{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ " # Table of Contents\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Plotting and Numerical Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 In this session" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this session, we will introduce and use some packages that you will commonly use in scientific programming.\n", "\n", "These are:\n", "\n", "- [numpy](http://www.numpy.org/): NumPy is the fundamental package for scientific computing with Python \n", "- [matplotlib](http://matplotlib.org/): Python 2D plotting library \n", "\n", "We will also introduce some additional programming concepts, and set an exercise that you can do and get feedback on." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.1 Getting Started" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get started for this session, you should go to your `Data` area and download or update your material for this course.\n", "\n", "If you haven't previously downloaded the course, type the following at the unix prompt (illustrated by `berlin%` here):\n", "\n", "`berlin% cd DATA` \n", "`berlin% git clone https://github.com/profLewis/geogg122.git` \n", "`berlin% cd geogg122/Chapter3_Scientific_Numerical_Python` \n", "\n", "If you already have a clone of the course repository (which you should have from last week):\n", "\n", "`berlin% cd DATA/geogg122` \n", "`berlin% git reset --hard HEAD` \n", "`berlin% git pull` \n", "`berlin% cd Chapter3_Scientific_Numerical_Python` \n", "\n", "This will update your local copy with any new notes or files. Any additional files that you yourself have created should be still where they were.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E3.1 Exercise: listing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using Python, produce a listing of the files in the subdirectory `data` of `geogg122/Chapter3_Scientific_Numerical_Python` that end with `.nc` and put this listing in a file called `data/data.dat` with each entry on a different line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Getting and Plotting Some Data: netCDF format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.1 GlobAlbedo data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we start to use these new packages, we will start by getting some data for you to use and show you how to read it in and do some basic plotting.\n", "\n", "Today, we will be using the [ESA GlobAlbedo data](http://www.globalbedo.org).\n", "\n", "These data come in different spatial resolutions, but here we will use the global product at 0.5 degrees.\n", "\n", "The files are acessible via `http` in the directory:\n", " \n", "[`http://gws-access.cems.rl.ac.uk/public/qa4ecv/albedo/netcdf_cf/05deg/monthly`](http://gws-access.cems.rl.ac.uk/public/qa4ecv/albedo/netcdf_cf/05deg/monthly)\n", "\n", "The filenames are of the pattern:\n", "\n", " GlobAlbedo.merge.albedo.05.YYYYMMM.nc\n", "\n", "where `YYYY` is the year (e.g. 2009) and MM is the month (`01` is January, `12` is December).\n", "\n", "The data are in [netCDF format](http://netcdf4-python.googlecode.com/svn/trunk/docs/netCDF4-module.html) which is a common binary data format." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:10:46.226150Z", "start_time": "2017-10-24T19:10:46.217781Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "http://gws-access.cems.rl.ac.uk/public/qa4ecv/albedo/netcdf_cf/05deg/monthly//GlobAlbedo.merge.albedo.05.200901.nc\n", "http://gws-access.cems.rl.ac.uk/public/qa4ecv/albedo/netcdf_cf/05deg/monthly//GlobAlbedo.merge.albedo.05.200901.nc\n" ] } ], "source": [ "ga_root_url = 'http://gws-access.cems.rl.ac.uk/public/qa4ecv/albedo/netcdf_cf/05deg/monthly/'\n", "\n", "# example filename : use formatting string:\n", "# %d%02d\n", "year = 2009\n", "month = 1\n", "url = ga_root_url + '/GlobAlbedo.merge.albedo.05.%d%02d.nc' % (\n", " year, month )\n", "print url\n", "# Or alternatively\n", "url = ga_root_url + \\\n", " '/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'.format( year, month )\n", "print url" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.2 Loading from within Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have found how to write the URL for each of this netcdf files. We could then just download them. For this we'd have to:\n", "\n", "1. Decide what year and month we want,\n", "2. Combine the root part of the URL with the filename, substituting the month and year in the latter,\n", "3. Download the file\n", "4. Save the file into a file.\n", "\n", "We have already provided data in the `data` folder, but here's how you could do it yourself with the requests method (see also [advanced](advanced.ipynb) section):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:10:49.062840Z", "start_time": "2017-10-24T19:10:48.885259Z" } }, "outputs": [], "source": [ "import requests\n", "# Import requests module\n", "while False:\n", " # We want to iterate over two years, 2009 and 2010\n", " for year in [2009, 2010]:\n", " # Each year has 12 months, from 1 to 12, so we produce a list between 1 and 13-1\n", " for month in range(1,13):\n", " # the URL is composed as above\n", " url = ga_root_url + '/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'.format( year, month )\n", " # This obtains the file from the remote server\n", " r = requests.get(url)\n", " # We first check whether the connection was OK\n", " if r.ok:\n", " # It worked!!! Yay!!! We extract the filename as the lat bit of the URL\n", " # split by \"/\" and select the last element\n", " fname = url.split(\"/\")[-1]\n", " # We open the destination file in the data folder\n", " with open(\"data/\" + fname, 'wb') as fp:\n", " # Dump content of remote file into local file\n", " fp.write(r.content)\n", " # finished writing!\n", " print \"Wrote {}\".format(fname)\n", " else:\n", " # something went wrong!\n", " print \"Couldn't download {}\".format(url)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T18:40:44.634851Z", "start_time": "2017-10-24T18:40:44.518906Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/GlobAlbedo.merge.albedo.05.200901.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200902.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200903.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200904.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200905.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200906.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200907.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200908.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200909.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200910.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200911.nc\r\n", "data/GlobAlbedo.merge.albedo.05.200912.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201001.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201002.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201003.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201004.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201005.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201006.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201007.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201008.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201009.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201010.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201011.nc\r\n", "data/GlobAlbedo.merge.albedo.05.201012.nc\r\n" ] } ], "source": [ "!ls data/GlobAlbedo*.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the `gdal` module to read netCDF data:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:10:51.900443Z", "start_time": "2017-10-24T19:10:51.807922Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data/GlobAlbedo.merge.albedo.05.200901.nc\n", "File data/GlobAlbedo.merge.albedo.05.200901.nc opened fine\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_VIS\n", "\t[1x360x720] DHR_VIS (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_NIR\n", "\t[1x360x720] DHR_NIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_SW\n", "\t[1x360x720] DHR_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_VIS\n", "\t[1x360x720] BHR_VIS (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_NIR\n", "\t[1x360x720] BHR_NIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_SW\n", "\t[1x360x720] BHR_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_sigmaVIS\n", "\t[1x360x720] DHR_sigmaVIS (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_sigmaNIR\n", "\t[1x360x720] DHR_sigmaNIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_sigmaSW\n", "\t[1x360x720] DHR_sigmaSW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_sigmaVIS\n", "\t[1x360x720] BHR_sigmaVIS (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_sigmaNIR\n", "\t[1x360x720] BHR_sigmaNIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_sigmaSW\n", "\t[1x360x720] BHR_sigmaSW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_alpha_VIS_NIR\n", "\t[1x360x720] DHR_alpha_VIS_NIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_alpha_VIS_SW\n", "\t[1x360x720] DHR_alpha_VIS_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_alpha_NIR_SW\n", "\t[1x360x720] DHR_alpha_NIR_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_alpha_VIS_NIR\n", "\t[1x360x720] BHR_alpha_VIS_NIR (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_alpha_VIS_SW\n", "\t[1x360x720] BHR_alpha_VIS_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":BHR_alpha_NIR_SW\n", "\t[1x360x720] BHR_alpha_NIR_SW (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Weighted_Number_of_Samples\n", "\t[1x360x720] Weighted_Number_of_Samples (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Goodness_of_Fit\n", "\t[1x360x720] Goodness_of_Fit (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Time_to_the_Closest_Sample\n", "\t[1x360x720] Time_to_the_Closest_Sample (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Data_Mask\n", "\t[1x360x720] Data_Mask (8-bit integer)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Snow_Fraction\n", "\t[1x360x720] Snow_Fraction (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Solar_Zenith_Angle\n", "\t[1x360x720] Solar_Zenith_Angle (32-bit floating-point)\n", "NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":Relative_Entropy\n", "\t[1x360x720] Relative_Entropy (32-bit floating-point)\n" ] } ], "source": [ "import gdal\n", "\n", "\n", "# example filename : use formatting string:\n", "# %d%02d\n", "year = 2009\n", "month = 1\n", "folder = \"data\"\n", "filename = folder + \\\n", " '/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'.format( year, month )\n", "print filename\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", " \n", "subdatasets = g.GetSubDatasets()\n", "for name, fname in subdatasets:\n", " print name\n", " print \"\\t\", fname\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we will want to access `'DHR_VIS'`, `'DHR_NIR'` and `'DHR_SW'`, which are the bihemispherical reflectance (DHR: 'black sky albedo' -- the albedo under directional illumination conditions) for visible, near infrared and total shortwave wavebands.\n", "\n", "From the information printed in the loop above, we note that the field of information we need to access is of the form:\n", "\n", "`NETCDF:\"data/GlobAlbedo.200901.mosaic.5.nc\":DHR_VIS`\n", "\n", "The way we do this in `gdal` is to use `gdal.Open(f)` where `f` is the *full* data layer specification (in this case e.g. `NETCDF:\"data/GlobAlbedo.200901.mosaic.5.nc\":DHR_VIS`) to open a particular dataset within the file.\n", "\n", "We then *read* the (raster) data into an array with `g.Open(f).ReadAsArray()`\n", "\n", "for example then:\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:10:55.386865Z", "start_time": "2017-10-24T19:10:55.281442Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ nan nan nan ..., nan nan\n", " nan]\n", " [ nan nan nan ..., nan nan\n", " nan]\n", " [ nan nan nan ..., nan nan\n", " nan]\n", " ..., \n", " [ 0.71308476 0.71428406 0.74763721 ..., 0.71503514 0.71508819\n", " 0.71491981]\n", " [ nan 0.71366459 0.71380746 ..., 0.71256566 0.71183181\n", " 0.71170306]\n", " [ 0.94759613 0.94759613 0.94759613 ..., 0.94759613 0.94759613\n", " 0.94759613]]\n" ] } ], "source": [ "f = 'NETCDF:\"data/GlobAlbedo.merge.albedo.05.200901.nc\":DHR_VIS'\n", "\n", "data = gdal.Open(f).ReadAsArray()\n", "\n", "print data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make this more flexible by building the string `f` from the *specific* pieces of information we require.\n", "\n", "In this case, it helps to use a form of *template* for the string we need:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:10:58.917219Z", "start_time": "2017-10-24T19:10:58.870881Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data//GlobAlbedo.merge.albedo.05.200901.nc\n", "Opening Layer 0: NETCDF:\"data//GlobAlbedo.merge.albedo.05.200901.nc\":DHR_VIS\n", "\t>>> Read DHR_VIS!\n", "Opening Layer 1: NETCDF:\"data//GlobAlbedo.merge.albedo.05.200901.nc\":DHR_NIR\n", "\t>>> Read DHR_NIR!\n", "Opening Layer 2: NETCDF:\"data//GlobAlbedo.merge.albedo.05.200901.nc\":DHR_SW\n", "\t>>> Read DHR_SW!\n" ] } ], "source": [ "# form a generic string of the form\n", "# NETCDF:\"data/GlobAlbedo.200901.mosaic.5.nc\":DHR_VIS\n", "\n", "file_template = 'NETCDF:\"{:s}\":{:s}'\n", "\n", "# now make a list of the datset names we want\n", "# so we can loop over this \n", "\n", "selected_layers = ['DHR_VIS','DHR_NIR','DHR_SW']\n", "\n", "# ----------------------------------\n", "\n", "# try it out:\n", "\n", "\n", "root = 'data/'\n", "\n", "# example filename : use formatting string:\n", "# %d%02d\n", "year = 2009\n", "month = 1\n", "filename = root + '/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'.format( year, month )\n", "print filename\n", "\n", "\n", "# set up an empty dictionary to load the data into\n", "data = {}\n", "\n", "# use enumerate here to loop over\n", "# the list selected_layers and also have\n", "# access to an index i\n", "\n", "for i, layer in enumerate ( selected_layers ):\n", " this_file = file_template.format( filename, layer )\n", " print \"Opening Layer %d: %s\" % (i, this_file )\n", " g = gdal.Open ( this_file )\n", " \n", " # test that the opening worked\n", " # and raise an error otherwise\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": 6, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:01.249757Z", "start_time": "2017-10-24T19:11:01.240573Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3\n" ] } ], "source": [ "albedo = []\n", "for layer in selected_layers:\n", " albedo.append ( data[layer])\n", "print len(albedo)\n", "\n", "albedo = [ data[layer] for layer in selected_layers]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we really want the data in a single (3D) array, we could then create this from the dictionary entries:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:03.422176Z", "start_time": "2017-10-24T19:11:03.414415Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 360 720\n", "(360, 720)\n" ] } ], "source": [ "# here, we just make a *list*\n", "# as we will see below, a list might be a bit limited for these purposes and \n", "# we would normally use a numpy array\n", "\n", "albedo = [data[f] for f in selected_layers]\n", "\n", "# print some information about the list we have made\n", "print len(albedo),len(albedo[0]),len(albedo[0][0])\n", "print albedo[0].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise E3.2 Read Image Data into 3D List" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Write some python code that directly reads the data layers `'DHR_VIS','DHR_NIR','DHR_SW'` into a list for a given month and year." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise E3.3 Read More Image Data into a 4D List" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should now have some code that reads the 3 albedo datasets into a 3D list (3 x 360 x 720) for a given month and year.\n", "\n", "Put a loop around this code to make a 4D list dataset (12 x 3 x 360 x 720) for all months in a given year. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.3 Plotting an image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot image data using the package `pylab` (from `matplotlib`).\n", "\n", "If you are running this as a notebook, make sure you use:\n", "\n", "`ipython notebook --pylab=inline` if you want the images to appear in the notebook.\n", "\n", "First we have to import `pylab`, which we will refer to a `plt` (se `import pylab as plt`).\n", "\n", "The basic function for plotting an image is `plt.imshow`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:06.423419Z", "start_time": "2017-10-24T19:11:05.917919Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XX/uIxvpFcMnGd7DzzwPWj0zRyTz23TWGcQzhlMRrgRMZcjOaxjIHJzYYR5CW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\nE1FvDuhd7+DvPWZuC0mbirzuS+PUV/R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cjSzGOEV8X0xeE+x84j/dwZHfvwa3GNPdeSMH\nfu393P8nP8ve334vU1+SISxZQxN2BZLJGpraOWFDFLEibtuRve1gUlM7Zxi7P2fphoDaWUe0YUFv\net9/49ffxPWvv4Wv/+Zm5X7VR38Z7wtN0rFyQPMlFocXxHhqiNXbqZJiGQaQZpLgtcaNNTjz0mma\nJwsWn+uR7c4IToZkMwXVEwGtByw6s0x/NcXvFShjSWYqrNzkMfV1w2Bc46WaZEzT2Sf+Nul4QLxS\nEJ1eR3X7dJ+7k6AbMJiXJnfeiQhWyoEeGrzFGsp3uE7MsucoEh9/KcAzMlRk28QGG2lM4JnRTOVA\nWwo3hG4MWslUsrP9Jmnhl0ZcPpUgl4asCciNx1KvRj3KqPg5C906gWfRkWOlV6US5iz3q0zXeoSe\nYTruspLUOL3eIk0CgrCg3ahw+cQyvrIc+zeW/e9pcWK+Qv+7uxRrdcKowFrFrv/b50CasXaVj5dY\nkjGfoCueOmnF4krYZeVZjmyiEGZYRfzki3ZIpx2ChkFgqNT7KCPXq604mWxVNQJt5Rr2JgxOxbSv\ntqiJDN+zKO1IFmpc+bsd1CBj7XlT6NyNZvECJFsGw1wonv+T7yfaMHzmr58YZs0TEc80Y5+EmJ97\nLViH3TPLYK5K7Z5lzGSdjX1VbKCIVw1pq2yMrRnOfpfPxJ2OsGtZvdIX17wpRzaX41cK4oqMGZuq\n95iqdMmsT2Y8kiLgxOlJ9HpA6x5F0IOgb0tPj1Jxu9/HBtDbbXDaoYyidbf4j9fOGfKaeKEPh1Oc\ne5HQ3mqnFLVzlqBjyJrS2E1betSgxcHY0UJG4x1d5fA9735qT/qTEAd3vQECH5IUfF++zgvwNGa6\nxb03V7jytV9DBT6n/88baDxoGPvcKTAGOzuB6qcUk3X85Q6qMLjA58SPzDJ7R0ZvW4D1IeyID1Lt\n9IDurgrxSsEnb3+LvLfvgefRPzDFXx8SW4vrf+YWTCh2BdGyLoddWwgtY18KiddsaXGs+dr/JYvV\n9X/xdmx5/SSFTyNM8bVlLBzQziq0kwqDXBaQ3Hj0ezGm6xNPiGtjnntcMbfI6qBKVnj4nmW1LVO7\nwiinyD1qVcHs09wn8AUeyj4/Qf+yDB0bKtWMudYGC506CtDKyQ7jv05T1EQkuPMTGd6gwEYeR38k\nIF702HVrh2wiFruQgcFphQ00wXrG0nNrpOMw2J2jIoPr+aNBH7oiZmPpaoUrP9zD1AKy8ZDODo/B\nNoX13WgwStAph5hULa5m0Os+e/4yJz7Tob+nxaf/v00G2cHdbxSzu9MXttXe+1vv5fjrnhi318cS\nzzRjn8rIcggD9CCncqpHPtukqAcsPQ8ql62T39pi/QqHbRbs37tI/D93svwcqJzz6V4hA8aDtkft\nvpDWMZ+NPVWidcfpy5uc3jkgrmTsaK2z1KmhNgKcdqxfKR4mQc8jrzvMXMYVr7yTWuBz8mduIFzx\n2PHplE9+/C3sv+V9OA/62zThhniheAlUlwyNIz61sxY/FVdA5wvsUz+6QbUWUlR94rZH7a/v4XD7\n/32qz/STG76HGyRgHbicjRfspPXZE1AUrDy7QbgI2fc8i8oDy0z9fUbl3gVQikOnf5OXN36KxX/+\nbPzEEc5E5FVNMLBUz4koaPLvlnCRTzJXJ1xLUbmled8Gt35FNAhDOufLb3j7KMkf3PUGtltLsWua\ncy9s0NvpaBzXhOsKL9NUllK8pOD2z8ioyGe96RY2rslpzCrGKjJecThi8b4/vBLzka9w/C3XkB8Y\n4BYibFVsLoZTrNJxGWBia477Tu/BjBX4qz5qTw+ba1yqqbV6RPUC4xRZaWXcO9KSSnvCoVIPN/Do\n9X2OrFVQXZ/qGU3ltGXi8wti3+ocLvCwlYC8HsiUq0+B8yzO0/iDAlWITYF24PdyVGEZvzdFG8dC\nGqNsgCrAHzhWn2vwAsOOD4eESzKzQWeaeGFAvADJTIWF5/sEA9j731Y4+72TjN/nOPP9lmAxYMen\ncuITa6y8cJYvfuT8huvgqm0sPD8aff+sN93C+H35aDH4h0zyjyeeqeifhJif+Gnwfdy2aboHWgwm\npHqvrFri1YzlNw+4cmqRUBfc355m6a5pwnVh0GQv26C4s0n9JMRrFr9n6c/IDTd2JKE/J46YnZ0e\nG9fm+PWcYuCjI4M6GxOtKgbbDWos48D/fhdnfuZGBjOOYjJHhZZGc0CW+9h76ux75x2jYz77mhup\nnzEMJjVjRzKcr9GZ5ZO3bwrT5q96y9Oucp+ffpV8oRQyPkkJPGMd+D7K96C8R5xz2FXpu+hWA4zl\n8IqYug13cSqWJHDoxC1il9Gss/h9O0Xd3FDUFq3wuKc00Zr0PZQRqupj1YzMz76GY689ICycqmXH\nJyFtaqa+tEo+XuETn9403rr6rbegnr9ONcqYqvZIjc/CRoP+2TqVUx79yzPJnk4RLAT4fUXzmMVP\nHO3LPPpXpyjfYrvBaNoSRlGd6NOopCycHKfyYEDQg42rZKi21/EwNcueyxaJf/gsJ9/8PHYfarNy\nfYvOXkVlwTH7uTYn/sk4e//rspx7OcGgxErE+ZpsskK4MiCdqoBSBB2hdJnIQ7nh1CnF8nUheVPU\nrIOrEyq1lD3vKLDVEAoLnkIVFgpLsrPB6pUBplKKrTzY89FFsu1Nlq6P2fmxk+TbJ0gnI/7mf5w/\nevLFP/gegk7OiVdUmPqaY/Em2Hm7oXbv0sOszv+h4gnj0Sulfg/4IWDROXdd+dgE8GfAXuA48KPO\nuTWllAI+ALwC6AM/5Zz78qMdxNMu0c+8GpSm94J9IiQa9xjMlE6UL1qj9ictlp6rMFULrRyXa/xK\nQbERomKD8i3xXRX8BIIN4Q1XViz+QKiSybims1f8OmxFPG1c4MBzqIGW3znwufL1X+X4227ERGXz\nNVPYK7sUKxX8yQH+nXWiNiSTEK0JYyfsOKJ12SI/9EJ/Osb8zKsBUFEEgY8LAzEoc26UeLLLZrCe\nJvryEQ6v/u75Pz95M7bbQzfroD3QCrt7duRUOT/7Gly/T/rCqzj10pCxe8QTPeg5GifEQ747FzD1\npdVHtUZ+2LHPvob+TXs58YMKVSvQyyGX/Xkf//TqeWrel0U/zv2/dy1RJWfQjiHTqKphx//wOftC\nqd5R0DgG0bqjei6jtz2kdkb+X71aYS8b4ACzEYJv8SqGnX/kE9/+NQCWPrqX1UWxKZj4fMDatQ5X\nNVz5oT76/pPYK3ajeym2HsvgkdxgKgF5MyCZ8Gjd10PlFnxN3gzpbQtkdOc2mazVOCrP29hHlTnL\nBh5rV8SMHU3p7ggxgSKZVnQP5Fz93jVc5G/qHrQmmauyvj+gt90RtcVipHYuJz65DtZx+O5f5+D+\nn+XQ0Qv7Nl39tlvY9b47WP9fn8P47Q+M+jlPZTyRif7FyCzYP9iS6N8DrG4ZFzjunPsFpdQrkAHh\nrwC+A/iAc+47Hu0gnnaJfvJmVK1KsXOSjf1V1q5SVM9Cfw7y/Qm271M9FjC4KkEHFtMLGL/DZzCj\niJ+3yuCrExR1y8TXZQSb02XzLRcFqgnVyDt8Y49H3oC8YdGFIlxTgtvWLJVTPoN9GRSaeHKAMYrq\n39YxMcTLjqkvrKGspb+vRTLm4aeO6tkUf7kLxqC6/QsO3ng6xfzsa4S6pz1UNQZj6d6wg/pdCwLB\nKanwnXNgzMOcOucnb5bHSxhrfu615z2/lY8/f+0vcurgNLs+ekpsjVfXMTumWLumwdTfnIFBMjrf\nL3/221n8znGSSWE9TfzNqYdZMcxf91Ye+BeTFDXH/o8mdHfH9Gc023/nq6h9u0YLx/fO/wbhJ79O\n958+RzQWhSOvanThqC4VRAs9iobsRLzUkLVCvFQ4492dkUxtmtS0r3E4zzG5b42rJ8+NjmM1rbH8\nu3tYu0oRthXbPt/HRp7QQH1FuJYKNTXyS82BJTi3TjHVIJ2SGX+6cHgDgzKWvBGgC8fZF0YymMc5\nJu5JR1BitJSQjUeYWOYzRMuZLMitgNVrfHb/2UkwFleNZeG2lsHuFp2dPjqXZmq86qidK+jP+Ez9\n9alHFTLNX/UWOtdOUVlIRtDYxRBPqDJWKbUX+J9bEv29XGAAuFLqw+XXf/LQ132z3/90S/Qvi34c\n3Wrgtk0z2N2gqGqSlpYZs1cYGg94NI8bets07WsslbMeRc2RjRuiqQH2SJ3L/2gF04zlhrFiOeB1\nU4pmDM6hCytQgXXoQY5TimIsZu3KCkVVkU6C9Rw2gqJhwHN4Gx7VM5pw3TFxd59sPMRLLFnLR+eO\n2pE1UOpb8uy/VGN+5tVSuWsP5Xuihg0CgW98H5eKWvSRqrfhQnF46cMPfxxkkSgKbl3/PebnXkt2\nzU6i+85hFpdFc1EYWWgAlEI16qw/bxv9ac36FY5dtxtWrg2on7Rs7NXkrXIOwU4ZfJPvT6jVEwb3\njOEPFHs/tko2VSN6cBV74jS3pX/MD7zgnShjsbHYPJjIoz8b0DgxQOcW60vCBEhmIqyn8AeW6gNr\nDPaNowpLtNgj2d7gxA9qZi5bYWejzanOGOoPp2gcH2AjmW7lFOSNAC+Tr6G06PZVaQVs0ansGHVh\nxaO+6pOOBZhIE7ULvNTQ2RXRuq9HOhnjfEXQFb97gKzlU1lI8DZSXCUQL6Eyj6l+IvRX50Y7NFcJ\nBYrsy2dpo4D+nhr1+9qoQcqhBx7bUPrrfu4Worbjjt+9eGxZnuxm7OwweZfJfqZ8fAdwcsvrTpWP\nPSzRK6VuBm4G2L1797d4GBdn6IpUhu7eo6id19O4Z51qM2LpOTW8riaZcESrGmXAhZaiIl7knd0+\n3oMNgi6QF1hfowpJ8DiHKizBsghdMHaEHeNkxm2wapm+I2P1WS2yliLaUOIxEvky01bB7OEHIc8h\njvCXfFw1IjpnpXpdXhthzhdjzM+8+on3vlcanAGtJOmCUClLto3r9bi1+/vy/tOvelhCB7Ab3Yc9\ndnjhgwLbpOno58ly/M/cCVMTUgjkOYcXP8T87GtQUQieZvWFc3iZY+rrAxqnQvyeYfLv4exPpUy1\nuiytNTCpj3aKuReeYTzqc7w9galaihlDPlklXOmj0pzb0j8G4OOffwcvf8478O86hr18F7qf0+xm\nOE/jPEm4ToGpBcQLKc4XuGP9+ilWr9Zk45bWfkerssiNlS5fvHcfzXfVGMsNNkrk3HkKo4XN5SdG\nmqe+wpV0XGUEPlTWSfECJOMhWV1z7nssY3MbtM81aH4jpD/n2PVXOc7XBN0CG2icEkvhaHlAsKbQ\nWQGFkQRfQmyqn0hir1VwsY/KDbd+5Z0cvPznsfVYGFNKUczUyauabLbOX33isRc1zoP66UtT+v1E\nC6YuRDC94JbBOfc7zrkbnXM3Tk9PP8GH8dTGcBvvTY5T+eIDrF0/hv7i3Ux+I2H8bqguKOJ1Q2cv\n1O8P2P7ZgsaDGa0HLCaCdAzMZJ1gtY+3ngjG6HmS3I1FpTmqMKi8QOXC61Z5IYKejT7KOhonRCA1\ncfeA2S90aB7PmP2Lo7jBADwP0gzVT9ALq9j7jqG6/Ys6yQPnJfn5mVeP8PVvJ2x7XbB1QHkanMV1\nerhuH+IIVYk33/8CSf7wwgdHCXVrvLzxU+DsZpIHDq/8DrpeE9zYkybv/OxrIC/5+Z5XTpuyeOsJ\n0UqK04r2gYBqnLGw0uLyd/a56mfuZ+6/hJy4bxuD108xU+9SO+WhOj4Lz48Z7KjL37Ulbv3KO8lu\nuAyVFehEKlsXyu1vfY0NS6jFUwTLXVygOfN9lvF7LX5H4XtWFLFphW3b1/DXB+StSGjE5e9xWhI5\nMErOq1dFnHhFQPvykAdfFmICLU1ULQPC4zUDvmX9+Bjehs/MVwfs++99utsDVGFRxuIlBd6gIFoe\nyHH6skDhnAjZkgy1uo7zPfA0yjlUVowYTDjHrV99F4fv/Q0O3/Nu0omA8S8toazje+e/+bwBEHju\nO3/0vXgpVL928lFffzHGM9DNkxjzM69GBQGuMJz+8QPsuHVJMF9jwdOk2xqCMZ5sY2sxph6ydlVM\nXheLgulbj+FqFakwjQVrUcOqE6Aw2PE6zvNQuUG3O7g0I79qJ+HRBXmNUmCMVKvOSoIBYZUAOIvy\n/Usai9/qJPq4f3b6VQLbeA+peZTCrm+cl6jnJ2+WL4zsAIbn0m508WamRpTIocndhRaA4eLk0gwV\nx3L+gwCX56A0xYHt+A+cpfvCvYTtgpVrY7Z/9KhASrUqztMQ+KhOX6AJ36OYqnP2RTV2/uUqR35i\nnG2ft9SPrOPuPjo6hvm51wokFfjk28ZYvqFK0IXxuzsAFPUQ64svk6kEKGPRuRQVgx0NTvyoZWq6\nw0YvpllLKIwm/dIEuw93SKZjgk4xmpebTIV0t3vCcd9eQGTZccgjaWm8DFaud+z8pEGnlrCdYkPx\n8l95Vo2w42jds4GNfbzljnwO9YokdyW+N3pjgDKi4lZJttlHGWuMmq+A7EyUMG5sNRw1yKFkxs3N\noNY2vum1/x0/LlTkxsmU4M4TF1zsn8p4sqGb/wH8JPDu8v//vuXx1yml/hRpxq4/WpJ/WoexYhEc\nhez88+OStIfbzCRD59KUsq0qvV01nCc84JnPrqB6A1y9KqKZwkiStw6slYu5MOB76JUNXFFaVyqF\nqlcJjy9Jch8u4tZJYrJakpTnld878DycsU8OLPIPFN9qkofzq/QLQTMHd79RvigKVL0m/jYgycVa\nUAqv2cCW7qXANx2CMzzHB7e/bpRg5mdfA0oL3LPlc5ifeTXb75FF+OCuNwCQzzblvSdr2ECLXfR6\nyu7/coaT/8t2ismMjV0hG7snmK1HXPbe97P904bq3JRAgUmB10mZ/ZsU04zo7qkRtQtMqKmc7mDj\ngN72CKdh9VrFjk/nnPluH7KC5dMt6jM9ls+28No+lee2sZ8I6O7wqZ+GwZRP64GC1as8pv6+wL/H\ncPYFEdv+LkW5gqCjyOsezhdHyJVnRUx/pRwJmBTUTxec+dcZrW9YdLdM4L6HTnMsATqXXSztjiR5\nrXH1qrCkPA9yUSADOE+jE4fzvQtTgrfPotY2Hvbwy+s/ya3d35fPZKzBRJbj+gkqDDAXgOgulXjU\nRK+U+hPge4EppdQp4N8jCf4/K6VeCTwI/LPy5X+JMG6OIPTKp9Cv7amPwyu/U+KvGozF1mIYNoWy\nXKpupfCMpdHPcIGH6slWlMCXRWFYyQ8r8HLLj5Uxba4oSlm+bGlJBM9/WJIfLga+L4+VTBNM6dsS\nRRf+I/6RxMFdbwClpPINQ+ljKCWLKuCadfneuRGTA2NHFD43Vmd+4qcfRr/8pu9Zmqeh1WixOm+x\n9Tz5vABXFLjxJs7X2FDj9wq0sZjIE8qhidn1sTOcMtuxIbSOGvz1hMv+s0FlxWalq5EdoHPotCBa\nE1ikqEbYOGDxxgb64DJaQc0qTl0e0botYOrPuuh2F9uoceQXc8a3t1k6Pcb9/1oRTXYZ/20fZRwL\nz69SP+XQueXcTRFeBt2dIcmEonFKKMKznxNO/OwXcrCO3s6YoOuRjHsEX6/R3xNRu3cFleXQT0Ap\ndKOKSnMYJLLDjUJh8HT7m6plkM8oLwRDdo7D91yY3+5CX5hAJcQ1bKrr6Un5Wivs8VMj2qwrCtFO\nXKLxjGDqSY6Du96AS1PZNnserlHF1mN0P5NKZJDgCiODL8IACoOLApHMR6EkdCfsmqH8Hq2leQqy\n5S8FPiqOJOmkadlktPI/Yr+ronCzgas9SfZ58fRXuD6GGCVdwLUact59DxcJU0UNMmw1wgVa5sl+\n7QGSmw7g90WyH51YfVJFMy990a9gYhkgr6zDKYUNFMo4osWeFAm5wVZDlm6okY0pdvxVB5VbdJJh\n4xBlLSo3OC04tlNKigOAwnLsR8exB/pMjnVJsoCs8EjTAH2iwuUfWUKtd2RISxTiqjH3vqMJSxE7\n/8py8kcM0dGIsfstYddSue1r2BuvFjzel1GBg0mP6kJBuJ7J3+Bpzryoytxn+yw+r8pg1tG6X2bo\nTn1pA53mgr07ubZdkgrtN4pwWT7alSrfgygsIZwS2hxe54H/MFbNwV1vwBUFSikOnfktSexOdgJD\nWBXPg6IY7fAu1h3vM4NHLqI4uOdNuCSVC1JrzPZJ9Hq/rLDKqkRrSS6BL+rA/gAmWqX83gk2X1aR\nOCcXY2EEosnz8xN9fyDPb/1sy2p0mODtRveCGPLTLYaahkeCUw7ufiMuz1G+VHjDqlkZhw1FnGNq\nYYkPC3OpqAcMpvwRfTDasITtHO/zd6Gv2AeF4fDdv37h99vxevC8xzXj+OCO15dMkgjTiqUBWqpD\nTeThd3J0bijqodgDpGIR8MC/mGTffystAAbCYsEyWhTwlCR9Y0Q5aizdqyeonuyxdGOT9ncn1O+o\nsPNjp+RAyt2lKwrx89k7x72vjVCeY/efeMTn+rKA3HUErjuAizysr9GZQTlp0A5VsMd/uMK+j3ZZ\neEGDZBJ2H+5x9kU1/IEMudn9sUVJ6sbi2htSBIEUTGZLn0prgTdH8GT5fwnhEPi4bv9h9NghRKfU\nSgAAIABJREFUdLZVR4GzI2j1QnqJi5Gs8Eyiv0hjfvY12PY62UueTXyijUrSTThGKakgS5hG5YUw\nCZQSbNKYEnaxo0rfGSsX6LDSKooS2ikv+GGC9/3RDeIGCbd2PvIUnoWLJ4aQDc6R750RlpM3JIAr\nilYEVpLUsAp2GmykMaHGS6UpGK7n4BxeIhCZif3zrAgAXvrdv4qJPUyoR1TDTx3+hUc/xj1vIt81\niddNMbVIOPEVHxNotHEUFY/q8XWc1phGhM4NepBz/09OsP+jPUniIMndOLEEyM2oenVaY6uB4NpZ\nUeo2LIMddarH2qg0l+vQWlRvIAc13Dl6Hnf/yh68dY/pL8PYXeuyoGhhxlhfb56TyiaTxoYea1dW\nWH2OBaO4+v2nseMN9FJbkvMgkV2r74M1mzvioT2FNSPbClXOBTgv6TsnXwMY+zCx2TDmr3oLlLYW\nF2PF/mjxTKK/SGN+7rUU++e4/bNv4+XPeQd6tTNq6mEMVGJso4LqJSN8GN8TIUhZUY3CWlyWyW4h\njjaTOpyX6JXvy4Jgy4XC2ceFJT9d4+CeN412Ri4OBU6IQ2wlAKXIm9KURJcwSeHwMktR8aQZWFb4\nKPASW/LRlYiQAhEh6czifMUnPvmLfNf/9t7ydQ6vX1DUfEmGgcziVdZRu/PcqPnevXE3qhC8O1xL\nMNUQr5vhIo+8HgjFUIkQyUaKsF0QrPYx9VLlWgqKhK1lN3eQucHGPjopRUieomjGeP0MLCNvGFMJ\n8DcSufZg04cfRsWJS6UndP8vXMllf95l4aYGU18f4CWF9AZKarAyZrPf4SlWrm+yfJNh/Kse2/5m\nlf6eJtU7TsjvbjUk+RqxxVZBANWKQJqdcic8JBsMoRvfL48nExh0WAilGarsrzyStcHQ7+hiY9Q8\nlnjGvfIijcNnf5uD21/Hwct+Dm0trl5BDVKpYIxBaY3OC6nsyySkesJ9dwO54UbbV61RcVxSOAvB\n4xWSyFceziYRKqEC9czHPgqtcc0YlMJUQ0meCNShjSWviC961E5RDkzVh3JoC4hIxB9sQgkC+Wis\np0bVtok9XvjP34dnHTZUJBMeXuZTRIq4LSpRfyAio3T/NMHqgKIRoTOL3xOlqI18/PUBthoKe8aB\nyh0oJ6KnviMb88kbTfye4ZO3v4WXvuhX8NsDWQyGuxSAvECXxYVAghp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TJs1GPbehknXr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\nFi4T0HmB7cJ4WzNpg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# declare a new figure and its size\n", "#plt.figure(figsize=(10,4))\n", "\n", "plt.imshow(albedo[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thats fine, but we might apply a few modifications to make a better plot:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:12.312494Z", "start_time": "2017-10-24T19:11:11.826829Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ nan nan nan ..., nan nan\n", " nan]\n", " [ nan nan nan ..., nan nan\n", " nan]\n", " [ nan nan nan ..., nan nan\n", " nan]\n", " ..., \n", " [ 0.71308476 0.71428406 0.74763721 ..., 0.71503514 0.71508819\n", " 0.71491981]\n", " [ nan 0.71366459 0.71380746 ..., 0.71256566 0.71183181\n", " 0.71170306]\n", " [ 0.94759613 0.94759613 0.94759613 ..., 0.94759613 0.94759613\n", " 0.94759613]]\n" ] }, { "data": { "image/png": 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CoNPOvQn3h5f/4pW58/nCW5+Tp5bF2stTUJsq4J8f+9+879ZnkxqH957wZf7v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BpcqDj5TTlX/+BDrP7hBKeXxgjur5OPOxrHNVN3FoTrJX/zv/7DOV/Hy172C+jciqFUPUIVVhoB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\nSMifDE8gFT0M1wXD0ukxncDUI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czJxwMzSiJCTp2ls8OrxRZLPKL3kfn3USj7uO+GYS/X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\ntG8aZ2Uah2i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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# change the figure size\n", "plt.figure(figsize=(10,4))\n", "\n", "# use nearest neighbour interpolation\n", "plt.imshow(albedo[0],interpolation='nearest')\n", "\n", "# show a colour bar \n", "plt.colorbar()\n", "print albedo[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Albedo should lie between 0 and 1, so there are clearly a few 'funnies' that we might flag later.\n", "\n", "For now, we might like to plot *only* values between 0 and 1 (thresholding at those values).\n", "\n", "Also if we don't like this [colour map, we can try another](http://wiki.scipy.org/Cookbook/Matplotlib/Show_colormaps):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:15.618289Z", "start_time": "2017-10-24T19:11:15.187761Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+/4m89NJ3SSbncvnlS3C5JtHZ+XP++tdlfPCDZ4EgU1V5IZs2/YxI5GNoWiOJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# change the figure size\n", "plt.figure(figsize=(10,4))\n", "\n", "# no interpolation\n", "plt.imshow(albedo[0], interpolation='nearest',\n", " cmap=plt.get_cmap('gist_stern'), vmin=0.0, vmax=1.0)\n", "# show a colour bar \n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we want to make use of strings to label each month. We can do this if we for example load up all the albedo data into a 12-element monthly list, where each element is an the monthly albedo array, and then looping over. The following snippet does this. Note what we do:\n", "\n", "1. We define **template strings** for the netcdf complete name, as well as for the actual filename\n", "2. We then loop over the month number, first generating the actual filename string, and then introducing it in the NETCDF complete name, also selecting the layer (in this case, `BHR_VIS`)\n", "3. We append the data to an empty list called `albedo`\n", "\n", "Here's how the code looks like:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:18.506804Z", "start_time": "2017-10-24T19:11:18.437084Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The new list has 12 elements\n" ] } ], "source": [ "file_template = 'NETCDF:\"{:s}\":{:s}' # Template for the Netcdf path\n", "layer = \"BHR_VIS\" # the layer we'll use\n", "fname_template = 'data/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc' # the actual filename\n", "year = 2009 # Year\n", "albedo = [] # Empty list\n", "for month in range(12):\n", " # Looping over all months\n", " fname = fname_template.format(year, month+1)\n", " # fname now holds the actual filename\n", " fich = file_template.format(fname, layer)\n", " # We put together the full netcdf indicator\n", " g = gdal.Open(fich)\n", " # Opened with gdal, should check it works, but...\n", " data = g.ReadAsArray()\n", " # Read array\n", " albedo.append(data)\n", " #Append to empty list\n", "print \"The new list has {} elements\".format(len(albedo))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's assume that we have a list with the month names, similar to what we had in the previous session. We can then loop over the month numbers (`0` to `11`), open a new figure, plot the data for that month, and set the title for that month by looking up the relevant position on the `month_names` list that we have put together." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:25.885301Z", "start_time": "2017-10-24T19:11:21.227506Z" } }, "outputs": [ { "data": { "image/png": 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XjuU7WV47yC23rMY1QLMBBaFxIb3MQp8ycBtLqJxBdVuaqWQUPejQXj9FLFBi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\nmPid6nqlNK3R9Tj7W8TKWKgqZegPxzYjqGLV8JywrcQ5rZF9aqUQQpj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kQ1gdZ15/B+E6\njcnZxxkqsFSDMmDkb06T+iYtKFuWaVwKrcZFXmlz3FLtd3ohDE58JNWW8lvndFoec6p3Ml3muYCW\nEKVuetGauXc0LRePp1t8Nsuf4b13PauTqJXxzR++H+3ZhKu6kyVn4jB3hBVmaoNpJQFaN5ovmpCO\nr9KpHK9F4fcWDGfsB3MMirKRVSpufNZx0tWYyuogozyOOo08jrOmm1Y+DieDoY3vRJcKaM8xQTnd\nz9S4CNBOumKQjTpESp2lHH46rf0EcHj7+/CuO82oq3kwvPeuxZ323sJURksE5mZsKb91jkXg8WiH\nZ5tZt2ox62SgCi4yiFBd5UYXXBJ4s1blNAA1z9pL+NeUp02X7XOmch8DW9qvWPR9WSju/+Z70HnP\nGNrXfUQ+bzhn2874ceG5huKBRPPdtD9SZt4Qx4RWx7SuPJmOtjOBoXU3M7TxnQye9y7Tsu866Jxn\nvFTSorJtmYAshJnuAuiE2gCMz0bOy453yuUP9l93QsXANBCnsrzT4tu81It/pxsnYiCT4rg6y+cI\nwjYX/dDjyKkKopBvBGHLMlOfYc5QUiEEwnWyjsC0Ap8Gcq0MD308C9DTrT89HFMv6qF6fo+5kKSK\nDNfw6yLnZW3XGdIiYGy8Mo5WtEpXYwvh2JcKjTF43rvM/gYhBKEZNpscM5F6pORctBRox0YobVr9\no9gEcEDblgngibY99XoWuZw5l4RA1xZOO4wc/LwJzoswQOCE0MIZcwtXdRaOxVjeLLTLqZVh1WLE\nSzaja6kPRjKMVelGMwk0lAtwZLecbaMr1Wy68VLA9//xHbzqNbc2zJukQBdzyJka2pKIVHkikgkm\nSVEwwzwSMABRzDcC+llAYwwN3Aj55ALtucm5oRCAlolcsOaboOvYRvsuBSJO+PgwQruG7lB545sh\nIoWo+uYiCKYTNfEIH+y/DpHPLWjgwBmZbtLCH2nLZcxnCvMF5aWWiWtLoH/yqAkiU7ONVuRmDwxp\nZQY3mRIj5WajCHVobEkF5RR2NSnQObYJKrFGe45pQxdNfDNNGbAwlpdHsyXQnpsY8YfHVGMsFZgi\nXmQ6QWOVZco6CboiTPytgxDhN12stEZ7LqpcNMdWCOJScmzshh4+LZDqVA8eReiZWQYv/JMzt9NH\ngcCoMhZyOxM4KzLmU4VFLTScBjiHqojNmxD1AK3iIwe0CpHJ5eY0XCS/L+WZbHHexvISgyLXRjsW\n1EFYFsShoWqkGSKgk5ZzLOuYFMTIYx89jXtw6iGSdnRRD4zhVeI8KCLfeKmEycU7uXAL1TQXEkCC\nynsE7ca0yKomHs0FDzFbM9RI6vKXOhwCI4/8xene1eNjEfljIcQgcCdG0vRFrfW8gyKFEP8N+Cfg\nZVrrY5oDPacy5rO5a+vVr/qI+WI1TYHGto0daNEoF0xWk86Fa/g4A3OX9ksQ/3Hve9Geg867yGmj\ndRVaGyoisUcVlmwUQ5svTs8RDD/9iSxDRimTFVsSHLuxskiz3zQYp86EtYSu8EMq/S5WNaK6Mo+I\ntVmp5Tyj4LCsOSsShGzdKSaLwDELISzgMxhXzecBb0zcNw/frgz8EcZn6LhY2t/GE8TZ6HOQwtmX\nTJOYrZklZ9KSnM3zS4eWQjIrL/k9fex0F15OAbQlEGFMsKoLWQsN35kG32QJPnfkVAuTjKcAg5vf\na+iMepCpLJq1yZleXco59rGpll3bEu1YyEgTlh2kb/5HeYlcMd02nYaT1jRa9dxanOLfJcA2rfXT\nWusA+AfgN+bZ7kPAx4D6Qt7acyown80QSWaoCznEwXFEPhm8KWXmDSE816gwZDIb0LIay80lyCsf\njm/++AOIah17qgahaabRpUI2vSWD1owc/PySpm6eDUYe+ygjW29DF/No1zGDEyo1MyigVjNZrxCo\nch5dyBkZYqJu0YUccroGUtK2vUp+XwUrUGjHwp6qG5okaUbJjvd8Dn8thBOQy/WkTpjJ7aqmpzmu\nm6YQ4sXAgNb6Gwt9b+cC89mCWCFiZUZHRVGjdTWO52Ysjt1wkEs6ts6mlYS2JHImGT4ahCZgxMoE\n6sQL47kOMTWDKufQ/d2Z5zaWhajUUG0FczFP6QvbMsXBpMFG//hhrKkaIohwxusI35xLcXcZ/CCj\n08yoLwlhxMj4F+e8fssU1ReeMR/SWl/cdGvOYo7ppimEkMAngRMamnmu+HeWQPtBoyFE6cREP0Lr\nRtOIDkMIQ2NOk0zQbh7UejZAqCQgh5HR46ZTW6q1bCjAcy1TPhxqegZR70SkntwA2tQk5Og4CHFE\nUXRo5Q3QVsJeM2Au7I5tdM+WQAuJnKoaKiSRKwoh0Mx/IWyJorpeNMXF8dw0y8CFwP2Jk+Fy4GtC\niNcfqwB4LmM+CzDYe7VZMkaxGR/kuZm9ZeYXkXocpJNPzJ1nhV9IM4a3fbzhOz01C4fG0TMVcBxj\navUcD8pg/ChE3c9a1UU+n02AGd5717xKleE9nzbnjWWh80YDLWfrqJ89hpyuEvWWUd0dJiinjnRa\ntTZFtjgc84+BTUKIdUIIF/g9jMOmeQmtp7TWPVrrtVrrtcAPgGMGZTiXMZ8dSHXItmWyGCnNT8/J\nqurNvgcLEfwvZbRERtbCeLbBMpW9DXZfRTwxgbzwAux1a9A5F3usYs4vx4bJGROUF2Hqy2D3Vacs\nuC+GXE5rHQkhrgfuxsjlvqy1flQI8UHgAa311479DPPjXGA+CyByXqYd1cW8mVgihMlwgjApACaF\nvqh1izHnsDSQBsrB899tioNgFBhBCJMz6DBYNC5/ZOwLDPZefWpWOoskytFa/zvG7rj5vvcfZdtX\nLuQ5z1EZSxyDXVeaQl8qd0oq6Bl3nM+ZwBxG5tbKFp7nsKQwsvU2GJ+CMEL4IWI2KTinY7wWCWp6\nltfKNzDYdeWiPeeCaYxzXhnn8GygwwhVqWD19mb6URGESQOF8cloHpR5DuewmMhGb61+e8ZND/Zf\nt6h0kizmwetY1OcUnDnnuIXgXMa8xCEsC1ksmq62pJtNOzbRMztN5ny4hvcczuEUYHjnpxrWp4vk\ndZ5O2Ba5XGM24yKilW0/z31rlzji6WmstjYzfSLxzdVCYJ23ARHFDG/7+Jl+i+fwHMH/3965B8l1\nlQf+953bt7unNaMZjSRLo/fDsvzAtmyMETaLgx9BZhPs2sKFSQgQvEWWDRtYNllIUtlUUtlsIFmT\nZJeEuLA3jgsw4MDGS7E2TmwHL8TGD2yMH7IkeySNRk+PRpqZnum+95xv/7i3Wz0PzbSs6Yes86vq\n6vs4fc7Xt29/9zvf+c533OgYN5hbCHq6563O+ba+J+Et5vp4T9dHWy3CGcUN5hZMoYA9fjxdd01x\n3WkGMOe8UvY0lUpe7qkTSk6V93R/jBtXfwpZUGhshI33MdfHG0mSfzYTLO7Fvj6UWMwpUoqSQb4G\ndP08nrl4yH3rDX9229Jfw74+RGblCrB2xjUY540Wuinqoa0Us+fUsEePJRsd+WouYhkd94N9DaRh\noVsesJbMyhUnJgg1Gq+YPQ3BWXZ9bQubP7M/TeouuO5Otl30O0mOgle+0GoJ33R4pdw4TtcFcqq0\nKgl+PXjFfIby8x0fAuDP3nYfd3TekGbyEtxLO06rO+lpDNvO+XfVrHae9qCdXRltNfjnqZ/KUlj/\n5/Ut2J2vVfPrBudtbKVYnpPwwKEve6XcTvgJJp5GMrB1lMzyZekyQXZG//K2Zf8ee/gwAMGSxfOS\nw8DjOeNpY4vZK+YzGNPVhRsZIT5wkEzfcgBuXPsfpynnN1O+ZY9nPvAz/zwNoxI3ChDvP5BsRBE3\nrvhkQ9q7/OO3N6Rej6cViNO6Xq3AW8xnOLUDfTeYW5KYZtOYGOZn7vhMQ+r1eJpOC/3H9TCnYhaR\nPPADIJeWv09Vf19E1pMsPNgLPAP8iqqWRSQH/B3wVuB14AOq2t8g+T01+GgMj6d+znRXRgm4VlUv\nBbYA20RkK/B54Iuqugk4CtyWlr8NOKqq55KsdfX5+Rfb4/F4TpM2jsqYUzFrwmi6G6YvBa4F7kuP\n3w3cnG7flO6Tnr9OGpEayuPxeE6Dds4uV9fgn4gEIvIscAh4CNgFDKtqZfnl2iW7q8t5p+ePAYtn\nqPPjleXAD6ehXB6Px9M0zmSLGUBVrapuIVkB9krggpmKpe+zLuddU+cdleXAly5dWq+8ntPgrleu\n5veev3nugh7Pm510lex6Xq3glMLlVHUYeBTYCvSISGXwsHbJ7upy3un5bmBoPoT1vDH+zQ8/wXu6\nPsq68AjvW/gT/urln2u1SB5PS6nEMberK6OeqIylQKSqwyLSAVxPMqD3CPB+ksiMjwD/kH7k/nT/\nX9LzD6tqG49/vnm5/aUbuKqwg99epbxtZHf1+NtaKJPH0za0sVqqJ465D7hbRAISC/ubqvpdEXkR\nuFdE/gj4CXBnWv5O4B4R2UliKd/aALk9s3DXK1dzfnY/H+gap6iwZJ5WLPYkvLx3BUM2T5cpc1G2\nA7N8R9Pafk/XR6t5y92BTdW2d+ztY8SFnBcKBZOdJtOOvX0sCQK6zanJe3xwNU+VCmwOj7Ny1f55\n+x7tQDuHy82pmFX1p8BlMxx/lcTfPPX4BHDLvEjnOWXu2bGVgonZmg8wy99cf6RW8Fj/Rq7OJx6/\nxycsRhxLjbIhnOCcYAED8Sgje1ayOFCsKhEQKRywBdZminz9+KV89sIH6m7PHdjEETvGhCpDLkNe\nLFaFHuPoMhm+tR2ODq6iIFkMAgc28Uo0xnlhJ1YdgZhqPfvjUQ7aECNKXoRIHXviURjoI1LICRRV\nGHZZIg1YnSnSazIctsmY/pDL0mtiLsuN0SkFov0bCcRg1eFQQgnYH48y7AznhXkCMW8CY1X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lFvq4gVtbQuV1kk0pJsai6AGH5ppxImaJ0XyEoe014II0FFCO0NY4Qtiw+NTc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\nEcuTL5lsuvQL+32fp9z5Wb6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dJKzAmh+GGF8xu8Fl6PNPYXM+d9377nm/t5Hz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iBncHnUip8hzHPBMbjXvzS6mqCA5TvAOaFd7x8CuJ6Q5/2LOYS1sf41+rNlCt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\nmN3OHae+8bOcesXD3HXnat7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8vRBYHnvNm0/42W7/wz/gbaN/e0YqjKOxFFRGzxUb3VM+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d8oK6e65NSlT8vXQcDigrVRZqielmZ4NTRMTtsHy+i4r4VsWxwdrTATOxOL93Tie4z40kKxcftg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\nKjMJcyKRu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efwXXvOEyjlsYvr926Xc/zpZXvHefdb32L6/lzp0L+NCan1LQSRLiMRmk+P7rzuct37yG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nMCPerwNrpQauO+5mAOZ/8UtIoHv4xscUuekGyoD6VR79SyxqNvjERgLsoQoI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OeXBsi+qCTqQaMnh4jrZHzEto+Uq5w6HYbSOhorbgjiuV1uhBtcApKJUOIbQh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McauimWWnNJrgODjjxkoW36MyVCeuFHBGjBwTzavibRmeaNkAfSf/DVr0kVrT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BG2aRSqttBFop2XnF9ziQkZxqSsriedbec21WmJBmGIFnli6RHVMqFZpreins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\nKWSi6RNJVD1dMxjoGyxAn+X9RqZBZmim1vcDo0bQWtUXExr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Xv/zlNTv+73zr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Puuwq7v/Q1DH3H/UepFKr0zqzgf7jLuG+9+Rh1GXeLUL7HaNIpWooopjLBfPA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rbWDjOXvWiBdfe90zHJTVcK+ZNF10t53HqmvmoQKh9U6bpgcGkUJJD5RVrayq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\n0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6l1+6hmpjgDIhNmqgDEWiT/DOGcH3DUwzoDCSmCgXnsrKS9ZQWFpDSibPPu1x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IAAAT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\n8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YLcdDd/FTGYK4xk8pjKYaasjBylfxhhzyU4cZLcWxVqYxKxAf0KhYaFGLAiMA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "month_names = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n", "for i in xrange(12):\n", " plt.figure()\n", " plt.imshow(albedo[i], vmin=0, vmax=1, interpolation=\"nearest\")\n", " plt.title(\"BHR VIS albedo for month {}\".format(month_names[i]))\n", " plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can click on the plots above and save them to individual files, but that's not practical in many situations. We can use the `savefig` command. This command takes up a filename with a known extension (usually `.png`, `.jpg` or `.pdf`, as well some other extra options that define the plot resolution." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:29.761373Z", "start_time": "2017-10-24T19:11:29.057060Z" } }, "outputs": [ { "data": { "image/png": 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O19EZWWol0f2bgfP/2cuX7ryGQ7KfolKyeHTKJdSOP5I2a8PExTGnX02oCW78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\n7mS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Rk+WCG2/8Uktp5odu2Y34YYS0dUoIoF5yacRqebcRUR6tJ5GNDAsD4+sQudpkypKK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\ndWVAajAykQkzsIauhRN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "year = 2009\n", "month = 1\n", "# change the figure size\n", "plt.figure(figsize=(10,4))\n", "plt.title('VIS BHR albedo for %s %d'%(month_names[month],year))\n", "# use nearest neighbour interpolation\n", "plt.imshow(albedo[0],interpolation='nearest',\n", " cmap=plt.get_cmap('Spectral'),vmin=0.0,vmax=1.0)\n", "\n", "# show a colour bar \n", "plt.colorbar()\n", "\n", "# save the plot to a jpeg image file\n", "plt.savefig(\"data/albedo.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### E3.2 Exercise: Making Movies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### E3.2.1 Software" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "You can *sort of* make [movies in pylab](http://matplotlib.org/faq/howto_faq.html#make-a-movie), but you generally have to make a system call to unix at some point, so it's probably easier to do this all in unix with the utility [`convert`](http://www.imagemagick.org/script/convert.php).\n", "\n", "At the unix prompt, chack that you have access to convert:\n", "\n", "```bash\n", "berlin% which convert\n", "/usr/bin/convert\n", "```\n", "\n", "If this doesn't come up with anything useful, there is probably a version in `/usr/bin/convert` or `/usr/local/bin/convert` (If you don't have it on your local machine, install [`ImageMagick`](http://www.imagemagick.org/script/index.php) which contains the command line tool `convert`).\n", "\n", "To use this, e.g.:\n", "\n", "from the unix command line:\n", "\n", "```bash\n", "berlin% cd ~/DATA/geogg122/Chapter3_Scientific_Numerical_Python \n", "berlin% convert data/albedo.jpg data/albedo.gif \n", "```\n", "\n", "or from within a notebook:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:33.369986Z", "start_time": "2017-10-24T19:11:33.106494Z" } }, "outputs": [], "source": [ "!convert data/albedo.jpg data/albedo.gif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, more practically here, you can run a unix command directly from Python:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:34.522599Z", "start_time": "2017-10-24T19:11:34.403382Z" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import subprocess\n", "subprocess.call([\"convert\", \"data/albedo.jpg\", \"data/albedo.gif\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will convert the file `files/data/albedo.jpg` (in jpeg format) to `files/data/albedo.gif` (in gif format)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![albedo](files/data/albedo.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use `convert` to make animated gifs, which is one way of making a movie." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### E3.2.2 Looping over a set of images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have all of the code you need above to be able to read a GlobAlbedo file for a given month and waveband in Python and save a picture in jpeg format, but to recap for `BHR_VIS`:\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:40.828318Z", "start_time": "2017-10-24T19:11:36.610596Z" } }, "outputs": [], "source": [ "for i in xrange(12):\n", " plt.figure()\n", " plt.imshow(albedo[i], vmin=0, vmax=1, interpolation=\"nearest\")\n", " plt.title(\"BHR VIS albedo for month {}\".format(month_names[i]))\n", " plt.colorbar()\n", " output_filename = \"data/albedo_{:02d}.jpg\".format(i+1)\n", " plt.savefig(output_filename)\n", " subprocess.call([\"convert\", output_filename,\n", " output_filename.replace(\".jpg\", \".gif\")])\n", " plt.close() # Close figure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Modify the code above to loop over each month, so that it generates a set of gif format files for the TOTAL SHORTWAVE ALBEDO**\n", "\n", "You should confirm that these exist, and that the file modification time is when you ran it (not when I generated the files for these notes, which is Oct 10 2013)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:46.763904Z", "start_time": "2017-10-24T19:11:46.642711Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-rw-r-- 1 ucfajlg ucfajlg 26054 Oct 24 20:11 \u001b[0m\u001b[01;35mdata/albedo_01.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26015 Oct 24 20:11 \u001b[01;35mdata/albedo_02.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26320 Oct 24 20:11 \u001b[01;35mdata/albedo_03.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26169 Oct 24 20:11 \u001b[01;35mdata/albedo_04.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26237 Oct 24 20:11 \u001b[01;35mdata/albedo_05.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 25913 Oct 24 20:11 \u001b[01;35mdata/albedo_06.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 25505 Oct 24 20:11 \u001b[01;35mdata/albedo_07.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 25356 Oct 24 20:11 \u001b[01;35mdata/albedo_08.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26418 Oct 24 20:11 \u001b[01;35mdata/albedo_09.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26295 Oct 24 20:11 \u001b[01;35mdata/albedo_10.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 25749 Oct 24 20:11 \u001b[01;35mdata/albedo_11.gif\u001b[0m\r\n", "-rw-rw-r-- 1 ucfajlg ucfajlg 26026 Oct 24 20:11 \u001b[01;35mdata/albedo_12.gif\u001b[0m\r\n" ] } ], "source": [ "ls -l data/albedo_??.gif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### E3.2.3 Make the movie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The unix command to convert these files to an animated gif is:\n", "\n", "```bash\n", "convert -delay 100 -loop 0 data/albedo_??.gif data/albedo_2009.gif\n", "```\n", "\n", "**Run this (ideally, from within Python) to create the animated gif albedo_2009.gif**\n", "\n", "Again, confirm that *you* created this file (and it is not just a version you downloaded):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:49.498017Z", "start_time": "2017-10-24T19:11:49.378609Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-rw-r-- 1 ucfajlg ucfajlg 311922 Oct 24 18:58 \u001b[0m\u001b[01;35mdata/albedo_2009.gif\u001b[0m\r\n" ] } ], "source": [ "ls -l data/albedo_2009.gif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](data/albedo_2009.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methods\n", "\n", "We've seen how to load data, do plots and so on. We can see that this is something we might want to repeat many times, and one way to minimise the errors from \"copying and pasting\" things around is to pack everything into a *method* or a *function* (we'll use the term interchangeably).\n", "\n", "A function takes a number of parameters (some of them can have some default values), does something with the data and returns something back. For example, we can think that to read some GA data for any given month and year, we need:\n", "\n", "1. The folder where the data are \n", "2. The month\n", "3. The year\n", "4. The layer\n", "\n", "We would get back a 2D array with the data loaded up. The function is called `read_globalbedo` (you can call it whatever you want, but remember that you'll want to remember it!)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:51.934946Z", "start_time": "2017-10-24T19:11:51.925738Z" } }, "outputs": [], "source": [ "def read_globalbedo(month, year, folder=\"data/\", layer=\"BHR_VIS\"):\n", " \"\"\"Read globalbedo data when given month and year.\n", " Parameters\n", " ------------\n", " month: int\n", " The month from 1 to 12.\n", " year: int\n", " The year, currently only 2009 and 2010 available, but can download more.\n", " folder: str\n", " The folder where the GA data are stored.\n", " layer: str\n", " The data layer\n", " \n", " Returns\n", " ---------\n", " A 2D array\"\"\"\n", " file_template = 'NETCDF:\"{:s}\":{:s}' # Template for the Netcdf path\n", " fname_template = '{:s}/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc' # the actual filename\n", " fname = fname_template.format(folder, year, month)\n", " netcdf_fname = file_template.format(fname, layer)\n", " g = gdal.Open(netcdf_fname)\n", " if g is None:\n", " raise IOError(\"Problem with reading file {}\".format(fname))\n", " data = g.ReadAsArray()\n", " return data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above code the function takes two mandatory parameters: `month` and `year`, and two optional parameters, that if they are not specified will the ones in the function header (e.g. if you don't specify `folder`, it'll be automatically set to `data/`, and if you don't specify layer, you'll get `BHR_VIS` automatically). The function will return a 2D albedo array as before:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:54.305485Z", "start_time": "2017-10-24T19:11:54.297696Z" } }, "outputs": [], "source": [ "data = read_globalbedo(1, 2009)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Have a go at running `read_globalbedo` and testing that you get the same results as with the long-winded method above. Check different months, years, and layers (e.g. `BHR_NIR`).\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.3 Numpy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3.1 Numpy Arrays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the heart of the [`numpy`](http://docs.scipy.org/doc/numpy/contents.html) module is a a powerful N-dimensional array object.\n", "\n", "Among many other things, this allows us to do arithmetic (and other operations) directly on arrays, rather than having to loop over each element (as we did with lists for example). \n", "\n", "Two main benefits of this are:\n", "\n", "- the code is much easier to read\n", "- running the code is much more efficient (because, 'under the hood' as it were of the programming language, we can do fast operations such as vector processing).\n", "\n", "As our first example, let's read the visible albedo data we examined above into a numpy array.\n", "\n", "We will start with just one month of data:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:11:56.706195Z", "start_time": "2017-10-24T19:11:56.690059Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "the array type is now \n", "the shape of the array is (360, 720)\n", "the size of the array is 259200\n", "the number of dimensions is 2\n", "the data type in the array is float32\n" ] } ], "source": [ "import numpy as np\n", "data = read_globalbedo(2, 2009)\n", "\n", "# some interesting things about numpy arrays\n", "print \"the array type is now\",type(data)\n", "print \"the shape of the array is\",data.shape \n", "print \"the size of the array is\",data.size\n", "print \"the number of dimensions is\",data.ndim\n", "print \"the data type in the array is\",data.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A few things to notice here.\n", "\n", "GDAL reads the data and returns a numpy array directly. However, if we want to have access to all of Numpy's functionality, we first need to import it using\n", "\n", " import numpy as np\n", " \n", "which means that locally, we refer to this module as `np` (saves us writint `numpy`).\n", "\n", "We can convert lists that have all elements of the same data type into an array by using the `array` method of the numpy library:\n", "\n", " np.array([1,2,3])\n", "\n", "\n", "Then we saw at the end of this code a number of commonly used methods for the numpy class that provide us with information on the `shape` of the array (N.B. this is (rows,cols) as you might notice from the plots we generated), the total size (number of elements), number of dimansions.\n", "\n", "We also saw that we could access the array data type (`dtype`). This is very different to a `list` or `tuple` then, because a numpy array can *only* contain data of a single data type (but lists or tuples can have different data types in each element)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### astype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can convert *between* data types using `astype`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:00.011303Z", "start_time": "2017-10-24T19:12:00.005373Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "int64\n" ] } ], "source": [ "a = np.array([1,2,3])\n", "print a.dtype" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:00.793867Z", "start_time": "2017-10-24T19:12:00.789037Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 1. 2. 3.]\n", "float64\n" ] } ], "source": [ "b = a.astype(float)\n", "print b\n", "print b.dtype" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### slice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you would expect, we can slice in a numpy array. All that is different is that we set up a slice of each dimension, e.g.:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:02.206499Z", "start_time": "2017-10-24T19:12:02.197541Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.87582344 0.87606007 0.87689805 0.87557447]\n", " [ 0.79205 0.65575886 0.87453514 0.87763792]]\n", "(2, 4)\n", "2\n" ] } ], "source": [ "# see if you can work out why this is \n", "# the size, shape and ndim it is\n", "\n", "print data[-3:-1,10:30:5]\n", "print data[-3:-1,10:30:5].shape\n", "print data[-3:-1,10:30:5].ndim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to specify **all elements in a given dimension** you need to use at least one `:`, e.g." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:04.430753Z", "start_time": "2017-10-24T19:12:04.424032Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ nan nan nan nan nan nan nan nan nan nan]\n", "(10,)\n" ] } ], "source": [ "# what does this mean?\n", "\n", "print data[10:20,0]\n", "print data[10:20,0].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### nan, inf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the data in the array `band` appear as `nan` ('not a number'), which is how, in this dataset, non-valid pixels are specified.\n", "\n", "`nan` is also what you would get for undefined results from arithmetic:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:06.161571Z", "start_time": "2017-10-24T19:12:06.149576Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ nan inf]\n", "so 0./0. = nan\n", "so 1./0. = inf\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:3: RuntimeWarning: divide by zero encountered in divide\n", " This is separate from the ipykernel package so we can avoid doing imports until\n", "/opt/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:3: RuntimeWarning: invalid value encountered in divide\n", " This is separate from the ipykernel package so we can avoid doing imports until\n" ] } ], "source": [ "a = np.array([0., 1.])\n", "b = np.array([0., 0.])\n", "c = a/b\n", "print c\n", "print 'so 0./0. =',c[0]\n", "print 'so 1./0. =',c[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`inf` here means 'infinity', which is what anything other than zero divided by zero is.\n", "\n", "We can check to see if some value is `nan` or `inf` e.g:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:07.384916Z", "start_time": "2017-10-24T19:12:07.376433Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ nan inf]\n", "is c nan? [ True False]\n", "is c inf? [False True]\n" ] } ], "source": [ "print c\n", "print 'is c nan?',np.isnan(c)\n", "print 'is c inf?',np.isinf(c)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Generally we would want to avoid processing array values that contained `nan` or `inf` as any arithmetic involving these is unlikely tell us more than we already know:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:09.624659Z", "start_time": "2017-10-24T19:12:09.618790Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "inf + 1\t\t= inf\n", "inf - np.inf\t= nan\n", "nan / 2 \t\t= nan\n" ] } ], "source": [ "print 'inf + 1\\t\\t=',np.inf + 1\n", "print 'inf - np.inf\\t=',np.inf - np.inf\n", "print 'nan / 2 \\t\\t=',np.nan / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, trying to e.g. calculate the sum of values in the array `band`:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:11.611708Z", "start_time": "2017-10-24T19:12:11.604923Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan\n" ] } ], "source": [ "print data.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "which is not really what we wanted. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen above that `np.isnan(c)` and `np.isinf(c)` result in a `bool` array of the same shape as the input array.\n", "\n", "We can use these to mask out things we don't want, e.g." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:14.105050Z", "start_time": "2017-10-24T19:12:14.098123Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n" ] } ], "source": [ "no_data = np.isnan(data)\n", "print no_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will be `True` where the data in `band` were `nan` ... but what we might often want is the opposite of this, i.e. `True` where the data are valid.\n", "\n", "We might guess that we could simply type:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:15.962424Z", "start_time": "2017-10-24T19:12:15.956311Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[False False False ..., False False False]\n", " [False False False ..., False False False]\n", " [False False False ..., False False False]\n", " ..., \n", " [ True True True ..., True True True]\n", " [False True True ..., True True True]\n", " [ True True True ..., True True True]]\n" ] } ], "source": [ "valid_data = ~np.isnan(data)\n", "print valid_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where `~` means a logical `NOT`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### masked array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a special type of object in `numpy` called a [masked array](http://docs.scipy.org/doc/numpy/reference/maskedarray.html). With this array representation, operations are *only* performed where the data mask is `False`. We need to import the masked array module `ma` from numpy: " ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:18.601154Z", "start_time": "2017-10-24T19:12:18.595794Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False\n" ] } ], "source": [ "import numpy.ma as ma\n", "\n", "masked_band = ma.array(data)\n", "print masked_band.mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we convert the representation from a normal `numpy` array to a masked array using `ma.array()`, the default mask is `False` (which means no mask).\n", "\n", "In this case, we want to set the mask to `True` where the data are `nan`. We would normally do this when setting up the masked array:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:20.425018Z", "start_time": "2017-10-24T19:12:20.418196Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "so the array is now\n", "[[-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " ..., \n", " [0.6507693529129028 0.6519480347633362 0.7674967646598816 ...,\n", " 0.6532170176506042 0.6534419059753418 0.6529830694198608]\n", " [-- 0.6506087779998779 0.6500169038772583 ..., 0.6474758386611938\n", " 0.6462251543998718 0.6453946232795715]\n", " [0.8676198124885559 0.8676198124885559 0.8676198124885559 ...,\n", " 0.8676198124885559 0.8676198124885559 0.8676198124885559]]\n", "\n", "with a mask\n", "[[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n" ] } ], "source": [ "masked_band = ma.array(data,mask=np.isnan(data))\n", "print \"so the array is now\\n\",masked_band\n", "print \"\\nwith a mask\\n\",masked_band.mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3.2 Reading data from multiple files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### zeros, ones, empty" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose we want to read in all 12 months of SW albedo data following on from the example above.\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:23.298572Z", "start_time": "2017-10-24T19:12:23.279921Z" } }, "outputs": [], "source": [ "def read_globalbedo(month, year, folder=\"data/\", layer=\"BHR_VIS\"):\n", " \"\"\"Read globalbedo data when given month and year.\n", " Parameters\n", " ------------\n", " month: int\n", " The month from 1 to 12.\n", " year: int\n", " The year, currently only 2009 and 2010 available, but can download more.\n", " folder: str\n", " The folder where the GA data are stored.\n", " layer: str\n", " The data layer\n", " \n", " Returns\n", " ---------\n", " A 2D array\"\"\"\n", " file_template = 'NETCDF:\"{:s}\":{:s}' # Template for the Netcdf path\n", " fname_template = '{:s}/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc' # the actual filename\n", " fname = fname_template.format(folder, year, month)\n", " netcdf_fname = file_template.format(fname, layer)\n", " g = gdal.Open(netcdf_fname)\n", " if g is None:\n", " raise IOError(\"Problem with reading file {}\".format(fname))\n", " data = g.ReadAsArray()\n", " return data\n", "# which months?\n", "months = range(1,13)\n", "\n", "# loop over month\n", "# but right now we'll just pretend that we're\n", "# doing that and consider what happens the first time \n", "# we are in our loop\n", "#\n", "# set i as index counter\n", "# set the variable month to be \n", "# months[0]\n", "i = 0\n", "\n", "band = read_globalbedo(i+1,2009, layer='DHR_SW')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at what would happen when we read the first file, we can see that we don't actually know how large the whole dataset will be until we have read our first file.\n", "\n", "We know that we will want dimensions of `(12,nrows,ncols)` (or better still, `(len(months),nrows,ncols)` in case we decide to change months), but until we have read the data into the variable `band` with:\n", "\n", " band = readGA(month=months[i],layer='DHR_SW')\n", " \n", "we don't know how many rows or columns the dataset has (well, we might do ... but we want to try to design flexible code, where if the size of the datasets changed, our code would still operate correctly!).\n", "\n", "But, when we *have* first read some data, *then* we would be in a position to say what the shape of the whole dataset should be. At that point, we could use the method:\n", "\n", " np.empty(shape)\n", "\n", "to (in essence) set aside ('allocate') some memory to store these data. There are three main options for this:\n", "\n", "- `np.zeros(shape)` : set up an array with shape defined by `shape` and initialise with 0 \n", "- `np.ones(shape)` : set up an array with shape defined by `shape` and initialise with 1 \n", "- `np.empty(shape)` : set up an array with shape defined by `shape` but don't initialise (so, in theory, a little faster, but can be filled with randon junk) \n", "\n", "we can control the `dtype` of the array with a `dtype` option. e.g.:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:26.039560Z", "start_time": "2017-10-24T19:12:26.005117Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------\n", "1-D arrays\n", "------------------------------\n", "np.zeros(1): [ 0.]\n", "np.zeros(2): [ 0. 0.]\n", "\n", "------------------------------\n", "2- and 3-D arrays\n", "------------------------------\n", "np.zeros((1,2)):\n", "[[ 0. 0.]]\n", "np.zeros((2,2)):\n", "[[ 0. 0.]\n", " [ 0. 0.]]\n", "np.zeros((2,2,3)):\n", "[[[ 0. 0. 0.]\n", " [ 0. 0. 0.]]\n", "\n", " [[ 0. 0. 0.]\n", " [ 0. 0. 0.]]]\n", "\n", "------------------------------\n", "empty and ones\n", "------------------------------\n", "np.empty((1,2)):\n", "[[ 0. 0.]]\n", "np.ones((1,2)):\n", "[[ 1. 1.]]\n", "\n", "------------------------------\n", "Changing the data type\n", "------------------------------\n", "np.ones((1,2),dtype=int):\n", "[[1 1]]\n", "np.empty((1,2),dtype=int):\n", "[[1 1]]\n", "np.ones((1,2),dtype=bool):\n", "[[ True True]]\n", "np.zeros((1,2),dtype=bool):\n", "[[False False]]\n", "np.empty((1,2),dtype=bool):\n", "[[False False]]\n", "\n", "------------------------------\n", "Note that we can have a string array\n", "------------------------------\n", "np.ones((1,2),dtype=str):\n", "[['1' '1']]\n", "\n", "------------------------------\n", "Or even e.g. a list array\n", "------------------------------\n", "np.ones((2,2),dtype=list):\n", "[[1 1]\n", " [1 1]]\n", "np.empty((2,2),dtype=list):\n", "[[None None]\n", " [None None]]\n" ] } ], "source": [ "print '-'*30;print '1-D arrays';print '-'*30;\n", "print 'np.zeros(1):',np.zeros(1) # 1 : 1D array\n", "print 'np.zeros(2):',np.zeros(2) # 2 : 1D array\n", "\n", "print '\\n' + '-'*30;print '2- and 3-D arrays';print '-'*30;\n", "print 'np.zeros((1,2)):\\n',np.zeros((1,2)) # default dtype is float\n", "print 'np.zeros((2,2)):\\n',np.zeros((2,2)) # 2 X 2\n", "print 'np.zeros((2,2,3)):\\n',np.zeros((2,2,3)) # 2 X 2 X 3\n", "\n", "print '\\n' + '-'*30;print 'empty and ones';print '-'*30;\n", "print 'np.empty((1,2)):\\n',np.empty((1,2)) # default dtype is float\n", "print 'np.ones((1,2)):\\n',np.ones((1,2)) # default dtype is float\n", "\n", "print '\\n' + '-'*30;print 'Changing the data type';print '-'*30;\n", "print 'np.ones((1,2),dtype=int):\\n',np.ones((1,2),dtype=int) # dtype int\n", "print 'np.empty((1,2),dtype=int):\\n',np.empty((1,2),dtype=int) # dtype int\n", "print 'np.ones((1,2),dtype=bool):\\n',np.ones((1,2),dtype=bool) # dtype bool\n", "print 'np.zeros((1,2),dtype=bool):\\n',np.zeros((1,2),dtype=bool) # dtype bool\n", "print 'np.empty((1,2),dtype=bool):\\n',np.empty((1,2),dtype=bool) # dtype bool \n", "\n", "print '\\n' + '-'*30;print 'Note that we can have a string array';print '-'*30;\n", "print 'np.ones((1,2),dtype=str):\\n',np.ones((1,2),dtype=str) # dtype str\n", "\n", "print '\\n' + '-'*30;print 'Or even e.g. a list array';print '-'*30;\n", "print 'np.ones((2,2),dtype=list):\\n',np.ones((2,2),dtype=list) # dtype list\n", "print 'np.empty((2,2),dtype=list):\\n',np.empty((2,2),dtype=list) # dtype list\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, once we have read one band, we could write:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:29.159015Z", "start_time": "2017-10-24T19:12:29.075013Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12, 360, 720)\n" ] } ], "source": [ "def read_globalbedo(month, year, folder=\"data/\", layer=\"BHR_VIS\"):\n", " \"\"\"Read globalbedo data when given month and year.\n", " Parameters\n", " ------------\n", " month: int\n", " The month from 1 to 12.\n", " year: int\n", " The year, currently only 2009 and 2010 available, but can download more.\n", " folder: str\n", " The folder where the GA data are stored.\n", " layer: str\n", " The data layer\n", "\n", " Returns\n", " ---------\n", " A 2D array\"\"\"\n", " file_template = 'NETCDF:\"{:s}\":{:s}' # Template for the Netcdf path\n", " # the actual filename\n", " fname_template = '{:s}/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'\n", " fname = fname_template.format(folder, year, month)\n", " netcdf_fname = file_template.format(fname, layer)\n", " g = gdal.Open(netcdf_fname)\n", " if g is None:\n", " raise IOError(\"Problem with reading file {}\".format(fname))\n", " data = g.ReadAsArray()\n", " return data\n", "\n", "\n", "# Loop over all months\n", "for month in range(12):\n", " # Read data for current month. NOte that read_globalbedo\n", " # takes months from 1 to 12, not 0 to 11!\n", " this_data = read_globalbedo(month + 1, 2009, layer=\"DHR_SW\")\n", " # If we're on the first month...\n", " if month == 0:\n", " # Get the array shape (rows, cols)\n", " ny, nx = this_data.shape\n", " # Create an empty 3D array, with 12 \"layers\" of 2D arrays\n", " data = np.empty((12, ny, nx))\n", " # data is created on the first iteration, so it's always available\n", " # Stash the new data into the output\n", " data[month, :, :] = this_data\n", "\n", "print data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also use slicing when assigning ('loading', if you like) data into a larger array:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:32.122198Z", "start_time": "2017-10-24T19:12:32.114236Z" } }, "outputs": [], "source": [ "data[i,:,:] = band" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But this will *only* work if what you are trying to load and where you are tryng to load it are the same *shape*:\n", "\n", " data[i,:,:].shape == band.shape\n", " \n", " \n", "which they are in this case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An alternative way of achieving this same effect is to use a list, creating an empty list before going into the loop and appending `band` to the list each time we read a new band." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:33.750001Z", "start_time": "2017-10-24T19:12:33.684617Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape (12, 360, 720)\n" ] } ], "source": [ "# Start with an empty list\n", "data = []\n", "# Loop over all months\n", "for month in range(12):\n", " # Read data for current month. NOte that read_globalbedo\n", " # takes months from 1 to 12, not 0 to 11!\n", " this_data = read_globalbedo(month + 1, 2009, layer=\"DHR_SW\")\n", " data.append(this_data)\n", "data = np.array(data)\n", "print 'shape', data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many ways, this is a simpler and 'cleaner' way of setting up a 3-D array from reading multiple 2-D arrays. If the array is *very* large, it can be less efficient (you have to convert a huge list to an array at the end), but that is not normally something to worry about and this approach is often preferable." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In fact, if we know how many entries (in time) we are expecting, we can simply set up the storage array before going into the loop:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:35.669715Z", "start_time": "2017-10-24T19:12:35.602509Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape (12, 360, 720)\n" ] } ], "source": [ "# Start with an empty array of the same size\n", "data = np.empty((12, 360, 720))\n", "# Loop over all months\n", "for month in range(12):\n", " # Read data for current month. NOte that read_globalbedo\n", " # takes months from 1 to 12, not 0 to 11!\n", " this_data = read_globalbedo(month + 1, 2009, layer=\"DHR_SW\")\n", " data[month, :, :] = this_data\n", "\n", "print 'shape', data.shape\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Write a method that returns a full year of data by\n", "
\n", "1. Writing a completely new method
\n", "2. Writing a new `read_globalbedo_annual` method that builds up from `read_globalbedo`\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To sum data in a numpy (or masked) array, we use the function `sum`.\n", "\n", "e.g.:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:38.272956Z", "start_time": "2017-10-24T19:12:38.260752Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan nan\n" ] } ], "source": [ "print data.sum(),data[0,0,0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thats not very useful in this case, because we have `nan` in the dataset ... though if we use a masked array it *will* work as we expect.\n", "\n", "`np.sum` here adds all of the values in the array.\n", "\n", "We could select *only* values that are >= 0 with the logical statement:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:40.252549Z", "start_time": "2017-10-24T19:12:40.240313Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n", "\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n", "\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [False False False ..., False False False]]\n", "\n", " ..., \n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n", "\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]\n", "\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [False False False ..., False False False]\n", " [ True False False ..., False False False]\n", " [False False False ..., False False False]]]\n" ] } ], "source": [ "not_valid = np.isnan(data)\n", "print not_valid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "so `not_valid` here is an array of the same size and shape as `data`, with `True` where the value is not valid (`nan`) and `False` elsewhere.\n", "\n", "We can use this to select *only* data elements in `data` which are `False` in not_valid (not not_valid is valid ...), or we could change this into a `valid` array:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:43.119342Z", "start_time": "2017-10-24T19:12:43.096414Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.79814297 0.74479127 0.82455897 ..., 0.75297731 0.75297731\n", " 0.75297731]\n" ] } ], "source": [ "valid = not_valid == False\n", "\n", "ndata = data[valid]\n", "print ndata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the array is a 1-D array. It has fewer elements that the original `data` array:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:44.979283Z", "start_time": "2017-10-24T19:12:44.972347Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "original data size\t: 3110400\n", "new data size\t\t: 1121705\n", "data shape\t\t: (12, 360, 720)\n", "new data shape\t\t: (1121705,)\n" ] } ], "source": [ "print 'original data size\\t:',data.size\n", "print 'new data size\\t\\t:',ndata.size\n", "print 'data shape\\t\\t:',data.shape\n", "print 'new data shape\\t\\t:',ndata.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is however, one way we can use `np.sum` to add up the values in `data`:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:46.908284Z", "start_time": "2017-10-24T19:12:46.893765Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "463425.186595\n" ] } ], "source": [ "print data[valid].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, if we wanted the `mean` or standard deviation and we tried to do this on the array that has `nan` in it:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:48.271301Z", "start_time": "2017-10-24T19:12:48.242509Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan nan\n" ] } ], "source": [ "print data.mean(),data.std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "but selecting only the values that are valid:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:50.284285Z", "start_time": "2017-10-24T19:12:50.260904Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.413143550751 0.308557692958\n" ] } ], "source": [ "print data[valid].mean(),data[valid].std()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we get what we might expect.\n", "\n", "Remember that this is for *normal* (i.e. not masked) numpy arrays. Hassles of this nature with `nan` in the dataset is one good reason to use masked arrays." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### axis selction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As used above, functions such as `sum`, `mean` and `std` will give you the sum, mean and standard deviation over *the whole array*.\n", "\n", "Often though, we only want to apply these functions over a particular dimension.\n", "\n", "Recall that the shape of data is:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:52.489289Z", "start_time": "2017-10-24T19:12:52.482263Z" } }, "outputs": [ { "data": { "text/plain": [ "(12, 360, 720)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first dimension here is 'month' then, the second is 'latitude' and the third 'longitude'.\n", "\n", "If we wanted to know the mean albedo for each month then then, we would want to apply `mean` over axis 1 and 2:\n", "\n", "In numpy, this is done by specifying `axis` in the function:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:54.299426Z", "start_time": "2017-10-24T19:12:54.292758Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12,)\n" ] } ], "source": [ "month_mean = data.mean(axis=(1,2))\n", "print month_mean.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thats the correct shape, but if we look at the values:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:56.250691Z", "start_time": "2017-10-24T19:12:56.244941Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ nan nan nan nan nan nan nan nan nan nan nan nan]\n" ] } ], "source": [ "print month_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we see that we get `nan` ... \n", "\n", "That's hardly surprising, as this is the same issue we had earlier with just calling `sum` or `mean` over the whole array." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than end this section with a negative result, lets consider an array without `nan`.\n", "\n", "We have previously generated the array `valid`, which is a logical array, but we could e.g. convert this to `float`:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:12:58.193003Z", "start_time": "2017-10-24T19:12:58.144715Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 94781. 94642. 92534. 92549. 92584. 92587. 92576. 92540. 92546.\n", " 94785. 94790. 94791.]\n", "[ 0.48161682 0.48146692 0.47911435 0.47913162 0.47917188 0.47917533\n", " 0.47916268 0.47912126 0.47912816 0.48162113 0.4816265 0.48162758]\n", "[ 0.36566744 0.36513117 0.35699846 0.35705633 0.35719136 0.35720293\n", " 0.35716049 0.3570216 0.35704475 0.36568287 0.36570216 0.36570602]\n" ] } ], "source": [ "gdata = (valid).astype(float)\n", "print gdata.sum(axis=(1,2))\n", "print gdata.std(axis=(1,2)) \n", "print gdata.mean(axis=(1,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many useful functions in `numpy` for manipulating array data, from basic arithmetic through to these function here for some basic stats.\n", "\n", "They are all very easy to use and make for clear code, *but* if you have masks in your dataset (as we often do with geospatial data), you need to think carefully about how you want to process in the presence of masks.\n", "\n", "It is often a good idea when you have masks to use a masked array." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E3.3 Exercise: 3D Masked Array" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "**Taking the code above as a starting point, generate a masked array of the GlobAlbedo dataset for the year 2009.**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.4 Average Albedo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you run the exercise above, `data` should now be a masked array.\n", "\n", "If you haven't (e.g. when going through this in the class), you can run a function in the file [`python/masked.py`](files/python/masked.py) to do this now: " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:14:47.591299Z", "start_time": "2017-10-24T19:14:47.459140Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "(12, 360, 720)\n", "3\n" ] } ], "source": [ "\n", "import sys\n", "# look in the local python (code) directory\n", "sys.path.insert(0,'python')\n", "from masked import masked\n", "\n", "import numpy as np\n", "import numpy.ma as ma\n", "import gdal\n", "\n", "\n", "def masked(months=range(1, 13), years=[2009], folder=\"data/\", layer=\"BHR_VIS\"):\n", " \"\"\"Read globalbedo data when given month and year.\n", " Parameters\n", " ------------\n", " month: int\n", " The month from 1 to 12.\n", " year: int\n", " The year, currently only 2009 and 2010 available, but can download more.\n", " folder: str\n", " The folder where the GA data are stored.\n", " layer: str\n", " The data layer\n", "\n", " Returns\n", " ---------\n", " A 2D array\"\"\"\n", " data = []\n", " file_template = 'NETCDF:\"{:s}\":{:s}' # Template for the Netcdf path\n", " # the actual filename\n", " fname_template = '{:s}/GlobAlbedo.merge.albedo.05.{:d}{:02d}.nc'\n", " for year in years:\n", " for month in months:\n", " fname = fname_template.format(folder, year, month)\n", " netcdf_fname = file_template.format(fname, layer)\n", " g = gdal.Open(netcdf_fname)\n", " if g is None:\n", " raise IOError(\"Problem with reading file {}\".format(fname))\n", " the_data = g.ReadAsArray()\n", " masked_data = np.ma.array(the_data,mask=np.isnan(the_data))\n", " data.append(masked_data)\n", " output_data = np.ma.array(data)\n", " return output_data\n", "\n", "data = masked(layer='BHR_SW')\n", "\n", "print type(data)\n", "print data.shape\n", "print data.ndim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have the albedo dataset for one year stacked in a 3-D masked array array (assuming you sucessfully completed exercise E3.3 or ran the code above), we can do some interesting things with it with numpy (without the `nan` hassles above):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4.1 Annual Mean and Standard Deviation" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:14:52.622186Z", "start_time": "2017-10-24T19:14:52.579453Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n", "(360, 720)\n" ] } ], "source": [ "# calculate the mean albedo over the year\n", "# The axis=0 option tells numpy which\n", "# dimension to apply the function mean() over\n", "mean_albedo = data.mean(axis=0)\n", "\n", "# just confirm this is the ndim and shape we expect ...\n", "print mean_albedo.ndim\n", "print mean_albedo.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:14:54.732093Z", "start_time": "2017-10-24T19:14:54.274110Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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U6fn/MmrgPpQ5Xf5Me4JMcN9zX8DmL762M6EPbUQGlXGa1sokldNdymOmaP4m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\nPvs2BncdJVoc5Me4G0aI94uyQa8qkhzpMGgrXN/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5ecs2I+SqwJUNSdmTZNrp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r4yutgi2LeYINKxFbrYFH1VPGqqS+Lz42V1kkREocJxZWPRYZp4mYhcT8CBneJk/Nw77zjpV/rM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\nm25vFIAEJLR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# do a plot\n", "\n", "# change the figure size\n", "plt.figure(figsize=(10,4))\n", "\n", "plt.title('SW BHR mean albedo for %d'%(year))\n", "# use nearest neighbour interpolation\n", "plt.imshow(mean_albedo,interpolation='none',\\\n", " cmap=plt.get_cmap('Spectral'),vmin=0.0,vmax=1.0)\n", "\n", "# show a colour bar \n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:14:57.205204Z", "start_time": "2017-10-24T19:14:56.676363Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GBDlL3/tORFY+jUqQUNzwEFNLDqMajdKdmc+O+jaWdB740eNTFfujt7PjJc9A\nMMypu+k/G/KWNeUspy1460Fty33jFzKQ82naJgs73s222teJLERW2hbFbCsWyBMBlMDkMeK5tPOA\nYolsE8Alb7MhyrSYdftO19kZBCQaAoJgWhYNITBKZIVqZChlHh67tTd+P/JNsp6ysufRZaOdDhrv\nyrx2p8931L+J1YRElYUdf3oBqU+EwDjunV/ep7K3nH96GuT5VKeZGDoC50etxYZmYmkmHr5Rxppb\nkBXLmGhUCFcsZWDqMkZMmYH8ebutT3dcQKNvHrE2id94FkV7zU7iYDTcSjVKUB1tf7a9I2YesK48\nyaGlXgASGxFrSGxDAuPyG+jExZApoPlOJFckLvXh6y8AQX92CSyZjyw7AbP+buI7L4JEMccuY+zw\n5ajaPbb78XDyHVeyrfZ1vBMORcxaFuwYYsM9hXZwZ9hQYlwQZhwaPF+pTfo0pjwyeedeSWLFGG1b\nPiQweHMKxGtd8Fyj4m4dMW7qaZC1JLHnspfWXOxFZ5dHV5+lZ36T3PIOSJT68U8nMDka4XaiRQuJ\nogkiC3n/bJZ0HpCvI2WaJQso+F10+D3EOWX15CayymMWF7ds/zZZTznpEczytw99i6cN7jL9+rZP\nMHH8Me7az/koii8e22oX0Eym3RrOAukJNBMh6ymeBCiWRCOstvK7aIJvWlOEW58b8VCk1UGDVQiM\nYBVCG7brq8dKOfQZyEdkjEfeF3qyAbFVVk9+g2LgRIonGawmNBJLNTIc3buziLB//Cd6Fs6hmQjr\nKxeQqBsUTTR9ju3bcyzH7ix0zSQm52WAiB31b/7JxIQ8UahA7O8hYc8TTGrBeBJx3/iFeK1YiFps\nsOpGGNM3LrjRSNyaOukbpeBb5uQ7qSdlajFMRR69uZjA+DSTmEUywJAZJ7Ix9dhwWNc728ebaP43\n90/UCYwypxCR8/JEtk4tFpau28z9ixdTyiTEVlg8NMb9vf3tkYqGVxP7Hn6iJJ4hsk2q0SiWhIzJ\n00xq5P1OYhsSa4iq4olPOQpZevu9LkHX2OQ+BQk+VrbVvo4vWfr9uTT/7atMrW0wuilHo+a+v2xO\nMf5MMOd0fgrPd6/9wGL8Vu6KWcGbUcO4wM/IkMTSnjprEyFqGOLWbJLphF4nvSxBCgGZFb2YU05g\nQ3cB32j7N0qnDh54pl2DvmQYblSox2avneCecKLABUgGRqjFtEf/dw5/ixPjBjLvr1hTvoDAuCDK\nQ6YsWzoRaC2+AAAgAElEQVTdtddMhIKvTFsURARfMm2LhIigqoi00tTbGE+k5RqZdn/a9ufTJLqz\n1SNjCm03ynTMhicBQEu0xEhLlBjxSDRuW0Fm9w1KgieZtvsFINaQYtBL0esmwbaETUwzmWJrrUpg\ndKfnzZ4Yqn+bRhK2A1UF0z5Hd/5KOfQYyAuByZHY6IANUB4PB9uC0bFghR7111/dp7K3/92Lnpou\nkuNOPER/dtPfMd40FIOExcV3U4kupTN41QE53vbahQQm+4h5Ip4MrClfQGyFroxQiWZu0vvGL8Sq\nG+WUMglbpwLyvqXgt+IHjOKJEyHl0GtFkScERjECE02PhcX4EYO4ttUuoBbTLutGP+5BmPMMg/ml\nGDmtXV6jn0Gj7LJM5UvYTI6h+hqMuDwYXaYbooZLIJEv0bB1cpOjEIfEA4fgS4A+eKvLyAnIMSej\nO9ZRX3IEHcEr9sv3WI0uc2LHTlH0umHoIewvb2XTxaOE9Z0TdPmBSwueyQiZgsXzFD9nyeadyJie\nujqdK6M55RFHLqhzegrrVGUmN0dH0eOQoxvkeiD/quORE07FXv6/mNe8maHmBnoy8wnKo9T++Xt0\nfP7xZbBM2TON5Coi2yC2YbsDz/udj/r5UouvQDCEttZ2M9TjCgBTsWVRxyJq8SSxhtTiOj3ZPibD\nUQLjY/DIeC5dvapiSfDER3DKdVpQTMdYTOObDLEN29uBtshwFguLwSOoVZyb0lpIQnecehlZdDyx\n0baA8CXTDvLMmBxUhmBqjGTOciLbJKeB+6yjFzIFmrbWPpbBAAI7HnD3ds9CCHKQKUAckngGD0OC\nxQsbIAbJuqmzO+rfJGs62q7W0NYJTK59br5kCEyu3c7p7wRof9fTrqFpERQmdSwJkY2ZX1i+0/Pp\niaAWX0FHcHCzZXYsPFyPfN++CYw7P/nCp6aLxJMM1chdTBNNn8VF9ru4GG9ejCcBsYatG1PbU9Km\nZ2EM5g98EOK+YNUJhKkXX86Jv/1x+/MFHZ2MNCaZijzKoUcxsAzkncVAUSbDBlHLulHKJNRbVpDx\npodVF+i5uerzs+JpvM1e365Xd1zAvDk7i46N1a9TDg0bqxnynjLWXMfKnpntNepEGYuRgETLaDhJ\nxrism/WkTNNOIeJGZl5UJzBZxosBGVOiID7Uy8jAIuhfgN5/L40v/BfZM44mv/EBxhc6/2xkm48r\neKsYvBKAoPx96DbQPR/zoucTfvMykljaoiGxChEY62Z6SMOQGCWOhLhhnDUj40SGGDejJFOw6JRb\nhMzzFLUuB0cUucRflXLC0Lo8Sw8DfI/aJ76MBIb8M+/CDPZTjcfIFjvInjTnMZ8fPPKKsU8GJt71\nIjL9PrkXrYDBPhoX3UI0kVD64gdgaoyxj36fvm8dHGGV887C8FOq0Vi7E4tsk/HmxSQa7/M1lmiE\nwXXSimIkg/iGRCMCkxDaOl2ZQSbC7Qzk5lOLJyj6XVgSDF67o1QsiY0oZLoIk3q7XgBF2h3r9DFF\nhA6/B6lXXIc+NQZe7F6Xh9xU8VwJmlW0PoX0zoNsESnNJTHgid8WFtTGMeObyaiFeStdGnIvg1l9\nO1lr0fIUsmA+OrwJyWXJAmotNJowdyk6sRXCCOlfAAVnuTAoghM+xBFeWHMipdiPytVMapmMyeMZ\nn5wp4klAPS7jiU8kzbaVwoi3k5CajWCwJCTWiQvBkPHyLueO8Riqr+Oese+S95SFxRl3UC12As4T\nZUVlij8Wi486XmRfsDd+hPJJR+73eveJNA/GnjkQLpJ6fKW7mdUiYtoPBWfGi1p/8U77CIIy3elE\nbR+nEY/A5Mh5RUJbd6Y7tTRtjd7sG/fYDp24GOl+A+tfdhaLr/gQ5XC4Zab0yXodLfWeJe+fzVT0\nIzwTkPPOoh5fSS5WJPeyh9VZi69odcCN9ggosg18k6EWTyKYlrkzap2XITDZdqet6kyjk6EymO+g\nOzMXkReg49+HYj8TdoxmUmuPkNyoLaQr00exXN1p0S2tXEI56/zEWa+DZjJFJRoh0RkXQNZz0e6d\nQT+1eIJu0+seksYQff8y6n8YJw6FnrPdSqvx79e7zKRPm4eceirN3sF2EqFHi1YvhcoQ9S9fCee/\nh/zYMDTKPPi2X+JnLds3zZSdjreYXuRsdhrx6eyd0xk/p5NtATTq2k6sBVCvWwJf6OoVDnv/IGu+\nugO1QiZvGdvuFlNb+pwYKfhk3/jcP4m8F7tj9UvOZvnF56L33ePWoxGDVkcQY7CLj3czkOoVyBVh\ncrtbOC9TgOoIeu99VH90P53/+BrqX/wRhX95YlaKnb7vAHzJYO684RHTaid6XTuQ0uC1LQGJRgiG\nYtDbdglOi4nINtodZtbrINYmgiHnFQE3kgcXU+GJmxlhxMOLYxhei1YnkXzeWRQ6et0FOLYRrblZ\nXNK32H23Xgb8DBaLUdA1t0OtDuUp6O9GSj1oreJy2fs+bB1CDl2K1qfAWuyd9yNZH/E9KHVAI0Sr\ndSSXIRmuEm8oExzeg+kquP2NuBWRSx1Id5/73SvjbqXlYhcMLCPyBM8EbjVkPwfb7nPrFQHaqCL5\nEloZRzp7XC6dTMFZYcS466RRduc1nbCm2O/KZYtgDGFrsAgQJjWklYK3kVTdddcSJe34lN1kN96V\n2F5LM5lCUTrKZXduk9uRRcdTtuPkvRK+yTDW3PIwcXrQXSSLDtejPrCPLpKPHXwLxpNEYByuP7j+\no/vsr3sk7LrPIEtOhnrZXcRRwyl8cJ1ZHLoepGs+1jPE1l2cRjyMArM6UwDCKbd/bcLtC67eehly\nRRp5Z+7MeHlMZcTdFLkSlLdD5yChR1uZh0mdjJd3088SC9WRVu7pGHoXA1BPKm1z4fQoK2PyeFHo\n6g5yVKJRp/Jb89xFDHmvRDkaIrJNEo3aD6npB5wTB/X2Ay2yDYx4rC03WFrK0pOZR2SbBBIQaUQ9\nKe9ktg2TOr7JOLOkzkyhayRVVC39/tx2ZkB7598hK44DMcSFzvbDuOCf46a4mixs/gN24dHU4zId\nUmyNsAIY2wCNKvgZdGIYNu8gWTuMt3IB8qwzadqpxywymv9xLpk3nuEeVKW56Ma7uOv1t1DsgtEh\n21qMa2YUEPjSTjE+Ow35tPAAiFrJs6ZnpPQPGnrmh6y+y6e336OjJ6Y66h6MC46sOQF1zmLkuS9A\nuv90p6A2/+NcgiVdhKvHyBy3wH1BC+eA7yGHPxMVQeIIdjzo1qaxMXrbTVCtYesRpqdIvG4Ub04H\nMtjrOrNaA8II5g/C8qc7QVKfQMtD+5zFchrd9AWYs8Ldt11zd0qIVY+vJNGIjqkG2BjpfQuqNzAR\nbnNTQnNvdq6/aREUh+C7qclEdXf/i+cWHvP99uBl2v1S8LtabpgGIgZV6zopzRF6tDu6jMkBAtVh\n94zJdrrnjZdx7o1mFfLdsO0+NAphZAKqNejuBGvRjduRI5YiXd0zz7hp4hAdGXKvw8il9Z9+XSpC\nuereL1/sXldr7n2p6MrWGsSbJhBP3Gq0vTnECBpbNEogbMVnRJZkvE7mqDnu97eK9PfB3CPQzX+A\nchVZfrz7LstDYAy6di3JfVvwBjsgEzirSC7r4rEGe2ForNXOjrYwopCHzdudz9Zat9pyo4luGgZP\nkJXLnNjJZd2KzT0LnUhJ3G8Y512ej+nfKOt1YMQjP7rDXZ9TY63ft+H+dw5Cvgs0oWHrbXdYxnN5\nRzyMe377OfSBO5Hlx7jfwLh73WQPbjKr4uIVeuxH/nPvBYFbP/jip6aLBE0oBpYbtn6XgVz0sGjl\nvTHS+B6FRYcjyRS5XNFdYM3qLHOi7x4WtQmoTWAK3WTiEK1NIH4GjUOkoxcpdLsySehGCOUp6O5E\nSoOtBSoy0L8EiyWLOJFSr5IUe53PMWq444xvJpMpuPc2Jtu7GKxxD4/qiBMpcQOt1WFsG5LvIB/k\noNBNWOhwAsEYEhvhtYbMTVtDRGgmU2Q9l/BJgJHGBjwTIMiMr3Q6WEst4KLNrSZ4xifj5ekMXsVJ\nA1CJLqWRTGE1Ro2SiWICm6WZ9ZkMd7hoew3JiBNHgcm1H6qhrTv5JMZZPsS4h1TDfe+xDaknZXxx\nI5aMdwaN5Cpyiz6IB/jmKibjMbrCHOS7CLsHyTS7QS3SKMPKI/BKHej6bfCLH5F9zktpWZEfNf7i\nkrsGskUSz9D88vUMLA7o7I0Y3p6lUbckCXitlU9NYVZ68elF0MzOS7XPzqkRNixR6CFGWXy4pXdh\nE39pF/2bK1S3C52vPpLoeacjtSrS+ZrHdhJPAur/eBbZ4wchlyVzeL8bGff3QN8S6Oh1QnVy1Fkn\nalMIW8Hz0dEKthZhKyF2rIE2EuKNZVg3SXBoN9GaCaTg41dryJylrqPtXYx0zUeHvwX5ElJ8uMtU\nt33VdQhioDaBDLwdWfRBdOoyiBrt3C3TlshGUkEwNIqdKJZsyyKR90tYTYjttVijBH4HTTtF1u8A\n1K0oHGSRsA5Rg3ouIEeAEb9t8WwPCrwzCOzPXIcjhko0Cn6GTBLTEDeattPxBNMDl2wnjKx3g46O\nXvcMqpfRZtN1uOA61okyZAKktwRhhDZriOe3ByBaHoKtQxAnUCqia7YiWQ9bj7BjDUzXFKa/E3yP\n5OZVmK4sksu4Tr7RbIsLbSZIMeN+s5o7vteVRa2ijRhbDSG0blsu60RKb5cTE5Uht5jd9PMvCdHy\nuDuPsTLe/JITG9U64hvIZZxw2rgNBnuR/kG3T6nYWu5YYMkCxBi0XHUxW76PLJ3n2hzHSE83DC5H\n192NhDXnmhnaBLksvjH42aJ7vtbL0J0HAX3oQShudu3KZZG5i11/oRZqLi4sV+jGiNcWGZ4FvedX\nyNx50NGLHH0KhDV02/3OctPZfyBvv91izBNvJNgdTxILxgq97JcfaUcQzw5yerRZ5UYa36OR1PHF\nI+u5COpEI2Lrbub+7MIZi4Zad9HZGA0b7saEmXW8rYWtwxBGxOtGnYoGN/oqdcDiuU6Jl6dgbNJd\nrHP73Wiupxe954/ge7C4dTM0whnVbq3br5Bz+wA0mkipCH6OeN5hgPPBJjZqB6d5xifvlWYCocI6\nmsm7UaMY8Py266eelMmYAo2kslNw13ReC99k2tHagck6s6xpLSfq+S5Ya3p50LDmHiDZohuRtDps\nMgU3shte67Z3DkKQwwaZll9ZH5ZWWe11MLGVuHvOzvk09AY3UgzybnQ3vhkdnyD6xSpWXxbT2Rcz\neKIh984zYO6RiDx/n64J3fjvrq1iIGqgE2OwcRtD31/HA3d6hE07s4aJoW3NsImzbNhEd7JkzE5D\nPlV101EH5/kc8YsPPGEppA8ktx53FpPjCcc8QygNhuSO6cM7cRkAsnCR6xSbNfR3d5KsH2mrsmiN\ne1B784poJcR0Z9FG4kbCnqCVCG3EBMu7MV05bCXEWzbgRrRGXGfa0w3FfqKuAQIrENaQjle22xbZ\na/Ct8OBLvsLh1/+Y0cZF9I5XXOp1LwBN3P1eL7uYgUKJRlJ16+a0rHOzLXauTud67NCcM9P7rWDI\nzkHIFLCeabtQnZXOuV7z/tkkep0Lhkxidz+0Oq0E60a/tmW5nL6fGlV0fIezHlRryMoj3IlZi27d\nAt0l17ZSn+vMymXXKYOzGmSzaKU64w4p5GBsEq24Ebk2YkxfB7ZSx465zyQwmK4ckg+It5QxnRm0\nkSCBQXI+drKBtua5JsN1sIpGbuXf4MhemnfuwBQCsi9c4Z5vmcD9VktXugHHHTc7a5TvuWyc5Sk0\njBDfQ1vPWOnuRCcqSG8JOfkUdOP9UKsjc+eg9z7gLBrbR9z/YgEpdjoR9cAD7hwbIbp91F0z86ZX\nUMIJnTBqxyXI4oXoWMtKkWtZoyYqrly56gaQfutZFjXctWx8KA26wVJlyG3zfMh3Ext1Aeooour6\nERu3LOQ+puMVBzeT5yEr9IS/2bc8GDf+9Z9YHgwRWQ9UgASIVfVkEekFfggsAdYDr1HV8b3URN7L\nUvC7yHgFmskU9biMJWHz1NcJjE89dtnmjMBw3ee588/bqYbfj3yT+R1uHnU59OjLJfxxvMnCokuB\n25/rcqPphjM/6gO/gY3baP5mE8HhPYgxmFNPcqOCjj7iq39NMlJDsn77BrMTTSbWQK5zkvziLJlq\njeZvtpJ78WHYLePEmytknp1zyyT7HjpZQ6ME7/gTnV96Xq+zYkQNdM0G7GgZXT+C3r0R/7jF0N+N\nbtwGc/vxx7eBGL7f/13OG32be0guOIamncKrjhEXe5zVImoQ+x5BEpFkcsStqG9BKPjdqFp8yeCb\nrDPRGqfIAcS6DICe8VFrUbEYXJlABI8AaiNo1xzE+FB3IyvCGsw/CuKmu/HqZXdDGr9tajTNGmHg\nk/Ve+vBf27wQeiEA7K8+hPzF82dGPMZnKh7Hy+cxhSPwF2XIHPMcjvqgofGpfydYXELvfwB7zc0k\n418hOHbBTmutPBLhj24hePoyN9KKE/fgixOmxv1WrouZeIrplOLZrKFSTqjXE2ziMnBmssJhRwUs\nPMU9uMsblPqkzyHvXYA58+t7vsQfAd38Jextv9/tegp21fnY3z3Ilv8d55DLf/Ko699f9A0ajjql\ngedD5qg+vJULWybuEN2+DXv3zSQjdZIdU0ghwI43mJ6KJFmPxh8nSWIhW6wjBR+vN49ay8RDlu4V\nAZoo4R9H0WZM9OAYwYpeTGcG6SmipSJSHSFIYrT/EGTHZrRwA7GG+OVR/MoQZAqsuPgsNLyantt+\nR7JuCLxb0EaCN79EsqOCd8whEEYYYyjECYxNkil1uHiC2eqxv4dMHCPdJSjNdZbQZhW11o3M4wYm\nV8Kohdo2/O55TqBUh1FzGSYJ2/EQGGfhkKkxvPHNMLjcCY/aBHr/KiekfA/Wb0XDCCJLdMkv8Bd2\nzsRCjJXBCNpbdeXjGPEL6ETZdZRLFri4ipGJndwO0hrESCaAUhEDmDh2nWyrg2b9FryBgrMklAy2\n3CDeXCHeVoVEXTtyHlpzgwzpDEh21NysqKXL0HrZHW/zDicqe7dDodsNmNZuRmsNpJAjWjuGyXl4\ni3shjJFu566V3hIU8uj2Ne43KOSdGCh1OJFg1bnPCnl0YsJZL+b2t38z6e7EG5t0++ayToxs3oGO\nTLi6jUHvus9ZSOYPQCNESiXIZV3gai6LBBmXy2dyFCl0uN+no9e5zPOdSL6L6aRliraMqILEIaGx\nZCI3W4ZscWaK2UHmyWzB2B8ukuer6sis958ArlfVfxWRT7Te/82eKkg0xjMB5WiYOf6hRLZB1usg\ntHU8z1kgOoM8pYyhGlUp+Jar5p3Oic8Rtn3l1czviJlbUHwpIJ6hq1igEk1wRE8GVb89PatQqbgL\nqDIEuQx2pEL25SegD2zEnP4S6JqHDK1Gf/d7tBahjQRTCEjGGuAJwdJuBo/0iDeUqa1vYCe3IIGB\nXBazqI/Moj7suiGXUrpchcBgBrrQO253F3tmC/T3uBulPIXpzBNPNF1535vxh27c5h4gvs9Lp97A\ndzq+zVuST2IqO8gMr0et4mcK7sKeGkPzBaa8GM82W4GtbrpbIFkMhoxXaCXjiVvT49zMmVhDZ9VI\nwraLxTdu7r0LOjPYrkHiVqS2V+xz0fP5EtQnaWQ8ctYQZd3IQFEyjRA8nyEdZo639zwDcuIzZwK7\nWn7zDmlNV9GkFZSWZSLcRvd7z0LHh+H+dZiuLObQufuU1jn7gUupn382O+5wC5flOhMKXTGV8Txh\nM94pjbgfuLiKsJnQbFoaNUvS2tZRNEyVheyZx9D88d30nJCh/8PvwTzKLKXxRW/CPOMo7O33ET00\nwY7vnsXifzwOhsaQk5/mvg9AFizHW/F0Fp36h0dV//6mb1GD4tmHtTqBnPONhxHJqo14A0WSkTp2\nsolapb4pxM8Ifg7iUIgqkO1Qgm6v5c83SM6DxND7dI/g2AVE924lWN4NgOkuYM52625MfeTF5OMY\nW2sivSV04kZ3n9zzR/xjjkS3bXOxHdvGnJiY14VO1rC1yLlgjBCtGccUM3h9w9hyg2RHDcl5SCHA\nK7kF/RrX3E/2hDnI3D6Sm1bhLZ8DC5ehQxucy6FUdOc9sdVZMSa3O0FtY2TLKnTcBSxLseBiJ3Kt\nEW8SIp6Pbl3tOuAN9zjrZqHkRtBAfMM9bhTe62Ip/IWdEFlsJcT0drkO1iq6ejPmlBNQY9DN210H\n3F1C713tfqSWFQG/5UcsFd1zxhgnAgo597rWcG0oFuDow2ZiMjZuQwoBkvPw5hSQwHP3WGcGO9Ek\n2TEFoUVD6zr5OHQWhkyAHL4MXb3eiYA4dO1YvhiTCdC1mwiWuN/WjlcxA11OKDWaLZdqc+ZC8z33\nflpc+F47LmTakoFVd17WusFCxgXnsn3ElY0T5MQjnes7bMD6re7ct48gC+eiQ8MzFuRiAW02kc5B\nZJ5rI81a200ihR5IIvB8Yo3aOUA8O5PsLM53tCzultjOOpeDhKBPaoHxuFwkLQvGybMFhog8ADxP\nVbeJyDzgl6p6+J7qWXn8Er3vrvU7fVaNLnOmTMlQjiaxKrtNozzauAhFSTSiHFryvsUXj46gG1Wl\nuOoP7kLcuI3owWGCEw9Bh8aQTICG7mGUbK1SH1WSyDC6OcuK9/Wy5mujdPTE9B7pgp2CFx/XvvjD\nn/3BBRkFHsHTlyKHLHZKeHSbG02UOpxg8H13gbfNc+XWSCRp/cXOV9qRhd4Sdu12zLHLSO58CG9O\nJ1jl/2fvvcMku+o77885N1YOXR2np6dnerJGWRrlhCRGYSQRDdjGYJawa/tZh3W21xtwtsHh4d1d\ng82L8WtMRggQCFkJIYTSSBpN0OSZnp6O1V053XTeP051tWRAjIQQCO95Hj3qnrp17+2qe8/9ne/v\nG6JaC5lLIrZtQk1N68ls23ZwkpTDYq9dYgirx0pfJnoKIXptkO73s/L9ddUmvdcQvTRGTRa1sH1N\nloqEVtYY0tIaemHjKY92WCNh5pDHdiHWXqAn3y5sqOanvyPcrBPeiV0r68nOTa9AjEuTmiW+3Mro\n1PWN3u1Te30j2NMHoX8dGDZq1/3Ii/70hS6r7xjhZ96JvOlWKE+jdu3mvl+ZwvdXItSBXjvE9xW1\naki+z2RwxGJwXZv+f7zrRR3ve432n9yGffUmogOnkP1JGF9F+MizGJdswfvSE9g3noPIZmFos4bo\ny9OopaVXPASt9V9vpj4ZkL9xCLGqAPkMIpNFnZyic6fu4Uc1T7c8IkW7GOHmBCJlE/uDLwHQ+cs3\nUNvb0MFy40k6RxuYtkY2gkaIPRJHRQr8CGsii1zdR/VT+4ltTDH/7TbxdED2xhGMN3+M1v+8hWip\nTRQoqvM2ybxPbFuWpYdr5C5IEE7XOfG4i5SKVMEnu1ZROir1sWMR7pYMQZfvQajAEIT1AOlIYq87\nEzE2jPJ8vC88gr0hj7e3iH32EOLC84geegSxfnUPKRDrJzQSGQYIy9XIpxNHLRYRgyPdNL04qjyN\nSBZQSzMrVeysbiN1HjiM6MYYm8NJZC5GON+g9eQCyR3jhPMNjeT060IjXNDIglGI4U9WkXELYyBB\nuNjEyLl6jgtCvANFjFwMoxDTD9FyXbd0pUBVG6hOoPN0Rgd6D2WyKag38ffO4R2vIh2JcAyMfEzH\nLIcKmXfxDy5hDCcx8i5y46h+//Jcl4zrv7He0sTPINDntFTRx2h73bnQ1vPocks67up5stnSxcsy\n0thsa+RheeFlWxotyaa0VHZ8HDU1pfdvW3q/5RrRUpdrAroYBsRg/wqnpVuIiWXYMjMCsTSh1SVx\nes0u0p1G2ZrMv8xp01LZFQVij7hrxCh1TjGS+I+vaBsiPb5Bbf/90wuDu+c9r7I0VSHEMaCExpD+\nTin1YSFEWSmVfc42JaVU7ru8973AewHGxsbOP3HixPc8zqEdt7Dhri/R/I0dxP/i9Cf55u/eqFcm\nAznaX92POZrCvGKLfngPZ5j92HH6X5Om/cwisYuG9HlZBiLlUvzkCZKrQDUDYm8+m7n/tY/MaIS1\nPot540WoU7O9m8R7YpLa3haJAXBfdyZ4Pt5Dx5BZh3CpjYxbmsR24QTirMv0g7M0pclPyyuMYonw\n8DzGBethep5wuopRiCHO24oqlvQ2kdI3YLd3yPwSYmRAP5QTeSp21Csglr/XZSWJIU1M4WBKuyvB\ninRBEra62nzVU4ksK1mcyCQyTYLIoxM2ehJfS7o0glJX0SKJmxmWOgukrQy2EespWDphoytNrZC2\n3wys+JGkrL4eX0F5d+rPpF5EdUmvGmpI9yZmEY8RfO0xjK2jdC65mph5y2lfB88dqn0H0Ve+gBjp\nZ8+vH2Bu2sM0V4quTkdhGLrAkFKQ79Mg3/Ynv/SSjvdCY/otN1K4IonyI6zNA5rkNrIK9eguZj9x\nir5LE9z3gQY3TL6y8s1jO3dixyOG3z5K++GTOGcNIM5eT/TIs2BLWt+aIfQERle6G3oCIbVtevp/\n/SsAtV+6jlbFJPAESgmEUCT7fAJPEvoCJxFqbuJQnPZkC3dtHBG3CGfqiLiFORjHuHgT/r179eoZ\nkHmXTteq3e9IYqkQa3OeI5/pUF4KicW1F4kb1wWGkwhZOuUwvKFFZc6iVTMYWNdGLn/fhkDGLWrH\nQ9KbbMr7PdJrui5zUr8msw7mpkEo5Kh/5GHs1QnsbYP6/jMNxMgAqt5EZPMa1QgD3R4pT+trODOk\n/y3wUOU5mF9ETRcJ5xoEJ6rI/hiqEdA65ZG9ZYz2N08StkKMmKH/nzSReRejEAc/RDgm3sElHTJi\nSVTd159xBM6w0+W5BJhr0pr3knEJprpKEkuiOgFGLkZU9zAKMWTS1sXAsspkcoZooY4/WSUqtmiU\nzB4lzUmEmAmBfUYBY8Mw3jcP68JodZ+Wus6W9We6ZbxHSH0eGtFFbTCNHrkS0IVEs6WPP72gi5R2\nRyzavhEAACAASURBVKO9A3ldYCwrYsZHdJHn2s+3103Gu0TSilaegE5ejiKEHe8e117hWqhIt3OW\nlYFeU/+cLGjejJAEytekeb+7CIqinnEgzTIt1+rNi8vk+VdapppZu0Fd8t//6rS2veudt7y6OBjA\nZUqpaSHEAHC3EOLZ032jUurDwIdB+2C80LYb7tKTe+v9P0uz/fGexPS7GWMtxwDPtf6BgT/6TajN\ngZBYB2cxb70GNXkM86Yrie5/mKGfG+Poh6YZOddCjg/qi3PjGpCS/r++BNp1OkPj8M17GPqbN6JO\nHqP9yccR9z6BXN2Hv/sURiFGONcknokIGjD3ob1EodCrq7yLc+EonW+fRPgh3n37sdseYuuZmiUv\nTb3Sl1VorxDc/MOLWONZVMvXF/VsUVf4I/0AhE8f0yuWbApVrSPyLnhN4vFBrbtHaS2+EDotUS37\nVMR78teIkE7Y6MlWhZAkrT46YQNT6Bs/NCRh5OkWiTB0y0qYeFHreeTbZvBFMnaWNCkCqf03YsZt\nmEI/GBPWSn0ZN7PYlSLE69BV2An7Jhr+F4g7ye6X2CWbtquIwirU/ElUu4N52zUgTdphjdhLvHJ9\nyyJ4bAYRL+K4+kETBLqYiKKVpFMAxxEMrY0Y/b1zXtrBvs8Y+dRK4dD+89dhjTVhtsgDvz7NNYf0\nazf88g/l0N9zHLj2VgprPJJnpmjdfZTY9etgfITo8QM0H52j0zCwY4Jq0cZNdNEuSxuPuWf3E33x\n3bQfOUWjZJLIBagIakUbaSoCT3ZBKUlyXHM1wmILaSrCuSbW+izWRI6o7hHVfKJ79xLVPIJqQH3R\nImf5mAm9mm5WJKVpG//pDolcQBiYpPsD2jWDhdkIaZqaq2wonXyrBNkhT5N4UzaNqYDEqEnteIiQ\nisbRNo2SjeV4GKbCzkiax9vEJwSYBp3bn8RZl8Zcm4FkbOWhuHErwqyvEDZnJ/UCIB5D5DMacg89\nVK1E9O29OjBvpoFz8TBioYU/WcfekMUptQlna4StEL8tkTKkXTOIywAVDwmmahiFGFGpjbAMok6I\nkXUImwHOmjjeyYYuGgbjertyB2EZ+JMVVCOgM9Mhfk6OqOgThqrbDjFRnZDomRMI10DmGkQLdYKZ\nOv5sq1c0JjIhZs6ha6ujW1zlGuaaNDIV0w92z0c1fVpPL5KwDAgVIhMnOFLEXJXSEuUu96nXcppf\n0ihHMg7ZNCIZR80WIR7XBYRr60XU2LBW3CXjK4hJpFbeG4SIVAZVqyC2noF6dr8uTuw4oqvkI6XV\nKT3n0S5HRgcUubqlpaLlLAAwbEyloD6rt12WEKuo19KNBQLbLhCq4EfSHlkeP7EtkuftSIj/DtSB\n9/AiWyQvl9HWVOPvyNh9ACQ76Gp19llUtap7jkKiTk5DuUbtS0dJXrsKefl2Oh+7C+c/3EJQWK0V\nFXd8FnHzm7Sk1EkSfvELECqimod52WbEum2o4/v0xTg5i2p0iJo+xpoCaqGCyCVpffUgUaBwz+xD\nhQrVCbHOGSWaWkRuXbOyYpACkdArdnV4ErVUpfnAFPZEBuEYWG94Daq0oM1sAk/7REyd1FX69LyG\nHbt913CmgnnTlahn9ugbpwvlhoPru8WBJn+2wzqB0q0HiS4IFDorxJRa/bEsvwPohA28qEWoFCOT\n88gt//UFv4fZ5t+TsLI0g0ovrKjifYrUE09QP/9CUgtzPVOdciFPNoxDLNNThSyrSdSxJ3uwL0en\nEJdfi5o+AOu3/0C2wNEX3kVU6TD1+QrPPqUfko4jnhelHotLrvjMhd/R4vlxHQvv2MHcUZdtD37x\nRb+3/Ye3IlwTc00accFW2HMYhvpWvBFcG45P4+1boH2sSbNiEoaix11Z/dk7e/uafsuNPXSiXTPw\nOxInERJLhXQaBk4ixO9I8reuovj5aRJ9IUHXgqBVM3ATIbEtaUqPN+i7MkP7mUX8tqS+ZNFpSCYP\nh5x7TUB8Ioa1MU/trinmj8UoFxVhNyk3Fpf4vsKyBIPjIYWzDOZ3RSRyAaVpm8DTbZPMoE8UCIRU\nuKmQ2UN65TuyqUXgCUrTDoPngr2lDwzB5D8WMWzF6NsH4ZzNK46WdlyvfEtTK9JTFaGqi1rl4Xt6\n8VKuoaoNvN0LOFeuo/ONo4iEiXe8jor0eTQrpraeDwXNkomT0Fb1mQEPK28i4xbKjzBHU6hOgAoV\n0VIboz+Gf7BEq2YQyy+bwglE3NJt1qaPkXN7XBlrQoPMyo+w1uXx9s9DqAhnGl23cY1QmX2uRj0K\nunAJ5hsIx8To1wsrgHC6jnPxCPgRqh0gEhbe/kVk3CKqdOjMefgdSTwXUTxuE0uFpNaZOFeu0xfQ\n8j0+kEdks1riHE9ohKFd15L+dkfPZ1JqQmwQIEY36daqk0Q1yrroq9Z1u7rrhaQCD5Ed6SnsaNeJ\nCmMoFXUXS21sZULQJWtKzZ1BmhqFalf1cwT0+YQBZIbYWzqKJXXibdJy8aM2i23JmX3veUVRguy6\n9ery93/wtLb9ys/e9upBMIQQCUAqpWrdn18L/E/gDuAdwJ92///iZ7yXMGr+ZzGEIIwCDGnqKtOO\ng+UiCnHN6J6d1JKpWpvU27bpCTQ/hvOf3gLVWcQ//xPqRJWZ3QHD4w9DuYq46BqEY9J5YhZ/KcCe\n24U39zCJiwcwrr8EZVuoJw9irM7DSD/yjK2QyFP92FEKV6fx9i5in9lPWGzhPzWFtXmA6JnjyC2r\nEQOjRN94UE/gQwXdI20HOkzrUEXHgf/17bhvv1RL1IolaLbxHzmmYdO+OOLaG1AP3w+2hbnjDIIv\n3geAcd46Dbc3qxin9uGMbtM9RBUSM9M9QyBDmERRiOryMJRSSGkSKh8vamnzLwRxM6OjlU/DDXco\n/m4WWh/rFRcL79iB85F3E+45SePsCdyhCW26tTRJdqkMogpLkzQGyySs1+tCwwax6SbN2Qgi1LxO\ne22MbyD1A2YOyNd/FO8Pb2Xsl9cR/OUxygvQqEfYXQVJox5RKQU89R92cd6jP9ChXpGx76rbGFjH\nSyouAMx1GaJyB2//IlZ7t+6tp5O6351OaNljy0dYBu5YjPZ+j8CXIBWm9fwFSqfR5dlLeimzRjdQ\nzk0FqEiQOitJVOkQeIJmSSINRWzIQEif2Ln9GGetIb3wNNVHSpRnXaSERC7AtCI2ny+YPRRj/Tk2\nquYROyPDKrfMUABHn4xTq4Rk+0EIiKUCOg2DhacinETI7GENmcVSYe9cLSciMSwQloPflqT6fab2\nxjFspd/zhEQ8ucjgBYI1f7Yd/+tP4x1awurs1Qqxq2Ko8izCa2ofimod0VfoGWCpk9MET55ALasy\nknGsTTkYG8Z970YI2jTf/3U6DV2M+W3B/Cn93B1aHVFekHhtBdgkA59GWeDEIuyZIs6gjQojhGsS\nLrSQORdR97QxVidEWRL8kPZ8iGlHmMMmal4XBaoZEExWMUaTdB6fphtiBJbEKsSwgPaxJizq6i+s\nV7GiSJN0LUlwooqRd1Ghwj6rX7d8pmoIywBDYORd7ZMhBa2aSbrfR2ZcUgUPy420ekMKggPzmGes\n0ogGoHbvh43jGtktntKuoKCLB4B4ApZ9NbJFTaq144hEfsV2oFMH4epCZXCtbmmEQY/3Jf1uAWGA\nY9ykzdWWEYouORevqdUksTRq/ij11RNd48EQ4c3Q54aUOgbjqRVzyOE46PX1KzsM4ycQwRBCrAO+\n0P3VBD6hlPojIUQf8GlgDJgE3qyUWnqhfb1cCMZM8++QXd99ISQ5ewTKp1CzxxB9w9C/DvWtOzU0\nd9ZGogef0f3Dkf5eP+/hNz1MpRRw49NvRT27B7HlLH3hSlOzyqXUErxyDVHIoepNWh/9JvgRsV+8\nRkOFzx4nmK7T3l/RDo6/eCGd25/SRcFgHNXQ/bxwoaVhyihCOHp14h8p0ZzTSZ7umF5RRZUO7ms3\nQNxdccLLZ4iOzxGcqKL8CNUJsNZmwDI0MSyf1r3LkX6tpV+u+ofH9E0kJKSHaNNBCNHV9TvY0iVQ\nPl7YxItaWsYqzJctGK7hf4FQBb1WTtLScfBOs0vkWvbYsOO0/+pTxN7/w5NnFn9+B33vv5nWh+7E\n3tyHvOps/Dse5fG/b5MvGGz8hRzGmz/2Qzv+KzXuGNzBrXPfnbt04Npb2fC74ytqgqECNNuocg1v\nbxF/toU9Esdck8bbv4hXDPBaBo2SRjHWf/X53JRjO3ciTcXAeZLS3gAnEWKYisCXmFaElRIIS1I+\nJshOQPyPv4qa/CDND36V2YMOlqtI5n2yN48y9+kZ/I6ksDGkfEwwe8zCjelWB+hLeGHSpjDq9Xge\nukBIUJzrkvAiyPWZtJsR0tBGaas2hISB5i0UxjrInMuBr0sO7W8zstruObEOXupo7tSaHGRTBE9P\nYm4Y6N5XA1rN4DorfADPh3oTVWsjBrPa7OrQlFaJDKXw9s/3vD9UpFg4ZBMGsPZ9Q3R2zdI86SEk\nTB+IYbuKuVMhiaSBGxNEkUZW9n7LIpMzSeVCDFsRzwREgSC1ztScr4UmqhPi1xTOoI2Im4QzDbAk\nRs7VLZGaRxQo2jUDOxZhpSTKj4gCrbISEholE8uJep9rfLWNv9CmvmjhdySmrbBjIYlVkqCsuTWW\nG2ENxfFnm9QWLJpVk3TBp7ZoMnKxoHbIJzmk0VwRN/U9t2W1bgGntXmgWqpqQmoy3lO8kOxyKIIQ\nMTK0gk40Goh0TqMP8bwuCpZtxbt242L4F553farFj2kTtqH/qN2FhaXdZ5HUg0VKnUUW2yZpO2Qg\nlqfuLyGQOEacml/7vsnHrzQHIzexXl39J395Wtve/pZX1qMDfmyMtl64wNhzxW3sfarJW2p3f8dr\nzeCLOr5X+bjGTpqBXsVJYWA/+g2tdT7jEn3B1eZ12wM0utGFw9ThI6hTRfxjZaz1OUp3zpD/g2sJ\n73sKY02BO956gNct3MXt/Tu49f7LEOvPQ33ja5Q/dZDsL16kq+/JGaJTJWQuBmdt1JBoU/sBtG9/\nBhUparOS3AUJOocqTO1NEEWw7uI2c/stErmA2aMO8XREIhuQ3WhApJnbwpKYEwW8J04hsw7+sQqx\nd18Bh3WQhrdnDmEZtA7WdFFiS+xNBfxDSxiDceRon54QgxCRSmo2dVcGS9zVN6np0s71E6kAx0hQ\n9mZ75mRD8ZcvHOifY9dxY/nnkaxwOpazYgxh4poppKf9MIR1A350V8+MS6n7oDaHWjiOnPjtl+2c\nnjuiB/8L3jcPM/WN6Dsenq/G8eDWm8nkTM566HujG8Wf30FySwz77FWIc87G+8RdhAtNmjMRdiwk\nCgSBLwm8btZKxSTV7+M1JdNHTKZP6uukb8BiYEQTPoc3tbXKpNLRhXXe5YEP1Nl2MTQrBqV5wciE\nLkBiQ1qt4B2v0q4ZpDa7lPd0UJGgcHWa4v1VTDsi8CRCKkrTDq2GQhqw8SoPv6wLhqAjKU46WG6E\n35YsLgQkkgaBr8gP0WuHZAZ8wkCQGY1QnRBzIss9f1FnYpONYStWXQKq5mGMJAkXmhiDCazNg6h6\nk6jS0QhBpKg8uEhywsHojyHzMfwDS4TFFpUZk3gmoFkxaZRNJn5hUKsZyjW83bOodkhU9zjxeAzL\njRh/U5LmE0Wc0RjCNZm828e0FEf3R4yOm9ixCK8lSfYFWimcDqgvWZTmDFK5CK9l0GooCqOat5HI\nBXhNSa1ksOE1Ad6Ch9eSuN02VSwVMn/UZXBbQLsYEfqCg7sshlbD0BYPmXF0C6bp03m2ROjp7z85\n4RDVPWZ2m7hJHeqXGfCwhmJExRZIQXnaIpn3aVZMhFSk+gL8tm63GDED5Uc0FvU52mf2Y2xbveLL\n0WwRzSxpKauUK4ZioAu57iJQ9OVQpbJuExdLKxJ/19H/2RbyjD/4ntd7+Ml3IG++GZplwv5xFjt6\nHh1oWSzEnh96Odf6hx4SezrjR1FgvObP/uK0tv38m9/w6mmRvJJj24NfZNv3eC1u3gbA4s/cwNA/\n7+SJsz7MFfv0qleNHtbe9EJCaYrwrvsxrr5AyyPjWdTsQb2TQhbjig/g/bediLhD/l3bkGt/E7lW\nv5xI3siXh2/gdQsrq0Bx/U7y10PzN3Ywf8Bi9K05ZC5GVG2j7nsKYzCllSBbV+Fet57gyALMVrEu\nGMfaWGeNfZSZAy7zByxK8xJpGsSSOiY88AWtUx5SKp1m6Ie6l2ro1V/UiQi/sYeoHSJTNjLjYORj\n2EU9ATrbh0FKrA15TQQtlqFYQTV85KocYuM4qpDT2vd8BjU/iygM4IYCmg1IJUiYOfyoTSqwfuDv\n78Trbu4ZRV2x8OaeHFYKo2djHihPpytGbRzDxhMBdvB1LHPF6TNQHsbC8Z6j6g9jyCs+gHsFrP+d\nH9ohXrGxa/utvXvhhcaBxy0uee9GiCI6H/ky1QMeiVyANCQq0hC3kIoo0IoQ0B4Xbiok228ye0pQ\nKQffgZLsv+Y2BicEnbmA3Lk+F93o065pwuXoJh+vZVA+YpMsB/Stra+oTpoBdixCSkXr6UXy2zNY\nmwfwnpkhWmjRd3Wcp/+uzvBEwPGHHQYnWpw6oNG+eFrfQ1GgSCQN8kMRrZrB4ESD/Q/FOOOqNrvv\nc4jFJbFUCyEFRifAsgRLxYixTRH4uoBo7K3hDhgsfqtBduow7pVrMAZtVLPD0h2zmI5CuCbCMQnn\nGtSPdFCRpHBVCmEZxP2QzJEyncdnkJklrIvWYm3ME1U6RJUOE6NgbR6g9a9HiJ2lidDmlmG4+yiF\n8TbTJ1ymJwOkIVi1VjFz1MD3FcNrbKqLBrVKQKMuKAwoFhd8GnWJ1wnI5Ayy/eB1ImrHQ0rT+rPJ\njXhIU1FbNDVS8rRFdsijNO1QGIB0f4fYa9Z2SZcpqDYI55qEcx6mFVHe76EigWkrAk+QKvhYQzH8\n2RblWYdYKkAIRaOkHyvpwRCZjyFnW4SewBywCWZblKZtYpkA1Qk0x2fZ00JKLR/2/C5J0+o5kxJ3\nEfGYNkmsaC8LYVvaGXRZ5pLXhYlYtYWld7+W/N9/Z1pv9PQfIDaNoWaPIPpWYQiTPds+x7VH7oQY\nDPyb7V9McfGjGELwHW3KH6fxqkAwXupQs/8HLJe7zv0Ur737ctSew3Qem+muSAY0aWjrZtRSkZn/\n8W1WffrO77/T7zPaf6ILHtUOUV0ff9kfw8g4hAstzDVp/MNlnO2riJYaYAiCoxXsC1ej6k3CuQZP\nfaTF+vM7xFbZBIttjJhBZUridySJrE98tY1z3hCNu4/TaRikzknpNsp7biS86yGdGdD0EY5J1PR7\nqy//4BL2ldqCvGepuxw0BfqmNg1NHpVSq11iaZZx0++WB/Fix0LrYz0NuRCil0oZM9Ikrby239Us\nM5Qd6ymGjAhddJTn9euFcUIVYL5Ik6uf1PHoubeQTMteWKaTCJm488un9d6Hz97JBb+QQGZcFr40\nx+xRm+OHO7xu4S52bddpvoXRkOKUwdOPN7jyhhiTh/QKdhm9sB3RQxjvXnsjZ16q8FoGsZT+rpMT\nNkIKokqHZx9wSGY0P2NwW8CeuywGVmvI3U2FRKHAa0pyGyXOzjPBtel8fpfOwACMQozSbr0qryyY\nZAd1sNz49jbW+qyWcj6rOTvKj6hOGximwrAiEhtiPZ5AZVeDyrxFFAgqS4qxrboAElKRyAU0Sho9\nyKzV8QDSNRCOSfPROWYOxEn2BQy9ZRDvqXmcC4YJ53UyqXewhDmWpvRonakDukB3Y5KJqzWaYPfb\nWo0SKmRWe4m0d80TBYK5IzEG1rZoVky+fXeI7UjG1jl4nYjZUz6tVsToGrtHZh3b4iOkYu6oy9y0\nz+i4SWVJsfYsj1bNpDhlsPX1umhbOqBIZH0aZYswECzNGGT6dAG28d0pZNrVIWier1tmno8q1+k8\nOoOzfRj/cKmHlLYbBvlLUtR2VfBaBvmLEwhDEDV9qs+0SY0bYEnM0RQLd5UIQ0G64OOMxgiL2qvH\nHE1hbchrH48Nw1oVks9AEDLzZ0++LPPx8oiO/CkiO4SaPq5l7yPjiP53oZY+jsj/3Pd9/+mOVxrB\nyG+YUDs++Oente0nb33T/22R/DDH/mtuY+LNWisu1wzymRue5s13ntWt1uvIy06vl3U6Y9mkqL6o\nJ5ih7Vo/HhWbyEK8Zz8uYxYMFfAePIiQEuvMYbzHTvLgP/jYjmTNRg3rmraiMmfRbERsuKCNNBWL\nky6rbk7gHy4j4hbNkx6hr2HkzEUZrVzZ3M0EcB1t6rVU1eY+2ZS+mee1CyFDBQ03LjO6g0C3Vco1\n3fdM5Hs3YvsPb8X9/Tte3OcRfAn7s5/FeOs/9gq/RjqNLWPdFonVzUFvQ2UWdexwFzrtgJQ0zjqX\npNmnUye9rtteu04jlydpveH7n8BP8Nh31W0c3NfmjPNsVl9rMHl3hIrg2CEfw4Drj714H42vjd3Y\n8wNpNyO2nB3TPhZtydRRbUIGmhB73qV2r5g5+aabWJg0SaRg0z13MP/2GzCsFQvl5JkpVMOnvN8j\nu0UHah1/yNaIianoP9/CXJPW/CRLYgwm6Dwxq704Eg5Igbd3DiEllaeb7H9M58BMvNEmqnnYl66D\ndJLg4QMI18Q/XMJfCrDyJtb6nOY/+BFHb/fZ8J40hIpTnytpX6xYSKpf56QIKbDWZwkrHbzjdYyY\nxBxO0jpYwxl1IdRFPN38DlXzmNuv0cjB8YD8JoG/2MFMGJQnJdmxiLAVsjjpEs8EJAYi2iVIbIgx\nea/mnRzYJbBdydqtupUhJOzbFbB2g0NmQBNrGyVTkySFLuBUBMm+gN0Ph4yvd2jWI2xXsOWtNp0D\nZRaOu0ShIAo0QtOsR8STEssSnPdXG6FaJ6o0wYuQw1lUqY4YzhM+O91tX8T0XPAcF9Blvkm4b4pw\noYUxmMAYzeoAs7huZURFzeEJqgHxy4fBiwhm6siMQzjXRGadnp28dcF4zxtj3+8ffclk5e821NyH\nNUH+8DHUXBl5yZmobm6UGBvTrdjBF5d39ULjlS4w+jZMqBv++s9Oa9tP7Hzz/22RfL8RHfoTaLZe\ntKth+b3XE0tp61vj8nMRY7/GW2oQfu7nESP9L7sc8fHPwfb3pajf3SbwRdfT3ydqBtqieJmlv24U\nZhexzx2l9C8HSbnziJTN6LigOBcweC40JgMWjrt4niKekCxNOQgJXkty7LMt7JiFmwrwO/rrjKcD\ngqmaJlM5BsFkFefCYVTT13r6vKs99bPprpteqDX9A/mVTAPT0BPKbBHl2lCtog78JtGxGew3Xkh0\n7M8Jxs7ENm48rc/DuevLyLf+I83fvRHVDIj/9hsxZQFLGZoL06pq2/N6EeEmEes2og53bVXSMZLz\nszDQ9fuPZTWxy2+TiOwXPvC/g9FuKcbWOtr3IRdj7U9BMFmlVjEpLQYval//krieS651GBiymD7p\nsXPma3wqdT2mHZEZ8PBaBs4pm4WmLoCjUHFoT8hE9/0zRwxsFwpr2iy8YwdRJJBKYMdCrD6HcLqO\n8iPSIxJsyeJTgtJSyMA6zRtQ7ZBwrklU8xCWRDUDwqpG2PzDi7ooT9qYw0lSNY81FTBsn4f+xueK\n38v1iJbmVdug2aL8wCLpMzXCZ+RcopaPagSMnlFGpgaJyppc7LUklhNRnrbIrYu0h8ThMvMHLHIj\nAntzH6VvlHBTCnMwjvIjIKaVEl6EsiQjV9uMpiy8vYvIQpbY2gzGqhxDXRl5cGAWe6FGq2aQv7YP\nq+7pOALTp/+6LP2viTj0iTbzkxLbFhTGOlz1hoD937Iozkm2XuzzyL0+N/+CQfWEIp7RlveBJ5jY\nHKM4FzAwbFBY0+ZbHwroH0pg2YrZUyGmpRVSgyMWtWrIeb/X32tPyL50103T0OmqUYRxzlrEyBDq\n8DEdojaQX0E8u5wHYzRL1A7xj5W1oqa/S8aMIpQf4ZwziNM198IQWOt1G0h1dOCdfe6onn/yGZic\nQd74v9n24A98O/SGWvq4Tk0t13RBkXBQew5pp8/zNqL27ENe/6GX74A/iiFA/iSqSF7O8cNCME79\n1E1khzxi77sSMTSGOn4Ief4fcefoDdw09bWX/Xj/dtw5egO5PpP+EYHflsQzAamCT/KcDMIxaT25\ngGGLHqdg4biLNBXDN6YpfaNEoi/EKMSwbz57pRiJIqg3OfWBPfRtVJQO68k7tdlFZhwW7q8jhCK7\nVuHeuIXOA4e1JLChkKbCPW+A5qML2CMuMmUTzjW0SyDQOVrFzFoIy9CryLnGih36eEajHs1u6uzo\nIKSTiFROh0FNzyMv+d5QnfK/pqXAfe8k+sr79GQ1Oqhf7OYJiFxWJ0NW6yu2wEOFFWe/bBoxvAqy\nIxrlKC/A9Dzi8hv5mPMX/Hx0zw/3C/0xH8d27qRVM4hnQnY/4rN+s0tpKeSyZ06vVQJwe/8ORtfY\n+L7CkILZaQ/TEoysthla5zF1QBcepiW+6z20+7LbKIzq1fbAxRZGxiGY1iZQy7bYc3tMTDfqGTHW\nF03iuQAnFpG/tq9nTd18dI52zSQMBKYdEc+EVOYssmMRzvlD+tq0zZ7EkUIOylWiE0XkRZufn72R\nTmovhWZbX1vlKmq6SO3uU6R/8RJa//AtmhWDzIVpzNUZLcsdzKKWqtpae5lguLpfW2GnE3pf7Y6+\nL8q1lVyMSGlSp23B8WnC2RoypQth1Q6QW1bT+KfHSVw/rtNMsw7Ve+dwCxJrY16rPYIIMTqAmppn\n8Y5ZYhltaS6kwL18Nd6BIrW9LSwnws4bTD1hE3iCdkux7edWHITv+etmT0XjxiXjW7Vkte+dmxET\na1CVKmrvMa16GR3SKCagTswhYhZRo6NJl56ve2+mgVqooKKIYKqmnTyXbbnReSOqHWoPjoSFGCno\nzyOK9P2+bJ7y7DH9e7kGbQ+54/95sZf7Cw619HGNXJzUyj8xsorOP30d++bzdDR8NoVYu04b1/Rn\nygAAIABJREFUHtrfGcj4UscrjWAUNk6omz/0J6e17cd3vOUFz00IcQPwN4AB/L1S6rtmMQgh3gR8\nBrhQKfWCD+6fuAKj+Rs7sM8dwN+/xKOfgVYzwrIErWbEzpkfflHx3cau7beSyikaVUGjrolkA5fF\niGoeUw9BquBjxzSsrQ2FNMs6ty6ieNAgmfdJv2aQcKGFavoYgwlOfKaG35aMXx6gwgiZsjFHU5Tv\nXcByItz1KYKZOs75g3h7ivhLAaYL1sYc/rNLWBtzPRg6qns05xSxTKRzEUZTOsRNil7yZTjdQEUR\n9oa8nmiSMd12GSpoDXrUXSlbLlF+lPnWEeJmVntnoFskzoEnUfuOahg1Uqi2p38u5FasfpctgZdh\n2eUcF9PQ7RzPh7FhPUFkR6A6iypXdXFyahZ/+9XfNcH1J3U8sPlmRtZIpo6G9A1YmCY8+WiDCy+P\nUy0pKqVQE9hexDi2cyeleUkiBY0aVEoB1xzS+/iXxPW8rbGi5vry8A29+2rfVbdhmIpkX0Cq4GHE\nurHtNS1TtZyo5zppr04QLWmliYqUjgqPWwSTVfyawl2fQDW09Fr2JQgX6sx8uYIdC5ESspekMfIx\nRCbeu0bu++ndvOaBG1B+G/EcuaKamtYP+3RSFxuxNOrJp2k/cIzyMUFmNKR80iS/RWKf1Y9Ybh9O\nz69c68m4fn+3wGd+Se8zn1nJGJmchfERXczUm70WAFG0wmtYzt8YyOPfvUcTtM8Z16mp7Q6T/zBL\npyHJj3bo+/VL9N+25zAP/tYMq9ZKCqvbWCnBrq9aSEMQ+Ipcn8nE+Q1qiyaZTRanHoZnn/IZWW0z\ndkaHx++RJJKSTeeHVIsWpqUY+71tujBaqmiEot3RRVPbo/PtkwSLbcw+F5l3kXELooiga6zldH19\nlB8is472v5ASETd1VkxdK1GW815kxsGc6Id2h6jUIqx0sNb30Xn0VE9hZL79/3uJd8B3H2rxY1Av\nEj2+F1HI0rn3EMKS2D9zuf4+IoXc8Hwmt5r8IGLs1/jn2HX8TOtfX9JxX/ECY9M6ddv//uPT2vaj\n177te56bEMIADgLXA1PAY8DblFL7/s12KeArgA380vcrMF51LZIXGuX3Xk/mQ7+KevhuHvjt4iue\n4fC9xt6nmgytsrAdSaUUcOYVIeZwP5P3LDKyqU1lzqK+ZBF6gpFrHVr7qzQr+qsZuNDk8J0mldkS\njYqBE4+QRpXhrR5LJ0xkPoa1UUcYRzNl8j+9AUyD8OAsdr6A9+Q81sY8/lIRmXGoPFIhsUrHLmNJ\nvQqMW6TPd/GPVbA39+E9u0jU0SvMsBDDyOs8A+EahKU20VIbc20GMT6iJyaj2tOdq7lpxOwkQ+Pb\naMsVBYrbbKCCALFulZ6g00lEta6Li6NTK5yPw5Pa0e+c16B236dRjOVY62yqGxQl4OAJouo+RD5N\neHgOY7wA6QTW8d2ogToi9VM/om/7lRlPXXIrpWKAG5cc2uvjdRSpjIFlS7acGWffUx1yfSYjY9aL\nRuzseMSG7W2OPKGRrUzOZOZtN/LYvVGvuHj8glswLcH4eoeZt93I0T0GI2tgYH0HYUlkf5Jwqg5S\nYLkKZ1ATjhuHWihl4FgGzvlDRDWv5wmjmj5CClI7ViGkwNtbRK7RIWvGRofR4Sn9oI67VD9zgPRv\nnaevna5PwlXv79PXYb2JarahWEKcfcYKB2m2iFizSpsupRMIx0SpiJl9Duve26+vP9vqhXaJMzeh\nFkvaP2ZgSOeJBB4il9XtRdAOnkHXQnpwpBfZLVaNaD5R6GmXSSn1eXSj4glCrA15glNV5j74FINd\nFY80FWuuE8w8ZNG3jIoM5LnoXUUm746YOxJjzXWC1etDvJYu4BI5n2bFIHduHHNthnXn26i/nWZk\nS4u7Pi7I9elCJDEQEQYBdqwbbtY17usV8+Ua1a+exHK7ktKmD1kHkTBR7RD7jAKqE+g4d+g5eQI6\n/rypWyGxX32Dbk10XYb9x07gPX0Kc0B7XWjX0aL2BGoGyKEsauGjhF+5B/Od/9zbZ/CJt2P+9D+9\nlNtjxWgxUlCuYa3NYOy4TOc/HTwBm9d+x1vE2K8BcOXNr562q+Bla5FsBw4rpY4CCCE+CdwG7Ps3\n270f+HPg10/r/F7NCIb/kbdx9/8occN9V+F/+XGcX/3cD+HsXp6x76rbmJv2uebQnUy+4WYGLtQG\nOLHXn4H/xEkaz9aJj7t0plqYtqK6YNGsGPSPt3G35nTQ06OzTO936TQlwxta2PGIxPXj2kyr2kBs\n3dyzKlZeWz/Ij0/rVdYyErBUgWSc4KFn6TxbIn75KsS5G/E+/yju73wRNfdhmn/0aUTSQnVCwlak\nHUXbYGUNVDPA2pzXRcZoSsOgG8cQ2bSWkJ08po9lWxr67OrRo4d/k86de3Gu24gYX4Wq1nVxMrvY\nWzkBPcMdbEtPfksVomobOZTtadzVsRmCuQbW+j683bO9WGmZjRPO1vAPLuFeugo2r/2+tuav1vHU\nJbcSi8ORA/pzsyzB1gsFqz59J3cM7tCLtFCxfkuMhVlftzy+B+HzjsEdmJaWn2ZyJkOrIehIDFsh\nhKJ/vI3XMvDbkvKsTXbI4/g+g0opxDAgkzUJI23NPbrJJ7PO0EWgIYiKXYfJLlJmjqa0a+h0E3db\nHtUMUO2A5vE2yXMyRE0f1Q5xLhzV6FihTxsrQS9syr/jm5hXbNUPa9fG/8qT2jyq0iF221Z9nTTb\nhEcXMG+6TDszCgmWi1qc70WCT/3FXlQEq98xiNh+HqpdR6QKukiwXP3/sIvM+e1uOuqc5iuZplah\nZfq7njpSb9stMJZt/Qk8ffwo0pbXy++dmtWxAYWUbqcsVVn65GEsR6s67FhErWhRmPBxLx5B2CZL\nt58kCkSvXRK7ehykoPPoKRqTPqYVsXDCZewGG+sc/fmFD++n/MAilhNRLdoMXupgv/0G1OGDhPtO\nERabOsI+bhJWfV0HTWQRhsA/WMK9arX2w3hiTq/6Mw7egoeQSvtfVHRBaW3MaxvzKCIqd3QKqyXx\ndi9QP+6T2uwSzjSwNuYwz19LuPsEImUjc9qGOyrVNZelE2D+9BtRex6HevMH4kioyQ9qv4zZRbBN\nff7X/u1L3t/pjFcawejfvE694SN/eFrbfvjKnzkBFJ/7T91MsOW2xw1KqXd3f387cJFS6peWNxZC\nnAv8vlLqjUKI+4Fff9UjGNF9v4y85m+IHvsdHn7XM1zy0TNhdhF5y4ex3vMv3NR1ZnV+9Ud7nt9v\nbH3gizg37eThs3dyydNf4cvDNzC0Ksa20RPU97dIn5+h82yJZsUi2ecTSwUk+3xmD8WYuKUAUuJe\nYTJxrUW02OCRD4RksgZb35LRVXrcRR0+olcjoCfnbBq12UEkUl2ffakJm1NzmBMFZv61SdwQ+F96\nAmMwQeu/7cT9Lz+LOZamc7SKYYseRyTwJGZTm+ZE+5Zo1wyc6SZmwkA9dArnnAHkFWeumN6YJtGe\nY3DwXSAlrftOELtlC9GxeR16NNDXVbasREXjOispi9PzhMcX9YOp6aP8Jd22CZUmqg4maD94gnYx\nwnIbSAnGcAKZcbDPKOBPVrHW+T/aL/2HOOJJCIPnpMC2FWEgub1/B69buIsHNt9Mox5y/HCbdRtd\npk54hKGWs7px2TPe+lTqeqQhSCQ1EdEyBVIq7FiE35EEnmTymQROXD84C2Ntdn/TwLQUhQGTwoii\nXpI06xG+r6jM2tixNl5Lc47s1QnKezpYTkRsQNLaUwZARfrco5qHcA2yr19LOF3F3jCgC9S4DvMD\ndC99fhGxeo0+x9uuXCkaTBvr9dsRpqkRsqS2d0ZIzHOavfcTRWDYiFXrdaEw8ywD5xmU9vqIC87S\nRUK9suJxHni6qOjuCzuuHSDTfZDSzr46YTPoZRb1MiyW7TBr89qCGvR2dhxhuqh2HcZXYUysof2R\ne3DeOgzxGKlz5pi9T+egtGta1TKzz8E6sqD/VEuSP8dm4QlJ0JakS8e1ZP3qCZzxVahH9pJOOMx/\ncpKl249TGDtAoi8kMSBpzEuGrktw6s4mzmNfQJraBTR++bD25lhqYydMgqka7f0VzIQg9r4riXYd\npPPUPFE3p2dxL/SfYeMvai+PZlEgjQhzLCBs+rrl5etWa7TUxrlyHc55TZQXdFuven5oPLFE+i1b\n6Nx/BOeCYQBEytaEUCep54XCd4Rwv6jxhXO+xus+tRGxZQJUhFhzWovuFxyNX7mexF9rFK/5uzcS\n/+MfLUou0JSl0xzFFyh+vtteeuiDEEICfwW880Wc3o9HgbH05EEe2HwzVz5wG4/d8CUu+OA67nnX\nQTaeLWnXDDq/fxtRpF4UWe3HcUzc+WWOrtWqi50zX+OOwR3M/63ghn/ajP/UFACBL5CmwMzZlA9H\npAo+R/92isGJFvGrRiEZQ7Q9Nl/oceRJLT3t9YXT3Ruz7XUjkl1E3FxZkfltvUKbiKPm5lj9R8Mw\nWyR4cAp3NIXyQ9Q9X0e1tR20TUjgSVpVq7uyWiGr+m2J35bkxx3q+1sYM3XselP3c4MAMbEGeY6B\nOngCcdZ6YgN5nYzomvocJ2cQmzeiXF2MAJp8JSVRqU601MY/WAIpcC8eof3YDEbORbg6aCmYquli\noyOJT3Qt1WseqhlgXrkWuSmOyKa/p+HOq33EMjpnY2DIom9I4bUkY5+/g0eyr+WOwR2MrXNo1LWP\nQqWso8xbzYjigt9rlxy5aSfSEBT6TVqtiETSIIwUYai/51gqxE1pS2m/rT02ik9Z9A3IXvqsHQuI\nBRAEEq8NfWMdOg2jl0lSntUESTsWEVQDStMu1UWDVC7EGW1p8qdv6H58ysZY5jO0O/o6MboP82IZ\nhof1dWx0U4gDD5EaQEQRymsiHJ09ROCtFAphsOLauxxE1lhC9I1hn32UvnxZG+8ZJiI/3P1w0ysf\ndBSstECi4DkhK+5KcWF2f1bav4XAW9k2ClBhgP+5b2PdfC4cPok4a6PetzRx37cDtVjUSN1SGzsW\nURjz8dsCO2+QzxvIuEvlsSp9v7IdXJu+2rdQzQ6zBx2i0MeaWcI461xYqxMZBt4K6YdPMrdbG5ct\nTdtEEWSvMkn2+XqtYWgEIpiqoRoBzqVrCE+V9DmMuDrgLYqQ2bh2Ek5qTx43EVKfVNgxHWfvpjq0\nKib1XWUSm5N4U0Vk0ka1A4yhlA5/TDgE03XdcjEEZjvQ+SQDeZzz6nR2zeJcMALb1mMcnkQ92G3n\neT/YAuENS18nOvKnqGMnod5ErPmBdgfQKy5A29zfM3ETl//nOIc+65PIhD/4AV7CkKdfYLzQmAJW\nP+f3UWD6Ob+ngG3A/UIIgCHgDiHErS+EYvzYtEh+/0Tf85wy/z2M2/t3kOszSaUNNl/n45w72F2d\nx6neO8fSKa1/d1MhrYpJequDiFvIlI331DzGsG4n2G/Yrifj2WKPKBnONzDWD+hVgOtotUcYrKy6\nuhOlKpdXVBuRQk3OIi7YyqnfuB8pIZYOcOIRwjFozENiAOyz+lm4cxE7FhIf12QuYUmsTXn9c39G\n76/exD+4oK2Ul8l4kYJqvYsw5DU8HHfh6BT+8Qoy49DeNa//rvE0wUwda22GpYdr2ivBkTSLAjsW\n0ayYpAcDLWfshMT+01VM/tYjHNkbcc2nz0UdmsJ46z/+KL/iH8l46MydFAYkk0e1lHTdNsWTD4ZI\nKRgYspif9XFcTXxebqXYjsTrRJx3ud19JkfkRzwe/7pDIinJ9GnUIVXweympybxPIhdw7OkYsTjY\nsagbSKkNnYQEJ64hf9AqqWUL7dkpn+23BhiDcayxDFhSS0kHU5oDsVwwe76+RpadHpedHZ9DrlxO\nI8awUY0aIhZbub4Xizo63bZ0CqcUOmhrOV8o8BDdYDJgJRhruUWyHOvdqWskxEnqfS+PwFvJv+h0\n81ycpEY/llEOFaFaVXjqWY2WWC7Bnd/Qf28hplf75Q6qE0I3FE1ecSHq4CGoNoiqbYyrL0AdPaH/\n5myaPb+0G9OE8cs8zJEk1q2XED2yG2/3Avf9vyHnXiFI9vmYfS6tUzpgrL5okd1iYg4nmflqFb+t\nnVmHN7U1bybjYG3KI7au059zV/JLtQ5DBaJHnqV0X5HsVX3IuEXt3mnaDYN4JsDZkOk96azt63p8\nk+jAKfwjZcyxdC8rRRgC72AJoxDDWpuldu807tq49jCpNpC3fJhjO3cyfJmB+zsvzRMjuu+XiU4U\nMa67CDH6n1/SPl7KeKVbJIOb16m3fvT0WiR/e9nPvBDJ00STPK8FTqFJnj+tlNr7Pba/n1dTi+Tf\nW3EB+m8+cO2tLBUjVN3nwIdKPPJgnZ/7RJLMjhHS7YCTnyrjpkIm91sMtnxiqTaJMYvyrA2zPoYV\nkbOe0Gz08T7t328aGKMWqlhBlGs9211VrSMGR8FN6hjkTh2RzUK+gKpXEK6jJ/Nmm4Er4gTHKlpe\nZ0nwI7JXZQiOVYgqHUw7IrE5riOeizpM6cT/WaKwpo1Ss0hD4Q5ozoawpDbkyTjIvgSdXXO6P7tn\nDtXUTHJrY4Go3CEqd7A3ZAln6mAIOhVoPVGlXbOozNpsuucOTlx1G/3jOl0x/rtv0SvUxhJi1S8x\ntP1Wxn5rM/43tIeG8aP8gl/h8anU9Ww5K87BvS1qFft5JOfV3df9wMRxBeFzFlumJZAGhBHsfsSn\nUY+IxSXnXeGw7VKf+LjOFDny7RhiyaRvdYf0VQMQKk5+tkIqF5EZ1KvNwNN+C24OOhWQOZfcVf2a\nHPgVrXByEiFjZwa4l65G2JbmUeybBT9CSIE0Tby9c5jDDQBklzOh4+OrWrrcNUsi7mor/GWJqOej\ngkBLSU1DKxdaPtFSGxUqrEs3oJb1scstmCjQZM3l4XbVIsvoRWdJoxRCdpM65QoqYnSTm73myr+b\ndpdsWuwV8yKehauu7qEo5msvRtUqvYhxuUpq9C/uIjZvhP51BF94AGM4iXH95XofE2t14WPanPmF\nNSt8DxWhnniSxn1TlGcdCv0WzYqiOm8xeyrk0l/NYYwXsHZNYeRdiveWeeiugIuvcaiVJCeejHc9\nNTzy60KNlRdLujAb6EfFXUQyhXHdRfRdVCG47xk6B5ewM5L4WSnMM0bAtv5/9t48yq7yPPP9fXs8\nY81VqiqV5hkhNCAEGGMbIyFGQUhix3E7jrtv0usmznDX9c3g7lync3MTp52hk3vT3cldGRyH0Ngx\njQVmEhgwZhaahdAslUqlUk2nTtWZ9vTt+8e39z6nJAYJYxBQ71q1Sjpn1z777OH73u95n+d5VdfY\nWoCYP59wdBhGC3hHJ5QXz5kS49uKFM6YpHKShV9ZnvCt/MeGkEVHmXst7VaXsaphLW+n+nu3XXTD\nQ+cvfhrr525Ea8q9p8nF+xFCgKW9/XZvF2EY+kKILwOPoYbNvw/DcL8Q4g+A7WEYXpyzYhSXTILx\nUY1lT27l0KYt9O9Vzc/65lkc+psJNC1ksN9n7Q0eZw5maOkMCVyNg9s1Dn2zyi2fU8qTnmUeWl7J\n+4JCFWv1bGhrUtrvtiCRdoY1J1qVVCDTUoeBdUOVTjJZwko5aTIUT/D2NX3K4MjxCUZVTds7VMB3\nTYStiFOVok6mVZLKB3iORuBppHK+4m7UQBwvIvIWeJLJH41g58KEMKa1Kf+OsW+fIPAFmWafVMQu\n11tTTA47CC1k/taHGP7CzQDMv9YhrARorSaiK2rE1qJ+WdctAE1Dn5Wh8Ngw2Ui2/I7Z6B+giK26\nr4j+v+/6Oznyeo111xu8sE1NbMWCj+uEGIYgndFwaiGuoxKKdFrJGVvbDbrnaARuyPDxNNkJn1Ca\nzF5WVXb1y3P4A8rbofdGm8L2MpkeDS1jEgwrdZJ0JKkuE5E1EN3tCD9A00YwrJDsQgu9t02hCjUX\nd+cZvKEqZqdq8W135jAXtSoZa96q+1wYukoyai6MTtRlzoahkg0p1YQtpfKRiLqchmVfuUd2pKOu\nwkGkFAnVPnUr4XMAdc6GFnEx4kQifk+jjlC4Ec8jLptoBpSj5tGaQTg5CSkLkdLqaEhUbhFts6Cv\nBcb762WWXIfinBx8mclXJ2m6EkRhhHD3EcRVKxBR2QXNUJ/nlCDVpDq4atDe5yA0RcQNXEFzt7I3\nRxMYPTnGnxzjhcckHV0GXYsd9H6L0pgqneRXZgkjVQ+5DCKbVe3TcxlCy0SYFiKTTgy1QidAa0vV\n1Te7+1WTtMHTCSFb2Dqy6DDRrzF2Wp1fKy0RS+YTBj7sep2JIQshHMylOs6zx0jfoNxJ6WhFFvsv\n2jnY3HIVoudXED3v6DH6wMW7VCIhDMOHgYfPee0Nu8aFYfipC9nnTIJxCcTSberheXTuLfTOsdi3\ns8qCxTaFMZ/sVR3Mzo9h9OQYfbnGsvUBnd1ZPMcn2+IjUjoib2EuamH4kXFmLSgjfB85UkJb0KVW\nCbkMIp1WD3REVkvg33i1ZecQzd0K2QhcUj+9Fnl4gLDiKO+NthTu/jFExsCpaBiWRI7XGNkb4lYt\nzh7T6FuhBlvNUPyAieMCOyswTU25iBYdUh1RQyNTQ9g6Yc3nzLM1TFtj1s/NpvbSaZzXxhk9kaKn\na4r2uTXcisbRW28n3w6HNm0h26ox+9vn69SdP70b84YVqiSkaTStyRHWfCZ/cBb7xY1k/+qdads/\nSPHaJ+/k9b1Vlq9Kc+KIw7LLU2x/ukpzq4GuKzJoKq2h6xAEROoRjalibP0dsGhZKqEaNHV6yuFy\nyKKtz8FMSYq7K1jpgGO7QpZdX6M0blMuhDhlQb7TIp0PKJ5NMXZGMGueR9+CUdw9I9TKOnY2wBmo\nkunN4WwfxDnjkFqcJb26HVkLVLlrSqFTel8LwZkiwXPHqfVXafrcZUrBoWnK9r7sEYxUolJDBn1u\nG+5rI5EUVpBdYKFlTERKV5JIT0YdhNOJNTWlCmEuQFiZKLHwIfAJq2VVTrFSSn1y5gSiuUUlGkJT\nz49bqatHQD1boayjG6DKL9k29Xp5XCX3Qpu+n46F9fJKzJXq6KLtrjmM3X+K9kWDil/02A7V5qA1\nh1i5RJVidAtqk4i1S8nmU9SePkFbr4uxSGXc2YyJ1pmDSg2tPUt+YZFbfjWMGiim6FmRQe9trrec\nb8omSVg4MaU8Z6RUJNrIBM/dM4JfcLDmN6H1tCnfmrZmjFvWw2iB4T9/FcMKGTyU4vLf6Wbf189y\n+Ve76W7KKYTU9QiPn8Lff5qj33HQDUFmjsWZh4rMvV+hFVJC6d7dNP3XJ9g6azNb/uPb3/v+P36e\nfX8zxZoX3tFi+wMZF0nyfM9jJsG4hOLm/kd4dO4t3P5rJt/+4wrXfDKLu3+U8phOzq7S+ak8ImWQ\n3j9KcUDH9wTuuI/79BBWs4bvGRQfG0QGgkwHhHtH8MshRlatXgBVSlneq5KO2fPqK6/Ar8vspISU\njdacwTsyhtZsU909RnHYolo0eOGpMl/0lWvmyctu4/rXVFvzyldvwRtXyYVuhghNIgPB8D6dOT/f\nTunpQYTmq8WgE3Bmj46RkhhmSGncYPKvhtEMg0yzYNYKj+EdBqG0MayQclG1me5aUKXlb+tEK/nk\nryfSM+vzG1XdvTqJuHol5pF+qLmMvDqAnfMY/dJmOv7hw12Ku+yZ73EZygBLypCjrztkcjquI9E0\nVQrxvRDT1AgCxb8yTIHvCwxDMGu2UoY883CVz/yHNM4ZVfqYfUUNfVYOr7+Ebkp2PmXSOxdqBWjq\n8BQ1oNslM9+mcsIn0xwAiqvR/81Rmrs9TFuPFuohwWBJ9aHIQDCgSL3mgmaCkapCLlpsdF2gt2eU\nidw8XxGhNUEYSVJFXlmGGz05gqKD3HsGvSNDxpNMHPAJp1yMlR2qDGOZhIVSVPqQ4Mp6WcXQCY8d\nUnbYlZpKYvwAKjXC3k6QkyohiZMKUGWYCAEReoQmVCbqCpI4kdcNpSaJyxm1kippnB1ANCsUMXSc\nuslcqYJYuAAMC/Hpm2jv24331AFlVnX1EsJjp5n8n0fInimiz+tAfOJWRSwdOgMdraRuinoJWWbC\ndRIjqgcImRT23evUcQycVciQH0SqnajniOupf7ue+s6TJai5hCkbDp3A2TWMc9bFzAjFH4mdfbva\nELpB2NFKy+oU+74dIAMJmuDy/742kRQr47GQ0//PQV5/Vd1/qz4WMn5AY/ZnOpP7ONOk+jg1wXld\net8sjt3z0UouYCbBmImLjJv7H+He7CYWLk2xf2cN3Urx6o9qaLqgpXWKckly3a0Cz9ESbXtrr4O5\nuIXM6ARmSlIuGGidKab2V8l0gLW0FUxdeQWUXMSpYbQrl6vBrzKhyiWpJqgqCSFB5KUxVcOYlaX2\n4iBuVUkTU/mAL3xvMbU/vhNZdGhutZNjH9xp0Ls6xK2G6EaIDAS+q+F7gsF/HSHfBtUpdcuZtkS3\nQtyKhpWRitVuKztz05ac2mFTrcDSGzxqwwFdpiTwNAqDNrl//HxiyKPd+FfU/vhODj1EIr0UKDlZ\n6rrZ1J4doHNNBpFK0fFf7n/vLuT7HLefeZTvtNxENqdGnzi5ANCiJmYysqjXNMFtf9TGtv9UYP4K\nSdvlOp+9Nof1qWWYB08DIFIGUz8YpDhsMzVm4Psuw2cCpoo2s+YH1KZ05lwvCEaruFUD3QhJ5wNK\n4yZNHR4jx1P0LKsgMibuUED1oKv8HAyB7wqCiqRydoJMT1RQtjTkwXFE1sQ9WsRojwjCmsAfq+HV\nNIxyVaETzYojElY8REoHT2KlAzXXZ1KExYpSmngBYnhcEURBTXqTJVUu6WhBmClCIyI2xk3/RieS\nkkGoTpZKQEC919WmOB1xEjJeVBN0ZA4ndEOhDH6NsOYgmtvBTCEWXK7670gfkWqC2iRhuQyDw4RD\nZxCz5yhZ65JVWN09FL62lZaFnYiOZprutAkGJxXCcOSViIip+CqkbMKhMYTlEfoSvdk3Q8j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U5/5layLQKzO0VwtozekUFrthF5C/36Kyn8x0cIXJPdP7To6jFwapHRUz6g/7Akm9Mol9RoXy5J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TsHaEGBSSiSHGhfSxsga7hBfdOW24orAFsULCpkgzVELEYRmtPZITEkbl+RCkqSwISWZqBp9H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\nPvvnTkItIbGzHjYJ1r0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#std\n", "std_albedo = data.std(axis=0)\n", "plt.figure(figsize=(10,4))\n", "\n", "plt.title('SW BHR std albedo for %d'%(year))\n", "# use nearest neighbour interpolation\n", "plt.imshow(std_albedo,interpolation='none',\\\n", " cmap=plt.get_cmap('Spectral'),vmin=0.0, vmax=0.5)\n", "\n", "# show a colour bar \n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see form this that most of the intra-annual variation in total shortwave albedo is at high latitudes (but *not* Greenland or Antarctica, for instance).\n", "\n", "Why do you think that is?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4.2 NDVI" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It might be interesting to look at NDVI data in this same way and to examine a few more stats using `numpy`. Even though this is a broadband albedo dataset, we would expect NDVI to give some indication of vegetation activity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### min, max" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:00.239197Z", "start_time": "2017-10-24T19:15:00.004495Z" } }, "outputs": [], "source": [ "#import sys\n", "#sys.path.insert(0,'files/python')\n", "#from masked import masked\n", "\n", "vis = masked(layer='BHR_VIS')\n", "nir = masked(layer='BHR_NIR')\n", "\n", "ndvi = (nir-vis)/(nir+vis)\n", "# set negative and ndvi > 1 (error) to 0\n", "#ndvi[ndvi>1] = 0\n", "#ndvi[ndvi<0] = 0\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:04.473226Z", "start_time": "2017-10-24T19:15:01.636729Z" } }, "outputs": [ { "data": { "image/png": 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k76DLSLK+8r0Tqu1c4i13XcNHTzuVG599loRhcM6SJWxrbaWrN0V1rAQhBI50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pXc8Lr/4P/e+H2ufdW3KTsO7SjiWYMDPDY2RpRIxr02e/eWATXuXfN9bnz91XzuOS9iXqlEzrSI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\n3KVrePFPT8cwdZ5/7WmAMlKUi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r38eCDz0fXRNEsWTxyjmMbB5PBvqQes1D08DQNTw/IooluiaIJcSxRAjQNYGu\nC3RNYBg6QlPH1DSBpu+KE9JNnSiIiKMY3WwXnIMoiBDJACQ0Dcs2krYFQkDgh0ipttV0jTiKCTx1\nTWvJfs1WwMDsLmpTdcIwJlfMYtkmQhPEUUwcx2Qcm+6uPK1AWUNadRffC2YsEE678nWM76zgewGa\nJrAyyurit3w0Q2f+kkE8PyCOJcMbR8kVHe55xy+f9Pe3vzjgFoy+nOTFe87KexTfvO2Z6SLJLeiW\nKy45GYDnH7aCz5z0Sa56+D8eVcdhX3HIp07jJ296Nat7np7m6Of/5AJm5XJsnSwzv7eb753+JQDe\n9cd30/QDptwWw+Uqc7tLFGybkXqdWEpm5fKEcUzd96n5Ho5pEsYxWcMgiiUxkkP7+vn4CR971DEv\nveUDSCnxooiSbbFmfJxNOyeIY/X7+NfnHt8RFwAX//E9RFIy0WzSnc3SCgP+eOcDFLpy2I7Ns+bN\nJWsYFCyTiu+ztVLllYcsJ2eaDNcb9GYzHNk3hy6rHyEs3HAMQ9P53N03895jPrRPPsfnfu/VZDMW\nsZS8/eij0ITgBXMPwdC6kDJAF0WEyKCqbe6eXaIsHe0b+K6sFIEBQkNKn+kuk/ZeCgMhDMJ4FF10\n8ZexW7h1ZIQ3rzqOCbfKBb/9JeeuWMHKnh5OnL0iDerczyz/+AsRQnDk4YuZaLWoV5tMjVZ44JJr\n9rodz1ffta4J7KxF4KlBb86SWWxYO4yUoOuCIIjRNIHrR533okiqwdMQGIaG66m2DF0Qx2AYojPY\ngxIZpqF1BEZbgDRdJTDiWCbWzt3tbVFyzcaxZGBWkZ7BEr4b4DV9Wg0X3dAxTJ1Ww6PV9BECil05\nfC8gCiJcLySWynrRFiJCCLq6s3hNn6YbIoSgpzeHpgk8NyAOI7r6i0Rh3IkLWdjTzbdO+wIAiz/y\nAnRdY6rqUcyZSiBpAt00yDgWXsunUffQNUEr+VyEoHOerh93ztM01HVpGhqWqWHaJle9+TUsL732\nSf5C9g3P/8kFXH/etw+8wDh7hgLjimeowOha2i9f+uXzGanXmFss7pdyvWf87PVs3jgCgGkZCE2Q\nzWfYsXmceUsHWdTb07kYDjZv/v2/MNlyufLyPyCvub/z/luvfxfd2QzbqjWKtk2UpJDGSIIoZqzZ\nIIpjdE1DE4K67xOFEXEsCYOQbC6DqWlc/bKPAUOddrc1fszc3Hm79eH1176D7bUq9XqLI+fNoREE\nfPNFn+/HylcPAAAgAElEQVSsv+DqtyGEYMptEUQRrSCgVXNpNZSJttCTw3eVeyeOJYEbEPghRx2y\nkFesWIahafRnHfKmxRynF0sfRMoWU/4ov970APPyBcI45owFb3/Kn+eLr3ojBcviqFmzOGH2bI6f\ndRySEDXXRy4pkqXqVEy3UqhYi3ZsxvSUVH3adtMDRNtxGKCLInFSwdOLRjC1AhBywdU/YO367QgB\n5z77SN511Inkn0KJ7KdD5PyeEC87HDIGdn8Gy9CoVXxohiw7rBc/iNgx7uJdftMB68+8D57CUccs\nYfvwBKZtMD48xXjZw9AF45+4cUZtzP3gKYRhTBBJrGTgb98+NQENN0ITauCTUiYCI8bUVewEgJFY\nJFw/JopipAQpIWvrGIbAD2JsSyeKYnRdU4OsEAShGmClVIOulLJjiZBSYhha59domxq6rmE7dsct\nIqVKX12yYDZTbgtD09i4dltHpMSxVA8hsSSWEIYxhqERJfFX0wWQoQvyhQwZxyKOYnwvpFH36OrJ\nIaWk2JNH0zUMU2fzumGiRCiFUYwfxJiG1jmOEJDPWbhuQBRJPF/d09qWmyix5EbTxJbrRRi66Hw+\nAsjYBi884TD+sn4TlfFap9+mbaIbGseuWsLfL1nELzY8vNt9bF/xlTUfY0O5yqdP+uSBFxgvmaHA\n+PozVGDsDxfJqT+9kHqtRaPSRNMETjGLaZm4DZdMLkMYhBimQbPW6lxgAIap47V8MjkbGUtlBgxj\nJkcrBGFE32AXURihGzq+Gzyhme6O8a9zdN8biOQ6/uv+K/nWHfdQLzeIopg4inEKWQzL4M+v+xGv\nv/YdDObzfPyEj3Hury7CNvSO9WI6H73tUnShsbPVpGhZjDdblD0XxzQZqddpBgG6EDRaHnEU06q7\ndA+UMDSl/HuzWRzTomjb9GQyPGtwgNPmvY2N1e/znXX38/Jly7jkDzcSxTGTFeWOKeSznLN8OWcs\nWLxbcOnHb/8g9SDACyMO6+tlzcRkp2ZH3VexHePNJgDHDc0hlpLujM3R/f0sKnWxqDAPgEh6hHHI\njuYkCwpD6KKbRjDMbzav446dY3zmpE8+qd/B8d84j6/8/Zkc0rWMt1z3Iy5cdSjPGliMpc1B0uq4\nM3aJDNjdXbLLiiGmpa62J0FT6a3tQNHkPaHTdsGE8SiayKEJBzWXREgoR9jZmqAeuPxheNtjTjf/\n18ChnzmDiYkmtVbIgqE8pm3SM6vE1odGyDgWvbO7cRsu8wb7WPfgVvU0b2homkZlqsFU1aeYN9l+\n8+huYvpAMut9J2OZGk0vwvUiTnrusj3GCLS3k4BlaESxpLsvz5YtZUxdWSWCIMY0tU7gpW1qWBmT\nwAuIYknLVb+tpqsGfdPUdnOLdI7Vm+XM5xzJgJPFMQz+d8tWvCgkiGOVueWHlHJZtm0bQ9d1NF2Q\nzWfJ2ia2YTA6ViaOlYCxsxbLBwfYWq1gahqtIGBl/wD3jYwSxzGtmnJnhEGEEBBHMULTiMMIoav/\nUkKhO0cYRJiWge1Y+G6A7wbohkar4aElVp2hoV5OnDuXTZUKdz+8jUatReiF2I5NNmdjZkya1Vbi\nnpGJGNMwLYMoVJ+P1/KxMhZTE3UAbEsFrKqHQ43QDxECXC/CyVm0mj62pR4CJiseWVtH05QwM3QN\nQ1eWmA0f+P0T/h6WfeyFzFrQRy5rs2PbBCuWDDHebLJ9/QiDCweojFfJlRxKBYffvvQbu+17wF0k\n/TnJS1bNbOP//sszU2A487vkER95ETdf+KMn3ca5v7qIBzdsR9MEGcdGSsncWb34cUQQRUk2gcbO\nsbIyF7Z8nEK2E3HtuSogSgjl/9N1jTiOedOJx+KGEaGUnDA4SCwlayYnuG1klKrnMZDLE0QRE60m\n69Zvp6u/SKvu0tVbYGK0jGkZVKcaCCEwTB3LNjFtg8BTmSFWxiSOYjzXx8lnAGWO1Ayd7lKOQ/r6\n6bZtgjjm3rGd5C1LfWamScV1OXPxYn720EO0goCsaVL3fTQhKFg2O6s1pnZW0DSNQncO3VA3ov5c\nDk0Itk9VeM9zjuczf76Vi44+istvuhUhwDANlvb3sbynmxu3bKHfybGlUqY6UScMIk4+YgX3jo7Q\nqrm8+3kncm7iOtlc+yG/2byBsucRxhLHNBhrtvjEiR/n4j++h2XdJW7YspV5xRLrJsY5bGCAh8tl\n6r7PCXPmcFR/P9vqdUxN46j+AZaVZlPxG1z18DpuGxl90pat7z34GX7z8MO865hj+Pydd7G0u4t3\nHvkczKQiqNaul5HMgrq7NQOmV/BsLysRQeJaUftoItuZEVXFZejJtmrm10hOce/kvRzd94YndR5P\nBwbffzLjZZ+oGdA7y8G2dJYcOkSz1iKb/H6DZLAybYPqZJ180UE3dSaGp4hjiVPIEEUxgRsgNIHQ\nNDRd0Kp7RLEkmzWRsaTYm+cvb75yr/p3yKdPp1JxsS2N7r4Cd771qs66lf/fGXz65WfwhTvu5MLV\nq3jVsot54+/+hbvWb8Fteax5529Y+tFTsR2LKIyTuVagXG5h6AIna9I3p4fJ0QpxqIIl65UmQaie\n/q9488t5zZd+RDaj4yWukSCSGJoglpKsrSOEwA8i4hjCJM4iTlwfAAP9Obr6i0ztrPKiZ63mruFh\nDp89m9evWsk9Y2OMNFu8ZsVKrtr4IJuqNbwoohkE3PPwVuJIDdaZnI2Ty6AJwfhoGaeYJfRDDMug\nlMvS8H3q5Sb5Lge36dOstjBMFSzquwG+F3b6lS85gHrwavtuMo5Fo9KkWXepVVwyto7t2Kq4V0+R\nc5cvx41CfvHQeoaHJ8jk7MTVImhUm4RBhJPP4DZ9TMtgcLCbyUqdhQO9TLZauz0YWba5S6wl9/XA\nCzASMRIFEV7Lp1lzO8GsQttlQYqCCM8PyWRMAPJdOQIvIFvIdh4sj1s0ny7bZktVVQxev2OMKAhp\nVFscsXIhd967EaeQJZOz6Snl6XdyDNeqvP6w1dw7MYmpaayfmmLrVJkbz//egRcYL109s42/dusz\nU2D0LOuXi/71JJxilq3rR9h06XV7tf/zf3IBjUqTerVJz6wuNE2wYqCfzeUyvY7DrFyeiWYTxzTZ\nWJ7C9QIMU0Vtj22fxM6Y6IZOFEZkC1lKRYecaXH8nCEcw+DusTHCWFJxXcqey6xcjlhKtk2UyTo2\n4yNTFLrzHeuHEIJ6uUGhJ0/BybB+7TYMy8CyDYq9BaBt5lTXrNfyIfF1ghrgS7ksbhjS7zh0Z7Js\nqVYwNA1T0zA0jarnKfeIVM/NtVqTYsGhWmvSqLTQdEH3QKkjpgxTJ190GB+Z6gReHX/FK/j8mafx\nnhv/ly+d+kK+98ADjDebrBkdJQwilg8OUPU8jhgYoOx7bJoqK99rNoMXRtiGzlEDA9wzNs7CUonn\nDM3m/skJMrrBbaM7ebg8xfxiqRNY+tHbLu0UArvg6rcx2qhz4erVjLsuv9u0iaU9PUgJx80aoNu2\nmVcoMtvpRiL5+ca1vGnlkys5/bttX+LmHSNct+lhqhN1bn7z/wVhIKWHLnoS60JitZDtSck0dptP\nRH1r7IrD2BXkqap0RsSyhkaWmAYqq6QtXHx+uuE6bht98paYpwNzLj2Fcs1nwdwia6/fCnNzvOm8\n4/nDHQ/guwHZvI1hqAyEOI6ZGq8hJXT15Mg4NlEU09NXpNnyGB+eolH3yOVUBkOumKVWVpYupOwE\nMrbTKNe9++pH9WfW+04mm9EJI0nG0ln//t8BcNjnXsw7Tn0Ob171XhZ86PmEiZldS2IJgjAmlzVo\ntMLd3A5OxsD1QqqNANvU6SqqvgV+SK0RYlvKeuFkDHTTIJsMnJWJGrVGQDajs+nS6zjk06cr90jT\nx8qY1OseQOJW0fCDqCNA1EBOx5LR1ZMj3+XgNX1yJYdZRRXEfeTAAIf2dHPlQxs4e8kiyp7HfROT\nbC5XGK1UKTgZmp5Ps9bCylj4ro9hqd+obug4WRtL16m1XDRdQ9c0fD8kDEK8pk8URYSB+ss4Flpi\n7RRCEEURURhj2WYndkM3NCzbpF5tUujO4zZcZCzRdI3TjlzJlmqFHbUa1Yk6mZz67kM/xLRVhgtS\nEnhqWdO1TjDq4QvmcM+WYbymh521mBqtIHSNrv4iAMWigwBcP6BVdwl89aDmt3yiKEbTNILECpLJ\nmGTzmU7MSTstOApC+uf2Ypg6vbkcjcCn13HIWxZuEGLqOhOtJpu37iQMIizbxG155IsObzr+GLbW\nG0y5Lm4YcNTAACXbYrzlsrFS5fKTP3PgBcbLZigwvvoMFRj5RT1y6cUnYZgGbtOjWXMxEj9d+6Yx\nUw6//Gz0JAhoYLCbvGWzccsIhqlcGnbWYnCgm+5Mllm5HDc+tJGMY9GstgDQDJXO5bd8PNfv+DiF\nEERhTDZnoyUmXikl9XKTXClLVzGnsjHimCiMCfygo9r9pJ3AV2bCOIympYKp9YEXEkXqwugb7GZ8\nZAqvpcyPpmXgewH5ooPb9OgZ7KIyXkNK2VHkVsZCStlx/XhNj/EdZeysRa6o1HoUxjTrLt0D6mLV\ndI1c1qbp+izu62V+schwvU7d91je08uDkxMsKHVR9TyeN28O2xtN/ChKhA3sbDbJGgZ50yRnmRhC\nsL5c6cSGeFFE0bb53N99erfv6NxfXcSq/n5u2Pjwbil+p/70QpZ297C0uwtL1xl0shRMi5PnLEcX\nucQNEXL99nsYbtRnPMfFqs+eSaErh9v0EEKQKzm84egjeM3ykzC1QaZbKCR+YpVop6ROn49EdKwb\nQmQ66ayRnATgs3f9mncffdle/Fr/Orjwmrcz5baoeR43/HwNzzlzBcsG+qn7HrZhcP2f7k8GXZ1s\nzu7E4Vi2emoM/FBZ7zImxVIucZNlGJ6sEHgq1TJwA0zboDJRp9nwyGZNij15ZSHwQlwvZGB2F4Ef\n7uaWnH/Z8+kfLHUsELPedzLd3VkmJ1WlW1AxDE5Wx7YMJsousVSxEIWckVgqJX6gYhzCSHYCObO2\n3vH5H3rkfMa2T7JjpIYu1L5RLNGE6AiYLZddR897/o6BPkdZcSJJpR4QhjFhrCwYYSjRNMg7JkJA\nxlKfC0DgKStDu3ZFoTtHq64EQeAFLFk4m3mlEjc/uBFQmSO5fJaiZeNYJg/vnFD3gMT1oJsGxaJD\nLCVhIhKa1VZSC0Pdv7yWj9vwELpGqSffcVuAcpWoGBGJ2/CUW1dKnJyNbuid+46mq/ucZZscMm82\nxw/N5hcPPUTT89UDlyaQsaReaSKEII6VdahdmTRfcjhh+WLWjo9RmaoT+CFOMYuMpbJShBGmbRIF\n6r6pG7rKwik3VZBtFJPJKetZHCvLh6ZpnTgW27EI/RA7q4JPpZS4TY9ibwEZxQhNEIURXiug2JvH\na3pYGYvTD1nOc+fM5qGpMvdPTrG5XGay1SQKY+b1qPviCXPmkDEMZjsOayen+PcTPnaABUZecu4M\nBcZXbvnrEhhCiE1ADfWoF0opjxVC9AA/BBYCm4BXSCmnHq+d0tI++cYr3sAdw8Nomobb9GhUmniJ\nj8+yDboGSsShUthOMcsfX/P93dp4y3Xv5Nqb7iGMJEtWzaUyXqNebnTSvdpPDJapgo9kLLGyFsWe\nfOcmFwUqQM/KWImpTZXgbYsMdVEp1W/aJoZlYJg6BSeDbRhMNZpIqX7kpmV0bg6+G3SsEwBhEGFn\nLUxbuUcMU6dRbXXmEfC9oCNo7nnHV3j2f78DUDdqgGw+w+RohVwxS29fkVZikYnCCN8L8FsBcRxT\n7MlTmajRqrnoicCKY0mpN0+r7irxUXKws8rt0mp4nRiV3q48A7k83dkMt23dzrL+PhZ3lRhpNOmy\nbR6ulNGFRiRj+p0cVc9jc6XMQC5HMwiYWygyv1h4wgH33X+6hN/ds44d28sMze2mb6DEWUuXUnY9\n1k6MU7IzDOXzXLt+A9e+8o2Esc9P1t/Dy5ceDkDZrz8qQPWRXPXwf3DDtmGO7O/D0ARXPrie5b29\nfOTZr+rERrRpz3HSrmOh0JS4kT4RdZXGKt0km6SFJCCjv/Bx+7An7pm4gtf/+Cpuf8vP9rh+1WfP\nZHKiSalo7/EJ/kBxwdVv49vfuZkHv/Au/jK6gwfLZX511/2MbFeXdakrq0zYGQu35WElv2tQv1mn\nkMW0DXX9uMp9EsfqadNtechY+da9lk//3F7KY9VOqmK90qLZUBYA29Lxg4h6M0QTgoytXBFBJHEy\nOromyGbVddk+fhREhGFEEEosU9V6aHlq/3ZWRqnboTzZIIwkfhhjaAI/jOnryiAE2I5NrdLEb2eG\neInLVRdYpk6xK8uOkZry+wuB45i4boBtKYtIHEsaboRtapiGCkw0E2uGYRtEoboHtOouQSgxDSVa\n2tkgVrKPrmvUmwF9/QV1f2m4GKZB7+wuwiAi8JS1UtM0MokIaNfCCLyAKIywHWVV85N6G74XkMll\nCNxAvXYsauUmpmVgWgb1cgPN0HFbPmEkyeeVRal9T6w1wk7w58CsAlLC6ces4sYHN9Ddlafe8qhO\n1DrBsEJAq+6SKyn3jG5o5LtyzOnrptdR8+tunJqi2XAZ2zbJ0OIBSo56GLx3yzATO8rqXqxrBEFE\nqTePlBLfDTr1PzKOldQNsVSQe6QCarM5W22XuKkBwuSe2n4A1A2dfJfTSdVtx4ioB8GARlVZh3OF\nLOWxKqW+ArppsGCghzCWXHn2Vw+swBjYC4HxnwdeYOyLQlunSCnHpy1fAvxeSvkJIcQlyfJ7Hq8B\nCTw4MUF1os7xhyzmjvo2rIxJrdxU6l5K3IZLrugok5gbcMI3X8HLj1jNN264hZ2jdQxDYCR54Vsf\n3NFR23GciApd3VAyOZuMY6sfXRh1Ai7NxJyoAjwz2JaJ6wXoht4piqNUv7ootSSCOZuziaSkZGcY\nr6riNT35POPVOsVSDjdR2DK5WVSnGmRzNl5LZXjopoGb3EBNW0V8A0RhjG5onHbl+7jljZdz3Nfe\nRhRGDM3toxUEdPUX8FsB1ZoSNePDk5iWQTaf6TwBlceqKkg1ljSrLkEY093tJLEfFq26SxTF5EvO\nbhaUZrXFYfNmowuNmucxu1Rga7VC3fcouy55y6bme9TrLQ4dGmSypZ5uT5gzl/vHx1XJKU2b0dP8\n9fc/yPholZ5eh7OOWsUdIzu4bvNmmkFAo+GyfHCAMPn+P3DzNZRsm3ceeQJVv0EQRzOqwPiSRf+H\nYwd+QrddQBc2L118eDK/RLug1nSRLdmVftqeqExL1oQgI8a8rfTZQwg0Lrruyr2eu6F08UmcdNJy\njhwc5JrXvZ5X/uYt3HHXBjZsrfH+C1/AT/54B4eumMcxKxdz230bWHvT8F61v18YbXHBz69idk8X\nwxNl6uUGuaxJyw07bpFm3UXGMU0vRDf1JMBQxVPUE/dH+4lT07WOb77RcLH8kDCM2bllvJM+evjl\nZ2OYOllHpYN6fkTGNshkLeJ2dlQUk7H1TmaCngzUmZyNrivrgNv0sbOCZkOlQWaTwcUPVHuNagvb\n0hFBTBRJmm6Ek8RR2Jau4kkMHdPQcb2QjK13si8AJsYbqlBWsCvN2TJVf3J5myhQNS68JINCWTwS\nAVZXrs6MVBaLbVvLdBdtdBl3XCiuH5Gx1DG7urIEiWsjjtV1MbGjjFPIKOEWxcqsnzVpTDZxmz4y\nGWAzObtTqAtI6ljIjnvDb/kqCDO5F6oqodBs+ARhjGWqh6V2fFoUSyxLo94MyVga5ckGhVKWkXqd\nRYN9LOvp5er71hH4oRI5nZobAt8LkFIShUq0bR4eY6yQ5fDZgyzv6WVtPEaulGV0yzhjusamxPKw\nfOU8RneWKY9VsRLRWp2o4RSzNCotSn0FwiBSD4jJc4PQBDknS7PuMnteH64XoOmCRd09BHGEhqDq\nq++h0mzRn8vRskPGp2qdooed0uxZE8s2Vc2QWFKbatBsBnhND9+bPrPzgWP6w+vjcTB8FfvCgnHs\ndIEhhHgAeJ6UcocQYjZwg5TyceeTzc4rydbWym7vvejK17G4q5u7t26nUHDYuHbbY7pLFn/kBVi2\nQb3h09XtKAXvWJTHqiodKpYUe1T5WTtr0aypapWmpXzF6seoTOcZw2BuschDExP0Ojkqnsvkzkpi\nVvMJfXXzbAdkOsUsmqbRrLXQdY2engJ5y2JeqcT2apWdjQZ9jkNXRm2fMUy6MxkmWy22VCuMl2u0\n6q4yVTZ9uvuLtBpuor6V2bbQkycMIspjVZx8Bk3XlHgQgkrNx0+2K+ZMWm5ENqMurkzGVE82YUwQ\nqhQxTaiAs4ytd25guibIOspqU6soV1E2azK4sJ+sadIK1JORbuiUclk2PLidlYcuYPvOSTRDY+Wc\n2Rw7OItmGHL36E4WJpU+D+vr2a12Bqh0YQBd0xgbr3TMmM9dsYSK55IxTO7aPszc7hIlO0O/4zA7\n57ClVufFixaypVbDjUL+d+v2vU43O+m75+M2PBYM9fO5U05lyDmWXZU829fBrsBOgUEsXWIaSOlj\n6yft1fEei2f917ls2zzBVC1g+ZIeTNvkx+efx4f/fDOfOOkUqn6THrvAxuoYX7vvXnKmxRd++AeC\nL9y8T44/Uy656b18+co/MGd2gQWLB6k1XWqTdUzbpDJeQze0xC2SwW16Km0wSf9uB2zP/eApGLoS\n/4apk8klT9CJu1IValKDdbOmBG82r7bJFbJ4LZ8wjFjzzt9wxOfPpthb6AT3AbhNj8pUg57+Iq2G\nx1GrF5E1TDZMTlAZrzE01MtUtUGj0mRqotERB20rptAErhswtLCfwe4Sa9ZsotkKCJKBz8moWI12\nTYu2eySMlKsgCtSgaVhGR/Q3qk1kLHH/H3vnHW5ZWZ793+pl13P26XOmD22GgVEpUgQGCQoGNCZ+\nRo3BFo2JNZpYUFTUxCgmUWNUNEZjYjT2XhBRQKQoVWCAmYGpp+6z++rl++Nda80QFQYYB0x8rutc\n15mZ3Wbvvd73ee/nLn4krq2yQZQhGZ4fEScplZKOrCo4A58kSe8nei5ZWrZuJQWKEcfiFO14EdWS\nGK/ESUq9URbvw8AvDieOF2HqCooii9FoLK5/JRuNxHFCFKeoiiQIm30fy9axy6ZoKrIxr6qrpEmy\nT+aa3dcLkqLZcR0fVZHp9kNkGUxDwbR0hsdrYvTkCh5KFMYEnhhBAIReSK89QNNVVE2gMXEYs2zd\nRDG2CYOIaqNMrWRhaxphkrBlyy6Gx2vF/3dhvoee8VeAbAyiFMiDbmiZOiXBqpiCe+dHrB5rMFEq\n0/LEXuCEATsXW2INbA2oNsqoikIQRIRBSL/tiNcUxSjyvrFY7lWimxqSJLHlr797yBEM+VkbD+i2\nyb9c+1s3IrkXaCGui4+laXqpJEntNE3r+92mlabp0K+470uBlwKsWLHiCTt27Pi1z3PN7KWcPPFS\nXnjZqx7SafGt117If11+3T5mcSJODfloY2xymPmZJayySWu+W6g88vncoOMUjOWJ5SMMsjAhwzYY\ndBwMS6e71McqmZTrNoEfomoqVdtkzdAwu7odGpZN2/NYch0qhsH8UpdyxWJ5tUbLE5u5Jsvccut2\n4jih70SUbYFE5LBnqWoXc8swiEjjpIDtZFWhVLVwBx7bd3SwTQVNkdBUmYEnZGe2oeAHYg48OmTi\nehGyLGbT7b7ounVVIojSQmYXhgkrlldZXBgU0LQsS4U+3cokZ2maUqrZbLtzhtWHj3P09CSz/T5d\nzyP0I/5o43o+f/MvuPYFYsO55KZ3sLJaoRcEBYfirvZn+Ma92/niLbezbnIUJwjRFJk9rQ6nr13N\nYbUa867Lnxy5kX7okqYpRzzMQCrpaUdz3b+9hv+6624uOeUFSJKOkI/6IgFVUvcLMIMw2YssmWjy\n8Q/r+R6onvOdl3Pv7CKtuQ7Dk3V+f8OR/Hxmlo+edS6arHBPZ44L/v1LhUPkoarSa08B4PDDRrj5\n29tYe9IERrYB5cuF7wb3kxXG2cl5y19/F6BQY8iyjO/4yKpCFEQZ6U4mTdKiiZ6cHGbHfXPohobT\n97JNIJdNSqi6uo8MjRgVmCWTJNv8TFunXC+xfLjOtj3zmCUTt+/iuyFWyWDvzia6JpRUgSfQxyiM\n6WfGTn4gvtu6JtPqBkyOlUCS6HY9ZFmi2xcjTttUURTp/rRfWcI0VFwvKsavjhMWYxBVUwj8iCBK\nGLgRuiqjqjKVsk6apAXfQVYV+n3RbJi6UqAjuT9FPp7J/R0URUbOOCOSJBCTMEoxdcEPc32BCHmB\nILTGsfC1yH0sYJ8hlyzt+7OmSoTR/UmxsiyIqLlPhmUo6IaK44RoqnAYTdOUvhMKhDdKKJkqqiIx\ncCPqVQPXE8hPbaRCEqcszHYolQ3sslmMy5JsfU7iBC/LWFl75DR7di0WdgITq8aEogWY390k9MKi\nkctfn6ELUqeSEdtrQ6Kp0WSZruMVahlVE46qTs/FtA10U6fX6t9vvJfECWT8ktx2fXGuS6ls0G67\naKqMLIOmKtzz5ssOuUxVHiun6rOPOaDbhv/809+6EckpaZrulSRpDLhMkqQtB3rHNE0vBS4F4YPx\nQLc9eeKlAFz+k1/w+K3PwOm59AcBu99xxS/d9v03X8zrNl3E9Ns2YxniC1Gq2gy6TiGHkyQJb+Az\ns2uRFSvHWGwKZCCH7so1m/Z8h8CPeOm5T+KPDjuMv/rRFTiSJ2RdfY/GhND3l2u24G/ECdWKkHS5\nUcRP7tiKWTJo9gaomkISJ3Q9r0A+FpwBq+tDdH2f+UGfxtQQe+9bFAuTruJnDntaJtPKWd35KUM3\nVEzboJ+dljRdZbiqE4YJuqbQ6gZYhkKSisWpUlIxSwaBGxakuMWFASA2By8Ri4GqytiKRBCkLMwP\nCCJxiirbKq4nFvxqxeT21367eM+PuuQclroBz1uziht278bpudzwZ1/mGd/4M26eX+CC4zYVt/3s\ntYCUhm4AACAASURBVDdx5sYjaHkeLzpK/N0R9eeTrv4Ma2pVbl5osuS6REnC446c4Cs3/wL3iDUs\nL5e5vTlL3TD555tv5tNnP7wGY+NTVrOpsZ5jTz6CBBcFC0HaFIFlwt472zTTVqYQ+c2Ai/91zkeK\n30/81z/i5MlJbp2f597uAieO/xknjMGdr3/Jb+S5f11Jz3s8LIhT3VxZ44jTp/HcAMkVM+7qcIXO\nYrcwcFJUGS+Dj3s9n8m3nIFtKoLNn2Vl5PJVVVOKTIzFmXbBKZpfaBdKgHzD1U0dCChV7aKZHvR9\n9AxtBAoJZU40vGPrbuqjVWxDzN5zroeiCFTF6brolo438NFNjTgzzArjFEMWTTPA4pJLrawRRSlJ\nKoy1LEMpRq25SVaYnWJ7jlCj9JwUQ5OL5iCMEuQgJspyQvImplI1mZ0foKv7EIWSJZZiU1dQVaE0\nSVPRQOTNgQQkkmjwdVUWDYsm1oXckCpN2aeiMJQCUVBUmW7bxTKzUXD2umRZQtflwlRLkiQUOc0e\nJ0GWKZrKXPqpKKJB1FSxqeuq2PB1LUaWxP8xCBMyShudno+mynT7AVHUIYoF0bXf8xj0fQxdYfqw\nCSRJYmHPUuGO6gcxe3cv0pisE3gBiqbQXepRrpeQZZlao0J7sYutKqRJQrfnU7I0/CAuEIVKXZCK\nNVmm5/r4jo/nBFQbZTGmiROSWKhf+u0BniPsAuJY8OTcvkBWBn5IfaSKJElYpkqv59EYEcZivY7H\nIzmoP6KSDnxE8mjUQVORSJL0dqAP/BkPcURysIy21r37LKI4IUkEIUzKwnq0jM2ed6BAZmsb088I\nTbqlU63adFp9nL4nCFEZhGtYAs60SgZO1yXwQ6yyWXTZkiQV45Zus0+1UWaoUWXvzgXaLYdKxaSS\nac5VTXTxy6pV7p1v0qiVWVGtIUkSP9+xi/ldTUpVQXZyeh5+EKOpwj43h2qHKjp2xcTte4yvGMkI\nXGLUM7u7hW1rIElY2cx1fq5P2RaM+TCKcb2YIBJoSb4YBkEMbgyGgqxKaJqM78aMj5q0eiFjQwYT\n00M86ah1/MOp733Az6H+109i/cYpvIHPjS//KgBv+umbSdOU/7rsOi546slcfvdWluY6jEwN0V7o\nMui6bH+rMMF5/dVvQJYkbpufQ1MULjzxREatMn93w7X8v8MPpxv4hffGw6mzvnQBXz3/j9HkCpq8\njP2NtfYflYTJrodF3nw0auqtZ3D041Y9rLht6c9OgB19asc2OOzwUU4/6jB+eu+OgjzXW+oTRTH1\nkWpBYE6SlCROuPfeJq33XlU81rp3n4WScaF0S0fThTIs8ELMkoHvBFhlk05rwOSKRoEAGrZOv+3Q\nbQ/o9MNiw9VVGcPSGRqrksQJm1ZOc92W7XSX+oSRgPnLNZuxZcOE+Y4GhYTR6boM3BAJsEwVOdsM\nXSfAzhA41wkYuBHDNYOhsRr9ruCL6IaG2/dotT3mZwYcdfQoaSo2xkxpWZzS40Q0F4auZKZOUoFe\nxBkKIUsSWkaITNKU2lBJSMh1NVM9iACzvhOiKnLxeqMgIowEDySMYgxdKHZyvkU+OjF1uUAT8hLk\ndaG+AIpxcOiHKJpC5Ecstj1G6qIJ1EyN0AsxbENIWN2gIJ6mKfhhUowFomy8lY9aKyW9QJuSOMF1\nQxQ5dyEVSEgUpwRBQtkWKhwhGdYIo5jxZcOMNKr0PZ/53UKZlUQxmqlxxLpp7rxrJ5qu0ms7xci7\n33aEciZ37szC3+pjNXqtPpV6iVqtRLvVx/cC9u7uEKfiNeuqVNgF6JowTpOAxliFNEmxqxbVio0q\nyzRbPVpzHQzbEM1pZraYc+kq9RKSLHHdi754aBGM8XKqHyCC4X/o0CMYD7vBkCSRGJWmaS/7/TLg\nYuDJQHM/kudwmqZ/80CPdTAajOrrTt23KGVdvZERo3Lb3ChbgHJddOCHrFg1zn3bZmk2HepVoaqw\nKxaDroPvZkmmIxUkCRr1Ch8+82xMVWdbZ4Evbt3K9274BYapC2e7TFaapikjIzU6PUdsnn2f2lCp\nsCif29MijBKO2DhNv+1QzZjQkiTRmu8URKzADwsym9CjJ3QHIVNTNbH4uwGOG1IbsjO7YIX6aJXA\nD2nubRXZAHEcs337EooimpPOIMTxxOOGYUIaJtAJIEygooGZkRzjFAyF4ZrOSN18SNkN6959VsGZ\nee+Nb+eGmRk6vs81V93D2LCJqorPJI5i7IrFhlXLuGPHnl8yVjrrSxegyTJvOvFEdvV7ND2fVx3z\nlkf0XQERrvSnR2/gWetOQ5XGM3lqCHnaqqSQpN3fyGjkYNf695/DyNTwr0z1PJCSzl7PWy7+A06c\nGKdhWVx8zTXEaUq3M6DXHhTfa8PS8b2QUsXKGPcy7zv/KZw1/RfFYx3zwfOKf0vTlDQRssn8dJxk\nZEdFlqjUTJaaDtMrh5nd3UJRJGabHkkikAVNk5leVhOjyIzIJ8tyJikUxGvN0PDcgCSBqZUNVF1l\nx92zxchAkkQTkKZQqduMTg3Taw8Y9FwMUxcuk0HEQstj5YohkkSQnvOmqFS1iMKYHTta+EGMM++y\nbkNDIADZpqYqAibPeRJxkuL6MboqifFEkuK4cWEFbhoZyRLRztaHbEE6D2NqIxUhyYwTWrNtzJLY\n0DqLPYIwZmikgp79+6DrFhL43AW0UreLg0++tAdhXGz0hq6gGVo26tULdDTnWZB9Zvl6lDcyeVpr\nmqY4XvRLdt958yTLAn0plQ2iIMLxIowcZUlSdE2gvcXIJ0mpVEwCLyjUbMdvXEfH9zh+cpIrduxA\nkSQW5tpF+qvnhciSxPS6iQyRECT5MIjEIU6VGV85ysLuJqPTDfZun0OWhQKn7wjVi22quH7M0t9f\nyfTbNhdKnTBKC55OuW5jlU0Omxij7Xv0fL+QYPdafUpVm588/3P3v5YO9YhkvJwaf3zsAd3W++A1\nv1UNxhog19epwGfTNH23JEkN4L+BFcBO4FlpmhkF/Jo6WAjGxIWnFxdbrjs3tGzumIULSRJU6/Z+\nsiSZMzYdyWnTU7z+P77FC845maMbQ7z3hz/htWecxIev/RlLs23u2rLEV9/6PH64aw9HN4b5/JYt\nnLRsmhWVMidNTrHoOfzdtdcxu6eJqqnIikS5XmJptk2rOcAysxGFHxH64jQXZWqOJBESqiiMmZ/t\nMrV8iEHXpd/zsUs6pq3TWuwLYpmpZicccXHmkKCqCDKZYeqZ3MzIjG8kRkZqzM8J6+BOs48XiOai\nM8hkudnppJ9BvYkfi1VDAuIUxVKJPnxwCIZHXXIOnY6LFySMDpkMjdewK0KGduzYOLam0vZ8dvd7\nnLdmNeetevVBed5fVR+45Z188srr+dIFf8yQXuH8L3yWv3vyGZw88SSStMNPZm9h87KX/8ae/1DV\nsR86j1te+ast7afeegYz183zvNdtxlJVzlm9ijf993eoj1ZpzraJYqGsEGMygQTmaJ7nBL/ED1l1\n8ZnIklQ0EZoqfrcMgfBFsZiTh9mGNfvuH7Psos0AjE1U6bUGLLZ9Bm7EEeuGcfte5n6ZcPjG5fS7\nomknQw2tkkGv7RCHghvl9FwmVo5y+MQYThigKQoyUpbXE1PWDa6/fRtHH74cSZLY0xYNvdv3OPfx\nG7h5dpZ2zykOGL2eRxDsU4fEaUqnFxZeFlE2QpTI1pggLhw7jWyksn9JkkSpbCArUuEV0l7oIisy\nuqkz6DrFWKhUszFMLTtoJCzOtFh55DI6iz18LyiSXPMl3POjIvysWi/h9NzCdyIIk2J0YVta4Yqp\n6WrGSYkKG3B34GOYWsFBiKOkGI8ABUlUNG9y0dzkHAgpazYURay5otlLCitvWZEZDAJsSySyOk7I\nyLhAlHtth5HJOoEviJWKIiNliFjOPbOrFkmcFuqUKIwYW95gabYjbAOGSmiaSr/rcO0Lv3C/93/i\nwtMp2xpbL/wB428+HVWVMXXBz3G6Lmomzw38CKtkFDboI1NDzO5YLDhGv64ejQbDfM6BNRjuB36L\nGoyDWQ/WYEhnr+eN73jGr0wBVf7iiSSDCGyV9CPXsuyizfQGIdWyxuT0EIqmMrtzkcWWj22qjE9U\nCrZ17kb3N2edygs//BWO2TiJ7wXc+Bf/yPlf/1v+6glP4LVf+Q63fmMb6ffv4D/vfh9/8rbP8vG3\nPpu//dJlfP0v/5Svbd/G7MDhqOEhXrrh97ly70942b9/hT8/90n8509vZHZvm3rdIg7jwo1OkiWm\nRoboBj5+JtdKkxTLNugsCc344qxwCZUkodWOooSh0Sq+F9BacnC8qOi6GyMlAjdEzySBuTSvOlQS\nUrmqJXgrmcNnDoEGboCkyPT7ProqM5OdHlVFwvViUj9m/cbR+/EtHmntGXyR0//po9lnpCPLEs22\nx+hIicZkXejuZcHKvvaFX+Dof3oav3jNtwARWFUq6Zy46fDfSGARCHfIT73sj9g8fRSmctZv5DkO\nZUlPWc+yJ47/Sr5SXsvftpkb3/Rqml6PZ33682Js0PeKxtzPGlLTUJFlCdVQ6Xc9TEPlmI2rue2O\nHVTqNu2FHsPjNfbsbDKz4DLeMCnbGoqmoqjilHzXrQscsXGEofEa3SWRM7F3psdQRRfweRhTsvap\nNJpNR0SaqzLVqoldsYQ8vGyRJAm9pT5Oz8tO1RKrj1ombPQHLpvXruG6vXtI0pS53U1xIldlfFec\nlp2ui2qotJYczjx1A7dv203gh3Tagnytq/tO3jkKIsuSIFX3PTq9AMsU3heuH2doqUStZtFuuxi6\njKYqLLbFezkxViKJYjESUWRMW8jVW0sDdFXG8SIaIyW8gU9lqMSaFRPsnFnEc3yGxmpiJBJERW6I\naeuF3bZdtViabWPawuisNlLBMDVm71sozKkCV7iDikh0uUANdFNjfGyIufmWUAdpwjcj39x1QyPw\nAgaDAEWRMDOkITdVi4KIIEyKQ4+IlpeL+Hfd0u83ApKzHKe8XD8uRi5RJKSvsiTIt1aGprpejJp9\nHrkc2NCF5FfXZOzSPsQkSVJm3vWjX/t9r//1kyhZajbeEUFx5ZLOUsvjeeeeyD8+ad8IeOSNpx1w\nGB4c+gZDGS+n5nMPrMFw/ul3DcbDrrO+dAE/+MNP84ulTxcx7Hm8ct5ZV6v7sj5yT3s/TNizpU36\n+Zuovu5U/uHFv8/bP/+9+y3I0rMfx/NfdMqvTFuVnr4RNJn1pyzjZ698NbsHi8iSxKuvuJz/POeZ\n/Pnl3+SHV93ByKhoAqyyWYwxyhWLMIxolEos9PqF/36apgw6DqWaTafZFxBx16NaNYuRietH+9jg\nsZiJ5hKt0A8p10sFudQd+NhlE6fvFR4BhqlTrtt0mj0URZiK3XnnHKNDBp4f4wUJnV7AE09a+Ygy\nYkAYXT199WsAccJd6gSFa2KjZtB3hXvg+o3LCte/JBFM8v2zJMbffDovOf8UFhyHS8/8p0f0mv4v\nlPSsTaRfuPlBb7fxA7+PLEtcdO5m3vTf3xHWzVFCtx/QaNjFCTXnGkkSBH6ErEgsWznGjddv551/\n8lRefvT9Q9vO/vIL+MVN96GpMvMtn2Wjlpi5lw3xHXYCGmNVnJ5bjDucQYAsg5/Fc+fporIkEjNV\nXSUKIlYeMUVnqYdVtpjbscDIsmEatTKL7Z4w0+p7HLl6ip3NFkmcsDTbZmi8RnNvixWHi/t6TkB9\ntMre7XNs2rSO3XNN2gtdokiYeVmmQhgJ5Gah5WHqwigrl3sqmuBH9AYiyKxW1opxSJ49kjuE5o6h\nOfEaxPdflqTiOk7SlDhOqdYtIj8ShNWqRRwlBF7AyvEGmqKwde88SEJiGoUxvuOzamqUju+zslaj\n6bjMLLWxSiazOxZoTA4RBhH99qCQuYu0U7Uw4krTFN/xac13qY9WRVBYENFa7KEqcjFKyZGM3PHY\nG/go+xFvhSGh+P7sz/3I3ZUjP0KSJbo9X0Stqwq9gSAJ65qC58coikS1rNPpidFHEKVUbBXPF2u5\noQtTtYEXoUhSYRevZOjNrlmH6XGbnW//5ciJZRdtRpElVhw2zh237hFI7i3Ngxa0d8gbjIlyaj9v\n04PfEOj/w09+12AczKq9/lR6g4h0W5dlJ40jAdW6hW5odJf6bDx2DV/76s3oJY3V05WD4pY443wZ\nCTju7z/EcKPM+/7gKRxWa3DhT67kzu17aDf7wj2wURHGN75wK42imFqjgtv3WLNigi337KLX8YrZ\nbqlsUB0q0Ws7uI6P68VUSoIpnY9IWj2hHBkdqxAGEdOrx4kSASvO724WfgWGqRfZA+V6Catk0Jrv\n4DkBSRRTqomZ8OxMlzhJaXYCHnfMREHYfCS15p1Pptnx8UNhJDRSN4qTT5j93fCwxdyCONWVLLGh\nLXUDdFXmyGOmSVPYcfcM1brNba/+5iN+Tf8bauLC0xketosckMPXLuPL5116QPd9/dVv4HOXXc/A\njWjUDMIoYeedLdLP3cRp//U8sWjfM8v0ugk6i10AjjtqDZdfcxtbLnwzi16LebdXhLi99qq/4VtX\n31RA6ZalEfhRYdC0bv1yvCCk1xows6fNshXDtOY7RbR2HIoRXR4BrqgyvdZAmFUF4qRcrQs+hlUy\nRKBavcTeXUuCTCgJpCEnYJYstSA/DlzBCegOQo7YMEXgBfhuSG2kwsKepUJ6G/pRcX12ur5QnOj7\nItGHMxXCoO9jGsKxMyd+5p4MlZpJqSI4HJ7jFxtur+vh+MI8C8TtdU1YWlfqpSKh9PxNR/P9e7aK\n90ZXed5Jj2fctvjmtu1EiQhRu+vevURhzPB4neGyzbbtM9RHq/RafWRZZHjs2LKHcs3GqliE2WMD\nVIfKBBki4nTdAhHJm3vHiwovkJzLJmcW4aWqVRhn5aMWoFACxRk5Pj8wSLJElFm+G7oiFGvZdZ/L\nZEEoX1Rd5fDDp/nqeR8/CFeGqNrrT8XQFCollcM3rOCn12yl/b6rkF58POm/3nDQnufQNxiVtPQn\nB9Zg9N5/9e8ajN9kSS89kRNPXsn2u+ZY2NNnbLrM/LYuk4fXmLm1Sfq12w7ac2368PnEUUKpZjPR\nqPG5c5/Lj/bcTtNzeefXLmd4vFaQt+yKgFxVTWFstM62e/by7NOeQNP1uPbu7QWvZPWyUbq+z9Y7\ndqFlTPLFhQGWqaAqYv6rKhKmqVGul0QcfObpH2ajmG6zX9inL1s3weyOReFGGsUFEU+WJWRFprvU\nLxQBiqYW8/ZTPvPHv0RuerB6+/Vv4WmrVnP82It53L88ndvvnAfEHNs2FSxDJQhjolg0GqoqvDw0\nVUYzNHbu6bJ8six4JarC3tleAZk2HwKE+b+xblz8JLcuLPDur/yATk/A2COjZU7YsBZZ4mGl0H7u\nnku4+OuXs3LNBBvHxvnpjp0s7hXW4EcftYL5Xp8dd8/wivNO5xM/+Gkxm37hZa+i6/vMLLW55k8/\nz8p3nJmdTCNKJb0wfjN0BUUTm1KpahU5MVEY0+t5mLpCmPEbcrOrNE1RFQGlzy56jNQN1hwxzt77\nFjOlwj50Mk/KHLiisckVA4os+ByNhk2n4xFFQtGgGaJZb7ddLEPBC2KiKEVVJUxdnJCTVKCguR23\nl9lJd/ohmiYz2rCpj1ZZ3LMkogkQh4NqWUczNToth9GJGmbJoJclLDs9l9HpYVpzHY47dh27Wm2h\nbDM15nc1WXHEJG7PY8f2BVasHhEuvIZGrz2gNlKhUrHx/JDTV6/iWzfdTmWoRBwnbLltDyVLZeXh\nk+i6SpKmLK/WGC+VuG7XLiqWya6d8wR+RJoIp+FyvSSu+UxOnPNfhsaqDIoME/H31eEyTt8rfILy\nyg3Q8n1F5DEJu3W37xXEWNeLKdtqoajRMql/34mY/7sfP6zr4FfV8BtOw9Tl4nux6rBxtm2Zpe9G\n+JncOP3odQft+R6NBqP8/ANrMLqXHPoGQ37wmzy2auU7zmTiwtMf8v2ks9dDGHPHbXtZ2NEj/fef\nM/e3P8actJm5bv6gNhcAf3nGSbz27FPxHZ+O57HgLnDa1GH84drjOOv4DSxr1Cll0es7t85h2Dqd\nxR67ds6Tpim3zs2LGPjZDkmSMjE+VHT6papNqSocS4fqJlZG2FIVCbtkYFcsFEUuTmODriOIr6Fo\nInRLQzM15nYu4jp+xs9wspC2iPbSQMynVeH2OXAjBn3hcbD8bZvZvX2e4TecJjwTDrDiJOX4sRfz\n/psv5n3nP4XQE+ZGI3UDU1dY6vr0nMztMJv5F0ZFXkC9ogtL3iBidr4vbJcVqWCo/1+u25uLfOq2\n23j8prUk2eYa+iH3LCxy1Y13PaTHmnO/gnT2ei695VaSOOE7f/BvJKlwvoyCiHbbZb7XF2x+P+aw\neo1tO/a58I7aNoaq0F7o8viPPANDF5bbSSrGKkEmc/T8mKUlp+AB5FbMgRcUMk/L1gmCRPg1ZMFg\nUpZ+OjpkoCgS92yZpVQ2WLd+CtfPuFUZgiDLQsWRpkLVEYQJfTciSlJaLRcvG5+qGdwfhxGjYxW6\ng7DY+Exdod0PieKEWt0iiRP8MKHvCLfPJBWhaKossbTksnXLLO2esNaOM36A50d4A794fd7AJ/RD\nuu0BQZjzKiJ+fM0dNGfbHLV6imrVplyzWZrtMNKoctwJ6+i2Bjzz+GNx+sKnxO17zO1p0l3q8eN7\n7+PoNdM4PZeZe+fZsGk5Rx+7ClVTRIDg8DBBHLGt1SJNYW5eNIuyIg4Tk2vGiGOBsAyP16gMlUhT\nOP3EDYRBRLfrUa7adNsDwmxNyX16ZFl8KHmEfSXjfqWpUGIEYYw38IWTq6kVNgJpCrqhoqkKs4tC\npn4wm4tVF5+JnkVIKLJoMO+4ba8gx5sqcRAf1Obi0SgJsYkfyM+j8vr+NyMYx136TOb2tGh1Ayol\njdnr50m/fwfTb9v8gKS3g1XSC47jjS87m/dc/DWe/5rNfPOHtzI2YnPtq17BXe0Z3nvDz1g/MsKc\nM2DL3AKSBK35Lt22sD52ei5JnBCEMXGcZt4eEkEYMzxaKSRTvuPTGwhzmqG6WcjMljo+ZVtFzRIF\n8xA0TRe26uWyUbgZ5o/tBxF6NjfVLZ0wI2O5XiQ2mizgKWeLzzVdTF3BMhV2vO2XZ555LbtoM0PD\nNr94zbdYdtFmhhslwiBiaKxKa16EW5m2ge8F+E4g2O6Zn4csS6iayDKYXxxkTUhCvawx3LDpdTwk\niQd8/v8L9e6fXcSVO3cyu6fJK848mT0DYaT29hPedcCP8YFb3skVO3eiyTKX/egO3vX8pzBimXzm\n9ju4585dDNyIdeunuOrH20g+cu0v3f9PvveXbNkxg2aoDDouTs/F9eOCZxCEwlQqJyInaUpjrIbT\n97BKwiE3imJkWS4QiTA7FUsS2BULb+AzcMPCgyGMU8qWWihe8vFInFmQR5HIAHF9gZClGddBUSRq\nZZ3uIGSkbqAZGs2mU1jvSxl5U5UlkYSaIX8S+1wwc+6BJAnyYc5XSaHgBFRKWjFaMTIlh2kI4qvn\nhUVeUl5RNlpyszHK0LBNp+UgZ66jSYKQnA9ZGcEyZnLlSPFaZncsZsiNxClPPAI3EuFuXc/D6brE\nUcKyqQZXXnUXUxNlmk2HWkVn1RHL2LltVphPZe+dVTGL03+/7RQIp6TIpHFS+HTktuaGrhZIqF0x\nkWSJmT0dqmW9cHANwxg/TKhURE7L1mtnSb9+cA94+itPAkRTWrbV4vOu1y1m5wc4XsRwVReHy4PE\nv4BDj2CoE5W0+qePO6Dbtt531QO+NkmSngp8ABHG9Ik0Td/zP/59BfBpoJ7d5o1pmj6gAuB/XYNx\n5Hufwr27ewRb2tgbhnjDc87kPy6/lped8yRet+mig/IcD7U2ffh8bvnaVk59wSZe/LhjefnHvs6b\nnnsm391yN5quikV44BN6IfVRYWakFm6eEoOeS7vtZpIqcSIcXzaEWTLYducMlZJWNCG1Ibs4EWma\nguOGRYqkJEn0BsG+BkKTC2OyXPudL26GJkYTYrQi/h9Bdiqr163C2yA/xckSdAchhqbg+iIsanJZ\njZv/8usAaK84ickRC9NQikRHRd0HXeahTPnMNsysyfMNotYoM+g4eH5ckORqdYtO26VaFQtZr+Ox\na1uH9DM/P/Qf8qNUneBbfG/nFu5qddjV6/LiDRuI05Sm5/Lqz3ydTZvWHjAXI6+TPv3/WNi9xMSq\nUQGV9zyue/EXAfjWjg/ytJWvKm773Z3/zFNXvAIQbqS1oTLdrkO32RPyx8ytM5/XD9wILQsCU2SJ\nFPE55qRAw9bFd77rFkRgVRFjjVJJp9cPMpKzIGJWyxrVkthADtu4nG237yZNRQOQpsJzA4QiJP9z\nkqQYmoKhy9SGbBbm+4yMllhqOnhZ6rKSqUaiSLhoalmDFMYpUbQviEzJ0BZNEWiJ44mRjOvHyFL+\nOiisxvO/i6IUQ9+nUrEMBT9MGB2vYpYM+m2H1tKAIEiI05SNj1/BfVv2CnKjGzExVUPPxjpOZipm\nmMIYbHS6wSlrVrGlucjPf7aNzaes5/Ztu4WpWdlElmW67QGOG3P2GUdzw0330OkJXlStrGGamvDK\nCGMGfb/IZamUhZGW0/OKnJN83Op6+ySywnNDjJRyTkreQOXj1yiMizFSFCXMvvvgIRcg1ps0hUZN\nR1EkQYTXhDplbKrOrbfNEHzo/tL72utPpXPJ1fTCb1PRzn1Yz3vIG4zJSlq/4MAajObf//oGQ5Ik\nBbgb+D1gN3AD8Jw0Te/Y7zaXAjelafoRSZLWA99O03TVA76+A3plvyV15PueiiTLjA+b1J62piAA\nXnTCo/u64ijh9/78BA4fbrC+0eCkU9eyefk03759C7ahs7BnCUVVsKsWO7YvUC3r90sFbEzUscsm\nI+N1ul2H0AtpzXeEdC1J6Q3CQm7VWnKIY7EgDNyISkmj74RUSjquH1GvWwz6voDRs5NanD2Gyb7l\n8QAAIABJREFUmmWYlCy1SMPMjXNMQy3cCtMkIUlEWm2YnQ5TYKiqo2sKw4pMu+NRyTIAQMgMJUkE\nMam6Sm2kgtN1ieIY3dCE4iVbsFwvpFoXbqZRECEnKUsLPSxbp6SpzC0MGKpouH0fx4spWWL0Y5d0\nplZXmbjw9IO+YD3W6vbWp6lqFrNOj02j42xojDBpD/O8b3+ZFx2zkfNWHcMTj7+Lq356JxePv5WL\nTnjnAT92qWwRjVW55ee72LhpGb4XcNKn/x+HT44X8uA//d4r8OOIME7Y3X8PnSBAkiW23bGrCIKy\nS0aRV5GbXpmGUjg75r4M3kAEpeVNtedHmZ20dD8b5G7Pzwzn0gyZE9/XHLW4/cYdqJnKIwwT2v2A\noYpePE6aCgQht6p2/Bi977FyzQh3bZnDygywcrTFMhXiWHCbZFkukI2c+yNL+1CK3GCraN4zDlEe\nAQ/QG4QiFTVNi7h4WZYYm6jSbzvChtwJMGwxZnD7XjFWueOmXaxc06CU2aMDJLEgbydRjG7p9DvC\ngXTXtnl+5Ic0Z9v81TM3862tW2mM12kt9uh3XSzbYNesw/HHL+fq6+7E0FUqJR09iIuAxFzKH0bC\nah0QZFUvxC4ZSLKEnWU46ZZehEpKEjQ7QfEeapnPRI6u9AZh5rCcZgRScbCZuPB0FtvB/fx2Vr7j\nzIeNSlbLGo4XE8YpYea9AmKt272jSdj/5eTTziVXi/s+7fWk3394DcahLol9KNojrBOArWmabkc8\n5ueApwP7wzspUM1+rwEPGvP8W91gPP4jz2Bycphvf/VWMJXH7Dzttld/kz/85st45rq1nDD2Eh4/\ncQ+nXfAB1pw2ycmHrWbH9ll0Q6O10GV4WESn9zsu4ysaLO5tYWYRyguzLWojFeyySXepz+JsG1kW\nsN/cwgBJEhu+LEkCLk5Smh0xAml1fWRJYrHpEMUpJUstFv4wyyrZ9pbLmXrrGRl8KRP6wvkuyE5s\nIpWVwkQpTaFa1gnCuCDfeX6Mqgi3wpwUCPDXz9nMZ39wLWoqLKYXdi/h+jGVijAYS+OEgSuaHFmG\nXsdleLQibIAzJ8LAC9E0hXpZGD7FScradSO0F3pCSaOrIpBKU1h18Zk0xmr8/M+/8us+lt/qUiWZ\np3/ms1z3sreSpC4SCi/6wX/wnT/4N7z4cm5fuo/3n3YWzx8M8JOYWefLfHHrHbziV7igfuO+D3DD\n3AJeFHH1tnsJPCGn3nDMFL4TkMQprfkud6Vw8r8/m9APecLalZwwOcHKaoVuEJCmGtVaifZij9QT\nm4hVMjDtLBDQVAsXyNyIKU3FLF58V2PcXoCmifhvyxCkv1xtZGj5Bi9UInGGbOTfyXpFNLduZs0N\nYGgKYZwiZ0TRRBbcj5zLVLYEufOeu+cp2xquHxduwHnqsCRBrazRd4T6JI4zm+lMUZI3U0JyKWfe\nDWJck2S+GWrmWClJgteR8wEkSaBzC3M9kWVU1kmThEHHQVFlJlePMRbFNPe26A0C5ve2GZcktKwh\nL5l6IT8v1wRnQ1ZkmntbzO5uEcUJ//DlK6jVBDG1VDEJvZDAE+9zc6aNaelFBLttZzHkmeJH0RT0\nrKkqV4UCJd/M4iihOduhOiwMqrrZhq2qEhVbLay3e07EkGUVnhhTw2VkRWJproMfJvQGEboukNkV\nE2qRZdPuhzRqxsO+PprvuRLrNacQBDGmoVCv6swteQz+8ScPet+DOTI5FPUQ+osRSZL2HxVcmmWC\nASwDdu33b7uBE//H/d8OfF+SpFcCJeBBjYIe8wy5TR8+HxBuhG+85k2se/dZvPAyAdHe+PKv8q1n\nfJL0Uz97zDYXeX3p9z/Gs/75c7z2qr/hklP/ng9d8ly2XznDZ79zHXd+bwe+F1AdLtGYHKJct/Hd\ngJnt89z+7XtZOTqMVREeHk9Zu5YojDnjxPWsPHwy8xPwKZkKtinmjaoqZtCaIk4OgjchEAQ9g6eb\nHZ96o0yz42PoMo4Xs/xtm4tFz3PFeGaobjI2bGXx7mnh3Z8v4q4XYWYnGKCAtZMEOh2XZRdtpvb6\nU5kfDIpF1XVDXF9ApP2+T7/v0+n5RFGC48b4gWhU+m2HKGPq5y6CeWy0bupYts7MbmHhrGsiITEI\nY5xMV7975wMayP5Wlx/H/PSlwltEQkaSTF66cSMjbzwNU3kyb77qKrzY59NPPY8vXXUjf3XlD3jm\nuqMIk59zzAfPKx7Hib7HykoNVZKo6DpHTI4TeKEwXFJkdEvDrlpMrR5DUWScnsumNcuZHfRp+QEf\nv/U2dvUG3NPucPL0NKvXTVKp21SHy8KZsTVgaKyGoonRnqkrWFkAl5ophKJYyE9lWUKWJExdOD+G\n+/EpRJJomuVOpPeLUzcNBccTJksgkAVVlUQqsSGeT5g4JdimWjQxnX5YPEbJUjF1GctQKZd0dE1s\nepWSTpoROUuWRqWkoSjiGilMnkwFyxJjhfpwCVlVKNsapi7QQNNQMHSFkqUK9Uw+bglFA+X6MT0n\nYufsgFLVplwXcQWt+Q6qplKul5he2WBkvCbu54fM7Vxk650iWFBRZSZG6uy5b5HQF5Lbsak6o2MV\nqlWTfs9HlmW27+hQbVQo12yO3jCBWTIgFS6tjhfRHwTEYSwcgW0d1wnQVJnGWK1QxBm2kJ5aJYPh\n7PVopka1rDE8bFGyNAxdKUZDpq7Q6XgEbkDghQx6wsRsZHKIOE4ZHraoVk00TSA7hi6z2Bb+F3ly\n7MOtf/2LP6Bsq1RLGvdeNXNAzcWD1eRbzih+P/ZD5/36Gx7CysffD/YDLKZpetx+P/vPTn9Vm/I/\n+RPPAT6Vpuk0cC7wGUmSHrCHeEw0GN1gnk0fPp+T//3ZTFx4OvorT0I6ez3HXfpMbrl+L2vf9WRu\n/cY23nPy37H1wh88pMj2x1I133MlT14+DcArjnkLa06bZO6GBV530Xl8+yUXYFcsbFNHUUVcs6Ip\nbDh3NXdu38PM9nniKGFPr89zNm5gW6tF2TTEPDcWeZ+arlIbKjE2UaVeM4WTYLY4q4qMogjbZl2T\n0VWZO+9aLGyg3czExg/iDN0QpM80SVENEQY3PGwzNFxClsSJ0jQUQVwzNRRFwMEiWlrkNKhZpPTk\neJkrrr8dx4sK+ZqpixNOpxcycCOCKC2sloMoyaD0GKmY80ropjhhGbYI0TJtnanlwxlsrYiFMfMW\niOKU+TmHt1//yHNLHot1W3OBw991MUkqFuwk7XDa1J+z610X8p93v4/52RYl1WJHb4nJVaPcsW03\nn7/7duJ0iVtfJWzDz/rSBfRDl4/eeitHjwxnj5NSH61SbZQZdB0GHRdv4GEoCtWyxQlHreH2PbNM\nlStM2BayJHFPq0U/CGh5PrMzS5i2gWELGH1kagjd1FBUhVLZoFS1WHXkMobGqqSpaELDUMgTYV/j\nqqlywXWIk5TuICxm6flYzwuSwj8lz8YwdQXb0orGQpElEhGxIcK6AjFO0zSRRnr39nYG2YvHyB1H\nFUUomNI0H+2oaIYgp5ZtrZBvi0wNubDtVjLlk121BN9BkakNlUSceCwizUE0ymEs/n+tpkcQJmiK\nTK8ljPVkRWZorMag4yArgmcxP9Nm764lAj9EN3Wqw2U0Q8Mum4RxzMT0ELqpMzU+TLfZI4piyjWL\nVUdMMjRWRVMkYQkexfTbg+L61lRxneqqjCRLxFGC0/OyRNQEd+AhK1KRhFupl9ANrYg113SVct0W\nwWSZ22tesiR+kiQVDQ2CjyNl5l3OIBC5MqFAlrzM1VNE1j+y7em5h78eSZKYaXqP6HH2r/0dQm95\n5Td46Q9fw9p3PZn17z8H6YJDqgAtSpIO7OdBajewfL8/T/PLI5AXI2JASNP0p4AJjDzga3uskDyf\n94nzee2jRMJ8tOrGxU9yX7fDF+66mz3tLiuG67zphBPoBwGv+8EPGa9V2bOwRHuxR7frMdwQF3ap\nZjO3Y4HJ1WPsuHtmX6pk1SxS/eIwxnMC3L6wUe4NQlRVLjwm8tOTJEHoJ9glAQ3nC/XEiFVkTrh9\nD9cVboVxNs8cn6jiDTzaXQG3hqHwE/DDpCDGpak44cXxvlAkVRFeBLm1suPFaJqMkRFR55oeo0Ni\nIWr3Q+plrbBgLlliNFIZKuF7IlZ5YaZNtV4qpHR7r53jje94Bv/2zZ8QRClLf/9/zyNj0fsaV+zZ\nxtnLj0CRZJI0oaSuBknFj+/lztZu1lbH0WSFOE2YdVvsHfRww4iP3XorfhQx8ALcvssxq5eTpCmz\n/R4AS0s9wiDi6DXT7O51cQceG5dPMdvvM7fQxq5aDDIuQHepTxiIkYVp6aw/cgW7Zhc5asUUT5pe\nxj9+98qCRBjHIj8oV1nIkkScqT3yWX0+3sgRAMgXT6lQJORpo5AniUbIiowkyyRRTBTFhbmTn9lb\ng/heaoZWSLvTVEg44yghiWLkrOEWHhjiPnmTEWbeHpapYthGkYas6moR9hYGEUsLwqTM9WK8IGZ6\nWZU0Sel0vMw8zC5MAIfHa/ieOPX7boBu6sShUIwYusoR61ew1BsQZKFvSws97JLBPfe2eeUfP4lr\n7t5OHCcksZCeh37IyLJhFvcIVG9k2XBhihWFscg7iYXUdOCGBTkzTVNKJZ1O16dsa1hlEz8LF2tM\nDQEI3owrjMTiKLlfEJwsS1iZEZmuCeTRdwOsssGgJyzUNVUubMln5vp0Lrmate96MqqqPKSAxf2r\n8cbT6PRCYj8m/cT1D+sxHk4dapKnNllJR178hAO67ey7f/xAJE8VQfJ8MrAHQfJ8bpqmt+93m+8A\nn0/T9FOSJB0FXA4sSx+giXjMNBiHwmjrsVi5rC9NUi574Yt4408u5/o7t6Mo4iSeL9g3feVuTn7+\nMcRxQhxGxJGQm/peUMjH/CAuyGwg5tuqrtLrefQGYs6aexJE2aKef/p6FsyUpFCxxJglH6/kc+ac\nxJX7EfQGwlNguKoXCYtRLKKdVUWkF+5/msmfx7R0kigmCPdFx7t+jKbI9Ds+iing6mpZo2Rp6JZG\nc3HA3KxD+q83cNQl59DreRz7uNX87PptmW8G9P7haibfcgZhlDBUNbDKZnFa/79Qm7/wfL73zJez\n4O3FUg2GjftDuLsHX+Bzd9+BraqsqdU4pjHB9m6Tu9stkhROGJ9gZ6+LoSjcsrjId7dvZ/e2WSRZ\nFn4FhmjwkjjB6Qm548aNq1nsD1jcu1RY1fuZHDpwA/xA8GeizAI79EIhf/ZD2h0vUwmlRZOqZt8d\n01BwPSG1TPZDynNkLFdAKbKEbupEQVTIIkXmiCL8NbI4dKtkCBvwMCaORKhXv+MUp2SrLEaQqibi\nvsMgEmqmTP1i2nphlS0ktmKTtSvi+ix8ZsKoCMyyyiaqrqJqilDJRDHdpT6dlkOrGxBECdWSxuhI\nCcPSmJxq8K5TT+Vt11zD3HyLZzzuaLa3O+zotCnrOposEyYJS32H5mxLSNbdAEVTcR2fctXCKhms\nmx7n3rkmpCnHrFzGj64Te4RhGwy6LrVGmfec93u8/4afIQG9vkiUdQd+cSBpjJTxBj7dfoBp7LPw\nVmQJ01AxbB3TNugs9vB8wasxDaUIMtMzFVrelEmSQDoMS0czNBZn2/jBPslyqWqRprAw02bH237I\nMR88j/m5bhFM9lBq2UWbGbgRnXmX9NOHdl851A2GPlVJR19yYE+3950/ejCZ6rnAPyEkqJ/Mwksv\nBn6WpunXM+XIx4EyYnzyN2maPmAH+FtN8vzfUP/xlA/zF1f8FXcuLvCi73+dF2zYwMff/wOe/6oz\n+Mz7f8hxzzqS8YkhnvaXJxHGMTu2znDXD3bx+GcegaqLLIFcc664gTAzipLCbAj2xUirsoSTpATZ\nvDtNU4hSpP34GUGY0HMjaiWValkrWN/57cXoBAxLZ37JxzZF/LMeJ9glkTGhaoqAmf0YLYuo1jUZ\n09REfoMf0XfCAu5WMsMt14+ZmCwxcKOCBd4YEYz621/7bWGWBuyZ6bF61RA7d8wz97f3V4vk7p+y\nLBH4ISNvPA3LUNh1CHxPHu264lmfAWBZSfz5Wd96GZ895yVs625hRXkURVLQZJmJks0xjQlm3S7L\ny3WmSlW+uPUurt67h3nXZUeny9aFRZI44cijVuBHEXOzLdRMIdFc7JEkCYois33nrCBeZs6vqipU\nAUEYo2viu5JLP/MAtYE7II5TMRaTKTYu1VTQ8oCxOCnC1UCgBNF+nIyhsSqBFxaeC7qhUhkuEwUR\niipeZxzF1BsVojhm2LKJh0RjFPph4cYpSYJDYGbR5XEkJOJxlBDFMaZtZNksMVEo8lJUXaWUWWbn\nFUdiRCJJEpV6Sais4oSSZWCoKmEc0+oMRNR6khJnI5tWN8APEsYbJve5Ic+96/OsO3Kaw5ZPMGZZ\n3NVcYqJcZnWtzvV799DruzT3tqg2ysUoAyKGRioYtkHohexaatNt9lA1levv3C7QCE3Bd3zsislb\nn3oGn7j1NpYWu5glA7tkMt9eQpaz93VPm05LoFCjY2UhI18YEEUpqQK9QVC8V64fEccpXhAhyxC6\nUTFuCrOcE8MSidClmk3ohcztWaKXkWYHbsTUmnHiKMbpuQSZrNjJuBqLbZ/xN5/+S9f5A9WyFcNc\n/5IvPcyr6Lev5AcffxxQZZ4W3/4ff3fRfr/fAZzyUB7zdwjGY6je8/O3c9fSEu846VQWvT4/n5vj\no1ddj++JxbDaKON0XTEicAOSOKG7JELSZFVhfHmD++6aySBKEb6kKHIxe07SlFY3wOllC2OYiFVO\nlkCTkVQZVd3ngqirchFnnLPH82jjMIjodz0UWaI+UkFWZFrzHcIoLcLlyrYmvAey17M/uc3I5HoC\nGhbR0l4Q42WyvOnldQYdt4Brp1cO02s7TK0eY+/2uV+ZG/O4f3k6czMdFFkSmRXZ/yWPGb/7TZf9\nRj+/x0JJZ6/H+87HkBCb7H397QwZZer6CgDuat/GnkGP06eOZBA66IqKIinsdRa5YtdOVlWrfOK2\n29i+Z74IFlM0lVrVZveOeZI4xbR14ijh5KPXcdO9u7AqJqEfUS1buGEoVFDtActXjLF9617abZeS\npRWkPaH8SIpmMJdCKrIYW+T22qqhkmTETjHeSO4ncdVNTRBIVWFtrcoyQ6ZJzTRRJZm7l5oMmSaG\nqmIoKttbS3iOj6IqeAOfKIwK/kS5bhfIRxRG2CWTdrMnyKVRgmZqxGGEWTILG+0gU1XIiiSalczD\nJQqFo6UkS9iWwcyuRaIwZnxFg3vv3Fs01aoqPGHu29Fi1cohFhd66JrMEx5/GP3AZ9iyOHfNan60\naw/rhur4cUw3CFgcOOzstPHdAC8z23MHPlEYCz5GEOENBO+g2qiIbJUskn5oTBAznZ6L7wbF+62p\nAjWqDJUp123SlCynRTQTu3a1kYAkhWVTVRHEuNjDdfyM1J0WoWjDI2UWF/qsWDvKwu4ldFMjDuMi\no0RR5GKMOrZiJENhFJyuyy2vFIjjUZecw8xcn/b7ruIVP3od/3zG+x/0u3/VzMc47W2fJL300SP8\nH3oEo5pOvPTAnm7XO6445Fbhv0MwHkP1xie8nXf/7CKe9fn/5vQj1/GMtWswSwYjYzU6XYfFvS36\nfZ/2Yo+JlSPUaiXhPjjbRjc0hko2/soRQi9kca5TpKbKilBY+I6Pqkh0dYXeICRyI1AkAXaFCWmc\nEvpQHTb2MySS8YKEsYaFYelUGxWu/tTNhZSr9NpT2P7WywGRdhpEwqwHpMKPo1q3mJntoyVCgeL6\nMY4XM94wURQR41xrVBgxVEI/Io5jZvd2qNctqlk6rCwLAt72O3Zz30X7tPEnfOIPi9PKlrsXUSTQ\nNDmTQKr4QcLodAOn5/LEf3sW177wC4f6Yz2klX8uQXwNkmSwtnoCcbKIH89x0+JO1lQbrKtNEycB\nZa2KG/XRVI1BGNCwTD56y63cvW0PO3a2qZY1yiWdwI+Yp4ldMTEslaGxGsurNXZ1OyJDRJaQZIn5\nuTbtxa74rDSFhcUOlXqJaqPC0kwLqyxO2LqhstTyUBQR662qstjAowSrnKuVBJIhSWnGFRAEVNvS\nRHBWGNPv+ZRrAsWQFQk/ijHLFWSExHSiXKbtefSDgFG7xOMmJ7nqzq14A58kFjkUhimak+FamaVO\nn+mhGoaiosoSXcvivplFJFki9EI0Q8XpuuiWcJjNRx9JnJLEMUOjVaq6gamJhqbjeSy5DlPLR+gP\nPBb3CldhWZZYsbxOFIrv+kjd4Ii1U5x+bIUbd+7Gi0KWml26usPH211GyiWapklV1ympGqltU9Z1\nZvt9ZmiTJimTy0fodh28gYfvCEVWuWYThSKV1Rv4lGs2s7uaxVgpj6HP0U5FU4nCiNZ8F0mCxuSQ\nMNvquhiajGUolGsiUK/fHtDveYJQqwo7f0HIBd8NWLF2FE0XaE+OFgnCbOasqim84PdOouMHXHHn\nPfRag/uROn03KJRpB9JcALz2G997VJuLR6OED8aj/Sp+ff2uwXiM1YXHXcyxIx/knZdfyYbGMOP1\nKm844XhkSaaq62zttHjT18RJ3PGEuRHAUrNPbWRAM/PN8PyYiiQVIxS372GVzUwumNCKEjAVFFMY\naBEl4gfoNj30zKDI9cUCmCb/n73zDpOsLNP+7z25clXn3JObyQGGMCBRkgKiIII5Y0JFWXMAdNec\n0M+w7rq7KgaQJEiQIEuUMAMzMIFJPd3Tuborx5Pe749T0wwLLsgqgs59XVzNnHrPqZPqvM95nvu5\nb0m1VGPT9bugO4z1oXVo/yM3N/LFb5L66AepNoiblqE01DgVIlbwvTXbm23z2zNWZvWqTmoVG9dx\nyc8UcT2fas2juzeFoiqMNlpNS4UKmqYST0bQP3AEzvcCQZ4H33kVfRcfz4VnHkv120+2oR35s3MZ\nHZyisytOZjKP73pPsX7/e4ehrsP2H0BKByF07p3YRYsVYmt2ioGkT5MZQ+IxVEqTNMKcdtlPGbl/\nkoGXB0TylmRDbVVXiVoGlWI18JKIWPi+T1MoxNxkgqhhMJrNo+kq+enik50CjZbEUMREVRX6FnUx\nM5nDrQcchVTCnLXy9v3AjdMKqeiWjl21GRnOYpkqrR0JTCvQ0lAVQaniYBlK4B8iA45ELBLwJ7qT\nCWpukJ1z/OCNuWzbRAyDmWqFsuOwuK+LHRNTuHaQjVja0c5gLovtecSiIeKGSdgIMl6259PZlsL1\nffLlKtWGYqaiCjQj6KyyGxyPRCxMfyJJaziMpak4vs+UpqGrClXXJd6UIBQ2qVdsylWH6XRxVg8k\nkYowPDHDoJemq6OJjmiUrliM9duHiERDlJ2g7XpvsUDCtKi7LnHTRFUUyo6Npii4DaKKFTYp5wNn\nVAiE8moVGxp8DWh01Pg+obAZeL9oKqn2BPM6WxkvFgN3Z9ulUqpRLddw7QbHImLS3JkiM5mjVKgG\ncugN2wDd1KlW7EBptGzTEw1RbnA7PF/i+UEW09AU6o7PCeuWUXU9yo6DbunseXyc0n5tpPlGafa5\nou/i45/Rnv3vHuIvJrT1V8GBEsmLEDcNfZdVrd1ctvFhaq7LSX29rGzp5MahndwxPEx7JMr2mWle\n1tvHjdt3MD44RSwVIZqMsG3TCKahEA4F3Sb1mo1bd1F1lXKpTiYfEK6KmSCFGm5MJLV6IM29rxVw\nX63bNALBo2g4aP3b32PACgeBRz5TIperkis5DUU/Znkbvh+UavY9XCxTZXy6GogXVV1akiaKEExm\nakTDGmFTnX1LbettYXosg1MP2POxRGhWvjhTsIlYGk1NodlOl2cqmxwA2P6DTFT20BZqYntuhLFy\nCUtTmR9vZkN6DE9KvvKHe8nPFEk0x3AaFt7xpiixaIh3rFjOUZ39rE+P8r0Nj7C8rZ3mkEXJcdia\nnmZ0KkMhWyaaCOF7kmq5hmHpwWSsBG2b2eki5n6TshEKJME3ffB6lnzjVDzHY2BJHyXb5ti+/lnl\n0Tfe8n52jk1RzJUZGy+iqwqJRvAbjoeoVWz65rXTHA6ztKWF9eMTpIsl0iMzCEWZdQB+x20fouIE\n3iemqlH3XIamMqxbMAfb9SjU63REo3RGwoyWyoQ0jclKmf54nM3T0yxvbeXOoSHyhQqJeJikZeFL\nSd3zaA6F0VWF/ngcX4KmCPYWivhSkq5USBdLOLZDKVehVq4TS0WYGMvR0ZXEcz3OOWI18xNxRssV\npqs1ZqoVFASaomBoKjOVKnHTZDCXZXV7By0hi5laHVNVSJkmdc+j7vmMFIuUHYetoxO0pGIAxE0T\nU9Vm5fUNVSFhWjSHLAxVpea6FG2Hh8fH8Pyg/GTXHZyag6IFvBrpB+J4nhsYJUbj4UY7q0cxV6Gl\nK8X0aAbN0KiVA7XVfXo1jhMQzx03IH+7jXLM/MU9xE2TiuPw+MY9T1HsFCctYf4xXc9K7pz/xRPY\nfdf4i0oY64UukZjdcdn1nrXPaeyez91xoERyAHB4xxxCWojuSJhlLc08ODHJr57Yzo6JKfbumiIW\nD97YCpUaqWiYTNjArjuMD06RjAfKmqn2BOFYiEqpxtieaUKNbUdCgehPKm5QrrqYDeGjqUxtVtJ4\nVsLZ9WdFjkxdCcoqviRbqDcUDwNHzanBAvKXj5C46CiiYR1NFQzfO8G2Kz7Jqot/yO5LP86Cz38V\nTQv63FuSJkJAXAREzkLJIWSqtCQt9Iamhtpw5BQN1UNDV4k0xIfiyVCgqRALYdedf6jMxPPBZGUP\nHeF+AA5KDrAoWWLRF75E15wWfvGaV/PTbZuDc60qFHNl4s0xIokw0ZDJ2q5umqwQXZGzuXXvVzl7\nYIBLrvg9vi9p64jT2dU8q2mQny5ihAzy+RpxySwfIOiyAKEIoskwVleK81et5NyFFwGw5aM3cf/k\nj9k0nebH9z7MUYd38rob38NkqcT47qlZbYZISMNxfJq7UlQKgRFgsjVGeyRKWyTC3kLF9QgpAAAg\nAElEQVSRdLHE3a//BRAYt31v0xfZkcsT1nXipsm6rg42TE3jeB4r2toIaxo+cNHHfsWDP/8orvSZ\nqpTJ1W0Obmvlul27MVWNiK7zivnzqboemVoNSwsenVJKqq5LSNMYLZZIWBZ/HNlLSziMqWlkqhVG\ndk6gqoEyZ8QyyBXKHLNuMctaWynaDo9OTrJ1ZoaobuAjURAsbEpRa5iULUwm0YSgKxrBUFVihk7M\n0LFUjelajZhhcEZPH3+cGGWmVqc/EQQ6vdEIK1tbqbkuebvO7nyBpGkGzrSahuP5eNJnqlqjN55g\nplpheO8U3d0tpFqaMFWNiUSRuueRmcrzrpcdyoJEAkvT+OW2J3hwxx46+lvITORRGi27hqVTLNQo\nVV2iIY1oLFAR3RdcqIpgYGkfC5qa+d3dj7Br/RTy6k1PuV87Dm3D9XyOuvw87nnDL5/y2aIvncjg\naAlVFdS+c99f82fzkoHyIs5gHAgwXoTQFJXpWpZN09MAbJ3JsK67k/FSkc7eJvbumQkMxxwXUw3q\nonbNYe9Inp7ueJC+tQw816M5GSUXzmNYBoqm4vtB5sJuEC3DltYwYlJRbDFrlz4raOQFWgSZgj3r\nXmkaCqWqi6EF8s3O5f9F7CNH0Zw0ZoW7Wg9uZSD5JhKRf2PZv3wjGOc1vBt8Gs6LKsmQRjyioSqC\neHMUIQSO7VIpVhkaK+E4Pl7J4fFvX8AFt9+ObgUCP6qm8vije8l+9e6/5aV6SeAdv7+RG171bgAk\nHqpIcsShi/j+8a8gbnRiqU8E9XGgXKrz/fPOoO55/GzLVrZOp/nCZ69G/v59RHWN5niM3nmtbN40\nRn1vUP+HIJioluvUKzZhK7A+z88UA/KlodHWHMOuObQ3JeiJxWeDi304ov1dlJ3v86rVyzi+530c\nH+jRcfGDnyGq61y7ZRuPPzqCqSuMDKZpbokSa4qi6SptkQid0QjdkVZ+ePy3ZrdZsB3KjsPm9BT9\niSRbRscD91bLQlcUYoaBJgTv/9rVPHHlp9g4PYUuFDzpE9aDR+Pp8+cipWS4WGJ3vsBYsUh7JMKu\nbJa6FwQAKStEsR68uW/PzCCEIF+vQ73O+J40dccnFbNQVMGGh3Zz0IoeirZNwjAoOS4Vx2HvVIZU\nMkp/IknVddkyHRBU44ZB0bZZ3JSiOWQRUjXGK2Wiuk7d82gLWXhSMl4usra9k6FCHh/JY9MzrGpt\nI1Ov0mKF8KTElZKy49AXi9HV4Kc40qfiunREo4Hjamucuufh+T6+Elxb1/Po6W5hIJmkP57kml07\nmJdMMNnVytBYGqdhaOc1ZMUtU8OXkEgFXSOGFZgm6prCvMU9rOvp4Rd3P0yp4jwtuABIJCzSMxX2\nbJ+YXTbn0uMDIT9PzpZHD+DFz8E4UCJ5kSFXv4GQFmWkPMb3Nj5KZyTMVKVKybaZKJfI12qcv2ol\n33twPcM7JmcVDlubw4xNlEhEg97zuQd10hyJkK1VyU7lCUUt5rQ1k65UmBrNUCvXsB1vVqK5Wg9q\n1qoStJXu05aAoI1wH59in6qm19DGKO0tIa98lHlfOCHwiiBgmgMNZnmgS7B3uAgjgX1435EdDN87\nQe+6Dlo7EjS3JSiXa/Q0JxmZyeHageLn/2w1+8ajl9IXi/La+R95oS7Hix5T1Wu5f2IPp/avAyTp\n6l6arRTgI6WPKuJIHCR1FJFAIJDSQRFRNs48xPx4O1F9DuDhywqGesTsth1/A74sIPHI1LK88abf\ncsfZP0W86WBu+OJbaA2F+ew997Bzy17CsRBCBEFiLl3AtV1CUQvf84k1RZF+0EHg1BwG5nTyi1O+\n/2cd53DpCt54/XWUcmXK+QpWxCTVnmB6LMuC+V2csWA+7eHwU5xeAa7e/S2u3zVIeyRCrlZDEYKO\nSARdVegMh2kPh8nUawgE6WoVQ1VpCVmUbYeq55EwGlwGARXX5bahYXZPTOM5Lu1tKXZs3Us4HkJR\nAhXOcDywk/fcgERqmBoHLe6jN56g4jikK2WmMgXsqs3o3ixCwC/e+zpuHxnh9q07MEMGq7q6KNk2\nmwb3cvD8fk6d28/Dk2nu2TvMvFQTZy6YR9K00BSFNS2LkdQo2CVGy1meyM6wuKmZmWqVqGEwWSlz\ncFsPQ8UMi5OdTNVyzNSqZGpV6l7QsTVSKqMJgeP77CkUGcrlmCmXseuBZPyxaxZzUn8flqZRdGxq\n7j5JdsEXrr0Nd5/zcUOMTFEFPf1tTIzOYFg6MxN5KjWX/3rPa/nKAw+yZ+soI1OVp7mZArNeJGbI\noKO/lfE9abLZCjN5m7YmizkL27n3Tb/6s+6dFxIvdInE6onL3vf/T8uQZ8bOT912oETyjw5LMxEi\nRMmp89DwXua3trCuu5Ppag3H91na2sol193OvAWddM9tQeyZRgjIZKqBa6AMXA+lhF17xmnqSBJN\nRijnK+weSyMUQaVYpVRxSMRMfD94WOiqwPOZbTkLVAob5lKNMoWuKjj41GwfTREYhgL5gDgWS4ax\n6y7lUh1VMKvkZxqBe+bA4mbU5a2Ui8FDvu/IDjxfMrRnhkKmxNLlcwjrBs2JKNlSZTbNvT8++g+m\n9PpsWPODM3nw/Es4ta+dnfltfPTOPzC8Z5JkS5wlXe380yFrKTtjDCQ7makVSBg2pppAESFcmebg\n1ncA4MtBfFl4SnCxs3A5XeFmNKWJ5o9eyK8//DrOW7wYgM9fcCon9R5BujbMawYW8cWNQ1TSJTq7\nk4RDJtmGOqQQAU9iH7kwHA8Rj4f/7OACoC96DtefFSFvl3n9ddcw0N7GfY9uxwobbN08xM5dY9z8\nrrc+bb3XzLuQT/z6RN7/iqNRFUF7OIzteYQ1LSA/ey6+lGzLZinZDstbmsnV6jgNPoKlqZQdh7Zw\nlB25HKfNm8ctisr6LbvZuX00EA2z3cD1V1WolQMBrrrtEQ7rdM1rZ3DPBFtKe6jUXMpVl7ClEY9b\nNDeHmZgqc9H1v6elPcnHjllH3DDpicZotmJ463wMVcdSdU7sXcx39PsQCPYWS1iqhu173Dz8MFJC\nWzhMtl5jdWs77aEUXREXxwsynDE9xPKmHky1HWo5TFVFFQqdkRBSStpCYZzG20RrKMRYsYCiKuiG\nTrI1zrKWZla3dtJsxZmq5tiaTaMKhRt2D85mL5T9SkaxVIxiqYrvB2WzofEyiZjB1x58iFKujOP6\nzxhcALS0Rnn8d7s56KR+dm8ZabS3K7QkTUYv/fvXsnk+eDGTPJ81wBBC/AQ4DZiSUi5rLGsCfg3M\nAfYA50gpsyI40u8QGKFUgLdKKTf8dXb97xMCi6nqMF2RFGv7ehkp5Ln6ie30JRL4UrJxcpKXrRng\nrvXbiCXDGLpKOGYhZZl8OSBZ9s5pJh62WLmik5JtM1YsIH1JvWrTnIpTyJSY39dCZjJP99wkoYjF\n6M4JimWbWr2hvulLdEMNRLsaPgWuH2Q4IlbgQeK6Pke9dRWLv34qnuPOKog6rk/IVDFMjU+ecQJf\nv+UuptMlkskQyeYokXgYu2YzM5Fn7kAnuXSB6UKJkKYR0jQO6u8jV7+BpHna3/RavNix4b3X4vqb\nUESYefEufnfm56i62xgpT3PL8BCWajA3thiBRnu4CYHA8TOoIs4Fd/6WH59wAgCKmPsUsR7bf4De\nSB+m+jJs736mv34xApMfPv7f2P4DPDaVRlfW0hVey/lL4T33/xyAxMtNDl+zjLYFC3gim+Poni4m\nyxV+8ehjWGGTpGlx3pKDnvFY1v30dUyPZjh8zQBvWHIQJ/d+4GljEsYrSRjw3ZPL/Hr7dkIRkyXz\nusnVasRNk5d//9/5ytmjvOGyK5/SkbD9k7cyU/stV+x8nJCqopoG/bE4O/M5Xvv1X3P3595O3DB4\neDLN8T39OL5Ld6SFodIUtueTrVXxgSM7u9idz2F7QetnMVMi1hQlP13Ebwh+FUqBbkQyGcIwdf7w\nrw8zfPXF/HL7Fi5cdTrXDv43w8USA8kkYU1DV1UWJdvI22VuGx7ilL4lqCIEKEgcFAK+lSvzXLjq\nKPJ2iV35NJtngnZTr/GbTJgmIVVjRy7LjlyWqKGTMCwWJNoJq3PwqeL4U4yVi7SGwqSrFSbKZcK6\nxo5cnr5YlNFShalqhXSlQqVQxa47HLF4PnXPY316DIVxIrrOcLHExqk0D2zbTUtnIBdeLlaJxEI4\ntsv7jziE3+7cxfFrVtIWsjjrOWYcF33pxEBevUHaPPaKN3LnOT9/Tuv+40K8qAOMZy2RCCGOBkrA\nT/cLML4KZKSUXxZCfAJISSk/3pAavYAgwDgM+I6U8lnzNwdKJE/FaPk3uL6HJ31ef9XVLO7ppDkU\noi8ew/Y8Nk2lWb9lN5FYiJVze/jW0acw//Nfprs3xejeLKlUiGMPXsxYqUimWGZiTzpIV/tBz36i\nJUY0FqI5FGLH0ESgKZCvkC8H9uz7LKbrzpPul5qmoGtBz3zN9md9CixTw3GftMDeZ74mGkFJJB6i\nWgq6CsyQwdL5PTyyZRDP8Ui2JQhFTDITOb565slUHZe2cJh1He9mpHwlPZHX/o2vxIsfN+y5jFP7\nT8aXlWACqUzTHW5hqprDx6cnsgBfVlFFEiEMQOD5madkK/ZHzbsNTbRyzeDtTylFZerXE9f7kbjY\n3iSm2oXEQ1fWADBeuZrjvvcjPnDKyyg5Lh9edRSu71D3HCJ6hKJT5BsbHuAVc/rpiETZnc+xaXqa\nHdks6UqFob1T1Co2LV0p+ptTbNk9yrrF8zmqu5OK65Kv2+zK5Xl0dIzOZJxb79yCqgq6OuOsWTyX\nVy+Yz+Vbt9IVi/Po2Bi3vvYDTzvGgS+fxPY7RnjF+w7nsuNfzoILvslj37oARQjmxNpRhAF4KITx\nZJGSW2V3Pk3OriNl8HZv+z43DA6iKwp/2D3IB9YezE82PUahVGXvrqmAzxQxUVSB70k+/spjSZom\ni1JNzNSqrGzuwZM+ObuEoehENKvhuxJkEFzpkTC6AMkn7ruKr6w7l6o73rgGRVwZZCcfmhxHUwTT\n1Rp520ZXFJa3NJMyrSBDo+s4nkfUMHhgYpzJSpWpSpUdmZlZ3gjAUC7LOYsXc9ueIY7v72NjOs1Q\nPo8Azh4YYKpaZWlTEzvz+dnz+IehIbKFMgs72thbyDc0K3zqFZtIIswR/X2cOqefj914Kw+96+o/\n635e9f/OwLFdNl9447MPfhHihS6RhHoScs6Hnvm3/D+x7WO3vPhKJFLKu4QQc/7H4lcBxzb+/7+A\nO4GPN5b/tGF+8kchRFII0SmlHP9L7fDfO2zvPiSSnugqpHToaLkDTRGENI09hQIKgo5olHDUCrQB\n5incOLSFt522jls3bQvsiVMRNo2MoWoq2ak8uaKNYekctKiXodE0Xc1JfIIWu32Oj2Njeer7eBiN\nNjMhAstrVRGELA3d0gMRpUod2/FQRGDnLWrMGkrVqzaO6+P7oFkBs3wmX6ddD1QLd02k6elvI58v\nY4UN3rVyJQPHpojqBgPJN82ehwPBxXODpigIDBQ8TLWfZtNGU9poD2voSg8lZydhrQNFBJOmrqym\nYXPzzNsTnXgyzQk9C5+yvMk8nbp3J6AhAYmN62cYr1xBX/Qc0tUCF7/6RJY0tTAv3o4qEnzw7svJ\nVqt8bO2hrGhexAdXHowEDFXjkzdcyaPX7mDdm1ZQKVapluusXjaXQr1OoV5nYE4n927ZyZ2PbsN1\nPEwr0KaQjRIgBGW9aqnGbfc8zsObd/Hj885kWzbD6tYWql4G8/xDZ42uhktXcM+H30fsn2JI6TJW\nmeH0s1YR1U2SRhRNxBHCBCRS1tGUFuJ6mUxtLxXXQVMUnshmmROPE9MNEqbBhw49hE3TMyxubeX+\nwh60hltx99w2XM9jbqoJt+HG2hNpRjLNYHEKXVHpj7aiKhqBobWCL+uAICSCiyNQOG/RAMu++gm+\nfu4rObnvcLrUIFvgU2ayUmJ7LsvhnZ1kajUeTafpicYYKRU5rG0OM/UCk5US94yNMl4O2l7ftWwZ\nRbtOkxXG8T0GCznGSmWaLJN0scTV27cT0jQGmltoDYXYWypzWEcbCoKYoZMyTSqOy+/O/Amf/eOn\nAdiTyaCoCh2pBGNk8VyPkm2zM5fjw8c8t4lvfwgRBGYfuedjfPOor/7Z6//DQTCrhfRixPPlYLTv\nCxqklONCiLbG8m5g737jRhrLnhZgCCHeDbwboK+v73nuxt8fDHUdHaHHcf0pym6OX5x6Fq+/6SpU\nodAcDpGv1cnVa6Sa48zpaiVdqTBerrC4KcXvpaRvoItIg5g2nSkQjlq0uD6KqhBtLPeRHNPby2Sl\nSrZcIT9TpK+/KbBPLlRJZ2sYWqC6GTIDi2YrYpJojuF5PsWMIKqp5KaLuHWX1p5mIFDfS7bG8BwP\n1/G49NTj2ZLJ8JoFC3nztb+llKuQaIkxP9XE/HnzeDw9zeZMBk0RnLPgo3+zc/6XhDhpCZ+59NV8\n4fB//qt/l+tv5sTek/BkFk9mqToVIloL4KOIGJ7ME9JaUUWCW4Zv4tT+C2bX/dWOrz+tkwNAU5bi\nerfy5puv5YZXPdUszVSPbfyFonMjU9Uc8+OvB2BxajlLUiZ7Shux1F5OueZr3H7lJv7z4vNY2/YO\nHH89baGFbJx5mD2FPOcdvppFczppDoU5rq+H7z20noM7OogZOv9+/3oyk/mgPTlkEEuGG+2uVexG\nti0a1vD94H6vlmsUs2W2ZTMsb25lZcsyzDPegbzh8dl974uew4fu+ifeu2IF94yN8vpFq/nJSacT\n1iw0JYVARRFRpKyBUBDoVNwx2iMRIprO9lyGoWKRn23eTDZXoqslxaLmZlrDIe4aHqYpEWXRYe3E\nDIMlzU2sn5zijPlzObyjH4FAVzTmxjpQRaA748k6vvRRhQUIVKECPqpI4cppBCbLmnr4xrmnYfse\nj04/xlCxQNG2KdoOVdcjb9v8cXyCj645mAcmJvjBxk10x6KUHYeq69JkWvTH4hzf04+haGTqFX69\nYwc1x2V+Ksmp/XOYn0ixK5+lIxFjPFcgbpoc2dXBVDXoNrtteISFyQQxQ5/9jZ509Vs5f+UKRssV\n/vvcy7lt5PtctmEDtXKdtx21lg+u+MzzvqfzMyUOXzvABStXP+9t/KPhJV0iAWhkMG7Yr0SSk1Im\n9/s8K6VMCSF+B3xJSnlPY/ntBI5r6/+37R8okTwVQV09hnrKK5n57Vd4zXW/JmIYvGHJEhQBD0+m\n8aSk7NiUbJsVrW08MjlBybY5rr+fkuOQMk2u27EDU1XZs2uCeQs66Y0nZhnprpSs62ynaDtsmAq2\n1xeLoioK127fTmYyhxACM2SgairxaIi3r1hOVNNpsiw+effdmKpKNldC1VRW93aTqVUx1YBH8c7l\ny1CFQBUK07UKG9PT/G7XLirVOr941au55I/3srKt9f/0MHqxY6p6LROVHAsSHYS1U/7i23f8RwAX\n25vGlT41z8aTPgk9jKaE0JROpAxIeO+788dcfPjLGCpmOKL9XX/2d4l3BtmAQ//tLO59+yf45H2/\n4etHfeUpY7716KWsbGnhsPa5mGofX3/kSj75ySuo3fR9fvj43bx/+Rnop5xH/oav8XhmlEvuu49j\n+/s5fe48io5Nrlbjml272J3NMj2RBeCzpxzL3ESSgz/+Ay59z6mUHYdr7lrP9jtGWHR8D9FkhDUL\n+3hiapqmaJijenroj8f+ZKeR7T+IL/MoIsF4eZCoHiKmtyKEiSAokRSdYWqeQ8WtEdVDeL7HdK3E\n+26+hfZEnJ54nEdGx5iZyDJnbgdfPeYYSrbN5swMI8UyQgjmJ+K8rKuP8UqBpanuwOdEhAEFgYIQ\nIQKNfo8d+a3szueQSOYnUmzLzpA0TDoiURYlVlFwhkgai3H8ESYqk/x+eDfj5cBBOVOrsSU9RdQw\nef3iAf7j8c2cvWgRfbEYmqKwINGCEAp3jw1y5RPbCesGnY0W1e5YjIRp8OuNQSAWiVicNbCIJ7I5\nNKGwrrMDIWBtey9d4bP+1/vjzOvfhUJQQl3e2jYrlPZccf/kj3n/1b/DsHQe+OXmF5V41p+DF7xE\n0puQ8z9y1HMau/kjN77gJRLl2Yc8IyaFEJ0Ajb9TjeUjQO9+43qAsee/e/+Y0JQVVNxtfOLiM4lo\nKX5x2qtxfZ/tuRy6orCkOUVU19GEwvxkisen0xTqAfN9ezbLRauPJFuvY6oqO7bsxa7Z7B1Os3li\nEk1RWNXajJSSRckmOsJhXt7Xy9r2Nla2tLCsqYkjenqC0omizAYXJ8yZQ2c4ghCC7miSrliMjmiM\nVDLK8u5OXjV/Hi/v72NeMskJfT10hBPoioqpajw+PUPFdXE8j7esWoGuaJy9cAHe/j7cf4doC53J\niua3zgYXG2f+g3Tt2r/Y9nVlNb6s4kkfS00Q00M0m61oSgghwkhZw5NpXDnBvx7/bbrCZz2v4GLF\nZacz9b1PUffu5N63f5ovPHQdc+Kxp417/4qTOabrWGqeA7hctPq15G74GqZ6LNfv3AkIvFt+R0Rf\nQMI0eeiB3Xzqk1fyuXvvxVAUkpZFcyiM5/tE4mEi8TAPTEzRYkWZ+f7neN2iRVyw8mB++KZXs+Y1\nAwhVwfd9/vOaB/nyccfQG09w6+Ag949PPG3f9kEhDGhU3TSPpMfZkN5L3pkEJJ6cRuJR9xzuHhsE\nIGHEiOohFCG47OQTuWTdOk6d088Fhx7M4csXsrillUfTU+TsOjtyBaqeR0vIYkEyyeMzk0FbMCAQ\neLKCJ0v4VAAf0UggDxZyqELQE40zWMjh+j7d0RgLEgfhyxIxvQcpbRQRoSsyj9PnDtBkmegNqfBq\n3WHjxl08MDHFYV3d7MjneTyTYaJSpurZFOwymqJw2vz5yIa6qK6qDBfyPDw+gaartCZj1OoON+0e\nZHc2G+jrGAaWpnHtrm3825YvA/CRez72tHMqTlpCygoxmSvQE0+wpq2V20aee6fQxpn/4CM334pj\nu5y3ZsVzXu8AYB/J87n897fA8y2R/BZ4C/Dlxt/r9lv+ASHErwhInvkD/IvnB0NJculhr+U9d/wn\nPzz+zVx/5nv5/APXcXLfYky1DSnrCGEh0BBo3DpyB/eNT7CsOUXJqTInFsPq66c5HOax7cPEm2PM\nbW6iNxrH8T2O6pqLoWjE9BB136Hs2MyLt6MIky2ZDIfM6WN3NoOqKMxPNTEvEefRdJpVra1U3Dod\nkSjH9XYT0w0OSgVvOoe169R9B1PRKbt1Wqw4XkPI522LV/LOpauJ6TEKdpHBQoEL/8HaTlc2v437\nJv6V1o6/3DZ9WcXxPUKaya923Me5Cw8HVBTCSKqUnALN1hlPW8/xNzBc2kZvdAFIj288ejMXrjqa\nh6Z2Mloqct43ruQ1p63iqtN+xPoPXIqurOYDd36Ub77sLF7e28PRXe952jYN5TBKzk3EjU7W/eRS\nvvHKkzi4tZ+L7vk4t1+5iZsPvpOT+47gt4N384e9o0x+6dsITD7zx5+zu5BnU3qGj69ZR+jQBJIa\noKFg4VNCYOIYLgkjyiFtYW5729upejbXDz7ByW+ah65obBof54NrD2bjdIbp2nU4vscJP/gxWz4a\nyIWv+n9ncN/578OXkpDWyvE9kLfL/HTbJprNJzipfwExvULFrRPRdXRFY09xnGYrRmc4RUQPo4oE\nCxNlbhvZhOv73LNjNyFN47AOkzPmzaXFCpOtV3kim2G0VGFewma6WuHwjjk8NjPKmtZ+PGmTdYYY\nK2dRhELZcRgulgJOlK4xN55ktFRkqvoIG9NpXrNgMXE9jC99DNUiacZ459IjAY87R7dR7u9jekWN\nX27ewnlLl3DH0DBz43ESpklYs9hTnCFumBRth3evWM72XJaEYbAlkyNlBpLtMcNgKlvgncuXc+Pg\nHgDihkHKDDE3niRbq/L1Ry7h8I52frT5Xxgulvjnw/8FeNJgr/+S40mPzHD+e5fTE2lhqnotbaEz\n/+S9O1m9htN+/jPq1cA/5pVrl/PeZS/nQ7//7PP/QfyDQQgQzzdN8ALguXSR/JKA0NkCTAKfB64F\nrgD6gGHgtVLKTKNN9XvAKQRtqm+TUj5r7eNAieSZYXv3IwlS3L6sMFXN0R5u45IHb+ULh52LxGPT\nzAZWtxzDA1NBj3h7KMpvdj6Bqiic2j+HrZlpbt4zxFkLF5IwTaSUDCQ7cHyXuudgqjqO75IyY9i+\ni6lobMqMMFkuU3YdTuiZD8B0rcicWBuO77IzP0VXJIFEkjSiAHjSRxUKilDwZSC45fgBGU9VFDSh\noggTIcIIBFPVIVZ84TJmvnzXC39i/05R9+7BVJ+eLt048x88NDnJeQtXBiJp0kdXdDzfRVV0pPSQ\nSBzfw1QtbK+GrmiMVzLMi58HQLZ+PRK4c3Qnr5l34bPuy5bsT1mSevPsv4+78k2cv2olZ80/AV1Z\njetvpOAM02QGPI/vbfoi71l2JpqyDAjKP7Y3gaG2NbgRdVw5BagINBQRQRFhACarm3ntVVdSyJQ4\n7dAVTFfKvGbBAhYkm/jJls08MDrC2QMDHJRKcWTnCoTQUUVgW+75WWw/x0+2rkdXFM6Yu4hN0+O0\nhcP4MlCeHSuVeHhqirCmsX5igg+tWcNXH3qI5a1tRHSd8XIZU1W5a8duFnW2cdEhh7A4tZL/3Hoz\nPdEoK1o68aRP1a0zVi4RNwxarCiWZpCuFpiuVUhXq1Qcl5rnMlWpUfNc+mJRXtbVw7bsDIai8tjM\nDKtaWjimeyHDpTRNZoxdhTQ/27KVgl3n/BUraLIssrVa4xz6WJpGWNN4fGaaiuNyaEcHdc9DIGgJ\nBb/F+8ZHsD2PHz24ntOWHsR4qUxY13nrkiUAZGpVqq7Le/7ram6+4O0sTLzhGa/5f279Cj2xGPMT\nKRJGlCt3Psb5Sz81+/nK754+a8f+o83/wlVPbKczGuOSI46kOzKA7U2wPj30jAz1HhsAACAASURB\nVMHrSwUvdIkk3JeUiz529HMau/GC61+UXSTn/YmPTniGsRJ4//91pw4ggKEeQd27B0+W0ESCrkgb\nAoUvHHZu0HIoPc76weVs/8wynshk2FMs8plDzuOchYJ/3/wYv9mxg85ImE8dejiZWoWq69IaCrNp\nZpT+WJKYEcLxPRzfo+hUiWgmWbtE2XFY2dremHB0VKGwIBHDb7TS+dLnsZkJljYF3F7X9zBUjbrn\nYKkGEonte/jSx1R1dMVEEVGQPlLW2Fse4UN/uB1TfxGH3i9B1Lw8D039iKM6z6fm3Y6lBj9RU9U4\nY+5B+MhgehYqUvpoStCqKISGRKIrNiAx1RiKiNEdicxuO9UIBF4z77nty5LUmxkt/4b20GI8meZd\nK1fymStu5txPB8RSTVlJk7lydvw7lx6J44/iywI+FTTRGXQUyGIjyBaAbJQVAtVRAIlLyojy+3Pf\nwgk//wnbZ2aImyaX3nk3Lx9YyIdXrcU6+Ehqnk2LORB8mdAaPIw4qpIiVxvB8X125fK8ai5EdB1N\nUbA9n4vuvJN61aZaqmFFTMyQwbZsBl9Kdjb+1j2PuckURy2Yy1uXLOF7jz7KqxeWePX8JSSMXq7Y\neTuWqjInnmBNax8TlQy6olJ2ahTsOjXXozMcQVcUmqwwV+3cge0JFqeauGFwN4oQqEJwRGcHP9uy\njfsnJpkol9g8OkF/axPH9Pbw2x07qXseT2Qz1FwPRUDRdhhIpbh85y6WtzSxsrUVVSjoCsQNMwg0\nhcaq1ja2ZzNcevwxDKRauWFwB76UTFcrtITChHWdJivENe99058MLgB2F4rM1Osc0T6Xqmdzxtyn\nap4sX9THHSPf55dPPMFblizBWrKE1y1cC7hIWaXk1tiZz3F013O7xw6ggZc6yfOvjQMZjP8dtnc/\nqtKEL8vse9CqIoXEIWirqyEI2vjum7wbAfRGk9w5OoTtebxjyTk8lrmLmG4R1UOMV7LoioqhqvRE\nOgAfhSiuzJOrlxBCwVJ1wloKIQykrDFTTxNWTUpuFVPVMRUdQ7UAn4/f+3u+cuTJgMCXTkPQycVU\n4whh4MtSEGAgQLoMlwcZL5d4Wef5f6Mz+veJinszZbdGWDVRFY2KW0MTCrqiYfuBb4apJJG4SOyA\njyBUVGK8/ubLuPyUCyAID2f5Acf/+ivcdd7lf/V9z9avx/E92kJn4vlbGkFAGYGCxEMR4UawIZGy\nAqj4stLIYniAwk+23sN0tcZ0tcpBTSlaQhZnzFnDWGWcrnAPIKh7+cYkm0BVWhAoeLIwK2hVdgcx\nVJNMPc+n7/1vNg+NBmq2moIVNmdbZL9z0stZlOhEU/TGEQgqboXTr7ic7FSeRYt6WNPeQcV16YpG\niOs6KctESpiu1VjZ0krKsohqIXzpM1kNji1lBvbs1w/upuQ4dEciHNnVRdyw2FvMk7frfHfDI4wO\nTRFLRRkZTKOpAquhM3P+sYfTErLoCEfojSXYmcvQFY1S9zySRohd+QzpapWxcpmzFwzg+B53jgwz\nP5EgZpgMFnIYioqqCCxVozsao+w4ZOpVmswQYV1jaeotT7t+4g1rmPy3z2EoGs0XfpHKd7/GNbsf\n4NyFF/Ff277KmfOWojV8Xkw1DsDnH7iRzx16DJ70ydSKJM0oCeOVf/V77a+JFzyD0Z+UAx8/9jmN\nffT91734MhgH8LeHoR7Bhumf0B9tIW50IgjjyWlGyjvpj64FdBw5jq70srdY5HULT0fKGt3RGboi\nUXxZYmlqLZIqEknCaAJ80rV0IzDxUUSEQn0cT/rENAtNUbH9AroSQsGkxQoe0JZWZqw8QSLS3niz\nlHzlyJOR0ms87F2EUDDVODcPr+fUvsPo+MTFTHz5YnzpENZOYUF8HQvif8sz+veDdO1aCnYFSzWw\nVIOYHkEVSUAjohUBBSF0QsIPrpdQUYngU0fQEMQQKr88NcgseLKIaJQh9pY38Ysz/nQN/S+JfRkS\nCLISUlYRWATBAwHnCDOgTIoInszQ/el/ZuJLXyOgUKq85aCDkdLn7vFdfPHue1k3px+FDRzTPR9f\nVtCUVqJ6DyADj5WGJ4vAwKOELwtE9Pm4/hQJPczZixYwUQrcRF970EFsmJykUK/PZhRMtQWBiScL\nSKqEVIPbX/8O/nXzA9w5NMxHVq/jhj2bURWFqKZzYu9xuHKcqWqWtlAzmuhACB1P5mgJSbZlt7I9\nN0OLFeKdS1fzwMQwXdEo31y/gXy9xoq2dvYWCoFzrCdZ0deF73oomsrYnmlcx+Oym++mvbeZqGWy\nvK2dC1cfSt4uowmFFitOWAvaZB3fxfZdLFXnvEWr8KWP7bvEDYOa59IeSjBWCXxLtmRm8HyJE/PZ\nXSiwNPX06ycv30DFvYWP3HUz3vf/yLbcz3jjt69i8O1F3rPsENZPDXF019HUvL1IavjS58vrvjS7\nfkx/+jYP4LnhxczBeBHv2gHsj4OS3aRreXRlLZIKUjq877bfIwgeGLroREqbcxaciJQuAp1jug5j\nQWIAISwkVQr2OEgPT1aROLRYSYK2OQNP5ghpJoaqoyvBxONLiQj8+hAogMT1azSZQQdBIEykNGri\n5mzA4fkuEpdT+lYBkqmvfJ3HZvbwu6GXZuvZCw1x0hKq7i3PaWzFqeP4HjXPRhGColNGEGpcL5/A\n9MwBoSKE0Qgog5RqMGE/+W8ARYRRRAQhDHoiS3jtb67E8ddT826n7j27c23FvZmad9uff9D7YXN2\nPZ7M4VNqZOkEwbuQCoiGcVuE5oSJ42UagZKCoXSjKRGO617Gqu4ubt24ld5YnJieouzWUEQEcJE4\nCBFCIPCpIVBYn97Y2D4oIoap9nFiz1res2ol/3HyK3njwCp8CXHT5Ni+XhYmugCFujdKzcsj0FGE\nSc2t8+aBVbxq4QKu2vUY3dEYIVXjxN6j8WQOTbTREZ7DJ++7haBN1ScIeCoclFzEcd1rWdrUR0yP\nsa5zLj/ctAnbc5nKFvjFbX/k9nsfZ+vgGM2dSRYkkyiqwsxYFl9KShUHp+5QzJaZyRb5w9Yd6IqG\nJlRiRpiCU2G8kidnl3FloBRc9x2y9SJ7y9PcP7GHlBkjpOnsLkw3fE+Ks8JiuwsFjujo/JPXTUp/\n1s32kvvv4+jjFnLhqqOJ6l0c2bmcijtE7JUfxVJPJKyd/LT1L9v0xf/TffOPCPEi7yI5UCJ5CaLk\n3ERIm4/rT6ArXXiy0Ag0gsACoTYeugKJR9ASpwMqEhtfFvFlFUk1mIyEgZQ2BWeakGqiKRpS+o2J\nRueyjTfzwRUnAlDzsphqHEVYjW0E6XSJbLz56rOTQjChKUGtWwz8RY79cw98hksPO/AggkBSXlNU\nTEVHVRS2ZEY5uPUIZictAuOtfen/YEJTG5+rQfAolNlyiMRvBCYBAnXJoGQS8B+C18xvb7yGi1Z/\n/mn7U/fuRhVxgoBARQidoJz33K993bsHIQxUorOBAA0tj6C04zX2UQAKmfpOwppJ2a2RMOIoIsjY\nCXR8WeW4n/87//2mC1BFAlem0ZXexnF4SPxg20JDSicoG4kQwWNbQ+LM/lYAPFlld2GCRYlFjWyd\nYLS8lfXpMQ5p6yZbD9yCY7pFixVHFQrXDj5OezjC9myWY3p6WJw8BolN3duNofQghIbtDTW2Jxut\nrD4Vtx5IitfLzNSqbJia4mcPPEIpVybZGmdpbxeHdrbzhStuJRo1qVZsTCMIkL71+tOpex4rW9pJ\nGBFmagVc6VP3PBYnu5FAth6UZDzfx8en6jqYqkZYs7hjZBe+lGyeydJkmfTFosQMg4Rh0htNojVe\nQLojZz/r9SzYv2N9epjjut/7nO+BlzJe6BJJpD8lF3/6uOc0dv3517zgJZIDAcZLFLb/IEgPVWmm\n4u7EUjvwZanxUHTwpcRQkkg8VBFvTPbabDAS9OdLfBl4DEhsrFPfR/Wm7+JLF1WEEOhB8IEXKBw2\nJqbAAtxuPKB9EE9qT0tpB8GNUPBlia3ZYVa3vO1vc5L+jjFT+y0xox0pq6hin4R0HaSHTw21kfoP\nBJ0gCC6eCildhFAbE64Mrmdj3Gz5hCDwkNJBiCBTEPAiGpO+9NCUpQB4cntjXQVf1hBCmx2/LzsQ\nrOvjynSDU+Th+g4hbX6wD9JhU+ZBVjav26/sJoK2VekH+eAG2RihNLJ1Cp7M48kCmtKE62dQGtm1\n+yc384NHN3LRIWtZ3XI4irDYP9CSOEjpwX7dWojGPS7dRpAkAJ+8vYO659BqDSCpIaXNYHEnNc+l\nLZTA8V1CmkGmViRuRFCEIKaHSVdzTFQKPDYzw2ChwFA+z5Hd3bxt8VqURiBV94pIoOo2FD4VFdtz\nmKoW+c6GR3hw007ae5uZ2JNmzqIumkIhyo7DN489jpFSgVXNvWxIDzMnniKqh4jqIYpOhW898iDH\n9nRTdGzSlSpLmpvYMpPhbYsPoeRW8XyfqldHQUFXNXL1MhHNpCPcjidrPJEbpy0Uw/FdduczxAwT\nTVGI6gZn//RXs10hz4TfDV3GiT2HYKjrnuNd/dLHCx5gzEnJpZ99Wr/FM+Khd171khHaOoC/MQJp\n4zBSOsT0VzQyGD6+DNpPfenj+LlG6cLD8zP4soInM0ENlODtVAirESAolG/8FgqhRsJcaRT3gltE\nCKuRYva4a+xe3Mb2VJHgkgevpWCPM1Tcwb4HNdJDoLLmDV974U/OPwAiegzPzzXUJwkyVTLgKwST\nsgZos1ml2TKI3DdOzAYAwfr7ggu5X3ARZMFEg8fx1EyH1iiNWdw28n2ma9c1vstobPvJ8UEmxN/v\ne0ATrWiiDV96WGrQNhAEMRorm49sBBdWIxsWHFeQmdOC+3K/wrMQBqqSwlDncO3g3fjSDzJqwmRt\n6xzOWrSQuufiyvFGAF4OAotGpm02WEYgcRotrArgBfuEgpQeES1J0gjKLEH2ro6p6jSZEQxFI6JZ\nlJwq6WqFumfj+h7pao6iU2NJUzdNlkmhbuNLycMTk3zjkbsZrexBESFMNYKpGvhIap4zy5GouC5v\nX76Ujv4WPnPkOgaW9PH7Hz5IwrS47LiXowqFpU2dWFqIuYkUPdH5lN0qdc+m4tY4Z9FCMrUalqoy\nXq5Qcz1O6O3Dkz6O71H16ri+z95SDgXBgxPjSCQFJ0fFrXNQsotmq5m2UIpD2vrpjzWzKNFBRzjF\nG448+H+9R1/Z/0Hqfu7PuKvh3Xd8+M8afwAHSiTPigMZjOeHqntL8HAVUXxZRhWtVL0hyk4NIQRx\nPYwQCnXPxlJjgIImmmYfrD5VZMNkKRA2Asd3qHk2MT0xK3JUdMqEVBNDScy2DFbc3Czrfx9q3h94\nw02/4qrTfoTt3d+YwNRZx80DeP64dve3OXPekw/fmnc7ioiiEsORkwSdQOEgYEQiMGa7jFSRaAQg\nLj419pU7nuRkyNmJH5gl/jLL43jq32C7+8btK1fIoKSBwZNZEKWx3SDz9STnIAhgJDaezDWyBXWC\ngEggcZ8MJPZB7gtQAnnt4HONJ8t/NDIiKp6cwVQDbYDAPNBFUkcVLSiYjeBDx/WnGtmfffuuIoT5\nZFDRKMmAjyczqKIJx0+jijCKCFF1p9hZmMRUVVqtBAWnjOv7jJWKJMyAG7Uo2Ynn+7jSI6xZeNLD\n830emd7bkFSf25Bz9xrZFBufMr708KSHroSouCW2Zce5ac8QfbEoJ/TO4c3X/5YvHHs08+JNhDQT\nS9Wx1BQ1L4vaOG+jlRlu2jNIyXEo2g51z+PjBx+OpRpoikrVqxPTI5SdKkWnQt1z6Io0o+zHydGV\nQC+k7ucwlPj/Z+/N4yy7ynrv71prT2euqauHdCedOSSRKWEUeANhSCSAyCCIKALiRbneV70OqK+X\ny3DldbhOaFRQBGRQAcMYwnCJSQQhCCZCIITMPVV1TafOtKe11v1jrXOqOumhutOp7iT168/59Dn7\n7LPXPnuf2vtZz/N7fj8Ekrl0D99bnOVZ23/+sL/ZM99+Kbf/9pcOu87DDeudwajvnLAX/o+1ZTC+\n9tqPbnSR5OZrRPKIDu8bAHplSiAKBnqRiXgaKCmMdhePMkMHhlDEDMoOsUqQVDAMGLLu3UxW0isX\nSVToNTHKkfHS7v5dnN54JclB3DfjgyxL1DP52BWuHug0PK5FigaluZlAbkgArxXfXngfrahCpEI2\nV14McEBwkekbUMIZdLlySGuULQBGN2dB5MsT0if5PTcGl7lwpQHjbdwBLFjtu02Gn5NYMgQh2i56\njoUbxcH4gCBCoPy6EazamwPLI9qTK11WQ3guhRAVbzQWO/6DLTx3pMTYzJcq3PrWOj4G1vjl+JKM\na5sORt6LLmMyFNUyZBgffGnrZtapvodItpC+7IeVK8fDGt/x0ENS9xm7Krt7u9lSHWc+W+b88dPc\ncUMQqxBrrVexXCLVBct5n1qQoK1hdrDIeNzAYnnKlvMwNudtN36A//cxT6YaTLr9lDWUbWFFQW72\n8fWZWwmV4uLpx7CzMcFkMg0YvvSKN/JnN3+ZX/vsF+gs9fncf3kNW6oxiRpHiIRczzAZN7l0x6n8\n27697GwqnrzlFJaLPrODZWphRCAUg9JlWj539x0845TtKKHoFgNKU3L5376Pa9/wBgZlxkQyxqBc\nIlIBb/3av3LZztMO+xu+4I9+hJc88wmHXWcDxwHi5DY7O+kCjL29uzit8ST65TUHZRpvYAWhDKgG\n0yRBm1S3aUVPo19+H2MthSnR1hCJKq0o8zPaEkfukyxk97g6MTWqQRVJhY6eIRCKUCoSdSmn399u\nYs3oFlcTygru5hEdcf0NrGAirpEEMYlyxy3T1xGrZ3hzs2FAMNSriD0Z0lmN48sDWI0Uw84LWOFg\nWFYyCdKXx4QnOyr/2vqbd+Bn8I5TMcx0jEolNsNS+tIZbns+w+Bs3VdnL/BE4NBvY8jn8CUeW/hA\nxQUJLpDouyyLJ4u6FTWWdFQStLb0GRWDu5wJlxHw19xYPY3S3OR5RH0gBuHKRIPSGfpZn5UZingJ\nn20Zlo0kiS+tDFjKe8wMuiQqZHNlHFeW1F4dVZHqgv2p68gKpGIu7aBj47MRwejvssjbhFLxXy58\nPKXVWDRf3P1/OHdsilAGjMcNdvfm2Nmc4PP33EEt+C5nNjdTmB69MiVREW969FN5welnsLvb8VkL\nd/6sTQlkA13OESnFs7afhhCwq7uMAJayjIumt3NPZ54zWpvoFSmnN5vc3WmzrTZBqnOWsj5vveJS\nKkGdWjAJCKTIWMy6/PeLL+as5qEFtz70/T/giz/3er49v+ESsR44mQOMjRLJQxzu4mnQdp523mFz\n5cWU5jvsG9xCJJ0KZzM6BW2XcRfPBEtGrlMWsy6bKi1HCFUT5HqB0mjG4iuOy77l+it+VsmoTHIo\nm/ANHB6F+ZbjQhD6Mge4m667qVvrWjcd0dfN7AOxGeCAjMGQFOlunz1/8yy9HHe+qqzhMg6rCbwr\npY8Aa3M0XZcLE+OsLnsM+RlDIqgYBRvD91d3ODk+0TBYGWa6tP3eyG8Hv5a1A1/C0COSsutwMY64\nPCRk2nIUNIRyxfa7MDeyQjsTDMq9dMuUyXgTgO8gCRh2qVhftnClpT65zsiMI1BPxKehbXtViSkn\n1ynLRZ/SZxG7RYoAemWBtRZj4dyxLWhf7hnoHKxFCkm/zIhUgBSS5dyplI7H9VHA7/gYGUtZn2aU\nMF0ZQwrlv3dMaZaI5HZys4tANDGk5LpPbkqW8z5SCArjJOEX0wGn1Md8CVWwpzePBSIZsK02xf7B\nIqEMEEIwFk2NCOLRZa+m99k/OuLE7/w/vHzk/3KsuHn+73j05Gse0DZOBNa9RHLGhH3sW9c2Ef/X\nV39kg+S5gaNDIB9Dv9yDEhPM9Nt+2QVMxE0slkrgZnqCEG0KhIiY6c/RLQbUwgQphm2pBRZLEtTI\n9LXHZd9cB4Me1ewzfQM/dsZTaeefOS7bf6SgMDciiVfdbDXDm727wQpH+EX7RzqajQ+DEEdU9J0S\nDHBaKrkPSErfJbRS9nClj+HkQ6z8b4eCXQGSGoLqqkyFWUU6NZ7DUK7id5hV21qBCyQqq74fnkRZ\njoirI5KozVcFF+moBGQZePlwM+JuiPtc3qRoeHVQZ80uhWQibrrjI2L/fc0oOBm1fQP9coAUknpQ\nYagNI4k9sdVlYwbaEThT7/GTqNBnGUOaUcJMv0enGDDQOd1igLGGubTLbe397O4tM9NfRhuXDcm1\nZk9viVsW93LT/C7uWN7PeFynGTkRPCVWZNyNXfZHVSNFBEJhrNNHCWVALUxohFVqYcK26iRbay0m\nY2d6GMkGsQqZG/TpFCmSuhPbC933XAn+NH/8+6+k9oJfPviPFLi3+4/MDq7ipy554CXuuzvtB7yN\nRwIETil8LY8TgYdUgDGXfuLIKz0C0YqeTygfTxIE/GD5g2T6OkpT0s57SBGQ6v2eaR8xKPezuTrJ\ndOVsP5Mq0aakNB1CWeGmuR8gvInUA0UoH0e/nEVS43tLH+Dm+VuZz/bx6btuYXZw/GzLH84ozI1I\n0fKERoshxWK9AmWMEmNIUXWZDd/2KQj8c8cNsF7zQSAp7T7fSWRwyq75qGtCINB0/MhDsTUn6jYq\nrfibt8smKN8t4m6wKxh2YGSrlmnPvxh2tKzopgivPWFtQWm+DeAzDy7zYuwyxvYZElNdNqb02Tjt\nMzvRaH+H5R0IKM13APjUXX+CEucRq2cQyAuZGXyPeni512hpYK0bR9sFjO2h7bJvfZ1H247ftiGQ\n04RSsa9/G8vFfgqzRGk7WJvTK1JyU1ANYu7tLtDOBxgMUgj29bskQcAdy/NkOmd20OF7i/uZTwdc\ntGknF0xsYyqpMxE3qKiImX6PU+uTXLTpNJ44fS6PntyJRLClOsVE3KRXLiEIybRTa5WixlCAzGWV\n6lSCCAHkumAp7zI36JDpwjko64JKEGNJma6Ms6VWZ0t1DEOPibiBEMIr/jrOjjaLXDQ9jb36O4e8\nDu+ov5zpyo/yGxe95Rh+6Su4ds+VvGDnf3tA23jk4OTuInlIBRhTyYtO9C6c1GiGVSIZMjvYRzN6\nPue0fpJu0aWd97A2R4kmhSnpFj1ys49WNIYULZRMCGQFbVIeN3UBkXzicdmf+fSTxComkBdy3tir\necL067BYLpyc4pN3fo9cf+W4jPNwxrDLARjpQiicr4sQEdosYG2KxVCajjufYhOBmMLr/PkZ95BT\nIHww0iEQ00jRQts2w4yFpIYQic8SOHKnGGYurB7th1tnWE6AYdvn6GHzEffGeYiszmIMIVct0wgR\nIkXivEhGGGZgXIbBiV45LhGUngg6bKcdclPKUbYGNI/98xfyvB1P4Ic/8Aq0/R6l+TZTyWZS/UUi\n+SQC+Rhi9QwS9WwS9Rxi9TQS9Uz/+tlUgucxEb+A5aLPPd3vMjNYohZWCIRCyQBjDdoaN1NEkJuC\nQmuMhcU0ZbbfYyJJGI9jEhUwKAtaccLOZovt9SZLWQeJYDyuk+qCRlThvPFNzGfL3NPdz0K2QLfo\nUVpDWqYjj5n96X4veiXRtsdyvpfSLKDtEv1ykdqr3kwoA0IZUAliNlWaRCpgoHNXnsGS65ylrEM1\nSKgHCSDcONqdx8IssZTPclt7L0/b+nPc1fkIrWgHN87+Dan+Ap+484/54Q+84rhlPQF+8aOfPW7b\neiRASLGmx4nAQyrAOByO5w/8oYot1R+jMCVSSBYyJ4AzlbyIqWQcbXuA9EZPbjYciAk/yywRooKS\nQ1Lf8cFk8kIS9WxS/eXRssWsy89/9houmt5MaTvs7X/8uI33cMO+0bGxXiPCt4Wu5kUIZ/plbIdA\nDsW11EgzYqXM4RCIKZQYJxCbwKf3HfEyw9Jf2ayIRlyJkcy4cCRKIYZ8i6G7bjpS22RULsHtq135\nPa2ULIatrUMoDlDoFIo/vfntB7Q3u2xJgCTGBRTDcpBlmBEZBiPuN6xHY934xv+BFDX+5VVvHrWE\nDrGYHVoo6r7YXnsZ9bDCmc0LaITb6JUpgmRU7nDHwrKcZwRS0ity70gckGtDaQxjcUIrqhJLZxg4\nFq/oX3SLAZkpaIR1GmGVLZVxpBBUg5hIBsQqIgli6mGNTjGgX2ZeUMyVwipBhBI1rN+X+fe/leWi\nv6L2KiShH1dbzb7+It1igJKKWpDQKQZokxPJIYm3xGCJZMCjJ1/DoLyGxWwAWJ4w/ToS9Rx++YOf\n4l9f/RFidcmaj+OR8MWffd1x29bDHr6L5GTNYGyQPB+muKvzEXY2XjF6vbv3UaSQTMZb0LaDFDGC\nGEMXbUqUjMh0SigV1eCyBzT2tXuu5Ie3PBlt5xmqIErRul9mZE//Y/TLlEiGnFp/+QMa8+EIR3R0\nhEbXHVD6m7u7WFjrxKNcm6rvIgEg8MHA0N48wHqVz6GOxDADMCSMumyEy1ys7vqxNl/ZITEMDIY3\ndCfCNbROX93euXp9V8fPQQSstLAOA4OSof6Fsb2RvLkSDaQ4yx+HW9FmwTsK9xGjkkCJtRpDF8lQ\nsXRFl2MY0BifiXGj5v57pT5Aci22s+luttdetqbzcu2eK9lUqfrMEJTGsLOxyWUGyozFbMBiOqAR\nxURKjtZTUlANohH5WghBKAOUkOSmINclM4NldtQnfCmjypd33cbprRabKk3Gozq5KekVA+bSLttq\n4y5zgqAZtfw4AVJUaef3spR3qQeuHGKxjEV1Qqno64ylrMegLKgEIa2oxmLWIZQB/TLnnNY5lLZN\nt0gP0Ln53tIH2FxxUuGN8EfWdKweaVhvkmfjzEl70e+u7Vz8y4///QbJ88HA7t5HT/QurDtWBxcA\n/7bvHuph4tjwpiTTPQZ6AWMNUrjuhFjFHIyEdzQozDd5yuYLyPQ+AH/hFxjbZlBeQ6pXhHfSMqcZ\n1kbtmO38M9zd+YcHNP7DBaW52T+z7sY9DDSscYGCzzxJ0cS1Z9pVJM+M7wgyhgAAIABJREFU0sz4\nT6/Ifw8Fp9zzHCESlBgbBSjDzMdwO4z2wNwnuHBtpdgSbRcZqmO65dorbQ7bUJX//Eo5ZaWVdcgR\nSdG2i/VBgSOk5hTmmwAoca7jXtg+0kvYu7ZTl41wQYtiKP89zHbgj4rLemj/3Z3OhxAVpKh4v52Y\nTclmesXaOh8u2fZG7u10aOcZ7TyjEcWkumA+7dAtMqpBwJZanUoQEErFRFKjGobezTShX2bObMxo\njG9vrQcVakHCVFKn0CV//e2bGLviV3nUxCSPmfwZsNaTQttIIbl29y5yUxLJACmELxX5gMouUw+r\nhCLg7s48UgimK2NUgjFP4Kwx0+9ydmsrW6sTxCqkX5Zc8e73c3brNCL1FKrBZQcEFwDnjb0aY51/\nyQZODghc4LqWx4nASaeD8WBgaMrzvu/9Ho+amOCJ068/wXu0/njSlh2+Vc7dOAqjkUK4dKqQGDtA\niIjCZEfYksN3Ft/HeFxHIJiIJwCI1SXc2bmFc1o/CdzAQjaLtUtsq72UVH8BJRog1Khd8IzmK0fb\n29v/OLku+P7SHKc9AP2NhwucDPyQxyD8zdeZk1kvkDZUn1xR2cSXSAIvF45f5jQSLIqRDPzIpXSY\nSeAg/+MFu+Sq5caPncOoBOODCj+bdiTLyBFJfeZiZZyhBofblhPIChECz6+wLjthC9/ZMjoivrOj\n5jejvTvpBEOC6jCYGh63Fd6HGI03JLsOu28Y8lrEGHH4jDWfn9ObLaSQDMqCXpEzFtWZiOsYa+jr\njIoM6RYppTHMDjpEUhEK53gLzi49UbHfO4EFMlPQLVI2V8b46Uedz29efQmJejYASiosUA0SSqu5\n5JTtjnUiA3JTYuitnH+cf1AtTFjM9tOKM0TWYSpRtK74VRY+9f9z/sQ2+mVGYUoGOuP88bP4j1/6\nn0fkX00mL1zzMdrAeuDElT/WgkdEgDHET5/3awDcsvh+xqIq29bgBvhwwfbay3z2QBIrifCpYikk\n2hoCGSJFlWrQpDTfGRlYHQyZvpad9Wl6ZUYzavmlri7vggsncLR1VTNKop7DV2fezeOmdmKsIdU5\nzTDxM+CUrdUfA9gILjykOAvNrb592BmNWVuCHfqFDNszXYnBor3g1TAIWMk2uE4M11Xi5N+zVSWV\nlfVdCea+l4T7BB3W+Juz9h4j+CyKa11dcT71zqw+QPIfZsh/sBgvb99YGdvzRwQBht4BbatKNNF2\nCW2XGLrDKtH0yrQugHKcE09oHXFChA+CHD9jyOFQInbHTrgy0NEqzZ479moA9qdXsSlxM/09/Y+B\nEJTGcHt7lkIb6pErzdSCiEYISRBRDytOXMtCRUVkuqBXug6U88d/CoDJ5MDxusWA29v7OX98GwZL\nXAtphHVH2NYFqXat4GNRjVQ77keiQi6c3EymC/b02rzrpm9y0UvPYzx+AeB0auLLX4/9/C0cDO/8\n97ccsiNEPPf8Q35uA+sIwShofcCbEuIy4E9wF/P3WGvfeZB1Xg68BfcHdZO19icOt81HVIAxxPnj\nP8X3239Pqr9Aop5zonfnuOJbc+89pHtprlN6ZUYjdPXqanAa2i4SSCfQNCjnyHTBeHzqYZVUc9Mn\nknUqgaUwg8PWY9v5Z2hFz+e29gd5yuafHS2v+l/e8AeY6WtRwgkeuZT5IrnOaEbPP8oj8PCB4wk4\nHRFhXRlp5BMiArABq11P3fvShw3DksGKzwbDcsVwZm9XE3p9ucIW3mTMjJa7rpHQD6CcOBQ18GRh\np8NQWXkfcNmClezJyhjD/VT+Zu+5IsK1VBqbMpQetxQjLpEUZ/JDf/wjfPMXfwNNxooc+tAzxHXH\nrLTBrgQ6w5ZYN9uLVx2bEmszAvmYYzg7DsPgYlhecSq4Ie0sozSWWClOqTcojSFWIYFQjnQpQkqj\nyUxJrosjWp+f2fwJ9vT+itvaM5xSaxGriG7hshahCohlSK/McNo3FaoECFElVhmWnC2VnCc+9fXg\njU17xdWEaoL8cx845JiHCi5S/QX2XPX2ozxSDwxvu/F3+P+e8NZ1HfOhAMHxCTCEI3f9OfAcYBdw\noxDik9baW1atczbwZuCHrbWLQqzS5D8EHhEcjINhKUsfdsEFwBnNQ5/zZvR86mFCr0yRQlKY3ZSm\nS2FmcUZokli5C3QgGiMNgdXI9VeIpEszhLIyen4otHyAcHbr0NLCAKUZUNq9lHafn10rYvXITmcI\nUUH4mflqYa2hxfhQ8Gn0GAUMwxm7dut7ouaQ4OhKEa6sYf2/lcxCRmnnOaCtdVTicPwPIQLfpTL0\nGKn4dYb8kGLVfjAiOTqslEdWghHNMMvhShvZiNfRLTL2eA7V59/wWsfBENGqkszqDAmj7a3wSFZn\nVFbcXt32+yNS6QNFLbzctasa49UzC2phQGkMxloqQUjkhbe0MWS6QAhBLAOqQbymMc5oTrKjPg5C\njMid2hpiGRKpaNT9YWzJsGzkgqt4lOEYQgrX4TPkzhwdVsqi64Xr771nXcd7KEEKsabHEfBE4AfW\n2jusu2B8BLivLsTPAn9urV0EsNbOHnHfjuH7PCzwcOVhtI4w42+EP8KgzFjKuyxmTkAo0wXLxRzd\nMkVbgxkKC9Ej09dSmBtHj1QvYikZlE56PNXLR7V/mb6e3Hz9ALJnaW4iCc5wugxUGOh7KE3KzGAf\nmb7ef+46rt1z5aitdWbwz0c17kMRTmXT3XyHfhsrHh6elyECR9hEgBjKc1uMzZwaps0YGpaNZLVF\nyIpZ2OrgJfXrHyaxuaozZHj5cBLbwxZTiRCB34YnhPpuDYAVv49hR4nTrXDKnUO7+fooeNnZmGZT\nxRlrRSqgX85i7DK9YtYFWuhVippe0ZPUcxFiJDUkiV8n9AFaibEdQvn446b5AjCVjAEwnYzxzO2n\nMpFUOKM1RiUIqQYxXd9aOgzp+mVG/yiydKfUXkq3HJCoiA/cejPaGlpRkyTYxKBMUUKymHXpFilz\n6Szz6b2kuoMUFVrRGWT6utG2KsHzeOOX/2HkOrtWFOZGQrFtlf/M+uBPn3UpnWJDH+O+cKJqck0P\nYEoI8Y1Vjzes2tQpwL2rXu/yy1bjHOAcIcS/CiH+zZdUDosjlkiEEH8LXAHMWmsv9Mvegotm9vvV\nftNa+1n/3puB1+GmJb9orb3mSGNsYH2xusOkW1xNJUhYyjpMxFuw3uxJijqlnfXy4hlSREhRI1YN\nctOlEtRJdY/ClIcZ6f6I1dPvt2yUovZBduQntvVw9eeewSXbVi6GmysvZk//Y3SLwYj38VDA9Xv/\niqdv/bk1revcRZ32gxT1Vcs7aLvkAgUrkVR8VqM34j64G2wIIhxZoUPuz683BcOCzVzWwPo8iAg8\n92FogBYw8ifxGZKh+dhQAn5oae4udyu+I8PgYRgYufVXNDSGQZPLqADWlTaEcLLoCotUsTdaWylH\nlObbpPr7JGrgAhXRWjV+FWMXEKLuvt+IU2LQZoHlfD/1sEminnlU520t6JcptTBhOe+TamePLoWk\nEVbJjVPQrAYNtE29n8kLjnqMs5qv4j23vJMt1Qrfnt/DWJJwWn2KSAX0ChdktKJJStNFCMlS3kWK\nGWLlDMsWsk+Nxv2bZ//JaLvfW/oA53leyeGh0HQxtkd45JWPG84bezW3Ln2Ac8fWcdCHCI6iQWTu\nMG2qB9vKfTUsAuBs4BJgO3C9EOJCa7018cH2bQ079XfAwSKVP7LWPtY/hsHF+cArgAv8Z/5CCKEO\n8tkNnCSoh5eTqOcghKBbzo8yEtq2GZTON0EAnaKNJKYwPWI5hhBVAiFH6qonQpVzW/UlnFY/vG30\nyYanb/05fvmGX1vTukKEKOoMDbUAjG2j7RLLxX66xT6M7TPQdwMCbbsY23X25oQYBhjb9VtzXIl+\nucd7kPQZlUXssEQRjAKZUZnDli6AGJImxWqnUUZk0ZVtqJWAZHh9sqXnVQzdVle3q0qGWhQj0qkd\n8kQCjB3QK5cozDf5wK2/5z9nmEpOGwl+CaF8+2qA8ydxXJOhxbu2ixRmN5+/9xtMJS96UIILcPyL\nSDpmc2kMk0mFahATqxBjLcZa+mWHVBeE8tgyAK/74n/jnLExzh4b59Rmi2YUMzNYYlDmdMsBuSlH\npbBcFwzKbKTkK3DGaff1AlrIPsXOxnb65eHngrn5ug9ch2W79cO+/sfZ2+8eecVHGo6f0NYuYMeq\n19uBPQdZ5xPW2sJaeydwKy7gOCSO+Cux1l4nhNh5pPU8XgR8xLop051CiB/gajtfXePnN3CCsLny\n4tHzTF/Hnv5uTm+stJH2yk9Q2jkStYPS7gfbI5Rj5PorGPpIauTma2R6HiXkAxbrWiu07R95pZMM\nLz7zTG6af6/TNzgE+uXnkEKhaQMCYwpCOe1n+5KKV3/sFAsuT2DuwWCpBQ3Po1jw5M4QgTMTC8Rm\nhFoYESpXdCgy3Oxf+pq8GpVgwE9tRsJdQ97FMCOhVwTAbInxHSZDKfEVDQ2DsRnSd4bYYZusLUdB\nikBiyFjM72A8OhtDF3B8hWqwyCvOvpSvzrybWhBy7tiZ5DojVoEnoQZ+v2IsOYY+mGUshtws0wgf\nyxU7Lz2+J/I+mE+Xma4oJpMxJpNJekWHVOdoa7DW0in61MPKA7I8+Jtn/wm7ev80EgXrFJ/FWsve\n/gLNqIbFkumUD976H1w0Pc0ZrU3kuuTOzl3sbGwllK6NNdPXjtQ315pJEQT0y7tJgqmDZiIfTGyp\n/hi3tf9qXcd8KOB4kTyBG4GzhRCnA7txiYL7dohcBbwS+DshxBSuZHLH4Tb6QMLQNwkhfgr4BvAr\nnvhxCvBvq9Y5WB0HAF//eQPAqaee+gB2YwPHG7F6Bqffh185lbyIQXkNmbnX+y9ohHCtkYVeIpZV\nZvp3E8iATOdMJp/ltvY+Hj/12gd1X49kHX0y4kglksXsUwzKjFpYIVYR/XJAYUqUuJdU5yihiGSA\nwTAU4tUYSqtZyheRQtAIJf2yS6JCAtFyJRUCSjMgkBIpKiOCY1ruJ1Y1hBiqUwYYihE509qh14cC\nEbtSiVA+a+F8RBznw3FGjM0JRANnA1/xAcRK1mLFAj3zQUXKTP9ub75lWcp6pOV3UMI5lCohWUgX\nmao0uHjT4wnlReT6qwx0jgVipX3WI/BtuH0U44TK8Svidcqh7my8gl29f2JTspmhoFmkAgaedzGZ\nNI+LAuZqxdFG+CPc2fkwp9anR8dKW8PPPOpilvIe7bzH9to2xmPHrZlL52hFNWJ1xAaA+2FmcDub\nK2diKcn09Rjbp7KOf39rLS0+0nA8AgxrbSmEeBNwDa6O+bfW2u8IId4KfMNa+0n/3nOFELfg0p+/\naq2dP+y+HeP+XAmcCTwW2Av8oV++ljqOW2jtX1trL7bWXrxp06Zj3I0NrCeMNQx0TqZzz2Dvoe08\nQ5GjzBTUgpjS6nUJLh6uGI9fgAVmB0sMSiffHsoAbQ0VFaOEpFemDMqcQConmIYd+VvUggrG5kNi\nlyN4Wm9uZUr/unTS3HaZWDW8uFWG06fo+jLKYFQKcYZlKyZi1pZY+mi63nV0YRV/R2Loo22fTrEP\n6x1RhzCeKwJmJFWupCLTBUtZj6UsZS7tYQHlO10yU/i2VkOmr8NS0opcOSfTKbnOgdKrkoYH+Jis\nJ1bf/DOdY637u6kGyQNWwPzB8gcPunwqaaFEAyUksUqw1pvZ64xERZQmRQrFoOwSSEW3GBzT+JuS\nzQzl56VIEEKxmH2KL9z75w/gW60Ne/ofe9DHeChimME4Dl0kWGs/a609x1p7prX2HX7Z7/jgAuvw\ny9ba8621P2St/ciRtnlMGQxr7czoCwrxbuDT/uVa6jgbeIiiFl5ObRWzK9Vfplsso4SkMItsr23h\nhr23MpEk6xZcXPnt/8UbL/zNdRlrPTGZjNPQKUIICqPplynNsOpYC1YAEcYaClOivfdH6TkVmSnQ\n1qCERIqYXHfJTEFpOhSmpFem1IOMSIWUpiSUmn7ZRiAIpSIzJYlyLqrW9rHWoq2hGrQwtk1u2oAr\nCUwlTVxTrJOQjlSAsZZABrTzPqnOqIeWgV5EiTaBDLDWrAhs4eS+I+lm+qFU3rMjIJCKVOe0ohql\n0S4YsQaLJpTbKM1+KkHL7/cTRsfuRJO+losFGmGDZlQjkAnWukyLfAB0tPfc8k5ef/5vHPS9r+y7\ngwsntjCZtLh5/k6qQeicU2XIZDLJ7GA/lSBidtBmU9KiFdc98ffoEKtnUJh/x9qMVC9QCbbQCDfx\nnB1HT1Y9Gnzunndx2alvelDHeOhCjCYSJyOOKcAQQmy11u71L18MfNs//yTwISHE/wa24QggX3/A\ne7mBkxLO0tqJafVKx4y/6ge38+f/62o6n9lKPbz8qLaX6esoTI9E7SA3u1nKOlSCmK/su5NLt19A\nou5fQ3/W9h0H2dJDH4m6FMF1WHJC6WYqsWpRmA7GGp8pMhjrBK2GQUBpNdJCPUjITEGnGBDJgE7R\nZznPsNYylw6oBiFba3USryRZCWIEgk5REquIUkhy78xrrKGiIu7o/KfztUjGSHXBpsoYpSnJV3US\nWe0SllIIYuVMveZS1/02FtVIy4xKMEavnGd2sEQgFQvpgEYU0c6cPsumSo1qkDhDMASpzpmImyM9\nD0lCpu8iktsPqzgLkOuvOtl1cgozvy7coEAolBijYIZhe67z+4kO/8HD4Jyxg7dPjP/a0/n1H7+U\nizedirFm1H7fKT5LIBS57rOlsoNeOcfO+jRSSJSYQJAcdHuHQ66/Sr+cJwkSCqOh3Ec1OI3S3Iy2\nC8fVUXU1TmRwsZqrcjJCHEclzwcDRwx9hBAfxpE0zxVC7BJCvA74PSHEfwohbgaeCfwSgLX2O8A/\nArcAnwN+wdoD5AI38DBEK3o+FRVxT3eeJ2zZzO/+7suPKrhYzD5Ft7gaS0GsphAiQIkak8kWxuMX\n8PzTfpG33filAz7zoe//AeAkm1P9xeP6fU4WdIslfyOwVIMxhAgJZc3bbrf8/4ETeLIGKXxPvJR0\nyxTh/3WKPtoY+kWBsU5Fo9CaTp6PMiACQa4LSqsZlBkdn0bvlyn9MqNbptSDhFAE3gnUdSloawiE\nQnv5936ZkeqCQZmTexdPJSS1IKFbpCRBhVS3GZQZUki6RUakJKVxpnvNKCL0Bl7Gl2dc8KQRwgtS\nCYW2+oCyy2po+z2v2/ItLE6pM5RPeNCCC/Hc8xHPPX/02pW4SipqO0Nn20GZ0ikWj3mMs8YOXkZe\n/L3rR22KcpUL7r7+4ijwM6T8+/57CWTd27uvKJ0eDTrFfnplys98/mM0o+2e77GAJUMf4Btz8iPT\nNxzwOtVf8MuvO2D5atO/kxXHq0TyYGAtXSSvPMjivznM+u8A3vFAdmoDDz2Mxy+gEnyJbbUxWtHa\nFDiX88+QBJuoh6dQmFmW8w6JSqkEytfym6T6SwhC3vJEJ6Wcm68Bgpee+cP0y88hEOtKNFtPTCYv\nJNM3IKmvErhyWYHMLGGtJVJVqkKgRIKlYFCmDHROIJRvjXRKj9bCtlqTUCqmK3VmB10Ko8l0Sa/I\niWRAKANaUZOlvEu3GDCXdjAWukXOpkqVQEpCEbA/bWOxLhBAOHKmtaN2zGGwUQlijHXKlt1iQOYD\nEu1VSAMpCaQLLgIpmapU2VKZ8IRWSV9nnl8CvSIlltp3oUgStRVLTmm+7QmVrlNFiTEEMUo4m3qx\nDmoN9vO38EvXH9h6vJjt8QqbIUrEVIMxctM55jGGKp33hXjV47njL3+VShAd0H57dutVvOvmt/Pq\n8x6HsRmPnTqFfrmEBRKVMp8us6O+don0wnyLShBx8/xuPnz5leT6qwSyhrZ9z3nZfMzf7UQgVk87\n4PVQ1fm+wmOSCrn5+nEVZDveOIkTGI9cJc8NHH8k6lLGoikECbn52gHaGI/7ixcxM/hnbll8/2hZ\npGJKs4C28yiRMB7vIFJOylmKBvPZ98m1UyWcS+9iIfsU8+lucj2PEBGBaKHkOKn+8gn4tuuDWD2N\nSD0FAGv7GLoo6XwsjPXOoV5/AlxZohYk1MPK6MLT89yGRlRhLK6zqdLizNY0iXJS1gA3ze3ju4uz\nLGQdGmGVycQFI5UgoBoERNJlLlyWIqc0htJohM+iNMIKtaBCI6wyFtWYTFoj6flQOhfXRIX0ygG5\ndlmTZui0ILS1VH2JJjcloQxYyns0wymaUY1Yhc4/xxu+OTJqjqLhRcVC/3/siat9z+04mHnbg4M/\nevrvHfB6c+XFzKZLFKYk1T06xQKF0ZTm5mPa/qFaW+0Hv0kkHV/GuRSv4E2P/m1a0fO5szNDO+8x\nly4zEb+AanAZO+ovP+x4s4OrRs9T/SWMbVMNLuOZp7yRN137K0TqKSgxgRJ1MrPIyN/mGFCYb42e\nv/LqNx7zdo4H7qsQLER8cgcXnNwZjI0AYwPHFbF6OoNyCUWD3LRJ9RfJ9Vd53dOegLWWbVXnYZDp\na2nnHbrFMLWqsDZHCfd+bnZRC1yduBYknozojKSWi75Xsoycbbd5aKVnjwXW618oMYYSLWrBJEkQ\nk5vhTdRSGGdBnqga+wdLWOvIl4F0fApjh2Jd1mlLhCGtqIKxEKuAXpGzlPUpjaZbDGjnGYOypBkl\nxCqkk2coKRmLqtTDCpF0gYcUgsw4iXJntz5U6wQlFImKkEISyIBWVGM8rruAJKwylTQZjyuMeQ2H\nWEUIETEW1Rj5iFiLEBJJ1RE9hUKxkiUbaWqMxL9W/FmUOG89Ts9BMRE3XEeHtVSDhFow5t1fjx5d\nb6Z2MHzhntt9mevgHI9TqpOMxw3OedmhE8s37D1QY2K64lRTtf2+s7JXl9Avr+H25Q/xrktc06Al\nJ1ZPI1aTSFE/5lJlKB83ev7hy6886DpDy4D74vFX/ugxjXlf9MvPkekbGI+3sc/bEbhxZw8Itk4+\nrC242AgwNvCwwVh8BYXdS6w2I0hI9QJvevRve39NvIlaQDvvMR6fgrHa+U+IBEGCsb1RZ4QQgkAq\nKkFMLMepBHXGojpD7wuLRsmEXnH1/eqqDyfE6hJK0/Ntok5xU4lJnzo3gCSWY0ih2NefoVumNKMG\n9aAy4klUVESvSOmVKct5j3pQYSppce7YFh4ztY0t1RpLWcrMYAltDZsrdbZUWyQqRFvDKbUJ6kEF\nJZ0ORzVIiFTgpLHLjFyXI+0MQTxK64cyZjyeoB4mSCSpLtiftlFinEZYQSBY9iJU3aJPKDYTqSmk\naFAPJqmHFax1ehvOAdX5iVgsmo4X19Jo22boPgusUjE9MZhKXuR+r/EVVIPnMSjbCOSo3n80qIeX\nM59+8qDvveZRv04kW/TKXQe9GY7FVzARv+Cw9upPO4TGRGn2EMqLAKc5c2bTaS/l+qteV+UmAjGJ\ntQWB2LKm7/Kumw/txLr65r4ahxL2+uYb7/99j6WltRpc5rKF8kmMxeOjgK4eXk4lOHZy7oMNITga\nL5J1x0aAsYEHBYm6lH65F4F0jHOctHdfZ7Tz29nX381p9VMBifTOnNam3vpbEcoIKQTaGN81kYys\ntkM5hSRhUO5FeI+UQFYAe0S544cyhJDkZslLQQ+7NSoIEqSoIkSCtZpKEFMNIkBSDSZohFVCqbA4\nTYY9vSX29Lp0igF3dma4rb0Paw3bai0mKxUyrZkd9IhVSOSzDo2w4kod3skTIFYhhXF+G9UgQQrh\nzgc1jB14nxqLsSWDskuvTLFYIhl44uYSUjib8UA4HYxEOadUSc0HCzmBTBBCou2yL4P0MQywpM69\n1Ru5Oflqg3OQTb2nyonF6g6Edt7D2dofW9mmFlb4P7v+4qDvlbZDv8wI5PFt0jWHaGcVIkHbNkLE\no+6eoUnikfCGCw/tYr2l+mMHvL59+UMjafN3fON3Dnjvwj9eMYm7+u4/Gz3fVn3JyIH3WFC5/BdY\nLlYUgo+HONqDiY0MxgYekWhFzydST2UyeeFo2bbqS6gGMVurOwjlKYBEUseSeaOtCCmqKDGJEgnV\nYJJEjRPIKQSRlwaXSNGgGux0bYzlfnLTJ5CbiOQWFrNP3W9fvjX33vX74g8SqsHzqIeX0ytmWS7u\nIdMz/iacYWyfXM8QyGn6ZYpE+vZM43gRcYP9qctMxEoxmVRohBWWspSxuAJCsFwMCISkEgSc1pig\nGVURnmRZCRIiVWUs2sREPIESktJqQqmoBTFJEBOpKs6x1KDkOIXRPri0jqzpSzbaGhphhYV0kU7R\noRFWCKRiIm4QyIDS7KewezG2gxQNArGJUE5jSTF2QCCnR66vhj4gnGuqaHhSZ0AgH4MS567buTnr\nHc/mjuUPH3ad29rz9Mu7j5l4mqjncOlr33XQ9767uIvxeJxGuO1+XIxjRWluQskx/ug/3jpa9v32\n39MpPou2c8Tq6SO7dyFCL+1+ZETySWtar19ew5nNnxg5RP/WxW894P3mxIoB4OWn/dcD3ttWe+no\n+UqHz9okmeznb2Fb9SUU5pujZceSdVoPnOwcDGHtQYU21xUXX3yx/cY3vnGid2MDx4grPvE6Pv2i\nQzYW3Q97+h/zzpJnrVygUPTLe1FCEqktWDvwafAcKRpIEv9aY22Gtn1COe0v1k6EaTHbw0S808/w\nBca23WwaZ/71jz/4Cq8+d21GYyc7vt/+e6aSFmmZMZlMkeoexhoSFfkOjqqX6HY27EpMEl32qoOm\nya+++89IgoA7l9vM9lNede753N1Z5MKJU0h8J0hpSjJTYKylFiQYaxBC0C8zakHiA5eI0pQEMiIQ\nmwCJwZEupagikHSLfVigMCVSCHJdEnil0mpQBzSSqidpCqSo4nxMUrTtU5qSbpkyFW9DiABtl1Bi\nakT2tJ4HEsgL1+9kePTLz62Lzka//ByxPJX3fPcqtLH8/A/9FuCUPrdUJojVNJaS0iwdk5R+p/gs\noaygRNOrrjo33m6xjLF2xM9Yjdx8jf+Y+8+RDsd9saf/MbZVX3JqS4seAAAgAElEQVTU+3K0cI6r\na3GFPbSD7GrH2aOFEOLfD+NYetwxfe4W+9K/etWa1r3ymf97XfcNNjIYGzgOOJrgAlzLnXN4HOCc\nN12KNTMFSoYUZpbSLiNEQiA2+Zq7HgUXUlSRwqXDhYh86SRyBmC2y4pifcBAL2JsRr9c5OVnPfm4\nfu8TiXNaP8mdy7NsqpyJFA1i5fQjhAioBHUEMYXpoG0PQUQoH3fIGvzmWo2ttTo76g2evHUz05Vp\nLp4+i0pQR5sSYw2BDKgoF7AUpkQIQShd14gUTgE0LTMiOUZp3PkcSpRL4bpFrC2pBg0CIWlFdSIZ\njrw6EuWCEiUmcM6rTo4607Nou0zuVUi1NUzELQyu3OJKKQWGbCQ7PuRgrDeu2/ODdRnnrP/5Tiwl\nr3vUFfzcBS9m2ZcQzmq+yrX3lvuQVAjlxEE/fyiewxCxHEcS+/PmhNaEV4xshJWDfiaST+KJ06/n\nbTf+zkHfX4/gAlhzcAEc0p7+WIOLEwUp1vY4EVhfz90TiNJ8+4TMajZwfyzlXXbWH8Mwy6DkBIXZ\nSzOc8H4Wmt39ebbXQqBEeo2HoYV4rmcJZMPPci2l2QcExKoFGLAlpV2mW6S0okmWi3nfkSLXbZa5\nHrho0+tGz0O4n0b2Wk2+hrLu53mxyHu7/0hpNRNxk1AGfG3f7Tx5y5mEssZ4NAZC+cxRiRTGZ5ss\n1aAJQpIoV/qyaJRoMZzHlMygxARJUCHT8yNBLaeJMYa2CyjRQooGloJMzxHKCpYSJVyWI9Mpgoi5\ndJZYLVMPq5S6JJAhd3X28h/7Z3jF2f/9gRzWY8Lu3kfZVqsfecXjgD1vu5ZMX+tfBcSqyZd3X8lb\nrr+Bz7/sjVSU46sczAZKPPd8lj79+4fcdr/8HKGcBgSFuZdAbMOSEatLDvt7urvzD0wlTd580foE\nEhtwEAKCk1gq/OTds+OMjeDi5MBHbvsDtlWdWqclo1vOU5p9nqg5jfEz3qm4hcQ5fjqLcoFl4PQv\nZIXCdLB2gLZtpGj5VG6Btn0GehEpFM2ohcC1SYKgNB2kePCFlx7q2FF/Oac3XkmsEmYHixTW0C9T\nLAXLxSxgHYnSl2CG/0vRROJmvZbMP3ctx87NNXTZJ+pU1HakCAhlRDOcRpslemWbVO9BigqBmCZW\nm1FiAkmVSG5BigYVNeGzG06To1v0/f89pitjJyS4ADil9lIaUbxu4926dBexuoRUO1+Yx03t4BMv\nfiWxehr7BrsQIqRXLnHtHtf2eWfnw3xn8X0AfH3mLr428+7RtnL9FVL9RQblNcTyVJ8BMggSLCmX\nvP8vj7g/m6tT1MLLCeTaxbseajhZCeRCiDU9TgQeMQHGBk4O/OgZFxGIJtouY21GLRhHECEQaLOA\nc/xcJtU5hp6v3Yc+RTv0Y5CEsgJIrJco7pcZUtToFK57YSnrIElAKAZlTjvvcXd3P72ix94jpIg3\n4LB/MM9YVOeHJrbQLzMK40oZxvbd+UM763ZAEHrCpXZlL+vcTQUBgWgB1ne5OF6NEDFSuBm/I/hK\nKirySp/L5OZOb8hlGSqY4p1cc9NmLKrRimokKiLXBYXRJzy1/ZavfuXIKx0nnNXawnz6SU/yq1EN\nJlBS8q259zIZNzC2jwAumNjKt+bey3W77+W2xUXs52/hOTt+gUdPnjra1r29u8h0hhARFuv/Hl0w\nWJj9fP5Vrzni/vTLla6LhYOQrB8OOBY+y4ONk53k+YgLMJayTx95pQ0cFIcSu1krCvMttHEz4fl0\nFxZNpp07Z6+YoTBtH2gYDBYlxkacC1AY62y/nQbEhNPNEDGlmaUeNjG2TSxDGmGLiXirJ7ot0s57\nNMMKY3GNTOdMJaffz3NgAweiW1yNFBIhBJ1igBSCubSNFJLCDJAi9nolnZFHiLUZpd2PIUWKJhaD\noYcSLW+j7i5yzho+RVJBiqa/oSVI4XxWXNCiUXISISooOYGhR7uYxdCnX2YMdM5i1iWQCdtqL2Xr\nfdobTwTe99w/O/JKxwnV4DImkxdyb2+OX//KRzD0yXTBnctLLOZd+mWXatCiFlR43NTP8NPn/Rrv\n/84KB0eIgFR/ibn0E7SiGtZaCjOgtHspzSyWksLsR+C6iP5wVSfJ4D4z+X55DYGQ7Or9EwBj0aPI\n9VfX5ThsYENo66TCWHzFid6FhyyGYjfvueWdR/3Zr828m26xi1BNMCiXaYQVFrNZr6MgiFRIIOsI\nEVENNzEZT+NS7QXOUyJCiQZStNC2jbE9BMp1D4iAQenInZVgDCGqZGbR1+6rbK1OEEjXljmROJ7G\nyaCRcDJhPv3kSG8AIJIt9vXb3L48w3cW5lBCsbW6BSVqaGNwhI8SISKMXR6Vr5QYdy2kwp8bKlgK\ncrMXi+FAky2JJEGKOqHcjhJjRGrSkzwTrB1QmhmsLcj1HADdoktpNdWgylTSOsB/40TjJZ8+uFjV\ng4mzmmfwGxc9lU7RpZ33ePKWU2nnfV/Syvnknf/Jl3e7MsnHX/DXo8+5lt4Yi2U57yOEINMF7bzj\nsxjKyYDrgkwX/Mpjf4dMX0+mb0CIiEzfQKav8z4dp9CMns/22ssAKO087WJm3Y/FemB51d/IyYKN\nEskGHja4bs9f8qztpx3VZ768+0r+ZfdudvcWAAik4pbF3eTGqTF2ixRjDUv5HGCwNqNXLjkhJqoY\n6+rM2nawtu+yHHaZdr4LcC2u1WACKZoo0UCgkF46WomWL6dAJJuYkbmvfVgrfx4tamGF99zy76PX\nuWmTG8NUUmdTpcqe3iLz6Tz7071Ug0lYlUp3AWAFrMEJXWms1a4kQgYoAjnu1xXOP0UkgBlJZxvb\nobRuxixEjBAhudmHQFHa/cTqFOqBkyevqhhJ5aRLWV92+s51HzNWT6ed98h0wbbqJBNxk3aWEcmQ\n/YMFLj/tUWyvN0frv+eWd/LNub9FEKCtU3NtRTWMNdTDKvUgQQpFaWdJdRttzagt1dg+sXoa3WKZ\nn7j6A8TqGUTyiQfw22YG/4y1Awpdsqv3T+TmayethsSx4EQpYh4KQ7v2jQzGBh4WuHVxkTNf+jae\nf9VruW7PkclfAGePTfGKc87nnNbZFHqBr+67A20t/TJzsyUBM4NFakGCpIK2A4xXizR0SfUimb7X\nKzYWCFFFyTGa4SaM7SFFi365gLV9SrtAt9jDzGAJY0tKu4AQVdxNUCFFTKZnWcz2sJTvZ3fvoyzn\nnyHT1z+sTdOOhEQ9h195rGsx3J9exa7eHL2ioDAlZzQn2VJtMZ92mUomfIdHh9Iu++NfRYmmI+7a\n0oku2WVKsxdtFyntPmDYPupM2YztUdrZkTHZ7cs38aVd/+kyHjbF2A6R3EJpl1nO256X4TQzlJRE\n6qkn7mAdAj97wZtPyLhnt17lvGVe+esIKpw3vhVjDUoqtDV88s7b+dD3/wCA15//Gzx+6rXcsniT\nN0BrI4VgoHPaeZdAVphLl9De+6cerrS6ur+d62lGW/jw5T99UEGvVtSkV3bYVnspdy4veDO+mNx8\nnUxfR6q/BMCu3j+tKRuw5bf+H741994DTBLXCwcrp9fCy7l16QMPSCn0eEMJsabHicCG0NYGHnSk\n+gv8oL2Hs1qnkOmMW5f2AnBOawuhVNy+PMN0pclYPO5rviWgUL4cokQdbbtOudE6xU7QWFvSK+co\njKYVjbG3vw9nquX66SIZIBBunlzmVIOYRjjpA40GhdntDNMAbVLaeY+JpDWybn6k4qeueRNve+rT\n+fKuu3jUxAQ/aC/x7B1noY2mFdVQMgFKSlNSGKdtkekekap6Iq7FWqdL4bJNGaHcxJCwCRptl7wo\nV8gX772F5+54ArlZQgC5KakGLUcipUSbklht88TSnERdegKPzsmJO5Y/zO3tBSYrFTYldbQ17Oq2\naUQR22rjGOvUVDclKyJZ+/ofJ5CKapAAlu8u7mZrbYyqilFSYq2l6VU0U/1lpKhibIdAbKIw+1jI\nOozHdXLtyl6hVNTCy0fbv3n+7zi7tZVK8DwyfT1CxD4bKUnUpcwM/pmKiphLlwmlwljLaY0fH33+\n67PvuZ9w192df8BgOL3xygfvYD4ArLfQ1rZHbbWv+7vXHXlF4O1PfseG0NYGHn5Yzntsr00iRYNE\nNdleG2NbrUW/TNnTX2AyqWOwSBLvCKlWOaQ6FUdHELSjmv9QYXCgczKd8+2F22lGNZ8FEezrt6mo\niE7hyG+VYChEFTGf7aW0MxhrPHE0Q1tDpEIEFVL9ZWYHV53kLooPHt7/vHexuTrNpTtOZ1utxenN\nFvNph77O6OuMXtFhUKYEMqBXpp706fgUw3ZhF1wEOAfYivOaoRwFj5K6lwUvuOzUSzA4g7vlYuBs\n6L1Y1rAFtrT7cV4z/UPu9yMZZzRfyQUTm3n81GsZi+sIBDubE+zt9egVKYUpaYZT3LD3r7h2z5X8\nzBd+kZlBm929BVKds7s3TygVC2mXSIUooeiVGdePXFYNghAlxintLBbLO77+FarBZYzFVzAWX3FA\ncHHNve/i0ZOv4Zp7vsvs4Cra+Txg0aYk1+5vezw+hV6Z+cCkQqxC9qdXjSzTD6YKuvO//j7bqqcA\njtfVKT5LYW48IaTtufQTB7T7niiczEJbJ30GY2//4yOGeKavp1cunfB2tA0cHdr5Z6iocRABWM1c\nuhuDZVOyFW279MuMZjgNQmHsMst5l1iFJKpJqpcJZcBS3mUiHkOJCXLtMhV9f3FaLvpI4RQHf9Ce\nYyKucNvSAk/cvJ3CaOphhUSFhDLAYumVKRUVo63BWkuqc+fYqiIGOqcRtijNACVDcp1hcW2w2mr6\nZcY5rZ880Yd0XfCnN7+dc8fH+KHJrXz0B9/lWdt3kOmS7fUJry0CvTKlqmIyU3iH1XFys0woQwZl\nSi2YxDAgEFNo20GJBhZNqvd5sigkQYV2vkwgFLkpaUVVSqOJVcObmDm11rV6WDyScdP8ezlv7Ews\nOYvZMoMyo/p/2TvzOMmq8u5/n3PuUktX7zPDzDCygyIuCKIoIkZ2RJRo3GNMXjW+GDXGuMeoiUuM\n0Whc3uiLb4wxGhWiIAIigShRAVFCRFT2bfaZXmu7yznvH+dUTc9Mz3QP9HT1zNzvfOoz3bdu3TpV\n1VX13Gf5/YKYiaTOMYOv4m03vIPff9zjeOLIH2x3u8nkCqbSJpUgZjJpMFyqYazt+oC08xsI1DIa\n2d0ohEiPeuO6k7rHaOXXOpE020bQtM34dse4Z/JrHFw91PffZCipkZsxwIJor9jbQskAY+2HqQYl\nUpPRzJM5lUC3tC5Di6KetRgpDfUsy7X4GYxV9nVfnl8G4wNP++sig7EjM8fPSue8vggu9jGMvQ9j\nDYmZ8LoG+EyBsL7xMFqq1ELXNJiZrbSyFloUoXLlkEg5KelaWKaRNdjavo+1ja1sak0QKM2D9c2E\nKqA/rCAImbF8/4H7ecLocl9XbjHWnmJTa4Jfj6/l3qkNNLOETa1xptMmjazlDb0sG1vjhCpgIhmn\nbTKszQlUQGoy2nmCsZZaWFlS9de9yZue+F6Wl6vU0xajpRIiYCw0szbrGlu5f2oTGxqTbGlPkpsc\nQWhkYwBoGaGkI5r5GEJEZjf78olgbAMtuuvKamyKICQmo2v2rgeYSscQSl2htYViY/Pbu7Q+39d5\n0shriPWpKKr0hSVWVoYRESqBywR9/JS/2Sm4AOiPzmN19UUMxedzSO0lrGts7QYGAKvf824ys4FI\n9SGiMLaNtdtnk0r6uUTqJGL9LCL9DLRoBqLzWN+4lE2tb3N4/8uI9MlOtt6mbGj8kulss7MFQJGZ\naabTBtiMoXhV92QgNzn19Eoe3uF9d+fEV2esfyX1rMXq6ot45hc/w/1T/wZs30exPzWbdih0MBaQ\nXXkpFCxdMrvB+2TUCGSEzE76PgjIrfMSye00qZkgNTmJyaiGZdY3trKxOU4rT7BYrLUEomhkLVKT\nUwvLCBBr12exsTlOPWuxrFzmsP4aSZ4znSZUgoDcWiaSFqFyXgp3jW+mnrqshUsHK4y1DEU1mlmb\naS/WZbE0fSNqoJwiqLWGxGT8fPOX+O8t+75D61wcP/oaBqIqRw4O8uCUs+M21hLrgHaeM5G02NCY\nZnNrmlbuBM2mU6d1EqhlxDpGSQklNTK7CUsbLTXqmZMXj3SAsdb7XTg7+cmk3jXBa+UTKKny0PTd\nC/aYlpdfsJ3D76Pl87/88IIda6GI9MnUwnNp5Qm5yfd4+qGZuRLVPZNf40M/ex+bP/pDUlMnt+69\nMdbeyFxfH50pHxEhUtsr6Eb6GTTzhEpQJlDD5HYarQIGolVYDIoy1loGoz6G4hoiwlBc207E66gB\nZ/LVzq8nM1u7QdT3Xv37HFRZAUApqHb3v2HdnXv0HOwTzLM8UpRIiibP/ZbM3MZUej+VYMg3ijVo\nZGPcObGBJ40czVQ6RitPiFRIrN0H0ebWBJNJm8P7lwMw1p7ynhUaJcqpN9oMQbhx/VoeNzyCxTIU\nl6kGZe6f2uJ6LIDcGDJrOHpgGY28TW4MkQ4o6Zj+sOzFo9yEQt0HMCUdUdIRqW9kzHzwo0WhRGGt\nO+ZQ3EctPLeHz+7e58Hpb7C5VWe83eKxQyvIbU49baFEsbnVIBBFZg3tPOPYoZWUdEhqcjrW7IFo\nykGEtdY3iBomkkkGohrG5l1n1VaedC3dBfF9MyGZySjpNY9a7n9/8qHZEzpn+tUgJrOGFeXlxPo0\nBv/8WWz46Ef86OmVTKdNDppDsOyeya9xeL9rsPz6nR/naQetZkV5eM6R4du2/BOH1pYR6QqQbddI\nvbV9ObnNiVRIqDSZybFASfd7kT0QSs4912xhOttC1TcBW5u4/pIZ2Zbx9nephMu3K9/sTSaTK7r3\nv9glkoOPXWUv+srr5rXvu0/8QFEiKdj/OPni91MJat4/pI14P5AnjhxBPZugEpSop63uGcjW9iTO\nodN98f92fD2ZzdHK9VlMpU4YaCCqEuuQ01Yfypq+Ydp5TiNLmEobGGsYLlVYV58mVIpl5QoP1yeo\npwkHVYYZjPqohWW0cvLIShQgXgV0mEpQ6Y7KJnmKBUIVEChNoFyQMZk0yUy+i0e9/7Cm7/c4on85\na2r9bG1PUQsrHFwdpS8sc3B1gNTkTCcJo6UKmc39mWlMPXXp7dRkNLMEC0ynk+QmoT+sUE8bvvRk\nupMIqckIRFMNYqeJQUw9azGd3veoHsP9U/+2V4OLJ3924TIiC81IqZ8V5UFGSgexsnKUKwc2v826\nj7yXZjbOdHql64OKqvxq7J/Z0rqMsfbl/HbiXwA45asv6zZe3rp5PQ/Xv8WHfvY+XnrU2zis9rJZ\ng4vv3vfp7mjp1vblHNG/gv7oPCaScR6qb9xu3+H4fPrDEUKlURIS6wEiFWDJ2Np+gEa2HsM0xk6T\n2Uk+/d83EutTKennUA7O2i64ACemOJmsY33jUpJ878q319Mrd7r/xWYpZzDmDDBEZI2IXCcid4jI\n7SLyZr99WESuEZE7/f9DfruIyKdF5C4RuU1EnrK3H0TB0ubm116Kkn6m0yaWDEWJ/vAIhJBm1mZz\na4JaWCa3hs2tCQLRDER9lAN3JlwJA+6dGAdcWaWkIypBTKTCbnZiPJlmIIpJcsNE0qKRZWxtNVjT\n189kkrC15ey9k9yQGvdlFig35dAZ4XNjlDlKquQm8WfUllhHDMVD9IdlAtHkxviAw/WKHAisa2yl\nkaaMxM5uvZ61SfKUWlihFAQsr1RoZi44CFXAxuY4qc2IdYRxRS4ALz/uPnZya9z11lLSIdWgjMWi\nRZFbQ2ZyJpKttPO0m9l6pMwcf9wbfPOVe/f4j4bh+Hz6o/No5xN+OienHETUsxbVcAWRHmEoXk0g\nNY7oP4yR0vMZis/n6IFX8urv/wnHrlzBivILAbjw8D/lfT/5Ea9+3BN2up87J77KNQ9+FoDnHfom\nJhLXcxWI4uebHwBgRfmFHNn/iu1ul5gbSc009cxNl+S27ryIbJvh+GAqwSpyM44lJ1JreP9Jfz3n\nYzbWclDlQiyGenrlXvNHWdtw4oF3T/7rXjn+fFjKSp5zlkhEZCWw0lr7cxGpAbcALwD+ANhqrf2o\niLwTGLLWvkNEzgX+BDgXeBrwKWvtbtu/51Mieft/vZOPPXPPJaoLlg6p+QXjyf0MhCtQUqGVryXW\ny6mn68itoZV30p1V1ta3EipFn++1eLg+wUAcY63lrokxHjs0Stmf5T40PUakFUlu6I8i1/w5PcGq\nao2Sjrh7YgulICDWmqMHVvrxVOuzEU5dUlF2tV+Jye00xjekgrPamkqb9IVl3Khkm0bWRotiWWk1\nkT65V0/pojKRXEErTxiI+tjamqCZJwxGfTSylhdNg8wYAqXohGuh0sQ6pBKUqARl6mmDwKfB2yal\nLygxnbVQSFfDpBauJjWbmEobZCYnt4b+sFLI/O8ltrQuoxxEtPPUjWurgMRkTKdNAqXpDysYa32/\nUpl2PkVqckKlaZsUa6E/6sPpnxjWNrawuVnnaStey8bmt7tKoDO5ZdPFnLDsj2hkVzOdNumP+ijp\n02nl19HIpinriMzmxHqUL/zy+7zxie9lbeMSVpQeh8WQ263E+lTkzGNpXvlpSvr0WR/bxua3aeUJ\nx7z3Uzz40bcTqoBYVyjp5/Dr8a/w2MFXLehzudglkjXHrrZv/ur8JOr//Cl/ufRKJNbaddban/uf\np4A7gNXABcCX/W5fxgUd+O3/bB0/BQZ9kPKo+NgzP7pkO7+vfvAzfPSW9/d6GUue7z/4I9coSU5m\ntxKqKtYmlIM+SjpEiaIWVqinTZpZRiPLGE+cPkIlDMiMITWGxw8vp5WnbG1Nd2cLtjSd+mc7z8lM\nzmP6nPNqbnNya6mFEUNxmUC5pkLn2mkwNsO9DcR7Z0TeMj4ktwYlGpGIzGQkeYqzfc+pBiXGkzqI\n7tGzubi08utcxkGFNLIW9axNZnLqWQutNOUgphaWibQmyXNaeUakAmqhGzl1vSyJDzgiDO6LTIkC\nH+y5LFZObre46R7cmZexhg3NsUe07q/85mML/Ezsf4yUnk8lOJuh+HxGSxeQWUNZRzw0PUE1KPm+\nI2E6bQLKN2cL/dF5tLKk+9pmxr1fj+h/OU9b8VqAWYMLgBOWudHKSnAWy8sv6AYI7bzhe3LKTKct\nTviHD/LGJ74XgFWV3/XS8rk3SryeK//v/8bYnMnkilmnRJaXX8Dm1jR3fugtvm9IGG+7v6WFDi56\nxT5dIpmJiBwKHA/cCKyw1q4DF4QAy/1uq4EHZ9zsIb9tx2O9TkR+JiI/27Rp07zu/5F0fo89gtRY\nbvZsWuWsNW/knSe8f4/v50DjvEPe5MsLTa/w2CS3k4Dy+hOuTBKogEP7Rzi4b8jrXDQZjKrEOqCZ\nZVTDErmx3D0xxsbmJCur/QzEMSPlCoNxhb6wzEipn4Oro6yqHMwJy9YwXOrz2ZCQSIf0hf3EuuQF\nvDJEAkRK5HaCVp5QT90UgwssGvRHVd9gGpDZnPunN3PcS/5m0RrJek35nIuYTpu08oRm1vavk6Ya\nuOdwMKp6MacKfWFMZlxhJDXu9SrriKmkwURSp542CUSjRXmpePellZqMvqDM1vYkZR1R8mWRsXaT\nWlThhq7o067Z0fH3nEOO2SvPx/7McHw+1fAcTln5eob8zyf+3d8zEDkV3KH4/K5cwLLyEMNxjVp4\nLn3hOdvJCrzsyjfs8X0PROexovxCHph+kFs3PczFL9s+QAnVCUCAsa6EcuzwcpQo+qPzdqnA+5TR\nP+Tg6os5pPYSmllCPWvtsqTRC0nyR4OI80eZz6UXzPteRaQPuAR4i7V2cne7zrJtpzqMtfYL1toT\nrbUnLlu2bL7L2CXfuffvZ90+9Ah0M7Q69tEup2AXDJ3/djY2O06nZUQ0lhQtLq0eKI0Am5qTJLmb\n2ijrCC2K/qjC6uoAk0mDFZUBnrnyMAaiMlta09w/NUlFx2QmJ1QBodI+iKlvm2TQMa28jpbYy1B3\n/jBVtySSmTrKT6uEKiRSg0Q6onben6FESE2b0dIQTxn9wwNqbNp+/1cMx67kFCjNSKnGstIA1bDK\nUDxErAdYVhpwWaiozOH9yznIf/lkvk+mEpSIdOj1LgRjndFdqDSNrEXbpGQ2ZyjqA+iOr46UqgSi\nOaQ2NOc6O46/HUZLF+yV5+NA47fvusbrW5zczSRPJFdQ0mdQ3sUEydfO+TzT6ZVMpd+jlV+zkzLu\n2vq3uo2kO1LSIaevecasap6BejyV4CzKwVn8xY9/xEXXfZdv3/P3Xe2L3bG8/AKO6H95V4Olw2/G\nv0I9vZJjh35/zmPsikvu/sQjvu2jYZ/PYIhr+78E+Kq19lK/eUOn9OH/77QGPwSsmXHzg4G1C7Pc\nXXPBYW/Z23dRsADY7/+KgajKZOLs1fHV+lhHpCYnUgFaKQaiCo2szWTSppWnaKWoBmVElKvf5ynN\nrE1qMwajCseNuCB1MO4jVLo7JpmavFvHdwJe2o9BRhib+RU4E7R6uhatIkJvEmWs8UZeI/zLZ17j\nSivGEMjy3TzC/ZdG1t42qovy5YsM56DaREQRqYBQgm55Q0T75zPHYIlUQEmHLvsRVtGiCERjLcQq\n5K6JDW5qxAugudcuJ1B6u7OUHzz0Odr59T16Jg5sOpnkgXlMT6QmQ+HKXP1RldT8ontd1TdNz8by\n8kHkduuccv1fPvMfuPj0T3Hv5CShDtjU+jbT6ZW73L8zsrujGu8xg6+iGp7D9Ws/v932e6e+ttv7\nn8nvHvHWee+7kCzlJs/5TJEIcDFwh7V2Zoh2GfBq//Orge/M2P77fprk6cBEp5RSUAD43gbx5kcp\nSmoE4iylIzVIrEKqQYmhuI+VlQEOra2gFvahpcxwPMzy8iBDcR/VsMxw3M9AVGU4rjFSGqWkIxLj\n6v/WOoEup/RZRkkZLVWc2VadzGRYwNi2UxHNE7T0E6ga1vWaXyQAACAASURBVFovBjbFxuY9nP2Y\nY1AilIIygXpiL5++ntDMru5OeEQq6OpaBNLvbdvLaCl78azQl5M0YF3WQ5wUe6C0N6GDJG8RqcD1\n2AQxgQo4ZnAlsQ4ZjIZo505+XKFY3xjbbpLk9IP/Nz/ZcAfrG5futNa3/9c790vVxqVGK//BnPuU\ngwpaBX7kOyA1G6inV1JPr8RYw7LywE63cb4iQjNr7bKHY0f+9MnvY1Xld1lWegF9MzxRdqQjzrUr\nTlu1fVlnLlO128e+vNvr9zb7g5LnM4FXAb8jIrf6y7nAR4EzRORO4Az/O8D3gHuAu4AvAv97Txf1\ny63bv2jt/IZZrXML9k2G4/MZiNYw1n6YQAZI861kdoJYh6RmnEi7VHqoAobiUbTEaBlBCBEpUw1X\nEOtRrLWuVh+U6Q+XAZpADTIYLUNJhVAPUwmG6QuHCFSfE+YhQ1FBSYyIoKWMVoOIRGilECqkZoqS\nDrtKo7EO6QuHCNXyA9rJU4vqeroATjRJFEKAoLAkfsTUZYyaWYtG1vKeFdvGeTOfnrZAajPWN8cw\n1jDenmK8Pe2bR6eIdUisIyIfWDSz9nbrOW3VG3YShrp36mu868RnIoSz2okXLByzTW58/c6Pb/e7\nsRmt7uuWo0TT8royicl4y39evdMxLG0sLnO52Ny88WKsvX/e+z9+6NVz77SXUfO89Gptu8Vae4O1\nVqy1T7TWPtlfvmet3WKtfa619ij//1a/v7XWXmStPcJa+wRr7bwlOt/1k3cDcNzw9i9arE/hqgd+\nTT298hE1be5NDgS56L2BokQtrGBooFUEiCt75AmCmyhx5YwU482TOtbq2JzcuDNaV8/XzuuEBGtT\nLG3Ags3plGCci2cOGHLrJK87jU9CiLUJ1aDk1ibimxhDcjPm7yNAODAmRmajo13R+WJQXiwNa9wk\njWiEgEi7UWJwmhe5zUnyjMRrj3SEyUSEyaROO3faGtLRxxBxpS+voNrM294SPvL+NPfudp39vuxi\nyTG2tdt9CxYOOe84JpMrOPeQx3W3uQyHpRTEXgfF9dRk1qniBqL51LN3Fj9r5wm5SakEMRua/77b\nksdC89Tlf9QVAtw3mF95pFclkiWlEvSRk3et6f/So94GQHWXeyw87fwGADa31rO6+qJZ93nSyGsW\ncUX7D1odixtWrJOZsW7NPs1ztrRcO081LFMJlpMzgbHTiIRY2yY1dcaTaZQo5+SZ152AEzGWFCV9\n/ovPfSmmeZ1QlYEYulmMkm9HVuR2qz/LXoWIxlhLZg0lKqR2guHYjbxmdvPSesMsEqm5mdxk5NZQ\nz1rd5suSjhA1gLGTPoCzGG8QN502KXlTu4YXULK4oM5ay3h7utvPYcWyqTXNcFyhP6pS0qHX1bDE\nOiRSIalxQcqG5i9YWTls1nVubn2HSAUEKqCdtwhVtnhP0gHM4J8/i9Zln8NZuke08msQQkBjbUrb\nJMQ6opW1yaxrwo5VsJ29+0xSk5H5v5uhuEZiMtr5j3Zq4N0bbG1fzt0TG3nq8vk5lPYaEQh61cE5\nD5aEVHhixmhkO6fKAK564DOLvJpt3D15D7E+hViHtPLrqM+IpDPzS1JzMw9Of4Nfj3+lZ2vclwnU\ncUynG4nVYwjUMOVglOF4OaXAWalPp02EGC39GBq+OTMgVGUn3KSdtHinp6OVTwAZxk5jmMbaJtY2\nidQA7k/dkpqmn1xpoyghEiHEXmBrksxs9MEKiJSJ9RqU1Px+S/vM5ri/X3jJ4rX1b6FlFAu089Rr\niORdSfDUbKKRTdHKWkynDepZi6m0QahctscJG7kyR+R/tlgQ6ZrMNbI2lcCVpDY2x5lKm4Br+pyp\nWYK1241BgjsJmE6vZDK5glC5DEpuc+6Z3Mjm1sROj+cHD31u1sc5mVyxsE/cAcKW1mU8/OF3495f\nGkMbEHLbJjeuUbeZtWlmLbSX2NeiSE3Ohua/s7n1Hd9zsY3UOKXRgajaLa/lOzi37i2qQY0njBzK\nkR+aXbhrdzww/Y29sKK5kXn+m/M4ImeLyG+8Cvc7d7Pfi0TEisicol1L4oTM+U4Mz3rd2Y9546Ks\n4V0/eTc/vv9+psbq/PwNrnO5M7I0WrqAJP8JqIzfjH+FQ2orCWQZoXoqa/qeuijr21/pzNNjf4ug\nMUxTCdqESjsnSLsJJf0IAcZOYawbb60GNXLb8oFIi8w6u/CSroLvCTC0Ef8nLgQYmt2yiCVDiLDW\n1XtTkxCrGItBS9n7oliMnUJJ1e+/JN4uu+SXb1n4L8nl5aOBvFuqMB2lxzwjVNDwr0HgMz+d8b/U\n5CjtnmvjA4TMT/Q0szYiipKOuvoXHQXQSAVdka1qWCL0DaG5yVk1SxbR0vINbO6+krxNoAKqYdgt\nec3k9INnbwmrBAcvyPN1ILGucSl9YQnt+2tcFivDWsNEUvcKrhUsbgJppDSIloxWnhIqTUmcmeBU\nOsZY+1ICpRktXUDZT5SFKujK9VfD8qI8plifxlj7cr70mtkz1rNxyd2f4Iw1x1AOor24stlxTZ4L\ncBwRDXwW10/5EHCziFxmrf3VDvvVgDfhtLDmZEl8YgYyyMP1uzm01rsv64+c/GHwis/3TX2dLa16\nV20O6MpBHzMIb7z+z3jSslFe+/gnbXeM1NxMqIqA45Gg5WgAUnMDWoYRVUdLHUvmgwALGAKpAXhZ\n7xBwkwaZzclMRi1U3V4JJVWwGSKxM1kjZDKdoj+qYW2GlY4VfE5JL/O9HgFIgKKEkgpWMrcvKSKL\n8yG3lLhp40952opn08wS7zOiuxLtrTyhnWdunJS860irEAIdMt6eJtIh1luxWy+z7sZPM8pBTOwV\nUytAZnMmkxZDcZXxdoO+sExZR5SDsxiKZ1+fsVm35wNcb4cSzSF9hxLrU+b9OAP1pLl3KuiytX05\nodKEKiY1bULlHE8tGSIRAxHg+y4GoyoiCmtzptImdkaJLQ77MNap5IZK086vpxz0kds27Twh9lNG\nqUlpZJdvOyHZizSzNscOz098+sfrv8Bpq4/EWDtrQLsYLNCEyEnAXdbaewBE5Os4Ve4dxX7+CvgY\n8LZ5rW0hVvZomUo28cstG2e97l9/+/FZt+9NDq29dLvgYkc+c9rf8drHv4tmdvV2bn2d4GLmrHfB\nnhHrU7wuRaU7Amlo0MrqtLI2rXwMJKCVTzCdTneFmqpBiZHSAEqqKKmhpEJuxnyAkvgSS8pANEhH\nXiu3bZQvwVjr6vWdoMSSk5p1ZGYjud1KZsYI1fE9fGZ6wzMOeh0g9IVlVws3KVNpkzsnNnSzFZnJ\nEXHiZH1B2Ze4cgaiKkrEm8pBPWsxFPdR8sJpSZ7SyNqEKmCkNECsIyqBm9p5TN+ot3nfvQ14p2m0\nkyGJVD9KaliKBs+9RWJuoi9cTn+4HCEmVkO4c1Xnfut6MUBLCUUVrYYIZDmhOojh+JCusutkUgcs\nWpxKbm4NiWkA20T3nDme0PSS5Av9OGZjVfVFjJYuYHPrO7NeP5NnHPQ6LJbB+Hl71a13d+xBiWS0\no57tLzN93udU4BaR44E11tp5j3QuiQBjOks58zFPn/W6C4/Y+cyi49g3Xy6955OPaF1zUQ7OYmt7\n/U7bD8QvooUktxPdDIJICUUZESH2fiVuH6edkFvD+uYYm1rjGJvT+ZM2tuGnTsSPUkau+RONtTki\ngVcSDRFx5ZDOqGXHX0TQpKYOSFen40BEy9FUg0HfoAlTaZP+yJU3LFAOYtLcTX2IuI+yalByY75e\nFRURn/VIyW3efR07NXnrhdCqYYmBqM9pYczD3CyzxomqeT8T7TNcuzK/Knj0KCr+/dmPlkFESmjp\n8++lEkr6UFJ1wYYo/+UmQICSCiW9jEivINQBjaxJMxsnUBGRjtGi6YhBhyryvU9CNYjpDysL6kc1\nl8x/Sc+v5DFauoCbNv5fHvfxXetv7C06JZJ5Knlu7qhn+8sXdjjUjnRTg+LGyD4J/NmerG9JBBgr\nK6uI1Emuz2EGb/7hn8+qL3/Gmov26PgXHv6nAPzVze/j55u/9IjXOTNb0WHHOfyCR0+snwWiUFLl\npg2/YOTP3045GMViCVQJa1tdNc+SDhmIqs663TqXRWOn/IfegAtSCH2ZxFlVu20RIrEXiYp8kLEt\nuHH+JDGRHsGSYKj39DnpNVqGKemQkg7pC0rdwKBjhhX5aQ/BlToSH3AEXsXTNXQa6mmTetoi1iGh\ndqqexhpCPexFtWS38tM7kprMa6ZoAhX4UeXmvB/XVPq9XV535f3/MO/j7O+k5hZSc4s/6ze48cjA\nXYjo9D1Zm/hgvoxI5N9LTnBNRPtSpWusHohWEirtx8AjFBWm0gbjyWYmkjqg0TJAqKpo5f5OykHM\nVPq9PR5dre9i/xs3fHGXzZkv/u43usqfc3HS8v/FHW9bvHHaLiJopeZ1mYO5FLhrwHHA9SJyH/B0\n4LK5Gj3ntGtfDE488UR7w41/S0k/p7ttvP1dYh3O+4Nmd8iZxy6Kb8SurIkL9hxr78di3CQIKRbD\ndPoQJR0xlTa7dcdKEHenDqpBiVBVAeMmPwhxlf/cNZDaus9iKJ+tsFic7oYzYCvjxlgThLLLZgCW\nlEg9rSfPw1IiMTdh7CQbGlsAl8KuBLGT+1YBuXVBH+CdN112YzAaITN1WnlKI2t1hbM6nz2Bcg2i\n4BpC9yRo39j8NtUg9pMHg4BxgeFuXq/1jUsZLh18wBjVPRIScxOKGBc4CBbj9CFsjqUjlJb6fieF\npdnVuhAC/54T3+Pk3kcioX9PSvd2hjqTyXo/jlzD2AZjyTS5l/ePdEh/WCHWoxjr3FzbuZsO2tSa\n4Ij+lz/qxzqZXEFqckZKz+e+qa+TmnxOxc9dsdh27Uc8YY39yL/PzybjJUe9bZdrE5EA+C3wXOBh\n4Gbg5dba23ex//XA2+bSuVoSGQxgu+ACYDB+HuubW3u0mkdGJ7i4a3J+UW/BrnEfYjnXPPQfL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cxORmnLHkTtr5Rk5b9YZ5H/u44Vdz0bXfRxAmkgapfZj/2fowa+ubXLnDtrj0nmu6pZVW1qSZ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\nZplllllmueQyA4xZZplllllmmeWSy/8HQOIf5v+ET8YAAAAASUVORK5CYII=\n", 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Wyb57h6q/SOSuc/bX4frR+N/mQP7my1599ffedvUejBi8eir/XgzCMP06AM4X/5FDvbcA\nULr30/g5CozSN5KZ0OWO0j6Fq6h9A4QxYtaUKKCqeJRZUwTi4RoQwfqLD6URwatixaBKSyQUxaui\n0ey5c1JQ+9C3OHU47yNhCdt59SjgnG9VDyuG1Bg2qgmV/xjT5pcBsGIxEt6vfIOq0rMlw3SJ2s9J\nxDJrfoHErJGZL9nT9Wz8b7JdP98qMYkRfLyWVgyj9F7AYeUAG+WTLGVH93zsz3p0IZKrw+sWs+YX\nsDIit6/lZufKL+S5O02O7tnfDYROSSTHsgRisPJ5ADT+iTYVVMSi2mCkh2cGKoBvC1MJaVQ+Ls/y\nuHhdZYc0KXIqSrEZquE4XscYGbJYTWfnolyLjsvoIBbEqvE6BbGAYmU5DqKBXCwIxytjrTdP2aj9\nS4j0qfzJO4pkFO4pcvPw7W7G5wxK90GMDKJKJ3gmNP4cub2++6xwv9g+V4lJMGIpXUluBmTmIV6a\n/vtWJXlh8kEESCOhsMZQuo9S+4bEWJJI7AdJjlcN6oJRRATnfas2qCrWGJz3WBOeuQUpgIViAYWr\nEKQlCjaSjaHtkZkllDI+00GtkCQoFNO6aNuhQO0bKldjjSUxoY19m1N7x1I6oPYNhatQFXppRm5T\nGu9QoPEFqoqKYmVIZi72L+P6vdTekZsEp57M5tS+IjVhEuW0JDcJpW/w6qm9IxFDz2YoyqR+CQWE\nMzF0dAGvv4TQw8pqNLPf7v78Nqmmdy6/uDMIhkgaBwCH022s3AzDzikqfxKv2wh5GHw4j9cpRpax\nMrpGqOHWITH30PgzWHuCS6+DYGSJlkhgUDzhDvPQSp3SFr8CDQQkftUhA2W3lNCL/4uA06fxTLl6\nPYsAVYfSgCSxAy5DCpzWWFZYPAFeZxgZ7OEK7E/56Mx+GQC1//irPsbNgKFH5Z8jtw/tw9HuTEPo\nueKdlK7GiqVwJaO0TyoJirKcPgRisfLoLWlLbr+CzfLnWc3vofHnAYPSULhfxDBs75NrQdWjlDtU\nASU1CU5LSv8MQhjYrRgEYZDkIUyB4NHgrbAZIkJmEmZNGbfVYLM0gZyLkfhEK00cbFWV2jWRRGir\nMjTqMEhLZJwKiVisGHo2xZpFfZoEkYx+cpHYlu5pbGZx6ihcBQSVw6nH+5rSVYgIBqFRT+kqGnXh\n+DZptw8qTlBivHqMGBJJqNzzzJpfJ7MpqkoiJpIYR+WnNN7Rs57EhNDQIgsmkKuw/SJ8ExQVITEJ\ntW9w3tP4OZmpUVPj3CaJbNLoWcZ1SNd16sltSiKGfnIcwaI4UvOmG7uhdoHTp1Bt9v24e8Id7Em5\nMwgGAxLzhn09ZuOfxOsWnjngCcaowMiVJsy2iTFwLWn0NF4/iZE4EDNA8XEQb0I2hmTxWIrQi8To\nWjLdpelYtX8Z1QKloXTbSJQaB8nX4vRpDHlQLMTT+I0dmSO0cXrVk0iczYTB3QEax/E6KhxJfH3x\ngNrLwihXX/DJMIghmqTNKDGX1NtYqCCxNgY7fRsxJBKZ9UK9CFkn14sby3dv/BOk5mj8+9wrzKy3\nA5ndTyJ7u8nFKU5Of5mVbNgOrAvFbC0bYcQgsoyVNSb1KeauonSfwhpDbp4ht8ucK85wbPAFrVJ3\nM7CI5S+ep50d37z5T1izivOb1L5hOXsTu13XoD4k6A7/Q2LWUC0AoZ/k8bUwwAP0bIqRFFBUHU30\nN5SuRiT8NhL9Eb4hsxmqDYkZvYKAVv5FUI/S4HRKIss4He94rjVmfQlFNIAaPyU1lmH6xmgYv4jU\n3IfRLZx7Gec9TkPYBNEQ/hFtyVEilswkJGLR6PooXVBIRQKxKpoyKh8pmX0g1NGRdeZNiYjQeMcw\nyUmNZdqUKMq0KTBiSI1lkORYZyh9TdFU1MZRuwZrDIlYUpNQ+SYYVmPnUroaa0qc9yhn45QqhIwy\nk+Cit6xwpxGEUQxjXQ0Lo2kiB7lQPsvR/pfgdUbtT2GkH7N9DJl5ACOBsFl59PYoCXd4HQzRHXLb\n7cKbH39U/9uv/ADL2f/4qo9RuvczbyatrJfGNCzBYGQ5uq+h8WdxOg+dRWTImc3x2kQjVRhUjQxR\nba44GDidRPVjyGIQr/1JrKzgdIKVVWp/FiMG5xt8nHEsYqfhGL6VMlWVzPYIRCikmSZy5BJvQxjo\nNc5GLtJWr2WopkkGLFi0ZeHnCMrB8FUWwNodl64Rcq01EvbLdPlqB9M7zfB5u0nBq8ekfh9GDLl9\ngMafiUONp3IFuV1CqWj8YtA0bFdTnHpSY8OgClQxTOB8eN2IaSX+QZrT+DDzHCQDevYrr6t9L07+\nLQd7K6TmMEpDZt7avlf7j7dkM+A4jX8SjQpfat5E5X8NwxBlHsJ+TCldRW57NL4iM6t4ZqTmPrxO\ncboRJy6G3D7MuP4NUpOzmNR4bUjNEWp/FgAjFrCUbkbPhjTy2jcoxGuRk8hBnG7Hc2ztiRQX7klK\nV8XB92JopnAVNvZzIYV1iWALrQhTX0fpgtFT46y/8kF5IrZp4fVwkVgZMTRRsWjUk8Tvup/k9OwS\nuX24bdOkXhg/g9oyjv/3bSBj/SRnOX0ApSY1x6j8SWp3oSUgi/Mu+s5wboei7WcK321QPhYq2SKj\nBoKqksZsGSMZzhftPRhIzyGsWcPrGK8ljR+3/WtmjjFtXsRH8pWIJTEH8FqQ24do/DqCodHzGBmR\n2Td/TFWvlKq075DDQ+UP7XFy/s8/fEvbBneIggGWWVMC72HSFBwffNN17V24X+LsfD3Kghk9myIy\niCpFSlh8y2NkSGpOYHVKbjMEi9MthByVAvAYWSIUrxGMuXRAdjrB6QaGHoqPHcyF2IkcxspBhJRE\nsmjIDERiXM/p2QxrDLUPZMSIBCOWhDjrghgJKUZyUnMvXme7zPq1NVyG4yxUlfBeUFvGhIJZy1HS\nzVBqVDO8jrHm9XH7VzfwXr4AmdOnsLJ0jb0u99WcapWNWwWvcyr/Aj17a6T53XH3kot5859ovGOU\nHsf5DVJzAiGn8s8BBaUbt5kHmQ1Sdj/J2llwE+V0I4ZJXeDUM0p6zN2cng33QUhPDOQCQux+Whfc\nM/jGV7Tn9OxnyW0aJwuWg73fz4nRt1D7j8Qy2ccZ1++NpsEUw4BJ/USUzjOMnER1hlLHuP8vRM/D\nGNBQvE5H9GxD4yc49YzrcyH04dcDaaePZ4bXhsq/yFL69TT+twGHp8SIAkpm7onFsQLxT01IQzd4\nnIbQg1PPUnoQsBgZ4HQ9TnQuPieXryFUus8ENcOskcgFKl+TmRQjwrQpsBIIQiIWAZxO232NWHz0\nZQRjqadRh40qBQQyWLumzUwxMcyBSKsuLKao03oer+3iDAmjdEjjayb1nFlTtgSg9g2jtB8Vhxoh\nofYvYxjiOY8RIZGE0tdt/+hjP5eZhEZD2KjxDhHITUrlGyptonqk2Bg70Pg5bOw3g18kKEmZSSjc\nOhkFVlZRtknMEtAwrrco5XlSk0TSltKzj4Vjqqfx5zGyhJEcy+r1Pk77hztXwLhTFIzP13/3X/9m\nO5vPTMJSNsB5f91pSp/e+ikSE5zVo7RPYizb1bQdwA/kS6TmIEJGYg7jdDvO8Ed4HbMIaIWbrUS1\nwes2njnjekzRVFH2legc74WHVywLL8S0nrOSPcB2/QK1D3HTxQNrRJAYM03NYp/AwIPEDIkZxW0H\nCAmeIoQ9Ih9UXDtrCmw6dDqL3wvDZa0vx04wR6QHCE43I0EKRbSMDFCqPRCEG8HV10XZ/fVXc9wr\n4RRey5YcAjHN92bg7iUQV8bF76X2L2HlcDvIqdacLz+OIEzrAkUpolIhIu3A5DU817nNqFzNod4y\nm9W0NT023pHZlKKpSEyQw/s2o5+EcIvTOVYGNH7SZmtAICDhOQxplC/Pf4617CizZp1aGwwmPIMi\n5CZFJIjrC4VlMQlYqIoL4u9RevYwkKA6J7MPsl5+jMJVJGJZyVajYih4pnhtGCRfy4XiXQzTAYYh\nIllbPAuEyhVtemnPZpSuJjW2NTwuTJCJWcLIgNTcQ+E+gVeHALl9CCMDZs1vAsQB8gTWrFK6Zyjc\nuDVILkIxS+0gfjGkARdTdoumBBGcd9gY2mmiD8PGfg5VSl/TRPPpwpSa7JhkpDZhmPQYpa/Dygiv\nFU7PManPULqayjft5w2Ez7YelHsGawySL8T5TebueeauZCU9Ev1loBSUrgSg8jWjpI9Xz2Y1pfJ1\nuA42BVWQYHRdkFogkizffm5Vbe8BCAbcxTA4SvvUviG3GZl5TesZ81rS6LkwqfQFmT2E14LM3H/J\nJEnk3lusYIyUb9qjgvEjv3bLFYwbIhgi8hwwJmjxjao+LiIHgH8DPAg8B3yLqm5c6RgAb378Mf3o\nR36BWk/HQVTxOos3VpD4MnuArep0lPlSevarLjmG85/g9PxJat9w3/BhtqvTlL5m3pSk0RjUxDSt\nxFiWswHrxRgXH5Z507CUZVgxHB+cYFxfYFoXZDZt27CUDpg085YgBMnM0LMHQAxeJxTNHCPCKH2M\n2r8YvRazNiYbOuAK1cDErTGkJo2foUFixxc8DQ25fYTCPYVqFcMximDxlFhZIZGDgEHEhlCJzkFM\nzDAZRRXHIZKjWramVqJvw8gwejZSvFavCL/cOK414N6K0MmtCJHcSNXR3ffdKN/N2fkmr13+PFLz\nllfdshvHKZyOLyGhTrcjOd9i3hTMm5KZC7HwaVNH2Xwx67309yDJScQwdxXTuiIxhjPTCUtZyFa4\nZ7CEFcNyNqCJMfTMpJSupp9kFK6i8b4lMYHgh4FjmIbQaO3nbJaTVlIP28UsjCihL9SUpbTPdj2L\nGREhPFO4ioP5kUjwZ0zraRvKWMj2iTEspSNUHXNX0Y9yfQjHBs/FYlBVglRv4+cepcuUboZT3/ZL\njTr6NqOI+1gx5DaNg71F1VPEa2DE0viGzB4A9Yj08Dpm2myFNnAxLNG3Wasy6I7PPq4X1T0DUQiz\netr0W4DS13hViqahUU9uLaOkd0n4AYJx8/7RvRhZIjXHcH4zKqcN8+Z3EKCMZcxLVzNK74kejQFe\nxyRyD0ZGIYQR762Xps9y//CN7WTAa0ntn+fs/GybbWNNCCkvan403pGZpDXVLsjTgkzsJJcLA2li\nTGsKTY1lKV0BHF4dTZz4LSqgTpoCI8JyehCn09YLErJYILNvvbUE48h1EIx/dusJxn6ESH63qp7f\n8f93A/9FVb9PRL47/v9Xr3UQp9vU7gK95CGcxptTG3Kb4HxB6S5wMH8DtT+NUvHr53+MLz70tcya\n3+T0bJ3MBDnNec8Lk08zrasYswuKwaQu27zu0jVM6jlOQ854YOZQugZVeHH6PJVzJCZ0BqvZEBGh\nnyzTT4K6cKG8QEJI5Qoy2ZBaS3LbIJJRuE9Fw6htXdFNnFlkJriqC1dhNdzcCwd6tWD5MsVKH9Wa\nnn00PlyL2hPzYELVkkpfxEowmkmcnaMlRkZxprBG40O2jNdJJCnR8U2BaoXQb8M+4cGqX7GA2avD\nrZjN7+UcN7vw1vV9ztp/5DJ/zSkK9xTni/PcN/xyLhQfZTm7j+XsEYw8w6Q+w9peVr2/iXiFwqUe\n1ZL1cptQJMoxrgJhyKylIQzAVgSnULnwf24tk5gauZT2GPR7nJ1vcbAfwpGTuuK1y98KwK++/M+5\nf7RGqDRZ0HjX1o2AMLhlMUQChMJUvkHEk5qUQdJjXM9IjA1ZGH5RTE7b2fliADcI86aidDVOHavZ\niK3qAiZu02hIxQyfyWI1DFi1r8KMPg7mjXcxRKBtcaxJU+CiKjBK+1gxTOsxHo/zHhFhKR0wawom\n9TxmpgTfwFY1IzMJPStYk5DGEFThijZdc+dsvWcDActtDA07mEd/S2Jsq0wYEYZJr1U6pk3R1qDw\nGjwOi4yOxnsK1wSipOH6LZSShRLj1bNRrrOaN6Qc20EKZq0fzpoSK8ukxuB1jpUVQkr7gUhGSiDD\nyjJCyrHBlEbP07gLMZzUI7ePcHQwYFq/zLieXxJ+C2ZTG02jpr0vF4RCUQ73HowKsCD0EUmp/SkW\n2W9em9gX1qhOgwnf9HC+QGKGUG5TUnOcqnkKQZi7kqV0wkX/263FXj2etyNWsR8KxuM7CYaIPAW8\nXVVPi8gn9JZ6AAAgAElEQVQx4P2qetWg9xe9+XX6Gx/79CWvVf7DJHIYpxtYOYDTc1ecxZ2dv5N+\nkmElhEMWueCVr6kjo4UwQyiahnFd4bwns5aeTdqZ1bSuqL2nUc+BvM9mWdBLEnJrSUxwOh/Ml9mo\nxszqmkGaspYtsZydQMhQZsH3oCWJOdSmb+4sNLUTjV9n2jzPZhnMqQv5dZDm2BgzDSpHYM/WJK3h\nTDUQGUMeicFOc6dGQ2cSXzd4ne7IKjHRBDUAdYgk4WFr017DNgtWfmPY65Lf+3Hsa+FGz70/hKlw\nv0Qih2OYKpDCxKztuq3XeZTZhdR88b6cf+84xaz5rVgw6b7YnhmVf47zxQaNdxSuZtaEOHnlPVaE\nSVXxe+778wC8+7kf5OhgiBVpVYZFZ++8Yo2QGUsas6Jenk3pJym1dxzuDwEY1yVffOh/4vnxv4lG\nwpTC1e0MdBCzN3Lbo3IFpQ+hgMZ7xvWM3KTR/9S0cfdh2m9DFWES8QaUGufP45nT+Cp+vorMpvio\nNDj1kaBYcpuGzAqzKN+dUkQfShUH3UUGBsByNmAai2d5VebRyCgIvSQjEduW9F5OD6A4Kjejju1Y\nZGIsakMArGSj1nAZMlIkKj15zKRYYlyv07MZQvCDLYjQokz43JVkUUWdu5JZXbdqBQRyCJBZg/NK\nboNiFIy7YRK4UH6W0j7D9Ogr6s6EvrBkkeXS6GnAsljrSCQBdZeELoNZ/tIU+dqfwcpKXLtlytn5\nRqvULFKEfawdEvw0NlRCxbOUjpg3wSeynB5pDfy1fwnDkNK/AICVAeDjuLNF5cdUbjEp84tITCAz\nUT0ZpkMm9YTD/T94yxUM881fsKdt/T/90F0XIvkdYINAjn5EVd8hIpuqurpjmw1VfUXvKSLfCXwn\nwP333//m559//ipnCubAwv0SPft7r6OFp/jExi+xnPWZ1gWzpsFI6Hi8Bgc0EOVc8JGdp8bSeM9y\nFnLWt8qSRj0G6CcpgzRIqZVz5NZSuIbSOawIR/pLHOkfwWtJbh+OA3uJlUMYyWMufc3Fmh+Bra+X\nT7BRjVGFlWzIMMkp47oBIa/ckJghSsl2NcWIMEh6MZyy8FQIbcoqtg03XSyW5duwyaJqp1IhWELl\n0B6GHo4JVlbaWavXkgXpCMd4ZTbK5eazSxdZg90zTa6VfXI13OqMkv1XY95/6oc5MVqh9o5DveW2\n+uOtOPfVULoPcmb2EseHDzNvzsS6DcsxvNbnme3fITWWeVMzrWucKqULpruvOvEXAPivJ/8piTGs\n5j2sEYqmYdY0rR/NRjVjQS4ym9CzeVuToXKOxnucKitZj62qIDWGedPw0MqRVg0UhHPzbY4OVgBw\n3pFHo7c1KRvldvhbDBvlpM0+GCY9MpsSylqPsLJM5c6yVc9CloIqS9kgqp7BI1L6mlkdvADBO5G2\noc/E2LY4FHBJrQqnwTwZ6oIEorPwbpWuxqNUria3GV49B3tr0d+hbJTnyWzKvCnjtp7GewZJTj/J\nWEqHVK4iNQmTZt6GjlwM/4QJSUbjQ1lwEwfhRl0kIGnMsBAqFyZks6Zi3jQUrmGYXjTfLvrO3CYM\nkowLxYx+kjBMM5x6tquS3IbQzjDJGaZ9Zk3Bod4qjW/I7aHoTenT+DNBlZBh6y0z0g8mTJ3hdAvP\nhJ59DK8VtX8OK4cu8ZzV/iVqvx7V6ED8yljPI4lKRmYTRkk/hp6XafzGRX8JgpEB02YzrC0bFZ6Q\nQkz7PS4ybEZpn0FyD4V7mZ49zHp5svXSWbEMkq9BRG7pIG6OjDT5w3tbZqD+x79614VIvlxVT4nI\nEeAXReRTe91RVd8BvAPg8ccfvwbLibnrchjVF3G6jpDuyIa4iMY/QWLeyLninaxkx3l4+WG26rNM\n6oLVvMe4Kts0q9xaiqZBJUiZwzTjUL5CP1nF6xQR265mGHLYz/GbFz7OetEwSFIa9bgmdCS5tVTO\n89TmeT69eZ5+mnJ8sMkgzRnYHJELpOYwRpZaVr4wEDm/yTBdIrcpc1eyXc3oJxlOQye7mg2jROva\nHPxB0seIjTODWaimGbvvoKYsSo6HpditrGHI46xgLZiVKGK9jxLFYcjxTDEEZcMzizPsQMRCZc9F\noaxLzZk7yUVYPv4h9j6Y37q1Qyr3XFx98fbj7cf/XPv3kxs/zsF8Z1bN7TGLjuv30rcPcHQwp/bn\nyW0Ilc2aDV6arrc1D8ZVyVZZtqrFZlXy8Moav37+x9iuSrarioP9PtOmpmcTKh9CJHCxLpDzCoY2\nBAExPh7TJ3MbBolZU1G4BsWy1uu1WQUJlq1qwlo+4NR0E0UZpRmVbxAZ0o8DXW6HVH7WDkL9WAAr\nNwmNes7Oz2HlQpv+WLg6xPHjQLRQagpXtaTBRtJhbSiX3RaIisRipxFykVnTFuEySTBcRo9kIpbN\nZhozIyCvJzs8WzCuZlgTwhqWhNSG72DeVGQmhHjOzs5HpSacz/kQ7pw1VWyvITGWaV3RS5KWDBVa\ntR60Bflyi0qaxgTvhfcM05TGB69FLwn1KAZpEtQD7+knGduUrBcFB3t9tus506Zk1tTMmwoR6NlJ\nm56a2YRFdo+Vg5ekDzd6lnkzYe4qDvcWtWtsrEPERULCEFhnORtSNCVb1ZRB0mNSz0lsyFZZqD2G\nXjTxx0JkZjVOsMoY9sjxuiil7iNRTVnJlql9SchuOkKofzHC6YS1/HiooeSnrcfjluPOXkx1/7JI\nRORvAxPgz3CdIZLHH39cP/rRj95wG0r3AabNFj6y0IV7eRECqb1jkGSowvliyjBNmdUNB3p9Hlp+\nO5V/Ea/bPLN1ikdXv5DUHOXk9Jc5Ox/HWLJy3/AApatYzoacnW+yWRZk1tB4zz2DFc4XY7zC+fmM\n5Szj3tEq07ogie7p2jc8sHSM3Dway31fmvJZ+5c4PfudNuc6kIk8+tAvFpGxYpk3ZUzJNTFPO6Te\nBrLQj8bOikUdEEMkNLqBZ47Ert7pdru9kHOxpsbCHNogkuyIw1998Gv8b2NkhOqsJYGqJxEx1P5M\nTCEkvu6voXJcCTcyAF8Pmbk7skKeuPAveePBr+HVtHe7eg/L2ZsuKam+KBWvNCgltV+ncBUXim1e\nHG/hCSHFA70+bzv2Xe2x/sOzP0AvCZI5XDR2ZtaylGYsZzmbZTDKueg9OtQfkJmErapg3tQc7g9b\n/9S4KimdY9pUFI3jQjHn8SPh/hkkOSJC4SqKpuHcfMaDy6sYDC9MNlnJcg71RgySHrU29G3Odj2D\nNkskDFiVq5k2Jc9ubWBFeHTtcEiBVMfBfJlaQ6rms9sXAFjJctbyQTSiDuMaIhfr3CyMfzsXEQvP\nPzG040hN0oZJCle3IaODvRFn52OWsozldNjWXwAY1yFcksYsm1BcSqO/y7fkr/au9U0k8X8jhqUs\ni/uE72Wh1PaTjGldUHtPL0mY1XXY1xhK5+jZhEGStNk+EPqhRWis8Z6lLGexPgkEhadRR+UcXpUy\nqryzpiExwlKace9wjUYd9/QfiQbPi8po4Z6i8UVrIg3354uU7gKzpmQtP07t1tmoJjvWXZE2W2kt\nP0ztJzTesZS9LkwYsUzqF1tDaD/pUbqKwgUfzTDJ2aqmbV87TPuspA9dYjJdhLsL9yRFU9JLcs7N\nNzjYW8FIRj/5PbdWwTg60myPCkb5Q3eRgiESdHdVHce/vxr4HuBdwJ8Avi/+/o/70dBrofIfRghy\nVeU0OsQlhhpCKlODbyWv5SwntwmPrX0VtT9D5V/k9PQ5Jk2BCC2jNgjDJGW7qvDqOdK/WLhnOQ0p\neuvFmFEvLF40SDKMCOfnM0SE09NtHlw+yGY5pXQ1vSThfLHBavbb9OwJQDAM2hvXyAo9mwXjmoT0\n1a2q2RG39qQ2iVXqPHOnLKVrGCkRUubNdnzQK6xJI8tvCF+1j7FbBXWoCKHOhsFTItoglIFUUAVT\nKD2EAeGR29vglZg34PRTl9TbCKQlJ7jrL5KKSzNWFnUyrpW6eqOD/t2x2upe8f5TP8y0rnnjwVd3\nXULlSlpyEcppWzxThCSG8nI2y3VmTUXpHKVz1Op527FvuORYpfNYCYOdKlTetTH6xgcZfZhmFK5h\nVlcspRkbZREH7X4IPfoway6ahtQGkn0g71MkDctZxjNbGzy8shYN2g2jpM8oIQ5i0RiuIbxSRNnf\niLBejMls0pqsG+/CrD4ShMZ7BlnGpC4YVyXHhivMmoJzxZjcJhzshQFwsyywRnZkL5hoRK3bctiL\nMMVCDRAJxaUWKsmChuQ2ZVwXbYgpDHae09MJ6Sjh1Gyb2jkeWFpDFcZVyeH+UmtsHVcl1oQMGVUo\ntWnJ3SBJmdZV/N+HZ9lISxJKF0JWOytyzuqaxBh6JEzqCqdKLY6tyrV+tco7nFeMBMWpl4S+aass\nW//Mgd6AVBLyNPhlJIagD/ZSBknCZlkEf4tZLC8QiUvsG3r2UbAX/2/8BokcoWIdVeV8cZID+QEO\n5oYyErRFlc8Q/hmSmIpR+vnU/gxCzrR5jnEd+uXDvXsQyVnJ3opU76GIFVUXlVrD9evT6DqWVcLS\nCxrXs/EYhvQSQ89+JSeuvpLCTceVVwm+/biREMlR4Ofih0uA/1dVf0FEPgL8WxH5U8ALwDffeDOv\njcy8ldJ9ACtBCgyrFdZU8eExIhzsLVE0weme2yAXXig+ysFeIHWl/zQvbG/TSxI+fzWsm3Fs8CUc\nQ16Rulm558nsAxzuvZXDMXmj8eucK56m9g0Prx5guypIjWWU9NmuZhzojTiUH2Ncn4+u7eepYmx0\nkUa7cIEbMWTGYU2QQsOyzsFgVGtDGdOsDOEBW9QT6NmM2oVQyoHeKpXfJLMWtMRpmIGFNUYMhhFe\nt0jN8VDvgwleJ1jy4MuQPHozEux1rvh5adnn4yxWFHb6FLU/R6hYeGCXKoWXD/w3d0n3y1d7vRux\nM9SyG/7VJ/8ef/Lzd0/kWqgXO9HoOQTLmdnLXChDYaaiadgqg5oQPEc+zhwv/X4O9nsUTcPBXp+t\nqiTHUnmHxbBdVazkOUaIfqUhbzr0HXz47L/AijBrKs7PZyy5jNyGJcVXsh5elc0yDMICvP7AYTIT\n/BPjsuAzWxsM05RpXTOuK7bKks2y4lC/ZqsqWMl6MeMhYasquXe4ytl5UBpzG0KjRgyf2d7m0bUw\nWz3QG+A0ZK0MkiCzb1clqhrNjY7MWM4VEyB8nssr9SYmqAeLrI2wdkYSl2qv2gH8cH+AEFSD2juG\naUbpHB8/dxprhJ5N+NTmOR5YWuHUdELlw7UXCZOf0jl6WSATTpVBksR6H8Jq3m8nJp5A2rwq/SSU\nL7cmVOBcmFhr79gsCyZ1hRUJikZT471SmFBP5HB/QGIMW2VBPwlkLol+B0VZznpsVwXjqmI5y5nU\n4XsvXMOKDWpsZkNNlIP5PVwon+Zg7/PjvfcyqRwLKb7+aQx9kCRWzBQye5BDtofXKY1usaiBkcgS\nvbg4Y2ruwciAlFBsLY3l4Veyx+jZ/05qjmHkYZ7c+HEO9V4iNQkr2Sqb1QYb5YSDvUDgXp5diBl9\nZzk2+NJ4h4dj7W+5/xvDHcwv7oxCW9cOkVy5XsCZ2c+ymq8Bnp79Sqb1+9qY6DDpMWtKVrKDiOQh\nT7yeMo9FW5bTAb3kMJm5j3H9G22664NLv6s9fumeJrePsBiQTs1+leOD/6ElGLvB+U2sWaX2L9P4\ns5yerbNRzljJezwwej0np5/i2a0NDvR67axgGFdVzGzKyckGy1nGrGmwIozSnCSWWlaUcVXG3O1w\nvqUsONDPzaf0k3C8zIYKfqOkF4iGK1mseWAkwcqB6DPJY2xSCVVMF6auJMQ6xbC/a0SERedUK0Qy\nrKygWrZpaJdW9ry0+mftf31HeOVmEY/9WWjtTsG/e/YH2Cor/vTrv/uK2zy99a95ZOX3AMGsO2s+\nyUvT81woQip3IBZNjFVbTs+mwVfhHGdmcwZpkNBff+AAiTEsZznPj7dYSjMq73hk5TDjes52VXF0\nsMSFYkrhGtbyXox3K4f6Szgf5HQRYbOcMUhTiqaJ6Z15O/NfL+Y06smM4UBvwLgqOTufUbqG09Pg\ntXh0bY3SOZaznK2y5MhgEOtkBPKyWNsCYC0/zI9+4gM8sLzEidFyGxooXNMqL4tO3MTwR+NDXUlV\nJbWGYRJUGYBJVTHKMhrvKZ3j+HC0w7sREySTlNI10UAI21WY/R8dLFPG+iBPnD/Lap6zkoVBeTke\n06kyqSo2yoJhmjFMUxJj2CwCCVsYM0vneHh1jXk0t0/rus0AKZ3jUG/QqhYvjLdZyXMGSYJTbQnb\ntA4TtFGatUZ3CARhkCRtzYxQfBA2ioJ7BkvMozoBISzURA/OwmC5nA1YSvtkZkTweCU4nWIki76x\ngrPzDVKTMEp7bQZPz2acKzbJTEoea2oMkpzS1axEr1puD11SIv5yfPjsv+CNBx8mNQ9S++c4NTsd\nv1vD/aMvR+RiBsyF4l0c7P3+vT5ut9zkaY+OtPdtb9zTtrN/+Ct3T4jk1uLKHf3FEsJhYBimb2QY\ntx/X74033zb95BhCRmoKam+pfcOkKcjtjHnzWyylX880/VnuuYyp5vb4JfHtRRnzzF70C3id0/iX\nW/PgImaXmqOk5iiH+7/B/aPHeG7yWyRymNcsHeX44DOcK06zXkyZ1BWry0OUsDhSMLLBWt5n1lRs\nlDN6SYLzyrSp47Ety1koynNhPmOYZm28MrcJa/lSW0L5zOw8h3srsUhPWHdFmGBkCa+Lwjy9uNZJ\njZE+GtNb0XofStFeJAmVez4ee2fpH4fXLS5faXVh2F1gUYXz5uLuJxULvO/5H+KbH/rfrrndZ7Y2\nec1S8Macnf8654sx86ZhvShITFAeBslitc6L60NYI6zkGa9dWeZrTnwjO6/d563CTz3993ntyirP\nbJ3nUH/AWq/HpC5YznLuy9bYKCckJsEmwfxo7cV1J0ZpzlLWZynV6OwPS4QXrmat1+PUJPiiXpps\n8/JsynpRslGWHB0M6BvLWt7j7GzG4f6AYZKykvU5M9smNZZnNtc5NhxxpB9CIJUf00ssp6ehIN6R\nwYCwIFmDQZjUVcg0izJcMFiGAlSDJAzmhWuYNTUG4WC/HzK6rLKcBTXCSFA0pnXI9loM9pm1bFXh\nOodaPBUbZcgGOdjrM64rNsuStxw9xtMb62xXFUcGA4ZpSuU9m2XY98XxmMI1TOqGvrUc7veZNQ3b\nVTBeruQ5iTEteXLec3o6bonEap7TTxIO95fixCvnzOwC27ZgsyzYqsKkLLfBt1FH42dQZEJYp2wC\nuVnU+6hd05boPlfO6NmEfpKwHWsSjZIei5oUSomJafdh1ehVenYalaMZh3pHKdw2tW84mC+TmoR5\nVHovlgJfIjEpiqd0HyS3X/GKe/2JC/+SlSwnt4+EwoQoJ4ZfcMXFNq+HXNwWCO19eSfiLlEwXh0m\n9fvYrCbcN/xyzsw+xLieh8E875HbjMO91+D0AlYOMq5f4kD+Ddc+6DURiM64/g0a71jL3wws6ge8\niJUVzhfPcU//LYhYnN9ku36WtfzNbTro01u/wnoxb+sGtCl+EmZQQdZNOTsPCweN0mBWOzoYtrHj\n0tWcGB2naKZkNuH0bJ1ELP2Y3iYIVaysZ2XAYgG43MYHnAFGlmj0ZQx9rDl03WGS3VC5X2GxjotI\naIfIorRyElJbsXhmWFmidM8yqTdYzo6heDJzAiAuRFVwq5b8vtPxM5/+fo4OhiHW7ZVPrK/zF7/w\n/9zTvt/47u/kf338zVH2Lnl5NuOPPfoHsfII//dH/yYrWcahfo/ntic8dnCNC/OCM7M5a72M73rs\nT/K9H/lnqCp/863fC8APPvG9vP7AAXpJwigS33nTxFAEzJqGQZLQswmlW/gBHPOm5sggGDyndU1q\nDAfyIZlNGdezWF/C8fz2FqkN2RIbRZDpQ0ikx3KWkxlDL0laorKowLlRFqgqK3nOWjZk0oSCX89v\nb1E6x0qeB0PpjiJ9IV09bzMqXHwex3XFME051OuTW0tqbftZnPf0o9F1UczPmmAEn1Shcumivs4g\nSZk1NdtVhQGmTU1mQ0Gr58fbHB8OWclyqqikrBcFB3ohDJWYQIacKtO65lPr6xzo9VjKUno2YVyH\nlM1HVg8wrUMdjcXnqLxjswj+jdp73nLkXhKTtEvMny/CxKPxnvPzGQ8srXFmFsLH0+jTuG+0xqQO\nYZ/jg/vxlGxXW8ybkjzWDgmF0IIH5kIxphcLmw2SnJVsSGJC32VkCUMeU+olGj73j+x/8PSPcHQw\n4sToCD37WDQ0v5Xnxj/Dg0t/ZN/Oc8sVjHuWdPjHvmhP247/wQfvrjoY+4WbRTAuR+0/zguTT7KW\nLzFMVsjtw6yXH4vxw951r9x49XN9jK3qJLV3VK7mgaW37XjvNFZWMdKndM+GqnD+MxRNyXL2eZwr\nfov//MKnGaYp9w5HraluIVmfGC1FI+mcQ/0+YfEez1ZZ4gmzqs9fO4zHk4ht8+CRiwYvI8LBfJlx\nPW+rGS5WU7RiGKZDSleQ2+DDsLLaLhd/6aJle8XFMFfpPkBiQsqXaoGnIJWjiKQx7bbC6TqT+kxc\nlyLHyAjLUsyd77fXsfbnGSRfcwPf1N2Pv/Ghv84XHDrAME05Plzima0Nfmdrm/PzAq/K93/F37vu\nY/6Z//K/8Lq1Nd5+3328/+RJ7l8aMWsanFfOzOYADNKEp9bX+ebXva6tf/ELL/xjTk0n9GzCtz3y\nl/ipp/8+bzh4iDyGVM7OZzHNNNTICLH/IJ+HehshY8LHcMa8qduslOCdSqi9Z97UbJQFH3v5HMeG\nA163thpqyOQ5WUzVbLznzGxKGevVrGQ5WfzdxNDEIhNi7hoyYznQ6zOuQlps7RxONRgdY/ZG0TRB\nTYz7A6TWYBA2yoJZ3XCw34tpjSEcMY+koXIhNbTRUOQvFGlSzkynrPVyPr25xbHhgOUsizUqwv5r\nec4ozVgvC9byHhtlgRVpyUbPJvzamdMsZSnjqmaQJnze2gEa7zk9nYYUeu+ovGda1dw7GnFuPucr\nTzzUZrhN6oJ7hwe5UGyzkg25UG4zSnrcM3gTRvo0/lzITpMB6+WnWEmP4pkyrWeM0jWsLIfF3egB\nltqf5FyxxSDJWU4Pg1hqt95WHC1cKHZYuIrjg/sxsgI00ZO1f8TiU5s/yXIWw2NJj9X8i2n8Bo2e\nwcoB5s2pG1rF+3LcDoIx+uN7Ixjb33/rCcZdEiK5iE9s/AQ9m7blhPeKz2z/NI067hsepm9fj0iY\nCVfuQxib7Su5APi5z7yfb3n4Wzk1/RXOFxMe2FFpOTXHdvx9gnnzSXJ7PxfKJ+glYfW+pTRjsyx5\nZDVj7mYUrqFoHL0kSJSzJtTxeHkWytkOkrTtiBNjWC9npMawlg+ZNaETKeJqhpOmoG8zxrFAzbwp\n29LEEmXasAZBWLgtMQmjdE7pXgqlc2WIyIsYRiTmseu4KsFTkduHafxGLH6zUC9SvJaEFWQFIaxL\nEeoHWGBGYo60OfCqnkQOYexwX76vzwacmkw5NhyxlvfQZWXWNBzpv7Io2tXwY5/8Pl67ssIgzXhx\nPOGtR/40P/3UXyG3lkP9HlkWCmO9NJ221Te/6sQfavc/OZmQW8NrVlZ452f+IUf6A/pJShU9DUtR\n2p81NaemYxrvOdwfUNahCqWzoaZMHkMHeRyYF/VrKu8YJGF2PExTHl5dIbeGT29s8iX3HIuhBmFW\nhVDitK5ZzvJ2LY2mCetNDJLk/2fvzMMlKcvzfX+1V3X36bOfOWfmzAwwrKKIIG6IQIxCNIlL4pa4\nBTXGuMSEn9EYN0ziEuMSjUazuURNTIIajUrEIC6g4IbINsLsc+bsvdde9f3++L6uGQRlIARG4buu\nuWamT3edXqqr3nrf57kfwkJpnFqpEn03XZdBlqrug3aArIYRDdvBMy2FyzYNHMMgLVVe6tCWmZcl\n457PlC8whaCXpZRIGpaNZ6q4gNKS9FLVVahZNnFR4AjVQWi6Lg+ZmiIpCtZ1ATHh+dRsm5VI6VfG\nPY/VKGTSD1jRhVpelnSLhLl6jT29Pk3HYbZWY1e3QyEleSmJi5zlKGbCc9lQqxHmGU895gy62Tq+\npbozm2oPoZQDgrqytY+5JopC7FPILkmxgG8dy2J0DWEe00t3sbG2iYYdUBKSy1UsMaVZFQaWMcVc\nMEsp+5REIME0PChV18gzHRw70EVLjUKu4ZpncXeum7sq+LJmqdGqa3pE+bU6C2UruVy5W4uLe2MJ\nDnJljsT1C93B+MyOdzMdBMzVRmjYAYYQjLm/yo7uJ+90gXJX1i3dT7C722bSD8ilUnDPBHWOGTkb\nUK4TyxinkMq9sRbvopMOGHFq3NhaqsBEU36g24pO5a2/ua08+2txxObGiE6QlazGB+e3NduhnSgC\n4qQfVPkqqljJK3HYcBfwrOHJm8pLX7ddHQJVVO4WUyvGh//2TAf3DjpAafltbSM+jay8GkM0lVMF\nS1P7Ym2JtSjoI7AoZRdJRpwnBPY0ILHEJEMsM0iScjtRHupR1C+OfuKurNd967U0XTXz7yQpSwMl\n+v3bc9912Nu48Bt/TCuOqTsOvmWx0OthmybHj4+xsV7DNgxWI7VPvfABr7nN49/3wz9jthYwV29U\nNNxuqjgVQgiyoiAqVHFsoCyPkXaduKZZ2RyToiCwLGzzICNm2ImwhIFpCLppqtv1oupeDEWJNU3b\nVcmoSjsw1B7YWoswyDIWwwHHj41TSsX1AEUZNVD2vxHHZT1WHZuhO2R4xBxmmBhCVB0RIZQGCg4e\n+Eu4lVg0sGyWw5CN9UZV0AzFma6prPYHSb0K/T3kckR5RsP2SMtcW35tBILt7TXiPK80JElRYBsG\nC4M+pZS0kpS5WlAdU56w5TfY3fs6NdtjT3+NB4wdi2seQ1LsoJQDFqN15oJZVOKygq2105sraqZt\nWALGVKsAACAASURBVHimQ2C5OEZT20wVqaeQIabwMUUTQzTJyn2oZGhXv3sFpRyAMEGWWMYGDHHU\nYe+jh7O+tvC3bKjVGXPrjNiTGKLG7v71bBs5h7i4gVJmuObR5OXy7Wo17uq6pzsY1oaGHHnOqXd8\nR6D1l1//mc9NCHEe8B4UAu7vpZRv/YmfbwY+Aozq+7xaSvmFn/n8DuuZ/RytuLgMU4zSTfcy6rn8\nYGWFbprymZtvqQ6090RxAXDMyLM4ZkS1jZuuUrPv6nbZWLsJzzyerNzPzt411CyX1bhPVhYMMuXH\nPm50iglvjG8tbWc9jpTgK02Ii7zy3w+ynM2NEUptnbMNg+Uo1KS+kv39HiOOSlLc1+9p1b2PZ1rq\nKitNVXx0KWnoA+lw9qyuIi1W44FqX6NQwa5p4emCY4gnV9CkErgUlfbqayiXVXU4StnVmPSrMKgh\nZQxY5HKpar2C1EFuisMhhI9BjcBSJw0pEwrWMUQDlQZrIXDwzJy4uB6DXbTTZab9J90jn++RsH77\nkt/HNkxmajVMQ/CD5WVc02Jp0Of02VnWovhObe8dZ76Ni656HYGtDg0zgY9pGLxc6zkuuPQV/MNj\n31Pd/81Xv57XPfQiAN7y3TcwV6tRAgcGyr55YNCvckhswyAbArgQGIbAFcr1VKKyTJIkxjYNHTSY\nVydnASxHIWOuh2UYhHmGr50MpZQEjs33lpd59NxGPULJkVLimBa9NCHXxNFhcRHlOZGGSa1FEYNc\nhQzWdWFiGQZJnulYAcmo66mxhhBVN2ZoWR2GpyV6e5ZhsB6r910JIU2tH9FMDASnTs2xFvcZdT0C\ny6msrIUsadgBi1GLuu3rIEaDpair7cGq69JNU6I8o685F8eNTiiLqz6W/LjdxhBwwtgE162tMul7\nuKaynM7W6iwMrlAnX+dUWsll3NS+Bd/aw5hbZ09/jawoWI1uoWbbjLn1ynLrWy6uYevQRkX0bKf7\nKaWkYfsVkdUWGZlcr0a0hgjI5bIObVSjok46YNxrUsjW3V5gjHs+ljBp2A0EBu10N6NOnaJs45kn\nasDhPKZ5UFe2En+GKe9J3LUR8L20BBh3QwtDKNrj3wC/DOwDrhZC/KeU8vpD7vanwKeklB8QQpwE\nfAHY+rO2+wtVYBwIL2bC28j+wU3s7LY4Z+PvcbbeT87bfO89r/M2P4UP/OjDNB2HPb1+lVTaSnps\nqR/FUrRPaSriiMCyScscmUvC/iKPmDmZL+35bqUIH6YHztdH2NvvVl512zDopgkzQa2aKddsu7oy\nyjTIJylyHZqkBHNCCGxTHSSHHYyhMr7UdrXh7Hl4cE0LZSG0hKkPrBmWUCcOld2gRJyHjoIEPogM\nKVNKIVWHgphhsPSQPioptHizyVCjoZINY/2cElR4W6Q7PxLHaCoyqfBpOpO0ks8xdrcIdo/c9awv\nvYRukjDXaDBXr7M8CFkJB8w3m+xqtTGEIM4Lto02ecllf8j7z3nnYW9b6LY9gGmqccKff+f1vPb0\nF1fFxUVXvY5Rz+X06Sn+45Z3cv16G99SuTyuaeDbDp00wRQCXxe8RSmrcKhCSopCaTGajuKQFFKS\nylLbSy1MqTgPSiipxJaFlAgt7mw0RhQDQo8GjxsdPZiQLJWgciawGfd8Ul28m0KozpthkBUq0KuV\nxEwHNaWZOMRKWrNs+lnKmOdVXQUpIbAcfEt1DizDrLDgQw1TKSVjLtUIKZclvmkTWIqemWnL5Zir\n4uh3dlpsG50E0AyfcUTUJtNcDNu0mPYbpGVGzfJpOhPs7u9W4WNS4hgmrSRiyq9hGgbTfoMNtYiy\nlPzXrp1sbtQ5MAg5erbJSqSYHWGRMBOcXHUxRpyAUkquXtqjvvOmSVYoHPiQ7THEnpuGgSNsFjSe\n3BAGnmnTzyKysmDMrVfdzpyCKO0jGGDr98oxLEzTYdJrUhJSyj5h/iXa6aBy6QH/q++xopI6QEkh\ne9jCwrfqZHI/y+GNh3AtDi5VXECUX4tv/XwUGIK7DbR1BnCzlHIHapv/Avw6cGiBIYFhzHaTw6AV\n/lyPSAq5nYt3fJ7fPOYZtJLvHtEnlc/ufDffWVrhzQ//c/5r919zxsxmRp15bGOWML+W/YNVWklE\nP1VqbyHUaGTMqTHuTWCJKQb5br61tJO0KGg4TiUCmwtGGORJlW5o6Uj6UqoExGHCYN32qsCldqp+\nl2/ZVRjVIze8iO2df6aTqE6JCoVSKu9cljRsh0hrP0xD6Fm2S2B5OIZFVCQVWAigYQeVADMuvkJe\nphpRPEFWrqFSJUtscxwpUzXzrdIVXQQ2pexX72EuuxhCkUfVKijKjH4ek5U5c8HpxMV22kkP27Sw\nhcWo+8R77DO+J9dz//tlvOHhj+T3v/LfmIZBWhQ8en4zr3voRTziI09jamyEuuNwwvgEWVmyEoaM\neh5vfeRbbrOtV1/xGvppStNzCTN9UkFUWRMjjtpHivKgI+LAQDmYRhwbxzTxtaBRhYTZJEXJMEAQ\nwLdMDXiydGy7RVYUGIYaQwxP5q0kZlKP91xT5YEUWmswxI4vhgM9TjAxhSAtVD7P0J1imyZhltFJ\nE2ZrCrM4xHcPeRQq1CvDMUxGHJfAciqQnUowVt+ZUiqyaN32QSpaZFJkmLp4sIRJmKc6mdmpEP5C\nB4OpcYIq4G1hVSmfQwIoqKLC0N8FNG7bNWx+3FmqUmVVXIA6yY+6DaQs8cyTKAlpJzdVQu2lqEWU\nZ1X4YpgftM/GRc7GeoOjG9MshOsV8XM9iSrxqW9amtFRsJ5EnDg2TZgnij2iP4Mozytha4nE1R1R\nxfewqgKvZtlVRIJn2liGRc1y8a1jGeTbCfOEuqUgaKBi5ZtOjUQzNEzDvpPhlrdeN7Y/xlGNeQZ5\nD890MIR1t2vtfnLd0yMSe7Yhx55/eCnLK2/52m5g9ZCbPqQzwRBC/AZwnpTyBfr/zwYeJqV86fDO\nOvrjv4ExoAY8Vkr53Z/1O49kfYheC9XfSfFVvn7gg9VtpjhO+/znjujiAuDXj/oDnnn88fzjDW/l\nCVteziduupa4WCIr9+OaW9lUm1TiNRS8ZyWKuLnd4kPX/QDHmEcIm8Ca5fHzT+EJW36NHZ0OP263\n8UyLpahHP0vpZYlSixfqJB9YFlKqrkLD9qqUw6zMaTpelS67EoV005SvLnwAS5jVF94x1BVpL02I\n81zb9w7qM0opWRh0WI07tJIe/SzSJ4SSOE/ppAPayecZZF/EEA2WozZpkRPlyyRFRicdEBUpnfQA\nSdHVAUctSgYUcp2SSDEzhEladjRxsyQrI4oyppQFYaFSJl3TppVcy1KklOpZWZCW+c/8TH6e155O\nmwsu+QJZWRJmislw0/oasMCVz/0UM7UarSji2pVlmq7DqOexr9fl6V94MaXcVW3nZZdfyOZGHVtr\nIhqOQ6bjuXd3uqxGEXv7A1xdzAa2xUoYYRsGI47NqOtWWRCrkUos7qUZri5sM22tPDAI6aUZ7SRF\nSg6BZZmVlqiTJLj6BFfqk3k/U2hyiep2OKbJlkaTKT/QSawmjmlgmybTQVDZP6f8gC2NJjXdaVAw\nKGjYLk3Ho+m4mEJZNpuOr2PgHUbdGp62cRd6DDDq1PFMB1vTJxtOgMHw9amxRGC6VRHjWy6u6eiR\ni1fpFVzTxjddbENtxxQG3XSo71DR7nlZ0E1D2mmfKM+Y8HyysmA5UpHhlmHyjQM/5hsHbuaSvZ9l\nX/8HjDjz1O1TGOQxxzQewoRXJy0K1uOYQpbM10eo2TYnjE2yHsd8a2kXe/tddnbbdNKEwLJVNod5\ncLQ6yFOm/VqFJB8WF8q5FjDmeox7Pq5pKdtrUegiL2MtjgizjJUopJ8py6oE6raHY04DFuuxOl7s\n6i8zyGPaaZ+1uMfO3qL+/4A4v3PjvZ9cn77lZqK8z5jzYDzz+LuluFgML67+nZU/89x6jy2hR5B3\n9AdYlVKefsifDx26mdvZ9E92H54JfFhKuQn4FeBj4icR1z+xjpARScawaFiJr2LEHsU1j+P61qXU\nLJd2GnLKxONxzbN59OzZ9+oz/d+sk8aew3/ueCMArzjldVy8412ct9nEM6fwrQeyHu9kPY4Y93xs\nYbAWx/zS/DzXrn+dmu2wqTaNKF0sY4zf3PYgvrr/x5SVvVRW7d9CKk1FKaVqTWthqNQpCbaenc43\nGpXA0zIM8lKyGg9oui5pUbIcDciKkqTIGXFcSqjwxGtxRFqodraaK2sXQFkSlSp1MpN5FexEvp8R\nR7WEDYzKLjv8O5IpTWeUoowpyhzTcBThE0sLwTwMEVDKENsQRHmEb/m4hk0qcuI81dtTnRbXtIny\nlJ+reeqdWNvGx9nabPK1PXsoStW2/ufH/w2P/Y/nMuH7BLZTXfGvRjENx2a6VmN1EGKIrQB88Lq/\nYMzz+P7yMqYwGHNdbNNgzHVoJSkPn91AP8voZRmdVAVCrcc5jmmq4rRQrehSh4fVbYvAtojzgqQo\n8S2TXpqqJE+tswjzHBlF2o0kMB1BmGesxhEGUDdEVeBKjErT0EmSakxxaHcAjMoCq7QaaoxR6Cvr\n4baGguS0PKgb8kwLxzCq2HVRKpqj5GDAWC5L0Bh+A+UgOdiVgBx14h3+Hksfbocn5rTIcUwVTObZ\njk5FVgWFEIJJr1F9Hw1dnM/Xp4nzBH/MJbBc0iLn6uU9qhuZGRw9MkYhS3b3Ogplrem70942AOaC\n04nyK9jVbdNPM25q7WPMdfXIVAlBU406zzR+3besqtshhNDiVXTeS8mEdiP5lsKBu/o9W41DTN3V\nMB2HXHdOhvtemOfYhkUuC/pZTMNepRQ9nXirhLurcY+0KGloe+6Q2jl0f9zV9ZrT3kQn/S/ScicC\n+25JUT4IdgTbOI1vL/0dM0GDjbXj2N659n+9/buy7iZU+D5g/pD/b+K2I5ALgPMApJRXCiE8YBJY\n/qnP7cgZkfwnv4gngp+13v69N9JKUh44Mc5TjjkVU4xVKOyF8Ep2dddoJTHz9RGysmBjbYzAcvGt\naVbjvUx4G/n20g+o204loHNMQ8+GDWx9kBzSEeHgCX2YVZAUOb5lE+UZ63FEiWTSC+hqYVwvU1ec\nQ1W+qffmISxI6lyDmu1o9X+uHQB2hQYetl+HzyGwHMI8rQ5CtmHqcYqrZ9jqAL8SdaqchLhImfKa\nlaC1k4VaZGexoqFAjmFxbPMcrlm7hHG3xsKgw8NmXnjPfaBHyHrMv/wWnmOT5Dk1jZcGxT7ZUG+w\noV5nV7uFY6pxhWkIjmo26WcZm+p1pJRVBsb2dpum41RwN98apgKXOuxK0ElSTEPxGqK8oG5bOKbJ\nIMsU1jrLCCxVeHS1y6OXpmxu1JkNahVdUgjYVG9UY5WsVLohQ3cKhBYfZ0WhdEP6Z67G4tuGQT8b\nOp1EtV3bMLANo7ocU8hzhZoutHBxWIQPKaXD/SwqVOHqGFaFvgaqompYSCgapRphOKZFlKf4lvpO\nxHmiSnuhE+CEwDEsapaHBDrpAIGybnqWAt155kmsJ99lkEXksmA2mGTfYBnXsHFNhysXd2EZBqdP\nz1daENswWYu7fHnPTo5qNgksi5mgzlocshyGCKG+x5YwOBAOqFs2JUrDYZsK8e6Zlg6nUwyQEUdR\nSYfvy1rcx9GQs52dTjWSHXFcTK3tGvN8bENZiofnl1HXp5AlE+4I60lPfbaoBNkoz5jwAxp2QJjH\nHNV4JlcsfoiTxzfeZRtpXv6IUvYo6eOZv3yXtnFX1r0xIpm84LTDuu/in1/+U5+bEMICtgO/BOwH\nrgaeJaW87pD7fBH4Vynlh4UQJwJfATbKn1FEHCEdDLivFRcAr3rIG3nXDy5iX7/P7t4CT//4exif\nGeULT34ODdvnwZNb+OLu6+imCadPb+Oa1R36kQvYpsla3GPC81mLIxxjGJPskJQ5ohCYQl1tOoZO\nmS1zPNOprh7iPFdivjxTX37frw4kYZ4T5Rm+ZVcH36GYTmHLy+rEtRZHrMWR7oKoxMxxz0egLH+O\nYVTzZtsw6KSq+xHYVjXX962CVtLDNR16WVjFd6/Gg4pkeszms4E5frj2Ybppwpmzv8p1rS+zFkV4\nlsUDpp/LVxc+wEMmN7MUtW9lcbxvrAXO+bc/5vJn/CWP+Zf/x+XP+PitfvqSy/6QkybGKaRkwnO5\nYt9+AsfGliY3t9oA9NOMwLYxBGxu1NnaaGAagjDL2dPrM1+vMVurMeI4lEh2d3tsqAWVUyKwbKWL\nKA9mYkz6PlLCUhjS1LqAmSBgY71OVpTULTXDH9IwbcOkFUdker8b1SevtCyrK/CoyClLiW2axIVB\npi2sQ3Gqb1mYhjrpV64SJNN+vdqfSylJygyrtEhLNWaSWmMCMMgjBIJcFpQ62l0iMVDBgwZKKzH8\nPhkoWFg6fI650hIEllfpU5JSfdf6WUSui6YxramwjU1YxhhZuURWLhFYdU3aVXkdm2tHIcmRZDxu\n/kRNvlW8isVwlZ3dlgomQ7IahWRlyXVra5wwPs5RzSatWNmLV+OIH6ys8oStW9nearGp0WBxMCDK\ncjbU6pW2ajhizMocx/ZwhY3hG9zSWWGQZ4R5RtN12RDUqNsua3FIXpZMejXWk0FVdJUSDgx69LOM\nnaJNnOfK5WEYWMKgRB2LkqJ7ML8kz9k7WKWe/CtbGk+/U9+CUu5CkoEw8Yx7rri4N5a4m1DhUspc\nCPFS4BKUBfUfpZTXCSEuAr4jpfxP4I+AvxNCvBI1Pnnezyou4IjqYPzfkzyP1PXGq/6UpCiZr9f4\n/vIyD5mZ4aoDi/zK0Vt5xIZ5vrJ3JwAPnJzkU9t/zKPmNjBXq7Mw6HPi+CTdQ3ICDs6B7epKbHjF\npvDgWUXrTHR+QlHKKhXRNhTIa3+/V7WnwzyrEMxDB4pqV0OqUcK+joZ2DPNWGGUhFK1Qhbop0d8w\nRGpcq/N9U13ptZIQQxg0HKdq++/RGOfzt7yM4bjj6wc+WD32uOZv3+q9XAwvZsSpsae/zL5+j329\nHpsbDc7d9JJ78iM9ItarvvlqvnNggSzNOWFmClMYTAUBjqlGF7ZpsBZGdBKV+tv0PEZdF88yma0F\nZGVJUpSM2DbdLKuEnFO+R812KlomUBUWYZ7jWSZxXlRsFtVWhx+3W0x4XmWFdgyTEhXc1UszNtRq\nOIaBb9sUOu9i2H0o9WsaWlaHR63hoVWi9n9120EniGMa1W1RntF0Pc2esCtXiGNYVRdD6S5s/dpy\n3akoMYWpCaRKsOkYqngyhKCXKcHr0FEx5EQYulMxFHQOBaNpkZHLogLJjdg+k/5mDAIUJtujkB3W\n4l14pqOhUIsAlLKgkAWmMBEoIqZr2rTTAYthR9M7+zRsp6KQ1m2bEcfVuR4pX923n/l6jYfPzpEW\nBVcuLrClMcKU71PX48VSSjzLURwRHYFuGxamMFlPeqzHMcvhgJmgxpQf4JkO60lIKUuarkeiWTuR\nvohJy6KyTDccm0k/wNKZLoMsY9zzGHU9VqKQM2d/l8v2f4D5xghNp8aUdwZ35gI0Kb6Ka559Z78u\nd8u6pzsYzlxDzrzw8H7dvou+ej8q/L68XvrVP8I0DMIsZXenw4mTU7ztUY/j6uUdOioaFsNQpxjC\nnMaInz69mbWkq6x7jrrSGrYu1UFWzY9BXY2ogCDVOUiLglxbAIeP802HxbAHqCuJEvA0UbEEPR+1\nCWyb9TjGMQx2dDrM1mu04phSwrjn4ZqmbrM6pDrZcghRSsuCmqWSIEutqq/ZDsvhoPL5DxMpLcNg\naTBgwvdpJzFxUdxuiNel+97PprpCpg6ylFaSMOI4tJKYrCh54taX/99/iPfyevPVr+fSW26hLCW+\n51C3ncqanBUFj9o0z1oc04oiNtTrrIQqhdQ2TEY9D9+yOKY5UlksI21vjoqCaV8Jg0sJs0HALd0u\nGwKfVqwKXNMwmA2CCoI14fmEeabHGiVxkWPqLIxxT/EsoiynRGortSojhqjsEcdlLY5IioKVKGS+\n0cBAVJkaeVlW4VuuaWq7tnkr2JZAVK6QA4MuY56a6xso7oRiWCgHyFDbIQBHs17SMqui0YX+3QYC\niSLeCgSB7Vbi6LIa8akrcctQwYrDMcMwF6WQRWXZBCUMzXQCtGtuUwGKcole1qNuqch1Q5hac1Vi\nGjZgUpQxQm83yhPWk76KR9ff52FBNNSsDC9ABlmmLcXKRWMIgSVU50IRfdX9SlkikUR5SlpmGr/e\nZ6CFxTNBDYFgyldE3VwW3NRaY9zzWej3mAlqLIUDpoNa9ZkA1Xd8mO8yW6tRSjh18vmAIjaPujXm\ngqdy1fLfc8b0Cw5j7//pqdv31LrnC4wRueFFh/fr9r7psvtR4ffl9b6z/4oXfuUV/MZxx/KlXXu4\nbmWZtbhDmGdVN2DK91kMB3TTlJVIpT+2kj5Np8ZyOGCQpZQSTRaUpGVB0/EwhdDWU3XCH2RZZfVz\nUDPsWLeRY9TPemlKNlT6GwaZhhsthhGPn1fupY/d9HaeffyrOGsOPnzD23BME8s4OP8eXuGOex5L\nh+RClEgWBy3qtqNEYrqrMen5eJal5ttFUc3xQdkTfdO6VXFxXesjPGDsuQBsaTRZCvsVSbGfKgjR\njk6HDbWAT938Vzxt2x/dkx/pPb5e99CLeN1D4Zlf/D3Wooj1KKSu8zlGPY9rV5bpJAl12+EHS4uY\nQuBaFr6lCs6pQKVwnrVxE+0krsZhrmmxIWiwEvfZ3+/x/eVVPMskygumA59+llX25G6qbJsLGrY1\n7F6FmjRZyJJOohJaV6KIUc+ln6qckW6aVoGEgW1Xmp9xXRgkhbKXmsLANg08rSNJyxKhxyu+ZRHl\nuU47dbQ12uKksTnWE1U4l7obYRnKVpporUXd9isRaMZBF5IKMFMn7aGo07eUg8bAwDLM6spfIrEN\nG6mLDQNBJnPCPNadFhvXVK9HareMcpa4LIVrTHjbkUgC6xia9pq2Z1uaqNklkwV5oUSvllEHBIYZ\nYQr1PAIrOmTUqbs1hmJVoEc1vpVh6oJl+HqHhT5lTilLXD1ODfO4KlBWopB+miGRNBxHOXsMs/rs\nJZIRx2Vvr0teKkDZbE0V/bZh6VgCyd5+l709hZUfXhScOnkwUyg7RL9xeMUFLAyuYK72G4f/ZfkF\nWIqDcW8/i5++fg5sqvet9Xe/9B4+dM21dJOEB89s4Nq1RXZ1u/zPvn3c3G5z3foac7UGI47DfGOE\nQZ6xq9tiKewonoDtENgWY65HXqriwBDDmG2Bo68gh4jwoXK8n6VVi9kyjOqAsUEndHbTBFsY/GB1\nlTHX4zM73s1ndrybVpJWz/15Jz6bCd9jyg8qkmNgWUR5xnKo8lRWo4helhJleZU4WSKJddRzqnNW\nVLiVmvGaWtxnCsFyFPLlvX9T/c4HjD2Xq5f/gZX4Mxzb/C3OnP1dHjp9Af+9ZzdxkbMw6DPuuUx6\n/i98cXHo+uT5H+DMTfM4lnJYNHV3ou64zNYbKoQrTitx5KkzM7z3MX/IUSMNztuyFcc0eMSGEzh6\nZJIHjM+xpTHBLd01vre8zI5Ol3aasBrF9NJUOU3SjFFX6TJMIciKUqellniWWe0ncZETZjntJGE1\njomKgn29Pq0k5cBgoPgK+gS+EoV00oRelioLZaG6WUMBcVaUDHI1jmvYjhITl8OxoBIwWxoEl5dq\nJDHuNjC1G8UxLeqWVzlGzFudKNF0TePgiFEMOxJFhdyWQFkNcASWYWEbPmBhCB/TcJQ41bDxLZe0\nzOhlIWEeU0hlpR5zm+RlTj8b4FkOlmHjGAFpsQshbBxjE520h5QpAkfTMT0UoC6llAPWky6DPMYx\nLIakX1MY1G0PAwPfchGHYP4900Wg3DVCqI6MoxNQh2uQx1XhVUrFD1mJIt1NUZ9xUUqEUHHpaZlj\nYDDlK2iX6mJa1WMLWRDmOYuDPvv7fWxDCXTHPY8Jr85Pdh6GgvTDWQfCi+9zxQUA4k7ZVO/xdX8H\n4whcjmmwo7XOaTMnsL3dxjWVhbSTppw4PsZSqPDdP1xd5Te3PZB9g1XdyYiZC0awDZN2GpLqk3ea\nFCq9wzTxTKtqUw4JhMNOw5C8qBDLJqOux7puUQ8BYLO1gP39PpO+T1Tk1G2Lv7vuLXiWqVNYLQZS\ndVyGCZhxUTDuenrEIitb25Du6Fkm20ZHWQoHZHq0Y5sGfR0MZRiqvWwYQpNOC760533kZcmeXo9O\nmlKzD/DyBx1EhL/29Ivulc/uSFqvP+PNcAY855KXYgjBnk4HQwhMw2DEdWnWfEY91Sk4ZWqS1fhq\nztm4jY/ddA37en0et2XAvl6PqxaXGGRqVHDKzDS7Ol2yosC3VXpnP1NX+oMsZzWOWY9jxly3YmQs\naW7GEOLlGkqMGeY5L3/Qn3LRVa+rgrk8y+TZx/82w5PNx256O0UpyYqyiiYf0mlNreNYj2PiPGfU\n9ap9eLbWoJ3Eh5x0Fuhn19DT8eKm6WhomEPNUqwK2/ARuMTFOrksSYqMmqVyPySSOD+YxZMVOUIo\np5al9Rmm4SKETyl7xHmsaKpFpkcTatxgCSW6LrXjxDAMnVrsVFAqKQsN3BrRo8w24+5WIKeQXYRQ\n1lRL+MRFqxp9SCmJiwzPckgLNSayDBO0jmKoMclLpQU5qKVSBYmjww6HsLzhGNXAwDUF63Gkuk5h\nhG0azAY1bWF3qsfkqNHPg6dmNOyvrHJaFBJdMOp5jKcpI44akR4YDDhl4vmH7LkLJEVxh+LOVvI5\n5caxz2f2EPvofW0dyR2M+wuMI3B1k0TZC6XEN00mfI+NtTp1R+UabG74jHs1Hj7jMsgiGrZPzfLY\nWJuoOP+T3hyWsYOa5bEc9aouRmApNkBRysq7n2pHiGMY5FKyFitXRmV3LY2DmGaBFpCVjLkeo45i\nJ5w993t8Yvs71BWmYVYJm/94w0f5nROfw2d3foqarVqqazqnYdR1dSsbbmqtV23vdpTgmKaKODYf\ntwAAIABJREFUn85S8lJSsy1uarUr8WEpwRAw6Xu85IGvvdc+q5+HtWu9hWWrk2CeKefC2ZsVO//K\n/QtsGxvjMXMnsBSu8Zkd2wksi02NOtevrxNmOSOuy/vPeScP/6ffZHHQ54nbtlUOpH6Ws7lRp+k4\nBJaFb5psbtRpJSntRGkzorzQDBZYjWM802J/v897H/MOQBVCb/nuG8iKkqUw4g+/8W42aGjWtK8E\ng2thyHqsckqyomSmFuDoMdzefp/5ep0ozxj3fE4eVyOzOPgKRXk96+l2lSfiTLIhOIVBdg0H+UAG\ndXsTtjEDgJQFJSGiTPDdBts7C8R5zrGjGypbdCcdIIRq+We5YmQMGRuSNguDFuNuDSEEgywmK0vG\n3BpzwcM5EH1bQ78O5vsM8phBFlUFi0TSsGvExbrSmwiTQvaxRBOQlDKnlBmWoeiYjjC0JkQVFcPO\nS1ykcIiN1rdcRAmWzlSJyaqR5VCKJyWsJSESyZRfwzXVxUha5Fy/vsZ6HNN0Heq2TcNx8S2LTppU\no1dLKKvwcLQ55fvquMFBRPzSYMAgz5hvKEvyeZsrWCQAVyx+nnHP5/YYNpft/wDHj03Tz6LbCLzv\nq8s4giuM+wuMI3ANdQvHj42yq9tltlZnaTCgLCWlkAzyjCzscvzonAIECYFrBrSSlnZ9xMRFVu14\nI45LXGSYUlE7U30FqGbiyv5nGYJBptDNllC2P0u7Rob21F6WUpbKuz7quRUt9LSp80nLbzMdBJr4\nmelXMse463HZ/s9W1EOV0Gpr4V6k2Ahphq+dC4M0o59lNA3Bjk6XKd+nl6Vcu7bObC3QzAV1cnjR\nSU/CNE66Nz6in6t11MQ4B/o9Atumb6Skac7+/oCd7RallPTTjO3tfRw/ejSBtYNv7F8gzFIeODVN\nLiUvOPlkAF72qDN45/9cgbENNtZrZEVJP8soylJpKVxXZeJkGSO2XY2+6rZV6Wgauns2LC6G6zWn\nvYnXfutP6A5S3nnm26vbX3b5hXSThJlajbptM+4p4FsvVRqOQmuH+llKVOScNffi6rGWmGLv4IcA\njDg1+lmLKP8ejtbomKIGyKq4AChkiygP1ejItpmvT1LIgrW4SyuJqNl2VZwPc1AatrJ0uqYi53qm\nxXpyMCSwYXt4psNq8h2tbbDppiFNO6CXRdiGSS+N8CxHQanKgm6qsjtMDIRh0Eq6SNmnlCXjboNC\nlsgyVV2DMteOkgTfdMmlVKJVYD0ZUEg1rvKkTVLqzobQYyHdwQwsC1MY9DNlMR/qVoY6iOvXVwhs\ni15qMO56eJalBdcqCdYzTYpSIoXKgJn0A1zTZKAD45qOqwMaU1bjiAdNTrGpNsGE92u32V/X45jZ\nWoNr1i6pOhtXLf89gWUz6nq3yiu5r68jXYNxv4vkCFuPu/h5lFJy9NgY585vwjMtjhsbr5TgtmHy\n9YV9bB0Z4ZjmGIHpVoLOtWTAbDCKb6pZuDpIKUV4P4sYZBmDLGUtjpjyg0rTEBdFpeC3tKd6zPVo\nHoKBtk2TfprSTVPCPGPMVTN9xzQ5Y/oFfOrmvyIvJU3XqRDMW0aarMURca7aqGfN/RrfXfkiI47H\nsc1z+Pyuf2cxDFkKQyZ9j+Uwpm6r4DZDiNt0Jl5y2R9imybvOesv79kP5Qhej/7Es/A9h34/UjZK\n2yLPcvI0x3ZtgppHluXUPRfbNJkKApUkmuVM6VjvfprQSRKarsu/PeGD1baf/oUX04qV0HPzSJO3\nPeqx1Ozzuan9MX7nc//F3HiTc7dsqeyrYZ7TSVLqtkXTdSrh4NB5YumTWS/LeM1pb7pTr/P8Tz+f\nvzr7HGaDMfb219jT67IYhjRdh5UwYjmKmAkCfu/kP7nV43b1/gVAWywNDaSysITBIE8YcZpcsuca\nTp/exJhbp5/FakxQ5PTzmHYSV1kohU4edkyTQDtUOmlMnKsTdFqWeHq0OHSkhHnOuOvhaMy4Zzr0\ns4huGuGYJmNunSnvDOLievYPlhlxAoqyZNQdoZv2qR3Co/BM5yAFFKX/iLWTpZ9F1WtLilSPSXIC\ny6WV9HFMS8W+6+OIAI3wVt9vx7ArC/vQIm4LFUOwt9cl0PkkAO0koUR1Q5uOS12POuI8r9Dtt3Ta\njLlKyDrIMiZ8n+8uLbFtdJTAUmPa06YuuM3nfNn+D7CpPoJrKiDYjS0FiWynCWlR8Ixjn8WRzEy6\np10k3qYROf/7Dzus+978J5fe7yK5r69uN6Q5ElCzlcVwyverKwzLNBjkGY+e28T+fo+b2y1mghp1\n26GUirI5nLWOOtvY2b2SMTeoDvRD5fehIVKWMDBFSViWuphQ6ZmWYVTpkyWyugIVgsoFMgQYAUx6\nPoM8q2xnUV6wp9fRCn+Vi/Dx7Qr8FGY5X1/4KE3HYdxzGXMd1uOkYh4cCEP+/OF/cZv35s4kgt4X\n1ssuv5AkTMiSDMdz+PUTj2dbc4TdvT47O10W+z0GWUYIND2PtTBkX7dL3XEY9z3+9tx3ASryPe72\n+e+nfLja9pkffyae51B3HJ52/PFctncv/+8bX+b955yvNBx1n+Ven+8tLfEbxx1bda6ysiTRJ9aO\nFnbahlGFn63Hye0Grt3R+uKT/4nHXfw8BPC+X/plnrDlybTTH/CF3TcSWBZbGw329Pq3edzWxjNY\nCP9DQ5/QFNKcRH8fVqIVHjozz2LYYTXuMeoEpKVKMc00zVLqLoltGjQcl/Ukop0kTPg+UZZjmya2\ntmRnpXJaTPkBTcfnlImz2Df4psKBFxntvI9EsqUxhWOM0M/W6WfXEBcpN7ZWma+PMOJ4LIVr2IbJ\nepJiGQrPPQSE1e2ArMywDRsfJfIbdhyyMqeUFnGeUsiSKAfHVLcPU1yHeoikUFjwKM8Ic/XeFWVJ\nYNt4pkVpSK15KbGMoupI2ZotYghRaWEsYVC3HXJZ0kri6vau5q0YwLbRURwt7Ly94gJg68goljBZ\njVWgXaGdcL5p8ZSjX3mn95v7wrq3BJyHs+6wwBBC/CPwRGBZSnmyvm0c+FdgK7ALeJqUsiXUK30P\nKgglRJG+vvd/89R/MVeZF4y4LllRsKPbZdR1qdlKxR7mqbacGhw7OlEpxTupomjGeU4vizCEwf7w\nR2xuTCClusoJLBfLMNjV7WCg7H6GIaoD6DDt0tR4726aYB6CXJZSPUZKKhuoukLL+PANbyOXqnsR\nZiquu+k41GyHx256Ev94w0erUYghFBHUKKCf5ayEqu28HsfV7wZ48f+8sjoB3r9uf733Me/gUXue\nQa3m4Zgm16+uqewPYegRRsHGhhIULg8GjHoeealEkpOaSwDwz4//m1tt95x/ezaGYXDpUz/Ccy55\nKZ/+8Y9ZDUPO3XoUT/rcCxlxXL745H+q7r8af5ZBFiPlAbppxiDN6CSp1iwYNAIH2yhZjxOuXV66\n3dfy4v95JaOex9JgwD/98qu5vavUYQH01M//LseMXcsJ46Ps6qoT44Tn8oKTH8yrvvlqThof43kn\n/nH1uLngqVy9/A9sbowzyOMKmLWx9kgA9g+uQCB0h6+jNQMwE9SrcV9aFrTThMVyQD/LmfQ8RhyH\nM6Yfg5QRSbGAbTQpicjLlG46ICkzvrf6JR4yed6tXkdc3EQ7aVGYCoEvkazGXZqOS0OHsA0dLY5Q\n8K4hBdQSJmmR4poNCqkC45Cqm6GEm6oQsAwLU5aVzmqQpazHEU3XpZum1fcMqIBonmVRCEXXlEgW\nBj2+s7SMqcekQDVetQ2Dbc0RHNNikKlCcjg22tXp4pgme3p9Hjg5Xlna72h9+Ia3cfrMBk4efy7z\ndfi7697CCx/wmsN67H133XsOkcNZdzgiEUKcBfSBjx5SYLwdWJdSvlUI8WpgTEr5x0KIXwFehiow\nHga8R0p5h/2b+0ckt15nffK3mKwrhfYFD3ogD57coEFUnmqFCrNqwXqmzXz9TJJiB99duZ7ZWgNL\nmLSSkPn6BLksGGQxrUSlNg4JnWGekRaFtgQqLoFnmbimYhsMYV6lVAeVqCjwTZVZYOsoa9NQVyZD\nBwAoSFIhSy2+G2AJQZQX9LK0yktpOg5xXmhSZMHGeo1uqlwKuZRc9LA/49VXvOYuXene19YjP/p0\nNow1aXoepZQ8cGqSTpKyFkVMBgH9LKVm2QzyjDVdzDU9j7c84rYdIlAjuiTNsG2LS5/6ker2l11+\nIQu9Hq5l4ls2/TTBs2w+8rj3Amqffe2Zj+CbC4ushiGtOKq0Doa2jD5kZob9/QF122YtinAtiyTP\nCWyb6cBnY71GpPeLoiz5cbtDWwuCJwIVtrWxXuchU1NsaYxSUvKN/fvY0e1Rty1OGh9XzibLJiry\n27niXSApbuFrCz/k2NEJPnzDj3jBA05hOeqxFkXERa75GCqKfNxTYLH1OGI9Toj0iMDVUeUPmpxk\nJYroZyl12+HE8Uk21TYhSTFEA4M6ljHGSnwVK1FXEyt9LdpUdEzfVAFovTTBECr8rESJIktZUrd9\nwjyh6QRVzHuYJ3pcIsllUeHK87LANJQtN8wTHejmEFgenbSvw+qiqrvQz1LSsmRpMMC3LRxt123p\nsdANa63q5DVMzwU4YWyMCd/XsQCpjh1QYtGkKLi53aaXZRzTHLnT1vBL972fQZby60f9wZ163JGy\n7ukRib+pKbe+4hGHdd8bX3XJkTcikVJ+TQix9Sdu/nXgbP3vjwBfBf5Y3/5RzSf/lhBiVAgxK6U8\ncHc94V/09Zh/+S18V1kxhRB0k1Sryv3qoGEKQ6WSCoFpmKTFLtbixUoN3s0jXNOkl0XVQaluO9zY\nWiUtCrppiW0ahNoJEOeFHq9oxb+em7umQS9VxL5WkmJp/PKE52Jq66hvqYNSTQv5oiKnKEt6+irW\n0rP54YEqK9TPbMPAs0xyKZn0PdbihIse9mfV+3B/cXF4a2XfOo26j20adJOEHbZNK4540PQ03TSj\nFcW4dYsdrRYjjnuHY6YkzTAt8zbK9Pc+5h1ccOkrSIqcpUGfmq1Q28/60kv4xHnvZ/P4KFceWKST\nJPTTlIbrcvLkJCthhGeZbF9vcXOrTVIU7G63Of/oo5gOfPb3BzRdh3HXUyOGIiJDdbdOnhjnwVPT\ngCJATvkj2MJid3+FkpJemnLq9DQb63XW4ogv7drNxobKN3n0xjm+vPdv+OX53wegl32B7e0D+JbN\nUc1RkiLj3E2b2Ntvk2l4V1qW2NqGOiThFhq133BsylTZZRu2cswAhHl2yKjAQFLgGsciyQGTVvLd\nipthCGgnStQZaLHrIFfagqG+YTnqUrcVWbOfJezsrnF0c5IwT6rv/TD8zzSMg8mzuouRFTntRAWb\nmcKgECUtDRdbCvt4lsVaHFXaKpViq+y+wwsH37ToZSkNx2Y5inFNA0rFzBl1Xc7d9BJubH+MH64e\nqHg7nTRlVOuvhnkwP1pr8bRtd25/VhDAlA/f8LZbdaHuXz9lCRB3QxbJ/9W6qxqMmWHRIKU8IISY\n1rdvBPYecr99+rbbFBhCiBcBLwLYrC1z9y+4/Bkf57S/fTLHb50lyQv++frrObrZxLNCJryApMiR\nhtJCDP33+wa7dRKprPIhwiInLpQ+whQGc7Vx1qJ9jLouTdeinST0sxxfA6w6aUonHUJ1VAy3ax6c\nnce5wntb+gCyIfApRYnMJGtJgiUETcdh/2CgiyDB3m4X1zTppglHjY5SSjUeGUZ3Z/nBNu2hxcXP\n91rglV9/N+969Nvv+K7/y/X8L7+co0/YyIjrMuK6eJYqLkzDwDNNMlMF2O3utHn43EZefdobq8e+\n9btvvNX/h+vyZ3ycp3/hxfzR6be90PmHx76n+vcTP3sBeSn5jycqUejutRYLvR7HjU8Q5RnzzREe\nsWGWUyZOwjEfwVM+9yIKWTJXbzBTq9HNMpxE6X1s7VbqJsqePFuvqfRWy6GhcfFNJ2CQKV5E01Ho\n7Pn6OPsH68zW6pw0PsPObk85kkyTs+bOwRQnVM+3Yf8KneT9fHX/fk4aG2NUk0GzQ2izRVlSoJHa\nujAeip4NIZjxA5quywljM4y7UzjGUTxsxkDKjJIIU4yQly3Wk2u4vnVABbgZZtU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6AAAg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Rk3PavemmXzETTUMP3rSo1G1pgqpAYv4Jv923RdXRtN/NxOuPIBtC4DbrxcU2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\nWpmuYCgTJvu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tVbh3foZWpJ9kelJtgDtmphjyCjx9/FQ8s/cAswk68e0IIdjlz5OkKa045Jzh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_ndvi = ndvi.mean(axis=0)\n", "max_ndvi = ndvi.max(axis=0)\n", "min_ndvi = ndvi.min(axis=0)\n", "range_ndvi = max_ndvi - min_ndvi\n", "std_ndvi = ndvi.std(axis=0)\n", "\n", "# set up a dictionary\n", "datasets = {\"mean NDVI 2009\":mean_ndvi,\\\n", " \"max NDVI 2009\":max_ndvi,\\\n", " \"min NDVI 2009\":min_ndvi,\\\n", " \"NDVI range 2009\":range_ndvi,\\\n", " \"std NDVI 2009\":std_ndvi} \n", "\n", "vmax = {\"mean NDVI 2009\":1.0,\\\n", " \"max NDVI 2009\":1.,\\\n", " \"min NDVI 2009\":1.,\\\n", " \"NDVI range 2009\":1.,\\\n", " \"std NDVI 2009\":0.25} \n", "\n", "# plotting loop\n", "\n", "for k in datasets.keys():\n", " # note the order is not maintained\n", " # from when we set up the dictionary\n", " plt.figure(figsize=(10,4))\n", " plt.title(k)\n", " plt.imshow(datasets[k],interpolation='none',\\\n", " cmap=plt.get_cmap('YlGn'),vmin=0.0,vmax=vmax[k])\n", " plt.colorbar()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mean and max NDVI is pretty much what you would expect (MODIS NDVI, Nov-Dec, 2007 shown here):\n", "\n", "![MODIS NDVI, 2007](http://upload.wikimedia.org/wikipedia/commons/thumb/a/a9/Globalndvi_tmo_200711_lrg.jpg/640px-Globalndvi_tmo_200711_lrg.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "but again we see the large variations in NDVI in the Northern Hemisphere." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.5 Solar Radiation " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One common use for albedo data is to calculate the amount of absorbed solar radiation at the surface.\n", "\n", "In this section, we will build a model and dataset of downwelling solar radiation.\n", "\n", "We can build a *simple* model of solar radiation:\n", "\n", "Incoming solar radiation, $A$, ignoring the effect of the atmosphere, clouds, etc is given by\n", "\n", "$$\n", "A = E_{0}\\sin\\theta\n", "$$\n", "\n", "where $E_{0}$ is the solar constant (given as $1360Wm^{-2}$), and $\\theta$ is the [solar elevation angle](http://en.wikipedia.org/wiki/Solar_elevation_angle#Solar_elevation_angle). The solar elevation angle is approximately given by\n", "$$\n", "\\sin \\theta = \\cos h \\cos \\delta \\cos \\varphi + \\sin \\delta \\sin \\varphi\n", "$$\n", "\n", "where $h$ is the [hour angle](http://en.wikipedia.org/wiki/Hour_angle#Solar_hour_angle), $\\delta$ is the [solar declination angle](http://en.wikipedia.org/wiki/Position_of_the_Sun#Calculations) and $\\varphi$ is the latitude. The solar declination can be approximated by\n", "\n", "$$\n", "\\delta = - \\arcsin \\left [ 0.39779 \\cos \\left ( 0.98565 \\left (N + 10 \\right ) + 1.914 \\sin \\left ( 0.98565 \\left ( N - 2 \\right ) \\right ) \\right ) \\right ]\n", "$$\n", "\n", "where $N$ is the day of year beginning with N=0 at 00:00:00 UTC on January 1\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have the latitude associated with the dataset from knowing that latitudes stretch from -90 to +90 degrees at 0.5 degree intervals, and longitudes go from -180 to 180 degrees at 0.5 degree intervals. We can use the `meshgrid` method to create the two 2D arrays from vectors of the dimensions.\n", "\n", "We note that one of the big advantages of using arrays is that we can do operations on many grid cells simultaneously just by virtue of using arrays of the right shape(s). In this case, we will apply a series of calculations to all the grid cells in the albedo dataset in just one go. We could do this with loops, but netsting loops in Python for large datasets as is the case here is very inefficient. Numpy arrays allow us to do away with all this." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:08.049399Z", "start_time": "2017-10-24T19:15:08.037019Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(360, 720)\n", "(360, 720)\n" ] } ], "source": [ "lon, lat= np.meshgrid(np.arange(-180 + 0.25, 180+0.25, 0.5), \n", " np.arange(90 - 0.25, -90, -0.5))\n", "print lat.shape\n", "print lon.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quick sanity check plotting: longitude *should* increase from left to right, and latitutde should increase from bottom to top:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:10.326916Z", "start_time": "2017-10-24T19:15:09.811910Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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JfAKIfofoc8zR8jpevNO+6dSNJNWxXatuMvOJiLgJeHNmfqo0PxsRXwb+oeyPAYt6XrYQ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\ncga9JM1yBr0kzXL/BytSw7l7EymQAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lon, interpolation=\"nearest\")\n", "plt.figure()\n", "plt.imshow(lat, interpolation=\"nearest\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:12.551149Z", "start_time": "2017-10-24T19:15:12.131208Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape of vis.mask (12, 360, 720)\n", "(360, 720) (360, 720)\n", "(360, 720)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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blXM8PO9tz19O4fefml6yNNUm6On+/lPT2fOXUzJJu926d+SonydeBYJ69dpC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\njNJJOjt9j/EzeHiO3XgNoxt45JbJ7DG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The boolean mask is stored as vis.mask\n", "print 'shape of vis.mask',vis.mask.shape\n", "\n", "# we want a single time slice so mask[0]\n", "print vis.mask[0].shape,lat.shape\n", "\n", "lat = ma.array(lat,mask=vis.mask[0])\n", "\n", "print lat.shape\n", "\n", "plt.figure(figsize=(10,4))\n", "plt.imshow(lat)\n", "\n", "plt.title('latitude')\n", "plt.colorbar()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "for day of year `N` then, we have a formula for solar declination.\n", "\n", "Approximating `N` for each month by an average:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:15.431188Z", "start_time": "2017-10-24T19:15:15.423714Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 15.21875 45.65625 76.09375 106.53125 136.96875 167.40625\n", " 197.84375 228.28125 258.71875 289.15625 319.59375 350.03125]\n" ] } ], "source": [ "# mean days per month\n", "av_days = 365.25 / 12.\n", "half = av_days/2.\n", "N = np.arange(half,365.25,av_days)\n", "print N" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### rad2deg, deg2rad, cos, sin, arcsin, arccos, pi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we can approximate the solar declination as:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:17.366438Z", "start_time": "2017-10-24T19:15:17.104702Z" } }, "outputs": [ { "data": { "text/plain": [ "(0, 365.25)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t0 = np.deg2rad (0.98565*(N-2))\n", "t1 = 0.39779*np.cos( np.deg2rad ( 0.98565*(N+10) + 1.914*np.sin ( t0 ) ) )\n", "delta = -np.arcsin ( t1 )\n", "\n", "plt.plot(N,np.rad2deg(delta))\n", "plt.xlabel('day of year')\n", "plt.ylabel('solar declination angle (degrees)')\n", "plt.xlim(0,365.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we might think the formulae a little complicated, the translation from the formula to numpy code is really very clear and readable. In particular, by having `N` as an array object, we are able to apply the formulae to the array and not have to obfuscate the code with loops.\n", "\n", "Note that the formulae above are given in *degrees*, but trignometric functions in most programming languages work in *radians*.\n", "\n", "In numpy, we can use the functions `deg2rad` and `rad2deg` to convert between degrees and radians and *vice-versa* (alternatively, multiply by `np.pi/180.` and `180./np.pi` respectively).\n", "\n", "The trig functions cosine and sine are `cos` and `sin` respectively, and their inverses `arccos` and `arcsin`.\n", "\n", "For our solar energy calculations, we will set the 'hour angle' to zero (this is solar noon), so:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:20.054809Z", "start_time": "2017-10-24T19:15:20.051582Z" } }, "outputs": [], "source": [ "h = 0.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To estimate the solar elevation angle then, we need to include the latitude. At present, we have an array `lat` for latitude and `N` for day of year:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:21.291065Z", "start_time": "2017-10-24T19:15:21.283600Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lat: (360, 720)\n", "N: (12,)\n" ] } ], "source": [ "print 'lat:',lat.shape\n", "print 'N:',N.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "what we need is `lat` and `N` in the full 3-D array shape `(12,360,720)`.\n", "\n", "There are various ways to do this, but a simple one is to just use `np.mlist` with an extra (time) dimension:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:23.106767Z", "start_time": "2017-10-24T19:15:22.994189Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------ latitude ------\n", "(12, 360, 720)\n", "------ longitude ------\n", "(12, 360, 720)\n" ] } ], "source": [ "\n", "dd = 0.5\n", "month,lat,lon = np.mgrid[0:12,-90+dd/2:90+dd/2:dd,-180+dd/2:180+dd/2:dd]\n", "print '------ latitude ------'\n", "print lat.shape\n", "print '------ longitude ------'\n", "print lon.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### def: functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this point, we might consider it useful to write a *function*. We have used an *example* of this above, but go into it in more detail now.\n", "\n", "These are of the form:\n", "\n", " def fn_name(args):\n", " ...\n", " return value\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:25.309706Z", "start_time": "2017-10-24T19:15:25.299690Z" } }, "outputs": [], "source": [ "def declination(N):\n", " '''Calculate solar declination (in degrees)'''\n", " t0 = np.deg2rad (0.98565*(N-2))\n", " t1 = 0.39779*np.cos( np.deg2rad ( 0.98565*(N+10) + 1.914*np.sin ( t0 ) ) )\n", " delta = -np.arcsin ( t1 )\n", " return np.rad2deg(delta)\n", "\n", "\n", "def solar_elevation(delta,h,lat):\n", " '''solar elevation in degrees'''\n", " lat = np.deg2rad(lat)\n", " delta = np.deg2rad(delta)\n", " h = np.deg2rad(h)\n", " sin_theta = np.cos (h)*np.cos (delta)*np.cos(lat) + np.sin ( delta)*np.sin(lat)\n", " return np.rad2deg(np.arcsin(sin_theta))\n", " " ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:27.466914Z", "start_time": "2017-10-24T19:15:27.395134Z" } }, "outputs": [], "source": [ "# create numpy arrays of the right shape\n", "# using meshgrid for simplicity\n", "\n", "N, lat, lon = np.meshgrid(np.arange(half, 365.25, av_days), \n", " np.arange(90 - 0.25, -90, -0.5),\n", " np.arange(-180 + 0.25, 180+0.25, 0.5), indexing=\"ij\")\n", "\n", "\n", "# zeros_like creates array of the same shape as N here (or, lat or lon)\n", "# filled with zeros. Similarly ones_like\n", "h2 = np.zeros_like(N) + h" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:30.072746Z", "start_time": "2017-10-24T19:15:29.281465Z" } }, "outputs": [], "source": [ "# now put these things together\n", "\n", "# copy the arrays, so we don't overwrite the data\n", "\n", "delta = declination(N)\n", "e0 = 1360.\n", "sea = solar_elevation(delta,h2,lat)\n", "sin_theta = np.sin(np.deg2rad(sea))\n", "rad = e0*sin_theta\n", "# threshold at zero\n", "rad[rad < 0] = 0.0\n", "\n", "incoming_rad = rad\n", "# now mask this with data mask\n", "rad = ma.array(incoming_rad,mask=data.mask)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:15:31.805270Z", "start_time": "2017-10-24T19:15:30.980505Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8NlLs443XiQ0YCS93l/iyZq+rom3Sx8+JMl5vw6Tj9b0K8spShBOlnLqMS3OQ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\nPyW+NtMg5oiMMA9N/lPkSczh8UrynsV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M3QNBX7B6S6aNTkgd+dblcOThTJFa5Gpj2dtAif818yfA/ar6mKr+DrgS+E/A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\nvPGzcoR6aUeFG8Vph1YaAXF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot to visualise the data and see it looks reasonable\n", "\n", "plt.figure(figsize=(10,4))\n", "plt.title('Jan')\n", "plt.imshow(rad[0],interpolation='none',cmap=plt.get_cmap('jet'))\n", "plt.colorbar()\n", "\n", "plt.figure(figsize=(10,4))\n", "plt.title('Jun')\n", "plt.imshow(rad[5],interpolation='none',cmap=plt.get_cmap('jet'))\n", "plt.colorbar()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sort of application really shows the power of manipulating arrays." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E3.5 Exercise: Solar Radiation Code: A chance for you to get feedback" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the section above, we have developed some code to estimate solar radiation and we have packaged some of it into functions.\n", "\n", "**In a file called `python/solar.py`, develop some Python code that will**\n", "\n", "1. Read GlobAlbedo data `DHR_SW` (shortwave directional-hemispherical reflectance) into a masked array `data` \n", "2. Generate a spatial Solar Radiation dataset `rad` of the same shape as `data`\n", "3. Calculate the amount of solar radiation *absorbed* at the surface (W m^-2)\n", "4. Calculate the *latitudinal total* absorbed radiation for each month (W m^-2)\n", "5. Calculate the *global total* absorbed radiation power for each month (W)\n", "\n", "Where appropriate, produce images, graphs and/or movies of your results.\n", "\n", "Comment on the patterns of absorbed solar radiation that you see.\n", "\n", "All of your code should be commented as well as possible. \n", "\n", "It should indicate which parts of the code you have simply taken from the material above and which parts you have developed yourself.\n", "\n", "If possible, use an `ipython` notebook to illustrate your code and its operation. As a miniumum, submit your code and examples of its output. \n", "\n", "If possible, wrap your codes into functions to group things that belong together together.\n", "\n", "You will probably want to save the arrays you generated (`np.savez`) so that you can show your results later.\n", "\n", "Hints: \n", "\n", "- *All* of the code you need for parts 1. and 2. can be found in the material above ... you just need to put it together\n", "- Recall that albedo is the proportion of radiation *reflected*.\n", "- Recall that in a lat/long projection the area represented by each pixel varies as a function of latitude.\n", "\n", "We will *not* release model answers for this exercise at present. \n", "\n", "Instead, we would like you to complete this exercise over the coming week and submit it by the following Monday morning. If you do this, there will be sessions run in (extended) office hours (11-12 Thursday, 4-5 Thursday, 9-10 Wednesday) when you will bve given feedback on your submission. To get the most out of these feedback sessions, it would be adviseable to request a time slot (You should be getting a doodle poll email to that effect)\n", "\n", "We *strongly* recommend that you attempt this exercise on your own. Given the amount of material you are given here, this should be achievable for all of you.\n", "\n", "This work does *not* form part of your formal assessment. Instead it is intended to provide you with an opportunity for feedback on how you are getting on in the course at an early stage. So, you are *not* required to do this. If you do not though, we cannot give yuou feedback.\n", "\n", "Come along to the feedback session prepared to *explain* how your code operates and how to run it (one reason why a notebook would be useful if you can manage that).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.6 Saving and loading numpy data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### savez, load" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we have gone to lots of effort (well, lots of processing time) to do some calculation, we probably want to save the result.\n", "\n", "In numpy, we can save one or more numpy arrays (and similar data types) with `np.savez()`.\n", "\n", "So, e.g. to save the arrays `data` and `rad`:" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:04.957665Z", "start_time": "2017-10-24T19:07:04.772097Z" } }, "outputs": [], "source": [ "import numpy as np\n", "# there is a problem saving masked arrays at the moment, \n", "# so convert and save the mask\n", "np.savez('data/solar_rad_data.npz',\\\n", " rad=np.array(rad),data=np.array(data),mask=data.mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To load this again use `np.load`, which returns a dictionary:" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:06.517556Z", "start_time": "2017-10-24T19:07:06.448344Z" } }, "outputs": [], "source": [ "f = np.load('data/solar_rad_data.npz')\n", "data = ma.array(f['data'],mask=f['mask'])\n", "rad = ma.array(f['rad'],mask=f['mask'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### loadtxt, savetxt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an aside here, we note that numpy also has convenient functions for loading ASCII text (which is much simplerto use than the methods we learned last session, but you need to know how to do it from scratch if the data format is very awkward).\n", "\n", "That said, we can deal with some awkward issues in a dataset:" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:09.425034Z", "start_time": "2017-10-24T19:07:09.263030Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Heathrow (London Airport)\r\n", "Location 5078E 1767N 25m amsl\r\n", "Estimated data is marked with a * after the value.\r\n", "Missing data (more than 2 days missing in month) is marked by ---.\r\n", "Sunshine data taken from an automatic Kipp & Zonen sensor marked with a #, otherwise sunshine data taken from a Campbell Stokes recorder.\r\n", " yyyy mm tmax tmin af rain sun\r\n", " degC degC days mm hours\r\n", " 1948 1 8.9 3.3 --- 85.0 ---\r\n", " 1948 2 7.9 2.2 --- 26.0 ---\r\n", " 1948 3 14.2 3.8 --- 14.0 ---\r\n", " 1948 4 15.4 5.1 --- 35.0 ---\r\n", " 1948 5 18.1 6.9 --- 57.0 ---\r\n", " 1948 6 19.1 10.3 --- 67.0 ---\r\n", " 1948 7 21.7 12.0 --- 21.0 ---\r\n", " 1948 8 20.8 11.7 --- 67.0 ---\r\n" ] } ], "source": [ "!head -15 < data/heathrowdata.txt" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:11.900839Z", "start_time": "2017-10-24T19:07:11.364997Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 785)\n" ] }, { "data": { "text/plain": [ "(1970, 1990)" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u0FkkJpI1zBhE/LMtx5rIyDi3M8T5nerGXkRPKUAAWT8kEx0+T18tK25jwqlD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\npVAO8j2dHvjsRubPKr3vGkBbUwNSwsFjJwPlVurEIRpRBaem87SrBWE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read sun hours from the heathrow data file\n", "\n", "filename = 'data/heathrowdata.txt'\n", "\n", "# In this dataset, we need to know what\n", "# to do when we get '---' in the dataset\n", "# so we set up a \n", "# translation dictionary\n", "def awkward(x):\n", " if x == '---':\n", " return np.nan\n", " return x\n", "\n", "trans = {6: awkward}\n", "\n", "# skip the first 7 rows\n", "# use the awkward translation for column 6\n", "# unpack gets the shape the right way around\n", "sun_hrs = np.loadtxt(filename,skiprows=7,usecols=[0,1,6],converters=trans,unpack=True)\n", "\n", "print sun_hrs.shape\n", "# plot decimal year and sun hours\n", "plt.plot(sun_hrs[0]+sun_hrs[1]/12.,sun_hrs[2])\n", "# zoom in to 1970 to 1990\n", "plt.xlim(1970,1990)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can save this to a text file with:" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:14.214711Z", "start_time": "2017-10-24T19:07:14.208191Z" } }, "outputs": [], "source": [ "header = 'year month sun_hours'\n", "# note, we transpose it if we want the data as columns\n", "np.savetxt('data/sunshine.txt',sun_hrs.T,header=header)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# year month sun_hours\r\n", "1.948000000000000000e+03 1.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 2.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 3.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 4.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 5.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 6.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 7.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 8.000000000000000000e+00 nan\r\n", "1.948000000000000000e+03 9.000000000000000000e+00 nan\r\n" ] } ], "source": [ "!head -10 < data/sunshine.txt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## E3.6 Exercise: awkward reading" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The file `data/elevation.dat` look like:" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:18.649966Z", "start_time": "2017-10-24T19:07:18.336376Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2013/10/8 00:00:00 -44.2719952943\r\n", "2013/10/8 00:30:00 -43.5276412785\r\n", "2013/10/8 00:59:59 -41.9842746582\r\n", "2013/10/8 01:30:00 -39.7226999863\r\n", "2013/10/8 02:00:00 -36.8452198361\r\n", "2013/10/8 02:30:00 -33.459799008\r\n", "2013/10/8 03:00:00 -29.6691191507\r\n", "2013/10/8 03:30:00 -25.5652187709\r\n", "2013/10/8 03:59:59 -21.2281801291\r\n", "2013/10/8 04:30:00 -16.7272357302\r\n" ] } ], "source": [ "!head -10 < data/elevation.dat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Write some code to read these data in using np.loadtxt**\n", "\n", "Hint: You will need to write a function that decodes column 0 and 1, for example:\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "ExecuteTime": { "end_time": "2017-10-24T19:07:20.326768Z", "start_time": "2017-10-24T19:07:20.320788Z" } }, "outputs": [], "source": [ "def col0(x):\n", " # interpret column 1 as a sort of\n", " # decimal year\n", " # NB this is very rough ...\n", " # not all months have 30 days ...\n", " y,m,d = x.split('/')\n", " dec_year = y + (m-1)/12. + (d-1)/30.\n", " return dec_year\n", "\n", "# translation ... just for column 1 here\n", "# you'd need to define your own for column 2\n", "trans = {0 : col0}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced and Answers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you feel comfortable with the contents of this session, or simply would like something a little more challenging, examine the notes in the [advanced](advanced.ipynb) section.\n", "\n", "Answers for the [exercises](answers.ipynb) in this session are available, as are the [answers for the advanced section](advanced_answers.ipynb)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "nav_menu": {}, 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