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@ljbelenky
Created August 28, 2020 01:00
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How to use NMF to reconstruct image
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from skimage import io, color, filters\n",
"from skimage.transform import resize, rotate\n",
"import pandas as pd\n",
"import os as os\n",
"from src import transform_image\n",
"from PIL import Image\n",
"from sklearn import decomposition, datasets\n",
"from sklearn.decomposition import NMF, PCA\n",
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#list of ruled and unruled images to check length for imbalanced classes\n",
"\n",
"ruled_dir = \"images/Ruled\"\n",
"unruled_dir = 'images/Unruled'\n",
"\n",
"ruled_images = []\n",
"unruled_images = []\n",
"\n",
"for file in os.listdir(ruled_dir):\n",
" ruled_images.append(file)\n",
"\n",
"for file in os.listdir(unruled_dir):\n",
" unruled_images.append(file)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(454, 669)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(ruled_images), len(unruled_images)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Question! Ruled images =454, Unruled images = 669 .....Do i need to worry about imbalanced classes? (dont think so due to unsupervised learning??)\n",
"\n",
"\n",
"## Notes: \n",
"\n",
"dont need to worry about imbalance until 80/20"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#using PIL to open images\n",
"file_name = os.path.join(ruled_dir, 'IMG_0003.jpg')\n",
"sketch_grey = np.array(Image.open(file_name))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Type: <class 'numpy.ndarray'>\n",
"Shape: (500, 400)\n"
]
}
],
"source": [
"print('Type: {}'.format(type(sketch_grey)))\n",
"print('Shape: {}'.format(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Now lets try to find the edges and featurize them...using different filters\n",
"\n",
"First Pass:\n",
"1. skimage.filters.sobel_h(image[, mask]) - Find the horizontal edges of an image using the Sobel transform.\n",
"\n",
"2. skimage.filters.sobel_v(image[, mask]) - Find the vertical edges of an image using the Sobel transform.\n",
"\n",
"3. filters.sobel\n",
"\n",
"\n",
"### Second Pass: try_all_threshold, mulitotsu\n",
"\n",
"4. skimage.filters.rank.bottomhat(image, selem, out=None, mask=None, shift_x=False, shift_y=False) \n",
" * black top-hat transform is defined dually as the difference between the closing and the input image.\n",
"\n",
"5. skimage.filters.rank.tophat(image, selem, out=None, mask=None, shift_x=False, shift_y=False)\n",
"\n",
" * white top-hat transform is defined as the difference between the input image and its opening by some structuring element\n",
" * Top-hat transforms are used for various image processing tasks, such as feature extraction, background equalization, image enhancement, and others.\n",
"\n",
"6. skimage.filters.try_all_threshold(image, figsize=(8, 5), verbose=True) \n",
" * Returns a figure comparing the outputs of different thresholding methods.\n",
"\n",
"7. threshold_multiotsu(image, classes=3, nbins=256)\n",
" * Generate classes-1 threshold values to divide gray levels in image.\n",
" * The threshold values are chosen to maximize the total sum of pairwise variances between the thresholded graylevel classes.\n",
" \n",
"### added the mean and the std deviation per row to the feature set - check out graphs in notebook\n",
"\n",
"### 3rd pass:more filters - Scharr edge\n",
"\n",
"8. skimage.filters.scharr(image[, mask, axis, …])\n",
"\n",
" * Find the edge magnitude using the Scharr transform.\n",
"\n",
"9. skimage.filters.scharr_h(image[, mask])\n",
"\n",
" * Find the horizontal edges of an image using the Scharr transform.\n",
"\n",
"10. skimage.filters.scharr_v(image[, mask])\n",
"\n",
" * Find the vertical edges of an image using the Scharr transform.\n",
" \n",
" ### 4th pass: more filters - Robers cross-edge\n",
" \n",
"11. skimage.filters.roberts(image[, mask])\n",
"\n",
" * Find the edge magnitude using Roberts’ cross operator.\n",
"\n",
"12. skimage.filters.roberts_neg_diag(image[, mask])\n",
"\n",
" * Find the cross edges of an image using the Roberts’ Cross operator.\n",
"\n",
"13. skimage.filters.roberts_pos_diag(image[, mask])\n",
"\n",
" * Find the cross edges of an image using Roberts’ cross operator\n",
" \n",
"### 5th pass: more filters - Prewitt\n",
"\n",
"14. skimage.filters.prewitt(image[, mask, axis, …])\n",
"\n",
" * Find the edge magnitude using the Prewitt transform.\n",
"\n",
"15. skimage.filters.prewitt_h(image[, mask])\n",
"\n",
" * Find the horizontal edges of an image using the Prewitt transform.\n",
"\n",
"16. skimage.filters.prewitt_v(image[, mask])\n",
"\n",
" * Find the vertical edges of an image using the Prewitt transform."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# create sobel features\n",
"\n",
"sobel_h =filters.sobel_h(sketch_grey)\n",
"sobel_v =filters.sobel_v(sketch_grey)\n",
"sobel = filters.sobel(sketch_grey)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0c71c42890>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#for presentation\n",
"io.imshow(sketch_grey)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# io.imshow(sobel)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Lossy conversion from float64 to uint8. Range [-0.5274509803921569, 0.4882352941176471]. Convert image to uint8 prior to saving to suppress this warning.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#for presentation\n",
"io.imshow(sobel_h);\n",
"io.imsave('images/sample_sobel_h.png',sobel_h)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"sh1 = sobel_h - np.roll(sobel_h, 1, 1)\n",
"sh2 = sobel_h + np.roll(sobel_h, -1, 1)\n",
"sv1 = sobel_v - np.roll(sobel_v, 1, 0)\n",
"sv2 = sobel_v + np.roll(sobel_v, -1, 0)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# sobel_h"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Lossy conversion from float64 to uint8. Range [-0.5284313725490196, 0.4696078431372549]. Convert image to uint8 prior to saving to suppress this warning.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#for presentation\n",
"io.imshow(sobel_v);\n",
"io.imsave('images/sample_sobel_v.png',sobel_v)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# none of these looked promising as they are threshold filters\n",
"#filters.try_all_threshold(sketch_grey, figsize=(8, 15), verbose=True); "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# more filters - ABORTED Tophat/Bottomhat - cant figure out what a selem is? \n",
"\n",
"# top_hat = filters.rank.tophat(sketch_grey, selem)\n",
"# bottom_hat = filters.rank.bottomhat(sketch_grey, selem) \n",
"\n",
"# # 6 seems to best identify the boat and lines the best\n",
"# thresholds = filters.threshold_multiotsu(sketch_grey, classes=6, nbins=256) #cant get above 6 classes\n",
"\n",
"# # Using the threshold values, we generate the three regions.\n",
"# regions = np.digitize(sketch_grey, bins=thresholds)\n",
"\n",
"# fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n",
"\n",
"# # Plotting the original image.\n",
"# ax[0].imshow(sketch_grey, cmap='gray')\n",
"# ax[0].set_title('Original')\n",
"# ax[0].axis('off')\n",
"\n",
"# # Plotting the histogram and the two thresholds obtained from\n",
"# # multi-Otsu.\n",
"# ax[1].hist(sketch_grey.ravel(), bins=256)\n",
"# ax[1].set_title('Histogram')\n",
"# for thresh in thresholds:\n",
"# ax[1].axvline(thresh, color='r')\n",
"\n",
"# # Plotting the Multi Otsu result.\n",
"# ax[2].imshow(regions, cmap='Accent')\n",
"# ax[2].set_title('Multi-Otsu result')\n",
"# ax[2].axis('off')\n",
"\n",
"# plt.subplots_adjust()\n",
"\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f0c70013250>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot mean of rows\n",
"# high values are white, lower the mean of a row the darker the pixels, the 6 spikes below are the 6 background lines \n",
"plt.plot(sketch_grey.mean(axis = 1), label = 'Mean Saturation' ) #across rows\n",
"plt.hlines(197, 0, 500, colors='red', linestyles='solid', label='upper = 195')\n",
"plt.hlines(189, 0, 500, colors='k', linestyles='solid', label='lower = 188')\n",
"plt.title('Saturation of Image by Row: Mean')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f0c6bf9be50>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plot std of rows\n",
"plt.plot(np.std(sketch_grey, axis=1), label = 'Std of Saturation')\n",
"plt.hlines(27, 0, 500, colors='red', linestyles='solid', label='upper = 27')\n",
"plt.hlines(19, 0, 500, colors='k', linestyles='solid', label='lower = 19')\n",
"plt.title('Saturation of Image by Row: Standard Deviation')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y mean std\n",
"0 0 203.0 0.0\n",
"1 1 203.0 0.0\n",
"2 2 203.0 0.0\n",
"3 3 203.0 0.0\n",
"4 4 203.0 0.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#create new DF with std and mean\n",
"mean_std_df = pd.DataFrame({'y': range(500), 'mean': sketch_grey.mean(axis = 1), 'std': np.std(sketch_grey, axis =1)})\n",
"mean_std_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filters 3: add scharr 'edge' filters"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# #create scharr filters\n",
"# scharr = filters.scharr(sketch_grey)\n",
"# scharr_h = filters.scharr_h(sketch_grey)\n",
"# scharr_v = filters.scharr_v(sketch_grey)\n",
"\n",
"# fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n",
"\n",
"# ax[0].imshow(scharr)\n",
"# ax[0].set_title('Scharr')\n",
"# ax[0].axis('off')\n",
"\n",
"# ax[1].imshow(scharr_h)\n",
"# ax[1].set_title('Scharr Horizontal')\n",
"# ax[1].axis('off')\n",
"\n",
"# ax[2].imshow(scharr_v)\n",
"# ax[2].set_title('Scharr Vertical')\n",
"# ax[2].axis('off')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## round 4 add Roberts 'cross edge/diag' filters"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# roberts = filters.roberts(sketch_grey)\n",
"# roberts_neg_diag = filters.roberts_neg_diag(sketch_grey)\n",
"# roberts_pos_diag = filters.roberts_pos_diag(sketch_grey)\n",
"\n",
"# fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n",
"\n",
"# ax[0].imshow(roberts)\n",
"# ax[0].set_title('Roberts')\n",
"# ax[0].axis('off')\n",
"\n",
"# ax[1].imshow(roberts_neg_diag)\n",
"# ax[1].set_title('Roberts Neg Diag')\n",
"# ax[1].axis('off')\n",
"\n",
"# ax[2].imshow(roberts_pos_diag)\n",
"# ax[2].set_title('roberts_pos_diag')\n",
"# ax[2].axis('off')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# start here tomorrow!\n",
"### Prewitt edge filters - *still need to:\n",
"1. add correct info to the graphs/matplotlib\n",
"2. add filter to the df\n",
"3. add filters to the cluster/pca"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# #PREWITT FILTERS -\n",
"\n",
"\n",
"# prewitt = filters.prewitt(sketch_grey)\n",
"# prewitt_h = filters.prewitt_h(sketch_grey)\n",
"# prewitt_v = filters.prewitt_v(sketch_grey)\n",
"\n",
"# fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n",
"\n",
"# ax[0].imshow(prewitt)\n",
"# ax[0].set_title('Prewitt')\n",
"# ax[0].axis('off')\n",
"\n",
"# ax[1].imshow(prewitt_h)\n",
"# ax[1].set_title('Prewitt Horizontal')\n",
"# ax[1].axis('off')\n",
"\n",
"# ax[2].imshow(prewitt_v)\n",
"# ax[2].set_title('Prewitt Vertical')\n",
"# ax[2].axis('off')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>grey</th>\n",
" <th>sv2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>200000.000000</td>\n",
" <td>200000.000000</td>\n",
" <td>200000.000000</td>\n",
" <td>200000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>199.500000</td>\n",
" <td>249.500000</td>\n",
" <td>198.889440</td>\n",
" <td>0.000026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>115.469982</td>\n",
" <td>144.337639</td>\n",
" <td>19.013243</td>\n",
" <td>0.081386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>22.000000</td>\n",
" <td>-1.047059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>99.750000</td>\n",
" <td>124.750000</td>\n",
" <td>201.000000</td>\n",
" <td>-0.012745</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>199.500000</td>\n",
" <td>249.500000</td>\n",
" <td>203.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>299.250000</td>\n",
" <td>374.250000</td>\n",
" <td>205.000000</td>\n",
" <td>0.012745</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>399.000000</td>\n",
" <td>499.000000</td>\n",
" <td>255.000000</td>\n",
" <td>0.909804</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y grey sv2\n",
"count 200000.000000 200000.000000 200000.000000 200000.000000\n",
"mean 199.500000 249.500000 198.889440 0.000026\n",
"std 115.469982 144.337639 19.013243 0.081386\n",
"min 0.000000 0.000000 22.000000 -1.047059\n",
"25% 99.750000 124.750000 201.000000 -0.012745\n",
"50% 199.500000 249.500000 203.000000 0.000000\n",
"75% 299.250000 374.250000 205.000000 0.012745\n",
"max 399.000000 499.000000 255.000000 0.909804"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#NOW Create a data frame with all of the features for that image\n",
"#add regular sobel \n",
"x = []\n",
"y = []\n",
"\n",
"\n",
"\n",
"for i in range(sketch_grey.shape[0]):\n",
" for j in range(sketch_grey.shape[1]):\n",
" x.append(j)\n",
" y.append(i)\n",
" \n",
" #sobel.append(sobel[i,j])\n",
"df = pd.DataFrame({\n",
"'x':x, \n",
"'y':y,\n",
"'grey':sketch_grey.flatten(),\n",
"# 'sh1': sh1.flatten(),\n",
"# 'sh2': sh2.flatten(),\n",
"# 'sv1':sv1.flatten(),\n",
" 'sv2': sv2.flatten()\n",
"# 'sobel':sobel.flatten(),\n",
"# 'sobel_h': sobel_h.flatten(),\n",
"# 'sobel_v': sobel_v.flatten(),\n",
"# 'multiotsu': regions.flatten(),\n",
"# 'scharr': scharr.flatten(),\n",
"# 'scharr_h': scharr_h.flatten(),\n",
"# 'scharr_v': scharr_v.flatten(), \n",
"# 'roberts': roberts.flatten(),\n",
"# 'roberts_neg_diag': roberts_neg_diag.flatten(),\n",
"# 'roberts_pos_diag': roberts_pos_diag.flatten(),\n",
"# 'prewitt': prewitt.flatten(),\n",
"# 'prewitt_h': prewitt_h.flatten(),\n",
"# 'prewitt_v': prewitt_v.flatten()\n",
"}\n",
")\n",
"df\n",
"\n",
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"#merge\n",
"df = df.set_index('y').join(mean_std_df.set_index('y')).reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"17261"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#new idea for feature! If you have. adaark pixel on a line thats mostly dark..probably a line, opposite = boat?\n",
"df['delta'] = df['grey'] - df['mean']\n",
"df['delta'].nunique()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
" <th>grey</th>\n",
" <th>sv2</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>delta</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>203</td>\n",
" <td>0.0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>203</td>\n",
" <td>0.0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>203</td>\n",
" <td>0.0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>203</td>\n",
" <td>0.0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>203</td>\n",
" <td>0.0</td>\n",
" <td>203.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y x grey sv2 mean std delta\n",
"0 0 0 203 0.0 203.0 0.0 0.0\n",
"1 0 1 203 0.0 203.0 0.0 0.0\n",
"2 0 2 203 0.0 203.0 0.0 0.0\n",
"3 0 3 203 0.0 203.0 0.0 0.0\n",
"4 0 4 203 0.0 203.0 0.0 0.0"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# plt.matshow(df['sh1'].values.reshape(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# plt.matshow(df['sh2'].values.reshape(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# plt.imshow(df['sv1'].values.reshape(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0c67bb5590>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(df['sv2'].values.reshape(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# another new idea for feature 188-195 is the mean saturation for a row\n",
"# mean_saturation = np.arange(188, 196, 1)\n",
"#df['mean sat lines'] = df[df['mean'] > 188 and df['mean'] < 195]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"# #PCA to remove features and to standardize\n",
"# #pca = PCA(whiten=True).fit_transform(df[['grey', 'sobel', 'sobel_h', 'sobel_v', 'multiotsu', 'mean', 'std', 'delta','scharr','scharr_h','scharr_v']])\n",
"\n",
"# # later switched to Standard Scaler...ask Land why??\n",
"from sklearn.preprocessing import StandardScaler as SS\n",
"\n",
"ss = SS().fit_transform(df[[i for i in df.columns if i not in ('x','y')]])\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18],\n",
" [ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18],\n",
" [ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18],\n",
" ...,\n",
" [ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18],\n",
" [ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18],\n",
" [ 2.16195121e-01, -3.18020017e-04, 4.30239884e-01,\n",
" -8.86367647e-01, -3.31964965e-18]])"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ss"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"#pca.shape\n",
"# ss.shape"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# # clustering into groups using KMeans\n",
"\n",
"n = 3\n",
"cluster = KMeans(n_clusters=n).fit(ss)\n",
"df['labels'] = cluster.labels_\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# df"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0c6357aa10>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# full image with all clusters\n",
"\n",
"plt.matshow(df['labels'].values.reshape(sketch_grey.shape))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Images by cluster layers\n",
"\n",
"#io.imshow(df['labels'].values.reshape(sketch_grey.shape))\n",
"#plt.matshow(df['labels'].values.reshape(sketch_grey.shape))\n",
"fig, axs = plt.subplots(n//2+1, 2, figsize=(12,n*4))\n",
"\n",
"for i, ax in enumerate(axs.flatten()):\n",
" ax.matshow((df['labels']==i).values.reshape(sketch_grey.shape))\n",
" \n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=400x500 at 0x7F0C633C21D0>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.fromarray(sketch_grey)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Reconstruct the Final Image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Determine the background cluster (the one with the most pixels)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"background_cluster = np.argmax(df.groupby('labels').count().values[:,0])\n",
"background_cluster"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Determine the cluster that contains the boat. I'm going to assume that the boat is drawn near the center of the image, so this is going to be the cluster that has the lowest standard deviation of y values."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"boat_cluster = df[['labels','y']].groupby('labels').std().idxmin()[0]\n",
"boat_cluster"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Make a new, empty image with values set to the average grey value of the background cluster"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855],\n",
" [203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855],\n",
" [203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855],\n",
" ...,\n",
" [203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855],\n",
" [203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855],\n",
" [203.35348855, 203.35348855, 203.35348855, ..., 203.35348855,\n",
" 203.35348855, 203.35348855]])"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_image = np.zeros(shape = sketch_grey.shape)\n",
"new_image += df[['labels','grey']].groupby('labels').mean().loc[background_cluster]\n",
"new_image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Copy background values from df into new image"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"for _, row in df[df['labels']==background_cluster].iterrows():\n",
" new_image[int(row['y']),int(row['x'])] = row['grey']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f0c6297fa50>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(new_image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Use NMF to deconstruct the image into H and W matrices"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"from sklearn.decomposition import NMF\n",
"nmf = NMF(n_components = 4, max_iter=10000, tol = .001 )\n",
"H = nmf.fit_transform(new_image)\n",
"W = nmf.components_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combine H and W to make new image"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"new_image = H@W"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lQyuUZcdnTXpF2oWwgjqjUZYYlAoRVUk/5xXHqoQcNUrg+VgBVGKB4GIFxSIqUSywQlwV0KOOQABBhi0qNQ2g2mYWwponxEQAKZB4BHQsigcR5lgozBPRp237Ra0ili3VcXcxzKGw58CPYkYGad95CcTadim370+oUbCwDanWu7GKAlYBqJOHQKaCYoAJJnDQUoIU4hH2QzixhFQcCNIecWvYBKUItDcesPeCCNBnMrcmAoiDyB00+fCZYfuVc3EkFSz/eQBA8Gj/XniCimGXH8iSRRagCBIo/xnWi2BkpVVEJSZaHipCCQHI22JPT5v1OuwkZKldeoQUgKGEZxlkhSWNrSM61cgxeisW2FFGQUopWBbO4YUeEHIRjI5PRNnxonAmTjnTk6SjFRTscCIn9HyJLJ8+fArTQ7ArwIy0c7l4pQz5vTp/gKA1cSspEyZGBiqK/zYI6yd/iRqtO8lqAFMzAGTpEm3mQgO7Rm1hQj4bT1wQyT/C/jiBra7vqqxXENRRohpfX8PVO2TZE9YCXCGsStsZEvSwttlrazs1WsPNlG9NwIGrt3jITE2fsZ1Z2N9xR1ipiUnaP2hXKITbBA8Uu072s/PfcPNBYIKZUKBgklRYv+rSjACxArGOZRsptguE7VwsOv9tvwAE3PCd/S+Nd8eZC0CMGu+SaOYSotSnbXDNtlw4vNTyi1QxsxYefi/+GNfteFwvOKshLFcaaoRnE8AGswO+0c+9JxScsNbFa30KVwxOI+xmFVoODMf3qY1sBOPYv1CB1dgi9gII2wkCkacSZwKFDt+lUBF8BhUqRLFCJFhXaKhykcqVXl9h1ZUlRfunEG1UhjoHqCeQAlDg4FvjZqAjKqiLWBgjRcoyYtMKfOcfCD7BQwRXgWrUA5YSikVCWAwBscI62XCo7S6qdsqSH2RALzw7Fgf+BmyUViGL0nb0yy9rCcyfpBCKTqMs9CmKQ53ZPo78kUi9vtV/tPXctme7D2k3htTuDDQotQOnLZp5iTZrMb5P7iXxVQ61tTtCxdJQLVJ+EjkawXOdJQGoeqZikau2sbZ57Qs7j9y5punXtLn7o23f8G/GlhLQlQSEAaq4nda0/N0lDrs0KElUXa79EtQB+1KpWuaILFMg7TMrRQlrnDsAoxQFe0VYXT4QS1mhZkIWFVJBqNYhY2/FENIwqmFa0exSzTTW4zJ6bPt1ZIsErcXUSaJEffTlNDpozGawUxougnSYzYa5fppCOeNlZHNLm+35MSXUVmCNc1pQp6719b/SYhil185BDISTYchIbxIOFjXowqBRNm18UCsmdmUKRWMZ+0QZQEDl2ISjYAQRQFQUi0Q4LaNnINoaK0QAQNCgLCUFuRcuiWrjhvB6NLRytHFlpWdjDfoB6HyMYOffEZY+sFdbMLYiyRjw1YBoR1voI9rPqhDouC8b2RkXh71LncXCmBhStHaAeMNdbBceQf7bjTp3uhmACkAFu1BkuGiNUY62kMfuNjHHxzCGg3YOv8QW0M5G8nMI48vys7Qm1OUg2vYMWo3d3WZ2RIy3Aghp8aHSITmltY1iSgiRC3ZAdEzdQrO9K/Y3UDCM3Mqfe7VsYXQhN3vmLnwsjqNuzDpL2ytm03UCcWFP6yCK/9oryE+9RRYH4G/Yux0GPRWpQqw0FrsWFuwLGdi7MWEHL6/Fyu09uWDv7Y3UtGo3zpge16y0wh2lNVNDiYh1HsTZb3xgxMi+tQaPjlJSNo7rWgknBm7ZhsuzumWbZ6W9+ltVDWSOCxY6XWo49ss09us3g1GVMWzZp/ru1hJfVsyU7PkPABnjiR02tw6f6r6+UOv9QQ2+Cvb/BEjl/JI+YJzXklT90fzYvwyUuO54+46IYIT94xnRYLtnYItwMtij6dRHdeRe/SFbb/R3ls64X6z5h1vOaOTbLeqMSzjxfrlOuaPdJV4hGq670+BiibGrhr2aEMVhzC+G4SyU+ioIt0rlrzfA2E09BdqWyLUw72fcLnlx2lasVFRFp74JiGbIfeTmO1xSZM8BNpdvIwpj72AMwZtheBOb8zrzLtd19OvDD8zkdTIFHoBNB+MyDh6NIrEYFYrlR46u9IEXRMV6KNpr1wq/tcIA7paBrLGsHMgd++0oX7HThqNB/9ghQQCKNqq6yGwcsCJQ0YYZOw8nIFArK7VaUVc8EUhYyofEQqLC2U5nELATN4sFLmeaYZ7ckGzyzjiLhpN4BdtRIrfFByKaEMTm082xrbCMiC4+M6HVSt20GkDfEnrfwRh2fzXcdWApz7SoXMRWnq1D7FZR80EspaBbdgl38iiLl7j+WYfk+r+vQxh1JvkUA5Wy5/9uGGCzbqNTKGt0waUHJl6hrQpn0Ywb/9Ihdimw4q5D7A7ZOuSmOzb41hiMhIiKw/bnpGJEjboqqPPKUJS4OLDBzgwtFUsqpNeIydY6pi1ZYfy05WqTCsgvqrj4QJBjXy1SNBNWYDmaNdbpCEVnWItiNdrbhqFC57Me4AKXCvpTowfdCAojEZ9nT7HxzHiLcOlRT+qInraMfZHtuBk9ub8Yf8Jl5d6+m3fAZHn1BSAdYb+pqKKoHIpQQBopkbbrbxVUIT6qVp5EMMQFhHa2NBqh972KFJeOgjqeY7ldY95XSInKrhW4RLbEhDMfew7sTjNJNwIeQpacmM/MlQQWEutDR6+QTuDbbEoGWlSjhTSh6FiN0fmGvS1R4fQ+u+2rzQfZ1kWrTjMNB1HhSitDR73YMNlavbwO/WjHiVCgqlgp5glQkI4nWZ+RizhO285OVLGKWKXC83FCOLOK6xBIVkEIlFSpFbRIONais3cY9rizhKyPJ8WlzOAigoBSIRsAixEoIOsAseIoKVmTbC8C64iohikLR0UICD1T+de/fs/8kVyL/6v+O5MQYvFDK6SjH/fEZwbaNnl8pojzoeU72HtUTnIurqgu80XRtcESqJTUBoAXJxgOtbnaDwBYSTs9gVwA4gzzyKIgVi6EVIpajwOqtopUFZZPFYVyRpcqVE69ICGUuJwR833V+f0//mkBUP6AHiXfCEtZUpaWcjkSqI/P+ljhkEUpF8U6zxBKwmcuplYUF46qVJErKniKOKHg87G0LKeKkpSLhTMDcTqAAklLKayqOL59Ph7x18988Py+PvDJQi5gOZ/zcHkjmBmLRIqY/Fc1SEhUh6CtCkCyshSxdRm1UJ7JBa4UocViUUuH6rCIXVHxHEe+bxMiWsuIUYWiggqecaSi409kMhSgKjpfNygxjl5PIXAlInoxZ8S3BJKMj0BCZEjMUBYYSioopCTEozJo79NiBJSRlUIp8shA0NGVZIQCwbDzJo8EqQjHnVrXK4gQIsBkO8ecSRfomCp0gIEExQiK2cigwtlYVDDYUbwEEyExSUQGiOziIhB2MYBBf+YXgYikU1UpBKBAMpGiIpFiADwYTHvDwUA0okI0aI6kwnmAOuLY1t7Wdbc/RaCTggda92FUrVF3l54a1TVCxcq6JTxGh7aK0CjiFuO3s9uyhpwkxfEnt5EJZ2RuRKD9UEIVVOtzLVDAUj1rhapBgJ+sVCE7VCFAAagGJ4hjY27v92RtXeYvLxP58nOLo8QHEnwxrtVwZwM+nzMPJfuKjv2KFwYYE9jQY67kkg4V1fm8Fh64P7za2paASR4bgKRx47IzfLCN8C5ZqD7Oh1Wng82T4+auxeCzG3jBABZBeSwyQEZFcKaqHZMVUgcHqsEB2HxSIWfNSZMbyCFkz1y5IHCcC02fgaoVUoW/LgxlSp3/iiHWsKnk3ApKUqHqcLzOvnKRq+eAIrWiE1YbPnV1N4mSTpwPP62KldA4FKIGSACMQmCJiEK0U8/wM1auKJfDU6FW+FEMCbRzGMjTRQaHxaxtnMHG4UxQgFCoyxsqhPNHAOuAFn7Unxl2IjMlCsk1RRduxSES0Q7hdhEYhfXysDt6DB1sAwBR4Sdqb6/sLIkahDZOgO0XbwTr+29kphaLJRwAVAPprhU2DAmnY8kifByFAB0hYa/le3LUsD4kOD0eU29qa6OCYJVWdayrFxAAK3k0z6DAU4VQcXlVVdSG7obRRQFRaPxHaenzD9VzQVLpLFuvXu9FYHUs1EVGwKKgswByP0vRcLwTWjVuOJd6zD/OpirLIrU55neoIhynZgu+msnhJY22HdILjjpYlNOKZEAKqh61tJAMxMJCfp7fnoEj11GB83gGoj4+P54f//5t5WMpqkgVlKoxY8E4VfF8qIBirSOwfnwcqLU+gJVYZ3CFtM5jJfn5gSilznSieRVORDwXH/r8hlpQQXYvG5ssRuQTWRHr8RmxzgdQXPHXf88P6vlU6TNXHD/av7GC9dDK/Px2CowjlsDzo1YQlYlHKI7KlcyFqhCjgNRKx64XeRiqBVlVEYFVyaWsrDgD9myA+RmHyKgQ9fGZxcoTGVQlLJcKueqo4JkrdOQCn8cxBmzTrJUYQmGPlbOcEtl/avwYhRWVCCxgXFytuzXBVIbSK7ITv44Q7KQixa7xYjIIZQOBcLKTDJGyAkSSAYWLn0ISGRQRZCLIkJLkEfYqfXxXMJJQhevtzCUBsUSUpYxO97ZYnd3q3PqFQo0ydH522TjSqtByfYBVYx9tFWSN26quSGeVlaDlYhVhqaSWuSWscsO7Jalkv8T4u8cJrnZ7V3UauCho1aryFypIqiK1eDrnXatWn7YK9qnMmm5FOKejE8fbPYKu7VHr1dbiXuUcoQAh7K3cvu8+1VY9t9uVATESp8hzrVpnrUwSEZe3PYPhmGDMYJIMf4pQ0OB+D7TfHYwgGb4WwOiEufatax7Q/EN7A2JfJLbFjrhd16cFxSMZikAACJYfU2nGOwzEk4lDREoJv5v5LfARSYT4cPZipEgmkQolQ4rMkEDakK4IKGnzAUkWEcxQwDaBEJgn90qxTbD9zNQYaw7FtiEx/0EMaPER0AdREcUaP/z49crQiIOj90roJd4NKq7wVHttTffGecMVo+XNQV2FCTrhD4AmEe7L4e2in2BylwYycJyS+IwSVijOsnlexxL1TBV4nKI+BX6KZwVrRWnhET8YPrHi85AorgXxWIolxZOlfGJBJRzneiyKVZXCWUCtQ6tcTMUSpVUAuJRVrFUMQkp72eyYj9VJZ20fBkcCWn0GkGtF/PfHv+cjfkR8rGAdYKhClRRQNaXgwpkhuXTq4ySEM2oVsaLAc0W1Y6qwsqFM4CSpMloVWJWLFRUWPlm5jqoiCqgE+BkVT4JcBeYSyv7dABZViBVlR1+uJ48SJC6bTcVlmw1LWB3E+3S5jv1ZEMQFQZ8SF1ehStUuHsEC8SxU6RRkb2/xNDCpgJYtjFXPZUH8LMMjCsDpYjsWWSjwWU+QdZaENQi8GR0iWPbP2zYKnSrhxx/1XETny/zRue5VRlXVyKaxnPn7bwsi12cVWQt2JWmjz3EOc3VJvo0mnEC1rmCxhfxT0nNxyq+Wnk5EK1BXxl+1UVwq6CwbYucRk3nf66zYjSfkqKJrL2SwIZJEnCTrOLOiDjBVUY4v3dpsEIzSFampCkDFoKTD8L/tFRcqdOGHyyAwflwLNeega1/defAokiz3HjY8bJ1yukJqgbWiohtrBUUoJXJlEQyncSiN2iKAUISyU5am+NywgKwogxPZfVsboJQNpyI7mMVY6PJhUcfT+XP2oMbOVQhnGYsViCjwjM5+V8ChY9cRJ5WyGKcUoTxAJSpIIIuIKh2FB6wIP2zOId2cEIHQYXdcOIU3gyEVgyvAJLrhQRCKVgfYGkKIkKrNPIFYsI8g7aGfzgms9nY4j0OCQvXH5zeVDsiyJ6stpTJUFMs54aECuKLEp1T9TBYMxViCnNjqrhY03rAK4WbkmtAOOhTVXzZQcWr96JCJThASY3WwzMFAMXEEyYrVGemkS/RjJVaX6ZwfTKaDlBFCRASyfoCP8/tnUMH1sVhkRYhVwTPByhVQZCpBPh+NNe2/DFA8E2BQ6xAppSNN9rkaeyR4HotAouYlN/yiEf/Wnc21ZNUZ3/TUn1HPeJx8Fv1YVSSKpdDCYpTr/uuJOj4PqZhndC86KXOtUG3138Z0NayPKAVXp0M0HBTkWmaeneclpvhM84HbpXbqpvqSzhzEEpby5P9QyKYWQOWayIoAFHLyVzqUaA9EsViLPOpYgFuSjuu67Xwn4NuUYikqHUswvzvGOQ1SJgiEW07hFd4TprYJcF8StNDo/9kJsVEMgHp+ZoqRWsCnvme/0hUxRLu+7IRqEl/fi5i8rMuDITtorphVP4i/75aGFHdsTeM92VFbePbuGVJOW0NXjLqj3LgA6ar5ieWGhBIUC1NKz6VOWJaCq3Cy7RTXXNov5MzOLpFvGwdL9DXE8TaOk5A1KFBdtOWbdfjaf9q5Pe6hvf63l/j6tCK+xUrEElJ46CA2vwidAW8jsV1JhHJ5nUl96U6o6IkcMLFN6PaCd6+VFmMmQ7fBaX+nZJfiOEz2ajK8sOlniUpVHImQCy8VQJ4t3/JM1pOPFTpMdXWPkJAjMwUcSmFFSbTv3x4TFaUsl4MuBlc5RCI3hKmAgKzHYrGUdBAHbS93mSJdQTPxsGM6zXSyb4jLWScgwVNRTAnEmaUfZ5I4UCv+qO/p+qfFQytKh1zzVzjTodhgHWcU4nloGV+IgrJQKUTF2eUZ6S5fHOdxlpM8eR6N+tywrHZKPMttLCgUlYtCrC7NclWlmwKgwEIeR+XCURUQo9LrKAohpBgUlVyVJ3E457+OJ5PrUQ8eizqOJ2ATuQsTGSwGIto9JlsUQeg8sjtxnGRVhnLZ40eudFcGFSTSdXRECYmVVaOyLUNL0IlALBCkYhGrAgUKf/zIUHFp6Qnk0eUPLLjcN1cWGPhOQawHlKCCfEQxRBztBQUTQIQeVKIrKtzywu72CEgJ6QGaYx2rSnZTjAoyjkV7JBmBCqRxIQ9VOhDsWB7E4xQrqlZRqcrlar3KFawnY0HHYpUKXEUuRhW0eEr4cHb7afOYvf4AQe2VdSKCU58rFWS540DLQgvJbnCt8e/b/dmuihU0qqYD2l1SFYWKSZUma7AKsVL6BBn1wFr4j/pnV7+hIlUsu6UgFJ9OinAaEiuwqFWkLRAHNpzLtbz63LpW0vh7YxpqrNyp+dZwFVNVgCrzSYFcLOdlhSzXC4xSdigpj2OFGERAEYgUQi6+RBxkSswOTmQoFWAsJhUrmWdU5KFeIWTKFQkKRmdlEKJT2BnybGAnubcdEgCp6IpPEd0cZbsprJUcGmulYkncojpcEF/WNFTk4fhErI86DtcZJoVooyMXGDzMM4f9oBE8bAMoy4VbvkGyDgv5CiWJCjBYUjDd9kuJ6Pqrnr+IAOCQba5RgXEA6fd0ED9JKhQRUWLF4X4apbKsMFJvg9hNa7QZv1BGExC0dB7u21EQ2yi79Qy6V28Bsj3VXdpa20yC026ZeSXQALNCyE4LjDZLq5WuqQ0O1Y2hYfdYS0uXoUwwJsyVtkUA4QwA0rIp3kG+glRtczcrVDfvoVfIxHumLk/qRiM+XhBU8oy40EYCVUWxoBUVss/aseSJKgLCAUiVA3kaKJkBNy4Y9/yAxbb4A+Ovb/Do3/2IfrzCFabtx5wA6XYvj6V1xXPRIMx96lytDwd9iionkRWLCsCmnLs+TcTrPI+CgCrVqnLQgJrqVbXXpNWqJZA6Ji26DZ7YXVj6WRos+ZmdvjegqX9oRFZ7LDG/XvCq64E2QXsCd8gKOoAQo2y8K58Eg+y6E4VTFslM+54BIhIiTiLqcTqiykCHa+0oj8py66PI5KnUUZU2tEPpzMV0YWEqUWEnRE4KBxAh65xgCMwCsrgSZ4DGR4kOu7oghuEIeUgnqzKTT8RZpaxgGYYRcvDEUVNcayyKXn3tEOc0cJkk9kkP9bzABTtFp8ssfxTVaTuYhDrCLSu7GAhTndOVubTw4LijD3vvO35E5952+JeTPj95SNHPA9KV+AHnxsQEmtuXtC3EFmDbez1Wxs2YuJYWr5PGT7FDZ4HNjiMTsS2u8VvMx6bR5B3GJdh03dKg1A71qQ7wi8x7dKHAzEvPxEQvMM6eOaBfbH94+x/nqvvQNn/2dU1dkDiE6qRO2e+IUlmpsMNLgrQEVGEVW27gKBZPdCGgiTb+zcauEpaTOEqncArlQDfQQS6ffrL6r9UORVi+OLqnEVkj5wQ/sjsnwaip6Di2JD6+x4GoUlDf62AL/ouiY0+351Xtx0b7tFtojvbURPy5c6LUGTeGa9iCdvX1nM0xJnd0xFADRGtkmYtnNZZkxZEKwvYGSeYYwwRxMNC1XnEYeBEEEyQr3G+iJVi7BO1ggN1VlHiEpVA7C8KsB6CDdp2DF1b4ds1gPDEJKgkiJ9IW3ZdCHE+r0w6Do9QRRH6PBxwmczAa4TbWzf17oUy6Z//FnopuZu0bCNgVO3EdiJkl/xYEuhGGpyNvC0gthQBEX6Nz/q4IopEnD1WU4/UAHaWyvyrEQsrpScrilggG2Z+M0LEoFeqwYJrv1WqexWKgFCu7fUc568Sc2oEJHzk+o5kEjLZzgpYlV5fXobKhRHvk7RI2j7N+/PuHio+op/Dv+nAXeS8DjvZsX1Y0jtnQxavMjKWGi15YCiklTbuncYdoWjhZQxm426ay2mnjqT1BFe0HG7gQ2H9EHVUOfdlEcAs8RrGcWyNVFkvlrIBYjgqoFqXiKSkLOtmWK9yCqQxXUCq6/nlJ0QDTRpLsarRXfYJXt0VNSC7fh1Q5omIWN2SQzQEzxkw+hDof4EmtQlU7t9sf1eJbm7+H14VRBHZd6lJJPo3jEJxVZu047Suh4QigzSnz0tZxjnPOFa+fzb0AxMNGGyaW33omOperQUEook23Tk+NOIlYH6cNiCSc7Q/CxdVelsVwRXRlFcmMIiPopjrRUiAVtqZub7tBQjS664W9nx2cFsDzP/d+ICHkQeE4tIIZtRIDrzsyRqd/gQp1VLP5B2OE9oJzFiHHbSOtjWUFYmow+hNxnLxTCCYQXFNvgqpQdS3TnFOhYcWoY9alJ1aNkYoqN9cU7N3tklWNzaAQ1aUNgLQXuNVj8+0enXViE6wrZWSXtXuwam/8NQzmFVJW6g7teS33lbtBh93XbiDQy6oNiFpukfwlJ7UDlXEJS3foaBo3QJwlNJylJr1gLWGZKp+xJfleTmOMtPpwj2gD6MG9DckGPm8+PPxqNsPQvRWaK27pyUZZzscrw4IQi6tlTLWgj/lNy4hmFR3aXsISqoDGb6VVC5imVzahq7preUgqFKmSc/A2SGovQkHL4T2C0e4+QxUhwz3GAGS0o7U2x/fWQL0IODap01FsAGqSr7Dt2g24MB2xN1LSho6lQpeOCECvOc0CcetmofFXdNrmDsuIR7jZAmDcE7AvxqFsLxKGOyWnDHkiyMBCuFl7JCo1KIutYdOwPzIClHOIChEtWlwZ6V4NRSoq0JWQhiU2Kw2DiAgW3eWmrofi8DidiOdmhwQZRxQzS5IfLaa2oB/LnNq5yiPyohm5MVs7bLdlAqIbQ/uWNZ+H5ZfY68ewq4OwMXrLbdyjbT0QxaiwZuggPYGjhHKi+iCNEjpTpVgFRam0ClhyhJRFaQGFsFMCWhh95VQEAc4sr2rJvdR6mDvrNeTM2HYjtfieAGerZ2t3C7lm4GFU3WzELcmc5xkCJ5+4TYzto9nypCPzbYD45uy46vb/7Iubk2u7PSwaQuz0Px9WA9a6Oq+1kn1eTj+uiSC0ySdOvFTCAJDGtBtGbmXQ3xqkDiq5hubbfuT+MVlg+GpY337p292u9/Olv97kdshGP9KXi98xkTWWqqpqbVth7Id5kcsXMTdo8xu8P9n1dS/GnZcH3q67LZMxP/oGnok5pT+fc7hXaH982IDX3dzZT2x7bnyuI2zG+FfY3CNp6eNL7UtsYaJxyGB0lw9qc8nvqrGf9tzcJhiDbIaSPT+TebqBayuG2pcmrwttBrvCwBTwpbPHje220efAtJ/y/lRjLYrWRL4g76ducnKTq91W/WknC3Br+KOmwASu0vLrVhRCqwPLpVIR1ZX1ARUXdWbvNCLX98MCg6ooSHW0tjZeuISFXQ7eh9AgqdH/5dFAg0piuk5m2Y7fqqAVyfAsLPRBVODAeZDeT+Cs8RaJ3SySYyI4IOb2PU5Ac/JRozGNRarWTn6bUR0CrlZ4DXPVaVeT28BduUDA79zJagbHN6AiQRVH1E664SCV3q6DCYJVEYtBdi6bF0Nk6QhmIUgqG3taCcboUazDvBErbC2DXGgnZLVcu5rm+Y2GEiUpnK8jrRJV4SSelsBG+xIYleV2cwKr/vbjuxYPx/61wuvAcC5R4LJH1r06FyWe7XsSw6m/FeEtgIFdw9yqwdK+05LQqWPmqSyKNdFTu/PnzdoviREjQi7nsabQTSxx1KwB+1PLoSCQod4PgFoMhIMOEKICJf0IfDu/f4ZWcUU4bDc9RTtFB84SXyBSi4pHLuMPBKdRIyOlWEg5FzZb+jAmyYztbosgnB6IFaI72KdfVEnnyUQRxyMgxkNSPHnyEFUp5IB5T3otF8Q+7SkvZ8UVequkcHQfgmjXhZNuCbsyLR0JVAVWFlThoKVcO+68nYCe7gkoKCpKdOaEo1VVEQssLEipo8WU3UrDel05NKKD5dcUWEAd1caOYrWKsffGCGuHcYzRaY6qUtvEKKR7J9qro4nOUVOQpWZDsyxSy6mjotSvrKJWG4ZgON2pw56oMwWtqKVVcu4bh9sdgxDgbAxC2fro5ipssT+eeY2PANHtNtgojpQGu17wYOqrW3WnzzCYZ4xLkZTIiPa8C0Ec4QTTonH42CEKKNLOiAhHiSyywAAjhXrYrRLhshrIORjueEl2T23H1EebuUkdOjvEbyx3oKsJ+XZgx9tgafI/IcSKii8Fo6SLuMuxLmclAAuZUAJgJThLEUUqpmU63PsYPJ3HAJLuR+/MjBiTml01gQ5IuV+I02xAtiVrHWa6Gfi0ggu1J9d5BR3bIej9TMSoFkm1v7zBF+6/99CEdQe/+/ex/ucobJ9Jo/cNN67BUW/7pNEduD7cn1whtv3vvOxgP9zB61bvmdFZyhGxS3021ul3GNQ1kZE9B7re9f5kG+dd1smXF0affJ+9ljnbLJA2XMdGOPv6Ao7aUeUpZLHYWEGt2V7+5ljoIE1V4XwohYYRlnDtlNvP1SpxZKFxZkfCqxtfd0YciHaQeWpEtz3qNohRtq87xbwbNrLNa7rQh3Ck9ciVZspppTfyp3NJ7DxFXaA22vU80zaAsw29rmSwGLU0G/FqM92OZvu4Bq1u8KguDO0+N2MbotorI1FYkMCd/S4SuchQKAAdrEgFiDoAHCJCCqdHUQc++ZHno0IMrkenrBKQUmcqKkVURgSgXJlnFhUuraLcI9NL9yiOv+bamDUgMXpjgXDTUVFwES+A3jmV0mB8QKig6vP5gbX+6agnKZw8HJHoxGAV4Ygou7LFeXZS9CtQLB2xHBD0DcRJi3CKSTdln4qDXmu5uov66lC6kFClF2WnlHqpOvF6jDPnMB6L/0NuOWFv7nFaaioWQ08eRT1OUa4dYPRmDQsFrA+CqlyCEu1iEkPlzK8EdirptJd08hElZD3OcAkw4N07ekt1ewgZLnM+E8SKLCgcHQE6lZTO1CTABbj9BnGm6q/PbxHPB6r4h/5bJ1sX01mu7SEpntkzyno8KfJMLY46KzhRFFHsRLlJEffmJZxUUoArdyppRUExW9HvVFKr1y+ppL1kwp1YRCmPMUyNKy6jywliILGmm1uXKgDqfvq2GztRGFYPs4entibatZkWbF7PlLCqEaXouBi6+L3N7dZUC50eZlk5cSDtgh+2tb3KvFpa8e0ADyKob7JHWBROmJvQDt8YXVF4SugjtxrYaUD3NIpWMeW36X9g1AGLntWnbtl3icCWnZeeFvo6Nl91THxr7PzW2kLDgrHytxqfPPssVizn7mJLx0tdc1TkKDbTJuZSNalQ6GKDitF5wBh/trDCsruNXfaLVxvmvaTLOqjN64j2/inVnZp9o/JW5GYLR2CaWXczLcdZNRPixQVubKb7bLAfkuLmtZ6BCVRiqihGXnWUXOMSsCjzH0frp3Zo1bizKlVMrQBWEt7nwuZG1wGrvfKs6EZ8Dd3lIHKXPLjf8eh6jlcZrFjO+So1LRzaNU0nZw0V5QZd6BeqDQwD1X6KZmsjkpTW42OVPkqIOvjZtZt0PJlrUQVHdGTxp1hZBHJZd53u0rya0KzuLD+qelxzXHRr4Kl+s7OF4CKWTeQQnw1pIO8pSw3YMCYKFBchch1ODavZF6FCThlDAKuiooBp7Kx2CJEV+hHxeH7/DGlxfUQzGFyoGnCHALcgFFgHikqi7I4Sg93WK5RFCFmcPTCsAVFBrK4YaNxaTNkYg/sgt4lXLqc2a1X9KC1kaK34q9GJFLbUx5MASE+fvktDuDqWro2vluVHtbSNGn+mMFzc4WuvirqS17opB4FKTUlOhWznc4RdeV8ZAcJRxyD5bZhu7zFNJOZYBW2kTIJZOKdlBOJ4rBl0eeVUxk/mz3Z9+/rTvLOVE9yWXAnmBP1JYCAZ9kfV/q9hUo2HqD0u8oaKsUVHRsqVrG6sOgJjBE8HwThChZZ6ZDcSAtuJMPmI8wknLNv3F+h+OLYKo6MQQEa5TZpa/sRobfuO7JKjgDgsdowA6BI2sXuUF45F9+vsXtWN++Ua4w+QRCyrxzGIgwUiFxjAcTJ4IpTFnM3SbNXXUawoBVLyfhsrR2W5Xhft9JC9dgEU3Y5zZcWKVsIElwikBHEF6hOH8gxU5d/0z5EKMRePMgDsDqJY3httBRUVBa7gsjEtG5Pqgp0VkrxX6I1mFiDWSoeaihZrMWKSmE2NJCqWK29H5yoqmEIsGzPkv/k2Mu97N7TWVy7bcVu+XFT2VfIZirWQIfeDhdO2miZwE2+XRB1n0KhQiPIW3SI7EBiUHRWYqPIoSsJM4hay24IwyEcr97YmLUM7EVck6m/Pb1l4UCd04nsCI1MA15L4ei4jrFRv4dLuHKuC4JrFP+YC5iktbHuxKLbxztlP3W7aXkbmsXkAjcCRvVaKLnyRyDraUuzUAV+49eQOZI7R2o4CJ0Ms0rquajaPn/kco3Z8Kdquy/5kPJp90RijeHZuGWQ8WHos3z6H+/cr1qTb91IVl9EfFpY9WLFhojo6q+4GsNhZC5z4MSG7tQV0Cb6ffgpVtzEojlsNaFMdY9NbWXXIZCCYy0JEe06NK6qxJeJGkH6XQWIytG5bdfCoLvHb+qmzNjR02KjbuL7nXaMH9dPsYb/ABkrATwftScfQ9kYM7d91/dWlPZ0Qo4HguF9ngt/7ITjEmM/vXql+En29zDzBPOemqN9563/ekL/pdn9/tetIonDQDQ1YbonEaKdGhVDo7S+jY++0Bk6a6dINuu1S9q7xBBRa3uovgBS9GVs64TdWN9q0t8CO3ZR3q0OlLtY3qCDAjSWd4eqnEJnND4SxQ5gvqGNFgHlIiCfILFeGZdkEaLdN5xc0tIjZgK3jWXel3hu7Ym9vNP5NqH2ahqeduKIQ0uE8o5gGxdZM+5HbFgTBbqMXXby0f2yOvXECf/qlv72x7fhNN3/eOfHrL/rliN9/IPz+Mr9e5ZdL3R90hDHv33D/4hnB9lnf3on3U/j1y8Z0tzO/XH/+6TO/JEzw52vdTiIIHCU6FdcWQA3+rQLd5YqAlAu9ITkVhdKCsPB0j7c62RY/Ba5O2IlCxZmhKtWSDKOkkjVprJRQgQXXSKK7hwJeIeqqqIADVNRge1dfjvx022mMVKR0tqPkKZz6E+tSbjXCQaPAB4B27wFtO10OrUKYwOElMi8pyPaob9FOS+a+Bpz4c2OgFs5b4Q1K8J/HsMrYBrjw+OTwt4W/syg7qqrY9kfE5cX0HcYqsDIhLsXCeQZcimsed2c4mwtGMQ2eiCuVtKeg8TvL1ud+r0hje0JHlzfaU+W3acjFLQzVi34YHzszxO9c3J/bUalh/PnRrhPc9FrPqq5cFF+gu+HNSbYD5qAjdlZ1IGo2jiLQTfvdlJhJINrcsOn3t4g8v/8IgVxHu99hh9IZCLkbc7nr1fOhleUehDkxpvSCXke5qQ+rb2FZWyCxUmRXARhHTgiv01Z6myxrQDt/67m+6eSfswQ++VQquyK8r4BCkQ6BS4LyDBhf0+BLytgbpgOd2Se5SWwZG3Yng3YAQwArXObmjS9cR2f7qhkpBpJVR346nCCheJxHidIhrCBR3iBYACrFpZwOvdmtcgTHl7iegWP6gq6GWxce2p3yK6YkU+MNqoQ97S6haDM5LgHbup7Ds1HqNk30/qctWG4819LDfKjzr3icPL6tT8R/4L/lpfcaRrWEtbt59ggx4OlCmAuuw81dRhyOK43bYiOxU2cmtAk0C+HCDRj/48yir60tKgXhSDGk7oCdbodBoBLEQwjkCiSVkO1HsYCM4088IhUkjp4ltWgQAJY3pl2JErwrTDmMAkeyi4sFBKUlLueyVyNCmQ25vJc12gkvaLXbbXX+9BhNrVigCvH7tz/pxJ/IPwUOF2SBAhYoTqU7qN5SDRp9wdkVZts6VG+eau9P2x+tlLo4pPYlVea+alAIN3a7crtXO1xaG9qda0vE1ZDH1RQeYK+QBqROgRLAQp7A7P2Wi0WtKX/ru7dzyQxDRTEIhNuJOHO77PaQWXy/oN2Vl0NqgI8ddzCcZQeuOi45qoi9xC6LDAB+nMETH1FP4g98u3JIWpKPVddxwGlmv5167c1eDbsDowwa8CrUu+W5rX6xmn6uxR0cTFrzRoeHQdkpFXY2EshiKNxkWyCPXuueDna7ATuG0K4KgG5LMLMVBPg8Kur40Zk7Eb6wCzpaVznJACwFuqQtFnenSNIWDo9Fehm1cKJMtKSTV71lD7xLoD0vUVFJYVqv2c3pHm9SSQs86pO5eDpJD+2nYNetgiqX37gajO4FS6miYmHQBDrsRWWpd0ltO59wTzfxas/kCm1LXa+79vZug2LubmRSHYeR1/zRaVEFuTlXdf3otCRZklDFk0iH+JUrJG/H/OzEy+XSXUSjoBJVKqxaIIRVJ2oVzoQT6rFCBe/UWWfn1JeqeqcbKqpKdDdMCcIiClXLxXVV0lkgVrHrQwBAWiGoVgILa3F5t+8alOXkxg6AtQiaUlVDQ8uaqDEKByn1t2zAa4+sGkBq0uYx7gZnhG5FjmFobDE5Gqgbe3r5HQz3pQYoTW6UXLOToUGCvcFpAYWCqPiuo7uUBbLdb3bDVMfY5ABOAfZaTlmh2+yU9zQOlE4rQRLLrwIx3IKYmJQNS/qO+wpunwpcGpjbScbv3/+sRz0UH6GHG4401L7img4AxGUBWgJ26MCuzNYhGh1ikHG55hyJbIIAQDdObnMOjc956+vfPuDx3xkLVT9QgMdSlGKhU2FOewC8R8BTLvj0jtBiufeX+fUHdZxZo55j+t1InbuG1mmA5A3uGxb2547BdeDMscrerBkgynuhEqO3R/gb7BcndmiOqZ2AFFI9n4gTma1DDif5CYa7qHAfHp1m664zL2LVrAyn9Dk5J1zNJW+2QzjAVd303OvPFuusk3Dwvyp276AuRrEBHHJXIEsis5pUdSyXI8SywO9SzKxwzqxTUTtTEezcS1vcn5n5/PbpTauOFWKuBBjr0BnIlStYxwpy4Xg+oOOMiuVwZIMUC43HGTzpZlQtUY31IlCJYMUy2g4FFhmoqFzHgpQlZ2lSgeUQ1ufn9/rEPz3WJ/KTnejglkjeS6jRZ6nS/GNx69Zl9hsoZ6tTewftbW1n+3ig3LSRiGpr3DOJ4Mk4d6fWlYNAscF0e7xZ7izqKCJ1YGYGg9G7EdKqtLiUwt2Cshv2ZQWAI1I8Ue0ZE1Td/KHGnJKqnBpe7qe8VgqO9JQzhCqlOssRAaG8STUFslapuLgUVd2yHMu7o0NV7sfsaHtUVD8EsiA/01pFBSO/6pBuAQmHdDGF457iBkrbHdg6xMZOXDPlBFWI7GSD7Yi5vC2GLuqTusE1GRaLXWvAaH8noaCLPi05xGpnqeCEsyUJyMlcVOftFV3MudJvqNKS+5XZVVNb8geo2IEVWzjt3u6tnzQbhVyGVfSvSRLJZAA6rHfgNrPwppGggK7aSziiS6a+aWVwRfvhIpjI7MQ0ZLiPEyUEe9uihzFtmvfDXdWmFEAcL62tvohq0WnJjJtiNsR3fnPj6HaNNH2xez2ObUm0JFbxMCLw8lk2y9tzRwklp9bgtOZagt1Jqx5A8emSf7RaXo10WN0EE6dsK3FJS1Bf1s5Fx2iC0wBF6hI92ddH2TMiaPpSsPvZdyabcc+QkyISFflPB48HUTqE7/jIIXOLFQhEQiGmmcBN/eANZ6wwiTXVmeOk6KlvnCOgEERnQHh9VAu23oOPIKsbUPTKcuWjNUB1F4WJIGjxyMpSdiH/8vMhVAcquz3mESeOkzpQWYDySUQ99UHlSQZRD5fGexdVoohUQlhZ3l7sDFQWzog40a2HShHKgvcga0eK17rI0FIbuQm3NDUy00hSoDUsOpRXoopR9R/nn7H0PdaiK8QQlKhFIHiClSgSBxbBlVIsR0C8jWWQqOA53I463I+tq2pBIJy7CKLSFR9kp84spxS0ny0wHS+98Nd0ziseZaCQEBCqZB3Recxe9uN3DCXsm6dWMMneai66sUzGmcnzWIwK8nAlUBBRK6CkIs4Aka5NsLWrJMkUiSy33MQ0Zi2r0N5d1LW8IXiDvHCXa7lYt8Fue5vHWdeWFikd3/55Pes7KgPF52wKpUKgojp/PN2CyB17ng+hmGemdZzE7C2RsFz37Fud0X47SYEFUq5WsfJwM0j3MDB6oLhMEEIVbiyrKNdZlTV2d5Y46ihFR3WJqFgt07Qongo3IVk4Vhsqnivna1KnUCy4V/7Yr/3TUGbBHnI3XK2AtBBwe4IwUsZ2PDasBdBJT5jKpYD7eLebw4unJQd7z/d24YH1yTjxI+pJPfHh5mvskkSEojrTe/KPKg6r7RyPHF3GYjtsnOtsV7ixQo0QHQPFbqCYZ0W7QgFD+BBaRNohY11u4WYXF8VjSWItlCvCFvvaFahTj4qKWnD3Uee+QNSq+sz1fR3CYnFZzaL9r4VCluZOsSpbUiaXNvdPGlCknIFtl2a0kPVK6vnAYQu6IldbLNO9v2fDXlIEK/WtPh+K84NUPPGQW9ILh5Ot5YCy8OmU/qIb8APON2wrdwleHSF2jZtsjtgElLsdAVXh0JvQO3M1vlW7PBWLxLLIq3JvpAJOG47hnT6hlTpIA7NoLRQichHJhaNs2IOBRMM3GtmQwUA+HUx/CKvdiypyJcRYiXbm9yas7UPItgkXZ5PComZD4E4C9KukHBFA2yFgyZq0usuEpr+SK6MKtti+P3Tie4pIca3Q6jasiOKq2cp6HD0OxZQCKy0SWE4SkspOYlkCVWmiDBQLVWRXzNhCtwoPnO4RAiCF83DWE6pY3e+yDAQKKwA2TEXxX51vD2cQdRJ9OxIKMS6BltZ+koJYi0zvoaru/Y7x/ahhH7At2+793okZbNDB68KaH3uM7EJrFaOdL73fW7jhqjW3rfV8ZhYzVOInPiI6lXQssjltfs6HnAit192EXn2//bWftHX7hWWhkVQy1NxO2+vCmvece6tz0LrgifI2Wi1PDW7IEBQsZIX9JdjbMMBgXsGTzPOoEIg6xNUgHBVavakjnOnqzcFWE8TJGDL2YL83qzNLnVimngXCac677dDMlUBuPODPOhRLQksJ6Vvo6f6/V4IY0OoVHTzsyWTnYI2CgsDQxSD7LpMs1pkrhoTaJGGzFtdO902hOM7LTY1ezaAmAQcQcvF/0LktZjkzAN1svN0YuWajgI4nWKuT52FoA2EK1Xu2rI0nM41tL4iwN5lGeVnewiJ2iKl9mcIkeLsjgdjNA231ziTN2rEpMMdghY7zMxkn6f2Om4LOfS/4gkQ5bdTdb3JR4HJQYtKkxvZwgLr9jQOzRctgm4SboA2KQrNAqvMk2Z6Qa5H0up4UUVCKo22hnmtzRDsQu4LSOcqGNI6cO9NZ9iCOX8o8vwWcnQbO0wNsCkErCEmuBNH4LJxQ3Mu7XTygUyKqAHubRlQ1LdrhaKuXdt9ZIko/niJVFs3IsDHmDEEvQmf1dQFVYKyzuDBVrwv24uM0UYsu4u34B6E26juq12d2N7d2uYzJwJbvPdfZvv12aFCKI0YeeiYn62Supi3LPF0Jd3d0CM+PI+1F3SuMMQiWo5M6Ajb2q9+tlUmn0I+UAtS2o9B9BGJO2aIDkxcS97nr28XhfgJmBO6MkS13vlyOWx8MxIzBoVte8XY2Gtpcs3/NHfejxJy8sfMvr9DnG4r68V2wgy9H3Y/EqF7/rv0Ajgp2OQtwf3YNua4843FwzKFse8UvtdVzqzjNA438HOPkpnJ1+0ejk/oDSQxOq3PNVxc5rr8GN2DSwaakTSNEzWX9sEKnEmHUfKdEzH8amd8LWKPHmzO0gcDIjJ6s+aMOS8aaVToFO1Y6mpp87iv4LhX6kfhYx6IErod9x2PXubbVEsmq0wU78P4Co8KwpdMIIdPcAoWTmTG+VOwXmMok7GicZXGneqyqQ4WP1EL+oHbBTuMFbdjbhPeC8FRQkL+OqRlDF99EIeq2cozd2SG1Ajpn1F4adjPSkMqNXlp3AhvxmT0CtFGNLP4L/tGhi7Y9n9FZ/Rd0wA02/ubPARr/0P1+utJ/+ly72MCflMg2VGy28P74//D4R0+51u3thN+e/HeueMP7h/YKIfCfr5B2cLSy+EzmejypAuvgLmmDiBXOReE0uI3z6NLn4s4RAbre0rCXtuEH9jZOqylZsxCdpOdrhVzPdq2QVQcWP1IL8cSKrJ9WSCOdZo77Con2yow/ctsRDccKN9ZrXypqELJ2C8DFccsFsLKfu78dPyqMwih2hWWuIxRigIskFU97Yxy1WcjGrm5T742baNe6hGCeMUlAuLLfq/O8YppgV8QhJAl7bTEz6nk5uhEXK0fICggUQ836Tr7sTVdIrFCsbLhL0M5VeyiJdSpHTPzAt0gFVhazGtB2zUZNpj+ATm4JiSJZ9lpJ0f0+JQSVw3OA3RreIyW844sYbh7R8Irl9EYkZ3cmJ9m7fGmYMQ2OQTGPTg/XqEMIbUM55tdc0kpHowbZZSWY2JNDXKNkdbtG/zuHciwyzI22zaZ5GF5njlLBVo3XoXMUrmcTbmeOa+T+DK07vLoGZ7e+nnfywa3TNPG1ucTcjvOac1DPl4/fz7mfq5W++ofahPLB9sBKOtpoaAB0FSJ2/M2Lsz0hvXtMV/kh2Q1G0Ka+3VlG6uGS54ABzxmqgGM/u95RUdGFSlHBYqexeF2HJr2bzjhA1DQVxPyuC39yczeef/s4ViSwhD9wRLtEdyiLF5f3q3YYv+HuSAUCpEXV6OC+jRH2lK1Oy3e5M4kTlVo209uJDQrtbB90dFFtGU8+tg5LT5tE1a6OAuwfh+DMWm+aDu+PC4jFP1GK04LfVdzV2eVLFquUeNoNX7GEJeeKamIfTpopOveLklbz3zYkMTZcg08WG6awPfeNEwaYBoD8529KBcRv4n/HI5hAmo6EmOIktBK2dpXFlrKmSGAqxTGOFFeIAo4e7aCFZR9HITiLUb5XtBhdG6C0UQmDRVuHEtwVSwjvnJzLxJssfQC9RZIDVHJTldlur4BYZyR7W1wqNRvYQYgSZu+uPKO5gasb+LgliAN87laSzSDkwGGgM8sbJkOrdUi6C4DpbXFJEMVy/HSFsP72+VGL31Cf4B/AAeX2yIJXKzhfp6CKE5SbGG6bJ07/ollBDR4seVq/i1SwqSbGCiOQGtnM0GWvNT6w5e2FhoqxJ93nwOpnqNAWur1H/mKXiGPkF0H3gOjMTvTC3d8HJq+1o/y7STK7C5CDhlbqJhlHdnhUB8C7TwDbXzN275TM2SvVZ4WMko7viAwSTPHQI93mctepNyQzLf1yyDL8YQ1EdtmLCGXthgXtQGg+n2nzFhey18GtB7MYbG+Keqt4Sya3axunJHsHoX6XOOywGk8JbpvvlVJdsRNUou1qTtl7ICqdt6XwHn7oxA6RCCgYSKAzvoru8mQ45ubWfiVnaMQtZ+FSaZ6bcCSdIxn8pI61oNFLL0sWcfyJLB6JVNrvNpa4udyW3xj6nYHeiniMWYw7cPIS2vxSY4yGlMUx/bftaoaKgQFEl4c1Nhq7vLjxQ690CToWQuTi8vYHS6CrPVE68XBzd9uYEgkFJRXrWTrOD2/KsxhY4FgFtcK76soKroSSVpbTxN3ig5W3XQjgXStioxj3COrUQKibiGsb9Jx2117ssxWQY3LrB0Mh6lT9FR8ZDi6hO0eVuh3Nclb+ci70Qix2t8BOCHQ3/KhcjlvDxRXtnXSrRzcOWMZPMTUvWmOskqVOIIfTx2Jhbzpi4ceOfEFHI8V2XzT0sKHSgrPlekNEDEw+nIIKwKVFG+TiBl07LQZCTWPtRok33c0lcTYCGFxtgFs3ZDtfDLQVNkUGvo7uP5zJUgzxA8d27mkELnoxciJBcwS3SO7F6g90d+5dwrutpm2eEu2D3mi81ZFwwTteYl/zMG24CDzCiSTT49F3jlEFbr/Xj9TYzn5eBdNxX4qKzvfbpnw/uiaG308idoJZ28y+9BzOiQ32Sw3XT3zJ39X2xV2mynhzmqXO08LOrVBvEzjz0koi+wm213U0lCes2IlbXXvZFh8G/U6qW+jmdOb+OR550H1JLVo5YQ0Y6bU2svUQ2rtFjwlj0dTWICRN+KrnaCSoErXi2anTa5AAML5A/9mtYxeXpu0GrjiYReeUS9B5ztVp7ADU3desGjHzOnLuq2vs8t3FAxV2CqBC3WBn4GMnI5otx7lh2drBpqnCnVCzX15jPsyME+Nfua0GjoN6r0ZNgl7bNzd0tNmkr42KAwogFlqHnCkixFgpFY7leIy7ZVW0B1aL9Ufqz88/fcZSYT0CxbSd5pqddE60m88ozw+trFCcDXAQlXRSs45y8xnUb5rPkISislIhrt5TfoXiPLCbz5wKJ70iVpzPv+FRmYeelf8BHA+lVso6BFlKZ0N085kzASmXGykDssKJJeemp3vG6Chltb/WJpr7DHIFzyzKOSIBUPZY2TBUpbu2t10elaj0/mxUMYve7ERR/EvLll5cZl2LGjnOnWu4UxPytjJeBzZ26NYIFrhmj4mdc5TKXj5XCFcWf4PRL08e1DlXsWxFxchmbq2xPYNo36TDphXieSbjDEJY+jCfdgjXdb729FVH2DAh3LLFPs9oXxYBzL5e9xfB/rv/Pyw/jh6ObmtEgt3dayS63zq2ZwtxbNQnWUqaOHUJp46NoqteunOOscgKG1pdSCVnL828CU7a2w4lt467ml3zQn2XrW1ZJHZlZQmBdQvhahCr0wO6AxsLXHI7ZZyfImoJkkqPlr/T96TF4tbaPW013DRE1riEQ+Pu2AJH423Zeuliuhb8I5MA59S17gXaesHcm/u69L7x7sJIwUVtaqDOctdWltuYuDWdxYUK3W+nu/mmJs8Wzk+crkvTg99PH92cya4FQeyqQNsBzUC+is2M6c5NUN0QpAu3aQ9T57VMSWpoUd/4SVcGF89ZTr0WCtFNfcQzAt0vy+ZENcZvb2lzd02Sg9rHQLhfZ8+V0PlJXurq/tqND6etpNdUgdVdj9rF27nYnaJ2bL/lXnfj+BxqQ9fyRPOSrAjcJLvaVKm2p3SDqJjNGsogYcTjeHbV/ArsAnFsYYSati1TR7OtDdC5tbokSb+CBNQqufFAaUJ8W/VP5g6AiO1aAgDy7qpEv/QNOG23BnTj69ufvdCbXbbupvZlODw21/PK27GkmC2bq9yfYP8f0CpvFzptmbsRswhVVZ0muaRa4zifxaDOLgCdvNNPHqFxatvLQMEOll18TIb78CAiIpIRwWBkRBwZkRERQfqbYESkt01gZjACZOKsLk3kOoVoz0wEAopAeFbWzCER7V71LgSXp70wDvMa7/pIm232qH0pW0QNBhtpBmum9s1rtq3urUVq9L2qcDyMuAx1OXYBeLjaOggeo7ByrxM7wZMKBUPI6PJkAMy4+EACvVEa3Yww3UKl00u7Lzuim6w0/zW1QFw7C2jPFYbTbi9MjnxGEjq+P8iPIAOhbLPDDQqd6RMigg/vIBS7/PO4uXzphi5+huTOXElzejSLgUyIOQuig1SdeAMgJoMohc62jr7U0esy4RKiUBzVy9jCZLIdWjQoJywzfaIMcSDoJFC5KDvqWdEJGXLhrTvCdxETK7qiUyPSC8vrkKvzvrAP2XGyrnr2umwBPkFT1hYPuyWtT6vzkxIDtYBPdeKS5aT9BIYHGBeXJV6HrizxC+wH7I5y3ae2hd2o8Nn1rnS5NdxduawkAAhrII46RtqSuydLGn8Z1+GvNVphAAxd49Ba2pMzUTCLd0MYv4i6kKIlQFvXNigaVfd7ak9bVK4hIOaq16K/5LNnMxrmtdd7gjw3EdGOTYhM1iRt05aMp8HrnxvwaL5wa/BNb40O0W5W2Uy64dENfQdGlX2VWxfq6t77TfJR15y5mNcnxGNBiJKK7p6PNpyXcj2DSzqe1a3bKqUglFWlwCdZoZVLWB8VbRsztY4S8HwAsVRgrYhVziNbdVR4v91YqDiR0fBZKs+NBWs4hniGQLgNe5SUFDoEgTBiMRLsDEKt4Hf9r0cc/4GIk6oMWscya7GUPHMhUFxIALnIdVQUWEcV2m29XCERLTngHg5AWb5WV2arJjVIgtM7Uqpj8kF50ke4Sq8AZQHqzAACxaWHUMiqx3EjKdFplZy/ADhw1iFJu7PMkmcg6rChWGng0HWmbs3p2szFvu40nTCyBRuAmYuvyNTFMBdohKAqSguFcpN4b9Nw81NKjf9QVT+wShEsYemZKWf1VrnpRrWzyObTWmKdhUV6F9hSOT+k1FtxdgRf7SSvgXrQrk93/L7dQZht5y2dVjuOJzzfiSaTjTVSZRXq6D3HJwc+AbazRzzofcHSkiacjGFvZB1IHBWK6FiEnYzG+0XtMLS8O5X3USIbzUusW26vLSFPfkECOZ0GAKKi5F1I2JqnIK2bdwDlqCIEoeLx6DaG9aFjehuzzFPoTdf4MOA9ulyYOEJJBMJ7nEQ7cIjsbojcMRn7f9w8KIXe7hbYErEzZQhE1gF3j/FFHg0NjqZgisEUpTgK1SV1Fa2OhzNdJ4epyRvjVug2Sgsoxzq4oJioBKSWfFC4WZEQ155WHNd6quTvGi1Lni8bNZxsAzTeRLeHwNhcd9MGW9lKONZyNQFbGfiVRi3S2TvSUgiIRVaKEhfL23FKLHmjU6DKIQ0TxCgj7hEYONbYVmL1lgAdo10Ojw2vANi2k//t7uP2eRwjJ3y+UUijXFWniozruwtY2qNCq5bejRQTaRorczJw+oqerPvvVt2NA0yrubMZ32rPKds2Wc0NatU831krt4kFiPJeWAJJrn6y0Z9eZ77OWADjPhvCYyyvgTl7etEb2an7B/VUormsYdo+2YEsG2kswL2/pj9xJ8xZJsi+T/6LkUZDssvHbUBA0f3nx6nX2Ede9zerB/PWc2B70HQRwdfdQGWy1a6b3u2r+bw9ML76hjaDMNsXjouOzltYK5uVUe4kqH2+dsuMid0C7HTejbLUwnA8UnZgbNLiq3Pxeqg9QXfn4vjvZ3Kup+a+bn/O42y3q6AQY0RWnsw6meWCnaZ+SHaKVyH1+YjKqixhHQqCiwBSlaXQSoAlBKqYZecvqrLIAg4nETn11vEUE8B5T0Un+8UKgMWUXBrez8LJ2nUvu6WoCHXS0uP88ZHxmYyFU/+0w3JZ9pGvKBALleY4xjqeFFmPKkSn0hbDEYEoVoxrx4vSlgfq0M1Gs8vd24VulIWijgL20kbXfnPsrkopHT2qB/8V/9DYnq0R1F/pz9+doF8+/d2B/8ht/4EPvx6gsS9+epj/8tS/f6O9jv+zE355v59u+NsJ+HJM/Pr9e/z/OY4vhmL/HA7bYlFA1+wLapAQgpstNSK5hQcwIvq68Owhu7ebNLAepEtw2ib4fuzASDuoRiVP6GicEBj39NUMXAQWGO5xhkoXn8172IJvpnT2+myBxFn9kwl0c3PwZqdPPNtO9VE1XeK5X7kXg4ApmR2s1BekJil1628K/JfbHdggstN0jIvKxbLYU20/Oz6Dx/p4Gpgds4WTtfZy2hc75RPdXEQXfdqbCU5Qbqvra2OJdkxUW8GGiEZbk+KmicFpcIhIrBMPLXwLLfLJYt4FaIOV/aNfM+b2DSNttjRAGXa4gZJ2v4zjvZkpnKDszjU+PbpT9gDETZPmNJe3Gt1l8X9iIMi1bKg7BbibG19hXsHKaIpHdy5ke/FmlYyeGfa4QQ1czUZvfHf9OSjrLroH7W1McntGztWHuTsAsWat8+v/gW4/ggmXaOTD7Y5fPG0be339Zq+e/0RD9dd3ggwDNsxrrXyMJ/i3BNGk9fB2pSZI0b18BOzuwmyCNPxlt0L6mSD9SresoSFIw+cWYu2muSDl/sjPw9tdO7TUz+nDBmBvzznn7M4NmaLbeQaOU7SftVcMRgaNBBtgzP2kgxv4Za77OgOjL47dbNoNOIfHqMO8FO136Wy9LKCS7uXBonarmNV9B4U/nXV+/O1jRZbiCW/aGE4bepxUrs6OYJF1/MBRsRQBlNLbY6xgQYhnCokzNZjXNTJAiXmGgisxjVRAN65BZ3ycJkWc5FI6vZ+1jsAfi4fO7/rAZ3izeLdDV8A99+j2LHVIyloRAhdSsY7u+lcx+NSSxw5O00msYgQKiAU3dnLiJFE4FoxmsYDH07uAKIhiuGTMO2jQO/5QB4s8j78PezVxEQCDckdSgy7nig4K80b5rXu3SlTLPbE2UOBXq2tOb7W8FaJGbhEXd438/6LUN9JtFqUgIb60qvpFplxrYcvbfY/9svuDWQWX0BMvS+/qBfvr+AqZvyqw2+oHxMNQgkWMZY3pgDbtNNQ0TLj7ayynSmHxzArH1N1cN60WYnezcMcNdfvAqojOLqrQ7PAId0Jyd8b2pxplyaZqqAMA1Xxh8x/d+IWAC1+mQSXPxQNYArUOfZup8ryh3EwNXT2xN6eICw0ScHyOWxn/xJggDOM6paWLI9C40bsLAAALyDNuDHQnzfQRx0ZZ//qFcW6mlMDuTD+aeDNNbdN389cFIeaGt7e46cVbXGicFoNyv957Vgiut7xfbav2G9ths5xb28VUcW7DUKDrOhqWXpq8AeZWJxul3lfI9Rbzgpdu+FoH/HVlXKv/CyIYhfUFEAxGl4EXJ/nldpq/lkZ9zVMJ9yPnOa+Jw/37nTIwv+k6dhxyX994PI87ZnDLMBgHXrsG+4o7ZoF1LpVKtWqtha/etI0N4KAPf9L+d3SzU0W4S1c6M3fn5/Zx+AJDZu4bSHDusg/cMafJDmBHoA5WFNJRXyhdgOZ9dw6hI1zP9VhRScQC1+MMQscZz4/Po/I4nbqFAg5JIcYCgVyq40zzWCkJPR8HsXAAlUBFrCh09eHzIdrTTylBCVWJIg6t6ORBZbHTnoodgwr5cbpzOsHP57eHM2n4+VH/Wy46mX2RTop/5gLBB6rI58dyt6wAoxjl+CG1Qg4I9WYaFUWkM/IZ1FIgUJUsJ7q68SuKYjyd1CYKOM4sVi4EoEpFed/EY1WKPI9CZZZikX9pi9ErzEUzRsW9fgWy1N31XN+36OZCFj/TbAtqkxIbs6NyDdQXaDktIZzDWPYb+uDppzMCkDuniN3qHvhJdQp0EqkLk0Z4QJ/nkV1FXoVvuYWDdQjR7tLtEFQL0kEgllEVWwhekqatQMKqbjRXS70LfqzWDm0BXEL3Jpp5pQZOk54O4W67noKjLNPqykQZabHzFIRrt2gTcOqBhKZLJ+S5jS+89UV3qtpgyqLOTbc08rzDTb7l5XNoxHNJ3RsumvM8X5FiOPkDSh3eIXKwviFrw14JUwU7JoftlAaQ/X9xyDFmziig4ZSxjFpeKSYLgwJiEd3Ktw2lbcd02hro3lE8VO1y18SdBGdyzcbCDveVN2esUIXK7DudzScKA01mSjVI6u7c6EpLNwF1jAbdwtrxWxclsHdRFtzTsBR2iBV9TbYRNASxi95IkP0KpNZysZOABdVsbewUPxSnAz1RxkcSy5En5xt7ywjtdMvZE75DaPbQqES6ybTU/V04Po0qdrsGd/HU7M7e/WbRwb3wTKMbc+NgutxvYEaAEF1s3dtphGs3naLgbXdBMQimk8w4JcQd5HPFjwgyaVMgFCJ3m1ii42WTVmn9tm0XG0E2pwDE7q2BsXRAf9a1F1szg0B8y3DpANdxQ2Mbvc1iHGyg3su5UVbLKGIbH/drXOiF3Ot1bq2xbOZ5RHkXvH4AtllxO2ODeRDHrMaGz/N2PnT8BBs47FeXFhrBa3MGLoRxQxzTPAsus0KXsrqjBMGdWUHX1mKMvNS+qHpnS2i3oQKQ21lBsau+PIFrY0aeODYimmP64N3ocONHNQz/WeLzwqLYY+7OZqD9XD+NkZeDLjVVpHPN/laQeyUbDFSbZ5SDoN5U2fZh1TYMQ5388G3VevzxUUyJT+LmOtGxgKgs++UFKE8dxaoIubFBZcXsSrNCs/c6eq8Ney1LjDMQWN6Jfdizk8uLINeoWatXSszgysQPIXU+9ODz1niGYmC55NJ2ZfdrdgXVAhUrK+06uTAsbcyyfcBOzOnM/YsX1YEAZXX5BhdwPAmf2UigFW1fWKhAsMgz+RdR2ptSo1VTJ5gUAVWy9w9pKMBFRJ04WMfp9XWUowzcatywoo7lhJsVpiWt4AgZJCLUoRY0ouAICZSxVzUze+1EYfwVvdoddB/VXwzVD3zX0ndvO9zrQWyXMNc2DN2Lo+ht8wA6IGxpYfW1UdblNGnJEdJ0ELqWlN3vINcUzo0TbHIbL2NR8G7RTnsTIcY67up4dgJqJTSuDJfQUqnubO0tH4TiaeeGVrlDQwwL9/9V01/TSraCUrlvhXdgcDZqtfxrQ68L5ySFltHhXFCzzDvThb0Pz4aHEoh1BnDC3T4eMQqo6di6CnTVtbuReDfgFlCtG2I02ogROJ5uFWa0OA6CrWja99Db4YmAOhVdPj3G57ELYDlYT+S/qBnWcnykKguBxRDsYu8UDo6bwWDePuzSyNDROZ0PgfF7WTOwAbUFUii7gz8vJ9DlYWiA3H4adyWIbXEbV+2Z7Q59fnuF6rMeti+khT/FuAyv1DJs6d3v783PXCg/bb66tWhbV2qNYY7brHtB4oZF/Xw1iXOaok+oJ5jjysF4TaZqXcF/GVh8O26cnGPe9Zz1WutCvBV11DFFYv3fkMMPwpnlbedYE9xWbWj+bttsv9EkY/nQGu0OR36bSzEx0C7+9IV6xydvr3fCZbY9s7ZbXEHVAaqosed2rf9+FG2lbiZoHQBM0PIm0eatZqZv+n9PPC7GnX81+ggAcdjOsGIRbcaKyoXUIiEeT8UaeCfasC986DyPH49SqPhMpRvAgLGs1J1Z7/15cJxKC4Jum8ys47T8ytXM7i4PauEMRgnHM0WuSEnBmphAtMkxzezD+fqBqBXx8fnXjyP+Sh5LrD+545slJFAH3flnee8GN3P4eALgeawiYx0VqBVZV2vHJlZwuZJuiZgghLdbtdWvqFTpWJaCwGI9Fluf9woBNXKbXLQaUOh88F/di15e0bNhjPv0Vq9IlnLN3pBQLEPr8JrI1V4HbBEAN4wUKs+IiWGH7Dop2m3iFvF1E9vbw9ChNIHu+ua5tDje2rUdNuJk7LdqZX3+yIfTy6WlP+e2LHqV+TLaruQ788JwalwnwI41+wa7PIEy9ho5fLlOIOLuOlGjeYv9La9+cZ2I4tFVVfCEOz0hBCJQJz4qlMsMxaoob5yl4nrm55/PbyeXCpXpOgHRITBfNBBMMFZRR4nK5Cm6yU7UQVQUAqmiNw+PsS1VStOw69WPotrDCLir45r9GAieOoqJAniGHucKpB5A5f/SwkPtl6iKpUOVRqDPCAp5JpUrluJM9E4F9lgIKwWuPENSFrKqsXV5JwaHawKGR2OcmJWiS9e04iRRopumxEoroTMkibmQqvLWdH8ZrXHTcTLdL6Pork5a+uFQKc/22y3iKsB01XWrqcY2sVyNxe1lIzYQLAqB2nfb1rEwDTmtBeb+veREuPvYpascYYq1knz2Nr/dofYS6e3LEm6JFN06fNxdalg6y74/3DENH6iOgHZi+eWW7BgdKKKAXGMv3p/iCidZxIioOJait5pRAO7hAyoXoc84FvHxOcklFV6U9I6czwckrU4llcG0GKqQstZhJR5cbjcGhGJZXAqP9ThZLDHcHz0lxfShxILD1fmZAMRD3rLTOEVKYUWwG4e4RP0oKuKZiD/++j3zx0EtfOq/hYsGVxxVLB3dm3LhTNf4kHV8ZpHPx1okKwHK+48GFCvOdFjA/r2OggJKK0lypd0d3qG8uauTiirZBqCOxW4XEuoKDFZ2AUJUsWPqOyLW66XhmiaSdwM8Y++egWM9TiPJtBBsZGk33YBA8XJxGxtevugL5GuL1/mOuPNsu2/u6XAD/3vN9GEgluvmD6IQT7rhxYjuvtd9zWiSvC40il49unwh29jfyOqG8iY1voEyu/XDNgxn3V8oazectcvOKCuK/7Ltl23VNIVsA3kC247pIPs2sWOFrnCsZnVvZTbXGlz6NXNxQ1VXAU1SXVPOlt/A0AGiAxpcdgOMaWEJ2T0sUIzJp6wDwGrQbHxb3V2GO3Nx9DQGGlBDbG4tP5IUF8OovRqUgfTg3yHvz9JpgMEI2dCNR1ro/i7rZLPBJfDus7Gfiq2+7vf+6bCfPv+d7+0/G/dLaDD+vPJ1zPXndqHcHkrYkr+BVP+uMcGuu3y1EP6Lp/3y/VY/X171ywvw9xPw5TK/TbbW7b/ffNX/+t1+c8xeKP/vjnsU+x7d5/3PiRDdH3bnyQ02v0IFPuM2Ifzp31+/+XsfTZx8P+0/coVfxzv7/cXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzYOQeEu3ldPIO6eIN5mrfvbVTcG6YbisbwpmGK6pLkdIrr9iLtK5m7iDFGp3mTHTdJ2p2a3e7m1lXb/vt1p59ZzcV+smwtdPeJ2z0UkF0AFAhTO7kHnDotXz8Xb1m/dIW4azGE3epnmjlc/xm4S+XW7tt2952qw1c96a6dztei6dVTR9TSgiMMNvulmNPu9TRR3tpwtNhS7Y8u1DYa7BO2TumsqiG7F2V305snnLXoL7D5yN37qx/zaSeXa0eRq7DJzr27f5oP7jYWKUD+A25p3r6maXijNePNc7Emel7k1R3EnFcXurf2bDil9yr2XCafT7Bz90xXRzcvcBGp2ZiN1oNtF9U60ANxXqzS7v0YJ0hr+QM/PASnPo37qKCewd4ftxqfuZxpLOVwwDQxztxZ2f69ZndEcRwoM7/0RhPfhnS5ZBFCMmXER3k6DUiLqdEc5SYFDdWuXhb0bstt79fy5Qa5ZOSqmoxw3w986ymG6O6rbQ+3GfldHuaxhuntHuekfBVy99dx6rzvKJf/1LgiGbNNeSfujXsca2gJFZWXtLlLdAmi3ib1t/nitaG7uvgkc3DqVzQf7pn6QfkLuZlDT56iFK6/Phy0F77dR3aqrO1/dftlSR7yapV0tsa7WmPu7aXo2v9wf5HrR/ff+aD9fdUfJ3R/qam41fcv+crXj2iSZVxyZ/NsGZoS3q7gm5v9uA7O9GWT3K/tPt17drRrnH07PXH/UW6/OM4S72xO/aWDWDe5AdC/t2GT8f9TADJgGZqMpvjYwUzdMm+e/Gpjd3+DaenXLIupiylmRrexuD9LklKj0bh8YZfx13Lvj3b67fr8tiRZFt5V2aRReP7ln7taOb242rf/kTo7WB+JCYCtmfb1197RUg4dZqvdHvTq33W7xy0vNQ32ZBF0Uwabnl85ozbeWJybWEbdlExc5BLS2V9FNbr05Md0+nCokOMI1piX0rXOZt0dyo9LumC/RW7aDtTe8Q3dm33u//dTiz3th1LzPTKsGJXVzvtnOB5Q+64FCqgR5t0wBmrcqcJljY/N0WLLFpSwwHRMBQrOTELV3Yoxp1boBausk/yfuTQMsT+R2/9YXfoOUpyAEBKWgjm7sLqC3cWrCCVFqYSB3yK+WqN645tBinFkKb1cx5HJvavilWWil7m2sgOluq9ajbih7qYK4RKp7KXZD4tCNPZsoRYLejLMXqXs34lhnJp9uWg1vedQzAiiMLFE0TCABPbwFUEx35DAnDs/PDpe9xevw7Gy5MCIH3YJZNVvatLK9CKl5AX8gcmu50MrDaKam5a5IKItZ5JJCoag6vKGPW9NGpQr4zOf39ahYiyqmFH4HwvtQAgqwohgFIiEispYiWEACSVWIjJQg5PJmaAETMt1LlNG7lZoqCvV+YqwMlB5eZXUUEgXijHpECYyDrPyBhYT3CkqJSw9VLkLQkwkon8kKxapYQCmohTMkFFQpQLmI6h0/ZLCwvClaCVlirPSOE9XmTIV3j6IgnVy9OZPb1Va34l4BebeQUPnD3zbjHyH7d3SICEGK2S0aY6V9lZ7DSXdpunvZ9z1aaejrn190yCWDf6tDLlBx0yHR29QA4AK/cLm2FXB12ueA6euyFsd3NKefkOH+d5TcTcd+0RuYeRt1cenyUW2XqD8KQNSmHnoPcfZWIwByKXTtJusXLxxais+0NVbeIaO3sFMuIHofYz+SO1v3dWE5mmU1ENWd5ocFLEXdxNU7rXSre4wutgaugW/mw56CCqaeB+MTDAF6oPY0e9HN7kOXIKpcrSsEt9TvPct0m9+iAF5wSr2vyU21eX9BqbeCJbzzyuxxBFhi9xV6t81Q7y6EimP0kmytGtCKvbXlcEzMjioxhgyLDCVswQdHdcVeQ3MxM6GtPe9O0XqtmjAatThTPkoGuPwDNS/TK6QthXm9RvYyAKx4AEowRHlrFWlkCdyAGxC8eVMUqdPXKV+l5M3hNuP69KI1KUcXYvagQVvWKF+kd3vr1bzQQmgDqvuaUmtoQNDRV+pt3LZU2sJlv/KIC/XmyzYk+qxZw82ERXjnHHp7VDOPoFJb8OjX6zfZyB+D1BtZb6FQe9k3iG9BcTXqHVpSerpDcuOQaqA/+G9hDwnAmttuUYXtqpntezjzsP/rC/ScXJse7fW718M+dFxHfbt9fPWGNALruNmJ7Nb3mKfvnQPVD9RWqnmxBPtdcJHRg62LZCSN2B66xpXjL8pZqPRVB6b3Im1P181VdklwKnp5+ewRlg2D9aN33BNw4iAbvI2VPJO3FZrf89pheJSOHyiG/qOYNv3GEp0dgdjXupsjwO3IsXluKpKK3mrGdshgVb9KjCKOFnQ+n5VbSDdLVlRU9g47MYqcFzpQ71/YT2yJJwBhi5+I9vyN9IV3S2wVz4Fq2BbdpZz3161svWn8aITwPjUgwAfWiMnhlp6SrW6LsPt0y9NqzmO3029+8IYZc/rmEvMEaCg4fHTZJzfM1IYIOPpy0Ic5kzrYcx4+mCLG+h6Vp1Zu99uLB4DcW6824hjANCvpMo2vPbMv1p7Xaomzr68b8plHwHXlvaI0s4jePdjyixlYAZQYEnH0hu2+RwJA/+w3DGAsmR57I/Ue4n6V2cVjHB+tJi5aDIdfltns30glNjRTb1gwq9b3iaPfkPdZnEn8+v77w70Y2H5jTZzry0rthcl5j77B/Yj7v/z6+VcR8fOpt47i98fuf22hY7YJ+Pl298vsb/XzNzdu+u1j8/bL3FvXHz8/oJ9Svzv5Lr7eEcNXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC82DpWLOtPFZ1EAFKpYTt4orMyzQtTBRVF1fCaJ4zw+j8+oIwqsFSwB6by4TtMpKCpUSaEQ4lp5cKESscCFiMqSVhCBlZ1OKgpBVsk51UhULhZRAa4gpBQUSwyWa4vyDCwdkg7xj/jOqjiFeH5H8DNc73ZG1MHPiPOQQD5UAs9HVaxYSeXqJKWKIiqEXKTiPIrOjSdRLABBlUIBrIilPAOTT1ohohiTfMlYKZSzUKSQawEKjyWCPA8JEaosHSSrEoiCYmEyvVZiZWpF4TzyKRbFXLkoREWkiI/PrvgAuUhIEbXrSZBLWo9FrQhVUVA9ccSpFcFCfsYRldC5IkGdYXaoCulI1FOoVJ6ACp+xQiuRn5mSVKjHWTi4KlYw4nngWVIpn/Hvjz9pPf9US8fnN6w4QwmxnnmcyTOOz1yFQ8daFTgfdT6ex5PU44mMEgRUxiowTkpOxupUS6e4I2JJXEGtJNaxQDO0YkFHrZycXwQRC6IYi1BnPUOIhRCpqAJyIXgejzNQD62jsB5Pmp6PWod0fCwcqDo+fvDjR+LjqI/Ftb79LY+PJX37Ix8VjzxDj/MBsI6PVXVmLkTUg9B6nKk6Ij8PIiXxeJzFzDyVQhz1OFFkIvBMZjmHFmKmPovimUWWuFSsJ5ULFFQoCQsJLRRCUawl1ZNU/Z+P/70+f/wz9YnPT2RokQtkBZBZeixiBfFxnsFUlvI8BOL45JElsgJHniSPZwDH8wE8oCQUSRVZ+fGEjsrA80FUMpjAA6jjDBxPROh4RsVjHeLHKR1C4MDzgQfXAQjfSo/C8fyoT+Qj8KCOkpASqqDViZauPU+c0hIeWq5cqdOMvhI6i/whIaqohRNFMlASwtlRUSAPJJHOPyQQj1QxQBQDHwyEEA8FGTiiMxsZqITio6BkfjCj8juLyMShSEEBKRk4GBkVZHxkQIcS8eB/Z/FAxYH8IDIeYBKBj0xQH4xvkWTgrBBxIB78lo8klJ1TTyYUXf/rFFsX3BMCI+QCMAWEFBDIycTzr75BBCgUUULslG2UIDCwAAkVVRSqUAL/IqfWhfO9c1mAgisisKIoRBVApeuhFMUQvy19fvztYyWhOIWUE/FBMYqVavGOClY+cRSXeKA1A1kKp1ifQSVWKpbzcYUAJagiCiArLbh7DoRsCeumByByEaUUK90wgDqfTD7/DOozhChiBSuxgsu1EQksotI51+myKoqyTvWrgOJKhWgd0qVTIKoCgRJjIc/sBGgKLEYhna1ZYJ65UziFqCiwwhqb1AoBEQJX8C87L9oJnJO0ab1c7CzQqy4Gnbea6quCYt1SGp1H2cxebvPQqaS6JeldmYEsTiXsl8GrgKOfajJiO/+9OltwUlHnOySKwBIDSgh167twu/GkLnKSYHcGdWfUxqQZa35eD639RJPJuw+7yjj6urta+fYUM6PscoDO9D1KrHCJAoGsLu2IpdQiBaVQYgEh1xNTgiQVsyDlEioQACoghBPsVSmBi6RceAihQmgmzIoKdWpuTT0CWmiyumaSKwxU5LxrdwfovMzrZzU/gShi/Tg/gp8kS9KfoxM9h549U13457TUXE4Rrp7f25hPBIhTINCccDHK1Hvu5ybg8kXArTCge18NdklB55pWAFDlIQFd1QT5vaQo1P6MElXg1KKIAApHqY7zoyi4cwMqyvUSCkFZbungYolYloRFsevbJRUEMRYKARfBh1ruQURNl5OiIE0trtefUC6uAnb5jFz2c/CPI+IpJOqhA/1aZtIu1ORVTTaLnl0iY+LX1F358j3pOwlbMsaUrCX8YBWKCkgxq6aLPvcavCpE0HXG6pcAKBwBgNW50HRauJAkDF4DRmb9ZMlZ6wUeegSAcHW1a67MJQEwSMUUL/BQdFEWu8iBDIAKxIEEXU7ufyezPAUeBJA0m/Vr+gJuN5KXtPLHQYgHoQOMAFWahXeVhXQNmr9zZx22bpiqg3ncq3CAQNfcdLXNJN9Pn4x5sBFY0FWAMKU+c6hGAHYmvAsMdNweEHJBuaZMii0Qqalbh1EpQnyU1uOZYoixCqH5VvvuLtYSIfQKceEgpkbQz3wGlKjQ1XTIR9RWY+k6oz5VlsqLJJfrdFyn3oqVERHAIrG+KXWyrMVmZrvJTrimMmUrgwhO8Um0TonWZWCwWvBiMvuL3WJHiop5bUzZyig/urabtpm7lmXUBvvBAiI1St1ScJf+XLq79SiqawwvLeapoLY+5i7qskyUeLVnMvRoTT/yvkurvijLUbRoFd4lon6q3Qhq6mAuKX+JfRFHLMuoAAKnq+9GTmBO3zUeI7l2Xc0oeD/pfH69I4UbTNhQYOubffzMYTM2pkbiGru2tq9wTBMcNZwbEScQdU2VQTFmyaPrxW3T7ko/zdxrV8VWz4TrqQRNPV2/24XfsAtPrl9nlnSvtPiicVstXscIgJ5nkGfLhZjn3i8+mHCmgjACtSQZzpwn5zWF97nkT99dXxAjHbtEZQrqmsn2gRfdmqkVh0vOQiPcR2QZ5oBiGFax4dAU/DyKlT8eYqhiNSv3de1AmGdVWypWqH4Sw9bwlFQIgYqrCdkwUg2PRpd9zpQTECu6PZJclj9YmyTDekD10KHTapCCqx7VHBvs4jXIEsPcEhUVqGLstYO9Onc/JlEV1iIs0CXgNfWIWV1PiUUkhmt4w+1oBFYWOBSxciqo4ELo+dXqaWqkrUf7FfxqTejYJ/gXbj7k7nLW/+BqS9HE1Wi/fcMb13CU5Z05r1rXXovNw7cFBRFa1cQXINc+w/zgGR3mnyWAqXHeBAd061CGQSu4XrDf97YSbt99Mbf2y+KXLy9NMmv46FYvllKg2s7agMyMjSmuRotJqNSl1EOcOUB78gRdjfGugzUzOPoAc/h1ds9SA5N+nosW6vn107Y60qAIrK4yV2Gh+56NSujK8pn8lq/Y3el8GUOPrvveZL/hlS3dZkKw8cz1PHdC38qdL02tfeG5yGG8321ZmlbawryXlD0KZXMEBbEYOK18yqtVkMv7x44eMNSLtNs9aFi0i2an4Q3V79APMi8QqwEn2GKDghhFkXvhqWuX6Sn+E55BPCsOHQdgB0jfpvU2AaFG3HdDK2kIJ7AqMJaE1b+5opewNrfarG2DIow12ytEUUVUDXtvDS2FWN0TpfqWqjhsjW3B7UdoqSMQduko1CYJrEhCp+zwaOPTkstgEVsEVVQXPtMGhovHidZVdAfNu3ATZsYEm4KbkViz5NyWYMsr0G0IVLbX/qOYgKAfqE88QqtvaC6rRjEmJStQLD/W0AyOZ9xZewDHcBBgs3yifALEaAnViEjQ2GQYA6ylFAG3Lpo2GW7VcFyy7BI5LVS3RcOymwOAQuUuT7niZGVry+b7bqDALfgkdGRGAYcO5PAS9zt2L6PKgYYtpQQ3flSi8k6A+aVsf8QliLIlTKXJA65D0dpq5nOAHhlUgRw/WuOmWUE+BgYV2mpyBFCbdn7abTO0RXfvKjL9GJqY5PRBNctPN9SQWDy2IGxZ6Um6vbV2M08NNwICCoujEmayLpZtqbMfqZ88WvriIn6/9JYJMzFmI5Lb+J1/WtpNFwevx5lDAm3YgwHiiOtleGlv6w13NlG3L5l2I4BkN9t4ZOgeKDdNpksd9YVGN+KL0vFcrm7VMh/NBUoqUHZKWQweTfRZlVHDLDYiuf03XszardKOqsVKy/HVC7Gnu2FtG8bdd/TqOjeTvuGjhd8F3vf3tSvgL1dx6LqDe+QMUVuCkImVxHMxgQ+EKsZx1YslLDu6+1EIiELDXho394uiGQO0ovkCo9QTBcyF92OOm6jB7iCnmdeGXcR0tmQAoCNP08ymeaJ5fv+EIdXV/kbVKleUapy/X85pFKNxnkjmgBokJEmo0eG7Hc6c0yeV+sz7LYZ1pap9jJuv7N9XlapqrXWuc6T+8Kt2h9ar91HP7g2QYmuMWV+4Ef2Crtw8dhu6f2vrYHTLz8v96w8c2GIbN+HC/Wxe5bFFPhz8IU4pKkGMA/gmQbymCrc7dyyQl9K/8H9svNnqo5GoG6XMkTeZ3E8WfavGnhvq1ywuEg9ySWU0Z7+1FrSwOZE6W4BwYKxKyzpslnlh8FhPdo0sE4ASSzXQUjDr1Qgnnhpu80ls5qQgLp9j/0Udm2A3gm5iapTQ1nKXnF6NkmcqtMEk9uwZT/iKJAaPjDq7GMwKQcMBuPm5uVlzi4T7s4AYG3zL1nm/9mQ3k//k5LhhmP6HowLaAOJNKFwW6O3sC2NwX0r9p2b2rltp+wZbJA0b8noeHddTbnW1b7nv06xrlm9GiHn4cayMaTfnbYPvrs5af2N6YV2cPywx3SIv83VLhb2uL8J9AQnbxKWcP+SD8kb4WVPzIpckukyvu7t8Fv/mOlyPhGvOv1Kb8yw3A6JfxxLiZtXPXM2//Ff8Q+MyLuexb94YfZ3TOUG/fPq7A/+R2/4DH349YHT4zw/zX57692/0Gy/iryf88n4/3fC3E/DlmEM/fzIHCeMLit2R0X3rOpbdtphdvr1Kt/psW7bZ7uZMsh3ZxoAZtWHIXhIaeL6fjLO6B+035B9oMfJOhBDCyaQjNKxotuxWiRqII3RXR4On2oYBR9BbSIg++U4PAW1UflkiLfP864adc+EtvRp/YmL2DmyP8H+vkH/w7v9frZCbrrkCVD9d4NIlZrJRdbfDZ3XMEuHol42PxlE20v+OnMZsQZ86eOYuqa+v5mL71D4c+8Q7ONn23rgY/874ooj2YZujfz71Th9eEFU/f/kTkrgw4vWL7n+2HYttZtwU+57469JfLj+449Lm/QK/Pgdul/3tpPwdzuXtN94+4m+Pue43ZtMYO3+HDvPyX5/1ep2ZjfslfvMSv1zl97f78iC//uJxZGfDdEg8RxRHkYcW4Qi8yI6qSSyGIqWVK8pNp6tTOQD7ULlir6GKqFjtAMwxZp3MVZM0lCg3H2/fnr0VxW7Yy3LGSfOvoohwq932BJV7T0spxIOFsir5M3/o3LEip0HP7ghp70lqDOxuFDliHdMUt7Ij/mNENAxrHcJCrFA7he+7hKgDWAS6hbnoRMRZF5wwjRf6AXXjUNC53Naw6E6ehMQop0vSCd0hIrAU7F+nVz2C6Fgt0nG5FBGBUIAJlGN0AVaQ2N5eduJt2ykCSUnuhOwcFRsc7du5+aVbwTbU9PjjxwdKB2qxVueGiHOl2oe6QfTYliCosL8o2BvaYIJ1IOIOkknJPscKhNqhOxb0eJjohosR7RIXKQbDeUzRqn9c3qSOebe5F+H5YidC+gv6ndntHElqUVG52kF0RRKBTonYKJ8gVwDdb9kfRI35yV5kgbESEPtKrgvA9hANZcaS3L2ZsfceoOyKVVAVoe7g2rZdM7E7bld72iFWYsc9iu623GbbXYwPokF3/r7lIIy+9QxV9zUHCNTYmG2DQfvHPlmCGMW/9E0MaG8ZnSI4CVydk3jpKooxzfm7Afy4oFsNOt3kci7WlU85Iqv1tH5KJd2LGcBlg+vrV19QwIDGDYvDvtpCQsmlipm4G0bBDaXfl9dIkX1cOzZ1fzAMbXn9tkXWDXduS1Pc6Glgrw+IK0uOcO5zL+PeM2qoXBP5pKjCuvYPcawnC8I6hNBOuNLkPqtZCG0qqFMDigEnRY7PYOtQ5we4zfy8ucorSZW7K73mPYVC7zkwXKj0H7UqibNQWA896Jxmv7JjLzFyu8BKyd5evxtY4YyarPbzi3tJ9h42jjB6J5+b93bsGCcfTtffXLcYwoi9kFWW+6ErKHDx0MZ0F1aolMbVJkCo7qkvVMAbOABS5coK2avvnRrQ8SIN+JpAnang3F6xM+ATgmhSOF10YivseAFQoWDFjZcxrmlnme5cNQ62Yq0isQrCSR33Ft8YnfELEhpm30vPrqm7Et9L5naOGes64OYT2oCsqVVtTX5ZpT+Nw/uaWUGH9zNBOvWnI5NKMqLo5vZApALUqSS+KRkAPsopp6EUCCWoA4FKhLc+eFgTRnBlZ7QoSEVhFNmOXlmpoxTouybH3RqXQ41peNjs71csEPWjPrR0dD74Gej9fHoyilLHj5uM4mnZ6nUSokQrSPP7YEhzb3sE5PmowOb/1N6mp4UTU6zotHJqh9ba00WAY7ELWfw3qm8mdO/zNtxspLSArsAlwAZpYIO8u3Zp0dBX8f4PFjJ2Umh7h71+91X3FfonL3c370J9nBkj2/u0eWoKkd2BP4DAU+Bdh/wyxJFBI2TmYW76qg3Q3R7+vxi3ncZutzExvuiie6UEoWMCj5oHGyktoowdWkGK+0iD3/JeSayuDxlTv/Mw2sF/XU/oU7SvNWphNFcToLXQNty+Ws/clwRwf/DL9qriBBqcy/arPXlREW1sYbsPtH/Zk4l5zlEVc9+f6PBFufezjh1ye/YvzzCUIcRjAHnUhWMqJFaQPFs+l5wD7ySHRYLflj4ff/1WEag4xaiKShRYDElAuGKLFVKeOipKPBq+F6Fy/jLPABJljWwdMhVUzAKIdXjvMGtluWglTt4rqMBSim7wz6DWkwfOPyvxw/sPcJGVqMDXCqqjREpte1AuAFOh92v6uYKKfZcS+FMFFUawRSEdYygwlTV+I4H6XQVVUl1B9ffHF5/OxTQbr15CgxvbNQdsGXSFLRpW3STSnd1/Flm9VDYi/EUHf0Wg12U31/W6ilHMI35u9+MX6HoXau0x2+/001LQJWqv6bke5yaNfwN790X49V8A7X6fz3+97f3LycXj5F13ftwWYyNDbmJofp3ZvUOPu8jiFjgtrG4S4Saetlj0DzVbXEJ/khm3C9RWn76IYl0PQEzsAKOrb6++ZTluntR5Ld1ezn6g+3TNRI8ZcZ8mNEH71TFyGcC7k8PLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi402QFxtvgrzYeBPkxcabIC823gR5sfEmyIuNN0FebLwJ8mLjTZAXG2+CvNh4E+TFxpsgLzbeBHmx8SbIi403QV5svAnyYuNNkBcbb4K82HgT5MXGmyAvNt4EebHxJsiLjTdBXmy8CfJi4/8ChdpS/IdnmNEAAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=400x500 at 0x7F0C629480D0>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.fromarray(new_image.astype(np.uint8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Copy the boat into the new image"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"for _, row in df[df['labels']==boat_cluster].iterrows():\n",
" new_image[int(row['y']),int(row['x'])] = row['grey']"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=400x500 at 0x7F0C62948FD0>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_image = new_image.astype(np.uint8)\n",
"Image.fromarray(new_image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compare Original to Final"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=L size=800x500 at 0x7F0C6294F410>"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.fromarray(np.hstack([sketch_grey, new_image]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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