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b/natural_images/irwf_reconstructed/rwf_error_sat_phone_5_sat_phone.tex @@ -0,0 +1,4 @@ +% This file was created with tikzplotlib v0.10.1. +\begin{tikzpicture} + +\end{tikzpicture} diff --git a/natural_images/natural_sat_phone_irwf.ipynb b/natural_images/natural_sat_phone_irwf.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..cfeac31f88ea99794ffa3c383c8a56cdacc5af42 --- /dev/null +++ b/natural_images/natural_sat_phone_irwf.ipynb @@ -0,0 +1,745 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from PIL import Image\n", + "import scipy.misc\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from skimage import io\n", + "import math\n", + "import time\n", + "import datetime\n", + "import torch\n", + "import numpy as np\n", + "from PIL import Image\n", + "from datetime import timedelta\n", + "start = time.time()\n", + "cuda_opt = True\n", + "if torch.cuda.is_available() & cuda_opt:\n", + " DEVICE = \"cuda\"\n", + "else:\n", + " DEVICE = \"cpu\"\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "def tikzplotlib_fix_ncols(obj):\n", + " \"\"\"\n", + " workaround for matplotlib 3.6 renamed legend's _ncol to _ncols, which breaks tikzplotlib\n", + " \"\"\"\n", + " if hasattr(obj, \"_ncols\"):\n", + " obj._ncol = obj._ncols\n", + " for child in obj.get_children():\n", + " tikzplotlib_fix_ncols(child)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "def read_image(file_name):\n", + " image_path = \"/mnt/Data/darijani/AdaLISTA/natural_images/\"+str(file_name)\n", + " X = (torch.from_numpy(io.imread(image_path)).to(torch.cdouble)).to(DEVICE)/255.0\n", + " return X\n", + "\n", + "def show_image(X):\n", + " # image_path = \"/mnt/Data/darijani/AdaLISTA/natural_images/\"+str(file_name)\n", + " # X = (torch.from_numpy(io.imread(image_path)).to(torch.cdouble)).to(DEVICE)/255.0\n", + " image = torch.abs(X)\n", + " image = image/torch.max(image)\n", + " image = image*255.0\n", + " image = image.detach().cpu().numpy().astype(int)\n", + " plt.imshow(image)\n", + " plt.axis('off')\n", + " plt.show()\n", + "\n", + "def save_image(Xhats,N,name):\n", + " # X = Xhats[:,:,:,N]\n", + " X = torch.abs(Xhats)\n", + " numpy_array = X.detach().cpu().numpy()\n", + " # Convert the NumPy array to a PIL image\n", + " pil_image = Image.fromarray((numpy_array * 255).astype(np.uint8))\n", + "\n", + " # Save the PIL image as a PNG image\n", + " output_path = \"/mnt/Data/darijani/AdaLISTA/natural_images/irwf_reconstructed/\"\n", + " file_name = 'irwf_reconstructed_'+str(N)+\"_\"+name+'.png'\n", + " pil_image.save(output_path+file_name)\n", + "\n", + "def image_err(X_recons,X):\n", + " error = torch.linalg.norm(X_recons-X)/torch.linalg.norm(X) \n", + " return error\n", + "\n", + "def save_reconstructeds(Xhats):\n", + " N = Xhats.shape[3]\n", + " for tt in range(0,N):\n", + "\n", + " save_image(Xhats[:,:,:,tt],tt)\n", + "# show_image(\"dc.jpg\")\n", + "def distance_update(x,z):\n", + " result = torch.exp(-1j*torch.angle(torch.trace(torch.matmul(x.H,z))))*z\n", + " return result\n", + "def distance(x_r,z_r):\n", + " x_r_f = torch.flatten(x_r)\n", + " z_r_f = torch.flatten(z_r)\n", + " error = torch.linalg.norm(x_r_f - torch.exp(-1j*torch.angle(torch.matmul(x_r_f,z_r_f))) * z_r_f)/torch.linalg.norm(x_r_f)\n", + " return error" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([563, 1000, 3])\n" + ] + } + ], + "source": [ + "file_name = \"sat_phone\"\n", + "extension = \"jpg\"\n", + "# file_name = input('Enter the Name of The File.')\n", + "# extension = input('Enter the Extension of The File.')\n", + "\n", + "path = \"/mnt/Data/darijani/AdaLISTA/natural_images/\"+str(file_name)+\".\"+str(extension)\n", + "# os.mkdir(file_name)\n", + "X = read_image(str(file_name)+\".\"+str(extension))\n", + "show_image(X)\n", + "n1, n2 = X.shape[:2]\n", + "n_chan = X.shape[2]\n", + "L = 21\n", + "cplx_flag = 1\n", + "mu = 0.8+0.4*cplx_flag\n", + "# mu = 1.2\n", + "npower_iter = 30\n", + "T_max = 100 \n", + "npower_iter = 50 \n", + "tau0 = 330 \n", + "err = np.zeros((T_max,n_chan))\n", + "\n", + " \n", + "# def mu(t):\n", + " # return min(1-math.exp(-t/tau0), 0.4)\n", + "\n", + "Masks_1 = torch.zeros(n1,n2,L,device=DEVICE,dtype=torch.cdouble) \n", + "Masks_2 = torch.zeros(n1,n2,L,device=DEVICE,dtype=torch.cdouble) \n", + "for ll in range(L):\n", + " Masks_1[:,:,ll] = torch.from_numpy(np.random.choice([1,-1,1j,-1j], (n1,n2), p=[1/4, 1/4, 1/4, 1/4])).to(DEVICE)\n", + " Masks_2[:,:,ll] = torch.from_numpy(np.random.choice([1/math.sqrt(2),math.sqrt(3)], (n1,n2), p=[4/5, 1/5])).to(DEVICE)\n", + "\n", + "Masks = torch.mul(Masks_1,Masks_2)\n", + "print(X.shape)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "### Make Linear Operators\n", + "def A(I):\n", + " conj = torch.conj_physical(Masks)\n", + " measurements = torch.zeros(n1,n2,L,device=DEVICE,dtype=torch.cdouble) \n", + " for ll in range(L):\n", + " measurements[:,:,ll] = torch.fft.fft2(torch.mul(conj[:,:,ll],I))\n", + " \n", + " return measurements\n", + "\n", + "def At(Y):\n", + " ifft_Y = torch.zeros(n1,n2,L,device=DEVICE,dtype=torch.cdouble) \n", + " for ll in range(L):\n", + " ifft_Y[:,:,ll] = torch.fft.ifftn(Y[:,:,ll])\n", + " product = torch.mul(Masks , ifft_Y)\n", + " summed = torch.sum(product, dim=2)\n", + " size_y1 = Y.size(0)\n", + " size_y2 = Y.size(1)\n", + " result = summed * size_y1 * size_y2\n", + " \n", + " return result\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#############################################################\n", + "x_r = torch.squeeze(X[:,:,0])\n", + "x_g = torch.squeeze(X[:,:,1])\n", + "x_b = torch.squeeze(X[:,:,2])\n", + "#############################################################\n", + "Y_r = torch.abs(A(x_r)) \n", + "Y_g = torch.abs(A(x_g))\n", + "Y_b = torch.abs(A(x_b))\n", + "#############################################################\n", + "z0_r = torch.randn(n1,n2,dtype=torch.cdouble,device=DEVICE)\n", + "z0_r = z0_r/torch.linalg.norm(z0_r,'fro')\n", + "z0_g = torch.randn(n1,n2,dtype=torch.cdouble,device=DEVICE)\n", + "z0_g = z0_g/torch.linalg.norm(z0_g,'fro')\n", + "z0_b = torch.randn(n1,n2,dtype=torch.cdouble,device=DEVICE)\n", + "z0_b = z0_b/torch.linalg.norm(z0_b,'fro') \n", + "############################################\n", + "X_recons = torch.zeros(X.shape,dtype=torch.cdouble,device=DEVICE)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(19.4843, device='cuda:0', dtype=torch.float64)\n", + "tensor(19.3113, device='cuda:0', dtype=torch.float64)\n", + "tensor(19.4647, device='cuda:0', dtype=torch.float64)\n", + "tensor(1.0009, device='cuda:0', dtype=torch.float64)\n", + "tensor(1.0009, device='cuda:0', dtype=torch.float64)\n", + "tensor(1.0009, device='cuda:0', dtype=torch.float64)\n" + ] + } + ], + "source": [ + "## initialization for the three channels\n", + "normest_r = torch.sqrt(torch.sum(Y_r)/torch.numel(Y_r))\n", + "normest_g = torch.sqrt(torch.sum(Y_g)/torch.numel(Y_g))\n", + "normest_b = torch.sqrt(torch.sum(Y_b)/torch.numel(Y_b))\n", + "\n", + "Ytr_r = torch.multiply(abs(Y_r), (torch.abs(Y_r) > normest_r))\n", + "Ytr_g = torch.multiply(abs(Y_g), (torch.abs(Y_g) > normest_g))\n", + "Ytr_b = torch.multiply(abs(Y_b), (torch.abs(Y_b) > normest_b))\n", + "\n", + "\n", + "for tt in range(0,npower_iter):\n", + " z0_r = At(torch.mul(Ytr_r,A(z0_r))) \n", + " z0_r = z0_r/torch.norm(z0_r,'fro')\n", + " z0_g = At(torch.mul(Ytr_g,A(z0_g))) \n", + " z0_g = z0_g/torch.norm(z0_g,'fro')\n", + " z0_b = At(torch.mul(Ytr_b,A(z0_b))) \n", + " z0_b = z0_b/torch.norm(z0_b,'fro')\n", + "\n", + "\n", + "z_r = normest_r * z0_r\n", + "z_g = normest_g * z0_g\n", + "z_b = normest_b * z0_b\n", + "\n", + "print(normest_r)\n", + "print(normest_g)\n", + "print(normest_b)\n", + "X_recons_r = distance_update(x_r,z_r)\n", + "X_recons_g = distance_update(x_g,z_g)\n", + "X_recons_b = distance_update(x_b,z_b)\n", + "print(image_err(X_recons_r,x_r))\n", + "print(image_err(X_recons_g,x_g))\n", + "print(image_err(X_recons_b,x_b))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iteration: 0 error in the red channel: tensor(1.0009, device='cuda:0', dtype=torch.float64)\n", + "iteration: 0 error in the green channel: tensor(1.0009, device='cuda:0', dtype=torch.float64)\n", + "iteration: 0 error in the blue channel: tensor(1.0009, device='cuda:0', dtype=torch.float64)\n", + "iteration: 1 error in the red channel: tensor(1.7635, device='cuda:0', dtype=torch.float64)\n", + "iteration: 1 error in the green channel: tensor(1.7599, device='cuda:0', dtype=torch.float64)\n", + "iteration: 1 error in the blue channel: tensor(1.7624, device='cuda:0', dtype=torch.float64)\n", + "iteration: 2 error in the red channel: tensor(1.4130, device='cuda:0', dtype=torch.float64)\n", + "iteration: 2 error in the green channel: tensor(1.4089, device='cuda:0', dtype=torch.float64)\n", + "iteration: 2 error in the blue channel: tensor(1.4119, device='cuda:0', dtype=torch.float64)\n", + "iteration: 3 error in the red channel: tensor(1.0256, device='cuda:0', dtype=torch.float64)\n", + "iteration: 3 error in the green channel: tensor(1.0259, device='cuda:0', dtype=torch.float64)\n", + "iteration: 3 error in the blue channel: tensor(1.0252, device='cuda:0', dtype=torch.float64)\n", + "iteration: 4 error in the red channel: tensor(1.4784, device='cuda:0', dtype=torch.float64)\n", + "iteration: 4 error in the green channel: tensor(1.4483, device='cuda:0', dtype=torch.float64)\n", + "iteration: 4 error in the blue channel: tensor(1.4777, device='cuda:0', dtype=torch.float64)\n", + "iteration: 5 error in the red channel: tensor(1.0751, device='cuda:0', dtype=torch.float64)\n", + "iteration: 5 error in the green channel: tensor(1.0615, device='cuda:0', dtype=torch.float64)\n", + "iteration: 5 error in the blue channel: tensor(1.0747, device='cuda:0', dtype=torch.float64)\n", + "iteration: 6 error in the red channel: tensor(1.2915, device='cuda:0', dtype=torch.float64)\n", + "iteration: 6 error in the green channel: tensor(1.2900, device='cuda:0', dtype=torch.float64)\n", + "iteration: 6 error in the blue channel: tensor(1.2914, device='cuda:0', dtype=torch.float64)\n", + "iteration: 7 error in the red channel: tensor(1.0178, device='cuda:0', dtype=torch.float64)\n", + "iteration: 7 error in the green channel: tensor(1.0237, device='cuda:0', dtype=torch.float64)\n", + "iteration: 7 error in the blue channel: tensor(1.0183, device='cuda:0', dtype=torch.float64)\n", + "iteration: 8 error in the red channel: tensor(1.5219, device='cuda:0', dtype=torch.float64)\n", + "iteration: 8 error in the green channel: tensor(1.4458, device='cuda:0', dtype=torch.float64)\n", + "iteration: 8 error in the blue channel: tensor(1.5183, device='cuda:0', dtype=torch.float64)\n", + "iteration: 9 error in the red channel: tensor(1.0897, device='cuda:0', dtype=torch.float64)\n", + "iteration: 9 error in the green channel: tensor(1.0589, device='cuda:0', dtype=torch.float64)\n", + "iteration: 9 error in the blue channel: tensor(1.0855, device='cuda:0', dtype=torch.float64)\n", + "iteration: 10 error in the red channel: tensor(1.2523, device='cuda:0', dtype=torch.float64)\n", + "iteration: 10 error in the green channel: tensor(1.3444, device='cuda:0', dtype=torch.float64)\n", + "iteration: 10 error in the blue channel: tensor(1.2636, device='cuda:0', dtype=torch.float64)\n", + "iteration: 11 error in the red channel: tensor(1.0484, device='cuda:0', dtype=torch.float64)\n", + "iteration: 11 error in the green channel: tensor(1.1130, device='cuda:0', dtype=torch.float64)\n", + "iteration: 11 error in the blue channel: tensor(1.0442, device='cuda:0', dtype=torch.float64)\n", + "iteration: 12 error in the red channel: tensor(1.3919, device='cuda:0', dtype=torch.float64)\n", + "iteration: 12 error in the green channel: tensor(1.3027, device='cuda:0', dtype=torch.float64)\n", + "iteration: 12 error in the blue channel: tensor(1.3984, device='cuda:0', dtype=torch.float64)\n", + "iteration: 13 error in the red channel: tensor(1.0380, device='cuda:0', dtype=torch.float64)\n", + "iteration: 13 error in the green channel: tensor(1.1738, device='cuda:0', dtype=torch.float64)\n", + "iteration: 13 error in the blue channel: tensor(1.0422, device='cuda:0', dtype=torch.float64)\n", + "iteration: 14 error in the red channel: tensor(1.3167, device='cuda:0', dtype=torch.float64)\n", + "iteration: 14 error in the green channel: tensor(1.2584, device='cuda:0', dtype=torch.float64)\n", + "iteration: 14 error in the blue channel: tensor(1.3115, device='cuda:0', dtype=torch.float64)\n", + "iteration: 15 error in the red channel: tensor(1.2053, device='cuda:0', dtype=torch.float64)\n", + "iteration: 15 error in the green channel: tensor(1.1978, device='cuda:0', dtype=torch.float64)\n", + "iteration: 15 error in the blue channel: tensor(1.2168, device='cuda:0', dtype=torch.float64)\n", + "iteration: 16 error in the red channel: tensor(1.2468, device='cuda:0', dtype=torch.float64)\n", + "iteration: 16 error in the green channel: tensor(1.2273, device='cuda:0', dtype=torch.float64)\n", + "iteration: 16 error in the blue channel: tensor(1.2431, device='cuda:0', dtype=torch.float64)\n", + "iteration: 17 error in the red channel: tensor(1.2236, device='cuda:0', dtype=torch.float64)\n", + "iteration: 17 error in the green channel: tensor(1.1983, device='cuda:0', dtype=torch.float64)\n", + "iteration: 17 error in the blue channel: tensor(1.2233, device='cuda:0', dtype=torch.float64)\n", + "iteration: 18 error in the red channel: tensor(1.2164, device='cuda:0', dtype=torch.float64)\n", + "iteration: 18 error in the green channel: tensor(1.2042, device='cuda:0', dtype=torch.float64)\n", + "iteration: 18 error in the blue channel: tensor(1.2132, device='cuda:0', dtype=torch.float64)\n", + "iteration: 19 error in the red channel: tensor(1.2017, device='cuda:0', dtype=torch.float64)\n", + "iteration: 19 error in the green channel: tensor(1.1871, device='cuda:0', dtype=torch.float64)\n", + "iteration: 19 error in the blue channel: tensor(1.1981, device='cuda:0', dtype=torch.float64)\n", + "iteration: 20 error in the red channel: tensor(1.1870, device='cuda:0', dtype=torch.float64)\n", + "iteration: 20 error in the green channel: tensor(1.1825, device='cuda:0', dtype=torch.float64)\n", + "iteration: 20 error in the blue channel: tensor(1.1825, device='cuda:0', dtype=torch.float64)\n", + "iteration: 21 error in the red channel: tensor(1.1703, device='cuda:0', dtype=torch.float64)\n", + "iteration: 21 error in the green channel: tensor(1.1689, device='cuda:0', dtype=torch.float64)\n", + "iteration: 21 error in the blue channel: tensor(1.1651, device='cuda:0', dtype=torch.float64)\n", + "iteration: 22 error in the red channel: tensor(1.1521, device='cuda:0', dtype=torch.float64)\n", + "iteration: 22 error in the green channel: tensor(1.1590, device='cuda:0', dtype=torch.float64)\n", + "iteration: 22 error in the blue channel: tensor(1.1464, device='cuda:0', dtype=torch.float64)\n", + "iteration: 23 error in the red channel: tensor(1.1322, device='cuda:0', dtype=torch.float64)\n", + "iteration: 23 error in the green channel: tensor(1.1453, device='cuda:0', dtype=torch.float64)\n", + "iteration: 23 error in the blue channel: tensor(1.1258, device='cuda:0', dtype=torch.float64)\n", + "iteration: 24 error in the red channel: tensor(1.1103, device='cuda:0', dtype=torch.float64)\n", + "iteration: 24 error in the green channel: tensor(1.1319, device='cuda:0', dtype=torch.float64)\n", + "iteration: 24 error in the blue channel: tensor(1.1033, device='cuda:0', dtype=torch.float64)\n", + "iteration: 25 error in the red channel: tensor(1.0862, device='cuda:0', dtype=torch.float64)\n", + "iteration: 25 error in the green channel: tensor(1.1163, device='cuda:0', dtype=torch.float64)\n", + "iteration: 25 error in the blue channel: tensor(1.0785, device='cuda:0', dtype=torch.float64)\n", + "iteration: 26 error in the red channel: tensor(1.0595, device='cuda:0', dtype=torch.float64)\n", + "iteration: 26 error in the green channel: tensor(1.0996, device='cuda:0', dtype=torch.float64)\n", + "iteration: 26 error in the blue channel: tensor(1.0509, device='cuda:0', dtype=torch.float64)\n", + "iteration: 27 error in the red channel: tensor(1.0294, device='cuda:0', dtype=torch.float64)\n", + "iteration: 27 error in the green channel: tensor(1.0808, device='cuda:0', dtype=torch.float64)\n", + "iteration: 27 error in the blue channel: tensor(1.0198, device='cuda:0', dtype=torch.float64)\n", + "iteration: 28 error in the red channel: tensor(0.9953, device='cuda:0', dtype=torch.float64)\n", + "iteration: 28 error in the green channel: tensor(1.0600, device='cuda:0', dtype=torch.float64)\n", + "iteration: 28 error in the blue channel: tensor(0.9844, device='cuda:0', dtype=torch.float64)\n", + "iteration: 29 error in the red channel: tensor(0.9561, device='cuda:0', dtype=torch.float64)\n", + "iteration: 29 error in the green channel: tensor(1.0365, device='cuda:0', dtype=torch.float64)\n", + "iteration: 29 error in the blue channel: tensor(0.9435, device='cuda:0', dtype=torch.float64)\n", + "iteration: 30 error in the red channel: tensor(0.9101, device='cuda:0', dtype=torch.float64)\n", + "iteration: 30 error in the green channel: tensor(1.0098, device='cuda:0', dtype=torch.float64)\n", + "iteration: 30 error in the blue channel: tensor(0.8953, device='cuda:0', dtype=torch.float64)\n", + "iteration: 31 error in the red channel: tensor(0.8552, device='cuda:0', dtype=torch.float64)\n", + "iteration: 31 error in the green channel: tensor(0.9792, device='cuda:0', dtype=torch.float64)\n", + "iteration: 31 error in the blue channel: tensor(0.8374, device='cuda:0', dtype=torch.float64)\n", + "iteration: 32 error in the red channel: tensor(0.7883, device='cuda:0', dtype=torch.float64)\n", + "iteration: 32 error in the green channel: tensor(0.9436, device='cuda:0', dtype=torch.float64)\n", + "iteration: 32 error in the blue channel: tensor(0.7664, device='cuda:0', dtype=torch.float64)\n", + "iteration: 33 error in the red channel: tensor(0.7055, device='cuda:0', dtype=torch.float64)\n", + "iteration: 33 error in the green channel: tensor(0.9012, device='cuda:0', dtype=torch.float64)\n", + "iteration: 33 error in the blue channel: tensor(0.6782, device='cuda:0', dtype=torch.float64)\n", + "iteration: 34 error in the red channel: tensor(0.6027, device='cuda:0', dtype=torch.float64)\n", + "iteration: 34 error in the green channel: tensor(0.8500, device='cuda:0', dtype=torch.float64)\n", + "iteration: 34 error in the blue channel: tensor(0.5693, device='cuda:0', dtype=torch.float64)\n", + "iteration: 35 error in the red channel: tensor(0.4797, device='cuda:0', dtype=torch.float64)\n", + "iteration: 35 error in the green channel: tensor(0.7867, device='cuda:0', dtype=torch.float64)\n", + "iteration: 35 error in the blue channel: tensor(0.4420, device='cuda:0', dtype=torch.float64)\n", + "iteration: 36 error in the red channel: tensor(0.3483, device='cuda:0', dtype=torch.float64)\n", + "iteration: 36 error in the green channel: tensor(0.7072, device='cuda:0', dtype=torch.float64)\n", + "iteration: 36 error in the blue channel: tensor(0.3124, device='cuda:0', dtype=torch.float64)\n", + "iteration: 37 error in the red channel: tensor(0.2323, device='cuda:0', dtype=torch.float64)\n", + "iteration: 37 error in the green channel: tensor(0.6069, device='cuda:0', dtype=torch.float64)\n", + "iteration: 37 error in the blue channel: tensor(0.2046, device='cuda:0', dtype=torch.float64)\n", + "iteration: 38 error in the red channel: tensor(0.1480, device='cuda:0', dtype=torch.float64)\n", + "iteration: 38 error in the green channel: tensor(0.4851, device='cuda:0', dtype=torch.float64)\n", + "iteration: 38 error in the blue channel: tensor(0.1297, device='cuda:0', dtype=torch.float64)\n", + "iteration: 39 error in the red channel: tensor(0.0937, device='cuda:0', dtype=torch.float64)\n", + "iteration: 39 error in the green channel: tensor(0.3530, device='cuda:0', dtype=torch.float64)\n", + "iteration: 39 error in the blue channel: tensor(0.0822, device='cuda:0', dtype=torch.float64)\n", + "iteration: 40 error in the red channel: tensor(0.0600, device='cuda:0', dtype=torch.float64)\n", + "iteration: 40 error in the green channel: tensor(0.2352, device='cuda:0', dtype=torch.float64)\n", + "iteration: 40 error in the blue channel: tensor(0.0529, device='cuda:0', dtype=torch.float64)\n", + "iteration: 41 error in the red channel: tensor(0.0390, device='cuda:0', dtype=torch.float64)\n", + "iteration: 41 error in the green channel: tensor(0.1494, device='cuda:0', dtype=torch.float64)\n", + "iteration: 41 error in the blue channel: tensor(0.0345, device='cuda:0', dtype=torch.float64)\n", + "iteration: 42 error in the red channel: tensor(0.0258, device='cuda:0', dtype=torch.float64)\n", + "iteration: 42 error in the green channel: tensor(0.0944, device='cuda:0', dtype=torch.float64)\n", + "iteration: 42 error in the blue channel: tensor(0.0229, device='cuda:0', dtype=torch.float64)\n", + "iteration: 43 error in the red channel: tensor(0.0173, device='cuda:0', dtype=torch.float64)\n", + "iteration: 43 error in the green channel: tensor(0.0603, device='cuda:0', dtype=torch.float64)\n", + "iteration: 43 error in the blue channel: tensor(0.0154, device='cuda:0', dtype=torch.float64)\n", + "iteration: 44 error in the red channel: tensor(0.0117, device='cuda:0', dtype=torch.float64)\n", + "iteration: 44 error in the green channel: tensor(0.0392, device='cuda:0', dtype=torch.float64)\n", + "iteration: 44 error in the blue channel: tensor(0.0105, device='cuda:0', dtype=torch.float64)\n", + "iteration: 45 error in the red channel: tensor(0.0080, device='cuda:0', dtype=torch.float64)\n", + "iteration: 45 error in the green channel: tensor(0.0259, device='cuda:0', dtype=torch.float64)\n", + "iteration: 45 error in the blue channel: tensor(0.0072, device='cuda:0', dtype=torch.float64)\n", + "iteration: 46 error in the red channel: tensor(0.0056, device='cuda:0', dtype=torch.float64)\n", + "iteration: 46 error in the green channel: tensor(0.0173, device='cuda:0', dtype=torch.float64)\n", + "iteration: 46 error in the blue channel: tensor(0.0050, device='cuda:0', dtype=torch.float64)\n", + "iteration: 47 error in the red channel: tensor(0.0039, device='cuda:0', dtype=torch.float64)\n", + "iteration: 47 error in the green channel: tensor(0.0118, device='cuda:0', dtype=torch.float64)\n", + "iteration: 47 error in the blue channel: tensor(0.0035, device='cuda:0', dtype=torch.float64)\n", + "iteration: 48 error in the red channel: tensor(0.0027, device='cuda:0', dtype=torch.float64)\n", + "iteration: 48 error in the green channel: tensor(0.0081, device='cuda:0', dtype=torch.float64)\n", + "iteration: 48 error in the blue channel: tensor(0.0024, device='cuda:0', dtype=torch.float64)\n", + "iteration: 49 error in the red channel: tensor(0.0019, device='cuda:0', dtype=torch.float64)\n", + "iteration: 49 error in the green channel: tensor(0.0056, device='cuda:0', dtype=torch.float64)\n", + "iteration: 49 error in the blue channel: tensor(0.0017, device='cuda:0', dtype=torch.float64)\n", + "iteration: 50 error in the red channel: tensor(0.0014, device='cuda:0', dtype=torch.float64)\n", + "iteration: 50 error in the green channel: tensor(0.0039, device='cuda:0', dtype=torch.float64)\n", + "iteration: 50 error in the blue channel: tensor(0.0012, device='cuda:0', dtype=torch.float64)\n", + "iteration: 51 error in the red channel: tensor(0.0010, device='cuda:0', dtype=torch.float64)\n", + "iteration: 51 error in the green channel: tensor(0.0027, device='cuda:0', dtype=torch.float64)\n", + "iteration: 51 error in the blue channel: tensor(0.0009, device='cuda:0', dtype=torch.float64)\n", + "iteration: 52 error in the red channel: tensor(0.0007, device='cuda:0', dtype=torch.float64)\n", + "iteration: 52 error in the green channel: tensor(0.0019, device='cuda:0', dtype=torch.float64)\n", + "iteration: 52 error in the blue channel: tensor(0.0006, device='cuda:0', dtype=torch.float64)\n", + "iteration: 53 error in the red channel: tensor(0.0005, device='cuda:0', dtype=torch.float64)\n", + "iteration: 53 error in the green channel: tensor(0.0014, device='cuda:0', dtype=torch.float64)\n", + "iteration: 53 error in the blue channel: tensor(0.0004, device='cuda:0', dtype=torch.float64)\n", + "iteration: 54 error in the red channel: tensor(0.0004, device='cuda:0', dtype=torch.float64)\n", + "iteration: 54 error in the green channel: tensor(0.0010, device='cuda:0', dtype=torch.float64)\n", + "iteration: 54 error in the blue channel: tensor(0.0003, device='cuda:0', dtype=torch.float64)\n", + "iteration: 55 error in the red channel: tensor(0.0003, device='cuda:0', dtype=torch.float64)\n", + "iteration: 55 error in the green channel: tensor(0.0007, device='cuda:0', dtype=torch.float64)\n", + "iteration: 55 error in the blue channel: tensor(0.0002, device='cuda:0', dtype=torch.float64)\n", + "iteration: 56 error in the red channel: tensor(0.0002, device='cuda:0', dtype=torch.float64)\n", + "iteration: 56 error in the green channel: tensor(0.0005, device='cuda:0', dtype=torch.float64)\n", + "iteration: 56 error in the blue channel: tensor(0.0002, device='cuda:0', dtype=torch.float64)\n", + "iteration: 57 error in the red channel: tensor(0.0001, device='cuda:0', dtype=torch.float64)\n", + "iteration: 57 error in the green channel: tensor(0.0004, device='cuda:0', dtype=torch.float64)\n", + "iteration: 57 error in the blue channel: tensor(0.0001, device='cuda:0', dtype=torch.float64)\n", + "iteration: 58 error in the red channel: tensor(9.7449e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 58 error in the green channel: tensor(0.0003, device='cuda:0', dtype=torch.float64)\n", + "iteration: 58 error in the blue channel: tensor(8.8524e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 59 error in the red channel: tensor(7.0891e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 59 error in the green channel: tensor(0.0002, device='cuda:0', dtype=torch.float64)\n", + "iteration: 59 error in the blue channel: tensor(6.4427e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 60 error in the red channel: tensor(5.1654e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 60 error in the green channel: tensor(0.0001, device='cuda:0', dtype=torch.float64)\n", + "iteration: 60 error in the blue channel: tensor(4.6962e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 61 error in the red channel: tensor(3.7692e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 61 error in the green channel: tensor(9.8233e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 61 error in the blue channel: tensor(3.4279e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 62 error in the red channel: tensor(2.7539e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 62 error in the green channel: tensor(7.1488e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 62 error in the blue channel: tensor(2.5054e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 63 error in the red channel: tensor(2.0145e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 63 error in the green channel: tensor(5.2108e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 63 error in the blue channel: tensor(1.8332e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 64 error in the red channel: tensor(1.4752e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 64 error in the green channel: tensor(3.8037e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 64 error in the blue channel: tensor(1.3427e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 65 error in the red channel: tensor(1.0813e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 65 error in the green channel: tensor(2.7801e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 65 error in the blue channel: tensor(9.8436e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 66 error in the red channel: tensor(7.9321e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 66 error in the green channel: tensor(2.0344e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 66 error in the blue channel: tensor(7.2227e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 67 error in the red channel: tensor(5.8235e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 67 error in the green channel: tensor(1.4902e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 67 error in the blue channel: tensor(5.3036e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 68 error in the red channel: tensor(4.2785e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 68 error in the green channel: tensor(1.0926e-05, device='cuda:0', dtype=torch.float64)\n", + "iteration: 68 error in the blue channel: tensor(3.8971e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 69 error in the red channel: tensor(3.1454e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 69 error in the green channel: tensor(8.0181e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 69 error in the blue channel: tensor(2.8654e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 70 error in the red channel: tensor(2.3137e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 70 error in the green channel: tensor(5.8886e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 70 error in the blue channel: tensor(2.1081e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 71 error in the red channel: tensor(1.7029e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 71 error in the green channel: tensor(4.3276e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 71 error in the blue channel: tensor(1.5517e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 72 error in the red channel: tensor(1.2539e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 72 error in the green channel: tensor(3.1825e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 72 error in the blue channel: tensor(1.1427e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 73 error in the red channel: tensor(9.2374e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 73 error in the green channel: tensor(2.3417e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 73 error in the blue channel: tensor(8.4189e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 74 error in the red channel: tensor(6.8078e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 74 error in the green channel: tensor(1.7240e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 74 error in the blue channel: tensor(6.2051e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 75 error in the red channel: tensor(5.0191e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 75 error in the green channel: tensor(1.2698e-06, device='cuda:0', dtype=torch.float64)\n", + "iteration: 75 error in the blue channel: tensor(4.5751e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 76 error in the red channel: tensor(3.7017e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 76 error in the green channel: tensor(9.3573e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 76 error in the blue channel: tensor(3.3745e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 77 error in the red channel: tensor(2.7309e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 77 error in the green channel: tensor(6.8981e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 77 error in the blue channel: tensor(2.4897e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 78 error in the red channel: tensor(2.0153e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 78 error in the green channel: tensor(5.0871e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 78 error in the blue channel: tensor(1.8375e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 79 error in the red channel: tensor(1.4877e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 79 error in the green channel: tensor(3.7528e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 79 error in the blue channel: tensor(1.3565e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 80 error in the red channel: tensor(1.0985e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 80 error in the green channel: tensor(2.7694e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 80 error in the blue channel: tensor(1.0016e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 81 error in the red channel: tensor(8.1127e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 81 error in the green channel: tensor(2.0443e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 81 error in the blue channel: tensor(7.3979e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 82 error in the red channel: tensor(5.9930e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 82 error in the green channel: tensor(1.5095e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 82 error in the blue channel: tensor(5.4652e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 83 error in the red channel: tensor(4.4281e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 83 error in the green channel: tensor(1.1149e-07, device='cuda:0', dtype=torch.float64)\n", + "iteration: 83 error in the blue channel: tensor(4.0383e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 84 error in the red channel: tensor(3.2725e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 84 error in the green channel: tensor(8.2359e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 84 error in the blue channel: tensor(2.9845e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 85 error in the red channel: tensor(2.4189e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 85 error in the green channel: tensor(6.0856e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 85 error in the blue channel: tensor(2.2061e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 86 error in the red channel: tensor(1.7883e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 86 error in the green channel: tensor(4.4977e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 86 error in the blue channel: tensor(1.6311e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 87 error in the red channel: tensor(1.3223e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 87 error in the green channel: tensor(3.3247e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 87 error in the blue channel: tensor(1.2061e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 88 error in the red channel: tensor(9.7788e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 88 error in the green channel: tensor(2.4581e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 88 error in the blue channel: tensor(8.9198e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 89 error in the red channel: tensor(7.2329e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 89 error in the green channel: tensor(1.8177e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 89 error in the blue channel: tensor(6.5978e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 90 error in the red channel: tensor(5.3506e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 90 error in the green channel: tensor(1.3444e-08, device='cuda:0', dtype=torch.float64)\n", + "iteration: 90 error in the blue channel: tensor(4.8809e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 91 error in the red channel: tensor(3.9588e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 91 error in the green channel: tensor(9.9450e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 91 error in the blue channel: tensor(3.6113e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 92 error in the red channel: tensor(2.9293e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 92 error in the green channel: tensor(7.3577e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 92 error in the blue channel: tensor(2.6723e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 93 error in the red channel: tensor(2.1679e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 93 error in the green channel: tensor(5.4443e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 93 error in the blue channel: tensor(1.9778e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 94 error in the red channel: tensor(1.6046e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 94 error in the green channel: tensor(4.0290e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 94 error in the blue channel: tensor(1.4639e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 95 error in the red channel: tensor(1.1878e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 95 error in the green channel: tensor(2.9820e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 95 error in the blue channel: tensor(1.0836e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 96 error in the red channel: tensor(8.7933e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 96 error in the green channel: tensor(2.2074e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 96 error in the blue channel: tensor(8.0227e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 97 error in the red channel: tensor(6.5106e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 97 error in the green channel: tensor(1.6342e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 97 error in the blue channel: tensor(5.9402e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 98 error in the red channel: tensor(4.8210e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 98 error in the green channel: tensor(1.2100e-09, device='cuda:0', dtype=torch.float64)\n", + "iteration: 98 error in the blue channel: tensor(4.3988e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 99 error in the red channel: tensor(3.5703e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 99 error in the green channel: tensor(8.9601e-10, device='cuda:0', dtype=torch.float64)\n", + "iteration: 99 error in the blue channel: tensor(3.2577e-10, device='cuda:0', dtype=torch.float64)\n" + ] + } + ], + "source": [ + "####### main rule ######\n", + "########################\n", + "########################\n", + "\n", + "\n", + "for t in range(0,T_max):\n", + " ###### red channel update ######\n", + " ################################\n", + " X_recons[:,:,0] = distance_update(x_r,z_r)\n", + " err[t,0] = image_err(X_recons[:,:,0],X[:,:,0])\n", + " print(\"iteration:\",t,\"error in the red channel:\",image_err(X_recons[:,:,0],X[:,:,0]))\n", + " yz_r = A(z_r)\n", + " yz_abs_r = torch.abs(yz_r)\n", + " first_divide_r = torch.divide(yz_r,yz_abs_r)\n", + " first_multi_r = torch.multiply(Y_r,first_divide_r)\n", + " sub_r = yz_r - first_multi_r\n", + " second_multi_r = At(sub_r)\n", + " second_divide_r =torch.divide(second_multi_r,L*n1*n2)\n", + " z_r = z_r - mu * second_divide_r\n", + " ###### green channel update ######\n", + " ################################\n", + " X_recons[:,:,1] = distance_update(x_g,z_g)\n", + " err[t,1] = image_err(X_recons[:,:,1],X[:,:,1])\n", + " print(\"iteration:\",t,\"error in the green channel:\",image_err(X_recons[:,:,1],X[:,:,1]))\n", + " yz_g = A(z_g)\n", + " yz_abs_g = torch.abs(yz_g)\n", + " first_divide_g = torch.divide(yz_g,yz_abs_g)\n", + " first_multi_g = torch.multiply(Y_g,first_divide_g)\n", + " sub_g = yz_g - first_multi_g\n", + " second_multi_g = At(sub_g)\n", + " second_divide_g =torch.divide(second_multi_g,L*n1*n2)\n", + " z_g = z_g - mu * second_divide_g\n", + " ###### blue channel update ######\n", + " ################################\n", + " X_recons[:,:,2] = distance_update(x_b,z_b)\n", + " err[t,2] = image_err(X_recons[:,:,2],X[:,:,2])\n", + " print(\"iteration:\",t,\"error in the blue channel:\",image_err(X_recons[:,:,2],X[:,:,2]))\n", + " yz_b = A(z_b)\n", + " yz_abs_b = torch.abs(yz_b)\n", + " first_divide_b = torch.divide(yz_b,yz_abs_b)\n", + " first_multi_b = torch.multiply(Y_b,first_divide_b)\n", + " sub_b = yz_b - first_multi_b\n", + " second_multi_b = At(sub_b)\n", + " second_divide_b =torch.divide(second_multi_b,L*n1*n2)\n", + " z_b = z_b - mu * second_divide_b\n", + " ##### saving the image at the iteration #####\n", + " #############################################\n", + " save_image(X_recons,t,file_name)\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "tensor(3.5703e-10, device='cuda:0', dtype=torch.float64)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_image(X_recons)\n", + "image_err(X_recons[:,:,0],X[:,:,0])\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "np.save(\"./irwf_reconstructed/irwf_error_\"+str(file_name)+\"_\"+str(T_max)+\"_\"+str(file_name)+\".npy\",err)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Bzwxth/fl7OxMkSJF+PbbbxP83MPDQ+/9u8nMf1WyZEkcHR3ZvHkzkyZNSnb+6b1t4pKet8V9bxJKHlIqLt5169bFOxP9tuR+FwxRtWpVRo4cyaFDh9i7dy+jR4/WTd+1axc5cuTQvRciIXL5T6SpYcOGoZSiW7duRERExPs8MjKSLVu2AFClShUAli1bplfm1KlTXL58WfdD9tlnn2Fubs7y5cv1yh09ejTe6fN69epx48YNnJycKFmyZLxXXALm5+cHEG+eK1aseM81/583b97QtWtXoqKiGDJkyH+eX5y4A+a7j+vPnTtX733evHnJlSsXCxYsIDw8PNH5GXLWJE7VqlUJDQ2N16/TkiVLdJ+nF0Pb4e0yCa1jYmcK6tWrx4ULF8iVK1eC+9C7SVVq02q1DB06lCtXrjB+/PgEyzx8+JAjR44A6b9tXr58ye+//643bcWKFRgZGVGxYsX/PP+aNWtiYmLCjRs3Emz/uGTbx8cHd3d3Vq5cqXep/datWxw9etSgZZUuXRpbW1umT59OcHAw1atXB2LPYJ09e5Y1a9ZQoECBZLd5Sr5L4uMiZ6pEmipbtiyzZ8+md+/e+Pr60qtXLwoWLEhkZCRnz55l3rx5FCpUiPr16+Pj40P37t35+eefMTIyonbt2gQFBTFy5Eg8PT3p378/AA4ODgwaNIgJEybQtWtXmjVrxp07dxgzZky8U/9fffUV69evp2LFivTv358iRYoQExPD7du32bVrFwMHDqRMmTLUqFGDihUrMmTIEF69ekXJkiU5cuQIS5cuTdH63r59m+PHjxMTE0NISAhnz55lwYIF3Lp1i++//54aNWqkWtuWK1cOBwcHevbsyejRo9FqtSxfvpxz587FKztz5kzq16/PZ599Rv/+/cmePTu3b99m586dukSycOHCAMyYMYMOHTqg1Wrx8fHRuxcqTvv27Zk5cyYdOnQgKCiIwoULc/jwYSZOnEidOnX+8z0nKZGSdohbx8mTJ1O7dm2MjY0pUqQIpqamFC5cmAMHDrBlyxbc3d2xsbHBx8eHcePGsXv3bsqVK0ffvn3x8fEhLCyMoKAgAgICmDNnTqpeWk3I4MGDuXz5MqNHj+bkyZO0bt0aT09PQkJCOHToEPPmzWPs2LGUL18+3beNk5MTvXr14vbt2+TNm5eAgAB+/fVXevXqpXff0Pvy9vZm3LhxDB8+nH/++YdatWrh4ODAgwcPOHnyJFZWVowdOxYjIyPGjx9P165dadSoEd26deP58+cJ/i4kxtjYmEqVKrFlyxZy5MhBrly5gNi+0czMzNi7dy99+/ZNdj4p+S6Jj0yG3iYvPhmBgYGqQ4cOKnv27MrU1FRZWVmp4sWLq1GjRqmHDx/qysX1U5U3b16l1WqVs7Ozatu2bYL9VE2aNEl5enoqU1NTXb9HCfWnFBoaqkaMGKHr+8rOzk4VLlxY9e/fXwUHB+vKPX/+XHXu3FnZ29srS0tLVb16dXXlypUUPf0X9zI2NlYODg7K19dXffXVV3qPfcdJjaf/jh49qsqWLassLS2Vi4uL6tq1q/rzzz/jPY2klFLHjh1TtWvXVnZ2dsrMzEzlypVL9e/fX6/MsGHDlIeHhzIyMjKon6qePXsqd3d3ZWJiory8vNSwYcMS7QvpXV5eXgk+bfc2Q56qTEk7hIeHq65duyoXFxel0Wj0ntAKDAxU5cuXV5aWlvGeIn306JHq27evypEjh9JqtcrR0VH5+vqq4cOH656cSyrWxLZf3PZO6CmxhGzevFnVrVtXubi4KBMTE133A3PmzFHh4eG6cv9l2yS2HnH769q1a3XT4vqpOnDggCpZsqQyMzNT7u7u6ptvvtHrwytuWQk9/ffuvp7Q90Kp2KcS/fz8lK2trTIzM1NeXl6qadOmas+ePXrl5s+fr/LkyaNMTU1V3rx51YIFCwzqpyrOjBkzFKC6deumN7169eoKUL///rve9ISe/lMq8e9SXD9V70roOyY+PBql0uCRJCGEEEKIT4zcUyWEEEIIkQokqRJCCCGESAWSVAkhhBBCpAJJqoQQQgghUsEnl1QFBQWh0WiYNm1ahiy/cuXKVK5cOUOWbajXr18zZswY3fAP7yOunRctWqSbtmjRIjQajUE9GxtizJgxaDQa3Uur1ZI9e3a6deuWap12JqRy5coUKlQozeaflhLaLu86ffo0Go2GyZMnx/vM398fjUaTYB9QVatWxcnJCaWUQct5W0BAAGPGjEnwM29v73hDF31IKleurLefvv26cOECAAcOHNAbNuljt2LFCqZPnx5venr+Pj958oRhw4ZRoEABrKyssLOzI1++fLRr147z58+neH737t1jzJgxBAYGGlQ+bpvHvYyNjcmSJQvNmjXTG1oprty6detSHFNGi/uNfnfUgY+Z9FOVzmbNmpXRISTr9evXumEYMnsCCLBjxw7s7OwIDQ1l165dfP/99xw9epTAwMBEhxYRiStRogR2dnbs37+foUOH6qbHxMTwxx9/YGVlxf79++nRo4fus4iICI4dO6YbL87d3Z1jx47p+vlJTkBAADNnzkwwsdq4cSO2trb/eb0yUs6cOeN1LAsY3D4fmxUrVnDhwgW++uqrDFl+aGgon332GaGhoQwePJiiRYvy5s0b/v77bzZs2EBgYKBuDEJD3bt3j7Fjx+Lt7U2xYsUMrjdx4kT8/PyIiIjg9OnTjBs3jr179/LXX3+RNWvWFK6ZyGiSVKWT169fY2lpSYECBTI6lI+Or6+vbiiLatWq8fjxYxYuXMjhw4d1PaULw8X1hL1//36ioqJ0w+qcO3eOZ8+eMWjQoHidop44cYI3b97o2tvMzIzPPvss2WXFfS+SUrx48fdck/ShlCIsLAwLC4tEy1hYWBjUHiJ9rF27luvXr7Nv3754vxEDBgwgJiYm3WLJkyePbt+oWLEi9vb2dOnShUWLFjF8+PB0i0Okjk/u8l9C4i5L7d+/n169euHs7IyTkxONGzfm3r178cqvWLGCsmXLYm1tjbW1NcWKFeO3337TfR53eejQoUOUK1cOS0tLOnfurPvs7bM/cae7p06dyuTJk/H29sbCwoLKlSvz999/ExkZyddff42Hhwd2dnY0atQowRHtV69eTdmyZbGyssLa2pqaNWty9uxZvTIdO3bE2tqa69evU6dOHaytrfH09GTgwIG64UuCgoJ0Y8WNHTtWd2o67vLL9evX6dSpE3ny5MHS0pKsWbNSv359/vrrrxS3+/jx4zExMeHOnTvxPuvcuTNOTk7xBm81RNywFe+OSbZnzx6qVq2Kra0tlpaWlC9fnr179+qVefToEd27d8fT0xMzMzNcXFwoX768buT6t506dYrPP/8cS0tLcubMyXfffaf3YxwWFsbAgQMpVqwYdnZ2ODo6UrZsWTZv3hxvXhqNhi+++IK5c+eSN29ezMzMKFCgAKtWrYpXNjg4mB49epAtWzZMTU3JkSMHY8eOJSoqSq/cvXv3aN68OTY2NtjZ2dGiRQuDL4v6+fkRGhrK6dOnddMOHDiAh4cHXbt25cGDB1y6dEnvs7h6kPBlxrhLAX/++SdNmzbFwcGBXLly0bFjR2bOnKlrh7hX3GXidy//xV0OWblyJcOHD8fDwwNbW1uqVavG1atX9dZDKcXEiRPx8vLC3NyckiVLsnv37gQvw7948YJBgwaRI0cOTE1NyZo1K1999RWvXr3SKxe3rebMmUP+/PkxMzNj8eLFBrVrSv3++++ULVsWS0tLbGxsqF69OseOHdN9fvHiRTQaDWvXrtVNO3PmDBqNhoIFC+rNq0GDBvj6+v7nZcL/tuXFixdp1aoVdnZ2ZMmShc6dOxMSEpLk/CtXrsy2bdu4deuW3vZ+1w8//ECOHDmwtrambNmyHD9+PF6Z06dP06BBAxwdHTE3N6d48eKsWbMm2XVMavB2+N8gzWDYb96BAwd0Az536tRJt06JXdJOSlyC9e6QW5GRkcnu7wALFiygaNGimJub4+joSKNGjfQuJ4Jhx4I4ERERTJgwgXz58ul+Ezt16qQbqD2l4o6Px44do1y5clhYWODt7c3ChQsB2LZtGyVKlMDS0pLChQuzY8cOvfopOQZdvHiRGjVqYGlpiYuLC3369GHbtm0JXmo35PhgCEmq3tK1a1e0Wi0rVqxgypQpHDhwgLZt2+qVGTVqFG3atMHDw4NFixaxceNGOnToEO8LcP/+fdq2bUvr1q0JCAigd+/eSS575syZHDlyhJkzZzJ//nyuXLlC/fr16dKlC48ePWLBggVMmTKFPXv20LVrV726EydOpFWrVhQoUIA1a9awdOlSXr58yeeff6534IPYL2aDBg2oWrUqmzdvpnPnzvz444+6+2fc3d11O3GXLl04duwYx44dY+TIkUDsgdrJyYnvvvuOHTt2MHPmTExMTChTpkyCX/Ck9OjRAxMTk3j35zx9+pRVq1bRpUsXzM3NUzRPgJs3bwKxY97FWbZsGTVq1MDW1pbFixezZs0aHB0dqVmzpt4Xp127dmzatIlRo0axa9cu5s+fT7Vq1XQ/wnGCg4Np06YNbdu25ffff6d27doMGzZMb9zC8PBwnj59yqBBg9i0aRMrV66kQoUKNG7cWDcO29t+//13fvrpJ8aNG6cbPLZVq1Z691IEBwdTunRpdu7cyahRo9i+fTtdunRh0qRJdOvWTVfuzZs3VKtWjV27djFp0iTWrl2Lm5sbLVq0MKgN45Kj/fv366bt37+fSpUq4ePjg5ubm96P0v79+3FxcTHoTGzjxo3JnTs3a9euZc6cOYwcOZKmTZsC6Pa3Y8eOJXrAi/PNN99w69Yt5s+fz7x587h27Rr169cnOjpaV2b48OEMHz6cWrVqsXnzZnr27EnXrl35+++/9eb1+vVrKlWqxOLFi+nbty/bt29n6NChLFq0iAYNGvBuH8mbNm1i9uzZjBo1ip07d/L5558nu95RUVF6r+TOhqxYsQJ/f39sbW1ZuXIlv/32G8+ePaNy5cocPnwYgIIFC+Lu7q6X9O/ZswcLCwsuXbqk+6cwKiqKgwcPJjtEjSHLfFuTJk3Imzcv69ev5+uvv2bFihW64aQSM2vWLMqXL4+bm5ve9n7bzJkz2b17N9OnT2f58uW8evWKOnXq6CVs+/fvp3z58jx//pw5c+awefNmihUrRosWLZK9l69s2bJA7HBLmzZtivf9fpshv3klSpTQJQUjRozQrdO7v9WGuH79OvC/gdDjGLK/T5o0iS5dulCwYEE2bNjAjBkzOH/+PGXLluXatWt680vuWACxl/z9/f357rvvaN26Ndu2beO7777T/WPyvmMbBgcH06lTJ7p27crmzZspXLgwnTt3Zty4cQwbNowhQ4awfv16rK2tadiwod7JDUOPQffv36dSpUpcvXqV2bNns2TJEl6+fMkXX3wRLx5Djw8Gycju3DNCQkMwxA2X0Lt3b72yU6ZMUYC6f/++Ukqpf/75RxkbG6s2bdokuYxKlSopQO3duzfBz94eiiAunqJFi6ro6Gjd9OnTpytANWjQQK/+V199pQAVEhKilFLq9u3bysTERH355Zd65V6+fKnc3NxU8+bNddM6dOigALVmzRq9snXq1FE+Pj66948ePTJoaBallIqKilIREREqT548ekOeJDR0Q0JDcnTo0EG5urrqDbExefJkZWRklOzQHXFDfwQHB6vIyEj17NkztWbNGmVlZaVatWqlK/fq1Svl6Oio6tevr1c/OjpaFS1aVJUuXVo3zdraWn311VdJLjdu+544cUJveoECBVTNmjUTrRcVFaUiIyNVly5dVPHixfU+A5SFhYXesDlRUVEqX758Knfu3LppPXr0UNbW1urWrVt69adNm6YA3XA4s2fPVoDavHmzXrlu3bolOKTGu2JiYpSjo6OqUaOGUiq2rezt7dWcOXOUUko1b95cNW3aVCkVO/SLhYWF3r6W0PaP216jRo2Kt7w+ffqoxH6O3h3OJm4Ykzp16uiVW7NmjQLUsWPHlFJKPX36VJmZmakWLVrolTt27Fi8YWgmTZqkjIyM4g2Zsm7dOgWogIAA3TRA2dnZqadPnyYY77vi9pd3X2//jrw7NEt0dLTy8PBQhQsX1vtdePnypXJ1dVXlypXTTWvbtq3KmTOn7n21atVUt27dlIODg1q8eLFSSqkjR44oQO3atSvROFOyzLhtOWXKFL159O7dW5mbm6uYmJgk26Ru3boJDhsTt98ULlxYRUVF6aafPHlSAWrlypW6afny5VPFixePNxxOvXr1lLu7u946JGTcuHHK1NRUtz1y5Mihevbsqc6dO5dkvcR+806dOmXQdytO3DZfvXq1ioyMVK9fv1aHDh1SuXPnVsbGxro4DN3fnz17piwsLOKVu337tjIzM1OtW7fWTTP0WLBy5UoFqPXr1+uVi1vXWbNmJbmOCQ3PFPd9OH36tG7akydPlLGxsbKwsFD//vuvbnpgYKAC1E8//ZToMhLbHoMHD1YajSbeEGE1a9bU+66l5PhgCDlT9ZYGDRrovY+7UTHuLNTu3buJjo6mT58+yc7LwcGBKlWqGLzsOnXq6J1yzp8/PwB169bVKxc3/fbt2wDs3LmTqKgo2rdvr/dfsLm5OZUqVYp3ilOj0VC/fv146/numbbEREVFMXHiRAoUKICpqSkmJiaYmppy7dq1eKeYDdGvXz8ePnyou3wRExPD7NmzqVu3Lt7e3gbNw83NDa1Wi4ODA82bN8fX11fvcszRo0d5+vQpHTp0iHemoFatWpw6dUp3iad06dIsWrSICRMmcPz4cSIjIxNdZunSpfWmJdSOa9eupXz58lhbW2NiYoJWq+W3335LsK2qVq1KlixZdO+NjY1p0aIF169f5+7duwBs3boVPz8/PDw89Naldu3aABw8eBCI/S/exsYm3j7dunVrg9pUo9FQqVIljhw5QmRkJIGBgTx//lx3ySxu31JKcfz4cb37qZLTpEkTg8olJ7nv6/HjxwkPD6d58+Z65T777LN4+9bWrVspVKgQxYoV02vXmjVrJnipoEqVKjg4OBgca65cuTh16pTea/z48YmWv3r1Kvfu3aNdu3Z6vwvW1tY0adKE48eP8/r1ayB2v/nnn3+4efMmYWFhHD58mFq1auHn58fu3buB2LNXZmZmVKhQIVWWGSehbRAWFpbgLQopUbduXYyNjfXmC//bttevX+fKlSu0adMG0D8LWKdOHe7fv5/smfORI0dy+/ZtFixYQI8ePbC2tmbOnDn4+vqycuVKXbnU/s17V4sWLdBqtVhaWlKxYkWio6NZt25dvBvlk9vfjx07xps3b+I9Kevp6UmVKlXinXEx5FiwdetW7O3tqV+/vl4bFytWLN7Z6pRwd3fXuxTt6OiIq6srxYoVw8PDQzc97nj3dkyGbo+DBw9SqFCheGfPW7Vqpfc+JccHQ8iN6m9xcnLSe29mZgagO8UZdw3ZkBHpk7t08S5HR0e996ampklOj7vXKO6+objr+e96+8cRwNLSMt4lNTMzM4PvXRowYAAzZ85k6NChVKpUCQcHB4yMjOjatet7nQouXrw4n3/+OTNnzqRNmzZs3bqVoKCgBB/ZT8yePXuws7Pj6dOnzJs3j/Xr1/Pll18yZ84c4H9tFHeJKSFPnz7FysqK1atXM2HCBObPn8/IkSOxtramUaNGTJkyRW+k+3f3FYhtx7fbYMOGDTRv3pxmzZoxePBg3NzcMDExYfbs2SxYsCBe/bfn/+60J0+ekC1bNh48eMCWLVsSfaox7tHlJ0+e6CVoSS0jMX5+fmzcuJFTp05x7NgxsmTJgo+PDxCbVD1+/JiLFy/qLhEamlSl9LuRmOS+r3GXdBJqh3enPXjwgOvXryfbrnFSug5x93MZKql7fjw8PIiJieHZs2dYWlrqLunt2bOHHDlyEBkZSZUqVXjw4IEucduzZw/ly5dP8mb6lCwzTnLb4H0lN9+47/SgQYMYNGhQgvMw5DH+LFmy0KlTJzp16gTAoUOHqF27Nv369dMdfFP7N+9dkydPpkqVKhgbG+Ps7Iynp2eC5Qzd3xPbfnEJdhxDjgUPHjzg+fPnuuPOu963q4R3j2sQe2xL7ngHhm+PJ0+ekCNHjnjLSei7D4YdHwwhSVUKxF3jvnv3bqI7fpyEbrxMC3FPvcXdg5PWli1bRvv27Zk4caLe9MePH2Nvb/9e8+zbty/NmjXjzz//5JdffiFv3rxUr17d4PpFixbVtUP16tWpWbMm8+bNo0uXLpQqVUr32c8//5zoE1hxXzRnZ2emT5/O9OnTuX37Nr///jtff/01Dx8+jHfDZHKWLVtGjhw5WL16td7+8O6NoHESuok8blrcD6qzszNFihTh22+/TXAecf/lOTk5cfLkSYOWkZi4JOnAgQMcO3aMSpUq6T4rUKAAzs7O7N+/nwMHDuDu7q5LuJKTXt+NuDZ794EFiG2Ht89WOTs7Y2FhkWCyG/f529J6HeJiv3//frzP7t27h5GRke5MWbZs2cibNy979uzB29ubkiVLYm9vT9WqVenduzcnTpzg+PHjum5SUmOZGS1uewwbNozGjRsnWMbQ/fFtFStWpEaNGmzatImHDx/i6uqaJr95b8uZM2eKEu7EJLf93t2HDRH30FZiv302NjYpnud/Zej2cHJySvS7/7aUHB8MIUlVCtSoUQNjY2Nmz56tu9Exo9WsWRMTExNu3LiRapdVkvpvU6PR6D6Ps23bNv79919y5879Xstr1KgR2bNnZ+DAgRw8eJAff/zxvQ9aGo2GmTNnUqBAAUaMGMHOnTspX7489vb2XLp0KcGbFBOTPXt2vvjiC/bu3cuRI0feKxZTU1O9dQkODk7w6T+AvXv38uDBA90XODo6mtWrV5MrVy7d2dF69eoREBBArly5kjzA+fn5sWbNGn7//Xe9ywYrVqwwOP6CBQvi4uLCvn37OH36NJMmTdJbt4oVK7Jjxw6OHz+e6IHNUG/vc0mdTUmJMmXKYGZmxurVq/XiO378OLdu3dJLqurVq8fEiRNxcnJK8L/b9Obj40PWrFlZsWIFgwYN0u1Dr169Yv369bqn8+JUq1aNNWvW4OnpqbtlIG/evGTPnp1Ro0YRGRmZ7E3qKV3mf/HuWd2U8vHxIU+ePJw7dy7ewdUQDx48wMXFJd6Z/OjoaK5du4alpaXuAG3ob15qnaV7X2XLlsXCwoJly5bRrFkz3fS7d++yb9++JM/EJKZevXqsWrWK6OhoypQpk5rhvjdDt0elSpWYNm0aly5d0rsE+O4T1e97fEiMJFUp4O3tzTfffMP48eN58+aN7lHiS5cu8fjx42T/E0yrmMaNG8fw4cP5559/qFWrFg4ODjx48ICTJ09iZWWV4rhsbGzw8vJi8+bNVK1aFUdHR5ydnfH29qZevXosWrSIfPnyUaRIEc6cOcPUqVMNuiSaGGNjY/r06cPQoUOxsrL6z71n58mTh+7duzNr1iwOHz5MhQoV+Pnnn+nQoQNPnz6ladOmuLq68ujRI86dO8ejR4+YPXs2ISEh+Pn50bp1a/Lly4eNjQ2nTp1ix44d75U01KtXjw0bNtC7d2+aNm3KnTt3GD9+PO7u7vGexIHY/5iqVKnCyJEjsbKyYtasWVy5ckXvR2DcuHHs3r2bcuXK0bdvX3x8fAgLCyMoKIiAgADmzJlDtmzZaN++PT/++CPt27fn22+/JU+ePAQEBLBz506D49doNFSuXJl169ahlNI7UwWxP1pfffUVSqn/3B9Y4cKFgdhLIbVr18bY2JgiRYoketnBEI6OjgwYMIBJkybh4OBAo0aNuHv3LmPHjsXd3V3vgPrVV1+xfv16KlasSP/+/SlSpAgxMTHcvn2bXbt2MXDgwHQ9qBgZGTFlyhTatGlDvXr16NGjB+Hh4UydOpXnz5/z3Xff6ZWvWrUqs2bN4vHjx3o9lVetWpWFCxfi4OCQbHcKKV3mf1G4cGE2bNjA7Nmz8fX1xcjIKMVna+bOnUvt2rWpWbMmHTt2JGvWrDx9+pTLly/z559/6nUz8a6lS5cyd+5cWrduTalSpbCzs+Pu3bvMnz+fixcvMmrUKN2+Z+hvXq5cubCwsGD58uXkz58fa2trPDw89O4RSkv29vaMHDmSb775hvbt29OqVSuePHnC2LFjMTc3Z/To0SmeZ8uWLVm+fDl16tShX79+lC5dGq1Wy927d9m/fz/+/v40atQoDdYmcYZuj6+++ooFCxZQu3Ztxo0bR5YsWVixYgVXrlwB/ndrjLW1tUHHB4Ol6Lb2j0BST/+9++TPu0/kxFmyZIkqVaqUMjc3V9bW1qp48eJ6T3xUqlRJFSxYMMHlJ/b039vxvL3stWvX6k1PLNZNmzYpPz8/ZWtrq8zMzJSXl5dq2rSp2rNnj65Mhw4dlJWVVbyY4p7QeNuePXtU8eLFlZmZmQJ0T189e/ZMdenSRbm6uipLS0tVoUIF9ccffyS6Xsk9/RcnKChIAapnz54JNVuCEnqyJM6DBw+UtbW18vPz0007ePCgqlu3rnJ0dFRarVZlzZpV1a1bV9fGYWFhqmfPnqpIkSLK1tZWWVhYKB8fHzV69Gj16tUr3XwS274dOnSI90TTd999p7y9vZWZmZnKnz+/+vXXXxNsb0D16dNHzZo1S+XKlUtptVqVL18+tXz58njLefTokerbt6/KkSOH0mq1ytHRUfn6+qrhw4er0NBQXbm7d++qJk2aKGtra2VjY6OaNGmijh49mqInlGbNmqUA5eLiEu+zuCdzAHXt2jW9z5J6+i+h7RUeHq66du2qXFxclEaj0dtPEnv6793vRkLLjImJURMmTFDZsmVTpqamqkiRImrr1q2qaNGiqlGjRnr1Q0ND1YgRI5SPj48yNTVVdnZ2qnDhwqp///56T2XGbStDJfV78O46vftbs2nTJlWmTBllbm6urKysVNWqVdWRI0fi1X/27JkyMjJSVlZWKiIiQjd9+fLlClCNGzc2OF5DlpnYtkzqO/62p0+fqqZNmyp7e3vd9lYq8d9DpVSCTySfO3dONW/eXLm6uiqtVqvc3NxUlSpVdE+pJubSpUtq4MCBqmTJksrFxUWZmJgoBwcHValSJbV06VK9sob+5ikV+7Rcvnz5lFarTfYJ6sT2Y0PLJbS/K6XU/PnzVZEiRXT7sL+/f7wn4FJyLIiMjFTTpk1TRYsW1R3z8uXLp3r06BHve5/Y/N59+i+h74OXl5eqW7duvOnvft9Ssj0uXLigqlWrpszNzZWjo6Pq0qWLWrx4sQLiPeWZ3PHBUJr/D1qIDPXzzz/Tt29fLly4EK/Twk+BRqOhT58+/PLLLxkdykfv5s2b5MuXj9GjR/PNN99kdDhCiHTUvXt3Vq5cyZMnT/7TmfDEyOU/kaHOnj3LzZs3GTduHP7+/p9kQiXSzrlz51i5ciXlypXD1taWq1evMmXKFGxtbenSpUtGhyeESEPjxo3Dw8ODnDlzEhoaytatW5k/fz4jRoxIk4QKJKkSGaxRo0YEBwfz+eef67pAECK1WFlZcfr0aX777TeeP3+OnZ0dlStX5ttvv03REz1CiA+PVqtl6tSp3L17l6ioKPLkycMPP/xAv3790myZcvlPCCGEECIVSI/qQgghhBCpQJIqIYQQQohUIEmVEEIIIUQqkBvVkxETE8O9e/ewsbFJt+E1hBBCCPHfKKV4+fIlHh4e8XrPTyuSVCXj3r17yY7zJ4QQQojM6c6dO/9p1I+UkKQqGXEDRt65cwdbW9tUm29kZCS7du2iRo0aaLXaVJuviE/aOn1Je6cfaev0I22dflKrrV+8eIGnp2e6DvwsSVUy4i752drapnpSZWlpia2trXxB05i0dfqS9k4/0tbpR9o6/aR2W6fnrTtyo7oQQgghRCqQpEoIIYQQIhVIUiWEEEIIkQrkniohhBD/WXR0NJGRkRkdRpqJjIzExMSEsLAwoqOjMzqcj5qhba3VajE2Nk7HyJInSZUQQoj3ppQiODiY58+fZ3QoaUophZubG3fu3JE+C9NYStra3t4eNze3TLNNJKkSQgjx3uISKldXVywtLTPNwS21xcTEEBoairW1dbp1JPmpMqStlVK8fv2ahw8fAuDu7p6eISZKkiohhBDvJTo6WpdQOTk5ZXQ4aSomJoaIiAjMzc0lqUpjhra1hYUFAA8fPsTV1TVTXAqUPUMIIcR7ibuHytLSMoMjEZ+quH0vs9zPJ0mVEEKI/+RjveQnMr/Mtu9JUiWEEEIIkQokqRJCCCFSmbe3N9OnT8/oMAwyZswYihUrltFhfBQkqRJCCPHJ6dixIxqNBo1Gg4mJCdmzZ6dXr148e/Ys2bovXrxg+PDh5MuXD3Nzc9zc3KhWrRobNmxAKZUO0aevoKAgXVu9+zp+/HhGh5epyNN/mcjrkFdY2FiiMcpc14iFEOJjVKtWLRYuXEhUVBSXLl2ic+fOPH/+nJUrVyZa5/nz51SsWJGQkBAmTJhAqVKlMDEx4eDBgwwZMoQqVapgb2+ffiuRjvbs2UPBggX1piX21GdkZGSCgyEnNj0571svvcmZqkzi3NEL2GZ7irnTdZb8tC2jwxFCiI+emZkZbm5uZMuWjRo1atCiRQt27dqVZJ3hw4cTFBTEiRMn6NChAwUKFCBv3rx069aNwMBArK2tdWVfv35N586dsbGxIXv27MybN09vXkOHDiVv3rxYWlqSM2dORo4cqfcUW9xluaVLl+Lt7Y2dnR0tW7bk5cuXujKVK1emb9++DBkyBEdHR9zc3BgzZozeckJCQujevTuurq7Y2tpSpUoVzp07l+L2cnJyws3NTe8Vl+jExbpgwQJy5syJmZkZSik0Gg1z5szB398fKysrJkyYAMDs2bPJlSsXpqam+Pj4sHTpUr1lOTg4JFgvs5OkKpNo3fsi0aGeRDzPQ4f+NWhQcyHRkTIUghDiA6MUvHqVMa//cOntn3/+YceOHUmeDYmJiWH16tW0adMGDw+PeJ9bW1tjYvK/C0Dff/89JUuW5OzZs/Tu3ZtevXpx5coV3ec2NjYsWrSIS5cuMWPGDH799Vd+/PFHvXneuHGDTZs2sXXrVrZu3crBgwf57rvv9MosXrwYKysrTpw4wZQpUxg3bhy7d+8GYjvJrFu3LsHBwQQEBHDmzBlKlChB1apVefr06Xu1VWKuX7/OmjVrWL9+PYGBgbrpo0ePxt/fn7/++ovOnTuzceNG+vXrx8CBA7lw4QI9evSgU6dO7N+/X29+Y8eO1av3QVAiSSEhIQpQISEhqTrfiIgItWnTJhUREaF2rjuk0EQqUMrO86CK/WVQytlzn7pw4nKS8wl9EKrmdNutHl1+9J/iuXv8jqrqcFyN/XyXiomO+U/zymzebmuR9qS9009Gt/WbN2/UpUuX1Js3b/43MTRU6X7E0vsVGmpw7B06dFDGxsbKyspKmZubK0AB6ocffkiwfHR0tPr777+TLPM2Ly8v1bZtW937mJgY5erqqmbPnp1onSlTpihfX1/d+9GjRytLS0v14sUL3bTBgwerMmXK6N5XqlRJVahQQW8+pUqVUkOHDlVKKbV3715la2urwsLC9MrkypVLzZ07V7ecokWLJhrXzZs3FaAsLCyUlZWV3isqKko3D61Wqx4+fKhXF1BfffWV3rRy5cqpbt266U1r1qyZqlOnjlIqtq0B1a9fv0RjipPgPvj/0ur4nRQ5U5UJdBkWAsoElxy7eHqzAq1bzAeT1zy+40cRPwcW/bglwXpRYVEULX6Gnr9WI1eZZ9w7d/+9lh/5KoIatR+y91kZRv9RnRGVdyRaNjomOskbMWOiFb90OMXMjqdQMR/fDZtCiI+Hn58fgYGBnDhxgi+//JKaNWvy5ZdfJlo+7rfP0L6RihQpovtbo9Hg5uamG1YFYN26dVSoUAE3Nzesra0ZOXIkt2/f1puHt7c3NjY2uvfu7u5683h3Oe+WOXPmDKGhoTg5OWFtba173bx5kxs3bhi0HnFWr15NYGCg3uvtXsy9vLxwcXGJV69kyZJ67y9fvkz58uX1ppUvX57Lly/rTfP19U1RfJnBJ5FUbd26FR8fH/LkycP8+fMzOhw9S2cFcPdaPSCGWaM1GBkbsXxVV9YvPoaZ8wViXmeh87DPWTt/Z7y6tcr/zo17FQF48SIPhfye8Pja43jlntx7Qu8OCzmy83SCMXSptItLz0qAcRgAE/+ozU/N4ydW+27uI+t3eSk8swSHbh2K93l0ZAxdih7lyyWl+GJxKdr4/kFMdPzEKiYiipl1t9Izzy4WdzlE0KlHSbaREOIDYmkJoaEZ80phz+5WVlbkzp2bIkWK8NNPPxEeHs7YsWMTLe/s7IyDg0O8g39i3r2UqNFoiImJAeD48eO0bNmS2rVrs3XrVs6ePcvw4cOJiIgweB6GlImJicHd3T1eMnT16lUGDx5s0HrE8fT0JHfu3Hqvt1lZWSVYL6Hp7yam6v/vvzJkfpnZR//0X1RUFAMGDGD//v3Y2tpSokQJGjdujKOjY0aHRkx0DAOnxT45kbPgRpp2aKL7rHHrqgRVekCe0scIvVeWFv2KY21zgNotKgPQt+Uq9v7ZEoCCtadw8Y92PHtWiALl/uTvP02w97RHxSgmDljLmAVliHrZidmrQxjWcwkTp7fXLWfewB0sPVMPgLxthnD7ZlbC/hhKv3XVcf1qDy2nV0Mpxah1PzDhRw2c+osHlo+pdLQPnVosYmr1qThZOvEq9BV+Jf/g1NVaoIkGpWFlYEV2l1jFsJnBNChQj1vPb7Hr+GF+G/Y5T27HLnPudWAB2FrepUDOaxgZRfHspZYXry0JDbMhKtoMc+0rLE1eY2P6BluzSMy0kRhrozA2icRIG4VWG4m1ucLWAmytjLCzNsbWxgRrG2OsbE2wsDHi1t0bXLY9g3s2V+yzOKG1sYVM1hOvEB8FjQY+wIMhxN77U7t2bXr16pXgPVNGRkY0b96cZcuWMXr06HhlXr16hZmZmd59VYk5cuQIXl5eDB8+XDft1q1b/30l3lGiRAmCg4MxMTHB29s71ef/PvLnz8/hw4dp3/5/x6KjR4+SP3/+DIwqdXz0SdXJkycpWLAgWbNmBaBOnTrs3LmTVq1aZXBksGPDNZ7fbQTG4Sz+0Sve525Zs3DhYDj5y5/lzcPi1OsawX6bE1w5+4Cf18YmYEWrzOTstsFMm7eQIf0b8OhxCQqUOs7aH7W0GhrCnTvNY2dmHA7hdkya0Z59ZxZyYFcrLh+6Tq9fPgPAqcxsTs4dz9+P/6Z8gwVEnu1Mm58r8CZqO5NO3+famV4Q9f//Bb7IDiu3sDBwHZtOfE738g35aWAp3lxtBEaRuDTrhYuy5dLaKTw+35KBvVYysFF+uPsZrFsFL7OCyWsothiCi8G9krx4nY3jF7Il2E6vgCf/ubXrwrf//6dRJJg+R2P6EiPtS4xNX2Js9hKtaSimZi8xM3+NhfkrLC3DsLKKwMYmAjv7GOwcwdHZGGcPcxxcHLC2dcbK1BprU2tszGywMbXR/W1tao2R5pM4ESzER6Ny5coULFiQiRMn8ssvvyRY5ttvv+XgwYOUKVOGb7/9lpIlS6LVavnjjz+YNGkSp06dMqhLhdy5c3P79m1WrVpFqVKl2LZtGxs3bkzlNYJq1apRtmxZGjZsyOTJk/Hx8eHevXsEBATQsGHDeJfmkvLkyROCg4P1ptnb22Nubp6imAYPHkzz5s11N8xv2bKFDRs2sGfPnhTNJzPK9EnVoUOHmDp1KmfOnOH+/fts3LiRhg0b6pWZNWsWU6dO5f79+xQsWJDp06fz+eefA3Dv3j1dQgWQLVs2/v333/RchQRFRUaxZGcNAIqXWEuF6m0TLOeVOzt/7o6gmN8lwp8WoGrrCKLDc0OMliz5N3BiR1c0Gg2De3Qm7PWvjBrWnPsPPqNC6/+fgVEExcouZf2CKjRtfYyzZ1pz4nAn3PLvI/q1AzER9phmPcbJTTWxM7ejVLZS7FsXSeXavxP9dwM6z6yti8Xb/gw/tXnE4YMxfH+hBtGXm/LsRg0mL70Id8uCcTg9ei7gpxmzMDU25TenrfSYU4PoC63gaW64XxyUCVms/+aX2bcp26ABVx5f4ezFHzm49RGXLjtjagyOtlE4O2pwc7PE0lrL4+dvePQsgqcvo3keakR0pAlEmaOJ0qIizYiJNCMsUktEpBkREeZERloQHWWBirBERVrFviKs/5cUxmghzAEV5kA0EPeM5ZuUbEDtK7B4ApZPwPIxWF0Fq4d6Lyu7p9g6vMDBORI7G3scrJywN7fHwdwBe3N7HC0ccbRwxMnCCSdLJ5wsnHC1csXe3D7TjWclxKdiwIABdOrUiaFDh+Lp6RnvcwcHB44fP853333HhAkTuHXrFg4ODhQuXJipU6diZ2dn0HL8/f3p378/X3zxBeHh4dStW5eRI0fG6w7hv9JoNAQEBDB8+HA6d+7Mo0ePcHNzo2LFimTJkiVF86pWrVq8aStXrqRly5Ypmk/Dhg2ZMWMGU6dOpW/fvuTIkYOFCxdSuXLlFM0nM9KopO46zgS2b9/OkSNHKFGiBE2aNImXVK1evZp27doxa9Ysypcvz9y5c5k/fz6XLl0ie/bsrF27loMHD+r+65g6dSpGRkYMHDgwweWFh4cTHh6ue//ixQs8PT15/Pgxtra2qbZeX3ZbzNzFXcEshL+O3MenSK4kywcev0S5BlZEPY+9hm2R5TRXT7rh5q7/pRg56VcmT+gAkVZYeu9l1rgQWresr/t8cI/lzFjWDCJjT89rLB6zZd15alT/XG8++y4dok4DU2Juf47W4wST2t3iyzH+aIxjz778tfIivXobc/JVYQBMjN6wZuw56g3Vv7Fw+7DDNP++LOHE/ifT2vMQvxwuhLW7DeklMjKS3bt34+dXjRevongUHMLj+8959iiUZ4/DCHkcQcjzSEKeK0JeKEJeGPMi1JiXr80IfWPBqzArXofZ8CbClvAIO5RK4f8immiwDgbbO2B3+/9fd8D+JjheB4d/QPu/fU5rpMXF0gUXKxeyWGXB3dodd2t3PGw88LDxwNPWEy87LxzMHTJl8hXX3tWrV/8gOuv7kGV0W4eFhXHnzh28vb1TfLbiQ6OU4uXLl9jY2GTK793HJCVtHRYWRlBQEJ6envH2wRcvXuDs7ExISEiqHr+TkumTqrdpNJp4SVWZMmUoUaIEs2fP1k3Lnz8/DRs2ZNKkSRw9epSpU6fqTqv269ePMmXK0Lp163dnD8R2YJbQjYorVqzAMoU3QSYmKjKKVt0KE/k8L2U/+4WhX8f/bygh//z1L0N/qALAD8MO4pnXLcFy+0+c5U5wGM3rFsfcJP4P3aXDtxn7ay3CQ7PTs8V0ajXPl+B8rjy/xh+Xb9DU9zMcTO3jfR4dGcPJmVEc+dObZm1u4FXTIsH53Fn9mBUbClOj5CWKDbT/oHuMj+2Cx4RXTyDsQRSvHytePYaXT4158cyE5y/MeRJqyaM3tjwKd+RppDMxGCcz1xiMrf8Fp2tEZ7kIrhdiXy4XwSIk0VrmRua4mrqSxTQLHmYeZDXPSlaz2JediZ388Is0Z2JigpubG56enpiammZ0OOITFBERwZ07dwgODiYqKkrvs9evX9O6dWtJqhLzblIVERGBpaUla9eupVGjRrpy/fr1IzAwkIMHDxIVFUX+/Pk5cOCA7kb148ePJ9q1fnqdqdqycj8DJz5l/9ayZPWKf0NkYqIio4iOisHM4r/9gEW+jiD4xgM8CxuW0H3IMvK/+ehoePhAce/aa+6cf8adK6+5czOKO3eNufnQiushLryItk60vrPpTTycTmGT8yLG+S4SmvMSd00e8fBN/Kc83+Zq6Uoxt2IUzVKUYlmK4evuSw77HOmSaGX02ZNPSUa3tZypEmnhQz5TlenvqUrK48ePiY6OjnddOEuWLLqb6UxMTPj+++/x8/MjJiaGIUOGJJpQQeywBWZmZvGma7XaVP3Rqt/KD2O7ALJ6eaRovqkVg9ZOS84SOVNlXh+K1N6Ghi0TsntBdi9TPqtmH+9zpeDJE7h+MYyrhx9z8eQr/rpkzIV/Hbj7xonHETl4fD8H3AeOgDlvqMQhqnv/RZE6IahqdtxwN+Pq8xv8/eRvrj65StDzIB6+fsiuf3ax65//DbnhaeuJXw4/qnhXwS+HH9ntsqfxuqd/e3+qMqqto6Oj0Wg0GBkZYWT0cT+YEddFQdz6irSTkrY2MjJCo9Ek+B3IiO/EB51UxUmuv4sGDRrQoEGD9A5LiGRpNODsDM6VzPmskv7Tj8+ewZljERz//SHHD0dx/LoTT8Jt2ElNdgbVhFmQd9ZVGppup7e/NXm/HAatK/AmKoy/Hv7F2ftn+fP+n/wZ/Cfngs9x58UdlpxbwpJzSwAo7FqY1oVb07JQS7ztvTNg7YUQ4uPyQSdVzs7OGBsbx3vE8+HDhyl+qkGIzMbBAarVMaVandhkSym4fBkCVjxn2/o3HL7qwt/KhykRPkxZC35r99HDpS+NujlTulcXSpcsrZvXq4hXHL1zlH0397E/aD+n753mr4d/MWzvMIbtHUZ5z/K0KdyGDsU6YKlNnXsHhRDiU/NBn8M0NTXF19dXN3BknN27d1OuXLkMikqItKHRQIECMGiCPfsvu/P4mQlrVsVQ97MnaIhhP1Vo+ehnsk3sxWTv2YR9ORgePADAytSK6rmqM6naJI53Pc6jwY+YX38+VXJUQYOGI3eO0DugNzlm5OCHYz/wOvJ1Bq+tEEJ8eDJ9UhUaGqrrVh/g5s2bBAYG6sZHGjBgAPPnz2fBggVcvnyZ/v37c/v2bXr27JmBUQuR9uzsoFkLI7YecyLolhEjv47Ew+E1j3Dl6+hvKfhLTzZl74sa9k3stcS3OFg40KVEF/a238vdAXf5vsb35LDPwcNXDxm4ayA5Z+Tkx2M/8iYyRb13CSHEJy3TJ1WnT5+mePHiFC9eHIhNoooXL86oUaMAaNGiBdOnT2fcuHEUK1aMQ4cOERAQgJdX/B7KhfhYZc8O4yZpufXQkkULFe6OYfxDLhpFrKb6d1W44F0PNm1KsK6HjQcDyg7g6hdXmV9/Pt723jx49YABuwZQaHYhTt9LeMxIIYQQ+jJ9UlW5cmWUUvFeixYt0pXp3bs3QUFBhIeHc+bMGSpWrJhxAQuRgUxMoENHDX/fMmf4NwozbTR7qUbxFweY22g7DBgA7wzYGkdrrKVLiS5c/eIqv9b/lWy22fjn2T+U+60cPx77kQ+o9xUhhMgQmT6pEkKknLU1TPhWw+WrxvjXjyEKLT2ZS98fvYmqUBmCghKta2psStcSXTnf8zyN8zcmMiaSAbsG0GBVAx6/Trp/LCHE/3h7ezN9+vSMDsMgY8aMoVixYhkdxgdPkiohPmI5csDGzUZ8+/+DSf9MX+qeGs3zopVg+/Yk6zpYOLCu2Tpm1ZmFmbEZW//eSrE5xTh7/2w6RC5E2gsODqZfv37kzp0bc3NzsmTJQoUKFZgzZw6vXyf9sMaLFy8YPnw4+fLlw9zcHDc3N6pVq8aGDRs+yrO6QUFBaDSaBF/Hjx/P6PAyjQ+6SwUhRPI0GvjmG8iXD9q1jWHXm5p89mInWxs0IvdWI6hZM4m6GnqV6kU5z3K0WNeCq0+uUmNZDQ52PEgBlwLpuBZCpK5//vmH8uXLY29vz8SJEylcuDBRUVH8/fffLFiwAA8Pj0T7N3z+/DkVKlQgJCSECRMmUKpUKUxMTDh48CBDhgyhSpUq2Nvbp+8KpZM9e/ZQsGBBvWmJdagdGRmZYAeciU1PzvvWS09ypkqIT0TjxnD4iBHZsimuko/KUbu52/ALOHQo2bpF3YpysttJSnqU5PHrx1RbUo3rT6+nQ9RCpI3evXtjYmLC6dOnad68Ofnz56dw4cI0adKEbdu2Ub9+/UTrfvPNNwQFBXHixAk6dOhAgQIFyJs3L926dSMwMBBr6/8NPfX69Ws6d+6MjY0N2bNnZ968eXrzGjp0KHnz5sXS0pKcOXMycuRIIiMjdZ/HXZZbunQp3t7e2NnZ0bJlS16+fKkrU7lyZfr27cuQIUNwdHTEzc2NMWPG6C0nJCSE7t274+rqiq2tLVWqVOHcuXMpbjcnJyfc3Nz0XnGJTlysCxYsIGfOnJiZmek6454zZw7+/v5YWVkxYcIEAGbPnk2uXLkwNTXFx8eHpUuX6i3L2Ng4wXqZmSRVQnxCiheHkyc15PNR/Es26oat40XdVnDqVLJ1bc1s2dl2J4VdC3M/9D5Vl1TldsjtdIhafEiUUryKeJUhL0Mvuz158oRdu3bRp08frKysEiyT2JhzMTExrFq1ijZt2uDhEX/cVmtra0xM/ncR6Pvvv6dkyZKcPXuW3r1706tXL65cuaL73MbGhkWLFnHp0iVmzJjBr7/+yo8//qg3zxs3brBp0ya2bt3K1q1bOXjwIN99951emcWLF2NlZcWJEyeYMmUK48aN0/XhqJSibt26BAcHExAQwJkzZyhRogRVq1bl6dOnBrWZoa5fv86aNWtYv369riskgNGjR+Pv789ff/1F586d2bhxI/369WPgwIFcuHCBHj160KlTJ/bv3683v3frZXZy+U+IT4y7O2zfoeGzMorzD4vSNHQh22rWQ3toLxQqlGRdRwtHdrfbTcVFFfn7yd9UXVKVQx0P4W7jnk7Ri8zudeRrrCclPkh4WgodFoqVacJJ0tuuX7+OUgofHx+96c7OzoSFhQHQp08fJk+eHK/u48ePefbsGfny5TMopjp16tC7d28g9qzUjz/+yIEDB3T1R4wYoSvr7e3NwIEDWb16NUOGDNFNj4mJYdGiRdjY2ADQrl079u7dy7dxN0sCRYoUYfTo0QDkyZOHX375hb1791K9enX279/PX3/9xcOHD3Vj206bNo1Nmzaxbt06unfvbtC6AJQrVy7eeHwhISEYGxsDEBERwdKlS3FxcdEr07p1a72kqHXr1nTs2FHXNgMGDOD48eNMmzaNSpUqJVovs5MzVUJ8gry9YVuABisrxW5q0OPZJFTVakk+FRgni3UW9rbfi7e9N9efXqfmspq8iniV5jELkdrePRt18uRJAgMDKViwIOHh4QnWiTsbltiZrHcVKVJEb3lubm48fPhQN23dunVUqFABNzc3rK2tGTlypK5z6zje3t66hArA3d1dbx7vLufdMmfOnCE0NBQnJyesra11r5s3b3Ljxg2D1iPO6tWrdR1yx73iEioALy+veAkVQMmSJfXeX758mfLly+tNK1++PJcvX06yXmYnZ6qE+ET5+sKaNRrq11csjOmM98MgRjVvDocPg6lpknWz2WZjb/u9lF9Qnr8e/sUX279gof/CdIpcZGaWWktCh4Vm2LINkTt3bjQajd5lOICcOXMCYGFhkWhdFxcXHBwc4h38E/PujdUajYaYmBgAjh8/TsuWLRk7diw1a9bEzs6OVatW8f333xs8D0PKxMTE4O7uzoEDB+LFl9Ib6j09PcmdO3einyd2OTWh6e8mpnH3Xxkyv8xKzlQJ8QmrUwdmz479ERvNONadyg5DhxpUN6dDTlY1WYWRxohFgYtYcm5JWoYqPhAajQYrU6sMeRl69sjJyYnq1avzyy+/8OpVys6yGhkZ0aJFC5YvX869e/fiff7q1SuioqIMmteRI0fw8vJi+PDhlCxZkjx58nDr1q0UxWOIEiVKEBwcjImJCblz59Z7OTs7p/ryDJE/f34OHz6sN+3o0aPkz58/Q+JJLZJUCfGJ694dBg2K/bsbv3Jn+jrYvNmgupW8KzG28lgAem3rxeVHhv33LkRGmzVrFlFRUZQsWZLVq1dz+fJlrl69yrJly7hy5YreJa13TZw4EU9PT8qUKcOSJUu4dOkS165dY8GCBRQrVozQUMPO1OXOnZvbt2+zatUqbty4wU8//cTGjRtTaxV1qlWrRtmyZWnYsCE7d+4kKCiIo0ePMmLECE6fTtkwVE+ePCE4OFjvFXcfWkoMHjyYRYsWMWfOHK5du8YPP/zAhg0bGBT3Y/SBkqRKCMHEiVC6NDzHgbYsI7pDZ4PurwIYVmEY1XJW43Xka5qtbcbryKQ7TRQiM8iVKxdnz56lWrVqDBs2jKJFi1KyZEl+/vlnBg0axPjx4xOt6+DgwPHjx2nbti0TJkygePHifP7556xcuZKpU6diZ2dnUAz+/v7079+fL774gmLFinH06FFGjhyZWquoo9FoCAgIoGLFinTu3Jm8efPSsmVLgoKCyJIlS4rmVa1aNdzd3fVemxIZVzQpDRs2ZMaMGUydOpWCBQsyd+5cFi5cSOXKlVM8r8xEoz7Grl9T0YsXL7CzsyMkJARbW9tUm29kZCQBAQHUqVMn03dm9qGTtjbMjRtQrJgiNFTDBIYzvPQe+OOPZO+vAngQ+oBic4sRHBpMp6Kd8Nf4S3ung4zet8PCwrh58yY5cuTA3Nw83ZefnmJiYnjx4gW2trbxnn4TqSslbZ3UPphWx++kyJ4hhAAgVy6YOTPu/qqxHD+pga+/NqhuFussrGi8AiONEQvPLeTgs4NpGaoQQmRKklQJIXTatYNWrSAaE1qzghc/zod3OuNLjF8OP0ZVHAXAvLvzuPcy/k28QgjxMZOkSgiho9HA7Nmx/VjdJCdf8At07gxvDYmRlOEVh+Pr7sur6Ff03t77oxxYVgghEiNJlRBCj50dLF8ORkaKpbRnc1ARGDzYoLomRibMrzcfE40JAdcDpJsFIcQnRZIqIUQ85crB4MGx91f1YC5P566BXbsMqlvQpSCt3VoD0G9HP/598W+axSmEEJmJJFVCiASNGQP588MD3OjLT9ClCzx/blBdf1d/SnmUIiQ8hG5busllQCHEJ0GSKiFEgszNYdGi2MuAy2nL5rslYMAAg+oaa4yZX28+ZsZmbL++nYWBMoSNEOLjJ0mVECJRpUu/cxlw4SbYutWguvmd8zOhygQA+u/sz52QO2kVphBCZAqSVAkhkhTvMmCPHvDsmUF1+3/Wn7LZyvIi/AXdt3aXy4BCiI+aJFVCiCTFuwx4r6ThlwGNjFngvwAzYzN2XN/B4nOL0zZYITIJjUbzXsO3ZISOHTvSsGHDjA7joyBJlRAiWfEuAy7aDAEBBtXN55xPN+hy/539pVNQkSl07NgRjUajezk5OVGrVi3Onz+fbN3g4GC+/PJLcubMiZmZGZ6entSvX5+9e/emQ+Tp78CBA3pt9fYrODg4o8PLVCSpEkIYJN5lwO7dDX4acGC5gZTyKMXzsOf03NpTLgOKTKFWrVrcv3+f+/fvs3fvXkxMTKhXr16SdYKCgvD19WXfvn1MmTKFv/76ix07duDn50efPn3SKfKMcfXqVV17xb1cXV0TLBsREZHg9MjIyPda9vvWS2+SVAkhDBLvMuC/vjBwoEF1TYxMWOC/AK2Rli1/b2HFXyvSNlghDGBmZoabmxtubm4UK1aMoUOHcufOHR49epRonT59+qDRaDh58iRNmzYlb968FCxYkAEDBnD8+HG9so8fP6ZRo0ZYWlqSJ08efv/9d91n0dHRdOnShRw5cmBhYYGPjw8zZszQqx93WW7atGm4u7vj5OREnz599BIMb29vJk6cSOfOnbGxsSF79uzMmzdPbz7//vsvLVq0wMHBAScnJ/z9/QkKCkpxe7m6uuraK+4VN+BxXKyTJk3Cw8ODvHnzEhQUhEajYc2aNVSuXBlzc3OWLVtGTEwM48aNI1u2bJiZmVGsWDF27NihW05QUBAODg7x6n0IJKkSQhjs3cuATxZsgrd+DJNSyLUQoyrFjg3Yd0dfgkPlssHHSCl49SpjXv/lBGhoaCjLly8nd+7cODk5JVjm2bNn7Ny5kz59+mBlZRXvc3t7e733Y8eOpXnz5pw/f546derQpk0bnj59CkBMTAzZsmVjzZo1XLp0iVGjRvHNN9+wZs0avXns37+fGzdusH//fhYvXsyiRYtYtGiRXpnvv/+ekiVLcvbsWXr37k2vXr24cuUKAK9fv8bPzw9ra2sOHTrE4cOHsba2platWomeTXpfe/fu5fLly+zevZutbz0lPHToUPr27cvly5epWbMmM2bM4Pvvv2fatGmcP3+emjVr0qBBA65du6Y3v2HDhunV+yAokaSQkBAFqJCQkFSdb0REhNq0aZOKiIhI1fmK+KStU9ebN0rlz68UKNWaZUply6bUs2e6z5Nq74ioCFV8TnHFGFTDVQ1VTExMOkb+8cnoffvNmzfq0qVL6s2bN7ppoaGx+0ZGvEJDDY+9Q4cOytjYWFlZWSkrKysFKHd3d3XmzJkEy0dHR6s9e/YoQG3YsCHZ+QNqxIgRb7VLqNJoNGr79u2J1undu7dq0qSJXoxeXl4qKipKN61Zs2aqRYsWuvdeXl6qbdu2uvcxMTHK1dVVzZ49Wyml1G+//aZ8fHz0vmvh4eHKwsJC7dy5U7ccf3//ROPav3+/AnRtFffKmzevXqxZsmRR4eHhumk3b95UgJo+fbre/Dw8PNS3336rN61UqVKqd+/eSimlbty4oQD1448/JhpTnIT2wThpdfxOipypEkKkyNuXAVfQhk13faFfP4Pqao21LPRfiNZIy6Yrm1j+1/K0DVaIJPj5+REYGEhgYCAnTpygRo0a1K5dm1u3biVYXv3/qTCNRmPQ/IsUKaL728rKChsbGx4+fKibNmfOHEqWLImLiwvW1tb8+uuv3L59W28eBQsWxNjYWPfe3d1dbx7vLkej0eDm5qYrc+bMGa5fv46NjQ3W1tZYW1vj6OhIWFgYN27cMGg94vzxxx+69goMDGTnzp16nxcuXBhTU9N49UqWLKn7+8WLF9y7d4/y5cvrlSlfvjyXL1/Wm+br65ui+DIDk4wOQAjx4Ym7DDh5MvRkDhWWFMK50SYw4LHsom5FGV1pNCP2j+CLgC/w8/Yjq23WNI9ZpA9LSwgNzbhlp4SVlRW5c+fWvff19cXOzo5ff/2VCRMmxCufK1cuNBoNly9fNqgLAq1Wq/deo9EQExMDwJo1a+jfvz/ff/89ZcuWxcbGhqlTp3LixAmD52FImZiYGHx9fVm+PP4/MC4uLsmuw9ty5MgR7xLn2xK6JJrY9HcTU6VUvGmJzS8zkzNVQoj3MmYMFCgQ+zRgT+aguveAJG7wfdvQCkN1YwN23dJVngb8iGg0YGWVMS8DTyAlEbsGIyMj3rx5k+DnDg4O1KhRg5kzZ/Lq1at4nz838GlYiD3rU65cOXr37k3x4sXJnTt3is8cGaJEiRJcu3YNV1dXcufOrfeys7NL9eUlx9bWFg8PDw4fPqw3/ejRo+TPnz/d40ltklQJId6LuTksWQImJor1NGXFo2rQs6dBdwubGJmwuOFiXaeg8/+cnw4RC6EvPDyc4OBggoODuXz5Ml9++SWhoaHUr18/0TozZ84kOjqa0qVLs379eq5du8bly5f56aefKFu2rMHLzp07N6dPn2bnzp38/fffjBw5klOnTqXGaulp06YNzs7O+Pv788cff3Dz5k0OHjxIv379uHv3borm9fDhQ117xb3ep6uDwYMHM3nyZFavXs3Vq1f5+uuvCQwMpJ+BtxFkZpJUCSHem68vjBoVe3qgDzO5u+EEmpUrDaqb3yU/E6tOBGDArgHcfHYzzeIUIiE7duzA3d0dd3d3ypQpw6lTp1i7di2VK1dOtE6OHDn4888/8fPzY+DAgRQqVIjq1auzd+9eZs+ebfCye/bsSePGjWnRogVlypThyZMn9O7dOxXWSp+lpSWHDh0ie/bsNG7cmPz589O5c2fevHmDra1tiubl4+Oja6+415kzZ1IcU9++fRk4cCADBw6kcOHC7Nixg99//508efKkeF6ZjUbJefckvXjxAjs7O0JCQlK8AyYlMjKSgIAA6tSpE+96uEhd0tZpKyoKypeHkyehOrvYYdeC3T98T5V27ZJt7+iYaCovrszh24ep5FWJfR32YaSR//UMldH7dlhYGDdv3iRHjhyYm5un+/LTU0xMDC9evMDW1lbXN5NIGylp66T2wbQ6fidF9gwhxH9iYhJ7GdDcXLGbGswJaUXxn36Cd26mTYixkTGL/BdhqbXk4K2DTD8+Pe0DFkKINCJJlRDiP/PxgSlTYi8DDmIaz8+9xuiXXwyqm8sxFz/U+AGAYXuHcS74XJrFKYQQaUmSKiFEqujTB6pWhTdY0pZlRH8zGv76y6C63X27Uz9vfSKiI2izoQ1hUWFpHK0QQqQ+SaqEEKnCyAgWLgQHB8UpSjM2Yhi0bg1hySdIGo2G+Q3m42rlysVHF/l6z9fpELEQQqQuSaqEEKnG0xNmzYoGYBLDOHjBEYYNM6iuq5UrC/0XAjDjxAx23diVZnGK1CXPO4mMktn2PUmqhBCpqkkTRdWqt1AY0Y6lPJu+CHYZliDVyVOH3iVjHyvvuKkjT14/ScNIxX8V98Th69evMzgS8amK2/cyy5PdMkyNECLVde36F7duZef69ez0ZA6rOnRE89d5cHZOtu7UGlPZF7SPK4+v0G1LN9Y3X2/wWGsifRkbG2Nvb68bZ87S0vKj3VYxMTFEREQQFhYmXSqkMUPaWinF69evefjwIfb29nrjI2YkSaqEEKnOwiKaJUuiqVjRmDVRLagdvJ2OHTvCli3JjiViqbVkReMVlJlfho1XNjLn9Bx6leqVPoGLFHNzcwOIN8jvx0YpxZs3b7CwsPhoE8fMIiVtbW9vr9sHMwNJqoQQaaJkScW4cRq++Qa+4BfKbStB3hkz4Kuvkq1b3L04k6tNZsCuAfTf2Z/y2ctTJEuRtA9apJhGo8Hd3R1XV9f3GrLkQxEZGcmhQ4eoWLFiprnU9LEytK21Wm2mOUMVR5IqIUSaGTIk9naqAwesacFqjg2uiPnnn8eOb5OMrz77ir0397Lt2jZarmvJqW6nsDL98Eat/1QYGxtnugNcajI2NiYqKgpzc3NJqtLYh9zWcmFYCJFmjI1h+XJwdlYEUpzBUROhRQt48SLZuhqNhoX+C3G3dufy48v02/HhD7YqhPi4SVIlhEhTHh6wdGnsfRG/8CUbbhSBXr3AgEehXaxcWN54ORo0/Hb2N1ZdWJXW4QohxHuTpEoIkeZq1Yq9FAjQhd8IWnEEFi0yqK5fDj+Gfz4cgO5bunPj6Y00ilIIIf4bSaqEEOliwgT47DN4jgMtWUVk735w4YJBdUdXHk2F7BV4GfGS5uuayzA2QohMSZIqIUS60Gph5Uqwt1ec4DO+CRsJTZvCy5fJ1jUxMmFlk5U4WTjx5/0/GbBzQDpELIQQKSNJlRAi3Xh7w4IFsfdXTWMwm67mg+7dDbq/KpttNpY1XoYGDbNPz2bFXyvSOFohhEgZSaqEEOmqUSPo3z/2744s4p9VJ2DuXIPq1spdS+/+qiuPr6RVmEIIkWKSVAkh0t3kyVCuHIRgT1PWEdZ3CJw5Y1DdMZXH4Oftx6vIVzRd05TXkTLunBAic5CkSgiR7rRaWL06tv+qs5SgX+RUaNYMnj1Ltq6xkTErmqwgi1UWLj66SK9tvTLdSPVCiE+TJFVCiAyRLRusWKFBo1HMowdLblaA9u0hJibZum7WbqxqugojjRFLzi1h3pl56RCxEEIkTZIqIUSGqV4dRo+OvXG9J3P4a2sQfPutQXUre1dmYpWJAHy5/UtO3D2RVmEKIYRBJKkSQmSoESOgRg14gyWN2MjzUT/Ajh0G1R1SfgiN8jUiMiaSpmub8vDVwzSOVgghEvfRJ1V37tyhcuXKFChQgCJFirB27dqMDkkI8RZjY1ixAry84Aa5actSYlq1gZs3k62r0WhY1HARPk4+3H1xl5brWhIVE5UOUQshRHwffVJlYmLC9OnTuXTpEnv27KF///68evUqo8MSQrzFyQk2bABzc8U26jH++RfQpAm8eZNsXVszWza02ICV1or9QfsZsW9EOkQshBDxffRJlbu7O8WKFQPA1dUVR0dHnj59mrFBCSHiKVEC5syJvb9qDGPZdtbd4IGXC7gUYIH/AgAmH5nM+kvr0zRWIYRISIYnVYcOHaJ+/fp4eHig0WjYtGlTvDKzZs0iR44cmJub4+vryx9//PFeyzp9+jQxMTF4enr+x6iFEGmhQwfo3Tv277Ys4/riwzBzpkF1mxdszsCyA2Pns6kDFx4aNq6gEEKkFpOMDuDVq1cULVqUTp060aRJk3ifr169mq+++opZs2ZRvnx55s6dS+3atbl06RLZs2cHwNfXl/Dw8Hh1d+3ahYeHBwBPnjyhffv2zJ8/P8l4wsPD9eb14sULACIjI4mMjHzv9XxX3LxSc54iYdLW6eu/tveUKfDnn8YcP+5AIzZytF8FLPLnR1WsmGzd8ZXGc/b+WfYF7aPhqoYc7XgUBwuH94rjQyD7dvqRtk4/qdXWGbGtNCoT9Zqn0WjYuHEjDRs21E0rU6YMJUqUYPbs2bpp+fPnp2HDhkyaNMmg+YaHh1O9enW6detGu3btkiw7ZswYxo4dG2/6ihUrsLS0NGxFhBD/yZMn5gwaVIlnz8xpwjqW2Xbl0PfTeOPikmzdF1EvGPT3IB5GPKS4TXFG5ByBscY4HaIWQmQmr1+/pnXr1oSEhGBra5suy8zwM1VJiYiI4MyZM3z99dd602vUqMHRo0cNmodSio4dO1KlSpVkEyqAYcOGMWDAAN37Fy9e4OnpSY0aNVJ1o0RGRrJ7926qV6+OVqtNtfmK+KSt01dqtXfu3BqqVVOsj2xKsReBDJ81i6gDB8DCItm6+R/kp+Liipx9eZZjlseY6DfxvePIzGTfTj/S1ukntdo67kpTesrUSdXjx4+Jjo4mS5YsetOzZMlCcHCwQfM4cuQIq1evpkiRIrr7tZYuXUrhwoUTLG9mZoaZmVm86VqtNk2+SGk1XxGftHX6+q/tXbEizJoF3brBSCZQ9Ow56vfpA0uWgEaTZN2S2UqywH8Brda3YtqxaZTKWormBZu/dyyZnezb6UfaOv3817bOiO2UqZOqOJp3fkCVUvGmJaZChQrEGDDshRAi8+naFc6ejU2u2rCcE8vKkL/YDzBwYLJ1WxZqydn7Z5lydAodN3Ukj2MeirsXT4eohRCfqgx/+i8pzs7OGBsbxzsr9fDhw3hnr4QQH6fp02PPWr3EFn8283zwt7B9u0F1J1adSM1cNXkT9Qb/Vf48CH2QtsEKIT5pmTqpMjU1xdfXl927d+tN3717N+XKlcugqIQQ6UmrhbVrwdNTcY28tFQriGrRBq5cSbausZExq5quIq9TXu68uEPjNY0Jj4r/pLAQQqSGDE+qQkNDCQwMJDAwEICbN28SGBjI7du3ARgwYADz589nwYIFXL58mf79+3P79m169uyZgVELIdKTqyts3qzB0lKxk1oMfjkSGjSAZ8+SrWtvbs/vLX/HzsyOo3eO0mtbLzLRQ89CiI9IhidVp0+fpnjx4hQvHnuvw4ABAyhevDijRo0CoEWLFkyfPp1x48ZRrFgxDh06REBAAF5eXhkZthAinRUvDosXx95LOZ3+/Hbtc2jRAqKSH+vPx9mHNc3WYKQxYmHgQmacmJHW4QohPkEZnlRVrlwZpVS816JFi3RlevfuTVBQEOHh4Zw5c4aKBnQCKIT4+DRtCnHdyPViNn/sfgODBhlUt0auGnxf43sABu4ayI7rO9IqTCHEJyrDkyohhEiJkSOhWTOIxJTGbCBoxiaYN8+guv3K9KNzsc7EqBharGvBpUeX0jZYIcQnRZIqIcQHRaOBRYtiB2B+jAsN+J2XvYfCvn0G1NUwu95sPs/+OS/CX1B/ZX0ev36c9kELIT4JklQJIT44lpaweTO4uSn+ogitopcS3aQ5/P13snVNjU3Z0GIDOR1y8s+zf2i8Wp4IFEKkDkmqhBAfpGzZ4PffNZibK7ZRj0HPh0P9+gY9Eehs6cyWVluwNbPlj9t/0HNbT3kiUAjxn0lSJYT4YJUqBUuW/O+JwDl/+8XezW7A6PQFXAqwuulqjDRGLApcxNSjU9M6XCHER06SKiHEB61ZM5gwIfbvL/iFPfs00KcPGHDmqVbuWkyvOR2Ar/d8zcbLG9MwUiHEx06SKiHEB++bb6BdO4jGhKas4/Kvf8C0aQbV/aL0F/Qu2RuFos2GNpz691QaRyuE+FhJUiWE+OBpNPDrr1ChAoRgT1228WjIVNiwwYC6GmbUnkHt3LV5E/WGBqsacDvkdjpELYT42EhSJYT4KJiZxeZQuXIpbpITfzbxpk1XOJX8mScTIxNWNV1FkSxFCA4Npu6KurwIf5EOUQshPiaSVAkhPhouLrBtmwYHB8UxytExbDYx9f3hdvJnnmzNbNnaaivu1u5ceHiB5mubExWT/BA4QggRR5IqIcRHxccHNmzQoNUq1tCCEQ++gLp1ISQk2bqedp5sabUFS60lO2/s5IuAL6SrBSGEwSSpEkJ8dCpXhvnzY7tamMQ3LLhQ6v/Htkm+qwVfD19WNF6BBg1zz8yVrhaEEAaTpEoI8VFq3z52nECAHsxl924FPXsa1NWCfz5/fqz5IwBD9wxl9YXVaRmqEOIjIUmVEOKjNXYstGkDUWhpwnrOLzgFEycaVLffZ/3oV6YfAB02deDw7cNpGaoQ4iMgSZUQ4qOl0cBvv8VeDnyJLXUI4O6I2bB8uUH1v6/xPY3yNSI8Ohz/Vf78/ST5sQWFEJ8uSaqEEB+1uK4W8ueHf8lGXbbxomNfOHAg2brGRsYsa7yM0llL8/TNU+osr8PDVw/TPmghxAdJkiohxEfPwQECAiBLFsV5itI0aiWRDZvBxYvJ1rXUWrKl1RZy2OfgxrMb1F9Zn1cRr9IhaiHEh0aSKiHEJ8HbG7Zu1WBpqdhNDbqHTEHVqg337iVb19XKle1ttuNo4cjJf0/Scn1L6cNKCBGPJFVCiE9GyZKwerUGIyPFIjox5m4XqFMHXiTfe7qPsw9bWm3B3MScrX9vlT6shBDxSFIlhPik1KsHs2fH9mE1jtHMP1cSmjY1qA+rcp7lWN54ua4Pq+8Of5fW4QohPiCSVAkhPjndu8OIEbF/92QOAbtNoFs3g/qwapy/MTNqzQDgm33fsPTc0rQMVQjxAZGkSgjxSRo3Djp0gGhMaMZaTi++8L9MKxlflvmSQWUHAdD5987surErLUMVQnwgJKkSQnySNBr49VeoXh1eY0VdtnFj4iqYNcug+pOrT6Zlodgb1pusacKf9/9M44iFEJmdJFVCiE+WVgvr10Px4vCQLNRkJw/7jIWNG5Ota6QxYpH/IqrkqEJoRCi1l9fmn2f/pEPUQojMSpIqIcQnzcYmtg8rb2/FDXJTl62EtuwKh5MflsbMxIyNLTZSNEtRHr56SK1ltXj06lE6RC2EyIwkqRJCfPLc3GDnTg3OzorTlKJpxHIi6zWCS5eSrWtrZsv2NtvxsvPi2tNr1FtZTzoHFeITJUmVEEIAefP+r3PQndSia8g0VI2acPdusnXdbdzZ2XanrnPQZmubERmdfBcNQoiPiyRVQgjx/8qUgTVrNBgbK5bQgWH/9oGaNeHp02Tr+jj7sK31NixMLNh+fTtdt3SVzkGF+MRIUiWEEG+pWxd+/TW2c9DJfM30S9WhQQN48ybZup9l+4y1zdZirDFmybklfL3n67QOVwiRiUhSJYQQ7+jUCSZOjP27P9NZecQTWraEqOTH+6ubty7zG8wHYMrRKfxw7Ie0DFUIkYlIUiWEEAn4+mvo2zf27w4sZtfvb6BXL4N6Xe9YrCPfVY0dwmbgroEsP788LUMVQmQSklQJIUQCNBr48Udo0QIiMaUxGzg1PxBGjjSo/pDyQ+hXph8AHTd3ZMf1HWkYrRAiM5CkSgghEmFkBIsXQ9Wq8Apr6hDA39+ugRkzkq2r0Wj4oeYPtCrUStfr+vG7x9MhaiFERpGkSgghkmBmFtvBeokS8BgXarCLf7+aAsuTv6RnpDFiUcNF1MxVk9eRr6m7oi6XHiXf95UQ4sMkSZUQQiTDxga2b4fcuRW38KYmO3naoT/sSP6SnqmxKeubr6dM1jI8ffOUmstqcjvkdjpELYRIb5JUCSGEAVxdYfduDe7uiosUol70Jl43bgvHk7+kZ2VqxbbW28jvnJ+7L+5SY2kNHr9+nA5RCyHSU4qSqsjISDp16sQ//8igoUKIT4+3d+xwNvb2imOUo9mbxUTW8YeLF5Ot62TpxM62O/G09eTqk6vUWV6Hl+Ev0z5oIUS6SVFSpdVq2WjA6O1CCPGxKlw4djgbCwtFAHXp/GwaMdVrQlBQsnU97TzZ1W4XThZOnLp3ikarGxEeFZ72QQsh0kWKL/81atSITZs2pUEoQgjxYShfHtaujR3OZhnt6H9/MKp6DXj4MNm6+Zzzsb3NdqxNrdl7cy+tN7QmOiY6HaIWQqQ1k5RWyJ07N+PHj+fo0aP4+vpiZWWl93nfuN7yhBDiI1a3LixerKFtW/iJfjhff8zIWrXgwAGwtU2ybqmspdjUYhN1VtRhw+UN9Nzak3n156HRaNIneCFEmkhxUjV//nzs7e05c+YMZ86c0ftMo9FIUiWE+GS0aQNPnkC/fjCK8TidfULvBg1inwo0N0+ybtWcVVnZZCXN1jZj/tn5OFk68V2179IpciFEWkhxUnXz5s20iEMIIT5IffvGJlbjxsEX/ILDwTa0atEC1q8Hk6R/Yhvnb8y8evPouqUrk49MxtHCkSHlh6RT5EKI1PafulRQSqEMGAdLCCE+ZmPGwBdfgMKI9iwh4PdI6NIFYmKSrdulRBemVJsCwNA9Q/n1zK9pHK0QIq28V1K1ZMkSChcujIWFBRYWFhQpUoSlS5emdmxCCPFB0GhiR65p3Rqi0NKE9fyx5B/o39+gAZgHlx/M1+W/BqDH1h6subgmrUMWQqSBFCdVP/zwA7169aJOnTqsWbOG1atXU6tWLXr27MmPP/6YFjEKIUSmZ2QEixbF3sAehgX12MrZnw7B+PEG1Z9YdSI9fHugULTd0Jad13embcBCiFSX4nuqfv75Z2bPnk379u110/z9/SlYsCBjxoyhf//+qRqgEEJ8KLRaWLsWatWCQ4fsqMlODo+uQF4HB/jyyyTrajQaZtaZyfOw56y+uJrGaxqzu91uynmWS6fohRD/VYrPVN2/f59y5eJ/ycuVK8f9+/dTJSghhPhQWVjA77/HDsD8CFeqs5s7fafAkiXJ1jU2MmZJoyXUzl2b15GvqbO8DoHBgWkftBAiVaQ4qcqdOzdr1sS/3r969Wry5MmTKkEJIcSHzM4utlcFHx/Fbbyozm4edhwCBoxIYWpsyrrm66iQvQIh4SHUWFqDv5/8nQ5RCyH+qxRf/hs7diwtWrTg0KFDlC9fHo1Gw+HDh9m7d2+CyZYQQnyKXFxiB2CuUEFx9XY+aqrt7G9RE/sAG6hWLcm6llpLtrbait9iP84Gn6Xakmoc7nyY7HbZ0yl6IcT7SPGZqiZNmnDy5EmcnZ3ZtGkTGzZswNnZmZMnT9KoUaO0iFEIIT5Inp6xiZWrqyKQ4tSL3MAr/9Zw/Hiyde3M7djZdif5nPNx58Udqi2pxoPQB+kQtRDifaUoqYqMjKRTp07Y29uzbNkyzpw5w59//smyZcsoXrx4WsUohBAfrLx5YdcuDXZ2iiNUoPHrpYTX8ofz55Ot62Llwu52u/Gy8+La02vUWFaDZ2+epUPUQoj3kaKkSqvVstGAewKEEEL8T9GiEBCgwdJSsYuatAmZSVT12vB38vdKZbPNxu52u8lilYXzD85TZ0UdQiNC0yFqIURKpfjyX6NGjdi0aVMahCKEEB+vcuVg0yYNpqaK9TSl68NvialaHW7fTrZuHqc87G63GwdzB47fPY7/Kn/CosLSIWohREqk+Eb13LlzM378eI4ePYqvry9WVlZ6n8uAykIIkbDq1WHVKg3NmikWR3fE9u4LZlSthubwH5AlS5J1C2cpzI62O6i6pCr7bu6jxboWrGy4Mp0iF0IYIsVJ1fz587G3t+fMmTOcOXNG7zONRiNJlRBCJKFRI1i4UEP79vAzfbG7HsL4GjXgwAFwcEiybumspdnSagu1l9fm96u/02VrF5qZNEufwIUQyUpRUqWUYv/+/bi6umJpaZlWMaWJ169fkz9/fpo1a8a0adMyOhwhxCesXTt4+RL69IEJjMTm/EuG1K4Nu3eDjU2SdSt7V2Zds3U0XN2QVRdX8cTpCfVUvXSKXAiRlBTdU6WUIm/evPz7779pFU+a+fbbbylTpkxGhyGEEAD07g3ffRf791CmMPtEcWjQAN68SbZu3bx1Wd54OUYaI3Y/2c3QvUNRBgzcLIRIWylKqoyMjMiTJw9PnjxJq3jSxLVr17hy5Qp16tTJ6FCEEEJn6FD45pvYv/swk6UHskHTphARkWzd5gWbM7fOXACmn5zO2INj0zJUIYQBUvz035QpUxg8eDAXLlxIlQAOHTpE/fr18fDwQKPRJPhk4axZs8iRIwfm5ub4+vryxx9/pGgZgwYNYtKkSakSrxBCpKYJE2LHWlYY0ZFFbAgwg7ZtISoq2bodinaga9auAIw9OJZpR+XWBiEyUoqTqrZt23Ly5EmKFi2KhYUFjo6Oeq+UevXqFUWLFuWXX35J8PPVq1fz1VdfMXz4cM6ePcvnn39O7dq1uf3WY8i+vr4UKlQo3uvevXts3ryZvHnzkjdv3hTHJoQQaU2jgenToWNHiMGYlqxix9oX0K0bxMQkW7+eSz3GVRoHwODdg5lzek7aBiyESFSKn/6bPn16qgZQu3ZtateunejnP/zwA126dKFr16665e/cuZPZs2frzj69+xTi244fP86qVatYu3YtoaGhREZGYmtry6hRoxIsHx4eTnh4uO79ixcvgNje5CMjI1O8fomJm1dqzlMkTNo6fUl7v5/ZsyE01Jh160xpxEZ2LqpJeYsviJk+PTbzSkBcGw8sPZDQyFCmHJ1C7229MTUypV3hdukY/cdP9uv0k1ptnRHbSqMy0d2NGo2GjRs30rBhQwAiIiKwtLRk7dq1euMK9uvXj8DAQA4ePJii+S9atIgLFy4k+fTfmDFjGDs2/r0JK1as+OCeeBRCfFgiIzVMnlya06fdsOYle6mKQ6NsXGrfPtHEKo5Sivn/zmfb420YYcQg70GUsy+XTpELkfm8fv2a1q1bExISgq2tbbos0+AzVWvWrKFhw4aYmpoCEBQUhKenJ8bGxkBs8L/88gtDhgxJteAeP35MdHQ0Wd7pFC9LliwEBwen2nLeNmzYMAYMGKB7/+LFCzw9PalRo0aqbpTIyEh2795N9erV0Wq1qTZfEZ+0dfqS9v5vatQAf/8YDhywoRY7OLCxMvWKniMm7o72t7zb1rVVbXoG9GTRuUX8ePtHypcuT+3ciV8JEIaT/Tr9pFZbx11pSk8GJ1WtWrXi/v37uLq6AlCkSBECAwPJmTMnAC9fvmTYsGGpmlTF0bzzH5pSKt40Q3Ts2DHZMmZmZpiZmcWbrtVq0+SLlFbzFfFJW6cvae/3o9XCli2xydWxY45UYw+HxlQkn60t9O+fSJ3/tfX8BvMJiw5j1YVVNF/fnIA2AVTJUSU9V+GjJvt1+vmvbZ0R28ngG9XfvUqYHlcNnZ2dMTY2jndW6uHDh/HOXgkhxMfC2hoCAqBECXiEK1XZyz8Dfoa5c5Ota2xkzJKGS/D38Sc8OpwGKxtw9M7RdIhaCJHip//Sk6mpKb6+vuzevVtv+u7duylXTu4VEEJ8vOztYedOKFhQcY+sVGUvd3p+C0uXJltXa6xlddPV1MhVg1eRr6i9vDZn7iX+QI8QInVkeFIVGhpKYGAggYGBANy8eZPAwEBdlwkDBgxg/vz5LFiwgMuXL9O/f39u375Nz549MzBqIYRIe87OsHu3hty5FUHkoBq7edBhCKxdm2xdMxMzNrbYSEWvirwIf0GNZTX468Ff6RC1EJ+uFHWpsHPnTuzs7ACIiYlh7969uk5Anz9//l4BnD59Gj8/P937uJvEO3TowKJFi2jRogVPnjxh3Lhx3L9/n0KFChEQEICXl9d7LU8IIT4k7u6wd6+Gzz9X/H3bh2pqFwdaVcPJwgJq1kyyrqXWkq2ttlJ9aXVO/HuC6kurc7DjQXycfdIpeiE+LSlKqjp06KD3vkePHnrv3+fm8cqVKyd7f1bv3r3p3bt3iucthBAfg+zZYd++2MTqwv3C1IgOYG/j2lj/viTZujZmNmxvs50qS6oQGBxI1SVV+aPTH+RwyJEOkQvxaTH48l9MTEyyr+jo6LSMVQghPlm5csWesXJxUfyJL7UjN/O6UXscL15Mtq6DhQO72u6igEsB/n35L1WWVOFOyJ10iFqIT0uG31MlhBDCMPnzx95jZW+vOE5Z/MNWU3TcNDQnTyZb18XKhT3t9pDbMTdBz4OouqQq91/eT4eohfh0SFIlhBAfkKJFYedODTY2igP40Tx8BVF1G8PZs8nWdbdxZ2/7vXjZeXHt6TWqLa3Go1eP0iFqIT4NklQJIcQHpnRpCAjQYGmp2EktWoTMI7JabTDgUmB2u+zs67CPrDZZufToEjWW1eDpm6fpELUQHz9JqoQQ4gNUoQJs2BCNVhvN7/jT5ulPRFWpAX//nWzdnA452dt+L1msshAYHEitZbUICQtJh6iF+LhJUiWEEB+oKlUUX399Eq1WsZbmdH44iZgq1eDmzWTr+jj7sKf9HpwsnDh17xR1V9QlNCI0HaIW4uP1XknV8+fPmT9/PsOGDePp09jTxn/++Sf//vtvqgYnhBAiab6+D1mxIhpjY8VS2tPz3xHE+FWFO8k/3VfItRC72+3G3tyeI3eOUH9lfV5Hvk6HqIX4OKU4qTp//jx58+Zl8uTJTJs2Tdfp58aNGxk2bFhqxyeEECIZ/v6K5cs1GBkpfqU7X936CuVXBe4n/3Rfcffi7GizAxtTGw4EHaDR6kaERYWlQ9RCfHxSnFQNGDCAjh07cu3aNczNzXXTa9euzaFDh1I1OCGEEIZp0QIWLtSg0Sh+pi9DbnRHVakKDx8mW7dMtjIEtAnAUmvJrhu7aL62ORHREekQtRAflxQnVadOnYrXkzpA1qxZCQ4OTpWghBBCpFz79jBnTuzIFtMYzKgrraB6dXia/NN9FbJXYEurLZibmLPl7y20Xt+aqJiotA5ZiI9KipMqc3NzXrx4EW/61atXcXFxSZWghBBCvJ/u3eGnn2L/nsBIJpyvDzVqgAHjs1bJUYWNLTZiamzK+svrab+xPdExMlKGEIZKcVLl7+/PuHHjiIyMBGLH+7t9+zZff/01TZo0SfUAhRBCpMyXX8KUKbF/j2QC085Uhtq14eXLZOvWyl2Ltc3WYmJkwsoLK+m6pSsxKiZtAxbiI5HipGratGk8evQIV1dX3rx5Q6VKlcidOzc2NjZ8++23aRGjEEKIFBo8GMaN+/+/mcbPx0tC3brw6lWydRv4NGBlk5UYa4xZFLiIXlt7JTvwvRACTFJawdbWlsOHD7Nv3z7+/PNPYmJiKFGiBNWqVUuL+IQQQrynESMgLAwmToS+/IzZH93p3qABbN0KFhZJ1m1aoClLGi2h7Ya2zPtzHqbGpvxU+yc0Gk06RS/EhyfFSVVQUBDe3t5UqVKFKlWqpEVMQgghUoFGAxMmQHg4fP899GAeZvs60KFxY9i0CczMkqzfunBrIqIj6LS5E7+c+gUzEzOmVp8qiZUQiUjx5b+cOXNSoUIF5s6dq+v4UwghROak0cDUqbH3WQF0ZgErd9hDs2YQkXy3CR2LdWRuvbkAfH/se4bvGy6XAoVIRIqTqtOnT1O2bFkmTJiAh4cH/v7+rF27lvDw8LSITwghxH+k0cCMGbFPBsZgTDuWsm6LKbRuDVHJd5vQ3bc7P9f+GYBJhycx7uC4tA5ZiA9SipOqEiVKMHXqVG7fvs327dtxdXWlR48euLq60rlz57SIUQghxH+k0cDs2dCxI0RjQitWsnl9JLRrB9HJd5vwRekv+KHGDwCMOTiGiX9MTOOIhfjwvPeAyhqNBj8/P3799Vf27NlDzpw5Wbx4cWrGJoQQIhUZGcH8+dCmDUShpRlrCVgVAp06GZRY9S/bn8nVJgMwfN9wvj/6fVqHLMQH5b2Tqjt37jBlyhSKFStGqVKlsLKy4pdffknN2IQQQqQyY2NYtAiaN4dITGnMBnYvvQ89ekBM8v1RDSk/hPF+4wEYtHsQP534KY0jFuLDkeKn/+bNm8fy5cs5cuQIPj4+tGnThk2bNuHt7Z0G4QkhhEhtJiawbBlERsLGjeY04HcCfquDn7YPzJoVe60wCSMqjiAiOoLxh8bTb0c/tEZaepXqlU7RC5F5pfhM1fjx4yldujSnT5/m4sWLfPPNN5JQCSHEB0arhVWroF49CMOCemzljzkX4KuvwICn+8ZWHsvQ8kMB6B3Qm1/P/JrGEQuR+aX4TNXt27eljxIhhPgImJrCunXg7w87d1pRhwB2/VSDstrBsf0wJPFbr9FomFR1EpHRkfxw/Ad6bO2B1lhLx2Id028FhMhkDEqqzp8/T6FChTAyMuKvv/5KsmyRIkVSJTAhhBBpz8wMNm6E+vVh714barGD3d9Xp7T2m9iu2JNJrKbVmEZEdAS/nPqFzps7Y2JkQtsibdNxDYTIPAxKqooVK0ZwcDCurq4UK1YMjUaj1/lb3HuNRkO0AU+QCCGEyDwsLOD336FOHTh40I6a7GTvd1UpYWoKY8cmWVej0fBT7Z+IjIlk7pm5dNjUAa2RlhaFWqRT9EJkHgYlVTdv3sTFxUX3txBCiI+LpWXskIC1asGRIw5UZzf7xlWhqIkJjByZZF2NRsOsurOIionit7O/0WZDG0yMTGhSoEk6RS9E5mDQjepeXl66+6hu3bpF1qxZ8fLy0ntlzZqVW7dupWmwQggh0o61NQQEwGefwVOcqMYeLoxaDd99l2xdI40R8+rPo33R9kSraFqub8nmK5vTIWohMo8UP/3n5+eX4Jh/ISEh+Pn5pUpQQgghMoatLWzfDiVLwmNcqMpeLg9bHDsiczKMNEYsaLCA1oVbExUTRbO1zdj699Z0iFqIzCHFSVXcvVPvevLkCVZWVqkSlBBCiIxjbw+7dkHx4vCQLFRhH1cHzYsdQDAZxkbGLG64mOYFmxMZE0mTNU3YcX1H2gctRCZgcJcKjRs3BmKvnXfs2BEzMzPdZ9HR0Zw/f55y5cqlfoRCCCHSnYMD7N4NVarA+fPuVGEfB7+qRG4TE+jTJ8m6JkYmLGu0jOiYaNZfXk/DVQ3Z2nor1XJWS6fohcgYBp+psrOzw87ODqUUNjY2uvd2dna4ubnRvXt3li1blpaxCiGESEdOTrBnDxQsqLhHVvzYzz9ffA/z5iVbV2usZUWTFfj7+BMeHU79lfXZd3NfOkQtRMYx+EzVwoULAfD29mbQoEFyqU8IIT4BLi6wd6+GypUVV6544sd+DvaohLeJCXTunGRdU2NT1jRbQ5M1Tdj691bqr6xPQOsAKnlXSqfohUhfKb6navTo0ZJQCSHEJyRLFti3T0PevIrbeFGFfdzpMgYWL062rqmxKeuaraNW7lq8jnxN3RV1OXz7cNoHLUQGSHFSBbBu3TqaN2/OZ599RokSJfReQgghPj7u7rGJVa5cipvkxI99/NtxOCxfnmxdMxMzNjTfQPWc1XkV+Yray2tz9M7RdIhaiPSV4qTqp59+olOnTri6unL27FlKly6Nk5MT//zzD7Vr106LGIUQQmQCWbPC/v0acuRQ3CA3fuzjfrshsSMzJ8NCa8GmlpuokqMKoRGh1FpWixN3T6RD1EKknxQnVbNmzWLevHn88ssvmJqaMmTIEHbv3k3fvn0JCQlJixiFEEJkEp6esYmVl5fiGnmpovYQ3GYgrF2bbF1LrSVbWm2hsndlXka8pMayGpz691Q6RC1E+khxUnX79m1d1wkWFha8fPkSgHbt2rFy5crUjU4IIUSm4+UVm1h5eiqukJ+qMbt42LIvbNiQbF1LrSVbW23l8+yf8yL8BTWW1eDMvTPpELUQaS/FSZWbmxtPnjwBYoevOX78OBA7JuDbgywLIYT4eOXIEZtYZc2quERBqsbs4lHzPrA5+aFprEytCGgTQHnP8jwPe071pdU5e/9sOkQtRNpKcVJVpUoVtmzZAkCXLl3o378/1atXp0WLFjRq1CjVAxRCCJE55coVm1h5eCguUJhq0Tt43LRn7MjMybA2tWZ7m+2UzVaWZ2HPqLa0GueCz6VD1EKknRQnVfPmzWP48OEA9OzZk0WLFpE/f37Gjh3L7NmzUz1AIYQQmVeePLFPBbq5Kc5TlOpRATxt3DV2ZOZk2JjZsKPtDspkLcPTN0+puqQqfz34Kx2iFiJtpDipMjIywsTkf32GNm/enJ9++om+fftiamqaqsEJIYTI/Hx8Ys9YZcmiCKQ41SIDeNaoM+zcmWxdWzNbdrTdQUmPkjx584SqS6py8eHFdIhaiNRnUI/q58+fN3iGRYoUee9ghBBCfJjy/V97dx4e473/f/w5kggJEhFbCGIrqiro3sokkRDEWlRpEnV66rR6qF+X05U6VXqWVpfTOm2/JIpaaqnagyS6q5DWVjtRQuxBiiyf3x9zjKbBBJMZ4vW4rlyXue/7Pfd73gl5ue977mlmO2JltRrWHWpD1LkFLO/WBf8FUyAq6rK1/hX8WTZwGR0+7cDarLVETI4gJT6FFtVbuKh7EecoUahq3bo1FovF4YXoFouFgoICpzQmIiI3lhYtbMEqPNyQfrgd0ee+JDk2Fr+F0yAy8rK1VStWJfmRZCInR5JxIIOIpAhSE1JpFtjMRd2LXLsShapdu3aVdh8iIlIGtGxp+6zAiAjDj0fupNPZeSzt2oMqi6ZDePhlawMqBrD8keVETo7kp4M/EZ4UTmp8KrcE3uKi7kWuTYlCVf369Uu7DxERKSNatYLlyy1ERhq+P3oPMWfmsKRLLyovnglhl/8w5Wo+1Vget5yIpAjWZ68nPCmctIQ0mlRr4qLuRa7eVX3236effsp9991HUFAQe/bsAWD8+PF8UYL7k4iISNnXujUkJ1vw9zd8y310/u1zTnXuC1995bA20CeQFXEraFmjJVmnsghPCmf70e2l37TINbriUPXhhx8yYsQIOnfuzPHjx+3XUPn7+zN+/Hhn9yciIjeoNm1sR6z8/Axf8wCdc2dxqtOD8M03Dmur+1ZnRdwKWlRvwb6T+whPCmfH0R0u6Frk6l1xqHrvvff4+OOPeemll/Dw8LAvb9euHevX6/4iIiJyQdu2tiNWVaoYvqI9XXNncLpjL/j2W4e1NXxrsDJuJc0Dm/Nrzq+EJ4Wz89hOF3QtcnWuOFTt2rWL0NDQYsu9vb05ffq0U5oSEZGy4447YNkyC5UrG9KwEnv6M3I79oT/fczZ5dSsVJOV8StpFtiMvTl7CU8KZ/fx3aXftMhVuOJQFRISQkZGRrHlixcvpkUL3VNERESKu+suWLrUQqVKhhQiiD01jdzoHrB6tcPaWpVqsTJuJU2rNSXzRCbWRCt7ju8p/aZFrtAVh6pnn32WJ598khkzZmCMYfXq1YwZM4YXX3yRZ599tjR6FBGRMuCee2DJEluwWkkk3U9+ym9R3eDHHx3W1q5cm5T4FJoENGHPiT1Yk6xknsgs/aZFrsAVh6pBgwYxcuRInnvuOXJzc3n44YeZMGEC77zzDg899FBp9CgiImXEfffB4sUWfH0Ny4miR04SZzp0hTVrHNYGVQ4iJT6FxgGN2X18N9ZEK3tP7HVB1yIlc1W3VHjsscfYs2cP2dnZHDhwgL179zJ48GD27dvn7P5ERKSMuf9+WLTIgo+PYRkd6ZmTaAtWa9c6rK1TpQ4p8Sk0qtqIXcd3YU2y8mvOr6XftEgJXFWoOi8wMJAaNWpw4MABnnrqKRo3buysvkREpAxr3/5CsFpCDL1OTORsZGdYt85hbd0qdUmJT6Fh1YbsPLYTa6KClVwfShyqjh8/zoABA6hevTpBQUG8++67FBYW8uqrr9KwYUO+//57Jk6cWJq9iohIGRIWBgsWWKhY0bCYzvQ+/oktWF3kzVB/FOwXTEp8CiH+Iew4toPwpHD25ehsibhXiUPViy++yKpVq4iPjycgIICnn36arl278vXXX7N48WJ+/PFH+vfvX5q9XrVdu3YRHh5OixYtuO2223TrBxGR60R4uC1YVahgWEhXHjz2kS1Y/fyzw9p6fvVITUglxD+E7Ue3K1iJ25U4VC1cuJBJkybxr3/9i/nz52OMoWnTpqxcuZIwB5/l5G4JCQmMHj2aTZs2kZaWhre3t7tbEhGR/4mIgC+/tAWrBcTS9+iHnIvoBCW4oXQ9v3qkxKfQwL8B245uIzwpnP0n97uga5HiShyq9u/fb78PVcOGDalQoQJ/+tOfSq0xZ9m4cSNeXl488MADAAQEBODpWaLPkRYRERfp0AHmz7cFq/l0p++RDzgX3hE2bHBYW9+/PinxKdT3q28PVlkns1zQtUhRJQ5VhYWFeHl52R97eHjg6+t7zQ2sWrWK2NhYgoKCsFgszJs3r9g2H3zwASEhIVSoUIG2bdvyVQk+kPO8bdu2UalSJbp160abNm144403rrlnERFxvqgo+OILC97ehi/owUNH3icvPLpEwaqBfwNSE1Kp51ePrUe2KliJW5T4kI0xhoSEBPupszNnzjBkyJBiwWrOnDlX1MDp06e5/fbbGTRoEL179y62fsaMGQwfPpwPPviA++67j//+97/ExMSwadMm6tWrB0Dbtm05e/Zssdply5aRl5fHV199RUZGBjVq1KBTp07ccccdREVFXVGfIiJS+qKjbcGqe3fD3LO9eOiwYXp4NF6pyXDrrZetbeDfgNT4VMISw9hyZAsRkyNIiU+hVqVaLupebnYlDlXx8fFFHg8cONApDcTExBATE3PJ9W+99RaDBw+2n2ocP348S5cu5cMPP2Ts2LEApKenX7K+bt263HHHHQQHBwPQuXNnMjIyLhmqzp49WySg5eTkAJCXl0deXt6VvbjLOP9cznxOuTjN2rU0b9cpq7OOiIDPP7fQu7cHc871pv9hw7TwaCzJi8DBx6HVrVSX5AHJRE2N4pfDv2BNtJI8IPmag1VZnfX1yFmzdsf3ymKMMS7f6yVYLBbmzp1Ljx49ADh37hw+Pj7MmjWLnj172rcbNmwYGRkZpKWlOXzO/Px87rjjDlauXImfnx/du3fn8ccfp2vXrhfdftSoUbz22mvFlk+bNg0fH5+re2EiInLF1qypwbhxd5Kf78GDzGKi3xOsfn0kp/73n+TLyTqbxcvbX+ZI3hHqetfl9cav4+/lX/pNy3Xj/Ke+nDhxgipVqrhkn9f1FduHDx+moKCAmjVrFlles2ZNDhw4UKLn8PT05I033qB9+/YYY4iOjr5koAJ44YUXGDFihP1xTk4OwcHBREdHO/WbkpeXR3JyMlFRUUWuVRPn06xdS/N2nbI+686doV07Q9++hs/P9cFywjD170/D8iXQrJnDeusxK1FTovj15K+8efBNlj28jJqVajqsu5iyPuvribNmff5Mkytd16HqPIvFUuSxMabYsstxdIrx97y9vS96ywUvL69S+YtUWs8rxWnWrqV5u05ZnnX37jB7NvTqZZiV1xdLtmFqVAyeqcsdBqtmNZqRkpCCNdHK5sOb6fhZR1bGrbzqYAVle9bXm2udtTu+T9f0MTWlLTAwEA8Pj2JHpbKzs4sdvRIRkbKpa1eYPduCl5dhJv0YePBf5Fs7wJYtDmsbBzQmNSGVOpXrsOnQJiImR5B9OtsFXcvN6LoOVeXLl6dt27YkJycXWZ6cnMy9997rpq5ERMTVYmNtF697eRlm8BCPHPznFQWrlPgUgioH2YJVkoKVlA63h6pTp06RkZFBxv8+62nXrl1kZGSQmZkJwIgRI/jkk0+YOHEimzdv5umnnyYzM5MhQ4a4sWsREXG1bt1g1ixbsJpOf+IOvGkLVlu3OqxtUq2JPVhtPLSRyMmRHDp9yAVdy83E7aFqzZo1hIaGEhoaCthCVGhoKK+++ioA/fr1Y/z48YwePZrWrVuzatUqFi1aRP369d3ZtoiIuEH37rZg5elp+IyHiT8wjvywyBIFq6bVmpISn0LtSrXZkL2BiMkRClbiVG4PVVarFWNMsa/ExET7Nk888QS7d+/m7NmzpKen0759e/c1LCIibvX7YDWNAbZgZe0A27Y5rG1arSmpCakKVlIq3B6qRERErlSPHjBz5u+CVdZYCsIiShysfn/ESqcCxVkUqkRE5IbUsyfMmHF1weqWwFvsH2GzPns9kZMjOZx72AVdS1mmUCUiIjesXr1g+nQLHh6GqQwkIesNCqyRsH27w9pbAm8hNT7VHqwikiIUrOSaKFSJiMgNrXdv2xErDw/DFB5h0P7XbUesFKzExRSqRETkhvf7YPUpcQpW4hYKVSIiUib07n3hVOCnxPHo/r/bTgXu2OGwVsFKnEGhSkREyowHH7wQrCYTz6P7RtuOWClYiQsoVImISJmiYCXuolAlIiJlzh+D1eB9rylYSalTqBIRkTLpwQfhs89swSqJhGsKVtFTo8nJz3FB13IjU6gSEZEyq08f5wSrDYc28Mr2V3TESi5LoUpERMo0pwQr31rsObOH6KnRClZySQpVIiJS5l1rsEoemExVz6psOLRB11jJJSlUiYjITeGaglW1W3i98evU8tXF63JpClUiInLTuJZgVadCHZIHJhd5V+Ch04dc0LXcKBSqRETkpnKtR6x+/67AyMmRClZip1AlIiI3HWe9K1DBSn5PoUpERG5KzgxWEZN1KlAUqkRE5CbmjGBVu1JtNmRvULAShSoREbm5XTJYbd/usPaWwFtIiU8pEqyyT2e7oGu5HilUiYjITe+PwerRfaMpsEZeVbCKnBypYHWTUqgSERGhaLCaTLwtWF3BEavUhN+dCkzSEaubkUKViIjI//TpA9OnXwhWg/a/XuJg1bRaU1ITUgmqHMTGQxsVrG5CClUiIiK/8+CDF4LVp8QxaP/rWDp0xHf/foe1Tas1JTVewepmpVAlIiLyB8WD1RjufnkkbNvmsLZJtSZFglV4UjgHTx10QdfibgpVIiIiF/HggzBjhi1YTeERhhx9C0tUpysKVnUq12HToU1ETI5QsLoJKFSJiIhcQu/etmDl6WmYykAS9r9hu8aqpMEq4UKw0hGrsk+hSkRE5DJ694YpUwrw8ChkKgOJzxpb4mDVOKAxqQmp1K1Sl82HNxOeFM6BUwdc0LW4g0KViIiIA716GZ55Zo39iFVc1jhbsNq61WFt44DGpMYrWN0MFKpERERK4J57spg2rQBPT8M0BhCXNY78sMgSBatGAY1IjU8luEowvxz+hfCkcLJOZrmga3ElhSoREZES6tHDMHOm5UKwOvCmLVht2eKwtlFAI1ITFKzKMoUqERGRK9CzJ8yaZQtWn/GwLVhZO5QoWDWs2pDUhFTq+dVjy5EtWJOs7D/p+P5XcmNQqBIREblCPXoUDVaPHPhHiY9YNazakNR4W7DaemQr4UnhClZlhEKViIjIVejRAz7/3IKXl2E6/Xnk4D9tweqXXxzWhlQNITU+lfp+9dl6ZCvWRCv7cvaVftNSqhSqRERErlL37kWD1YCD/7adCixpsEqwBattR7cRnhSuYHWDU6gSERG5Bt26wezZtmA1k362YBUWCZs3O6xt4N+A1IRUGvg3YNvRbViTrPya82vpNy2lQqFKRETkGsXGFg1WD2e/TZ41CjZtcljbwL8BqfG2YLX96HasiQpWNyqFKhERESeIjYU5cyyUL2+YRd8rClb1/euTlpBGiH8IO47twJpoZe+JvS7oWpxJoUpERMRJuna9EKw+pw/9D71jC1YbNzqsredXj9SEVBpWbWgLVklWMk9kln7T4jQKVSIiIk7UpQvMnWsLVrN5kIcOvWsLVhs2OKyt51eP1HhbsNp5bCfWRAWrG4lClYiIiJN17gzz5tmC1Rx60+/w+5wL71iiYBXsF0xqfCqNqjZi1/FdWBOt7Dm+xwVdy7VSqBIRESkFMTG2YOXtbZhLL1uwskbD+vUOa4P9gklN+F2wSrKy+/juUu9Zro1ClYiISCn5fbCaR0/6HvnAFqx+/tlhbd0qdUlLSKNxQGN2H9+NNVHB6nqnUCUiIlKKOnWCL76wBasv6EGfoxNspwJ/+slhbZ0qdUiNT6VJQBP2nNhDWGIYu47tckHXcjUUqkREREpZx44wf76FChUM8+nOg0f/y9mImJIHq4RUmlZrSuaJTKxJVnYe21n6TcsVU6gSERFxgejoC8HqS7rZglV4J8jIcFgbVDmIlPgUbql2iy1YJVrZcXRH6TctV0ShSkRExEWiouDLL23BagGx9D72sS1YrVvnsPZ8sGoW2Iy9OXuxJlnZfnR76TctJaZQJSIi4kIdOsCCBRYqVjQspCu9jv8fZyI6w9q1DmtrV65NSnwKzQOb82vOr1gTFayuJwpVIiIiLhYZeSFYLaKLLVhFdoH0dIe1tSrVIiU+hRbVW7Dv5D7CEsPYdmSbC7oWRxSqRERE3CAiAhYutAWrxXSm5/GJtmC1Zo3D2pqVarIybiUtqrdg/8n9hCWGsfXIVhd0LZejUCUiIuIm4eGwaJEFHx/DEmLocSKRMx26ljhYpcSncGv1W8k6lYU10cqWw1tc0LVcikKViIiIG1mtF4LVUjrR/UQSv0V2hdWrHdbW8K1BSnwKt9W4zRaskqz8cviXUu9ZLk6hSkRExM3CwmDxYgu+voZldKR7zmR+6xALP/zgsLa6b3VWxK2gVc1WHDh1AGuilc2HNruga/kjhSoREZHrQPv2F4JVMtF0OzmF3Kju8P33DmvPB6vba97OwdMHsSZZ2XRoU+k3LUUoVImIiFwnHngAliyxUKmSYTlRxJ6cagtW333nsDbQJ5AVcStoXas12aezsSZa2ZC9wQVdy3k3Rah6++23ufXWW2nRogV//etfMca4uyUREZGLuv/+C8FqJZF0PfUZp6N7wrffOqyt5lON5Y8sJ7RWKIdyDxGRFMH6g+td0LXATRCqDh06xPvvv096ejrr168nPT2d70twKFVERMRd7rsPli61ULmyIYWIC8Hqm28c1lbzqcbyuOW0qd3GFqwmR/DzwZ9d0LWU+VAFkJ+fz5kzZ8jLyyMvL48aNWq4uyUREZHLuvdeWLbMQpUqhlTC6Xx6Jqeie8FXXzmsDagYwPJHltO2dlsO5x4mIimCnw44/vBmuTZuD1WrVq0iNjaWoKAgLBYL8+bNK7bNBx98QEhICBUqVKBt27Z8VYIfqPOqV6/OM888Q7169QgKCqJDhw40atTIia9ARESkdNx994VgtYowOufO4lSnB2HVKoe1VStWZXnccu4IuoMjvx0hYnIEGQcySr/pm5jbQ9Xp06e5/fbbef/99y+6fsaMGQwfPpyXXnqJdevW8cADDxATE0NmZqZ9m7Zt29KyZctiX/v37+fYsWMsWLCA3bt3s2/fPr799ltWleCHUURE5Hpw112QnGzBz8/wFe2Jyf2ckzF9IS3NYa1/BX+WPbKMO+vcydHfjhKRFMHaLMefMShXx9PdDcTExBATE3PJ9W+99RaDBw/mT3/6EwDjx49n6dKlfPjhh4wdOxaA9Mt8VtKsWbNo3LgxAQEBAHTp0oXvv/+e9u3bX3T7s2fPcvbsWfvjnJwcAPupQ2c5/1zOfE65OM3atTRv19GsXcfdsw4Ntd1uISbGg69PPECn3NksiumN7/wpmLCwy9b6eviysN9Cukzvwur9q+kwuQOL+y+mTe02Lur+yjhr1u74XlnMdfRWOIvFwty5c+nRowcA586dw8fHh1mzZtGzZ0/7dsOGDSMjI4O0EqT077//nr/85S989913eHl50a1bN/785z/TvXv3i24/atQoXnvttWLLp02bho+Pz9W9MBERESfYvt2fkSPv4fTp8tzDtyzw6sbmV4ZxuFUrh7W5Bbm8tuM1tuRuwdfDl9cavUZjn8Yu6No9cnNzefjhhzlx4gRVqlRxyT7dfqTqcg4fPkxBQQE1a9YssrxmzZocOHCgRM9x991307lzZ0JDQylXrhyRkZF069btktu/8MILjBgxwv44JyeH4OBgoqOjnfpNycvLIzk5maioKLy8vJz2vFKcZu1amrfraNaucz3N+v77IaaT4bvj99Il70sWv9GTSvOSMBERDmujz0YTOyOW7379jr/v+TuL+y+mXVA7F3Rdcs6a9fkzTa50XYeq8ywWS5HHxphiyy5nzJgxjBkzpkTbent74+3tXWy5l5dXqfxFKq3nleI0a9fSvF1Hs3ad62HWd90Fy1dAhw6G74/dQ6cz81javTt+C6ZChw6Xra3mVY2lA5cSMzWGb/Z+Q6fPOrFs4DLuqnuXi7ovuWudtTu+T26/UP1yAgMD8fDwKHZUKjs7u9jRKxERkZtFmzawYoWFgADDD9xN9Nn5HO86EJYtc1hb2bsyiwcs5oF6D5BzNofoKdF8/6vu3+gM13WoKl++PG3btiU5ObnI8uTkZO699143dSUiIuJ+oaGwcqWFatUMq7mLqLNfciw2DpYudVhb2bsyiwYsIqx+mC1YfRrNd3sdfxSOXJ7bQ9WpU6fIyMggIyMDgF27dpGRkWG/ZcKIESP45JNPmDhxIps3b+bpp58mMzOTIUOGuLFrERER97v9dluwCgw0rOEOos4t4Fi3eFi82GFtpfKVWPjwQqwNrJw8d5LoKdF8k+n4ju1yaW4PVWvWrCE0NJTQ0FDAFqJCQ0N59dVXAejXrx/jx49n9OjRtG7dmlWrVrFo0SLq16/vzrZFRESuC61aXQhW6bSjw7mFHO0+CBYtcljrW96XhQ8vJCIkglPnTtFpaie+zvzaBV2XTW4PVVarFWNMsa/ExET7Nk888QS7d+/m7NmzpKenX/IeUyIiIjej226DlBQL1asb1tKWyLzFHOkxGBYscFjr4+XDl/2/JDIk0haspnRi1R7dJPtquD1UiYiIyLVr2dIWrGrUMGQQSmTeYg73fAzmz3dYez5YRTWM4nTeaWKmxpC22/G9IKUohSoREZEy4tZbbcGqZk3DT7QmMn8Jh3s/Dl984bC2oldFvnjoCzo26khuXi6dp3UmZVeKC7ouOxSqREREypAWLS4Eq5+5nYj8pRzqPQTmznVYW9GrIvMemkenxp3Izculy7QurNi5wgVdlw0KVSIiImVM8+aQlmahdm3DeloRXpBMdp8nYfZsh7UVPCswt99cOjfpzG/5v9H1s64s37ncBV3f+BSqREREyqBbboHUVAtBQYaNtCS8IJmDfZ+CWbMc1lbwrMCcvnPo0qQLZ/LPEPtZLEu3O77/1c1OoUpERKSMatrUFqzq1DFs4lbCC5dz4KHhMHOmw1pvT29m951NbNNYzuSfofv07izZvqT0m76BKVSJiIiUYU2a2IJV3bqGzbTAWriCrP4jYPp0h7Xent583vdzut/SnbMFZ+k+vTuLtjm+/9XNSqFKRESkjGvc2BasgoMNW2iGtXAF+x9+BqZNc1hb3qM8M/vMpGeznpwrOEfPGT1ZsNXx/a9uRgpVIiIiN4FGjWzBql49w1ZuwWpWsm/g8zBlisPa8h7lmfHgDHo37825gnP0mtGL+Vsc3//qZqNQJSIicpNo2NAWrOrXN2yjKVazkl8feQEmT3ZY6+XhxWe9P6NPiz7kFebx4MwHmffLvNJv+gaiUCUiInITCQmxBasGDQzbaYKVFPbGvwxJSQ5rvTy8mNZ7Gv1u7UdeYR59ZvVhzuY5Luj6xqBQJSIicpNp0MB2H6uQEMMOGmMlhcyEV2HiRIe1nuU8mdJrCg/f9jD5hfn0ndWXzzd9XvpN3wAUqkRERG5C9erZglWjRoadNCKMVHYPHg2ffOKw1rOcJ5N7TGZgq4EUmAIe+vwhZm50fJuGsk6hSkRE5CYVHGw7Fdi4sWE3IVhJZddjY+CjjxzWepTzILF7InG3x1FgCnh49sNM3+D4Ng1lmUKViIjITaxuXVuwatLEsIcGWEll5+PjYMIEh7Ue5TyY2G0ig1oPosAUMGDOAKb+PNUFXV+fFKpERERucnXq2IJV06aGTOoTRho7/vJP+OADh7Ue5Tz4pNsnDA4dTKEpJG5eHJ/+9KkLur7+KFSJiIgIQUG2YNWsmeFXggkjje1PvgXvv++wtpylHB/FfsRjbR6j0BQSPy+epAzH7yYsaxSqREREBIDatSElxULz5oZ91CWMNLY+9S68847D2nKWckzoOoEhbYdgMAz6YhCT1k1yQdfXD4UqERERsatVyxasbr3VsJ86WEnll+EfwttvO6wtZynHB10+4Il2T2AwPDr/UT5Z6/jdhGWFQpWIiIgUUbMmrFxpoWVLQxZBWEll84iP4F//clhrsVh4v/P7DL1jKACPffkYH6U7fjdhWaBQJSIiIsXUqGELVq1aGQ5Si3BS2PTsRPjHPxzWWiwW3o15l2F3DQPg8QWPM2GN43cT3ugUqkREROSiqleHFSsstG4NB6mFlVQ2PD8Zxo51WGuxWHi749s8fffTAPxl4V/4z+r/lHLH7qVQJSIiIpcUGAjLl0NoKByiBuGksP7FaTBmjMNai8XCv6P/zTP3PAPA0MVDee+H90q7ZbdRqBIREZHLqlbNFqzatIHDVCecFH56eSaMHu2w1mKx8I+of/D8fc8D8Nclf2X89+NLuWP3UKgSERERhwICbMGqXTs4QiARrCRj5BwYNcphrcViYWzkWF68/0UAnl76NP/+9t+l3LHrKVSJiIhIiVStCsnJcOedcJRqRLCSta/Nh1dfBWMuW2uxWHg94nVeaf8KAM8kP8M/vnF80fuNRKFKRERESszfH5Ytg7vugmMEEMkK0v++EF5+uUTBanT4aEaFjQLg+eXPM+7rcaXftIsoVImIiMgV8fOzBat77oHjVCWSFfz4xjJ44QWHwQpgpHUko62267FeWPECH/zo+DMGbwQKVSIiInLFqlSBpUvhvvvgBP50YDk/vJkCzz9fomD1StgrjIkYQ4h/CLFNY13QcelTqBIREZGrUrkyLF4M998POfgRzTK+++dX8MwzJQpWLz7wIhlDMgj2C3ZBt6VPoUpERESu2vlgFRZmC1YdWcq3b30HI0aUKFhV8a7igi5dQ6FKRERErkmlSrBwIYSHw0mq0JGlfD3+Rxg2rETBqqxQqBIREZFr5usLCxZAZCScojKdWMKq9zLgqadummClUCUiIiJO4eMDX34JUVFwmkrEsJjU/2yAJ56AwkJ3t1fqFKpERETEaSpWhC++gI4dIRdfOrOIlRO2wJAhZT5YKVSJiIiIU1WsCPPmQUwM/IYPXVjI8o93wp//XKaDlUKViIiIOF2FCjB3LnTpAmeoSCxfsuz/MmHwYCgocHd7pUKhSkREREqFtzfMng2xsbZg1Y35LEnMgkGDymSwUqgSERGRUuPtDZ9/Dj16wFkq0J0vWPTpYYiPh/x8d7fnVApVIiIiUqrKl4eZM6F3bziHNz2Yx5dTT8Ajj5SpYKVQJSIiIqXOyws++wz69IE8ytOb2XwxPRcGDIC8PHe35xQKVSIiIuISXl4wbRr062cLVg/yOXNm5sE//+nu1pzC090NiIiIyM3D0xOmTAEPD5g2zYu+llnMDMmnl7sbcwKFKhEREXEpT0+YPBnKlYP588sR3Njb3S05hUKViIiIuJyHByQmwo4dFpo2dXc3zqFrqkRERMQtPDwoM4EKFKpEREREnEKhSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnMDT3Q1c74wxAOTk5Dj1efPy8sjNzSUnJwcvLy+nPrcUpVm7lubtOpq162jWruOsWZ//vX3+97grKFQ5cPLkSQCCg4Pd3ImIiIhcqZMnT+Ln5+eSfVmMKyPcDaiwsJD9+/dTuXJlLBaL0543JyeH4OBg9u7dS5UqVZz2vFKcZu1amrfraNauo1m7jrNmbYzh5MmTBAUFUa6ca6520pEqB8qVK0fdunVL7fmrVKmiv6Auolm7lubtOpq162jWruOMWbvqCNV5ulBdRERExAkUqkREREScQKHKTby9vRk5ciTe3t7ubqXM06xdS/N2Hc3adTRr17mRZ60L1UVEREScQEeqRERERJxAoUpERETECRSqRERERJxAoUpERETECRSq3OSDDz4gJCSEChUq0LZtW7766it3t3TDGzt2LHfccQeVK1emRo0a9OjRgy1bthTZxhjDqFGjCAoKomLFilitVjZu3OimjsuGsWPHYrFYGD58uH2Z5uxc+/btY+DAgVSrVg0fHx9at25Nenq6fb3m7Rz5+fm8/PLLhISEULFiRRo2bMjo0aMpLCy0b6NZX51Vq1YRGxtLUFAQFouFefPmFVlfkrmePXuWp556isDAQHx9fenWrRu//vqrC19FCRhxuenTpxsvLy/z8ccfm02bNplhw4YZX19fs2fPHne3dkPr2LGjmTRpktmwYYPJyMgwXbp0MfXq1TOnTp2ybzNu3DhTuXJlM3v2bLN+/XrTr18/U7t2bZOTk+PGzm9cq1evNg0aNDCtWrUyw4YNsy/XnJ3n6NGjpn79+iYhIcH88MMPZteuXWb58uVm+/bt9m00b+d4/fXXTbVq1cyCBQvMrl27zKxZs0ylSpXM+PHj7dto1ldn0aJF5qWXXjKzZ882gJk7d26R9SWZ65AhQ0ydOnVMcnKyWbt2rQkPDze33367yc/Pd/GruTSFKje48847zZAhQ4osa9asmfnb3/7mpo7KpuzsbAOYtLQ0Y4wxhYWFplatWmbcuHH2bc6cOWP8/PzMhAkT3NXmDevkyZOmSZMmJjk52YSFhdlDlebsXM8//7y5//77L7le83aeLl26mEcffbTIsl69epmBAwcaYzRrZ/ljqCrJXI8fP268vLzM9OnT7dvs27fPlCtXzixZssRlvTui038udu7cOdLT04mOji6yPDo6mm+//dZNXZVNJ06cACAgIACAXbt2ceDAgSKz9/b2JiwsTLO/Ck8++SRdunShQ4cORZZrzs41f/582rVrR58+fahRowahoaF8/PHH9vWat/Pcf//9rFixgq1btwLw008/8fXXX9O5c2dAsy4tJZlreno6eXl5RbYJCgqiZcuW19Xs9YHKLnb48GEKCgqoWbNmkeU1a9bkwIEDbuqq7DHGMGLECO6//35atmwJYJ/vxWa/Z88el/d4I5s+fTpr167lxx9/LLZOc3aunTt38uGHHzJixAhefPFFVq9ezV//+le8vb2Ji4vTvJ3o+eef58SJEzRr1gwPDw8KCgoYM2YM/fv3B/SzXVpKMtcDBw5Qvnx5qlatWmyb6+l3p0KVm1gsliKPjTHFlsnVGzp0KD///DNff/11sXWa/bXZu3cvw4YNY9myZVSoUOGS22nOzlFYWEi7du144403AAgNDWXjxo18+OGHxMXF2bfTvK/djBkzmDJlCtOmTePWW28lIyOD4cOHExQURHx8vH07zbp0XM1cr7fZ6/SfiwUGBuLh4VEsWWdnZxdL6XJ1nnrqKebPn09KSgp169a1L69VqxaAZn+N0tPTyc7Opm3btnh6euLp6UlaWhrvvvsunp6e9llqzs5Ru3ZtWrRoUWRZ8+bNyczMBPRz7UzPPvssf/vb33jooYe47bbbeOSRR3j66acZO3YsoFmXlpLMtVatWpw7d45jx45dcpvrgUKVi5UvX562bduSnJxcZHlycjL33nuvm7oqG4wxDB06lDlz5rBy5UpCQkKKrA8JCaFWrVpFZn/u3DnS0tI0+ysQGRnJ+vXrycjIsH+1a9eOAQMGkJGRQcOGDTVnJ7rvvvuK3Rpk69at1K9fH9DPtTPl5uZSrlzRX4seHh72Wypo1qWjJHNt27YtXl5eRbbJyspiw4YN19fs3XaJ/E3s/C0V/u///s9s2rTJDB8+3Pj6+prdu3e7u7Ub2l/+8hfj5+dnUlNTTVZWlv0rNzfXvs24ceOMn5+fmTNnjlm/fr3p37+/3g7tBL9/958xmrMzrV692nh6epoxY8aYbdu2malTpxofHx8zZcoU+zaat3PEx8ebOnXq2G+pMGfOHBMYGGiee+45+zaa9dU5efKkWbdunVm3bp0BzFtvvWXWrVtnv5VQSeY6ZMgQU7duXbN8+XKzdu1aExERoVsqiM1//vMfU79+fVO+fHnTpk0b+9v+5eoBF/2aNGmSfZvCwkIzcuRIU6tWLePt7W3at29v1q9f776my4g/hirN2bm+/PJL07JlS+Pt7W2aNWtmPvrooyLrNW/nyMnJMcOGDTP16tUzFSpUMA0bNjQvvfSSOXv2rH0bzfrqpKSkXPTf5/j4eGNMyeb622+/maFDh5qAgABTsWJF07VrV5OZmemGV3NpFmOMcc8xMhEREZGyQ9dUiYiIiDiBQpWIiIiIEyhUiYiIiDiBQpWIiIiIEyhUiYiIiDiBQpWIiIiIEyhUiYiIiDiBQpWIiIiIEyhUicgNo0GDBowfP97dbZQ6q9XK8OHD3d2GiFwhhSoRKSYhIYEePXrYH7v6l3xiYiL+/v7Flv/444/8+c9/LtV9p6amYrFYaNmyJQUFBUXW+fv7k5iYWKr7F5Ebl0KViLjMuXPnrqm+evXq+Pj4OKmby9uxYweTJ092yb5coaCggMLCQne3IVKmKVSJyGUlJCSQlpbGO++8g8ViwWKxsHv3bgA2bdpE586dqVSpEjVr1uSRRx7h8OHD9lqr1crQoUMZMWIEgYGBREVFAfDWW29x22234evrS3BwME888QSnTp0CbEeKBg0axIkTJ+z7GzVqFFD89F9mZibdu3enUqVKVKlShb59+3Lw4EH7+lGjRtG6dWs+/fRTGjRogJ+fHw899BAnT550+LqfeuopRo4cyZkzZy66fvfu3VgsFjIyMuzLjh8/jsViITU11f5aLBYLS5cuJTQ0lIoVKxIREUF2djaLFy+mefPmVKlShf79+5Obm1vk+fPz8xk6dCj+/v5Uq1aNl19+md9/VOu5c+d47rnnqFOnDr6+vtx11132/cKFo30LFiygRYsWeHt7s2fPHoevW0SunkKViFzWO++8wz333MNjjz1GVlYWWVlZBAcHk5WVRVhYGK1bt2bNmjUsWbKEgwcP0rdv3yL1SUlJeHp68s033/Df//4XgHLlyvHuu++yYcMGkpKSWLlyJc899xwA9957L+PHj6dKlSr2/T3zzDPF+jLG0KNHD44ePUpaWhrJycns2LGDfv36Fdlux44dzJs3jwULFrBgwQLS0tIYN26cw9c9fPhw8vPzef/99692dHajRo3i/fff59tvv2Xv3r307duX8ePHM23aNBYuXEhycjLvvfdekZrzc/vhhx949913efvtt/nkk0/s6wcNGsQ333zD9OnT+fnnn+nTpw+dOnVi27Zt9m1yc3MZO3Ysn3zyCRs3bqRGjRrX/FpE5DKMiMgfxMfHm+7du9sfh4WFmWHDhhXZ5pVXXjHR0dFFlu3du9cAZsuWLfa61q1bO9zfzJkzTbVq1eyPJ02aZPz8/IptV79+ffP2228bY4xZtmyZ8fDwMJmZmfb1GzduNIBZvXq1McaYkSNHGh8fH5OTk2Pf5tlnnzV33XXXJXtJSUkxgDl27JiZMGGCCQgIMMePHzfGGOPn52cmTZpkjDFm165dBjDr1q2z1x47dswAJiUlpchzLV++3L7N2LFjDWB27NhhX/b444+bjh072h+HhYWZ5s2bm8LCQvuy559/3jRv3twYY8z27duNxWIx+/btK9J7ZGSkeeGFF+wzBExGRsYlX6uIOJeOVInIVUlPTyclJYVKlSrZv5o1awbYjg6d165du2K1KSkpREVFUadOHSpXrkxcXBxHjhzh9OnTJd7/5s2bCQ4OJjg42L6sRYsW+Pv7s3nzZvuyBg0aULlyZfvj2rVrk52dXaJ9DB48mMDAQN58880S93UxrVq1sv+5Zs2a+Pj40LBhwyLL/tjT3XffjcVisT++55572LZtGwUFBaxduxZjDE2bNi0y/7S0tCKzL1++fJF9i0jp8nR3AyJyYyosLCQ2NvaigaN27dr2P/v6+hZZt2fPHjp37syQIUP4+9//TkBAAF9//TWDBw8mLy+vxPs3xhQJHZda7uXlVWS9xWIp8QXbnp6evP766yQkJDB06NAi68qVK2ff33mX6v/3PVgslmvqCWyz9/DwID09HQ8PjyLrKlWqZP9zxYoVLzojESkdClUi4lD58uWL3V6gTZs2zJ49mwYNGuDpWfJ/StasWUN+fj7//ve/7cFk5syZDvf3Ry1atCAzM5O9e/faj1Zt2rSJEydO0Lx58xL340ifPn345z//yWuvvVZkefXq1QHIysoiNDQUoMhF69fq+++/L/a4SZMmeHh4EBoaSkFBAdnZ2TzwwANO26eIXBud/hMRhxo0aMAPP/zA7t27OXz4MIWFhTz55JMcPXqU/v37s3r1anbu3MmyZct49NFHLxuIGjVqRH5+Pu+99x47d+7k008/ZcKECcX2d+rUKVasWMHhw4eLvTMOoEOHDrRq1YoBAwawdu1aVq9eTVxcHGFhYRc95Xgtxo0bx8SJE4ucnqxYsSJ3330348aNY9OmTaxatYqXX37Zafvcu3cvI0aMYMuWLXz22We89957DBs2DICmTZsyYMAA4uLimDNnDrt27eLHH3/kzTffZNGiRU7rQUSujEKViDj0zDPP4OHhQYsWLahevTqZmZkEBQXxzTffUFBQQMeOHWnZsiXDhg3Dz8/PfgTqYlq3bs1bb73Fm2++ScuWLZk6dSpjx44tss29997LkCFD6NevH9WrV+cf//hHseexWCzMmzePqlWr0r59ezp06EDDhg2ZMWOG019/REQEERER5OfnF1k+ceJE8vLyaNeuHcOGDeP111932j7j4uL47bffuPPOO3nyySd56qmnitz4dNKkScTFxfH//t//45ZbbqFbt2788MMPRa4xExHXspjfXxAgIiIiIldFR6pEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnEChSkRERMQJFKpEREREnOD/A92nUFu9WFJjAAAAAElFTkSuQmCC", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# plt.style.use(\"ggplot\")\n", + "\n", + "\n", + "plt.semilogy(np.arange(0, err.shape[0]), err[:,0], '-r',label=\"R Channel Error\")\n", + "plt.semilogy(np.arange(0, err.shape[0]), err[:,1], '-g',label=\"G Channel Error\")\n", + "plt.semilogy(np.arange(0, err.shape[0]), err[:,2], '-b',label=\"B Channel Error\")\n", + "plt.xlabel(\"Iteration Number\")\n", + "plt.ylabel(\"Relative Error\")\n", + "plt.legend()\n", + "fig = plt.gcf()\n", + "tikzplotlib_fix_ncols(fig)\n", + "plt.title(\"Coded Diffaction Pattern Combined with \\n Incrimentally Reshaped Wirtinger Flow on the Sat Phone Image\")\n", + "plt.grid(True)\n", + "plt.show()\n", + "import tikzplotlib\n", + "tikzplotlib.save(\"./irwf_reconstructed/rwf_error_\"+str(file_name)+\"_\"+str(T_max)+\"_\"+str(file_name)+\".tex\")\n", + "plt.close()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "torch", + "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": "3.10.12" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}