{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": "true" }, "source": [ " # Table of Contents\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5. Function fitting and Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In today's session, we will be using some of the LAI datasets we examined last week (masked by national boundaries) and doing some analysis on them.\n", "\n", "- [5.1 Making 3D datasets and Movies](#5.1-Making-3D-datasets-and-Movies)\n", " First, we will examine how to improve our data reading function by extracting only the area we are interested in. This involves querying the 'country' mask to find its limits and passing this information through to the reader.\n", "\n", "- [5.2 Interpolation](#5.2-Interpolation)\n", " Then we will look at methods to interpolate and smooth over gaps in datasets using various methods.\n", "\n", "- [5.3 Function Fitting](#5.3-Function-fitting)\n", " Finally, we will look at fitting models to datasets, in this case a model describing LAI phenology." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.1 Making 3D datasets and Movies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First though, we will briefly go over once more the work we did on downloading data (ussssing `wget`), generating 3D masked datasets, and making movies.\n", "\n", "This time, we will concentrate more on generating functions that we can re-use for other purposes.\n", "\n", "### 5.1.1 Downloading data\n", "\n", "We can download data from the MODIS server. The URL for this is [http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/](http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/), and you can see that inside that URL, we have a folder per time step. Inside that folder, all the files for each of the land tiles are present. Currently, you need an username and password to access this folders, which you can [register for here](https://urs.earthdata.nasa.gov/). You should then be able to click on the links and see and download individual files.\n", "\n", "Let's try to write some Python code to download individual files. The code will try to do the following:\n", "\n", "1. Open the URL [http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/2013.02.18](http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/2013.02.18), and retrieve the HTML content using the `requests` package\n", "2. Parse the content of the HTML to extract the URLs from all the available links using the BeautifulSoup package.\n", "3. Check that the files have our tile of interest, as well as end in `.hdf`\n", "\n", "Let's see how this works..." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:33:11.031571Z", "start_time": "2017-11-21T19:33:10.625437Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T15:12:35.955924Z", "start_time": "2017-11-14T15:12:28.337959Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MCD15A2H.A2013049.h31v11.006.2015256194138.hdf\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda/lib/python2.7/site-packages/bs4/__init__.py:181: UserWarning: No parser was explicitly specified, so I'm using the best available HTML parser for this system (\"lxml\"). This usually isn't a problem, but if you run this code on another system, or in a different virtual environment, it may use a different parser and behave differently.\n", "\n", "The code that caused this warning is on line 174 of the file /opt/anaconda/lib/python2.7/runpy.py. To get rid of this warning, change code that looks like this:\n", "\n", " BeautifulSoup([your markup])\n", "\n", "to this:\n", "\n", " BeautifulSoup([your markup], \"lxml\")\n", "\n", " markup_type=markup_type))\n" ] } ], "source": [ "\n", "\n", "# The following two modules allow you to...\n", "import bs4 # Parse HTML data\n", "import requests # Get data on the internet using an URL\n", "\n", "the_url = 'http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/'\n", "tile = \"h31v11\"\n", "dates = \"2013.02.18\" # Eg.\n", "\n", "r = requests.get (the_url + dates)\n", "if not r.ok:\n", " print \"Problem!\"\n", "html_content = r.content\n", "\n", "soup = bs4.BeautifulSoup(html_content)\n", "for link in soup.findAll(\"a\"):\n", " fname = link.get(\"href\")\n", " if fname.find (tile) >= 0 and fname.split(\".\")[-1] == \"hdf\":\n", " print fname\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1.2 Read multiple dates\n", "\n", "The previous code is OK for a single date, but we can make it even more useful if we stick it in a function to download data for a particular date. \n", "\n", "We might want to check that the date is a valid date for the particular dataset that we're targetting...." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T15:11:23.334952Z", "start_time": "2017-11-14T15:11:02.096011Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006//2013.02.18/MCD15A2H.A2013049.h31v11.006.2015256194138.hdf\n", "There was a problem obtaining the URL http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/2013.02.19\n", "None\n" ] } ], "source": [ "def get_modis_fname ( modis_product_url='http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/',\n", " tile=\"h31v11\", date=\"2013.02.18\"):\n", " \"\"\"Get the URL for a MODIS Coll5 HDF file for a given tile and date.\n", " \n", " Parameters\n", " -----------\n", " \n", " modis_product_url: str\n", " A valid URL that points to the MODIS product\n", " tile: str\n", " A tile in MODIS parlance (e.g. \"h17v03\")\n", " date: str\n", " A date, in year.month.date\n", " \n", " Returns\n", " --------\n", " \n", " Either a full URL to download, or None if the e.g. \n", " the date isn't available.\n", " \"\"\"\n", " import bs4\n", " import requests\n", " \n", " r = requests.get ( modis_product_url + \"/\" + date )\n", " if not r.ok:\n", " # A problem was found. Warn the user and return None\n", " print \"There was a problem obtaining the URL %s\" % ( the_url + date )\n", " return None\n", " html_content = r.content\n", "\n", " soup = bs4.BeautifulSoup(html_content)\n", " for link in soup.findAll(\"a\"):\n", " fname = link.get(\"href\")\n", " if fname.find (tile) >= 0 and fname.split(\".\")[-1] == \"hdf\":\n", " return modis_product_url + \"/\" + date + \"/\" + fname \n", " # We assume we only have a single file fitting the \n", " # previous criteria\n", " \n", " \n", " \n", "print get_modis_fname ( modis_product_url='http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/',\n", " tile=\"h31v11\", date=\"2013.02.18\")\n", "print get_modis_fname ( modis_product_url='http://e4ftl01.cr.usgs.gov//MODV6_Cmp_A/MOTA/MCD15A2H.006/',\n", " tile=\"h31v11\", date=\"2013.02.19\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to retrieve the file, we need a username and password (see above), and we need to authenticate ourselves in order to download the data. The following code (taken from [get_modis](http://github.com/jgomezdans/get_modis) deals with the authentication, but also does some other useful stuff:\n", "\n", "* Requests the file size from the remote server\n", "* Works out how long it took to download the data\n", "* Uses a *context manager* to open a file.\n", "\n", "Perhaps the context manager is the weirdest concept here, but it's just a safe and convenient way of opening and closing a file. The following code\n", " \n", "```python\n", " fp = open (\"myfile.txt\", 'w')\n", " fp.write ( x )\n", " fp.close()\n", "```\n", " \n", "can be written as\n", "\n", "```python\n", " with open(\"myfile.txt\", 'w') as fp:\n", " fp.write ( x )\n", "```\n", "\n", "The second option is preferred if you're doing more complicated stuff than just writing, as if something fails inside the context manager, `fp` will always be closed.\n", "\n", "Note that we also use a context manager to authenticate ourselves against the MODIS server. The way the authentication works is through a redirection: you ask for the URL, and the server tells you to go somewhere else for authentication and then redirects you back to your HDF file." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T14:59:49.557986Z", "start_time": "2017-11-14T14:59:30.753838Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting download on ./MCD15A2H.A2013049.h31v11.006.2015256194138.hdf(9557411 bytes) ...\n", "Done in 5 s. Speed = 1.91148e+06 bytes/second\n" ] } ], "source": [ "def get_modis_product ( url, username, password, out_dir=\"./\"):\n", " \"\"\"\"\n", " Download a MODIS product from a given URL. This method requires an\n", " username and password, as well as an output directory (optional) to\n", " save the file. The method will authenticate against the server, get\n", " the data, and report some timing statistics.\n", " \n", " Parameters\n", " ------------\n", " \n", " url: str\n", " The URL. Must exist, otherwise, we raise an IOError exception\n", " username: str\n", " The useranme. I bet that was surprising.\n", " password: str\n", " The day of the week. Naaaah, the password!!!\n", " out_dir: str\n", " The output directory where the file will be downloaded.\n", " \n", " Returns\n", " --------\n", " Nothing, it reports some speed statistics on the command line.\n", " \"\"\"\n", " import requests\n", " import os\n", " import time\n", " # The following is an HTTP session, denoted by `s`\n", " with requests.Session() as s:\n", " # Set up the authentication\n", " s.auth = (username, password)\n", " # Get the named URL from the user. This will \n", " # result in an HTTP redirection for which we\n", " # need to harvest the url\n", " r1 = s.request('get', url)\n", " # The redirection is stored in the .url bit\n", " # We also open as a stream for downloading larger\n", " # files using an iterator.\n", " r = s.get(r1.url, stream=True)\n", " # Check whether it all worked\n", " if not r.ok:\n", " raise IOError(\"Can't start download... [%s]\" % url)\n", " # Get the file size from the headers. File size is in bytes\n", " file_size = int(r.headers['content-length'])\n", " # Get the filename from the url\n", " fname = url.split(\"/\")[-1]\n", " print \"Starting download on %s(%d bytes) ...\" % ( \n", " os.path.join(out_dir, fname), file_size)\n", " # The next line stores the current time in seconds. It's our\n", " # start time\n", " tic = int(round(time.time() ))\n", " # Open the output file to write\n", " with open(os.path.join(out_dir, fname), 'wb') as fp:\n", " # This iterates over the remote file contents in\n", " # 64kbytes chunks. If the chunk is valid, we just\n", " # write to the output file\n", " for chunk in r.iter_content(chunk_size=65535):\n", " if chunk:\n", " fp.write(chunk)\n", " # Time at the end\n", " toc = int(round(time.time() ))\n", " print \"Done in %d s. Speed = %g bytes/second\" % ( \n", " (toc-tic), float(file_size)/ (toc-tic))\n", " \n", " \n", "the_url = get_modis_fname () \n", "username = \"ProfLewis\"\n", "password = \"GeogG1222016\"\n", "get_modis_product ( the_url, username, password)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1.3 Read Just The Data We Want\n", "\n", "Last time, we generated a function to read MODIS LAI data.\n", "\n", "We have now included such a function in the directory [`files/python`](files/python) called [`get_lai.py`](files/python/get_lai.py).\n", "\n", "The only added sophistication is that when we call `ReadAsArray`, we give it the starting cols, rows, and number of cols and rows to read (e.g. `xsize=600,yoff=300,xoff=300,ysize=600`):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:05.044976Z", "start_time": "2017-11-21T19:27:04.699524Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function get_lai in module lai_library:\n", "\n", "get_lai(filename, qc_layer='FparLai_QC', scale=[0.1, 0.1], mincol=0, minrow=0, ncol=None, nrow=None, selected_layers=['Lai_1km', 'LaiStdDev_1km'])\n", "\n" ] } ], "source": [ "import glob\n", "filelist = glob.glob(\"data/MCD15A2.A2005*hdf\")\n", "\n", "# Now we have a list of filenames\n", "# load read_lai\n", "import sys\n", "sys.path.insert(0,'python')\n", "\n", "from lai_library import get_lai\n", "\n", "help(get_lai)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:05.783224Z", "start_time": "2017-11-21T19:27:05.373417Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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9HsqL0jnd/e9ggo45WP/WYu5fmIg9GEK/UnonaWolhkUnBJywoa2ws+XbZAZ3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\nQ8/JulgY3jOVVauW0XVOEo52Lrbd9BI9X1PrfoVTk4mcPYvrBmxj46o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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# e.g. for reading a single file:\n", "\n", "lai_file0 = get_lai(filelist[20],ncol=600,mincol=300,minrow=400,nrow=800)\n", "plt.imshow(lai_file0['Lai_1km'], vmin=0, vmax=5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:06.195111Z", "start_time": "2017-11-21T19:27:06.190321Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "['Lai_1km', 'LaiStdDev_1km']\n" ] } ], "source": [ "print type(lai_file0)\n", "print lai_file0.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function returns a dictionary with has keys `['Lai_1km', 'LaiStdDev_1km', 'FparLai_QC']`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:07.039231Z", "start_time": "2017-11-21T19:27:07.033599Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(800, 600)\n" ] } ], "source": [ "print lai_file0['Lai_1km'].shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each of these datasets is of shape `(1200, 1200)`, but we have read only 600 (columns) and 800 (rows) in this case. Note that the numpy indexing is `(rows,cols)`.\n", "\n", "We know how to create a mask from a vector dataset from the last session. First, we'll copy and unzip the global country shapefile:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:08.002663Z", "start_time": "2017-11-21T19:27:07.937998Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Archive: ../../Chapter4_GDAL/data/ne_50m_admin_0_countries.zip\n", " inflating: ne_50m_admin_0_countries.README.html \n", " extracting: ne_50m_admin_0_countries.VERSION.txt \n", " extracting: ne_50m_admin_0_countries.cpg \n", " inflating: ne_50m_admin_0_countries.dbf \n", " inflating: ne_50m_admin_0_countries.prj \n", " inflating: ne_50m_admin_0_countries.shp \n", " inflating: ne_50m_admin_0_countries.shx \n" ] } ], "source": [ "%%bash\n", "cd data\n", "unzip -x -o ../../Chapter4_GDAL/data/ne_50m*zip\n", "cd .." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:08.900662Z", "start_time": "2017-11-21T19:27:08.304843Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">>> Opened file HDF4_EOS:EOS_GRID:\"data/MCD15A2.A2005049.h17v03.005.2007360165724.hdf\":MOD_Grid_MOD15A2:Lai_1km\n", ">>> Projection: PROJCS[\"unnamed\",GEOGCS[\"Unknown datum based upon the custom spheroid\",DATUM[\"Not specified (based on custom spheroid)\",SPHEROID[\"Custom spheroid\",6371007.181,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]\n", ">>> File size 1200 rows, 1200 columns\n", ">>> UL corner: -1.11195e+06, 6.6717e+06\n", "Done!\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# have to make sure have access to gdal data files \n", "#from lai_library import rasterise_vector\n", "# make a raster mask\n", "# from the layer IRELAND in world.shp\n", "from lai_library import rasterise_vector\n", "filename = filelist[0]\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", "file_spec = file_template%(filename,'Lai_1km')\n", " \n", "mask = rasterise_vector ( file_spec, \"data/ne_50m_admin_0_countries.shp\", \"NAME = 'IRELAND'\", verbose=True)\n", "\n", "mask = mask.astype(np.bool)\n", "plt.imshow(mask)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, the data we want is only a small section of the whole spatial dataset.\n", "\n", "It would be convenient to extract *only* the part we want.\n", "\n", "We can use `numpy.where()` to help with this:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:09.593228Z", "start_time": "2017-11-21T19:27:09.577479Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 556 556 556 ..., 1022 1022 1022] [699 700 701 ..., 471 472 473]\n" ] } ], "source": [ "# The mask is True for the area we want\n", "rowpix,colpix = np.where(mask == True)\n", "\n", "print rowpix,colpix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`rowpix` and `colpix` are lists of pixel coordinates where the condition we specified is `True` (i.e. where `mask` is `False`).\n", "\n", "If we wanted to find the bounds of this area, we simply need to know the minimum and maximum column and row in these lists:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:10.793903Z", "start_time": "2017-11-21T19:27:10.756025Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "556 431 467 335\n" ] } ], "source": [ "mincol,maxcol = min(colpix),max(colpix)\n", "minrow,maxrow = min(rowpix),max(rowpix)\n", "\n", "# think about why the + 1 here!!!\n", "# what if maxcol and mincol were the same?\n", "ncol = maxcol - mincol + 1\n", "nrow = maxrow - minrow + 1\n", "\n", "print minrow,mincol,nrow,ncol" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could use this information to extract *only* the area we want when we read the data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:12.027866Z", "start_time": "2017-11-21T19:27:11.716170Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zCYoqvqe8WD+HVzj+g6hsraHw2caYIyQ05XYa+1dS1FOJb6EnOi5j1cts37YW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UAAAg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\ndfD/Uo3ZXZI5NOQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lai_file0 = get_lai(filelist[20],\\\n", " ncol=ncol,nrow=nrow,mincol=mincol,minrow=minrow)\n", "\n", "plt.imshow(lai_file0['Lai_1km'],interpolation='none')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, lets extract this portion of the mask:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:12.844746Z", "start_time": "2017-11-21T19:27:12.625997Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "small_mask = mask[minrow:minrow+nrow,mincol:mincol+ncol]\n", "\n", "plt.imshow(small_mask,interpolation='none')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And combine the country mask with the small dataset:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a recap, we can use the function `rasterise_vector` that we gave you last time to develop a raster mask (!) from an ESRI shapefile (`ne_50m_admin_0_countries.shp` here).\n", "\n", "We can then combine this mask with the QC-derived mask in the LAI dataset. We note that\n", "\n", "1. The LAI mask (that will be the pixels which are set to `NaN` in the code below) is `False` for good data, if we use for example `np.isnan` to flag the `NaN`\n", "2. The country mask is `True` within the selected country.\n", "\n", "To combine them, we want some operator `X` for which:\n", "\n", " LAI Country Result\n", " False(OK) False (not Ireland) False (invalid pixel)\n", " False(OK) True (Ireland) True (valid pixel)\n", " True (Bad LAI) False (not Ireland) False (invalid pixel)\n", " True (Bad LAI) True ( Ireland) False (invalid pixel)\n", "\n", "\n", "We can obtain a simple binary relationship if we `NOT` the country mask, and `AND` it with the LAI mask:\n", "\n", " np.logical_and ( lai.mask, np.bitwise_not(small_mask))\n", " \n", "If we want to use this mask in a masked array, remember that the mask is `True` if the pixel is masked, and `False` if it is unmasked. We can flip the mask over using e.g. `np.bitwise_not` when using it in the masked array.\n", "\n", "However, it's easy to just carry on using `NaN` rather than a masked array." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:15.162531Z", "start_time": "2017-11-21T19:27:14.156053Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hCmnMo/Ydt9D4Nb5fboW2Nj1UegHx8JrT8y9nrV92Th6OkxO09wuFmaYHGPMU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\n", 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88h1O7vk2GeMPJn/3tT67XTYu15lZajPx3Kxh1IYJXnhwPoNif/Lvc8PA9BPG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+8GYFjYCeZYzvGFQyH9rTlSwcZXnSgklMoFnlJVqlarOXVm2Z7ONezwfR3a5BNuG6WuSBYX\nTsPRRTiW3fvsAjmLcwcqBKafo6opGOMmC16Bs+7Qzjd10+LTC38Pp0VDU18XYcV6OZduTyVrH6rj\nGojlUkpuOuFHxdbfa9R2OAf+kXG1pf0bxP5lhdiihbOVxyTaCctxISQZcKKagDo/occaaLFoUTwC\nI1e+sC8lWYWtsyHotMXEmVHiAum/NJ1BC4VPQ/ELhZRkFfLBayM5ujSD88OM9NuUxQudD7P79VTi\nNs0itWQCEbtOE5ddwpgxD5G4ppYAq1/IfbvbqpGLA3VMWbeZXTueliKMaqVoOiV8TXfteBpTjUh2\nww7fx9gRDxDUvVEyRY4NXcv24fns2vE0Z+7tytGlGTiiNOz7cL6kkPWbn487UEGrExf602umMXHU\nHkKKA1B+XSvkpFpf++HgOopfKGTuzskMyZxD//Q85u6cLI+tKqEUUKWVLIITy/tjvCRatcSleRz/\nRRZ1ffQkZefjvWSUibp84kpBuSpKx9bDx+ZnhvNi9lQaYnWEVLpojtEQfM6L4vZjj9RRVRfaIdkF\nWL3obT4aYnU0x2gwNPhlBfrUDOEA5w30cfNH8ynJKpS+HkMfK6YpRkNIuZ+gG2rp/rlP+G24RaLq\npQ8kPrCWg5t7s7WmHwCP/mG2HPrfsSuDpNVpOOJdcjZprvGhuIV4qdaB3Ja6+9oxWv3EbZrFpc+j\nSclNZ5PNLKrB2lt5bvlUHDfYifxe4PucFg1eA1QP1nMpWUvLK10ZF3sEd6CanDVsei6H5q6ilVed\n0RyRQvDAVGEQP6sTcBifXsxhL4eY6G0i0RkvaUhandZaTepwhgt4yui+z/wPr7q/b1yt8P5MqJJG\nKd8+JNb5i9OwRWtkVXf6LgiOasK4ySK9ZD99Jodxzy3AXNPmFaC4QT+qlrrKMLonXqSqLpTg3SYG\nTj/Eni3XcWyWuHhjbjnNuc9isPdtIaQ4QIKJ1VCXJCOGvciFG82YavzsXJrP6LlzOTfWS6/Yaimz\nvdLajQ8fH83pmV7m9d/OgaZYKuclsn39GoAOvhfAFQuKm7c/hWd1F0KPNbDt+2xGXZ/Ftu+zSZmb\nL0nlanzhUNhgHSCr0p8LFbZiqBNG5J4IN6emLwSQz+kz+OUSY+DMPJpjxAKiPT9WXRAlZeejdQhp\ndhVWEf5OCc1398dtVnAHChmtiO5WbF9HEFgl2rSaO5xEbTbQ2FMh/KiYm7ZYtETsraL+xijqkzvy\ndUFsgjfMyuGedfPRN4oEcelaP936XJCVlzprNdaJof4Jt41RWzLkDK89r/mA08WEDU+w/t5XGWg0\nSF60u68dyw4TQec91Fynx6cT4GCfXsCdAs+IJKn6Cvv0GqJ313MpxSI0/9xCzv5SslZKiQHSaAfo\nsPww13hoiNUxdo6QtDda/cJKtLpNIUX8jWDxtPfW7bciXSzNbmpC/3UwOrtfLjT+Gbp3V7e0f6NI\nmZsvqEOtW0AVTxVyStyZm7tq6fp+GZWzEgk+7ZdSUZX36CUEQ+eApl6eDhp2qrm05Yg4ibUugXlS\nt2ztk12zr4XhWRnUDRDeE6pUOiB13lR9veJTPUnteUq8Rk6ehIaAAEUba7XE/17QyVQtvlvHvkxd\nH71USFGTmxqpU/OwJkNIuZBNKn0+QzAvDG0siltnz+L0XWJI357sroZqYKQ4FPx6P1qbgr5RPFfi\n0jwUtwZXaJt+nRpqCwgCB3Y8SzzeHeojoEorXMweyMUZquA1IDFoorpTcERpmDthI+8tvAsQ/gzG\nVkhG45RGQtaGEPTJQZzDhWT9l5uf4pbxOShuP19ufuoKXGO/+fnSL6J9qFvp/kvTcYUg9fjab7Hb\nw2nU51N/p27i1VYTkOdA76J0nPHiJtiY5MV8RovXBB6Tn+67POia3Vh7maQmnjNcCA+ovhPN3QwS\nStUSLgDTtmjBHvKYNTCsHtNHFgA5o1M3vgOnH+LA6hRp1m2u8dHcVSHofBtIurmrUEsx13j5clXR\n1YT3l+J/kvCSsvMJKRcJSXW7vzxuGZ9Di0WLNVkMov+79nC3jM/BHqnF2CBMYbp8a6eun4mWcAFJ\nMFX7JV/R0cPDyXFFEhIycGYejQlCQ03b6hAV/k4Jp+cPJPbjGqpvjWBexnoeDq7rcCEMf+RRdr31\nuqzI/py23OjxU9i6UShlVN/sJ2qPBqPVi+ISps+q1lxl+nyGj3xJinSqMXjScuquFR4VKhvB0VlP\ni0WDrYdIeAfeyCTpo2wpDKC+D7UKVqP9e2zPKf7+4XxSPk+XmD/VOKhnUQ5hB7UdcF+q3WJLtHgv\nxlqtVBhRFTlSvn2IF/puZFygnd57p7Cs/0dyZqh+77auGgn5OXc2mmhdEHfdeBdHfx3NqekLScrO\n59isAkZMniHky1N08j2MjhsksXbtcYQFj6wk66fxnC3rTHhsPU6PVn7+Pq+l0+WAgC6plZ06s1XB\n6z8Xm2xm5u6eRMwGhXl568j45P8ReEaRN6LhI1/i9CgDy+9/m+WZk/lyVRHxH88m6fVGLtxkQW9r\ng+dcHOol5lOkDl5TN63E56nJL3lKKeUrk8WW1ixocl32w4VBcE3KWaxreuC0CJkofaOGlqQWErtd\npOrTGJp6eYj4Vsula/349X5CjmsJrfQQNv8UlX9IkDfZf1T8r5/hDXkgF191IiHlwlnKa4LK9PmM\ntsy44rFfririicXrMdZpqBnkY9T1WT/zjH85qgdr2fRcDr2fOkKXb+2cHWnGFaqRUj4t4Rqc4eIG\nElCtEyoZdwYz6vosmmM0JKyrBQTeLuKAlc8c6wio87N554eUZBVeAepMXZzGl5ufYkjmHPYvK/yT\nApojJs8Q3N1goZRhtHpJer0R00U3plNWdu14Gr2NDni3XTueRlvX1OF5Qo81cHx6Ie+/JtpbxeUl\n9FgDoZUeyhZlShFHzcFgeq5eJji0UcLj1FMcJp/n5xKy0sohTn0jk8jtRkIPCsiNx+Qn4f0XCT6h\nExCI034561Tb5q335PHU7Z+gcSMFP9VN7aEb3+PJrx8kcW0aQVuCePLrB6UfbOBPwlDJVCOMzcd9\n9TjTyh7khNtG/t71dP5Cz/CRL6Fxi03pznVvYj7dROnzGfJYbT25H191IifcNtbf+yr3lo1i52zB\nJKjdHU1AlRbvJ+E47Eb6vJZOvxXpPPv/PqC5q46U3DbyfO1QN3obPDR8L5NODpdzy/aKIuMC7YQV\n62mI1bG4cBpd9iOTXerUPE6PMtDlWx/jAu3YI7XS2FxzvlYms5BTgvsbeFJHUzctbrOGuj46SY0E\nsbiw9vNRulYku5iHKtDZ/dIgPKJEQ82HPbB11aAfVYsuvllYX1YEUPNhD3x6wTPu9PAZAs8oBFQJ\nkQQVCnVwUQHDR77EnYOyudPUNrf9V4h/uwrvlvE5UsAR4Pan9/LVkpuoSdHR5YBbbiSBDoBIX3Wi\nFEWEthbwz0Xi0jxcUW5iP9SQ8dt3GBdol+W+EFXU4AppE/0cPGk537w7j8SleQSeEWDXyO/9Esjb\nPuJWLJfCibZojWzXVOaFe/Ilmh1G2Rr2W5GOocHfweMCkKKkl8fgScvR23x8tXEBw0e+xK4dT8t/\n24cKPFY/b9mizCtaWl91IrfOnoXXIJYYCTl50uDn5Jg3aPa1kLJhLkEVWqLvOk3Fdz2EtHnr3E7X\noKXTEeGfoBLiVZqSKuluOqMj+msnFRO0RH8hTJwv11RTvXrbR/+l6QSd93LhRoWJo/aw7dWbSZxR\nyum8XmhdfuyRWmbM30R68hekzM0nrMxNfaKeQysEsNpp0RD7y3KcT3SSn1l9HZWUH//xbMJLhDuX\nvkEhZ8LbNPlMvPDeRIJO+9mVnS9dzKBN5ebXr7zB40VzMNWI+aGtqwZnJ6Ej2GdRPs5OfnQOzRVg\n5ZTcdILO+/jm3SsZDKo+4LK6RO4LOUgvfSCPnhnKni3X4TGJ2erPgZ3jtsxEV6tH5xA+E5EHnZJN\n034LnLo4jaDzHur66FHcEFrpkVqAepu/FdYinlOdF6p+x+rvfHrhY9G10CAVgP7e8b+2pW3Pnawe\nrMUV7mXFiHUsz5xMQ6wOc42Qvjm6VCSP5+a9zb0JP7Rhhe6vY0nSJ2S9Oo1un3aURgJhpq3OblR6\nz6hjd1P1aQzQtqpXcWaT3p0rZ1tHHyugytMsua4q7aZ9G6q2lIMnLcea0Davil23lIDjAfLkUVvH\nkE3iudyBdMCfDchO4/1FufTSB6JElXHz9qdwrovCXOPh3aJ8Jk+bK4HEx+eZiNpsoMWi6XCnH5Cd\n9rOJXxUevTxuHfsyp0eJhNVlP3zz7jy5cLD0rePA2Bel1p26eHBaNBzJzZAyW67QVoOd1gs/KTsf\nff963AfDMFULeaOqYWGsn5/DtIXzZIJrXzWqCT/+49mkXFtJxcYEQk6Jtledf7lbB/Vat1/+t7nG\nw/lbdER9Ix6rGkr3n32IM4/Hy/ZeTYTmGh/Bj57lksOM8/MITDV+rMkQftjPhUEQeEYhrEwkhOmL\nNvFmxVAOjH1RvI9WkdaHp29n1Ze3o3Fr0NkFcFpnb/ObUGWpPCaBM3ynKZxjjq68t2so3T8XczKd\nzYujs576ZIWuu52cHWHg+PRCnqy6gWPWKKGwElXGrWNf5uxwXYeFUntWSJWnmem/SEOprKZu9DUd\n1LNB3DyMVjGnbo4RiVEFM3sNYqOszkpBzEtVhWRVLDX4RwPuEJj2i+0s6rv5inPo7xX/6xJe8pJ8\ndA7hqqQSzqsH6zk2q4DEL6Yxr/920pO/YNxXj3P6vXhZCUUcsHLhJgvvL8rl0ccz+PUrb0hc1DtN\n4QQrDp5bPpX6VDcRe/UUvyAGz85hTWi/CybwvJ9lz61iwYuz5UVmOaKgtwnViNuHHOaL8kTKblvD\nqGN3s3244NDeOSibrRtFdZb4xTTKH3yWuBXL6f65T25vVWHP7ltq2LzzQwBJzH5i8Xqe2zAB4yVR\nFagnsTq7ap8A2vtjqBu7yD/+xNYLIjmrSXzwpOU0d1WIH1/Oplt+J49t//Q8Oh9o5rP9WSQvyafL\nAYGrUnF9t86eJWXrVeNtVZUZxKJk8nczODZ0rZQfV7XS9I0a6QHr6OFBcSjs+UUut61dgE8HfQcL\nfTt/uOCWqnptgBQNsCYoOCPEfEk3/QKOD6JoTBBMF1W04eCiAkaPn4LG5WHLlvekQkt9LwPDHi3m\n1evFfG1032dwRgt5kV07npaadIlr04jZ5uLkND+9Hv1RyrIPyE6TasHmGh+P/fpDXn1hAu5ARCXe\nylx4IW0Nzy2fises4faHv+ViSzCla5Ox9YBVD64i/a05lD4vTM4Vtzge7hC/NPBRf6ZWviovW62Y\n1Io+aXUa4Yf9dE47KQx2WoUA1HMgKTsfTy+7THKAFAno+vYRtlrfxFed2IH6J8+DVnMfEDdXtdJU\nvwdo86it66PDpxPLGUcXPzHbXPgMCtFLfuLIR72v6Gj+3vG/JuGlzM2X6hIhm4KkNpni9nP+Fh2K\nW0NYqY8Wi4aDBYLP6jH7OTl3HmOuWYDfqKd8coT8cqVySYwGn94vidn2vmIg2/JKV8mvvJSsxdAI\nHrOQfgop90u5cNXkpSlGQ8SwtpbkrpvvxRds4szoMNwhfqK+8XJxoE4g5FtNX0akHmHvpuskuPOd\npnCW7B8vZbvbS5cXn+rJQKNBHg9106eKK6pbTLVSvHXsyyguH84wHfs+bFvgtDe8HjHsRWzdA/jm\n3XlSnCCk0oWhzt6hle1ZlENAtY6ob9w0xOrkxXfpWgH8jf7aiTNMx6VkLY54l9RBS8jJw3RBVFpH\ncoUnR/BpPymPH+L1HntJXJuGziGOf1x2CY47r6MmRXh80LeJ8PfNHdzJ1Pcdt2I5nQ4LRemen4j5\n3LkRYShuUTEJTT0BSFYFEFJy04k8KKhgjbEG3IFtW+uC0tv4ffY9HdpntXpUhRvab4wHzszD2ODj\nnuc+Z9WXt4s29zYnRpMbT0UQ5QsyScjJw3hJg+mWWuouBWHZZ6Qkq5CED+Zwz7Dv+PR4P25LKON0\ncxiX3ukh/r4iAFeoT7qc9S5KR+MGZ4QPX4gHXa2e2247xP4PrsOnF1Cchv4uDNV6jk8X5k5qZXmn\naTJlL11/xWIkJTedbjvrOTciDJ/+582wU6fm0emQldInAjFVGNA5kH4fAPWJOkJOebmU3DaW0Dci\nDZD+0YuK9vG/YmmRvCQf202iLfNUiGTnNQjJbnukjsAzcPOYH9DbxBA2eUk+qx5chV/vJyk7n4br\nu3B2TCRKr2ZA3B1VOzpTtfCOqPI0E3LKh2WfUWDgIttgAQF1flwhItmpFJ0Wi9hM6RxgnCzAx0mW\ni9I4Z8tPOWzZ8p7wmZ1eiM7m5XhWBmWLMvHp/aRcW8nrPfZy9LEC9mXmkfjFNJbnT0BbZfzZdb6a\n7BLXChDovQk/8E5TuNCgq06UA3oV9Gs6UEnlPXpJjm8fvupE+s3P5/fv/k56t5Y+n8GBNzIxVjVS\neV8Yo/s+Q/Gpnozu+wyd92rRNwqohseswVzjwVzjJaJEzBwrJmjZ89tVRAyrInq7Tr5GpyNiUWC0\n+kmdmiek6ANh944UEtem4TP4cYX68Ong4vQB1KTocPTw4Ar1EdOpnhW5v+0gGR63Yjm+6kSpdXf0\nsQK2bHmPLVvew9bDJ5VqjLXCe+HW2bPwBGqFV2qZh+ZuBhSXF8sJB+vn53DnoGzGffU4pY5ojFYv\noZUeBi1MkzgzJaqMOwdl4w7xM3jScllJOy0aGntqWfPRHVSmz6c5RkPFyLdoaTRSNqWQpT+OhR4O\nOt1ehfJBOBUj36IkSwC97xn2HXur4rGE2Dk7Kwbt4yZqh7ox/xjAxuk5GGsVdA4NiWvT0LhFlWvo\nbkNp1OGJcLP/g+vwmODj9BwhNNqlEaVXM82+FpnsAD5zrCOpqG351XuvkIL3mGDb99kcyc34kzO1\n4rcz2fZ9NmHFevx60U0dmVtAQ6yOFotYTNgjxTEOrBJgaXeIKAT+mcnuvxK6f/Yb+HMReFMt3k/C\nsfbzYjmiyBld8e2/HD0AACAASURBVNviTpp6cyk7i/tRubGtkolb4cNcrWBoEF9OWJmH071MnHDb\nMNYJFYmztytElIjH3/WbBQTbhLkLtGG4xDpf8A4BaXbitGgIrtAQWunBfb4LJXmt7WWPRN5pCufF\n1/K5/4Fr8emF6vHOdYmkzDVycFEB+sZ0Kv+QQIo+HfdNomUum1uA8mCZJM8L56t8Hp6eyKKotmPR\n6QiAnye+f4jdr0/g4daK5K1NI7Gc9vPVxgUMeSCXfa1tLHORyxtR7ZUx6voswqPdzBg1nU4GwcAY\nODOPUU/sYeuPHzN85EtYrwtn0rtzMY7REFbmwREpThGVNH5xoA5TtV+wC86I3+2+9j8hTySK2IJc\nVLvxoPMeopf8hHWMl8pf9cNULSqGI7miHe5ZlENTnBbwE7/ei+JyUabvxvRPn+RYO1qTP7yNoD4g\nO436/mIRMu+eTfjDXdz8q9lEuUTlr1LLVDxbvUWHTw8BVkHvq/L42bpxLY+eGcor0d/x5IsQpHXy\n+UtDwSYoZ77qRJTjw0jIclI9a2DrwD8PExqaennQNWiFj3DWPBKX+jHZxbmxMLyMN86MZPdtaxgQ\nKIzZrUliO727Tkgt6Rxw6m5RHQWENKG4DdxfsABnlA9TtSLea52f5gcbMO4MQ6+HQ/PfIN4hFie/\nXLEAXbif4gHrWVaX2GFZIuPcBQmh2XjjSiCwlev81yWl9nPd1KlaQq2iwmuIFceyKc7fSjXM5Ph/\nD/DwT4t/2YSXOjUPW0wEOrPAXyVPOcbBzb1xhiskLs3jtpGH2L0jha4lPm7ZlkN9oo6wMg8RFi2N\nCVAf50UX4oLdJk7NygQWYKppk0IqfjuTgZufBcLJe/V3rcj3FWQ+8Tj2yCsPi7OTH1ONKNuTl+RT\nPVh7xWOmJH7DlOcBMvjNCvGzPq+l440SVcfRjRkdvG4ZKv7pn55HWVYhqVPhUCvWDkS1pDpgdTok\nEtQr0d8xACHbo0SVcXy6aFUHT1pOc8+O70ndwgEkfWQnJMVCgNXL1h9/A4h5lnJDBL9J+Zi4FcuJ\nMSiYLrrR2o24Q0TS6PraAVLc+fgiNQRYNVIP0BnhkxxSEK1gp4czCKqIIay0CUeUSQCoN/fGMBWJ\nRVOjf3oemn4ajJcEtev0KIPY6IY4sbkDUKLKeObQ/dwYWI7+jJFJJ4dzXchZAqx+Ir7VUjfAR8Eb\n49F28XPPczt4Y/NIQfuL0aC3C3EE1U0t+LSfmhTxnQ7ZnMnJcUVSUHNj8QBOjitiCEPR231YrxHH\n8OzMfujsfhqTRCL1Bvow1SgYb7diDTFTftsafNUrcYXP4uT0IhI+mEPocQ26KCFXr+shRDMDz7aB\nyFNLJuDeFkGg6h9RHoQjsnXwb/Lh0ykcny54tEdvfI/UTWk0j2kmdXEa5kgNdbe1MCLpOLt3pPBk\n1Q3sfj2VRQVXLgZqftkXEDeoXvpAydD578R/F7P6rxr/kjM8VRCxytPM7W89JUU2XSECPa5WeAA6\nh0Don5w7T/5MJbpDm9G0CmL1mkWruclmZsH6qbh7ONHUGfCHu/C7FXS1ejodaaPVHCwQm0TVMu9P\nRXsogDoQXnzxWj789Gayfrme4uY4Xon+TsJLWsKFYbHpgkZuftWWdm3ZYDkYHzj9EDuL++E3edl3\nxyv8v0mPo6+zySUHtG2D20NM2seIYS/i6GIkdP9ZKmb2xFgHUUUH0CTHY3u5hQvfRWGsE9tU1Yyn\nfEEmw0e+RNVNRjnH6rMoXyrf+vR+Hhm3gz/kj8Rc4+WrjQsY3fcZmUz7zc9HZ/fjiBIz1saeCjo7\nhJW5UVw+CWiO/qwKv1HP5p0f0rsonWm/2M7nF5Oo/KbHz6oBD8mcQ3NXBY8JSZ9SAbdH5gqKXucD\ngrEQfsSBK8wgtQOhbds9NnkYm0t3AwJcXPfwAC5d6yd77Ic8t2EC5QvabjzDDt/H7NjdPHfgHnR6\nLy2NRraNXEEvfSCjjt2NkhnMli3vyXMgcW0bhlC1Z1TnsqoARJevrVTeJzbTLeFicXFkbgEp3z6E\ncZNgPQSd96C4fFTeo5e0MkcXP8EnwTPayqEb3/vZMchoywxOp/X7h8BB/lXi33pp0R60qiLxB25+\nluIB67nr5ntJ/PCs3LrdvP0pzl4Ig0Y92k5OvB6FpOUOtmwRv2+/zdxkM/P88btp/i5CYpb6vCbs\nDMuzB5C4ppbqWyMAQba29/BKJdr2BtKXW+qpXqPtXagePTMUm8fAN9/3InK/ckUiao+Ja79QGDgz\nT1KkAMIPN3P29mAAYjbV4OhpwWkRgNIDb2Qy5IFcrNdoO5zcKhNi+MiX5JbVUO/C0cVIyO4K6Urm\nGJKEO1Ch7lpheDM2eRhlK+Ox7BDzJaVRx6yRO2nyBvDBtpvRN2pw97Vj+s6MO0SIXdbuFhpylnIf\nRqsX465DNN53PXqbD53NS3M3A50OWbmUYqH47UxG930GjdPNlp9yOjAhFLdY4IyOG8Spdb2IejOA\nXW+9TvyOR9CfMf5JMVGA+B2PdPBpVa0Tww83k/7uR7yYPZXGBA2x/1kvz4tldYksDC+Tz6kxe0go\n8vHTZAOnZi0gIScPfaOGtTNfYaDRwOKL17L7wjXMj9/GuEC7bBlVDJsq26/KsV8Ovr6cVvbnQrXh\n1Nm87NrxNKO7pGPZ4JHisSpc6s9RuNqfU/8X4t824bV3vW/f/l1+Al3+Zaq4OZVH2v6x7U/uKk8z\nE49NofGTaFwhQhlCTRZjrlkgcXmDJy3H8kOd9IL4OZbDz/08aXUaORPe5sXsqRS/nSkrTGgjkN8x\nYRo7dz8rQaSqDLj6nKlT8wiwejHUu/AZtNT1NRJ03kvI0UucHRNJyCkvdQ/aCfsokNBjDWjO11I3\n+hqaYjTEflzD1h9/w6jrs7DHBGOod6Gvs6FxuqkdGk341p9wXhuDJ1Ark2BjT60E2BprtRKD12dR\nPoHnBW0v/KiH8zdrKZsi5NZ1Ni+GOjv2mGBJX1Lcfur66Ak6L5KfPVJHU0wbZzPyoJDAGjHsRSkj\nNOaaBZx6QKizqBi+yz1DJFbxspuNmujuuvleTj7UVdL7rEOcVIx8S2LTfHqNlOcakjmnA3g5JTed\npr4uTk1fyB27MjjzeYzcfietTpMG4Umr03CFezsIeqrf318T7VkuPxdjxjzEtu+z8VUndsBHqjem\n+kQ9jUltN+D/S8nsr4l/2y2tM9xP4tI8EnLyZCIaO+IBHvx6FkpUGSut3TqcPOr/QGw0Lz+hFl+8\nlqIdI5h0cjhKVBnRuiBqGoM4tCKD0uc7bqzag5C/eXcedTdEXPH+UksmSCkhVWHk1tnivaUuFrOS\n55dOxVzjYcSwFzF0F7D0lG8f4uhjBfRfms729WsEcb9VI+1SspbhjzzKgOw0+qe30rrcfqy9TDR3\nM3BoRQZal5+tP/5Giju6zgayL28ll1IsbP5hO+Fbf6L0+Qyc0SHErVjOwo8/QGfz4jNo8QUF8Ome\nDZhrPGy9UICxqpH6RB11/Uzs+3A+th4+BmSnEV6ioGlt/fosysfQILarwitBQRffTO+9U+SC56dJ\nFpq6aTFaxbysIVZ4uNZcr8EeqePSGAdHHyuQSrnN3cTG2RXWBrPxBZvoUuxk4OZnaYrR0Oe1dDkb\n9FUn4ozwkZQtBEg1brEcSPhgDn1eS6di5Fssq0vk0z0bJN2rIclP5eRF8hz5cvNT0tMXwHTRTe+i\ndPq8lo4SVcaR3Aw0DvF51iS+T0u0V1huRpVRtiiTPb/IlSOKU7MWUOVplu9NDfV8+FNxwOn6k4kO\n4I4J09iy5T16FuUw9ro7OiwNtlrfxHyihoOLCqQL3tVk99+Pf7kKL3lJvpzXQdvcrHdROoVTVnJ7\n3HGSl+TjiHehM3k6ACwT16aRkFXC1pP7pbmNVuej/MGOooRq9abOm/5UxK5begU2DkSlps6xYrY4\nODvSDAjAqDqj09uEUUpDrA7FLSocZ7ifwDMQfE5g+WqHuoX8VG466TM3kp78Bf02ZaHsDJNaZe4Q\nQTlrP59rXwW3/29fdSLDDt9HVV0osQWgdXrR1jVRf2MUlp3lbP5hu8DJvf8inbaYcFrEttl8uokL\nN1nQupCG0h4zkq0CAmSruP2YLjhpjDO1+p2Kc+fs7QqBZxTcITB3wkbmWM7R57V0WqK9V7T/aqii\nCGqoVZ3KPlBhKcdmFfBklbhxvxL9HSm5YsPtOhvIybmCxqe1i1a77LY1xG2aJf061Bh1fRaucDM1\n/Y3SSczaz4fGLVSqHV38GC9ppMuZGqp7WLDippc+kEknh3fwJHn0zFC+/vg6jswt6DC3uzyuJqi/\nf/zbtrT/jFCtCEddn0XlfWEcz8q4wh3s8lDb08vb2jFjHqLyvjBpZ3dovtAR09uEJ0NglZDRAbDP\nthKSF0xjrAFzjVcqWkxftIlNvxjC1h9/w61jX8Z0oJLzDybS7dPznHyoK4FVfgl3+DYtj5CuZzq8\nN7WNs0dqaY4RsyuALVveo//SdImZUuc8qoIIwJNVN/BK9HcdqughmXPQTb+Ac10Uvol1rOy7jum/\nfVImWnVZoT72xgXfSW08tRJW6Wbtj5X6Xi5XgInf8Qgjko5TvO46Dq3IYPCk5bjNGiIOWLHHBEvW\nh8pZBrG4ELJdXvb8VlRCd+zKkMyX1Kl50npSVb1RAcaxBbkEVWg5kpvR4f21Vx2O2zSLFSPWAfD+\nxUG8f1MR4756nA2J2/6qmdrV+PvG1YT3X4jEpXkcmNpGAB+0ME3qgln7+Qiq0OIOQQp1qgKRSavT\n8MU5UE4Kk5MH7trDC50PA21VoKlaHN+mOCRpXG2jY9ctJfwLo0yAqgbb0h/HsnXBbbgDFZyhiqQV\n3fyr2dRdq8VU7Sf4nFeS+cdcs4BP92wA4N6yURzflcDxLAGB6f7KAc4/NpDubxzBnRKP/lCFpBdB\nx9mSmnRUodOWaC9RezTYIxUpHOno4pcOWyfHvMGQTAG4/ubdju5l6iLAb9exbUw+vfSBf/F7uLds\nlKS83TkoG3ewgaqbjLLiNzSKLe/5W3RYSgVPtsUi1I3dgcLfQ/1+1M/Vc/UyKTSqRr/5+UQedKK4\nvJwdae7AG1aPQ0JOHooHjHUaBk38gYcjvuaJ1+bIm2DSarH1/83MNXIZcTXh/fPiasL7K6PPonwi\nf3BTPaMFfgzGGSGST3hsPXwcLoUS25Pu24fKbbQmtFotPlYgk13hlJWklTzMsaFrSckVcuTtbQkH\nT1oOiLmSCtNQoRRqFaMmkRNuG8k9zsu5YXuNt/aPu+vme+UscrRlBmXP9iXhD81s3bhWepde6geW\n40LbTv27IZlzcJs10vzbGd9Cxci3SFybhuV4G5dTTSjt9flUO0E11PYutWQCtWctXNf7FBsSt3U4\nbgkfzMEf7qJy8iL5s37z84WacD+xTCpbJDCTqtJIl2In9b3E/C+0UkA2dq57k4QP5tDpsIaQSrHa\nrpigJbmwqYNS8+Vxy/gczKeb2LJFKFlfulYsJ+K2zMRQrSf8sFC5aY73YqwVW+whmXPw6jXyPLia\n4P514t92afGPjH7zxRb43aJ8Ov/ehLEOzGe0aG0KjT+EU3ujl6OPFbB7cX6HZKdKGoEw1/nm3Xl4\nzX6po1b6fAauUB+NvgAiQ5oFRKVHm0S3ihds7Klgj1TQ7z3C+Gd3ElrpwdY9APNpoVOXvCRfat1N\nWTyf5CX5XBrjwBEpkt2Ya0RSHHPNApSoMoY/8qhMdsNHvsTm0t0EntXw4noBQLb85CXA6qVsSiHF\nLxQSt2I5fV4TA/x9eStR3DA2eRjxb5yicvIiUksmsPz+t/EahOF3n9cEx1OlYN0yPkfgxqwdb5rq\nLKt4wHpOjiuSya498Lh84soOyS4pWyQ7d6BglWT9cj0pc/OxJoE1WWDUnGGCzxt2wiUMaJpcKFFl\nRJQIPwfF5SWgsg7TGR1v/fF1+s3Pp+maEO4clC31E9X4auMCGnqHAsI2sXziSkkPBLAmKByaX8De\nccvpvsPOoIVphJQL166U3PSrye7fNP7PVnhDHsgFoLmrlqZ4H7NG7uS+kIOM2pJBQLVOCgskrU4j\n475NFLwxXkr4JK1Oo8sN1VQdFNyva94Vs6VPC18lSAlok4La8QiR2400JmikBBJAWKmPkHIbjigT\nDbE6OVMbPGk59kiFQyvEsqD94F01+VYdpwA6rxaKySpso/0FPTZ5GP64bpy6O0xWne4Q8V2XTSm8\nYpZ3uTOWekEn5OTx+i9X8eQrczi0Qsw2u+2sp2KChePTxQxMxRT+uU1k+1CfW61WVY6026ygdYvK\nylQj5Mlr+hsJOSW8ZdX2Va1+bx37Mrveeh0lqowx1yzAGx7M2duDOyhfq2rGIKTybyzM/FlHrsvn\ni72L0iWrJPKPP4HTyVbrm1yNf824WuH9hbBHKmK47RatTNGOEYz+YyYrRqzDYxLJbkB2GmNGF/Py\nd6No6tVmlH18eiFVB6Mom1KIzqGhYoIFnc3LXWlPMCRzDsNHvsQJt42ggwEEnXMRVirkjqK+cWOs\nEy3sZ/uz+HJVEQcXFTDkgVwGT1pOSLmNg4sKuHXsywRY/RJykzpVONE39tSiuP0cLMjkYEEmJ17v\nK5NY8pJ8BmSnSdjCVuubbPs+W1adzggfigfibzhDwgdz8JjbYD1KVJkEEKvhq05ktGUGOoeG9LdE\nsotbsZwjuRlcuMlCXHaJTBI7173ZIVmoQgfQEbKhRJVx1833yvfrDhSLhhaLViY7yw+C+K51CxiL\nqcYvMYoBVj9eQ5t/75ebn2LE5Bn0T8+j/sYoqWcXXtIGa4n//XlAzFS/c5rpVOpl0MQf5Ptp/3nb\nh8fkZ+0LuYx6Yg/A1WT3vyT+zyW8W8e+TEJOHtYhToYdvk/4POx4BH+4i6g9GubunEzk935BRbMJ\nKERit4sERzV1kArqO7iCsdfdgdYBcRua2bnuTc7erhD7q+PsXPcmvfSBcoupt/nQbbVQPViPucZH\nTX8jyUvypST4+eFQc70Gd7CQPbdH6mjsqcjEYa7xsMlmxtbDh9PSxpetGPmWkFmqTqTLATct4QKn\nFrdiOQM3P8uDX88iIUdgGk/OnYfi1gixyC4tEtA9JHMOseuWonNceaw2l+4m6LRQhoktyKV8orB0\nPFiQSdlL10v57t5FHVu8simF0r2qfVL1VSey5acc7tglMJAt4YJWVztA0AUDz7Yw7qN9dP2qScw1\nI8XneacpnPpkhc9yX6Gxp5b/396Zx0Vdru///cwGMywOIgooKhLighzSUCszTculMrOOLUePVoYy\nnn6kYuax+J6vaeYSZCWoWdpX2+y06DlpppaZpmYa7uIEuIMiMrINMMvn98cz8wHUtnMqMed6vXgx\nzAwzNw8z99zPc1/3dQV8X8rgfn8GpKZdTtZElUy8PzULfZVCm6Wz0YRbqejcHJCqMJNnjuXUYBfX\nmc5e8rdebEdoHZlNe30AM5rvY82e9cTOunrMpn34YfzshCeE0AohvhNC/Nvzc7QQYocQwiqEeE8I\nYfBc7+f5+XvP7W1/m9B/OQa2sFDSSc+7w+cTmOOPeDWMpGdSyO//Bu1fcfD0c/9H248Vvs5YiDlX\n/k6nBRZsy6LY210SQ71yO9+vieFosqwKPtuRTtLu4RSkTuLdGxc36HwWJ/pRnKBjd3q2Wt2BnAPd\nOHYO25/IwLxfGl1/seFp/GwKWofC82OWoS+TNIsz3fRk338P1yWcpLSDRq1GYpencCg5i3YbHuVM\nNz32KKd6286uK7ENleq3ziYuPi+IIzhP4aaJ4xpwF4PzKsnv/wZ+NuWy51KVEVLQUlupYXC/PzNo\n0EOqVFNRcjf6jXiMQ8myKvWiwl0NSIGA+jJP3sf/IO6fuItiVY5l3gML6TQ1k5J4I6/PG8LSD7JV\n4QN7mGDF8DvQl8H99z5OWE4Nnx54nk8PPE/c9Eyi57+oPr73b/86Y6H0vpiVQXGCjthNo3EXxbJz\nRjbHHpnCsg9ub3B/uLzptFfVGrjsXK8PVx9+SYWXChyq9/NsIFNRlFigFPC65zwGlCqKch2Q6bnf\nFUfbrHk44lqyNy2LJ6b+P3RVCl8uWqx2H0s7BDLlrdEcu0ujHsrXmAWJgw9R3lqQOMvCPUm70X4b\nxJOFN1DVuZrquGqpdFEUy86uK+nXW+qS9es9sy7p6aWy7Z3dpU2gvryWvWlZNF+6mwhdIN3enEDo\nfjvdxmTQbUwGWofC9rcn8dysUejscPc/PgfgjX+9xrqO/yZ75EI22TXEzM3gzv47Sdo9nKMjpnJw\nfJZ0SYvuoY5C5T15HZ0WWGjWykYfo5vKSNFgrEoTblVVmXfOyCYhNbPB9lMTbuXg+CzOVgcRO/MA\n1tHNWLv2He7sNZTBHXoTvniXet8z3fTq43rpPbvTs2m1oUptVnibNYEaf+7sNZR2Gx4F6poZXuKz\nlxOocUhxSZAJ6bMd6fgVlhGflkm/3jOJ3FyjVp3q9MszdZp2uY9I7Txrn2X03nevqh1YHV53PPFj\nqC+8mrR7+M8+o/Sh8eJnNS2EEK2AN4GZwETgbqAYCFcUxSmEuBH4h6IoA4QQ6zyXtwkhdEAREKb8\nyBP9mk2L+NXpOBw63Efkm8bbXLCOzKbHlBTVom53erYql37EUUl7fYAqT+4d3C+LAUdUDa1alGJ/\nL1wlqg756m88GvmVagcYO0sOmr+avJAXHvxLA+tDL23De+CvcYA9XCE4D1V+3q0XBJ52oa+UW1bj\nWQdlbQ2qOIC+0u05tNdiKnaqJjSXGxCPnZWhViNeGoq/TUpyH5wlz+GMRRpuHLaH15OWXeouFm7l\npj/PY8sri1Ry9aBBD1HYO0SlnvSYkqIqT3sbCCC30kpoLe1fcfDpquUq8bp+Q8Bb8QUel6rTXvpL\n9NoxNN+kp9nWQpVT6I0n0ZJByJFadXY38MBZ1n4/twGX0F0Ue0mc0auTVUqMlyoTtzSF2nA54XIx\n6nMsL16Ti5tIPjQu/NpNi5eApwCv+24oYFMUxftReRJo6bncEjgB4Ln9guf+FweYLIT4VgjxbXFx\n8c8M4/KIeXcm0fNf5POCOPZ2f4fc+9LldjBPWukFFUgqxc43J2I+YicnayKJsyyqrHeHqNMkzLOo\nfLuyGHhyykq0VYLAHH+Kt0VQ0VqQMM9C3PRMzmZHM+nDUWyya4hPyyT3kWz2p2Zxg18V9nAjtw6e\nQ7c109QuZM5UqU7s1ks9PWORIPC0U745syaqSrJVYTocJiFtFavk58PX76fx5ZqnON1Ly843J1Jj\n1mIqdtNpaiaxy2U1E5+WyYDr0yU9xTNv2nvfvbR+w0rgqVpMx8uJ2Fol1Yj3SY+M15OWNdiG3jo2\nWa2AvE2Cg+OlbLpXYWRgdA8GRvfAb0QRxQk6DKW1UoK/KFYVSfAzOrA+LEnG3m1i/aSamz4B4YDH\n0laTmz6BoyOmSmPxR6ZgDxN8suVjolcnE7tptJrIcrLkdl+cPsf/vrSEyHeKL0l2mnAra9e+I5tA\nHjJ0kwM6jr/Tjq7TpaQ8QORXzjop+no0FKBBsnv8hBQrTHomBXdRbAMDJR+uXvxkhSeEuAsYrCiK\nRQjRB0gDHgG2ebatCCGigDWKonQRQhwABiiKctJzWx7QXVGUkss/w39X4cW8OxPdEZMq9wR1enTt\nPhxLYL5WnWHNyZJEWW+lV594C9LKTujdhK33UxVCjEV2HEEG9OW12MONqhG37TotI0esZ9XMfqqd\nXpvFc4mKLiYoRcEVGkRZTIDq7FUbTANXs/q6bmF75eeG1/y6oqWBwFO1Df5Oe3O9KrkE4DZo+HLN\nU9xyz1yMRXasDweoRF7vGNWWVxapRuADrk/HnVHOuo7/BmT11/S2Qk4dbIHhgobA4wrnuyhEbFH4\n+v20ujEvj0Vh2LZzFN/YDL8LboxnalS1k25jMtg5I7uBwof3d7tOTyHkSC325nqKeikE5muxt1Bw\nNqursLweEs+c7cJ7B7uhP2BSm0MXj6TVPxutP7t6saGR1+fj4Hg51nchTqHV526+XNTwfLXTAgtt\nF1tZs2f9Ja+r+qY4fiV1s8U+NE78mhXezcAQIcRR4F3gNmTFZ/ZsWQFaAac9l08CUZ4gdEAT4Pwv\niv5nItGSgf6AiZDDbprulzOY7TY8isYh5ATEbg1hOTXkPpKtblO9L2SXQZq4eNF1egoFg5ZgOuDP\n+Xh57lZt1lLRWgoDuPy0uAyyMtPWKoQedDIl1Iq+0k1CaqbcduVoSWu3jtLu4dSE+vN1hjxf8srE\nA/R+ZzKrK03oK93Yb6hi+ZiXGvjsPvvaUrQOBXtzPW6DBrdBox7g6ypdFAzT8cWGp/lyzVOANBn/\nbEc6fuc0slqa/yJah6Ia+Hy6arnsjq59R012t45Nxvy9i8KSJhSkTqKmXTXnursoSJ3EllcWETsr\nQz0TO2pJY9eSiRxKDcFlkBXnme5yTeKmZ1IZIWi34dEG272Oiy08XNCX8t52jg8wsP3tSRy1pOFn\nUwg4KWi+SU/iLAuxy1PYtWQimnArM5rvIybTRXWES30cL9n74m337cNHE7nFRb8RjxG9OvmSZAdQ\nHeFioa0lofvtGIs0lHTSET/fQodnM1XpJ0MZrNmzXlVSWV1pUknlHZ7NpMOzmdQ0c+FnU3zJ7g+C\nX0Q89lZ4iqLcJYR4H/hAUZR3hRALgb2KomQJIcYDXRRFGSeEeBAYpijK8B973F9a4bVZOpugA5Kj\nVd5aznx6TaDPfNyaGs8GWl8Gwcdc6hnYl4sW02OK3Aba77Ph3ClJuQ8X9OXoK3F0nrCPz7/ugq5K\nqKomGodCVZgOf5v0vXAEyMN1W387Yav9VQu7ki4CjUNwKDmLCnc1vWdMYHd6NgPvGcnpW4KI/Kqc\nqFfzyZ/aQVXtCD4mNeTK2kiDFH2VgvGsA2eAVhV/rI9bB8+hxiy5eN4h+K9WTcZdFKs6XYXtlT6p\n3llgU7FbPcQGyQAAIABJREFUHaYHOUrX5n352eSdyvAmgFYba8n/i0BTplNVQ7y/5xXrPB/PJZWV\nd8i+JlRBWyVd3LbcPkclJMdNz0RfVudgVl9D7mLRgOhlcks/4Pp0jt0VolZ7A65PZ+3ad1QdOv8S\nhcB7i9hy+xz5928dSWrnz7F02ETsrAyC82TTY8dsKfJqznPzyqyX+fMnT+B3TkvzXU6KempxR9ux\n9lmmaud5P0iuNQHNqx2/B/F4CjBRCPE98ozOy8x8HQj1XD8RePoHfv8/QvT8Fwk6YGDpEy+pPK03\nBr2GZcwqzr8VRW0w1DZxE5ynqJ6axX/SU95Sulidj4eNszKx55pxmRS6Tk/h8PIOckbyvT/hNroJ\n3+5CXwmOAA0VkTLZFfXUqkY+O2dk849u/6LaLDj9UC0BJ6upDXWhTywlbmkKqypb4m9TWF1poiwm\nQO0w7n01geJEP0KsTozF0ky8vruY8axDTXJfbHhaPWP7vCBOVUCpiNRwuq+87stFi9U3pvf8qaST\nTq2MdqdnN0h2MXMz2J+aRf5fIy9pDMwd/iZH79Yj9A29KtxFscRNz6TaLM8Q8yZPpNOCOqpJwjyL\n6jtbG+6Qo3hdPiJpVAZlbQ3qvPDetCy6jcnAUNZwNK/T1EySnkmhx5QUwtcY+GLD08TOyuDMjeYG\nW9tT/UIYNOghQHLq9JVw6mAL9XFEThC7ytvSZulsoj+uwFTswlTspNcTY9UE283PQP6wRfQatIeM\nl1+lNtwBJ4zqY3zxxmvsPNaG27+Y4Et2f1BcVaNlXh08/xMGhENy2apDhTSI2T2csj2h+JUIjMVy\nJKgyQlDTTPZZmu2WNoNNph7n6D9jMBXL659+7v8YElCl6tgBlPe2E7TZqD6298zPFgev3b+I/3ly\nDOUttepBtlfW29tECPtOjkd5XenP3lynlNtxsQWtXXp9OgI0uPTSSc3vglu1hzSedbBxxev0G/EY\nzgAtXy5arNItgo/WUtreoJ5H1kf8fAtunTwrTJhnIfSgg5JOevxsikq/8Rr+aBx1EwzRq5PRXdCq\nlVvMe+MwXNBIft3YZE4MEBy1pPHgtmR2fBOHrkqoneCY98bR4cUTnBjeRu3IgjxuCN1vZ+PmaaqY\nqNMkiL/vENv2xdL6E9THjZueSXVULS3XyIkLRwBUhzaU0rrluW2sWdhL3Tp7jdkrEqWxTc6iBEAe\nVVyIk765II2iHcHQfJeTwO9OUXF9S7Uq9hqu596X7qvornL84UbL4tPkNqblGi3BeQrt78ijvLed\nZr0L6bTAwnlrU3IfycYRLPlzGgfY29WihNbSdJ/wGGjrOPdyW5wmObhfEanhjdO30HGxTBQgvSys\nfZbhNEmVlF5PjMXWARwB0iT5f54co565eSuOzRsSSPjmIR4YsAWdXWCL0fD1xDpmvu6CloR5Fm4d\nm4xbr7A/NYuinlpKusgEt2vJRLXS0zgUvtjwNJpwq1rt3To2mZ0zsnEZoGCYJDFfjhO2PzWLg+Oz\nOOKoxBEsK1RvsvN2YOOmZ/J1xkK18tOEW2m30qUmu04LLBSkTiI4T6HfiMeoNmvJH7YId1EskyLX\nUZA6Cb8SwUJbS6kaXCtYe/wlKqPc9JiSQpulknYZcqRWTXbBx9xoa2WVZy0No2CIVEdWjC7cRbEc\nSs4i4IgB23Vamu61Udukbl280uwffHwLeikezS33zCXoeN0H9ZEZndk5I5tdS2QyLEiVTaTod05T\nkVhNbvoESmN1rD3+Eidv06hjeG495N4nKUS+ZHdtoNFXeO6iWB4u6Mv+DzriZ6vjbgXm+LM3TUqm\nV95YhbPMAHo3zbbqqWgt3zDV4U6aHNBReaNUw/Wq6t46NpminlrCt8vqYVLGCoYEVNF1egpBp1xy\nROxfDlWSvMYs8LMpFPdwY96vUStAe7i0LXQEINU7KhX8LrjxK3VSMExH6G4N+ipFNb3290ih95iS\nQuCpWmpCdNiu0/Jq8kImzxyrVm/a2jquYOIsC/pKhYXPzqebn0G15/NWl/HzLeqYWNLu4ZQcDSF/\n2CJil6cQu+wcJweF4TSCLqmU0IWBqspw/bOzvo8+TsXfLrBr8EzcRbFSoaXWxZnuJvbPm0CbxXM5\nljyZrMN9uC3gCO31ARQ6Kxiy91Eqvm2Gvkxuadv8u5R1302nbdY8jlrS6LZmmvqYIPl7WoeU0qpp\n5kbRK6rqsLFYoeleG+e6mXEZ5AfP/lRZMf6/7x7iQGo8JfHS+jHEKitXkGe0X7+fdokidMSdx7Et\ni6LGLDAVuyntoGmge+fDHwt/mAqvx5QUdm7poHK6DiVnoTikLHePKSnYwxU4YSSgQEfBoCWcu9nB\noeQsnEaFKb0/wa0Ha59lVLir8TunoePWkZR00ql8tZZPW3lu1iiSnknBaRIkz/sAQ6tKnAFatA6F\nsiEV5EzNwtYB/AulInHTtUa0tXKbpHVI7l5NqDwk19Yq1IToMO/X4DJARaSGykjBua5ysqPvo48D\nUJzoR1WYfKPPvXUQpmLZpDAVu9E4ZLLThFvROKTU+8glTwKw7aUkuTX0dBYPzpLnTR0XW9jZdSWK\n0cXjJ27mH0NXcnRYGIGn3TiCFfYPmY4jQIMm3MqThTcwsPPfSXomhaTdwynqqafmc+nfoQm34n+0\nBFt7Y51to2eyY+66uxn45RO0+3As9z2VhmmRmeA8BV2VwsHxWVRHSLL3UYuktdi/qvMEuX34aPRV\nMvHo7B55KEuaKpnlb3NRfl0wjgCB0yQIOK3Q99HHSRqVwebXkiiLNqqV38m/OgixOgmxOinzePFq\nHQoDrk8nPi0TpxGOf9Uat17SSba/PcmX7HwAGnmFN7Dz31mz8X31fM1pElQkVhPb8ixHjoYTsV5H\n8fUCt0FB06KapmuN6oH9gEN3cfx8CHq9E83GEDQOhcooCDiBKreuSyrF+IGZ4AI7eQ/6ASAcgia5\nwkNAFqq68MXept7tldahUNJF4GjiJjhXdlsdAbJCCT7mpu0TuVQ5DeR+EYOxSP4NIVYnX62azE1/\nnqduZb9aNZmeD79ItVmwO11OhZzt4yBkp57d6dmqi/3Fvgnx8y2MHLGejv6neC73LnZ2XalKjnuR\n9EyKut2rXwkljcrAEVDHTxxqHYBJV8u7N8ptpHcypDYYWn5ZxcbN0+j58IvqeJp34D7wtJuqMA2d\nHjyE9fUO6KsUVZI9f7gZ82GpaVffDLp+t7brdPlh45WEKm1vwBbvJmqdwvE7ISRHq/7vvB6u3tdD\nZZQbTa3ggQFb2HzmOrbcPocHtyWzPS+a/P5vUOisoGWrwv/wlenD1YKrXvHYKzUetu0caza+T9fp\nKdQ2qfMv9arcahxwto/MRF4yq9e+L25pCr377+W1qK0kzrJQGywbHf42Sf8oTvQjLEeq6OorURsd\nQccVNanZw4Rqfuxvk29kWxwEFdR5x7oM8o3YrHchNSvC8RtRxOYuH9FpgQV7lBNhcuKf64/OLrdg\nXk07f5ui0lr0lW6qwrQ8O/VNPi/rxCcbksibPJE7ekzn01XLVV9T7xbW2ym9ecge2V3WyzO8Cnc1\nCR+nkj9sEW+Vh/KXoBI04Vbi0zL5Z+pcOkSd5o4e09FUVHN0WFgDishNE8dRbRa49YLQAzUcvVtP\nQeok1QJzQ0Vn1e7Sa30ZP99CTVNpKB58zIVfqSRRV7Q0UN5aoCTWNQW80vntPhzL3qHz6Td1AsW3\n1xC2XtJ0NA7QV8nmTcDJakrijVRGSen8NQt70eSok2N3aQjboeF8vDRh15ehmv4cSs5SxwRnl8Sy\nZE3/BqbsPvxxcVVvaePTpPGK+YhdtUrUV0oycMSdx+XYUYtqKiMEZ2920STHQNABKa0UvToZUWIg\n6Rk5bXFqdKTn96XMkZfaYSipwliscLq3H6ZiN+e6ysTvX6KQ8Le9AJiKJX0kqADs/SqoiNSgccAD\nA7bgNEmV3Rqz4EKcgqNzFXdG7qfcc34IslvaPvY0fvn+BB2XW7+qMA3Hh7rVZKmrdLH97Ul8tWoy\n57q7eCZ7NC9f/w55kyfS8+EXOdtNbhO9Z4ze87qD42WD4rWorexNy2L9+Dlowq0ER57gqCWNHlNS\nGBm7nZj3xuEuikVXpdBeH4C7KJbPdqTz6YHn0dlldRU/X6oej//f92mxzUaIVX4YeAfzQVI6Cmub\n0GmBhbfKQ3lr6e2eTrCTvMkTMRYraGsVnAFavtjwNDvfnEjLL6vo1TqfREuGSkXpMUUSwr+tMaGv\ncpPf/w0qIwUlXd3smC1pNPpKN7ryGkzFbsyHYf2LvTz/Nx3CIShvLTCekdW308Mq8dJyHpwlCddT\nQq2+ZOfDJWhUCe+mP8/j1sFzmJGyDAC3QYu+yq1u74LzoPCT1ricGswbjAQUKjTfqiXwtAtjsbQR\n9A+1k/fAQmxxSOmiVKkyHHjaiVsvTWDCcmo4n2DG3+ZCXybFQL0y4dq7SngtaqvcPkdKTtukCSt5\nJmENM1KWYQ8TzGi+j/LOtZQmyqaHoVUlSW2O0dH/FBonqnLwJruG59t9SHCewo7Z2XQYeRinSWAo\n0hN8tFbaNwbIM6ikURm0/VghLKcGd1Es3cbUs0f0dBAvxCnq/GfcUklTiV6dTIW7mghdIO6iWIZ8\n9TcSUqUkfXxaJk1yBR0Xy7nhjltHstDWUtWo2z9P8tn2p2Zx+LkJjIzdrvo/7J8nzwYfP3Gzqh6z\n9tMk/EsUXswcTmWUnBRp/8wBEi1ym/zVqskNxAQ2bp7G60nLaLHNxrHkyeirZFKrMQv6GN2cGizX\nb3+q9Fz1Jl6XQXBkdBNqmtSZB2kcsmHVJFdSjTQOSQw3lNW9ftpteFRt5vi6rj5cDo1qS/tx3p8Y\nElBF3NIUNA6B06gQ9p3s6umSSvFbLTt45dHS98AeJnAaIei45N09O/VNnlw3koQuRzn+Tjv1nA3q\ntkrVZnk+V3x7DaGb/CjpU0O/uFwOZHahKkzm/+n/b5ncVubG4ywz0HyrTEqOAKiMQlVDtveroLrE\niKFES7c+hympDqD4/Sjs/SpwHwnEfFieA/qVoG7ZQqwO3HpBSScdoQedVIVpVVUUv1InNSGSH1MV\nplG9bf/3pSX0MbrVv8W7bYtbmkLMS9+zZs964pamoK0S6hbV25EG1OmE+mdm3sTgPd+rP551R4/p\nfLYjnVsHz6EiUofGIeOon8y8wgiBp2ovmQj5JRh03WSq24ZS1taA+Yid/Pv8afdBNW6DlrK2BmrM\nUo/v87e649aDrgpMxW5ceqEeHVwsz+5LdtcerrozvOo+f0FXpTBpwkqm/1NOojmaSLPkZrtFAzqD\n9+zufLz8fbdBoUmu3ErqK+X1QQXysr5KHqgHnXKpXhAAtng32qY16PQujBsDKY+WDYF2H47F75wW\nvxKpclKfkAw0UM3ouHUkh25ezq1jkzl5m4agfA0XOjvRXdDid16qkjTdDwl/28uWtX8CpJ+Fn82l\nyj15KS1+Npm0g4/WUtbWoBKFQQp9BhXI595k19DH6Kbj1pEMaHeIVTu7cix5suoJW3y95AuurjTx\n9yWj1S1wfXgTgnfwP3rtGAKOGAg96CTg+1JODgpDV6Woo3V+JdWc7RaItlbyEcviXCR0OUru2eaE\nvmtS53YvRtz0TJrvcmIorVXFBi6HbmMyaLbLxvkE2UA6merCmR9I5BYXJwYI/Au1NOtdSFP/Ko58\nFkNAoULgaScVkbpLBCBiN42+xHjdhz8+rqozvH3FZ/CzKdQ2ESxOu4/gPOkHGrpbOtrbwwT6SjcB\nhQq6KqF2S53NHDTdT4Nkp3UofPeXTCqj5OU3MjJw6wUah0J5tEwuu9OzCduhwW+PiWcS1jTgtBHs\noPUtx3HK+Xiqolw4TYLaJgJbvLtB3CIniIRvHiLj5VdZO+xFdftlzoUWO2uI3OKiMlIwPWIdh5Kz\nCDyuUNRLoSJSVnH+Nhf+NoXA0y5sHWTD5EySH46AunPA6LVjaLpfVpaxy1PoY3ST9EwKK254nZci\nvsU/1K4Ka1abBebOJcQtTWFIQJWa7GI3jVYfr9cTYwHZFPLaGrZcoyX4mJtqs5ajw8LQOGQVVd5S\nK8/OWpuw96vgfBeZlIVDsOf7KPTbgijsVRfrxQjOUzjbTUfNsxd+9P+/a8lE1q59h2FPbWD06/8i\n5IMAjGfkB0LUOnn2WvFROLlfxGAokzqCUiZLbol777tXJVH7kp0PP4ZGUeH5tWul1OSflMYunavw\n22Oi5k+STBx0RCYHewsFfZlA0aO6SQGqb6zTJNBVye9e28CdMySdQ1+lUDykmqDNRpwDbbA5BHsL\nhc0PzWXotMmUtxaqlJAX3iTYbsOjxL1ov8TbNO6D6VSX+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/PorOU5KZ/IrqO3fX4K+ZM/A2evV50dfvumIXn2Ild2oWv7TVsWXQbOJmpmBa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LhA+i9NZ9BC4dNQ/EIhJVmFrH9tJEeWZnB+mJF+m7N4ofMh9ryeStzmWaSWTCRi92nisksY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\n+1uTMB6z8sS6kYTkyYkC7wyrtkpgKJUd2FXP9sMRIuN5e8odaJx15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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy.ma as ma\n", "lai_file0 = get_lai(filelist[20],\n", " ncol=ncol,nrow=nrow,mincol=mincol,minrow=minrow)\n", "\n", "layer = 'Lai_1km'\n", "lai = lai_file0[layer]\n", "small_mask = mask[minrow:minrow+nrow,mincol:mincol+ncol]\n", "\n", "# combined mask\n", "lai_mask = np.isnan(lai)\n", "new_mask = np.logical_and(small_mask, np.logical_not(lai_mask))\n", "\n", "plt.figure(figsize=(7,7))\n", "plt.imshow(new_mask,interpolation='none')\n", "plt.title(\"Mask of good observations over Ireland\")\n", "\n", "lai = ma.array(lai,mask=np.logical_not(new_mask))\n", "\n", "plt.figure(figsize=(7,7))\n", "plt.imshow(lai,vmin=0, vmax=5, interpolation='none')\n", "plt.title(\"Masked array LAI over Ireland\")\n", "\n", "plt.figure(figsize=(7,7))\n", "plt.title(\"Non masked array with NaN\")\n", "plt.imshow(lai*new_mask, vmin=0, vmax=5, interpolation=\"nearest\") " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We should be used to writing loops around such functions.\n", "\n", "In this case, we read *all* of the files in `filelist` and put the data into the dictionary called `lai` here.\n", "\n", "Because there are multiple layers in the datasets, we loop over layer and append to each list indiviually. But first, let's build the mask:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:15.648640Z", "start_time": "2017-11-21T19:27:15.169538Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done!\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "country = 'UNITED KINGDOM'\n", "\n", "# make a raster mask\n", "# from the layer UNITED KINGDOM in world.shp\n", "filename = filelist[0]\n", "file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", "file_spec = file_template%(filename,'Lai_1km')\n", " \n", "mask = rasterise_vector ( file_spec, \n", " \"data/ne_50m_admin_0_countries.shp\", \"NAME = '{}'\".format(country), \n", " verbose=False)\n", "\n", "# extract just the area we want\n", "# by getting the min/max rows/cols\n", "# of the data mask\n", "# The mask is True for the area we want\n", "rowpix,colpix = np.where(mask == True)\n", "mincol,maxcol = min(colpix),max(colpix)\n", "minrow,maxrow = min(rowpix),max(rowpix)\n", "ncol = maxcol - mincol + 1\n", "nrow = maxrow - minrow + 1\n", "# and make a small mask\n", "small_mask = mask[minrow:minrow+nrow, mincol:mincol+ncol]\n", "\n", "small_mask = np.where(small_mask == 1, 1., np.nan)\n", "plt.imshow(small_mask, interpolation=\"nearest\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:30.035304Z", "start_time": "2017-11-21T19:27:15.654321Z" } }, "outputs": [], "source": [ "\n", "\n", "data_fields = ['LaiStdDev_1km', 'Lai_1km']\n", "\n", "# make a dictionary and put the filenames in it\n", "# along with the mask and min/max info\n", "# & data_fields with empty lists\n", "lai = {'filenames':np.sort(filelist),\n", " 'minrow':minrow,\n", " 'mincol':mincol,\n", " 'mask':small_mask, \n", " 'LaiStdDev_1km':[],\n", " 'Lai_1km':[] }\n", "\n", "\n", "# loop over each filename\n", "for ii, f in enumerate(np.sort(lai['filenames'])):\n", "\n", " this_lai = get_lai(f,\n", " mincol=mincol,ncol=ncol,\n", " minrow=minrow,nrow=nrow)\n", " for layer in data_fields:\n", " # apply the mask\n", " lai_p = this_lai[layer]\n", " this_lai[layer] = lai_p*small_mask\n", " lai[layer].append(this_lai[layer])\n", " \n", " \n", " \n", " \n", " " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:30.823253Z", "start_time": "2017-11-21T19:27:30.038313Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1197, 568)\n", "2005161\n" ] }, { "data": { "image/png": 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nKdYnIrWuGnTeBNJWqZWAXioAtAE6EvX98e8VQNWZMmqdFiJfHE16TCbLDywl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\nhyURq41kYMggwJODJ+VWYNIlM6Hfjz3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zMOH8pQtkXyjAoKM+v9ZX07mjpO8cOj+KkFSp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# have a look at one of these\n", "\n", "i = 20\n", "\n", "# just see what the shape is ...\n", "print lai['Lai_1km'][i].shape\n", "\n", "root = 'images/lai_uk'\n", "\n", "cmap = plt.cm.Greens\n", "\n", "f = lai['filenames'][i]\n", "fig = plt.figure(figsize=(7,7))\n", "# get some info from filename\n", "file_id = f.split('/')[-1].split('.')[-5][1:]\n", "print file_id\n", "plt.imshow(lai['Lai_1km'][i],cmap=cmap,interpolation='none',vmax=4.,vmin=0.0)\n", "# plot a jpg\n", "plt.title(file_id)\n", "plt.colorbar()\n", "plt.savefig('images/lai_uk_%s.jpg'%file_id)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:30.899040Z", "start_time": "2017-11-21T19:27:30.832013Z" } }, "outputs": [], "source": [ "# thats quite good, so put as a function:\n", "import numpy.ma as ma\n", "import numpy as np\n", "import sys\n", "sys.path.insert(0,'python')\n", "from lai_library import get_lai, rasterise_vector\n", "\n", "def read_lai(filelist,country=None):\n", " '''\n", " Read MODIS LAI data from a set of files\n", " in the list filelist. Data assumed to be in\n", " directory datadir.\n", " \n", " Parameters:\n", " filelist : list of LAI files\n", " \n", " Options:\n", " country : country name (in data/world.shp)\n", " \n", " Returns:\n", " lai dictionary\n", " '''\n", " if country:\n", " # make a raster mask\n", " # from the layer UNITED KINGDOM in world.shp\n", " filename = filelist[0]\n", " file_template = 'HDF4_EOS:EOS_GRID:\"%s\":MOD_Grid_MOD15A2:%s'\n", " file_spec = file_template%(filename,'Lai_1km')\n", "\n", " mask = rasterise_vector ( file_spec, \n", " \"data/ne_50m_admin_0_countries.shp\", \"NAME = '{}'\".format(country), \n", " verbose=False)\n", "\n", " # extract just the area we want\n", " # by getting the min/max rows/cols\n", " # of the data mask\n", " # The mask is True for the area we want\n", " rowpix,colpix = np.where(mask == True)\n", " mincol,maxcol = min(colpix),max(colpix)\n", " minrow,maxrow = min(rowpix),max(rowpix)\n", " ncol = maxcol - mincol + 1\n", " nrow = maxrow - minrow + 1\n", " # and make a small mask\n", " small_mask = mask[minrow:minrow+nrow, mincol:mincol+ncol]\n", "\n", " small_mask = np.where(small_mask == 1, 1., np.nan)\n", " else:\n", " # no country\n", " mincol = 0\n", " maxcol = 0\n", " ncol = None\n", " nrow = None\n", "\n", " # data_fields with empty lists\n", " data_fields = ['LaiStdDev_1km','Lai_1km']\n", " \n", " # make a dictionary and put the filenames in it\n", " # along with the mask and min/max info\n", " lai = {'filenames':np.sort(filelist),\n", " 'minrow':minrow,'mincol':mincol,\n", " 'mask':small_mask, \n", " 'Lai_1km': [],\n", " 'LaiStdDev_1km': []}\n", " \n", "\n", " \n", " # loop over each filename\n", " for f in np.sort(lai['filenames']):\n", " this_lai = get_lai(f,\n", " mincol=mincol,ncol=ncol,\n", " minrow=minrow,nrow=nrow)\n", " for layer in data_fields:\n", " if country:\n", " # apply the mask\n", " lai_p = this_lai[layer]\n", " this_lai[layer] = lai_p*small_mask\n", " lai[layer].append(this_lai[layer])\n", " else:\n", " lai_p = this_lai[layer]\n", " lai[layer].append(this_lai[layer])\n", " \n", " return lai" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:27:55.357551Z", "start_time": "2017-11-21T19:27:30.901682Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done!\n", "(467, 335)\n", "2005161\n" ] }, { "data": { "image/png": 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NjgkF+iqK8qMF9qVsr+ShIiRxKvFBa/ni7AE6tnHifFUx1pY6pvYIw991KHZv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3svhAiPFWyZtEkrwcrnC2jpnCTkxYnze1BTzxrPtaxdvZ1jCakc/voioSPCmbhgASufmyuKmd2Z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\nDJlFRVMln1eeInymga5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qTIeRvl5o7ewITRhPbUMTN1pa6W5vJ6mRGw0ZNubHa0/vkQmy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wFh/oJNA0B9G6P7+rDrygeo/DT3NMV1UKutxz90Ej7zfEktzv/O0ojymKOJK5EZ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\nk1ScgqXajA++SeEPTz5DXWcG29LRS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test this ... the one in the file\n", "# does a cutout of the data area as well\n", "# which will keep the memory\n", "# requirements down\n", "#from get_lai import read_lai\n", "\n", "lai = read_lai(filelist,country='IRELAND')\n", "\n", "# have a look at one of these\n", "\n", "i = 20\n", "\n", "# just see what the shape is ...\n", "print lai['Lai_1km'][i].shape\n", "\n", "root = 'images/lai_eire'\n", "\n", "cmap = plt.cm.Greens\n", "\n", "f = lai['filenames'][i]\n", "fig = plt.figure(figsize=(7,7))\n", "# get some info from filename\n", "file_id = f.split('/')[-1].split('.')[-5][1:]\n", "print file_id\n", "plt.imshow(lai['Lai_1km'][i],cmap=cmap,interpolation='none',vmax=4.,vmin=0.0)\n", "# plot a jpg\n", "plt.title(file_id)\n", "plt.colorbar()\n", "plt.savefig('%s_%s.jpg'%(root,file_id))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:28:22.690054Z", "start_time": "2017-11-21T19:27:55.366377Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(467, 335)\n", "2005001\n", "2005009\n", "2005017\n", "2005025\n", "2005033\n", "2005041\n", "2005049\n", "2005057\n", "2005065\n", "2005073\n", "2005081\n", "2005089\n", "2005097\n", "2005105\n", "2005113\n", "2005121\n", "2005129\n", "2005137\n", "2005145\n", "2005153\n", "2005161\n", "2005169\n", "2005177\n", "2005185\n", "2005193\n", "2005201\n", "2005209\n", "2005217\n", "2005225\n", "2005233\n", "2005241\n", "2005249\n", "2005257\n", "2005265\n", "2005273\n", "2005281\n", "2005289\n", "2005297\n", "2005305\n", "2005313\n", "2005321\n", "2005329\n", "2005337\n", "2005345\n", "2005353\n", "2005361\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# make a movie\n", "\n", "import pylab as plt\n", "import os\n", "\n", "# just see what the shape is ...\n", "print lai['Lai_1km'][0].shape\n", "\n", "root = 'images/lai_country_eire'\n", "\n", "cmap = plt.cm.Greens\n", "\n", "for i,f in enumerate(lai['filenames']):\n", " fig = plt.figure(figsize=(7,7))\n", " # get some info from filename\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " plt.imshow(lai['Lai_1km'][i],cmap=cmap,interpolation='none',vmax=4.,vmin=0.0)\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('%s_%s.jpg'%(root,file_id))\n", " plt.close(fig)\n", " \n", "cmd = 'convert -delay 100 -loop 0 {0}_*.jpg {0}_movie.gif'.format(root)\n", "os.system(cmd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/lai_country_eire_movie.gif)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:28:22.728764Z", "start_time": "2017-11-21T19:28:22.695783Z" } }, "outputs": [], "source": [ "# The movie making works, so pack that into a function\n", "\n", "import pylab as plt\n", "import os\n", "\n", "root = 'images/lai_eire'\n", "\n", "def make_movie(lai,root,layer='Lai_1km',vmax=4.,vmin=0.,do_plot=False):\n", " '''\n", " Make an animated gif from MODIS LAI data in\n", " dictionary 'lai'.\n", " \n", " Parameters:\n", " lai : data dictionary\n", " root : root file /directory name of frames and movie\n", " \n", " layer : data layer to plot \n", " vmax : max value for plotting\n", " vmin : min value for plotting\n", " do_plot: set True if you want the individual plots\n", " to display\n", " \n", " Returns:\n", " movie name \n", " \n", " '''\n", " cmap = plt.cm.Greens\n", " \n", " for i,f in enumerate(lai['filenames']):\n", " fig = plt.figure(figsize=(7,7))\n", " # get some info from filename\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " plt.imshow(lai[layer][i],cmap=cmap,interpolation='none',\\\n", " vmax=vmax,vmin=vmin)\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('%s_%s.jpg'%(root,file_id))\n", " if not do_plot:\n", " plt.close(fig)\n", " \n", " cmd = 'convert -delay 100 -loop 0 {0}_*.jpg {0}_movie.gif'.format(root)\n", " os.system(cmd)\n", " return '{0}_movie.gif'.format(root)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:40.556067Z", "start_time": "2017-11-21T19:28:22.731933Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done!\n", "2005001\n", "2005009\n", "2005017\n", "2005025\n", "2005033\n", "2005041\n", "2005049\n", "2005057\n", "2005065\n", "2005073\n", "2005081\n", "2005089\n", "2005097\n", "2005105\n", "2005113\n", "2005121\n", "2005129\n", "2005137\n", "2005145\n", "2005153\n", "2005161\n", "2005169\n", "2005177\n", "2005185\n", "2005193\n", "2005201\n", "2005209\n", "2005217\n", "2005225\n", "2005233\n", "2005241\n", "2005249\n", "2005257\n", "2005265\n", "2005273\n", "2005281\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mlai_uk\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mread_lai\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilelist\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcountry\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'UNITED KINGDOM'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mroot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'images/lai_UK'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mmovie\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_movie\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlai_uk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 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\u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 802\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_gid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 803\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_snap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 804\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sketch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] }, { "data": { "image/png": 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ANR6bMhbk4vVTZs5RWuh8WnSEj1Z8wtY1y5gycw69bxxA+kPj0PprsdRb0LWp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JAAAg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\nSlz+Nuo6a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S+z1ow2TMuuhk9kE0RJLVZGlN6SJ+TG2teYjqfTjTvQ3q1hfi5DkqQVkiTV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import glob\n", "year = 2005\n", "tile = \"h17v03\"\n", "# test it\n", "# Search for all the files using wildcards\n", "filelist = glob.glob (\"data/MCD15A2.A{}*{}*.hdf\".format(year, tile))\n", "filelist.sort()\n", "lai_uk = read_lai(filelist,country='UNITED KINGDOM')\n", "root = 'images/lai_UK'\n", "movie = make_movie(lai_uk,root)\n", "print movie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/lai_UK_movie.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5.2 Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2.1 Univariate interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, we can load the data we want from multiple MODIS hdf files that we have downloaded from the NASA server into a 3D masked numpy array, with a country boundary mask (projected int the raster data coordinate system) from a vector dataset.\n", "\n", "Let's start to explore the data then.\n", "\n", "You should have an array of LAI for Ireland:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:51.054278Z", "start_time": "2017-11-21T19:29:51.044833Z" } }, "outputs": [ { "data": { "text/plain": [ "list" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(lai['Lai_1km'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the LAI for some given pixels.\n", "\n", "First, we might like to identify which pixels actually have any data.\n", "\n", "A convenient function for this would be `np.where` that returns the indices of items that are `True`.\n", "\n", "Since the data mask is `False` for good data, we take the complement `~` so that good data are `True:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:52.135632Z", "start_time": "2017-11-21T19:29:51.862865Z" } }, "outputs": [ { "data": { "text/plain": [ "(array([ 3, 3, 3, ..., 39, 39, 39]),\n", " array([318, 320, 321, ..., 466, 466, 466]),\n", " array([ 73, 136, 74, ..., 37, 40, 42]))" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = np.array(lai['Lai_1km'])\n", "np.where(np.isfinite(data))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example good pixel this is (3, 320, 136). Let's look at this for all time periods:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:52.879253Z", "start_time": "2017-11-21T19:29:52.601945Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OhLIzycIIBX5LFqpaAjwIfAXsBD5T1R0iMlVERtiaPSgiO0RkG/AIcKft2B3AZ0AK8G/g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\nayLCzJkzueqqqwDKLcqSkpJCjx493Fv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ymTPPedr+//vs9D/nZZ5n3bp1fXXbLMPDDK5c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\nmVkuFwszM8v1f8dOs0ytp+vJAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "r = 320\n", "c = 136\n", "\n", "pixel = data[:, r, c]/10. \n", "\n", "# plot red stars at the data points\n", "plt.plot(np.arange(len(pixel))*8,pixel,'r*')\n", "# plot a black (k) dashed line (--)\n", "plt.plot(np.arange(len(pixel))*8,pixel,'k--')\n", "plt.xlabel('doy')\n", "plt.ylabel('LAI')\n", "plt.title('pixel %03d %03d'%(r,c))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data follow the trend of what we might expect for LAI development, but they are clearly a little noisy.\n", "\n", "We also have access to uncertainty information (standard deviation):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:53.823902Z", "start_time": "2017-11-21T19:29:53.360164Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xd0yJKJMZE5pvfu67NCWlwYjAdX46up3s7kgkue0wyWknpklYNruQZ29bQH1zG9fc/zH/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\n3rQ+j5tXYLxHfvfEqyeU8+S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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# copy the data in case we change it any\n", "\n", "data = np.array(lai['Lai_1km']) * 1.\n", "sd = np.array(lai['LaiStdDev_1km'])*1.\n", "\n", "r = 320\n", "c = 136\n", "\n", "pixel = data[:,r,c]\n", "pixel_sd = sd[:,r,c]\n", "\n", "x = np.arange(len(pixel))*8\n", "\n", "# plot red stars at the data points\n", "plt.plot(x,pixel,'r*')\n", "# plot a black (k) dashed line (--)\n", "plt.plot(x,pixel,'k--')\n", "# plot error bars:\n", "# 1.96 because that is the 95% confidence interval\n", "plt.errorbar(x,pixel,yerr=pixel_sd*1.96)\n", "plt.xlabel('doy')\n", "plt.ylabel('LAI')\n", "plt.title('pixel %03d %03d'%(r,c))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would generally expect LAI to be quite smoothly varying over time. Visualising the data with 95% confidence intervals is quite useful as we can now 'imagine' some smooth line that would generally go within these bounds.\n", "\n", "Some of the uncertainty estimates are really rather small though, which are probably not reliable.\n", "\n", "Let's inflate them:\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:54.923225Z", "start_time": "2017-11-21T19:29:54.377194Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ycc/BsJVnP7QXe0o2k1JiYFVMf/vvXf9+iBcf/yGj2xv63f47LMGamfz6ytCO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\nrbVHw+dzH23Dl5rPJRNdAzp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LXrKkEVgSkXpE25C6w3/+3TUA5NqCzHrXgyuXzATg8bes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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# copy the data in case we change it any\n", "\n", "data = np.array(lai['Lai_1km']) * 1.\n", "sd = np.array(lai['LaiStdDev_1km'])*1.\n", "r = 320\n", "c = 136\n", "\n", "pixel = data[:,r,c]\n", "pixel_sd = sd[:,r,c]\n", "# threshold\n", "thresh = 0.25\n", "pixel_sd[pixel_sd" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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l90y1uHVrLKfX5QdTo6u1917Qw4fL4h4/OmlsBMaMcQ5aU7NYAwbIY76Ncyll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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the extended dataset\n", "plt.figure(figsize=(12,3))\n", "plt.plot(x_extend,y_extend,'b')\n", "plt.plot(x_,y_,'k+')\n", "plt.axvline(0, color=\"r\")\n", "plt.axvline(365, color=\"r\")\n", "plt.xlim(-356,2*365)\n", "plt.xlabel('day of year')\n", "plt.ylabel('LAI')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:56.495008Z", "start_time": "2017-11-21T19:29:56.475301Z" } }, "outputs": [], "source": [ "# define xnew at 1 day interval\n", "xnew = np.arange(1.,366.)\n", "\n", "# linear interpolation\n", "f = interpolate.interp1d(x_extend,y_extend,kind='linear')\n", "ynew = f(xnew)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:57.340020Z", "start_time": "2017-11-21T19:29:57.074508Z" } }, "outputs": [ { "data": { "text/plain": [ "(1, 366)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PbuXyP7x10GbnipeYP7UiUiFWRhGRFdY5W2I977Rjii8N61p6Duq3w+ilb6R9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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(xnew,ynew)\n", "plt.plot(x_,y_,'r+')\n", "plt.xlim(1,366)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:57.922312Z", "start_time": "2017-11-21T19:29:57.653731Z" } }, "outputs": [ { "data": { "text/plain": [ "(1, 366)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yGfdlalX41mU1ONxtwbbDvUGfXyq1nN78a7aiEDcpSdU1lQFm/8S3SvH1l1oE\nBMM5R+fQmN+KGABQKWQoNKTNmbELu0l5SCdYJdKM3ToxBduEK2BbitMK9GgzO+bslO6zjKNl0I5z\nguTXp/vClio4Jt14du/c38HFIuUD++424XBgf2VSF9YWhF0mZZuYQufwmJCTnkWrUuCyVYV4/Ug/\nxiZnvqH88YN2NPZZUX/VCqSrFXPy2VevKcay/HQ8sr0laD28VBHjq9RR4i15tAROx0iphMoAs3/i\nmxTYQ03HjIxNweZ0oSw78Gvtq+QxlM1Jktx0FYbHJuFKgLYCfX5q2KerLTbAwzGnkGFXi9AuenMY\ngb22yICNlUb85aOOkD79pqKUD+wHu0ZRmaMLWCZ19o//JXwdYpmflAv0d6jzDRtKYHe68PqRfu+1\nekfH8bO3j2NrTR4uri049fzTyGQM//GJahwfsKPzzm8GHEOb2QHGMKf513TetgJBujy2me1QK2Qo\nDCFgkJkqpJJHU2iBvUOc2fsrdZQIgX3mG/KpwB7CjF2vBufAcBQb8GIlUA27ZE2JsPt3eqUZAOw8\nYUJOuirsNOFtZ1Wgc3gM7y7gvpJEktKBnXOOg12jWBtky/jKIkNY15Vari7N8/3DdnqFETUFevzq\nnRPAQw/B5fbgrmcOgnPgoatqA3YRvGxVIYw6FSp+/dOAY2g1OVCcmQaN0n/esUCcsfeGMGOvzNFB\n5mcxj/iXppKj0KAJecYuzcIDvSEDQimk2e6c8alvUNx5GWhzksS7SSmGefbjAzZ8f9sxvHwwcNXX\nbFKFSqAce4FBgzy9GoenFQ94PBw7W4aweUlO2D+bF9XmoyBDgz9+0B7W96WKmAR2xtgTjLFBxlhD\nLK4XK72WCZhszuCBvTgDv9h8c8itQ1vNDqgUMhRn+f5BlckY7rvsNG+98r/9aR/2tA3jB9euRGmQ\nmZpaIceNG0oAnDq02PcYfDf/mk6lkCEnXR10xt4qlk2SyFTm6NAWYo5dKmEMNmMv9TYDO/WmLM3Y\ncwN0dpTkxniT0okBG67/7Qd4Ylcb7nz6YFjBvXd0HAqx71Agq0sycWjajP1A1yjMdie21oR+AIpE\nKZfhljPKsOOE2Zu2XExiNWP/I4BLYnStmDnUJfyQBAvstcUG/OLsW3C0J7SNSq0mOyqy/Zerob4e\n5y7P8+bu/3z7GWh/+Apc98pjgS8867SivIw0nzl/zrlQwx5g4VRSlKkJOGOfcnvQOTzmzRWT8IVT\n8tgxPIbvzfFQAAAfiElEQVT8DHXAT1qA75LHzuEx5OmDfy8Q+34x33+tETLG8O7d52FDeRYefOUo\nXA98J6Tv7R0dR36Gxv/vi+j0iiy0mhyw3fttAMCbDX1QyWURBXYAuGljGZRyhr982BHR9yezmAR2\nzvn7AIZjca1YOtg1CpVC5jcXLlkh3u+v3Gq2VpMjYP24lLuHWMs+OeUObYvzrO+76lc7fH7foM0J\nx6Q7pFl2oUETsKVw98g4XB5OFTFRqMzRYXRsCiMhtMkVKmKC/7tJVTPt094wpFa/ociJYYfH/R0j\neO+4CV8+rxpl2Vrcef5SjI5NQfF9H+tWPvRaJlCUGTx9dMGKfACA/uEfYsrtwWuH+7B5SbbPQ7tD\nkatX4/JVhXhuf3dY5aipIKVz7Ac7R1FblBG07WyeXo0srdLvBonppBluOKmLSNveHu62+DxT85jY\nCc9fjn+6QkNawHJHqc8Jzdgj562MCSEd0zHsCFjDLsnSqZCTrsbxgVM/kx1DDpQHqaaRpKsVUCtk\nMZmxP7O3EzqVHLeIW/Y3L8kJeNDHbH2Wcb+7bKerzk33fgp9+WAvei0TuPXM8sgGLfrMWeWwO114\n9VDwEuJUsmCBnTF2B2NsH2Nsn8k0/wfQutweHOmxBE3DiGMTN0gED+ydw2NweXjQ/LZXhFv0Hfd+\nGzIGn7nMBnGBaWVx4E8igDBjtztdftcPfB2GTcIj/SwEO9h6YsqNAaszaH5dsiw/HcfFa0rfG6j+\nfTrGmFjLHt3iqcPpwrbDfbhidRF0agVQXw+5XIY9918oPVHAEmGPh6PfMoHCYDN2MQ35zn+dBwC4\noa4U7Q9fga1P/yaq8a8vy8Ky/HQ8tchq2hcssHPOH+Wc13HO63Jzc+f9+Y4P2DE+5Q4psANCt8fj\nA4FbhwLTW+WGGAgj3KKv+9H3sXlJDl48MLf75OEeCx76+O8hfUSV+rL7W0BtMzuQqVVSD/YolBm1\nUClkQQO7tImpIsQ30WX5erSIP5PejpAhpmIAoeQx2hn7e8dNGJt045p1Qh8kKV34uriJ7uOO4YBp\nRrPDiSk399nVcQbxuh6x7v4zj32EDrMdLMqDMxhjuOn0MhzqGsWxCJr9JauUTcVI+fLaEEsZlxfo\nMTbpRvdI4NLAVqlV7gLkpK9ZW4zukXHs75jZnqChx4Lb3v5TSNcoClLy2BriIizxTy5jqM5Nx4mB\nwJ/4Tg6G9+loWb4ejkk3ekbHvbn2UFMxgLBJKdoc+9vHBpCpVeL0ipl9Wk6vMAIA9rYFXlqTJhSh\nHoYulTX+5fYzwvp/DeS69cVQKWR4em/0J6Yli1iVOz4F4EMAyxlj3Yyx22Nx3Wg09dugUshQEeIM\nR2od2hhkAbXV5EC2TgWDn1a5sXTxygJolDK8NC0d0zM6HtY5pqHM2GnhNHpL89JxfCDwjL3Vu1s4\ntIC1vED4d2nqt3lz7eGshUSbinG5PXinaRBba/JmtLsGhIXJP114G/YEC+yW4JuT5ohxh9FMrQqX\nrSzAiwd6MD4Z/jGGyShWVTE3c84LOedKznkJ5/zxWFw3Go19VizLT5/zA+lPsNahEqF+fGFmuOlq\nBS6pLcBLB3qFhkb19SjO0obVAiFfr4aMAf0+ZuwOpwv91gmqYY+BpXnp6BkdD1h90Wp24IG9z8xp\nHOdPbZEBGqUMu1rMKPrFw6gp0MOQFvqEIlevxrDDGfG2+qO9VljGp/CJ5b7LDY984Ws41D0a8KCa\n3jBn7ADmpcPozRvLYJtw4TXx+MdUl7KpmOZ+G5bnB19clARrHSoJWuoYY58/pwp2pwt//agDqK/H\njb/dhUt+/p5wZwgtEBRyGfL0Gp9nn0o5X6qIid5ScWIQKM9+0mTH7e/8JeRrapRybKrOwVtH+3Hd\nq4/jzKrssMaUk66GhwMjEbYVkGbjZ1Qafd6/qtgAs30S/QFO6eqzjEOtkMEY5zWcjZVGVOXq8NSe\nxZGOScnAPmR3YtDm9NmkK5BArUMBwDI2hSHH5ILOcFcWG3B+TR5+9c4J/PqdE9jbPoIr1xQF/8Zp\nCjM1PhuBeZt/UWCPmrQX4pifQ5k5596F93CctzzX+6YcSWAHIt+ktLttGBXZWr9Nx1YWC+tXhwOc\nISDUsKcFbKOxEBhjuPn0MuzvGJlRQpqqUjKwS7Pu5WE2Dqrx0zpUctIcvKPifPjR9auQmabCT986\njlXFBtx+dmVYeUjhiLy5syqpcVVFjBapFrNSYxr0GgXy/udHc+8UDwtv+K64OTvUw5br6/GZTZXe\n1NslqwrDOqQ5mk1KHg/H3vZhbPQzWweENzMZExbz/ekbHQ8vDTOPrt9QApVctihm7SkZ2KV69JqC\n0FMxgPBG4OH+P06HXeoYI3l6Df5x1xY8+fkz8PQdZwpbysPIQxYa0tBrGZ+TC201C43EAh2MTELD\nGENtUQbOf/Z3c++sr8ebR/rCPyx81k7kcA8Zj+ZQ6+ODNljGp7Cx0v+nhDSVHMvy9TgSKLBbJkLa\nnLQQjDoVLqzNx0sHeiI6gyGZpGhgtyJbpwqpWdJ00huBv41KrSY7FDIW8gaTWDJoldi0JEfYJBKm\nQoMGE1MejI7N3KTUarJTGiaGpC6hvnqgH+21BO2VEmvRdHgMll+XrCw2oKHH4nMB1eX2YMAaWjuB\nhXLDhhKMjE3hnabUbuebooHdhpow8+sAUJEtbDRp9pNnbzU5UGbUQhlipU2ikErNppdJcs5xYtCO\nJXlU6hg1cdfk/VfWAgAUCvmclElDjwVLctMjL+WL4PsyNAqo5JG1FdjdNoxCgwYlfjqYSgItoA7a\nnPBwJMyMHQC2LM1Ffoba5wlnqSS5IlQI3B6O4wPhVcRIFHIZlual+5+xL2CpYyxJv5xdI6c6BfZa\nJjA26cbSfArsURNTJj3i6/vEjtYZKRPhsHAraosyIi/li+D7GBNa5a7/w/+G9X2cc+xpE/LrwRY9\npQVUX4ewSwv2QdsJLCC5jOHadSXY3myKSYO0RJVygb1jyIGJKU9EM3ZAyLP7Knl0ezjah8YWfOE0\nFqQt7NOrMqRdkqE0EiOhkQ6S+Kh1aMbtJ012mO1OnB4krTEfctJVuPi5/wvre9qHxmCyOQMunEqk\nBVRfeXaphj1oO4EFdsOGYrg9POwDQ5JJygX2Zu/CaWQBq6ZAj0GbE8OzWrB2Do9h0uVJytRFhkaJ\nnHS1d+cjMP0UqOT7/0lkb9/479jdNjxjU5B0bufZYZzbGStSnj0ce9qE8QbLrwPCAurSPN8LqNKR\neIk0YweAJXl6rC3NxN/3dQfcXJXMUi6wN/bbIGORz0RPLaDOzLNLefdI3zDirSp35mEQxwdsyNap\nqPlXjE18+zuwjE/N2Gq/s8WMMqM26OlZMSXm/R//3Ebh61BLLCHk1406FapD/HS6qsT3AmrH8Bgy\ntUpkRNhPfT7dsKEEzQO2OYdnp4qUC+xNfVZUZOsiLuGTAvfsdExzvx0sijeMeKvO1aF1WmA/3G1B\nbXF4Z72S4C44LR86ldz7MX/EMYn3j5tw3vL572g6g5j3f+SdEwCAMedUyKWSe9qGsbEieH5d4m8B\ntd3sSNg9EleuLoJKIcPf96X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RKDSk4Te3rEeb2YGvPPkxptyemF4/boH9rqcP4lifFT++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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cubic interpolation\n", "f = interpolate.interp1d(x_extend,y_extend,kind='cubic')\n", "ynew = f(xnew)\n", "plt.plot(xnew,ynew)\n", "plt.plot(x_,y_,'r+')\n", "plt.xlim(1,366)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:29:58.537236Z", "start_time": "2017-11-21T19:29:58.274349Z" } }, "outputs": [ { "data": { "text/plain": [ "(1, 366)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# nearest neighbour interpolation\n", "f = interpolate.interp1d(x_extend,y_extend,kind='nearest')\n", "ynew = f(xnew)\n", "plt.plot(xnew,ynew)\n", "plt.plot(x_,y_,'r+')\n", "plt.xlim(1,366)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the problem you are trying to solve, different interpolation schemes will be appropriate. For categorical data (e.g. 'snow', coded as 1 and 'no snow' coded as 1), for instance, a nearest neighbour interpolation might be a good idea." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2.2 Smoothing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One issue with the schemes above is that they go exactly through the data points, but a more realistic description of the data might be one that incorporated the uncertainty information we have. Visually, this is quite easy to imagine, but how can we implement such ideas?\n", "\n", "One way of thinking about this is to think about other sources of information that we might bring to bear on the problem. One such would be that we expect the function to be 'quite smooth'. This allows us to consider applying smoothness as an additional constraint to the solution.\n", "\n", "Many such problems can be phrased as convolution operations.\n", "\n", "Convolution is a form of digital filtering that combines two sequences of numbers $y$ and $w$ to give a third, the result $z$ that is a filtered version of $y$, where for each element $j$ of $y$:\n", "\n", "$$\n", " z_j = \\sum_{i=-n}^{i=n}{w_i y_{j+i}}\n", "$$\n", "\n", "where $n$ is the half width of the filter $w$. For a smoothing filter, the elements of this will sum to 1 (so that the magnitude of $y$ is not changed).\n", "\n", "To illustrate this in Python:\n", "\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:01.019589Z", "start_time": "2017-11-21T19:30:01.000530Z" } }, "outputs": [], "source": [ "# a simple box smoothing filter\n", "# filter width 11\n", "w = np.ones(11)\n", "# normalise\n", "w = w/w.sum()\n", "# half width\n", "n = len(w)/2\n", "\n", "# Take the linear interpolation of the LAI above as the signal \n", "# linear interpolation\n", "x = xnew\n", "f = interpolate.interp1d(x_extend,y_extend,kind='linear')\n", "y = f(x)\n", "\n", "# where we will put the result\n", "z = np.zeros_like(y)\n", "\n", "# This is a straight implementation of the\n", "# equation above\n", "for j in xrange(n,len(y)-n):\n", " for i in xrange(-n,n+1):\n", " z[j] += w[n+i] * y[j+i]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:01.848710Z", "start_time": "2017-11-21T19:30:01.531258Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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39pTZa6eUWqGU2q2U2qmUerCKPkopNV0pFa+U2qGU6tc46mqaCrJrF0eANvXI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\nGlCfu6IoSgiiI3dFUZQQRI27oihKCKLGvQ5EZJ+IZItIloh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x,y,'k--',label='y')\n", "plt.plot(x,z,'r',label='z')\n", "plt.xlim(x[0],x[-1])\n", "plt.legend(loc='best')\n", "plt.title('smoothing with filter width %d'%len(w))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we suggested, the result of convolving $y$ with the filter $w$ (of width 31 here) is $z$, a smoothed version of $y$.\n", "\n", "You might notice that the filter is only applied once we are `n` samples into the signal, so we get 'edge effects'. There are various ways of dealing with edge effects, such as repeating the signal (as we did above, for much the same reason), reflecting the signal, or assuming the signal to be some constant value (e.g. 0) outside of its defined domain.\n", "\n", "If we make the filter wider (width 31 now):" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:03.069988Z", "start_time": "2017-11-21T19:30:02.747836Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cuGAsdl3Cs0yLi92eOxg9d4AdO0rRouJhMplo1qwZt912G0FBQXndTZrrkrL9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\n0WbkyJGm5sQJK1heTIyVJeyRR6zk3uvXG3PbbZY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# a simple box smoothing filter\n", "# filter width 31\n", "w = np.ones(31)\n", "# normalise\n", "w = w/w.sum()\n", "# half width\n", "n = len(w)/2\n", "\n", "# Take the linear interpolation of the LAI above as the signal \n", "# linear interpolation\n", "x = xnew\n", "f = interpolate.interp1d(x_extend,y_extend,kind='linear')\n", "y = f(x)\n", "\n", "# where we will put the result\n", "z = np.zeros_like(y)\n", "\n", "# This is a straight implementation of the\n", "# equation above\n", "for j in xrange(n,len(y)-n):\n", " for i in xrange(-n,n+1):\n", " z[j] += w[n+i] * y[j+i]\n", " \n", "plt.plot(x,y,'k--',label='y')\n", "plt.plot(x,z,'r',label='z')\n", "plt.xlim(x[0],x[-1])\n", "plt.legend(loc='best')\n", "plt.title('smoothing with filter width %d'%len(w))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then the signal is 'more' smoothed. \n", "\n", "There are *many* filters implemented in [`scipy.signal`](http://docs.scipy.org/doc/scipy/reference/signal.html) that you should look over." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A very commonly used smoothing filter is the [Savitsky-Golay](http://en.wikipedia.org/wiki/Savitzky–Golay_filter_for_smoothing_and_differentiation) filter for which you define the window size and filter order.\n", "\n", "As with most filters, the filter width controls the degree of smoothing (see examples above). The filter order (related to polynomial order) in essence controls the shape of the filter and defines the 'peakiness' of the response." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:05.682794Z", "start_time": "2017-11-21T19:30:05.374460Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Su8fHM5/7BaC3qsaLiD+wXkR+UNU/M7X7QlWf8LqEBkMuiYuLo0mTJoSEhAB4PZWqweAt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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sys\n", "sys.path.insert(0,'python')\n", "# see http://wiki.scipy.org/Cookbook/SavitzkyGolay\n", "from savitzky_golay import *\n", "\n", "window_size = 31\n", "order = 1\n", "\n", "# Take the linear interpolation of the LAI above as the signal \n", "# linear interpolation\n", "x = xnew\n", "f = interpolate.interp1d(x_extend,y_extend,kind='linear')\n", "y = f(x)\n", "\n", "z = savitzky_golay(y,window_size,order)\n", "\n", "plt.plot(x,y,'k--',label='y')\n", "plt.plot(x,z,'r',label='z')\n", "plt.xlim(x[0],x[-1])\n", "plt.legend(loc='best')\n", "plt.title('smoothing with filter width %d order %.2f'%(window_size,order))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:06.685773Z", "start_time": "2017-11-21T19:30:06.055713Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZMAF273Zum+3bw8yZdrPHjBnDmDFjyMrKonfv3kycONG5/eOYzf0i0FtEUpVS/sAmpdRq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\nRdGgQYPc2N5hYWHs2rWrZI0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5Twya0vP999/LmDFjJCMjQ+TCBSP2jI+PyAcfFJwY//NP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\nOXMm99xzj81rvkOHDpw4eBDTY49BmzYweXKBMgk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DaXybEydOkJuby/Hjx2nfvr1+UnQj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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sys\n", "sys.path.insert(0,'python')\n", "# see http://wiki.scipy.org/Cookbook/SavitzkyGolay\n", "from savitzky_golay import *\n", "\n", "window_size = 61\n", "order = 2\n", "\n", "# Take the linear interpolation of the LAI above as the signal \n", "# linear interpolation\n", "x = xnew\n", "f = interpolate.interp1d(x_extend,y_extend,kind='linear')\n", "y = f(x)\n", "\n", "z = savitzky_golay(y,window_size,order)\n", "\n", "plt.plot(x,y,'k--',label='y')\n", "plt.plot(x,z,'r',label='z')\n", "plt.xlim(x[0],x[-1])\n", "plt.legend(loc='best')\n", "plt.title('smoothing with filter width %d order %.2f'%(window_size,order))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the samples $y$ have uncertainty (standard deviation $\\sigma_j$ for sample $j$) associated with them, we can incorporate this into smoothing, although many of the methods in `scipy` and `numpy` do not directly allow for this.\n", "\n", "Instead, we call an optimal interpolation scheme (a regulariser) here that achieves this. This also has the advantage of giving an estimate of uncertainty for the smoothed samples.\n", "\n", "In this case, the parameters are: `order` (as above, but only integer in this implementation) and `wsd` which is an estimate of the variation (standard deviation) in the signal that control smoothness." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2017-11-21T19:30:08.254062Z", "start_time": "2017-11-21T19:30:07.818880Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in less\n", "python/smoothn.py:179: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " if sd != None:\n", "python/smoothn.py:186: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " if W != None:\n", "python/smoothn.py:204: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.\n", " if W == None:\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TI9+EEHD//XDiiXD11fDBB2EvS7Ma5cBgyYhBCrekS/Y2eXD7gpiNHX9MCjJtXDJ3HC9u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\nr6ndnQsXgqd3Axe02n+LUU+S2YDXH+T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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import glob\n", "from smoothn import *\n", "tile = 'h17v03'\n", "year = '2005'\n", "\n", "# Search for all the files using wildcards\n", "filelist = glob.glob (\"data/MCD15A2.A{}*{}*.hdf\".format(year, tile))\n", "filelist.sort()\n", "\n", "try:\n", " data = np.array(lai['Lai_1km'])\n", " sd = np.array(lai['LaiStdDev_1km'])\n", "except:\n", " lai = read_lai(filelist,country='IRELAND')\n", " data = np.array(lai['Lai_1km'])\n", " sd = np.array(lai['LaiStdDev_1km'])\n", " \n", "thresh = 0.25\n", "sd[sd" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# test it on a new pixel\n", "\n", "r = 432\n", "c = 86\n", "\n", "gamma = 5\n", "\n", "pixel = data[:,r,c]\n", "pixel_sd = sd[:,r,c]\n", "\n", "x = np.arange(46)*8+1\n", "\n", "order = 2\n", "z = smoothn(pixel,s=gamma,sd=pixel_sd,smoothOrder=2.0)[0]\n", "\n", "# plot\n", "plt.plot(x,pixel,'k*',label='y')\n", "plt.errorbar(x,pixel,pixel_sd*1.96)\n", "plt.plot(x,z,'r',label='z')\n", "\n", "plt.xlim(1,366)\n", "plt.legend(loc='best')\n", "z.ndim" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:51:47.138862Z", "start_time": "2017-11-14T19:51:46.786944Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.652313558672 True\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4v2Bcs7OhlHuIsGxrHpn6GroVH4aZMz0/8aKLGFB6AIAtAfK7F1fWEF9wkENd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\nB3wjkccbW/i2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and test it on a new pixel\n", "\n", "r = 372\n", "c = 56\n", "\n", "#r = 9\n", "#c = 277\n", "gamma = .1\n", "\n", "pixel = data[:,r,c]\n", "pixel_sd = sd[:,r,c]\n", "\n", "x = np.arange(46)*8+1\n", "\n", "order = 2\n", "# solve for gamma - degree of smoothness \n", "zz = smoothn(pixel,sd=pixel_sd,smoothOrder=2.0)\n", "z = zz[0]\n", "print zz[1],zz[2]\n", "\n", "gamma = zz[1]\n", "\n", "# plot\n", "plt.plot(x,pixel,'k*',label='y')\n", "plt.errorbar(x,pixel,pixel_sd*1.96)\n", "plt.plot(x,z,'r',label='z')\n", "\n", "plt.xlim(1,366)\n", "plt.legend(loc='best')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To apply this approach to our 3D dataset, we could simply loop over all pixels.\n", "\n", "Note that *any* per-pixel processing will be slow ... but this is quite a fast smoothing method, so is feasible here." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:54:14.126659Z", "start_time": "2017-11-14T19:52:37.711638Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "python/smoothn.py:181: RuntimeWarning: invalid value encountered in greater\n", " mask = (sd > 0.)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "tol 1.0 nit 0\n", "tol 1.03468577991 nit 1\n", "tol 0.694005334662 nit 2\n", "tol 0.552663819671 nit 3\n", "tol 0.378617705139 nit 4\n", "tol 0.296861598869 nit 5\n", "tol 0.211077369397 nit 6\n", "tol 0.161583424458 nit 7\n", "tol 0.117940775214 nit 8\n", "tol 0.0890834140148 nit 9\n", "tol 0.0661973636164 nit 10\n" ] } ], "source": [ "# we have put in an axis control to smoothn\n", "# here so it will only smooth over doy\n", "# This will take a few minutes to process\n", "# we switch on verbose mode to get some feedback\n", "# on progress\n", "\n", "# make a mask of pixels where there is at least 1 sample\n", "# over the time period\n", "#mask = (data.mask.sum(axis=0) == 0)\n", "#mask = np.array([mask]*data.shape[0])\n", "\n", "z = smoothn(data,s=5.0,sd=sd,smoothOrder=2.0,axis=0,TolZ=0.05,verbose=True)[0]\n", "#z = ma.array(z,mask=mask)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:55:10.002349Z", "start_time": "2017-11-14T19:55:09.353665Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hBeiOBAm67XPEja+xYsGROHFBqFUSb7ABCG1sxftwHcmfHEn7wGDE51lgZKFgo8/WY/x/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AAAAg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RMEreKBGyujal3x0ax+x8M1FZwymT/QJIGrnswAvbBC9U9WUjp+HpnxeqUFrvhU7tMR311M\ndoyGZgdE+nzyowSFq9lBxYUlVAiIddr0TzdJdAhK+Iwbf809t3yVNd9vZ9atkhBVBxQ3qGzc/nJj\nOHP1SXx90jqeXbyA9JQo1Zuy5MbHsBMquWYFvSTV5euXtnHU4jN5bvkKpj3/bQBiL8aJdXoEKnQe\n7xAUdRRbYdtXlr+Hs/yxtVIXf8St1GtGZowj8Q8WT3asr6jRZCZFyiLOUL96gM2Lq2hcKbY9nimI\nRCchSXJ40dJKom2p2qKkUr++RLEuVLHRSk9U2fjdfXPD7U6OiaE4n/7qKTz1q58AwsV78/w2Dr6+\nhVBO3hftcXjmwX1w+zk3tKJZAantNsX6EOEhj6EpAs33zAA9LzNIqWQDshOgZkPAK7cs47BzFwMi\nPD7nhlbCaZ9XblnG9GUiQLBu6T4AydB+AYqrMP4PFrlmg3DGZ/enFJqfhUKdSv6TORp+ESHXpBHv\nFML80BQd8xO9qA/X8sot723XHXpVC2u+385Bd5fpJ10BTlwW+1BOWpFWlYJWCoh3eRTqNB666g74\n/9h77zir6mvv/73bOfuU6ZXeRaX3IrZoTExMvdHEGhWBOQesKCKoKCiKoCjqDKCoMdHkavSam+uN\nLbEjKEVRVETpA9NnTm+7PH+sMwe9yfP8fvf3i94nr8x6vc5LwJl99tln7+/6rrU+Bbjy4rm4qsIf\nH2/gxz+fTcfxPplB2qJeY/kUXly4kmotwKQbQ2IBpksVG+8jogcTbg0RbLQ5+B2Fyq15vmGLRS6g\nimKQI63J9uM1qrfLvLDygwypKgNP3MbyqUT7axhxSW7eDpeO8TZV72giOuCT+wIEMbtxtSB+hfbg\nyjVSEM5hZ45YPy+Bw1mStUZenSZJ63g/RlxcXXydTsE5pTuh6ymHZLWGmhNAVLfDhaMLGCpbCr4m\nl0yZ0ERsj0JsfJrKv3jJligsnPtb6q8/m4NngP+gTvku+d7ivTT8LTZv37eOsXcKz7HogJ1vX4Mn\naqNmxfJNRAls4r09ZEpUAf+c3oGuOUyr3cua3kdbpJMXhVDs/Hx1iIO3Q80jfV0G3nSU09iTGP92\n9MwYe+J/LNrmTGPrkgZGPBDm1Ou2sqDmz1x82VVkr+nAv6yY5IBi9vxsHdM31olYd77qcxVpG3XH\noH+fzXE37eXwucPQky56PIc/59B4sp+P59Yz9IlQ4WdH3RMmPixH2XadF363CggwdUEdH94lidNV\nFDav+KqgwIgHwqR62fTfk+O1DUK7OHn2bFIVGtsXCR2jdYxB8JCD7RUkoyfqUrJbofNYhYk3hdhy\nn5zvmBVhPClRkJlwa4hPltQzavN5nBSejddwKAkfZKgnzZE7h2KbGnrGJVWhUfOOy5sPrGVF+zBe\nvuJEuoZqeKNuAXTib3JIvVKF7ncZeV+Yss9sbI9C0wkupXnLKzWXT1h9heepJyUppsulasoVKXQN\n1jHiLiM8PoAv2Xd56Brq45HFqxntkVnXmJVhPF0u37vlWkr2ZsmMlQrS7JCq2EgozLhiDkqpzBQr\ntrnE++WtzfwGRYctDp/qsvfH65lwawizHV5ft54Trqoj3seDnnbE1ivjEmhySJer9HorSdcxPmre\nlMSw6S6xzbJNOe5ba9Zx8pzZuH7wdgnlIVktrXPFhmSVl6IDFrZPPBCNhEtkqI9Eb5fgIeEvZopV\n0uVHOxQgm4DyTzKkqg1RQFKEe6on3YJps7/VwexS6Bqi0uvUQ9TcVEbzFKluG649m8gQnXEjd/Np\n4zAyMzsAGFLcyd5fD2PsHWEyZZCptCnZC1pcPns34tU2ZEOx518M+j9vozjS0Yh+UobviELHz1s4\n5vEQZ5y2rXC+qu2iZxS0tEKqWhDbhUz/TUbeWeYfKXpmjD3xtceLh9/nxcPv03TldA4tmk5r3TQ6\nfzmNVLU8pHoSttw3jvOumY/tUXlr9LNEB5rE+upMujFENj8fCzbJzt8Tc5m0+GiyK/1Ip+u0Ifib\nHfwtDtkyL8neJh/PFe5i2ccCjgFpt/Z9UYjc59RdxaQbQ4UKa+LNoa/QA7pj57x6zCaNyCCD0avC\nnHBVndhhGQpTrg/ROcwg0OgSHSzE9+p3Y6y+/UHeu62Bio9E/WX61XVMv7qOQJOATzpOzLJ1icjU\nfTjlSVxVIedXSdzTl6bbhoArc83I+TGGzvoUxZFj/P6e08kFdNYtuq/gBqFYwoO0PVC8P4cnIn6P\nmVKFmk3CvRu/NIS3Q1p/wUaXip1pkSxrtzHiQjH5YEG98O6qji6ep104k1H3Stvv3Tsa+NELVxT+\nnxGXxBFosYn182DERd4teDhL8FCGwBGHnE/F9sh80dUF3KNmpap8o349fV+W99q6pIHti+s54ao6\n0mUKqSrRS80WqQV0r7/ZxgoaQrnoL9SOEfeHC1SY7khUa2g5ARslqjWhO5RKZbp1SQOxfjrpUg3L\nJ/6UrgK9NtkED9sFpaLyT3PoaalGLZ9Culyjc7gHI+GQrJXWvifqUrY7jRF30ZPQcbxGNt/y73iu\nL0dmBPhgQb0YUqds9KTLs0Nf5uO59Xg3lOPdUM4VfV7BG3Ep/TxH0X6X8h1CBdFSjpiDqwq2V8PT\nkRWTatPGdziOq8q9zMAEmQqXPWuO5bOLGvjTW+P401vjaJ4CvuaszDxrxM2jc7yFJ/r/61H+p4me\nVmpPfG0RP2cqiiOKLCAPcvXWJFbQINpfZ+stgtpTLQFImB0CUY/20zE7HMwum0yxRi4ooIwd19aL\nWLQrdlHdMWZFmECTQ6AxTa7IKFR1E24R5KgnYpGqMnjn7rWFtuKMy+egJx1i/XQ2LlnD1OVXsn2x\n6H12UxNee/ihr3yeiTeFyJYoVOzMEu9joGWlTTptfh2dx6p8OqueM86+mM5jfJTuSRMZaPLuHQ0c\ntzZMdphIp1S8YlL6eYqW8X7ev6Ge4Rtkjuh4pCKW+amKEXMp2ZMmMsTE9kC/8/dw+NHBmJ123lRa\n2rKnzBSgyeGTdT7LE8R9bSJJlyuSCsj2SCWXqlYoOmCTrNEo+SJHLqjm9VKh6IsYh04voWZLhtYx\nXoKHJYF3z00nLwphmTK33JrJUqpmGWIEGbc8zIvXSyv15DmzSVRrYuulgRGnYPxsmVJlGXFZbzpH\nCk9QS8t9YfmVwgwPhLdqJGWOqdhQdNhCS7t0DTHQ0lLd+toEmJINqgWeafEBmf9224zpSaGaZEoV\njLgrSFgvBaK+kZB5pK/VxfJL5Wd2iiZrt0g8iKZttkQhWyzfVbeQuNBCAFcqMiffRi46KGbZ3z7n\nYl5+6jGmza+j/I0DrHvnKc5YvwCvFIwYCZdAs8X+XzgsnvI8D932YzwJqRZzfoXLFzzNlvggti8f\nj9mepf14k4qP0nx+gU7VRh3LB/GBsP7sdZziczj+QdnEeCOQroB0jcUdpz3NL4o6GfzMHLSUipqh\n0E79Rlqpvfu5A2d/va3UXbf2zBh74v/y2Hf7NIY82oRdHqRlcpGYviJzwGyRS69NFooN0f46/jaH\nbEDaYnpKFilPzC1oQE66MUSgSTQy9RRsXtHAnEPT2LJhbIHc3h3dAAQQgIQRE2SKnrCw/Tp7zlUY\n/KRLpkzaj2aHOFakyjVK9mS4/7EHuPjm+ZR+JtD/F599/K+Ony7V2LxCKr0d80X1xmx3UC2XnF9Q\nq0bc5fVl9/G55XDZkquJDVQIHsy7HezLYnSmOfD9Ej4O1zPjijkkqjW231jPxJtC5IoFaRk47NJ1\nDJTuFsqH7RUkarfP4smzZ5MLqoyfvx2QiltPy4xMtWR2tf3Geo5bG8Zsh+ARaa2mKkTOzOywsfwq\nOZ9C0UGZt/lacvzl8Q0FPh3AifPmsHJVPVNNjeMbRMrM8kG62qFspyLqK0GZWzoekVPrFsw+4co5\n2B6FTJko5HhiDu2jZJNUvMcl55eq2xsRvmYuoORbpgrK99pxXqjE2yXAHdsQfqa/OUf7SC+OLq1h\nV5OE1N1aP/38S+kYLsPnbKkAgIyEXJcvb6amLqijaF+a9pE+ckGF4v02lqnijdp0DRWBc1+bhW1K\nNZoNqGxeIb9/wlV1pEtltli8z+Ku+nomew3G3hlGsUSUYPo1Iuh9+GQo/VgQ0t16pfFzpn5Fz9XX\nliNdrhdmrXrcJl1poFouh8+yUNsNer/pkPOLLq/ZmuXwDB9VH+S45f4N1GhxfvrItWhjI3heKgby\nykFf2myMWRFmbt1zrLv3R+TO7KLXjz8BehLj/y56EmNP/LejtW4a3qgofVR8mCLez8QyFdqmW9S8\nplHx5708v+1Fvn3OxaRqvBw5Ma8e0qySOi5N/99pqFmHzuFe0Tt1RSXEMhX8LaKkki1WCB4WuoCj\nS7vO0YW4/fZ965h+TV1hcelOkNOvqSNZJa7sABEnxQ/rrkTLOqQqReXGE7VJVut4Iw7ZoMqM6zaz\neekkmYM40HGczvPz7gKgvx4s6E0mnSwnLr2Srbc0MPmGfBtXEbSj7RGrIS0NgaYcyRqDbLGCv0WE\nx0fdGy44eJhdLjmfQuzMOO7uYMHpZNzyMN4usRDyRmQhN5Ki4pOsksqu+3P99PNv8+zQlxn80kz2\nnLHhr76fRc2jeevWqcRrhcbiicncLHjEItZPl7naEBX/EZG86xbotr0K2aDKppVSBQO8c/daRt0T\n5rG593LOW3OoqoixaezvOeWyWWSLNNrGKJR9AtEhChtnrqJM8zPqnjAfXlPP+KUhcbdQJIn52pyC\na4eWdckFVAZe9hmfP3EMuFDxSZq2kT4RTLhDrsukG0PEBihU7BRiPgr4WuWaWz6p/rp5hSBdh5Lt\nLbSeWAsIB1LLikD7v115Fz9fdh3eiMPb963jWxfNpPNYL8X7LVwVYv10cU/JufhbxZnEk69w431U\nsX9aHkaxXIwEBBuztEz0Yra5RIaB1TtD4EOzwM/UU3KPdI3LcszMLYXvJ3re1IK1mdluc+TiDFVP\n+1Bs8lW1TbZYo/E7Dr1fUin6PI7r1YgM8WN22BhJC+OWZu4f/BStto+ppsaxD4XJltkE98vGQ8uI\nVOL4ZSGpnNPQNdJi7w9l49iNTP3GEuOsrzkxLu0xKu6J/6FwTh5H9LypYrvTZqGnwNWF89Y2SVzb\nN61cy5rNz3DqpbOI9zPxN2UI7lUJ7lUp32XT/1/lwfV0ptHSsvD72yzRsux0SNRolOxLo2UlUXri\nLmanVJU5v5D4T549WwjoLgUJtKkL6th4z1r8LU7hfEtUH6+vX0+0n4GrgP9IhuY5KbxdkihW3V5P\nf28Hni4LNevi6crR680EpqJgKkpegUTewK96Ct6UmXJRRHFVAX+4KjiaQi6oYJsqSn6RTlaqTLg1\nRKDRYdvNDWy7uQFPxKbPxXvwvl1E8RfS7h2/VNCcag6sKTFyAYX4AGg5PUdkkIZqCQ2le07a+PBQ\nRq0Os+eMDYxfGiq415924UwANl0/GW1uM6olSTFdpmJGBBDjz7tK9Hk9TaDFZvyyEFuWNvDShrX8\n8cH72LRyLYNfuRQuaoWLWvnuDy9AteDs10OMGXCIxGvVzLhiTuG6l30C3phN7TtZzjlX2ngb5t4H\nUHg/I+6ipV2OnCZoS9srikG5oMLu3w0nVaWQ6AeRQSYl+3LkipSCLN+rS1fj7YJ0qcit6Umh1Bhx\n0aQNHHEpPmjha3PwtYmebNPptaL32ktBcV26jhOAzHk3Xoc3Kh6YAPG+HrJFguhNlWvkAjL7tL0K\n7cfrVL/eRGyASmyAipYWEFZkUhpXE3rPHx9vQLFFzSh4APwfm1hBqH07QqbcxfJJcur3RxWtsgJt\n6CCUiSMxO2wStSqJWpVUpU7f9Qa2R+HwSQrpEpVcUMNV4NgHExTtiWMHPTiGRuTHCSbctpVDJ/s4\n8vRA/ApMNTVG3Rsm0zuH74gmFJyoi7fTYfijcg2NeN7BJKMy9bo6hj9ydD7fE387ehJjT/y/ipa5\n0/nip15yPoVkrUKyWiqwdIWBnrIp/VhKgZFrwvzkvgUolkO8n0p0kCkEawv0hI23PSMtvBITT1yq\nzmyRRqpCLVQT0f4mjiYL6Jk3vsbb961j08q1lH4a56016zgyQyvIwCkuTLg1hKMJ+vO/gu6+ddFM\ngoctgo1ZbFOj/602nq4sZqfNZVt/ybPXfBvb1IgMMVj2q4dxvBrVWoBqLYARO9qim351HSfOFcpF\n0UGbzXc2oGVdJi6RxGL7kPdWIFmrirC5CtXvdGJ7hew96t4wzZMMDvxuMEbCpWRvBsc4qsfZ/tMk\nvr8EBdEZU6h+2SjIljm6IDvHrAhTvq2TD6+u57s/uhB/q4O/1WHqdXWFFrHtUfnV8CcoOii+gooN\n2aBK1xCDbFAFRUFL5nijfn3hvQ1FY+wLlwPw2ilrSL5YQ/LFGiLHBDnh/G30f1rlgwN9GfL9L1At\nF8crIuXeqI2jKaQrdJqm+hl3e5jJXlGLUVwh7yuOVL9VG0X7U7Eh5xN6iLfLoWSPQ+CgiCO89tBD\n9PqXfYX580m3XY2aEdUjT8xFT7piVeVKi9RIurSN1In11Yj11XAMBbPLJVktoCPHUCj6QsXT5eKJ\nO7SMV0j2Uhh3W5hc8KjtVvBwDm+X0FiCjTbeDpeWU2sL4KbSL7L0eylK2UbpcugpOO26K6jelmbH\n/Hrsbvm4ETEOnlHCZxc3gAKPRavxRCxyx/aj7YRasuWC6M1NjpGbHMPXYZEt1mn/QYrq9yDynQRa\n2kHLuXSMLqHr2CIUSzZ7feoN3lwzhcoPbXJF0EsPFu7z4C6D1LFpokNEL7Z9jMKuSxryrWyFzjE2\nZptKvJ9aQNp+U6Hk74Wv8/X3jp7E2BP/j9E+axrZYij+QsXscqjeZpENKnQdoxIZpNE12IvthReS\nXiyf3KhN07yU7rbJBgXgYOTVT5K9fNLOrBEzXH+rQ6yfCmd00DFCw+wSTc1uNZEXbzmZk+fMZvDv\n5/Dic78G4LOLGlBzYnu05dYGti5pwEg6bFnWUACLPJ80+d6u79E11INtquz5F4PE/AiOadA01Y/Z\nmqbyST/pCp1b66co/7YAACAASURBVB/C3+Iw2EjzypOPMGlxiEmLxYljyFN1oglqHvVp7DbJ3XTX\nWrS0zLVqNyXZvqge2yMJfuqCOoy4S9vEMt67rYFAo0Og0SF4SBRTbK9C62iTXJEIYb9/Qz3+N4Iy\nbzPFGULPuAVLqm5tTrPTpX1CGTOumMMLf/g1baM12kaLiHemWB5ny6dwwRXXkK7Q80o6CoEmCyPh\n4m+xyBQrtI+SRdX90gow8GlZyH9+/bVU7shQuSPDqtvq2bVwBIrl0udpg1jOS9tIHW97DrPTJl0m\nXMKX77qXD6+px8lTQ8YtD2P5FEbdI/8FqV67w9XyknPdOqwK7Jhfz/EPhrGvr2D4IyFxu1ektQlC\n9I8OhtjPYkSGyO/E+6j42gT56xgQGayjZVzIbybUnHQlXA2iAzUqPhIVGxTwtzgUHbQp3m+DIh0I\ns01UcYJHbDxRV5DOzQ5N0zy88O+/wdHFnzIXUIgMUYkM9DJ8Q4iy3TlqN6f45IRf44kKWEdLw9pl\nP6V9hMkXZ5tkyhTS5TqWX2XwLRkG35LB05nFiFlUPufDVWDg/Spmc5LIQB1Hh/FXvU98gFBnYv28\nYv9VpvLavJVMWhxi+JsX4Wgydy7ZbOIYLo7h4j+SN2gOiGBF+TaNj0P1fHRFPY7xPz8++789ehJj\nT/wf48ydXVimQsUnFoEjNpZPEb3MNJitsmtHEYWTRXdfStkuB0/EJdDoEhkkiFLLFLcFV1VIlXcj\nIV28UUGMVm3PoP+hDCMGnphN5c4U3oiDq8KbD6wjXarh7SWqy5MWh5hwS4jK9+OcPHs2J8+W9qI3\nYhfO+dRLZ3H74otJWYa4JajQ988uxbcHyZab6ElIV5pcvPwPmO0Ws967CE/E4smoeBu+d3sD793e\nwNZbGujzmiMWQcrRnenUBTJ/m3pdHZtXNNA8yeSlpx8j6WSJDlT56Mp6Nt21lneXN/DebVL5uKqC\nqyq0j3fwxBy2L67H7HTxNbv4OhzG3R4mFxSLISXvExjrI1w7s8Nhy9IGXAWSeYpLpkhl3PIwZZ86\nlH3qYAU1vnflGwDk/AL5f2fVWlQL/G2O0Et0yJRqODpsWdbApMUhzDaX6VfXMeHWEHrC4s6n/oXi\nLxKkqgxSVQa3/HImrqbgbUmRmtUFQGpwFi1tCY8v5bJ69QMFQetu0M72RfW8v1Ck09Scyzt3r+Wt\n+9dhm2CboqQjmyAR5N52k1Tm/haXdI0P/xGp5hRH6B3dsfuiBtS3SvA1QzaoUHXmITJlCrlil1xx\n3t3+OGlF6kk5rpGSjZkn4hI4nMMxIF0JZluOTKlKZKBG12ADM6/jigLpUo1kjUq8r7y87QK+Ch6x\nsb3gb7WlIvVA4DB0DTE4PN3HpBtDeGIurRNls9ONli3ZLQ4l/qYsRZ90YJX5scr8RAf76BrqwdFl\nPIHrEh1WRPF+G0/cZWrR55ywYDNnNryO5RMj5/dua+CtdA3v3d7ArhMfZ+fl9Qz602Vsv7Ge/i9a\n9H/RIjs9xikf/RizXRxGkrUKw34T4rh1Yaq2/Z0Wh/9OuF/z6+8cPeCbnvjfxu4HpmB0qRTtg5I9\nWWyvSqy/jq/NIdZf+jGBIw6xvirV2zPYHpVsiUbOr2AkBVTTXWVB3iPOK2okiu3iGCrZYlmoLZ9C\noNnGfzBOttxH5zGegnbk0Fcv4ZFpj7JwUZ0knryR8LcuvgwQzVOg4Ht46qWzULMOjkeOb3kVTrp6\nE8+9NJW3z1/Fjz66iHfGPMMJV84RH8aYTa5Y44369UxZGMJIygL51pp1Bc/F7hi5RmyoviwwAKKm\nc/G8axi8+BN23TuiULmCJOqXNsjfR6+/nGyJg5pTKN8pjveemE2sr4Fig5EU2km8v4+cX5znv3XR\nTJK1BqolyWDL0gYm3BIqzDy/HNOvriNbLEmlW0oO4LSPf0jbH/uip1yeWrySIUaQKQtDZEoVNlx9\nLzValnOvnA9AdICG5Zff67UxjRXQ0NIOrgKt4704UyJ4dJuaohgHXx5A8X6HW5du4Ax/jsejlVxU\n3AbAsMdDBBqlxdjtmdndjo711aRaNBS2L65nzF1hynblyJTKfWV7FRwNckUKFR9nSZfrhWs6/WoB\nXin5+8sK8BUVpOAhF7PTJjpQJ97fxd8oajSpGoXqLRk6jveKn6EHUGS2nczrqHa7XmgZaZfqmfy8\nuEpsxDbeIz6ctlcMrIv2p9GjaVBVrBIvqUoP8d55c+OktHqbv5ul6s9etKzLuTf9iX3pCv7y6FRA\nNoxV72fY9xOdQc9YRAd4iJ0Zp9cjJnrKonmCj+L9Njm/IGYPn6TibVPJlrgED+av3YowqVqX4j3i\nyQnddlgUQGX+I1JVd4522PPTdd8o+MbXu587cObXC7759LYe5Zue6Ime6Ime+EeJf0Dlm57E2BN/\nM5I/mULtmwobV0vV0Y14TFcopKo0yj+x6Rqm0TpWTINbxnkp/9RCzbkFF3nVEoRcNyAmXSGkeNcU\nwre/OYeeFsmreG+dTLGKOyBILqBSvSXG2DvDzLhwK9oek5mHQvhrFEo/l5bpuNvDbH/sqyo1rz30\nEC12gvG3b2XrjRMwYgI+KTmY4r3FE+ln59j3cw/vjHmG0avCVLVnsL0qmXIdN3+OX66ygEK1eOK8\nOZRccYB/rbu7IJf25RhkBMGFlp+XUpreI2237Y1Yhxrx8B7fP/tSAPqRIFdk0D7CQ+sUmz5/loq3\nm4M57rYwHSMCfDL76GeL9/VQ8X6EA2eWFnRcyz7LMOR3dVTn5TETvUX5pjxrk65QCRx22ZlN8aOn\nr6HiQ/k+Plgtx5x483XkihQ+uFP+fsjK8v17FqD2EpCMlnap3CH9y/3f81L+IRQfSBPtb/LhVfWc\necYv6BxbyvMrniRzjMVp113BypkXcMOxJluXSDXr6ApBBYzvtfLuuKeZdGOIXFChLCUOvXpKqBdZ\nod1hxFwyZWKtBaBlycuuQcdwD3rKLVTrhiuCELYHAs0OreMVvO35L1ARIYN0pczoSj8Byy9kfjUH\n7SO8oqLTYpGq1MiU5t1Dqk38zdL2TfRWxdNRcwtSc0WHjgrHl7TmyBZrRAapOLqPZK2U11Uf5Og4\nTkNPQtEhh1SFgpKAPd9+hHHvhfnX61axJ1fOBcWf0KdO2tJDvU0sXfFL+r0gc3c97VL5lJ9sETiG\ngRF3aZ6kUr4TYn10/I2QKXMJNCqFa/fB9fWM3HQ+2dYSNNF+lyra46KlRZR+0uIQ7lkdDLovCD/9\nq9u3J/5L9CTGnvibER2osTj0ROHvbaO8FB+wxTEhCG/dv47hj4Yo2kfeBkjmRekKlWCjTc6v4Bii\n3mF2SWvS9ginzNEVAk05tKSF41FJl2u4Kqi2LOBa2qLx1OICUZyZmwGZ6SVqpU1VtivzN897yvNX\nM/A5l5HLdvBAn82s7erDr5ecVdixzl12Bd6oQ3kih5aRxcgbsckFVE4//1K6hngL52u25XjuN/UE\nVRPFdoms6c+IB76aFDNujoiTpVoLYP7Hu+TNLjD/2FL4szJhBIdPCAAUPtO0+XXUbM2SKTMYszKM\nt8LlOz+9iEo9SbpK+oInhWfz7P2r8UYcWieWEDgsaMxxt4dxxsmMtxtIoSdlEcwUq5TtsklWq/zi\nwfmUt7gkaxU+vCovUu5Ie9LbeXQLf86Ca6k5kCBT7uXgdxQG/sEiWyJLw8AJh/jtub/jrIXzCwT3\nP730O95OO3x/1w94fNhT6GmXxstzvD3lQcD/lRbvqZfOYtzgMG5ABBziveS4lk8MhlOVeYPhmPA1\nA002mWIVLetS+nGM2LAiLK8oH/maRaTb9kLp51lifT0kalQ8nRQ2DIrjsu0m4ZoqLlRsbqVrXCWu\nIrJ5gWbhUrbXxfH+eymuCs0TTGwflH+aJTpQnFqCjeJJmejdLVuoMmZFmNJ2i2h/XVCxceFj+lqF\nTB/trxM8KOL2tiFI7FS5ysQlIdK9oMM2+a4/A/h58t7vAOKmkVvwBLffcz6JPtBrk8X+7yv0flUh\n3ltDsaHmPaExDTtvF7t/OxyzQ9rIwUb5Dgc/XUfpJwquDvPmPgvAB4l+/OXAMawY/QzHrQvzye31\nXN88lrevG/w3n5uvPf7BKsaeGWNP/FUcumE6Oy+XBXzqdXVsWpmfj90dRstAbIDL5+fL4jd+WYhE\nHzBbFYJHBA5fu9nBMRRSFQpG4ijy0ey00dIO6QodT8zB05Wja5iJqwoh2ddh4enK0T7Ch6/D+asZ\n37cumkmilwfbA74Op+Ce8fa9cn6HrDh99SBxJ83JS6/G3+rw5oPrOPXSWVz/wOPcVXcBjkeAKYla\nXYjcTTkqb9lH+5KB2F4BBpltUi1ZAZ3IQANXFeUY/4EELzz/BDOumMNba9Zx4tw5nHjzO7xzwxRe\nfeQhJtwaonLdUecC67QJRPILrZrHBtmGAF8ARt4XJhd0CR4S/8ZsQCqVLbc2MP1qkTRzdAE4qZao\nyjiaKANtXiE2WIqT51k25UhVG6g5+Vkt6xDtp3PBvBd58r7vkClVCBwW7c1Ac64wlwU4KTSbeG8N\nT8yleE+KypUHGOhvB+DNpdNwVQrSaNOvrqNrmMprc1bSbiuEwldy9qoXeGzVWbjqUdukSTeGcHSo\n+DBJ4ykByj6zZU7XIecb6ydqON2fTcuK8EGmVEVPuSL1Vqygp0RpR5whFCp3ZIj196BlXFJV4hiB\nA7522cwkalX+OP8uLvvFXFAU9K4UmdogjiGC3KkyDSMlUnOuSuHes0yFosMW7cfrBBpdjJRLpkgo\nQyDfT6JGw9fhkA0oVG2NkKn0ERniwTIVAWgBm9I2118ZwjIVooOkelSzeSGFJSFKd2eI9fcSOUsy\nue+NIooOWuT8KmanbNBAULvZoMLvlqzk7DuvA1fQyY5H0LsAP979HZ4b9iIgEnqZcgrdmeoTD/Pa\nyOcK33G3FOKw34TYfUHDNztj7NXPHXTp1ztj/GR5j/JNT3xNceDm6QCUTmum650aAofFhXzwv82h\n6DOtUO3pKfn3STcKpUG1pNLL+UV30/KJwkumRJRquq2RbK+Kt8vC0YW7GDyQIjrEx6a71jLh1hBl\nn2XIBXQig3X8LQJ0+LI8GQhnceuSBnZk01xyx9WAEONXLhatyL8V37r4MtJlOoHDGTLlBp6Ixci7\nd3Bl5WtccN21BA8kcQyNWH8vwcYsSv6Z2PDr+7lw7jU4hnjpjfAeZsHMEFeu+y0/DAhK4zufnEVT\nrAj9T6VsXdLA6eddivbaNuxTxtM82cTXLIts2+h8S27fUd/Id1atZdLiEJZP9Dm1rJjp+ltEAcdV\nFRRHUIVmu0vHaWkU1aX2GS8dx2kEGl3KPhMN1uhAk00rBRjSDRKZuCQkItmagDQmLglRdNCia7BR\nEEsfsyKMv1Xc7LuGQ6+NYvP07yvvBqBSC/zNa9q9CflyjF8WQnHg3Zsf5DsXXEaq0uDwtx32nvVQ\n4btTpZOKlnFJl6uU7slhRHJkSz1ki0WiDkVQn5liDcV1UWxIl6v5JCa8Tl+7Q7JGfBBL9uWI9pPK\n0807ZpR+lsTxanhaEnSNKiNVoZLo4+JrzVuWeaS9qifFgLjbxixbpIAqGqjln1okaqRD4Wt3Ch0P\nT8ymdYwHIyZjg27Eb6DZIVGj0v/cPcSX9KHjWC++DhcjYTNh6VY2rppMqkol0OTgXNIKgPPbaoyE\nQy4gwhC+Ngst46BmbMY8uIPlNVuYsXAe2RIFxXYL6F0Qv85PL/uSZvBdYdkoALHBDr4jKrYPLL+L\nr0m0hqddW4dqQfCpTcA3mBgv+ZoT4x09yjc98TVE4/XT0bIy23lnzDMED7qF3b//gAaKtIu6JdDe\nz2ToGC0cMVzEL9EnYs22KT9XvC+HJyZzGzUnAsvJKp10uSw2mUovid4qp10wE8WCzmFektUaxfst\nbI/C6FWSFCfeHCoooWxd0sDObIqF3z6P4n05ivfleO+2hq8kxU3po9SNU2bNwtHEIQHXxWzJoEcy\nrKh9h9kXXS6GtbpKslY87iyfhmXK65xF14rnne3y6zk/4PIbruCODWvpo3cVjv/icf/BB5N/K7QV\noP14E71vH1558hG8HUIqf/vetZTugtJdeVJ6XPh3Y1aEcXXwxGXDYXsVivdbvPngOlxNJM98bU6B\n09j/Nzqfn/IYsf4afd5M4Um4JPqYJPqYeOIO066tw+x08HbZjL0zTKZUEbWdqMu45WFxeUjbX3EQ\n+eD6epn3ttqUfgrX3/04w6/aSaUW+JtJ8YSr6ph+Td1fJUWQDVDH5Bwj18/j4Gle7EvaqXld44Qr\n54g8XF7MXM1ByROb0M5ow9uaJl3lJVOqYhsKuTyiNlWukaqSFmqil7RWVUtcLRxDnEhwZAbcNcTA\n1+Hi63BJ1ko1+NLvf8UrTzzCwe9VUB3ai+UHf5NC4Iigax0dzA63IHBge+Rae7tcbCNPHHdkA+ON\nuLx1/zpiA1SiAzQ6jhWyZi6oiP5vXpowMliek+eGvUjXEEmK3ff85jsm4WoiHjB94Wa0DZVoGyrx\nxCXhtp6eIdiY5eer/0SmzMDVFJ7ZMZ7Jyy/njTvXkKriK0lx1OowakYpqB6N3HS+oJZL5PXFOWv5\n6ErhLAYOyQbglFmzeGfV2kJS/Cajh+DfE/+woaXkJd5wSkET9KMr6/lgQT075tdjxEUkeazXS8mn\nsnB1S38plkumors95krLNO6QLdYKtAnFkVlTt59d0X6HdKWBq8uuPFMqclxa1qVkr82ObBqz0/nK\n3Oryy+aRGlLBq48+XDASHvzsHCKOVE9TTUm806+uKyDiHAOap/hxTI3rfv87vnupfLaSfWmypR48\nMUdECPSjijp33roeV1VQcy4v//ZRTrl+Ixc+eQXz580tnMv4ZSGGP3rUuqrXS0dAURi+QRRxogM1\nJtwaYvOKBjavaJDFNmbjbxZgUvH+HNmggp6WBTJbrImDCDLncgyFruOEk9hNZajckeHl3z5KulQp\nSIulSzXSZSqZEoVYP52igzZqVjiX/pYc2xfV8+E19QV/xUH/eZnov86bQ/CwxYLVjzN81id835/m\n/cdHFT7fxJtChfMBaVtni45ScKYsDDH6bpGCe6N+PXvPfBjb5xI8AMZDFXQep3DmTa+z+aYHREqw\nw8LXIdPX0tVFRI6R5OtoIuqAI2AZx4BEfwdfu/APHR1sUyFTJqugo4PZ5TD5BpHTS1aqJCtVzDbh\nfU6/po6R94n59IHfDiZ4SKTwIoPEicNVZRPnGDKf1dMyg1RzULJXjIodQ2Hj6rVsXL1WfDS7XGn/\nxlwqduYwO6TK1NLk7xMRQh+/LITZ5aDmXLqGqYWNoZEQmcPNSyfhaNIWD+6JYSQd+j2to6UtfnPT\nWVimQqbSQ9lGD4k+Ll7FoHhvfp748qVMm1+HnpBNbDelSX+thO2L6vk4JC+AJ2IVOBq8v7CebTc3\n0HiizmPR6v/mqvDPGT2t1J7gxcPvM3JNuIBowxXisq/VxRsR813bUNi8ooHhG0LsmtlQEIoecX8Y\nX6tLoNkm1le0Go2kKI1YpjhCdINZ3DxJXk86eDqzJHub+I+ksX062RId/6EkHSOCWAGF7Yuk9bfl\n1gZOnj2b19ev57NcgmOMo1VM94L93m0NzDwwg/cfHcVN1/6apfdc+JXdNcDytuH8+aoZqDkHxXG5\n9ldPcMfcX2IFNIyogIBA2r0dx0oCMhKyQAeOOBhJB8WCTIlamLnOuHwOmWK14Nrw3R9diNYaITOw\nkleefISJN4cK17L7fL597iV0DRE5vFS5VInpSpeifWCkXBLnRCj+TTFaxhWCv0fh/YX1HLDi9M9X\naSfOm8ObD6xj2rV1ZPMEcrPLJdZXxeyQ658uVfB1OKTKRTDA1SBdKQjFjJvDqxiMuidM35c7aZlS\nygmzt3zFAX7iTXJtHQ88f8PKgvzYifPm0H68hq/FJXhE2q6pckk0WkZI+7H+GnrSxRNzCR7MEBvg\nRbHzKjWtst5kyhWMmHDrXEV+V7UlsRhxcerwt8jxuwXDvV0uiVoVxwN6QoTDFUfan908Rn+TWxCk\njw0Cs02k59Sc+HjKJkQ2ZplSFcsnLdOW8XrBAcXVxJNSzVI4XxThnL593zom3CIjBCVPLu8eJXTf\nF93xrYtmotou8T4evF3iwHLgAovez3roGC73WNWOHGZzinSVj/ZRBqWf25y+5E1eXnYir95Xz9Rb\n5/0VX/WYX4Wo+NCl6VsWe7/3MGPuChdcNEavkk3KjmvzrfK8mXSqRsFsc0n0Vui/dGPhWN9UK3Xw\nL7/eVurHK3pmjD3xd4xDN0znidmrOX/bpehvlgACofdEIVUjO3/bo+B44cOr/trEd8Kt4sxgmSqW\nqRRAJokalfJPs2SLtcLcI1ErXn01m2LYAQNPUwzXo2MHvTRP8ksrK+IQ762RLZKWWrz/UaDPuOVh\nti8SS5+WifD5eUcXom6QzqTFId67XeafigO/XPAfzC7Zx+iHLsfbDtFJaQY8qZGo1ek4I0X1H0zG\nXvs+O1aMQU85tB9vULZbKpqcT8XsEISmlnVIl2okeikU73fIlCj42iUBbb2lge9P+h4oCqljazH3\nddB6Yi1azs3PXtWC+0N0oErtu1kiAw1JYOUqelJoAWrOxdEUSvbmSFXqZIsUusbkMNp1Pru4gZNC\ns0nUamK3pAiIZ+p1osKjOOKEMeL+MMX7RThctdyCS32it4InJkT7sXeEUVy44YonuGvleTy86F7G\neiWzzLh8TgFoU/iObwnhictMtDumLqgjXabia5ONU7ZYoeigjatK5aXYck5axiXWXy2Aub5832RK\nBZylZl2iQ6H4CyGoe6LiWqKlQftFC5mcjvqHcuy8vmrFuQdpfKk/JXsdSXQpl3hf2diY7ZIsI0PA\n7BDVpeTAHMHdBv4WEZawzKNzRFfLk+G9gtR1dAEC2V4RVxi5RhJNYqBFycd64Xf8LSJl6IlIK9wy\nIVui4Im4NNywhgXzwuDCnx9ah6aonBSeTayvTvWWOK6iEB0i6OaWKS79XpJxhLcjg+XXSVeI5dRx\nCz5iy6/G/JV59vEPhvnBzzbywq+mkymTivW/Xt+xd4R5/4Z6piwUEFS6Qp6ntxbcw7/0nVr4uZ7E\n+LejJzH+E0fkP4eSyHjw/KmEeL+jvXojLu4Bnmje765dFopsiTyAE5eESJeLSoirgxEVA1hP3KFr\nmEbRAYdMsULpF1nRDvV0z3EUvJ0WqApa0kK1HCy/QfsIr7RSWx0x6c2Li/tbJaNaXqVQRYLMDXEg\nWS2AC3+rxWsPP8SI+8P0fitFutLDvffcz5zlV5ILKqRqXKq2OkQHanhOasP3WBneTosf3/8K/173\nLdJVHlLlomzylwfq2ZpngiycV0d0gI7ZKXNVxcnrbnabBF82i66hBr1e68DZ8SkHb5xO6W6Hjasl\ngZx6yWV0HOuhqNHGiMmOoeM4cbp3NWk/53wK6XKV4oMWal7jM16rE2i28URytI714aoyC5x+dR22\nRyFdoVDxkZzkXx4X26lTZs4i0UvHSLoF4E2mRBRfbK9UXHrqKC9z0HOzGfyMTfvx3oKd1Zej23bK\n1QTp+eE18jMnzxYEq69d2ryKA9mAgK48CYf28xJ8PP03nHbhTOGtZhzeaBCroykLQwWe6PilIdIV\n3QbB4hs4anUY24TiPQ7toxVKPhNOordLkKveLkHVxvuoGAmXVLVC8IC0M30dcq+olkuqTBxJbFNQ\np96IK0721ZJ0fW0OuYAAaZpnOAz5V4tktYeNq9dy4rw5dAwXu67AEadAM7B8kign3xDi3TsaGHtn\nGE9URgbdbfRxt4VxPPD01Su54OZriXwvwa4TH2fkmjBF+x2ChzO4qkKi1kNzPjcNeTZDssaL7REb\nq3gfD7H+Kma7VNzZIhE9B5j1sxd4rnEMzVtqRVWq2MH1OZBTqNyi8d5tXwXixMZm2HPGBkbfHcb2\nHE2e3YhU+IYSY+03kBjv6kmMPfF3iIO/H8nxNU28/+5Qer3tEu0vEl0gLubv31DP4H+bw56frGPM\nCnngtTTEBziUfiItQG/UIVOiYnY6eKIOiu2SLdEw4tI2UiyHbIleqJYcTaFoV4TY8BIyxWLq62p5\nqkYebh/rrxYq0+5W6qDnZ1G+RScyzC1UieNuC+ONdi+Gsjg7hsxcbNfhgJVk7ncvoXVqJe/d3sCx\nD4dwNej3SoboAC8lX6SJDjTxJOQYd65qoG7tPHq9ncQK5Om9jpgaRwdqVO7IkinTBQDiU0nWKPRe\ndbQlpY0YzsHvV1Dyhbi+T7+mjsgglWCji5Z1OXKSvE/pTp1ckUh0qZaAahLV4vunZSWpde/2x6wM\nY/lg57x6xt4Z5phzdvHU4D8z7NfSSjM7bSKDxMli+6J6Br80k4rXPYXW7uhVYbKl+arfVFCzLo8v\nuudvChT813iwqx8AG+4/S8yXY9KKVG2Zl7193zpmXD5HxMBdMSF+9ZGHmLIwRMuJFlW9u3CfqcQy\npaWrZV30hE3LBAGuGDFpUxsJF7PDIVklYuTZYoXgIYdUlVTS3QLktleEsketltZ9t3xeulTFSLrE\n+0nFGMjPZUt3JWkf5cff5qBlHFLlQvjXM66I1iMtVE/UIt7HIwLsCoX3jM1IUvSWv1CtjV8WQs1C\nsMnitYceYuISEQnXMy5v37uW0avC5IqgaL9Uj6oFDy++l1nLrkLLysYx0JjGVSBXZJAr0vLPhBwj\nVabib7OlpZx1sAIah0/QUIA+Ew7z6og/MGZFuGDkPPKinexbcSwgptTbbmpg1OowgVNbAGj/sIoB\nf8pwZJqJr8Ul0GLTeJJG8KBCzZpvuJX6D5gYe8A3/6ShbCvms+eOwdum0jxJqrRue6hsqSwEpR+q\njLo3jOWHdIWIIn9+3lpiA6VSVC3RmTSSAjdP1uiiXJLHZsT6e0j00khWySsbVGmbXEa8j4Y35lCy\nz2Lwj76g15d6hAAAIABJREFUemtcuI4ueLryMyg3R9dwlzErwxhtOmeG3iK4X6XFTrA1k5U5UT6y\nQYVkbwUzT1rXFJVBRpDUgFKypXIyn17WQO83LQ5+y0u2SKF9pCkqPAp4O3JcvyBE7TspoUjY0nKL\n9fPgagrV2zL0WfI5f1q1mkStxuYVDawNP/CV62mV+vjwqnr0tCTAtrEKvnzrrm20QulOndKdOp6Y\nCKznivIODQOlvWz5RI9z3O3hQgX3wXX17JxXz+hVYYy4y+e/OQaA3Rc24CoKXYONgv/elOtDFH3g\nJVuiCJEfafdlai280bwfnwvn3Tef8cv+2o8v4qRosxMAXN88lrmlB5lbepBtNzUQbHTYfmM9Riov\n1OBVOCk8G0/EwteaBUXh1UeEkpGuUCj+yKD8FhPHgKLDFrNveRYjavHqow8TPOgSPOgWUJ9blzSI\n7q4qqGdXFb6mEcvPqf2AAtXbMwz+tzkYMZd0hYLtIQ/mcUhVquhx0OMUUKbJPia+DodoP41oPx1v\nzEa1pftQdMCheL8YVXce4y20fBVbxBCMhEvgPT/ZUhh1T5hR94RxNYXgEYtcQGPyohAle7JCr6lQ\nmHCriAlUb7V4d7nYY7kaXD7/CqnsAoqYZVd7Sd4YxdUV9KSDnnQYedWHZAPiWpMLqPzx4ftJV+h0\nHKdjBx30uELHf/YBIDrcEqTxTQ3s+O1IAntjJGo0YgPkOyw+rYnm/eU07y/HiCs0zs3hico8N1Oi\nUr3FpWSvhTNjLN90/KOhUnuUb/4J47P6yVRvcnG0vNNBUlqn3aHY5N0gkN17pcrOy2VHmhiRoaRJ\n5jpmh0Wsj4Gja3ijNqqt4OmyiAz2iE1SzMUTdwskdDcPeHh/YT3fPudi2sb6cdYMJHeMyiNL7+Fn\nj83HiMo5TL7rSj6//miLb+JNIQjADxZfK+TvXorYFQHluyyCjS6vbXiIE66qI+dTePeOBuK9dD64\nrp4TrqpDcVxue/AhTvE5JJ0sflUql6GvXUzZyz7MLgfFcogN8gmXDijZJ+LVkUEemv/9eKYZx/Px\nonomL5I2YNHZNsGnRZVHeft9vvujC+mcbjDh1hBmUAAhqg2ln0EuL8qdLpO2o5YWOsy45WG0tJgx\naxkXsy3NqZdcVkDbHvOrELoPPBGwAnJekxeFcEyxVGofI9e295sOjq7x3u0NHLDiQLDAD438Iorx\nSgmK7aJmj1o+AYWZbIl6tIpcWLmRwU/LDn/P2Wv5jzvuZuqC+eAVr0lPxCXYKJVWsloqu8K9Y0n7\nMjo4gKtAolpjw6KfkKtVGLc8jC8nybXooIg9gHQiHEPuO0/EJdAsnQhfu0PnKAjs02gd46XXazbp\ncnHbcAxxIklXykZMycsMaRk5TryXhp528bU7WD4BB+kphyMzFKq2SGu5+t0IzVNLaDrJoXqjhu2T\ntm2uSJENmqMUeJdG0iVZpZMrOtrSn7gkhOWX2d0H1wkQbfyyENtWNjB6VZiYRyN6rE35NpVEtYbZ\n6aCuq8LbkaFzuFzvbS19MFxXNgcOBFUT1Qaz1aV4L8T6UZAr3Pvj9fBjyLk27y+sh4Wygd19kXQI\nXh75O/yj5b4esyLMByf8mnN6nca+h44hValie+Hqi5/j19f8AO//aYHoiZ6K8Z8tqjaWUrpTJ10h\ngImqnx0keNgGReDxif4Oni5Z3PSkS7JGJReQxOTtcKl8VXQrVQtaR0vbztEEqg8y89p6S0PBTDaX\nX5RcVSFZo6GnXE64cg4vP/UYii38sGyxwszFV2O2SBUw8r5wYRc4+GXRGNUzLu8vrCfQlMMTs+n1\nw/3MvuR5Zl/yPIkajVSVzrfPvYSm6fDuHbJQlO4W+kaySqV03oEC19GvemizE0y6McSvpj5C2xSb\nbJFK+yg/M67dzJZlDWxZ1sCShzbw9n3r2LK0gY+uOAqDf3d5A+kKaSdqFeUA5E6fgHa4nQ+uryfe\nXxbqXLEgGY1kvgVpCydu++J6vBGHccvDKLbMAKMDNV5fv54Xn32cZI3ByXPETqt2s423E2yfwo75\nAqbodvawAgqfn7uWz89dyxv163nv9gYm3hyivx5k1Oow06+po2RvDntHCakauZ5mpyPzWUfUfVSL\nAoAHpEX949BV9HvFod8rDjOumMNZN8wXtaDegirVstA12CufK99lGHdbmOMfDAsJPyt6o9tubsDV\nIN5bY9Nda0XYoNPC22nRcaxOqlJn7B3SglSzQitQXIj10/JcQ4WyD1XKdlsUHXLoPFaMiI24S3wg\nZH7UJUjV/ja5oEgVRk5Lodouelo2ft6Ig9nhoGYFlFO+Q6F1koPZ6dA2vgQjAZXvarJ5c2QOmymD\ndJUAzlDllftJJ64KuQAM+fMlTLhF2vyWCZlTZDenpwV9PHxDCCMuHZbqjQr+dlvQ2CkXX1MaHNkI\nmZ0Olw55R2bopiR7EKu1925v4O371gn61YZj37qw8B0ZylGn4digo89292YPwPHCWZ+dyVOD/0yi\nj4Llh0y5y70bfsprGx767y0af49wv+bX3zl6Zoz/RJH9zkReffRhxi2XYbziym5UT4m6iicq90Ki\nj0DVa7ZkiQwyUFxpeQ1/NMQPz9zEn/51GskRafac/kjh2OOXhb5CkRi/LISriISVlS9Guof/x60N\n44lB8JBNukwlWyr8ND0pYIpc8KgVUbK3y+4LGhjyVB0lnyo8t2glM8+bh2uISSyAGXG46a5HOMMv\n2/tTL51VaO391zhl5iweXbuaKk3nW4uvJvfTTrZP+h0nhWfzRv16Ho9W8uDyswGI95G5ZfV2i0yJ\nyl/uXEPczVH9JeL7MY+HGPx0lMjwIvxNObIlOm8+KKjOEQ+I6HWij1JIqmPvCBNostFyLtevepyl\nSy9BTwmH0UiJepAnLgn8jfr1TJtfh2UqePIcuOChLK6uEB1g4G+1CxuS7rkkULCkGntHGF/ei1Fx\npKXniQnyMhdQ0NLy7+lyRTh5JuBIEg42ClgoXari6sIbVPKJo5sakQso2Cai7pOUmWmyWsXVxDJK\ncaUCBPndzSsaGHe7oDxrNkZ44fknmHxDiLeXP8DEVZcLxSMqSF3FkT8XHcjQNNVH1fYMqSqDdIUq\ns3BXhAIUR2go5JHPpXss0qVim2V7lby5s026VMOM2FheQQh33/eJGgHaSNJTUFy3oHCjZqHzVOEw\nVbxikilVmDvnOdbf/SMAyj9OYps6f/7NBhFUODFGut1HxVaNXEDB1+aQKVYp2ZfDSFi4qkK2RMeI\n2sT6SRLztdtYfuFgxge47L5QnqGd2RSfZmu4bc0FbF8ks9VhP9jNgV8NLUgKFu7Bx0J8dnGDGGr7\njz5ro+4RJRyzQ+bC2WIFIw7eqI3vD+8C39yMcciFX++MceeqHtupnvj/ENnvTiLWT2fyohDlBzO0\njfJSss+i8SQVV4OiPQp9zt8LwK43B/Hx3AYGvzSTwEcKH15Tz4RbQzgnp/jPvcfjmHwlKcJRM9lz\n9pxG45phaBe1Y/1nJR8sEDQlCFIOF5SgUEHUrCYLa4uLHlcIHrFpPEVhz9miK1nzUYKXnvkVk24M\nUeKRRfnnC6/l6kd+y10rzitUlZZXIYcGSGLsONZg9KpwgcsFgrJ85+61vLbhIY5YcNasy3l3w9EF\n5o369UxdUIcn7qB75MA7Lxf04evr1jPhlhB+1YMfD88nTb7vlwVz2AMHsA41UrwV3BPGEu/tZeyd\nYfzNDjvzbhZTrg8VxBJMS8TWA0csli25WGgDmkL5tnYiI8tRHHj5wQfxKgZTrg9hxmy8EWnjvXuH\n6KN64iKEnSnWGHG/JJqdX0KWOkZ+7mWAvzlHdIBHzHcrFIr359j7E5W9P1pfcMHQMiKRZpkKxQct\nkhUaqco8mKXJ5uC3FUp2aQSa7AIvUs1BZKhL+U7ZXJntOTqO8+KNuDi6y3u3NXDqpbNENFyhAHJy\n8kVN0wyhBkl1rxEdnaF8k4dMiVKoAGyPgpa28Ha5tI+SbKwn3IK+aaK3IKMVS9r2AJGBughM5ESx\nyNEAhTwR36VriErV9gyJXoYYLadd0hUqatYtAG1G3RvOqzdBydtm/poKQlfDYeqcbTzQR1rom/4X\ne+8dJ1V59v+/73PO9Nm+sHSlqEhHECm2xFgS034mT5qJsQE7Y29YQVTAgiJYZgG70TxppvikiCXB\ngop0FFREEenL9p0+55z798c1c9ZVY/L9PtF8k3C9Xvtil5k5M3PmzH3d13V9StZh7NwLWH9tgsMe\nilHzvnRaXrh+ESN+cwHvfSvBxCvq0YYqooMVP71rAT+aejEgmrapugATzlzHxoWjOf6FqZiX7MOd\n3xPXb6AHwnWNI/nKD17m1rr1HHKCzBsPWX4m4dfCWGmNOkFmw8kjM7z7xYcAiO+aCAqiu4vygqZC\nHdMKyyrJl1v8bfjVPzb+1WynDrRS/0PiLw/ex+obGij7IE/7wX4MG9I9TN793mL6/cUl1Ozy5CFP\n8eQhTxEY0cahL5xBxeoAgVbNiEVxkStbHmLTpMeJ7tBMuCbGhGu6QBylXezWxw9lxcLFrDriF6y7\nLiHGtApQENnrsuHKBFXvuKw8/Q7aRhWI7nLpHKAwC5pkb5P3/msxUy6ux/Epnn7iEQb9sp5VcwTQ\nEG60eezm27ntth8UlUVkgfalXeZee6b3WkL7XS8pHnVljKH3x9g/rutc9LaiXjvpmn2j5H5XyXtJ\n1ZmsWLjYEyZff5UcZ81s0WcFuPausxm5UBKSvXMXAMn/Ooqnf/kw665NkK0RA93Jl9Rz6MNCbSmB\nBOyg6KJaWQcnIBSCZF+DlnE1rFi0hEJYEVA+TvnGjzBsTfNwi85+khSPP2cqK29pIFNjSAuxt8zE\nAkXA0lkfHCNvUEmiCO13aR8o7e5Vc6QdnO5p0fMVacVlaxXhJpdctaJQ5ANmqkwCnRrHJ6IOqTqT\nAX9y8SWlmi2Uy+K+/0s5ojtkNv3azQ24AYM+f24m2U+RrVWMnxUj3dMiWysgo11fdhj07NmYGY2Z\nEVTpmFvi3mey7eQHZBZoKtZdl2DtzAaaphRwLYPVNzSw4YoEkd0u2RqhiFRszeDvhIrtNrlqqfYK\nESXo5mLbEi3nov1gi1y1ovUQH1Za0z5YKBGZGlHBUS5E9zqMnRtn+N1xjOKc0t+mveNqA3xJzc/P\nPYU//3acV/me+dj5Xkek4h2I7rKxspqj51zEe9/q4oNaaQfD1oSaHB5oncCzDy6Vn8cfZPVNDbzR\n0htfysXIuTw37El2nZXn+SVLiexx+Pmyo7m1bj0j74wT2BBmxKI47xz/MG6xrAm+EmVYIs67X3yI\nKRtPY8rG01i+fQjp3i7pHoK2VS7YK6tknnugHPqbceAU/YfEyX3GsGz3etnVt7nUPPAKzheO4Ctj\nT6LwRXGcOOwhSQ6FMpfKzUXR5gKUfSAABjOvGXZvnM1zuvPeSgCOcbNj/OSaBVDcj064Jsb+kxwq\nNxWh6cWrLVOjOHH2ZWy7qYFDW2NsOUMAMisWSnJdsXCxp7xS9r7BIcvPJFJtYGU1P770MkLaxd9u\nY6VlX2dlHBy/DGiG3hfnrfkJjp86leX33Uf715K8dfRPur3ek/7rTJ7+5cMA/PGho1m19giCVQ6Z\nGpNgi8ugX4nLfLCPcPJK0eYGGTsnTr4aNscT3fhgu0+Q5HRsfBrhXppVcxs49OEY1Zs1+SgeuMkJ\nKEKtkOrtx/VB5VYbI69pPdTH2DlxQp0u42fFCPUTebw3LpJqHbpAM6tvaOCFLBwb7HpPo2+LYxRg\nRNlI/LYm1dvAtUQJBsRPM1tt8eoi2XgMeTzG1vMTHH3BdAIt2gNbrb6xgUYnxZfnXC7PVdTLPezB\nGJVvS4sUP1SsClL5Tp6mItij/WAf7QfX0H9ZO3uOqcAoiJPI65ckGD8zRs3LviJ4SF6PYWvWXCe6\ntyX6yIYZCS/hvJlPs+0r98NX5P2NuyHGmqI36Ni5cfaPDaMNyEcMIru6yhErKwlcG1LltU4oULna\nT3ifi7/TpXmERaFMU/m2tBeVCx0DFcleJoF2FzPb1dLWJp4GrpUWnm7HwUGsrFSP42bHKAzTvHVu\nA6PuiBPJu7h+RbbKINLoMnJBHCsLQS30i0LYAOXyhwXH8fq5fQDYc/cQCmFFdHeBXceZ+Dosxs+M\nseWmBobfE2fTogRH3BRj4G+nUZ6H6B4XdXajqCpVy4Zt+D1xNscTDHxyGqEd8iXLV2reLQpjTFz/\nbbJP9SQ9sIBh+wi0/BPKt3+xivHAjPFAoI4cSapfmI6DJIHZx7TjbqggOzBH5ZqAzG+KvQU7KDJZ\nJYDLp8WIRXHeuOhDyNIiL/H4c6Z6Fduo2wVos+EKQXuWgCUgi31pp95+XJY+v/DxQsNSGp0UO2wf\nF192AQBnzv0d51TslcW+uBiMvi1OaL/ruTL4UoI2NHKi9Tp+lkDuU719mAUB6NS92k7LiHLSvSQB\nvXFRgpEL41S9bXsk9WPOm06uwiC6M4/v2TXeazUPP4R9x9RSuVWOaeU+hMStMDx6ST4qyjath5aE\nqKH6bYdMlUHVlixNo0JEdzu0DTGJ7nR55Y4utZljzpvu2Wgl+wiZP1slr1U5IuLdPtDCCUK2WlPz\nhgBlSuo8IDSYw584H3+bgZVWvHFhl5SYYYthsDagdr0ASgqVQVyfQaqXALa0IeoyrgUoqdjtsMz4\ngq0uTWMU1Zug8WibmpWySFe8L96J2uyaT2pT0WNtiqd/9Ui3a6Y0m153XYKkmyVqSPY/fHGcmk2O\np8oz5eJ6cmVS6fo7dddxlWzgSmpLhYiiUAaVW11aDjcoe78rMReiqjhrhMg+cR3JV8jnkexlerNI\nEJGAQlRm7760qDMVykSvNNAs15aV0UXQlRw31KTJ9BCw0JrrGzjm/OneDLmEqE7XGtRuTOP6TZpG\nBsVZpY/hOcosbe/DtIrdjLo9TvJgh6pNhnfOS5WqlZZNp1HA4wxHTttL63O9sVJyjRm2KFq5AU1o\nn6LXncJl/LxmjENO/2xnjG8sODBjPBD/4Mj2CJKqMzxH8MDyClL9NTUvi++dL+WyZ4qi+nXFumvk\nC97opLqBUD75uC5j58QJ7xcgh9+QL23zCKnuBv5uGts+NAcsJcXxM2Ok+iqcnpqJX9jE1oXD2Hjc\nEjgOHC2X7ENNx/DiPV2tqnE3xCgr+jOOXBDHnxHtyvEzY+QrBEQT3iuJJqcLIj3Xz8//zL39Y++j\nJAN2cp8x9EEWkJN/J9VhmJWEP3RfPWUMyf5BXl4glZivM49zkJ9gm+P5RRo2njrKETfGKEQFuh/d\nmefZnz7IETfG8Hdq2oYESffWFMpMXJ+0XT8Mqnnx3iVMnFHPqw8uZuIV0m4u6duumtvAuBtirL8q\nwSlfO53948sxCuJ6ok08i7BAh6aPo3np7u4bm5IlUUlZZ/dxMgOM7hZB7dfmCZinlNyMPEQaHfZO\nNAnvET6hVtJOzFUoer5k4fgg0OGSrvN5wJaSBVmqzmTP0RFGLox3kxpcO7NBZtHA71O9+V5ZKwBv\n1icYdm+cMTfHRX2oSjZM4SaHzr4ivABQvqtAxwBL7KAMKP/Apn2gSLnVbHIohA38SdcD27QNl+5I\n83Af3/nxn/nFI18k2dtEObJBKCXYQIeD0ibJPgYdg0zMrFTjht113Y6dF8cNF5OUDRXvZtBGyLu9\n5fQkzx65hGN+eTlbv99dV3Vh68G8l+nBiw8fSdkOhxeycMmtMfKntHPPS5V0HmLT6wWDZF9pn+fL\nikbIdS7hIe2ov1QR+fpeXhr1a++YY5+ME2h3sSMGRh7emprg+De+SeCk9/lc4zNCjn6WcaBi/A8O\nNXY4T/3hcSZdVk/7t5Lo1yUzmjlI93MI7TLZdIG0csp2ODy/dKmnOGNlNS/dJYmpZIL60Rj06+nU\nrDUINctimOxjkq1RBNpEqeWQx2IEm1S3hfGIm2K0HlmgZoWPF25Y1A2C/tE4beuJAGx/bIhXEY2/\nPkZ0t6iTHHPedJTWvJBY2q36KMXFe8azsPdqjroqRqZWUbHNofzV7dh79v7d53DvxZMJtAnII91H\nEWiGyvcKpHpJAn9tniSskrLPS3ctEcPnDPRYn6JleBgzKzqbVlp75/GIm2JeezOyzyVTLRZSE66O\nFediMkMruSuAtLT9SVF+yVUIMMXKanKViq/GX+CZecdgB4szM0vmcK4l9kloSYIlKb7oNjHSfep/\nHmfsvDidkzL43wpR9r4W6H+VbDaq3hYgUCEkyNlMrYHrg5rXczSNDhBsFrRqrsKgYlvBM+JdsUiu\nnaOuimGH4MWZ8ll/klbr2HlxXJ90FUbPjwutIitV2PhZMZyAVIkgVZPjR+baWq7lfIXYeaVrTcyC\ndD3MvFBpstUGZk6SeWSfS6bGwN+hUVqz71iHmlXF1mSZJKRQi4NWYqv2/JKl3V7nyDvjxYpSU/WW\nVP8PXX4ntWaBH8YuQTliQfX0zQs47rbLgK4Z9qAnplO52WDtTNH5tUOKXDVsjiUY/PN63JBL5RsW\nqb6aPi/Z9Lv2HR47eHm3547sdj1xjUyNCMon+ysCLbrbdfK5S8LVfQ4V450HKsYDcSAOxIE4EP8i\nUcTe/UvFAVTqf2iYww7lqT88zqg74pxw5QoCfy4n0AqBVpmL1a4SR4Sxc+NoQ+H6FSPuiotCTNE5\noUQM/2i1OH6WgEXeO20JRgFeaFjKCw1LWXndPWyOJzCzmhF3xfF1KsyMkMNBdr1rZzaw7ZT7yZ7a\nQdjwdzMdLsVruQITro7x6yHP8Oshz3RVi7NihBsdlt8n88tkH9Pj+X3x2ku6vTaA1TcLVLV9sKLf\n7/cR/s3Kv1ottp0xieZzJtHxg4nsvWQyye9MRE8ZQ7/f7qTnme+jXCh7X3sWW46/WLkgVctLdy3h\npbuW8KXTz6ZziE35BzYtw8MUwuLFqGxpy5VAR2tnNpAvh+TEDI5fWqAgyNboHgdtSAU5braYOJfa\nv/4Oh0yNwPOtrPaQmn+681hRl3Flxrr+qgSuBUN/+JbnDfnK7Ysxc4CGtsPLaDu8jLFz4tSuT1P9\ndBAzI1zEkgdnaJ/QPHwpl+geGzsgs8aqLQVahgXYeFnCs4WqfSND8whf0YVFlp2xc+OsvKWBNdc3\nEDb8HHFTjGzlx5ekddckvJnbhivkmK6lGHNLXITE9wjCV35knmzkASXtVH+7puMgC7f4mTiBYtVs\nKsKNrhhCN4tTh79TY2XF5aXXchGksDJy7jM9FZ19LHydNrlyg5EL4kycUc9x06cxcUY9Y097gw1X\nJmg9Nkvr0CDK0YwJBDj1jhksv+8+8uUm7YfA186/iPA+l/A+l2POm86rWQd/q8Evr5rP8W98U3iZ\nWnRXAd797mIqX7ew0hpfp2L/KJ9XLY6fGWPYveI7me5l0HGQ/KAg3UuRG56h89iMdy4/XC0eiL8e\nB1qp/6Ghxo/AubWdrVt7UbXOQhuKtlGiq+VrNdny4wYG/s9UqtdapOsUb9YnvJbpiqzLlKDhgWUm\nXV7PK7cv7uYLV4qJM+rxFSXDXrxHhKcztQZrrhc5tJLV0ketdf5WCIq1a07zatbhgpvOx5cRIe7h\n98Txt4ETwgM/lGLMzXEC7ZqVtwhX872THmDYvXF6v5Jjz6QAm8+T13LYAzGGPLAL+/0PePf2id1s\nriZfWs/LCxbzh3SQGQ+cTd2aPJlaMVjWhmLFwsWc+J0zyfYMiIFuSQO22DJVWkTVUdLaCze55CMG\nZTtytB4WECpHD03VWxpU14yyFONmxwi0a7LVshfvHAjv/FDatmuuF5RkzaYCf3nwPo68LiYJZIfL\nq/MXM3ZevFvbdvT8OD3WZWk7JMDqGxo8oW4Q3dLQfpfy97PsHxumZlOWppFBemzIkKn1i/B3xEBp\n4Uw+9xNx+xi5QASvA+1Cck/XGfQ+9QOSS/oB4tgRaNOe2wbInDhfoXAtCExsxnmuho4xOQyfi9oT\nJLJbWssbL0sw+tY4Pzj3GX6e+BJaKY/YbmUl+UV3u2SrJFmWbxcwU6anpurNohZrUhPoKAoqdLrY\nIYNstaLutRRNo8O4vpKrh5wHxyetYzMPaAg3FrDDJq2HmQSbNVZac83sR/l6JA3AqDviKFskAc2M\niHinepoerWnypbKpfHnBYn7WWcX3yloZOyeOP6lJ9hUXkJITyrjZMZIniFNHyQcVYFgiTniftMrN\nrCgOlUQ6chVCm7HSULcqw+6jQ/S7uUs8vBSfRys1XNdfD/nBZ9tKfX3h5+yuoZQKAi8AAaT1+iut\n9fVKqYHAz4BqYC3wI611XikVAB4FxgHNwHe11u9/2nMcSIyfb+RPHs8HP3Lwbw3hHJai/M9hMj0U\nmd5SnZX4VwOfOpfanh3kn6vF367JVSnKdsgcCle4ix+dL5ZAHmYeb9Er0Q3yZYpAu2b1DV33LyXV\nsXPin5gcJ19ST7ZahJNH3RHHtSBfodly5iejYo+8VgSdC2FJthOvqO9mIFtKaB+NkloMdMmlhQ0/\np447BXvPXpbtXs8HdpKzzryI9oH+buojky+pJ9XboG5VmubhIeERdohLg5URybcSiKM01/J3alJ1\nklDqXkvSeESU2tdlZ69cTcvQEE5QyPeRvQ6FqOG97tG3ieXRRyv1KRdN92Z3o2+NU/6BKAv5UvJa\nInttWg/xsf5qmRsH2iTpJvsYRSCLvMhcuZD4oaSlK9SHVXMEgONLavKVksBqN+ZJ9fKRq1ZUb857\nGq+lmN8ymCduOVF0Wz90jifOqP9Ysv+wKEPJ/mnTBQkOX/Ejws9GWXO9AHO0CcEmQUZPurweKyum\nzlAUty8IujZXXdyEOCWCfhHBa2usjFAuXEsqTMcvXFrlSIJvGRoQQ+Tips7KQr5cjmfY8rjS+T/p\n2z/m6V89QquTpsoMM/mSetoHGwRaND7Jk56htHIF3WqL7zORHdq7lsZfLxq8tRsKYMDy++7j6I2n\n8dLQUdmUAAAgAElEQVSoX8uc1RJkqZUVb9RRd8Sp3ZCj5fAA7YfbVK8XUBfIDHfQM2dj7Pez9Qdi\npxX+9cqPXfcHEuMnx9+TGBUQ0VonlVI+4CXgIuBS4Nda658ppRYDG7TWDUqpODBKa12vlPoe8P9p\nrb/7ac9xIDF+vtE0fRK5yqKHXptIlmlLY2a6JgH+DkhOSaM+CBE5XGTTJs6oRzliiFtykf9wlGTh\nSp51IN6Jyd7FUbYSNGP7EHj7HLn9C2dPpeUwHxuuTHhmwwATro4x9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mQ/efxEcpWKYLMA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\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0A3D1Njde3spJZ2/3FufaN/KiVOMCP7SCQ/0q+byhQ2KdFGovka9UsX2yuK+6Tea25c2E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XB5HDPj8dAtt9BNb9MbO+LU6aR6mT6II1Opcf45f6Dmuh+gXOgZ38S2uwZiZKX1WwRTZbpoZKug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+et21QtLQOMxhy4XzKHlIi4b7a3X/xJRfuOaGl3noDxfibTLybAaD4QDHI/kmZBWpUs+MjrwF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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9,9))\n", "plt.imshow(z[20],interpolation='none',vmax=6)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:55:21.596623Z", "start_time": "2017-11-14T19:55:20.866524Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "s = 0.75661616792\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Qv94jnUO5H/CHFa3LSVaCrSBdCNVhiyla6mnOV+sXOa10P1TlEhpnOVv2Nl1b\nxAVCv6B9dp/Tz/U5/YInpC3ZXkm9SklyB/cL6neGiBPSlWBrTzatkdlSv4/1muD0wDEKYuSnJQpj\nJPIk0q0/8sUlS4bttk6EbjtFDy72Q4FZaqUoQa0ZpmyR1oMVmkGCOENSBdKlkFSah7qJfNuIok+N\nVpCbodQ6kJpAPVB/4M7Oir9343u8lB/xl8vn+WfVl3APUppdx2i8ZgGsk0x3InrBrC2hNpAGOMl5\nrb6uL9cGWCSE3COlYfdN9URWz+5w+pmc6d8o+dKLtzheD5mXOWnq6GUNpw8KsqnBrtWWki08ZlGq\n7xG2v1TEtumThODC0/XfQxTGSORJRAwUOe240KlPA81AW5/JUkUkCbJNrRF3OXnGaGVYOU2kcQFb\n+a3XT88VVRTxbNunaunoHrMZtPEBW3oSC9nUMr25wzcmz3L96jmpOHrjkvZ+SnpmWfR6/NKLd6lu\nJLxx7yrBC1nR0NwdkCy7IIJUfRX5kaX3IGBLFWtxgfmzGdWeMH/ZcXh1yq/vvUnfVHxz+Rz31yOO\n10OCVUtIsoLiPNC7XyLz1TYlJ4QQRTHyMxOFMRJ50jACWYof91ldzzWLNECy0u0TmlbT7S7s/Hti\nuyqyb/Cp6ALilVVBbDcB2yqIpnYqiiJbf+NlHhVIn+gAT7oMDG9avmlf5NbzO5xPB8iDnHyu55TN\nOmGYVLwyesCzg3MS4/jO6XXu3hvgk4A4wS70wqaGfBoY3K1phgnHn08oX12TFS2vXj3msJiTiqMw\nDbdXE167f0C9SiELahnxgXTpsdN1l5ITK8UnlQD46GOMRCI/FZvzxY1QGdPZLbpzvu7vLhNs2UW5\npZcmRg0Q1NvoUyhOheIckoXDOK0QN3+0AxsuzhlbNcXriCnb6/rE0PS1bWtayM8C8oZlcbaPFCp2\nGyuHWRu+f3LA6+YqzgvXRnPuPphgGnB7LTZ3uEqV3OcJO2+pJ7Lctaw/W/IfvPothrbindU+/+b2\ni3ynf42/+8xrjNOSpkww0xRTSfe9ivovq4bgvA7a0AljJPIzEoUxEnkCERF8YjR3NLmo4EICzQgQ\nFT/XhZoma029QboA76YTU5GtLWNDsEaTZQIQ9FxSq0aDMxtB1I/1QCivCO0A0jnkp4F0poK8uOIg\n8yTrjGSlGz2mb+4S0oDUwtlgTO9Wiq1gZRL2XpmSWu393q2v0PQt6ysZ1USwicfimbUF3z0+pLw3\nYF30+OavyJdHAAAgAElEQVTgBplpSfKWZmgI1uJzIT81pIsWqvrCowixWnxCiVOpkUjkZ0cuItw2\nKTUY8GnAVvp1n+pZG+ggysajaJrO+L4K2NpfTJ5ejncLaMXlgqbBhG6LBhdbOjYkXd72JofUVpDO\nAsX9RBcBt9rSbUaBZClk9w3JCkwrZDOvPsrUMHu2IMv0LNCsDOWesL5qKa96PnntiMqnvLvaZVxU\nnKUBnPD9ewcURYO1gUYgFB5znmge7KLzKm7OFSORD4kojJHIk4YPhNZhVg39I0c1srhcRdBnnY/R\n6MBNulAxyxaadRoMtLVgWvQMrvQEEVyhxn2gE8HuYyLbwVZvBczGuqFf2ywf9olQ7mvrVHcxQnYG\nprZbQQZw/QBTfY35eSBdedrCkC6E1WmPKy8eA7C+VrLYtQwna/ayhl/df5u9ZIlHMP1A+6IhT1rK\nNuHByQ6uNqSDmuANrRPStUFWFbStbuGIuxSfWEKIU6mRSOTDwDukrMimLQTdk+gTaHuahbpNvumC\nXcRrEDiBbSC4tEH3M2amE0adZhXXFYlGJ1E3cWq+a9tebt2KD50nUc8dXQZtXxcTtwNoxgFvITsX\nsnOj66YK/bp4wSfqv9ysoPrcnoaI//1nvsvcFfggDG3Frw9fo5AGI56Bqfjl0ducuz5fOfkUmXVM\n1wUvTk6ZNwVvrA6xlSBNS/DhkU0cT9cbcOTJJApjJBKJRB4rPp4xRiKRnxojOpkqogM2Viu4jbE/\nGPA5mAqyddieH3orSKrpMdvdhEYIifoa1cLRmfm7atNWeq4YrNo8mv4mHUcnX0HPKTfrqMRBs6uV\nIALlVY/veUg9fpUhHtqxpwVwQrlnqMf6uJAErl0/44XiFICX84fcrK/wrx6+wtXegs/27vCJ9Ijn\n0hOO2jHX0nMKabjWm+v3EoTTcsDN21cYfj+jd39JWJeEze7GuD4q8iEShTESeVIQo5aNzWSl0SQa\nl+mZn7edUFqwQQVwI2AQkCB6CSPbdqruS7wYuAEdomkLUQtHBSGHcleoJno26VOod/TBvftCutL2\nra2gdySYClwPbCWYwxpjPS5PMQ0qgC+c0DrLcTrBVIbi+TkhCM+Nznml6PYx2iVfmb3C3dmY1Dp+\n9+SLHOZz7pU73F5M+KXde5w3Pb76zou0yxSz0DPE3rFh77WW9MGUsNa0mzh482SjWalPV4s7CmMk\n8iRiBGyXWdol2vhUN2S0Q/T8LlURAz0DDNIFiQcVvyZTUTUuYLulxIqQrAOmUquGz2y3j1Gvt/FM\ngn7ucqEeQXESsCXYRmdeghVWeUE7dJgs4Aswg4b93opFnbM8WLGeFewO1jw/OuM3r3yTV7P7AHyt\neo6vH99gOe3xgzKlWXffSGUgCRzNB1jr4XaP/rmeafpUv7903sKmWtwQzxafYOLwTSQS+TDwAZoW\nu/YkmcEnGgcnXm0QoAMtm/ebZiAE6dJspBuksbodI5t1Qzou4LtA8aS8CA8X3023emiGQrJCjfvQ\n2S4C+TkkJRcTrKle3xeeycGc+aAgSRy9vKFxlkm+5iFDCHA804XFp5Mhr5kDAP7V2Wc5X/QxJyk+\npBgLwQakFez1NeN+ycn5EPH6y4ArAgFN/7FlS2g7UYxt1MhjIApjJPIk0rbIYkV+P8Gue/jC0hYW\n25jOx6h7p6qJPtwVofuaniNWu3qGaOvuzDAFMLgM6pEKiaml80ZqCIBtQGbaog2X3A8uU2HVZJ2u\nFdvvHpN6XBCs9dQP+zS1cD4ecuPZU3YGa+oqZdSvmJc5/+L4s2TdGO3X3noeOc00ZafvMcMGzjJN\ntQnCjeGUYVbzljPYvOWFvXPuz0bYWxPMelOyXoQWRJ5cYiRcJBL52fF6KhPqGpkuSJqW0MswowJI\nEW+24eGbZYou79ZJeUC680avAzO6l7E7p0y6tmzSra5CaHOhHulZZLYI2DpsM1jbvlDvCNlMbR6g\nWa35qT7fNBnN7QwToF+peK4TXSf1zGRGPV7yqd0j7i53+O6da/imy0o9zggG0meX7I+XDNOaN+0V\n8rxhd7DmWjFnlFZwHdZNyovDU6o2YdnuIHWraTci8Xwx8liIwhiJPCkE/97PRSBNIE0I1hKSrsLb\nCJy9CBEnaMtRnGCbQDa9dFnRx7tCxbEZaiXpukqx6QvrA/0322h1uBnYcblgSw39TtYB22hFaSut\nUINAWGpIgPhAeUXo3VjwxWt3uZIveMNcZS9bsWozblb720gdnwYIQp61OG/4xPgYj3C1WDBIau6X\nI147PqCuE67uLGiDoWwT3T/Zukd+Tk9XNfJxxIWn6xeYKIyRyC+ajSBeyjPFWqTXw13doRlnuFyT\na9qetkObrpKrdjdnheAGnmRu6D0U8Grr8BbycxVCyrAVOsKF+ImH/Ky7bbf4WHc9QnkFsqmKpa0D\nSdm91tzQJEIzVtN/ugTTCM0w8Os33uU3Jt+jMA3nTY/bqwlvnFwhOcpIVhfpOy4PLOYFVZ7AVfjc\n5B5DW/HN6Y2LbRqt4c4s587tPcws4bmjFilrfAjxfDHy2IjCGIn8ovhRggjbidRQZNS7OeVegu/+\nn9rmKgRtT2hGAdfrnnu14qVrJzyYjSj9mHSu1VyyVlEzbdim5KgdRKtBl2m7NVl3qTkbz+Jmd2Or\n1aJpA8bpgA6ihV8zFJbPO8KgJbydk5TQjhyf6B/xpeI2lsCf5S/zJ298guRmQXF+ETXXjLptGPcL\nqoHjT4sX6GUNv7R3j2WTYa1nOFlT1wnNUY/ivmXyhqf/zoywWmkMnImV4tNAQKJdIxKJ/AQ8KopG\nNO/TWCSxkCT4PMNlhnrQDcu03XSpQFIG3Eqo9/Q6B3tzBmlNlrRUiW7YyKad4HUh5MFs7BfoeqoC\n6h10arXphCqoB9LW+rJ6R0E3Z5Rhe14Jej27DiRzQzsKhERbo6Y23Cp3OR30eSaZk5sWv0zJzwRp\noRp3gQQvr/FeCNMMccLZ3R2awwVDW/Gl3dv48BzvPtgjnOQkS2HyumfntRkcnxHqBozR88XYRo08\nBqIwRiI/bzZ7FzekCZJlhEGP0M9x/UyDxK3mm9IFhm8M+t6+d/sFwMPjMQ/e3SOZWrJzTbDRc0G2\n/sW2pyukmnGgONKWarLWqVOfCK7QlmyyZDvcYyu6XY76uSuM2kAywThIZ0Kzm2wTc0wlfO/sGg8n\nIwDulDo223bX3gQHDHq1VoPDBns/x/U9z4xnHNVDSpdy884V7P2MwV2h/9Az/sEcc/8Ev1qD94i1\nsY36FOGjjzESibwvlwdsjECaIcM+bjKkvtqjmiSUE50OTVce0wT6Rw6XGdq8W9Jr1adoGhjc3Ezf\nWG15NnoWSNAqzzYqWE1fqHaF8rojSCCc6v/1xWt1maxVBDfTqrQXL7PpS9dm1TDzeiQ0Iw0VSEqw\nc0t9xdFMBLNb88rkIUftmD9bvMyf3noRqYV61+NTCEO98HJekGQtTFNMDe1OYL9Ykornq3dukN3M\n6T2E0Z2W/s0l9v4JoRPF7dlirBYjj4kojJHIz4NHJ06tRfKMMB5SPbPD+iCj3BV8qtVemQmrA0Pv\nyJOuNBN1EwHX9tS/aFpdHAyd+R4VNluBbdR2IT7Q9A1tTw35ZmVIl1otBosK6KqbRBX1J5patq1V\nl0G1u/FNauu1GQeaHUd6brGV4A8qPvnsEc8Pzvj04AEv5Q/5QXmd1+cHiARC7pF1QrYC1yXcuJGn\nHQghCzTjQP+qrpx6Z7FHfZ4zPof+kad/a4l9eEZYrra5qGJNFMWniBgJF4lEfjzWIkVBmIyorg2Z\nvpRthUfagOnOBK16+HF5lzLThYknaw3yNk1AusrOJ/qnHQj5aXdGGCCI+hPbvj6uOOmmUgXKvaDG\n/lK/pjaMi1g4oLufWjyqvYC/UVL0avZ6FfODnNWDAXmv4QuTO/yt8feZ2BVjqbiWTPl0cY+7V3b5\n8+mL/Js3X8If5dvhm+JwyauH90mM57VjTcN57fiA85Mh+YMEWwbShcPM1oTVmtBNocZzxcjPgyiM\nkcjj5nK1KAaShDAeUF4fsjpMNc4tAbvWys+0F2d6pmV7pheS7qyxBbvZqpHp45qRhnvbbgpVfHhP\neo14bZGm5yqsrhCME1wWqA89yUq2k6yuFzBdJJzthm58Bu56RZ63WOvJrGN3sCYcCIOipvIp99sJ\n99sJX8hv8cVsza/lHjjjT3rvMEnX/Mv80zR3NB5uPS0w1wK/svMOvzZ5kzIkfGt+gz+rX8CblGCE\nbNogq4tMVBGJ54pPIQGJPsZIJHKJR1uogCQJrsjwudlWgVKzDfoOsjHbdx5FQ7fsV7bWi02FuQkR\nD111aZuAhKDDNJnaMnyqwpjOIFmpbaMZaIwcqJA2+y2QYEshWQqyCRzvjPsg2MQzGa6wElhUGVcH\nS77wwl0ab7m7HjNJ93k+P+Gd5gpfyB5gu8ru8+mKP87PadtLSt0K33lwDYC/vfd9Pl/copCWHwwO\nOHcjhncdyfGCUJaEEC5EMVaLkZ8DURgjkQ+bHyGG2zd020WirSqyc1W1pLS4THQ3oqhx36d69ied\nPaMZCm1PjfStCOUVFbhNxZgs9GwyWfMeH2LT10qzLSA/12Ecgk64SrdiSlrRA0Y0kSZZCcF2yTeX\n3iGM9Zwv+uyPluz0Sr689y47yZqb5T7TusdXHnyS33ym5PneCalciOC59yxcztXdOfVoBcCN8YxZ\nVfCte89wfznm1w/e5F61w8OjMUUD+XmDLNeE5tIUUBTFp5aYlRqJfBz5UWK4QQxkKoLSKwhpAonF\nlA3ZOdi1px1Ymr7pDPcBUhVIvKbWJKsL0QsW0rl0weFd1dfo4EyyFn2cC/iE7fRocRq6ydPQnUcK\n7VD9h9mJJZsmau1owNTaagWoxyrG0kI9yyHA/cby7JVzbpcTvl0/w7dvPgPnKUwabu3t0Tc1v5R9\nh6s254GrmPqU35r8BX9n/B3mXiN1btX7/O93/hreCyeLPv+yfYXzWZ/8rYK97zmyu7P3DNzEFmrk\n50kUxkjkp+WyGP7I9JquakoSpK+C0B7u4IpEQ70TbaVu9yQKSND1Uq7Q4RhEh2N6D1XU2kKtE+kS\n0pWQzTvzf2fLMC0qnt0v6KbV52nOaSe6CNk0IDdNVzFqizVdqdVDXKDt6QVs1fkhUxCf0g4Crki4\nOU+5GQ4wpSE/18fWezX72YJXi9tMvWXuG/5w9QpGAr81fJ19Y3noNMTV4PnE+JhXJg+YNwWnVZ+z\n6YBsCv27JTKd49s2Dtx8BAiBuI8xEvlY8KhJHy7OwKxBkgTybBtbFrqK0aeWdmDVDzhUT6BpA+lS\nh2w26Tam0uqv2vMkS32MqSHxQc8VGzXhbzZebD4aFzANmlDTrYkSD0kVum0bauNIKvBTwVvZ2jZs\nrbFvwUgnoLr/0LSB0Oh6qmao15PCYY4z0rnBrqGeBJ4/POVGdsZAam61E15JT/ibvbdIxXNgu52M\nXer5rWaf53uneISvHz3L0f0dem9n7P6gIb1//sOexUjk50gUxkjkr8L7RbmJfpQsI+QpvshxO4WK\nTOsxTadcoYtWC3rut3jB44tA764lnWvlJl6HaLJzwZZGjfSrzbRqtz4qFWgCtuqi3DZTrE7Fz6ey\n3Z6xuZ+4gC01NMA4fYLLVaRdblQURYd22r6KURBIV2xtItlUqHcDNvW0Q6eex0q2exTfLA94MT2i\nbyomxjAxjiMfuN0uqAL8s9mXAfjjk0+wqHMmxZqz6YD0YcroZqB3e06YLy48i7Fa/AggeJ6uX26i\nMEYikUjkI42IvAPMAQe0IYRf/qDHR2GMRP6qbKrFNEGKAnKtEkNqaQc5rpfgCkPbNxql5jSiDdRy\nsckZTdbQe2Aorwaq3UAzgt5DwZY6cZqUAVtdeBuRLg4u0Ui2TaA4XFSKxqnp37hA71TvZ6uwPTs0\nTcBWDlN3FawLiLPbytOn0BZCM7yoGG3d+Sc7s387FFov5LsllRRAgut5jhcDvpdf47O9u+zZBad2\ngUP4o9UnSKXlS8VtPlncB+Db2TO8dbTPrVv72POE/e8EJq8tMUfn+EoTzKNv8aNB4Ik5Y/yNEMLx\nT/LAKIyRyE/K5XPFNEHGI9rDHardHJ/Ldsdh0ze4/EKUTNtttADKK9p2zM90KCab6VaKjR9RHGqV\naIMm1HDRJgUVKuMC6UK6dVCb53VniO3F3xM8plWf5KaVahqPNO49a5vEBZJaL+RyQ2ohP+2EsTt/\ndEU3sdro8I4I1Ed90pnRAaH9iud3z9jPl3xr+SyvzQ/58u67/LX+TSZ2xYkbcuQG3KyvAPDto2vU\nR33Gr1vGNx3Dt2aYLvot5qFGftFEYYxEfhIui6K1SL9Pc33C6Wf7rA+EbNZZIVLdYlHtBnwWGNwW\n8mnYZplm5yoyzQBAq8NsFjqjv4qouIsdiuI7z6HXoRiTAE0XHdde2pvY7Unc/AlGCKKi6C2Q6TSO\nT9XvIcESjOBTgwTNVCUETKtRc9myO4PMZLsDMhgVymACvjHYudHFwwHKs5zZXsGiznmTK9y6vc8P\nBld57blD/t3d1yhDyv928it85eYnATBfG3H9Dcfw1oLk4Ywwm2ul2IlizEP9aPFzyEq9IiJ/funz\n3w4h/PalzwPwz0UkAP/NI//2Q0RhjER+HJdF0QhS5PjdIevDgvKqDrhsMk3rHWiGgWbPYdYGkPcs\nCTatWi6ageCTrjBqLxYE2yZsDfjGobPudELXTZnqdboW7QbZ7FsUpKvyxGv7lcTg0i5WzoKpzbYF\nu5lATaCrDHUYxyedwT8VmlGX4+pU1H0aCCurlXAWSJdCem44mg4p8ob1OiM5SWkaw9GVIb/Xfp43\njq7AN8ZM3lTBHb+1IHkw1UGbutnGvkVR/OgREPzjj4Q7/jHnhr8WQrgrIgfAvxCR74cQvvJ+D47C\nGIl8EI+uicpzwnhIu9ujLXT1k3htMQYDplEBS08tthRtjcomVk19gUGgGQjVLhBEt2d0Z3jqQdTQ\ncNApVOh2MBrRAIDN4uFL7zWbys7WGiBu2vcuFm57XXJOavW8cVOFCnqPTnTbnqHcMdtFxRI2oQAq\nqi7XqrF3NyFdqBjbWq+xvN/Hl0K6EOwaKmd5+7Xr9G9Zdt71jN5ekt4/1x/rbI4vq63wY22MfYs8\nNkIId7uPD0XknwK/AkRhjER+anzY7k5kPKS5NqKapFp9Nd02Cqut0M2ZYdsHnwXaoWgaTXlhqzBO\nbRnFibYtvYWQqaghGuQdLNsNGtCJYq5h4ckyYJuwXSYMOjBT7gnZdFNthm53o1amQbTKdIWKpGnQ\neLju2nCxkDhbXoSY68yE4NLudVghmwrFqdfXu/kRpUJ+utn+4UnXHvm+BhbkRyuS4zlhOlMxBNhU\niNZe2DKiKH5k+UWunRKRAWBCCPPu7/8+8F990HOiMEYi78emWjSi6TWjAc3BmNVB1u04hHoE7VA9\nh8WJTpIGUQHzGVS7gWQhZAu91MZkn65VmLztxGqwqTxV2Ly5CAbffDQNpIsAmyI2XKoaAzqsY7qz\nQKNC7RP1M/q0CyPvKsfsnK2wb/Y8OumGhZqwbdNKC1nQe6YL7QebqsWsGqRpOzETgjGEXorLLcmi\nRlYVUjfQOkJZ6vlh01z8bI2JVWLk58Uh8E9FBFTz/ucQwu9/0BOiMEYiPw5rkUGf5nCHxbMF1aTb\ncdiDat9rdeegONa2Yj7rlvwWF/sTN1WZTzYtVTXnByu0bXcO2Wj6DEEFC1T4fKotVNNeiJtWdGrI\nB21xtn1wQdSu0UXDNT2hmgitBs/gM03VwUC901Wfld6j7Qn5udeUnK6gy6YNyXSNrGtkra3P0LbQ\nXgr3BsRYTGKx1hKaBtqW0LS6R9H77c9xOwkbBfFjQwD8L9CuEUJ4C/jiX+U5URgjkR+HsYR+QXUl\n74ZmpItQg2QpNDueZGk0Uq0728un4Nad3aE7UwQwrbZVbe2RLn6NIMim9AsX7VYAl6KV6VhIl50w\nZhAmuhFj4z9s+0J5EAgmYBrTTakK9UhYPRNo91Vpbc9hbhWIF5qxCqtpQ/eaNE/18tmlXdWY0zlh\nudLs0vdBpCU0ndA5p4K4/fl1rVK48CVGQYw8wURhjER+HEbAGPymJWkvxax5jW3b7D1U0dRBHKSz\nbkwudh8mayE/hf6RdPFvFwM2LhXI2FaO0vkiNzsbXaaVYTMOuCJgKyE/7iZGQ7d6ymoAedVNsepZ\nJWADk70l18czvlc+g11n2PJi6EZbqtp6bQuz3dqRnaVYEa0Sm0YrPpH3it0GH8BodfhDQghRDD+2\nCC5GwkUiHzF8gKbFlh4wOskp2rqsDlvIPK6wmMZqheg1a9QVUO4HwvNrxsM1APNFj/p2D/GGotMJ\nDRTXM0mX61lhstbqsBkL9SgQEjRA4P9n781iLcvO+77fGvZ4xnvuXLfqdlV3V3U3m0OTkkxSiiwl\nBmTFSiQlSAwYiBAFARwgCfISBPFbgOTFrwECBDCCwPZLYjsBEsexhVhWHMoSR3FqdrPnrrnqzmc+\ne1pr5WHtc++t6iLZJLtJVtX+Axen6kx7OOes//6+7//9v8hh1wq2N4cMZwmF6QKg5n4MlQ0dxZrD\naYsoJWomMbGjszLnUxt3AUj7C6r7AcHEq0e9qtQLf0wkyFeEJ00g2IgIjhLEfI6z9kxFusSjnGma\nqLDBY46GGBs0+FGoKsRkRnpDo+ctir6maElM6C3fqHw6tOjXDY0C8r4DCeZCThKV+L5i/3ThfGqU\nWqlX9Pxrq8TBeo6da+Rc4UKHWsnpd/1w39E0RgJJVBHrCufEaWTnFJSrFSubY351+zrr4YRXxxf4\ni3eeQUw1WRbwxvEmRydt2I9IxsKbli9cnQL2jfs4capeBch6kqSfEswz0BqK0kePgHMOQUOCDX44\nft41xp8EDTE2aPCDIKRXpjqLy3I4PCGazgnTGNOJ0VmK05r5lvVillUDVqHnPuJy2sEkoAwM86Gf\nx6hONCrzROi0T80uLlSs7IzQyrLbPeFCMuIwb7Mdj5DCkVuNFI61YErpFN+fbPHm4QZFHmDaPnVp\nC4GMKz65fo/Ptm+wqqe8O19DzDXxfYU9bnPUS5GFQM/8MGM/ZsoTNdQOO/W/q9TfqkyQbUQgVxGl\nQY0WyNEEN1/gjPFEL4RPoTbk2OAJQUOMDRp8GBgDucXlOUxn6GFId9IhPuow3wqZXpAsNgWyFKfC\nGWcFeiypiE8JR8+kV4wWvr+w6FnWLg353MYtVoMZv9v7Fp8MSzJnKJ3DABMrGdmIsY25Va7y1eIy\nAK1WhqxTtKNhis0Vrx1u8d5ojYudIV9/7xnie4poWAt4Br42KSrp/VhFbReH7zdczmRUGch67FTZ\ngcmOZralMJGgfTel/W6Eun8Es7knR1mLfRpybPAD0NQYGzR4krCMGqUA67za0lgoKygKovGMcK9F\n63aLxWZE3pWY2KdHMT7iMrE4bX9AOIqeF85Y7euIeaWorOI3O9/nC7ECFG3g/XKKBfZMm68vrvD+\nYh0tDFI4trtjumHGrUkfgHlc4e62WNxYY67gzuYa4bFnvapVD0HOBXatpAwV4VgjC4HQDlOCMOLU\nUUe4M8IsViz5wKtwXWCZb0lM2KFvLXLPQZbhjPVp1SU5Ls9bgwaPKRpibNDgR2G5yEt75gjjHGQ5\nrigR8wXhcEKw38L0U7KNhGGovStOCPkARFW3a+SCwAiKnsWmFjVRTI5bLNYDrpfr3KzeYle3mdqM\nfzJ9ma+Pn+HV/QuM3+8jC4HbyXhu64DCKt4+Wmd4rxbfTCUrb0H7boEsHbPtgOklwfzFHFdKRC6R\nuUAcBwRzP5nDSahaApWfCXCE8aQd+LImZU9QrZUI5RDaUpaSYRYRTjqkQiBHM5gvoCh9VL10CWrQ\noIZzoqkxNmjwxEJIUIDzBOnqZnVXFLiqQmQ5ejKjNWoTnbRxUlD0A6zWlB3/FtGJJ8uyA+GhIhwK\nqknIl83zfFk/yz+49Mv8wcWv8P3FBf7Rv/o83bcUrT1Lf1RRdBWj44R3Di6S3JMkB45LRz4UDaYl\n0d0xYjiBOMIG64yeC7m2e5/nO4dcnw147b0d1IlGz32riCq8+lXlfrKGcL4HU+UO5TO06LkgOgpR\nBVSxJ1OdwXxdUSVdwnGL6HCBHM5gNIWyOGvbaKLGBo8pGmJs0ODHRU2Qop66cUqQVQUzA0VBMJ6C\nUgRpTHjSwaT+pyYqR76i0XOJLCE5rtALi/mWpEoC7j93kf/u5d/BTgM2vypY+d4QeTjClSVpK6V1\nu0fV0oSjAjmaIyYzv+2iwC0ynFKITouiqygGlu10zFY0YmZCgqSkWihkUQ8/Lv30jWW/JNTmApUj\nPvGHGg8d0dAgrCMbaN9WEnhVbb4iqBJJel/TvpOQvivhZOzJsUGDc/gFGVT8odEQY4MGPykeIkio\nU6xF6WuQALM54WTmWx0ApCCKI9pphLAWMcu81RpAoOm832PxvQRZOpIbR3D/EDOfg3WI+QI9mRFo\ndUqEtjgjIRGGyPVVZlcHDK8qNl7YA+C74x3ePlrHVJLgWBLMfIuGH4rs7eOshiquhw4XZybiemYJ\nJiU2kH56SG01ZzUUfch2C8pOQNkOCIdtgskMV8kHp5I0aPCYoSHGBg1+WpxPsSIeJMllFLmEFDBV\nSFmrW8oCW1a+PqcUcjKlfS/x7jnzBW6xOHud8YbcDqD0/YSu3pZMYuTmOpNPbXDwWY37xIT/5Mqf\n8kp0i68snuWNww04iIiPBeHEEsxtPSpL1F6sfiKIH5MlTlW03h8uJFtRTHYFqqzNypeHri1OO5JD\nh5rluMo0pNjgATjAPmaq1Mcrvm3QoEGDBg0+ZjQRY4MGHxXOqVeB03QkcGaqbVw9tLh68H4pfZSY\n5adpWFdHkaJ+XAjx4LQKIZFJ4F++uc70Exvs/SXFlS/e4Pe3vs0fdveBiI58k/+j+wpvRV2s9rMj\nneijaCwAACAASURBVKgjW+FHTuV9Sb4CulajLktCslKIyqdNF5dKn2odK8JjicwhuBXRug2d6wvk\nyRR3Kr55vCKEBh8nRFNjbNDgqceSIOv0KnBmnQZnxGGdd41RPq3qHvIhFfX950lGWJ+aAhBhgFwb\nADB7YZ29X9GsfHafv7z2DpkLmNuCVIZc1BG/vfka98ZdsmEflQuk8ZZ0TkHeFeS9euiyhnzgMK1l\nX4rvcbQtQ9AueH7rgONFysFbayT3JNGxoHu9JLg/ws3nOGM/aC7eoMFjhoYYGzT4OPGolgX10C2c\n1Sd/5OuNN/KWEpGmlBdXATj8TID65IhOlDM1Ed8eXyQWJc+G+9ytNvjO5BKzWYxLnG/YR+Kk80S4\nIrxJeeXrh/GRoMxrH9eBxSYGkUuqUKGlt63ba/cJxwG99yuS909gOMYV9RDJZs5ig3PwXqmP18VS\nQ4wNGvwi4MMQibOnUaXQGla6jK94t+/5JzKe64/JK83r421evXmBr791xfdilBJRSLAgNnKyjsaE\nGif9BJDZFT+EMTxS6IUgmDhk7hcylSmsVn6m5ELy6mwXIkv7jZD+2znxjRM4GeFyr45tosUGj4J5\nzOQsDTE2aPC4wNb1RSEQrZR8p8f4il9wNtdH3B12Wcwi7uoe6lZMMhaIyrdYOOVNBXIVEowk4cjb\nvNl6TFZw4s0G9MIT73K6hqxA5fj3KQSt1xThVJDenRHcPcGNJqfTNryZeBMtNnj88SOJUQjxPwP/\nFrDvnPtkfd8A+AfAZeA68NedcyfCXy7+98BfA+bAHzrnvvnx7HqDBk8RzkeLcYTZWuXopZj8Bd/O\n8eLKPn82uoK6F6HnfqSUyrw5+LJ2aANBelP5ocT1VA1hIbmrUYtl0/+yp/Fs00EG3RsVwcQQHs6Q\n0wzmi9MJG6dDixtSbPAIOMQTmUr9u8D/APz9c/f9LeBfOOf+thDib9X//6+BfxO4Wv99Hvgf69sG\nDRp8FKhri7PLbcZfXPDvvfwtALbDIV8LdqkKCKae+JB+UaL09m/RsasnagiMb5XEKQhHoDL/WDix\n6IWl7WcaI4xDzyqCgylinnmBTVmdqWMbUmzwBOJHEqNz7ktCiMsP3f17wG/W//57wL/EE+PvAX/f\n+Uvbrwgh+kKIbefcvY9qhxs0eOqwdNapiQjtR0Dp0DAs/ZzHw7zNfJgQVwInwcZAduZiI0ufFjUh\noEDP/XDiaAjR2BJMLXpWoUcLxKJAmFqVagxUtbFAWfkIETwhKnWmmG1IscEPgX1KaoybS7Jzzt0T\nQmzU9+8At84973Z9X0OMDRr8FHDOG30DOCWRlcNeb/HP85dOnyNHGhs6KgRV6ogP/eQMnPc/9W42\nAnCEE4fOLCqz3gR8vEBkhe+jtObUUWdJyuf7LU8jRGgIscETiY9afPOoRLJ7xH0IIf4m8DcBYtn+\niHejQYMnBOejRUBEIbbfYr7mBx6bsW/wd6GFwFGkFj30dcTlr9F7nDp05gjHDllYwmGOnBdQlIjZ\nAldbzD1AgpypTE/Vpg0hNvgx4RyYJ7DG+CjsLVOkQohtYL++/zZw6dzzLgJ3H/UGzrm/A/wdgJ5e\nfyR5NmjwVOFhj9ElSVnrx0JpjWi3WGynTJ4Fk1rkim+TWB+MORq2MUZSCYcoJLJSqIUgGlvCsSGY\nlKhxjshyxMLPksQanx61HyRD4EEHm4YMGzwl+EmJ8R8D/yHwt+vb//Pc/f+5EOJ/xYtuRk19sUGD\nH4IlGZ4jptOIzZ4RpQgDRLuNWe0w21BUqyUqqUgST4yfXbtDvqKZmRDrBPMq5PXrFxBlRPuuI96b\nI4dT3CKDqvoAGQINCTb42PDEqVKFEP8LXmizJoS4Dfw3eEL8h0KI/xi4Cfz79dP/Kb5V4x18u8Z/\n9DHsc4MGjz8ert3Zh6JFKc/qeWGA6HYot3rMt2MWm4L1rRG/vHHrNEX1cusO351epColoTR8uneH\n/JLm/YOL6IVFjma4yfRsHNbpdhoybNDgYXwYVerf+AEP/ZVHPNcB/9lPu1MNGjyxOE+ISzI8T4JS\ngNaIIIAwAKWw7ZjFhQ6TS5q8J8hXLVtRzu+v/AUvhn6i8JoMeT99i7/ILvGVyfN8e3iRd29tMHgT\nkrsz3HR+atnWiGca/Czh+xgfr+9Z43zToMHPAudSps7UfqdCIMIQEUcQRzitQCtsGlL2Y6pE4RQU\nbclsWzJ9sUBGhu31Ef/p7r/kt9ISOBOuvRzC1zPJP/vey3Rejbhww9B5d4S4d4jLMrD2rMWiIcQG\nDX4gGmJs0ODjxA9KmSqFbKXYtRWyrRbZWoDV4KSgbMHsgm++l6XAJI6qXXH5mQNe6u/xW/3v8fut\n6Qc2lbuSb0yu0H4tYusrM4I7x7jxFFf4OqSPTBtSbPCzh3nMBhU3xNigwceFR6RNhVIQRYhWQnlh\nheNPpIyugdidYUqFOwlBQLoz5dnVI94/HlDNIwJlyCrN3XmPWTfi0Oyxplqnm/p+Mee9asCX7jxL\n96YluHWEPTrGGeO3qRRCyYYUGzT4EGiIsUGDjxrn06ZLf9Mw9LfdNma9R76WMHw+YPyFBZc2TohU\nxfXDAW49Iwgr/uDq1/jX26/z+uYOf3T0SawTTMuIm6M+/1Pxr/HHnWMuJ0esBRMApibmO+OLVN9Y\noX19gptMcGXlybAhxQY/RzRjpxo0eNqxbMjHt12cV5UC5M8MOHoppuhDvmqJ4pJbeyvYWYAeKZyE\n/EJGT825oHLmwSE78ZDXRtu8e38dcT2hPBEc2R2+mkDZ9duq2gZhBdtvGvTBGFuUDSl+GJzvHV0O\nkF6iOWdPLRpibNDgo8K51KkQwvcexjGu3yHb8iKZ4xcihp8pEbHBGcliP/VzEOcCnfmpFvOe5u3F\nJv+bC/ja8ArfvrfDYhJBIUkngvjQkZwYZHHWh1ilfhHvvD3GjSdnBt9KnS3wUnywd/FpxsP1X4DS\nTwsBEMI16t2PBI+fKvXx2tsGDRo0aNDgY0YTMTZo8NPiUZFHnT6tNrpMd1MWAx95zC844kHGp7bv\ncnO8wv47q+iFQC/q0U8IxELxJ7evMZkm2OMQPZXEmUAWEMzABlBFkqCyhEOvOI33SuSiRIxn2Lpf\n8YH9E7KJFs/DmA/2ki5vaws+J4Q3mgWEookafwrYRpXaoMFThIdIUQgBgUZ02hSXVhg/EzO8Cjby\nT6+6hsv9MbEqGc0ScAKnoEoAJ7DeE5zxu33CkSSY4ocIL/x0DBNClQpsKMj7gqjlJwonB4poUUJV\nO9vUC70zBoECaZuFfQljHuwljSNEmkKg/WNZDovMm6rXY7Zc0wP6VKEhxgYNflI4izP2rJ63rCmm\nMaaXslgLyfsC4RxLUZ6aSW7cWWM0iMmGMUS2JjqHHfkFVy0EwUQQnUAw81MxVOmwCkBStsFEUHQE\nVeLfuIpDbNgjDjVyFHunmyw7RwKyiXrg7HwYX0uUnTbm4jrTyy2KlkTnjnSvILw7Rhyd4OaLs9dB\nc5HxE+Bpmq7RoMHTjYdJMU1g0KPYaJOvBFglKNpnRCfqQE44gclCJvsDkrHwQ4QrMJGPHMuOxXQN\nAk0wE9iceo4iIASycoQTKLreGq4s/YKz2IJsLSC60CM5bhPv5wT3R7iTES7PzxZ24UCpn/35+kWA\ns2ekCMhuh+LqBe5/IYFfHXJlcMz+rM37b6yx8vo6q99NUDf2/Esn0wfJ8Sk9hT8pHjfxTUOMDRr8\nuHh4RmIc47ZWGb7cY3xZUnQdyb5AFaclqnOvBZkLZOnrhTIH4RxqISjbYNccVIKyZ9AzjQ0EqgRV\nQBULhAGVczpvsWr5fQg2F0y3AiaVQI000WGLwRsx7bdjxN4RbjbzC7tSCPcURjzLC5llyrvdotrd\n4P4XErZ++xb/5TP/D5f0kFtVn+9c2uV/f+EV7nXX2VL+POn37j1Ejjy9FxhPARpibNDgx8GyplhH\nHSIMYdBjfK3L3hcdrYtDqsMWZRbgZv4lNgITnZt3aKFKHHou0TOHKgBcTXaKoucwsQMHegY4sNqL\nboQElTvCMST3JNmaf99WktMbjBjOEzqXcgBub28wGKyw9m2FvH2Am87OFvanKa368IVMK8VdWOfo\n022S3zzgv3rmj/h8PGbP+Md/t/Mdnr+6x39b/g4HxQoAG2YTdaOOHF3dkvM0XmD8BPAm4k0qtUGD\nJxqnQptAI1Z6LC71mO4oXFgS6goRWIqeBSsRDoqexYX+NcGJRBgBsn4PA6pwyIo6whSUHXDdEncS\nISuHNA4T+HqiqLwQJ5hZH47WQ4VP7vaotiRaWtphzm9tvM6d9RX+8eanQHRZsyBvO9x87glCiKej\nVnZeHFXXgdlYZfhyn+NXLP/F5a/zq/EEA3wzu0gsSzrS8rnoLr++8x7/7AufAEAWbdYdqFsCez5y\nfJouMJ4iNMTYoMGPA3uOFPs95lfXOPxMyPyCBSM43u+CdIQ7M/IgJdpXxPsS6QNM1MJHfk4LVEad\nJnXIyp2mXouxpOwpROWJcwk9d6gcdO7q5n5LufDpPJFLunGOlpbcaKYm5sXkHjd2BnzjU1dReZfV\nokLcrXBF4SMey5NdKzvnaiOEgCiCfof5lT6HnxW88ul3+VxynQNTMXcKg+R6scYnwj2e0wl/Y/XL\n3N3tAvCtX7qMMG3WAHnT+ej7abrA+CnRtGs0aPCkol5ol4usWe9x9MmQ5DcOeKF7wndv71COQ3AS\n3bOU/QKxlxCdeEIDUKUn1nAk0Ln16VMA50kwmDvSPUcw06jcR5JlIjCJAOdJ1Ak/ecMpgYnOdu9o\n0iI7iaES3DnucW3zgGGWsP3CPvfYIDnq0hrPcMMKrMVJ+eSnA5c2b1EE/S7Fdpe8r5AFHGctvjR9\nkft5j0iWDMuURJW8GhxzUR3yjC642jkA4LX+Nke/JEC0WS8qxM0Sl+e+HUY2y+iThuYTbdDgx4UU\nCK2p2gF53/H5tbtca91nf97hPl2qo5j5nTZq4fsQdQY6W6ZOHdL4dCgCrBKYUGCVQBUOYR3hxKIX\nAqt9X2O+KsgG/nXVSJDsSYK5xQlOiVVWUL3fJj0RCAfZvMVrhSaMKrb6Y1xkyVYUyUobkeWn8xmf\n2IjnnGctWkOvw+Jyn8lF3ygaHQtuvrXJP5wnZFlAOQuhlBAZ3tzdYP3K/wWEvDneBHwNt3Ux5yjs\nkBx36Q6nuMPC1xuNbVKqPwSNiXiDJwvnDZYfxtO6CJwzmRaVIxwJvnH/EpO1iH68gAHcmgVgBNbU\n5KbO1KnC4KNDwASCou1rhzrzbRiqHp3oJJgYqkSw2LSYXkW6smA2ibEqon1HojNHMPWLf3LPp2vV\nwlG1BDZxrK1MmS4ixlmEbJdMdhPCWZd2ZRH7R7j8CU2pPuxZG0VU/ZTZVoBTXvykCoj2FYtZH6cc\nInG40KJC/50/Nm0Kp05TgH955112ohP+rPc87196jva7bcRo7M0AhAD1lP4enlA0xPi04oeR3sN4\nlJWY/DFefx6PM6EKebboZhnBvSEb35SMj1Z4bW1AtuowF3zOdGv3mLzUzGYD9EwQLM7OoVNQRYIq\nFSzWBEXfER8JnACdiVN3m6LjWzrCoWTREaRRiXOCbCMgHEmEcadOOSYCCpBKUKUQb8642Bny+myL\nySzGDUPyVcvRSxpZ9EiLEnE0xFXVk6WwfHgGZhhCoLGhQucOEwmyVX/Oq67FSQeR5bPP3+AzvTsM\n9IxU5kgs31/scrRIAdhNFZt6xGf7t3j1yhUWb7VpHbZwS/s9656si4uPGE0fY4NfTDxMhD+tb+ZD\nr3/AJ/QhCHEujXKeUD/Khfjh4/uYF3lXE0ucl4THXRYXWsw3NLNRTNF3ZOsBWllM7CO4KvPnQEkf\nsdjAp1DLjrd6c9KTYdWCogcmdogKgrn3SMUI5nnAp7fv8m68xux4DeEEi3X/vvnzGYwDon1FsWJp\naYMUjiILEEch8ZH0kSEwuagJT7oEswVuWj0ZKdVHzcAMNCKOsP02ZTegaAvm2wL38oRf3rnN5fSI\nYZVye97nd9Zf5ZX4JqVTfDvb5SvT5/nnd17k8G4PgONJi/IZyUute6xePWL0zjrJrS5iNsMV5ZN1\ncdGgIcYnHo+aN/fICFCcNSyLh/wgl++xvG/5f+f8e9U9facuMEKcbse5h8y1jTsjyp9mIX74uD4A\nc3ZcS3yUi5a1uKKAzP+EsoEiW/XbCiaC0c0eTjukgKLrULl/zJS+QV8YbxoeHQvKrkMWvk6YrUF1\nbU6S5swmMUWVIHMIhopqoNiIJhwlLUYtR24E2SUfsby8e49bwz5j2aFzYcIn1vdoqQKsQJbiNEWb\nDRxFH5LjmO5xG1EUZwu75fEmx3MQYYBotzCDLvPdFtNtxewSuGdn/OGLX+P3ut8mFoY3yjW+HFxl\nr+zx/5kXkcJyJ1/hT+5cZTxJURP/m8hEzPc62zybHLKWznhnZ41yLSU8iKCsfs5H+wsO1/QxNvgo\n4X6K6OrcFTRwRnznh9aer5dJCYk3pHZxeG674oEJBE4IhLVQ26GJykCWQ1U3vGsFYeBflxf+/vPH\nYezZZAPjzmbefdjje2gQ8AOwZ84mp/u+nI6wjIj8wX64bT0KQvr3OZ26ICk7EePLkuxqRhBXFMMI\nEVnIFG61oAwCZLnMswniQ68+VSXEx45o5OuVCBCVoJoGTAuFyxRV4hC1QcB6Zw7AKIuxgSNbd7zw\n3F0AXure573DVYQRVJVimCe00gKhLXoq0HOoUqhWKlCObCUgHbQIihImU3icyfG80AZPiqyuML+y\nwmw7YPws5JsVly4f8le23uRz6XUCYXmt2OCPRy/zL25cYzGJcZVApRWdVsbwfgesgNR/Z9a2R4TK\nkMqC39p4nRvXVsj+ok0Uhji5+HkdeYOPCQ0x/qLhYUI7hXkw+oEPLl4/KIqSArRGRBGulYBWOO2b\nw52UCGuxgaLoe+1/0dcIA7JyOAWy9CN4TOTFJKp0yNIhKocqLHpSIEoLSmCSgKLvC1/huETNSkRR\nX1FbEHmBmMxgvsAZU2+fD7cYP2qSBXjC1xqq6oGJCH6b/pw48EbaHxFBLrftnEPNC5L9mGIlpFzH\nTzkdawgdKrBEO1Pyhe+HC0+80rRMBUjfmxjMHMJ4T1S3B04G5OsGaQTVaokILG6mGU4T7nZ6tMKC\ng5ZFdUqudfcB2A5HaG2QhWAxjNnYmfBcesC3ujssREJ9+GAEGP9Z5qsRTg8IjiLEaApZ5qMf6z6a\ni4ifB6RApCmL3T73vxiSrxouXD3gc2u3WAnmPB/v8aXJC3xVVvyTW5/kcK+LmCmCiUSWgnxFM5xr\nsALVLf2FG3B15YDMaG7mA7bDkb/mWv4clxeOjQDnkfAdt03E2OAnwaNqJOdqc2cR1vkv2ENk+TCZ\nLgkxCHDtFNNNyNdTqlRiAnE6xkjXwpCl6fViQxBMHOG0jiAcWO29PMuWnzSvMv+Yf9xHmCby5tbz\nHQsO0rsJ0Sg+fX+rBOHM0rrdRt85htH4QXL8YeKFR02yaLf8Q2mM6cTIwiDmOaKsfKQqBRiLWyy8\nSMKY0xl7/jw+4mLjYTyKGIQEfNQr8hy1P2L1VU1rPyLvRNgAsoFg+nxFGJWstWfcGCT1iwPyNX/B\nYWNLcksTH0Mw9RcieuFI70MwU1QJLEIJmUIWgnwS8a38Ejo0EBkubRwTSX/RcSE44RPre3z1bgeM\nIKodBUqjsKEjWxMUfYvqF3A3pujA8HmNMJr2vZDW7Ri9N/KWZ0V5LtPwmEWPAFpRdjXZdklrfc7n\n1m7xH6z+Oesy58BGfGl0jVuzFQ7v9RBzBb0Suwix2pFcnLDannP/uItUFmv992MtmrIVjunpOd+e\n7LK42WFjVEFZno6vagQ4Tw4aYvxFwKMiISkgCBFK+j6pOhI6nz4Uyx/jw6jTpiIIIE2wnYRykFC2\nNXlPUnQEJvbkJys/C9AJgV1+GxxULYGsfMoPfLThlMDE4LQXjzjpn2t9Tztl22FDiwscGK/8M7Hw\nFmhAlTrKFei+1Wb9O4rwXYcbjX90s/mjJlms9pnvemHEYk0x2ZWoDIKpb6ZXhU9NBnNLemuG2h/h\npjNfF1wSpDwTpJwS5MOR9g9KZ0sBxtdYXVGgj2eklSUOFU4LspMQhGaqE46ko7PmjVPNiuSZwQnW\nCUZ5zP1whWxDE0wFeia9NVwGsoAoB1VorPJ+q+Ik9CKdloO1kl6Y8an0FgAdtUALC6EFCblV3C+6\nJGHJrGehW9LpLsgLjS191Dpdt9heRdELKVot+koS3LY4M30w6n6cYB1UBpVZRCFJo4KFCWmJinWl\nmbuKfrDgG9NL/vnakXQyFmONsIIoqOhGGbN2wPGd/ul3989aV1DSsRIvePf+OtGhRM3rDIW1jaH4\nj0BTY2zw4+FhUtQakSa4JMJ2UmyiUfMSMcsQ8wzy/KyO9vAiXotmhFYQhbg0plxtUfQCio70jeSB\nJ0GVLRvMoUyl9+MMawJr1apI68lRLxw6d54cpY8cTeiJUGWinvLgKNcqKH2KUBb+vbwC0+9isWp4\n5vl97q13OaDNZr6Krirs7If4d54jRaEUopViNweMr3Y4/Ix/XtmzrF45ZL01ZVr4dPAki0ijgjsH\nPdrf6DF4IyG5PUEeDXHzhY/2lPQLmlRnn0VdA/3A+YUHFbW2jt6VQoQh1UpKPohw0o+GCmaGlbcd\n8VHA9GKfbNerX1567i6v9G/z+nibEfDys3dYj6fkRnN31uNw2mJ8p010qAgmfvqGxHOwE5xGJHEn\nZzWaYfHn4Guz5/j+0QYitLhS8s17l5iNYsRMo6YSW4VMAHEUEk39Z2RbBhFYbOgo24L5dkR3mMI8\ne2yJ0RkD0xnJ7Qmr31rhUA7Ya0+4Xq1wpzK8V2xwZ9Fnsz3FbQrG04SV1oJFN0YcBgyv9zlJuuAg\nPFLoqf8eT49XcQEcBw5Z+HFhTsszQlz+Jhtl6hOBhhh/nniYFKMQVnrkF/tkg4D5hqToCuJDR3rY\nJj4sUJMMkS17pyyingjgtIJA47TEKoVNA2woKXqavKPIBsI3gGc+ReqEj/R8OtSR98/sxaqWQ+Y+\nktQz0AsfgQnjUIVAL2q3Fu0XDRv46Q+UAllIsBCOJXqO9/ustTwyl+RGMejOuP+JmOQwZWXSR5Ql\nLss/2Gx+TlSxJMXq0jqjqy3GVyTFal27jA1aGVJdsKgC/vLGO3w6uUVL5vyj/q/wp/o57q+06L47\noPdOTHB/6NOtgcaFQS1IElBWiHmGK+vzu6xXLsU+xj5QWwTfqO+igKIfMdvUOOmj7GhkiE5KZOEo\nWwH5hj+oUR4jheNCOmJv3uYkS+gGGdvxiKvtfW52B9zt9Xj79ga8H5/WsYpV44s1PotLdZTwjeAS\nM+NP7vf2tpkdJwjt0IcB1e2Q1tzvoImBucDMI1TuU+gyg/R6gFOB/5yMwyqB0xLxcHr+cUqnOh/B\ny+MJ6X6XIye4mA753uISXz5+llkVcrE1pPRTn4mikkhXtPtzptMuWPyf9nXfpbNQMPPZEj3z1nzB\nBGwoEUnshxmXZWMP9wPQON80+LGxbEQWcQSDPrNrqxy8oilWLKZbISJDcTsiH2j0jiY+iQknngxl\n5VC5QVhHlWiqRFLF4tSP0wlfG3QSkFCkEBf+dcJChU+f2lBgEjDLCRATr2IUtn4s4nRYrrB1u0Hl\nm6XzFUfZtzjlfKSYC+8kYmpSdD4tCBCeSPbeXsMlvgY5vSCJjzqkixzs6MFmc3jgooEowmytcvzJ\nNkevWOhnMPdfXzEOuJ+tcl8PEIHlK9Kwe+GILT2kH8yRylI8t+CoHWGDlE4nQBaWqqUwoWSpC1CZ\nJTrOkVO/wyIvEIvcE2VVIc5HkksFrBBemet8HU9WPtWMUNhAULYkRR/kin9PYyXfON5lUkScTFLy\nWci9t9ZxqeHl5++wkw4RwuFyhRNgEodJLHRK4lbB4jBFZRITOopS8729bQBmey1EIUE5gokgPjrz\nZ7WBd9AphPCDkNuW+K4mOvGfjzA+e1C2BDbSaCn5Kbtcf7aoa76nMAZXll48FjoSWfDWbJPDRYt+\nvOBqus9GNOG43eLt0Tp3T3qUhcYFFtX2X1q37xXale/vp2o7zEaBGAY45XBSMXwuQM0HhHmBHU8a\ne7gnCA0xNmjQoEGDjxVNxNjgw+F8mjDQiF6X+bMDhlc1i4sVg50hSVBxOG6RDzTlSt3jdkMRDev6\nnYFo4gUkVSzIe4JsIAjHfpitb7WohTPSR3oIP61h2fBdpYJ8BfKBQWX+KlctfJRn4tqFJRLER357\ny+hDFQ6nwaQ+UkQ59In2lmYRXpQT1GnZut4oS4iOFFVLUq1U5GuO0ZWAYNonKCuYTOp64oN9ikJr\n6LVZ7LQYP4sPhYcBut5fWYAwvsXEpI73wjX+XvVFPjm4x1fuPUNxkCLnkmAmKLowfC7AKX/cwdgb\nfPu5iJKyrZClV5DqhSUYFah54dWutVrTFQVikfnxTUWByHLCUUGyH1B2fCtEAZhAUba8uw33fJ56\n/EbCYuprh53M0auzwdmq4vVsl3c21jCVAutVpK3dMWvtGZGqcE5w3UiqliIMDfleSjDy5yCqxGlU\nD14oVcUgnBdYAZRdi9jOfKb6nvaZA1P7siaCsgUmDdDnhCTOOcRjJrV3ziEWGdHhguRGlzsv9xmE\nc/JKI4Vjv+zwzmSdUFYcTFoYI1gfjNl3XcwkQE0l4UT66DqtI9HAsbkx4jBsYycB+SZkuwYnUzYX\nq8iiwC3OGbM3WpzHGg0x/hxxuvAnCcXOCgevBMyeK2mvzSgqTV4GaG0x3YI0zRkftLGBOhWz2EQQ\njc/6qWQB4cSnx4quIF91RCfegzPbsKiFwCnhxxtNlxPjvdAmHEqCSW1blntSNDHYwJEPQGUCldfe\nnM7/6TmEx5Kq4z3NZCFw0ntQWu1NrctB5RulATmX6LlA5qDGCqsd+Ypkeimmm/VQVQWzuRdQ8Iwo\nvwAAIABJREFU1BBKIdKEcr3LfF0hjCCYcvqe/kn1yKYp6Lkgtwm3csU0D717ydQfm6zqY9JnRA2+\njQQFVjuqWCDq91aFhHWNKhPCsUHPDU4KgkmBun+CG45OFYlO+BR2IT3BlC1/gSKMI70nUHUPeHpo\niE4qZGVxQlB2NItVRRX746hKTdrK0O0FQjh+efMWJ0VKYTSbyZjd9gmVk7w7WuP2/ZRwVO/rwqfI\nTSgo+rDYcBQDi9OO8EChFyBKgSnPUnxOCmSddleZI6hAlvZ0Qr0/OY+hXZx1OGOQi5L42HF9NCBr\nBcyykLfm6xwvUo4mLdI4JwoqLvZH/Bsbb/Le6hp/8s4LuEmCnoMsJEWtSnUXM57vH/Js74g3j9cp\nKs2nNu7xteQyyWGHleOpNxRfth81IpxTOBrnmwYfFstoUQhIYubbEbNrBYP1MdN5jKkUzoEzgiCu\nUNIPwo2Gju5NHwLI0tcYq0RDrU4UtjapjmthjPJtEmzlFDONWgREJ54UfL3QkezVgoKZ3ycT+9qh\nSR2iFIRjr2atUl+TDKZ1s7iFaAh64Y2rq9ShFwI1k1Rdgy0FIjY8s30EwKIMODjqYIt6uK5yzNsK\npzTCtOlNc++iY8xZb1gYYNd6jK6mDF8A8PZqsjqriZZdTwDinvatDhVErYKLvRGTJOPGcAuVS2xQ\nW7bNvKhIGHcaZVnlIz3kuQuN0p9LnKDoCKzSZKuC+Chk5a2Q+H0FZYVd6zHfiSlbXqBR9B0m9Sqi\ncCROW0jAE7gJJSaWWC3I+orZtmD+bEk6mBMFFXmp2e5M+N3t7/BryTvcN13eLTb47vQigTRcDE84\nyNqE2zOyvO2PaeQ/J/B1yepCzrWLe6zFM75/tMHxXhexUMjDEDUX/vit85M+fAc2WDCxIggDr9gF\nnLW/+I44zj7YxqQkIk0xnQgbCPb3e0w6EXFYMs9Cjqcp+SIgXwR8Yvcef33r6/x6cp1brTZKOL7e\n3WXoVpEFVAP/W3t284jnWgd8OrnFZDXmrcUWL6d3mFYR7z/zLN132siTIbauRTtoao3n0DT4N/jR\nOBWXWK+MVBKrQCwUx3tdUA6pLSrwV59pXHByr0vrfU33Rkl8z1uDyaLCpiFVrE7HGqnC4ZRfjHUm\navWpoMgUcqrqkTt1w32tFlW5jzSW6VWcF3A45VV4eqlujDypqNyLNZxaCnm8wCeY1obXViCsouwb\norhkpzUC4N68y8buPfrhnHGRkOqCYZHwZnuT+XFCpx0hhwEU9Y5IiUgS8rWUya4X9ajaU9QJcHXk\n7BKLnNZilRCEEWTHCdfDFeKgwinnI8XQYkOLLHXdBiGw0pOVU140Y0JOU48WH2EKgz9G5Uln9KLD\nRBGDcAO9qJhvhIwvK2Tl1blV1yBziZN1q4oUOLEURElEu34shHxFUKz4vs/FLEJ1LZdWhvzBzlf4\nd1r3SGVE6eYM1Hts6RGxLGiJgovhMW/1tvjO2g4A795fp7qRIAuBem7Kb+y+x6/13qav5tzv97h5\ncZWvHl3mvXe2CE+0/6wdtay27kPtCSaXQoJRB7XI/P6aef2VOEeOj8LPiwCWJYml+4wQiFaK21zl\n+KUWo88UPHPhiNEiZrc35LmdA9o659XRBb53d5vKSnaCE/pScmwLJI5X1u/wlasaYyQvDE4AmBYR\nX9p/np2LJ/x26y3+avoeQyv5s/Qqr14rmL/VonPYRRS1OrXel1/Yi4kGPxQNMf6c4JyroyIJWqEz\nR3pLUXQl1U6OswJzP8X2SopIoUfaKw0ziyjrVGNZQaV9430osIE4bVhXBcjZsjlfUHY1au4JzGpA\nQ9kWvhk+dwRzh6zOHGr0Amzk04HhqB6uO/Ok4Wua/nYZJdnQIZzwzf7ap2Dbm1O6SXbqzjLJI7JK\nczEdsh2PeW20zb1xFzcK0ZnDxgGqlfqFLs/9RUMUYANJMOFcKAc2ciylk2qo0XN/7FXHIXOBqATz\nWcxkHBCMlK95RhY9Uqcp1VL7fdVzHx3aAMqeO+1dcxqKniU6lthyqbAVOGkZv1RhkgA9DzCRJ1SV\n+T89VpiWpew5nBZ1qvcs5Ynwf1UK2TM5F7ZPmOchrajg3955ld9ovcEXYgX4K5dAKO5WPWY2pCVz\nLugJHZmxE5xwMfQL9/+rr/Gt8RXURJFo//04rtpMTEIgKq4l97nX7nGjOwCh/ams/5YzIp2G6SVB\ncpjSGvtIVBgLZXGmEDYf1Ks+4CL0syKBh8dLLfcl0Ihuh/mlDqNr0B7MWUumlFaipeFz7Ru8HN7l\npfguUvwSr/Ru0xIFNyrF0Cb0gzmfTG7zS53rSOFOU4B/fPQSr+9t8dXOs/xa8i6byjJ3mivJAXEv\nZ7zbId4bECwVqtb65n+lfOR4uoNPIUm6RnzT4Efh/BWuUoh2i+xCl+mOwkQ+QpPXY4KJX7AnzwXI\n/oKqa1isaxAhrZb/pYXj0tep2oqyXQtyKpD1QhfOLLJ0yEoirPR9i3U0pHKfSjOxJ0tXi3LAu94I\nA8l959OOeZ32Xfp5SlC5oOxAtuGo+hUEFnUc1PVHgWlZuklGqAwHdbpvloUYI/lX2RV2+0PuTTqM\nTlqoie/XnOzGtIIBwXGMnCxwWmH7LUwk6ijVE2/RcRQrBjVTp/ulsjo9bGpylg7uxkTzc6KUE4Va\nRtExlC2HjSyiUqjcEz/4YwfPAeFQ+pSqBlHWFxy5RKwtmL9oCJISayTVOES+rz3h9Qybu8dMFhHz\n4xQqgczr1KR0p1GaXC34ratv8FLrHgrHQE/5q+lN1lTrA1+bWJT86ewaWlo6vW/SkQUSy2eSGwBE\n6yXHz7a48f460/0Wf24v82Z7g3aY86n+XY6LFn9+4wriZkIwrftS7ZlpwDKdagPHYlURrXcA0Eoi\npgvcYuHdl057Os/qwA7OXIR+FhHSw/2/yvfwAvVEjTZlWxKMBdOjFL1hudY/YCce8kp0m5fDhCvB\nXcyGZGhS3ii2eW2+w+X4kM+mN9jSQwqnCIUhq9MSmQkItGEzGnOn6vL1bIU/G10lkhUvbd7nO39J\ng2uxIbcJ3hOn7RunNdolHlcP2qcMDTH+HOCc8wtJFGLWepxcCxl/YYHSBt5rEZ0IOrcs8VGJXoQc\nRR1IDNm6JV8DE/qPrbXno6Si7dWoANHQEQwd0dAQjgqckgirMaEg79euNMaTnViAWdSRy4ogmNX7\nV88MDGYQLCxOQBVLbODJRxofQZ5COWRgsYFDZZKqXyFiQzsoaAU5r93zvXbmdoosBLPI8Vq/RZCU\nuExhUsv4Jcv0sqL3ZkTnliaYpVSpougoipbAhmfRMBL0RJ0Rnq0JW9cR7dK1ZO7PSdmra2nWR5o2\nhLLjcIH1hgScpVOF5bSvURpQc8D5CNOJ5XkRZKOQzvaENCzZu7NCeKiQJZRdWLkw4kJ7xLvFGjuX\njtjteMEMwFY85n7W5Xv3t3l+/ZDn031uZQPaOkcKSyweLWe8pIf8Svt9hiZlYhNmNuJutcLn4+v+\n8fQt4t2Cf9r6NG8ebnCpPwTg9qiHsRd5/2BAtZ+QjHy6+1R4pGvxkeC0vpoPBOPLvo8v7geExyn6\naIpY1K5Lzvk6mrFgDZSV97ytvzwfa21t6YREHamGASJJcG2vJM43O+SDgLIl/ff3IOD1tU0G6YKb\n0xW+2H6bl8OMnky4HBzwd4e/TqIKXhtu812xw0v9+6wFU25lK9yYDnixtwfACx1/WzrFl6Yv8o3j\nXe6MelSVop3kXN464tavrrAvWmzYTYKb0jf+L0U4H5h28/QQZNPg3+BDQwjh1ajrCfNtWB9MmCwi\n8sCn9OKTivjmkOgwIpp0mF4Iyfu+/WFZGywT6dOfzi/i2cDXFcERzCtkaTGBHxXlFOQDTwzCCJ/y\nKy3KUUdktUMKnEaQ0UlNGIFPl8rSy/+XcApMahHaYqcBBA45gnBPY0PNW2aT/mBGue8XraQellt0\nQR4EWK3RVZ3eVWATw3RXI6xCLxTzLXGq1rS1FZdTXmyjZ/I0lWpiB2N/DFY/WH9EeJGOja1XmwpQ\nU+nde6zExhaTCuzcb6tKa5s7aqIt6/eT/vxUSa3inCome22mkUXk0tdiFz4Cn2ch92ZdptOYUBt+\nZ+27/GrsIzsl4I9m13h/uEplJSdli7842qWykn/34rd5s5SsqykHJsQg6IgSJRxHtkUqc0wtstrR\nY64GJ1wJ2qefR0feYENPeLu/RSAq3lhsc7RIGeUx5TQkHHsv1mUrjdW1963056lsO4o1gwsUTvrt\nVLEgjiVxrJCZwSmBDRXC1k5IWYUczZHjqbfa+ziFJ4+yB1zvk220yFf8UjbZVaeCIhtAOBJkb/S5\n2eoiVgq+s/EMvxF/h7aMUTgWJsA6wUo05+Z4hf/7zU8ipKWchlBJ7mx6P96/dvl1fmnlJu/O1jnO\nU6Rw9JKMewc95tKSV4oLqyNu/rJCz1NW9CbB0cy7KRnrx3qVpTdoP+em1NQgfzHREOPPGkuPzUDj\n2gnzDU2+WVEaSRyWuJGgc8MS7c/heIg4hm5p0Isu023tewjr1KY0vi6oM/zMvVQgKr/QVbGPPMqW\n9nXLWGAD73datryYxMQSYbza1Cm/MAKoha8t6tyPl3LSpyhPa1GingQxg/i+wgzlqV2Znotzas6Q\nYa4Ix2f9hsv6oKj8AF0nwKbe2eXS5gnDzZiTVhc1l+jnJmhtmJ6kyNDgTkKCsURPPBEtI0Y99du0\nyhOjykEdnJmcBxMJk5oULKgSTN12ojJFMPGq23zgTlWt4C/y876j6jhstwIjEIFFhQaTK3DCl4m7\nJeZY4kaCYALm+x32Oy1Pul3B5eDgAQK7Ft7nSv+IV7q3GegpXxZXGM4TrmerjMxnuZv1+eb+DtZK\ntrtjdtIR1gkS5cO8Z5MDPtE9YlefvSfAmmrx22nO56Pvc9cILoVHRLLiS/efo78+ZTTvoRaq7kf1\nA5KrVu1SZAQmqlW+KxWuXhqE8WbrToXIypH1JPMtQdlzWOWj5/bNNitvdghuHMB4Utf9PmIruYeN\n5Fsp5uI6wxdajJ6TWO33vdgoUROfMjexI5jK+uLOEYYVb883eKcjuKhnZK5DJCteP9mkqBTHd3vg\nBN2tCdYoTOEwxu9/bjWfTW+wHQz5k+MX+d79bT954ygiO4iwLcO8E5G0coYvhlRpQroXEU4NsnQE\n4wI5L5CjGW46e3C48VPQ2tFEjA1+OOrJ9kiFCxRWC+TCk9g8i0j3Hb1358i9Y+x84ZvbrcVqgc78\nWKJlGlMVnrishmhkEf8/e2/yJFly3/l93P3tsWfkVlmVlVXVVd1d3egFjcZCEiBBguuQQx44okwS\n/wDpJDOZTGZz0FF3nec6tNGMxJFIE2nkUCAIEiCxEt2N3rtrz6rcM/blbe6ug7+IzEY3SHAFSNbv\nUktGxov34j3/+e/3+y7WVU3COoK3UY4WkLUEeQuKFfeLOhJkqwJvKvBHDmjj4PvVzVvJhFnpKkSV\n42TohMAsNJNVJTenHCBFFpC3HOkfXbXoQguBwVaE8UXCCfoSHVmKlsHWS5JmSpF7aCsIPc2l53Y5\nmdVoRSkPTjqQSkwmITDIohLXLjhzA6lanDpi6U7hpdUmoO7OT2iWQCOZVxXF0jvYiWhbr3IDsQva\nCtSf6nOje8xO0mOqQzLtkRkPKQxKWG4PV+nPYqZtH2/qZpWOziLI65a12pQVmQJOW6ywmrbMeL75\niM/W36UtUx6urfD7s2e5M1nlaFrntOdI5CjLeBrx9tQhT1cvDPnvrn6Tn6u9/aGkeD46KiEUOZIe\nu+Ex3wm2udrs8aYVjOI6cqywvsVbm9NtzJllAdPjBKyj2ngTedZWV7hEWM2dZxctmx/f5+cvvM3V\n8JiH+Qr/6e5LHHy5y1a+gsxySNMzYYC/j0X/fFIERBhg1tr0b9Y5fd5iYo31qp/FGq0sDD1nt5WU\nqFbBJ3ce8GT9iA1/xKvZNt9MPR7lHR7NWpRaMZ7EYAWyVrDT6dPdnDLXPoPMdTveG61zIRiSyJyj\nWYP5SYI3UniVaEZeAz3zmBcS7+KcYT2kqHnERw7tLdY8VJFQ2w3xH1qXHMFVj3+d9dnj+EePx4nx\nhxHnHgRZOnL9+M0uaiZo3s/xDgaYydQtBLFzyBhe9VCpJRzZJd1C5hZhLNKCl+IoFEJU8HuB9ZzQ\nt3MCqI5XL7D9ABNZbOqqBi8Vziy3GnsUDTfTKxLHUfSmGm/mEmFZc7SIIjmbORq/Oj4CHVv3usRi\nGiWq7+EPz5w2ypilqEByccJKbUZvmlAMQ/ZGAfX1KZ9cuc+sFfBHD56mOIwJB9JVLhaCEUtj30Vi\ntAp0IBwalkUl7Spbf2qRpaCMKwH1sV1Wwq7lZiljidCS+FBSxlDW3YXQNcNTq0dcrx3z8eQ+r8x2\nGJDwaNbiYjLkc+33eKnxgPfn6/zB/FnSPMKbuqRfdkouXj7lFzbeoiYNM+MoKG8XEAnDzzde54qX\nk1pLQ6VIaZgWAYlf0JNAZKAU2MOIYOqua3y54Olwn6d9p6IzMSmyaq0OTc79Mia1Pm05Z2Bibufr\n3M3WAPhYY49Pte9y6+IGb/Qv8Oikje9rtBFoLVH1Eqk0epbgj50ABID1BDqAdM1twOSVKf/19rf5\nzeZ7tGTMzOxzlDf4ne0OWTciOQixqVOAsZxDrP4tng3gg8jTai5Pu8n8UoPBU2BWC4IkZ7vrZqpZ\n6bH7sItuauLOnO3OgI1kxIuNh6TG51ujHd44voA2kkaU8dLqLrJlma6F3JusUKuE6AkhVgUHpTOY\nTkuPP+89wc3mAVu1IffVGqJ0lBt/IvBPPYoVjRh7lJ4F35K3LbJwdCfjO64vNqI1TBxfF/iArdk/\n03hM8H8cP3hYg5jn1PYKor5zpPBnJf6jAXY4dgaoUiI8D+tLlwRCgfZZqpUQiKVAN8IlQ5csBHlD\nIrWkiAVlJMhbxiVF46oCgRP8XlRR3tziVeosKnOcReeo4RKNKExVGVp06CysvBRklbBUZrFCkK06\nWRzd0Ii5Ws7rwLVw0zXjZoahQQiLtgIlDaIQiEJijKCuUnyhmc1CgoEkGIplIlycrz2HUXFzM4vJ\nnKqO0I5O4rwg3QbC1871wlXdBlEapK6S44Km4ktsVyCMSzbGg0kRsuGPeDo4RAnDl4Y3WY/HPNd4\nSEOmTE3IU8kBe9st3k/WGI9i6s05Slh6k4S3pxf4enDKFf/EXVss02qXklvL2Cj28xa1oOBoVKdb\nnxEnGbPjJv5IIHPX5hUFTLKA3CoMlr6e8nvTqzzMVwD4dn+H1+5cglySrM4wRpLNfYKowBjBw2aH\nJ5MDtqMeXlezGk9Itc+89BmNE4KwwFpB6btNxaIrUanjuc3HhYzPX7nNJ6J7tKT7wYnJuT1ZQ82d\nQIINfXfP5vkyObo3+AFkyYX46BxqrbNjq2aKRTdxTiYK2isTrq+c8FMr7wHwIOty0G+glMX3NLlR\nvNdfZ1KE3O13GRw2EJkk3ppQ83MuhgMeZW2uxifcrO3zIFvhTx9epzdPuNgY8tMb7n2VMLw3Xefd\n0QaJlyNCjTf1nWl3VqHJCw/rWYwv0K0MnZTkeejs2wqWm0vrqw86mMC/iHbqP6V4nBh/WKENYjwl\nuqvdgmCMQ/fN5m5RkWdeb8I45ZQycbzBBTBCGNcyXHgpGs/NF/NmJfs2OwNWANhhgD+QBAMHQilq\nrqUoSvAygzdxq1IwkuhYIrRFFqaSTFNYJZZcx8XvKb1Inq7KCE8kOrYI7aEj48BCFRBG5hUydC3H\n8w3Pre+Tao/DXhOMQGWC2SDmtdE2pZWUMw8/F0uKiVUVaMQXlLUzWqM3B29mnRAB7nyLhmB2wRAM\nJdFJpXaTWlRukLlZSp+h3KxyIYRQNC1q7t44GArevHORTHusXJrgi5IXas7OamRi3phfYsWb8jDv\n8P7pGvPUZ7U7BqA3qGNOQr44vMn722s8v/IIgBdquxRWEcmCreQOa8rwc603KI3iL7Ir9KYJZSnd\nnHdYzYw9953O0oBXZlfY9F7jWHd5b77Jb7/7oru279XYet0Q9UrKuEaZSNK2YL4eoRuWL9qn+PP4\nKkmYEypNM0yZlz4Hwwb6NKT0A+RcEoydV6cO3TWYXbBY6TY61y8esxOfcqBbPCgPAPh6epHIK5bt\ne1uLkHOXNG25UEqorNG0Xtp2uQ8tzziIUp7RG+CcJF3lmxlH6EtrnH6sTt52mrc6Mihpeb75iDVv\nBMBJ0cBohdGw0RoznEeMJzHjeUhRKLyB5zZyyvBLm2/wYvSA74gr7OctLoc9AGphzpVmj59deYuX\nogcA3ClW+XrvKvPS5/6gg/cwJOxXghrSgZR06Kg4KgV7FKAbmrJeqUFlrjtkfJcYZfUM/wDbhX8W\nYX8EKkYhhAK+DTyy1v7KX/Xax4nxHzsW0G1rsFnuKkNYItWWC4IQbhERblaYtypB7kIseVEmADtw\n3DrjC8rYCXhnK042TRw5PVSVWaJjSZlUSWTuEowwLDl7bgbnFiWVGaR2SdkogY4lOnAAnqinneRc\nKBxox3MtSl0hAb25++w6sIhOThgXlEUFBOpFyFRgZx6mUVBayeGs4YAsoUGMFXLs8erBRabDCO/U\nP9NzDZ3Umj9yoJr5JcedBPBPfOID1zL2ZhWYZNEWrlmXYIxZimaLc9fYKIkOJUUiydquxbtQEZIF\niJli97TNf/ZfYlYG7NR7fKJxnz/rP0leDSnfP11jPIwJ4gJfabYbrq13PPYhl6Slx2bgFu6GmvNc\nsM+asqwqNyf8xXjGpvoK3WDCV4+fYK/fokwsRUMQDJwogOdBdrfOf7Av8/72OofzBqWR6H03u2w+\ngMatCXL3gNBa6LQIrq9ilYPpFrsJo2ZI2knxfc39R12YK2QmqT2SSylBcPdG1q1uy/WcettVoEoY\n7s5WeWO8xTeTE3ypOc3r5Fo58FYsyLsJvieRwxCZFWf3fUV4F1615HiqqhDP7LswBpsXTlCgKF1i\nlQIRBNBqMHqixunLDqgVxgUi99ioj+kXCV/ObgLQyxNMKfACTT3IqAcZJ55mqz50FeNqgB8X/OqV\nN/iF2ls0pOF2PkOGhqGOOUobXGoMaPtzrgVHrFWD8beMz96oyXgSI+7HJPtiiQg3gSBvWdS1CbpU\n6F23MWhuTGhEGY9qXbjr408ERc06g+PH8cOI/xF4G2j+dS98nBh/GHEuOaI5g27D0hV+kSBtUeD3\nU1p3fIqaA+4s5oWOWFftVqPKLWIM8ZGrNIQ+494J7dRpTOV0sQCjWLWoxMRCbtXNKY3FhJKimiku\n5N9M4FqzRd0dr0xc4rGVhqrxKkqDAI5D0jDABlXC7WToYYCaSbT02B23KbWCTOH3FcFI4M0Eedok\nKEGWFXfRuiQVDByQwUoIThS6Qt46nVA3e5WlA9WI0omBC9fZdZSVSprNqMWmA3QkKWqSrCOYXyoJ\nOqlztwCK0wAaBWWpeOXWDkIZmk+kDHXM7WGXg70OFBKExW9lPLlxTKQK0tJnnvs0NsdEfskvXXyL\nl5M7AHwyHNJRyQduByUk216BtpJ7B13MxCfYnGEvWKYPaiR7FRhGCGZxzDf0FcphAKEhqLiaZSzQ\n9QAJmNEE5bsyvag7dKYDWnmUvRppaAlm7loHY6dsZDyYb7jZ8OyipXbFyfhdakx4tr2PsYKjrIFB\n8H5vlVceXiIMC35s6x6b8ZhXL2SMJhFlEhD1PfxxjCwtZawoY7GUIixqZzQQK9336mQMK43bQYk3\nLlDjDDWrZpVhQHax5fw7N0Zc6faYFQGjNHRgpXnCRjIB4HavC4OAUlkOGw2aUcpz3X0+07xNuurT\nv1pDW8ln6+/SVRaJ4Olwj3eyLY7yJs809vGF5lLgqse9ygj67XSLwaCG9zB0z5d11xygrIEJnaFG\nOfEJU/c8aCP5yY1b3KoP+cvJDaKeoHm/RJ1OXFeI6tn/x1QM+iHFD1srVQhxCfhl4H8D/qe/7vWP\nE+MPK86Tfj8ClSaMayeJskRO5tT2HcqtjAVFUrVSPbukSTh6BHhzB9BxtAy3+C/mG1KLSh3GJQeZ\nu0pMGDeHo/o4NnAgm6ImSdvSgX0qgvyiUlwAb1RFFpdzlvy4vKsRViAyAaVw5D1wqL96gRhGeH2P\nw3wVpEtiKhNLYW9v6j638SpFlkrP1CtccrbSLeo6sstrJcw50W9RiaMfVG71pV1yJUUg0JHnBLQr\n4YIydAt3cKzQkwRRVmIJc4HtO31ZH5fwb3VWudk4IPJKyB0oyFtNefrCEblWvLO3QZl5WCPorI75\n3OZtrkeH7BauBPvxaPyRt8OBVrwx3EIchPilINosuNrpcT/sMKZNMHAtahsbzFFEbV9WdlHuGkwv\nWYSJ2RxvILWBKERHotJ+dfQbmbm/zy5YbM39XjASy2uqAyivz/nE5V0+2b4HwE5wgrGSV2Y7HM4a\nXEhG7LT6vJNtUJYKYyU70Qk//dR7vNK5SO9em/BEEfYrpPVFi7g6xfM06Txge91J2F1vuMRzOGuy\nN2rSSeZoK7j7cAXVTwh7NaJTN/e20t2n1oP0oMZxlPPi2iNk2/DecJ3d4w75YjNTqMokW3By3CDe\nKphrHyUMXTnhot/n/WyDg7JdAZVm+EITyYIvNN8E4F6+Rk1mfHt2Db9qqbwy2MZqUc3yoag7kQiZ\nOXswAD0LEIWjhyBASUPLm/NsY59vr+5gbkX4wxwxnmLys2r6n5qt1z/R+N+B/wVo/CAvfpwYf5jx\n/XaJ9pyyh3RyV2WkKmf4M/6eA0k4PUeVWXwhKjBAhSCseIJSgyrOHB6QnOmizlh6K5Y1dzssKkiH\naLWUiaiqTkdrKOoQDB1C1E7czxbJByEIThVF22A6BUkzxZiz80yPY8Kpm7mUM0VZs5TdAnEcOLeQ\n3H0eHVK1ZF2yVdkZ8EaWFn8iEPYM7Wo897oyrGaGym0S3ILv5mYIBxBJ2+73dOjO5XxP6deUAAAg\nAElEQVQb0Z/I5XFUBaxwlBhBuupEAR7OOxwOG6AsjQtjnlvfZ1KEvHvvAt6xD5FFtHPWalPqXsbU\nhBTVAVKr+SiixR+Mn+O1W9vUTqTTXjWSG40juuGUr6YB83qEaubU45zZpLlsh8+33L2y/sQph+st\n6vsNGrOMoltncM1jvl3iDRXRsRMgMNXscOXJHtoIRtEKCJdkszXNT127za+svEZNupulIed8dfoU\n3+ltczyu40nDSyu7BErTTxNOs4Sa12A1nPDx9Uc8qM0YphHH+44Y/8mn7/Kz3be56PcorMfLoZtN\nbqiYEz3nK+lFvju7zE/W32HTG3N8o8ZB2eZutsarw0vcH64wy3zS+w3CvkCmguEkYr/eZF763Lu7\nTrjvM4pc+1JHFgKLrZco31AYiS81r08vMSgSPtd+j0TmfLH/DIVRPFE75jda3+ZXag+XgKJ+cIee\nMeRWsVd0APhE+wGDrZi9sEWeJ6gUZ9NmHXI772pWV8cMggQOE7ypYPygyR/WnuFKo0ejOadoRi6x\n/iBApB80/iao1h9SVWr/cbRSV4UQ3z73739nrf13AEKIXwGOrLV/KYT4/A/yZo8T449qVFWkCHyK\ndsxox3OJsDxLal7u/l7EZ/w9YSpUXHCuGszOvBeLRKB95x1oq2rSJY+zCtZKgVEOzKNjwXzNHW9B\nhPcnjgbhjle1Y+UZ8d94AhNKbFeTpQFm4NpRMhUEswoJW3ELrQeldQuMLKsk5Iuq9VnNFjtOyNsh\nU8VSs3UxR9TRWcWsCvc7RUPgjxzaFlg6XxhPkDcF6bpFr2dsbAzojWoUqYdQdglQAidWoFJH73Bu\nGILxwyavqi2y1LUqkzCn5mV88/4O4UMfmQvKdkkQlez225T2CW62Dvn59usAjI2lVUE+/Ur+7b1i\nyh8ePENw4CNzSFcNL2zs8xON97mXr/JOa52etERBwXp9wu2NgPw0wSoINhzi6FrrlGkWkLZaJCs1\nZhcjJle1k+srzjYuZQS0Cj69cZ9uMOGLwVMc6Q2sgqs39/nNtb/gJ6McU7UPvpH5fOX0OgejBq1k\nzidX7nMlOuH98RoH4waT8Rpv+Bdo1Z0bR+iVPNs9gO4B0zLgNze+xovhERdUXJ3v2bbgglenLWf8\nSvNVdrw5LRnwfKCBU4r6EV+rv8P/GX2aWOV8JX6Cw3srEBiSqODNOxdRPY/kVOLNnEgFQLZqMZ0C\nPyz5+KWHXEtOeDBf4buDi0gsd+M1Ot6Ui9GAljdj2++x4wnqMlp+ro5K8EVKU6ZcSd4HqLRsp/xH\n+wkOmhEqk8iKwyg0iLhEG0GZesjA4s0E0ZFiN9viXnsdLMTKPVtCiCXo5gNgpL9JfK/E3PfGR3Ej\nF7/zz7Nte2Ktffn7/OwngF8VQvwrIAKaQojfstb+5vd7s8eJ8Uc9jENQBhNnomsUS3sof6rBgBXO\n289Kl/jK0M2WMofkp7ZXIeWkszlynoqOnK9SVy0K7dpsi3BKOGLpomFVVXlmEIwXCjFuNqSVOEuO\nXqXHmkM+ChBJid87SzQmcKozopImk5nAO2eDZLyzKnGRuIO+S4quinTv7aV2qfdppQP9qNy1R2Xp\nXqNy57eoA8djzFuOp5heyfmJp2/x2fb73AgPGOgar8x2+OrRE8w6Pienrtui5hGyEEtRdlk6Y+ae\naiPrBTIpeaZziC8MxSCkUemQInzykUfeLEnrM0JZoKos/q3sIu8WKbfzdf5V7W0ueTG7ZRNZtQHK\nGtjNjE+17vFyeMAV75Q3Oxf54sObZFlCuu4jqFSK5JlR/MNJm8kgJilBRx6zNYnopNjCtXuNByaB\n+abh0oUeTyUHrHkjJmshv3+thu9r/vWF7/JyOMEXMYt37so5iZcvW52Xw1OeDR/CGrxV2+Lrh1cw\nVnC9fUJu1PI8Xmjs8kz4iJfCAb5QFFYvNwLn47PRlJkteFj6vFtEfD6uAFVCsa0mXE+cRmkrTBms\nzqnFGWnu4x35hANRCb+zRF7rmvMtrScpn+u8z2fi2xw0mnxz+gTDMubt8eby2J/r3AIgFsGHPldd\nRux4fVR1PmPjs+X3+dkL7/J/zyOmfgO/L5f6uvIopD/3EElJvlVgpX9mxaYdl7fzvsY/njjQ3d82\nziVEa+2HE2uFZEfJswRojQM5LYTffwgydD9MVKq19t8C/xagqhj/578qKcLjxPijH9Yi5oVTnrES\nKwXhoKJV9HOsJzGB76o074OKNA4g4NqfZQLe1M1slrM7c0Y8dlWFO6QwFl39v46dRqnKz1zisY6o\nL6yrvsrEJUws5M1K0aamQVoY+tQfuvf1ZpbZpiBds2SrlT0UbjHTwwqkYV3FaEKWYuZe6mydirol\nOq3axlN7Jt1WVaquknaEfpXZZUIvEuHUW56eUUsyfu7SLT7bfI+mTOnKGU/5Qza9AQ/mHd4frGEr\nJSIdWfKWaykD5B0omk7OjtMQ0yzJjOdmWFNZ2U5VPMBckFmPvUcr/KU0/HjDLcJNmfKd2RW+PbiM\nsZLnol2+M7/CyaSGDi15V/Pxyw9ZregHiSyJVY6YKaIjRTGpYz2LjSx0Mz6/40A9a8GY3+41EcZH\nR4p0RdBsOGLqcOzhzZ1np6zAV2veiGvBEVudPk89d0BbTflM9IiW/GCjd0tZfrxzmy/rp5iWAZv+\nkE01Y+yf8nxnl59pvkVP1+mVdf7L4TOuYmzsE4mCp4P+Enm7iCM9Xf59XdVIZICyggNdZ8sbUlgf\nieBeOWNDefxa/Q2GxodN+KK6yXsHa+j9hHBabaA8BwArGwvlm5KolnNj5YSumrChchLR49tco+PN\nOBBN9iYtnmid8EJ8n+f8GUp8EAwFMDRzXssuMjKuvfrubJP9tMXLrft84fJ7fCu+zP5Rm1ojZXJc\nw+t5iFLQaM6ZzwOM7xMM3JjB+BCdWpJHKWI4xuT5ktdplTpTCFrE+aT1va3S864iQkAYIgL/7OeV\ny4gNfIf8tdbptU7n2IUJ+EKu73F833icGB/H43gcj+Nx/APGj47yjbX2y8CX/7rXPU6MP4pxDrFq\ntUHkBcGwdOoapcUfuHmOKDTFauJmgj6Vwo17C+cbCEHm2ntntIyqTanOqrxgZJeIUnfQio6xYp2r\nRQGy76pQU5kJWumONbueE9Ryins1hAX/xoifu3yLrXDAnxw/yd4Xt2m/74AcKtMUtZj043Oeu7jP\nrdNVpgc153avFlqn7ji6+ozIanaqHeHem1ZczNQuFYDsuQ22q5bFstrUAWRtQXqp4NM7D9hJeigM\nXx7e5M64y069x6+uvMLT/gm/0n2N38p/jMGKqyCyyCfPFHKqkJlAb+YkzZR0HmBOQjDwbm+dUktn\ncSXc510MkMq6RgaayCuIKkTPQCf80cFN9vtN7g87XG3foF+5NehOyfalUzbjMd+ZXsEgiUTBuIyw\nsUGHDiSj5k4ibm11xGeatwEYaierp3JL3pDML5b80qX32AyH/EnzKd5hm/BEYULDzc4BN4JD1lRO\nQxQ8598iFB6J/DAsqCkjboQHZCs+d+arbHl9LqiAFdmnoxIKO+ZWccL9ssOd5ho3a3t8Mr7Dmsw+\npOc6NHNezdoAvBgOlv8fCp+fjicUFjJbUJcRT1Si6z0z4Z18k910hX7qqjdv6kBl6VaJSEoubfS5\n2XGgnlgVKAzHeZ1XZjs8F+7RkJqnon2+OnqS+yMHpnmhscsz/pTO93hfZragpzNey7vsFiu8MrwM\nwKiIuNdbYVYGlFbSG9fwfE0nmVN2FPmkBtqBs4KwZNrQyFOv8gl1HQyZls5h45yXJdW88YMt0UXL\n8/vL4513F8lXEkRpHL4gcN2OMnaCHMJa1NwQnEyRpyNnhXXe3eNxfGQ8Tow/6mENIsvxezNEoRFZ\nsVTmt/WYMlJLBKkJneSasFB7KAn7bsamMpf0FihM41uCgVtcdOK4j1bh3AKWx3X8wIUP4gLpWdTP\n5pN5y9JZHdOMMh4cxqi5RAj4seYtng72uZ+ucJhtE5w6gIgcz6mvBfRHATeePuJK/ZTfmz+HOQkp\n6xarBMGQCpnq3j/v6srr0GlOLoBH4FCy7k8qEQBJ3pBkbVGhckHHML1c8txTu2xGI94ebfLWwwvo\nkQ+eZbwdkhuP/2HjSzwX7PNvNr7NeM0twJEoGJuIL508zetvX0ZMPVI/QE88iDUrGyPa8Zxb9zcI\nreN1erPqusYgc0m9kXKtcUpqzvhwe6ctimHI+HaNV6IVWMuwWiIDzXoyZpDH5EbxnZNt2pGb8W1t\nn7JHF5FLwEkEjmbR0kgXAM+Q133KmiDoTvh04zbPBgds+QP+kzS8/v4lgkbOzdo+kdDslTFb3pxI\nCEJc4npYwlVPkUj3eSc247jcxBearj/lXrFKQ+wTCUNHuVlgIAzb3oD/pvs11tScq16ELz6cZFsy\n5qUqIX6vGXMofCSSN/OSJ/2cRAbcLib81uBT/F+3P85sHBImBcU4JCrPkNnPXN7nWv2EX1iAm3TM\nteCIg7LFnXydUxOzW4Z8ffIEX3l0jTgoeLJzxKY3JLWWIz3lThG581JzdvOLnJQN/mj/JtoK0sIt\nkdN5SLFX47uP6hU9yuI1c45HddJRiAgsIhekdxrIXJCM3f262NyVCeiajwoC7Dw9U/xZPG4fNS9c\nWlNVPEcFQmtncF5L0BdX6T/TYHTFeamGfYs/O9ssGrVAbVt03CAGpBDY6cyJJ5h/vHbqj4Lyzd8k\nHifGH9VYVI3aYGcpstTY0hnCLgbsVtUpk2p2VFj8CcRHElFC2LP4cycyDpXot+cUccK+WFaJZQV6\nOV8x6kBQ1nHVj3AzxgXRfsEvpJKam8xCSiORmXO6n08DjssGbTUlN57jny3kr6Yz4r058aMGd6dd\nnm3uEycZk7rCrGjKqY838xySVAiKhnPn0LFEJxZvfqZh6t7wg5fMCshagtHHcuJ2yiz1Ucpwc/OY\nK7VTvnOyze7tNaIDj7CAbNWwf9TGWMGrrR0CUfL69BLP1dxQ9HPxHUIBMx3yutpGTiQ6kWAEwUpK\nqRWzwkdIS7btKud8N3Fgl8AiUwfZ/1J+g4NNB+i51VvF7MXEfUk4cEk97cfkTYt/ZcJO0mM9GPNH\nhzfZ3VthVwsaq1M2GhNWLwxpx3NmhU+hFaWWTCoTTSkMW5d6nDyxQdHS/Or1t/h8vMe6qnHV26d9\n8cv8e+/H2Ul6vBg9ILWKN7OLHOkRBsmW12egm/yX4XP8eOMWn4z23L1goa1m/PnwBq8eX+Qb0RWe\nah3R8FJ+o/1NAL4+v8nT4R7b3qhKih9ttgwfTojnwxeKJ32NwZDZggOd8McHTzG/38CbC7JaAJGm\njCzWs8h6wWdW7vLZ2ntL0A6kgM/MH3ASHjE2ij8eP8tX9q4x2mswCgyxX/D14An2ig4awf35Km1/\nRsubcVI0+NP96xy/s4o/OVvMjQd+yXLeXDYM5cyjvTlDKUNjK+W430A+iPFmVVKUkHWcJGLWgXAY\n0R61Ecb5MwIfBMlAJfxx7sYWwqkFeZ5TByoK8DzMaovRE3VOX7CYbk428rBCfUBDePFMWCUo6h7Q\nIAo81LGE4citJY/jI+NxYvxRjsUDU1byWNY47cjEfW0m8siaTs5LFY6aEAwr5OjU4M2NQ60qgfad\nQXF0bAkmBi91rhJFTaBjR0uw1Q6zaLiFQIcWv9r5LjQhF8jVvAllQ+MD49MaQQVdN1OfL508zZ+J\nG5zM687ct+3cIMJeiBqn1B7VeeX+NsFVja+0EwEYh0QDp/BihSBvWho7Q0K/5HTUJTyV+GO75GnK\nCnEKLCXFRJW4g0bOj126x7P1PQqreGe6ybiMGM4j/KFyFWkGnEjyIqQfJfznvZc4mSX4yvB27JCL\n7UszXggOHAfRuHM3Y88JA+QK7WuOek3q7RnPr+8D8Ofj66iBhzdztBJvpijndV6ZupYcmSJIz0TR\nk1O7RNxeWhmwHoz56fpbtNSMf19+muN+g63mCE8aSi3pRlMaviJQmjuDLrupgx7Ptc9Oo8/htSY7\na33+dfsV1qsklMiAX4xnXNz6AwAasiAU8HS4x/v5JlMTci9fJTM+3+ltMygSDpquJ+8LTWZ82r6r\n+g+GDXZP2jx94YjbtTUiUVCTGW05JxL2I5Oitgb1N0BBfjVtEYmCqQ3Yqg/ZbXYRxkPNBbZUlG1N\nbX3KSm3Guj9CfwRBfmYLLqiYy57i11t/SXFJ8duTj1PMfR4crLB7tILnl9TijKvtHm8ONtFGEnol\nvVGytGRbbBbLrqFY1ah6gdiNCXqKoikILpVsN/tEquTopInxLdmKRWg3HsjWNaIQqJlkvC0J+w3i\ncxqxJnIHEMY6oF2mEXnh7mlrQUpM5GMiH6skal5gAsV8K2a6JTG+RvR9gr5E5W6cAiwFOBb2aiaA\n4RWf+YpHy1f4pcYWwx/4O/m7hOWxH+Pj+IeIc/NG95cqI2jHsTPembegqtwlFtZTgkrYOLcEE4c8\n9eZ22YZEOLSok1o70xDNGxD2nB2VLCrKhnC/uxDy9oYKXVfLKlI3DFh4c/cCQViiS0nZ0Uy2XFvO\nm7TdfMSAKSTHaZ04KOgLh5ZUqfvcOnb8xqJUy/ldMKrOzdhK8/SsGgawWFTmRMNn92u821rn0607\nRCLnHTZ57WiL0WEdH0i7Dt0qC9cWNu/UuU8dUQrKuuVo3c0Dv9x8mqSVMdEhql5SRpp6a06ee9Ti\njOGohpSGT2w+5EI45N6siwgMum7wpp5TbakoJ2SVIHxcknehTNy80J+KJf3mcq3Pv2m+whN+nReC\ne7Svzvj/2s/S9md8p7fNPPOZFCFPNQ65P1thPIt4d7QOwIVkyHbSp7eZ8FJnlyvekPOcQSUkT/qC\nnsmpCUlTRtRESmFP+IPR80zL0PkPzmLGccgfHH0MgKNpnUaY8WLnIRcaI17f30ZOFbf9LsdrTa4E\nx+TWY0XmXFQfRncujg18X8rG+SjQPCo6fHN8lZ3IqeO8cH2X3ChuH61SZB6+r7nQGnGl3qOwiq6c\nAeHZe1jNd7I2L4YD1lWN54MIv/N15E3LYdbkwaTDwbiBFJbA0wRSo410bdF+hMgkVOhqseK+nBcu\nP2QrHnGS1/jG4Doyd52aQisu1/pOPSfJmXWU8w8NXAfFGyl0zaBSd7/N1j2KRpOyElpIVx2HV2Vu\ngxQNLP5YO0ebSnTc+BLruQ2jLEPKWDJfEaRdi1jJkXsRXno26gCnq+xNBb5TysP4bsObtwReGtEa\n1hFZBpO/8uv4+wnLD2Su8qMUjxPjP4U4B8YRC3FxwPpOzmzZ2qyg4bJ0VaLxzigYUlvE3CWWhRya\nLC1htWmU5TkQiwWsqyJV4f694ClStVRF6RQ/9MMIrwSVuzlIuZ7j+ZqVxpSTYd0BaxaFb92nTBSj\na3Dzyj7Ptvb5w/s3EalbRIxyPL6ibhEllO83kAXEJwJ/XLWEawsxAIE1H96FepnztxzMYr7Ue5pZ\nGXDntOusrWJN2ZComauyEe56hb1KGQdLqgXGc7v4P37wJP6O5t3xBp3WlBud4yX4Yl76pLlPEhYE\nsuSrR09w0Gtipx5qJjGBpVCOSmASg4irufDcQ8QlRilkXJK1Y4Kh+z5qXrYEnYTC59frJ7wQ/hEz\n69H0Un53/hyRKjjO67z6YBt7GHLrpLJ/2qrx7LV9fnnjDQqrCL/n0hzpKffKgDv5NitqwqejEU0Z\nOe/GIuZbB5cRwjJL3SbmQuzoIqfzBF0pF92oH3Grs0rqh3RqcxpyTkOmfCK6R1tKMluSfAQncBF/\nVVJcJM2Z0TzIuzyatcmNh7GCZjDnZzrvMFhPuDXb4OGszd3+CofjOq+dbHFyqUHacDPGp/yMPS04\nKDd4X2bkdsIlr87NIOG/X/ka3842+W39Mh9r7+FJw0lW595khd17q/h9j6CEfFVz7fo+l+t9rsSn\nANyMH9FVE97Jtnh7a4NxLabemvPy+i4Kw6o/4cbqCfULGYfzBndnF0n2JMm+wChVbeqc8ETechtP\ngPm13G1Oj323+XwgMJ46s1Kr8APY6hk2wj3zvgPBmVyhqme3qEHWrXSJN+akRzGwoBGdiVyUsaRY\nSfABjr/vV/IvOh4nxn+o+NsakP4gLafKocDEHlnbEdBl4ZKYys+Sn7B2qQjjCkfLwrfRud6fycTJ\nSj8VwKsQnVLbM8J94P5cuHGUiVv0vamToTOqqoxSxcZWj3Y0Zy2e8lpvB6nPzmmy5SFuTrjZPGA9\nGFGWCm8mK9HvqvKM3IMcjJy/opNzc+3GrJJzs0qhF7gTcUbydxUwTO82+NY9B4RAgr0058bFI0Zr\nIUdvr2GFQBUQ9itHDluJInQNpuFOUmvJ7ckqgSx5fnWPl5r3eZR1+NL+kxgr2O4MuNY4xasuiudr\n6KQUMoR6iRCWzZURo3nE7L4T9A97Eh0pihVNvZ4yvhyQTiViZ7bkOi6isJptT5LagqvhEUpa7g5c\n69T0A0dFq3birTjlZvSIl8IjIiGW/EFtDX88D/mzyWd4a7TJeyfrXGiN+F+v/r/8WKgJhSZWBaNJ\njB4FyFrBKI/4RMvZLW2EIzLjkRmPj9UeUb+RMSlDnqs95MngkEdlh8g/5X6pONButf9CPKuSXL4E\n8fxV0dcz3ioi1tSUDaX4QuNNZjrgL46uMpzFfHrrPlten7aa8SjrEHkFgafJSsXxYYvfzl/k9dUt\nAH5+9S328zZ/ObjMU41DLgRDfqn+BjeDhLb08EVJaSVNLyUzHg+mHe48WMfve0vj4WRtyo+t3iUz\nHkn1gByXTQKheTZ8xH917RX6RcJztYdseX3eSLfplTW2kiFrwZi2P+d2vOU0dqd2OZsvYwfQ0pE9\nmwVqgZyp5chiIT9oKpWcxaZXlCxHB6KqMMO+QOYBsnS84qJpoOs+71pnzH6hKGchqmrdOwEOSLsC\nK2LUdgRv/rVfz99L/LBFxP+m8Tgx/n3G9zMb/Sho9Hko9vmfL4i33y9BSsHCdgrjqBYmWIho2w9I\npdnFMSwuSQq305TSPayysKjSLhPLYsZYhhX1oHStwKIhqjaNRaUOdWk9lmowGNC1SpnGgq80dS/j\nY409DnYaZK85F/n6rsWfWMpCEauCflEjHYYkw7N2ovEqsetcuPmo59q2snQt3XDgiPt5QzDbrBB4\nHpR1Q+2+wp+4Vq+VEB1LvDnkDTDKUPMzfKU5qGtS4xCkQYW8tdK9zvqW9roT+hbC8uqdy9hUEXRS\n5BXLXPsMpzFxmHP3uMskD51+6Oou/prmWyc77NEkDEvWG65PtXeakBy67zMYOW/F4oLmRveYcWOM\nrzSf697ihfARcNaOfCX3WFNzNpSkqVKUNBgt6ffqWN9QuzShFTvqzn+7/U1+Kj79EEH/SM/4vcGn\n+dKDJ5nt1UEL7mceu5e6POM/YGgiEplTSzJGY596I+VCMqKl3EwxkTmJzLidrrPpDbjsn/Kg6PJS\n9IC2LPGF5kA3eTfd4pvDK3yqdY9ngu+yIj3GpsQXaql8c7dM0dWs6X7ZYWQimjJFE/HGfBuA32i+\nwpqcLRV0ZqOId5N17jTXKazHc8kuT0RHtPw5X9+7AlpgjGB/6jYeX/WuszvpMJw7UNLF1T5/Mb+G\n4S63iy5fGj3D28cbDLIYbZ2OqpCWYqVE1UqCsODXrr3Op2q3+frkOr+/9xwAh8MG3caUX7v0Gv3C\n0WvaasadfJ3/497LnJ64TcHq2ojr7RNsqB0wTlXz5MChrItLGcp3wB0ALynRczf3Dka2kmh0G82F\nWAfCSdLZ0tEvhLGoXGCnFqwT2ChaBtvJWZiUzvPKpJrQJUW1aKU6o/B01Xma8h8+epn5lx6PE+Pf\nR5yvDmUl/H3+/52K7lniPJ/cAMryw8nzvK7hAnSzsKQKXamkY+U0Tz1nBSVKzgS9hdNDhUqTVDqN\n1CIRBFNQ+QcrWuMJ8lo191hbOF04GbiFLZHMHMDFUT/ANtxWWGWuWitrgmkgGcwjLiQjfFkSKE0l\ntoI3zmje1cy/Xuc/8gkatRTv1F8aDJcJSz6jyqqEF1VV6rxySl8Ig/ssZcCKtYKkMycfNJ0PpXGJ\ndZG0vRSmBwnfLS+x2R3SXJ+w/sSEk0mN8XsdN9uUULSdDdh05uZVxTDE7ytUKsiyhK+Ia8RhQdqP\nyEIfeRKwdxjjrc/51a0eP568z4u1B3ytc52HszYPhm1G4wT/xCeoWtaqcJ8/bmS0/JRJ4VC9AF+a\nPcVb+ZBnggMCYWhI93gqBInIqAU5ozTCj0paq2N+/fKrSzurl8PJUgT7fCRS8XL9Lm82L3DnsIZs\n5USx24X0DLyXb3BntspkHCEKyTz1OZw3mNXdNXghvk9N5NRkRmp9umrCJ6J71ETJbplwO1/n9dk2\nrw+2GGYRgSx5Kb7HsUx5PbvGtn/KppowMCED0+Wb0ycA+JODJ5kXPhcbQ7rhlAfTDpdrfXr1gLbM\nWfXH9MY1bOpk5nplHYNgrCN8WdL1pzyxcsKro5iiUKzFTlGnl9VYiyfcbB+yE51yLThir+jwu6MX\n+Z3d5zk+aiL7Pu/W67Q3xry8uctsK6AdzhkXIZfrfT5Vv4NB8o3TKzw6cbxLHsY8Wgm5311lO+rR\nK2t8bXKd7/S26b23QnwiKeqWQZjQixOiVka66mEigygFtqYRnkF6lnLuLe9dYwS0CspeSKCAgso0\n221Uz9vGqdyiCrvEEyzWECftKLCHIbpC52Y1j/w4IR6fJeaibol2xuSZD7djosN/HFk4y2O6xr+8\n+B4pJ+H7kMRYdR6CbRGlhlK7m9lTWE+xcDAX88wRfxfJU5tzSfV7WrKeh6253XDWUuigctAoLFJX\nbVR7rspaGPNWAtty7Ijxi5bowqbJKsH5bocOK2eJ0pHpjRJLbVQrBF4JspROJq6wBBOLDiVyLeWJ\nzimhLPlG/yoP91dYrRKfmGV4xwM2taXfrzO5lOB7i6oQipbFHwriozPOolFiqewj+1IAACAASURB\nVIsqS7sk7RsfyrpL/J31MXFQcOy7qsGfONk2Yd3cxfhgA4PpBTzKVuisjql5OWM/ZFDX6JZFzBX+\nwLV0y9wlmCCrFibtfr/IPYq9GuFIoEMPlTqivVIWX2g21JycU/7MPsm4CCm00+WT2TkNWuk2G9Ne\nzH7XaaRqI/nWYIdXdy+hpz4Xt095vrvHk8kBV4ITBl6f1Pq0gjm9acJnd+7wU+13+JnkHpeWJPoP\nJ8WH5YSe8bjs93ius8dup027MWerPqKrJgxMwHvpBR6O2/hhSXgp5TNb97gWnyzfoyZyElmgkdxK\nNzChZM0bEQlNan3+fHSDe+Muz3cecTHss+33kMJwrBtoK/mzydO01Jyxjljxpnzj9AoAe6ctpDQ8\ntXJEw0+5kAz5dOsOCstu2WRYnlXODw87/D/FC/RHCdYIgrCkXZ/Riea0WjMaUcbHWo5ecpg1eX+4\nRiA1u6ygreSPj55inIUc3+8gK6swlGWn3ecnWu/zicY9Giplr2hza7ZObhW30k0enraRdytO67Eg\nzX2+trHDnXqXuydd0lGI6nvU9hwiVEeggpI7h6uUvQhpAc+SbE5JwpynVw45Seu8t79OXG1OpLCM\n+omTtYtF1Up1G1VTbf6EAWZuU+WPSqwnSX1F1nb3n/Gd6EEwZOlROs8a1A4l0al7dnTo1oTZYY14\n36PzjiY6LXnnQ3fN44DHifHvL4R0s784QncblDUfE1T8PSmQhUHNnCO5CSTGl5WtEwS9FJkWDila\nlIhZip3PzxQyzhF9he9TVrv5dEWiA7fouiqRpTHvwmPPLNT/F61WfTbzWCRD47kKbAGSEdq1XRaa\noypzpye04zguRMJl4ZKmt9AHLUFPfG71VhmOEszMcwi/xe64FqHmGep0TPOeh/EiRtepPowTFPAn\nFR1jITK+GKIJlnZY2nfGsCZym4bBoMbIM3i5e50oIayqXHBABzVxgAY7lYx6Hb4btFFzSTStaBUp\nywVk0YKOTirNVWsRxiPrKIKBO/9so6C0Ar+V8ZM7t/BFycwqxiai7c9dOzKYc7u3yrQWkbcrD03t\nzICxcDyt8/zqHlMd8O7JOv47Cd27ljTa4E8ubvKHVzKuXjrm2fY+HX/GvcEKhVY8W9/jM/F91lSI\nrjZOJZqhyUmEYmY1r+dNvjr5FEoYbkZ7XAz77Kz1udY44VONu2x5Q2bGJ5IFv7j1FvXtlC2/z5P+\nEYksUdV1X5ESX0h8dmnIOYX1OCjb3PCHtOSQL7Tf4i/UDb7QfIsdz3ktvp5f4G62zk5wws1oj/v5\nKtejQxpyzkudXQBOZzVqQc6N2hGZ8bjY6LPpDbhdrPGV8ZO8N1onDnOy2Ecehgz3QlQBZcNSrFua\nQcZKOOOnrr3Px+JdasIlmt/RLwFOVH1lZcrd+Sp3dtcQYw8hINkZYYygW5+Rao/U+EhhuREcsO2f\nYqxEYTktatSTlIlxlBeVWuIjweTVLoPGihtjzAUyq8YATsoYpQzzQkEp0HWN38wI/YKt+oi6l/NI\ne+hhwGToZq+iViKkpVwtyKcBC/NxHVVd0WrMITNBmQo8JfBHOVYGqAuSbAXiY0HrjiY+WPjKgU48\nvGmJTAuQkqIZ0Hgo0W8KwsEcf3+EGJ/p1v7Dxo+OJNwPGo8T4981lHJVoFKIKMQ0E7KVkLzlUVRW\nOGXsEkrUC/BSA2KRiNzsLmvVKsAMeHNDvDdFHtulfNOZaLDzZjT+wq0CsI5fKKxrlxhfLJ0qhFxU\nXA5IQ0W7cL9T8Z2Ua8NmTYk5h5MQ1XxRpRBMjGu1NiRl4iowz7Lk4pWhQPjuPPENg0ENeRzgZ27X\nO191xxo+3SA+jvDm2rWBc4s3lRRNdw7B4EzRpDJOd+ha3yVLcH6KjooCclZl8nkApVukyrhy1lg4\nbyhXWepWickcOT86kUvLLONV5zi2S4BC6FgC+HNTVaiCsO+shLCQt8Bv5mx1h3xy9T6fb76Nj+Z2\n0eV3T1/iuydbpIXHemNClnuYtZxZ110D1fPRnZLO6pjYLzjO6uwO2gwOGjSm4M8MwQS0r8i6Hg0/\nYzvqobBsNsYEUvNUtEckLMc6o1epHQxMxNemz7Dhu57tYdHianhEU6VEomDLH/DLm6+TGZ8ngiN8\nDIkseDm5S2p9rnin7Hiajko4T31YxKaaMTRjpDAfkHv7RPiIpkxZU2OUsKxIeDHcY9Mbcs2b0JCK\nk2iXA51wqus8GTvpttN1l3A+W38XgNfmO4xNzF7RJpE5/TRmOEqQxwHB0LXFy8Qi11Ne2H7IZjRe\nKiy9GHhLSkhb/jlfiZ7kT3s3OMnq3B93kEPfdUwuzPjCZefH+DBt82jqzIpvBAcEGK74U260XmFV\nxVz0vsWgSPjSuuNzBkMfL4XoVFDkws3qqO6tiXvmZC6Yz0K8oKSoS25e2+Nm84DdeYe3jzd4+2CD\n4jAmOVBLk+081kjfYPue6+JUt7TMXSdFh06YX2WCXAuE8fBSvdwABkPHTa7fn6H2e67zBARSYk01\nglESFQZn45ssx87nHzBLfhwfjMeJ8e8SSjpVijDABv7/z957PUmW3Xd+n3PO9emzsnxX2+nxDjMw\nBEBwwSW4DJpVKKSNUOhJLwr9QdLDvmr1sBEbipXEZYgM7ZIAQThiMRiMwdh21V1dvtKb68/Rw7mZ\n1QPRCwJAsc9Ld5TJrMy85/7O7/v7GnTkk65HJF2HvCastABW6RU2Nkmi1WVWYunbhIrStz/jDyWy\niAhmMSQJpnjCSd9xMFFQuVhUDjDVqXLJKLX5cGY1l5CFqUKKddU5mhUrddmBpU1JvGVWjjLuTFBG\nlhruj+3jqcLguAInEaQhKy/SIqqSPIrqNSnDRm/C6bwLWqE3UpJdexOZX/OpP/DxljmJlcYvb5fI\nWk5eBqhUWB/WRtWBhpDXNe7Udp7pWomKrYtP/aYtAnHikk99cuPYG2BiIanSE2RNyFslIpcYT+P2\nHZy5hYmLENI1g4pt6LE3trrQFcwsrWA66QoL91Y3Ku0ZikHAYyO42hhwkre5l2yQaodxHuA5BYvU\nxVcF13sDrtUHnMYW5n23uAqZJE49RqMah7KN6xXIqGCxZQOphbHp8KKdERcuB0mX60Gf3998ny1n\nzLqa8na6xf10g+PKHHfXH3KWNfh0vknDTfha41Nue2dMtcedbIvzosEXwge0ZYwvSlKjaMicEsG7\ni6u4tYKuusD/K5ikw3LB1GgOiw7rzoRNdTkPXxa8/ayHFIYvBg9whWaqAwIxpyVDLsoZ35q9yL3F\nOq/UDwFYc+f8Wv0uX/ZjNJqauENXJeT+Yz7ItthvrqGE4TDvkEoXd2oDnIXUvNQ85s3oAVvOmPOy\nAcSrv+eKU/CF8D770Rp/fP8lkvMQby7INgq+fPURb9T2GZR19hdrSGE4SLpoI9mX6/x27WNuODY3\nsqvmaAThmn3sZOxYBnZcHaSMXB2khOXA4E2AjyO0b5A1gydL9oIB92brFIWFON2JxJlXIceATH2M\nU2l0i0t0B4DK71ilFtVI28LmTgrfSjY8y6puPspQZyPMZGqNQLDjDuQSAhKQJJcfqDa/cNebpzrG\nfypr6V/oe5haiI48ysB5Aj5lRckuahaGUWlFvggERU2simUR2Z+x5BlBPlUEbmUBtfQzrDrSrBOS\ndO0DZ00r1TDSQi8rSre4nMdBVSirWCY72JeV/EKsoNEn7a/QoJS1ZMvHgrwmkaU19nYW9gn0E6fZ\nspJtlD6023OuNodcNBuYWCKGHkXDblaVWq9WmQu8mcEfFjixAuEwu2n3cV633q3LhPoiqvSLTY12\nDSbQuNtzjBH8y+s/BWDbG/He7Ap/+unzOPvBKpRZ+zY2yx2r1SFEJZddKdL6xha9HO3bAEh3xgr6\nLSLL+JtfKa3kw9WEazG6kJipTzny+P6Dm8yu+BzNWlwMGxgNyi0Jgpy6m/Jfrb/NljPm7fg6APfX\nu8xGEWnsYjIJqaJYBKAM7CQ4txMaQcpgWiO/CPn0zg4PWmtc2xjweucxtSjl7fg6//bgi4zjgOd6\nZwCk2uEirfO51iOueRc8751SIvggvcIniy1ejI645kxYVw6+8NFoFlriUtJzp5zkbbbUhNJkbAKp\nsZ/ZSQmB0LgCrrsXuEITVaG+n+Zz/peLb5Bph1Dl/FbrQyJZEAjDnjNirA0w56Bo8vFsi0Vx6ev6\nUnTIS94ZkaxzXMy4l+9yxXnIuuMw0haSvd0+5/PrjzhJmrx7tIsrDL3GnEhm1nFHFAyAoY5Z1pK/\nTNZJjMtp2iSNXWQqKX1DvTcnVDmfJtvMSp/Ptx6yaHh8Ot9gVvo8E53xdnKFE3fITWfGnbzHNPeJ\nJ5XlnmNIdgrUxKmML+w+KWrWMAJhi507Ayp4/m6/x1fX7vJc85Rp7jOYR8ydmi2Ec3sRhueXxdUG\ndD+xZ0tQJei0kksFEG8YjJArr+L6Y4N3Pr/0P/3r1s+S+6T8h4ck/xNYTwvjP3TpSheRZpY+nWRI\n30XFHjILcBKHclLBZ5kkvND4wwJ3VlD6Cm9m7dxKT1SZhxaKWVK1EYKVLRSs2KhloFasNGvoXX07\nvmSkyqpACmO7HFOxYI0waFdShBaSLAJbnFViVrMNqBI4qtNrEUFazcfyemUdJ+xzL4k7MlvCnTA8\nbXLk5fhBRux4REcKjqt5SsWOE5VUxJ3kuNOcrB4xu2kt5oqOgSMXf1DZtgnb9enrMe16zGzh02vM\nKY3ghdASLl7xrfj6p71tzh8FyNK+ByoxBOdVgHMdyl5hi21N4CwEed1guhmNVozpCKZeE28sKUNT\nvQ8adyyRuYDthFZjQcPPmKYew8zB6fuUacBBs4PnWNr98s6WScOz9TNue6f0yxrTytP0anvEKEiR\nwiCF4fCijeqHyFSS+B5u0859komPTCRG2Q9SYvjTg+f4oLlNL5hx3G9hjCDrVCbXhU/bi7nmXeCJ\nktxIPsh2+NP+C9yo9VFCU5OCUHjEJrMSCqzk4M1gf3VZ16QgNQXv55b8cj/boKtmXHWGJMYhECm5\nKclNyf28y93JOpMk4Pf2PmBNzZhqFyUzptrj+8ktIpky1SFdb07PNwwKC6FOy4A9t09XLhhoxaiM\nWBiBL1zW1ZyeP6Mwiq83P8ZtFTxXv4UvChoqYVoGHBUdnveGvOz1GWjBnXwNgLvpFqd5k/fPtnG8\ngnLdUM5c4oXPD4+tLd/L6ye8XnvEG+4FV70LLoom7892+V/7byCF4Wtb96zZ/MNtnHNbzGUOuVKU\nzQI9czEV1Jm1DN4zE9bqC44u2uiRh1xIdKAJVcmitKzjm40+J+OG7QiLS2mUMGbVcdrnucwRNcqi\nJlbKZOFUsNczxhJuwn6OHM8xWW7vGVWXKIT4f6ZzPLHEL1hX+JSV+k9plRpjciu3SCRiIVFTh2Ds\nEXguxrUVrBG6yEWGWKSIJMP1XNxpA3EloggU5WxJgrHwntUuictTXuWmX3TrZG1n1QlGpxaSlKWd\n8+V1ga58UVWVYC9zVvFMyCqSSdlOMa9ZM3E7v7k05y4DW8Bs4gWYKgQ57WmCU4lToTJ53aBDjTuy\ntm0qBZm6nPY3EQaCmcAbXQYKg+3CtAt5TVLUHJy4xEkNciExvsEIQxEaXEcgqznmssNrBilx6pGV\nCm0Ep7mFEQORc5B36U9qyFys5rWysAcGo6r5p4Boz+oGx6OIXm/Ka70jXFkyKzzuBOtMFgHtyL7A\n09M2jH2Cc0m+CBm2fYYS1EzipSAKQekbxrOAtdYc4WmEMMijgCzSvLe5SyBz/uToRY4OrTBfLBTG\nMSANfiehmLk4ZWU2cKYYJ12GnkEl9ubqbS746tUHhCrnwXmXe0mPsifRWhBGGWu+LaS/132P294Z\nO6pEA/1S8DDt0U9qvNl6xCv+YyKhmJmUHyRtJJqTYpupDvladAeF4bBosq6GHJUOfzi0JJYPxtvs\nRmO+0rrLRdHgn9U+5qKMOS1dRmWEIzS+U9BzZkx0wI/iG7wWPGJQ1vnh5CbjLEAbyTT38VVBXp3q\nfnP9U/azHmvygMOiiUIzKANw4Vm3xn/f+w5HRYtIpozKiH5W59ebn/KF4IBIQEt6RLLOWTnnD2fP\n8+8OPg/A2biO42gWj+sILdDNAtXI6XWmOFJzeNTlrfgqbS9mqzMmkDm5UXz/4Q2KowjjGL4DZIWC\nmbu69mQucCdQFsrOuCtSzLK+vNw95re2PqGf17g7XUcbwbX6gEkRcG9mdbxa20OWLFjZGV4SbESl\nN64QIL+Ki6tsGu2etciSUgJ/CPX7JcHjCWY2t9Dok12g+put956uv3k9LYz/b5euaKBoTF7pFOMY\npEJUJzZHSkxRWjPwsgTXQSqJWg8AZX0QpaVdlyGUx7Z4CQAhEFFIudVh9Fyd8W3wh0vWpMGfaOup\nuKYoIruZEAITVyL+5QaUSyKL3YAqNfglK69Vm1RvX1IZGJxYoFJB0dDI3MoOjDTVprUQp9lOMLFj\nn7ewMJIfgz+ysE/esIVw5a5T2OfKG5adKXMXt0qWDy4k8U6J10wppsoWedfCtGVNs7c2xlUljlMy\nnEZ4XsF3B1YT9yf5S7iyJEtcXMdYgg7Gkp+Ws1TPoGoFxkC3tkBKTStI8GXBe4MdZqntan/z6l2a\njp0r/dC9zsHRLkHfQrDGlaCr1+dBslWyeeuCwCkYzCMwoGOH+onASMX77lXOrtY5u7dmO2esVCNr\nWKOEou8gmpoitCYNMq/MEzxNWS8I6hmBl/Ns7RSAWpihjUAj0AuHxcjjPwvbBf3zzkd0ZQEIIqE4\nMoJ7C3uD9mXOjsqoV+L/rprxf05e56PpFr+z9gE3HajLkJe8HKiTmxnPRZYkE2uPN+v77Ll9xmXE\n3Hi8nwX8YH6bl8PH/MHW+9xL1rntnxDJFIVBCU1bLdjwpzxfs4/z7uQKH/c36ET2vX0uOOZF74TU\n2PSLO9N1Bu06L3jv0JIh1xzDncznrcUNcqP4aLzJXjDgK+EB20/kPPZLwVne5OCx7Ri9Y5dCQ5Bb\ngky9s6AepCxSD0eViFhRjhz+wr/FrzXu8mZwQG4chLDQpTtRnJc9tKfB0eTdyqd45GCUJXGJ0rUI\nSWYRl2Th8dbZHl/ceESqHQ5GbbLMob+oMZkHCGFIByHuSOEtx6FPIpvV/42yZttC2wPt5b61B9dk\nQxNdnzAbRqA9Op+WiOliRaL527rEX9aywNev3t/1N62nhfHnsZ7UGpZllTN62SYZKS4H3sZYvkxh\nmWVF3RJKZCYQhbVAe3IJpaBRI96KWGwKsrUSFVexU0upZEWE8UdPnEIrf1MtJVJaqBYsdGN9UYXt\nKAs7M3TmlwbE7kysEh/QSzmDQCXKfj2wcKvrFZTSoIOC1PVQscKdUhmU225Kr4FTzS+dhaiYs1az\nZUlHFhpeZioaY19P1tao7ZjNzpThLGIjmnKj1mfe9PlkvIErS+4OegBMz+sgDcLV5E1NOVDW3su1\n769WtvAYA55T0nBTPr/2CIXmOG1xMa0R+hlFqWi7CyaFhT1daT8jlRq81dxTIEpDsSGo7U75ysYD\nDpM2UhjmCx914OONDXlNoOaSeerZdIXqc3XnBn9ou/i8JpgLSbGT0ujMmc0D9tbGXKmPCFXOJ6MN\nZqnHtAxoOQtqfsbN1gVKGO46m4iZYD62Oru7ySbrasJ52eRr4UM2Ffx25wM+CndoqwWtJwg1NVHw\nKO5yOGsxbkfUq5nhcp2UEbXqQvyvuz/iDW+KLxzW1MeMdMhbi5u8P9nhc9E+v1P/kKSmWJcFSghU\ndJd1Ze/+7daPmRuPflnnfbFLM0j50to+AF8Ijrjq1Lko59wKzjiM23SdGS722k6N5qfxFeuskzY5\nm9b5lnyWbXfILe+MvcoV4puLF3gUdxELtbp2ZaUpLGsaYwTTOCBLHcrCHmxEKUhij0FZpytLrrvn\nbHcm7M893ImP35dkTQE7CeXYrfaaPaBRSIpOgfBKygvPmt8fBvT7Pv/XuGYLwFGAOxNMZR2Bvd79\n3JrkL7vMJeqz9CguZcWQ1rAamFb72yg7v9fNgp3mhEmQcjrvVX6pP7P+HikmT9dfv54Wxp/HWl6M\nRv/VVm8rHeJl3AxaI3M7r1MLiXaN1UBkthCt0i88F1MLSNuWlcfPkMlKz7I4i0CsUjUES4GwIK9Z\n0os3qxLvK91iXqu6qcWlbs954jRrEzSq2KlK47csNqVvcOeC7LCGbhSosYM3tiy9MlwGIhv01cT6\nFZxV9P8LSREZsl6JKB1UJiiCS6Nz42jyUYCTCYp2wVevP6DrLfhP8+f48HSLaSfgVvOC3dqIpHQ5\nr2KVnL6DV81zZWWthbEzoGTLprwDfP76I77Sucfz/jESzYfpLj/sXyee2r9PKU3LWdBzrSXce4Nd\ntGeNnL2pDYHVyroHCQ2Luf29DX/KovAw2nbdyZogXTPotZxOFLPY8IlzW3zKkcAfWQhcZfY9fv7q\nCW90DthfrHG7doYrSl4OD7gWXuXPTp/j4+kmN2r9ymovI5QZtXbMwvGhMlLfj9doqIQSQR48ZNPx\nue2dMtEhXwkfEMnLHMQrDny5dY/TuMF+ssZMf7gqjhflnP/5/F8wL2wh/R+2vl1JOGCkFW/H1/n2\n+e2V9+W6FNSliysCSqPJnAWPi5AMhUIz1SGeKLke9ak5qT1sYHMeU5Mz1oamjLldO0MKQ87y+8bG\nfQHnSR2tBdPM5387fZO4cLne6PNm4yH343UezTqr9yGvV9KGpmHrep+9xogHozVCz3ZVcS0jiT06\nrTmBsF9TGNbDGfu5TSoRhb3ei0IgU7u3VSyQhSJvl7Q3phRaMislpQb3zMWZCvKOREiDN7dpMEv2\nOVSwqIK8WR1E46X+GBuhpo2dZVfm9su9au8Vy38Fnz7YQiQK/0KhkifChqX8lewWl+upjvGf8vrZ\n05rUn/22xob2Vh0k2s7wnLlAlPZm6yzAjUt7wUuBCALyti2MsrR07+XSrjUmLj1BvG6Zcsucwjyw\nRTNvXBJ0nMR2k6VnyTdCG4rAShHyJjiV3tfOJUHm9jmXtHSkpapHC+uC48wkReStct/KwN6Yim4B\n0uBKTXkW4verm0vKCspF2IJjJIi5fW/UxMJVy+SLulNBh1pS5IqzWZ17J+uU8+qyreYv0VgQDC7j\nsZY3FX8I2nHI64qil1NoybozZc8ZMdI+z/vHHHS6HI+aGCNohgktFRNUYvFbzQsONjsURyEMKwmM\nsLmVZWAwI49vPn6W6TxAKU2tnpDdLJg3IkxYsrs1ZKs24eXuMR9tbgJweNEmfxgRntrUkbJesh1O\n+HztAS+ER8y1z4Yz4aozZORFvNBuUxpBbhRJ4fDW2R4btRmuKi2rtbrf7E+7NJyErzTuMjcOuSnZ\nVAVfj+7wrPvZcOBIeLwePOS426brzMmfQDym2jDOAxZVYZwbj4uyTyRcFAEfz7YpjGQznBKInKnR\nSJNxWmjOy5CpXuPPJi8C8Hx4zKfJFvPC5yf9XQDcKv3h7XSHH6WCj+Jd9uM1airjueCYQVnSkvb8\nt+lOuJesk2krzj963OWILjIomWQ++9M1HpytkU88hFOhJbdi4qkHWlBqycG0zcXjNrKa2YqoYK07\n46vb1krvtHT5y/gWdwc9RFIdULHMZTN3wKuIWL6F9lUzY7s54Wa9zyfNDc6mdSZZA/9CIS88ylBT\n+oakZwtj0S4RUYHz2MedCZy5WNkeApj8shCDlVIZKT4TqSYLY1njj9yVTErm1eFZf/Ye83T9fNbT\nwvh0PV1P19P1dP1/up7qGJ+uy/VXdJAr8W6e4w0TGo9csnrFFpXWYk2lxvqlSgWeSx5Z4bo3Nnjj\nS0Yb4jKx24nB5jGKFUHGOJYkI7SlvhWRWGke85oVwjuLSnbxpA96UemoKvjDVASWpaLDm16ScGRl\nXJ43Ko9H3+C3ExpRymBYwxtKKmSy0lYKZOFUMhFWUThZ06B9bc2Whw7kgnf7O8SZS1kKpNKMjpu4\nA4W3uEzjAHCnZuVkA/ZfYSykqtIqrmro8ZPyOnU3Zd722U96/Fr9Ll9rfkrn2QW+zFl3pqw7E/58\n8gIAHwy2MH3f6k29Cq6urL+8sUDFivSkS5hap555TyM2Urz1BUppslJRq6DPOLezqnotIXmmZNKK\nEIWgd2UEwKiMeJx1ebDo8Xz9mLOiyX84fY2Hww5SGDpRzHgeEk8CLuIuRhpEVNBq21nbl3sPeCk6\npK0WfGdxm3Pfdp9bzpjSaJSQlEbzo9RwxYmZ6hafzDbpegs+Ce/zHAs6KmJhFI7Q7Eb27+oXdb5r\nHNbVhMS43IrOeaXxmD13QE2m/CjZoa3mfGv6IsdJi9cbB7ScmA13gisK4tLlByfXGBy3EEGJW6Eo\nk8JnkoV0/AW5VrzQtNKb7yfXGOhjfpw8y78//BwHpx301LXetwKMazCl5vR+j7Pcuh05QNG2cPm1\njQFFT7J/f4P+p2vITBCNLEkm7QpEJ+F3rnzEHzTf4YoTM9AOH8x2MUZgopLMNSvT73pnQa9uYZST\nUZPQz/jN3Tt8qXGPpkz4V92cflnnj7de5VufPItJFEE3gXXoNuZME592mBDnLsNzD6Z2lm9NOKo9\nkV9et7IEjVnpGZeaZFFWQcba7l+ZWz2xM88rdxt9KeZ/un4u62lh/EUuIS28qg0mzVAXE9qfSNK1\ngLStVrMr+7MCoeQKVvEmpgoqZeWPmjUsmUUlBplZiK8Iq8Kg7dhFu5B2NWlHoANtoUojMK5GpBI1\nlxjXUDZLRGw3V3CmcOLKxLjanEVY5cg9EU+12LYsveCxizexBIGkpm2sFUDfx519tmCpxFgTZ3EJ\n0WYNyLbsjU3MHNyZxJ1KTtINdFSiGjnl1EWkVcCwsTIMaxP3WUkHsNJ5iRLcucafgD+2LNjviOcY\nPRdRaMlVv8+OO2TDnfBmsF85tnjcCqxo/jvcWj1uEdjZoZMs/VTt++L3xhchMQAAIABJREFU7d9R\n1ARlKNAHARooXEO8lvOdUZ2oljC9qOahUUGvM+XZ9XPmhceX1vbZdCe8M7/KXxzeIvRyDhctS/VP\nL0kxDw96OH2XcGKh6LSn2b055IWOZX2+Gh0QyZRA5FzkDd43e7w73eN2dMZe+8dsO3U0hkbFwqqJ\njO1gzK4/4lHR5cdJk69FdzgqbJrE0qnnfWeP68EF35veJi49Ppls8Eb3gOveBf2yjhKaUVmj68x5\nZDpMy4BxEVJXCUNd4yRporXEqec06jE7NetWtCg8LuIadTflG90Ped475rDo0JYL9vMef3z2CpPE\nRy8c1FxRNkqCtRilNIupj1yypiN7oMKzF5k2ws4L2cCZCbypsJIdaffCy1unfC56yI4Tc8WpM80W\nzAuPUd8yz/ZunhO5GTcbfTxZ0KlIPoueR0vFXPMvCETOW4sb/EHjXV7zZtR6KfenaxwNWjhOyWub\nR9SclIezLkeTJvNZYBmshR1noC8Pt8u9ilhKQMTqYLe8lo2wTjaisCouUVYyKvXE3E7rSsf4t8TW\n/ZLWU1bq0/V3W2WJmc1RRUk4iXC7NZJNH+0IVFxeGohLadMr5voJ7VM1s8vs3M6mYBiyBhQ9eyp1\nEru58gKKnYx6K+bVjWNcWfJ43mYznDLLfQ4mLbpRzEvtYy5Se3P4wb0b5EcBRhncicQ4hrRXIuoF\nou9RRJZx6lyb4StNcdqEWFCEhs71Ic91z7k76qGqzm7pAGQq5unKE1LYbtE4BpFJqOeogWPTxjNQ\nqaQMJMXYQfgGuZ6Q1RxEqlCpWsVVqeW8ZWlQ4FQ2dVVsllzYLtwfGZILh3tra0hp+GF4kzcaj/hS\ndJcdlXG/ilFad2yL+8raMd+7EpCfNlGJnf8WEcRbGhUvsxyhqFuyR7ab4Zx5+Of2pl2e+mgFuR+i\navaza25O+I2te7wQHhGInMwoNJIfnV9ldNBm6Gh2rvVpuzG/v/NTFtrjcdzhB8V10qmzUoIbCb5T\n4FfMpbn22XP7BKLgmm/TMVpuzBvR/kresDAZJ2WdQIxZVzG/03qf87LJg3SDi7zOujPhbrLF+2fb\npIntcOcbHlEv4yKr8/bJFSb9GieTBqPdkHEeshcOkcKw6U7Y9Kcoodn1h9yP15kWNvD49eZjTrIm\nqXY4jq32dH/Y4WZnwJfb97jpWcJRiWCiAwZFndNFnTj18NopmQC/neC6BQK4sXvBvlojWzh0tiZE\n3qXn53OtMxxR4jYz8sQe8GRFginrJYWRfJTs0C/rfDW8x/vpLu+d7qCGDmVNs1Mf89X2PRsr1b+B\np+w+jJyMrWDCuAxpqZi3htfYcCe0ok/pqhmvdI6YZx6z2OfRtMPpqEE28RGZxLgap/LlXUql5BO2\ng0ZBuWSYCls0lxmKUOmIKzMNDEhjLQ+Nsmk+Rkp7PylLRMXqRf412bBP199pPS2Mv+j1RNdIXmDK\nOWQ5bpqh4jplzUONE0SSWW/U0LMSgSV8arjMWZyAk2qcWYmzKCgiB2/m2ty21EIyzkIy0z5FLWOS\n27w8V5YsChcpNC+snXE96rPtjdj1rRXXxW6NT6a7eH1lJQqOwJkpCtes0jsAdCkpC4VTisoIwPKK\n+kmN84MO9ZG4NBfgUrh8WcCspVYRgowFxB7eyNLa4QmYyYgVjOtEBfRdeyio7odLb9jlc2gP0lbV\nfQvbMajMkDcEZaApZj4ml3x7cpv9nS43b5ziofnu/Dm23SHnhQ2dvTvpUeQKpyriTmKzL1UqKOua\nopAk6wazZgNio0ZCPHVQmbLM2KmFWPO6ZekCxKnHWdogkOv8Zv0jNtWMo7LBZjTlSPRw+w5Hco07\n0ZT/cuMxz3qnvONepXtzzifrm3zwaBsz8TDK8OCkx71DKx7/dvMZfnPvDh1nwb1Fjy80H9oYKGfE\nMpKqJUP2nAl38rVVQf5gscs7oyu80j5iUNQZlyGBW6xYnK+2D8m1Yn/aJUld5NRhZiKG6xGLwuNU\nNrgaDvlgtsPbp1fYqM/4xuZH3A7POM2bvBY+4qxocGexweN5m7sPLQlJTB3uGcHnOzW+NX2RWenz\nzvAKV2oj3mg84kZzwCyaM0pCxn6OkppnuhcUWvJi84SWF/PpxQZ1P0NJzWtd68H6eu0RD9J1troT\nTqUhzSOMtGxot53y8dEm+4Mur24ecdFo8CDuEc89ZGkZoaeLBqe1Jm8P9zgYtrnds4eMa9EAbQRd\nZ87dxQZ3Lnr8u/zzjLdCcu1wf9ZjozZjFvsc7PfwzpyKpAbatVrdvGGN6J+U3htx6Xqz3N/asbol\n44jLMYa63HdG22s83vBR4wYizyFOME8GDmh+ZYqjQTztGJ+uv8N6sjhqA3mGmWlkXiCHCrJqdtCo\nka1F5A2FVpXwt7x0svFGBV4/Qc5i66jjKILjwMIqhTUSCE8jojOfxaMG+/XmCmZczh/T7YJPd9YJ\nnALfsd3HKA4RhYWh3JlZsVv9VkLmepixjxML8oeWxi8KyGsGNPQfdLgIm4SPHZyKDbs0OC9DyCxC\nh0qsl2myVSBrOWbgIzNb/Zb+scaxHqwyqzo/p7ThqyMbB/UZkTTY3/UEaUswv1YiqwImcoFMJOVa\nxueeeUjHi3nvYoeL0yaTxOe8sH/UQdLlMG3zaG5dah4e9nAPPdyZfQ1LJyFRgJpL8pZm+/Y5rtRM\nU4/BcYtgoFbQGNiDQNIzuNfsrKrXmPPe+TbzjkfHmfNKcMC78TVOFw1kI8dMFZSCYRoRyJw3fXjT\nf8Rp/ROOOj7fXnuen4yvcp7UOR43WRzYIj678Pjj5EVa9YSyki6cLpp01ZyXvJPVW3QnX+N/fPgN\n5rnHS91j7k7WOZ006AUzUu1wKzjnv73+Fi1l2/Etd8SfDF9jnnnk5yFOItCh4Fo04Nfq92jImKOi\nw3fPbjEe1pBS8+5kj1u1c54NjolkykWxSz+tcXd/E+fCdqKitPDauAhJtcOfP36GJHF5oXXCl6K7\n/F79AwD62uf9ZI+fzK7xQu0IXYl339FXUFJz3G/Rbi5WcoCumjFQdUInJ08dTF1TZALtGxylKU4i\nkizgBxfP8Hb7CkWhkMpQdApkUOBIzU/HOzwcdFgMQ+5JaxxwtTbgdnjG46zDWyd7LEYhZ9LwfxSv\nkRUOceay3ZrguwXZTOFNrSZZ5pWe2LUxbrZgXUqfVwfNal9iLm3hSmX3jNCfLZ7CQB4J8msKmTeJ\nHInsT2A2vzQRN+YXbvv2N61/ZNybp4Xxl7aWxRFscSwKTKkvpRyOA0pZw++qsKjcoBKDE9uL3+nH\nyNEUkyR2QwgJ05mlgGkDUuAOPdzjgEboYxxZfQ+Mr4h3apx80UHuGpLCWd1cLs6aBANlIdnYwrT5\nXBBPfNTIsUkaQWVI7hqSDY27GVPMPIJHHs5c4c5sEddVEDHYOV26UYCB4MyhiAxhb0Gy8DBhibcb\ns2iGyIVCbKQEYcbioEFwJpGpIJ36eEO5kp0snXqEEZcRWKGddRplZ674JTeeOUcKwxvdAz4XPeQg\n7/KTs10oBVLA27Nr1FXKSdKwYcHLrLxc4A9sQcyaAmZWp+jEgqSnCbbn/O7Oh0zLgG8d3QYt0MqQ\ntsXK4iveMJR7CXsdO1sbLkKGZw2GgzqftDb4/NYVPh5tMJxF6ExhAkNnZ8xL7ROmpU16AMuN0kYS\nyQwpDLPMYzEJnhiuCsIgZ6855GzR4HTR5M7jDf5N8WXWbv4nvuSfcFD6fHP8BneP1zFV8cxKRVFI\nCq3ItMO0DHg5POB57xyA0giaTsz5WZPwVFnP0Jag4yx4wz+iIQVNmdALZzxMNhg+6PD9+12+37nJ\nr9++y6+37+LL3M5Lc0nRshiiXEiS2OOt/lU8WTIbh5hSEpceHppbroV/bwEvu4+47p1zXjT5yeIa\nozzk/sUa8XkEnublm8f889ZHADRlwkfzbe6f9mDiQliujP3TuYc7l6gqDs20BOXEA2mo9RYIYbi7\nv4lYKGu44ZkVpPzReIs1d86d6TrTWYiYOczyOmLLGnakicvDrEM+9vHntiiqzGCEWEGiYBESI8Xl\nfLxKwVHJ0vrts2Qck19KpZ7MWxXGHiDHNxziXovacUR4f4C4sKiPKYrqHvCr0TX+Y1tPC+Mvcwn5\nWVMAoy8F/EYj8gJ3mq9gVG+YIufWbxWw8EmSPpHZqBGlWMEpACbLEfOF1UQu3XfKElmL8P09ZF6j\nG9oT99mssr7J5KVZgLbzPn8E4p5nST0epNsFXjPFd0vKUnKlO+LucBtvAv7QVKQaq5FcnnZVBsGx\nveTs4xhEdWNX9ZzN1pS8vuDwuIMoBN3agmJbokcNnBjEI8/OFZ+IuwILpWpXrJx7tAdev0ogqVsD\n52eiM6TQHORdHsY9Si0RieTirMkfnb0GgBMUcBgSzC/ZuMt5p7OwN7V4Q2McaN8Y8pXtfZ4Njvnh\n9BYbtRnJlsNU1ME1lEcuMrNxR2GYU3PtZ3aUtqyA2zHEsUc/rVFqSRq7OH13dbSWQrPljshNyUUZ\n8z9dfI2LrE5curzaOKTtxnwn9XDW7AUz7DcoSkndTdGh5GDSQgw8DvI1/m3tS7zbOOZR3OWtkz3M\n2IN6zvm4ThRkeF7BovD46GITIa4x3gsJGhZKXRifT2cbyLG7ei9kIpmVPlPjsCMVLZkSqIJgLSZL\nHJyHAUx9vidvMbvq8y96H/Jy55ijVmsFqTlrJdfWBtTdlJ8eb9sXXQh+OtjiO/VnieSHK/1lTslB\nvsZR1uEsbfDTi22S0xreSJKtG25HZ3wjtJBnKDwO2x/zn6OrzE4DRO6gA4PIBe6pzXYUpUUAsoaH\nSG0cWZY6FJnCPXVtUkxgKNsFL+9atuxWOOWKNyDqpgySGg8nGzgTxZQGza0pjXqM7xacjAJrd1jt\nH7PMKa2QkLypceZilWYjCuuGtEqEccQlZLokqFWzxUuCTsW07hqKjQy/ljG+U2fXdAmX94bxxHaN\nGj6D3f4y1lNLuKfr772ePM19xlpOwyLGPQbHUWAMIskwWXaZpVbqFUnnyQiZJ/9vjLGFMrcF0RQF\nRhtUDbSvKCLDS61jdv0h31TPA5DmDtmoiTu1Q39ZbV4r0Ie8IXAGDpky+N05vfqcK7URd/0NROHg\nLgxZXZBsmBU8BODOrQmBdqwRgGnnpKmL4xX4fsHxsEkUZEhHoxcOZ+M6WeLiYW8gXnIJKxl1aWEn\nc8vGja/mqJlCO6xMBeRM8X5/mzvjdR6fdygThVAGkyikFqA0zrGPigV53UWHmqRpPwcRlmjfxxuK\nCgbW6FaB9EocpZmXHudFk8OkzUePt9Az194U6xnace3hohQ4Tknbs9Dk1e4QsWYYxBHdcMG/3HiX\nmkz5/sYz/FHxKt5jj9FBm49qW2x4U17z3uK09Phkusn+sMPV9ogrXp+eO+V+a43N0BKF3jWCJHO5\nM1qnP6qjtRX/y6nDjz65wZ3eOr5bIIVBpAJjXAgK5gufvfUhm+GER+M2s3nANw+fZb55GVb83uEO\nIrcHEV19+VHc5X+Xb/CvWj+mITW/u/Y+t2rnfPf8FvsXO8hcENVSrkQjttwx1OBot8mtui1gdZXy\nOOkQly555mBShdtMWY/m/NnF8xxnLW4FZ+y6QxpSc140+I8nL9CfR9T8DONWmCSQG/UZW7vX/cfc\n6Ax496QBwtDemjK6qCPP3ZWY3psIjHIp6hp/LebFrRMOJh3GR7415XehuzHhS519ACKZkRjXGqKn\nHvgaOVC4Q8VE1GlvTVfPrz07fpDCohdZx1QmHjaJJu9oi95gTQDEscDLLZIji0vm94rNLT/bSS4D\njItGSaOz4MX1U97Kr7H4yCc4sPNkFgtYBhGbp13j33c9LYy/SutJazmjMWlmix/LLz/BVl2uJ22g\n/ooiK6h8WmUFoyqF9BSi1WS+7VH0cja8CQ2ZsB1auO++WLPQTbUhNZcSCMDSzQ24Ucav7z5g05sQ\nyJyfrm+ThPbOKSrPx7z9pEBSohLLaM3bGqE0YZix1Zzy6KJDfh6S5zX7u+2CRpSyUJq05iGMxJ1U\nMxvPdm95xfT0xssoHqtrWxJ4tAPBmWQ0tQQVP7Es0nS9hKDEpHIFKZa+QW+kvHHzEdeiAQCHSZv+\nbo0HJz3WuxP2GiOerZ+x6U7oOjMaMuaTdJt3DneRhwFeZfOVZT7etJprtTNeXD/lRtQH4KX6MZvu\nmIZMuO2d8apnb+hvBH/O4LkaPxg/jzOR3Hu8zgutEwbaYaTDlXTjucYpNZmBhrYXr4J/HaH58ekV\nTh51wQg6O2PKWsKkX8M9dRnHLbafOSfyMybCwsRSGtLYZRQH1Dspb24+Zlr4HEzb/ODkGgCBW1Ak\nLqaXEbuuNdcOS5LS4aPZFn/uPsuuO2RaBnwuesis4/Nws0tZSOpByrzwGZURbbXgldYRb0YPAGyo\nNHBnvkFUS/Fac762c58Nd8p3+7f48eAqfzh6Bc8peWn9hKR0uJjVSBOXtdqC+vqced4AAz8aXuOd\n5k8A6Kmcj7MdDiYtcDReI+Nae0hpBLOkSRGr1czaSHDWE7527T41J+XBcO0y9g2YTCMOUytfOUma\nZKVDphWD0ybOwCIC2jG4fYfJvM3YMahcPGEFZ5dK7N6RBfgDgRmpzyTOOLFZSY6MqfbdEyxrhEVe\nlgjOEilRsWQ6jLijeui+Z8OL6/Y6USPPUtJ/VdY/siHj08L4q7iWEKvRNtIKPttN/uzP/m1fVyCM\nXqIxiDCgXGswuyLpbk4YFxHfvniW05klcvhuTlx5hJaBqHRTdr5WRNbvMW+XvLR1Tigzfjy6SqBy\npgsfpzIdyCNBUdP0bg4IKlLP6ahBErt4Ucbz67ZQbIZTNvwps8zjZO7BTGE8WN8aY4wgnvvg2m7N\nmUlLZS8E7tT6VwIrsb/ad1DxpTGz8KpMx3FF6gks4UjGApM7qIWgwCVvlridlM/vPeZ31j7g9eAR\nAP2yxnnZ5Ju1F/BVgSNKvly/wxf8PhuqxkU5Z6pDmxDmGpgLggGEp9YyL68LZmcBk+2AekW17ao5\nv1d7wIaqAZddzqaSXI/6fC8qEbmDiR3uTte53+rRkDFbtQlKahyp+fbkOVLtcJ7UGddth3AcNxle\nNJALhW7nRF7OInMRc4U3FshCMpjWVtC1cQ1aC0xpGYN3ZhsM4ohX145odWPe6+8AkJcKJ8jxvJJw\nfcqNdp9xGtJwUyveH93ietTni7V7BCInVDnNesz19oCtcMrr9UeMyohA5EgMi6rl/P70Gd4b7DKO\nA651hrzZecRv1D+mX9Y5azb4y9PrLM5qxFrwvUENL8rxfdsBjeOAolBE27NqnC74y/gmAPeSDQ7j\nNsNhHeEYAj/nIq4xnwXITkqKjzuSdkZ9JeHrN+5xLezz0+kOUmrKmqasWeKXMmIlYeonNeaZx+lp\nCzl1KH1D0SjBgDNTuFMra8rbGtMokYVTGc4vTTbs9Rpc2EL4ZKIG2C5QP4k2ioq0VmmRl4dRUVbj\nDcd2n/LUY9zv4s1tdme6Zq+pqB9Alv1qFcd/ROtpYfxVXU92j3/d9/5BjysQrkve8Ei7BlkqPp5u\ncud0nSK3u9TzC7vJ64aiBkJbIXXRLHFbKd3WnNHMdjHfj29wctBFJBJnJpGFnS1mTdC1kpqX0fJs\nUXj55jFx6dJyY3rujHuLdYZpxG4w4nb7nO3ahINJh6KU/LPtu2gj+NPiOSZzB/dCVWQeC+mpGJxq\nliqLah64LIqq+hva1mNSpbZQph2DvhlbkkuscCfK+q26hvXOlHEa8u58j9u+ZXF6ouQrwUPavTnf\nmz7LreCM590LNpS9WWpgXU3YbE15nCsyERCdWiavNXa3ySJ3T9b5UncfgP+m+e7q95frcTHj3azH\ncWLdYUQ9x3dKnm2eMSoj1tWEzzUPeOitkWqH/fkan5xs4Dgl47YtjE03watlqGbC7974kN9ufcCH\nyS7/evYbmOMIbyxI7tXt4cgxmE5BNvIRuWR41GJYCdxDN+dKbUTds6eNs2mdV3eP2AnH7AUDXgke\nc1K0+ObweYZJxNfW7/JCcERNpnyYXOEwaRN5Ob/V+5ivR5+yqTSPC4d30j2+XLtDUOUp1VWKNoLp\nPCCtzzlJmxz4a3xn9CyP521Oj9s4Y0VZ15BLhDAs5gG1WkI7ijlc+DhOycubJzxTO7/sQKdWSsHQ\nw7ia+UWLRWFJVno3YeNGn/N+Ay8o+Mb1O1zxh1ZKMm0zOGmBMmxeG5CXktG4xuOZ7RiTwuH8qI0a\nK7RvaF0ds9mYIoXh0+MNzIPQktqUQS4URkG6ZueJAEWnwCiFGcrKWcp+9qVnmcs2eo7PGF8sXW5s\nlBwrn9SldEOUtthaN6nq8SonLBN4MFnqon75JJynM8an6+e7ft4Xs5SgFKUvKULDRmPGw3GXbHjJ\ncEz7PghDtpPT7s3IS8WV1oTXO4/Z9YcsSp//8PgVDg7XcM5d6heX8xCjKpizYRC+5mjQQq7Zx71I\naxxM2wROQcdf8HDcoR0muKLkK617vDff42jW4lprwIY3IZIZX9wO+X55nXzUpAjsjEsU4A9YRTmB\nJdwsbzClB+maZYPmQxsNhAEdGjY7UyaLgPSigUoEaiEpfM1wFnGaNekEi1Xqwms++KIOXHAStEmM\ny2FZp2TOThUEe1K0yLWEo4DascSbaoyojAA2bJJI6JarKKuuvNxyH2UL3k73+JP+1/mov8Gw38Ak\nCmctZqcz5gv1BzzvHdMva/xkssdH55s4qmRw2kROHLJ6yTuNK/b1G4Hrlnxp5yH/3dr3edULeMN/\nn/dv7vK9Ry+jzgTOrDKMrxuMFohcQjNHSoPrFaTjgJNJg6NRkyS+jKny1kvmhU+uHW67fd7wB6w7\nE/5i+jzP+DYrsl/WiWRKy42peyl7bp9rjqBE0pI5686Emkw5LDoA/ODiBgcP1nHGirvJJrNt+3zf\nfXiT/DzEG0rCM0FeVyyuGdKJj5w4TB2PeMMlH9vOc5SG7Is1ttvWwm4znPBAdVGpnYPLitVZBoZ2\ne843dj5htB7xufpD9tw+35s/Sz+tcbjfwx0pioYNmx4O6qhTn6PTSndZCvzYSofypiFOXY5Mk3aY\nWDheV5FXuf18tWvhUe0bdGBAGsxGSjYJkZnASZYsq0udYunZ61hUhzsEFhlJLKxqlFiRb2zGKHiT\nyzBu7QgK394vjKtsZB2X5gdP1999PS2M/39cf1WXqT/rxG+U9YZUQlNqgTNWeCN7qpOF7a7YiOnV\n50gMriq5FZytwmhDN0eOHMIz2yFp11LgS4/V6Vedemg8HpzZruZ+VNrk+lrGYdlGKs3Xd+7y5dod\nzssm7/Z3LHHECJLSJXIyJlnAYhziZ4K8aaOsdN9DlOozVnN50+oFnYWVTBSRoV5PoJ7QCFL6kxrp\nIORi2KA8D/Bn0qaT9HJqnZjFJEAMXH7MVd7p2vnabecuUkru5B1+PLuOxHCYdjjPGrzZ2KehEv7N\n469w8tEGjYcSb2qNFfJIEvcE0asDfn3zMW80H/Jr4T2AFUnkz2LFvz76LziZWw3lPPYRAxccQ+hn\nXK0PGZURd7JN7qcb9JMak34NkSjciWUN50rx8LHNpBTSUG8vaLgJ61X7sCZDet6MoqHJUkXW1ggD\n2tc45y4yg8xX3Lp5wjgJOJ97zC5qtovOK/JSPafrLbgZnvP56D7XnQglJL8fJTzvfpeDoskfjV7n\nwXyN241zIpnR9S3R6KDQ/Ci5ymnR4sfja9Y5JrfXwvm0bn1vxwJwmbQC3i73MA9qdO5D46DAG2ck\n6z5GOSS3E0QpLGQ5qVGbCoqa4pPxLv0rIzb9CQA/HWwzOa+jBBShodzQ1nlm6JDkDl+s3eML/hnb\nTp2xjjkpTvmPi+dxRgp3YqPaJosAEzuV21H1PlT6Vbs/BJmps3AN06gBrkYW1o9VFpXLTgSml4Ew\neH5Bnjr4YU7a9hGlRFesVJXYTFSNQKjLbrH0DUXdIAqJLGzhXRZFjGVJq9S6XMnSrIwzltCs9h0c\nx1llwf6y11MT8afrF7ueLIJPboCfyYU0pprsa41JU/xBSv3TGnfmewDUzgT+8FJbpRLBghp3xz4y\nKmi359xrbvBw0WVReOw/XCfsS+vhmoMRBuMLG2LsGcpI4w8s0aGsMu1SZVCtHMfRzCc+KiqoOyka\nyXuLPc4GtkhcaYxYD2ZoI622srQCrqKuub11znGtwdRtYJS9fJ2FpcQbAWlHY3z7nsxGEY32giR3\nSIcBzkQhhiF+Yu3ryprGjXLaUUyWKbR2Kc8D/v3RGwAMN2psu8P/m703+7Fsu+/7PmvY0xlrrp5v\n39t3JClKFC1LspzYsZzYDgJIfkhegiA2DPgleQiQhxj5CwwESOCnBAbyYAcBnNgmEBt2LEuWZY0U\nKYmkOFzesceqrvGcOvOe1lp5+K1zqsnIEmVb4aXSC2j0vd3Vp06dvff6rd/39x344ux1LqouH472\nGBYlz8cDHu3u8KM7T5lVGdlIU1x6sokDLxKRph94e/uSvWzOD+VP2YkepReuYeYDvzr/k6KZXFmU\n9TBPsJWiKTzzZcaXj+/xzcsbaBU4H/UJ41QcdwYOV8QDzF6Fm8dHuBBnmB/rPaQM0ATHN+uW92aH\nhMLR9CVKyeceM9dCWDKgi5Yf35Ui/2u9B5zM+xx055t5c+s0Vjselbt8Jn/KKszoKSnuD5IeHTXl\n15MFX169wrjqcL8/4nYh3dvEZ3R1zVcm9/ja8W1+8+oBehYDhWeafCIFx6eK+qMBbQXDhzB8WJE+\nHaOalmD2MLUl79ashgaQ7E27FIjf5Ya6NXwwlyzF86seamnwmWf4yoQfOjjmouzx7nt3cE5jlN9Y\n5H3YGJ7UewLzxYKjGwkxVrnDZYZUfhSSRTTOT6Pn6VwgTD+R2WK6JoZFT9agISsarHXMrwqoNZUC\nc3PJaphSj+S6FSd6Y234om+qjV6wuhEyUEgjtBptFXUDqpKi+OLg5nMpAAAgAElEQVS8ss3k3mi2\nMuxFCmUJ/uWc8Q+7XhbGH8T1exTDF7WLG7mGitmPKmzIN+JCrNGrluIs4K2m3grRc/X6NexK2J5t\nT+NTTWodV02Hb18cMDvpkz+3ZJNrOFOFNYzqsUtFfhrt5NLr7LnezTmvbI95NBLmpCst785uMGkL\nfu7jd3AXGXqvYlx1mDU5r/UvmNQFqpaQZrVV8/mdJ3T2a3518ID3VMz4GxnagQcF2cGSXlExmee4\n4w6rky0IkDXyXuxc0XYD6RtT7mxNUEqkE+1lgfGK/Fzx0VcFnnx4a5fXDi9IjaP1mqtRj1la4FpN\nPykFXmxlo3episkmiqanaA9qsS6zS5pgeOpkM/6d+X3mLufL41dwK0vSrRn2Si6aAW0Xtm5N2eku\nKVuLUYHaGdRpRn6hJYUEcDFJYm+4YJmLAD21jo4V2OxbzR6/XnYlC7FJSYoGOjXtaQd7ZTZi8XoQ\neOPWGa9mIubPTcOfv/Uen+8+Yublon19cYf7+SUfrA541OzzIBnTewHdH+qUvil5Y3jOR9M9vnR0\njxvDGbezMSPT41PZEf/+9vs8Xw54dFGQn8s/ThbSHbkc2q4EYhdngd5xS3oyQ7UO3+9S7qeUO4F7\nW1POrcPtalbHPUDmeKaE+aMhXz+Pc9sAygj0aI3nze4ZhWn4cGsPYzxfW77CbfO7PGp3+V+e/hk+\nOtmnnSXY8AKp7M4JHVvzteI27Uxe1y75zgIU37OpQZUi6FchgJeZdjpWNL5HYyR/3HU8NnH8hQfv\ncpDO+JXz1wH46HfuUpwJsU230pVupidrIX/BJjhcZoprq8TYQXI9k1w/a03XkGeJPO/rfeL7NGcM\nvJwxvlx/lGtdEL+rGCqlrouhVmAMKkkgScBokXyEIA+uNfh+l+qgoB7GdI6KDfMU1snjosFiq6HX\nLznszBnXBU1jSS8N6URgoLUDTVCgK8jPtWwWLaCg6YPrxuQDr9jJFjzVW+i8hfOML3/9AWbQoJ/k\nFFNFsyx4VBk6g5LGGZ4830FVina34f6NEZ/uHHHe9nFBYwbShYVJgYp2ctUyoWkMbppiWwmGXXuu\nbtI8tmTTnDcpJ+dD1GlG77nGrIincdk8lmnOe5Pb6G5D0a1RowSvE9ipKV3Ch7M9tjornux6XKZY\nTeVxWt7w/NTbH/IfDb5OV9XMfM5JK+bZX7p6ld96co/mKsPODK31qH5A5w7fRl2eM/z5m++xZ+f8\ny8s3ufD7JItIvmg1tUtwhzVbxYqfvCHyh0Wb8WODhxg8Pz/5DP/so3fE6SVv0UYST1yAbCxMSVdI\ngdUq8KuTN+iamrNlnxu5xEX9eP4IgB/KnuFQOBRfnr7K/eScjhJ3FQfs6JQ/1/02o7bLN0c3KFcp\ny07Cx6t9PtM9oqtaOrqidoZ8b0UdC43PBB5ESVB3egXFhSe7LAnGUN/fY3Y3Y/K6wj6YsV/McV4+\nn5NDTV2L+D+70NiloulG2U0eDw4BrHF8a3aTD6/2yDI5TPz9h5/jG3u3uCy7fPDsADVKofAEG2iH\nLZiAVR6tAvUspRubLfXCWVQ3cmjUNRujetPEmaIVx6m0QWD9VPS27bYneEXPVHy2eMLxQEg97/dv\nUVcGVwSSmRZXqUK6U7OKXX60b3TbDXpm0bUYBJgSQiPzc5kxgnOR7JMrmTO+1C/+G62XhfEHZQX/\nexZEjEHlGWSp6J2MBq3xeYLrZgSj0LWTByzRNP2ExY2ExS1F+emVbJgXGemV2Tjs+ERYpc3QQ4Bu\nVvPe2QHlKCe9sGSjuLlmouMSxpw8xNIJCD297QhkWdwQ09QsaRnYiiJtmC765FONPdGAlZy6+L2d\n9WRJy8W8SygNoe/4/FuP+Et73wDgF87f4Wg8xJ/L8TipwfUCQQf2dud005ojtihuVMwuuxJlNVMS\njZWCG7RMz3pMfV8cURZSFJNlwGWQipwT5QxtB6pDxdJptFO4juPu4ZjKWXHPUQFfOOoC3Kuyi24N\nFvzprQ8AOGq3+HtnP87zpcDEjx4dYC8tqus3jkAX5wOU8ahacXU8YD6sGe922LYLzpb9TXdgVwHd\nim/twcGEn735VX4kfwyILrAOhp+ffoaf+/gdeLfPYAQ+zWg7UPcCxrFxWCkPHbfvXjJadZhWOVoF\nZmXGl85e4clih589FF3gLTsm1w1H1Tbvjg/5tfxNvlGueG95iFGBv7b3y9wyjh/uPOF4b8gvXr3F\nyeNd/vHzbb54eJ+jO9t8tNjn/KpHt6hZ3JMLbTMpyotFTjjP0I2mLRTVToYrCma3LIs7geZmhVol\nvHsuJJjpRRc9s6QTHVENgfKjHBSXK9pxgk/gfHLAWbK/6bKChlLDb+z06e/PCaUhWShcK9ArrUYt\nNL/7+DZ5pya5SK4N7aMEyMR4NzEKCMIGjRpFWFsOxOdTIxFvGvy5pa00P3/0NleHHb5yIWiHqgUy\nNZW8ZtsN1LfE5MJdZiLPcApfxMq8X4EOVKc5dimEKr3m17w4Y0xiYdSfgE4tAC87xpfr39n6Lsh0\nUxBNPAVmGQx61IcD6u00hgmLhm7NUtOtZDUCNF3N8tAwfc3jey3bgyXjyx7JUqBKF+cTwQrVnN0K\ngmI07eCedyguNNlE7vGmJw9hslCb7tClkV7uZX7VxnnjOp+xaizTNuNWb8JZPsTlBjuXjENTyyk5\nmSvao5yroLh3Y0QIggZ9evCcvlnx5flrfHyxS11bkkhHT2cK5Q3N0NM6+WyU9ry2PeLB3feovITl\njj/eEVg585FJGCj2VyzTDnaZgFZUW5BE8/NkHrArRToztLnBp6DvlryzfUJhGi6qHh9NdkkGNQfb\nMw46M97un1J5y9JnfGH8JwD40uNXCGeycxcX0lGXWrIlw2WKXb3gWuSgXeT8Uz7Nq4eXXEy7uMJT\nbxmSuYjHg4XJoqB5wYQzVw2Pmj1Oqz71UZfBKeRXnjZX1K10/82Ow5QWlwZuvX7OTx485IPZAZ/b\nespeMuOsGfDe/JD3L/f5B+HzgBgHvNE/45eO32A07vIveIvaGZZVSi+v+JP9O1wll3xlKX6zN3cn\nHJ0dYkaGi8UOf3/1OVajAjOxXG2n7N+UU0fTGrT2hADZnTlL06XpaxY3UuqhRHiZvIVZgloZppWB\nRmGnAgX7NGCuFHYFtvSE1RrtCHi71twqXBYLR5z9uQSUsyzyHFU4XGZxPUe6U+Kdxp/kMEppjzPy\nc4VdRklQIx2Z8RDi/Wzqa0P/9fMG10V0TZTRrczsfaq4vOzxy/WDDRlFNzIv1fWaaapgZfBaHJrY\nrXFLi+62hNqgddSfpoG68ARlBBWJaIiPZOKmCz61GK0/MQScH6T1sjB+Utd3waYQC6K1qFw2Wb/T\nZ3Wnz+WnEpa3/YY80H2mhCEZC2LQCpcq6r5s/GhQtWZ8OkAvDAQoDzx+EMOCVwZ6LVylIqpvM4q5\n2pyOXQdWtx3BBjiykQjB9YnVRS/HPU9IAvOxpHBQa36jeo1Bf0loFW3fY+fiArIWMwMkM0W7sAyy\nkre2Tvl4tsdxucV780N+6/E9wqlkRWbLa+g3GLHUujoacJX0MVeW361vs/3mkjc6Z+x0DpjsVbx5\n65TX++eM6i7vXh6gFZQrszEhVz56WyICalMHkgVkQazwpicdHu3vMsxWtF6zWyxpneFef8xP74iR\n9T85/yEeLna5WPW41Zvga7PJ3/NJhHRNwKfgU48ZCwNyncFnF4pmVfDh9CZmUJPdXLLqZJRLKYSh\n3+KWCb948Ta/bh4AMExKvnZxi8m8oDgRhqw3itW+6DmbvZbOzpJVnHXe6k24n1+wcBl9U7Jvp1Q+\nIdUtZZ3wrUci8E87NVY7JvMcX1qOnm8z2F7SL0oWVcqXZq/xYXLI+/MDlm3Kqom2ay2kY02z6GMR\nWDEYS7knW46YN+T4RlMMa1a9jLZJaDsB9io04OYJqhTrJdNpcUvJTLT7K7QJlK4v/q2t2tzrthQN\nqUvi4ayraLIIT0bIP5kr9MNcvEi9wvWhHufopcCyLg9kl4pkFq4lQSr++i7PUojzdV4ohnH59DuD\nwwkKZQLLeQZjqWDFpcYuwwaBCRpUxxEaLR4fUVvs5wmYgGs0yoitn/bXTNT1drFuzFyuZDSiPxlQ\n6ktW6sv1b7d+j4KIMZAmqDQldHLaoezcy9sdFjc0y1tSgELu0JcJIW7wphYquEukKNZ9RdsT38ag\nFUw1uhGLNvYrNjP/lUGfSzZismBTsJpeDBAuITszQgao5Hu5TCza7EpdG5A7BYOaTk92l9Vxj3Cc\nM1E5SaU2Que2kJNu2xFYzC4VyZXh/dN9Dl+ZsWoSfuXxa1QXBdmFwZTXRssAq5sOtVNjjEc/6ZCN\nFMlcNrtfat7i/dv7nF7KjO9ud8z9/JJEOS66XZ6MtjFLYdOWAzEx2KTBP05jcWSTAm9WipNZn5/Y\ne8ienfMbV69h+569TNrM357f56uP7hJKQ2d3yWd3jrlzc8RsW3R3s3lBfZWSHy5YzTLseSqzKh/h\nuPVMywkU5rqKre0lr9w6om8rnsy3+ehkHzdL+PbzA5JEKm5VJahnBelY0TmRQ1G5rVjec/RvT3l7\ne8yqTfh4meKXlqP5kOe9La7qgn94+SPsFkuuyoKytez1F5xFG5at3oo3e2e0Nw1XOwWPn+4xPemz\nHNS0K8uX7T2M9twbjOnYmstRD+OVBFsHRUg9ptPiH+Ukc8XsQmaDr90/41x1mbcFRge6w5JFq0Uq\nsrKYbivav34LK4NSAdNt8GVGWybsHEw4H3QpS4Fgs8l1YdRNED/evmJ5xxG6LXv7M6rW0DQW936P\nbCQzQvEFsGLfN5cONCh5PbsKm2SbNhd4EuL9mkA6u7aPQ0vYsAphI95vCzH6TmbROH0FzUUGyfWf\n6fa6cCofma1LQ7pb0pTxENHI4UAVDuYJKhbwYELMNJVn2tQCLQP0jh3J5YJQVS+7xX+D9bIwvlwv\n18v1cr1cf7TrB6w2vyyMn6T1AsEGEIZpkqI6Ob7fpe1n1FspbVd6u3KoCUrReR4hRWuwJSSzEIkB\n8louFdaebiE/FyF+Pbg+ZepWUU5S9Ha1eRt2JUQa3Ug3aGrIxmwCgoNStB21cd1ouoHmlYp2lJKf\nyvtr+4537p2wbAQ2etwt0PNkwxRdz2JcLm4sfr+mLQ3mmcXOFatxzuRWziAruVRd7MzEbvdaSA0C\nh/nSYHouzikhnYXYjSYcV3tQOIp+xbju8M/n7/B8OmA2LVCjFOskmeNzbz/iTueKD6Pp+LuVyDbS\nnZJ6mkGjUL2W28MJP9n9kBtmyqjt8oWHP8x7Zwe8t3PIh8/3SR/m+CQwuFvyJ/sf8VbnhC8c/wgA\nyzLF9xrubl/htxUfzW/hrYnzYfmc17B0WwQOdmd8fu8Zhan5dOeIreQ2tTecZn0+c+M5XSvM3N8+\nuUNdFuSjQLKQjle3imSkmRZdnmnP1agHUwtdR+MMv3TyBkdPdklGlpM0oG6U5HnDXmfBXiRM/Ymt\nJ/zlwVeotgxfre7yPy1/mtmTAepxQdrCaLKD7zn8bcV2voKpXF+Cod0T56Qsabl8lpMulMD0gFaB\nPGmZrQznz7ZQtUYByUTyEpuehd0GtTAop3CVQV8lJEtFo4X45AtPeYDA+2dyz9mlIp2GCK+DXmnS\nGxWDvOR4PESpICYUKn7OLspGskAylS5yHUgdlNrM7Oqhou3I96p3PL7f4h+npDMhdCkvUHyyUBgv\nz4h0cGrDiNaNQjcKnwR0cz0GaHOZEfoo8LdzQ52lJJ2GLG+Yr3qYlSbUKbpUL8z1FU1PJCamMqil\ndLwA+VmFmi0lTScEGcO8ZKh+z+tlYfykrO8uimmCynPCoEuz3WF5I6PNlXiFru9vJQ+xibTxNeSp\n2zj3UGuT7UB+KXKNoIWIoRvRW+k64CrZyJqZQLRJE6niTiDOeivOXJZx5hJA+YAtY+FM5fvZtKUZ\nKsKFVCzda/gzex9wmAjh4gvZj/KN5SvYhRHjbw9Yee/JTBFWKaYUg3AUuHPL7zy5i5slmLnBrNPQ\nbYReY7oGexWUhmaSoXKPT0yMplK4wkMSeOf+c17rXfJsuUVqHNY4bNrS2oRmAHdfueBnD77CwJTM\non3bh9slr+yP+fMH3yZRDoeir0s+lR/xdrKgDIG+KXFeU45zHra7+IXYkJlKcXYxoLlvuZtectiR\nWCLnNc9Ot3l2NeTO1oSQBFweBJqbqOvPBcCKuP9s0OOd/gmJcpxWfQrb8Ob+OT+x9ZCPV1LEZ6Mu\nvbnClCFu0nKf2JXCXSZMJtuYmGSf9GrOn22RjC39M5lHe6tYzjos7tZ8UCYc7IiTzGduPuWdVGbE\nryaPefzq1/jfFj9OWOaERK67Sj17nQWrNgEvkgXX9WT9imWZ0not8zcFJjrJPD7boZmnmJnBrKRg\noCC9kvvVLhVVm0RfXAVXmcxhvczP6lZ8bn3XYUcWty5gA2GNmjJgF9BxipXr8/FBDnV0sUkCTV+e\nDRWACJHrVmKfdMNGI7gmpLl4vwUTUPsVBkTikSuqXS/mC7m8WFBx5unZzI7XbFbXyNyzHq5tm6At\nlRiCr0OJAZyi1y2pGivcgVoKrFkqTBT96zrOS1sjDNXVtRbZLGtCVROc/44Yuu/PUi91jC/Xv8F6\nsShqJQWx36Xd7VHu59R9Td1T3zHYBzZhqJtAYRc2xdAb0OZaZ5Uu1rttwJcqzgZDJOwAQYn1FGzC\nUwGaQmFKdZ0c7oSirh2EWJCVk6T76r0eRS3+jW0HfGNwQXPDSmH0QaGiddbaXos22rdWkexSSaFf\nx0i18450BAWUN1qaRhESUT6rXIY5vV5JaROaqzwmcEjxJEAy1fgi0EsqbmQTPp7vcjrvMTraQpea\n0GvBK05GA/7l8B2GyYpnC9GYaR3EKSUZkyrHeTvAoVn6jG/VGq28JN4fPufr4SbvHJwyq3PeD7dk\nBrtI+PbqJveyEd0YAVI7Q1halkvLkQKz0MJKXRLZiWEzd+o+Mri04LdGr/PevQP+6hsLfqh/xKf2\nj9jSSxyaL169Kp9jDJf2CbSFHKCqHdm0XeFJriKJo+NIEocfW4rninx83WGaUmPKlHLf0gxFViHX\nTkwEhrrgc51H/Pzu25xpz/72jPG8g/eKVZtwPBrKNesF8hsLmtriWk1TWkLPUWu9iZAIRwXWK9qt\nFuWsHBDSgK41IbJKCeJxaheCTNjy+ppOL7vYsUV5MW1YyyWCWQdWS3E0pZLDgQ7QKiGM7VVUPQPH\nCaqVIiWBwIq1OXfQ0PQU1a68btP3+L0afZ6in+YSbzZZzwjXn73c264A7dRmZqzbIPe7luezLQLp\nfenIh90V02VO0xiqywKz0PhUjAKWZUqatqhak8xi4VvJ8+FSIdX5JnaiteiKk1WMm2sc/9pEnpfr\nD1wvC+MnaWmFKgr8/hblzR6rfUvde+FkS+yCIoRoSnHbWMfbrOFJebAV3rFJ77aVF2q5B23Fzmrd\nVYWoyVKxMCZz6QbbXAgEuo6FhkgSkOdWNpJIXbfLEP0iI4TZEQH3785u81p2BkCqW1Szhm/lfa+t\nuFS7Jk6wIe/YUjrUYKAy4uDTvztjp7vktf4lKycb9mXZZWQ7lFnLnB5VacV9phDmp14pvnZ0m9Il\njFYdRucD0guDrhV1sOjDknaU869Gn9qwDgE6N+fc7kx43mzzG6PX+MbRTVxl2N6dY43nJw4fsZ0s\neb17znirw5/e+ZDKJwyzFV/+4D6Uhl88eoOqSVgtpKXxlUCDqlYszrokjcB1QbFh9yoHSSW6StHO\nGabdLltvL/nLvccMdQFoxm7Jq12J7/qd/j1caqkHwkAOFso9iVGyVwZTK5q+J+nXtK2O2rkQDzoC\nvYt7kabpR1gU2NI1kOCC58gt8fT4D29+m9PdAT81+IDjZotfOH2HaZ2hdUDtVASvuLczZl5ndBM5\nEBS24XTZY7qUbnz1vIedKVTuaHcDaNBTy+qGFwH7Iur7ylgQSumG1ve3qVIRw+fXMCZAveug11KN\nE/IzLeOAGkKtI0QdCJNUHGUyaPdbbr96waqxzJpdTCn3sJitQ7W3phNDaDXJTG+62vW9kngVCT/y\nbLoYJLwORV4fTkOIRdKDc9en3K3uikR7jgG/7GLnCuc0bmCYzbP4WUhRzKaBbOxwhabpxHg3/QKR\nZ33gXJt6fN+7xbj+uM0YlVJ3gb8L3EBAnr8dQvhbSqkd4P8A7gOPgP8shDBWciX+FvAfA0vgr4QQ\nfueP5u3/MVjrblEryDL8/hbz14cs9zVNV21gGDlxRvbn4IV/rhXVjrBB10LmdCoFxSXCtlRO5k26\nDmgX8Ei99InCrUNPK64p76uAaaTQBS2v8d3dKkR5w1rAbGV2uX6fTS+wf3NCYRqeNjsAfPvscDMf\nCUZety3kte2SaJYcUEoKaz1g41oTDGADzmt+dOcprxXnTNooA+nDxBU8Xu7wcbrLRaePtp4bO1NW\njWX8cBt/WvCNs1fkAU2jKUE0J8iLmuVZTjqOvpVxL1nWfb6e3aTyllHZQT0p6J8ryjyjGQT+ybjH\njb0Jn997Sjep6OiaRDle7V5ycmvA06NdRsdD8EoYuvGlQxEHStbjE41PAq7nsKsEu4qHIPVCd15H\nhqhZxqIo62t1j1949qZcv49zinO5fvVQXFE6x5qg9eaQ0/TBHxfQKJJSWJvaScfDeuaGwK+PLuSa\n/cqtB3zdLPntxX2mbcGjxQ6fHj7nJ/of8hP5Y06Sc5Z7GUuf8rwc8O3RIVVjOShmvD085dlyi1e7\nlyxcxvF8QDeXQrlyUvialWHrxozFMqMpNXarRmlPOcrJT2zskq4LihgdyIGw6Sqafogawbjz9hts\n1mLvVrSLPulMOjv1cSIFKTU0vYC7UeP6gd6g5FZvwtF8yCSJGaRZ9JF1kF7KA6IC6BNxfLLLsJkJ\n+iRKJOJ4IWh5T6A2Iw3q9cN6/StNpYL10ppZlXH8bIfkIqGI5hltpahDjglqw/Q2FWQTR35R4jID\nB5kcTpWwZ4Nes2wRx6tPUFH84wiltsB/G0L4HaVUH/htpdTPA38F+BchhL+plPobwN8A/jvgLwFv\nxF8/DvzP8feX6/dbSqOKnNXNHhefjQSFis0wXb4mzvJeMB0Ohk3XhQbVXG9wLoPloYrhpvracHgd\nW2OEmNPmUYQcC6NIB6Rr9DYQrKIeQphdv5Wg1SZcNRioh2IKYFbRYabjSY2jb0tOKpFKrKY5nfq6\n+3UJ1NviAKNr2ZzRAhOV+1C/vsKXBrU0AhdNLQsK3ts55LQacLSQ190v5vig+N1nt2lKS397yc2+\n2Ig9m28xVqBaRTqW6u4KMUCodyXtY7uzYrGd09aZzF6j20l2obkwO1zu9NBa5l7rKKF24Bj0Svpp\nxUE6Y+VSPioP+OWTB8zLjOU8w+QtDovSHmWiBGSWYEbRUWUiyQkuCzgbpDvvKZiHeA2kq3cFmKKl\n9NIhN8Hxz1dd/s7JTzF9V7C+4RPIJl5E5gFMA2pyXUyqLYWLP7/8DLC829KeWuxCiCVrCLze8vgo\nFfgn5z/E48k2ZZ2wvJCDyOW9Dou9jAM74+vlHX794jW28yXzJmNVJxRpw5PZDjf3p+SmZdrmvDu+\nwWjS3RQE3cq9ZfsNP3XrIcerAV+5ehV/luNzjx40+JFBLRTKh03m5lqKpCJpZl0UN5ZtVyluN2Ct\nj18XpNts1vecjAxWeULv/oTbwwkfjXcZHW2RT+UebDtsNItJvOe1k0OfclEbHPf5YOTrTRwDJPMX\nIAeiTVuuoJRnTwVIp4ryPbl3HyYDTKnoTq/vu2BBYqy0yDQitG6aQDJvJSVHWbnW8UCjtHS5a3nJ\nJ6Yo/oCuP7AwhhCeA8/jf8+UUu8Ct4GfAf5s/LK/A/wSUhh/Bvi7QWxavqiU2lJK3Yyv83L9fksp\nma8kQYbx6xki0bVj7Uyzfii1FE59Ipth25F5XVBERqoQWdpOJKzYa/2fN2J63XRl0zTVCwU3QJjp\nTVq4qaJhciQ/hCh2XpMTvIW2F3C7DSpz1A8LgoLjD/c5n/TYG8o8Rc2szDZb2egSK5VQhQgLfweL\nNnDvcMTrgwsqbzhabPHwaA9Kw7ee3MSmLS6Kn5+oHYpOTXjaIZ8rVqcpH3QHfKBBLzXFKDqDKMlp\nbKMJN1EgPchK/tQbH/Pe7gEX533sqcCeKrbWvorBxl4yFnc/d8bn954B8Cf6D9kxc5pg+PLoFU6O\ntsErkksrzMeev54bARReIO8IKcvmrWga6RyrbWHZ2pV09m1HUe57DnemfGN1h39mlvzq/E2+8OEP\n037Yp/9IXtZU4mzUdNRGy2ca6STaQlFtSWxXUMKcbIuAHjSUQDoWg4N6oCjvNGzfmLJYCV7/7bND\nqmc97EKROSmag7Qi0w2/On+Tf/ToM8yOJYkDDaSeuluj+4FcN3yq95wvje/jgzBLV1U89GnRrW71\nl9zIJjxZbqNqjSkFpfClQN3roiDs5fUMPGxSJoIOtAOPnUnRN6WirQyrhaWzkqKqwvW4TTt5ttIr\nzfSkTwAW85xkZLDLOKPtShFL4mwT2NiuBRMLsVuzsRWrG55krilOo6n+IojrTiqvx4INShIiaSa/\nWMOfKgr8BfZvC3km256MPZLIHF9DpG1uaIsOTU/T5ioSc+L+Ea4PnZ+49Ul9X/+a9YeaMSql7gOf\nA34TOFwXuxDCc6XUQfyy28DTF/7Zs/hnLwvj77ecg7IiHdf0HluZI6p1IYrs0lIe8jVJps3XRStS\n0xvZCIjxNNoFsiuRL9h4Yg1aioFPFG2mqIeKelugWlPGwmvAnwt5YfMgLwO2ChCZrSLZgLov77MZ\neLZ2FizLlGQmEhKXwVwVPF9Jp7PeXFQkC5kyiA9kjOlZO4r4BNCBi3mXN4dn7KQVifLoO4GrVcGi\nTCmymtlC5lXtRcFiYemMFekMwljhMhOLusxP20KxOgzsftOSb44AACAASURBVOacN7fPKF3CV5/d\nplklXK46vNU/5bzosRom1IW8Ue81b988o2NrvnV6g7rs4bZa/uKtd/kL/a/jUBgCv13e55fPXufR\nR4cUTwX+S6eyE/hEWIrNQD7beiBwd3Xgrs3YA+TH9vrzeSHBve2A225xXnNe9/j7Fz/Gv/roDcyj\nnO7RdeBtuasodwPNwNH/2Ah5KshnWe4qlq/X7B1OMdpz9tGuXL+VpXtjwUJ3yY/joaXUDIuSNhp2\nz076JMu4yece+i2Vs/zm+X2KpGE+KTBRcO5T8HcbtvtLumnNZd3jleICqx21MyRFQ5rKzK5MPeEs\nYzLr8I3ZLb59fIhdRieXwqNiAUXJga7tCeNUtwpdxaKyHhEsNTFbGtMoTJWgYsrF+j5dp7/4RN6n\nrsSkYlEOZb69NuxOob7ZSMF5lm66uM1zkQBKoZTA8CLJ0DJWcNe/vBU2d9t3cGI380eUPI9rR531\nXH1Nmmr6cvhQBxVulmBXVog1jTBgy105cK3hXhUPfNIJh+u0DaNQSotU42X3+Ide33NhVEr1gH8I\n/DchhOnv82H/Xn/x/zovKKX+OvDXAXLd+17fxh/bFUKA1mHmFcUop+pLkK63apNab8uo34sMVuUQ\nSngTCG495BfWml0JrKYTsNU1BCSepkLQcLmc2k0pc6z1fMJUAsN6K19TnIWYHhA2xctWAVvJxlAP\nFVWjuDrvkZ4kdI+kiM7uarKDJf2O7C7NtmGmtugc6833CBE6bXsBFaQrdRm4gaMqE96fHHC3N+br\nZ7dYlimDbsnt7QmPz7fxRwLtFRcaFQzJXH5O2QSFqafbINZcnegQoj2tN2yny1jZNSEommDYzRcs\nmpTT8nqI23jDrM4pFylh4OjvLThMJjxq9jhutjltBnx1dIcQFKqRuVIyD+Rjj6llM2s6euOa4vfj\nASV3VIcBs3Y3iWHrOnYiXkknHjToK8u42+FXlg+oawvHuUg7qkATyVmz+x57sEJ7jTsqIhklWqMp\nMKOEcd7lxq4whJOppvWKzq2a5KZjMd7GLhW60gzTkrs9SdD49cUDGh24fe+SO/0rrqqC80WXurWM\nFwW94Yq5gvAkEweh04zT0oBTPB1s8Rdf9/wHu+9xNhjwL56/xfGpMH7D0mIbhasNj6fbuFZDFvA9\nRzqocK3BTXMap1CFWBYWr8xYzjLUKCUkgWQiMhDXdeiIHqhSpDIqHgpW++LFq2s2MGm1I/FNwcRi\nn3rK3JCdiz1icirzSL1mRxMLImyg6bXFn/IiZbJlIFmI7MYR7eiGTpjPRmbu9b5DrzS61tddHpE3\n0FNUW4Fm6AmFF2mJ9ddm5dGrtemqazs6BSGR59bl8gy3i3i4zRK0NYJChYD6Pbfl/y/X9/v7/+HW\n91QYlVIJUhT/9xDCF+Ifn64hUqXUTeAs/vkz4O4L//wOcPzdrxlC+NvA3wYY2v0fsEb7j3CtPQ8N\nm5nb2orNrrge4CMFTJibwogzlWzGug4CIXmFt3ozfwlG4ZWEmaoIwWRjYY+Kx+T117WFbPAbkX8i\nxXRNCLErTzquKRLN1WuZbDBeZBvpwuESOf32OyX3hyMAamf51q2MetFBNyIlUJFcImxAKWy2VNix\nJXQbpmXGu9UNrk77YAPpUOaJSommC6Q4g3TQdqkwbcC7CC07mY/WQw82cPRoj5PBgFcPLyW4dmY4\nfbTDLyxzVtMcWiV2ZIArDR9+cBPVKoIObN2e8mDngofVPl8d3eHj0z3aRYLKHA9un5McrFiYnLZr\nUCH6lcYnzK4isWmhqG41HN664ux8QNsxqABNXwp4iNd8bcxuKkU61bR1l3ooZtf1Vkvp7IbQA6KB\nrCk21nIuk9mxK2STtktFc5bxPAxJphJUrFvFxWWf/mBF2wkiRneQ24Yf6QtU/PRgm9Giw16xYJis\neDzdJrWOV7dGHM2HnI/7hJXZMDRNrVCjBFOBH1l+Tr1D+5qhcpajp7tkz+NBIBpeh1b0nkW3ZqXg\nh+8e86B3zm+e3+doYWl2pYsN/Zad7hKlAotZAk7gYBToUuMz+XxbRNvnlXRs/qDCnGakV9c6QZnN\nB9puYO/OFZ/dO+bRfIdH9S3yc02yUNew5HpniuMD4vx9HZklrxeiEcY1g1w3YGaitZQ8VFCVxncc\nPtOE2Im6TKDTekuCuNV2TZgn2HEq8PVEDsTKAYkcajderUY+w7XGUjxqo/nHXk73Moeygrbl+5nH\n+IO4vhdWqgL+V+DdEML/+MJf/SPgvwT+Zvz9/3rhz/9rpdTfQ0g3k5fzxT94KaNR1uA6CXVPU+7K\ng2xKcZxRsRMMkTADkM4DydIL5LlJIPebQuiRDXnt/O+tFMV6IF6QyTKQLiJdv73WQK47ShElQzVQ\nlPsKlwayK03vSAzL7VWJCoHOwLI4sSgnXo0uVSxuaqodR/l0m/Nn0iUQlOj2oj+r7zryrZJymuFH\niRS1CuwiUJwq2lmHeVqAghQhyzw/2yKUBnslHQdAHRs8lwfyS0XrIyS15yiODHYOdi5Bv0030NQZ\no36BTRy+VeQnlnA6oFNLZ1DtSvdh9irC1KIrIROtqoRvntzk42yXZZminhTkS0V1oEnuOn76tfep\nXrF85ew2U7tDMpdoJL1OWo+fwd6NKe/snFI1lvlJRjKXWXC95endm7JVlDy/HNJOU/xMUjVMDW0A\npQKfe+sRo7LL4w8PsLPYKXkIiYRRl7uKNle4jgjSk6lIHpK5xl0WJPNrCU5oNIulBES3E4Gml23K\np/IjALLbDf/32Wd47+yAp/mQ6azDnf0xu9mC3LScj+XAsp5ttT0PHtKJIS2hCl1+rn6HNG9JT62I\n9YF6O4jbzEUCJCwODMp6Dosp/97gfQa25B+sfkQM6LcaWFqePt7DTA22VTRbDj2o0SrQTDJ0V7DU\nptVwkgoDte8oujVlkeDnZgMtN1tO8juDYjLPsQdu8xmKV688Cz67dlday0J0AyooVEJ0kAKfygw+\nmcu9u8lHTEPUySab4O8wt+jqBXlJX2D10G1RCjGIWGrSsSKdyvOrfOQYJC8URRvlVD35HF3foRpN\nHY3m66GhU2Qw1Rv/3e/r+gFrfb6XjvGngP8C+LpS6qvxz/57pCD+n0qpvwY8Af7T+Hf/FJFqfIjI\nNf7qv9N3/MdxaSUnuTSh7aXUfUV54ElmGlPGhw02Wqm1+F6sq8JGqB+0wida/l+pF0gyauM8ss6U\nM1UgnXkppDE/UYXruZhPhJxTDg2L2zD80XO28xXvv3eL/lNNcbRAX4zBGPLznP4TI2GxGua3xNjc\nLjVmdE34kblZNHje9mTDEmM8vZ0lC1Pgphl+pYRc0URrt1a6mGYA9WFAqYCeSBqF0OLBbTfYi2QD\nzzY9YY2qwolN3kI0gU1HCbnFKUYXfdTSkjRstG6mErp+iPFBzY4I4oM2hNxTn3RQTlF2cpIokNcO\nXKF5Mt5mkJbcyKdY42m7gWbbkVyJ6bmJczFXBFqnuay6rKoE1/MoJyJ/3SiqKmFre4zfURw3Wzjr\nUSHBdTzbdyZ00oa3+6c8sTs829pCTUW+0Q48r7x+RmZanl0NWR31UE4cVYSMFRGGFZuoJLtUpMcJ\nzY5Bb1diy9fx/MT2Qz6Vij7y0vV4//kB6uMOC9dDa3g0Tbk47LLXW+CmKemlkQgwDX4sBxBBM4Cx\novY5PkB6pTYJ8+6GDNnMZU42hmaSUu57fuP4PjeyKUuXUqQN80YRaumO7ZUhmSiB/wc1vtG4ymCn\nBhUNDGwrLjY+C2A9q1GBXWlhOxcy0zZzjet5kiuNP+rwK/YBq8uCfHqNroB0YtV2vMdu1IRKY68s\nLpWoqLYHzRsrhoMFo7MB2bOUThvjqGpxc/KrROaXkbTm0oDPrqHZat/xylsnFLbhfNHj4mgoB6VF\nlE1FvWSIo491YYRopTj0hNyJUftFtkF92lzhOynGWqibTwic+oOzvhdW6q/yrweIf/r3+PoA/Ff/\nlu/r/5+rbkjGJZ2zhGC10O6rQLIKL8zOrgf3ppKTrcBmEjPjrTxQtvTfAcu6TNiJa81gsvTYlZPX\ndd95nNN4vDG0mabaUtR3Kv7SnW+RKMcHRwfoJsGMpvjZHJVn6KoVgktHyDzlnoi07SxuCOvZZclG\n52V3SgbdktFVD38hXZNuoq7RCCvVFYF0rEmncaM5t6ggPqrBgtuL1P/coUjQlWyI7V6DzhxhlAp5\nI0OcZcpAMheWZ9atqUpD2xMIUUKApTNP5rGrGacUtyQFQ82sHFRWCvtMYxcyU6qH8pnv9RYUpuGb\nVzc5f7pNOlO0PY3LpUCq2N0ybOhmNd86uoGbppA5fKZQM4VZKprS8s0nN/G1gUqjS7kP9E7FQW9O\n4w0fLvb5rY9eIfso39wLzZ5jr5jzfDGgXKbCps0ddmFJllxDfwgi4NM4v2yVxIQtErQG3W14LTtj\nR8tFa4JY7fUvpWttuuATwyIvBIqeS3djy+u4rrbrSWYGH9mUdrGe90JdyL02HC7JkpbzUYpuYrxv\nFpiNO/wD9yOsFhLNpD3ow5KDnSknF0N0nYuvrFOSqZkIHJ/GbE67lMLvUoVuUlwqI4U2D7T7coBK\n5pr0SsT/oKgnAwonBc2nEGoZLwQD7a7cY9s7cw56cz44PsA/zmGlUA24aQID6O8umK8M+aURqDVe\n7mQmKEiwUG0FzGtzynmGnkZIueMobMOzyZDZRRe9MNFPVYrnRrKTKtquXMc1VKtrULWSOeNpTjbR\nGwcgn0AzSDGdAqr6+w+n/jHsGF+uP8qltHDJgyfUNWY0pf9QY5oOdU9/pzPJJtft+p/7VMJr656c\n1Ou+ojiXk6YKYWNO7VJFubMmh3hM6dHtmsNO3AgiQcQoXKEpdxTVbuD2zTE9U/Ivz9+i882c7tMp\nYTIl1A0qzwiJodzRzF9tsVOzkZqsIaBmIN8nv9DSCc4U9dMO5/0MTCCbiABeCD9yom57Dkxg1fP4\nU4FpgxUXG+VBl5Cfyu3rpuK3aapIvGhTfCadabXnKJMAH1qSRaTZ20DbGszckI3URtQvhgoBvWYM\nzmUD6W8vmdGhwYLXElnUyGe9uBNIX53x+d0nvDu9wYePD8kjrFzvOVQVza33ZKh0sD2jdgZ/kZFd\naZS3JLM1e1YRjjOBI22A3KNnZnO9J1VOoj1nyz72KGPwKFBHtqvOHPMmY1ZmhGmKWUhArY2GCvXw\nhXtHXXfbbSeQ31ow6JScPtum16vQynPlZYd9Vu8IqSj6c9ZbIndJspbVRYe0irO7SGzxmchNQgwG\nDpZIIpM5Wb0tsOVbW1dY5bjz+SseT3a4fLgtmZpAuUqxxxl2IYesewcj+knFcb0jbNMS3EUGHYde\nrTvyeCs31wcclELnahPNlPZq6lrLYWHOhrm7LkRBxYLTCHLQ9APvvC6Q8p/a/ZiDZMovZW/xxcu3\nJJJtDvqxZT4SLWl3HION1zrdDGyc0Xvkvru5PaV7UPOtxzfli1rN+aLH7KKLubLCzEUgWrGoCxu2\n7Hqtu3/lwM80bRAyVTLnWsOcKhY3E5JJD1PVsFjwMn7qe18vC+MnZfkAviXMF1ig23jsQYHLo54w\nSHe4ZobCNUSqW8imwkIVMfP1w6mcaMbWRUG7QH7lSOYtqnGExAh0mqlNYRSvSrUJVz2f9PjH6rOc\nfukGt79SY56d4xYrmYv2e1TbmfhTJmFD/mgLubmUFzo7rDedSEyoFW5sN92kS4WKr7zC5Y7BrRll\nlVAvE6ob4ou6uzvn4mSAu0ikQ1hDtAh8qlrpapI5uEaxuuk4eHBJ1VjKkx1MFf1mM084zUljl+pT\naAaK5U1PNpIOFSC/VFTv9SmHnmRvRbG9ZDrqYpcpphb5x2uff8p/fvuL/Fj+hF/vvMb/cL5L0Mlm\nXqt2KraGS17bFmjy2WyLRZlio8TBrK6JOUbHItNrRbC9sqLL63ru7F1xrz9i2aa8e3ZI57kiH7V4\nE3WBxznvuxskRYOqpBi6XmQvx2tSD8WwPKSB7XtjZosc1RoS6+imNbpouTWQH/7DaK80bjrQbyn3\nDD4LmAdzbg1nnE76NCpmD0ZHpvJGi+41pHnLKhUZR7CR+Wk9embRA5kFVq2lVoYf3j5imJT8yqwg\nyxsS4xif9UlXauN6tKhTLuZd1ErM4X0R8Jmn2F1RPpd8xw28GHW1OmplfRu17kFs1sywxo0NIaIC\nmxFDlAltLAkT6XzvdoWdm+mGXTMnM20k1LCxYLRLuRftKmykNqYSraKJRvvy9YrRosPu7oIQLeHU\nwnBx3ocmflYWggq0/YBuNG2jvsP7V3nkEBtZqXIg0BvbvO8ISraKtp+ipwXUDTT196drDFxfoB+Q\n9bIwfhKW0nKz+gBNS5jOMa2jWJSETobrprjciI1aqjfst7XzhW38NckmEYG0sFrj7wGShSedB1Qb\nsIsWXTaxS4wPiFas3TK8VZsAVuWgmqU8He1z85uB/OEIPxU7ENXv09zeYfIgoe0GkgtLOpXTe3oV\nH1rFNYs2Out4C1TrWZAQEJpBEOZgCxi4OZgyrzOeN0OGu3PuDa84LKZ8Rd3hotyhVlos3YDs/oxu\nXnPxaIfkSgyXTS2m2HVrWJap2MlFgTiNCMldLqJq1nDvVk1lE3QtP3x2JQkN9dRQlh0WNyv01Eqo\n8b4nf2XGf3Lj6/xM7ylD3eGufcS3HnyTL1x9HnTg7t1LfvLgIQ/yM8atbOAfj3dZnnbJl2qDAKwJ\nVT6TIq1M4ObBFcfPt1HBorzo5j6e7HE+6eGedehNxOlkTQ4JGtQooUks2VR0fUHra6bvUghVBGiG\nLZ/df47bUzxfDmmc4WLexS8SHp7t8oX88+h40a7qgjfunvIw26VtDN20YStb0fQ19Bcc2x10I76l\nqlHknZpO1pDeEu1lalvKOmF1IWbw6lTe8AeT29BtmdcZmW033qGv71zwu2WKtwnJXJFONKdPdlC5\nQ0WovDloSIqGnd6So05O29OosL535fNYQ5g6GqsrB67RME9IqjUyEpnaybWwPxvFDrMDIfMbP965\ny/lX07f4tUevko5MNDUPUW4kAcWoKEEyauN9u54R+sgm1SpwWXahjIfFWuF1IKSe0G1xISWdaJKJ\n2hTUYNiYYKyZ6j6N7z/O7UFe/0WBvzdQ7ibouk/StISpk5PCy/UHrpeF8ZOwXnDBFz1jC7M5lCV6\nmqCzFJulhCKl2S5YXzYpgi+8jFKRfbrOO4zSDXdNsNHOo2sn2E48dYrPqRRUePH/JaU8/2pK58wz\n+PYVnF8SmhaVJrC3xfjNgqsfrdGpwz6WmZdZm4FfB3p8x9KbH1dgIpsoGOmN1kxViqPJkPm4g5pZ\nxpXBec3Jos/52QDdKtq+aMRA0uv3+wv0Vk2dGYKSjlI3ML7oy6yuJxqzZK7IzgRfrg5bVO4IrcJM\nLMFpsv0lzUR0tclCoDER62tWOkPXimboye/O+PThCYlqmXjHUENP57xRnKIyR1hZZmXGjl1wOxlx\n0Yg7jPNxE4/U/zU5ymdC9mj2Gm7sT/hTBw/5DeD0/BCfBDLTigazMaDXHrOGehglK2UArWjWmX5R\nz5fMI5vZCmt3fVB5/2qfybKQZIyLDqoWakYzTfntx/e4dyASm918wWcHR7w1POXXnr+K0YGH4x22\nOyuUEniy6SbyPTqOO1sT/tzBeyTK8d7ykC8e32c1KjBz0eUmk9hJT8Ws/DQd0C4tamVY6YBWAWM8\nTTzQredo2W5NNbNQKdTCkG6tcEGR9mrazFHFqDOfyxDOVMkGbtSNMELbVq6fXRGzQKMpQSyc6ZXa\ndH3KgWo1v/bRAwB+K79HOc8wp6lAqO21Lng9C3TpC5Bn7NLX8VVrMf7V8wFXSY9kEjv9WuFcdq0P\nXl0zhtdm+n4d7xUPcGt/4WDWxv0qOluxmTGuvWXbTLG8mdGfFehVSXDu+9I1hh8wFPdlYfx+r3VR\nXIv2oyA3hBDhj1aG52mCXqWkzf/D3pv92pbc932fGta0pzPesW8PbDYpmhIlMY7tCEkcyA6UIMiL\nXwLkH8hD/ok85w/Ii/OU10CIDciIgyBIrAyWHYmyJg7NJtnDvX2nM+2zxzVVVR5+VWvtpiTaYVNs\nEzoFXPRwz9l77bVr1W/6Dg5TC7RPuUIULlwQPtREJMFcoaiuvLgRtF5mFFahnUd1fvCg87nFlZZ+\nZugqISKDHBh9JYG3uAlMX/ZUT1fw8gK/l1mZKgv8rKSbK5TxhJtc7H8aBqPd1O4Z2roHLaCRXgJ2\nI5QGtGS52Uax/XSOjd597tjzcL6msD2vmlPMTpFf2yHwNqrk4+09zK0RK6OZJ2hNf9IzPd7T1Blv\nnC+pe8vld85FYKCFbG3xmZU5rAU3FbJ/km9rjgXWmwjWplZ0pw496+h7w/uX9/lkdcL3Hjzivz7/\nXTLkYJ8uavqJ4UsnV3zaHDPRLX+0EtPjk8me/WmOW02wuwismArpXPWgbODvPvwh35x8zHfLh3w6\nc2ADp8UOqx3PqwV7m9PONTbO/EAO1WyjBjpE0ks1rVQ2ysH0uXQC8tucyxcPZB7rYBJ5lN29HrzM\n754Zodh8473nFLrjfr7Ge831swX21rBT0ZqrAxutm/7Gl5/zW/e/w0N7y0W/oPUWHxR6Y8hWeuDO\nymYQjqV7XWJrmUm3Wc6z9THej3KEopCkabY5dqPJVgrTGLazknfPriiM45OXpyLMDhQnNc1lNbjA\nhHiNSXtWRZCNigCZpISTWp7pPbNNYPKJoT2JbiDnBr2yg6qNWHuNM9TUBvV5nCuG2BaNmsJ9FNOQ\nZ31sK+oezHLsHkAyCvDoPqJkNdGZA1QLRkmHpT112OhnSawux3MltnnrQLZx0g2yNgZD99mz5279\nuXUXGP+q1r/ppjvwYZSWqholnBIwxxgBuRQ5ITPD72TrDpRQNPqJlYc1F2qCaSM30SgB0xRyMKnO\n460GJb/THlnqE01zoobAaPbIwVXC/KmnfLaGV5f4zRacQ+U5ajKhPSnoK1DX+YDyS3w9fxBk09JO\nQA39RNCKpk1giTAEb1J7yAZ8LlzH87MNm05Scb3TQ7s2tRFVr8hf2WHu2JxourOeN9+5ZNtmKBX4\n0uKKi3rG6/xMKqptINswgESaY4VqNN1FhY5tueaBAyVgomSMfO/NG3Lj2DY5WnuWm4qXRwv+sH5C\nHTK6YPil89fMs4bzfMNbxTV1sDzfiGj09WZCt8swuVBvQMTUTZRDA/hq+ZK/Uz7l6fkp35k9ItSG\nZ5tjCbply67woAz5JuCi5ub2icdHnmt74igu5cC022RmHTBdVMJZQ3Ed59Y6dh6MQr+wccYrtBiA\nQvd8f/sQgM4ZshszzM7QSY0F/MzxoFrztD7lf7r8Ji+vF/TXJXalKRMyM7YFQYJE/6ghNAZdW3Sn\nyK4NL3b3MbWiXI6OEvmNIqyKgVbjCuiuM56eHrPdFYR29Hnse7H1ShVUSsSGQOuktZxcY1L1RZ6u\nLdlxCSfXRGcTs89xVRD+ZCfyfcHGKn8eMBGEZJpUjcrz43JihR8IJx2zoz1l1nOJ7Ae/MhRXQsvS\nPYOwR77UQyLpYyuVOP80Lfi9wt6aKIs3KvEc6ii7gthiNuizCUXvUX1PqGsGR5+f17qrGP8arx+r\n/v6NVgqIRqOKAoqcYA0YTTBGDi+r6RYl7VFGN9ND0LH1Ac9JR95TI3Jtugux3SJiwyKRpVC5Gexx\nXGVo55rdI8X+jX7YvNUzG1txiIJO0xL2tbRQtULlGf50zurtjO2XOzABvxkBJ4eehgk0BAyi5fV5\nIF9F82OvRNi5jxl3ltCnGj/veePJNe8eXfK96wdcdhNMq4aqI3HB3Myhe0FvBiOcvvM3bvmN+x/y\n7dtHfP/lPb57/YCL6zlmr4dZkI4SbKTsftGhVtk4pwnSfuyn4IoAOuC8YtlUKBWorMM7zcerEy6O\nF/xS8Zw6ZPzm2ft8e/sGf7p8TLOwaBU4Tv6G5Z6r6YTdWc6uP5bZXxWwm0htaTS3bsKtz9i5glAb\nsmvLU38PM+/wvYrGtYHpy45sK5vB5UI96Y49atrTdhqOAqbVmE4P+yF5afpMHfBfhYxuoyZqt3B8\n8+FLAJ7kN/zp8jE/eHWOfzahWsbZXWolItdfHNW82s/51ssnoq96bSi34jY/SJgxzgB9DrMjuSeb\n/VGcCSsBJMW9F2K72e5TQAgDyb680KzDsfAVJw4d0b/+Stqlrki2acQZOyN4BQZXjOaeI9iA2Wqh\n1AQ1KM0YN37ONLc3O6lm0/4wzQiCA4aK0pUCdurPOvAKM+v4+uNXvDW94dnumD7OVNtTQ23mVC81\nRMqLLxhMp91URgAKRiRsLQ+YciP4TszGx2MlGEWfi/B6Owv0ZUawc8q2k1FNom/crb9w3QXGn8X6\nsYD4Fwn3hoMmu1JKAqK1Ug1aS5iU+GlJd1IKSjRSJnRUn+lLTX2i2D1ScdgOkxeacukjNSOiUUkP\nlcwaXS78xSRQnf4+UThcLoe+2Wh05NqpEFs/80C2MUw/LlHGoFIQz3LcNKebKFTuyaqOkGWEpO3Z\nAz5dw0E2q+UBLm4i0s5AKJEZXx1bW3lUT3GKbNoJetFbluuKblVQ7tVBi01eN7s1+Ex4lP008Pi9\nC/6zx9/Go/jg1T3cywmvLyrsWmO3anAqybYQogNFMAgStPD0sRItTve47YzyUg6hvoLr2Zz5yY7H\nixWv1nOO5nseTDac2g3HZscH7UOOzY7rdsLrzYzr/QSjPV85vgDgQbHmKw9e8WfbN/id17+Ocha8\nVFC6B70z/M6Lb/BHsyd8+/Ih9tqS3Yq0nzlx+OuKyTPD/FlP8XxDXsojrPyUq68beG/PvaMNn9Zn\n6L2hL4VWAqM3ZzCwvyftYRtpLtlK7kH9qOftL7/m6wsJjG/nF5Smi+1NNQA+XDGiJYMF1xu+++Fj\n9NJSHLR0vYk6nrFN2UekrF0r1i/nkHsByFjR9E0zDPCJPQAAIABJREFUsr6MQBab1Ghkv5pGgmO2\nhqC0zAjzcVbWT2Vvd0ce3YtrSD8N6Hjt2QZAOgDNmedLX3vBWbnluxcP2G0KXF3F+8k4B4Yh6Uqz\nQt2PM0Sj5X19nDd2s4CrvDxPnSY/rTmZ7+icQRN4VN0O4KZP10fU5w39bUXQsH/g4aSFdQYOwsyR\nTVq8M3R9KdKJQZ5nC6MHarzOwdA8VvMooBDRCu0sxcsctTISGH+e6xcMlXonnHe37tbdult3624d\nrLuK8fOuH2+faoVS0golcswAlHPghMiPtaiiIEwrQp7hC0M/L+gnhn4iSicqxGx7Kq1QV0B7LC2i\ntHx0wEiEZjV2t0TEe6qi/Y0iW8uMSfdK5u+x3WlaqF6r2FpLn0nmRi4PbB9pjk9KivkMFSthNSkJ\nmSbbBbJnOT4XqykVRQL6lKnGa0mtX0HvSWvMx1lKsHJLBD0YIprUiEarr7jqDMfVnr6x4KRt5/fC\n/0stLdWBnwVcF3BTjwuKl+2CT7andK8rsQXKRM9SR3Hxbi4AnSy6ESgP3GYw7yln0qt9cLTmaT7F\n7gTd2RwpmtuMt7605I3JklfrOfs2Y99nTHXDQ9PwsPqYLoA7UxxlX6H1ltu25BtzIYr/vel3OdUt\nt64iWzR0AbCBbNrSbHLyFxmffusxn4bHZGtFGSst0yj6SCORuZ7InJkroc7Mek+zOOLirQJ9vIYs\nEIqO1mWoIAo8zT1HcSGzR4XYK7W9pnglllPtceC9r77gN+99n//y6FsAHGvNj84+YN2V/GD3AF9Y\ngtaEbASs2K2i/6Qiq4U/KS1oac96K5ql+ZXBbkRkHmDyMlBdGjZPjLQOIyDMFfJ7rpLvUlU9rDKy\npRZB9VuxV1IuiLpQCa4Xr0mAcNxhXueYjRo8DE0toDDby2ggUTRCFsi0Y2pbTiZ7NhdT6XSYCNhO\nLVMSSEyNPqmpmowz6vbIR0CR5/G7l/igeP29e5QvLW455dVxyfbhhqc3x/SdwUdbL2MdYZlH7m9g\n8uaaX33wnBc74ZG+Obuh94bf//jtgbrh47Mb4uw0/X99WDlqBo6pj7QelysZzxyeVz+n9W+tT+Rf\nsu4C489ipU2WZ8Oc0M8rfJEshTS67tGbPcp5QmZxs4LmvMJV4teX/PeSxmkiKActpqxtoXElA0cP\nBDmnuz8v6ZYcz20tATJfhhEUoEZ7qfRg2V0YDYiJhPdpNFXtoF1Y7OMz9LFQDrqjkvo0hyBtUW/H\nGUdfCeAgWGlb6W4EXPg8ws4dQ/vMZcS2a2qPBoGfGyBoGnKeVccEr8RZwhbYdSYcsah2UiwVdm8E\njDPr2DY5/8sHX6e/LilfmiiJluacESDRapkl+fF6gw0U05a3z4SqEIIimCDtQxW1aVtFaToK3WON\nZ7WqePz4ljftNW+YCUZpNr5mqlu2fcEiq3GZ+DYCvG07DJqNKzk72lKcrpjlDS/Wc9ZBoV1OfpmQ\npCI5F7Qcyu5VgV849l929PMM7Y6YfZS+zKiM1GvqXpKI0CvcaUe/zwkW1KSnr8wQzLy1uIUjaJk5\n9wvHbz34Dv/V8Z9xFK3gLt2WP1y9xbPrY9TeYLeyf9ojT+G0gKgaAUCl79ZHcrzP5bvUu0NOkfzD\n1p5iFXC5ZfU1R9hLsOoXjvJsz1unS3ZdxtVqis8dbZ5DUARtMY2oFQn9COjAxVFB32j0AUc26EA3\nE7K8+JaOKjd2pfn+d5/wvgnovaZYiaRaMgu3dRh8Hu1OgCx90ivVkesYifd2p2iPPZSe3DhWdYHd\nKcormUE2tWUTRL/W7EdN1j6XhFX1YLxie1Mxf1Lz9598F4fmTzZv8tH2lH6TUXZqbOnq8VkKJgKL\nYuCX2ywONAGGZ/sXrJv5ha67wPh5VvBjUCwKOJ7T3V/QzSzbR1mE+0cI9wYWT6eYxovKRq7Fcb0a\nB+imGwNUssdJS/dBNCe7MZMdwCOHmJcgwU95Bid33QsIQtB4cjgQwjADDCYexAku7hTZDsK1HGg3\nX7Us35tHT0ihhqTDRa5tROG1RwE38zDr4EelqMjE1zU1o5WPYjBzLa7HijV9btOIP6NymqafoSae\nthMR5xRU0/XanZg1u0KhQkldFKgeykYd+OZFjlnMpE2XEoU415wEspOGSdny8dUpAM0+k9niFHwh\nwdpVjte7Oa23XN9M8b3mUXHLA9NilCBnZ7rknl2xyGqeFDf8Oycf8WtRlPvczOiC429OPuTD4zO+\nd/2A0nb0ztCtc/EkzBUh6WueBql4WiiuNV2r6Oee7shx9XVLfSTJyuTS0Zwo7GmNiURRszL4Qiot\nlwjoxz11qSkuDPmNhqUgIgUNGXicLTnS1bDvLpzi1W5BfVXJzCxAMALUURENmSix43OByMJVDq+0\noHoPqCUA+UqTb0RgIWQepxVq2vPu40t++fgF1+2UP7h6k66xHB9vuekMYWcl+ETUZjIilpmjbEa7\nFScL5cG3DL6jzaknKD3wOVWcERYXRnRc23FmSJyd9oUaeYEO1E42bj8RKzgJjqK16y3o8wbfaz76\n+B7m1jK9EB5sX0by/cQRaiOWU1lEby96PJBtcpn1vs74559+ieN39sxNzUfbU77z0WPy1xYbDY4T\nrzHZaKWkUh1UgSqVlSDsDC2gPJV4jHwW9/BXutIz/wu07gLjz2IZg5pNqN864fprRTzwBcgAkB01\nbNY5rsqoLmKVF+TBc4XwubJN1HiMbVSUwlvJ5BNpP1VIiUQ8Kl+o4cEIMGS0SQpMO0Ef+kzExvsK\n8fIL8lrtkRqMWUGChW4kA21OA9V7t7x7ekXtLD96dY42nnafoS9yspRlG4Gthyd7Ijd7qIJTcNJ1\noghIYNWOaLg7BlafSXZuu0haD3IQ6Tf3WOtpNjO6qRxMaRXXimIZIoJQicoII68MQNmxlTtK6jG4\nsusW+lcVS1UNiUeoPGHmaDsRFMAG7j1ecn+y5u3JNdf3JrTO8EZxQ/ljYKupavnq5CW3/YTH9pZ5\nFOXe+JrnzvGj9sv86Pacq+sZ67LkdL5lpWYiOO4NphFAUrZWQ2U/tFQXMH2wpT0xXD+QIBb+RMry\nvjXcrCegAsWVjlW7AJO644zyoXgats1MaAKRd+o1qE7z3f1jbiZPmWlBIL3f3acPOtJkpCUtLvby\nx+Xjfjsk1GsnguhpQ4Uoo5aSmW6maE5Ei1c1mjDrOToSgMre5bx/fZ9mU0CrWZkJoTZgPeHUcXSy\nZflqjr22Axdz7KJEib0Q/RED8R4qQiYoVHPS4J+X2K0WIn6bkK8htiXVEMwOBftVDyras3WzQLZV\nMkKIOr553tNrjbuekF/r4Trk/gQBmc07XACiLuz8fMv61YzE6c2Xiv0PF/z25psoE3DLnOJC9HQF\nLRvQakTbJgqKWFGpoXuke6APYydq+Ax+GP/8BLP5n/H6xStX7wLjT7sOq0Vr8YsJ24cZfSUItb4K\nQwup70uBkOeCELR7Bp6hrdUgfDwEsfQWSoKdaaCIh3WiNADDLFFanqnCir+bWi0pkwzStmxniuYM\nstV4gGRrSKr9kFB3kcOlA9Oi5d8/+wGnZssfL97kdTNnalp+b/oOzbMZKlaMfiqecAD6Mh9UPIYK\nNwboEJGKMPK+EsQ9ccISLD8YQRQ6wDkRIQiZJAX+npyGPs+FB7cV+koKvIOeZayyrbAD5DuKRVGw\n0C7CELyzjRqy27YCvTVyILaaszev+Q8f/pBfm37CG9kN/8nRn2KU5xv5inMzHb63nW/JlOcb5VO2\nvqALmt+tZWb0nfoNJrrlf7/8mpyZJhACGBWgV+i9pq+E42jjd5MoDq4U66RQOvbbHL/JBvSn3UN5\n7ei+V9KeFMxfKWafCmK5nWr6qVAN6k2O0gETof59NSYPulH8ox/+Kj4ozgW+ye+8+AYffXKPfKsG\ntCcg1aDJhFrRquj5OVpbZWvpcCTpsqSklAJj2pt2qwCNOwrcLids84LWGa6XU1Cif+uuCpmZHcn3\nPSla1rMOvxOTZ1cEihvZd+k6VGCQzOsr2cvd3GPP9uS5o6YEFegWQmlRXvaAyyRxTNWtjZqqmRJ/\nUpQkbpOXsXqOXEYC7F9P0I2WhGQ37i8fFXHstXhPZj4ir4H9rsCs7PCs4EUQvMkKdKMod7FtHOJ5\nkGhQXt5zUL6Ks3xzQCVJP6P7mFS1XnAOd+tfu+4C489gqTyjW5Ts72m6RZDKSUs1BKAbPXCNUpCC\ntGEDKrY0ibPFEDVO0+GhXUDt/VA99lErVVqwAVLFVqrYIoxtmlS6IS1F7cTcWKesPrYSUeGzrZgg\nKiGmFuDCel/wu5df5VG14tPdEcf5nreqa56dHPP96wpswJQ9p/MdN9cz9EVOcaVFAaQPI0gmQuBd\nLhY8+UpahMl9wdQyG8o2YeRQuujHuM15+PiGl7uM0Miw0hZSkXcnmv46i6RrhYuBT7dR/aVBpPFi\nFSFgCTnkEoCkn3uy+3u61xXZSk4buxYaiHBEFdc3U749ecTC1ng0//n0wxgQx6D4Sb/hj5r7fGv3\nJTSBxltWfcW3LkX5pm4z3jxe8v7L+wBUVUsIiuW+xK4MeVJBcdHtI0mLKfCxMsjnLe02p3htmT6X\n72z2rCW/3DJ9XtLNMwgBV2p254b9fcX+azXTRY1WAec1u1VG0Bo3d2THNX1jCXvL7mLKb3e/ztnR\nFoD1vpTKpZRESu/ld3AKPxEvSe1iRWQkSJLmyPG711bR69hyTa3JJCbfyB5rQjG02S+qimAC5rTF\neYfaGbFXus0JKvCiP0FZj24UdiN/zAEdKWmVunw0GPaZgHn8ZYXrFEVsxZq97EERoojUqEqASUoH\nwosoLNFLiTwE9J0kL05LYO7nDt1qiktNsZTr6KsxQbNb9ZnkUzeRf7qtyLZq6FykhNY04oySKElJ\nti64+Do+0psiSV/14z1NZ4s8+fEM6YJ8AV+UNtsX2EpVSpXA/wkUSMz77RDCf/OTfucuMH7epRVk\nlvYoY/c4Zplb2dSpQtEtA+IOxtaizPekkuwnwtGCGBB8PFiiKgwRTedKjY/C330Z7Z1ckHnlQsE6\nuWgcDN2TTngfxkowzfkSOlSPWqkJvJOv5Z/t+ogPpgu+Owv4mePkwYoPV6e8/PiM2Y+Eh9ecZSzf\nVIIgXMcW3Y89DCmDtfswcBldIXMaFYRLl6/E59DE+YmQ8eWFCuOYLGrqm0xAIB9NACj3coAkVZ1u\nLkT3/NKMFYqPlWoe3/NeJxf4KpZLRx2niy03KtDYWE7qIA4OuxzzssBvM97/4DHLuuIfvPnHZH+B\n1uQ/273DP379TXZ9zo9endMtC3SjBz9GX3q2+5zutsDMejbbHJ2Ld2S1lOogiQ70E7le0eaU/2/3\niuZCgnf1Co4/kCqq/PCSsFxh8wy7mOFOptz8jRk3vxLws55337jkZleJdmyrRdtz5jh/Iqf42f0t\nz1cL1s/ndOuCxT0BIP3q2XOebk/4fn4f96yS7zS2L9Skx7eFGMQrubZk+Jz2t7dSNaaqKn0fSV1G\n3CkkYbExSemmYkbc2YzsuKE3Ab830optFfoqE7Wj2/iMHVROh/y9NDu2OwVKgrrqx6QSRn5lul4J\nepC/yIZgBAwAshSUJPDEebCV+aHPPep1Pvx8u4D2VLxJVXThEA3WcWxhaqmkuymY+P6uDLiJJ18a\nsm0cmSSktxpbvmKqzSB+oNvxswzt0zYMVnPZrkf17uc3W/y3ZzXA3wshbJRSGfB/K6X+aQjhX/xl\nv3AXGH8WS6VWUqpC5CFPdkJp3tFXkgl6E8CqgSgdtFQ0ppOHRgXJ7kzjMY0My1UI+GQRlcnD3R5J\nYMy2gWznBfEW/eSGoBcVO4JiDHwuxCyfERF7OAIY7KwCk9eBxcc+BnBFN7G44hTXwVtXjuJqS8g1\n6zcLbveVENXTYfNjXZtUCVFDpiSb748D7eMWOo3diRj14MIRZz3dwkGAjz+6h1kZyis9qKHI5xHq\nSnMqh0pQoHd68LFzudxX0ZWNreOnOcFKq66fBJQOvHp9RKgNNrbsjHVY6wiNkcqyNXgLm3sF/8/1\nl/nN2Xf428X4+Z71G/63m7/Ln336GNdrsg9LFjeS4bsYa5tjjesn2Ebht4asUWL8vB/FrVMF3S4C\n7YOe8DyjuEqUARDdPCL5PbY2d3vCfi/jU61x04z9fYV5tOX+0ZZ351c81cfcPD8iuzboHjql2TUZ\nXWdwXrF+PSNbGVwRuNhKFfzW7IbbpsS3BhNkb/M6l0raBrQHN/OEwqNfx9NbjfttBFPxmVaqt4gJ\ncScBcvIybZK0TxW+0HQ2J180dDownddsriaoqwy7G4Exhzqjw15zolmaZpB9JajRoIGjjibPCLdR\ngLuPzKoo7m5aSdLaozC0jnVrxO8wgdaiQlPQkgirp2JFlq3T8w5uEkcYpSeUHi4tdqvI6rGi806C\nYrfwsNJD10Q3hnwp8o4+kyRYPmuUTxySWAbwkGnj2cF47wWIFzC1Q7UeDsA3P9f1BcbiIJnAJv5n\nFv/8xCu6C4yfd0WrqHzVU16U7N9wdDNpox7yApWDYikBMFhENSYIiER50a4cVohZaefRTfRN1Boy\nIxli3Nh2nwAkCrvz2K0/0CpVqGK0GpJ5JBGRqrC1l4Aefz+1bGHkQJpa5lblRY3eNiJqrhRojep6\n2NeErkMt5lTlObv7OfVjh60tav1ZX0j47MGoXcA74YWZ6wzdjeCibqKHtprdB6oXhn4qyjxy2MXg\nn17XKNoFNO/GvtNaKgpXpFmOIcRExDQMVA9XyeHnK0/YWfTWYFqFn8ip9bfefobVjn/ZvEN4bYXf\n5qBtLC83cz5oHzJXTznWnlJpbr0hU57utiC/Ek1RuwsRvSgHWX+SFEcMvvBkGyOVzzYMn0VEpINY\neS0a2o3BbnW0MYLeC4ikOVXMn0qFkn+Uyx6xFr+oqM8y6rOANYFZ3vLB7T0u1lPMVse5njhdtM0C\nFKzMhHynsHsFCwgxU7qoZziv0bnDlQG7VwNlI5jY1utlBjyAmcyouxtsTLoiqGyQhJtH8Fc2tv/S\n76SWu88C5tbQ7SaE3FPbHLW1o0mvQRLI/scCY5AAYRyEXoKdfF4t/EivUCctfSf8QbtRQxuzm8du\nRnxm7VoP1xQU+DJSNjisysSJxdRBTJQLkWLrp148KbUa9E5NrKiH6/WKLIDyOvKRGWhSCVVOUBgd\nPuOko3wgBDUm0jrdyzGACuhJnntfaPRND72D4P9Cda5f8HWulPqDg//+hyGEf5j+QyllgG8B7wH/\nXQjhX/6kF7sLjD+DFZqW7KZm9qxAOyND8Gb8+wQsyVfCjQpKodsxuIFUNC6XjW33AdN6VC9zRQmI\nGlcZXDZu5nQ49EV0r689pvMxWzRDi8lnkjUnkq8KYfCv6ws5OLJdINvGp3Wi2U8U/VSR7Q12n5Fv\nG9R2T6gbCB7vYvZpDGg1ynJlnvbIo1s5ED4jReeDfMY+AYuIos4KlwusXS1G93e7leCabQFUDGph\nODiH9lk6hGuDaoUe4CYe3RjRwIxcxW4RRAB7HxDUL7QPO84frKiyjmcvTul3hrKU4DW1LR9tTule\nVUzW8XDzsL8qWQJ/uHmb79cPmeiWb1YfkSvHVSOVliulshDptPEgVLXBPtjR1xPs2gzC2j7SCrwR\nCbP2XG6SVdJ+BY1pwwC+Kh7uaHYZLo+tYKNj0qJwhWF735B/5ZYnx7dcbKcoFditSmw3tiy9hbA9\nrCziS+0Uy+cCFvJB8XC+Jj9zvFSBvpkMCFlvpOojCBindzLvSx2D1IVQCXAVEawggBhXBfIbEZ9X\nEZFNApk4sFGmMGjplrCuyFpE6LyQSsruP4seHUEpoxZsQkDbvZKRhlOwywat0cHppY+0j/g7vmBI\nIpIYRXsE7bFH1xE/4EBHZGqa24snY7r++PybMAp8KwG1pdfVfaQyRVqF3PjU2h29USFWgkoSS9OG\nSNpXOIUAudLPhhEc1BmNyxV2V2CuksPGzxmE81dfMV6GEP7dv/TtQ3DAryuljoF/pJT6lRDCn/1l\nP38XGH/a9Rlz4RZ9teLohxnaVTQLoQx0sUrQyUkiZoQ6jGAXX0ftzlil6UiYHmaAuQRFmbVp+lKP\nWXdyHE+D+EyPQSMdLnsv86RM0c41voh6kbG9283lIMs3AbuXh0V+x9DONEEJwV/5Kfm+gbYVXpSP\nkG9rIbP0lSbbBvTaYh/v2E0KshtLcTUeuEGp6IkoWbPuAsoLFSI/rWnbKRDnS4tAeakHpRTdjfdQ\n9+PMCsZ2kmo1xaXBbuVeAEPmL/c7Ai2MzL0IYC8zrsycBw+WHJ9u2E9zzuYCPHl/eZ+nH96jem2k\nFVjGQ15L6/Xbt494NFlxmm35x/Xf5O8u3ued2RV/nL+JWolOqcsRN5A4U7J7Rd9YmTv5iPJUGo5E\nYzPx8czaSPZ/OWWyjXSUNqGQg3Asr/Oh7UwI8qfvUU6Ez+8vUvcIMuPR1tMvHOHaEhL3NGeYSYfI\n8dQdg1/gZl7y/ZsJ1Aa91xgvIu1mqyX5uBELL7c1YgZdCW/W7uOs1MW5bibzPhMDiqkTzUF4scqO\n36XYOgX6Iz8kNgkoRZCg6IpAOO3od4b8xgzo0YTATNVT+vfkb2g3CuWsxI0MurlD9TJoH8ArMWnL\nb8bvbWgBZ4Fw3NHXRoJ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NzE1dGQhnLfaqEC5ktN/qKzWIVXuron8luMqzf6DYK5h/qEcV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2bjuxil0MrxbNrj3/AltHL85HwbreBGe0xoSgE2zSsLrQyKFuS+E3m4saGMqsQ3Fd6qrcQW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\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9LaMswyahrAufs/Oem+vgOG5mO0MfRnhrge5I9u9c0vILstJjlQV8+8EL/DC6zn5/wYOn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EU/dPn813JpG4/ATXzfwrNWkfpTEpunfxOb2MQmNrGJp+IHu2J8qmX6ni8v+91LVF1c78J3+8xu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\nntfiYa19zsmszDtRdSMja/+kUMaZ1zo7c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pdy1y5QKmcUm1STD+0ps25LcD2MlmiuVvmt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\nK1tT7p6OoPRScpVgFBgrXN8f8zNXXuXL3bcBOKn7fH1xk+O8T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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# similarly, take frame 20\n", "# and smooth that\n", "\n", "ZZ = smoothn(z[20],smoothOrder=2.)\n", "# self-calibrated smoothness term\n", "s = ZZ[1]\n", "print 's =',s\n", "Z = ZZ[0]\n", "plt.figure(figsize=(9,9))\n", "plt.imshow(Z,interpolation='none',vmax=6)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:55:49.650098Z", "start_time": "2017-11-14T19:55:39.633782Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tol 1.0 nit 0\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dcVDYxdxeB88y8rmjmZS88/Yp3R3Hk8eHUDskCNUTj9+Y73G7J7J4UDB6CsVC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AakS7Gt8qY5ZYce7RWqId6b3L9gEeV3J/jd81GiWBPNHa3HlpVqEx5XhLamLgz1MiKc64Y7CeHM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dUBrBjit0EX5UjAtnXpMBcrFC6AZgHGhCnN/De2hdYVp6VHtFtXHovjUyBqt13BAc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HHAet/hdxtYRMSTwI9rlWi0AnfvTjB4Pmz2+cUn77D+ZEDvWvp65V4oD3tCkPX43KKvjLiL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X6K3m2FE+5GQ3kcDQrcCQzVgS2UEKiIsV6VyRzaXTwkOUerI7w010yuy0pKki0qglNpaf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\nsMpSmI4p7oWgeCA+gqZU+EqBFl5lpyvpYnC5gFlsApPDDd8ZPwFgZEr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WwQOOmxnfXNyH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HslB8M1rxpDu7HU65SPLo/k/NaKdK5xFwntrMUYTzJsaFqNy0WEvJ4qssvIkxx1hsYttAo1annn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\njP1prXzBvsgyIxYWIgMmcRmmV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HM4b/bbTnqZv3/q5/PNylkbxlvA9ZXnzwF3zmgsHxpr\n7R1/vwf8Z9wfxO48dOXv985uhB+a0+ZwLtfNWrvrL1wG+Jcsw3DnYj4iEuMMyL+11v4nf/hcr9FJ\nczrv6wRgrT0Gfhu3x7ghIvOGDatjXszH/3ydJw//Bz5Gztowfhl42WdtJbgN6F894zF9Q4hIT0TW\n5o+BPw+8ipvHj/uX/TjwX85mhP9fnDaHXwX+is98/D5gOA/nPc08tMf2l3DrBG4+X/RZgi8CLwO/\n80mP73H4vad/Dbxmrf2nKz86t2t02pzO6zqJyAUR2fCPO8Cfxe2b/hbwY/5lD6/RfO1+DPif1trg\nMT4NnHX2Dy577g1cLP6nzno8H2L8L+Ey5b4K/OF8Dri9gv8BvOnvt856rB8wj3+HC1vVuP9k/+pp\nc8CFgH7Gr9kfAJ876/E/4Xx+0Y/3a7iL0pWV1/+Un8/rwI+c9fhPmM8P4sJsXwNe8bcfPedrdNqc\nzuU6AX8C+H0/7leBv++Pv4Qz4G8B/wFI/fHMP3/L//yls55DuLlbUL4JBAKBQGCFsw6lBgKBQCDw\nVBEMYyAQCAQCKwTDGAgEAoHACsEwBgKBQCCwQjCMgUAgEAisEAxjIBAIBAIrBMMYCAQCgcAKwTAG\nAoFAILDC/wOkt77gedx8eQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# similarly, take frame 20\n", "# and smooth that\n", "\n", "ZZ = smoothn(z,s=s,smoothOrder=2.,axis=(1,2),verbose=True)\n", "\n", "Z = ZZ[0]\n", "plt.figure(figsize=(9,9))\n", "plt.imshow(Z[30],interpolation='none',vmax=6)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2017-11-14T19:55:56.108988Z", "start_time": "2017-11-14T19:55:55.797521Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lc/KYfE49Ip9pI3Pt11IUs8RuDkpNYwvLSmv4qLSKxZv0wmZ4nfio/AyOGZLN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\nodBqavTXTmKiXUCPJM3N8Pv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(46)*8+1.\n", "try:\n", " plt.plot(x,np.mean(Z,axis=(1,2)))\n", " plt.plot(x,np.min(Z,axis=(1,2)),'r--')\n", " plt.plot(x,np.max(Z,axis=(1,2)),'r--')\n", "except:\n", " plt.plot(x,np.mean(Z,axis=2).mean(axis=1))\n", " plt.plot(x,np.min(Z,axis=2).min(axis=1),'r--')\n", " plt.plot(x,np.max(Z,axis=2).max(axis=1),'r--')\n", " \n", "plt.title('LAI variation of Eire')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... 0.00 percent\n", "... 5.00 percent\n", "... 10.00 percent\n", "... 15.00 percent\n", "... 20.00 percent\n", "... 25.00 percent\n", "... 30.00 percent\n", "... 35.00 percent\n", "... 40.00 percent\n", "... 45.00 percent\n", "... 50.00 percent\n", "... 55.00 percent\n", "... 60.00 percent\n", "... 65.00 percent\n", "... 70.00 percent\n", "... 75.00 percent\n", "... 80.00 percent\n", "... 85.00 percent\n", "... 90.00 percent\n", "... 95.00 percent\n" ] } ], "source": [ "# or doing this pixel by pixel ...\n", "# which is slower than using axis\n", "\n", "order = 2\n", "\n", "# pixels that have some data\n", "mask = (~data.mask).sum(axis=0)\n", "\n", "odata = np.zeros((46,) + mask.shape)\n", "\n", "rows,cols = np.where(mask>0)\n", "\n", "len_x = len(rows)\n", "order = 2\n", "gamma = 5.\n", "\n", "for i in xrange(len_x):\n", " r,c = rows[i],cols[i]\n", " # progress bar\n", " if i%(len_x/20) == 0:\n", " print '... %4.2f percent'%(i*100./float(len_x))\n", " pixel = data[:,r,c]\n", " pixel_sd = sd[:,r,c]\n", "\n", " zz = smoothn(pixel,s=gamma,sd=pixel_sd,smoothOrder=order,TolZ=0.05)\n", " odata[:,rows[i],cols[i]] = zz[0]\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2005001\n", "2005009\n", "2005017\n", "2005025\n", "2005033\n", "2005041\n", "2005049\n", "2005057\n", "2005065\n", "2005073\n", "2005081\n", "2005089\n", "2005097\n", "2005105\n", "2005113\n", "2005121\n", "2005129\n", "2005137\n", "2005145\n", "2005153\n", "2005161\n", "2005169\n", "2005177\n", "2005185\n", "2005193\n", "2005201\n", "2005209\n", "2005217\n", "2005225\n", "2005233\n", "2005241\n", "2005249\n", "2005257\n", "2005265\n", "2005273\n", "2005281\n", "2005289\n", "2005297\n", "2005305\n", "2005313\n", "2005321\n", "2005329\n", "2005337\n", "2005345\n", "2005353\n", "2005361\n" ] } ], "source": [ "import pylab as plt\n", "import os\n", "\n", "root = 'images/lai_eire_colourZ'\n", "\n", "for i,f in enumerate(lai['filenames']):\n", " fig = plt.figure(figsize=(7,7))\n", " # get some info from filename\n", " file_id = f.split('/')[-1].split('.')[-5][1:]\n", " print file_id\n", " plt.imshow(Z[i],interpolation='none',vmax=6.,vmin=0.0)\n", " # plot a jpg\n", " plt.title(file_id)\n", " plt.colorbar()\n", " plt.savefig('%s_%s.jpg'%(root,file_id))\n", " plt.close(fig)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cmd = 'convert -delay 100 -loop 0 {0}_*.jpg {0}_movie2.gif'.format(root)\n", "os.system(cmd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](files/images/lai_eire_colourZ_movie2.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.3 Function fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes, instead of applying some arbitrary smoothing function to data, we want to extract particular infromation from the time series.\n", "\n", "One way to approach this is to fit some function to the time series at each location.\n", "\n", "Let us suppose that we wish to characterise the phenology of vegetation in Ireland.\n", "\n", "![](http://www2.geog.ucl.ac.uk/~plewis/geogg124/_images/zhang1.png)\n", "\n", "One way we could do this would be to look in the lai data for the most rapid changes.\n", "\n", "Another would be to explicitly fit some mathematical function to the LAI data that would would expect to descrive typical LAI trajectories.\n", "\n", "One example of such a function is the double logistic. A logistic function is:\n", "\n", "$$\n", " \\hat{y} = p_0 - p_1 \\left( \\frac{1}{1 + e^{p_2 (t - p_3)}} + \\frac{1}{1 + e^{p_4 (t - p_5)}} -1\\right)\n", "$$\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can give a function for a double logistic:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "def dbl_logistic_model ( p, t ):\n", " \"\"\"A double logistic model, as in Sobrino and Juliean, \n", " or Zhang et al\"\"\"\n", " return p[0] - p[1]* ( 1./(1+np.exp(p[2]*(t-p[3]))) + \\\n", " 1./(1+np.exp(-p[4]*(t-p[5]))) - 1 )\n", " " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "tile = 'h17v03'\n", "year = '2005'\n", "\n", "# specify the file with the urls in\n", "ifile= 'data/modis_lai_%s_%s.txt'%(tile,year)\n", "\n", "fp = open(ifile)\n", "filelist = [url.split('/')[-1].strip() for url in fp.readlines()]\n", "fp.close()\n", "import sys\n", "sys.path.insert(0,'python')\n", "\n", "from get_lai import *\n", "\n", "try:\n", " data = lai['Lai_1km']\n", " sd = lai['LaiStdDev_1km']\n", "except:\n", " lai = read_lai(filelist,country='IRELAND')\n", " data = lai['Lai_1km']\n", " sd = lai['LaiStdDev_1km']\n", " \n", "thresh = 0.25\n", "sd[sd" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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M9PNl1ai/MsY/kKzCsSxr4Ffh5f2yb5ZxRUAIZ31g6GtPOu29eTJbupiCA32J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\nvgKku79cubBbZfucvbDb3I/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# define x (time)\n", "x_full = np.arange(1,366) \n", "\n", "# some default values for the parameters\n", "p = np.zeros(6)\n", "\n", "# some stats on y\n", "ysd = np.std(y)\n", "ymean = np.mean(y)\n", "\n", "# some rough guesses at the parameters\n", "\n", "p[0] = ymean - 1.151*ysd; # minimum (1.151 is 75% CI)\n", "p[1] = 2*1.151*ysd # range\n", "p[2] = 0.19 # related to up slope\n", "p[3] = 120 # midpoint of up slope\n", "p[4] = 0.13 # related to down slope\n", "p[5] = 220 # midpoint of down slope\n", "\n", "y_hat = dbl_logistic_model(p,x_full)\n", "\n", "plt.clf()\n", "plt.plot(x_full,y_hat)\n", "plt.plot(x,y,'*')\n", "plt.errorbar(x,y,unc*1.96)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could manually 'tweak' the parameters until we got a better 'fit' to the observations.\n", "\n", "First though, let's define a measure of 'fit':\n", "\n", "$$\n", "Z_i = \\frac{\\hat{y}_i - y_i}{\\sigma_i}\n", "$$\n", "\n", "$$\n", "Z^2 = \\sum_i{Z_i^2} = \\sum_i{\\left( \\frac{\\hat{y}_i - y_i}{\\sigma_i} \\right)^2}\n", "$$\n", "\n", "and implement this as a mismatch function where we have data points:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Z^2 = 113.325251358\n" ] }, { "data": { "image/png": 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ftmanZ7ib2TZJh0zy1Ap3f8jdr5R0pZldLukiSaPhSwQQq+4PW+dv36Sf7fo1H7YG0jPc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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def mismatch_function(p, x, y, unc):\n", " y_hat = dbl_logistic_model(p, x)\n", " diff = (y_hat - y)/unc\n", " return diff\n", "\n", "\n", "Z = mismatch_function(p,x,y,unc)\n", "\n", "plt.plot([1,365.],[0,0.],'k-')\n", "plt.xlim(0,365)\n", "plt.plot(x,Z,'*')\n", "\n", "\n", "print 'Z^2 =',(Z**2).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets change p a bit:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Z^2 = 105.478274642\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p[0] = ymean - 1.151*ysd; # minimum (1.151 is 75% CI)\n", "p[1] = 2*1.151*ysd # range\n", "p[2] = 0.19 # related to up slope\n", "p[3] = 140 # midpoint of up slope\n", "p[4] = 0.13 # related to down slope\n", "p[5] = 220 # midpoint of down slope\n", "\n", "Z = mismatch_function(p,x,y,unc)\n", "\n", "plt.plot([1,365.],[0,0.],'k-')\n", "plt.xlim(0,365)\n", "plt.plot(x,Z,'*')\n", "\n", "\n", "print 'Z^2 =',(Z**2).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have made the mismatch go down a little ...\n", "\n", "Clearly it would be tedious (and impractical) to do a lot of such tweaking, so we can use methods that seek the minimum of some function.\n", "\n", "One such method is implemented in `scipy.optimize.leastsq`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "initial parameters: 0.468054306457 1.78821571141 0.19 140.0 0.13 220.0\n", "23.2758233693\n", "solved parameters: 0.615260788506 2.86137770501 0.0359482293173 158.838968533 0.0384063066821 227.611227167\n", "phenology 158.838968533 68.7722586339\n" ] }, { "data": { "image/png": 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h/eMfEhZSstF6QtJF3Ny88WrcmoW71zBvwMe13jnKaGr7tHCj5zVr1YikC+nk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\npdRyrfV+awR3o6TGI4QQNWN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy import optimize\n", "\n", "# initial estimate is in p\n", "print 'initial parameters:',p[0],p[1],p[2],p[3],p[4],p[5]\n", "\n", "# set some bounds for the parameters\n", "bound = np.array([(0.,10.),(0.,10.),(0.01,1.),\\\n", " (50.,300.),(0.01,1.),(50.,300.)])\n", "\n", "\n", "# test pixel\n", "r = 472\n", "c = 84\n", "\n", "\n", "y = data[:,r,c]\n", "mask = ~y.mask\n", "y = np.array(y[mask])\n", "x = (np.arange(46)*8+1.)[mask]\n", "unc = np.array(sd[:,r,c][mask])\n", "\n", "# define function to give Z^2\n", "\n", "def sse(p,x,y,unc):\n", " '''Sum of squared error'''\n", " # penalise p[3] > p[5]\n", " err = np.max([0.,(p[3] - p[5])])*1e4\n", " return (mismatch_function(p,x,y,unc)**2).sum()+err\n", "\n", "# we pass the function:\n", "#\n", "# sse : the name of the function we wrote to give \n", "# sum of squares of Z_i\n", "# p : an initial estimate of the parameters\n", "# args=(x,y,unc) : the other information (other than p) that\n", "# mismatch_function needs\n", "# approx_grad : if we dont have a function for the gradien\n", "# we have to get the solver to approximate it\n", "# which takes time ... see if you can work out\n", "# d_sse / dp and use that to speed this up!\n", "\n", "psolve = optimize.fmin_l_bfgs_b(sse,p,approx_grad=True,iprint=-1,\\\n", " args=(x,y,unc),bounds=bound)\n", "\n", "print psolve[1]\n", "pp = psolve[0]\n", "plt.plot(x,y,'*')\n", "plt.errorbar(x,y,unc*1.96)\n", "y_hat = dbl_logistic_model(pp,x_full)\n", "plt.plot(x_full,y_hat)\n", "\n", "print 'solved parameters: ',pp[0],pp[1],pp[2],pp[3],pp[4],pp[5]\n", "\n", "# if we define the phenology as the parameter p[3]\n", "# and the 'length' of the growing season:\n", "print 'phenology',pp[3],pp[5]-pp[3]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... 0.00 percent\n", "... 2.50 percent\n", "... 5.00 percent\n", "... 7.50 percent\n", "... 10.00 percent\n", "... 12.50 percent\n", "... 15.00 percent\n", "... 17.50 percent\n", "... 19.99 percent\n", "... 22.49 percent\n", "... 24.99 percent\n", "... 27.49 percent\n", "... 29.99 percent\n", "... 32.49 percent\n", "... 34.99 percent\n", "... 37.49 percent\n", "... 39.99 percent\n", "... 42.49 percent\n", "... 44.99 percent\n", "... 47.49 percent\n", "... 49.99 percent\n", "... 52.49 percent\n", "... 54.99 percent" ] } ], "source": [ "# and run over each pixel ... this will take some time\n", "\n", "# pixels that have some data\n", "mask = (~data.mask).sum(axis=0)\n", "\n", "pdata = np.zeros((7,) + mask.shape)\n", "\n", "rows,cols = np.where(mask>0)\n", "len_x = len(rows)\n", "\n", "# lets just do some random ones to start with\n", "#rows = rows[::10]\n", "#cols = cols[::10]\n", "\n", "len_x = len(rows)\n", "\n", "\n", "for i in xrange(len_x):\n", " r,c = rows[i],cols[i]\n", " # progress bar\n", " if i%(len_x/40) == 0:\n", " print '... %4.2f percent'%(i*100./float(len_x))\n", " \n", " y = data[:,r,c]\n", " mask = ~y.mask\n", " y = np.array(y[mask])\n", " x = (np.arange(46)*8+1.)[mask]\n", " unc = np.array(sd[:,r,c][mask])\n", " \n", " # need to get an initial estimate of the parameters\n", " \n", " # some stats on y\n", " ysd = np.std(y)\n", " ymean = np.mean(y)\n", "\n", " p[0] = ymean - 1.151*ysd; # minimum (1.151 is 75% CI)\n", " p[1] = 2*1.151*ysd # range\n", " p[2] = 0.19 # related to up slope\n", " p[3] = 140 # midpoint of up slope\n", " p[4] = 0.13 # related to down slope\n", " p[5] = 220 # midpoint of down slope\n", "\n", " \n", " # set factr to quite large number (relative error in solution)\n", " # as it'll take too long otherwise\n", " psolve = optimize.fmin_l_bfgs_b(sse,p,approx_grad=True,iprint=-1,\\\n", " args=(x,y,unc),bounds=bound,factr=1e12)\n", "\n", " pdata[:-1,rows[i],cols[i]] = psolve[0]\n", " pdata[-1,rows[i],cols[i]] = psolve[1] # sse\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "plt.figure(figsize=(10,10))\n", "plt.imshow(pdata[3],interpolation='none',vmin=137,vmax=141)\n", "plt.title('green up doy')\n", "plt.colorbar()\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(pdata[5]-pdata[3],interpolation='none',vmin=74,vmax=84)\n", "plt.title('season length')\n", "plt.colorbar()\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(pdata[0],interpolation='none',vmin=0.,vmax=6.)\n", "plt.title('min LAI')\n", "plt.colorbar()\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(pdata[1]+pdata[0],interpolation='none',vmin=0.,vmax=6.)\n", "plt.title('max LAI')\n", "plt.colorbar()\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.imshow(np.sqrt(pdata[-1]),interpolation='none',vmax=np.sqrt(500))\n", "plt.title('RSSE')\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# check a few pixels\n", "\n", "c = 200\n", "\n", "for r in xrange(200,400,25):\n", " y = data[:,r,c]\n", " mask = ~y.mask\n", " y = np.array(y[mask])\n", " x = (np.arange(46)*8+1.)[mask]\n", " unc = np.array(sd[:,r,c][mask])\n", " \n", " x_full = np.arange(1,366) \n", " \n", " # some default values for the parameters\n", " pp = pdata[:-1,r,c]\n", " plt.figure(figsize=(7,7))\n", " plt.title('r %d c %d'%(r,c))\n", " plt.plot(x,y,'*')\n", " plt.errorbar(x,y,unc*1.96)\n", " y_hat = dbl_logistic_model(pp,x_full)\n", " plt.plot(x_full,y_hat)\n", " \n", " print 'solved parameters: ',pp[0],pp[1],pp[2],pp[3],pp[4],pp[5]\n", " \n", " # if we define the phenology as the parameter p[3]\n", " # and the 'length' of the growing season:\n", " print 'phenology',pp[3],pp[5]-pp[3]" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": 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