p6XB5GCWSmy8HE4ahfyLd2OzhyIMjLvienmkIY8ezywx0RAZDW+uFUmf/81iWn6Xi\nGPmFypyJOnIWKehTFC0oUxQVBS7Fm3fv3ryGxsiHVw9BEKa1jeYPf/vf//t//5vv/8N/+P5v2Bd/\n+wNODsGEheX4YwM03hEi+Fk0PUcTu1cgfDHA+DCknc87I2OGnf2ErqHpPlckuJjgKtn1jq8kitSi\nyIiyL4ffZrrMsVATJg3QBqVrIKciNXczz5IZcMEqmUiZo1ASGfSYdWO3c0Y5z2/DMyHgo/xDU6VE\nAptvRLySYChO4F8hw6eRi2fWuKU3CIB8IcCXFKJtm0VQ1wx+mm2Lf15eQ/DFHrTvhoLrjCdrtPEU\nnEe3PhubcmvDA960wDDIiOnP3myMlj9A9xgurDf6IhYX47TETWCQkgNSi+QRAG7zrzSCoZxhUTYz\nIh9eAwjf4IV692r21T0Q3DqF8fS9P/9/2fH9/8SO7+Grv8A9IbQwJLTkWueMFku4YV9Kmv2rd3ol\ncGnhihpsQVt8S2bw2RzD6ugt9lZT6XxahYsqr8aZaUkWkyI73a74bQduhLIHPJzTamjUtoGaf0AR\nWTmd384Q9yCbxGex/GTck4JrX1UVLTTWkSSe1v5+FYvccB9gDJDgziQBzRdm7xIJqFNLgGPwuhqf\nCEGS4sGxLlIz50vqgPceVbNN76xt3n+EmJqu+yTijFQWQhZwGhHLssLpkunNRi2+4sNyh9jA4+aO\nk0rwN7XbbaH5ZF2d9W+8s1xuJ/AkMp1+AKCGfF289zmyEHvghD9ge/jNVCu423StgesNrv4MYPfv\nAYD/Hr76SzFGSYpy8GfHN8soZ8bBxBVC+aSu2IfEcuKOdeVLRsGWWdpYRGv9nE6bMoWakkwdKElk\nNWdYApJBmtTmud/2oiKLjKhCpqqqyqsJSk9TuQOwSaWDUBSHZ2Q17ps/bIPgY4hIMevBQhj2mgdl\nfg+XktBv4QFoAuwl+ldJWV1ZIQYWBZ/IzIozcCckfGEZpTksHgz/ywComqb2WQCGDteNzh5NFGpG\nADhiBYMn0p/e3CKMu3P9VWb+hqHSB1k80x+vqpL1O6PNwWMzLyUeqfDxrlVB83jNQkAGwnev37xm\nUHz34d2kI967QWsPcr4//D/sIADCV3+GNxYvsRqmP7jBGVfErOZ7WBmCDaza6x2S2secuAOKyz2M\nYDGTAbPZ1k1aH9JSigcKsATiCidcbeL8WjyjJPPZKlz+ERMmyWoyzRNYmfd/WTCSVcYLzoofvvGS\njIQPTGmiiFYxncNcpgjRXZzMHPj5VWDBstiyBjYTjZ0sBpjwp1UKUC/4rSf65X80ABUxUPzFAIzN\nFqhWMf6tAIBW2Oxx/C1Hwa8VIpFZduWiy/Tg0OVJCAI22A8jAMj51jT1trU/8eaFSdQ0SbA8Prz+\n8O41t3/MGbNg8PXPr56EIfhm48Z1r7g8wp8D7MgFIwBRMo9WdWCjyTHoviBeAYnA6CRRhkoMcA10\nGvwlEQMAaLNpUb0Ffxok09oYALYlOQNJaU2NK+v0Ziosvk/J67ntDDMysoRXnzlBCsaY/Skzbwm4\nLO7zvCK1mT3wdTJ41MdPhMbnOrCeXYEvavLYCaM0hZ5UTG9CAsPceCaTSipYaJYT+CpIf+E2NDQZ\np1EYCK9zQTIOJ0Ly5ksBOHlLCHPzxQBcnKWJ6olU2W/FWaPpL+EvsvQkGpuLLEdmY9EnSxEaLmFh\noOe3ZXVcEIqaFDUcu6JxPM+XaMuf3/exkENeLEMICB74zQf4+w3YwTcMkW/evX41+5pBEGnU7KEN\nfwLqw5//HYPdf/uTf/fv/uS/sS/+7q8w8cXaHy105/NKVMYzUBiG6kOGIci8bsMS1AQCoGF2ezB9\nR3TzdhGdILOBFUUu5spgf6QViSKGvMbZKpvnGkcUQxsGXWQBi7kMsrQAKdkUs0qVmiKzB6RMCl4J\nQEtIVWSV3De0TlLbmXOWSyiqFDpDYweLIPN5CCkpAE1rRDytid6vPP6jslITpHwEIJyXY7zmncYX\nA5AY0rzoWFNDL9/+MmErFgPOTW+0maG9chPfXo70fhsUlhu//fZbY7kw+K3HEegO6acM6jfodMBN\nkd9p9s/OdscEALNQ5juYuJmAJgIfaj+fe53cBBAiDt/hf/jVu9ezs6/f5Hh4KCLB3Jt/+Mu/Cx1/\n+U+op++ihKKFW3wdMa+J2owmLWg1cVcSt884gwTOlpMDO6bR61F4aLlOS1qV8SRX2gokwGXASTyu\n8Z5EFvkpuW0NmVMAIU2GTkeNCoGJZK6CQVc+lz6v1oQBUmrSNtAMVFnkuclsioyVJEZ343HOWy0q\nNEoUnC+V523AZcWoDwkufs9v3GjJJYAqVIv2y+KxC5iEaeiQ7TNn0PgDXDBYuhb/ojr2uHW/xq54\nFLJgx7KmfTtUoJ5IUeZio1rpv8XmKPDzfhulehoEQUXJbO2e7eY2zIuPp+O0gwxBboQpwqls+/l1\n7YAAyDwxeeAP9Ne7V6/BEWOSzA+v+frDD2EA/tlp13IHzhnn0TodcU/hmhFfzOoE1F8YOnVcnepP\novOT14G1Y1s7sO2goxfj8XSWpbt41aU41IXlxCoEWypawIoSz8NM0CoEW3EotlGvQWEJRXwlkc9t\nlpOpTIo57JpWC+bGVaDrMbhwOwWBIpRrNF55YbHbOhbuNVWWmTeGDDpEugfMqTUM7cplXqPBdvJ4\nPwTDP7pFcikVudDpsg9AdhPqdadzfHTc+AOSkJo/PHIxAUCBnckcw//XYHn2cDCVjxUqqEwCtD66\nLeK3YaQjeDGjBR9uAsEHMwhsgdNVa+cjQ3AbVch+helToTCl4fC2ImtKlQXPqdz6QU544Hdv0Ouy\nePA1pCPf8QLNm9ev3+zdsG/843/6v/3jP/1j7or91hsWJPI9p5bQ1UAxVb714VhHJ01qBpbLux+0\nFMIwmVnoglwRfKPFrFkSQJdg5iW+sgatjnRqHxMKuKzb5fV1hq1sZn0dWzhlqDOvr6d9xwg/kM8e\nKMwG1dRaqCItERkfay/r+NQyJ65gMQYiYnLqkow1F5k7VUnhaRuPIku5dEmW4wniPmh+tox/csph\nMY+9PJWPwKMDuqBbDa6YaTQ+X4ieeozY24fLMP4Xg8VZZzC1ySbqgNMd9GLjt8bh4WGDi/U3Fv26\nzOjzKAiEuFQDGyTeXXnT95q5PTxVkhLiCfPQGx5h5zBRJYGBD7l36ITx/6/hj3eR2dffUSTIHs3D\nN959//v/ix+//z9yuzCatQfr55AjSLQZ8wr2i4NmEHtzDb1hEBXQ4mq3oh6B43UGsBdgXTr7GHWW\nYSbiCI6yLPGGNdq9FINIZnK0NJvJYp/DJ63kyvuZChYCtXOsADO3ioUR8JY13nGT1fL5eSaniE4G\ntCwyMOkGESAziRlFJXY9+3FJSq5LAcQkZZ/9jlQ2UwlRXWQ5aJyQW1E1VAxEukSaZj1bhD1EAsjh\n/PFZ8IMADPMCCVaD2bmxGY8QACe6aiMWcDkajSx5c48O0QLWOU4BgAYf22vz4wLfkeuF1EZUGjs8\nGzRzbX7uuACF6tN6ZbhG0NVif/OpnPR5Ks1whtUZfOBXFgsyCL5j9hH98pvX/8vvBAD/d5BrRcGt\nG4+kIzCLZf91m3i/C6YW15Tg00X8vjN0IPeT7AeOCptQO4tntycmIdPnNY1hBixeNh2C4TmkAJIg\n0SMModvG8KfyAiGLJxFCYAhriugLqxhcbvIULRFPZaspFlVqYHcRaT6N5WCbGzAOtVUYaN9MVf2p\nOAnrLrIsRjE5DawIACzTWU7jGCgSUuv+CM2/oAzzJRYwhKrD2ZivXjSGNG/sqeEjukxrchyngUKt\nDI2hn5pQtVG0dmv/41XwDTDW55ns9r6idmlqFSISaFqqXENCQkiqlPixb5ayFC6CFcjm/NDvzZtf\nIwyCr3/9+fXryJPXr5/Mvvr+P/+fePznr3woNLmigc9t5qVySyxKRRnAULpvYY1ax7WqfBLJaCXi\n8qo8IeKQV6HIBu+6OCKzlD/HBDQulTdZvltBZSBml0CDTZBepHgSfbKMH5sZOhYIbmNMlswhFb/I\nvHs8nTuXyrmcLK+uIrHfb8TBqVIrUAZXUf+KARjIENgR5AiVlDDvUCU+jlrFuz+DSFYV/IUtYDXS\nHjmY6vq3BmDAbovNHrsD3zCOYA1tmSG0zoID0sUnA0CdMyeUgn8bPHkQgLW2DptbAgAqIaZHcH58\n3TopDn1LuK6qhHw2TVaqGRiMlSHO+UDNYSzCvH7z+gnLR568fvXq9RtMkf+EAPhDEGU2+VCCYCHw\nvVucUu8I4SGLFF5AGhV3RnSQet/hQWEJ8tBa0Tdxqco58CfyyHXWEgnJ1ytggDuo1SrlclFW5FIF\nJQgQZMDIWlXKmSp9xjX+WpgMAzTyGWbp8yW5uF7cLzE3vVODQva5BgBMSlAbzWeLcJeqNFCMwkXE\nOhDRJHWkwd5JwWM1cddLeFezW72czmXwBbjfPziByRa6vlA2/be2gP6xODuw/HQ3oO4bAoBokYFm\nFew19ZzlxVk0gHNHPgB/m30YgDVwuhu+5OH0uYigVIVVe5Yb4g2LHStwZXDnbp/LeQZAoaRAseGv\nAMMPzCpievIPvwP8/e4fEXuwvtIJpo2oDoMwoyUzoV2plskJ+R0H9sNCA90h7h8QqnUYoVUlH3/b\nMC5JxTTgdrI7Rtrf3NzOlkv4b00tksqBqDFTkp9YLefTQItOAPzylUqGeeqaxOlT2MCDkU65mC9d\n9vtX9oVUhOAPyP4aRG5bu/rFxfW1DZ0N5s0naH9Yugb8aQleUuTyV1yDi78d9p1KhWIebMatHuB9\nR1kZA2Dj8wCkKEu99/tfBEDLmp1j0Jr8hgCg5XmF2SVYtHCMQnAsyYvNwdg4Lgyb/W0CgNY9AMSP\nndoWzQ+ygGNABCaJLxqBHVYZ2U3oavgPQf6WJzm3zTQL6JWK8IgsEPx1M/f6Q/7Nux/+mh1oAG9c\nHvz5w5aOKDF3HL6VxR+v6ul86l3v6DjbDlx7KI7hisJOHD4HttxgDnKzipUjWaMxn0QcotV0SpMS\niuj/anlS2RCHlFiNJzex6nSQScM0EYaH2yy14TW7Eqh3IHE6vXF5vfLyxUq7nc+yF4YsWANuUL/P\n0Bf/6bpGt+tEnY8iaFnmtByF5Lgk/5noZDSNt1kkP4FpkfNln/wE+1efA6DKh1+r9z7jC13w3Oyc\nMZxc7sAB6A3dZYa2Jc9YCiloLC47EXDBS8u/TbhgC1KaKQDkf4uIWeBp/PYdO6MqtRHw6iE02f+S\nUI7IZs8hR8YKWxEims3tTHlf3d/+8EFNvv7qd3/917/7BwBg3xFLUYnb54g5kaDt7peoTnEFOdXP\nwfaBS8ISNddYiBdLNQ0tYCkuQTKLmJLAMUur8YSqQVkwBawsccvt+60eWRLU00yqyPPlfEWNk45k\nQhqh7ClyIp07s398vrLyfKHf715qrdbZ7p5jwyD/Ly+vr0tx+9Ju27amXAAJaqwrooYH26FP6P9b\n1XjzTZVJnCMR2DOMt4Khrc/SsVp/nAUcGdLEi7I4+6QwBYEAQHfoucezT47nZhdhV3b3qlMoHB4d\nWoPhAJOQBpo+xwsnIZY7DYAVe+wBbeyN7xepO19Mhnr3SC2CDI5Y4wKbJOyoiaFWWaqpBzjGgxoW\nYHOS/+vvf/+noPmb26XQLlRJCg2cWw6XTMCz0QVGIV+QSfK+qHIEO0BAZdxqJ5jLXF9Pw+QbeF8E\nP2gLMEOSkJByso2ipPg+mFuVRhQPECXwYYgCmE2d15Q1AiLdlZqfXEjx9dxWf+VbBrL4s/5NmUFN\n+nTbTy6s3Nyuv/zx4K50cW1XFt7CPENiYcW2R09mmMKFRMCgf0dcI4XL8kqJUQCGm/7/djFguL3G\nvh54y2DhhiPaG1RR/m04cI+fzBZMY46BdMBHMAc4FF6P9EYK0b1Inb8+6DGMAXD/9GbskXHPsZ/P\nbadSaBlSQauc6wYoJCeKfkQhO0ilV0millONKhca6DypmAH+2e9//ye5jYEHS7YCPQ/ufA1e8jP9\nzMMAumSzKyRWDZMvqNZh0QEXfHFZws7JylBkg7Bgv7yezmsQzsWT62TWUoK6DEmtJBNrj2jLCSqg\n7HPxXODJED9eU/0Pigd7NVDK+HbFllr9p93bp1K7/Tx1+8u3C89/uX3x7PnK3bfS3cqzhR+f23c/\nfrvw4oV9MXJuw/8QcyjBODwVHeHXrIaZDS3fNiHx8d88Cw7m7wYes3Bzo0q/cAh/CwvUnEMTa2Ve\nQGc/erI88OE3WH5yJJp+AEBRB+QBwvbuYLTPKw5RId0P13B52OTryEKfC2DFLqdCTlnw1CEEZ9Ak\n5gg2U8Rr//1//I/fQ/V5d8fhfCw4qdT21XGHgyPGlUykGJCeEY0OGxACcj0YX//SJb+qpNIg96eg\ndYNS9LkKurj+dGTgDVeDuAssDo2D4LQv1oBVKbm9LaVy25Xz7dFAUUowG5m1W08vLqRu96nTfXpt\n20+79WdNp/Ls9uZp6e76qW0/k2z7ean07MK+eFa8DP28po4yZsbwd9/R4ugzThpYDfxCANb+uCTE\nCgHQdD1LBHiRMAJJfrogVtCBvP7ACkrTOspeAhsGVIADmVw32KtmtpiRYGlHvh+6RVVdb3NkCvwd\n5EaOlMApsZlIzzPwZ1znHcV6NBnMHp53Gu7mx//40z/9nz+xO2fP5UUknTPxcX0pFl1MIbmBT9BF\niw7ExqF/TToVuvhcukazAgxWtWoNFyJgGlpSKVBQSueZbD5Foa7oSiCDiuW9LPVIcsOOlZo84i+X\nK64q5+VNrrHB+0AMqalcer9mS0/bVcWWnnnr39p26entL89/WVh4etd+en0nPbtbe97X7eu7H39i\nXviFxAEYUpoRbV/eqyMm6hhCwoEid8EmbC8xvtQFa/pDScjDIiihRAT3rMFWLJSy5AeoCgpiqSlG\nurmKTJiRX4gU/KyFWghY1rYEAJWDzUwpfxW+1bA5HI6bx/CH8xVUnpIxhIljfA7ntZQqw7nEqW1w\nvSpaIknhN31AVlJ+96ezx57XvOEyMXoHy9AsuOufXQ2ITErUVANNn07et2PCerkOuwiwZ0Nv1MVm\nVh1+n4Rj3ryErIWFrTBCYP8xXKmYcEnAjc4jvyCxytsO8MMo7Jyv1ljgqqQQdwDItELplQIJFVrI\nfKYef9q+vLB/ejl4++LaXnlx++LFAjvuEs/t67cvvLcv+pfX13cvFtqV9rcAQH8MeMoB4UvCl2Kl\nYFswrMXN3OL4E5MJX2QB1fb9ANTvB18woSEeDP1pjrU+wkTogWuNvNL4a4sYMAxAHGUN+5g20RN4\nVUqBsvL4QRwhWYXLiRrJIMyTyubD1pFMBkWEElDX4yEjKSv/2+9ml73uLnWAO0adN9rc/u7NgMs5\nm1T4wsQDhlY7oAsNF4AyZgO26/IP3EaiCjBeqOYCKlNIqse6GucU+2+KvQ0gMub3ceAHijclopxI\nDIrbmUpNXV3lqX2mhBYR66S+MVKq5+Vyrw1OtvSsdLewcG3/9NPtjz9dX1/Ydws/Xt/9tOCtvHDs\nytu7lwu2Kz27vFRpuGjCyNErwjdUjJahZiSICeHnqnILNIhPTnyxiy90wVrtQpv6jan4s4QKwDhu\nxlq+1og6dctn2NNe4iodtVqg1doOGVaqKho+AJWm8DH0UQl/RpCV7E8AcF94D0kJGAqbOWD64ig3\n9ezgqziwNNn1TgMHOJngFyC+svT997M/b2zseshuYc4UYj+I+bp8/pLEXrDHIYoPUINtNMKrVIF/\nBSvSW8TWqdX8IXFZo9lKlWwzaY+vAnWUcg1NK2WroEgKsmy+YSqlzokBI26UNNfCh5KnxINEhcpz\nF/bCs59+/Hbl+vrtt4mfnr5lfjceZ/nH2+fxuxcrbuvZW+n5T/Dg2vMVWP2mhV42gLJ/QxInWpaR\noB+OljkapYpO+pri+CIAahfGPUrmrfu874ipCx4Lu2RjAoAmyVNwftaUX1cNW8RBUNduKaXM9tYI\nACuco6oHv2JiUc1mOln0J+Y0zhNM5UqKymcYeBgICCAZvGQ+n4FL+SEWpV0p338PJJkNjxm7bhO3\nt3J5A4fvsO50OGmWa2/ghoKG3sN/NBoN2rOK7bgW9mJkkVFoWFeTqKugyXEYE0LB8YRSLWczssAR\nj7rkmub3w+C/eHAuWD6DDuLc75ppOEOcWM8cKBftxMLCsxX7uvXji7crrWs7/vJF3Lq7eJu4W6jY\nZurlixXbseMvXsbtS031YT0S2PlfYTEaNNJ55rsK0uX+3iS8Lg3qOH45ABn60J5Nd8LtBwA4+Ziu\noN5v4HVHAChGKMz7ARhoKsPT/KpiCxfVUpAj3pgAYLCIbHscgKlyeTufKdE8joZMLXZitxW/x87p\nqijjCFGXirWt/Hck7fvdz+8+9HOwtzV30xTLDntgynDLr6PjbBK+245h8BjXwI2Cva0ryxfvpT03\nHYO3bPigNybkvNQCtRToWcM7TKazB+wdpdJiti1BZpr92CqfvqCHQ/jb3FfKUI9WBGNeRWjE8SZk\nSYZdemlX+n3nmn1Vsa2r/hlM4LKk+ONu37F6JxvNq37fvqC4TsygTwAQZbkS8Xhgi2EziYRicfyu\nkqWDDhEzvjQGVA0Ry90TBd4TA04HYGsMgFa4w9jy/fO9AKyJ7gIVF/269sXl7qcUEOKC9y3wpwdq\nJgcTO0LKYBgqKi4UIgYSj9GJUkQRl0rlbJW41Ox5sdlI7H327Krb7TmOywxxr+uTr3ewxQkKZLpe\nNy0xl6rzXASU8Bk8e1tbV6a/+YYg2kEDSFkPxFJYipR8QhSm6Roza9uwzw3eKS3QYvZGXH0loQYZ\nAiql0sfOQgW6nFZwZlwmEMKdFM9sbW2dbpUZwG37Yn3jRNtfi6+lt+CoqdSt3D/XzuGz7e42+Qvb\nF5dhAMr+b2TvQJXW80VRbWTvbA0kM8uJsM9ucUaazkWZHgag1g6q+/elIcbngBcCoBoCIIoHjFlA\nDsDhQy5YSCijug9tGrlqnnbHMrPWpAFUWjU1O4bA7WouR5KimIMowlnIRE0gW0hzjcF8dnS27pEs\nLL4NuAssB0C4ddqjti87wU0cDBHiLh2ioOrIfTF7O0ATdAIRO6xFUyta9tmKSHzCK4t+DxsZca2U\nwc0cNWw6+sL3OAupSPxhOMYHzcv7LP/gI3My1W0kkMx2rG4KDP3a5jlz+fz8nPUdW8VlSmpVKuED\nfZt+1aUdt4HrRZxyBAnHSk2TsOPHxz+yFKxgrp1O+mkLAdDSdb5k5V4AAslT6GxQduoAACAASURB\nVOKbD3WDLyZGyu+dUsKEIGwAxy2g0GF7yAX7O+9F3uwNuhtd8UK+OxiPALVarW3V1NQYAjeBKcL9\nCqS3MjZEFF7nAjOAgb/iw5L9FXlywwU5SW2DojsYJBKb0xkAMRjEd6sT+QPSkDq9+y69cd0MAKh3\nWhz8GiXtMJSBEhhcxipJV1ZNZyBFJmkYRSif7VcVGun11Uvl1YmTh0RAZhD3pRLl+HrzBTve2v18\nUonnKzUWrtEis3J77Sdbg/JOTc2lYAyvv/6TXcQOy2XlqV0TJLdwNszum/Vc/jyVyVLHb5ROmxQk\n2BbN0TbgnMHw/v0AHEfVfQDUTN8tjg+Tjx/VMADxyWMW0Ar4WfcAUBi/4M0xOzjoTrIS4AYyXfsS\ntEXgWoHWNbyBEnPVGLaFDp/rixNeMuhU8GGg4PX8sqsSn/2uDwAcH2OmsIAqgZ3O6Q6ZeWyHgL8B\n6Y4jXximd7qxhXaQPgPQoENsKv4bJfE1C0HTBMD9XF6rhQsSsCUkn6nROxQGEd/rfjozOhANJZnU\nJrN3qSwEk1J3/en6+jrLcW/6/asz2263L1pnZ7tbZ+2bzNqdzcwjs3V7YCZ3+qk4iNvZds2OP2fB\nIJ0LTm3g9420jWpYMo/4MgyN5WBF6YGCU6JqyzJpNBBiEhap3AtAFm61qA7yOTrC5J40a6IAQ48o\nYRc8DYDcCdO1nQZAf1vwyG8YDvxLMtL8vaws2XYyal+w0Px6fm3gVCFP2++xUwp7RDZy8OdWbusj\njVSzE1eEUEYQfRkOJSlgW1L+J0tLs78CXe6sGapr+gUXA0eDmdXrnvZgWzlkGEQ6tZxO5wjefANk\nQ7YoYBQfo6OLxp8QSFM1SHvkFORI8BDVJtVKJhuacYNC4X46f4BlmXiRHhHabGXfG/I7B1EJO5Ay\nIPqsJPu/vOif9dee3a2s/7J+q79dOL+6yXzq95uZ20yTPRj75dy+7H/65e1l/6bUErSEhZfXNR9/\nKtKkEYbJXBa8PLRwsHFWYn7+IFtRxF1eIXPdEhuQcTjrgUU11Xt2GE4eF/eaPL8WTXihPpmIAM3x\nzCYMQMt86NdXg4NqhHeXU58H4obtR4d3d9fsYAD0ruEuvrtZXKQ9Int8dci1HRyoZFlVhJzy2PWD\ny/odrlXaOIMZXjhcoYNtOtDmceAGh2lMHEVip9nQea3vRG8g6wVCxN4eMFj903YxwRkDB8eShlyu\nykJ7GVQBmaFTSPteU0bS0HQmdcCekccqVFwSlRKSeQ6/IN1F/rqi/i8/9pv2yvO7589erNWf/fjT\ns/XbH3/p3/z49vbb9dsXL356+cwmMsLV3bfSNfvq5XPbfblgB0qWEI4irVLK5ks12DQiqaroE+Lp\n41sU8+cMnKl8Cq4y73ojG+P+QrQ6hWw3/dAMZrqrbWsq+kYexTduibAHMDgBQBp4sx4G4ORxHUag\nT6hiAGw/LnheAaSto/Mzc8ZdcmbmOPboUQxXhtymnzyZO7pdmom07+ajM/Nr8MXazEzSBmkKVeKd\ndZnP58A/mCecRZ3zXe/qlPDnXeFeTdzb3T/zBgyFuM/omDkYl+GtAd1e8Mt1AyUcDOJfWcF+Rj2E\nqMAFw6/dB3VDScj2wQXGTIkPUaLiD0MaFCfL7L9zSi6UTAqG8LdD0pyh+SJF4UZpt//iF+da+vbt\n3dP1G+/Fgt1eeOmtvOzXn9nOU/Pu6ZplPy0RGeHAftp2f0zY9tOT2+dxm+MP0hACm5TMnyMZXaGh\nT3pzq7ibncMPcistV5ZbRge7QJwu/kAnxDRgzqymfOlRnSwJGsbo7C5mpIG9HHOzLR+598aAX4JA\nleugsq/stceP513PizjON6BjHZ2zHlUqj2+ji7dLkX5s5vbRWnumcDTXj0XuZtiXM/Z89G7movVN\nu0rXnDszSDHJ76VhqU3MG5yxxPBsC1Mgr5/bZflGs39zc+Pt5nZv+AY91x1cXTWbDIWNBkZ5QDyA\nsrTJRdwMWrysG61iUeYtK0FnV/ivL21vk14QXm5VkJOF+ri0nsmzZBXLyjWRj8q+1/M7k8GeEGCW\n8WrUXv8pO75duDt46l63nl7Yl9KLO+l5/8cFYCG0n7JM+Om19Bx8wl3p2fV1e+WXX57eDJ62LulN\natiWXgV+7HouS+uaxCGtrWeSMB+FTWkQ76qBhENmNV4xkflNCZv+IAADzHwpBH20Ge1WVYXTrLeq\nHS7YZ/ClnNzM0aziFABa5h8DwACBfh6sqpdrX88/0j1vOTLz9TBa8JyZwqP5+UfHDICwUunr28f9\nq/nCbXTm8Yw3Y9rza/Za9C42M/P11cdMejuPygD+iBc0geHS4V45FjnmNnJNZv5uQKxodxBsbd/o\n35yd0ZAmHF0jEHCg4IebPxLSYpfDc09399IZKOv5JTVCEq8Zy5TfiqpHONNIA9seYMC89Cq/YSS+\nPD08R8k+geCsqEJOv3f+FPOKu5Xnpis9ZUnGyotr++n5s4u7ty/uit/2++vP2FeQfNytvLg7efZT\n/O3zW5YEX9AeOJ601zRpP5tPjaxClKTiJhS+JWAcQqEVpVzjoKbV6pygTCfzBI3jxkMApCLBl1tA\nOKhvy28FtY2JS5WHSDx1EgCkzGQCgOCYXNJB/cMAqFzbGA5ewB81Ouy1meulmWHnseUBAAcnM4WZ\ntbU11wfgo35/sRCL9GGfEvvy/dVyVH/c7X/d381WK/k8lwzAoAt6sGg63s0+EYNKGzvsj60+1mlz\n9xxbPUsMX+F+VavXveJnAEXZHJBSgE/dvqhNLHPzgQbQ9PMrNfR4uZRSeM1aKma59zson1fHiHkS\nJ0LLfPtRuqrZ0jP78uKyevXLy/516SnwrRau7efPF66vf1q4W3jZ78de3MVf2HZl5W5h4e7tj32b\nAXPlhQ1gUjEcwPYKVXxGVheyX5XKHbAztgrzxDibnOC06JZlub2PdQxGzG73gUJ0O6ic0J33BwIi\n+EGINtv+jwtrgIZxHIB4sf44ALaGLs9HfcrtAPZ3zUWNR8tRBsCZtQhzsEtrkbulSHf58fvI4m1k\nMfa4wL58wgHYfx/tPootft0/Y/eSVBVtdxjmUWWxwPTX2VdhhN3s5R48djDYcQXdERaG5/osUrRc\nBxYK8BXCKEjkHox9ppCwpsQHqYSblqjdmsEpNvaEcjaTCbUioeQiWAd49xxk0vmsWDkIklra9QLD\nkqoW+y9/ubm0X/woLTxv2faPzy6v7Rfxux8XbOeXn+7aQEZYuHuxcvf22/WFZ4BDG6S1eAVyM4Xu\nQRudfUgkittAP9zOc//L3m+cFC+h469v5rZOQQ0WztzDADQCgqd2PyPwswiktcqjAKT6/xgACUG0\nUOQPBqAz9Dcq8kQHdol4TnRQjxZig8La/NL13UV0vnLXXHx/CytDbpvR6Nz729jip6XbWL///lP/\n0/vb9Pzy0sezFDa//NXLQG/yG3nfhRG45+0+DMBcE7omsFaZ3SC4i3qLZTAsRMT13X0BTOAjXAmv\nGe70qzL0EPPZ8nQSVJoZM/yihPoxgEpptVwu7zPz4z8pxd1ukurw0MxTa7Yk2RWWplorn65S9uWP\nL35qXWp2Im7b1wuVu5XSVT+WvLaLL1+sXN+xBy4WXryVpNvYuq0KRScQ3+BxqRZiiimrAucQh2pA\nkoBbWBZX+fS0ewOb3Xo7DwKwZYwwsC7+eACOmmeeFxvIVgo/60LIc7tky9Cj+yHARe0zJrhlMQQK\ntVQa9kGlIDF5cn1tX2NZ+vrC7vevsP4yF4s9+oRf3fb7Z6Iuw57Tzqiyhrp57L9yUpT1t9Ooe/Fd\neLdh3zsLr76BBdmwjDjY9ABogwYdiLIBjdsY7G75AoZb9KF7TRYa6je5kYVFdMmKGZjFy46N+an+\ntGS1JkjI5c10WSmyWFUuMbyqit/BGaVCstAW581ZbNfMs1e4tPqfWCDRv+rpKky/gRR42+71d9kJ\naX+6uqLyFIaLbfv6Cljn0yIFFbkvwNqQ4gBAUF5I5VMMfgnOHVOoDuj7KNM6fQiAY4fxLwDgyGGF\nLCC3cgwWl4oKsue0hW6ILAMSSOewg/LcZwAIspVuaOEf7eugvx3LxOlutSZxdZgDSBea0cVP/UkL\nlgFtPMyDV4uyJGdym4JIk0/tszQy/2r2u0AssH/GXuHDu19hD7a/kf2JHyiyHNkiFTYHqQsORBhQ\ns4EJ/F6PxNuae+Cc+wKAqi8xT1uBMyU+esuFctHSrCJzhsbPCGblA9jaiv0PXksXA0Khvli+6jPN\nkpkMkAIVFU7G1tbu1jbMUMJPxWkTU+ai2Yc7n9SMyY7spzKjAKQrhOwaVQYmFkt987lNmCUAYa7Q\nzjqV5NmCRRUsCPxSAGrWvxoALW6gwNtydFWWbE1z54+58NrM4YBdLNVOPprHyXwV8ol5++GBF7i1\nyAby+8vghpbXwRVMAXn5VFmZm/s1h3vWp3nQfEkpZ0oSKtaqKve9myksqmZLzO0xpD1BDL5D4D3h\noy6vvvv5V9yA7QeKWzs7Tb7wVeiguiaf4MRFSXQhsCvX6W7kAwAyq1bKBBTGfKZcUmguRSWJDGR8\nqsIWMqRunp9vZzLnFVKeQ44gx5+UCeEvdBa5FARD4CbUBaEkf20D9XYV6NOp9IVdbtuaJFyBisq9\nmzl1VDVQRMorUjLNgogk3TOwLbsmJxKjTWlsxYUXwdwPwBrqTQnYXfyrAdCnsgSlFuhYMADqsPxy\nOFOAlYPsuLueX7PveIPirjAPfz2AwBb2XIa0UtUHocEHggz+q8gGagqsHJ7EXXaEMpjPrLMYZlWm\nPTBQVeOPM0R++DnCMOgbvJ8F8Pzju9mfu90rRwylj5x04qo6rmOa5shqbK8prqmCZmT0SPFSNBe/\nkDLpUjgsKUEnTIaQi114v48N3cRyCMdVle+WDh+atp/PNbvATVixsfKWBUWX2qX9tHSpSDVUIWc4\nrAH1K5fTJD8IhN7MKkGd9iXmafRmG1fESWMrO9UwhZkq8Q/EgCPFOPNfDYCGL4PqZ7ocgPP1ma9n\n5r95XJ85HC7PzFmxR49jd/PYppifZwCcX7LviwNVwegXNnC8HcN+VVhDUZpznLlgSInEjmmHRpb+\nAWOQcLUPMuBPUvuwpl6CzM7/oQ8/A/DevcuPolZ88WT2eGAZ4fkDEfrySU3YJ4ZjSziXTsgciFCv\nlMqcl0YJJWXSufD7PFIe92RyU4dtCRVpgQoNuQiEjBBxKwJx4aFV+KBxzZaesvDt+U9tCHfMLZMF\nzXeVp+1LdoDVXZGxR77P4ski592Ut0vsR1UkarOAE4ZGN/NlOZXP7Gs0oTSBP066E6ROx/0MAEU7\nTrPMfzULKMTLghfkAGS2T1jAwxlneW4YLQyX5rylmbuZ+cPC/FLEvnzgdVsU3CICRxqCtBTAVDjN\nCs6Vorydm1vhuRoEXpAdlqGPiV2G9VSCRtPhDNZSmzlF0iAiym/v15TyCLM/DRO64Udoo1o2y5xw\nxBVqTGJ/Ndi9Du1q8JcjdYwOT53Y/wenB+HOX8gGQizAdz7zirS0z//2+2LUHUmElf3wnqJbqlLd\nzPFeHSqKC8kc0hFKKPbbF/alHX92fV1ZeHtxc70Sf1uSntt2sWiDek4cf+0qlFbyJSq7bOY3eZVe\n2c9kkHqPXEVc167E4/GxZIUDUIjmQFT8OQCKJPRigo5VbVU/M4J8zyEmLq2HABidiUa/AQDOFDz7\n67uZtbvC428e9MAQA1IZZ+gGRp67Y9i6ofqVJEnia+k5AKF6VszCFhdF8QdBQK52O5tJFqVV5bwi\nK5n8ebpcw+iMRm7LmWzmgBJ8WOnM7WCeLjjLLsvzszHQasV5EKpDAz3B0EMWutOxGjp0iBu6QfMj\nN8T643Xnso+/7aoidiXg7wTdAQj1YH9MiLiKLP7xVSCSnNqEjSHyAbd/JIsPcKGeAZFZ7Z9+tC+v\nV57fxYF1cA0Uhfjbl/bKs6INGzbjWI6Pw4fPsDcJKv2p7W2sQWpQX8xrKn9vqgLLCf31iHjIMg8d\neMffMTsOjuR+BoDiH7WJwUykHLf/CBQKsbIxAF7adwBAjwNwsVAohAF4vTYzPz8qDTFyqKKRAl7Y\n8zN9x9ckgKUmsNsbFELZGaPOKanf5vHaHbCrUiM90RouyjjgmrfbLXZWSyhZyT9smlALIRduS1Wy\nmYq6v5lLZ84xSWUQLLN0JzJbcL2Bb44NXy4GVgrroIxwArrl/G06tASK5URZX90CdiiSkdYEWYub\nLTDPWqjF63MNJEGmDo1DqjxVRYT4yjc4ByOvclhLVfvFgm0DN+FHybafXtw9Tdh3Lxd+el5kpx1m\noWgzIgCQBYwZVSmel2h/NZwCBsAaKksA7x+ePVGp0Ygm06J6gAXiPlCTehiADxBi/KmzPxSBPosu\nDMDH0CFj0PumMIwsDWYOOzPLsSgAcPlxITKPAJy3Z9bsBzqDLV5eBB0aKknTVRe8d36/c5aBLPEu\n2wGYMT79AQRQFc2gUltFMRjAUm6rBVpVJYUG1FVeVoOt9PGEKlajqkoqH4SZUlWR0h9mn/z6kRlB\nkWZYTsdwsBrYYTcE2D3DJF1eJ+jf3MAr+yCBq3uQYX4+3CTms0VyiPvoD1HJNPPh1335wxoHoIYJ\nspgQQsajeE7NJm6CdXexAtIIlaf29fXz588u2EkHPEF2I8H5yqRB9iOr7jNXQINRCfZ9EHBFbuDK\n2jrmHtIoXRo/iwSR0omIQQB/D+wJUavVh8xbVf9DEcjfzzhN64Kv5JzvxDrD5ejwOGrEjGEjuuQM\nC7qHeziHMX2or9kX0XEAXpAydDAzzEt/Fm9widV0HdwejJ8KFXq1YLg7dGHhDMVpxgf6/7TlT1Y+\n5feKqLCtqQIAqDtA4lRklaBoLed9wSAQ0zjIszBwdnbuaOB0RK6rm3u7ezcDs6HrDdPlvsgiDSOu\nGe32984VEZiJd6lp/M0KvGA1acqJl+XQ98VX7Id8pgrqPQQsRynl3zQXFeAmtFnigawDlEawn754\nJl0XFXk/lanVpASSxNNYHIIfLOdpdGF1Pc9yNByKk1bWOA8WyTL+vAjGpWgBwffi6hQYodbNz5Rh\n7vd5AQD/QBs4DsC2WMl558tleUPc5AK2QmxEH3juZVCWFgcHHdauPa6qxV/hN5wbGqAWCDi5NkFH\nFrQnGt8XKKTGKgpGr4o7l2EgDsF6pdVStCSshBQUeZYLguI2GhNJogkmdu6TFa5my5s2aikZ+272\n542zKwOkx2EoxOzltlhciKOxLq33JO0s4CXwoWjPuxSEK5XnqxhZ8c7HVFECLlwT3FC+ApukhnNe\nH9WIQk1LgtXOwhowyU48s/VW7cJe+NEG1sHCS+aQn9oLz9stCGrPa9SAW4XMKA8qlpCz4a+IY/hb\nhTeZiKMSXJVGSVUx30qBSk2TpHSWr+yBT95rPrSmoSXgId7y2LcDAOp/QIKsKhOEff8Vg/mKoV+5\nCMA6jRjWdkjQ13X81MbBUTSqNSL+XJcQbHPe87XfX9H4cr7wZHWw61mGiccVFvVAQasmqmo1sWKk\nXARXh+L0KjUJcKaOnWS43+M04KRs52Z/piyiiUtZTXOn7+k4kOO6OkuODRyPsDqQqaANxC2LAxvv\nEOG5BO5kvmE2hDuBs3GuiFg7I2NtxldaGmPUrKbRhmWBuWr/9KK/e67V2m+/lYB18JJFhCsv2u1v\nV/rZg1w2pfJFsHJuu1jO5VPrCp/WT26CameFRtKTmKDVVmti/Zd4y3G8zZnraPHN8DDKevrZJCTI\nVWujKFN1/Y9BIAtEQwVZwpsW/oU03OOZy3Nzy4LOT/HqFABe8qV/fm1tpOhmmXxZ1tidBB/m+u5C\noVKCLIU2V6tSQuNkUBjNhf0YKt86j0knyEHyiDFBRgeCLhqlBOpMElZIsldBHkA2n5I3GQC3dndO\nT69oK4hlXaEODPblQA0B7YHZ+djFMAEGSiz2mRzXxMCijfSyi9bFRaXC/qoIiZJK5QL+CONt0g3J\nJHio+c0TH5jFFO+4FHNIOVPKzAS24+v9LfbEy4uFFwuSdLdSYRYwbtvJ2FWNRXv7Cb4OKZ7RJBlb\nQpj5QFaS0mQ5wF8GMuORIR2NGnKpLH7b94Ddbs+qf7EFHAPZhf7HIZBGe4MiMY+9dVr0K1KHoQGd\nCsulpWrMsbpDdyz8U9XLu0sBvEAaV+gh0Q4iLEyo1VqrWh0vYV9c29yBhKsWElkLFcTOsFIjU2FX\nlcTNjKQ6ZljIFhJrWqIKhKKm8wyA4IzZ60hY5/4w+/OZh4rROs+9MPgxaV2DQQrm1qeNjZ7ONzmY\ng0HHHYiNpgaljOi0YZwJCtlmvd4x6ie6qfj8b0mZ5MpIfJObgqEH+yjF5HommwKt4QyRpVPMtWoY\nkhSl1Yp51YVHtQvhKGos6LnQHeuSxbzbEpfrUuLZGp8qAZHMeBr+XonjhDzUtdIlnJML7mmKSxNK\najPHgsd0qx1St6gffxaA4oVqo2WY6ij+9C8kTrNrXQ23KUwx0CjeE/3JDBt0KoCzJCJGZ3h5Ubu4\nIKLpBTvsu0tFbQv92w5VNoOml4UJMZ0BJfQXHXitLq9lUvrxtUbpWooJDLF1AIu/kOyqpDpL5yOu\nxnFiPS4Jt1aT1f317H5NoQlKCevTP8/+eubqrsGChBNOwGDmzcI4nIUKe6ChZeobudyW7nA2kOU5\nA65xLlauUyW7U+c75XSqMFnoUtE3y0H+4eNP0oJt55IkCD1VVPstZQ9K+6ns+XmFf9Tgp6VVn9ws\nGFYHADIR2a6kaYEKlu4T7Iv0/0/ct/S2jWVb96Cnt/9CAxlo4pknAeIkgwT5NU4Aw6OaeBLcQUY1\nKyQlgKShwBTFUFFVgFMAJepIOuKgGjGQCrrSEiTbSUoQNJAgoxHgwhBq8J219zkk5UdeXdUf7+2K\nLcuyRC7u59prBx2MqVSakMhrX1gbRwYwgfx+2A2qanzK+e8UO8wOp5+KASfjsV1LvQbA4Vfhj6C7\nNjo8mRb4ozNDGzg7m539RC44a6bpS3YC2KUEQoIivSsO+WzBubgGgcxLYrecrR9m8PFkYfYz53Pn\nZsWPYile7TmsQrznMD8F32uv5iWe8uiaxIqjLMX9UNlqolYb4XuUCzc2wt9Oj5cTfZf8zE1gTLLT\nRrjl68M3Pz7794fJ0Rv9xBfLTFR6+eF0ykMTs6kdaDD9FJjEY9PeMY3M+MIHs/jLMl+d2Vsifljv\n0sNBnReAJJcnNbTOi2mmKHOGYTs106Byt9ryhOEVxgemh4mpzKA9SLO4tXiQfC8A2NZnbLykAa13\nP7zVN96rT3ZCbLkunZ3rBQ+/xv7R2Vhb72pjtQIIpxj5PmWmiNm6O7ugTWM+Ii/oogIH61scHRde\nebm8pFQhs5XNihCYrIuNKeq7p6Q/q6SbmK0r2tDReEhslKGoIJGCbaQTZUX6BfZloqak+Y4k9kGK\neRi+Y9Wv5U+TGTtffLLj4+PDl+/C34DAZRg+e7s8zYLYienUWdc7mRwf2yI7btls30gRc+sflHoj\nWYai8Qe3G9rOI6Z4GyS8esn9mRLBgLuWtLCEFOuUNYDpblB1mhGY/VHiEv0AK7EP0CtUrJ59/gX1\nfeyiqVPHbLoGDlaYPfthenT88qNrGoazAgDHs0s7IXx87vzm2gtn4JsWrJ+++ZkLqBFo5M3WVrxe\nDDXjQn2xmFrDPFh1tUt+h7sF8WiBJDblHV5c7NChlBK0BEgoj6YYKE/2jDGgX0yp30Vr/wQ8sEI+\n4pCDTgTieiY8qDDcLD0FAF/DZP1jgpwJhuzlIdSLjk+fh//6oBH4IvxxecrxHjfoWNwDLvpIP21y\n9Prwl6MjYvCih8KnC6sN48Tu6LDpbbvbbdm9rYUjgiZ7JpBNiPGtpxSJZTTwK4FMQ3OfKPv10TyG\nB06tCojcroaiUVNJt95JvHYUBX5UCxqQyWTrd3GjiD43vt9Fh0djcQRj/vbXN+9fvvzl1eyjFrAA\nQHmJPNvwK/GXAdBgL7d/pzrd+GDDODTyObuwSyVmHydEMPk063yQebAbpPIOgj0Ub4w7WUksbI25\nmGJbVpDARTpLIlQQm6BvqESDaoLimkK/P0r7zT4KdNkEMWL0MKJV50lFNZ6U7v2mQz7WAPzpxY//\n+u09esO/6KxYwwzjdGdnPz4L35zSytbJlGU7jk85BDzWFv31619I+e3ZDzQGP5scTTgp0SflOMeN\nifay3nG1q6QJ5VCajLT1aebaYAOZra0luZu4mQ+jMEvBJWSmMgok4ryqyofedvWLgdTgdgPptiOj\nehe1U1Vk/q0FBkK/hM53UFRN7fz461cv3ugs8yMx4JEBICWol118WxT4TNzFtlSQMcIMMcuC8INl\nkzLYPoCuhHi7oAh4ToKIO2gGXjOzjs0+2V6a/Ol5aYD+Syg5WRgdItvm4BzEpRlHKexSQ9YCUq4w\nzCcpZIzqYJm32LgJb6CEiIFs+lVskamE1YO7padnOv/9B+or//glhKvFO3wbhr8eH/0LF07D7/k7\n7KPI2dtTCvOmsHFHFB7S8dyIUE9I9HxydPzmzVGOGgPANtMYB9SKwUIkGvWMdUIeVIrErnStKiMq\ntfwyZdOb+jc7YV2bc6deLdK3ytwIF+Wk1hBRJImyE5FMa7HSUHDF+qTAYfcRDabG/Lz85fmvxEa4\nEoBHRSs1m/0RdCxzExkZttl0Ush/Z8uzs+JAEQDIVYtM9iOPA9eMvP3GptOmfj0t/hguUkm1Fm/z\nLJfSuTCekMnqWR02tFNbzCxxEgNBpMKpzDIb0mXWmPRwfeJY3+AKllJ74E69VtE58Pelu7/Njo6m\nL7V9e/3zjzQLRmnTDy/eTN8aNPyA6zCZ8gw/jxCfLfV3rw9fHb4++oGf9OLNW+OeIfUOLeBfyZOa\nj5iZpxqSDCq+kCvsRFAh1plUN+cW1oM+rR/hKibCtkqmIRNn3oJmYRqtckfEBAAAIABJREFUfqMf\nV6p08uhm18YerY4OrQyDT6+qmJ16LESUK4FkU6RmMQltmiUBnmSIgPioRp/79OpCdC4ddnX89aWH\nucacXluVK5Pnnv7+oZiI6EdJKt8SF423vvAejHi3BaAh4hMjIbHnMcm+aq5Bl3pFUmciNrNIrC4g\n4Q+6jsj8rCyW0kbPQ3RIpQ8nbvY0IEmViugI+mmO4zlON5SuEgO61g9Lj09f//Lu3dvfzhD3vLNp\nvcbb8tUPP/z6669v3r47JU5qriChY0PQFV6/BtSyefcXv2Ch5rE2iS9+RGH717DRbrMkuQ5Bs7pJ\nL1BrE+KEUi+pBHbptQZCBtdYUHHdqzXWzor99U6FtmV6HWIO8bqoxCsfEH2ItozSLmYYwEbQwZq5\nqvUhnOhBu5K3q/R6KIlT0UAI7Vpf/aItOvB3fBUZIdM9/QMBKIoAPJd8fPh9fZ2aPj5kKpq2vDfN\nB6NsZ8l8DY/BgxbHx7bAyE/IEaftXzsptKUyDQ/KhdfeKPO0+IYGSTX1zMNcfdb2FCypHvrAqSOt\n4SBFZy8ItWt21AEu+OPS96SC9S8d2mJd9QQMaMR7h8gmlkZOECnxa+yrNmKqk7Pfnj/74cXBb7+t\nTRz/68Py3a+5rFwVuUHk2zdsPpIqVNXbDT8hzoSVnWTjJ7MuhVFgd1otcy8XrASfMhrk4oEQCVsv\nnLLXxfqb2HO4vRLo9xBERGqLwgEpqQuizSprTAVpM9IKY46yp69fHj4P/63hd6oj2ssBKI32lH6V\nr6SdXnLEOQCNmpRFIBh8F8SMPpB6StbrIFppfhPk3lRxOy1ZLqdr2Y3M0mA2gyoujDQWT3VMCFyj\nEPtBd0B/KxYO7d4VVIXgrbeOjgUTXwdGNBnhoA/ik0CaNpFxAgDS6vX2QfiEGsEv/q2jC3yQyfGU\neSCHx1zT42m548OjVy8PX749Ij88OXqnk5Mn90qlJ0X4hS8K01ORzjuTVlAQXyvKsmTfRDXUwiMp\nXJN7UC3PLbKkst7OxXKMYV4LHkPh4MR1dFjs18F2bvFvBzzI14IdrPOWGsXdcWgx8N4fmD7YZUeH\nKG776PXL17+GmIdeLnVo/JeiNfjvHMPc9jFceA74HP6mH5ZZipK17c5Z4YzyAXSNx4e2KkjpSOGq\nSFNglmsMNZN96GMuZdaCM7mwtiVCprZnH/MKLBdjdUiOweJs41kpiTRWcJVjKlPLRkgvqk9+7Iel\nu+GLD5i/RF9wSfMgMHovTTcYN9fxy8NXOkx8//zt8Vs0dXTU9/ThRqm0WZgsxvHkoRl6qrJCW8G0\nq7bKSTJxngr4AWWokfCoADNQlhVoT8vavLZ+gaAaBdk2bzt7khbm0HW273lJP3acgJSNkV1QYVum\nXajDEf6oFkMA5N1mqRkVSMjKVnRg+zZ8cTo9fvX66OXh67/0e8PxOOvmjr5EjOhrAVjo3jL+rFhW\nsZBHSchxPmVOz7iMj8qD+bBDxR1b67Qlce4G55J4ar5ScysFbYqB5pdAHxKea+SjE5ONxDQDm2Ri\nP1glU9Mn31zXg0g1oxpxNxP/bklbv+Xp2SnKx5MjXos+mR7i21O44V8QB3737c/vnocvnj97N333\nAuIzpY2HTw9Km3cfYtjuyZOn4eN7gGQ2P1D8JGCBVup+K38oR1UnwZxw6GO/yaCXEsHrYp0OqjJ+\ntdpVClvUZfEcQAMrRSNXmQZkqr2wYs2hBshWTZKAi8ng+fWo5rdT1nNS+kaVvBBCdoOOZCaPToj2\n9Sn44cfT09n7Fz+81xf3L2t8gtHR0Z8JPQ5QLHfeGLfT35cXGFrGAlqOwWxq2m2XxaFcVs7WJnPc\nR4mCiRCzM66K/3B4QtmaOjdrEvMm6zQ13MA4NmRQHpBNODgyQ+KE22YUDo1Ec4quVJ8mKJT3qPTL\nmU7vzyZHy9mrQyQf1Nd9PSFPrLPZUw04TLNv3HusDdyP/3qsMXcPts8X9+4WNieXru99QyaxaiBj\nUiNkvCqO60wukHlRKvuM2jn2VWKZBBfQR0SBihlnif2gh4pzylrZ+PD0iT3jO7QL9fR9KR3IRlfx\nsj6mX3h3AK+C5PeHdQ1mOXuqokaPa1wCs+ud6fTXZ//Wn336Jnyj78EcgBqBwy9r637ZEVvjn9UB\nCWAaf4ZzNVvf6gUplayuYn6WA/Ac/1LliWw+UJE/z1RW7N5Q+wzHqAcsyHdIEyCScIDIjKYwWxq4\noqiEstE6XdGUEd3RSSlvXdcvFdSw4BVdinLp3i+noLZAFp42dWFhEjV64YOPXi9Pn2yU7j55CLBt\n3nv8hNH2JPQ7Rk39CSbfHz5+ql93Y4PCP33UMaUuLQD1H9IWuBZFF3j7NKAiB0oV1FEuaf3yoAdy\nWMl7ptEOMuqIpPrnmBOsUKDukW5CtUWrPH2QrxTfh2lc5woNrB61//Sdq+O/PrQbaJ5UJ9GVwfTt\ns3fL5euj2ezF88nsqADAo/FXzXh85pGRRszEuzlmNv09Z/9MHZBly5c2HbdOs4g9Y9ozIQCZD+Gc\nQ3+uoHgu4J6vrf1htHF8HicxeHDwKzHvRdCRDYM1JRaWccQ6JhqQx9Y/Eo02XdWk03M3S0//vfzx\nLQ/jU919cngMevdyhpmkw+OHJcNYfXxvk7FHxig8d2Buao+jQm40syslPWshTJOjSDalLFQaC3nl\nRZG8fk4QbyKg/jhRaBBjtHyd5zCmHfM/nA/fj8VB6EsaUYrbKGpb+gEPptOsHhiR+snIPlKkZube\n0C7lh/c//Ov09Pjnf/4yOf7h/WxSBOAXM1u+5Lj8LKSrdTzlCJxwIZrLgHautn9luiSymosdq4zX\noYpzi7JJAWnmjcXxeI0UklGYiNbsWAYq+iLaIXmOYyfRyPho0EUVMH11DsgW1gvATGjW6mF3/3Hp\n3rMfw7dmeQjsnraE/z77sHzxYnl0+PLnh6XNpw2asdD/ffr4HkSP6n56fplEWNPYLzNUqyp/nwQD\nr1KPDDsqzy9kXgS49My3/FaLx4xZ9yVpkaQHJyCk+BfXg7DLwHHNQwl8bl/HJQEtpcE5rpoZT3w9\nUN0oolQnphIjZb9kKA3+PO0UGs90ADh5Fb1ABPJ2Nr0IwCP7GYbDCyzO/wB/4jLknMdfshYDWjc9\nyRKWj9YiZbIGz8LEEXqQKVOP2BxIuWYp52sbV0x+QQ024TowgNmaSskzS7RYzi4y0plmA5U2HWkD\nm7LZJ4cFm+ITG+HZe2QcZOmX06PJi/DZj/8KwxeTyeSfG8gsok7X71uqQDRI0MY7d6AZVibzGPUz\nHX2WJ/WqOh+QqjsIejmPj+twl9+s7S7kHfykMOTJrxXLnN6qP1tIGyGYhUYqwPjhwEdcTEU9HSZ2\n222zIix2gnqPBz9IlgtM8jQbjpG8thUdZv/5cnl8ePjilLYlHV9iAe2bBnX5S3kGVx9CXgLmC/hL\nCtXv3AIez2bv386uyoItyAwEzVOKtz3rqRihW1H4saWBzKVd/czVmWweDVKMAKDZphnnG9gk771K\nE5dmNOUAFHVRplE6qtnCqwWBr03gj+9OibxCPJbJ9Fc8/+1zjcAPs2+N/x2wNoNG8kDFlYbvUt+i\nEfTAqva7NRrB26Mnt4rFJY0DJAQD/pZsjwGgKvTAz+GP/lBxsa2t56/bCBFhs4Iy6xg00ukmNJQD\nyjviao3PpqMNpKhWlT27NIcHJMa0wxO0X642YmT6HRgXR0fHr15iGv/VeQCOs/fwBwPwEmWri/jL\n9HsZgFlj+NdnbylQvAKA2X22dlazMl6SZEtnUodlI9bDwHkOWhs/8ZAcilmK9ffAnVaWeUpmwUGb\nn8RodYgm+lFdP0U7X2JNU4IYBp3E3ywdnaKJNnt5pFPhw8NjbJZ7Az5C+OJsswSk1TCZHPeCeq2H\n+B98Vr9XG2CUkXj96DTom6iMZPmp345NeQ0N3cT1DrTzJwtN5LDE75lPf8l5gr4Wr3UMzv3kEtq4\niKrGAHbI4nHLXN9x/KSUEOoi60cxXsruIDUbp+IEXF2T/qH0TeEQz4Y4vdns8Oeffz4C13tydPzP\ncwAsIO6PBuDn4C8pJMJnWWdj9u75+/VU5fy5y1bgrlVoM5F7GAagEQonLH0mc4mVmACIKo7g4Ufe\nt4YCm0qx/5u7bQgfFUwejbsK7nRypo2hYW32Alx6nf0JI3UBFyb8b0t7k9eHR9PJz8/+eXT4+lfU\nHjAhgjbb96V7vWrXlGnRo43x241wgLdKmzkT8sa1RENZhwN7GyWdMjf8dmInNXWYGulENDUMRUE8\nUZ2lGJ2YwmnqBDWSMWiFUbVeJDJceSDRxW80A844PJxF5SbGH3h9n8UipBmXMWPU5CXSbHesymaU\ngV6vPJy+/Pnw9dGb5y9ev/zH4dGLdQAWExAJse8/DoAXmberS5xyIQY8s0SE6ezN+3N94vO/Zsgf\nhsi7poOV8EgOMXtjRDl2vjYvmKVjUjtLSFIqNjMNim7eMjVA2a4BpCyqQst4ScgIE9dCRlV0TUSS\nT5OAnNUe+Kriy83SISQQXr949sNbnfy++fX09Oh4dgQTeK/0vQYdjT0punDUckgrtQrSGLg+Jb1O\nGEgK4x0wrO+WSpuPwwbx92JscHd8bTfblYOg2pfCyFj7XV6smhi30PKroSEuJFVgrxVUW0k74eUO\nwhJ0s4O2dSc9/rT6N1JMn6LSCgPIbFUlmuR/BZULYO64Y9etdBMXxRy8atzuycLKdBLzJy7U+zdQ\nrkMj6M1frsLfH33I85WR1WU33zQvBp5lA0a8VikjzhSVfbMyn8UcaaNcSPwEj54TD1MYlT1zThKo\n/yY5DYnsJQ3ykxQKxi4pfOZcUaEso8FawSWgqRFH8f4rhDtKqbUYUzTrb+RuaQ8uePIOo8DLwyMd\nfL88mrx+g4m5zQjLdKV+awLhHJqn+kUczIPq7NsJKngHnYBsiMD8RT36/ptS6R7Ve6kajQpeV6oB\nAjaqy3Hw2La3gpIkEF1tGYR1yPaR/WsYXriw3Cl7UvwufYLmAY9shg2IcuDLJtyp4nazgCR6KhyU\nqBSVpDxwKNH7q/d54WLcifI5ZGkuTm9mlnkfYfJ0NMwBOB72kj/zEOuASy9V3DUFalIIyPcCFwc4\n1wF4qQuRa0UVrpdl8rbcFBD6ZpS2gJ2OsmXAxivDf6CehbPtGWsJlHKdRbu6iOT4PNpX4Fj5XJRE\neK2vKVbHvcEgVtoEHh9j5u1UJ8M/geL7cjo7/hVkmcc1SjE9BZ0X7eo9upj4L1VtA5qu86scRAxa\nqGrEyWMoVLcSdvVhvRr0dSzqtiX6Nh0uIXaCJD8HvpVfwlFj3ztoVANQaexEgx2Uoac0CN3dcEBk\nsyjqK7aSTiMAK0NgQAtNuHpbn0UT7OlbCM1hT+OyYYsn7bDOp9PUYah7M5wejUc9IsaVtX+p/uVr\nRa6+HIDrFnB0qepHgQJG22qM7Tsuji3NCgL6Rc+RB9JCXDIki/m1vAwYO9nj+q1Q50OxNocRROZn\nJWaJtHYwKY0okQn1aiGJKcfE+hDKjPFwLMS73FjpLU30RdYmkNiNGEY8+u54cnw4WU4PCYB3awxo\nSUG70zYaMOj/u4njtXq8hY0qG+1uJYAlr95DOSZAhKph0CeN6Dib/osoyfXr3WZ+Ugo749r2K2oS\nd4gjlFR94eZnql3HczBZQIKUQZhhA491Fa+x1aaUku9sdadohh2pPFf1srlMpcikoZRvBxYwgdyM\n6sQfdFxfJ0R/+ZM9bwEC6xi/XOiqGANOrQEkod3JdJobxE/+scKMzZoWqBSmr270euhno5G00746\nuDPbALk1xyNKCKol63gIR9+2olGH13GoxBozZV/a9VWK6AmOH9DLYz5zs/Tdh7MPtDjqp58xjoiV\nXaA63y095O6dfpdR1wkaZk05yK2YcqJgwotCZZe9d+GImZWAmAZFSvh+o+1AKQPJCNdqxP5L+G6q\nUZmmW62unZpWhEEifTYA2eiAeukti1nhhGQARbvey86fC9BW4fhbaVZxtKG9RqdGoEvSdpSoVA48\n1zXnmldN8U7mbIs1//OX/xb+4nMx4OWa9xcBmDERptk+6+k0k5qQ6irTnUV0hTBE5x86mCO5noSL\ne4CNHI1kpmAmklQVyjTG5ZJhU2w2ObRKpUejQMoBEI0BkmaJIEiDvWrUbUm33tLXaKP009mHyez4\n8OefXoTPj2nA7d27X1883Sj5KV9EP6zFUeAQ6xO8fseTkPzQ77+l8WRbc9oj1x5zR86XAj0ZxY5F\n2Xoy7+mqd02tRdoT5EcZU4D4zy0SHqzlKpg+Zue6BrLam7PgpKgOTMSIg6aAgzgO/DQb5m+aIqSD\nn7U91tSJRTnQRjqxpdaYJEFh1ytr+rIEwD+u1PLR45wBTBaXPmsNgBlpcJINLjEICxbwIv4yw6ZY\nLd4q1ZkomNYSmH6T0a3QLtjUafBULuswS5MZJMolo0hBv3llMxmCmr90TJm6iFoY2mrYePfP0Adu\nN0rf/xuLWo+OnoVvJsfv34CH//ptuLlRp8wmlT0dOFV9Nn/C7bYcKIPjvboHhavV9ZLKZsl0h/F3\nOwOoJ1FiHxveQBRWfZ4A6RjKGX4adXWqVAv8TtLiCRBW4Ad6GICNJI56mT3TOB7g7HR9ohXywayZ\noBNFqdURViLiuiOlSD69/YNqB50i7AvOto22ugF8ceVCk7v+l/8O/sQF+aZPA7DA0beKL5ZFY4gM\ns9nasqUcjHFsXa+UBdUUG9ip9XH0k5EBT0ZoMM04Q4CBi5TMAmTfzI14emYK+yhZt4ziXJOxaJPA\n93qAp5U1Ak/1zXOqc9/3k9MX4b8/aDz+8lSnE12w7cB0lU6la+MpbazwN/CXZb+gMd6Iwid2SQ74\n7+1QVWoQQ5OUDtB7bmGZAlWbzccjvxpFdIJ06IcNIF2UcTqsyx6brUaJ7OdnRcQ1HWMK4eNpdmbO\n9Y3rHCRx0OG8GPEBThEk2qpuLGCs69VUJSbeRmlaYN176HcLH0RHgV3VGQRd+dmLav6jIxbqfNHv\ncwB4gSNYmA+ZWhGOS19nrfHHkX222tvyz5lxrv9v3oxjqlAb/LHgkA0fievBQ+e4zo6AsKAos/gP\nyou2jWfGN21YZNZCNwiq+xulXyaT6btn4Q/Lw3dh+AIf5Z/wpgAGhpu04wWxWVFFPKqm/OegwBD7\nmduKetGT0kMdwmsLV0u9dpUkhFO2dEbXSzvbA/KvdtRIX+0e1mryHQqFgkYDlIcEabCUngnKWsru\nlMHNFmO5vNNOU0yemBvXoUA0iGrSr1fpqe1I/3WUpxEzRp1K3KwG2JNI5yw1DthUJ/WrtBjBvBg0\npSrD6L8DwIud4MurMP1iFpxPY04tWXB2Lhs2Ccm5vhOP/2XwQ1GXW+nn8h5hsuU5A4gLNtYGeEVq\nDQWO+Anvj9MRmtPRvlUJz4sNG0mYmFIaqRlX8F7eeiVCQvpt6eFk+v7XN++15cNwh05Fjv9xr1QJ\n6i3BdsJQu7GF2ushG5Kku6VjAtmuhvUeGAT6uZXSnoqD2qCt85FGv2scn1T202lTpOM2PB4ozktC\nLGcIYLfow1BSUUV7RcMAw+UGgD5lYt0u9fIcIDqmSZhuUEs5JXPYpPcHGt4maUu6PdbeOMBmuBol\nYe2AFe2yFlXAMaZOtat4b6z4lKb93nj6MX3APxSAFx5JL02C++dccA5HZkbbAaVlAYbSjjBkiJOq\nGBrqL12q9xFvn/+4WhMtMgDk/r3t6glLS5B2nRDBCvUYqon5dbaUtoSrUg91GW0SY8fUYWz05qdS\nNDc23xjFdMyaP1/qlOTwbmkgk37MnFeu9yABSWMTCKD3Qr6jAjMn0h5gWrqudAyg0+ywoSRyyrZU\nTP+js+ANUP2BDx4oLp1H9RBrTuqUr9sJ9ogUXlv1MPBYBz0i/VIs0tR3EpWbuxERG5GuuTSRyZ8n\nSPWdEORDDdQyd+rYZhbQqCvXZ/Iao4/KOLY8Qbtd+5JegC4zrS5YLqf/vyzg/FMApK3V1gtPcptn\nKzEZLA1gLkKe684ytTiMc8+8ruE+N7hlpMUZIcHimUv4SkiDXUHTXlGRbE19k9hEGpKfm+3B8cFh\n3S59vySJ1OWz354/X55OX08n90qCpnoFKorSCGGmQqG9AEFSEu6iNgTZpy7edWVzkynvfR9UATeC\nboaNsJm0AlxohFFLJ0HteQDz1IWUknEFiB679F6DsOJjEwpVm6sg2kMSjOLJdtShDiVMF8yWyzFc\nTemIoM00DUredCDiOmFDJoMeuu1JFEaFk6s6NL0XhJkwl4zq+h6Zzmh6+/i/BMAL1ZLLqzDnAGhh\nNzGawmbunDmCpPWIBTQXxiBsBYa/pHaGNAXlwnSS5cFJma6klYqKrUQbWsHGj2fC4IQ/QfMnSBBb\nGedVGHlp4Mgk2pb2FNKGI0+DqrR3Smp//3q+fK/x9/J4evS4tIvM2vE0qj3+LfhgWaYKpEg8nTVW\n267+7XpPOk1ttCpBpM0mUeOZfFVGTlEYxSSw4H1XokKi1W7wQgXwF4yp7XRI5TlpVZsqadf6iB5Z\ned0z7O+U8Gpyeo1/xyQ/+oMFArqevCaCBi4rtBuO30RAtteeXb7/u1wV4me0O5k8xvTovwPAi8fl\nOUi/4G7P8iT4OCcimPYcRoZpzdXyfFE6w2KqsvkQcV4FkBbBcJaB3GS0yLooillrkuXIbKTD3Hve\ndCEtjbBtsGfYHo5wqVQdMz8p23LUBXNY57ibpSP9QZbT57/C9RxiQXCttC2odAJWQ2p8FlpzKZr5\nHhUt6ho5OrfUWXW30UM6+bB0ABGQuLyLfnEZpuVAQB4SR7NCdBT9Axe1c57RxKRHkqtOMmVIGPZZ\nTECTqs3bovg2SKQbyzQptNXzelC3q2M9x03MtCVOYgwAZie+1V9jJLkVRK8Nv80RTX80sjsN6Dp+\nJQCtuqG6kN0Wx01HJyfWRORPS09Q9vi4BQTezvLJzYmVLFrT9Z0wUC95GckWb12jjB6SmSa5NJ+A\nGDAj44VT6LDRG5aZqZS2LJiypDSxVGxFkAjp7C6dDOACZBllVnp1ieelo8Dd0rcQXpu8f4/P8tMx\nZBKub7RhNT1py/Ta2FHqQYR3eEToYiRup34QOzBSFTTwnoAY7jjo2UoCoE4yjEZCUzt86IYHQaKa\nGG1WZj1ofP5KOUHQjJNOvYJist+opwllqjzc2tFhcxalm/qAE4VU3Bl02triBQEPYFHkIjQ4B2ne\nDC3iD7CNfGLeEE17eGRNCeFv/HUA5L0Kc9r/fD6Yk/iBeVZzdGI69fl7mveac3XeApofW/lU/PPh\ng50fnpKKwjRT0prmeJxcVobh4G9dI8+ORxAFgbodikVe+MqvRpxuCJrn5a2Qdu6N5FKNBwct1Ytz\nDRkUvGKK/lzHSCPHZMJgY6jXQL0pFPXcjc3Z9NRK0r2EAt30kU5pgV3qKcdkVyStAUZ27iSDNpEk\nPJEMwqgCF6dN4JPSY18/0zlAh02Wa8zYD6iGGDSxS1X6+LvVqO05PSUyyl7hcL1YR3QSYWotkU2K\nUyE2WaW7rVnDKi47J2PujdiLohaDPdlHzsxFLM5+MJPFcnBgS7CemKSBBpfyG8GaM/g0w2OrBHs0\nagrhfx0AT0bY7Lk7X/RuXwBgOn9QnpuvborReSqgnO/cmSv5UQto6DBWM/ToONtpyjXAbMs9hDsu\noPg8HNcej2XOxeJbAzODo9EqzfvqaHrITJERJQjq+ZJzpHVU3HJIYkM9ZbRCIzoGnxUeIKWaRq1O\ntCn0jd3E3S79tOT5Fn3jHCKsPXq1WdqPtcekigW4iIYUQdwEElqgKRidWXSgQIqQDSSux8KNKlg4\nmKoywNZSqgPKQDOMGtWUCtlYUBgd1PsoNem3EztxkZ8h/GolqKlOBBxBAz/SsSdqi8RqofvGjskI\nw9qIvUaItKqmX2ufiTKJFT2R5YbOfBUrNrgJs6dJlYP8el+KfCy0R8Kvk6NRm2f5vg6AdrPnar67\noL0bIzaKqYHdHEtlRiejG6MT+ikLr58kCv/c2ZnL9PINOP28/6ut3tnSeuCltYuZqIKJBpdQafzo\nocx2qvx7i0ve056wzZ6v9PUc4oOQ0rOcLxYntg7Nu+jJ6boJK0KTeYUWh8AANnOxE9OTozGx2BXW\n1XNFNi07pW/o00x4ecQM+wl/Km1U8PcgLkPEQ5RjBNjY1BRMk6iNMNVJHFICIS2Mh6XSxmNEa3gr\n5Z4vUyZYCGgCh6iiiIZp9aNn6xwEB43gwO+YsQyDwDBsxU0uMjUjSFaKbm1ArN1uOOg2mOOv/0sE\nM8hscL0QujBB1OM+jT2lsQagygJuK6NAR4NJDTkAU7qWrUwy+CsBaDZ7roa9lSiLHSButLvTAwI1\n7IareVk/thBb+jrSV72d3k4ZUNRP0vg03a+LAFzbtJptO52aJevF+rMxlEeTK98kn49sy19iv7Xu\nc957pN8vRrfm2/snw1Us5vv7czpZaYpl2doMMUFKJNY4ejTzGgtHWFRLeE7YRsysp1aXh7NDmuPU\nf0BQvgpiIKugvppA/pRkrL8t3e0nlXoY6cQBG1FTEVCkKhySAGlybOcgiGSN9Cgk7ZinA06NykiW\nXOEquuw+NhgJVsNqYFgkKUOmCwyAqEc9OasoEnfCDmuRCI0/KilZ2YdupJI+BgGp40j9GB2UurQn\nM+zGlaiBoQXXzZQmZJnK8lZfC4JNTMwRoo2yjXka/2+41PddL1/h/lUA5M2e8/Kt1f2d1c6t+w9u\niFVv6/6Drd6crONqcevOzpaz2r29mvNX4uYdbN85uXV759aN3skVOcj5JSIfPqx34XJu6hohgRGW\nkV7WXK469yRpmrXaVc63/zqak+EG2uYfRnK+vT1P5En20HwxhpUUFJOhByxMjYMiQoKEVIZIr1/S\n41CLiIMu/BBVpMGcR6PMUbulR6ckzfHq+Ajyf5jUPLxeethMlB+9t4iGAAAgAElEQVT2zF/wo+wP\nJHGatgOW6FI86RTz+vbHpXvfbu9hO8cujTxygNpqJ60g5cXlYdR24BbLFIh2oUye+jULQMSpnYCX\nSgtmzMCcMt8WBAQOfGmcKFVO0m6Kskc7QlWgnXCamM1bjD/tpVNuj1PjDRUaJlG6KP/1zf1PSbVI\nRseT6ajAifkqAKbZZs9bzur2g/n89i5tdrq/OyfruGpuzeflB6sHD1bi/ny+c1+jVP9ze7Vzez53\nbmg/d3kVJgegQdqZXf2b7ZPMtTrWDV0OumINIGfeS9axLFDPT+Z/29tbLCrXru2v9vauXRuvFAEw\nne9fu/bzam9/rv+7fW17fmKSDppJirlKLUVKg3ZW1kwkdpFNSvPpDjEXiMZFIaQget/Ghs6Daa/E\njPdo66T4eGPjadX3KVuBwwwC5EJp6mGOJY1FMzbJDqa6lWAAhpulDegoONquGmVrbX769ar+zsno\ndpH+yE41pFlxJDBOXecl3DDW76jZMN1vThdMtV2/X/TiOMWl3nAqyjLxtZ8j4Y0IeuWSxtSl4Fkc\nJlphaAlc8UqAwiLPS6EWVeNoEdVxlLfV8NXkVXHs+asAODKbPRerG72V9qjz22Jx48HOjoYlrOOD\n1cnWfWe+WN0ur+ZNPKwtpQbgzupWGfvH5qn8FADtut8zCvaOJ8tCBWa6zAQoLx6y2HPJraIwNN2s\n+qwDv/3N8d8Wq2v7o78d7W1q7P3OFnA0vzYe/o8G4Oaj1d72fPvRoik5Q0mhDCh47ERQUuLwxaRL\nwcwEjgxpuIlwiQyA+7T6q+3SdxpzR9NXJpuazV5++w1rc1T7pGLhgJuaeB7fJ9D99VAhpMFbneEo\nTwOwXmtiD+ees1faTHYTa9H0Hwvq2iHn9K0BqTu0BK1RxVMC6r8RAmMRVSWX3lnkWpn6qHAi3qVs\nmQnC8VJRS5yWYcLQzluRnWoJ8mBqXrZ1gN1LZFgxCSzbYdi3ck5m6CE9fN3M7d/Dp18FwBPa7Kk9\nVEt72xu9+fxGr3VjRx8CBgSwG+3eujVfbTVXD27tCphJjTz9+A0BezhPF1ds4bRZcLZ0C04Ya5CW\n+VAS1k9PrwKgKgJQGmeWtSsKRGngrAIbt/f37R7M3T4DcKwto7aAf9WPX9Po3NzevDaH5BjaDp4D\nZUYuMnokCIhU2PGMqUiY2kzFCQxAxUgnjAZc6jgoRpe+wWjw9CXmcmbTnx5BDubuY+JWqaSZ2NEt\ncGAspwbhn1M2VFeNtMhPlRtWN0vO9zoZccqYJNYwY1OMJqwGSb8Hsh+xYexuJ9Oc6dmtr3E1zEaA\nOIZ1uF3u+BH7S8eIP8CwuQe+w/NOg9TO/ikzqhRzeqY/aJM4OLY+r2OOWPgHyg5t20USL3NS4FNt\nyL8KgHOdXZxotz932Nv2bqxGgORIB0yjuYadTkfmt1qjG6sV4KkfuNGcz282V1uwljvz0eIz/siQ\nt3ahEWI3EWZ1wfxZ5/zt2jSszIvimefN8Djv/c+1a3+/vtof7f/9iAC4asICnixe/X00/yu88ner\na4/29ytzEkgQpFEpzCIvQSr6ImlT/a3dDaKoRg+i7hZLlViRZJDTJZOc9e9eLx1i08fr2fTVd9+w\nKltkuX0KJD3oDtDOm6y1xnPekuyUpBmhjif8xHnkPyk9qnSbUmxfv3597xFFosRb4KnzTi0DmLZf\nCU0cJ7XEig37xKKpVAQ3E1TWMXewmQEf0kNilZIUhDbMdd7JCpYgjXKSS/UMmBEAIiLsGEq/0VNQ\nZoY9xuyMbWw2c/xpM36v9HUA3KHyn0J0pz3qXNxaLG7fFzs39aPaOs5X+pvdrXHl5mKxtePcvrEa\n39D2Uj9+/7bY0Vbw0onMiwCEnftwmo+G5CKqn/1Os/aT/VeZr9Vcu9f5/G+za3v7f2MALkbz7c39\n/Z+O/ra/rQEI1/zdtf3tb8dxzM07hyY+cpVRmCWQYgjlqscgN93m2NYiaNKdmqn6S52GzF7/Yzb7\n6TpJ/u0jTmMqFC4aEQIk5xvKEGlF3E88KsVhjM+Nk5oOq9o6W2nWn5SedJOKzog38GrbiR+0Jdon\nUUyDQJZZppMSEhWnxbKxgQwlyvUBemT9lGJOYUbdUeOjTTdu3Ob5QXRdZK9JRZi+LZaaYayYlc5T\nfOPF3BeiOqsHA+oo/UFi2k5vJxXFfuZ/75U2noSPv9ICCuj5qHlZrLDRU5Tni9GD2/dHBMAd/qa5\nEuXFQty509xZDXe1mcTj92+Xd0a/f9a8O8sIngKAx5YNaMlZnwJc8ciNX2IZqQTARz1tsfdfT/e0\nC/6pN+8h693H5vbVz9v7j5b6ocp3q5+2H6F8mfCoA7PyRYZilMd8nhG32h/cSVWkU0BuR0FLAORO\nB1HhxsZk9vJoT+Ol3JRlH5ON1ahTY9J7o2bEMKnASPZFuUFTJzTS1B21G+/QZZapGz4pbX6zreH3\nqJ10orsgStf9OA6CnqMRU5E84BQ7BzQLooM8z6ZnGpycy1Qj2LTEIdNO43jKiUJ9v1DBpjNAfxrK\nxOVmytyeQZptGEkc/WTaGIwmB5tMMo5Kh6sd4ZBRpdjTtKSoMO3tZ+bvbunu069PQuYUxFHBgsrM\nJ1Rihlmk7hw/rh82qz8XpmtnFoF+1h8xAPwwmxxNl1wGzFKUK35FZkzAteYH/ygbX2fywAneLb89\n82aHKJ8v5uMF/qvf8oiXW58khg8tDOOUkr2Ye6z6m7Yyvp7uc5UNjUgTLRLXwHMdFMQF0pDvNkub\njr625bL0B4nSZsunxmoCObSYhlW6LbhzRHdRtx0MFNG86O9Xu5IldJ16CEXBjYcQAEm6mLALjXSR\nm4gggv3UiYDnRCzuxnOxvEwnQaQYhPj/SFH1pFmheSTlVTBsUq83/CTw8R71xy6XnUZK5MZamtM4\ntYflRaF90v4lRWhjYCtYG6IdO9pG2C4fQVW9iel7hzOkpyTIee8/KERfdqx1u+mb9uD8WCQ1uFaf\n93oMwOXZ8dGMNjBoDB4XltVcAcGs1FeEpWUinWvWZcv82LyIxZCuLQmkrgNZWyM35gW8VPIga6Z4\nGE0wywhiAIpKarEkh5Y6KbVKOVPhiRMpStcfafPXxFIR/C4NtalmRDXcVliHeIV+Yj+qS3TzKvVG\nNQybDojRTkVHbdWQR5A1auBEnz4JI5/eQvB0A9NyvFE2qRGNHr0Vt63ARdUf3tANFWtNRi0dBmo4\n9EjKNAgj/rEXVXUs28awh8Zf7OijvF+pNiTNfKQFAyiV0ayEVmXKX5PwCeQrE8Ph4MIAFZ2bCKJR\nSnwCvesSSRL/sQC8CIagetnDq88UnDFKvmfH2NAyncxol9rHAUg7gs6XnvNiTLyesUjeqmGZSbEo\nX79eZu2YWJhFkrQdKZtzx63uuJnkETdDnMKEE5NIE6r3gthi2uBKGXpEksBolWNi9qfERqXxdjP2\nU2/IfZ2cYh122MS0Hbc0YEhoGXQj9huKtQkFzxLVWvaTV4HAiPMHjbkGXF/cDOo6v/FJN5etP+bZ\nsN8J4SIWCGIQTsdrss/5eidKfNQjmyj3afgqj/Sga6Dj+0neH0/QeKSidhwBf9zORunajaIgOxsU\niFq1zajaePqYtYgLGyj+UAC2WD7W/v2gfslz5p/ngDMAnp6dMgt1aUTLrwZggVO6flBd7rz9Y3ha\nopgfBBG2tLOHZkAy2c8S5zKev+UoQN4D8kCJXQJBvs2zgrVsLFggV2hrRgOSzm5pu8+qMjQgEKsU\nE3wEQCmq3RbRU7BuvaNDeFnhaQr4fDivQCR9ovIR4vv+wHQbkWKK6OnGZsAMUv3kgAafUbdTMvZr\nMmX2Coy9x4vgkTfUw0g4VC8H/VafpKDd7SHJ9aDJAL1Nz3GI01gJ610z10UHQlSamOpGCc/i043u\nim7hLPs6w3EKVeenUPdi0xe1u9ULABz/RyPqnRp8PWk3WGme8OIlV5/pgHMtc16baQbUZ7MrAHiF\nGmgOwaxsmuS+lygnuJVj0hPAlvbUYItCmmaHWroxe2m+7oLJ/oLklR0zlA7HS6UHEwTadkPiGcKX\nx3G+RhtqtkLxQggJEW/8+kFC2lE6ke5GITUkmNTkNGqDFr7h4Ik5eLHhhmUfmLJOT8eEJZ9Kz/73\nsDAd3hKN0qDoIgFWwqn4hpIGFrN+jQOQWRNi8QOhnv7AHaUc160Ytp+rz82gm6bERAhyB+w6uM+B\n4oa1dxgTcD2p8ndWA73LyfH3uKRtdIe7wO24c8ECju2ykK86WvmmCktDVsHgwtMu02T7OACRCGPR\n0Gz6yYWJ8pM/iBHbS7uXNda+kFWzMHwo4YJNhRIQbNesqIot5tuxdFtScJwc4LiqMHOQ0aelz5Yn\nrwxLgYiBiZdKS3TCu0iJyK+cPhU8/I5Obrq0+FmQ2yXHpq2nFHSxekYcLg80pGVWiARc6SdPHn5z\nHSHWxmOd+npO3AhpkMRNYtcRByShFVcP+jJllhxeVucQYEyg/AhzDsMXBLg/MF6FWAH7u2keZJDa\ne5ckIlBzwZxAaqZZtLFMTB3enPJqJxZuyy4KQ9kFAsNUUGx0L7jg4Ves/i1c4vMXnwoR54U4P98B\nZwA8Pjr6cGY5jKn87F+/gL+YF19gf16BJ8MNMxCZKE6Sq9Qs8zNrSLtt7WYd3lzNZRxJ4EjzDyyU\nHWBn6qNyzQmwUvuCdTEJVp4JLtPUqDaQiXRaoEc0Kc5CS4+6C+iP0VgBit46suqQ3ndBwN/m9hSM\ndsjCIMK6vvdoDyqCKJzv3/vGFWWHNs30aHDDTTCxTnP2UkHQpUdbLPHQLpaB6iSi7iunI41CDXNu\nyY6lrJtNyh00WOlgEfDAfBB9lmh0pGK0S+iJ9E0NM1Ehyi4ksN6uZ93qIgB7f6RCoBGMTLpJvm+D\n3tZnO+B8pyEWZ34wuoFfK5gZx4nVpGTFH1zGuFC46/sBF7H6c84UtUe192i1d860etTYom5TwtGh\noh6glIa9ruI8EadKmaMsRzPJV91o8ydJNwClNG2JKUeMmp4nzAI8h1aXK1rTAcRL5VJrmTMncv0s\n6YU/hVBr7+GTp9xhE9+USnuJs416t857vnl8UKl2DmpKv0IlbBhCY0qal1baKynvkgKqvhWVqFD+\nSMtnqTdIgRyxZdNu1DgICH8QMWzSpvQExWpQHoSowhNiblQ4Bw2d1utTEfh9/6nGn+1Em1aIvw7A\n4bpEeRFNX4lKfcXbA78bVCpdmyZ+lgM2ixLHlgG9BC+L48D+R9zsRw+WTo1tAKiEnQ1hJidLYhFK\nVoYIkphV4DW7o7iL7fQtxqziSygcwwhW/CcorkqZDY2umgn8E17ohSxFqTxGLE7KCDcW7UD/hYFp\nWlETRCG7lLHTYnhL5ne5WVGazDHp3EiqdahBaEYiVfBks3QddlCnndtoOT+ug/YskU0P8MLkoZwo\nbLRbxn+VKe50UZDRtpJ245kRO0FcwCihES4sQKy5GGVyhcjXuzoIMTy3GiW0GRMaEmFDQ48/Y3mj\ndI8m43G7Mf5qap0R3b9CJFUO/1P5Ijno1oIo+Pb69e/edj/99H5xRyx/OVnCBnIJ5msAKJWMs+JJ\nkiuWZ5UCah+xbTo5iWPmNSdNHrcg162dC/DYwwSO4ByFFwnFPCpMY1oSvNDYM+gGuzk28RJNSqhs\nPtrEoNxd5vBZFdCY8O4x1lfWN4OvrHgXntSoN5qmy00fBLGDzhJ6g4BgGES1tpJVOOS7j/12eO+h\nHz19vFE60OmC/hTNKGRNJUnTlKEvGgeQtnScMkmP6DzbqURBH/qEjiFTJE5Uq4c1/clS7jb3aHAY\nEaKtDNJmLkdgKJ1Fh/XdGXWUEfv8X6QffdsDoBBQ/9uu1osxoDY6l128/ygyLIIARY4g8D/5xH5h\nANOM7k2Wyw/06JckSTIvJUtlByJUoUyjqMFFZZasiK5Bs6BVzLRqlBI28n0wNS1ap2ZeyUWDjEvW\nSmYFG1cKO36srVKMnQaOURflIhpEJc1fNV5BxKno+hg0YeK1SSmInELtVW2hAswIoURNGxmDsK5Y\nwZqsqY8xJOF0KXVPqphG0j/Qbu7h9wP9BvUn0A+3H5cedQMANkJjjhXqHNxT9YMKUmHHETZ2E7KN\nDp42e57P8HKdrupqqBo9i6jK+sUuVZOMIgiaPQJkLB5RwOeuBqadvV3a+L7aT0y80w3hpjlZbtY+\nVQdM/xgA6r+FIsf8ZPRJJ5xmvBd9jFMJBE6XpBb4ZQDMR+GsQFZWqxExj23GLCRjxIpoR5VY8FJq\nNNLUAHr13B5REFTxzcspK5yKmRCspTJHbESoUeGToMS5iWemepQd9IyNCAMZD6qoCBnUXC/GBUXy\nQfmNZ66jqNQUhsyp74CEutVglrtUhmrls9NNKaVGK1l1WRlpkOId4K7REL9XchKfNOM4EqPcuJVV\nSOqVbrUX004KlxLzSlSBLOGA8YebLOpaCcUKHvVo1qkwu5lA+DekMra59Q+iePc6QtDSddFHUs1T\ndkHYVzFaNlE7qQw+AcD+0R9lARMUOVQ6MluJrljdhSs1Ho+PDP6GHAsSAI/Gn+OCi9l4LLJQz8vU\nU9afabZYO1m/RKh0nlBRjDet8cYF1l9rR4lxzsrWXpOEtyZRl8VxMQiuTZeHvidRjblbJey8Bdd+\nyPeT046JSKcfAXeKExvw/k0agsAhgOcSrDUgoZdmyzGsQ6/fWiui7CkVpG5uBtFpTxMZedSalXdQ\n2qQ6EMIueNGg2604lPUgbKz5/dQMFse0GkpQ2aeXdKFgiRSeCArZPJeNI8DN4hU0IGrEg9RtE/vW\nbJirPtFR6PXr23uP2soq+yaiG9aoahp3wm7sdz8BwOF/CMBCg9iQANO5kulwlI4+hqR+0QpiMFMD\n8NPW7/wrFucQeQbY9DSodKEjNsH62RJAYH6fo8PuU0aLXSMiDP9K/1LPzkpYtX1l6g2UXaQkblqm\nPWuY+uFQS59o2ushaP+DYRILCQtHrHXETrHZM8NFa4egS3bbrfJMT6NBthpZtx9h1ighS0WQFg2d\n7xBXJzFWE8YdcRYAC5er0bNXKuOp2ttGLf0cI6aP/6XYBqJPjx8rJVLMEqSpDt+i2qAHTCtSPpQ0\n8Wf3XevXd10EtdSaJMVZ7YGbQRp7tB8kJdfifHtPw89hIQaaN6WbuUmBNN4nmtjBJ1ywPPpaADLx\n5SQfXD/5nR5R9JMP/zeff6yk0p8WdrRignF5trwcgP2hPUbj8bBwsAIEHz397bA3Xjv02XIMrjiL\noE2X+vaPST5dcK6BuzamlFgjxdNXCFJCqckhFLE/qCjm0BbNXLZDJ83IG2tBt1anaQ9Fw2XU4OAo\nMU6ZTcc+mSbhubeaeMrKV8ORkoMNGuSYBXR7FYaGmCNIuklJl7NvkhvhEqbCZa6yuDMWmXtiY0Mk\nTU/78gEZS6owNRAo9qhqydQ+/f5dyqBEC6wR0nwAuOjj53JNOj1xnGwo2qVOddlBqEACI9gzkdAY\ndGlzn9wxNt2Yp8cVnxT8zXLlpBN8HIA9kxp/uYr+SW97e3t/sbg2H/Ft9PtP4NrNR2l6streO/sr\nPf4xAOaj6DNtAT+cXg7A4SyX78VKXms2Ibw0tarS/BWzWaEoc6yfaNL9mEvLMYVYxCYQ6YJOkOKk\nITXlkuHohGeLYg+ZCCuW8SGKhAW+cbNiV1gfaHsX5018aZaVeESwTxJTnHRIoI2DRMxxkp8muTQk\nQMgfjMKcqR0ps4pIWj0ZqK6bArV++W6jR5VDIRq+wpavvabOTZK29vfIdpqU3iftqEGzo3Y3sIEF\nFZFspR37x/APWiXkGcQBVhYHWYSNrl7ZCapS2UADCc2jjdLGLtqLMRZ4KxYdIyIsEyMsafyjAOwP\nv36Hzcn+3/f3//7TqseD6yfzFdjG+/Tdam9v9dfTRSbhcfFAHDgpjGO+vgSA/PmHuWoqoyzLno8L\nEOZ/lktem3p0fDxdjjhAtFsyUgQxHuWf8QIjlzDUoxb+Q3SD0did90mlkUSc+/3U4leYpeKWhc8x\neL/bHQy6dVDolCdVrpeTskCajtdo/Z/iVUM5kGjdPanLaNPaDQYDDMRp94ZCB1FhVWzkrz147UxQ\nk2MBIpLRmhhBipmOoMlmUKZL39L95JC6cMCC5U1QFawOjlFzo2/t/cJrT5gWTZ/B9ZggkdJENc4H\nSs7gYXeId68x75ad3c3SxiMWrkbNq8G1f32/tXvS2GpTk8mlOYbn54TkVUvkPhOA1+bz7b3VtdV4\n89r2o9UC8xbzxWr/2rUKAZAevxKBSdYJIfv2enalBczUeq84MkTC+B3xMDv4XZ1cewgmTLs0rDpK\nXFDo5/qB0ej2aD5v3W6OMQ+ZnIgb81HMwx2JJCKr2R+S5dMMA3KEtJ1YuzofFOKYtAJijypiKZNZ\nBAVWVMJGKgJz4LEiDDKg1JBeAS9y8NVu7CFZ4SacskPknCFRDTElEiJXOCULMtJep4RID98+fLRd\neoQ8GS4THxnZgnaM+g14QuX5eZl6gMIGfA44p1Q7933ccvrj03BcH/Jd3PB2dRgI0mu1x+/bLYvy\ndVAeSeKayYsDyVl73K2T/VOMTfzNXgbAi0yE/xCAf9vevjbWQLu+rYF4ltC8xeHq2mj0PwzAve35\ntUcfaQ0P12C0/BgA1yzd2rfZY6zusZxNZpPldHJ8POkltpuF6+jRXlF9f9MauJUU3lwjbt7cKo8R\nyJ40x5h9GaceMb9PTuY3WszvhtwIzPpJ69UiI4ZT7CuT3ng4HmHjsIEWQshM7gwiMmZKXFF64iiJ\n6IhSWh3s2YKjhppTCbss36bMhLLp7LC4khkRUApywQY7Vq4/5Xq566vdEm4ds2u1QytRqMCUkgU3\nd6NXSZKuMILBGm2uuaWwmCsgZVgKS/u0qRPz9/hzDkZbmKzvOOWy426WrgtQb1qu1X5KeIiE1xTz\npltQ1PC4BeDwIsaG6wj8MidMLvjadxpo10bzn/bmGoDXtrd/WvHIIwD4098hPvBpAJIrPjr98EkA\nFnsn09l6Hm2+ODqaafgdvdJBIH8caSQkzPXSxkljMJn3hVrs3p47W5ATGe7saou386C8gykSiIus\nhs4NMV+QGElv2Nt9UKn88u93YqessbjT290dDXd3hxqv7k55PAKlJDZXfp3DYnsbbBXjVB5UoQpC\nwlix9rgpbeNMhVvnRXDml7nNH+frKBWXhqC1LxgyNAZkpDJT7hdvl1wb26UJcfQds9oRuzadOKXi\nY91P6pblKkh8zRSaD8Iuhtchj0D2z7UFaAydRANJkuMafuLg6d3SNqgJUcgtTmE4HLEQyq/WrAYU\nqucIsDMAjsfn47x1AH5hEEgueH8TAOytft4GALULXtmRx9//uvp5uH9t/yMATIs56+HpByp5FEnh\nOQCLrTujXZQ/NLFj7ozO1y8PX2Np0dBcPXuu7fVFVUYtFNRHylvlxXxR3npwB1N/Ww/ubw1ZgWTs\n3Nq6Pe3gS+d0BLmRrcHZ/Vs7UGu6of+5pf93e7WiR2imJCNkeIbKwr1nQ5JVYH5S7qAjdCPCZdok\npHneqUWKbxJh8JQY2l3MWvT0kqBCQKEXGbfDJoZiU23ioDNzvUQCmrTbMok68PnYYEIaSqLsQnlB\neLWwQTS9rtXdtvQjh5hcKCLbySS+I3T60agPTKfd0xaz+3SjtI3+sPIPKK9jWgOfgZS171jyXEQV\nfFFMQs4npcNxjr8vZQpyEvKtBuCjaz9fMwDUuTGPPAKAe5v7H3XBxSO2ZR19zE+KpKxhQSwwt3/T\nfIRpwuvmliYcPD6asGMemhCKN7UmfFOybGWSLGQ6v33rxi6mqu6748WN4ermrlEgWczvl1c7dxar\n2zvj+c6dVfn2Yu7cWM11yOjcXDW3Rtp59yCQM7891I/MR8IUAJWdrkMLL+v9ooXqOLwDR/AsubLl\nQo7w7Mid2WHHkrnKcPx5+A4GFjqXOo5VsRGDJSnzhPbd4AfXS0QJo6a3iGrsprFasAUmH98h3WhA\noyZVo92Zcr8P+tBRiC5il/CnSCcEtWenXGkYPiDqVl6cOhulR5ajSO2mBgComF/kubxjhT64jx2e\nqvmJOuBw3AMMv7wSaMowq+3V6tvtRwAglKfSeWV7/9Hsp5/O9laLR9oFn3zWi3lrGtPpyXyUFRGH\nRs0tU1CdZgZvUjSLs+MJoGgkpicMQP6M1NJFqJ1SbRU6VOliON/aerA1PBmOh+WdHSMA8WDXKJBA\nlGkI7Tlxe3Vbm0nn1mrR2925f5vGpJ1b87nYMo/Mac+1UfLJ5pMTmhmjZXM0g8nBYNxKsnI6byu3\noxYk/KHsWBULpiHbESYYhB6Q/gvNFlT6EzvHZ56KlxePtGMkiRgNSG3PuNTdjtAYcU242TzQ77KO\nnTWpsgVt0vcV2gI2dALdZFaq4nH1OPbKFR8tbphpbrTtbpQeS4Be6ts6RsBXGVDbGm/E9bghTjEm\nr1EJos+aCfkKonRWiP79u21tDOdmlJPFqPSxWpzMF/OPtkPywz231AFZqPnVodVMKNq9ogeeseDg\nhC3f7P1b87gFINkEskkylUYTWYrFYnijtbi1M18Mtx44u7dWzRv6bd8uswJJC6JMSIvn5durG2IB\nQ+hs7Yj7D1gE5/4cCk0uPTJPmYkTe/o6cdZDqEEl2sEaaY8aarG0M53UHnbwZjgwgMlyU2FEyWl/\nR8y2TF90hyWXVBmYc5NKQBVzfAzFakwUFvoDDZHNEhdSNDZdEvLlWmfFTLTheRrD5IFbHKWhwofX\nwT68yE/hh6nXq6g2LRydpPSpTupyABM7/1va+LafQmAGXDK/LnhSk0KEljC8NQgYNZOLjOg/5zhZ\nzWHpLmjBjD7P9vHhKZnFaBbgI7hiKUdLq5cwm66NDudFHEIh4Pfu1x+eh+HzX99Np1khmqcHFdXe\n8oEPT/0utmDGhiuDJp2SzIc3xuMbEGyDPVz1bujsVzvlLZZVfXQAACAASURBVLEY39mFIVzQP6TA\nuXjwwHw5ThNlR1O5qGZqHqjGwNxgIIlMW8bVRy9BJwaxaZxAQh8pK+MvNXm0Qo4qTSkTi5uQPfkN\nu52XKjkpt/r8cIDEpnSd56YECFENKj6jqWYmxpG+eEbazQqO67wh6tJQqhf1BBIQn5IdQ/4RPFpF\nzG0q2mj8VfCHyxjCquyHUayyOiV6M4r126gM3ggjGkv6kwF4sqDp9Uu0iObqs18EMxHiInsBrlgO\nZ7lgx/lCDD8wMYtel28s9ePZewAwZyyT+xIGi3ASOqxCEqzxc39VvimgbPjgxq64dd8okCwWWw/G\nq9v33Z1bc51quDs3nNWdO+79G+LDDXc+v6lt4u2yfkTcv+GOtYfzPEPfQ1ymBKfEcFvIKXsyyWcD\nuLKtkDo4lsLD2lr07lKzlTghyQLFfVkkMQ55bBmEfYRnKUdgtDREkFoMVruXtmUKcqLoJGF3YMkU\nLspEbi2qBZ2GVc2Isvn+TpW0K12nmpKEr6I5GsQOnilROw51uXU2kmyXNgRK43FZJQc1VQk7HDpR\nwiwaYQtvvSWa3CSq96lb9OcC8ORqFaJ0/iX8+pi81nkzCC3JWZ7jruEve2BiyoAZ/p4Df7N+BkDJ\nqgPKSAgimk/FvOVqD9vbWSx0yOe6q7LQ/+o/N4YCyWLhPhgthvdvP0AscP92WScp+junPDrVHni+\n05uPd3v8SO+EF+BI4161BXF5PASF5iAy+wntVlWe3YtdHqlJcs4zH1YxhhbYpDKTHHGZ6aoaVa4U\nUu1bcoNXx3xglYGPgDGTbiP0kyDfWlauwBS3o1rLtQO8tdQAG4lKDxR/Edcwh9xQZiDL0U64guhQ\nO1vfR01R593bpbsHFFBgwUTUjzs9vu1SFnSDIHWMPUrm6EpQoz/JB/yz8AcEnnxug5naVXmfcu1F\noGGZr006334z3y4L+Hvxnoxm38DPMvPtCU+Zhjxc/D5ExEqNxPF4wR3FVFHRWY1IZ4QeO3EW892b\nFPGO6X9Gg2TBuiXzNFu7pQ1HDNQR09TQP+2waH4oqtDSjg/H1HFZcQQVOdCtmW3Dy/6s5iaq2Mg5\n24wrGl7iUDCxEa67uQEf3qvVon7a531j+MVqNe23lY7Q9Duq8gyCeTstltfC2fCSQZOksexGZOFE\nJNTmHNShDOKUveB66W4Y6fzD0Un1AciF1E2m6XUmAkYYsc/WR9Xo60HyZwLw5OMqbNp+qXURjauf\nSpfmspm44enZh2XR5xZzkkJROsPfG0Oy6ZuOqqmHcJLpWAllV6b9heSrrJrQwk2a7TatMVIg0uOa\nUlFy0bp1//bN5hjc0mZ2w7ATxG2Tmu4FXzVKIYhxIuznAq3TdJET7suYWoWrjJID1YLjwvoVarGS\noC5VAiFL45g0usPMFUSVnnEYLibdHKess+CEuHoyn0rwtGOsNapSBFx4icLAJpw+WVO2eF6c9gPq\nxWEdhXbI7oGOBoWLPe71fqpfXBzcLd2t19pohmDank6pawgSYMLEFG4oxjgNmDSDetSWf+a61pNP\nqgB+mRvmM38egNAyNxDMVrmutz/eUu5hwr+3dt1cPxtbY90MBOi8rZpGNXROaWxY2qYF9cyk76dm\njyrlqsjoV6vxcD43fHOVLyBCMezEFL0MF5aiiJjY2BzVcTVPuqnRNuKZdZ15KokZR35/qFt4PDUg\n1+2/nQfCrjZ24W1Ob0FwNPQWYvu4+t1oDyweXS/Tvk8KKJHZQTeoFzX36z2yVn6jLbnQ3SXmvqPh\n5mj3Q51lXh2lf73liEa1pzBmTGWZeLcs9u+W7vl9Et+vcp7MAyOJ/eQxjzUJeyH8Kq1Sln+0BSzg\n49P402/sZP6FPK/z88e0c+zD2ampthRIhPZ4n4/mh8/fzezKkX7h3UpqoEoyKZiPJIqcHP2uo7j7\nTXKuhm9g+Y0pkZpPTrAt5bYDUSOyUbRQBPr5irA8gkNmnhaECYz8qdEoVdRPZa0tWs1ptsJo+wID\n4tANQePs+QCymSHl82CFWhCvIQlBvFfxZWwrhUztN6NLQm6WoIj5iENG/ktiH2qqg84BJq8EWrXU\ncmZKTiKbAcQVKn2ljDI7rLcfhZVK0Evjg3qdtkJIz3E8Z6O0l6Y61eqFZgHyAQ9hiWyTmcZ6rRf7\n+bWgleziz3PBn4M/PO2LR32FKObPRkNLQ3Ca58MFgtY0d74U/nEVerYmsiDN3Ag3sLi6oPE4H2/t\n6Ax49GHnzpg2nZyM5mJrTJJzJ3gPc/cGqFm9xTsdDKYn3KoZjzlGXMxPSEiWnFHK1TpeI47SCBiC\n0GTwhFlEDBVSRhObZDdhxUcaQTY2OhusiqnQYlCP2KHM69LJLrO+KtlY4gZqROoQwuEJYTjD7W0M\nVCUeDfv2JKnOhPUIu84lz8d4+nfA1680A+TPvlkKJTAp1e3Q/nihg7hK1EB24zrljdK31Ah2RFT1\nU2e/GrVJOB/ha7uLXpObNHHGWZawX8tCzT/DBcsvwF+CjTWfX5AhACZFQ2spC8uzs+Ua/rKiYOZ+\nEf5l+zZnReALlmfkthxFg8gV5vcf6PTjdrl1535rtRA75cWqtXPLWSx6YCeo2GxLOVks/7mze/Ru\nIcrlMi9ImY/1U8Z4tpiP0kzPMtMHpliS8IIdbqDhSUR+DC9px5ZjQblqnK8rlobOIGhKWBhTRQPy\n2Fdnfuqw1pBH4jP0ohrN7vU9R0EXU2yWqCnnurTBMnWrBaNkIjZwyIDOqN7VhtYPqS2XcvXII8kw\nV7TBPMQ9BMGl0uMwEO0GhhsSt1wOKXw09lfbwqRa71DII6n015NJb2AGpNWfZAEXn4m/JD354lHf\ntafnpC2EgsVdIhc88PNZRq5hAEqZK1qa0oa5yvCjzcWDO2Od/65ub90qM7Fg9eDmzfsrB+wE4mE9\nuA8xy0V563/vb71dPdi6tbO6dRtrUZytnTu36NlUAnVMU4s2DxuVadI8ipmSkvLfdhMbYmSxnpd/\nWqPxRm+V2O2mOQwTucubEmmzNE0GQKae+KP0ai4XbySJopc2S9eTqu+RNwycxw/vbmw8NaPiylQj\nuUQZYpQSi+eIQiBpZZIDypjOfX2sonDoPeyWNr7rB3W/FiWN6MCvJJWQPi773riuDX+loWivjn75\nXq0heYhaUSb35wBw8dl9DnUSf+5T8yO+aAEBqg9nH/Rxqo8CAAse+Pnb7KlG5eNcRIkaApMBcLOv\nhjdvlkeL1eJG83R+ezwXN1eL27sLKK2PbzZPsA/g9s7Ozni2VZktb5dXt3cW1Aou31lhjd7tnv5n\nMSfBzJSlSWOeA+WWByULUpjxI17ulYta2wEgQyU05SLFeph06TK/4XnxbsrfO4lt7AjemOXG2dAo\ntVJ0HrLdvg4pyyB8+kRjD4iEagZ8onEKlY5+XkD1QFIG0daKasmoYTvQYj/gfAIsfZmK7dLGU1/f\nVoMoErUGCepURaU7SCkHiSsRyvz82uTJUZ5RUIOjfbp/DgA/H3/JaHSlB+4Pr5iVjwvJ4LDIP5gt\nT+k4K+Qg7wo5yLM3Vmx6NhuZEhp5BnuN0Q+FKAsGbNuLxbx8e6u1Gt4YLxZDEAsWi5sC1m1n56Y7\nEsP51n395Qrcg/nO7mrLXWAvFCgJuzd3e3M8G56aFcdTrn6QxzRrb4gNSgv+BNPs7TorezBjJbUD\npTb4SPPGHkY1wdVPiZVKMOdoAueIOS6s20BkFDRQsPWhtJlhb+9bp/q4tKGT4ZSEG3CvRH6jGtDU\niBlaIQI2WNyVsNF0eBETFaFkUvlG4y/CPZaKTqPl2ioftsmhbSKqpH1Ik9WKB7KU2dxOlMg/BYBf\ngL+PdeQsGUz7weEaEOM4H7kcTjNIZb2P2VkxEzYx4A8/UBqSoXU1OlcAphIKug5tkh1P57+jsnzn\nDgBmqQbjG8PVzk3wEbBujLaljLH+aTi+v7vAdzcASWc1d+5v6XjwxuiEgUXDnRW/yS0XhgVdCc/M\nfiY81rQGQG7b5moeTFeIC+sW+Wkk7SB4ZbsEK5AK9h4TUFpIuOkZUvCIpYbFNmHv4eMDbabc6r3S\nxveDlJMiGu4LQp8bFlbTkiyqE4um36Zdhsru8979/l7pehNvpFmBwgLhNmz4RC2ifaLNgKvo5l5X\nMNVQXzBb5tM/A4Bfgj91NSFQXj0RILhdgRO9DkBTeD4rVmLecP1v9kOhDwcLuMomKO3lpGXRiU+F\nBJXOQf2bP7gDOoIhFizEzfmqfIs0zVOdBG/N0zhGKqIT5k5nazFf3HTAVajoZ2OFys3xXOYvj16W\nb4p39u96SOqFzkBiZYc9+enSVl1UFqWS+aAWMG/VYqKJSnilB0pAFBs6gUZ4Gyur8ZRqC3xARVO8\nimb+IKrxkGRKa2nqwf7dPZCKXxnULE/ovFW/zVa3q09zh77WmQVpIbq1jqiHvP1S++fy/t3SprN/\ncBAEOh2W1Equ13ospGqmWsnwKR6VIa+sUjtPTWTDPx6AX4K/ZDS68ke9NUL2ui9OjcKdXWdTHGLn\nZesFH/yDPp49e/HD2xfP9Al6C0+NVhymL4k5Isx15vgdhExozTfHzpbT2rnhfti9VT4jYoFYtbZ2\nVvOtXXHn/rzf5m0p6Xy0VRZ3aGHKaK7z3vLWuLXliFsPTvWzFyesNonUoxk2BolRDBQ8vsbZNwRk\nkpQ30cR2SoVuNLCqpG24cebBq635pySsS1PJZs86bapp4FoHaHPpZ+o8V7vONOZdWYx5x0hGNqTr\nVMN7pTokl8BpMaBxO03mfCk43QCUfYzbq5iU8hH+gc7olMvuZuleNRi0ENa6cdIJqo1uouy6Vp8a\nvkyMlVZUEzwdmhcgYYg4+ePrgF+EP3jgq3LgT04EUMg0nOazH1njjerSa8evz9CCm7598ZzwR4Vo\nHv+1RC+P1u116S4mHcXRXNxBHXrx5n8P/u8VEQt0wru7WDTv394Zj5/XZ8JZaM/VHrfu6KRjhd0p\nJ4vd23eai4WDR3QIuasRKmhpDC4AVSLimLibJp1NjA4SqR95a40Ong0yq75EFnTIThBUoygyp4CE\n30QqzZ6k2PEOQnpNIEfFnZD2NUjBk3ZsV41qc9Sn/sTdzUAmzRoUh1zhx5Uq7dekvWEagAdhlfoa\nyOO1pesOeFFoImrC3QX+TFCKv09baowjUVxzVrRZKTVJlEiJmUALb0kB1vs0ABWGRc7FYH8c/tKP\nUPKP1o8Mp7nYuJCmE1KkHtCa1xyApjHy7v0s89T87D4Gzc21Jb9bDbqJ3WJLUzmjuc6A56P+b/qY\nmYmA8Ttt5hbz8Vg79H/9Nu8Jz3VTMyiHigtVo01NWmGcTkBc1VTFLOQKIJP8Dri6Z86JUvkzFYdu\ndjkg4inzFgl/ihRHHJWifElcfI3vqKWNWIWWAKPIJ1gyiQEF8rNph9VggrVNK92tsrXSuWs9sIsE\nA26EJ0EVPjuTIk7TGEZXBk8eoqRzr6rMYJ8k2gvUcDDRlySsbdcgpRjuZCYuK3B5jsMsRm4TfgqA\nmR0a9z6nXvxl+LtqbzWO/jkAZpvP1msnWRmmwAmcfVjajKRI0s9G5agWmC7y69zKOELmCHS41IWK\nCE5pxHcyLZpxgm6sT/SgXkczU/tqqqWkbbvBnp4X86QZseGBkbQIO1apYX0joqvEgrYaGuG3tQ+n\nmP9jpb1wseOBeYtN08XmESbeHs1V7l691iax1SR2I8suJRhC1LpywBDzqXIDAD4Ma5LholFpbsGI\nptwgPkg74Vx+6whUXQSE20iht799WqVuNnhZNNyfeuXdsqhQqpu2qn4fAw4uJq6EV4FTjx0rA8eD\nK9oefgKA69Ppw+EnQPiF+EvmltD2aQBe4oORtA0LzAPLioYFnK3Xo7NVw1m2nK6y5R72pAc5DuGH\nApHM4TxqtHmXnimcKpQVK3VcvkEVtYa0QFJhT5PpeFPKZ5sYZo2n0USBbLipo5jRqLzDk0o7O5zN\nxnE7mX7K8VtkJPb4Bkql4fdRS0c0k6ZfD6N2LLnZRlCGc3SF/ogRQFbvUR6nQ7wnpcdhz6zuYr0i\nxicvh8L6LQiPJNKIfpTLj67Tqo9ve0r2UiOCpzgrRD7iD0jmmj8IabOnmLpyaN6KzhaHq8oos3y2\nBfyc8bgvxV/6MWGET/9dHUeIjnWy2TJ12rR+uixuWL/sSBcGgN2MB9w+Zwij1giUxY7ZfIqQSKTt\nVqcbgE/HcTQ8qGcrI4U7idYicYlZWdkqLKAxcxFm/ORcIVzRhqvETIJkAOWegsF5nXtmhb/nEFMw\nm+zTIacGu1frahQcINMw1RxIvYUk7RZjtBeFlSSuhI9LT4LU9cPzR2THobTrFM6jvevXSX6fCjiP\nvx9gfAuVG3qS/nPl/aARhdWBYtHDVEB7H2mNH1UPOrFbjSwpl5VtJEnNys9IQs4D4SMDcl+Kv+Rj\nbKzPAKCrT+owR1kOt9MPH87OqCdiUl5ShWFlGFuxHrJeervQCq2evwj1kwWy0C7WTQhay0sDkBzW\noLRQ3BzEpTpUQuJC78JOT8bodOg0J9OYcpiradAaW7zZkRHLPchVZWR+v0S8kTWl5JbkC2FOK23y\nxzGvzg7qfSHaYUgMQSVbhL5IG0D9bgIjECJ1PvKw9FRnw/YTP31oUQbiDLVwPBHvYfGDRuD2o0eP\nymXRFNkEC/V5BgElLtWKMoui6E2BjKC82PVrnU6lgnVh1IesNEmRlohduH8/nQWf94V/HP5OPvYL\n43N/9qILJhKVAaDNNnIvi66IhiHhUIPvlAGI/xIcT1Pm4XTCq46qH75Y2+spbXeMaB7Mm4sxJ6DM\ngjo+8gleU0vhPb92jybzr1AvFhyJZ6kvR3qxKdnGwqq2GkphhsPA1zlDOzHaB8R+BchkFJEOISep\nXhD5Djj/JMFpd/TW4141alOqKj0qFGsAhqH98dN72H6IY+/RxqZbDRQ05ZzN0kYZnQ6q/XE9MuWp\nFNoTT7/cGMCo6TfvQopdsu4sKSS5JutOcQtEAbltqGMynedzyAhy/AlL9JX44yL0VVWY8wDUELzw\nVJ2R9abL2fHhYa7FUSwJgiVzas0hNkVPzdKl2fS4qVZNupyXw6/Rkq3w/3JJSXYewigSGB2ymBXV\nZGFiiha78KQTrSCKjdhpYiDJ2xqUZA0Nqg0z697Az54bowRMBAS3KzMXS0eLggKmc3PDDd29qnkD\nkhNr/pM9vMGD7GNpBLUG2IATQ4M4NgDk48ldHdt9G2G7Zj9O7pWeYEWcqGC3bKyYTSGw7qZCw8Ks\nzyCVoVhBLkFRh4BOCaZFPGcXw33lXY5xkm4UsOaHgkhM1MHp+WQSch4M4yuZK1+MP3bA8ioIHl1y\nXPjrKtEx4OvXJt9dE4TJazMTbhKfAYEagpPjCeQR+slodQLJpuhSACLXeHz9epnOO6uWQajS0O5s\nnpDXVnKmFUDH8tFJ3HSo2UtaB4LtZUL7u1wvMVdRKpPeJmw5DdZd4gISyTUGYdRUn9rdoMuXHG8Q\neSXtXuJYkkYrY5OtpAlzaWAlBwOS+A+jXoI3lOg0hcS4mt1aBkDsc7j7LS+1BZOak5PKY+yWtTI2\nvCIRK9X5jkMgIsyEeUJBHdZT09J38HB09lx2HVo2F0a0Uo5mmwWpv0NJHQPtn1eIlj2W6bg6APxy\n/F09GZxC1fQyAF5ifnvLiXapUytOmZNRMys4mTAH+sPy+Jhs33HGiJ6vUhG3rwQgLy9knGAInNUK\npJEHSpg8F9s5XdOaYIlAY8k6PXZ3Gb+KCmHCUpkplDJTw3HCCgJG/CaTquEooWoA2KqGkme6fSHt\nJDuhPc4iTza0tAiWVMepnEyVP0hdQui/2gcz329EfTlgAGqcle498fktkduvaGtIC0b2miRjSFXx\n5oHGP1WkFOMPT2WSKYRmnIR2OxCvm/7rxeVdSFHX7H6nhNbwdGn3uqJt1p/fCZH94ZUCRXL1xfhL\nrybjT46uOi6+geHsiNZoLmdHx1kuMs3pqKYYPdEAnLzWSNXmbzKbWEa0Ws3N9Qw6tXoOv5qPH0PX\n39QUaHcWzReSnB/N9CjeFWJauNLIOtIjnnWlNaphMLfUJBpmMVYqjfoGcVc8HgtNRCdIeIOnsgJE\nnPe2TOcn6QOSde3AcnpWNtCUTbkQxx+UQKhbOhzi1aHSJ8KwXYE1kgg9sLpwr/SUMo/tg24vuyIt\n/VnAWNi49/AgJW4XqSrFRBaieVDaN8t3Sm8wCGo+73N06APGHuEs6aKnqb02tje1KpUYS3f0KyPl\n7mG/w0FU/WN6wXI1+uLfmad5onju1Y6+EICMu+NlloQUtDk01iavDw/1755qEB69fn18jMXX04n5\n/ZF+652gBjIv7fu0NQi8L+j6G3qy45qNWJanZ3Zct3xlCybxWiPN8KuobGiYH/wDarrFxJhPVd4i\nkdyaj6OAFM9Jm9LQxWicx/hA9tJJu220pmORWKXKnMlKvAqdDsRMo+fkvtHsdrsaipC/qkGhjTOt\n4ElJo2/jUZv+FP3Btl/VgEmdvW+foiINywbRTJLcopY0reJhVfaEliizQW8r1tex5jvQfplvxCAl\nfjWfI/0ZujWs9aRFmv4fAUD5uTuoC8dHpDn6VwPwYggwPJ5Sa3d29HqZi1JaZSz8vzZ52g0fTz7M\nEANOWClhNrUvoLQfTqy6vOzZYjSFy5QlQaLA5dSCVMloygIOrxNU6/oCYRWxtESB7H0RVFTsYz0W\nlE05tGKKPZcUSRohHzpn6ASYl7W6lYTURCFGqNkOpL1p2RzHMdnhDH+JY0ZMSSyNRFxM4zdgNSBt\nBrtk+URW+Xtc2nzcNTUV/Z9WLay2DbewHTX6idOhEK7iOTXfiLKDtJ+qrEPNn7pBE4Oxm18buysV\nNRdKQyTTeNRBvRFU0DQM/xBlhK/Bn/oID3D4RQB8ZXzt4fFyPf8lUY6JlciaTDG7OcnbIuY6JeSH\n8zpy3KJw/dkRSSsxXrgNF9uWLkX6sTab4AQEsW2V0cGjbdgBy8qX7QanAZK3zMjY8KGh1khdOcvN\nonlOdC5qVqqc5V2QvWgT2LV/wi7FzcJIJV0/yCQjBG1uQssX4gquy2JDoJvSipGazp4q6CDKuBPm\nShz5pl0EmT6PC+h3Vg1i5j83fEEFg4gMOlQ0ZWKmmyWvYEiqdUlzXUU/YOpHitRoaIMxHAr2iPHu\n49ofAsCvwd/HmsA62MyP4blqzEUATpeZuz2+KA5TOLLhYX5WUiAGjFY024ElEjw5/exfs0cQl0uJ\neUmyQMIquNjCirJO1wxXMqVZFZob0N6geh3ibTN9ovLSdSzyGrMwvBgf+59js1bbEyltTNJRoC1B\n+mHUNr9iAk8lKoYawwTWWBpZGNr8wPir9XVU2qTUCkus6ymL1htjX107+babKIVT6aiYSS1R0En4\ny8b/q+3rn9u4z/yU1In7Q6yYlnwSk5PEIB3WysSto6bSDSnxbE3/lzoleWU1zjmXmBfdVJ2R45iO\n70rPRA1ICnMEFhAgSJpZugsuFsASjuUTa1uWKPAIEKQI46B0YcACbA8IATN9Xr7f3QXf9OZ+TVMg\nXnYXu599Xj/P88xyhTB6PTiXiVPkINoDURRvkzI2bzrnN41+MR1GMslzftQktuzHW1uffWwAPhL+\n9AcfGzy3MwBTThMEMAMLxfsDUOhpl/VpcNzNoBI9PMvBfPPYsRnPYAswCdgsl2MUbuahmrZDp4pp\nIboxachJS3JUkWj05k/KQJPcm2k6rXkFzUqTc+PIeaVUlih6oaHXgAZ/QLDy/XIaJqGVSe0Oo0yn\nbggGFX96kUHKGAvOESaCpMnJBQ3w+/HFaDiUdBVIS1jP+nHmIfH7DXGLIakCk2w0uUJyw/CLMrNR\nT3FbOdEpUAy0pS9xzgE7WbMqd7ame/Cx+YCPhj9zZwC6PZNOXupGn0VbrDhcLHBDnNkg2wFQBmg2\n7JHtaUsjmRG25j2ggncvfzDouYbTTQT1RLRy0bnPqclWkCiatE+DapeamNgKl78P613ZE0OVaRV6\nqqPfDTH7bP6C2Bdm/emkJJksy0afmhIRHhpCxLkTukMMgN8EB7VB1c2x/UC2YERPT5JQJMmsEGHU\nH3DfOmx+Jjiyh25GWsaHuKd/ArtVyy5RdnJXnZjgdl8T3G9WGCpceYkB0VlhCWBDTNU2OXA9JgAf\nDX+G+eBRm06LcNOwkKUNbWAKudw2Uxuwi1HRiQ9u2A5fVktYK82zg1ba8lyd2T1V8QxetYTzwOkP\n4fdy8ylu3SMTZryYZ4VdbGdpMqCTz5WsF9LKpuEPR12qiucPihiMqcm2Frp73tmsQtKUDmGaRnV6\nRdGbxtMaTC6x18Wwr6BJlGp4H0fr8KW4H4dkok1HY8CUMDWNcx8H4o8am5omC1piMetmLBpScNKI\nPpvEFbcdKM2PnTExDthJ5NGIFxEzREuYFMYh2eDkQXzmI1LybTn0aPjbmQazYR8bXJKNInDRjbYC\n2IPLyxuAJ99Q7QBgaYtdmnoL7ndME7VA6qXLAEBPuenB9pqqEAMU/2Ohg0UcPp9uj/KVI2+YyCKE\nhB95x6adRbbRnkzg66T+3C+polbM6Bg0b5c0GoxlIYiVtOE1TfY6eco1S2ONOwSq3NaX3xwX+BNp\nHXAnVD2Wog9FsR+qAZYkTysE5CaILW3XwauybY6mpzJIrpI91maDEvuArwQ6IIm4mASqy3sac4UB\npBtGosEUxg7MeBIZ3XHmWZiPV5huPiL+HgSAcm3MCW9A4GIH0EoldkS4L2ChUNoMQJkr2eqo9HTL\nwPHRZtNHKrgAALQ8U3nyV9N2qY1Gs4LhwkyjHMGaVzsxx6pSE8QW7NHNs1XduzFIIIRToKEj8nNc\nlsKXzFTFPA9ZSiYcIF30RDI4SRcPmNo5Ph6WkbxXTIlQlpf6onEse4LTZQFZaQIADAQUOG4vvA+z\nuLOKL0iBaaSweCMhHG+nizgfmRRekROnMWAZbq8bmV2n4QAAIABJREFU9nN4XOeOkwkDJDq2DDT1\nYDCh2wxFUP56IhM3JXPI1JOBUBR721BG/XEA+Kjyb/tapC3C0ptCMZ3vWXIDEH5y2IuSOiTknFE1\nzNFyWKpbAxCrfdJZ7upneQanwAkBAJYBgJ0CzOv1EhEwGYErBiczzlXnaR5/lpbZMerIocUjii6j\nMPYWsNctuothvyqcThlOM1hhUiCZaQVGmsuI7RMkJhlq/iD1mdZFp1wZuJG8Vo0pnySwvRJ/zGvV\nwJakgIqX+CpIQETXC6xFJHJrE0kEIpaNomyfxHjOpFekwcE/ioUiHEP0hxN0O2gUuIokwM1RcGPY\n8ijAdA1KYkaiore1uM3gkFIJ2zl7DAA+Ov70pQf4pCEBCKJseztw0SYdsOQrYO4D/84VKxUbfvh6\ntS6ogJWKCMMI49sZY203nzIs6mzduna2XD6bylNsg30NQ52ggKAeI68yIrIm3KRe5yExiCGNOKgA\noqSimY55JWacR+cooAMoMGK66WST5XgDTjezZWnyDAZxjxgUo6MprRkC0CT1gEE3FVTjhJiZ6GyK\nUtRYBRIOig2jYEtiP0CqEYYbh7LIhKkgoO+cqvgN0Yla1XxKWJnVKKlH9G5TM5NgNySx9jeRMNjd\nD7NzOxeMptKaigTzADXi0GiidiJlygQSnUZDVrvzyX50AD4G/nbuiSWTQoyPHKFpQ0bOweBih6mH\nrjBnRsAlLnWo3BKrYIrCYHha12VSgkcJ67o7oIzNf618mYuNnLaj1H+R1KBDIcYGFia5huQVshNM\nVTxMmYkLSqChiqEM/kiGZFtMBwDOMu9BUrVkNtkWlqr7vuC0NL+qhjIglia8PNMXdjXh9fsmZT5Q\nfBVuxKAGIsqcLmnyOo+x0TgfCGaglqI0eFRJYVfEQCjMVHqcdMy2XljxadJN0Qz0N3TZRjXh44EL\nQeLe62lK8CSDpAyQ9jKhKMgcouioyeNRuL5ANI7b2Qkx9J1efAz86fn7FTgZEh+6E5OWi6xCmga8\nFTfRju5u3IVQ+xtY8ESe02S8QxdUPg7wG2XNFdg3sesUVhnhOxVFkXMGUjQ8nXvhSgxhRoLveR4K\nJFqiEqE6ESH/2RcIKeEMRufmzI4Dc6itRoIzyYBbHrIrZuoQ4Xg6JJiAptgD8aKicecmIrIU+iiT\nPsmfQveGcyUSnQYNKVEz/pgpgjUR1rUmZWDECuBQa5V9JNS7OkUU0bVR4En0pag6hqbL8SGRCaGB\npLTJ06advLGDULi2BaB9FowtcfhY+Ls/AHdaLnbiFq9OcjOozXePBOCmT2ClouqKojAnDi+Pxb4s\nCZ+0Kq69DRAKqIXjoJQneYSMiNCJokO7lteP7qXTdx5rFVWF02BJlYYXqExsEXwqWTYMSj5pJHyU\n+fDzmPEEAH+OJhXp0fAkuJ2ptGS54psiLIqIV01gI0GoaTElxrNKhBzVmB6hCdNMfEUN58PSDUVE\nQ1/EhT88LNLM3NY4EWUJGA8rwXA4mMLyNg3HJuP+Un4xIwf+ilO4xb6zJeoldowd6Fg7ir/HxN/D\nzGjYvHI7A9AQVUAbl9vx2bkjF0tEjfI1DtWZbD9DlRFnuHSAQL+pi2wFV2PayQ2i2lO/FxADCnWD\nYoz6cYK5lC1JMxrKOPE33R4arLNZlhBvBB3JVWWZiD/NLfYjKfBhFTOt2REaDQy+pH+OYYwxQQFk\nAwPYitgDHpYvnNBM4ocZooGrqAnVQef6OWgZc9fKIEzj0Si4yGp6wkiDFJfJnCgTHdJpmizMN3EA\n94Ut2Tk+z8QLjpCbfPbSTqHqfcsyt376keMvYj14Jm6LI9iJnaVzJ2ZtEwDNdH47CShWMiByUhrz\nKQFKWXkI3B2D6wxtM8urphIqcz4pM6w7VFKNZ7+xFk6GKNpCRBB4VxxEDJNgo3DppiMbvyZHAk0i\n3oNBFlWSs0RZzJD2F7UWms/EgZQ8RNOutEXHWZBlBZgJ9SoO6QgaIkebJJON89cJZToQDs4Rqwb+\nI/fBcSzs5FmaYoMKtpeD/ya9ZKET+Z5vI5xSjbPiaNdx7DOos+/EX5sdMl1EkOR8HF7a9hLQcJsj\nnWup+TgSTH8oAG4GjS3/5ra2DiRrwFnYqiC/ZGwq/ObFtkki5N/4guYUrfB8BUMAm7eRDEQ12e7C\nROtOEzPYNVZxXOxmYm4lw9x7CRWV8vopBa5pPMiUFhcATTk7wOYqGJjJisRNjeuhMNg8geEOEms+\nX8IUw181XVBleTucWkHYmPFQhr5jOOUT9APeIyBcTipRY1EaxUpfQfpYYarKN6jRQRKP/5yXJgmw\nu8X5vRQ5vKoYSmIksYUgnwhB9TZU1yXUOlJG7lywbCP7APApP8CbdlrmQwKwE162+DN2Pgw5wgy5\nN64JB53q17Ab4MY378lynw8h+ijtSc8nyMKW5UMTVJkmggyqKud/oCfgD0URvxN2gwsVO0ml9GkQ\nSyr3vncOyl3mrvLgc/hAMBMnB1s07MVeBb5QFLNiYLYFTbsLsGmylhX+siYbBqpREnkJPxx2OEBa\nVtNnw+GAn0w0jbkKkeCcGAPL9l80QaI6pquzeoZuUOqRRbakpgfDVI2ZEpEEnomuSi63KVPfrOsp\nCkot3ZjCJZhmRnqXjLZvRN62F9coPw58+CQ/eCJk85rbKhzYsfBqzi2mUum5xfTcXDy+WeBqm/9y\ngOZAwOkzLIPIgrjCnp1fkZjBXIHBxSNiDBe3pNU5juILzYLqopIxoVaSaDkpAJ1g0OfuHWOImjZq\naGlK8mA8mjSERifpOOGd8E6HQnHq56ormbT0vbkaaoLcYluFIfMw7JetO4gExVMk9IgwDYk3EQok\nTWot4pQKhrlqOglgxx7m5Exhb0Bx5weY5EezNQ1pvBicCFZFzzF8+4RqikllTomzKopWhAS01a1x\nXxGYfgT6/aZt3BeAOwg3CcCdPq3r87lKpZLD1Ehu4VadcnLZh151uzE9Nn7CPIE+izlNg/WsEZdX\nD5vyCIAysYYm3NCYLHQ7AnF2hGVrYYNaAM0CAIUIoY9i1aLBvRbsqTTUijOGWlCTFUig7M+dwxBJ\nhopzuTELb8En8tC6LtsC8yZAU9oFnzo3XKVPgNSLc3sHU8vETWEY6sSTUZJJf0i0kRG537Bp2u4r\nyjJqOE6T4gzRYZhZaKYpJioJSafJASedss4gCO7StzT1tp1glH5c8w/X0n0xfH8A3meC+yLGo5dL\npdyNSzfv1ldyy4jF0nX4tey0U6UkCfGml2U6xUXoLxarc15SZ1jlqnGnCdWfFCkzbnYqWMlIhjdI\nCWNTGHHlJzE7osX8KV14f3azU5Xju0yW11inqehTC1ZV2sVbRdZMVNMMU4ZpvOe8eO2ph9ykJgtF\nsQxZwfqhCbANTdFLlXenKpdumP6AtHE1+7c/FDbSosQXtCtNWSKLJB4JiILfMLaejBMQ/aZzVKg/\nE8FgMCU2RcWBdiBTFVwKEr/Y3Nw05KQRHZ3wOB8xNtXsICMYG/7dYuWbj2n+MQAfx4devJ8Gpi+Q\nJaG3vLpSqpTq1ZVLK8XcR8VSrlTADAkWJhU65rsWuKC9UqBs3vIycxqqfHGJ5CQysG7aFZV7yPPF\ntZfMRGA5omG7WxkcRCY6FXnwVyfshQVBU+cgTtgv0/UbY69qXJd9VU0aTwmIiMyljQmsScKKO5yl\nU8yEM8i28ikpqeoSfjqiyaWytXpB8FHtLSPYwyhpE7rqDwRVU7bhRzsuOWeSIxLRDQVZtXMZHBTH\nRoGwLJJ+g6djC46Zpsu2hxQEVU2hiwVfjAGIlog3ENDJ11axevjhUnHWg05f2Hk9VhxapETu865s\nsYLEVMwHFxuV4sKF21i6iTQFrE0n8BXkTDmbM1O4/hHVMDGzuiAAyDc0d7FVRcCvw03FUWyTKkaM\nJYB0gqZB42ak3ywMQI2uR8oOcjg3UobiibJ3EX/KkGU/aOCTqT+pYkg8gQ3UNOHVzFmpoYGh5OoN\nnfpYSesT3hTHIhJjwvIOr12keAlvVpArSFkmsKd9AEljjmqmoyVWagZr8qLU54W/GN50dDpikaRp\nypSf4XbtuJ+DznE/+kNl9qSewqFfhldPJkR4essOqTuIOOl+PK4UfCwAPthatIvTK9Sx99JNblME\nzwEmbZoCUag3dPNwHlc7WsMYHMkTJ53tfQ2r0EG/xDGEEQNx5EXXjkPOprCsNdHIwh4Zhy/IOG9G\nSDaDMsfq5pEBmh26IatOw0nChpECANJYQAS7NUsjnVLlpZRBVJ6ylc2bxtLampW7WSlnrWZieu3W\n2lrVSi/Rq2lNS4t+6HNBxW+QyrfLCmz7JxIKU7ongxyXSUOQHVUW6wHMYXOjEanuY4oem4sTMUJL\nxpmMqOu6LIj2oReTplGgSIFlPGsPIQEfpfp34yb4HxHe+Dq0+fYARH5qqYiTQ+qApdWLhDM5vLpU\nWRYMGhaEpYrTZ7BYyHFhcanu+sJMKJDt/ijPYXJxEpxoNUyNp5B34I/rso+/qialM8HpMnYkkCya\nEI34guSZcKBWMzRHhArOut27iAJ9kyTgvIBEsN6Ia0KD66yTw1krO3CuOWGVy6rVHEmNnLPy2bXp\nkXNr9cWRiZFmZuHu2o0zp5YsGudkpb2irAotQF0al5rThJAPI4gubjIYTbsb02gaUxDjYYEt1R6u\n44/4Z9nR1vzYDcswpd1CZF41RIUgYsTBxCTv5MEBmH7M7IdrWYbxGOB7oA8vFpmP2qgw/apwY4WN\nvoLkzlTsGnZaAocoJu1pw9W07bHxL2otLg8D7DHFR2JADSqkatKGFsAaxhjHYbFWFp0K2XqDDx5w\n5rPzDAnu7ZEknoP9Hl1KDUMO2BC6mOmw4LMSpVm8P24NncSZxs1EX7m81NdM9J8cOT5cvnvmOA53\n8vYfH2gen/5qrH94qN/CcU7DVnySY0cGz1vn8SC6rrsoi/gN4ophiE69OuUe5YmnTHPcHuqEcy0w\n1IdNYwwc9Ar+czBuysAMfSNiPND7J6ghNiUuUXDucs6vvvHhBvx9bQJLdoZ+NBQaHaWP2+5DRlLE\nv9dLK8gsdLXsQKDl5ubSaZtvk15cJJINfyInVLBwGim2MEGT0vRZRYkmdI157hGfCk4CRxx8QrAl\nBGgUxYuEJQEfDnpPurL82OkZ3jgbCmg0KluwsXQRwaUecMwzpTpIFX1xrDWZBHGrmVrcD35kQlm7\ncfw4SLemd8DCcU44R8Lb/1Wmf8la7G+eGlj76m5ftdKvWmUe52RlGdhE7gdYTSr+WUGJJUOXzDXV\nEOO0dHkK6BbhaWNkV9DgWXJYIgpBNBHhKA1WnCQ1oSWEUEdyDHHWTDEU3qQGWqYA4AMA4etxfwU4\nnDDgIxiD7l58Oy7io8sYdBZk2+2VlZWi01EVQ4Out5tLS2nD6TFAaQxb5hum8xDObSIYMUnaUZiW\nRZYPmyoEgkElqGAbMhWZ8Qrn6m3CM11ad5qVpXkgJLIZJDFEtE0TlcSaMDtnDa740HwZJNGEE3FQ\nxNip+jKYd2M40mlkyLJODTSHhwGAfY2REyMjI33Nk2fW1qb7aZxTGcc5qfk4eaemKbvGobsbiSpY\nwIfRHFW2/TVswc9nXRUcF52zgVxXqWF/7Sh9taCfDUtFUWSRqt2OhDiUk5QuN7REglLWlKJ50JqQ\nh3R/N+S7tgeg/v/TEsQt2wAslpYLlQrSpauNBvjF9NsNQLTeXQeEp3DLJv7sBKOosOu6437uKhOe\nNRwHUAR0Q9xPXGZPDNUNQE6KIdUgypdz0i4v0tJURaEyuQYQjwlcLFMXNL1wOKySKL2IXfzvlk+e\nBOlmWUOncFBd3tffpEF2I80T02trgEoc7FmmcU55OTgRl0pF8ArSG5PUhd57ThC7dVdOSJNkQkN3\nZpTQJ7m/dpiY9kia0dROdSp6mJMJTJPhYRM0esRgtfygo7oetvnaznSn+8ehHxRe93+HA8AcWn3Y\nyKN+fbTSKDWujTaqRWayUFs0a3DQwmtuiICXqW8gTbjLdzEkIxP2AYkovwCPqqmCoyDaosm+Wpip\nm7SJJkGwlNCroQ6FCobRkKVss+/R5OKea341GvL7yU40/MHkhpaalyonz9ylkU4DqpU9MdHsnwAc\nDjWHhm+vrdz9qk9ZLQ+PAADBPuyfne230hjQoYGG4irFkuCyikOf9IqqUV0zHKKhZGTY/UGotJJi\nLwEGIHzAl+LhnPjN465P0Ygkg/oW8YykjBLEW2DSS5t/EAB+De5vx9oYh340Gfhgn3IASLGXefhV\nn3nibKPe8DzRaNSZc29ZGModHCyLGAbXJS2JTxudOwVQYO2OE0mxufnUcVFeJLqQPs542KMv6cmw\nPxOmAGCCKCp6Jqj4iVnM9m1HER3ZWGGNeIeYZ97cUTicBoPvnDrSpzZPnlRP9qWsvpPqqf5E09c/\nPX1iah4cE7T98jTfCcc5sbuBrrgam6WYEEZUMFUxKZkqdvtnTQCIXRYpEA1R04QryQDEae26amoc\nEFT9TG3jqZ7k61CKMS0CUjRTnsCaVndRVHdpiazvpcWtVr6R3Y7//mj4ePgp6WKD7m1qVH644z47\nJSCZfphyq88c2t1o5DxPtBqjnsFm86znSLaZPeLxjDZ9Hs94c9RnDcJPKs9jJFxEGodLpOpy3oub\nNueS/OgNKn7Mqc66DxoPCXN5iQCWNOLceg4tBilPJpJiHCw0ZQwwEIz5TTa5YpGN+AukjUVrgkc6\nzZ48eW6k6uvzDpyMWatr0ycHphrZczjKM2VZMXucky5Sub5AQJwxpCGoXi9mc+Pim1LcUzQcx1NN\n6Q7Soah90ffKoK0n2lPiiyjhhP2oalzpQt1y0vbZM7lBDt1i6UkeA+XdVRJFtO5SbsdTxGhsi/+6\nX+7hwddmAIruZnqHZ/yggtH+yFYfcNmAXKtUKtVnPMdmGr8Ye6I1OmgNjl0btKaONI+ctQCAu2eW\nDs2cHV16atQ6BBIwLS1f9hmdbid4sLFgJxoSMjEgkh+soYO6Q6XRJUGL2tbPYjojw/RrcFeSCVcD\nBJa0rmI6ftvEpj7+QazLXGKBvVS2FhctULYowdN6vnQXJXopj9J9bo5HPcGPOF/+MNZpCtE8h1nu\nSV8yCf6BHouGgxlDalzHJRMRcRwnTM4XuEAGlfgFUQWn0txUi3mnSpQiPBgm11RRriDJWEjUSpts\na2oEQDsfZZd3u1uqyMl/Xx8AN/dG3YH8+hDL2OIvFwDpxroONuCMZ+ZYY3fjiZbn2OCRIyABD3ma\nT4AKHp3x4O+cZ+qsx3fESpsW2B6GSEzhf5y1EE3VJjEd72AQDWtDMv78ik9YakmnlZGm2h4kVaEk\ngknRp0fHSEw0Zd9OItKpSaOLryHmX8OhixcxqXbx4gWyOrEdyySOhw4mMCEYM1K3wQnGWchoJ6St\n/AKSWSjzsOSeKYGZ3oBoaE7VID5F8ScMbLWfVDJxMR6RQ4XCXRFTZsDzSVD7kqTBmT1mV2e4Y7u0\nIOOG7lYeJtfKC5WOcRzVy/mkiV2CAFIq2i0FOvJSNPy59DUDsBMojgDbAoIPhsrt3yX3tZTNZvFb\nXEcV7GnsPjuIABybmro2dsSa8rSeqtdHBQCbh46kjgxOWSbIQOF9GYLhpopupw6vTcqkMB2DVzzt\nOLo8qFTQpBh/GvfsNeKcteVxg+qcfbW28OAMbrev6vGb4PLeCi+srq4G/djfQ52b+/gyPHcloMUw\nEHRxLZmyKFkLAsfK+9cuhi6simJ7aqrmA3klaAfEJFAnJ2bnUmE/694YBTG5ptkl/LjKhI4Mg58J\nyZPWdVGV50+SmOMwfdrgwcAaB9Dph6ezChfaZB4FCXYEoFTAGwefuvQvPP+1AbCTD/04OREHf9qm\nZzYAEFeW69URgGNPXQcAjh+ZGhwfPzTl8bQGj80cGm0dGp3aPd8cPGRNPbWUz+fh7JZJmog5blvt\n29aK4cC0V7SMdiItUdleXrQcgsvlVWV615DcGlNmwjZSg8U1Vnm+FVhtoVsLA9Nl8DuGrTR1a0H9\nWl47qdwS3L3QQjaf5sgbnOhzA5V08uPVoQFYw6R4EhnFr/t8vunpGO/Cn1y0rFUZj/KTWHVILXSB\nJiXf2kYg7stviHENOFEuSLEEJqSJCIskJTDg0mlpxWsUglZ5yNKksctGXqG0ubGZxB8aiotfV8jO\nCQNu3J72kFtyI26bY3OH9tgOLNVzY43KWKMx2mrMDJ4tN6cGU2dbjbGzMzOt3Ohgyir7pizrLFxY\nMmOaIklluqnSrvEyHc5wgqmgXv4rkuRJgbJpi8EloLOUrnNYBvb33uhVyU6COFgOy+uwMmRtum8I\nTLuRIWspT4Ozrb7ZcvnUApIN1q5c5LGe6bRw7UEdgzFo9Z2aAJfXwteWALElEKKVctki9OIH+5Jl\nkXSkdg/wICF9CDysSVe6AOceC3qqoE4ADGPhFL9V5HcNeb/KkBKm81RR+cJ5Yd2L8WjY2i7bB5HM\nuILTaIXwV+C/7icBHxyc6a83qLPz3m0AIkeQpH0F59bQT6MuwzAYlca/q+VyGSwnNNbLonRUa8rg\ngRy2IBJjsuDECDoAjKAiS2oMQPARQ9GkxiWP5HfiR+x6x2ACkx0ae8Y21mxqvntx2Be7MVxYO3O8\nD0QWZtRSI6eWmovePrVsJQF9Y2em1yrWyOy5U9jRQR1B9xccX13Lx/rWivns3bsLZ87cWLubGfGd\naZb59fypkcxXC9N9alYIhUQyk0zoClaBCuKVYWzIVwW51ZZCiWL0LLS0nhQeiAxD21xsfkbEXngz\naa4k9eoBojPscjm+NMbKpYCF/BMJ+69NBW8bhdF0RwjGZx9wayz8zO18GI7kmaTvMJhUQFYg8l0I\nc/Ul/tQi0rLgebaU6DTZc+yMJut4TVfVLXehxvzcHgpHUcWxWzI6INT1LByKRJSYP5BgKTibSAU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%matplotlib notebook\n", "\n", "WSC_STATIONS = pd.read_pickle('../data/WSC_STATIONS')\n", "WSC_LEVELS = pd.read_pickle('../data/WSC_LEVELS')\n", "WSC_FLOWS = pd.read_pickle('../data/WSC_FLOWS')\n", "\n", "s = '05PA003'\n", "display(mapWSC([s]))\n", "plt.figure(figsize=(10,4))\n", "WSC_LEVELS[s].dropna().plot()\n", "yrA = str(WSC_LEVELS[s].dropna().index[0].year)\n", "yrB = str(WSC_LEVELS[s].dropna().index[-1].year)\n", "plt.title(WSC_STATIONS.ix[s,'STATION_NAME'] + ' ' + yrA + '-' + yrB) \n", "plt.ylabel('Meters')\n", "\n", "s = '05PC019'\n", "display(mapWSC([s],12))\n", "plt.figure(figsize=(10,4))\n", "WSC_FLOWS[s].dropna().plot()\n", "yrA = str(WSC_FLOWS[s].dropna().index[0].year)\n", "yrB = str(WSC_FLOWS[s].dropna().index[-1].year)\n", "plt.title(WSC_STATIONS.ix[s,'STATION_NAME'] + ' ' + yrA + '-' + yrB) \n", "plt.ylabel('Cubic Meters per Second')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Comparing Levels on Rainy and Namakan Lakes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use of this function is demonstrated by reading and plotting the history of lake levels for Rainy and Namakan Lakes." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.figure(figsize=(10,8))\n", "plt.subplot(2,1,1)\n", "plt.hold(True)\n", "RR.plot(alpha=0.5)\n", "RM.plot(alpha=0.5)\n", "plt.legend([WSC_STATIONS.ix[RR.name,'STATION_NAME'],WSC_STATIONS.ix[RM.name,'STATION_NAME']])\n", "plt.hold(False)\n", "plt.subplot(2,1,2)\n", "plt.hold(True)\n", "RR.hist(bins=100,alpha=0.5)\n", "RM.hist(bins=100,alpha=0.5)\n", "plt.hold(False)\n", "plt.legend([RR.name,RM.name])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example: Estimating Inflows to Rainy River" ] }, { "cell_type": "code", "execution_count": 328, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(-100, 1400)" ] }, "execution_count": 329, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.figure(figsize=(10,8))\n", "plt.subplot(2,1,1)\n", "FLOW['1970':'1999'].hist(bins=100,normed=1)\n", "plt.ylim([0,.015])\n", "plt.xlim([-100,1400])\n", "\n", "plt.subplot(2,1,2)\n", "FLOW['2000':].hist(bins=100,normed=1)\n", "plt.ylim([0,.015])\n", "plt.xlim([-100,1400])" ] }, { "cell_type": "code", "execution_count": 331, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "STATION_NAME BASSWOOD RIVER NEAR WINTON\n", "PROV_TERR_STATE_LOC ON\n", "REGIONAL_OFFICE_ID 5\n", "HYD_STATUS A\n", "SED_STATUS NaN\n", "LATITUDE 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oF2/4PSQ9PRaP+Zs6coa314lRknH2e0sPQ9o3zp8BWF+mCq2QlbvS8tjMZyO2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "STATION_NAME ATIKOKAN RIVER AT ATIKOKAN\n", "PROV_TERR_STATE_LOC ON\n", "REGIONAL_OFFICE_ID 5\n", "HYD_STATUS A\n", "SED_STATUS NaN\n", "LATITUDE 48.752\n", "LONGITUDE -91.5841\n", "DRAINAGE_AREA_GROSS 358.02\n", "DRAINAGE_AREA_EFFECT NaN\n", "RHBN 0\n", "REAL_TIME 1\n", "CONTRIBUTOR_ID 480\n", "OPERATOR_ID 647\n", "DATUM_ID 129\n", "Level True\n", "Flow True\n", "Name: 05PB018, dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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xN27ynsZj58PSTDfLjgCiYoPhV8os/6hKG4DIW6b2VAgj3c1mg8eSTWvdigDI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kAPSC\n0M8A9IPLCFivrOCw4jET9mMhvEEXJgdDVY4oqJWX4HOqjLuZ5wT39wB0/JiH3Uo22Z1w1ELTTZeI\nv7zf+wEGvYtkJCYWrrknoC2TcMShtYEyICeYJWCFYwhNKP3hLHweqNTCq+r3n/aJ3ATTGXiL6oZc\ndOUkoIrX69EoGNBTS5nCZP7+0cvwBlobySR84zBZ+qa3fXLCDrmePaG0XOq0tzGb5RRDMw3Pk39H\nBwGQp+YnWEPbIC7ZaSqY87Ys61PTMMEHJ6Rkz0tbEwD8tW/ujIH4VxIQotfAEpS6rZYiQ2EuUAJA\nKYUjzTCUgHhl6+bql6gbGzlHpC4JN95YWPJAPFn5PQDLQZshvrMXM8ZIphSSDgBk/EFYceukCoMY\nghbvnSwnMsuCWUOGsajfAFA5DXwYT86SSBRq03C9Fsc43uSvzHTv7PQT389hx+NfUNW8SdnxMDkq\n6N0cAR5gBadGVxwT4vtiOni2S+z6MgLx/oXf7EF2IL91LtNK4eyMTx0LY0I4H23r3m1w/pHhol55\n5uZxOU6gzi9vl7vVLs/WNlmkbJPaPtjn10y4/0xciefMk+p0Uc/3ZApmaamlwzpnAiAyAsFXy8Ar\nr9fDx/1OHuBtMR3PuLWHm59e2Q2ZGgdAbe2qgk0rsXdl9qayjC7sB9fixL++DOCB/8eBslUtPgq1\ntOonqdcgmmeu2N3PAw8FYKGeAWhOIGDkz8rBY5nAnBX9C740vAObzop+P2ODhdvWsBNFIQSF/w2A\n9lUugL/OwVfJmsQaVEy0Xi9EuErp8KKS6T177oxBmU0b5RyIpDMiDGD8GEkOV1nGqNWW6ZHjyoec\nEx02xvCwszfryaFnsLyALuEwPUGqn25yEjuuTZKdwY9A92SCE9QATg6LuTSVSOKI24/GHNqbXAg7\nZI/28s+uMyoeUnU6F8UzTZjYDDbYvHmVohXZ5zKXbq6TkX5KBh/ct73lOFClfoDm7uOBjAcfkIs0\nNL3afKA24h8wAAAgAElEQVRXea9KcTLUkhbWRn7ZALQS0N7pmcX9AIBASL6OjFOrPY68kob+laUe\nDea3AHTVnbrT6HjV8zHX2JqQ8Iect+W/k9o+wkcQBM7oOt/aUH4Ticgs7izw/w5AetbJ2e+BzsJw\nk8PqzKLQBesun2MyM5ksjO7oNIGLwYxYMUlndzUOjtJdRiSXyyiz4zYXh9N8t2dLfqKrPd13N/eJ\nEYgn1VcX/SAA2tjW1DKEnXrOZJjeo9GfXtckpjIusW2chbCJx4ZV+Ku0BhB8XHMQBw5k4AmSuFul\n53NwTXaZutcu3rRixKnsD3HNrzYFm0md+d505rp2ANTOleOm+7e+K3om+Hs8PieT1dkTxKUAsJrR\nCmkxXBECU184rarF2/HFsdrYEgkyRrokrfFQ/d1Ox/l/08CqLIe/4nw5ccSCVNjw5YXmAnhxyTqw\nXqcU9o/YCEF/rVln7T8AoIgiethp1XbBe0w7i6KI80BFkttlfL03Mzqb19a6NgfEEFBTYDJOBiru\nhiqQd08zkstpFIJRlWO9dV/Vt1jMalE7dnmtFsZTHqyVdLnaOP9+fLgqqMHZtAOgSkgAnr287YUL\n1mjvrjdL62GcB+dk5OfrwdsgbvGjnczIVYWqr5S+P/q2UdsBZT8R1eDSxyxxCuQ/gcC9t5ocwNrz\nFzv2ZNvHY9i8x8cAcfQOfRIrKfnw72a2cNJYC7CzHr1X83ghl0nGr8ivJ1E/17knh/6y0/xJob42\n/0UAlurpN61cRYefIUNPfF1+2QSHWUdhwvLPsEnYmtGaO3xaNIh3MabvAKhsIKmU3HI1ObiZ9riR\nguzXMOM7zbu2iSNK3NpMqretHQylB4KcaIsDm8UY67UJQrLSglTR+sShjAevfThUWqxksXEEgT9/\nwsKaj1c8LPBD8Fjq85TJ37qqANwtHbog9rsmLw85Z5DGV7e6Z/ujywcj4dP0pQUqLxR372PEBYTr\nVEFpfnwc4adaAYgF4dVI0b//ifbNK2Yw7RDcUvV0QHPBAISTdZqPd6zqLM+dj7+z8XfV9OrnNJ3V\n+gzakZXoYC3wK1cDflvdvOQyRNoCJglBXOUgZWVg323uvi8aLTJeStaYL6kQ7Y9e+iqqktE68Sqw\nOKcFkudQWktB2Yty52AUISSPaS1bZVzFuP5yWZVbAAo/fwFB09qZxiqJaYfD2FJ6FrHjxaiRhDCF\nm8ooFhEij0WYhhGSMQnZi9F6BDIjlAFhvpI/jMq+lucK1lJRTg/WTHHUbpfpid85EToNAx5516fO\nn3moyOanu9sONvcowSPNMwNj4wMQHaAT/tsDIDkOiievMEWvnoM7gYBqackF2qu6FYlR2Cze/d6U\nOdnZrMkzctnm3qLyY+y0Qj5lJ7FXqNvXJ/x1wqkDoE0TCtCWzPgPC1DwR49w3h+83u2XsnelkIKO\n4Nl2OHMptiEA7YbHaeMLwC9iUA8krnmGYAYyXP8soDeoJF+wsPjjflOtRuuirGiJyizKOhaFoSzG\nq2TKKDY7UXiXLwl/LgKoizV4qzFsCBqnKTaO6H5/9toI3HPkBLVwm4YoK83jOMxVwdEitl86f7wH\n4Gx13iEiImqMK/v1aXX7Kbk51nKzVW0XoKi1LUazN16N0yxZb4J6IFv29jm5pDOzhb3Cc0DmoZS/\n3HrFp8osVxnX0pF8S8FZpQywN4OX9crTy1YSYcByFLWg/XWxYtJanh2Zz+DL+iKGACgkLBwFa++X\nj4/Po1fI3S3ek4Q5Td34IZDC2bHg4oBUZC/389m0MKRyWghMIVFM5o0rcvcU8VByuQ+NC08YfQFg\nF5TwoeJfyXZadD/kWvbNKHDmn9g+OhrFPGSMz2TztcmlCz9sBbc6Z7BMx6urF4FebzLRjQa6avtn\nF5CbaswkyVUnkUBXlKUxScsI+KMfpspmV7uPvLKw5j7hA6fx50y1rg12i3mOTtz3rOv3/wMCMabP\n3mdZ7kCWI+kcNvXzKYo/w+2geZKzv3jJbrjK8hrtCFYRvj9ab61RAobCf0AwF+bSprMB3+9Azblx\nRURKtQ/v46YkkUyJMbDj9z7pysslLJ+Q3tdPb/it/OWi3887wkwN7l/1mduMlY0SQMqexx6/x4vm\nzlrpBN3gHKHo3u/S/QaAAriNuT633ckwWZv0s1zWPnC995ZRlHk/o7NOEIyDwE0+g/zDRIggSNSC\nHnU+mX+0Nieq+jl03fUTifDpArNayDV9v3YnCSMtNoAYkImhL3GBJVyaE6npgpTzeovEOl8ujvM0\nL/MkovdZtvQnwmG+HuLZU8748lmHOzI/S61AJfjjstZqN0fBtIU2V31XO80duDgWfGSyXYrQiR7M\nc5g7v8OWiPol6lfrCnx6IQqQNmdJxn7I7BCzpG/vXSkWxODcMkTwr1yH4yP2RiWprcpyH8Mz5pf2\nxz7v9tunjMo7sHkt2rT2esP389UO/av9dAW09ohnonbj3Xk69uzAF93cOk21VakyuifSeXr1s9/4\nj6AZuqO2FU5SLswZOWQLND6sWc95wGUXJFmvbQ0zB12aRqmQDMU9Oaq0AvvW5aiVtfRNETqafrMJ\nJF6FKrV0wZy4vYu+CUPs/pY8RLC9mTenVyaYdPGvMFyze6LSdbBNExJ7oG5jtnTm6//yStcRAAiM\n8exA0cYsVtEsQpp4snRb8tevn9r6mkzY7MYYoJ8R55PJltJkOC7u1HGVulRA/7JlOB8PD4AQ1Ign\nYMUX4zxnsdE8Ou4rwsunr1qb4XBPmMXA2vtQ2thkzlysz1eu4FhIV9nR4u/M5eNkJ3KTgnGGrdtv\nwV9rJLq4W0I3TzxCK928aDf9A3/Ghbl2pvgXFJbKTV5gpr7ADMpCjQvRaVvtoIYC0Dkq9h/gMu+V\nGnJwJl4LDrS240JVjDRYhWelcyXU8XwjhQSPIB5tEXUyCrTMoUBosXrnKZMWrboIopDuJgvzOV5v\nryQSQDWh1T7PEnL+0LCWaTSRrHksW7aFo8vNruU3AGQ7Ua+Qnz47/mUnus6Mv4V7YN0QAG0xrt4t\nlV7NRB2rItrSAqgk3G7JCCwHgJi1HgCftIze75fz+cplhKQPNKOn5iIlaLkpU1SRscFi7tVlXW22\nHxcjL9wv1V+CywE377HY2XfTQUJodMlXuJ/2NQkYcp71eSmbsSJJ6LgieTqn+QJA00pkomOb6/Uz\nOUovmnMkslx6nZtb29mVz+aWVeNk5aIeMN70IsYYN8hX27nDtuzmSxrEQRC8fHk/ZAQMc1G4CbmL\nV9IeBMAsXAdRPoMA1GdaB5dWQb8FIBiNQjb40jT8McobyRaiThLRW+2CHGhQS7Yglwm7wMkDwStO\nikggeQ/m6Q3hL2H8JZuItvN3AOTrxqCShgthDWqrrFj+TbmDmctw2ttfv65bxcYAGY1LMhenyF+o\nIsXgmzLfRklSZOmQrnI/YGt+tnN8Q9tKHBSp5LregxtMraQSskw+EGx5t/i7fFS18/Rv5cDl4XLD\n8rBsRPmdnPRZ7jRqtU6NOVXWDG2YaoWWbsEeaBeKWu6nElf3vIL+Nm1lXGXfvOqe5X6BBLTlgbSh\nm8L4zZJPAMxzmUgRRWSmbze6K4znk851qaWDXympCPW7ZaM1z7ut5R7KbRgx/VC14tGLNzoY0YY8\n0SXa1fjJlHUWwJeKI1WEYcG6XodkO8qoGWgiJf6zzR/St8KInKsMA+ucTUQALJkg8NBtOenVNYhQ\nkAtNYx5AW/DrKZYueuZqA4yVTEBgZsLJcrnk7ud6zmQFQs/069dNZRoD5bH+wCn66jGDATUDYryl\nT2wapy707FOLclxkehhs7HzH+7TZYEoHUCz3iOVJ0ul4OLBz5URLW/ouz1IEiR2SRDtQiZSge60O\n3KAAirO8cLfEXs/+fK12C9dSjZ6Sc6UHGvjg3aYl1bC1Fp3BeH28vnDkgtntU8Kf0r7F8QRApmpA\ndyvmdGVl6yi0nLumcpuCcBq4w58aABCXRQquByA9VI4GU337RARLol8ld/jspVSKJbOsS8Hdc2Se\n5aCF5axlkLjmJkw9bnu6BM5fJ1GKdqci6wB44TKdcpt3dFNVa7IkzMo7slO4ZkkLXshYgq8AFNI5\n/F1Zyh7NwysX48lkQpp5jvFP3E1xIyeE3tGkYWngLLNbCetTSDdZYtP9PTElOFYJZisVAMomqnk1\nwB/GP+6yMhitCX+19T4Ntzdm8W58GkaOZ3z3KE6v/e+fHIuV3RzL+42lOdSEP/QF325hZN9Q7XYH\nrc7L+XQ+F6U68zkinVDaz91ddpZYbXW19LTW1eH4Pn7Rdr4HpzK1ela73kttI073CI9rP9lDlgqs\nMoXLwXZlh/x7qnT9RV0zXIEh2l2QEN/LECRGlVjFFGdXtMiTSZhPpAmNJFapwQNmmHaAoQbCAfg7\n5Lt4bQbSvur+jbK0JCkV3ImOlPTtLm5BUGhXkHWi64KyF/25kthXGY85zp66oPsIcrdrDR0O9OKi\nPmF6NiQSJ/OD0FhceQg7XmFCm0bwIQd51YdP0VOTxskTc9/UuYW2wd/YjKx23S2dYAFw//3Hv0YB\n287gT6i1pbHIq/Hs/pQ7Y6AU6jT4vHm1dCk42f0FA/C0mBP+qiWkMCz0wAFwwm4xgRLLxINPa133\na2O/OMG1kTtxllONtZ5NxVCG9YK7ZwBaa83o3wKQtdlmixyS+KemHbQoGxtVcGUoDgtOHziY2qVX\nWYKOPl+olIkQn++R9W2vjYriKIqzA3pz6JeuaH/nMEyeoOyzEKnNH5FnT7bmrefrQB05Bj7w9C8H\nwItkfssfhb5Ke+W4BqdfmTfC8iy/mmJ+afI89cTer9MVnK69Zhus0QGCz76BmaOu5IL8so5TolP+\nldN8WNJdJK4PZPb+1unEDoCWOF7bs+3JGC2tDAtyoLb2YysmjsAb6GFW88/HYwhtGF9l/oWZhhAk\ngS3+oPNegsinw+HAHgiPXi1HmXw2SuQqjLOjAwy+lV01XdZucGyfmSNT6syiOLULeF6OZ8sD0sbV\nfnmg61ZTAun8Rda6269nn987GGVQXG+6uEn7fPNka3YMe9/OUeoW1C4dQg/Dn9MGcSCASSca5mUO\n6U3LsVTocZck09DFSVkUzs7Eg90htT4Xk72bMFv6XSP5mnkN2DiQCrmpDdGU61FO/iBSAfO5jFos\n7o65BreUmSz1yI2G92uHNXEA6damzCG3Iiv8tGeTArxeZIk+OArIh7Fs4lwPVsHYs+jMAPC319Vu\nuWJmVxfCsBVH1o7qjZjTqazGu8lUeWbTig0sBqBiFpTHMLy9x3Sg4sugnSVt3nk/3fGn1JMKEzhQ\nydIHUhCQVVKvuz+dGibmMfko5o+tF4v5XCTvk+/K3d6s/6rFAlknkVuGrRZyK2kzXp7X9juyCwfA\nnMxRvwLGO47fDQjpV7nvFbaoQGvJ8H0kP5k39GZbQyH/8jSfSEHj1bQos8jSNFsnUpVrFfx58ulm\nB0qV5GFf+mcoHCXdnch02KZmPiu9Ddbk9CCqdrQJllI1juoej1Y0+fbf0/q7hxLZp7UlFDAhj5zD\nW1ckTmQ0DZrnf3JhoHhmZNTamcc+APO0awTmSIkxzhkwXZdPp6P86md2Kc8naVGRPWOfdCoKBX16\nOE4Xb67YG6fhnsoEl+TlVYq9sVrVO1K6y/NkDgbgvtEbkZK1hHpN27EYqVHaK10kfV3utkMftBQm\nvNTVyXpUiOUWYkNrVuAvz7Bpvh2Wjc9O1hDCyrNXu7CeUuW3guJrik5+gODX8zwvpvyePe6ap8hx\n23NOGnjfCA9soxEeSZNtmBUeAIcB1bcLWd2HPj6pdD5yuRVUwZCseaXLnXj66CaI8uIMrXe07y9R\nwvSwZUrm1rRq/e+z/u7BJCPMtTNcPBN2x6mardiJZ252/RMWoDQgsjeTG82s3f1jp1UHkI8bC8/G\nZj8aW0nH3bpPAIS8hrhzEGktp8n5sJrv2UJQBjQZw7mKF7Al10MFvGxbWpX5qjqgka9aTcnLmZ7O\nXSNl4wAYWQA2fbw38JJE9XTeJWXtanYFurCq+l81CdtxyM4dqvOLl9biHWu/AyD/ZB1lNgniLPD/\nQv/rMKj7ykKxpvP1Jsmf33lHl+77HR0b8FEwpy/PFhCAvJ1kK2UIt8a5dbH5ZqFiBgtKZ+rcc0YX\nxTboegiwZIdXUPbD/CS3e13YaTFv4AEWz+kq+LvD+r+1WbD57WOpXDiluLUtLvtiXbJv5LtG0iCa\nHaaS7j5mc6jtAaiKLOsV4sNJCQdAiz/dB7R8AGp1qjq5Mii04+oEhHcNmkI/XePQO/yr2zDn9wYs\nAW1VTZIbX5yqvRfpERoV3EPa2fGN7aVSga/F6rlYkd2zebnz280o+zxo+LEp7jQ/Y1ZcqZUfaGi+\nJdwjVzMKkm6O+j94Ge8wdK45hySLPArW2XNwA4nLz/dPjnXqPOFS1Sxje5x77Ll5BH94vfU3rgs5\nDly92WfHG4PC0+2goQ3shnCAUGBYbkMX/n27kweSS2F2JwGBk+0zvZF3LZNoKR6kxQUFb8cfSzvR\nEfP/BRMQsdM8Y8Is0sOSuyhdkLLq7vz17vbX33/uEVzu7EOfzx0AtYSvbCeGQu25tzOqNMvJ2/FD\nmpJdb97DNI/yPpt1RVVTm3Gg18Gc+v7xIf4MN1T6iky8zPXA+zs9F8WgmAZ/Ih5QFk6iG9Eb9FeU\n7E3zUpTWSXUAFJ9rCD9aqZhMsrJ7+C8g9L7RF7F2xo6X4UaAINvkzxbjHXnLT8zCwHzrnFuVsnw/\nrm2baRYKIj043Y6YfchB/k4Ivn78fNjwEH3CNqZt90mi8V+ebHPWUlG4dVVZb++73e7AgdSrlYBI\n/Kkw2urfvQzq7jjYAhIRiX1q5sw6aGfo3X79unGPM26dTk8Sxvhk+mGec71Q4fXBvfcCxibZ7XIX\n4GjbLedzyw3rAGh8DjKSUMrLIZQylWX8erz8fDgrE/QJ9+I+G5NpyBic1t0ONfVuf/4KQGNLJbu0\ngkT2OYSRhak/svxL9uwkKUkWIIWy+twhHhy4Gd3IC3jEPOvMpoZ9pcwz8Io04x6dp2o8/b1ANF/v\nprsa0N4rYIxgOAN/j7fj+9HS13H9XVGk+WIpBWzwFVFwlHvpY1h/3NR2efQ0ZbTaTgHnRbpJ0mxA\nEo0/0iRpZlAi4Tp6SkDwXUsghuVu7rESffMqlSzutpBiIwDwMJ5U2gFQCvNRo8zttPiVOJWqjSRk\nPelbZHstG+6aDuQYlZhpl9kOtw5/PQDdv1Ry8ia16UI07fHn4+fDfsbkdYZOXn3nmtYrOdyuJMx0\ntcfmWwjaonI+ZUWRJdt1uF6H4SbcJj7/55NkYmaQvQCQHQ935zzzOIm2WYO+YKGj6G/dnqceMvwq\nhChjUFFl/A9+Ct8IiJ8qWREpWx5OdENZbCXZEsHR3Xj6fnz/dPE3NLyjUY58YJtdVDI710+LST3R\nRBTL0Zl/IGhytFtJEq6T5Hl6ttFJnD9WUAHxOhwCcM7PcLMAJDmEDOvv0CebBnutWBcSA2BTBn04\nmvlKkAT5y1aqpM7kgDjEgV8ncrIPk6400TbQChsk2Pi4NhuVYWmuyFWZz3v89ZpTAhS0QwvOsJQC\nqSzDfObxjPTB4y4CEOriQIcCvh6Z2kxxUha72bLqJ1Ro/QV+HdsZPYiSnk08TkwQXIdPFXVIDh+E\n3lPbcYIryesb1d03B3CzOM5P75Px6zvmBd/8Mk/Bn6cgLY8M65fGY5X8flf0al87AH59K3elr+jB\n40i+sUPYQAaXYhpa95kl11jux61Y1CwSvYG15s52zeRyeZ+83W1i/RPC8ObOkgpJwtlJroNb3Ebm\nwlz2ZRBW3wDQCADh+sUkQX//qMLCY9Q6FCnS6o7J9+dflqiIqTVTAnJ/DArIZLVNpXf5ZMucWb6h\nh4onH3AtQqtdxJAl3WI5gIYPQGzplCuby5QLRopIwgPsV+tC8Pd4zBCoQm/nxFUVsZSaraqu9v2r\n/JNucwagLYayNHNoZ2xu99o1BjEAV5jHXgsvCdPAukhShz+m3y91ZYPuL64cUDZeu7aeDgq2+E7x\nEHHx7Zwj0usCT/AdONVsBgLQvtk1qp5Qei8IBAI+OVj64eGPX3mSTCddnGdQFHB7iNTj0rSzZWk5\nHsdvTM3OioXk0jr5xjwwJtw+Pu5MRTTaDGmaLe0VArg8sEWBY+BvpF/DrkYec4KsxWhjOAK0aT8t\nfflPXok8jrb54LnyAnH4wpLhuGU51My8LtTrsvmtHR/IjsbpdwAElQaARLolX3OQoCgeiCm8WULn\n3QQU0zYiMwU0uIeKJ+AeWFItuqf66oaIW9Sgdxk3LCTQMv3240hSDO1197usXT3f7fbVvt6NJ/sK\nspBVQT//WjPpVNF8dr7/C6cdnKyztzH0Qfg3BcXXq8eM5pXC9PgzemZl8JMFiIvIWV/wHFsZvnAb\ny6gXZlfyLkOvNM4xwawzLLp74mDxZSzdOY/W1NV+f3x/p+W93CQqB0NvHYTPjjZfW4UJp3u1Dukd\nHvz2p6qr7rldQVIDKh4g50xH2jeTjXFVovAQoE049NyixAJS8S8mq2zdm8sw9BU5mROIcWalNL7z\nrvENION6bZmM1BqBoNx3WHzi/TTdfXDeV8a0Nu0mIFhVi92JAdiRgjc1yanm0dubK5EsFbJlp7GU\nR5heBHqOeOOoxcAUK10vY+npfO+bPsVo6dFwGC9Bv8RM5k3GUqvac2MJbLkcjSjS3fz+8dKH/VRP\nhDzYssaOPWqUwdzboenng03+21sbTEvB9kC3n+Zso+NJR+JfzsWSm2Ae7hCASbJjC8L/nuDv7e2I\nKrd38Vb5J2DMrw+cgeWaxAAsWN/GxvM4e1weqMhbB7EHwEndM9TybHWYgNxGV0E+9AC0+8+ih+Ek\njjZnl/O1RgHgr7/8fukiWD/LUcgBjpsIBYA57+cogeEs+M0YR8XRGlsj9QS+HoB8NdIOSO++Pe5t\nENqZ6ePZYr5vXEiCiVlUp+snMh9+J9wiS0uJII8mNWRMsiaDu1xdDp2kDWlhqzRmH5d+6d5oR/a7\nvbdPZ6ZZCXGi8qStlwzb+UmXWVzJcXtHWf+sMS/X1hGJWnPdSxTxg7rMiz2Ozlrw9nQIQIc5Pp2z\nXQ9TfhDXkWcCmcBVr+yJcvir7bWLKJ6CWt7/sHoxrxzVwOunHDvj2y5CN6rUdhQWxXfJGaWTTD14\n+nMaBLkHwH0/8sFIeI88tS2bgFXVtWUYK5jwOmH4K8a394GnODB3wt9jEEulm3k+BVwiUmjbXseX\nrA84PHa8mZMmft3NF/y5iltUwV0Rifp83NMwKw9V06HIRWP576ra73bz+ercoNWYW+anhgmgJjJi\nGWm2q/xma7nknQBUSVaSKzsyHYWwrbSedXHtvetRw4dhSm+7gTjIddtZOstTWU1m89Xxffx209H+\no9EvxiRZgehwkXnTMHwjoKcDMh447fL44R8PudaiOPTFhx49OyzKgkvoOaeJagDnAJNIdBo4SWAt\n+k4sV8u8fbwBfRdJV9jB2pI8QMbuqlFWtQ7KJzlu8UeuTGkwxUdr0tFFNxKaBaAt6GZAKNKopDud\n6GJM5vYZrk3OxXdLENlyENXFEdYx2oFvbrgtR92TIHj2ZIy2lRSmuWKQJrr9WgO134if+BQlfcae\n/2xSI8P2HebAhVHBUxpTeJ60imWfrjLsWLOtgFoKKZDlUdHjaspNfGCfwCp87FfLM48O7gpj1wHa\nFfQoU93MyY/H5/vkSMb4jPvlZvTbhdISa4YpcS0U+pBL05AOqexLnwjfJVDclikW/CWPNphHgrib\nVO99tUK7c+QDTLvy7oEk1J145F+a2/7QqjuGmqNfZR4GnVggh/2jc0Aq6UHVOiv289qXyF3bhUXf\n1QbWG3b0wa9xQ1YiwwjqMP7O/tOKaWiaxwd5mHkQzGf7LgbyJnOUuJQMTx2Br5Z76XoAhspGUtsk\nKmG5TessZY52O7JdhYj89d0oJTd4BqH4drdudqe/Zkz4gGyBgo/Hcd5sNzsM7PBn0Td4JsC15XEf\nCDSX9IhQfDHr8msS6aaLsclEYHE6VZYqTNw9caMGFCuZgyKCF2ynP6FgFCTxv/4I9TrUjTUlwa0l\nns3jUR9WFZ3/QguxlWJ6CdGYsDDOPAfANn7gZJBkahQHlV/E9GOGPqFU9sa8DeS97lWrV/Tw26AM\nfnCWQJCWGlgb4OY4UBqGaQ/W6t5daO46mrmF9GSNcC3Nzp3Je2/7MCymhDOnIA8v2KZFmqdx9g0A\nEV2EaXr//KRfjoJ/DbLIK/gvHG7iR86CWKebtQcBnZoYcTZ2CHN4OPvx9ARiORs6buiHYv45GxHx\n0yxLJB9/bYr115tSqB0r1JbJomHoZxlP1ZtXyLMMAfj8q/wnbqBxVM2Xu64WiRvjg3tIMjNkGzXN\nkcvpyKUoefHq2Xi220257E381b3ft2s/PAxQu/JHko60ERto9kD/LmfwL5zAIgCiSK2V6Kir73cX\nIGMw7PHTqMo6di8uP9JTZIjx8CT0vUPkw+55UboYzRn+A9goQX47HVcunCKlIeB67eaj+leqpJwI\nYkibGHTStrh5P5ktK5RdzR6Pa+9+Ky7iFs42mC2bMOOE8ZCVkKC02cZbTibdP2fjU6nSUTAZsznz\nJlKVzb40TuzYJ5PScgUDABaxbk1S8ARuk0UZ6TCynWA6cwW3NmXxF/Bnx+UJC0sp1Ifc9jcKvjmo\nPErCZDdrgCYdtfOq9HXK14Nu1TTE3/1umzrfEP2r7rJm1pdjicPnUaL60/G54Nm/GSyDRBlbnzql\n57JhgO8qgMIMnJZ/jEank16R5fdpC2XhWov6RgluVvaI0QNGfPLFAi8nVWKSqgBQ+KMbbWzlo9TO\ndLizLp/n1fluwXNargNgNV7y/FJme1iNd/3vKKlPKt0amQ64AsAxuSEphl0YjJSe8FPWB7Sdko1U\n7xWBM3QAACAASURBVPe+KHBtenmSsTzfjGImOniiBMnDdRz/ycREsCDpgMfBiDQ6TIRJzRHFO4ux\nfB06ANIexqPQ5QjkqRuma2x5QriKcKDP1SFLclS3kViPcvgfYgBzVZttT9VM/WpGP76zC0oxEJ2a\n9IoTJk+Le/Dlks0P6ILUx/3+5jwBTg29H6u868Mo2JfOkHpG6xCU7Q5jKriZyTSj8lrYfBDJ4O8L\noeyFRqjd/SMGTcIZp/3GNRU1iBUsidL1lkTG2mroasU4hc7sSIXSaYAjAaCE9EFDgoNSIqftts79\n99v0x7c/4O/tOd8zEfLbavW9rvZwbL9EJxYEFtaHrJR8rnqve5hf7i6osjDcxvSsJh+tS24j8up7\ncPfJNuHwqaPUnqlojU2AKXLkjtzZjYP+RbB2ALze9CaI/SIoGVdVGstwoYIUBtxqpUkq6jCIktD8\n+oUnscToWtraLUl2NBp9n1Uph0tTdg2aBwmt1RZ3lWvmsU8tvBPFkvTucTwZlgSNq1Id3AIgml2C\nhWwGLnwDQvixNNAbU4wObZiIY3v4hhrce6U/rBWujWVYb1qdmfOJU20YTkqv7caJGfRhZ5VXlVUO\nuruu9qnbDoBc9JXBfCy87X3KL38FUP/Detc7vPiE9/GlBX3K+b8YipI1IRHN93dG82C43s0K6OF8\nW+VdqQ7+PKx2EsT3fp9nrOZ5HGIukdH6S2m2SeK0lSoryf/sixT9+VOYNSdJ5K24vDTpAUhH1k1n\nsErA8ce57HwU6FtO3vCq3MbrH0GUJj9//UVPUcbMeIDJy1nHpFXYkM53izA4xaq0jtFeKPQPE9vG\nfejmxDNpH4Zuap4BcfxADHBYe3//mHXd36KyojXSZJVunN/FFCLz8f4WjSRCuNC/Gfwo9xWOyFyc\n76qzDfGg5UonGF+J/NiV4+fN2lUPkeTfL8Y7pPFPVY+8nmperBtzfRF7RUqsCX6KJev3SPnync4x\nqWueHOl+dgL9wNv48oCOOvc4+3IlEWnI9BalLdzbLSqzXs/HVZGhpfKk8sEpIAP9rIpyNzs93Y8i\nd3O0/jb2rJMwlxqDC9OkLBRnDtDCeJhXVnuBL9ysg8gBsAjDxPLESakI4sQdbRPfTpheN4XezdVm\nHQRkPJZ//bpG22gUbBIMfEmQSs6/uyN/IcxTer1U9Z4J7EUerURWaQkCSPwY3+DxS+J7THhM0fHd\nd6mOMoxBu1FRpQ5HpH33JL5thfQClVhgUWvXo1ICdX8HQHK7NjI1memCZfAOlkyVnB8jAxLudVTY\n5pWyxO3Ml/MZe1SlRGWXk6VI8SYTe5jjgF3rQVGi9ed2/QYoplOA/mpZAB4WOJrncd89IdFll934\nEkIcXMCYMo23QRCUTtLpIKEzXfyZkCT5WKmBo6Im4wNym+NJ5UtGJKTyruTk+bwkUdFynd/xSPe0\nr8ucSdrnWqXdlk0bsLhtEtfAh6qZvMMbx4pb8E16/Dgq0XTT9VRnG7Dvm/bXLxXH6wDTWosii+Jt\nnH8bDhLcyd9t8zSUhffjfHDUStXC9ppXcmTwdyVFNfe+6/KIRxvW2r89OMUAmlqsTIxhj+ChYn2L\nYTWSBKmzUWAHgh3+RteVqSWTurUSX+lD5mxuIIJDvndWcIhTq70a3Myc6WrY2BTSHCmv3a8SBqCd\nrMSUAtrRAw7XxPki3wDwZId47LwfTQWAd/s284RcH9dkIceYu510IM3WfplUlbu7MdKKPXXTJr2w\n7DOpjneHUIa5vra23+PWoriQWSJ2Kvf2jKloIqFQdXFk/+FB4N/3WFsEwhE5oMAAYyNvv37p02Ry\ngs9UFtk22ia/k38clpCwHDfofRv0s99w55ojxtzcvYLbVX14jLmz2fijpyKyAHxIeSUpkul4/geS\n79hmXGCOIZgGMeUZ2S1SlzvxWfueXyCKFRUl4/Ns54DrzkD2/AruADoWMHvpM87PvU9nuNuzJVs+\n+LUzyDyq8sV00zXpcFsCQ/1FAPoxmYFEMnA35nt4+LUHsbOtFG383/+6C/IAW4zdJqdJSbm2jv70\nx2XMUi4eFliIiT7hh5uc+yCl75mU2g/+29u8NcnmCvhdG7QXaAGgv0gNGW0kuTwADp6d0xZ5V5It\nF1brrszAFLr59Qu5+skCi1xkSZpLBBAnem91vns3KbC1snzoRuXPn/rdSwbT4MZnsHs/x2+DHf4G\ngPc7guLkDOCz1+KPGI4kcJkKqhEXYWAJsxf1Lv/tLdDTRDIvRFuKtx6ASFUzkwraHTJ4gZjCcHa2\n5hJpvdN4smpmiK9X070864mt8PaFFTqXGxRPhS3f4+8rjOzw3Wrws0oAePcu8I0YwPks42DNh0tl\nEhosw+2gc3WVl2VqKwv4s6YcuZo5/Km+8At/YXynn462EjIPNuYhwVmNCApE6GCSRqPt2nWhdv/Z\nrw2oSKBURSjZIIKXconC5NevrgXtrF0oiKyjUGlndDr80UkIMs0M1bpM/hEAwRtxkm5MsgXTQW8R\nhKMZ+iEoEXj7fNxumlPe+8R1kzEhNKEFDro5bUNVVnushGn/5hZIjReScbzaR/cA2Nr0ChlTWeHo\nPg36myqSsTfkGau6ra2Kr+2hxLAEAmDTutFyAy/tiwxofoNA44i+poOfQNAjZyFTYsxqVX/NnJxR\nEJJEQSDepimlRjDvxql2Sji2A+oUqFUWRtj4RIAiFdrJQXxjWw7MTS5ngGsaFJpJNADAdQHfd6gk\nvF4YPz4ur1tD8u+arzcR38dSftQ05H27lGIWFn/9+r/ZysY0vJW8jbbV2AJQbhQ5Gx1kCj1i8WYT\nK/MP8Kc5QiwSkJ7hGYDG7J6+Q1oVYlAxE9FHnjY2KQIXqwQHESj+8qTgXp8TabFr8/t7KFTBVRgS\ngxokKegQ4XnKssAQ1yTpago0z/e2JkTHJVnxryBShoGiLw5/xtXz9ps3jEZ3OHzCn7HCdjrA33Qs\nAPzg+mgzXwx/73RYTmfkJ2ZbOJAucMJHwKQBrSTy2xfbvDVDDadwNmT5ad+a5f7gEKPF0Hb3XJLH\nq/p/Gp0m2zTPt+hFcoEU+maQrp43a/y12cDDn0GhqArXGzmlqHmUKo0yDKIu9MXjQQTWy/4aSfEj\nnjsA8k3z7AUND6VMN0EQZuqbk/2bV2XRHVnx/Xqk19vbfN409X7IefD+gfqE5rSCrUifx2NhLZxQ\n2DHhuZ9FnvE80evNn/rSvVCm4mghYTcO6v4kZH/D0GMF3qrtNk694m9SauexS+53117NTwRYLbpE\nv7TeoPZ+8b2E2xB/7dBCZAbFhmc31/7Ns4xCwc67EP7uz16yr1pMwBNZgQA86GpFWH3ii21IRsnl\nYzz7+fPnZTedrc728BhsphyXShDD7SIlt60iGpiRp0Zwlkp2LiIP1xjOEIwIJJykpzO+os0bZbJF\nvg4+/xaA+taQ+CMrci2dHOTwVwJActq2wajs3vvz16+fVvh0D1sVwY/zWMIRmtMSuBhmkIPbsGCy\nMT2YPPH3L9HAKhNv9vPRmuv9AZ2OgqBq0ZVX0I8emMn9JtP2SNaathNx5LwvJx+2Aa1UaFNpvNJk\n74XhWPsdUqnnKebYdMPF7OrYEB6iVtl0F8ap34OThOWMSeH812l+vrZYTWUBOIz+DOH6DQYH726F\nJ+bMbLXeRVyzFyb0cTU+PFiRxRCYBy0sfNsoznzNz0T32zirZo/H8f3ePB4YiN1IblrttNqWUhzG\nANRcWCcDE8siJaD98e/pH1nveqTrNSnNNAqjJFGpQrOF2ZMYSjZz8MHQTnoAPH0TBXPP2zS302xP\naC7ZJ+Vsvay+0euRK9oqU8jA/7OXswtVjeeHfMnZjNMJ/Obcp41iKQwpEz/bxTT+KQDniMs1H6/j\n9zvMWsWYZjSh9KW9Xy6Xz+OFw552H6bMPem1NBrTd6KZVmH+xfXbhvAoTCWfpfRq0VuqtW28sC07\nCagc08l858ed8jgI96v9aYAl/opuUq1F8rwMiiVMD7lqNz/14POVvnL6Wej1+RBMKu1PIDE2Esjj\nyGznoNqxXcQHd3UuyhIVCU8E4CWMwTjNNbT327HW97IQPhGN4sJ5HGvZKQAQSwDuJf5OiTgB4W/O\nDEB8rktQ/jINLm3zZhSQ+dIgR63QZQwLZDxxPKHQUR/Ns+Dr/kK5gZlV6yBlu4VcoY7jk64+CiPb\nYpVsMC74/8aHatkVlOAj5l2AA08Cz4MAWKZJLJmW1vI9/WMA4gAX5gLWdphkyo5wZCw1XJuBwVqm\nZ4WZopy42vk7zZ9XHdy2f5k/4GodgjWnp4VQzXvHXPIOipuMkm2cSE2ff4noz83UTjpVvWfIr6xY\nj2Qc24urK7V30tWdk6fZSbWBBFTOCWKOuFaE8IlcmsnBK37oZ6rYgWSHyVQ2hIuN5ntFABQzwIuh\nYIyLJntPGU5bzA5lrrlFAusxxfgfDoNKWoDUgkpTxczlRmXbEL8IiwWuCXgB15uOw1wXZOm3LDAr\ncv4y0qUk/ZYukPE4cAOFtz1+7OhqMKijMoiVVwBgxTU+eGHNR1HqSFLSYA0ZiLrwLi00g3nirnu9\n8egPznKQa2VzC5bH47zf7b6jQvoKwElNoKtg/Qurbtl0UyNZIMhp7vGHidcg3B2+zouuXvgr/IXV\nz5SjjdLVclo9/bhMply8x7NdUwyI1c90BsVWZlIfSOBlWZl5iZYyXQdrTObU6uU5YuawoE+TaXfO\nhyrYqn5ZSpmgbDCUabzz7oDNK57Uc0QwRlUT+wz1SdvMRcZd31fTxZFlGST7e+fGt7lxPdpCMOzY\nvQSA6DBTrbRupmFYCFmZKcF7k6fbddi3hYiMKLKc3LQ4wjS6qecGP+i8VS0vYH1Y+CykhotwCl67\nYEQHn3dxPrFxwJyc+FFcbreFLF0eZz95Mogz0jWmpp6czXRForOR6lWtNqGtFLzdRBseVv8df7Aq\nd6uDloobSaio0uOLt+5nkXVPN5WWsv1zldXUOxrPL1SygFGE0+smMfV+BYal0rUJZmFu53CQKpPo\nKIfRlBS8881sZZLw/a6SJCOdQF+UYsmndPjCDMn2zcsw6OpjvCvYe4oDsi/cthaABwGgkO/1wQcp\n3J58IkM5Y96xweNDAJQKADRNXg5zF0pSHjLloquAUeZ8qvaNB8AduLkLfZVmjWQNgxdJGcP0C6QX\nfFqYGyeMYpK6pKoxGcSPWUweN/Px0Uppnj6tloPHxQhFtlMIgJXUy57HFoAYC05yTKWOQUHl5V+W\nE5BvXGU7O6FSyzx4LsSXgxZsbKD62up/qoC9vfJtcj86IQZIvujxd+Wau95LtMy1h/H49OW6Ur5T\ngJssIQcL/SxGRbDpJ4c0i8Jc7LQwyEAQCmHB0+3JCQR3Sw7YSuK3uf/JxF+Xe/JnspOvci5Ry9dZ\nnkawz//8c/3SGdpm4HkYaVt1ALQxts4ZboRjlAB4WgpVV7lDzlnv7XyMahAQePtoh0unuW1uU4Ar\nqvDLl4XNt8UoWC5dqXR/F7Cwz2KH7HkQTLmNGmOLL8Mg5AbsOarakN/L3LhVvK4am0zyKd5u4+ku\nKwYsoW+Pe2NuLY9uGvTGaslZaIk0BoGxlo+lUTYyGxJfJoVzppT2EVjE6AMHM6hG9qHhM0NLl2Fz\nxXQ0yuj/dwDqQWbU9w55cRUmpr8zL1Z9u1pr1trGSniMSsdwbufs8c3HPKo+i2JwkcVhzDokyaRq\ndZ7waAmShPGIAMi0zkolMROth+skL+IkP+zilJSyfpR/KtjWF73dSXhoUiXMN/Dnn+RggM96/vb2\n/uIGAfQRQPmaS0b7H7gJwp1XwnqSB3+zvNBldcCv7Cxm5COPb26f38kUJFP73HgWfoNcwO3GI6Dd\nx+fwS+jH8Vbf3ibz/Ul79qlGEEnu8oTOwjyMW+HTNMU6iBn0++aqsUrbLM+9fAbr6RivnAdrTb35\nFuO3n1cgdOTVjHPwL2MD7caUivSDUVAvZgjAtM7E4+vvZKZpnCv3rb9+/eXSyXEUSwhQAIhZUGFG\nWmsdjNbWQG1N26/+P3s5bdIb799kqOazG8yYOaj4OoQWHPzh95fKzZbRybZg9VmGqKRI4k0EDn8w\nD8llSUZnYYgiC3oVSYrCN+muIFsb1DW7OFyHh91C1P5kGcckQHMDJfb24QX85/MFyv+91wtyg2dj\nPPeD8UaqhKyhaeMfTjlaWjSkBWDT0ePwOD/wvHDdnsg9WyP0+nFBNej98jZ+vdwfN26+htQqEZMF\n63O/gvQ8qIZOQq3ejmhlGe7NjENw9t1xmNlmAowUyTi1W5PZMgqiKCIbpfvFtgRMs/CP5bZwxPhL\n3b51EpCcFtjbhg1lrg1vyC4L2EO9iUzV6sfGtu632+5QsLuFVnuTFXaafJ7qX7+k3VKRgo5nEmVE\nP1pTgi8kIRt0tMmd3X0VJ5+P1Xw6rfR/R+N4Mt9Vw5zhM/xA4N+2pZ6hrpAz6bvFvtYg/kyLAwaG\nWxXHxkUIxatoCdaEvG0U0kH1mFCYxySIcss5D9EYiZDKwVWUIqo6HdbiTOs8P62+kAF/fb3wSAG3\nmJ3e0TmnB20Q0XtIoeEhMX6uuNKvp65JQV9FAETGT8KA/VQE5iKQEe2TutcHJSfHTBmCMqqV0mDw\nYNF1802mxpfGmKc6l7qq+m/A/LIB7jwJM2QXF6bcbuIkSpDZbpxmaSDCivjf42nm8Adj8U0yLuPX\nR7bZklpJECZpDHPptO2tDHL09xD+cvgY6x9xwQWmpgiy/qZg7E7Zsco3jjTFUuOX8b/++DdnnCer\nqoGvq7IMmZhw3dXJGA5Ku1O+mP4jCcgG9kn3YuM7AKLSOM92KHQsDNvNyyILtiSwyh3tQpl1hRfR\nDy6DpH+QYJNOqmFXf0aHet3xFmC2Hfsi4Ethro18z0UY+6o+2UbD99c7aiPevgWdP5XsZW+zRr2N\nh38UzkZ/dr+5CYO7WifjKaqsO0MEjKYOgPvh5yEYWHfDrDzbxTIVBuTLXltbWKLQugtKfjP9hq26\nqy5A6G8dOvzRv5jKbzlenNmILrgPSIOTAOCgf5Yxj9Gw+JucSdi9oZDu8o65f1l+iNeKq4pKEoBp\njsKgNG14aOd1FOZZ+GMUx9EWI1+3o542UCrHeFKLDqWHpCxQGq0KMb3dOXwnVY7d5Xf0RY5o5enV\nTL3U/+TFm7zXf5dBljXOsjMCNZweny/JUCMAErjIzy83a0yDYnNnFCCrrVQY/Cj0ark7PTPNk52H\nVuiq2lcobuunjGNOLGdy2rrmZi28TvvX8X7xeoR3h+qM11s/0gavT79q4mU273wMz4xFyfDr29vx\neOhRKR8oE9nLCmGRQ5Z2ak7xSSDoSaTWhzuigbqvsNo/Fwdmm0yTHFin9iBweCZct3vrknXvrWpn\nBZCTsgVBXdvo0p3LNSTqHnOZtYTL6c8g1KedCOpq+u9/T8bdYBoSi4oXh/MFdIN0hpfcz49Yd5Dy\nrNhCyO71Dx0FwSgg73mDudXxphcQ7oKghFKRZfQtfv1K0j88hYTHRh4aXXKDrcUHuEA/I9Db9d8D\nEGH+2e5rYurLKy+lxoUD+Rpll8BOs2/bcBRsIjIa2hs4Ah73Mhr9GAUhl/E9Sx0gvZbTRHLXFkWe\nz7qxWVxX0Gesw6oa5uBiy/99/NpcTazNyabfJ5/Xqw9Ayzmn/fSbYc70z5+Px8/7t0+o5hNQjeyy\naOvOgrRbcv+R1n2/9/Hzg7lrtGd5nvqFUzlZ5euIR1DYHjTEicgAjIPqzFqi18EnDCHiAvOEoIA0\nR4wOc/TtkA4s1yUqjsj1n3BpLIYTkqmlMZ7y1pJHEW8jXgNUE67Oh73imK7hRpH3BzMn1VcphM+C\nQog60PjeXosfGtcKApIDZbgZef2FNuIuaphsKFmO8tevdf+8JB4nfW4uGmR/rm7e2dCeMxwPcNNb\nvuDh7Kay/Rf8VZX00tv3BqL5ze12j0drc79jjs82CMr743487vDigZi/uxpqkezUgHo5rpjJwVGP\nt60zZQ8Hkop3Hkt1fHzMxjsM3SAAzlb1njbn42Z6afT+eDnp3v3o8MU12q9Clqy7nF+/OjsEndUZ\nTYd9QRwhMLUdRL34uyMn+Xjc/IGzK2/psk2wQVguIcfKRiXoR9si365rVQzJW6fj6QE5jiJd4/iG\nCfJwOjtzhX6tw2wDtCJggFpBgmkIWqBVzS1bpI3SvEJLGIyBGeng3MAgIGcXp+1yg9lwQHUeWTbb\njXJsxuQhltEP+swA44jOFVwNa71LNKmn/KlwiORWf/0KevFX84q7Uq/Mh692fc9PaJI4lVKn03cY\nGwaK/ua1m5x68WKK0ba93VEXbv788WfzeJBHWGabzeHj8/gOmkB6M6nZWR+xPT3HqQmDEDAsDneo\nQuXLt66kmcO49KzvB3F1QVE9hjhQpkbzZqmWH9dbo13zM8m4F8lKlJ2qwx+IIYnvQPc6oD7XoiTo\nQ6yxYrqBzuhpwkyYqm48EXvhdPCjlSKEBZOI1J4RmJGSVBmmDIZbKWVmwqiClHuBtnPTJ0mZEx4c\nSnnGZXkYhUH/S0W2TslOCRm9SPZhIgumOihNW3jjvvGizE0+WZ5t3dyh2sEUWTZ6k/FJQcHxojXF\nf/DK+2hT8b//O/rxn/9Eo1GI20/+A4TSW8r/4K+iOI+nqO3Bk610OhIp/uvXv7oloNvWFRketldU\njXyyNm9a2dNeH2yjxjf467nanMT4DQD3Bx/Zf44cBXuT5/fH5ZXc/95LOLRXPnOnPmN3mnwjDKu6\n3k0hLE8OgKe+phT1xPN+91lr77lwlWPHCk10EPk52yewzV5k3vGASqqUlib++b05HYa6oeYihf6U\n8Iw5uw4kIw7j2YdnZL6OZe4L3/qKe2wq36wsMKKajIr7nY7h2+vknecwN4gJJKhDG9SoMSLwYTYh\nxFNek9rSDpYk4vgd5IOvjEwIO9FxuLlB16otEkW/A1m3sOX4O7PdBrjAEbHzCQnA//wvoau7Q6Ax\n+rH+z3/+98eafyMv/lOUjL/1/zJWy1ojYV3+z/83fP2PWwKbxzdw2ehUhEEn6V2UX+tvhJkIgdnu\ny7RObfNRvsryJh0MRgYpGRrJ+5StN4/7zI6huH++eQ4SDg8TspJCO3RbSybP/os5CJIKnodubgxA\n2KM1Mxq6Iri4t7Zed/vq4/8n7V16XFe2M8Gs/R/8PxLwH/DArm7fcv+BPexRzgRcl1FVhgG77Gm3\nq09Zxe579chUaqDZKUADCTgSCbCJ0gO1AYIg9cgDBMAYEdRjSGiQSKDjWysiGJSU++7rpn3z5M5U\nSmTEF+u9vnWgyWnU/kLpOqojCKhEcpjlDzEHxaU5aUiVpJwnAGtu8Wb6Uhl+EqE4N2W5T4kHgwTn\nbBRSgtFtkvboeXUCmf7AmZoEr1DZJatFv/bMvbWePDCLsJScWG8WKBbxjNa0pCUTkp3uhUiJRDZd\nUdxX3VWW7XGstZkl87JIZpIA6Pk6VZ/lyriDDvb2hdIXmzT59gT8mcdTCEt+bn376du3rxxRJsEH\n6CWjEQNQLbksi9bTR/N6etL7e2KVDdoXZTPPxrqPBGVmeDBtustrOSY3q9dBJpmYtDl6+Y7mJY49\nNNbEi4FGDaZiIkoMepoI+YdJpFyC4U6d9PW6EaHzessMp1SJqFGQG8ytYO/dZKdXXXQ0of6LRkFR\nq9srWoJ1FaaSDulyvR6+vDyzWOX2TdqtI2ZSBpyXj2dTnHvvASVuWZ4W3QNRB9CTmAa/g5TDtkkY\ncuuFJF3qBAuWeoIeMxSE1DrjVou/cD2M1Hw1uXSIZ1AvL2ctcdVAdSS6qXwSxgKFBWGUc3rb1MuX\n0tflJ/O5cmJiWW48b0DWkhz7JL69PFutoLKPPLrVQFeMGYD+2Jghg03MzAA7/Hz7LR19/ZbYDYas\nE99+8n73bfaVrVglAJOxgt7P3zQAExFM1eI/Ta4AOPnaXtIbn6TmhBFxOPNnhqECzd2pKHVW6BZS\nZo2I4y2Mk7R2SVCH23ypwl4axxiKzDNp+8rim/tpwhO4w1/GyoL1o/N1GT/ZLqs9t5pzrfg833Re\nM4M/+DHgMzU541UXqSDi4il0CcV+4HmcTsszGl6L7Gp6rHKM1WzvwFlWgKqCB96L6ThnLp90PPIX\n65eHcbzv9BTsaFTeWaHEe7MNpt6OBNOC4LfKOAqi/pf1jF0o8kXG6XVq/kf5SUYVuPXpOvDgK1Dg\nIcCLqJdNY0aR8mBb8VUzwwH8DGU4RVejsvfGE5pfjmCeXu/UlFGLYDIdoVdhq9N7pfqNjgENmHK+\nQcCepwGp4GUy8okbsPPa6/b443elum3x87evo28Oo7iScErJeN++jRiAPfWDn1sKejMFwJ9nAGA8\nV28qvyYfHxdEoMcX/pJ8zQpSo2X5ZOACcl4z/RBkvHF8TQOwbdZswAnC0Q5RiSJs88ut0ZegKCBI\nVyvWBlmhPPnxLyCBJQArKZhlu7fmUCnYrcopAPiMLx5MY0FBnt5ru2eFX8alnHnW8RDTwnhQEHNY\n/32LmnVqCETJExoVIuToXglCEJRIGZc8RTwZx9TDpF41GwVJ9DAXPbT5BdCVCoDodW7k6dc7zXdH\n9qTJlGoaVHUQs65eqDxSXkDMzob7mEMuimbmY9wexvZpK9r3FV5b8yZXuPIgQFrmoxYX2UkFwMlk\nPBNxpLWwEoBjoXcCud1AhzCQTVIHXR9sO/LARjmoTlCpChRFz8Yximc2J2mml55RNfBt9PQEE9AA\ngGZq99qLb99aLXrjxc9pq0WiT8mU//Lvf6uuv/kvqfqQx/ePp8enj+Dx6+Oevrw/7ktUo3YT8WSz\n0nrCrLob6g8QYXl0CYFgIV8ji0bb5JT2v2cqGlFNkjKJswVg1UuFPxslqb/K1rtzAfq26xGt5ByB\nAud0cqqxQzCuUx6r22hT32SrxUJpvi1V34GIqDDDoKysXmFwtbr9Y4Hy2mkUCYwoxFQ4KvMksEBt\n9wAAIABJREFUwkJsXlyc9FyG8VzMHgR1amL09jOGTfLMF+8Ffjlm/xENONBChxmtuFaaqG+32X7b\nNgHRKMZYl6vZL21lb+wx+bPQdeenUtmhKKNHnGM2zVf9n8bian4etfvMZxNiLvRD5RBPx/NgnhrV\n7U8DaXdUKeKxjwwSeuyi1phVq7cpeGR5adMMNteNwri0hSk1vZMsp1MeF3jsQb6NWrDvbFsTSRrP\n+7/GYwag9+3nVoudj59Hv/3r//r/qOu//vXfFGX6+LF/hOUXfHx9oi8fj78vivVzu+dPR0HJjDsm\nzoxEHwmE0J2MRn7vVdWoIMdKvT+d9vI7bWvwQ5iDfrNCe8JsIrlJdHgXfnrQ4dHOHWcRjYIpta2L\n5b7RKrTlhCNzZ3NFtzTDFSitj28We1NbjenmMWldJegRV6ZMuC3dITI79f/TmRAPFMZBYq079IaV\nbm6G/0ukwxdSn3hxhliDVxt/9G50VnoFG6CpIPPm6lkPheehoV8XAitHJEyVLOO4EWrZFWbqWNrz\n5VIVRKYnlblkGPCIhpZnDJHlGKWR1UL4zwwTNJMgQjIpSOjNVmWhCR8aGs0e18kTMnOZetF8FJHT\nBJPld7MZgSuvpab6tGDy1ILY6/UGPyWz0ewnes3//O3f/9/6+vvfFuOvH60vj1/2CoOP+svX3z+D\nUC4Tga+WPECSJOtp/EGHEYGW04y7JQ5ntVQr6xCqp4oFEcFGJL6/U7UFfsI8gRhM1R3PUI5impS9\ne/BrU59ieTWbkoxtQUxRZTMGnnWXzODLlPXEjEB1/LIEagtTMYfUTqn9YeWpyEI77Hakk7TjT3KU\nNyAMU+Y0sxazZd/YTIXfsOJAoCtmlWO+dZ4414Ql1gMaTcVm6XgUb8ohLuCjZq/L3HD9pmEchpJb\nqZTkUq6zX4vNN4W/WQKgxvMwiutlwW4I4o3P/VCUyjuZu/Ox0ZoQxGk8hRU6QECvkJq49Hqf6Fni\n1kid6e5RLfO0FdBOyZ63mJNV9w2lCyYuJYLx6Kk1/nnyLVVyiKDXJgT+zd/9N3v93X9QTvDXx4/W\nVwU9uMP48tR6ZeZ9OggC1BgDbpItoMM4bnFv8s/AtNSFWu8WBTFDgBbTr+1TgXoV1zcmHUBxlxSk\nlcP2964uAbDQhXXuISWRlKMTOHdY7mpCIj2f06bfjvNxCophLlAmkaoPOrv5VF6fu767KYAP1ZFC\nSb5MYgAQGpjxN6TIXbe9P1dG6/FBkZuBWzWYc1ZSFjoG1JrlLiXIS6Uk6VZuYVUuCh2+Qv9oGOMo\n5UuayBVOktyy1R+KS9WayjgI5wqbumnMzRPmynlCA0JphtWSSUWsBqEytechIjGDLo1mtJ06TsBW\nK+MJ+CnRrVCGrRY5jt1yFyvJQfiT4LMgp1P9bzKCYa4e8XwsBSLQvheor5M//2/O9df/ewvoU3Lw\niRQxvrRa+gTA+YsnT7jfPUXQiFH1OgDoGH86FJdO45TxR0gtwPE/nc7nMQ/BSMazWRDS/DyNImHo\nCPO6EFNrlpeXF8c17K/2+yW0WdFcH/4H07+IIBWx/Rl7KoZBkF3KsmQnbzqKlYhXp+FIg7oLnRGu\n0abclA53u+xtoxu+YmTlg+Qxo1mP3GDWwAcSfKt2aWcrgyOeaV43VpnRBQYEaabQt5QN6PTnHw7r\nF1DRQCcuNFFYHivBFmXI+S+7NMRZzKLURs/X86enp1mehLNYLU6kI2apNr8FMrJPU+XtBHH8FNUA\nxOEHM6ryFtWVb7Y8xrQeu6CPecJRWZmjTLTbV9ayGLcmZN72yrKVKgmXUqWK9CmrCDi2WtDIwF/O\ncekgIAH4n//lX/7l7//sT/7kz/5effOf/1dfib2vj0Hry9evT/Tlw/+qPSAwVig5ajYT9l953QW3\n7TaImenyJwk7HhqAUIwynCF3Do08bc3mQRiFc3WvEcd2UKhCMvRK3A1/xWVFItM6mQzDlWdj/imU\ncPD15pPdd7K+itTykMJ/ORos4UvFKYvIq6ASsnv7fNn2XnGseu3e1tjkaRDGyUMRc4lLvkaQvKDy\nGeRuleE4LOrqp7IIw1r2OZ+w4SGTpCSV1FK7ZwqNPVM+sWXvRVAzsB9G6QJnLO62qeY2D2dBbOq3\nvPMu06IAM3b0pqU00kWKeD4ZjcJcOTuTUauVWABS/z7ivOD6j5QZcJ0plbqO1mcmdiXgNvs8hVkM\nYjUqUeiJ41eK71ODdz5Sno8EAMdPLVLKxTlJvnGejq7fKNj9y589qOvP8N3/UiiZN95/7MfjcUBf\nPoqvxgBQOjFECyarpSP3BTc1b9a+adCIWhNXxUpqSAxj1INigM7oaYQh2GEwm82UlGbk0Ri2/Jr2\n4eXXpy9fHlu/gi3mpfvyRqRFMANOpzPokeAJ43/Nz1enmtefShaPDWPRAJBU+HgcU3debEZ6sOBz\nqpgGXSrHGmwUGlkRUtsseBQeEsQ6YgX3Awm+Lrkgh1MuG3I0Rwy7eXv6v+mijWK8mf5IcPTtG6Q/\nrzLvdfbon972UZAdix66BBH8W3J163QcZw3rmN4XZPStRHJ8hek2Ul0krqBs51gaUw19mJiyHkab\nvpm2q38tUGIoUpT1ktW0Yas4UCJ2Op1OuM6op4Sr0mF+RMdp3JohGEMCcMwJD+HCTwPwTwDAP8F3\nv/m4vR6lk3RkKV6QKCFdVnATnjaqcQI7e2d1hbINYpEyzbQ6uFwXJGfEJxDOpq0nqhBFmiMOphMf\nlRk5RRrz/JokZr34sv71J/U/vi72em9+d2rucBI/0TcF3XFej+TOuZOKjXqRjMcpfRcx065T2mJP\n2faVpVFPtzJI9NKpcxQED6Qa49UiO3TXO/IGvMPQY0YX+n89KhvN3O55NP9NI5RC+fMAKTx1SKcK\np6X79N4p38AYz02X6DI7Km0S4ESQnZVMWpELwC59rkClIXhXGHr2g1f9bb5/7Vo2TAvAMEjENlst\nF92DrAcqEiV6EqhLid7RCFv52omo1iBUitgP/N/zp/biqXLKlMSbhcm0RbEWaOTWE+PvW84lCJ8C\nsLjBX/HYPK/UTHikzAApNfSfInrbgdO7aPeXjgRMAiXiQ06MYt41qhDhkVBvMnFVaR8s50Gx1BBN\nCAwVLrNrABL4nrLd4+OXp/ev6uvXd/Uf9fWxdWk9Xi5fqrP64S+XhgxM/FaLc2hoT5CpSQdKloBG\niMfpeMIADOUVd9B2n9ui2f2qRw0hK5OEjWlkXvLAKAocofXstYemRogNMLxHGk5jYafC19nZOOTg\nfeCPp2hkGaPerSH/jyAlKbV3siIHSj0crL6ugHCaj0YNCdimahmICOnP9SfGxlXziN/Qo5h4fnZi\nLGnPGNl67qa2ZGjCtx9SM2ZrmqZZp+3NxxM/iibTUZDZqPkS/B4KgD+3cAF1P4fzn1tPnG/7Vhn0\nJTl/95v/U11/CgD+Kb77zePt1cq1ga8PREEAJLsQxno02evCyc1V06oY4RYiOlfEuh6p8xPMwDPy\ndM1C7IwD4IGiyjSRq6YLMvz18cvjT79enr4efvmikHcpv4yDx8vxSzB6vDx+iX95fH98uoy+NEXg\ndNrSLTB0/8bl1k/E4+dQdZmOpwxAw65d3yFlUGzlk2mv5H8lmEUqiKK3VCo0ddNnQ8Oqph8LtTIi\nnEY1E5/NripJyjUGwh/Ppj64nsJ6mhNOX1X6FHYw7jSiR/GU8xWbVEkl9SdpHb72eoOtfh1OIRMT\np1HMJlDO5boLoiiTIskGRmxYR3p94WmYutgBlV5wvGew1/MCxRJeEvwClI3G2XK10k++PFLtFYCn\nLDjCmD8aAX/ilHw7npoAHP/8239UsPu7P/03/+ZP/05984+//bgUdEbOusLpcK6L/KQWGprIB1pN\nfZf9PkOA18sWnUbGX8ajp7Ef1eZPmoQQ4fOpMlhb+dVlAVjQJB4RPKGqbdNpAvDXxdcvj5dfR1+/\nKgB+vVy+fn2P1ffj6svlUbl9X9+V2/T1CoATMM9JA7UkjIVwHomQAQDGYjIXhRPrF3psNcZKDHq1\nc990tfP5lCiVH+CVpSJcNfDHc8e5vCtGf6PaSD9MLABrF1vpB26MzNMgCqP5bIZ4cA1A5dmUc1ix\nXBSm45GzKcid+iuhjK2p70dEfNrrL9829WhIclwF1y6lyaK3od6uHgVpt22vr7wI9JuuT/pm1lyC\n8Xw47Ba7InVtw2iFRNIr5XUOzys0SHV+ByaPIp9GWwpDD3clNeKkjpaNxiOFRIGgaCXMD+U5hZj8\n+Z//4z86139cX/Qcx1LzlFIKyR5XNtsLa6Srgxtvf4+sBynehvsRoWG46aOkqR5cf0s5XUtAcLRM\nR08sthp2+K+tljL9voy+Po5GBoDjL63R41hJvq/x4+P8Xf1rNGoCcJ5Tyw8sPeVlz0NB0RjtvpNP\nSBZqIia+aEYzJeavdIl1IVtuNWh1m7nOa6TKhydmoAecFwiK2nB9puoBnTZAgU/a7b5uIj9OF6/C\nKYvCN0qTJ657pA2FGoDPh7xICp3xtGUwo2mcZlt87KhFD7FY7qltUSE60K8BbV0+5RLjNFE6egDL\nTRe2k8Yqzoe3obrbI1X5UqElZxKRiDOKIFbKq/26pA5BdbIu6tGUbBp6aySQlAO38A4v3nJ/KpMR\nZV4s0qjeVDkegt7Z/vR4TuCZ/Pzzv/2HGn//8BsaUEMA5LHQCKWeaj9ccg91sVwuF4slLWs4uTu4\nJo/HI//6Z/t7s4sMAOsoZ6rckbmZANR3AahswPWXQOlZVsHHL+Mn+vr+9KWllPA7VHDx1ARgrE5J\nykSoAhQIhR6kzXZhKfWxSPNJkBeNgP9+ifmsWQ0heOpzxLeUVzVXjh8ym6OYyjIeyDtL1W+yjgNA\nR2omMUnH7utbt+1xGqUGoLJQUmn0tRn9vWQADt92B+XwCybRqmVvmsyffHDfwIQYjSThi3j+aZMM\n3V4czMWsxWUvcYzWi14zYnWszqDvOCiFu9ufUXSYpqbAF/OHuXkJhTSdA09YJwD6yBG9HC7o9iW+\n/XWFtET6ZKi6XPylhZKlEGYWgOezRHvI7Od/+nf/YK9/9z9MyAC0Sl6X+xCc8Y4af5INDy5eG5lR\niHhdpFm88mgyMRSPWe+1v1hli363/TkAr0u57D+cCo/hr1+/fPnSep9/+fL4pYIT8ng5qy/qR/EX\nJQ6VG1Kofz5du8F5EGuZR/XMpVMdjKkeMAoJgFETgDprBomtPLo8HZO9M8ckoQRsM/gXRpXSRj/A\nm0bbnvIPzZkxANThwsix6Han0v4iJ7GfJsbM0XZHN0PPiKctufJUnxp+U2Umtlr06dB4ozENlUAL\n6xRmohiZAHOSwKIMhDwWRSxIRzejt+eqKA5e++28f8WQBXVccx1q7QzAVQ+B4M+ifL9GTSKqtFHy\nGM1lNlwjyV2l7JcPK3WX49a8fmshUPGsPN/ycrlU5yN5Nd/S00kSAIPxSPnIP//2bw3+/vbfs5ch\nmC+iOJ2rOom5cQC45zgAXLfAn+dcS4FLSXplvygzdToa60mLG0sNlWW3FC72Ko7yk4r8Rc1Vuf71\nUAdcoILNv00cpqSvVfMNlKkUSptMLBokmoXk7jgaQRLXANzrW0UNWBRMRuPRdNwCaQdaeaUfzcVo\nniZpXYD/AOUIgoIoDWPtPNHamVCGbMwyWFdG3zLVTRwrp2FPL+SaEhr0mS+Xe5rrTEFX17dP/Bm6\nGydzTaQZTtGikwr1+XKUAptPI8gCuK5pGs78/Kxc3S0j5fXYQPJZbfgQcwapt7zMVmvWv4NNedyv\n+mhbWK2ybNDr75RdyPN0z3KlwLm7wFHRJSJDpSobg/SOl+pUYjp8dSrex6N3hSXanlPwdPqWKLGb\nz6geZvKXBoB/qcdtpTplQ2UmvCWrbruHGdycxodUekVIaz73MYfJn8wCX+lcPHU4n4AxYTTToxa7\nn6GucQoLWPCfDCNRMkG7litUUJ2Ik/8MAFaHIw3uOVNRDraI4tI37zCNmFXM8jhfAxADw3KMKFb/\nJim9ooF0IOcKwUI2nfvjFkWOJHUjKEd+FDQ+4qHQubgwmcXJgbbwcDL4I+0gorpe/hkzOvGLrE+/\nQwqjS0ttGrRR74Laa9TcRLpu235aOB6PRvNwOp1MmBogjsdQykrThXD9Rq3f/a7fW4hYPdaqOzwj\nHF3Ipaf9VFfOo/7FTDlyTkh3yc0Haj1eu93ecrU9yr11CYdEFYKBw4V+UxDZyubAtqr40qryk7LJ\nJ7DY3y8V8Hp5fx89nmRFMjH9BgPin/6K8fdX/8TbrSwloIOjSIaNGfMMGYCFLLZLDFvEwQpDPwin\nrTFFh0ZwtZT9htSAMENcXvN7l5RNLlWF67po4/ZiHl8TDKFS4EuSXOxA3vz71zSVtvyl+XrAhjSw\n+jIHxbDyeDuLDVmevd5ika1ipGkgIy3xUTSbTqMoadzt5kF/o4xiPyrOZEHvGkRZyhI41qXcBxbT\nK8ysQ2XBQB1p4IKzP50tDSY+FXGEGb4jZHDcWJ1aaT9Ggy5ol/ARsYTTFseljEatnwyQepuCxNMO\n+uxNUyutND81Um7R7KfFwByLXlaPhMe0ei6ckMRnjGxb0qyQZZzyR73AWLuiBpKXp0dlFJ2UoHiv\nAEBc0Fbvk8cLvid1RQLkL/6Wrr/gjK9yyDD89xU9OzgDft3xRo0IBWenRTibz3yQ/4TjkdK6wZxZ\n4dSfuyWn2R3mPgL2sXA1bgHbxb+vg3MaBs48o9IC8KRO0A/iD+28JRt/loHF3ApXyREAMaRHcoe0\nE8zzEj2owvkUzQ/oXNuHiNio1HmNQnGWKNp+ucpTiiCvMoONdXWs70Em6IncFoaRd3BCn2ualCeJ\nid3xqHTHAKWhsgbUcVCCGSFFePViMmqpX0eRMkPnDpOATiO/FJju64EF/mXDzZrz2TyyJEzgIent\nlLhb9Hs9Jfz2VAKdm3I0WaJYUiza966XNQ1eV77qVcXW6fL4y5fkosz21pgk4OPjh7LYvzy9//L4\n3no8H+t0wv/4S+DvL/+Za0riGHW2NKSbmChHocUFVVRhAxNl+k2nMyUBKaHxHfKDe5ekahPZmP+F\nfJGeKrtaLG4KGiSqgev4Q87+RHlTBGbupNlskhgmPpvarD+WI0PUoyi4qqZZAtFLRfPN8kH3zjM9\ngFNZnddIKCRy8GhbN+lTS0wU5Of0oOXNUM+eYeEYRavVBmk2NjZg/h1PYIMEwUo5CSG00kivM+bB\nzdI0AMEAWewKdK0RWKLitNKJuquLGptJTW48Jdl7g8Wgt5SWVm1ZSMNIgkluVIOv9lhbSVCr6ixt\nnFP5SkxBvdfVprLX9VZclGP49ekdsVoCYOux+nj8+n7+IiaP/pdf3p++VlDNj+XlS/QbAPA3+h3i\nKIGb2EfLFmi2RvPYbD2IiWjemjKKprN5EP0A9O6IJx5mn89c5iBZTFo6bLPZLjvXNLxu1ZcFYFFc\nl0ki4UfyKbn586btV9+dsN2gkS7rYpIIb7NdoS9gcAPAfeeOM/+gDqtannSm/EXeWJ4IrQFIiYTF\nIo53L6ZWtQ5CK+yHoeAYyx6kezIyeRu69WlO0+0jVOmJPG6NglkQTEeaPSCewiH3/cFWJPJwn0bJ\nasx1J9tkGaJoe6VXlZOzWOLSiS3JllFKswZkwGM3Sh3RLsgMWw56XZrQt2dikMLi72pBjgp5l+gL\nnMV3RG0fv6QfH1/S9/evTxMlFKuq0OmEj4/H0T//1d/+7V/9s6E2VJ9bwvYk2ZtGUz1UhORWmYj5\nRIn+uXI6knvo2+9Ni7Be3vIONRM9j3BEKwLChreKwtnenUZei0OuoicRaEVdGgdpLvz5PFS7E0dx\n08eRZjjtJweG3sUURPMYtQ3P0o43qbhB4J2be6DRr0UYTObsRvC8D9PmQxOXs3Z39aZM78N6vTsU\njnkowigSZtle0fzf4BIKuFAP7x1EPriUp8FsMprp9ZqNRtMpbnqwXWuHYENV6Qpcgx5dNQRXMENK\nSuOjkJHioyJOZaSXiVtfCppEI0LSeeqj4cQp1ejOeTKmjEbg8RqA1eXLo1KvIwvARwW1L2eEasdf\nvj5eKpNOUABs/c8/VxrYbHAcpkZTKQD609FUA5A7wKajCUrRxN2tzKAouXydb7DAJJtrThQWSL7L\n7VHGoxZZ9cgqom/tLukzv2V+5KEtEKQpcxEooazsIYxTCdIgCOP4uvGJ/6UrHq7UsLnS3NiAvVcM\nTlW4W7GHfFu80sBjv7ekOSHHY57OftHtjExGgpEWOVjOEFjIX7doYkjIcZcOAFEFmpoJZKjjtYlP\noW8MyeowCEClPJ4mahfG0/BsBbGI3ISRt+NIJ40ZUABLAkocl2KfbXZkiJQIjyiUjSMe2ahULCYn\nUCsM4qJSl+xOc7RuqT+YCfwkCnyTBnfqBBmBNn1pFoqqQ5Qf8m5U8PlxxCo4Hz++q28eny5zpaS/\nflSPrW9/8Z/+029MvUcSRbmlu0782UwPNsRotmASxn4gPtmI1WtGUvxsW6YV/k7FSFzXK9OEtunU\nfRN/RFRxKw7aDO7HbjgRA5pi4+egbiQG/MYzBB99tXbEONkAoJFgXAxwdS/1hcdagvh0IUSvi4mm\nHo9MMAAU94GrfPSMJWAez0e/xKQF+5D8W1CSkJOKGypZwKSz/KhL9C30NQDtz0zDSZpucyNDIxoa\nqeSgwt94OvMXnWcTGYx9o2KBv60pwaHmOSXI1EkPQQU0N1MsqC5cfdfyS80qNdeMRlSWk5jb8KXu\nRgrFieK0I716NQCdQsfGmpQXJAQu4st59OWJnZD5F1mhtuVj8vhePY5CpBPOGoC//d8Qg5HmcWqq\nlzS2o6phBoeRKNP0Dv422XLQX7FYqg7D1VbT/eD5KCdkC5w2Zn1DO9pnq8QNi0k9pGXf7q8yXMR0\ntdxrQbHyVtR4TjOhQb6YzMY+BlvOaCi8zJ3+LWnn1yDQlxIFZRTb9buH7lzXwXcEOPvAoYVM3Ct6\nds1s4E8c7j7FAZV3Om4pi5mk0FFiWkG3y+8cgB3oSAYVvGT6mWD2aAYgCuBtiAlyiGMlkdh2tvQj\nsG1yzXyaK++Dqu/WeoprrgXg8FCdVv0NddbF2l4ulEZrQecqYdgyK46KKZASt5KSekIX6uDMzY47\nU2+YkwxNPIJDNyPTjZsbs1C6y9cAIBICp+p0eb+8v1PY5f394+Ndf6P/e8GPLpfTt//jz//8/7VC\nJpgKy1boSgd101EiZGDvgMGy6C2QadvrSmmOgb2c5ZbllZR0bGz6a9Db0tuVNWdipvwdH6bVa81c\nQNGwVwXrHjGB0Q87WyJPwwVIycSfTkFtH879lLo7YEujcQq0snUfF3YX0TxmUKbex88CNxKk4Bs9\nBaa/FWIz8LrdNn3+ZyRzfD2ocztW7qmvy0VPORj3eKaJFOOECZPZDoCey1Gclkgb+U9pzJgZXaxZ\nCtFL0OGQeByCSEiikAb1oCuOJWoEzigegmgIorQghFSI4ROVqjPRQtlsmM+eTOwcMevY92cj5WuS\nfdgJ1AlmSZOEVLGpsaBREOk1GznGqfp6FFzbZZBTH23q1Jbkx5+QCjmdEIbmhFV1AQA5KVK9f1zU\nK8V///O/rNd2pJZLxJj/xLZUbjk0hLL9ZNRcefI66jtQ+DvQ2hzAk0Y9g2OyLSh2mNNgpy1nBqQJ\nbW1fu51OV9nKjuJd9S27EGalqk3YYMRbHfJJ5jmlLfmjjxQ3Per2qdAQV6uXrxC+QAtNIpirRzpd\nrddIBEXMAl6xU4C1GugbEd9z+R/SCeb1LjwKvWGoTZHPKQqqjoryG2IWcdx7BsoFOLIzYUwnmQSJ\nLnJj643KXuZBjtIG9NYngYJQSsaf8jkEJikQQRMpSB3566J5n1ytRe/lxXuhSE8cKBsQwySnNR8k\nkf4FwcwvSqYz8EB4nOYoh+FxhajJJhYP7WlqfTJzrWHMCjVlTPLu5UrGY+VcJBEv1TE/0SQGZR78\n29/YzUjJHg3h6YY0exkLH6APKqUYcyys8btXSnKvTFojEwvgDwPQvTcupgHBYag54rQIzMDBirgS\nNcGmuY4G3lTO2GNFCPW6Gbv9lrI9nQiOEZjWSgIgn1R1iKliRSx77QUcAKpGNmFrA8DcLpELw9fv\nu8pm9W8AOJ2Eo0V/uQOx44rthAnuVcyRRU6CGcoFQl+to7pHZcJFyPHP7GPOJpJ7/LnUlDunND/L\nAEhQhkY6bbVAaToJBecshm9nJfOiyEToDoaiZ48EyMv5rEQrlb6pT5qMR3F9+8qnjoNQuRYF4y9E\nSG37th6+PHfx2wTcvkpnKN1iis/wh84kEonslTrgvpO3vcVfIQvzhPkxZ4pNIoRiDKLiHk0S35Lf\n/jY3iimeKrsr26dcwIvEXJxSHwM1/2F79qvlRv1m22n3l1t5KgplY5O5oVFOz6RDnBhbpmMm6v1t\neK4sNRGB0qPiOwAsmdk/By8kMIaSDg3AsY6bGoYDWZhQn1AKhwoxcccw/8h6c0ch2HyK/NQkvMVf\n/h0Abh6USZftqT9+syLTCQTJEF1jPcg88kGPPPcxeHc09ulN0ClLZt2sFZzYH+C6lyMki2gR9VQ/\nioIgUso0VrpXxEngx3WsvP8WJYbFrXtBNAROLFVNKQkYx9qGV3fXEODofgtBx0dNPMq2Vx6O6ag7\noJhwOnoaTSfT8bzuqZJ66pOuVUHLfy6K8Tz9DIBkecLNPioYfvumKwJNSXR6AvzeK+IiEL/9D4nZ\nhnix2mCcLkd5UU+BWRmCR1eZa9V73bwyK4tydYWYSYGpZAd1gU+5/awDoh2pJ6pwDV4S678/2tZc\n5VqjCYdZPRmr0lSswIs2YUSeKCdPmiQtD+c86QpFmjzp0CJJbRLNvVCeY8wlK9yDXufhXH/zj72u\nKNVFvl32Pe+hoKGXhazfPGoBgGFrQs7GUamR0RjFG8pUVCKRHwKWX4BBvCNZHE3wgIKry2V1AAAg\nAElEQVTPqMptxfGq1w+DOeTeaDRpEXd3ct2pYJK5Q9AiZcoi5874l6pKucJDahlUP4NkIjwp0cwD\nfKepBTV8m3g6Hicp8RpZAghCoGb4oLtMMCUbwxqbsEMHOSkj2kRMH5OoywJPAsqrUIjKIJQ8hQGh\n72/fallJsSAdHqL7RBsvbZ5NpeIijYiwJdWrqvWruFjRJH/OS2W5bY7HQitgup1U+wGlxRG2MJkY\nKU+EdtSoSy35RL2vAaOb8CxJBI2nLogrivxeN+xCUd8sw1Q4jvoVtgpV2kr8Px55jqlrfrZdDYgt\nd6MAaKIXMcJOapPmsKUx1Jn+qswDI3vSmZmMC5GSjNVmz5Kch5lDbgdRgjEA4/FY6cUYbeLTKRp4\nW1xrHH+W53g7Mw+hpzzAPgB4+UzA6+wAsBX9pLyRUN2uTfV2oSdTZvFg58mFL82X0C12OEsky93r\nVORH7JbkIchmEPM3Ir3Mz9XlpKxL6NckuXx8nNjJSfJjvT/S8EprCZjqcYL1Fuq8FqKq1JxepPPz\nuYG/tgcmY0r5Opumd7CguYb1ckzHnKqgLjtt0uGxeTS8NiYw56TU9D20dUytoXO8zQOOKnvyE5m6\nvjCMUp/FDH4YgKmQjR3Vc3LVxzxgXlGqTKkomPGknzQIuVae/lUIOZ0bmVm/pYKjcivIComotGA8\nDSjNNpoop2E0R/QIbOIiQbUR56SyzwC4rs6sjYmSq/1yuRSNEeL1Ux8LPhVFnkZz36ejcWzMwzGv\nvEp3KteEAMjvqmclXOldqGaiMzcqTX84NefmXJNVndX/VUfM4oLpESkEnJrbQy3HueBsII+zpQGL\n+lNK+qTySLSxCTpZd8O3wxWNy5JGuzvCg9+buood/MlJaOIjmqa+YLICWz4F9XbU/eNOewBng+8d\ncZQi9ik5pbklrth1/lUAJGA3AchYGKg7fUjCaRRNZmhnYxa7JAzUZiWtMW9kIOejG++mgLU1nbE+\njv35TFlek9lUObpK4D0ppYvMTozkoo9yWHYBlp8B0Du4k0uggtk11EMopK1ohX/DAe4UDOQ0HnRV\n1xq8rNXFYwTz64KPODH8ek6tmXTyI8wTZcbBuosNVzCVRG9XiISiWnCCcV/TVskcws24NhFMFWxk\n1TCnrkwi7TqeCmXhT36JQLhkxN/zy1Dd/nIJItDiXsSNoNxIEE9j8776ImQZYnwjHG+QVnu0N58R\npRud/1xqABY/5mn8AfxFiWwgcNXuvK62sAseZnPU1yXz6UxPj6KYgZjpwlUFwPSqhjXn4L4ywEw+\nO5iNp3lCAhDNjovlbOb7U/Jg3VJjMGLcZQprMul0qSNA1stE/F+4TnncYmZKocf1rG6nkWWseeqB\n9Bw4S9LUOnGORV1/DrdLmloKC0Dd50qDtmQRR9zK8P5xSZUxPxqVd5HC72SUXG4hzgQ/pQh+iZP5\nPFuvBw5lUHe4Ppzs7HM9DuY6Fdz4IGZMtFxVLKv24D593Tbv5kev2LB6dKQVlP//8ZcgYdYA4BZZ\nFrJvH5Sm9INk6nOPhqTyA3CSjXn8sJwnShjeiECaSpOY1RE5MnLRfPK73zHPgNdfKQyi7jRw6l+V\nl3oXf7cq2aCDty4pmaNEmWitlvFsIYmyzp2/NuBiA8d0ZvF2Nr1dBx15rh2Uu1Y2oYdkD/gVIPcv\nH+8I4o1m17LFYoacAb3i/GkagMp7XSxeXu6uxOFMGeo8kWf4IOdz4VKk3Vyhra5yBD5rtyz/V13w\ndfbLLk2clN/Dn/vjzWLA3JEwn6Wwf2JmfyS6yMZFIFKCZBs8eKtg5gcj0qZqU1EyHcfzKU0bRzxr\nju5sdsilbW5jLqq8Ng+S1ZBF99vbmnPKSUQvkSQ8jtokE9tB+weuQ2PvZTSdkz1Q5qMnJ+zFrAae\nevaFZh5ZH3bZSjoSsNa3qajhZyRS07rR3uz9Bec/y6PJdEYZSQVA1EuNptJxtu2R0e9T+45sz2tO\nysBvlGA4hPVvlRSFsjKVZANdN52bWAdy7l3ajy+ka/FyUdNin4FVF9Pf/xgAcmiqyMh6vFsIaJ61\n/n7PD9BFwFHhb2LFks7d5goJomhONkmjKD9Sr/jDIgFtxXxPWUMEgJQEjJQCnYNJLUkXiKVEndWZ\nOPTPaBECAQ7GDuUajyL0F4YQi4uMDyvMlIfpmZemZbc672g+xT2idsrCdO22eEvXpkLpxpQIAUAZ\nVD94ttpQrpsear/kyVBHjtzC9C4awdKG/GMDHarODg2sO0fvn3UodhFMxhMutFcquMzLeDy9mlR+\n/WcmklSYeAbKg2LhiO435QSbcYZi/gvUShrJ4lwUWyorgEEEzg2qLbm+RUec259dF4D3/jhhqJW6\nrQzLl707c9X58/Y8EAJ5nUVvgwN2LMfUgkRd9D4VBoI0KiZ9UPuVIghS7V0/gDENAecegvMwrcDz\niEYF5emmyC13+wsltlZnMIsfDudKhJMgWg28gTn7wk4med4d1tQDSRFO9dHF2sJv2aXvs7s69/D8\nupF66lr3bS+d9iO6Z591sNv+hUh/Gc51AaVSHMoc3LHPeaRBAs7WSD1fu1GSxeS4WuzRmMz78KMf\nvyrNrvz9yVg3eignBBPQpnNkxbJ7bWlX0pUDb+RTQ4dbIopntWA6Hvp8FlGG8IdwF6lDSZWUJpTe\nh8uVnOo317bTW3ynqfj+G9pwEt65d01bbTZlu+jXjVNc0XAUE0qIUxlNEghw5UeIVlCu39jLaQx4\n6RP/INAvV+QF5nsslD8x94noOlJeRrpxBrsOB2D/6RTSF3oQ8dY0NYT7Rj2zOtNHogwX6brdpVHV\npTIriHh6d8/08YhEQFMakRS7Me1v1/5YIG6iBFJdYbLacOjjJJPCbSM0/2lUpRY8W0USzVtxxdV9\nhaNU7PtKBI7HU20BnCgQmAfzQA7aHWVrJNfokE7k3xhqSIbBeE7YdVLYc1fDe6Px3i/rQ5Nct7NH\nSLEJQNG8QX10uYi3ucLeH+lE1MdWn9283bn3Irs2pm0Ose80nY4x8xTRUnB6kaVGpWhU2FlwZQwm\nrsc2MP5A/VgyPRa+523zNIzAxpQGq8XgTjMZWE+XBpUDEc8XmKTjN13RobKi452hhPV2UcKVNi9v\nJSTq8w138bDi8D79weux/JFwu0SVBtVZSe450zqWOpGLSBr2MFOGleuomIM/Cpgd0xHyFUyedP+j\nMBI3SZRoehr5uhDt8vGBd42Ru19RzVyaWu4yLXNtrMdqNao3wyu9dm+RnQ6fkThfefY9cogt2Y0Q\n4hqA+aBZPk7Tywe50oyDRUldcH8YecItD8rRF9+lW9/cKuA6kkCVsyVFKE8oR/Mn1AcDMw6cXnG8\nDBWcch0gYq4oVF6n1tnHqC4Y10pGjjdLbjVJw3DR/uzyWKzT91uYMp3NzYurc7zxPFretTL5nFnF\nammHl8os/LP+xV6nl1aosepddUneyiMDQKzY1CRM8yg3hb8ouxQmmCHsSbbrtjehCwJGPpqjifJ4\nF/WUvgvm0ymSflNwuXD2CoFosufivLA2k9k7Kx1c74QLmphmKN/iN8sfigi0zbhC0+IjRLPV4jq5\nQId428dfoXICaWv6ckW74TwjfYkT4R5AVJUyE0p2o4C1VVOQV4q2dtYs0Ww68wl/aZTqUtaVkj9M\nxY9dYfzFaimLOsHyMEa93kzAe+HDK4LoD7iq3qZL4h7tGxvlCaTb5u/f0swD4/TbcHeurjTC2+VS\nSP3+u4Km2S+PZpaM5JlHNwB0Isf1uhOaYp0uV8ZHYkKv2Oe4QI1+c7YLr9umlzmeiDq243FuKcNv\n0ZdgNvFoMp/PR08jxAISv5BH5YPw60M7q/TGFstN3ZJtRaM0oBHJ221lJ1KBSkrJQ++wHt7GNXvV\nqfHOVx7xVXKBroESe1xGe+E8TVlxCe11CxYR/AlyK5NPAoa3w6tZoZjkC6oe0igMI2WfMOVyDoUB\nG5CqPz2apUktPET1qiQjeXzGQHoYR3HgT/1kOkN/prqleaCF+acwzCjzzd2QVPJ+NZymj6HRyvI7\nrAddtbbD9dLKvINagyTlaGdfWaVZtpUuc9H9wJMJKZeub2IcDA6DydFYKz76cUK1i9iGi21klnqb\nXAZpkcxmE9NKcoM+FBQk/nSMvoAoTErquveTtEQihGRHZOm6bVzRbpEd0UQRaROIqj+CCgCfMdKb\nzup6iDkFt2p5W1ROCONG+tlwOSrEX3ted/0rS7zq1ACozE8kD49XT6nsNeWFgieg2Ax+wF3R90FP\nTVlmmcahH/j+2OQl4nmk7Nw0P3J+1dvpZCBzDadJXrjn9QElsv549JMSgsfzCRVU+hCuf/cJ/tZH\nUA4U6FpG5RLdVIaeSdMwDj3d53Bg+2XrHc5G2wypCy1N+J9b6izKi3rk0ye6VzIFoHQKQThXXDg1\nuqOWZhTmnS+rSi33hb6q3TBbBVd7UItUkUTzmV8aAO7rtlphQZjEIcPoVKYJSEcEfBDkBwUxWZtx\nENoosptuGkYdZhV652VnsKSN1lUIzy9v1U7PNDo836z2UgncczPYssEwQePiOKpfHiuSexddiVA3\npdgqlvL9w609QN0lom7TICm2r7LbHtxtqrsHQNgUR5JrCTg4osjUz2FAZ5IWb1aYdxmnecL40/af\neZqHqkqj2O+gMv5ykSPfgKW7/11vgA7JjdKye7knqUUkewimkqSVNAY7t8ss69Iow12wPs+fKzuD\n4cxMCfyyZXkNwM+eGEP9aEQemRH8Q2oUKPI6lYYxCECAOghbrPPH5dcXtqCUPoLTquUFuETse4N8\neZ6fNH0hETZbk9vAZ/vae0VfDNxuVNwWKcLQxSkX2uyUJsha6Kg0ryzPoyp0OYwFIIVtYdYVSu4R\n4IZvDDt1ZG/Nwg7e1dLL8qOSFM8dAOIblm/vrK+N/euKQL7Kj/daeiI/CQCGi8Fh3c5gGt26vDfw\n0x+rkOaD+SVGVSZNKADXvT+fK3G4cIdW79jASdlVS/KmwfJwzv39C6IlCn9Ja2Q9itU4UlIuUoc+\nDzCaTe76y+3Sez2gMW0SwNTMAKQlPw2tvWlyA0jxy85eBj6fBG+wYlFBgmO73OjZhVLK8rv4y4tT\ncfKjmEbw5JpUzvUstAAYU9x90++uSpZ9IzoyPLNeAfJidHDPTp/NU1AvJ+p9KSaf6xHW7lJTM2i2\nSjC1gmY8YvZo/g4ASjEyjy5N4t+mRajgM+d2mWLZzWpuM3V6M3RtFBWa8V/atgZ6VdwUDHVfN4zt\ncyOGmXGmrc64EPje36sap/jN/RzeiWoZ+Q8T7SvQxLU+Pn/gTuL9Dv6o5C3yU4RNIkyEpbxXGEwm\ns+DKhV3p/Y0T+qxEmgHCfEgecj+t1m+oNKrGo8kL80ep2wlbBBcRzUUxRSZMjhWq9rD55q2WL/OQ\n9quW2RItHa/L5XK12ZTHBDWHSu8H1K+32FJNpKs0S1sF+30BCI52GYoY9m4po6OmCqpO6nTEZgql\nRGk6SlWLk1JDH+8ncY5GXGLT5fdH7swx5Fm9xr4yvvG+XL3JQn7lrjV6J3RQm+e7HZHshAmo1qZl\nmzBzqrcrWCYT/pB1o9lu6g3U+/b2tSPBjXPVlXvGKcR+A32mWJ6KVy0AUTO5t+bKSbsXdeDdQqQW\nde51+bDGYQyXIJGcnTrAelGHcJV/fjU8Lbq5CPMHOH0GDIZK+zbrPpeaUwpk6xSvKjRhEN1eEj+c\nhU6W5aOfeuC6EBslQL39dKYnfaVJOA7UYU5GeCaFP388DpEX2K4GbtIsp3ZI3eaS65lmSt0OVgXP\nj2hUoUg9bvae+6mBZ8bRptRFCfVHou1UEVUVBRcukrnbEd9AHYWEtn0/5zKOxpkpbucFqD4+bCBC\n6IgUVIc8Hs3AASUIGH61ZSmJ1+WoU7kol1aPpExAdD5NbbtoLrWXUZBRUBQYRXOSbCWrJx32NvWY\neF75s+NveMOdWQgSgb0uoc/11dnnoxehrpzQSv/3zgGWBvLsU96/3j9MWDCiipLzmdOYNIxlyWRa\n38OfEfJHMDD5vj8PqO8lCvV5bKRi+sa+BtRzPR1Pmd4BVxIE/gNqLlBkuXv5/Yr0RoCqsK1a8FMO\n4xKdt77arGMRzzAwFM1eRHix0v3P4FeoN4LiuQp2nV6P5yZQpacJe9duYmHGNLqr5n6rNpud+pLn\nHJFifQ9HgbOuRaXQZssM8gQoe4fpJX5BKOn58LbuqiVgLclq2BWAYOQRdqBcjvRyo2JLHxQ0asKK\nU3cU+dA36lMDPwxGzOC/73VW5dEAkNFypIG6MuHwC6dc9NsKohXFgrsOb3ex5RXqtLvZCjVlxq7U\n/63HfCt0bszNVdScZ8HRhMsNADMtnrUZKBNlvAWrHZcBVxXVi29h/f8QAPGQZTSdK/zlRAsRUeFm\nI4+ojDCtb3MFJeWxof77KJTWnkfyrLTY+HcPyLwFwWt3sCEVWSYiPcaBEpQnVH0maRjEQLj6vHSG\nSSkEjqyhPjom5ABPMcLk6toG7duiTEKMeR1lDjWxorGe3CXExKxTHgT43EKpihPQV8lgNG5YNgI5\niQuNmlLvCelHNriYIvfyXF2EutFdaVAONZw7XBzKw7UjeKWzwO5Fo42O3JkoAowtjqL3j5M6+HAd\n8UerzlZyW2PBzdssLM1RK0xOkN9PoNhSHM9v1/6ux9uereS+32UA1oXLnLSmd1npcnmA8p0eyIjs\na/j1N1QVqyBwxr4rS8AMQfu4kDMXuOZaVZEKzhfdduczBOpTpN9FLUkwnU59uL8YQSmJASxtlMjt\nND+9iGd+jJZITE3cKmQpmA7UTY16D4god7zlHrVqgmaGjGI5CtSfcYIT3R15ovRxjjAjl+mXx/3i\n9xZ+SmwcTxxgVX7iSMR+fQ9e5ipaZUYxPyYPbPYnLMcIozqCrEXbqUR8PZklmKh8BMoqAGZkiBCc\nhbZ9kupFhG/B3M/P1TmZKKVa1dEyqOHT6XLh3EBFZGQO6bqrefXG79mm4O2NJl/dOTRffZLQGRXZ\ns/jjTguqxDdb5iaguelC4e/txt3t7G8+3dSD2kgffdNr9/XrLm5Q78aQkcoEfjusaQg0j6dACTyt\nWFp9nOAS+FFU38dh3c24NmjT+wSBhm9C75E6TAp/M7SvCyVMUfuPREfjsXaaqSBRIi+384vfzjST\ncFWdW90HsruLE3Uh0FOL6HRUDghmpeqTW4gYfCxgmU4jZeWAOEeOliTmBuSPHU88XbKUo5YIB+ax\n+pkhHKHVB+NOTnoLBe7HMuGOX8RX8ris7SOYFzT0Mw9FARv7ckzZaONBVfbavEqrx+0GCG6+83YH\nSYL67VyvYMnpAeXCsD3JvE7mj+UN/pbeikIo/Ofh16f3ehLX+xOPWSCJVxbmMk0gVma43yDjJURx\nuMHfYF9eAVB7Nc22Wua+Jwl4gkXxOeWAKIyIfa4Oa4+rQDKCn/I8Lh/wCYKomUHoaWwt7slAZ1XM\ncY3D+dyHRM+yGJICxl0SN/IX1RmLp2SY76fnOsszZA8si8bthz0YJnUyCUe9AMldoOSfKFixCnnM\nx8mUOY7kvPCPxMGM2cCvutLnVBzHU7IERqNIONVGq9Jm2XIeuijn6CSR5NLmowk/ifo+RgbXEPpI\nbSCq3yDiEYNjPYnD0B9N3TXJOF3ZML/VslyVSXuHszPix1G1UOuXs+QJU46OsdeWy3/MW6fh47s7\nC+6dZ8EVzGxh8Pc97lsMdFNWzO0o6SWvNclca/vRJEpxFc3bLgcd5YKUKMl26gduP6rG1hD8imRo\n4sY2Gdpp3j8qZQEnzWTXi/YRF+1bBBbl9UpTCDCiGUYd9FGRBImSpJGXBf8nkTP5oR4FrDeFLV91\nAh5Ktq/huuLkYupXOJqHM2pqIH6rQvqYaAE91HoKTqMjRU4MLWeOBtmjQzOPZTGG6NJxPiiOob4J\nZrFS2aRcphxJi0qKR8twFtQ4oDfGMqO0muf1+TPU+tTXwgWgqXxSFmh4nX/euPEaV9hVF1iWtNXg\ngjlV5/PpVC91NiDNyDllZbg8Xk3DrMsfqLRG1sbeXfhhdIE6YlWjBautY5U6JrXvsagx7Xv3osky\nP6MzWVwDkE+7/uGdboUlwvRZipGuMB+Vwmz+fkdMoxRntNEo8wF1Z3Pjkcij2mr85Sh+TlM3DHhA\nbFJ5KIGfu1lGU4f28vb8UHAha1GSWCI+iFxW+bnUbQbETBiVJbidgnGilKzCzWSaY5rCiQIbxako\n49HMWR/rCWV1loNmBJTkIYwpqaHePKQxNHhr4tONxwzAzWpJJVkVljmhGGdEwfYwaOicPiIG8hqD\n8/mdWp7Oqk5RmBtCFGAK+9JINEOFxWr6fG4oHISuCICXi/nyKHXrm1ON0JClNwIwidOiqq7YYHUP\nLiN3CYZkjWQF2Ly63LkUeo5cRVBfy6xE3a9tEr1t//L2WX+pzLFIHJXne1Bv0uxT7ALAe+VSyS2s\nq44pQ0A/Pw9Rvney1G+X3s4Ux6OfUjTGelQlxtlHkVuWsq5MztE7PJAGga+c5kq35knKkU27Jcpg\nQkA1RRaUCMZACOFPw9mZLPkTOQwyGZvp7ojTJAaAm9oYKk5GtgSjI82OA0c02FJlMPcDBJGi8Yxi\neq/e7kQlJ2qZU0JfdJfWVrl5CA8WhWOcSGUY36lz6uzd+ijO9ObKMhl0vSM3ceuYOOnmMzHAfBh7\nscy1gFIAvDx+GfMXBUDyUOj8Xiuou3pYbU+6Wa+vmhIGxuwjAejpceaUuzrCSLh3Vcx3516dLnU8\nEAhp1Q/XhTWdXm8L9pIF18d564+PX52zoPzFEhMtqKsQdrS3NQizc2juSPZttuz26mQWUr6OAMDs\nczRxRPG5lvtI9+11oGT1QJ1a8NpSuDFEQXapqHyDlNLlwgHftFTmurLF/LmYR5Tif78cyUQjnu94\npmU/SOZCGv/bHSy3prIZ4dyTqZIXIWKYFNwTMxT0JTxiUyo8gnFaZDv16wuHuBJdU5vfufbwq6+K\nodTZqGNAlnm6I4tSh/qWoG2kKpBs4HmDztCETBwr21zns/aYCYmnkwLgPvg65i8KgKUGYGkR7Dgf\nVwDEVHoo1Ibd388yU1XBuhsjHPWzCIoqKUk2yOpiAvPW0iYl9c/2JG2qnemBOB/P1VWkBzNcZBzU\ndl9XfcJ5swRHRvc1Y6YOmVE9XL4fcECaCNruJqv22WKgR+T26nSYRMTZkQAHavKOwrio4+48vpDu\nw1s+MPsilpdFH8YWNNw4dVeX84WKLNIwj9OyotQPyq2VuKu00lK6njowj7mcjQmA5Eto/OmWMK5D\nzKmMgslfQprtGMbEgZgHEUYszMvydEbFXU7+E6bSf9aaqMRqA4DqT6Y/1ZL+QgVBXa8tiTYOJ7v9\nypyJG+qj8jhnpm/SAaAJA/MJ2g3XhERSwYQ9B4CanK5xX/IOAE11gKMbu8bhMJ+77/Z6C7ZOIfxA\nEbZVJznLb6zANLZtw/R64HqHkSoH04Xz/Nyo+FeONnkJzgF4LSFAUNKy1Rks9+QwqDDr4xOj1iDZ\nWzZ/G4WOjH8jJr4gSAp7M5k+qitlaMrjg8LVudIH/VKZAnLwMZmlzMskDYuCE96U9EZ5VBzGC5Sp\nQOdGMULyMzjCMpmORnH86nVy3faTs1eLRBZQeGaYC9KpYt5ikoyEciypkCclQcnI4bxZSrUW8X3p\nj7iOxZ+28EQNwK4WgIN9h8NB+D2ple3SmOhFPXdIp6odABKbPO0Fcx3m1wCknHRZ3jan39HAwrgH\nctNbZBsyUjL9WcWV5IVh+n5Mk5XSliunxbx+N80xnpvMZu1Yv1Xg2TJGlqeLmzi1p8zYXxz4H5Si\ngZ1NZIGFrkqyd36iSzmoJ/ldBPauiwjTMHEDLudSRH6Q2htcV1y6Iov9UX3oQ13BxlrAKDvft0+N\n5BvNxEZ7gTgxB2A873jIyJWjMdju50pkkR0YjsdTdXD3mS6ZIqAwFV2pE+cUg3uvyjwNRiahT6lO\nW0NO9eOkaGjYtKFn11rW5vOOTLxDvhJaF5UcFX5oTuZzu1eCgnmVFxsLQAd9XpeMVFPEV5TXQMCm\nMHQGbeIsvgEgHciTvBaAd/Niov4Vfus51h+XypiPJeFH9Mergdd32xDqPU6SBgBPtYX/MgS3iWn+\nWmIkNqMPlaM8qJ4WZ72ldGFO+aP3Opj/ce2U8Y6QjtRQ0fdBUz2uxR/d3eTNAtBTdimyIHWC+A3M\n8Gw9g+zkwV0p94jNIrNgtDv5UYPRdAODgzIT8/G0NRpP5+PxePaO3EKeRknEDVyF5VUi/HFV+Cnd\ndrMkTahqoIr0aFypbc13Lqa0DRaCXRDWjyYuro/MieM6uswpnPmz6Wj12lsmokOFxm1i/Cejk/Jh\n+umU6YLCYVJJm+Wq2NvijvLGBmRXIN32BxzEvVHB6mTRc9hItlnI4mqEpbgB4LK/3GuYG/MVF+Gh\nytHVg/Ilca9GWRD+NBs1l4I1IztvBgAg2JBbbn6RSRLF1j94Xu6oEYG9w/PpfD6frhx5/iChvTLH\nGOZ1JEh1NvdE40jWInB3LkTQGOD+cjhr4i387cN1xFEzLgf+td3VCOlb+esrr0TAv1OuR6WW7oga\nRRoSZqZrQ1LZmiGUJHapzVBQIREmARp/81yafJNNTCSEv4TDUCYYSg5peVRuuynUVPgbTbRzt8+F\nPDDl3ouRTRnj1+lVe+1k3IOy7az0MSvvAzCJuX5W+QY5BaL3F/3l/ZFjzySxZGOJqAPxZlH1Q11d\n7hBUeis0ORA/OIR6w3lnl1QwOA0A6Tqs3diOFYcbWZczCLWSbmzG21/lv52WTFds1z9LUwmvVNcy\nQJbedgzTW46T2grsDtf7zXVgtjJvKsTDdQFiQlIsaExgbKwu/4dsWW8RUizcrPDRVITDcbemGTwY\n/BTzQIHNhaU9lbMzcS6fZF4aJdk4UVTpGAuNZW2s6wG2J2n50/NkZGIvcPEFCpf8DO8AACAASURB\nVHw8CqzSuw0ybSLS2/NEe7P5XrunP+seAGGdxjq0r/br6SoVZwBEyeqawwv3Vc/IUNdmtalX8nq3\npSme18KPNoEaG82sP2mEKPkEGFJPv3XRc6ruMU4sazwVhVrLRiMerFphyNt5bQbLTQ1AubcSh38i\nNMtZxTUdG6d6vHkdx1Ej1zO8aUAdFjUAr4ZxJ2EaY5poPRBvs1gssyxrvow3ZQEmj5Sqm0zSSChV\nq3tiMO2DC8Uv1ZEumm+dpnUIdcZpMEkjQFyY65tBoXeSyLIJwBIFd0cupua1iade/40CX/04r6pU\nENPqUTfNeu7Joc1+Xdmt26z2No9wO1BJKBU8pHPce1X38/T4lDD8qpb6lsDGfKocM+EPKjClyeKP\nyDK87U262bmANEoMahALqvBs0mPx8iInHnNzRYNhuLjTzYQ5ugY8p3Ns+VP0SQUR79whzxa6GHHB\nt3quht2FIUgA0kA1kNcIlPl9yg8MFxyJZqx9V93U/rACUs/z0Gv+vXKY4zBoBNm3uPOFGXqijUIK\nonM5yFWfICYWkatbx8+OqB07UbI3TmInu55YsVRIp3nalPRC/CVcQ9sAINzphvpKV+iM5mRjf1XM\nqQ1vw++Y9QbXAMygf5pIy4tjs6ZY8mKKOGPLmYumg9bj11b1Pvn62OKsjT4DktUn0XoV1JhMv10t\nsG6wljp7Y8FLtNIsGx8fi1r40eNE6OpOG1k4ns5LgzEIflcU6+fbfs72xnJDnM/p6io3lykX0Kfh\n2Gb/pHZQXvEnx6rqolRWWTMn9FeQm2f27fTx/lkfBXqU/KBq3s1zdXtzfWITSMRDE8fpNMSqZ1lj\n8Kc0M+MNABV01ap2QrOjzXo0JjYuyWvC4NKjHpyO0KGeumNfqv3ftEjJTq8zxzR2ISYJa2ja9Vcz\n1UfPQOU3KvLYPzdSS739SrhKncKr9N1+sdrIJgClM4vAFYDK7KHDfKjsis+eHh+/jswDWE8/z7kV\nCiylpSWL2S4HewXDJdpPc6OBt33Pa34Oop4s4Cj7ztNhGmlgmrxGACSqV5fsi97icLPDXmbrKIrq\nunO23T9WZRwFMaryzb2ahaO/qA5GfxJ//6DIV4OOaec6OeXlDakBsRpF2bU9cEc8o1sTfvlD8118\nKmqR21fW7y6qLF74invtRcxL0wx7sWQyuRulK09wgtHRRmnd+Pqmea6gyPlU24+iZAWNCitKXdRJ\nACx0j9lVrGMWhGFSuJK+o9sspG0WzrPuay2GavWlYX0FQBhy6pbIv+zeTtXUD9BgUM4lSTK1sI2h\nje5502++dSWwEihHQFaknPGJqcnMQV/Osk8zCxBRTN4E4KlZYA3zaF/f11lEzQriwWKv3LS3M/eK\nM3TIreysugAgWArt+728VUqF8tIaQaTO2hUCDb1d6rd/5CL8oSmgCcCQBzy6CSUWcSUTs1kgSuUf\ndEyCQjoAlA3VqPCH1vUjD7HEskY3zjW2Wv3OkLsYmAuh9UxRmDkVunK6dMJmpM03uZiPAuU3pTr8\n1ekrGbf3Ck6wmn0n4rKVc5cGf0WTSJw/iRSpktZMQlhV+d1LXre0S7j297hYtPK4NQDRKoCSTjpw\ngrhfUX5xPfNL45CEHwDYeKtjzfGmBdzWOZ9F6tf5t95yV+RpfobF/Lw7k8VEm4zWONRFZL1cHnbr\nofN+Xetjd9jW32zVXTeWBLXI/JjBov0D14rnhPvxQ67ncBJ6NU2vbDxzXpzPnOUuawAqlyjm6mSh\ng1GsXxpVO0T6w9VektsGotusLqvAZNzIA+lPNmAwAOQyTQeAAgd3kQbjn3rd15XSdsqR25zJTT6u\ndGg/d4WlrB1RI/3uAFA/Qhzn+yWJwLdPJGDRJG0eDNS7nWwdw8mREvIT/Clthnk1ysIHpxTZ+mT6\nmrW5D/w0c9/reAW/TuaupRCBI5Wy06kQca4Dhy9ELWesel3sX64/B85CmfHKJ9ijHcpBoNSs6hJc\nJ6v2H7xWbFLn0+ABqRNzD+HcGL7W80+VOaqOQ9djColzbVDJlMeGGgDqkKgLQJRAo5vtSP4o1S/e\nY9LDi5ORwW8NQBaPZma8EU3SUp/CdkTaPA9mOv/Wy6jQK4+L0ipqC/Lc7or+p1XqnwFQgMDy3B6u\nX9zCfvcqS/fnmbfXYeWyrvzXQJT5PRf4dPl4R2UohB+FfVEuRZ6Xxe3xfPPJ8lytj7ZxtDi9NWx+\nb+U8KiI3sUtfhtTaOfKtX9rbapbOgcf4O103jDZVJ1omPcoL6XQ9rwMMfp1eHYlu+w9c64J1hJj5\nD0rshcz4lczwnbP9iHa8NSKc3bfqfFImG8Eu97VjbiWgpC5zC0DJnLSGvph4B+8CMMewh0hyiM85\nAFIzC9QVIwYaUuOWbabp1B46HowWFYavhQFXuCweNQD1WBdtWV4FYegG1JLuPds4fB+AxmPOMVfZ\ntL/p2IA8VQ0gOprXFBphWRT0Yppsw4avTvSqBTwfdrvdcrFopguUPnqpiPOGjk6TR083tZlHEFGS\nOErRU97gsYpGVe21LFO72jLb7ZT6/R52OotVmvXo9kxIOqcWuSJNeUDyKOi1v38NK+0iqLP3kPqz\nlBktZ7PEuOQCRt9drqYDUfVW52O+V/KHGxN1HIKX1RhnBXXHlvVQBET344EWsdkyb1g4aRgGpeHE\nlhZ/hkStiT+LXP2+05ktQGx3GeGFmU5E4pKLu2v0anSxcUkKnngamqlgeomI0mwpDWNmUyHus2xP\ntG50ElA0uXHqhpvD4xUQDzUQdcpbIRKjQmKGHBOwQQzaSpezLqfwMttNQLuNwZpVVQjd37pvbFPm\n6BXKpsd2cbyBUsDH9JdWa3SuI9erwi73+fvA8QYrvjPtoVa2Kw/8ZEFCFpyYzl+//zYKRLZPRz74\n84QNPd2pyPu3W798cg9wyrvDt+ptCS79yJ2jDWvkWAgRSj2NhUoATTZJJMnK69EZWdA6uQYO5rIa\nAimbMGviTttQTQmEWI0fyHIzWGRUx9s2hhaRaugpGY3GSDNUmxwIDUA9u+oW5Mo82RYGgA2LjMJq\nWz2FN9eAdgCYNIbkIvmLBq6SJaLhD8Jca740V7BuWOYWQ8On/bxtlnIrAbBrV8clWh7U7YPSxrPJ\n/r4+m+a+4ijxDfoQjsgnrdFola3rDY50C2lZVYf2967eVlgWTt3SoBGIiIE/CyeIy4l58ofcEO9Q\nSW1kFA8+CbEzFdNqnTbofOePn9dDGjHgDTCWnoSuswPEMuDnDEAay2J0HiTgqjsgAGbt/srhqiDL\nO4mLenRUDUDHdHN3QTMxpbDeE+WBCcyhwMHrGwxo2FgAOjxGVgGXhmG+sKGeKyGLYbVlfQ7qG6CQ\no1cSq4wZgO1GcmiaagM2+WbZN9yE9lVU7Y16b6VWho3hCllpuniG1vLm63SG+Dogvr1UH0j4M0Ku\ns9w3AIg2oTQaEPq4F3vUGm+0sji8LXvddn9Oz7UBh/z3AOgtRZNGFT7eiRFIfNnTYE6givLN4A8o\nYQ9VAfxeD/Q3ouQiRsJl+dL+ketFxvMgjGsKSEk1f9CJiJUc6zGL7HuiID3O+GP3V+IExVSpSZs7\nz2gMrBvri95F3exmI4Tkem5lwGBGsSvGigYAGz/nyJ/xsAvTA379QVwOfA1LXNssW65Op1N9MqQL\nYXHVQ6BPwHbrvpkUIZX7pCnjr+t4YP2qWBtxUTWOnnrtTildjKYAnottttwMGH2N2kF+HDg3+0w5\nggVm7eSjkbSDCg4nDPU4pBgqgFBf92X4+Xb36+fhpBj3TJ6oEEOtvz+bGYY20NvLrRKynzojz9WZ\nIpu5KB7oTwa9l97rYrFYIo1Wfec23KsKJvMgMSmhnFrITyzEeDijQ0jBWQXLpJznTU4iCvO7PP56\nz9z1dK9s0e8Rufxgr2PBgrCzX5EILq1r8YcAqPtJitpfuQa6/ASAOVWZnUo9zJuIcRwANjntZ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mdmPb7b+aHJtjBJqe2Hr3LRpcAJ45FdWtx4QV1XP77ZiD1cqPYyp/SFGrrw4FhBH19FFyYwFu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\npS6+fm4+dIFVwI4qczsD5hHYv9WV7+pDwF/JZEdL4+K8sGZrNjyM3Gbijj9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "F = FLOW['1970':].groupby(FLOW['1970':].index.year).mean()\n", "\n", "\n", "\n", "import statsmodels.api as sm\n", "\n", "x = F.index\n", "y = F.values\n", "\n", "x = sm.add_constant(x)\n", "est = sm.OLS(y,x).fit()\n", "est.summary()\n", "\n", "ypred = est.params[0] + F.index*est.params[1]\n", "\n", "plt.hold(True)\n", "ax = F.plot(kind='bar',color='b',alpha=0.5)\n", "ax.plot(ax.get_xticks(),ypred,'r--')\n", "plt.hold(False)\n", "\n", "plt.title('Mean Annual Flow on Rainy River at Ft. Frances')\n", "plt.xlabel('Year')\n", "plt.ylabel('Cubic Meters per Second')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 241, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[array([[ 1.00000000e+00, 1.97000000e+03],\n", " [ 1.00000000e+00, 1.97100000e+03],\n", " [ 1.00000000e+00, 1.97200000e+03],\n", " [ 1.00000000e+00, 1.97300000e+03],\n", " [ 1.00000000e+00, 1.97400000e+03],\n", " [ 1.00000000e+00, 1.97500000e+03],\n", " [ 1.00000000e+00, 1.97600000e+03],\n", " [ 1.00000000e+00, 1.97700000e+03],\n", " [ 1.00000000e+00, 1.97800000e+03],\n", " [ 1.00000000e+00, 1.97900000e+03],\n", " [ 1.00000000e+00, 1.98000000e+03],\n", " [ 1.00000000e+00, 1.98100000e+03],\n", " [ 1.00000000e+00, 1.98200000e+03],\n", " [ 1.00000000e+00, 1.98300000e+03],\n", " [ 1.00000000e+00, 1.98400000e+03],\n", " [ 1.00000000e+00, 1.98500000e+03],\n", " [ 1.00000000e+00, 1.98600000e+03],\n", " [ 1.00000000e+00, 1.98700000e+03],\n", " [ 1.00000000e+00, 1.98800000e+03],\n", " [ 1.00000000e+00, 1.98900000e+03],\n", " [ 1.00000000e+00, 1.99000000e+03],\n", " [ 1.00000000e+00, 1.99100000e+03],\n", " [ 1.00000000e+00, 1.99200000e+03],\n", " [ 1.00000000e+00, 1.99300000e+03],\n", " [ 1.00000000e+00, 1.99400000e+03],\n", " [ 1.00000000e+00, 1.99500000e+03],\n", " [ 1.00000000e+00, 1.99600000e+03],\n", " [ 1.00000000e+00, 1.99700000e+03],\n", " [ 1.00000000e+00, 1.99800000e+03],\n", " [ 1.00000000e+00, 1.99900000e+03],\n", " [ 1.00000000e+00, 2.00000000e+03],\n", " [ 1.00000000e+00, 2.00100000e+03],\n", " [ 1.00000000e+00, 2.00200000e+03],\n", " [ 1.00000000e+00, 2.00300000e+03],\n", " [ 1.00000000e+00, 2.00400000e+03],\n", " [ 1.00000000e+00, 2.00500000e+03],\n", " [ 1.00000000e+00, 2.00600000e+03],\n", " [ 1.00000000e+00, 2.00700000e+03],\n", " [ 1.00000000e+00, 2.00800000e+03],\n", " [ 1.00000000e+00, 2.00900000e+03],\n", " [ 1.00000000e+00, 2.01000000e+03],\n", " [ 1.00000000e+00, 2.01100000e+03],\n", " [ 1.00000000e+00, 2.01200000e+03],\n", " [ 1.00000000e+00, 2.01300000e+03],\n", " [ 1.00000000e+00, 2.01400000e+03]]),\n", " array([ 426.35342466, 414.08219178, 299.42622951, 256.78082192,\n", " 401.43013699, 288.35342466, 202.9215847 , 288.38438356,\n", " 356. , 291.44054795, 148.82650273, 224.21945205,\n", " 358.79178082, 279.67671233, 255.98032787, 468.4739726 ,\n", " 306.23287671, 155.02684932, 247.99918033, 278.46 ,\n", " 244.00684932, 185.6890411 , 347.94535519, 298.38356164,\n", " 294.30054795, 235.71041096, 452.01939891, 238.29753425,\n", " 104.80219178, 329.28575342, 259.79180328, 455.07917808,\n", " 275.28438356, 108.84931507, 298.98087432, 361.42958904,\n", " 194.25589041, 223.01260274, 387.61557377, 389.92054795,\n", " 209.52821918, 217.68712329, 216.34849315, 301.61236264,\n", " 406.85589041]),\n", " Float64Index([305.557368702, 304.78511749, 304.012866279, 303.240615067,\n", " 302.468363855, 301.696112643, 300.923861431, 300.151610219,\n", " 299.379359007, 298.607107796, 297.834856584, 297.062605372,\n", " 296.29035416, 295.518102948, 294.745851736, 293.973600524,\n", " 293.201349313, 292.429098101, 291.656846889, 290.884595677,\n", " 290.112344465, 289.340093253, 288.567842042, 287.79559083,\n", " 287.023339618, 286.251088406, 285.478837194, 284.706585982,\n", " 283.93433477, 283.162083559, 282.389832347, 281.617581135,\n", " 280.845329923, 280.073078711, 279.300827499, 278.528576287,\n", " 277.756325076, 276.984073864, 276.211822652, 275.43957144,\n", " 274.667320228, 273.895069016, 273.122817804, 272.350566593,\n", " 271.578315381],\n", " dtype='float64')]" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[x,y,ypred]" ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Float64Index([0.964273161183, 0.96183014142, 0.959387121657, 0.956944101894,\n", " 0.954501082131, 0.952058062368, 0.949615042606, 0.947172022843,\n", " 0.94472900308, 0.942285983317, 0.939842963554, 0.937399943791,\n", " 0.934956924028, 0.932513904266, 0.930070884503, 0.92762786474,\n", " 0.925184844977, 0.922741825214, 0.920298805451, 0.917855785689,\n", " 0.915412765926, 0.912969746163, 0.9105267264, 0.908083706637,\n", " 0.905640686874, 0.903197667111, 0.900754647349, 0.898311627586,\n", " 0.895868607823, 0.89342558806, 0.890982568297, 0.888539548534,\n", " 0.886096528772, 0.883653509009, 0.881210489246, 0.878767469483,\n", " 0.87632444972, 0.873881429957, 0.871438410194, 0.868995390432,\n", " 0.866552370669, 0.864109350906, 0.861666331143, 0.85922331138,\n", " 0.856780291617],\n", " dtype='float64')" ] }, "execution_count": 199, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ypred = est.params[0] + (F.index - 2000)*est.params[1]\n", "ypred" ] }, { "cell_type": "code", "execution_count": 171, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: 05PC019 R-squared: 0.013\n", "Model: OLS Adj. R-squared: -0.010\n", "Method: Least Squares F-statistic: 0.5558\n", "Date: Thu, 04 Aug 2016 Prob (F-statistic): 0.460\n", "Time: 14:59:34 Log-Likelihood: -6.4195\n", "No. Observations: 45 AIC: 16.84\n", "Df Residuals: 43 BIC: 20.45\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [95.0% Conf. Int.]\n", "------------------------------------------------------------------------------\n", "const 5.7770 6.528 0.885 0.381 -7.388 18.942\n", "x1 -0.0024 0.003 -0.746 0.460 -0.009 0.004\n", "==============================================================================\n", "Omnibus: 0.490 Durbin-Watson: 1.916\n", "Prob(Omnibus): 0.783 Jarque-Bera (JB): 0.636\n", "Skew: 0.155 Prob(JB): 0.728\n", "Kurtosis: 2.508 Cond. No. 3.06e+05\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The condition number is large, 3.06e+05. This might indicate that there are\n", "strong multicollinearity or other numerical problems.\n" ] } ], "source": [ "regressors = sm.tools.tools.add_constant(x)\n", "r = sm.OLS(y,regressors).fit()\n", "\n", "print r.summary()" ] }, { "cell_type": "code", "execution_count": 153, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('');\n", " button.click(method_name, toolbar_event);\n", " button.mouseover(tooltip, toolbar_mouse_event);\n", " nav_element.append(button);\n", " }\n", "\n", " // Add the status bar.\n", " var status_bar = $('');\n", " nav_element.append(status_bar);\n", " this.message = status_bar[0];\n", "\n", " // Add the close button to the window.\n", " var buttongrp = $('
');\n", " var button = $('');\n", " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", " buttongrp.append(button);\n", " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", " titlebar.prepend(buttongrp);\n", "}\n", "\n", "mpl.figure.prototype._root_extra_style = function(el){\n", " var fig = this\n", " el.on(\"remove\", function(){\n", "\tfig.close_ws(fig, {});\n", " });\n", "}\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(el){\n", " // this is important to make the div 'focusable\n", " el.attr('tabindex', 0)\n", " // reach out to IPython and tell the keyboard manager to turn it's self\n", " // off when our div gets focus\n", "\n", " // location in version 3\n", " if (IPython.notebook.keyboard_manager) {\n", " IPython.notebook.keyboard_manager.register_events(el);\n", " }\n", " else {\n", " // location in version 2\n", " IPython.keyboard_manager.register_events(el);\n", " }\n", "\n", "}\n", "\n", "mpl.figure.prototype._key_event_extra = function(event, name) {\n", " var manager = IPython.notebook.keyboard_manager;\n", " if (!manager)\n", " manager = IPython.keyboard_manager;\n", "\n", " // Check for shift+enter\n", " if (event.shiftKey && event.which == 13) {\n", " this.canvas_div.blur();\n", " event.shiftKey = false;\n", " // Send a \"J\" for go to next cell\n", " event.which = 74;\n", " event.keyCode = 74;\n", " manager.command_mode();\n", " manager.handle_keydown(event);\n", " }\n", "}\n", "\n", "mpl.figure.prototype.handle_save = function(fig, msg) {\n", " fig.ondownload(fig, null);\n", "}\n", "\n", "\n", "mpl.find_output_cell = function(html_output) {\n", " // Return the cell and output element which can be found *uniquely* in the notebook.\n", " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", " // IPython event is triggered only after the cells have been serialised, which for\n", " // our purposes (turning an active figure into a static one), is too late.\n", " var cells = IPython.notebook.get_cells();\n", " var ncells = cells.length;\n", " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", " data = data.data;\n", " }\n", " if (data['text/html'] == html_output) {\n", " return [cell, data, j];\n", " }\n", " }\n", " }\n", " }\n", "}\n", "\n", "// Register the function which deals with the matplotlib target/channel.\n", "// The kernel may be null if the page has been refreshed.\n", "if (IPython.notebook.kernel != null) {\n", " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", "}\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "\n", "A = FLOW['1970':'1999']\n", "B = FLOW['2000':]\n", "\n", "plt.subplot(2,1,1)\n", "plt.hold(True)\n", "for (yr,r) in A.groupby(A.index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot()\n", " \n", "plt.subplot(2,1,2)\n", "plt.hold(True)\n", "for (yr,r) in B.groupby(B.index.year):\n", " shift = datetime.datetime(2014,1,1) - datetime.datetime(yr,1,1)\n", " r = r.tshift(shift.days)\n", " r.plot()\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 152, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('