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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"German Traffic Sign Recognition Benchmark (GTSRB)\n",
"=================================================\n",
"---\n",
"Introduction au Deep Learning (IDLE) - S. Aria, E. Maldonado, JL. Parouty - CNRS/SARI/DEVLOG - 2020\n",
"\n",
"## Episode 1 : Preparation of data\n",
"\n",
" - Understanding the dataset\n",
" - Preparing and formatting data\n",
" - Organize and backup data\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1/ Import and init"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"IDLE 2020 - Practical Work Module\n",
" Version : 0.1.1\n",
]
}
],
"source": [
"import os, time, sys\n",
"import csv\n",
"import math, random\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import PIL\n",
"\n",
"from skimage.morphology import disk\n",
"from skimage.filters import rank\n",
"\n",
"ooo.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2/ Read the dataset\n",
"Description is available there : http://benchmark.ini.rub.de/?section=gtsrb&subsection=dataset\n",
" - Each directory contains one CSV file with annotations (\"GT-<ClassID>.csv\") and the training images\n",
" - First line is fieldnames: Filename;Width;Height;Roi.X1;Roi.Y1;Roi.X2;Roi.Y2;ClassId \n",
" \n",
"### 2.1/ Usefull functions"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"def read_dataset_dir(csv_filename):\n",
" '''Reads traffic sign data from German Traffic Sign Recognition Benchmark dataset.\n",
"\n",
" Arguments: csv filename\n",
" Example /data/GTSRB/Train.csv\n",
" Returns: np array of images, np array of corresponding labels'''\n",
"\n",
" # ---- csv filename and path\n",
" #\n",
" name=os.path.basename(csv_filename)\n",
" path=os.path.dirname(csv_filename)\n",
" \n",
" # ---- Read csv file\n",
" #\n",
" f,x,y = [],[],[]\n",
" with open(csv_filename) as csv_file:\n",
" reader = csv.DictReader(csv_file, delimiter=',')\n",
" for row in reader:\n",
" f.append( path+'/'+row['Path'] )\n",
" y.append( int(row['ClassId']) )\n",
" csv_file.close()\n",
" nb_images = len(f)\n",
"\n",
" # ---- Read images\n",
" #\n",
" for filename in f:\n",
" image=io.imread(filename)\n",
"# image = PIL.Image.open( filename )\n",
"# image.load()\n",
" x.append(image)\n",
" ooo.update_progress(name,len(x),nb_images)\n",
"\n",
" # ---- Return\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 Read the data\n",
"We will read the following datasets:\n",
" - **x_train, y_train** : Learning data\n",
" - **x_test, y_test** : Validation or test data\n",
" - x_meta, y_meta : Illustration data\n",
" \n",
"The learning data will be randomly mixted and the illustration data sorted."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train.csv [########################################] 100.0% of 39209\n",
"Test.csv [########################################] 100.0% of 12630\n",
"Meta.csv [########################################] 100.0% of 43\n",
"CPU times: user 15.1 s, sys: 10.7 s, total: 25.7 s\n",
"Wall time: 25.7 s\n"
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]
}
],
"source": [
"%%time\n",
"\n",
"# ---- Read datasets\n",
"(x_train,y_train) = read_dataset_dir('./data/origine/Train.csv') # , 39209)\n",
"(x_test ,y_test) = read_dataset_dir('./data/origine/Test.csv') # , 12630)\n",
"(x_meta ,y_meta) = read_dataset_dir('./data/origine/Meta.csv') # , 43)\n",
" \n",
"# ---- Shuffle train set\n",
"combined = list(zip(x_train,y_train))\n",
"random.shuffle(combined)\n",
"x_train,y_train = zip(*combined)\n",
"\n",
"# ---- Sort Meta\n",
"combined = list(zip(x_meta,y_meta))\n",
"combined.sort(key=lambda x: x[1])\n",
"x_meta,y_meta = zip(*combined)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3/ Few statistics about train dataset\n",
"We want to know if our images are homogeneous in terms of size, ratio, width or height.\n",
"\n",
"### 3.1 Do statistics "
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"train_size = []\n",
"train_ratio = []\n",
"train_lx = []\n",
"train_ly = []\n",
"\n",
"test_size = []\n",
"test_ratio = []\n",
"test_lx = []\n",
"test_ly = []\n",
"\n",
"for image in x_train:\n",
" train_size.append(lx*ly/1024)\n",
" train_ratio.append(lx/ly)\n",
" train_lx.append(lx)\n",
" train_ly.append(ly)\n",
"\n",
"for image in x_test:\n",
" test_size.append(lx*ly/1024)\n",
" test_ratio.append(lx/ly)\n",
" test_lx.append(lx)\n",
" test_ly.append(ly)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Show it"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_train size : 39209\n",
"y_train size : 39209\n",
"x_test size : 12630\n",
"y_test size : 12630\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
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"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# ------ Global stuff\n",
"print(\"x_train size : \",len(x_train))\n",
"print(\"y_train size : \",len(y_train))\n",
"print(\"x_test size : \",len(x_test))\n",
"print(\"y_test size : \",len(y_test))\n",
"\n",
"# ------ Statistics / sizes\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_size,test_size], bins=100)\n",
"plt.gca().set(title='Sizes in Kpixels - Train=[{:5.2f}, {:5.2f}]'.format(min(train_size),max(train_size)), \n",
" ylabel='Population',\n",
" xlim=[0,30])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / ratio lx/ly\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_ratio,test_ratio], bins=100)\n",
"plt.gca().set(title='Ratio lx/ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ratio),max(train_ratio)), \n",
" ylabel='Population',\n",
" xlim=[0.8,1.2])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / lx\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_lx,test_lx], bins=100)\n",
"plt.gca().set(title='Images lx - Train=[{:5.2f}, {:5.2f}]'.format(min(train_lx),max(train_lx)), \n",
" ylabel='Population',\n",
" xlim=[20,150])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / ly\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([train_ly,test_ly], bins=100)\n",
"plt.gca().set(title='Images ly - Train=[{:5.2f}, {:5.2f}]'.format(min(train_ly),max(train_ly)), \n",
" ylabel='Population',\n",
" xlim=[20,150])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()\n",
"\n",
"# ------ Statistics / classId\n",
"plt.figure(figsize=(16,6))\n",
"plt.hist([y_train,y_test], bins=43)\n",
"plt.gca().set(title='ClassesId', \n",
" ylabel='Population',\n",
" xlim=[0,43])\n",
"plt.legend(['Train','Test'])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4/ List of classes\n",
"What are the 43 classes of our images..."
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1015.2 with 43 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ooo.plot_images(x_meta,y_meta, range(43), columns=8, x_size=2, y_size=2, \n",
" colorbar=False, y_pred=None, cm='binary')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5/ What does it really look like"
]
},
{
"cell_type": "code",
"image/png": 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\n",
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"text/plain": [
"<Figure size 1152x676.8 with 32 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ---- Get and show few images\n",
"\n",
"samples = [ random.randint(0,len(x_train)-1) for i in range(32)]\n",
"ooo.plot_images(x_train,y_train, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6/ dataset cooking...\n",
"\n",
"Images must have the **same size** to match the size of the network. \n",
"It is possible to work on **rgb** or **monochrome** images and **equalize** the histograms. \n",
"The data must be **normalized**. \n",
"\n",
"See : [Exposure with scikit-image](https://scikit-image.org/docs/dev/api/skimage.exposure.html) \n",
"See : [Local histogram equalization](https://scikit-image.org/docs/dev/api/skimage.filters.rank.html#skimage.filters.rank.equalize) \n",
"See : [Histogram equalization](https://scikit-image.org/docs/dev/api/skimage.exposure.html#skimage.exposure.equalize_hist) "
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"def images_enhancement(images, width=25, height=25, mode='RGB'):\n",
" '''\n",
" Resize and convert images - doesn't change originals\n",
" args:\n",
" images : images list\n",
" width,height : new images size (25,25)\n",
" mode : RGB | L | HE | LHE | CLAHE\n",
" return:\n",
" '''\n",
" \n",
" out=[]\n",
" for image in images:\n",
" \n",
" # ---- Resize\n",
" img = transform.resize(image, (width,height))\n",
"\n",
" # ---- RGB / Histogram Equalization\n",
" if mode=='RGB-HE':\n",
" hsv = color.rgb2hsv(img.reshape(width,height,3))\n",
" hsv[:, :, 2] = exposure.equalize_hist(hsv[:, :, 2])\n",
" img = color.hsv2rgb(hsv)\n",
" # ---- Grayscale\n",
" if mode=='L':\n",
" img=color.rgb2gray(img)\n",
" # ---- Grayscale / Histogram Equalization\n",
" if mode=='L-HE':\n",
" img=color.rgb2gray(img)\n",
" img=exposure.equalize_hist(img)\n",
" # ---- Grayscale / Local Histogram Equalization\n",
" if mode=='L-LHE':\n",
" img=color.rgb2gray(img)\n",
" img=rank.equalize(img, disk(10))/255.\n",
" # ---- Grayscale / Contrast Limited Adaptive Histogram Equalization (CLAHE)\n",
" if mode=='L-CLAHE':\n",
" img=color.rgb2gray(img)\n",
" img=exposure.equalize_adapthist(img)\n",
" \n",
" ooo.update_progress('Enhancement: ',len(out),len(images))\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.1/ To get an idea of the different recipes"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [####################] 100.0% of 20\n",
"Enhancement: [####################] 100.0% of 20\n",
"Enhancement: [####################] 100.0% of 20\n",
"Enhancement: [####################] 100.0% of 20\n",
"Enhancement: [####################] 100.0% of 20\n",
"Enhancement: [####################] 100.0% of 20\n",
"\n",
"ORIGINE :\n",
"\n"
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"ENHANCED :\n",
"\n",
"dataset : RGB [0.020,1.000]\n"
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dataset : L-CLAHE [0.000,1.000]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x97.2 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_samples = x_train[:20]\n",
"y_samples = y_train[:20]\n",
"\n",
"datasets = {}\n",
"\n",
"datasets['RGB'] = images_enhancement( x_samples, width=25, height=25, mode='RGB' )\n",
"datasets['RGB-HE'] = images_enhancement( x_samples, width=25, height=25, mode='RGB-HE' )\n",
"datasets['L'] = images_enhancement( x_samples, width=25, height=25, mode='L' )\n",
"datasets['L-HE'] = images_enhancement( x_samples, width=25, height=25, mode='L-HE' )\n",
"datasets['L-LHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-LHE' )\n",
"datasets['L-CLAHE'] = images_enhancement( x_samples, width=25, height=25, mode='L-CLAHE' )\n",
"\n",
"print('\\nORIGINE :\\n')\n",
"ooo.plot_images(x_train, y_train, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n",
"print('\\nENHANCED :\\n')\n",
"for k,d in datasets.items():\n",
" print(\"dataset : {} [{:.3f},{:.3f}]\".format(k,d.min(),d.max()))\n",
" ooo.plot_images(d, y_train, range(16), columns=16, x_size=1, y_size=1, colorbar=False, y_pred=None, cm='binary')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6.2/ Cook and save\n",
"A function to save a dataset"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [],
"source": [
"def save_npy_dataset(x_train, y_train, x_test, y_test, dirname):\n",
" \n",
" # ---- create subdir in data\n",
" path = './data/'+dirname\n",
" os.makedirs(path, mode=0o750, exist_ok=True)\n",
" np.save(path+'/x_train.npy', x_train)\n",
" np.save(path+'/y_train.npy', y_train)\n",
" np.save(path+'/x_test.npy', x_test)\n",
" np.save(path+'/y_test.npy', y_test)\n",
" \n",
" # ---- done\n",
" size=ooo.get_directory_size(path)\n",
" print('Dataset : {:24s} shape : {:22s} size : {:6.1f} Mo (saved)\\n'.format(path, str(x_train.shape),size))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create enhanced datasets, and save them..."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-24x24-RGB shape : (39209, 24, 24, 3) size : 683.8 Mo (saved)\n",
"\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-24x24-RGB-HE shape : (39209, 24, 24, 3) size : 683.8 Mo (saved)\n",
"\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-24x24-L shape : (39209, 24, 24) size : 228.2 Mo (saved)\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-24x24-L-LHE shape : (39209, 24, 24) size : 228.2 Mo (saved)\n",
"\n",
"\n",
"Dataset : set-48x48-RGB\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-48x48-RGB shape : (39209, 48, 48, 3) size : 2734.1 Mo (saved)\n",
"\n",
"Dataset : set-48x48-RGB-HE\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-48x48-RGB-HE shape : (39209, 48, 48, 3) size : 2734.1 Mo (saved)\n",
"\n",
"\n",
"Dataset : set-48x48-L\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-48x48-L shape : (39209, 48, 48) size : 911.6 Mo (saved)\n",
"\n",
"\n",
"Dataset : set-48x48-L-LHE\n",
"Enhancement: [########################################] 100.0% of 39209\n",
"Enhancement: [########################################] 100.0% of 12630\n",
"Dataset : ./data/set-48x48-L-LHE shape : (39209, 48, 48) size : 911.6 Mo (saved)\n",
"\n",
"CPU times: user 7min 14s, sys: 13.7 s, total: 7min 27s\n",
"Wall time: 7min 36s\n"
"# print('Prepare and save dataset : set-24x24-RGB')\n",
"# x_train_new = images_enhancement( x_train, width=24, height=24, mode='RGB' )\n",
"# x_test_new = images_enhancement( x_test, width=24, height=24, mode='RGB' )\n",
"# save_npy_dataset( x_train_new, y_train, x_test_new, y_test, 'set-24x24-RGB')\n",
"\n",
"for s in [24, 48]:\n",
" for m in ['RGB', 'RGB-HE', 'L', 'L-LHE']:\n",
" # ---- A nice dataset name\n",
" name='set-{}x{}-{}'.format(s,s,m)\n",
" print(\"\\nDataset : \",name)\n",
" # ---- Enhancement\n",
" x_train_new = images_enhancement( x_train, width=s, height=s, mode=m )\n",
" x_test_new = images_enhancement( x_test, width=s, height=s, mode=m )\n",
" # ---- Save\n",
" save_npy_dataset( x_train_new, y_train, x_test_new, y_test, name)\n",
"\n",
"x_train_new,x_test_new=0,0\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7/ Reload data to be sure ;-)"
]
},
{
"cell_type": "code",
"image/png": 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jAWJfnIMOOqi7vtwtJe7ngz+IW2n9PF/3znlYQrH8kCaPCucWeFc6S/vujAK/V2QFdNUgUg5dzXOVLlo54HXdr1uPauZ9QbTfkH/vdc7Pd5XHf49KQ/nz2S2AUXSycSqOTSnVpUiJbOqvEvnVNEnjcvm8NPWNXG4OPfTQHmWPviOqW65qQ2Th9giotFeP3BepEm4Zr0dmxj8IC7hHl44UEM6jPblvt0er5jqR4khfgWrnq5Hq/cY4fBz7pd37lqg9Rf6f3ueQ1x71lrxj7zfmKOSR++XXVzv5Cip8qMDHCJ6JfObeqJmcf84550iqxmR8EkkDcSpQElFJUVBQnvl8zTXXLPj95s2bu5HlR0m9DUU+xNFvSgphdHSlkXJzX8bIl3xycjIcoyPf8WHnF6X4Ft7+IjWVvs1XKIyal19+uXtPV72pk+7zy99pPx7/gHJhrsd1KLdobuD96iAf9dIqMP9M/tP/XnfddZKkt7zlLZKkCy+8UJL0qU99SlJvfBhfNegxOfw+/i7mc8SIVByTJEmSJEmSJEmSgSyr4ohlraRkjYrTTz9dknTttdfq7LPPllRFKfK0LBWsGW6ZOVDZtGlTN9+xMriPgSuEbskpKRNuUcUq4vvoEL2K8sIfAt8PrJsHH3xw19oEkRUea63vefbwww9LqpRDFGierb5/Zv0zaceyhrXKLeGRD4Jb/ZcDjxgaqaCRf18pKq5H9or8LXxdf7/fUvfcauf3hkjldIub793EMarrfB+pBuPy5aiXQdPIoE3/3jQyX0lZ7LenWMnvZ7Fpbup/5J/3t+JIXyZVddGt8pGSEVmu/Xr0afRh9Hn0jfSXHmk4Ukj27dvXo1qiEJFmbx/99iyrpwlrvfvzudWefpT7oVjxTChofCZPOH9ycrL7m1EyOzsbKlSRYgTezlxRZlz0euCrV9xH0n0gWVVTj2DKb1FPPPIr0L95v8g1XW1hPGTFD8/AuEgaqJu33367JOmyyy5bkHbah0eyHId/o9T73HV8NYmPbzw71/DvI19mVxjdj8196NxPeG5urpuv/Mbnqb6yqbTKpPR3n6dQHsyjaIf0JdQr+hyO49qveseOHTr++OMl9foucnRfxKg9UW7kMWn3McxXiDhRZPB+Y1DT8cvrEP0v9cDz+zOf+Ywk6ZFHHpGknr7Qx4Borhd9H5GKY5IkSZIkSZIkSTKQA0JxdCvmUsEq9va3v12SdNZZZ3XX1rP/EPukjDvK3oHKVVdd1bUuuj8g1kash1hq3BKDNQTrF1ZHrJNYRdz/DMvRCSecIEn6kR/5EUnSmWeeKamySmI1rVv8IkXK1WssLKSdZyHq2wMPPCCpWiPOPlW+3p1ndgssf0exJO/4PXV53Ap0P6XKo+X6Xl7RfmMQ5W0popr7Zfj16j4enrbSnp5+LX/maP9OV7kj9TWK5ur3La39Xyz9rhtZJSPrsV8jspRGeziV2la/FSJupY/SXqKkPDZVGPd3f3700Uf3WPEZ97Aae8TJaF84/57ypH/EuoxvGBEr6c/Zjww/tyhC8PT0dDeN9NkoCli+8QtyBd99Grk3ecCzRooX36NgcT6/574oHtQ9xqBBitJSGFSPImXDFUZfseH7z/FM+BO6fyHjKdFx3cfRy+K4447rlrW3R/eLJM3cg7Hc98Ljd8yfPMo4SgflzjjL37k+vyN9rAAiL6i744B70F4Ys32PUOo+z+pKI8/gSpSr6X70ftj3JvYymZiY6M5bfCwv+cx5H+3XjnzdovkTdZS/+xw+Wj04al5++eXuvN6V3n4rmqSqXVDOrp57+fgxmt84Tfzso8j1ET4/8RUgF110kaSqPL74xS9KqqKuMq/1yK+lnROaxkNIxTFJkiRJkiRJkiQZyLIqjm5h7be2eylgEcKfcevWrd378oaNxeuMM86QVK29H6fF60Dk+uuv76oxWHVdldu2bZukai9KrIqUFxY6rB5Y8ihnLONYL/FZPO200yRVPo0okG6dHqQ+RUqDqyWkjcisWOG5N8+IpYY90UgLeeN+QVh+PEodeeNWxXH5cMzNzYUKlO/NFUV39N/5SoDI0uZWM9/PM4pKODEx0ZNPHhnRVZfoM7iF1fsYrh9Ftoz8y5bLd25mZqaorvnnKOJe00hukdJV8n+pHyP/r2jvq8UybPTUphFkR81hhx3Wk3+sTigpjk3VVS9/LOrsW8xewq6UcF/fD21qaqpHPYnG6Mgv3n2U6WuwlHs0Vo+kzXn0196HuHLiUR3HAf0n94iiT/PsHlkyUnGeffZZSdXeh/iFUk8YN5mrkCfe3zKmkafbt2/vyRf3WfP9NUkrf2ds9v6StEUrL3wvPMZ6xlV8HoluT5RWVv5s27at+zyjZHZ2tmeP7ccee0xSNd/xmAo+TkZR4n3llc8JvL26X2k0Zk1MTHTLA0WfKLVQWg3i42vUjqN9WH1scf9p6qT7a45LcZyZmQn3RfVIzR5B3et8pAwPG8cgWu00iMjPPCKKtM3vWKXnPpHf+ta3JFXvNb4Sy1cgeP+dimOSJEmSJEmSJEmyJJZVceSt2NUZ349qsWDtQk085ZRTuvf16G6c89a3vlVSpTQ9//zzS0rDSmHLli3hevhLL71UUuVrgdUC5fGpp56SVFnwuA6+AlhDzj33XEmVLyPWkeOOO05S5UsQ+d4MQ/SbKAIaKih7nuH7ev/990uqVFcsMfwelcAjeWGR4/toH8lRU7cUuvoZ7Y0Y7e3j6lHkc1zKa5452tN037593b+5AkFf4LiFvBQlzpVhV0rcuhjlwbgiPjtzc3OLjiRa942pH5v6DZb8hd16XVesPN/oX728InWz9GzDRk9dbETaUbFx48ae9kdeuKoWKRQRlAf+Kygn9DX0VZF/ILh/4q5du3oivkZ7LrvPG32+RzD0sZx27Xv48uyooagK/N5V2ijC86j5/ve/330237fR6zR5530G5cGzsyKHciEvUbxYDYO/PfMZnzcB6WDs2bt3bzf/GLuZA7mq4vtuMpYTRZOxmzR6BErKkWfiWRk/iV7OvIr5Fqo4ampdZf3617+uUfPMM890n5F2w2fKCcXX+znmLRxdOQTmAL73qUffjfZV7hettdS/RYqhq5o+zvrR26krU5QPR/ou9y32fZVHzaGHHtrNE/ozfB7J78h31MvDFeJh52aex773bH3eFMVS8HHS0xiNze43TZ1DLX/Pe96z4HvSxBgBzH9Ju++XW4o3k4pjkiRJkiRJkiRJMpADQnH0PWIWi0dORU3auXNn19qExQw/AiKv4m9w8803S+rdQ2m1UbfUYqHB4oUlhrzCEorvKD4a+CcQ1Q+wqF544YULfud7S5XWlA9jvSrtpeNWYp6fekCa3JfDLTBEZqPOUk/cgkddHrWvl7NmzZrGqkyk+riVsRQt1ZUo/x6LLkfysG6p8/0SPfKg78/JtX1fMr+3+4tQp7HARZFEPQ8iH8pxKlclhTFSPKLfl67n50VWbOoy5Umd3717d9dyyW84B0u3+6FE1viST2npc+nZo9+Nmro/vVu2qbvkmfsHOZHvKkoY4xt9GMqJRx6l7nuUyHqddyXQ96d1fz/GWvdBBFenvf3w7KSNNJFmlCygX+D+PMu49o2bmprqWZnhK2O8zwD3MWesoG2g2lCO/J5xlesyFvnKEb8PeXf44Yf3qGEeOZvxi/2sUQDpj/H9p466YkK5oVAy9ru/Js/C3IHIsKw64nzqEeU+ap577rkeP0Efj3x1ULSaKPL95zy+94jE7j/sCqP3E2vXrg37qcjf3J8JolUjkeLoK/OoBx5tOVIcx8VRRx3VrSukxftP3x+cduX7NPrvovmnx0egHnn5e55Dvb1GyjDX9tUp9BHRahQfN/kdqxeuuOIKSVU/ygo678dZmRBF3Y1IxTFJkiRJkiRJkiQZyH6Nquo+jou15mNBOPXUUyVVkcF4G7/zzju70b1Yu3/ddddJqt7Qr7zySknVmnzUtP29L9i4qFswSmu8sS75/oruu8ieTpTHxRdfLKnXp6dfGvrhew3Vfar8HI985r5skd8X57mF9fLLL1/wd+qPr2v3uovlyK3Jke/eUtm4cWNo9Y/2F3O1J9rH0X0TfW9KLG9YzaLPnE/e7d27t3tNzvH9MX3tvZeb74nmaeQZuC51MtovMoraGkV1HCdRHV+sWhapc64wevlxdMtq3T8tsnD7ig2P7Ot+fx6N1VWWSD2N8mTcymLEMIpjKSJotN8mUajJU1QjVtUwhvn+dL6Pa30cjtoRdYIIlL5Hb78+WurtI9z/0ve2JG+4PpZwjpzH78a9j+PatWu7fZGrYVH7cXWPlTcoFdFep/wdlQ51zlfmeARq90Ndt25dV5VB5fRoquQnYzV154ILLpBURc3kGTnflWK+J14BCiR5RuwI5mREUeWZGU/PO+88SeOLjvvSSy/1+Pu5OudROH11mrc338sS3H+N8qbOuj+b9w/1aK5er0s+jb5Xoc9/eDYf21259CjHrvK5L3QU4XvUHHXUUd2ouxw9pkK0YtFXM5T8on0cdB/GKKIt1OtFNN+MVm/xLBx97hz1d5Qz/SQrB37iJ35CkvS3f/u3kqr9U31vb67PioTSistUHJMkSZIkSZIkSZKBLKvi6BYX3qqXaqU466yzJFURhVAceXt+/PHHdeONN0qSHnroIUmVf8gll1wiqYo+RvQvLGhcYzXSdM8Wt+671QnFkTx0fzS3JnokS7emubXa/94vzZ5G98lwJdKfnc9YePiMJRYLK5Zct1a6z4D7PYwrqurU1FRYfm5Zi6yRkZ+Z/90VSJ7V9wPl2T0qIMzOzoZr6j36H3UBSxlr9lFTvE8pRaiMIhNGSqNbGcepZJX88pru11i6vvvhug+jW1g9Gi+sWbOmR9EA/60rzO77Rh/hdWXY/RuH9YUcNdPT0z2+NLQD6qz7HEb+tI77zlEe9Fn4krM3se+Li7rEmMZxZmYm3PfNfY25JkTP4H2GW9Z9X1tXg3hW1AWeEbV2XNFUYdOmTaF139uRf2aMcBXIVQFAzaUvc0UFuC7KpKu/GzZs6Na5aEUH92bMRhFkPsS1KQ/KHxXU+wqv61dddZWkanUSq5JIDyu5vF7wDKPmtdde61G9o33DXc0jD3zM93bnKh3l4hFJqbuUge8XWV9t4WUf+fK7H57vNcm9PCaD54krjh4hNvLTbOpbvlQOP/zwcD7pSq+vAvO5n/8OyAvyiOv4nrL+e18R0o/SmO19vtc56k7kY+rzXvKIyLPXXnutJOnee++VVM1niaLsqx+I7ByRimOSJEmSJEmSJEkykJEqjrwFR2uNsbjyNsxb9WIjMrH2/Oqrr5ZUWc9488e6dcstt3T3Z8Rycsstt0iqrHtcC9Xs7rvvlrR6FcelWIbcfww8kqWvg3d8v6tIaayntWT1ceuvK4Ae3dEtZ1wPixvWe3w2sIhTt9xf19UA9xMbNZOTkz17KJUiVUbqrH8f+T5Ga/vB/Qr5XC/PKKKuWwmx3rpiQd/B91h/3Qpc2qcxeiaPWOh7JY6ael6W/Pf6/aaOP2OkNLrvD9ZG8tjLqF/0OKyzWETdb9ajrrqfVuRH60pkpDA1jZ5aqrOjYnp6ume1A32JW/Gb7t/o+J6ktBEiWDLOUp5EjURNQnnk+5mZmR61BVzZoN2Rj674R/5brmT6Z+7rPjeMz5HaMC763SdS/H0fOY6kORqzaAPMMSI/Tt8zEYWSsqhH6XTFqe5XXoc6wz24Jmlj9Qg+jygX3JP88SisHFEcSRt7jlJHeVbUuCgy5VJ5/fXXe/x1I3w/Rvfz9DS6nzZ5hXrKkWd0JdJjDfTrD0r70nKkzpF2+mX6ANJIHeLo/bXvdej381VLTdS2UbBu3bpuXY32OHT/wGis9yP1gjpf2sswWq026FzwsTgqe4/qH6U9WhXhYxArCliNiaIY7Y/N9xGpOCZJkiRJkiRJkiQDGaniiIWFN3ePJInFhbfhxaoxWD1Yd79161ZJlZXriSeekCR95StfkSQ9/PDDPf4H7OlDGrHyXXTRRZKkf/iHf5BU7Te02piYmFiyouHlFvkRujXDfQh8b6FB6sCw1nlX4zwaGRa6SD2lXmBxxY8IKyRWe66HVZ9nwpsRIokAACAASURBVGI+LiYnJ3vKIbKwOZFPI0T7NPqaf/d/8EhuWDfr+yC5xc2VBo+6SHQ3j9jqfkRY2FyhihRHt7h6nYv2ixw1c3NzxfIqqe3R793fyS2zvlemt18/v+4X49ZZ93/2/Uzdd5V7u9IY7fsXRVstWbybqrhLpa44YrX1CIZO0/02gXZGG2HcpX2hHrGnHv7627Ztk9TrwzozM9OThmglAEoGFmuPiup+XB5J3VcfRPuR0d6PPvroBc/sdXlc7bG+j6WPDaW8Ig+o4/R/HqGZ73km1DjaEOdTXow5pI2yqPvIoTa7Asxv3C8dqEPkO9ehjtH+SDu+i1yXZyEiKfMr9xEHj0rOnHHU7Nq1q/EqA/KGZ6LdohC6kkheoTQy/+Tv5CG/9z1LB+2xyHe+KshXc7kC6H7N7qPoq8Dcn2/Q3pJSbx32OcI4V3REKqv7a/oqs2hlh49BPhZFimL0/TBjS9S/Rtfk2ejjfSWO96OUI+2XZ6VuspuEj8uMFb6Pb0/6i0+YJEmSJEmSJEmS/FAzUsWRt9pIcXLLXWSNKsF1eHvGD43r3XnnnZKk++67T9JC5RMLC3tdccQ/8uSTT5YkXXbZZZKkBx98UFKlYq4W6opj02iOTimyaaQ0+r477jvQJBJiKWqmp8GVDLeouDoAvs8j+1ahcqMwcvSoZFiGxuXDMTExEUYLi8ovsg669cotelF5uXUbNYL2h78wVujXX3+9aznDku1WXKIbs+8qkZOxqHoEUNo1fQPl6RZWr4tRhMTI92Bcvhz9/FqaWjCj8o4ss+7b6D7pfGZ1Bj5YnI/y8eqrr/YoR5Qn5US7oXz5nnaBddcVkWg/zsjCGh2jvBoX09PTPdZe0uzqtT9jZG32OurlR7lSLkQgRmHEp9GjBNZx5S7yD4JoBQfn0/4od4++6lE7vd15uyUPo8jOo2bPnj09/j6+b5zPZ3y/uMhvk3LgWV2R8ut6H+crPij3559/vvtbb3dET2SFDHA+apn7izHe+eoDntXVGhRHj47rfZpHFKXfHzVzc3ON+1P/O30Zq4ZQFl2V9f0FXWn0fsAVMvKKMW337t09Uandd7V0dIXS2w9En93X0VcKeHyKcbfH2dnZHqWWPsT7Iu8znKg/5XO/mAz9jqVxt+lzSfG8wusk7Yxn8/01/Xdeb7yd8Xf6FtJx7LHHdue0/UjFMUmSJEmSJEmSJBnISBVH1qk3jTrkb/pNYX39eeedJ6nyg0DRwD+Rz3WwSqAg3nHHHZKq6GBEHbrwwgslSW9729skVVZ31vKvJpoqjxBZzCMVwKOa+Vp0t46BKyZ166FHjHSrbnQtV888yiOWGX8WLKOo26wRx4Lr+zVyHc7ft2/fWOrOvn37eixoJSJlw9XZuk8i96p/9vX3+AN/61vfkiTdddddkqSnnnpK0sKoZW61J7+wztI+v/vd70qSrrjiCkmVEkmbd8XDo8W5NZ/vvQ67dTFSwcepOA7r6xad534obtn2NuDnRVE4sUryd1SM+j1pf1jdsXCiaOArzNH7CPf7cRXHLejL5bvYlLri6D5N0d5nTa3N5Antsq78SpVPI0ojyiPnuVpb73+5V1Tvvf5HSgZKF+oM0fwoP8qZOuWRfCM/JLecw7h8qiYmJhbsqyf1RiqMViuA+4e5DxXtEUWTvoo8ZkyinblKS7r4/tVXX+32n9zbo5f6/ose4ZO/M76xQsBVap6F8z3uBFHsWdF18cUXL8grVpDUoy4zboySzZs3d/s12kfUz5J31Fn6KN+H1VfHcPSoqe5fxgoOj97pvuZ79+4N0+i+h17OpIHP1NXId9znOa6Se3/sUZEj/8BRc/DBB/ftt+ppAY9b4Moj3/v7yinzOyr4HLCEz7vo21544YWh52Sl/sz31fUo1tHKG/eB9ej1Hn1348aNqTgmSZIkSZIkSZIki2ekimPkx+V7oEV+RiWw5LCn3pVXXrng+/vvv19SFRnIo7rWwUqLlWvLli2SKss4VicsZQ8//PCCe4zLZ225WIqF3tdyR/s1uvLhvhnuG+d70nAeFtU9e/b0WLT4Dda9yKfN13xjYXEVBsuMW3D4nvugJOLX4FE/SQeW96mpqbEojv32pipZyiLFw6O7+V6J7vtIHmLJvfXWWyVVPo34OoKrg/X/01ZdOcRnhnv5HmnUHSD/sXh7hDXfWy3yT4gsvuNSHOvXjVS0kiIZ7dfoimO0zy6WUtRelCtXtuq+Ja5+eLRbj2LNNUgD++fye/eDdkXaVZxh93cc9z6O69at61Hh3Crs+ztCtLepW63JW1bB0EYY9/jMed4Pu9peX7UQWawpB08j6gvjJuVJv+j7+7lSTL0gEqwrmr6PGbgCMmrqeyI2VYTdLxo8yjx9E22FuYaPfyj8tKGSsrJz585unYiiabJSw9OAEoGqFkWi9PGRcZC08T1pox5cc801C56JvEDVKO2xuFhOO+20HlWbNJT2+3O/MI+qGkVPdX8z7wujuYcf++Ft11cDef/mcyvfty+K7BqtwPE4B5GSOWp27drVo7q6ny14HwK+6ozfuVLMsRQrwvG82b59e8+ct+ST72N4pBz6GO/jsENd5jqMPT4OM1/du3dv912nH6k4JkmSJEmSJEmSJAMZqeJYwi130d5p0e/OPPNMSdJVV10lqbKeYWV74IEHJFUW88iyXodzP//5z0uq3ryvvvrqBZ+5N35c3HOlUt83DppaVqI9uEpRHX39PFYQj7jn10flm5yc7FrrXLXkGu4/4mu53VfG1VDSGK0Z5/dYpagfrjRyPSzx41Kqdu7c2WMF9vx0xSHCLaOoAL5fHM+CoviNb3xDkvTNb35TUqUquf9MPRqkR1V1/xGsgliH8Vt2Czo+yCgagApKXfK979zfLFoVEanp46AUGTTykfPPrtpxdCsxn1Go6Nv4jG+V7x9Xt0p79D3KD6XBre+UK3WHtKO6cL5HzqNuuvJY8qMv5dWoWb9+fY/i6H2P+2GXyt2t/ihYKMSUF+3VFZZSHtX3giVNpNWjQ7tqyhjMkf6O9ki747P3j97+fOWIR2/kGdzSPmrqfp/gfYTjKzLoR/EJ9jHJ/brdh4typjz9WV0Fmpub685Lov01KQ/aJ+fTX1Lu3tdTl/md+2HS13t50X/Th5AnpGvcMSPOPvvsHl82VlLwzB4xFuWeOR8qjK8ucsUR5YpycsXY2yX0i/FQ2scx2nOZe0arHXzFjY8JHtcAoh0TfO/mcfWvk5OTPfWfz662RVHmff/wKNJvU1UQfI7ZxO++aYTfaFWDr8Zz9TTyTff6xHXogzjmPo5JkiRJkiRJkiTJktgviuOw6gsWH/wN8Ufk7Rjfqq9+9auSKkvSINx6gFUQX8aLLrpIUrWvI9EcuddqUhwjf8Bo/z+PahUpl+5jBW7V5nruk+N7gm3YsKFnTb9bl/i7W5WwSrkF1SNz+Rr/yOKDtZjIa9yH62GxwfLrvnijot6WXNGNrIFuZeTvrjjye56B3z/66KOSpO985zuSqvZGlGNUWPKGPKEMdu/e3fVtopzIZxQLypy0El0VFYy9WrECsw8rlnUs3G795Rk94iXlHvVR41aq6jT1rWiqNPrKDs6jnIm+yWe3QlIPKKv6/oGci/WdsnffRUBhqEeeq98Da75H4fR7R3veRYxrfzFn48aNPT42UV1qWqdcIWbswU8NPzHUAu9rokipdRXD+zkUJPfnonxod666RNFvvZ/mfMqRMd7zxvsq2q+rd6NmYmKix5/MrfaRXzTnuQpP3aUvon15FEeezZV+r8Oep7Ozs938oX/1a9OvugJ1zz33LEgrfyeNPJuraN5/ex/kijJp9jo8LuVxy5Yt3TTyrNQ9/DOpe75f55vf/GZJ1ZjE71xh9Dz2vor64/EYPJpqPa9RScFXE/kxUvzoE3zFlI/trt55Xav7Q9fzyOdy41yZE62c4rPPdxxfxeLzWSgphqX58jBjTelepf7N/TajSLI+JvmKKu+3S+83qTgmSZIkSZIkSZIkA1lWxdEj4flbcgQWH/ZvxEKE6vCpT31KkvTYY48V03DJJZdIki644AJJ1T6OjzzyiKRq3yGOrHNnX0f2H2JvupVKfU/Efn/r9zmK6hhZYNyKBb6fWD1qqtTrl1a3KHn0xSgCYRTty/2L3IrslrUoaiO/xzJPXfaIaVgjsWaOmrri4nlR8pnyY90HUaosqpQDllF8ifEFIU9ZEcBeXuSNr5d/4403um0apZ9roxiiVpIGfOBuvvlmSZXa+eCDD0rqVUKw3vred76PmUcpi/a6G1YlGgVROUVpcYWfo59HeaDeUgbUE/KSvKDuenTVHTt2dC3jvm8fn8Et5CgXXMst6qQBXMng2SIr87ARaUdFfZ/ByPIcKVdR2tzS7pZt3xfXo3NGfVhdeXRfxJKyyJHnjVTO+t509WfwKH9RWj3yJfXE1fRR069+REpjtCesr06hnXkdd7WGduarJpxIMZEq/0gUvUipIm2sEKBd+l6V9C0oEZSrj6e+hylp47ocWaXiKwpGzQknnNBNw3HHHSepqtP4BDPHY8zxqMd8ZjxjTPIVGa7++DP5nprkBW2FNlb3r+WarhT7EXxfau7hfY77iPM794f3OZyvzPHrjSuWw65du7pjt/vfRj7c0S4O0Xx0qWOCp6PeLn1eEfUlJT9Kb+tefv77aFz08dT7g1JepOKYJEmSJEmSJEmSDGRZFEePwOSKYwksQqh9vHUTBRAfjyZRVDln8+bNkirlER8qrknkrdNOO01SpXa+853vlFQpjigeK41hIj5FCkdkKY8s5CWF0vHIYk3SFFlySlZ3v26kFkRRzrA+El0QSx91flyK49q1a3vWr/uzko8emdAj0fozuzUTdYj9ffg7vo34GeIzhzrI57p/hKuc5BeWcnyLufb5558vqbIWe3RO7s2R8uB6boF1hTGKWLpc1C2DkVUxsqA2jWhH30ceoB5wvyjCLcoIfk2oBc8991z3O8qFa+EHi2qCtd2jPdJ3o8aQBleyvE+JfJFLltxxs27duh4l0MvFrc9R/wiuaHmkPO9n+d7zDvh7XX1CRaH/QjGm7FEivRy9v/Q9XukzqAf8neu6r7FHVXXFhPO9HY+aer9aUgnoY2iPriD6Sg76TVfLyRvPK1/14Ktj6vXG6xDtyvdMprxJKysFOB9o36xO8D1hSaurNj62eJ1zH8tDDjmkq46OElTGelpY7eIra6K9m72cokiV3i9Tfu6H6Coev6PNTE1N9YxHrpb5qhIf+yMfYYjmMTyrx3zwlViuUHIcl+K4ffv2nv0aPZI6NF2xAV6OS6XeTslfj6Dsc6uoH+Navnev/33YlRfUfa5Hm/CxKSIVxyRJkiRJkiRJkmQgy6I4ulWft9nIGgJEMr300kslVVYx981pYnXEOuG+F1hWeePme6KnnnTSSZIqxeP000+XVO3zSPQyjiuFubm5xpEjo/1s3MoYRcTz67rlx/0isKK5pW7fvn09lpXIkuafSYvv0xhZ/aNIhH6e76GI8uKW9Lrv0yiZmJjo8dfzPIr2XAIvjyhqmVvO2QOV49e//nVJlRqABZU8qfs+ovCjLKLos18jiv9NN90kqWr7Xi5YvN1fxNOOhdSjwEXWRrfmR6rsqKi3kZKvhn8f+fN6e+UZ6ONQSjif+kEeohT7PmgcN23a1OMbQdulj0ax8Ghv5Lv7cWGRpc64n7Pvt9p0T9lxWcKb4Ps5uj9Yaa9QV/P86HXeo1W7r52rhoceemg3wiRHznVfcB+7vW/Ab4zy5+gqqJeH+/txHuOz92Ecx9UeZ2dnwzrj7Yln5LNHjHVVhmdyfyL6VVRa91uKImPW/YM9BoBH+HQ/S68L3NPTQLnSLr3O0tfTV3g9Ia3499GfozgedNBB3TFhlKAm1tPEM0RqnvcZ3k6j+ayrcq4Ggt/HVcK5ubken2Eff9x32KPgeiTmktrmyqOXryuNnjekZ1z97CGHHNKtKx613+ctrgiXVqWNCo+LIPWupOAz46Kvkoz2W+T9hXz2iL2lfPc+xFfCuU9z6XrL8uIYhSX3ggeWSF1xxRWSqpc2Ord7771XkvTQQw9JqgohYtOmTd2JKQ7QHgb88ssvl1QtQWWpFRNXOhteMAmWc/fdd0vq7WgPdOqTlFL4/5Kjri+NLDVU7+x8QkUj89/7UoUm94RoYhktNyk5Xvt1vaP18MZNtw0YltnZ2Z6O1Jcw+gAXGQw8XLiHTicYjm/j4KHDfdLHclM+v/HGG90XPQZ2lpiy9JuJCpMtJiZAfvrmyqUQ2aTNA4iUlixHA++omJub60lDKRx4tFSxtLSNduTh/ul3gUkmS8h8+4C1a9f2TKI8eA3l7BNVysEnnpQn1+GePinzCVHUvkrhzseBD/oekMTzLBofweucT+L8vhw9MBcvNExCOB5xxBE9wW/cKBG9tDKBoQ/4/ve/L6lqv5QnfT339PLyF0I/+sTZ28A4iAymlIdP3ryO8XffJoWXJ8qf8uQFlLz0pY78jjkMeUk5T01N9Sx7ZbsbysGXrpIGD9zCcvT68sl6WrzOupHYly76OOlLo2dnZ3XjjTdq1OzcubNbLr4Vgb84go/Z/oLuYzu4ccsN4NE47C/va9euDftyD/JG/8o9qQuelsjIFC1Z9TSTDt/eI9puZ9TUDeRefr4MOno5rl+r3++HHStKbhETExPdMqWtMpfywElRwK16nZCq9unlGgkb0byYcmZO5sbGDI6TJEmSJEmSJEmSLIllURzrFjGpeqv10L+8BRMMh/D+WKVQ9e666y5JlfLIMheOWD2x+GzevLm7mevWrVslSeecc46kysLqllEsArfddpukzkaykvSjP/qjkqqldQTPefjhhyWVN848UBhGOYmsGSUVrnSdyCoZLTlYt25d9zdRMJOSeurL+qK0RoF5Iiu0W2KbqkdLZWZmpkdx8iXApWV7fO8BMPieACYExcEyjvURBYvz+T1t5LLLLpNUWbFvv/32riXcl1KxXIml3yj9binz4Bke+CdSdVzl9m1XfNnLuJXGfpTU82gpTpR2X8LsjvZ8ZpkiChWWddQjVxWmp6d7LOIO1/Yl2+Q/ygNpQW3xDcT92aJl8KV2N+5yrLctt4T7Ms1oyVu0WsLHT56FOu3BVHyVDOMoeU45b9q0qSdtvgSUa1M+HBmTUbIYe30VAu2bciNtvq2Aq7Ne7tSncS8dn5ycDNuZ1z1XBajjpJW67Aoh16Uf9RUAnIcqwBzEA1n0G1t81YkrVbQ3X4FBP8lcyrdR8brnygjzqchlYNhgdEtlx44dPWqn3zvansHVF9/CIrqOH32FgLd7L4OJiYmebWjctcLH8mjVVxSwJ1LuOd+D3/gSSVguF4B+bkqR4hcpjKUgONFKnab46qS1a9d2V3IwtvI5UpQ9zfydlTfUA/oKn6dGc/NopV2UjlKwnVQckyRJkiRJkiRJkoEsq+KIxcc3heXtFoscaiCKBdaUO+64Q5L093//9wt+91M/9VOSKmvIZz/7WUmVNfSEE07oBrnBaoeqyZv7I488IqmyrrMhLoojQTv4/dlnn73geOedd0paOYrjxMREaFkprY92onXVkZ+gB8MBrKGu8tQded2aG61nj9QYt2xGQR9KPolRiP3IojoupWP9+vU91qRoi4JoLT/PisqHooiVDJ+aiy66SFLvOn3Odx9JD0iF4vj444932537HrKG37fT+PKXv7zgGVBN3F+rFJiJNHu5R/6C4/bdgLm5ucbBqaLv3Vro/g8etIG8QP1F2eDIVkWs1nD14tlnn+2q0fzGrfX08eCqNv6TpBkVjPbtzxD5sUSUAgeNmomJiZ725v5C0UoA9xmPlEnyzjcgR8Ujj1EYUag87+sBwtyX0QNh0V5ZmcNnxli+p9zcEu4+dK5qR75WUTl7ekdN3V8wCqLC31HZXOlw/zPaiI8tnOdtBXWCAGKUYzQ2zczMdNs2fTRH+l7K04O6Ma5SRygf6hTzIq+jpMW30Yn8rl0580Bdo2bHjh097dHLyfsGj8UAvpWI9y0esMv7Y//eFer6puy0L/f19TRSTh7sz3HFMVo9xnnuc+4rQcalEEd4TIJ+FAO6WHAjLxcfH6O5QxRYEbjuunXrum2W+UpJ9Wza3/mY4FsAQTQf9ZgE1EHv/yNScUySJEmSJEmSJEkGsl99HD0SKW/l+A1u3rxZUuU3gdLIZ5QQ3rbvu+8+SZWVBMVyx44d+tSnPiWpUhqJikpYaNKAqom1D8sPVnlXwS655BJJ0ne+8x1JGktI6XFQj+JY8gNabLSpyLriFvUoYl8/Jc0jnbmyFIXI9rSVPpci6kXnR0rnuBTHethufxa3iLpfp/t+RH5ErmD4ViPA9fCPof3x7LSl7du390RLxZqHikLbJ220dbfio2CQRleOXanivl6PIqt0v022x0F9BUD9u+hcKVb6I18PtyK7D5arSZSF+0u5Slz/zu/pSgL3ctXGfaJc5Yl874Zl3D5VdcWxFL4foryL2inlgtLlPotsek579Uimvjpi7969PVFSXVF0xZEj7dEVYnA/QNLqamkpsqFHtvSxYxz4Co5ouwavu+QhKzg89D2/861r+B19FSs+6E/5HeeR9/iXvvbaa91ycJ9GV1Folx7tmLpBWn3VCGkF6qDXLdJBeXE9zyPqEfVs1Ozatauo8vgcobQyx5/J1fKSmsT9ImWrPjeL+gCO5CN11Ld4KSn5USRYjh4l230k/dnGxUEHHdStKz7X83yMfBxLczXywiO0P/744wv+7ivmPNo4eTQzM9O9Fm04mkeWKPm9+6rOUh3kd6SVdEbzZicVxyRJkiRJkiRJkmQgy6I4YqHxtcUeYQ/fRo5YNR544AFJldIYbbR77rnnLrgP+8w99thj3bX+WPFQBt166xsYY83gfCK5nnHGGZIqS8I73/lOSZXyeM899zTNnv1OU7+f0hpyt6JQruRhtEdMpMr1U+1cPXPcmuRWft9/yq3Ibl0s5Ynfz7/3Zxk19T2fonL09fFR5FH3pwD/e2Tl5DzUQfZm5Dx+t2fPnu7/aZdYzWmP+A7jm8znb33rW5KqlQG0P/ch8IiilKdbViPV1BWN5VAcIyWxfk6/z5GvXOmzR/8jT7D+uwLtUTynp6d79n/yDaJ9H756HZB694/yOulpLCmFTf1Ex9UeJyYmevoe96Fx1Sxqj34dj0TLWEY7QwHBr8bHV6/TdeUKRZH2yAob2qUrEX6Mysct2763nc8N+LtHO6Ye8UzupzkOIh81H8foW6jT5GEUEZHf0a5QDvk9foX0ba4uPfHEE5Kq+Q1zln6rFqK6yNH9073OeJ1ztdMVSXAlw2MHeHROVo6Mmj179hTnG1F5el75vqg8k/swR2qh9z2u4tV9V13BBR/PyMdonIpWP4ArjtRBVxo9rZEiNa5+tV6/XFV1X9RonPQ6HZWfzyFYucF1fLWT5y3j59zcXPdcb+O+H6bjkXx5Zl9x5f1iaRWh1weeoe5fK5XH2VQckyRJkiRJkiRJkoEsi+KIdZC3XCLpbdu2TVLl03jddddJqnw0eCtnj0Qi+GFhveaaayRVSiNvy7yNP/nkk5I66+h5o+ZIGp566ilJldUCa4NHFeL8W2+9VVKlgFx66aWSqmirV155paTKGkg0swONxSgn0drw6DzKO1IeS3sR9VMPo0hmlDkWGuqcW058jb+Xs/sQRDT1R4Nx7XdUv2+k3HJv8iTysfJy8zzFAn7eeedJquo47ZLf0X5PPPFESZX6znm7du3qlpvv34fvMddgJQC/xboORD8mbUDfQd2r71lXzwNv976fWamuj4p6OZaUx0G/lXqVQo+YiP+2+3e6coLaxBFLKr/funVr97duQeWe9NX4e3Ee5e3n+35+EEVFHbbdLadyXOrPojRFvjju44ji6H4r/N3VWtQJ3zfwtdde67ZDyonPWLgjP7/SM7jyTB/kex/6nndAveD3PqaMUzn2//vRFUPyyNuCz398BQa/53z6Kh+73J+UNtTP/9fVUle9/Nruj8kxUrvdH4wj8JkxhHLl9x5JdlzRq8mrJkSrkPxalJuvWnF/M+/ToqieruJNTU31jAHc0+uIK/Y+bkW+kRBFU/Y9mn0lwLjHQ2fDhg09+eW+21E0f/BIwq6ueTwDj6LsbcpXRUB9BQ/1mz6AftWjiTu+nyp9vfc11IMoUrc/C997PfC8YAyJSMUxSZIkSZIkSZIkGciyKI5uAUUJxKqBaofyiEUA38Zvf/vbkqq3dd7esZhixUKl+NKXviSp8omsR17DkoaF7a677lpwDv4F+Hj4OuqHHnpIkvS5z31OUqWIbN26VZJ0+umnS6oUSHwIxhn9bTEMY3GP1oy7+hdZfnztv6uEHtnNLUX1qJ9u7XN/AbdwR/5+fh3O8yh/TuTnUmJcCkc9naX9qcB9O3yPLdqf70nq/oeo9aiBRD1jJcEtt9wiqfIPpj3u27evm+/0Bfgu4h/JNXkm7kXdoa/gSNp8XznUMay/nEceeCRfZ7miqg6y4EbRUyO8DXjUTlcVXMXBkku7pf/l/uThK6+80mORJp/pR+kX6Zv9fBTkfnsLSlX+83dvn1HExKi8ItVvVExOTobWfvdxi/xQohUZrp4DeRP5J2Gldj9GlORXXnml227cvzWK1Bvlu+8TB4zRRDHHt4Y65gqVK9GR32cp+t9imZ2dDds65RPtdcln5gZRRFHmIO7v5/XGV9dQnv0iBPt3UTTi6O8oIa6Sev9Jmll14vWEMYA6S3mTdo+i2mSfvsXQr35EK3JcUfK8jCLVuurn/qJedz0ar9f5ycnJnr/Rb3qf7f2l9x2uhro6xn18NYL75Hk01VJchVEzPT3d42fpz+5+tN7H+z64KPbeHoH70U96hG/agq9iqkel5/8esdz3/ASvg6SRPsSjIXPvaHULR48I66vKLHVuPQAAIABJREFU/O8l3/FUHJMkSZIkSZIkSZKBLIviiAUb6wVv9lhk3vzmN0uqosGh9rFvIz6O/nvUQvwKL7jgAkm9Pj71t3qsDagfKBtYQi+++GJJldpZt8pKlaWMqI6oL/jy4NfFMxFl9UBTHKWychEpHJEVMzoP64Vb0dy/0FVCVyh3794d7iPk37v1ydfyu8Un2ifMn21YH6txMzk5WVSEfU2+f89n35+Kdub7FrE/I3WfNvS9731vwZG675byffv2db9DcaSdYZn2NFIerE6gndLeOA8FCyui+3fyjF6OHh0S/P7j8sWZmZkpRlgrWXejiKQesRT1h/627ntaP58+EVXX7//SSy91FQpXHLGMorrwG9o8/SjlTvRct956HmBpLa0MiBh3e52cnCz6G0VpdjU0+ux54AoY5UjesuqF9kze15VIj3Zbf55+uGLlfp2kjfJnJQF1jjmB9/FOpN4+/fTTC55hHHifT3vyfPaxh2einbk/JmlG3fFVDd4O3S8pWplTJ9qLMMpnj6xMuybtRxxxhKRqbKCf9mdwRZHy93R53oxLcaznUTSm+1zCo2f6+EUf5X5/rubQF3qeR6pfPQaBrx7wnQg411VN92v2vsjvzTOgiNFvu6oaKWTLRX1PRN9j0iM3l+a19E30Qd4fRs/oewtzv3oUVWlhm6v7kdf/Vkqj9xVEUibttD/mM6U5gs9zfTx2f83cxzFJkiRJkiRJkiRZEsuiOGJdwuKJtRDLDVZIPn/jG9+QVCmOWEyBt2RUw9tvv11S7xpz3sp37NjRtbjwxo0FAP8d3rjxTcQCE1k0sQo+/vjjC54Ny+pFF10kqfLz4n4HIiUlw60ZUYS2yH/Io41xvqs8lKv/vh7dKlpjH0W8iiw8fPZ9cCJFqWSdjM4vnbdU5ubmeqz9bnV0hdfL29f++7p4fk8d9qhmKP1Yox999FFJlV+ip2dmZqabBtqR+wLQXrFY055QHM8666wFz4LVj+vwO99ryeuFR1oD/3vk0zUq5ubmGu9B6N+D+794JGnfuwnlGNWXPES1RWVg9QRlg0L55JNP6pFHHpFU1a0oeqYrib7fo0d+Le1l6O21tAIg6i9GzdTUVJj2KDonRP2nX8eVDbe4oxowJlFerOTx6Jx79+7tUUVKdS1agUH5uNKIeo3vK/XBV4j4ffwZOdIXoaqOmvqewd6O3C+aOs94RprpD0kzv6cdeSTSyPec730/Ti/3iYmJnvJw/73SigmPlsrcy/d3dF9m6hb38Wi43h/4vo3jUrLqyklphVSpb/cxiv7SVyv5XNPHUd9Hte4TRzp8/0ufM/FbLxdvhx59lfrA7933zlU9V12b7jE8auplF0UG9vbpkUb9fI8QTB409d8sxbmo9yGLXaHm8UO8HXl0VL8+5ex+9u7D6uksxlEY6imSJEmSJEmSJEmSHzqWRXHEynXnnXdKqiKTXnHFFZKqPUpQEG+77TZJvXu2ARYFrvvYY49JqtYBu8+OVL2hY4Eh2iJv4F/72tckSXfffbekypLjEc+A77HWc+S6rpDwd/chOZAY1ufR1QOgXCJrNGXhkfSa+IGW9g9rqgxiDfR9cKL7+Z4+URSrUvpGzb59+0KfU9LsPjmlPQs5Hn300ZJ6I63xjKgKKFeuXNIWsFpzfOWVV7rXYp8i1C2uwWd83/Bp5DNpdCUfKyLXpXxd1fbIohBZG8etONbVAq9D7qMY1TWPtEa50Y+6QsLqCv5+7733SpLuv/9+SVXERPIUP2/66aeffrqramG5jvo3lESUBpQKlGNXojz/KUfSQv/sRH2YqzjjUjjWrVsX+jSW/DG9jnkeREqj++miwrkfP2OWH+vXAL92lFbvS+gTaL+M7bRHyp/y89UI3pd5H0W66Js2bdrU9aUeJfVVER71krrs0d1ReqnDvoqB/Eap8n2N3Q8xUnlcSRlUr1xtaTp+0o55Nleu3NeRZyEPKB/K3RUzXwUxTt/xEk37dFccPcq/Rwqmn3U/xagdMibOzMz0RHZ1nzSPH+GqJ2MvddX7S/dF5RjNyXyFSFRvxsXGjRt7fLnd1xRc+Y8i7PvKAPdljXAVP3r2ubm5RcfKiFbaUJ6RbyO4Uu0+5R6tl8+Mr6V9zFNxTJIkSZIkSZIkSQYyVsWRt9tbb71VUhVtEaWRqIy83T733HOSKktpSZ3DkspbMtYSfCjrYCVCleRe7DcEWJFKVijSho8jvj74A2F5fe973yupenbyYn9Tf76me/FEvnGuykURKPmdW4Dc6hH5Iw1KX1OLF5YaXyMeWW1daYwsbiX/0HExOztbjArnfgqRxdrLza2ZrkK4Fdv9XlAH8X+pRyimnR1//PGSpJNPPnnBNdn3j+83b9684FmwhNMOSStWX19REOWR50VUj5bTxzHaO68UPdeVfSyyWFCxbFMPKFf2WkQRvueeeyRVvuPcn/617v/tbddxXyeUqHPOOUeSdO6550qqfODcTxNLKX18PfLgIKK8HLeP49q1a3vaUdO6E62WAL+ut0fyjnLHku6qu6/Yqasy0Z5zEe6bSrwCjpQ37dH3HfPoyW5hj/rn0kqRceDjHu3I9xD2Z6Rc3Y+spCrRtupKlDR4f96SEtQ0QjP4HpWUM8/I75nvkHbaKWllVYOvOmKsGFc51ttS5G/W1C+a8iRPGMO8rpIX7t/tfmrUA35f9zmOomIyzvk8xsdqxkHaCeVCXSLtHsuDZ/P9/SLGrTTCunXrun2IK/I8O/noSn3Jl9XnDpQzeRP5xg5SGp1o7C75ivtKGz6X6qz3p9QL6hgrhRjz6bvIg/RxTJIkSZIkSZIkSZbEsiiOrHvHqnz++edLqt5ueTsmwimqYElx5PpYs3xvqbqlAGsPlhb3F/Gock0tKby5/83f/I2kysL6nve8R1K1xv8d73iHpEoNRancX9QVjtK+YiXcshr5PLqFz5VHV0Tc2jU7Ozu0z6BbXLCQlyycnoaSMhXtYRn9fVRMTEz0WO3d6hRZwqNy8bT73of1fTWlKm+o+/g8kueueNb9h6I97zyCIH0IqiUWUixxrjS6Sur7wHH9SBWP9hEcp49jFP0tUrkj3LLt0Yy9XZFnp59+uqQqr+kr2dPNI7FJvb6ivocZ1nd83bgHYwCKs/tQueXc/caaKo4QRaocNXVfIu8XI7xduTIS1QevF+QVKr378OBn7+1/165d4X6l3j48/7g2CiPlzGcUJVdAXDWgblFnvT6B98fj7FdLEXvJC+8HqQMeAwA/Ms6PopHz7N4Oub4rIf1UoUhRbOo36ysF3DfV6yDnUd7cx6ODkhce7Xo59nGM2hGU4iR4zABUWG8rnicceUbKy/0S+Vz3Pfa0eFRNysNVN/evpRyifcmpa644env3ObYzLt/xubm5HsXd66BHH+ZZ+J3vp8oxitzsyqOviBtWvR90Dt/7Co7IpzFSLH2u5XUKhZFncsWRfrtEKo5JkiRJkiRJkiTJQMaqOGIZYC+nU089VVKlPPJ2TbRV/P9838YI3rJ5e/b71uENHIUQmkTdGoRbJfGdJG1Y1rC0n3nmmZIqP06PCLVc1KM4etTGYXE1x62LEO054/sf+e+x8NXVtSgN7p/nylVkKXOVzteIR3urOeNWNJw1a9b0qHclH9HoWPLvc+uz+79Q91GHsD73i9Tl/lVeF92qi6WUa9CHuJJBGr283bLtVspIdR230ghTU1OhJbPkIxdFxPQIiEC50fdwH/pn8hQFmSir9MtYp3ft2tVTZzyqHysuTjnlFEnSaaedJqnyfy2l2X0bvfxg2Giq42qf9Si9kS9w5MNa2vex6b3dV4c8pExYoUOb2rVrV4//qisXrqbRxqkjtHW3lHu79LwgjVzPVwJ4OUcRhkfNxMRE996+8iny+SWSqO+pR3tB3Snte+z+Zj7m+V7FdUXL/Zvd/9yVRFfDXG1xRTJSu30VEeWOT1XJ7zaKXj8KSn1DdL7XLV+VRh5Qrj6WcaQP9H2SPfp4PeKsz0u9PCIfYM7ziNoojLR5jqSdOuyrHqJ0DFrdNy58zI7S5lHFqVtet0s+r75Kzfe/dVV2EJGfZTTeebssrQqkj+JZOb/k78mzeDTlEqk4JkmSJEmSJEmSJANZlpBkvEWfeOKJkioLi1tLUBEuuOACSb0WuWgteRSxqP730p5aUYRJ/7tbkTliST/jjDMk9a5jJ0oklnasGPtLcZRii3bkFxH9Poq2Cm6pi5TNyDegvr6bfC2pZyV1xp/JrbhRHYuskVHkrXErVXXfOLfIRT4A0bHkQ+B+g7RjrFxYr3zPRKxpdQU58jdwvyDSwr25J9Z935/KrYiR30JU55v6sI6DUnuM6lz0d4+y6Wq6X4cyIYIt/g5EPsU6XVdE6L88WiJl7lFR+d7Ln8+UJ9fxfcii8msaRXXcUVXrfZvX6chSHqndUfst3dt9G1EgObLqBjVi9+7dXWWf79xP1usSCiNqCr6srlBFPope7r7PWKk/jxTJUdHPd5x7Uf85Mj65DzljCXnqY0zUzt0v3yNour9vfbyM/LVKK22i+U50fvTZlRL+TvlyH4+IP659HOvp8xU5JaUo8pN2H/9o5Za3d4+26n0Z30vV2OkrMaJIr+5v6+3Z92tEgaQOe0yHUiRSnxeNqx32wxX9SIWl//N9qKlz0bwpUtt9HOW6rvaRjp07d/a0ZY8a7T6qHksj6v9Iq68eoo75fqk8M8oyke757LEheLaIVByTJEmSJEmSJEmSgSyL4shbMGqb7wHEPmLve9/7JFWWAbcIROvtI2tI/ejWiaaKY2QNdlUFC6w/G+fzd6IJ3nHHHZKqPdP2J019HCMVLfI38vNcRXLrSkQ94ppH02uq7EVWRt+vqFS3/HpN9woal/JYjzTrkG9Ykdzi7QqUP4srUW7dZIUAfk5btmyR1Ls3FPfDr/eZZ57puaYrih6lkXblCojvpeZ7iUZKolv33VfDVaHl8lmtU7I2RueD+7j5M1M+kcqLFZSVIpR3PXKbK/SueHg5expdqfRj5LvqeRG1v0h5Hld51leQROp1abUCNN3/MfKl9LEMxdEjYO7du7fHF8at91HUaN9XztWAaO/BaDyOfFAjZWNcvlWTk5M9fu6eZtpPVEdRA9yXDUXfFUXPQ79vk/rQdK/CUkT1qF15+Xh0XJQKlC38ollxRZ7Rh/gemMtBlI8+7kV54HU6Wm1E+fu+nIyXPt+qqz6c66t9+J5rUhfJR/LdfRkZk1EifR9kJ/KvX859U+vU64fPH/mML7HvGetRiskLVPB+96jjcwQf20ptROodh5qurPAxxH0RqWPue+4RYz1+CPWI3/OO5v13RCqOSZIkSZIkSZIkyUCWxXxwzjnnSKosbW5pwQJz2WWXSYotOVCyFPl5dX+FkkJVskRHf/c08EbvsMfW2WefLWn/KY5137iS1bZpXnm5uULlPgKRZXyYPRAXqzS66lZSRoZVKMbt2wj1aJwOz+zRbd36xbO7FTj6nasQXm5YzlE4SAdWrVNOOaV7b6yA3JMIzL5/URRFzi2ikTWwFE2zVOeWozyH9YttqkRhcXU/MqCcUQNQDSgT30uxXx5Gvk++QoN7Rz6RrjhGFtBSe4xUmnGXYz1dkUq32DQ1VVejyKWe5/X+wftszvV25P5djvf11K2msQXcwu7+1tG+y6NmZmYm9KfHb4wxnlURvhehxzdgz9KovCO1MGpb/epDpFD4PSLl0COZU87ux+7KF0dfvcJ1Pdorq89IB3k6aurjfrRnr+MRv6NyAL6P6rpH0yWvPMIt91u/fn04V+Ievl8f5YGaxrjq5cKz+b65UZ8SqW1RXzY5Oalt27b1zaelMDk5GaaRcc3rGuOXPyv+nYxzUWRhv0+pbfVT8aMxwCnFzqD8fIUcc6pohY2r3zw71yFWBL+j/pSiHKfimCRJkiRJkiRJkgxkWRTHt7zlLZKqt1isIR51KvK5cqK9uSK/pNnZ2cb+XKVIWm7pcStEdB7Wj+9+97uSpKeeeqrvs+0PhrXClyIVusUGKwsWHS8vVwNLVq1+aYFoz6vIOhT5vEYWoCivlkthHHRvT3OkwEe/dyXRLeCR9Syydrk1E+Wqfq5buFh9gBWw5AsQKRju/wBRuZZUnOVQqpqmqcm1+uHR4XzPL1cHsU763lBQ9x2P+k/qgPuluM+qW9+jPUkjonZa8mcaNfV9VUv+tpEV3yntRRld3+9D3nqft3fv3h5Ltkfy9Eih9OXux+WfOeJnS7lH9aVp7IHI93JUzM3N9ShO5BEKkkfJ9DQ3rcORYgzRPMdViB/84Ac9qpfPR/zofu/eP7oKw7Py7NQT3xOW6+NjR72gHnA+5Vjf/3SUkD5p8ZFAS3XVj746xveqjPY+rMcEqKdb6o1y6df0vQXBx9FSPkc7GETKo69QmJyc1C233DLwHouhPtb4kbGDZ/c9Z72/ow7jf+t55z7H/dIixfOkfudGRPMRj6Hif+fZUFN9BYa/C3l/zO85D59Xz8uIVByTJEmSJEmSJEmSgSyL4sieIY8//rikypLNmz5v3VhV3BpWsrSV1mf3swS4BRXlgzREapgriG5p8yhj/J3r+ecDmcX69UUKWGQ9jsrX1cK69SZaC15SCqNIrlEdGvZ7v96wfmvD0s8/teQvVEpj3Xoo9ZaD72vmDPPsWKB9P6+mUQG9Tnn5ejm5z5w/U8k3blzlODEx0bhO+edIkfLz/Fn57CqfK8auWngE23paXUEgHylfV7K8rjVV60a1SmLU1BVHp+S/EkWOja7j/aiv9PDyhH55QLlRPq4AUx6e5qjPcIu2K1fet0T+hKU+ZFztcWpqqmdM8T2XecbSPp2Rj78/u88d/Hvu71E6635sfs1oL0j3Iff+08s9ao+uSPvcjL97NE73gR3XPo7ElKhT8tcrRbMtrRiI9jL1KOfRcc2aNeE+0tG4FdWpaJVCaZ7UdBVDk1Vho2Bione/avDVY773s6+E44h/XxQJ2JVHX7Ex7CqYQXgbR0n2fpkVGyiN4HEqfMWjtzPaJb7F7ueZPo5JkiRJkiRJkiTJklgWxZE3+PPOO0+S9Oyzz0qSvvSlL0mS7rvvPkmV6ueUooo5vOnzVn7kkUd2/+/WQawNrPHF6hC9cZf8+6C0F9CBQEnNiT5H14m+j6xcUeQuP9/9L+r/bxqtr2laS1aikgIZWQbHRb8IXpFVkO8jBSn6nd/LfXH8GFlk61bSpvu6uRUXIj8vcCUkOg9KdX7cPo79FMcIVxopP3xkUCCi8vG8i3yqImt2vX16+UXRLiPfb1eIfV/Pftb4+nlLVR5HTT/FseQ/X4oiHlHy942iBEI9Pe6f5fkeKRneztynKoohELW3pj7MkZ/YqJibm+u5N8+GtZ65g/tAukrnbSLKi2gFDtd1VQHqiohHw/Wy9zbMPMfnTK6Sef/sR1cQIz8/5lmsQFhs3W/Kli1buv/3PiYaayK1r6Q8lpTIksJZ79tK94TSfLTU3krjXNOVWcuhODYlGuOj71HfWUFA3fS9Lmkr3iYGRcv2/i9aRel1gD7GV3B4X+MxBLifq6RPPvnkgmfjer6XM/etx6PoRyqOSZIkSZIkSZIkyUCWRXEkUuL555/fuen8W/XTTz8tSXrmmWckLX5vJo8ax9rl0047TZJ04okndt+0uTdWBBRGopzyZu5+BKuNJhb3USmNTa9bWk9fv1+kIDX1SYz+HkW2a0p0/3FZ4ur7GzX1P3B/FLd+Rb5vkSLsVrXIwtpPMfZ7ujUvijjp5dTUBy5S3SJL63KuGGiqUnt+01e9+OKLkqpIhu4TFfmpeblFas+gtETHSDl2Rcv7cKzARG/kc+TPt9RVE6Oi3h5dQSpZ+UvqXFRuUT/pUQWj9j4xMdH9P6t+vDyGzc+mq4KivsqvE61+aBoZc1jqqg9H/IuOOeYYSdLzzz8vqfIT8hUyjiuWlI9/5plYqYUqANzH/YSnp6dDpdHT5vs1+t69qC3uC+l+YlzXfau8z+d8r5Pcf1xRVU855ZRQLR3Wn95pqpo3VQnr7bekNPq1olUkwx4XO35G++2Og2icjPK9aXR56gXvCqjvtI1oD9PIT7fffShXb0+u3PNbjyfh7a+kEAMKIu2fnS0OPfRQSVW7ZLzNqKpJkiRJkiRJkiTJklgWxfH444+XJJ1wwgmSqiirvLkvVmk87LDDFlyfz6eccoqkKqLW4Ycf3n3Dd18crHlcY/PmzZIqP8yHHnpowefl8l1bDkb1DEu1MpV+3+/vUTm41W9YdbNpGkoW9VI0wFFRjzYGkdLoaXLrlVudwa3YkWV1UBr9GEVq9SiMJavhsIqDRzb0/QWjPFtO5TFSV/3evtcTiiOrJlBCnnvuOUm9EZ0jq2IUVXAYRTJaNeC+U1h1sXhiAUXV4ZldqfT60bSdRX6do6KeDvKx5McVqWxRnYvqqP/dFZZI4ZDiSNZR/vr3kQW8dN0oGjJE/rfj7lfriiPwDL56CV9HV/P8Ganjrix6eaI0ovqhLDKH8T0U+6nwpfLzftf3eePeHLmHR3V09YU08XfKC4UDPzEfe8iTUbNhw4YexdEVd/rFktJfWmnT1I/X67D7da9du7a4aihapRD5kpf83BerlsJifc6bMjc3F/Z3sFj/TCfyPaVuR/5/g1ZPRJGVPb5ElL+0H/ch9+t7RHTaG30U4ybjLO3ZVVZf5dDzrAP/miRJkiRJkiRJkvzQsyyKI2+3WM6it+Zhr3fBBRdIqqK14tt43HHHSareuufm5nre+HmzxnqA0ohayV6Thx9+uCTp9ttvl1RZ8bGwrVTlsZ73UdS/pvuJjTIt9XT0sxCVFL6mPobjjv61XMp0P1+cUrlF+4e5BdStlSUraOTXBvU8jyymnraSDyuUfh9FlnRLaWRV9uuOmrpFFZrWUayWWBXxvXr00UclxVFWvXyjvPVIjXUly+tKtLduZL1FsWC1CP2yqzYwbLTqptEDR0nUjiLlP4pIGD2b52XTfntQ/+AKUKkNu4rj+zi6qlLyKY7uV/LnHBeTk5NhHwX+7H7k/CjiLPXCVQF8lJnnMAfxPREH1emSEh/5HnMPjh5lHuXD27m3a48Ay/X47POwcdFvfKQ/5Fk4Rv1kU7/B0j7Ufn7dN1Wq1J/p6eme9hi1S46uHFNepWeCqC+K6k9pNco4KMUjiChFUi/5RPp9Sn1PPU9KMRVKkev5THn6733cjeZkvu+8r4bxdpk+jkmSJEmSJEmSJMmSWBbF0S2krJ8d1nqPRYborJdddpkkaevWrZIqqxZWbFTDHTt2dL/zKFD8hjW+Rx55pKRKveR7rIW33XabpEp5xEq4EpXHptb6ppG9Sn4wi/UrGqRUeRr6/abf3yOa+khG9xn270ulbhkv+SX4vmJuEfV2WmqfS7FalpTGSHF0BQKiyLBukfU0lhRs9wccl+JYZ9g649Zm/JLoo3wPRFdKorx3f1PfG2rt2rU9qpofPf89EizPiiXU66L7MkZ+QhFNVyCMksj/z5VeZ5APYv33Xjcjn6mmPkH98sKVer8242apPTX1k42e1dW15VA2uJ/nn/cF1FlXW92/yCOH8j0RbJlD8D1zkGOPPVZS7x620G+VRNP6HZUT5YsSyGfSypG5la8m87T6fIv5lJ8/zpUcQJ2if8QnnPx3H//SHCNSoks+ka4CeV/Ybx/HpnM17xN87Pe0Ru0OSooj57u/7agZRXuPyiGaP5VWSUTXr5eBj4fR2BCt1uLofUw0x+J76jRqehQFlz6HdkjdZ8eLiFQckyRJkiRJkiRJkoGMVXHECuFWqMVGU2VfxiuvvFJSFQmVt2d8er7xjW9Iqizuzz//fI9VB1hfzn5F1113nSTp7LPPllRZyK6++mpJ1Zv8PffcI6l6k19p+z0OsmBF1siSsui+cM6wVqN+921qBYTS3oNLTaNT8uFZTjwNkTUSov0XmyrFJeWzTskaG+0v5Wvw/Xuvg00Vqsg31f1Al0NxjNJWUkejiHquFNLnueLokd64Dn7gXMeP9TREirD73rjC6O3G91rz+5T2MPTzx61Q9aNpexh2NUR0HPfehlKsanoao99FR2+vpfOXszwjxdH9+cCjF7vSjFrHyiuu7zEamioc9XbLNWlnju/L6Hv1erl6BFhfvcB8iOvxzJ435IFfj2j145w/eZ0kv3wfPvcDK/Ud0dyjNNeIvq+PYYtdwVYaT/2ZPBpnacVV05VY42Sp/Sj4s/v3pfKL0lPPc18JBdEcK1LsvZ16u/LzqdNRdFTvw2iXKJTbtm3r+zsY+sXx+uuvH/Yn+uQnP7ngCO9617uGvpZUhavm6Jx00kkLjsNAB3bXXXf1/TtbinBcqXz4wx/e30lIRsBHPvKR/Z2EZAR89KMfHfk1Werm+PIZx5e0+ubeDC5LwZeoPvPMMwuOd95555LvsT/41V/91f2dhGQE/MIv/ML+TkIyAm644Yb9nYRkBOR89cAil6omSZIkSZIkSZIkA5lYiUFdkiRJkiRJkiRJkuUjFcckSZIkSZIkSZJkIPnimCRJkiRJkiRJkgwkXxyTJEmSJEmSJEmSgeSLY5IkSZIkSZIkSTKQse7jOG5ardYRkv6ppH8k6TxJx0vaK+nbkv5M0p+12+1Z+816Sf9S0s9JOlXStKRtkr4k6d+22+0nlu0BkiKtVutxSScHf36u3W7333MgOeBptVr/XNJ/mv/4oXa7/af7Mz1JmWyPK4tWq/W7kn5E0hmSjpS0S9ITkv67pD9ut9sv1c49XdJPSvpxSadLOkbSdknfkPTv2+32jcub+kRa3Dxn/neXS/oVSZeqM895RNL/K+nj7XZ7+TekTUKyX105tFqt90u6WtKFki6QdJCk/9Jut392wG9WVVtc0S+Okj4g6ROSnpF0o6Qn1RnsflLSn0p6d6vV+kC73Z6TpFartUbSVyRdIelBSX8laY+kt0qBIfEmAAAgAElEQVT6RUn/otVqXd5utx9Y7gdJBvKqpH/f5/ulbyiX7BdardaJkj6uThm+aT8nJxmObI8rh38l6S51DKPPS9qkzuTlY5J+vtVqXdput9nt+bck/ZSkByR9QdLLks6U9D5J72u1Wh9tt9t/tLzJTzTkPEeSWq3WT0j6jKTdkj6pTln+Y0n/Tp35zweW8wGSRmS/ujL4FXVeGF+X9JSkswadvBrb4kp/cXxYnUHt83WLW6vV+mVJt0v6Z+p0rp+Z/9M/VaegviLpnfab35D0a5JukPS/LEvqk6a80m63P7a/E5GMhlarNaGOpfwlSZ9Vp80lK4dsjyuHg9vt9m7/stVq/bakX5b0f0hqzX/9d5J+t91u323nXq3Oi+fvtVqtT7Xb7WfGnOZkIUPNc1qt1sGS/qOkGUnXtNvtO+e//1VJX5X0/lar9dPtdvuvl/UpkhLZr64M/pU6L4yPqKM8hisxVmtbXNE+ju12+6vtdvtzvkyj3W4/K+lP5j9eU/vTqfPHz/dZ2vE/5o9HjTyhSZLU+Yik6yR9UNIP9nNakmTV0u+lcZ7/Nn88vXbun/tL4/z3fy/pJknrJF0+6jQmg1nEPOf96sxj/pqJ6vz5u9VRSyTp+vGlOElWL+12+8Z2u/3dusI/gFXZFle64jiIN+aP+2rf/cP88d2tVusPrSN+7/zxy2NPWTIs61ut1s9KOkmdF437JN28EteG/7DTarXOlvQ7kv6w3W7f3Gq1rtvfaUqGJtvjyucfzx/va3h+v/E02f/0Kxf61L/rc/7NknZKurzVaq1vt9t7xpm4ZCiyX119rMq2uCpfHOd9Gf/F/Md6gX1enaVxPynp261W68vqOJm/RdLb1fG5+uNlTGrSjGMl/aV991ir1frgvDU8WQHMt8u/VMdH55f3c3KSxZPtcYXRarVuUMeX+BB1guW8XZ2J6e80+O3Jkt6hziTn5jEmMxmCAfOcM+ePD/tv2u32vlar9Zikc9RZgfWdsSYyGYbsV1cfq7ItruilqgP4HUnnSvpCu93+Il/OS8vvVycwwJnqLJm7QdK16gyI/zWtOwccf6bOpOVYdQI7nCfpP0jaIulvW63WBfsvacmQ/JqkiyT9z+12e9f+TkyyKLI9rkxukPTrkn5JnZfGv1PHz/+FQT+aj0L+XyStl/Sxdru9fdwJTRrTd56jjnFA6gRb6QffHzquhCVDk/3q6mRVtsVVpzi2Wq2PSPrf1Yma+s/tb9PqhP9/t6RfUMevcac6AXP+SNLN89HJ/oeSA4J2u/0b9tX9kv7XVqv1ujrl/DF1gh4lBzCtVusSdVTGf9tut2/b3+lJFke2x5UJ4fxbrdYx6vgp/o6ku1ut1nvb7fZd/X7TarWm1FFArlAnGuDvL1NykwKD5jkNmJg/NvHRSpaB7Fd/aFmRbXFVvTi2Wq1fkPSH6oQTf0e73X7ZTvk36oS+/Wi73f4Pte//dn5vlnvmf58vjgc+f6JOh3rV/k5IMpjaEtWHJf3qfk5OMh6yPa4A2u32c5L+v1ardZc67fE/qaNaLWD+pfE/qzNe/jdJP9swGEQyZhrMc1AxDlF/DrbzkgOX7FdXNquyLa6apaqtVuuX1PFPvF/StfMRxxwC4PSEz2232/eqs7/KyfMb7iYHNs/PHzft11QkTXiTOhuQny1pd6vVmuOfOsvnJOk/zn/Xbx+r5MAn2+MKot1uP6HOi8c5rVbryPrf5g09fyXppyX9V0k/0263MyjOAUDDec5D88cz+vx+jaRT1Amm871xpTMZGdmvrmxWZVtcFYpjq9X61+osvblH0o+12+0Xg1PXzx97ttyY9+Xg7X/vyBOZjJrL5o8rqsH9kLJH0v8T/O1idfweb1Gnk81lrCuTbI8rj83zx65ff6vVWqeOwvgT6qiRH+yzdVWyHxhinvNVSf+TpHepYwCoc5WkjepE61wxURx/iMl+dWWzKtviin9xnN9I8zclfUsdZ39ftlHna+osy/nlVqt1qxXWx9TJjzva7faOcaU3aU6r1TpH0jNepvNR/oh++5+XPWHJUMwHwvmX/f7WarU+ps6L41+02+0/Xc50JcOR7XFl0Wq1zlJnU/Fn7ftJSb8l6WhJXyfgzbzx9LOS3qOOoefn86XxwGDIec6nJf2upJ9utVofr206Pi3p/5o/5xPjTG/SnOxXVzWrsi2u6BfHVqv1c+p0pjPqvBR+pNVq+WmPt9vtP5///2+rs3/VOyQ92Gq1/k7SLnWc/y+Z//9Hx5/ypCEfkPRvWq3WjZIek7RD0mmS/pGkaUlfUAZsSJLlItvjyuJdkn6v1WrdLOlRSS9JOkbS1eqEf39W0odq5/+JOi+NL0p6WtKv9RlPb2q32zeNN9lJnWHnOe12+7VWq/UhdSatN7Varb9Wxw3nfepEk/+0OsGOkgOD7FdXEK1W659I+ifzH4+dP17WarX+fP7/L7bb7Ruk1dsWV/SLozrrgyVpSp0w4/34e0l/LkntdvvpVqt1saR/rU6j/KA6fp7PzJ/zu+12+8ExpjcZjhvVaVwXqbNkY5OkV9RZ1viXkv4yAzYkybKR7XFl8WVJ/7c6htEL1An5/gN1guL8paQ/MpWD8fRIdbbOibhp5ClNBjHUPEeS2u32f2+1WldL+j8l/TN1XkAekfS/qVPu2U4PHLJfXVlcKOnn7LtT5/9J0hPqbH8kaXW2xYm5uRWX5iRJkiRJkiRJkmQZWTVRVZMkSZIkSZIkSZLxkC+OSZIkSZIkSZIkyUDyxTFJkiRJkiRJkiQZSL44JkmSJEmSJEmSJAPJF8ckSZIkSZIkSZJkIPnimCRJkiRJkiRJkgwkXxyTJEmSJEmSJEmSgeSLY5IkSZIkSZIkSTKQfHFMkiRJkiRJkiRJBpIvjkmSJEmSJEmSJMlA8sUxSZIkSZIkSZIkGUi+OCZJkiRJkiRJkiQDyRfHJEmSJEmSJEmSZCD54pgkSZIkSZIkSZIMJF8ckyRJkiRJkiRJkoHki2OSJEmSJEmSJEkykHxxTJIkSZIkSZIkSQaSL45JkiRJkiRJkiTJQPLFMUmSJEmSJEmSJBnImqYntlqtuXEmJCnTbrcnlnqNLMf9T5bj6iDLcXWQ5bg6yHJcHWQ5rg6yHFcH/coxFcckSZIkSZIkSZJkII0VR/iDP/iD7v8nJiYWHOfmFhoH+D4iOn9ycrLveXzPZz/6/fj86quv6vbbb5ck/dVf/ZUk6bDDDpMknX766ZKkiy++WJK0ZcsWSdIhhxwiSVq3bt2iniVKG8fZ2dm+ae13n49+9KMD770YHn30Ue3du7fvPT1tU1NTktQ9n2eamZlZ8Nl/R3nxvf+O7/3+/H337t0LfidJ+/btkyStX79+wTn8xuuOp3nNmoVVnjTs2bOn77P4Z9LKdfie+5M+vn/jjTckdfLwQx/6kEbNb//2b/fUtbVr1y44klby4gc/+IEk6eWXX17wTOTpzp07FzwLfyePuA54Hngecd1du3Z1j6+//vqCtFCOHF955RVJ0tNPPy1JeuKJJyRJL7zwwoJrT09PL/h81113LXg2/k57P/TQQyVJBx10kCTpiCOOkCQde+yxC47e/rnO5OSk7r33Xo2a3//93y+e4/2g97t+jPD2Fp3P99QDyoyy2bBhgzZu3ChJetOb3iSp6is8bVHfHPWr/r3XPe9DHK/7UG/Xv/Irv9L3t0vhwx/+cLd8yAvqDnnFM2zbtk2S9PDDD0uSHnjgAUlV/m7evFmSdM0110iq6i7PBuSV19Xt27dLkj796U9Lkr72ta8tuA9ta3p6Wr/4i78oSTr88MMlSeecc44k6ZRTTlmQdsqZz9SNaCyIyoc8on989dVXJVV17JhjjpFUtXfGb/7+5je/WZJ02mmn6eMf/3jfeyyFa6+9tmcMOPjggyUt7Aukqq958cUXFxy9L+F8+kH6OuoD13n22WclVX3ea6+9JqnKa/KePu2oo47qfqZ8fAygDybtfObvpXbofYu3P47Uee+jqJscaZfkwRtvvKEvfvGLfdOwFH7jN36jm1b6kA0bNkiq8p32Rt6RR5zn4yDlc/zxx0uqnvmZZ56RVI2f1GHuw3nAdfuN21yD+k55HX300Qt+Qx3hXoxrpJU2/oUvfEGS9NBDD0mSfuZnfkaStHXr1gX3Jg8oJ/D64WMCv5udndUv/dIvadR84hOfGPk1zz77bEnSj/3Yjy048j3tyscSypE6v2PHDklVPXrppZckddoIdYl+9Zvf/KYk6dZbb11wZAygHzwQuP7668O/Df3iODc3N/TEI3rBjDqr0vVKE6NB+KDulSC6dvTMw07S/PvSy+9SnnUQ+/bt6zYELx9PG3njHS5wPp0JeNp9MGHS4Nfx8/rB4Bu9yIFPsqKXYh8kooGR70k7x2hizPU9b0aFD0aSesqVNPvkzn/r5e3nU+48c2TIYYDm+v8/e+8ebNlZnvk959J9JLUkdEWta6sldGmpEQIJJMQAAopgbCdgYlxDjAsn5cxU7SJxnHKlYioePE7s8tSMb6nJctU445mEIRk7JHGVTayMHcCMLRA3YYEuoFvT0ELqhpbobnXTl3NO/tj923udZ+13f2ufs9c5fZr3qepavfdZe61vfZf3+9bzvO/70Qb16/M3JkRAmbkXiyMmUkAZfAHE4howoWG4uR4TbPQ9izNf8Iyq72kjsgEl8qrrcqwFkz5DZPe8z0XXj2xI13U4OztbtF/+DG1tg7+Ug9IcE52Pndi6dWtjPoyuiW3w8RjNhxEZ7POu11lEtLI4YwG8Z8+ekeVcK7Zt2zZoFycrsQWUGRvj57NojEgMfs/feYnC9mzbtk3S8Nm5Li+iToKde+65gzK6XeQz81xk10rjw+dDb+/oOjyrHymX1820MDc313hJBdQz5OUTTzwhadhur33ta1eUkTmJFwU+M9/xEuUvityXlzheSGg/2pnzl5eXB+sb2o9+ftlll634/pZbbpE0JIl4aXFi9C1veYskaceOHZKGJAXzqM/xJUKBtYF/7qoduwDt8Zd/+ZeSmuORdnK0fT9ZXl5uiCC0OX0KksnX1Gc60lU1kUgkEolEIpFIJBJjsSZ6IFIUo7+v9volRCz0qOtwrjNtkbvXahW/tmpq5ObbNc4///yG4uesMwxn3d1SarqgOmPO32Gf3I3T2Sq+dzXH3VpOnTo1uLa7Rbo7rTPc7hbiZXXmDdYRcF2vE9gpyurlcjeXaWPr1q0NFd2VRtgubyee0duFzzCpfEZloC4ithhGlvLAqNbdeKkvVxxhWmGDYdc57t+/X9KQYY3cbLkODB/Mq7usuuudM/b+jN6vpoV6/2irKLW1GW7LInWnC2WzbRlLHh1uU1yJis5zW7UeimOkmjncTZ7x526Fbb1a/Oj22tsX2zU7O6vnnntO0tAds20/dwWp1HcjpThyd/ey+zOh8kwb55xzTsMuuo1w5dbnArdx/tndrgH3xYZhPwE2jLbi7wsLCw03Sy8T37si6ePK+4q7qHr7ROFFkTLJZ8rV1fpnfn5eTz/99IoyU198RnF68sknJQ3r9dWvfrWk5rroxhtvlNT0SqFuXnjhBUnDNQLf49rqrqlel1u2bBnMV6ihn/zkJyVJd95554pzmWsjF2Bw5ZVXrrj3pz/9aUnSzTffLEl66qmnJA1dwL3POSgzdeDjcjMAF3Dq6oEHHpA0bH/C1mg36ratx+TS0tKgD9BO1DN9DcXR1+JnOjZPKycSiUQikUgkEolEYkMwseI4MzNTjF1ri1IynbbXaxMX6Gysl9lj2iKGLLpuiTEr/X69mZrl5eUGg+KKnytZnA9DDpx5BR6UXlIRHK6g1cvn9Q57FymOXkYvg8fcuEIRxcTyjB7H5wyuM4DTwtatW8N4IFgsjwf1enflg6MnHvJENnwPyw3r6Syk96+FhYVGPfFblEXKgLIIOJ/4A2fCuQefiWFEYfSj14Gr6zyLt+e0MSp2vP630m8nQRRXFl0vGrfjzo3KGKmeq0Up5tHZ4fWMUS0lMaKvMZ4oG/FJqOFtEwg5/P6oTagJ2MrLL788VKr8Xl6PbceFq2o+bj1mPLovdXLNNddI6tu2vXv3jr33anDkyJFGAi5XEqP5EZsRxfVh29zryRUo7Dbj1b0j/Pfz8/MNG+yKI8/iScV8PnN76uOL33nCkMirqKS+d4Xl5WVde+21kob16euKN7/5zZKa6ifPQh3SbnymzvjMXMP4JR6XOYwENqi9bgs9zrBeRmyEK43ENKKSeXIcnpn2JtkVihdlxCbgseMxi1Esq7dzlAzrTAb1jTJN8jsUZ+qS9nM1Npo/l5aWGvGvn/3sZyVJX/7ylyUN23GzIRXHRCKRSCQSiUQikUiMxapiHEusUSk+MNqKokt4bKOze6XYxrbq6KRKZem8rjA/Px/GqFJXHhcYqaMez+fxDc5eA4+RdBXKr19Xu2GmfUsRGHNnwigDTBm/960qImUxSi/O30uqaVeK8smTJxsqgKvmJVU7Sp3vfdoZeK8rz1Dr39fHYKQ6w8bCrsOgciRdtauelB3Fkuu7egNb6HEuXMf7k6fe7xKrtQHROJ5WjLln1/W/j/rbtBDF703qnbJe2VVnZmaKZXVlgb7rGX3ps5Oq3W4PGI9sD8HYQaW4/fbbtXv3bklDJd/HuMNVtCgTs88FUU4BH4f+LNyHuuFZJOnzn/98VBWrxnnnndeoP1fZ3FsiyjjqdQD8Otg+bBNeEb6lVJQBd8uWLeFWTP59lFE7ihGOvH+8T7qCGWUMnlYuiRJOnTrVUISZ++njxLDdd999koZjgL5Wsq+A66MC8nsyn3om8HFx3b5OcW8ij9H3Odqz1uItxFYi9957ryTpU5/6lKRh1lW26kGZjNY1nmuCdt5MMY4O6pBtVVAFva9fd911kuKt+up5M4h3JbaR7cLYRmWzYvO2ciKRSCQSiUQikUgk1gVryqo6qWoWsYzReW0Z1jYqoStF9Yxyo64RXXOtMY2l89dLiaxntiypos64uKrnrJizxsDjAD2GINozcZSy4SxixMb677in/66UrdHZJb+eK1/OxHfFxB09erSRJdEVPljHKI7Fyx5l14VBdebVmXfg7HW9XK5muToN605fI8ucx4141lrPjuvZ5jyeaFqxdmtFG/UuipmLUPKKKP3d+8uozKQlD4uIrV8t2saEl1S/rlDPqgqi+uQ8YqPcNjFu28ZlRnFIxHgRb4OyyfnXX399I9sw487r2ftCtEesw5+BZ3eVDY8Ct+futeIba08bF110UePeruKVMi1H48fnO59faR/awr1rHPUx4UrwuDwBoxDtcx1dD3gfLynM0fldgGvTZ9y7iLJcddVVkprrFNQ64v/YSxEwbjnvIx/5iCTprrvukiR98IMflNRU/+g/zGX1uc89oYjD9Fh8V5Sj2FSUSTxyuA5Zytkn0mMkS1jvrNXrAerkm9/8piTp7rvvljS0n8Ql0g8ie7Bv377BfrOPPvqopKF92+xIxTGRSCQSiUQikUgkEmMxseI4LqNehLZKY/S7SWMqR7Fhro64OhMxXn7NtSqApQx5pVjKaWHr1q0r9kes3yvaVzHyd3f20Msc7f/osSGwaB43CFN3wQUXDFhDWLqDBw9Kasamedlh4pyRjZRGj81wNZXrk7WslIXO9yucFurlpA48Yx593ZlrjjCpZP6CUePZXFV1Zpyj730JRimPXp9e3763HXFZ/A6FxJnwKMYqgv+9lGm0y1jkyI515YUQ2Tb/nnFKG9EWy8vLxXpZrfJXUkdL2VRL1+0KoxRH4Co79Ypq5uqLj9+oDuv7v9X/TjuxhxseA4xvxv+2bdsGYxdlwvf5c4U+iod21t37h3ujYJNQYSLFiphGzvdxP21cdtllDXU7qvfoPH+WKGN7BFRfn1+jz6M8rEAUZ+leKaVnKsUKuwIdIXqGaWP//v2NmFH6uJeF2ET6IuMmyvng+Rboi7/wC78gaRhPiIKF14z3B8pTXztwL8blTTfdtKIMvt5w1Wtc35CG7fb+979f0nANQLbiaB0Ttb9n0N+M4BloN+IRUWlZaxLjeODAAUnDvS+x46yjtm7d2pg7N2PW2VFIxTGRSCQSiUQikUgkEmMxseI4ihlqqww6C1liuoErWSX1j7d7GNX63lC+B5OrXZEP/mpjZUoM3WrV2LViZmYmjLGIMqV5nbha56yyM+D1e0vN2BBn9Pg76tKuXbsGLCBZqvAhr6sg9WeK4uxccXY1tb7nYP06qHCwUmTH8pg7VxW6Ql31cbXUYx+j2NEoljVqV+D7kXl7R3Vd33syinXkGbiHx4p6e5ZiaSJlE3i/WW8PgFFlKSmNpXjCCJHdjc5zNrtNjGOkNJZs92rjN9vet+v2G6f6RF4vMNpeRo/PjVRWn8NcjUC1wHZ51tatW7c24vfcRvuegZEiEaliDh/vrr7ye8pF5kt+5xlnp41R++OCktdQ9L3XWalPRnYXjIov83bz9nCvEVduI3W17bgpxVRG8b5dKY4HDhwY9ClXDrk34wJFkvOZ+4mr//SnPy1pqMqRhdVjIg8dOiRJuuOOOyQ1M59yvscR1+fPaHyBaP9T1FLqn7EeZa5nb8LIg6DUp6O47c0I6oa1JNlVyTz7+OOPSxp6WOG58bM/+7OSpHvuuUfSsL8cOnRo8A5CX6JvcQ/6ymZDKo6JRCKRSCQSiUQikRiLqdB1bf2gS58njZl0uJ81TFJ9rztne2BeYABgbGCJoj0IS1htTM96YWFhobH3jjParppFGSpLsVjR+dH3znITo3D77bcP2Hna78Ybb5Q0ZNRc/fIyu/oVKZOROkBWrL/7u7+TJP31X/+1pKHiCJy57dL338vqqp3vueSKMaykt7Nnk3MFn+tTJ5zHdWkj9ovzdq2DvsI9GI+MYRg7jh4PG6nVEXMbxcB6X/Tvu9ynqhRTFSmEpSypJUT2NLLrdXtdOqftvRyTKo/Rs/ux633GxtU5f6MPs18cfd7jYErzHIgUR5RGj21mTNVtEvfy2GGu4YpCSYmIys69iQPyODBsBnvfUVeUK/IMmDbq837bZy2tg9w2lcZrtIfwOE+B0jWjudaPpWeO+oGXOfIAaeuBsFbcdtttjVh+94zx/ANuI/j8h3/4h5Kkj370o5LieNHbb79d0rAvl9aSkTpbh9ePr0soC3M5Y5tnBszVxOl5/gNXEKM9ZL0vM6eXYls3E6hDvMo4uv3et2+fJOl73/veir9fdtllA/v5yle+UlLfa07SYH9H7B52EQWSeEqy3Z5psaOpOCYSiUQikUgkEolEYizWpDiuNYNdlNGwLXPnn51l4VjPqgozQoYrPqNw4J8MSwSD40xa233ESig9W1eoZ7aM6hO2Cd9/4kxgWnyfsSgmJ2IzPb7QM7y5ynPuuecOzkXFqj9P/VpRzEbUfq7aRXUDY7d3715JzQymUVxKV9n/xmU59qxv3q7eDq44enwniojHEDvz6qz2qLjFiJl0RYF4Ao/BctXSY2dctfE4veh+UX8BXSkc9eu2tZul+OhSzGPJ9rRRDaO9XEvKxaSxo9Gz+veRXV6vGMd6GUrZL7Edrm77eYwz+ryP50jdiRRMj9M+ePDgoAzEkLtXQjRuIm8VP5KxkkyEzz33nKRhjDrxRGQofNWrXrXiulGsXFeoxwuW1OxoL8K17nEXxUaO6yfebtGcG83JpfHjz1byNopyRng5umrP/fv3D/oe3kmu/LH2Y73oe4OiHH7iE5+Q1KxbV/SZs3yN4uMyyh3RZq0Qqc6uRDKH4xHF2s1tAudTF8CVR7+/XyfKIXA2gHXwjh07JA1jGrGZgL+ff/75jb3S3QbzvoHCiB0knvLP/uzPJA3Xm3hqlPITdI1UHBOJRCKRSCQSiUQiMRbdpCQ7jbaMdykOxWOpUBZhemCKiMniexjdc845ZxAjQSYsWCTfJw7WCB9kmAGu5UyO78EzKau4UczB4uJiMQ6MZySL2J133ilJuvbaa1f8vW1mNmepInXCGbdRMT+uOJQUohIz2hawl/ii0/e8zFFsybRRv26UwTDKmBapBa5IekZSz3jq30f7mdWzG0f7Gnk7edwmiGIvfB+xaP/OSJmM+k/X43QSuzHtMkXqenSfeltQv9jN1Wa5LMVZRmp6FA9YUkS6Qj3uM8oY6XuS8tkzQ7siEanqkaLlcxrjD9Ya1e/ZZ59txDW7h417k7gNicrG/PnVr35V0pBR97ghwH51wPugj+uu9kU7depUYz6adA6J5jPvF9HcEN0H20l7Yof3798/uDbqSOQ9Uipj9GwlZbGt8ljySJgWnn766cGzoepcdtllK8rgfZc+iXLk+RCISyNujfFFnft+xpEq6HXmY65+jquUJbiSiIrq+Qk8ljny5InA+PacEmcTeLY3vvGNkqT3ve99kqR3vOMdkobtT12yXpZi203eDjwfiTndvXu3JOm1r32tpGFffeCBByRJX/rSlyQNbbu353ohFcdEIpFIJBKJRCKRSIxFJ4pjxA5Pyi7xJg8LStYiz6Do8VKwa3XFEWXQs7NF7J2rLTArlMX95ImF9IxdJRZ/o1BnrqL4BWeXqU+YNVTb0rNEDHnUL7g/fvnEDNTZ/OhakUIRlcEVKZgg7sl59AtidJ5++mlJQwbdM5dGqvm0UWeKo727QBSLE6k3XI+x47Ec9A9nvfi7X5fvFxcXGypmXY0cVTbGF0ePLXVW2MeZZ9P1vbxcwfCyrxdDXkfUp0vsfcnGtI15BPR9WE7qbmFhYXBvzvFY1EmV9mju8M9RfJnbdVeuPT5p2lhcXGz0rfrfpOE4wNbwGXgZfZ+4KObYxxKfsVHYrm9/+9uSpGeeeWbwvZeZezLOsPWMP7c1/ozMl6iaKI54bOCpgWoDSw8DH9lP1FLmYY/JmhbqMY5RXG393Dr8fP9d23hN6pZnZN84vF34O220b9++Qfos/tgAACAASURBVF/yTL3UJ3F3zG+0q2cjL8V8R3NIybaUvJGmjS1btgye2deNvoZjfYnK42tA9vOj7lDxWFOy7nRV0Od+7s84ZazU50+vT67JPXy9WVIi3f4x/rh3KZ43mp89I+16zo9dg3b9sR/7MUlDpfHNb36zpOG6yFH34CutS6kvb8ft27dLkn76p396xWe8/b7yla9IGsapEyvZlT10pOKYSCQSiUQikUgkEomxmFhxnJmZKcajRExb279zhF2EKcVH3feJgwFy1qyu/kVMisOVKGc6YWr47ICFKGX9W21Gw2lhYWFhZMyS1GTmiPf8zne+I2nIDlP/nl0siq3xWLe6AlW/H+fR7tTpqVOnGopCFNPm14wUJb6HwbvrrrskDfsU7QDLC3sPa+8Mz3ozqnX2mntGdVNClAUw6osRywkLyXikbuttwjmUlXr0+A/fv4i+4wpv26yoPg6juNuSjZs2xl23LWvpWG0WR1CKpduyZcug3n0PwUh5L927FNPon0vxf9Hvu1Icjx492uhjfkQhcgUqylbsmTKxRX5epOJ7XCH7jtXnVcYjNh54pmXKesMNN6x4JsC9UQTxGuF8FEXKTJZHYnyw9VG2Tc9J0BXqdrWtLWjrTRRlm/Z2Y63he7vx7PQj9jaemZkJ7aePS65Nu7p3CSodn9vG1rVdZ62X59Xc3Nygvliz8Uwo/jw7SqPvWUp7vOENbxhcUxquESKl0UE5yNXhOTnqv/dreeZXruF7XXP0mFYfp8zJnh/E4zNBFLu43jHk6wH2Wrz//vslDZXGm2++WVKz30T29/nnnx+MP/eQ8ncUV4Td7hJfif1E7f7c5z4naZiFNRXHRCKRSCQSiUQikUicEZhYcaz77TpKftLRZ39zh2HDf5e4CFgSZ8P8rd2ZolH7xnk2MWcAon3jOFJGGFUHLGD0zCBSYbvG/Px8qAo4Yw67BVNN3IrHncG08HdiaCIVkPbxfcmcwakz7yUFsdQ3o3gVsvnBJnnGQ/oijDx9Mtqv0cvZZbtOmjm2VBcR2x9lh/MxhBLt8VH1GDnGLvXjKiX34jfOnJfiMtvu/1ZSJtcrFrneZqVMhf6b6NjWMyT6u5/nGaXrMY6ujmELomzTbe1d2/qPvCdK/aQLRPYsikmM9kMFXgeekdhjJzkSE4fNQnkkKyRxMcvLy404S851JtxjrYhRpD7dy4Sxj5cKMTr0JfccYD51ZZL5FrvrTP60MUpxbDsuo98B7w8eb0a7EXPHkXmYHANe51dffXVD0XClyj2mPH4ZJeOqq66SNGw3nxcd0Xhqu6dpV3Z29+7dYU4Fj9ujr9IO/kz0Ndaf1EkUV+/qO33XsyeDevl83eDrCd8/12NaPYY1mt/c+8H3jI3W1mcTeEb2+XzXu94lSXrve98rSXr1q18tSQ0vKdrVY48ZW3v37h2c48o+16IPsYZmbGP/eI9ADfe1leeZePjhh1d87gqpOCYSiUQikUgkEolEYixWlVU1Uizawn/ncU748sP88FbN27ezKLAvMKgwO8TmHT9+vBH35VkYYQB4s4d5g13i735v2CyYBeBKpTM2pWyB68HsuB+9l8ljb2Cqie+jjtyfnvM9NsPhsR6lOqmf6+y8s35Rtj8/j/ZkzyZn4OhLe/bskTT0JYep9ZgSVyA9/nPaGHXdaI+zqG/5+R4n6CqNZ96jj/teUK6+1r/3eDnvQ65ywcw54+rj2tUYZ7xLKpuf76p8V+NyEsa9rWfHWu/pyoi34+zs7OCeHgPjfcrLFu0d6yjFwUexi5F6FynM08KhQ4cambk9M/MoTwqp2Ue9L0ZxnJ4RHLtLDCM2zGPksH0LCwuDccZvmXtRHoGPS/pGFNvP95FHgGdh9T0u+R1zO+op6ltX2arr/bXtuGo7nmgnj1dDuWAtwd+pa+JBUQOxt/X+430Du+p21BUm2p17M98xTrk366HSeqWUhdXrpCvF8dixY4N+7tmKeTb6FH31iSeekDTMd0DdeGbhaJ9V2pf2ZPyV1gCeCdr/X79n9Fvu6XtL+vj0nACewbdt+4Ku9lPtEqiyxFe/+93vliS9853vlCTdcccdkoZjyO0rXmjYWTwD6rHjjGH3DmG+pE8xLhlneGbgCUeGV85jn0df/7BGp2xdxTym4phIJBKJRCKRSCQSibGYalbVSRlvZzlg3nij53ooWyiOnhmM47PPPitJeuqppyQN99pbXFxsZPZ01glGDvZh586dkoZKFPeGwYGtAB6HAEsBQzfpXmugK4Vjbm6uoRB6nThrSDvBQlNXrjy6Wuu+4FEGzCjD5SgVMVKAnNkBfi2YO5gc3z8Mdgm2kL7EZ/dVj/Zug1nyGKJpopRREqxWzXaWkqOr6nzvqoVn2T1+/HijjT1e0jOyOmscKRheF4x7L7srTt7nIyVtI2M8ppU91RHFunod0rfrcRWRsuBxfFE7tUXJXpZUOv97V4rj4cOHGyqY14kjeqZIrXU13GMaYbzxuEGt4zyfmy666KJGVlV+w1h2++axNcQ6omxwvbb7eLqN8fZmjvcMsT/84Q87i3Nsq+iXYsjdS4L50FU+6pLfewwdR+Ym1AWO9VhVrsn8xrrF80NQdygdtBt9iT7EdbHl7ok1aQzzenlWHTlyZBA3yxqunoVWkq688kpJw/lq9+7dkobxtrQbz0w7+PjkM3WHwt/W22hUXdCHfM/J6Dxf53oZmUd9XHpsrHvutPXY2QzKI8+AmvdTP/VTkoZKI3G9brcZZ6jxe/fulTRsb2IbOY6y99SzeypGaibvE7fddtuKsvEM9FXajXt/+tOfljR8J/Ls9GtFKo6JRCKRSCQSiUQikRiLVWVVLX3XlkVy5o03d8/OWN/Hr34+DADZO5988klJQ5ZsFNMTsbswad/85jclDRlXWCPe9IkvgKFzFZRn4PeepXVSprsr3/+5ubkGKx+pLs6owYLAuFAXHIkTpa48ZjWKkaV9o9iBmZmZMC4zYv9AfU/P+mdXlIEzrjBAfl+PS4jKXmIMV4u6B0Bbtq+UjTNSRqIYEeAZaFHhnVU7ceLE4FxXGLlHlGUM1tfr2+udse/xeSBSLIE/Y9fZ/2ZnZ4tZG9uyviWUYtQ9Y1+0R+PLL78cxlK50u7tFCkO0T6c7iniz1zKCOzP3pXSUR87UTbpyOskGo/Ax7krjR5jwxG1DnUJJas+tqJ+jurCGMbm094eW4zyiD11m1F6xqhdov0hl5eXO1Ec6/1s0vHmnjzUkce+uZoLPMO0K5XE4OEFQ5vMzMwMzmHe2r59u6Th+gUvIeZm1DaOKJSUAYWXuZsj18O7iHE/6bjrejyePHmy4QXG3EK/cbXbPeCuvvpqScP2iOKuPUeHzz1dqqu+DuFIn0OJ8nWoPwt/9/wivjYDUczkmQxsE3vLkjXVM5cCxhLqHYqjZ1GtZ43n6POSx7e7eu37xj/yyCMrPmM7brnlFklNT8kPfOADkqQrrrhCkvSpT31KkvTZz362XDET4Mxv5UQikUgkEolEIpFIbChWlVUVrDYGwOFxafV9wurgjR4mFaXx61//uqQmswrbdvTo0cHfPMtQlA0TRjN6Rs/G6tk4YQh8nx2P5dqomKn5+fliuzhz6iwWbCSMJ2oQjM3NN98saai+woZ6XQNnrZyxm52dDbOwudLg13Lfctgl9u6BTXTVzNUzb0/AfaMsq21jfVYD75NRHXncQ8Q+0r6+H12k7nkWR4+T8j2mFhcXwzK6Qk9MKUwbigYKpD9DVAdRzGOU7dP7T9dMar0ca81WPeqa4+7p6rn3cb8Of3/ppZca+4ZxpI/Ql0oZft1TIFKoSs8Q1UFJ6ZomvK9E8UaRTYieyfdIZNxhm/DA4TN/R2FBacROoxZt27ZtoDDAVLtSyDV5Bth3L7M/e6Q8eoZmf8YokzPPgv1ej6yqjsgzIFLuPZsq8yBrhGjvWeYicjZ86UtfkiQ99NBDkoZzU33ceowbXli0OdkaURzxuCGGijkbBZIyo6Kxl3O0V6/Dx/1675e7fft2ffzjH5ckveUtb5Ek3X333SvOoR3oo3UFVxo+W1RG6pz5z9sAlGxT/e+rtVOR95H3Nc/p4PcrPXNX7bUewNMCDzneE5i7eDYUZ9YzjDf3wnAbNG4PWEfkjeLeKpSB82gfxinjEPvIs2Hjp41UHBOJRCKRSCQSiUQiMRZTyaralhUpKSAeL8Obe53hlob7CKI4wrTCqsGa8tZ98ODBAWMGo+lMJm/sni0VoFhSBt7suSefOXIfz3znKmqkaHTtF1/fSw+mzfesK2WshNGGDYEFxt+a2NRbb71VUnN/TeAq4aiySqP7XhTX50waz0aZKCPtBVC2YB2JefX9eDz+BERxgl0xdONYylIsW6Q4uULo+zbyO9qf9kSBhonzuIm6CutKrGdR9ZhUZ76jLKyuLEfqafRMjpKqMC2sxq46m7naDM1R+7s667E8P/jBDxr21Jlqr3dXVSIlN4pJLT1j1F5uy7pqx6WlpTCexe9ZUss8fhBVECYcFdAVRxhxxhJzGuwzjDtz3uLiYkO551wvOzacdifexz07fM5AeUT19PHLEfvrqiy/Z07n+ldddZUefPDBkfU3bZTGZzQ3eaZT5hLGhq85PEv8ww8/LGmoOKJ8uAfPqLHBtZmbfZ9q6pe4SewlY5y+wu/oe/RF+hr212OdS/G6Xa9z9u/fr9/93d9dUbadpzPme/Za2uuv/uqvJEk/8RM/IamZWds9oTybZinXQJtn9fopeWxE2Yi9bzBn88y+/gG+vonWZpGdPhNB3aC6422GFxPP7H2bdQ2KMjbKY5hH1UVbmxGp0xw95wa2gT6NXURJ5hl5tmkjFcdEIpFIJBKJRCKRSIzFVLOqtmWNeLv2TF2+RxRH/s7eTY899pikodLFW7ZnOoWV3LZtW0MxghHD1x8f/127dq0oC+xefa8kacguwfrB3nrZYRVh8mB6YCs8VhKM8nufJubn5wdlihRGL4srw7CSMN7PPfecpCGbSbt4FitnzqlrGB/f+83LIZVVStrXVVTKBoPK72GFPWMsLBNwpRpE8Uulcq4VdabK1ZVStkZXR11pjOJFqVNXkKkrVzoYC4zBI0eODK7NuPG9P+kLnOd7trryyLhyJZHxR1+NmNsoNnK9ssTV2ckoU/C439bPK7H50Xl+P9+fE3sBE3vw4MFBX6HNIwXePS+i7KptM8n69z6+/O8lGzct1MsRxd363x1uZz3THl4vPv6wXe4Ngx1GPWKuqWfNjbLR8hvGFb9lrHM+86PHPwP6ksfBR9l3KQ9MO98zlzDvRorJWjFqronOicaRK420l2eUxgbSrsw9X/ziFyUN1QXaC8WM9mZdNDMz04gBZc7Fw8b3dQSjMrRK0h133CFp6KlDO/AMPBtzuu+LvVE5HMDf/u3f6u1vf7ukYdlQkL7xjW9Iku677z5JQ/WccUYdleLTmIt8bUmdAZ9bfP1Vt53R3o9RVtO2n7ElzKMem+p22O10CWei4sjaAE/E17zmNZKG+zi64k/7s6712Eb6vo//cftoR1nbI3Xar+XrIMoW7VF6/fXXSxqOf54dG7PWfR1TcUwkEolEIpFIJBKJxFisKsYxQtsYHd6i3dff45Rg7Hi7JqaRt2Znk2EOYNVgcI4dO9aIF0GdZI8efIL9WWADYY98n0bYXlgN3vhhZmEFua8rKZ6dzNFljKOrZhEb71lVXZHiGWGd8aOHXaYuYD1QJl0FrpdNavqOLy0theyO+/hHma7IoOVZxVzVhlH37Kkek1NSbbpm4BYXFxvjIFI2ongE37fPM5vCYsO00fepI+qOdkY9pE9HMZP1c8kO5jEylN33eqXPAdrD4xWwCZSRPudxKyX1Zz2ycToie1qys23Pi+Iroiy71DnKybFjx4oeGO5J4X2uVK+l2MbSs693jGP9upNmhI2URuqUcYedZe5hTLiqh43jSFuMYrMjG+weMa54UCbaHzUnqn/6hcfERXHZzP3ch/ELsAvTRl05LsUfRdlUKavHSjHns1agTmjPL3zhC5KG2VOxYW984xslDRUT4u8/9rGPSerbb5TG+++/X5J0zz33SBruu+j72/pedPQlsqd61kbstWfZ9VjmUjbO9VKm/vzP/3yw5x379VF2xoWvN97whjdIau4Z7GBecwWZ9vW+7N5ovi8kePnllxs2gWuzzqQ9ojg7jz33MtM3WSu7V0S0z2PkQRVlST8TQJ8lmy7ehawFeRYfEyiNrHMipXEcSgowiNYf7rFT3wtbGo5XjvQP7AB9n2fHi4E5ZLVIxTGRSCQSiUQikUgkEmOxpn0c2yKKkfM9vlA2YGRgwWC4eUvmzd+ZO4+pg+k7duzYQHHg2ryRw+Z5ljgAI4riCPvrrARqGgwOjBAsvcc6umLl6FrhmJ2dHag60Z533m6U2eNYeDYYVVQ71B/P/ATT42osiPYE8/LXz/X42ChWB+bVs2/C9sJGUjbaK8oC6jGSnnmya9Sfc9Ksmp5Nk6OrRR7XAvvvscn0J49jgg2D5Zybmxtck/FH+3BNHydcy/d35DxsA9fzfY08s6vXlauy682czszMhKpLKYY8YkAnVdcidpox4dnlZmZmBr9hvLiihN10RjuKhYyYbrdRpbjdKKvqeirHpfZy++r7aDLXuMLInMMcxFhi7mEehGlnHI+Lq4kUQi8r45T2JM8Ac61nRW1bz95fPHs1499jobuKHa9nOfZ6i8apw3M4UFbKjjrA2MGjin0bAWsV1D/qGBtYj/N1ZZAxTF6Iv/mbv5E0XK+Q48H3+PQ4WGw/ayuuy5G1mitipb0Mu7a3b3vb2/SmN71J0vAZ3IvMvVro46U4aOrGMwpzXeqEOar0rNTd1q1bG3kePOu4/91jSj2+0pUqP1Inq7WLZ6LiyLNgm1DyWYfiZUjWf8+myjznHnal+9XXEqXM51EscHQv2gtb4V4mrK3pi4xzPA+wLak4JhKJRCKRSCQSiUSiU6xKcYwY8Yi19O9deeQ8Z0ZhAMha5SoO7AuMAewZbDZs6IEDBwYsnWcdgzXyPZL4O5mXuDasFG/sqChkMSJmEibA4wg9O53HeKwnnK1tm6HL45RoRxhyWA2Yb9oH1piscDCm/C7qH/XMXjAunvUr2nOS+nVmFcAKsjfoo48+uuKzK4lcn75I+/t9Paa2K8zOzoZKcUnxcPWHsnosBtd3td1VWGdcYTFdPazH1zIeaRfULcYrv2FcwaTze1hB1BhYeVhjrk9Zov3FIjVmvcblODazbZxEFN8XwWNbPf6JdvP9yVC2XvnKVw7ahz7BeKFdqHdXMri3K4+udJWyoEYKozPgbdXbtWJ+fj7MrheNSz8fm0IdEm/G2GA+pC/T17G3zF30fdp1XF23Vau5J0w2Y54+U/fykYZ21O2iZ7vGPmM76Ht8dgWlXs6/+Iu/GPm3tWCUWtAW7lHlGWN9b1nflxPbx9jxWFXPEcB4PHz4cMMjhrHLuob9GulDnqmVazI3ezZyj1VlHqTMnDdpZuiuxuOuXbsaORboo3zPvEb9U5+RzfA4Qvqy74/qc4rHI3ruiLp3DeOHvzGW+UyZS/XLeMUTx5VkVxxB1OfdVvlev25jNhK+Byzxfm9729skDTMGe5Zb6p6+7fGjUe6AcYpjpMi6HYzejfxegPFNn6Y9fX965l9f/6xWIU7FMZFIJBKJRCKRSCQSY7EqxTHae2RS1sjf5F21ibLMwT6yNxGqoDNFfL7kkksGPsHE6XjsBG/kKBeeyQ6/6IhN9jLC7HjGJo/dcEVyvXzEzzvvvAZrFLH2pex/HGE/APskeYwGzBztBvvJ7521qteJ74/pWb48HhOmzeN9uAdKCeo07L7HTHo8qGcyhJ3ifI8PjMbMWlFnpDzeM1JXfJ8xV5qcAXVlCmaO8z3+CIaP31NXo1QM6pVroDzSF+gb9Bn+7ipKxHB7BjuPTfW99iJlq+txOWo/zhKiuIi2GUo9ps7383TmlTrCFu7cuXPQz/HAIL7Z49Pd0wK4DfFY1OhZSyipBV21Zz3uM2KNHT7OGF+upvveicxZjA2P/6NdI1Wibu8jb4VofHhfgPFGsfK4IJRHH4+ukmIrPAbL24vrdLWPYz2Dt69PHCX76vFoPCPjirHiGWOxo9QN6xn2XKRcrIP27dvXGD9cm3mOPsG4xJ4S++95Crgef3fFkT7LeimKB4vyFnRtV2+99dZGVlP6KmVl3KDK3njjjSPL5p/d+6keo1g/tkV9DvDs+674+r65vpaLPKWwv66G+3oH+O/dVnG+ex+tB9qqZrwvsKch3g3YSfeGoE48NnVSjPJaiDKYR+8Vnn3c6xcbwlztXmPutUBdeD+Y9BknfnFcWloqujC2bdCS5OuudHzPIML1gMHCwPcEONdff31jgUqncbc8H4Duahi52pRkbO8g0UK1bZDsWnHkyJHGZumlzc/979FLMYt9XGpoFyZCjB7JcwhSxo0muu7y8nIjEN3r0ydp+gpBwzwzA43NlVmU+Ut0tGBiEvcygtLm39PC3Nxc6K4XjUd3lYkIHN+Y2H/H35kwWUT6ywHtXt9+x8ePbzTM3zGM/qLoZeHI+e7q5gRAlAQk2ki+6wXOqOuX7GnJTSkifHxipG7dNZm/+8KISejcc88dTEyQQp7QhQUrY97DEaJnbJsMp+RSBaJ2nTbqruOeAI0y+7ZT/oJH32bRj22iznxrJ2wc7eJjxW2Q36c+p0f93duFe1M2rsX3vo2Ru477Asb7JIRfRND6tgLTRr1OSi/+jijpEZ9pJ+qMec+3p2KBy4KXeRKSk9/Xx6NvBeGhHG7zo7AQ7CR9kPkSYGc9fCgi7tq6lE8by8vLg3sxLpin3IW4bUInX4+CyKa1Rd1G+bqDdo221gIRieE2abUbwEdJzfyFs0tE7RTNj5SNNb+/0Ls99ONaSMzS+sHJxWjNHV3XyV4vs5ORHiK32n6QrqqJRCKRSCQSiUQikRiLiWmC+ptzKWlDiXmJGJuIfYbdRmmElfza174maehmyNv0vffeK6nPNMDakWQD9gm3BVc2fEsCZ485zzdxLSmIEcMW1VVXTNzWrVsHz+bsRMTyO0sJk4MS4UluUBr37t0raaj6cV9YNL5HqSRIfZS87wyXJ15xF2SSFqF68XsUEe6J+1DEwETMtzPw3n7O8E4b8/PzoVuZ9zV3nYpUGWe/XHl0xcM3HGcs8Tvat369qI1h3d09EkQJfXg2XMt9awJ/Fh/P3qcjF5Iulcdo7K/FVaZ+9LqLkplh2xgTwAPut2zZ0nC1py9gC0j8gWJB+0Z201WyktoTzS2lrUjWw1XVywLcnd239MGeMm6oS+ypu8vj2UFbeJ+P3D3ran/JI8KVDsYvR5Qp+o4n7sH7x7etcoWS/uIbnrtNc5fXaaPeb9wTo9TnRl1DanrH8HdsHWsT6gr3UOoA91Kembqt22P3Ioo8LSLPKbeP7trvz+rKoT97pKS09RxYK+r3pYwPPfSQpOGaAMXeQzFK7exzEH0XG1iys+5tU/eimtS7BJS8+KLtH1brYhq5tnaJyIsvWlP7utURzfGrdbduo0hG7evt4OuUKLmOu4j7ms89f3h3os9OilQcE4lEIpFIJBKJRCIxFhMrjm38/Utv3NHm7a72+abAMG+8PcPAAlhMQED+Nddc01DBPBDWffWdqXP2AlA2Zz7Hsbv1Zy+ptl2lqZ6bm2uwWFFShyhuoaTCwIIQaA+DTju54ogKCAsyLg1yxLBQZthb2HeYG5hxEk6QwIeEA85OoQqMiguql8PjHug3vrXBtDGKUY2YTmehPZ4XRIlFPMGJf09ZfPsGwPjduXPnQHnwmDcYMfqGq9i+ITK2gt95ghCHs71ug2ivKLa1S6WqFJtaivcDEfNaSiDkCgjjkDainTl/bm6uMR94e/j2DPQN/u7X9HhLT0pVqoO2jHxXdnV+fr5h64H34cibxVV0LzN20rc+8eszFiLbVf++VH+cy3j0hGZ8D1BzsO14flAm314AeNr4KDkPv8NOTBszM80tSqK46KhPOiK77Jt186zUAaou8yi/p//U10du6z1Ri8fZMl7dewjVk2u7Z0FUF+6xURqfXSuO55xzzqAu8EbZs2ePJOn++++XNHxm+ihl8kQjXmavU7evPk6junLPnRMnTgx+Q9kZX779TSl5lc937m3Udju4Uvt03Y71e/jnUp4RUPLAicY1iP4enXfq1KnGGiiay6PY1VIMZClmmD61a9cuScP3H7wXiJeeFKk4JhKJRCKRSCQSiURiLCZWHMcxEyU2yd+OPW7BlQ/YEPxxYRc9/hBEPs+nTp1qsHi+XYKzDtyDewP3RfZsgaXsfc7Iga4Y8Ah1tcBZEGdkoviGSMFwVRZ245vf/KakIbMKw4cCSdY4UoJ7tsH6PV15coYFphs20eOCYMyJvwSuZML0OePqfczrKspsOG3UmfEopbOzWlGfB9H1+B3j0FM+e+yHZ+Krj2NXPTmXeva4Wd++xhlz6pvf+YbG/uweZwSibQm6Rpv7TBqvF41rZ6OpO9/+gTFCnbq6s7i42OhDKOuejdHr1RVHHzfA+95qld/1ih0/77zzWnvcuAdA1CcjLxUUDeJG+ezzq4/XUdsdRWX2uC8UZLx+PKspYxwbj02/+eabV5SFo6vZvkG5M+6+HYBvATUtjNrmqKQ4RiqbZ4LlfOqAusLrha3DmKtQyqhrsq2yDQfZyRcXFwf1htcA92C8URbiI/HMod6Jq+R74Kob/YHrRcpkaZytNY67hK1btw6ujR275557Bn+Thn2JegXRPOpbrgHax7NVA9/uinJRZxyPHj3aUAb5DeMOFdrbxddFPt7wIvF7O7zvukcVR3/GSTMQt0XdI6ekDDp8jeE7JWBT/B2BOvS+Hr3n+Pf1DNs+90beelF2/lK8rT8D4JmJg//85z8vaZjJebVIsQ5unQAAIABJREFUxTGRSCQSiUQikUgkEmPRyeYrJcbVfcQ9vgigGvj+fyhUMG2wazA+vMXX1ULuScybbwQPq8ebOYwc5/t1YCVK+5NF8Qxr9SlfK2ZmZopZVKNYm1Kcn1+PusWfGmbV9x8j8y0s8pe//OXGdZ3RcpaeNkdxhGmDNUL95Egf41lgJSOmx5k3j0sCUVxEF4j6miPK6lZ6Vt/omD7PuOToCge/Q7mCLZ2fn2+wr86U0Q7sD+ixT84KeoZgV449Iygo7Z+0HlniHJGnhqOUidnHqytN1BF2E8WR9kLt5Xe0e31zdrcV/IYxzLhz1pY+Q3u4cuxM96RK43p7cID6hvSRmuIqmpfV4/9K4xP1gTrGYwPg2cF1XXmsl8/bk3bEhpeURt+bl83U+ez7DEbjzjNbcp7HvHrm32li0vhZL6t7SFGHjB/ag/mPZ6FdPKcD7cp1+FyPefSsiRyZW3/mZ35GUtN+cm9sAEApds8rYiA91s6zdrpKE3nedDVel5aWGvbt4x//uCTp9a9//YpzaQfWJ7ST77vq6pHHIZbstatOqEKM48XFxYbtQOn3XAnRusP7ont0eNmjuD1XPkv7NXbVjnUb5apctN8i8MyieL4xvlDu3ZPRY1ijOPtIZa1nx4288UqeaFEmZkCZeRZvH96NWO/Sj9a6/20qjolEIpFIJBKJRCKRGIs17eMISoy3f++qXeQT7lnDYNNgdmCQUJdQCZ1N2bdv34Cd480bf/YdO3ZIknbu3ClpyKTxJg9rWGeDpCEbcfnll68oI3DGvcTseB11jeXl5YZiGDEqrlhEexPyjK7mAhgfYnHI8ETdwZbAUsOOkPl0cXGxwWBSFhhR2HUUDf6OisK96UMwNfQDh9cBDA79I4px9H10umrX2dnZ4vgr+cf7330fRp6VdqJPw1J7v6EdGY+udJw8eXLQ9tyDa3vssY8bV7T4O0qHK5OueHl8SpStEWyE4hihrRIJfHw7O00dYttoExQNV51ob47nnHNOqEzRTvR/6p++5Tad8Trt2O9SNsdpY25uLoz9Lu0j5rFyjDs8MyJmnbFCbCptQlZxgI2jzut23cscKY2oIxxRaSgjsXEoXMTMMV/WFdn6/TjSPzyjpdtVzxy7EYhsA+3N2oE5xjO0e1w+Y8AzDzO3sdbwHADU0YsvvjjoA9QX6xzWNWRXRHFgXuRI2fHq4nc8g+8FzL0pK+3snlcl+9qVnV1cXGzE+BJDyvjg+x//8R+XNIwDpC+62uoZa7FljBG3s6PKJMVri/q6if+zbo3g9evX4nPkWVVS66K8CL4HZZeIcnCUzgeekdbbyXOqMC59nVOCe5TUEe3xO+43UuwtRt/zdY/n6MCTEtuy1n3FU3FMJBKJRCKRSCQSicRYrEpxLPn+l5RGjwGADXE2EwYA5QJlkUyYvEXzVh1lW3rhhRcGjBpMm++tA2PGETaP38HywQzA5FEm2AyuD2vlzxrFQkboMlYnijtwZsUz2cGER+1e8gWnjlA6YDVhj7k+8W2wqAcOHAhZHxQnbw/6Bkqj7ytH3wKeDRW4UlXaH8nVt7rCO21EWYpLiPZ8cpUcVgsmjrGDQgXTCjzu1zPbHjlyZHAPHx/As8IxnmD/+L1nceRegHZ2b4ZI0YwyBp/JiLwYPEaVz7CSUQwroE97XGidWffsejCaXNNjFrkm3iK0H2oL7R55aETxgVG8yaRxatOA24BJ1RR/Nq6HfYyykwOUFK6zb9++FX9HBWRcLy8vD9rLs057TAzjDqWRI3FCeIv4PWDE3UZFGdXpF9gSn0sY5/67aaIUQxxldfQ1Bc9OXbiNce8m6giVCdt2yy23SBrOcdhExuMzzzyjJ598UtJwfKH83nrrrZKkV7/61ZKG7cy8yL2IRb3ppptW3BubEalxqKFR1ngfz2sdI23xwgsvDNYRlPnd7363pKH9o248LtTVbx9vngHcM0hHc4crjVG241GI8lH4331c8Jky0xcjJR+4HXeFubSLwJkAbBY2zZVG2om5hzUhfZqx4XNZyYtlZmamsXaO5quor0TzHGsr3/ea9uGZsQ3sAet5YFaLVBwTiUQikUgkEolEIjEWq9rHsS1762+1/pbN2zJMDW/DsNbuxwur6RlQOUYZ/JaWlhpsEYycZ49CueIaqGIwbcTQeUwkv4fJc0Ur2l/O66q0b8u0sLCwEGb5As6s0D6e2a6kBjgrBXMD2wmzA9NHHfE9rOfLL7/c8NWHeYGF9YyE3qdQIGFmuJ7H3XIs7fnjWR+juNG1+pRHGMVUlfqOxyfAtHm8mu9/xZHzAeMRRo+x4+osdf+DH/xg8BtAO3Bt7gVbD3PGtT2zMuOQvkW7Mw5pH/qWZ0xrG9u4Udk6pdieOlzF8SzIrniU2FBvb/rHqD30aMdov1Wu7XGyXIt29WcrsffR5wjrkf3P7+V10jYW2fsuymPJawWPAOoO5pzP2NdXvOIVg7HpGZA9sy73xt4yD6JQ4YnjiqH3KWyPM+f0Wc/Wyff1DKL1Opk25ufnG+PB57loXz7gseEc+R1jwLPG8zvWNYDrf+ELX5A0VJbruQP4P/X1+OOPSxoqDl/84hclDesVO0vs46te9SpJQ+UYsP7Brrri7HGcpVjG9VrvPPbYYwObggr+rne9a0UZmEOwUcQCs/bj91GmdI9FRaWL4OOdtnI7OwnGZfas34u+5fs3eh/2+RM77eManIlKI8Bb8JOf/KSk5tqB9wra172Y8HijnXx/6nHqYbQTQSmbu3uBRbbF1zOcTx9kncVc4Fl5V4tUHBOJRCKRSCQSiUQiMRZrUhzHnTMOHteEKucZ3XhLh5GDMXIV6KmnnpLUzGoF+12/p7OFvInDtMKcuS8xzCpMHNnjgPuUwy7yjM7wONYzBkdayW55PJ7HIfh+RhHD6myjsy3OLtJexODAZnu/gBE6cOBAIx6Lc4jN8Oxv9CUYNGeyo/1xPE7BYxlBpCJ4Hc7Pz3eiOi4uLjYYr7Z9KGL/nTGFpfLzYJs9rgJ2ErbLM70dO3askSGSdnIffRQP3zeVvgI7WM/YKsWZKj22EURZzTZCYYxiqErqWqSI+LNHseAex4La6zE4dcY1iiFkHDKWfR8w/zvtH90zUumiGJC2ise0UWeb2yqNpTJ5n432aou+x7vGbSGft2/fPlAjUZY4At+nkfmQff6Ym5mrXRFk/Poz+F52Ptc4Uw84rzSvrhZ1O1CKZYxyAvDs1B1KB542zH/UFX2fNQbPTjt5ZniUEK539OjRQb1EeQawybQX7ceehnhUUf++3xvjlnnXszlGSkkp70VX4/HBBx/Um970JknDPkMffeyxxyQN5xRUdNYS7PdHHdRjgutl59mpC85n7oqeLbLD4+ac6G9u+10ddWU/2j/Q13z0F9RXgBrHHNPVOJwmGE/PPvuspOF+nbfffrukZp4E1hj0F9qV67BGidp3eXm5sQNBtH+mjxsH7cJ8if2l7PRZwFrLFcZprWdScUwkEolEIpFIJBKJxFhMRXGMsgyN+m0dvGW7wsRbOgw47CfnE5uxe/duSUNmD0YOdgRm7ujRo414BPcxdiYAtoGYDc9o5gqHxwnB8HCMfP8dbfdoWyvqzEaU4cyZVGe0I0Yd+HnRnl20F9lyYXjoF6i7Bw4cGKhZ3At2lvainWFzYdv57EpXlL3RGSKvK+D9Z72Vq6WlpaLSGPUpVyo8fshj5Th6ttVIxYcp9zjPxcXFBlvvaqxf02MZYe8Z+/77KF7Pj23jzPy6XaC0p2uJuY4UrEhlpZ0ZO5HK10bRjpS/6DzfR9NjiyM1NIqZjLKqOrpWHEchUorb1lX0TK7eeZyLXxeFinGJylePHfd9Z1HLyExJ/BcxjShX9CHfzy/aLzWKXSytJTwnQZftGLWbt4fbDld7UDDw0GAuYi5jnYKNo06pM2IZOfJ331f5wgsvHNQn7ciaCnuJKnbbbbdJGmZZJbMo48+9TpiLsfk+R3u7lmLGu1Yawf333z9QXZgr3OuBOvF1jLcXz87vfO1A3fE7+rLn3Igyo9brpO085HM3R9qPsjKOfY9tz6rqOR98/1U/P8rieiaCsvKegKcb7ctYoZ+w1iful3Hm3mtRroClpaXQA620b6OXmfHGWph1L33NM6VjUzj6dTjPM+K3RSqOiUQikUgkEolEIpEYi05iHEf9pn50+H44sCWeSdHjYIh982xzHrd48ODBhq8+b+AwKZ79FIaVe6A8wrhQRmcd+DvMDoyNs5AldK081q9bYged1YIt8eyqkerj14Vl4XxiAVAHYYSoe+pyx44dgzblt7QLZYRFR6XGRx9212MUgSuRIMo46+yS/97rqCvMzc1NLeaYOnQVzzPI+j6PjCGYcD5T94zbut99lM2WazIOYcg83sDL5Aql97Voz0pHpMp2zYzXr99WaSwpIMCVKWwX7UxsBwyrX7/N59XaqUjN9PHkarfvJds2xrGr7MZgbm6uUf9RJj2PQR11rXF/pz0ZOx4XGMFj55gv6/dkPqRvoDQSU4NtZjx6RmzK5HNH5AHA+ShY0fgFrjxOG6P6c9S3PF7T5wrfH446pR2IUQQ8G/bU97GmLmi3Rx99dPBbrol9ZR3DPbGjfGYtxbzpXiJRVniO7qnlzwDaelpNGwcPHmzsl8j8RJ+mfagz6pc6op59f3FX3zwrp+/H6UoVx8iTq35t4EptFHfLM7oy7HA7y9zOfYjzdE+7tnPUmQg8L9jz9Bvf+IakYV/3eFDUPfe8Iuux51Worw3bepN4e7rno7+P4J1AGV1p/M53viOpaVv8GVaLVBwTiUQikUgkEolEIjEWEyuOs7OzxRjH1SqSHjvF9yhSzghxHn6/xD+RKQxm/eWXXx5cA9YHRQrGDfbJmU/YB2e+fZ8+ACPjv3d2aqNRb6OI0Y4yiDomzQLprLPHJcKSuMp0wQUXDLK+cQ9YIleCXeWKmOnS/nCRAuUqQpT9r+TDPg2U1BRXcaL9NmFeXb3z+3imMB8zjENYasYebXPixIlGdlxXKGC0PfumxxZ7WSK231ldfyb/XOrr00aU5W4cvI86++/t5e1ajzmtn+/KiferOlvqmXaxrx4jVVJNPWbH+6bfh3Z1VW4SlbQL1OOTShnzvJ1K7DSIYqU4D3vp8JjlenZclAZsLnaVuZV9/ohtZO6F8fb5zmMYuT7tFmXoxl57X14v5R+My47r3/tnL6vH5ZKjgc+eWRivGsrAeagM1DGfb7jhhsH9fMxiR7mHq9LYZvIMeIZQ34MyGn+TKoqrXSuuBh6z7esNnsnriLIRH4pt41hSWbkuyiVqEOPO1b16fynZBF+PetZx5mDfGzJSLD1jKOOQuFrsQNceG+sB1v4o9Q888ICk4VrjjjvukDRsN+IIsX3MRRxpV7zaQL0/uA2PPCl8/JE9Fc86xjw2nt9zb9prz549koZefCCaT6O1QIRUHBOJRCKRSCQSiUQiMRYTK47S5Kx82xgrAEvi13GWDFbE/bg9S9YrXvGKRgYyZ0Bd5XTmBUbG1RpYJ88i5zEAJax31rF6LE6kGPv3UeZL4LEeJbXN2WTq2uMSad/zzjtv4OPt8XXA9yjzvXZcmaC9XF2LsvZF+/BEcUxdY3l5OcyC6wy4x+U6++8xU8DrwhUpr1vGoe+HFKn0dUSKk2da9mzGUVk8dtLbK8pEGtVpV1iN4hhdw7NsOrwOvE4Zh5FaT91ecMEFg/Hn2Rix0Z41s22Z3Z7y2TMjlrI5+jN3bVe3bNnSUAuizM2ljL7eB6M4+Ujh9HEd2a4nn3xyEJcFyw67Tkwjnh6eWTLK2OvjMspSTb9xBv3FF19c8TlS8bpqx1GZLUueNZEnlsfAsT5xNZBYOlemqDv3fqLuUCHqc7rbWj/6POleXKgslJVxHo279ZrvJsWuXbsa3iy0E8qvZ6Sk7jzrP7aMOuN3rrJHttz3PmSd4x45S0tLYW4E73v0IY9FjeDjhT7G0dcK999/v6SmCut1tBnBfo6utvOMrrrTfnzGZhIrSZbW+n65rD89ntXh6jTrXOKco/HIvYjb5JlQHLEl3Bclmn7j62TavRQDeWaO9kQikUgkEolEIpFInDFYk+JYYuNLymMUo+Fv5c6Q46MMIw5TBAPge87Mzc019riK1BPgsZCu0sBCOevEm3wUw+EoMaZdxQDMzs6GChWIfPid9a1fU4r7RUkV4H7UPbGOsNEXXXRRI36Hsjjzglrp+79FCmEU6+bxEf6MnOfxgeu1z1E9riXaq7R+bv3ofu3OJjtD6+fzPSwV45Ex4GpRqf1H3cuv7dk1oyy2kRISeUv4ddY7FrlezlLGuqhsHkvlcWau+nj8Gawzag9H77vU7Y4dOxqKP6AvMg4jmxF5Znh2au4T7Qs4qZ3tMlt129i3SHGMMiVGe8NG3i+MBc906irg7OzswOYSL8e+fjDfzK0+7zlLX8py7BmZo33h3MbQ5zwjZVeo13VJTWub2dfPpy9Tt66yE4PnaxFsoiti27ZtG1zb7aUrkNQz97r22mslDRUJ5lmP54rmy7bPXFLdp409e/YM+jTPwLP5nqWAuiI+jBhHfke70B4e5xvZMs+YiYrEsR5v6DbXx1spdr8ExiFqp7cLyiXfE3frNgSsR6xqV2CsPPjgg5Kaz/jWt75VUjOzMHHfZJylv6DyHThwYLCG5W/kUqGe6Uv0UewtWVT9/QKgVjNHE9v40EMPSRpmw3XPDdrJY9Q9xtxzFDhScUwkEolEIpFIJBKJxFhMJcaxLds7KRvsqoHHBMCCsO8f7PYoxcPZPI/rgWWCVcDvGcYAJs7jKJ2R831uIqUrqoM2qsw0UN//L2Lt/XO0N2Epk2ik8kWA7YC5oc7POeechsLhWeHoA86kRWx7FDPjymKUIZG/R/sKRor2tDBqz6dSFsZJs2dG2XA9Ro7PKFd877F2dZXUj1GslN/DyxZlYYz6cAml+LNpox6r6mWIyhZ93zbGztVZ38uNsQQryu+xkSdPnmzUK/WOnYXZjOo9YuMjRSt6Zv+8UQx4Pet4W1VmUtWlbXyfx5x7DFc9VpVzYLqJrUFtoc29XSgDNtvtqnsPeSZJ75sw3n5dVzo3wq5G55RiU6NYSG93Vx493ojPqA2M13r8t3to+D7V3MMzYtPerJ2iOTz6XFIi19uegje96U1hXJmXxeO0AYqvx6jSl91zw9XcaB6NcOGFF4YxwWDSrLT0Rc8PEsVRsw8gMXesr7ADqKRd71O9HmD88D7xyCOPSBq2G+36ute9TtIw3hswtpjrGEunTp0a9CWu4Qox9e8eNb5m8twBzM2PPfaYJOlzn/ucJOnzn//8it9jN3kWV5I9BpO4X1c4Hak4JhKJRCKRSCQSiURiLCZWHGdmZsLYqXG/qR8jRKyUHz0DKm/LvCU7K3nkyJEBi865qJQABoVrwrzBuHD0/eSieLLomaM4wIjR64qZW1paCtUdV2+coQZRO0VqXemZ/Pq0GcrjxRdf3Ihxgokh3sAV5LbxRFFGWVeQAX2M+3j2ziir3bRRr7Mo+6Krdf4spRjJKB4p6i+wYbTfKEbemTjKSPv60esXRJkiHd4Opdg4z07Ydr+y1aLeP0r2dFIPjmgvPK9Tz7TIEbbZy3rixIlG3Ktns/W+5X3QY9mi2LZSbHJJESl9Py2sRnEs7SUbfW4bn+1x2J7teNu2bY1YUo5uA5yp9lg6t/lRxsooC7XbAx9/7k20HvvKtR2PEUp9jr97bKq3H59pP1cLTpw4Ee6bSXuilnkcO2uqKA637Xqk1GfXK7YRXHrppcXs767oUv94mfkc7/OrzxUef+veaJHyXK+ryCurbX35Xr3Myax7XQEjMy/P6OopGUPZzzEq15maXXccKDtryL179674HhuH2kfd7Dy9x6Jno6+rdZGXl7d55JnoCiOxkk888YSkYVwmyqOr3R53S5+mz3vsqsc+Rth8rZxIJBKJRCKRSCQSiXXFqmIcI2WpdH7b70sZ8Pzt2GPvPJvgsWPHBuy5v7HDFuC3zDVgY1EayagVZYGLyt7Wp3+9mbjZ2dnWcQnOOvvebFH8nzNrrt55XJuzz7BlxFi99NJLg3aAdYUN8v1oIkXXFatITeWzq3BR/C2IFK1oT721oh4bV8pYV2qvKPYxirPw37sq4axnPRaH/6NywXx5rI3v6+djvKQcRv2gpAa5jVuP/cpKqvikNqHE9nvdMYZgXuvjrg7a+eWXX25keATUO9fweC1Xx32POto/qgNXmkqeH14HXaGuOLr65vUdqWVe5lKck9cNY4t29IzPgDq+8MILG3YNuPJHO3k8rCvFrkwCV6hByYsJO895vp9nF5hU2Z/075MqylGGRbC4uNhQz9wTwGOpPFY18lYoxWdG9jTKQt71OATHjx9veCmV1mLeF927yOf+5557TlK8x55nv3U1pzTP1lHqM+4JwGdfE1Pm3bt3Sxqup6grlEWPv43av8txuF6grvBwo66Y//C8YY/Et7zlLZKGyiPvDPWMtyVPQq9HykDfIccKSvHTTz8taZg9lc/Y+vqe51JTcfS5ifvS/rxTYV8jpOKYSCQSiUQikUgkEomxWFWMY+Sf21Z9i1iK1WYL5E3flRLemg8fPjxgD8gW9cwzz6y4lvsGk02O2McIrtKsViWIfKG7Qj0bVhS/4HsJubLkyoXHTURqXhQ/GGV/hD198cUXBxmsUKpQkLmX7xPmz+hlcEa0pBJ4fETUbl4nXSmOdeZ+0tjjKINv21hjv463n6sLtE29zPjws/8meyK5wujxJW3LHtmqUlyZ27T1iHEseTGsNZYqgsfBoP6yBxSfPV7x8OHDg7GJ3aQMEVuLUuXsPNd2NSUat14XpT0O10vhmJ2dDe1ipFZHrLT/rqTu0Ba+zxxqAX0YdhlburCwsCJOzp9HaqoiMNOM00gBLnngROPX7+dxt9wPRn3aGNVfSuub0vmTjs9J8xycOnWq0Y4+b7nHRslOlmLG284R/kzr5WH1/PPPD9SzKMt3pOBSh74miGIY+TtqH+OQuDLmOvowfZdjfb0VxXD72ot1kO+/x/jg2VDRmINRGt0DxOM0qStsBbGO7PPa1qNuM4G65Mj8961vfUuS9LWvfU3ScK/Ed7zjHZKkO++8U9LwneGCCy5o9C1fE9XzBUjD9Sz1jOLI+wr35Ag8I3O03yft7/G82HOOCwsLDW+ROlJxTCQSiUQikUgkEonEWEysONZjqkApQ2iJQW/LDk/KatSZIpgZ3tS//vWvr7gn5/LmXt+LRYozSnoMQRQv1jZGoMTITgvz8/Nh/fszeWxjWzXPv4f14DquTvAZBs5Z7EOHDun555+X1GS8vf68vaL9GF0d8L7szw5QSlBQoj4cKSTTwsmTJxuZLB1RzFykrpaUy0hNAKV40fr/UblQHKlnz0QHoj1DS4pitP+mt4+fF91n2qgrjt4uvg9fW3YflFSdSHGE/eSzx6UePnx4wEqiYnksDb8lFgMW/qabblpRpihbbqnsbbNUr6fiGHkjRPbWUSq7/532QFWgzrGj3rddfVpeXh60H0evX+ysjw/uEfXFUt8tjSv3BEK1oX/RZ6eNenncgyKKFY4QtX8JkyqWs7OzjXFUWmesNn7TcaYqTldddVVx7+yoHZnj+bvP9XzP3qf1GH5ppaIvNT1v6Msc63bD7xHlE/Cyk7uDODyUxUcffVSS9NrXvnbFs2HjuQ5l9xg5VDQ8R1DjsBdnM1yFpW7Jvsrc9vrXv16SdPfdd0uSrr322kG9UZ/Y6vocWr/Ws88+K2noGennoxSSe8Vtusff8hnvS8rBs9COrljOz8+n4phIJBKJRCKRSCQSidVjTVlV18pWTcs/Orpf3W+beJ2nnnpKkvTtb397xbm8mcMewQS4+hYpG6U4lrYKY5SRdNoYtf8fiDLsldhMv16Ugdaf2f2wIyWsHsMBmwdr7nvv+L19X8dov7kotsCV5iibpDOCUezQtFDPjuvwMkf7MkbxYVG8kZ8XxWhF5y8vLzf2G3N2K9qfsaRUuJJYUum8j/uzrxeTXlfXS2p1NF6jY8n2eN/3+ETYThh3vj906FAjRgbAZKKCoTRyLT7DdMKEMq75XIqVij53HSPeBm1VtVK7+Xn+PW1A3cIuk2GPuhgVYyz1x4BnyvZ49Wjf4lIm7cjbqDTP+e88FifKzjot1MvTdj3TNh43si1rnfPrGX0dPtZL2abd26HUrtH9Nhp1TyHP3BzZx6hdXHWP6pTzfB7k78SrUR7GArk6tm/f3tin77777pM03G/R91llnXHjjTdKkq677roVf3/Vq14laTh+sL+ebwIb71mUidPEpkTrmTNVee4C1N3jjz8uaRhTjir7ute9bqD4Uv+oyyiL7L/41a9+dcU1aA/6Eu1AbgBfM0drO47YT/oP4D1nUo+qVBwTiUQikUgkEolEIjEWq8qq6ihlfYvOB2vNTlZSHI8dO9bIjARr7jGMt99+u6QhMwCj6b7DkQJZitN0lgpE+9J1hTo7GcVwuALh7Fa055dnwIyuG8U1eaxevS75/+WXX77inr7PV8RYRzGIwLOLcZ4z7/5s3k+8HaP4w7Vikn5SUhpLschR7GpUlnFKiiuxpQy+keLoKLH8keJRijfrWsEa1cdLzwLaKlSl63g2ZLL/wUJ7Br/6Po5R3CR/96x/kf3z/eX8WbzspbmgFPs4bYzqR23nBu/jkerudU1dEY80Koaxfn+3cUtLSw3VOVLiJ1UcHSUlP1KD3EPEVZ9pY2lpqXXscDTOosyj9XvUv2+7Z+Ik8LJEmc6jZ1qtR5Vfb6OwZcuWgdLuz+7P6GsIn+tLGbmjdYu3K15trDE9lvzKK69sjLNPfvKTkobr01tuuUXSMAs5dhOPDX5HTohrr71WkhpZsNk9gPtFe17yPXXJfB2tf36UQDvixcg8ecMNNzRsMFlSURwf30iwAAAgAElEQVRRn13ppf5pZ+Aed8SYYvs9C73bS7xR6Ouoo7Rr3VahSo9CKo6JRCKRSCQSiUQikRiLqdADJVapxLCWYuWi852Vie5z4sSJRgyVM9+8keNDzBt8lCEvUs1KrGApLmy9GLt6Ns6ILXYm1Jm4KLMX/tfOVoJSbJ1nX63XcaRUuFrpsS/+OWLh/ZmdSXMWkX7kMUCRatslongUr6PS/qnROCzF5Zayso4a59QvDJjXb9sYqrYZYh0eBxqNt9J1poFJlUZHpL61VSx8PNMmrurXswF6rIuPTxhOZ/ddHVvr+Ggbb9+1R0c9WzXwvlyKeSvZXwBLHd2Hv9MGPqfV58Boro3u3VZhKCn/0fdtj12i1KeiYymuOnr2yH639bBaXm5mvG9b3xEmjV0tPROInnXamJ2dHWTsJobQ1TOUFeK9GC+oO8RhU0a3aZHXinstMd74PWtNV6OkoUfVvffeK2mYm4NnYSyjGFJG94RCmSLHB3aWMkRzNc9EHfnajBjLjUDbONvod1Ffc085jtQ1deb2FLDupV2vuOKKwTU9+/j1118vqRmz7d58xEZ6Rl7fVcDXn8A9gOpemPXzUUnrfZa+NgqpOCYSiUQikUgkEolEYiwmVhy7iPVpq7ZNmm0OjGJUo2v4m3u039uoe4xCpFREcaGlGJBpYevWrWF2MC+Lq6qRL7+rcpEK5HUIGxJlLavfx1ldPlMm9xH3fQH9nvW9BUeVOVK8gPcXf9bVsmNtMTs72zoGEbTNyul/jxRq7k9d0hZRfODMzEzY30uxbG3jjib9fSlGp2ulo16utrGJUTtFn/33PpZgIYlt9MzSsJJkfjt58mQYx+UxaR4nBGPqWVUjD45Jx1PJW6WrdlxYWCgq8f5MXkZQiuP0vbiwdXzvrDJMOXZ2lDdEKfYeuJ0tPUPps9uwte6FuVaM6h9R2Sfd37Gknvrvo7ln1Dj2skT12XauKN0zOs+xHgrxKMzNzQ3UncgGoBChRPreoP47H1f8jmPkfcT48z7M96hLc3NzA3UURXHnzp2ShvGQrlr6+pV7eFZO7GzkCeJ92tdivjfsemF+fr4xHrBB3udBtIbzcUndsDciey+SSZY4UuYq5i7q3mPNabtLLrlkUAbmVBRgzimNm5JXnmelp048FjXKIcGzuCpees9LxTGRSCQSiUQikUgkEmMxFcVxUnWs7fkl/+sS2rCG0fclFa50jOIx10tRLGFhYaGYcTBiKf3vHjvnsY2lmI9IufIsj8vLyw2f7UiJ8HjMaP8q32PJz4epKcU+glLmtWmj3male5bY4kixKsUNriaOZlLV09s1GsfRuGobLzSpR0EXWKttKCmP0TN7pls++/f+93Fl8PHJ+IEJ5+gqddtnatt+/veu7O95551X7MtRmdp+7yyz2yKPO/U9U4mzQX344Q9/OFAtKau3PeDvni0wUrDa2oZo/9XI08fLsZ6Iyl7qW6U1Q2Rj2npL1D2rSvfy365lTTWuzP67ScfrWjE7O1vMivrcc89JGqpCKJQeBxjtHeqZK0HJM8QVxzp8XcE9UL1KsaeeQRaFK+qznlmW32MrohjntvG3a8Xc3Fy4pyyI5iNft3g+DJTDu+66S5J0xx13SBpmNL3pppskDecqVzg9M3xdCeU78gJ4NlpXBP0arvjy7CiXqON4A3n7U0c+z7oyzS4T7sEXYaZtQ/d6vY3xNUgMUFXVmlc72Y4bj2zHswPZjmcHsh3PDmQ7nh3Idjw7kO14dmBUO6araiKRSCQSiUQikUgkxqK14phIJBKJRCKRSCQSiR9NpOKYSCQSiUQikUgkEomxyBfHRCKRSCQSiUQikUiMRb44JhKJRCKRSCQSiURiLCbejmOzoNfr/RNJd0u6WdJlko5J+pakP5X0z6uq+v4GFi9h6PV6Py3prZLulPQaSRdI+nhVVR8cce61kn5F0l2Sdki6WNL3JT0t6Y8k/Zuqqk767xIbhxyPmwsTjsctknqnz32tpNskbZH0n1dV9T+vW6ETDUzYjjdJep+kd0m6SdIVkl6U9HlJv1dV1afXq9yJdki7enag1+vNSPpPJf0DSbdLmpP0DUn/StL/VFXV4pifJ9YRE9rU6yU9O+Zyf1xV1d/vopxd4mxWHH9J0jZJfynp9yV9XNIpSb8m6ZHTLx+JMwf/naQPqz8Y9xXOvVHSz0r6gfoT5G9L+jP1XyL/SNK/6/V6Zy0pskmR43FzYZLxuE3S70n6eUnbJT3fackSk2CSdvzvJf2W+i+M/4/6dvVvJf2EpE/1er3/ssNyJlaHtKtnB/4XSf9S0k5JfyzpDyVtVb9N//j0i2XizMAkNhX8naR/POLfJ7ooYNc4mxfXF1ZV9UP/stfr/Yakj6ivWPXWvVSJCL8k6TuSnlKfzRnHbj8o6eKqqlbs5Hta+fh3ku5Xnzn/k05KmlgNcjxuLkwyHo9K+nFJX62q6ru9Xu/XJH208xIm2mCSdnxA0j+pqurh+pe9Xu+t6r+Y/NNer/d/VFX13a4Km5gYaVc3OXq93nsl/Zz6ytQbqqr63unvt6i/hvmPJX1I0r/eqDImVmASmwq+WlXVr3VZqPXEWfviOMqYnsafqG9Qb1rH4iQKqLtB9Xrj57mqqk4E35/s9Xp/qv6LY7bvGYQcj5sLqxiPf9F1mRKTY8J2/NfB93/d6/U+I+mdku6T9H9Or4SJtSDt6lmB950+/jYvjdJgPfOrkt4r6b9QvjieEZjEpp6tOGtfHMfgPzx9fGRDS5GYOnq93pz6yoeU7btZkOMxkTjzQcz4qQ0tRaIt0q5uHmw/fXxmxN/47nW9Xu+iqqpeWqcyJaaLq3q93j+UdKn6+Tg+V1XVph2bZ/2LY6/X+2VJ50t6hfpB5H9PfWP6WxtZrsTa0ev1LlPf13xG0uXqM+KvkvS/SfrzDSxaIkCOx0Ric6HX6+2Q9A71XZI/u8HFSYxA2tVNDVTGnSP+dkPt/7eqn6gqsfnwztP/BjjtxfGhqqr2bkiJ1oCz/sVR0i+rH+wPHpD081VVHdig8iSmh8u0MpZqWdI/k/SRqqqWN6ZIiQJyPCYSmwS9Xm9B/YQrC5L+m6qqXtzgIiVGI+3q5sWfS/qApP+61+v926qqDkrS6QR//7h23sUbUbjEmnBU/aRjf6qhenyH+smr3ibp/+v1endWVfXyxhRvdTibs6pKkqqq2l5V1Yz67gDvU5/BebjX671uY0uWWCuqqnridNvOq59R9ZfUT2f92V6vd8mGFi4xEjkeE4nNgdOu/x+T9Cb1Mz3+s40tUSJC2tVNjX+rfoz4jZIe6/V6/6LX6/2epK+qH3rz5OnzckuOTYaqqvZXVfWPqqr6SlVVL53+91lJ/4Gkh9T3kPuFjS3l5DjrXxxBVVUvVFX1f6vfYJdK+l83uEiJKaGqqsWqqvZWVfX7kv6hpHsl/foGFysxBjkeE4kzF6dfGv+NpPern2jlg+nFceYj7ermw+ns8P+R+qrx8+pnWP3P1M/c+ffUj4mTpP0bUsDE1FFV1SlJ7HH8lo0sy2rwI/PiCKqq+pakxyTdfjpGLnF2geyO929kIRLtkOMxkTizcNpF7n+X9PfVjxf/T04vdBKbBGlXNxeqqjpVVdVvV1V1Z1VV51ZVdWFVVT+mfhveKemYpEc3tpSJKQM38m0bWopV4EfuxfE0rjp9TOn/7MPVp4+50Nk8yPGYSJwB6PV6W9XflPr96qtVP1dVVY7LzYm0q5sfPyfpHEl/UlXVydLJiU2Fe08fR2XTPaNxVibH6fV6t0p6qaqq5+37WfUDVV8p6cEM9N+c6PV690j6WlVVR+378yX9/umPn1z3giVGIsdjInHm43QinP9L/biqfynpH5x2o0ucgUi7evag1+tdWFXVIfvu9epnxT2iDL3ZlDi9Vn3Y9x7v9XpvVz8nh9QPCdhUmFlePvvCFnq93n8l6Z+qnzr8afV9xK+Q9Fb1g8afl/SOqqoe27BCJlag1+u9V/2NbqV+gP+71Gdi/v3p775XVdUvnz73T9V3Rf1rSXvVz1x1raR3S7pI0oOS3lVV1ZH1Kn8iRo7HzYdJxuPp8/9b9dPFS33XqteoPw5J7PA3VVUR05FYJ0xoV/+VpJ9Xf3uASv0s1Y7PVFX1mQ6LnGiJtKtnD3q93kPqu6N+XdJhSberT+Acl/S+qqr+3w0sXqKGCW3qZ9Rvy8+oH7Mq9bOqvv30/3+1qqr/oftSTxdnpeIo6a8k/Qv1s8G9Rv2XiZclfVP9LHH/IymPE2cM7pT0IfvuBg33MfqW+sHjkvSH6rfn69V/gTxP0ouSvqx+Ioc/ypicMwo5HjcfJhmPkvRj6i9Y67jv9D+QL47rj0nakX3kLpP0j8Zc8zPTKlxiTUi7evbgE+rHFH9Q0rmSnlPfXv5WVVV7NrBciSYmsakfk/RT6q9V3y1pi6QX1F+n/vOqqv69NiHOSsUxkUgkEolEIpFIJBLTw49qcpxEIpFIJBKJRCKRSLREvjgmEolEIpFIJBKJRGIs8sUxkUgkEolEIpFIJBJjkS+OiUQikUgkEolEIpEYi3xxTCQSiUQikUgkEonEWOSLYyKRSCQSiUQikUgkxiJfHBOJRCKRSCQSiUQiMRb54phIJBKJRCKRSCQSibHIF8dEIpFIJBKJRCKRSIxFvjgmEolEIpFIJBKJRGIs8sUxkUgkEolEIpFIJBJjkS+OiUQikUgkEolEIpEYi3xxTCQSiUQikUgkEonEWOSLYyKRSCQSiUQikUgkxiJfHBOJRCKRSCQSiUQiMRb54phIJBKJRCKRSCQSibHIF8dEIpFIJBKJRCKRSIxFvjgmEolEIpFIJBKJRGIs8sUxkUgkEolEIpFIJBJjMd/2xF6vt9xlQRJlVFU1s9ZrZDtuPLIdzw5kO54dyHY8O5DteHYg2/HsQLbj2YFR7ZiKYyKRSCQSiUQikUgkxqK14gg+8pGPaHFxUZJ08uRJSdLycp8UOP/881d8PnLkyIrP27ZtkyTNzc2tODq4/tLS0orPDn4/P99/jIWFBUnSli1bJEmnTp2SJJ04cUInTpxYcS3KtHXr1hVl4xr83cvgv+fzzMzMiiPg8+zs7Ioyc10vu9fJyZMn9Yu/+Isjn38teM973jN4dq9H8N3vfleSdNFFF604j2fmmS6++OKRvz948KAk6YUXXpAkHT9+XJJ09OhRSdK3v/1tSdLTTz8tSXr++ecladBWHOt1eMUVV0iSdu/eLUm6++67JUmXXXaZJOnaa69dca/vf//7kqTzzjtP0rDdKDtH+gzPSN3QLpzH70HU9zhS9qWlJX34wx/WtPErv/IruuSSS1bc6+WXX5YkHT58WNKwHejjP/zhD1ecR18855xzJA3rimfiGX3ccj8fr17HnFcfUz6+OPq1Oc/PB/X6lYZ95tixY5Kk733ve5KG/eDQoUMrjlx3165dkqTbbrttRR1QJ3Wb8qu/+quaNn7913998OyUyevdbYh/7+MGUBdcl2fy9vO+DLDjjKl6nfCdtzmgLHv27JEkPfTQQ5KkCy64QJL0/ve/f3Ct+jNRJmw416dszD0HDhxY8Znr0n7eP+jzW7Zs0Uc/+lFNGx/+8IcHfQvwbIA+ybOce+65kobjlbJidx0+9zDvUte0gc9VgOtTN4cPH9aFF1644lyft/bu3StJg/N4BuwkeOyxxyRJV199taThHMJ1qBvKxhwAaJ9nnnlGkvSa17xGknTPPfes+HzllVcOyvk7v/M7XkVrRn2Me/359z5O+exjweHjPWon/97XGvW2Kq1Dou9X+7nt9/73Uc/cxfz4m7/5m43+7mXz8eTHUfVcRzQ/erv5M/t1vDz1MkTX9N9G9cy9fP709S3n+zoUOxzN9XU7+xu/8Rsjy7gW/MEf/MHg/6U1l88d/p4SIerDwNczr3zlKyU1bdRdd90lqb8WxV7yGy8z8ydzNPZv//79koZrN+Zc7C2/f/HFFyVJP/jBD1Y84yte8QpJQzvp72zch/lz3759kobrpOPHjw/qbxQmfnFcXl4eNByF90U1n5kQWXhQOVQeE513Ph+g/oLD95TDf+edvP7baKAAvqdB/aWV6/gLpleyvxhGLyrRApnvfdExLXz/+9/X9u3bJQ3bgU5D2XnBo8zRiwSdkfbmxYRn4Rm43ksvvSRpWLd0cuqQQcDij+tdeuml2rlzpyTpuuuukzRcXDGwAO3Hs3HeqJfRelm9Pb0v+WfqAiNCXy0ZoWnhwgsvbIwDXzTTThgLPzpoR+/7PnZKL47el+uIXgj9RcEnunHXrP+e9qfvYHvoe9gk2utb3/qWpOGLBwY3Gt/TxokTJwbjhPb0PucLU29ft4/8zhcNEXnC/fwFxF/qwP79+wdkD/XlLyBc66mnnpIkfepTn5I0HL/vec97VjwTZXQb72X39ogWCV6HoLSIWC0WFxcH4wd752XmmdxmRXOL21H6ss+/IFqY+njmvEsuuWTwf65N2fjNVVddtaLsl156qaRmu1x//fWShuOIPuqkhtc/z854pa6wUYxT7GzXqNddyeb4grKE0kuW3y96AXGM+n6tZWpzj/r3bV8so5flaaM+f5TKHr3YRS9lAJsDomf1NYeTWvU5z0n4iGhtW9+R+BLNr23FmxKxOy3ceeedA3sHUca6EXvr81NUZ6BExAJvN+wzgsk111yz4jP3OXny5KDeonW8z3PYOewvzxa92zjhTl/0v/uz+Dtc9I4VIV1VE4lEIpFIJBKJRCIxFhMrjvPz8w0m26V9d/fDjdCZHHehKrEq/ubP27Wf76z17OxsQ+p3lqjOEkhDRYJ78ubPM7lC4gqhl9nf5P33kXtE6c1/tdi2bdtAmUKdcRmdMjqz7WV3ZZg6dDaDZ8PNifvjfgpLjcsWbQBLvXPnTt18882ShiwPfYuyuNslbpzcizLAZPsz4UrF7139ccZ8FMskNZmdrpjVhYWFBoPp7BXPitrGEXbfmTfvg67WuDtpxOhFLKUUK0KRq2rEgPq45jqoPfQh93pwzwJcNdyFhL4Ju+muedPCzMxMqPB6+5TYe/+7u+5zHnUUubw6E+teG3Nzc4Nz6WOMM/daeOSRRyQNXVW5Fn/Hvvoze52U5hrvD95vvM9OG1/84hcHtoOy4O3g7tTuOux2lt9jD30uiuxwyW3Nx9b8/Hzjnm6zKYOrou5dQj/w9vG5xF2OPdwFOAPvz9oV6opPSXEqnbda90//e0l5XFpaaq1+Ru6ubeepqCzR9bw8kRtuF4j6feQCHClO/tk9CKLwpeg6jvpcGM0FkToarZGjUBCHe15FHnkl1XbcnL8WfOADHxjYDuZibAX2MKqLqKy+NnfPGvfI4XvmOGwTf2ddy/rq6NGjDdvuZfK+QzvxbL5O8SP2l8/uKRf1dbfzo95vPOSljlQcE4lEIpFIJBKJRCIxFhMrjrOzsyFb68H+UewFb9G8ucM6jopNrH/vb8DuP+wxQnXWhXvwhu5l4u+unvHZmQNnsF3xiliLEvPmcWNd4Zprrmkk5OHZ3K+aZ6fuqCtnn53d9yPtgrJ4+eWXr/i9M/IECFO3O3bsGMTQEGND2VAKXT3lXl4Wgo49XtOVZo/3cpbKVVaYeerQk/JMG4uLi6HSB/tPHJonKYpYyKgdQSk+NEokNeoe1C9t7Co14Dzq2ZUKH39874mAPBaOcnAesXj0A9qT2FoU7i4QqWOR8ue2wus7aie+J6aZvupqT6mdzz333IHi7swo9UvwPjGk9EEf61H8patzPqfQTzxpQFR2xntXMasvvfRSQx0jAQyfqRPqyGMdnVn3Z8Sm8GzYOGevaU/qIlKYjx8/PrgmdhSVlGv5PbyvefxPlKCHdqafAE/KwXikblxB4ZmiOO21oq44TppUI1LzSr8rxTaW1MSZmZmJYxrbxNvVz/OyRNeNECVr6Wp+rF83SgzjdeDPFql0USIZR0kxHqV8uudS6VqOaF3pnj2jVOtxZY36bFceHOBDH/pQ4ztfn5Ti+kq/i2Id/f3CvSWYR30OfOmllwa/8Zhv4H2HMpHIELAe8fUK6xPygjBHcL8I7p2GneW4vLw8uOcopOKYSCQSiUQikUgkEomxmFhxPHHiREOV860LnIVwJsD9b/16oMRieHxhpD6cOnVqwA54tlQ+w866sugZDEEUi9U2HsKfvRSTM21cfvnlg3ivqB5hvF1RBGRQ9NTAsNaexh9l44477pA0bG9XiLkPrAk+41u2bGmwfK5Ewbx4FivP1kcaYp4N9ZNMszA+PAufnXkH3BdELNa0cezYscGzeYwi6g7KrccTupoOUCYiJcvjlVw98rr2/lOP5+M3rvx6+3m2VM+a6wqG9y1+z/YAtJd7BNDXOI9+wtigz08bJ06caNiUKL17W4XXx7Mz674dC6pTFNPsxxMnTjTikrEpjBvYWL4HEaPt3gzubeLtSt+KFBT/7GzxtPGTP/mTjfbBDlIX1Bl9C+8J36qiHisjDT0Hnn32WUnDPu/2Ezvr45p2oy2o48svv3wQC8613BsEZZlYYOwkfQZbc9NNN624V2lLCWfW6ZM8W6Sw0H5djce5ubkwjqwUX9Y2fnDSGKw2a4FIEYruESmK0fVWG8cZKVbRNlfTQr0dSxlCo2eI1nrA7WRJGY6UxvpYcQU4qvdS7KPf0383aX+J8pF0rTwuLCyE857H9blXUlR3Pr/6dXxbqigLK7bTtz87fPjw4BpkpQbRnOzrf9ZSrFeYQ5g7ODJH1LcpqsPfZ7g/32OHmTNK7ZiKYyKRSCQSiUQikUgkxmJixXFmZqbB+rry4Mx3tCFnxLBH7IazYtyPt3HPGgnTe/To0UYGVo/nY38omAHUtrrP76jfu6+wMzlRtqmIkY2YiGnj5MmTg3s7Q+3KcbTRNKwwrAeKI4w2xyhO0O/r+z1+5StfWXH948ePDzaWvu+++1YcUdV8I1Se0dl7yupqKbE9tL8z4t7eqATcl7rzvUqd/Z8WTpw4MSi7H6k3V5Z9fFJWmDPfeDyKHfD9AnnWKEa5Pv6jTK1RbDCIsr65Ws31yYqKMoFC8uSTT0oa1pF7K9DOqDxf+9rXJHW3r+r8/HzDjrqHhn/vcdjRJs9RzCNKF3XCeHSMa39vD+qLccF4KzGYUUwxoGyuXtO3XT2P1Favu2njkksuGcw70fjCjt56660ryhrtQRntg+yxlJzn+0gSX0rb+B6mF1988WA80Bdgz93WY0ejvkjWXMqEuopiSR93Zptnwt5ypBw7duxYUR6ewVWBaaFNvGBpg3j/PrKfkcozqffSqHMj5Slap7S9Z3S/tvGcpe+nhfn5+XCuKMXxRd4LnhugrdrqdT8us34UU9o2q6rfO4rnA9H+fZFSGa1bu1Ic5+fnG3O0ewP6M3KM8oz4M3t7RrlTon2W/Xf1nCy+B7Pv3+hrJn+34lqsV55++ukV9+Y8zxfj14uyjruX4datW/Xcc88pQiqOiUQikUgkEolEIpEYi4kVx/PPPz/0a47Y/4g597fvaF9I/HxhXPEh3rNnj6Qho0rsB37Addaba8GMesZQFEeyJ952222SpOuuu05SU7mA1Y0yyIISwxfFZXp2umnj4MGDjYx0vo8j7ITvGQMLDPtMezj75XurecZT4mJgpVG6YMppx4cffliSdP311w8UYc79xje+IWm4hw7P5Ew51+QZYNa5jmdnpWy7du2SNGwXmG5UA57FFeeus+KCkydPDtTOvXv3ShrG56E88uwO6gC/eNimerZF7iHFLKezXBFLCebm5opxIx4DWf9t/VhiUFHVfD84tz2e7RPQ3sR2daVwSMO+6RlCIzsJovghbz+3Ka4sewZTEGUoXVpaarCunnm5bdyPg/GMUuXP4FkCo30fI0a+q6yqhw4dGtgG2s33K/a9K2lnny95ZvoD7eVsNaCusAf+e+YwyoetvPrqqwfZhF0ZxDYz7/Eb5kuPb+YZXHF2rwPuBzxroMfZsg+oe/p4JuBpod5Po7iyUvbU0t+jcdZWYRzVt0tq16RoW5ZSPN9GYVysKohiFiPluNTe0fwXed6N2oMvUhzdFrsKVppX3R5HsY5tFeJSbOW0UFccI2U4iqd2ZTF6VlcwXcn0dRDtxvrX5+/l5eXGvORrYxDlOPG4dOwk9hW77Gs3b1dXMP1+PIu/30RIxTGRSCQSiUQikUgkEmMxseK4ZcuWwdupZ8KL3tQjX+CIQfesf0888YQk6fHHH5c0ZB/ZHwuG1WNA6m/trqL4XncwoKhbn/vc5yQNYytuvPFG/f/tvXuwZWd55vecvqhbUksolgGBjM0dWxJIAoGEQRISiJvNgAcTk8ITp8oej2unKp5JXJlkKjOxE0/VTCWTOB5qx5OMMWUCdsBgEGCBhW7IEhchobssCXEzxhcEujStvp+TP07/9lrnt8539jnde3dLnfep6lq991l7rW999/U87yVJzj333CRd9DhYXNQbs8Br5bJL2jnZ5qU0gu9+97uTZ6cM+JXwLFaQnAvT7L4jZFqBtpJpfyTYaY6oReeff36S5Uh/XIO251wz3o4WhX+R7eOBVdRWTjueyfnnWv630xjZI8Xu3bsnyiJKI+qYI11S77BJqAv0YdRc2KxWO7tPc3Sdcj/6U9/O3/VlKwP3Neq7FZ3Wc4rvDSPHZ/sHMi/w7FZI+srjPNpy586dk/ZyTiVbNzgKnCNUuo8yzqlbq+SOQuc5yP65fSsJR/KkLNQ39UbZUKpQuR0lmXHX8knnPPcPK8GuGyuN8/LFOfHEEydls4Jrtrflnwk8Fjwf85nr3HPPPUk6yxvWRfximAOpe7C4uDgZ+8y5VkNQ5LkGwOfc/s7293H/+M53vpNk6ONjSwNb7Hi+37x582RfMEuspThOi0A6TdmY5tNobETNafntHa4yOE0FXW/k2WOJaWtGy2JuWjtP8/9r7X8dfdyxIPbt2zf4jRfMZyQAACAASURBVOcrR5VmfDnDgZX7aXFFvJ/xsaWSuw5mjX5sAc+jnhen9b1pkWetMK4WTTwZWuL5/P65qJLOxeu117l+2efa3/Dss89eURduZ8+3bn9bubD3aOXRNkpxLBQKhUKhUCgUCoXCmtiw4tiP+NSyLfbbs1lIv82aZSRCJqrfl7/85SRdJER832Bd+tHhktXzV1nRo6ycayUSfzHe+G+55ZYkyR133JEkueSSS5Ik5513XpJOgcRG2L6U62Ub7cMxL1+5v/7rv57Un9kP+6dYofBn2A3UhWmslaOp2oeL67su+3busHSoKSgVjlBmXzeYHL6HaeE6lA2FmetyvtkoymFf15ad/azx8MMPT8YLygLjg2ey4kcONvosfryoQlZCWpHZqGue3Yo17YuiCRYWFprsYCuipJVAPoOWfwNzCu3oXIWuG6wZUGvMJh44cGAukVUff/zxQURg++HaX8FKshVHz2k8gxnbab7qZqX7cxPncG/q2RGbX/7ylyfpxjI+5PY/oWyMV8anGVSr563ck8Dz6bzm1RNOOGGgHNu/3hYZtCN/t78J4DxHESdaKpY5zHHPec5zknR+2owdxj3327NnT17zmtesKBv3ot54Jsbjvffem6SLM4CKyRrM0ZY4zEnMQXyelscVuP2T5JOf/OSq584aVlc8LnzeRi0T1qvOTVMV+/9vWcS0oqlO+zxNbVurTGs9w7zQ9/uc1k7Tcme31LSWouh9rY+Mc0eh37Nnz+T/Vv5blhjMNYw3+745cnYrevl6IwTbuqi1/s4Kq/mq+p7UK3XnuBat3L3TItO2cnFbvaXOaYsf/OAHkzJhDdaqb8qKbz9zOns75knvuZwJgesyt7vP8pn9kzNRYFFSimOhUCgUCoVCoVAoFI4Ih5XH0epL/29JW20x0+o8jPhmXXvttUmS66+/PskwdxTstv2UrAatVs4We9DytTDjgw8kqg4q6MUXX5wkedWrXpWkY8wdBXC9jMw09utI8fjjj09YX+rT7QELApOCmmDm3OyH/VDsx4SCwv1gwygHLBp111dv7esCM8M1YJfwyYGpgYXifK4Jg8O97NNqfyX7YTo6I9dtRceaNR5++OGBAmEWn7Ljx4TCyGfUAeqf67TAeMNfzTlP3X6r+Yqsl+VzPk3aA2YMho4jygjPbv8HK44tn5Dbb789SddfwJ49e+aiOC4uLg4Uf/osoH77SlG/zO6LPDPP5rnP6o2fyyqe1eCDBw9OfDeYH2kXR+N885vfnCS54IILkgytF4CjXdt/1lGnmXtaObx8XdfNPEDZHbWa7x1l2uw/dQd4FuY0rF7wE8Q6hryQr3vd65J0/oesRba26edgtNWH/c8Zh5SVuYN7O/owKie/55kYf5SF61Im6sw+rV5LGAP8ftZYbc5qRXFs/R1sVElsHW3BtVr8hJa1jxVdWxNYAWmpmsa0Z275Vs5boQL9ck3zv/SecJrCZZ835mNHTfXfrUiu1q6tSNZcw/cCnlfZa7HGM148Hu3731IeW2vIvKPJr9ZPPC6Yg9ibY3lhxXG9Vn+OLeBIox5/3g9Tp0lXP8xvlHFa2VtrRMs/15FhrYL7Hcl9tJWz2SjFsVAoFAqFQqFQKBQKa2LDimOyfp8Y+wA41xdv3/hJfOYzn0mS3HDDDUmGUVJXU6D6aEVqXFpaapbZNtu23bbfJkoTTCvqDFGP+Psb3vCGJB3D01JfWvb1h+snsV48/elPn7BRjvzkvGN+9paiyDNanbNvnXMnoibB1KzFCJlxRtFwu6KGweDA1jvaI8wbfnhPf/rTk3R907bi9lNwVE7boDuy5ayxe/fuidrGM9mX+Ed/9EeTdEojSgTfUwct9rivTPTPR8ngWa1amJUES0tL6+7fHp/T8jHav4++7PEFq0j/4ffnnHNOkqE/BP1oXtGOd+zYMWlHytpSUenbZrZbuZ3og7YUcHvbv7qlOvR9cT7ykY8k6XzeXv/61ydJ3vrWt64oK0rkc5/73BVlainPHD2OWlE7WxYjvr6fdR4wS8wzYBlAu1BG/m4lCeC7jJ89aw33edOb3pQkg8io/J2jWWcY8cXFxUlZGdv2n7VPOAoG57N28Cy33nprks6CAzXU0ao9Llt5ka1M83leitVq43xarmZwuNZFVm1audvoR44mv2/fvoHiaMsNHx3h3JZS0/IJ+plbqt4sIsYeKVr3as09VgSnRUf19/5dS6F2zIiTTjppsP4whukLtD3j0VHhuTc5zhl37L1Y+5mf+Z55mj2Zx/+0HMLzWh9XU8D8XkEdsNfDr7DlHwq8JlBX1JFjptj/1P2F77ds2TKwnHEcF/bIbldbTbb2xlzPz8Zab79PR2R3+zljRgulOBYKhUKhUCgUCoVCYU1sWHFcWlpqMifTWCV+x9s1PhpXX311kuTP//zPk3RvzzCittN3/jEA22KmtX+elQurma2caI5A6mhz+DrCwFNmlMeWn2fr2GL2ZoVTTjll4BvHswCzTc4bZv9BKxqwVyhcRN4zw2b2n2e3HXbfv7YVvZTvHQ2VeoRhw4a8r54kw2idjgZIn2rl6wTUqfMIzhpLS0sDf0v7N6A0ckT5pUz297SlAM9KnaLKtuoYtPruajnSDtenhnFKmazWMdegiPAsVixh9H7sx35sxXW43/33359kfsrxaaedNmkv+g51QNnJNUuZUAfcXvTpaX6EbjczuPQrj5EHHnggybKFyEc/+tEkyWtf+9oknW+w508zoc7HCFoKhfuix5+fzfe1v3vr90eKhYWFdUcI7fvAJENrBVjp2267LUnnPwguv/zyJN38ah9U+1IC6hz/3f3790/GMmuA26m1Htm/mXHIZ/oKdUJEV/qH4f5gv1DgNX7W6CsnLf8/Wwut12+v1UdtzYKy/NBDDyXpxj97DT6zj2JNW+05GJcveclLknSWFfRNFORXv/rVSbp2bPmrT1NZW3vC1vie1z6nv1d1fbdU0pa/tJV7Rx5urWGt/tHK39r/m5/D+cc50vb0GeYO1j9Hz0SVa+V4xQKL8e34Fi5Xy+93VlgtYvC06MLUFXXBfrdl9cfaz7zMXpExwNyE9ZHjLfDs9JMnnnhiENnVay9HytrKne21mmeg/WlnnhW1lGex9SD9hPvZomQaSnEsFAqFQqFQKBQKhcKa2DDt2n9bb7FHMKetKFS8JV9zzTVJkquuuirJMCfeNP8l3pZRF2Dmzc70WRC/8beij9kfz8qE1TLKgu/jxz72sSQdYwOT5zw6LUZu3lFVd+/ePYik1LL1tj8JZbNNP6DOYHBgxJ2LzUyufbVgxGFtduzYMWFGnZcPmIWCzYOBocwwZzAs3ANGziqO+4nrzPbuZoDmpXD0/VooM3VDH4ZF5Gg2qgX3cX5n9XSjEfX637UUd2C/ASsSlA0Fg2cEtC/j0n6CVoWoExh6RzK99957B/19Fti/f/8gmpstJuybyLzn6MfMg/i80Q+mRQ0Enm+pQ+533333JVlWOrgmqhi5A5/3vOcl6fqiVTjnIWvBPq5eU1qRD1tzjOtw1ti1a9dAOaRs9CXWOatunE/74SdI32VexV+QdgWua+agu+++e8V1+YzqcODAgcm9Gdvc68UvfnGSToFgTodl59loR/os/YD6J8ck45nr2ueRtcbz6zQlep5Yr8IxrUz2hWLPYD8n2ol2/8Y3vpGkU4eYD+g/+JE+5znPmfQxr83Ma4xlokY7jgRqytlnn52kU4gdfZN7txRIP3Pr87yxd+/e5lxg2OLCESedf9H7oJZSacXR9+c+fb9UW2jY/5xxSlkYr/gcM65Qlug7fKa92Z+gMKNcsg/CSsl7BscZaeVInBX61/feYVomhFYEZr631RJ12IpS7iwCfKaO+yquz7VPqi1vmAtoB1RS+6Uz/9ryotV3WbsZ31iv0A/YNzlfZAulOBYKhUKhUCgUCoVCYU0cUVRVs4LOHcLbq9mTm2++OUny2c9+dsX5vJXbB85Rk3gb53sUqvXYV5tVMngG3sh5Y3cuQ/tEAt78/+qv/ipJcuWVVybp6ujCCy9c8awtNmxetuJg586dA4bMqqr9VTivxfjYp855IoHrjDqGcSUaFr4csGKnn376hMlGMaKMZkBte+/IhS3/Bhge+zLS7i0/slZ0x1a+pVnhzjvvnPR/K42oA9QZ37fyEcEy0h7UMee3cpJOi5zntuif1/Lt5bP7BH2B8cgzwcBRB6jcMG1El7PvAL+3Dx3loC/z7Dt27Mhf/MVfrPqcR4Ldu3dPjdpIPTqXFywlLKOjMKIWMZ7wjbQfm/PiMgZQ/r/85S8nyeT5n/3sZ+fnfu7nkiRf+MIXkiSf//znkyTPf/7zkyRvectbJucm7WinLX+xllLp67RysrV8r+Y1HvuWBX4mxpXnEo60IwoT9c7vX/rSlybpxjPrq9Ui5jCU4Q996EMrymNfyU2bNg380hnz5C3me1j7N77xjUnaPovci3anr3I9nok5ij5K32utr8a8FKy1lMxpKmfr7/aBYj9De9F+zHUcnVfXEW1Zn0866aSJIsFcQB+h/pkb2EOhOntOsS837Y/y5HayNQM42gqjsZ4I3h6nzA32aXRU4taRumvlb2zlPFwtz6Dz1jp/rS3YmNvpEz6yT6HduRd9rVVm6oL2b0XCn5cFQF85bvn7WTn0XsJH1jur6fartrWTI/lTR/gi33PPPUmW/YmJIs78Zisi77koG8ow+xa+tz+l97stP11nOuC+1Jn3q9OsqkpxLBQKhUKhUCgUCoXCmtiw4tjPpWebbb/dOkIpbPQf/dEfJenelmEx7X8GOwIzx1v4vCIbJkNFCdYXpg7GBVajxYxSZnw7YFrx/YE1nuazYVZqVti3b9+AtXfESRhN2s8shBVnng2WucVGtZRpbMOJEgfz3o8AxrmOJIqNtv0ogdkq2s0sI4wL7W+mzrbjXMfnWbFsRRE8Upx55pkDpQgVDdUNVt8qt5VemG8zcjzTen1EPD+spqS1ovIB2hnFkHEIK4/yaNv/VqRXGDbUFp6ZKIMwg/Zl5Tqor9u2bZuL4rh3795mzjTagb6JWuBIzfRNxq3/DnvJ3MRYoe74He2NYkmeXaJfMz6vuOKKia8a1gZYWHz6059O0im2qCSOyjctOrHb0f5ErjOf3/K/py5njX7uLquksMUuC+cx/mCs6ftET2VcU2fO18h8ee211ybp2sD5dz1XnXDCCYM53hF9GTeML/rEpZdemiQ577zzknTjyT6l9BPqHYX6kksuSTKM3nislaq+xc80S4BpagvXov4ZV8xJrHvMaf1ot8nQQsDzsj8nQ78v+3/RzvQZ2pP59c4770zS9S3ajzXeCojb7Vi332pwtGGv/fYP8+f1qjmsLa3Pzu3M9fuqMOcC+iBzNOOFvsERNYxxx37VFmy0K3OM/eZb/p18j4LmGAHzave+4si9vJdj38nRmDZOW99TJ84Fzh4R60JyGWOZ88QTT0zajf0+7cNvuTZ9gbWYOYGo1FyHvuT9jn33/az27+T69lH1WGihFMdCoVAoFAqFQqFQKKyJI/JxbOW/MZMKg/aZz3wmSceswpLwe+cbgxmH4Z6n0tgCTIv9KHlDh0mHBbH9MyrpHXfckSR51atelaRjbOxvdrSYuhNOOGHAwFk9M8tl1olnhPWw0tjyX6K9nYMIO3vYT1jufsQp55bzNVEeW1HfHAXQ+W2sFth3o8Xktvwg3L6zxnOf+9yB/wMqD9H2aB/qwgwp44z2sE+jI6i1WC3D6t1afdvMF3OE2XgYNxQu+yWYlefeWAjAqBOxkPtxPuPSDKpVmlnjwIEDk7Iyh1A291VH5aTs/J0+y7jluijPzMfUMfezrzlzHnUF+3nZZZclWWZRUaQuuuiiJF393njjjUm6eQ9fODPVLd/FVl4wWHn7QLq9Wur3eqPGHS5W89/1Z/vmMB5hrmmfV77ylUk6f1H6PuczJoi++sUvfjFJx3gD+j5jyfP+Kaec0swp5zWAstMHsaSxX9dZZ52VZNg3iVbMvelb9AvuY7g/8AxWsOcBW1at15/LawPzLOPKPo587+iNzHH0cSuN/TXKvuLOE+c81swJfKY9GB+Ovtia07mP9w7rVXfm5Ru3efPmwbo1bd/qCJXe8/mzLXZoR7cz5zl6rvNoP/bYY4N9hMcn+07GNuOH/Q9KsP332Auw9/ac4sj2riPg/J6t/dKssJpFjudRxyeYtha4z9lnkTmNumDOoy75zL4V9ZB+8NBDD03qG8WRfQtKMOOSPTDt4b0SfYX6Ze/GfEmZbInniPveH3E+a85618VSHAuFQqFQKBQKhUKhsCY2rDguLS0N2CQzNrAWvE3jWwNDaubMjABv+PbJAbyNm23k9xvJs8azoM5whAXiCCMA402ZnAuGsjkXDBENiXSHrwBMkZWuFtMzK5xyyimDqFKUGQUCdsS5ZygTf4flcnua8aEuYGq4Hqzm/fffn6SLTmXfgqWlpUnf+NrXvrbiHNghjjA8jkLlvkZ9UwfYgtPuVhapM6s0PAufYQS5/7yY8Z/4iZ+Y9D2eAd9Gs1qOygkzRt+mXegHVh5b/retKHHOlbpaX3Z7OOofChbtTp9yxFjazVE4Ae1Bn2UuwgeZMuKrRd2ZaZ8XM75///6Bfy19zLmzzLzCkNvviN9Tp/jIUZeMO+5rfwjGEuXBDxSriccff3ww159//vkrzqWsjFfnBAWeMzyH21+TMtnvBbT8j5wreNbo9zsr9dzbfckqOGsQfrXO42n/eaKUU8eoeoxvjq4j2PDTTjttUkZH16QemROsxjinstn+l73sZZN7JF1f5rqooPTFVlRIM+RWQmeNPuPfUihaftpe7xzRlPHHZ/u6OT+c9xYeC/2onp5PW9GHOdIu3JNrMj/Sd1AkrCzaSqml+rRiOcw7D+dqCpj3VlaaPJ+2/EQZh+wVvJ5ageQz51PH+M718/J6/rP1D+OI9mMfyTVZH5nzmdNpJ/oUc4DnR1t0Aecadj9o+QMfKQ4ePDhVObQC2Yo4Ok2JdMRT+oP3t4xbrAqZx/u5GBk3zO2UydGrqW+u6THutcTWeu4vVg6dp5q1hbJyH/oqz9xCKY6FQqFQKBQKhUKhUFgTR6Q4WmE0M8pbK9GGeCN39D5HlYJ9hKFxhCjUOiKyOXrVhz/84RXfr8ZqoUC84x3vSJL8wi/8QpKOiYFBoey33HJLki5iHdHIzLDZ1pv7wCbxe/xWzDy0WJNZ4/nPf37TxxF2w+yDI33BXjiiEzBjZ3UQFgbmHB8fM359O3/uwTlf//rXV3yGuaFvcg2Y7JafnRkeGBzarfV3s770H/qqI+LNGi960Yvywhe+cMV3fkbKTt0wTng2bPQpu/N5UnaekXHrnD/2AVmPvwPnUjZYPuYKbPtpT8YNjKrnEquc9geyegcj+KUvfWnFM6GqOULbvHw4FhcXJ+PNvi/OWencS4xLRwrlGRnX9p+gj5qFBszDzHWwlPSPRx55ZNJ3rFxQNsY4n8182wfOqorZfvtwAftG+kg/sP/9rLGwsDAZD9yrlTeVI+sc8yIRLO1bTr2jUHzlK19J0tXJu9/97iTJOeeck6QbU7/927+dpGt/fCfp4+eee+4gyuYNN9yQpJtf7UOObxV90pHPmdPpMygbHof83ooH59mKwaz/vCxyNm3a1MwtOy16qhUsqwlWqnhGW3hw9Ny2lq94y6Kmpco4T6Aj93Iez4CiZd8qyu72aUXb3Ki/6OFiYWGhmXe6ZSFnCxpHmnRsAPuu8ner8V5/rUDy97561FJuvZdivWz5b/Isbi/mfK/DjktBmbEQsO8k/cFRsmeFvuLovZ37Olhv/s6Wr6PXFMYI7UqdYxnJ5360er4jTgvrpC2kbE3kDAc8G+3GPehD9IeW5ZX3QexrnAO6v/emL6yGUhwLhUKhUCgUCoVCobAmNkwPLC4uDmz3rRDZrwU2HzjiJeANl+vBCLz85S9Pkvz8z/98ko5Rhf2EDYG5gQW56qqrkiy/7fOGzpv32972tiTJr/zKryQZ5hCEXUAxuuCCC5J0b/gw7Xw2g2N2kDd9GDsiFOJTRZmdU3FeDM7evXsHLL4/w6DZJ86q7DQ2kes67w2stFksWBPqqs9Cw3TDcKEYwcK38jWi/LYifFpRpN3N2LQiVlrtgWHnd/Nqx+3btw8isBlW5FGB8CVlvOEv6OjGrtMWw2eG1uxZH63IdIw/+gjXRGHE/wsVzlHdzDJacbL/Jten/W677bYV5WTuwW90XnlVd+zYMfAvsy8M38Na8mww3rSj6526Rsmk/RjH9ifjflhZ0Cavec1rVlz/rrvuyl133ZWkswJBzWIso2pzTdrN+Tb53n5GrXZ1nkBHmPRaZMVxXti0adOgDLbssAUGqh5ltZWCFRHyPJJP9Nd+7deSJG9605uSdGOF8Y2KxFh5y1vekiR53etet+LvSacY0h4f+tCHVpxz7rnnJun6AhYAtAdluv7665N0vleMH0d3ZM7hmRj3jE/6utudv7NGzRrrUcCmKRX0YVQh+zROsxDg8zSLntWUlZZPtpVGz+HMAfbhZxzzTKy7Vp5shcTRZT1aWFpaGqhn9n/2+AKO3WHF0Aqh93r2/3SUXMaAc2EuLS0N9huuT/t2O1omZae9vDa0lKhpeXbZS7CWOJ+k9w6zwoEDBwb54q1qt+qo5etoeO/NntG5w9n7M7+yl0ddBLt27Zp8x5G+A9iP2OebevQ+0zm1bR3G/pg+1fKVZD5nXUY1Xe/+phTHQqFQKBQKhUKhUCisiQ3LIAcOHBj4vFmBgMHhjZy3bbMo/WsmQ586WAx8MfD94K34mmuuWfEZpvU973nPivv84R/+4YQVghm/4oorknTMyfvf//4knRoD8/n2t789SfKud70rSZefCmaVnIP237SNsaMWcX2iIvE7M+zz8nF88MEHJ4wn94SlgI1AxbONv5+xxYTa1wMFheipMDcwcs4DaQV669atEwabyIH40MD6wA5RdvqQI9a16tU5tPidVTSzwc5HB1zHs8bmzZsHaorVPPsOU/+wW9QhLLOjL7b8yvie69OXKYdVW7C4uDhQoWkv1C36DIoDfdLRGafliLRaisrGs/I9qh3lQUlzH4bRmzWe9rSnDZhR6pG5grnDuQutONPuwD45ZqutCqCA3X777Um6ukZd6vuFMu4Y2+QQZZ7kt3feeWeSIZNKP2BcUzaY2VaOWSuMrQi+rVxf81KO+/dswTmBeVbqjmfje8oOK4wlDRY4Z599dpJuvaXf8Iy0M/MrkU6ZV3/nd35n8rfXv/71SZKXvOQlK37DWEalZC2mr7H+oXoyF9x9991Juv7gaLuOPs766/OsWNGnUWlmjdVUiZY/npUs6sQKFWsT9e5cpLR7S0Hx2mLLntX8+Vp9sbX+2S8XP2j7VKFU2MeNPQTz7LToxdP80I4U/UizLd9GK45uX0cQtj+u+7Jz/rbyb1J3rCncZ8uWLVMtaKxAeR9C/XN0PBHOt9+eFUv7oHOkDpjL7I8/a/T9Pr0fsRJpJdl16XHkZ2Lu4t3A57FvZc5DmXR8jRNPPHFSRnzHba33kz/5k0m6ccMa7VgAgLI7q0PLZ9gKM3CkX+am/nsIf1sNpTgWCoVCoVAoFAqFQmFNbFhx3Lt37+RtlTdsmBNH1EJF4G0WtcA+IGYtUTBgobkurAaM68c+9rEknZ8gqsSv/uqvJkkuuuiiJMl11103eXuGQbUfHdFTYdDBjTfemCS57LLLknQ+VrBEqDiwijABMG3OEwizw++4P89qRnxevnFf//rXJ/eGreDZaBeUBVhd2AiO09gO5w3keigo/B5fVfxdaG9Ymn6dOmopv6VvkSeTPuUIh2C9CpX7ZMte3lGwHF1yXgpHn0my4sT4pN7p26jkPAssodXYVu4vM3wwc7Qrf7cfYr+csHvMESgNjHFYPMYFR0dnXC/D7qhkXIdntkqHr5fbDeVk1ti2bdukjDCesJDMLfRh14GtFRyF1SoC/YH+wXhjnsY3nc8XX3xxkm7OZN7tz5X0KeZLxiWWAZxLJFDq3fk7sRrx947y2LJqsALZ8sudVxTHpaWlwThy32ItcG4v+/PZJ5J2Yd7+4Ac/mCS58sorkyxHWE669c/qONdnDmXsPf744xN1+RWveEWSbvxxpI8xDlkvr7766iRdO3MPmHTuwbzMdTiPPsl1qRPP12bQrZLPGqvlRGwd3QfN5jv/sf3LmB+pC46tvt7yZd+0aVNTlTRaz2J1hnagzzjHnfPu8pl9Dn3Xitm8LHCMfjROK8K2JrKlhz+3FEcrxYB2tdIJmAdsMdL3k3aZeRarlq08itMijdqf1oqjVT1fn7qwcjVr9OvOfdXRbqmrVplbz0afZvw6qqr3s/Z99Lr77Gc/e1I2rEGY3xjjnMtc7Wj8zL/O0+h8yBxbSiVltpUL4PfMy9u2bZusN6uhFMdCoVAoFAqFQqFQKKyJDctZjz32WJPdha2AiXGUIdtL8ybP26/zBMKswobCWuJfCLNA9D/8Lhzx6bTTThvYN9sfE4XBgFXA9wpVDMbACqFz+Fht4TMsJH5mrciY81IcTz/99EkZUQtQjGCTYR/woUGtdaQnw8/AfWhPK5hE3KNuAXXVj3LlqKqc89KXvjRJ1y7YoZu9n6Y0OlojzI4ZVfo4TA4+OfRt2te+WbNG36/FjBjjAP8yotjCrOHb6PyNrWh9PtLnUc/xjaN9qRPQZ36ZGx588MEkXd+DQYUBQ4mg3bl2K2qg4WdhDnIUZGCGnGiCzEFm6maFbdu2DXIMwjaazXWeN+rCdUUdMv4cURblkd+baUVd5Ug7Uxergb7G3Ev0aiw2PvnJTybp/NN55p/+6Z9O0s2fzDWtCM7UBWVt+YeZVbZvz6yxefPmgb+l/Y8Ynzw7deVcXpxPndg3me95Zq5jZcO+jp6fhrWLawAAIABJREFUv/3tb0/6ilWUlm8TcwjRUFkrWE+Z/+hjVvb7/lz93zNvM+6IScD97Ys1L8Vx165dA8XC9er5cpqPI2s8dYMaS1/nmRhntBdKhn1jOb8f3d77Gkeody485y6037rL7rgD9nXjfH5v1eZoR1Xdv3//wAfV+YdbeQHdnjwrc4/7MkfqwHXhaLpWA/t92b68zq9oizbXrzMdsG466q2VRs+z/uy5wwqWIwXPCn3Ln1YOX8aV30vct+1bzHnOIuB8yVZTPabYv7IXPfPMMyfzmWOh8BkrEe5FOzEfs0djD2ArMeeFdF5r5+e0Py/nYyHkvWALpTgWCoVCoVAoFAqFQmFNbFjO2rVr1yBqFOwHn2E7eMttsb/2NzGjx++vu+66dZWNcvA2zu937tw58P/iXtMYMDOo9j3k6Gdu5Zqh7mAvULJswzwvZQOceOKJE1YX9thqGcoF7eZ8RI6q6rqkzmGtUERgT/BnQpnifpTHKsITTzwxiDQIQ8O9YHBgbFoRQdcLM7ioeLQfDB7t7Tp1nsF5wNHEUCTISXjHHXck6Zg0noU6c24gPq9XnUVVcPRk29Vz/O53vztRP+3vCgNGX7DSaNbQioPL5r/b55i+TN25n7jdv/rVr07KOEssLi5OysS44Bn4nj5lxtzqOH2OOc6+Nyj8/J464hmpAyuWMLK0BeXpg3vS92BEURSJ2vnlL385STf/4fvBszCOuTftYGa8pTy3fL0cjXXW2LZt26BeWzkmnbPSijDgPBQq6syREqn7Vn5d+pHVuj179kzGGb/hni3FyBYXtrBxdFyYdz6jsnk9tWLCPOu8qygx81KwfvCDHwz81u3nDjvfymNsBYo6xbrp1ltvTdLliKY9sKBi7DAWmCtpbywSGLePPfbYICI5Y9aqqdcCq25W4/g97cuzW4WzqmYrivVaiswK/fs4v6b9MFvRVK22eo/HOHScC+ZHR+y2z7PzvPavSX36nuxx7X/nfagtLTjSfn5mR4C1ZYbnTT4zRryPnQc8r/KM9iX2nNXys/Wc08oVS3tyfawhiFKNOoj69+1vf3uyN2I8eK11ZHvnUWVedv5MrPeoA87H15w9BGtKK7ouaOXAbKEUx0KhUCgUCoVCoVAorIkNK45btmwZ+AlZVTELaV8PMwB++10vYORe+MIXJun8aWBWiQrUZ8bNhDknoUHZYB1gE1DPWsy1n8kRZAHssf07ud/h1s00nHLKKRO7ZpQF6oA6Im+bI5c6auC0XExcF1YEhgY2hQhSzvNp9uvgwYMDpdh26pTN+cFc1pZS1crVRV9uKVMojTBIsF8887R8VoeLpaWlAZONnxlHR+U0Y2eF0Wqe/QSn5U9yXfWVxmQ5wqajllIW1DD6XCtPW6us02Dlib4PUweTZya+/2zzUBz37t07YBvNiNs/gXazH6DPd85Rzmcuw2cRv0P6LkqIc1uupjQaWBWgQtM++KHbx9tqtxlSq+LrzSHb8s+dJygr9UZZ7KPG32lvvmctYB3jdxyZN6ljxohzBhtWsDlv//79k3bgGvbTYpw4vy2gPW1h47xjzJPkiXROUT4TU4BI3462O888nMny3sGKI2W0MmwVzcoW7eQ8uliCEHGR67EnYNwyFugvnr+Zm/bt2zcps/3uvL61on23Isbye8riiL30j5bPZOv68x6PBw4cGKit9nlsRc909FX7Oq52rz7sb23fdPtc0l+Srq2t6Nqv1b6kVnytkjO+PWd4nnUMgJbVoCPPzktJfsYznjGoL8roCNzUga3TWhYYjm7rvZ0tbpxLmHKwnvZ9kplXrXJTZvZB7Hc4ElGdz8yHtlSkT3pcOpaLy+qovS3r0BYO68WRinPwEps5eNLxea1N+nrBZEX48XPOOSdJVzksVlRyMjQXoMKpWIMBQacBTkkBWhMx8KTFQooEbafleYU3fsYznjF4UaOzcE8GAgPLA68V6tnmofQXOrXDjjvAkDf3TnrbvwfwRtIbF5ujeOFyX/X16dM2v2QioP3YVPcXgWTYf2aFgwcPTtqL4DQErMBMYtpi7WdvhX1vJSFumeCx6K0WCIdJnT5A38DBHDMsT3AtsmLaHOJnpr8wQb/85S9P0qWNYKJmDrF576zxwx/+cGAC5xdyEwAQOWwCWiY3Hgt85tluuummJJ3pHM79zHEEy6Jf8f2LX/ziycKHGaXbwakJmFOYu1lYGTfeJDP3tBJir3ftaAW+mAfcbg4m55esVtoF6sRmRJ5L/KJol4NWCPa+SR3pM2zWTHs40IQTUNOuLgNHv/QY3lMwL7ReQOadzmHfvn2DFw3K5O9bL2UOUENADOYYXiTnNaccDqYRqw7+xzzdShnSau/W9WeNTZs2NdNI+eg+6xdGb/ptlknf9XX4vtXOTiexd+/ewcuRXaLcTn6Bsymyy+6UFa2XXgf3a+3hOc/zx6ywY8eOgdmz9wbrdUNotZ+D5gAHs/L+1W5orFkHDhyYzHsm1QEm/Ow3EKTstsLcwXrLempC1ePO5IVdPShPi2BooUxVC4VCoVAoFAqFQqGwJg4r14PZX7MYdqz378zwHC57yHV4a4cJ7yfgTJbf4mENLOHDmLXSJbSc8c3EgtazWEVDofrWt76VpHN8x0mW81pmEUeKZz3rWRMT0ZYJB3VkswmkeLOErcTxMDNO+g1a5mbuL6uV0b9pfW6x+v57y2S1VSdWHltMnhm9WeHgwYMTRf0b3/hGkiGTTZlsMuMEumAa62wly2YNXA/FhL6OSdbOnTsn/RvVDFNRxm7fPHm1soCW6UwrYIWvwzjGLBvlhPOoU4+RWeOxxx4bqC60my077ALggCSUtZXommdDkUZJRLk899xzk3R9nPRHWEdcdNFFSZJLL700H/3oR5N0qrJNGFEUCX7jcOGUGTNYlF+Y1R//8R9f8YxeaxxcxawzdWQTunnh4MGDg3HGethSSx3MwcE4bHXilBRmi3lW+jLXd+oZFMhTTz21Oc4oK9eyZYetRDw/0w48E+1OX3Qic8rIM9p8d5pLwaxwxhlnDO5hcz63W6tMfEZVYK0/lkqjrXxs/uq1w+aVzB24CXG9ltJoK5WjZaravyeYZq3gZ2gpU55THATJiiZ9HCsXPlv12bNnz+T/rKE8A/vYVn3b+sdloD3dHu7TNnFsKY6ef+dlCdBvA6+PlIHv7VLlOcvWY55POd/BBrHoYo/CXp37sc/tpzhxewA+4xrDtZ1eDtcdAmSxBrMv4e+Y9Ns60IHzpr2frHc8luJYKBQKhUKhUCgUCoU1sWHFcbVgFbz5O+Rsy6a8pQZsFLyt//7v/36Sjil/1atelaR7a7/88ssnqoydVM14GjCjqJqoJw7eAFrKlT/DJlMumATqELbELPGssHXr1qaDvNsTthf7a9vsb5TFmKYOmontKyVOXLxetJTGaT6Ptk2nfWGZeHbs32lXByCZF7u8uLg46ZP2nbIPFWWApSJABQyoMY2F4tmtYKKQwKzDxPYTzOPTSBlQ/FpKRqsMrTnFSsc0v2o+n3322Su+57oE2mr5Qh8pHn/88Uk7WN2kfmE4Ufcc+InfOwG5FSvmGvoo6XDo0/SPz3/+80k6NRBLg37S4Pvuu2/FPQ3Ub9JvMIfgU8e8iqp59dVXJ+kCnbUUaPcTq0EtX5xWf5klfC/Pj7Sng5tYGbGPuC02vIbZaoZnpL9Y0eb3O3bsmIzHlrLrddL+Pa3E0W43p3HgPvbNctAP+vK8gowZq+0HrMIArx1Wu/lMoAv2LcyLR0N5tLLUim/QSuXiQGoc3W8clwC05t1jqbraZx94X9QKpmPLGvui21qMvk/fxuKLPt1XidzPW/W23mBg9g+0mjqt77pdvfdjvMyrPb/3ve8N+nCr7zpFRcvaxBY51AntiW8/weOI0UBdcX3P48y3tHP/N8CWjKyDlIG1mCPWk5dddlmS5Lzzzlv1uoA12v6g3t8yX2804F8pjoVCoVAoFAqFQqFQWBMbVhxPPPHEgRrjo32g7FtjlQ4V02/u0+Cks7CSvJ2jQJ511lm54YYbknRsAG/6vHHDhJOYvP+8Sedr4xQkthW3fwugDlCFYGjw7UJN4NlhAIiqNGssLi4OGDfaBSYFFc1J72Gqzfi01KFpPgXT/BH7vo62azdaEUNbyq/PA07DYGbNUeYcpRPfWdrvjDPOmKhWs8TCwsKA5fd4o66wk8ePjLJNU4yNlu8P7eZE9a7LM844Y6IwtsLst/pKKw1DS4m2r46j0jH3MP4Ytz/1Uz+14jyeEd+CWWPv3r2DCM6eM/C14O/MEdQrz4jKzZFnwI8CX6vPfe5zSbp24nq0H5HbgKO+PutZz5rMtSiLrbmbeuOeXOP8889P0rG7119/fZIuui4KMGqZ55iWzzOgXLDF+GTB5M4aBw4cmKxj7sP0Ndqp5eNkVYBnp8xWB5wc3KH5aRP7XPYjIjJvOTUIbY6yZF99K7xOB4D60mLAnbqHvu15tmWxMy8LgH5/mpZSwvB6SvvRp6kTxpfTAlAHVgP6CkYybM/FxcXJveznTN/znoxxyO8coZJ7MAfRbqhlzJv271pvIvGj4XPs9c17tmn+vcCRSznSF52CiHZ0hFTmV86jbfp7R9/bfcn7ktZezPtSPxvXa/lK2nfRcSdaKbpmjX379jWtTFzGVploL+Yc9m4caSfakXblaMsp+7SulkLPCr7jfXgdo8z2cXU0Vsat25c68N9be3PKyrzt95oWSnEsFAqFQqFQKBQKhcKa2LDiuHfv3kEuH0fwMUvf8qUzq9HPf5JsnI3i7fzmm29O0iWa37Fjx6QslNnRqYhKhL8P0U55c4cpgJGlDvxMftP3M/DMKFKU8XnPe96K6zuS4qyxuLg4YCOoG9gHq2n2ewEtO3ujxdC27PJty37w4MFBdLCW79p61U3DClUrRxAsFMwQdQR7iDrA7+aZN87sP7BvDXbx9HHKarXOfbcVEdbRzLhfK7oy9zvllFMm56Jm4/fj9mXcoYjAdIOW71rLt805Zp0Ql3ZkfOKDCbZu3TqJEDpL7N69ezJ/8axmhZkbnKOL9uJZzMgy11HXX/jCF5Ik1157bZJOicbqAh9IFErg8b9169ZJP0fZa4F6J7Lul770pSTJm9/85iTJG97whiTJJz/5yRVHfBzf+MY3JulUVM8NHmfUkRVQ1/GssX///kFkZfsDUmbqGyWZslqBot7JfckYgPFu+XdaWbRa2I86iPqBz70Tg7ciU3oNYf3jM2oZ46kVBdl+SL4v5ZmW1HtW+Pu///uBakffcyT2Vo5J5kV+h3WR58lXvvKVSTqrpttuuy1J195nnXVWks5nnLrCWoP+s3v37sk1qCfmVdRO6g2fKvogczPf0/d4VsrEXML1aCd+70iWrXbaaB7Ww8VqeRxb6ksrb3FrfAH7PDp+hdXxlhpPne/YsWMyZ1hRon5bSlLL76+lOLb2py2lsWWdNE2hOlLs3r17sB76WX1sPaPzTDtXs/2sbRXhv3ut6auDzIe0MfXqHOnO0sAenD7kvZ37tPcAVjpb8yTP7KjV0yw5SnEsFAqFQqFQKBQKhcKa2LCc9cMf/nDACvrtFPYJFe+BBx5IMrSftr087DWsMEAhufzyy5N0OcGIxOfocq95zWuSdP4sd9555yAX4a233pokueSSS5J0EVh5w3/xi1+8ogwXXnjhirLBwPHZCkYrSiusBIy3fRxbviOzxuLi4oBdsvJkBcM24qDlL9hiGVv5H1t+on0G3cy0bfOnqZrT/FW4nv2DzD7bf8/tDoNEe86LGV9aWmr6qjIO8SPDX8wRtDifMdLKt2rV1GpsK8eTI3jt3bt34mfH0awdZcCHzj5Pq9VD/+jvHcXMfrq0o/socxN1d/LJJ89FcTzhhBMGuQgpE+3DnMEzoDSgENLettxAdbj77ruTdH6E9HH7md55551JOnUQ2Hdu06ZNk3kS33CUCKKm0p73339/ki7/G+djacH5zMef+tSnknT9w+paSxV3lE6AckJ55jWvbt68ecKI004eV452zLPxO/o839MfUIZZJ/HFQZliXMNmkwsTpRrFmb6PH++tt96at771rUm6eYtouc5lZgWXeQ/lirLaIoS9QCvKNM9KX7avpSPUtpTQWeGRRx5p+t47FoBVGM93jMtWREPGAHVIndIWtC/XoVy0dz+aMvVLO3FNznVeTu7BWut9C8/MHMHY9++oC35vX6mW2ud4BrNGv5/ZMs65EL2+eT9i5ZHx6lyX3gM4j66tIlabF6wgOWIy92pZA9He3Jv28TPY/8/P3FKOfZx3tOqHH354sA7Sh3m2luLo2BxW1WgnxhfrJXt81iz7GANbp/XXR8rGnM4zsB7xjsJ4ZY2mDMz1WD5RVsd34dnW63/t9mpFX22hFMdCoVAoFAqFQqFQKKyJw8rjaL8gqzF8j20+EfNa0ascdQwVjyNv26iCP/MzP5OkUwGJ1EcU1de//vVJuihHX//61we5z8hRhtL3y7/8y0m6HJCwxbAQsFKf/vSnk3QqKm/8MAMwPS0Fizrgvs4FY6VxXsz4wYMHB8yMI6lxhG2mTmCHYXwcQbYVncz+Ki3lkb/bXyJp+8SsV2mcpjzC3MB8w+pjB08dmKGDZbSPqn0mZ42DBw9OykyZ6IuoZCiOqGfODco4Yby5X9h32dGTnWfOLCagH33/+98fMFweLyhZMOaU3ey+WfyWnwrtxzPyzHwP8+ffURfc//TTT89HPvKRzBqnn376pN3oS+5rZp/pm44Sh58T7YzSRGRRFFPmU+qaOQ2mFesLQDn6fmb4Z8HKEi33da97XZKOpf3Yxz6WZDi3o0SiSF1wwQVJOsaVvsaztphv5wW03y11R3uvN3L3RtH3RXGUcK8pgLLRTihQ9kG+6KKLVpz33ve+N8nQp9jRcPk9CiT++9znt37rtybjBl9V1z+fabdXvOIVSbr5jvFDWahn1DL6BfXj/JCMR/dx1FpboViNnzWeeOKJARtvnyfK4DXa/mWMQ+qYcW7fZc7HCsnXpS4Nq1GrXdtKRCtKMUqII0myr3HEYOYq9gKc11IcW5iXUtW3rGr5Q7fy/DlqOM/kvIuG9wTUTSsnqlW9paWlyb2tdrbK7ryMlJV7Omqyo6m2/LJt9TVNOZ5XlOOkG2/Mf87TyLMzR7HfYF1jXmQtZzxRN8xBWLkQCZwxwP34Hc/KfGrs379/Ui8ojvyWd51zzjknSdcO/J1rokDSd/kdZXFE7Wk5ZYHbrZV3tYVSHAuFQqFQKBQKhUKhsCY2LGedeuqpA3bf0adgK1AKzzzzzCQduwzTYmXJESlR6Yj0BQMOU/rud787SfLOd74zScdIwBzccccdSZZ9IWEheJOGRfiTP/mTJN0b+zve8Y4Vz0Iuw2uuuSZJFw3QfkX2TwBmZnh2MweOYmW/sVlj//79A/WOZ7btuP3DqEueFfXUrGYrBxew8uh+5EimS0tLAz+Blk13y78S+HcwbvQd2pdnhUG3f6cVKSKY0r9g8FvRyI4Ujz322OReZtLwG4MFdqS2FmsMs04dtyKytXyArEDat3nTpk2Tv8Fo0taMfeYM+/62GM9WX7PvImwlqhvX5dlR3xy5bV7tB04//fRJOzgXmxVewN/7Sm7StR8qkNU61D0sNugX+B22GFTqtB+BDeWJiL1m6bk2LC6+c8yrjDerNFzv6quvTtJFn7Z/kX0+YGBhkTnffZq6mjX2798/aRfKaCsSysC4pK9TN9QJawt9jz5Ku7G+ESX3m9/8ZpLkE5/4RJJuLFHX9KMPf/jDSZK3v/3tSZZjCDCv+ZrUE2sFDDi+qBz5O8/w1a9+NUmXM5a+aGWCumFt53uenbnMUawdGXbWWFhYGMwhXqP53r5q9kV0BHbq2tE2OVKXnhtbOYlB3999vdHF7fPEszgmhJUN1z/jkDmsNV+DaZZCs8LmzZub/pStqJytKMTMZfZZtV8gdcD4c47uftmSoXrYV39a1ny+hv1vvQ/1HoCy0r7eizvSa2sfSh20fGRnhYWFhea+w1YRrF8ohswtHq+Umcjd7A3Y+/E7R4V3FFbqELWe4/e///2B4sg8iFUBa7EtAQDvTOxD7dfcylFJn21FnDUcC6LyOBYKhUKhUCgUCoVC4YiwYTlrcXFx8lZr+3VHasKvAVaSaH28PaPO8JZrtgMWC5YT5pz8YtgHo6ygTHIf2Oqvfe1rg+eALYBVeN/73pck+dM//dMkHbsLmw+jDSgrzwAb4ahyVutgl/H/RCXielYaN5rLcr3oM+P2p3R0KOeyNPsIA9NStEAr32PLT221aJ0txXG9PhRmOvns3Er2mbIKxBHmB3YRhp6+yOd5+eLs2rVrUjbYK5g05+iywks7wtThA8XfYeLs1wI4D1UAnzl87Mzs9v01rDiYuXSfa+UxakXVte8GqgtsJM9K3d1yyy1Jun5FJGfnn5sXFhYWJgq/fUthca1uw1o6J63z/zHfogLBfjKP01dpJ8qB8gWom/73ZrztQ/r0pz89SddH6JMovuSmu+eee5J08ynXoW/+2Z/9WZLOygQWn/5CO9HujmTq/mRGflY48cQTJ2WgThzB16COsGZhvUOtM+vPs/N31igU4z/4gz9I0o17GHnGwmc/+9kknUL54z/+45O2ZT1kreW3sPCf+cxnknSWFKxnjC8UR9Y3fFaZJ81824+I/uE8Z1aw+D19f9Y4+eSTm3MMawV11Iou38pJ6TUH0AasJdMiWa6l1k1bax0N036yjmfA9zxLP+dg/3Orj0+Lej0vLCwsNC1nWmuGx6/9a3lWxrX3r7ZScQ5G39/5/5aWlib9uhWR2e3KtR3R1eMH+FndrvzeeSOBfeimZRM4UvQjzVpNc1wK/O05sp5xZO/mCM3Od2xLAsf8sEUQ7cz6vH///kHUafYVvBtRz7Qrf3cZnGO9FS+E83kmvz+0fBntfzvtvaMUx0KhUCgUCoVCoVAorInDyuPIm7eZcb/N8pl8UUR5hBk12wF7Rc4gGD3YL9QC++C4HEcSwRLG1REFAW/kqKKwCzDeMACwELAY/O7iiy9O0jGyMA78rhUdch6wykMZWpGazJSipsGqWMG08th6JjOxa0WIsnJ4uEqQ8785jxif7Qdo9QdGDnYLNgrFhLrav3//hEmeJZaWllZE/Ey6+neuLbNSlBUFHwXCvlmOkEfd0V9QTFAJqFOf1z+aKXOu0BZDDlpKoxk02gFlC2XEigrXg5V0FLr1Rgc8XJx22mmD3EqObmy/JOrQ7CRl5+833XRTki66NcowahEKF5YZzLeG80J+7nOfm1h7EIkV5Rb1+01velOSIWsPKPvNN9+8ouyUESUStRRGFv95Rzi0tYQZWvujzBr9+Yh7m8X1eoWCyPr4gQ98YMW1rDzSJ9/znves+B4lkbagj9Nv7A/KuH/00UcHir7ZeI6MIxRlxhn3uvTSS5N00cmtDLvPMgdRRyjOHFvRGlu5ZWeFU089dXAPnhX2nzrwOG2tX/aRBN7n2Ce2lWttI2tfy8ffz8QcYsWxFXmd8edon87H2yrHvHHw4MFBdG/Po60yuR09h02Lzkrdsp/iaKXS+559+/ZN6p/2aCmz9qu1BZSj/bd83hxnpKVUAo/LeVtyLC4uDu5JPToiKe1DHBFbjzEPer/EXoG9HPOk1yx+b8XTquu555472RNxL8pOX3CEe76n3VhHeWfqxxfo34sysL8BzC0er8D74PX6HpfiWCgUCoVCoVAoFAqFNbFhxXHLli1NO1kzbJwHC4LKxhs9rJRtv3kLx4eH68JSmkEwezYP8MYO2wuTCsthm2KzS/hjEoUQ/zGuy/lWE+blA7CwsDBQfWAdqF/Kzt+pX1hIGBpYFOqkFVkWTPMt8Hl9psk+cS3WsKVE+V4werDH9DGua0bVLLCZWfsmcH2znrPCySefPMirCqwQAkcWRUVwpEnnVKN9XfeOkDpNDVxcXGz6D7nftxTH9ebjJJonz9xqB/vIGUeqcE/DwsLCQJGiD1GvVn8c3Q/Qbl/84heTJDfccEOS7hlR7bCqwCecuprWV+njV1555URhRK3mSN9CRYNxtbLFnEIfvO6665J06jX5IOmbN954Y5LOR4Scvo4CyDO4Dh3pctbo+xw7FyF9Gybb7YcCTEwAIuqh6PN3P8sVV1yx4rpcD8sc5mn7svf98mkH/ubopfa5xzIDvPrVr15xhClv+cxwPxRH+gf+t61cv1yHPcK8oo7v2LFjUOZWHmrPObZi4Fk5z/EQHnrooSSdkm+lk/ZvKZhgPVZKjgRJWe3jz3rIZ6+D3t9wHY78zuO95bc5LywtLQ2suVoKLmDu8LrlyM+0oxVp70dtzcS828+H2z8ePHhwkEfT8xXnMg5QqKxmAj63MhpwHeZR+2sCR83mvFYsgllh3759gz2bLdpYI6hnPtNOrCmUkd/R11mDmJMcG8J5JKlr2qjvo5os7/G9z+Ec+gBzPO2NQugcwPiUOzo49c+zsTY7ym4rxoezOKw3inwpjoVCoVAoFAqFQqFQWBMbpuu2b98+YNJaLJLzT+H38OCDDybp3vBbKhIsCsqj/SN4S5+n0sgbPWVBYUR9sT+f2Qd+h+II2291xiyIfb1mjS1btgyYOPsn8AwuG+fzrKgLjipl1qqVY6rlA2lfjx07dgxYINredugtRWtaFFXAfXgGtwN1Y/apldtwXkzcli1bmkyqwTOj+KMwwczxLLCHnEf90yfxP6LuW320VfcLCwtTlWL3lZYa7b+jujhPIH7T9s1CGTn//POTdNHPpuWPnDUOHDgwGGet6NWUnWd2/kfGLz5stOtb3/rWJN0cRqRS/AgZC9PA/e+6667cddddq57DnAD7S59yLjNA38QPk/H367/+60k65fHKK69M0qmpKJrk37QyzLxg/2JHtJwVTjjhhIEfin3G+d6RuqkjIpHSbkTokQwwAAAgAElEQVQA5plQoKxcveENb0jSKZOssyjOtijoW08wtlv5ESk7FjcoFKxrr33ta5N0fcsRSLkXcwr9hrmKSMzTVDTqgD5IHcwaq/mj21qltY61zndkbuoURZj+0IraaFWHOuj7mPue9uHnHvah83royJOOKNpah63O2XrhaCuOJ510UlMp9nzK0Tnx/HtHanbEWa+XHueOXMua1Fc6nfPT9cY9uDb3Znx6jWjl3bQP5LTclvbzdETheVkALC0tDd47vO/n744vQj1TV95je67zOHWde4xR5/Zx3rt37+SeLpv3IbQzR9qDe2K1acsojyPvV1v7YGCrMVvUtVCKY6FQKBQKhUKhUCgU1sSG6YG+j499qFp5i3gDJxLez/7szybpcidi249S5bddWBHUOt7GYRTIQ8bb+izAPZwLz3bSZqfMqL/whS9Mklx00UVJumdsKYpmeqbZGh8utm7dOmAlbRdvFto50ygjTDZ22PZtNRvV8r3zZ9oARudpT3vahNGmXmBIW3mKQEuZch4w2FurrzCynI+NOs/uiLSOejUvhWPTpk0D9qnF6loVdZQ/nwdTh9097UAdWUVt+SH2y2pM811s+RPZD8j5NSkb6otzo6F8MJ450mft/2B2eNbYtGnTwALAir2j9/V/2/+e9uIzUa2x+KAvEqkNZWseYHwwblC5W2C8EUWVPH8oW1bH+TvzAqAPM/6s1szLV3VxcXGgsrT89Cij51fWHCxt6Ks8s30VHekb9RwVlrUHlZb1kjZZWloaRPezFRDjh/WMI/fg3pyP0kzZ6JP4xNKnX/nKVyYZsvyt/GSMU9qP+XbW4D59rDcXYSsitP0AOfIM9IsHHnggSac0M/ewd+A82vFlL3tZkmUVydZD9iVl3eJ7K470SfY7tLujTbMGWJHy/qVVF0dLcTzhhBMG+xvfk3Hn81q+i95LOMpqK/KsFUnAfZnbDh48OMj9Slm4FuOVvRhzBvMg31tRpEx85ryW4uTI6H4G5x+fF/qxVWxZ5fp3/bIv5T3DfZTf8X4BsJpxLm9Hm3d7c9yyZUuzTL4m7dnaD1144YVJ2kq/c0na4qPlt2sfx/Wui6U4FgqFQqFQKBQKhUJhTRyWQfJq+fVWg+1qYU3I/UX0uKuvvjrJMC8gMOvpfFR8hlkAvI0fPHiwyTbxhm0WF58oMzXOFWnFAwUMpeNtb3vbimfm9/yuFT1u3vjhD3848N8yCwkbYn8hWHx83ezPBEPOdWEpW5EwgfMaUfdEot27d+/kGu4jsLO2Yzfr5/ayD6L9Sqw08mz40LWi4Lq/zCuq6sLCQpMJtwLJM8JKWllk/DliG3Vn/yKzxq0cUbPISWomveU/Yj9b51bimYhqbKYdVYf7uG5gLWeNLVu2DOqRMnvc0NfMJnIeZbzmmmuSdGodoA97bMxDvfngBz+4omzTxgHPDhOOogjIafiVr3wlyVCN41loT65D36dd5+WLs2fPngFr6/XRESeZa5zrkHnv1ltvTTKM+kdkWfwDzYhTF6xlWPzYd2vnzp0TJcr1xprLWsFn580EKIsAVewLX/jCijLRJ1GyHNUPoPDbd3XeCkcrj/NamKayeT/E96hF1A1qJ+PYkRZZZ+kXjJFnPOMZA+XY85j7v+cAlETWdvYxKB0+rldZbGHe+55NmzY1y+hx6rI4eqdzKjqSPnBuQ1ur4T/PGsQYoc89+uijg7K4vRg3Hqfcg79zb1tvcXREdCvIrXyu3t/MG1u3bh2siy4DZebZUBBf9KIXJemelb/b+oR2wWLD+5xWXAZbFPT9FfkN7eDc2t7/e171ntj+lrbIIJI2a7n9OadhvXlxS3EsFAqFQqFQKBQKhcKa2DBd0FfveAv226/VOOe14Y0cu13evomYB8Nmxh04EhDMgv1cUCN2797djObnfDawELY5NjPAs/Fmz/XJQ/Wud70rSRchz7bJxrQIo7PG3r17B6pnKypqi/WgrLCTtCP1DjMK28H1YdY4wio7d5T91paWlgYRd88777wknQLoqGB8hnFz5EozspTJ0VLpu87J5pxdjibXUgNnhdV8jlusL33a6gvMNu0Da+kIo/RhR2wDZsPsJ9WvAzObrfqxD7FzjKIE8mz0Rfqwx7FZXxQr1Bz6kfMt0Zfn5ePYV46ntaP9JqgjojN+/OMfT9JFriTXIQw4uRadG2oe2KjS7jyBtAu+dLQncxM5KGlPz7f2VbMiM2uccsopA6sHr4O2lnAOX5cVP0DWQ/rofffdl6R7VpRFYNaa/sJ1uV5fNWBsY2HBXGwfRLPxVkKYU2666aYVv8PPFiXLvjreS1BXznk3LwsOwFjqY1oU1ZblxTT1jWem7thDAEdPpr2Z48DOnTsHkSbtp0c70Qe4FvdmD8WR8UM78Pv1+i62FJJ5tx/YtGnTIBpm/2+rlRV43NrKxTEi7HPM+ueI/CiNjFfvh/bs2TPwg7VPIUf3CUfYdnt7D+A4B62+67yNfLZf/rzQVxw9r9rXEXCe10v7j1JnVpDXq4b7/abvV+x9h6P6O6Kr5znHnfBe3NFaHRndSnLrmWwFMQ2lOBYKhUKhUCgUCoVCYU1sWHHss9Mt9qjFnAPegmHMXv3qVy8X5hAjcO211ybpbL/N6FjJ8Fu9Vam9e/dOjRxqxsXgzR522KzF8573vCRdxFieyUqXr9dSWuYVTbV/f7eTc/3YBryVvwo20hEpUYfsA0l+uRYjZAaW32/btm1yL1gdVBMY8pY9On83GwjM8NG+/M79hjpqsdD0K6vys8bmzZsHfdZlcH4q1ADUHJ4RNpJ2NMtIeziCsFVB6py+T5v1x5gZrlY0VRg0yozaQpm5JywuyhP3dJRVygBDy+9QErkPRyuNW7ZsmVtb2o+zFdHOnznvoYceSpJ87nOfS9JFvsQig7GCSuc8rR4TznMF004/+MEPfjBh0VF+3a744HiMw/K2fEB4JvJsmmFHDcfP6/rrr0/SKc74qVhdn5fyD7Zu3ToY+3y20si4pIz2qaLOqO9zzz03SfK1r31txXmf+MQnknTPTBRd+9HYn60/T1BWjytbWtCegDIzRzNu8LtjDsC6iDXf0SIdEZ1npzz0D0einRcef/zxZk7EVj5H0LJ6aalxjrrJ+bQ7dWSVkLrsW1bZSoff0k6MH9QurkUZOFK/tqhxH20pVP7elh9cZ95K1cLCwmB9bEWlbuXsbVmd2b++pUDaqo0xgT8p5/et1xxjwXsjrmlrsdZ5074H/nsrT6P76rwtq9iTJEMVtBUJlrrDeozP3gN4nK1XcfQze9+8Z8+eyTX5G23M3tj7WSwdfG3Ot2Vb673F49jvatPmqGkoxbFQKBQKhUKhUCgUCmvisKjzVgQg0LKXNkvC73nzv+KKK5J0yiHRVvHJ4W3cbDWwf+BqLMhGlTyeDcWBzygVsPkwqrC+PJMZnZY9vZm6eSuO/bLZf8H5Flu58xyF1Xb4tBftR34qWGnOg02yzw2+Hn2WC+aSssB0w8j4mbgHTLV9BByRy4oIileL6aHOPAbMivXzSc0SmzdvHvgO0x59JjrpntFqmlkxj098jhkD3I865jz+DsNHm6zGavN/2D4YcFQzIke6rLQHz0R/sJ8ez4pi1RpvtB+RKe3j5Xbcv3//XBTHpaWlAeNpf05HiKUc1Pv999+/4hk8n6LWMq5Qj+z/ZObWbCnX+/73vz9RPZwL0hF8rfTb19DR/7g3cwPfM6egLNJXidpJTjv8Aj2vtnJhzgpLS0uDvtaKdOl10sov7cz5tI99+ukXN954Y5LkwQcfTDLMvYgab9+eLVu2TPq74wq4vhiXRLFmbkchoU9hgYNK6py+/ciD/e/dLu6Tji1gn75Z4cQTTxxYbrQiHbaUx2kRRjmfOvD6wLhDmWrlee1HRXb0VO+JvLa7/vhsBdH+e1awvC46+qZ9WFs5hGeNvqLZyr/Zij7e2rf6SJ07J6Z93qzq2g+x74tJuR1PoNX3rJJ5bmk9K7Cy6NyEtvJrRZOfF4gg3S+DVTTmMMczYT5kL+F50HXasoZqjV9+x5rEu8GuXbsmfcN7LVuDtSzd2Hux7lFm1l3mBj7bysuWcR7f3u86NkcLpTgWCoVCoVAoFAqFQmFNbJg637Zt20B5atm1g1b0RbNTvB07ity999674oiPnHNGwY7Y/6HP5rfAmzdMJmqNI9K99KUvTdIxqeRnhMU3uwyTYJtwsxfTolrNGouLiwNWsOWH6c9WtFCBUI9s62/2xEwP36Na8HuUDUfp7cMqF0wLDEwr76PzFFnh5Vkom5k/K1H241vNFwA/sFliy5YtA5aK+1A3ZrRpL76nrCgY1DN91+N9NZ+MpGsDK46MR9iwU045ZcL6oYo4v6nblWeyz6n9LIHZY3ziHFUXMG5RKLk/14UxtF/LrLCwsDDwT3J72peYcYsKBCtJpGHmKK4HE/r2t7991WfxHNWai/oWCB4XzmFmphqYQffYbkU9vv3225N07URZiUiIqkq5WEM857SibB8p+nXKPc3i0tfczl63WqoC6yTjFZUP9hmGnX6DGsu8TR2g8v/Ij/zIpH5hzWkvxxlgPNo/HlXzBS94QZJOwaf+zeI7H7K/txUL9Wpfn3kpjtu2bRuodO6rLaUCrDeXoc9vKVvAY2M1v33Pi1aU7B9mZaqlPEyL+NyqA39v5XGe+5xW+9iSalr9t3yFWSsYx9SRVSTPPVb17JeWrFQhV0NLQWztxVu+kN47t3wbWzEk5p0NYLXYI74X9UekdCxwyPnL3EUuYK7Jfsh5q6mT1tFqK9djLTp48GDTos0WFl772fsyp/NM7EOwzKKdrKJ6/2m1m/swz9qCoxTHQqFQKBQKhUKhUCgcETasOPbzjU1j2vzZLLOjdZq1Puuss5J0LCjq3m233ZYk+cu//Msknb8FDKvZkT6DA2PpSJP+DXmmYOnx2SBinf2EzNCYjfCb/LT8OfNWHPfu3Ttgi8z+tmy6Oa/F/jqqLT45tDtRAR2d07+DXeG++/btG0SFor5haGCmYX2sPJl15xlh8c28mu01C22mziq6rzdrbN26dXJtFCdUAtv8e9yZjaIvU+8tddwRhhl3MHr0A/uXctyxY8fEpw2mjPrjs/0zaTdHe3Q0Rvdpf3bEWP+Ov5M3cDVm3bmSZoHt27dPmGvaEbWbslMHjDvnEkVlZ56EpWT+ZOyYRV4vI895/fakrBwZh6hhLju/pV0dZY4jdUyd8D39gu+pI+blF73oRUmGc5mV5nnlkTtw4MCEuabMgLI4b2PLj4/x699TN/RV+gHrJXXAMxJNl3nX0ZT/5m/+ZnIuVj3OC0ffYlwwp3OelQqeyb7HnMf3/N6gna1Y0q7UgcfxrNDfM0zzbbQ/4XrzOLaULn+2Kuhx2O83HkfUs9vFMRisqrXyP1qpbEXptL/ueiPNzhPT1uCW5ZyfjXXNUW6tPNJHaQtb6nAE3OfEE09sxrpoldF9xOe3FOdWe7b6xTSrwlZWgiPFo48+OthnOvIs9XzHHXck6Xy+2Z/Yv9rrn/cS3mO09vhgtby5HneOrcE855gLLgsWcO5D03zA7UdtKxjX5Xqjj5fiWCgUCoVCoVAoFAqFNXFY4QFbdsxmqKfl9rGtvpk83sphVmF2UPvwhUQh+da3vpWk83PB9+eRRx6ZqCF+03ZkV3wzYO2f85znrLgnahhskxkaw9/31bN+XcAc8OxWrGaN7du3DyJU2obfykTLp8NMkFkWzvvOd76z4nqOOsb1YWFs+799+/YBE2bl0L5SZoVRIlGSgXN0AbNIzvfosrcUzaWlpQlrP0ts2bJlENWU/m+VxnmLGFfUBX9HNQJcl/HUilrs/GP4UFk5PvPMMweRIe0rZWbOjBx9ydYMVmno27THOeecs+K+wP5lWBxQLhi7J554Yi6K40knnTTpU65/7me1nTpCUfrABz6QpIvwzO9QmuibZsT92f4O9mPsR5ls5Ss1Q2223qyto7u5D9FXPR/iA4LiiI8dc4bLvJoVyixx0kknDfqq/Sk9d9gvHnjOoW4cYZa6Am4/5h3q8OKLL06ycuyh3DqCKHOCIyzbn50+5LIBR/fzM1s9MygXZWYdnpclx2OPPdaMyAtaef6mqWrrjTbf8l+zutOfF6xK0heof/oEawJzjSNk2/qrNa49flt+gS2LqnlbVvXrxGpKy3+zFTG0FTHWkdrp28ynVh69h7Av5P79+5vqc0s5bOU2tGWW/Spbe/T1thto9dVZ4Y477hioaY5Hwpxz1113Jel8G9nfMGfZWoH2tfXLNAuBaX77W7duHeTupAzUv6P2+3vne8QqzJ9tdcY83XovcY5oj5FpvqqlOBYKhUKhUCgUCoVCYU1sWHFcLd/YehkzRxAyO2FGyJHWzLTzto0NM+worBo+Po899tiAeeNoxpxcL5xPBFcUR/yFUCTwyaIsXBf4GQzKatXPub5mjb179zYjrllla7FSZrlakS2pE0c4hVVxZLy+upOszM1IGa1WA8rivgZ8L9evVRbbgJvNb/nvug7m5YvT9/ukLJQN1olxYb9C1HQ+U1aUCX5vnzqehTqxL6NVJlQh2LQXvOAFExWE+rTCzngifxPtjrrGZ9RM5wnj7/YNQBlxZDT7OvOZ8/Ab27p162SOmCX27ds3YLJRmFAKrZ5R/zCqRFHlPNoXBrbVLlhZcF3ak7qzBUkfqNvUCUqQo+Za2QCO9Msz8XsUJufupUyUlf7EfXhG+260Im/PCrt27Rrc2/OjrUx4NkfCZDy1IpNaPbIlB+dTJ1gOMOawINi+fftgLm9ZkbQiUaKy8Gz0HVtg8EzOf9tSJBmfPIPnYftQzgqPPvroQO0xC7/e+ATusy1la5pa0/JF7itb9AUfqW/Q8kU07CNuS5rWfmU1f6/+sbVnnDX6deq1umU501Ii3X5W+/o+islwDDgysPM+9i0R3NdaUTKn5V2c5tMIWlFR/b37Q8sHc9Z43/veN4jq73a09RdrB/MpaxWqnP1vrZ47Imorl2Yr12a/73ENt1MrL6r3Wqyj7M2c25V5lbzm3letN5qu67aFUhwLhUKhUCgUCoVCobAmDsvH0cxpy9bXTI0ZAvvsgFY0MqtI3/zmN5Mkt9xyS5KOWSdqHCz0OeecM3lj5978zVGKYIOcP4XIrffcc0+SjiHFp4aoqy972cuSdAyBcy0535+ZPttbz8tmfNeuXZMywO62Ig9aDTL7BewfA2xnD8y4OZcmbUGU0FNPPXViK079o6LZd7WlOJotavXdFvtPWaflDzPDZyV6Vti/f/9U3xtHq0U9p4+b7W/5qlolMFvmPo5SYr+1HTt2DNqLNrevHNeyT6r/7gh1lJX+YkYN1rHli9eKMEodzhr98ej6pH3st0T70o7vfOc7k3TRbWFcqXf7KvMZNYd2Ykw536AjvZ1wwgmTCHZ33313kk7lRCnGMoN7tBR6+8RRdvvCOaoq7ewIeS0WupXXdVbYvn37pH36vtlJV3+o5C6T/dtpB6tFwKyy5zrPbfaJoy6XlpYm96Kf23/LCryvbcXJ/u3OZefvGZf0QdrdcxHntfxHZwX3x6Tt2+96b80drTyQVrqm5ZxulevAgQODCNbUD+dQv7Qr9Yn6vF5fxZZv47Roq635dl77nH4/neYP29qn+hk8Xl1HXgcdO8Bts1ouPUf997rYWptbCmMruq33etP6pNsR2B901rj55psn/19v9GK+7+ePTob+9V7fWhFiW1HGp33fv5b3n8xzWFixVjtiL33Ha4H7khVn74/tu+x2dCT+FkpxLBQKhUKhUCgUCoXCmjgsxZG3VUfwMtvQinDZiuhjxoC3Zt6q8WW86aabkiSf/vSnk3RMAioiUQVf8pKXLD/kli3NPETTIsDCbKN6oYKR7+rBBx9M0kV0he0n4is2ySgV9q0yiwX4bJZ/Vti5c+egHc1OtfJL2c7erJXVI9vD80ycbz8Vfgfr2/fTQInA19T+WY6i6fyMrTw1LQbO/mRWGqdFEl6v/8rhYufOnc0IvbQP44M6ow6tIFLv1Lfz/tnXyqqu6xSfAuzuL7300iTLbJqZ8JbftJlSnsURXG2bbwaWslMn03Ksub0ohyOezgp79uwZzA1Wq53jkDrDH/Ciiy5KMozSxzzI97Qvn2ElYT3t68x9GY99/0LOpa2pX8YlZcAHsh9xLhky5pQBxtWWAZSZeZm6sR+aGdWW79U84Aix1Bd1Y19EPwt1Rl93X3T+Tquu9ivk/vZf5Lp79uyZXJMycy3awQqvfUa9FpjNtz+0I89ahXWUceqEcoB5+VTt2LGjqUABntGqdssSq+UrNW0+bc2RVjyXlpam+gy2ome21imPE6+P3p/Y97W17rX2jLNG//r2z5vmv+e1aFpfm+YDa0sSt3e/Tl2/bnu3X0thbEVZbZUZtFRzxrHn02m+skeKJ554Yupa7T2Xx6f7nPezYFpeep/Xmic2bdo08CUEfM/+pW+NlXTzqd9bWn0Y2JKGz1Yc3ae9b0rW9h8vxbFQKBQKhUKhUCgUCmtiw4rjpk2bJoxJ6w1+WvQq59Jq5XWE4ca/kLwsV111VZLkmc98ZpLkggsuSNK9leNX03+rbrF8LaUROCog1yEPHUrkN77xjSTJddddl6Rj2C+55JIVZXNeLNeJ2ZJ5MTi7d+9u5oWzKtNidMw+c57t8wHtjYLB72GRieKJIuKcfAcPHmzmQrKvHDCb6D45jRmd1l9auS0dRXBpaamZr+1I8MgjjwzaxZGDUeLxE7TfktlE+3HybPbTpK4ZG9QNlgH33XdfkuT3fu/3Vpy3bdu2ibLRmhtafgech5LPdcB6mdiWD0/L39q+x7NGf16dFnWaOmEusf+2fZJbPlb2E25FYGvN75s2bZoohIxd2p52sbUIv6UvOGqm88nZGoLroppbXTXs07XePFWHiy1btkzGjy0r7CcIHHHPawNznsGz4NNPHXquavmk92GmmmszNztnJNeyMuy+Rvv42QBl5P48K3XHfab5lM8a27dvbyoJViq83rXUu5ai1VIQPV79vdXc/jUokyNdt/YXrTnDYx+0cnBPU/Jdvpa1yqywuLg4UFdsfdSKc+C1CLT2Cq32BS2VaLW5zj6N7v+tOCLei02L9Nt6lpbiOG1PPy887WlPa/bBVkwO92nn2m7lFm5Z/xm+r+tm27Ztk2uzDjniNfOn36lauZRb8Sb8TuX28vj3Mzg69kknnTR5t1kNC+sdsKPRaL42BYWpGI/HRzw6qx2PPaodjw9UOx4fqHY8PlDteHyg2vH4QLXj8YHV2rFMVQuFQqFQKBQKhUKhsCbWrTgWCoVCoVAoFAqFQuH/nyjFsVAoFAqFQqFQKBQKa6JeHAuFQqFQKBQKhUKhsCbqxbFQKBQKhUKhUCgUCmuiXhwLhUKhUCgUCoVCobAmNpzH8amC0Wj080kuTXJeknOTnJLkg+Px+BePacEKq2I0Gv3bJBckeXGSH02yO8m3knw8yXvH4/H3e+c+N8k31rjc/zsej989v9IWWthIOx46f0eSf57k55M8L8meJLcm+Xfj8fjPjmLRC4cwGo1OT/JzSX4myUuTnJlkX5K7kvxBkj8Yj8eLvfO3Jhllea49P8lZSbYm+cfj8fg/Ht3SF6ZhNBr9F1lux7WwOB6PN085p3AUsJG9zGg0en+SX5pyyWvH4/HrZ13OwuFho/Nt4djiMNbH5+Y4268ety+OSf6HLE+yP0zynSQ/eWyLU5iCf5bktiRXJ/n7JCcnuSjJbyb51dFodNF4PP4r/eaOLL+QGHfPsZyFtbHudhyNRqcluTHJOUnuSfIfDp3/D5J8ejQa/fp4PP7do/4EhXcl+T+T/E2S65J8O8kzk/zDJP8xyVtGo9G7xuMxIblPTvI7h/7/d0n+NslzjmqJCxvB7Ul+q/G3i5NcnuSqo1ecwhRsZC/z8STfbPztHyV5fqptn2zY6HxbOLY43PY6bvarx/OL4z/L8iT7tSyzddcd2+IUpuDU8Xi8x1+ORqN/neRfJPnvs6xq9HH7eDz+zaNQtsL6sZF2/M0svzR+LMkvjMfjA4fOfXqSLyf5X0ej0VXj8fjBo1HwwgQP5NDLu5jTf5HldnlnlhfJjx760xNJ3prl8fg3o9HoN5P8j0e1xIV1Yzwe357ll8cBRqPRFw799/86eiUqTMG69zLj8fjjWWVzeoik+2+zrIy8fy6lLBwuNjrfFo4tDre9jpv96nH74jgejyeT62jk943Ckw2rvWwcwoez/MLxoqNYnMJhYoPt+A8PHf8VL42HrvG90Wj075L8+yS/luS/mUdZC6tjPB5f2/j+b0ej0e8l+ddJXpdDC+N4PN6XUjGe8hiNRudk2Trgr5N8+hgXp3AIM9rL/KMkJyb54/F4/PAsylWYDTY63xaOLaq9juMXx8Jxg7cdOt65yt+ePRqN/kmS05N8P8kXxuPxaucVjj1Wa8czDh2/vsr5fFe+OE8u7D90PLDmWYWnIv7JoePvj8fjg8e0JIVZ4x8fOpaS/NRCzbdPLazVXsfNfrVeHAtPKoxGo99IsiPJ07IcZOW1WX7Z+DernH7FoX/931+f5JfG4/G351vSwlpYZzs+nORZWQ6Kc68u8fxDx/JNfpJgNBptSfKfH/r4mWNZlsJsMRqNTkzyi0kWs+ynUzhOMBqNXp3lIB4P9NXLwpMbNd8+tbCO9jpu9quVjqPwZMNvZNk/6p9m+WXjM0neOB6Pv9c754kk/3OSVyT5Tw79w/fjdUmuGY1GJx/FMheGWE87furQ8TdHo9EkguOhqGX/9aGP2w5tagvHHv8myz6pfzYejz97rAtTmCn+0ySnJblqlSBkhac2fvXQ8f8+pqUobBQ13z610Gqv426/Wopj4UmF8Xh8RpKMRqNnJvnpLA/Gr45Go58dj8e3HTrn75P8K/3086PR6I1J/iLJhQIB8lsAAARHSURBVEl+Jcn/cdQKXliB9bRjltvwjVmOUvZTo9HomiQnJXl7kp1ZnnBPSlJmc8cYo9Hov8qyr+lfZtlfqnB8gZeL/3BMS1GYKUaj0dOyTApUUJynEGq+fWphrfY6HverpTgWnpQYj8d/Nx6P/zTLLxanJ/nDdfzmQDozq0vmWLzCOrFWO47H479N8sokv5vllA6jLL80firJG7IczOGxQ8FXCscIo9Hov8zyonZvksvG4/EPjnGRCjPEaDQ6K8vkzneSVO7U4wu/mGXy7WMVFOepgZpvn1o43PZ6Ku9X68Wx8KTGeDz+VpYH5Nmj0ehH1/ETTCGfUtL/8Y5WO47H4++Nx+NfH4/Hzx+PxyeMx+NnjsfjX86y3+NCkluOUZELSUaj0T9N8t4s55q67NDLfuH4QgXFOX5BUJxSkp8CqPn2qYUZtNdTcr9aL46FpwKefei4nk3NRYeOq0XqLBxbbKQd2fB8cE5lKUzBaDT650n+9yzn/LvskMlN4TjCaDTanmXTqsUkv3+Mi1OYIUaj0YVJzs1yUJzrj3FxClNQ8+1TCzNqr6fkfrV8HAvHHKPR6CeTPGq2ZjQabcqyU/Ezktw8Ho8fOfT9hUm+ahPG0Wh0eZaTJSfJ/zP3ghdW4DDacVOSk8bj8Q91/q8k+c+yPCHXi+MxwGg0+pdJ/qckt2Y5qFGZSx2feFeWgzV8qoLiHHfAb7VScDzJUfPtUwsbaa/jcb+6sLS0dKzLMBeMRqN3JHnHoY9nJHlTlt/qbzz03cPj8fg3jkXZCitxSO7/X5J8PslDWc5x88wsR556fpK/TfL68Xh876Hzr09ydpLrs+yXkyQvS3L5of//y/F4/NtHqfiFQziMdtyR5O+SXJ3ka4cuc3GSVx36/RvG4/E3j+IjFJKMRqNfynIgjYNJ/n2Sx1Y57Zvj8fj9vd/8d+lSp5yXZaXj5iQPHvruL8bjcaV5eJJhNBrdmOWox/9gPB5/8liXpzDE4exlRqPRqUm+m2RrkjPLv/HJi8OZbwvHDhttr+Nxv3o8K47nJfklfff8dPnhvpXllAGFY4/PZZkVfU2WN5ynJdmV5IEkH0jyu2J0PpDk57IcWOUtWV4c/y7Jh5O8dzwe35jCscBG23Fvkj/O8saV/EYPZTmNx/9mJbJw1PC8Q8fNWU6nshpuyMoojW/OMkHQx08f+gfqxfFJhNFo9FNZHnsVFOfJjcPZy7wny35Tf1wvjU96HM58Wzh22Gh7HXf71eNWcSwUCoVCoVAoFAqFwmxQwXEKhUKhUCgUCoVCobAm6sWxUCgUCoVCoVAoFAprol4cC4VCoVAoFAqFQqGwJurFsVAoFAqFQqFQKBQKa6JeHAuFQqFQKBQKhUKhsCbqxbFQKBQKhUKhUCgUCmuiXhwLhUKhUCgUCoVCobAm6sWxUCgUCoVCoVAoFAprol4cC4VCoVAoFAqFQqGwJv4/iPY8b477uGgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x507.6 with 24 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 812 ms, sys: 922 ms, total: 1.73 s\n",
"Wall time: 1.77 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
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"samples=range(24)\n",
"\n",
"x_tmp = np.load('./data/{}/x_train.npy'.format(dataset))\n",
"y_tmp = np.load('./data/{}/y_train.npy'.format(dataset))\n",
"\n",
"ooo.plot_images(x_tmp,y_tmp, samples, columns=8, x_size=2, y_size=2, colorbar=False, y_pred=None, cm='binary')\n",
"x_tmp,y_tmp=0,0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----\n",
"That's all folks !"
]
},
{
"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",
}
},
"nbformat": 4,
"nbformat_minor": 4
}