{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 4.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You are given the MODIS LAI data files for the year 2012 in the directory `files/data` for the UK (MODIS tile .\n", "\n", "Read the LAI datasets into a masked array, using QA bit 0 to mask the data (i.e. good quality data only) and generate a movie of LAI." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Answer 4.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You ought be getting familiar with this sort of problem, as it is very common.\n", "\n", "Since we have the code in the main notes to read a single data dataset:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf opened fine\n", "[1200x1200] Fpar_1km MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:Fpar_1km\n", "[1200x1200] Lai_1km MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:Lai_1km\n", "[1200x1200] FparLai_QC MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:FparLai_QC\n", "[1200x1200] FparExtra_QC MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:FparExtra_QC\n", "[1200x1200] FparStdDev_1km MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:FparStdDev_1km\n", "[1200x1200] LaiStdDev_1km MOD_Grid_MOD15A2 (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:LaiStdDev_1km\n", "Opening Layer 1: HDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:Lai_1km\n", "\t>>> Read Lai_1km!\n", "Opening Layer 2: HDF4_EOS:EOS_GRID:\"files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf\":MOD_Grid_MOD15A2:FparLai_QC\n", "\t>>> Read FparLai_QC!\n" ] } ], "source": [ "import gdal # Import GDAL library bindings\n", "import numpy as np\n", "\n", "# The file that we shall be using\n", "# Needs to be on current directory\n", "filename = 'files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf'\n", "\n", "g = gdal.Open(filename)\n", "# g should now be a GDAL dataset, but if the file isn't found\n", "# g will be none. Let's test this:\n", "if g is None:\n", " print \"Problem opening file %s!\" % filename\n", "else:\n", " print \"File %s opened fine\" % filename\n", " \n", " \n", "subdatasets = g.GetSubDatasets()\n", "for fname, name in subdatasets:\n", " print name\n", " print \"\\t\", fname\n", "\n", "# Let's create a list with the selected layer names\n", "selected_layers = [ \"Lai_1km\", \"FparLai_QC\" ]\n", "# We will store the data in a dictionary\n", "# Initialise an empty dictionary\n", "data = {}\n", "# for convenience, we will use string substitution to create a \n", "# template for GDAL filenames, which we'll substitute on the fly:\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", "for i, layer in enumerate ( selected_layers ):\n", " this_file = file_template % ( filename, layer )\n", " print \"Opening Layer %d: %s\" % (i+1, this_file )\n", " g = gdal.Open ( this_file )\n", " \n", " if g is None:\n", " raise IOError\n", " data[layer] = g.ReadAsArray() \n", " print \"\\t>>> Read %s!\" % layer\n", "\n", "# scale the LAI \n", "lai = data['Lai_1km'] * 0.1\n", "\n", "# pull out the QC \n", "qc = data['FparLai_QC']\n", "# find bit 0\n", "qc = qc & 1\n", "\n", "# generate the masked array\n", "laim = np.ma.array ( lai, mask=qc )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use this as a function that reads a single dataset:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def read_modis_lai(filename):\n", " ''' Read MODIS LAI data from filename\n", " and return masked array\n", " '''\n", "\n", " g = gdal.Open(filename)\n", " # g should now be a GDAL dataset, but if the file isn't found\n", " # g will be none. Let's test this:\n", " if g is None:\n", " print \"Problem opening file %s!\" % filename\n", " else:\n", " print \"File %s opened fine\" % filename\n", " \n", " \n", " subdatasets = g.GetSubDatasets()\n", " #for fname, name in subdatasets:\n", " #print name\n", " #print \"\\t\", fname\n", " \n", " # Let's create a list with the selected layer names\n", " selected_layers = [ \"Lai_1km\", \"FparLai_QC\" ]\n", " # We will store the data in a dictionary\n", " # Initialise an empty dictionary\n", " data = {}\n", " # for convenience, we will use string substitution to create a \n", " # template for GDAL filenames, which we'll substitute on the fly:\n", " file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", " for i, layer in enumerate ( selected_layers ):\n", " this_file = file_template % ( filename, layer )\n", " #print \"Opening Layer %d: %s\" % (i+1, this_file )\n", " g = gdal.Open ( this_file )\n", " \n", " if g is None:\n", " raise IOError\n", " data[layer] = g.ReadAsArray() \n", " #print \"\\t>>> Read %s!\" % layer\n", " \n", " # scale the LAI \n", " lai = data['Lai_1km'] * 0.1\n", " \n", " # pull out the QC \n", " qc = data['FparLai_QC']\n", " # find bit 0\n", " qc = qc & 1\n", " \n", " # generate the masked array\n", " laim = np.ma.array ( lai, mask=qc )\n", " \n", " return laim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and then loop:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "File files/data/MCD15A2.A2012017.h17v03.005.2012026072526.hdf opened fine\n", "File files/data/MCD15A2.A2012025.h17v03.005.2012052124839.hdf opened fine\n", "File files/data/MCD15A2.A2012033.h17v03.005.2012042060649.hdf opened fine\n", "File files/data/MCD15A2.A2012041.h17v03.005.2012050092057.hdf opened fine\n", "File files/data/MCD15A2.A2012049.h17v03.005.2012068144447.hdf opened fine\n", "File files/data/MCD15A2.A2012057.h17v03.005.2012068140544.hdf opened fine\n", "File files/data/MCD15A2.A2012065.h17v03.005.2012075021749.hdf opened fine\n", "File files/data/MCD15A2.A2012073.h17v03.005.2012083010304.hdf opened fine\n", "File files/data/MCD15A2.A2012081.h17v03.005.2012090131602.hdf opened fine\n", "File files/data/MCD15A2.A2012089.h17v03.005.2012107201245.hdf opened fine\n", "File files/data/MCD15A2.A2012097.h17v03.005.2012108125047.hdf opened fine\n", "File files/data/MCD15A2.A2012105.h17v03.005.2012116125519.hdf opened fine\n", "File files/data/MCD15A2.A2012113.h17v03.005.2012122072153.hdf opened fine\n", "File files/data/MCD15A2.A2012121.h17v03.005.2012137221611.hdf opened fine\n", "File files/data/MCD15A2.A2012129.h17v03.005.2012142001241.hdf opened fine\n", "File files/data/MCD15A2.A2012137.h17v03.005.2012153021910.hdf opened fine\n", "File files/data/MCD15A2.A2012145.h17v03.005.2012160130927.hdf opened fine\n", "File files/data/MCD15A2.A2012153.h17v03.005.2012166161748.hdf opened fine\n", "File files/data/MCD15A2.A2012161.h17v03.005.2012170080216.hdf opened fine\n", "File files/data/MCD15A2.A2012169.h17v03.005.2012181134242.hdf opened fine\n", "File files/data/MCD15A2.A2012177.h17v03.005.2012188150145.hdf opened fine\n", "File files/data/MCD15A2.A2012185.h17v03.005.2012208181105.hdf opened fine\n", "File files/data/MCD15A2.A2012193.h17v03.005.2012202144013.hdf opened fine\n", "File files/data/MCD15A2.A2012201.h17v03.005.2012215131931.hdf opened fine\n", "File files/data/MCD15A2.A2012209.h17v03.005.2012219144450.hdf opened fine\n", "File files/data/MCD15A2.A2012217.h17v03.005.2012228215213.hdf opened fine\n", "File files/data/MCD15A2.A2012225.h17v03.005.2012234105932.hdf opened fine\n", "File files/data/MCD15A2.A2012233.h17v03.005.2012242093511.hdf opened fine\n", "File files/data/MCD15A2.A2012241.h17v03.005.2012250182515.hdf opened fine\n", "File files/data/MCD15A2.A2012249.h17v03.005.2012261231425.hdf opened fine\n", "File files/data/MCD15A2.A2012257.h17v03.005.2012270114223.hdf opened fine\n", "File files/data/MCD15A2.A2012265.h17v03.005.2012276134731.hdf opened fine\n", "File files/data/MCD15A2.A2012273.h17v03.005.2012297134400.hdf opened fine\n", "File files/data/MCD15A2.A2012281.h17v03.005.2012297135831.hdf opened fine\n", "File files/data/MCD15A2.A2012289.h17v03.005.2012299194634.hdf opened fine\n", "File files/data/MCD15A2.A2012297.h17v03.005.2012306163257.hdf opened fine\n", "File files/data/MCD15A2.A2012305.h17v03.005.2012314140451.hdf opened fine\n", "File files/data/MCD15A2.A2012313.h17v03.005.2012322095802.hdf opened fine\n", "File files/data/MCD15A2.A2012321.h17v03.005.2012335133638.hdf opened fine\n", "File files/data/MCD15A2.A2012329.h17v03.005.2012340181739.hdf opened fine\n", "File files/data/MCD15A2.A2012337.h17v03.005.2012346165133.hdf opened fine\n", "File files/data/MCD15A2.A2012345.h17v03.005.2012356133200.hdf opened fine\n", "File files/data/MCD15A2.A2012353.h17v03.005.2012363125132.hdf opened fine\n", "File files/data/MCD15A2.A2012361.h17v03.005.2013007202756.hdf opened fine\n", "File files/data/MCD15A2.A2012001.h17v03.005.2012017211237.hdf opened fine\n", "File files/data/MCD15A2.A2012009.h17v03.005.2012019044037.hdf opened fine\n", "File files/data/MCD15A2.A2012017.h17v03.005.2012026072526.hdf opened fine\n", "File files/data/MCD15A2.A2012025.h17v03.005.2012052124839.hdf opened fine\n", "File files/data/MCD15A2.A2012033.h17v03.005.2012042060649.hdf opened fine\n", "File files/data/MCD15A2.A2012041.h17v03.005.2012050092057.hdf opened fine\n", "File files/data/MCD15A2.A2012049.h17v03.005.2012068144447.hdf opened fine\n", "File files/data/MCD15A2.A2012057.h17v03.005.2012068140544.hdf opened fine\n", "File files/data/MCD15A2.A2012065.h17v03.005.2012075021749.hdf opened fine\n", "File files/data/MCD15A2.A2012073.h17v03.005.2012083010304.hdf opened fine\n", "File files/data/MCD15A2.A2012081.h17v03.005.2012090131602.hdf opened fine\n", "File files/data/MCD15A2.A2012089.h17v03.005.2012107201245.hdf opened fine\n", "File files/data/MCD15A2.A2012097.h17v03.005.2012108125047.hdf opened fine\n", "File files/data/MCD15A2.A2012105.h17v03.005.2012116125519.hdf opened fine\n", "File files/data/MCD15A2.A2012113.h17v03.005.2012122072153.hdf opened fine\n", "File files/data/MCD15A2.A2012121.h17v03.005.2012137221611.hdf opened fine\n", "File files/data/MCD15A2.A2012129.h17v03.005.2012142001241.hdf opened fine\n", "File files/data/MCD15A2.A2012137.h17v03.005.2012153021910.hdf opened fine\n", "File files/data/MCD15A2.A2012145.h17v03.005.2012160130927.hdf opened fine\n", "File files/data/MCD15A2.A2012153.h17v03.005.2012166161748.hdf opened fine\n", "File files/data/MCD15A2.A2012161.h17v03.005.2012170080216.hdf opened fine\n", "File files/data/MCD15A2.A2012169.h17v03.005.2012181134242.hdf opened fine\n", "File files/data/MCD15A2.A2012177.h17v03.005.2012188150145.hdf opened fine\n", "File files/data/MCD15A2.A2012185.h17v03.005.2012208181105.hdf opened fine\n", "File files/data/MCD15A2.A2012193.h17v03.005.2012202144013.hdf opened fine\n", "File files/data/MCD15A2.A2012201.h17v03.005.2012215131931.hdf opened fine\n", "File files/data/MCD15A2.A2012209.h17v03.005.2012219144450.hdf opened fine\n", "File files/data/MCD15A2.A2012217.h17v03.005.2012228215213.hdf opened fine\n", "File files/data/MCD15A2.A2012225.h17v03.005.2012234105932.hdf opened fine\n", "File files/data/MCD15A2.A2012233.h17v03.005.2012242093511.hdf opened fine\n", "File files/data/MCD15A2.A2012241.h17v03.005.2012250182515.hdf opened fine\n", "File files/data/MCD15A2.A2012249.h17v03.005.2012261231425.hdf opened fine\n", "File files/data/MCD15A2.A2012257.h17v03.005.2012270114223.hdf opened fine\n", "File files/data/MCD15A2.A2012265.h17v03.005.2012276134731.hdf opened fine\n", "File files/data/MCD15A2.A2012273.h17v03.005.2012297134400.hdf opened fine\n", "File files/data/MCD15A2.A2012281.h17v03.005.2012297135831.hdf opened fine\n", "File files/data/MCD15A2.A2012289.h17v03.005.2012299194634.hdf opened fine\n", "File files/data/MCD15A2.A2012297.h17v03.005.2012306163257.hdf opened fine\n", "File files/data/MCD15A2.A2012305.h17v03.005.2012314140451.hdf opened fine\n", "File files/data/MCD15A2.A2012313.h17v03.005.2012322095802.hdf opened fine\n", "File files/data/MCD15A2.A2012321.h17v03.005.2012335133638.hdf opened fine\n", "File files/data/MCD15A2.A2012329.h17v03.005.2012340181739.hdf opened fine\n", "File files/data/MCD15A2.A2012337.h17v03.005.2012346165133.hdf opened fine\n", "File files/data/MCD15A2.A2012345.h17v03.005.2012356133200.hdf opened fine\n", "File files/data/MCD15A2.A2012353.h17v03.005.2012363125132.hdf opened fine\n", "File files/data/MCD15A2.A2012361.h17v03.005.2013007202756.hdf opened fine\n" ] } ], "source": [ "import glob\n", "\n", "year = 2012\n", "tile = 'h17v03'\n", "files = np.sort(glob.glob('files/data/MCD15A2.A%d*.%s.*.hdf'%(year,tile)))\n", "\n", "lai = []\n", "for f in files:\n", " lai.append(read_modis_lai(f))\n", " \n", "# force it to be a masked array\n", "lai = np.ma.array(lai)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2012001\n", "2012009\n", "2012017\n", "2012025\n", "2012033\n", "2012041\n", "2012049\n", "2012057\n", "2012065\n", "2012073\n", "2012081\n", "2012089\n", "2012097\n", "2012105\n", "2012113\n", "2012121\n", "2012129\n", "2012137\n", "2012145\n", "2012153\n", "2012161\n", "2012169\n", "2012177\n", "2012185\n", "2012193\n", "2012201\n", "2012209\n", "2012217\n", "2012225\n", "2012233\n", "2012241\n", "2012249\n", "2012257\n", "2012265\n", "2012273\n", "2012281\n", "2012289\n", "2012297\n", "2012305\n", "2012313\n", "2012321\n", "2012329\n", "2012337\n", "2012345\n", "2012353\n", "2012361\n", "2012001\n", "2012009\n", "2012017\n", "2012025\n", "2012033\n", "2012041\n", "2012049\n", "2012057\n", "2012065\n", "2012073\n", "2012081\n", "2012089\n", "2012097\n", "2012105\n", "2012113\n", "2012121\n", "2012129\n", "2012137\n", "2012145\n", "2012153\n", "2012161\n", "2012169\n", "2012177\n", "2012185\n", "2012193\n", "2012201\n", "2012209\n", "2012217\n", "2012225\n", "2012233\n", "2012241\n", "2012249\n", "2012257\n", "2012265\n", "2012273\n", "2012281\n", "2012289\n", "2012297\n", "2012305\n", "2012313\n", "2012321\n", "2012329\n", "2012337\n", "2012345\n", "2012353\n", "2012361\n" ] } ], "source": [ "# plot the data\n", "import pylab as plt\n", "\n", "# work out a consistent scaling\n", "lai_max = np.max(lai)\n", "\n", "for i,f in enumerate(files):\n", " fig = plt.figure(figsize=(7,7))\n", " plt.imshow(lai[i],interpolation='none',vmin=0.,vmax=lai_max*0.75)\n", " # remember filenames of the form\n", " # files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf'\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('files/images/lai_uk_%s.jpg'%file_id)\n", " plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now make a movie ...\n", "\n", "import os\n", "\n", "cmd = 'convert -delay 100 -loop 0 files/images/lai_uk_*.jpg files/images/lai_uk2.gif'\n", "os.system(cmd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/lai_uk02.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 4.2: A Different Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have now dowloaded a different dataset, the [MOD10A product](http://www.icess.ucsb.edu/modis/SnowUsrGuide/usrguide_1dtil.html), which is the 500 m MODIS daily snow cover product, over the UK.\n", "\n", "This is a good opportunity to see if you can apply what was learned above about interpreting QC information and using `gdal` to examine a dataset.\n", "\n", "If you examine the [data description page](http://nsidc.org/data/docs/daac/modis_v5/mod10a1_modis_terra_snow_daily_global_500m_grid.gd.html), you will see that the data are in HDF EOS format (the same as the LAI product). \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.2.1 Download" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "29 files/data/robot_snow.2012_MOST_h17v03_02.txt\n", "~/p/geogg122_local/geogg122/Chapter4_GDAL/files/data ~/p/geogg122_local/geogg122/Chapter4_GDAL\n", "~/p/geogg122_local/geogg122/Chapter4_GDAL\n", "robot_snow.2012_MOST_h17v03_02.txt\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Exception in thread Thread-2:\n", "Traceback (most recent call last):\n", " File \"/opt/anaconda/lib/python2.7/threading.py\", line 808, in __bootstrap_inner\n", " self.run()\n", " File \"/opt/anaconda/lib/python2.7/site-packages/IPython/kernel/zmq/heartbeat.py\", line 55, in run\n", " zmq.device(zmq.FORWARDER, self.socket, self.socket)\n", " File \"device.pyx\", line 55, in zmq.core.device.device (zmq/core/device.c:854)\n", "ZMQError: Interrupted system call\n", "\n", "File `MOD10A1.A2012032.h17v03.005.2012046141710.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012033.h17v03.005.2012035071148.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012034.h17v03.005.2012036060335.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012035.h17v03.005.2012037061127.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012036.h17v03.005.2012038044224.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012037.h17v03.005.2012039055929.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012038.h17v03.005.2012040045622.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012039.h17v03.005.2012041055153.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012040.h17v03.005.2012042055706.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012041.h17v03.005.2012045014038.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012042.h17v03.005.2012045024036.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012043.h17v03.005.2012045091534.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012044.h17v03.005.2012046060303.hdf' already there; not retrieving.\n", "File 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`MOD10A1.A2012056.h17v03.005.2012058061115.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012057.h17v03.005.2012059062619.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012058.h17v03.005.2012060061357.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012059.h17v03.005.2012061063515.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012060.h17v03.005.2012062064750.hdf' already there; not retrieving.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "29 files/data/robot_snow.2012_MOST_h17v03_02.txt\n", "~/p/geogg122_local/geogg122/Chapter4_GDAL/files/data ~/p/geogg122_local/geogg122/Chapter4_GDAL\n", "~/p/geogg122_local/geogg122/Chapter4_GDAL\n", "robot_snow.2012_MOST_h17v03_02.txt\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "File `MOD10A1.A2012032.h17v03.005.2012046141710.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012033.h17v03.005.2012035071148.hdf' already there; not retrieving.\n", "File 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`MOD10A1.A2012045.h17v03.005.2012047061553.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012046.h17v03.005.2012048071318.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012047.h17v03.005.2012049053946.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012048.h17v03.005.2012050063219.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012049.h17v03.005.2012051070019.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012050.h17v03.005.2012052062212.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012051.h17v03.005.2012053064001.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012052.h17v03.005.2012054062116.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012053.h17v03.005.2012056015333.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012054.h17v03.005.2012062191100.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012055.h17v03.005.2012057063901.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012056.h17v03.005.2012058061115.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012057.h17v03.005.2012059062619.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012058.h17v03.005.2012060061357.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012059.h17v03.005.2012061063515.hdf' already there; not retrieving.\n", "File `MOD10A1.A2012060.h17v03.005.2012062064750.hdf' already there; not retrieving.\n" ] } ], "source": [ "%%bash\n", "tile=h17v03\n", "year=2012\n", "type=MOST\n", "month=02\n", "\n", "file=robot_snow.${year}_${type}_${tile}_${month}.txt\n", "\n", "grep $tile < files/data/robot_snow.$year.txt | grep $type | grep \"${year}\\.${month}\" > files/data/$file\n", "\n", "wc -l files/data/$file\n", "\n", "# cd temporarily to the local directory\n", "pushd files/data\n", "# -nc : no clobber : dont download if its there already\n", "# -nH --cut-dirs=3 : ignore the directories\n", "wget -nc -i $file -nH --cut-dirs=3\n", "# cd back again\n", "popd\n", "echo $file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.2.2 Explore" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We explore the dataset in the same way as above:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf opened fine\n", "[2400x2400] Snow_Cover_Daily_Tile MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Cover_Daily_Tile\n", "[2400x2400] Snow_Spatial_QA MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Spatial_QA\n", "[2400x2400] Snow_Albedo_Daily_Tile MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Albedo_Daily_Tile\n", "[2400x2400] Fractional_Snow_Cover MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Fractional_Snow_Cover\n", "File files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf opened fine\n", "[2400x2400] Snow_Cover_Daily_Tile MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Cover_Daily_Tile\n", "[2400x2400] Snow_Spatial_QA MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Spatial_QA\n", "[2400x2400] Snow_Albedo_Daily_Tile MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Snow_Albedo_Daily_Tile\n", "[2400x2400] Fractional_Snow_Cover MOD_Grid_Snow_500m (8-bit unsigned integer)\n", "\tHDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Fractional_Snow_Cover\n" ] } ], "source": [ "# how to find out which datasets are in the file\n", "\n", "import gdal # Import GDAL library bindings\n", "\n", "# The file that we shall be using\n", "# Needs to be on current directory\n", "filename = 'files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf'\n", "\n", "g = gdal.Open(filename)\n", "# g should now be a GDAL dataset, but if the file isn't found\n", "# g will be none. Let's test this:\n", "if g is None:\n", " print \"Problem opening file %s!\" % filename\n", "else:\n", " print \"File %s opened fine\" % filename\n", " \n", " \n", "subdatasets = g.GetSubDatasets()\n", "for fname, name in subdatasets:\n", " print name\n", " print \"\\t\", fname\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.3.3 Read a dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is very nearly the same as the LAI dataset reading.\n", "\n", "We need obviously to select a different layer name.\n", "\n", "We should also notice that the `file_template` will be slightly different (look at the list of subsets above)." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening Layer 1: HDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Fractional_Snow_Cover\n", "\t>>> Read Fractional_Snow_Cover!\n", "Opening Layer 1: HDF4_EOS:EOS_GRID:\"files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf\":MOD_Grid_Snow_500m:Fractional_Snow_Cover\n", "\t>>> Read Fractional_Snow_Cover!\n" ] } ], "source": [ "# How to access specific datasets in gdal\n", "\n", "# Let's create a list with the selected layer names\n", "selected_layers = [ \"Fractional_Snow_Cover\" ]\n", "\n", "# We will store the data in a dictionary\n", "# Initialise an empty dictionary\n", "data = {}\n", "\n", "# for convenience, we will use string substitution to create a \n", "# template for GDAL filenames, which we'll substitute on the fly:\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_Snow_500m:%s'\n", "# This has two substitutions (the %s parts) which will refer to:\n", "# - the filename\n", "# - the data layer\n", "\n", "for i, layer in enumerate ( selected_layers ):\n", " this_file = file_template % ( filename, layer )\n", " print \"Opening Layer %d: %s\" % (i+1, this_file )\n", " g = gdal.Open ( this_file )\n", " \n", " if g is None:\n", " raise IOError\n", " data[layer] = g.ReadAsArray() \n", " print \"\\t>>> Read %s!\" % layer\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZjSUg1oRZs2f4Azl0lUhUchhLiEdfjfpTUzSntfcAJHLUA2uck0m28trkZHAd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\npML/WeXhX6RHJ5E08gM30o568hje6vu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZjSUg1oRZs2f4Azl0lUhUchhLiEdfjfpTUzSntfcAJHLUA2uck0m28trkZHAd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\nFJeI2/wAAAALSURBVDqJRBLy/P/0Rn+UeB8ctAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data[\"Fractional_Snow_Cover\"])\n", "plt.colorbar()\n", "plt.title('% snow cover')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.3.4 Water mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data description page tells us that values of 237 239 will indicate whether the data are ocean or inland water bodies. These are what you should use to build the water mask." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "snow = data[\"Fractional_Snow_Cover\"]\n", "\n", "water = (snow == 239)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zkp70+OX11mr+7hC3WVMrGX1o2gN7x2G3Vh17qChqql8tXbqU7OxsVqxYgaIorF271jpK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\nQRCCEhE3QRCCEhE3QRCCEhE3QRCCkv8P/axRY7+J2lkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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w0DoDiy1GmnOTYakAOBenMRRSyBi33kggDMe8iVdbwjM8wxKtTdKFd/lts/x5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\nQRCCEhE3QRCCEhE3QRCCEhE3QRCCkv8P/axRY7+J2lkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(water)\n", "plt.colorbar()\n", "plt.title('water mask')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.3.5 Valid pixel mask" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "snow = data[\"Fractional_Snow_Cover\"]\n", "\n", "valid_mask = (snow > 100)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AU6dOcc8995CYmMjUqVO5erVhiru2tpYpU6aQmJjI8OHDKSkp8Vuc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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(valid_mask)\n", "plt.colorbar()\n", "plt.title('valid mask')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E4.3.6 3D dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should be used to this sort of thing by now.\n", "\n", "First, lets sort the filenames:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['MOD10A1.A2012032.h17v03.005.2012046141710.hdf', 'MOD10A1.A2012033.h17v03.005.2012035071148.hdf', 'MOD10A1.A2012034.h17v03.005.2012036060335.hdf', 'MOD10A1.A2012035.h17v03.005.2012037061127.hdf', 'MOD10A1.A2012036.h17v03.005.2012038044224.hdf', 'MOD10A1.A2012037.h17v03.005.2012039055929.hdf', 'MOD10A1.A2012038.h17v03.005.2012040045622.hdf', 'MOD10A1.A2012039.h17v03.005.2012041055153.hdf', 'MOD10A1.A2012040.h17v03.005.2012042055706.hdf', 'MOD10A1.A2012041.h17v03.005.2012045014038.hdf', 'MOD10A1.A2012042.h17v03.005.2012045024036.hdf', 'MOD10A1.A2012043.h17v03.005.2012045091534.hdf', 'MOD10A1.A2012044.h17v03.005.2012046060303.hdf', 'MOD10A1.A2012045.h17v03.005.2012047061553.hdf', 'MOD10A1.A2012046.h17v03.005.2012048071318.hdf', 'MOD10A1.A2012047.h17v03.005.2012049053946.hdf', 'MOD10A1.A2012048.h17v03.005.2012050063219.hdf', 'MOD10A1.A2012049.h17v03.005.2012051070019.hdf', 'MOD10A1.A2012050.h17v03.005.2012052062212.hdf', 'MOD10A1.A2012051.h17v03.005.2012053064001.hdf', 'MOD10A1.A2012052.h17v03.005.2012054062116.hdf', 'MOD10A1.A2012053.h17v03.005.2012056015333.hdf', 'MOD10A1.A2012054.h17v03.005.2012062191100.hdf', 'MOD10A1.A2012055.h17v03.005.2012057063901.hdf', 'MOD10A1.A2012056.h17v03.005.2012058061115.hdf', 'MOD10A1.A2012057.h17v03.005.2012059062619.hdf', 'MOD10A1.A2012058.h17v03.005.2012060061357.hdf', 'MOD10A1.A2012059.h17v03.005.2012061063515.hdf', 'MOD10A1.A2012060.h17v03.005.2012062064750.hdf']\n", "['MOD10A1.A2012032.h17v03.005.2012046141710.hdf', 'MOD10A1.A2012033.h17v03.005.2012035071148.hdf', 'MOD10A1.A2012034.h17v03.005.2012036060335.hdf', 'MOD10A1.A2012035.h17v03.005.2012037061127.hdf', 'MOD10A1.A2012036.h17v03.005.2012038044224.hdf', 'MOD10A1.A2012037.h17v03.005.2012039055929.hdf', 'MOD10A1.A2012038.h17v03.005.2012040045622.hdf', 'MOD10A1.A2012039.h17v03.005.2012041055153.hdf', 'MOD10A1.A2012040.h17v03.005.2012042055706.hdf', 'MOD10A1.A2012041.h17v03.005.2012045014038.hdf', 'MOD10A1.A2012042.h17v03.005.2012045024036.hdf', 'MOD10A1.A2012043.h17v03.005.2012045091534.hdf', 'MOD10A1.A2012044.h17v03.005.2012046060303.hdf', 'MOD10A1.A2012045.h17v03.005.2012047061553.hdf', 'MOD10A1.A2012046.h17v03.005.2012048071318.hdf', 'MOD10A1.A2012047.h17v03.005.2012049053946.hdf', 'MOD10A1.A2012048.h17v03.005.2012050063219.hdf', 'MOD10A1.A2012049.h17v03.005.2012051070019.hdf', 'MOD10A1.A2012050.h17v03.005.2012052062212.hdf', 'MOD10A1.A2012051.h17v03.005.2012053064001.hdf', 'MOD10A1.A2012052.h17v03.005.2012054062116.hdf', 'MOD10A1.A2012053.h17v03.005.2012056015333.hdf', 'MOD10A1.A2012054.h17v03.005.2012062191100.hdf', 'MOD10A1.A2012055.h17v03.005.2012057063901.hdf', 'MOD10A1.A2012056.h17v03.005.2012058061115.hdf', 'MOD10A1.A2012057.h17v03.005.2012059062619.hdf', 'MOD10A1.A2012058.h17v03.005.2012060061357.hdf', 'MOD10A1.A2012059.h17v03.005.2012061063515.hdf', 'MOD10A1.A2012060.h17v03.005.2012062064750.hdf']\n" ] } ], "source": [ "# filenames from the file\n", "url_file = 'files/data/robot_snow.2012_MOST_h17v03_02.txt'\n", "\n", "# open the file for read\n", "fp = open(url_file,'r')\n", "\n", "# the strip is to get rid of the \\n character\n", "filenames = [f.split('/')[-1].strip() for f in fp.readlines()]\n", "\n", "# close the file\n", "fp.close\n", "\n", "# lets see what we got\n", "print filenames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `glob` you might try:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['files/data/MOD10A1.A2012301.h17v03.005.2012303060756.hdf', 'files/data/MOD10A1.A2012022.h17v03.005.2012024065639.hdf', 'files/data/MOD10A1.A2012035.h17v03.005.2012037061127.hdf', 'files/data/MOD10A1.A2012099.h17v03.005.2012101130724.hdf', 'files/data/MOD10A1.A2012045.h17v03.005.2012047061553.hdf', 'files/data/MOD10A1.A2012026.h17v03.005.2012028061520.hdf', 'files/data/MOD10A1.A2012052.h17v03.005.2012054062116.hdf', 'files/data/MOD10A1.A2012300.h17v03.005.2012302074825.hdf', 'files/data/MOD10A1.A2012302.h17v03.005.2012305001707.hdf', 'files/data/MOD10A1.A2012101.h17v03.005.2012103060602.hdf', 'files/data/MOD10A1.A2012027.h17v03.005.2012029055452.hdf', 'files/data/MOD10A1.A2012033.h17v03.005.2012035071148.hdf', 'files/data/MOD10A1.A2012006.h17v03.005.2012008070328.hdf', 'files/data/MOD10A1.A2012034.h17v03.005.2012036060335.hdf', 'files/data/MOD10A1.A2012019.h17v03.005.2012021060039.hdf', 'files/data/MOD10A1.A2012011.h17v03.005.2012013083450.hdf', 'files/data/MOD10A1.A2012049.h17v03.005.2012051070019.hdf', 'files/data/MOD10A1.A2012021.h17v03.005.2012023061925.hdf', 'files/data/MOD10A1.A2012201.h17v03.005.2012203062815.hdf', 'files/data/MOD10A1.A2012102.h17v03.005.2012104064623.hdf', 'files/data/MOD10A1.A2012032.h17v03.005.2012046141710.hdf', 'files/data/MOD10A1.A2012056.h17v03.005.2012058061115.hdf', 'files/data/MOD10A1.A2012029.h17v03.005.2012031061407.hdf', 'files/data/MOD10A1.A2012100.h17v03.005.2012102064522.hdf', 'files/data/MOD10A1.A2012058.h17v03.005.2012060061357.hdf', 'files/data/MOD10A1.A2012047.h17v03.005.2012049053946.hdf', 'files/data/MOD10A1.A2012043.h17v03.005.2012045091534.hdf', 'files/data/MOD10A1.A2012051.h17v03.005.2012053064001.hdf', 'files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf', 'files/data/MOD10A1.A2012001.h17v03.005.2012003054416.hdf', 'files/data/MOD10A1.A2012023.h17v03.005.2012025071134.hdf', 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'files/data/MOD10A1.A2012039.h17v03.005.2012041055153.hdf', 'files/data/MOD10A1.A2012057.h17v03.005.2012059062619.hdf', 'files/data/MOD10A1.A2012041.h17v03.005.2012045014038.hdf', 'files/data/MOD10A1.A2012014.h17v03.005.2012017164755.hdf', 'files/data/MOD10A1.A2012038.h17v03.005.2012040045622.hdf', 'files/data/MOD10A1.A2012046.h17v03.005.2012048071318.hdf', 'files/data/MOD10A1.A2012054.h17v03.005.2012062191100.hdf', 'files/data/MOD10A1.A2012042.h17v03.005.2012045024036.hdf', 'files/data/MOD10A1.A2012299.h17v03.005.2012301062059.hdf', 'files/data/MOD10A1.A2012012.h17v03.005.2012014055337.hdf', 'files/data/MOD10A1.A2012098.h17v03.005.2012101093641.hdf', 'files/data/MOD10A1.A2012031.h17v03.005.2012033182451.hdf', 'files/data/MOD10A1.A2012059.h17v03.005.2012061063515.hdf', 'files/data/MOD10A1.A2012053.h17v03.005.2012056015333.hdf', 'files/data/MOD10A1.A2012013.h17v03.005.2012017195109.hdf', 'files/data/MOD10A1.A2012005.h17v03.005.2012007052708.hdf', 'files/data/MOD10A1.A2012028.h17v03.005.2012030055354.hdf', 'files/data/MOD10A1.A2012037.h17v03.005.2012039055929.hdf', 'files/data/MOD10A1.A2012055.h17v03.005.2012057063901.hdf', 'files/data/MOD10A1.A2012200.h17v03.005.2012202133641.hdf', 'files/data/MOD10A1.A2012007.h17v03.005.2012011144012.hdf']\n" ] } ], "source": [ "# using glob\n", "from glob import glob\n", "\n", "filenames = glob('files/data/MOD10A1.A2012*.hdf')\n", "print filenames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But that isn't refined enough (i.e. it won't only pull files for February if there are more).\n", "\n", "So, we need to pull files from doy 32 to 60 inclusive ... which is a lot more tricky ..." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['files/data/MOD10A1.A2012035.h17v03.005.2012037061127.hdf', 'files/data/MOD10A1.A2012033.h17v03.005.2012035071148.hdf', 'files/data/MOD10A1.A2012034.h17v03.005.2012036060335.hdf', 'files/data/MOD10A1.A2012032.h17v03.005.2012046141710.hdf', 'files/data/MOD10A1.A2012036.h17v03.005.2012038044224.hdf', 'files/data/MOD10A1.A2012039.h17v03.005.2012041055153.hdf', 'files/data/MOD10A1.A2012038.h17v03.005.2012040045622.hdf', 'files/data/MOD10A1.A2012037.h17v03.005.2012039055929.hdf', 'files/data/MOD10A1.A2012045.h17v03.005.2012047061553.hdf', 'files/data/MOD10A1.A2012049.h17v03.005.2012051070019.hdf', 'files/data/MOD10A1.A2012047.h17v03.005.2012049053946.hdf', 'files/data/MOD10A1.A2012043.h17v03.005.2012045091534.hdf', 'files/data/MOD10A1.A2012044.h17v03.005.2012046060303.hdf', 'files/data/MOD10A1.A2012048.h17v03.005.2012050063219.hdf', 'files/data/MOD10A1.A2012040.h17v03.005.2012042055706.hdf', 'files/data/MOD10A1.A2012041.h17v03.005.2012045014038.hdf', 'files/data/MOD10A1.A2012046.h17v03.005.2012048071318.hdf', 'files/data/MOD10A1.A2012042.h17v03.005.2012045024036.hdf', 'files/data/MOD10A1.A2012052.h17v03.005.2012054062116.hdf', 'files/data/MOD10A1.A2012056.h17v03.005.2012058061115.hdf', 'files/data/MOD10A1.A2012058.h17v03.005.2012060061357.hdf', 'files/data/MOD10A1.A2012051.h17v03.005.2012053064001.hdf', 'files/data/MOD10A1.A2012050.h17v03.005.2012052062212.hdf', 'files/data/MOD10A1.A2012057.h17v03.005.2012059062619.hdf', 'files/data/MOD10A1.A2012054.h17v03.005.2012062191100.hdf', 'files/data/MOD10A1.A2012059.h17v03.005.2012061063515.hdf', 'files/data/MOD10A1.A2012053.h17v03.005.2012056015333.hdf', 'files/data/MOD10A1.A2012055.h17v03.005.2012057063901.hdf', 'files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf']\n", "['files/data/MOD10A1.A2012035.h17v03.005.2012037061127.hdf', 'files/data/MOD10A1.A2012033.h17v03.005.2012035071148.hdf', 'files/data/MOD10A1.A2012034.h17v03.005.2012036060335.hdf', 'files/data/MOD10A1.A2012032.h17v03.005.2012046141710.hdf', 'files/data/MOD10A1.A2012036.h17v03.005.2012038044224.hdf', 'files/data/MOD10A1.A2012039.h17v03.005.2012041055153.hdf', 'files/data/MOD10A1.A2012038.h17v03.005.2012040045622.hdf', 'files/data/MOD10A1.A2012037.h17v03.005.2012039055929.hdf', 'files/data/MOD10A1.A2012045.h17v03.005.2012047061553.hdf', 'files/data/MOD10A1.A2012049.h17v03.005.2012051070019.hdf', 'files/data/MOD10A1.A2012047.h17v03.005.2012049053946.hdf', 'files/data/MOD10A1.A2012043.h17v03.005.2012045091534.hdf', 'files/data/MOD10A1.A2012044.h17v03.005.2012046060303.hdf', 'files/data/MOD10A1.A2012048.h17v03.005.2012050063219.hdf', 'files/data/MOD10A1.A2012040.h17v03.005.2012042055706.hdf', 'files/data/MOD10A1.A2012041.h17v03.005.2012045014038.hdf', 'files/data/MOD10A1.A2012046.h17v03.005.2012048071318.hdf', 'files/data/MOD10A1.A2012042.h17v03.005.2012045024036.hdf', 'files/data/MOD10A1.A2012052.h17v03.005.2012054062116.hdf', 'files/data/MOD10A1.A2012056.h17v03.005.2012058061115.hdf', 'files/data/MOD10A1.A2012058.h17v03.005.2012060061357.hdf', 'files/data/MOD10A1.A2012051.h17v03.005.2012053064001.hdf', 'files/data/MOD10A1.A2012050.h17v03.005.2012052062212.hdf', 'files/data/MOD10A1.A2012057.h17v03.005.2012059062619.hdf', 'files/data/MOD10A1.A2012054.h17v03.005.2012062191100.hdf', 'files/data/MOD10A1.A2012059.h17v03.005.2012061063515.hdf', 'files/data/MOD10A1.A2012053.h17v03.005.2012056015333.hdf', 'files/data/MOD10A1.A2012055.h17v03.005.2012057063901.hdf', 'files/data/MOD10A1.A2012060.h17v03.005.2012062064750.hdf']\n" ] } ], "source": [ "# using glob\n", "from glob import glob\n", "\n", "filenames = glob('files/data/MOD10A1.A201203[2-9].*.hdf') +\\\n", " glob('files/data/MOD10A1.A201204?.*.hdf') +\\\n", " glob('files/data/MOD10A1.A201205?.*.hdf') +\\\n", " glob('files/data/MOD10A1.A2012060.*.hdf')\n", "print filenames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Practically, you might be better off reading an interpreting the url file as above, or alternatively, put all of the February files in a different directory and `glob` that ..." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# in any case, we should sort the filenames\n", "filenames = sort(filenames)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's define a function to read a single file into a numpy array (and simplify what we have above a bit):" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy.ma as ma\n", "\n", "def read_snow(filename):\n", " \n", " layers = \"Fractional_Snow_Cover\"\n", " \n", " # for convenience, we will use string substitution to create a \n", " # template for GDAL filenames, which we'll substitute on the fly:\n", " file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_Snow_500m:%s'\n", " # This has two substitutions (the %s parts) which will refer to:\n", " # - the filename\n", " # - the data layer\n", " \n", " this_file = file_template % ( filename, layer )\n", " g = gdal.Open ( this_file )\n", " \n", " if g is None:\n", " raise IOError\n", " snow = g.ReadAsArray() \n", "\n", " # dont use this here, but just in case useful\n", " #water = (snow == 239)\n", " \n", " valid_mask = (snow > 100)\n", " \n", " return ma.array(snow,mask=valid_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, test it:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NmzZER0fTt29fbt68SaVKlfj999+xsbF5JjsLGykcBYwUDklxQFG02NhATIz2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\nWbOtfDf69q3jhBzuRQiNIlnE/p1brMqlHMO+rQNMazGF5+K5cCHTYT/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eSnHYUO0Wx6Fs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ExNC+fXv69++f59tixYoV1e9lypTh4cOH+U4D6Dp39+3bpyccoBO3jBGJ/v7+DBw4EHiy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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "snow = read_snow(filenames[0])\n", "\n", "plt.imshow(snow,vmax=100)\n", "plt.colorbar()\n", "plt.title(filenames[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now its just a loop as in several previous examples:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "snow = []\n", "for f in filenames:\n", " snow.append(read_snow(f))\n", "\n", "snow = ma.array(snow)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# or neater ...\n", "\n", "snow = ma.array([read_snow(f) for f in filenames])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(29, 2400, 2400)\n" ] } ], "source": [ "print snow.shape" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2012032\n", "2012033\n", "2012034\n", "2012035\n", "2012036\n", "2012037\n", "2012038\n", "2012039\n", "2012040\n", "2012041\n", "2012042\n", "2012043\n", "2012044\n", "2012045\n", "2012046\n", "2012047\n", "2012048\n", "2012049\n", "2012050\n", "2012051\n", "2012052\n", "2012053\n", "2012054\n", "2012055\n", "2012056\n", "2012057\n", "2012058\n", "2012059\n", "2012060\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda/lib/python2.7/site-packages/matplotlib/pyplot.py:412: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_num_figures`).\n", " max_open_warning, RuntimeWarning)\n" ] }, { "data": { "image/png": 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IcBJBhdNDjH++pKY5IdADh8+nB6LVW/MZ/T9PgasM3+q5aJrG6p9zGDlA3+q6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daEYsHkHoAQL1aoYO79eldhRFieikutfmYlNeMbPPytL2BbvLPJtew7jkKUyD\nxlD3ux+Aw0PMbS/hfO4mLRv2rCGpVNucbDpYxupDp7jpzEx/0IDZQM2X61DVy6j73eUseOkL/vHf\nb3jw8gsoq6wjPtbE8JH1ixUDrr7Ggtso+WjxKWtI5F9fI1r1VoRHEHoAr9eHLpAEM4rQ63XMPiuL\nHftLSU6IYe2ek9ox3TlXYZi5GGXgmX7RwR944PjTjQBkZcRz6FglZw5JI+9gGdc/9mt0w6fxyZEy\nJgxIYNiIdLwfPo+qqgx45H3KvliPYknk1T3F/M/8Cf72VLUhxDo4cq9RIEKAkDVOfZBodbWJ8AhC\nD6DX61BVFVets/21d3qYyhIrSemx6Fw+zr7n12At5zcPPqQd921bg+ezXM3tpaoq5SdrtQi0D3cX\nc/nUQZqFpORMwP3SzSH3uPn1r3jh2rM59cGr/jZqyzj6yK9COxLIXq2qtDbsHj9ZQ3b/hFbPEXoG\nmeMRhB5AjdGjWIyYjPpmK2n2Ng4dOEVyRhzVp+ow/OgRsPqTdt6/IlQUgkVHcXpxur3sOliGYclT\nvHOkHMP3bm042VaBftrCkOv/ct0UDJcuRfedBRCfhm7IWdqxxuHRwfcKEBw5l5OZSK2tlaqmfQBF\nCc8W8X5LyhxBENpDaVE1R0usTDlrAKbL70etKNSOube8EZqzy+HBZndrId76mYshNhnq/MEUAdHw\nfJarXWK8/lmcL9/GSxsP8szOQvLuuzi0A4H0N43T4NS72ewONxazEa/Xp4Vy96bMBd2RMmfkrzaG\npa0DD10S0bG39/yrCIIQES5+7lM+vO0CAL7ZcYIvT9Zw+1/exJ37//wnBA3WFSdrsZgNfHWwjF/8\n9xA7DpeAvQbiUnG/95vmE0TWC4HL5cVk1POn+swKAdEBYMBoPGsfCbnM/crt5OWd5CcXDeP8QU0D\nAqprHSSZ4/GZdNgr7cTW1xUKCE1+UQ1jhqXhcHmJs+j8VmUXfieh+xCLRxAiSU8krawXgv0FlUx7\n+QvKHvmuPwlnI578124e+O5oJv/pv3z9ixkhrqwxv/mQA++/iXfz35q9ha/O5a+KGjTJ/8LmQ9z2\n+2fRnTEJX32odRPLqJ7jRyu444P9uL0qA+JMvPzRN7he/KnWh23fFPH3b0/yp0WT+XL7iSZrewJr\ngELoRdYOdI/FM+rX4bF49v8yshaPzPEIQoTIyzvZasGybiEgdGYDo0alU77iMhSLf0D21YXOfzzw\ng3GoMXpugQFZAAAgAElEQVR2H68KWRejKArfPjC7RdEBGkpxgzbg3/zdUWAtZ8qE4VrQQWPRUVWV\naSs/5op/7OJfL67k/S928/0zUontN0Drg3HxM5z36J/464atGC5dxtRJA3l9Sz5f7Dnpz9Ydo6ei\n2t5qsbi+ik5RwrJFGrF4BKEv04qFtX1HESmJZv65t4S7f/0EP7hpKTeM6s+86UM7fy/88zn7X1nJ\nqJ89AnVVKOZ4cNpC5nMC6C+5XQtUCBA3fRGOyhJ81adQi/ZAbDK64dPwfbsJXdZY3G/cBcCuXcV4\nfCpjhqQSY2pUhbWXWTvQPRbPmSs+CEtb3z44O6JjrwiPIESClhY8dvc96+v3vPdpfpuCUlpUTUZW\nEg+8vYMVV03sUDYAVVWpLa8j5fKfAKBkjkQ9eQBi4sBpw7t1VZNr9HPuAnstOG2hB2KTUezVmlBN\n/+Mn/HfphRivfVoTHYAXN+znpktGNqzbCU4uepoIz5gnwyM8ex+IrPD0vn8dQeiDqDF6fxXNSN/Y\n4QFVbZcVk5GVhM/no7/Z2H7Rqc8UYDz/Wm3gUgZPQj1an426JdFpFEYdwLt1FfpLbse95Q300xbi\n3bqKz/65isTj1eT+dF7IuT++dFToYBnkVjxdiNYFpDLHIwgRQHF6I5+lIGgQ/ucnR1BVVdtaQqfT\ncdflYzt8q+A2lYxhpM5ajJI5EnR6TN+/t+ULY+uj14wNdXi8G5/FcN4ilMyRfoFy1FJ38CsWPvZk\nyKWuWmeIQPp8vojXIRI6x+nzaiAIPYCWNbmH3sKPHCrD7vDwwwvbMW/j8PD7jfu5u53Co5+2EM9n\nuRjOWwT4rZVpKz/mvonZuHwq1+79AgDXv59quZHAuh5zPJ5PXkY/bSFKajbo9LjfeTREWBoLppbx\nof631fVSF1t3EqUGj1g8gtCdvL35cI/ef8iwNMaOy9S+t5QlQVVVfvN/+7h52uB2tx1woRnGzmb+\nj5cBcN3wDC6dMJBRqbFc98Pv8/Vzv232Ws9nuX6LKPB9wx8bDlYW4fn0NZLu/zfG79/nv8fMn7bo\n/tPqA51mohPNSHCBIJxGNK5b46tz8fzmw/x8lr/0tpbZOYz3aInMh/9D2aE81KPb6T97MScen4v+\n/OvQ9R+G+53HQtpqrU01SpKtdkdwwcSnPgpLWzvvnSVRbYIghI8WB2aHx//3Vp8BINzF1MqKa+g3\nILH5PtXnclNj9BguXeoPQvjk5bDduzfSHcJz1u/CIzw77oms8IirTRD6OMdP1jS7/x/bjlFZ7dDE\nJqzF1Bweisvq2jytsKASz4Y/MmruomaPV5ZYcVQ7mm1fiF5EeAQhiujoW2n1KSs5g1MpLaoGh8cf\n+QXg8HDFhUO1SqbhxHDeIr7ZV8qU361BVVWOHCprck4g4CIn028R7bl/drNtxZh0OF3NiIzM5wDR\nm7lAhEcQogBtjUwHB4mk9HgURSEjKwmgIWVNNw3c+mkLof8IJo/OoOJ/f0xNma1ZsdT2mQ0oTi+f\nflXYbOBDbEosBoN/DVTwcdXuFqsH0Cnh2SKNvDYIQhSgVd0Mor1zMq5aJwa9EppPLdzUi4Dno1ep\ntblQgdhkM4qikNRMFdBAaerAM0wfP6BFay5QWsHt9uF12rEkW6IimEBoGbF4BKEX86t/5vk/NGOh\ntNf6MSXEdJvoBMTiza1H0c9cjKqqJKTF4nR6eGbdt+TlnWz54vqghsZUllixVdhCzlNj9JhMeixm\nYxPr53RGUZSwbJFGhEcQehnbvikC/IP6Qz8c38O9CeXFDft57YMD/H3DfqBB/K6ZORzPR6/y7leF\nGGbfRsIVt3NWRjzjR/Rrsa2AaLlc/lxrASsmpX88sZZQodQW4ZoNWG0usXjqEVebIAhdIuB2Gl1f\nBK0rb6LhDo3+75fHmT41hx9fOqr5ezm9KIrCb3Ycx/PBcyiKgvGG53jjhu/yoxnDmu+j3Y3Xp2KI\nN4LLF3KsNWGJS7V07WGEHkeERxB6CardjRJrIrFfXMvntFNQwiE6//3yOP86UsbvFkxi+tSc5k9y\neNi5v5SdpVaunz6UrcsuQlVVXv/wIO6/39b6DcwG9E4visvnL1tdv681omWxaKSI1iShsoBUEIRO\nU3SskiH/8w6Ov9yI6drfcc607/DZsotavyhQrqFeRHw+H7pgi6eTQRS9ne5YQHr+yo/D0taW+heG\nSCFzPIIgdBhVVTEufYtLcr/G9bcfozi9eF7+RYjoPLxmp3ZuyKBWLywByyW4Kmlzg5+8kPYMlZWV\nXHnllUyYMIExY8awa9cuKioquOSSS5gwYQKXXnopVVVVnWpbhEcQhA5jWvY2z84dj9XpYfZzn/L7\njft54j972fp1IRu2FqDa3Tx+1USA9kVO1YuRGqNvNmJNK/YmhNCdC0hvvvlm5s6dy65du8jLy2Po\n0KEsX76c2bNns2vXLmbNmsXy5cs71W9xtQlClLF/Xymb8su5dc6Z3X4vw3mL8HyWy7ZvijhnclaT\n4zVlNhLSYlEUBdNd/0S11+J6/rpm1x356lyth3UHLwg1GxrO74nqrd1Ad7jaLvrjJ2Fp6+OlF4b0\nrby8nPHjx3PixImQ84YNG8bmzZvJycmhoKCAiy++mEOHDnX4fmLxCEKUkZUeHxHR0QrH2d38cWdh\ns+ck9ovTrBnX0z9E/XYT3/vzlo7N0zg8TbMQODzU2Rvtl/U7EePgwYP079+fhQsXMnbsWBYvXkxt\nbS2FhYVkZflfQLKysigsbP7/RVuI8AhClBGfFtst7QYP6v/65DCmy+/H81kuMQ+u47Ubv8O335Y0\nuSa4hLXxJy+iuux88O7aJucpitJyNJrZgNvjw+FsEBk1Rk98XFPrqC8EGYST7lpA6vP52LlzJ7fd\ndht79uwhLi6Oxx9/PHz9FlebIPR91n2az2UXDGnxuM/n0wahvLyTjBueFiIUR4+UM3hoWsuWS71l\noqoqNVZnSJqcNkOgg6wal8uLyaRv/WGi1OXWHa62WX/6b6eurTywncqD27XvR9e/HNK348ePM2nS\nJMrK/Ale33//fZ5++mkOHz7MRx99xKBBg8TVJghC67QmOuCPLAsIitvr49Z3djYcdHhwu72odjcn\njjcTxeTwUFFlB/yRakkJZm0/Do8mOjt3nmg68DZysTUWneraZkoiCF0mZeQkhl52k7Y1Jicnh5yc\nHHbt2gXApk2bGD16NHPmzCE3NxeA3Nxc5s6d26n7i8UjCEII43/zAbvuuxhFUfjVP/O0tD3pD63n\nixvP4VhFHTMmDATascbGbMC4+Bl8BTv8hd4CJarbk1k6EOlWnxkhWi2dAN1h8cx+rnMWT2M+uG16\nk77t3LmTH//4x9TV1TF48GDeeOMNVFVlwYIFlJSUkJmZyVtvvUVycnLH+y7CIwhCgPSH1tM/KYZd\n98zkwy+OcazWSa3Lyx0Xj0CxGLnhlS9ZNDKDjFgjQ7OSSOwXh9vqQq9TKCm3kRBrwu3xkZJk7vC9\nHU4P5hgD7355jMsvGNLn5nO6Q3guff7TsLS14WcXRHTsje5XCEEQwsqpX83VrJhjtU7GpMUx7exs\nbVD6+/VTAThyqAyH00Mi/gqnQ7OTSUuyYK1zYTEbsNndxFmMHCmsYmi2/43Y7fFhNLTs3TfHGDhQ\nUMm86UO7/TmFnkWERxCEJuzaVcxN04dq8zONXV1Ds5NxOP3hzUOzk3ljSz7XXjwCxe72ly7AHygQ\nEB2gVdEBsDvcjBjUcbfN6Uy0TtJHa78F4bTGWl6nlU8IN6qqMn58JidOWak4Wavtw+HhwP5THD9a\ngcvlpcbqRFEUXC4v154/BByeEBdbm9Fp+K2gd788BoDFbGw5+q0+UEGVtTwhSOlrQRAihsVs4L0j\nZd3SdnFhNe99mk9WRgJJCTEcOVTGkcIqaqxOkuNN5GQmotcrZKTFoZ+5GMt3bwBgw/Yifr9xf7Nt\n2h1BYlFfVwf8VtC86UND9jWhPhAh72AZCrDi//aF61GFHkKCCwQhCumO8gCvbDzAktkj+HL7CS09\njmp3o8bosVbYcTg99EuJ5YtvSxicEU//tDgUBTAbMC1ZifOVpSFZpm12N2u+Os7104dSWe1AVVVi\nYgxsyCvmopHppCZb8Jl0IUlCW6RROp1A36D12j29ie4ILvj+C1vC0ta/bzm/d2Wnvummm+jfvz9D\nhjSsA2gtQ+myZcsYM2YMkydPZvv2hgVKr7zyCmPGjGHMmDG8+uqrYX4MQTi9CPdg+9amQ1x/yUgW\nvPQF54zpH3Kf21dtJzE+Bq9Pxe70cMU/8xiQk4yqqjhdXhSnF/dff66JjsPpwe7wBxdcX2/NVNY6\n2F9UTZzFyBUXDiU12V/MTefyaW60b78twW11afdev+UoUO/mC1hEQVaRtuq+PaHZfZQ+62q78cYb\nef/990P2tZShdO3atRw8eJC9e/fy3HPPccMNNwBQXFzMI488wueff87WrVt5+OGHKSlpmn5DEIT2\n46x2sHpTx1eNN8fgJL8QmPQ6f62c+rdfVVX52YQsjp6oZkB6PP/4ppCTD10CDg96vQ6Px0d1rQO3\nx4fN7sbl8uL1qZiMQfM7Dg9DhqUx7exsf5v1lkrjN+zhOSkYDTqs5XUAXHhmRrPrhFS7Gxweikpr\nQ+4R2Hx1LoTeTZvCM336dFJSUkL2rV+/nkWLFgGwcOFC1q1bB8C6deu0/eeeey41NTUUFhayceNG\nZs+eTWJiIklJScyaNYuNGzeG+1kE4bTBVmknJsbAgpnDw9LeOZOzeGXjAX5xll8cAoN9/uFy3th3\nktREM8WnrFw6OoPKagc2uxuH04PFbMBk1KNTQK/zXxNnMaLXhw4titOrWSaBthsLSiDqLT7On5E6\nzmJsNnnowWNVqKrKZ0cqOFLYNJOCTqc7bQIQdGHaIk2nwqlbylBaVFSk7QfIzs6msLCQoqIiBg4c\n2GS/IAjtJ/jtPy7FEvb2r79kZJN9Q4al8eTwfjiqHRQU12J1eRidnUzBiRqy+8dTY3USazaC0b8O\nx+fz52pLjI/pVB8qqx0Ul9kYMywNW52bWIuBYHmqsTrRKX7RuvrcM1psp68tPu1rSFSbIEQJPTGY\nXvW3rQCYk8wkJ5hIjjX6I9pSLRwpqqbG5mJvQSU19XMztba2Rcfn8zW73+3x789I9YtqfJzJH3gQ\nlIA0sV8cGamxUL9ItQlBc0Cng9UTrXM8nbJ4AhbLoEGDKCoqIjs7O2R/gKKiInJycsjOzmbTpk3a\n/sLCQmbPnt1s248++qj2ecaMGcyYMaMzXRQEoZ1UldaSnJHAF18X8p36eRiASb/fxPa7Z6La3Rw8\nVsWAtFjiLSbiUy0cO1rJ/oo6zs5KIjXeRLXNicVsICGuZdE5UFBJZlpsi8JkNOiwmA2YY5oZlhwe\nFPwWUXJGnOaKUyHEIvLVubQouZ62ejZv3szmzZu79R66KDXs2hVOffToUWbOnEl+fj4AS5cuJSsr\niwceeIAVK1ZQXFzMypUrWbt2LS+++CLr169n69at3HrrrezcuZMTJ05w7rnnkpeXh6qqTJgwgS+/\n/JL+/fuH3EfCqQWhde5ZvZ3fLZgU1jYDi0NbipSrKbNRVmUnOT6GpIQY9HEmjh+twOny8uGRcuZP\nHIjZZNBS4gTX0bE73BwtriErPb6J4KgxehSnl4oquxblFsDn84WGWQclFt2xv5SzRmW07+F6UWLR\n7ginDlikXWXNT6b1rlxtV199NVu2bKGsrIycnBzuvvtuHnvsMRYsWEBubq6WoRRg/vz5bNq0iTFj\nxmA2m3n55ZcBGDhwII899hjnnnsuiqLw+OOPNxEdQRBaRlVVHntnF0/NGxf2thVF4S8fH+bm741u\n9nhFjYN4i5HUzASsFXXEx5kYmB6PoigkxplIjIuhpMLG0VM2zh+bidvjo6i0lsEDkzhaXIPd6W3+\nvk4vdoebKqtTE55P8oq5cGqOfw6gUfXRAO0VHTVGD21lz45yesJNFg5kAakg9GJaKjvgq3Ohi21a\noTNS/XntgwNcNSWHrw6W4fT6GJhg5puTNcwc0Q+LyUBMjMEflUbzyUFvWbuDJ2ePRqejoX4PsHFH\nEXMefxbdwNG4/vrjhpIIHeTQsUqG5SSjWIy9ZqFpd1g817z0eVjaevOmcyM69orwCEIvZ+vXhdoa\nGICKk7WkZiZ0+33brLUThPHnb+L+0zXk5Z0kOyOelCQz1bUOyqsdDM1OprrWgcmo1xKINofd4caS\nbPHnZIvxrwMK1wLRb/aVMnl0Ro+63kR4GpCoNkHo5QSLTl7eSfT6yLhXWhOdkqD1M/es3o77T9cA\n8M3JGs3SSUowM3hgkvbZYjbicnm1aLSjJ6pD2rSYjbitrg4JXnuZPLqdc0JRhg4lLFvk+y0IQtQw\nfkS/Hr2/rdKO2+oiNTkWr82FrdLOo7NHUXy8CuOd/+Qnb2/h2Mka7XydTtHKYgPo9Qperz9sOiBK\n1bUOtu31ZzIxGnShotOGteNyddAN18fS6+iU8GwR73fkbykIQqcxG0hKj++x28elWDAadP5MBXEm\n4lIsvPBZPpP/shXX0z/Al7eB324rwOv1YbX51/bEBs2tuNxenv7ksPZdP3MxT2w6yDlj+qO/8j6g\nIZVOe6ye9pReaEIfE59oRIRHEIQO4fX687I5qh3oL/4ZD3x4kLKqWkw/fQnv1lW89OIL6GKNfHbg\nFJgNWINyp7ncXv7nqRWM/MMmtu45iW7iXJ6aNx79zMV43/kt4A8CCIR4t4XL3dTiMT3wb0y3v9L0\n5EBW6z40j3xaLSAVBOH0xetVKSyxkhBnZPvTjzBhwgCqSmuJMRkwzPslc665kfzD5Tg8/vxs/VJi\nAXj3y2N8VOSfG7pp7ABsbi++nesx3qVj08rfau0HR7K5XN4WrZqWUvPs+dl5TH/9a4b+9kOO3Hcx\nAA+8t5snrz4LAI9XJToKKbRNtC4gFYtHEIS2CbI+qq0OBmUmkDM4ldz9/rmZtB/dRfxlP0VJzeb9\nb0sZOrwf35voz9t43l+2gNnAZZOzefqHE8j72/9y3+VjuHjiQJS4FNYsPJcLxw9gyG8/0BaKBqLa\nNNFpJhqtOdFJe/Q/jL7hDsq++YhjO79g9daj2B1uHp8zRmvHaNDhrnWE8ccROooIjyAIbWM24Kz2\nD9aWGCPVNieHDpxixVUTAdBljQWfF7WuGqzlAJgSY8BsYNubL4DDg2n29ZiWvcZvvzqGoigYZi1B\ntVVy5YPLwWzgL5eM9mdQUBRqymwht28t71pwddNYs5HUWYsZMf27eNY+woKZw7GYjRj0/lDmgJvN\nGLR2KJqJVlebCI8g9DEqS6zg8OCqcYa13Zgk/2AdV5/Ec/jIdBRFwefzofrcXPmTO3CvfgBfgb8A\npKqqZD78H1SjGcwG7v3F/Tx+2VRe+/MfMJy3qKFhn9+tdvHELBxODz6fqi0qDQQotLb+xmI2aseP\nLf8upU/MIS6Q783hAbMBxWJsKM3Qi9LodBUlTFukEeERhG4k+C07UqT0j+foiWqOFte0fXIHCayx\nGfyHj/l6exHgr3/jWXUfT80cQfnJWmxrfqdZLuWnyjBN+SGrNx3invOH8MAPxvHl87/Hu3UVACN/\n8GO8W1dhvP5ZSsptHDtZi06naGt9Annf2ruuR3F6Ue0evrprRoN7sL5AXGW1o8ezFwh+JHOBIHQj\nPp8Pxen1D5x96E0bwLj0LS6fmMM7P5mG4YrljJ52IbvumcmRQ+UMyUpCr9fh8/mI+cn/4svfgXdT\n05L3+pmLAfBueo3qWgdOl5f9J2qYPn5A6IlBSUKbIyCIgcSjwaQ8+j5WWx3fG5fNe7ec1/UH7yTd\nkbngp699GZa2/rp4qmQuEIS+Ql2lo+FtPQzrR3ryxey8ZzZrn413rMX9xx/xzk+mYbn7XZSk/uzf\ndxjj+dcy6vpl6GL9loVOp8OXvx1QMd7/L+785y6tjXe/PAbAe79bgdvjIynBjEGvayo6NDx3abmN\nf2w7FnLM52vIdNBcXrf9S6eD3sTTYarW2puI1jkesXgEoRuwVdr9VUIdHi7622d8/BP/m7YK/ozJ\nnXX5BMQrwtZTexZ1Gi67F7WiEM9nuTiqHXi9KgaDDnOMIcSyacyRwioG9IsLyeO25vMCrgquMBpk\n8TQOo253mYQetji7w+K55fWvwtLWC9dNEYtHEHoVbbh4tMWOQecFl6YOiA7UT+YGEl92xgIyGyL+\nchZwY41/6qNWz1NGnI936yoM5y3CYjZSWevQirpV//tF9r+ykt/8374m1w3NTg4RnYoqe6joNKJx\nGHVLonOgoJJv88u1Z+iLSMocQeirNH5TDpq0VpzeBveO2RB6vLlrG+ELWtUfQLW7G4TJ4cFX5//+\n6sYD/hMi7Br5dm8pqqqSd++sVs/z7fg3zlonns9yAYi3mCirrMPl8nK8tJYtBZXcet7gVttwe3wh\nReEeXrfX/8HhobTc1sJVzTPyjBTOHJKmRbX1RSRJqCCcBjReTxJIbgn4Fz528M26SU2d+mgwn8/f\njtvjw+tTKSqtZfEFQwBQIuwyGjO2P4qitBlZds6VizHFmzh4oAyfT+Xr/HLsTg8+VSU5PoaLhqWF\n1N5pjuC6PQcKKnn8Mv/CT7vDTUZaXIvXtfi797GAjr6CCI8gtIPxv/0Q1e7WBl9reR2YDZwzJrSS\nrq3C7l9135orzWwItY6CtyAqqx3886vjGA06UhPN2mr+kOt6EdtW/5V9+0oZOSodzHqmDksjJzMR\nc4yBAenxZGUkaJmp28PIM1K0z8VlNv700cEWz+3LVUZboztdbSaTiUmTJjFp0iTmz58PQH5+PtOm\nTWPcuHFcc801uN0tL+xttd+dfWBB6PMECULesotCBrfA+hLMhhBBiI8z+RdvBtL1B4mDqqohiSq/\nzS/H7fFRWm7DanOx93A5RaW1HD1RzbGTNVjtLn44JQefT8ViNqLT+f9cA1ZXR11P3Y1+wqXEGP2/\nRVWpjcpaJ1abC59Pxe5wYzTo0OubH3KCsw8EKCqt1T4PzU7m57NGoL/8Lq58vYUQ4tPQuunOqLas\nrCy2b9/O9u3bWbt2LQDLli3jzjvvZPfu3SQnJ/Pss892rt+dfmJB6KNocyztpEkIr9mAyaRvWHUf\nOC9onsFX5+bMIWkYDToy0uIoq7bj9al8sP8Ue4tr8Xh8uD0+Kqvt6OpfSQOCc/i4P9Hm9oLKzjxe\nt3Hqf67kSJmNQwdOkZqZwJJ1ezhZbqOk3IZP9bsNAcoq65pc21xl0qyMRlVWzQa87z3NO9dNBfwW\nYQhBOd6E8OPxePj444+56qqrAFi4cCHr1q3rVFsiPIIQhGp3o1iMFJ+ytn1yI3dX8SlryALGgFVU\nfMrqt4yC5occLi/VtQ4qqx38N6+YeIuREpuT8enxjEyPQ6dTMBp0JCeYqbHWp74xG6gssTJ8ZLq/\nLIHH22oOs45QW9Y168leZScpwczM8QMYPigFHB4+vPFcUhPNDEiPx6jXaW62QLbqDtPoZSAlyaxZ\nUwGaW8fTl+lOV1tJSQlnn302U6ZMYe3atZSWlpKUlIRe7xf3rKwsCgsLO9Xv0882FYRWsNW5iVcU\nBrRQbK2ssq7FgXNAejyqw6NFnfl8Ki63l+SEGI4eKSc2xoBBr9NKVwfWufRPNFNV66R/XAxWlwe3\n18fAlDj/RLzZgMmh5/jJGnIyE9mw9ySXkklCnJEfXDgsbItSE/q1PHHfHixmI5XVDhLjG4Il7A43\nNoebY/trGT+8H8ZYExUl1pCota5id3q0UtvN0R1ltHsT3bn4s6CggPT0dA4ePMiFF17I6tWrw9a2\nCI8ggDaAa3M3LdDW23rwIKfTKXg8PkxGPZn1EVlGgw63x8fJchv9kix4fT4S6lf5u9w+BqXHUVHt\nJP9EDWlJLlISzMSlWsgZnArAgkar7+/6x06eXnh2x561EardgxLb+XBj1e7G4fRwqspOSlJD1Fp8\nrAmb3U3/1Fj09b9rarIFn0/V3IddpTXRgdM36KAtju/5iuN7W198mp6eDsCIESOYPn06BQUFVFdX\n4/V60ev1FBUVkZ2d3an7i6tNEMKArRmXl9XmIj7OhMmkxxxjwBxjIL+oGnOMgaS4GKptTmItJm1B\npMPtJd5i5FBlHaPOSCFncCrxabEhg2dw2LCqqjx9xcQu913XBdEB/5yTw+nFUj+/Eih7XV3rxGwy\nUFJRR2VJQ8JSnU6hrLKOb/aV4jPpUGP0lFXWsaE+6WhY6WWRf+FG18ntjLFTuODqW7WtMVarFZfL\nP0dZUlLC559/zvjx47nooot4++23AcjNzWXu3Lmd6rekzBGEAA4P1bWONteaBGOzu5u8dVttLmIt\nRu2t3u3xoVPAp4Jep6DTKdRYnbjcXs2CstpclFXbKa60c9awNCztcEcFV+rssYguh4ejJ6rJykjA\n5fZSVesgKS6GmBgDdXYX5dUOhmYnt9zHbhSGDduLuHRSVq+JduuOlDn3rt4elraeWjAppG95eXks\nWbIEn8+H3W5n6dKlLF26lPz8fBYtWkRtbS1jx47l9ddfx2js+IuLCI8gBNPBgTAgVAHrpi3cHh8u\ntxen06PN9ST2i8NWYedQYRVnTRzY7nuHCA906wBrq7RjNunZf7SSM4emNskEYKu0U1TqD8hITYyh\nX0osZZV1mE2GkNDzxry0YT83XTis3f3Qz1yMbsAo3Ln/D9PNf8L1l5+3eG6N1UlCI4uxJ+kO4bnv\nrR1haeu3PzpLcrUJQo8RNDhWN1MeuXGIdMA6ao/ogH+OJy7FQmpmAon94khKj+fUiRri02I7JDqB\ndD3dTr0Qx1mMVNc6sTo9TQdyh4eP95aQHG/C4/HRLyWW6loHqUkWHC4PdXZX8wtHHZ4OiU6A3GX+\nhKOOvy/FdP+/AJoNo06Mj+k1otNdSK42QYhmghaLllXWcehYZbMut2CBqax2NCtOrREYIG97/Stt\nUB4j5KkAACAASURBVMzISup4X1vAVxee8GpoWPAaCNlOTbbwZXFVqOVS35e55w8mIy2OMcPSqLE6\nmfnql+hijfQbkEhsSkNwQXueocX+1P921zz4sD//mtOLd9tajhRWYZr/WK9xqQltI642QWhhEKys\ndoREaR0oqGTkGSk4nB50ioLJ1IHFimEaFJu41xofrx+cw/GmH1jTFPz72OzukMzbODwcP1lDjFFP\nRlocLpfX/7u09bydnNsJlFfQpWbjXruCw8crGblkGQDnXHML29a+AkYz6efN4+Tjczp1j+6iO1xt\nD74dHlfbiqvF1SYIkaOVxJ7BogOQXL9GxRxjwOX24nB6sDvckU1d09qAXW8FhMu9FDyPExC0ENGp\nx+3x0W+AP8uA0ahrU3Q8gQWxnSBQz8dXUYjd4dZEh9hktr35AsQls2b5vZx8fA5HDp3q9H2ihWgt\nBCe2qXB6EjSANzdQuz2+kEzJQEh25IDLzWpzkdCe+R2HJyxWT1uicqSwiqHD+3X5Pk3u6/T6szI0\nPmA2NNzP3L4E+y3la+so8XNu8i/WVVVmzL+WtBgdd07M4bwpOeDwMHR4eljuI4QfcbUJpx9dCOGt\nqLJTUeNgSFYSJ8ttGPU6TZBKy22UVTkYNTgFr1fVXHHVtf5qnKmZCa013SY+nw+dq/nszuu/LmTu\n+YO71H6rdKDGUGv46twtLh41zPkZqsPabJVSQFt46jPpMJ5/bfM3iE1GN2427mfmd7qP3UV3uNoe\nXrMzLG09ftVEcbUJQnfR1T+u1GQLaUkW9HodWRkJGA3+dDZ2h5uEOBNen8qJU1ZNdFwuLz4f+FSV\n6lNWfzmFTtKS6GA2hIhOZ/O3tXqd2UDewTJ8pq4NGa1lLFAdVnRx/jU/gcqhwdFwnvokozqXD/eW\nN0Ku9XyWy8P3Poj3w+d7peh0F4oSni3SiPAIpxWKojQJvd2xv7Td16tAZVAkW0qSGW992YKyKjsj\nBiXTL9miZWI2mfSkJJm1haK+ML9VBuaXVFXVhKOzczxtVekcPz5TK83QKVqxNPUzF7Pwlrvw2apQ\nY/SMHu0vZx3sljMEuT4bi/CYJz/g0bljmrTblfkkofsQV5twWuLz+fxVNQNzF05vk4SSwZmmA/zv\nBwe4c/ZIjp+sIT0lFnNMg9vJ7nDjcnsxGPTodYp2zO3xYYgzdmnSX+tb0OBdXesgsV9c00WkYZpP\nCjv1fQ/+nVXQ5oVC9jfz22sRcwHMBvTTFmpfFUXRym73RrrD1fboO7vC0tajV04QV5sgdDc6nc4/\nyJkNoQNCoDpofYRYY5bWJ+nMyUzEZAy1nIpKrSQlmImzGHG5vVo5A72u7bLRbdFYdMC/eFVxevH5\n/EXlHE5PwzP0MqwVQS7GoP4Z6sOjwf+M+pmL0c9crP1epuuf0o6bTHqtJDjQJECkN4tOd6GEaYs0\nIjyCgN/NFBI+3MLbX8D1U1ntwO4MFYLhg/ylmr1eHzpF0ZJ/6nQK3kYZDzpDS0XOdDqFM4ekEWPS\ns2bz4S7fpzuIT23I6q04vZr4eD56FRV/epuMxzdo5wQsGe+x0Df6xnNEgUCExnM+Qu9GhEcQGtHa\nIs3jJ/1ZllOSzFiC3Gxerw+Xy4vX60Ov1zVJoaPX6ygrrqErtGU1KYrCVTM6noIm0rz75THNHago\nCsZZS0iMj6H8o4ZoNs9Hr6L/3q14t65qsz3vptdw1pyecznRuo5HhEcQGtFaZoBAXRw1Ru9/+65/\nc9frdZhM+hbXqKiqSr8BiWHva2PLLFwVSbuDQF/nTR2E4UePoJ+2EMONf+CXdz/g/z2Hn6u5ywyz\nloDThmp3a9kKmqP4lBW3x4c5qf0ZxfsS0RrVJsEFwmlPW2logrHZ3egUf8VNqF9bE2tqus6l/o3e\nV+fyu/GC3EtdwVHtCAloaI7Amp5eV30z6DcK7pt+5mK8W1fhq3Oh0+m0HHH/+ayAuecPRj9tIboh\nk3G/dFeTJmusThK7WD01UnRHcMET/8wLS1v/74fjJbhAELqbgGXgtbmaiE4gFLoxXq+POIsRi9mI\ny+W/RqfThabdCYhLfXJNnU7X5SzSwQNCsOhUVNmbFbPAmp5eJTqEzlEFR7V5Psv1i0t9qLaiKLhr\nXcw57wxwePBuXYX7pbtC1hAdKawCaCI6ph+t6Oan6F10thBc4y3SiPAIpyWKxcjRI+XNusYap8oJ\nEHxu4wShgYHUV+fSslyHLWdao3Zsdjder4/UZEvEKmyqdjc4PLzzceeDF5r7PRQaXJvBwlRjczYI\ndv0zBq433vYSIxYvbVZ0XW892On+RSMyxyMI0UK9MAwe2MFyBPUcKKhs8VjgrT2w4l6N0WOzu0MG\n1S65NMwG4ixGFMUf6BBScttsoLrWwfGjFUC9CHYRVVUbRNRs4MqLuha80NKz/+bBh0Isw7RmKrAG\n1lq5X7oZ79ZV4paPYkR4hF5L8MAScI2pqtpkQO3whHr9Op2i0lptV+MCb60x8owU7XPA5RayvgS/\ndeT2+FCcXr9QOL0Nz2D3aOHVnQkG8Ac26MjJTGxSoiAxPkYLgNDFtq84XWuEu9hccMh68Smr9vme\nS0eHnOfxNi8q2nqmRhZlbw6q6E5kHY8ghINAQTZCXTOBAUdRFG1eBYeHvLyT2rEQQXJ42hyMsjIa\nkna2p4JoZXXTom/l1Xag9Rxkwc8QEFOdrv552khT02w79YEKFVX2Js+oKAr2KnuH22wX/7+9c4+P\norz3/2dmr7mQCwkhJCFyMSgBIkHxAJbKJVBvVatQChWL9qhYFY+2nnJ6fi1abRFP1YqtrbbeoKJV\nsaf1gFTUgIhBrXJTUEAgmivkTjZ7n+f3x+zMzszOXrO72U2+b195yc7OPPPM7O7zne89gnsaDaNG\nZAeewpcbJVk1tblLzGII8MEZ5t8atzmlG9SBlCD6iUrDCea70GyfUuFvASCZuaRxlE/H0rGMMTz9\n5hdgjMkO6kjR9ucBxMVT+eSuROkrcnsE2OxuWYOQhWoUPhpJsErmr9xh+q2dLdE0qAuFb252h1/Y\nxCIotQRLhAXEQqCn2m2itiZVlVAGJTi9eOa94yr/jvftP8RlXkTyIMFDpAyHD/mLdT5Ve9T/hmZx\n1tM8lOiahxweuf7XD785HpzTi3Flef2ar8SoEdlo6wxdddpk5JGVYfKZ+QwqM1+kwkcK25bDkCUt\nzWc6ZBYDGGP9NrFJgg0QBaYUOh4v9ISlVI06O8uMotJcMLtbDmjQfp43+/xMyjptQxWO4+Lyl2xI\n8BCpgcODyvEFsNndcDg9uGVuhbxdi6R5qBZvxTjB4JxeuFxenGzqxsGjbbr7/LXuZOh5BsnFOR2p\necvhAe8SZDNfW2cfPB5vZGYsqfin9KeZD8dxcXny55ziPQIAo4HzBzDEswacb6y6z1oAABMnjlTP\ngeOgjR2Q/GiSJvvlC7+L33zSFAqnJoj+4FuIsvIzVLkqSvNbh2ZxV/poIsVsNmBMSa7KRKfk0imj\nAIjBBtKiqCRYJNXEsQVRzwUACvMzYTSKpqQz4QIcklD8k9ndON7Q5Y/4sxqR6dOm4o7ViJnnl6le\nA5ATSM/Y1GVwejVBJWPGxXbPiYGHBA8x4ChNOyo0kUvDdUJs44X0NC0V9szOMmPmpGIIZh5er4Bu\nXw+eUBUIHJqiocomZsGQoukOHm2LrIV2guEyTCoTpHS9CTfHOPyVtaVzDSvIVO2Sk22B2yMECn9N\nRYShBJnaCCJG5C++1YiG+o4BmUOwqDTeJRb9zB3mDyw4024LCJ8GEFDKRvmDPvaVfu6PFE03paIw\ncjOZMmAizti77GKIuMaEl0gEM68rzLXn9XoFmLLNck6RTBLnmmpQVBtBxIjQ55IXj9KiYdGbdSIw\nQUnah5R3Eytuj4BhWRZ0n3EGaDhaJGHW0WWXWyaEJFKBovTxxBHGGDLyMmAaZsbxY20JO48SqT6b\nHtqgAr0qE1q/mGHmUhhnLYvfBImEQEVCidQkTk/0gsACtBm7w60bqeX2CHIItMPpCVqM0+0R4PUK\nqvePfdWJEfkZKs0o2LHSOfTmBiAlG7klG72Oq8HuC2MMp5p60HjahnaHGwumlqbkPUxEkdDHtxyK\ny1h3XF5JRUKJoYNU3kV+2o8ySTFYQU8JvYXd7lvMPB6vHIbcfcahCom2WoyyRiOZyTq7HRAEBiYw\nOF3ieyebuuFwetDTF9mcJaHj9gjBk06TVH8tlWH2wHvA7G7MXL8zYDvHcRhZmotpU0uwYMZZKSl0\nCDUkeIgBg9ndKDsrH16bS45YO97QpfJ1RJIfEy3D8zJgd7jFaDJfnkhOtgWjRueh+4xDTpiUNBq5\ns6ggoKPbjqa2XmT7cmXGlOTCajFi2rlFsrZz6Mv2sHMw8KETKYe68OEyFFW+ffeJ4zjUrboYmT/5\nO1lGfFBwAUFECZdhAsdxMGSZMbxYDI0eO75AtegW5vsjm/Z9cUp1vC3G8i2MMVhzrWAWMZGzo8uO\nL7/ugq3TDovZiIy8DHmxc3sE2S9UmJ+JwvxMjCnJxYnGbuw62Kw7fuV4Mcz3eENXUJ+Sql2CIgFU\n4pU99TFdW7pjvuVZAJpySUpfj8MD2/2XxW2xTHcBRnk8BNEPpAVg/4FmOJweVe8ViannFKleB7NU\nhQtj5jgOnNMLzunFsEwzzGYDLGYD+uwu8ByH3vY+eGyiUDNlmyEwBrdHUAUTjC3NxWxfzs9fdp/Q\nTWYdV5YHs9mA5tO9ONVuk7d3dNnlsRhj6gx9qxGMMSxOgxbWccfhgeux5cGravtMaAG+n34w1KLg\nUoWwgufGG2/EyJEjMXbsWHnbihUrUFFRgerqalRXV+PTTz8FIP6IVq1ahcrKSkybNg179+6Vj3n+\n+edRWVmJyspKbNiwIQGXQqQzUojseRNGwGoxgnfp5GvAr+W4XF5YzPq2fG+QysZKem0uHPqyHd29\nYnRaYV4GOs+IC152QSaYwEQB5hCDDExGHlaLEc2ne/F1S49qrOsuGotMiwk9vU583dKDji47Orsd\nOFLfCbdHgIHnwPMcdh1sxvO7jmN4XoaqnhzHcX6h5stdikdLg3REqyH2titMrQ6PfO8TktCahnAJ\nbn0tCAKmT5+OuXPnAgA6OjqwYMECVFVVYeHChejqiq7eoURYwXPDDTdg27Ztmovl8PTTT2Pv3r3Y\nu3cvJk+eDAB47bXXcPToURw6dAhPPPEEVqxYAQBobm7GL37xC+zZswd1dXX4+c9/jtbW1pgmTAxu\nOLmemVH+9192n0BPr5jFnuXz/5jNBrR19ulqNwZD8F+SpLlkZ5lRXJAJi8mAHpsLjad6MSIvQzzW\n4UFTW68cvqvUdEaNyEbJiGzUHmzGroPNaDx1Bj29TuTnWsWWBMU5GJ6XgfxcKyaclY9THTYUFWTB\nZORxTkkOfjB7HOwON042q4WXNoKO53m4e4ee8DGZeH/1cQRWDR9dnJOchNY0IdGN4H73u9+hoqJC\nvt9r1qxBTU0NDhw4gHnz5mHNmjWxzTvcDrNnz0Z+fmAOgt7T6NatW7FsmRhDP2PGDPT09KChoQHb\nt29HTU0NcnJykJubi3nz5mH79u0xTZgYvASLZrvuorFyRQElRQVZurkdetskJM3F4fRgeF4GsjLN\nsJgNyMkSTW4ut/jEPaYkV646rRUKBgOPmqmlmD1lFHiOg8vtlYMglL8Lu8ON4oIsOfKuzyfAMqym\noCV2lILUGEKADlZUAkVjTpPMlUNVG0w2TU1NeP3113HTTTfJ32vlGr906VJs2bIlprFj9vHcdttt\nqKysxJ133gmnU3wabWhoQGlpqbxPWVkZGhoa0NjYiJKSkoDtBCGj0ypa6HOBMYaeXqfKRxIPrBYj\nXC6xSVt2hglFBVkwmwxo67LLUW3DIqjyPGpENgrzM+UoN+U1ZFhNMBh4mIxi5YNy39N6KJRCk57q\n1RQVZAGAKuE03YMD+ksiG8H9+Mc/xoMPPqi638o1vrS0NOZ1PCbBs27dOnz66afYu3cvWltb8cAD\nD8R0coKQkbLkFfk8UuRXTrZFXnT6i1TqxuXywmw2qCoamIw8sjPMyLCacOyrTtnMIwh+LSRY3lCw\nZFMlUvM3wF8Ik4geyfcGAD1t8X0gSTcSZWrbtm0bcnNzcf755ydEuMf0zS8qEqOLLBYLli9fjvXr\n1wMI1GQaGxsxevRolJWVoba2Vt7e0NCAmpoa3bHvvfde+d9z5szBnDlzYpkikWYIfS7wmWZsfO84\nln9jXMh9f/L3g/jNVVOCZ/6HQNrf7GuWJtVhc3sE9Npccl5QcUEWbHY3jjd0y5WsHU5P8LwhSWgq\nYBYDHN0O2B0eZPui5yQ4joPX5pI1nGDVFIYUOvdQS0eXXQzOsBjABAG5Ol1MU4UdO3Zgx44dAz0N\nXT7f/wG+OPBh0Pfff/99bNmyBWPHjoXD4UBXVxeuuuoqeY0vLy9HY2MjysrKgo4RiohK5pw8eRJz\n587FiRMnAADt7e0oKCiAIAi49dZbkZmZiUcffRSbN2/G008/ja1bt6Kurg4rV67E/v370dTUhBkz\nZuDgwYNgjKGqqgofffQRRo7U68ExtFXnocbf3/0SV31TETrs8OCvdSexZOYYAGJlALlEv4RvgfJ6\nBZVpShJEnd0O3W6h0qIF+DUeJVpB5nJ54XJ7YbEY5cg0t0eAy+31N3WLsLaaIAjgXeGrVesdO6TQ\nuZ+MMXAZJjC7W21+lO5/mtyjRJTMeebNL+Iy1o0Lzwk6t507d+Lee+9FbW0t7rjjDpSWlmL16tVY\nu3YtmpubZcUjGsJ+YosXL8bu3bvR1taG0aNH4+6778a7776L+vp69PT0oLq6Gg899BAA4Nprr0Vt\nbS0qKythtVrx7LNiMlhJSQnuu+8+zJgxAxzH4f777w8QOsTQRCV0fEhCBxA1jwB8i5PAAKXokIRG\nfq4VPb3OgIAEZVsFrdBRHi9hMHDINvv9PFKdNQPPiRqKYl+puykAPPbWEdxZM0E1Xx4IXCDDCC1B\nYEMr0S7I/ZDydpRVzOHwQOhzwenyIiNNBE8iSIYXUK6bB+C+++7DkiVLsGnTJhQXF+Pll1+OaUwq\nEkokH0XvFQlmd4PLMKG1oQsjC8ObT5QLfTBOtdtgMRuCFu7UM9VJWtQ/PvoKl08rg8HAqzQrl8sL\nt8eDrOFZulqM/HTOGM609/mFn97iGGkS5FBZWGNNCg1xf6TvlfbfA0EiNJ5n46Tx3BBC40kEQ+qB\nikgNmMWgXiykp1mHB+3dTjCLQd1tVLOwCGY+rNABxCioYVkWtHX2yXlAEja7O2QB0Sunl8vCRhVp\nxnPweBlONXaL0T6+uWnbMktBEdL8dUPFw7QdkO/BEKjbFk1h2AB8wSiCIMiBIKN+vhWv7TimEjQB\nQmcQ3NdE5/EkbN5JPyMx5JFNJjr9ZyoniSZYVbdRxT63bN6HP795JOJz8TyH7EwzbHY3em0uuD0C\nBIEhK8OEDz5rCVj4pUi2V/bU6yanSqHRecOssrkHViP4zMAnaW01gsAd1NevLRMk3wOrEfv2N0V8\nzelIPELHeZcAnucx+t5taPrZAlwz52zd/eQn+0GgSSa6ckHC5k2mNmIgYIwFaC02uxtZ+b7F1uEJ\n27vm0JftckHOSLDZ3fB4vBiWZVGNZbO71cECvv+/sPsExuVlYOakYtU4gsDgFRj67C7ZjCeZ2GQU\nAsXucMPgy4XQ8y0pUdrTldsGfbZ+nLWPM71ODCsU/YOqe+rwBH5WSSIRprYNb0X+EBaK62smkKmN\nGPzoLaJZPt8IAPT0OlWhyx5t/ozVGJXQAQCzyYBeuxttnX2qMjhf1PvaUvsWJUA0B35/fkWA0AFE\nLcrj8aLP4ZFrx0kmNq/N5c/V8ZkUM/IyYDYbZKEj5wJJT9xhWjf39DoHt9AB4qZ9MMbAGJOFjvnW\nF2CcexMMM5fijd0nAQyuxNx0rU6d/romkb7ohCNLWpA2Is3udAdoC7KmEiEmI4/SomGiBmLg5ci3\nqRNGAFB0HXV4wGmFgmaeUs6NwIDuMw5Z81H5g5xe9dO1r/K0UflkGWbB7ex2IK8oPsmzgxlJO1Zq\nNg+8cQjeff8HzpwBT92LAPQ1SpkB1IZiJV2FKGk8xMCg498JRe4wK3ptihpdDg/e//wUOrsdYY+V\nHP8SGVYTTEYeOdkWuFxedPWIY1gtRn/jOe3ctAEOgriA1Tf1IDND9AsptSgJVQiw77W8sCmqNAQj\nP9eK+hMdYa8xkfTL8R8p/czH0UvsvWf+OYDJCs/OZ+Rt4RbqdF3I0w0SPMSAEEtZe22l4gXVpXKi\nqG4pG99CFqy6gZQMmql4wi3Mz5R763z4SaPK/KZs1sbzHKwWI0qLxMrTsrYULGxaauvtMwVFyqEv\n2wMTaJOBYs5y/5tERIH5xrX5ehLFE1O2SRY6Qp8L/6yrx5VPvR/8gDBRhjIpFA2XrqY2EjzEgCD1\n35EW82DdPLVotRcgRCkbnadoZbFRk5FHdpY54NjSomFwOD24sHKkPFdmd+tGQ5lNBvTaXHKtNkcQ\nDUxu3+xrQKcdR3d/nx+LMZb0xU7vwSBYnbqYz6EQwFkZJrVG20/qPmsBx3EwXfR9MLsbfKYZ35p5\nFv5x86zwB4fQRFOtxh61viaIGOE4DhdN0q9k8fa+RtVr2RSmwGox6nYsBSDnd0iLhVsZIu3bJvl7\nbHa3HCxgtRj9ZjyHRzSPKRcin8DMsJpUmliwYqGc0xuQS6S3sEmLr63DjvbmHlVfomSilydlMvI4\n1dgd9JhQJjnGmNhfSLGgcxyHr1t65IeJ7CxzXBq8MYsBMycVw9HtEH1q86735/oEa6kgfRbaz8Th\ngavHKWqr2pI9RMyQ4CFSAsnv8cnnpwD4n4bnTy1V7ResSnWoOmhyWXerEaXlYm+pXpsLhw/7mxHm\nZFvgdHpUwQrKem+S05lzetUmqEjwCQ29nkJaJCGWmWGC1WpKjn9FSRiTWlFBVlCNQBbOvkVaOSbn\n9Ko1S4cHtk47RhfnqEyhksD78FB0jSK/bunBX3afUI3x5Hsn4K3dCPfuF8AgJQ3zavOp8jqCXLcc\n1JJCmo4E5fHEAcrjIeSooyhNS8qcn2AIggDe1zdH6FNULoiw2CdjDMxikAUZY0w04/ARPL/5qhcE\naE4h6LW50NZtR3FBFqw6RU8TQbBipnqFV5URYHp5WZGgWwQ2FhTRh719bpzqsGHs+IKo5hTyOxSr\n0FFEyiUij+eV2mNxGWvx3LMpj4cYukQldCRnv9UIU7ZZN6pMibKlsqrSgCIfR8LtEWCzu1XVCziO\nExdlhcbDZ5ojdkirrk0Zrm1Vmwqlf2dnmTGmJDdpQgdAUCGqFTpbP27AUzu/lO+FacmDqvfDfRYS\nY0py8ebexvA7BkE2Xyo0l//b34iKf18tC53zn9gV0TjGLP0waqkxYCw0njqTkprSQEMaDzEoYIzh\nD298jh/Nqwi5n6odgp6m49vW1tkndhD1Ra/podSgEuX8t9ndeOfTZnx7dugeRQkhgmvqtbmQe8UP\nAd4A79vPARAFZ0wtIOLIK3Un8Mt/fYWD98wPXwXczKsFrk4R23iQCI3n1R1fxmWsRXPGk8ZDENHC\n7G7ceum5YfdTJqFKdda0BUthNaIwPxNZGaaQnUWVi1XQ4IYIkRzsXi+THewOn89pQIQO/IEcykhC\nqXDp4RPtAIDsgkwAAD9uOlwuUcPgXULcI+CigVkMWDy3IiKhA6tRX8vrh2ktmRGI6erjIcFDpAxC\nnyvQMa2Hw4N7Xt4LAOht7wMcHix96ZOw9nyH06NKOFX6arTCh1kMqtDrcETk5wl5vPjrNxjE/z/2\n1hF4BYbePteAWQEKR+X4Fmb/yiQVLj13bAEeeesLuRq0a8MqWajvONAEQ2aISMNEo8iZCkXQ9/uj\n6USaCzTEIVMbkVIoQ1aDli+J4YlSVWRUY2ILKMKpqLUWSphpO6AGnCdCXt1Tj0UzzoLpul8DpZPg\nfuxa/31IkUXM0e2Qtb+8X2xF+5pLYK75AQCAG1MN96Z7wDm98HoFWG/+PbicAqxZOBX/NioXYwuz\nML4szz9YpJ1bI0BpOpVMfMxiCBt1KAiC7PBXErKkThT76JEIU9vfdsbH1Padi8nURgxhpJwVZjEE\nbyUQJW6PAJ7n5AACr82lchgHBDRI5W00Qqez26EyO3m9gT9UpdBR9RQKwaIZZ4FZDBAaD8P92LVy\n3lDL6TMRHZ8MJKHTfLoXnfddKgZnZObBW/ci2Mm9YIzhSH0nDAYe7qfvwHcuqMB/f6cKJblW9Nn9\n9zZUhYIj9Z0BQR7hMJvFBN4PD7XKCzvn9IYVDDzP6+4TSRRcLNF7hBoSPERKIj/ta3MuosTlEvNH\nTrXbYOtzoaPLDoOBR4bVhB0HmlQ11FTJhTqaRn6uVRYsbo8QtsWBqqdQEKRr+/JoGzzvb5K3Mbsb\nxaN9OUcdgUmzA4XJyOPcR3fAtOx/4H79MRhmLoXnnQ1464OvsXrXMTkK8K/fnw44PHjneDumVBTK\nx2dlmIJGiU04Kz+qoq+A2P4guyAT06tLRIGjqHCeMFJECwWocgFBJAafCezQZ9ElFEpIwqGoIAsF\neRmwu/zCa05ViSzMAiKbfOeWHP1KTSeSnKFI4TgOzGLA2RNGyAtA0+le1eKWPTwzLueKGd89Mq3+\nPxSOysGXe2rhefZueb7Gmhtw+UPPYPP3L0D179/F87uOo+LhWggCw+3zJ+Dg0TbVcFJlb9UpIgy/\nVmE1yu0PANE0qjKDKVurKyoi6JW9iaQsUfPXXdHPMcFwcfpLNuTjIdKDEIuCnq9Fsv3rNYuT2iFo\nkRatYE3d9M7THySfxMmmbpQUZsOco1PZoJ9Vm/sDYwxwemGcuxze2o3+7QrfF7MY8F+v7sfaRefB\nOGsZAIArmQguvxT/dckFmFyQhe/OHBPyPILA4PEI4vVHqNVKDwrM7pbvD2PMn6sVpJ2FtB+XQEKo\nhAAAIABJREFU4a8KIQl/lQktAfc8ET6ev797PC5jXfXNcUlde0nwEClPqKz4g0fbVKYcLZJ2Ijn9\nI9FWJP+SUhAxxuKemzLrqd14799n6bbNBoCDB1swefLIpJtC9KpH6DnUm0/3YtSIbPF9iwHGWcuQ\nNXsZeh76dtDFv+6zFuRaTYFN/KTKDlGUIZIrQcBXiUKTFKwUSMrvj9cr+vwks1wkRVvjQSIEz+u7\n4iN4vj07uYKHTG1EyiM9keohCR294qGAv08Lz4tjmIx82DBfuYGbbxHkOA48H/44LXqVtJW8f/NF\nIXMopkwpTr793VdXLaAOm848JKEDAKYr/hPIzBOFDnymM19Y89ctPQCA3F+8gZnnl+FAaw/ue+OQ\nfyDJzxaFf0erlerepiDaE59pUn226RwCTT4egkgU0mIovdTxBxTmh/eDcE4vGHQKiuosOsrFVwo6\n4Hk+qurJkYRVq370vvM5e8I3t0sIQRZq2SeiWaDfPdAMw/wV4j4dDfC+/Qf5PSkKjlkMKDsrH0fr\nO9DtE0rfnTMeay6t9O0Y5YLv6+Iqz00ylwURWkKfS/XdkTWcNBU0gwUSPERaYbO7YbUYVTXUooGD\nv9inTKhkQ4dHLIsjlfKPYygtY0xOwJReA4AlJ3m12bTnVm3z1cHTLurSvftm1SiYZ3wXAOD1tZYG\nIPtdyte9hfVbDoPjOFScUyS/LwVxSBqh6twagXCkvlM9KV+ouWQK1KvtpxxPGzCizBEbDKRrcAEJ\nHiKtkMJt7WGc0KHyQTiOA+f0qhZ9eUHS0WikhVTpyA5FsHbcepFVcq03+J/a7RHm/8QTPYEazASj\n9InYH74SB4+2qULRuQwTBEHAV2suwZ1XVML43bXqVgpSoVZeYe4KwoSz8lWvpeTQUEEIwcZ7ovao\nrC0Plr46PBefv6TPO/mnJIgoCLLAcGF+LZHkg/A8HxhWaw+MIpOfqiPMuM/PtQaYA7VRU2dsrqDa\nU0YE+T/xRBAEv1C0Rlfq5t7N+zF58kiVADXV3KrSNK751lx9gR2luUsQhKCaSiR9i2695FxYzKIW\n15/QaOUDCxEbFNVGpCyx9niJCR2hEq5kTr/Pp6Cvsw+ZEfipUgadSg9AYPTbnS9+jN898yy8r/9W\n3mZ3iObSYCWBYv7cdXJzpHE8Hi+Mxvg1dPPaXDAoOs9GQiKi2ra9fzI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P16r2N63aCPOP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Uf7xMescUc5FpXkEZsQ4bbrcPj7dyLyVc0El64nPWHChAVdWQxaoA1w3qyNwb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xps1NbNuWVdsoSXLUMbigOTIeAOgE+1K9rP5R8nq9arwaR2yvrfHfv1Hei3Vy\ntBhA0HRCb2z0+rKjYDO00kbgAYDOsK5ey3E4HHI0jyMxkW2Xjq5mRaEKOiYj8ABAZ10NJqeqL2nY\nkP7d3BlzBxcQigGgk+x+EZLkCzrdPWjACtKftvzoRz9SRkaGRo8erby8PNXU1Oj06dOaPn260tPT\nNWPGDFVXtz+U/FoIPADQSU2DBerq/AcNNN3Xcy01HbzfE7333nsqKyvT4cOH1djYqN/97ncqLCxU\ndna2ysvLlZWVpcLCwoDaJvAAQBdFR0f4vbbauJfH7hchxUSqvsHb4b0+gbKs4CxtGTBggCSpvr5e\ndXV1SkhIUGlpqebOnStJys/PV0lJSUD9JvAAwPW43NBmxlN9oka63KCoSIcvQwq2UE8SmpOTo/j4\neEVHRys3N1dut1tOp1OS5HQ65Xa7A+t3QJ8CAEi68mgE27b91jXdONokarCZc7WVlpbq+PHjunDh\ngjZs2BC0dhnVBgCdYNt268vwTUOpm91QKrV+MmiobtK81sCAjpR9tluf/3V3p7aNiYnRj3/8Y+3d\nu1cul0tut1tJSUnyeDxyuVwB7d+yW4bqbmRZVqvfHACgx2gRYBQT+d36GP/f470X6+VwWL71wT6/\nWZalnZ/8PShtTf0/kvz6du7cOdXX12vYsGGqr69Xbm6u7r33Xv3tb3+T0+nUihUrtHr1alVWVmrN\nmjVd3h8ZDwB0oGnWgua8Xu931ypaBB37Ur0UEyGFaKqcUDtz5oxmzZqlhoYGXbp0STNnztTixYtV\nXV2tvLw8FRUVaeTIkdq0aVNA7ZPxAEAnNJ97zefqIxJaBqWGC7WKHNTPLxMKRcbz0afByXjunpgU\n1nMvGQ8AdILfdZpmGY7dL8LvSot9qV6RkRGttgsFh6GztTGqDQDa0ZQJNM8Imv/d4fA/jVqWpbPn\nL3d4U2lfRsYDAO1oynT8ymyXG6Rr3BRq27biRgxqPRAhJH0L+S5CgsADAF10reHRftd7Qlxmk8x9\nLAKlNgBoS1PG0ixz8bsA30ZG09bUOWiNjAcArqWDG0O7m6OH9aezCDwA0AW2bcvuFxGyx1l3haFx\nh8ADAF1hWZasHhB0TEbgAYCWWpTYms/TZtt2jym5BTpXW3djcAEANNfWoIFmQ6nr6huvDDLowqi1\nmjOXgtK13oKMBwCasftFtJ4ap5l+sTFdvkcnVA+Ca+9ZOj0ZgQcAmmkqo126XK/+MS0CRlOW09V7\ndEJ0T09nEQ+tAAAQ9UlEQVQPqfh1GaU2AGjuajbTPyZKjY1tDCIIw4wEvR0ZDwBcQ0REi9/Ne1jQ\nMXVwAYEHAK6yL9X3mBFrnWHqNR5KbQDQJCay/esxMZHtP7emh2VEPRUZDwBcZVlWu8HDe7FOjgHR\n7bbR1oPhQsWg5MxPuxnPN998o8zMTKWlpWn06NFauXKlJOn06dOaPn260tPTNWPGDFVXV/s+U1BQ\noJSUFE2YMEFlZWW+9a+//rpSUlKUkpKiN954IzTfBgAC4MtiOshYWj57x8/Vz4azVGcF6U+4tfvo\n65MnT6qyslJpaWm6ePGiJkyYoNdee00bN26Uy+XS8uXL9dxzz6myslIvvfSSiouL9dprr+kPf/iD\n9uzZo8cee0z79u1TZWWlJk2apP3798u2baWnp+uTTz5RfHy8f2d49DWAbtLmo63b0kYprtVn29gm\nFI++Li+vDEpb6ek3hfXc227GM3z4cKWlpUmSBgwYoNTUVFVWVqq0tFRz586VJOXn56ukpESSVFJS\n4ls/adIknTt3Tm63W9u2bVN2drZiY2MVFxenrKwsbdu2LZTfCwC6JNCg0/yz5y7UBrNLHbOCtIRZ\npwcXHDt2THv27NG0adPkdrvldDolSU6nU263W5Lk8Xh86yXJ5XLJ7XbL4/EoISGh1XoA6AmC8Zhq\n27YVO6if7H4RV7KHMD2BNBhLuHUq8Fy8eFFz5szRmjVrdMMNN4S6TwAQVtd7XcYb7fB7RLZlWWF5\nAqmpOjwyjY2NysvLU35+vmbNmiXpu4wlKSlJHo9HLpfLb30Tj8ejxMREuVwubd++3bfe7XYrOzu7\nzf01DWCQpMzMTGVmZgbyvQAgbFo9m+dyg3Z8tFM7/ufPId2vqTeQtju4QJIWLVqkQYMGac2aNb51\nS5culdPp1IoVK7R69WpVVlZqzZo1Ki4u1rp161RaWqrdu3dr8eLF2rdvn44fP95qcMGnn37K4AIA\nPUJnBhbYtt3mMGnvxTo5HA6dPX9Zgwf2k6Pprs4WGU8oBhccPPhNUNoaO3ZkWM+97QaeXbt2acqU\nKUpPT/elkc8884zuuusu5eXlqaqqSiNHjtSmTZs0ZMgQSdKSJUv04YcfKiYmRq+99pomTJggSVq/\nfr1+85vfyLIsLV++XD/96U9bd4bAA6A7dOZ6zLVKZ1c/29joVUSEQ16vfSX4EHiuqcOMJ5wIPAC6\ng9fr7fhR1i0DT1vBKibyu/VhCDyHDlUFpa2UlPiwnnu5+gWgz2qam63DUVZdGSjQPPiEmJlXeJir\nDUAf1tnRbK2ygauB5cSpmjbXNw9U9RfqAu5fb0XGAwAd8AtQzbKZG4cN9P29rq5R0bH9/D5Xd65W\n0dERQblPqO1+haTZkCPwAEBntVFCu1zboH6x/dTW1KHR0RGqb/AqKjI0xSWTHuHQHKU2AOiKFtd7\nYvpFqv58nex+EX7rm7KcS5dDk+2EUiATRHcFgQdAn9TZ8pdt2/7XeNrIeiIirFbZR9Pr2EH9Wm3f\n00VGRuq3v/2t9u/fr88//1zvvPOOPv74YxUWFio7O1vl5eXKyspSYWFhQO0TeAD0TZ0cqWZZrYNK\nS9d8RHZMpC7UhG5wQajmauvqBNFd7jf38QDok7oy5LkpSLX3mavb2LbdKlDZti2HwxH0+3gO/++J\noLQ1+vs3XrNvx44d0w9/+EOVl5frpptu0qVLl+RwONTQ0KBBgwbp8uXLXd4fgwsAoDNaBJ3LtQ2K\n6Rfp//7VR2Nfq+wWbKEeXBCqCaIJPAD6JLtfROeewXMNTUHnQk2dBg2MvtKerk4YGhOeqxiBhp09\ne3dp795d7W7TlQmiu4pSG4C+qQulNq/X2/qx1y1nKGhejgvTE0i/PPxtUNq6bfSIVn3rygTRXUXg\nAdA3dSLwtFU2873XlDG1MYdbWzNZhyLwfHXkZFDaujV5uF/fApkgukt9J/AA6Gua5mi7ljYznKbP\nNgWVyw1Xgo9l+Wc5VwNPk6YAZFLgCTWu8QDoczq6KO8YcGUegrYClC+TiYmULtW3Go/cXpYUbIZO\nXEDgAdB3dJTpNNf0gLf2NGU+PpcbWrXfXvZ0vUwNPNxACqDXayojtfUE0ebbeKO/OyVeM1g0CzRe\n79Vn+LTzKIRQBR2TkfEA6DPay3gsy5JV5233RlDfeulKdtMvouMZEK4xyi0YLEOfyEMoBtDrNd2v\nc80yW7PAYF+ql9fr9W179rz/nfm+wQRN7YbpoW9tsoK0hBmBB0Dv1kFg8Hq9fhOGWpblN71N3OCY\ntj8YE/ndjNTdGXwMRKkNQK/jK5O1uPDfFt81mKbrNFf/25lBCM23aXrujt8Q6w72fb1MHVxA4AHQ\n6/gCQjsX/Vu933Tjpzo5JLrFtZvIiCvb27btPxVPiK7vSOZe4yHwAOi9Oso0mm4CbX4NqFm24/Xa\ncjjaObk3a9+yLCkm8sr1i+ZztYVwcIGpuMYDoNexbbvT5a3f//moFBPpG0r9t6OnrrwRE6nTZy9J\nkhobvb7tz5y9fKX9mMjvFl0ptbUplBlPiJ7HE2pMmQOg9wnkWTtX+YJWTGTr2atjIuW9WCev11Zk\nF58sGoopc9wVZ4LSlut7Q5kyBwCul9dr6/TZS4pwODQ0zn9kmm8AgOT3tFDpasms+bQ4zV1ukGNA\nNKWi68TxA9ArOQZEadjIwRoaP8hXEtu0+5gUE6lT35y/EnBajDzrsETXw67VGHobD6U2AH3MNQJL\n80EGXq/XN1FosISi1Hb878EptSUkUWoDgNBp/sC2Zi5WX9bAof0lUQoKNY4vgL6p+cwDMZEa2D9K\nv9/5Zff2qYssywrKEm4EHgB9VvMBBg0Njbr/7lu7t0N9BKU2AH3b1dJbJKfDsOFIA4ChmKsNABBW\n3XF9Jhi4xgMACCsyHgAwlKEJD4EHAExl6mMRKLUBAMKKjAcADEWpDQAQVobGHUptAIDwIuMBAFMZ\nWmsj4wEAhBUZDwAYysx8h4wHAMwVokeQLlq0SPHx8Ro1apRv3enTpzV9+nSlp6drxowZqq6uDrjb\nBJ4eZseOHd3dhW7HMeAYSByD7rRw4UJt3brVb11hYaGys7NVXl6urKwsFRYWBtw+gaeH4X82joHE\nMZA4Bp0RooRHU6ZM0dChQ/3WlZaWau7cuZKk/Px8lZSUBNxvrvEAgKHCOTu12+2W0+mUJDmdTrnd\n7oDbIuMBAISVZdu23d2daDJ+/Hjt27evu7sBAEE3derUoJYPLctS9YkLAX32z7s+0se7/ux7/fx/\nrlbLUHDs2DHdc889Onr0qCTp1ltv1fbt25WUlKSKigpNmzZNX375ZWB970mBBwDQOZZl6ey3gQWe\nluJGDOow8CxdulROp1MrVqzQ6tWrVVlZqTVr1gS0PwIPABgolIFnzpw52rVrl06ePKn4+HgtW7ZM\n8+fPV15enqqqqjRy5Eht2rRJQ4YMCazvBB4AMM+VwFMTlLbiRgxslfGEUo8ZXLB161alpqbq9ttv\n1/PPP9/d3QmZ6OhoZWRkKCMjQ7m5uZKko0ePavLkyUpNTdVDDz2k+vp6SVJtba3y8vKUmpqqu+66\nSxUVFd3Z9evS1RvSCgoKlJK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CqeJKAECLyYz9JdXdrtVz9UDVknOViIqxxjp6TBgAoLKsztrZwWLp1zfgwXKP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\n", 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ZK6VzNPYfVMsFGXQ6PB4fO0pqtQCI4L5W9xqw7triRIqpnkqkp6drBaALCgrI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\njbpGF+MHpPBCYSn9e9gA6H9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PNSt2VfGLYelEWY1aq+vgfmedE6vFyPqiCkYN6okkgX7C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3oapKqwNVU2V0lTEgNUC3UGvXOZtaobSgoMB3HCAtLY38/HwKCgpISUlpcFwI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\nEbvHWCp28j7Hc726hZdzxc+IcOl7L/V4CCET0h+oRusp8Tk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r28VEhXra0oAyqAaQEhF5jTYIUjfT5jQ2mxHeXvHWvrPTsSk3D/Vu+wIIu9qI\niDxlsuC/Dl1wlDw3djPLdHhoMIzXGmC1uX0aQggEzVretzncBslEooGIgYeI/E8bhGXZYyGEQE1F\nPc59X93toeNHD0VQuPv7OpIkwfLZW7ha1din91Q6pXa1MfAQkd+139Opr2pCzIhITLx1RLdZD+A6\nmahNo4IQwlGc8HGRETeNHtLre454svAGW+1/kkybrzHwEJHfae7/d2zcU4w9XxtQUnIVD+06gfDY\nrgUAtfWmLvtUrTZIkoSTxWUAgGljh/dpQbjyf5lz4w0njzDwEJHfBOU+j6B7foNRKamI0QRhxdxb\n8fnlauTNuNlxD8amUeFHO47ilQPn0dBs7lp23bYswsRbRwCwLxDXudKtqbkVM179i8s+d0swKI1K\nkmfzebt9/5ZERG1MjfjDQ/fj7G+yUVrf7Ohy0yXFOgLK8rf+iuGhGgSpJOz9tsJtwOhtKhxJkvD5\ng9O88hH8ifd4iMjr7tr2hb+bIBubzYYzm36JKlMrNI/twdZjl3HT03vxyPzxLse9veIO3JkQDY1K\nwvSbut67OXHyCqQWK67XNHd5rvC4fX2wUG3XYoS3D1+U6ZNQfzHwECnI3l9O93cTZKNSqTB2XBzC\ng4NgfmkRnpwxBqV5dyF72+cux927/Sjyz1/DsuyxGHvrcJfnhBBIGW0ft+OY561Nbb0J82/Xd/v+\n9/9gtEyfxH/Y1UZE5IFbY+3zpm1cmA5JkvDJL2e4PP/h53/FvWOG4d//35kuXWr1VU3QaLpOtVNT\n1wyrdeDPRK3USUIZeIjIrxbMGINPjpbiu3PXELx2JwDXezZ3TcvExXoTZiXFdrm/U1nTjGaTawXb\n5v/9FjFRoV0yILc4iNQvGHiIyD+cLvrZU27CzcnD0bplCeKf+rNLgNn2o3GYkRCD9PSRLi+/dqUW\nY/QxXe7fPJCph7W7qQ06cTcxqZJ4s6tNo9EgIyMDGRkZWLRoEQDg4sWLmDp1KlJTU3HffffBbO69\nbN1tuz39wERE3enrgmudx9tIkoSrz8wDANzzyl8AkwVVtSbcMiy8y2uHjYxye878ostQh2uwae83\nWPT2sR7fX+nr83izqk2n06GoqAhFRUXYvXs3AGDdunV47LHHcOrUKcTExGDr1q2etdvjT0xE1I2+\njpGRJAmi2WwPVE4ZkKnWhA/vnwQAsAlg7E2xLq8TQuDbbytwwVADm801yP3qJ6mw2WzI++wMdv18\nWp+zH+pwvbpXAAAgAElEQVSZxWLBwYMHsXjxYgBAbm4uCgoKPDoXAw8Rye7ShZ6XJnDOiCRJ6sg8\n2pbA1oYEQa22X54yx42AzeYaPCRJwvjRQzEiNgzNnSYElVqsULXa0Pr8IkgtVqjVKly6UovWVvfZ\nTdVV5a7N482utvLyctx+++2YNGkSdu/ejYqKCkRHR0OttndP6nQ6GAwGj9qt/FnyiCjgjBrT89IE\n/e3iUoVpXB431zQjVBuMiHCN2+ONFfW4af2rEJeKYPlLPkYlRHd77qF9KUIIUN4c/FlaWorhw4fj\n3LlzmDFjBt5//33Zzs3AQ0SK426BOGe6EZGw7PiV/UE3Qa661oTYaK39gckyIGar7qvLp/+Ky2f+\n2uMxw4fbx0wlJydj+vTpKC0tRW1tLaxWK9RqNYxGI/T67sdJ9YRdbUQkq7N/u9brMZoN/4MRz3wM\nEaLGx0VGAMCv/6fE/cFuAkJ/51mrrG5yeWxqsSA2WovGZrPjHtB1BXa5qTzcbpowCT9cstqxddbQ\n0IDW1lYA9i63o0ePIi0tDTNnzsQHH3wAAMjPz8f8+fM9arck+lp+4gOSJPW5GoaIAo8QAlVX67ut\nOHN3fHu324dffo8FdyQBABoaWzu60dxlIt4Yf+PljEfu65skSfin94tkOde/5WS4tK2kpATLly+H\nzWZDc3Mz1q5di7Vr1+LixYtYunQp6uvrMWHCBLz99tsIDna/NlKPbWfgISK5GL+vtk/w2Udll2sw\ncnhEl/3eCjwXDDUYo4/p8j7Givp+tdsT3gg8T+w8Icu5nr93ok+vvexqIyLZJCTG9H4Q4Cifdhd0\nAPQcdNq5ea5zabUzY0U9KutaXPbVNtof60ZE9tLiwMS52oho0Ovz+B2nG/6dg0VdQ4vb/QCgefA1\n+w/aIJeCgCOnr8JmE1C5u4q2HZOQGIMhEa5VcM4B509fXOhT2+nGDZ4yDiIKCEIIl2kpOweLqIgQ\n+/6wrvcOWl/9h67n0gYh56NT2CVJWPXJt1g5Ph5JkVosmXKT/SCnbrlbxg4HTBbU1psQHal1Odfc\n9ASIZjOk0P7fs/AXpS5lx8BDRD5VU9HYUcbshrugAHR0zzkHBkmSEPzQDiA0CnfvPonaq5fx+LqZ\n9uND1C6Z1VVDLUYmxsBms6G6vqXLe6gkSVFBB/DuOB5vYuAhIp+KjdZ2dJW50dA2f1u01vX+j9Ri\nBSQJQff8BtIQPWx/+wJ35K4GKkvRujsPkiTBUHodQMfMCEIIR/dfRJgGMFmgCtN0GVDa2GzGue+r\n7ctnD6LxPP7CqjYi8h2TxR4MQoO7BJ72maKlFmuPlWw2mw3Bsx/o+nywFtbPd7jsOn/2Gm5JisWb\nn5/H8uk3OzKa9uzpYEkZJicPR3jbfptNuO3ik4M3qtqe2nVSlnM9s/g2VrUR0cAlhQa7vchp7v/3\nPr1epVLBeuTdjh0h4ZDix8J8YDt++c5xAPbAIoRAYlwkoA3C9r9VuA1mWekJjqBjP7eyuq4kSZ7N\n1xh4iMg3nDIc53svJecqob5zGWZOmwTNP/5P37q6nLOllkaIhirct+NLfHCmvOM9JAmaKHuhQrPF\nddocqf1+jjYIj/13MUSIGvtPGNjN5iMMPETkE90tupaWPAzW/f+FT34+Fad/8QP3L3ZzP8i6/786\nHjRUYfdrL6HGYC+Jbu+Gai8++Oof7+xS6i2EwPjNn+CdkqsQQiDtpiGefTA/8uZ6PF5tt8/fkYgG\nnfapcboEn04ZRsqvnu/+JG6yEctf8h0/qyYtgPnNNY7Hzyy+DQBg/r8ruz1lTFgwpo+OhUql6vM0\nP4FEkmnzNQYeIvK69q61LgNM2zKZ1lZ7QYGU1P3ULe72Sy1WR/Cx/fVDZP7hM5dzHzlucKlwc2Yo\nrcaRdTOxNi0BlWV1Hn0u8gw7NInIpw58+T2mT4iHSiXZA5E2CLYWCxI37oX5j3/v9jXXa5oRMyLc\n7V/nUovV0e3mnFGZLTZMvb1t2n6TBZJTxiSEwJDoUEx68QAWjBqCO//uJtk+ny8pdRwPMx4i8jqb\npuNSMzNtJNThGgTNWu7oPtNGa3F5413dvn5IfCRUqu4vV2XXGvDtxSqY61sd+65WNnQcoA2Cranj\nOanFCpUEPHV7Ip5ckO7JRwoIrGojIuqGSqVyDBqVJAmi2QzLZ29BNFugnprb5/MEP/yf2Prp2S77\n9Sv+GePGx2HCy5879iWOGuIoqy67XONy/KUrtXjzyCX8dMbNHn8m8hy72ojIN5zLqdu62AB7gYB6\naq7r2JxumN9c43Iem0YFlUoFVWIaAODck3Ncjm+/pxSmDXJZPjv5pQMwv7TI888SIJSaOSi13USk\nNJ2r0kwWvLL3W0iS5FKd1qfztG0h9z1n36cJRfBj/+045JF3/urStRbdafmFgRB0AOWWUzPjISKf\n6Txx58N3jQPQ83IKQfdugjCeBqKGI+q22aje/OOOJ4foIYToUjL9H38/Sd6Gk6wYeIjIZ1wCTB9n\nCbDs/GfHZJ+i2dzR1aYNQlqyrs9rAAFwWcNnIFBmTRu72ohIAdqDiyRJOP99tWP/14/PcvzceZxO\ne2GB8z0hs8Xm5Zb6FlcgJSLqC21Qt9Pn9MUtY4fby6Nt9iDSXhXXOfORWqyOfe2ZUnCnFUjJPxh4\niMj3ulmLpy+EEFDP/gVUKhXUU3MhxY91e5xm9R/x9YkrCF71QkdBwgAjSZIsm68x8BCRz/VnpU/R\ntjAcYF+LByYLrJ/+EYC9FFu6KaPLazT/+CFadqzBuesNMOc/4ZeLqy+oZNp8jQvBEZH/9Hazvy0z\nclk8rtPxzquMBjJvLAT3wkenZTnXr34ygQvBERE5kyQJFcZa+/0hpwyo/bnBSqldbQOv05OIlKOH\nbEcI4VIuPDwhCsbvqxGuDUJMP7rqBjKFLZjqwIyHiALSubOVLo8lSYIuKRYxIyL91CKSCwMPEQUc\nIQTG3movm75SUY+NhWf83aSApNTiAgYeIgo4jvsOJgtGDo/AxoXKXbqAuuI9HiIKWI653QbYVDdy\nUWphBf8liShgOS+f0Bei2dyvMUJKp9QuK6W2m4ioi2vXm/zdBOqDXgPPqlWrEBcXh9GjRzv2rVix\nAsnJycjIyEBGRgZOnToFwH5DcN26dUhJSUFmZiaKioocr3nzzTeRkpKClJQUvPXWW174KEQ0mAkh\nMGJo+KAahO7tpa9tNhsmT56MO++8EwBw/fp1zJkzB+np6Zg7dy5qamq6f3EPeg08K1euxN69ezt9\nWAnbt29HUVERioqKkJqaCgDYs2cPzp07hzNnzmDbtm1YsWIFAKCsrAy//e1vcfToURw5cgRPPfUU\nysvLPWowEQ1gHs7h1lTdhG/OVKCiqlGx9z084e2F4LZu3Yrk5GTHd5qXl4fs7GwUFxdj1qxZyMvL\n86zdvR0wffp0xMbGdtnv7q+KwsJCLF26FAAwZcoU1NXVwWAwYN++fcjOzkZUVBSio6Mxa9Ys7Nu3\nz6MGE9EA5mEBQVioBmGhQRihi5a5QYPXlStX8NFHH+HBBx90XO+dr/G5ubkoKCjw6Nwe3+N55JFH\nkJKSgkcffRQtLS0AAIPBAJ1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UZT63QRx8GHg69Jrx+BIDD1EAMllw5rsqpEyI6/EYB21Q\nx2OnnzuXVw823gg8Z86Uy3KulJQ4n157B++fH0TUN9qgnoNOZ90UIUgt1kGd8XiDUsM452ojohun\nDUJFVaPb/e0bezOoHf/8ICJZjNDZl712znIc93+0QYN61gJvUWrPJQMPEclKhKg7gg3A7jUvUuo9\nM3a1EZGsJElisFE4TyaI7g8GHiIichEUFISXX34ZJSUlOHHiBN577z0cOnQIeXl5yM7ORnFxMWbN\nmoW8vDyPzs/AQ0SkUN6aq62/E0T3FwMPERF1qy8TRPcXO2KJiBTK28UF3pogmoGHiPpECNFxoTNZ\n0GwyI1TbUSK9+X+/RXlzK17IyVBstZXSePotHz12GMeOHe7xmP5MEN1fnDKHiHpUU1GP6OERrnOu\ndYfVbN3yxpQ5589ek+Vct4wd3qVt/Zkgur8YeIioV0II2JrMUKs73RbuFGiaqpsQFhvmw5YphzcC\nz3fnKmU5183Jw1za5skE0f1qOwMPEfWqm4XfbDYbrl1vQpw+Btev1iNmRDhUKtYsuaOkwONtzIuJ\nqGfdLVWtDQJsNsdUOS1mqyPoCCEAk4XT5HiZUm+l8U8TIupRs8nsdr+tqRWqVpv9gcmC4KCOy4kk\nSfYumu6CFsnCW+N4vI2Bh4i6Z7K4VK45U4VpAHSU9A6LDYNoNts3dplTD9jVRkSOzMRqtUEdrnHZ\n51JG3fk1zou+gfO0+Zqk0BV5mPEQkYMj6ACOANLa2kMZtbuutE77RLP7rjqSgSTT5mMMPETUrctX\n66DRqGHT9H6p+OZilfsnmAFRJww8RAQAsNlc78sIITAkOhQAoFKpcPlqnX1/iLrLa4UQGDduhOvO\ntoDDWQy8R6nFBfxThGiQE81mSJIElcr1CiS1WBEeGuwIIPqbYmFuNENltUEVFuwyk4HVaoMabWXU\n7QvAAcx2vEyp93j4W0E0yEmhwV3v1Tg/NlkcVWrqsKCOAaJtQUUIgaD2AMNxO9QHDDxE1CNTi32M\njhACQa0SoO3ooe+24o18QqlfPQMP0WDXU7YDQBvidJno1HXGoONfSv3+WVxANEi1T2vj8pjIB5jx\nEA1SnZc5cHuvhwKaMvMdBh6iwcmDACNC1Iq90A1UCu1pY1cb0aDjLuj0oexZqfcTKPAw4yGiPmVA\notnMZQ4CjFL/GGDgIRoseggufSmLZtAhubCrjWgw6CWj6VNQYeEByYSBh2gQa59/ra9BxdbU6sXW\nUH9xrjYiUpzE+Kh+Hd+++BsFBqXe42HGQ0R9Z7Iw66EbxoyHaIATQsg6/kapf2UPREr9p2DGQzTA\ndZ6hoK9+W3jG/fkkiYUGAUKS6X++xsBDNND1Y02c6lqT4+cV6Qm4fLUOldVN3mgVDWLsaiMa6Jwn\nAgWAEDVEswUqleQYvyOEgBQajFhthOPY+KFhCNUGQwoNRnV5A8JDg6HRtK0+ygXeAgK72ogo4HSe\ncfqlT87aVxsNs68sKoU6/beTsNgwx/6oCA00USEdi781m73feOqVJNPma5IIoLnQ2//yIiKZON+L\n0QbJt3CbycKsp5/kvr5JkoSqsjpZzjV0ZJRPr73MeIgGsrbgYKyo52qhA5FCR5Ay8BANYO1dYrqk\nWHmDDrMdugH87SEawDix58Cm1PyVGQ/RAPX9xSp/N4G8zUvVBatWrUJcXBxGjx7t2Hf9+nXMmTMH\n6enpmDt3LmpqajxuNgNPgDlw4IC/m+B3/A7k+Q6SRg+98Yb4EX8P/GflypXYu3evy768vDxkZ2ej\nuLgYs2bNQl5ensfnZ+AJMPw/G78DwPU7aK5p9l9D/Ii/B73zVjn19OnTERsb67KvsLAQS5cuBQDk\n5uaioKDA43bzHg9RgOMQA+qOL6sUDQYDdDodAECn08FgMHh8LmY8RAEuLDasz8ee/67Siy0hkkdA\nDSCdOHEiTp486e9mEBHJbubMmbJ2H0qShJqKBo9e+8Xhz3Ho8BeOx8/9YVOXzPrSpUu48847cfHi\nRQDAzTffjP379yMpKQmlpaWYPXs2zp8/71nbAynwEBFR30iShNprngWezqKHR/QaeNauXQudTocN\nGzZg06ZNKCsrw5YtWzx6PwYeIiIF8mbgWbJkCQ4fPozKykrExcXh8ccfx/Lly5GTk4Py8nLEx8dj\n586diImJ8aztDDxERMpjDzyNspwrenj44Jyrbe/evUhNTcX48ePx3HPP+bs5XqPRaJCRkYGMjAws\nWrQIAHDx4kVMnToVqampuO+++2A226c5aWlpQU5ODlJTUzFt2jSUlpb6s+k3pL8D0tatW4eUlBRk\nZmaiqKjIsf/NN99ESkoKUlJS8NZbb/n0M9wod9/BihUrkJyc7PidOHXqFAB7JdtA/A6uXr2KrKws\npKWlYezYsdi4cSOAwfe7IBeFTtUGiABgMpmEXq8XpaWlorW1VaSnp4uvv/7a383yilGjRnXZ9+Mf\n/05S/rMAAAX9SURBVFi89957QgghHn74YfHCCy8IIYT4wx/+IFavXi2EEOLdd98V99xzj+8aKrPP\nP/9cfP311y6ff82aNWLz5s1CCCE2bdok1q1bJ4QQYteuXeKuu+4SQghx5MgRkZ6eLoQQ4sqVKyIp\nKUnU1taKmpoakZSUJK5everjT+I5d9/BihUrxMGDB7scO1C/g2vXroni4mIhhBCNjY3i1ltvFV98\n8cWg+12QAwBRV9koy+brUBAQGc+xY8eQnJyMpKQkBAcHY+HChTc0OElJLBYLDh48iMWLFwNwHZjl\nPGBr0aJF2L9/v2LHdPRnQFpBQYFj/5QpU1BXVweDwYB9+/YhOzsbUVFRiI6OxqxZs7Bv3z7ffpAb\n4O47ANyP03H+bgbSdzBs2DCkpaUBAMLCwpCamoqysrJB97sw2AVE4HEemAQAer3+hgYnBbLy8nLc\nfvvtmDRpEnbv3o2KigpER0dDrbav7Og8MMv5ewkODkZ0dDQqKir81na5dTcgzWg0uv19MBqNSEhI\n6LJf6R555BGkpKTg0UcfRUtLC4Du/z8xkL6DS5cu4ejRo5g9ezZ/Fzyk1K62gAg8g2mNkNLSUhw/\nfhzvvvsu1qxZ43EdPA0Mzz33HE6dOoWioiKUl5fj2Wef9XeTfKKpqQlLlizBli1bMGTIEH83h3ws\nIAKPXq+H0Wh0PDYYDEhMTPRji7xn+PDhAIDk5GRMnz4dpaWlqK2thdVqBWD/C6/9szv/FWc2m1Fb\nW+t4/UDg/PmMRiP0en2X/e3PJSYmDsjfkxEjRgAAQkJCsGzZMnz55ZcABvZ3YLVakZOTg9zcXCxc\nuBAAfxc8Jcn0P18LiMAzefJknD17FqWlpWhtbcWePXswb948fzdLdg0NDWhtbQVg73I7evQo0tLS\nMHPmTHzwwQcAgPz8fMdnnz9/PvLz8wEAu3btQlZWFlSqgPgnk4Xz58vPz8f8+fMd+9977z0AwJEj\nRxAZGQmdTofZs2fjk08+QW1tLWpqavDpp58iOzvbb+2XQ1WVfekCm82GP/3pT0hJSQEwsL+DBx98\nEKNHj8avfvUrxz7+LnjIW7OEeptPSxl6UFhYKCZMmCDGjRsnfv/73/u7OV5RXFwsJk6cKNLT00Vy\ncrLYsmWLEEKICxcuiClTpogJEyaIe++9V7S2tgoh7NV+S5YsERMmTBBTp04VFy9e9GPrb8zixYvF\nyJEjRXBwsNDr9eLFF18UVVVVIjs7W6SlpYk5c+aI6upqx/GPPPKIGD9+vMjIyBDHjx937H/99dfF\nuHHjxPjx48Ubb7zhj4/isc7fwQsvvCB+9rOfiYyMDHHzzTeLxYsXi5qaGsfxA/E7OHTokJAkSdx2\n221i4sSJYuLEieKjjz4adL8LcgAgGq43ybL5OhRwACkRkQJJkoTG602ynCt8SJhPK2a5LAIRkVIp\ntC5r4NwwICIiRWDGQ0SkUP6oSJMDAw8RkUIpdQgku9qIiMinGHiIiMin2NVGRKRQSp1ujBkPERH5\nFAMPERH5FAMPERH5FO/xEBEplEJv8TDwEBEplULjDrvaiIjIt5jxEBEplUL72hh4iIgUSplhh11t\nRETkY8x4iIiUSqEpDwMPEZFCKXVZBHa1ERGRTzHjISJSKIUWtTHjISIi32LgISKiLvbu3YvU1FSM\nHz8ezz33nKznloQQQtYzEhGR10mSBFtTqyznUoVp4BwKWlpacMstt+Dw4cMYOXIkJk2ahDfeeAMZ\nGRnyvJ8sZyEiIj+QZNpcHTt2DMnJyUhKSkJwcDAWLlyIgoIC2VrNwENERC4MBgN0Op3jsV6vh8Fg\nkO38rGojIlIob1W1eXtJbQYeIiKFkkKDZTlPRESEy2O9Xg+j0eh4bDAYkJiYKMt7AexqIyJSJCGE\nbFt9fb3LuSdPnoyzZ8+itLQUra2t2LNnD+bNmydb25nxEBGRC61Wi1dffRV33303rFYrli9fjszM\nTNnOz3JqIiLyKXa1ERGRTzHwEBGRTzHwEBGRTzHwEBGRTzHwEBGRTzHwEBGRTzHwEBGRTzHwEBGR\nT/1/ssYEa6hTCLgAAAAASUVORK5CYII=\n", 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JCXjppZcAAPPmzcOePXsQHR0NX19fbN26FQAQHh6ODRs2YOrUqZAk\nCRs3bmyXdIiIuuP98G9heu8pDH7mU1S8dG+Xxzo66Xit3gnTq/Mceo3uKNGHr3Vy3bBhA1JTU5GZ\nmYmwsDDs2LHDrjJ7VONRCms8RNSZ1jdAr+X/B9MfHnFyRM094753y2D84yd3dHusI2o8W2Wq8Szt\nosbjCJyrjYhUQZIkeP3kPcSOCXeJpAMA1zf/p1O/LHc1BseVMfEQkWqYfv9Qp68JIRD2P9kofeEe\nBSNy7qBVleYdztVGRO5BkiTFkw7Zh4mHiPqV5N99BSEE7n7jK2eH0mdqnZ2aTW1E1K+U1jQicsPN\nAaVqpta56Zh4iEjVRm7YBX3RxR4vi1CwtuPB66QcJh4iUpW2gzbbzkzQn6j1WQkTDxGpilqblxxB\nrZ+FWhMmEfVTXk/+BYDzF30j+zHxEJGqmH57P4QQGPY/f+918nG3ZOXoFUgdhU1tRKQ6kiTh6gsp\ndp3nTtRac1Br3ETUz01+Jceu89yt1qNGTDxEpErfPJUEAIhc/3fnBuJEkiTJsimNTW1EpGoX18/p\n1fHu1Nym1rfCGg8RESmKNR4iIpVSa81BrXETEZFKscZDRKRSan1excRDRKRS6kw7bGojIiKFscZD\nRG6j7czV7k6j0rfKxENEbqM/JR1Ave+XTW1E5PI4zY17YY2HiFxeT77Z97dmNkC9nQuYeIjILfS3\npAOo9xkPm9qIiEhRTDxE5NIsFkvzv+uMil53yst7EPXCbkWv2VucnZqIyAE0mubvxxo/b8WuKYRA\naVUD6k3CpZ8duWZU3WPiISJqQ5KkXi+3QD3HxENEpFLsXEBE5ACl+goAQOXVGnx7tNjJ0bgWSaZ/\nOvKDH/wACQkJGDt2LFJTU1FbW4vy8nLMmjUL8fHxmD17NioqKuyLW7jQyCxJkjhQjIjaKSuuRHB4\noLPD6BO572+SJOHz3CJZykqedku72Orq6uDn5wcAmD9/PqZPn47Tp09Dp9Nh7dq12Lx5M0pKSvDq\nq6/2+nqs8RCRy1N70nEUSZJn60hL0jGZTDAajQgPD0d2djYWLVoEAEhLS0NWVpZdcTPxEJFbc+dW\nFI0kz9aZlJQUhIaGwtvbG/PmzYNer4dWqwUAaLVa6PV6++K26ywiIpVw1a7QapCdnY3i4mLU1NTg\n7bfflq1c9mojIlKpzjoGdCfvSC6Ofpvbo2N9fX1x33334dChQ9DpdNDr9YiMjITBYIBOp7Pr+uxc\nQESkAEd0Lth7+KIsZU3/XqRNbFVVVTCZTBg6dChMJhPmzZuHu+++G6dOnYJWq8W6deuwadMmlJSU\nICMjo9fXY42HiIhsXL9+HXPnzoXZbEZ9fT3mzJmD5cuXo6KiAqmpqcjMzERYWBh27NhhV/ms8RCR\nqmUfuICU/xjh7DC65Ygaz76v5anx3DklUtF7L2s8RKRqakg6jqJR6Wxt7NVGRG5j8is5zg6BeoA1\nHiJyG02W/tVUr9ae4kw8ROQ28tbchYTf7IGnBHz99F3ODsfhVJp32NRGRO4lb81dCBvo4+wwqAtM\nPETkdj57/Hbc/cZXzg7D4TSSJMumNDa1EZFb2vXTRGeH4HBqfcbDGg8RKY7j9fo31niISHGcuFMe\n9s7V5mys8RCR4zSYrZuoN1n3NVTUOzcucirWeIhIEdIAL+vPTQKw1Jmg8fPq4ozOlVyqgMnchMiR\nQ+UKT5W6WkvHlTHxEJFjNJitPwohgHoTJEmC0diEAYE+0Gjsb3BpNDVhxKj+nXQAdi4gImrW0rzW\nwtcTkiSh0dgEi0XA29ujT0kHAJOOyjHxEJGsmpos7Xf6NjeuXLxcBQA4e/oqRL0Jot6EK4YKCCFw\ntbiyz9euuFLd5zLURJLpH8Xj5rIIRCSrBjOEj4f1V0mS0FDZAF+fzlv2a+tNGBg0QJZrn9dXYNSY\n4L6XJTNHLItw9FixLGVNnBCu6L2XNR4ikteNprWWDQB8Anxg6WACT5O5uXY0cIB9nQzaamg0Y2ig\nryxlkeMw8RBRt4QQaKo12n2+JEmAr0dzk5uvJyzeGtQ3mODl2fUt6MTxy92WnXP4Ik5/VwoAaDSa\nERjib3ecaiNJ8mxK6/K/+uXLl5GUlIS4uDiMHTsW69evBwCUl5dj1qxZiI+Px+zZs1FRUWE9Z9Wq\nVYiOjsakSZOQl5dn3b9t2zZER0cjOjoa77zzjmPeDRE5hCRJ8Bjobff5QgjcuukLVF6tganGiFJD\nFcrajOWx1LVPbDGxYd2WnfS9SIwdFwoA/SrpAG76jKesrAwlJSWIi4tDXV0dJk2ahLfeegvbt2+H\nTqfD2rVrsXnzZpSUlODVV1/Fzp078dZbb+Hvf/87Dh48iMcffxzHjh1DSUkJpk6dioKCAgghEB8f\nj8OHDyM0NNQ2GD7jIXJLlVdrEDjoRhPYjY4GQghIjU3WY4QQkAZ4oeZaHfyH+jkjTIdyxDOe/PwS\nWcqKjx/uOs94goODERcXBwDw8/NDbGwsSkpKkJ2djUWLFgEA0tLSkJWVBQDIysqy7p86dSqqqqqg\n1+uxe/duJCcnIyAgAIGBgZgxYwZ2797tyPdFRAoTQjR3LOjgBhYY4m9NOACABjOqymptjpEkCWgw\nw78PNSt9Ubnd56qSJNOmsB4/47lw4QIOHjyImTNnQq/XQ6vVAgC0Wi30ej0AwGAwWPcDgE6ng16v\nh8FgQHh4eLv9ROQGbozbkRqb0NBoxqULN2/+JZcqmqfKaT2258a/B/h42Tzz6bTsXtDdMsSut6BW\nbvmMp0VdXR0WLFiAjIwMDBnSv/7DElHP1DeYYDQ14WpFA4DmZzZlFQ02U+W05h1wc7G2dgNK2w5C\nJbfS7ZQ5TU1NSE1NRVpaGubOnQvgZo0lMjISBoMBOp3OZn8Lg8GAiIgI6HQ67Nmzx7pfr9cjOTm5\nw+u1dGAAgKSkJCQlJdnzvojIwYQQNrNMD/D1wgAAtyU0t3po/LwRF3VjPI2vp+0zHd/2tx6LRUDT\nZvKxB9/7BjsemgyLxQKNn/1NcM6Qk5ODnJwch15DrbNTdzuAdNmyZfD390dGRoZ138qVK6HVarFu\n3Tps2rQJJSUlyMjIwM6dO7FlyxZkZ2cjNzcXy5cvx7Fjx1BcXNyuc8HXX3/NzgVE7qDBDJPZAg+N\nZE0cQojm8TyNTbhyrRbDhg6E8PHosDNB63JaW599Ek/dORqB/m2Wse4gaamBIzoXnDjRfXfznoiJ\nCVP03ttl4jlw4AASExMRHx9v/WazceNG3H777UhNTUVpaSnCwsKwY8cODB48GACwYsUKfPnll/D1\n9cVbb72FSZMmAQC2bt2Kl156CZIkYe3atfjRj37UPhgmHiJ1srdZrG0SuVHO7qMGzJp6S+flqjD5\nMPHcxClziKjvZEo8z3+Sj7JGM367cBKMVY3w9vbo8LR2taUulF+uxpCwQfbFJyNHJJ6TJ0tlKSs6\nOlTRe6/6vjYQkcsxGps6TRK98T8PxANoTixdlddyE+/JSqZ+Mk3H44rU+YSHU+YQkQxa91DriUuX\nqzptLjPVGG2eBXWmJ8cAgC/nbnM5rPEQkTxaEkk3zW6GK9WIGNHxsIymWqPN/G219SYM8PFs19uN\nmql1ITgmHiKSl69nl8lngE/HTV+i3gQPD9tGmJZZq01mS/sJRVXYwUBuPWlqdEVsaiMi+d2YkaC1\n65UNgK8nhoS2n8izu+c13c1iTfKyZ4Lo3uB/TSJynJYE5OuJoA4STgtJklDfYOrwtdbT6VgsosOk\nRvLy9PTEa6+9hoKCAhw9ehQffPAB9u/fj/T0dCQnJyM/Px8zZsxAenq6XeUz8RCRSxgweIDNyqUt\nrNPp+HpC46fOHmpeD73ikHIdNVdbbyeI7nXcHMdDRC6n7TMildZwEl/bhzNXalG84Qfw8PCQfRzP\n6X9fkaWssbcO6zS2Cxcu4I477kB+fj6GDx+O+vp6aDQamM1m+Pv7o6GhodfXU+d/TSJybzfmdmuh\nzkfowPV6E0p+ebfDOgE4unOBoyaIZuIhol5pu4Bbu9daboZ9rKWotcdWawU/n+HQ8u39hA4eOoBD\nhw50eUxvJojuLTa1EfVjljpjt7M+i3qT3Ulg1P9+ifPPzW5flkqbzvrCEVPmnD19VZayxowNaRdb\nbyaI7i0mHqL+rMHcfRKQe10cByQdUW+CNMDL+m9X4vOj19G4bYVDEs+5M2WylDU6KtgmNnsmiO5V\n7Ew8RNQpByzGpsa1dfpKCAGNRqOaxONo/a++S0Q91tOJOHuj3WqjvdVJLa0nzYbO4rjOBQ4p1uE4\njoeIOtVo7NlEnL0hhOhbTcrXE6LeBCEERL3JWparJh1HctQ4Hkdj4iGiDl0svAZfH/kbRfr07b/B\nDEudEZIkQWpscrnnOdQzbGojItsayI0aReTwQMdc60YzWW87ArQcr2lpamuJuR/2kGshqXSEE2s8\nRGSrwazIGJpeJx1JAhrMED4ezU1sLsYpMUkybQrrv18ViMg5uuvC3cHzn9aJUGpsgvD1bH444UK1\nnpbEaG+Nrj9hjYeon3PKN/WuOhf4etrMSN2WxVvTPHNCgxlNTRYHBGenNsnv0uUqh1+SnQuIiHqq\nmxpKV019GqPFOou1x0Bv1xj712BG7hE9jKabvQBHPmbfkgG9Icn0j9KYeIj6OyWbqXq4lk5nc8F1\n9Lqzm7OEEKipNSIqPADeXh5AgxmnTpWi8oOXcPJEqVNjc1VMPET9nEvUGFrpaTyu0slAkiQ0GM0I\nDvJrron5emL8+FD4D/VDdEwopry8x4HXVmdTG6fMIervejGYs6HR3PexPY6YG84FOhd0xxFztemL\nrstSlu6WIEXvvazxEPVnvbzJ+/p4drhKqGzXd8DccOR6XP9rAhE5hp03eVnH+LSqqQghVDoc0nnU\n+nkx8RD1R32pWfTh3PoGEwZ00ixms05Pb6/Rk+Ud3BAnCSUidXBWc5avJwYMHtDjY3vKYrE0j/2x\nuNCYHuoSEw8RdUkI0afahN3nt+163fK7ryeEEDhTVA6geZmFvqySqmaSJMmyKY2Jh6gfqCqrba7p\n2FHbsfvGdCNJ9Hmcja8n6htsu01LA7wQdeswm2vUltf37TqkGCYeInfXYEaAv0+fy+gNWXu+AT1q\novMf6ifrNclx+t/TOKL+woldk/tjs5czqPVjZuIhclMWbw00Rj5wd2dqTfBsaiNyU85KOiVXazgD\nCXWJiYfIDb2565RsZRmNXU/Y2dbwiMGq/SauNmqdq42Jh8jdNJjxeFJUn4spuVoDAPD27llHgaP/\nvmK9PimDyyIQkepV1TRafx4e4g+g57NFT7x1WK+Op/6LnQuI3EkPahvCx6Pj9W58PRHQesDmjWlo\npBtlCiG6bUITPh5sZlOQWj9qJh4iN2CpM0Kj6VkDhs2caF1pOebGv1vucZ3OEuDrqdpJK9VKrZ83\nm9qIVK43SUeOiTQ7mongw4NFfS6X+g8mHiKViv/fL4AGc8+TjoMIHw8smHqLU2Pot1TarY0rkBKp\nyY3nLZcuVyEiLKDn5zlwyQBRb+r7fGz9gCNWIL12uVqWsoaGDVL03stnPERq0KbTQI+TjgJr1DDp\nOA+f8RCRY9gxLkbuSTrJRUkybW0sW7YMoaGhGDlypHVfeXk5Zs2ahfj4eMyePRsVFRV2h83E42Jy\ncnKcHYLT8TPo/DOwrm3TTU2mxz3XXBj/Dpxn6dKl2LVrl82+9PR0JCcnIz8/HzNmzEB6errd5TPx\nuBj+z8bPAOj8M7DpxtyDBKRm/DvonoMqPEhMTERQUJDNvuzsbCxatAgAkJaWhqysLLvjdt+/WiI3\nI4Tg8xSyoeRgXb1eD61WCwDQarXQ6/V2l8XEQ+Tq2gzg7PD1lok8vT0gGs2qfehM/YNLdaeeOHEi\njh075uwwiIhkN336dFmbDyVJQsWVGrvO/erAPuw/8JX19xd/valdd+oLFy7grrvuQmFhIQBg9OjR\n2LNnDyIjI1FUVISZM2fi7Nmz9sXuSomHiIh6RpIkVF61L/G0FRji323iWblyJbRaLdatW4dNmzah\npKQEGRkZdl2PiYeISIUcmXgWLFiAAwcOoKysDKGhoVizZg0WL16M1NRUlJaWIiwsDDt27MDgwYPt\ni52Jh4hIfZoTT60sZQWGDFR05gKX6U69a9cuxMbGYvz48XjxxRedHY7DeHt7IyEhAQkJCZg3bx4A\noLCwENOmTUNsbCwWLlwIk8kEAGhsbERqaipiY2Nx++23o6hIvRMx9nZA2qpVqxAdHY1JkyYhLy/P\nun/btm2Ijo5GdHQ03nnnHUXfQ1919BksWbIEUVFR1r+J48ePA2juweaOn8Hly5eRlJSEuLg4jB07\nFuvXrwfQ//4W5KLSqdoA4QIaGhqETqcTRUVFwmg0ivj4ePHtt986OyyHGDFiRLt9//mf/yk++OAD\nIYQQjz/+uHj55ZeFEEL8+te/FsuXLxdCCPH++++Le++9V7lAZbZv3z7x7bff2rz/FStWiM2bNwsh\nhNi0aZNYtWqVEEKIjz76SNx9991CCCFyc3NFfHy8EEKI4uJiERkZKSorK0VFRYWIjIwUly9fVvid\n2K+jz2DJkiVi79697Y5118/g6tWrIj8/XwghRG1trbj11lvFV1991e/+FuQAQFSV1cqyKZ0KXKLG\nc+jQIURFRSEyMhJeXl6YO3dunwYnqYnZbMbevXsxf/58ALYDs1oP2Jo3bx727Nmj2klUezMgLSsr\ny7p/6tSpqKqqgl6vx+7du5GcnIyAgAAEBgZixowZ2L17t7JvpA86+gyAjlfsbP3ZuNNnEBwcjLi4\nOACAn58fYmNjUVJS0u/+Fvo7l0g8rQcmAYBOp+vT4CRXVlpaittuuw2TJ0/Gzp07ceXKFQQGBsLD\no3lurdYDs1p/Ll5eXggMDMSVK1ecFrvcOhuQZjAYOvx7MBgMCA8Pb7df7Z544glER0dj9erVaGxs\nXnq6s/8n3OkzuHDhAg4ePIiZM2fyb8FOam1qc4nE05+Wyi0qKsKRI0fw/vvvY8WKFXb3gyf38OKL\nL+L48ePIy8tDaWkpnn/+eWeHpIi6ujosWLAAGRkZGDJkiLPDIYW5ROLR6XQwGAzW3/V6PSIiIpwY\nkeOEhIQAAKKiopCYmIiioiJUVlaiqal55LnBYLC+99bf4kwmEyorK63nu4PW789gMECn07Xb3/Ja\nRESEW/6dDBs2DADg4+ODRx55BIcPHwbg3p9BU1MTUlNTkZaWhrlz5wLg34K9JJn+UZpLJJ4pU6bg\n9OnTKCoqgtFoxMcff4w5c+Y4OyzZ1dTUwGg0Amhucjt48CDi4uIwffp0fPjhhwCAzMxM63tPSUlB\nZpfdvEkAAANBSURBVGYmAOCjjz5CUlKS01eblFPr95eZmYmUlBTr/g8++AAAkJubi0GDBkGr1WLm\nzJn4/PPPUVlZiYqKCnzxxRdITk52WvxyuHbtGgDAYrHg008/RXR0NAD3/gweffRRjBw5Ek8//bR1\nH/8W7OSoWUIdTdGuDF3Izs4WMTExYty4ceJXv/qVs8NxiPz8fDFx4kQRHx8voqKiREZGhhBCiPPn\nz4upU6eKmJgY8eCDDwqj0SiEaO7tt2DBAhETEyOmTZsmCgsLnRh938yfP18MHz5ceHl5CZ1OJ155\n5RVx7do1kZycLOLi4sSsWbPE9evXrcc/8cQTYvz48SIhIUEcOXLEuv/Pf/6zGDdunBg/frx4++23\nnfFW7Nb2M3j55ZfF/fffLxISEsTo0aPF/PnzRUVFhfV4d/wM9u/fLyRJEhMmTBATJ04UEydOFJ99\n9lm/+1uQAwBRU14ny6Z0KuAAUiIiFZIkCbXldbKUNXCIH5e+JiKiHlBpvyz3eWBARESqwBoPEZFK\nOaNHmhyYeIiIVEqtQyDZ1EZERIpi4iEiIkWxqY2ISKXUOt0YazxERKQoJh4iIlIUEw8RESmKz3iI\niFRKpY94mHiIiNRKpXmHTW1ERKQs1niIiNRKpW1tTDxERCqlzrTDpjYiIlIYazxERGql0ioPEw8R\nkUqpdVkENrUREZGiWOMhIlIplXZqY42HiIiUxcRDRETt7Nq1C7GxsRg/fjxefPFFWcuWhBBC1hKJ\niMjhJEmCpc4oS1kaP2+0TgWNjY0YM2YMDhw4gOHDh2Py5Ml4++23kZCQIM/1ZCmFiIicQJJps3Xo\n0CFERUUhMjISXl5emDt3LrKysmSLmomHiIhs6PV6aLVa6+86nQ56vV628tmrjYhIpRzVq83RS2oz\n8RARqZQ0wEuWcvz9/W1+1+l0MBgM1t/1ej0iIiJkuRbApjYiIlUSQsi2VVdX25Q9ZcoUnD59GkVF\nRTAajfj4448xZ84c2WJnjYeIiGz4+vriT3/6E+655x40NTVh8eLFmDRpkmzlszs1EREpik1tRESk\nKCYeIiJSFBMPEREpiomHiIgUxcRDRESKYuIhIiJFMfEQEZGimHiIiEhR/x8Z29/ZUvvk+wAAAABJ\nRU5ErkJggg==\n", 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4+8KzsrKQkJCAUaNGobCw0PWczZs3IyEhAQkJCdiyZYsXXgrdzKQALaDX4tjp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\na1s/9anXOr/sAPYXleLO4f3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IEayCNMCfVVeb0WgkJyeHnJwc5syZA8CRI0eYPHkyo0aN4vrrr8dutwNgtVqZO3cuo0aN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\nDXvHllxUVeWeS4Z7ba8tr29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/cI9iUlWVpWt2o3RmFFmz7prv95aghIUQGWGkutbK1AkZ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wwLEa/YEocEz9DKn0uiEAyKnm0McG3ZcokfTac+BfDxHQH0icXq3s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\nJKHjfGSBZ6CsqekjBp6NGzfCZrPh4YcfxpYtW9D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cOBHjx4+HSqXCihUrkJeXh1dffRXx8fGor6/HypUrHQtb3OguS24gSdINb/pERANAuxmZ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\nWZRaOSjj2yUicoF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QkKDy8nJNnz5dklRYWKiysrKw+k3gAQBDRVnOLFeSl5en+Ph4xcTEKD8/X4FA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\nsW+77TY7IyPD/vjjj0Prf/O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M2pRLgiDGLKdPdY32FIgxDgkPQRBp5Yo55WkZ55V9Z9MyzriGggsIgiBGjs/lBc/zWH/9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\nCq0ccyCMofuTE1BcLim2f31lVZuCDgC4JHO+7Ma/MjKPw2b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/6KESwqK5Y/HJ5xfxP/vO4pFb+Z7PgSOXxPtA0cbfoTXtuOlILnlAfHhTUVGB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\nHHA6nejt7bWs7EbLNSAtHA5nvR7C4TCWL18+brvq9u7dC5/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s+Xw+uVwuSZLL5ZLP5wtu3EG9CwDQ5ZWUlOjQoUM6efKkXnvttZD1y6w2ADDU\npSYGtKfqowrt+Ljisl7bo0cP/fCHP9T27dvldrvl8/kUFxcnv98vt9sd1P4t27btoN4ZBpZlqRMN\nBwBCJtTnN8uytOWDv4ekr/Hfi2sztuPHj6ulpUUDBgxQS0uLsrOzdffdd+uvf/2rXC6XFi1apGXL\nlqmurk6FhYVXvD8yHgBAG0ePHtWUKVN05swZffXVV5o8ebLmzp2rxsZG5eTkyOv1asiQIdqwYUNQ\n/ZPxAIADwpHxvP9haDKeO8bGOXruJeMBAENFGLpaG7Pa0GHu+s3Wjh4CgA5AxoMO8/9+9G8dPQTA\naIb+KgKBBwBMZWjcodQGAHAWGQ8AGCrC0FobGQ8c95M3P+roIQBdQjgXCQ0nMh44yrOsVHv/98SO\nHgaADkTggaO6mfqTiUAnFOxabR2NUhsc9cXJlst63R2FW5T98p/DPBoAHYElc9Cp2LYty9ALpsC3\nCceSOX+p8oekrzEpLpbMwbXLsiydPXtWEREk40B7TP03Gn+70ekQdICujYwHAAxl6uQCAg8AGMrU\nSaLUNAAAjiLjAQBDdcnJBZ9//rnS09OVlJSk4cOHa/HixZKkI0eOaOLEiUpOTtakSZPU2NgYeE9+\nfr48Ho9Gjx6tqqqqQPuaNWvk8Xjk8Xj0+uuvh+fTAMA1xArRf46P+9vu42loaFBdXZ2SkpJ0+vRp\njR49Wq+88orWr18vt9uthQsXavny5aqrq9Pzzz+voqIivfLKK/r973+vyspKPfLII9q5c6fq6uqU\nmpqqXbt2ybZtJScn64MPPlB0dHTbwXAfD4AuKhz38VRX14Wkr+TkoY6ee7814xk4cKCSkpIkST17\n9lRiYqLq6upUUlKivLw8SVJubq6Ki4slScXFxYH21NRUHT9+XD6fT6WlpcrMzFSfPn0UFRWljIwM\nlZaWhvNzAUDXZ4Voc9hlTy44ePCgKisrNWHCBPl8PrlcLkmSy+WSz+eTJPn9/kC7JLndbvl8Pvn9\nfsXExFzQDgAInqmrU19W4Dl9+rSmTZumwsJC9e/fP9xjAgB0Ye3OamttbVVOTo5yc3M1ZcoUSf/K\nWOLi4uT3++V2u9u0/5Pf71dsbKzcbrfKysoC7T6fT5mZmRfd3z8nMEhSenq60tPTg/lcANChysvL\nVV5eHtZ9mHoDabuLhM6ZM0e9evVSYWFhoG3+/PlyuVxatGiRli1bprq6OhUWFqqoqEirVq1SSUmJ\nKioqNHc+PQ++AAAKiUlEQVTuXO3cuVOHDh26YHLBhx9+yOQCANeMcEwu2LPn85D0lZAwxNFz77cG\nnm3btiktLU3JycmBFYOXLl2q22+/XTk5Oaqvr9eQIUO0YcMG9e3bV5I0b948vffee+rRo4deeeUV\njR49WpK0evVq/epXv5JlWVq4cKH+4z/+48LBEHgAdFEEnn/hZxEAwAHhCDx799aHpC+PJ7rzTKcG\nnFLva2z/RQDaMHQ2NYEHnUO0u29HDwGAQ1irDQAMZepabQQeADCUqT8TT6kNANBGMAtEXwkCDwCg\njeuuu04vvPCCdu3apR07dmjdunXaunWrCgoKlJmZqerqamVkZKigoCCo/gk8AGCocK3VdqULRF8p\nAg8A4JIuZ4HoK8XkAgAwVLgnF4RrgWgCDwAYKtiwU7l9m7Zv3/atr7mSBaKvFEvmAIADwrFkzif7\nvwhJX7cMH3TB2K5kgegrReABAAeEI/B8eqAhJH3dHD+wzdiCWSD6isZO4AGA8DMp8IQb13gAwFCG\nLlxA4AEAU5kaeLiPBwDgKDIeADCU1SG/pnP1CDwAYCoz4w6lNgCAs8h4AMBQpk4uIPAAgKFMvcZD\nqQ0A4CgyHgAwFKU2AICjwv2zCOFCqQ0A4CgyHgAwlJn5DoEHAIxlaKWNUhsAwFlkPABgKCYXAABw\nGQg8AABHUWoDAEMZWmkj8ACAqbjGAwDAZSDjAQBDGZrwEHgAwFT8LAIAAJeBjAcADEWpDQDgKEPj\nDqU2AICzyHgAwFSG1trIeAAAjiLjAQBDmZnvkPEAgLmsEG3nmTNnjqKjozVs2LBA25EjRzRx4kQl\nJydr0qRJamxsDHrYBJ5Opry8vKOH0OE4BhwDiWPQkWbPnq3Nmze3aSsoKFBmZqaqq6uVkZGhgoKC\noPsn8HQy/GXjGEgXPwZnz56VbdvOD6aD8D1oX5gSHqWlpalfv35t2kpKSpSXlydJys3NVXFxcdDj\n5hoPYBBTVyNGeDj5ffD5fHK5XJIkl8sln88XdF9kPIAhIiL464quwbI7Ue4+atQo7dy5s6OHAQAh\nN378+JCWDy3LUuPhk0G990/b3tfWbX8KPF7x62UXlHEPHjyoO++8UzU1NZKkm2++WWVlZYqLi1Nt\nba0mTJigTz75JLixd6bAAwC4PJZl6dgXwQWe80UN6tVu4Jk/f75cLpcWLVqkZcuWqa6uToWFhUHt\nj8ADAAYKZ+CZNm2atm3bpoaGBkVHR2vBggWaOXOmcnJyVF9fryFDhmjDhg3q27dvcGMn8ACAeb4J\nPKdC0lfUoBscnTHZaa5Wbt68WYmJibr11lu1YsWKjh5O2HTv3l0pKSlKSUlRdna2JKmmpkbjxo1T\nYmKipk+frpaWFklSU1OTcnJylJiYqNtvv121tbUdOfSrcqU3pOXn58vj8Wj06NGqqqoKtK9Zs0Ye\nj0cej0evv/66o5/hal3sGMyaNUvx8fGB78Tu3bslSbZtd8lj8Pnnnys9PV1JSUkaPny4Fi9eLOna\n+y6EimWFZnOc3Ql8/fXXttvttmtra+3m5mY7OTnZ/vjjjzt6WGFx4403XtD2gx/8wF63bp1t27b9\nyCOP2M8++6xt27b961//2p47d65t27b95ptv2vfee69zAw2x999/3/7444/bfP558+bZy5cvt23b\ntpctW2bn5+fbtm3bGzdutO+++27btm27oqLCTk5Otm3btg8dOmTHxcXZx44dsxsbG+24uDj7888/\nd/iTBO9ix2DWrFn2li1bLnhtVz0GX3zxhV1dXW3btm2fOnXK/u53v2v/6U9/uua+C6EgyT7ecCok\nm9OhoFNkPNu3b1d8fLzi4uIUGRmpKVOmXNXNSSY5c+aMtmzZoqlTp0pqe2PWuTdsZWdnq6yszNgb\nCK/khrTi4uJAe2pqqo4fPy6fz6fS0lJlZmaqT58+ioqKUkZGhkpLS539IFfhYsdA0kX/n557bLrS\nMRg4cKCSkpIkST179lRiYqLq6uquue/Cta5TBJ5zb0ySJLfbfVU3J3Vm9fX1uu222zRmzBgVFRXp\n8OHDioqKUrdu3SS1vTHr3OMSGRmpqKgoHT58uMPGHmqXuiHN7/df9Pvg9/sVExNzQbvpHn30UXk8\nHj322GNqamqSdOm/E13pGBw8eFCVlZWaMGEC34UgmVpq6xSB51q6G7u2tlYfffSR3nzzTc2bNy/o\nefDoGlasWKHdu3erqqpK9fX1evrppzt6SI44ffq0pk2bpsLCQvXv37+jhwOHdYrA43a75ff7A499\nPp9iY2M7cEThM2jQIElSfHy80tLSVFtbq2PHjqm1tVXSN//C++dnP/dfcS0tLTp27Fjg/V3BuZ/P\n7/fL7XZf0P7P52JjY7vk92Tw4MGSpOuvv14zZszQBx98IKlrH4PW1lbl5OQoNzdXU6ZMkcR3IVhW\niP5zWqcIPGPHjtX+/ftVW1ur5uZmbdq0SZMnT+7oYYXcyZMn1dzcLOmbkltlZaWSkpI0fvx4vfXW\nW5Ikr9cb+OxZWVnyer2SpI0bNyo9Pb1LLZty7ufzer3KysoKtK9bt06SVFFRod69e8vlcmnChAn6\n4x//qGPHjqmxsVHvvvuuMjMzO2z8ofDll19K+mYB0P/+7/+Wx+OR1LWPwUMPPaRhw4bppz/9aaCN\n70KQwrVKaLg5OpXhW5SUlNgJCQn2iBEj7GeeeaajhxMW1dXV9qhRo+zk5GQ7Pj7eLiwstG3btj/7\n7DM7NTXVTkhIsB944AG7ubnZtu1vZvtNmzbNTkhIsMeNG2fX1NR04OivztSpU+2hQ4fakZGRttvt\ntp977jn7yy+/tDMzM+2kpCR74sSJ9tGjRwOvf/TRR+1bb73VTklJsT/66KNA+6uvvmqPGDHCvvXW\nW+3XXnutIz5K0M4/Bs8++6x933332SkpKfbNN99sT5061W5sbAy8viseg61bt9qWZdkjR460R40a\nZY8aNcp+5513rrnvQihIsk8eOR2SzelQwA2kAGAgy7J06sjpkPR1Q/+ejs6Y5WcRAMBUhs7L6joX\nDAAARiDjAQBDdcSMtFAg8ACAoUy9BZJSGwDAUQQeAICjKLUBgKFMXW6MjAcA4CgCDwDAUQQeAICj\nuMYDAIYy9BIPgQcATGVo3KHUBgBwFhkPAJjK0FobgQcADGVm2KHUBgBwGBkPAJjK0JSHwAMAhjL1\nZxEotQEAHEXGAwCGMnRSGxkPAMBZBB4AwAU2b96sxMRE3XrrrVqxYkVI+7Zs27ZD2iMAIOwsy9LZ\n080h6SuiZ3edGwqampp0yy23aNu2bRo6dKjGjBmj1157TSkpKaHZX0h6AQB0ACtEW1vbt29XfHy8\n4uLiFBkZqSlTpqi4uDhkoybwAADa8Pl8crlcgcdut1s+ny9k/TOrDQAMFa5ZbeH+SW0CDwAYyvpO\nZEj66dWrV5vHbrdbfr8/8Njn8yk2NjYk+5IotQGAkWzbDtl24sSJNn2PHTtW+/fvV21trZqbm7Vp\n0yZNnjw5ZGMn4wEAtNGjRw+9/PLLuueee9Ta2qqZM2dq9OjRIeuf6dQAAEdRagMAOIrAAwBwFIEH\nAOAoAg8AwFEEHgCAowg8AAB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ZtZv00T6kP3W7U387DubgtpuiEBkTgssXCxHfLhLQmVBUokNEmMbp/GppAOs6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Oe85J6ACAbedqMMbw5H2TAIjCRXfPEgCA5f1HZaEDiAvsA7f2xkMf/YQhb+1w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Y5NjVRkRuxd9bB4tV4K+Pz+j2/vd72O8IJjDXkPUTZ+Ih8jBTXv4Iza0ChkBf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\nPwFZT4khdNkAAAAASUVORK5CYII=\n", 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PUnoKTMX5fl5NWmKNh4hUN/lXf8Udm/5H1WPIQQfor+GkJcmbPP+975PESFKs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\n61+aNR4inQg30SfzsQ0hKi1BumrVKhQUFGDMmDH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hTO2yMjVuAIChqHgAwFB0tQEAHMWoNgAA2oCKBwAMZWrlYGrcAABDUfEAgKEY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\n9u2rqKgopaWlaePGjc5+kSt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Ox0OZloy/vilRBAghYiK1V5XPMBBkrJ39SEyMG/65+niM8IyYptVwq9V2E2lK\nLAQdWOz49FxT2N9GJMXBZnN6BZ3uHqvcBl/OXiucTmfY2xWNJEmZm9oYeIgoOPp4/MNiQ9jf5vz5\nZrS09+LcpRZ5W1pqIgBXNQLf4KNLSeRQm8ZwqI2Iosq8GZMAwFVvzYcrwDijeqKomiKRGKAEniYQ\nUVRp67AAACz9dogk/1dwWOHERVLopjYGHiKKOM9AkpWRBMBVe03qdwCAV7q0M5E12LSOfVUiCit3\nUBkuWHg+JiUnyPXX3NmAnkNKOp0O0POcGeBQGxGRX3IBz1FoNHW4Ag4rTA+LWW1ERAoxeK4iSjGH\ngYcogHeOfBnpJsSWQNUHKGShLgTne1Mbr/EQBVB+z6xINyG2MP1ZcbzGQ0REFASeghARaZQ2+zvs\n8VAMCDSZ8PcffqFyS2KXEMJ1jYbXaaKKTlLmpnq71X9LIuX854cXAqbbPlx6m8qtiV2SJMHpZLUA\nUgaH2kjTHimdE+kmjBu6lIRIN4F8aHWOEwMPEQWHhTmjjlaHrLTabiIKN9/rOQw6pBAGHtK89uau\nSDchNjHQRD13OaKx3tTGvyzSvKyp6ZFuAo2FxQ6n0wldSmKkW6I5kchIUwIDDxFFlj6eQy/jDAMP\nEUUOExbGRKsBW6vtJqJYwKAzLjHwUEz404kGXPyiOdLNIFIVkwuIImjVslsi3QRSGofhRqTVnoNW\n202kiP4OS6SbQG6cNzRujBh4Nm/ejOzsbMyYMUPetmnTJsyePRvFxcUoLi7GmTNnALgKCW7btg0F\nBQVYvHgxqqur5de8/vrrKCgoQEFBAd54440wfBSi0UvK1Ee6CeTLYofos0W6FZoQ7qWvnU4nlixZ\ngnvuuQcA0NraipUrV6KoqAirVq1Ce3t7SO0eMfA89thjOHTokM+HlbBv3z5UV1ejuroahYWFAID3\n338fFy9exLlz5/DKK69g06ZNAIDGxkb8/Oc/x8mTJ3HixAn87Gc/Q1NTU0gNJqIYNjC8JklSwKrj\nNEgnSYrcAtm7dy9mz54tXwfauXMnSktLUVtbixUrVmDnzp2htXukJyxfvhwTJgxd/9zfH0VVVRU2\nbtwIAFi6dCk6OzthMplw+PBhlJaWIiMjA5mZmVixYgUOHz4cUoOJKMYNDLlJ/Q4uwxBB165dwwcf\nfIDHH39cPt57HuM3bNiAysrKkPYd8jWeJ598EgUFBfjBD36A/v5+AIDJZILBYJCfYzQaYTKZYDab\nkZubO2QgHMShAAAgAElEQVQ70VgIISD6bINrxcSgD082RLoJkedeByhGf+OxkBS6+fPUU0/h+eef\nh043GCY8j/EGgyHk43hIgeeFF17AmTNnUF1djaamJjz33HMhvTnRWPS190FKThg8IMXggal0KbP1\nvMTgbzwW4RpqO3ToEDIzM3H77beHZcgzpLSRqVOnAgCSkpLwyCOPYM+ePQCG9mTMZjPy8vJgNBpx\n5MgRebvJZEJpaanffT/zzDPyv0tKSlBSUhJKEymGCSEg9TuQMiEFALyDD2mXPt5/ZptGf9ujR4/i\n6NGjkW6GX+drTuGL2k8DPv4///M/qKysxIwZM2CxWNDe3o4HHnhAPsbn5+fDbDbDaDSG9P6SCCKc\nXb58Gffccw/q6+sBADdv3sSkSZPgdDrx/e9/HykpKfjVr36FgwcPYt++faiqqsKJEyfwxBNPoKam\nBteuXcPSpUtRV1cHIQSKiorw2WefITs727sxvKBIwXIfjNwpt773R2Dv7odOJ7EwZbTxDDLuoDPw\nm7pPOLSaZq308U2SJPzuT8os77551W0B23bs2DE888wzOHLkCLZu3QqDwYAdO3Zg9+7daGxslDse\nozHiL7h+/XocP34cLS0tyMvLw49+9CN89NFHaGhoQGdnJ4qLi/Hiiy8CAMrKynDkyBEUFBRAr9dj\n//79AIDc3Fzs2rULS5cuhSRJePbZZ4cEHaJRcR+UBg5UIikOAGBp70NyVvKIL49PS8LpmmtYtDB3\nxOcGw3ylDTpJglMIGPKHJuNQEHx7Nj5DqBotxBxWanwnQgg5q23Xrl0oLy9HRUUFcnJycODAgZD2\nGVSPRy3s8VCwzA2tMNwyEUIItDf3YEKm3vUfSDKXZ9as0QypabDXE44ez36FejyPDdPjCQdWLiBN\nys2fgM6WHog+GyZkp6G1vQ9f+49PVHt/niApK9gJoyIpTpNBJ1zCPY8nXPgLkiZJkoSMyakAgL+d\nvoav2vvw6f91jyrvLYRA181e+f1p7IItVClf42EdNwDDVx2IZuzxkKb9nw/OYvGiXKxfegv+88ML\nqrynZ9AjFXgkFwAYDDo+Q3OdLT1qt4xCxFMG0rSn/td8/OGjS5g7JRWPlM6JdHMoVMOlTXtmLPY7\nBrf59HjG48mAVnsOWm03kezBu2ai3+qIdDMozKT+wd/Y0s9KBoB21+Nh4CHts9gVS4umoeq/agn/\nm1js6OgKfomKpMS4MDaGwo1DbaR9vMgcHgPDWTMMWeG7mO/Ra8lMD36JikicpUcjrfYctNpuopjR\nbO7wu/3LCxFeytsdaPTxgD5e8TVy/KWkuycCj+b14zm1nUNtRBSSqYZMv9tn5U9UuSXDG7Em3jCP\nuSuJe1abkCRpSKAZzUHQ/Vz2frSHgYcoynz82VXAYsf1G12RbsoQ8hIUfpYpcDqd8nZnrxXOXqsc\nbKR+h3eAGHieZ8KAvH3An6rN4fwoMWGsK4+6b2pj4CGKJhY74nUSTn/RjJy86Kv55hk8vIa4LHav\ndVt0Oh10Ot2YeiOrig3DPi6EcAU79/1xuFy2TqGb2nhVliia6OOxbH5OpFsRHIWWLPAsQjkakiQB\n/Q4IvQSp3wGRFMdCohrBwEMUbhY7bDY7EoLI2hJCuA6eUZap53Q6obM6vbYNGSYL0Vh6RfJ1J308\ndBY7oB9fgzhavb4VXX/dRLFIH4+EIANJNB5IhBBDgk5QAvSInE6n17DcmHgsneBM1HkPG42Dem5R\n+OcSlPF1ekCkosar7cM/wc9BWfTZou5gOep0ZX28nITgLz1akqQxf0ZLv/d3J5LihvTARFIcqxtE\nKQYeihmWDgucvdFzgXlaXtbwTxjoEXge2KOxxzNS7+Tsly3yXB83KTkB0MfLQcaZqJM/p/szjmbO\nji99UrzXPryqVqvAM7svkvOImFxAFGH6zOBnvntRYEgm1Avk0Mdr74K4u0cDVxApmJ894ufX6XRA\n8sAhzmMeDwCvBfz8XUuSt/sJgJ69HN/3l/odrnb22RTpZXm13V8boqynGs3Y4yFS4IAhSRKaTCMM\nrQ3wTfv1TAn293i0cTqdXjPe5X+HEsA9gph7X25CCDgcTte1m2CuCfkslS2S4uS2jaV35cl3P0KI\nIb09NbFyAdE4l20cYWjNzecg5XtQlQ/iFvvgbP8Iunq5dfDgqo8PHAR8PpfvPB/f5zl7rQCGH16M\nS00MLbHB3+RUBXju05moi/hS65JCN7Ux8BCpLOCB1jfARMnQTd700Er3yJ/TT09I9NnkADakosHA\ncz23OxPHdqiS+h2KB/CgM/PcJxAkY+AhUluAA2Bndz+AgaE334OvlrOzfAOoxe71ubx6Rn6eG3I6\n9wCn0zk4JDYWFjucTj+JBMMtYOdzPUtpOkmZm9oYeIhU4HnGG+js3b2Cpt8zaTV7P2oFOY/gKoSQ\nExR8s8R8h7OCziJzDw2mJAY1JGa+0hbwMffvJyUPXs9pa+qGrdsaXFvChNd4iGhETqcz8LCP5zY/\nRTjVEK4hIXkJA/f+PZdcALx6QZ7ZbkOeB9cF/mGDj8c+g3XtShvSAgQnOevOnR4OwGp1IC01EQnx\nAQ6hWu6hqiA6BpGJYpw7YUByn9V71hUb6SClYm9HsbRjD3KqtcXu3fPwuJ7T3WNF+nC9Eo/vSOp3\nDJ9+7d6vO3i7/+3nc5mvtEEnScidmh7wc/vrESRmJLmCn7/ewkBbHQ4n4uLCe26vuVT8AezxEKlA\nnug4cMCUez0BDoju56s+OVHBoNPV0gPAI0sv0L718UgfGGb0bYe/rD55fxgYlvTsDfm7XjTwXM+0\ndafTibambiQnxiN7Uqrfa0sjCTRE5aqaLWCzO9HRZUFXd3/YTh60eo2HPR4ihQSaRCmEGDqz3vPf\nfg5y7udr9YwWgHcw8Rdc3QVRPe97fH8jXnvwE8zkHpvvY/p411m2e46Pw4msjKTA137GECicToG4\n1ETokYAQpzTHPAYeIoW4D5SOHuvgEIs+HpYOC/RJriAi1xQL5hpADBe59KxW4CYH5wHORN2w2WzO\nRB3Qax2ajOEZ0D2/P4sdfRYbnAJIHeX8m9FUpohLTRzVvsciGkssBYNDbURBCnbYSz7wDBz09Enx\nXtccRFJccDPpNRR0RpuUcOyzq7jwxQ2v1/l+J+6gE+i70lkDVLn2CTaiz4aetj403uiGwyGQmpzg\n2ucovt9oPcBzAilRjJP6HX4PsKLPJs/CB+B/6MyzvEy/w7u+l4YCTCCjncFf8g/5SEzQoe5iy+A+\n/FUaCKXwp5/Cq6nJCZg2JQ1pAycFo6pqEEyGYYSyELVK+3/xFHM6bnQjc0pawMdDLsg5VoGuuejj\noXMPnwUqG+NxUAqq/TEQjEYyfeYkAK7v48a1TkydNHBNyPN79JxsGix9PCTPbLYBXoVGg/h+hRCu\nCgspwwyd+ZYCUrn6RCQSA5TAHg9FnYzJqdj3py/k+xe+uIETn5vk+2oHHfcBSPTZ/A63eZ09e55t\nex40Peej+BkKgj4+cplsESZJknfQ8fz/ULh/A4sdPR49VDkDbhSL8vkNOu7ezcDic55Dp16/oQon\nD5JC//Pn61//OoqLizFnzhyUl5ejp6cHra2tWLlyJYqKirBq1Sq0twdXGHdIu0UU/ZX7m7VM41td\n3XUsWJAT6WYAcA2peQWSEQ6O7goFOqtzcFa+O7kgAmfH0cLZa4MuZejQXGdLDzLSksLynu5K1YoI\nlALvzl705LlGkcLHN0mS8OGJBkX2VbrsliFt6+3tRUpKCgBg3bp1uPvuu3HhwgUYjUZs374dzz//\nPBobG/Hyyy+P+v3Y46Gocu5sE86duw7A1dOJiqAjzwMRA//vJ9PKzwx7z4vfXrPxPV8TaA5KDPMX\ndIDBkkFy70+hQBxwaDPUXpW/OT+BqmGH+dqPJClz88cddGw2G6xWK3Jzc1FVVYWNGzcCADZs2IDK\nysqQ2s3AQ1HlZq8VBQWuYDPntikRaYNnAoGjZyBpwGJHXGqiq2BlSqLfVF2v/wf89mp0Vida2nq9\ng9dAAIrWzClVeM5vwmCgdibqxhyAhlRLcBv4fXra+sa0/6CEKfiEewLpmjVrkJ2djcTERJSVlcFk\nMsFgMAAADAYDTCZT4BcP1+6QXkUUBr1tvfjHO4yK71cIgd623qCf77kejns+jteyzb4Ljvn0VFra\ner0nMQ6cwYukOHx1tQ2TJ6RAZ3W6CkyOk0yokXpzfgunWuxjqkoNwLt0jvv3cp9YDPw+Docz6KUL\nxtvyBlVVVbh27Rq6u7vx2muvKbbf8TGoTJqgT0oI21l/yoSUIducvdbBi8fDBAB/mWmeGVKebT79\nRTMWzhnoqXn0eKSBs/YU/eDZd3xqArpb+5A2Dq7tjPS7Br22zWgFSm332J6RlgRzcxcM+RNG3J37\nOo3vSqmR6q0GSgwYSfXnJ3D6byeCeq5er8cDDzyAU6dOwWg0wmQyIT8/H2azGUZjaCeKTC6g2DOQ\nbaTT6YY/KATT23AvzTxwdhxwronn/nyH4Dzud9zoRvqklMEDbQxXJxgLvxfqw/E+A8kertpqDiRl\nDF/kxtlrg5TsZ1g0mNpuyQmKJxcc+/SKIvu6+x/yvdrW2dkJm82GSZMmwWazoaysDN/4xjfw97//\nHQaDATt27MDu3bvR2NiIPXv2jPr9+BdPscddlwsKpF5b7IBveRffQOMewnFnrA2zryHzkxh0/Ar1\ndxvxN3Ab6I16VgpPkkaeBCsnRsT4CUNbWxvWrl0Lu92Ovr4+rF69Gk888QTa29tRXl6OiooK5OTk\n4MCBAyHtnz0eGr88zlJ7+mzD1u+Se04B1nrx6lnF8AFJCYHSqd3zb6TkBFUXoxN9tlFXXpC52xxE\noAxHj+ejz5Tp8dy1JF/VYy+TC0jzhv0PZrhrNwMLinX3WpE6IXlw0p/nDYMFLRtvdAe8uOwv6PAk\nyj9dSgL+zwdncenLliG12vymnY9S0HXwFFgK23PibyToIClyUxt7PBQbBg4C8sJgvqVr+mwQAtDp\nBgPEqC8KBwpi7OEEx2d4qvV6FybmpAOAV6/D7+JuQQo41OaZZehnaQp/1bJH9b6ek4sH9u1eztv9\nWcLR4/nks6uK7Osfl+Sxx0M0Kh4BwWthMJ85GzrPCQvucjbDlGhxJxUMl0Lr9ZxxkhodDNFnw5m6\nRu9UZp95TROzkuV/ew6vjSnDbbjfYOD93WVuPAPhWIIO4P+alCRJ4cvWk98jfBNIw4mBhzTNfZbm\nO9zRbO5wbR8ICO6zYHm+iE+lgavXO+F0OtHX3jd0Jnqg8jgekz7lA1eIwSfqe/qjmIEvhIBIikPh\n7ClDvmeb3WfirOfr3MHAk8+w50iGzWB0Bzarc/DvYaCquLPXOpi9GAo/Q7SewjUcx2URiCLAfcHf\n94Az1ZA5dLs+PmCPKG/6ROh0OiRnJQ85iLgzn9z78Deu71WJIISDV9RWLfANOMGkDUvSkO/d7er1\nzsCvcwd6d5FPf5UhFOD5W3r+PXgljyjFPY9LhdRwLWHgIW0Icmb5EMOdMY92ITCfgo+e+7d0WHDJ\n1A7o43H6i2YArnI7fe0qlGMJlzEc7KuOX/Zb027mrMnDvk6Nnp9XgBsIQmMdaosUnSQpclMbkwtI\nEy58cWPE2m09bX3QSYA+U+81w1yJmeXuYRitHqBGZaSA4xGAr9TfRP6MSf73EUrvwZ0p5vmbKdXb\nCZAKD308nL1WOJ0CbZ0WpCYn+K10ERKP9wpHcsGpv4VWK83X1xYbVT32Mh2HFKVo+RCPg1cwBUNT\nJwxerIbFDrjPZvsdsFodSMwIveS+JElAjAYdufxPkJUcPPkLOkIIuURQSCx2Ra87uK8dSR73va7f\nAQNVLpyYkpup3PsKEZHrJ1rAoTZS1EhB58CRL4Pb0XBnzIEOkD5ZbG1N3fK1gsSMJL811wAEvKgs\nZ6rFeLaazuoMPugEeY1ntMZ0YX8EvtdXum76KRgbhpR4Na7bhXMhuHBi4CFVrS+5NajnORN16LjR\nLd+XD0yeAcknKHT3eFd7npiTLh905J6Yx7g+LHYIix3nzzfLK1V6HgCl5ARAH49Gj3bEklEd7MM5\nV8kSwvLWfrh/V3+Vrj2HSOXF5nw+U1yq92qjX164MeY2+a26TQw8FF6t17sG7wRxgHFfjNfpdMic\nkiZfoJYv7vtOABw4eJz43ISUCXq5BIrMXX2gbzA5wbMNpuudmJKVjNTkBJz43OSVRODuIU3Lywrx\n00eXL843e933l2l1oaHN72vl3mKYsr5gsbuWJxgD92/nXvHVLdRU5llzxr4elFcWZRiEez2esLVb\n/bek8cQ9Mx1AUP8BJmcle2Ww+Z2A57Ef90JtSxcbBpcp8Di77b7Z61rXRTeY4vuxx2zvlKR4TJ6W\ngUumdjT1WHG65prXQevalTbU1jYG8Umj321zp8r/DnQhec4t3ksDuIcqJUmS57woxqe35V77aCS+\nqdbu1UoD9eB8lzAAoH61iTC9n1YnkDKrjSKqq6UH6e4lj1Ug+mwBV/v0TIyI5BoranH22ryrOfgT\nhgOmV7Zhv2PwYr87m224OS++z/G3DDUGEwhGUwpnTMVC3fsI8HfjdDoRFxeneFbb56fNiuzr9kUG\nlswh7Wq82o7Ll24G/Xylgk6wc3yk5MHF5hqvtns/5nHAiPWgA7iKddrsHnXtBmrdyRNkFQw6nqt+\nuoOGPKzpWbqm3+FawTUQ34oSAbgD2WiMqVbbQF22nta+ob0uJVZSDYDJBURwXQ+ZPtPPvA4F9HdY\nAj7mddAYZrJpt0dG07S8LLQ3d/l93niRkJY4OHemzyavyKpo4PWti+ex3TPpAwCgdw19uv89JHiM\nUA1aDqQqD6WZGtq8Pp+t2zp4YhPG9mj1Gg/n8VB08zgbTsoMvDqk5wTPji4LMtP1QzPg9PFIm5Qi\nDylIkoSsqekB9zluKFQoc6T9A4Mri7qHtST4DHF6VnkOkHE3XGmbhDTvzDS1JvxOSNdDSk5A2sD7\nJQCY5tmWGE/JHy0GHopq7tUh/Y6/eywc5jnBc8gqn4D/cjfjkOf3+PFnV2F3OnHP124B4DGRNIzk\noOGZtu7nuprfBeGiePmJtNRE7xMdX2FMLtCiYf/Krl+/jpKSEixYsABz5szBM888AwBobW3FypUr\nUVRUhFWrVqG9fXCsfNu2bSgoKMDixYtRXV0tb3/99ddRUFCAgoICvPHGG+H5NKRpvhc3PQ9Efs9c\n9fHjo4SNgjy/r+VL8uSgA4xxOYLRtsOn1+JOBugeyFIc8rtGcdABoPg1sWBp9RrPsFltLS0taGxs\nxIIFC9Db24vFixfj1VdfxTvvvAOj0Yjt27fj+eefR2NjI15++WUcPHgQr776Kv74xz/i5MmT+N73\nvoeamho0NjZi6dKlqKurgxACRUVF+PTTT5Gdne3dGGa1jUtjySZS4yydwmPYDDbfumrRFnh8ezcj\n1KYTQgyU5VE2q02pVP+iomnRk9U2efJkLFiwAACQkpKCwsJCNDY2oqqqChs3bgQAbNiwAZWVlQCA\nyspKefvSpUvR2dkJk8mEw4cPo7S0FBkZGcjMzMSKFStw+PDhcH4u0pCRhr6Gy1hj0NEu38m6fRb/\nv7PXGj4RJIRAf4dFTsmXeVbDCCBsw7uhLsDje1NZ0P/VXr58GSdPnsS9994Lk8kEg8EAADAYDDCZ\nXBVSzWazvB0AjEYjTCYTzGYzcnNzh2wnAjDi2SyH00bnvz++FOkmBM2zmkJr52DWovtkw2p1ICE+\nsicXrmXTXcO+CemJQx9PiovYdUOtTiAN6hft7e3F+vXrsWfPHkycODHcbSKiMbh/+cxINyFot02f\nKB/UDe4MQ3fKtMWOxMQ4fPe90xFtozt5xdFjhU6nG3IiNJ6TVUI14sCpw+FAeXk5NmzYgLVr1wIY\n7LHk5+fDbDbDaDR6bXczm83Iy8uD0WjEkSNH5O0mkwmlpaV+38+dwAAAJSUlKCkpCeVzEZFG+Fs2\n3DWE6pqT8/8+fEdkGuYj2JI+bkePHsXRo0fD05gBkUgMUMKIJXM2b96MtLQ07NmzR962detWGAwG\n7NixA7t370ZjYyP27NmDgwcPYt++faiqqsKJEyfwxBNPoKamBteuXRuSXPDZZ58xuYBoHJPn7PjM\ntZKFupjcWAR6TwWSHJQ+vkmShLNnryuyr/nzc1Q99g4beI4fP47ly5ejqKhI7k4+++yzuPPOO1Fe\nXo6mpibk5OTgwIEDyMpyVfDdsmUL/vKXv0Cv1+PVV1/F4sWLAQD79+/Hiy++CEmSsH37dvzTP/3T\n0MYw8BDFNGevFbqURDh7ra4hLHetNkmC0+mE1O+QV+qMmiGsEOcS+X4GBp5BLBJKRBHlWUkiKrkL\nj/oUHB1tcAxH4Dl3rkmRfRUUZEdPOjURkVK6bvbI//Y8yEmSFL1BBxisiO1TD7C/sz9ybRqg0Wxq\nBh4iCr9mcwfSU5Pk+5EINPbu0AOFbyab0ymgT4qySa0awm+OiMJKCIGphsxINwPxaYOBz9FjHbLU\n9WjodIELlaopmjuKw4n8N0dEMS0ah9F0KSFMSh6oUOAu86PEwnFjFY3fbTA41EZEEReoLJLnMuWj\n5V4W3Z/RHLBFn02uhO6ZVh3poBNOoRSIHg0GHiKKuECBYPGsySHvcyxDaYDHGk/uCuljSIIIdoXc\naBEfH49f//rXqKurw+nTp/H222/jk08+wc6dO1FaWora2lqsWLECO3fuDGn/DDxEFDEdN7oHexHu\nXsUAS4cFqROSI9QyZYaxRJ8Nfe19YRsSC1etttEWiB4tBh4iipj0SSle97+8cEP+t36YFWejQTDz\nXnp6bTA3d6vQmvAJpkD0aDG5gIgiRmd1upYbsDpws6MPs2+JsiLEviV8PAQzgTR1YjJmjXHIbzjh\nTi4IV4FoBh4iUt4o6qw1NHYiIyURuXlZOHeuGQXzs0d+UQS4A40QAhKCWwvKd6VVpYUadk6eOo5T\np44P+5zRFIgeLZbMISLFmK+0wZA/IXB9M59ew+VrHZiem4m2Dgv0SXFoae+Dpd+O2bdNVanFI1Oq\nblw4SuZ4Dk2Oxaw5U4a0bTQFokeLgYeIFOMVeAYCjrWrH4kJcSMuU97Z3Y+MyalqNVV14Qg8X11s\nUWRft86e7NW2UApEj6rtDDxEFC5XL7cib/rEIT0dAGgeqN02dVJqVFQBAAarZwOujLSvrrajs9eG\nxYsGVlAew1INWgo84casNiIak/v/w3Wt4OPPrnodvC592eIKOoB8sHYmDh5yJk9IiaqgA0AOOnV1\n1wF9PGblT8DiuVMBix2NV9vR1mFxBR93xeqByaX+AqsatLr0NXs8RKQOd29h4CBttTqQkJ4YtWVf\nLnxxA7Pyslx12Xx5Ll7nwel0ysHLVzh6PPVfKdPjmXErezxEFMWcTidK/5+Pg3quV9kafTycTtdy\n1tDHIzEjKSqDjrPXCmevFbNmT4JOJ0Ekxcltlm+A315OMJluxB4PEdEQ7tVQRVIcYLEH7MUMmdsz\nsJoq4Kq84DkJNhw9nstf3VRkX9NvncQeDxFRJLgPvjqdDjabKwsv6KAjhFy5GlCp8oJGV4Jj4CGi\nyIrQhfkhLHZYu1yLxTl7rUhMjBvVy6Nx2DBaMfAQUWSpmNXmrhJ9pd7PEJU+HvFxOtfQmk4X+tCT\nioFUq1ltDDxENG5IyQmAxY78GZNg6bAA8C72abEODJWNdr0dz6QDFUkK/U9t0ZNAT0SkBn08rJ39\n0Ce5Dn9y/TVJQkqWHvC4H8q+aWTs8RBR9FBpmCo+zbs3Iy/21u+As9caVNARSQPXgCIYbLQ61Mbw\nTDTOXam/iUlZKRFddE2m0kFcZ3UGfP9gz8bDXXk66DZoEHs8RONYXd11OIWrQGfUCWfvJ0LXZMiF\n3zzRODZtUjIm52ZGuhl+ude9ocC0+v0w8BCNY5OmZUS6CQGNKqtsnNLoSBuH2ojGM61eIyBtY+Ah\norA48bkp0k2IeZIkKXJTGwMPESmur70Py243RroZFKUYeIhIWRY7kvXKX59h5frYweQCIlKMnIkW\nhlRlXo8aSqtfCQMPEY2Z6LO5AoMQEPp4zab5ao1WgzGH2ojGkb//vUnxfXqWmInUxWrSFvZ4iMaR\nefOyFd+nLiVRrjLASZ/q0mqMZ+AhorGJloXcxqFILGmgBA61EdHY6OPljDNWG6BgsMdDRGPW32+H\nPgwp1DQ8DrUR0bglAFZ7jgCNxh0OtRFpnRAC5ittEW2DPlMf0fcnbeEpCpGGXb3cilR9Agz5EyLa\nDqZQR4hGv3f2eIg0SggBnU7CxJz0SDeFaFQYeIg06quLLRHv6VBkSQrd1MbAQ6QBly/dHLJt1pwp\nEWgJRZUwRZ7NmzcjOzsbM2bMkLe1trZi5cqVKCoqwqpVq9De3h5ysxl4oszRo0cj3YSI43cw9DuY\nPnNSZBoSQfw7iJzHHnsMhw4d8tq2c+dOlJaWora2FitWrMDOnTtD3j8DT5Thf2z8DgB+BwC/g2CE\na6ht+fLlmDDBexi3qqoKGzduBABs2LABlZWVIbebWW1ERBqlZjahyWSCwWAAABgMBphMoa8wyx4P\nERGpShJRtKzfokWLUFNTE+lmEBEp7u6771Z0+FCSJLQ3d4f02o+Pf4RPjn8s33/hl7uHrPB6+fJl\n3HPPPaivrwcA3HrrrThy5Ajy8/PR0NCAe++9F19++WVobY+mwENERMGRJAkdN0ILPL4yp6SNGHi2\nbt0Kg8GAHTt2YPfu3WhsbMSePXtCej8GHiIiDQpn4Fm/fj2OHz+OlpYWZGdn46mnnsKjjz6K8vJy\nNDU1IScnBwcOHEBWVlZobWfgISLSHlfg6VFkX5lTUof0eMIpapILDh06hMLCQsybNw8vvPBCpJsT\nNomJiSguLkZxcTHKysoAAPX19Vi2bBkKCwvx0EMPwWazAQD6+/tRXl6OwsJC3HnnnWhoaIhk08dk\ntJs9k/4AAAZ/SURBVBPStm3bhoKCAixevBjV1dXy9tdffx0FBQUoKCjAG2+8oepnGCt/38GmTZsw\ne/Zs+W/izJkzAFzlcGLxO7h+/TpKSkqwYMECzJkzB8888wyA8fe3oBRJUuamOhEFLBaLMBqNoqGh\nQVitVlFUVCT+9re/RbpZYTF9+vQh2775zW+Kt99+WwghxPe+9z3x0ksvCSGE+OUvfymeeOIJIYQQ\nb731lrj//vvVa6jCPvroI/G3v/3N6/Nv2bJFPP/880IIIXbv3i22bdsmhBDivffeE9/4xjeEEEKc\nOHFCFBUVCSGEuHbtmsjPzxcdHR2ivb1d5Ofni+vXr6v8SULn7zvYtGmTOHbs2JDnxup3cOPGDVFb\nWyuEEKKnp0fcdttt4uOPPx53fwtKACA6W3oUuakdCqKix3Pq1CnMnj0b+fn5SEhIwNq1a8c0OUlL\n7HY7jh07hnXr1gHwnpjlOWGrrKwMR44cUbU7rKTRTEirrKyUty9duhSdnZ0wmUw4fPgwSktLkZGR\ngczMTKxYsQKHDx9W94OMgb/vAIDf39Tzu4ml72Dy5MlYsGABACAlJQWFhYVobGwcd38L411UBB7P\niUkAYDQaxzQ5KZo1NTXh9ttvxx133IGDBw+iubkZmZmZiIuLA+A9Mcvze0lISEBmZiaam5sj1nal\nBZqQZjab/f49mM1m5ObmDtmudU8++SQKCgrwgx/8AP39/QAC/zcRS9/B5cuXcfLkSdx77738WwiR\nVofaoiLwjKe1PBoaGvD555/jrbfewpYtW0LOg6fY8MILL+DMmTOorq5GU1MTnnvuuUg3SRW9vb1Y\nv3499uzZg4kTJ0a6OaSyqAg8RqMRZrNZvm8ymZCXlxfBFoXPlCmuisKzZ8/G8uXL0dDQgI6ODjgc\nDgCuMzz3Z/c8i7PZbOjo6JBfHws8P5/ZbIbRaByy3f1YXl5eTP6dTJ06FQCQlJSERx55BJ9++imA\n2P4OHA4HysvLsWHDBqxduxYA/xZCJSn0P7VFReBZsmQJLly4gIaGBlitVrz//vtYvXp1pJuluO7u\nblitVgCuIbeTJ09iwYIFuPvuu/Huu+8CACoqKuTPvmbNGlRUVAAA3nvvPZSUlECni4qfTBGen6+i\nogJr1qyRt7/99tsAgBMnTiA9PR0GgwH33nsvPvzwQ3R0dKC9vR1//vOfUVpaGrH2K+HmTddyB06n\nE//93/+NgoICALH9HTz++OOYMWMGfvSjH8nb+LcQIq0uyKNqKsMwqqqqxPz588XcuXPFL37xi0g3\nJyxqa2vFokWLRFFRkZg9e7bYs2ePEEKIS5cuiaVLl4r58+eLb3/728JqtQohXNl+69evF/PnzxfL\nli0T9fX1EWz92Kxbt05MmzZNJCQkCKPRKH71q1+JmzdvitLSUrFgwQKxcuVK0dbWJj//ySefFPPm\nzRPFxcXi888/l7f/7ne/E3PnzhXz5s0Tr732WiQ+Ssh8v4OXXnpJfOtb3xLFxcXi1ltvFevWrRPt\n7e3y82PxO/jkk0+EJEli4cKFYtGiRWLRokXigw8+GHd/C0oAILpbexW5qR0KOIGUiEiDJElCT2uv\nIvtKnZiiasYsl0UgItIqjeZlxc4FAyIi0gT2eIiINCoSGWlKYOAhItIorU6B5FAbERGpioGHiIhU\nxaE2IiKN0mq5MfZ4iIhIVQw8RESkKgYeIiJSFa/xEBFplEYv8TDwEBFplUbjDofaiIhIXezxEBFp\nlUbH2hh4iIg0Spthh0NtRESkMvZ4iIi0SqNdHgYeIiKN0uqyCBxqIyIiVbHHQ0SkURpNamOPh4iI\n1MXAQ0REQxw6dAiFhYWYN28eXnjhBUX3LQkhhKJ7JCKisJMkCc5eqyL70qUkwjMU9Pf3Y9asWTh+\n/DimTZuGO+64A6+99hqKi4uVeT9F9kJERBEgKXTzdurUKcyePRv5+flISEjA2rVrUVlZqVirGXiI\niMiLyWSCwWCQ7xuNRphMJsX2z6w2IiKNCldWW7iX1GbgISLSKCk5QZH9pKWled03Go0wm83yfZPJ\nhLy8PEXeC+BQGxGRJgkhFLt1dXV57XvJkiW4cOECGhoaYLVa8f7772P16tWKtZ09HiIi8qLX6/Hb\n3/4W9913HxwOBx599FEsXrxYsf0znZqIiFTFoTYiIlIVAw8REamKgYeIiFTFwENERKpi4CEiIlUx\n8BARkaoYeIiISFUMPEREpKr/H6YLB9MS9GonAAAAAElFTkSuQmCC\n", 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93hHT23F7/OCCPI6d6VbdI9o1R053RXy2WOnShfmm0BwVY05EBhsRGwq1EcRE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\n3fL1//7r4pi/n8ys8GBXP774nGM7djGbJNyTnhSsSmcvAnJ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ay8yZ47gQGPQFoajgFQUkSUKpNkcJQDCkwOWM7IHjBRQYBRxLuFUHg5CKtCpB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\no0Oqq6ulqqpKHA6HNDc3i4jI33//LVu3bpWKigp56623JBQKiUg426+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EBmXU4gIGHiIigzJm2DHu2BQRkSoGq34j7TDjIaJRS5m/5N191UCFBQC72oiI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\nuN0c4yEiMig9izqsVivMZvc6fGazGVa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yVF1drczMTBUWFgY1NokHAAxlWaFZzqd3796SpJaWFjU3Nys2NlalpaXKz8+X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\nQye1UfEAAJxF4gEAnGPDhg1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GjPAWJsQ4jocoSj3+34vG9fpQtH+cONGk+DGjwhizG60PrtVBUuShNrbxEEWQ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\nAGD+/Pno7OyEyWTCvn37UFZ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Jwe7du5GZmQkAWLduHf7+979Dr9fjlVdewdy5cwEAO3bs\nwG9/+1tIkoSnnnoK//Iv/+JdGAYeIopSDDzDRs141MTAQ0TRKhSB58yZFkWOVViYreq1l/0siYg0\nSpstPJyrjYiIVMaMh4hIo7Q6VxsDDxGRRml1dm9WtRERkZtgJogeCwYeIiJyEx8fjxdffBEnT57E\n8ePH8cYbb+Cjjz5CVVUVysrKUF9fj0WLFqGqqiqo4zPwEBFpVKjmahvrBNFjxcBDRER+BTJB9Fix\ncwERUYgIIULaASDUnQtCNUE0Aw8RUYiEOjAEe/Sjxw7j2LHDI+4zlgmix4pT5hCRciyD8rIMos+K\ns41tuHHGNWEuVGQIxZQ5X569rMixbpg+xatsY5kgeqwYeIhIOZZBx/+56qmXUASer85dUeRY1xdM\nditbMBNEj6nsDDxERKGnpcATarwtISLSKI1OXMDAQ0SkVVoNPBzHQ0REqmLGQ0SkUZJGV+Rh4CEi\n0iptxh1WtRERkbqY8RARaZRWOxcw8BARaZRW23hY1UZERKpixkNEpFGsaiMiIlWFevbrUGFVGxER\nqYoZDxGRRmkz32HgISLSLI3WtLGqjYiI1MWMh4hIo9i5gIiIKAAMPEREpCpWtRERaZRGa9oYeIiI\ntIptPERERAFgxkNEpFEaTXgYeIiItIrLIhAREQWAGQ8RkUaxqo2IiFSl0bjDqjYiIlIXMx4iIq3S\naF0bMx4iIlIVMx4iIo3SZr7DjIeISLskhR4e1q5di+zsbEybNk3e1traiiVLlqC4uBhLly5Fe3t7\n0MVm4IkwBw4cCHcRwo7ngOcA4DkIp4ceegh79+5121ZVVYWysjLU19dj0aJFqKqqCvr4DDwRhn9s\nPAcAzwHAcxCIECU8WLhwIbKysty21dbWYvXq1QCAyspK1NTUBF1utvEQEWmUmrNTm0wmGAwGAIDB\nYIDJZAr6WMx4iIhIVZIQQoS7EE5z5szBiRMnwl0MIiLF3X777YpWH0qShPZL3UG99sPDh/DR4Q/l\nn5/73RZ4hoLz58/jjjvuQENDAwDg+uuvx/79+5Gfn4/GxkYsXrwYX375ZXBlj6TAQ0REgZEkCR2X\ngws8njKmpI4aeNavXw+DwYCNGzdiy5YtaG5uxtatW4N6PwYeIiINCmXgWbVqFQ4fPowrV64gOzsb\nTzzxBB588EFUVFSgpaUFOTk52L17NzIzM4MrOwMPEZH2OAJPjyLHypgywSvjCaWI6Vywd+9eFBUV\n4aabbsJzzz0X7uKETGJiIkpKSlBSUoLy8nIAQENDAxYsWICioiLcd999sFqtAID+/n5UVFSgqKgI\nt956KxobG8NZ9HEZ64C0DRs2oLCwEHPnzkVdXZ28/dVXX0VhYSEKCwuxa9cuVT/DePk6B2vWrEFB\nQYH8nTh16hQAQAgRlefg4sWLKC0txaxZszB9+nRs2rQJQOx9F5QiSco8VCcigMViEUajUTQ2NoqB\ngQFRXFwsPvvss3AXKySuvfZar23f//73xRtvvCGEEOKRRx4Rzz//vBBCiN/97nfi0UcfFUII8frr\nr4u77rpLvYIq7NChQ+Kzzz5z+/zr1q0Tzz77rBBCiC1btogNGzYIIYR4++23xfe+9z0hhBBHjhwR\nxcXFQgghmpqaRH5+vujo6BDt7e0iPz9fXLx4UeVPEjxf52DNmjXi4MGDXvtG6zm4fPmyqK+vF0II\n0dPTI2688Ubx4Ycfxtx3QQkAROeVHkUeaoeCiMh4jh07hoKCAuTn5yMhIQErVqwY1+AkLRkcHMTB\ngwexcuVKAO4Ds1wHbJWXl2P//v2qpsNKGsuAtJqaGnn7/Pnz0dnZCZPJhH379qGsrAzp6enIyMjA\nokWLsG/fPnU/yDj4OgcAfP5OXc9NNJ2DyZMnY9asWQCAlJQUFBUVobm5Oea+C7EuIgKP68AkADAa\njeManBTJWlpacPPNN+OWW27Bnj17cOnSJWRkZCAuLg6A+8As1/OSkJCAjIwMXLp0KWxlV5q/AWlm\ns9nn98FsNiM3N9dru9Y99thjKCwsxE9/+lP09/cD8P83EU3n4Pz58zh69CgWL17M70KQtFrVFhGB\nR83Rt+HW2NiITz/9FK+//jrWrVsXdD94ig7PPfccTp06hbq6OrS0tOCZZ54Jd5FU0dvbi1WrVmHr\n1q2YOHFiuItDKouIwGM0GmE2m+WfTSYT8vLywlii0JkyZQoAoKCgAAsXLkRjYyM6Ojpgs9kAOO7w\nnJ/d9S7OarWio6NDfn00cP18ZrMZRqPRa7vzuby8vKj8nlxzzTUAgKSkJDzwwAP4+OOPAUT3ObDZ\nbKioqEBlZSVWrFgBgN+FYEkK/ae2iAg88+bNw9mzZ9HY2IiBgQG88847WLZsWbiLpbju7m4MDAwA\ncFS5HT16FLNmzcLtt9+Ot956CwBQXV0tf/bly5ejuroaAPD222+jtLQUOl1E/MoU4fr5qqursXz5\ncnyeF84AAAMwSURBVHn7G2+8AQA4cuQI0tLSYDAYsHjxYvztb39DR0cH2tvb8cEHH6CsrCxs5VfC\n1atXAQB2ux1/+ctfUFhYCCC6z8HDDz+MadOm4Wc/+5m8jd+FIIVqltBQU7Urwwhqa2vFzJkzxYwZ\nM8RvfvObcBcnJOrr68WcOXNEcXGxKCgoEFu3bhVCCPH111+L+fPni5kzZ4p7771XDAwMCCEcvf1W\nrVolZs6cKRYsWCAaGhrCWPrxWblypZg6dapISEgQRqNR/P73vxdXr14VZWVlYtasWWLJkiWira1N\n3v+xxx4TN910kygpKRGffvqpvP2Pf/yjmDFjhrjpppvEzp07w/FRguZ5Dp5//nnxgx/8QJSUlIjr\nr79erFy5UrS3t8v7R+M5+Oijj4QkSWL27Nlizpw5Ys6cOeK9996Lue+CEgCI7tZeRR5qhwIOICUi\n0iBJktDT2qvIsSZMTFG1xyyXRSAi0iqN9suKngYDIiLSBGY8REQaFY4eaUpg4CEi0iitDoFkVRsR\nEamKgYeIiFTFqjYiIo3S6nRjzHiIiEhVDDxERKQqBh4iIlIV23iIiDRKo008DDxERFql0bjDqjYi\nIlIXMx4iIq3SaF0bAw8RkUZpM+ywqo2IiFTGjIeISKs0mvIw8BARaZRWl0VgVRsREamKGQ8RkUZp\ntFMbMx4iIlIXAw8REXnZu3cvioqKcNNNN+G5555T9NiSEEIoekQiIgo5SZJg7x1Q5Fi6lES4hoL+\n/n7ccMMNOHz4MKZOnYpbbrkFO3fuRElJiTLvp8hRiIgoDCSFHu6OHTuGgoIC5OfnIyEhAStWrEBN\nTY1ipWbgISIiNyaTCQaDQf7ZaDTCZDIpdnz2aiMi0qhQ9WoL9ZLaDDxERBolJScocpzU1FS3n41G\nI8xms/yzyWRCXl6eIu8FsKqNiEiThBCKPbq6utyOPW/ePJw9exaNjY0YGBjAO++8g2XLlilWdmY8\nRETkRq/X4w9/+APuvPNO2Gw2PPjgg5g7d65ix2d3aiIiUhWr2oiISFUMPEREpCoGHiIiUhUDDxER\nqYqBh4iIVMXAQ0REqmLgISIiVTHwEBGRqv5/HXLGoMhujJUAAAAASUVORK5CYII=\n", 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iiy8CAF588UVMmjQJJ0+exObNm7F58+bRt56IKIoZJEmRTfV2K3kwh8OBQ4cOYdWqVQCA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\nIY4dOwaz2Qyr1Yr09HTYbDa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now plot and save images\n", "# plot the data\n", "import pylab as plt\n", "\n", "cmap = plt.cm.PuBu\n", "\n", "for i,f in enumerate(filenames):\n", " plt.figure(figsize=(7,7))\n", " plt.imshow(snow[i],cmap=cmap,interpolation='none',vmin=0.,vmax=100)\n", " # remember filenames of the form\n", " # files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf'\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('files/images/snow_uk_%s.jpg'%file_id)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now make a movie ...\n", "\n", "import os\n", "\n", "cmd = 'convert -delay 100 -loop 0 files/images/snow_uk_*.jpg files/images/snow_uk2.gif'\n", "os.system(cmd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/snow_uk2.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 4.3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, you should be used to this sort of thing by now.\n", "\n", "We have the following code to base this on:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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whKtjHQmLkA82fZW88s9zk6SHxV6L43oHTzi0Box9ufhHBnaXzcmzVbI4pBNO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\nhPs05PehnfG4qmRZm0WYzK3Kykpv47T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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sys\n", "sys.path.insert(0,'files/python')\n", "from raster_mask import raster_mask, getLAI\n", "\n", "# test this on an LAI file\n", "\n", "# the data file name\n", "filename = 'files/data/MCD15A2.A2012273.h17v03.005.2012297134400.hdf'\n", "\n", "# a layer (doesn't matter so much which: use for geometry info)\n", "layer = 'Lai_1km'\n", "# the full dataset specification\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", "file_spec = file_template%(filename,layer)\n", "\n", "# make a raster mask\n", "# from the layer IRELAND in world.shp\n", "mask = raster_mask(file_spec,\\\n", " target_vector_file = \"files/data/world.shp\",\\\n", " attribute_filter = \"NAME = 'IRELAND'\")\n", "\n", "# get the LAI data\n", "data = getLAI(filename)\n", "\n", "# reset the data mask\n", "# 'mask' is True for Ireland\n", "# so take the opposite \n", "data['Lai_1km'] = ma.array(data['Lai_1km'],mask=mask)\n", "data['LaiStdDev_1km'] = ma.array(data['Lai_1km'],mask=mask)\n", "\n", "plt.title('LAI for Eire: 2012273')\n", "plt.imshow(data['Lai_1km'],vmax=6)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously, we will need to specify a set of filenames again.\n", "\n", "These have a simple filename pattern, so `glob` would be appropriate (don't forget to `sort`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['files/data/MCD15A2.A2012001.h17v03.005.2012017211237.hdf'\n", " 'files/data/MCD15A2.A2012009.h17v03.005.2012019044037.hdf'\n", " 'files/data/MCD15A2.A2012017.h17v03.005.2012026072526.hdf'\n", " 'files/data/MCD15A2.A2012025.h17v03.005.2012052124839.hdf'\n", " 'files/data/MCD15A2.A2012033.h17v03.005.2012042060649.hdf'\n", " 'files/data/MCD15A2.A2012041.h17v03.005.2012050092057.hdf'\n", " 'files/data/MCD15A2.A2012049.h17v03.005.2012068144447.hdf'\n", " 'files/data/MCD15A2.A2012057.h17v03.005.2012068140544.hdf'\n", " 'files/data/MCD15A2.A2012065.h17v03.005.2012075021749.hdf'\n", " 'files/data/MCD15A2.A2012073.h17v03.005.2012083010304.hdf'\n", " 'files/data/MCD15A2.A2012081.h17v03.005.2012090131602.hdf'\n", " 'files/data/MCD15A2.A2012089.h17v03.005.2012107201245.hdf'\n", " 'files/data/MCD15A2.A2012097.h17v03.005.2012108125047.hdf'\n", " 'files/data/MCD15A2.A2012105.h17v03.005.2012116125519.hdf'\n", " 'files/data/MCD15A2.A2012113.h17v03.005.2012122072153.hdf'\n", " 'files/data/MCD15A2.A2012121.h17v03.005.2012137221611.hdf'\n", " 'files/data/MCD15A2.A2012129.h17v03.005.2012142001241.hdf'\n", " 'files/data/MCD15A2.A2012137.h17v03.005.2012153021910.hdf'\n", " 'files/data/MCD15A2.A2012145.h17v03.005.2012160130927.hdf'\n", " 'files/data/MCD15A2.A2012153.h17v03.005.2012166161748.hdf'\n", " 'files/data/MCD15A2.A2012161.h17v03.005.2012170080216.hdf'\n", " 'files/data/MCD15A2.A2012169.h17v03.005.2012181134242.hdf'\n", " 'files/data/MCD15A2.A2012177.h17v03.005.2012188150145.hdf'\n", " 'files/data/MCD15A2.A2012185.h17v03.005.2012208181105.hdf'\n", " 'files/data/MCD15A2.A2012193.h17v03.005.2012202144013.hdf'\n", " 'files/data/MCD15A2.A2012201.h17v03.005.2012215131931.hdf'\n", " 'files/data/MCD15A2.A2012209.h17v03.005.2012219144450.hdf'\n", " 'files/data/MCD15A2.A2012217.h17v03.005.2012228215213.hdf'\n", " 'files/data/MCD15A2.A2012225.h17v03.005.2012234105932.hdf'\n", " 'files/data/MCD15A2.A2012233.h17v03.005.2012242093511.hdf'\n", " 'files/data/MCD15A2.A2012241.h17v03.005.2012250182515.hdf'\n", " 'files/data/MCD15A2.A2012249.h17v03.005.2012261231425.hdf'\n", " 'files/data/MCD15A2.A2012257.h17v03.005.2012270114223.hdf'\n", " 'files/data/MCD15A2.A2012265.h17v03.005.2012276134731.hdf'\n", " 'files/data/MCD15A2.A2012273.h17v03.005.2012297134400.hdf'\n", " 'files/data/MCD15A2.A2012281.h17v03.005.2012297135831.hdf'\n", " 'files/data/MCD15A2.A2012289.h17v03.005.2012299194634.hdf'\n", " 'files/data/MCD15A2.A2012297.h17v03.005.2012306163257.hdf'\n", " 'files/data/MCD15A2.A2012305.h17v03.005.2012314140451.hdf'\n", " 'files/data/MCD15A2.A2012313.h17v03.005.2012322095802.hdf'\n", " 'files/data/MCD15A2.A2012321.h17v03.005.2012335133638.hdf'\n", " 'files/data/MCD15A2.A2012329.h17v03.005.2012340181739.hdf'\n", " 'files/data/MCD15A2.A2012337.h17v03.005.2012346165133.hdf'\n", " 'files/data/MCD15A2.A2012345.h17v03.005.2012356133200.hdf'\n", " 'files/data/MCD15A2.A2012353.h17v03.005.2012363125132.hdf'\n", " 'files/data/MCD15A2.A2012361.h17v03.005.2013007202756.hdf']\n" ] } ], "source": [ "from glob import glob\n", "\n", "filenames = sort(glob('files/data/MCD15A2.A2012???.h17v03.005.*.hdf'))\n", "\n", "print filenames" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we just build a loop around that:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "building mask ...\n", "looping over files...\n", "files/data/MCD15A2.A2012001.h17v03.005.2012017211237.hdf\n", "files/data/MCD15A2.A2012009.h17v03.005.2012019044037.hdf\n", "files/data/MCD15A2.A2012017.h17v03.005.2012026072526.hdf\n", "files/data/MCD15A2.A2012025.h17v03.005.2012052124839.hdf\n", "files/data/MCD15A2.A2012033.h17v03.005.2012042060649.hdf\n", "files/data/MCD15A2.A2012041.h17v03.005.2012050092057.hdf\n", "files/data/MCD15A2.A2012049.h17v03.005.2012068144447.hdf\n", "files/data/MCD15A2.A2012057.h17v03.005.2012068140544.hdf\n", "files/data/MCD15A2.A2012065.h17v03.005.2012075021749.hdf\n", "files/data/MCD15A2.A2012073.h17v03.005.2012083010304.hdf\n", "files/data/MCD15A2.A2012081.h17v03.005.2012090131602.hdf\n", "files/data/MCD15A2.A2012089.h17v03.005.2012107201245.hdf\n", "files/data/MCD15A2.A2012097.h17v03.005.2012108125047.hdf\n", "files/data/MCD15A2.A2012105.h17v03.005.2012116125519.hdf\n", "files/data/MCD15A2.A2012113.h17v03.005.2012122072153.hdf\n", "files/data/MCD15A2.A2012121.h17v03.005.2012137221611.hdf\n", "files/data/MCD15A2.A2012129.h17v03.005.2012142001241.hdf\n", "files/data/MCD15A2.A2012137.h17v03.005.2012153021910.hdf\n", "files/data/MCD15A2.A2012145.h17v03.005.2012160130927.hdf\n", "files/data/MCD15A2.A2012153.h17v03.005.2012166161748.hdf\n", "files/data/MCD15A2.A2012161.h17v03.005.2012170080216.hdf\n", "files/data/MCD15A2.A2012169.h17v03.005.2012181134242.hdf\n", "files/data/MCD15A2.A2012177.h17v03.005.2012188150145.hdf\n", "files/data/MCD15A2.A2012185.h17v03.005.2012208181105.hdf\n", "files/data/MCD15A2.A2012193.h17v03.005.2012202144013.hdf\n", "files/data/MCD15A2.A2012201.h17v03.005.2012215131931.hdf\n", "files/data/MCD15A2.A2012209.h17v03.005.2012219144450.hdf\n", "files/data/MCD15A2.A2012217.h17v03.005.2012228215213.hdf\n", "files/data/MCD15A2.A2012225.h17v03.005.2012234105932.hdf\n", "files/data/MCD15A2.A2012233.h17v03.005.2012242093511.hdf\n", "files/data/MCD15A2.A2012241.h17v03.005.2012250182515.hdf\n", "files/data/MCD15A2.A2012249.h17v03.005.2012261231425.hdf\n", "files/data/MCD15A2.A2012257.h17v03.005.2012270114223.hdf\n", "files/data/MCD15A2.A2012265.h17v03.005.2012276134731.hdf\n", "files/data/MCD15A2.A2012273.h17v03.005.2012297134400.hdf\n", "files/data/MCD15A2.A2012281.h17v03.005.2012297135831.hdf\n", "files/data/MCD15A2.A2012289.h17v03.005.2012299194634.hdf\n", "files/data/MCD15A2.A2012297.h17v03.005.2012306163257.hdf\n", "files/data/MCD15A2.A2012305.h17v03.005.2012314140451.hdf\n", "files/data/MCD15A2.A2012313.h17v03.005.2012322095802.hdf\n", "files/data/MCD15A2.A2012321.h17v03.005.2012335133638.hdf\n", "files/data/MCD15A2.A2012329.h17v03.005.2012340181739.hdf\n", "files/data/MCD15A2.A2012337.h17v03.005.2012346165133.hdf\n", "files/data/MCD15A2.A2012345.h17v03.005.2012356133200.hdf\n", "files/data/MCD15A2.A2012353.h17v03.005.2012363125132.hdf\n", "files/data/MCD15A2.A2012361.h17v03.005.2013007202756.hdf\n" ] } ], "source": [ "import sys\n", "sys.path.insert(0,'files/python')\n", "from raster_mask import raster_mask, getLAI\n", "from glob import glob\n", "\n", "# a layer (doesn't matter so much which: use for geometry info)\n", "layer = 'Lai_1km'\n", "# the full dataset specification\n", "\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", "\n", "# list of filenames\n", "filenames = sort(glob('files/data/MCD15A2.A2012???.h17v03.005.*.hdf'))\n", "\n", "# build a mask: use filenames[0] for geometry\n", "print 'building mask ...'\n", "mask = raster_mask(file_template%(filenames[0],layer),\\\n", " target_vector_file = \"files/data/world.shp\",\\\n", " attribute_filter = \"NAME = 'IRELAND'\")\n", "\n", "lai = []\n", "print 'looping over files...'\n", "for filename in filenames:\n", " # get the LAI data\n", " print filename\n", " data = getLAI(filename)\n", " \n", " # reset the data mask\n", " lai.append(ma.array(data['Lai_1km'],mask=mask))\n", " \n", "# convert to masked array \n", "lai = ma.array(lai)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2012001\n", "2012009\n", "2012017\n", "2012025\n", "2012033\n", "2012041\n", "2012049\n", "2012057\n", "2012065\n", "2012073\n", "2012081\n", "2012089\n", "2012097\n", "2012105\n", "2012113\n", "2012121\n", "2012129\n", "2012137\n", "2012145\n", "2012153\n", "2012161\n", "2012169\n", "2012177\n", "2012185\n", "2012193\n", "2012201\n", "2012209\n", "2012217\n", "2012225\n", "2012233\n", "2012241\n", "2012249\n", "2012257\n", "2012265\n", "2012273\n", "2012281\n", "2012289\n", "2012297\n", "2012305\n", "2012313\n", "2012321\n", "2012329\n", "2012337\n", "2012345\n", "2012353\n", "2012361\n" ] } ], "source": [ "# make sure we can load it, then plot it\n", "import numpy.ma as ma\n", "import numpy as np\n", "\n", "\n", "# now plot and save images\n", "# plot the data\n", "import pylab as plt\n", "\n", "cmap = plt.cm.Greens\n", "#plt.ioff()\n", "\n", "for i,f in enumerate(filenames):\n", " fig = plt.figure(figsize=(7,7))\n", " plt.imshow(lai[i],cmap=cmap,interpolation='none',vmin=0.,vmax=6.)\n", " # remember filenames of the form\n", " # files/data/MCD15A2.A2011185.h09v05.005.2011213154534.hdf'\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('files/images/lai_eire_%s.jpg'%file_id)\n", " plt.close(fig)\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now make a movie ...\n", "\n", "import os\n", "\n", "cmd = 'convert -delay 100 -loop 0 files/images/lai_eire_*.jpg files/images/lai_eire.gif'\n", "os.system(cmd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/lai_eire.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be obvious how to adapt this to generate a similar LAI Std Dev dataset.\n", "\n", "An average is simply obtained:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [], "source": [ "try:\n", " lai_mean = lai.mean(axis=(1,2))\n", "except:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Though in older versions of numpy, you have to do each axis separately:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 0. , 0. , 1.13194208, 0.8385127 ,\n", " 0.7581951 , 1.62490352, 1.77427215, 1.68431605, 1.53881657,\n", " 2.46867764, 2.22713124, 1.97079892, 2.19423149, 1.83186409,\n", " 1.68775959, 2.5530641 , 1.82426569, 3.350427 , 1.79795768,\n", " 2.29830478, 2.30001168, 1.86932879, 1.74646726, 2.21955 ,\n", " 2.02689304, 2.61823983, 2.63460711, 2.18868341, 2.2350088 ,\n", " 2.10244737, 2.64785816, 2.38064128, 1.93491947, 2.01097991,\n", " 1.92061334, 1.6725845 , 1.83265805, 1.70210771, 0.99212715,\n", " 0. , 0. , 0. , 0. , 0. , 0. ])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array(lai.mean(axis=1).mean(axis=1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is plenty to criticise with such an average though: it takes no account of the uncertainty in each data value (that is known), and it takes no account of data gaps.\n", "\n", "We will return to these issues next week." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Q+sABoE8f64/rdMq3Hvbtk+EAAF26AEOHAv/+t3LvR95HsXAIDw9H0v++PgUHByMxMRFl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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(lai.shape[0])*8,np.array(lai.mean(axis=1).mean(axis=1)))\n", "plt.title('mean LAI over Eire')\n", "plt.xlabel(' index')\n", "plt.ylabel('LAI')" ] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }