{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "scrolled": true, "slideshow": { "slide_type": "notes" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "env: CIS_PLUGIN_HOME=/Users/watson-parris/Pictures\n" ] } ], "source": [ "# Ensure I don't use any local plugins. Set it to a readable folder with no Python files to avoid warnings.\n", "%env CIS_PLUGIN_HOME=/Users/watson-parris/Pictures" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# CIS Introduction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "CIS has it's own version of the Iris Cube. But it's designed to work with any observational data. The CIS data structure is just called UngriddedData:\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "First unzip your example data to a folder you can easily find it." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "{'340-440Angstrom',\n", " '380-500Angstrom',\n", " '440-675Angstrom',\n", " '440-675Angstrom(Polar)',\n", " '440-870Angstrom',\n", " '500-870Angstrom',\n", " 'AOT_1020',\n", " 'AOT_1640',\n", " 'AOT_340',\n", " 'AOT_380',\n", " 'AOT_412',\n", " 'AOT_440',\n", " 'AOT_443',\n", " 'AOT_490',\n", " 'AOT_500',\n", " 'AOT_531',\n", " 'AOT_532',\n", " 'AOT_551',\n", " 'AOT_555',\n", " 'AOT_667',\n", " 'AOT_675',\n", " 'AOT_870',\n", " 'Date(dd-mm-yy)',\n", " 'Julian_Day',\n", " 'Last_Processing_Date(ddmmyyyy)',\n", " 'Solar_Zenith_Angle',\n", " 'Time(hh:mm:ss)',\n", " 'TripletVar_1020',\n", " 'TripletVar_1640',\n", " 'TripletVar_340',\n", " 'TripletVar_380',\n", " 'TripletVar_412',\n", " 'TripletVar_440',\n", " 'TripletVar_443',\n", " 'TripletVar_490',\n", " 'TripletVar_500',\n", " 'TripletVar_531',\n", " 'TripletVar_532',\n", " 'TripletVar_551',\n", " 'TripletVar_555',\n", " 'TripletVar_667',\n", " 'TripletVar_675',\n", " 'TripletVar_870',\n", " 'Water(cm)',\n", " 'WaterError'}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from cis import read_data, read_data_list, get_variables\n", "\n", "get_variables('../resources/WorkshopData2016/Aeronet/920801_150530_Brussels.lev20')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ungridded data: AOT_500 / (1) \n", " Shape = (15573,)\n", "\n", " Total number of points = 15573\n", " Number of non-masked points = 15573\n", " Long name = AOT_500\n", " Standard name = None\n", " Units = 1\n", " Missing value = -999.0\n", " Range = (0.01864, 1.4709920000000001)\n", " History = \n", " Coordinates: \n", " Longitude\n", " Long name = \n", " Standard name = longitude\n", " Units = degrees_east\n", " Missing value = None\n", " Range = (4.3499999999999996, 4.3499999999999996)\n", " History = \n", " Latitude\n", " Long name = \n", " Standard name = latitude\n", " Units = degrees_north\n", " Missing value = None\n", " Range = (50.783000000000001, 50.783000000000001)\n", " History = \n", " Altitude\n", " Long name = \n", " Standard name = altitude\n", " Units = meters\n", " Missing value = None\n", " Range = (120.0, 120.0)\n", " History = \n", " DateTime\n", " Long name = \n", " Standard name = time\n", " Units = days since 1600-01-01 00:00:00\n", " Missing value = None\n", " Range = (2006-07-13 08:03:47, 2014-05-25 08:55:29)\n", " History = \n", "\n" ] } ], "source": [ "aeronet_aot_500 = read_data(\"../resources/WorkshopData2016/Aeronet/920801_150530_Brussels.lev20\", \"AOT_500\")\n", "print(aeronet_aot_500)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'AOT_500'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aeronet_aot_500.name()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Some example datasets" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Ungridded time series data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kR83OSSdFrw8qbxV6ht3OYF+EWNbg3rJVWp06Oimu8Q9iyBDYeef8y5KFtO4k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\nhdAYK5q32cbGccycad9Px1pr1QNwRZL1ypMGZ19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KAtgYmHbGNyjBDBpkrTZrrGFjlpTO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\nJc0xs1VUxgE8WR7GSfp9jYpQGOY+B4vNbCNgmKQ/5M5tiYeo7qPka1Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aeronet_aot_500.plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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5Ayg6JgYAoJR6DUBxUq4MhA22Xp8vWKBvgN13b1yehYgRCc5rkPVUzrhEFTF/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\ny3XYb+IjVlvjodWDzOzpmt1EjZE0FHcaHYGH5v8A96G6QNLSufMOxUO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = aeronet_aot_500.plot(color='red')\n", "ax.set_yscale('log')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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kkTHTBg4c6NqutKC1lr80/wFDAV1dXa39yrXXag1aP/98ri0RBCEfqa6u1n5vB9PBunXr\ntFJKP/HEE7pHjx76hhtuiFtm7NixuqSkRP/rX/+Km3fllVdqpZS+5ZZbbLe/fPlyrZTSc+bMScm+\nnTt36l69eumJEyemtP6YMWP0Pvvso+vr6yPTlixZopVS+rHHHktpm8muDXM+MFQned5KOEkQ8oDV\nq8HmJUoQhAxTWVlJly5dGDduHBMnTqSysjJm/ptvvsnzzz/P1KlTGTduXNz6N998MwcffDB//vOf\nqa+vz4h9W7Zs4aabbgKMsJZ26YL/4osvePnllznzzDNp06aN7TK7d++mubk5bfZ6RURMgSLhpPxi\nyBA499xcWyEIhceCBQuYOHEiJSUlVFRU8NFHH1FdXR2Z/9RTT6GU4lyHG7S4uJgpU6awbds2Xn31\n1bTb9+KLL9KpUyc+/fRTDj30UDp06ECnTp34+c9/nlQ0VVVVobXm7LPPtp0/depUOnXqRLt27Rg9\nenTMcWcLyYkpUJTrsbiFINDYmGsLBKF11DbWsmbrmozu49Buh1JWWpa27VVXV7NmzRruvtsYH3jE\niBH07duXysrKyACGq1cbI9cMHjzYcTuDBw9Ga01NTQ2jR49Om30AH330EY2NjZx22mlccMEF/OlP\nf2LJkiXceeed7NixI85zFM2CBQvo3bs3xx9/fMz0Nm3aMHHiRE455RS6devG6tWrue222xg1ahSv\nvfZawmNNNyJiChzxxAiC4AfWbF3DsPvcjVycKtUXVjO099C0ba+yspJevXrFPOQnTZpEZWUlM2fO\nRCnFrl27AOjYsaPjdsx5O3fuTJttJrt372bv3r387Gc/Y9asWQCcfvrp1NfXc99993HDDTfYJgmb\nHqXLL78cZXnrHT58eExPrFNPPZUzzzyTQYMGcfXVV/PMM8+k/TicEBFToEg4SRAEP3Fot0OpvjCz\n4YhDux2atm2FQiEeeughTjjhBNatWxeZfvTRRzNz5kxefPFFxowZExEou3btolOnTrbbciN0UqV9\n+/YATJ48OWb6lClTuPfee3n99ddtRcz8+fNRSjFlyhRX+znooIM47bTTWLhwIVrrOOGTKUTEFCgS\nThIEwU+UlZal1UuSaV566SU2b97Mgw8+SFVVVcw8pRSVlZWMGTOGww47jCeffJJ33nmHESNG2G5r\n1apVKKU4/PDD025nnz59WL16NT179oyZ3qNHDwC2bdtmu15VVRWHHHIIRxxxhOt97bfffjQ0NLBn\nzx46dOiQutEekMTeAkc8MYIgCN6ZP38+PXv25NFHH437mzx5MgsXLqS+vp5TTz0VrTVz58613U4o\nFGLBggV06dKF4447Lu12mrk5n3/+ecz0TZs2AUZ9GCtvvvkma9eu5ZxzzvG0r48//ph27dplTcCA\neGIKFgknCYIgpEZdXR0LFy5k0qRJTJgwIW5+7969qaqqYtGiRZx11lmMGTOG2bNnc9ppp8V1s77m\nmmtYu3Ytf/rTn2jbtm3abf3xj3/Mn/70J/7xj3/E5O7cf//9lJaWxiXtgpHQq5SioqLCdptbt26l\nW7duMdNWrVrFU089ZduNPJOIiClQJJwkCIKQGk8++SS7du1i/PjxtvOPOeYYunfvTmVlJWeddRZz\n585lzJgxnH766VRUVDBy5Ejq6+t5/PHHWbp0KZMnT+aKK67IiK1Dhgxh2rRpzJ49m8bGRr7//e/z\n8ssv89hjj3HNNdfQq1evmOVDoRAPP/wwxxxzDAceeKDtNidNmkT79u059thj6dGjB++//z5///vf\n6dChAzfffHNGjsMJETEFjnhiBEEQvLFgwQLKysoYM2aM7XylFOPGjWPBggVs27aNXr16sWzZMmbO\nnMkjjzzC448/TklJCYMGDWLOnDlJwzatTZK999572X///Zk9ezZPPPEE+++/P3fccQeXXnpp3LKL\nFy9my5YtXHvttY7bmzBhApWVlcyaNYudO3fSvXt3Jk6cyIwZM+KGXMg0ym3lPsE9SqmhQHV1dTVD\nh/ozUe2mm+B3v4OnnoJTT821NUJrkfCg4DdWrFjBsGHD8HM7KOSGZNeGOR8YprVekWhbkthboEg4\nSRAEQQg6Ek4qcOTNXRAEIXjs2bOH3bt3J1yme/fuFBXlt69CREyBIuEHQRCE4HLbbbdx/fXXO85X\nSrF+/Xr69++fRauyj4iYAkXCSYIgCMHl/PPPZ+TIkQmXsfY8ykdExBQ44okRBEEIHgcccAAHHHBA\nrs3IOfkdLBMckXCSIAiCEHRExBQoEk4SBEEQgk7BiRil1Eil1CKl1OdKqZBSyr7kYsvyE5RSzyul\ntiildiilXlNK/SBb9mYa8cQIgiAIQaUQc2LKgZXAP4HHXCw/CngeuBrYDkwDnlJKHa21XpUxKzOM\nhJMEQcgGNTU1uTZB8BnpvCYKTsRorZ8DngNQLmo5a62nWyb9Vil1GvAjIPAiRhAEIRN069aNsrIy\nzyMhC4VBWVlZ3CCSqVBwIqa1hIVPR+CbXNuSDsQTIwhCJujfvz81NTVs3bo116YIPqRbt25pqWEj\nIsY7V2KEpB7OtSGtQcJJgiBkmv79++d9sTUht4iI8YBSagpwLTBea5309WL69Ol07tw5ZlpFRQUV\nFRUZslAQBEEQgkNVVRVVVVUx03bs2OF6fRExLlFKTQbuAyZqrV92s86sWbN8O3qreGIEQRCEXGP3\nYh81inVSCq6LdSoopSqAfwAV4cTgwCMiRhAEQQg6BeeJUUqVAwMBs3/OAKXUYOAbrfWnSqmbgT5a\n6/PDy1cAc4BfAsuUUj3D6+3VWu/MsvmCIAiCIIQpRE/MkcDbQDWggZnACsAcDrQXsF/U8hcCxcDd\nwKaovzuyZG9GEE+MIAiCEHQKzhOjtV5KAvGmtZ5q+X5Cxo3KASJiBEEQhKBTiJ4YQRAEQRDyABEx\nBYp4YgRBEISgIyKmQBERIwiCIAQdETGCIAiCIAQSETEFinhiBEEQhKAjIqZAEREjCIIgBB0RMYIg\nCIIgBBIRMYIgCIIgBBIRMQWKhJMEQRCEoCMiRhAEQRCEQCIipkART4wgCIIQdETEFCgiYvIL83wK\ngiAUEiJiBEEQBEEIJCJiChTxxAiCIAhBR0RMgSIiRhAEQQg6ImIEQRAEQQgkImIKFPHE5BeS2CsI\nQiEiIqZAEREjCIIgBB0RMYIgCIIgBBIRMQVKIXlidu2CbdtybUVmkXCSIAiFSEmuDRByQyGJmP79\nYfv2/D7WfD42QRAEJ8QTIzgSCsGePbm2ovVs355rCwRBEIRMICKmYNHQ4YuEb/BXXAEdOmTPIiF1\nJJwkCEIhEggRo5QqVUrtp5Q6RCm1b67tyQfeqJ0PV/Rma9MnjsssXJhFgwRBEATBI74VMUqpjkqp\nnymllgI7gQ1ADfCVUuoTpdTflVJHpbDdkUqpRUqpz5VSIaXUeBfrHK+UqlZK1SmlPlRKne/5gHzG\n+oblAOxs/jLHlgit4ZNPDC9Mc3OuLREEQcg+vhQxSqnpGKJlKrAYOB0YAnwLGA5cj5GU/LxS6jml\n1MEeNl8OrAQuAZKmQyqlDgD+BbwIDAb+AtyvlDrJwz59h8KIP+jkP4HgY955J9cWCIIg5A6/9k76\nHjBKa/2+w/xlwD+VUhdjCJ2RwEduNqy1fg54DkApV5kEPwPWaa3/N/z9A6XUCGA68IKbffoR89B1\ngqQY6fEiCIIg+BlfemK01pMTCJjo5eq11n/TWv8zg+Ycg+ENiubfGB6hwBLtiVm+3EjiFQRBEIQg\n4UsR4zN6AdbEkS+BTkqptjmwJy1Ee2ImTICZM3NskCAIgiB4xK/hpKQopQ4C/q61Hp2L3Yc/EwZc\npk+fTufOnWOmVVRUUFFRkSm7XGN6YkISMxIEQRByRFVVFVVVVTHTduzY4Xr9wIoYoAPw/Szs5wug\np2VaD2Cn1roh0YqzZs1i6NChGTOsNSh3OkwQBEEQMobdi/2KFSsYNmyYq/V9K2KUUr9MskjfrBgC\nrwMnW6b9IDw9sJjhJPHECIIgCEHFtyIGuAPYDDh5O9qkslGlVDkwkJaQ0ACl1GDgG631p0qpm4E+\nWmuzFszfgF8opf4M/BM4EZgInJLK/v1Got5JgiAIguBn/JzY+wkwXWt9oN0fMC7F7R4JvA1UY8RS\nZgIrMGrPgJHIu5+5sNZ6Q3hfYzDqy0wHfqq1tvZYChTuepcLgiAI2aB3b/jDH3JtRfDwsyemGhgG\nPOwwX9PiTXGN1nopCcSb1nqqwzruAnQBIdLFWurECIIg5JwvvoBrr4Xf/S7XlgQLP4uYGUBZgvmr\ngQOzZEveIb2TBEEQhKDjWxGjtV6dZH4jRshJSIGWcJKWEZADjJw7QRAKGT/nxAgZJFLsTrpYC4Ig\nCAHFlyImPKjjMS6W66iUukopdUk27MonJJyUH4gnRhCEQsav4aRHgceUUjuARcByjO7WdUAX4HBg\nBEavoX8BV+bIzsDipdjd/ffDCy/AQw9l1iahFQyeC995EHgm15YIgiBkDV+KGK31/UqpecBZwCTg\nIsCs368xknr/DRypta7JjZXBJrrYXbK3+QsuMD5FxPiPyLmbcH7C5QRBEPIRX4oYMEaoBuaH/1BK\ndQbaA1+Hk3qFViBdrAVBEISg41sRY0VrvQNwPyqUkJDo3klCcJGcGEEQChlfJvYKmcdLOEkQBEEQ\n/IiImALFTWKviBtBEATBz4iIKVAiXawTiBjJiREEQRD8jIiYAiVS7E6USqARb5kgCIVM4ESMUqpN\nrm1wy+zZubbAGS91YgRBEATBj/hWxCilfhwtWJRSv1BKfQLsVUptVUrNyKF5rrjrrlxb4Ex0Yq8Q\nXMQTIwhCIePnLtZVQG9gi1JqKnArcAvwJnAEcLVSapPW+v4c2hhcwg8/qRMjCIIgBBU/i5jod8yL\ngRla61vD359RSn0D/BwQEZMC0eEkeZsPLnLuBEEoZHwbTgpj+gIGAM9b5j0PDMyuOflDpGJvomXk\nASkIgiD4GD97YgB+GB4Esg4os8xri2SlpkyR9E4SBF+ycye0aQPt2uXaEkHwP373xMwBngD6AqMt\n844BPs66RXmD6YlpETHvvANNTS1LiL4RhOzTuTMce2yurRCEYOBbEaO1LrL83WRZZAtwdS5sywei\nPTFm2GjwYLj22hwaJXhGQn75ydtv59oCQQgGvhUxydBa/0tr/e9c25GMzZvhtddybUU8kWJ3aDZt\napm+enWODBKEVqA1fPNNrq0Q0klzc64tEIKAb0WMUupMpZQ1DyZwHHUUHHdcrq2wo0XE1NfHz9Ua\nPvssyyYJnhFPjMHtt0PXrrBnT64tEdLB8uVQUiIeKSE5vhUxwCPAF0qp+5RS38u1Many+ee5tsCe\nZIm90bkxguB3Xn7Z+LQT5ELwWL7c+Fy5Mrd2CP7HzyIGjAJ3RwKvK6XeU0pdppTqmmuj8gN7EWN+\nlaTeYCCeGINQyPiU3yM/MNsfOZ9CMvwuYu7VWg8FjgL+A1wHfK6UelgpdVJrNqyUukQptV4ptVcp\n9YZS6qgky1+mlFqjlKpVSm1USt2ulGrbGhtySbKxk0TECEFCHnr5iZxPIRl+FzEAaK2rtdY/xxiG\n4AKgO/CcUmpDKttTSk0CZmKIoiOAVcC/lVLdHJafAtwcXv5QYBowCbD2mAoMpogJiYgJNNLIG5jX\na1EgWjQhGdL+CG7x8y0fdxlrreu01vO01icAhwCVKW57OoaXZ67Weg3GsAa1GOLEjuHAK1rrh7TW\nG7XWizHGdjo6xf3nHCXF7mK45x445JBcWyGkStDDSTt2wA03yMPbRDxrglv8LGISXr5a67Va6996\n3qhSpcAw4MWobWlgMYZYseM1YJgZclJKDQBOAZ72un//IOGkaC67DD78MNdWCKkSdE/MjBlw3XWw\nalWuLfEHImIEt/h52IEDga8ysN1uQDHwpWX6lxjenTi01lXhUNMrynBhFAN/01r/OQP2ZQXlkNhr\nUmgiRgg2QffEmL0B5b4zEBEjuMW3IkZr/UmWd6lwcEsopY4HrsEIOy3DGHjyTqXUZq31H5w3OR3o\nDMD48caUiooKKioq0mZ0qkhOjDdqa6G4GNr6LJVbGnkDuV7zE7m+85+qqiqqqqpipu3YscP1+r4V\nMUqpfkBW5FCiAAAgAElEQVSd1npr+PtIDBHRH/gEuFtr/XoKm94KNAM9LdN7EO+dMbkBmKu1nh3+\n/r5SqgNwL5BAxMwChgKwaFEKlmaQnTvN/+y7WAuxlJfDQQfB2rW5tiQWaeQN5LoNNuvXw0cfwQ9+\nEDtdru/8x+7FfsWKFQwbNszV+n6OID+GMcgjSqnTgCVAB+BVjBGtlyqlTvW6Ua11I1ANnGhOC4eI\nTsTIfbGjDAhZpoXCqwbyNquslMRer3wcgOFGC/V0hqx3Z8Ao1PNmMmgQjB3b8r3Qfo+GhlxbEFx8\n64kBvg28H/7/auCa6BwUpdQvMDwk/0ph27cDc5RS1RjhoekYQuWB8LbnAp9pra8JL/8UMF0ptRJ4\nEzg4vO8ndVBVgA5rL6XhqHtg/Qmw9bCW2cE8qoIjmBI6/cj1Gmx27479Xmjnc9euXFsQXPwsYpqA\njuH/DwSetcx/FkgpsVZr/XA4UfcGjLDSSmCs1tpMJO4X3r/JjRielxuBvhgJx4uA36Wyf38Q1Ttp\n3CWwpxvcmok8akHIPFZPzH/+Y+Qw+XPcMiEZktgruMXPImYpUAG8A7wNHB/+3+QEIOWRibTW9wD3\nOMwbbfluCpgbU92f79CW1qEodrCkQnsTCirWRl7rwmz4rcNlfP/7sd/9TiGes0S8GC6A8eij4IN+\nEIKP8bOI+Q3wX6VUH+AV4KZwnZYajK7QkzASfQVBKHCCIlacCLr96eaLL4zPzZtza0e2EBGbOr4V\nMVrrmvDo1X8A/hcoB87GCPO8BUzWWj+RQxMDTjixV7pYM3MmNDbm2gqhNeTL9SoPs1jk9xCS4VsR\nA6C1/hioCPcA6oHRm2pruIeRkAJffAGvv04knLR7t4ZO8cvly0PBDVdckWsL0kchnbdoCvW48xVT\nvBTCeV27Fg4+ONdWBBc/d7GOoA2+1FpvdhIwSqmd4eEAhASMHw9nnAGmJ+bll+3rxBRC45EPKAUc\nsCTXZmSFffaBWbPs5wW9i7WJ3HeFx4svJl9GcCYQIsYl4nh0wVdmB6ToLtZCsPnJCbm2ICvs2GGM\nMWRH0B/+Qbc/U0g4yb+cdx5YCu3mhHwSMYInLANAKnuPjOBvrI18KGRUPX3rrdzYk2mcHmr54kGU\nh7ZB0M+jF4J6rPPmwZQpubbC5zkx+UQo5LMRdpN4YoJ6YxU6jY3wwgtQXw9Ll+bamvTjdF0G/XoV\n8SIIqeGnx2pes3dvri2wYvHEWAj6Q6FQWLt7le30Qjt/hXa8+U4hnc9COtZMkE8iRi4FLzh4Ypqb\nw7Pl1wwEX9ZtjPleSL06ogl6Ym+hnS+3iIdKSEY+iRi53D1h74l57rnsWyK0hsLypCXLiRH8ydq1\nMGwY1Nbm2hIh3/CtiFFKrVNKdfWwysm0YhiCgkNyYvKSQvXE5Etib77y17/CihXw7rvuli8kD4xc\ns63Dz4m9BwDFbhfWWr+SOVNaj38vVBExwUZ6lUHhHne+U0hiRkgN33pihExj9cTIwzCfyNfzJ+Gk\nwqCQzmfkWK/oBaPyZ4zhbOFnTwzAWKXUjkQLaK0XZcuYfCDyENCJeyeFdAh+XwxNbeAP9VmxTfCO\nlnAgEPzEXpN89Tx4DXOay+Xr72FLhy9h9Azg2lxbEij8LmLmJJmv8RByEqJJnBPT2Nxk/FPSkCV7\nhHSwaZPxWVeXWzuyTaGJtqBh1shyKzadzudrrxnjvxlDp+QHBSXUMoDfw0m9tNZFCf4CI2D80shG\n7EjqifGJwUJCiiwt4I6w33LlyhwYk0OCmti7fLnxENu2zfgeNPvdYoqY1h7fccfBmWe23h4/ka/n\nPFv4WcTIqc0oiT0xoVAe/fwnXgOnn59rK7JCQwYdZw8/7L53SabIt5wYc+yZmprc2pFpvHpiBMEt\nfg4niZMtkyTxxOh80pAjbw7/kyw6GTysN4lZrDATTJpkfOZSMOTbsANWu/M1tJCqiMnX3yOaoF67\nfsHPnpg5gO+K9ecP4dahyP6pJzdWQLC08pkUMbmkPpxbvnOn/fygvuEXSgKrVxGT779HkPDfkDmx\n+NYTo7WeCqCU6gucCXwLw23wIfC41jpQhe18JwpMT8wPrrSf7TuDBTfkq4hJFm4J+uWa7w/tdCX2\nCtllyRI44QQjjPyd7+TaGnv87IlBKfVz4GPgDuBs4FzgL8DH4XmCDdu2GY3i4sWJlkrcauZVTkwB\n0dSUawsyQ/RDzU6oBTWx17Q3k7lMfsAUMV5Fdr6LO/D3NfvWW8bnBx/k1o5E+FbEKKXGAXcCdwF9\ntdZdtNb7AH2Be4C/KKVOyaWNfmVjeEzARx6Jn7dhQ/gfnbh18PONJbSQzZyYXBJ9PV5zTfz8oIaT\nPv7Y+Fy9Ord2ZBrxxAiZwrfhJOBK4E9a699FT9RabwZ+rZSqBf4XeCYXxgUfy+OvXWyyQV4l9rpC\nh3tq+VbX26JwzonROn/eZKMfaq+9lnh+kCiUARGld5IzQb12/YKfW+yhwLwE8+eFlwkEvrtQxRMT\ny7ifw3WBKTsUwSpSokXM9u3ZtSWTJLseQzRDVx/7vB3IF5GZDLciZvLkzNsi5Bd+FjHFQGOC+Y20\nolqvUuoSpdR6pdRepdQbSqmjkizfWSl1t1JqU3idNUqpH7rdn/9EQZKcGP8ZnFmG3p9rC9JCtIj5\n7DPv62/YANdd57/rNZk9O464Di49lN0Nu7NjUJooNBGT7Dw+9FDs90L5fYTU8bOIeR84LcH808PL\neEYpNQmYCVwHHAGsAv6tlOrmsHwpsBjoD5wBHAJcAASqh1QMSTwxMYm9pXugwxcZNkhICctpjG70\nP/3U++bOPRduuMF/uTWJ3uC/+AJ2lb8NQGMoWBmy1od0vj60vYaTevY0Pnv1yow9fmHaNPj1r3Nt\nRbDxs4i5G7hJKfVzpVQkd0cpVaKUugT4A0aCbypMB+7VWs/VWq8BLgZqgWkOy/8U2Ac4XWv9htZ6\no9b6v1pr1/VLs/lm6672RJJwUnROzLSRcEXvVtvlaxwqF/sda05MNKl4YiLb9fHD1Hov9e5N5Pwp\nXzdp8fj5d3ZDczP85CfwySeJl/MqYk46yficMCFl0wLB7Nn+e2EIGr6947XWczBEyl3A10qpFUqp\nFcDXGL2W7tVaP+B1u2GvyjDgxah9aQxPy3CH1X4EvA7co5T6Qin1rlLqaqWU69/Pb+755DkxUQb3\nfjvDxgipYn0IRj8kUvHE+JWk948yDjywIqZkLwyZ7b92IgmffAJz5tj3GItGulgLmcLXd7zW+grg\nWOAB4Ivw32zgOK319BQ32w0jl+ZLy/QvASfn5QDgLIzf62TgRuByIMmt20IuGqdU9/nYY1InJo7+\n/4Weq3JtRRxWT0x0nZhUPDF+fYhG22X7YAuLmCL37xW+IHIs378RTp/G2p3v5dQer5jnpSjJzy69\nk+zp2jXXFgQfP3exBkBr/Qbwht08pdR3tNbpuusVzoNOFmGInAvDXpu3w5WEr8AIazkwHegMwNln\nQ5s2UFFRQUVFRZpMtsfd24vzQhMnwlvv+fRpliumjQr/4+/fpbWJvSZ+ewNO+gZvemL8ZngSIua2\nNYYfb9KJ+jL4D1OUiIhJjcGD4aWXcm1FbqmqqqLKHAk1zI4dO1yv73sRY0Up1RGoAP4HIyzktYfS\nVqAZ6GmZ3oN474zJZqBBx9birwF6KaVKtNYOdVJnYfYCnzcPunf3aGkmSZbY69dX8oyRH8cb/bDP\np3BS9MMvkScmaARMc8WRKRFTKM1P0M9/OrB7sV+xYgXDhg1ztX5gfK9KqVFKqQcwBMUVwEvAMV63\no7VuBKqBE6O2rcLfbcpoAfAqMNAy7RBgs7OAiSUXbyCtSuwtlFYk4Fg9D9ZwktfT6NfTnvz+MQz3\nq/1JsUksD0KdH68ixuv5kYe8kAxfixilVG+l1G+UUh8BjwC7gLYYvYR+o7V+K8VN3w5cqJQ6Tyl1\nKPA3oAwj9wal1Fyl1B+jlv8/oKtS6i9KqYPDQyJcjZF07Ipc9E5q3TaC+jQobKI9MXv2pP4g9Nvp\nT+6J8ZnBLonrYh31cmGO3O1nzPOSTGyYIsZtlMBv11+hYp5XP58P34oYpdQiYA0wCLgM6KO1vjQd\n29ZaP4yRmHsD8HZ4H2O11l+FF+lHVJKv1voz4AfAURg1Ze7AiBX92f0+02F59rCzN18HFwwyiSr2\ngve8GL+++Sb1xORhOMmpzWhu9k9uidfE3ksu8bZ9v16P6cLvzwURMa3jFOAfwHVa66e11mntTa+1\nvkdrfYDWur3WerjWennUvNFa62mW5d/UWh+rtS7TWh+stf6zTuau+HZL+Um3F8GyZfDEE16OJDWm\nTEk83y4nJghvhoVOsSVDLNXkXr81Wm57JwWNloe/+x+8pATOOCMj5njGazjJLbv1VzC9P1sb8iix\nS8gIfhYxI4GOwHKl1JtKqV8opfyUGpuc426J/Ov2ofC976W/wNOdd0aNXh2mvNxmwX3WgzK0ot0A\nkHV16bVLaD3WnJjoLptFRfmT3Ou2d1LQwqDxFXvduR6efDIDxqRAIhETCsG118I333gXMa80/gU6\nf8pjX93UeiOFvMa3IkZr/brW+gKgN3AvMBmjzH8RcFK4l1JgyGbbam0Hf/Url8LosgEwymg07OrE\niCfG/6xc2fJ/r17544nJ+8ReG4JwLI3hHuE1NfHz3nsP/vAHQ8h4FTEbQq8A8NFe2+oaeUPkHJfu\nyakdTkg4KQ1orWu11v/UWo8Avosx5tFvgC3hvJlAkOvE3l27XK7cuzq8DRExQeT661v+328/754Y\nvzZaySv2+sxgl0ReOML2V1bmzpZU+DJclGLJkvh55jkLhfI/t6XVlPjTze3X9iAa34uYaLTWH2it\n/xcj8TazFePSTDYvgm/qv4LfK9a3XRiZ1mCOi1f2FQx8znnlcGNaeDkx+dfK9uvXuoJ3fqJQ6sQ8\n+USwrsNE7Vr0PK+eGLtwtpB9RMRkCK11s9b6Ca31+Fzb4pZsXgRf1W0C4NO2LWLFdPsyeQKcc3KC\ntcNueZtGJL9FjEHQemAlGgAyFU+Mid8ardraJAuYOTEBe/jZCrIOX0CbXb47B3a47SVlTThPhukJ\nTnR95xf+PM4giJjAVewNHGOugmNnEgql9nSsqTFctscf3zozIp6Yjp+7Wr5Qc2K+/hp6Wms5BxTT\nE6O1d3e+3xqt6FGS7Y/FZwa7pOVYouy/ojd8MwCtP86FSZ5wc5387W/w7rup7sGfD/d04bf7zEoQ\nREwgPTGBYsQtUNSc8kVw+OFwwgkp7jvq/o+IGJcUak6Mm/OkNVx5Jaxfn3l7kpGoN0u/fkbBOw/D\nkPgWt6NY+7mxtSPu9JnDgey7Luu2pILb3/vVVz1v2esKQgYQESNEyPVF4FXE2OXEWLtYL1oE/fu3\nwqgs893vws9+ZjPj/BOgyH0ZotpauO02+MlP0mZaRthvP+PTS0jpFaNTSM6vVysDowb9yKeKvUEn\nbUX3fnUg/D6/vS5BJFrEVFQYbajfEBGTJbL5UIiMUxLVwDS6HRzXQ2LvtdcGqw7Je+8Zrm0TrWHz\nZuDAJTHTrFinmb/vtm1pNzGt9OtnfOZLcq/JSy/ZhCciib3BEjPW3knR+E1IesWT/V02xK4bPo9B\nG5U8NTQMWJxrI2yJFjEPPmi0oX5DREyWyGaDVNbe+GyIEi7W/TsXBdOO8/MtnDR3LvTpEzvNy3nK\npYhRCv7618SJj717p17wLhvX6+uvG+EuN5SVxX4/xjr0q7V3UlGj8edz4p/RwXpop3KdfPih+2Xz\nPbFXa+DQJ+CsSbk2xRYJJwkRsnkRlJYan00J2vBkvTgKQcQsX558mUTk2hMzc2bi+aWlqRe8y/T1\nqjUceyxcdJG75ffdN/a7GcZoCZNaDP7fbjA9QLHOCD5+WtiQ6Dp55BH76Ycc4mrL4c/8FjEAlG/J\ntQWOiIgRIuTCK9qQQMRsbF6WcN3CqxNj4CacZH5P5EWorfUQwkuR0tLkjYtfa8WY4iO611Ei7I5z\nxw5o2zb8xZrY224ndPyiVTZmg0RjJ/3yl1k1JSUSXX/33NOK7YY/890TA/g6n0tEjBAhFxdBo20y\nr3FVvtBwo/1KxQ1Q3GArYu64I/a7ny/sXFNeDqeckpltm7+76XGLwdKFPtVaMZk+t2aSeLt27pa3\nE5Lbt0dNUM5hUD+TKJy0cKF1nv/wy2jaQSUol6uf7RQRkyVyImIaU9jvQYvh2rbYvRm+805azPIN\ndr/NW2+lb/uLM5SrZxbkKy21eVMt3Rvz1a+eGNOr51bEhEIYA5SWtlS9i6kCG9CKvYITPn5qppmS\nEv8ea4zIbv81dNyUM1ucEBGTJbIpYkwvSkODnSvWnSFu7LW+RT79tDEt17kircGP2fdWTBFTYleq\nUsV2FTc9MV6vP9vle68wqsmmAdMTEwkHubHnsgEw6YzItNhS9v59ECQiUe+kIJDoumpNCF0XUE5M\nDx8X14w5h1d1g8v7cuaZsGBBzkyKQ0RMDtm+PbPu2MYmnbJ4sgsnWbEu8vjjxucm/4l113jJickV\nZq7Nx3YFXYtiK0OnWvDO9hgvGgYXHeFtQw6YnhhPIgZgv1cj3/PBE+NY7C4gZO5eKKRhB/wvYKPP\n8+OPw9lnY9T1Of38nNlkIiImS1hv9uZm6NIFbnRITWkN5o3f3IpxgOyGHcg37Bpgr6IyFzkBpoix\nFSY2IgbSGFJKU7JsSp4YAN3SZNmJmLwYOylAdO1qfA4aFD8vJmcJDV0/8LDlgP8wCWhubkls1xpf\nH2rSxN4hc7NmixMiYrKE9SIwH36Zyptw2q/79YL1MEgXXg97587M2JGI6F5P69dbWkCLiEmlai/4\nObG35XhtRUzALtuW5OyAGR7GPH8//GGSBYf9HS49FPZd63LLZqJ2yqb5lokT3Yv3XOOmd9K8edmx\nxQkRMVnC9c14yCIYfntGbXFD0N5oUyEdb8G5yP8xRcwJJ8CaNZaZxY1wZQ846N+AUfBOKe+emETX\n6/z53rZlR8rhpKhwS8z5C2hOydCh1ik+fi23wXwZS3ov9Qgnm7X/2tV2I6NYJ9nw55/D3r0JF/Ed\nTzyRawvc40bEzJiRHVucEBGTJVyLmIrTYOzladqrSmtOzKmnWrYerPY2ZRLlxORSxLRpYzOzuB7K\nv4JRNwHGm37v3ukdHuLcc1u/Da/hpJawnXHRxV+exoRMezYzRVFxri1IjUx4SmK3mbiR6dcPJkxI\nvw3ZwMwdVD5+YZQ6MUKElC+CokYo8faq0RzpoGK3U3fKwy6cVFxsXcaTWb7DLp/F6zHlUsSUlNjY\nazOGUCrdrH0bTmq/DYb+Pb6QYPi4bQf4DABBzUFz7YkJhRsPFwnY0felm8TeoArXW27xfxtqntcv\nfFw3UkRMltjT6HKQGCvTRsDvypIvF4VuCj8ZSmvT6olpdhjo2e83ohP/93/x08wGtL6+pStzIhxF\nzMRJMOy+lG1LRLSI6d3bIScmKryy337uRMzWrWky0AUph5MABluSCYfeD53MLnGxF+P776dkXlZY\nuzZ+ZPig9U5yLWK0NxETCWcHtG1xQ0Ss+TgU+nXzJ/Drfnz4WRYbB4+IiMkWluvUdSimX+LhAexQ\njeXGP+3C3Vc6bIaiJk/DBth5Ytw81IPCXXfZTzcPu107OO202Gl2OIqY7zwMP3I5MJBHTBFTXAxD\nBjuJmJaHRb9+7sJJgwe3/J8tT0xKIsaaxDv+AsdlN25Mzb5scPDBcOWVubaidXj2xBQ5vAnFbdN9\nnZigvkQFodrxW7UPQ6fP+bR4aa5NcURETJZwumAzcQPW14Vv/LY7jd4zV/SBH/6KgQPdb8NOxDh5\nYqy88ILxcMr02EGpMno03Hpr8uWeecZ+elNzM/zsu7DfqxkLJzU3w3XX2V8fppgsLraZX2z+6LHh\nJDcF76Lr+2T6wdAqT0wSXnih5f/oh+vKlcZAkrt3u99W5tFw5N+gja+Mco1nT0xR8jehmHCSw4aj\nr4cgixitQfnYE2Pep35+gS1YEaOUukQptV4ptVcp9YZS6iiX601WSoWUUo972Z+b4nHpIuKibruD\nmprw/wc9Hw4puLPDzt5XXoEHH4xf1rroHXcYdRD89bBo4eWXnd/Q3ZymuuY66PkenPjbjImYESPg\nhhvgzjvj5zU2Ar9XrO92T7y9DuEk1wXvVHPc+EuZwLxGi1y2QF6SPb+O6gATvf177zU8Z7ZFAnPF\nfq/DqT+DbzsM+exzXDdrZn0fjzkxTs1VUIVLNOZxah+LGDPf6AMvJX6yTEGKGKXUJGAmcB1wBLAK\n+LdSqluS9fYHbgX+43Wf2bzpIiKmXZSIKbEG3xNj54nZuxcqKpKvG+ReS27OU5F527TdmTER88Yb\nxqfdKM+mh6tm31sTiJjYcBK4TO498bdweT+aM+zrjssFSULsg82phxKgYqtU+/5aPP73lgl+NziW\nUAjo9TZaJXlVD4XHyFDuwknJhh3IBxHjdAzr12fXjkTsCb+I+tWrDgUqYoDpwL1a67la6zXAxUAt\nMM1pBaVUETAfmAF4vsy8emL2pJgHDLC3zkzs2M7q1eGJJR4SYkitTkw+Nixvvx3vSo38Nm128fbb\nmbXHbqTqSE4MbeITQSPu+lhPDLgUMZGy/rE/RLrPrVc3tRdPTLTgefhhT2ZlHK3hppuiPIG9MnwB\nZZhv6r+Ei4fyatHNiRf0mBOjkww7kA9tjRmetx7hgAGG+LbzwuaKkMtUglxQcCJGKVUKDANeNKdp\no8VeDAxPsOp1wBat9exU9ut00zlNnzo1lb0YRIo/td3Z4okpDj81umxwtQ03ost8yzUfGnPmxM73\nQ0PTWofC0KFw/fWx0yLH1XYXy7znXXvCTsTUNRgtSjFtbLpYh1ubvssjk8yCd0mTe/ssh/1fAeLP\n3X88+x4TY3pi3FY8djOmld10v7nB6+vhd7+DaebrUrm110eU8UU+fv0Ns6dpFwDb1IfxM8u2GuPr\nHLIoKpzkNrE3MfmUE+PEX/+aPVuS0ezjJOSCEzFAN6AY+NIy/Uugl90KSqnjgKnA/6S6U683Wmu6\nhkZc9UXNUZ6Y1oeTrFgLIfkx2/75570tb3fYjg/Ctpkfc8BexBgPt2JK4/1lNomTpaXQq5cLT8yF\n0Wlhse+H6R5ewbxG3Q5M6aWOSvQ5tB3pO4eYx22tuWRL14/sp5fUJU2QbW6G//7Xm22pYIYdlbI5\nIDO3auCzUYm98SLGaUgWcM7gi6xz8ZCMlTLINOZxNrRP18BmmcPPib0+u8VzisLmnlFKdQDmARdo\nrb1lQDwHhEu2/PaFSXTbt4SKigoq3CSWtILofIPI23dJg6dtePHEWBf1Ux5Cg7fDtiWuYq95mZRm\nvt65nYjZGz4oW09Msf3b+377ta5q7+LFwL6pr2/FDCfFDhLozMa9NS1fEtZS0TEPQb+KGMcif26S\nPH/XHtb+APi34yJ/+QtcfjnU1BjDROzZA7NmeTY3Kc3aECXK7n04+lgixe7ciRhNWBwlCyf1WgWn\nXAJc6MVsX2Aew/beiZO6d+6Ezp2Ne/DEE7NgmA1ue6amQlVVFVVVVTHTdrh9u6EwRcxWoBnoaZne\ng3jvDMBBwP7AU6qlv18RgFKqAThEa22fI/NDoI/x740nPsiJIzrFLeKkFazKd/du6NDBflkrXpMm\n7XDjObKGk/yIVw+Y31zT5ijB0dSFk2JKVJt4j1nUG/o3e79h3/aG8vBatde62S1bSKuI8eqJaWiO\nyunqvDFcyNG+CGQyT0wuz7HXruWODEzsYjR7YNXWGjk4kBkR0xR+uhWRxLXk0RPzbX7MF6zk2A7n\n2G/OZ/dpKkQ8MeUbEi5nvnxUVuZOxGQyJ8buxX7FihUMGzbM1foFF07SWjcC1UDkcgiLkxOB12xW\nqQG+CwwBBof/FgEvhf939X7rdNO9/rpRudPKh5YQ88qVbvZi4Chiele73sbFF7v3xHz1levNZh2v\njV0yQZatxtO8p48/Pn5eXSJPTJSIeefLdyL/u63aa2IN3yQaPyoVvHpiQjrqxHTZAJOcB8yJti3a\nk5XIQ1hb27pkerd4G27B3Y9cWxs/CKL5+9p58tKJGU5KKmJMT8zx18XPCsV/L8UQqG1Uue3mrNff\nc8/Bccclt9dPhELuPN7mNZMT4RbJZXLeea497wUnYsLcDlyolDpPKXUo8DegDHgAQCk1Vyn1RwCt\ndYPWenX0H7Ad2KW1rtFau4oWNid4KIwalXx9t/U0AOrqojYe7b696Ej3G7FrQItjeziZF2///uEJ\nBz8Nv1c0tzGibn54W8qEJyYb49xEei7YNBB1TYaISeaJWfXFqsj/bgvemSTrndbaLpdePTFm2CLC\n/s6ZxqmEk3r2dO/pbA3JPTHer63ycujTJ3baP/5hfC5Z4nlznmgOv6IXKZsG6pBFxqfSLZ6Y7tZh\n1y3X5BH/9JzYCzBlCrxm9wrqY0IhqCuzSYi2cKSXZjvthBugBPV9ch2yLUgRo7V+GLgcuAF4GxgE\njNVamz6Ffjgk+aa+T+d5mzcnX9/LhRLjiUk1b8NOeZdviV3E+oA9zKj/FyrbRD4zd67zvOeeS494\nSyQS6hoNEaNpdu2J6dfPCEm6TdBN9oboZQgLO8xr1K0nptnGn+2mTkyPHu62n63CjHEiprF9Wrbr\n9DumI7SciKaQcb3ttovED7/d+CxuaPHE2BBzHk/7aeKxk07+JVxwdNy5z8VArK0lFIJvei7MtRmJ\nieSfObcHImJyhNb6Hq31AVrr9lrr4Vrr5VHzRmutHWvGaK2naq3P8LK/1r69pyxiPI6A3YKNvR1i\nhzJ1ciPm2r0YTTo8MdbunNdcY7/uSy/BySfHdzVPhUQJyfVhEbO++HniLqumllf8d7bEhpPAfXLv\nK6/ohGHC1ooYc323npgmq8MzgXvbq5czm5j35t13hyeELDd2mqu3ZvoB802T8cKyWicqYB7libGb\naxozO84AACAASURBVNs7yaHY3ff+Cn3f8lQ3yK9oDRu/dXXC+Ym+ZwUX4SQRMQVCTEzf/D6jGA59\nAjDe4BM9/Lc1uXDXhIn1xNR6MbMFu4u2Q+zblpO9TWWfw/HXueqmnWnSIWLiuxfquP+bmuDFcOWh\ndOQIJfTEhMNJpbos/jdubMkheG/Le5E3ZU9Ve4Gzz9YJvRipvuErZQxL4dUTE7KGk4CG5gaji611\n2ahb7dJLjVBRrhgxAq64ouV7nPj71FqaKr33TKZfKBK+nJlv8UrHemL6x/b9TtTF2l3F3ty3M6ng\ntUNEbppTCScJYeZXhrj33pbvzaFmKArB8JkALFqUeP3Ndetc7ystIsauYej6AXTYTG14k04N5FfH\nXATH38C2utz7eL02FM3NRjGyaLZssV8WiITrzjgD/vhHb/tKhCmc7Bqu+rDCObjpjIThpLqmOtZ+\nY2SN9+ljnC/Xyb0WEWvdT2s8MTffbKxfXGxcq2621WQTTvpizyaji62FaFu//rrl/OXiIfDqqzBz\nZsv3OPG3x6Kwon93pVstQjJ9zNaXsxii6yhFe2KmxbrH7BJ7k9ntg/ejVhMKQaetzt2NfOHRlnCS\nYPLQwyEuvth5frKHbZsSN9WxDOrqo7tnpNETM/YKuKJPxEvgnGxsrOtU4yGbJGzs2uyCY2OHs66r\na+mSahJdI0FrYn+bNkbF0qeeap2dVra3eRd+r/h6b7xbpz7siVGUxntiTv1ZzFczudcseOe+Vkzi\np0Rrcy321mmar1Uw7D5XIaU/3BQvYmyTSbHPn0lKn7eg3xve1/NInGAbPC/2+9jpUV9a/6TO9MM+\n4RhbReY83RKWsCFhOMnB/nwRMf4nypvmgIiYQiHJ6K3Jbso2Hq6UPY1RfUWdRMzzt9pPb7Eo6X58\n8aaQhIS/6/HXww/+N+k2ohubWuvPaVO1Nx2/y5fdHwKgZnu8p6G+2RAxzY0lvP668zb6dOwTl9yb\nqicmzoZW5sTsbQhvYNA896Nrx6Cxb740q+rs3ZoJz8uFR8P/JBp1JD0k/d0GvNTyv+UcPPYYLRW4\nXZJ5T4yLHQyZaxFnsdgXu3PIibFbx8XI2EuXGn9+wjgGh99v4HM0t92alarLCRFPjBDBcqNF6uaF\nG6pkbUFxkXtPTG14PBPAWcRYEwqtWJJ47dBF9dA1eRfBXBLzu156MIyPGjmiOP6JYnceokeSXrHC\nMjNDIqaZcDdq2sTNawh7Yta8V8pT/3K+cAb1HBSX3OsXT0xdc1hoN3RwlxdjHcBURY0mbuH+2fEJ\nRaGQUbnWyltvZVeMexN/xjkwRfTEifDtb6fdpFYRcutOKPvGcVbinBgX6xQlX+H44+1rLuWShMd5\nzslsHnVmTK+r3ObEiIgRrG8LltLpyW7cpMWkotgbinqwphpOmjQx6SLrDvs5XHqI43yvI3dnghgT\nuq6Fof9o+W5zY9qdh+jut3FvTxkScRERo+JFjOmJSSZEB/ccHFcrxg85MUrB3lD4R20sd+eJ2Wd9\n3KRiu/F6wHZYgspK2LUrftFM11Gx4kn8hduMRCXfP/889vv99xMTtq52X98yJUIZCHlFh5Oc2hAf\nNC2tJhQioThobr8p997uSO8k5weUq3HAMoiImGxhuQisxcSS3ZQpi5iyr12v5xbzxvqy5C2nJdK+\nz1TJ+LADE6cwZozHdVwQUs4ipjFGxCT2xHy681O27TVe57xW7U1E1j0xcQMeavvxegC76y+6Ps6W\nLcY1/OKL2X+L9CZijHObSMSYvc5MLriAmA4EliFp0o5rT0zCbcR/N+/D//5X29aAyRcRk+g4Ghtj\nvYS56WKdPJy0+MNXcjpavIiYrOF0EcS6jJ3xkNiro1rscrvhoDJMwgH6sku6RYzdfLNrtUl6wkkt\n4yNZaWwOh0tceGKgpehdv36GN8JdbZb05MRUVhohm5gta2jAFDEuPTE7LU/r4saWkGw0ByyxXT3a\nI2GOK3TnndkXMamEk9wOvpfpwnZ2JOyd5GZ9mwd5tCempsa+1k8+iBit7b2D0USHf30TTlIhYtqH\nCefy/vtZNSoGETHZIoXE3uhpXjwxDWonJbRD6eK4KrtRW3e9PdekuVBXOkh848fPjDwwOm6CH10A\nKrYqblzvpAwRCoeT7IqENUQ8MaUJbflW12/RprhNjIgBl96YNCT21tXBRRfBvHnx8+q1EU4qbdfo\nzhMTcjkI0I9/bCuioxOyTe2zaFEWREzvFbDPhsjXVMJJbp0ds2cn2ZyCjz7ysH8XtLaIZ3Ex3Grp\nY2Ak9ppo3nsvfr3Ai5heK8O96BIfiNsK2xnDLpx0XTGc9tPc2GODiJhs4SRiEiT2RjdeyuZh1tho\nFMmLm6520V51oijUPq5AXaaI7jVhPiT80NB4tWHu3PAKo38Hw+6HbmssIiY7B9WsGh331xAyBU7i\n27e0uJTDux8eETHeqvbG7tfq9HDzMH75ZftBFUMhCBUbMxoH/d2dJ6auc9wk63hkLcSLmDXxQ/YA\nWYjnXzQMLjsw8tWTJyZJOMlaEPE/zsNJRXj3XQ/7d0ExrkayTMjDD8d+N7wz4XPrIKb90LakgtYY\nL5YXH8HH/W5KunwuvGsxOIWTjohVzLk8HyJisoWjJ8Y5nBRbnyS+Yb7pJqPMffTbVVMThEp30r64\nE8XNZekLJ1nc+TEN6y8PiunBY17QyQYRzAaeby5T9LUzA/Eq5txk62bV4ZwYuwd1oyli0CR7kxvc\nczCrvjSSez0VvEuDJ+bJJ8NW2iUFt2nJlnbliWmIH53R8aFtc6+siu+pDvg8JyZJOCm6iB60/N4A\ntNsOo38b1+6ke5DL9uwLwLFc6XndSDuRsHdSfomY5mYiQ8HsaV9j3GdbnLuc5fw4R/zZ+OyzPPFy\nOURETLZIIZwUfTPbiZwNG4zP6EZu716g7U7KiztRpNsnCCd5pFPLk08pSwO67zqb0vz+wHMjUBYu\nLnfYE+ENxD4QE9Z2CJOOnJgQzp6YiIhxUR9jUM9BvLflPZpDzZGCd65EzOTT4ZCWp6LVjGQP41DI\nuQDgrl1AaYuLxl2dmPhj3eKozxOfgOjz42sRU294nz7/HL60Odbrr4/9vjd6mLRRN8KoP0LfZTHL\nlJeTViKjWGuX4T4bEteJcbeOycaN8df32rUpm5Z2mpuJeFC1mU/klENoGcw0J4Kma/gN+cCXEi4m\nnphCIK7Lauz3OJHS6dNYT4zN88psENtFeXQjIqa0E8UZDCdZY+uXXtryvx8q9ZrY3lz7veq8wiHW\nQmkWEZMl71KoyIUnxkVuzuCeg9nbtDcy/EC/fi7DSQcshTPPdpydzBOzYgVsCg9mvs5uxIw2hojp\nsmuEO0+MjYjZtr315yLb3UM9hZPGGdWXBw82xKeVhILIQeCWlXnYvwtaEnu93/NOD75QdN6ox3DS\n/vu3hE1NnEKJuaCpiRYRg3mgzr9d9DMg2+UAYujqIyVoQURMjtCWmzTuppx0RswFbPcwMxuxNlEd\nWEwR06E0HE5y6mI99P6U7I6lxabocFJkbq5doU42/HQE7L/UtlBdfD2f2FvETcXUdJQT1wlyYppC\n4WQIFUoqZAb1HATE9lBy3826ZdsxlYrLtyT1KCxaBF26GP8/84zxGTMydzic1Ka4TcqeGLuut0DS\n3nGJPDFvZHjkgZjf7TtJ+j8fuCTt+0+3aDM9MSpJflYiEnpijvw/6BKvgr20LYkGU80ml15qJLpz\nzB0ANCVrKHQ4lH15HzjulshLgR9xk4+VKUTEZA2P7tE2e2JEjF3RJ7NBjG6UDRGzi45tOhqJvU70\n8Fi/fJ3zQGWBpHwLDLYp4WrF8kBcUfNNUuHgtktsIkI2OTFaw333tYxi7aaHWffy7vTq0Csmudd9\n1d4Wnn466suVPZN6FJ58EsaNi50Wk+QbDic1lX7tsk5M/I/q6IkpTvzUSiRi7rjDhS2tIOZ3mzgl\nszvLAs2R0cVT98TYihhzWv/X4JwfOq7rhmTdmLPFXXcZJQc47jYAmprCLyFW0R3Vm23vXqDjZjjp\nKiCBcM8xW7fmbt8iYrKF44PPIbFXxyaU2g20Zvc2bHpiOrUNh5PShNrdu+V/5VBt0nIznn9+7l0x\njo1dkt5iURNivn1WbyP+po2Awx+NfE2HiNHhcFK0/f/9r/Emt2FjdE6Mu5CSmdzrzRMTRadY5ZPI\nE7NhA7zzDowfHzs9uvKx6YlpKNnqzhNTFC9MHMVPcYPDDINoEVNcjJEEG+bRR1MTeW6pqyMs4HJ/\nb6SDULK8Dhc0NMb+FnH3T2l8FzfrfZ0oD+3llzGu304ZPLEp0DIyu8X4qN5sVlE9bVpmbUqVXFbt\nFRGTLbx2sVY6NpzUnFzE/Oc/4cJibXeyT/tOqHBtme5l3VM0OgqLu/if/0y0sHFTWouc5QLvIibx\n8BB7am16BPV/FU5tqfWelnBSWMRE1+GIJHcWu8+JgfAYSlGemF27Uqg/8b2/xnxN5Il56ikjxPlD\nywv07t3Adx6EzhsjOTF71dcJc1s2bw7nEZwb/za+3Wm9uMEiY4m2/b3axfCbLpHvHTrA3XcnXL1V\n1NY1wW87wLG3ZW4n0FLhOJTZp4vpiXGunuyMeW/W11tFjI4No8ZVa46/rxN5ZpqbgV/3N/58RFOz\nu5eQaL6KH9TeF7SJr8mZNUTEZAunYQf6LId225N2sU7miVm8GMaMCfdYCIsYk+7lrRcx2kNj6Kch\n5h1tcS1iYm+R2trkjU4qx19VFZssHRExUa1zxPNQHOWJcZnc+8mOT9hetz1S8M6VtyF62xYxl8gT\n8+STcMIJ0LFj7PRdu4CJFXDemIgnpok6du6tdfzN+vSB3/zGfp6jJyb6HB59V9zsX/yi5f9P6mP7\nXp//P7Xcd599fZt0sLc57I4a8GLiBVtLSfgENcXWcUl3npqZE2Pfiy8x5jINjbEnvynUHJtA70LE\nJLQxDZ7RTBBp0z14sfzUtkbQRZSm3jmt1YiIyRaJPDG/HGj7ZtvU1HKn2iWBmQ+St9+GCROMBLbd\nuzFETFnLEyTdnphId2qHm6+5qWV6rhuQLQ3r7WckqdsTtWDMtz2OIqZleirHPGUKHHVU1IRw+CTa\nE2N2qW8Jl7j3xAC8++W73qr2RlMWG/R28sRs3w5Ll0aFkg5+BrobIbhIOKntDijdQ5si4/VNt/s6\nNtRkwalXhisRc8ql8Lu2jtsuLY5Niuk79kF27LCvMpwOapvCB2pT98Yr3/pWgpmHPW589giXuy37\nCs4/gZ0NbhKQ3OPUO8ku0d+J+obYe7Gx2SJabESMl0rBuW6DnEilcKYfOkvE0dyGffbJ3e5FxGQL\nFWLECId5ZV/HJk4CdK+hoanl7kvkiZk8GQ47DL47cgO1pRuhpJ6u5en1xER3m255C7eImDivgGa9\ng4bIFpuabGqWA/zoQvvpScJJ69dre++Hap2IAUu9lGIzJ6Zlu5GCbUVRvZNcCJlDux1KaVEp73z5\nTqTgneeqvX1jY4NOIua55wyR+6MfwZ6GPTBxEgwzRiSMzYnZQ7+O+xv/t/86YV6M09unNQwRwZoE\nXOKcI2MVMY9u+BsTJsBf/pL+t97Fi+HdD9InYo4+OsHMsm+Mz46bYcgDMOE8OHAJr3/1fKv3G00k\nsdfisVy5Mvm65qUd/bIG0NQcO9SHrYjR2nXNHbvu6b4g4kl1rhNjJdO951Ki+5q4JP5sIiImW7go\nTGalMeppaDdarHkT9+xp9B7ZcNRkmk76JQDdOraImH3atl4mDzqxJaE1UhnUqVtl1M1XU9PqXbcK\nx0d8qUMLaD1P0w+Ag6MVZnJPTFoefuEeNtG9k4YONeeFH8rH3OlqU+bwA6u+XEWbNsb1YuuJSeTW\ntpzrJ56Iz3kB49oYOtTIvXm85nFouzsiKqyJvft3DouYsq22XhWn3itJSeRl6xjbT7VYxYqYtza9\nxcnTqlmzBp5P7/PeuG9KWwa+bC0Rj+gvB8KFRzovePpUONgYn6R9cXqr3YUceie5ETGAEVa0iJSv\nvraEk2we5s2hEO1d9ls45BCXtmSbFJ4J2WTpUvfLbmh6PXOGJEFETNbwXn2xMYknpn84T+3f/4ay\nznvY1XF5pEJvl7IWEdOxbce4dVk71p3ZYd7b/qbxzzcDuNjMYbWKmA6b49bzNmpv+knpAdjVMq78\nkDlR852SSVvviYnBxhMT+S2je9+kmNzrSsQozccfw6BBxJ3rhgbjurNOe/bZllDS3HfmmhsGLCKm\ndA8HdDFFTGJPjN3vqXRxgnPh8HA44p9wed/Y6tOWgSX7derHG833MmwYzJrlbJNX6uvD3VDDCc00\ntl5MRJI89/0Y+lQnXNYk/SLGPq/j7beTr6s1cE1H+P4NMdMvvLjJEmqxFzFu8Ws4KeJJTZgTY3+N\nr1tnFJPcuNHoCZgJbko+tFOEr+ri2/5sISImW6hQ4gfq/7N33mFSFFsb/53ZHIENLJkl5xwFFBQQ\nEQUElaASBAQRQVSMKHrN94qfWcyKKIarIteEOQEGQEAFBCSjgGQEdtlQ3x/VPdMz05M2zcLO+zz7\n7Ex3dXd1TYVTJ7wn+yu4w70zBzIn1a4N/fpB/fqw7M9lOirDIHBLjU/BYfy6qXGpXtcGiuDwhFNt\nXMmaG97Sfar+6tztWRH2dAShCjFxh+Hqpv5vmGaXClhB7BGIzimZSdPhrYnxcuz1g9apZ7h9b5PV\nhl/2/EJBYYEf1l7vybRhQyNpYBCO3d9+q01iAwfC9kPb+XyT4bxqCBVOISZ5D8T+Q/WUasQ4YmzN\nSSdOwDyDxscuIsOh/IRD+BJizPwvCS4CSFXgromZ0H4C8395jSuuPsQnn8Bvv/l+TCg4cgT27cOV\nM6oEzEmfF8E3OCG6ZIUYXzwxQWtiAJp45KfwnJtsfs9COwpzHziaH36imLfesjlovpdNcl99XHQk\nnw0aNICaNTVDcZs2JVNHr8eHxMWjuPXW8DgeR4SYsoJndJJnD2nhkcoVOGGRAOwcew+oLaxqNogT\nBSdYusNQ55lCTFwqzZrpQymxNpqYBp+FUHkLovIgxqBvte4grIPNwrtxxx1Fe0xJwY4k0C86zfE+\nZklWSLWVML6bdxlRcEsqzEwgp7AEJk0bTYytEBNnr8K4qPZ1bt9bZ7XmWN4xNh3Y5JsrxlOzFp3r\n+5xhAhBxLfTvvacF67ZtYd7qecRHx8PeJs6+70Y6FnuUlLhk0hLSbc1JL78Mo0bpz7t2eVfVoeLw\nKaEOuMr+uA2OHnEXYsa1G0dOfg45jV+lenV4NDiLXUAcOWJqYkpOiPFEC7s8gmfc5fY1xlGysbCm\nmds6zPbv1xqCwNeaF3n8jo4C9/nRRuM2c2bw43rDiTDSyaJTcIwebXPC9Inxt0Gw8QcqKwTzG5qY\n/zrcey/86sMFsTRRYYUYEblKRDaLyHER+V5EOvkpO15EvhGR/cbfp/7K2yL7Kw5W8ZNEy2a3Ecic\ntC7rX+yqvJD1+9azZPsSfTBWrxSpcanExulrbM1JxYEN8ZjbImemOhDlltcpHIiOKYGtQcJ+1+f0\n9T4KuSbVX6JdJDpHjsAffxThmYZPjFUIc7J1WoWYIaNsL/fMX9Wmmt6urdq9you11+kg6Y/p1lOI\nsQh2M2boRWzhQtOUpJi7ei5Dmg2BnErORHae5qSkmCQykzJwJHtrYqpUwS8Kcn1HHIWCZ+a4m5Nq\nptZkUNNBPLvyKSZPVsyda2hQigmnEGP6xOSX/MCw1RoluEuHJZ3XzNTEWH1YQtLCgLeQ4sj3yFHm\nLbC8u8BjXNdeDGN62d7+REH4bNq7dsGgQT4ETHPOL/SThdSGqbqssN7XVGeD33/Xv1E4THcVUogR\nkWHAbGAW0A5YBSwSkQwfl/QEXgN6AV2B7cAnIlLdR3lv9LmFNZ00dX9BAez2Si7tPVDzrY69NurT\nE+gJMTEm0VYTczTvqPNzqaCmJT27j93E9Oml8+hgkZRcAkKMVb0d50PLYpmIlUVDdfbZ2iQTLD75\nxNjVRpm5k1znXJqY0JPBVE2qSlZSFqt3r6ZWLRfh3a5dkJDgQ91thZcQ42qHSpW0yWnrVi3E/PTn\nT6zbu47RbUYDAlLoCv83EZNDcmwy6QnpxKR6px6oVMl/dQrzYoP2B/KC9boC7wVkUodJ/LrnV9oO\n1BuDZ54p2mOsOHLEMIuZPjEhaIuCRos34IYMuLKVzyIlHaJbiCHEWOanlSuDSzTpFNA9N3BSYCRH\nNL/bRQN6XDOuh05aagNnwtQyRk6Opr4oKNCO8F5wFKB9YvxoYqzv6ZWctvxh586yf2aFFGKA6cDT\nSqm5Sql1wCTgGGBL6qyUukwpNUcptVoptR4Yj267kBMK5efrfC1NPDke7DQxBf41MfmiJ8Qdh3ew\n99heLUg4CkEJSTFJ/HNCrxq25qSSho9IpXCSM918M/znPyUwa1vMY7ZJI8G1OOH+zqGGRPbrp31L\nTDzxhHI60NpqYnzAYcPDbjr3mll+d+xwTToBE7h5/r5x7kLMe+9pcruePeHllS9TM6UmZ9U7y7hO\nh8N6csEkxSaRkZiBIyXI1ANW5IeqifERymqzC+5dvzcNqjTgjT/mcOmlOudNcZMIHjliaLxi/RDi\n2OGOEDQnXR/RWtAs3zr9kh6P5ubKUxPTunUIN/H0gXEUBNTEhCLAbiv4IYTKlAyU0ilCVq7UAkzN\nmlqgceNTkUKDvdqP+dnaNk3tJKFyAiOgJBzJNiucECMiMUAHwOkWp7QB9jPgtCBvkwTEAPsDFfTE\nrbf6qpj3oLT6xNgJMXmGELN0u6GF2W3swHJTEBGO5OrBURLmJIdYu4rNxOpDiAmnY+/991My6tgk\ni2dpEItQcXe71nQNmzYrZyhzKI69djBzKFlZe0052RFoJvDcLVom3rg4bUrq3x+IymX+r/O5tPWl\nRDmioPZSaP8Cubk2QkxMEukJ6UiiuyZmxgytwfKLghB9O6JzoNNT3scLvalGHeJgYoeJvPXbW4ya\ntJc//9Q5lYoDZ5qHUIWYEOCouSJgmfwSVvebIdZWH5aff9Z+UQGvNX1ioj3MPY58fvzRythrI3mF\nEJ6cr/xPQl9/DUtLOEL4wQdh7lx4/nl3Ph+3+VAKIfVPqOHjd0vfWOSxXuaoqQXFcJDxVTghBsgA\nooDdHsd3A8HSIj0A7EQLPiHBJxNoEXxiChxaiFmyYwnNM5tDjuFIkKvNR4dzXaal4sLLll7dM6TT\nfscY9uikkuBiiD7u+uxv12SguLtd97B0PSsoFZomxg6ts1qz5eAWktIOIaI1MWZdAyZw8zQXWjQx\njz4Ky5ZpU9IHGz7gQM4BRrVx99XJzfXOJpwcm0x6YjqF8e6amAeDSStUEKI5aaaHfSOAP8KYtmNQ\nKH7MfZk+fXS4dXEmaOf72SQzDIjkvyDJc7oyYCFtLHQE9v0oLGEhxhWdpBsnJ0dzQwUSYtzaMtqD\ns0kK8NS+vPwyHmWCH2Tiz1wD9OoF3Wx89YuKDz6AG2/UmuCRHonK3X1GguhQVh+8xDJOFe2rz9nB\n2AyEQ/Pux6OowkEIoleJyE3AxUBPpZT/1eRjwMN/76+/5gMjbNltPZFfGECIiXJpYgY2GciaDZ/q\nE5V06MmRE4YmpgTMSSLiXsWOHlE8tpoYdYoIMZafuXpgr8XiDuScHMCcd41+cvSongBTUuBIEEKM\n2JiTTOfe3w/+QlZWD7Zvh6ZGNHmRNDFRudBtNiy+AQqj6d8fxn7yMh1rdNRCtcc7+TIn5cd4+8S4\nwSpEmiiIIzUFQs1jCWjCu0nt4I3/wvF02yKZSZlc1Pwi5iyfw0PTpjPwfAfffw+nBaurxX2hdgpw\nRdHEXF9D/7/DZnrq8GxIt8ovKNmtsmlOKjR8WDZv1v20WTPAJqrMxKuvQu++pibGQ4hxFHiN2zlz\nPPxsQhjXjoLEMlvpfvsNRozQAv3dd7ufE7HRxASCVUtlhKKXmfPswAnBly2IMQI+Qk+iNH/+fObP\nn+927FAI9uWKqInZCxQAWR7Hq+KtnXGDiFwP3AD0VUoFZpA4Bxjp8ccIHzf37tCffeGfsbfQEGL+\nPvY33Wp3g8ruMXEnCvRiV+LRSXbkTD4ce8NKNJW1Kix25CLt2Bt84iRhc6dT1zcztTA1a1JkTUzT\njKZEO6Kdzr1BaWIy12i/jJoefgXnXq2zP/e+1elwWBD3Nx9u+NBw6HVHbi4cPupeb9OxNz/qHw4c\n1pP1mjVel9r/hvlxVK5SxAX5LMOmO+xC36zTwKSOk9i4fyNxTb+gcWN4+OHQHrNunetzsYQYX/AR\nXu8PX31Zco8HizkJ9+iUuAAuS5ddBn/84UuIyffa5OXlaeHAheB/+/T8IGxb6FDo4mDfPi281K2r\nNe52GwM3ISaYcRzloV3r/Dh/lRWvnOez/aH1PLg9loN5XhErATFixAgWLlzo9vd/ITBNVjghRimV\nByzH4pQretvaG1ji6zoRmQHcCvRTSgXBRxkibISYZ5+z+MTYRCcVRrtU06fV8r1FLAlzUuBkZeXL\nnJSTA1zZFloECrspeYQSmujEZf1gnP4N//Mfy3FjMj94EIg+zrrhApUDZ9ezc+yNjYqlWUYzp3Pv\njh2u8OEPP/RxI1N4iffQeaTuhBhDQ5Kn+d/n/zofQRjR0ltQz82FI/nuLmRJMUmkJ2pNyL7juiLW\nUNS4OHS0TdP38ML+hkRl+xyu/mHVpvlZSLrX7k6LzBY8s2IO06bB22+Hxp1h3XccOmKs7sURYpL2\nuGulrg89KdArr7j7XBUXrugk9/khmOSGf2wyPnj6rdmYk5Z7Wa+D18Tk5vtejI8dc30ujnCQlwcX\nXaR9nxYu9M7gbsKtWeL9qR8NeEZDnnu17oPxB0vVvypkxOm67D/hR/1WSqhwQoyBh4ArRGSUiDQF\n5gCJwEsAIjJXRO41C4vIDcBd6OilbSKSZfyVHP2l3aC0DO6nny70zhRq2Ncrx1emSYbvBCFxPlRZ\n4AAAIABJREFUUcXn1FBeOx+PRdKHr0i4hJiAjqGliIMHi6ghMMyAbn0hbSNgaGJavVa8iqFNSqZz\n7/btLnp4nyRVwZBt5abStCm8vOplzmt8nlMwsWLePDhS4G7TN81JAIfyvMlYMjLQ0TYt3/B+ZutX\nKawWHNW+X/jZbYoIkzpOYsG6BfQd8icpKfDEE8HfOtpiwtj/jyEEptqxDAaJGVkwqq/ru6/8XwFw\nzTUl54CpnNFJ7qR324/ZsVq7Y+MfPirR6KPA/k6+hJhBl0P/q90OnSj0/RvvDsHtwx+mTdNRhW+/\nDfXqBXlRwoGARRyVvfvLtm1oLejUBqFVMmSEzin09jtl7xRTIYUYpdSbwHXAv4CfgdZoDYsZhlIL\ndyffK9HGvv8Cf1r+3GlRiwNPD31wC6/bvaeQQ4esmV9x7oRPq3WaR/SQx21sduXFg839hg21LRku\nc5I1TLnMESLLpteCYl1Yz50CcYe0JsYjeaF/2P/mrau25pfdv1CzViE7dujoCVq86XsxH+gj27cV\neUm06v0rK/5a4eXQa+K55+CYchdUTHMSwGEbISY7288zo3PJT9nkp0CQsBt3FlzW+jLiouN4Y/0L\nTJigOWM8fXt83toixHy++JA2iwXhU+UXdRYX73pgyRJ405sgvEgo8KGJ+flA4OyBm3yRQJ51W2BN\ni8/8WC9Cl8fdDplmdTtYtS9FFeyefBKeekr/P+OMwOWdiA3s5F0o3v1zq6mITXaZbgIRMr7ySskJ\nbP6wZ0/ZhydVSCEGQCn1pFIqWymVoJQ6TSm1zHLuLKXU5Zbv9ZRSUTZ//7K/exHQ/G3vY1Y1a9Zq\naPy+0zfC6jfhz5RUUhjfbrz7AU97vN2A7H1r+B17w4EQfVa8FhTr9THHYWxP/buHIMT4klvbVGvD\n0byjxGZt4vBh+Js1cNEwOCOEbG+eUMLGpJdJT0jn3Ebn2hY5cgTyYtxn2tioWKcm5kT0Xk54NFuV\nNP8TYk5CCQgxAez+leIrMbLlSJ5Z/gxXTi7gyBEdOhsMrAvLjr0HoZEvm13ZYuBAuOEGOG7jLx0q\nlAdPjCkIrNj3lW35Ngmu/rFpk7/fN5AmRvkts3IlvP66/pznRxNjl9IiFHzxBUydqv8mBPCDXVNt\nJvS5KbQHdH7S65CdSXODD8WXUpp7atQozXdU2nAjKSwjVFghJuwIxqZr3dH3vQlGns+WLfqrNQy3\nW+0SjA/0gTnnWaKRbqwCLYPYyrV/vkyFmMJC+2SBZY4gGXVzc7UZ54CnVtlTO1BtFQcPQlTlEIQY\nX5qYLM1CdjRZp749oQzhswhOok7U/5x18XMZ2WoksVF++FsS9uHwmHIqxVfSx2ySQKYFEGL+iS59\nTQxoB9/th7fza+6HDBkCjzwSXASam29U3CFILnt/ATs8+KDWQDz0UPHv5XLstTaIYsV+e01Mu6SB\nUKj7wObNfm5sY05y0+oGmD/btXM5AvtLO2AVYkJVWP/xh/aDOessmD07cPl1Ve+BHg+E9hAbbLVx\nifPlh7dxo2YBByMoIBT4za5tj5zciCam4iCYLNI2ZTZqFwmtiTFYS7vW6lqCFQP2etIJe5ikooKX\nTHLzy47CcdYsqFrVWGASAuhXSxPW3FIpOyHbPiTkX/+CVq2MnDpW2Ghy/v4bYil+lFlWUhaZiZns\njVpt1NX4LQNwafhFv+s47tjj05QE6EUncS/J0e5JkRziICUmDRJt8icFEGJypUgB1u4IIgKjQ40O\ndKzRkTnL53DNNXrB+Ng7Ybv3raNwRe3FH/TO1hwmNGoEV18N990Hf4ZiobSBrWNvlU38nWvPPy8i\nTgHl2PHiaGIKg+YJyvfDhGEVYkIxJx0+DOefD+np8MYb7qbD0oadJsaXEPN1YKteiWL3ocB+PiWN\niBATLgTDJGtTZtiIPJYtM4SYo5lcWmcmSbHu/sW7r/c2fkpOWgiVKzkfms34SXpZwvjCeJRSwOWn\nl9lzvWBNGDm+K4w5y7aYaW5wc6pt/pbtwrptG8TEBy8Q+vKDEhHaVGvD5uOr9M7T7GN2ST1DRIfq\nHXyey6x2AhL3USnW2+m3SlwGJO71sutXKWoIdSgIUrCY1GESH234iOrNttCpU3Dh1iI4iSdtzcVh\nxG23QXy8HwbxIOGZdkApIPtrL42bCQcOp/DhV0trp2mpbo2BVtD+uaDqmKdK1pxUUKC1PH/+qSOR\nAiUrLWls3W0RFFL+hIx1Ps1J1qiukFN71C5C9F8YIqYiQkxZw1yggnH+bLDI+1jlraxcaeZhOUpy\nnHeAVNWkqgD0rNuTvvV1NIOjICH4OhZBjegL/114hKlT4csvSz9SycyYffQokLm2dB/mD1Y7diXf\n0ShNjICyHdYiHefANO+Mkdu2AcnF3DYbaF21Nb/+vZqsLCD9d32wS/EN5v4cyP8+kAMJ+6gS7y3E\npCekQ8I+d56OxL9ZFDux2HUKiMYfBFVseMvhpMSl8NyKZ7nmGvj0Ux9Zoy3IzUWTgAGkBY7WKS6S\nY5ODLlu5Mtx1F7z0kk34cghwamKs5qS6X9M41Z6bxRX6rzjuTxNjp2VpY3FGkkI4P7j+4S8BZFHM\nSTffrDVxb7zhIosMhJ//KjlWjsMxlr50XU2Y0synJubHH40PGeu4aWaI0WyetArlFBEhpqzRf6r+\nH4w56Yx7vY+lbSQmxhBiYo6SGu974vpqzFd8ctknRatnCWLBAm03rlYNxo3TtNw5RYsO9Yv69fX/\nP3xFPZQzmCHzbrwd9e01V9u2QX7iTiTIIZt3wveM3KZaGzYd2ET17MMurpdionpygITuUbmQuI/M\nRO9E8VWTMyBxH5MnWw7W/ImlOS+USN1KAkmxSYxqPYrnf36egRecoEYN7RsDeqGwi8JbuBDXYlw7\nxEygRcAFTS8IXMii3Z0wQfPyFCXkevdunWrC9IlZvdpyg+yvaJ/e0/Y6p6AbyBTU9RGbg5ZrGnwa\ndF3zg9TEBBNJOXeu5nGaPVs7zAbCnqN7mLBwAh2e8a2lDBk2AvHKlfZC2IpfjmmyyinNoJO3k3BJ\nI82eALtUERFiyho1jG1PUujMhgCkbSAmBg4ezofoE6TGlxxVTakgazVbt+qF+oorYPFiOO88yMyE\n4cN1ZI5nTp2i4kD283CHsH5DGFNnh4A8lQtVf/GKyrHD1m2KnJg/aVW1VVD39hd5Yjr3Jtf/FboG\nz4zpD51qdvJfIDoHEveSmeQ9y2WlpnvnhfGR0yicmNRxEruP7uajTe8xZYoOW/35Z+jSBf79b+/y\nyckQCrNsmcBiNoyO1jmhvvsu9ASXkybpiBeXBka/565jO6DyNtql2ccai0UTE0ruq/HjcTcxnXdl\n0NfmE0CISfkTknexfbv/+yxdqgW/yy/XvDD+cKLgBLOXzKbRY414e+3bPNr/0aDrGxDpvtk0rcLo\n3r1A2xddB0IYUx99VIR6AcdrFfHCYiAixJQ1kvZoyXhyKLnqLUjbyJIlcMlYHVWSHFsKQkzmusBl\ngkX674hAx45w772ain3NGrjpJh0WOGyYFmjOPx9efDEw34E/rBS9c9+4sZwtHD6w8NCduh8Ek1Qy\n9gCFjlyaV20W1L1P5PrWxDTLaEa0I5qoGquDItwKBnVS6/gvEJ0LCfuomuItxGQmpbscseMOQZdH\n4RL7UG0rkqI82R9LFy2qtuD0Oqfz1LKnuMKgzzHJ7265Re+ErcLjnj2ElqSymAiKD8ojcq5vX72p\nmDEjeO3o1q1ay5SX5zInmQLGkTzNQpsRZ6+ZKywwlpwQ2yU6OvRrTBRYHHt/+01rLUAv+Lt2oU0y\n11f3G3G2fTtccAF06qT5YHw1tVKKD9Z/QMsnW3LDZzdwWevL2HD1BqZ0nlKkuttBMnybJq3976ef\ngJoWNW8Imd/PDTz8bFGQEGHsPfVR3DDLtI088QTs3q+FmPKuiZk4pIXXsWbNtEPh8uU6zPL++7XT\n2bhxkJUFvXtrToMdoZKbGhOLTybQcobvfzHiwdOD8JdI0dEeWUmeKb98wffQjouOo2lGU3IqrYJ/\nQqeut8OQZkP8F4jOgcR9VEv1NidlJGa4NDET20P/aUE5vmfFBkuNWnKY1HESX275kr/VOkaNAo+8\ndSyx+EL+vvWgZhwuT7CJfHvwQdi5U2tlgsFTT7lCzE2eGFPAKDRUAb4W+d9+NU7UXhxSBOHO6G8o\nqlbLqolp2VKHX4OmNsizyHRb8z3ygxk4ehQGDdJpMN55x3deqLV/r+Xc187lvPnnUbtSbVZOXMnj\n5z7uZLCO3de+SPX3hKrie76wEjH+9BM46vzodr6ktN6+UFDzm9J9gA0iQkxZI0gOEZ9o/KH2LzAo\n6FMTQ3DYDQOeXj+Lni/15Nnlz3LguPeuPztb2+S/+UZzVzz5JMTEwLXXQu3a0LWrVtX78r63Ikl0\nBNbydUU01ZUirGrenBxtU9+3waANPz0IorkqmlQjMzEzuOcV+t+Vt85qzf6Y1cV3gP7kP6hZijPr\nnem/XMwxSNhPhk1KAu3Ye1A7u6e5uF9qJ/sXUrJi6xepysXB0GZDyUjM4JnlzzBtmnvuHdAO7CY2\n7ytGioHSgk0UWpMmMGWK1pQGyh90/LhmXzYThhY6ffsUL7i5MNn3v/h44/jYXiFFv/wvoydt2oYu\nxBw+bIlOynX3H/zrL9zM+gfzPLkO9LgdO1aHMC9cqCkcPHHg+AGmfzyd1nNas37fet4d9i6fXfYZ\nrbLcTb9xx+vCiUTvG4SClaMhw7c5ySqk/PCjojDNOr5VUKbr4qAgphh8U0VERIg5GdHhWTjjLgCS\n4oufF6m0ER8dz6QPJlFtdjWGvDGEd9a+Q06+t+46K0v7zXz8sVbFz5unCZruuAMaN9acKrNmaXWw\nnSNi9ZjmAGw4GMbIJB/49lu9e33lFb1o3HgjcNSYEasFQUWfod/pnIbnBPU8Veh/aLfJasP2vNVB\n3csvzOibQEjaDaJIT0xnWpdpzB/qUmE4cy3Fuwu5tVL8m6gyorNDqWmJIC46jrFtx/LSypeo1+i4\nV46uL6x+2cG2TVnCB5v07bdDbCzMnOn/8jfe0CbfQYPMI6Y5STF5MqxZ41/QcHNMDzGFQkxs6EJM\npUrwzzHjnfPdN3y7dgFVXfwGL77off+77oK33tLjtk0b93MFhQU8vexpGj/emGdXPMtdZ97Fb5N/\nY3DTwT5MexIUuaJfxB+EOJuoIeN3NTUxSsHS9b+7l2n9aqkLMeFARIg5GXHu1U6a/xSbEGtblEDY\n9MLhC4t03aJLF7Fj+g7u730/2w5tY+ibQ6n2YDUmLJzA11u+dnJNWFG5MlxyiU6otncvvPuuVgM/\n+qj+36ABXH+9Vt+bqu2MKL0zz0kJEPsaBowaBe3b6/8dOhjhueZvUimARyFA5lpSozPpUKMDalYQ\nk3mA37t1VmuOF5QAp0MA5tSNVxvsjKnaHJaekM7D5zzM8JbDnWXM1AOezr2ZCf5NXcfyw5PFd2KH\niRzIOcBba97immvcz/30kzY/7NsHFJZDIeaca2w1olWqaPLFF1/EPdTdAqXgscegf39o2bqQv/7O\nYctW05xUSMuWcOedum86HN7974E+D+CmoakdmhCz7GAIaRuural9D8ElOHjQWuzaBWS65orCQnfS\nuLff1pumu+7S/jBWfLXlK9o/055JH0xiQKMBrL96PTf1uIn46Hj/9QqGH8wfjISwXqjzLaRtdGpi\ntm6FAynf4cDB4ZsMoafO4hJL/FmeEBFiTlYYg8GOJ8YOmR5WiBndZoT8yGrJRfefqJ5SnemnTWfZ\nFctYM3kNUzpP4bPNn9Hr5V5kP5zNTZ/dxK977FMpJybC4ME6vHH3bli0SIc3zpsH3btrbc2VV8La\nNUZ3rvpLkesZCh7s+2DQZbdu1WHSixdru3qTJpo5FQjOxJixlsy4GkE/T6nAmhjASQEfCtxSGgTY\nWSbGGOrzVC2oZdiEWJtJIElzj43PSqpOtTzfecHa1y97nxiABmkNOLvB2Ty17CmvMNv8fB3ts2ED\n5VMTk7aJtk+3Zen2pV6nJk7U/mrTp9trOr//Xgs4U6bA1haTKbisl2VRVm4RTnZOsjd0v8FduE4L\nkQuhsg1VrS+kWjiVTG4uC62F6dQbU9Oy4UndwciRcOKEjjobNUoHHlgJATcf2MyFb17ImS+fSWJM\nIj+M/4GXBr9EjZTAY9PaprFb+wf/LlZU8dFmo/vA1EZOTcyPPwJ1vqNlRltS4lxM37m54UvKW1qI\nCDEnOZJig7OxRnvMp//u+2+qHg7ONGGipLJhN8tsxt1n3c2mqZv4bux3DGg0gGeWP0Orp1rRdk5b\nHlzyIDsP29OWx8bC2Wdr58KdO/WCMXKkNkGtMEm7LB75V3W6qkTqbIfrul1Hk6QuQZfPzIRuljRX\nhY4QVMuZa6meHHzyk/xC/4JRteRqWqAoCN0cmWYlrIv2H9Li3Jmefj9gMR1Z4BRsRp7vdrxB1erU\njmnn894d6mcHrmwpYVKHSXy/43tW7zFMgdHHofYSqlXTJqWdO9FJW8sQURJc6ohaqbU4/cXTuf+7\n+920oNHROp/SN99oQdsTjz2mNaCpLZbw8m9Pk1Vvn0swEEV2Nowao1fqrVt8MEZbl5wQs70XGaYJ\nzfK8I0e0EBNV3bVxqjf8UVat0sLcoEFaoHvhBe2k/M+Jf5j5xUyaPdGMpTuWMu+CeSy+fDGda3YO\nuhop8S5zVmGe+7j77LLP6JDZI/BNYnKo4qjt8/Thw4o1a/T8GF1/MT3rd3c7X7++dkyuWVP7G/ok\nbGz6buC6lBNEhJhyimhlUUv6MQ2kJQenibFNCBjA5HBf7/vcvh/JLVnXdhGhe53uPHXeU+y6fhfv\nDX+PxumNmfnFTGr/X216z+3Niz+/yKEce2exqCitiZk9GzZtskREZOgQ8RaJvXj83Mfpld2rROtt\nRWq0t2bBDu++652temvzAGQTVsQdoVZq8JqYfwr9R36IiOaLKQLZXb3KDZyfq9Ty70QdF+0+Wacl\neKe/qJJgz9teI6U6Dar5dmROiClZp/Zvx34bdNnzGp9HjZQaPL3saW1S6z8VxnWndZf9PPWU4TQa\nV3qhIM0Serl9j83P4D99/xPUtV+N/oobut/AzZ/fTP9X+7P7H1eakn79dHitZ8j1X39p35BJk/O5\n+mO9MYiJgVatDSHIyA82+UotxPTpE0RFDJN4qcNqThowGYZcyv798NcuRX4V1yrevHp97r5bsxhv\n3w7vvQfxCYXMWz2PJo834cElDzKj2wx+n/I7l7S+BIeEtnxWinNRAhQqdwGud/3e3BlkhutaCY25\ntuu1tufmvnGYFi3gq2W7yE/dSI867oLRe+/pyM+xY+GHHzyINg2sXg0MDxBt6APRBB/GXVKICDHl\nFN0KXR06Jso3SVFssTKP+RdiUmKLn3AwITq4hSY2KpaBTQby5kVvsvv63Tw/8HkAxi0cR9aDWVz8\n1sUs/H0hJwrsPdNEIDbO0Ncak1bfKpoQ65NLS561+OYeNwNQKSY4Iea/hZfS7YMk0h5Io/rs6mQ/\nnO03MZ0d6qR5CzGvD32d3vV6AxAtLnWbP6p1E06TUrA4pHeALw9xhaEcaPiU30viotyFGLss19EO\n+z6cnphO+5a+hfT8wnwcuaEnrrmlxy22xz0nfH+IiYphfLvxzFk+B2ZFQQedx2dv+nscOaITLPoK\nCU47EWK728CThTbzeA/SE9M5t1Fggo+YqBju7X0viy5dxMpdK2n7dFs+3/S58/zs2dr0+YiFNPfZ\nZ7UWtLD9U6zatYozs88kvzCfps0NTUzmOo7kHiHW+HnjYoXLWl/m9ezdMUVkLt4a/G/jhgtGQfWf\nkYJ4LcR0egpav8qWLfDp0j/JjznoLHp2g7OZYVjZx42DnfxI9xe6c9m7l9GtdjfWXrWWu866K6T0\nDlZEFbjm08Io1+ahdqoeV8pHf+mWcZ7b95oJjXyarz740ti8GP5G3Wu7a2IGDtREhaYD99ixrnMb\nNmitdlv7jBFBIX+F929e2ogIMeUAdmGziYkuASNUid8OtgMvgCbGaksF6JXdix/G/8CxW45x/NbA\nO/izqg1l87TNIdUToFJ8Jca2G8vnoz5n2/Rt3HXmXazft55Brw+i+uzqXPn+lSzettg9cy7ednwz\nT0tMVAyXt73c7zMLbi+w9deww/4b9nP3WXcD0DTZt8+GFd9t+4621dpyU4+bmNxxMpe2vjSo66yo\nl+FtTurXsB996utt73nVr3Aez6ga2M/GZO4NGkZ4rtOHJQhEOYqeHft/v/+PQ7kuLdw9Z93j5tSc\nX5jvyhIdAu4+626ePf/ZItfLxIQOE7yO7ajyuv4ghXDhSNvrahwroj+EBVXS3J1Ojidq7eN7w98L\n+h5nNzibVZNW0SKzBX1f6cvML2ZqwaQpXHUV3HOPXthmzdLmiaGjd3PP9zOZ0H4C49qNY8vBLSz8\n3eXsX++Rety/+H7nd7s2LqSI4TG7i0gO2uYVAKIKE8HharMzz4Q9uNtSPt30KQdz97Pqj784MWAM\nXZ7rwrG8Y3w5+kveuugt6lUpng/W1uQ3XF+MRIlvXPgGqyatArANcADoX2s4dSq5IvViHfFUiq9k\n/5CE/dq02XAR1ePrUTPVfc44nKudfK1z5fLl2qG5eXNtSpwzJ9Q3s2BTb9aWcXBoRIgpB9h/fL/X\nsY4dXb0st8B913Xjaa44yGAFnPdHvs8z5z0DQIzD3LG7hJgNV3sTsaTGpbp9FxE61+xMQkxCYC98\n4Mxm7chKDpaczR61Umsxo/sMVk5ayepJq5nQfgIfbPiAHi/2oMGjDbjti9tYt1dP4Gb4YJTy3u0/\nP+h5Ojmu8DpuwiEOHu8fOAni+Y3Pp0pCFWe7104Kjqtk66GtdKvVjRu638BtPW9zCkGhwM6cJAij\n24yma62udEjr7TzepFlgf4NQNDFVk6o6fQpKQqgOBrVSaznNTzVSanDtaVqFbqrSu9TsQlysbyGm\n+T/2LKkiwvj240ukfl1rdXU7tifpc809Uv8z3xcGELy+GBU483t0lPs9sqrq73ZarZGt7IUp0L5R\niy5dxF1n3sV9393HmS+fyY7DO5g1S/vING6so5Z27YKDnWYQ49BanEtaX8L8ofPdnndxi4t58zdt\nMz2Yc9DLlAigispgXEx+LUe+jUav6q9uiXHfX/8+6f9Op80rNXh77VvMGTCHFVesKDFzdIFY7HOG\nENM6q7XTnOq5KTNRKz3NTYNZOTbDa1Pq9M1J2AfXZEOHZ738YQCO5Wlio7+O7tTJZuMPMHo0rF3r\nckofP6EYaVuqbGL48MDFShIRIaYcoEB5u4v728BmpaTx13V/8cg5j7iiPwKgfpX6TOgwgYfOfojv\nx2uVrlgiWBqmNeSVC15xfq+VWosz6trnP/GEryidSh5CUHHRKqsV9/e5ny3XbOGr0V/Ru15vHvvx\nMZo90YyOz3R05gGqHmukh/ZQNMWIt2lrSqcpXNHeXriJOZrt/Lxm8hru6HkHTw1wN5/YEXDNPds9\nFHR600dYccUKbj3jVrfj/swXv0329rizqpBrpugdVmxULNVTqrN03FJSY1ymlfzCwEJMs8zgUhgA\n/HXdX86FxJfau6TRu35vxrQdw5BmQ1h31Tqn4PxA3wdYfPli6lauS+VK/qaw0q/nlE42gtKMLBg8\n2rb8Z5d9FpDDJyBxIN5OvJsOukJv/3uReyIk16bFx70cUdx6xq18PeZrthzcQps5bVj89/+48060\nRqnW91D3G/637RXu73O/0zl7eMvhrL/aFZP85IAn+Xniz3Ss0ZG21YKzSfRM8y1gub/EscBl/KAw\n12aezPyN+CPNOb3O6YCOpHt1yKvc0uMWfp74MxM7TiyWJtETVStbNNuGEFMpzqVR8dSamDgWt5lF\nly5yfh/YtbmXEDOpwyT9IW0jJGs/tV71vOeXRRsXMfj1wTR+si6cdyUzX3mf9es1FxfAhsOrOONF\n+3k/6ZdrbI+7ofdM7VNThogIMeUWrgn43328s8tVS67G1C5TQ77r9NOm0756e48naAxuOhiAqztf\nzfbp222dMO3gyz7rqckpKTjEQc/snjw78Fl2Xb+Lty9+W6tbjZxPTdJ0qgNPZ+ZY8dYePXbuYzx9\n/tO2z7Fe3SyzGbN6zbKZaLwXyq4Nm7t9rxRXhXbV21E53j3XT3blbNvngr0/kim4AGy5Zgubpm5y\nc261Ro+dViuwmcuqTZt99mzn5/9e9F/eHeYeneAQB/FJWtVl9XPp37D4phGAPvX7eGn3WmS2IC0h\njbcvftvNtBntiKZbbR3m5auP7bx2J4UUY0cZJEa0GuH2vXGcXhBJ8U4vMin7YXrX740qAc6mmCh3\nwcRsD4ChzYc6TRQQfNRSjzo9WDlxJT3q9GDg6wPZ2GA6nPYQjD8NRp9Fl5pduLydu1nWc+y3rdaW\nnyb8ZBuFBlC1qvt4ifejSXND61eDK+cD+XiYvwePhvYvEOWI4rWhmv38yXOfZGSrkdzT+x4apzcu\n1vPsEGsh60tOM4QYi1moY42OrJ+yno7Jg9yuG9JsCPWruDS+sdHR1K1U163MmLZj9IcBLqHabpM0\n5r0xbD64mYf6PQTA3b+N4pZZx1i5qgDOuYZzFrTnQM4BumR4e2Yf3ROcud108i4rRISYcgqrf8aM\n7jO4tuu1zvw0ATMGBwlP9WVybDLfj/veLcph74y97LvBPtJl/tD5fDv2Wy5ucbHteU+fmtJAfHQ8\nQ5oN4Z1hrpjQjnW1EOGZ46R9K/+RXE0zmrp9r1wZ3h32Lr9c6Zt3xk4rEROj+HK0ayCnxNjbr+cM\nmONWLqrAtVs0NWzWySozyeU7Fe2I9rLRN6ivh/PohjNoUy0059HpXadTeHshapZiaPOhTmdhK/KV\n1sRUiq/EL1f+wuGbDvPhJYEJyEw/lkALg+fuPZj+46lxmtFtBpumbqJGSg3Ehojvyo71KVvsAAAg\nAElEQVTBZz8OBlbTWnx+NVo08O1onJakBa4CFdg0Esjv6JJWl7h9t/pMAOQVuJ7xQN8HuPV0dy2g\nz+cmprNg2AIe7vcwTy1/As42PF0dBTw54MlimxKbNHH/Hojn6p6zgkjJEQw8OWbazgUgL3YXtVJr\nsef6PYxqM6pknuUD1jk9T7QQ4xn40Ci9Ea1Te7kds+sLnikN7Ogv7DStS8ctZeXElUzsMNF57L9V\nukDHp6HrI0xtfQcrJ67kqh7ebVE1w11w7lu/L2c3ONurHOdN8j5WiogIMWWML0Z9wbqrXFmi46Pj\neefid6iVWgvQrJYLhi1gUseJbtfN7jebty9+m5xbc3yaIUa2Gum12/eHWrW9F+Autbq42bLTE9N9\namSGtxxOjzo9nCpX624QSk8TEwidDCGmbRv3gV0jQwsGnup2E54Lf3Kyg8FNB9Oyakufz7KzYzvE\n4WZHz0i1X4yTYpPold2LTjW0UFoQ5VKZm23eoUYHt/v6Q1olPcnUrBY6yZqIuE2EKXEpTOviHgJu\nFRhaVm0ZkpC674Z9rLjCBxUscEX7K7i5x838PePvEGoNFzW/yPm5YVpD/nXmv5zCXefO3r+NJ20A\nwGtDXvPybSkKUgprs/2wb/bljBQ9HvIkcGixdeftiVZVWzGwyUC3Y57BAVYn0YzEjJB8sESEaV2n\nsXScOyGeqcH1hL9+ueRy9/xInkttszR3h93pXae7fb/ldFck2YBGA3w+p6hokKR5iDKTMkuMB8sX\nGqY1dH42/RztnulpKvLUugVjzk2ITrD9XbrW6oqIEBcdx38v+i+LL19MgcqHATpsvnP05cRExdhq\n0hr3c/fVUij+N+J/HLrpkLsA6Ce3U2kgIsSUEWIcMey5fg9n1juTJhl6O9I6qzXHbz3OBc0uYP2U\n9YxqM4qJHSYyqOkgn2Gnds5yJl4d8ioHbvSmFPeF6jVKTt3+3djvvNISmIJZWWHXdbv4avRXtKiq\nzUkOj949udNkbj/jdgY1HcST5z7JvAvm+b3fkKaBuRLsJnbTjGUuLA2z/RPKJcV670ZFhHVXrXPz\nUwqELjW78J++/3Gb+ANhcsfJPs1aD5/zMAAjWmqTyTdjvmHm6QGS6/hAWkKa7XuauKjFRQxsMtC5\nWw12x39v73vJnZmLmqXYcPUGN5NUTKzu3/0b9ufti99GzVJu6vs7e91Jjzo9GNFqhNeCXRQkR6Wx\n7M9lbsfmn+vyZchM1ULMP5UDP8vfQrX6ytVekXTXd7ve7bup9fphvH1m5mDQoUYHxrUbF7DciZkn\nyLvNXrt0Wm13s6apTa6Sr7UEdROak3dbHq8N0Sad0W1GO01UH4501/I9eHbwDNle8OFMfWmTyUW/\nZ4gI1pcskHYqGBPu0VsCC8pDmw+lW+1u/DThJ6IL9TPjK2luIzPi0Yrvdi1i/RSXgNKvQT9io2JJ\njUvl5cEvB3xeaaE4JCMRhID46Hg3c8D8ofPdNCoJMQluHaG0dwXg0iKUBB9M9zrunvA/TfjJyzxT\n2shKziIrOYuCwgJu6HaDV50SYhK488w7Abiyk71ZYfO0zVSJr8KBnANO/oZAzyy4vYBP//iUc17V\nDMjmQnpxi4t54qcnAjpWmlqXWT1ncefXdzqPm8JusBARr8UsEJ4Y8ITf84dvOuz0uzm97umcXvf0\nkO5fFGyZtiVoIjsRseWeARc78CPnPEKj9EZe52/veTu397y96BU1ECVRFKgCmtevTO7+Gvx5xEV5\n376mS+1ftZIWYvq1a8Erv9qwjFngK1LFin4N+rHoj0W8ceEbXlGAleIrBZdjKwCeOf8Zvtn6jV9h\nKJDz68arN7LjsM7o3bdBX9QsRb3bzuEAayEviWhHNMNbDqdttbY0y2zGzmvt2bqDcVb3CR85i+o3\nP2h7vDTQsIrWxGy9Ziu/7fmNr7d+bVvOVz68XdftwiEOL82MiSM3HyHlvhRu6n5TSOtHcmwyjY5f\nytqkp508XHZj6rHeL9EovRFqluLoiaM+g0o8NfKljYgmppQxsMlAxrYdy38vdjdhDG85vMw1FZ4w\n/R5+nvhzid3zq9FfsWzCMjrW6Fik6+fPnx+4UABEOaJ4oO8DRcr1lF05m0rxlciunB10ZIJDHPRr\n2I/cmbl8M+Ybp7BqqlgDCSPPnPcMcwfPZVbPWbbnfxj/Ax9f8rHP60uizXwhJS7Fp1awtFC3cl0d\n0l1M3NHrDt666C1bAQZKrt0WjtAayFoZldk0dZMbh1JqqmsxyaqshZhXfn3J6x6ezvu+OEOs+PCS\nD3l1yKtc2PzCoOq5ZdqWkMe6Qxysv3q9Mwy4KG3WIK0BPbN7uh1r1USbTDq11QuhiPiMlutZtyeD\nmgyieWZz2/O+YOuv4QGriac0MX/+fG4941a+H/c9dSrVoX+j/tzf537bsrWr2QsxWclZbhthE+Zc\nmxybzMEbD3Jv73tDrl99w3pZrbpL8P1jqnuepqrxLifupNgkL0Fpy7QtgL3JtjRRYYUYEblKRDaL\nyHER+V5E/HrLishFIrLWKL9KRALq9F4a/BLzLpjHC4NeCGpAecKfXbwkcO1p13LgxgM0SGsQuHCQ\n6Jnd082PI1SU5oJc2oiNinXTVHSu2Rk1SwX0DUpPTOeyNpf53D11rtmZfg372Z6Dk7vNShPx0fF+\nF/iSarekGL3opCekExcd55NDKT3Jdz+Y0X0GH13ykdNfyxe/klWr5xAHI1uNDNr0Vrdy3aBDn32h\npNosK1ULRRIVWLvy1ZivWDB8AQ5x8OS5T3qdn9je3ZG0Q/UONM1o6ubEbUf2eWLmCZ9+PiWN+fM1\np06XWoFzrR2JcXF2mczlduhRpwcP93uYnya4tHqV4isVSYt/WQ8d1t+kpqvf1atcj5u6u5jj8/L9\na/bqVq6LmqWCpuYoKVRIIUZEhgGzgVlAO2AVsEhEbGPIROQ04DXgWaAtsABYICJ+twatsloVK0Jn\nyeVLvBzjShIiEpIjcARlA1+8NRGUT3Sv050bu9/ITT28c99kJGYgSmv0KsVrIcZksq2eXN2t7DkN\nz2Fo86GA9m+zsu/+PPFn/rz2T5+RgicbTM1MsDxXJq7sdCULhi1wOsMD1K1cx2k6a5bRjGVXLGPt\nVWsZ3HQwapZi+RXLbZ35fZllwg3Tb+idi9/xCmm34tux3zKta/D51/yZtYe1HMbRW466aa9FhPv6\n3Mc1HXSKlX6tir45LU1UVJ+Y6cDTSqm5ACIyCRgAXA54k7LANOAjpdRDxvdZInI2MAUoNc8w08cj\ngoqDvNvygub1iKB8INoR7WUaaJzemNvPuJ1oRzTtqrdjxa5lTsfm8e3Hc1qt08gvzKft0235bux3\nXvdMS0hjYJOBfDHqC3Lyc4qtQSlvuLT1pfSo08MvV5IvDGo6iP6N+vPl5i9Jik1yciL9dd1fTq2Y\nFZ7allhHHCcKQ8ggX8aomlS1RPyZrFg6bqmX0OwJXwLlQwPu4c6+N4Ut2jQQKpwQIyIxQAfAaThU\nSikR+QzwxRB2GlpzY8UiYJBN2QgiKDLK2v8kgtLB71N+d35uXa0lK3YtczP7mBF0gRarYNh7T1YU\nRYAxERsV62ViDeQD9+HID9l6aCvfbvuW1355rcjPPhlRHAoBESm3AgxUQCEGyACigN0ex3cDvjww\nq/ko72vUxAOsLetMWKcADh06xIoVvvlEIvBGpM2KhrJqtwnVJ9Anvs8p8RudzH0tiyyyHFm0q92O\nEekjyvQ9TuZ2Cwcsa2fAJH0VUYjxBSG0ZCv+ymcDXHpp6JmKI4AOHcqn7bU8I9JmRUOk3UJHpM2K\nhki7FQnZgF/H0IooxOwFCgBPZ5OqeGtbTOwKsfwi4BJgC5Djo0wEEUQQQQQRROCNeLQAsyhAOSQY\nUqVTDSLyPfCDUmqa8V2AbcCjSqn/2JR/HUhQSg2yHFsMrFJKlR3lYwQRRBBBBBFE4ERF1MQAPAS8\nLCLLgR/R0UqJwEsAIjIX2KGUMvnbHwG+FpFrgQ+AEWjn4AllXO8IIogggggiiMBAhRRilFJvGpww\n/0KbiVYC/ZRSZva5WkC+pfxSERkB3GP8bQAGKaXWlG3NI4gggggiiCACExXSnBRBBBFEEEEEEZz8\nqJCMvRFEEEEEEUQQwcmPiBATQQQRRBBBBBGclIgIMRFEEMEpBxGpabBzRxBBBOUYUpSMlRZEhJgQ\nISJZInKNiAwRkcbGsWL9CKc6jDYbJCJtIm0VPEQkU0QGGO1WIZ3wQ4WIVBeRd4EX8J1GJAILjPE5\nRkR6iEgV41hknAaAiGSISDcRqR/uupxMEJE0EZkvImPNQ8W5X0SICQEi8i/gD+A84HF0mHZzI/dS\nZNDbQERuR5P+zUSHsz8qIo2Mc5H+5wMicj+wHrgV3W53iEhmeGtVviEiA4AV6ElxJnqsRhZkPxCR\nWcAm4FLgDeBNEemkIhEffiEi9wFrgYeBX0Vkuoikh7laJwsuBYYBU0QkTSlVWJy1ILKIBAkRuQyd\n6XqQUqoPcBm6/U4DnUQyjNUrlxCRtujOegnQE53xuw3wPIBSqjB8tSufEJH6IvIFcBY6wWh/9II8\nDG/W6AjcMRJ4SSk1WCn1E3AUImPTF0SkD3AucIExp10A7APmi4j/lMcVFCJSQ0TeAvoAFxp/DwLj\ngW7hrNtJhNOBBcB+4Obi3iwixPiAuXuz7OLOAf5WSn0OYP5H75LxKFshYfP+5wJJSql3lFLHlFLP\nA3cAbURkunFNhe+DHu1WBfgYGKmU+kYpdQiYh06VcTAc9TsZYJh22wAvikhrEfkA+J+ILBCRIWGu\nXrmAzZx2EVColPpERBxKqR+BL4D6wDUiEjD5XgVEU3TOvKlKqa+VUtuUUrcDSRibjIq+DpjwbAeL\nSXwv8DrwHXC+iHQwtDFFarcKv4DYQURigVjQuzhjMP8NpIhIOxFJF5G3gdrAnSJyo4hEVeQdn9Fm\nUR6H/wb+Me3sBr5DMyDfKSKxFV0bY+1rBn5DaxM2GucrAc8Bh4HpItKl7GtZvmBZjK397TDQEGgN\n3A/8jhb+jqM1C2eVdT3LE0QkDs1Kbs5pMcAR4E8RSbaMw3hgOTAVI5FtRYalr5kL8GrgcaXUUuO4\nwyizE2M9rcjrgAnP9UBERCllEsh2BLYCbxv/rzTat1VRBJmIEOMBEbkDvdC+JyJXiEi6UioHWAgc\nAB4A9gCVgYloe/IVwBzj+grXpiIyE609WCAiV1tswzlALto0AoBS6gQwH92GM4zrK+TOxaavpSml\ncpRSe4zzjdF9LhGYi0518YSITAtXncMNEbkOLdShlCqwnMoHPkUzagPMVEo9rZQaAXwOzDKur3B9\nTURuA75Ga6b+IyI1lVJ5aJ+hmug+VV9E7gLuA+5CLy5XGNdXuDYDEJGr0ZpjlFL5xkK8Vyn1jXHe\nYQh/VYGWwC9hq2w5gs16kGYIzlGimfJPAH8opX4F3gXON44NwH1DFxyUUpE/LThHoxeKDcAo4DXg\nV+ADSxkHemC/j04IaR4fg85onRnu9yjjNmsP/GS00+VoFeEK4GHjfBywDL3o1LRclwC8AjwNRIf7\nPcpRX3vfpmxnXMza8ej8Xm8D8eF+jzJus+bojcQ/6KzyF5ptafx3APeiNS+zjWNxxv+OwDGgVrjf\no4zbrBWwxOhbI9A545YB71j64ZXoxXcnsAboY5x7Du27JuF+jzC0Wxv0IlyI1rycZfYxH+XPQ2v+\n4sJd9zC3m6/14CFLmVj0xi0V7aKxCziEdpKONcqE1OcqnNbAD2oDnYBrlVJzlVIj0YkhzzT9N5SW\nupsCe5RSxz2u3UUF0myJSDJ6YlwHdFdKvaCUGo5OkFlfRDKVUrnAo2inXmcGcKPt6qIFwXzvu5/y\n8NXXzjL7mgml1I9K6eg3pTWCddBq2hNlXuvw4jS0L8LlwCJgmmGOzBeRaGNs/he9EF8IYPQ/gBZo\njWmFiSI0zEUXAH8BPZVS85VS16KjKuuISD2lVL5S6imgO9BbKdVcKfWZcYuuwEFlrCoVDL3RGuQx\nwHZgjNnHfPSf9sAys7+JSPeK5ocVYD1oaHEp6IA2U34DvIVeH6ajnfBNDXNIY7TCLLpBIAZoAqwy\nDyilPkWrVm8XkdrG4WpAmoh0A6fKvxfwhVJqd5nWOLwQYDMwRyl1yGIzPoRuxwMASqm56A47TkSm\nikiqiLRGm0g+CkO9ywOC7WtYzisROQ0twLykKogvkWXReBN4UCn1JloFnQJca5xTAEqpFcC/gWQR\nmScivUSH8w8HFiuldlagRVnQ/lVPKqX2WczcJ4AMtHMlAEqpw0qpdc4LRfqhNV6vlGF9yxNeQ2vz\n5gKfAI3REZa+0A/4XDTB4odo011K6VezXCHQenAYdDJltNViJdBOKXUv8B5ae3ORiCSFPLeFWwVV\nXv6AZsDPwAyP46noXZxpIukOfI8ORVxg/DjzgORwv0MY2izK8tlh/L8LeMP4bKr6a6P5TvLR0VxH\njTarUCYRS1sF6mumOUTQWoROaFPAAeAxImrrdGA22gxS1zgWY/yPRoe//o7WyuxF85+khLveYWgn\nsXw2x+eVwLdme1nOJ6FD1J80xuf/UQFNvTZtWAstQL8PZFnb0vjcCB0q/CFae7MASA93vcPUVsGu\nB5XxMM2hLRxFWkMrlCZGNAOqL1XVNvTE10VEso3yDqXUYfTAHiIiiUqpxcA44Br0gtxLKXWpUuqf\nUn+BcgTDvGF1rDR3uO3RdlDQYcEopbYrpe5B25rvBE4z2iynzCpcvhCor10oIglKj+7OaB6KjsA5\nSqmrlctMUuFg9Lt9aP+Ygxg8E0o7qgIUKG0S6QwMQfe1YUqpI2GpcJhgtJOd1qkbsFwplecRhHAM\nqI5elM9SSk1XFdPU64QxJnegNX9p6Hkf5a4paIBelFPRZrvBRv885eDPFBvienDQbEPznkqpdUVd\nQyuEECMi2Yaab45S2kvaci4aQCl1FC1FNwIuNo6ZnfWQ8ZdpHP9NKfWKUupepVXYpxzMdrGLtjLs\nw8ry3WG0ayWgC7AUnCaQ2kYZMdrtA6XU6rJ5i7KHiNQSkUvEPazcPBdsXzuMi9judeBKpdQZSqkf\nSrv+4YBoArGzDNOs5znPdAvm2F2C3h33EpEeRtmuZiGl1CFjYtxQWvUOJ0RT3meLSIrxXSzn7MZn\nodGWZwBfge5zYlDmG+UfVUr1PVX7GTjJJB8XkY425zz7mjn3LUA7+J5tmMKxXL8c6KeU6qGU+r60\n6h1uGFFFmXbrQhHXgxILRz+lhRjReBodBdIGOENE4pRSBaYgo7RjYJSIXKKUeh09OV4gIudZbpWB\n3vXtKOt3CAdE5BG0Q5bbrsMiNecbbTvdo0xvtDPgN4Z9+E1gueHke8r7IhgD9Ge0L0FHy/Gi9LXt\nxjXHlVJryuodyhpGX1uDpi5YLSLjxEKyZtPXzFDXPHQf/Q24z9ikLEGrpU9ZGG3xCDoKZAGwTDzS\nBFja7C7juzk+u6Hn/M8t43OjGOy8Fm3WKQejPZ4CNqKjI9dYz4Fbu422fHcoHYjwBtocfouIfAT8\nKDpU/W+l/dlOWYjIY2j/vXeBL0SkpXVdKOJ6UGI+faesECOaT+Ig0BbtUzARzU3SElwcEyIyAfgT\nGCXao9+cVN8VkSeNH/BGtF2vwLrjOdUgIs1EM50OBvqKyCXGcTepWUTGo6MeLhaRGpZbNAVWisgt\naMGxMtBBKfV3Gb5GOJEHLEabi64VkaoQ6Wt2EJFoEXkGPTb7otMrvAhch0sVbdvXLAv232iNVXd0\naHW2Umptmb1EGUNEWqKdRrugQ/NvQvtQPSsiCZZy49Ah0xeLSF3LLZqjnS+nocdnClBPKfVX2bxB\neCAiA9G+UZ2BTkqpcUqpY8Y5scxrE9BRphdbxq652P6GDuq4GN3X6imldpbtm5QtRCRORF5Dr6EX\noV0BDgPvi8jZlnITCOd6oIrgSFPe/9BOah8DYy3HWqMXmY6WY5eiF5zL8XBiA65H85h8jMETcKr/\noX0IngPORDv2/YW3A+B5aBvnOCyOXMa5H9DcCmuAs8P9PmFov37o3Uodox3G4OI+GIPWrkT6mnI6\ne68ExluOnYbmMUk0vp9vlLHra63RCTI3oEM6w/5OZdBm16BNaFbOpapoh9I2xvfT0SHodm220OiX\nv1Sk8Qk8gxbeOhjf26KFkbYYDt9oodAcn57t1hUdyLG2ovQ1471bYuEOshw/avSxhmjz5Kpwrgcm\nidZJD3GxJ5rfrRK2Ay0FLkaHpz5gKZeiLE5/1usqCsRlM09De+CvFe1wuhiYq5S6WXRaBVOjkKS0\nX4f1HknALcAapdSrZfwKZQprX/P43BW4Til1kYjMQzu1dQTylHakTFAWfqGK1NdsxmcjtDA8XSn1\nnIikokPu96FNJS8opXaKSLyycQA3NA99lVILy+gVwgbRPgf5ItIQaKCUWmQ51wodojpYGb5mdm0m\n2pdhHHBUKTWvDKtf5vDR155Da60qAe3QWvo66AV4gFLquOj0C17OpcbcdkEFbLfT0f5TSWZ/EpEs\n45gDeF4p9W/Pec0oV2brwSkhxIjI7UA9dCd9Uhne4R4LbxqalvxDpdRtFWkBsYNoMqbPlI6IsTsf\nhQ7HfAhoqJTa5tnJKyJ89TXj3FS0k98A4/sx9EJdDximlPouDFUOOzzbDDhgCM3PoXdym9Fh0Z8B\nX6J3wzvRvDAfeI7VijB2ReRyYLvy4W9hzm2GWv9loLlS6kCZVrIcwk9fuwmdD2oxmtn5CNr/bCHa\nt2iqD2H5lO9rYD+vGQLLUvS4nK6UOmqYvDPQ0VqFwAilVFgT057UPjEiUltElqMZOo8Ck4GPReRC\no4h1t7wf7ZjbPiyVLScQTQC2Fs1uOtxXOUP4ex29U3nEOFZhBZgg+hroXd5HRvnz0Y6AXYH/q4gC\njK82w4jIAqYAPdDhvQ8ppfoppe5Hk0cCdDDGrtsiciovKqLZXpejNQfDxXC6tfGPMtugN/CjUurA\nqexDFQh++tpFRpHH0SbyW5RSPyulNiodTXQV2q0g1biPWxueyn0NfLbbIhEZrDR56/VoU/hSETmC\nThVwFdoR/0yMNTacOKmFGHRiQQdwulJqCtpG9yeakryNUjqc2rL4LgNqikjGqd457SAizYBJaMn6\nWeBWc5K0g1JqL9qZa5CInGHc42yxCYWtAPDX10zBOA0YKiJfo3fHt6Ht7E1EhxtWNPhqs6uM8ZmD\nzgdVB+1LZO58/0T7elSvSIKziFQGhqHnqVvRwlwv8F5MLe3SCc0qizHfdTLMThUNvvraFBFpZ5iJ\n5ijvkPtdxv+mcOoLLTawa7edwPXGGH0H7Uh+DzBUKdXIUAgkGOXSfdy3zHCyCzHZaGfdo+Dk35iN\ndnS7wThmjfI4gp40oyrormU/2qT2JFrCjkJHg/jD5+jwwpdF5Hu06rVyaVaynCIb333NbMMDaGe4\n9egoiEeAq9G+CF3KuL7lAdn4brMbjTL70AtIA6OMEs37cgzNglqRcAw9vuYope5DhwOPEJEm4K0l\nMPzWGgBfiUgTEfkCneIj7AtLGJCN7752vXHMjvCwLzo0f0mZ1LL8IZsAY9TQXL2hlPrEct25wEql\n1Oayra43TnYhJh6tsq9qHlA6TfrHQHMR6WMcNgmyPkbnwciqgBI3hnrwRaXUWmNA34beqbTxc1lN\n9KRYFx3VkKWU+rH0a1vu4K+vtRSRLsAcdLLLK5RSfxhl3kfb4r8u8xqHH/7arJmI9LVMmi+IyHsi\n8hLaJLeEC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aeronet_aot = read_data_list(\"../resources/WorkshopData2016/Aeronet/920801_150530_Brussels.lev20\", \n", " ['AOT_500', 'AOT_675'])\n", "ax = aeronet_aot.plot()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_title('Brussels Aeronet AOT')\n", "ax.set_xlabel('Date')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "(732801.0, 732914.0)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from datetime import datetime \n", "ax.set_xlim(datetime(2007,5,5), datetime(2007,8,26)) " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ra4h1jSF6ypRZMb+Phsbh37m2/nMpKX11VtbQRl0v8HdzySVXabhMw4+syprR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\n/1TAlwE/h9LW8+a5Y8dOtX6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JEr4CioEsTJnrG9Z7eBt/X5ACzOeUwPyShrqtVlu/q9ep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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aeronet_aot.plot(how='comparativescatter')\n", "# Note that this will only work if we have two datasets in our list" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Subsetting" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "CIS is able to `subset` datasets across any of the given coordinates" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[,\n", "]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aeronet_aot_2007 = aeronet_aot.subset(t=[datetime(2007,1,1), datetime(2007,12,31)])\n", "aeronet_aot_2007" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dfyRQCwSA44GLcMmoNyd5hgIQyViJEiGNec5LEK3zjjVXATKyVc+dOvU266pa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\nJ2QByTPWrVvH1VdfzfLlG5k375dUVcUCYRUuGhbjqa1xddM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aeronet_aot_2007.plot(how='comparativescatter')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Model time series" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "model_aod = read_data(\"../resources/WorkshopData2016/od550aer.nc\", \"od550aer\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "od550aer / (1) (time: 1464; latitude: 96; longitude: 192)\n", " Dimension coordinates:\n", " time x - -\n", " latitude - x -\n", " longitude - - x\n", " Attributes:\n", " CDI: Climate Data Interface version 1.6.9 (http://mpimet.mpg.de/cdi)\n", " CDO: Climate Data Operators version 1.6.9 (http://mpimet.mpg.de/cdo)\n", " Conventions: CF-1.0\n", " advection: Lin & Rood\n", " date_time: 20140613 051140\n", " echam_version: 6.1.00\n", " grid_type: gaussian\n", " history: Fri Dec 04 17:15:40 2015: cdo -r copy od550aer.nc ../../temp.nc\n", "Tue Jul...\n", " host_name: p101\n", " institution: Max-Planck-Institute for Meteorology\n", " jsbach_version: 2.01\n", " operating_system: AIX 6.1 Power6\n", " physics: Modified ECMWF physics\n", " radiation: Modified ECMWF radiation\n", " title: AEROCOM\n", " truncation: 63\n", " user_name: Andreas Veira (m300259)\n" ] } ], "source": [ "print(model_aod)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Creating guessed bounds as none exist in file\n", "WARNING:root:Creating guessed bounds as none exist in file\n", "WARNING:root:Creating guessed bounds as none exist in file\n", "/Users/watson-parris/anaconda/envs/python_workshop/lib/python3.5/site-packages/iris/analysis/cartography.py:376: UserWarning: Using DEFAULT_SPHERICAL_EARTH_RADIUS.\n", " warnings.warn(\"Using DEFAULT_SPHERICAL_EARTH_RADIUS.\")\n" ] } ], "source": [ "import iris.analysis\n", "maod_global_mean, = model_aod.collapsed(['longitude', 'latitude'], iris.analysis.MEAN)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "od550aer / (1) (time: 1464)\n", " Dimension coordinates:\n", " time x\n", " Scalar coordinates:\n", " latitude: 0.0 degrees, bound=(-89.4969872937, 89.4969872937) degrees\n", " longitude: 179.0625 degrees, bound=(-0.9375, 359.0625) degrees\n", " Attributes:\n", " CDI: Climate Data Interface version 1.6.9 (http://mpimet.mpg.de/cdi)\n", " CDO: Climate Data Operators version 1.6.9 (http://mpimet.mpg.de/cdo)\n", " Conventions: CF-1.0\n", " advection: Lin & Rood\n", " date_time: 20140613 051140\n", " echam_version: 6.1.00\n", " grid_type: gaussian\n", " history: Fri Dec 04 17:15:40 2015: cdo -r copy od550aer.nc ../../temp.nc\n", "Tue Jul...\n", " host_name: p101\n", " institution: Max-Planck-Institute for Meteorology\n", " jsbach_version: 2.01\n", " operating_system: AIX 6.1 Power6\n", " physics: Modified ECMWF physics\n", " radiation: Modified ECMWF radiation\n", " title: AEROCOM\n", " truncation: 63\n", " user_name: Andreas Veira (m300259)\n", " Cell methods:\n", " mean: longitude, latitude\n" ] } ], "source": [ "print(maod_global_mean)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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dt16nrBNSD9RCsrsxIjJLRBaLyHL7VeQxRwMYD+AaAENhpms/LSKNEbt0BzAf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\nc3a/sIslbrvrO+z9v9pi8O238x9nLtr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ML+Gmm8xUdptBg6KPUevupJaWFrS0tATaVhSg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\npuKOUliuJ5jrzWbOlEfWnLMt8Jp5gK5sz5cHk5NvYXPEndTTT9KhZnY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = maod_global_mean.plot(itemwidth=2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aeronet_aot_500.plot(ax=ax)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Aircraft data" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Identified 1 point(s) which were missing values for some or all coordinates - these points have been removed from the data.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Ungridded data: NUMBER_CONCENTRATION / (#/cm3) \n", " Shape = (1268,)\n", "\n", " Total number of points = 1268\n", " Number of non-masked points = 981\n", " Long name = \n", " Standard name = None\n", " Units = #/cm3\n", " Missing value = -9999\n", " Range = (17.0, 2191.0)\n", " History = \n", " Misc attributes: \n", " Missing_Value = -9999\n", " Coordinates: \n", " TIME\n", " Long name = \n", " Standard name = time\n", " Units = days since 1600-01-01 00:00:00\n", " Missing value = -9999\n", " Range = (2008-04-11 20:01:30, 2008-04-16 03:03:30)\n", " History = \n", " Misc attributes: \n", " Missing_Value = -9999\n", " LATITUDE\n", " Long name = \n", " Standard name = latitude\n", " Units = degrees\n", " Missing value = -9999\n", " Range = (63.303199999999997, 75.128600000000006)\n", " History = \n", " Misc attributes: \n", " Missing_Value = -9999\n", " LONGITUDE\n", " Long name = \n", " Standard name = longitude\n", " Units = degrees\n", " Missing value = -9999\n", " Range = (-165.1241, -139.23159999999999)\n", " History = \n", " Misc attributes: \n", " Missing_Value = -9999\n", " ALTITUDE\n", " Long name = \n", " Standard name = altitude\n", " Units = m\n", " Missing value = -9999\n", " Range = (77.200000000000003, 6579.6000000000004)\n", " History = \n", " Misc attributes: \n", " Missing_Value = -9999\n", "\n" ] } ], "source": [ "number_concentration = read_data('../resources/WorkshopData2016/ARCPAC_2008', \n", " 'NUMBER_CONCENTRATION')\n", "print(number_concentration)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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PfofFi6cxe3bPK2ZTXV3Nyy+/zMKFC1mxYgUOh4MLL7yQ3/3ud5SWlrJz507e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SAAAg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\nk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UO6/lKB7On4Lm+j0/UuSfYkfLfMkRnZV4DP1iivbfEtZpetIfNiRq9HKdi1MvnNrPil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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = number_concentration.plot()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "ax.bluemarble()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Satellite data" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JZ+mJBL2ehpNaugNRxcwmF0P6YMg7AzKPZMrQOp6a31Upq661KSr4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dy+HGA7BiEvKDmGI8DlPG4xiXopL60gXNXfYMXAnLngtD/4bvxTLyEDNvCH+XRatCJ2N4hlsP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\n5VOFxcWaEA7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4Px2YTJERJERSxs40hqDIqIvE9xV44To5RtFAiWOsjLboIAj5lLwSuhXH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BQNgREJCAgICAgIKBoCIxIQEBAQEBBQNARGJCAgICAgIKBoCIxIQEBAQEBAQNEQ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\nHJmobCzH+WpEDFWOMxn4N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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aerosol_cci = read_data('../resources/WorkshopData2016/AerosolCCI', \n", " 'AOD550')\n", "aerosol_cci.plot()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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sX57As89+Qnb2PSQmGqptEyoKZgJqAGqEmpG6UMnKjqE0HA1QnN3G1q2v0q7d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\nu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4HlBBJ22gF8gRhgVuT+1gNaA3XAE2R8/5Uvl7UMaiREoe9PgcgECmtFY0tMJrHdT3SM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B7Joy0N/YMLoJvPVWFz+1FQ6LF1/D+ed/ar1HKnYsFiPZgnDGNChRYgQ2A2ckI0Y141QL4SjL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\nwWjlOi1gqCK8Vmn6YE1ZsUtVZcVhVdnTa2DVstHl3dq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aerosol_cci_one_day = read_data('../resources/WorkshopData2016/AerosolCCI/20080415*.nc', \n", " 'AOD550')\n", "ax = aerosol_cci_one_day.plot()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uC3dFF/8iLhc9LbTsk84DSn2AXE8eoj1aRSs0Ypq1MnoV4sulHYwIJg9a/7Zv\nU9++fVmwYEHR57lz53LTTTcVO+bmW44Q97H/ZEayb1WpkkZSUpZ3rC6uvjqEuLgr6d69A0lJSSxf\nvpxbb72VzZs3l9n3jh07aNKkSdHn0LDN5OXlQ+U64LJB9v+B8z0klWdDxEcgH5u6h4STU4gpJ+cd\nOHCA0NBQqlb9BbEq5CEx6DWQ3z8ayYD2OmLK7gvRl7TQaY3LHpjB8CdgNGXDRYNSYzwQrMRJ6x2K\na8h5iEb4KMUFcjXkRT0d0ZCC8QmmSES7jERezCCCSp+1QAZ47r3WELcHxqTDmhxYmwuv5RC1LY0D\nB06tNf4eunb9HDFdB+FzYLKSd1RCBHElxLPb0tbDES3ZRpUqpScL27Zt4+mnn+bbb7+loEDGnZub\nW8wMPHDgQGbOnFn0+cWXU0sIZLCKTyQlhWClxdQ6jCVLNBUrPsfWrVupX78+jRs3ZubMmfTs2bPM\na2zdujUtW7b0Fr8AZ74GHQS/JsDJeeD0vqZUE2Q5QxKTXN77X0UCGcDpdPLiiy+yY0dbxMu9DXAl\nUB0cVZHQqAeAW5Dn5StIP7ZJqZnF1W2D4U/EaMqGiwKlxnszeOQjL8wM5AVaB1iDCGSfybNfv37E\nx1/Jjh2x+HIn+2OZcYO9/ypEcAQwZ04EAweW51xYsTufbh23gtMBVcJQv4ags+yApn59zd69Zxd7\nfCqOHj3KhAkTmDBhGRLqFOjdqiDXKwUsJMPolcCDiPYchVxrIZDOpk3VcLlc1K1bF7vdzjPPPMO0\nadPQWuN0OqlUqRKbNm1izZo13HLLLTRo0ICXXnqJG2+UetJvv/02gwcPpkLsfsgvWf8Yb18BiBnd\nnyPAUGbN+ohbb72laO+rr77K0qVLee6552jbti3btm1jyJAhbN++Ha017du3JzR0IkuX+reVi6QT\nTUBVnoQ+IbWwJ06cyP3331+sV601SinuuiuR99475L1nVb33KwNIQMzgc5A1+P8AV6H1oFPHwBkM\nfyRaa7OZ7U/dYIoHxmt4SkMVDREantEwUUNnDWhUN025/hpsevny5VprrevUmalhuoY4DXNKbHEa\nPtfwuQ4J2a5hu65Wba8uKHDrc2XSpEl627ZtWmut4YCGoyW2I3r16uxzbt9i6tSpGtBRUdEaLtVQ\nSUN5DZFyL4ptFbz3YKGGezWs0rBWw380BBc71m6368jISP3II4/otWvX6p49e+rw8HA9ZMgQ7XK5\n9OrVq3WRA1jDAAAgAElEQVTr1q11dHS0/uGHH/Ttt9+uAR0QEKCxD9DwhYatJbbtGn7RsKLENl4D\n+sYbp+knnnhCp6WlnfaaExMTdZcuXbTD4dCVKlXScIuGlRo2ebd1GnpoVDlN5DYdVO1eDejevXvr\npUuXltmmjONnDUs0fKvhKw3fedtdoaGf994M1ip6U5q+CP4vmM1sF0+MhOEfiVJj3FBdiUn6fcR0\n/R/EcWkysAsYBLo9pOWh9ec4nU6cTidBQQGIWduNr4awhRvRKAvIzT11julTUVjo4bHHtrBzZyZj\nxlxG69YVCAkJoUmTJqSmWm2XuhoGD07m2LGzi0EuSUpKCgCxsWPIyPAg6+XWenEevvzSbiyzsWiT\naci6qQbWEB1djq+++oSwsDD2799PQkIC/fr1o3z58jRp0oTDhw/Tr18/PvroI44ePcr06dNZvHgx\nHTt2pEuXLjz11FO8//77HD58mOdfmIBYK1oBz+Jb47dTfP3eQkzMX365m+XLb+DXX38lOlrW4jMy\nMli8eDFpaWnYbDZ69epFbGwsK1eu5ODBg0ycOJHJk6fjdP6MrJWHQ9Bl4PgICrpCZjsq3/w4R+e/\nx8KFk1i48Bp69BjGxImP06BBg6IRZGa2JDJyBWIpcfndNyeiNd/lvZ9x6Izy0VIz2mD4czFC2fCn\nodQLLoi0iVl6NpK/+S5EAH2BCGSQl2UhVtWhhx56iEGDBtGpU3V2796KnG/Hl3IxHBHSuUiI0Nlx\n//0/MGnSAaw12iVLjlO/fgX27h0GQGhoaU9ri7DfJ48BiI6Oxmaz8csvgYhw04jgLUTWiq1Uzh5E\nwKQgZusBwE9IjeOD3HTTbXTs2BGA5s196TXz8vLIyBDH45o1a7J06VLuvPNOmjZtysiRI3nllVdY\ntGgRzz77LB6PXGtQ+W9wpq5D1vr/jVSkKo8vl7d/7LYLEdptKCycSFxcHtdeey0ej4eNGzdyzz33\nFNVytipV9e7dmyFDhtCjRw/Gjh3LDTfcQJcuXSBwDQR5k7+ERUDhBki7iaNTnoGa90LQWnCGsnjx\n+zRs+D6rVq2ic+fOANxzzz1s3vwYzZsfxVf/GRlzUB1wHvLesyDQk1Bq0gCt9efn+LMZDOcFs6Zs\n+FNQ6gUn2ALlZb4QKWQwDIjDV3ChHBLmUwWtHyk699dffyUmJgatNTbbNHwFJSxHLxsiLKI5frwr\n1aqduR/P+vVJdOiwEv/0nN4R88UXXenXrxoAAQH7cbmsMoMWHo4ciaFGjbLWXs+czz//3Lum+xo+\nJy+NTDCykHvmxJe5y4Nc93vANm8r9TlxYh2VKlUq1f66deuKhPVVV13Fd999R0FBAWPHjmXChAnk\n5ubSokULhg0bxoYNG5g9e7b3FnSCwNbgfB35ndp5x3AAyZ71CbATmTjUQgTh16X6v+WWWxg3bhzV\nq1cnIyODuLg4pk2bxs8//4zDIXpCUViW7W4o/yRoB2SlQuEmKv0rm6zMQvK//z8keco94Blc1P6i\nRYvo2bMnmZmZBAQEeLf5yG/qRp6T8kjBkAAgGoLewe5anO92u9torbef6W9lMJxvjFA2/OEo9fwv\nEHipCJTNSFjPIMT8+p33qGFAI0Ch9ahTtjV7djy33roSn2kyGtGYXbz8ckNGjWpwynPLHtssbzul\nteGKFaNITr4OgMzMQsqVO4zHYwlmN3fdFci0adXOqr+yGDVqFFOmvEt29mtYZSR9purCMsZmR3Ji\nrwQ6AM3JzX2NkJASmce8bNu2jcsvv5wGDRqwd+9eFixYUBTznZuby8aNG3nqqadYu3Ytffr0oVOn\nTowaVfI3aATcAVRHJgLj/L6rD8QXO7pjx46MHTsWt9tNp06dipWOtDh06BDfffcdWmuioqJIOlGd\n0XOOkPPDYdAusAUR3TmKkPD2JAY3gx2rYHdX79nPebfSIVYAffrM4auvkkrcu8pAVahcHTISaFr/\nAffu3bsTXC5Xc631yTJvnsFwgTEhUYY/FKVedoDjUnk5HgEWIB7WcxCB3BF5wTcCPmLevPrFzl+8\neDF9+vQp+nzLLfXR+m5uu20jb75ZgNb9cbt7ovX1dO+eTZ8+fYrWaC2effZZxo8fX2zfkSNHvO0m\nUFz7XYy87F24XDKBzc3N5dZbB7BqVRJHjlRl3bpyeDy16NZtFcOGDSt1zQMHDmT+/PmnvQ6LAQMG\n8MYbbzB06B2IRhyOZOeaj5j3/YXKCmAtMplZjWiNrYHFHD58oFi7EydOLBKszZo1o2rVqlSvLqlG\nN2zYUHRcaGgox48fp169esyYMYM1a9aUEsjla1+DaJkTEHP5l37fRgN3I+lFAW7ghx9+YOHChWzY\nsIHRo0eTmpparD3r96hduzb33HMPw4cPp0OHDqxY9go5G2qCuhq4AnRr0teeJHHnTEjRkNAFlJX7\n/Bsk1AmeHv0BLpeLuLi4ot9jwYJB3rHZgJmg0giMaQF2B6TmgHMzMTEx9oiIiGp2u/1Tb/ETg+EP\nx2jKhj8UiUVGSVKQKciL0j/ueCyW+Vnrx4v2zpw5k3btrqJBg/X4XCEU9epFEB9//gr/KPUhYgq2\nnJc0UgCiH998055evX6/Jnw6hg4dyqJFS8jM/JL8/B8RrT8PEcapiKC2zLAWvyJrvZWB++jdux5f\nf30Lp+PGG2/k889l+XThwoVce23ZFaTWrFlTtEYrsb+zkHuyAngTCdd6AJk0rEPSYPZBknfMBGxY\nSue+ffvYsWNHqdrTp0OpOYj2HwwEQIVA8ARCtt3ry3cQCusixcOGQPDrkP8q/fv3L7o+gDlz5tC1\na1eqVp2PmNU1oCDyUsjMJSbmEElJt7Fy5Uq6d++uPR7Pm1rrh854oAbDecJoyoY/DKVe8hbdLUDW\nJO0UF8gvYHkY+wtkl8vF8OHzaNBgHSKQFZY2u29fJkr5a2q/jypVYpDxWakaA4H+2GyeCy6QAapW\nrcqJE4nk53+O3ItkZOISg2jNLkrnd/7Z+/lygN8UyCCTnLi4OHJzc4sJ5I8++ojWrVvTs2dP2rdv\n7yeQQZYYgpA142bAQ8hE4W2gMyI41wCfIulN2wJ5/PLLLwDUq1fvrAQyQE7OjcAKKL8d2AMnN0La\nYSg8CZ5foVADDZBiI06oOw54jy+++IKlfsHOTZs2ZenSpZw4MQRxDHQBUZI6lV9ISpL6z127duXN\nN99UwEil1NCzGqzBcB4wmrLhD0GplwoIDAigwImE1uxATJyHvUc8jaUBa/1s0Xl5eYWEhn6GL0FI\nWfNIxe7d3WjY8NxLMm7fnsbcuQfp1as6PXv+QE5OalGfgYE2srL+TWDgueWuPhtcLhcBAQFAX6A5\n4n0diGjMVghYNDJxSEAE4BFEQ+2OrME/U2bb+/fvZ+vWrSil6NKlC/v27eOjjz4CJM1mvXr1GD16\nNLNmzQKgWrVqJCQkoJQNSdU5DFFPyyFJTHYhXtgfAAORRCYWccBWHI4PCQzMYOXKlbRuffbFOACU\n+ggRosFSMjPsckgrh88BbhPQH2whEDwUcntQr95T5OUdY8uWLVSsWLFUm489tpxPP93DuHFXMXBg\no2Lfaa256667+OCDDwo9Hk9HrfWP5zRwg+EcMELZcMFRatqdkDKdAAcUrkDMwX3xrUU+ibzoPUUa\ncn5+ISEhC5CXsRPRzuBUxp2oqFDS0/91TuNr2nQ+O3f6yj3WqlWOEyeCycvzKvZe1q3rTPv2pV/w\n55O0tDTKly+ZbewyJO/zMqQYg3UPjiL3p5v3mCzuvz+SrKwjHD9+nMTERDIzM8nOzqZcuXIcPHiQ\nkv/fY2NjOX78OAB16tRhxYoVvPPOO8TFxXHkyBG/I6fhM51bsdBVkYnBs4hjl5VqdBTiABZG/foR\nVKz4BvHx8Vx11VVceuml3HnnnTzzzDO43W6uueYabr31VlJSUrjxxhupXr06tWvXZsyYMSgl9z48\n5g1yAhrD8SNAFLYgRUDlSjiPlwNPMJSLhsDjkPIhuKcgk5cQIJl33nmH4cOHn/H9d7s9DBu2k6Sk\nbJKTH3Dv2LHlpMvlukJrXVY9UIPhvGOEsuGCo4JmaQqOIaUEpyEOSblI+Mx/kbVQ2LjxZlq2rM7j\nj2/m5ZcP4YvHdSKmUSg7aYedKlVsJCZef9Zje/LJnxk37ocSe62QmSVIlSIRDjYbuN39z7qPs0Fr\nzUsvfczTTx9HYo+PAy/6HVEXX6IUO5LfOR8JS9pIcHAQzZs3JzY2lmrVqhEVFUVYWBiHDx+mZcuW\n9OnTh6ysLNasWUPNmjXp3LkzcXFxDBkyhN69e/P11xLC5PF42LlzJ9OmTeO99w6Qm9sJSehiw+ds\nFoaEaZ0EJiFOXyBm7WZAGnZ7DklJwxkxYgQnT57k+++/Jzc3F4BatWpx+PBhqlWrRmZmJjabjczM\nTAB+/PHHIs26sNBDYNUP4GRFgmIy0DY3BYnKbyytkGdoOzJRWQzkMnFid+644w5CQ4vn/3a7ZT3e\nbi/+LM2cmcDQoTvxTcRSCAz8r/Z40n9yuVwdtdaFGAwXGCOUDRcUpaa4CQ+zkX0EeBXRiFsCnyHa\ncmsggK5dq7Fixa1kZuYRFfWV9+yxwOOIcFaIpma9SP09pO38+uvVVK589pk7qladQ1JSWom95bz9\nzERMthYarQecdR/ngqq+Bo5XQgReR79vGiPXXhmZrPyItc6s1BVkZi4iPDz8rPrSWnPZZZeRlpZW\npDX7c/PNi4iL2+HtLxCZtFiOZkFIwY8jyFqtG/mdLSrw3nsvc8cddwASY/7666+Tnp7O1KlTWbly\nJVOnTuXQoUNs2LCB9u3bs2fPHnr16lVkRgeIiP2S7IQ92GpdiicJsFWBvCQkbjsYX1nLSERQV+GR\nUWG8+nLjUtfz+eefk5SUxIgRI4rtV2oJxZ8rgJ0o9ZDWWv+f1nocBsMFxghlwwVDqa9y4HiovKi/\nQJyAugFLkTKKVsIHW1EsslJTkKpHGllvruI9xirA4PBu1vqyIiAgg4KCIWc9vvx8F6GhH6N1Tolv\nIvFlB/PnwgpllxuuewNWpYPD6SL7q5/gwEgoiAfHNHBNRzRBD2J1cANdgV5AHYYP/4533pl81v1q\nrbn33nuJi4sryvTlz9Chy5g582eKp9S0lMZI7/58xHwdivgHZBVrIzk5ucy13dTUVCpUqFD0uV+/\nftSsWZOZM2dy6NAhIiOlmpdSScAWVGwwoS3ceDILyPs5WhKK4EKeiRzk2akBodGQuxWtu5fq0+12\ns3XrVlq08KXVbHPDSn760pr8FUfZJ6P0l4Uej+cyrfWeUgcYDOcR431tuCAotc4GjlDRquKREJrG\nSCxyM8AyAwf4CeSXkZerC3k0GyACyJo4FuDL8XwSSe948JwE8syZ8YSELEJrKyWnP5l+ffoIDLyw\nhYTKPQ7fhUB+VciunAW7n4GCH4EHwFUBeAZ4DPg/JHvXQmT9thkQc04CGSjSVrt06VLm9x5PAPI7\n+mN5wfsL5zDEEe0RRDD359lnp/Dzzz+XKZABypcvz4QJE2jYsCEjRozggw8+oFevXqW09pXfhwPt\n0McrkPNVIXmr3MhzYC1tVEKeLxvYbeBKQCYwpbHb7cUEssvlYdOJBpT1mwNo1ROPp3KAw+GYoZQy\n70zDBcU8YIYLxEmXPF5uJDFIOWArsp7cHzF72tD6YQCWLNmHvOT96xIXImuWBd52wiG0OhAJqhZQ\niezsM3fi8Wfo0K348mVHI0LHWqd14yv8YG1u0tPPfs36TPnwO8iuBWSfhE8fhKdrIpaFIVhOXOJU\nFYUIoOqIVhoFhBIVtaHshs+AFi1aUKVKFb766iteeOEFsrKKa7l3390E39JBCCKQ7d5/g5H7ZhV8\nsIp1lAe689xz9xTLu10WI0eOZPfu3bz99ttERkZy4sQJQNacLbq0DQe1G3EuawnUg6xQRDCngT0U\nomuCLRYcLijIARLIy/vtZeD1G4/g0eGU7a+gCWpbEwJH4HK52iEedwbDBcMIZcN5R6nlh8GmRMv9\nDom1TUfCdvp7C85H8sYbPYrO6dFjPvJST0NiX53IC96DaGFBEFAJcjOATNDJdOtWnrCws88zrdRU\nimt+kUA1xPyZDOwH9gAHvWM5Cpzk8cc3nXVfZ8rH64HsJJjQGX6YCVc9iHind0EsDSeQ++NB7stu\nJBRoKbCetLQHz7nvqKgo9u7dy4gRI3j22WepUKECLVq0oG3bttx///289db7iMAKwieYLSevKCR+\neiWSwOQzJInICRgxlOT0kjnEfWzevLmo4IU/TqcToHQqTlt5KH8M+T1ykGckEkgFTyJkJ4InHZwn\nkAmNpnLluNNee0JCAs2aVCI4MhGCuiATDL/JWHAszq0HQF0B9MBut7+qlKp12kYNht+BEcqGC0BQ\nTXm09iOZnqzEFncAlcElps4HH5RkF0r9z+/czxCNMAUpr5fu/TcfChMQgRQB2Fm27KqzHlleXoF3\nPCXLDSpk/ToAMbV7EA09BavQxccf7z/r/s6UwS2Br5+D7GQYtQGu/x90r4hcawTixLQH8TDehkwW\nrLSb+UXhQ+dKREQEb7/9NgcOHGDChAk0bdqUevXqsXDhQj7//DHgUeR3CUK05mDEwuAAPkSKUYRB\n9fIQugkcb8LqB3n+mbc5ePBgmX1+9tlnbNy4sdR+q8RjdnZ28S9CnJBWHsLCkWeiImKyDga9GVzf\nAKuQSUEh4CI7+/T35bXXXmPH1s2EJv0ALZ0Q1h3sV4OtG5TrTETfPMh3gzMQuB23u1yI3W5/V/3e\nG24wnALj6GU4ryi1yg1RNhF8NyGhOrFIyEw+IgzronVLAPbuTaFhw3fxFZLYhWhe0fjiYl3evy2n\noly0vuMcx/cOIsgs83QAImisSlNWBSbrcxiW9nTPPXWZMqVzWc3+bhISEoitWQ/q3ytVkTaFgPMk\nsAWZmEQi2nK2d9z53jODaNu2Ct9/fyt9+vRhwYIF53VcUonrYSQxSBjwMGJVsCpxlUOc9wYjyUs0\n2HOg8VbYvxhyD+NwOLjiiisICAigc+fO9O7dm/bt25OYmMiYMWPYv38/NWrUoEePHvTu3ZsVK1bQ\np0+fUoUl9uzJoVGjo95rz8BXOcuFPCcaCSHL9J6RA1Q/rXNeVlYWAQEB3HTPJtZv20dmvc54koJw\nr18Fnpr4nhMP8mysQeKyuU1rPeuUDRsM54gRyobzhlJfPAiN3xAHrNnA+8jLex4+jS8ArZv5nTMe\nbLXAcwx5iTqQeNhgv5Y9iINXMOAgKelGYmLOLuwH4JdfUmjS5GN8zkmW6dvy6rbWlS2s9VExZZ7r\nROBMGDduHE8++Tz0OQILIpFSiNvxme93UXy93ZpAgNaPAlLkokePHpxvlJoIjtbgug5xsHMg69yd\nkTXvYYggHON3lhsI5sSJqxg/fjxZWVlkZWWxbNkyTpw4QcWKFXE4HGRnZ3PNNdcwb968ojNtNhuB\ngYEkJiYWac2+sRxE7kt5ZEKQhm9S9QsioP1/Q43TOYzAwN+uL6FqLYVKQbApHrHspCLPpL+JPYxG\njd7V+/YtyHS5XA211r/+ZsMGw1lghLLhvKHUag8EKliPeOAC3O7dopEUkD6BHBU1gcxMO9jbg/s7\n5IVaDhHeJa2DlpftEbQefY7jexcRHpZDVwg+T+8gSq/mWBqSjaFDo/jggwuTOGTq+0cYfuf/wPYR\nqBPgLgC+R0znVvxtchln2oFotL6wvkfKkQLubGAjMuHaiEwafkDuWSGiLZectOSj9Z3F9ng8Hn76\n6Se++OILMjIyePzxx6lTpw4HDx7k9ddfp27duiQkJDBgwACuvPLK0mNR3yOTk0DkN8vzjuEkYl73\n/w33AV8TE1OP9etf55JLLjn9daqJiDWgOvKs5Xq3kkRTrtyN7oyMjPlut/vG0zZqMJwlRigbzhtK\nbdbycuyDvCxBitwHAdXQunGJ48chArgyUnqwoncrKwmIGzhWLC/22bBnTwqNGn2KmH/9NWPwCWUQ\nQez/YpfiBVqPPKd+f4sZn5zgjoHbgZfBtgI8yYh29qO376pInvDsMs62ceONXfn003YXZGwWKjgd\nnAmI+TzTOxZJownTvfv74KveZeFC69+u6eDxeLDZbBw4cIAuXbrw0ksvMWTIEOLj40lJSaFdO9/1\nKTUP8T63inNY8ev78U248O6/p+i8evXqsXHjRqKiys6PXlBQQHx8PE2bbgYuQX6DPEr7HoAvkuAh\ngO5a6+W/eZEGwxliHL0M5wWlPnbJWt9+fAJ5OEUeu6rk8a9TlCZRHUK0GihektAfNwcP/vecx9eo\n0Uz8q0sJ1uNvedsepXhtYFm7XbHipnPu97e4446vkFjjpdB0EigHogU6kHthZdEqC9sFF8gAuN3I\n75iBTxCGAjWQjGvXUlogQ3Gzb9m4XC5uuknub8WKFTl27Bi33XYbJ06coGPHjrRv377Y8Z06RXvb\ndeILufMWqygWZ2wDrHvzX5KTkxk6dGiZ3t4ASikeeughfLnWA05xTXj7uo7mzZu7HQ7HGOP0ZTif\nGKFsOE/Y7OKQNM1vnxXXW4mPZ/vKHh45ku53TD6o+vheoLkUXzsFedmmUrt2yUINZ0ZGRj4+jcqK\nRbVqElvJSTyIObttiX7z6Nr1/JZs1Fpz/PhxPpr9EeT8F3FOGgW7O0D3AMR6UBURDFmIY1XpGNo2\nbeoX+zx//vzzOs4iXG4IKI8Io8qIpliAhGple8dbMh7Y3xnt1DgcDv7zn/8AEBkZyaRJkwCIiYkp\nildOT/c9L4sWdcI3OQjy/mtHLCyW85nFTUjI1nJmzZrFggULGD267KWPgIAA5s+fj9a3IylDwynt\nY4D3HlQBHKTn3GB3uVxtgfNX0Nvwj8cIZcPvRqnp3rfvDiR2FmR9sRoiXNIZPNjnsFOr1vvev4Ig\nIAQ88aAaIuZQJ2ICt4RzPpCE1k+c8/iio60KR3n4NCqPt21LS7ZiXit7v/MAiXz99fnVkpOSkujW\nrRvVq1dnyK1DIKQN8AE4mkDBz7B+h+RX4VKgiXdsOUBDfIIiiIce6sAPPxRf446LO31M7rlQWKiB\nZVDoAVsLfFppMnLPchGnqErI71Xo3dKBMwtZ83dOu++++0qt/TZs2JDERCnSFBrq8Pabijh5RXr7\ndQCNkPtj/abhiD/DTrZu3cq4ceN46aWXGDFiRJlhWr7CFXlI+Fmkt41Q7zVHALW91xfEwb2NadOm\njdvhcLxktGXD+cIIZcN5wBMkGpO/ljwQeXHuQ2tfQYUnn7SS/jsALS97bFArCGo3QIRnAfLSTwR+\nJSXl3NdzDx3K8vYVhGjGVpyyZfa0Qmms/woe77iPAy569254zn2XxOVyMWDAAHbv3s3HH3+MvdYk\ngv81E+xOcEVArUZQNRy2roWQExBYBxzXI8I5CNFQK6L1o7z+etdS7c+dO7fUvt/LpJmpSKjTSvBs\nBWKQiVY4Eu5mhWg1QSwjrcBeD7gOgqqfU5+7du0q+vu6667D4XDwr3/9yy8vdyPkd0pGtNocfA57\n9RCtORjRoK8B+jN69GiOHTvGmDFj+OSTT7jiiitYtGgRAAsWLODNN98kL0+WXV5+uT0yMdyICODK\n8lvYa2I514ELokMZM2aM3eVytURs+AbD78YIZcPvQqmF6SLYdiLmTIAeiNNNHvLS9DFu3GYgH+yB\niGk2CwiAQ/vg0GZ8pusQLEesChXKKg5xZtSp8xnywra0HStFZBiiCdm8Y0hBvJwTsMJgztWprCxS\nU1MZPnw4GzZs4LPPPmPw4MFU6NgcnfEj9vatoEY0JOwh2L0JqrSQdKKhYVAlAKo1hCqdoUo3qHA7\ne+P/OOfM9zbkIxaFTlC5DpADjkjkXlaAkMbQowbUzUXuXyy4W0r2tehdp2n51AQGBhIfH09oaCix\nsbEsXryYo0eP0rdvXwoLCxGB3BCZHEQiEzkr2YtGflvLzO4GRgLjmThxIhs3bmT//v106tSJa6+9\nlk6dOtG3b19GjhxZVDWqXz9LY3Yhz0YQFFQAd0XEHF4AJED6ca4ZFkSHDh3M2rLhvGGEsuGcUWr+\nMlBR8vLzX8+8GtFi9qG1zzmrfv2JFGml7lwIWYsIQMt8bGHDMoX+fsFovSediHZnx5fH2TJ12pFJ\nhX/O50q/s18fmZmZtGrVijlz5jBp0iQ6dOhAp0dOktGhEc51LlTKCoIaZBDQAPKdraAgFCoqaOSG\nMA84M+FkEGRUh1wb/cY7f7vT88SOHZUgKhQogBNhQFUpLE0doDvUCIN1P0BqElSuCVEhUE5BRCGk\nnDrFZkk+/PDDYhWq6tWrx2uvvcbUqVOJj49nwYIFrFu3jqeffhqJ2XYBNZH60lUQYRnm3R+OWBai\nEK22InAbs2bNYt68eTRo0IB+/foxdepUXC4XN9xwAwAzZsxg2bJlvPjiizRtdon3/BPIs5yHTEiy\ngR8gKhXIAOW2tOXLkVqkBsPvwghlw+9Ad5NHaDNSShAknMSFvMiKv5T37cvFVxs5H/LaIC9MyyHI\ncmaS/M4zZvy+MolNmlhaMsjaZz6i4VmJSQoRAR2BmKyrIi/xGuzde/Pv6tufV199leTkZLZu3crw\n4RJTvO5gEM6d0TSeWAvX0Uicy9IpPKqhcwRUtYHdBUlOSNgJ2RXB4cvVvSfhDwxjDLcRMWI3REeC\nww52B4SF/T975x1nRXn9//fcvr2zsLBLkS4IKEZAUFHssmIDK9bEGESNaL5RY6woakw0JIoFERuK\nQhTEKJgoAipVQXpn2V3Ywvbb7535/XHu7Gy529iF5Bfn83rd113mzsxzpvCc57TPgVQLuHwQb4cJ\nw+DUbHC4Ia4KHF9A2Xug9Gz1MDabrVGc9/bbb+eKK67g+uuvJz09nenTp/Pss8/SvftSJLyQh1jn\nFcjzS0AUtZ45HY9kiPcE/FxxhbxPRUVF3HbbbVx66aV89913/OY3v6kdc9y4cSxdupSxZy5FEsqC\nSPnRB2UAACAASURBVFnfDOBeCK8RxrLKndD3REjpTXr6qZx11lmq3W6fbnaRMtFetExzY8JEFCjK\nO26Z9NzAAsSNWIXUhiYgVJj31u6flfU8hoLU+9/qFIm65epGlLwDiOWmmwa1S8atWyswJucaxNqp\n2+giHPk9BbgRUdYWunWz0adPctRzthWqqrJo0SLGjRvHCSecULtd++4IDIhla/IIct7bQL/0IPm+\nLmw7aIf1IajxQUEpfHNKo6WztZ+XaP2eb775ZubMmdMhctdir4Vq70is97ixb9qJb303KHEBDlk4\n2EPw2V7QOkHFj4AfLGMgJ5YT7EdaPcx1113XaJuiKMydO5fhw4dz+eWXs3LlSg4fPszMmTORdpWd\nIx89s/4gwgbXE3nmFmQhVgIUExPTnc8//5wLLrgAgM8//5zJkyezfPny2jEfeOABqqurIwxj+XWE\nSQbNDdo+SL8VKnpBmRWyKxg0OMDKFU9aRo8ePRBmfKEoAT9Y7tA0W/TekSZMNANzVWfiKGGJlddn\nFVKb/CvgBcTa1BsWGDh0yI+4iiMJXvgRJelFlLkPifsmAiHmz297s4m6eOABvdGBTruoy6QnmTkQ\nxZaiXw8yudeQl3dJu8bWUV1dzdixY9m4cSP33GMkqz31zAE4vAOGeWCbSt5bw1g273K2vXsKiTUB\n4vrXwNJvYOdWHFPcoBiWsTXXxylN1P8eC4pNKjVItxCe78RXOQqycqB7HPbrgJNU0IJwQS/IskKn\nM6HzOaDWQF4xU6e2nQq1IeLi4vj4448pKSnhoosuYsqUKcTHxwMvIW7sAuTdsSFJaDFIVnZB5FOB\nhCXkfTz//PO54447ALjxxhu5/fbbmT59Opdffjmnn34677zzDtOmTSMvL4/b5q2HvuugWwkk74bY\nPwIboOwQdI6HEweBvw9oIQ4fHgGcD7w1DqwXgzVPUXwb2n0DTPzsYDJ6mWgzFGVuNdjjxRp5AIn/\nTkNicCGgHE27q3b/gQNfZdu2Q4hbMYhYxRYa90/WYTlqKk0dp5++hG+/1WOBToyWfPrigMi2GOrX\nt1rRtOvbNTaIhXzeeeexdu1a5s+fz/nnn1/7m2JfBaFDkNIHTusG6XnYkv0kHQ4Q3neYYFUYd74X\n67QrsO7bDxf3QCuxYnEF4Ccf3r92aXdXqNZC6RIhL+migEuDshCUVUCCXeLJrgBkloHPDt9UwmHd\nA5FMVVVXEhI6Rs7169czfPhwpk+fzogRIzjnnMlIvHcq0t5SV8q6haxhZNr7gf4EgzHYIr7BTz/9\nlPHjx9OrVy9UVeW5555jxIgRnHnmmeTn53PppZfyzDPP0Gt3D7h7N1js4LTB3muhcgP0fRb8v4JD\nxWDxgTcNaac5AiGgyY3IUNNL0xKit8kyYSIKTKVsos1QlPc1mehKEDaqB5HG8z4gkUDgYux2pc7+\nzyLK0Y4o5IXAqUiGbENSDDubN0/mxBM7H7V8paU1ZGTMQRRuGFkI2DE6P+ndoWIjfxdFZNE4cGAC\nOTkJRz22jnfffZfrr7+epUuXcu659bklFOs3oG4AyyBQrJBsx+rZh6KUE/LIfUt/ciylX2ZgHeoi\nrDqgwgYFGnw7H83T/kVDa6H0VKEkDAk2UBTpAxGjya2rQfSe0wd7D0O57oGQOl5Na1uyXFlZGRaL\npVETChDClezsbEaOHMn777+PzbYBuBtRhLOBvkASpMUTM6aEwIpywkcSEc9LIigaTzwZ5g8PGucO\nhULYbPUjeOXl5bz55ps89dRT2O12iqZ8hHrqCJhZCIWdIFAO22+G0NdgnQfhnpAQhupqpEHHKUgc\nW0989IQ0LdaOCROthOm+NtEmKMob74misyB81XFIeQroLsK6CvmSS+bWOTqIKPPTEKtGw6gvtaNb\n0u1RyAAZGa9FxrEiFlQMRha2zgAFsogII/2AxcLrCIUM8N577zFo0KBGChmAGBukDAV1M6iVUAZh\nbydCnp7AyVj6KyQn7SPhhFIs27fD2/+At96EtW8zeN6wDpGvNdA0IKxApgKxYQgEoTwMwSDkHYQN\nb8KWf8O2MJSnY3Rr0qkw24bly5fz4YcfRv1NURQeeeQRFi5cGPE6xADPIs9vQeTfseDW8H6cRvjI\nICTpMFX20VRmvVNZ75wNFTJASkoKv/3tb/noo48oKipCfeo5LDvKUUYnwg0qnBkDzmeBgaDeDmke\nyNLfZRDSnE+RBDQA1czbMdEmmErZRBsRuNrIWl6JKFgNyVStQSxOA0uWHEAmTr32U0OScVQMUg8V\nnQmqoOA3tAdr1hRi1CLrjSbsiFvTRf3GEzqz1/WAyvPP/6JdY+v4/e9/z2effcZdd93V6LeioiB4\nE6HCB/SCtK5ieWKHbBuM11D39mD31FiqZy8juGcf1odHwU0XcdqqHnx/ft8mx125cmWHyK/jiw1e\nuFyFoBVCEcXs+Qk2zoH9/wZOAO0X4NGTzvS4fRVCvtE2nHvuuVx6adNVRb/85S9ZtmwZmzZtAttE\nJNN6IvAvZNEVBJsTUmMQE74GiSfbiBnro+Cgu9WynHnmmTz66KPg+Rj1aRXtRwfsDMBOF4xIhay7\nQCuCTgdgxx4kdANwLfL+vQ2EIVlBGeSOFqMxYSIqTPe1iTZBUV7TJJnrK+DPiLXSC1Gqg9A0I2N6\n7do8fvGLORgJVmCsA/VM61iMhgvhdndjUpTnMNruOZDJMgFZGJTX2dOCnm0tsoUivMftg8fjITEx\nkWnTpjFjxoxGsV9nzrcEkk6BrVvAVQmx6ZCiSS1yWRhchSSdFKKq0oLmdZJ4Sy/omYlaYUcrPUTN\n74Y0OXZubi6LFi1q9zXoGDLiKzZNGgXFVvjKClVBOLAbPBF6SyUd4pOlPKrQC0EP8lwVYCeadmxI\nrjZt2sSQIUPB9hdQe4A6AVgM5IAlFbp0AqsKpRq27mWQkEpo/TYI+9C0US2c3cCCBQu48sor4ezD\nsD4Wgi7QVPDmIyVY1yNhmbMRqtFs4PLI9g3A95CbCMVBtO+cJrGIiVbBtJRNtBqK8nLIYDn6DpmE\nshHLtzdGpyfBL37xVuQvvQ5Zt0715gW6izMEBFm9un11yYIwopD1c9cgsW9dIesy6H+HgUJcrvrM\nY0eL/Px8wuEwdru9kUIOhzUc3fxwkgKjuoKnM7jdUBELtlhib8qiU7YXdyAJ2znDSL1nABZbJlXb\nnCQHfiCYltPs2O+//36HXIOOTavz4EA+dPbDqZroneRuyB9poDjAvQby9otLGydy77dRfwHUsTjp\npJPAOggcH0DWRaCcBJZ7QEkTpVxaBjU1ENpBaNtOQnkqWMLQpXF/5uawZs0a+WN5HJwSB0PDyPuk\nL+YeQ6hg5wL3Aj5wuRGK2R0wagtUe6DYgaK4TRpOE62CaSmbaDUU5WUtklGKJHfdCFyMxPN2snnz\nuQwcOKBWGSnKdOr3o92GuJV1F6wdmeBCgLfd7F2PPvo9jz32FUbZla6YrZF/R1yctXWt4dp9VPWP\nHZLRrGkav/rVr3jzzTc5cOAAWVlGh6k+fb7lUKyNYLqdQFEGlrNCZIQPYrVbCVanolVXo41LIW6E\nmypPIq44D4kpNWh+G7s+GMzyiQ7OaNp73eFQlM8gMRPGKaAqYOsKhUnCarXNDu4iUKvAV4LhrtYX\nOl407dfHTjbHraAug94/gicfCsaA0gWSXpPCgCQrVFnhsBvYANYJ4EpGq3G1eO7aMWrfh6uAVzFC\nH0cQF30QWZw+g5Dn/BbGPg7pLvikMzh6wCnfwnI74FU1LbZxqy8TJhrAtJRNtAqK8t7F8pcDmYg0\npNF7BfAFcA+DBp1ITk4OH3/8cSTjWmf02g28hyjH7nXO+jGwHPCyZImQR2zYsIHc3FxKS0vrjf/I\nI4/wzDPP1NuWl5dHbm4u27dvB+Cxx9Ygin4F8DlGpnUIcau+HpFFz8hWgXnAx40U8qRJkxq1Qly6\ndCm5ubmN7s2UKVOYPXt25D4p3HzzzYRCISZNmlTvOnbvrsa9+XWC22djHRCHZZOD0n8nc6jUSsm/\np1IaVDhizSZvfX8qfuzG4ceWsXPKfHatGgZFopA9Hg+5ubmN4sfz5s3j5ptvbiTb0V6HIABVn8DC\nX8G/i+HbAKyrgm8Og+dJCL8GvjJkkaYg1vELwF6GDzcyr2fOnMn9999fb6ymruPpp5/mrLPOavE6\nMpInQPgg7MoFdz+wLwLFCRUToOoRKJgPaheIHQyZt4MrH9znt+m9Sk1N5aKLLuL1168A8qDz34Df\nYrxTZUgiWVrkswq2xUqlliURajbAtzpZjcn0ZaJ1MC1lE62CorxXA0fiZB33JNKW8cbIr4uBL2v3\nlVKT5yP/8tOaTNyOaP6gKH9GlLIHo/OTnvClT6R15QkDa9G0f7Z77LpYvHgxkydPZvPmzXTt2rWO\nfKuBEnB0x3mpjcC/LGhxDjjoARLAmgiaHSwOGKNAz0iClQr8S0UrPL7zuqK8hzBm5WEQv+hNHgKR\nbx9yX2uQ+2wBEli/fhwnn9w12mmbRVFREcuWLeP665sv+7roooP8859ng+UEUH+HLPZKwHIzOJMh\n5d8StbDZJG3hyDYgGU1rPgRQFwMGDODQoUOUl5djseyIbHVghETKMN6lt5CEsxlgvxuCzyPlgi8A\ntyKLlgN7NG1g71YLYOJnCXP1ZqKVUEIyKX+FlHsMQDKaV1BXIQMMHHg6kujiQyYx/TXT2bR0t3UM\nkMBNN7Ut1hcNcXHPRf7SMLpB6f8OYZRCxSGJX8nIwmJ8u8duiLS0NCoqKigvN+Kq8+eXU7sgCBTh\n/3AHWtlBOJiPKLgiCG8GtQCyImViexX4CVisccWZoahj1UVDa7T9cCGsWF0RZWzHIFxR5FqoRly5\nemvJROAww4ZlRTthi8jMzGxRIQPk5jqBO8WFbT2APNdUUB8E7/dQ8THY9oH3OzjyHUK92frs68LC\nQrZv305GRgZiuHRF3ne93WekIQVliGk8DHm+qyDoxujkOAt5F0NAbOvJwE38bGEqZROtRZKYHLoC\n/gUyyS2rt5OiKOzcuTqynwuZqOyIctbdyXrWtSTMzJlzQbuF83h0yy2EKAtd8dsRpafzbWci1l88\noNGv37FLilVVw0MwadJ25PpTMYhUwhjx7gCQBq6uEHLATwqs1WCLCtXw0TxH4wEaICen9VZgS3C7\ng8g9cyGKJ4BRaqY3FfEjijge8U4cQhZsJxxzxrHc3Fikz/OVEL4F+Auy0DoVGAueqeA9hFjQmQiP\ndaemTtcIs2bNqv22WCzgVJHrTMJoeOFD4stlyH04AVlFKUAP5FlvR3IpgoDXnG9NtAjzJTHRIhTl\nnfnylxOZiLIRazMd+F3tfnv37mXu3LkIq9GVyMSlZ6r+RC3BQ20zBR+33DK03fKFQrry05V+JNEs\nSSPlV6MhuV9kXAWZQMvRa2m3b7+j3eM3xObNm7FarfUaUBgLgwBi1ek9gL2IQosDukG8U26xV4VQ\nJK/OtqVV406dOrXlnVqJZ575ASNLXu+spbe+TMGwnCsRIdMRRdSjznHHDhUVfuRePopQvP4J2A9K\nNpJ4ZQeuRp5zGqKYN7fq3JWVlTzxxBOkpqYyZIiUoA09Kx9YjRESCVPbU5q0iCyDgR3AeuQhnoy8\nc5+j10srypKv23PdJv73YSplE62AcqV8H0Kso2sRJSd9dcvLyzl48CA9e/YkP78fkq3aC4NnWkM6\n+LiRyUl3+7l4/fUz2y2d3f48hjvVhp5lrVVWU/7qp1CxJTJmeWTcUqCKM8+00dE5FaqqMmfOHE49\n9VTi4uIi2/R7EI589AYZGYg1lQyWbpDjgKRIL2JXNdh3QPAHOPP4ez1nzNgckVF31+rZ7MHIR+/y\nlYCRlazH8r3tGrugoIAjR5onH+nXLxmhR/UC1yHu6akRGrLBSIy3AnguItd2JA7cNDRNY/78+fTq\n1QuAl19+mfT0dAA+eTUBEr8Biw1ZQNkR134xYi27kEoEG/BhZFt35B4uQ977GiBmTOvvhImfI0yl\nbKIVCCvyqqxHrIQBke1SWpScnEy3bt0AePDBSG1nbQxXj+degkGlGY8oJFcHuTn1+HEQUfweRN4Y\nZFK01dlHMGnSMOLjV3a4m7WkpITvv/++ntU6dPiPyIJAjcgXqvMdDyTCGXYYZ5US4MrvJQ7qrITz\nT6ZoQVyHytgaBIMKRmtLfTGhP1P9PqvUckvXekDcGGQwR4dvvvmGzz//vAX5NCSTvgRZcP0SWIMo\nwCCyKLwBeAdpEFEANO+VeeGFF5g0aRK9evXi9ddfF+KQCHJyciD+AUhzgF3PTege+fRGrr8A6I/N\n9llEhgHIwnQ1Ykl7AL8555poFiYvq4lmoSQU/FMmFCsyuYURxaoBVmpqDFpEsQj1UiO9AYSOEBLz\n05Wgg8rKxj1024onn1wZkSUVo3ZUt9b0Bhj6mCnI5BkmNjaJF1+c3fiE7cTq1asB6N7dKP36aWMN\nYlFWIvcggCgup2zPThZ6SAvQHxhyJpQpcjnJGp1aSce9fft2+vfv30FX4kSsO31wPYEOxOILIwpY\n5xgHmU46Exd3qF0j5+bmtujB+OKLg8g7tSsia3+Eae7RyHc/4B5gDqIsL0Rc601j1apVDBs2jLVr\n10bfofAgJKTKswqmAgeo13MZC3AGodBLSAKkXn7lQRYMAyPHmDDRNMxVm4nmEXacL5OvD5lcwLCE\naoiLc9buesYZC5HJW4/f6s0mQBR0CIPRy0tiYgztxcMPr0QUcBAj2aZ35NMNSe7pimRaO9ETwZ58\ncjiZmZntHr8u8vPzuf322znvvPMYNaoOnaNaQ8R1GfnWGc4CYFVgtAITVen61wMxwhI1aZVY03r3\n+u9+97uWd2o1tDryeiIyVyIu4QoMljQ3oqD1UqEdPProGe0aOS4uLtIzuWlYrXrHL929XgP8AdiH\nxJJXg11fGO0EuoPLH/VcVVVVPPHEEyxYsIC+fZtjZzkE1aXg9SP3JglZDOqfzsA45F17HYPvPU7k\n4QgSV/4guiAmTGBayiZagtcb6df3I6JYu2Ao6fpdd1atKkSsUyL7lWBYry6MZKcEZGLvCOiKowZD\n8esLBb13s87cpSeCaWRldaxLuKCggOzsbEAIUHS3+IEDen/hRIxa3riIbNUQ44dhQSzDPajbXbDH\nDnkWEdWpcPEZAQwLtXn87W9/68ArikeecxyGp0FFnqGeZGUxroNq5Nlncs89JzQ6W0ejf/8UDLpU\nT0SensBM4BHgCgi+Bso40P4BNjf4diJVAwb27t3LiBEjqKqqYtq0aUyfPr2ZUXUK0VSMHt0pyDvm\nRN7FeOBS4BWEE1tBksxWIAmQnZDmzCZMRIdpKZtoEoryyj6ZgEchkxGIm/AIUMmKFY0ZpIyymXIk\nKzUPSbKJQSZtC1BBSUn7ukEBlJV5MRSxitEVyINBEhKs83tda71jkZmZyZgxksNTN07dZ0A1MnG7\nkftiRybwbKArJCfBHj/qS0XEHdkHfdzQNxzpYlnD4kmtp4XsqJKo7dv9ERnrxoYVZHGgu90TEUtR\nT1bLRLwTSdhsx35asdt1QhgwkugqEaX4AOIqvgm0E2WX0JsIFaaB559/ngsuuICYmBh2797Nn/70\nJ5xOJ02ha1cnMAN5zwqQdzyA3Id05J44gME4HDbEta0n6R2IyFaEcJaaMBEdplI20RxyZGKxAHsi\nm85FJuLzGT3aoFK85561NLZKrYjreBCG+1uaRaSnN++ebA3i4+0Y7SJ1V6YfscJ15atnDesWq50p\nUwYzc+ZMCgoK2i2DDpvNxieffILT6eTdd9+t3R70hpCJWreO3chkXgQcgZojdPLsp699G91XfIPr\nqyL4sQT6umFUDMe43DcqLrmkDAkJJCCKRK8p17PGOyHKJglRRJmIUrLRUVPK888/T0lJ09nSb7yx\nlfrNRULIfdUXD79GFpCvReSaB5RSWVnJn//8Z6677jruu+8+QqEQ77zzTm2iYnN45ZXBwG3INerJ\niskYrHF+RPn6Ofvss5EywBOQqgUViSu3neXMxM8LplI20RwsWPsiWdc7kddlAnAiDakzX3xxG2I1\n6HSMYSTRJQ2Z1PUMaCcd9do5nc9F5CjDIHbQS6L0hYEDI0NY5Jo5cySxsbEkJiZ2iBw6FEXB7/eT\nkpJibLTqfN8JGHFIhVq2s4owxYf7szN5BFsvuAZfZg8Y3QkGObH0OPb1vtGwZ0+E9rO2I1IiEift\ngSjjLEQZDUGurQYhDXEicdX2Izs7m0Cg6TbEgYAf4z2SLmMSKilBPBMg3ZoSIr+vAdwMGjSIadOm\nsXHjRmbOnMnevXtrPRwt4eKLO2NkWlsxMs4rEWW8F1lseRg8eDTiXRqCLHBSEUtdb9bygQ8TJqLA\nVMommoETwsuBHyL/zkYmuBTAz/jx43n//fcjmbJ6Upee/WzBoGW0YmRB+1HV9tNBbthQHPnLjmEl\nVWIwT4HRFaoavQRp8OAMFEXh1ltvJSGhlWnNrUR8fDw2mw23uw6do6qHD3VlloRYSxlAGBQNdlVg\n8Tqwdg4Tf1sZrkvKwWHj8+zWu66BRo0Vjh52xBpOQRY3GqKE9fuVEPldT7LKAU7CWPy0HxMnTqzH\nG94QmzbpJWa6laovxjyIck5ArNSHMGLivyM/P5+3336bzZs3c+edd9Y7ZzgcJhRqic5UD8+4qF8e\nVoZ4aKoBJwsXZiD3pypyXDfEctZLBNtZN2bifxamUjYRFYry2LUGneJi2eiYADHZgJvrrvs7n376\nKddccw1Tp76PkcAlbRiNMioifweR1y2lQ2qDR4/+GFEIOrOUrc7HHpFFL8vSWZi6sWnT5e0euynY\nbDaGDh3Kk08+SVlZGdXVgEOXJYy4eTshrt6uQDJoRcRmlWLBStiXTM2+TvhWp8HhEOf2aNt98ng8\nLe/UKuj3LAVxu7sQ8pdSjIWWBVlY6BnusUAnLr+i/WGJ1mDrVp1dTqdx1V3ZHuQdSMYoldK5tK+l\nqKgoKrf2xo0b6d27NwMGDGihHMuH3B8nBse6vhDwI/chnT174hk2bBiyoI2PfAqRfAwrYDPjyiai\nwlTKJprCXJlskpDJBNBOhYAGTOHdd9+p3fHvf5+JUa+agExWYWArQvCQjrix9Ym0/fB6AxiZ1xmI\n8tCh1yn7kSzwbIQT+djH815++WXKy8vp0qULt932Lvj9YNe5vmMRN6aeHJUCsQPxeAYSsiaCRYNK\nDX4KomxsuyH12GOPddBVWBCllojBbR2PQX6SgNxvK0ZsVd6TN2Z3bJlZUygo2IvRglOvBtAt90MY\n5VqliFsZQKFTJ4P/eu/evfz2t7+la9euDB06lP3797N7924qK+tXFTTG28j7VbfJSSYNY+s33HAD\nopTTkPcUJEFM9yKZMNEYplI20RSsMtEVUVu+FO4M4SeAbxrs+h1S8vE9MB94EJgOrEO8dB5kUgqw\ncOElHSLcyJFdMXi1izEUSVzkOx1xF+cgylhl06Y+AASDQXbt2tUhcjTE8OHD2bhxIxMnTmT+/OuB\nFyAYwsi6dlDbuSotBnolg92GLViBdZcHdqhQ7aT6wWMiXovYeRjEBVuOkdTVJfKdhEGZWo0opnyE\n77kEGEhSUsfI0dIzCgbLkM5Mte7gCHRruRwj2/12hId6IUuWLOGhhx5i3Lhx9O/fnzfeeKM2DLN0\n6VIADh1qjvwkHoNqNIg80yRkgRiD4R2KY9KkSRHZqpGFgh1Z4LpoLxWpif9dmErZRFNQRCnnU8vX\nrCaBsgShzBQ8++yzkb8+BF4GvkZiu5XIJJWDEZdUueyy5sgZWo8VKy7FyLTV6TT10pxUxK2ajljL\nlUAqgwdLTDQ/P5+ZM2d2iBzRMGDAAN566y1w3IT009X5kSsQN2cVYINgAlRYwa0Q+iGV8JoEYhba\n8T8Nce3nVTkqnDM/gJFRrCCWZimGNaon6x2JbHch8fL+yL3uGKiqygMPPNDMHjbECj0LWTTUha6Y\nDyPvbxXCxx7LJZdcwksvvURSUhIzZszg0KFDzJo1i0mTJhEbK2Qffn9z1+EDfoMoZ53CVSfLAfm/\nApBEVlYWdnsPJN5cglG7L14lRfmwftG0CROYStlEi9CpAjWwhUDbxYCBRtxQevh+gWRlZwPX1Dm2\nL0Z8WUPceB0Dq9VCWdktJCTEIG5WPSmqN7IQ0BNy9HaNhus6KyuLP/zhDx0mSzSc598KfadE/jUK\nWRjo7SttkKBAP01uiQLJXpjaHQ5/Do6jTAEqLS1teacWkO9QYUwWsqA5EpFXz5jXCWMCiFs7C7kA\nR2R70zW+bYXT6eSFF15oZg/dav+ahiQ2RvlbIPLxRuS/i1WrVlFYWMiCBQu49957axUxGPevuQQz\neZ/cGJ2w6rLWgdyD1Np/TZkyoc5vWQjjmB1ZNDq/a2YgEz9TmErZRAvIi3zHQOhFQOO+aecCcMEF\nF0SSYnYhnMNPARcAv4ocE4+4k+OAnhQUXNWhkqWkuKiquoVvv70C6IOU47gx4n1xiMKOoy5hiNPp\nrBdbPBbIs/lJuaYrJG0CJQa4EcPSjIdYBxyxcO5Q0DZD+Vr463PQniqtW265pd1yu7KrpYpnfAZ0\n6oZBD6rHTbtiZNQ7MVzELlwZHVvC1XztcCXG9NUwwU3vT62Tiujlew5GjRpFTEx0N4TXKy5ll6u5\nrHc/RpZ3TWQcFYNyMw2DvY4G5VYZiBs7hwg7jJnsZaIRTKVsohEU5S91WDV068sL/AMYwoQJE5g4\ncSIvvvgi57y9CZJHAhuAHLCfA/bJkWP+jbjsegJxZGUdm8zckSNT8PtHoiguZLJLRmKgCYj1nsnc\nucf3VQ+FIeO2IsjKgNjXgXUQuxkSXJGqKAtX5CoseqXjxnz00UfbfQ7fjjToGZLy4ytT4Kx+4HAh\nCljPoNfj4nUVnsbjfzreOkYvhYoGXT4LhozhJvYVHDhwgMTExBZ4t3V6TU/kb90qd2BkY6uInZRd\ncQAAIABJREFUpwHOOKMuD/gpGL28PZjMXiaiwVTKJqLAUSeFtrjO9jBwPqmpqXzwwQf07duXpAFb\nIHgCjLwEnDUQ2gHBZKRt3TokCcjJsc42dTgsqOpINO10fL5BnDioJ5BNVlYs331nY/Lk4/eqV4T9\nhPY4sWSE6b14B4m3DQAsWE5YT+aiQpgbhh4hFnwB0ztQKZ988sntP8myMDEnVoHihwQV+sVCZgIk\nJkBaJmS7IL0KSViqAnzgqIZBNu67oWPrvpuHztTWVF2xroj1jOwgskBrGtu2bWPAgAEtlOzpLvrn\nkHc6FSMzPYhY0nrmOrX9mAW65f8TQjZi8oeYaAxTKZuIgpClPoe1jkGIC07w3ZoQR0pToIsDrGmg\nnAw9x0CnLLC/hvAPz0Nes1SOF5xO2PyTDU2zUVBgYcSI+r+/8sorFBcXRz+4A/BadSGpzlKq9ruw\ndA+S9ZdC4nNHQ9GzlO6qRvFbsQwTZTL7H8dMjDZj6ZfABi/e11NBDeM62YNjjEeiEWMd0MsJPeyQ\n0hvs6ZCiyLYRFigq7vDe1K+++moLz0nahzaGBXEjWzHCFg6wNq8E169fz5AhQ1qQKogo46kYces0\njE5k2Ri0pDruA85DLGwFY6FqNosy0RimUjYRBQ6M8g6dwhIgkawsYxI85w433/6pJ2NuXgVrg3BS\nBpSWgdsKaiZwBmIVpJHZq9dxvoamEQqFsNuPneWuejtxSvd1pAXKqPo+hiMrUuH6l9AcyYSnjkL7\n6FHU7yU5qfK/yFi6/AZASYQvi2GHA99r8QRes8AaD3RWwGODA3GwzwNxduhqh6oy+MaNVty9xfO3\nFQ6Hg2CwqTj1cAyu9YZQMXiwk4HBEHMC368a3+RY1dXVbNmyhdNOO61ZmYYN0zOte2LE1fW6Y919\nnYrEjnWcjSRACrGI8MjXAEkoysI7mh3QxM8OplI2EQUWRSaeSmTSm4i4o0tYsMDIJvW64ghvdvDT\nnq70uWMb/OgFVwpYXZDUDWLOjZzufQ5sPXZMT5qmUVkZwO0O8d13xZSXN2+BTJkypT4/dQfj9wWx\nOEIa5/b7FzndCrD5NRRrBpYnvoILfw2f/BW+PA9CpfTqmAoxAGbPng1If+Cvv/6a2bNn87e//Y2Z\nM2fy4osvcuDAgWaP9/kjFKnODFhvg3wFEmLBES+kbvlhyAsAiVAVD5s1zhyUhKY17xY+Wtx0001R\nM6FDIRWjJl1nF6sLOySOgm7jwT4YKAXvYU47rWHplIEVK1agaRojR45sVqZgsCfyf0KTcWrDMjqV\nbAip4zbqkG02N5KEWITROa0TkYXv2GYHNPGzg9lP2UQUSF2vZFWDcAivBJyMGNGzzn4KVCVSsUml\nwuGGpDLwBSCjM5TYQT0X7L+C4DOkp8/EYrEwfvx4Hn74Yfr169chkvbs+SH799dgcCBLz2Sr1UpB\nwWVkZraNP7pDYIGX909jYuabXNz9CxZWX05VSjKOoIPQNU8Q3HIr7BsLB4Zyw72vAhe1e8jKykre\neecd3nrrLVatWkU4HEZRFByR+ipVVXn66af5/PPPGTp0aNRz2O1FhD1Z4FLAlw+Hs+CQAl4VAtWg\nOMAaD4oFLGGwhnlzTgexhbQBGzaUAAdAGQNaIcIa56a2np54sFRB8Q4IBoBKFOXSZs+5ePFievXq\nRf/+/ZvdLxDQY8p6kpueL1GKUY+vYTB4wfXXD+PNN39ASgQHIiQ7ekvR9OYFM/Gzg2kpm4gCHwbJ\nBcikU4SkDdeBGobeMbDPCpviwe6C7C7gt4HnTxAIg/Y42H5N7969mTx5MitWrGDQoEG8/vrr7ZZy\n5MhP2b/fjWEt6TFNhXBYpXPnj9s9Rlvh1xsWWRTml9zMI398jo3LR+J+LxXvp8kEd8TC8IEwch0n\n9BnE/91xMY899lhUvuVgMMjWrVv55JNPmDVrFnPnzmXfvn3U1BgTflFREbfeeiudO3fmm2++ISYm\nhr///e9s2bIFr9eLz+fD5/NRUFBA165dmTBhQpMuYV+xFTQNalSI6wpqOXh2QXgfUAiaD9QyCB+B\nUDF/fyGFHj2OyW1sFjk58UA5aHuQd9SK0RXMCcRDRRGQDg430IuTTmrava6qKosXLyY3N7fFuPjX\nX+su6rUY9J3S7EQevBdh8DKeZ3y8hoSEdG7sKkSpxwJecw42UQ+mpWwiCpzIxHIEUcgBRFEbRAuB\nIFCtQpIDimogJRFUCwQU8AZAqYZ4F2gx4HmKH34Qhf7cc88xZcoUpk6dyqhRoxg4cOBRS/n993q5\nVl2FXBdhZs7cxdSpfept1RXUsYDTBhSpkGCRngM3IK5fHzKPrwc6QdGWbDJi/8mMGTN48MEH2bBh\nA48//jhDhgxh+/btzJkzhzfeeKOW0MJisaCqRrvMESNGkJqaypdffklCQgKPPPIIN9xwQ5PXlZGR\nwZw5cxgyZAivvPIKd955J6FQiJqaGpYuXcqqVauAByFQAJbOYg13S4C9fgjqTRgKQZNnevhwNpnH\nmOa6pqaGUChEcnJyve0rV+q16IVIvoNe/60BQUishpQMOGBB2OdyiIvzIi7vxli8eDEFBQVcffXV\nLcrUpYsNyaLWe3lXYNQqGygvP6f27+nTs/jb34oQRZwUkT0DeWcrTKVsoh6U5juimPi5QVFe6gnh\nvbL6X4r0oZ0GPAFcg6a9C8Dkuyt5e1cM/BQAqwKWEBysgFAcYAPFDpowKZ13/n6++Nwo1/F6vQwe\nPBiHw8FPP/2E1Rotg7Y1ss7BsJKjn+Pkk9NYv/6Cettyc3NZtGjRUY3ZGlhfr0HtEgMui+iMEuBb\n4LACMfD7CfD0ucb+CxYs4L777mP//v1kZGRQUlJCcnIyN910ExMmTKBfv35kZmZSUVHBqlWrKCoq\nYsmSJVRUVJCbm8sNN9xAWlrr2NJ+85vf8Nprr3HRRRexdu3aBjzP1wF/B3wQ5wCLA6r1vsW62zbI\n8OEO1q499mGBJUuWcPDgQX7961/X256Qspaaih1ImMWK0ZgkCJZ4UFMQgo5kZHEZokuXzhQW5kQd\n54wzziAcDkcWJs3jpZeKmTKlWMbCEfkOI1ZwKLItHU3rXe84RVkWkfML4ElgWeRY+y5NG9eBmQUm\n/n+HaSmbaIDgOrE4EhCFF4tMyBp1yzzenlUNIyJtEoNhKNyOwaTVS7J47bEQDLHok5PqjRATE8ON\nN97IH//4R77++mvOOecc2orCwmqMfrp6q8G61rIk4lx4YWPr6Omnn27zeK3FlO99qCvjsWb5sZ7l\nI/yjHbKChMOJ4IJZE+D2c+sfc8UVV5Cbm8uCBQvYsmULJ510EuPHj2/ELJWSksIllwjv+K233npU\n8v31r38lLi6O7du3c+GFFzJ69GjGjBnDnDlzeOqpGYhS+Su4w8jCTCfI8AM2EhKOj0IGGDVqVC3L\nVl24q4jI0x2J5eq0n9nicrfEg1IOtjAEQqCNIndCUdQxli1bxooVK/j449aFOqZM2YfUICsY9J16\nG0svonjLmji6GGNxkw90xVTIJhrCtJRN1IOi/MUPLodMdB8hJAfXAs8A96Bpf5H9LHvglE6gaFBt\nhTw/ePYBm4EeSHJYCfATmja50TiqqpKSksKDDz7I//3f/7VZzh49ZnLgQA2S1QrG5KgrZmmooGkt\nuyQ7EraHAoQLHDIvxyLGnALUgKs7eN8+dmO3xwMQDAa5665nmTXrD8AbQKR8yJ4AYSuo1cB+FMXK\n+PGJvP12NomJR+fhaC/iM5bjLtUt/C6IK7kECEHXWJSyMWhePTM7DOzG7e5DbGx9T7GqqgwfPpyY\nmBhWrlzZqjprRVmBLADWIrSj3ZAFoL6ArQJ2Rn3vFOVLpETwXuBtFToP0bRxm9t+B0z8L8O0lE00\nQMhiTDCByPceZFudRC8tD9bZoZMDnAEMmsEkYBvSwecEhHCkMSwWCwMHDmTLli1tkk7TNFJS3qOy\nsiIypp6AppOd6DSIPqR37fGDqmmEK6xy2zohBqbe5jmk4Z17bFkV77zzzqM+9pZb7LzzzoNgewsS\n10DXm+vvUBQHxUfQtE4sWlTF7353iFmzmuOmPjbQNA2lUzyUngxsA2sB2BIgaRBocVBwEI2N1PZ6\ndllhRvdGChnEa/DDDz+0WiELKuW89Ae2R7bptctHkMWBD58viMtVvxZe08axbl0yp54KcMNwTdNM\nhWyiEcwkAxMNEFZktR9CFJsL2AL0or572Aq4oTgABy3gCSFxvTRESf4LyAZ7/dhaXZx44omsW7cu\nauZxUzj11MVUVup9bEOIG7MMIYsoQ0gbDgAHKS39bavP2xHw+xSsmSEJFeoVOpFwY5za/LEdgfPO\nO++ojqushHfeiTRxCB0AZ5SyIEUnyBB88EHDzkzHB8uXH8SRUkN6n+1ADoRd4FeheD/4yiA2BElp\nkJIM5zlx3poJfWLZ0aCB1meffca0adOYNm0ap59+ehskUJE6ZAV4HXnX8oGdiJK2AOWsWrU/6tGJ\nRseR48lJauL/I5hK2UQDKIrExioQzWJDVv912yOCuO5KI/uFIhSGemlIFnA5kAa2ppu5jxkzhm3b\ntvHyyy+3Wrr16/V4XRJG27wQIrM78gmgqg+TlhbX6HhVVZk1a1arx2sLPv8yUqUTr4lInog4ispg\n539v74G779Pre5cDfog/u/4OGlBVSV1ayIqKYy9XaWkpH3zwQb1t11//MWX7Q4QybdC/CLnJRyBF\nBZ8fPOXYUwPEdnPAtgz8F6WCRa2XBrho0SIuu+wyLrnkEp555pk2ShVE3r084DIkfJKCuNFTkcWh\nm3HjPop6dEJCrS5uRz8wE//LMN3XJhpAr/W0IZayFXHZDeWUU+qU2ySkgNMFcVngU6DYg0xWer3o\nELDZwdd0j9/JkyfzwAMPsG3btqOQ04lY5W6MZC8NRclEVW9q8ihN09izZ89RjNcyhgwC9S4n9Apj\n+UUYaiyolQr8YOXK+47JkB2CeQtrEG/IG7JhVymwEqxW6H0alITBuxvDFw+Qgt+v4nQeu3W93+8n\nPz+/3raCgnJgKxUF+uIsAciE8iKkV3EpwX0/ELTEw00TIZyMtSpI73RJsFq4cCETJ07ksssu4913\n3z2KzH8PsAJZDGrA1ga/692pok+tdZSyaSmbiArTUjYRBTbk1fAjFmgQGELnzjLRhMKAMwwpXYXn\nujQQKX8y2viBH0JBfn170xbiypUrOXToEKdKkK2VqOvqtmJkh0vP35Yora1WK88991wbxms9evUE\nVyxwwIr6kQP1cxt8Z0XxwbQbj8mQ9dDaDOKGCJTtwWCi0lsPKhBWYcd3UKaXCiUi97wTkMaGDU17\nQToCXbt2Zdq0aQ22pmJkNycjus2LLCBLqH0/1Bp48z34wkf4BXkvV65cybXXXstVV13FvHnzatnO\n2oY86je6aAi913T09z4uLk6PX5uWsomoMJWyiSjQJxS9RhUgGa/XDYDNCnTJFPKQWBXCTXFNh5g5\ns+lkoLlz5wJQWFjIZ5991qrY8urVF2L0sG3Ytk9DUf6znXeqfoQuWdR2DIxLgEPfH5+x582bd5RH\nliPZaQeRxLy6YQoNGAGcFvntRCR04aZ/fyfHH3WVXQBpDJGBKOQGUH1QcxicXsrKyrjqqqsYMWIE\nb775JjZb252Efn+I6OV30WQMRP9FUXC5XDqdlwkTjWAqZRNRoNT5Lol8uxg37gQAHngGyL8avJ80\nMBi+BiYjWahLALDZLEyZMqW2WYKODRs2sHPnToYMGcJTTz3FxRdfzNixY7n66qsb1RHn5eWRm5vL\n9u3b+cUvOhMbqyd4LQfqW4fhsIfc3FxWrlxZb/u8efO4+eYGGcXApEmTGlmYS5cuJTc3t9G+TV1H\nbm5uLfOW3Q6F38AfJz/CjNufoWYDZKY1vo66mDlzJvfff3+9bR5P26/jmmuuafN1PDLDjzzE1Qgn\nc0OvxWywPo0k/wURZbOF5OSrKCrafUyuo/nnUTdjbiHwOQabFwjL1ztIWAOJMydaOOuss6ioqOC9\n997D6ZTFRFufx5AhYxFLWZdjHbARWNDoOmB+k9cRsZTNuddEVJh1yibqQVGeDYM1UhY1A1nQlwKP\nUlx8OxkZCWSfFSa/EPEYBhQo0jOadBQgE+b9aFrLDQs2bdpUr49t7969efzxx5k0aRIWS/S5q3fv\nd9mzpzFJQ9eu8eTnN57sdWiaRiAQqJ2Yf+5Qkiqh6idgDqLMPqaRZzX+VKg5iCg+lVtucfLqqzlY\nrcc2eU1VVUKhUK2b+aGHvuGpp3Yh2c4gbRCTMdzXDTPCrfDgfdziW8Ybf76IuXPnMnly45r51uKx\nx1bz6KNfynkJAp8hNJ4NoTF8eCZr1/4y6jXZbDY0TfuVpmmvHbUwJv5nYa7WTDSAF6M1nQuxjGIA\nlYwMyU3JL/KAwwLJGgTd0NmJwVQE0vD9XoyGFs0jOzubHj16sGTJElavXs2AAQO49tprOf300/H7\n67uj77prDYryEXv26PXI9eHzNe++VlW1VRzHPxtUhxD3bybyrPfV+TEM9AebherqHmhabzStL7Nn\ndz/mChngwIED9SzWp55aiShePUfqCLIA7IRkP8fUOdoKl42Hfx+iYMtf6dmzJzfccEO75PnDH07F\naM9opSmFDBoffXRl1HO43W49TFPdLmFM/M/CzL420QAujPpkvbNNKVBNKKRis1lgtw+6xQqbl1MF\naxhSHBB0gDcMYQtQDPbocbWGSElJYd8+QxksWrSIr776ivPOO49HH32U8ePH03fAKQwa9k+KDoQx\n1pL2iHy6gghz5EiQyy//hIULo3fEUxSFe++9t8135WhwxRVhFi7Us3T9iHWlkZSkUlKSjN3+X1Am\npR2G5O5QcQ3wD+BF4CXAAmmnQYUGNivx8cdf1oyMjAaWrd4a0YeUIVUhi8hNiEJOB6yQaIceg2GV\nCsUX8rVzNx9++GEbCEKiw2q1IP8v9IUrGO+eWu+7e/fo/bqrq2t1cetWrCZ+djAtZRMNkKbJxCNc\nx4ZLcDfnnBOpvYyphp5uUDWIjQVPsZSk+EvAdRDiisFaBlqno5Zi7NixhEIhZsyYwemnn05GWmeK\nDrwCrAL+jRA11G2ZF0SfED/5pOmSJ4vFwpgxY45arqYwbHgFiqUURSnGYithzBhvRCErGAoZQKGy\n0orDUY6qdmzoKFqMtjmsWlUMhEQ9OLpD8ivAPnAuhNjhst1pB3u4+RMdI8THx3PKKafU2RJGFLKd\n2kw6LPKtBJD3thNUOWDTHii+HdjCP//5T8aPH98hMoXDdyOlfy6M6TNEfa9N01ndVVW1uti0lE1E\nhamUTTRAQJNJz4nUpaZGtnfhm28Oyp9uL6yIlErFu6HcCfYkSHaANUb+tvTDFlfeLkleeOEF7v/d\nc5DyJHAe0mrpL0gno4cQy65xb+COVnYtYcjJFfy43g+auP21sMrKlbp7XYsqI1g5++ymGhccHdrK\n6DV27AZABXWzpBFUDQOmg/8l8L4EISekWEFVufY3DTPdjy+MZxrGIIpJBbIBF2ipyPsaALpAXCdg\nHdhvZOzYsR0mh8WiYCy0rMj/Fb3W2YJRUhYdpqVsoiWY7msTDeBVJUYXRjh+9ck4iVprwNIJkjQo\nOQSH00DzQ/AAlMSBNQPCJcA9lB38tF2S3H333bjSlkNMGXhvAt85iJvSgbS+mwvsBn5NXS6G5OTj\nm8S1aWO0SVi3nJpeICxf3rEWaMPs65YQDFoRWtJ0IQeJTQbLHeArhtDvIdYGyt0QVpi31Mt7/0G+\ni6uu+izyl34/VQwq2BTkfu8BsqFHfyh9CVCxJkWL+7YP8fEuampqgK+ACxv8auPxx8c1eaxpKZto\nCaalbKIB7IeNWF0cMumBKOgIEirhSDF4KsFWDuxAGKEOICVUfuB8YmPbH4f0ewIQCkBgE1g7I+tI\nG3AR8CxiMb2KMC1Jks2KFZOaPWdD6sZ2yefXk+IaQle4TfV6VmnOojo+iEWec5l8PIchpQr6PAVx\n94PnPih6HzxWsFsidbrHD3v37mXNmjUALFxYt++zXuJbhdRYh4EMsI0G5ylQXA2e98A2mofv6fjO\niDk5cQi95kiM52sDYsjK6sLDD5/W5LF1LGVTKZuIClMpm2iAhJ7iAtR7xerJWiH0hgRK5Y9gzQI0\ncG8GdiFKcReEv0Um+RMpK+8ASzC+M5TkQ1olxJwDNr1vrQ+x6O9H4t6zkMVBOcXB9GZP+dlnnzX7\ne1swevRuoivlI3W2140/gk5+YrVGIbw4rshAyp88CIf5ETi4A7bng/tOsJwNwXvA8wOUKLhcs9i6\n9chxk27fvn11aoirMJjmPIhnJCdyDS4gCKGD4N8HnsdB3QaOG3nkoZOinrs9WLLkAmRhcCIG93Ui\nzz47joKCW5o91nRfm2gJplI2UQ+adrMqK/9ExE2sW0eV6CUnGqkQng3OUkjui0yMyUBvJMbnAQqZ\n+Mumea9bjZoYcA6D0iJwLoL4HMi4CrLHwdCTwJUG3Iq4L18DpvPr265rlh1MZxLrCKxb5wX1AFjq\nRoKUSOJRMbKA0Cksg3U+Ffz979EzdI8WDQk6msPQoXsisqVHPnGIcrOBVgrYQS+jjX8dylYDVgYP\nfr9DZW4O55xzTp3sax/yfgFYwd4dnL3B0QeShkHiUKAHxGUgHcrOBk/yMZGrR49E1q27lMxMJ1ar\nQnJyHIsWjef++09u8diqqioURQlpmvafpZ4z8V8LM6ZsIgr0toixGG7YCmoTlhJOgsq94C8Afzmi\nhCNZ2lYrhCuBRE4Z2gFrvkAexPWHpEzwVEHXeOhihdIEKLVCytXg9MHpj8OWAqj8iF0bHmH37sfo\n06dP+8dvERbAB2oxotSsQA1oDmShoPd9DiD3yR/5LubGG4+u1WJTePbZZxk9enSr9t24US8tsiML\nqlgMV6wPlIPgyIDARVDzIUKxaTnuSXQAj07fBpYzQF0D9ADKIbgd6dudCMEM0OyACm69McVNst8x\nwimndOLw4bbXPVdXV2O1Wt0t72ni5wrTUjYRBSqiSHQ3sIIo3YjVbI2BzhMQyyWEWIEO2SccQO8w\n9eDUDki4sgYl27viRHCcBhWZUOGHUq/ok64qZGTApniIyYL0u7Db7XzxxRftH7sVcLlKEEEqifRp\nRLKCtci2EmA/4lrfFvneCxzC5erYNfH777fFivUjiy83snCoQOrRa+Q37Qj4t4OWhkHSAaCxfPmx\nbUTREI89sRXUdGThUBaRMVISZYsDEsHWHSFA0evdY7nx3ui16h2BL774gsrKtveULiwsxGKx/Kfj\nFib+i2EqZRNR4I98MiP/zkF4kSNJX75D4EuAE86AITdAxvmIlRgHdAXbmdx0Sx7FxYfbJUUwCDj7\nQdIhCHwMZV9B6RI44obMGOgeA347uGvAFoLqONhjZ8yYMR0aN24Kmqbh84WRexVAFFxh5OOLfCqQ\nnJ4CRElXA1VkZvbrcHliY9vS46ASaX0Zh0wD+ncNopwrgcNIOCIFoU2VxVdi4nEmEgk5gCMQezW4\nzkX4udOA7hDqC1oOKJ2kKoBLRV7bS7z5fGpzZz0qPPPMjyjKm1xwwZ9JTl6ConyGonzKBResaNXx\nW7duVYPB4E8dLpiJ/xmY7msT0aCBXxHLxI5YzBvQXdnpqS5KPfuhMgeqFYjPBOf1EKyBmlRc4RCz\nX/tjpKbz6LF5JxCOBSVH6lAz4qHaAqUqxGhQ6QFfJdiCUJQKQRf02se5557L448/jqZpUVmc7r77\nbh566CE6dTp6chOAq65ajXgIPMiipAz5L9UF8Ta4EWWtYtR7AyRSVNQ6trNjgVdeKUTc1GVIwlQa\nYnkGkOdchZEZHovQSb6NKOwxDBvmanjKY4KHH35YqDHDh4BK8MQAQbD1A7UnqPvAlQx+D4T8wkwW\n1wvKzgHv2g6VpXv3D8jLq0AWL1bgLgybxsoXX1RzxRUrWbCgcfggHFZJSFiC16sBP1rgko4rnDbx\nPwfTUjYRBboLOoQoZN1FLUxZRQe6QmUcVJSCvRJCXvD7wJEAbgs+n534xB3tlqJvL0DNAI9T6LTj\nQtDLDYPtkGmB1ATokgpp6TBIgYR9cCiDYDBIQkJCk7SKl156KS5X+xXLggV6Ilckrkwn5F4VIPXT\nRYjrV3f9q4jVqTc0+M9gypSDiOs6SH0Za4ChwHBEGes14aMiR/oRF/zxwdixY5k71xORrzsou4E9\nENoCmgdiu4Hv36BVg1YM5XvhkA+8q0jNuKDD5IiPf5O8vBByL6RjWuOpU2HhwuiZ6TbbYrxekHfl\nCNA7WVE+/s/QpJn4r4eplE1EgaqK9acgJR/VSDb2HhTlMSwWhaC/G7hsUByGUg9YE6HAiCF73ZU8\n/+e2x9zqYsd2PyQHIZwJBQPB2h2694WkZKjWoMQLhyqhbA+EyiHUCXKSyMvLIzs7u8nznn322SQm\ndkSPeW/ko9chezAy0bsA3RArNDnySa097pZbunTA+PXRsN1gUwiHI8loQG1iF1XIcz6EtCN0YDjS\nwsjibBm9eh0/59rZZ5/NU0/tQO7dOtDSgeEQN0D4rZPtQCewVkJmd+g3VG67Vsx1k5p+/m2F261P\nk/p3Ux6gxtPpmDHL6uyvx+W7ARaLoiz+LyA/N/HfBlMpm4gCf5lYSfpkXAz0p66VZLPCeaNSINgF\nvF3gsKURF8YjT7SvFHPchWVQVAMZHsjRIKzAroCEPOPt0DMGXElQ3hO83aB/KqxdxaZNm+jevXu7\nxm4dNMTiPIzRa7gi8h1ClLSu3DSMuLOb2bMHd7g0OTk5rdovK0t/tiqG1ReDsLZpke3VyDU5kFaJ\npUBPNmyY2OFyNw8rhudmB7AV3AfBEgeF5YAfwhoocVDph3gX0IPi4q0dMvqVVy7FUKq6d8NH9Nr0\nxglwK1eW1zlebznZNbLNN6xDhDTxPwVTKZtoBE17pJPEGz2IpVyDWHyHI9sEn37qxGiT9/y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2IaHTsuwXFe5IEHviQY9NOmTaq8WysPR10IgdkPUq8GBgG/QyzOHOQ+74d4I3zg8wGTgRsYNmwY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\n5xpz//bq3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vYzUj/ZIoFgv//9AbVsS6zb2s4FW9e43RbEC9ySyP+K3OSO4zBx4inIffoM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\neyymfRE4GdgZKAGzgZ+Z2V0JvfIrURDmdN8E/kMIg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aerosol_cci_one_day.plot(projection='Orthographic')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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U3sKTT28JS3nAzKeGvxpqpPw6IbngwrHUxgeSFYFjJCdjRerI960DQI804OeV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SoIZf83Kv/YWe3IQ+gxx9Gwog6Pr3Ml45yIoFH5yWI9a+altA6GP4g0KIWrLgf7bNamlmT4\n3quxZY73VVAoagRJxDDPozNRjAqF5PuHn0z/wPfiVp7OWqOyhEQnvwBofAe8fe6sLsI55x2vlpHo\nl8LfHliF4jU46/FjUQFHLKSBK6lWD2OHS0GNyqJzyWMWg3aUOmp2GyK3J2lS/SJnZVhy8+0P0Lzs\niWx96isl+jNQLD5AsSCua/z6qfUJ+cSNcJfVsQKnJaZSNamnT6B+bmIQye3hO78bfubkHKtzy/uq\nqtJ+OE/W3oI2QWLQNNDNabLudkxnCybvBEEMeQ/saBU3WsYXozDCzjDNORlRKoMdLjI8fq9MoZRB\nKjU0+M6ORJgEhe0fk7nMXIRLMG2KpRtxxatw1VbqqxpGyBPylTrv4MpVmluvolw5hCsHKO8kt9xD\n1g7pi1lOsXSElbseT204Jg1pTMFqyfU3+0MHtwiqqJmMyE0LZZro1haaO66ntesKGBdFWPNmI89M\nEziGGy3iy9WXnaf794hxzv3yvn37sqp/eKwwGFW4QDQUvK8kxqPo451l9b5nIF6CNhK0GNXQukAT\n9J2097wn5Da3pDaxzkUESMv0gtIxNzrIuKpQ+z1ryaGzDjpryfbOIrEosU2sq42dTHiv3evQWfS8\nicKWbnXJ2rNB4tNjhwuMFr4+IUYUA4GjaEycbw4dh6wt3rxiHoDHXNXgrz/w5ywur9K6/pVUg4Hs\nuxziihFlb4n+4S/jXUG1euwt5+6uPXIuykgZwA4XwBu8PY5uvmU8mjyLFnQt5d7wnzjSgXouJUZc\nM7HOaRpxCK5APc4pjj1/qu/ZYFtZ165oTKOSUaOWVCgR2oilIB3ee3r3f3fYJopbTO7vr8O5vhAx\nAM3vRHJyLiBvy+Dor4gb6hNIoxZH8ovY1VeiZ/4Ur2qfhQyXxYUlc7M9Gb2pDDtaobnzQ4yOvhQx\n8lFh6kEmg+2Oz+9A67sk7zxIeMbnwExtp+lg4ct7OZnYCKyN6hQyRIt3krUjp9o7sg+JBo+97xgo\n5sL/n4ikQn0epco/9/4dF0Ks/sEsyz473Sqe1S/74hIOnhcTGq8Yk0CYY8+629GjkEZly3Eethut\nkLW3YEermLyDG5yQwJr2FlrbrmZw+MvY0Qo66447lN5VEsinFNXqv2ONO9jfiC8PobI3IcaBepon\nE7d1Pns1Ve8I+fROfNFH5U1Upsmnt9B78IuYVhe3WKF0AzvoIFNXMR86zkHGzrbMh+aNZbz1uGIB\n3dqFUmF+vTlF1tlKY8uVNKZ3UgyiBkFw1Y/nOAvkWdmK1Pl9FHDfX5z7W3fOuFVr/Ve7pwffdbRy\nWa3N7yW2I6YuBW1sVw3BRe8WyHWMKZVBzz7fhdIS3CfjjUaY5QtBhBDykrVkVMTjwdhFbrIGVnmU\nszgXXeN1J41xEZH1xPcvC7UGNJgmyg8Yzd9Le9djMa0psu5WBke/BrG0bf4/oPy31J20eByAeYm4\nR+GzJvnMHsqVQ9x1xz6UUUw/5rswza3EevCuKnHlEFeOqFYkGNH2D//MOblb54iLMVJ+wBgzbMzs\nlDQgX4U0oZgiBGcynGv5Nk6O0IuyfJPBdDE9YOMAOzHXE4FeKhMDm7WCa/p0rtKXhrSSIBAS9XWz\nJlE3u1jdRV1FKs6JxHM+DvwfxC3aDedq/+ksL8A5ZMeb5frEkctkFUIPzIURf3B7hjQMvAsR19KQ\nuqInFa6cBV/Q2vUBmDoAY7fi4Yn9Npjqar796VdSLNzH4h1/MT6euE2b5J1tUMxx8r1rIg151NqN\n11Uix9VE3u5pnyjzAeroVEUdl7AHSX06iLgC78N7f57yxU+mqqo/XV446r0diU568FLYUY+ydxxX\nFZhGl+bcHtCeculIiJCfnPBRVP0jwXBKPMRYYc57dKONbnZpbL+WxtarZDNX4kZL2GpAtfqfkbnd\nySsocQK+ekJ9nDDXqbIOujWLaXawoyXcaEC5eozh8Qcoju1n5Z7PSP51bxFflvT2Pwu8Zq3yWNQu\nLhEBnR5m5u1EDWvTuRxtGujGFNnUTrLONmxxI4tfvJaj/9hh8dbLIVuhjqSP7/5M+C1fAu4CXna+\nAvXOGc65X7z//vvN1lbUkPch9bDEF6shoHLyvdiofZsYjIyuRme5xLyoMGDxXoL5UJLCGfQUQI2V\n2MQbUuArqeSltMjtSjzB5AAjTj+sJ04xKujeim5JGh52GDyRklFg8haNmR2gd2KHr8CNfkS8oY13\nstYD6oEeZG8jRonbpX00d97Irue8gS1Pehlbn/56GnNXQ4g70FmTvDNDc24X7V1XY4fH6Fz+pIdz\nW84rF2Ok7LXWd7py5alK57iJcm4Tq7B2Uv90A+goCxnnVGKwyHpC/yN733gOwrsQLBF7g96NDbOt\nroNyMpe8WHM+a881uHlMyIPWJgR/DYOcZkV5/ImsDTIzSAPUQQrct5F5mZgH+kP3nvInnz92S6dg\nDkkz+CJSJxjGxUJ8VB+LAXA5rhzIVHMWc5s9Y0F9Lx6QZvs2RqszyDz1oycOeS2t5iGWVxxaqxCN\nG2f0ZaS2cmzSnRwNbySjFt/PwnlaJK2sZuOkCsnlVL6PN78F9vvCudlwDTx1mtXfhuO6D5/NhTxH\n/H/OubcwWlCZ3hGirxsoU4Yc+BxfjaiqISafpqoW5d5UQxmBWFGMy6auRGkVChrIc66bM+Ado8WD\nmKktUDkp/6izIF87he2/lrV5rpMo4AdA/ZKs4y2msx2dtbDDBYrhEqY1Jx4xJSpvPnZUnWfU3w69\nlyDTNgvI9RbREZnmiPdTUndwkpeONuAcujlNY8te6aBUV1EemUU6eyeADlRXIPdxD2uNRIkIWlwL\nXP/Rc37Hzj13aK3fW60eeLk312UKiV6PFZ1wwSPig24Ci9RpYJPUhTzEsWFwfiSCRq5EZ7loqCtQ\nNMDkEkBmCwnoqgaorIvJumNvlvJWOl8rk0FYohRWTycysVw8W63p/VS9vuSJe2REHmp5F8tH6R1+\nDNWJH6hPffQzoG9Ht38FN7wS+BZQX0HnXwTdkMIt1rHlKa/GNNuY5hTZ9F60yXFVCdqPBY9kXr4S\nda9yQO/Bz28KwZBJLoZRpizLW/TSwaeipmnteDyjE3eH2rzxJq6NhB731MYGetxkI2pQL6UO9IrR\nhuvdHABfxjSOo3QH7y069AKjcEfscXqn1xlkqMsPxjQLP/6nu3eKnF8YiWgdckptBa7CVw7ppccg\ns0b4+zBwJ6I5/aqw3ybQ/6mHfFHPCaNXws5CRipPRq7tMjIPHPMAvcjwhc6LL/oTc5JFcHkikoU4\nFCFQRGl0axk3vIra8O3guU//XUblkM9/+RCNrdcx97jvCbdO7p9SmsFd0UDGUexkIzAdzjHWgQ5B\nWfnf1F0HXzEutqCMjOhMQ545W+B9Ja5Q/Wdk01cFvWeoymvAPhbV+hy+93nw7u1c2Kj4o0qpv9sx\n4190onBK5tukfi25VOdS2pBP76QaLaGUxjQ6ONPAlX2c1TLX6uVeKZPJfQteDY/CtGYYHvkKpjUr\nc3PO4EJFM1F4Ox1O8vK9QzW3hkIlCt2apVo+iCtXMfk05Pm4nCLeUZ54OXLfYuc5Fo/JkY7qFHJP\n4/SDRykbBluyTTa1A9OeBjND/6vXIqlrv0c9jfFzgIZtH4Xjz6N2hX8GUZ76RQ9//cJHeoMuBM65\nn5+fn3/Z1svmWHXb8c6vHR2H+svhD+RaxHK10SBWwBJk87hRH5Xl45ROF3LfbTXEZC3QmqiwrrKm\n5EfbEaY5LUV0cFKpybRCeuI0kpnQpY7zaMK4GFC8Jyfo7P0sSs9IEKHJpWRjKHxSLD7AaHUEvQ1u\ni3sKrvpLsu4R7OhP0PkUSssUmCIHUzI8cjfT1zwDWwzRJuQ8NzuhqZDOaDXoobRhePQrZN0dVL1j\nF7KTfVZcFKMM/JMrllHNDvnMTvKZHazs+8TE12tHySAJAVGQQk2UVpTRZZxTjFF58SGQB1J1/wSj\nKlTekfQXb2uBfJCRszLBMFtcsVGGhMyFrNXsriA7SHvnMUmEd06q3WStIPRQgncMjj6TOiq8RV1r\ndBqREdwNPC8cZ9nDT12gsnHreVUFf2phjxG1nA8j8607iGlB3lnpnSOuRIm4DvcpLkfLvJRphPsm\nXoys2wFu5Vu/fT/XXrOX0fH/hi+X+cgnjzEYVWx/0reFyNJ6XFsNFxFhkKtZ+0zE6zlCGvFZoIKp\nr9PddRtZ+0WYRhud5VTDHv0Hv0C5chBcJXnU5UAMlGmilAQL+WoAWUv0vUcrZPm9kN+L9yVWJFn/\n8DzfgJNwzv3R4UMHXpzPtCHropQKz/EA5yw6a1KuzqOyBqYp+eEqa5E1Q848ClesinvQFqKdjUc3\np7D9E1Srh9G6gSskFgDvMGYaZ6NnKDzna2ocI8uzP8fbISqfxuQdypUDqLwrhjOkAdpiGeVKtMmp\nll9IbejjO6uR9yG+tysTx418LBRtqfC2QrdmGM3fTbl6lGL+VdRTVW1kZP1MxjELx/cyde2fs7r/\niUFx7L3AtcvwaxcpkPJhcZ9z7s2rJ+7/Oddpa5nr3XgaLt/6h5QnfhwZMc8i70sU79G0dn5cRoyh\nxrT3FTGex2QtdLNDNVjCNKZwZZ+YHGrac+K4Mpks90hHy8eBRkx3bE2czQAZfGRMXf2u+ntjpANn\nQofOWVTWxPYXoPe6U1wCD/55wCcxzdkwVdjE25HIw6oOKmuStbsyOnYxbz6UZrVO5pGHK1S9eUbH\n70Y1dzz8O3IeuVhG+VYAhaV/4HYRvJ9ob5XS64oFxLFyDH/3uOFPICOj+GLHF3Kyx6iANnmjIfa2\nGoak+DqvWIVRrew7o1p9DFIQfCMXOMA0zV0fQmcjqtUH0Y0ZFLuJ+aM6a0zUc/XBY3PF+FfUjccK\nosl9N/CGcLwO0LjxEVzXc0Dv12D6l8QIPg3Rfn4J8qgU0iuP12ucJx6vdQwEciFwpAgBYDG/MqcY\nrpKbW3jND7+Ed79JcevdBzh2Ysj0Nc+lueXKNW2xd5be/TcD9yLX7AcQ1a14zJg/nAFLNHZ8ldaO\n4yi6MjI3hmLpKMWqCIuI61TET0xnG1V/G5QvrM8bT3niQbpXPcDoWHCbAm50Aq3NonP2vKVAnYYP\nZlm2bIcnZrJuE4/BF1J8XmcS+KNQkkaiM7LWNLo1HRSfJMDQZFsxtpDiFiOZmyyWDgZhDyvFBxAF\nOtXo0t55PYNj91D19kH1eDYOwJonn1kBdwVV/5iMnnwF5SrjaZpQSU1nLar+1cA11BHRnnraqaB2\nQDSpp6IGwIBs+j7wIqyjsmkZ1ZUNWP3X1O9/DqwvOS5qfqvHdtLZ82mKhXdSrSwBi08+t7fogvAb\nVVX9+NOv7275wt2xExPVAKWDLAVzoLn9DxjNPxsJUJTRqp79AM3upIRm8GiFqSZCDW1vK3QQOlLR\nq6QNdtTDhDx5Qh1nXCXvdfudMPgJ1lZii9LJAMOxxoH3FspqLD0MGd4YTN7BDhbZKF1VUKCXqCU+\nwduS9mWPoxosYLpb6e6+XrI/QvzEuH3y4F2FHfVYvvvj+GIJUPjRscse2S05P1wsrdc7lFKVK/vY\n4Qnplau6URd34rq5W51JlJ1pYIf/lvpFnIzIm5n4F+uxioEQEfdpVCYi5SoXCcA1PU6lgNdQ50hu\njDJDlFJk7Z1kU7tERjDMvUiN5Foe0FtL3dCAjOq2IBGgHwKeiqQUzAKlh399+0O6kuecH/9lmefT\nwIsRF/uXiS4w76MhDJq3oQB6zHmtVp9HtfpjlMs/Qrn4Gor5l1Ms3gA6p7KSBnXH7V/nM7fcwpfv\n+0cu3y097JV7P0WsRQ1Ix2u0Qu/+W5CR8gOIrF4kPi+hEpQ5RnPrEUl5KIfYwSLlYJVy9Sh+1EPp\nnKx7Gbo5J+2J08EgT6a4afB76e1/GhgxDN5V+GoV5+xavc4LR1FV1R/NdJx1tgwdHnFf+mqA9zbk\nE2eYZija4hwmb4bceFBKMTx6O2V/QUaxzuKpwIVn1oXKZlrT3H4V5cpRGlv30rniViSCPaQkhdrU\nqn0Hze3vFtcjjsbsFVSrhzCNLRNTD9F7UuBogn0+tQcrpphB7YEahf2vIs/fsixrvVu8V9UIdFuC\nk1QDRj/J2vKAk+8Y1HPhGpYuB5NTrTwI+F/l5MoJ3wgsV1X1Hz/7mU/jChl8xHQh7x2+HNZtqIfm\ntn+kue1tNLf9Ac3tf0yeL4QpDZmaEY9XHHj44N0g1CqWZwYVZGmsReFwxSpV7wh2cBQdhJFM1iRv\nLiMevyFyH2PBCgmsbV3+vtBBdBKvM1iU9CpnQ6xDjtJxwLK+bGxEofOviVARjqy7nelHP4ti+QhV\n7zijI3fhi5F4VEwmtbKJj6PDDvss7/sHXDnAV6uS/nWyDOCm4GKNlIssy+4sq0q0FCcVZMaGuR4y\neTw65Gg6F431pOhGLPUYo5uhVmf6Wu1mxaN0g8aWq1Emp1w5QtbZTtU7JnsZ7Q3Hj0UY1qfZxOAm\nZO64s1VSEYre2BivqeMaRw90kcYmpmh4pFJKD/gh5CEugWKWTUFlYWgknWI38PfIPHBf8kKDQZCG\nQV5spVS4fo9mbV/P4IvrGR15PPK7b+DwgXfzxp/+WZ753BfxoU/8TX3U/iJZdysAUse6xHS2Yvs5\nEnD2bNa6NSVaV0/fQqNzmHIputQzdNakGiyHEaNFZW0as5dT9U/gix7Doy9hbezCJC1Uaxu+dwRf\nrYT1/Dsf0SV9ZLxtcXHxDbrZRLW3yYg2SB16WwSXfym/VWmcX8UGtyNGotKzqd3o4Jr31ZCsuWU8\nktbNKZGBpaRcOY4dLJJ5j2l0mLr6fzNaXcK7y8i7Dq17osdtOyg0Jm8ynP+quBKrVSZlapVS6MYs\n1corWBuH0SIGHdXzj7D2nZMG2ugCvIwCTWMGXw2xK6+lVl2LjXgsNhOlOhV1mU3P6OhtIRVo9Ovn\n6R5dCN6ZZdmPXbnDfcvXj/Qy05gKBlrw5VByjHXMRIgBl0F72luwNgyCZHTsnQjQSJCrDjbdo3xo\nv1yFr4bj+6pME6d9N2kAACAASURBVF/2a2UxNK4ckHW/iGrcQ7l6A5Qx9XOZ5q4PolQPV4rnRGdN\nac+RaRiJ7xBhEmk7u0i2w25qz4wDlsEPUXoaVw5p7byGlf2fE+lWW9He+/SwqhPdaxfmxIGqGLL4\ntY9C2ZeOqHgYNlVu8iQXyyhTluUtYCYEjiddoWuZbDpd//vD//TEtyEHb01xbenxNbbcGmT31Pih\nUFkD05rBNKbwOHRrRtI0Tjxh4khTYX/xoa9zWEcr19DechDlvUgdDlfk4fVxBCA9Vu9sKBawPLFf\ng6RjfAJxx84iPczeYfgPq2wKij1gD8vvfS6SLn0EuBylCmzZH89XAmMlKHwcea5nMnfxhrBswM2f\nklrEc5c9mpVj+1m652NsueG70Y023lpMa47t3/I6qmGf45/dTe3WDA1uZpl74n582Wb1vnkaM1dg\n2jN45zDNLlM7H0U1WGE4fz9Ze4bO9isZHH+A0YkHOLVBluXlkWeQzX0U118hGOSLKflzlzHm47u2\n5887tupULQIbXY6Ii85UIS/eS8pKqxtEQxT5zF7xauBQeYe82cUVA7LWNFVvkcHRO0QkpL0F8IxO\n3IPOp0BpTNZC5UdRNLBDcZN7W1ANT6Abc+AVujGNHUR5xRiQqahG0YU5QiKse9RzwHGkFkVa4pSE\nvNNZ9214r3C2DEbA4uyzqJsthXTEo3s9Fj6YnHrywO3Y3mEQZZ4LLF97TvFVVf34vffee7uZfhTZ\n9C7cqEPVPwG2xJUr6FyKfRAyTJQyovA2IciDzsWD4Z3E59hSytYGeWBCoRk7XEY3p8cjcHl+QKs8\nuISlvZMKcQ7KAY2pr+L9V0Q4KJScFD2KCpVpqSynM3Tekuc0/jDvpRoaHeS+xgh8jXg+G5i8iR2t\n0Nh+Hf0HvkTW3Ua1fACVtcnb0/KMKE81khGzznIGx++nf+AO/CjEKrhQttJXmyo3eZKLZpSBW8D+\n2FhPeR0KhVcSBTjOjXUldaJ6H3FPSwk6IUZwh8pQrc+i8nYIvrPj/EylNK4YYJpTSK3YAao5TWPL\n1ykOP5E6WMEhbmYm/h5J3WAj6jeu6AUpOHEbSu8UbDlAecvo+PeHc92DBF/MAb+KBLw8F+k8LCzA\nL5wp1PUC8rNH4bc+Cc1vh2chKVufhyw0nqGXLNKGSKCQiyOU0xFdlf8FqXW8AsD3fe/3gB3xR3/w\nexw+eiedK57O3A3fAyEIxeQtLn+BpEx4WzFaOMjy3f8HpTS9/S1Uo4NpTOPKPlVvHo8nn9ohOssz\nl9Ha/iga01t44yuezH/+7RHDg9dQR+uvf/ZisOBWbP9oeOb4n+fmuj58rLX//eCBB7/DdPais7YU\nAxnPmVm8tbhCcjF9MZDobNcSD47S6EYbow3l6nFUI6OpSnplj6KUZzeb2i0lEEerVMMF8B5rF9CN\nGZmeKBWEOXlvV3GuxDTmKBbvR+VN7OAYa+IKQNKgyh+KfyHvQRwNT6bQQD2KjnKKHwupdhqPlshf\nV4B9KvV8ZezozSAu7/h3TDdUSLrVh1FZZ7+v+t8IKVBn4ive+zfRf/AXSt1WCoMve1K/3eRjl3B0\nTXtf4cs+Sht0LtNy3pUoYg6yFf1pkOeoHEqnqxpKvE3ZkyDB8LfOO1htcIUI/XjvcJXCD2P6HECJ\nmf0zTHBXe50T5TxjDrQdrWLas6C1yIU22qjmFOJR3kGtKRFFoI7Lb8wa9O/7KFn3SlyxjHcls9e+\nQL4L4ip2NKBcmWdl3yfGgifhhyPlf5tfx6/3gm4eLnQ95UluAL6MmZG0CurXtN6BDuUBg+iB0tjy\nGqi+G3mZmxtsJUErAJ0rP4jC45zFFf0g6O8k6T1vSZ6nk4hOmRP19L4e3ckdahd4bDBkriPf+hZM\nYw7TnAkNhwIn7lYFkkvpPcMj/xe1iy2mKPwd8DdI7YctQPZx+LnnP5zre/75lWnI/hD+5Fqt736q\n6lwlc0tWxF6kjq2XwAvv8eWPsHEhgMn8Yj+x7GZ0/hFc2SfPc8pSvBv5luvQnd3YlSO44QKq0UQ3\ntoAt0a0Zsu5OqpVDQXAm6PWaXPbsKnRjqtaACZrkdrhMPreH9twujt1yBbUSGBPnO3Fu5hi4t2G0\n/wdr7XPP6WV9eOgsy+7OmzNXjyrpmJr2tiDjakWGM+9CiKjVWVvm35QCkzNa3E/euYyyd4ysNYtu\nTo07kabZpX/oiyKdXfbBFlLYIZORjm5M40ZLUnKxHMgILJ+SkbEKxRA2aOS891D9J9aqrsXAvHjN\nY2DPpCvbovPfRre2gKuwg8OoxlaUzrD9VwHbqcuxTmY1FNSRxvGZ+xPgELCyDbHQlwKNLMtu3bNn\nz2MfPJ5rnbdxgxNjl7SKgVtKoUwzGGjJTzahiparRmNXsorZLWEtMdbhviqJ3h8HhpmWuLMJqZHa\nUK3+G+qB0fgUyWffIe/mRAfSO4tuz+GGy+TTl8k56hydN/He0T+yD7v4SsRTmSP3so+e+gh56wSN\nHVfTv/92lPLhee3RmLuK6aufgR2uMpi/h2L+rmCM9Zo329tVcCPAT8rHPWzOVz3li2mUybJsoXL5\nbCzBtvZMPEo3iTmw43Qo06RafW1YJ7qro4xe7CU7mPkc3a3HZWScNdFZTrF8RNxxjQ4qb4devyjJ\n+GqE9xZX5oyOvgIJ8bdID3xS6emLNLZ/hqy7Cz8WPvH4qsRZ8YwpYHT8mYhAQcxLbiEu4F9DvGgv\nRgz/bRm8deP8hs3DlUqpe8nmtM6npXEcLa+7Zx5vDbh/x8ml2qKgwMnPWj73blrb94Lvkc/uoVha\noFg5jrIF3kvlIqkV20Y3Z6hWDkl+4eCEpFUgoiXK5NhyFeUcqjktKVk6E+Ug50Iah8MWHcr557DW\nxTk5wpf5STP1duzqfpAKQh86R9fxkfJ6pdRbVXO38rbENGeoR/YEPeOGOGsaHbLOVjGyIZ+86h9F\n5bPgSkxrBpSiWjmMdxY3WpZo7CAgIYE13dDhrCSK3lV4pWRO0ZUTnuqNvA0KXz0K/A9QG14z8ZmH\n8x6u2QZKVP476Ma0aGgXPVy5JMI0KsP2f3LdfmIcScxfd9Tt7ecRLw8vQdRfLiWerJT6/I4915sT\nC6PxoCKmAcVysTrviDcwxFaAkmckvL1K6WCwKpQxjFUNvcMOV8IAI3Z8pC32OElFytpUo2ug/Ocb\nnJ6B5ifJW/ulYxAU5MBLDryK6mFyLjpvSZxP7xjeekZHnot4Fftkcx/FmCA1mzXwlagI2sGC1Olu\nzeDKkdTS1rl4VFBrDbJ3UJ0A3QHXPycBzufLKF9M9zXW2k+Cemm9JNx4lYEvZQ7YmOAaVdLoaEM+\n+y7KpZcheb4xjxImCwp0t54ILh0ZLVSDFbRpYKsh5eoxss6WICBR4e1orLylVEFzx+9T9R6Pq3bj\nixVEanEF3XkXWlvcUFEMV3B2iGnMyINiY8Oj5UHmOmpj7hAhhLciqUYvC+e8+AvfAAYZpL7rn/tq\n+RVONVB+GNIbJp9JhTIOr98C1Q9TK2LFSksb6eGW6LzJaOEw3o4oBwXeOqiGeJ2hlMc0Z1ANKclX\nrh5GNbpUgxMyDxY0b13Zw2Rb0Jm453TWCsYIlDL4OEJzFt2YVFSbDCqKy+SVcMOjaG1OOGfrSLSL\nz7uMMb9eFQtbdD6Hqwbo5izaNMXFbAu0ydH5FLrVxfYXMK05qp5U2fJVX6YctMzNxSA9V8h8mwhB\n1EbeFSviBVEKqoGUbxyFQEUVOr9enWZ6fiE06LHSU0yDshP/4jxw7FD/vrwxwTXpq6EIuyiNq66m\nfp+i1yW+dzFGchCO9yDwN6is/RlfDS41gwxwu/f+l44d+NqvNnd/q7KDFamHHZTTvK3CNRuiskYY\nifrQTsk7o0wD55GyjTh8WeJQQY1wNDbOdWfah2UKXy3jTRPclac4PQvFNfj8LonezqI3NIzincVr\nL9NDKhsHyEp+9JD2nk+PjbiM2tuUC/tpzF0FBGW34Kmzo1Vq4adJJbGIBxemM1z/6nN2B84TF9Uo\ne+8/BdVLfZxrCG4WlTXxZRVGxwalPQo9LgentKGx7YMyYnNdquMvZ9ygtu9i6rI7xSBrKTvnir50\n+GNggc6w/YWQZpFJ9GFVjB9A7ypM6zaMuj0EQfxdeEBgHMQS1KBcNZIRxGgFfIU3LUwjplRFQ1QC\n/wsJcnkd4kWzPwu/8DsX6FI/Yrz3vwb2B70dKJW1wRMio4PqknfBdeYhf4csKr8b6ZzEF2V9HuO8\nuEJNU+b37UikGV10lTVFzGD1GFl3h7holcLaStLbghdFN2dRWQtjsrEhVlqLDrQrJWc5lIPUeZvR\neFQWRWAmI+abwD581cPDT7PR8P7iMaiq6jezjN/weVu54QrWHoPWVpTJMJ0duGKFcvlrQWAhyBdW\nBSrvYDqXhXm9BtVwoU6j8eIKl/J1IXgP8EoMoMKAbuDKGF0dBxr6FAY5BgAu412Mjs7XfR/3Yyb+\n71D5MuO42WoojbhuhP76pHcjahTEe9mnFuXJgHdhWh3scPE7H8H13uy8SWv9gpnqnmcXe56f2apk\ncOA2lKuk0p2LioJBdjXWdie4oe1AOq1WOjl+rC8QaqKHUrO1eli4MwpMFN7IbgEbByCTNMB8UYyt\nIqTeWZTW6GoocTyuLfPc2uOdkSCumcvCiF9Rrh7DNKfknS9WyaZ2Y9ozVANHtXoEsibKlZxpwOp9\nCPDSbXD9+87RtT9vXFT3NfAM4GbV2BYUseTGmaAsFFOZvHNhfiTMkcVyYllDcpdDNRNtmiIRp81Y\n8k+KwAt21BurbHlbl4qTm+aCvJwSQxtP3ZXjXpykDcinr4YTAifSMMT5G0kj+I/UI4HPAH8FvBqp\nwFTeBP/l1efqOl8otNbv9ajvx2yT/NesKx4Nna1JzViPL2eAH6FujB2wRHvH+6nKVsg/l4hQ3ZhG\n5S3sYFlk+BptbC8EPmtTd9x0LikVWuOGK2SdbSityaa2UawcxY16mNb02ImVz+zCVSOq/gK9/U9C\n5qwmH09P1OxV2ZvADVe9qzaqgnGx6RpjHnBmei6fuQbV6KB1hisH0vnUuVy/3rx4fnQmlbuaMxJh\nW5VjFyQ2PudhIiJ6qOIodOwOjcSUIzXhuj493jbA/XsmYzJqQzwpWeuA30Xl9dykvNOxZq50DGzv\nddTBPzEXORr+WCXuJlC3g6+eiCTZX8pclmXZHTPbr9jKnhfiq4LR0kGKE/dJsYeImshcUEbaOi8D\nkHHhnHGbKC5s6fQyoeUwYSvGdsNT9X6c2JYKcj9M5/fXnaoINKmsFVJUkUI2eXccHa5zib5WSlH2\nF0SwJDyjw/mvkXW2iwegfyKcRiUDJ3ey6IgKv9tVK+D6oLKX46v3P4xrvCGX5JwykBljli2tlmls\nkbmGOO+gQ7USGPfgVNas2wElaRixoIT3FtOcRuftOrcOxvl0Y3ddFF+A8Pz5UPJMjoE2eBcKyGdt\nYuEKZ0f4chGdS8qICDBsnL6lG1NUvTnglYhM5duR/sd3A+yHX3z0SRt+Y/A44EvorlKmLdMLWSu4\n/09WQJuc05naNYetBgyOj6RDZZp0tzbpL/vxvFfWmgOVofMmti+iMj7IPZrO9noMF3asm9OUCw9K\nhOhomWzro6lWD6FQZNOX093zBMreCVw5JJ/Zicnb9A5+meaWK1j80tWsTasLnYXW+2D4JYB/Bfzp\nebuSj4w3GmN+Pdv5DIUH25cRrq/60kCF9KHYsV1rYKM1XR/FcWorO56qUOIyPDn+4/R4D1Q/G7aa\ndM5NHvMYKn/nxFcV3heYXNQwo9iELXdC+b3U0yIltVH2SAf4LwF+DHjHQzjNb2T+BfCR1q4nq84V\n34LWGVXRp3ffLaG6GICUYowBW5Ptvgpyl+MpuBAnoHQWbp4LTaav2841D4Gn6j0H/BPDwn3o9t+K\n1yysrGLnL1b6akxhRyuQNaUmOEo64c0pCS7Mm2PtBxVH940WxcKB4KEcoPIutj8v+wxFMyaRqSuP\nL+ZRWQdfrZ5TsaxL1Sijtf6g8+YlKuuQdfdKqL7JZKZ4ZT+6uQ3T2jo2vL5cxQ7naWx7vBhlGbpS\nnPgKprMD094J3uGqIb7qUyzuI5+9VqThAlX/kBy7sWUcOepdhSuOk3X34KsKW4SarHYoowrdhlDT\nFg/eLovCkK7dct6NwBWoTFylvtyBTMd64F86ePKz4I2fPzdX9+KglPpj7/lXkKPymTXf+WoZdBOl\nm6h8SlJi7ABXLaPNLDIa0+HdFiES3doeUhmsdIbKEzS3PQlfDUUov1iiXH0QpTSN7U9iZvf1FGjK\nhf0Ux79GPnsNOu8ytfcJPOayKb5426cpVucZHv0yZvo68s52WjsexdKdH0A1ttLadq10mkYLVMsH\nqHoL+OLboH0cnR3B9e8HOwCZ+N+stXY7WuuDzquZfOZ66VSG9MGq96BUzlEhdVApCXxxQ1QmOdxA\nqMyzChiUCdMtHjwl2D6YOVTMiPYOb/vBWxUqgY1H2z0wHbTK6plHK25kZeqa2RKJvYKIwDwNia1Q\nwBeAv0bltWayQuOqRZTpoLMpoiCMq/r4alnSYZiWznb/WWBvQ1IMdwJvRWnzIe+qjQTsL2XeCPyG\n6e5i+poXokzG8Mjd2NEK5cq96HwGnc8QrakrV3DFCbL2FYytq9LY4RGUaqCbc9JlUgpvR9jhMUxr\nV+3+RlGNjqGUwTS2yh6CtK4bzUv+uoptY5iD9hbT3BHU42TqqOofwLR2YhrTqMYUCqhGx6Hq0dp1\nI1UYLSvTYHD4c2RTezCtbTItYy3FygPY/kGy9m7wYIugCeFHKN3EuyIIAPndSKTtOeOSNcrA64Hf\ny+eeEEQ+wLRmJZdOhdrEMdgghNPb3jwqk3nI8bF0Jq7MUsoLuqIXnj+HK/rYoifzFx7pPZWi9FMj\n/5f0KFfn7m1EmPNY+/+1Iw1phBZRyve9d1cDx87iWnwjsFdrfY+jmU82upPISLgh8/9RFN5OKDiF\nRjaKFMQAPkLEqMqaknKlM6rePNPXfBt+25W0fEFxbB/Zjmvxg2VW7vuCiMHojKmrnoI2GbYYAoql\ne/4Bk0/jfUk+s5Ni6SB4jS8HMgKviiDtJ+487yrc6ARueBiksPVHLtD1fLj8KPCHqrkTnU2PiwOM\n9cZthfdlCGYMbl3v8b4EX9XGNRK1iSF4sltgR8Ryd5zVq/zIkWmpoBqHR8diMUoxrnCls4m5bT9u\n5EfHb8M0pgs7PDHFqcXrL1mUUu/O8/wVzStfoE1rVtTZhkugtIyYfbV2hKxih8sS84jDF4zbsrEa\nopKO8zj4SlH1HyDrXCEj0hj9HeNyxuvFXZrxKBkQZTBnpeMXBzYeMdztOckOcFaKVuAkOltnuKqQ\nKc0wyLJlHzdcFQnRsi9iTaE9saMF3OAAurUTNzx6ziWlL2WjvBe4L5t9jJR50xk672Aa7ZAHp6UX\n7Sxl7zjKe1TeIutsq+cxQ05eDCbw3lP1jmLyLrbsB9tsx5F50oBNPDTRcLgKXw42dEs/FLz3YFdQ\nlNZ7fyNSVf1S4jeU0m/0ZjZI+FE3mKYVDKoGlYW5ookoTg/ojGpwjHzq8vE6SikxylkHk7coe8eY\ne/wL8H7A/G0fo6GXmHvsi+jM7aHXW6F/8G7caKU2GN6TzV7G6Pi9Eo0MeFdRLh3AuxKTi7vd2SKo\nHo0ktQcv0numgx8dRmt/u3PuqRfx2p4tOsuyO3TWemxRNcdBb2uN58kuaXnfLUplazyQMVd13crn\nxBiPu6wqG8eAuLLH+kpHSmXjVB7GQZ7Z+BzEOOj6mYrvvfcUC19BOn/DHdQ1H7/ZaGVZ9vezs7NP\nGU7daExrFleOxDAH2VopJqHG9wGl8R7scJFsaodMfxS9sdtYGZFAleAvmWOOU4a2WAn3y0jczaRB\nDhX3Jl3WyjRCRkxbor+pDbwg9bajAdfNKXmvp7YRO/auHAXFvxI76tGY3gFKYUc9+a3FMm7Uw1cV\nVW+/lGZ1oy4nJ1I/Yi5lo0ye519x2dbHNrZcLyMlk4+Dt0yjC1pC/F1V1InxthjfTluNJNilGkka\nhRMd4DgX4WwZeoqhBm0wws4WIgcHgDxk6zm5ItIZ8Ihb0A/h0syPBJjOsuzuyuqdOgupKKqOjq+9\nHHm4X2uvnW5MiRFQhOha0XLWDRm9NbbsIe92Wf7ahxmduHe83Z7HPY9yy7NQpqLqL1MsHZNYAVvV\nIwJX4obLISBMVMe8jQ1KMAKmITq4oaACaLxdCWkTPAH4yvm+gOeI5wEfw3RR+vRFVDYin7kSO1wO\n7u2g7OTdhHeKNQax1nU/HWptNyDqdCvptOmsLdNQo2UwzbUep3A8bSRIc1zVSwdjbSY0nUOapEcM\nsq8G4KvHAV99yBfi0mJXlmU3d7vTe0fNa5WMSJ1UxwvFY2IGi867mGYXr5RkjChF1ppicHQfvhzh\nlZIypkUPPOi8hceh845oy/cXgr6DzFPL/p0Eu4IE3hLaUG+DNzMbB8vGe1g/a1IUJWbiKNNCmQzd\n6NQBvz6KPUXPjsK7knxqB3hHsXIEbVqMFu6hWrqL5vanMJq/7bwUXrok85QjZVn+FXbhsWStcXFq\n1ejgRz15IExDbqp3eG9ROseWIaxeG7zSlIMFSWvSBhXLxgW0yfE6A1+JAhfIQxakMmM09tp08+DK\nsytgZuS7WN6MemQhMRF1wJCrDfIPcWkaZICVqqp+Gniv91UQlAf5/SN0Pi2Rn5OBRhO9YbzH2gLT\nlLl3ZaTYiM6aTF31JMqlAxz7zFvHB7vm2us51LuaHU9+HkcOL9E7dB+uGuFGfexwUeZUqxHOldI7\nD0F7IqzvRRFu0qDYUcgl9ygPzpfRIP8m3zgGGeATSqk/m+6aH1zuO6PU2bc92dQe2jseg8fhRj2q\n0RKjo3eMa9yOFaFCJ2syrzu+J5Mja4VCN2ZwVX/NMkInGxSmvQXvHVop6GxHZw3K5QPorI2Ketqr\n96OmHoXO20E2spLUuFyCQEWBr4RMihgUx7+Er3rg3TNJBhngSFVV39HrrdycV3dv81M3SI6wk86W\n1g28tcHQZahmh/bcTl763Mfz15++G5SiWG6QZxbb3I4tR+MOmUwzKbL2rLxXSmEHy2MpS53luHKI\nbnTQjS6mPY0broK2DA7dzo4dT2BxVEqUdzDg4+DbYJylYy/GOUbr+3Io+dNBxUuNyzKKu1x5KJYO\nofOmuK3LHrb/IKa9/bwZ5PPJphgpA88BPikbmbgx4wmuNUxGTm/8lWzPyeudx9+67gTeAPzueT7Y\nRccY8xFr7fNPvhEbse6GqPXLw2hs3IMWsiynsm6cQgGx5x335dc9Ig/nHntAO3AznAP5vQvMTmPM\nPdbaqbO7D4GJOdn6GsZ7MzGnSJwnPAt0Jp2i9e/ZmjnKMDJav09twK+P656I1Tgp5NvX7lH8C4BL\nQdf6XPKkLMs+WVXVbJSajZkohIHNpAer05J006IoKIqgTDieA9ZhmqcuraqD8YzinISKY5kxKK2o\nqjD/7GEsT5znZFnOYFRwMpNxOevf6XWryK859S8Pqaq6tf3X3XD+F8/iWj0sviHd12d9EjIx+dOc\nuaLBNwIHvPfvvdgncSFQSl0JvPxin8c54u+995+72CfxcFBKPQ8pzP3NyBe895+42CexGVFKzQGv\noq6w883EPu/9By72STwcNoVRTiQSiUQicWmMTBOJRCKRuCRIRjmRSCQSiU1CMsqJRCKRSGwSklFO\nJBKJRGKTkIxyIpFIJBKbhGSUE4lEIpHYJCSjnEgkEonEJiEZ5UQikUgkNgnJKCcSiUQisUlIRjmR\nSCQSiU1CMsqJRCKRSGwSklFOJBKJRGKTkIxyIpFIJBKbhGSUE4lEIpHYJCSjnEgkEonEJiEZ5UQi\nkUgkNgnJKCcSiUQisUlIRjmRSCQSiU1CMsqJRCKRSGwSklFOJBKJRGKTkIxyIpFIJBKbhGSUE4lE\nIpHYJCSjnEgkEonEJiEZ5UQikUgkNgnJKCcSiUQisUlIRjmRSCQSiU1CMsqJRCKRSGwSklFOJBKJ\nRGKTkIxyIpFIJBKbhGSUE4lEIpHYJCSjnEgkEonEJiEZ5UQikUgkNgnJKCcSiUQisUlIRjmRSCQS\niU1CMsqJRCKRSGwSklFOJBKJRGKTkIxyIpFIJBKbhGSUE4lEIpHYJCSjnEgkEonEJiEZ5UQikUgk\nNgnJKCcSiUQisUlIRjmRSCQSiU1CMsqJRCKRSGwSsrNdUSl1JbD9PJ5LIpFIJBKXKvPe+/vPtJLy\n3p9xT2KQ8/ugPCdnlkgkEonENxl94IYzGeazHSlvF4P8cmDnxGZm3W7Mab6b/Dzd9qfa3/rPyXVP\ndayNlp/FTz7Vaa3/zDZYpie+W7/ORt+t3/ZUpz657enOJ/59uu/Wf55pndMd82yOvdE6Z7oW408P\nxoZ1HABKy98mC5/Goc3JywB0XJfwNw5NFQ5ZL5PPuK4dr2/CstOtUy87eZ24fKNl67fV42NWp1wn\n/n3yfh76+WUTv+1c/YYznV99PU/3G+r7c/LvOs352fD/8acMOMIjgLGgZHPCIQib15+T369fZie+\ni3+fan8bbbN+2fr9uQ2+O93nhVwnfp7N9TvVtdho+UbXdGKbykIVvqvCsnB7qezaTaoNdlNt8Hmq\nQ27090bbr1/nTPurgHng/dBBvM3nxCgHdgKXA/m6zSf/Pt138e+zWeeh7G/9d2ezv1Ogwj+oDcep\njNbkoTf6Li4/3Xfrtz3dd+fjmNlZrnOmvtFGxz7d59kcEyDzkEWjLJ/KyOOu89DAZ7Y2xllo0OPf\nY6M8aaxio3/yd/JZnea7s1nn5P2f7ruHss75P79H9hvOzfmZ8f7rZXrdOoR1GP8djbAJrXc2/pvx\npzpdaw2PvIU/3TZnc+yz2c+p1v1G/g16421KoPL1/6E2zuW6TcpTLFv/9+m+O5/7O1tSoFcikUgk\nEpuEZJQTzbzBhwAADsBJREFUiUQikdgkJKOcSCQSicQmIRnlRCKRSCQ2CckoJxKJRCKxSUhGOZFI\nJBKJTUIyyolEIpFIbBKSUU4kEolEYpOQjHIikUgkEpuEZJQTiUQikdgkJKOcSCQSicQmIRnlRCKR\nSCQ2CckoJxKJRCKxSUhGOZFIJBKJTUIyyolEIpFIbBKSUQbgpot9AueXOy/d32ff978u9imcV+6+\n6daLfQrnlQ/ftHSxT+G8ctMnL/YZnF9uOnqxz+D88fcX6bjJKAOXvFH+6qX7+9z7L3Wj/IWLfQrn\nlQ/ftHyxT+G8ctPFatkvEJeyUf6Hi3TcZJQTiUQikdgkJKOcSCQSicQmIRnlRCKRSCQ2CdlDWz1O\nIMTNzAZ/n+q7yc/TbX+q/a3/nFz3VMfaaPlGP3kJCAE1PvwDcOHTrlvdT/x//Tqxm1NtcHp6YtlG\np6lPc+qT25p162x02Sa/Gy3B4Vs33sacYvv1+z3VMc907FOtc6ZrMf70YMLFzeRiey1/u8zC0hLu\nttsn1gmfRtZ1cd1woywOHW6ODcv0+NOGQ1tMWGbCstOtUy87eZ24fKNl67fV42NW42WjpSFHb33w\npG1O3s9DP79s4redq99wpvOrr6ess7pkufPW4brfUIXzcxv8rtOcnw3HsD58IuvGR8KCiu9rfD/t\nus/J79cvsxPfxb9Ptb+wfKkHt+4L36/fz/r9uQ2+O93nhVwnfq77vUsV3LrC2t99imux4fKNrunE\nNpWVfwBVWBZu70mbVKdYtv7zVIdc/3cf2H+K/Uxuc6b9VcA8Z4/y3p95JaWuBO4EOg9h34lEIpFI\nJIQ+cIP3/v7TrXRWRhnGhnn7OTixRCKRSCS+2Zg/k0GGh2CUE4lEIpFInF9SoFcikUgkEpuEZJQT\niUQikdgkJKOcSCQSicQmIRnlRCKRSCQ2Cd8URlkp9VNKqf1KqYFS6rNKqWecYf1ZpdT/VEodDNt8\nVSn1ogt1vmeLUuo5Sqm/UkodUEo5pdRLz7D+9yqlPqKUOqqUWlJKfVop9YILdb4PlYf6+8I2r1ZK\n3aaU6oX793al1NYLcb4PBaXUzyulblFKLSuljiil/kIp9ZiHsP0rwjV5//k8z4eLUuonlFK3h+cs\nPmunfYeUUt+vlLozvHO3K6VefKHO96HyMH/fN0S7sp7wrDql1JtPs85rlVKfUkqdCP/+95na2c3C\n2fy+sN4bwj3rK6XuV0q9WSnVPNfnc8kbZaXUDwL/D/BLwFOB24G/U0ptmN6llMqBjwJXAt8HXA+8\nDjhwQU74odEFbgN+irWSJqfiucBHgBcDNwKfAD6olHryeTvDR8ZD+n1KqW8D/hj4f4HHAS8HvgX4\ng/N4jg+X5wD/HXgm8HwgBz6ilGqfaUOl1KOA3wI+dV7P8JHxAPBG4Gnh38eBDyilbthoZaXUtwJ/\nhty7pwB/CfylUupxF+Z0HzIP9fd9I7UrY4Jhf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax=aerosol_cci_one_day.plot(projection='InterruptedGoodeHomolosine')\n", "ax.bluemarble()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Aggregation" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Given a set of UngriddedData...\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "... we can perform an aggregation over a specified grid...\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "... to create a new GriddedData object (which is essentiall an Iris Cube)\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "gridded_aerosol_cci_one_day = aerosol_cci_one_day.aggregate(x=[-180,180,10], y=[-90,90,5])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CEIHKpyLDBnVGQeOPs4eX6o1R9wZzIhz7BDIugXc9QEI3M2Skw5GD8PN3MONDuP8hmH8L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\nHAgcRdiK+i8J/wsI99Xngd0IdfJG9BtJuNdOI9wDI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gridded_aerosol_cci_one_day[0].plot()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Exercises" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**1.** Read in ``AOD550`` and ``AOD670`` from the 5 days of satellite data " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**2.** Subset this data down to the region covered by the aircraft data" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**3.** Try plotting ``AOD550`` against ``AOD670`` from the subsetted satellite data using a comparative scatter plot\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Collocation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Model onto Aeronet\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This is an gridded onto un-gridded collocation and can be done using either linear interpolation or nearest neighbour." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "This is very quick and in general CIS can even handle hybrid height coordinates: \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "od550aer / (1) (time: 1464; latitude: 96; longitude: 192)\n", " Dimension coordinates:\n", " time x - -\n", " latitude - x -\n", " longitude - - x\n", " Attributes:\n", " CDI: Climate Data Interface version 1.6.9 (http://mpimet.mpg.de/cdi)\n", " CDO: Climate Data Operators version 1.6.9 (http://mpimet.mpg.de/cdo)\n", " Conventions: CF-1.0\n", " advection: Lin & Rood\n", " date_time: 20140613 051140\n", " echam_version: 6.1.00\n", " grid_type: gaussian\n", " history: Fri Dec 04 17:15:40 2015: cdo -r copy od550aer.nc ../../temp.nc\n", "Tue Jul...\n", " host_name: p101\n", " institution: Max-Planck-Institute for Meteorology\n", " jsbach_version: 2.01\n", " operating_system: AIX 6.1 Power6\n", " physics: Modified ECMWF physics\n", " radiation: Modified ECMWF radiation\n", " title: AEROCOM\n", " truncation: 63\n", " user_name: Andreas Veira (m300259)\n" ] } ], "source": [ "# Lets take a closer look at the model data\n", "print(model_aod)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from cis.time_util import PartialDateTime\n", "# First subset the aeronet data:\n", "aeronet_aot_2008 = aeronet_aot_500.subset(t=PartialDateTime(2008))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "Note that we don’t actually have to do this subsetting, but that otherwise CIS will interpolate the nearest values, which in this case we don’t really want." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/watson-parris/anaconda/envs/python_workshop/lib/python3.5/site-packages/cis/collocation/gridded_interpolation.py:181: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " expanded_result[~self.missing_mask] = result\n" ] } ], "source": [ "# Now do the collocation:\n", "model_aod_onto_aeronet = model_aod.collocated_onto(aeronet_aot_2008)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ungridded data: od550aer / (1) \n", " Shape = (1885,)\n", "\n", " Total number of points = 1885\n", " Number of non-masked points = 1885\n", " Long name = Optical thickness - total 550nm\n", " Standard name = None\n", " Units = 1\n", " Missing value = nan\n", " Range = (0.02192891966422272, 1.6932252635449034)\n", " History = 2016-12-07T11:53:21Z Collocated onto sampling from: [] \n", "using CIS version 1.5.1 \n", "variables: od550aer \n", "with files: ['../resources/WorkshopData2016/od550aer.nc'] \n", "using collocator: \n", "kernel: lin\n", " Coordinates: \n", " Longitude\n", " Long name = \n", " Standard name = longitude\n", " Units = degrees_east\n", " Missing value = None\n", " Range = (4.3500000000000227, 4.3500000000000227)\n", " History = \n", " Latitude\n", " Long name = \n", " Standard name = latitude\n", " Units = degrees_north\n", " Missing value = None\n", " Range = (50.783000000000001, 50.783000000000001)\n", " History = \n", " Altitude\n", " Long name = \n", " Standard name = altitude\n", " Units = meters\n", " Missing value = None\n", " Range = (120.0, 120.0)\n", " History = \n", " DateTime\n", " Long name = \n", " Standard name = time\n", " Units = days since 1600-01-01 00:00:00\n", " Missing value = None\n", " Range = (2008-03-03 14:25:42, 2008-12-30 13:46:04)\n", " History = \n", "\n" ] } ], "source": [ "print(model_aod_onto_aeronet[0])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "notes" } }, "source": [ "Note the updated history" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "scrolled": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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rQ4zNH1Y0sLicjomBvfeGL79sfyerVCoKrcRkZ+s6Mcq9XB9ibCIiwM+B7YG1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from cis.plotting.plot import multilayer_plot, taylor_plot\n", "ax = multilayer_plot([model_aod_onto_aeronet[0], aeronet_aot_2008], \n", " layer_opts=[dict(label='Model'), \n", " dict(label='Aeronet')], xaxis='time',\n", " itemwidth=1)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2srxo1aoVExGfPn2amYW9IL/88kt2c3PTfOHTIORjdmFxvlN7IGTUa52tfJu6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\naNAg6ytuAq1bt9YY6fls3G+6KIBnAC4DKJfD+eN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H1Dnd3d1p4MCBevsolUpaHbxasKT6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\np9PJTz31l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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "taylor_plot([aeronet_aot_2008, model_aod_onto_aeronet[0]], \n", " layer_opts=[dict(label='Aeronet'),dict(label='Model')])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ungridded data: od550aer / (1) \n", " Shape = (1885,)\n", "\n", " Total number of points = 1885\n", " Number of non-masked points = 1885\n", " Long name = Optical thickness - total 550nm\n", " Standard name = None\n", " Units = 1\n", " Missing value = nan\n", " Range = (-0.86902314968727379, 1.3514322635449034)\n", " History = 2016-12-07T11:53:21Z Collocated onto sampling from: [] \n", "using CIS version 1.5.1 \n", "variables: od550aer \n", "with files: ['../resources/WorkshopData2016/od550aer.nc'] \n", "using collocator: \n", "kernel: lin\n", "2016-12-07T11:53:22Z Performed unary_func operation\n", " Coordinates: \n", " Longitude\n", " Long name = \n", " Standard name = longitude\n", " Units = degrees_east\n", " Missing value = None\n", " Range = (4.3500000000000227, 4.3500000000000227)\n", " History = \n", " Latitude\n", " Long name = \n", " Standard name = latitude\n", " Units = degrees_north\n", " Missing value = None\n", " Range = (50.783000000000001, 50.783000000000001)\n", " History = \n", " Altitude\n", " Long name = \n", " Standard name = altitude\n", " Units = meters\n", " Missing value = None\n", " Range = (120.0, 120.0)\n", " History = \n", " DateTime\n", " Long name = \n", " Standard name = time\n", " Units = days since 1600-01-01 00:00:00\n", " Missing value = None\n", " Range = (2008-03-03 14:25:42, 2008-12-30 13:46:04)\n", " History = \n", "\n" ] } ], "source": [ "# Basic maths on the data\n", "print(model_aod_onto_aeronet[0] - aeronet_aot_2008)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Aircraft onto satellite\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "As you can see the difficulty here is the sparseness of the aircraft data, and actually of the satellite data in this region." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This is an ungridded to ungridded collocation:\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Read all of the AOD satelite variables\n", "aerosol_cci = read_data_list('../resources/WorkshopData2016/AerosolCCI', 'AOD*0')\n", "aoerosol_cci_Alaska = aerosol_cci.subset(x=[-170,-100],y=[35,80])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "UngriddedDataList: \n", "0: Ungridded data: AOD550 / (1) \n", "1: Ungridded data: AOD1600 / (1) \n", "2: Ungridded data: AOD670 / (1) \n", "3: Ungridded data: AOD870 / (1) \n", "Coordinates: \n", " longitude\n", " latitude\n", " time\n", "\n" ] } ], "source": [ "print(aerosol_cci)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HDkycOBFv79+yMq6mpKQEq9XKli1bjKNXNVOTouzg3HN6BZgoIs/VSINqACPKBkPVKC4W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z5PfW1fA3GcwsI6YrERkDAuVa2l1J6j/+lj4C8/hx0qgf0b4fbbtyIDeRoZvNWqeuQm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\nmB8dMoRzYLCkLSR1TZQ9gDCPIOfNiOOUCnfKTjlIO8pTCb3Mx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aoerosol_cci_Alaska[0].plot(yaxis='latitude')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/watson-parris/anaconda/envs/python_workshop/lib/python3.5/site-packages/numpy/core/_methods.py:82: RuntimeWarning: Degrees of freedom <= 0 for slice\n", " warnings.warn(\"Degrees of freedom <= 0 for slice\", RuntimeWarning)\n", "/Users/watson-parris/anaconda/envs/python_workshop/lib/python3.5/site-packages/numpy/core/_methods.py:116: RuntimeWarning: invalid value encountered in double_scalars\n", " ret = ret.dtype.type(ret / rcount)\n" ] } ], "source": [ "aerosol_cci_collocated = aoerosol_cci_Alaska.collocated_onto(number_concentration, \n", " h_sep=10, t_sep='P1D')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "UngriddedDataList: \n", "0: Ungridded data: AOD550 / (1) \n", "1: Ungridded data: AOD550_std_dev / (1) \n", "2: Ungridded data: AOD550_num_points / (unknown) \n", "3: Ungridded data: AOD1600 / (1) \n", "4: Ungridded data: AOD1600_std_dev / (1) \n", "5: Ungridded data: AOD1600_num_points / (unknown) \n", "6: Ungridded data: AOD670 / (1) \n", "7: Ungridded data: AOD670_std_dev / (1) \n", "8: Ungridded data: AOD670_num_points / (unknown) \n", "9: Ungridded data: AOD870 / (1) \n", "10: Ungridded data: AOD870_std_dev / (1) \n", "11: Ungridded data: AOD870_num_points / (unknown) \n", "12: Ungridded data: NUMBER_CONCENTRATION / (#/cm3) \n", "Coordinates: \n", " TIME\n", " LATITUDE\n", " LONGITUDE\n", " ALTITUDE\n", "\n" ] } ], "source": [ "aerosol_cci_collocated.append(number_concentration)\n", "print(aerosol_cci_collocated)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "aerosol_cci_collocated = aerosol_cci_collocated[::3]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ERERybseOHYeqHkOGDKGmpkbJRxunCoiIiOTUq6++yoABA1T1aGeUgIiISE595CMf4YYb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\nCYiIiIhk3f8HcrpdgXDVnksAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aerosol_cci_collocated[:2].plot('comparativescatter')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Exercises" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**1.** How does the correlation change if we only include those average number concentrations which averaged more than one point?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "**2.** Consider the case of comparing our model AOD with the AerosolCCI.\n", "\n", "**a.** What strategies could you employ?\n", " \n", "**b.** Perform an initial assesment of the model AOD field using the Aerosol CCI data for the few days we have data." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## CIS and Pandas" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ALTITUDE LATITUDE LONGITUDE AOD550 AOD1600 \\\n", "2008-04-11 20:01:30 233.4 64.8029 -147.8828 0.270871 0.284781 \n", "2008-04-11 20:02:30 652.9 64.7594 -147.9471 0.279516 0.294635 \n", "2008-04-11 20:03:30 1099.1 64.7385 -148.0415 0.328403 0.345198 \n", "2008-04-11 20:04:30 1496.7 64.7820 -148.1129 0.379837 0.391794 \n", "2008-04-11 20:05:30 1877.5 64.8434 -148.1207 0.432696 0.443872 \n", "2008-04-11 20:06:30 2245.8 64.9073 -148.1275 0.514773 0.520862 \n", "2008-04-11 20:07:30 2638.7 64.9720 -148.1360 0.483544 0.489666 \n", "2008-04-11 20:08:30 3013.7 65.0354 -148.1538 0.260520 0.265527 \n", "2008-04-11 20:09:30 3275.1 65.1007 -148.1691 0.407154 0.416466 \n", "2008-04-11 20:10:30 3411.1 65.1700 -148.1806 0.387216 0.397496 \n", "2008-04-11 20:11:30 3412.2 65.2419 -148.1874 0.513911 0.529464 \n", "2008-04-11 20:12:30 3410.5 65.3126 -148.1910 0.447898 0.506485 \n", "2008-04-11 20:13:30 3412.0 65.3824 -148.1974 0.399655 0.429768 \n", "2008-04-11 20:14:30 3412.1 65.4528 -148.2055 0.500470 0.542344 \n", "2008-04-11 20:15:30 3411.5 65.5235 -148.2154 0.531456 0.553993 \n", "2008-04-11 20:16:30 3410.9 65.5938 -148.2256 0.437072 0.453869 \n", "2008-04-11 20:17:30 3409.3 65.6636 -148.2357 0.364274 0.377955 \n", "2008-04-11 20:18:30 3408.5 65.7332 -148.2463 0.576690 0.591343 \n", "2008-04-11 20:19:30 3407.7 65.8034 -148.2568 0.361938 0.381449 \n", "2008-04-11 20:20:30 3407.2 65.8740 -148.2664 0.361938 0.381449 \n", "2008-04-11 20:21:30 3407.3 65.9449 -148.2756 NaN NaN \n", "2008-04-11 20:22:30 3407.1 66.0160 -148.2849 NaN NaN \n", "2008-04-11 20:23:30 3406.0 66.0875 -148.2942 NaN NaN \n", "2008-04-11 20:24:30 3404.7 66.1592 -148.3032 NaN NaN \n", "2008-04-11 20:25:30 3405.3 66.2312 -148.3120 NaN NaN \n", "2008-04-11 20:26:30 3405.2 66.3033 -148.3210 NaN NaN \n", "2008-04-11 20:27:30 3404.9 66.3755 -148.3303 NaN NaN \n", "2008-04-11 20:28:30 3403.7 66.4471 -148.3402 NaN NaN \n", "2008-04-11 20:29:30 3402.5 66.5181 -148.3506 NaN NaN \n", "2008-04-11 20:30:30 3403.1 66.5886 -148.3616 NaN NaN \n", "... ... ... ... ... ... \n", "2008-04-16 02:34:30 5326.5 66.4332 -150.5058 NaN NaN \n", "2008-04-16 02:35:30 5327.2 66.3617 -150.3813 NaN NaN \n", "2008-04-16 02:36:30 5328.5 66.2913 -150.2537 NaN NaN \n", "2008-04-16 02:37:30 5330.0 66.2213 -150.1258 NaN NaN \n", "2008-04-16 02:38:30 5331.2 66.1513 -149.9991 NaN NaN \n", "2008-04-16 02:39:30 5332.1 66.0805 -149.8781 NaN NaN \n", "2008-04-16 02:40:30 5334.5 66.0091 -149.7616 NaN NaN \n", "2008-04-16 02:41:30 5337.4 65.9380 -149.6455 NaN NaN \n", "2008-04-16 02:42:30 5316.7 65.8672 -149.5295 NaN NaN \n", "2008-04-16 02:43:30 5018.4 65.7983 -149.4151 NaN NaN \n", "2008-04-16 02:44:30 4771.4 65.7328 -149.3015 NaN NaN \n", "2008-04-16 02:45:30 4504.9 65.6694 -149.1929 NaN NaN \n", "2008-04-16 02:46:30 4238.8 65.6070 -149.0823 NaN NaN \n", "2008-04-16 02:47:30 4013.3 65.5502 -148.9587 NaN NaN \n", "2008-04-16 02:48:30 3787.6 65.4937 -148.8395 NaN NaN \n", "2008-04-16 02:49:30 3546.2 65.4354 -148.7259 NaN NaN \n", "2008-04-16 02:50:30 3328.0 65.3767 -148.6144 NaN NaN \n", "2008-04-16 02:51:30 3088.1 65.3185 -148.5031 NaN NaN \n", "2008-04-16 02:52:30 2736.2 65.2592 -148.3931 NaN NaN \n", "2008-04-16 02:53:30 2400.7 65.2034 -148.2816 NaN NaN \n", "2008-04-16 02:54:30 2020.8 65.1602 -148.1653 NaN NaN \n", "2008-04-16 02:55:30 1694.9 65.1254 -148.0474 NaN NaN \n", "2008-04-16 02:56:30 1441.9 65.0882 -147.9370 NaN NaN \n", "2008-04-16 02:57:30 1232.0 65.0506 -147.8268 NaN NaN \n", "2008-04-16 02:58:30 1199.5 65.0156 -147.7097 NaN NaN \n", "2008-04-16 02:59:30 1091.9 64.9706 -147.6263 NaN NaN \n", "2008-04-16 03:00:30 944.9 64.9277 -147.6486 NaN NaN \n", "2008-04-16 03:01:30 682.1 64.8948 -147.7128 NaN NaN \n", "2008-04-16 03:02:30 435.8 64.8635 -147.7722 NaN NaN \n", "2008-04-16 03:03:30 203.5 64.8336 -147.8285 NaN NaN \n", "\n", " AOD670 AOD870 NUMBER_CONCENTRATION \n", "2008-04-11 20:01:30 0.284781 0.130443 2191.0 \n", "2008-04-11 20:02:30 0.294635 0.133261 581.0 \n", "2008-04-11 20:03:30 0.345198 0.158271 306.0 \n", "2008-04-11 20:04:30 0.391794 0.196193 281.0 \n", "2008-04-11 20:05:30 0.443872 0.227793 246.0 \n", "2008-04-11 20:06:30 0.520862 0.283677 230.0 \n", "2008-04-11 20:07:30 0.489666 0.265761 241.0 \n", "2008-04-11 20:08:30 0.265527 0.140179 197.0 \n", "2008-04-11 20:09:30 0.416466 0.216467 209.0 \n", "2008-04-11 20:10:30 0.397496 0.203360 194.0 \n", "2008-04-11 20:11:30 0.529464 0.266541 185.0 \n", "2008-04-11 20:12:30 0.506485 0.122831 184.0 \n", "2008-04-11 20:13:30 0.429768 0.160455 190.0 \n", "2008-04-11 20:14:30 0.542344 0.197428 173.0 \n", "2008-04-11 20:15:30 0.553993 0.264294 170.0 \n", "2008-04-11 20:16:30 0.453869 0.220412 175.0 \n", "2008-04-11 20:17:30 0.377955 0.184259 169.0 \n", "2008-04-11 20:18:30 0.591343 0.304027 162.0 \n", "2008-04-11 20:19:30 0.381449 0.172673 177.0 \n", "2008-04-11 20:20:30 0.381449 0.172673 194.0 \n", "2008-04-11 20:21:30 NaN NaN 236.0 \n", "2008-04-11 20:22:30 NaN NaN 360.0 \n", "2008-04-11 20:23:30 NaN NaN 333.0 \n", "2008-04-11 20:24:30 NaN NaN 307.0 \n", "2008-04-11 20:25:30 NaN NaN 277.0 \n", "2008-04-11 20:26:30 NaN NaN 268.0 \n", "2008-04-11 20:27:30 NaN NaN 255.0 \n", "2008-04-11 20:28:30 NaN NaN 252.0 \n", "2008-04-11 20:29:30 NaN NaN 158.0 \n", "2008-04-11 20:30:30 NaN NaN 151.0 \n", "... ... ... ... \n", "2008-04-16 02:34:30 NaN NaN 350.0 \n", "2008-04-16 02:35:30 NaN NaN 321.0 \n", "2008-04-16 02:36:30 NaN NaN 496.0 \n", "2008-04-16 02:37:30 NaN NaN 403.0 \n", "2008-04-16 02:38:30 NaN NaN 344.0 \n", "2008-04-16 02:39:30 NaN NaN 236.0 \n", "2008-04-16 02:40:30 NaN NaN 288.0 \n", "2008-04-16 02:41:30 NaN NaN 544.0 \n", "2008-04-16 02:42:30 NaN NaN 610.0 \n", "2008-04-16 02:43:30 NaN NaN 377.0 \n", "2008-04-16 02:44:30 NaN NaN 303.0 \n", "2008-04-16 02:45:30 NaN NaN 231.0 \n", "2008-04-16 02:46:30 NaN NaN 200.0 \n", "2008-04-16 02:47:30 NaN NaN 302.0 \n", "2008-04-16 02:48:30 NaN NaN 262.0 \n", "2008-04-16 02:49:30 NaN NaN 555.0 \n", "2008-04-16 02:50:30 NaN NaN 546.0 \n", "2008-04-16 02:51:30 NaN NaN 538.0 \n", "2008-04-16 02:52:30 NaN NaN 511.0 \n", "2008-04-16 02:53:30 NaN NaN 187.0 \n", "2008-04-16 02:54:30 NaN NaN 210.0 \n", "2008-04-16 02:55:30 NaN NaN 222.0 \n", "2008-04-16 02:56:30 NaN NaN 230.0 \n", "2008-04-16 02:57:30 NaN NaN 236.0 \n", "2008-04-16 02:58:30 NaN NaN 237.0 \n", "2008-04-16 02:59:30 NaN NaN 226.0 \n", "2008-04-16 03:00:30 NaN NaN 219.0 \n", "2008-04-16 03:01:30 NaN NaN 221.0 \n", "2008-04-16 03:02:30 NaN NaN 220.0 \n", "2008-04-16 03:03:30 NaN NaN 187.0 \n", "\n", "[1268 rows x 8 columns]\n" ] } ], "source": [ "df = aerosol_cci_collocated.as_data_frame()\n", "print(df)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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ALTITUDELATITUDELONGITUDEAOD550AOD1600AOD670AOD870NUMBER_CONCENTRATION
ALTITUDE1.000000-0.371033-0.0364070.008630-0.042618-0.042618-0.0838550.518533
LATITUDE-0.3710331.0000000.171710-0.077648-0.169449-0.169449-0.175468-0.433387
LONGITUDE-0.0364070.1717101.0000000.4839010.5156220.5156220.404065-0.011983
AOD5500.008630-0.0776480.4839011.0000000.9702470.9702470.909970-0.320531
AOD1600-0.042618-0.1694490.5156220.9702471.0000001.0000000.846541-0.344245
AOD670-0.042618-0.1694490.5156220.9702471.0000001.0000000.846541-0.344245
AOD870-0.083855-0.1754680.4040650.9099700.8465410.8465411.000000-0.295922
NUMBER_CONCENTRATION0.518533-0.433387-0.011983-0.320531-0.344245-0.344245-0.2959221.000000
\n", "
" ], "text/plain": [ " ALTITUDE LATITUDE LONGITUDE AOD550 AOD1600 \\\n", "ALTITUDE 1.000000 -0.371033 -0.036407 0.008630 -0.042618 \n", "LATITUDE -0.371033 1.000000 0.171710 -0.077648 -0.169449 \n", "LONGITUDE -0.036407 0.171710 1.000000 0.483901 0.515622 \n", "AOD550 0.008630 -0.077648 0.483901 1.000000 0.970247 \n", "AOD1600 -0.042618 -0.169449 0.515622 0.970247 1.000000 \n", "AOD670 -0.042618 -0.169449 0.515622 0.970247 1.000000 \n", "AOD870 -0.083855 -0.175468 0.404065 0.909970 0.846541 \n", "NUMBER_CONCENTRATION 0.518533 -0.433387 -0.011983 -0.320531 -0.344245 \n", "\n", " AOD670 AOD870 NUMBER_CONCENTRATION \n", "ALTITUDE -0.042618 -0.083855 0.518533 \n", "LATITUDE -0.169449 -0.175468 -0.433387 \n", "LONGITUDE 0.515622 0.404065 -0.011983 \n", "AOD550 0.970247 0.909970 -0.320531 \n", "AOD1600 1.000000 0.846541 -0.344245 \n", "AOD670 1.000000 0.846541 -0.344245 \n", "AOD870 0.846541 1.000000 -0.295922 \n", "NUMBER_CONCENTRATION -0.344245 -0.295922 1.000000 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.corr()\n", "# Then do a pretty plot of it...\n", "# This is a nice segway into the Pandas lesson." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Save the collocation output so that we can come back to it during the Pandas tutorial.\n", "aerosol_cci_collocated.save_data('col_output.nc')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python [conda env:python_workshop]", "language": "python", "name": "conda-env-python_workshop-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }