diff --git a/crops.ipynb b/crops.ipynb new file mode 100644 index 0000000..b8c4c91 --- /dev/null +++ b/crops.ipynb @@ -0,0 +1,766 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from PIL import Image, ImageDraw\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import skimage\n", + "import numpy as np\n", + "from skimage import measure\n", + "from skimage import io, color, img_as_ubyte\n", + "from skimage.feature import greycomatrix, greycoprops\n", + "from sklearn.metrics.cluster import entropy\n" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "metadata": {}, + "outputs": [], + "source": [ + "dr = '/Users/hpathak/Downloads/Urban100_SR/image_SRF_4/'\n", + "paths = os.listdir(dr)\n", + "\n", + "hr_paths = [_ for _ in paths if _.endswith('HR.png')]\n", + "hr_paths = sorted(hr_paths)\n", + "sr_paths = [_ for _ in paths if _.endswith('ExSR.png')]\n", + "sr_paths = sorted(sr_paths)\n", + "image_list_HR = [os.path.join(dr, _) for _ in hr_paths]\n", + "image_list_SR = [os.path.join(dr, _) for _ in sr_paths]\n", + "\n", + "#measure.compare_psnr(HR,SR)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "lr_paths = [_ for _ in paths if _.endswith('LR.png')]\n", + "lr_paths = sorted(lr_paths)\n", + "image_list_LR = [os.path.join(dr, _) for _ in lr_paths]" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[25.113843581122993, 24.146052932873477, 21.199253437943923, 21.418638644802055, 26.726513576177343, 20.22260173711901, 26.302807630441286, 19.556353307267393, 30.876537062612055, 24.06309031501418, 16.133684572734303, 21.608479198206744, 26.628626847142737, 20.66456249967079, 23.441276819632726, 27.61849834398212, 22.877226188884016, 24.02370784819979, 20.128798102337775, 19.87608497223978, 27.947878252767882, 24.138578615071392, 27.11771919667069, 17.784106059828858, 27.90024679024244, 25.22562926528687, 26.294688353633376, 29.373981123524956, 23.37190954375055, 22.068932665541944, 22.05720163172151, 25.98725389299089, 24.162030791145707, 20.476535335932994, 24.18457171722845, 26.295773975713786, 23.8527267596295, 24.559617079275395, 20.301402853563747, 22.987059560795885, 23.437525424604793, 26.65560451352846, 26.636056702379825, 28.333847421922698, 22.596757968459933, 21.837598779062777, 19.90991418457274, 19.44460498715054, 20.699429779163477, 22.95119086806939, 24.597299021719504, 24.87473844160625, 19.835004578751338, 18.947321847056962, 26.694525568287318, 22.644044025862993, 27.736566301208715, 23.376049794692946, 19.628509736291477, 20.379943042552263, 22.33026568672534, 19.869044542734102, 19.394683402017577, 24.563222066491072, 23.026830148176806, 20.635044441904448, 18.200384399551513, 27.765518910711545, 22.514690298914516, 20.478785404575813, 25.378571129413263, 17.139881062106276, 18.578964349094022, 21.81388688126836, 27.347473615301304, 20.500498771206075, 20.855928041100718, 25.91407309486329, 23.2783250394274, 33.37225234071525, 32.8795819850812, 29.267704851528027, 19.97716105758835, 26.076972085509702, 25.71596013123183, 27.955469537255368, 23.658326032369782, 17.797199686756628, 24.830969858346545, 32.59153392921772, 21.362904771453746, 16.61903509151353, 26.542995842834493, 24.940190599794583, 18.130018441580486, 21.882222128968728, 22.298920704981626, 18.76242227385509, 21.750500968628263, 21.35761516920588]\n" + ] + } + ], + "source": [ + "\n", + "psnr_list = []\n", + "for i,j in zip(image_list_HR,image_list_SR):\n", + " i = skimage.io.imread(i)\n", + " j = skimage.io.imread(j)\n", + " psnr_list.append(measure.compare_psnr(i,j))\n", + "print(psnr_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n" + ] + } + ], + "source": [ + "sobel_list = []\n", + "for j in image_list_LR:\n", + " #print(np.gradient(np.asarray(j)))\n", + " j = io.imread(j)\n", + " grayImg = img_as_ubyte(color.rgb2gray(j))\n", + " sobel_list.append(sum(sum(skimage.filters.sobel(grayImg))))\n", + "sobel_list = [(_/max(sobel_list))**2 for _ in sobel_list]" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import datasets, linear_model\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "model = linear_model.LinearRegression()\n", + "#model.fit(so)" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "sobel_list, psnr_list = zip(*sorted(zip(sobel_list, psnr_list)))\n", + "\n", + "plt.plot((sobel_list), psnr_list, 'ro')\n", + "#plt.axis([5, 5.5, 25, 30])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n", + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/feature/texture.py:109: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " if np.issubdtype(image.dtype, np.float):\n" + ] + } + ], + "source": [ + "distances = [1, 2, 3]\n", + "angles = [0, np.pi/4, np.pi/2, 3*np.pi/4]\n", + "properties = ['energy', 'homogeneity']\n", + "\n", + "\n", + "\n", + "\n", + "se = []\n", + "e = []\n", + "glcme = []\n", + "for j in image_list_LR: \n", + " rgbImg = io.imread(j)\n", + " grayImg = img_as_ubyte(color.rgb2gray(rgbImg))\n", + " np\n", + " \n", + " se.append(measure.shannon_entropy(grayImg))\n", + " e.append(entropy(grayImg))\n", + " glcme.append(entropy(greycomatrix(grayImg, \n", + " distances=distances, \n", + " angles=angles,\n", + " symmetric=True,\n", + " normed=True)))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "glcme, psnr_list = zip(*sorted(zip(glcme, psnr_list)))\n", + "\n", + "plt.plot(glcme, psnr_list, 'ro')\n", + "#plt.axis([15.6, .7, 27, 30])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(sorted(glcme), psnr_list, 'ro')\n", + "plt.axis([2.5, 5.7, 25, 30])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [], + "source": [ + "dr = '/Users/hpathak/Downloads/BSD100_SR/image_SRF_4/'\n", + "paths = os.listdir(dr)\n", + "\n", + "hr_paths = [_ for _ in paths if _.endswith('HR.png')]\n", + "hr_paths = sorted(hr_paths)\n", + "sr_paths = [_ for _ in paths if _.endswith('ExSR.png')]\n", + "sr_paths = sorted(sr_paths)\n", + "image_list_HR = [os.path.join(dr, _) for _ in hr_paths]\n", + "image_list_SR = [os.path.join(dr, _) for _ in sr_paths]\n", + "\n", + "#measure.compare_psnr(HR,SR)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[22.199420646431214, 26.786869106063808, 24.478510335703998, 28.847720190768076, 24.566871004854278, 31.449272139994363, 24.28647273108996, 21.564056963983134, 25.557941960542642, 27.632548052516405, 21.975842052152913, 25.567764278562336, 28.009816060232673, 27.106897686841847, 23.45454969882748, 22.149426493832923, 32.3187953168774, 30.67115618402847, 24.161632751679786, 24.042340868573667, 20.14556456180754, 21.836727639853155, 23.417716982478144, 24.56756608013682, 25.27593562852085, 25.265601541754926, 25.720675464937145, 27.57795217179367, 29.70103926249982, 18.41429658801114, 27.793467798442215, 19.463199868826113, 23.433544149264524, 22.569012429356494, 32.64824403384223, 25.03632120815153, 26.5159515601802, 26.348889529660532, 26.71507068788602, 32.18312084486091, 24.72405038644886, 23.989955373668863, 24.823411577326553, 25.52135986101145, 22.997227124500803, 32.61154248316141, 20.927136376773777, 23.265697187060614, 24.061364953815353, 30.330300884749164, 23.135359888917414, 20.822866266958222, 30.644966391946312, 30.928013342089944, 25.43687776791402, 23.454929903248352, 19.770841126479443, 25.89970636307257, 30.398425186582564, 29.22142293102745, 30.1233053564547, 26.93030979030396, 29.133771619186014, 22.646655511907845, 24.222944133232097, 26.415283421730265, 36.713947254696315, 19.31957806053243, 21.119139601911982, 26.636752118937544, 28.1091435537883, 23.75702550321509, 25.680819967775044, 24.577147366669394, 21.908022135520927, 28.642848936178197, 22.130327034166687, 27.855243151177934, 28.00952230444497, 28.377201567714167, 33.52100279084965, 26.92683616218836, 20.588522394362393, 19.622239252390507, 23.237488660168633, 23.398906602161127, 25.69449299924748, 28.57948737041937, 25.626669400798136, 23.41608753119703, 27.441643936259943, 24.22377134926208, 28.04263158934323, 23.76576546061792, 24.138702787181494, 20.543754149717437, 25.54864639527142, 24.527542187237703, 24.826123807230516, 22.99439793608883]\n" + ] + } + ], + "source": [ + "psnr_list = []\n", + "for i,j in zip(image_list_HR,image_list_SR):\n", + " i = skimage.io.imread(i)\n", + " j = skimage.io.imread(j)\n", + " psnr_list.append(measure.compare_psnr(i,j))\n", + "print(psnr_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n" + ] + } + ], + "source": [ + "sobel_list = []\n", + "for j in image_list_LR:\n", + " #print(np.gradient(np.asarray(j)))\n", + " j = io.imread(j)\n", + " grayImg = img_as_ubyte(color.rgb2gray(j))\n", + " sobel_list.append(sum(sum(skimage.filters.sobel(grayImg))))\n", + "sobel_list = [_/max(sobel_list) for _ in sobel_list]" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.plot(sorted(sobel_list), psnr_list, 'ro')\n", + "#plt.axis([4, 5.5, 25, 30])\n", + "plt.lowe\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n", + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/feature/texture.py:109: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " if np.issubdtype(image.dtype, np.float):\n" + ] + } + ], + "source": [ + "distances = [1, 2, 3]\n", + "angles = [0, np.pi/4, np.pi/2, 3*np.pi/4]\n", + "properties = ['energy', 'homogeneity']\n", + "\n", + "\n", + "\n", + "\n", + "se = []\n", + "e = []\n", + "glcme = []\n", + "for j in image_list_SR: \n", + " rgbImg = io.imread(j)\n", + " grayImg = img_as_ubyte(color.rgb2gray(rgbImg))\n", + " \n", + " se.append(measure.shannon_entropy(grayImg))\n", + " e.append(entropy(grayImg))\n", + " glcme.append(entropy(greycomatrix(grayImg, \n", + " distances=distances, \n", + " angles=angles,\n", + " symmetric=True,\n", + " normed=True)))\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(sorted(e), psnr_list, 'ro')\n", + "#plt.axis([17, 17.2, 25, 30])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(sorted(se), psnr_list, 'ro')\n", + "#plt.axis([17, 17.2, 25, 30])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/util/dtype.py:122: UserWarning: Possible precision loss when converting from float64 to uint8\n", + " .format(dtypeobj_in, dtypeobj_out))\n", + "/Users/hpathak/anaconda3/lib/python3.6/site-packages/skimage/feature/texture.py:109: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " if np.issubdtype(image.dtype, np.float):\n" + ] + }, + { + "data": { + "text/plain": [ + "array([0.31842885, 0.2433545 , 0.29764407, 0.23893886, 0.22182798,\n", + " 0.2433545 , 0.19260107, 0.23893886, 0.17508638, 0.15973481,\n", + " 0.14914282, 0.15645177])" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rgbImg = io.imread('https://i.stack.imgur.com/1xDvJ.jpg')\n", + "grayImg = img_as_ubyte(color.rgb2gray(rgbImg))\n", + "\n", + "distances = [1, 2, 3]\n", + "angles = [0, np.pi/4, np.pi/2, 3*np.pi/4]\n", + "#properties = [ 'homogeneity']\n", + "\n", + "glcm = greycomatrix(grayImg, \n", + " distances=distances, \n", + " angles=angles,\n", + " symmetric=True,\n", + " normed=True)\n", + "\n", + "#feats = np.hstack([greycoprops(glcm, prop).ravel() for prop in properties])\n", + "#feats" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "im_ = Image.open('/Users/hpathak/Dropbox (Expedia Group)/imagenet/file1-targets.jpg')\n", + "im = im_.resize((384,384),Image.ANTIALIAS)\n", + "draw = ImageDraw.Draw(im)\n", + "tmp = 24\n", + "counter =1\n", + "for i in range(4):\n", + " for j in range(4):\n", + " draw.text( ( 96+ i*24,96+ j*24), str(counter) )\n", + " draw.rectangle([(96+i*24, 96+j*24), ( (192-(i*24)), (192-(j*24))) ], fill=None, outline='yellow')\n", + " #draw.text(( 96+ i*24,96+ j*24), str(counter) )\n", + " counter += 1\n", + "\n", + "im.show(draw)\n", + "im.save(\"cropss.png\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "im = Image.open('/Users/hpathak/Dropbox (Expedia Group)/imagenet/file1-targets.jpg')\n", + "im = im.resize((96,96),Image.ANTIALIAS)\n", + "draw = ImageDraw.Draw(im)\n", + "draw.rectangle([(24,24),(48,48)])\n", + "\n", + "im.save(\"smallcrops.png\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "im = np.asarray(Image.open('cropss.png'))\n", + "smallim = np.asarray(Image.open('smallcrops.png'))\n", + "\n", + "plt.figure(figsize=(10,10))\n", + "plt.imshow(im)\n", + "plt.title(' Image 384x384')\n", + "plt.show()\n", + "\n", + "plt.imshow(im[96:192,96:192,:])\n", + "plt.title('Cropped Image 384x384')\n", + "plt.show()\n", + "\n", + "\n", + "plt.figure(figsize=(5,5))\n", + "plt.imshow(smallim)\n", + "plt.title('Image 96x96')\n", + "plt.show()\n", + "\n", + "plt.imshow(smallim[25:48,25:48,:])\n", + "plt.title('Cropped Image 96x96')\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "im = Image.open('/Users/hpathak/Dropbox (Expedia Group)/imagenet/file1-targets.jpg')\n", + "\n", + "draw = ImageDraw.Draw(im)\n", + "draw.rectangle([(600,600),(800,800)])\n", + "\n", + "im.save(\"target.png\")\n", + "\n", + "\n", + "im = np.asarray(im)\n", + "plt.figure(figsize=(10,10))\n", + "#plt.imshow(im)\n", + "#plt.title(' Image 384x384')\n", + "#plt.show()\n", + "plt.imshow(im[600:800,600:800,:])\n", + "plt.savefig('target_1.png')\n", + "#im = im.resize((96,96),Image.ANTIALIAS)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "im = Image.open('/Users/hpathak/Dropbox (Expedia Group)/imagenet/images/file795-targets.jpg')\n", + "\n", + "draw = ImageDraw.Draw(im)\n", + "draw.rectangle([(1100,1000),(1300,1200)],outline=0)\n", + "\n", + "im.save(\"output.png\")\n", + "\n", + "\n", + "im = np.asarray(im)\n", + "plt.figure(figsize=(10,10))\n", + "#plt.imshow(im)\n", + "#plt.title(' Image 384x384')\n", + "#plt.show()\n", + "plt.imshow(im[1000:1200,1100:1300,:])\n", + "plt.savefig('output_1.png')\n", + "#im = im.resize((96,96),Image.ANTIALIAS)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 1340)\n", + "(500, 335)\n", + "(2000, 1340)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "im = Image.open('/Users/hpathak/Dropbox (Expedia Group)/imagenet/images/file795-targets.jpg')\n", + "\n", + "print(im.size)\n", + "im = im.resize((im.size[0]//4,im.size[1]//4),Image.BICUBIC)\n", + "print(im.size)\n", + "\n", + "im_big = im.resize((im.size[0]*4,im.size[1]*4),Image.BICUBIC)\n", + "print(im_big.size)\n", + "\n", + "\n", + "draw = ImageDraw.Draw(im_big)\n", + "draw.rectangle([(1100,1000),(1300,1200)],outline=0)\n", + "\n", + "im_big.save(\"bic.png\")\n", + "\n", + "\n", + "im_big = np.asarray(im_big)\n", + "plt.figure(figsize=(10,10))\n", + "#plt.imshow(im)\n", + "#plt.title(' Image 384x384')\n", + "#plt.show()\n", + "plt.imshow(im_big[1000:1200,1100:1300,:])\n", + "plt.savefig('bic_1.png')\n", + "#im = im.resize((96,96),Image.ANTIALIAS)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2000, 1340)\n", + "(2000, 1340)\n", + "(2000, 1340)\n", + "21.990599205964692\n" + ] + } + ], + "source": [ + "imi = Image.open('output.png')\n", + "print(imi.size)\n", + "imj = Image.open('bic.png')\n", + "print(imj.size)\n", + "imj =imj.resize((imi.size[0],imi.size[1]),Image.BICUBIC )\n", + "print(imj.size)\n", + "print(measure.compare_psnr(np.asarray(imi),np.asarray(imj)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lib/model.py b/lib/model.py index 4f70397..07ee0a3 100644 --- a/lib/model.py +++ b/lib/model.py @@ -25,7 +25,7 @@ def data_loader(FLAGS): raise ValueError('Input directory not found') image_list_LR = os.listdir(FLAGS.input_dir_LR) - image_list_LR = [_ for _ in image_list_LR if _.endswith('.png')] + image_list_LR = [_ for _ in image_list_LR if _.endswith('.jpg')] if len(image_list_LR)==0: raise Exception('No png files in the input directory') @@ -48,8 +48,8 @@ def data_loader(FLAGS): reader = tf.WholeFileReader(name='image_reader') image_LR = tf.read_file(output[0]) image_HR = tf.read_file(output[1]) - input_image_LR = tf.image.decode_png(image_LR, channels=3) - input_image_HR = tf.image.decode_png(image_HR, channels=3) + input_image_LR = tf.image.decode_jpeg(image_LR, channels=3) + input_image_HR = tf.image.decode_jpeg(image_HR, channels=3) input_image_LR = tf.image.convert_image_dtype(input_image_LR, dtype=tf.float32) input_image_HR = tf.image.convert_image_dtype(input_image_HR, dtype=tf.float32) @@ -73,9 +73,9 @@ def data_loader(FLAGS): # Set the shape of the input image. the target will have 4X size input_size = tf.shape(inputs) target_size = tf.shape(targets) - offset_w = tf.cast(tf.floor(tf.random_uniform([], 0, tf.cast(input_size[1], tf.float32) - FLAGS.crop_size)), + offset_w = tf.cast(tf.floor(tf.random_uniform([], 0, tf.cast(input_size[1], tf.float32) - FLAGS.crop_size)), dtype=tf.int32) - offset_h = tf.cast(tf.floor(tf.random_uniform([], 0, tf.cast(input_size[0], tf.float32) - FLAGS.crop_size)), + offset_h = tf.cast(tf.floor(tf.random_uniform([], 0 , tf.cast(input_size[0], tf.float32) - FLAGS.crop_size)), dtype=tf.int32) if FLAGS.task == 'SRGAN' or FLAGS.task == 'SRResnet': @@ -148,8 +148,8 @@ def test_data_loader(FLAGS): raise ValueError('Input directory not found') image_list_LR_temp = os.listdir(FLAGS.input_dir_LR) - image_list_LR = [os.path.join(FLAGS.input_dir_LR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'png'] - image_list_HR = [os.path.join(FLAGS.input_dir_HR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'png'] + image_list_LR = [os.path.join(FLAGS.input_dir_LR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'jpg'] + image_list_HR = [os.path.join(FLAGS.input_dir_HR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'jpg'] # Read in and preprocess the images def preprocess_test(name, mode): @@ -192,7 +192,7 @@ def inference_data_loader(FLAGS): raise ValueError('Input directory not found') image_list_LR_temp = os.listdir(FLAGS.input_dir_LR) - image_list_LR = [os.path.join(FLAGS.input_dir_LR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'png'] + image_list_LR = [os.path.join(FLAGS.input_dir_LR, _) for _ in image_list_LR_temp if _.split('.')[-1] == 'jpg'] # Read in and preprocess the images def preprocess_test(name): @@ -227,10 +227,10 @@ def generator(gen_inputs, gen_output_channels, reuse=False, FLAGS=None): # The Bx residual blocks def residual_block(inputs, output_channel, stride, scope): with tf.variable_scope(scope): - net = conv2(inputs, 3, output_channel, stride, use_bias=False, scope='conv_1') + net = conv2(inputs, 3, output_channel, stride, use_bias=False, scope='conv_1',norm=FLAGS.w_norm) net = batchnorm(net, FLAGS.is_training) net = prelu_tf(net) - net = conv2(net, 3, output_channel, stride, use_bias=False, scope='conv_2') + net = conv2(net, 3, output_channel, stride, use_bias=False, scope='conv_2',norm=FLAGS.w_norm) net = batchnorm(net, FLAGS.is_training) net = net + inputs @@ -240,7 +240,7 @@ def residual_block(inputs, output_channel, stride, scope): with tf.variable_scope('generator_unit', reuse=reuse): # The input layer with tf.variable_scope('input_stage'): - net = conv2(gen_inputs, 9, 64, 1, scope='conv') + net = conv2(gen_inputs, 9, 64, 1, scope='conv',norm=FLAGS.w_norm) net = prelu_tf(net) stage1_output = net @@ -251,46 +251,49 @@ def residual_block(inputs, output_channel, stride, scope): net = residual_block(net, 64, 1, name_scope) with tf.variable_scope('resblock_output'): - net = conv2(net, 3, 64, 1, use_bias=False, scope='conv') + net = conv2(net, 3, 64, 1, use_bias=False, scope='conv',norm=FLAGS.w_norm) net = batchnorm(net, FLAGS.is_training) - + + if FLAGS.attention: + net = attention(net,64,reuse=reuse,FLAGS) + net = net + stage1_output with tf.variable_scope('subpixelconv_stage1'): - net = conv2(net, 3, 256, 1, scope='conv') + net = conv2(net, 3, 256, 1, scope='conv',norm=FLAGS.w_norm) net = pixelShuffler(net, scale=2) net = prelu_tf(net) with tf.variable_scope('subpixelconv_stage2'): - net = conv2(net, 3, 256, 1, scope='conv') + net = conv2(net, 3, 256, 1, scope='conv',norm=FLAGS.w_norm) net = pixelShuffler(net, scale=2) net = prelu_tf(net) with tf.variable_scope('output_stage'): - net = conv2(net, 9, gen_output_channels, 1, scope='conv') + net = conv2(net, 9, gen_output_channels, 1, scope='conv',norm=FLAGS.w_norm) return net # Definition of the discriminator -def discriminator(dis_inputs, FLAGS=None): +def discriminator(dis_inputs, FLAGS=None, reuse=False): if FLAGS is None: raise ValueError('No FLAGS is provided for generator') # Define the discriminator block def discriminator_block(inputs, output_channel, kernel_size, stride, scope): with tf.variable_scope(scope): - net = conv2(inputs, kernel_size, output_channel, stride, use_bias=False, scope='conv1') + net = conv2(inputs, kernel_size, output_channel, stride, use_bias=False, scope='conv1',norm=FLAGS.w_norm) net = batchnorm(net, FLAGS.is_training) net = lrelu(net, 0.2) return net with tf.device('/gpu:0'): - with tf.variable_scope('discriminator_unit'): + with tf.variable_scope('discriminator_unit',reuse=reuse): # The input layer with tf.variable_scope('input_stage'): - net = conv2(dis_inputs, 3, 64, 1, scope='conv') + net = conv2(dis_inputs, 3, 64, 1, scope='conv',norm=FLAGS.w_norm) net = lrelu(net, 0.2) # The discriminator block part @@ -305,7 +308,10 @@ def discriminator_block(inputs, output_channel, kernel_size, stride, scope): # block 4 net = discriminator_block(net, 256, 3, 1, 'disblock_4') - + + if FLAGS.attention: + net = attention(net,256,reuse=reuse,FLAGS) + # block 5 net = discriminator_block(net, 256, 3, 2, 'disblock_5') @@ -318,23 +324,41 @@ def discriminator_block(inputs, output_channel, kernel_size, stride, scope): # The dense layer 1 with tf.variable_scope('dense_layer_1'): net = slim.flatten(net) - net = denselayer(net, 1024) + net = denselayer(net, 1024,norm=FLAGS.w_norm) net = lrelu(net, 0.2) # The dense layer 2 with tf.variable_scope('dense_layer_2'): - net = denselayer(net, 1) + net = denselayer(net, 1,norm=FLAGS.w_norm) net = tf.nn.sigmoid(net) return net +def attention(x, ch, scope='attention', reuse=False,FLAGS=None): + with tf.variable_scope(scope, reuse=reuse): + f = conv2(x, ch // 8, kernel=1, stride=1, scope='f_conv',norm=FLAGS.w_norm) # [bs, h, w, c'] + g = conv2(x, ch // 8, kernel=1, stride=1, scope='g_conv',norm=FLAGS.w_norm) # [bs, h, w, c'] + h = conv2(x, ch, kernel=1, stride=1, scope='h_conv',norm=FLAGS.w_norm) # [bs, h, w, c] + + # N = h * w + s = tf.matmul(hw_flatten(g), hw_flatten(f), transpose_b=True) # # [bs, N, N] + + beta = tf.nn.softmax(s, axis=-1) # attention map + + o = tf.matmul(beta, hw_flatten(h)) # [bs, N, C] + gamma = tf.get_variable("gamma", [1], initializer=tf.constant_initializer(0.0)) + + o = tf.reshape(o, shape=x.shape) # [bs, h, w, C] + x = gamma * o + x + + return x def VGG19_slim(input, type, reuse, scope): # Define the feature to extract according to the type of perceptual if type == 'VGG54': - target_layer = scope + 'vgg_19/conv5/conv5_4' + target_layer = 'vgg_19/conv5/conv5_4' elif type == 'VGG22': - target_layer = scope + 'vgg_19/conv2/conv2_2' + target_layer = 'vgg_19/conv2/conv2_2' else: raise NotImplementedError('Unknown perceptual type') _, output = vgg_19(input, is_training=False, reuse=reuse) @@ -344,182 +368,245 @@ def VGG19_slim(input, type, reuse, scope): # Define the whole network architecture -def SRGAN(inputs, targets, FLAGS): +def SRGAN(inputs, targets, FLAGS, devices = ['/gpu:%d'%i for i in range(8)]): # Define the container of the parameter Network = collections.namedtuple('Network', 'discrim_real_output, discrim_fake_output, discrim_loss, \ discrim_grads_and_vars, adversarial_loss, content_loss, gen_grads_and_vars, gen_output, train, global_step, \ learning_rate') - # Build the generator part - with tf.variable_scope('generator'): - output_channel = targets.get_shape().as_list()[-1] - gen_output = generator(inputs, output_channel, reuse=False, FLAGS=FLAGS) - gen_output.set_shape([FLAGS.batch_size, FLAGS.crop_size*4, FLAGS.crop_size*4, 3]) - - # Build the fake discriminator - with tf.name_scope('fake_discriminator'): - with tf.variable_scope('discriminator', reuse=False): - discrim_fake_output = discriminator(gen_output, FLAGS=FLAGS) - - # Build the real discriminator - with tf.name_scope('real_discriminator'): - with tf.variable_scope('discriminator', reuse=True): - discrim_real_output = discriminator(targets, FLAGS=FLAGS) - - # Use the VGG54 feature - if FLAGS.perceptual_mode == 'VGG54': - with tf.name_scope('vgg19_1') as scope: - extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) - with tf.name_scope('vgg19_2') as scope: - extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) - - # Use the VGG22 feature - elif FLAGS.perceptual_mode == 'VGG22': - with tf.name_scope('vgg19_1') as scope: - extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) - with tf.name_scope('vgg19_2') as scope: - extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) - - # Use MSE loss directly - elif FLAGS.perceptual_mode == 'MSE': - extracted_feature_gen = gen_output - extracted_feature_target = targets + #generator tower lists + tower_grads = [] + tower_outputs = [] + #discriminator tower lists + tower_grads_d = [] + tower_outputs_real_d = [] + tower_outputs_fake_d = [] + tower_discriminator_global = [] - else: - raise NotImplementedError('Unknown perceptual type!!') - - # Calculating the generator loss - with tf.variable_scope('generator_loss'): - # Content loss - with tf.variable_scope('content_loss'): - # Compute the euclidean distance between the two features - diff = extracted_feature_gen - extracted_feature_target - if FLAGS.perceptual_mode == 'MSE': - content_loss = tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) - else: - content_loss = FLAGS.vgg_scaling*tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) - - with tf.variable_scope('adversarial_loss'): - adversarial_loss = tf.reduce_mean(-tf.log(discrim_fake_output + FLAGS.EPS)) - - gen_loss = content_loss + (FLAGS.ratio)*adversarial_loss - print(adversarial_loss.get_shape()) - print(content_loss.get_shape()) - - # Calculating the discriminator loss - with tf.variable_scope('discriminator_loss'): - discrim_fake_loss = tf.log(1 - discrim_fake_output + FLAGS.EPS) - discrim_real_loss = tf.log(discrim_real_output + FLAGS.EPS) - - discrim_loss = tf.reduce_mean(-(discrim_fake_loss + discrim_real_loss)) - - # Define the learning rate and global step - with tf.variable_scope('get_learning_rate_and_global_step'): - global_step = tf.contrib.framework.get_or_create_global_step() - learning_rate = tf.train.exponential_decay(FLAGS.learning_rate, global_step, FLAGS.decay_step, FLAGS.decay_rate, staircase=FLAGS.stair) - incr_global_step = tf.assign(global_step, global_step + 1) - - with tf.variable_scope('dicriminator_train'): - discrim_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='discriminator') - discrim_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) - discrim_grads_and_vars = discrim_optimizer.compute_gradients(discrim_loss, discrim_tvars) - discrim_train = discrim_optimizer.apply_gradients(discrim_grads_and_vars) - - with tf.variable_scope('generator_train'): - # Need to wait discriminator to perform train step - with tf.control_dependencies([discrim_train]+ tf.get_collection(tf.GraphKeys.UPDATE_OPS)): - gen_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='generator') - gen_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) - gen_grads_and_vars = gen_optimizer.compute_gradients(gen_loss, gen_tvars) - gen_train = gen_optimizer.apply_gradients(gen_grads_and_vars) + with tf.device('/gpu:0'): + split_inputs = tf.split(inputs, len(devices), axis=0) + split_targets = tf.split(targets, len(devices), axis=0) + # Define the learning rate and global step + with tf.variable_scope('get_learning_rate_and_global_step'): + global_step = tf.contrib.framework.get_or_create_global_step() + learning_rate = tf.train.exponential_decay(FLAGS.learning_rate, global_step, FLAGS.decay_step, FLAGS.decay_rate, + staircase=FLAGS.stair) + incr_global_step = tf.assign(global_step, global_step + 1) + + + with tf.variable_scope(tf.get_variable_scope()) as scope: + for i, (inputs, targets, dev) in enumerate(zip(split_inputs, split_targets, devices)): + with tf.device(dev): + with tf.name_scope('tower%d'%i): + # Build the generator part + with tf.variable_scope('generator'): + output_channel = targets.get_shape().as_list()[-1] + gen_output = generator(inputs, output_channel, reuse=False, FLAGS=FLAGS) + gen_output.set_shape([FLAGS.batch_size/len(devices) , FLAGS.crop_size*4, FLAGS.crop_size*4, 3]) + + tower_outputs.append(gen_output) + + # Build the fake discriminator + with tf.name_scope('fake_discriminator'): + with tf.variable_scope('discriminator', reuse=False): + discrim_fake_output = discriminator(gen_output, FLAGS=FLAGS) + tower_outputs_fake_d.append(discrim_fake_output) + + # Build the real discriminator + with tf.name_scope('real_discriminator'): + with tf.variable_scope('discriminator', reuse=True): + discrim_real_output = discriminator(targets, FLAGS=FLAGS) + tower_outputs_real_d.append(discrim_real_output) + + # Use the VGG54 feature + if FLAGS.perceptual_mode == 'VGG54': + with tf.name_scope('vgg19_1') as scope: + extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) + with tf.name_scope('vgg19_2') as scope: + extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) + + # Use the VGG22 feature + elif FLAGS.perceptual_mode == 'VGG22': + with tf.name_scope('vgg19_1') as scope: + extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) + with tf.name_scope('vgg19_2') as scope: + extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) + + # Use MSE loss directly + elif FLAGS.perceptual_mode == 'MSE': + extracted_feature_gen = gen_output + extracted_feature_target = targets + + else: + raise NotImplementedError('Unknown perceptual type!!') + + # Calculating the generator loss + with tf.variable_scope('generator_loss'): + # Content loss + with tf.variable_scope('content_loss'): + # Compute the euclidean distance between the two features + diff = extracted_feature_gen - extracted_feature_target + if FLAGS.perceptual_mode == 'MSE': + content_loss = tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) + else: + content_loss = FLAGS.vgg_scaling*tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) + + with tf.variable_scope('adversarial_loss'): + adversarial_loss = tf.reduce_mean(-tf.log(discrim_fake_output + FLAGS.EPS)) + + gen_loss = content_loss + (FLAGS.ratio)*adversarial_loss + print(adversarial_loss.get_shape()) + print(content_loss.get_shape()) + + # Calculating the discriminator loss + with tf.variable_scope('discriminator_loss'): + discrim_fake_loss = tf.log(1 - discrim_fake_output + FLAGS.EPS) + discrim_real_loss = tf.log(discrim_real_output + FLAGS.EPS) + + discrim_loss = tf.reduce_mean(-(discrim_fake_loss + discrim_real_loss)) + + # Define the learning rate and global step + with tf.variable_scope('get_learning_rate_and_global_step'): + global_step = tf.contrib.framework.get_or_create_global_step() + learning_rate = tf.train.exponential_decay(FLAGS.learning_rate, global_step, FLAGS.decay_step, FLAGS.decay_rate, staircase=FLAGS.stair) + incr_global_step = tf.assign(global_step, global_step + 1) + + #scope.reuse_variables() + with tf.variable_scope('dicriminator_train',reuse=tf.AUTO_REUSE): + discrim_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='discriminator') + discrim_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) + discrim_grads_and_vars = discrim_optimizer.compute_gradients(discrim_loss, discrim_tvars) + #discrim_train = discrim_optimizer.apply_gradients(discrim_grads_and_vars) + #scope.reuse_variables() + tower_grads_d.append(discrim_grads_and_vars) + + scope.reuse_variables() + with tf.variable_scope('generator_train'): + # Need to wait discriminator to perform train step + with tf.control_dependencies( tf.get_collection(tf.GraphKeys.UPDATE_OPS)): + gen_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='generator') + gen_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) + gen_grads_and_vars = gen_optimizer.compute_gradients(gen_loss, gen_tvars) + #gen_train = gen_optimizer.apply_gradients(gen_grads_and_vars) + tower_grads.append(gen_grads_and_vars) #[ToDo] If we do not use moving average on loss?? exp_averager = tf.train.ExponentialMovingAverage(decay=0.99) update_loss = exp_averager.apply([discrim_loss, adversarial_loss, content_loss]) - + + + #discriminator aggregation + avg_grads_d = average_gradients(tower_grads_d) + discrim_train = discrim_optimizer.apply_gradients(avg_grads_d) + + all_outputs_real_d = tf.concat(tower_outputs_real_d, axis=0) + all_outputs_fake_d = tf.concat(tower_outputs_fake_d, axis=0) + + with tf.control_dependencies([discrim_train]): + #generator aggregation + avg_grads = average_gradients(tower_grads) + gen_train = gen_optimizer.apply_gradients(avg_grads) + + all_outputs_g = tf.concat(tower_outputs, axis=0) + + return Network( - discrim_real_output = discrim_real_output, - discrim_fake_output = discrim_fake_output, + discrim_real_output = all_outputs_real_d, + discrim_fake_output = all_outputs_fake_d, discrim_loss = exp_averager.average(discrim_loss), discrim_grads_and_vars = discrim_grads_and_vars, adversarial_loss = exp_averager.average(adversarial_loss), content_loss = exp_averager.average(content_loss), gen_grads_and_vars = gen_grads_and_vars, - gen_output = gen_output, + gen_output = all_outputs_g, train = tf.group(update_loss, incr_global_step, gen_train), global_step = global_step, learning_rate = learning_rate ) -def SRResnet(inputs, targets, FLAGS): +def SRResnet(inputs, targets, FLAGS, devices = ['/gpu:%d'%i for i in range(8)]): # Define the container of the parameter Network = collections.namedtuple('Network', 'content_loss, gen_grads_and_vars, gen_output, train, global_step, \ learning_rate') - - # Build the generator part - with tf.variable_scope('generator'): - output_channel = targets.get_shape().as_list()[-1] - gen_output = generator(inputs, output_channel, reuse=False, FLAGS=FLAGS) - gen_output.set_shape([FLAGS.batch_size, FLAGS.crop_size * 4, FLAGS.crop_size * 4, 3]) - - # Use the VGG54 feature - if FLAGS.perceptual_mode == 'VGG54': - with tf.name_scope('vgg19_1') as scope: - extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) - with tf.name_scope('vgg19_2') as scope: - extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) - - elif FLAGS.perceptual_mode == 'VGG22': - with tf.name_scope('vgg19_1') as scope: - extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) - with tf.name_scope('vgg19_2') as scope: - extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) - - elif FLAGS.perceptual_mode == 'MSE': - extracted_feature_gen = gen_output - extracted_feature_target = targets - - else: - raise NotImplementedError('Unknown perceptual type') - - # Calculating the generator loss - with tf.variable_scope('generator_loss'): - # Content loss - with tf.variable_scope('content_loss'): - # Compute the euclidean distance between the two features - # check=tf.equal(extracted_feature_gen, extracted_feature_target) - diff = extracted_feature_gen - extracted_feature_target - if FLAGS.perceptual_mode == 'MSE': - content_loss = tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) - else: - content_loss = FLAGS.vgg_scaling * tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) - - gen_loss = content_loss - - # Define the learning rate and global step - with tf.variable_scope('get_learning_rate_and_global_step'): - global_step = tf.contrib.framework.get_or_create_global_step() - learning_rate = tf.train.exponential_decay(FLAGS.learning_rate, global_step, FLAGS.decay_step, FLAGS.decay_rate, - staircase=FLAGS.stair) - incr_global_step = tf.assign(global_step, global_step + 1) - - with tf.variable_scope('generator_train'): - # Need to wait discriminator to perform train step - with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)): - gen_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='generator') - gen_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) - gen_grads_and_vars = gen_optimizer.compute_gradients(gen_loss, gen_tvars) - gen_train = gen_optimizer.apply_gradients(gen_grads_and_vars) - - # [ToDo] If we do not use moving average on loss?? - exp_averager = tf.train.ExponentialMovingAverage(decay=0.99) - update_loss = exp_averager.apply([content_loss]) - - return Network( + tower_grads = [] + tower_outputs = [] + with tf.device('/gpu:0'): + split_inputs = tf.split(inputs, len(devices), axis=0) + split_targets = tf.split(targets, len(devices), axis=0) + # Define the learning rate and global step + with tf.variable_scope('get_learning_rate_and_global_step'): + global_step = tf.contrib.framework.get_or_create_global_step() + learning_rate = tf.train.exponential_decay(FLAGS.learning_rate, global_step, FLAGS.decay_step, FLAGS.decay_rate, + staircase=FLAGS.stair) + incr_global_step = tf.assign(global_step, global_step + 1) + + + with tf.variable_scope(tf.get_variable_scope()) as scope: + for i, (inputs, targets, dev) in enumerate(zip(split_inputs, split_targets, devices)): + with tf.device(dev): + with tf.name_scope('tower%d'%i): + # Build the generator part + with tf.variable_scope('generator'): + output_channel = targets.get_shape().as_list()[-1] + gen_output = generator(inputs, output_channel, reuse=False, FLAGS=FLAGS) + gen_output.set_shape([FLAGS.batch_size/len(devices), FLAGS.crop_size * 4, FLAGS.crop_size * 4, 3]) + tower_outputs.append(gen_output) + + # Use the VGG54 feature + if FLAGS.perceptual_mode == 'VGG54': + with tf.name_scope('vgg19_1') as scope: + extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) + with tf.name_scope('vgg19_2') as scope: + extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) + + elif FLAGS.perceptual_mode == 'VGG22': + with tf.name_scope('vgg19_1') as scope: + extracted_feature_gen = VGG19_slim(gen_output, FLAGS.perceptual_mode, reuse=False, scope=scope) + with tf.name_scope('vgg19_2') as scope: + extracted_feature_target = VGG19_slim(targets, FLAGS.perceptual_mode, reuse=True, scope=scope) + + elif FLAGS.perceptual_mode == 'MSE': + extracted_feature_gen = gen_output + extracted_feature_target = targets + + else: + raise NotImplementedError('Unknown perceptual type') + + # Calculating the generator loss + with tf.variable_scope('generator_loss'): + # Content loss + with tf.variable_scope('content_loss'): + # Compute the euclidean distance between the two features + # check=tf.equal(extracted_feature_gen, extracted_feature_target) + diff = extracted_feature_gen - extracted_feature_target + if FLAGS.perceptual_mode == 'MSE': + content_loss = tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) + else: + content_loss = FLAGS.vgg_scaling * tf.reduce_mean(tf.reduce_sum(tf.square(diff), axis=[3])) + + gen_loss = content_loss + + scope.reuse_variables() + with tf.variable_scope('generator_train'): + # Need to wait discriminator to perform train step + with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)): + gen_tvars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, scope='generator') + gen_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=FLAGS.beta) + gen_grads_and_vars = gen_optimizer.compute_gradients(gen_loss, gen_tvars) + tower_grads.append(gen_grads_and_vars) + # [ToDo] If we do not use moving average on loss?? + exp_averager = tf.train.ExponentialMovingAverage(decay=0.99) + update_loss = exp_averager.apply([content_loss]) + + avg_grads = average_gradients(tower_grads) + gen_train = gen_optimizer.apply_gradients(avg_grads) + + all_outputs = tf.concat(tower_outputs, axis=0) + return Network( content_loss=exp_averager.average(content_loss), gen_grads_and_vars=gen_grads_and_vars, - gen_output=gen_output, + gen_output=all_outputs, train=tf.group(update_loss, incr_global_step, gen_train), global_step=global_step, learning_rate=learning_rate @@ -538,7 +625,7 @@ def save_images(fetches, FLAGS, step=None): if FLAGS.mode == 'inference': kind = "outputs" - filename = name + ".png" + filename = name + ".jpg" if step is not None: filename = "%08d-%s" % (step, filename) fileset[kind] = filename @@ -548,8 +635,13 @@ def save_images(fetches, FLAGS, step=None): f.write(contents) filesets.append(fileset) else: + psnr = fetches['psnr'] + ssim = fetches['SSIM'] for kind in ["inputs", "outputs", "targets"]: - filename = name + "-" + kind + ".png" + if kind == "outputs": + filename = name + "-" + kind + "(PSNR: " +str(psnr)+" and SSIM: "+str(ssim)+ ").jpg" + else: + filename = name + "-" + kind + ".jpg" if step is not None: filename = "%08d-%s" % (step, filename) fileset[kind] = filename @@ -559,6 +651,41 @@ def save_images(fetches, FLAGS, step=None): f.write(contents) filesets.append(fileset) return filesets +def average_gradients(tower_grads): + """Calculate the average gradient for each shared variable across all towers. + Note that this function provides a synchronization point across all towers. + Args: + tower_grads: List of lists of (gradient, variable) tuples. The outer list + is over individual gradients. The inner list is over the gradient + calculation for each tower. + Returns: + List of pairs of (gradient, variable) where the gradient has been averaged + across all towers. + """ + average_grads = [] + for grad_and_vars in zip(*tower_grads): + # Note that each grad_and_vars looks like the following: + # ((grad0_gpu0, var0_gpu0), ... , (grad0_gpuN, var0_gpuN)) + grads = [] + for g, _ in grad_and_vars: + # Add 0 dimension to the gradients to represent the tower. + expanded_g = tf.expand_dims(g, 0) + + # Append on a 'tower' dimension which we will average over below. + grads.append(expanded_g) + + # Average over the 'tower' dimension. + grad = tf.concat(axis=0, values=grads) + grad = tf.reduce_mean(grad, 0) + + # Keep in mind that the Variables are redundant because they are shared + # across towers. So .. we will just return the first tower's pointer to + # the Variable. + v = grad_and_vars[0][1] + grad_and_var = (grad, v) + average_grads.append(grad_and_var) + return average_grads + diff --git a/lib/ops.py b/lib/ops.py index 0002bb4..6b9c6e7 100644 --- a/lib/ops.py +++ b/lib/ops.py @@ -31,16 +31,34 @@ def deprocessLR(image): # Define the convolution building block -def conv2(batch_input, kernel=3, output_channel=64, stride=1, use_bias=True, scope='conv'): +def conv2(batch_input, kernel=3, output_channel=64, stride=1, use_bias=True, scope='conv',norm=None): # kernel: An integer specifying the width and height of the 2D convolution window - with tf.variable_scope(scope): - if use_bias: - return slim.conv2d(batch_input, output_channel, [kernel, kernel], stride, 'SAME', data_format='NHWC', - activation_fn=None, weights_initializer=tf.contrib.layers.xavier_initializer()) - else: - return slim.conv2d(batch_input, output_channel, [kernel, kernel], stride, 'SAME', data_format='NHWC', - activation_fn=None, weights_initializer=tf.contrib.layers.xavier_initializer(), - biases_initializer=None) + with tf.variable_scope(scope): + if norm == None: + if use_bias: + return slim.conv2d(batch_input, output_channel, [kernel, kernel], stride, 'SAME', data_format='NHWC', + activation_fn=None, weights_initializer=tf.contrib.layers.xavier_initializer()) + else: + return slim.conv2d(batch_input, output_channel, [kernel, kernel], stride, 'SAME', data_format='NHWC', + activation_fn=None, weights_initializer=tf.contrib.layers.xavier_initializer(), + biases_initializer=None) + elif norm == 'weight_norm': + w = tf.get_variable("kernel", shape=[kernel, kernel, batch_input.get_shape()[-1], output_channel], initializer=tf.contrib.layers.xavier_initializer()) + x = tf.nn.conv2d(input=batch_input, filter=weight_norm(w, axis=[0,1,2]),strides=[1, stride, stride, 1], padding='SAME') + if use_bias: + bias = tf.get_variable("bias", [output_channel], initializer=tf.constant_initializer(0.0)) + x = tf.nn.bias_add(x, bias) + + return x + + elif norm == 'spectral_norm': + w = tf.get_variable("kernel", shape=[kernel, kernel, batch_input.get_shape()[-1], output_channel], initializer=tf.contrib.layers.xavier_initializer()) + x = tf.nn.conv2d(input=batch_input, filter=spectral_norm(w),strides=[1, stride, stride, 1], padding='SAME') + if use_bias: + bias = tf.get_variable("bias", [output_channel], initializer=tf.constant_initializer(0.0)) + x = tf.nn.bias_add(x, bias) + + return x def conv2_NCHW(batch_input, kernel=3, output_channel=64, stride=1, use_bias=True, scope='conv_NCHW'): @@ -68,7 +86,7 @@ def prelu_tf(inputs, name='Prelu'): # Define our Lrelu def lrelu(inputs, alpha): - return keras.layers.LeakyReLU(alpha=alpha).call(inputs) + return tf.keras.layers.LeakyReLU(alpha=alpha).call(inputs) def batchnorm(inputs, is_training): @@ -77,10 +95,30 @@ def batchnorm(inputs, is_training): # Our dense layer -def denselayer(inputs, output_size): - output = tf.layers.dense(inputs, output_size, activation=None, kernel_initializer=tf.contrib.layers.xavier_initializer()) +def denselayer(inputs, output_size,norm=None): + x = flatten(inputs) + shape = x.get_shape().as_list() + channels = shape[-1] + + if norm == None: + output = tf.layers.dense(inputs, output_size, activation=None, kernel_initializer=tf.contrib.layers.xavier_initializer()) + elif norm == 'weight_norm': + w = tf.get_variable("kernel", [channels, units], tf.float32,initializer=weight_init, regularizer=weight_regularizer) + bias = tf.get_variable("bias", [units],initializer=tf.constant_initializer(0.0)) + output = tf.matmul(x, weight_norm(w)) + bias + + elif norm == 'spectral_norm': + w = tf.get_variable("kernel", [channels, units], tf.float32,initializer=weight_init, regularizer=weight_regularizer) + bias = tf.get_variable("bias", [units],initializer=tf.constant_initializer(0.0)) + output = tf.matmul(x, spectral_norm(w)) + bias + return output +def flatten(x) : + return tf.layers.flatten(x) + +def hw_flatten(x) : + return tf.reshape(x, shape=[x.shape[0], -1, x.shape[-1]]) # The implementation of PixelShuffler def pixelShuffler(inputs, scale=2): @@ -142,17 +180,81 @@ def print_configuration_op(FLAGS): def compute_psnr(ref, target): - ref = tf.cast(ref, tf.float32) - target = tf.cast(target, tf.float32) - diff = target - ref - sqr = tf.multiply(diff, diff) - err = tf.reduce_sum(sqr) - v = tf.shape(diff)[0] * tf.shape(diff)[1] * tf.shape(diff)[2] * tf.shape(diff)[3] - mse = err / tf.cast(v, tf.float32) - psnr = 10. * (tf.log(255. * 255. / mse) / tf.log(10.)) - - return psnr - + psnr = tf.image.psnr(ref, target, max_val=255) + return psnr[0] + +def compute_psnr_test(ref, target): + target_shape = tf.shape(target) + ref_ = tf.image.resize_image_with_crop_or_pad(ref,target_height=target_shape[1],target_width=target_shape[2]) + psnr = tf.image.psnr(ref_, target, max_val=255) + return psnr[0] + +def compute_ssim(ref,target): + ssim = tf.image.ssim(ref,target,max_val=255) + return ssim[0] + +def compute_ssim_test(ref,target): + target_shape = tf.shape(target) + ref_ = tf.image.resize_image_with_crop_or_pad(ref,target_height = target_shape[1],target_width = target_shape[2]) + ssim = tf.image.ssim(ref_,target,max_val=255) + return ssim[0] + +def evaluation_metric(psnr_list,ssim_list): + count = len(psnr_list) + min_psnr = min(psnr_list) + max_psnr = max(psnr_list) + mean_psnr = sum(psnr_list)/len(psnr_list) + min_ssim = min(ssim_list) + max_ssim = max(ssim_list) + mean_ssim = sum(ssim_list)/len(ssim_list) + + stats_psnr = {'count': count,'min_psnr': min_psnr, 'max_psnr': max_psnr, 'mean_psnr': mean_psnr } + stats_ssim = {'count': count,'min_ssim': min_ssim, 'max_ssim': max_ssim, 'mean_ssim' : mean_ssim } + return stats_psnr, stats_ssim + +#Data independent Weight Normalization +def weight_norm(v, axis=None, name=None, return_all=True, + reuse=None, + init=tf.random_normal_initializer(stddev=0.05)): + #v = tf.get_variable(name=name, shape=shape, dtype=tf.float32, initializer=init) + g = tf.get_variable(name=name+'g', shape=v.shape[-1], initializer=tf.constant_initializer(1),trainable=False) + + inv_norm = tf.rsqrt(tf.reduce_sum(tf.square(v), reduction_indices=axis)) + w = v * g * inv_norm + return w + + +#Data independent Spectral Normalization + +def spectral_norm(w, iteration=1): + w_shape = w.shape.as_list() + w = tf.reshape(w, [-1, w_shape[-1]]) + + u = tf.get_variable("u", [1, w_shape[-1]], initializer=tf.truncated_normal_initializer(), trainable=False) + + u_hat = u + v_hat = None + for i in range(iteration): + """ + power iteration + Usually iteration = 1 will be enough + """ + v_ = tf.matmul(u_hat, tf.transpose(w)) + v_hat = l2_norm(v_) + + u_ = tf.matmul(v_hat, w) + u_hat = l2_norm(u_) + + sigma = tf.matmul(tf.matmul(v_hat, w), tf.transpose(u_hat)) + w_norm = w / sigma + + with tf.control_dependencies([u.assign(u_hat)]): + w_norm = tf.reshape(w_norm, w_shape) + + return w_norm + +def l2_norm(v, eps=1e-12): + return v / (tf.reduce_sum(v ** 2) ** 0.5 + eps) # VGG19 component def vgg_arg_scope(weight_decay=0.0005): @@ -220,3 +322,4 @@ def vgg_19(inputs, return net, end_points vgg_19.default_image_size = 224 + diff --git a/main.py b/main.py index e122c83..0145f14 100644 --- a/main.py +++ b/main.py @@ -55,7 +55,9 @@ Flags.DEFINE_integer('display_freq', 20, 'The diplay frequency of the training process') Flags.DEFINE_integer('summary_freq', 100, 'The frequency of writing summary') Flags.DEFINE_integer('save_freq', 10000, 'The frequency of saving images') - +Flags.DEFINE_integer('num_gpus', 1, 'Number of GPUs') +Flags.DEFINE_string('w_norm', None, 'Normalization to applied on weights of matrices weight_norm or spectral_norm') +Flags.DEFINE_boolean('attention', False, 'Attention layer according to SAGAN') FLAGS = Flags.FLAGS @@ -118,9 +120,11 @@ save_fetch = { "path_LR": path_LR, "path_HR": path_HR, - "inputs": tf.map_fn(tf.image.encode_png, converted_inputs, dtype=tf.string, name='input_pngs'), - "outputs": tf.map_fn(tf.image.encode_png, converted_outputs, dtype=tf.string, name='output_pngs'), - "targets": tf.map_fn(tf.image.encode_png, converted_targets, dtype=tf.string, name='target_pngs') + "SSIM": compute_ssim_test(converted_targets,converted_outputs), + "psnr": compute_psnr_test(converted_targets,converted_outputs), + "inputs": tf.map_fn(tf.image.encode_jpeg, converted_inputs, dtype=tf.string, name='input_pngs'), + "outputs": tf.map_fn(tf.image.encode_jpeg, converted_outputs, dtype=tf.string, name='output_pngs'), + "targets": tf.map_fn(tf.image.encode_jpeg, converted_targets, dtype=tf.string, name='target_pngs') } # Define the weight initiallizer (In inference time, we only need to restore the weight of the generator) @@ -132,24 +136,35 @@ config = tf.ConfigProto() config.gpu_options.allow_growth = True + config.log_device_placement = True with tf.Session(config=config) as sess: # Load the pretrained model print('Loading weights from the pre-trained model') weight_initiallizer.restore(sess, FLAGS.checkpoint) - + psnr_list = [] + ssim_list = [] max_iter = len(test_data.inputs) - print('Evaluation starts!!') + print('Evaluation starts!!',max_iter) for i in range(max_iter): input_im = np.array([test_data.inputs[i]]).astype(np.float32) target_im = np.array([test_data.targets[i]]).astype(np.float32) path_lr = test_data.paths_LR[i] + #print('path_lr', path_lr) path_hr = test_data.paths_HR[i] results = sess.run(save_fetch, feed_dict={inputs_raw: input_im, targets_raw: target_im, path_LR: path_lr, path_HR: path_hr}) + #psnr = sess.run(psnr, feed_dict={inputs_raw: input_im, targets_raw: target_im, +# path_LR: path_lr, path_HR: path_hr}) + #print('psnr: ', results['psnr']) + ssim_list.append(results['SSIM']) + psnr_list.append(results['psnr']) + #print('ssim: ',results['SSIM']) filesets = save_images(results, FLAGS) for i, f in enumerate(filesets): print('evaluate image', f['name']) - + stats_psnr, stats_ssim = evaluation_metric(psnr_list, ssim_list) + print('stats psnr: ', stats_psnr) + print('stats ssim:', stats_ssim ) # the inference mode (just perform super resolution on the input image) elif FLAGS.mode == 'inference': @@ -394,3 +409,4 @@ + diff --git a/paperplot.ipynb b/paperplot.ipynb new file mode 100644 index 0000000..ef066d5 --- /dev/null +++ b/paperplot.ipynb @@ -0,0 +1,420 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import skimage\n", + "import numpy as np\n", + "import pandas as pd\n", + "from skimage import measure\n", + "from scipy.misc import imread\n", + "from skimage import io, color, img_as_ubyte\n", + "from sklearn.manifold import TSNE" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from PIL import Image, ImageDraw\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import skimage\n", + "import numpy as np\n", + "from skimage import measure\n", + "from skimage import io, color, img_as_ubyte\n", + "from skimage.feature import greycomatrix, greycoprops\n", + "from sklearn.metrics.cluster import entropy" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "prename = 'file26-outputs(PSNR: 20.745203 and SSIM: 0.61848456).jpg'\n", + "tlname = 'file26-outputs(PSNR: 25.553387 and SSIM: 0.7984693).jpg'\n", + "srname = 'file26-targets.jpg'\n", + "asrname = 'file26-outputs(PSNR: 25.402475 and SSIM: 0.82692957).jpg'\n", + "aganname = 'file26-targets.jpg'\n", + "targetname = 'file26-targets.jpg'\n", + "\n", + "final = '/Users/hpathak/Documents/final/'\n", + "\n", + "pre = Image.open('/Users/hpathak/Documents/tl_as/SRGAN_pre_gimg2/images/'+prename)\n", + "tl = Image.open('/Users/hpathak/Documents/tl_as/SRGAN_MSE_gimg2/images/' + tlname)\n", + "sr = Image.open('/Users/hpathak/Documents/tl_as/SRGAN_MSE_gimg2/images/'+ srname)\n", + "asr = Image.open('/Users/hpathak/Documents/tl_as/ASRResnet_gimg2/images/' + asrname)\n", + "agan = Image.open('/Users/hpathak/Documents/tl_as/SRGAN_MSE_gimg2/images/' + aganname)\n", + "target = Image.open('/Users/hpathak/Documents/tl_as/ASRResnet_gimg2/images/'+ targetname) " + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "metadata": {}, + "outputs": [], + "source": [ + "a,b,c,d = 900,400,1200,700" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [], + "source": [ + "#target rectangle\n", + "target_ = target\n", + "draw = ImageDraw.Draw(target_)\n", + "draw.rectangle([(a,b),(c,d)] , outline='black')\n", + "target.save(final+'rectangle.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop pretrained\n", + "pre = np.asarray(pre)\n", + "pre = pre[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(pre)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop TL\n", + "\n", + "tl = np.asarray(tl)\n", + "tl = tl[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(tl)" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop SRGAN\n", + "\n", + "sr = np.asarray(sr)\n", + "sr = sr[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(sr)" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop ASRResnet \n", + "\n", + "asr = np.asarray(asr)\n", + "asr = asr[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(asr)" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop AGANSR\n", + "\n", + "agan = np.asarray(agan)\n", + "agan = agan[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(agan)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8r2f14bOu/a0UxrOe465l8a3G4wfVnhuAU6kStVDcu3eftl0wjk8mQEqbZOrGGEFloC5GQhAMCkNF9AEdDAu7ZFUfgVMogdpa+jimYyStYiJCVJaQqcMprGmnVaZpGsZx/ADOISJopVEpdor3A2EMVErwux1HdU13dcX9xZJ7bUPwa6KMxOGEe48+wXq7oba3RH/F9dXAw4evExFCHVg+MjTLFV4yOBYM2i6IURi6nlXb0tiGbjtS1TXOb9KkmgQ3k5VsipJMExIwGmLok6CiJyxAa4WpFCbHag0LerdiGI+o8FR4jHiGmKITaMN6t6UydjreOceCgaq4gSZZLWMMRN8TNFTtESoqfEg8lUoatDcYDBIjKngqFKIVojQhBhCDEp1e3iIRooooJTnCUvPw4X2cG6iaBbt+xAUwuk5KXTI3RwlIJAYhRkUMe+xk6D1V1eAGj8Xi+5HFoqHfbPiR3/Zb8GHk137t1/jHv/ElfnJ5zCfOloyd4/j4mKgCJ0uDoUPCDh81g1qBWhK1YSSyrDeTZVuUUgiBKAFrNTGmxcfUGu8D0TWYylI1Nf044kJysaq6RcWADh5iRPnAUTUiYgjR4mQJWuMkgHbJXRWX+g6DloaP2p4bZVGQ6r7vp/wGkT3hJlGgqyl8ebDyz5SuiDCOY+Y2uAng9DkEqZU+WNXKNe6a2QVbKP7wIQHIsr+oBgISFcbq/J1itVpR1y2b4eYAuJ0rn9KiD1hrWa0WGJPAMoNJpJuQQEtiYHQd1ihEHCGkELBSOlszBVwDY1S+9xSGK+Zyskj2Zn67aLFWJ7zFajSJNSWEGeCXV8eiCHxyiXQslp3OgpiIYooUlkVJ5k4oghd0SNGX0s8TdhCS26SUwlYKF5ICUsoSZD8HmqrGzNxFJUJb1xil0IBRKlHiVcY7RNAwsUFtjjqJ2kdSJvaoi1Q65d1UdUVta6zWdB2cHh3TVjXvv/MuV+cXvHb6EKU04+CIKrNRowfxaPHYOOKJqR9UIPRdumedwsYp1CzUxmBCQBU2cp5JwoiSgA4BiwcyKW9MjFZDiuahklsqEaIk3CxF82MOO3sUe9n4flgmz42yKGZiEfbNZjOBi0Uzt23LYrHAOUfMSgQ+aI7OcYDy+f79LESlDk31Z4FK5bPiwuyFXM+UlCaxKTOdHEvbLmnbJevbywO8YA7S3QVl67qmrqqULqUETSQqjxJoWgMxEKNDGFNo0QiqgGpkcpTWGfAUlM5uDhBiQOlAwVSqynL//kl2/QJaRSQ4ohtQSgjBJcYW5L+CIfnmWpI7pPJ7iRoyxyRITPlfAiiNRIXXUCuDRIWIQiITB0JrjVF75WmVQnTqF3Un+WFu3RVrsGANZYzn4ca7mNB8jtx1BcbRJ/ZwdoUlJldytTrm3r17E1iudI3WgguOZdNwvFxxdnLCbZ+AZx97DJaIQhOpdHZ5yeD5hA0FlEQEAQGDAQ1Rj0QfCV4wWmELaBxHiEKl0sJpjEKUIoonRosyiTEqMaC0SuD1XFHIs12576Y9V8rCWssrr7zCZrNht9vlLMI6T4oEPt2/f5/1ek23232oZVGiGVVVZfdFU9d7Buck8CoBcrYyhJiTolRMYTAC2oCtNMYqtrs1o+upapOFo3R+YhUqZREp7xNH5Oz0PpcX72ZOx54b4sOI1YboRiyCaFAxuVOLSoMfsaYiKI/BoQ1su1uM0iA9y2XD0PegdLYsFCnJK/EhQkiC1DRpeIuFZKtCQRQqa1guLItFnZRSGJEo+CpidATlUcqiqLDKYhAiEa1UEm5RSXlQEUXQdokPI8E5vBesNVRNTUqEsxhdMXqPGxxHRyd0XZd4CSqR7JxzjD5Q1zV+SIJllKIk0lXWoPVc4Et4NuLcwDB0WKsnDkZSFIWMV7g1+3mSDQ0A2maZOT5bHjx4MFmzTbvk5Zdf5r333uOrX/1NTk9P+d2/88c5XrZcXl9g0CCBxkITd6joCW6HaIXSmqgDC7WYXI95BKxEciauiEtjFv02pTCQ6e1AcIkqr7WmMjVHyxX37t3jnc6xWXfs+hFTCT4IdaUJc4BaNEodkvS+1/bcKIviGtR1PYU7i+YvWr3rOpxzB7z+Z7Xkfrgpacj5gZQxGBEy35nDCEq5h8KuLG5IuU6JjHjvMaqhZBWmVTfsQShJyWXjOFLX9eEKpiVNUskkpSzU7QxRRyLiRsRGiB7EodB84rWX2Ww2rK9vkNqgtCd6gXz/c6AxCYvCRzc9m1EQwpj70xKCRsKAiiaxKpWAUaiYkqbGcUArSyLFKaJ3eBfQMaKMRUkA8kTMZGeFRZmEj2iT2KHodI4YwTmPwnLv3gO8fx8/ZNLZhPan/jZKELPP8ATBezc9W3EN+77DmLQQbLcbnHPUdT25nmUci5CWMS5zqoyZd5uMVY1T9u5i2eB9cn0fPrzP1dV9tNasbzuiKJ48uUTfXLFd3/LaS4/YrM8ZnaV1iZElWhK0NiZ3brVasVwuGceRvu+nuVEiaAUfI+hp3i6PFtR1nTCmGAkhslvvWLTCvSPDUx/RGkRiwsUkWXgx+mRliOyXNPXRYxnPjbIoSkJE6Pt+yqIsGjjGyDiOXF1d0bYtbabuWmsTgGcMGpVZlAmgXC7baVL44FmtjumGflpp3RA4OTmiMpabm4QtFLykuAaLxYK+7zk5OdmH6lQghmSqV5XB2ARctW2L0RXep0l/dnaGqQz3VvcmDMAag9Ywdj1u6PBjeoab83NuLy6wceT1T7yEtaBJrkNdW/7Tn/9TfO1rX+VXf/VXMcay2+2w1YqLiwsWizypcs5JuZfr62v6vp+S7Tq/4fT0lGW7wtqas+OzKW+lbQxNU7FYtKyOFqw3N3z161+j61Kdis3tDT6mFc4YBTEJABJYHq04Xizp+x49dDRNhW0qhKTUR+fYXFxgjEWi4pWXXqauNe+88zaLxYKmWSTuR0x8EK01tc4LSEwJU27oJ1yrKHLnHD/yW/9VmqZhfXudnnG3J+SVDF9rbWLUZuyq67rpPFprYjA8fHDKm298ja9/7Ss5KdDiQ6Lka60xWvHVr/wm/92vf5GqMjSt5fikZrFacnx0xk/8+A+z3gz0nadqUw5QVQt1dZTdmRVVVXF2dkbbttze3vL2229zdnbGapXGMcZIv91k5e9ZLpc8ePCAk7NTlssTdl3P//6X/k+OThq26/fZbiucd8QYUJLKGqy7XVoX77jY/7/CLK6vr9OqckDL3g/8PNwYc/IS5BUig3DGWo6OjkAL6/U6K5xUZ2J0LkVOjCHaiDENtS4hwEBV2WQ6VwW8TGDhyckxxmguLy9wbqRpaqxpk88ogtIB58ZplRMrNM2Ktm355OuvsTz6mXwfkYuLc4ZhZLNeU9eWt956i77vU9aiMpyfn/OpT77KvbMlViuiDDRtxdHRks1mTbuo+e0/9mM8fvyY4COLo2POz89pmoaTk5MJ23HOsVgsuL29ZbfbTcDxqBwnJye0dYs4YejGRC/f7Xj9E68m5VoZnjx9j2HoePPNNxPTM0aIicJsbCK8GRJDUZHIaspU1C3YuqZdWJSC7W5N07YI0Pdj7i+hqgwnx8foPNYl2QwVCQHq1qL1HlA2MTL6hHck6yKTx2b8EmP2eNNqtSDGmFP102+t3acPhGAnJRlCwGiTx1PjQ0BpEndUAtvtmrZtOTlZcnt7S1MfkzgsOYJmEl5kVKDWkaAdOkSC94gfWZ4qdDQs65qTkwWPHy2x1rK92XC8iNS6A+/x/QXjONJUS2J0ePFYZamNZ2EB3zHstsQwMHQ7dus13t9DIhlUTyKhtTngyHw/23OjLErC1u3t7RT1mJvXVZXM0slcY18ZSkv6v60b6rqm7Sq6fjsd/+DBPbp+pG1bRGm6rkvKpUp4iOu6qYhJcU3K+R89ekRVVVxeXhJjZLVaoVWDUpkvoRTGwGLxMGMohrZZsVqtOD4+5jOffW26591uN0VqTo6PGXrH+ZOnXF9fU9c1223H8dFDzo5fQanI9c05VWVYLVounr7POI4TwDsMA1GlyNA4jlNSmohMzMqu69jtdjjnWK/X1McV41jTmooQA9v1mvV6zcnRMTGmOiLtoqFtk0WmxGAMWNGMLiH3MQROj1YpdLmoJmC24BDb7Zpdv6OqLMvVitH1RPFsNrfEmLI8d7sdTVPjfcj9Z2iaxGlYHh9htcFag4+HeTV33cUyTgV8LqBpVVVTrZASenfOJWA8WyTz76sqTG5r4VpozdSPIS5YrVYoLQz9gHMDUQZsvcLYtGidHC2pK0WlGqIk11friMIR/Mj69oIYevrulhgj19fXybodtwDc3lyy2+04Xp5RUv2D2yJhYLe5JSjL1U0C/fvhhvefnjMuj0m1QwwilhgycE8h983bR7csPpbq3t/1TSglf/8ffG4qWjNHvfdhzcDXv/513n47ma5dFoLT01PqHPOvbQI1r27PWa/XKKVYHZ8mF8c72mbJ0ckxfZ+iLZFM3MrAWqlcVdh6xbwPIbDdbieiTl03OJdwlaY1LBYNXdflyatZtMcZtPNcXZ2zWCyoqmZSRH0/0Pc9i6ZF630hnHEc2W1HmqbCWEXfbwk5k3O9XpPKCLYcH58gUaGtmoSkYB5a64myXErLlX4MTcQag6VGBxi6ETdkl23V0g8DdWNxkoSvMXulXUz4ee2IMVfsUkrhnJ7A5ChDEj4/ThnEqQZIio4Mw8Bms5uUfV032OxuDoNLXIuYOQk5fLpq6mm+zAlmhUFZnnFOFLtL1iv4UTm+9Nmerbt3P3WmpKf+NPvnj0sKJX7XXeCDQ0UYe4PVDaenp4AnxJHFQjEMexCz4CgA2+2W5XI5kb2Wy2VSaJKexypwPo1fDIKqljivqZb3ubzacH27oz/5UYypMXaF54ggEFQkMEIh8olOfJXY8qX/7T/+FRH5ye9VTp8by+L+/ftYa6fKUXebSOJJDMMwMesKMIRJAtPFZHLfbq9SbL5p2GxuqesWUXB1ecNynZKCdrsdLv/GCFP+yDxHpJjosLd8SpUlrfPg+8gwVDg3TpyErU3Kpu9HQnCTooH95B26gc2kHPeTvd/23F4PRBVTGrneg5ZKGYZhxOgeYypuLy4n8ticmfgserVSiqF3Cd8JFqsMWjTihYunT1kdHxOiw1YV2zEh8sO2ywKXIiClFdA3CTLZIhywVRIsIeWF1I3m0YOHGKNZLJY5LO7phx1HR0c0TbIEEz4Qc9+Tcka0niJhycpx03MVgW7bdrqnYRgYx5KMlwSybVcTP6akrM/HoZzf2D0hL/Vf6sPb21tCSK7bo0ePGIaB8wuX8CQT6YYk4FoUq8V9jEoWlsJnF1LjfTVF5/Y1TSxd11FVVZq/MJVU6HzCwhSROpcaiChcrLm63vL+Rcf5zVexTYtSFsQiohNwLzqFzJVJmIVSOfys+H7UxH5ulMXl5WVi1A37UnFlFRAR2raaIiJt207CvV6vsZloRUwmeO+2k+D4rkPrDrTCu8iu76iqJlkR2Zyv1GFdyXJtpdR0P2UFm0BVpXB+IEY31czYA3BVXkEdTVNNCoiMate2IkaZgMfFYgGh8AIci0WTCV7g4j7RrakalNIMo8cYNU0+YwyLxWKyjMpzFGGAUtkqlemrRFIW6iAZ3FxSWwu6xtaGepUwEBX2vq+dYQLLZarRIOw5Kcou0sQWz9hvqSrDg4enLBYtGpWfNYHXl5fXnB0/oG6Tskj1Q0ac9+x2O0LG8K2pp3CzG7aTBVFwrOVyOVkSXdfR933CU/LvFrlGRQGui3K5m0NU1XYKo5ax1jrNSVTk5ORkKqHw7rs7tEn1RLV1ifOAobYnEA113aJVIMpAVUPwe4VW5lSx/mCv+Mqc2oRIdCMQWbR1no+aQMOT81u+8Ktf5p9/5S2ChClaFQNTVExE5aj+s1yRj9aeG2Xx+c//o6nOos3ZfWF00yr2O37qR6cwHmhCZPJDtdbc3Nwk07lpiDFxLbZ9Et7lsuaHP/PDE9hXtDukFamqzRQmnbMt7927N/m5JWPVWktll2y3Wy4vL1FK8fDhwwSssud5THU35ZCMVV7lPopFUKIlu6Hn9PR04okUJXV9fT0JZqpXaqcQW/HVIZnWRZjnYWGlFJ3zB9cmT3hEAAAgAElEQVTv+54QAsvlcnIBS39rrVFun9zn3TCdU4JHoxKOlJV5tKfEnD6f+nCfDJc+S9aGUorPfNrSK4X4MOFTfkyWm4pCZRNA6sd9lTFbvzz1b/ThALOY968GenWYgFX6aR5qny9ELh7m8hTX7uGr96ffPL1O3x2fnhyEw4sV4oJD28CoklUZYuR27VhIM7mDJVw6uHFyk5hxR0QEaR06aoiG8z6VKhAt2OWSPii++PU3udx6FsevslX7SmaRZAFrla6dlF6D6HRuL8+22L+b9twoi9/2o781WRB1w26znQT69vqa7XbL6elpQvLbNlXQzhmCXdfhvefJkyeTFfDqqy9PglUS1B48eDAdM1VoKozPuK+GNcdMVqvVpCzKcVprvEsDXMz/ItTluLmQzisf3eWFzI+DNKi36/WUBl+Uofeeo6Oj/YTKyqUcM+cSlFV27ptDntAzxVVW6Bgjt7e302dza+WusijP58chsxHVdA67HKdrpaK9MXEzwohIsphKHxir6DwHRZTHPisjAX1HqImCMvs07Xl/Psu6HmACMqdrZquw9MV8/I2ppjqtc6ysZA4XZQOliuC80vthfYsYD0tA1mF50NduVlh5Tqosn926K4wYwILLGcNaaI6Pud2NPHnyJLE7v0Vp7/l8kjuffZT23CiLp+ffANIEauo6If5d0oZ1XdN1Wx4/fszZ2Y/Q9/0UHiyI9qc//alpEjj3QcrvdtvNBDhMkwAgyniQ+1E+v729nVaWeT4JsmdGAgfH3EXsh3GvLOatrIpl4hV/evDjwfWKcBfsZC4s47gvEbdcLicws9zXnNpcnru0YvrOWYXluEmJ+Rm9fRa3tzZxWrTZ07aXpw8mZWKnehlxopPH4PbCicIeHyUMLj+f1QpFCvtm2lS20NKY9m6c+mTKr5nV6Zyv9uvNOkXHstvhvWe33e4jKjPFDmBiDxHEe0xWXpqIDlAh1FZx3KZyi72zkzKtqv15knXqMwYhEyYSRzfhMqUGarFQiwKZR3tGrdAYVDTUtqEQ1b78xhtsv/EuRllWiyNi0Khqlro/m1tq3iez8f6o7blRFqf3T7GZI7BaLNMA73Zs8yCfXzyhH3YT8FSwgyL088F3435CFROwEHnmApgAtxEf+olJN1cKxTeGOysa+zBu4YaU35RXWc1CLKDZoRtSfOu5NQJQrTIQlvkL5bhmWU+/K8cNOzdZFqkk/V4ZzP3iooysrQ/ur5y/zsq5WFDFNdBhVvNjVlJhucxVwNQ+XCnK7hVVDHsFoBSIoMqKq2Jyzdrl5N4l8DGilckksir3y55z48Uf5OekqMsHU80BHsrjqU8gKe5hGGZbQRyOqYkpG3du6RQS4F33tNFNPj5O9xOiw4xlDuzHwDmXQp/9YYmD4qoWZVHuH2DjU0V7CZqFbTMO1fGN997jdjuy2WwJoULrH3wU87lRFj/6Iz8yAZwhhCkF+otf/CJPnz7F+ziFNLfb7dTxxXcvQi4ijEOccIM5GDaPuxfwL9HKY97xC2CfjyBxP7HmEYamaaZYflFEd8NyReiqxWqa3HOFUSYy3CnuYmVist4FeufnAdCqmiaf1nqyToqiLHuVFIupMvsKZEWZ3XWX5qUD15fXM8WXsiZFhG+8/VZaBcM4ofntYpUiEWPiGBgUldUElxPGiAcug2SMwJo6K3UPWuFGj8kVzsOkfBXow/6d911Uh/hMAayLIitVtebtwHrzu8kNKc8eY5y4N3O3Ant8cI60eu8Xq9k0Sf0e+wMQ01qLykDvgbVajmkWKFSqKJ5dqa7ruLi4RNklw25AqZoQDgv+3LUs9vd2qEg/SntulMVuvV/ZwDC45Jdbs+Tk+CGPHp9yeno6rZKllP48hl0GRWI95ZCUSVLySspkKOSoszNFzD52ySkAJmGbr2ZzK6CAg23bHuSqzP3hruvYjXnlnZnJ5X1pBwBdtbdo5tTzotzmCqRYFgWXKYrj5OSEEAJXw+WkSKqqwg/+QOGU890N6ymVIi1NppArpaiaffHjT37qU0kRZ2WhjKa2ZnoWmwHGKte6MCqB1oVtq5QiZl5FsiwqfCjWToXzKbXdmmS+YzRdt93fc8YvlN1bdPPanWbcYxXl77OEZQ9w7sHHuxGXPa6xd33mY1n6c0q5n4DPdK92kfp26PYLVaUTB8bOLMvJ3W0rjLKIV9SmZbvdcn1zxdfffg8xNaIq7j14TD8aNh8iS3NXeCqkMNdi32N7bpTFolkBe+TaWEvbrDi3V0jsOD+/5OnTC+CQlFOE+YDNF/Y28+QT59h2URZFmaRJoNjtdpOAlvMUk//uBIjRTcqkrD5TarPsi/vWdc0Y5+G4vZAaYyaFUywfa21KSZ9N8nkrq34RZkM1WWKLxWKacCcnJ9MzzF0jwn7SFCJSscCetcoxq33qs0IVEYwtxYP2x4QwYGZCqSQdn3J2SOQgspIMEbNss+tDXtHrSXFpta/q7cMIAZrsJmqtJ4tDxT1waJsafcc6KK1YEXN3Edi7W/GuMhFsVqDkArxRwLvIuFtPlkrJWyoJbHNrpXy+y1EenUs0iRdGIkbVSGTaH0VEoVH0XYcKCqJBtxoN1FXDcnnEk6s1TbvgdrNFmdMPrXM33/qimBxzF/V7bc+Nsrg6v5oE7Wa9nszfxw9f4vT4jM5dHU58mAZkbrLHGKmr1fQ9HNapmPvqRXCcG6d6mQV8mk+CsnKUZszeNSkT5u69TQqjWR4852QqZzfmLptQzH6yzSdeURDF31VKYalwdVJSJfQJTASqcp+lxXiIlN8Nrd5VUlH2QLHReopSlNRvPaMQS5RUm0GV4jT5elGlHF+VMyAl5WiM/R6w1NpSaY3Whu12O9XR2LtthuCH7HKoyR2qmhprEmAZvMOXecFhzdTybCV8WiyGMne8bg+UxYHbwd6iDFHYbte5r5sDxbvdbqd7Ttm4CqVylS/SVodpd7WsNGNMEY0s8LpItdXECHiN1YagQ8a+wPtIVMnylm8RDTmwItT3J4kMniNl8df/j78C5HBTm0Ckvu/5L//0f5WyMrvNB3CBAlCW/6eVXVUHCqW04jLMgUvn3MSSLCZ/Mb2BKediLtjzSl4Tij2OKHUodDFG+u3uwM0or26zPQAwXfbtw52dsdNfnS2dvGWjymG+GGj1Hpshp7zrZ+QBKKXSpsrZmqpsWjmD9we+uch+GqbNlHJ/yJ7FuaiqZHXIPky4Hrv8nAprMwioCmtSZWug3AxEbfHRo0QIPhBChybzT8jKBqaIh/aRqPd1SFLYMbFctdaI99Ou4krXSUDnqCxMkZX5+AAYf1hopzxT3/WpP4siD4HddpOo9EPDmEP1c2wrhHnRZ4h5Yyg3jIkfUrKpjUXGDNqGfWWyi+EpKiokGiIVLnic91yv1zy5uMarU8TWBOzB3J6P+HzzoeKIfD8UxnOjLKLb5RVI0S7KhjIjGkdTWbrLfjYI+4ldohgi5bNcFeoZpnzhE5SVpQCN/bCbwoVlxd2Dn/sS8tNEy6sFucqRUprTk3v7Z5kpnWqa34crd6XNwftJ6YT4zHuPLlI2BY4xpkI1IVHgRampXJvM/NS5axFjZIh7c7wovIK3zEHiIkReCZIJUBJTxS4t4PseohBDck1UFDbDdn/PutT5zAIk4IInlnosCpxknMkHonhUSOcXHzBaYVTZUCmHpPscFlZMoF0s5QNjSH2Q90QZgz6IBhWws+A6xf0rc6AKh7VRSp+VRWXvfkZiM1dAM6sjRzFczm4ufVpKB/jRpW0VY0QLLJqW6AOSf+dz3YvO9CAarVpQlqggoNgFz67vEHMK2qS+/QEHRD6SslBKvQGsSYUCvYj8pFLqPvAXgR8C3gD+qIhcfbtz+THhEaIU3XbLarXi7KTiS1/8Aq+++ip9d3QguJPmbPQUCdhjGe5AOOdKJsY4ZWKW3zs/HPh58x3OiwIpFgyAVu1kiZTPy6QokYdyrjqOH7h+OW4upOWZdoMcCO3cQipRkhK3r3AHLlXBHgrl+67LFtsUgZlT0wuecheABYim8CY0NgUkUECNSuSpGFIYFOjjSJRcFjF4fBD64Ak512MMMS8GBm0NQRnIFoRRgiWgJeVDLCpNrS2V2aP8q1xY2YeQNj5W0I8DIWMbLodmQ4zspJ76v/ydP2f5v2TXnva3H6os5tEtgKtmcbBglciZd6XG6GFYNoT1BIpqFK1NZROvxpynQyKWFRdv7TzGNDS1oKsGbIVtq2SZoFFNgxODJ+X1TPc8l6UZo1eeMzfk3xKR89n7PwP8LRH5c0qpP5Pf/9ff7iR1lXzRYRgIHnwwCI5f+cIv8+ZLj3nryT6Ov08IYsIU5sI/DPs9HubHnJ2d4ZxLRVr0XskoLVOCWMESCo28hDiLAhERjF5MymK3200TsAhcoWjXdY0edwf3UtoUubnzTLv+MO5e/m63e1arArxzBLXnBaTszX30phw791/7rNhKDsWcf1JaESSlFENM56+NpbGpiJ4RCD4kurfaT/Le78voF4vCWkulLQHBRp3KzRmNNTUuY2+psG7EiEdLxI8DRCGQsjkTkBkYYmZSxoDzaaMkbVMqe2UqTPAEcmSoOvpA6HS+z2kR9KLoj8fumcpCiSBlrhV8p1kcKGdjMrGtyvwIubPtQQaGh74nBE/fu9R3xqBCCm2WjZeBlP+T56GyFlVV2KZBd/20z4uLCgkfjlnMx//7aXx8HG7IHwZ+Jv//PwF/h+9AWWz7RJ212qL6gI6pBsT5N97g/f/3K4zVIglWgMEHQhSiKHpRmLqmPj5On4tQsd8Qd7vdJb5BiOwuL6i0oib56lbB2WrJGDxtXqEklWzCogkImxDpR8/oS4k2C2Muc0aK8YtOGZhNU4EE2mVF9J5+5zkhHAhtiYFHt+dEEGVSTmsVqdsFxlTEkJTZYrFiedQw9gNaoLLJnF2YQAxjKugbNWHr0SIstUrU47ShYVpxxeM3qSDtiW1RlUWWC3wUQgSpq1QOjizUSnEUhLapUMHhNzdUCrrNmuNlO0U7RBKuUJlU4SlIxI8j2lScPXhElACqwjYr3Bjpx8hisYJwm8OdCQBdLY7pui0ujuB7tBcMHh1zrQrTgAhaIpaAxIRNDd2IrixSaVZHK5q2ZewCiCYuVihd4QR23UAUOFouMHFE41lfnoMEfFVC1NmayO6eqSxiEshZ/H8zXlBVFYvlks4N2LpB24oxAKRNpgkZ94mKMWpWiyM2mx6ra6wVNAk7sibhIBIDGsFqwyCOthJMc0XnOhbmPqvVa4zvWGQ8YaRlkAh1RNd7bK7sCysiWLUPc8//ftT2UZWFAP+3Svmv/4OI/ALwkoi8CyAi7yqlHn8nJ9p1IyKBurLcrNfcWEutDGQfPugxAT9z8Ah4dP9x8n+NYlXXjFGoVPJVh2HgwaOHqSqyNgx9RwyewTks4BGu17eoWahOROFkb9YFpbGVZXl0so+mqGUG2FK+RUSomgZUxPUd1kC3XWNNldKlBSTvwKVizr/IVoXOuR+lrsNLpyuipAzNqlkh5Lj/GDhatNTGMvQ7Km2oSRspj/1ADMk1IEqmgSdFEXONBhcDWifQuF0YVosFdrUkSt7jg1QkNsS0QbGIoIxCaYs1mmBtig61C3Z9n65VXMEATqdVOsTIKIGqTpyEqk68ie12jTENdWPp+w2II+SIxGKxxIXA8fEp796uUYPDSySogMn3Mg7b6XqE9NmwucV5j100PH71FaIP3N7cYM0xIYyMzqNthegqle1TlvV2x8JCaxW7Xc/x8Yqu2+bVOOMSefDHcSSy3zkO4OTeMdrC0A2EKKAMYQj0IdUkTSnjxXpRWG25XW9xIRJ8xMVI3ikhAbISiD6ARJTyyLJKfegTYc1UliBwfbtmDC0sNEYMojXuTopBWZQOLIuZ1ftR20dVFr9XRN7JCuFvKKW++J0eqJT6eeDny/tmscqocYfzJYEGTDbXxww2qii4kEksaEJ01G2TNbyhlkj0CfE3lWW5XDH0PVobFmaJ7zvGfofSCaIcvcMaCDOyTcgri60S+NmypD05PkCXlU5WhYogUdF1HcYq0GnfjCCK0Y053Ti3WTSnsHUlJPyibVvqNvnv3juipAiMNirll0SDIMTgEzW6qQghMjrHru9ojEaTsjbJoGCQ5HN7Cal+ZgYrj46PMVax260JAtpYRmVAmZS2mKMI/eBRNejKJCtu16MJmIJVzCpZ+VxtO0hSUkYLzgXG7hZb58zLOGCqBpTFaEWzaNHWsjxacXt9g/i0CBDSlgJGxdzfkbEAkjGDuCJEESQns43jiI8B29QsjhYM/Ug3pP1VJER6Fzk7OUXrlrC7xUeFMhXOBUwI6VyT+5DM98TMLUOX/hl2KUlPG8trP/RDNMsV15stt5uOwYe0iZJJ/JXTk3tsbzacn58npSIxhVCtRUJESUyggtVISItKSiUQghfqVQ3a4oLQjw70cso+myJXM4Uwf5XfzL//qO0jKQsReSf/faKU+svA7wbeV0q9kq2KV4AnH3LsLwC/AKCUElO3SEzl2MdMBnIqhdWUUqkgCiBSXhFRaXs/rRtiHAnBoq0Ba0AptKTUdeccq+WSo7bFjwOjd3hFqsGZQ1dlsgTIm+OkVOJhKlmX0qy993mncYMojY8KHwK3t5tU0KW2ad+ICF03EOM+tVtlJYQILiuMEALOO4xLrD4TGowS6nrBzW6L0jW7bYe2bZogIW24EweX6n/GgA8BqxI4nJa1pCxc9BMoGELAZMq0D47tdo03htXRCf3ocN6jdOq/NMHg5OSM6FM1aiRFGypTQQbl0hgooqRVOQX1I2lbgkz1VopXX32Vx6+8Pm0ubGziKCwXR+x2O5bLJZ//3OdyxS+L2BotHkXa+EgkYmo9KQnxARUiwTnQs60HjebVl17mt//ET7PtBq7WHaINEUPXp2hIbQ3/8PN/j+gHFoslYUxJhBYIE96QLMsQQna19hiEdw6jDGIjP/kTP8Grr3+K9WbH9bajG13aUkIrtLKcHZ/w9/7O53l6cYWtG/zoMLWlbmq8S7U6kYCJgndpATQ6FRuKasRWDUpbRheIosDYaWf5+F1wrP6FWxZKqRWgRWSd//+DwJ8F/irwnwB/Lv/9K9/J+a7WqZZk8DC6hGrXQSW2n1K4CSjUBwN6dfk+Z/oRn/zsZ7ndrNn2HdRH3K7XaWNb73ntlU9yc3nF1fqWMPSMMWBJVoFWgppFVwK5lF/OL6itwY071tfCy6+8wmuvvcZNUJMFEoIhKs2j+49YLpecP3nKP/6H/yABoBiqZl/VSyTtpCUiqLzKV7bGVE1C8UdHvbnh9/ybv4/f+/t+hps+YmzLEISIZRw9m82G09Upv/nlL/PLf+MvgVa0q5ZFVSeXjWStiAgqpNVWhYB4n3e48ux2G3wM/Ps/93P8/n/7D9C0S652fSqurS0+6pzAZPinv/KP+Nz/83cRNLZeUtWWStJ1pjJ2QRDXEqMnSMwb30Q2N2tEKz77+uv8oZ/7Y1xe39ANY9pKwKS6n1cXF6yWx/ztv/mLDDEVBrLtEqvBisP7EQmRqs5l83weK6BdpTocu75jt97Qu5FPvvYJfu/P/Btsu4HNzmGqBdrU7AafFo5+4HO/+LeJY89J2yTwtrgNpZQfcz8/j5exyerqB/pxy816y8nimM++/hk2fc/ldsvgA/XyiNEFbm9vGUfPvUcv4b/0FU5PH9DtdlRaUS0alHFEP6JIi4ZTCu8ci6ahqjVjgHp5RKBhvXaoqkVXLVsPXoNpTE5lP8Qm5mzm0p4Hy+Il4C/nm7DA/yIi/5dS6gvA/6qU+pPAN4Cf+05ONvrA4Dy1rRAsXiJaFJVJG+kYtc89mBDnXIHp1Zcf84f/0L/HuttxcX1FtXrA9fU1jx8/5vLyivv37/O5X/y7/OaXv0TM3AQjaQ8Pk5PIJrMupxfHrDSU1qgYefz4Ef/67/nX+Omf/mne78bk2wchiAU0RldUxvDPf/03+MIv/31qq2lMQ93mgYszQlksG8okd0kJEzJ/8f57GBSPHjzE7jzR1vggrE4f0Hcj15c3CbcYBkafk+CsQRk9JWpNFHWfLCeFJ6KpctQkSGIcOjdQ16m4cdf1RNFoUxHEEEJEs0JE0fcjrdrnZIhKjM2C4se8uZGkstjZAhIGP7A8WqGUodtuub2+YTeOVE3LEBxuGLm5vIGHmr5PGy5ZEaKGSOJPFBJdMImDEX1IkaCcb1HKCi5Wy7QPyTBwfnmdigd3HtMMaNuw241885vfZOxKkd60sVGdk91C3oIxRaWYFg3n95EqrTUqhJToBrhh5Pb2loubG0Zl6AaXFLukMglTakEMVFXNYAaCJFdFFCmiIzrXzUz8A63z7kfRoLQliE57xmqLytXGlEpRmBAOMYlnhb+/n+17VhYi8jXgdzzj8wvg93+35/sj/8Ef5Zc//0u8+eabnJ7dp9IKjceqVJVpdGZaMcuAighXF0+5uX7MKy8/RL3/lEVbsw71FEM/Ojpit9kyjiPvvfce90+OaSoL3lMbAxlULWE5XeLqkMr0jWOq7v3kKeI8vh/YddmVcRFTLYkRnr73DV556WVurq4Zuh3t0TGmMkQ/TnF5SH6+cynG7r1HQnJTSgardwNXT8/Z3az55pNLMDUeTf/Wu9RVy+XFBSamhCw35NqbOWJTQEejEro/ZD8+4RYRIXFH0Gln8PPzc66uL4iiuLpa47ygdI0LiVp8+eSWb779DbbrW6KKNLVl6HqClgykjvm5FL5LJeZijHjXo7TQ9R2b2y1vff0NNrdrxjEJV1Qb6sV9zp885b133kkRHgUyJnKVqMTGDDISY66+1efcFB+SexMitbGMXeLCXF5eUjcNy6Zlvd6y23YMXtCjIHSMIe3VonzEImxvrllaja4smly6X2YJWDHiQ97IKQpRUgbokanZbLcYXfH22+9w79FLLM/OGHZdCl07YXCOftfx9OkF7737hMePXgaE09Mzut0WXRkMFcEYlEoZqE4ix/fOGIZAWxtM3bALkc4F3n7/AlW/RFQ1xrZ4o3E+gnwwA3dOZ5/jGv+iLYvva/tdv+sneeNrb/LWW2/lqAMTBTcVT5Hsjke837MNS+JZ8o8Tb7Cp0oZFMUS2603atCj/xjlHUIKOkRgVWoQxCiGkXchDiCncR9pByw3JDN4ZQ9d1udbjyK4bcC7QLBQhCFdXVxyvjpLADyNx4UAixmRFEXKhnJjK6QMEN6ua5APESFsv6HcD15c3dNstO7emc4HF8RnRC8OuY9zsuL44z25NWtkTVVogKoR83lzZLsZUik5M2rg4Sgote+9TvRBt2Ww29INHsESqtNFxSHVNa2uxKmKUEFQRnhnxRwrDVSZXS0uydMa+58l77yOiWC5XbPqednVEEMvp8TGb5YrL8yc02iJ1SmVP4G86XzKpI8HnCIKUHd2ycMBkepucDTzseobBEZVNzy+SwpkCXb+FEGgqixYHohLYrXIeyB2wsMTFlKT8jaR0NaJSjc533nmH5W5Hn+CNzEyNdN3A9cUlQ9clNuosfUBrqIzi3cv3+eRrn+Azn/kMv/4b/4x+HDiql4jS6Z50jfOJ4KZMhTYVWidSV0wb4X3bNgc7P2p7bpRFCHkHL7VXED44nN9lEz5HQIKkCkuSMgGNsgy7gdvbDeubDbuuo1f9lFF6fXGZtoJbLjF5FSbEHFlI8e0gKlN0k8KIUaZ7Ku9DVhxjP7Dd9nS7ARciSCok3O86xn7A6oSDaJVi31bpzMPIJCSYwnEpcrGfjMS0o3e37dhuOx4+eIzXljFGghgaW2Fi/P/Ie5MYy64zz+93zp3vG2PMyEwGc2AymWSR1EAVVaWW7ILb1RO6ug24bKPRMOxGAb2x9+6dt701YKDhXhh2bzwsGrAX7YbL7a6SCqUSJZKihhYpJplkDpEZGeMb73jO8eK798aLVFJSiVSBkA8QiMiXEe/de+453/mG//f/c5TlUFcEnjw+Tyk827yJEm5LnKYJaRssg4Rdvi/w68CPyPOcg4MDnrtxk3XjUVYWh49DekVm+oRBL2HY70GVoW0FSrxkZTR4DqNFW9X3Gxi9NVgnJ6bf6LDmy0IMRuAzny8xeMyXp6RBQhKHnDw+JPA11ArtPElq0k6NaLgG2gOnMFqEdCxnZULnHJ6VEGm5XPLeu+9TljUqiPD8sHu+rjbkizmBr4l0CEVNoCy+0pjGWAiPiSRu23b61ZO5aCgH/DDgdDLhgw8/hCCgwhN8hpL2g7q2nJxM8BSEfkBZFTiczJMVEazNzU1uvXiTW7du8WDvHnt7D1CxAMq0LxWorKwwTksDmZZq1ZMVmifHk+HI5wVn8ZmNbLHk0YM9ptMpxAGh51BUYCqUsxgT4ZycjKpRC9MKCl1zfHTK9ORUtEOVcCf42qPX6/Hg3gMW0xlb43XGwxGRpwk9JeGGM82K9KVV2LFSmjLEfgoGfM9nMZ1z5/aHKAv12qWz0m0p2IXldMb+g/tU+ZJ+HBI2qlWBPtNCcc6hnSQ+PTRKnzVKWc/DKovvhTzeO+bPv/VtltqjcKA9jyjtgbGUWY5fVMwmE5KgMRZ4KNuUFQGrGnhkvYJK1AFlUaK1h1JyQj148JA3vvM9/uRP/wzrpXh+jPZirIswxjEKHUePDyiXcyItPRtJElPmc5Eq8KGykp8g8vFQ2NpR181cWsdaf0wSJvw/f/xvyesaFcVU1hL4HmVeEHk+nlUMooAKRxL4mNphjKO2JaZxtYNauli1QebQKcqiwmscKN/3O4bz2z/9SA6LMBWchRUB7Hy5YNSPGfViPKtxgcHVFa36mXNKYOMNMbbz/S60qpr+EesrlLWEUcJ0sSDfe4TVAl+3OJz1JKegNL4fEvoeNY4kEmhAXizRyvHbr32Z3/nd1xkOB03PSkkQePh+SF4XeJ5PWVum8wyCJo9kLaW12IsT0aIAACAASURBVKa0631CaLGKyP15r/1lx+fGWCyXS/b39/GUbhqdrAjtIloIzrXCw07cwMZatgpdP/jBjzieHLPIlqhoHYCNjQ1OT6V0GvsBSRihlRNj4RwYhecshWup4C1Qg3Oohg7PWdXAyQ0nJyc8ePCAfFrRVmWisFHJrioxWLYmCn2UdoQNFBhovBnZyKrZS1p8aaCBTSvRE3FOiHNyL6QGorTH5PhEQq3asB4nxA0PRZv3FjaEBlHpNa45rbMhojW07GFO2tydhTwvBLXqQQtXbtfVcjYHZ0iTBN8WKAxB4GEqMdg0noPThsKYrm26PYlbeDogLOBNF5jyA4piAcbheQG9NGGhNPhtx6yCRhxZN96F0k5EoWz7uZwlHZWELy1MfX46F+BbaFC+gJwCX+OpBjHbJLXDMGBRZuLia2kNX/UkWgY0gE66uTHIbQK0qKRnw3kBSnnUVYm1QgK8PkrBGqyq0EphneGZS5fZ2dnmy699Ed/3OhKm2WzW6YvUSBJ12aqmuZS2gdEhXqLTivM9tWejQ3WuXP9nMT43xuLD92/TdoFGYYCva7Slcw+9hmbP1iIn37pa1kkOYDabMZ8tJWdgs67XoyikYWuxEN0J7Zq2ZifeiecsZe2hddv27knMrVe4MprHUhQV8/mSwi0EHWkgjqXfINQemcmaRRjiOWG3UtZhUdTeWTOR8TxsVXeqDmeRsWxYX/vY2rHIF1TOYZV0wGKsoFqbZrGgIXORbtCzLlirRZimViJg5OFQvuimOOeaDsmzUKusDMZ4ovqtTEPpr9hOxbjiarJJQV3VeE68AqMApbBtmbWl2m96S3RTeWmFiOOiJitL8uUC6/sM05DDw8ekF3e5cuUK2fGE/Qf3CdIEVENDBzhP+CG0J2Q7Bimn10r6K/DlRM+rsw5h2exnZUW5VKEGjPxAwjQfAl9jTYUK0+ZvzncHt2HOqvHQSsrLYRji+T7GWvKyJOoFrOY5gsazpVxS1apZS4YrV3b50pe+RJJGOCdUkcfHh8znc65cuUK1FCyPqzSLvGYyX2CUQvdVV2mivc5P4LR4Wqn0Nypn8XjvIX61pO+W7ESpnCRGc1olhElKNVki5TlFrcA1AKPc1jilOT44pahKvDAgmy9JkoSTkxNBYAY+9HxGazGuqkg86fazpeQIwqimKAy+CikLjS0Disqg/QRPBZTOEvZTZsWCqIzB86msozaGyvYEGFTVjIZ9NscjKlPQH/SxVYnSBc4ZVNNBaZsYtigs1KHkQ5zFWXkUOg6YOYO/XFA09f3Z9LSBjRsKHNsbu4zTEerhUQdFLotKIM2eYpot8byAIA3RTrpoXW0JB42Cm1IoG5DPa7K5iAzpGrQ2FPkUzxcWL3pj0tTH1haTOzzlyJcTYYVSjjhOycsaV0HYdmMqAazV1mJDiJIU6wXUpsTDETdx++x4xvbmBZbFEqMq1i4P2bh8i6rMKJczTJ0LRL4BlpVVT5KweYZtOnwxveYzoTg+JVIJeD3qsOUkzanKiq2NTcbDPqFWXN3dYS2qKPKMSNVcunQJm8Ki6ZuZN98npzM++ug+1lkpGVfi8SgT4UcB1oKzAcrXIiNJTWVyXnjpOmHkU5cFz9+8RKnGBEHAD9/6EQ/vPuJ73/kRP3nnAzQe8/mUV7/wMkkvYXvtEmUGppoTBglhNCY/XBL7lyhJsS6BJnxUeJjmoITzZDfW2s6bW62EtCxhn2Z8boyFNQWBr4mjgM2tddbWRszmS45++hFgOxyBa11oJ0g234Bb0WoAcBpqZzoB4Tjw6fVSydazAiaqKkxZMCkLgiDGKSOQbed3E22dlqasynbdqF4kqELpbCzlOrRHv99nY2ODOI6l/m9lE7eISOcctYOyqAiiEBTU1oKRBjigI8Gp6xKnBRaNFrq5MIhR1jBaHwl5yuKwgzo7myMMTZowiEmSHocHJyglpD/z+RwNxGFI5s7rp2T5As8PyUu5x421C+jA58KFi2yur2GqgvnpMVWZky3npFHcYDkUe48e8+jRI2aLuguJnLICeKs1eb4kjCK2whDlLEVVEoYhu1e3ubRzgb3794jjmK997es4U6CwlMsp1lTQlJ0dhryMePfdd7nz4cdURqo4kpC20tynnIQXKMLQb5KM0ml87bnrjPsJ2WzKzqWLPLO9Rl1k+LbCmIqgnwrs2/NERgKPBw8e8vDBAYGO0Nqn9uWz5lmGskbAcEmI1QqnLMuioD/s8cILL1KUC/b3H7Jz8SLp+Br9fp93vvejhmzI4qKYZTanrHLquqIsZTMnacSsmuE3FIxOKzH6OqD0hCFLNSGaRnd9U0/2f3zWDWTt+NwYi+ODu4S+YX3c42tfe52XX36Zx4dHmP/r3zBfFMzcSedmtvyZ2jmWtsQ4Q17mGBxa+Xi+pqxykjThmd0diiLjy699ketXnyHPFpSTGZgaZwyhUiwcKOXz/k8/4PR0xrIuSdKYsiwJlIfSmqo+yz94vkahQRvWtjfY2NhgOp3S60VcemaH//wf/UM8C76yuKY3pKxrwlDe8//+4/+Xvb09tO8RONm0ld+Qu2gPY0p8X+MFHkY5KlPx6suv8NyNaywmp7iq4sUXbhJ8+WbnWVRl08iEpq6E0/Kf/bP/AVM76TupfTyv4RaNQqJAxJeLYsnm9gVmWYbn+6xvb/Da619lmWUk2nJl91l8rTDlEmUMdXlmaA4OjjiezKlqQxiekQu75rt1jjQKSYcJtWsMrad55spFnn/xi9RVSWUrdBigAg9jNFiL5wUi4BwGHRdEEkcoa5meHjFcWyNNIrQnwCph5CoJPY11FZ52zGZTvvKVr3D92g3W1kfc+/Ajct9D+4o4SjC+QpkSrWLmmQECKuPQOqIsao4OT4WARls87aN8ObUHqSEvC2kCo6IqKox1fPV3X2d9a5PRxgaP9kuCpI8KIgI/4fRkzttvvUOofYZpn6LMKMqctBfx43/3Dkcnh0RRQJ5bgiAiCGOMg2VWURhpGjNOYVrwIOBwPyvGxPlS6ZOvfdrxuTEWV688QzY7ZXFqpMuxrvA8xUsvvcTB4Sk/PhFaPV2f8TXUTV6grblrT6N9j/mp9Glsb29y+fJFjo4PCaOIGzdukGcLiolUTpSpib2AmbHM5xl3PvwYaONboXXXWpKVLbGt53mURnQ5nfbY2t7g8u4V9h8+QDnh11gf9LBlgTKGctlYfeU13BhKGougwRF4wvfQPlBVyQbyFNM8Q1oCQnYuXaDX64nK11JyMybPz2DqxtGyhSnlNb0sFX4Q4vmiApYEIcsib5qaKqqqQOuhqJovF2xduMDV55+jP+pzOjul3+thcZR1TV0UKGulV8eJUlqWN12vZU2Q+Cir8KzCmkbR3a9Fab5OmM6nKO2xub7Niy++SNDvMZ/WrK2vMxiviQEKA5HuU9LfomwJTry4MPIZj8cMBgOMaXtecupasCzOSa5oe2MTuzZkbW3ErVu36PV6lGVJlEaUlfSk1LbCWIMzNYGn6MW9hnyoIQ/WmsiPpKSKa8BuFq00zgeXV6A1u7uXcZ5H5RxXrlwh7qWUZU1tHUGUoLyIMEz4+OP7Ul5e8XiiKGQyOWE6PaWocra2rzJbzgiDBO0FFAbKqsY01RVhxjpvHJ70JlYBWZ+VgVgdnxtjUeZzjg738agxpmK5lIz21vY2p7N5l9m1PigrjNyesyRRAJ4GTxpwlFIkScLlyxe5cu0qvq/pl30JJZrEUBiG0mxVi4K2zqX8OZvNqOuqKWFpjGnAMeqMCl42d6MpOhiyu7vLcDwkW8zQCOgmyzJcVWIKIXIRejdZjA66pievoU3z8bC66aREobRHv59SLJb0BkO2L1xgNBqdUcU1icNg5RRp2/bFeEg3o8C5Q7SGKArwNXiFIohCamsIo4gLFy6wKDIuXNjmyrVr7Oxsi/sbBsRxSuCHOGtQYYy2hkopoYZr2vUtQmjTViKsUmgMFnntdDZl+9JFnr12jSAK2b50kY2tLQ5nOZUx6KZaUVtxrU0TSkh1R+aaBu+wtj5iY3ON/YMjlILAD5DpCJnOZ/T6CTdu3CDdvYTv+2xsrZNnpfSRxDGm6uFHIapyeEGAUwalNKY0nUyEhDWQ9uIGZGbO2MSVpT+IKYoM5Qd84YuvEKU9ssoQ9vqUzqEwRFFCXVt8P6CuLPfv3z/TrvVlnZZVznw+Zb6Ykpc5WbZguVySrPelglNbagfK8/GCEKV8wBOWdIVUt5p5aQ/Pn4fW/I1CcD64f4+yWFBlc/qDlDiOyco5VVVxeHBMVufEQUgQ+LT93U4rJvMZ82xOEPlYT7HIF/zdP/hDkfOzFScnRyjtEUepsFqZCmcM2ko1pCxEqassS/xAYuzNzW0WiyVB6JGmCVm26GjYbt26RbC+zmA4ZLy5RTocykILQ2I/oHaWwNO4WlFWFf1ETrayqvEDyQnEaSJMVTjpsWgJcjxNXRheeeVV/oPf/xvkVsqmtiHs9bRHnPagNgJK8hqtEAxe4KGspa4scSyAqwsXdzg4OMApizGOJBBxJDyP+XzO7/3O7/Lv//X/kOF4jZPFAotjWVZYHOP1DTznUSNEvcYpKiNando1EoRxwvUbN/GCiPv7DwjimCSMmE8XHebBKM1zN5/nP/uH/4DHx8fU1pIVAtHuD6WZLIzF9c6zhVSLTGMqVIBrIdFlyeb2Dn/r7/xdoiQWgFbT7aq15l/963/N8fEpa5sb7N64QVEULBeiNJemqUDsg5C8svSCkMoYnArIy5LEB98TcEULdHv+1nUuPnOmmbtcCvvaYJRw7949/vyN7/LMs7soP2ae52RGMDQ68DG15L2icECWZXxw+46sx9qgNeTFnDLPKKucnZ0LFFUuwttlgB/FLPKCw6OFEAYRY4QGSLpi2z1vHbpJWq6KXMF5ESmgQzp/2vG5MRYnp6d4yhDoM32JtmmspYxTnmSB6ya56Grhe4zThNd++yv4UcjJ6SlxLBocpjCEYUwUNRvTKYExWwCHMqCsBU+o+dt+EukYFI6JxWJ2jmJvd3eXjWvXhFhXS0Kstg7fD/EC8T5aXU/f9ymaBjGlRKLPotjd3eWju3clSdg8fK+p9YehKGv3ej2hileeMHI1z1rhiZCvDjFljjGuwUVIHV5rMMailObq1atsbW01mp+a0BM5x3Qw5OL+Pk55Er602AI0vjIYrdG6at5XUzsraFXjBCuhFGUtjFeXLu8yHK3xgnkJpSQRW2QZvhdydHRE8c73SXt9YeQyBpQiilN8Jb8n6vRRgzGIJJdkG+w0tik914AYDaegbrtqPSE58oKAwWjMIsuFtq9lX0eAUQZ5PkmSEEUJShuUV4kYkh9AnUmZCqCDZjsGo35HnxenIrkQpxFxf0Cc9qhqSxx7RFGCM5Ksrp3Mve8HBEHI5FTY3Vs2dmMq5vMp/V5CHIsXKqzkXsOtGqI8S2UcVnmAh3WyBlyTQlYNFOWTxmo4srqXPu343BiLwdoGaegzPzmkrBxlZQn8hLVRn5du/RZJHHYM26tKXSeLGbfvfMhvvfpb9AZ9Do6OqE0fraE2kPY0xoI1CqUDPE9hPSNks55svqIyXLx4ka2tLfEwGjRgq9Du+z5vvvkmk8mEK1euUQSxeAOexuGhnSMIc0Lfww9ibGlwVhMEMXVZyWmua+Gd8H2+9vWv83Wt8YIz7U0vFHbxvXv3+fZ3vyclST+mto3L7BzO6kaUJsQ4D61C0EJH2LGPe4raVFg0X/3dv9YtVK01Hh6lqQlCqY68+c47DIZraB3g+7GA3fBBizCvMgbth9haCHJ8P8CGoXTNNiCr2A8J4hi/4S4VkSBF4Ef0h2vc/ugufpjg+TFxOsRpJYlE4ygt9KKYNE4EOYlsXunMdR3ZrHOOcKURQrpbW5i+JHM3L1xiWdRYL8BZD+1FhEp+13OOpDfEC2L8KMYWGZVtdWgVYeT9DA+pUoq6MpQNVwi+rL95CSpK2b1+k8m8gLBPUTnKGtCaQW9ASEQWZrisJssXzBcTUIYgVAyGCV949Wu8dOtF3nvvPb71rW9hHWTLEnRAlPSgWDLLcmo1BD+mchrr5GDRSgnWQ+muLWH1utvvq95EixH5tONzYyycCpjMFnjap64MVWVw+GjtMx6v8YUvfVFccSVKYADGWe493OPoVColZV2jPI2taJKRQadb0YrsWlTTXdh6MKYjuk3TlDRNKcscz1PEcYjn9UiShOFwyGKxEOORhlgsSmtpVW9IW7T20MrHag+rPGpj0V4gJ4ITGRmn6FrglbUCJ1bgaoe1mqQ3QGsfax2e9vE8hR9E1BUorQkCjatqQbeqVv6OppTr0FruTU4V3STtGor8ZuPVZUlRC+WcCPg4oeXTqtEH8fGVjw6Fw6H15GoFtpZmPQDl+/hOKlDK95rStiIrSmoPvCBka+uChIB5SVHWeH5AWVWkYUQSx0RhQBonzBfCsF2UBaY2gPRsSPZfukJb0lznhEFLK0GjllVNnPYYbmzQG45k7ajWqDSgPj8mUh6eDjBew49RLIV306gOIbwa89u27V6L16c8R17XRHGfK9du0B+uE4QJlSmIY1Ek83WAF2l8rYnDhOHQ8uKLL5DNTvGc5fnnb/DctSusrY0AKMuKIAxxTghzjIWiKqmqGhuB0Bnr5n48WiR/I9309L200nG6+tqnHZ8bY4ESToN+5HWwY6UVRV7g65AgPVP+8pRsNh8YjUak/Z403jSAlMI1qD/tS3igxejUthbX2gqkWSENaa3Wp0yo0Ny1CFAp08rPaZpijCHwA0lgCqMGge+RxL3mATakvp7FGovijDZeKYVDYUzZeBWNoXBnWh3T6Zxef9CEJR7KE9YtP4zwtYfyHdo6wjDGLOcCfW6Ql84Jf6TWviQLm8PSNSxWlTUNlD5E6ZK1tQ3ysqbfjwm0QKNB4wcRzkAQSSdnXVZNUthRGYun5PQ3TaIziALK2kjvhq+l/OdLHuK3X/8dwlCqQJ7nS9dlGBFYixeJwfZ9D2UVfqMGV9cSumlv1bM4i8FtwwehlEdRy7PpjcZcDEI2NrcxbUVI+zgrcb7vexJyAGEsiWgSyWv57knPQp5VnucAnaaM1hpVSLv7aH3Q8K56QtHvRCiqWE6gUXIrwwKwfOGLr3D8+CE+ji9+6VUh3IkiJpMJxhgSP5SeJ+VRFAWLeUZtTJPgbddNqx7XJlt/tlza/rzKwdmO3yhjUVuF9kLyoiCKEoaDMWEYM5k9JugFlHWG3yRysjKXidAaPwrp9/vUdS0xcBzR7w8xpqLIK0ajNUG0KZ84TjFV2ahpgbYWZSxZKag9a+uGTTvB6zL8Avm9desWADs7OzzKhHfB93yU8qmsYXt7h+Vihq0rsBCFSePCt/KKrguL/XAgFRH/7GF6vihf3Rpts3N5l63NCxxMF9KyXlbUVUWYRISBT4hPGHiUZdKVc409k3G0VsKBllAnCIRsV8dJJ4KTovjtr14HFMfHJ2R5LX0jFqJIehJU0HQiGMPW+hDtLEXuEzQck0rpTivEKJ9lU7XytcdymfHuu+8SRCHT+RL13ntU1hAlPU6nEyJTn1Hq+5LAXd/c5JndS41MQdWR31hrCY3tdFEWuUC7wyihLEuyLOOntz/EGMOdj++xyDLx6JTXlDKF/NY5R7ackwQ+mxtrbK6PcMZS5+6pYYi1Z6LWWZZJIjFSvPPOOziliOI+QZRQljWDvujLpmEo3K7Zktn0lAfLUzY31/m9r/81bt24gbIVrjYUZcb7778PTpOmfTwd4ZTky46PjzHGgdaY2qEiH4+2fHqWxDzzjs97RG1I+hub4NzavsqPHn+fJE2w2zvMBynGOPJ+RKkcnjfENFh9HYg4rjGGcLjGS1/8OtpfI/GF1CVIluhA0x/HVHkmrrzvC6NSf8hSC9lN6PksFgviZCAtycojUmf1bAf0+kOWyyWTxUOiKOKHdw4wvmUxXzbxcoyzqtMbyfIFw2HKzs4Oni8MX4rGsjenZOkcOtHdZtZaU9Q1pjBMTk8YDAZ8vPeYLMtQ6ogsE2N20uixhmEo/RZJ2AkOAWe6q8rHVbaTzqMQwFZsFaWBN998i/l8zsWLFzk8PKTf75PnQmuYpmlXFi3LQoBpQcDVq1clTCjOBJlWT6uyFqTqfD5nOBxyeHjI7du3mwSmJI/X19c5evCYixcv4qlU2LpMxexoJtWLMuNkcizGwlYdIZCAzs5c6/aUb8F5VVXx+PFjjDGcTE558cWX6PV69PuSoDw5OWE+n5MkCctlyGQyYTI7ZTqfNCGkfuop3PUfWUuv12M+mfPjn/yIOI4Zj8eM13p4nsd4tM3W1haj0QjQHB8f43keJycnBI+WPNx7wE9++DF3bz/i+pXLBJ4jCH2G4xGVqSnqJcOhT21LlqdTUXXvjZmZHkEwojYBHiKDUCpDpSRESj8hzGhFms+JXTWh+6cZnxtjcfPmTZbLKfuP77NYLBgO+/i+eA1p0oeGEr9aaViy1rK3/4jRaERRFN2Cr9yZ8hcNJHjeiC3bwbDbXJ4nEG3rqnMLwzV4Bc/z2N/f5/79+9y5c6eTvysoCQP5OcsqnFVd2IKyXL58QRZYP6XIhAmrg5g3X+0ib0+A9tr3Hjyi1+s17511aMl207QPvigKBsNepwTeVl/az3oyblVKGMiLomB/fx/nHEdHR4RhyGKxYHNzs0uGTqdTQZVWJcvlkrquWS6XWGvJ8/xc70E7nJJFWlUVt2/fZjabsVhICbXf73eAqjRNuXLlCoPegAcPHpBlS7a2tlYEkuozGruVMCRNhl0413okg8GA2WwmLFnNBhmNRjzzzDOkacr6+jrj8Zi6rnnw4MEKHsV2glJAh89ZZZiS13U3n23CO+0nTKdTlsslo9GI9fV1emm/+9vd3WcYDoeUZcmVK1fY2s/5cRRiapn3Rw8+xpmCv/E3f5/5XHRTo0aDN4qFhsFYh9Og9IpwldYd7Z4nDxRWvKHV0f7NkwnPTzs+N8YCpRitjcnKGdY5wjgCp3nvp/9OevyXZadRSXOCTadT9vYfkSQJRVXS6/UYjUaC13euEwtWSrFsFL36aY8wDEWJrCnnZdVSQg68plTmd7Hf3bv3O87GJEnY2Njgy69/Cd+TU/z5518kz0ru378vPSsYTk8Pmc1mPD7Yx9Zn8ePqV/uebbjwk5/8hMPDQ6yBtbU11tfX+cpXvsJ8PmcwGHDx4kUmkwnHx8edotqlyzvAWc6jXRyrTUOrjURFUXByckKv12MwGHDv3j1u3rzZ/X6v1+Py5ctkWdaQs2x0J1Sn8t5s1if7D+JE1OKttfzLf/kv8b2AtJF32Nrc5tYLL3ZGJs8KoiDihRde6Fiu4jiiKIqu38Y5h9IrBs+diVG3wxjDcDjk2rVrfOMb32A6nbK/v89oNEZrzYcffsjm5iZbW1usra11HlNVCQL1TMv0vLFo76u959Z4xXHM3/t7fw/f91kul/z4xz+Re49jwjDk8PCQS5fEWJycnHB6ekoUD0UmwtUEgU8QJyThkO+//Q77+/tsbGzIs6kqeoMBi6KmqBwmAOcpbDv/K9UMpRRaaZR6ugH4jQ9D/uK7b2Bd2WXf62ZhLPIMrSvKRUNJ30zCZDJhb/8RYRhS1hUvvfQSW1tbKK1J+nLiWms5PTqW06QpH/padBtaWT5jDL1R2rQft1KAcuLs7e3x8cf3JGnauN/b29tygpZ1d+pGUcTa2po0kMUBFy5sdFl8Z35W00Fc/LMQxDlHr9djMplgDZycnBBFEZubm7QyfFEUsb6+3tCyycna6yfdBlrdSKsbqmutXjmN19bWGI/HzGYzDg8PefXVVzk+FkaxLMu6ZG4LcW8b6FrvZnURtt+NFWHkKIp4+eWXiaKIxWLBvXv3SNOUfr9PURTnFL7zPO9U6iXkko1clsXZfblmo0b9n8nw+43w0WKx6Oay3+9zeHjIeDxu8CV05XA403kVAxU37+Q6L6K9n1WPrDUaWmtOT0+7OWlfb7299fV1QYoa08klahXiK6iqEmdqcpNR+h4HBweSZNW6YRpreVOrBhXrSxWkAWJZK9IXqgET8gmG4tc5PjfGIk4TsqzGD0KCKKSoSqIo4be/+jpp0seVrnPl8YRrcbFYsLm9xaNHj7h77x6D4ZB+v8+jg8edlzEeDMUraB6iqepOOLhtUgqSRr7enckMAFy+fJk/+qM/Yjwe88EHH3QnVRAEDPpD4jjm6OiIQX/UbaDWggszON2p9ORXHMfn9Fl3d3e5du0adV1zeHjIw4cPWSxnrK2PmE6n5IV4P0Eo3k+WZbCw506R9v1WN/MqF0N7LUVRMJ1Oefnll9nb2yPPcy5dusRyuWQ2m53F6PN5t7lbY9PiXJ40THWz4Iui4Pr1650B8zyPo6OjrpIURZEYvvEGi4VAnKMoEu+wkOqDUp5Q9ymFc965jfvkpg7D8Jy7LZWtmsViThD4+L7HZHLKdDrlwoULnfdgrRAqtfd0BgI8b2jbe28/r/29Xk9K6oeHh+BUl2hN035nmLTW3P/oI+azCabKqcoc6oLDImM6nbKxsYHvBzgFQRBRG8dkXuF0ih/2qEsHnuu4XLRDCI2FK+4TgVYtu/tqzuI3qkVdNdiDvCwwVlqZrVM466N0Do26eFEUOC0LNu33yPOcre1tHuztARDEUYe6a+PS1gV3TqogcSwck7r5eZbPmmsQQhGvUeRaLpdEYcJ0NqOsKsIoIk4kAx/4oSi9jzewhm7RaQ113eY+zms4rD7c1ltoPYf2dKyqis3NzS7UaCs9LXX9crmk1+t1MX5rLFqillVh5FVj0f6OMYY4jrskpbW26ZjtkaYpSZJ0JcOw0dJs3fUnwT7nDYZHEESIqJKmLAvW1tYElYlk/BeLjPl8yd7eI7LtnGeffZbJZEK2LOj1eiilO09DNub5PM+qUWjnqt2Ybdk8CILOS2vluH4GOwAAIABJREFUIHq9Huvr6yyXS+I4JkmSzrsIgkAqP58QhrSf14aOo9GIyWRCURRcuiQ9KIv5kslkwocffoi1kn8bDAbs7e1xfHQgotaIhIHn5HmHYUhelfhRiHYBeVkTKY/KKFQQorSPdYKqRZ3R3Kimv+mTKPVW52e1wvMbBcqy1spC0V4HtcZplHeG6DM4vGYBG2fBwOlkwvr6Ol4YcHB8RDroMxgMus3TbYyVhdAuPN3Eo2cJu7PGLBDvoN2kvV4PgH6/TxhKnmE+nxMECb100CX+dKuerjVlVaDc07PsrcvdbuIkETGiNtM/GAx4++23WVtb4+LFiywWi26jtte8SnTSojRbo9Xe5+o9r7rN7ca4ePEit2/f5t133+XKlSvcuHGDXq/XxfVPnuarJbpV4+cHcTdfbYJ1Pp93uYHBYNAlWOM4bqD0iy4caPNR1qrOOLTJXa0hz8tzXsDqva96TtZaxuMhSRIRRQFaiwEfDHqdinqL45DDp0aps/t7kkjmyZ/zPO+qTtZaBoMBCjFyaZpSFBV5nrO9vc3h4SFHR0cEgccwHTCbnlIVUpauqoq1zQ20F5AVORtbFwR6jydaIXlNmKTUzsMai9ei0ZGCqXVnHsSTYdOva3xujMXmxgb7+w/k4SppXtKejzUKaxqMQuMhrjDI4fs+80wy08PhkLwsqKuqO5kJBdPf0rxhz2rq3UkctJPdupvyOf3BoOMuiNOEKImpTM2F8ZboUhQFp6enlMWql+CAulvMtj6TLGiNxNO8jfZ7v9/j+PiYJIn56ldf59GjR3z88Ufs7OwwHo8JAh9rTfM55xfGk9nv1YXTehWtqx6GYWegfv/3f5+33nqrM4yCczD4/s+6ru17rrrkbQ7G87zO6xgOh12FajabddWInZ2dZsNFVJVUP+SaEjwtPCSe5xMEGttqntSr2IIzo7t68rf3KJu4bry+MSCGNM/zz8QVXzXAQQMiC4OIg4MDtra2mExm3e9VVcXp8YGgZz3Fq6++zDf+2lf50z/9U771rW9Jez0CVy9rw+nJFD9ZA6+H0wm1ESFl59p7tWgnLKUa4bR4cjz53D/L8bkxFkkUi86jcp1GgyfQxG5SnGrshevsBulAqNM3NjYwTsKU2q+6B9mVy9rstvvZUtInlZXkFEwpy7IzRu3p2NbxW5zFcrmUhCBnp7d1Z0Ci1c3VJsie9tmrmy5NU5599ll2d3c749MK+6wanU+Kt582VsuD7XUtl0uee+65rnQKNJ2a5c8tv60uTOeUIFexTXjkePToMe+++1MBoCmPPM+ATCpB3lkZ1PeDLvegtaY2ZTM/Z8b1aeSz7Ry219d9aTlNqrro/t8PNM49vdQodN6/3Gg91tYYgBiG9fV1nJN7bnMpx8fH1GVFkiS89tqXuHLlStd3JNUeofd3ysNZRWlqgXRrH7SPtbrxehqvoflptZHsaZ7Fb3zpVDtE19QTJXDVJHSgKYOuehYrf9fG1FESs5wJuCeNk24jtd5DK6qrWc1uNzE45xdRO8mtqz8YDJjP5zx8+JCiKNi+sEFdmeZ3KukHWYHYtu6hNWe8D6vu++p4MlFYFDm9Xq9LRAJdDqZlgm6xFavX+4sMxurPTxqLyWTCcDjsNmRZlp/o/awuwtV7az2n1VBhNpt179MCrIAuudvmDKIo6kI3pRSeUV0up4U3/7wT82nVn9W/acOZdj4/zXiy/N0mxNvqWyd61eSG4jjmxvPXeeGFF1BOiKPb3/N9H7SmttJJLQJXIeB3CUylNRoPGjTpL+o4XZ2PJ5/5px2fG2NRlSX9tIexoh5WFSUEkmz8pCqRVTDs9ZjOZ3iex9tvv83R0RF/+2/+rc6INNQX5xZ8N4nthvGb11wb7zckOpHoZ+R5zp9865vkec7NmzeZTCb00n7nxhtjGAwGkm/wwNqy+TmSxqtmU8CZ8Xpa+RFgNBo0OqRV955SupQNnKZxd2+eF3Z/u7qRP8lItAat3cDtphoMBkyn0sjVVivKsiQMg6cailUj0W7KXi8+V2Ktqoo4jnnllVd4//33u/xHa6SSpIcx8tpiseBHP/oRWbZAKUUYCSXBeDwmiqImaZl2+ZzVxG7nOa6EKFUpHtFq8nO5XH4mYchqstdrtF8VustlDIdDTMM2f+vWLb7y5a8yGgyZTk/xtcfJyRHf+c53iGPhMTWuBczlHB0dUZvLEIDFb/6veV4dFbxFt4JGnK+wtePJdfDk//+q43NjLHxfoNdJehY6nLOQn3CzJycnLPOM0WjULaKwYX8WDoHWHWnKf0qfW+Ry2unuc+RL/l1VVce18Ad/8Afcvn2bvb09drY3AJqMeojvB92p5TBUlRClBKFPv0H3rS7c1kOQyzpvLObzOWmadvDx1RO5vd7uVGrGX9bNfFoYkqbpOXSjVIzOSm9Pfk4bGrTzPJvNuq/JZCKSkXXN3bt3OTk54Rvf+EaXNE1TAXB5TTK4NTBlWTKbzTg5PaIsS/r9Pv2+GOWtrc0u9BuNRp3heHL+lFKkUdrNczvak//TjtXP6d7PuQ5H4pzrDFye57z/3odsrK1z7foui/miY81a9Uq09jCVaTRvFK1KiXNnLQK/vrTlLz9+obFQSv2PwN8FHjvnXm5eWwf+N+Aq8BHwnzrnTpSsqv8O+DvAEvgvnXNv/TIXssRgopRZ7cjqmMqlaOXh6QKrS5xJuwnu3GDriKMYbR31MkdVhqOH+/zg7TfOl8Iaj8HzAjY3N9nc3JINHPoEgYcXC45/Mc8aPdMSnGYymaB1SJGXTCYzPvjgA7a2trj27C7Wl85GrUvAkoQ9FB5ZVnHnwwcslznz+ZzT04dy2lXSubmxscGrr75KGIZsbm52wKDT01PhiowH5EVFmvapawGiWQtRLF6EdU7a8HF0jDhPjE80HE94HKuowK6DtAm9amPQOsQ0c96Woj2tmc/nTCZHHBwcAGLo0+GAIAhY397i2nMvgFNkiwUnx3PufvyQfFk0zwRsXaECuZayrojiiC+99uWu27c1NMvlkiwTDZjHB8csPnrQVFDkM3d3LwvkekMQr22ita4E4BWF4vm1MPUoSs6dslq32Jgzw/2LwriolfZxCCGNk7ggzzLCBohVliV4msOTY376wUd4wR7f+cF7DHsDPFuymJXEPvilgBCjwRr/7oMHPMgUvd4Y5UKwPnFTPq0ri/NSHAZFKbkXVdPqUz7pTX4WXsTTxi/jWfxPwH8P/IuV1/4J8G+cc/9UKfVPmn//N8DfBp5vvr4K/LPm+y8cURQ1p+hZv0QQBODMJ0HgAVbKYVKe6/V6fP/73+9QmtZaFIJIfP75FzrWrfbUruua+XTO0dERi3nWbOoE3xNE3mi0gbNw//4e9+/f7xpy2sRl65YXRUEcpQyHQ27cuEFRVMxmM7JMMBMff/wx8/mc+/fvd+i9K1eucPmyLPg2e5/lojSeZRm+rzsvCX59iwA4V65s/91uShDMSbuJDw8P0Vqzvr5OkiQkSYIOg3OYiDAQBOru7i57e3udt5JlC/I8J/VbTdD6XJ9GkiRdn8dgMOie0e7uLtPplJOTEx492mM+n/P222/T6/XY3t7mpd96sfNEsOG5e3LOde+/6h05Z89tsk8zVjfs6qFWliWp71NUJZlecry/JziLVAyZH8lhsciWEt41CXLHeePVCmu1ORz4q/c2fqGxcM59Uyl19YmX/z7we83P/zPwJ4ix+PvAv3ByN3+hlBorpS465x7+os+RRXq+TRgQPoInMrurD7ytrQNcv36d9fV1BsP4zE1t5AcF7OM1Wf66EazJRRFqdkzgC4pwPF6j3x/iaQFz9XpCUiKb1+8axiSJScMP4QvhShPqjMdjnFNsb28zm8rfX3n2GovFgslkwsOHD9nf3+f7b/+AOx9+TL/f54UXXuDy5cskvZSNjQ3m8znL5ZwoimST5ctfNIWfarSGbzUv0eZGqqri+PiY5XJJURSMx2P6/X53mhtjqJztErFhEKKV7jAWnudxfHzMeDzGmBrPCzpcyGroE4Yhs9msy0e0yM7WgPX7fba2trh8+SLT6ZQf/vAdsixjb2+PxXLOaDTi8uXLPHfteoe7kDKwJYpiTEN3uJIA+KTo9i89VnMH7dr0fR/rZF1kWY6rDQcH+6SBwOgtljAIKJ0jz0uCMBZ9HLwOKiCy0HSqai1J71892PtXz1lcaA2Ac+6hUmq7ef0ycG/l9+43r/2MsVBK/WPgH3cX4muiKKCuFWCbEwVC3TAIPVHybI1He/JmWdb1PaDrxohIrCoJpIJsueDw6LjrqozjlMFwzObONr4frGTyFc6qJtFXY4zjmd3LfPGLrzKbzboNorXfVVaiKOqMiFKKPC+7SkoLs277B5577jniOObg4KCRrzvm29/+tlwzjmvXrrG7u8vzzz8H0FVAzvpA2jj2szlb2k3ejhYFenp60l37YDBgc3Oz8wDb62qNZStDADSCSBFREPCHf/iHvP766+w9uMt8PqcoMkajAdaJNILv+0wnc+7f2yOKIra3t1kb9zvD3F6L7/toZbAGhsMxw+GYa9euURQFWbbg7t27PHr0iO985zt889/+OTs723zta1+jP0ib51WfHTha0KHtmQ2fvn17NXfSHl5xHOOhmM1mnE7mlFmOKQvWR2uiQqdF4HmxLMlLx3Bjixy/ISvyQakux9Y96rbM6xT2r9hifNYJzqet3qfeknPunwP/HEAp5Vqk5Rl4ya1k3euf8Sza0ZYpW2xCURT0hym+v3oyGol/lwJjHo1GDZFvJNlrVlu6z+LQFinpXMXa2jovv/JbHBwcUFVLyS9ESaeH6vuqE9JpS5txHLNcTKTpqzfoTtG6roURqzdgNFpje3uH4XDMfD7n7v2P+eCDD9jf3yfPl+zs7HSdiW1S7TPI050bXXm5Wehddy+KwWBAkiTEcdz9fwuhb6+nrmuWRU4cx0I0rHyOjo64/dOfdh2sF7Y3GA6HUmVKEpT2u+d4eHjIt7/97Q6Gf+nSJcbjMZcuXaLX63VGpTXILX5isZhJn85g1Hlmh4eHfPc7b3F0dMJ3v/smOzvbXNjZYmtrk6KoQVmEsfmzqRC0ow174SwR3XpMiyzHV5pFVdFrMBZAs2YdeV5hnYdWAQ6PlhbReW1lboVv061+/6sNRH5VY7HfhhdKqYvA4+b1+8Duyu89A+z9Mm8YRj5FmclEqpXGJc4YgZ422gXbUs+33aFtGLJYZF2ibNCXprJ+f9gt/LqusaqFQsvpWlUVrjnNer0eRVF0eYU4jrnzwY8bQxJ2J69SHmWjei3XJK3mvV6vc+nbk7J1udtrDYKA3d1dsizjmWcv88Ybb3B8fMwbb7zB9evXuXnzJhd2xHn7deQtzoHX7JlM4+bmTuctrQLLWsh5m2uI45i1rU0eP37MO++8w3e+/T0W8yXOGI6ORI/1D//j/6gJQ8S42qai0+Z77twRuvz5fM7t27dF92NjQ2gTm3zTxYsXGA6HUk1RLa7FdX0eGxsb9Pt9Br117ty5w9tvv8nh4WPK8iabmxtPWTwd7+BnMoerbfztXAptgSUIheskSRNBrfoBWvlUthUTcjh8OaxQuK68rXDK4TqORIVzRuAEn77d4y93j7/i3/2fwH8B/NPm+/+x8vp/rZT6X5HE5uSXyVcAhE1lot38WZbhB7pBQfqU5oxHYTUUaROc7Qlf1zVKK5ZFTl0JcjPp9di6cAYzDuJIKO0Rl7mqJTnZdm7uPzpoKhmn3Llzh8Vi0bRuSzns9/693+k8msVi0YGorLW89dZb/OAHP0Apj8FgQFlkBEHA2tpaV/a7dOkSV69eJQiic5svSXpYKr7xjW9gjOGDD97n8ePHfPOb30R7ii996Usdsct8Pv+VzpX2utu5a3kXbt682Z2EZ81Ycm++7zOdTs8lCafTKW+++SaPHz9mMpkwXS46D8TXEYPBgKgp/85mM9Fjda7j0nh8MKHXG+Cc9H288MKLBEHA0dFRh1KdzRYcHUko9MYb3+uSnTs721y+fJmv/s5vMx6P2dnZQSnX5JMCtrY2GA773Lx5g7fe+h4P9u7x+ldfAyzGVqJnqjQdibN7+kyurrMnS7QyWi+3gbuvkCp5njz/8VgS3i++8grf/OY3ee9H36efRhhT43s+VQ2PD09JexvgpeBiUMg1KbBOJA2cdugOB6RRzja6KStX80Q+75MqO7/q+GVKp/8LkszcVErdB/5bxEj870qpPwLuAv9J8+v/Cimb3kZKp//ol72QFmxjraGqhM6tLCJi30M1uPinjfZkD4KA/f19AIbrY3xPYU3ZyN1Z0jQljqW+X+TVudbxwWDIvXv3uo3zwQcfsFhI1r4F24RhiOeJrGG/3+8+XyDfUmEJA930bwQ4p2QTTU4A4cYIw5A0Tdnc3OS9995jd3dXYvTGAzHGUNZ0rv5LL73E5uYmBwcHvPnW90SxKkkwplHPqv9yR2JrJNqcQ1VV7O/v8+DBA77whS90xnJVDqHthk3TtPOOvve97/Hw4UMePHjQoSNv3brFeDxmNBpRl47ZdM7+w4cdU9VyuWzmdMnp6TFhNOjwIp7ndVot7em8KhcpDYEJVVVSFAXHx6fMZjP29/e5eOkC169f5wtfeKVp8gvJlwVyMFv8QFPVNPdGE/NLMl1gDJ+Np9au3zb301IUPnf9OlvbEkqGYYhxVhoitVBDTmcLFsucIN1EqTZfAdLmQKOi1/TGKIvndANS/FnymydD9M96/DLVkH/wCf/115/yuw74r36VCzGmxvc9prMZm5ubjMdj2RCVJBg/abSL6+joiD/5kz/hxo0bfO36Vdp2dkkGnnUt1nWNNbIhT05OePvtd3j48CFxHHeTPRoNOiKTqqooq5yHDx82LF22S+plWd61SW9tCb6/PbGTRMKPlkOh9ZiqquLevXvs7e3xxhtv4JzrkI4bGxs8/8L1xl03GAPPPvssV69e5f3bP+2SpJPJQioki3x17n8m+fuU53POq/B9n4cPH3J4eNjhPZxzHVXdeLyJ53k8fvyYP//zP2c2kxzBM888w2uvvcbLL7/ceQ3LUkKq09NTLmxdQiuP778lXJ8Ai8WC09PTxgMoiOIh7733HhcuXODq1avcuHGj8+QE65KJmtoKgEwpTZKkHbJ0uVzy3rvv89033uSP//iP2d7e5rnnnuMbX/+qVLL6MVEUkmXLpkO46dvBw3XcJZ+NL98ai9b7LYqCfr/P66+/zmQ65Qc/eId79+6SJBG+71EVBYHSLPKCsnZEyYC8Buv5nfCxbSuCIDjvJzygJ3k22p9/XQbjc4Pg1FqzubXOzRduNKQgwmLldy3XTzcY7SnknOvIWlpXTLyNx0RRhHMSruRZye3btzk8PGQ2W1CWJZubm2xvb68QxEir9XwuUoqiNl50gCFjDP1+nyhKus2glOD419fXuXTpEs4pjo+PwSnqepV3widNxBvxPSHenU0X/PAHPyZNUz66+wGvvfYaFy9exPfPOkXruqYsy3ML8i+L3Fw9/Voi3rZMCmdl6LIsOT09xfdjIRa6e7dBUW5x+fJl5vM5i8Wi28xBEHDr1q2Ok7IqLHc+/KjjOHXOcfv2bT7++GOybEFdlxgbdHkGrTWj0YiyLBkOh4RhSBwnpGmvyeeJq7/af+J5Uk1pcxpHxwccHh6ilOJv/c3fo27yR2Dxfd0YCq/BpZlmPbkGa/GrrdnVIbk2dY6C0DQ5m7JZN/P5HFvX0CjOr+a7nAMBE0v44VTbPPlJWBDd3MfK5zfjN95YbGxs8KL/YmcoOgKWKP6FMN32xIVGD0IramuIopj9g8dsbm5SV5a7d++SZQUPHz7EWkuvN+Cll3+LXpJ2VQChfhMw1DPPPMPm1jrT6ZQ7d+50sfRkMgFEkPfk5IQ4jimKe4SBVFiuXbtGWUrSrS6rjvpt1fq3uY7We1ksFpycnPD46AHWWl577TVeeOH5jv2qhYCDbPo2V/Okwfh5J0v7dy3nRBtCtAZpFWLftqm3BLs7OztMp1PquhbCmiwTQtqtLUkCGzFm77//Pm997x1Ojk+7zeB5Xnf/RZFhbU2WC0T65OSE2WzWGeIWWNX2xLTX1IYkkhAtu/b11nAMh8POeKW9uBOEaqtScp9Pds3CZ1VRsNbirRAray3s7Xd++hEOOD4+YZnNCfUZp6m1ImCttYaGHezMeTh/XY4mHFm5hdX19P8rY7GYTBn3BmjjePxon+FISGxqZfB8D1ecVcXPPXKlKMqSk9NTIfqNIhItIKbhsM/i5JSN0YjI97m4s8VwOOKVV16hqgzTyZyylArFzs4OSZJ04UlRFHz00V1+/OOfCDeGCun3xvTSET/64Q+Ats9DEqtp0u9yHGEo3YZRFFE58HyP0eYYjIRGs9mMMPKpTSnxp3PEUYBzPqoH7935MRef2eELX/4SLHKmkzmKkDQa0osHTE5OiaKAUrVhSDMrLdHHStx7bqq0xfPB2BrtqS6hKb0qln5/yGw2I0l6RFHCaH2bqzcG5MWcj+9+SDJMSJMhl3dfZLnM+M53/oI3v/9jprMTHnz0oEuOCnLWUNdVd7pDu6hFeT2NQrRzFFlGEkX00xTWxk3Ct6aydZf8FWMGGg1Go4x4m3EckxU1KId1jiAOWC7nZMuaMOhRVRNef/13m8PGw5iyC0vbvbXqtf4ym8488VLHraI1VsEsW5IqKBtA2k/vLohCj/sff4w2jo3NEbPFnNopChUxMSWqt0ldg6cDdPPMlBMxpfZZtqTClaj2Csp5ZSM8STf4JPz7s+iL+dwYi/39/QZ4VHPx4kUBYjW1aon5o6e63Kuoubbc2nolbQLNWsv29jY7vs98vuAn797G90PCIGZra4t+L+bk5ISHDx8yn88binrpL2jLm2344Zyjn+huU7QiRG2TVFUZqmpBURRo7aMCvzvBgYZw9Wcb49qHW1UV/f6wK616nsdoJAYuiWL29vYYDAfM59NPdSi2nbBt5WO5XHbz6/t+Ewb5nWdz4cIFnNXUFfzZn/0ZDx8KKY+jIkl9RqPRuZCmXZytd9GWTJ0TceX5UvIubSgURGH3/AxnZe02YZibjLoWlTdfeR0rukbh+bpLiDrnODg4oCgK3n33XcbjMRcvXvxMdDN+3mjvreuhaa87X3JyvJAScrNGyrIkTgcscktlDRD8StXbn5eb+nWMz42xuH///v/H3pvFapZd932/vfcZvulONXZ1swey2Ry6GZKiSEYdOYkURwjiBJAdWJGEQLIEI8qDgyCAH+L4JXkx4IcMMBDACg0HiYAMVhwHkQDJVBxbZCiRoiUqpkS6m01x6KG6qqvufL/hDHvvPOzh7O/c7w5Vdav7SvIufKh7zz3fGfaw9lr/tdZ/AVDXi8htKISIqnd7AvKfsl6F+IXATh3yFwaDAaPRKDKGX716lbW1DcajNZqm5d47b/Paa6+xt7cXbcvapzmnsQVBJV4IgTGuTocOfJtWEGqKGgPGtBhTI4s8PmtYDEUgYBXdLhKa1payVFHoNQu3O7///e+nXniK/utb7OzUFGV2bGKcpYKmwW0B+8jznOl06kPMndfi6aefdoh902KxbG5ucvfOfb7/vbd45ZVXaGpH+KJNBWhGZR4X+OHhvo+snNO0tdfAOmFrrYUGGq+OSymR+66CaqDVR3b5QXmeY1uXN9c0DXWlMabpPCaBeMdKFo3LVtVac+/ePb73ve9xeHjI+vp6nEuPo4VNLQRnpTv97u4uVT1nXBYIIVEyoyyGLPZmNI2OiuBpY7fqbyed/yDnPki7NMLCYQhjXn75ZZ599umYsmxMiIocr/Qfh1374OAgBmfdvn2bg4MDDg4OuH7jCjdv3nRkJMMhV65cwVjFt771bd65e5/t7R2Mro/lKQQ7N0zuNPTYYlhUGj2rqasOpAIQIqMcdKSzLR1Vv25d7dNG6I5nw/ZYnkrF9GjObDanrmvuvH2bN954i+n0kH/ppY9x68mbsUKZsctp7mcBnmmwmrWuyND3v//9Ja6HxWLBl770JV544QV+8DMvM1kboHD9+9prr/G7//TrbG09zWi0zu3bb6JFRtu2vPbqN5cCusDnmqCj5uWaJ8Jt8IhepyYbOvKgum1i6YCiKDzoOaDMB44YGAk2wxpotCtS7Yo8O5f1cDjkZ37mZ/jt3/7t6Ba/cePGqm65kJYynwORQKipKw4P91mfrDEoBE2tmUzWGYzG7O7fo6oN5bjAoFDidGGWukYDxnTauWm7CG3j0giLH/qhl1lbm0S3YQiyclI4Q68IhA+2mVLKZ3i6CNDB0AFcdV1z9+5d1jbW2dra8qaEm9Db29vs7u6yvr7Ozs42ZeFch03TUNWtA9Cs0yC0NtSN7kLR6aqKac9HUNcdKUqjq85O9KnYmUg4M4ylNaZDFoRwRY8FPieliEIrhD7/yq/8Cq+vf4/NrXWKYuL4EqrmWJ+ctoMEQDClhQvh2FVVcfPmTba2tnjttde4f/9+NO2s7Z7lU5/KEGIDrS2vv/EGe/t7HBzuMp0vkqzT1gOPrki0FJZcuAjGSJEnwMoeQYvo/s88g5SQEm3h8HDK4aGr0LY+dlGc2doaEoE1FqmyGMK/ubnhx7rl1q0n0LplfX2NDvFKPxfT+sQ6IXpzc3Od0XgAtsIYUJkgywqMhrbVCHJElmN8wuMJ4URLG8pZLRUoZ7nTH6RdGmHx7LPPRvTagYQFUjr0vCzLeF4fhAoC486dO9y/f5/5fM7G2ibPP/88L730Ev/g//zfyYqcmzdvYoCmmUe6s6tXr3Lz5hM899yzvPrqq+zt7UWMIg19DuZHpH1TCimdfey0H8gLEISAHJ/IZjXaf/+wdmCmlJIygIBBq0CQCQVCUBYjdnZ22Ns7cG7HtqFtaz71qU+CNdR1hdaulJ54wBCBFBex1nkj1tfXPU4yiSQ2H/7wh/mjP/ojtKlssQVXAAAgAElEQVSwtnQTHMkHP/hBXvzYp/jcL/49vvI7v8vRfMZsfoiQmlE58gKyywIWolPPVd65eo21yEIhQ8Qh/jxcEFLbNFihkIWnLWhahvnA5cQYy6LSIBrW15VzNUqwVtC0moND59Ld3NyMdP1SSu7cucNzzz338BP0HH2b4mZSujIOf/En/jyf/4clv/WFf0Q2GTMYTKgaV2y6bRUqH5LnY/RCkqniRGGx6n5SnoxZpAIjHHvUdmmERXDfaW2WWI1cLYqT80PW1tbY2dlBShnrQQyHQ/b392MMRQDDWmO8+q747Gc/S56VfOMb3+Q73/8u93d3nJkhoPYZisIa8kEZtYhgj1ZV7XdFSS6Gfhfp2LkUApk7E0aLgOZ3xXLqVqOtxjS+0HGek+eBxh+Gw3GM66jnrgjPzSdusH3vPkdHB2xuOr7MYIbEFifE8m4S/0d4QNFENXkwGHBwcBBxGZeYtcb169eZH00ZjwfkPqy51i3tdMFsUVHXLkFPqoLhqEA3LSAc4WygqBfOPHD2e8B9rMvwNQJDl0GrtXY4f8CIjMUaUDJDCkXbmhiir0OVNyVp24bReEjVBIp+VwrAWk3b1tS1YTgsGY0GONPIV7Q3HQalVBfG3vcipP+f1oLWNpvNlpLIqsWcul5ErtHDoxnjtXVmtUFmOYPBhMZY8mLA0WxB5gl73Hj1h/e4l6MfjJWGfKdaxZ+oIkOuEuxJYvXkLTTYtdeuXeP27dsxcrOqqjhA0KmFjmrNBQOVxZDXXnuN23fvREDT8VyOY4CW9rVSiyLgECwh64FtKvBZCCFioRyllCu/KDS28ANoDI1tEMLF+wvhfOwIhUV4/s2apnZh71prslwhhCXPu6JJUsqTiLJObS4GoCvAdOXKFRdI5Xk6Oj4Oy3g8ZG08RKM5ODqkGOQMBg7PyQdDVKuxVsYye2Gs3CR15oG1LjZAyC6uwVqcZ8MLNSdkDdp2vztB4qeGBXRHVuNu5T0nwnGNjMYZi0VNoyu+9KUvAUTG8BB1mtb7gIspvBNammjnntn9v7+/y9HBHsJ22mlRDNg/moJVWCGxSGSWk5lHX9CPs10eYQFdrv6S0Dhdqofgm6effpo33niDnZ0dPvDc8zHIanNzk0XtqPvnVeVqcM4cB2ZZOEBPZoobV24uFdYxxrA2HkUexzDR3Kd7vrDpFIPST0Siu7HVmqwskcagPPuTbTVisXDRuzgTxNHBu8pTw3ICVjKbLfja177G0cE+UjrvisAFrwVc5yQz5CRwK2R4Dofj6G36xCc+QVVV/N7v/V7EMQLn50sf+wijcc5gPIiqdZZlbGxdoRyMeOudbazViIVFVotjC8USyiv2apgosO1yXEBrdPyeEcd386ZxaemRVUtaZrMjRuMhSgmsMGhTcevWdX74z7wchXUYU1dpbb50zUiafAEp/yk7VjBX8zxnd/v77O/vOp4VQIocJUvq5oi8HNPKkqYVVECtIU9cY+f1bK0yOx5HuzTC4mFtqzAhhsNhjAj86le/ynQ6dRwIgwyVZ7FCd6iQHlTFa9eucVTNl1xfwVsQGLZSAhZXNnEAOKBwNptRVw2LxTx6RGSmkCiUtUwXjY++8++nZIwHkD64iKSKdwjySt214L0+QaMIE/Mh+zgAtXVdMxwO+eQnP0ldd56VCM5teaEiu3oZTdOwsbHFeLxG23q3n7YI7xUCsEkYsjGdxhWEhm4Ak9DQ0ZEH20RQmOQFHd2if38BCENeFtT1gsGgwBjNZH3M2sZ67LfAgwF0RadYdrdDhzU9Sgv9EyJKg7CazabUdcWoLGmqGiMEs8WC6XQGokSg0NaTRJ+AQZzWVgmMx9UujbA4uUWKoJV/DQEw4/GYJ554InJFxrBb5Qhu5/M5xWAQMxuHwyFl6VKpbz3xlMuFUBkiEx5odRRmUgisEGR55jNXBzzz/ifjYt7fd16Yu3ccpYczg5roQlRqGLEMT2XiYgIAI8NO1GkWucoYjQbcvHmTF198kWo+I8skg2HmcQEZw+GlWq1adBOoO2aTsMVYINlrXNeuXaNpupgH8K5AGlpdoxdt7OssyxmORxSDAVXdOvtfagY+lNEtdG+KCJf8FTwPQZgaY5DaYmT3bNbYLhrSrgayQXtzxy3y4XDAvfv7jCclRZlz5comYGKo9XJpyo7i4LhNf9r8O19LhUXofykl29vbrj5t6WrTqqzgYP+I3d1ddHkTm3uwMivIhcG2y4s+juUZ93/cggIukbBwE8k8sGYREpXatuUzn/mMi7lvbaS2b9oFrdEMh0MarbHWRSgeHh4yn1V8/OMfZ3v/gC984QuR73J/fz+yXYXqY88//zwbGxsuD6Q99JNCceXKFQA+8YlPuNiQquOrPDg44p3tI0LhY601tCCUchtytszOLIRgUI6QysSQcd0sPCAXvDM1UmQPNDkisBp8/z7jNAgNxy9aLOWbtG3LaCQp1IBBWXIwWziTTFSsr21y/foNimJA1Vbotu3SpukWdjArbfCQSAAXs1JmRYw1ccCo6HgmPZqhjeMjsdZCZl2RYN+MMOzt7wCGH/u3foxXX/k66+sTbr/9VsRfAuViKEQczKvwjmFhPwz202+pAArzUWvN7t42rTehjDHkUnL37l12dvdZu/Wkqz7mtdRWWxSr67+cds/0/7NibR6lXRphYUyC7FvZbYtB+rN6RKdHR0ghHIW91hitkcIJAwAfFuW0BU+yGxKzsG7hKC148toTLtmpadkYjxzRim25dcsRqWxeGZLnGuScjPKYi6vVDqcQxnJ1c4srG5voG5prNw/Z2d7je9+/Td0aWmlp68ozKB1hdc14MqCujvjQBx3R7OHBPaSqaasDhPFlARqFEhJVCoxsIRPQrtYszAnkjEXm675m7u+T8QhrNJmSYFsCDaw1FiVBGifcmrkht2OQJdJkCFPxvqeu0jZzMhRClBjmS4tFCBXNLSEzsBrtQ93zYoChAwRDBKz7Hj4C1mkoQvgC1l6gOPMlB1uQyxKZC6RWHO4csDkZc319iyyTMWo0mAVt20ZvSqjLEcin+rwQpzXbSxMPoK1uncduMln3QXNDpMwwdkg52mJmGuwoY7euaQZDiq0nMcUW2g5ACYyek2dg9NjPW5ZUQ+vHVNgk8lcqoMPRnGcpMLQ7jfUiNY5LIywusq2SrCG8emlC46TzeDzmpZdeAgwyU1jrTBhVZCCMB+Aab3pY8vx4t4WJHsYmDOCtW7d48tb7mM4qbt+5D1iyTLr4kTyntS1VNWd9bY0PfMAJi6/+zpuefyGnXriw6TybHLvne9UmkxHr6xPKsqCpDViNtU6YO9+/Lwupm+gSB9c31hoPIh93S4b+c/yr3TFwrk4hXJEoJ1y0N++6otNts1xY6N1sASwNZlzATWLBK6MAwWy+YL6oUfkYIZSn/reRPi+NGk6LS61a9GkEZ18TSfN0wjUetf2JFBZpE+J40lb/79oY8lwBCiuCe9HzJ3iNRiQg5Cr4XHoegq5gravfenR0xNpkI3JJuHNdEpeSFtNKrG2jSRD4JIJXJuwSl6d1LkAXYOXcy8pnQiK8emxc8JX1fRLOD5hE9Hj1Xk0bl1UZK4SHsHgpEmFyPBYiXD+4ulfFTIjoPrr4/gz3S7ksrHXVySKwimW6qJgvagajLYx0tU6llShpscLlF/WjLk8yLdLz+sLkcWAYfyKFRZDMUsroieiDZZ0mILC2i9g06Pg3Yy14BD9TBVK585uqPXbPVRPUeVcURZkt5WQE4hmjfU1OlcXqY0VRLCUjue9lF+Lee+jWY5MKQJ6U4b0tzi4LWgU49Vj71GocV4PtPkKuFuDGunT0gH10wiCwXHVV1dPFFEDjkxZVGNPH1VJQE7pdP3hkBoOCVmsEc7JygJUKbUJdEOHMiESb6GsGKd7Sv2f/WL8P+mDxw7Y/scIitKBZpDEAsfP8jjcYFJGVO1OFt7Vd+nCqEobM11UT3QqwwoDsro20KOEo/+7df4e6WZCpgSuebFt006CEQSrpF0HHZhW8KQ6UNOTZ402xXtkiX+VyK8qM0WhIOXAkOsiMLJp4XRUwIYl9GYrtgMuPCObdsXFBd0CdSSn7vS9JdsWoOrzD+iA6s5Sjs/Qq1iKia/Lik6zSJMTUM2K0i72RKqeqNUfzCiMKhMioG4dhWWloknm2auNZ1dLi2in+E9+3Z3Y/avsTKSzS5oTF8rFjwiTOIefiaxpHX4fqdrCQCwJg7Ml2cX9QXMHc7Vg0N2RjKqUQmQTvVkW2Mds1DG5ZlpjWhYpfBGJ/UU0IiysTajC2dcCaFB48tmhsNEeM7/5QMzUAlggbzY00+rFu67ijpsJAya4KfX9xGAPWiOiifq9aH1sQQjAaTRgMR2TFAOY1VWNpWsiHJcLkKJFhpUJJ7QVtFzeRCtJV0aanhab3BcW/EBasWPiAkF3JAKOdDdzZtJosc+UNjXY7waKeoTK3i1qS6t7JCjXJ/SzLQBZA5osGKzpwS/iciGBaCFEt1Uht2xZhG2QWSiC4XSWQ50KXiHWRfXXclj/p+tIneDk6epKdfzabedKcBZmwVEfzxDwIi9x5D5xwFP53R9grZJ0IYqhr503K885cc4vEmWNGOhIjXevIWZLnOdPZUYzWvXHzGgfsx6fvdmexJIBCBO55du9+Wz6/01RanzuU+/IHcWMxoSykcNmz8wUbW1cxUiEosFYmBZa7edV/thTMXDWOfXyjvy4uYg5dGmHRt/UeR3MVoEwM2LJG+MjOruIZAoyvr4pPFgMcqGldHEHbdq7ebsKnZoJBCAMe/xgMSiaTEXsHhxxND1DKlftTSoBxtn+eu4pbHTNYusOYGNx3kTvFuZpNAFYPSjZNzXg85M/+mz/CYl6RlwNEcxiFRWoaBNb0ELcS3ms0KpcmePg5rW0ariGlZH865+237/LtV7/FH732ncgjig1jaD23SKjaZiIXJnic5TGmXgShm46bu7fEGNBGcHi0wMoCI0rqVlAZi/aLW+MT7zg7KjMcCyBqODfF6h5HuzTC4t2IQIudbz2AFHd5n/hkLdoYV5zIGESmorAwtpPYqihQdBI+z/PIwgUdS7bWmmHuFogjoj1isWioFi5acnq0QNgWJUuUKnwNzuVdw/3uvQOXxClSVRWLxYyXXnrJJWtJRTPfjYulK0EpXDEksbyzO+1OxjyUtunquMwW87g7hsUupWR331e6n06p6wVNUzFY3/AamhNiqZsWWCmMHmdbBXAr5dyjVgqqukXlJcgMrX3UbuDc9BQF/fq1fbMiBTD7G8bjfsdLIyzejZ3SRSiKmBAlhQubrqujuBua6PuUtOGZrMTQCQvp61ZUVeUp812Zw1WqYNMuUDLnIx/5EB958WMoVXB0OOPLX/4yR3vbWGOQ0k302WzGxvooCppVgsPS7SKPv63eoeaLKW/fuc0/+eKXeeONN6jqllHRmWyh+ljQMvo7risz2RH3pO8SODljiLwXNFXT0DQtwlhuXLvJ2tpazN1JGcuLYrC0s7p7P/46fxGP6WlFg9KNZ10Z9g4PKcp1GgNSFQgKJNLRHUjHLmb0cc9d9x6dwAjH0vcMLRSRuuj2p0pYgF/I/n7aaKbTKbduXaGuXKyDtoYQLLNomphklAqLWd2gtYs6LApXqmB3dz8CbvP5PNb5EGqBQNFqsCJHCMlsWrO7u0soWAQsLaoOuDNxAhp9eTSL+Xzu+UIWiVDrzEe3XgR5njGbzY4tInDenb4AsdbSNqGqlyBTXTp+XpZYC8J0xZu31tZjEJNSrm9D1OiyQH38rlNYrVkEs8oKAVa6Yto2o4lRtk67CNhK+N4q3OEszSI993G0P53Cwod8W+PyIr7xjdvs7uxzdHTE0WzKdDrHaLBSrhQW86aN0jtQ6ccgJR9UFepyFgO3O87noTShpald7sqwkKhA9JPY9XA8Oi/20bugTp/ebKyROplMuHHjBrPFHFPtx+cMC7woCtbW1paEYHQPUkSG9FQTCBmvQfsLpLzFsPQV6jRvvXGbpmliHAp0mNdpwuLdFLapBqC1xvj5YEuo2xaE11YlMfjkrKHtx1D8qRUWAfw6y/V1Ekq87GYCYi0N4382SOlU3LZpGQ5yZKZ45537zGXLYd3wndff5P79+84T0jSgTXd90wGjgjw+Rz/LMPwuhGCQZWQtWClYKwvEwNHACRRXr17l8GCPplqQoRjJgnZeka81DMscaSHLhzRmSq0rilIjfHCUQIKR2BMitU6aLH2z5qxJ1UpDoSRCSZSBTAgyIXj5Bz7JD3z8JcbrG4hMYaylOZzF+JBABwBERu3AKxE8RcPxhMZjFcH9CbCYV36hd0WPrLXs7jlTUWL50uyfsLe/SyZqsAva2Q7tfBc1dPEb7lqyE0LWhYm7XJPl/nhQjSOEtbv+Uz5Pw5ILsE2Nns8ZSIlZLGhnM7Q6YrQ55BuvHSCzp6nMVUQuaS1YNUMIhTUSoxXWZEh1MsBvElxMiBBzsvwuQE+L49jPD9vOUxj5fwD+XeAda+3H/LH/EvgPgXv+tL9urf01/7f/HPjLuNpq/4m19vOP/JQP0M5aAK4aVFfi8Omnn+a7d29z88aE0XBCU7tiygBb6xtRg8hVtwMOBqNjwiJ1eQW7u21bxiPnJTFWOPNGZjEk+PP/8Nf4/ne/E70xfeqzPsL+bregKQlhvIBUSJHxW7/1BfaOpmwfHrKoK/KyRC6qSLQcqOW01r6Qs2axWERta7FYcDSbUtcdv2mmuizf4LJtah2FS9W4PhqWBUUuGI4GbHp8JzynIwQ6e1GsUukfta1ycTtgez3iWwYX+m2NwMrTTYnTnvs8zxLOD+0iPCTn0Sz+R+C/A36pd/y/tdb+V+kBIcSLwE8BLwFPAv9ICPEhm4rjC24PMvCp5HVqrOLFF1/kxU//oK+H6mMzWh3TtVsP1mUh3Fg4VDtVqcP/4ZNW0ha2wmio6gZD7VyRSpJLZ764c/SSYEjV9vCO70VL1XkRcjKkQBtQKucrX/6nvPrat8iKAe3hXsRZAiGwtTbGHYT+DHhD7oPPwrvmuVtI1aKJ71vX7VKfGg8GP/fsU1zZ2mR9MsAaR5JjvKkhVwrXZU3K2uV5cyxq7yH7aumO/jlUnoNQtB7jcsn3q7k+zzPO5zmn73K9qA3nPFXUvyiEeO6c1/tx4H+z1lbAd4UQ3wY+C3z5oZ/wHK2PEp/UyrJkOp2hhJvEe3v7/PIv/330cI2de/e5e/cuR0dHWGupFxWLxQKrl0O+3YJYZpUCYhp027odMNS7KEO6tDdpQmXs2WzGM08+wWhQsrk+YV677FLY9MKmi3h06ezvQWSiCQi/czcHrszRaI29w23G4+sMhru02iLEHKVAKejX8ikKuzQ+xhiEkj5QTRF4U3VrWLt6BSmz5Fx3jVl15EPm4OrV64zHQ2e2WkPbGpTKyUunxR3bNOImcZz/YeX5D9H6cy8KWZk7rEpIkBnWKJCB98NgrEFYAUiXFX3KPdJgtdOeedWzXER7FMziPxZC/Czwu8BftdbuAk8BX0nOedMfO9aEEL8A/MIj3D9c59yaRVqB3CHoDoi7duMWo+GE6XTO9rarc9pUte90SebButBavTg2ICkjU7j2cDikqeeAdElCyflFUVDmEtM2NMY9Vz5YXmXpjvMu4b9LLTW1jPYh221LMRixu/sd9g/ntBrqxlBm5dJ3gyANJlf43fWNoG5rdIszcYQgzwZkynp6v+N0dyHVW1inmSglMGsDRzjUNLFA0VlzIPTlRZogwBJ2lfZBVg7QPmBMDRUoidWA6qI/g0Z0HgXnPAJuFWZxEcGOD2vI/G3geeCTwNvAf+2Pr9raV76VtfZz1tpPW2s/7X8/Fvd/nk+fVfm0Vtd1ZExaLBaMRiOeeeYZ7t69x/r6JmsbWwxGE9bXNtncusp4ss54vEYxHGGlwkoFSPJySFYMUHmJzApkVmCFwuCYrpEZViiqRiPIEFIhVOEzV51aWnnzxlHVZbRGx8rlKRAYq22f0cKiPs027aujq9xz6XXS8gU6kPsoxdrGOldv3uTqtZsYUTKrQKoSRI6xCkuGkAVCFtSNpW4sxioQOYicVgtUPsAIB/TVGloLGoFQJULlIAuMkPFTtzoWdcrykrws0Nqi8pL5fMH6+iZ7B0cgsyWTJwXMg0kTzKWz5k3MRE4+aQvzL/XgBJrHIIzycsLd7T0G43UaDRYFKqM1gHf1ZlmGZHXWcviEd0k5WdPnT8dt1XtdhBnyUMLCWnvXWqutg+P/Ds7UAKdJPJ2c+j7g9qM94uNtUkoWVc3+/gFaG8pyQGutqw0SnSkCgUQgfdTd+T/p+d3PAK62p8tWdUes6Dwq6ee9wixOalnmCiFfv3mDyWQNfN5G+umqny+7TVMtMHg94s+RySqZlkkHmSXsQZIVzvWqCmeCBDdr2mfn3UgetQWvTnpfZ066MovGP7PAlX1YFgyrF3hoZ41/f/N8XO2hhIUQ4lby618A/tD//CvATwkhSiHE+4EXgK8+2iNeXEtdhv2YgG3Pmwk+SCjQlfm5mu66DyIsHEVg58LD19kwvfEPzFF9lf3dmuxnNUdiY7DCIhQMx0M2rmxRDlxSXnzP3kcKV7DYaFfYOB5jeZKn73ka4GewsexhwDYCriN8welVAupxt7DrpwmGUkq0FZ7pw3nCApM7UjnvmOhMrVXP2dc00vPSeZxqOY+rncd1+r8CPwJcE0K8CfwXwI8IIT6JMzG+B/xH/oG/IYT4ZeCbQAv8lcfpCXmYFiR+mEyDwYCnn3kfd+7cAQmLeoExmuFwQFVVSG/fIojch6Huqo/k6K6d/N79LDERuBIYVzAkThgrHJ2+ES4eAwKxLks7dF48viyokxaTtelHowFFw3RxRKXnlMMcIzXlJIc5DmrwHDhCCIQRLqvFLpO6ONPKCWJjNQi8VqFdr4lO+wqwhUWhTUMmXP1UKwRN21JXNYt5zdgzt88uMIlq9Y6+uq+CNpN6whzT2tCVYlQF0hYYcowwrkaraMONunmzwixc9SzWuspuD2OOP2w7jzfkp1cc/runnP83gL/xKA/1OJvbeWQUFi5KEK5fv87h4SG7u7ssZvNIa5cOkYkDsWoSid7P7mNEqO/huB2wAitktFHjN/zPoeKYEDbav497ZzxRWKTqT+TM1DRthVKCtbUxKpdIKZZMkNTrkdLvQwpIu0C5+Lu0YMO54aam23ltOIIPRurqc1gBIlOxv8Kufh4c57S2SlicNBQp9UD4XuBEESoDpRBaoLEYbbE9kmAhBNI6WuqT3LDp8VVCJdWmHke7NBGc70ZbJaWVUqjcMM6GZJnjYlC5pK0bRwlnO12hG4QH2OUDCeUJZmd/90gDs9Jo0PeqLanyNkTLOro8p+0EdWJ1S/NbwvWMcWUBuhgHizvgcAtrtVfRxdK1++p3ABXDz+ETCmzHYk4+oe1xtgBCYrsQdGtd+YJQusHKJBSdEOLtx9f3UXvKQu8Lg370cnrO42iXRlicpG4lZwDnBKxEQ9yKkhqcUipXTCdTaFuR5yWDoSKrMpSQVAvD9GiB1YI8H9C2jad2AyXpMj5XGBvdog5hym5XNEKBMCAaR7sHZCbDtgLZlCgpKExBYQyqNSgh0U3LYFiAsdRV5RZESkG/4vX7Nn+KooN3p4nA8JVgKIQgpRRU9EJKFiByhCyQmSOisVKxvr7JYvuAwSDn+tVrfOc7r7PmLuLLLfhnCVGKjjurG0ZhsVJirNPWLBbh+6a1rdcY9JJGMGwnGFWidY1oDKoAYTRFLjg63MNcnbBYHHHt2iZCt0wGa47TNM9jHy53XBIqrVJinNW7emhZ8j1tu4XZtm3UeIpBydF8BrlCmT2uXBvy/XsZptxkYY+QWYVtasrqClIMMQJ0uYMRc2S1dgzHORGDCcKzNxcExwXIuxXB+Sem9V1N4f8QI+F2I1dxvb8TnSSx00HsA1DWWqRYve86gXLcK7Dq+o+7rVa3bWJa+CJBGKT2pRHalkwWMflN2pQw139s2P28wOzuSKwNY/1k9ziOwBIId1IzyOJo546p4l7gneQyXN0uPmVdeNwhBOadxaW55K3Bu2lPLAy+4l5nvGdn7l3c/LlUwuIi1adVHdVPxAmqamtAWI1QksFo6BeDA6iMDxqyTm8GbFePMwyaEBjb1R7VuJ+VgFxKhLUY4YhNjFe5rXelgcGQYXwFr5NdpxfRN6sXSbC3Q/cb68LZs6KMz5BZ6WjrpQTdYnVLUUjGwwFFJlDNMAHbWqdi48oduA5ffn6DMzX6ORJSdVMyVGG31mLQGNN2pRmEI70J4zwajVyMSltFw8iLN18bNbl5vyt7u3B3+OH6PAUdi2LoBeryphG1BV8yoW1bjGjPXJBna+DHBcVFmbKXRlhctKAI/7vNK4TeLkv69H9j3QJ2Xor0HKe+WilAH7cNV0n54/dIgMyQOSqEIwQmCAUB6tIMx6lNSUkmFQaDkpArCR2XDdbjNIGBzB3s7ZoiqSVCJ8j76erdRT14iBfYtqOQk1JRluXx7yy1VYLy4nbdQDOQlnFo25ZsGBIHPfAbZOcK74Z9gA3hrMX/LzSLB7xWv6P6EjbcLxCoCCFofJq19uS5hs5laqUgLQ2YDkjfsxE/Fj/BHdLtvuML5qBAGh/W3Lqgr569GjwKF2qN9OqAdP2+bKI580P5j4tPtdKHZyuBVpIigyJXqMq5SY1t43WC+ze9dtdJYdUELS1gF8kpwVKxoITre6uPC+bAmLX8LrBSQNjjx/pzpW9OnqeFa6TelxCBG7xbq1rwuMU5dBYcl2xCZ0J359BCHqRdGmHRt/sf9VrdNTvNwqnby53nYhmaiJzrpkIIy6AoqepFJMp1Cq1z+Zml+4SFsTwJhXCLRVlfLdwaFAJNqIXh7VRAW4OxLimqLyw6O/wCBnzFQoFV3JUhktQBu0q670rh8kKq0PMAACAASURBVGQyC021YG28ydb6hFEhoGx8dTKN9NdTSiYLbnnHr9rZ0qLUdEFNaV9Gs9EO0D22MIFE+YS04XAYz7dC+g9YpP+A87i4bx7rmhVC/0GalO4edV1TVVX0yISoUiFOKhLkSiO4c5SLTjqjdYDnyX9fpe0+ars0wqKP3qcLHlhS0frawRJYZJddZZZu96mqirIcUtVN5JzIsoxMWrCazfUJg8EAo1tm8ymZFKhMOmTBtBi/mIXq4gHCrmBMZ0tnuUfX0UhVgNEOq5CCDEGtrQsr1zXjoePubK3GShEBsqbxuQUxhfN08CsF94KmlAZCCSE4iVcoy5YTj4IQDGZCINNVmSCTikwpMBajG4aloiwU1XQfazRGtxh/o7puKcsSrRsWi0XimYHWNktcFOHnVCtLOUIODxy7WNAWQt+0bcNsuojfCeQ7QgiUzDssRGZLnJ7uIh4cVSmY22kDaURkZC7X3ThY+huEYDgcuKTD+QylFPOm8aULNHVdo0qFNcRnxbrksrPA0NS86uZ5duxYOt7peF5EPZVLIywetj2IxOx7LsIghILJUoAUToPIpFO1hfAas+hUZWs0pDs/HSOUtRaru8g8YyuEcmp0axqv2UgQBpWVnotBE2pthPDz87i6UiGZTrRVHp/TtLaT7PxWN2RK+j4QkS3MWgumZX9nh+nRAcJq2mbq4ww0ZRF209yVO6BgfS2PO21RFBh1/BnDc6axE+H44YHL/N3d2SfPXc0QY1gSNO5j4jtpX8vDCUrtj1us1Y5x2/OIGE/4m3pU+tpW7OdTxiK41vsbX4rNXKSpfVLr42nn8Z6cp/2pEhZSdsWJQ/QfgDSVi9jUCzLbIG1NgSsvKKJLz6A8XlE19ZKJIISgrpc1myzLKMqStpkhDMgcrG1otaFuako0g2FBqyuUFGRliRV6KRkK0msef590AvRNKyHEUnCQU/H7wWRhAvuUcLm8gJ3Q82zbviyhaTVX1teYfPSjjLeu8plPf4qf+9n/gJIq3idqMqZJFv5ycpdR4pig6L9bulsqdY22bfnN3/wC/+9v/jZaawZlzmKhYtRrXrifW23RxoXYuBJJziRSMvMJXzghZsFoQ57nUUAEczXVatJnOSkcTylFEzQwn0la1zVyIhmPx7TtHkqVLNo5eeaA2mCGpPE7pwmj08Y/PScVvA+Dv5zU/tgLiwfBOYKdl56f5zmZqkFbJsOCrY01Cmm7KuYemMoTpqw2QfbDsTDhUmFRlqVPiW8hc3VItIH9w5qjwznCuKmnlFP7g1vwvJhFOgFSbeKYCZeApb0rAI4UJv09tMzXPMFqBzLiNCQpJYNBTjWfUrcGmSmKcrAkLMAgWkHriz8HdnpjnJllrFqa3Gl/9vsAQJaH5Jkj7V1fd1R1i/nUX/N4Gnma2m+to+0L8Q/GhHmjsNZVVwuaRTBBAplRv09PaycB6IEWQSixZMYsjYR9MG/Ie9H+2AuLMDmXpP8JbxUWXcA0tNZcvXqVres3GRQln/3BT9K2LRuTSax9gc+DU4hYRX1eVfGa/ZDsvu1oM1ch3cgWmTuV+GgG//gff5Fvfv1VlBIoaZlN77lYC7pJl/ITrILJAzYRFmkqEPp2qhN8fl88FvzjBJU1wXb3vKN56bWT3CdweVLlpmU8GVFbzWRSUgwHsOjuG3blpq0iaVAnkNw5jemiR7ux6X42Zrl2SiMb5vMpTVMzn8+pqorZdErbLthQE0ajUazodjSfsb23y2y6iAu1rrf9c2Rx3hT5gDzPKRTs7e3ReHxhNBrFSmrpWLj5sHpu6QjqqojzSCmxUjIajWjbFjVw7tRBqaJmkcqg0wTSqg2x75lbNQcv0vz5Yy8sHqQzIiiZCJeiKEDmXuhA2zYcHBwwmx8xGjiy2T5HZjoYsAxA9YG5ytPjGdkiBFgpaW3JYDCgbWtfd1V69XWZgzOdpKuSd1MXXX+xpYLjGHh2TOU3EbxNF6mri1IsvVM8xzQsqhrjfz/aXWBMG8l7HHHvEfP53C0eXS/xlFatimndgRU89HFg/Q7Ev8YYajFHa8tr3/oue9tHFEVBtVgALXkhvUCoMUbzzW9+k/X1dY4OZ0wmE4wx7O7uuezd3JVNbBvDYDCgLEvGA8WdO3eoqooPfOADPPvsswyHwyWt9Szt1RiDTMyXuInRYRZLpkFvulprVymPD9Ueh6CASyQsQkem9SmDhAYoxxPHJNU0bGysMZsdUVcVw0EeF5P0C1NRYvzPlWnASpRwANlsvmA8LvykbZFCoBuwxtB4/kyLoMhKmibs9BlS+RqexmJtHlXeoszcLiEtymeKZjJgBQZrNca4KuB5ViJlRlVVrFOyVQ4RWOr5HCrBJNtk7eoQm2uMkrz23e9RFIWfYDLye4ZQcdnmIByJbaFarKlp24bxZMhoOEHLHN3C/Z19Dg7noEwEYgeDAds795w672nqAl7SNDVN49zJV69e45lnnmFtskWWZQzGE/7+//LLDIdj2tagW8v9+/fZ2b0TBcV0OkWbjgymqubx56ZpqKo51MVSyYAw3k3TRAESGMGNMeRjG5nB3//+9zOZTBzweXjIjWslO/e32d854vXXX+eHXv4smWrY2Lji+6qlaXS8/2AwYDxxlcwOjxboSjAeDVjMpwgMmRJY40mZQ+RuMEVMHQWHEgLjc3bKonCaoDBkCmxTYeoFg2yXtXJOKRqa6YxJMYK2QVuNlI3LkUGCyEAMopmSCve+aRl/PkG66F72a/jeo7ZLIyxWRfBB11G///u/j5SS8XDId74zYzweYo1mMZ/GmAD8BG2bTrJr3M43ub3B9evXKQYlVVVx/fp1pos5Ozs7zGeagedDCJ9+0dlut7XM5m0UUE3lzh0UnQBpm6r7WTrf+9Hh3F9P0jaGt956i0U1o2kqptMpRan4/uvfpaq3efXVV5lMJrzvfe9DCidcrLWx0njIXVHGLe4sh1EhMbqhqhY8+eSTvPDChxiM12iF5a233mZ37xCRGUdaPDuMgmE0cjyWR0dHGONYtCeTiVOn0dy/f4/79++hteEDH/ggH/7QR7l3/x2mRzOefvpZbt++zT/7Z3/AO/feimOmlIgg32jkKsIH0mEhBE/cusHmeCNiBE6gVJEFPGAGw+EwRkMudBWvc/36dcdv2jTR/Hjzrdd539NP8oHnn2M0coQ88/k0bj5bWxsxfd1tQIbhsESIAe38kNFozGIx5IUXnnc1XQ4Po6D2DnKCN2TZwyDipiaEcAQ3vsVjKwDctKULue85iZjNGXSJ4fwHAfwftF0aYdEH6NLfAe7ccTvX2nhIUWTU9YL7996hqRfkuWI4LFH+3LbxO6+UiMzZkMa6HTQvC9bXNtja2uLg4IBf/dVfZTxYc4WKp1MODw+Zz+dROITBS4VH1XYD6VRhg/YL2dgWm+wOxWjotRhXYk9Jx2jtQFGFFFDkksloiG5qdu69w8ZkjY2NDcrMFzOyhcugVBlZmWFKVzLRapwLVknW10p004DQlGXJ+vo6h7Oa0XCdzY0rHB3VyKxiPCyjWQUuUMxaF7IdclqsdlmiVrcIH4NwcHDEm9//HrbVjMqCYZEzKDKubm3w6U99HK0/ArhJXQ7y6CItisy7hDsBcu3aNZp6fiwOxFrL2tpa591IKrQ1rXuOIDxCOYfNzU3yPOfu3bv+fgV14wRLrPmS54xGoygs6tpl34ZrDXIZv5+HCnEsL8Lw/0kLMp2vAdtZ5a1ItQUpJcYKpEhSDVasgZO0gvN4SC6yXRphEdpJnTwajTzpiopl78BNCOWZkmPSlQ0YgCIfuMi+wbBkf/8QuVBUi5orV65wf3eH7e1t6tECgMPDQ6bT6ZJ/PNwnzSJ01PeCXGWokZugo4Hbhaw24PMAMqmovTmEzQgEuFpbyrIky0LwmGGyNmBzc0KuDB/84AfIsoL9/f1o/2dZsVTOD6AoMxaLmatqnjv2JXDoe5ZlLBZTNtavcv36db79R99jNBGUZek9N9qbHwohoSg3ohcj7PZau4QPpXxVsbbmzp3bPPW+m17w5WxtrTMaTRhPSoRw/eKCkFQ0baqqwmLiYhyPx2AX7O3tRSC58Gq8tY69LAiKCNzaIgoLWPY0CCHIchW/r5RYMmOstWSZRGuHGykVFqPDQ6bTCmNarl+/6s9rKIqMNBDOmONuyKVFHeEgsZK0qL+wYyyN9fysUrr49kvFK7fcLo2wSEGgdBDCzjKeDLl794BRWTCdHbG377CLq1fW/aKWkV3daNFhHSOHahflkMlk4kKrDbx1+00M8NM//VMsjg4B4k4XwC0gFh+qPCeCUgqyDvTbvvcOxhiuX73S7Qx0QUI6ZJlagU1cdnmeM59P3SJR3tUoHH/FwBfgcaUS3SI4PDxECLczBwHSavf9siyxTU21WFBVFTdvPEFVNayvbzKfV7zxxpv8wR98g5/66T/H9evX/XvIuFDbto5YhvF8Ei4mpfYu5IAhubEp8gH7+4cUhTPp8jxnf38vvvP0aD+CnY6qf9GZZa2z+VXW+uLK9ZKGkXp1Asu5E7ZDjHH1RYKGUBRO46qqakmoh4zhLMsi/lGWZZxb4VhY2IOy4Md+7Md45ulnYgU1Ibvatd0O74LTljEE4n3D+AdB4MbvOGgdvm+M8fk0BitDwF/HNHaW+dLHJB6nVgGXSFic1SnT6ZS3336La1sv8cEXPuqBras09QIhLCqTqMQdFapiZUUnLIwxzKsFk8m6A87wYcPr47g4w/2CG60o/YQzgWNRsHuwT5Y7wbG3t+Pu5YEvJYg7v7AWkTv3Zl2ZmJeS54Xji5xNvTDSsRZJWFRNk7Bjo5jP5z6wKouLSKhFjCeopkdsrm/wzDPPMR6PXaWzLOedu3f51rdeZX9/l9///a9x5cqVZME1MWpUmybRYkIBINf/WmumU5fLkWUFk8mE7fu7lKXT1jY3N2maLiirrmtaL2ic3a+jwF0s5k4YKbPU3ynhbTieFk7O/E7QNBWj0QaQM5/PkRLKMo8alxNILqYiCIu2dWHnQfMM8RZBU/vwh57nhReeJ89zZrNZnAvO7RtyeYJmsTosa5UL/+QMWB81awwWg/XlGh035/GI3FXa9nvRLo2wiDtxUggo7CAHBwd89atfoWkavpVnvHX7dZqmoSwyTOuEQqsbTFN7qZ53E9f7uwejMYeHh2hjqGuff2HcBJ0U2ZJkDoOcAlThGcHVtwgDqqR/dpOEB/tw7yzLqD1ZjNGB4MaRuuR57gldNGC8dkEXC0HYWVS8livsm0xIOY+L4l99+V/h2aefY3Nz0xVOti7p7ejogKqec/XaJrffeoO3b78ZzY2ADWjdxPeUqguzho79XEmJFMqlZBnNtasOMLyy5cyXsry2pJ4HjGI8HhMyTINmVhQZeTGM56bh7ek1wvNJKcmzLgw+TQEPLfwtzJn0WuF6fRwsYlBVhbVQVU2Mw1Aqj1ogCSNaf9GGX4PZ4arKOe1USklVV2xtbTkhPMqYmwYpjrvepTdDVgGZfa0hPn9yTjpP0/D3bjwenfD50giL0NIksABiBdQ7rMWdnR2MMZ2w8Cq88cVzQ8FdrbUP9VWIQ1eWUEiJMZ663boFo/Vyql/o9DDgfXXQCNmFRvuIUOWDjoSxUdUui8KT/Eo3qawzR8K13XUtUkGeZ+4dPJmwIK3IrlhbW/PP0C0qkTkPQlEUvPTSS6xPNmhqzdHR1JkM1rK5tc5HP/oCt556gkGhlzwQhc/hKIoCIbvFHPCCtm1jweI0ZyXu9gnYGBZZB/DZqDGEPN3wtyyTNI3yLOYyRr+GQKb+OLi50I1R3zsVjsUoTn18YQdh0Rf+F7ljh3uktV1Tz0kwO4J57TJVZUqTsvLZHreX47zt0gkL6ARG6KSiKNjc3IiZi+vr62jd0DaNLwOnGAwKR9svLdaobucvcnRrODhyNn/uEXO32HImkwmZ6cJ60/9Ho1FcsOkkXtvcihpF27YoIR3AZvEmRIUUDkzEL3AhEjArAfRSYeHwri6fI2AczkuwkUx0/yzeDJFSQmOZzWauNodTZqnrivF4wIc/8gIqy8hVR55rre6+K9JdqMOJrOkEVprzERZCOoHbtvu7Oy6wMeUeL9A7rUhrJziNgabpqoQFIQPLO2SWHa8vm54XfpdSRp6dkwDGNHAKutKTiQLR/X7s+OlRlkGQBa0nXejGOKJiJyw6k/k0k+NUgfYuy49LKSxC5e2gYl+9epWf//mfdzseJtrH1rTkmcKYlsVihm5c4tJ4tBHBNSu9CiYkR0dHyMwVxNFao3GLVh/NV4JKdV33FoBrKng+rKWtnZtOiW5gW++6y/Mca4RXA50ZYY1bIIAzQYTzhoTLG+zSAjWeWq5ezFyhmnRnzDXGuJiLnAxJAIkDs3UgGxYsqhm0yY5mLS0dYUuIEHWmiAcb2zJ5ll7MgDDL9LdWgcWFjAdWKCwYJ4AEIWrRotuGqm29m9J5LSCo8t013bM5wSNtiHNwYetu/D2WYP2ilAKsRfkiRsYmAU7JypJe2HbHwkZwHmlxtrsi9GnQfoJZZwJg39MSotYhjguGvsm0/LczH+VC26UTFkGr6Hf4UeVCfJWwLBauclimBPgoyf39XXQA1ExQ+4hFh8vBMKrFbYgSxFLXNUM6TSSV5KvyPgBXXd2GiepTpKXbzYUz6f25TaSBD2vH+qrfodAvKD8NO5r9gE24HdDFjMSFSpeAlQ0L2sYBeIXMHBt4XccdPfOFibQ1LiPTiqhNhHOcpuCEWxACodJXo3XSLyG/o4uqTbNUrVkOSw+4RdRYZLpbOrevEDiqQ9kxlaUJYGn/m1ovjU8n5JbHy7kjg0m0Ohoy/CylByK7J+NRhIW1zoUagNPuneTS/UnmU9S8rI0h96Gl37kIPopHbZdSWKR1H5qmce41qV12oBI+8s5lhLZNi5SBxMalAztE3w2Ybt3kbqdTh457liq3aPxkbsPg4f93PyiVLwkK4bUHJTu1PFeZ8yp4MFTS2acKS+ZJdpTKoxALxXU6d7HnjBCOM6If1BOu5965m+yHB/Po0298Or2LO3AZk61f7I1uKAYlNMEt2eVkgOkmtgzRisT3D9ZX50JMUt+ThROuYYzTUsL4BfxGhpII4Vo4oZsKiOCBCLERKb4SAu5CS82Rvk3fB/jCvIITEq7UxbB9B/OiH2dxzMwgFRSdsDgp6/Qy4BVwiYSFpWa+mHvMIewgHeelEmCaOfPKMRQEF9/29jbDoQvv3djYAiHY3bvHU089xXA4pN3ddxhBXtK2BgWxvL1tvC3Zz8L0g9NaE1XVDrMQCCvIfGqr9pqADTuGEI7w1wqQiqatPNFK0B8sRlifDyAdjOGxDCwIodA2qOzKVfBTCYMY3R5XZCP8RbHCsXFpbbC2wxSEhFK5GiRAFE5KZaS1QoLmA9GZg6ZCm3Cd1Qh8FGh6lvzB3c603QGLXfqysIbCR9diDUpAlmfotkEJgYgBdm4M2r4bUrgaJQ7Q1I7ASDjOVOtNl3SJhQXq1bulZ5WmDj/2vmPp/6HtXzU1T5XLJpUqw2pDkeVkbUYuNU37JuOtAbuLCa0eIsQAsgVCtGRWIuwayiiEWLCqrfKSmOQ9VpnLqSZ2mhv3vO3SCIuqqpz/PxNRjXeuRvfz4eEeh0f7zqQoSxf+XGTcu3ePwWDAaDTk4OAAay2333oDKSU3bjwReSlWNmE4iZcSOt95iqT3m5vsq+zJ5RTk/vedieVo4LEJGU8P3Er/f9i26tlTs+u9aKvuG7SJ/jnv1TM+aBNCRIEYMCfn/enmkMu5sREDCu1h3jH17qQgal9gXFQ7T2Hkp4FfAp7AGdafs9b+LSHEFeDvAc/hiiP/+9baXeGe7m8Bfw6YAT9nrf3aWff58pe/7HzUwtDU2rufNFUVCv7oGO5bNwvqumY0GrGzc588z2mahvnckZh89jOfoapc9qMjt8ldslYxWPGCZ5feW7I3OQ0PpztP0IXzpgWERBKW7t1oQUD0TY++PX7edpJQk70JlQrCR20nXeO0ydo3FU56ntMEdYpf9DGnx9GOP0dnwkrpkgSDGdK5hpfZvh3wehLL+IM9S38cwz1WbQ6P2s6jWbTAX7XWfk0IsQb8nhDi/wZ+Dvh/rLV/Uwjx14C/BvxnwL8NvOA//zLwt/3/p7ZXXnnFEeoO8gjata2hrn0kZrYcWGJs5y0ZDodsbGxgjGE0GvLiiy+ysbEBgG4NghCNF7/t/z99ZFbtcu5ryaLuq7V0wiLdaeI1emCpG9ST/f4PszOsQtCD+ZEKo4sUFg/6nMef7eTnOOnaJ53/MILrvO00YXFcc9ReMKulMVklDB9GyK3EX5Jrrvr5Udp5qqi/Dbztfz4UQvxz4Cngx4Ef8af9T8Bv4oTFjwO/ZN0TfkUIsSmEuOWvc2IL5kXTVFgjvERWZJnLWVhf9yzYbcuVK1cAUJng2rVrjEYDNjY2YqDQeDRB4AK6QmDXaDSiqpreXYPQWL1r94XF8gI/vS0BWnZ5QUgpPeeA9PhJUi/kMaiR/d27r6q+V23VJO5rPdA982ntMrwPLG8CHYicLz2f1joSHT3KQk7T2dNYk/QZHlYQrWoPhFkIIZ4DfgD4HeBmEADW2reFEDf8aU8BbyRfe9MfO1VY/ORP/iTD4ZDBsCBThZ8sKsYZZFlXcNd4YhKAqp7HpKOQg4CVjEYT2rbl4OCA0WjEdDonFHrpJmKIplsdCttPoQ5tiYFKuk+6AKWUYHyuiQjejmDC+OjDgCiuMHHSXf+0dtJkCMdD9GTwOISWhlafNpE6c2l1X5y1g58q9BLTIp3gq8KSg4DtP2uf2j81S1a11CWfXjvtx1XPvvQsx4RW0NQ6M8NalwfjiHpbGtPEKNXZfEZeDHAxNmEOucp0FnnifVPy5dQ0DaZHKiD6/XJRgvTcwkIIMQH+D+A/tdYenPIAq/5wbFYJIX4B+IXw+xNPPIFSioPDvRjIJITx6L5lNlvWCoI/X6rUpnVx/JlS7OzsMBwOY4CXi2voourOqyWc9PfHuZNd5LUf5Vr9hXTWNfsL7Swt5r0CWB8XuCuEiBO9v8NLKTEJtgKp0O2+c9oz9wHf1EWcblQX4flY1c4lLIQQOU5Q/M/W2n/gD98N5oUQ4hbwjj/+JvB08vX3Abf717TWfg74nL++3dvbA5xpgQ1JWTYKC627KEf3Nx+wZJYHRQiXGTmbLbBWxGQway0DH3kZwpUJocUPOGdWDeqJx3rXTzWI8177pNbHPVbhHZaHzytINY+zFlbfbEj/X3kuJ3tpTvrORbTTNI+LuXYXSJZqAFI693qavp62YK6e1Pr0g9BpOf35f975+aDtTIhduLv8XeCfW2v/m+RPvwL8Jf/zXwL+r+T4zwrXfgjYPwuvCM3ZcstgkH8GT+iS+/iA8OKBcVlG3gcpJdPplM3NTaqq4tq1GywWC+bzeZfyrFz8Qbj2Ke9+5ue08886ftY9z2p9Dam/W6ZBTen5DyIE0t3stPPPEhRhdw2f9Pfw8+PU1sI7hP/P8/4P21epQEhd90FQBSwjfNLfTxqjtL+Ct6Xfn9Ym0bUPMOfO286jWfww8DPAHwgh/j9/7K8DfxP4ZSHEXwZeB37C/+3XcG7Tb+Ncpz9/ngcJhDPaNIldeBxg7NtoLtTed4YVIBzFe7Vw2aqLxYJvfvMVnnjiBtevX12BB5yssp1HQtve8b762dcs4vFz7KDnmZxnmkli+fyz7rnqb+ey5RPVvv+dVffqL6DHueOf9JznOfdhWiq40/l2HlPuPGO0ynxJTZMU97nIPj2PN+RLnOxj/LMrzrfAX3nQB0lZvbsJJSP4mGY6Og9J2CWWpTE+BdwYw1NPPs3n/s4vMplM+OxnP710jZA8pbU5M3lvlabg3/XYefF/cVw9BM4sJHPStc/+znKMRrynf2xjTC+m8eyW5machfGswoFONUPOEnIrrv+o7UHMnoe/foJRhJSAhJcjJDWCQgVyXyvBZFijMKZaee1VAHOgd+zm8/GYlYtslyaC0xjh7D2KuNCMsZEHMss69S0trhICstIBkplAodg/2MaYmtE4p2lnlIOJU9Vqg9Zucuf5EEkHfAJY4zq5rppYndvobvHkylPEaUNZDCPrUtNWNE3lihxJA7ZByAInIvwCCsCWMRijoXXM5CGDUsvjAubkPtPAcsFjd+lObcUKn6kpkGJZkKTsVOn9gtBulzQ4ufS9/jNqz4+aZQXWuOhUlRXkRe6yd33WaVkW7B/sUgzXCE4oay25cin6bduymE2x1lJkXVlBKY57Q0T4Z0HEOSEw9F3kfq6o8O6JOYLF2uNeg5M0HWWWhUv8LWTnYqmaGpkp5x5vNLmBXHh6guGIvf3DpUhlEBjjSgLIE8Z8VW6LNI5TVErhc3gEZun7aeW8lZd9oHZphEVI/Ap0eP0dra6reCyQrgjhSs+lvnljDIu6jlyK4/GY5557LhKSBLIVpbqBOmmzv3LlCnt7ezELM9y7qubxWFg4IfpUygxHj+BSz83Ka6eI5+povvO0B905Us0jzey8iDYcDqlrVy2syIfkeQE4RvUQQzOfz5nP564A0LxBmMS0lBopXXJZmfu8m1bHZ7T2+GK+rC19ts7N3pnP0mcoP2jrj3df8wvjelFj2m+XRljUdR3NhBT8icJDdrt/4KA0xnB0dBSPxyAYI3w054CPfvSjZFnG22+/zXg8pigKNtavxMUOndT1eyjW7zzvbN93kaHa5a5gLWjNaDKO7t3ZbAFIhJK+2pWlblxMR1aU1FXIplrGYSKkIITL9jTnxxhCCz79VWDYqhb5Nn2/Zlm2RH2/6r6rMIZVbf/okPF4zPpkjaPDOXW1YDScMJqs8corr/Dqq69w9dpWFAhZXkaMyhhDJp2a/rGPvchk5BLk5vUUIVyMSOs3BCXd81vjDTqRfOILnNptj9SO9+1y/5ieh8KVct9cWAAAIABJREFUh3DAva5cGYI8z9Gm8WE2zusXNB5hz2+enRQ0+LjapREW29vbS37jSJFmAhX8vOMroOuc9fVJRIdDU6Lg6tWr7Ozc5/Of/3U++QOf4Mknn4wTz5GRuPOlzE7gCpC+RJ7LMbl69SrWunIBb7/1jkedJVXVxAmS5wopQWWwvj7h+o2rK67baRLvBqB33nYWyAmnC6/xeIwQitlsRttqhsMxWZbzla98hW9/+9vMZlPe/4FnuXXrFmCom84LYGxLkeU+c3gjjn+X9r7MjHWZ+q3fUu0NglnYCZC2bVGZIwJeAj2F4zZ5kJYK+WB2Bu36cbRLIywcF6YrVJy6fCIFmp3Hc1OhEjCFoGmAExaj0Yi9vR201uzt7fHJT3488ifoFpfxaRxxjmupathJ7MBQnWU5r7/+Oq+88gqjgfIT2UWZWutIZ7LMxX4UpauZMZ4NnRBbkdma7iiAT813IeDpojyPa+/4dVe3dLEFl+ppoN+DAIJ5nlNVzvu0NtkEJF/84hf5+te/zmw2Y2trk+FgzObmJuvrEw4Op0uerYFn6C7LksP9XS8sHD9q27aIJIIxvMN7YYqcpFmElvZd2NyisJMWo1uUCFqtix2ygQYAcSYIfdY7P05BemmExW/8xm/QNE10oabaBUCWtwlPozgmUFLk+fn3f5jxeIyU8PLLL6NNy3Q6jRT4mepqSADYUBcDwMrosRiOXDX1qqr5xc/992xvbzMYDPgLf/7f4dln3++5FJzXZrGYO5YuNNAyGg+ZTg9xvHKJpLdOoDg2LHdXN/FDEFW3EM6aGGmtCjhbAwiIeUDlA1dk5KBc0Zb66ZTnmc1dxfTJ2jrzee0Y1LXlxs1b1HXN7bff5J379xivTdje2WE0mvj31H5RDVHKbRgu3L/xHBwCKRVGOFq6KCzCmHPcCnkv9I60j9Kxy3JXtCiUbtRao4wrL9AJa+skxinY1Sq8JtW8+ubP42iXRli8/PLLcWIGduml3AQzi38PFbdC4th0OmVtbY2yLLl79y7Xrtz0Was1ee4qbi0Ws6VqVtaGjnXcjU3TeHS69buu4ujoiMWi4g//8A+Zz+eUxZAiL4lMVI0BBG1bRSxFZYKicJN+NBrR+KLA0C083VqP/JulnSfPC+ZVQnHH8Z3ivDEPq9R3WLZzU0GbahqhGHHmqf/6LuAQcJRqKKY1NE2LEMrzi2T86I/+KHfv3mV3d5cr39tkNBr7koPr0YMEEqXyiD9du3YFtMHanMqPmZSSeVPHZ0jJnMP7piS8g7KMG4MQIrKthfyMtP9O01BWHu8t2sjzmamu37KMyWTCbOaqxW1MrrvU9KpF+YpngaJwFcCSeqBWjWUfHwnHo+doBR3kRQiRSyMsPvjBDwKdOXHMby/WlnCM0LS2DIdjrBVsb+/y67/+ef7iv/cT/jot1iqkZ5pqPUmsk/ZuAKqqIh+UCJm56tnWcXcaa1BZzniS86//yL/BD/+Zf43XX3+d27dvM5/PufP2Owgh2NzcwlrrJyZI4YoBSyWoa0fQ43bwLolJFs4Vm8eSeyIyl4cs2/7grto5/n/y3izWsuy87/uttfZ4xjvVraGru6sHdrO72STVpEjHkixHCiwYkmMbQSznIUGQIM5DjCBAnuKnAIbfYht5MuDAERAgiuFYEZ0YVjxIMS1SosVuimSzu8nu6qrqmu48nHlPa608rL332efUudVV3VVUkV7Awb333DPsvfZe3/q+//f//t9ZxmKVt/FxY1WO3rWGVAuGZF5JySKGVGaKPBUwm+UMByfs7BwwHo/xfZ/9gyOCMGR9YwNtQUlVyydaazk8OGY4OuUb3/gGo9MTPM+j1+3WzYOe+8zzRFFUP4Ba1LlqZl0BtlUqvWlYoii6Z3F93FiZVbjPmlsO29w9rHGK6YvXxKIbdO0CazXGgvyUbtG/E2HIbDard4jmblYBl65JD4BEikVMQUrXoyMMDLqwCwbHAWiLLrtrjCtLLYw2SZ4taA+EoZPpV9J1tAqCEKUUzz//PJcuXeL4aJewumGNxmgIokpmz7B/eFQqIUErXPSWhHCiKMa6ZsnupoYoilxaNl/sj7EKv7hfxgM++Q3T/K6qlqH27BpU5OYOXc1zkiQ1GHx0NKDINeBxfHxMu93m5OSEtbU1wF3r0A9L+r0zRmEY0mONZ5+Fq0nKbDZjZ2enXuDv37hKt9tlfX2dF154gW63S6/XI/BCgihcyJDR2GSazX8qI/M4xqqdu3n93LWnDjesc21xIala+f4HHT+ulPITYyyq/p7VDViDlbUrudo1N4ayMU5Y7t6KTqdTW3WHGViM8UlTF1djFXk+b6knlGz08Sh30lIP4/j4lCRJ2NvbA1w7gXNbfTwvQAhZhhTSkbaU8wDu3r3LYHBCksxohc6b6Pf7dDod2u02rVbHfV84V4GeTGal4VMLRqH58yxA8lGM5VADQC6VtVfPV6FBlmWMx2NGoxEnw1FpOARx1CLsx3S7fT73uc+hlOLWrY9qL2U2m6GEKlsKOh3NOI7pdrtsn99ia30Day3j0YDhcEiSJFy7fYPT01N2dnb48MMPabfbfP7zn6fX67G1tcXa2lrZEnKKgDo97Pt+3a/2YceqrIISq3GF5c9vgrduXhc9N/f0o81aPO4s0RNjLJqt6GA++a61nMX3wtoF1HqeUhV4JLMMo2cMh0PiqMNv/MZvlC6/u0iiFL0Nw5CnnnqKz732BeK4TRRFpGnOMJmSzByhaDKZsLe3T5ZltNtt+v11Op0OL7/yGrPZjO9973t1I94sy1GRWjBicRzz4osvMptNOD4+wpc5k8mU69ev1yBrlhVEUcTmxjm2t7fZ3Nzk8uXLtFotxtO0PrdK5XrZaFTfdVaKrJleXn7fWWNVGGLK8KoyDHmeUxSuoXFFhmu1WrRaLV5+9ZXSyFM2J3IhSVEYwjBE+SFpkTOeJWWH8nlWyxiDEo4sJ8pwxlpbz08QBLz2M6/XzZv39/c5PT3lrbfeIs9z0jQljmOeeuopnn/+eS5fuECr1apDz7pn7BJQ+zgyC83vqL1VaetNr3qNrJtOOQdDSnmPqPEn+d5/J1Kn1cnmeT7vlMV8N63Yl8uAlO/7NUuw0+nw4osvkueTEvEXeJ5EKoHvu11ta2trgW14fHzK6XRMlhY19vDcc88RBAF5nnPu3Hl3M0sHWvV6PYoirTMJURTVYUZeOPe53QlZW1sjCHzQU/r9Pt1ut65+HQ7HHB8fs7+/z+HhIWEYsru7S6/X4+VXPreQDVnGbyrP4nHuIqsW1XQ6ZTKZ1NhKp9Nhc3OzXtjT6bT0HPxSwlBitBMl6vf7PPPMM/iB8yayLEFE8UIGSzDfyTudDlJKkukMrTVpmpKLeQXn2toa6+vrbG9vc3p6yp07d/jjP/5jjo+PuXbtGl954w0uXrzIlStX6uvUJP097DwsjIdYzLYOM87+/NpTrAhaTy4x9ckxFpWVVdIHC7pYtP6ujsCU6bPyAggodE4UK7SdgrS88trziAVyS9Wf0yHu0+mUH/3oVg12rq2tcWm7X2Ij7hhctsUZC5M54lYUthBC8OrLn+O9t79FOhkjhCKdjrAGvG4XoQ0+Pr6NsbnFMxDG7bKnR5teZ36DhGHo6iCShOFwyPXr19nfO+GtP36XVqvF9vY2X/ziF4njVr2zF0VGxS1J0/RM5uVZDWm00OXNWKLlSoCZ37Bh6Iyo8l2H8myqKYqSm4Ikjvr0e+dAutAqikNU2SWe1GEGOjMY68KK3rqTCZhMR2xtrAEGnaWs93tIG6ALgTUKhOJkMODOnfeRUrK2tka326XT6RC3Q8IwRMiipuxnmRNxbsVreKrFxvoFvvqVX2AymbCzs8O7P3iHb7/5A+I45vLTl3j66ad54403ODo6qDGxNJ3hB07IOSwxmOYcLv++MIdVirNMfTtB5nIzK5tOYTVSWGQBpAWR0mTpgF5/i5PhBM8L0KYiBko0GmsKGtHKwvVdBbbeC6a6N1eYUoUzVcD6px1PjrH4hKMpjFqn8XTzgptyUaacnp6itcb3faIoIgxDWq0W2hbEcVziEJXnIus0p7WOdFWBZc8++yxKqVKqT2CsqbuUCaFq7wiogbflVHCapkRRRBAENVKfJAnjacbbP/geR0dHaK25cOEC6+t9zp07h5SStEzFVo2F3Dne63msGsZU6dLSM7EOXHX1BF7drnE2c/jJdOo8tjiO6XbaVNteEDnAd5YmTEcOq+j1eijVcvRxLTg5GfDmm29ydHTEZDLhxo1rXLiwzZe+/AZJogg9taBiNhgMePvttxmNRiiliOOYzc1Ner0e7XabZ69cotVqOUp5r1eHF+AA06IoaLfbPPfcc/S7PW7fvs0f/MEfMBiecOfOnTJcimqGaDVXj6K7eHNUgHVzgVahVTNEWMbf7pfCfdhxTybxEY2feGPRdJkrY6HLlJwjwbgQZjAY1gBnFQdXOfg47tQXUmtdLnxRGxDP82og1RiDLlzoobICyl1B+l4ZcyvSIieQAj8KkUriMwe8qhg7asUUWmO0ASl46pmn3fFkbrEfnxzywQcfcPfuXTY2NvjSl36GjY0Ner1eWdy2uFM87I1mjKkbCLtG0fNU6XQ6bZy/hx+FtUHTuiBNXfd2L/Bpt7tlfUnBYHDC3t4Bb3//B5ycDDg4OKrTm4eHu666tgxZvHZEr9ep+TBRFJTd1VMGgynWWq5f/7Au/Ftb77G9vc3Fixf53Oc+x/r6Op1Ol06nS1EU3L17l8lkShiGXLp0ia2tLbTWHBzusbOzw9e//nW+8IXXCYKgxj6qe2ZZcep+C809dy+L0y32xfCx2sQq7oVSisLae67dAu/joa7i6lEdw6MOVX/ijUVTo2I6dcStMIhJkqQE4ZxbVmUjrLUUuVmIl+c4iVdf1DzX3L59mxvXbzKZTLhzZ6f2MJ661OPll1+m3eqWC0czGo3o9XpMJiO+9rWv1TF83HKZgyrVt7m5yXPPPYeUBd1ut75xh8MhaZrhqYBXXnkFpZRD/3fvcHx8zG//9m8TRRHPPfccX/7yl8vQJFlwN6t5OGvUCk6FqeUGlfIZDsdkWcb29gUAOp3eAtO1ivlt6YXErTbWWt555x1u3rzJzv4e09mATqfH+vo6m9vnOHfhPK993hmZmzdv8uabf8QsSxhOhmxvb+GHHgdH+yil6Ha7pHmCQbOxtY4ayBrgrdKfhbbcvHWHd9/7Ef/o//wtfN/n5ZdfZn19nWeeeYavfOUrNft3OhpQFAVf/epXEdJtFr/5m7/JnTt3eP7551HKEcemU9dFTTxEetr9f8kw2wYoXBqHKhuTpg7fiqLIlTQIUerBLmaePi7T9TCbwbJg78O+/6zxE28sKik+a21dgRptterJqlJnQRAulKgD9U7f6jjjMpm4jMq7777LcFimBI8HC55FVQVbUaarG8OlRFtU/A3X57NgOnGsvv29w5qj8N0//j6vvfYazzzzDBsbG3Q6Hbqdfglmwng8IkmS+n/D0Sl5nnPr1i3eeecdvvCFL7C+vk5RZAv0d/gYt9O60KMafsl12NnZQWvLs8/GtXcBjjimtXP3/TCoF8DhrTvs7e3x5h9/B9/3uXTpMlee+1msdXTm2TSrDdjBwQE3b96s/64a71QLKwiCusfplStXmM1m5bWY1EQrpZQjz/k+6+vrhCVD8+rVq0gpee+999jf3+fKlStcvHiR5599ujY0WZbWbSJEvVDN4nydkap+mLFM+JoXLC7KKrh5UDS9k8VjeeivvmcsZ7YeVXjzE28sqvr9Cryshud5tNttwjAuu0PlhGGI1rqOzT3Po9frsX+4x/vvv8/h4TGDgcvta23p9/t13Ky142RMJhOEy8k6FT8lUXiMpxPCOCIvClrtNn4QuBs/neB5Pm3faXXkec7RyTF/8K0/5MbNj9je3ubcuXNcuXKFMAwxhWFr6xyj0Qiw9U32+uuv02632d3dXdDz+KSZkcqrCsPQnVPJe7DWIoVX7k4GbQ1W2LqUPS8Kvv3tb5NlGX/mF/4sm5ubaK3ZP7xVZ3u6nTU2N89xfvsiP/zhD+8Rbllf30RoWS/8LMu4ePEily9fJs9zXnrpJUajEe+99x6Hh4eOl6H8UoTZEgQBYSjriuHpNOHf/Jtv8MEHH/Liiy+y1m2TJAlra2scnxwSx3G9oVSeklIN8dzGQv+4hXWWZ9HUB6maI1ep4CbT1XkergDxcfMiHvV44ozF2YSk1a/3PI+iKOiv9fnGN77BdDrltVdfB6hbIFbeALiQZDKesbu7y927d9nZ2UF6ghdeeIErV640jI7k9PQUrPNEDg6OGI/HzGYzTk5mtWtZFZpJKZlOpwR+xJUrVxgMBg5QPXa6HEWeI4VPHIWuu7vW7O8dsXN3v/aOlFL0ez2+/OU32N7eZn19vd6dts9dwFNBfWzzqtk52r28ozTntAIxtbZld3jlaO0GBoMRa/0NppOkNqhFUXDtxnUuXbrEyckJ77z7HlprLl26zC/++7/M8fExp8MR9mhAEAS8+trrJa9Bc+f2Hju7+3zr377l6iMyQxC2UV7AW9/5Ht9+8ztkSbEgLhtFrrn1eDyuQd/t7W0uPHWZIAhY628xHo85OTnh5OSE0WiE9ARCWTqBw5CG4yl/+G+/zbe/9Q1+7dd+jV/6pV8qpQVs6V06ILXf77v0bWk4pFjtla0yHGdhFlU9kcvUUBP+rO3U4HiSJOTkBHFc1wXd89krwqAHCU1WbRpncXQ+6XjijEU1mjHcg5zoslqy77u0mFI+JycntFpttNaMx2NuXL/J6ekpaZry2muv4YeuBWKSZDVxKggcPqCkj++7XW08HrtjkVm54wJSkJXpPOV5tFoQxhEdaxBK4pVFZaPRiCxz7jlSIJAoJVG+Vx9XlmUMyozN5uYmX/rSz/DMM8/Q6XRJU9ddu8rO3G9XOhuYWxzVvFYGovK2tDZIqRgMBmxfOI/0FFeuXCHLCrprfW7f2iXXBS88/xk2NjaQUjEc73F6MnSpy3ffZzgcMjgdzdO4QjKbOc8syxPCsgN8ZchOT4Z1eJBlLkV886PbddHgs8++UGdPzp07z9raRh3euHOI8DyHBZwe7C9KFpS8nUoGoVpYdcj1CEhM7prMsyFNUlZzwXq+51jDS55FbTjM6rT3w4wHCkk/wXjijEUzu7EI+qw2GI4yLBeAPmMca1AIwWg04saNG3z+81/g9u3baK154YUX8DyP8XjM/v4+s9mMOI7Z3t7m2WefLeXfUm7dulUXjO3tHTCbOQGe4fiIb37zm+S5u7B5VtQpWSk9ptMpUsqyTN5pNDiVLlmHIr4fkCTOAEipaLe7RJHGL6tdT09PabVabG1t0+m0UMqrgTld2LI0/uyCsVW7zByxd4+6xB5FEIRlDYyH57ldL8lmeJ7Ha6+9xvHpgFu37nB6MuT1L3ye6SThvfd+yDf/8I/Y399nMj526czC4vsBQiiUjGi3IoqiYDIdOKai8GjFEaaYZ6/cXIk6bbu2FiyU0GutuXbtWg1mV15Yt9utr/doNKKS76tSq9PptL4Wv/qrv0qeuy5hSZLU7QOVUgthyCcdzQxEZTSqbEt1PxpjXJ3McLbQYQ/m3JiHSeTez+Noeho/tZjFskdRn/AZr19mOsK8zj+KIiaTGa1WiziOeeaZZwAYj6b1Tr61tcXW9mZZ6j7jzp07fPjhh2RZ4VSx7u6VRqisl5CSSTLDCMgzx58oirLDuy7c7iZAG81wMsYahVJTBqNJHbv6vk+eZNTSfkKgdY62Al9A4Ecolde4SxSFALRa7ZpvUeEu1Rwsz2FzLufPVVoa5byZeSVpv98vU6jzVoHnzp1Da0fxTtOUjY0N4qjN+z+6yrVr1/jo1t26gXUctct43HFNrBHoUFAUmjzX5eYtXep1khB4AanJ6jmtCu0CP0QXmiKfZ3iU9JDCoqRXiuykWGMZDce1dquUCmssujA176IoCvb29jg4OKDT6fDcc8/WIWD1nY9q91023JUhAmcIut1uXX+03OXceUDVtXrw47mfEXhUBqI5njhj0RwPEoJUBqVCnyvXs6KAe57HuXPnaqp3lmXs7jg3td93ZKfj0yPef/99dnf3OTo6Kncex4LrdrvMZjOEUDWQWoiYTqdDkZsy61HuCiXduenlOHn3eaqySSKrvKLm8Xvle7W29fFbK0qQT7G1da7GaZbn6pPMY2UsOp0OxpiycMuVfD/99NMO1C09ryhqkWYFP/jBD9jd3cOUWhS+bxGexRYFWZY78WIknvI5Ph24NKjOMMZ5CXmRMi5m94QKQrj6HXAGpNVyJC+pFJVIjrUWoSS6KNzDOhA2jmOkkDXgXXFoqmv21ltvEcchFy9eXOBZnMV2fdhRGYhqwTfDnqqZd7vdZmrnxZLVMTh+RaX6/ukX+apr/VOJWZwFcC4a3PkfWlt8P2I2TShywcULz9Qq0i5VGXLhwgWCwLn9URTx0ksvMRwO+f73v8/v//7vM0p0HR644i0QwjELVahoB2EtbIIxdOILLr72LYUxoEpegIWiqNy/EAT4calOlTtWKJS6n1nGLNM46rrBlu0IFOuEYUYQCIyYcDK4BRre/9FHDE7HrG1scf7iBYo8QTB3Y5s333IhmftOSZYXdapSG0PU9tnb3+XqtQ947fVXGYxOODg84MaNG3z/+9/nL/75/5Bz29swy+mu9xlPZgwmU27v7bB94RKjac7h8RDPC9i96grliqKg1WrNhWkboaEjL/l4QUQhEoQyyOo6K4WQklx4pHmGyeEomdS8BWVLMFdaut0OURQgfAGehxCSUZoShiF+EBBFMYeHR4zGA1544TleffUl9vZv893vfZs0e4WXX34FrQ1K+UwmQ+LQX3kvNj23+VyGH/PaeRhijEHoAg9LvxPRDiWngwGKACFdxTLWorEoJbFCIquQqMy2VcOUvnUzYFIN8YuFY5QrvPFH4EE9ccbiYUclYLO7u1t6AKJkbA4YDAYUheH5559HSrXgZp+envLRRx8xHA4pREAQBMRxjGN9zjkBq9xLbeakFyld9eB8sc4vnLWW2SwtPQzXN8J5Ee7zmkpIVU9XKeeLvzJenvDqXf9kOOCpZy7Q67VrvcZVYduqUe3eTQJRRbgajUZ1TUoYOjr3jRs3aLVd6FNVwGqtef3115nOMj649kOOT4cEQeTaRwoPJUX9u/vp+q1W0oJCCKRQyNI4uPMHlGtB6Y5NIUQpmVf+LZXAFM64VmFGFDm3HjV37Svj4iqG+8xmM6bTMa+//joffXSdXq+H53kMJyOkdGGeKbJPfR82w73qWsyNJDVfpH7tY9j9H+Qe+DTj8TQY+DGO6qLs7u4yGo1qSnen06HVanHjxg12d3frTEZVV1FpH3iex/nz5+n1ejW9uYmBLAJXYgGUa6pIVTTiZUnApghPswKy9lRgYQE3PYWK/Sel5Nlnn2V7e7uko8/uqWl4EM5FkyRUuedaa05OTkjTtA7dut0uL730EmCxGDxflbUsAf1+l69+9U9x4cIlV2yWFUwm04VQqpqbah6qRzVf7nU+QRDi+y7boaRT9xaq5JAoBxZL6dXsWqE8EC7sS5LUpcQLh5FUdT0V0asZjhRFwfr6OkmSMBgM6nCniXM9ivsQFnU/mqntZiX1KozpcWAMj3r8xHsW1UKtmH+j0YiTk5O6LPrw8JidnR1efPEz9aItjOHixYv8+q//Oqenp7z9ww85PDwkSZKFoq9mHrxaaACBF9TPu12i2ebekZ0q8FBIV4qdZw6H0NpS5POeKGCQEqLYZQCyxP2tSilApZyYTxhI3nijz/rNzfp40iK5J9deH9OKUbv0jUUbhq6qc3Nzk263W2eQ1tfXkaogy8cEgWSWu/4XWZbx1DMvcuvWPkpGdNoRs1lKViQIFaAUGJwLbXCutcWCtCAEQkqn1K01vh9QWIMtCgSyFNsRFJ4ADVJYtCyrOHWB75UkJwHWarASazyMFmhhkZ4DQvM8r4sGpXQlAZubm3z1q18tSVxTvFL30xiD9xBb5v2wn6axXt7l0zQtQ2OHw7jWg6XkAva+n928tmLFc2e99lGPjzUWQoingf8NuIALmf6+tfZ/FkL8j8B/BRyUL/0b1tp/Vr7nfwD+S0AD/6219p8/hmMH5lWn7Xa73tlbZZOa09NTLl26xO7ubs290FqTlQ12zp07R5Ik7O7u1iFHhZBXqdDFbIL7mZlsYYe2psnDLy9UKemfmwwESE+BBKFASIUPzJIpWjuArjCOf6FKME8IgbFFXWhVFB6e5ztdjGxaN+dpej8fN0zZClIKiTYaJT3iKGCt32Vv9y6+58rDW3FIMpuwsbGOlIIsT+qb3/M8BM6LTtMcbRWilIVrelNNT6np9dSsSW3RVBkaicW1r4QqHAErLKJs5iSUyxpJITCmACMRwi/lCGQdzFebx2g04nvf+x6+r5jNJijP1dJsbGywsbFVh5qe54F9cJDzrHleNtTL4UDlWc5DxnmPXSEczft+2ZCzjMWP00t5EM+iAP57a+13hBBd4C0hxL8s//d3rbX/U/PFQohXgb8KvAZcAv6VEOIlax/iijzEsNbRf1999VWuXr1aS72dP3+e4XDIxsYGo9GI6XTqCpbSlF5vjdFoVJK2VOmBHC6Io1QeRhOxr274l196ufY0hsMh49G0VvQyxtZK4VprFA7TaHoV1jiUPgpjjA2wVpf0Y1C+KjMnTs/y5OQIneVMxgVR1CJutdE2rUOIag6WY+ZVo2nwiqIgDMNa2Ws4HLK7u8u1a9cIw5AkSfBlTpJEDIcnhG0X//tRm9nM1WwEfkRhJL6nmE0TvLIBcJ7nNXDZLNJqhiPZYECI53A3AUp4SM+RriweFuN0IjDY0vuSpWcSqFJLs0ghUCgCQl84kNC6OpMLFy5w5coVtM5J0xndXgetncyVl1blAAAgAElEQVTeyckJSnq0Wh1XRPgINuJqs2hqvVb1QdY6BmkzC+OMRnVNKoMPD5M6hXuZus2fj3o8SBf1HWCn/H0khHgPeOo+b/mLwD+01qbAdSHEVeArwB8+yAE14/zmc2edfkWjBTh3ztVUVDLsRVEwm6U1qFUh9ZPJBM/ziKKIXq/H008/TRzH7O3tMZlMapWs2WzmALASCIzjmDiO2djYIAwdbXtra4s0yWuZuaJwTY2mEydqYxE1a9NXPp4PelJeZF2AESXY59BrF2u7OTg6OuDu3bvcSK6Rpx5K+WgL/fUuaTZhe+tcfbM06d5nyapV/89zg1KCNHWNm9bWerz//vvs7NwhiqI6M7S51qa/tlEbxsozq+os+v0+o0lKkuQL3x9FUa1wVZGrqpRoVTS2traB8r0yzQpRu1UasJhCl5R2a/Clw4BM4VSylPBQpbFzeIZffrZTPosDn3anjVKKtbU1jCnwvE0spj5f33cNo6t09lksnlUhnjxDg7N6TTU31TWoQmTfb9XaIMNpjpR+DVA7j8vpcpqiUafSsBtC3duq8IkLQ5YO4grwM8C/BX4O+OtCiP8MeBPnfZzgDMm3Gm+7zf2Ny6calS5FURR0Oh1GoxFvv/12bdV9392kReF4FXCvi9jv92u8owIejTF1tzOgFpStwp2mi+37PltbW3VWIwxDJuOZ6641c/Tx8diFDlUdwVm58CAI8JTB8yTj4SlJOmU8HHP+3DP4fgxS0l1r1aHWw4ylQKn++ezTT9MqazOqcxNC4HuC/tqaU9DSGmslQs6Nk1TVjU4ppbcYq9eM05KUVF2nKo1d0cwrINdaiynDGYOFwtSgsCfLvhiN9o8VVpTnOd1OyMZal0JnwLR+3nE7cJ7Kj3k0+RRVtzU7Kxf6fd4z/+OTf+/jGA9sLIQQHeC3gP/OWjsUQvw94G/izPLfBP428F+w+hTvWRlCiL8G/LVPctALH1yClr1ej1/4hV9wXbwDVbvDlXJVv7+2MravFoajVm/VnkR181b1A+fPn68bGSVFUns/Ukq80KtbI0qpXFy8Lrl8+TKZMMymKXfu7DAeT5hOEk5PT7HGYIXCSjsHuIQLRwqd4Xlw5coz/Mqv/Aq+VIyHjkVqkGR6RlGkn2S2Vj4rBJw/v13PZ7XQ01lKnhuyVOPHLaQFjUIqiKKQOA5JsgJjJWlWsi0916+0qlJ1wsYZGxsbtccWxzHT6ZgLT11wGYrTEYXR+L4rPS+MpkhT/KgkuBUWa1yBljAgpEDYsrJTuVt4a6PPl3/2i1y/9gHHe7fvSUsjys5f1TzY+XzYB/As5pN1xsyuuK9gXhWNddqi+mh2TwFZcyxoUKzgWTzI+BM1FkIIH2co/ndr7f8FYK3da/z/fwH+afnnbeDpxtsvA3eXP9Na+/eBv1++/xMHWVXtQN1tvbzRK/dXa1OGI7N7JOGbwFscx0gp6fV69Y1WhS6V9wCUIjD3cu8rBqQxpSp3CfLFUdspkyOZTKacHA8YDEbz767vPpdVmUwmnDvXRYoMrTNOTo6xhUEXHgLfcQr8MxrgfIrRxGWqXdmTEQJXoWqtoMgL8hJ8VZ4gin2izMOYAmO9ujZjfX3NZWvK7mpaF4BrtON5ina7hfRVKSFQhifGhS9JlqKNIc9TJwUAWFvgJFnL4j0qFmRJ2/YkFk2/18U19JmHRKIERZSn0PrhBHsfZqwKC5r3V57ldZ2IUj76MTo6Z4Whn3Y8SDZEAP8AeM9a+3caz18s8QyAvwz8oPz9/wZ+Uwjxd3AA52eAP3qkR90YlZiKI0C5mDTPk7oGgLL/R+X+rjg/hJiLkzQv+sLFbjA8VbjI7V8mYsEczHOusKHb7RJFsSMqyRvz71kyk1I6lfLBYKespPQIQp8sFWA9rBQoH6w16PzhMOPKJC+HIZ5UtVH0lMMnUpOW1HXhCuY8U/5/rgvR6bTQthLvnfNN2m1HbsuypOSDOJaqW8g4xXUpCQKfIHAeiIVSD9Vpak6SWe29FUWGEBarJNKWTaaMwdjCPYxHnqdOlq+oDJQuwca5/sR8o3j0nkX1+rPAxapdozEG6Un0I6B1/7jHg3gWPwf8p8DbQojvls/9DeA/EUJ8ETfjN4D/GsBa+44Q4h8B7+IyKf/N48qEAHUhUVU56vs+s9m4UawjFxDqsy5mRSiy1tZZkcqFbJa9h2FIwRzXkFKiFoqTSpWs3AnwhmULAGt1/f6moG8V4zfBwUuXLnF4eBPP6zAcDmmFMYIIVRae5XnGo/Q0hRC1NkezpSAIwiAijlrk1riMjjEY4xbh9vYWvTXDcDim0Mm816df0tqVewhpiVshrZb7DoTLbhjjMKWgZGLG7RZ5nhO1WsTxGGMMWVYwSxM8aZFIPKFQVmGsJSgV0jNRoGSHTqcFuqgZqM7QO2P+uFzzaix7FtUmU81nGIb0+32M2V/IEK36nPr35j8e4vAftddZjQfJhnyD1Yf6z+7znr8F/K2HOpK603hFDW5MlRBYM98d6lYAOHJOnhf4AVgy0iytd/TlTEGTAwDzsmBPlY2RK69AODTb7aIGKSxCudy4NQYhFUoqpFhkeLr4uKzx8KDlhSTJiMj3yYxjHR4eHyB8z8FtUiG0Q+M9XAe1IM7I8xkCjzwNELaNkhFu/8twtQela928Kg3QzCy44I34uQGsSildW97y2PPCiQ9LKR3IGASk1nWE9zEoGYK1SCvIJ5pW0EEJj3ZHkeYZ2XDkwhFjgKAMB0FKi1KQZTPC0MPzBFJW35mWDXgsnm/RJnF4SOyM6mAwIU00YdDG5q7lpBUKIxXWkyRFTuQpfCHJdcDJ8ZRO9zwnyc3aU9K6wPfVwv3AUu/1s2RyVxkYQUrVtgIqXMHxQPI8wwt8itwgpKTQmjBsIYDAFnSUIZaGJM9BhBgvLr1LjShSPKtBevV3N8lapvl9ZfjatDnWWkSZhQnKfrmYZY/q042feLr3MnbwSSZmmZJc/Wx+x/J3Nf++365VZWuEcILC+/v7Nf6x6vObTYirv6vu749zLOfo3c/VzZiFdOGEH6iaCBeGkSsTt64bfBTFgAN8Vz3CMHZd640jWlkjEBaU8vHKCt+KAu6Xyl6CuTwfgJOvcw9Rdp+TqiEw3DDij9uzWHUfuE2qImI1eBWiIRNQ3bNLzzUJd83nm99V4XXVBlhVKT+u8RNvLB71WF40qwzFyh2nYTiajypbA9RNhZrpyeb74V4XctlwPY6x2lA0/+cMhxCLymVzI+sqaSsgtKrpcF6QWvmoUqZFUYCVpVEM5nNsVus7COEYmwvXRQIleQtMjVc0z+HHbSya13/x/4t9QxYN8aJhuPc63Pt9y9/7uAhZ8FNgLB7FTVDhD5U1X1VgtHxh7mc4Vn129dpVXsvyxX4QNuajHve7yZb/t4qsdL+xyoh6QpaiONWOWnoAVtLsv+GGRCBLQ7HMRXDvN6agboQN91DOH/c4awOpjO09cyArz81g0Qv30yqAfdVoFiwC9b37uMZPhbFogoSf5MY4yxCs+n/z4qy6qKseVSjSLsu9q1L6VTtRU1wYWKB1P66x7OouMgTNkgGzc6Eez0PK8tiNwJc+cRAjrQQNkR+52o6lBxr6/TWkBWklnpSYQqPzsjlUefoKicIZluY8VT+NLagWnDa5a41gs9o7q8rCf1zGonkfwmIYUoO95Zzee89WoUSlh+EeVbpZqsqDcpidMfdS/Zvz8zjGT7yxeBRj1QL/OET5QS9Ks39EVeWZZXP9hGWj0fRCPo0BfDTDzH+K+Y7lwg6o2iAKOV8cTcm4pn7D8rlUwj0O/3CxdhAEzoeQsqwDme+e9xxPOap431rTMGirXfTHOe7/Pc3QY26EEc6rqMF8cW8PmPudw7Ig8IPct59mPDEl6kLMqbFNUs0ydlC+uv6tmRmpXrf4mO8y84tw74VoTvL9wCWgLKWeu33LMXHz9ZV2hi47o62vr9fvU0phKc/bzi92M33p+37JGVmU0WvOTfO8V/1dH8+Sy9oczfOv3lvYuQ6Hw2QNMN+ptdYOmS8NYQW4VSBxJf1XcV6qXb5idxqdE4cRJydHbG5ukuUJve4aWucuM+T5GG0xpkB5rp7DXW+3Yys1PxcncjOl3W6zZ+btAieTEWHok+dZ/fplnoWxZsFjXDU/C8+vSG86LRAPY+civVprBI6uLqMy01SFpUtrWimFFJKs7GJmy9SwKdsKVLUhlvm91tQnARDl9aru+Tr384gM5hNjLJpjFdD2aT/v42Ly5RToWa7d8i656HLe+x5dcjF85dSjOh3H9nQGpOoKX4GghjCMagGd6vllvc37ncejH0ud2tFoXdT6lkKVIsQeZGmB0SnYHE8FBL4oF0xRqogXrjLUZPjKYsmRyhCFHoVOnRxfMkZJSxgojNGOvGQlWZFirSh7nhh0URB6LrVttMD3A6fYNV3MJjV//3GOyoDmeYKxBZ6n8H1HlVdCkFtXMOiWtMHaAm0MQnh1tqwyOgvrQbBwbqtC5sc1nrgwZBUy/2kWwYO68qtAvPuBVvcD/ZrPrdKcqMV8l4zUqt19WYRn1bmd9f1nvX6VsVs5Kik8WWZEGtJ4Fj3HK4SjdLs42qUIq9jaWlPH30o51qbvexiTg9YYk6OUwOrCFaSFPnErJAx9BE7LI8sT8jwlzSbkxQylhPt/w0uSwmVgsLK+RvWx/hiNxXJI0KxRgbmS+XLINL8PbCMdbOtHDYbWIK65ZxOrPu9xjSfOs2jevM2F8EkmoUKimxmJVaO5UJdd+dUfvDobsmrhVfF4Usx3iEpop9llW5XgVjMO/Tj8pOkJNRfI/edj9fmf+flyfhympFg3AdcqnOq2Q+LQhRmdjus1a9Y6ZTjiOp23Y7dIimzK5lafXj+i3QoQIsQISyv20dZw/twarVaELgRZ5kKyWe4aRvleyLVrH3Gwf1RSM8FR+i1FbrFmTttvivEoT/IYicT1fLlr4ebUMYJluWkUdcbGCxSycEvevadM+1pXP1NrY9h5WF5UHoZYNAwLhr98jo+5Dz7peOKMRTUeRyhy1qhiSXgwotVZHkfzu2ovosgXXtOMN3WeY3BehjZVz42g/owq7r1fGLJsMH4co9odgyDASFcQ5kdebeSqOptOp1Uv2CzLanC3KAo2N0vspixMy40LXdzCjtnMCsK4Q9U+MtETBJKigOPjAZPxjOloTOUcF7nrT1L1d2kuKDev4nGtoZWjutbO+BcEZXFjURRYmSNl6KATqxvHuprv0twIFjaGxuV2fz/e6//EGosf5zgLgT5rx161KBdKixsX1vNcDGqkRaAwVtbd0poCrlXRUxNoa7ZkvN943IZi+bOrrE4URRglkJ6iJeOadDYcDuu6mTRN8TzXFNrzvFrnNPB9hBJMJhOs1WTaKUoFfoSxkslkhhUBRe7AytRMkSUh6/btmwyHYzw8qhXTnKdVXt+fxBBCzOtlSsBVa43Oc4QfQKnobtEu+8O9G879Nq5VYLULEX/aPYuqmlBULnj5dCOtNF8UzUm996OWC8eqdF6FHmemqFOag8GADz+6UyP5VZd1a23Nj6gKgaods6nMXTERoyiqF3pT37G/FjNKhsRxFyE9fDS/+h/8WQbDId/85h8wy6cO4lJOzdsWLSSuabH0fFAeYbvDbDIGQBrACoSVaNlIITYmo677qP5ZggZnFTCdGZ5ohRUSXQi0gMI4WnYyTci1YSPu4HkBudGMxkcEyqPV6XF+3XVWn00ntNtthHF1L1EUkWeZ07OwGWnqFLrb7TaikuU3UBjNbJrUVcJZltEODUVu0Cj+6l/481y9dp1/+H/8I6Qw6DwBBHkxJI5E2YdW44UFuR0ShAFSOHFfaxVCe4BBlqlKKx/ci9WLt189+c4QWHzlkeeluqgQhKqFyRWhkthihscEa6wDOQmxCBASYZ1UoDHzTUfhsmRoSyhcGOU2mEa2zlqnYiqrrJQkNw7XsI/YVj4xxmLV7rgKv/g0Y15cpOsK06y8eSuXv5LQq/6X5zlVY+NquMa2czez+rymRwIuVbq7l5T/j7AodGERwufkdMB0OiXPCzKd12Xby6DjpwV4P9VohmTS1W4YKdja3iTPLe2um69kltLpxSgxZ6dqk5PNEtfvVcB0OqUVRmWooum15iEJQJo5Sb0kSbFGE4ZlDxcsKggx5BS2QEiFtpAVZdimhCvIa0iimLIy1hiw5mM8DHE2lvUwY1UGrVITK3SG50varQglRdn6coYoe6uYIscKW96TZThM00PVVYcYmgWXwuIKysp3CNw1clMhH+n5wRNkLGA1ul9fAMHq5x9iVHUZWs9ZkUEQcHp6uvD91WdX3gTML35lDJo9KcCpIFWvq17rtCgcldlYhTGuoTHCpyhcs54bt25y9eoHnJyc0Om0Vp7XJwEmH9Wwwj2MKAE5Abd3drn50W3u7Oy7BsSTGUY4JfI8zWrtzU4rZjqdEgWuCXUcO4MynU0YJzOiKCIIAtI8ZzgcEoUthJJMp051bFqGLEIojJ5gtCXXAiF9JpMZw9MB7TgkDBReKywNVSUfsERwW9CP+OQLaNmzLZ9duG+aoaywTr8DY4h8j/Pn1hllksGkwOgcIXDsTCxKGApbVF9Ue9cCsLqqxK48j9WbiLXL98Wjqyt6YozFKiOw+NxZWZIH/w7P84jjmImeLaQvLz/z9EJmovIsKjHgLHNisM3akSYBSSnF3d2d+rgqA1MUBUKWKuGFA9qKHPb2jyiKgsFownQ2Jk1TfN9DW0N73WlrNsOoszI5ZxmLh339mUO6VJ51vGyQFoskimNOx0Nu3r2D5/kcHp2QZa4/apqmLgVacUVKY3p6ckKrFRHHMRcuXODwzh6z2Z4T/R1PS8WsCCMMp6dTkiQhydKalDRJp2RZgfIC4riF1QbhRxgpyQvDZDxzIU3sl60JioWYf6UBXZZCeIBxlrFYBpmrn9PZiO1el9PDPfJkxBuvv8zu0YjrN/fYOZqivBDPC5jMpthConxnEASVx+QWu9PxrQyEA2urcLt5jq4mZlX27NOzJJ44Y7H894M+/6Df0VzkAIeHh7xz/eZKgDPLsnrhNTtsWWtroK7VcmnCprhvRaYxxhBGjg+QYdAFpDZlb2+P6TRhNJkghCAIPcIoWrnI/8RCEABhMI11Ycqs3Np6n81z5/Gv30YIQVrkSOWjfEEoPdqdGGlhMBhgSg8uiluEUYyQknanR39tkzTbR6oAYyYURpBr1/leej5p7jrQC6AocnIrya1ASZ/CSIqsIAqr2o9KmFcDzkgJI0vORdnWcHkeP7mS48pRZdSaRr7yQLUuEDg2p4elHQV0ooB+B3f+GnJp8TxBoqD2VLTBCoM1AiV8jBGY0lOwZm7omiDo4v3yaGlUT4yxqEaVF1+O/5ouxCK+sUhGqS5Qs8a/UrGqPrvCF4wxnD9/nusHRxwfH7uu5kIwGA7qNFflZQALnkf1fcenJ/M06RJ+kWUZEgtSMJtmTp7OesTtLkHUwo9b5Pm8B0gFnuZ57lS+S5p0M/Sh3D3kfaSTPi48Wd79mvl6mGd2ClNgdY7WOYGIa0M5SXIuPnWJtPgWrXaXy08/y+lgXHpgU6Yz158D6RFFLZcFmY5Z23Td1KZJzslgQtzus755HqFCjBUozyOMuuT6FCEjhHS4kRe18DMPIRzjVRsJntNTnSYZ7dCjuzZXXc9zJ6dYXfNklhJ4IdPZlDjqYDHoIicu0733egqL89Ucbg6WaPR2rqpW8U5qkLs8pqJwzFYfg2dSuhFMJgUGaPX7PP/0JYyAo5FrI1kUhsFois5tSdP3EFKRZAZrwVc+WuXl/W8o68qwVriub8h7DNenHU+csXicYzlFWv08ODjg9PTUGQsp6+ZDTY5D5eIZY5iUHsEyjlGNZtqrQrCtKS+4kExmSa3dIKUHFFgpMWK+G8Gc6QmNpsblzSmRGB4Nyegsqro0dX8wd6yWupbFYRM5fqBrw+twGr+U/ROEcYssqXRRdSkv6GpDxtMJUdjCWIGQLrWqi4LZ8RHalB3cDBjjjKybC2pPAeOuRxgEBIFHmmakeUYQOm/CsUfnIay1ll6vh8BDY/E8iTEZ2uRIda8261ljHgY0ORBzctVymFJYQ240cWk0jNXEkU878pgMT/H8iBTB/szhaYXxCaSk2+0QeCHDwYhZUiCUY8J64LInCHQDvLwnXSwq1iecZQwfdvw7ZyyWfwrh2gAYY2pjEQRBnVptEqLq3pgNNaIqPKkwDqXUvBAoCEpKtMJoJ+Of55oPr95gPJ0tVGlq3G4ohKi/vzIWTU/JSacBiEeGXZ3F43CsbQNWY7UDDbWlTIXaOqwrCsPJyUltNPI8oyizSJi5x1RV2wohCPyINE1dQ+Y8Q2s3r6PxlDzPybICYy15WVTnWUEhXLWrJxUGQTqbEoWt0gNLkdJzPU6yDKhYu3NxnslkQp4ZQi+sr7WQXi2e+yCYThM0rca8aK5iAVO/RnkB2rjwyvcVVhfEUZu1tR46d4Y0k5Lp7BQ/jMkLhe+FiJ6BwlKkU2bjCZ3eJsaIkmtiERhobBZVn9iK6OV6ZTp0uila/GnGE2MsVsdcn2wsul33prSau4LneXz21VdrHKMJVDX7hyyHR01adpX5aIr4Onc4h8o9RaFkyHQ643vff8+5jdJzF98UWDM/zqrStOJzVJ8nRCVBZ12/UvtgBWbNc1+ep+pnkwxWMzFxYjQeAq8seBIohIU4iNla30JbwWA2JI4jZOlpbWxsoHXOe++8677DFOR5itUtgiBgc2MN+9Jn+O53v8twMmY4HuF7AZ1ul9e/8Hlu3rzJ7s4+mS4IW7HDgKZj0lxjSpamAFpRSKAq5qhBY8ly7ZpSYxBibshHoxFB4LIvvvIpigxrU3xfYcy9GiWr5gucvqkQ81BYCLdAnTdYhT5zXg9ByGA2o2cd72F37y5h1KG/cZ6tzTVOTkfkmSCKWsxmYyIpsemQydEhWW4JlceFzZAsP8UISWGs6wuLQMk5TiZFCYwKnAaoqMB/WR73Q90qK8cTYywex1ggdzUWxjImUu3aywDjMiuwem+1sCqvoroxmiXZlTdQWItQHgqJ7/kEQYVBGCyNVK2VLiY3c1k4Ied6jDV2AaVnobFngHRn7ZDLBrlp+Jo4UF38VjghmSIL8PzKOLrQBGsJ/QA/iFw39P2iPv/AU+C5BdPvtp2nJKHbaxNFEWtra4xnOf31NS4+dYn+dMp4NCGMI+I4pN1u0+q2kEnGZDJxPV+KAqG1yxKUFGltLWmaoKRPv9MhiiLCVrWAnNfmsB9JHFrG4ylhUNGsbeldQKFXYGRnzGPFsmzOpaAKb+81xqYUGfaDoMZvAKbjyQLpLFSRmz8vR3keUjr+BcIjUAJtcjyhyFPXbEkqhRBhfa5ObctdHyEpCXqmPqSHzoStGE+MsXgcnsUycNfkUTQNRpXlaGIEVVhRHVvTWCzrO1prFxSumkam5mPktqyirFB7cc9xWObZFpgbnSY2UoolIZFlK79PP5qfX50TOHdfSkngKUJfoYyHRtWGstvtEkYt4izHUNSMzDiO8TyPZy5fmp8DxhmBMCIOQkcRb0Vsbm7SbrfJyvYIcRwTtVplq0hKTYoJJp3iK4kUChm4todJOiU1ljCQWOsxnszwfWcgsjxhNpuVfUYVSrj2gXEUMxvPauxhMpkgVfTAi6nyIJY3G8or2ATDi6JgmsyQ0vXVDaOITqeD8iJyDa1WRLfbZTzNKLSrnaEYgvZAlFmeXJDYGV4QoZRhkkww2oDwQKxXX4uTIhRgXTgkZEUft+75R0DOemKMha3iL+EkyKprUQFU8/DBWUyLRljQ2u0QOhXowhAEETOT4nmu/sKPXGcsPw7BV2TasLa9TWEpyT0ZeAGe8mi3PaSxmDQn9AOkEozGY1AOTJSeYpom9INonqlAle6uckrVUlIUhizLaLU6JMYh23HcJk0yLCOiIGYwGLisSeFifKzGU4rTMdigyzgDPElaCPBjDo7vEHg+rVaLg71Duu02gRhw+fIzTGczjAyYTBOskEjldhwByJoRaPBDn+kkIW73GY7HoCLXmT0IuPXRh0hhaUURb3/vLaSCw+EprcjxIoIgYDgcc3h0wiTR3Lq7w92DAXlhMEgmw2MmkwlZlrG5uVljLtXI85wkSYjjmHa7zdF4Spbm/P43/3X5f5eG9jyPg4Mj4jhma2ur7vb+9NY26+ubdLtdiqxgPB6TJSmDwSmekLz9nXf44N2rrK2tcZJMyZIJv/X//BZPX77IyckJ+F22z1/ihRc+w+/+zm/xl//8n+Gv/+d/Di8/JfE/W27HLrnpFplEGJAYpzpehny5cFRxcDRxId1btanmNyOOI7Q23D3YYbh/hwsXLtGWIXqSQS7wPUUU+Dy72ac42SOf7PLCc1eYzSalyA/MZmNy4by5LCsQMxfqboYehCBExrXRnRIXk+TaKaNPEtcG0g9aZHmZJVEeRv8UYRafdOR5Tp5p2u0O6902IAmE49kLIRhOBuR5ztraGmEckWU5t2/fxkrF5sY5giDAWsvJyQnWGGIvQFnDwdTtPl7gYYSrV0Ba0jRlKJ33kGcl4UpbkiRFCq/MljgCV5JkzPSMJHGuoy5co579/f06rHCZBos1DgBUvuDrX/86ukg49ixH+3t0ui3y2YzhqSM/taI2WZLwl37151hf36TQGqtKz0Op+0JZvu/X2Zxur0eSZPyTf/JP+OG730dgyJIETxqyPOFgcIKwjuXa7/fpdvtI5fOD964yGE/ob13i8OgE6YUIk+L7Pt1ulyzL8H2fTseVqE+nUzqdDnmeMx6P2dnZwfghouwW5xSuunXzpZdeeom7d+8ym83wPI/pdMo4nqJx7RRE2TiqKLu9aW05d/48z1x+irW1NX7/zT+i1Wqx/corfOVn30ApxVvf/RH9jS18L2RrfcOB0c9fsx8AABQLSURBVCg6nQ5JpUYlhOsFsyJ7YMX9qRm+75MkCUHgutBPyuxGEARorZlOp6XimMLzFFmW4geKKArQpuDu3dtkeYLv52RZ5ng8hcMhjDG0211E5jZEt2lKMmuwhY9SPtLzURLaviLNZ66a1yiwAiWK+zY2etDxE2Ms7g0nBFa4DEbgR7z33vv8f7/3dfb3D1nb6jEYDPB9n956F2MM77zzDv31NaIo5vJTV8i04c7tHQaDIVOriEMfqw0SaIcxStiyC7tiPJsSxhGyxCiGo5Ma52i1HM17cDqkck+FcP008jxHBq4oTCmfwA/R2hKH7j1ZljlipHQ7vzGGdjfmxRee48b1D9nfu80kDDg8gr/0a7/GcDjko+s32N/dZzJLuHXrFs8//zytdpfhNEGpAOl55NrQbIRTjarfq8kNfhDye7/3r3n33R+yt7fH5nqXF1+8wmQ8wpcF29vb/L+/+3vs7+1w7tw5/vbf/rvOZZ7M2D045V/+3td5+4dX+XO/8qucv3iJ7771LXq9Hnmec3BwwKVLl2i1Wty5cwfP87h+/Tq+73Pu3DkuXLjA2rkLHB0d84u/+Ivs7u7yL/75v+LSpUsYY/joo1u8/JmX6Ha7DAaDEj/RnJyesp/nKFEKBgtJlqeIzNLptPHikETnPP/sFfb37pJND/mnX/ttPvroIz77ua9ycjxkMsvYXt8inaYUWQ6iQAhd4oBNcNN5sXXP9oW15oq53M3orIjvB4wmE6Kww507O2jrussNjMMs2u02nU6LPJuQZg6v2NzcBHOeg4ObXL/6jgvH0hG+7zxIW7Y1UFIym5yUGNm8/KCVZ0gtSzk/KKwgyQo8L6CwoCtlMSmxxU9RGPKgYwHTsBLPDxmMhvzht77F1WsfIoRi8/w6/X7fNendWiu7qPfp9Xq88caX+OIXvkxaaK5f+4h/8S/+JYHwMUVB1A4JPR9T8gSCSGJMQVsoWp02Seb6aW5sbDmvo1S4NtrSit2OWtcyGNfucJYn+H6ItYJ2q0Oa5hTZvIGQyQuyLKcVu5LvdrtNp9Wm3W6zsbFFMhmyt7fH7/zO7xDHMTrXjMfjOkXY5GXcO5b1SSHXmjiOsSh+8IN3uXHjBr7vc2dnh93du6yvdRmc7tNpuUKubrdPr7fGzs4OV69e5XQw4stf/XmuXLnCzuEpt2/f5sPrN4gDUeuN3rp1q9Ss2Kxrb6y1nDt3jjiO+cxnPkPUXeP27TuMx2OEcMrna2tr+L7Pd77zXay1tNvtuou9FQKUROJBWZlamIJCF8SBT5KlXP3wQwSupicOA/69n/tlDg92uXbtGmnhgwiQMiAOcYZCw2gyhnWnLSpsufZl+cvyvXcWrGFdjZDvhcxmKWmS0e71HTNTl82ys5wsSSiyBCMg8CVGJ/hKE3gG5RnCSBIGcZlVy7CA8gSeJ0mSDCXmWIjWGl8ECCXxyoK0vMhdVzQRlsQ9CbrcwO4j/vSg4yfGWCyTnqqfrVaL3d09rl//CM8LwEp2dnbo9XpMJhN29u+SJAlpmvL000/zp//0n2Zz4zyd/hpfeuNnuXHjIwaZ5fZHNwGBF4ZoYDQa0Y5bCKFod1vOw5hO8P2YPEucZ4EkjgKMNPR6bccZSBJnEIqC09NT1s9t0On02Ns7qJskWzvnbDT7qMax++wPPviAyXTEYDBAoblw/hI3rn9EHMe04ph+b512q0WWORAvCGO3+5oCKcpLKsx8Nyx/l74zbK6EXbp0YhjR6/XY37vLGz/7M3zxC5/jf/0Hfw9UG506JulgMOBrX/sagR+xfeEi/V6ffr/PK599DeUHvPej9znYuYO/HRKttYjCFr4Xcn77IrPZjNu37nLxwlO89tprHB0d0Wn3GM1cLcfVq1cJw5BWq8VsNuNLX/oSu7v7HBwcYK3jJxhjGM9mWF2CzZ50RjbPkAKsFFgpGA6HAFy+eIk4jIjCkFc++1l++Zd+id/9vW/xww9uEijBaHRCx0vJswyTF2AsQmhsyYlxFsNRxCv7YIQrj5kPCQ0hgEqv4/TUGb84jklmrt3k6emQGzducHx8RBhIpCewJiFLJIWZEYaWjbUOnW6I1U7/RCmn/XF4eMjuzhFbW9vowskhpIkT9Z0OTl3a3veJopbjsmhnSKwRCCVrYqHnLXbB+yTjJ8ZYACz2OLVYAUmasbd/iBaSpNCs9Xv8lf/4L+D7Pm+++SZWOrDx+PiYg4MD/vE//sdgPf6jv/LrfO6VV/nsZz/L+zd2ufynLvPd736Xk5MTfv7nf55slnDjxnXnukctjM7ptnv/f3vnGhvHdd3x39nZ2QfJ5UNLrUTSNClRCiVFbRzFUWzXEOC0aCKjgOQghYQATT4EDdAH0KLoBxcpWhfol7RoCxQNYrhIgMRoK7tWggpFlDhNpLqxQ70iSqJMU4+QEh9LUssluQ9xH7Nz++HeXa5kiVzHIpct5g8s5knOf8/MnL33nv85l927d+NIifHxcQCam5tJp9M0tTTzWGurLpmHRXd3NydOnKCzs5Oenm2kUj8zLQ9FwK+1A+l0Wisdg3pAMpfLMZ9cpKmpAb+t58yIxbbSt72Xo0eOEJ+Y5J13BigUXHK5FP29HbiuQ76whEhAz1dqOdyj1qpKaXacErY/QLHkYAd0yjzKT27JIRJpYSGV4b//5y0OHjzIlq0xLl15j4ZwkK6uLmam73DmzBkc9yKf++0vUHIU4+PjtLa1V7piqVSKcDjMgQMH2Lx5M4lEgmvXrhGLxYjH4wwMDJDL5ejq6iJzd4ml7F2mJibp6Ohg/PZtotEo3z1+nPnkIouLi3R2duqvoPSQtlMO8eKj5Djk8jkagkHS2QzBgI9gg25tpeaTLLoFfjI7ylJ2kY997OOMjSdwijrPIugPEm1tYzGZojGk9Spa8GaiB2IS54y/1Y7ChyvV3buyXXWXxHWhUMyRzWZpa2vDsnTXo+uxXsbGxkin0+zZ/RH279/LQmqBYjFPKKxFe099Yvdy6FqpSsGgnTv6GR0dZXBwsKJ+LacaWJZFQC3nLymlKBT1rPVLJus3FA5Wkvva2tr43fOXPtT7t6qzEJEQ8BYQNOe/oZT6SxHZBhwDNgE/B35HKVUQHfz9DvAJYA44opQaq+E69yTivB8KkeUJjvV9VWD5UD6hVFJksnfp7HqcyclJ5ubmcF2Xnt7HWVhYoLe3l5a2VsbHJ/jByf8iGttCc6RV11loaKCjowOfz8elSxcJhnRIyx+0effKEH6/n9RShr5t2xERFhfS3M3qGzNz9w6pVArBYnP7FqYmpwkE/bi3Hfy2j7m5Obq7e4xaEwIBm0JOz6juOA6lQpGlJQfBpaGhoTLw6eQLlT7/xPgtEokEPtEFYtKpJZTrVOYZ1aFPPcjmsyycUrmnfX83ROHiVmZjL+siHMchX8gxMzMDboGGsI8zZ99hW98ero3cIJ3K0tnZSaHgsHlLjImJCQYGBrg1OUMqfZc7yXlmJqdwHJf+/n5sO0ih4DA/v0ggECKZXCCVytDWpucsPXv2PEXlEo/HicViWJZFLBYjHA4TiUSYjs/iuroYkFaEFik4BVRJh1IDdoAiVKYUUOiXKJNJ61qfLRHy+SWOfP4wgxfOs2lTKxPxBRobbbKZJTLpDLa9lVLJRcTWTXrLBp8ub6ibK1UZpJT1FRbL9VeFkrsc7fHbfhYW0zSEGwkEQvh8Nu3tMWYmZhkaGsJVOVyVJ3N3DlEudmD5/pSUi+MYxWlxeSqFudlZuru7eeHQb1VqqFRrYnz4q0L3eTA28dtWlfLYrQrX//lqr+GKqKVlkQc+rZTKiIgN/FRETgJ/AvyDUuqYiLwMfBn4hlnOK6V2iMhR4GvAkQ9C6kFaC6nqRpofAPQL4cMtgc/y09TUTKihiYmJCZLJJNFolFu3bjE5OcmuXbvYtWc3wWCIYvFkRWr83nvvMZ8tkUjMkkgkSCaTtLe3Ywf8RFoixONxQqEAU/EJRkdHAVjIZMlkMjQ2NrJ1a4xIJEI0GuXOnTuMj4+b0u86ZOu37Uq/vHrawkwmUyXw0qnwruvSGA6ylE3r0nWhMJ2dnWTTGdqjMT0GspRnLrEIPCB2Lrrqs0b1MbVst4qNddUrV3zk8jrhTe9ziUQibO3soK+vj4nb45w7d46nn36aSCSCcuHtt99mamqKZ599jkAwxOT0DMnZabLZLKOjo4yOjtLU1ERnZ6cuoRcIsGPHDnp7eykWiwwPD+MP2FByCVh+nHwBv/gIB4Js7+klYAW4fv06qVRKvziAJT7w61/1oimao5wS/lAQy2/jtxSx2GZEhPmZOE2RCJlMhlz+LpZlcfiFF/jXY98DxMjWFf6AjRIdXhZc0/1wTRj1XuuVs2+XBVuWmShJO4zp6WlcJWxqa9FTGjguFy9eZOjKVabjs2SySSyfQnw5om3NLM7P6RnUXJcSgk+0Ay8VShUFbyabYmExyejYzeVbXBWS8duRe4R0PgtCdsAkohV1PRbLQqnSCj/CtWNVZ6H0m5sxm7b5KODTwBfM/m8DL6GdxSGzDvAG8E8iIqpGtdX96sKKNBvjMKqafy4Kn2WRK5UoKcEON5DO3sVXckxdBR/z8/M888wzDAwMcO7Cefr7d7F3714aGho4deoUPT09PO4P0/lYF1PT01y4cIHjJ45j27YuiuMUcYpFPtK3g717PkqkuZGZuQxjY2PMzs7it0OELT9Xh98lFArRt3MHzc1NbN++ncHBQUZGRrh8+bJRD4ZwHBfbChEK6dyIcp2jgBETWVJiz95fITF3B9vWwiWnUKSlpY1gMMjo6DgLqWxlVLziIKq9qa7zXLUO1WX8Syhct2TK5PkIBhrILeW5M5egORIkHA4zOZXl4sVLtLa2opTi8OHP0djYSHx6hmRqiWLJx+nTp+nf9VF6tvWxf/+nGBkZYXp6hmi0nWAwyOTkFC0tLfT09DA2NsbQ0FUCgQCbNkVxXIddu3bx3HPPkUgk+P73f8D169cZHh4mGt1MPp8nHF6u66mUqrS6KCmU6xLw2yjXxXItisU8ez75SXp7enjt9VfJF3O8+eM38VtCJneJH54+i1JBLDtENrdEwSlhB0Is5dP4Gx3ELYHt01nC5jlzxegtygOfCpOboR9Gn+iwuePormc4rPNNkskks4kk167d4Bc3x7CDQRYXk9y+PcaT+3bSGPYTadhEvqDLEyrXwvLrWejdUqEyO1tzc5OWp9s28wtzZrBX39disYjYyz8+qqgT7XQEz9YVMZToSZqclavb1wqp5R0WXYHjArAD+Drwt8CAUmqHOd4NnFRK7RWRIeCzSqkJc+wm8CmlVOK+//kV4Ctmsx/dZbnnnDqjHY/PSthofGDjcdpofPqVUpFf9o9rGuBUuq31hIi0At8Ddj/oNLN8UHvnfR5JKfUK8Ep5W0TOK6WerIXPesDjszI2Gh/YeJw2Ip8P8/cfqJSOUmoBOA08BbSKlON0PAZMmfUJoNuQ8wMtQPLDkPTgwUP9saqzEJHNpkWBiISB3wCGgVPA581pXwL+w6yfMNuY4z+pdbzCgwcPGxe1dEM6gG+bcQsf8LpS6j9F5F3gmIj8NXAR+KY5/5vAqyJyA92iOFojl1dWP2Vd4fFZGRuND2w8Tv+v+NQ0wOnBgwcPG24WdQ8ePGxM1N1ZiMhnRWRERG6IyIt14jAmIldEZLA8Yiwim0TkRyJy3Szb1pjDt0Rk1oSey/seyEE0/tHY7LKI7FsnPi+JyKSx06CIPF917M8MnxER+cwa8OkWkVMiMiwiV0Xkj8z+uthoBT51sZGIhETkrIhcMnz+yuzfJiJnjH1eEzPztogEzfYNc7x31YtUV49a7w86ieEmsB0IAJeAPXXgMQa037fvb4AXzfqLwNfWmMMBYB8wtBoH4HngJDpM/RRwZp34vAT86QPO3WPuXRDYZu6p9Yj5dAD7zHoEuGauWxcbrcCnLjYy37PJrNvAGfO9XweOmv0vA79n1n8feNmsHwVeW+0a9W5Z7AduKKV+oZQqoHNNDtWZUxmH0MpUzPLwWl5MKfUW7w8xP4zDIeA7SmMAHcbuWAc+D8Mh4JhSKq+UGgVuoO/to+QTV0r93Kyn0RG5LupkoxX4PAxraiPzPR+mtH7D7L/fPmW7vQH8uqyiCa+3s+gCxqu2J1jZ4GsFBbwpIheMshRgi1IqDvrBAGJ14PUwDvW02x+aZv23qrpm68rHNJk/jv71rLuN7uMDdbKRiFgiMgjMAj9Ct14WlKqUga++ZoWPOb4IRFf6//V2FjWpPdcBv6aU2gccBP5ARA7UgcMHQb3s9g2gD3gCiAN/t958RKQJOA78sVIqtdKp68HpAXzqZiOlVEkp9QRaJLmfR6C0rka9nUVF7WlQrQRdNyilpsxyFi1n3w/MlJutZjm73rxW4FAXuymlZswD6QL/zHIzel34iM56Pg78i1Lqu2Z33Wz0ID71tpHhsCZK63o7i3PATjNiG0APtJxYTwIi0igikfI68JvAEPcqUasVquuJh3E4AXzRjPg/BSyWm+Jrifv6/C+g7VTmc9SMsG8DdgJnH/G1BS34G1ZK/X3VobrY6GF86mUjWQ+l9aMcIf4lR3GfR48k3wS+Wofrb0ePUl8CrpY5oPtvPwaum+WmNebxb+hmaxHt9b/8MA7oJuTXjc2uAE+uE59XzfUum4eto+r8rxo+I8DBNeDzLLqZfBkYNJ/n62WjFfjUxUbAr6KV1JfRDuovqp7vs+gB1X8HgmZ/yGzfMMe3r3YNT8HpwYOHmlDvbogHDx7+j8BzFh48eKgJnrPw4MFDTfCchQcPHmqC5yw8ePBQEzxn4cGDh5rgOQsPHjzUBM9ZePDgoSb8LwTYtgo3acEyAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# crop target\n", + "\n", + "target = np.asarray(target)\n", + "target = target[b:d , a:c]\n", + "plt.figure()\n", + "plt.imshow(target)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PSNR: 20.745203 and SSIM: 0.61848456\n", + "PSNR: 25.553387 and SSIM: 0.7984693\n", + "file26-targets.jpg\n", + "PSNR: 25.402475 and SSIM: 0.82692957\n", + "file26-targets.jpg\n" + ] + } + ], + "source": [ + "pretemp = prename.split('(')[-1]\n", + "prepsnr = pretemp.split(')')[0]\n", + "print(prepsnr)\n", + "\n", + "tltemp = tlname.split('(')[-1]\n", + "tlpsnr = tltemp.split(')')[0]\n", + "print(tlpsnr)\n", + "\n", + "srtemp = srname.split('(')[-1]\n", + "srpsnr = srtemp.split(')')[0]\n", + "print(srpsnr)\n", + "\n", + "asrtemp = asrname.split('(')[-1]\n", + "asrpsnr = asrtemp.split(')')[0]\n", + "print(asrpsnr)\n", + "\n", + "agantemp = aganname.split('(')[-1]\n", + "aganpsnr = agantemp.split(')')[0]\n", + "print(aganpsnr)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "ufunc 'add' did not contain a loop with signature matching types dtype('\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_yticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'\\n'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mpsnr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfinal\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;34m'crops26.jpg'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: ufunc 'add' did not contain a loop with signature matching types dtype('" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0, 3.14)\n", + "fig = plt.figure(figsize=(15,10))\n", + "fig.subplots_adjust(hspace=0.4, wspace=0.4)\n", + "d = {1:'Fine-Tuned SRGAN-MSE', 3: 'SRResNet', 4: 'ASRResNet', 5: 'Target' }\n", + "images = {1:tl, 2: sr, 3:asr, 4: target }\n", + "psnr = { 1:tlpsnr, 2: srpsnr, 3:asr,4: '' }\n", + "for i in range(1, 5):\n", + " ax = fig.add_subplot(1, 4, i)\n", + " ax.imshow(images.get(i))\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_title(str(d.get(i)) + '\\n' + psnr.get(i))\n", + " \n", + "fig.savefig(final+'crops26.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}