Created
September 23, 2017 20:14
-
-
Save harveyslash/6055b8e2c19f6e0f9c95d67997cf6c69 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 73, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "import numpy as np\n", | |
| "from sklearn.feature_extraction.image import extract_patches_2d\n", | |
| "from skimage.util.shape import view_as_blocks\n", | |
| "from skimage.util import view_as_windows\n", | |
| "from numpy.lib import stride_tricks\n", | |
| "import cv2\n", | |
| "from matplotlib.colors import hsv_to_rgb\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "\n", | |
| "np.set_printoptions(precision=3)\n", | |
| "\n", | |
| "class PatchMatch(object):\n", | |
| " def __init__(self, a, b, patch_size):\n", | |
| " assert a.shape == b.shape, \"Dimensions were unequal for patch-matching input\"\n", | |
| " \n", | |
| " self.orig_shape = a.shape\n", | |
| " self.patch_size = patch_size\n", | |
| " self.offset_from_edge = self.patch_size // 2\n", | |
| " offset_from_edge = self.offset_from_edge\n", | |
| " self.a = a\n", | |
| " self.b = b\n", | |
| " \n", | |
| " self.a_padded = np.pad(a,pad_width=((0,0),(offset_from_edge,offset_from_edge),(offset_from_edge,offset_from_edge)),mode='reflect')\n", | |
| " \n", | |
| " self.b_padded = np.pad(b,pad_width=((0,0),(offset_from_edge,offset_from_edge),(offset_from_edge,offset_from_edge)),mode='reflect')\n", | |
| " \n", | |
| " \n", | |
| " self.nnf = np.ndarray(shape=(2, a.shape[1], a.shape[2]),dtype=np.int32)\n", | |
| " self.nnd = np.ndarray(shape=(a.shape[1], a.shape[2]))\n", | |
| "\n", | |
| " print(self.a.shape)\n", | |
| " print(self.b.shape)\n", | |
| " print(\"SHAPE OF PADDED a {}\".format(self.a_padded.shape))\n", | |
| " print(\"SHAPE OF PADDED b {}\".format(self.b_padded.shape))\n", | |
| "\n", | |
| "\n", | |
| " \n", | |
| " for i in range(0, a.shape[1] ): #loop through y\n", | |
| " for j in range(0, a.shape[2]): # loop through x\n", | |
| " self.nnf[0][i][j] = int(np.random.randint(0,a.shape[2]))\n", | |
| " self.nnf[1][i][j] = int(np.random.randint(0,a.shape[1]))\n", | |
| " self.nnd[i][j] = self.calculate_distance(j,i,self.nnf[0][i][j],self.nnf[1][i][j])\n", | |
| " \n", | |
| " def clean_coords(self,x,y):\n", | |
| " assert x >= self.offset_from_edge and x < self.orig_shape[2] , \"X coordinate off\"\n", | |
| " assert y >= self.offset_from_edge and y < self.orig_shape[1] , \"Y coordinate off\"\n", | |
| " \n", | |
| " def _pad_matrix(self, matr):\n", | |
| " offset_from_edge = self.offset_from_edge\n", | |
| " return np.pad(matr,pad_width=((0,0),(offset_from_edge,offset_from_edge),(offset_from_edge,offset_from_edge)),mode='reflect')\n", | |
| " \n", | |
| " def calculate_distance(self,ax,ay,bx,by):\n", | |
| "\n", | |
| " patch_a = self.get_patch_for_coords(self.a_padded,ax,ay)\n", | |
| " patch_b = self.get_patch_for_coords(self.b_padded,bx,by)\n", | |
| " \n", | |
| "# print(patch_a.shape)\n", | |
| "# print(patch_b.shape)\n", | |
| " assert patch_a.shape == patch_b.shape, \" ax {} ay {} bx {} by {} a.shape = {} b.shape={}\".format(ax,ay,bx,by,patch_a.shape,patch_b.shape)\n", | |
| "\n", | |
| "\n", | |
| " diff = patch_a - patch_b\n", | |
| " distances = np.linalg.norm(diff,axis=0)\n", | |
| "# print(\"DISTANCE {}\".format(distances.size))\n", | |
| " average = np.sum(distances)/(distances.size)\n", | |
| " return average\n", | |
| " \n", | |
| " \n", | |
| " \n", | |
| " def get_patch_for_coords(self, arr, x, y,patch_size=None):\n", | |
| " \"\"\"\n", | |
| " Get a patch of at max patch_size X patch_size.\n", | |
| " x and y denotes the center of the patch\n", | |
| "\n", | |
| " :arr: an array of dimensions C * H * W \n", | |
| " :return:\n", | |
| " \"\"\"\n", | |
| "# x,y = self.clip_coords(x,y)\n", | |
| " if patch_size is None:\n", | |
| " patch_size = self.patch_size\n", | |
| " \n", | |
| " return arr[:,y: y + patch_size,\n", | |
| " x : x+patch_size ]\n", | |
| " \n", | |
| "\n", | |
| " return arr[ : , y : y+self.offset_from_edge, x:x+self.offset_from_edge]\n", | |
| " \n", | |
| " def propagate(self):\n", | |
| " old_nnd = self.nnd.copy()\n", | |
| " print(self.nnd)\n", | |
| " print(\"-\"*10)\n", | |
| " for i in range(1,self.orig_shape[1]): # loop through ys\n", | |
| " for j in range(1,self.orig_shape[2]):# loop through xs\n", | |
| " current_pos_distance = self.nnd[i][j] \n", | |
| " \n", | |
| " horiz_x = j - 1\n", | |
| " horiz_y = i\n", | |
| " horiz_dist = self.calculate_distance(j,i,self.nnf[0][horiz_y][horiz_x],self.nnf[1][horiz_y][horiz_x])\n", | |
| " \n", | |
| " vert_x = j \n", | |
| " vert_y = i - 1 \n", | |
| " vert_dist = self.calculate_distance(j,i,self.nnf[0][vert_y][vert_x],self.nnf[1][vert_y][vert_x])\n", | |
| "\n", | |
| " best_dist = min(current_pos_distance,horiz_dist,vert_dist)\n", | |
| " \n", | |
| " if best_dist == current_pos_distance:\n", | |
| " best_x = j\n", | |
| " best_y = i\n", | |
| " elif best_dist == horiz_dist:\n", | |
| " best_x = horiz_x\n", | |
| " best_y = horiz_y\n", | |
| " elif best_dist == vert_dist:\n", | |
| " best_x = vert_x\n", | |
| " best_y = vert_y\n", | |
| " \n", | |
| " rand_d = min(self.a.shape[1]//2, self.a.shape[2]//2)\n", | |
| " \n", | |
| " while rand_d > 0:\n", | |
| " xmin = max(best_x - rand_d, 0)\n", | |
| " xmax = min(best_x + rand_d, self.b.shape[2])\n", | |
| " ymin = max(best_y - rand_d, 0)\n", | |
| " ymax = min(best_y + rand_d, self.b.shape[1])\n", | |
| "\n", | |
| " rand_x = np.random.randint(xmin, xmax)\n", | |
| " rand_y = np.random.randint(ymin, ymax)\n", | |
| " val = self.calculate_distance(j,i, rand_x, rand_y)\n", | |
| " if val < best_dist:\n", | |
| " best_x, best_y, best_dist = rand_x, rand_y, val\n", | |
| " rand_d = rand_d // 2 \n", | |
| " \n", | |
| " self.nnf[0][i][j] = best_x \n", | |
| " self.nnf[1][i][j] = best_y\n", | |
| " self.nnd[i][j] = best_dist\n", | |
| " print(self.nnd)\n", | |
| " print(\"_\"*10)\n", | |
| " print(old_nnd-self.nnd)\n", | |
| " \n", | |
| " \n", | |
| " def get_loss_value(self):\n", | |
| " return np.sum(self.nnd)\n", | |
| " def clip_coords(self,x,y):\n", | |
| " return max(x,0) , max(y,0)\n", | |
| " \n", | |
| " def reconstruct_img_alt(self, patch_size=3):\n", | |
| " if patch_size is None:\n", | |
| " patch_size = self.patch_size\n", | |
| " \n", | |
| " padded_nnf = self._pad_matrix(self.nnf)\n", | |
| " b_prime = np.zeros_like(self.a,dtype=np.uint8)\n", | |
| " \n", | |
| " for i in range(self.a.shape[1]): #traverse down a\n", | |
| " for j in range(self.a.shape[2]): #traverse across a\n", | |
| " \n", | |
| " #get patch around (i,j) in nnf\n", | |
| " nnf_patch = self.get_patch_for_coords(padded_nnf, j, i,patch_size=patch_size)\n", | |
| " warped_patch = np.zeros(shape=(3, patch_size, patch_size), dtype=self.b.dtype)\n", | |
| "# print(\"**\"*8)\n", | |
| "# print(nnf_patch.shape) # (2, 3, 3)\n", | |
| "# print(self.b.shape) # 3,200,200\n", | |
| "# print(warped_patch.shape) # 3x3x3\n", | |
| "\n", | |
| "\n", | |
| " #warp the patch with pixel values from b according to nnf locations\n", | |
| " for p_x in range(nnf_patch.shape[0]):\n", | |
| " for p_y in range(nnf_patch.shape[1]):\n", | |
| "# print(self.b[:, nnf_patch[p_x], nnf_patch[p_y]])\n", | |
| "# print(\"*\"*10)\n", | |
| "# print(warped_patch[:, p_x, p_y])\n", | |
| " warped_patch[:, p_x, p_y] = self.a[:, nnf_patch[0][p_x][p_y], nnf_patch[1][p_x][p_y]]\n", | |
| " \n", | |
| " #average the pixels in the warped patch to get the reconstructed image's pixel\n", | |
| " averaged_patch = warped_patch.sum(axis=(1,2))/(patch_size*patch_size)\n", | |
| " b_prime[:, i, j] = averaged_patch[:]\n", | |
| " \n", | |
| " plt.imshow(b_prime.transpose(1,2,0)[:,:,::-1])\n", | |
| " \n", | |
| " def reconstruct_img(self,patch_size=3):\n", | |
| " if patch_size is None:\n", | |
| " patch_size = self.patch_size\n", | |
| " \n", | |
| " img = np.zeros(shape=(3,200,200),dtype=np.uint8)\n", | |
| "\n", | |
| " for i in range(200):\n", | |
| " for j in range(200):\n", | |
| " t_x = pm.nnf[0][i][j] \n", | |
| " t_y = pm.nnf[1][i][j]\n", | |
| " patch = self.get_patch_for_coords(self.b_padded, t_y, t_x,patch_size=patch_size)\n", | |
| " average_vote = patch.sum(axis=(1,2))/(patch_size*patch_size)\n", | |
| " \n", | |
| " \n", | |
| " # print(t_x)\n", | |
| " # print(t_y)\n", | |
| " # print()\n", | |
| " img[0][i][j] = average_vote[0]\n", | |
| " img[1][i][j] = average_vote[1]\n", | |
| " img[2][i][j] = average_vote[2]\n", | |
| " # print(y[0][t_y][t_x])\n", | |
| " # print(y[1][t_y][t_x])\n", | |
| " # print(y[2][t_y][t_x])\n", | |
| " # print()\n", | |
| " # print(np.unique(img))\n", | |
| "\n", | |
| " # print(img[0,j,i])\n", | |
| " # print(img[1,j,i])\n", | |
| " # print(img[2,j,i])\n", | |
| " # print()\n", | |
| " plt.imshow(img.transpose(1,2,0)[:,:,::-1])\n", | |
| " \n", | |
| " \n", | |
| " def back_propagate(self):\n", | |
| " old_nnd = self.nnd.copy()\n", | |
| " print(self.nnd)\n", | |
| " print(\"-\"*10)\n", | |
| " for i in range(self.orig_shape[1]-2,0,-1): # loop through ys\n", | |
| " for j in range(self.orig_shape[2]-2,0,-1):# loop through xs\n", | |
| " current_pos_distance = self.nnd[i][j] \n", | |
| "\n", | |
| " horiz_x = j + 1\n", | |
| " horiz_y = i\n", | |
| " horiz_dist = self.calculate_distance(j,i,self.nnf[0][horiz_y][horiz_x],self.nnf[1][horiz_y][horiz_x])\n", | |
| "\n", | |
| " vert_x = j \n", | |
| " vert_y = i + 1 \n", | |
| " vert_dist = self.calculate_distance(j,i,self.nnf[0][vert_y][vert_x],self.nnf[1][vert_y][vert_x])\n", | |
| "\n", | |
| " best_dist = min(current_pos_distance,horiz_dist,vert_dist)\n", | |
| "\n", | |
| " if best_dist == current_pos_distance:\n", | |
| " best_x = j\n", | |
| " best_y = i\n", | |
| " elif best_dist == horiz_dist:\n", | |
| " best_x = horiz_x\n", | |
| " best_y = horiz_y\n", | |
| " elif best_dist == vert_dist:\n", | |
| " best_x = vert_x\n", | |
| " best_y = vert_y\n", | |
| "\n", | |
| " rand_d = min(self.a.shape[1]//2, self.a.shape[2]//2)\n", | |
| "\n", | |
| " while rand_d > 0:\n", | |
| " xmin = max(best_x - rand_d, 0)\n", | |
| " xmax = min(best_x + rand_d, self.b.shape[2])\n", | |
| " ymin = max(best_y - rand_d, 0)\n", | |
| " ymax = min(best_y + rand_d, self.b.shape[1])\n", | |
| "\n", | |
| " rand_x = np.random.randint(xmin, xmax)\n", | |
| " rand_y = np.random.randint(ymin, ymax)\n", | |
| " val = self.calculate_distance(j,i, rand_x, rand_y)\n", | |
| " if val < best_dist:\n", | |
| " best_x, best_y, best_dist = rand_x, rand_y, val\n", | |
| " rand_d = rand_d // 2 \n", | |
| "\n", | |
| " self.nnf[0][i][j] = best_x \n", | |
| " self.nnf[1][i][j] = best_y\n", | |
| " self.nnd[i][j] = best_dist\n", | |
| " print(self.nnd)\n", | |
| " print(\"_\"*10)\n", | |
| " print(old_nnd-self.nnd)\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 74, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "(3, 200, 200)\n", | |
| "-\n", | |
| "(3, 200, 200)\n", | |
| "(3, 200, 200)\n", | |
| "SHAPE OF PADDED a (3, 202, 202)\n", | |
| "SHAPE OF PADDED b (3, 202, 202)\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 309.731 ..., 328.619 375.676 312.306]\n", | |
| " [ 359.224 323.301 303.774 ..., 316.346 347.248 362.339]\n", | |
| " ..., \n", | |
| " [ 358.056 316.718 308.427 ..., 32.023 390.281 137.499]\n", | |
| " [ 338.58 303.296 431.028 ..., 239.581 46.449 409.924]\n", | |
| " [ 332.758 295.513 311.668 ..., 243.867 411.013 395.922]]\n", | |
| "----------\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 319.543 324.663 312.306]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 308.994 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 95.599 94.941]\n", | |
| " [ 338.58 8.459 9.852 ..., 93.518 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 86.431]]\n", | |
| "__________\n", | |
| "[[ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 20.81 ..., 9.077 51.013 0. ]\n", | |
| " [ 0. 0. 14.535 ..., 1.409 38.254 53.479]\n", | |
| " ..., \n", | |
| " [ 0. 310.613 297.421 ..., 0. 294.682 42.558]\n", | |
| " [ 0. 294.838 421.176 ..., 146.064 0. 333.623]\n", | |
| " [ 0. 287.442 304.413 ..., 166.261 337.308 309.492]]\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 319.543 324.663 312.306]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 308.994 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 95.599 94.941]\n", | |
| " [ 338.58 8.459 9.852 ..., 93.518 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 86.431]]\n", | |
| "----------\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 319.543 324.663 312.306]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 308.994 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 85.919 94.941]\n", | |
| " [ 338.58 8.459 7.759 ..., 78.467 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 86.431]]\n", | |
| "__________\n", | |
| "[[ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " ..., \n", | |
| " [ 0. 0. 0. ..., 0. 9.679 0. ]\n", | |
| " [ 0. 0. 2.093 ..., 15.05 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# test_a = np.random.randint(low=0,high=10,size=(7,100, 100))\n", | |
| "# test_b = np.random.randint(low=0,high=10,size=(7,100, 100))\n", | |
| "\n", | |
| "x = cv2.imread(\"/Users/harshvardhangupta/Deep-Image-Analogy/notebooks/aa2.jpg\")\n", | |
| "y = cv2.imread(\"/Users/harshvardhangupta/Deep-Image-Analogy/notebooks/aa4.jpg\")\n", | |
| "x = cv2.resize(x,(200,200))\n", | |
| "y = cv2.resize(y,(200,200))\n", | |
| "x = x.transpose(2,1,0)\n", | |
| "y = y.transpose(2,1,0)\n", | |
| "\n", | |
| "# x = x / np.linalg.norm(x)\n", | |
| "# y = y / np.linalg.norm(y)\n", | |
| "\n", | |
| "\n", | |
| "# y = x\n", | |
| "\n", | |
| "# x = x[:,:7,:7]\n", | |
| "# y = y[:,:7,:7]\n", | |
| "\n", | |
| "\n", | |
| "print(x.shape)\n", | |
| "print(\"-\")\n", | |
| "# test_a = test_a.transpose((2,0,1))\n", | |
| "# print(test_a.shape)\n", | |
| "\n", | |
| "pm = PatchMatch(y,x,3)\n", | |
| "pm.propagate()\n", | |
| "pm.back_propagate()\n", | |
| "# pm.reconstruct_img()\n", | |
| "# plt.show()\n", | |
| "\n", | |
| "\n", | |
| "# pm.propagate()\n", | |
| "# pm.back_propagate()\n", | |
| "# pm.reconstruct_img()\n", | |
| "# plt.show()\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "# pm.propagate()\n", | |
| "# pm.back_propagate()\n", | |
| "# pm.reconstruct_img()\n", | |
| "# plt.show()\n", | |
| "\n", | |
| "\n", | |
| "\n", | |
| "# pm.propagate()\n", | |
| "# pm.back_propagate()\n", | |
| "# # pm.propagate()\n", | |
| "# # pm.back_propagate()\n", | |
| "# # pm.propagate()\n", | |
| "# # pm.back_propagate()\n", | |
| "# # # pm.get_loss_value()\n", | |
| "# # pm.propagate()\n", | |
| "# pm.reconstruct_img()\n", | |
| "# plt.show()\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 75, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 319.543 324.663 312.306]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 308.994 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 85.919 94.941]\n", | |
| " [ 338.58 8.459 7.759 ..., 78.467 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 86.431]]\n", | |
| "----------\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 313.81 279.999 279.864]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 278.56 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 76.614 83.498]\n", | |
| " [ 338.58 8.459 7.759 ..., 78.467 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 85.554]]\n", | |
| "__________\n", | |
| "[[ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 5.733 44.664 32.442]\n", | |
| " [ 0. 0. 0. ..., 0. 30.434 0. ]\n", | |
| " ..., \n", | |
| " [ 0. 0. 0. ..., 0. 9.306 11.443]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0.876]]\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 313.81 279.999 279.864]\n", | |
| " [ 359.224 323.301 289.239 ..., 314.937 278.56 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 11.006 ..., 32.023 76.614 83.498]\n", | |
| " [ 338.58 8.459 7.759 ..., 78.467 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 85.554]]\n", | |
| "----------\n", | |
| "[[ 246.84 337.1 330.472 ..., 320.021 325.149 371.036]\n", | |
| " [ 388.5 135.505 288.921 ..., 313.81 279.999 279.864]\n", | |
| " [ 359.224 293.925 289.239 ..., 300.283 278.56 308.86 ]\n", | |
| " ..., \n", | |
| " [ 358.056 6.105 9.026 ..., 32.023 76.614 83.498]\n", | |
| " [ 338.58 8.459 7.759 ..., 78.467 46.449 76.301]\n", | |
| " [ 332.758 8.07 7.255 ..., 77.605 73.705 85.554]]\n", | |
| "__________\n", | |
| "[[ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 29.376 0. ..., 14.654 0. 0. ]\n", | |
| " ..., \n", | |
| " [ 0. 0. 1.98 ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]\n", | |
| " [ 0. 0. 0. ..., 0. 0. 0. ]]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "pm.propagate()\n", | |
| "pm.back_propagate()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 76, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHOVAjkrhKEc5yoEclcJRjnKUA/k/gx83n7rDT7kAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x10c6a28d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "pm.reconstruct_img_alt(patch_size=3)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pm.propagate()\n", | |
| "pm.back_propagate()\n", | |
| "pm.propagate()\n", | |
| "pm.back_propagate()\n", | |
| "pm.propagate()\n", | |
| "pm.back_propagate()\n", | |
| "pm.reconstruct_img(patch_size=3)\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 160, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/x/wt763r1rzZgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x118ea50b8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x117bc62b0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm8ZcdV3/tdtfc5d+p5VKtbUkutecCyPGFZYDwbB2wT\nXvzsgPOS8IwT4jA4nwcO+YRAeOQZPmAwAcyznxOCSXDMJwFsYrCxjUd5kGTJ1txST1JLLXW3eu57\n7zl771rvj6rau/Zwzr23u2Vd+NzVve/Zu+bxV6tWraoSVWWFVmiFViiQea4TsEIrtELLi1ZAYYVW\naIVqtAIKK7RCK1SjFVBYoRVaoRqtgMIKrdAK1WgFFFZohVaoRs8aKIjI60XkYRF5VETe82zFs0Ir\ntEIXluTZ0FMQkQTYDbwGOAjcAbxNVR+44JGt0Aqt0AWlZ4tTeDHwqKruVdUh8FHgTc9SXCu0Qit0\nASl9lsLdDjwefR8EXjLKca/f18keoHDJzisBmJ6eBuCxvQ8ymLf0JoRhlmN6M6QMXCSXXsWRx/Zw\n8a5r2f3QtwG4+trv4pGH7mVywmXt4kuv5tGH7iPpJVirXH3tTQAc2PsQAIVMkOiA2cwwlWaIGLKs\nYG5uyMzMBHleUMgExs4799rn+huu474HHmIqzTEyxdq1fU7OFWSzp+hNrqbIB1y0bQd79+xzeZkU\njBEu7VvuP57zvJufz4ED+xA7j7WW+TPzFAj9iV5ZJppOo8OzTPRTLtu6EVm9FYCHHtjNtddfzZMH\nHyMbzgIwNyhIjWW+SCkGQ9at6XPplnXsOTIP+Sw5faZ7BZdefi0A+x66j8uvvZH7vn0vpt/n6it3\n8djjBxmceoaZNas4OWu55qpd9Pt9AB546GGKubNMrlnLzlUZe47MMznVZ2D75HnOhMnp91LODgUA\nY+e55vrnsX/PA2xZvZo0O8ljsylWeujwLPSm6RfzXHKRq+ODzww4cybnxufdxP49D1KYSbLZAf1+\njjEGIwnDbMhQXXquv/YaHtvn6m9+PmNyskdR5OSFYmWSDevXceboU8zh3V93DXvvv4ciMQxtH8nO\nsmbtKk6dsUgvwaglmz/LjTe/gD37XJ0ldg6As7Mw0U8ZWsWqpdfrMZ3kWM05m/WY7rtxdXZosVnG\nqmlfBmI4MzBs2bCeTVu3sH/PA+zcdT379zzo6ixP6DFk247LefKpQ8zPZ2yYmSYT5WI9zcF8grNn\nB9z0PNdeZ48fJe33efSxJ1gznXDm1CzX3nSzq58HH+L6667lkYfuJU0T534OsnzI2tU9jBjmbY8z\np04eVdXNo/phoGcLFBYkEflx4McBLt00wYEj889VUlZohf5O01133cVdd93FO9/5zgOLcf9sTR+e\nAC6Jvnd4s5JU9YOq+kJVfeFZVj1LyVihFVqhpdKzBQp3AFeJyOUi0gfeCnx8lGMdnn2WkrFCK7RC\nS6VnZfqgqrmIvAv4FJAA/0lV7x/lfq54zmYxK7RCK9SgZ603quongU8uxm1PimcrGSu0Qiu0RFrR\naFyhFVqhGi0LUJjoL4tkrNAKrRDLBBTC+vkKrdAKPfe0LEDh1KmTz3USVmiFVsjTsgCFo08ffK6T\nsEIrtEKelgUo9CdnnuskrNAKrZCnZQEKG1ataDSu0AotF1oWoDCxZv1znYQVusA0Ozv7XCdhhc6R\nlgUo7DuwqH0aK7RMaDEdPuxyXaFnl37jfb91wcNcFqCg86fG2r/0la/7DqXk7wbd+KKXPavh/13r\n8G9/4/UXPMwbbrn1gofZRf/q3T99wcNcFqAwyMdrW3/1c58aafez7/k3Fzo5F4R+4g03jLV/6a5N\nAHzP63/ggsd93x1fueBhBnr1iy591sI+F4q5lscee2zJ/t/51hfykY9f+APB7v/m7Rc8zO8UPSvH\nsS2VZmZW69mzp5/rZKzQMqaPfOSPePvbf/S5TsbfSorOU7hLVV+4kPtlwSms0Aqt0PKhZQEKV67L\nvyPx/OFH/mhBNzdddREAz3vRbc92cp51es1Lr1iUu3Nhu7/T1OQS3rbA9KxJi8njO/7+zUsK8+8q\nLYvpwxVXXKF79+6tmV3/gpcC8MBdX30uklSjt7z2u/nYp7/2HY1zdnb275xA728z3XDLrX9r5QRL\nnT4si9NNTp94qmU2DgxUFWtt7Tl69CgAGzdu5OjRo2zatOmCpe8P/uxzCy7DLRTnUtP0oz/4fP7o\nE3cv2v2/fPut/MeP3M6tr/p+bv/sXy7a37nSPffcw803L++R9d0/9r0AvO/DXzzvsO748meWte6F\niLhDbo1j/sO7iCw9rOXAKVy/ZUIfODxYtHtrLVmWMRwOGQ6HzM7O8tP/188D8Ju/9iu89s1v5dN/\n9tHzStPBgwfZsWPHot1/4Ofewj//1Y+1wgDYsWMH73rH/87vfOi/n1ealpK+N7717Xz8ox/ptLv0\n0kufkynDQmleaplf6Pi/07SY9ISBJAx6XaSqJElCv98vT+AO72maLplTWBagMDk9o/Oziz+nMc9z\nzp49y5kzZ8rfwcCByoXKz0/8y5/h9/7jb55XGH/x/p8E4Ad+6rfPOYw9e/ey64q2bOAXfuat/Pvf\nPD/g+8Wffhu/+Ft/fF5hBPr5f/cf+A+/9PNj3dx8883cc889I+1//9fewT/72Q+dVzpGlRfA7773\nX/Av3vO75xX+haRf/Xf/kp/7pf943uGoKmmaMjMzwyq/ZWBmZobVq1czOTn5nQMFEbkE+ENgK6DA\nB1X1/SLyi8A7gCPe6c/7o9lG0uYtm/XI4SPjnHD77bdz661OIWQwGHDs2HGeeeYZnjn2DMeeOcaZ\nM2cAsKosxDHde/+D3HTD+SmsfOJ9/5zLX/9T3Hj9tYyK7vf+sxNs/sQ/OcelNIE//vOP87Y3vfHc\n/I+jqNrf/6H/zE+9458wMiPPJS3UPBtp/rXf/n1+9if/2fmFuVBcz/04WqOiKOhP9Nm4YQMbNm4E\nYOOGDWzZsoVVq1Z9R0FhG7BNVb8pIquBu4A3A28Bzqjqry82rE3rp/Xo8cXP12ZnZzl06BCPH3yC\ng088wcGDT3Ls+DEArB0FCkqo1Ufu+FOuetEPhZx094WWoTPYu/8AV+y8DIBj936KjTctQdtSYN/+\nx7h856VNY3SBlrb3wGNccdmlXQm7QFSVz+JpRNldIHrjD3w/H/+LIB8ZVT7nkoJ2WPv3P8bOnV2K\nWdJyL2O+FhPXklyNy7a3y/OM6ekptm/fzvaLLwZg+/btXHbZpWzYsOE7J2hU1UPAIf9+WkQexN0M\ntWQazC3NfVEUzM3Nc+LkSZ4+fIS77vk2at3hr4W1XriiI+pLSDbfwt79B8rvpn3trWG9d+++ym71\ntZz04YzAkJZB/4mvs69mPrrRaBTGVvMg+8otIqPTDMrP/INr+c0/eagjxGqo+9h//UPe8iP/yEev\njWDGNfS2XZfrex94lC2b1rN1ixu5Hti9h+uvvpKlgM/7f/eDgCKNInr6yBG2bt5cizx28vThZ9i6\npS7UvffB3dx03VX1gMomotzz4KML56pezCOpDSNw+MhRtmzeFNksJrB2SIdOnGDbunWRTyUbDlm1\nagZjEqYmJwFYt24teX5uS/0XZPVBRHYCzwe+DrwMeJeI/CPgTuBfqerxcf4np5aG9qrKcDjk7NlZ\nTpw8xTe//QAXbdkAwFNHjrNl49qR7U7Kv9L4puWn3kfc1/Sq1Tx9+GjDXaNSpXsEFQH6u+DIUUJl\nnzx1mrWrV9c4Be3w/DSbgRBvM/z613t+9yvtZhY5EYWXv+YNkWVXo+zMQYdZt+mWTa7hPn34GQA2\nrlvXKrex7Hiokhi0/O81Gw7x8JGumF1NHDt1gmaH2rJxQ0e9BVK2bVrH00eOdtp2+1kaXb/hSR4Y\nM0Nuc4pSB2xPBmr5UJThYMCauTnWr1vP6c1uGj03P09RnNsp6ecNCiKyCvgfwE+r6ikR+QDwy7jc\n/DLwG8A/7fBXXRt36dL06VWVoigYDDNm5+a56orLePzJQwAkieH4ydN0cwpSgkB9qUY63oimIdJh\nFtto41vC/8iftDkPVW69fMDte12T0CgQbaWmnoNG6C130AaX2qeGGLSRg8pxDXoagV1z5U4efnR/\nsGzFUPX3KJQoiLzISZPq7szBMGOiX33H4Zag69P8jVOrAdf4d615mj2nLiqB+6U7T3H76bWcPH2m\nI6w6uMQcyGh8qsBFuljHDlbFMar1cv3qqTVlmrvyuOTpg7dUIBsMEBFm5+YYDIaAE8afq2jgvEBB\nRHo4QPivqvo/AVT16cj+Q8BfdPlV1Q8CHwTYsnFmyam3XlchzwuGWV4WRpYXVccdOfJLq3OJN2+6\nbbaD7vFTa26lAQoigpEADFo2M1Xliw+DZYhq3GRbvEcjrY7TmZhyy0+DuWFnAnVEgqvOEMcSv3eU\nDXWg+tYDjyyYys5ERZ9FkZVGN123i29HLHzdd70zo8qLLp/njn2TPHB0AzD0dSd8fvcUkFGn0PE8\nMGhV1c2pyUiSkR+jTTsG/6ZhnRkYM7XS5qeW5sNhRpblZFlBUVhnbM9dGnrOas7ihtoPAw+q6vsi\n822Rsx8C7jvn1K3QCq3Qd5zOh1N4GfB24F4RCYvPPw+8TURuxmHbfuCdCwW0bceVC0d23Wa+8mA1\nKYtZUpEI+aORukal2MCPYx3ThzKMZhzImBUNF6YA+vR9mIturLgC78cAialzC6Ce24FCwQIB3K3G\nzK5Uo0SDbRnOD2vprlLVnr7UikLiALsEX83vxtjfwXaP9FrzO3o+c+9DeyoBcYdvaXAyd+6fqnNw\nrTlKI28aODQB0aoopZ6vOJZvfPmzvPi2V5VBSEeZNKnL1HFs3eUstWmuUOf4G1OvyPLiS7bx5ONO\nEzi0tXNQXuyk81l9+DLdZbCoq+Ji2rtn34JuYkAI5ABAfYF0dPZGJ68EgMKee+8A4MrvenHlWOpN\nqvrtEhxWrJ6IYgDZdiPGCImA8VMGACOQGEgFDww+BIXcKoWFXKHw8/ZcFWsF66PRqGVsyx7jUG+U\nDKY7D53uRoJB0904486uHlmNAYSIVOopakYjLZOmxEXomhI23VfgUjWMOFXa+H7J974aMfV0L7QI\nW+W1khW4ohgFF4sJL3xUA8Shg08j4nPjp06jB6+l0bLY+3DNtVefo8+gk6A1TsG/tUGBCjRiMKgz\nDWHGHvttl3RsYnxnT8RxBKlxv4lxNZgIpEYcKBgPIBJAwT2ZhcyzCrmFTDwHoaBajZNP9S9dsGGO\n4xLqORizHNqZZ+EHX/dKPvGpz7ZCar5Vn+0SdF2zkrdX5d+GhUpeMwLIpP49umzEx9gWfIaQaz5H\nrIgsChS0dDzGYQcgaK3fx0msGzQ4NccphHZ8/qiwLEBh/54Hz9FnGKmjhhXXRRcoBA+NcLoRtgq0\nq3ICeARASBPoGeglQi9xQAABFJyd4yIqUWKhARBg6FeQhgUMCiXzgFHYccLH7mQ3x7c6NTtX/Xvc\n+PWJT3+2UVZdsNku+NKVUnaIOEfNUbrJo0nMMrUrlLZFNQCol+bFtSiNXHZ2vg5aiOuJkyMi2NYK\nQFjJMO3VgTh7nYxcg/sITkL77+CSz4WWBSjs3HXd0j3FBRGvGowFhXhZsNGQpF3dUmsClY3xo3wN\nEEwABOgn0E+FcEVmapTUODdhChEkvBY3hcisMHSCYwa5kuYwXziAyEXINcgcWj1iRPmMa76VqXZA\nwPjRsG0rCN+9a8jX9vTHpiXipWvgrCVfElWe44s9GHgfNY6iqtx4MhGnzm8YxNouUOzK5cI9aQyM\ntGw2sI9jcnmnlOSFl8xy5+NTbc8LzOp8sdSCE98HLhCjsDwOWTmwdzyn8I6f/Bcj7cJoHbAhAEUA\nh4q1ksqOulnQISgnDt6uVuBR+Nn+b/qtqu5JjJAmQi8R+okwkQqTCUym/unBVPx486keTKewqies\n7sPqnrqnD6v6ykxPmUqVfqqkRkmMa+j1tMdPlK9W3usPUuWz/dAIf7xfgK/t6TfqopEW4Nt3fKle\nT6EO47h8PRgRN81idB7CXDr+Nxjm5YDxXVtP8l1bT7pwjTj5gBHCNuPR+Xf20vpn3CNmUWV7TK5o\nx+H/3fX4jA+v8W9R9dWs92qcC2V9PrQsQGGhPd8f+u2Fd7aVDTIahUKBbrCT7QKOfLY6GVUF0lEB\n/ctvcfIDcSN/aqTkEm659RX0E2VVz9JPlH6iTCQwkcDc7GkmUqmeBCYCQKQw3XPPTA9W9d0z3Xf2\nE6mbnhjxwGC6O3PolVX648bkGnSzocaZq9xV7kc31DogVy1SmpWCCNz8ku8pAaOWBqoyDwLaWgdt\nxPu914xO0+RErwT3bz21jm89ta6VP0S4ZPLJEZ3Nvd92+eko/1U5hIyOBtMxYDzCX/B4yyXDBcBg\ngXiX0OfG0bIABWvtOft1jdLUIDM0tDD2H0+GDTSuV9w3v/wZYg5BBG7dbluNXmpA4KYL/QTf+WHC\nwO47P0ffKNmpQ/SN1p4t61Y78AhTiWjKMZHguIskAIP4x31Ppi6uNMFxKCLl6NfVuJF2Pis3JjIz\nDTdmkQ2xCrO7kY4GnjbQRp2mMWo2AUFE+PIjAiQjOmRHp6x4wJKDOjjY3l02/t9X9q0ZEXbAhWhY\njofnuA1Gzy3bT3SWQ1x+dz8x6c0NL7ps0KqbcXXgEnVhaFnIFHqT6xZ2NILue/BhVq9fjTwZw4Dv\nGBHX4L6qv/Fo9oLveU2rTL/6pInqXcvlxTqH4Du4KD3PFfSN0hPor91CKg7sUoFEhAQlEam1oUCO\ns3WmibolzDBdWD0pHD7r5WwF/MiOST5yYIB6wdsovcIyDqnnnI6vceYjm1tDHNHps2H46utm+MyD\no8/OaKa5ZlZTJe4Q1Y9N8ML5unzqEPvmLq4MtGozDfUB/9MIwac5z3LSXlqL4e5DG8DEJvFac1uQ\ncOfjU2UbHkuqFehF4HA+ELEsOIXh7Nj9UiNJEG68/lrOnDhN6L51Vg2P/nWwaLJcdW6gPeqVy40C\nPXEcwWSiTCXKVGJZ15tn0uT0JadHTkpGojmiGaIZ2BxsjtrCPWpRtQTdZltY7tv/TBWHgYlEmOoZ\nZnqGzVs2Mt0XplK4iGP894NzdU5hLLfQMQrXRvlGnuke5dsjE7Uyascf9YDI7jMPzbaH3c64qvBr\n9dqsu45RvDmA1+1Hj7j75y9uuWumbzT3U0Wc9ntR2QbOoiNRQeJs6v5HtcOuNPzDt/5vUTlVwZ8P\nLCwLTsEk54hNUY2HQtmyYSNHjh8vrQMo1DxFA1i5Hi915A8DlQEMQuo10noG+kaZMEo/sUyYjLvv\n/jYvfP6NGLUYq4iq6+9+JLDGrSBYY7CmquQwf37oiRNcf9mGcsAQ8RqQHsTOHjvGTOqWL8/oeno5\nWLQMP4xkcT7jcXZDsZdjSfs0olA+JY1ai2wOiDXDsNTX9igS12tj9b0jns6o4zSVVSVjkzuWOvKi\n2sxTZTmSEemKuGt7a6O9RY7jFDgTq4gZ1RdCCuu5/uOP/WkJnLW6PA9aFpzCCq3QCi0fWhacwkJa\nOa/4gTfzN3/xZ5125SjlUfLIiRPRlCE4anAL0beIoKolpxEje3gStFRE6hnLhFEmjKUvBYlaXnzz\ndYgOEGsBi/Ue1YeZR6xfecquFxYaI1yxdTVZXtRP4lUnUOwZ0CRSckqc5uPzL5vna/vdEfC5deXQ\nNXIKcDy9YgRL2Vaeqa/5NwKq+dKaq6YP8eywat11LbgFRrbKVjvTL5W1/4lG307uZkQ8ozJafnUr\nYK+amuTM3LwzMTJ+Z2LFEHQY+DaX1FmisaVTcpUVezmKY1sqLQtOYW5u/EnOowChLLx4nmViyfqI\n+XX0fPC3fq29vBfNYY04PYSagFEsPSlIyUk0w9ghUgyhGKLFkCIfkmVD5ocD5ocDZucHnJmb5/Ss\nf+YGnJkbcmZ+yNn5jNlBxtwgZ5AVDLKCLC/IC3d0vVDJGfpeMSo1yl0HJvit976X33rve8s5a8h/\nbUq1+Ml2rby658EhHmphd8kdBoMha9eubtVD7LcK0v0zEq/b+xr27q3VVvw1tjkyWz09VavDLtnA\n+3/t/x4jG4jKq2xn7XycnR9UYWijHY584ijGuemqm7af0q6R1POhZcEp5MV5LEkGmA+/mUV6wrRR\n5qwHBLzgS20Yokr/73z3z2HKuW8doYVKDpR4RE6wJBSI5qAZaIbaHDRH1fKuX/8T3v/uH8aqUngQ\nL6xSWKe3JyYhSRISzzGkxpAmhl6S0Os5D/1eQmohsZAkYH03CZqTbm+F8jP/+j0+neF8f+H5m45x\n99ENI0prJB+wyMIeZyy178nJCU6dOuMarGrNZaiD5pgsQfm/QwU5SZOxsc7NzjE17TQEz84PWhuZ\nmvTT7/kFxyW2srVAuUj8uoQyFFi8FGQBN2UwWoJfHcTOj5YFKCTpud2E9MBDD7PviQPRqAHSNwgw\nR4S4wJn9d7Bq54siVjFwGXGI9Wo2qBc0KqZk9SxqLZYcqzmqARDcqsL7fuqHKFTJCyXz+hdZbsmt\nYhXEJKRJijGGJAKEfmrpRxui0lRJE0uSJIgYCp8SQ9iFSZkmK75LqXDPMxsbefLse2GRSKA7Chjy\nvCBtdcBu+u1f/WV+8j3/trNzyMiPYNTViKWVrthJmrjmmsfHjHkMmZ6ZoewtS+2r4xPqi7Ar7Pij\nWz85bm4TvR6DrHkATDOupfTsmAteIkiNoWUBCnqOk5gbrrsWRLj/oYcjdlNa72IMqy93uyLdINXR\n6AQk2nAjfv+9hK1I6k+0UUuhOeIBQbTiElSVQpWsULLCkuXOzyAvyAsHCsYoSeIu70hE6CUJeeo4\nCetTo0BuHSeRJEpiEtQohbc3IiTi5BEAYvFS+mazqBqyRB29u8s56vUW3yR+6l//AiIOhFdPT3J6\ndr7lZvRYLE2DDjd1KjzIioxq/FL7GeVivAgreK7vr+gONA6tad+UY8EwzzvTLtGfkZjQ3Drpv3/4\njW/gv37sf5ScwoWAhWUBCqsmFt7/94Nv+1E+8cfxBbGNph04hahgAms1nJ2lPz1d+mnWSw0Y/Ld4\nYDAoohbFjU7W5uTqdA5ymyNa4I9IcVMGq2S5MiwsQw8Kw9ySF26ZMjFCYsVNDSQcqhGEkFWjN1YR\nYzGFxRiLmBQSQUn46J9+jje/6bWkPuVWA3zVy6VePnDD+lMA3H98Tc3dYDBkYmLEZqaxVHXvM3OD\nMZ01dt2RxoX7su8HI1w0+uZCHSPu9gu7Wiiwhrsg92uGEbjWUecmSstHg9rgqsD//MQnnc5KPI1Y\nQvK7aFmAQhhRx1EdECqKBVnu25tTlcvEzEzdD4xqlxUoqNcpUQtauGkCUBQ5anOKwgOCLYDCnQ+g\n6s5HKKznFvz2aCtuh6Pf6SiqGKuoEWyhWGOx1pTq3oUVN3FxjhFRJFGMgjXCj/zQK0klpTAVKKjF\ncxpx16uPiw+cWFuW2Wa7lyPG6S5MTk5UBTF2M3+r9LuddHHVTT+jgLn2FWCu3WFa6wHn0AkWBw51\ntwsajpheSPOlVs6LSXzDYwA/rQTi9do/d1oWoLDr6qVdK15SAICAwkBYoqlJsIOjurfoQ2tuBTdf\n/5u//ite/apXoWqx/l4JtQVFXkCRe03FAg2ggOvHhXWnKKlf3BHRUmltopdiVb3iklQo75LhyIJK\npdCiWLCKsYL4vdeJKGk4k8FQndIU5bDFukevR5NdiMJWjrjj46XtZkRxL82hl8yPB4FRXEQFajH8\njNOxqi1LekqMGbu/pg6d49NZtxzns+67GU6/nzLM8pZtr59w9swc/ebJ1oI/0a3BLQjl/hBiTuE8\naFmAwoP3d11cMp6k9kjFIURsWG18CVMD8XoJcUDEfrT0+6rXvJYgT1DfqGxRoEWB5u7X2hynXxjC\ncxt+jUi57qxGy4M++klCoZZEjN9ybVjV62EFUp/2RCpIK7BYqw4cguwgMUiSlCsiqShWwsmPcTNt\njLBNNBQ4rFtGDW6t8o6pBJ/FcKuLDHMhBnox7rpMrYZVDdeBuo4+78rfwoDQ9Nmtz9AVjjt1vA2A\neVZ0TuWkctIyd0vqXLAFiPPWUxCR/SJyr4jcIyJ3erMNIvLXIvKI/10/Lozp1ee2+uAapfi26TvS\nAuvCpx7dO3J9WOdn634A/LTA2qJ8iiInL3KGec4wLxhkTqjoVlaFxCSkaUovPL2UfprQTxIU6JmE\nfmqYSBMmk4S1l6xhIknom/AY950Y+saQCoi1aJGjeY4WGWJz3JpEgRElEXUnOkUjx5s3DTt3GS50\nHsCin+hsh3a5V8/3bjzaMjNGnE6JibdnGwbz8/U9HdHejpH1auKny2+Vzj/68Ada5XDm5Ol2+kbm\n2QmAY06veqpt1k5JLeSznY7OsuzIr2mmxYdZN/fhliPf+YHDheIUXqGq8fU67wE+q6rvFZH3+O+f\nG+X5siVeBlNSKICIbWqO9uVfX0prr7qCGjMalZ6ZWYXg5u7lMpQ6TsFGnIIDhoLcv4vXPjQGjBjS\n1OkilLAS/FuXrlQMvcTQTxJ6iWF4aJapNKGfuupIe4nbDyJQ2IKhCAMtyFXd0qffWCU49tP4ZUtT\nyz184tiky7c0MlqjMRK6bhaDushv4fH9y8e3ROno8OHTJ8DUzIgB4nxaeZT/t7/jJ7wOQzXSr9mw\nbowAMPwsjt0ZWYTNj1GLFk232jaqpSto48oIB+dAz9b04U3A9/n3/wJ8njGgsGf3uV8N4aYEYAKr\nXjjGr17toQSl/g21hiri2POSES87Ye6nCU7QWOTuyYsCtdafEuRUmNPU0EsTkqTSbLho3XoeP3wM\nFb8tWoReyQ0kjouIQKHfT0nTBDFCoZZBljFvMre0CeSiFGq5aKNL/IHjXhgZ8ibSzCVZlncvN3YB\nxkgwiM2rVi2LaH+LmRqMtF0g/GyQ05tYoCmHVZ6OFLnV3A7evBn5+PlE+y3iNkfMLNqaz8BUP2V+\nkMUBtMPWMks1znZZTB9wafu0iNwl7io4gK3+AlqAp3DX1ddIRH5cRO4UkTsH2bndebdCK7RCF54u\nBKdwm6rRls/3AAAgAElEQVQ+ISJbgL8WkZrUUFVVqttHYvPy2rhNa6cWsypUp4CMflTczkEAHpft\nwboaOYNB+SWNcByLUDHfjlNQLdAixxY5Re400YoiIy9yiqJwUwIvxHKKRk5DMQnnG3iW9Ilnjjvh\nlmf1EhE3hTBuCjFhHMcw4TmFiV6Pfr9HkhgsSpamzCUJ88OMeasMMZyaO83Tx5xAquQSwvy+nnMA\n0sSUqr8i8eYdqXOyYzmHjkrotG5wD03hmB+UDx9xl89u2bxxXPAL2vWnem3OvGNkrvMJHSN7K5Tu\nBMiYr9JUGrYjGJFqQaGyHGQ5RoRhbumndRX8QMdPnWH92hlU67KFC0HnDQqq+oT/PSwifwq8GHha\nRLap6iFx18gdHhfG1JpN46xbtPuRR/iV9/0Wf/8H3M3JIsKTcol/ryTM8XS63kXqbFnZoULFWHW6\nCTbHFhlFPixBIfdTh8IWbpnQC37S1JAmbtqABDmCXzIMm5uiJSUBr7IsJGJKkADoJymTaZ9ez00h\n8l6PiTRlLh3SzwtmLUhvPbOe0cvKKQPV1EGEdcPDnOxvASAxVVWHk4FGT2uli3Nl7uwcUzNTlZu4\n/Mq4O6gjLAS2bo3qvUxMczLt53Qd/rvT3upjDTuJXdXtzkv5oaM8CJBbJbaMYoRGdpZZej3Xhib6\ndXXzOIaN61f73b3RYBDJ1s6HzveC2RnAqOpp//5a4N8DHwf+D+C9/vfPx4UzmD2xpHivvuoq/s27\nf5oHdz9Sk+CCUzg6e/IsM2tnKm6hWVBSr8BgFK49VyxqC2yReVDIyAOn4AFBrfpDVIU0TUiThDSV\nGiAUMSgUlgTjVLq18YQJYtBL8eifGgcyPWNIRdzmqSxHCosWQu71w4caDmQxGJOUR8GfnNhK2k/J\nG9OzdKLn44nLhNaHNOxaq0RaL784kFPHTrBm47rxc9xY+8//OXXqFGvWrCnZiRZWRDSYzZiY6ZPN\nZvSno3V91XZvq+eIluCwkzEYM6cfRXGZtHxEA09jjAo0MZFU6RlLjjNQXBuM5QqLS+hoOl9OYSvw\np77TpcB/U9W/EpE7gI+JyI8BB4C3jAvk9KnRZ/aNo5IL8Msz4BR5Vq1f5QWGgMQrDd0y5IrVU6cF\n5JWV1E8biiLDFk7QaD0giLhzD1K/gpAmpuRQCmt55uhZ/t4//RkA/uZjH3ArD+LvPVb8Mqd/CsWa\nCkTmB0P6/R7WKmkiGJMgiWtSIgabF+SiDK0DhdS6lQeVHkeefoZNF20KpUNR2PaOQXUrJdZGLa8B\nCrt2bGHvwcMt+5IL1rjc6gGIwLpNG2i27Hafa9fG2nVra/b1kTbWwBCmVjlNzImZxrp+i9uIfTVS\n4zMjrd5UuWxeVNPZ3xpsV0co/u9obqrmdFGdWlw7D0uYnSzZ0um8QEFV9wLP6zB/BnjVYsNZvXbN\nOadBCCjpDygJxS4NRnEEIDgr3/gU0qlVDE/PO07BTx9skVcajWoRgUTcKkMvTUjTBGMEq5bpzZdy\n8sn9TK/q85mP/q73g1+2rADBbae2FIWlEENeWGYSN0o8cPoYt0xM+PMFnDwAfJwmoW/cCdI9n+dU\nEowaUixbt21CMX5jTZsjch+KDgrMRGM3ZNSX9j15uNxw1S5zSnSoOIWm28DKjuwGZYTj23E8fehg\n+VuJ8hkARu8uigcK3wPHTB26AKENcCHOjrRFXx0MGaCcPjNktQe5ZjbGkZa6KQ1O4TxoWWg0njkz\nZjtpB+1+5BF+71d+nFe+5Wd9QVTTB4+X4wFBOscMECGfP4MTMtpSJ8H6pcfgVsK25zQlTZ1gEXFa\niyef3EeWFWSFu1E6pMkgWN/2nCq01h9VzvjDZq6aXkeW55jElB0znAJtwjRCtdwQlWJI1HMLvjOO\nHzWEK6/exl5/a3GHde2lgS+OWnPiyEFcvmPS0AEjI90u1EPa2oHQKYuocQix/xGp6PzsADoNl72O\nTuPZ2SEz0x3aigJr1kxWWGbVcXdR+Y7KvTvUOppCR/o650rLAhRm1sws7Ciiq6+6ip/4Nx/k4Uce\nBSrNL6BWkOVaQ9Squ1hYAVDr4DaoyPsTl9X6k5d9tbiTmAy9Xuq5BHcUvJsOWLI8nJyk5d6HIB0O\nYoOwmzL3T6puW3W4d7Cwltxa0qIgLxLHMSQekHA3JwUBJbjLaCpQMBw9eoKNmxsHrUSrIQD7Do7m\nBLrHuG4n3aUao4V0g0pH+J19eAG/saPhga/Sv+yllZ/GEepd+intUDosomBGcwoulkFumUhcTTxz\n/CwbN8yUPXr1TL+DVVCKQksBtd9KOzoJtaMDFS01G2mA9LnTsgCFYnD6nP02ha6mbKYxSEjUiNsN\n3jVax9tbE8YCVwFqbe3sPaexGNSX3bQhaDzmhSXPCwaZcvMVm/jWvmMujqAaa9y+CAvk6jq+e5TU\nH8ICYYoB3zpxlBdt9vcQ+GFIUA8I7n5KgESFVIXEcwqbt2yg3UKiQipHuoVG89HWAmzfsoEnDncd\nz98OtxnGqqmJkjOKB+nYnTESyT1im25NoMnLbx2R8HGjZ+BCFjHCSt1VLUV+tWuqV03JNm1c1U56\nHJxHS2MSL2t26RgJXhErEpdKpea8UAYWR8sCFEaPWOMpCFccp+B6iKUBAtFSXTfKB3MFtTjddWej\nWnXUcnUjMR4QeqSpW0qwvkNP9FPmBhkiyrf2PkPiTwpKk8TpLyTuDEK11h/Eakmsklp3FkOzqd+0\ndrNbC/HpMD7tbgoBqR8Je+o0JY3nImIl79BS6gx4lOfKqFUypVXHwr+IcOjoiUbdjR5lm2U+O8jK\ng2qllrKKNm9cy5FnTo4VF3YneEnGY0Jsmnow7Voh7VpKHTvlaYNc2W49RjU3b8UiEom8mnhvyJgY\nF0vLAhQyJhZ21KCyg4fC8I3TRK2wpd4cdZBWOABq0JbEJkwbvLAvSUjStBQuankiE5ydc6qp7qKW\npFQr7qduqpH466qLzJ3S5LiFgtwaigiANGJ9VN21ehaD/+8EnUhZealA6oHBIv4U6QoYQnu99uRe\nAB5aG+6AWFwTai431r5a7DDd7sbZiSCqnNn7FVbtellp/8zxU9W0cHw0Ja1NMk4WvZabRnUuYjm/\nK79htIgC6vQ3WjDaSWF5IwCAwLpVkwytMDs7V4YlHfDoNkdFhxVfAFhYFqAwYfKFHXWRL4NYT6FU\n3gn2Hn2l/K28hrdy2Uu13LmHuM5V7igInILfIRfGt3KJ0cftbjOGxCRMeFCY6PfoexAp8hxbOLlB\noZBb6wGhzSkoboXCLWUqqeJACzeKPPS40+K85JLLSHGnPlsEK4GnCEXi3nevv9L5PYdiHms2cmQe\nNzY3vkVYc+X3jA1vHJ18+EusveY2Tmu/vIK+K64ugBuXsJbLcqYxLpEaYcYiBCXlykVldmp2CFBy\nUyNSwytf/n184n/9RXT60kini6ZlccT7Cq3QCi0fWhacwszqEbrvY6mSJ4jfm++MI0FN4AwayzR1\nwaM3EeWpu/6GTTfeBqbaF9+SZHoOwaqCdYLIsGpgjNOSMOrkCP2+K97Jfo9+L0EEMlGyXCgKNy0o\n1DquwWoZTliJcKsUBarijmwTdweFGMGKcMMOt8/jtD9LMhGhKNMandzc4JXNAicROeqe57fNuia6\ndT9Hj5xk0+a1tfLuDmtkJGOt1WuhVjKK0e6PPvQFNl378vEBt6LvyNiordbB0Rjdik73gQNpTk3i\nuqtF6T4+/8UvuMuFWtOHc2cVlgUobNy0tL0PQDVlFqfll3hRvNUwj240v4ag8Q0TTrX6k8P13lzZ\n9oLXUOQDr0GYlFMJlWo2Z1XJC4tbcPRaaiUoVNOMV79gF994yG0U7fUS+r3UTQO0IEmEXMLSpCUv\nCnJblKcVB5DIi6K8LzIoqCTiNjYVRsjESbqtAUzi3QjliSNRWcWs/KnTZ1izehWLFYSNA4X1qyY5\nfma+ZRnHt2Xr+pHhjA4/AHd7WtUlndh8wyvrHVUo2fFh4ZYJEdhy/SvakY3h8KXDXZgqjiYt82/E\nYNXGViPjcsBQV2c8dP/nANh2wysb6fGtVl0cdbnC+UkWlgUozM7OjrV/xz//P/nQB/6/DptK5/v4\noSMArLt4KyWv0JDGxhzCf37MKUxt22aQSKtNkwSTJpgkxaQpJklQY/wBrX50LwqsDdfHB0bCCRgD\n0H/p2weY9geiJka8gpN/D+vKXmaQ28Kd4JQ72UqSuBUQq4lXClSC1kMAHmsMmV/dyFKYnVzF0Xlh\n/QxVoursUElr166mbrFYrqD9dXJ2WM17OzmFVjMeG2JXh1+whXswOPzA59lywyuqcLy/KTPuHosK\nfMa4qF50PJQGh8HPUw98nm3Xf19IaGdeTH4Wm8zUFTB9JNtvrCsGt7xLvPpwfmAQaFmAwpOHDo21\n7wYEatqMGy72RzaYcP5QF8dQldr27duicOKiTEjTHkmvR5KmJGkPmw1RDwpuNHfiRyPUtkobz7k4\n9I6CVHekW7ykaEQoUKxasqJgPs8wQ+9J3YUnbj+F4yjCOnjiTw1SI9ie047Le2DsaTZOzqD03DKh\njBNQNRvn+NFlvHnU6RfF7nd2ewIojw5jTFf0ni666VXn0SlC2dfjefLez7H9pldWKRiHIR2gePEN\nrxjBc0UB9Fa5peQ4zFEZ0WYo1aHAy2Lvw4WivixNzRngl979Nv7hu36llCmU6+XGyxqoJLEBIK5I\nH2JvcV19ZIoGUzeGpdhej7TXY3Jmhnw4hx0mFIVLo+LUlwWnWab+LPiKdZfyGNcwrSisU5nGSLlR\ny/h0uctjCr/06NwP84LeMPF6DU4PAlV/4axjE9UY6HsZhDUUpEiv8EuWnoVZqJvLuH0J40ftmMsN\n74nnGMLGrsW2z9Jd3OC7hkQih9Q/u8Dk8bv/GoAdN7+mxjm0aExnvOR5r2q50Q53zcBqcq1O+UM3\nUKsHx5Eg2PAmGtoef7c4hUuvuHbJfv7d+/6YR/ftKztjWM8WE7pbg0sQ4YBez+oHb2f2hpc5tVIo\nL3ENf9QIaI+i32c+75P2TlKkCTb3I68tyn3s6kdwVJFwzZWCLSwmMRT+erNC3GmKqTFOr10Dh+M8\nuP0PkPt7Iuaz3MkOysHLdd5+kjDZ6/mTog3iZQqaFBSpJbXqb46qllTLrJWwF5PQ1C0ezzNQ5+a1\nWvoVYHDkAAATmy9rhNjsUfUoypG31qhjxOkgbxy0Hrs6/aUveG3pdmxnqQ39kctRINUh8IsnYMYO\nUeO4uD13/hW7XvD6yPtojqda7XT7aPZ/6zPsfN6rXahqy/psgthiwl4KLQtQ2P3gI+fkL3T8cHou\nOFAIIFBOI0L7EmHNddsZJIb8HifA6d38yvpQhSDaI+31mTQnmE975GlK4cNXrzdA5EUt7hh3K4Bl\n8wtex9G7Pl1NYdS37UTBH+BqcApI1nfwYVaQl4pQ6ueuYQKrJGKY7vdJTULPHworfoVBES+QjPaB\nhNunWyUW55XSTXenGcXq17yW+ZzeennLfckzhNGvg8WucSDe5LFv/hWX3vJ6AqgkRjh09CQAWzas\nLh3u/fon2fWSNzQCjSWCIzPXSGgbNEXgyL572bzzprrbjmKMfe6798tcfvMrALjyha+jrnTU1XFD\nIHV3lz/vlYTNOCcOP8a6LZdEviPhRnlLmY4If2m0LEBhojf+KvouKju+eK0u32lLcGhwCWEkOTqx\nCwNM3OLZQifJK0fI46fOsHbVJGnac7KFtEfiL4QFKAR/eXVg3S0mNdx22RV8ad8eFDj09b/0di4K\nterue0wTt2Kh/tQlY0CF6Re8guNf/yxBpbEonLajtU7zUVSQxE2JEpPQS3skvRTxMoVD6y5hY3aS\nJEkwJpwEbRqYIOx/rNoVufPS1rGZnDh5hvVrVy2iE9VXcjqdNzuOVKXctO4y2/nC76/ZHTp6km2b\n2lvsr3rp32tENCr02D76irQIJf72tOXyG71Zw2/56V5yK/T8MeCXP+/lrqMq5CSkGivnNQDCg2Wc\nlvAem63ZeBFFPqz5CyEVeYZNEncfSbnUfO7gsCxAQWVxtxwH+tEffCG/+JsfLTkFI5VMwa3ZOncB\nEOL38BV3mHiNYuO6NagW7mi1NC07Wjivwbm1XovR6RIMBhmf2/0wiJT6BaqUd0PO5UPWzkwiqu7C\nF+tAIRWDSWB49xeZ6vdKEHHXzuUUhfUCSmEiSZnq9Zju95ns90n6KeJXN3YWJ8gmJ6Hf8+rXBpMk\npYwi5HXXzkq4ev/9j3L9DVcSjeVsXB91uhH9Shrvi5rDStWCFXj4y3/Gtbe9eWTYD+55gut2bafy\npFy8aQ2tht459w7ynC47oo4XD/FNzqxh1gxfqXVYAKMOzJ1lSIObKha1TtwEhcrtuF+oLhSK06pA\nNpgjMcYdBmRtw9/SaVmAwoawE3CR9EefuJNH9+wp12WTxDDY704Jmrlqe32PQ8ziSgUA5UjXGE0B\nHvzsn3PFra8mMR4QvHCvdKOA7/yibvtqEK4FULBa7Zf47h9+O/f9r48hFkgSJxRCSMulJIORpEyM\nqvo7JSpQ6JmE6X6fVZMBFPrI5CQA+eQUWX+Cot9H0wSSlMeePMylF2+pAWNMN910NdEsdiyNHtXj\nsb+rA0Y/HhgEuO62N7VY5Spc5borLgLNq1E0jNRauYH2aD2qg9Xi8cu79Y6lZZ3WwxgBIME+Bo3a\nyF7JmijdNcqoEU8XGGjLXeX+kSPKlZvcStdgbp7EGPLhsDwhbLxy1XhaFqCwf9+Bc/YrItx9z31c\numsH4CXgpQwBYnCI+ITIfzvM61/1Jobzc47rCIDgO/iGXo/rL7qYLz2+3wGCVcI19RYYDgtMavwh\nz8789j/5QybS1MkVVOkZ4wSCIv4Ep5TpiUlu2eUOn71n3xO1BgVKgru2fqLfo99LHafgNSaLfo9s\nok/W75EnBivKzh1bndR77Dphex4NdDQobbx67iIaxZr+ag066nQah9Hs1GFOXHbUZgeru69xA3Gn\n8R2/BhpRJxvXEQO7ppF9Hd2UubOnmJxeXQJDlUet0l0KobvzWgeQqmxaoBDnNQK0HdPK1nWT7H9i\nnsH8kDTpkWdDt8oVhXMudM6gICLXAP89MroC+AVgHfAO4Ig3/3lV/eQ5p3CFVmiFvqN0zqCgqg8D\nNwOIWxt7AvhT4J8Av6mqv77YsCamx98lec3zX8zDd3+jZR7WZ295/k0cO+HUlk18jFWHPKE5fahL\nvd1f63UCHFsf7cAEnskyvvj4Ab+0qOX+B1XIrfKOV9/G//uZL7lb5EN4YRnSP6SAv2tQgmwBePjx\npwFYNzXllKJ8mq0NF9w69dlEIKw/gF+jNlLqK+W4Kcx9D+7nxut2jmDxG6N2sG+M0gDZ/BnSCX86\nVm30i/1F7LbWwwkjejly+lEwcBoahTU4e4KJmTXViN/kFspkaj3tjXjK5WLqbmNOojmFiONQtXX/\nobmosnbHDZx8/L6K++jIc41bqBV9zE3F6Yp/A8/U5ERiDkDZ/ag78Dgb5OT9KSdwtDlVCOdGF2r6\n8Cpgj6oeaB/guTBl2XjlpS5AcBSvPrQFjdVKV1ABrYNE+d4kDcuc7T3qqu48Rbei4CveenZP4fc/\n/SVUlcCEhr9CUaYDQI2CP6G5SNylMuF4tck0ZWqiTz9NMeKuqhtmGVmek+U5ee6Unk3iFarSFJIU\nMYnLo7qjZm68+mI0H1ap0Co9VSduduCqE6o6VrQ/sZrh/Kl6Ay47UKOjAceySdYns1VHLdl5rZnV\nGq4qYDn6xKNsunhXw73y1GO72brjylo9nJ3azszcE1FHjtNe70CVHbW0Vv0ySmMIS5VsOEfanyzj\nFeDI7q9H8UXJj6ccWqV/NLn0FPmQJOk1ILv+UgOxmjl+O74DhHBK2HnMHi4YKLwV+OPo+10i8o+A\nO4F/paqtM7v8FXM/DtCfmGxaL4qqPQem1KZLovPt4lWI8gjsyLyyjWbXCoit3fQbjAF3BkKh7kUd\nBxDOdaxGC6pfHKeQYxEKv+wlaBLkEU4g2UvchbUhrtQkTPR6GANZpu5WKuvulcxyxSQFSVhdcNsq\n3ZFwvT6FMe5qeq3SVRsFo5H9qrkj7J7cGI201ruvRsrh2VO1xl4fAUPYlftpPcGgY+Suj6RxqVZh\nrV63hfnZU9Fo7sJZt/EiBrPVsX2qSjr7ELXF7Gackdsm+JWxjuh0wd2l172YAw9+o7XqUudW6mHU\ngLM1YreVHGbWb+Xs8adrbpq+Qr5q6Q12tkDVjohv6XTeoCAifeCNwL/2Rh8AfhmXul8GfgP4p01/\n8bVxG9bNLDknYSpQXdddHYNeTQk0WoYMwFB+lOG4BPkfUdRWqqOB4tue8sKihcWoVEfKh90s4vQK\nHMpUcB52Vwa+Q63BGoO1rgEbEdIkXBuXM9kv6KsFFXJVhkXO7HDImbkBg2GOSEI69BuosgyT51Bk\n2F6PPEncCUytEToeUd2U517twZmTjVHWlh3dJT/yH3W6V29az2cOH2twGdTjizpPLNFvD2V1gIjB\no806N/1I+VnrLI3htuZftfSntb+Rf2D//V8t3yUybypaVlHV8xfH2XWJrao2AMGFJtQHo3i6q+iI\ni3yWCSgA3w98U1WfBgi/ACLyIeAvFgrg4olzv2A2dLJo60NU+HHHVzQblgo/odJquO3RXbTAXRtn\nCac6VyctuxOYtfBaieI0E0W0BIZyZ2OkluqmHdUWWmuUwvhTl1AQQ5K4ca/fS+kPU383pTDIMmaH\nGWcGQ07OzbtzIDH0MgcKaZ6R2pzEZmi/h00MFli/80ae2fvtEhzihhrPfddcfjMn994dEloCiUbp\nbbLfoHzysTMd5jGIxAUb8KTdaAVIUiUbFpgkviEp6qKNDh/3luZEcGS3iFgDHeky6sQdVtKyaMuo\nXMvzVxc2ptPt2bX4Mo/dVIAQH8sQis4trzfyUd5+dP50IUDhbURTh3CHpP/8IWDBe+YP5uOPeP/H\nb76FP/izb3bY+NFMbbmUZNTy+JOHuGTbNuJGjip77/w0u1702mYINZZP1VIUOTYbYHO37mvDZbI4\nUAgHtaLufP6gdyA1xJZIkFaxf4Xfa+EOhRV/DJuW+hYAvYE7LVqMoZcasixjdpiXwDA7PwQMfZ+m\nPpa+WBIKyBNs4tjPQ/ffXuMA6p226mRHH/xKY2Srz68r86qciFlnVd79zrfyG7//0aheok7c6MvV\n1WlVK7ZDuOzmV3HgW59t+WlTPUClPghQq4uIfI8Oe0m6qDZCNzl9qXf+EQGADZ22w1E0pVV1RTDC\nZQ2AgtsyOZFadhChj03XEuhC3CX5GuCdkfGvicjNeO6rYddJw/nxas5/8Gff5Mfe9RN8+Hd+rzRT\n1N/3mGPzDJu5MHIKtm/agM3m/WhVzZEvvellZPNOYltn/yrBVACFfDAgH85RZANskZfqo64z+1/c\nKUvlzKHWYioWMA4fwvZr4RXXX8kXH9oHuRsdkqETHPbSAb00xSRCv0idoLEoGESPYrG5b8C5QCGk\nmYIarBEuvuk2Dn77SyUA1EfdLt6zzlpr3Ud9ZNXY0H38xgf+W9ttIxpteJeGgwP3fLYsR8WVSX3K\nMAIppPM16id1QXH75OV2yF0D+lh7AgMlfrNcfarQJYAXv/FpbEduzh9q37HQbEwYS6TzvTbuLLCx\nYfb2pYaTDxbe+xADgo/IjeDZkGI4Rz7w91HmkfZhBAhhSa/VWJ3DUhjmQMEyHA7I5+cohh4USla6\n6i7hAUDgJTt38I0DB72tEGveSfDjO5xV+Mx9j/pVE0UKIfGX2PaGTqEpMULRd9OXcMCrm264+KxH\nNivqQEILB5QKB+75XI0D8l4aNLoljQSERVDJUEsVipge2LDK1GzpwSyM8O535sqXcebRL4+OKOpQ\n4ztx3DlrWEZWKGs2XcTc8afr05NGMI2bMjpJIuBz3xWoOQBoCxlDmHHMRQFhFlUvoooDqXgjreRm\ncmHQYVloNBoZLVP4B6+9nj/59AMAvPHl1/DxLzzsLBTU5hT5kGwwx3D2DABF4s81KNlmd5mLqi2n\nEc5/fQQKUwdVx+JnWUY2GJacQhC6CV5gKTE77mzuOHCwFIBqQ9+/EZuLzyezUJCiYOjBbD4z9IZD\n0sSgKIN86E918vcGJgJiMP4IuqlVE5w+Pcfayek629+FfyVF3EyjVYa+prUOJ/TShGGeUw77gZ1u\n3sDaIgXNWrx300vz++yjXxkZbJ29L1NMAKOW2xEGvUSYO/5025XPXzXRGA8LU2u2MHfqcJmM0ARL\n+UCMRB2JKatAIElb1lRRS+lQyrikAoYLQMsCFNKp1SPtAiAAFSDgOpYtCopsQD6YZTjvlqsSbJ09\n1IoLqHppgyVVys6k6mQGeZFTZDlFPgB/qSy4HcnGlBhRcgVAfc5JNZ2QqJ0G9yXXIP5uSX8HBOCm\nClnmTl4yysGzp7hocsad2YhTrDL+chmAbJizdt20v/siQqIxfbXVwKUsCvfS4THLi4oVj4Soo1VT\nqo46sfNW5vd/pSMNzbeqLEM19S57Kdn+r7LmmpcDcGr3F2r3uQbfO295Ffvv/uyoxBDXUwsD6n/K\nV4lkA+M4/blTh6ugI2DYcPEunnlizwhfjUR0BR4nuWSwqtrT6CKY+krbiCgXQcviiPfB2bmFHTVJ\nFdUCW2QU+YB8OEs+nCUbnC2ffDBLNpzzsoF5imzQ+J2nGM5zXdLzZgNs7gSMmmeozXnztVcjaHke\no0nEPf60JQfcFeD4unHyJnWahTu++3XebZNfoAIiPzUoVMmtZVgUzGcZZ+aHbEinmBtmDPPcbcLy\nQsnySQ0mMdWV5OVTpQWqqacEw66hWpTVV91Wdx/nq+NBaMQrZRxueVcYHrid8uTtltsQVpWuVVfe\nVsadHfgqCJza/UVO7f5iiNB1giiT4wGBso52+HMcO6yimgxTP0O98zbftcNXZXfsyUcRUTo0D1rh\niH9+ibgAACAASURBVNbDiintzZQVUZVVdMqY/3ch5AvLAhRWaIVWaPnQsgCFdRvXLsn9z/1bryfl\nFWzU5miRoUWGzYcU+dD9ejO1OWpzsLlbuvQ6COFG6XvnToItEIJWmCXLc3ZsXcXHH95dsusmMeWd\nkCaJVJb9qH/nh93BIGFkTY3bHv3k1z9VjtjOTxgJKil/rK9vvU5D5rmFuWHG6bkhg6ygKNRrcCak\nqXvcmQ+mc7SOFbyq0ZVSkatrxD+z58ttjqDmtpsraD4iQpJWfoyIu+9SpKYxGrO+4Tnz6JfLOXTM\n4bTyFv+LOY/OluPCeuL+vyndRVYtty7S9v0YVV1RPkEJrTTwtVwaVb7L+q9NaWPr+gsAeXa2xgTE\n9REYp8imM/eLpWUBCjocfcT7W3/sx1pmv/rL/w9QzszLX/d4vYXwq7EbSnfSNBM4eugYiBfmGeEt\nV+buSPbE0EsTd/V8fFmsqVqforzgxz5Ju+aiCmt0mhIQiN815MJNJ6zbaHXL9+5ELSSS0E9TJqKn\nnyZVesLJ0kbYOD3jN0pJebht7TJSU3/Kjhq2jDfsO9n+xn05ImALHQkgFcJQKytplE+9jddafQcI\ndANhG0DiQH1IUoXp/ne5rL7DvH7dtl3+24HBZc97dbl6tf27Xomq5czsEHCX+JTtM/x0KHHV8CAg\nSo2i1ERplZrt+dOyEDTO6+hkfPTDHx7jM8yjfIOD9m/llPLOSMICYVzMypYdm7CFBYGJXsrvfH1I\nkiT0okq01iKDApsotrDViEEFN9U9ElrFHRp6reYleo+sQmfyndMg7LnzCL0kJRHjbpzqpyR9t25l\negZNnCKUwZ37OLvmJuTktzFiyrwu2GwkLG2FkSx23yU57w4v7XWZexFrELFHqepOS1VelXxtVPpD\nuqvvLlXgzvjU1ZdbbPCrRlWII+nEoT21jr3/nr8OAfKYf5+eTJxehOa01aXqAs12lgTVdMTK3OjU\nXQhgWBagkM3OL+yoi8pRpQEKMfpHnS/I/ct2GSgImWy8yiAk5R1QVb1Zq9gpSzpQrBEKKxHHIfRM\nSqE5UCnJiPqRM2BFSLxUYbfGBCPu6rk0JZWE4YxldTHlD1pJSXsJ4juf9iATS6GCVadQter0ff72\n6qoJ1eJoiNJrzUzEL6ct0HDHUHsk9LUhUGrsdKk8+zLTGFDHxNMEg/K7XNPHA8sILUZx4CdSaZfU\n8+ED6MifVg5q30mvV56nODswTE80pwyjAa5cxlRFJK+irnFKNR+NBrTEiuqgZQEKq6bPYRYT8ZsS\nNfxytKtRPKPrqIx6yyo7rzGQ+hsagj9rLdamFIWlyAt/ngJlpWWaRw0zBFjN3z0vUau6ZopE3M7J\nNElYMznFxTeu4an7TiFT0DOGfi/FpEI24UJ5ghk2cQqxFuOBTMt4tDOemAkouSVxOh7WA0J5Zd24\nUb0a/itwpbvRB/Xi7hTV2n3Nv45Q+xOBqakec3NOd6I2wYj2ogR8qOWikf+yViInGtIUwlFFSYHM\nc/dRZ6dS/86zShlvql94cxfGzlteD8D+b/5VHHktQV1Ti9KFBC6ozBQxnzrC65JoWYAC/VXn7ldG\ndHSgGzX9eBBx7i3m2lsaP9KmEm8MSt3VcXlCkRpQRQvboepejVQGz9pLJd2IJw7hfeeuiwB4+uAx\nv2vSoKIce3iW6X7fHfxqnLCTRMq9FTvMLAPC3LmKWsNH14jcAUsiwuorv4fTj37JAUJNGaCjjL2e\nRUPLqbM2gnpx/bfDoY+qqRk4iubmMpqAUP2O7yFlHZRTlTr3FrJvSRByH2T9EJNYF66mHOflVDVS\n2HfXX9Yij3TcOpI7AgzDNMcrRDTkmyPCWjwtC0HjuRzMUpLCkaceZzjYxXCwKxgxqlQaMivXgYJZ\n2aOopOXijo8POgGpFziGS2N7qfFKRnVp9vy8U/QRhNe9/iWl8M+dy+iFeribG77/DS9HgP17nmL/\nnqdK9Beqk6oT41RfRRRrrNvi7Z94uhTSHQRsTSl/S3IfBIa+P5x59EslV1MVSV2YFYNnyQEtUIUj\nZT2tugncXyScrMUcR1a9VwLbaJcn8TgeU3vCNhwUtbYQ58tIHkWp7bhKkxB6/B63x+jRKgTPdlTp\nbqxE2fI97Nitn3mhHfk5H1oWoDBdLP3eB0euIDZftIPexB56E7HmWNX44ue2nTeOCCt0EqpfCRqM\nQpK4J02MA4R+Sn8ipe/n9+5S2CqmycmkDOPTn/q6V36S6MBWt+3aCHzqL7/gfXk+QrVSzQ4NJEgi\nUiG5ZIvb7yCUTwxk0ngPYFR7jETmRP7qnUKE8iq6CmBiN91AVFvliDtZ+G3GJ1Ir9/ippbcZbgRe\nbaCJO0vHCO7PxxNRJibdiV3bb/w+tt/4fe08Uo+r2bhK8ArvjcRow31QcVeFXq9fchmKcsXNL4+A\nLYCFbQFGfHhO3EbOl5bF9GHWLv0uyUC1gSR6jcejuH6+sv/+Dra1w7VU7wYtD2xw+xFSgo4E6qTc\nuYL1B5cAoHDZlW46cOCRp6J0Bn7TsYCq1YJqcOJUrd1hLoNhRi8xiBgSAbWKPfg0mgjhprrSo6GU\n7scS9VYhlAZ1WUCZSKVMW3Ban+cKTz5ylG1XbiJIL2ZOwdk19UYpPgqN5jNBVuFnxvUaaHARGqW9\nlnyJ7MIehbLcNUpz8BCmKl3AEE09VHny/s/XiqJeXFV6jFZ1B7HcQnzndiBfI+0ObuhlEEE9es89\nn295iiVEQpw30HA7VE3Gce60LEBBzpFhEYTd9/wNyfSW8pAVoeoIUb9egLv17qXtUgEVKfuy8Tcv\nSYng+FHdo3YRGqVw4NGny3DFV2q5IiIl11guacaNMwgyr3jRNg49eIpeAmIMaWqQxFCkcOisa0xb\nZ3otprq2NBqVVz1nodfWETWeJweXaF3cuOOazTUB4Pw6Yet17nbmow9+LvIXlWMZbiNOH29TWFyF\n3s0DhFWMIOArlYRCeZY9Jw5NQ2SN6J3ZcOjkRz2/3Fsta0pV3/4cjEuu/14eu/8LVZq8XKE6uyIC\noWaWa71Wa6krY+xotJWRlqDbYdmMYEm0LEAhHBC6FAr995rnv4I9u++vLpgNTasxD67AYQw8jJBt\n1Bu3Z2HDfbLW6SvYwm25xjMQ4VZqgNd+/0185i+/jSmBoQorXCZq40hQrC3Ii5zddz3NzOQEirut\nKk0TTOKmH5eudmdbZljEuluKbA0EoxIQmJt3HNn0ZJ92R2nkOToPoNLIq0bBUDBKxTof3/15AHdt\nXfAYlV/1WxvGfdFX9bc4UKh6mWOdQ9pikKhKmkaINXCIkjI52bVnGebmcyYnUmLweWr3V+ilSRla\npeWo3l0EDOWSZRU7WsGBRmW1ZeNajjxzspWOzrYr1KY6pfGItrwYWhYyhRVaoRVaPrQsOIW86C/K\n3Q++/Go+8YXd5bdAtErgzURaiBlzDs0pQrjKfBQ1bRQwKn5ZDYq8IE8T8iTBiOX2z/0JL3nF3+cl\nL3w9d9z5KQA+85f3VdMH8YK7kAwvW4iT4PZgFBRF4U9x7uHEGobUJBgjFOLPdoTa1famPZMtR42Z\n6Ymy3MoS1MboKZBlll5aHklbU+CpcRBhDtQecMvwK7/Ru8K2bTs4dOjx0l050ol0TuOaVMYdcQT1\naYRGo3L13nXiajBJjPGnYjXiV1g13Q+v9SlR9FFxCzGnQI27iqdQWtppxDXAsROn/bb4qC37Mik5\np5BXIDH+npLySoLzo2UBCvQWd8FsDAhA2RirpSw8i+7sHj3wDFddtqmx1BV5Bu742m5e9N1XdcbX\nIQoryYig1pAlhqSsEPjuV/4wIHzjzk9jIoFGPJVxnbfaH6CefayAwc1B3CEyOXmekRUpeZFQWIMa\ng0XLOaqGOJrLffGUOs5JKVDU+pTJv/f7/jLdwNKKA4M0SciLvOwYtWBrArtQei7IRAxFOc92oHX4\n8JMk/nihsg5DOK123QY6l3yPSDFLHsy12WHjEOqsfCiKp8xVXMQjcaFFPuruAU6emWPNzFQtzPqJ\n2fW4AgiEn1L+0HAf5zum2vJsBIBJou5S4c6yWzotChRE5D8BPwAcVtUbvdkG3LVxO3FnMb5FVY+L\nS/n7gTcAs8A/VtWuU1dLyob5OOvR6aKaT/lrHzC+JRpjuHrn5mgZTEphUoymL7n16lplBaoDQlQ9\nfnTHL1WaCBBCyw5yjVj9WUJ6/RPOZyivtAe+53U3A/CVT98TcQsZWWYYpu5kZzFKQgJGKEy4w1LL\neEfR1PQMk1NOdnP82CAUis9s5L8+QNbyXtiiKsdGN6t5lLqJEhTBpNNH55JlIw3dwCBlvQ03v4j+\nkTuIpf9BzlRYWwOq9vzevWzXPWVD0jiFwV1N0wjWr56upa/kiHwcNWP/c+yEOzZw/ZpwSlYVQe2d\nMjgfjAd8aaRJlaywbufud5hT+APgd4A/jMzeA3xWVd8rIu/x3z+HO/L9Kv+8BHcPxEvGBX7dtVcv\nLdVdJFWhCcITT29mx9YjlXUTEOq93L/HqK51Z1FIjb4T+MiyIXiepGyUoOUJ3HEHMKKem1ASgW98\n5m4AUvF+KFCbkxeGQeaEm1YsKam7xDaw96ZWBH6iEiVeYX7uLPNzUnNX9fpGg/NWbYai6oT1E9ia\no6pCS8jXcNnBPUls3tG2O+Pz1Td59E4Q4QlzNdvtbqzCLWu2AXDXqSejTuRei2KaNJnFqV67kVej\niMtWUak7Ui0KdqWp8uXKvhogYtq8odLebYxDFWBpm5ORjvAc82Udl3CBAAEWKWhU1S8CxxrGbwL+\ni3//L8CbI/M/VEdfA9aJyLZx4e/dv3/RCW5RqcgSPUa45KKjte2+NdDvKLvQrwNNZFfxza/tK+eN\nNjxWywth3LKhdce+6//P3ptHW5bldZ2f397nnDu8iPdeRM5ZE1kTBSVVFKU4QBVYYBcLpapFpFVE\nse1u6aUsR+gu2kYbRVEBlzTdstqlor0olZZVMshqBhWoBrWAKkApsuYqasgxIiPiTfees/f+9R97\nPDdeVmZGpnasXnkyT7z37j3DPvvs/dvf3/c3ZakvBQK/421v5B1veyPVczCJi9xO4nHWgDVCJ1Eg\ndCZ9JiBGCXicekZ1bMPENjhG9XgCnhATuErbF9y03+x5Q/n704Yg7/4nOW9D/bnrVDSvvyntrcpH\nMm9A+X2Oqebn1Vaw06a6v1A/QPYefc/RQ7zn6KFzHauG7gyB4lnahlfn3bDTj/Ck/Sum7kay0E97\n43hl054d4rrkJdt1lt5aOtthjOWHfvpDs+xaxsQqaPmnNTmvh0m5NHJ19Kaxt7g9G07hnqa+w8PA\nPen3FwAfb477RPrsIZ5k67k1j8b6guogFDFlsmV0oI0e9+QXS/+khW07fJDP+20vLRCvhk4rwSve\nK9vRsR09U0p+0iJGEeErv/2dtZ3UwVaWRmJU5vD634N794/kb6NwMhLDpjuD7Q3SGdRCMLGQjBS2\nMvlV5blVHqf9Yw57dx46tamSWKZb4t1ZQSI3j6+MRaQIlXn/aqmTcf5927vXv2bqyg5PMDt2tiJK\n5D7OmwQ76lFGA9ImUWy+E7m5uQUxnPfpbOVuyMS2vTvvZf48WViZ8neODfn9X/qqFPbeHH8O8shJ\na7Lgn4viW9ueE6JRVVVkl9b99Js0tSQzs3srW5byGarXVartvubVSr5/ajvNIEydW8aYpCxIweNc\nPN+5wDTFfRwnttuJafR4V2sptigAsrUhtkFSEpfus96I/vq/BoHp3f8ySfrmmazBdD2m77DDgB06\nbN8hXQedrctQfpgsGJq+WS4usNkeN89fbnBOH9YvNGyKIIOoS9/MV2QhTEoYuyt8TcxsVbq+0b6z\nAJ+1YH7d3N5zmYSbPhL+zc9f502/ff/c2VAiIEWSY2W6tmp0TONmdfFmuk/KmpFnqADf/9+8CICv\n+fsfL34K7dTPC1c74du+qm7gFRP9hn8RL7a/EW/5JLxj7bE2NyfnPv8z3Z6NUHhEUjWopB48mj7/\nJPCi5rgXps9mmza1JFd7F56RQIlbszwmaQuUSXezTKV5mXVlEbLOXEV6KzDUe3wQxik2cbN1bLee\ncfRMU8r47D3qFQ2Z3MqCKt9DYruI6+Er773MBx/8GWxOgJITe5jMxitiO2zXY4cF3WLADn1M0NpF\nuJiTx8b2ZmkwJ0fH8aRBUKUDAHCqdPn8vOIj9P2KaTpLDnm76/Tu2s7MDJYnlgZFCIQsZHR+zk/9\n/Kf40t9x/84basRC29aGUDvn0LK96bfPU/rNkUUSiLrzxUxgnT+bJIa2osAD+2s+cuO0qmPA1/7D\nOLSNMRUdNTdox9X8OeSmtuQ/P2P4eByTDcA7Rw42aMNUhPwcSIVn47z0w8AfTb//UeCHms//iMTt\ntwHXGzXj3O2B++++5UbsYgKgkH46x/NR/y1wLe+7wUIGKwaTyrqrCs4pZ1vP2dZzfOq4cTxydLzl\n9HRks53wk+M9f/11vOYlURbWACMp+m2+tohluxVaJVTFYozldW/6PF73ps9DrMXYHtst6PolXb+i\n65fYYYntBmzXYVJeRpOzM0najZl/XvRZM9Nth84WHbf+BO83JSrzZl248h+73xsTg72sVL3ZJnNt\n3LNOLLz5C19Yfp/tmY/IKyzQql7l9Wobm5jYoHxQ3mdp4ppVdPa3pJR68+/LWmPgPzx6Z3lVHz0+\nS8K40e2Lzh9b+L6j++okTSfOdP3mBkWYlz1KgrKwzYfJ/NjcNzuBYvX7WxcOT9ck+U+ALwbuFJFP\nAH8J+HbgB0TkjwMfA746Hf5jRHPkB4kmyT/2VNd/7PHdqrvPYivOONm0o0CF5jAT3OyK69bkowrO\nKdsxcLaN5rzTM8fZmcM5x4f+9ufyyj/9CyDKa7/pFzAItuE0WpUm/h7b9omj63HSppU9a16/8jO/\nEo83PdZ2GNMj0kPaC1ciihEtrtbzsdCihSdZAZtV5txuAEoY301f76AGqe2f3dVEqF5iJnR+vuwc\nb0TwT+JEFlT5tY8e8NkPXD/3e80oKXVEQS4l+CxDdcqq3wyR5ho3LzCvufdK82nlsGZjBVAC1lo+\n6+DRxr26QZ/5H1NOqIgjtb9mpaK8x3M5lXLvXfL3uUEKT0soqOoffJKvvuScYxX4k8+kEfIMnuMN\nX/Z7+NF/9v1PcVRcQQT4uXcd8QWff0B5sXUs1192EN1P/OxDvOkL78M5ZZwCmzGw2URouNkGximg\nXnnpN/winQRiXQipbLNoWrXjXWyrN6YBgKbksRLHiRFKcRdru4gUkmAw0iPSFd7BGEVMFAyx2VqE\nRf493qqO+l3yqz66slgeMG6u3wzRPw1iP5+3rHp5Ec2SW/hkJ8Xj3vvEPXzWwcN8zL+UF9sP0ygj\niBFe/dLr7Iqe8kz5n52V9LxHmU+8eUPjZVrxJ+WYKtOyQNi9R67glQRSe/PZr60wbS4JPORexn32\ng/GZdd6W+swN0mgRR/mcZ709H/vw/Pb89vw2224LN+etLp72se/8v3+U69cjjMyrb7s4VAY/7l/4\n+ftziZyFabta7rDhv+uN9zG5wDh5tqNnuw2kgtD4YACLMbFEnQW+5NWfyTsffDDp9U01qaw+mFyu\nvrlJyilgMlIwTSl622G7RDT2cTd9j+kNxmZEkNLYE6FrXF20qhYNjD5v5aRZMf14I+ZqKCuTFmtM\n+ZsKoufklzZahpZ/8z2Cr96m83bIDDm8+vIjqAovMR+eRRe2/84eoK3qPBsAUCn7J6HpZPcjacZI\nURTKd8WTsUQyKrm69Py6FXrslg9ob52PrefH9f/+/kPJ8rVjniVbUNInmXdpkMLcivHsttsCKdSK\nzp9+e8sXN56PWSBIdQSxtiG5CtmVv4+D06ZakDPHEoF/+I53F51UVXE+RMEwKtMEIVhCsBgZ6O2C\nvuvpbUdnDe988EGsaNpD2rXsWUC0hOOMXEvEVWc7OtvRdx3LvmO96NlfLTjYW3BwYcnhhTWHF/bY\n31uzXq9ZLlcslyuGfom1PWJs0S+NCP3Ak/ZJ2zemkIZVmOX+KpmnZsdJUyeCUvuhQbaF6LMdlSxr\n4X06hkyiGUFsPVbz5C6OWXXfnLl0H6meQlBS00XOYEf3adsmVNjdZnI6p6BOnYB5rOZ9JwNSvpXM\nhcUXv/XP5NvVvkr9uutnYwQ625W/j47OGtIyEeWma0hsU8jGTJjOnvMWt9sCKbzsvstP67gf/un3\n88Yvfws/8k/+z/jspq6wXVplO2NnOuMcA8TtHMs3f/wrXx+/U/ABJqeMkzI5kjCIXTV0INYjGCQo\nJniMegxRIMRJZTBSC93Glbu1WVcTWR0UpgQIDV3Hqu9Zrwb2Li55yf13cWXrsIsebIzkm7xncqkg\nrXOMU6yMpWFCiNWugpe6Sj/pk59PvB1v4MIyH9PqqtWuXzw4dy4dax006nr+edMKXRtR3lMGCV7p\nhgtM00k5KTdhtbSVGBT4lUfv4rV3P5YO0PIem2X25hV3h3mu+WjmY6VkU2pXfm2eZQdNFfGQ2vIz\nP/K3m/c+78f8s94x+zJEZ6aDg6bwstZrZlOE7AqH/5xE43/q7f0fe/rWh5/9sR9u1Icmb2JKdhED\nLncoqfZPkeR9mKBziGnbs0diUGGcorrgvEFTmHSfhI50BqM+esWFAH4CH3NHWVEMihE/c/Utfgpl\nYFSBkJcQMbEUHMDQ9+wtBvZXCw4vrvi1Jz7G6170KrrlANbgVBldYJOEwtZ5zsYt280Z07jBTyMh\nTEjymIzWgXnSEZU90OPSPmXu239x1QzVHUasRCemiZEnfFmcJfV5JdLjmPYKJn3cOPJIO7FEIERh\n790pIlLmXr78YHvG4EoTPveex9mdzHkq53bXpklzrFSBcdNcehKaNqGCnEx517lq3hfZrEpBHbv3\nmJ1XyM7zjymqSR4z6WfrYl7vcevC4bYQCiVd0DPcSqZjK3RdnLSrQXA+qyM5nDXDPbi4/wVcufpz\nuGT+miblXf/2vbzmda8kBAhqcF4ZJyH4DojQuTNduqfB4ONL9wHMBMYjqliiJSIKAM9s8AGaMylU\nrEnGeyIG28V7LIeBC8sFh+sVd+6t+PATF7j3YI1dDUjf4YCtV7bpGbZeOd1OHJ+ecHZyzObshHEL\nwU9kR62oq2YOgiQQWn03z/C2ffW7m1j1/FcWcDSchNaSfO2ltEsNybOqufUM0ZVJFA8Ta/Hel+ZM\n+OJFWdFY6zzUwoT4997iAqfbkzpptAqb2cOe4wvfzuXWt/MmHb7JP0kReDVCNHbVLrJqhW9tfva0\nnL+L5pllFylktHBT85/xdlsIhb298zDlk29f/sbfy/f8w78BqcOzfgzwkz9zyu/6ohV5ZcwwN4RY\nm/GJJ34O52E7xnuebTwv/+yXc/3YETyAQdUSNHMIKYW7xFXcisFIFArGBkzwiA+IKkZddO1FWfXK\nyRRX8gAFmcQFJOcriHq5JqHQ2x6A1WLBhdWKw/WSS6slv++el7Jc9HSrARk6QmdxCFOihCYMZz5w\n43jF9esdN64bPvXJayyHgZjqTqGkZKEhzNK2uzwJ+DBgZSwf7GoKM9WhIKK6ZcAvKCc3Rtb7Q3NM\nWWabe6ZrZBBiTHFDXq1WnJ7VeqMzy2kSrKfHW1Z7Q5Z4c/Mqwun2lOz1evPaXptSBVt7ZJ2MBRnI\nzau6lGS88J6PX+TzXnzMdhtYrVKWD6kiZLcN82dqb91KCsq7mv03Ixn/f6I+BP/MhMKP/ew7eONv\neRN/9dv/LJBs/akv3vw7U9ILlTgNtOrMQWHyynZSTjdxwp6cOs42HjcFNDQEmrGI9AjJEy8NKGuS\nxyMwiNIDvSqdCoYR7x2X9zr+5lc8wH/1fe8DYFKP15jTVfEE7ckEFiIYogfloo9CYW+xZH+94mC9\n5uJywbrr6CVGURojaGfQ3hJsfH2hGxgxrFY9XRensPf3cnzjCDcByX9hlrNQ5oMMmA1aa6byedGf\n02sq2YNozt0ZjJJGtqqwd7AsJ2ZZMJ+yhrwGZ+8Dye0RYbPdYsw8EU+NI4j3vXBxVdpWrRf1LkPf\nM01TQTZtboTedLjgKdwC0JAMzJBHdg6TrBrU526zKf3ml5wClvXKVmjPrjCofdkClhqq3h7Y1rnc\naZPqk7yFW9tuC6Fw/4tf/ozP+b5/+r184qMPElWEdgDEzsqflW9VI0HnAptt4OQsJnY5Op7YbAPe\nARislVhduoshrCI2McNRKGRrQSfCsjPsdZa1NSylp5cNzm/5rb/7T/INP/CdXFzFczaTsvWBU2/Y\nu/gybtz4CGDJSVtJ6smyj6vp3mrJ/t4eB3trLiwHOiOYEDCTQ2xi9MUgXRoCC8uqG+h7gwbHNE5s\nNhu2Z1ucy1W4LdmEWVb+MgXJ+L/04YwUzKumUnq1JE1t3onI+YJhtmUJ3QRZbU7HuMoXNaWdhElE\n3DRJyl3yQeXzGMZeA9RQZZociKHvBiY35gcGwGmIKEJoJq8WuRC1nZ21PbVr7tVIc0/K9YRGa2m+\nzk/ZWi9ojp09524pKQUIBVacJwhvdbsthMJHPvjgMz5HtXZBzYtXV4m5SIjH+RB9DzZbz+lZdDw4\nOZsYR0E1owGLtRZVS41vnOFcMrnTdz0X9pZcWizZ709Zd1vUn/LRd/49XnBpyY1NEjzbwPE2YEbH\n5vj9GAxB49qoAm/+yi/hF37837NcRH+NC6sVBxf2OLx4gQurHlVPUI84h4wBsQHTgUlCQUIHpoeh\nZ7NasrdecbRc0/VnyMaljEkAOWv2fPAUFb9iaGgGak1ZXo9v3wOkBbj83po86nsR6Yl1GOdRl6u9\nBdzUxynISMNsZW4PKYFsLWxObdXQKEyirHrL2RTwwSGmsJ3lYvUejTohVTi00zYjBGlmewFTOyu/\n7HxfhUOTSzILNW0OzEK4Kd1X+7gR6SpJAMYaJJ82PcDT3G4LoeDNp3de+lN/6PP5nre/65xvuGAs\nUQAAIABJREFUalBMHgBlIOQVoxxFQgqO7ejYbKNQ2G4d05QEgiVCbI06Xiwcy2zG1Ow8Bms7VquB\ng4vKXes9DhdbjB5zdnqDG6enXD+N93jizHHt1HH91HG8DZxOgSkIisdg+Kl3/Gvu3N9nOSSksFxx\ncW/N/sULrBYGN22YpgB4JHjEeYzTyOYD6gXxHZ0ZWA4dP/2vfpLPff3voB8WiNmgLhAFXILgEpL+\n2wxmKnSeCQOIdS3OfTMNaNW6am63G5aLVTOz4ohW9UlgtKpLvkIDilOjSlakndU2ti3/XdWwfCVD\nIEitJqLAxinoFrGrtDpTIkGLwjITPLERUmB7IyhzYxpirwgTgXHcMgyLIl7Ozs5Yr9cztKHksapp\nsrfoLLkzSyok23Z1g3yz3fW5Lh93WwgF8xScwvkCYS7sCyKYicr4+w/+i0/w1re8AB8CzseQ5zG5\nKFp3jY0/BGOxJsLOEDzBx9XEmGg3NqYiDk2rPKanX15k76Dn0oHn7r2RJUdsTzqOjjuun24AODid\nuHIysT7acvXY0Z8lweAFJNAZZegsyyFyCsvlwGq1ZG9vyXIQpm3AyJQGgU/+EYHs8+Ud6NQhg6Ez\nhre89a08/Og1hmGBtT2jbrlx9AT7F3N4cUiDTOsgnCGFLBxzn+6qCU0Pazsp4xfLxZrj4xtcvHgQ\nVSQEN57S9cv5cjn7IUVV0DIxsrjK95qd1i70TeM0tbGqB2XC23Vpp4aYCEasoKVYxhwVzmPrctzB\n+WO1ydrGYrGgiAkR9vb2mv6tnSzpqDyyMiKJCGBHXdl9zhwpqqnGZMoN1hxwbjufznZbeDQ+vz2/\nPb/dPtttgRQWwy1kc26Ra/Ox7vyrwFf+ly9kcjGn4jR5xskxpgzSJ+OSEBxqosyO2oJy5o9Zry5i\nTJc8DSP0NiKoiVyD6Xq65R6Lg4vs3WE43HfsyTXcEVxcwv5p7N79zcjF04kLa8t6ueXKkePaqed0\nGzPxDjawsLBIHMGiNywHy2JhWfQxQ7UE0OARmRATEAIhrSaTaqwNEaLr9XLoWA49i8VA1/VAx97q\nckFRBcLnXeG9Dz7EZ7/qXkDQSaALjbWi9mn8TdKKvsMDNC/lwsXDepoqXb8uq1/R32ckAXMEEfH1\nk9w/N7vRt8t5lUdoVYGSDEYEwcSE3MbEmh+fJmlYdWuef1ZvWm4XfQt20X5q5eQ8nbX1OXL3t2ZK\nzSt/vWG+Xjd0uGmqqlX+SSZVWxXi2W23hVB44BVPVgn6029SAFj8q/0GhV/61Qt83uccoVrTqI2T\n59HHTvj6r/vTAHzX//5dhBBQE9DgCcHjveOzP+PFfOhTj2JtT9f1qPblntYY6DpsP9Cv1iz2L7G6\nc8X6wHOBJTp4Vl1gvYhA7MJ2w4W9LBQsq8WW1Y2J6yeBszGqKHsLZTXEWbDsPYvO0ZuJzihiJ0zn\n0OCAETEBjCOkWSMKkw54lgxZKCx6lsPAMPSIGHwAlybZ0Ns0eLJWq3zWZ96XHJxAugyVZz3K8fUN\nFw6WZAEgAuPplmG9Yi4UqJpJ87eISYRjfXvx4u0Ugpz/UaUZ/Ttbhs4CrdFkfmwzQVtHn9z2kMr7\nFR19BuazMNA50XoThK8tEjJP02R9Vokesy7c7OxElkeJT0kCIXI48wyZbpzmepNqEQLlvGcvD4Db\nRCj8xkeeufWhrkkCYprOzqsgvP41x6hKQgghJlrdOt782tfx3f/HdwJRWAQNeO8xJqZTt7bjlz/w\nAazt6GxP3w8MoVZXsqnwRr8YWKzXLPcPWF0+ZHEJej8AIzZM9Kkuw3IwrFYje+uOvVXHZ714n196\n/xNcuTFxfBpADZdXgf2EmPa6LQs5pQsGGwLCBmO3ICPKiFgPYqpQAEQHnC7BDKyGjtWyZ7noWCx6\nus6y2SiLLrqHh7BfdWuSk1eZYM1QnI1f4eLhmmrEjF8O61XEDTsk4Gxlz/OjdW1G6qTNaK84VaUB\nXubhrn9k/b1aBxr1vxySbmBaJ5/03IUnIDmclavN2t1atkq7W/6qzv2INFvOBLCmxzFhupjrs2FQ\ngJpbtHADWhHg3Ispva0dYaDEDOPZkqHPgWS4LYTCyelTH3P+lrpWhUyP7GbmjxGPyjaZIjdbx0/8\n6i+VYCIfQnRvBmzwOBGMnzDGYo2ls32sihTqBLQiKCs6a+mHgWG1Zrh4QH8wYJ0Fv0XcFhsimdmb\nwCIIy6VluTD8hf9rD9XLfNWrP8rRiSd4y/5KuGMdhcLF/oyl6bHBY1xAdMIwRZdqXNQlMIRUmDda\nSnoIC9AlF/ueG4s+CYaBfhgQ2bCZItFouwid8yTIq6RCM6hjvEbqxbZDZ31fBYRwPRU6OTjcO/89\npZWyNeXVIyJVNos4pB43y1e4Y9fPAiGERsC0yoNKchtuc5rFC2pKz39T6cDs5NS2J9kEYzxGblCR\neFEwSLxfbodzW0IIZeLO42Fq3+nMt0IbgXCzkAqNNUjbV9Sgjmez3RZCwdxKivfyDqVAvfixzCBn\nUGVyIZkh4z5OHpcsHjkrwf2HL+RT1z4RLxQEERfzNZopJmZtwrutGIJ3cWAIUYAMK8xqLwoot8Fs\nTtHpLD6fjnQu0IswDML/+odOuXY8cu1ozfGpwzvDurMc7sVJfrDYspRjTBgTz+GIUN9HgVBMZJHn\n6AJRvfFnqF/xjd/5/Xzjn/ojrBYDy8XAcrGg63u2m+i2HCePSURF06UaQOzOgKWYzHIPl1NU+MQn\nH+aFL7gPFA4Oa6GT2QonjVBovPvaY7V5n8UW3FgDbkIKujNpcpc0KnuB5SIYsYzbDcMimiTLhNdo\nhfAhzOB3RRRa/lZqjgxBUKdgK8ZAc3o9KcdHFJp5gioLRQwGKcltMz+QQ8Vv6qHsf6PwK49d4nPu\nvFqecRbq/RxsTykU5PyScX8L+ApgBD4E/DFVvSYinwH8OvC+dPq/U9Wvf6p7DItnLpuykK725gzD\n4mARhH/0z9/LV7/lM5NQ8GwnzzgFnG80NhHEwEM3PgWSBYxCCHg8PvjIORSSTOiMZTtuGbdbxu3I\nODrGSXH0sLiI7N2Bnh0jY1w5cRtEJ6wEOhMztA+dsLewnG08wQm9saz72KZ7Lo2ggtVshlRIad9K\nfgEEkwSVKtiwIfgB68/4W9/4NRxNwt5yYL1asFotWSwWhVyNkyElFiU7Y4BIU4a9dUDSKhikXbIF\nXvTC+8thraNOQR6VOEhCwTRkWZ3BeeV94uoNrAnsHxyWidn3PZvtllpIdq7CVJ9/reOiGStBBYLS\n9csy8cftFmO7svJ638D28iw1erTwESYiRRCkk3htwNqYzzOPrPzYESGEwtdUnal2znyBr0zZrik4\nP9dr7nqCHL2LRJd80+TSeLbb0zFJfh/wZTuf/STwm1T1NcD7gbc1331IVT837U8pEADG0T/lMa96\n3W+76bM8gXPnVcQQ4eLXftWr+YVfIvknaJLYAmKxto8kYr+g7xd03YKuH+i6AWt7jLUgQtCAC47J\njUxuZDtu2I5nbDanHB8fc+PGEUfXjzk+OuPszDOxgOU+sr4EeV/sQ7fCSEdnLOuh42DVc8f+gnsu\nLbn38oK7DgfuudRxz6WO/+Lb30vfO8SMiIyITCC+7oSY0kijC7MJDuO3WL/BuFOsO2NhAutlx95q\nYG+9YL1a0vc9fd+TJ5SRPJAM281JGfg1KWjKeF2Os+V3Y+OxpslcXDNK2zRQ4+91wJpmslFeWuXx\nhMt3HLB/eFhUGBC227H4FWQoHgKgwtH1IzKqiHHZMrMYRPkeJ34o94F+WMwOUlW0XD8KiKDpXvn7\nMkuzb0ZNq+4d6d7t/RNq1cxp1D4cZDGr7FSuJ3Wyq2pMPJNShNR2ZD2l6d/U3y1vcqvbUy7Rqvqz\nCQG0n/1E8+e/A77qllsALBf9Ux7z4Hv+3TmNa99rlanawLTf/Hq4dkRyK7aIdHTWNgE2Nl+q6HQh\neHxweO8I3hPjJqLgmtzIZrScnJ1w7fo1rjx+lcceu8ylOy+zf3iB5eogqhLrA9gks9x4BO4YHTcY\nQky60seCsaG3sb1a60T89F96dXSaAubmsrp0/PkfP+I7v+wgfRowTBjZYswZVk7pu5693rK37Nlb\nDazXC05OYz97n8yxJ0+wt7ePAOv1/ozSqhOtXbtSKxJauH79KoeXLpcm5nBmI+eVcNHybor+XN5X\n9Sq8cuUJLl++VNqhqhgD0xRKaHSE8aBG2D+4QJmkzJSbOiY0Kl9CQI0pAum8LEvzrs7nl3pY5V6S\nSYMGUQUNGJPRakYEcaIeXz/m4NJ+WcnVaMyfkfsjIbHQqAmI4KeqnhgjpSiRZKFuUjYmk5Hf7cEp\n/NfE6tN5e0BE3gPcAP6iqr7zqS4wTtOzb4XUQdHCtAzmbLdksRjoN6fJgy0JoqRDz9ncaJZ0bmRy\nE95NaCKivHpGN3K6OeX60XUev3KVg0cf59LlQw4OL+CmiQceuMyP/vCv8ivv/VkAvvWP/k6YjkDP\nwDtEApaY8kxNfYlSfmalsplaXvkT71jxvW89Ba98xxdfQHNkswVMFAx/9Yc+wTf//iWdWbDsVlxY\nWtarmMVpuYpu1NtxSwiOvb3LiFTmfT6TMzdT+7bquhGqX7p8Z6bskgypKhnUSdmy+KqaOBqd3cpv\nN3TLFZcvX2p4gYgOnPN472dkoFqDNR4N3TzVvVTVshyrIRKVmqpWmSrgYjo/gy2Wj/a8LAzmtUFa\n02Ibnyhi4jgpRK1gUDBwePnSrFS8ZOKzycgdNAmuBHkzCZr70vmQoE6MvVFIJHtGX88OIeTtWQkF\nEfmfAAfknOsPAS9W1Ssi8nrgX4jIq1X1xjnnlrJxe6tbLBuX+uDo2sN8/JOx/u3LXnyp6Nx1YFs+\n8v5T+mGdTGgGSUIhpk7PSm4aiBqFwuRGxmnLOG5xLgou9QHnHZvthqOTY64+cZWLj17k8NIhh5f3\neePRP+CR+76Zt371G/l9Z6+O97jxKZj2wR3DuAF1ZNPWHOnJ7EeefHmUf+9XnKIj6BjAC5LSt2kv\nSBcTu/zF3/dCvuUH3sW3/IE3sLAd60HYW3Ssl9EaAXB6ahm3rkD2ePUKrSmfzAdYZmvyStb+3er4\n2aLRmiJ9CGhIRXm9jxOgnSDdQAg6s8IpMax+mia6jkIOA0gQvLMRUSUfY1XHZnPGYrnmnR+AL3hZ\nPN5I1lMiXtBgStdGNcpg8WDsDL0EtIbE5UI7Ipi2X8oz5leVSgw19T9onrM9r8Vh8bzQ9J3OEHDk\nJqpBOCiRJ5a5qrQj2W9pu2WhICJfRyQgvyTVekBVtxBNCar6SyLyIeCVwC/unq9N2bjDS5dv+UlE\nhP3L9/Hipmxc+iZ1Usyv+PJX7XNyokzjig2eGLFHSp6SJXgmq5QQHJOb6GyPNR3bMcYxuGkkeM/k\nJ043Z1w/usGVK1d47NFDLt9xwL/5zD/Mi2+csbg00PUxxl+WF5FxH5mOIJyCG0GTF2fJKtI+1E5f\nBUVdQDeKjkI4DTCZCnZWBhaR+FpM1/m2r3oVk57R6cCqW7BeWFbLrgiFxdAxjtu0MkWhE+YSIU5x\nCamPZCYism4tpvqENNoGItoIhUTkhbja+7Tqq2o6PyeDzSbl1vEnpsoTMUyTr1IroSgl+nioBESj\nvr5a7QHK59y7qYLfrCNKS9eM59WJLCLYro9JXRp0ExqCUCRWv8oVrKDq+LlPyqouOe6hVbpyV1VE\nkkFFRBTEIC5p+ZYWvVXpE9O9ZTNqFrRR6D4Xfgq3FPsgIl8GfBPwFlU9bT6/SxKFLSIvBV4BfPhZ\nt/L57fnt+e0/2/Z0TJLnlYx7G7AAfjJBomx6fCPwrSIyEW1dX6+qV5/qHsbemh6Umd/WRptX/Cxo\nQxBULYJhGkHPHqcf7kHSo4tYuhs/Rzh4AzlGPp7rE0qITkw5ycpWDG4a0RDRwsnmhCeuX+Oxxx7n\njjsOufPyRQ73l+wt9xnSymz7NbK4GBGDO45owW/rKmBaHqG2v2w+oNtAOA2EjSHc8DAqkiLOTUge\nnUuTqk15DFusbhiMZTXAarCsEqG7WPScnlmmqdrmMzxt+7B424kUTgUqpJWg+Ok63XCYzqvqT036\nQWL0PcFHN/KQSNu6+JnK7pN/RlysWqteHexHYvXG0Q2kxDZoWf0zUlfgjoMlWky2pyDJLzKx9626\nFJGAKQgn9wcqZfXPFE+Jok/LeUY1WtpK0+65K908L0XiG6QmXk3lhmN7WlBEQmtSHc2y0hEtJBEl\nBH1ukMLTsT6cVzLu7z/JsT8I/OAzbcT93fEzPSVumSRnLhSi3gg+KN4LwVs0KIsFjHIv+FRwgHhu\nOHhDNK0lnREBxSZzTy3WCtETcGuSYNDAOE0cnxxx9WpUIe64fMDlgxX7q46liWnIrFli+z0YLsTd\nHUE4qypEbnjux/YZFdQrYevxpwE9Ufw1B9sOkx0HrWA6g4TMRnuMTIhu6KVn2XWsBsNyiK97tVhw\n3G9wrk7QaHrLrjTRm7F1edas0zaQOZrC9nDO7djH4+BeLAzjGB2/oq9HNKfGrqxVs+OkYDbJQbFd\nQKcEr0U4PjlK/ZkXgqKYN9Op7co5iTtOI70dgEB27c6EYCYPC6cgdbLH64diZpSkU+zSeocXV1y7\ncRrPCUowxTUpnhtqAZ+cwCf2QZ7k8TmD1P6omaCaRSNzCPm524CoonndunC4LTwaP3zlFqIkoZk9\n89ejwDt+4sO8+Y0PMDlwTnBeYmLWzNZWgZ30v13zFM3f2dxDRA7WsrU28gsEzrZnXLtxjccee4w7\nLu1zx/6Kg/XAeoht6tcGY5fIsAeLPWRaR9IxZECVmeObHqwonzp6dBMIp0o49uhWynIiK0FdYrON\niZmZmBC/wdAzmBXLTlj0KVv0YsEyOTO1PgJoWfdoc7aHNKBDsxoJgjU6K0W/u23OPDm9fKmGZaMt\nP7P+setNmclxcU/3dXHiZ/FdCLt0/cUCxm0bGZhNhXITTYMqi34owq1lVUsWpabbGwMsBSQFRSTk\nWuXx35wM1sCN4008TyMLqKERMqoEH0pbjUSUcLoNHKyWFKe0xHGIEUxonnnHZBo5jPgzfxVH9v9H\nnMJzvcly11f+/O03v/FLZ39/93f9wLnHqcLvftMDqaALsYbDlFSJ5PRyUxuowiFTxtkRp7Mdi37B\nol+wHFaslnuslnssFkuMtTjvOTk55srVKzzyyKM8/PBjPPbIFa5fPeb61WM2Zx6nPWpX0O+hwx7Y\nJdErRaqgau7dvmINoD4QpkDYesLGEzaBMGrcnRLDINJgMgEjjj/+d96L0Q29TCw6WHQm7v3AE9c+\nRt8NUTVqHF+aXmyQQShEYTYP+hDwGa4W6j3D87wipnJ2pAK6qSR919m427hbI1ghsfbMZrOkV9Ka\nBE0i8sZtjhDMSKS2t/6Mv18/vl5g/W7sxHmM/e4yUwKWQl2Ns2AzqWaHNaZUamr9MXL7gvrGOSo6\nSK1yxGrST0RqVa69vb1S6j7vXWfr77ap3LUzdG5NIY/bbYEU7izOKk++vfIlv4n3f+w/zj77hj/3\n+/nER9/fQM+0sAZS7YbAu3/1YV76krtxTvA+wr92q4KAnc9bG7WBVPeBrg4EI8JWBD9t2Yxbrl17\ngocfWXFxveTismO9yFWlDHbfIGZJ3+0h/R50K5jOaHK+7S5tqSFp5clzzCdLhK/6Y4zyS6ujAYxi\nNfCP/8yLOXMbrPb0ZsGQuJuhszzwotdy9doNvA9IECKk9iXwa2beSpM9TgqPEic4SYeWZPef5RNM\nT2XSEixZ6NGoezsrX1EdzrGEZDWx7Zu86jeeFrUIT8vca+Di+iJhVp4wqw47/d3ctCDF2sjG4lCr\nfsXDq4m1RjHmy1aupIqjxnIDVTAIiApWDNO0TTkYaMaGZFBXrBddLv8n8GSo7Zlst4VQuPLoU3KR\nNwmEuDXisXGY8V6ZJmUclVe89C42G43qQ1y4KG6l+RIwG7Tlc529UyCuZpiOocufB7bB493E0ekx\nj195nL3lwN7Qscrp1RYDvb2IWfdYs8Z0F9BuDzEnscKU6lwwZSgrFP01Q/A42D3z7MweLYMsQXUC\n3/z9V/lLX30vRkd6LH3ChVaUvusYup7RjngCggVj8akPpYHNgxXOEqxvhzGipXRfRgNQ/QlMmVDz\n6Rz7tFWRtFrgmmQhLfnartxKXoW1uCQrYFSj+kQmjKtQk6IyZoAts4uq1naU+yUSMDday+QORQWq\n3GqMi6joIN6p3AudT9gscJITYlFZ07FFKDenuOCwYkvX5TeeiyLNBNiz2G4LobBY3ErmJam6VNMT\nsbYDjJOyHWOBWOeiE0zJJ0iVqPHFmJ0OLYocFKY6TsBoG1asWPpuICR36K13bMctT1y/xqLvWXY9\nq5SIdb1asRh6ejPQDUuM2cPYPdQsEdmCphoLZYTl6MVMaFVftb/y4Mf55st3p+EW2/S2xxx/47KJ\nqCNIogKU7/jaQ443DglbjFps0hZN8FhI0N2gwSA5g7WGBPohOQQzhXktzBlrTy1KG5PLJrRSVun6\no7Xp7yrxWgSDxjwRmdYob6MRmrG6ToqHiAgGgRBigFcR+loboWghkQvnUEi8VhevCC0mfZbkDVnR\nU/5PsuAir01xvAzDwNlmLMRknOTR5alYM9qJnArE1ryS501txdDzyOOPs7deslzkQp9VGMznwq2L\nh9tCKNx170ue8TlZkksq45uj1TTAOAW2Y9zHSXGumtTKyyvzvnkxM7QgHJgzroUhwsaQhYJPC3vU\nbTsTMzNNk2WaRo7PTnj8qmGwHash2gzXqzWr9Zrl4hLDfk8nK6TbQ+wKOCWmXm/unaD5x/rfyktO\nfz4tyhEL/OVXvoCfcmd80RM9hihM//rlLulMASaBPq7g//M/m3jbWwX8hPgRExIU9Q68pNqXeUAZ\nOmPxjIhOxKFRBWdejUJIA3cOqgCly5dPerexEgv9tA4+eRXcgboeh9GYrqxGpJY3zc03zBOoHl9X\n2HOmRHrvRW1JE6lO9BYa1nFiMQmJaOR2EkKqe0JrqUAQVhgnH0nU8twkyF/HEVA9JFO7TB7Ps632\nnZrAPXfeGYVgSGqT6nk99Ky220IofOJTD93imbErQqoSDeCdstkEzjae7TYwTdEsGRNfhORt1kpj\nqf+lgiAk+PnBj76LO1/0hllvZ6KoIgyT8jh2TCKM08iN42MGO7DsozTfW+9xYf8iexdWrIaBxTBg\nzToKBdMnn4WmTUkleon79/FvDXzT+wa+/a4NaOCLrxl+6ct+K7/2keg39nVHvwGjgY1Hz0CMwiD8\nta8eON4qGibUGcTH161uIkyChIQGNBNchs5GFWIWRkwiMNVgTKieePFqqY3Vo6+QflPiSxoUkLVq\n2ZnkBtuoCjvDW7LwblpkkkOxVlfxHB0YgkYT7ewa6RnENPdPT5AZ/FZdyShCpHg6xpJwtWivSFUJ\ncnVvUYPJ/g4NJVOEQjpQVWfCwEBBDvPpXfmTANH6ocKR61nZNg/Jcycabguh4DbjUx90zqbEVWly\ngSvXYgcNHZycxVJwmzEKB2u6qt+G2HFiGglcFPi5ee3ul3wRBfqZPAVSxKQSw6uJg9OaLsbnj5F0\nvH58xKJPxV329jg4POTg0j4X14fs7afQWRvTp+FN4gmarSyEcdL+jZdvCE9EdklUef2Pv4vfciG7\nUQucGf78u67xXV+wT8BEIdgLRhX1juAk1X+IQsGNivoYk6sa04jNE3XorClRTUg6dqg6cD42R5dC\nFgowDF0s1ZYEQzbIFdWtBIO1qkSe/PGdWGvRJIQrUakpyjVRjFJzNwhg+75M3nrNTMblKMn2OZvV\nOsEd9aGoSibzFxpVUGRe3Dg1oQjzqNrES7eWjocefZy777ycxl0gcx+z5SmVoS+9nwVLqgEhIqgY\n9npHdPqqCWmeK6xwWwiFvfUzfxjVqN87F9iMnoc/FSfgpTuOOD51nJ1FPuFw726un1wFCfN+a6Ed\nghCwOQFIw5graQXtImk4TeOM4MohtJLMl7brmbYbTrdnXDuOcWDv/9hHuHz5EnfcfYnLh0sOlx2r\nvseaBZhYr5LgogoAyVCc2kfUncvukz++AclM4BjQk4m/+YI1/uqECV2E4uv4bBo8wU2EpPMHN+HG\ngAs96j3qAz5ydDsmvdyGtEnWhSkkWWHcGxifBe12HIuu20z5ZOqtvh/Syoad7YlrV7l8eJmM6PIJ\nUUYYxIRZDEJ8R4Fh2EUKRGQhUhNX5XefVnxjpBRssTYeW02LWtSITBoaYzA2P0PW7ePDqqG8sxwO\nff/dd1Y1NHNGSkwaXPJkVoZDgIcefQSAe+68ixkSyJ2aXkK26FRq99a328JP4fnt+e357fbZbguk\nwKRPfczOpsQUWuPkOdtMXDiMLrBHx1tOE0rwTrgyPhIjIY0gGpJeqIRcMHYWWSaALSth/sR7zx/4\nii8E4B/9859CJGZkkhA9+jIUNGL5je9+Ffd+/S/j/MTpNur8X/OHv4Bfe/cTXHniOteODji5uMe+\n7ejNAmsHVExcvXI78jIRF5gIRVu0UFbkhCxcgA34GyOSIhDVJM6jEwiKdw4/JXjvHG50uBDwXvAh\nNHo/JevQvF+SE5KRQrRaY4qLcoboUPuuYvpm/UpcTPb1aI8XuMmv7I5Ld4JxWDvgx0rSZXXCIJjS\nbVHV6qxNLW6OT3urNkhz02xByejlkWs3uP+Ow9TPsa9NUQUi0do+Q4tEQCKiEwgS1b2aNSn7gTQp\n/rLLdeFGDFu3ZdEtuOeuu+M7S2mjKlUh+X9mWa0+Dep6utttIRRC9+lrSQJ8xRe9gh/5mQ/UDxSc\nj7kXTzcTJ6eRlzg7G9lsAt4bCKmzjO6QXU1eQiQFlCj0WS81JS04An0/8AP/8t8CkUfIcRBBPXiB\n5BdvxPLAn/0gxkQ9eEoZjr7/7T/PAy98EdevH3Hj+IyTzYJxKSylx5gBkQ4N1FqDyYz1uuKBAAAg\nAElEQVT1B7/5F3n7t7w2CgRNZFNxWmogc0ihyCcjTNGOrZ3FdAZdW9THbEsuCd8wedw4MvrAiTkD\ntyaIYqlZhYOGKqTypJbspyEVPmc1IOv9xMmS0XHL0+RYgzz5Wi+GbFZLiD6/4vicocc1zlpZGBRy\nsCRNafpEQykHV/0VoM1JCcyLOTcU532XD8nWqOhvYIrjab6YSCMAW4GokaCM8RI5W3RK3x4qGVty\nfyZB2UXKCGOU3g7JilNVsiTzitpTNInCKcCzkgZpuy2EQmefmmicCQRix3ivjJNnu41oAeBsM8Vo\nSI3mNmvqK79x7QoXDy5xcnSD9YWL5TpFKJAWjs5itM13V7eiD0OaOHWFMmLoTI+3Ex5XBtvkHKdn\nG45PTjg53XCydWydwWdeQXoESwmQSqvGP/lrr0dPp5xLLqGG6thSPPRCip/YOnTyMZvTsoOFQa0B\nD8EHvIvXd87hxm2sWmQWjOrxWdcmRuO1BpooEHK6OCmToc1EpGlgpytQucK6+laeQtqZmJ45ykJN\n7etsh9JaNJoJL1oiS1sGP/ZbXlGl4AQXBCuF5mR+cymTLYRQPLBiFv2so8vs+SMfobPr5OfKnow1\nn2QTMxKqUIhu40kwAGIMPii9gu0sJnEZPiX/tf3eTh827ZdWvD777bYQCtvtUydu3d2iFUCTO7Oy\nTSTaOAa8T1DONCMb2D+MpdPWFy7OzGc++aRn6a90WGOLQ0kNam2IMhE82rykFCRkOzo7FPIR4to0\nuomzzYazzZbN6Bm9xfcdagfEDhAsxQLRmLOyMBCVomIUCFvqPiQdwythIgqC4x5dWXSwqESEkbNH\n+WnCjVvGyRE6IYglGENQk2Ih2rJyeRFqVuYCW6XMb01Wmnh8tt1LhbWpr7OOohorQ5Ouk0ldTdLB\neV+QHTBTZ+L1QrQkmIiwynRo5kt+810WCJoE+YyOS+Shjybr7O8iYqIJtkmm+smjnhcdhHLhoPDw\nlWj1uvvSkK5Vi9cG38Q5hIwasr9LYJvSEGqICWeiFheD+m1WYe06vrOQFyAaBLc7XFqP01vfbguh\n0NZUePonxQUy7z7NJ5/+ttLIzbwEZVu3CFKcSCq0E4HjzQ0uX7yTYCMc/td//6v50v/2B2cQODs7\n/eq338Nv+saHyEFBImCli5aKbD8nDjCvyuQmxnFkcoFJBS8dahdot0w+BFPukDq4g5a4h+IvUwZl\n1k99nFRBCVNANxY2Ds46wspDB+q1IoVpxE0j02hQ7QnWJP8Ni7EGkR41jZNuXoSLOq4zVr783sB0\naSZTPj9/WXIP7HAQPgTUetSZOrjTNW5amQMxNDnlYgiEqH5pRgqhxHFkz8+2jdoIEdUsGua8iFiT\neJPo+Xn/viP6Mtdnv+sgWqWCr7kVgyY1L4QZl9A6L/kQ+OCHBh74jLMI9ELMNK5Ea4La+bpfhIFm\n0VOFc0a6sy56FtLhthAKfX9rzYgwLTovFf0xR0Hm1a1om0lnz3Az8UNBDaTaDn/lW/8C3/It38Hk\nRqx2GCN80de9neI5SSarIhJ57f/4aGpHfOmGlATU9KhtPddsJCdDwHuH14DHEKQjDBex4wKmHsKm\nPljeg4JPeQhL7EbkPMoAL3xJTMslo0c2AdkEwllABwhO8bkq1jQltGCACaVLSa1NDHQygXYm32Ru\nTLUMNmcj/dDFe4f5KmXywKV6GeZy6bkwSjUa1ryEfoyp8LK1NeeyaM3JjVqf2hOi+0lajaVMwoxY\nKp9UnbKykI8TdP9wyfVrm0Y1NxgV1Fpi5kabdP+MeipXUMeAVtfrErUZaAXh6DbpeMtLXzrhUw0S\nVUWSquH9nPcoj5vJxtzEREqG0Jplnz1WuC2Ewna0T33QzqblH1Knpt+1DrRdr7WZPpyiHqMlwhE0\n8I3/w7fS275BBWbnWsRBsTOw8nXe+UPfyRd95TeVegf5OGsttrPEzD4+6soiBNPRf/jH4P7Xge0h\nZElVLgo+IoXsDCMh6p9m2aO+ZsFWk1CTBpg8ZvTIGGKYtcZqRj45LznnUrZqAZkQs0jeupK8M4FS\nKIaCpHLx04xQ+kUXIXLLFUAxoQfqxI8aTj42p2qvFnGlhkD7onsr0JXoP2muX7o+C8SQnKcyQZo7\njGgBMNIkRM28Qmb9Vbl29aR4asabBIJmxJJ5hazmSinyUt3fswNXKGRwq1qebjYsh8QdQRGMICyW\nr2C7/RBZOObci7NNq6ApAz+Rvd6nPtNWAN/6dlsIhb31rZ2X0FrZ64eSclZk6EkaPIrBpJwDKWlK\n15VcAcF7nDYD0MYVvhVAsaRc1XXLTVX5HV/xZ6M5rHjOxWM629F3HdZGF1hDTDPuxTC+/C0M46PR\n3TkLtJBSfQdFfdwjYojPZsTwDceev3OQBpgPCe4LQUCdx4wB2Sp+43EqeBeKUPAupUZzEJgwxmG6\nDEFNKoZjUM0eijFDk4QI0+NqHJFLXoHn/ZG124BvFN9dJ6OZOlCZicgfoBxevMDR6aYc12bXKtY3\nYX6eBgg+uramilh33nMPVx59hHHy0QNxNnHSij8TGHGTZFEJUmt2hkRwFpftXaGQycNQv1eUoe/K\nxCX1Gclhaho/HCuZN32lLYlNFKg5IzbEiMkuvSfnPX2yQD0XnMJTOi+JyD8QkUdF5D82n/1lEfmk\niPxy2r+8+e5tIvJBEXmfiLz56TTCyfLWWl/go94kmat0jzpafvEh2fpz9SNrOrqui5MASjUo56cU\n/JRXSR9370oNgnrvPDlCtQg0lZOsMXS2wxrhsz/zJfzdf/Xv45QRg5oOzICYnvg6TFEZSv14HwWC\npuhARPiewwGz6OK+7JClhcFAH/0mgvOEMeC2HnfmcNuAm3zcXcyboMFHVcKNBOfwLhD0OiIWm+I5\n4m4xNvINxkj6mdPUSY3wS6RHJtSyMInFdTyLoU/vJvIJ1vRR1SrTk/K9scr145Py93xPQsFQvAqN\nje0SE7kAJl+GwJXkFdh1Jk5sqgdDm+asXWQKN5HT0jsfrTbTxOQczmfrgRbUMK8wVX/3YSfjcprY\nJq30MVp1nuhGm2uW6/ral3ffdVdURUvey4xanr0K8XSQwvcB3wP8453P/7aqfkf7gYh8NvAHgFcD\n9wM/JSKvVN117J9v1t9a2ems66pWk2KGsX0/YLUmz4xSOw7aEEzpN2stIQ1+Z1x5+QaTUm0lPTId\nX7Pv1LDd1m8gryBtcE3kGeKEevDBj/D1b/otiRwzqHRJMPTkgrGSU5JlweDT82UySUCsIIvkgCWK\nGhMz8IwmqgzO40eP25CITY9L5flibsbIyAYdCdOIdiN2GgjuYlKbasUqTDvYzGwSIZKSsrYVnEJd\ntZqah5txW8/TwOSjKTqrG2QSWGKGrIwI6iDPAqG6JXdJQKmGFMVpErfSpoRP7z6vFflm2TdCo4SR\nZkIpcOcdd3L16pU44VDEx0bFfJ475mqtSCWjg6rrp/yOpQFZIHQgI0KfUAH1H63jO4/rMt5RHnnk\nETLT2NY73UVst7LdUtm4T7O9FfinGus/fEREPgh8PvBvP91Jp+4WtJj0/iq5kwZkiNFr47hlGJb0\nRQH1JY+/8aYcb7pYbt73DudzqTjH5Ko5zUpXlc10z5yh2LmJHAefIaxRk8Zcw2Rns5sG1Ht8iPmH\nAwakS+nZGk4hsqhFfYjejE22JYgrIiBdXMWtKmGwiI1IwE+OaRsYp8CEZ0pCwbtEUmgg+AmdttE0\n2k1st45h0UdVx2SNOmY6NpHQKGHmkojV4A1OHCmSGx+TOmZQM7P6ECrpV17lLrBLKqA1BiMDmq0y\nlS7CGGFzdpVLl++ns7YIgkjUecTInAQsxEzD6pf3E+s/Z0tK3h577LEk3H0rteKKbtPPfKk8FjVE\nFSstGEVlSkJy7vaiGBZJqIF0fRTQSsEyO/YHkAxilM987Rt5/39458wfovbrrQuHZxP78KdE5FeT\nepHzqb0A+HhzzCfSZ592s5l1f4ZbEQhaYf5dd99XOkYgOqDkvHnksuMpz6D3ELQEPHVdH6PyULyf\ncG7EORdDpckLWWbU4/3+4n//NeVlfOC7X0er/86LqiY5FrQM3qAx4g2x/Lm3/zzRBJAy6zQqRIWQ\nGZ2kFUMSDWElIgcrmC4GKmnwuMkxbifGzci4HXGTw021PqYQuPCylxLchJ9GpnFku50Yxxhyns29\nTSoRsiejtZau6+j7jq5P9TmtKSpGXuW7LqkcicfJlgQFlosVy8UKRen6riGBTSqLpgTGMjMiaxJJ\nQ2MNh5fuZeg7hr4ve99HddDaJhN3Trxbdilh7yWXhsxX/mINCbGAjfNJffAOF1yB8vndOO2L+lgE\nA9X6cI4xoYwnEWJ+R+9LjoV+sSx5F3O/FAGbzv/1X/7pHYHQEpy3NKWAWxcKfxd4GfC5xFJx3/lM\nLyAi/52I/KKI/OLkbsFP4fnt+e357T/JdkvWB1V9JP8uIn8P+NH05yeBFzWHvjB9dt41Stm4Oy+t\nb1GutWRMhMYPP/RxbE6ymiF8A+VDgpm58rIPfSz6Ynv63uFcH4OHnMePZ8W8mO3TZUWRyMT/L//b\nP076rOHl3/DuBAWrzptOKitFvX9Oe2ZQsXzX17wBrieQlU1lQRvEoKSEO0W1MMljS4OiiUxNyBuv\ninOOUWArjkk8forPHEJANFa/PvnAr6OyiKHV44jdjGyXjs5W7qCLnmAVgWXrjAFJ/EMIAZudhTTq\n55Fq6bHJEcxYi3OOzPScjaflPeXaEcbG/iqmZW1WyvwOSlboDptQgQYperkx4eaVn3Krwls0n5xz\nfEahmXnMHG9EYomeKtYK4azo+5lnKtQFcP89h3zqkevl+tWComV4RO5KCBIIbopu4+ne0ZYV7c6h\nqMSNGTSpKrvl/25luyWhICL3qWpOl/R7gWyZ+GHg7SLyXUSi8RXAu57qem014ae/VZIx6/dAMqNF\nN93qUVcHVGTGIxwE6L2Hroup3Luevu9xbsR7hxqY3FRKfQOF4Y6BUPn+HtAUCNQMBtMCsapCFFKI\nqD6osajYYsOO4XWaHQ/m+RQ0CgF8IExJ0ElAjeI2jmnrGV2MIHXOsxVlEoeXyF7H6weS71x0Mgo+\ncgvOMY6Ocevoe9vgSMWINhmXGrOdSOIbmohBkilXIw8hyXlr3FzDDvtl8rT8YYTwmexrLADpVkO/\nIBDbX4vzCFcfv85dd12ualXj2Vds9qrFfaHMUpgJAZNMupLdnH0m+kLDJ9QfZfxVN8+Uai4UYjuS\ntVFVeeTKMdZW35UaSJV+mJT5WgSj0rhF104qv2kkW/PiMVcX/jMIBTm/bNwXi8jnphZ8FPgTsbH6\nayLyA8B7ibTTn3wqywPkNODnb29+wxfy4+/8f276PPH9Rbc/LyQVqt5mim6fCp4mpOC8pwuKTZ6I\nmVvwk8O7CScT1sUCMLGxHa984AW89wMfg2TZyDnzBNIg2Un/LRTfiMh2NySbMaAmVjyWZH2IS31C\nB4mkUi2DRIOCi3UfACYXA5q2G8d44pk2jhAswXi2RnHGE0zylYYUK5BrMYD4gBRzq2OcHP3YNego\nYIwWhj8Li0gQ1smdvT6NyclnNE70pBwv1pfSYI8iqViMCpeQSBKpTL2mvgzqUqarJJQ0Lib7BxcY\nJ5c4F1/Nf0E5NyKRmgY+vp7MweSHyqpsWptV0OT8VDmVylM1rgW0EzcSkilOxlqMCJvNlmFoKqwX\nc4M2Y0TivdXgQ6iJdOpojkBRo1APyUyTLTznkhfPcHtOy8al478N+LZn0ojLdz85F3meQGhu1ph8\nYuftrS+w3W6j2SoNKFP8BSyODOGT+uAmxq1hZdcxytEO9N2E6yJaCKlmpHFZKAjv+/Ani0oSZUBU\nBWLQkqmDr1Efsk06hwib9LmKoGJR6Ui1eVEVJAmF7M9foWlSF6aAO4v32apjq8rZmefsxDGehZjD\n0MLUgU9Rhbk5JsFWI6QiLDlUOlpG3ORwzrO2MXOU9wfVJAZEm2n2BoSPffw3uP++e5sVOCYx1WQS\nztaKQMTc8ZmpAVHlnFproy7MORqzhlqrEm3+OuFcivtozMI+BE5PThkWcQJmt+PYtjq5K8EIajTW\nv8hVt3ycY7mNJqeZKgQyO2qIJuEWg5tEKYSstTEd4N5eVwUhVWjt7+9xeropfheSS8n57PKce8mX\nfrdJRRU1WBuK78huVO+tbLeFR+PDn3r0ls7TdsIkCX98fJ0+5UakYW6NMdx717187JMfTXpYUh/6\nBa84fJiPn30GposvMKMFN0344JIlIk5YYyx0HeR08VL17QgdU7RlSnIC8LVf8xp+6ic+WYVC1k1z\nDIN2YDpUUtFbNajXKBiy165qiovSEt+Q6yts3cQmKKcbz8mZY5wUuzBYUYIBtZQqQpAEgUAnyV6O\nIhrRAiHyLc4HTs9iQddh0OT/H/fNyQmrCxeK8HvhC15A8DVNf0Znm+3IarEge5ZmhCKa8g3O1tWs\nlsRj/ARdnyZkSWZSVUDnfYyCa7KymJR4V1GWq1W0LlEtCcYYetvFOhfFymG49sQTHF46bBLGRGFg\ngsYYFo3v/WyzZbVaklUQhYIgnWueX7PqYFLUbI590aZGZXqbqhwdnyY3+Hjd9llnK39SiUyORtWI\nZ7ouRMFjsm/N/LRnut0WQuGVr3rFLZ9bBUP6u/wDZailAfDo1UeLCuHTynF0fI0H3R0slx5jLVZs\nEgoDtkELOey4qCH5BUrO5Zd9FKLinR2WAN7+T3+Ne++8nNSH2KbsHCXGgiaBkIQCaqNO62uik7xO\nB4kmTd06XHr/bgo4F/BTwDvFCdCBDKALOOuUX7/8cu775HvTM8R9+TmvY/ued2NIrtc01aF9IPgU\n+h0q6lFVFut1MYEhVP+JxocClOUwFLQAFNSzmQK9gb6PEYZunFpVHRS6TqowSSghv9aQzbONPh0n\nYIryzAbkGZkY9fQJh7W5EG+MfrzzzruKKloIaamIT9J7XywWRUArURlz4xkAtl9EtGOyA1FsewzB\nt4kwzYI1XjVmsdLCp5TH16wJGHIYujEmCndVrNqIfCWK0N6R3OgbQvxZSIXbIkfjr7/v/c/8pB0+\nJduwK8uUP8+JUWrNxLiyx0HtnWOaRpybUtbgyC303UDXDTGLkka/hYgYJrxz5Cy6EYbaGZH5d/7y\nX4gDzqbd1PsLbVxGEgq2R22PmrSLJQQpUZEkeKuiqAGvkUT0k+InBQdmgs4LC9uxWvQs1h39nsWu\nLReWls+58UFyWvIsFLb/8d2FcBQNSPCgMZFrDgWOuyRkZBCxDZeTHarm++bCZ1UOpHh9hujz4S0L\nG/mGaTsybcfZuyp7Eqwawk0CQ4PSdV3kEHytbZkDgqKKU/0Tahj37k/ZOcYkUrkriLFP5HPf98X/\nwSa3ZGsMi+Uei+VerIvZ2Vh5axji8baPKqEKPuVKqAtVzgqWE9hGi0vkuyIn8v+2966xliXZXedv\nRcTe55x7bz6qMuvdVd3V1VXY3W67jQ2Mx9NWIcHYwIc2RgIDEpgxYkaDJRhGgD0ageETQmbMIM14\nmBHGzIwxGPGyxMvIxu6WwNgutaen+lHd9cp6ZFVldVW5MvPee87ZO2LxYUXEjnMzs7Mys7rzdnFW\n6uS99zz22XtHxIq1/mut/9IjeII0buiUJ2Ln5kPmADkSRbkZORZK4aYvQptHOdYRcyuT5U+MSW6z\nFiKmnKQ0WKKSJsWXSEToCaGjlD1bttxgdRHRSn3KAJXyaIA/86M/lnPy25qBbFFkoCjnA4ILphRc\nR8qPKIGkzspqs1L4u+djVgrmmxtVl00kj6cXz67vODmbcWpvxskTM3ZO9Mz2At3C4wJt7k6lvHdS\nkOyc8Vdz7DWXpQtxDIDHeVivDhrfPu/UR2pP+otPMgzjlFgTc5ahCLA+gpY3Y9XMh3IvDbFn4/iq\nymq1Khprct1UuXTxrY25IAXwc5sKwjRtqa7NAKe65jOudhj3PiDOc3F/XU30ukBlwjyCs4Va3E/n\nbUdXhT/zYMzzLY8dTIort6VPamxiY44ctbUVz63vy/hM09A2uya1dqKJtt2KHAul0F+HT+FbP/wd\nV32+NVanPab8btrizbdfs1ec1AVqyLGBXjFFhnHNelgxDqsctpOct9BbZ2ZfG0farjQONSvQNcVD\n4puGJjWLrxkklSasmCet86jvSH5SCoduwaiOcaROoB94wKOOyfbP/qr3tjPt9D2nZjPOLObctbfg\nzMkFp07N2TkxM6XQtcVLZTeeAHTJJ1XqSGKEFIUUBXgFTR5NHbPZHtWhzrv2Jn9A9t+rIo21cMdy\n9O31MQ0bI9bq8gLGltE92lWaeu55ETAph70TpyaFswEMtrTyZoWlpKRovUdrgVtrHVlIgMPVEhHh\n9IlFM/m0do8vyvX119+YFqzzVimbIwU/fs5chTtee5Y7Xnu2OT8juDErwZTCMFrR2jhGUxAx8f5w\nvoKwxcIwBrCiWPK1ln9f75iCS1+5IOrTn/uKpRNXB1XypL3z9D3Zn8vAz5FqtKSJMQ4Mw4p1CLgQ\n6N0sRyJMMYzjUIHJFCNjHI1o03UZGJqUQU0gaiaw5vBZbB4pWZ6CbdvBLIScdPVX/slT/KXv2oVR\n8VmJRMGIRBw2IdTVjsRBhIASxOF6j84Daa9ndcKhYWC9jPjVgPiisWRaVBTXu6zynAo+Jgp25sf7\n8V4R53HVL5Z6XVfU+bfXn6MW0/eAiuY+GlcB0zbGcnJBynlPbyugnC3g4uWrluKJDS3T5FA055eM\n3bvgQBQXNJ+HYSmWjt3iF4qyvzpkp28Ih1W4+64zkODp51/gkYcfmvCHonCAN+/5INgwbli1OfJc\n72cSTJGVa27mbLV0mmGrv78LciyUwhWm5I3IVRVCWZjTsYtJ6JzPjMxSP5+yteDXIaO4ZgZ6F+i6\nWQUbAYZs/sYUcWlSMA5vfn+2IKZSVqtiG8cxm4R5ZyocCQg4q9QcnAFvP/IHPsLhhRfQMRFSwrVK\nQQTvLMGlyxc/E0/nlM45XAho36GLHr/jWHmh04HQ+QoW1vg85jpUQC/fu6IUSsNY59Jm/UJmr647\nbZ7004JqTf0MltadPb+lsQaS9uwf/CYn9vYmDKVxGWK+9yWaU3kTEaNhE+i7BTENWQE1IEW53jLe\nWmIcWMEZUlZo/kixRCRHChoQsHGXFv28EvfmA1el9YGHHphIWdtK2nauZsZuROo8bS2tpNQCtHJ8\n54rbk38kU7BtHobe0mIyORbuw1a2spXjI8fCUui7/vpvuppI/W9DCxfzvQZ22XQfCnoMEHOJbUwj\nw7jCra0nZEG/Q+jp+4kxBxFLgSZnk2ljBGYfNiWtvAwAToX1MLAehuwvpsxpoLZjiCO5wJBDkisJ\nrJMjDkqXEn3OL1ZHzvsXZBS63FS3d9AhBAwz0M6hM0839wSJ+GEiSLFb1VgG1ZUoDzOrxxhxuXkM\nOdHHl3wHRzXrYwYRLfNw8vfJVoLdN9tRU/KEUMJ+087qZM3eXqYwlzKUyjAc4nxfd+Sp9WTBCnJX\n6JRYD4cWkstzQao5kDdWKXklZZIU/CC3/8suSItxWFamZHBWmmhLk13a7Myl7bxkC2Pq99CcSJ2j\nG3+0AbN6fqHrplyL1jUjzxs1evjKGp1Sfd+tGAzHQilcXN7EFcjVf2+tuTbHXpgiBcEFRj8lIyUx\nroUhDrhhZaChOLquR8QTuhmzMuGdYxhXpLEkxqTNAVBsUY1jTXgSFdbrgdV6ZMgKYRwTqaQxixVF\nFUxhTeBQPeOodLnTUHCCCw7fgXQOF2Ev5xH89W94H//TF17CBYFeYO6QucfNBJcm/GATfTKwtSgI\nJ0LnhFEMdEwpMZRrrArSCG+9zx58g5GgqVq6Bl5Oi67UAwiRmEokqFm1WUFVDEbMiPfdrLIUiRPG\nTK/mFr7yNsaYC6mmL77So6z7Rn6xRBxkopGfiGHs+7zzWUW4nNg1NcqpJDstbpSP89bFfe44sVej\nDqWvQzm9K06qcR3QTYbrcRxrMtLG/cnfe+bBb+T1c5+dCuxSOhLGvDk5Fu7DV6p9uBlpQ1Rki8Em\nvlkIs9kcHzp75Lp7Szs1bOGv/pU/Z9GIvNMH39H3C/p+wXyxy3y+S+h7xNvuYiSog+2YhXw0Rr7z\nd5ziO3/HKcY4sloPrNdG5TWM0UJ2hVEJQV0gij0GF1iLZ5mE5ZgY1EKR0jv83NPNHV0v1nTGD/zI\nF563kOMM2HWw63FnHNKDuJI51+Qd0FgMTAGNM9/0iFHjC9DQiY1jYhjVHlEZo6HkMVsKNZkoTRNz\nw0fOXJOFkiymQs5a3j9xGpZyoo19U8wq873H976Op1kvIdciZAS+WWAtCjdZECWsN2WcKqXKMDKb\nzZjNZhOLUgU7Y82LGFO0lnspNcAxfO7zc07t7UyYUub5aElkpXlU4Ks9R6gRq5qK3fKBVAst8uqz\nn8kcD3FSDFoqO29+/RwLpTBz1+8Q9c2PfNs1X9PNW10thI1+fZSkj8Dczwg+GG+iDzmeLDmOPPI/\n/vkfZRjWDOO60m0H3xN8z6yfM5st6GdzfO1iFBlzclMpY40x8ouffJ1f/OTrxJis50N2H9ZjZBgi\ncUzMdwJ/4o/895YA5QPiwxSiFE/FI73gZ56wCITdQNhz+B3B7wiyA+wCJxyc9MhJx5//1AWkM65D\nh1VFTi5Cg15TXCt463PP4F1pREJFanNRJov+dcZRGKNYyPJIfkLb6/JoJWTlLIzT49J+5NJ+zAuy\nJQqZWIc6P9sMXdqAbyzwErsXoX5nq5TKR9o5UlKKa4RD7TyWywOWywMqOUp93cZ0HEeGYaTvd3LC\nFJWO/sPfsJziKTIpIrLlJDAt9uK25fefP/+qzeR8XW04u7h6E4AdK1HQpBA2Kdn0FrTCsXAfPvCh\nj1z3PZ955okrntsAc+vPPJBlB2oVg1ja6ToOtbW8DwEfPalkxaXEGEfSct8iFdo2QXEAACAASURB\nVGKWRMiRgZIiq5pqeDJpqaWQHEZyVTmA9RUYxtFwhTFWS2EcIwdvr/m7/+9PMI4HOF/OqSd0PTEE\n3FosQpAJSSVTgYlX6POET6A9cMIhpxyy5/ix330X65DwXgkegsu8CIDPbsClBx5ldu6pai0glkYd\nsJ+lLNgSrhxvXXof8/lQ3Q3VzRGY/NkyGg23Yw1PTpbcTuaY1JSa9Sobi2mIq2mw6wKfxhPMLUyN\ndZI0EcSRZFMhaC43FqglE6bUpx4NbSl0+YdqnhuRIY6kpFy8/FaeG9O5iLjaD1TK/cl+fqsMKPfb\n4jiIKg/cf/c0T0tBlAhe7fqTzOs5lmYzJe+j5oAcqRC+WTkWSuHcuedv4dNXuh6qUDon1xx9QHDZ\nJ+7wIbsGoSOOA9HHSqhh6ciRcVjXdNaJTyGHKkPPGCwbslgZaMK53NBJp76ByaWcJDXW0OR6sM7P\naUyZpNThs6Lq+544myGzGTsD/PX/sOIvfdyTHIxiPrcP1suhSu/wew7ZE2SuSFC8S/Qe5p1jPvPM\n54ZxzHrHwWHkxMtfZJ13J5d3TY/iRfGSKSPsqlE8p0++wP7h+xBJOW4+FSpZ5HFatEU5FzJUM056\nhIGSbJQomIvxURRNYPkbjoODQ+azGQWFO6p0ClBawNICfooqg+cKE9ren4+iTcJSMrfFrIJiSTTb\nTAnTZoLUmNPhxTccjSL4vPVPnaayadaEZEsfjIodMIGCxZFoLQp1O/keFQtoIlWJJeSZ0oaFdqty\nLJTCvXdcv+v0NaVuK9MTVcdvmKXFNHM1rx1MKYyhw1fexMgwLPEuMMow1UxUYNLhfaGG7/F+bbhE\nVQzFUtGqjMARY6x4wnqMhi8MxvCkmSeyy+c0m81gPsfPZ8TDnr/4HVYVWEhOggfvDVewwwtuJugO\nMANydyqnid4Jiz6wu+jYXRhwuJhHLh9E3CrWSVgsBWe9q6ZyagrQLbzx1gfou0QSh6st5ixnIEoL\nhJkiLu6KExAPqkOziBQobmNWBLnyVLEddzGfXzX+rkk2FIMgHKyUvpsAwFL6bOdDzjXQXDYOGRGu\nu2+1MWsVo9Q5lFV7Pm84dXKPy5cP8W05enW5DNcw98Qd8c+PINIl56BcX7akkHIfCuozTfE8u5pk\nqsaieZfkWCiFZ8+9epOflCt+r/CSFlAmVZ8VBSkRiGQLsOv6yuLc+mUl09GNU48DKCBQZ8rFhUz2\n2uH9gHWNLuehhGCK5Fu+0fHZp5Qxmj86DCOrYWS9HhgHq0j0TqqimvUz3HyOm81YB4+Oyjom63Tk\nrRioD1Q2Z985tHemEEIuIIq2KDsRduaBvZ2eE7umFC4ejFy8PNhEzpPJJnehaYvccf/AhfM5ixMz\n72OEMYd2L63e5o69XSsYy2zEZUGllEOUeVisOU5eANLM7mqpNwg+NG3fjhKklAUyZQgW5qeduWEd\nVSk0eIaq0eCLTEvHunWx6dJA5VhRh+3CzZr0ThA8y8MlXXCZmGdyB6S5BvuM5ArJTWVZrrVlTkKn\nazIryu5fUUlSP1Mn+IaOabGHW5VjoRR8uPG2cV9RdDL5CjBTJpb1e/R1AcbU03WbSiFm0IkUs2KY\nmJd89ust18E6TIfQM/qhmnDFJlyvrdz605+FzjviOLIuj2FguTbgMUUl9IIPeTj6GfQ9Y9eBONbR\nMInkjIhk5hPeOTTzDdAL0gviAR3QFJDR4uvBO+ZdYHeh7O6Yy7S7GJjPHMHb4qh+LublikZ+88WE\nZs72pCNKNPdLhNEJO/0ZVNfUsmaZelumvAvbNm4m9pQjgS2GxrJAGmaFrFyKOzJVX7bDOy2ksqsW\ngE5Ems5V5ZDZhUmlTLl+bTNf8kYi04lYX4meMa4ra1Zmj5lAziPuwAS8Ss1XsE7UI6vl2mjuyoVS\nch+mjUzzytdMZFOys6W8l1YXaH3tKGZxK3IslMIGRdUNSasqj75i/2JqqvVUcdmULOSuXeg3SnDL\n+1KMOaogOLfGjQVTyJWPmYq7FL94Hyrtd5nkLUVcUmFMkWEYWA8jy/VoeQvDmLEHnwuvgNAxhh5C\nT3SBQYXMvEbnmCjdQ+n74IwdXpT/4d87/ubHyz4jOC90nWc+UxZzO/58HpjNPF2YGr54Eev9qAlH\nRHRE1ZRa0gG0A804gkByggajkivKIpVdU7Pp26Dr1ctT4fJBYHdn6oN5xaiWhbFhIrdDPD1vxkkJ\nrZbip3L9RStU7L+ZLps7PBVbmOYPo5J0hc9EsZMKmD5fZmA/E1arNuqim9aQOLo+VMYv608Cw3pN\nCLN63VUxiELOdSBf21GrAqjKsFRI8i4ohWMRkpT19UOS1xdtHvlvVR76wG+p1kLJRhOmxRxCT9fN\n6Ps5fT8n9D0+BIswUMKNlodQHnEsvRPI/uNUn48If+h7PwGU4pZposQYWQ0Dy2FkOUSW65H1kAFJ\ncTUkiQsk3xF9R/SB6Dx4j+sCoQ/0vafrHV1nD++lmv8//h12nSU2LmJks13nmfWueXi6MPVouHTv\n+zbo2XoZEB1NOcTMPhWb+o0kxCjGokxJgCqVexOrUd1BmSb97s5Y18z0MLS+VAumUsVYTOq6qIVS\n8lzubZ5FFL4He0x9HjbKpSl1hNmyyMoLZXI3S+i0cBpkLolSNu3zNba78nqVrY3Gu6/ENC1YWUOI\nll8gPtSGuhU/yeXrpeamhCBLTkfptWmXXXIZyljeurVwXaUgV+8l+Q9l6iP5vIj8Rn7+AyJy2Lz2\nf9zS2W1lK1v5mstN9ZJU1T9UfheRvwG83bz/GVX92I2cxEPf8NEbeftVRI/8pVnzJ1547gvMZova\npFNTgoYQxTtPF/opUtGkse7Nd3n70m9WTgDArIXcdFXUN0BYwdGEn/3nP2cbmpaOxNHISlJkPQ6s\n1mYtHK4jyyHmEuVMuAKoC6jv0W6O9HN8P8NrcQM8i94z63zNOyhErMVqlRIKyw/nLDeh62wP6DtH\n1ztCJ4ago5x87SUKxVdQxd/v2X+hUMIPxr8i3iyE5IlRiMkRk+dw/E0W3S6lmlCcRzI4abdZsxUw\n+cwmkzFenm4tigq8FdmwOjKgmM1wdLJYJFOpbfj7zebZgtE11SKXhBfLI6WCUWQei3xv2xMqxyi/\nj0m58OW3OXvmND50zGcjy1XXRApSTdtOOfGp9Cutnk5zX4zpv7gJrs7RWtcj5FJ6aTpelVt189bC\ndS0FVf0k8ObVXhP75j8I/MxNnwG3cAFX/Zjy/gcfQ1Eee+SjdXKVBKMSjThYXuJgeQknPvMmzHK2\n4px+Nqfrei4vL1usOGMTE4nrgNPDTNE2NrkQk0kHUpVMjAZcRjXAcLkeOFyPHKxHDlcj6zGR1CEu\nIJmJSUKP6+eE2YJ+NmPe9yz6wKLz9M7RAV7tIVrM3HwLWjKWXMzjvRCCs0fn6ILLCPrk+zuMzLUT\nZTy/Jki0gioijz46ohmfiTExRhhHYRiF3t2FJl++mCtoxpCa+VfbWaTp7+I2FFaqDe6CrG2P4urF\nHK8p0g3GUCDN8i9pnIJ7eXG37ecnHapQ6XETWtoRlnTmeCUnRvsA5a4zJ+38UmS17ijZom3eA1iW\n6L1vX6j3M6YpylLB1QqSR1Iac4JSPqc8/ydXTWrS0zUWxjuWW8UUPg68pqpfap57WEQ+LSK/LCIf\nv9YHpWkbd+7cuVs4hTILJu/03ItPAcoXn/4MpRahbROuKbHo91j0exmg8nS+o+9mzPpFTWMOXW/5\nCcLGAh/jwMEqWw3RlEXx877vu7+bksJaJmrbFXgcI8vVmsPlmoPlwP7hyHIVMcInI291ocN3Pf1s\nwWyxw+5il3kXmIngkyJjRIdIyg8dEuKEn/qVC5WVqe2hSUb/i1L4s//PnC4IwZuyKOxFIhBE6ZzS\nS6JzMT9GnvkSoCOaYm40owyDMIyOYXTE5EjqSToph6IctWAA2iiHBkMoIGAJKFwtTfqKUVdFU+nn\n2PR11Lrq63GcTJlMdtRpsakm5v2eWVNOapq3IzHrgl1vyrhSTisec/ZrLNmFmvuDZhyioINFN5dl\nWoq4iqJ49dRdVQmUTWOD77KZs7FcZykuK1murvTqdJVi71ahxluNPvxhNq2EV4CHVPUNEfk24J+J\nyEdU9eLRD2rTNu7kbn+NoX+nMtl1dehViTqSNLsGxUqo5CfmDoh0ldnX3Igpv8EAO2UchprgXlyJ\nMQ54fJ5YxUJw/JN/+/NGwwU15l3Ki1NWEKth4HC1Zv9wzeXDFfuHA+shMcsZh66b4bsZvp8Ruhln\nwkVeOTA+SeP1FvAOyaFc13t0UH7gO+6BI6i/6czc4yG7G3/7Tw68+KpMzV8lt0Ejd4J64EHCiy/T\nSc76lIBnJEng4Qe/zPMv3UVuTsXp0+c4OHgA8HhKqfVmp6fLlyO7u7l7VskYJCsvaCIDrQ09KfkS\nSajWQl741vi3XGzLt2jvqSDnsMIV2v9yTDVLACLr4SJegCYynpKyWi8RcaRsBGoO3xo4aUq0ZK3G\nnM7cd7uMcYVLCXWpUtkbsDlZxc6JUcKVfIl8ajVuorpxv6ZLL+6EjZtz1E1oU25+Sd20pSAiAfg+\n4B/W01Bdqeob+fcngGeAx653rC7sXvf7/ujv++ZrnEjzU5h8QxIf/i2/fRMr0Iiq7RDnX/llzr/y\ny3VnsbCaRSP6blbdiN3dk4QQarWaohkNHqsrohaCqCGxEjsvkvLuWnoTDuOYlcKSSwcrLh+uOFxF\nYs4ndKHHdzOc7xDXcX59imE1sjpYszxYszocGFYTi5OmaWFZEEJzhylzLcj+sc+08z5bCNVSaJiH\nnCiL889V16E8HBGNl/nSc3tTEtaYeP2ND2RrwTNGe8Ro2ENKZhns7Li8zqvDy0R31O5tefFLtR2o\n9n5rVrcKo1Qh5odZC3lXjSMpjjmByNwCKS3pNUIOv8IM53J6d7EUBIxePVVLJGliqMlwmqskp+Kk\nOEYOl5dqaLr+TJGSEVn4KJyTSuhbeTwFHtx/c6NAbHIfJte3ze6UK+7iEeDjJuRWLIXfBXxBVV8q\nT4jIXcCbqhpF5INYL8lnr3egw9X1Q5I//S8+c+0Xj2jJEgL67Bf+I12YbVgI5XHvPebZpJSylnW8\n8uKz3Pvgw9Vi0JR488LLhNl8ApRiHrAYSbkBqGCDnJgKYtphMb9xzBaKWQvr9YqD5YrLB0su7i/Z\nP1xzMhoxaAg9dD3qAiOOs4s3ee5C5F+cO+B7H+iQ3hh8NysAcyhrNA4FkrVs05i9EqT2oQhO7BEs\nZbtiOoUzAsvn8LnjnyfiGIGA6pjTjDPANRZwz6N5OjmXkJSsbFuaHR5Fi8KUaRpPqbw6/S22Syau\nnqdQLIepl0LJUMzrv7gRgJb+CpXBRQvSAap4ZxyhrYXlpACLk3uaNE1WYMY8Jsq9giuZpSK55mHC\ny8qJ5ePnLlIiGFiqRm334u6daEo8fvaAX7gwpwZkExXwRNoGvK3SbNytW9ALN9VLUlX/DvD9XAkw\nfhfwV0VkwFTjf6eqVwUpW/nGe27VC2rFpo8y9Ru48qEVBVZJ1g1IlPsffAQgFzzZLnT67H1WSlsG\nX0czXctxIFsGpvE1NYBjOaPsc8aGv3E9DCyXK/YPDrl0+ZDL+0uW6z3A2K019KTQE13Hiwd3EznP\n99zXWd2hZGQ6Hz+qwmhcjl7g5ad2efCjK8SpjXAqMIPd5+CcKQXfKoVm91FbMK4QjojtsFIBONtt\nJSac84zOlEJByq2XpOJczK3QqNEIM8M39bhW10CqQnDiSBqn7EQmVqRiuueGUPmg073e8N0oNwwy\nFYtZINJcL9NGMh0nc1G2qcNHIA6bY8VNmsBGG5R8zuXzAtqek2SuScjumxIzmwQKv/j6nJKAVy5h\nwwjI4HI571q2fotWAtx8L0lU9Qeu8tw/Bv7xDZ/Fiftu+COtHFUp2kyQqddkaRaiRM2dnACxWFtG\noKXm6dtO3JP6VJWLHZTavbnuDEwAUsqDulGtpmrNWxsiFiNeWXFwuOTyvimGg0PL8lssZoifQTdD\n+hkyszoIYY13CRc8eIhlFxnNtHWjTZ77PngJHQIatPakpGkibZaCM6VQ6hLAdp982m/dfS87r74B\nmEtRHlImYa4CjVEz6u2IqVgKphicz320S1/PssNnzKDcoTLfy6bqBA6XymJmiiLJVEdRXi+t7yTf\n3wJDaPNvuv3l7zJWVCXUhkpLRATg0Ue/nS9+8dftM5KBU5rzls0xLrfOFIthCaRi9UyWQzkvh8+Q\nirP09Fz67VLKqdabitrGrWOM62l+NcqgRlJaWOYm5VhkNL5xaXnN177p4W/9Cp/UKxRC+1q5eUcf\n0j5fSCvi1C5NU8l6DHTBohIf/ZYP89Fv+XATkShTXPMuNMXIy47XwmdWJZmzIbO/uR4GlqsV+4eH\nXL58wP7lQ/YvH7JeJ3Advl8QFjv0Ozv0Owu6eY/vAnghqvUHGMZorE6rgXE1EtfRyrGjwhita3G0\nXd1jWJoXmRRDbWg6iQBnLrxao5qllLqWPKfIMKyZujxbeHIcnT1iYIwdMXakFEjJwLpSz9BlDoo2\nXFy6ddmOKyxmU0jRY2XJIT+85CiBKGbMF6xh+lnDivn3xWI+AYUV+7GGeapCrJmUhoU89cUn0CbE\nWoG+fINqSnGTNVnmxN/6baFGJVK2JpImDg5jtfbt+Wmetq5UreVgE3EZ07DxTInUlE7kV9ZG3Jwc\ni9qHg0tvXfO1J5/79Ds7SDWrpP40Uo2GPLOCVNPOn9T8NTSRKCGe3DgFaon0s18y6KTrcoQixro7\nFZelVQWbg2OTfhwG1sO6KgbreL1iebhi//Ihly5aX8LTJ3foF4HQzelnC9JiB+Zz4tjBGC0UFhWJ\nxbwXklgthM+JO37e8Wd/1fO/fjwiUSC6ajEHhCAuh+DMqFYgPfIh9Lmnq0lby4JTNtlR60odPQ8/\n9CYvvGTRDhDUO1y+9w6PR63Fu6qh/DqSnI3HEsFZdlAdO+OvtfLz6jq3C0Sa4qCqEMiKYHMKgOax\nn54/PDzMBWcFz5jCniljA2MUxuwmBp+Vu7i69Si6EVYUxFw0sjeSb/AP/WrEeVenRnn/fDGVfFer\npm5QrUXDdJ75TynYhkzqg/JyjVS8GyrhmCiF952+2YIouMLRa59SoQs9jz32Mc49/4VJMeSdCciZ\nelp9jkKeUVvMIbxx4WXuOHMPQM05GOv3pFoQWKIOE3tPc0oKYxxZr1YMw0AczTpZrwdWyzUHBysu\nXzTAa//yLjuhp3M9PszwYYa4znaxIUGyUGHp7aLemUshYsQfQUirNX/ztwUYfU72K1YM/C9PBP7I\nQ3nXLVWDqvD0l9BskzsRXJmQojhNVgMxmvv0pWf28H49+bw6VZKC8WFqKkBurg1JJXTWTmJ7T23r\nRu70lyspy77ohVqmLELtlJ20tRYlj8GEE9izlk3q1NdnsoozpYCSckeoeZ+7SMd2n25Aw8bScFDL\nxaVYUtIsarKFUSNSedJQD9lk0Da1HhU8nA438WqCc4F7z+5y4Y3DyWJp5v6tyrFwH7ayla0cHzkW\nlsKzX17d4hEalLaxoBRltV7x1FOfpu9nTb7CRJWGyzta0dAiuNQ0jXXCPfe+v9Y+BN+RwhRF0Ji/\nFyrNuKgwCzOGsWUW0owjrFmtVgzrtVkJqzWHB0sO9pdcvpQthUuHnFp4Ah4koHiiCsOQiKsRdMQ7\noVsYJ4SI4DqH7531jPRCEtvZ83ZkyHveAv7Ct0bOvzE1Ry17WMk2dOJ4864PcOJ1c5kkWVxfk1g2\n4yAkDVOVoiqqXQO8GYjmkpCSIRnGd5nMV5NNS+GR930Tz7z0WZxLdP0pxvXFyjJVHi67C1CshAxa\nUviJJsDULI1mIgh48Y0PXizzvJtnewGE0uqiSDZsaCopaLMophlYLAqXLS3P/uUD9vZ2s6vhpoM1\ns9a6bDUds/P51XdVF0sraKmaeO2N/amLeTEUWgDiFuRYKIVBb55kpQz9g2cfBeBLLzxJ497VxduW\nTyeNvP6msT3de/ZBi0gkY1x2uTHochVZzHcyUetUjvrWl1/h5J13Z8qvMUc2rhyN1Xhl7kVSZRgG\nlssly+WS1eGSw37G/v4hly8fVqVw6dIBB3s9XQ8pOaIKY4RhTMQxslh4SMpPr78FgB88+Tn6uZVV\nu0I7XzIyUcSDk2jsrfneeJumNS+/TsbsSpx5/fk6LqJFKSgxGqCYNJpL0YZ5tUwny5GoyVx4ICA5\nVPngfY/w0itPc2rvQwA8/eKTeayE9eoiNcJBAXK1ZgYCCKbwxLnqs3vje8uLV6+S4UfeDBxgDWmm\ngqsGEtZJyaOgTuvCVJXc/6Ep4GqwrHYepAS7u7tURVHCofW8WqBbLawMzXXbnGtdoJLgVCFJkQ2X\n5qoXfRNyLJTCA/fdc8vHePF1K7+oY0QBcDYzw0oPyLvvvN/eV/LXU8Q7YRituciwPiB42/1ck+Bz\n1z0PWSt6H0AVJ5FCzVGHrwzShqKQKRS5WrJ/cEAfeoLvmHUzdhc7nNwzks5Llw7ZP7VgQcLhrKoz\neFzwSOc5PP0wdyxf4E/OPw/AbN7TZ14FsFbmaUw1vOZVCD4nEwFOC5BYdhmpSuGte97PXRdeyJGG\nifDWFINFBqImYnI4LcVAeadbWxRpsdip6eP2BcGSjLIGf+n884Dj7UvPTINVf9piOXPvB3nztWdN\nYRVLsGAQqgzR0VuqZrUQRhVee/M+7r7jPKCcufNeAN5867U81pY4pmVk6gLTvMAbnCPjegXfo1oh\nMu1E+e5s/ib5WBbFEANAalbp0fmQDTm7tIL9QAa6J6VgJ12KurTOr2rnyeZsuxU5FkrhlRefv6nP\nTZHvTXzF7m+OM6hZBiUdNaWRlBvDmrg66cZoyD4JfJizXB0wZ4HXgPNTp57Sfg6XiIXAo81LaLV3\n/ZSdb0rKalhzcHhI57vatWoxm3HyhCmFy5cP2N/f4UQXmEvA9zO6xQJ2F9AN9ON5ZnszZr0NXz8P\n1Vy2YqWU06qp4UafUkM/bqCdc5NisHul7J0/x+v3neHu19+sO7Mj5fcph4Pj4995P//uk+cZk3Vs\nLqnH3/at9v7PfaHLaeFdthiC6RdXjO9ClDqBZ6bEpwG88Mozdn51R9UpLwPFSSImcgqz3W+Pcu+d\n53PHKngzW4PSZiEmuy8FTBXZrMosbmVdpFWD5DMtpr3AlJkJIiWbMS/jpJb4JNNsLFGUcg3lOyku\ngEyJZCWXYnKLTRHEOGZquMlyeDcVAhwTpbDO7cBuTop/VxZeY/5RLAGzFEII+G6HpEPdESwEbaHI\nUvlScIdhOCQUirRCR14iDDHS72D+dfm+amkeMeckcxiKxaeHceRgeVB3OBHHrOs5ecJqQC5dPsn+\nwYrVrjAPHf1iB3/yBDGdhFUiyEAXpBY4/Tf/KPGTfwCLaGRmpMLm5EX4n3/jXn7sv3yrtnXzAt5T\nax+yFU5M9todr71hUYhyj5iShXZnyqf+/ctTfDxOpv4Tn84M2d1gPJbOlK93DjRkvzjXH9R8TKCJ\n/pQxnPJJDOGP+bsAfL9gXFlZuxNKuYvtuElzPkQ5c+quWpJ8yIVbyZX+FVcm/+RR3LD6ps0n79Iy\nEbTVHhNFKagpCnMBssUnutENrUQdykR0rnQxpyqdmsqudizvjMPDrIUGpmh3xVuUY6EU+u7mT6OU\n5U5KAFp7VHEVYDxYHhBTYtbPN4AckexfO0dMefBTogsLYmxq8fN7kNwv4nBoNHQ5oss5LW1NQVEQ\nk7+/HtYcMMXguxA4ddLSnC9ePG1pzyc7TvWBfr4De3to3AO/yqG9WM37v/P71VihB6MR02xqOufw\nwfPXvv0Cv/PHX+VTP/xBwBZPoXILQWqPSDs3Nf7FulXWosyc/Ug16VNSvufx+/n5T75qu1zKPJZN\nRaotUoeqo3Mj/WKfcdlDXiRXjGdj51mJtXE+pgY4jIf7eeeVDCraJ2MSRrUWbopUK8kSlKiWQMkH\ncKnwSurmAqVYEQWMnSyNYpUIUwiVcqcq6Eo2Kmx8ndpGM5keZa6WNnk5xOkcIQTGcU3wfX1Pmefl\nDknVBOV+Ne7Vu6AcjoVS6PobPw0RwflA6DojIZnP7Xmog2PL0DRw8IGu6+m7nr7v6fvS96FHnCkO\nP46E0TOOI5rLco3LMVS69hKRUE0kb8krzkvV5EUZxBSt4SsgQfBrT8oRDDN/jVUaB5HEOg4crswn\n3z9ccvlgyaXDOSdmDpEe7xdo2IWwQkchxXVtcmsWgpDGVH1PlztrJ+dJLvCv/tyHOMhA4AisHaSQ\nkD7hesXNCluSVLOgslMRCN7TqzBTYXQKzlKc/92vfJl+PtvopdF1PV0XCPXhCUFRdonrHh/WZqJR\nGthOu+yCffbTAkqrO2cm+IZ1UfJNcmHFwRhYdELGEMHbLjvR8ufIA8lqXUp9igCFpVm0rZzOTXDN\ntSvNYstqF+frIi5LNeLxUUiMZuE0c8HmhU3OyX0wSwFnYya5paH3ga6zwrg2QtN2OnMpMds5yWrf\nkv6cxzqlO1/7Y94K89KxUAoffOz6beNaMSYhz6zv2d3d5dSp05w5ewaAYT1shKMsVNXc8EzU2nWm\niUPochs4rb0CS0WjUReYUvFNM5ji95WGtJaeawvKJrGh8+NotQzrYV3TgmFiD/AidL5jPpszXyyQ\nbDGtNXFpNfDG/hLvA3te8asexl1SHEiDJ41r4mBKxlyGlCsjs0IQj8fj1eGSw40l3mBL8XKKXHIz\n1v0c9nYIaU23SkaB76UCXWDhvFn07C6EtIJugPWYiLEskknxlnsaQk8Igc4HY3nyEHwk+BHnBpAx\n05hPYtbBaeZ5Jy88EE7AaaoYx0bmnzj2ctahZBKXPEmqUhAx/ygWUDT3paggZTHoGruvEM+67Odr\n/jw5oiKZ1KRIGkckDPjRkI/x4MuEnbtr5KpGDtq1qloxjMIw7nNf0+f+iDN69QAAB8JJREFUv2f4\nwDd/cEMp0Fz/Wxee4/TZh2w8ZclsfoJ+tkPIvBHlODcjx0IpfO7zX7ih94sIXdexs7PD6VOnuOuu\ns7VDdByLSa/ZrytmoK8T14du6iXpg3Wd1qmJaIyFETlbJDLVB7gGDLL3Z2bnbPa60iFYrfkLYM1n\nR2NnKhaMGbU2cfvQMevnzDPQSBdYJeXSKhIOhaUX3NDDsItGJcXemtnm0uZIst3WM3WwCj7X62eE\nWh3k1vVJYCmRw24g7qzxcc08jLC2RjLBWbZjmVQBh1OHjEI3wM4IYzSKMij3Z6LN997o6n1Wpt4J\nwVsbO+8S4ozchKIUJsu48clNsRfwfgIoG5MacvboxNcw6YQpg7Ms6hqe1qljWAsIF7wIyBwHZeFP\nuEPFEjaAZKtt6UejTFMFPX3XZCVsAILNQm2iHWSL1ueIzUe+847Nay2MS/m6d0/cWe+R79fM5rvs\n7J1isWO4VN/PGjD9xuRYKIWdGyRecs4xn885deoUd999F4fLQxYLcx8MA5jETMM8caWQWphpbcea\nNGoqcWOdCDYLMjyZfdNkqOHOpiS2TALzuUutfaEL20SEMlyFz77kfGbXsLe7S1gsiL7nUL2F/1Bw\nDg0LEms0xHr8gmJL3h2dl2rR2JopobF8ncDolSSREEZ2FxG3jqyHqZbCNRM4ieVK7CVYRxhi3nXr\nIsnWghRz3U33W3IHZVGrnBQ1pL61Elql0PxSFoGtqebetbkETPWX9mSzwCumQ1U4FVAsny47OAUr\n2BzHmpysWq2QowoByDyOTTl9PfYU9j0aJWjrIOp9zDjFdB8m7GAKjzafxZoOzWYL7jx7NydPngZg\nZ2eXEG5ueR8LpbC/n67/JuCXfumXePzxx/Hes7Ozy9mzZ1CUxWLOpfut/HoCyCaceBqQCUlud4dq\n0xWzVNubPimWjb/LN7SmbH5VpGA+0yTWI+/bVFxSXSKALgTzyYMxNlvOQIQUkTQlDbk6p/LipJnk\n7YJAJtbiLB6YRyXExG4ugS46S45O3rzoWvLVFtPaiLg096DmAMo0mTcJTK92Q1u5+v3aAOuOvHLl\nQdnA98r4Hn2bHPnMNNzTc3VOiFzxrZsWzhUHudqfXPH2K7RG++vmvWgvYRxGur7nzJmznDl7FoAT\nJ0/Sdd2VX/gOZFv7sJWtbGVDjoWlMJtfGxD54he/yB/9vh/k1578FI8//jhAthQW3HnnnXRdx4m9\nPZbLiZPhVpDXrWzlqyEf+tCHePrpp78qx47RcnBOnDjBiRMnADhx4sRNWwrHQincfc8D13ztscce\n49ee/NTGcwVTEBH6vmdvb49hMKR/g/FoK1s5JnJwcMD999//VTm2quK9Zz6fM5tZ9GE+n399Ywon\nT526ofc75+j73sKSs1ltDAtbpbCV/zyl5FRM3dFbfosbk2OhFJ78zGd54okn3vH7r7bwt8pgK/+5\ny9XcZhHh85//PDfScOlYKIWdBTekFLayla28czl37twNKQU5DjusiLwO7ANfvt3n8lWQs7w3rwve\nu9f2Xr2u96vqXdd707FQCgAi8uuq+u23+zzebXmvXhe8d6/tvXpd71S2eQpb2cpWNmSrFLayla1s\nyHFSCv/n7T6Br5K8V68L3rvX9l69rnckxwZT2MpWtnI85DhZClvZylaOgdx2pSAi3yMiT4nI0yLy\nw7f7fG5VROR5Efn/ReQ3ROTX83N3isi/FZEv5Z933O7zvJ6IyE+KyAURebJ57qrXISZ/K4/hZ0Tk\nt96+M7++XOPaflREXs7j9hsi8nub134kX9tTIvLdt+esv3ZyW5WCiHjgfwN+D/Bh4A+LyIdv5zm9\nS/I7VfVjTVjrh4FfUNVHgV/Ifx93+Snge448d63r+D3Ao/nxp4Cf+Bqd483KT3HltQH8eB63j6nq\nvwTI8/H7gY/kz/zved6+Z+V2Wwq/HXhaVZ9V1TXwD4BP3OZz+mrIJ4C/l3//e8D33sZzeUeiqp8E\n3jzy9LWu4xPA/60mvwKcFpH7vjZneuNyjWu7lnwC+AequlLV54CnsXn7npXbrRQeAF5s/n4pP/f1\nLAr8vIg8ISJ/Kj93j6q+kn9/Fbj17je3R651He+Vcfyh7P78ZOPivVeu7R3L7VYK70X5r1T1t2Im\n9Z8Wke9qX9R3q1/4bZb3ynU08hPAI8DHgFeAv3F7T+f2ye1WCi8DDzZ/vy8/93Urqvpy/nkB+KeY\nqflaMafzzwu37wxvSa51HV/346iqr6lqVKNN/r+YXISv+2u7UbndSuHXgEdF5GER6TFA5+du8znd\ntIjIroicKL8D/zXwJHZNfzy/7Y8D//z2nOEty7Wu4+eAP5ajEP8F8HbjZnxdyBEM5Pdj4wZ2bd8v\nIjMReRgDU3/1a31+X0u5raXTqjqKyA8B/wbjEv1JVf3s7TynW5R7gH+a69oD8PdV9V+LyK8BPysi\nPwicA/7gbTzHdyQi8jPA48BZEXkJ+MvAX+Pq1/Evgd+LgXAHwJ/4mp/wDcg1ru1xEfkY5hI9D/y3\nAKr6WRH5WeBzWB+dP62q8WrHfa/INqNxK1vZyobcbvdhK1vZyjGTrVLYyla2siFbpbCVrWxlQ7ZK\nYStb2cqGbJXCVraylQ3ZKoWtbGUrG7JVClvZylY2ZKsUtrKVrWzIfwILkOiy9GWzFgAAAABJRU5E\nrkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x116e64d68>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "pm.reconstruct_img(patch_size=3)\n", | |
| "plt.show()\n", | |
| "pm.reconstruct_img(patch_size=1)\n", | |
| "plt.show()\n", | |
| "pm.reconstruct_img(patch_size=5)\n", | |
| "plt.show()\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 161, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17\n", | |
| " 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35\n", | |
| " 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53\n", | |
| " 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71\n", | |
| " 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89\n", | |
| " 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107\n", | |
| " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n", | |
| " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n", | |
| " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n", | |
| " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n", | |
| " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n", | |
| " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n", | |
| " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n", | |
| " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n", | |
| " 252 253 254 255]\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x117ddc9e8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "reconstruct()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "pm.get_patch_for_coords(x,0,0)\n", | |
| "\n", | |
| "(3, 275, 183)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "x[:,0:3,0:3]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pm.a[:,7+2,8+2]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 46, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "pm.nnf[:,0,0] = [2,2]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([2, 2], dtype=int32)" | |
| ] | |
| }, | |
| "execution_count": 47, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.nnf[:,0,0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 97, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[ 0, 197, 90, 5],\n", | |
| " [ 0, 190, 82, 39],\n", | |
| " [ 63, 175, 0, 89],\n", | |
| " [122, 163, 7, 121]],\n", | |
| "\n", | |
| " [[ 19, 214, 89, 0],\n", | |
| " [ 33, 207, 81, 30],\n", | |
| " [ 96, 194, 0, 81],\n", | |
| " [156, 182, 6, 113]],\n", | |
| "\n", | |
| " [[ 28, 223, 99, 6],\n", | |
| " [ 42, 216, 91, 40],\n", | |
| " [105, 202, 7, 88],\n", | |
| " [162, 190, 16, 120]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 97, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "x = cv2.imread(\"/Users/harshvardhangupta/Deep-Image-Analogy/notebooks/Unknown.jpeg\").transpose(2,1,0)\n", | |
| "# x = x[:,:4,:4]\n", | |
| "# x" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 99, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[ 0, 0, 0, 0, 0, 0],\n", | |
| " [ 0, 0, 197, 90, 5, 0],\n", | |
| " [ 0, 0, 190, 82, 39, 0],\n", | |
| " [ 0, 63, 175, 0, 89, 0],\n", | |
| " [ 0, 122, 163, 7, 121, 0],\n", | |
| " [ 0, 0, 0, 0, 0, 0]],\n", | |
| "\n", | |
| " [[ 0, 0, 0, 0, 0, 0],\n", | |
| " [ 0, 19, 214, 89, 0, 0],\n", | |
| " [ 0, 33, 207, 81, 30, 0],\n", | |
| " [ 0, 96, 194, 0, 81, 0],\n", | |
| " [ 0, 156, 182, 6, 113, 0],\n", | |
| " [ 0, 0, 0, 0, 0, 0]],\n", | |
| "\n", | |
| " [[ 0, 0, 0, 0, 0, 0],\n", | |
| " [ 0, 28, 223, 99, 6, 0],\n", | |
| " [ 0, 42, 216, 91, 40, 0],\n", | |
| " [ 0, 105, 202, 7, 88, 0],\n", | |
| " [ 0, 162, 190, 16, 120, 0],\n", | |
| " [ 0, 0, 0, 0, 0, 0]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 99, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.pad(x,pad_width=((0,0),(1,1),(1,1)),mode='constant')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 165, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[ 0, 32],\n", | |
| " [ 4, 15]],\n", | |
| "\n", | |
| " [[ 3, 35],\n", | |
| " [ 6, 19]],\n", | |
| "\n", | |
| " [[ 0, 26],\n", | |
| " [ 0, 8]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 165, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.get_patch_for_coords(pm.a_padded,5,5)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 144, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "NameError", | |
| "evalue": "name 'self' is not defined", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-144-d7a5f27554aa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moffset_from_edge\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpatch_size\u001b[0m \u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moffset_from_edge\u001b[0m \u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpatch_size\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;31mNameError\u001b[0m: name 'self' is not defined" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "x[:,y+self.offset_from_edge: y + self.patch_size , x+self.offset_from_edge : x+self.patch_size]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 126, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[92, 92, 92],\n", | |
| " [94, 94, 94],\n", | |
| " [95, 95, 95]],\n", | |
| "\n", | |
| " [[54, 54, 54],\n", | |
| " [56, 56, 56],\n", | |
| " [57, 57, 57]],\n", | |
| "\n", | |
| " [[36, 36, 36],\n", | |
| " [38, 38, 38],\n", | |
| " [39, 39, 39]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 126, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "x[:,36+1 : 36 + 4 , 36+1 : 36+4]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 127, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "SyntaxError", | |
| "evalue": "invalid syntax (<ipython-input-127-18d286b8d8a4>, line 1)", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;36m File \u001b[0;32m\"<ipython-input-127-18d286b8d8a4>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m ax 36 ay 0 bx 182 by 8\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ax 36 ay 0 bx 182 by 8" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 145, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([], shape=(3, 2, 0), dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 145, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "x[:,8+1:8+3,182+1:182+3]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 146, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(3, 275, 183)" | |
| ] | |
| }, | |
| "execution_count": 146, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "x.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 153, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "padded_x = np.pad(x,pad_width=((0,0),(1,1),(1,1)),mode='constant')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 142, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(3, 275, 183)" | |
| ] | |
| }, | |
| "execution_count": 142, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "x.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 154, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[ 0, 0, 0, ..., 0, 0, 0],\n", | |
| " [ 0, 0, 197, ..., 48, 48, 0],\n", | |
| " [ 0, 0, 190, ..., 48, 48, 0],\n", | |
| " ..., \n", | |
| " [ 0, 231, 231, ..., 48, 48, 0],\n", | |
| " [ 0, 231, 231, ..., 48, 48, 0],\n", | |
| " [ 0, 0, 0, ..., 0, 0, 0]],\n", | |
| "\n", | |
| " [[ 0, 0, 0, ..., 0, 0, 0],\n", | |
| " [ 0, 19, 214, ..., 22, 22, 0],\n", | |
| " [ 0, 33, 207, ..., 22, 22, 0],\n", | |
| " ..., \n", | |
| " [ 0, 251, 251, ..., 22, 22, 0],\n", | |
| " [ 0, 251, 251, ..., 22, 22, 0],\n", | |
| " [ 0, 0, 0, ..., 0, 0, 0]],\n", | |
| "\n", | |
| " [[ 0, 0, 0, ..., 0, 0, 0],\n", | |
| " [ 0, 28, 223, ..., 22, 22, 0],\n", | |
| " [ 0, 42, 216, ..., 22, 22, 0],\n", | |
| " ..., \n", | |
| " [ 0, 255, 255, ..., 22, 22, 0],\n", | |
| " [ 0, 255, 255, ..., 22, 22, 0],\n", | |
| " [ 0, 0, 0, ..., 0, 0, 0]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 154, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "padded_x" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 162, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[48, 48, 0],\n", | |
| " [48, 48, 0],\n", | |
| " [49, 49, 0]],\n", | |
| "\n", | |
| " [[22, 22, 0],\n", | |
| " [22, 22, 0],\n", | |
| " [23, 23, 0]],\n", | |
| "\n", | |
| " [[22, 22, 0],\n", | |
| " [22, 22, 0],\n", | |
| " [23, 23, 0]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 162, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "padded_x[:,8:8+4,182:182+3]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from matplotlib.colors import hsv_to_rgb\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "np.seterr(all='raise')\n", | |
| "\n", | |
| "def unit_vector(vector):\n", | |
| " try:\n", | |
| " result = vector / np.linalg.norm(vector)\n", | |
| " return result\n", | |
| " except:\n", | |
| " print(vector)\n", | |
| "\n", | |
| "def angle_between(v1, v2):\n", | |
| " v1, v2 = np.array(v1,dtype=np.float32), np.array(v2,dtype=np.float32)\n", | |
| " v1_u = unit_vector(v1)\n", | |
| " v2_u = unit_vector(v2)\n", | |
| " return np.arccos(np.clip(np.dot(v1_u, v2_u), -1.0, 1.0))\n", | |
| "\n", | |
| "def norm_dist(arr):\n", | |
| " return (arr)/(arr.max())\n", | |
| "\n", | |
| "def visualize_nnf(nnf, nnd):\n", | |
| " img = np.zeros((nnf.shape[1], nnf.shape[2], 3),dtype=np.float32)\n", | |
| " for i in range(1, nnf.shape[1]):\n", | |
| " for j in range(1, nnf.shape[2]):\n", | |
| " angle = angle_between([j, i], [nnf[0, i, j], nnf[1, i, j]])\n", | |
| " img[i, j, :] = np.array([angle, nnd[i,j], 1.0])\n", | |
| " img = hsv_to_rgb(norm_dist(img*255))\n", | |
| " plt.imshow(img)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[ 0. 0.]\n" | |
| ] | |
| }, | |
| { | |
| "ename": "TypeError", | |
| "evalue": "unsupported operand type(s) for *: 'float' and 'NoneType'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-7-ab0864842a94>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mvisualize_nnf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnnf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnnd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m<ipython-input-6-696f7a2ecddd>\u001b[0m in \u001b[0;36mvisualize_nnf\u001b[0;34m(nnf, nnd)\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnnf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnnf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 26\u001b[0;31m \u001b[0mangle\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mangle_between\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mnnf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnnf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 27\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mangle\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnnd\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhsv_to_rgb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnorm_dist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m<ipython-input-6-696f7a2ecddd>\u001b[0m in \u001b[0;36mangle_between\u001b[0;34m(v1, v2)\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mv1_u\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munit_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0mv2_u\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munit_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 17\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marccos\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1_u\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv2_u\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mnorm_dist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for *: 'float' and 'NoneType'" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "visualize_nnf(pm.nnf,pm.nnd.T)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 69, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "dtype('int32')" | |
| ] | |
| }, | |
| "execution_count": 69, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.nnf.dtype" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 262, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "\n", | |
| "def unit_vector(vector):\n", | |
| " \"\"\" Returns the unit vector of the vector. \"\"\"\n", | |
| " return vector / np.linalg.norm(vector)\n", | |
| "\n", | |
| "def angle_between(v1, v2):\n", | |
| "\n", | |
| " v1_u = unit_vector(v1)\n", | |
| " v2_u = unit_vector(v2)\n", | |
| " return np.arccos(np.clip(np.dot(v1_u, v2_u), -1.0, 1.0))\n", | |
| "\n", | |
| "\n", | |
| "def visualize_nnf(nnf, nnd):\n", | |
| " img = np.zeros((nnf.shape[1], nnf.shape[2], 3),dtype=np.float32)\n", | |
| " for i in range(1, nnf.shape[1]):\n", | |
| " for j in range(1, nnf.shape[2]):\n", | |
| " angle = angle_between([j, i], [nnf[0, i, j], nnf[1, i, j]])\n", | |
| " img[i, j, :] = np.array([angle, nnd[i,j], 1.0])\n", | |
| " img = hsv_to_rgb(norm_dist(img*255))\n", | |
| " plt.imshow(img)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 275, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "FloatingPointError", | |
| "evalue": "invalid value encountered in true_divide", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mFloatingPointError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-275-d8eb7a7fe63b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mangle_between\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;32m<ipython-input-262-68b910c9d6de>\u001b[0m in \u001b[0;36mangle_between\u001b[0;34m(v1, v2)\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mangle_between\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mv1_u\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munit_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mv2_u\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0munit_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marccos\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1_u\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv2_u\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1.0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;32m<ipython-input-262-68b910c9d6de>\u001b[0m in \u001b[0;36munit_vector\u001b[0;34m(vector)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0munit_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvector\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\"\"\" Returns the unit vector of the vector. \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mvector\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinalg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnorm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvector\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mangle_between\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
| "\u001b[0;31mFloatingPointError\u001b[0m: invalid value encountered in true_divide" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "tx = np.array([1,1],dtype=np.int32)\n", | |
| "ty = np.array([0,0],dtype=np.int32)\n", | |
| "\n", | |
| "\n", | |
| "angle_between((0, 0), (1,1))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "ename": "NameError", | |
| "evalue": "name 'plt' is not defined", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", | |
| "\u001b[0;32m<ipython-input-5-461b3dc9e845>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnnd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
| "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(pm.nnd.T/255)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 358, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(100, 100)" | |
| ] | |
| }, | |
| "execution_count": 358, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.nnd.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 359, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(2, 100, 100)" | |
| ] | |
| }, | |
| "execution_count": 359, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.nnf.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 134, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def reconstruct():\n", | |
| " img = np.zeros(shape=(3,200,200),dtype=np.uint8)\n", | |
| "\n", | |
| " for i in range(200):\n", | |
| " for j in range(200):\n", | |
| " t_x = pm.nnf[0][i][j] \n", | |
| " t_y = pm.nnf[1][i][j]\n", | |
| " # print(t_x)\n", | |
| " # print(t_y)\n", | |
| " # print()\n", | |
| " img[0][i][j] = y[0][t_y][t_x]\n", | |
| " img[1][i][j] = y[1][t_y][t_x]\n", | |
| " img[2][i][j] = y[2][t_y][t_x]\n", | |
| " # print(y[0][t_y][t_x])\n", | |
| " # print(y[1][t_y][t_x])\n", | |
| " # print(y[2][t_y][t_x])\n", | |
| " # print()\n", | |
| " # print(np.unique(img))\n", | |
| "\n", | |
| " # print(img[0,j,i])\n", | |
| " # print(img[1,j,i])\n", | |
| " # print(img[2,j,i])\n", | |
| " # print()\n", | |
| " plt.imshow(img.transpose(2,1,0)[:,:,::-1]*255)\n", | |
| " print(np.unique(img))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 135, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[0]\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkhqGgqTG/wHd9ty2yzg/HAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x118da9a90>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "reconstruct()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 311, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([ 255.], dtype=float32)" | |
| ] | |
| }, | |
| "execution_count": 311, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.unique(img)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 376, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([[[ 81, 84, 85, ..., 56, 60, 64],\n", | |
| " [ 82, 84, 85, ..., 60, 66, 75],\n", | |
| " [ 83, 85, 87, ..., 70, 75, 73],\n", | |
| " ..., \n", | |
| " [ 82, 86, 89, ..., 50, 56, 69],\n", | |
| " [ 82, 86, 89, ..., 69, 65, 62],\n", | |
| " [ 82, 86, 88, ..., 78, 72, 67]],\n", | |
| "\n", | |
| " [[ 82, 86, 88, ..., 81, 74, 63],\n", | |
| " [ 82, 85, 87, ..., 61, 56, 57],\n", | |
| " [ 83, 85, 87, ..., 55, 55, 54],\n", | |
| " ..., \n", | |
| " [ 86, 89, 92, ..., 78, 85, 103],\n", | |
| " [ 85, 89, 93, ..., 64, 65, 66],\n", | |
| " [ 85, 89, 92, ..., 62, 57, 53]],\n", | |
| "\n", | |
| " [[ 72, 75, 79, ..., 94, 86, 76],\n", | |
| " [ 73, 76, 79, ..., 73, 70, 71],\n", | |
| " [ 72, 75, 80, ..., 68, 68, 67],\n", | |
| " ..., \n", | |
| " [ 75, 78, 83, ..., 98, 106, 122],\n", | |
| " [ 74, 78, 83, ..., 79, 78, 79],\n", | |
| " [ 74, 78, 83, ..., 76, 70, 67]]], dtype=uint8)" | |
| ] | |
| }, | |
| "execution_count": 376, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "y[:,20:50,20:50]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 350, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(3, 100, 100)" | |
| ] | |
| }, | |
| "execution_count": 350, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "img.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 395, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x116f54208>" | |
| ] | |
| }, | |
| "execution_count": 395, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD8CAYAAABXXhlaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x116eebb00>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(img.transpose(2,1,0)[:,:,::-1])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 40, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.image.AxesImage at 0x1184dc5f8>" | |
| ] | |
| }, | |
| "execution_count": 40, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQkAAAD8CAYAAABkQFF6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJ1EoFA7l/wFeDmlKf4cKLAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x117e0d978>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.imshow(pm.a_padded.transpose(2,1,0))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(3, 200, 200)" | |
| ] | |
| }, | |
| "execution_count": 45, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pm.a.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "raw", | |
| "metadata": {}, | |
| "source": [ | |
| "plt.imshow(pm.a.transpose(2,1,0))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 82, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHMHEKEwwwQRH8P8ATx1Gd4frfLcAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x117ebbef0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "pm.reconstruct_img()" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "hide_input": false, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment