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@Adizlois
Last active June 11, 2018 10:12
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Download the data\n",
"A clear image was first chosen from the sentinel-hub: http://apps.sentinel-hub.com/eo-browser/ and then downloaded using sentinel_downloader.py from https://github.com/multiply-org/grabba_grabba_hey/tree/master/grabba_grabba_hey .\n",
"We chose one image of the Sanabria Lake, which is located in the h17v04 tile of MODIS. We use lat and long data to download sentinel's images..... \n",
"These are the firsts tests, so we will only perform the method over one single day, using one picture from each platform of the same day and analyzing the compatibility of the radiances obtained by the method. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import sys\n",
"sys.path.append('/home/gaia/ASSIMILA_Project/')\n",
"from sentinel_downloader import *\n",
"\n",
"lng = -6.681833\n",
"lat = 42.130058\n",
"\n",
"\n",
"download_sentinel_amazon( datetime.datetime(2017, 7, 14),\"./\", tile=None,longitude=-6.681833,latitude=42.130058,end_date=datetime.datetime(2017, 7, 15),clouds=0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": "*"
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also download the analog MODIS picture (same day and tile) using modis_downloader.py (from the same grabba_grabba repository)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from modis_downloader import *\n",
"import datetime\n",
"import os\n",
"username=\"XXXXX\"\n",
"password=\"XXXXX\"\n",
"platform=\"MOTA\"\n",
"products=[\"MCD43A1.006\",\"MCD43A2.006\"]\n",
"tiles=\"h17v04\"\n",
"output_dir=\"./MODIS/\"\n",
"start_date=datetime.datetime(2017,7,14)\n",
"end_date=datetime.datetime(2017,7,14)\n",
"for product in products:\n",
" get_modis_data(username, password, platform, product, tiles,output_dir, start_date,end_date, n_threads=5)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"[u'./MODIS/MCD43A2.A2017195.h17v04.006.2017204031655.hdf']"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"###Change projection and clip\n",
"In order to make any comparison, we need both pictures to use the same projection. We therefore reproject modis using sentinel2 projection, and clip the picture to fit the sentinel2 extension as well."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from osgeo import gdal\n",
"\n",
"import subprocess\n",
"import os\n",
"modisa1=\"./MODIS/MCD43A1.A2017195.h17v04.006.2017204031655.hdf\"\n",
"modisa2=\"./MODIS/MCD43A2.A2017195.h17v04.006.2017204031655.hdf\"\n",
"#we use one band from sentinel as a reference.... \n",
"sentinel_bands=[2,3,4,8]\n",
"for i in sentinel_bands:\n",
" exec('s2_b%d=\"./29/T/PG/2017/7/14/0/B0%d.jp2\"' %(i,i))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def reproject (inputhdf,refband,modisbands_to_reproject):\n",
" g = gdal.Open (refband,gdal.GA_ReadOnly)\n",
" x = g.RasterXSize\n",
" y = g.RasterYSize\n",
" ref_geotrans=g.GetGeoTransform()\n",
" ref_proj = g.GetProjection()\n",
" \n",
" #GET CORNERS - ul (upperleft) and br->bottomright\n",
" ulx, xres, xskew, uly, yskew, yres = ref_geotrans\n",
" brx = ulx + (x * xres)\n",
" bry = uly + (y * yres)\n",
" path=os.getcwd()\n",
" h=gdal.Open(inputhdf,gdal.GA_ReadOnly)\n",
" subdatasets = h.GetSubDatasets()\n",
" #Layers from the HDF to download to use... (10- band 1, 11 - band 2....) as list\n",
" layers=modisbands_to_reproject\n",
" \n",
" \n",
" for data in layers: \n",
" dst_filename=subdatasets[data+9][0].split(\":\")[-1]+\"_clip.tiff\"\n",
" retval = subprocess.call(\"gdalwarp -t_srs <(gdalsrsinfo -o wkt %s) -te %f %f %f %f %s %s\"%(refband,ulx, bry, brx, uly,subdatasets[data+9][0],dst_filename),shell=True,executable='/bin/bash')\n",
"#reproject(modisa1,s2_b4,[1,2,3,4])"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt, numpy as np, scipy\n",
"from osgeo import gdal\n",
"from scipy import ndimage\n",
"from scipy import stats\n",
"import xml.etree.ElementTree as xml\n",
"from kernels import Kernels\n",
"GDAL_OPTS = [\"COMPRESS=LZW\", \"INTERLEAVE=PIXEL\", \"TILED=YES\",\\\n",
" \"SPARSE_OK=TRUE\", \"BIGTIFF=YES\" ]\n",
"\n",
"class Modis_sentinel_comparison:\n",
" \"It requires as an input the modisband already reprojected and the sentinel data: raw bandfile and metadata\"\n",
" \n",
" def __init__(self,modisbandfile,sentinelbandfile,metadatafile,sx,sy):\n",
" \n",
" sent_band_nr=int(((sentinelbandfile.split(\"/\")[-1]).split(\".\")[-2]).split(\"B\")[-1])\n",
" modisband_nr=int((modisbandfile.split(\"_\")[-2]).split(\"Band\")[-1])\n",
" \n",
" moving_average=self.aggregate_conv(sentinelbandfile,sx,sy,sent_band_nr)\n",
" solar_azi,sza,azi_view,zva=self.get_angles(metadatafile,sent_band_nr)\n",
" self.get_geometry(modisbandfile,modisband_nr,zva,sza,azi_view,solar_azi)\n",
" brdf_reflectances=\"BRDF_reflectances_b%d.tiff\"%(modisband_nr)\n",
" self.parameters=self.compare_hist(brdf_reflectances,sentinelbandfile,moving_average,sx,sy)\n",
" \n",
" def aggregate_conv(self,filename,sx,sy,nrband):\n",
" f=gdal.Open(filename,gdal.GA_ReadOnly)\n",
" x = f.RasterXSize\n",
" y = f.RasterYSize\n",
" pixel_wi=f.GetGeoTransform()[1]\n",
" pixel_he=abs(f.GetGeoTransform()[5])\n",
" band=f.GetRasterBand(1)\n",
" array=band.ReadAsArray()\n",
" array=array/10000.\n",
" a=(sx/pixel_wi)\n",
" b=(sy/pixel_he)\n",
" if (a % 2 == 0): \n",
" raise Exception (\"The number of pixels in sx you chose is even, so there is no center pixel.\")\n",
" \n",
" if (b % 2 == 0): \n",
" raise Exception (\"The number of pixels in sy you chose is even, so there is no center pixel.\")\n",
" #Much faster with scipy.ndimage.filters.convolve...\n",
" k=np.ones((a,b))\n",
" k=k/(a*b)\n",
" #We use the convolve function to get the moving average for each pixel. The constant mode convolve the \"filter\" in the\n",
" #boundary pixels by setting the values beyond the edges to cval (0.0)\n",
" agregate=ndimage.convolve(array, k, mode='constant',cval=0.0)\n",
" #import pdb;pdb.set_trace()\n",
" return agregate\n",
"\n",
"\n",
" def get_angles(self,metadatafile,band):\n",
" e = xml.ElementTree(file= metadatafile)\n",
" for data in e.iter(\"Mean_Sun_Angle\"):\n",
" solar_zenith=float(data[0].text)\n",
" solar_azi=float(data[1].text)\n",
" print \"Solar zenith angle \", solar_zenith\n",
" print \"Solar azimuth angle \",solar_azi\n",
" \n",
" \n",
"\n",
" \n",
" for elem in e.iter('Mean_Viewing_Incidence_Angle'):\n",
" if elem.attrib['bandId']==str(band):\n",
" average_zenith=float(elem[0].text)\n",
" average_azimuth=float(elem[1].text)\n",
" print \"Average zenith angle for band %i is %f\"%(band,average_zenith)\n",
" print \"Average azimuth angle for band %i is %f\"%(band,average_azimuth)\n",
" return solar_azi,solar_zenith,average_azimuth,average_zenith\n",
"\n",
"\n",
" def get_geometry(self,brdf_filename,nrband,zva,sza,azi_view,solar_azi):\n",
" g=gdal.Open(brdf_filename)\n",
" weight_iso=g.GetRasterBand(1).ReadAsArray()\n",
" weight_ross=g.GetRasterBand(2).ReadAsArray()\n",
" weight_li=g.GetRasterBand(3).ReadAsArray()\n",
" \n",
" radiances=weight_iso*0.\n",
" K_obs = Kernels( zva, sza, azi_view-solar_azi, \\\n",
" LiType='Sparse', doIntegrals=False, \\\n",
" normalise=1, RecipFlag=True, RossHS=False, MODISSPARSE=True, \\\n",
" RossType='Thick' )\n",
" for x in xrange(np.shape(radiances)[0]):\n",
" for y in xrange(np.shape(radiances)[1]):\n",
" \n",
" radiances[x,y]=(0.001*weight_iso[x,y]+ 0.001*weight_ross[x,y]*K_obs.Ross+0.001*weight_li[x,y]*K_obs.Li)\n",
" output_fname=\"BRDF_reflectances_b%d.tiff\"%(nrband)\n",
" drv = gdal.GetDriverByName ( \"GTiff\" )\n",
" dst_ds = drv.Create ( output_fname, g.RasterXSize,g.RasterYSize, 1, gdal.GDT_Float32, options=GDAL_OPTS )\n",
" \n",
" dst_ds.SetGeoTransform ( g.GetGeoTransform() )\n",
" dst_ds.SetProjection ( g.GetProjectionRef() )\n",
" dst_ds.GetRasterBand(1).WriteArray (radiances)\n",
" dst_ds.GetRasterBand(1).SetNoDataValue(-9999)\n",
" dst_ds = None\n",
"\n",
" \n",
" \n",
" \n",
" def compare_hist(self,reflectancemodis,sentineltiff,sent_array,nx,ny):\n",
" sent=gdal.Open(sentineltiff)\n",
" mod=gdal.Open(reflectancemodis)\n",
" pixel_wi=sent.GetGeoTransform()[1]\n",
" x_scale=int(500/pixel_wi)\n",
" pixel_he=abs(sent.GetGeoTransform()[5])\n",
" y_scale=int(500/pixel_he)\n",
" modis_array=mod.GetRasterBand(1).ReadAsArray()\n",
" sent_coarse=modis_array*0.\n",
" for x in xrange(np.shape(sent_coarse)[0]):\n",
" for y in xrange(np.shape(sent_coarse)[1]):\n",
" sent_coarse[x,y]=np.mean(sent_array[x*x_scale:((x+1)*x_scale)-1,y*y_scale:((y+1)*y_scale)-1])\n",
" z=np.vstack((sent_coarse,modis_array))\n",
" lim=1.2*round(np.amax(z[~np.isnan(z)]),1) \n",
" plt.ylim(0, lim)\n",
" plt.xlim(0, lim)\n",
" \n",
" \n",
" #histogram definition\n",
" xyrange = [[0,lim],[0,lim]] # data range\n",
" bins = [100,100] # number of bins\n",
" thresh = 3 #density threshold\n",
" \n",
" #data definition\n",
" xdat, ydat = modis_array[~np.isnan(sent_coarse)], sent_coarse[~np.isnan(sent_coarse)]\n",
" \n",
" # histogram the data\n",
" hh, locx, locy = scipy.histogram2d(xdat, ydat, range=xyrange, bins=bins)\n",
" posx = np.digitize(xdat, locx)\n",
" posy = np.digitize(ydat, locy)\n",
" \n",
" #select points within the histogram\n",
" ind = (posx > 0) & (posx <= bins[0]) & (posy > 0) & (posy <= bins[1])\n",
" hhsub = hh[posx[ind] - 1, posy[ind] - 1] # values of the histogram where the points are\n",
" xdat1 = xdat[ind][hhsub < thresh] # low density points\n",
" \n",
" ydat1 = ydat[ind][hhsub < thresh]\n",
" hh[hh < thresh] = np.nan # fill the areas with low density by NaNs\n",
" hh=np.log10(hh)\n",
" plt.imshow(np.flipud(hh.T),cmap='jet',extent=np.array(xyrange).flatten(), interpolation='none',\\\n",
" origin='upper')\n",
" \n",
" plt.colorbar() \n",
" plt.plot(xdat1, ydat1, '.',color='darkblue')\n",
" plt.xlabel('MODIS_BRDF_reflectance')\n",
" plt.ylabel('Sentinel2_reflectance')\n",
" sent_band=int(((sentineltiff.split(\"/\")[-1]).split(\".\")[-2]).split(\"B\")[-1])\n",
" modband=(reflectancemodis.split(\".\")[-2]).split(\"_\")[-1]\n",
" plt.title('Comparison Modis %s and Sentinel b%s - nx=%d,ny=%d'%(modband,sent_band,nx,ny))\n",
" slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(modis_array[~np.isnan(sent_coarse)].flatten(),sent_coarse[~np.isnan(sent_coarse)].flatten())\n",
" \n",
" print \"Slope -> %f, Intercept -> %f\"%(slope,intercept)\n",
" print \"R_value -> %f\"%(r_value) \n",
" \n",
" plt.show()\n",
" return slope, intercept, r_value, p_value, std_err\n",
" \n",
"metadata=\"./29/T/PG/2017/7/14/0/metadata.xml\" \n",
"s2_b1=\"./29/T/PG/2017/7/14/0/B04.jp2\"\n",
"modisbandfile=\"./BRDF_Albedo_Parameters_Band1_clip.tiff\"\n",
"sx=[510,710,910,1110]\n",
"results=[]\n",
"for values in sx:\n",
" results.append(Modis_sentinel_comparison(modisbandfile,s2_b1,metadata,values,510).parameters)\n",
"\n",
"print results"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.356181, Intercept -> 0.048581"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.507378\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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YjVhUl8YiFS1btoxevXrRs2dPBg8eTGZmprovOjpadT/p169fkx2PhoaGE9GK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\nEVGEWISJiCLEIkxEFCEWYSKiCP0GooIfkR1MdGMAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f698409e890>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.355920, Intercept -> 0.048555"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.513371\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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MRbVpLFPR6tWr6devH5GRkdx0000cO3ZM3RceHq6GnwwePLjZrkdDQ8OBaMPu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\n+DvwUacc0M8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f69841cbc10>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.355708, Intercept -> 0.048531"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.519412\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZyeTJk3FwkN8bdDodWq2dnhUVFZXGxS1GR9gD9aaCbm5uXL9+Xfl+9OhRPD09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\nHuTmlhmMayom2Dm2vC5NubZMuhuRZ6KstLbCt20DzS6EX3/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vM378eE6ePMmtt95KdnY2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1q0iNjYWAYOHMiwYcM4cOBAg/s259zNfd9fffUVsbGxxMfHM2jQIDZt2tTgvs0597Xed7vA9baH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\ngCGaMAAYegF4gDrjKIY/vgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6984307c10>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.355506, Intercept -> 0.048509"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.525195\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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pfPfS0lImTZrE66+/jpeXV73ym5WiVBXQKioqrQ8bki2hq/wx8VRq/To6nY6J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DRX6d2TJ08a9mXr1q0IIQgNDW1U30uGaGP47rvvxOjRo43Pf/zjH8Wf/vQnlzYZGRli4cKFxuee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\nRCSkVKBFREJKBVpEJKRUoEVEQuoH/lggGyBe4P4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6984019c10>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[(0.35618085060400484, 0.048581036979770814, 0.50737782451329327, 0.0, 0.0027497513060015934), (0.35591958482801178, 0.048555267564861844, 0.51337055539142096, 0.0, 0.0027044506084204019), (0.3557084062820034, 0.048530834827889523, 0.51941229968196567, 0.0, 0.0026600655353645965), (0.35550580438217338, 0.048508578273936412, 0.52519478167846945, 0.0, 0.002618381856954189)]\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sx2=[1510,2010,2510,3010]\n",
"for values in sx2:\n",
" results.append(Modis_sentinel_comparison(modisbandfile,s2_b1,metadata,values,510).parameters)\n",
"\n",
"print results"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.355160, Intercept -> 0.048462"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.535766\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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6KHv27MFkMvHEE0+oVmwaMWLEdeX70TRoDQ2Npsc1atDNmjUjOjoaAA8PD6Ki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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f697c2fee90>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.354881, Intercept -> 0.048391"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.547030\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WTKohkUgkRjQTZWsm1ZBIJBIjmomyNbkJ+yUSiaRWbnPR2PT0dIYMGUK3bt3o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WHX3VrR4qI4rhTNmeDS0Lk3b95Mx44dOXPmDCNGjKBnz54MGjSoUedu7L6N0f+rr76iQ4cOTX7d\nGzZs4IMPPuCrr7667L6NPTdcneueNGkSkyZN4ssvv+RnP/sZP/zwQ73PubHnPnDgANCw626tuG40\n6PqkcFZtk52dTXR0dL36NsXcnTp1AqBjx46AMAfcfffd7Nixo1Hnboq+jdG/Q4cOQNNe9969e3n8\n8cf5/PPPadeuXaOcd0Pmhqtz3QqDBg2isrKyUVKVr3Tu/Px8oGHX3WrRnAbwq4nmTHBpyNwXLlzQ\ni4qKdF0XDpZbb71VX716daPOrTBjxgwvR93VuO7a5r4a133s2DE9Pj7eKxPscs+7see+Gtd96NAh\n3e1267qu67t27dK7du161a67trkbet2tFdeNgNb1S6dw6rqu/8d//IceHx+v9+3bV9+1a1edfa/G\n3IcPH9YTEhL0hIQE/aabbmqSuX/88Uc9OjpaDwoK0kNCQvSYmBj9/PnzV+W6a5v7alz3tGnT9Pbt\n2+uJiYl6YmKi3r9//zr7Xo25r8Z1v/766/pNN92kJyYm6rfffru+Y8eOq3bdtc3dGNfdGmElqliw\nYMHCNYrrxgZtwYIFCy0NloC2YMGChWsUloC2YMGChWsUloC2YMGChWsUloC2YMGChWsUloC2YMGC\nhWsUloC2YMGChWsUloBupbDZbPzsZz8zPldWVhIeHs748eONfZ999hkJCQnceOON9O3b14t5bMqU\nKXTt2pXExERuuOEGHnnkES/im7i4OM6ePQvA7373O3r37m3w/NaVojt06FB69uxJUlISN954oxcp\njuIDTkxMZPjw4Zw6dco4ZrfbSUpKonfv3iQmJvI///M/BnfJxo0bCQ4OJikpiaSkJEaOHNmAb07g\nzJkzDBgwgOTkZDZv3kyXLl2M670cZGRksHXr1gafj4XrFM2cKGOhiRAYGKgnJSXpFy9e1HVdZHgl\nJibq48eP13Vd1/fs2aN369ZNz8rK0nVd148ePap369ZN37t3r67ruj5lyhR9yZIlxnh//vOf9R49\neugVFRW6rnu4e7ds2aIPHDhQLy8v13Vd1/Pz8/VTp07Vel5Dhw41siTPnj2rt2vXrtqYui5Sv596\n6imv61E4ffq0Pnz4cH3GjBm6ruv6hg0bjOu6HFRWVtZ6bMGCBfpjjz1mfL5SruKqKewWLFwOLA26\nFWPs2LEsX74cgAULFjB58mRD6/zTn/7Eyy+/TGxsLCC011/+8pe88cYbRn/dlGT63HPPERUVxYoV\nK7zmyMnJISwszOBzbt++vUF6UxvUuEVFRQQGBmK326u1ueWWWzh8+HCN/cPDw5kzZw6zZs2q8Vzr\nwpQpU3jiiSe45ZZbeOmllzh8+DBjxowhJSWFwYMHc+DAAfbs2cNLL73E0qVL6devH6WlpV5j/POf\n/2TAgAEkJSXxxBNP4Ha7AVFNJDk5mcTEREaMGMGxY8eYPXs2f/7zn0lKSmLz5s0sW7aMW265hX79\n+jFixAhOnz4NwMyZM3n00Ue54447iI+P5+233zbm+/DDD0lISCAxMZGHH34YEBr+vffey80338zN\nN9/Mli1b6nX9FloYmvf5YKGpEBgYqO/du1e/99579dLSUj0xMVHfuHGjftddd+m6ruv9+vUztGWF\nPXv26P369dN1XWjQn3zyidfx5557Tv/jH/+o67pHoywuLtYTExP1Hj166D//+c/1jIyMOs9ryJAh\n+g033KD37dtXb9OmjT5nzhzjWFxcnJ6Xl6fruq4/++yz+gsvvOB1PVUREhKinz59Wt+wYYMeHBxs\n8FrUxeMwZcoUffz48QZhz7Bhw/TMzExd10Ulm2HDhum6ruvz5s3Tn376aa9zy8/P1/ft26ePHz/e\n0L6ffPJJ/cMPP9RPnz6tx8TEGCuSgoICXdd1febMmfqbb75pjKP267quv/vuu/ovfvELXdeFpn3b\nbbfp5eXlel5enh4aGqpXVlbq3333nd6jRw9De1f9J0+erG/evFnXdUG81KtXr1qv2ULLxXXDB309\nok+fPmRlZbFgwQLGjRvX4PH0GrTUgIAAdu3axZdffsmGDRu4//77+cMf/mBUh6kKTdOYP38+/fr1\nIy8vj1tvvZXRo0cTExODruvccccdnD17FofDwXfffVfvcxs0aBBffPFFvdqmpqaiaRrFxcVs3bqV\n1NRU41h5eblxrVWvV9d11q1bx65du0hJSQGgtLSUqKgotm/fzuDBg40VSUhIiFc/hRMnTnDfffeR\nk5NDeXk5Xbt2Nb6XcePG4ePjQ2hoKBEREeTk5LB+/Xruu+8+2rdv7zXu2rVr2b9/vzHu+fPnKSkp\nwd/fv35fmIUWAUtAt3JMmDCB559/noyMDM6cOWPsv/HGG9m5cyd9+vQx9u3atYvevXsbn6sSsH/z\nzTcMHz682hw2m40hQ4YwZMgQ+vTpw//+7//WKqDNCAsLo1+/fmzfvp2YmBg0TTMcfg899BDvvvsu\n//mf/1lj3yNHjmC32wkPD7/kPFWhhJjb7SYkJMSrQK9CXeTzjzzyCK+99prXvmXLltVr7qeffprn\nn3+eu+66i4yMDGbOnGkc8/X1Nd7b7XYqKyvRNK3GB6Ou62zfvt2rj4XWB8sG3crx6KOPMnPmTG66\n6Sav/c8//zy///3vOXbsGABZWVn8/ve/5xe/+IXRRgkGXdd56623yM3NZfTo0V7jHDx4kMzMTOPz\n7t27iYuLq/Oc1LglJSXs3r2b+Ph4r+N2u52//OUvvPnmmxQXF1frf+bMGZ544gmefvrpS1x93QgK\nCqJLly588sknxnmp6to1CUVN07jzzjv55JNPjIfd2bNnOX78OLfccgubNm0iKyvL2A/Qtm1bzp8/\nb4xRVFRkFGCYN2+esb+2+YYNG8bixYuN8QoKCgAYOXKkV7moPXv2XNF3YOHahiWgWymUBtipUyee\neuopY5/an5CQwOuvv8748ePp1asXEyZM4I033qBv377GGC+88IIRZrdr1y42bNiAw+HwGr+4uJgp\nU6Zw0003kZCQwA8//OClFdaEhx56iKSkJFJSUpg6dSpJSUleYwJERUVxzz338M477wBw8eJFI8xu\nxIgRjB49mhkzZlS7rsv5bgA++ugj3n//fRITE+nduzeff/55jWOq97169eLVV19l5MiRJCQkMHLk\nSMNROmfOHO655x4SExOZPHkyAOPHj+fTTz81nIQzZ84kNTWVlJQUwsPDjXFru4Ybb7yRl19+mSFD\nhpCYmGg8QN966y127txJQkIC/387d2xDMQhDAZB9mIMFKNiFBSgYgRUYilVSp/vFT+RId6Uby82T\nZSRyzmmt9fP8fIf/oAGCskEDBOWRkEfUWtM551abc6ZSyiv9xxhp732rtdZS7/2V/vAPThwAQTlx\nAAQloAGCEtAAQQlogKAENEBQF1tRQ1twaBsRAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6984345910>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.354685, Intercept -> 0.048313"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.556628\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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IJGa0EsnWSrohkUgkZrQSydbiEvZLJBJJvVzhorE5OTncfPPNXHvttfTo0UNb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\nBQsWLDRS/P8Ylpz6DVF98gAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f6984035890>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Solar zenith angle 24.456727176\n",
"Solar azimuth angle 141.284424406\n",
"Average zenith angle for band 4 is 2.733509\n",
"Average azimuth angle for band 4 is 183.300808\n",
"Slope -> 0.354395, Intercept -> 0.048246"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"R_value -> 0.564580\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ILw6JRCJporQQydZCuiGRSCQWtBDJ1kK6IZFIJBa0EMnWQrohkUgkFrQQN7tm\nt6OKRCKR1EsDd1TJyMhg6NChdO/enR49eqjb5VXnz3/+M507d6Z3794cOXJEPZ+YmEhkZCSdO3fm\n5ZdfbpRuSCQSScuigV4cOp2ON954g6ioKAoLC+nXrx/Dhw+3ihv/1VdfcerUKU6ePMnBgwf5wx/+\nwIEDBzAajfzxj39kx44dtG3blttuu41x48bdUMx5qUFLJJKWRwM16DZt2hAVFQWAh4cHXbt2JTs7\n2yrNZ599xsyZMwEYMGAAV65cIScnh5SUFDp16kRYWBg6nY7JkyezdevWG+qGFNASiaTl0Qibxqal\npXHkyBEGDBhgdT4rK4t27dqpn0NCQsjKyiI7O9vm+RvthkQikbQsajFxJP1sOuqjsLCQ++67j7fe\negsPD48a12/VLiwOE9A5OTk8++yzZGVlkZiYyLFjx/jf//7H7NmzHdUkiUTSUqhlT8KYKNNhZqEN\nC0R5eTkTJ05k2rRpxMXF1bjetm1bMjIy1M+ZmZmEhIRQXl5udT4jI4OQkJAGdwEcaOJ46KGHGDFi\nhGrf6dy5M2+88YajmiORSFoSDTRxCCGYPXs23bp1Y968eTaLHjduHCtXrgTgwIED+Pj40Lp1a6Kj\nozl58iRpaWmUlZWxfv16xo0bd8PdcAi5ubk88MADvPTSS4Bp9lSrlRYXiUTSCDTQiyM5OZlVq1bR\nq1cv+vTpA8DixYs5e/YsAHPnzmX06NF89dVXdOrUCXd3d5YvXw6AVqvlnXfeITY2FqPRyOzZs2/I\ngwMcKKA9PDy4dOmS+vnAgQN4e3s7qjkSiaQl0UDJNnjwYCoqKupN984779g8P2rUKEaNGtWwym3g\nMBPH66+/ztixYzlz5gx33HEH06dPr9UpvDr1OYOvXr2a3r1706tXLwYNGkRqaqp6LSwsTB0d+/fv\n32j9kUgkTYhG8OJoCijiVk1H2qC8vJxffvkFIQSRkZHodLp68xiNRrp06WLlDL527VqrV4n//e9/\ndOvWDW9vbxITE1mwYAEHDhwAoEOHDnz33Xe0atWq1joURblls7QSiaSKxnj2FEVBbLMzbeyt88ho\nCA7ToN955x0KCwvp0aMHPXv2pLCwkPfee6/efPY4gw8cOFA1lwwYMIDMzEyr6035C5FIJI1AC9Gg\nHSagP/zwQ3x9fdXPvr6+fPDBB/Xmq81JvDaWLVvG6NGj1c+KojBs2DCio6P58MMPG9h6iUTSpNHb\neTRxHDa3KNrNAAAgAElEQVSGVFRUUFFRgUZjGiOMRiPl5eX15lMUxe46du/ezUcffURycrJ6Ljk5\nmaCgIC5evMjw4cOJjIxkyJAh198BiUTSdGkG2rE9OKwbsbGxTJ48mblz5yKEYMmSJYwcObLefNWd\nxGtzBk9NTeWRRx4hMTHRSlMPCgoCICAggAkTJpCSkmJTQC9YsED9PyYmhpiYmOvonUQisYekpCSS\nkpIav+AWIqAdNkloNBr54IMP2LlzJwDDhw9nzpw5ODnV7cBoMBjo0qULO3fuJDg4mP79+9eYJDx7\n9ix33XUXq1at4vbbb1fPFxcXYzQa8fT0pKioiBEjRjB//nxGjBhhVYecJJRIHEOjTRIetTNtVNOe\nk3KoF0dDSUhIYN68eaoz+DPPPMOSJUsAkyP5nDlz+PTTTwkNDQVMi2BSUlI4c+YM9957L2AS9FOn\nTuWZZ56pUb4U0BKJY2g0Af2DnWl7SgFtk/3797Nw4ULS0tIwGAymxigKZ86ccURzrJACWiJxDI0m\noI/bmbarFNA26dKlC2+++SZ9+/a1Mmv4+/s7ojlWSAEtkTiGRhPQJ+1M27lpC2iHmdJ9fHwadUmk\nRCKRqDQDFzp7cJgG/fe//x2j0ci9996LXl91N/v27euI5lghNWiJxDE0mgadXX86ACW4aWvQDhPQ\nMTExNn2ad+/e7YDWWCMFtETiGBpNQF+wM22gFNDNDimgJRLH0FgCuuJS/ekANH5NW0A71J37iy++\n4NixY5SUlKjn/vnPfzqwRRKJpCVgbCELVRzWjblz53Lt2jV27drFI488wsaNG2tsziiRSCQNoaUI\naIeZOHr27MkPP/xAr169SE1NpbCwkJEjR7J//35HNMcKaeKQSBxDY5k4CkvsiwPn4VLRpJ91h40z\nrq6uALi5uZGVlYWfnx85OTmOao5EImlBlOnt9bO7dlPbcaM4TEDfc8895OXl8eSTT9KvXz8AHnnk\nEUc1RyKRtCCMDdyU8OGHH+bLL78kMDCQH36ouV78tddeY/Xq1YApXMTx48fJzc3Fx8eHsLAwvLy8\ncHJyUsNL3CgOM3GUlJTg4uKi/m/+bD7nSKSJQyJxDI1l4jgn7NvfNEi5alXfvn378PDwYMaMGTYF\ntCVffPEFb775Jjt27ADs263penFYwP477rhD/d/FxQUfHx+rcxKJRNJQjGjtOqozZMgQq/DEdbFm\nzRoefPBBq3ONrdjdchPHuXPnyM7Opri4mMOHDyOEQFEU8vPzKS4uvtXNkUgkLZCGmjjspbi4mG3b\ntllt02fercnJyYm5c+c2isn2lgvo7du3s2LFCrKysnjiiSfU856enixevPhWN0cikbRAahPQB5JK\nOZBUdsPlf/755wwePBgfHx/13M3YrclhNujNmzczceJER1RdL9IGLZE4hsayQZ8UNXdZskVnJbNG\nfWlpaYwdO7ZOG/SECRN44IEHmDx5ss3rCxcuxMPDw0oJbQgOs0EfOnSIK1euqJ/z8vL4xz/+4ajm\nSCSSFkQperuOhnD16lX27t3L+PHj1XPFxcUUFBQAUFRUxPbt2+nZs+cN98NhAjohIcHq9cDX15cv\nv/zSUc2RSCQtCCNOdh3VefDBB7njjjv45ZdfaNeuHR999BFLlixRd2wC2LJlC7GxsepaDoDz588z\nZMgQoqKiGDBgAPfcc0+NrfQagsNMHL169SIlJUV1q7t27RrR0dH89NNPjmiOFdLEIZE4hsYycRwW\nXetPCPRVjjfpZ91hC1WmTp3K3XffzcMPP4wQguXLlzNjxgxHNUcikbQgDDfZi+NW4dBwowkJCVa7\nesfGxjqqKVZIDbpxiY/fxokTebi56VizZgw+Po5fjCRpmjSWBv0/EWVX2oHK0Sb9rDs05lPXrl3R\narUMHz5cNbJ7eno6skm/WW6mED1xIo89ezIr69nOhg3jGq3sxqau+yAHmubDzfaDvlU4bJLwgw8+\nYNKkSfz+978HIDMzk7i4OEc15zePWYgmJPxKfPz2Ri3bzU0HQHR0az74oP6Jk/j4bcTErGP06M1c\nuVJSb/rrpa7y67oPN/MeSRqXMpztOpo6DhPQ7777Lvv378fLywuAiIgILlywb5+axMREIiMj6dy5\nMy+//HKN66tXr6Z379706tWLQYMGkZqaanfe3yrXK0SvhzVrxjBpUgRffz3JLq3zZgvCusqv6z7U\ndu1mDyiS68eAk11HU8dhAlqv11ttFmswGGzuUVgdo9HIH//4RxITEzl27Bhr167l+PHjVmnCw8PZ\nu3cvqampPPfcc8THx9ud97fK9QrR68HHx4UNG8bZXe7NHCwsy/f3dyU7u9BKsK5ZM4YOHbzQ652Y\nMuVLK4Fb2z2SmnXTo6GxOJoaDhPQd955Jy+++CLFxcV8/fXXTJo0ibFjx9abLyUlhU6dOhEWFoZO\np2Py5Mls3brVKs3AgQPx9jZFsxowYACZmZl25/2tcr1C1MzN0B4tBeFTT+25aeV36eJLcnK2lWD1\n8XEhNNSrxnnzNVv3qKEDitS8bx4N9YNuajhMQL/00ksEBATQs2dPlixZwujRo1m0aFG9+bKysmjX\nrp36OSQkhKysrFrTL1u2jNGjRzcor6R+bob2aCkIb2b5Xl6mN7jqgvV6BW5D3z6k5n3zaCkC2mE6\nvpOTE/Hx8ar5wV7sMYOY2b17Nx999BHJycnXnVdiH9WFWWN4OliWodNprMpvSBm1tWPNmjHEx2/n\ngw9GWF2v7Xxt+Pi44OOjJy5uy3X12/LeubpqiYlZZ5Vfeo00nOZgX7aHWy6g61qfriiK1YSeLdq2\nbUtGRob6OSMjg5CQmoFRUlNTeeSRR0hMTFTju9qbF2DBggXq/zExMcTExNTZLkdj+TAHBLiSnp5/\nSx7s6sLMlkvd9QoayzLi4jpa2YTtyR8ZuYxTp/IwGrFqR3XMmrS95+1ts72uhJb3Li5uS438zck9\nsaEkJSWRlJTU6OU2B/uyPdzyXmzcuBEXF5cGO6RHR0dz8uRJ0tLSCA4OZv369axdu9YqzdmzZ7n3\n3ntZtWoVnTp1uq68ZiwFdFPFUvDl55eSnJwNQECACxcvllSmsX6wG1srqy7MbJkHrlfQWJaxfPko\nm8KrLnJyilThrCioE4GNNVjZuod1mUXM6U+fvkL79l54eenVfOa+2Mp/sydLmwLVlZ+FCxc2SrnN\nwYXOHm65gJ4yZQqHDx9m+vTp/Pe//73u/FqtlnfeeYfY2FiMRiOzZ8+ma9euajCTuXPn8vzzz5OX\nl8cf/vAHAHV/sNryNlcsBV+bNm6A6WH28dGzY8dZmw92fcIyPn4bn39+mtJSI/36tWbjxuubOLRl\nHmiITdeyjOvNX1JiVP/39dWrA9esWQl8+umEBg9S5nypqRfJyyutPGe6h2vWjKFv35U2NX3Le56Z\nWWiVr7Y+13ZOYh8txcRxy5d6d+/enf/3//4fzz33HK+99pqVFq0oCvfee++tbI5NmstS79GjN5OQ\n8CvR0a3p1MmHnTvT6d07kKVLY3nyyT02H2zLPLYmtWJi1qnCBEwmhk8/nXBD7bxypeS6BE11AWo6\nZ3/+229fxcGDph3idTqF8nLTdzl+fEe2bJlg1cdJkyLsNsNUvzfV76GtcqHqnnt5OZOfX1brvZc0\n3lLvZWKKXWlnK2ua9LN+yzXo//u//2P16tVcvXqVzz//vMb1piCgmwPx8dvIzy+lTRs3Nm0ax8yZ\nCVy8WMKOHWd58sk9tZoB6tPKzNqqGfNv90Y06+u16drS8s357RGkrVqZwkBGR7fG3V3Hnj2ZREUF\nsGLFKKs+Wk5sbtjwC1evllnVWR1zvqioAMLCvFi+fJRV/bVp+uZ7/uqrd9Y6cEoal+bgoWEPDguW\ntHTpUubMmeOIquulOWjQ1bW1wsLyOjVjS2zZRM0Tizqdhu+/v8DFiyVERQWwe/cD+Pi41NAeLTXE\n66U+IVuXlm/ZDn9/F267LYg1a8bw1FN71DLff3+YKghN9VkPSNU1essyfX31nDnziM37V9+bwJUr\nJfTtu5LgYA8rO3Nj3ZffAo2lQb8vHrIr7R+UFU36WXfYVOeDDz7ICy+8wNmzZ/nwww85efIkv/zy\nC/fcc4+jmtSsMGtrHh468vJKapg1zD86rXYfAEbj79S8tmyiOp2G8vIKwGQKcHZ2shJEp09X7X6j\n0cCFC8VcuVLSoGBC9dnBLbV8S8G7Zs0Yq37n5paQkPArffuu5PLlElUDrv4GYcuEYWti09dXz5Ej\nM2ptd31vAuZFLg31vPgteG3cKlqKBu2whSqzZs3C2dmZb775BoDg4GCeffZZRzWn2bFmzRgCAlwo\nLCy3MmuY/WdjYtYzevRmhDCoecwr13766RIAXl5VM91m4ezhoePbb3PIzi60Wurcvr2XmraiAvbs\nyWxQMKH4+G2kpl4ETKYCW5N+dS1UMS8Kuf32IMBkTggO9lCFs6+v3maZdbXNXObYsR2ZOTPB7pV9\ntlYCVh846yvHsoyG+nxLaiJjcdwgp0+f5umnn8bZ2SQk3N3dHdWUZomPjwvR0VVCymxLjYlZx6ZN\nJ9i7N5PExDTuu68Qg8G0s7BZSOXmXkOvd2Lfvsmq90efPoH4+ekpLCwnO7uoxlJn86o7M336BNYI\nGGRL8FYXYidO5KkeEGFhXvWaYsxlmuszC++NG8epq/fMbXN21hAR4VsjhgbU7UliLjM9Pf+6VvbZ\nEvrVB86+fVeq/Z8586saAt2yDA8P3U2Lh/Jbowy9XUdTx2EmDr1ez7Vr19TPp0+ftgqeJKmf6qYA\ny4kuMAmjJUuGq58tJwBLS40sWnSAESPCSEg4g5+fC+fPFwGlahpLbXTNmjE89FAC5eVGnJ2dakyQ\nWQrejIwCpkz5koAAV7ZuPWU1+WapYRYWltdqJjl9+grnzxepHhhBQW5W6SzNDeb7kJ1dqLrU1efG\nVpcvszmIUrt2/1fDb9kSW0LfPHCabeh6vZNqtrDln17d51sK5sahoSaOhx9+mC+//JLAwECbu3on\nJSUxfvx4wsPDAZg4caK62XViYiLz5s3DaDQyZ84cnn766YZ3oBKHCegFCxYwcuRIMjMzmTJlCsnJ\nyaxYscJRzWny2BIolkLqxIk8VRB6ezszdGg7qwdeCIG/v6uF25kbH3wwgq5dP1K9P3x9qwZInU5j\nZY/18XFhyxbb7naWmq67u5ZLl0y24YAAF7VNzs4asrMLcXXV4ufnwqVLpjqrC1JLO6wlzs61P3Dm\n+zB69GagpoBNT89XBa2teuLjt+Pjo1e9Ytq391IFfW1+y2DfUvEpU0wbIVv6p1tG0bOc0KwunOWk\nYcNpqPli1qxZ/OlPf6pz+70777yTzz77zOqcOVLmjh07aNu2Lbfddhvjxo274XUWDhHQFRUV5OXl\nsXnzZg4cOADAW2+9RUBAgCOa0yyobwLJPImn1Srs3TuZ++//nLCwD9DpnDh0aBqLFh1g69ZTqkYK\nOnx8XCgtrVrUYbaBOjtr6NMnkD/8YUedgiEychk5OUUUFZVjMJjKdXfXUVRksBJIzs4a9HonVehZ\nLqqpLeayJV5ezixfPqpegWVLkzYLWPPfrl0/4vjxh2tov3FxW9Q8lvejvLwCLy9nXn31zhrtsmep\nuLlNrq5aTp++UmMAsJzQrN4/eycNpSCvSUOXeg8ZMoS0tLQ609jy+rCMlAmokTJvVEA7xAat0Wh4\n5ZVX8Pf355577uGee+6RwrkebAXWsbRlmifxDAbB3Xdv4JdfrnD1ahm5udeIiFjG5s0nyM+vmki7\nfHkaAP36tQZMNt6DB6cyaVIE0dFtOHgwx6Yt1tKmfO5cIVevlqnCOTq6NSkp05g0KYKrV0tJSTmH\ns7OGnj39KSgoB8DJSaFLl1bExXWkWzc/4uK21IjHrNdX/SydnCA1daZdke3MQYuOHbtkdV6rrQqS\nlZNTTETEUsrLjYwf31ENaWpp6z5wwHQf+vYNBCA/v4wnn9xDZOQyfHzeJiDgXdLTr6r3IyjoPVq1\n+g/Dh2+oYfu2tG8nJ2eTk1NMenq+er8sB6jq/bN3BaWMileTmxXNTlEUvvnmG3r37s3o0aM5duwY\ncPMiZTrMxDF8+HBee+01HnjgAasJwlatWjmqSU2augLrWAold3ctublVQkJRoKysgrIyk33Y11fP\n4cPTVS0rONiDgAAX/Pxc8PbWs379WNVUABU14lhYanXOziZB6urqxNChofj7uzJzZgJubjrOny8i\nP98klH/80dQ2JycFo1GwZ08m/v4uGI3Casm0j4+eEyfyMBqrNJTY2A60b2+K7W1PvAvLZdjm/iYl\nPcDtt6/m2jUjTk6KatKZNClC7ZM5z6VL17j99tWUlhrV6Ifm+sLCPlBNNoMHryUj4/ecOJFHTk4x\ngE2TjRlL+7Z5MN20yXqxT3UbuKurlri4jvXapn8LMTuul9qEb3pSGulJ6Q0ut2/fvmRkZODm5kZC\nQgJxcXGcOHGiweXVh8ME9Lp161AUhXfffVc9pygKZ86ccVSTmjS2AuuYXbn27s1UBYybm5aiIgM4\n+UPFNX73O191JZ159Zu3t8kWGx+/TZ3E27HjLP36/Zd27bzQ6RSgAlDUV/GIiKVERwdZuYItWxbL\nwIFr6NnTHyFMZhZzesvIrpGRvpw/X0yXLq3YsycTrVaxGkTMbwXVJzl9ffVcvVqqDhB1rYKsbru2\n7O9TT+1Bp9Nw7ZpRFf62ghL5+7ty5UqJOrAAhIR4qF4VOp2Teo/373/QKi9UeZrYWghktjVbml+q\n+2vbMtG0aePGX/6yq87ohDJmR01qE9AhMR0Jiemoft6/cO91lWu5qfWoUaN49NFHuXz5MiEhIXZH\nyrweHLaSsD6+/vprhg8fXn/Cm0BTXkkYH7+NY8cukZKSo/ouW8abgPaAjunTnUlPv8revemAIC/v\n8RoPb1DQe6r2BxoGDWqjCgbrMqto1UqPs7MTBw5M5cUXD1gJ1TZt3MjJKSY6ujVCCL77znqPSWdn\nk03X8tYGB7vz00+zrN4KqtIrlJVZx9EwU7UQxxT9LDa2JwkJv9pchm25UlCrVQgKcic0tMo7w3Rf\nrQUjmIT8rl334+9v2rvyzJnHGTx4LYMGteXcuSL27k0DShg/vjeKglpn9VWXlu13d3+T4mKTb/qg\nQcF88cW9ta6kNGPp/XEjKzibA421knCe+Jddad9UnqlRX1paGmPHjrXpxXH+/HkCAwNRFIWUlBTu\nv/9+0tLSMBgMdOnShZ07dxIcHEz//v1Zu3Zt85wktIennnqKI0eOOLoZTY4TJ/KshIhlvIk+fQI5\nejQWRdGTnv4Je/dmYfqKy9UVeZZa3aVLlvZSDysvB1vCWatVuHzZpKnfeec6rlwptVogcuDAVNUj\noWfPFYBJkxbCZN4oK6uwKk9RoLi4nEmTPlM1c61WwWAweZzk5V2zSlsXdbnRmcsGk40+M7OQjAzT\npOFDDyWwZcsEKy8QHx89d9wRxKpV1tpq+/bejBrVgfXrf6m052sBfQ3vFstVl2aOHr1ATMw6Skur\nFg4lJ2fTufNSdbm6ua6AAFf1vul0GkpLTfetT59Am4H9JTVpqJvdgw8+yJ49e8jNzaVdu3YsXLiQ\n8nLTG9XcuXPZtGkT77//PlqtFjc3N9atWwfUHmXzRmmyGnSfPn0cJqCbsgZt1q4sNUVA9RRIS7uK\nm5uOxMRTgBZ/f1c0Grh0qcTKtgvVteQOKMoPCOEGmLw4MjMLuHjxGmAkLi6CpKRMrlwxCWg/Pz2X\nLpVWlqPh5MnZqq1YCMHgwWv55htrrwhLnJxQYzaDScPcuvVnAPz9PTEYhFqXj4+eX399pIbgDQhw\nJS0tHzc3LWvX3qMKq+rBjwIDTcGTLly4RnUso/VZxtqwXGK+evVofHxMMcyrx+04fXoOvr6uannx\n8dtYv/5nKzNJnz6BuLlpa3iJuLk5UVxsrOxzVVwRW28T5nt05UqplV+1Xq+lvLyCsrKGhYdtajSW\nBv2oeN2utO8pTzTZZx2kgLZJUxbQZiHi6qpl+/Y0NbpccLAHa9f+rJo9wAgo+Pi4cOVKmY2SBL6+\nLpW2a39gIhrN6wgBQui5fHkeAK1avYmilFJRsYC2bd8nO7sIqJrw0+k0eHs7YzQKVUB4e+sJDV1S\n6domAEVdmAIms0a3bn7s2HEWMLnm3X57G3btOo4QrmCh/Tg5KQQEuNKxow9eXnqrjQn8/V1UW7bl\nq39tJoaDB8+Rk1Osus95eur44YeH1IHFEkvzz/jxHfn00zjmzt3Opk0nyMsrRVFME7IuLloOHZpO\n+/beNXZy8fHRc+edIXh76/n889Pk5ZWqg6JWq9CqlUuNQSMuriOlpRWqicPTU0dBQbkaOGrKlC/V\nVYfm+2lJhw5ehIZ6NVsNu7EEdLx40660HyjzmuyzDk3YxCGpiVl7dHXVsmdPJhcuVHkPmL7KKhOC\nn587ly6V2BTOzs4aysoqyMsrrfy/DDhEefk/mTv3a06cuEyrVl8AI1GUKo+IDh28VQFt1sbLyw3k\n5lao7fD1fQNFKbUQtAqgVf2tNRro3NmXpUtj+ctfdrF/fxaXLpWwc2cGkyb1paCgjMTENNXUYTQK\ncnKKLWzlFYDGys8ajCxZMpzIyGX88stV9T6Yy4iObq2GGm3XbglFRSbBVlBQbjM0a3z8tso3BxOK\nYnroLb09nJwUCgsNFBYaCAtbgkZTTEWFe2V/TXmOHp1B+/bexMSsU/OZZYHlG4IlQpjMNVFRH3Pu\nXCGKohAY6EqnTj7ExW1Bp9MwfnxHvv02h8LCcnWghCpNXQZcajlbXjksFkd9dOjQwdFNaHKYPRUS\nE9NU4WzCCXCz+OxHVFR1v3KzlmBkyJC2gEmAmezC+cCZyjouV9qu04GdppxCT0zMOg4dOl+tTKON\nz2ahY64vEPBXNXtzoKWhQ9dz5UqpqgU6OSlcuFDM++8Pw9/fRfWtrokRKGf79vvYsGEsUI6iXMPH\nx4Vz54qoGqQUTp2aYxXbwsfHBScnRRWSigLffZdj5dtsNo+YhZ6Pj141Ix06lKO21d3d5L3h5qYF\nzN+FqLwOEyZ0UgMvWXq+mD1o3Ny0DBwYDICXV1Wc6RUrTBONYWHelJUJ8vPLuHDhGjt2pLNnT2bl\nwh8nOnQwaf1GoyA42J24uI7s2nV/rTuV/9aQu3rfAPn5+Vy8eJGOHTtanU9NTaVXr14AfPLJJ45o\nWpPG1io7E1crDz3jx0fi5aXn9OkrqqYM7sAFwBkoY9f3Y0G/A6XiFFWC9AJarQEhzD+JQGAYot94\n+Hl9DZNBcLA7w4a1Z82a4xbCtBUQiRA7gRIgtPI4aZU3KipAndg0Y/aP7tDhY5ydqwt+NRWXL89T\n7cHx8dto08ab0lIjGs3LmPQNTWWfiggP/x7wYcOGqtd8s6scmLTVM2fy1c+DB68lM/MqZhOLTqfh\n6NGq5e5OToraVldXk+23Z09/fH1DWLNmDI8+uoNPPjnJwIHBnD9frJpi2rf3xN/ftIhm1677GTPm\nEwYPbktGRgFt2rixbdt9LFp0oNLv2bQz+MmTeWq7evb0p3VrN6tl4r/8YrpePWa25crF+nYZb8kr\nEJuD8LWHW65Bb9iwgcjISCZOnEj37t1JSUlRr82cOfNWN6dZsWbNGHWZdBU9Kl/BQVFK+fTTONLT\n8/nmm+xK4awAnSvTmswdisYFjfc9VAlnS0YCnYB7wRztS2MW2mbXNoXi4nI+++xUNU03H/jZ4nME\nJh2gM+AN6GjVSo+/vyuurqYyzUKvigorbw8nJ+tr1QM05eQUV5oPtGqaKo22CvOKv/Jyo02PEDc3\nLfv2TVb76Ourt5r4BHB2NtVhyq+g1SocPJhDYmIac+d+TXZ2EWVlFezZk0lKyjnANBhdu2YgN9e0\nOOauuzYA8NVXZ9SVhYsWHagRTc9yCX54uLcava9LF1+Sk7PJzb1m5aNt5noi87XkFYilONt1NHVu\nuQb94osv8t133xEUFERKSgozZsxg8eLFcqurWrDUclavHs2xY7No1epNwAlmxKN4eWN4q+pV1slp\nIUK4UPXVmrRJRblLTWPIUYiP386yZZbC1Q/RzxmTlh0HhyonoA49X3m9HSZt+GcMBtu2bVNdV5k0\nqS/e3npOnMhQ2+3npwV+4vLlAnbsOEtcXEcr/15T4wNBcQGDafJQUaw9PeA2nAaY/lO+K6WiorqW\npMHf34Xo6PDKOg+bzvYXiON5UFgluPV6p0oh6AIYGDeuIzNnJlZeLefKlULCw98AYPbsgZw4kUf3\n7n58800W5eWCnJwitSxzICizVms5gRcW5qUu7QaquTZaRww0u+d5ezvTo4d/5YpLV3Jzr6kb0VoG\nX6orLKk9qwtb8grElmKDvuW9MBqNBAWZ4hj379+f3bt3c88991itwpFUYblCbu7cryttmBqgAizC\ns5on90zCuQSTTVqDyVRxN3CkRrnWk9f1vRJGVP5tjck+XR2TtwYE4uJiWhVojv3RrdsKoBvqC5u2\nNV5eelX79vHR4+SkcOmqC3jEwpWdQBZCVJ9EO2v1SVFiCQ1dy9mzBWpfcnNLSExMo0uXjzC9AVS+\nPThV/dT79Ankk0/G8dRTe9m0yQNF0ZKdnc3evZmY/cYttWzL78BkT7bc6Bj0eo1qznBzq5oQ9fTU\n8eabdzFnzjZ27DiremSYJ/a8vZ2tIga2b+9FZqYpvomvr55JkyJqhFC1d9WgPela8gpEaeJoIF5e\nXpw+fVr9HBQUxO7du/nss8/46aefbnVzmjyWWs6SJcM5cSIPkzDVwqrliNIS5s79mg0bfrFYmKLH\n9JpfjpWpwqpcy7HZFehYI40tFCUW6IDZW8FEBVCEyTQygfT0fFU4A5w/X4xpErIz6CNQfCaSnp5v\n5RFx6VKJSXMu3oNGMwZoA1gGOtIABoTBMs6InvbtvanuJWXeDstkl/8OcWytaXZSFwbOHdm5cxIv\nvsHgHQIAACAASURBVHiQffsyEeJ7KiqO8P335lWPVROdFRV6KircSE42Bb1xd9dauDGatN/+/dtQ\nUGBafOLsrEGrVdQ0BQXl3H77apYujWXSpAjGjAlHq63yuhg6tJ2VCcVygs/LS8+FC8VWWnleXgl/\n+csu9u3LJDz8Q5vBmcxY7kpTG/akaa60lEnCW+4HffToUdzd3encubPV+bKyMjZs2MC0adPqLaO+\nwNg///wzs2bN4siRI7z44os88cQT6rWwsDC8vLxwcnJCp9NZ2cDNNCU/6OoblVZfBmwWYFW2YD0w\nC8ZXBqDamlx5vr+aR1EWVwq1EEyC9v7KfDaWx0b/05Tnu/LKerTMnfs1mzb9UmnmMGLS2IHo+aa/\n1zbBT2mVZQvQtgZDO0AL/oNNaco3wdW0yvzCdA0jcI05cwZy7Fgu3xy/Ci/di/7Pay1ssj4oShcM\nhkEAOLl8AuVpldeMmCYqBSZ7eDWcI1C8x1JxQbHpKw0mn+eAADdOnMjjhx+sAy+Z3fbc3LR4eOi4\ncOEiJhOJFl9fPRERvhw8mFOjTJ1OISDAjcLCMnUBi63NaS2/a8vFKlWTvda+39Dyln43lh/0KLG5\n/oRAgjKxyTzrtrjlGnRUVFQN4Qzg7Oxsl3A2B8ZOTEzk2LFjrF27luPHj1ul8fPz4z//+Q9/+9vf\nauRXFIWkpCSOHDliUzg3NaprOdUnCg0GoQpnU8D9KdjSmKtjmlTsgqJE2JXeki++OG1hg66omeDh\nMdA3Anxng3MEeN9HDWta+BjwjQCuYRLw5cA1FMXk6vfNN+cgrxj+/gkuLpaaTrUZPq8xoOtYmb8E\njaYLitJJrU/dd9GtNXja3l3GjFarcO5cEZs3n7AKQAUm/23zfS4uNlQuMNGjKCVMmhTBmTOP0KqV\naUWhj48ef/8qwVteLsjOrorupyhYbc1lDuE6ZcqX6kBs+ebk7++q9kWrrXpke/Twa3G248bCiNau\no6lzy1vo4eGhhnGsjqIo5Ofb0HwssCcwdkBAAAEBAXz55Zc2y2jKI2Z14uO38fnnpyktNdK3byAb\nN44jJ+cCVTZmk/AYOTIMPz83/vvfpYCA/fNA4wKPVWqsFsqiSF5g+mdQ5Ymt+01//f9ZlSjXepJQ\nVGrSWu1ChKhakEGbSMix9rlWXnIBxjJ74na++CKT0tKl5FEElECuybcac8jmxxZUZVxv0n33fr+p\n6lxeMVcrF6eAEVpNRWhc0OlKqajYSZs2aZR6GMlz7wgjxyG+rxxszpTgr5yhe3d/9uwpguJ2UPwK\nAnAa8BzCMAq8t6EtOqMKXoNBkJJSpQFHRQUQHOzOV19lUFFh1uAr3wosTCHr148lPn47V6+WAm5c\nuRLMoEHFXL6cTUXl+KXRoP7v46NXNe3OnZfWCLu6YcM4AgJcCQhwUe3zJgFfZhVXpFMnnxZpnmgM\nypqBh4Y93HINurCwkIKCAptHfcIZbjwwtqIoDBs2jOjoaD788MMG9eFWYulKtnNnBnPnfl05gVWl\nuR45Mp3gYE+2bj2Fap8uuJluU5XCyisA+o6so+2Xq7nB2amph48BbeVbQmBrquzp10yDjsqVqvIz\nz8Juiz6X5pObW1JpJiigui+2onVB02U8Pj6WbTIP3K6MH9+RXr0CKCw0UKW164HJVf3HRbV/nziR\nVxl7pBjIJDm5SjgD6nZiUVEB6iYJGo1pUtMsnN3dteTllTBz5lds3XpKjVttGeC/Tx/TJgKWezpK\natJSdvV2qI6/b98+Tp06xaxZs7h48SKFhYX1riCsTfu2l+TkZIKCgrh48SLDhw8nMjKSIUOG3FCZ\nNxPLV/GoqACWLBnOxo2HqVoIEk7UnMBKN7JKs4OTHsrugovl8N5B07l+g6sKzTWF6CS70mb8fuU1\nS/Ppwsr7XGlXVtJNkshonM+VK6aJyf/7v2E8/fRelmrzQNHBoUJAj/A3tXnv/yzMCN6BMOh+uFAp\nEM1ufO8trErjV9keJ1fo8TBc2A5RI+CrQxZtN+Wr8NfDVb1JbpvuFJz2Qpw2R4szP3ymyUW4Cs59\nULzHUv4/oXq97M3Vma4HtoPed8PXScDdBAR8Y+WJAh5AFxTlDEOGtK/0+ID77uuLVruQigqTLdrD\nQ4ezs+DyZazQaBTGj++oLjnv3HmplS0ZoKjIwI4dZ632cqweJdAyb10bBPzWaQ7mC3tw6Kaxhw4d\n4sSJE8yaNYuysjKmTp3KN998U2e+tm3b3lBgbLOLX0BAABMmTCAlJcWmgF6wYIH6f0xMDDExMXbX\n0ZiY4zIUFpartsgqIqr+NbuROemh63T4sfF3SBf52wkOrjK3gElLxmB+g9kJjK7K4DUG8hNNCuig\nUeDsgu3FMTbQukD/egSP5xgoSDCVX+aL9c95FLABk3DON9mgXats0F98cdoivocPDDT54SvK6Mp+\n5VkIZz0wDUUxuSqaPWBMq/oKKoWzybXRVgAjgIsXSzh40LR4xcfHFLnOcrLXjGWMEV9fPUeOmOJ5\nWAphc15L/+XmuiowKSmJpKSkRi+3OXho2IPDotn17t2bI0eO0K9fPzVqXa9evUhNTa0z3/UExl6w\nYAGenp6qF0dxcTFGoxFPT0+KiooYMWIE8+fPZ8QI64mWpuTFAdbR2QICXOjXr03lQoxXK1P8P0z2\n0J0QFQtaFxTF1P7ZvbdXxtcoxOQTrIXoSo05rTK7+aXEbJO2RSzw73Vw0sKY7RsBFWWV3hju0GqW\nyQTxQuX1Hy3yb6j8a173ssxGHSHV/h6o/Jtm8V3kVhZwm0nbDjho8o2++Hyo6Xxri/K2AWUl8L/t\n0H4EZJqEljJZID54B8rMk4DlzJnT13Sf/udsEvxBX5g8Udz0UNwVcAF/0w1SLi1ECD133NHeIqRq\nJ0zqfHq1SHNm/3ATpm22TFuUnTp1hU6dfCr9nI2MHx+hath1+SdX9+wB699Ic/bsaCwvjn5iv11p\nv1MGN6lnvToO06D1ej0aTZUJvKioqI7UVdQWGHvJkiWAKah2Tk4Ot912G/n5+Wg0Gt566y2OHTvG\nhQsX1BWLBoOBqVOn1hDOTRHLAPAXL5oWYjz88LZqqfTAaNBaeydUBT8Cky9yBA3G2bJsI4RVaqT/\nv703j4+iSvf/3510OkknJIGsQDBAMBoEkkAQUJHAyBIwgGhU9I6KKBln1Ot9jcvM199VnOs4o453\nZpRZwAXGO4IsjiyyyhYEWQYEEcMmEFZDdkISQrbz++PUqa7udEJD9lCf1yuv6lSdc6qql6ee8znP\n83n2LgB6u/DDbQQ2P4h1Y6wiIiVvrS32OXnUF1fDyxPgky/h4dHwyz1OXVVa/alTas3EBtwB+JKe\nvomiogrdAy4qKkAt6LqrID50aFekYb/sJPzfkIF1V028I2cFXgs6igfdagY6PT2djIwMiouLmTNn\nDh999BFPPPGER31TU1NJTU112peRkaG/joqKcpuZGBgYyL59+xp34a0AlWFmRENi+EY4OOwAoHfj\nLuTxCfDLP2r/XMZilQZZNMbotxZS02Djl3DsGywWnLQvACx2P3gyDaiflLnhBvW5VCKnCDeQm1uu\nS4LOnTuOsLA3EaKcnj274evrTf/+87h4UVInSUkRzJ07jtDQbz2+7PqojI6cFXgtaA8LgJ6gVQX7\n161bx7p1cuV97NixrVaD0BWtQXE0xCGmpi5hzZpsXKfLyvNy2hf2qvPAQy7B3i/hl2PAro2pFgP/\n4tyUpw2vo3Buq/5fY2jzsrZ9Stv+TdsGatufUhd3O48X+HCefqj0HS1cb4K247dy4/U3x+yq9oCW\ngJOv7XhW2zZEz0S7tDEW29g9U3vRDZncEg7cCxYDh69/FeSCq6KPunf/3uXBqbhokOnil5Fp9hAZ\n+Z2B80Zv4+V1mepqbSHWgwXwjkJl1IemojjihGcPvSOWBJPiqA9jxoxpFxRDc8DVIK9Y4Zhiqzp5\nCvPnTyAu7kOnVf/ExHD27au7yOQKi80PhqQh7I2Lfun4uBE4AdyLp+GADg8arU84cBoVhieLFhwC\n+tTx0CW8qa31o7i4okE5UGMdSSVDGhRkw9vbUqc+YXtdLGxqXCvF8fjjj7Ny5UoiIiLcFo395JNP\neOuttxBC0KlTJ/72t7/pEsmeZClfLVrNg/7ss8/41a9+xfnz5/UnmCeJKi2BpvagXX80wcG+pKQs\n1EO1oIrOnQP1eNiYmE5cvlyjl7NavHiiXurIgVrg59LTe9XADatFMrVA91dtseRVQ5idci7e0Laf\nqraG4VdrW0OEm9O4QPi72gLdFG2B7vfagc3a9r8N/d7VtprHG3hCes6lZ1wLC+BIqlHrPAWGY49o\n2986d4n/l1SuO3jrwLrjDdW2f9EW7kIN75d6W9THvQ030L6fBTIksLpaJu14e7+F9HG8gf7a6+0A\nBAUF6FEg6elxbNt2Vq9G4wpjXUQjnKuua5ce6qcr4rkr+eXOw25PRrupPOgYcfDKDYGTlnin8331\n1VcEBgbyyCOPuDXQ27dvp2/fvgQHB7NmzRpmzpzJjh1yNbtXr17s2bOHLl26NOr6jWg1D/rFF1/k\niy++aJLKt20dRjW0GTPWERzsy3ffqal9DRbLZQYNitVr9J08eVHvK0XaZ2G3W/VKzxJeOIW1LV8L\nBUUQ6CO5Ytruj7C9QgipJBgTM4cbbuik7a0CklE/JVXuSxnnzp19mT17NGlpn9droL/++pxbL9rV\n605KiuD8eTlGUJBNy5I8owspFRdXuF0sdP3+dTRaxB2uNQ56+PDhZGdn13t82LBh+ushQ4Zw5oyz\nnktT+7utZqCjoqKuC+MMdVfYJ09eqnvLERGBHDr0LM89t6ne/jU16Ipphr0wfgwWm5Xq/65l5MZC\ntnyjRWu8vs4RuaBSve82dFUcr+YxB76hebMWhzcbeJO2b7e2T3nO/RzD6KFtGnsSc5MU6y/oHir7\nHjB4x0na9j25KT2kHQt0NEGt3/bRtjdr2zBDmwvaVvHK2u0dXKR5zkMMbRdqW5V4muXjvB/gAW17\np7Z9UNsa1pgty6XnHRkVTE5OOWfOlGrUhpIm3ay3ra5+hQkT/qWtGXhTVHQTYWH/ZuxYSZsEB9u4\ncKFSlx4FWW3cneEcNChSf2gDdO1q5+xZ+fAuKakkIMBH96JV0oq7xcLrMcKjJaI4PvzwQ8aPd8T9\nqyxlb29vMjIyePLJJxt9jlYz0MnJyTzwwANMnjwZm03mzVsslg4p3O9ahuj77x1z9tzcS2RkfOlS\nYxAcqdxehsKgXkhd5b1ApeSXkVrQ332nrZr5h8uYXxNNjro8srEGowPh4apgbgAWi/yJzZ8/gYED\nPyYiws7+/Xn4+nrrBrpTJx/efntEnXEWL55IRMRfdflSm83bSe7Ux8erTtLKiy9mkptbrgv8h4T4\nXZcRHvUZ6MrN26ncvMPtsavBpk2b+Oijj9i2zcGJNUeWcqtx0I899pi8AJeV67lz57bC1TijuaI4\njPygquihKmMojtlqtRAZaScmJgh/fyuBgTaWLfsWGUs7EEldaIJDWrIG4lPYrU21fGIh+B4okD9+\nr3Nyql37fYDjQn4tN17L5XS5drl2zEjfKn56rNyoaAvd8wUHD6zCrJWqq6p6ZeCOdS/9Ea2/igD5\nh+GcyoF8SNsu0LYO+XACH9LGGaWNo0WOhA/U+PAhN9S9B9U/WdvOM5zzLxrR/QsDRw8QamyjbS2L\nIO8U+IWBbzD0GieTgvbIMYQ4zogRvuzfb5QplSW4hJhZr8SphIzoUKipmQnA6NGLWL/+FElJEWzc\neD/p6ctZv/4UXbr4ER/fBX9/KwEBPnqx2fYe5dFUHHRoTX3vszMKvKPrnC87O5u0tDS3HDTI2qlT\npkxhzZo19OnTx22b1157jcDAQCep42tBq3nQ8+bNa61TtxqMU80lSybq+gquXk58/EdSbhPo0sUP\naZTLqZdX1ur70S8SzqW6b2Oi8bg1TYYsRoyRqeh1IqQryMzMc9nnhYoKqb/or8CdJw7SizZ6v+p/\nY6UVmZ14/dIZ7nC5oumlDgBOnTrFlClT+Oc//+lknF2zlNetW8err77awEieocUN9JtvvslLL73E\nM888U+eYxWLh3XffddOrY8B1qmn0boz/G6fShYUVXFEJ7u0J8OqX8NpouPv6mMK2BvSQxdN1QxaF\nOI4qVjtgQBg//lhGXt4lVOz6o4+uoqTEvRGWJH4AtbUCKMeQYOv0vTBGY6iiu66G+HqkM9yhpvra\nOOipU6eSmZlJfn4+PXr04LXXXqOqSs5GMzIy+M1vfkNRURFPPSWD/1U4XU5OTrNkKbc4xbFixQrS\n0tKYN2+eE70hhMBisbSJyt7NRXGoMa1WRzmomhpfp2PORV8ddf5gCizQVtSmatNypanhWFh2UAmK\nilDTe2OxbZXkMVnbalN4FaoGcHCP5Du8ujvTIIpiACj9qXYOjQZBU/sM/NiFhgBQSaKKRlH0g7GI\nixZSHDNQXuzJRXKV0CvFEf0QGil5k7xDksoI7KGda6V2rgGG8VxzFdR7YJQJV2s8io5R9ORQQ5tZ\nWnhesuYB71bC+7Lx9OnlLsp3Ptx+ezhff31Oj7oxhsdJ+OPnV0lFhTOvHR0dyKlTGW6TVoz0xeTJ\nsfj4eHc4Q9xUFIet4MKVGwKVocFmoooRaWkyfdZut3P//fc7HVu0aJG7Lh0WtbUbSEkp0StfO35o\nFUiP+bK2neKc2WaiTeHIkUKnGozgo9MPCsp7lglGVYA3Nlu1k4H28oKVK+9hxox1HD1aVCcBZft2\nOaYqRmusZ2jCGdVVZqp3o5CUlKSr2DW0rzXQ3KneTz65li++OEZe3iW9gKjFImNbL1zwQ2a1ZRqv\nSG7CXTitVdrW4CwM+8lGAIoJARyecODNrtwoxAZI9/pYqSwY6x94ST9WcF6ukimP9VKZlDodZHcI\nB2U+q4n1ayni8XHSA49AFmDN/I1DzD/11X8BcE50A+DbRdJFjX/A4bXbkEbuWJm8ntId0iuO+YnD\n/S8o067LLq/r5BwtFs81Jd0ItTioPlJDkotKI6/tplXgGKR5ycbC5UqBT+lTLZUJKxaLXG0dN26F\nUxKRqiForKIC0gB36qQ+41rUlMHYLj09jtzc8joLfa4LjO1xAdATNJUHzVkPCxl09zM9aCNWr17N\nqlWrOHv2LM8++6z+5ly8eBEfn/oWUToWVJUUI4RAE2mvRKYcm2gvmD9/AvHxH+mfaWVlLdHRgcTG\nhuhGNSDAh7KyKsNnLB+6VquFIUO6sm3bOZ1PfughycEY+WXXwg2uC4DtKVuwRXCNHHRbQ4t70N9+\n+y179+7llVde4X/+5390Ax0UFMTIkSPp3LlzS16OWzSnBz1jxlqWLDniVJDUGXZkrLNB/UfRkSql\nW3HIKrxtrKMp6u1L0LYarztikEPlKJueTmdUXO+w+zfq+/qSBcA5ujn1SdHzuCFL9AWg2CK99W7I\nKXgWfbU7cTyEQpCSqcpLVl724sOP6G3ib9LStTdoRLWWjBIY7fD+/QOkl5+3R3LQ4YNkeF03Ic/9\n7WEDeawSUrSEnPgcN+ngir9XYXXqY/+NQU/Yta7jUo2TnqRlDy5/TeOaVZ3IACyWhwFIS9uAxQLL\nluWhKo136eJLVVWtHgc9aVIsNpuDT3an91xcXMG0aasRAj2kzoj2Hl6n0GQe9DE3xYzdIdbL9KCN\nSEhIICEhgYcffvi68ZgVZsxYy6JFh/VyRjosASCKkckNXsj6eclcbbVtE60HmYZfjixD1guLtmYQ\nEWHniy+OIdcVrIAdq7WKwkL5gA4J8SU42JeTJ0uckkvcRW405Bmb4XUuqOgY4mCtxkFv3bqV1157\njezsbKqrZRqzxWLh+PHjrXE5TmiJRBWHroYAynjiiWEukQA3oocYPK09yFTKs8qp6K5tDdEKMQ9I\nvvb0eZnfPDzyK8DZm43jCADztYyQZ7T86w+ZrrcZrxHcfzv8XwDE3yTXBnrqZVjApsXuFmtuew8t\nP/oYkkP+AUecaB9+ACBWCyuJ5DwA67lLb6O8deWlf3b+XnntgY5rV9EpynNWHm/evVqCSqLjvRj2\n3zJ9fvvhkXKHovVDHG30mYZy5NVbYFx/U1EzWoKQkhtVoklWq/z+CrGBO++8gN1uJSLCTnZ2Cd99\nl+cyW3IWxurc2QZY9P/T0+NYuDANq1Xy3MOH3+yRZ+zO626PaDIP+lsPx0hoW9WTXNFqiSrTp0/n\nT3/6EwMHDsTbu2PwRQ1hxoy17N8vp+re3pKTLCmpQvIXdrKyClwiAU4C/0IKZ1xfM432ACF8GTly\nIXa7D0KM1TzmIrZskVSLUWnO0AtwCGN5eUFRkeMz79TJh7feutOpR0OesTs5UhMaXKVr2ilazYMe\nMmQIO3fubI1TXxHN4UE3nOYLWOwgypEG23DuznHQR/OalHenogm0GOJhNzm4Y+W13qbpZlZqNIni\nlGUb6eFmIyuo99QWJVecd3hnPSJPa8eynforLhkcnnI/TUlpDTJq4z/5MwB7dYUk2K6RvYrLDkBG\nT9zJFr3NZ0iPOe830vuPeeUwrlDXoXhuFcXhNVGLxig2pLSrqM2btK0KBnEX6fGBtlUiTAbZUQsC\nUbKOO4cUYrf7sGbNWGAFoELpumCx3IgQh4ALJCdHsnv3WaT/U4P8TGX2SXp6HLNnj66j762gvGT1\n/btw4bKu43LyZIlOdbz4YqZbuqw988/QhB70Dg/HGGp60G4xcuRIXnjhBaZMmYKvr+PJP3CgGz3f\nDgDlCQUF2SgpqSQpKYIzZy5q2WY1EPIQlG0B3wq4qE3fTeGjtoOaIkNtxw04ZjUBoD3ooA/p6ReZ\nPXs0Xbq8Cfhq8qN+gBdhYf6cPVvKQw+tJDExQlOqc1TJCQiwUlRUwaOPriI7uwS73cqCBXfXCbOb\nMWMdX311po5x7tzZ1+SfFdzVR2iHaDUDvWPHDiwWC7t3OyvCb9pUv+xme4ZKwX377RG88EImfn5W\nzp4tRf5ABXj5YglOQ0RXwIk1cnevVE3zwUSrw+JIrd69+yfazsXIBUGlBW1l4cI07TXAZW1bwX33\nDeTs2VK9luSkSbFILWkIDQ3kwoVKysqqWb/+FOHhfuTlSe9ayZC6Uh29e7/vdHkhIb7s3ftIu+af\nmxQmxdFx0Zxhdjff/CE5OWWUlFTifIpa4BLMlMkoXhmGOnw/l9N2lYpdLuwADLHIkjqHDUVbpzIf\ngNXaAmMlMgEjQluUA+ijLdSd1oSSQ7U853N01dv0RVakuIRMUMnXVihvwkE7fEd/AM5ovMAIbRVO\nUR+hBjk7NbZaUFSLhCrszng9CooOMS5wHpyjzbAGyY1aLLxUKq+z9P8Z0stv0bYf4AzjaZTDqaq/\nKD3oWwxt/huorYCodZA2Gstb0qmYPr1cq5peilzUtWKxrNc6SSNeUyNXdC0WC4GBf6KsrBpvbwvf\nfPNT+vcPd6msIw1wSIgv69efIjDQh6FDu7J4sYrocCwCdu/+N6cCAJMmxTqVSWuvaDKKY4OHY/yk\nbVMcXldu0jzIyclh+vTpjBsnecusrCw+/PDD1rqcFsPx48VcuOBqnEF+FLZWuCITHsHLD0t6GhY/\nh4cqjfNZZCqnI/pICF+EyEKIQxQXO3hmb29JZdTUCAYP/ifjx3+Gj4/cl5gYzuTJsXz5ZTqLF08k\nLMyP0tIq1q8/RXz8RwAsWjRR95B79XKEmVgskJNTxvjxnzmd77pGhYd/bRyt5kGPGzeOadOm8dvf\n/pb9+/dTVVVFUlISBw4cuGLfNWvW8Nxzz1FTU8MTTzzBSy+95HT80KFDTJs2jb179/Lb3/7WSZP1\nSn2h6T1o5TX7+HhTUHDJjXEG7JEQlw5nNQPwoOGYlrOi0qJVksdtfA3AZlL0pmoRTyWNqEW+w/pK\nGUxkudO+Ai1LI87gHduRCSE7tRIlyVpxwsuGh8gRrb8K21Oe8yrNe1fXB9AJWQnkc6SXV1gm67al\nBqzW26ixlZe9p0y6yT0CHOVNDp+X51Qp6ColvXaztjhoyC/Robzh77WtoSqMniKuFAaWqyQUQ+TM\nUm1QFVqrPj+fHKjKJizMn7i4EIKCfN0sINYCtRQVPUdU1N/ciP5bmTQppk7yyfjxnzmlj4eF+TF4\ncFc9Ftr1uIK5SKh50Ms8HGOS6UG7RX5+Pg888IAeYufj44PVemVKvKamhqeffpo1a9aQlZXFggUL\nOHjQuUBkaGgo7733Hs8///xV920O5OSUceFCJfn57oxzENBFGmeTb25XsASPB9844uJC+PrrH7Uy\nV44FxMBAH+RPzMrAgR9js7n7uVVjs3k7GecZM9ZSUnJZb2+1WsjPr2D16hNMmyYfaPPnTyAqSlJd\nwcHywWYmqRhQ7eFfG0erLRIGBgZSUODgKHfs2EFw8JXVuXbt2kWfPn3o2bMnAA8++CDLli1zqm8Y\nHh5OeHg4K1euvOq+zQEfH/kQstutJCaG62L8YIcuj4CXH+yrAqogXPPcJjn6jxgl4+oyN8qc7ohR\nMm3bV0sUSdSL+Tk8XSWWpJJHhvOV3kYd+ykfAw7u90ctUcS4TyWYlGOvc1+XtRA+xVMr7/13/D/A\nkcgC8B5S/3sasmKOCJDu6Ovn/z+9za2RklNXySxZATKUTq83CMTfr6Vrz9b2qQmXiticgAMqnE55\nyYrqNSSZhf9Zq8Ryq5boMlF7/1U6N6AXOtSqgVsKJG9efd4K3G2o7l2Do7CiL6Wl1YCV5ORIfH29\nOXGibsX64GBbHaN65EiRroYXHR1IaWkVxcXyvVQP+JAQPw4efNxp4bm9J6k0Kaqu3KQ9oNU86Hfe\neYe0tDSOHz/ObbfdxiOPPOKRWP/Zs2fp0cOxyhMdHc3Zs2cb6NE0fRuDu+66AZvNi+TkSD75ZAIy\nla0zEC+Ns4l2ByE2MHLkQmJi5iAtvrbIq8HL6zIWSwXp6XHEx4eSlSWdkeBgm+7xAtx+e7c6wivB\nQwAAIABJREFU3rNKaEpKiuC77x4jOTkSkGF4ZWVVOs+sUsJjYoKd+GkTyGelJ39tHC3uQe/atYse\nPXowaNAgMjMzmTNnDp999hmjR492Mp71wZ2QuadoTN/G4Mcfy6isrGXLlrOMGrUI6IR86wc7Gk3W\nPDdNunPET9bgivhR0nt8gE8ByEX+cI3JI97at0551ap4pjFCQkVQ7NMSSRQ/bPTE8zVeWkV8XKQT\n4IjcABiiua3D2A7AVi0HfZ+WP90fR003FdGhvPcTWoTG3ZEr9DYqqUadQ3nvebGGOoMawjNcUr1v\nrdtG95wVVHGAXzt25f2P1k8lAb2ibX9h4KA179xyUqV4W+ne/QRbtqjoEvkeR0VFkJU1zclQWiwW\nUlI+1VO5R47swcWLlWzYcBqoYfXqA8B9QF2tloKCS0yevBQfHy9d8F9V727PPHOLoB3QF56gxQ10\nRkYGGzZITYPt27fz+uuvM2vWLPbu3cuMGTNYsmRJg/27d+/O6dOORaPTp08THR3dQI9r6ztz5kz9\ndUpKCikpKR6dwx2MMaw2mzcnThgTHibV289E24MoWcfIkYXk51+qcywnp5zExI/p2TMYu93K/PkT\neOmlLbpHnJgYzty5qQghyMj4kiVLvsHoMxw5UqQb586dfbl8uUZPTomIkDRSR+OZN2/ezObNm5t+\n4HYQoeEJWtxA19bW0qWLXMFfuHAhGRkZ3Hvvvdx7770kJCRcoTckJydz9OhRsrOz6datGwsXLmTB\nggVu27quzl5NX6OBbizmz59AePhf+Oab84ZFwghUrKyJdgSnjELArwvW6kI0vS/Kyqr0uOaMjC/J\nzS3XveeDBwvo3ft9Bg2KpFu3QITwRwhBcXEFISF+HDsmZ0IWC/TuHcw33+Tqp0lIiCAkxLfD8cyu\nzs9rr73WNANfowf9+OOPs3LlSiIiIuqt6v3ss8+yevVq7HY78+bNIylJzkQ9iRC7WrS4ga6pqaGq\nqgofHx/Wr1/PnDlz9GNK1a4hWK1WZs2axdixY6mpqWH69OnEx8cze/ZsQHroOTk5DB48mJKSEry8\nvPjzn/9MVlYWgYGBbvs2N0JCZNUGY3UNgsaBLdChTKe0H7Si3JE/cSSWxLoklhzT9DaULoW7BTyV\nUKK0OXoaigDcXiipkp1d5ANRJbFUGuRNVYhcjfYVUTSKMWnkvEaxFCIfuIpeUZSJ0vwAGKsJiCiK\nQyW+KBoDYBMjnc6loCvXGfqp8Lr+kfJHlHe3pg/9iqNt3iKNvlDDKW2OXxgGX6Zt1YNzvrYdY4jX\nG3SH47XF5SdTIagmCKn1bCcxMVSjLwJYvLgTqlp3YKAPpaVVXL58mfXrTxEW5oeiRhRlUVkp3z8h\nYM+eXKfT2O1Wk9a4GlyjgZ42bRrPPPMMjzzyiNvjq1at4ocffuDo0aPs3LmTp556ih07dugRYuvX\nr6d79+4MHjyYiRMnNtq+tLiBnjp1KiNGjCAsLAy73c7w4cMBOHr0KCEhIVfoLZGamkpqaqrTvoyM\nDP11VFSUE5Vxpb7NjRkz1lLjuiBx8V8Q+rMWvQ4TTYCgCfiX/51Ll9QHWo3U4jiNxdKLxYuHkZHx\nJYsXd9JSwMcixEaCgn6ktFSGFgwYEEZEhJ316085URZVVc4i897eUFMjqZF58xr+zpoVVVxwjQZ6\n+PDhZGdn13t8+fLlemHrIUOGUFxcTE5ODidOnGiWCLEWN9Avv/wyo0aNIicnhzFjxuCl1ZgXQvDe\ne++19OW0CA4fLnLe4WOFV6fKKh7KUVYLWBonqRblwJGu3Z/9AIRpC27KKzW2Vd6wvUyScLYA6WWH\nHyjV2+T1k9XBVQhexIVCAAoMYY7KG96j5VQPYo/TfoD92mKe8qrPEwFAstbWqPV8SfPy1SxAnXut\noRyMunalsvftHlkdxVhPcVCAHDvzgMxALY7UHuqak1uQG6q3dXHEHV6yYZFQrz2onOSb1YkMXrNW\nxZtwKxYvP5KSInVNDbhIr17Z9OjRCbu9kNDQKiyWsdTW2pgxYx1HjqzCbrdSWNhJT83ev1+GWYaH\ndyIrq4CYmNnYbFb69g3Vw+usVgubNj3Au+9+g7+/lcmTlzZofI8cKXISU7ruve1mCrOrLxLs3Llz\ndfY3hVpnq8RBDxs2rM6+uLg4Ny07Bux2l7c5LhpCzYrMbRJz1sKPRXDWB3pPcJs8dOqUMZ65C127\n+hp46X8C/wHYOHKkSOejIyPlA0pSHdWARRdEkqjCZnNEa1RXC9LTl3Pw4ONMnrz0isbXrKjigvpC\n6I5vhhObGzV0S2YetlqiyvUEWVR0LufPl0NMJNjuho+0g6ru3vPSSxwfICuZGL1ilbatKo3kap6q\nws2HDCWoVe6P9sn6XdA8Z8OULzxA26ecQO1ZEXXIUB5ccwbiuzl0pME5zC7JEJYHMEALq9unlTXx\nNSSqqPtR4XvqfyPf3A3pWSoP2itaepyqigpA1iCZvBL/E60auItXXHu3QQ9aJa0c1bZK6uX/DBct\nGTYsZ+RAw/0L2XJQM7YX10HqRFRmoNA86TPWTqhij5MmdWbZssM4fkrl3HffZjIyfPnuO/mZ2mxe\nFBTIqA9Jc1j1ijpq6+UFQ4d2ZdMmBzWXk1POjTd+gJpWNWR8lVpiR1tEvGbUR3HckCL/FDZe3aKk\nayTYmTNniI6Opqqq6pqjyxpCqyWqXE+QWV/TYGAcPGumdLdl6NWzfXzgcoX8c4VWbzA5OZLvv89H\nLvYJfd/s2aM5cqRIj96orRVUVzt7XUKoyjpWrQ2sXHnCqTxWYKAP+fkV5OdfIjo6kC+/TK/X+Kqk\nFXV8xoy1pKR8ev0KKDWTWNLEiRP5+GOZgbtjxw5CQkKIjIx0ihCrrKxk4cKFTJzYeJrJ9KCbCa6L\nNp07+1Pz77vp23cuhw+XgcUbQv4D/uZMdSj5TaPQkBJHUpEY3pp70H2f5I4pMwyghlMSI+oTPmVo\noxzwDdpWrc0aBZq0MVVkR8xp6Q327+EIPVLRGqq6ifKYq7XoBHUcHNxzL028SdUfNCbHqAgP5VUP\nj5SRFJnFDp5aRWbkJcitV4h2ocpbNtrBwVokhuKTs7X9xgV6jfMXj8sXa38+BvgYqirgzCnCPv+A\n5OQonfudMWMdy5efp6jIC7vdyr59JRhVlPbs6U5Y2L8ZO9ZBORw/foHCQmdrYLdb6d8/jJ07ZTZN\n586+1NYKXUypWzc5EygtrSI42MbWrVPrGOeGFgave076GjnoqVOnkpmZSX5+Pj169OC1116jqkoO\nlpGRwfjx41m1ahV9+vQhICCAuXOldEF90WWNhWmgmwnGH0hU1F+x230YODCSc+dKgSppSIoXAGYk\nR1uCxeKLEJHASd2DXbMmm75955KVNY0jR4rIzZV0hVM8NADVuni/kXK4cOEyffvOpaqqBn9/KxUV\nNWzf/hATJvwLkAuCmzc/wC9/uVnXge7bN5SLFys5d04Kbb3wQmYdI9uQEb7uOelrTOOuLy/CiFmz\nZrnd3xwRYibF0UxQSQcAly/XUlR0mQ0bThnkJq0QMrV1Ls5Eg7BYxpKeHseQIY7ihTk55WRkfFl3\nwVdHDXCZ2toT1NZm0b//PM6dk+WtgoN9GTw4iqoqQUlJFZWVtUyevJSSEm3GUS14/fUdLF48kfBw\nhw70yZNyMbI+I+vOCCtqo6qqhkmTYhukRTo0TDU7E1D/NDMmJogzZ0pdWodTWXkXBKyAe6dCUDDx\ng+Ri1zNIoShFbYQZqpGEXJbGPuCEjJPtslZb9VKfnjGaR2kdq4UxVS7P+GX8h7bVqpLo+SlG5VUt\nWu3GQ9JDExotEoJLyCAObQ+lL600QpQOCDgWBxXUIqFRy1ol3KiwQqX97ARtmPCbNBW6DS4aHMZ1\nS0VtDHUZo7vh9b+1ufAr0tjVDrQBNpYs+UbL+rQj/Zga9u3LJSenTPvfB5mEUsOkSXEEB/uSnV3C\nd9/lUVR0mTNn0D//uLgPXGRmazhxogiVqKJqCYaE+JGc3JXVq0+QnBzJkiUTG1Spc7cwaPSq09Pj\nrk/jDO3C+HoC00A3EitWHCMnR8YBP/bYar3sUFCQr6GVQH5jpsgp9DST1mgf8EV+dlKp7vz5ci5e\nVOSmFSjFYrnM559PrlO6SmUOBgb66OF0Xl6yaHBxsSMb02bzIi6uMw89tJL58yfUMbqLFk10cgLC\nw/2dqnu70h7XPbWh0EHkRk0D3UgYK2QYhW/mz59Anz4fUFBQAVjo1SuUE51WInx9sDwzEkuwNOBq\nYe0mrSqJVSPPuh8qdAymqn2oXSprWy38GRcJK1z2Fbhpc6O2VVF1WsUWFhvaqPWNEXJzTtNPKdBS\nrcGRWKISUpQHrVTulmgqbeDwvD/aKPOsh46SxYF3nh+it7EHSsNVusNQVxAg3/HSK0XeSN5CzXP+\nVDuwTPtFGlXolKe80OU+lxnSuJMNCSmAZY8Mu6qufoWRIxcaeGZfSkoqALk4eODAg8TG/ln2sVgI\nCPBxGicw0IfU1F4UFVVo1btlpEZxcSVgZfz4XgQE+JCZeVpfKLzppg8ZN64XubnlusEOCfFz8ord\nFZQ1wgy309AOpEQ9gWmgG4lBgyJZv/4USUkRzJ3rWCAICfHD31++vUFBNsLD/TmxS6MLnrdgeX+s\n2/FMtB3oIXcav6zt5cCBR0lN/RdCBACCkycvMH/+BEJDZ1FbKz3ltWvvY8CACIqLK4iP/4icnHK8\nvS3U1Eiuw8fHi0WLJtKliyN7Njf3EqtWHSc/XxrguLgPSE7uio+PXCoyFpR15Z2NNNt1F7HhDh0k\nstCs6u0GV1MXrbi4wsljefJJ9WOxsmZNHrrrGmSHknLoHcn9ey5hC5Hu9m2aSpKqoj1in6wqwjrD\nSdSX7ZC2VQkmF1y2QLmmsWNX3LN6BBtzW3rhDFVIJdKwTzm2mhNW1ksaiR98HQJIGzTPWYUBqsrd\n3zEAcNagVqF4Sl96x54UANIGLdTbfHE+DTDUF3QH5cD/Sttma9t8zYO2GAj5UJX/rSUj/FxWTOcv\nbjzo3XKfxSI/9+nTy8nKKuD48WJycnK1Y7JSTG2tDZvtfw3aGbV4eZVTW+uP4pUl/+vLkSNF+Ph4\nERjoQ1HRZTIzz5CYGM6mTQ8QEuLH6NGLdA87MTGcsDB/PZJDaXdMmhSLzeZtMMjOHnJKyqdOvHN7\nNtBNVpPwPg/HWNK2axKaHnQjoDyXY8eKufvufxEU5MuFC5cNOg0a5+Fng2fuhQ074ckx2EL+r94x\nTbQNHDlSZPgcfVEetBAbSEm54CJspObT8ocujXEF586V6toaYWF+2GzedOniS1iYv95z8eKJTJu2\nGiHQBZFmzFinUyPJyZHMm5fKiy9mMnnyUo4dKyYmJoj+/ecRExNEUJCvk4d9XfPORnQQisP0oN3A\n06e40XNRiIqyk5NTTnJyJF5eFnbt0sp6hNq564dwfEK8nRI4/os/AjD00Ldyh0oe2W0YVEVXKHuh\nzbY3a96ycTZ3m7Y2uV9rM1BzRu3GfBhFTarElGqX/YBWfJuyePnjv+groy7KcRiXIk1mdLWmkao4\naCXqtIdkva2K2gjViPR/7nmCOlCRico71vhgwl51tFFSoYqXVm+/cooNyTYWBGLjOqIKj3H5cg1F\n1kgYPBFWveloNFkbe+lM2Ud7po4b11+Ppli37j5efHELR44U6VEaClarRZPJFYDAarXpWYPqu2D0\nhhUa8nRnzFhLVlYBx44Vs2PHw8TEBLv9rikYPez2zjs3mQed5uEYK0wPusPCwVFKdO7sS0pKDzZs\nOMm5c6WUlxt+lAXlHJiRT9KiSEy0IIqL9CgbOAX71jXYXGH+/AkMHPgxp06VEBX1N6qra530vJUU\nqDTGKpywVjfONpsXMTFBevvS0ion3Y3c3HKKiysYOvQTjh+/gBCC22/vztKlk52KxqoEFfVdCw62\nceFCpb5VHnZ7N8xNjg4SZmd60G7g6VPcuADUubMv33zzU3r1mg2G+F8dfSOZvK0aW4iXU4XtjAtS\nwcdHRSMoT9DgQZdrGiw/aHS20vavWyMazafVNZhI1fhlYXCzLSpCQzm4ivJ91jCQxndXaG3WBsip\nc6IeUuKoabgCyR2rmYHypHcbPGgl+PTtBi0oeam6GMM5b9O2D7lEZBhDqFdp3cZr9QFfkVvvSC3n\nyhiUsXQrcvqhSPoaoAKLZZTeZPr0cn3NwBjHrmoJunqt0mOWkRjGizcu4HXu7IvV6kVensw4tNm8\nqKx01noGSXsUFV3WFw5BetalpVW6964STdRah6rg3VEreTeZB32Xh2OsNz3oDgspgvQ4M2asw8/P\nyqOPrsGoyyBfh8OIIJiZii1kYf2DmbhqiBXrGLmpkOPHL0BREHj5QuUEsBkN1o3IWEMLULeE0Rdf\nOOLYp01bw+efTwYkzbB9+7k67R2iRzXIn49MVJk7V+pTZ2R8yZw5Y+jd+329jzvjHBBg1aM1FAYM\nCKt3IVDFRAN1tibcoINw0KaBbiTUD2fEiE+1RAUvZGJDOZAIlp/AO50aHsTEteHwMbaUKfqiVP4o\nv1kNQ+8xNLJisUgPXwhnAy3Ecd3LBdi3L5eUlIXY7VYuXqx0a1iTkyPZvfuY9p8vFstlwsPtTJ68\nDLvdyoIFdxMS4qeHXxoxYEAY0dGB2Gzeejp3v36h5OdfwsfHi06dbHr8s2l8G4kOEmZnGugmgkOj\nwQsIAm6FmSkAxAySfIGiNn5R+KHez6IWBZXt2Cg3JY5MbxZqa1KKvuipbbPdXIei3hT7fV5zAiNv\nNDRS2dHqHIryOFS3TXZADADHtPqCSusZ4LKWI66oDKW2l61doTENO+8Hl5TsHdp2j4Gnv02jNJST\nqmifnoZ+irv5K1Dmxk3KyYal7yM9Z8WZvAFATc0rAFiHarOcg2epKZUnCw62ER3dSc8GjIpy1Hn0\n8oJhw7oRHu7P3LmpBAcbs0TRElqcRYsWL56o01+JieH07BnE3LkOrtg1PNNIpzSkPmeWtvIQHSST\n0BRLagLMmLGWkpJKfHwsSO+5BDjeyld1HcAqg7sDA6Vhl9l8NUjOeR8YCgaApB9GjlyIOPIZoroC\nNI0Tq9XCli0P6un5ycmRpKT0IDTUDx8fC7W1sG3bOXx8vHnxxUxSUhY66Sy7S69W9Fd6ehybNj3A\n55/f42RMXfWbPU3RVlmFq1efYMYMzxY8r0vUePjXxmEuErrB1S5UuC4mWSwwcGAEe34IgN4TmP7N\nBwAM0lb+njrxD0fnV7Stll9Ros2KvzTYFlX3WsUEqDKGKuDNqP0zWtsqByJaJZwYF89U0oqW+lyl\nCSwdCe6tN/krPwcc+tR7tQVBo1jSssNaTNsZzSN1rfn7g+H1Oy4Xu3QrrrBEyAuq/lFb+PNWmtgb\n6rSFnyDnC9uBy/Tq1Y2iogotlVqhCxCnJ5/ceedZ/XMKC/OjulpQXCzf6PT0OObMGaN7tcYyU4C+\nYGfcHx4uxY3+9re7Gr1g5+pR14fx4z+rs4DYkdBki4T9PRzjO3ORsEPCONVUiQJeXlJvQQjYs0cL\nUs7u4F7Of6+Dw0Xg6wNvTYBOLWkwrHh5SQN76VK1k3GWXHEPp9bKS1U6zwpJSRFO4kTGtklJEdxw\nQyc9lM04Rl5eBatXn3Cr1Xy1MJ67IZhaGx6ig4TZtUsDvWbNGp577jlqamp44okneOmll+q0efbZ\nZ1m9ejV2u5158+aRlCQ9wJ49exIUFIS3tzc+Pj7s2rXrmq7BKGATE9OJsDA/TRjJgIhImDSGUo1M\nvVOF12W6GVCLzLNqn0i8wYNWtGtPbas86O5an1BjGJoSBFKUr+Yd50x3ZKpkWfpq40nOeDMj5X4t\nHRsc/LJwioODZQsdGtaWdwTiYBGUap7mk1oNP436tTzsCCesrpIX5u39P/JYuJw6VOcIMjK+5MiR\nQrZs+QC4Eat1s2yjpVZXV99maGMFxlFTI2MDrdb1AE4VSywWSXcUFg7Rq6B88kkW69bV4OPjRUJC\nuB5nDHDmTN2AxfoModpvzPRryew9Tw35dQ+Tg24d1NTU8PTTT7NmzRqysrJYsGABBw8edGqzatUq\nfvjhB44ePcqcOXN46qmn9GMWi4XNmzezd+/eazbO4MwZRkd3Ij+/wknz19fXG8ZNBN8O7uV4yydK\ncnIkjHJvqETtcUaOXKhXEHGFNLxnkdyxe+7e0eYk7igPJUwFcgaTmXmGadPWaH2LuHSphpoaqKqq\n5cSJC/qsByAvr6IOn+vKEbvu79YtkLAwP0JCnBcMWxLXfd3BhtBBOOh250Hv2rWLPn360LNnTwAe\nfPBBli1b5lT/a/ny5Tz66KMADBkyhOLiYs6fP09kpMziawznpKgNHx8vJk2KZd68VPr3nwfgpFZ2\n+XINfLsRy1OT6ccBpzFEmuO1RWNClFCRXbNPfXMNHZTzq91ipCKjlciRcSavjVN2szRA5/xkI2P0\nxXKkB1agZYCoKAwn8XsVSaa0kf6iLt5wH90tEH43rFrDnj2jqNlpA2rxtkovWYRqBHvxWYNWcgIw\nHpH3GwB8fAS1tX6AtU5atd2+nE8+Ga+1cTwI1q0bi5eXvL+aGpmqPWbM4jphbVu3nmXChH9hszmM\nsb+/la+/fognnlirt1cUx9Xg5MkS8vOlF91aNf+u+7qDDaERz6srzdD/8Ic/8MknnwBQXV3NwYMH\nyc/PJyQkpMlm6ArtzoM+e/YsPXo4LFJ0dDRnz571uI3FYuGuu+4iOTmZ999/n6uF+lGsX3+KVauO\nc8stc7lwQfIRNTXCSROaH84g3vuMS8UW94N1BNj88PJKxaJVus7I+BKEHwhfqNV+JRblB9QgF/ec\nYbFUAFW6cf7HPw6wZcsZ1qzJZtq0tVqbsUAf1q27zy33umhRGpMmxSKjaAAEBQWSI967N5ewMD/8\n/b0ZMCCMp55azwcfjGXSpFhiYjppBVznERX1V7p0eY/Roxdd0SNVMyir1cKXX2Z71KepYYrzN4Aq\nD/9c4MkM/fnnn2fv3r3s3buX3/3ud6SkpBASIlfIm2qGrtDuPGiLxTNjV5+XvHXrVrp160ZeXh6j\nR4/m5ptvZvjw4R6f36i/UVUlOHfOoYTfubMv/fuHsWXLWQICrJSVXYbvs1k2I4gHF11wN1yHw5Ej\nheiEeumXEJQGFjvScAokAV+CjEER1NYKbb8XAwb8gwsXLlNV5fjs1q49QW3tHCAci2W8bpyNSoKV\nlTVUVdUycGAEMkHIF5k5KL/eam0gLMxPF8d/4YVMli69x206tydecXi4v5b2LSgurmwVT9pcMGwA\n10hfeDJDN2L+/PlMnepcW7Qpo0LanYHu3r07p0+f1v8/ffo00dHRDbY5c+YM3bvL+K5u3eSUPzw8\nnHvuuYddu3a5NdAzZ87UX6ekpJCSkgLIH4VKQDDCx8dLanH0/hPgS1lZNWDFlhxMyZwxfIgPtdqE\n5XSo48nq/aL8Jt12WYaUldtkgsQevWAgBGoaF6WaItx3lv4AhGqZJqqWnxF25PU9sUhOxe68f61+\nLHORTEv2ulM+XGqf0sQ4thkG0PSVLcnyK1K9Q4W+GSvIyH2PT9/MkSOFeHtbUZOysDB/vLxOU1U1\nC2EXFFd6AV6EhWVrERSOyVtYmB/5+RV1ajh6ecmCuzKe+QyhoR9zww1WKitrKCiocNKwANiw4TQq\nu08IsFo7GVKz0dcIjB6nsbivgjHluj6cPFniNPa10CSNRUdYMNy8eTObN29u+oGvMYrD3ex7586d\nbtuWl5ezdu1a/vrXv+r71Azd29ubjIwMnnzyyWu7EA3tzkAnJydz9OhRsrOz6datGwsXLqxTKn3i\nxInMmjWLBx98kB07dhASEkJkZCTl5eXU1NTQqVMnysrKWLduHa+++qrb8xgNtBEqAWHatNV8/fU5\ncnMv6UJJMTHBkuLQDIT9vhsJnTMA75B28jaXrIWaIrD4gBgLbEUcLAZvK4895q9VmT6P9E69EaIH\nUMZnnxUYJDh7k54eR2bmGXJznR9iQUE2+vYNZcuWswQF2SgpqXQSGVIKbUopzqgeZ7FQR7tC7VeG\nt1+/UA4cOKnvDwnxIz/fkcpdUFCBzeZFSIgv//mfGzl5sqSODChAr17BvPhiZr0ZezNmrGX//jxA\nZiDefns3PvnkbtOLvQYYnR+A1157rWkGrs9A12yG2s31dvN0hg6wYsUK7rjjDp3eANi2bRtdu3a9\n5hm6K9qJ5XDAarUya9Ysxo4dS01NDdOnTyc+Pp7Zs2cDkJGRwfjx41m1ahV9+vQhICCAuXPnApCT\nk8OUKVMASe4//PDDjBlz9V5PSIgfn39+j9vkgumPD+PIkULsdh/W/HA35WP8YLc0AjMtv5UDrDO8\n7SpfQ5ODRjq3BD6cpzeJDpBT8EMbZKhgwFAphlz2T628iGuCCOhp22Kf/MJlPj3OcUyu4VE7UXrO\nlt0yHG748EJHDT7bRqgt10PoVq/2czGQVdhsx6isrKVIy10JC/MnLq6C7dtLKChwGGcVH15SUsn3\n3xcQFWVn7dp7ef31nSxZ8o3Wypdvv32SF17I1EPYkpIi6NrVjs3mzYoVx+t4zCEhvsTGBusx5z/+\nWMa4cf10g3rqVAl33LGA2NgQMjPP6LrM69ef0r12BUVXKPlO4yzJWAwY5DqEeiClpPRwOmaijaDe\nMLsU7U/B+YHgyQxd4dNPP61Db3TtKqsKXWmG7inanYEGSE1NJTU11WlfRkaG0/+zZs2q0693797s\n27evya7D3RTTEQ4G8FfoPx3cUBCtjv9bCweLwNsHIbpgsVilKhzS0y3xvhNKZYxxWJg/1dXSnVWR\nKna7laAgGzk55XTq5MPw4d0pLq40VCGRsFq9uP32brqBVHzw66/vZOHCNKxWaaAtlsvExAQTEuLL\nuXOlREXZ+fzzScTEBGvXMIuCggr8/b25445uHDlSTHR0Jw4flk8HNfaaNdlkZHzJwoUj363sAAAW\nDklEQVRpxMQEc/r0z/QHqTF2WXntKhHlz38e5ZQNWF8xYHBenFNVUEy0MVwjxeHJDB3gwoULbNmy\nhfnz5+v7rmaG7inapYFuy1BGTqIW+7G5JA+PctIbFkK4JF6kwuRA2UXLtr7Yy1FE8OAd2usEuSnd\nplW9Vtr/RhVTrQ2vaS7EJBcBIsDy868QtdmgcdtRUecZPbonCxZITrqkpJLw8E/YdeRhXnxxi1Pp\nplGjenDwYCFbt07l4YdXkpNTzsWLVQQE2BBCWjJlxENCfNm37xGCg32ZMWMd27adpbS0iuBgG2+/\nPQKLxUJ1tfMX2J1YPcCePT/ljjsWsHXr1DoVRqKjA7n55i5OiSPGqap6kBpnPFBX0tP4sK2vGDCY\ni3MdGZ7M0AGWLl3K2LFj8fd3VBg6f/4899wjZ1ONmaEbYWpxuEFj9ADuuGO+bmC8vS0MGhSpl72K\njLRz8OA0goN9NQU05WnfCJMnyZeqpNNDxkG1rTK+yvYoA73W0LY+A22QvrAUfoWoPYSx2qyvr7eT\n1why8W7w4K58+20u586VERxs49tvH9W9WqULERjow9ChXfngg7EMHvx/5OVJL3nSpFin6b/xvVEl\nn9T7PGPGOo4eLeL77wvIz79UR2vCVcXtoYdWOmlSqDE8MZqeKMJ5qo1homnRZFoceDqGqcVxXUEp\novn4eLF793/wq1850p3Pny+nS5cFWCz/gRDqrQ/AkYkCjNEMq/E7c9rFyD6Ac5vPDdZXVSoRUiXJ\nsmwmANXVr+hNrNYNgC8+PjaqqgRJSREcP15cx0Dn58s44pAQGwAXLlTywguZTtWqQ0Nlivv69ad4\n4YVMkpO76obTdfpvVItTXqzydI8eLXLyiF2FgIxJGQMHfky3boFERdlZsmSiWw+4IXiS4NERIiRM\ntH+0u0SVto758yeQnh5Hbu7PGTAggvnzJxAZqTjoAKCX9noc0AeZHtgaz0kvPd74hhs6MXhwVL0t\nbTYZ16wM64oVx/RkHW9vi9Mxdf/ulNbUsb59Q5k8eWm9kp3fffeYk+eckvIp339foB/v1i2QbdvO\nkZNTzgsvuBM2aRhmgsf1gGvMVGljMA10E8Oo4TBjxlomT15Kv36hWpbbzcAphFgCrEFm1TWvcRbC\nFyH8mTDhXxQXV5CR8SVC+KN4EuXpLl48kfT0uDraEklJEeza9R9ORtfoaScnRzkdq0/DAhzvzcmT\nJXU0jesz7Mrbzc+/pHvW7jzxq0FDDxETHQXVHv61bZgctBs0BQ8G0LXrX/VQrUmTYvnXvya5cM9V\noOktY9FSoAdphPNuw9M9TKM4tOQRkrX/s7Xj+QaKI1mqxln2yPChyMgI/RpiYjpRXHyZCxeULGcA\nFsvDPPHEdp2TLS+vIjPzDP36hdKnT4hTFRDF3R44kE9BQQVJSRFs3Hj/VRu5q9E0dte2Kflhs0JJ\n20LTcdCeZu4Gmxz09Qqjp7lvXy7du/+d8+dVfLBAZsgZYrjEMTh0Brx8gLFA45XSjDKcJSWVunHu\n3NmX4uKHsVh8nTjZyZNjdfF6V2NlbBcdHcjGjfc3mNBRH64mCiI83L+OalxT8sOm4FBHxaUrN2kH\nMA10M8IYqmW3W500iKVhHoBlsBaWs0MwcuRpg+rbIiBOtiwQCHGcO++0cfz4Bc7s7gTYYHwa+Phh\nWb5eH3V6Ypk0mGNlwkbv3h9QWSmTKpTEZufOvuzd+wg9esjQPm/vbJSanNFjdoWRu1Xe7LUYOFcD\n25AX29yqcQ3x0aZ33Z7R9vllT2By0M0Ixetu3Hi/libtHuLEOkaOXEhWllbF1dsfSX0cxMGTVbBl\ny1lNr+JH4KSsYO2CL744ZlCCWyN1moHExHCdSz5+/Ek9VA4canJXohvccbdNseDWUJ295l7Qa4iP\nNuv/tWeYHHSHRVNx0ApPPrmWhQsPcfGi8aleA9Ry5509+e67fD11ODo6kBtuCNIz8nr1CqJHjyCy\nsvLJz69w0pwODfXD39/KDTcEERRkY/78CcTGfqCPNXlyLHPnpl6RTlD3ejU6BApNwQc3xEk3Fd98\nLd5wR6//1xbRdBz0EQ9bx7VpDto00G7Q1AZ6xIhPDdRFLdI4X0ZKbnobWtZQWPgsDz20kjVrsgkL\n86e4uEJXTevWLYAbb+xMZuYZAgJ8KCtznsZNmhRLWVmVTqt4uoDXGAPdFGiJpBBj5qFKkmkL12XC\nGU1noLM8bN23TRtok+JoAQQEyGl6586+nDgxg9raX1Fb+yrjxslyJYmJ4UyaFEth4bN07uzPggV3\nk54ex003dXaStLz11iiWLp1Menocw4ZJURYVh6xgpFU8NSoWi6XVjDPUX16qKXEtVElLXJeJ5kLH\niIM2PWg3aGoPWnlis2ePrjN9z8j4kjlzxhAc7KufW0FNsQGtEMCDen81Zm5uOZmZZ0hMDGfTpgdM\nY1IPTG+4faDpPOg9HrYe1KY9aNNAu0FTG+hrRXFxBdOmrUYImDfPfXSFaXhMdCQ0nYHeesV2Ene0\nid96fTANtBu0FQNtwsT1hqYz0Js8bD2yTf/WzThoEyZMdEC0/RA6T2AaaBMmTHRAtP0FQE9gGmgT\nJkx0QJgetAkTJky0UZgetAkTJky0UXQMA20mqpgwYaID4pKHf3WxZs0abr75Zm688UbefPPNOsc3\nb95McHAwSUlJJCUl8frrr3vc92phetAmTJjogLg2Drqmpoann36a9evX0717dwYPHszEiROJj493\najdixAiWL19+TX2vBu3Sg/bkKfXss89y4403kpCQwN69e6+qrwkTJto7ri3Ve9euXfTp04eePXvi\n4+PDgw8+yLJly+q0cxc77Wnfq0G7M9DqKbVmzRqysrJYsGABBw8edGqzatUqfvjhB44ePcqcOXN4\n6qmnPO7b2ti8ebN5bvPc5rkbjWuTGz179iw9evTQ/4+Ojubs2bNObSwWC19//TUJCQmMHz+erKws\nj/teLdqdgfbkKbV8+XIeffRRAIYMGUJxcTE5OTnN8oRranTsH415bvPcLXXu+jzmg8AXhj9neCIa\nNnDgQE6fPs23337LM888w+TJk5vwup3R7gy0J0+p+tqcO3euyZ9wJkyYaIuoz2PuiSzWrP6c0b17\nd06fPq3/f/r0aaKjo53adOrUCbvdDkBqaipVVVUUFhYSHR19xb5Xi3ZnoD2VxWzL+fUmTJhoblwb\nB52cnMzRo0fJzs6msrKShQsXMnGis3b4+fPndfuya9cuhBB06dLFo75XDdHOsH37djF27Fj9/zfe\neEP8/ve/d2qTkZEhFixYoP9/0003iZycHI/6CiFEbGysQFZ1Nf/MP/OvBf8SEhIabSOu5nydO3eu\n03/VqlUiLi5OxMbGijfeeEMIIcTf//538fe//10IIcSsWbPELbfcIhISEsSwYcPE9u3bG+zbqHtp\n9AgtjKqqKtG7d29x4sQJcfnyZZGQkCCysrKc2qxcuVKkpqYKIaRBHzJkiMd9TZgwYaKtoN3FQVut\nVmbNmsXYsWOpqalh+vTpxMfHM3v2bAAyMjIYP348q1atok+fPgQEBDB37twG+5owYcJEW4SpB23C\nhAkTbRTtbpGwMWjNBJfGnLtnz54MGDCApKQkbr311iY/96FDhxg2bBh+fn688847V33dzXXu5r7v\nTz75hISEBAYMGMDtt9/O/v37Pe7bnOdu7vtetmwZCQkJJCUlMWjQIDZu3Ohx3+Y8d2Pvu0OitTmW\nlkJ1dbWIjY0VJ06cEJWVlVfkrnfs2KFz1570ba5zCyFEz549RUFBQbPdd25urvj3v/8tXn75ZfGH\nP/zhqvo217mFaP77/vrrr0VxcbEQQojVq1e36Odd37lb4r5LS0v11/v37xexsbEe922ucwvRuPvu\nqLhuPOjWTHC51nOfP39ePy6ukYny5Nzh4eEkJyfj4+Nz1X2b69wKzXnfw4YNIzg4GJDv+ZkzZzzu\n21znVmjO+w4ICNBfl5aWEhYW5nHf5jq3wrXed0fFdWOgWzPBpTHnBhn7fdddd5GcnMz777/v8Xk9\nPXdz9G2K/i153x9++CHjx49vkutuzLmhZe576dKlxMfHk5qayrvvvntN192U54bG3XdHRbuL4rhW\ntGaCS2PPvXXrVrp160ZeXh6jR4/m5ptvZvjw4U167qbu2xT9t23bRteuXZv9vjdt2sRHH33Etm3b\nrrpvU58bWua+J0+ezOTJk/nqq6/46U9/yqFDhzy+5qY+9+HDh4HG3XdHxXXjQXuSwuna5syZM0RH\nR3vUtznO3b17dwC6desGSDrgnnvuYdeuXU167ubo2xT9u3btCjTvfe/fv58nn3yS5cuX07lz5ya5\n7sacG1rmvhWGDx9OdXV1k6QqX+u5CwoKgMbdd4dFaxLgLYnWTHBpzLnLyspESUmJEEIusNx2221i\n7dq1TXpuhVdffdVpoa4l7ru+c7fEfZ88eVLExsY6ZYJd7XU39blb4r5/+OEHUVtbK4QQYs+ePaJ3\n794tdt/1nbux991Rcd0YaCGunMIphBC/+MUvRGxsrBgwYIDYs2dPg31b4tzHjh0TCQkJIiEhQdxy\nyy3Ncu4ff/xRREdHi6CgIBESEiJ69OghLl682CL3Xd+5W+K+p0+fLrp06SISExNFYmKiGDx4cIN9\nW+LcLXHfb775prjllltEYmKiuOOOO8SuXbta7L7rO3dT3HdHhJmoYsKECRNtFNcNB23ChAkT7Q2m\ngTZhwoSJNgrTQJswYcJEG4VpoE2YMGGijcI00CZMmDDRRmEaaBMmTJhoozANtAkTJky0UZgGuoPC\ny8uLn/70p/r/1dXVhIeHk5aWpu9bunQpCQkJ9O3blwEDBjgpjz322GP07t2bxMREbrrpJh599FEn\n4ZuePXtSWFgIwG9/+1v69eun6/w2lKKbkpLCzTffTFJSEn379nUSxVF6wImJidx1112cO3dOP+bt\n7U1SUhL9+vUjMTGR//3f/9W1SzZv3kxwcDBJSUkkJSUxZsyYRrxzEnl5eQwZMoRBgwaxdetWevXq\npd/v1SAzM5Pt27c3+npMXKdo5UQZE82EwMBAkZSUJC5duiSEkBleiYmJIi0tTQghxL59+0SfPn1E\ndna2EEKIEydOiD59+oj9+/cLIYR47LHHxGeffaaP98c//lHExcWJqqoqIYRDu/frr78Ww4YNE5WV\nlUIIIQoKCsS5c+fqva6UlBQ9S7KwsFB07ty5zphCyNTvp59+2ul+FHJzc8Vdd90lXn31VSGEEJs2\nbdLv62pQXV1d77EFCxaIJ554Qv//WrWKXVPYTZi4GpgedAfG+PHjWblyJQALFixg6tSputf5hz/8\ngZdffpmYmBhAeq+//vWvefvtt/X+wpBk+txzzxEVFcWqVauczpGTk0NYWJiu59ylSxdd9KY+qHFL\nSkoIDAzE29u7TpuhQ4dy7Ngxt/3Dw8OZM2cOs2bNcnutDeGxxx7jZz/7GUOHDuWll17i2LFjpKam\nkpyczJ133snhw4fZt28fL730EsuWLWPgwIFUVFQ4jfHPf/6TIUOGkJSUxM9+9jNqa2sBWU1k0KBB\nJCYmMnr0aE6ePMns2bP54x//SFJSElu3buWLL75g6NChDBw4kNGjR5ObmwvAzJkzefzxxxk5ciSx\nsbG89957+vk+/vhjEhISSExM5JFHHgGkh3/fffdx6623cuutt/L11197dP8m2hla9/lgorkQGBgo\n9u/fL+677z5RUVEhEhMTxebNm8Xdd98thBBi4MCBuressG/fPjFw4EAhhPSglyxZ4nT8ueeeE2+9\n9ZYQwuFRlpaWisTERBEXFyd+/vOfi8zMzAava8SIEeKmm24SAwYMEP7+/mLOnDn6sZ49e4r8/Hwh\nhBD/+Z//KV544QWn+3FFSEiIyM3NFZs2bRLBwcG6rkVDOg6PPfaYSEtL0wV7Ro0aJY4ePSqEkJVs\nRo0aJYQQYt68eeKZZ55xuraCggKRlZUl0tLSdO/7qaeeEh9//LHIzc0VPXr00GckRUVFQgghZs6c\nKd555x19HLVfCCHef/998ctf/lIIIT3t22+/XVRWVor8/HwRGhoqqqurxYEDB0RcXJzuvav+U6dO\nFVu3bhVCSOGl+Pj4eu/ZRPvFdaMHfT2if//+ZGdns2DBAiZMmNDo8YQbLzUgIIA9e/bw1VdfsWnT\nJh544AF+//vf69VhXGGxWJg/fz4DBw4kPz+f2267jXHjxtGjRw+EEIwcOZLCwkKsVisHDhzw+NqG\nDx/OihUrPGqbnp6OxWKhtLSU7du3k56erh+rrKzU79X1foUQbNiwgT179pCcnAxARUUFUVFR7Ny5\nkzvvvFOfkYSEhDj1Uzh9+jT3338/OTk5VFZW0rt3b/19mTBhAj4+PoSGhhIREUFOTg4bN27k/vvv\np0uXLk7jrl+/noMHD+rjXrx4kfLycux2u2dvmIl2AdNAd3BMnDiR559/nszMTPLy8vT9ffv2Zffu\n3fTv31/ft2fPHvr166f/7yrA/s0333DXXXfVOYeXlxcjRoxgxIgR9O/fn3/84x/1GmgjwsLCGDhw\nIDt37qRHjx5YLBZ9we/hhx/m/fff57/+67/c9j1+/Dje3t6Eh4df8TyuUEastraWkJAQpwK9Cg2J\nzz/66KO88cYbTvu++OILj879zDPP8Pzzz3P33XeTmZnJzJkz9WM2m01/7e3tTXV1NRaLxe2DUQjB\nzp07nfqY6HgwOegOjscff5yZM2dyyy23OO1//vnn+d3vfsfJkycByM7O5ne/+x2//OUv9TbKMAgh\nePfddzl//jzjxo1zGufIkSMcPXpU/3/v3r307NmzwWtS45aXl7N3715iY2Odjnt7e/OnP/2Jd955\nh9LS0jr98/Ly+NnPfsYzzzxzhbtvGEFBQfTq1YslS5bo16Wqa7szihaLhZ/85CcsWbJEf9gVFhZy\n6tQphg4dypYtW8jOztb3A3Tq1ImLFy/qY5SUlOgFGObNm6fvr+98o0aNYvHixfp4RUVFAIwZM8ap\nXNS+ffuu6T0w0bZhGugOCuUBdu/enaefflrfp/YnJCTw5ptvkpaWRnx8PBMnTuTtt99mwIAB+hgv\nvPCCHma3Z88eNm3ahNVqdRq/tLSUxx57jFtuuYWEhAQOHTrk5BW6w8MPP0xSUhLJyclMmzaNpKQk\npzEBoqKimDJlCn/5y18AuHTpkh5mN3r0aMaNG8err75a576u5r0B+OSTT/jwww9JTEykX79+LF++\n3O2Y6nV8fDyvv/46Y8aMISEhgTFjxugLpXPmzGHKlCkkJiYydepUANLS0vj888/1RcKZM2eSnp5O\ncnIy4eHh+rj13UPfvn15+eWXGTFiBImJifoD9N1332X37t0kJCRwyy23MGfOHI/v30T7gakHbcKE\nCRNtFKYHbcKECRNtFOYioYlmwZQpUzhx4oTTvrfeeovRo0e3yPnfeOMNFi9e7LTv/vvv59e//nWL\nnN+EiaaASXGYMGHCRBuFSXGYMGHCRBuFaaBNmDBhoo3CNNAmTJgw0UZhGmgTJkyYaKMwDbQJEyZM\ntFH8/zOam0EaAza4AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f697eef5890>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[(0.35618085060400484, 0.048581036979770814, 0.50737782451329327, 0.0, 0.0027497513060015934), (0.35591958482801178, 0.048555267564861844, 0.51337055539142096, 0.0, 0.0027044506084204019), (0.3557084062820034, 0.048530834827889523, 0.51941229968196567, 0.0, 0.0026600655353645965), (0.35550580438217338, 0.048508578273936412, 0.52519478167846945, 0.0, 0.002618381856954189), (0.35516007622694296, 0.048461911168587973, 0.53576560714511723, 0.0, 0.0025442906771026537), (0.35488104195514086, 0.048390848654847281, 0.54703042769796839, 0.0, 0.002468547854654321), (0.35468454052630644, 0.048313371334828333, 0.55662834744057865, 0.0, 0.0024062439825625081), (0.35439538665203063, 0.048245654518286989, 0.56457966281258776, 0.0, 0.0023550618508586707)]\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"thefile = open('modb1_sentb4.txt', 'w')\n",
"sx_tests=[510,710,910,1110,1510,2010,2510,3010]\n",
"for item in xrange(len(results)):\n",
" thefile.write(\"%s - %s \\n\" % (str(sx_tests[item]),results[item]))\n",
"thefile.close()\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#in results: slope, intercept, r_value, p_value, std_err\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"correlation=[]\n",
"std_err=[]\n",
"sx_tests=[510,710,910,1110,1510,2010,2510,3010]\n",
"results=[(0.35618085060400484, 0.048581036979770814, 0.50737782451329327, 0.0, 0.0027497513060015934), (0.35591958482801178, 0.048555267564861844, 0.51337055539142096, 0.0, 0.0027044506084204019), (0.3557084062820034, 0.048530834827889523, 0.51941229968196567, 0.0, 0.0026600655353645965), (0.35550580438217338, 0.048508578273936412, 0.52519478167846945, 0.0, 0.002618381856954189), (0.35516007622694296, 0.048461911168587973, 0.53576560714511723, 0.0, 0.0025442906771026537), (0.35488104195514086, 0.048390848654847281, 0.54703042769796839, 0.0, 0.002468547854654321), (0.35468454052630644, 0.048313371334828333, 0.55662834744057865, 0.0, 0.0024062439825625081), (0.35439538665203063, 0.048245654518286989, 0.56457966281258776, 0.0, 0.0023550618508586707)]\n",
"\n",
"for a in results:\n",
" correlation.append(a[2])\n",
" std_err.append(a[4])\n",
"\n",
"plt.figure(1)\n",
"plt.subplot(211)\n",
"plt.plot(sx_tests,std_err)\n",
"plt.xlabel('Sx Size')\n",
"plt.ylabel('Std Error')\n",
"plt.subplot(212)\n",
"plt.plot(sx_tests,correlation)\n",
"plt.xlabel('Sx Size')\n",
"plt.ylabel('Correlation')\n",
"plt.show()\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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udtbYnJLVBpBfw97FVS9cuGB+vqCgQLVp00YZjUallFKxsbEqOzv7uu214Ufh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\nNoWFheZ7SFlZWSilapyMyikF27fDQw9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"text": [
"<matplotlib.figure.Figure at 0x7faa3e5a0650>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def reproject (inputhdf,refband,modisbands_to_reproject):\n",
" g = gdal.Open (refband,gdal.GA_ReadOnly)\n",
" x = g.RasterXSize\n",
" y = g.RasterYSize\n",
" ref_geotrans=g.GetGeoTransform()\n",
" ref_proj = g.GetProjection()\n",
" \n",
" #GET CORNERS - ul (upperleft) and br->bottomright\n",
" ulx, xres, xskew, uly, yskew, yres = ref_geotrans\n",
" brx = ulx + (x * xres)\n",
" bry = uly + (y * yres)\n",
" path=os.getcwd()\n",
" h=gdal.Open(inputhdf,gdal.GA_ReadOnly)\n",
" subdatasets = h.GetSubDatasets()\n",
" #Layers from the HDF to download to use... (10- band 1, 11 - band 2....) as list\n",
" layers=modisbands_to_reproject\n",
" \n",
" \n",
" for data in layers: \n",
" dst_filename=subdatasets[data+9][0].split(\":\")[-1]+\"_clip.tiff\"\n",
" retval = subprocess.call(\"gdalwarp -t_srs <(gdalsrsinfo -o wkt %s) -te %f %f %f %f %s %s\"%(refband,ulx, bry, brx, uly,subdatasets[data+9][0],dst_filename),shell=True,executable='/bin/bash')\n",
"#reproject(modisa1,s2_b4,[1,2,3,4])\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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19OnTh127dpWpntTUVNvfiYmJJCYmlul6hUJRedGPS3nllVdUxtffZM2aNaxZ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"text": [
"<matplotlib.figure.Figure at 0x7f8cfb6a6e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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7LUy7s/WM0G+10TsSiUTSJG1QAdvgKUskEkk1bVAB2+ApSyQSSTWtbNpkS5Ci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/ZUf/Ob36hpaWmXvK4RI0aovXr1Uvv376/6+PioixYt0o9FRUWpubm5qqqq6n/8x3+o8+fPN82n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\n+gAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8cb8e0ee10>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"compare( \"BRDF_reflectances_b2.tiff\",\"b8_aggregate_conv_510_510.tiff\",510,510,0.7)\n",
"compare_hist( \"BRDF_reflectances_b2.tiff\",\"b8_aggregate_conv_510_510.tiff\",510,510,0.7)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Vq1eza9cuvvjiC3bv3u1yXNeuXUlLSyMtLY3x48df5C0oFIrqQlpaGmPGjFEB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\nc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1MksR2RvjsHDx5UZ555pjp69Gi1XbtOrUBO58LDSGQvLCykZ8+eHDp0iOjoaKZPn866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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1758fc6b50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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XL9eTb9++Pc6fPw9HR0ekpaVh0qRJSE1NRXZ2NgYNGoRbt261mLVPffoUCsV4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\nDyanp3o5bMbnAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f17582b4bd0>"
]
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"compare( \"BRDF_reflectances_b3.tiff\",\"b2_aggregate_conv_510_510.tiff\",510,510,0.3)\n",
"compare_hist( \"BRDF_reflectances_b3.tiff\",\"b2_aggregate_conv_510_510.tiff\",510,510,0.3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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V8VUxqKwwNyjFolBUb3bs2MHhw4dVXUoFoxSLG5RiUSgUivKj0o0VCoVCccng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\nOxaAnj17cu7cObKysnwaayYnJ4fp06cTHh5OeHi4P5cVUGr7P25ZX82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"text": [
"<matplotlib.figure.Figure at 0x7f1758a42810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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PoVCMl05E0Fy8eDHWrVuH6upq/tyaNWswfPhwvPnmm5DL5fjll18AACUlJSpz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\nmc/uBgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1758305210>"
]
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"compare( \"BRDF_reflectances_b4.tiff\",\"b3_aggregate_conv_510_510.tiff\",510,510,0.3)\n",
"compare_hist( \"BRDF_reflectances_b4.tiff\",\"b3_aggregate_conv_510_510.tiff\",510,510,0.3)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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QXNn8/PPPHDlyRM1LucAoxeIBpVgUCoWi4qh0Y4VCoVBcNnilWHJycujXrx+d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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1758637e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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eHhg0aBB++OEHgU3/5s2beO6557Bz504MGTKE319XVwelUglra2vU1tZi9OjR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\nJvQZDAbDgWBCn8FgMBwIJvQZDAbDgfj/LmM0bqwS4qkAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f17586fbe90>"
]
}
],
"prompt_number": 63
}
],
"metadata": {}
}
]
}
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