{"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":37705,"sourceType":"datasetVersion","datasetId":29561}],"dockerImageVersionId":28450,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"### DCGAN (Deep Convolutional Generative Adversarial Networks)\n\nGANs biggest problem is that they are unstable to train (note the oscillations of the loss). This is due to the fact that we train two networks from the same backpropagation. Also, we already know that we have better tools when it comes to image processing and deep learning – Convolutional Neural Networks (CNN). By combining main CNN concepts with GAN ideas, we can improve in this task and generate better images. That is how Deep Convolutional Generative Adversarial Network (DCGAN) were created. \n\nIn order to stabilize GANs training, authors of DCGAN proposed several improvements:\n\n* Utilizing the convolution layer instead pooling function in the Discriminator model for reducing dimensionality. In the Generator Model, we use deconvolution to upsample dimensions of feature maps.\n* Adding in the batch normalization. This is used to increase the stability of a neural network. In an essence, batch normalization normalizes the output of a previous layer by subtracting the batch mean and dividing by the batch standard deviation.\n* Remove fully connected layers from Convolutional Neural Network.\n* Use Relu and Leaky Relu activation functions.\n\nIt was first described by Radford et. al. in the paper [Unsupervised Representation Learning With Deep Convolutional Generative Adversarial Networks.](http://arxiv.org/pdf/1511.06434.pdf)\n\nThose who want to know about the basics of GAN, go through [GAN Brief Introduction](http://medium.com/@shwetagoyal41/gans-a-brief-introduction-to-generative-adversarial-networks-f06216c7200e) article.","metadata":{}},{"cell_type":"markdown","source":"Kindly **upvote** this kernel if you find it helpful.","metadata":{}},{"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os\nprint(os.listdir(\"../input\"))","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:08:05.294556Z","iopub.execute_input":"2024-12-21T03:08:05.294826Z","iopub.status.idle":"2024-12-21T03:08:05.299834Z","shell.execute_reply.started":"2024-12-21T03:08:05.294794Z","shell.execute_reply":"2024-12-21T03:08:05.299204Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import matplotlib.pyplot as plt # used for ploting results and visulization \nimport numpy as np # used for working on matrices operations\n\nimport torch # itis the pytorch libraries \nfrom torch import nn, optim # from pytorch library import nn which is the library in torch used for\n#using the neural network layers\n#optim is the library used to use the optimization functions such sgd , Adam , momentum\n\nimport torch.nn.functional as F # functional library is used  for the same fuctions of nn \n# this is not a classes put functions which provides lower computations also it gives you the ablitiy\n# to customize your layers , loss functions , activation functions..etc\n#from torch.autograd import Variable\nimport torch.optim as optim\n\nimport torchvision.utils as vutils # used for visulizaing images in grades ...etc\nfrom torchvision import datasets, transforms # the datasets library used for  importing some datasets\n# such as mnist , cifer10 \n# transfoems library used for  make transformations on the dataset of images \nfrom torchvision.utils import save_image # then i will use the torchvision .utiles import save_images \n# to save the generated images\n# torchvision is alibrary that conatins transform , models , pretained models,visulization techniques","metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:08:05.304332Z","iopub.execute_input":"2024-12-21T03:08:05.304564Z","iopub.status.idle":"2024-12-21T03:08:05.320969Z","shell.execute_reply.started":"2024-12-21T03:08:05.304516Z","shell.execute_reply":"2024-12-21T03:08:05.320226Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Setting parameters","metadata":{}},{"cell_type":"code","source":"batch_size = 32\nimage_size = 64\n\n# Learning rate for optimizers\nlr = 0.0002\n\n# Number of channels \nchannels = 3\n\n# Number of training epochs\nepochs = 100\n\n# Latent vector (i.e Size of generator input)\nlatentVec = 100\n\n# Beta1 hyperparam for Adam optimizers\nbeta1 = 0.5\n\n# Number of GPUs available. 0 for cuda mode.\nngpu = 1\n\n# Size of feature maps in generator\nFeaGen = 64\n\n# Size of feature maps in discriminator\nFeaDis = 64","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:08:05.322564Z","iopub.execute_input":"2024-12-21T03:08:05.322854Z","iopub.status.idle":"2024-12-21T03:08:05.334774Z","shell.execute_reply.started":"2024-12-21T03:08:05.322801Z","shell.execute_reply":"2024-12-21T03:08:05.334071Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:5afcc89c-1ff4-4c7e-b5d5-1cd38c0323a0.png)","metadata":{},"attachments":{"5afcc89c-1ff4-4c7e-b5d5-1cd38c0323a0.png":{"image/png":"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"}}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Data preparation","metadata":{}},{"cell_type":"code","source":"# Decide which device we want to run\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\n# Crop 64x64 image\ntransform = transforms.Compose([transforms.Resize(image_size),#ensure that the smallest size is 64\n                                #but if the size is 128 x 256 it will be 64 x 128 becaue the biger\n                                # diminsion will be just skiled by the same ratio only \n                                # so we will use the centercrop to make it of 64 x 64 \n                                transforms.CenterCrop(image_size),\n                                transforms.ToTensor(),#convert it to a tensor of normalzid values 0-1\n                                transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n\n# Dataloader\n#ImageFolder is a dataset class provided by torchvision to load image datasets organized in folders.\ntrain_data = datasets.ImageFolder(\"/kaggle/input/celeba-dataset/img_align_celeba\", transform = transform)\ntrain_loader = torch.utils.data.DataLoader(train_data, shuffle=True, batch_size=batch_size)\n\nimgs, label = next(iter(train_loader))#make the dataset iteritable \nimgs = imgs.numpy().transpose(0, 2, 3, 1)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:08:05.335756Z","iopub.execute_input":"2024-12-21T03:08:05.335974Z","iopub.status.idle":"2024-12-21T03:12:22.466600Z","shell.execute_reply.started":"2024-12-21T03:08:05.335930Z","shell.execute_reply":"2024-12-21T03:12:22.465830Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:c493534d-b3e5-49af-8a81-9bd773cea729.png)","metadata":{},"attachments":{"c493534d-b3e5-49af-8a81-9bd773cea729.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:f80a4422-79cb-41d0-ba04-b4a8c32453bd.png)","metadata":{},"attachments":{"f80a4422-79cb-41d0-ba04-b4a8c32453bd.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Let's see the training images in the dataset","metadata":{}},{"cell_type":"code","source":"TrainingImages = next(iter(train_loader))\nplt.figure(figsize=(12, 10))\nplt.axis(\"off\")\nplt.title(\"Training images\")\n#make_grid might have created a tensor on the GPU.\n#.cpu() moves the tensor back to the CPU so that it can be converted to a NumPy array for visualization.\n\n#Input Shape: (3, 256, 256)\n#Output Shape: (256, 256, 3)\nplt.imshow(np.transpose(vutils.make_grid(TrainingImages[0].to(device)[:64], padding=2, \n                                         normalize=True).cpu(),(1,2,0)))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:22.468203Z","iopub.execute_input":"2024-12-21T03:12:22.468565Z","iopub.status.idle":"2024-12-21T03:12:27.721856Z","shell.execute_reply.started":"2024-12-21T03:12:22.468463Z","shell.execute_reply":"2024-12-21T03:12:27.721250Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"These are some of the images in our training dataset.\n\nIn the [DCGAN paper](http://arxiv.org/pdf/1511.06434.pdf) it is stated that all model weights should be randomly initialized from a Normal distribution with mean=0, stdev=0.02. ","metadata":{}},{"cell_type":"code","source":"#In Python, the str.find() method searches for a substring within a string and returns:\n\n#Index (Integer): The starting index of the first occurrence of the substring (if found).\n#-1: If the substring is not found.\n\ndef weights_init(m):\n    classname = m.__class__.__name__\n    if classname.find('Conv') != -1:\n        nn.init.normal_(m.weight.data, 0.0, 0.02)\n    elif classname.find('BatchNorm') != -1:\n        nn.init.normal_(m.weight.data, 1.0, 0.02)\n        nn.init.constant_(m.bias.data, 0.0)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:27.723747Z","iopub.execute_input":"2024-12-21T03:12:27.723947Z","iopub.status.idle":"2024-12-21T03:12:27.728785Z","shell.execute_reply.started":"2024-12-21T03:12:27.723911Z","shell.execute_reply":"2024-12-21T03:12:27.728064Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### DCGAN Architecture\n\nReferred from PyTorch official documentation: https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:01c5882d-b109-412d-87a2-718c3e90a946.png)![image.png](attachment:d6985cfd-978a-43dc-b7d9-f4b1af8c44fd.png)","metadata":{},"attachments":{"01c5882d-b109-412d-87a2-718c3e90a946.png":{"image/png":"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"},"d6985cfd-978a-43dc-b7d9-f4b1af8c44fd.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:a3dea448-f525-4135-b345-fd938d09cc65.png)","metadata":{},"attachments":{"a3dea448-f525-4135-b345-fd938d09cc65.png":{"image/png":"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"}}},{"cell_type":"code","source":"## Generator\n\nclass Generator(nn.Module):\n    \n    def __init__(self, ngpu):\n        super(Generator, self).__init__()\n        \n        self.ngpu = ngpu\n        self.main = nn.Sequential(\n            nn.ConvTranspose2d(latentVec, FeaGen * 8, 4, 1, 0, bias=False),\n            nn.BatchNorm2d(FeaGen * 8),\n            nn.ReLU(True),\n            # State size. (FeaGen x 8) x 4 x 4 \n            nn.ConvTranspose2d(FeaGen * 8, FeaGen * 4, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaGen * 4),\n            nn.ReLU(True),\n            # State size. (FeaGen x 4) x 8 x 8 \n            nn.ConvTranspose2d(FeaGen * 4, FeaGen * 2, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaGen * 2),\n            nn.ReLU(True),\n            # State size. (FeaGen x 2) x 16 x 16\n            nn.ConvTranspose2d(FeaGen * 2, FeaGen, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaGen),\n            nn.ReLU(True),\n            # State size. FeaGen x 32 x 32\n            nn.ConvTranspose2d(FeaGen, channels, 4, 2, 1, bias=False),\n            nn.Tanh()\n            # State size. (channels) x 64 x 64\n        )\n        \n    def forward(self, input):\n        return self.main(input)\n    \n    \n# Create the generator\nnetG = Generator(ngpu).to(device)\n\n# Apply the weights_init function to randomly initialize all weights\n#  to mean=0, stdev=0.2.\nnetG.apply(weights_init)\n\n# Print the model\nprint(netG)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:27.729964Z","iopub.execute_input":"2024-12-21T03:12:27.730371Z","iopub.status.idle":"2024-12-21T03:12:27.783395Z","shell.execute_reply.started":"2024-12-21T03:12:27.730140Z","shell.execute_reply":"2024-12-21T03:12:27.782683Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:c733ccaf-bdaa-45f2-8732-d76126e3314e.png)","metadata":{},"attachments":{"c733ccaf-bdaa-45f2-8732-d76126e3314e.png":{"image/png":"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"}}},{"cell_type":"code","source":"## Discriminator\n\nclass Discriminator(nn.Module):\n    \n    def __init__(self, ngpu):\n        super(Discriminator, self).__init__()\n        self.ngpu = ngpu\n        self.main = nn.Sequential(\n            # input is channels x 64 x 64\n            nn.Conv2d(channels, FeaDis, 4, 2, 1, bias=False),\n            nn.LeakyReLU(0.2, inplace=True),\n            # State size. (FeaDis) x 32 x 32\n            nn.Conv2d(FeaDis, FeaDis * 2, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaDis * 2),\n            nn.LeakyReLU(0.2, inplace=True),\n            # State size. (FeaDis * 2) x 16 x 16\n            nn.Conv2d(FeaDis * 2, FeaDis * 4, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaDis * 4),\n            nn.LeakyReLU(0.2, inplace=True),\n            # State size. (FeaDis * 4) x 8 x 8\n            nn.Conv2d(FeaDis * 4, FeaDis * 8, 4, 2, 1, bias=False),\n            nn.BatchNorm2d(FeaDis * 8),\n            nn.LeakyReLU(0.2, inplace=True),\n            # State size. (FeaDis * 8) x 4 x 4\n            nn.Conv2d(FeaDis * 8, 1, 4, 1, 0, bias=False),\n            nn.Sigmoid()\n        )\n        \n    def forward(self, input):\n        return self.main(input)\n    \n    \n# Create the discriminator\nnetD = Discriminator(ngpu).to(device)\n\n# Apply the weights_init function to randomly initialize all weights\n#  to mean=0, stdev=0.2.\nnetD.apply(weights_init)\n\n# Print the model\nprint(netD)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:27.784509Z","iopub.execute_input":"2024-12-21T03:12:27.784724Z","iopub.status.idle":"2024-12-21T03:12:27.818713Z","shell.execute_reply.started":"2024-12-21T03:12:27.784680Z","shell.execute_reply":"2024-12-21T03:12:27.817903Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Loss functions and Optimizers","metadata":{}},{"cell_type":"code","source":"# Initialize BCELoss function\ncriterion = nn.BCELoss()\n\n# Create batch of latent vectors that we will use to visualize\n# the progression of the generator\nfixed_noise = torch.randn(64, latentVec, 1, 1, device=device)\n\n# Establish convention for real and fake labels during training\nreal_label = 1\nfake_label = 0\n\n# Setup Adam optimizers for both G and D\noptimizerD = optim.Adam(netD.parameters(), lr=lr, betas=(beta1, 0.999))\noptimizerG = optim.Adam(netG.parameters(), lr=lr, betas=(beta1, 0.999))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:27.819614Z","iopub.execute_input":"2024-12-21T03:12:27.819840Z","iopub.status.idle":"2024-12-21T03:12:27.824877Z","shell.execute_reply.started":"2024-12-21T03:12:27.819787Z","shell.execute_reply":"2024-12-21T03:12:27.824278Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"#### Model training","metadata":{}},{"cell_type":"code","source":"# Lists to keep track of progress\nGlosses = []\nDlosses = []\niters = 0\nnum_epochs = 15\n\n# For each epoch\nfor epoch in range(num_epochs):\n    # For each batch in dataloader\n    for i, data in enumerate(train_loader, 0):\n        \n        # Update D network: maximize log(D(x)) + log(1 - D(G(z)))\n        ## Train with real batch\n        netD.zero_grad()\n        realImg = data[0].to(device)\n        batch_size = realImg.size(0)\n        labels = torch.full((batch_size,), real_label, device=device)\n        \n        output = netD(realImg).view(-1)#shapimg to 1D vectore\n        Real_Loss = criterion(output, labels)   # Calculate loss\n        Real_Loss.backward()                    # Calculate Gradient\n        Dx = output.mean().item()# for montoring the resulat \n        \n        ## Train with fake batch\n        # Generate batch of latent vectors\n        noise = torch.randn(batch_size, latentVec, 1, 1, device = device)\n        fake = netG(noise)\n        labels.fill_(fake_label)\n        output = netD(fake.detach())\n        Fake_Loss = criterion(output, labels)\n        Fake_Loss.backward()\n        D_G1= output.mean().item()\n        # Add the gradients from the all-real and all-fake batches\n        DisLoss = Real_Loss + Fake_Loss\n        optimizerD.step()\n        \n        # Update G network: maximize log(D(G(z)))\n        netG.zero_grad()\n        labels.fill_(real_label)                # fake labels are real for generator cost\n        output = netD(fake)\n        GLoss = criterion(output, labels)\n        GLoss.backward()\n        D_G2 = output.mean().item()\n        optimizerG.step()\n        \n        # Output training stats\n        if iters % 60 == 0:\n            print('[Epoch %d/%d] [Batch %d/%d] [D Loss: %.4f] [G Loss: %.4f] [D(x): %.4f] [D(G(z)): %.4f/%.4f]' \n                  % (epoch, num_epochs, i, len(train_loader), DisLoss.item(), GLoss.item(), Dx, D_G1, D_G2))\n            \n            ValidImage = netG(fixed_noise)\n        \n        iters += 1\n            \n        # Save Losses\n        Glosses.append(GLoss.item())\n        Dlosses.append(DisLoss.item())\n        ","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-21T03:12:27.825759Z","iopub.execute_input":"2024-12-21T03:12:27.825935Z","execution_failed":"2024-12-21T06:48:10.972Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"plt.figure(figsize=(10,5))\nplt.title(\"Generator and Discriminator Loss\")\nplt.plot(Glosses,label=\"G\")\nplt.plot(Dlosses,label=\"D\")\nplt.xlabel(\"Iterations\")\nplt.ylabel(\"Loss\")\nplt.legend()\nplt.show()","metadata":{"trusted":true,"execution":{"execution_failed":"2024-12-21T06:48:10.972Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:085fe1fd-863a-4dc3-9d11-10c37b24f725.png)","metadata":{},"attachments":{"085fe1fd-863a-4dc3-9d11-10c37b24f725.png":{"image/png":"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"}}},{"cell_type":"code","source":"if not os.path.exists('../output_images'):\n    os.mkdir('../output_images')\nim_batch_size = 50\nn_images=10000\nfor i_batch in range(0, n_images, im_batch_size):\n    gen_z = torch.randn(im_batch_size, 100, 1, 1, device=device)\n    gen_images = netG(gen_z)\n    images = gen_images.to(\"cpu\").clone().detach()#clone copy a version of the tensor\n    #detach remove the tensor from the computional graph\n    images = images.numpy().transpose(0, 2, 3, 1)\n    for i_image in range(gen_images.size(0)):\n        save_image(gen_images[i_image, :, :, :], os.path.join('../output_images', f'image_{i_batch+i_image:05d}.png'))\n\n\nimport shutil\nshutil.make_archive('images', 'zip', '../output_images')","metadata":{"trusted":true,"execution":{"execution_failed":"2024-12-21T06:48:10.972Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:410fe124-c605-43d0-ba61-3735006661da.png)","metadata":{},"attachments":{"410fe124-c605-43d0-ba61-3735006661da.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAApUAAAEDCAIAAADr5GgzAAAgAElEQVR4Ae29f2xb15n3mT8HWFxz7QIX68A24sI1QWCZDao3Rl8lyLxyBKncgfvDjRdKkZqp0Fx0awSpI68zxjb1WmK0QDO5WcceoHWkpniLScAkU1R/hEY1iZk4SGdSJ6HtxqpaRzbMcoa2SivWmJTx2obuBnraL56ee0lRP0iR1JcIgsNzz3nO83zOj+89516Zd3j8kAAJkAAJkAAJNBuBO5rNYfpLAiRAAiRAAiTgUb85CEiABEiABEig+QhQv5uvz+gxCZAACZAACVC/OQZIgARIgARIoPkIUL+br8/oMQmQAAmQAAlQvzkGSIAESIAESKD5CFC/m6/P6DEJkAAJkAAJUL85BkiABEiABEig+QhQv5uvz+gxCZAACZAACVC/OQZIgARIgARIoPkI1Fu/nYV/9uzZE8i1VCpNTU0VWvczNTVVKpUCY2cmCZAACZDAKidQb/2+44477vjiw3f8V6fa/+75P/7mb/7G30mlUql1hfuvIqOE+3ufOSRAAiRAAiuh3//nm3f8/e+q/e+xNwL1u7V33lrAp6amOExJgARIgARIwCDQrPqtFa7l00af8SsJkAAJkAAJUL+bQP05TEmABEiABEjAILDy+v0/PT3+4m8+fftCaWTs+pZnPzHP1cucny9CdZPJZGdnZzabXUTdBVUZGxvbtm1bOp2uUCuRSMTjcRRIp9M7d+4s55vRZ/xKAiRAAiRAAiuv35v+3/Puu1c7hy69MX790qe3Vly/4/F4IpGAsi4iMa9+J5PJcDg8NjamjcfnPjoHaQ5TEiABEiABEjAIrLx+Q7D/95eyxf8xi69/TtR9/11r/R4bGwuHw8lkEvIsiWw229nZ6c8vFApGn/ErCZAACZAACTSEfv9v/9+F//tXk3/40/949p2ry67fiUTC+stHn58jH1th5PyluIUjbhFXyddGCoVCMplEedm4y/778OHDtm1blmWUN07OtYqXO+HnMCUBEiABEiABg0BD6PcPR//09oXSJ4Wbf398cnn1W59Ua3XU+YlEQkts4P778OHD8jxbhBwH7Mlk0rZt41G37LDltsDYbVfYZBcKhXIH70af8SsJkAAJkAAJNIR+i2ZvefYTz/O++MLFv5LwJZyfG2Kp9Tsej+Ok2lDNQP3Wu2RsoA0tR5kKBo1LqCIJw2Fc5TAlARIgARIgAYPAyuu39cPfi2BvO3rR87z/cqTm+i0yiUNvy7L0HjpQv9PptByGSy05Vzf21pBbQ6S1wXQ6vXXrVmO/joqFQkEXRr7RZ/xKAiRAAiRAAiuv3/9X6sq/ZW+8faFUKN3+7x9d+6vN99//7o4a7L/LbXNFL/0KKjqNM3Nj/419POS2gn4bl1BFEuUc4zAlARIgARIgAYPAyuv3//z//P6/Hbv0345dij5/wRTvhei3iJ/eSct2VvbKsoHGc+5EIoHX1gwRNR6Hy2NpvDEudvBeW6AdQ6T1DUE5hRYfjIpwzOgzfiUBEiABEiCBldfvAM3W/zp61fvvQP2WrbNlWSLA+t9I0W+bQ9cLhYLY0efkhUIBhcPh8J49e6Df+pJlWfr9cxySa/2W8ro5iLS8yh54icOUBEiABEiABAwCraPfWggbOV3uqXmFrbnRZ/xKAiRAAiRAAtTvFdB6/ddraJ7//hpnIwmQAAmQQPUEVkK/1999x8b/Uu1//8v/Gvj7oZC9Jk3gJTjxn//+efVDliVJgARIgAQ8z6u3fv/3hX/+6Z/+yd9V/P1vPxPmkAAJkAAJrB4C9dbv5SJbKpWadOe9ULdLpdJyQaMdEiABEiCBliHQrPrteV6pVGrtXfjU1BTFu2VmGgMhARIggeUl0MT6vbwgaI0ESIAESIAEmogA9buJOouukgAJkAAJkMCfCVC/ORRIgARIgARIoPkIUL+br8/oMQmQAAmQAAlQvzkGSIAESIAESKD5CFC/m6/P6DEJkAAJkAAJUL85BkiABEiABEig+QhQv5uvz+gxCZAACZAACVC/OQZIgARIgARIoPkIUL+br8/oMQmQAAmQAAlQvzkGSIAESIAESKD5CFC/m6/P6DEJkAAJkAAJUL85BkiABEiABEig+QhQv5uvz2rkseM4ruvWyPjyms1kMvbcJ5PJLK9lbS2TybS3t+fzeZ3ZMulUKnX06NGbN282SET5fD4SiTTLCGwQaHRjlRNoVv2W2W7NfdatW/fUU0812k9tag8ty3IcpwGHmtZsna7S1WKxGIvFUqlUleWXq9giXK2y6VQqFYvFisWi53nNpd+ZTGb79u2nT58uF+mlS5e+/OUv/+pXv5ICBw4ceOCBB65evVqufJ3zqd91Bs7mWoBAc+v3wMBALpd76aWXbNvev3//7Oxs43RJPp+PxWKye1spnZuXhhZCnZ63ohRYqbgcx6nRTUPz6ncqlbJtu8KBhBxa1IhblQOmQjHqdwU4vEQCgQRWTL/PnTvX1dVlWVZXV9e5c+cCnauQacz2ffv23XvvvdlsNhaLYafrum4kEsnn867rbtmy5bHHHrMsK5VKOY7T0dGRSCTWrVtn2/aLL74own/p0qVdu3ZZlhUKheLx+OXLlz3Pm56efuKJJ0KhkGVZ3/nOd27cuDEzM/P000+H5j779+8vlUqnT5++6667fv7zn2uHtX57nufOfTzPw74cq63ruj09PbFYzLIskXykZSMoe0HbtuW8Qc4YtdJ4ngdJcxxHF5OmJQdkPM8T6ZV8oeQ4Tn9/vzQN38pV14GI28Vi0R+abGGHhobmdcl1XSmDpvP5fHt7e39/v2VZOFbVbsdisffee6+9vb2vr096VjjooLCNljJiXNpCQ+g1+CDWDOdBzx8mLHied/ny5Xg8LgPm0KFDnufNzMwMDg5K923btu3dd99Fhz7zzDNtbW2WZfX19Z06dUrSjz766PT0tLSyb9++b37zm5ZltbW1nTlzxvM8rdNSxnXdVColUUtfXLt27Uc/+tGGDRssy9q8efPo6KiItybjOI6cNNy+ffull17avHmzZVlbt259/fXXZTrINNm7d28oFLrzzjtHR0d1mDI1ent7pdb+/fuFp7gUj8fvvvvuWCw2OTn55JNPrlu3TocQOAER71e/+lXLsu6///5sNmu0yK8kQAKawIrpt4i3LChdXV3ap2rSWLmk8KFDhyrrt2VZ//AP/3D79m1Z4tesWfPMM89ks9mBgQHbtt9///3Jyclt27Z1d3ePj4+fOnUqGo3u2rVrZmbGdd3Nmze///77f/zjH1944YXr16/v378/Go2emftEIpHBwcF59VukKJPJ6A0rjmdd15W1T67qtOiWBCs7J1iATZFSEX7XdUVmUMyQeYOt3nM7jgNJc+Y+ohY4T9aFxQ5awQ2BOInQRDbEpUwmE4lEMpmM36VUKiX3EJDb/NwnEolANbXnuFkR+1B313XhLVrRZUShpbwuDOOoBYk1nNchI0xUn56e3rFjRzQaPXny5Pj4+LFjx2ZnZ/fv379hw4bjx49ns9ne3t677rprbGxMvOru7v74448PHjxoWdY999xz6tSpY8eOhUKh1157TTp98+bNx48fHx8f7+7u7ujomJ6eDtTvGzduvPzyy7Ztv/nmm1evXi0Wiz//+c8vXLjwxz/+saur6957783n82+99ZZt2y+//PLk5OTt27eh30NDQ2vXrh0eHs7lcgMDA2vXrj1x4oRMk1AoNDw8PD4+3tHR8cADD3z66aeIVMcl7mn9vueeeyYmJjzPu3r16s9+9rNcLvfxxx9Ho9FvfOMbN27c+Gwg+SegxLthw4a33377jTfesG173759aI4JEiABP4EV029sFyTh96xyjsx213VnZ2dPnz4diUT6+vquX79eYf998eJFsek4TldX1/Xr1z3Py+Vy4XDYdd3R0dHPfe5zv/71r6XM8PDwpk2bxsfHBwcHN2zYMDo6Ktp/5cqVaDQKwXAcZ8eOHYGP3sVDveMx5LBYLPb09GQyGYiubHahWMhHQnyTIwS955YcrejY8fs1RoPVkqzTImOTk5P68TbahQUtZlr5EJpuHYV1piH8Ylnk2QgHjerAtSmjfKAPurxOw7iOQheA87oAmkD1EydO2Lb9zjvvIEcGjGzEPc8bHx/ftGnT8PCw6PfIyAhuFGRQYUDK+Hn22WfF1MjIiAhkoH4b+3K0LsNA7o2kRZyfi37/6U9/2rFjxyOPPHLr1i3P8wqFwr333ivCqaeJ67rhcDiXy8GyERfcE7cRL8pLr8ndlbZsxCsVhXZvb29DPRHTsTBNAo1AYMX0e1n237gJ2LFjx+XLl2Xaa/3D+Tm2d3odwSGwHG7rFQqr5PT0tBwS+s8hpXVs+IzuxPm5eCWrsz7nlOqpVErLc2AaZ+/SRCaT6enpKRaLIqhQEX3HIMYFhTSqCcBVrdk6LU2IfgMyzslRHaom+qFL6iNovMKNfbN2Cf7DrMRr6DGuVtBvvHAghaU5LcPl0jCu5VkXRqOBPYjqR44c0aMI2iw6rcebVlOdlk50XRcJMY4BiYS2Zuj37du3f/nLX3Z0dMipeAX9npiYiEQiuEvQMwgbdLkJwNmM+HP27Nn169cjLnhluD0zM3Ps2LH29vaNGzdi/GjLKI8EbunKzSzQZoIEVjmBFdPvZXn+PTAwkM/nr127Jr0oqw9u2/ft21dOv7H/vnjx4pYtW44cOeLff2/ZsgVb9qtXr+7evfuzA8Df/va3kUjkJz/5ybzjBvqtz4T9W1hZHPU9hz+tRV1WaikjTaRSKZFz3aLfPa1MuKo1W6eh33JCgPJGwtBveI5igRKIq+KSscuHUi5Cv9vb2/ECF24LtA/l0oZLge+fy91AYA/q6mvXrsUpjud5xj5V9t/JZFJrtk5DxiQBZU0mk+vXrz979qwo5YcffojdPG4NIbGvvfba+vXr33jjjWKxiLdAdCu4iw3cf8smWKssHvEgUtk3a/f0+TkOqAYHByORyG9+8xs5NvfvvzEBETj1G5CZIIHKBFZMvyu7Ne9VPdtReHZ29rvf/a48Qjt+/PjmzZvL6bc82NPPI/3Pv7///e/funXrRz/60UcffTQ1NbV3795oNPrv//7ve/bsiUQi//Iv/5LP5//5n//53/7t3+Z9/g2RFrdxhimea3kOTOuVV0umrMJad/HcGkyQ0NKFTKMull1s8QMfEqO6diYwNKNR7L/FAq5CY/S9zkL1G5ok6ov7FbSijRtpRIRa/gLifGCYqJ7L5dra2u67775MJnP27Nkf//jH+jmxjLe2trZcLqf7VKcxsCURjUZPzX3wQoYU/t73vnfhwgV5V1F67cSJE6FQ6Kc//WmxWDxy5Iht2ydOnJAn0zIL5NbhBz/4gdzvQp6N598bN26UP0JDARm9uDmQYG/cuPHwww9/4QtfePfdd+V9kUD93rNnTzQaPX36tJSBfvsnIAI39FsPUXBmggRIwPO8ltJvz/M++eSTL33pS5Zlff3rX3/qqafK6XdHR4e8ji6n4jIUzp8/393dLe+fy4vlnuc999xz8vbs3Xff/dZbb3meNzU11dvbKy8Yb9u27eOPP65Gv7E8yforR82ynAVqNiRffNO1tPzj3FKKiaCKcVlPcd5rrL/arFDSCyX0W0QRB+O6abEg9iUQ7SRy9D+Bgi2s9lDs4N1vcUYOh/V+WorJ/3EfoLUZlzRbQ4Z1eZ2GcQBMpVJGAd0o/hZAwkR1z/POnz+/fft2y7Js2z569KjneaVS6amnnpJRtH379vPnz4tXtm0LT+EmaYwTSTz++OP333+/ZVnd3d3y+PnWrVvPPfdcKBSybfv555/Hv3kyPT390EMPWZa1Y8cOjOQHH3xw7969gvTmzZvyEn40Gr1y5Qrk+ebNmy+88IK8rN7W1iavxxs3Q/79t7w7IvPlS1/60rPPPhuo32fOnMFL9Q899JDgkvfPjQmIwKnfejgxTQIVCDSrflcIad5LWLnmLckCJLBSBLSerZQP1bf7k5/8RN73rKYKJ2A1lFiGBOYlQP2eFxELkMAKEGh8/R4cHBwZGcnn8yMjI5FI5Nvf/ra8xD4vLOr3vIhYgASqIUD9roYSy5BAvQk0vn4fPXpUTt3XrVv3xBNPTE1NVcmI+l0lKBYjgcoEVqN+VybCqyRAAiRAAiTQ+ASo343fR/SQBEiABEiABEwC1G+TCL+TAAmQAAmQQOMToH43fh/RQxIgARIgARIwCVC/TSL8TgIkQAIkQAKNT4D63fh9RA9JgARIgARIwCRA/TaJ8DsJkAAJkAAJND4B6nfj9xE9JAESIAESIAGTAPXbJMLvJEACJEACJND4BKjfjd9H9JAESIAESIAETALUb5MIv5MACZAACZBA4xOgfjd+H9FDEiABEiABEjAJUL9NIvxOAiRAAiRAAo1PgPrd+H1ED0mABEiABEjAJED9NonwOwmQAAmQAAk0PgHqd+P3ET0kARIgARIgAZMA9dskwu8kQAIkQAIk0PgEqN+N30f0kARIgARIgARMAtRvkwi/kwAJkAAJkEDjE6B+N34f0UMSIAESIAESMAlQv00i/E4CJEACJEACjU+A+t34fUQPSYAESIAESMAkQP02ifA7CZAACZAACTQ+Aep34/cRPSQBEiABEiABkwD12ySy0O+lUmlqaqrQop+pqalSqbRQJixPAiRAAiRQawLU7yURLpVKLSrcfxUWJXxJo4SVSYAESKAGBBpavx3HsSwrFosVi8UaxL4MJlt4560FfGpqahlg0QQJkAAJkMDyEaiffosYRyKRfD4v/mcyGdu2LctyHAcRac3WaRRYUCKfz0ciEcuyXNdFRbSbSqWQubiEFrnWTnueJ91hzX10Py4OHWuRAAmQAAkshUD99Nt1XcuybNvOZDLiseRYlgUxMOSW+t049wToGtFv3WtLGX+sSwIkQAIksDgC9dNv7HplK1wsFmOxmIgBRB1lZGfcevqdTCY7Ozuz2WythXlsbGzbtm3pdLpCQ4lEIh6Po0A6nd65c2c53/L5/MDAgAyyVCpl3IotbvCxFgmQAAmQwKIJ1E+/sYGT03L5atu2Pt8WYcB2HPp98uRJOWkXpTdMeZ6HHONIHPkVzs/1nYR+3I66FbQK4ldlokr9jsfjiUSiSpuBxebV72QyGQ6Hx8bGdPX43EfnIK1HmHRTI7+XoL1lmgRIgARakkD99BsPUGXdFw1wHEdO0UXUdRrlcWArCaku0g6lN4QfXQUNLqffhnhDv3ESgNZxSADjnudB3qpMNIh+j42NhcPhZDJpuJ3NZjs7O/35hUIBUUsfgTzymSABEiABEqgngbrqt1ZZEWDXdZH5ySefyIk6tFbKWJalj9NFOaCv+pJ+D04gzqvfgQVw64AtJrw1+sbQv3JfE4kE7gP0+TnysRVGDsrjiFvEVfK1kUKhkEwmUV427rL/Pnz4sJxbGOWNk3Ptdrk7DAlcxBtYDBr8SgIkQAIkUDcCddVviO6rr74ai8X0Ybht26lUKhKJ6G2uqCbUQsRDCmDf7DiOaLCuCHyB8gw3tPaL/klbMA5RlIT//kArX7m0PqnW6qjzE4mEltjA8/PDhw/L82wRchywJ5NJ27aNR92yw5bbAmO3XWGTXSgUyh28C1LpAtxggTMTJEACJEACdSZQV/2GLvb09MiTb/lbMtFpyYRa+zfBWr89z5ONeywWe/XVV3HubeBDi1p6paLWe7EsIm3b9ptvvilP5Q391r5JQ+U0G/mGWGr9jsfjOKk2VDNQv2GzUChgA21oOcpUMGhcQhVJGA7jqgGWX0mABEiABFaWQF31G5JsbGe1fGqhrbD/xjtrxhtwfppiBGoNRfeLMfblv/jFL+Qk31/GsA95K5cw5BD6Lfn6/kDvoQP1O51Oy2G41JJzdWNvDTcMkdYG0+n01q1bjf06KhYKBV0Y+RI47pka9l/UMTqIX0mABEigVQnUW79FAESB8K44hBOPugV3Zf3WdwOQZ38/aeNaL6V1HLDjkjxf137KpcA3tiBv5RKV9Rv7b6O6X0FFp3Fmbuy//XYq6LdxyWjacBhXdY9UoO3nzxwSIAESIIFaEKi3fkMvtQYEZkKesQk2zs89z4M26127HxP23KLEgU37RRrG/ZfQBORNEiJ+eict21nZK8sGGs+5E4kEXlsz7BiPw+WxNN4YFzt4ry3QjiHS+oagnEKLD0ZFOCYhc/+NrmeCBEiABFaWQL31e3mjhcRiK7+89ue1BnmTRKB+y9bZsiwRYP1vpOi3zaHrhUJB7Mh9g9ZpyQmHw3v27EG+PA6XS5Zl6ffPcUiu9VvK6+Z0FDjh15n678fmZcICJEACJEACdSDQ3PotB+yBJ9t1YLeIv/82RHGlvpZ7al5ha14fnmyFBEiABEigSgJNqd/GefhKbb6bV7/lT8b9p/dV/vtrVY4tFiMBEiABEqgdgabX7xUUb8/zmvr3Q/ESnBwDVPj3z/n7obWbgbRMAiRAAosj0JT6vbhQa1GrVCqt1Bl4PdstlUq1oEebJEACJEACiyZA/V40uj9XLJVKTb0Lr3wfMDU1RfFe6hBhfRIgARKoAQHqdw2g0iQJkAAJkAAJ1JgA9bvGgGmeBEiABEiABGpAgPpdA6g0SQIkQAIkQAI1JkD9rjFgmicBEiABEiCBGhCgftcAKk2SAAmQAAmQQI0JUL9rDJjmSYAESIAESKAGBKjfNYBKkyRAAiRAAiRQYwLU7xoDpnkSIAESIAESqAEB6ncNoNIkCZAACZAACdSYAPW7xoBpngRIgARIgARqQID6XQOoNEkCJEACJEACNSZA/a4xYJonARIgARIggRoQaGL9boEfDuGvg9RgSNMkCZAACawKAs2q3630w538ga9VMdUYJAmQAAksK4Fm1e9W+snOqampBfWp67qxWKxYLAbWyufz7e3tmUwm8Ko/03Ec13X9+UvPqZ3lpfu2IAu5XK67u9uyrBqBWpAzy1t4ZmbmueeeS6fTy2LWcZwKI3NZmsjn85FIpHk7Ip/Px2KxfD6fyWQikUj183RZ6NXHiOu6juMsqK1isdjT09OSNBbEYaGFm1W/K/9qddNdXWi3VShfTr9TqVTg2lo7la2d5QrhV3Mpk8ls37799OnT1RT2PG/Pnj3RaPT06dM3btyossoKFps3ukuXLn35y1/+1a9+5Xne1atX77vvvqeffnpZHG4c/XbmPssS1PIagX4vzmx95lS5taJKn5ei36lUKhKJ5PP5Ktta5cWo36bWJxIJ27bT6bR5oZbfl3EUUr/nhZlKpWzbrv5mvw6yNK/P1ReYN7pMJmPbdiqVqt5mlSXrAKqa/Xcmk+np6Sl3QFVlLDUqRv0OBKv33+7cJ7AYMw0CK6bf586d6+rqsiyrq6vr3Llzhlvzfq2lmK6AbR2v67o9PT2xWMyyLDlqQ1qWJH1767quNffp7++XAyjR76GhIdu2xUKxWEQxy7KMhdtxnP7+fmkCqiarpFiWs0p94481CMVQUQcSaNnzPNEPy7L0jTY8xMmbrq5LShPS9L59+775zW9altXW1nbmzBnP88bHx7dv3y6e9/b2Tk9Pe57nOE57e/vOnTvXr19/9OhRuQo48Pn27dsvvfTS5s2bLcvaunXr66+/fv36dSEjVTS6YrH45JNPrlu3TrcOU57nXb58OR6Ph0Ihy7IOHTrked6lS5d27dplWVYoFIrH45cvXwaNZ555pq2tzbKsvr6+U6dOSfrRRx+dnp4uF6nWaSnjum4qldLRTU5OGk4CvvA/c+YMjqP94c/OzorlvXv3yhOEBx98MJfLVeDsP+M5c+aMhPP1r3/9K1/5ihQQN5544ok777zTcZxyvdbR0ZFIJNatW2fb9osvvgh/9u3b99WvftWyrPvvvz+bzWrs0t04YEe8/iEkJQXX0NCQzDXDlPEV1mKxWH9/P6ZGX19fJBKR0BzHEZsaBTLRUCaTaW9vl42mQLYsC/NIrg4NDYkp13WLxSKGosQCZ/yh4RLmuxjs6+tDDlwCKwkWM1FKGhVxVTcK/6UKFihxQ+yjDGL0PA/WsHzJjAAZgz+/GgRWTL9FvGV0dnV1GW7N+1Vr7NjYWDgcFlPYOicSCclJJBKFQiGZTO7Zs0eKxeNxXV2npVY4HB4bGysUCul0eufOneFweOfOnZ1zn2w2m0wmjbaqcUB8kIqdnZ3ZbFa3q+N1XVeGuMxYnZaZgOmhj7lQS+aJrB2SFtXRhXVzjuNgRuHUMTX3kbkkT+l09VQq5TiOuCfG9WIE49oyjsX08QBsIqEXX10djsG4hLZ58+bjx4+Pj493d3d3dHRMT09nMpmRkZGpqalXXnllzZo1w8PDYjMUCr3++uuzs7M3btx4+eWXbdt+8803r169Ojs7C5tDQ0Nr164dHh7O5XIDAwNr16596623rl69+q1vfWv79u0TExP6/Pzq1as/+9nPcrncxx9/HI1Gv/GNb+ir09PTO3bsiEajJ0+eHB8fP3bs2OTk5LZt27q7u8fHx0+dOhWNRnft2jUzMyNrXHd398cff3zw4EHLsu65555Tp04dO3YsFAq99tpr5SIN1G8jukKhYDj5n//5n2+99ZZt2y+//PLk5GQul4N++8M/ceKEtB6NRk+dOvXGG2/Yti33IuU4a9HyPE9Hffz48Q0bNkgBifrv/u7v5OWPctbWrFnzzDPPZLPZgYEB27bff/998WfDhg1vv/22+LNv3z70oOd5eoDptB5jUh7zSEaIFiRtEGltTSuT4ziom8/nBwYGPM+T2WFMWN0QpkzgPBL7ci+rn5TjNlo7Aw+RGBoakuMlzDvtsAinGNeto7pmpSsWi8X+/n7ZRWBKSo9gHTh58qSA1fm6FQSuW8HyJej4LBx9UTmxYvotSob/V/bSf1WLXzweTyaThUIhMfcR3d2zZ0+hUMhmszt37kyn08lkUqR9bGyss7NT5FkbQVoXSKfTW7duTSaT4Tu57nEAACAASURBVHD48OHDRsVkMim3AtU4oM2iLSR0gHpZCUxLpp4SetAbExsTXs8W3RwKeJ7nL4NzLey5ZQ0SgcdijWLlLMNbHZHYnJiYiMVi2NrKzYG0gp2B3zFZHZ599llpcWRkBHchkiMFxILjOA888MCnn34ql7TyweFSqbRjx45HHnnk1q1bnucVCoV7771XtGHeY2F/gRMnTti2/c4778D+6Ojo5z73uV//+teSMzw8vGnTpvHxcVkfR0ZGsBcXn3O5XDgcdl23XKQ6Ch2szkfrwlNrpwBHxXLh69alE3t7e/VNDyzoJtCujnp2dra3t1f7kEwmUVIShrWurq7r1697nmfQkHuIcv5gJ+0fbHiwakwTPbwNl/BVWxMJxOjCQEVhFCjXUKCMYR7hKm4FpL8wWzGhdIv+NOLSBg2X/OfVerrpito+5ikSuIoTRGDRBiXG9957T896BC5GHMfBggCzTPgJrJh+L+P+2y+f2HzLkZTot2gtFB3aaSS00Mr++4MPPojH4x988IHot95tl9NvvwOFQiEej+N4wGhUd4xeJgLTkmmMeHwtNzn1FNLNYUUQ/ZAHh7I64JhB7uVlUmX+8nBRH9VKSWPKactQfZyYwbjMZNzJ4VhbV0ej8Fwv9HLnIfqdy+WefPLJaDQqJ9tYYXGroQvDmuzbIpEIbgiEgOxR/PLsed7MzMyxY8fa29s3btwIn2HwyJEj4XBYjpol03VdnQOVFf0WdDqNAJEQO6iIBJyXYHV+oJMVWvGHr1sXJkKyGs6e5xkcQFL7IPJcudfgBhIQNt2zxumrf7DhpQcIm1A1vqIfdcLQOXzVA1WfCcsfLBiW8RW6GDiPcFUcgJ7ptgQFzsO1q7iEp1TaoL4q8w4PrcSIXit0RZk7mKpSCxzggGDX/eKP8Re/+IXeZGP5MuKFTSYCCayYfi/j82+IJc6lsRGHTGKvvHT9jsfjOJMX/a7GAfEkm812dnbifB7u6b4J1Gx95AX91jewkG0kxCZml56Tujm9IohMTk5OwrKeV3KjrQ0a016bNTbQsIPqKIxLyJGE3zH9RpKsQdCbZDK5fv36f/3Xf+3o6Ni9e3du7oOTYciGWNYKh0YDN6CyzzOqS5XBwcFIJPKb3/zmxo0b/gKpVGrt2rXYbXuep3einucNDw9v2bLl4sWLWsl0WgL0778l0rNnz0oUH374oTyN3rRpk1+/A50MbKVc+HBD62U+n6+Gs+d5ci4iTt66deuRRx6RZV37MD09Xc4a9t8XL17csmXLkSNHAv0xBobef2MLiI6WhDFNDJUyCstXPTH18NYDVZeRoV6uIbTo378adyG499WNwkPDvv8JgtBAc1IAiGBHJ/RaoSvqfLitQ9agcMAuqm+sFcb5gREF7le0V0z7CayYfvtdWVAOlC+bzcbjceM8PJlMQsul5PLqtxzXx+c+VTqgHZYjfeQUCgUdu54PgWlk6j8ExwMkYyZAL/Xc083p1Uf0e2JiAn9Brp+9ydYBd82ykhp7bsMyngvCVW0QhXEVOcZSJY4Zy3QkEpHnsnicfOnSpWg0+thjj+VyueHh4VAoFLj/PnHiRCgU+ulPf6oNep5nPADeuHGj/I2ZX571H5VJ63q3IRvKtra2++67L5PJnD179sc//rF+EixVvv/979+6dUsrmU5DqCRhRIoH59/73vcuXLgg7yJJsDo6/OWbdnJ8fHzTpk0/+MEPrl27hlbKha8LYP998eLFajh7nveHP/zh85///K5duy5cuCA94tfvK1eulLMWCoWGh4ez2Wxvb+9dd901NjYW6I/uRz3+AwcbBrwWGDzDLjdNRFPxF9vSUxhduEuAcWGFAlAvNARdlIiMeYSrMiOgZ7CPmWIIoaH9+vm3filMxw5TSGgI2hOsPDI9JSg9aD/720U8/xbHpExgjHrWY/nSjwJ10/CNCU2g6fVbHnvjSAeyHY/HJVM2u1XqN2pZlhWPxwPPz5N/eX/twIED8pQd+2/Lsso5oE/dZfu+dP2WWSRh4gVOvX7hIRw2T/7TNr0iQCZx3tXe3h6LxXDqaCiZTF1xwBAw8U3ey8Uhnow8GLcsS69r6ERZywIdw9iVFeHxxx+///77Lcvq7u7O5XKzs7Mvvviibdvr1q07ePCgPD8WT7R709PTDz30kGVZO3bs0P/43c2bN1944YUNGzbIK+XvvvuuNGdELZl4rfrRRx996KGHtH0pcP78eXkT3rbto0ePep53/vx5eYs7FArt379fmjaWP/xlF4QqMFLP827duvXcc8+FQiHbtp9//nkcNujo3n//fbzKDidv3rwp7yF/9trdb3/7W1QMDB9uYAjFYrHr169Xw1k4jI6Oyiv9e/bsefjhh/36XaHXOjo6HnvsMcuyNm/ePDo6ajwpwP2E1m/pbsihf7BhXEl1GXV4LRzSBcmUKOT/sGa8fw79Flzy2K6np0fyAxvS4uSfR/qqjkhKRiIR+cMBcR6tw1U8OIjNfeSfi9H6rV0yXhxBR+v3z+W9AV1L3wHAfzEFmRcauseNtQLvwGP50vcfBgRExwQINL1+68fVOq3VsaZp3ahOL6hR9MeiE3iutmgLzVVR60pzeb5Qb1sm0pmZma997WvGi/oVaATeNlUoj0u4DUXOvAmjSrFYdBwHL7sFVg8U+MCSzFwQARwZLqjW6izc9Pot74Vh6+bf2gbqqN4NS13/M+nAioGZetdepQOGnaUPPn07vHRrjW+hZVRtXtRNHemVK1f6+vrOnj2bzWYHBwfXrl372muvzRuyFFi0fsuGFUc78zYn20q9i81kMn19fRUq4ly6QhleWgQBgl0QtGbV79X875+jg3FK5n//GWVaNdHUqragTmnqSK9du7Z79275R2y2bt360ksv3b59u8rwl6Lf1TSBw1v9HKdCRZwS639opUJ5XiKBWhNoVv3m74/VemTQPgmQAAmQQCMTaFb99jyPv//dyAOLvpEACZAACdSUQBPrd0250DgJkAAJkAAJNDIB6ncj9w59IwESIAESIIFgAtTvYC7MJQESIAESIIFGJkD9buTeoW8kQAIkQAIkEEyA+h3MhbkkQAIkQAIk0MgEqN+N3Dv0jQRIgARIgASCCVC/g7kwlwRIgARIgAQamQD1u5F7h76RAAmQAAmQQDAB6ncwF+aSAAmQAAmQQCMToH43cu/QNxIgARIgARIIJkD9DubCXBIgARIgARJoZALU70buHfpGAiRAAiRAAsEEmli/m+73S6ampkqlUnA/MJcESIAESIAEFkKgWfW7eX8/lBK+kPHJsiRAAiRAAsEEmlW/p6amCs35mZqaCu6KBs51HMd1Xe2g67qxWKxYLOrMhk3n8/lIJJJKpRrKQz9Vz/OaC6zm6TiOZVmO43iep9O6TDVpZ+5TTUkpE4ix+uoLKrlQ3wzj83buvAUMg0v56jjOQqfw9PR0b28venkprbPushBoVv1uTu3+s9cVeq5YLMZisWVXmiWucUusXiHe2l2qEcklOqxJ6vSCzGYymfb29nw+v6BaNS2sXdLpahpdYk9VibHKYtU4vPQyiw55GaNYhH4fOXLEtu0TJ04YN+5Hjx595JFHjMylU6KFeQm0uH6PjY11dnaOjY0F6n06nd65c2c2mw28Wi4zHo8nk0n/VaOtcsUKhUKFXln0xK5gU/ZDxga6cnnj6jKuGobl2n2tEcklOqxJ6vSCzC5UIBdkfHGFM5lMT0+PrOA6XY21JfZUlRirLFaNw0svs+iQlzGKRei367qRSMR/47gIU0tnSAue562Yfp87d66rq8uyrK6urnPnzi20M/zyGZhjaKpRZnn12xDsbDa7c+fOdDptNGrodyaTsW3bsqxIJHLmzJlIJGLNfeRoSw5+JUdOJuWIVc7xJB+bddd1jZKe58lKIfky9xzH6evri0Qi0oQcdVqWpQ/TYAplRP5TqZRlWalUynVd8Ue0ZGhoSJrAXQI8j0QiQ0NDcB4djQL6OE7MwiWEhsK2bWcyGc/zpN2+vj74o2NEeYlrYmKivb1dKupL8Eq3iyZwDmxZFuKC/+g4fdVxnP7+/lgsJh2qV7rAjkBhNAqw5VqXLtC0ERGMlOsUdCsCB2qsywZYxKsThh3t0sDAgPgm/RIYhUbR399vjHmRqFQqpQek4zgyGIymcW/qL48u081hCmBopVIpoeG6bk9PTywWk5nY3t4+NDQkc1PjErPlOhru9ff39/T0yJADOulc9Jcx6TC1Mbz1tPJHodmi+9CWGBH/0Rf6KkT39u3bP/nJT6Tk7t27L1++7Hne+Pj49u3bpSt7e3unp6cxVPSA1z5IfqA1x3E6Ojr27t0bCoXuvPPO0dFRz/Omp6efeOKJUChkWdZ3vvOdGzduzMzMDA4Oiifbtm179913Pc8TXPF4/O6779ZDQseyatMrpt8i3jI+urq6FtoBflE0chKJhBgPh8Oy/0ZOIpEoFArxeBwLzWerrWypUQa1dEkpE4/HDxw4IIMMG/FkMhmPxw0fAjO1fufzeeiKEJBZKouLpLEM4dZb1ggpk8lkIpFIJpMx1i+DJ+rKfMNsz+fzAwMDkHlpSz+EGxoaKhaLUh1tGQuNbduywKGAjkKmH1ZAHWaVoWlroi75fF7kUywUi8X+/n7Z/OEJpa4FztUgRfhaSg2eEpTuJkk7jgMRhSe6rtER/sJoFAldXdKAgI7DYJBzdYFjdIp/hCBSz/NwVYP1N61LQjtFKgL334gC3aG7IJ/Pv/rqq7gkzQkidJms4LFYLJ/Pw0nddIXy2n+DvBCTcASU67roDulfUQvd1zAS2NHaPW0Nbvhp4JIkUCCwB3XUxqsSumnYHBoakhuIVCqFKY+r0O+hoaGNGzeOjo5ms9mOjo5vf/vbt27dymQyIyMjU1NTr7zyypo1a4aHh69duzYwMLB169azZ8/qo/Jr165961vf2r59+8TERLFYDLTmOE4oFBoeHh4fH+/o6HjggQc+/fRT13U3b978/vvv//GPf3zhhReuX7++f//+DRs2HD9+PJvN9vb23nXXXWNjY8L/nnvumZiYgPNMCIEV02+tnZZlLbQ/DKU0viaTyc7Ozmw2i/13Op3es2dPoVDQ2+IK++/E3KdQKCQSCUOY4/G4GNfybGy+xR/dlvYQwRorl7EcG3MSx5KY5GJH1hS9psM+Elh3jCUABWQ5cF23WCz69w3YsmPVgw+6XYRjeI4tDpozClQOTReGe7pdmNXLMZwRAZD7JG1Kqw7CwdbHUAvdhL59kXwEqDkbbUlJXUCnURieIMdoWntoqGkgHHAwiGmBlIEn/W4UM1qHNSNw9KCmajThzn10STFi2AQW7LkFr1HMz9wob3gOszIFMJJhB+T1gBEjqOtPoAsmJyf1myvoC+0GmjBiQRkU0L2gC8MBg21gczCbz+flBgg5AiEWi/3pT3/asWPHd7/73dnZWRnY0Wj0ypUrKCnyiTt7/30ATBWLxVKpFGjNcZyurq7r169LE+FwOJfLDQ4ObtiwYXR09Pbt257nXblyJRqNHjp0SJoeHx/ftGnT8PCwOIB8OMbESp6f13T/nUgkZGcM/U78ZTtuWZZt23Ks7dfvdDqNE6dEIhEowJBqVM9ms/F4PPApOwoH6jdOh3DApecqVhYZqZiEmOSSL8uirCP+Y1spg2nv12+c+MnxF1rR00OOzvQeGj7ohQYro+G58VWrbDWh6eNZue1LpVJGu7qM+KlJYrEzPEGwCEfv9mSt8R9ySj4OD7Riac5+oTLgBxbWnkjX+M8Mdew68HJwtLBhhCB2dLQU08ZxCQmhqm++xT0dLNKy8urC0oQeSMY9q0YknQVlKtc0MKJzES/c1mYxSuUqamnyGDBSBlMMbSGB3p+cnNQ3vnBb+4Am9OAMLGD0AiJCu+W6T1vT/P26K/vviYkJPL+QnpKSuVzuySefjEaj69atw4H5vM+/dYvaGvb6MnfknANvs2/evHl0dFSOHEZGRiQEMeW6LhI6NKaFwIrtv2v6/BuqqfVbjs21jkKAsV3u7OzEQfqC9Lvco+49e/b4H4H7Bx/WCz2xjR0YlkWsAmIHc1u+GrVQBnqDJUDmEhZTWaTgiXYST/tgBD4ELjSGDygMm0aByqFhhUX1CntQFNYkEVQ17fpXRr//Rg4a1WwRlHZbF9BpFDYsG30kpjRzNK1b0QUMucJ+Ub8TsKD9t1YpNAr/oWfFYtFPEq3rA1jdU1popXoqlZKT+UBF1OXlQc/p06f9e01dzAACgJo8BowEWKV+6/23YQF2/DeXYKj7ulwPYswY9v1wdIHAjhBNlWODvr4+2X+LM9PT0x0dHbt3787NfSKRSJX7b+lKw5oAx22o8WTh6tWru3fvjkaj586d8++/k8kk9VuPECO9Yvpt+LHQr1qGC4VCMpnEM2x96B2Px+VJNk7UdUWoO/RbZDibzXZ2doreB56fi8Zr+ccdg7Zfbl/uDxZLGBLYmkMyMXX1BPA/2TJmvrSFuv6FTOxLu5LWN8v6+beeSFjsjObkZkJKyhGlpHGXIP5oU9qlwNC0NaDT7cIZMeVfIrGWVWgXHvoXO0P1RaJs25YAdZdpzlrS4LYuoNMorGORWoGt4+/H5oUjTHBcrG99dEejFQ0WbuuEfmqOfPiv9Vt3B0rqLqjw/FvKyzsEmAKBTWuMQg/l0ageY1omxRnpek0eA0YsVKPfxWJRu6dHMtxAE3rM4Kp2zOgF3KPrYAO7D9a0Bf8qIUBEU8XVl19+OZ/Pnzx58pe//KUcZT/22GO5XG54eDgUCgnScvvvffv2feELX8hkMjdv3vRb021JjLL//tGPfvTRRx9NTU3t3bs3Go1evnzZeP7d1taWy+X0gAm8/0PIqzDRmvotAmxZ1oEDB3CyjRfWKryblpg7Zrdt+8CBA6LfMIX7A0i11m/9LBwSjofuyJEExpkMTTlowqIjJ6IytQIL4EVZeRaAV1TEDt7BQSvQGzkZ00sA7Nu23dPTAx/wrqksbaiC12qwEullQiaqSIWUlNPaed8/R7uBocF/CRAHttAwWQ3lqn5rDCT1XhMh41RQr5v6/BxPFvxnj4ZLUEeAMmQMfSFY/B0B/QPYyq1LBwk3oMZRf2Cn4KRdjxB0NLZHuq5/VyeBoBae+8B/I3DdNWhXd4GgQ0/hZUlpKJVKoVa5pg3m8jongCOhycMB/ccRIC9jQL9YWqV+y/iXcVjh/XOEhv6Ck/BB94J/WmFAoiPQfTAloxpTxn8mAfmfmZk5ePCgnJNv3br1xIkTs7OzL774om3b69atO3jwYDgclpFWTr8/+uijrVu3WpZ15MgRv7Vy+v3cc89Jo3ffffdbb73leV6pVHrqqackc/v27efPn/dvY3CjqSNdtekW0W9DIOv/VWQer6MbL8oZ/ixxtGGSL9FO3apj+Zu3xaYLbd6ImrpAPp93HEefdTd4OPo2YmVd9Z/irKw/bL0lCVC/DW1d/FfjNB7bdL/FJY6k5hI5/FFZNVE3V2jVRNTUZeQP/ZsoBJwzr7jP+hxoxZ2hA61KoFn1ezX/++eNL3I4n5TjOxwvzzuLGj+0eUNggRUhICfweIlhRXzAIw//wfiK+MNGW55As+o3f3+s5YcmAyQBEiABEqhAoFn1W152aK5dOH//u8JA5CUSIAESIIEFEWhi/V5QnCxMAiRAAiRAAq1EgPrdSr3JWEiABEiABFYLAer3aulpxkkCJEACJNBKBKjfrdSbjIUESIAESGC1EKB+r5aeZpwkQAIkQAKtRID63Uq9yVhIgARIgARWCwHq92rpacZJAiRAAiTQSgSo363Um4yFBEiABEhgtRCgfq+WnmacJEACJEACrUSA+t1KvclYSIAESIAEVgsB6vdq6WnGSQIkQAIk0EoEqN+t1JuMhQRIgARIYLUQoH6vlp5mnCRAAiRAAq1EgPrdSr3JWEiABEiABFYLAer3aulpxkkCJEACJNBKBKjfrdSbjIUESIAESGC1EKB+r5aeZpwkQAIkQAKtRID63Uq9yVhIgARIgARWCwHq92rpacZJAiRAAiTQSgSo363Um4yFBEiABEhgtRCgfq+WnmacJEACJEACrUSA+t1KvclYSIAESIAEVgsB6vdierpUKk1NTRVa9zM1NVUqlRaDhnVIgARIgATqQoD6vWDMpVKpdYX7ryKjhC94cLACCZAACdSLQEPrt+u6lmXFYrFisegHks/nI5GIZVmu6/qv1i6ntXfeWsCnpqZqh5GWSYAESIAElkKgfvrtOI5lWZFIJJ/Pi8eZTMa2bcuyHMdBDFIsFotNTk7GYjGjCop5nrdS+q0VruXTGjjTJEACJEACjUOgfvotm2nbtjOZjMQvOVqhDUk29t+i97gDMAovI1OxrF3Vxltes3WAOnCmSYAESIAEGodA/fQbu2057i4Wi7K9tiwLSokyqVTKz0jkvA76nUqltFeGJ1reqkmn0+lt27aNjY1VU3gpZbLZbGdnZzKZrGAkmUx2dnZms1kpk06nd+7cia/+ikbs/EoCJEACJNAgBOqn39guy2k59rj6GbYIJxTaf5Zu/eUTi8UmJiZQF1t5/bBc3yIYz9FhWZ6s6zsDufSXdv7qwF/6zC9ylXOq1G9DWSvbDLw6r36n0+mtW7em02ldPT730Tk6LT2iqTbIwKUbJEACJLDKCdRPvz3P06opwuA4jminiLpO6/J4Fg5Z1fqNTEnI/h5beX3Vf2ewevRb1D2RSGh5LhQKFVQ/m83KGQkOSFb5bGH4JEACJNA4BOqq33p7LVruui4yP/nkE1ELvE+u9d7zPL1L1u+viSob+3upC8GGnIvxypbFpXKiZehfua/JZBK3DuFwGOfniURC8pGZTqflPb7K5W3b1ltnbV9UWZT48OHD4XDYsizYFw8r7O8rXBIU3H83zoylJyRAAiQgBOqq3xDRV199NRaLiUDiID2VSkUiEa2alVUWgm08UNfvruPNdpylS05ly0vXb31Src/Pk8kkZDWRSOhH0YEimk6nDx8+LAKsyyeTSUPOsZOWfP9uOx6P+zffYnlsbGzbtm365gA3JZwnJEACJEACjUmgrvoNEe3p6bFtG5tjUVPJ1Fu9yipbQb/xaHyl9FuLpdbveDyO98sM1QzUb+hooVCAHb82SzHjJDyRSMTj8cBL2iyEH47pq405aukVCZAACZBAXfUbj7TloBjiKgfjRiYKQ9HLnZ/799/FYlG0H7cI2Prr83O5irsKFF76/jtQv0VfcUgur7hj1xuo30YV2buPjY2Fw2G/3FbQ73JVINXaYWQWCgWen3ONIAESIIHGJFBv/RY9EA3DH4lBXC3LQqZfv3Vd/f5aoH5rm5BMKLS+Y/Bf1XVRBf2n5a1cWsuhsW/2664YCdTveDyOM/Z57VTQb+OS4XaFq3IbpB9qgAMTJEACJEACK0ig3vqNQ28tCYGZfv1GjvwxGA7JA/Vbv+AmCo3tvuAWZZJ//c3Y2eNdOf1vy6CTDPErFArxePyzklqY8axaNr76mTfShh39yByX8MddIrGom0gkkEZhQ4b1+bk4uYjn39x/o9+ZIAESIIGGIlBv/W6o4BfnDPQSCb9+i5TKCblsrP3vn1uWhb21mKr8avqBAwf0vwODwpZl6ffPcRth6Ld+dQ6eSyJw6y+XFoeItUiABEiABGpNgPq9YMKG+DXLV7ml8G/BjV27Ec6C6bACCZAACZBAXQhQvxeM2VC4Jvpa+Yg+MJAF02EFEiABEiCBuhCgfi8Yc1P/fqhxVF753z/n74cueHCwAgmQAAnUiwD1e8GkS6VS4Fa19TJLpdKC6bACCZAACZBAXQhQvxeDuVQqNfUufN5bjampKYr3YkYG65AACZBAvQhQv+tFmu2QAAmQAAmQwPIRoH4vH0taIgESIAESIIF6EaB+14s02yEBEiABEiCB5SNA/V4+lrREAiRAAiRAAvUiQP2uF2m2QwIkQAIkQALLR4D6vXwsaYkESIAESIAE6kWA+l0v0myHBEiABEiABJaPAPV7+VjSEgmQAAmQAAnUiwD1u16k2Q4JkAAJkAAJLB8B6vfysaQlEiABEiABEqgXAep3vUizHRIgARIgARJYPgLU7+VjSUskQAIkQAIkUC8C1O96kS7fzgr+Ggp/p6R8t/AKCZAACTQ0Aer3CndPI/waKX9qbIUHAZsnARIggYUTaDX9dl3XcZyFc1ixGo3wO6RTU1MLit+Z+5Srks/n29vbM5lMuQKLznddNxaLFYvFRVuYt+JyNZHJZNrb2/P5PBLzNh1YwHEcy7JkSOt0YOGFZtaupxbqyfKWz2QykUikFiNwcX46juO67uLqVqjlzn0qFGjJS8Visaenp8rObbSRsOw90tz6nclkbNu25j6ysjeCfheLxVgslkqlqumteX+Kuz4FqnG1yjLlVCGVStVUfReEXcdSi+UVso2EbrHKtK6r09VUL0dD55frqWrs17mMdjuw6YXyCTRSo8xaDDDP86jfNeqvJjLbxPrtuq5t27gRS819ml2/s9ls59wnm83WR7mllWUcsuVUgfq9UMiZTKanp0fOG3S6GjvlBE/nl+upauzXuYx2O7Bp6ncgltbLXND+u/XCNyJaMf0+d+5cV1eXZVldXV3nzp0z3Jr3a7npKvotJ42WZWETjBxsAR3H6e/vj8VilmVFIpF8Pi+Nuq4rG/r+/n59UAMLOArz53iel8/nI5GIPhLQOf6z/XqKdIW2NHDHcfr6+iQKx3HgP5zX+wlAGBoaisVi+blPe3v70NCQHI3gXESY6E4RXFJLHHAcR7ossHdwc6Z7We7h4KRlWbqLpVHpMhkzQ0NDyBRVkK8yBtCE7G/kEm4TRfAQGoDocyDxH+MTCQ0tUDhBUvxPpVLSumVZAwMDSIOP5GA06lj6+/uNQSh4DUoTExP+nkJHGPb1CIFvmDhwHjkSeF9fn2VZAlBmFmAa6mzYVgAAD9JJREFU3QGYelspdy0TExNGOJik0hz8sSzLdV0wN+ajbkKeAcE3HZ1BAANbR5RKpcp1OgYYmtODGeHrFo1wZOwFeohGY7FYf38/eh/WdBcbQ0XPC7nkeV4qlRI/UREeoi30KVrRYHX59vZ26XExK8uItAtr0keAjDLoZRjUzQERluV8Pl9u6YDN9957Tz/GQteAG6KORCJDQ0PoMt10I6dXTL9FvGWN6OrqWigjvc7qutLNMjrxLDOfzw8MDHieJ2ucdJ7jOBgoeKCr94h6f4/msA9Ajm5d0ihjtOh5nl7EpbDWVNl8W5YVj8clP5FIxONxy7IOHDhg23YikSgUColEQriFw+GxsbFCoTA2NhYOhyXTtu10Og1T8hXWpAzso3UdheM4MmNlcOs0VgRhqCEYtWTSigWppdmiuQqT0N87aC6wlzV2rIDoAiy4MkX1gzHdKWgilUph2YIeSDj+0IaGhuQcCLVQBQkdPhZNzcE/RPWeW6fhJEKWhHRKPp9/9dVXcQlNSELnlwvHb18bQYye57366qv5fB4TTfRAr9cYJ1i1UVgWdOkO7b9fv4tzHzyTKhaL/f39ciyBmQvOnuchrc3q2Rc4fnSMICC1ZCSIwxKR53mBnW7btj+iwKUGzQWGE+ihvu0znBFrerplMpmTJ0+WW/oM/dajAqbwFoseunJVlwdtwyUsCBB7aVTXRRmdCTJIaAewLFdYOvwzVw82zH3dqKCjfoP5PAkREvx/ntK+y3qS64t64mFgGQVkBupVW8bH5OQk1ghZ92X/racNHjvpIaXta8HQy5mU0auw5EBBkUgmk9DXRCLR2dk5PDwcDocPHz6MfOixKHo8Hk8mkyLt0HjJSafTO3fuzGazSKAhndAhaDKBack0sGA6GfmwEEgMtcQBvf/GQomK6Fwk/Iu1rBGGDzJa9HjQUxceQvX1Ve2YYVZXlGIIB20hgUsiCVhANXlJY2zr0YK04QNCw0m7GPGH4M83TAV2K5yBn+gjyTGM4HgTges+0mldQM8U3SKiLhcO7oS0NaQxcsRVWAscPwjQiAgdB7MoCQKyETQKoHU9TpBpGJGvCCfQQ52JhUjbQXWdiTTA6h5EFe0kJoLUBQGY0lEE9ri+WzKs6U2/blSn0ZCxnBrLcrn9N5YO9AgS2qCOQnulW2/wdAvuv3EPpYed3M/K7YJfv2ViT05O6gNzjEu5NcOtBt4HFpuy29DdrNcaTA8poF2SHC2ikjb0O5FIJJNJ+b/odzqdxlt7gfqNzbf43NnZmZ37dHZ2YstutKv91xMpMC2ZRiz4aix/WDWM2RIIBCuLbte/7OqFDO1q7IFdpuewFlHdllhG1wOLRFEuNN0c9mr64E6ezkh0cBjGJeEfoghcZE8UWrcl/StmMezFmqahG9L5geEE2ocFPxl/OOKPph2Y1pk6QAwYnandlqUW81EC19aQLjf7AscPYjQiwleYlZIalNHpUgDdpwcYMtFcYDiBHmoygfptFJAm/OMKs0yLlhDWxyQg7H/KoB9YSDE535IxL+3qqA3HAEGXMRwAH2PI4Sv6Bc3JPbG2iS5DQhc2hofxFQ40cmLF9Lumz7+FODpYTwaMJKObe3p6jP03VjfYCexIbVwK6LXGEC0MXJgydLRQKFTWb9Fm/25bZhGkeufOnel02m9cTtqlmL4Kf4wbZ00JaUmAj9TFDDHyAdxAIbUMtlhZ0JZexIEaCf0EXWM3zBoeytfAtsSyNqULB4amM9EuaCAhgfT19QUuEzoiENOjBWk0IY7J//1s/SFISZ2vPYceBNpHW7q6ZBpGsLwagWNlRz4SCEGUGOHrrtft6mABU1tDWpfU1jRtf7xGRLCGhIw6HC/Dgi6gpTFwMAOpdhLhBHqoM415KtaMAsbGF2Ax8rWTYgGcURh+6gT81JlG+DpqwzFU12UMB2AZLkkOegfYJR9BaZtwCQldWJM3WKH1Bk+smH4vnQuenYgp//vn6GD0qAyFcvvvYrGIh3PSnf5HsH63jUGgz2fw4AfnOfAEdrSISnpe/RZtFiFPJBLZbDYej8uDcFiLx+OyNUcOEmNjY52dnUZ5+GOsC9phpHUC2z50ByaY2MRC4AdlsJKb+sCbaNl6YhVAopx+SxTwTTwJnMNGvLDsuq7/KVpgaNosng0jEwkJ1nEcfcYD7ECqhyg0W2tPYGiyF5RhtqDn3xAh6HegffgpxUBGnn87joNTKPSyDjwwrR+Xiv/S9bAgKMSyXsTRR9rVwCY0Ft3R2gJWCR0jHqtLLf/2WjenO922bfRCJBKpMJjRnHYG7epMeIgHtzIe0BZMCVJpVJ5/B44rGBc+xjSRKrot2EdC9xcyNRNNG96KY7or4R6MGBUlP3BZ1nYqLB3+YzBpIpVK6SgCUWivGjPdxPotSwkOeXDzjuGIcS99I6dAPT09FfRbulZs4kVHyIzki6jjVAprme5gGU+y9KB1nE3pkpBV4zW0z96Kl2Nz//l5Yu79Ndu2Dxw4gKfd4CB7a/1Gm//UXbbvumntkp5UgWlkyhSSpvGabqDIaYYyjdEizuJk8aqw5GHdQULrN84h9Yqvu8y/vmCls21b+lFb9ndxudBQMjb30f9si9GoXolAAPd5xhAtp98aO24x9TCTuPQg1G0hX94/x19g4k4r0L62oOPFe2SCGkKuAw9MS6a8rqynBlq3bXtoaAjP9eG2nJNJcxA8zNwK75/jNlr3MlYJHSB8sCwLA1tHoRcfo9P9EWG+GPdh0qJuC+GU8xCTpdz75yLhOPHGqLBtG0sfMvHSteGDOIa28MRQI0JD+IsPg4+OGhIuvYYVAGUCHdDN4Q8c9LIMDyssHRX0W3sFFLrRxk83t37XlG/gxF72FrWILi6t99M6vSBrS49Li83SrbWqBWhkqwZYfVzGcl99xTqXrH5gN0tEdQbYLM0149ykfpcdXbgXLltiOS4sSGXLFZa/MZN723LH5uXqSv4SQ5HbZ+xvlmitVavX546wWeg1hdotaGA3RUTNMjzq7Gfl5wV1dqb65qjff8UKB4M4FPqryzX40oz//jkw4FAr8IQNxZjA6S5ODsmkkdVucQO7kSPiePMTwHME41TfX7Jhc6jfK9w1/P2xFe4ANk8CJEACzUmA+r3y/cbf/175PqAHJEACJNBsBKjfzdZj9JcESIAESIAEPI/6zVFAAiRAAiRAAs1HgPrdfH1Gj0mABEiABEiA+s0xQAIkQAIkQALNR4D63Xx9Ro9JgARIgARIgPrNMUACJEACJEACzUeA+t18fUaPSYAESIAESID6zTFAAiRAAiRAAs1HoFn1W/9S3kKpyz+b11z/WPfMzMxzzz2XTqcXGizLkwAJkAAJtCQB6nfjdutnv+C7ffv206dPe5539erV++677+mnn25cd+kZCZAACZBAHQlQv+sIe4FNpVIp/LrzAquyOAmQAAmQQIsTaG79/sd//McHH3zQsqzu7u5cLud53ttvv/3FL37RsqxQKHTw4MGbN296nnf58uV4PB4KhSzLOnToEM7PZ2dnn3/++Y0bN37wwQdyIO+67t/+7d9qg47jtLe379y5c/369ZlM5tKlS7t27RL78Xj88uXL+BF4f91AZ86cOdPW1mZZ1te//vWvfOUrsVisWCyOj49v375dfgant7d3enoaP00vv4Q2MTERiUTkzH9mZmZwcNC2bcuytm3b9u6773qeJ0Ht3bu3u7vbsqwHH3xQgLT4+GV4JEACJLBaCTS3fre1tZ2a+0Sj0YcffvjGjRvHjx9/7733Pv3008HBwTVr1pw4cWJ6enrHjh3RaPTkyZPj4+PHjh2Dfr/xxhtr16594YUXoMHa4Le//e1bt245jhMKhV5//fXZ2dnJyclt27Z1d3ePj4+fOnUqGo3u2rVrZmZGtN9f1++MtnD8+PENGzaIfmcymZGRkampqVdeeWXNmjXDw8M3btx4+eWXbdt+8803r169+h//8R+i37Ozs/v379+wYcPx48ez2Wxvb+9dd901NjYmQUWj0VOnTr3xxhu2bR86dGi1jmrGTQIkQAKtT6C59TuZTEoXPfvss5FIJJ/Po8fwgtuJEyds237nnXdwSaTu8ccfv+eeex5//HHZo0v5kZERw6DjOA888MCnn37qed7o6OjnPve5X//611JmeHh406ZN4+Pj5eqiRTijLczOzvb29op+oyTuLTzP0+fnyL9y5Uo0GoU2j4+Pb9q0aXh4WAo8++yznucVi8VYLNbb2zs7OwvLTJAACZAACbQSgebW71QqJZ3huq7o9+9+97tHH300HA7LaXkqlTpy5Eg4HNaHySJ1a9as2bRp0+9//3uxAIk1DDqOA4l1XVebgr6WqzuvMzCey+WefPLJaDS6bt06y7LknBz2cTzuuq5xrwBdRwL6DbdbabwyFhIgARIgASHQ3PqN7fKhQ4ei0eiHH34YDocPHjw4OTn50Ucf2badmvusXbsWm2Zo4Q9/+MMdc5/p6WmcnxsGr1y5AokN3H9v2bLl4sWLhqZWcGZkZMS27Q8//NDzvFu3bj3yyCOxWCyfz3d0dOzevTs398Fz7kD9Dtx/J5NJ6jenNAmQAAmsKgLNrd/yKFoeJO/fv//MmTPr168fHBzM5XIDAwOfvd6VSqVyuVxbW9t9992XyWTOnj374x//GFL3wQcfbNiwQY7QRYMNg7Ozs1q/9dNref79/e9//9atW4F1A535wx/+8PnPf37Xrl0XLlwYHh4OhUKxWOzixYvRaPSxxx7L5XKSKfvvEydOhEKhn/70p8ViET77n3+3tbXlcjkU0PvvycnJWCyGU4pVNbIZLAmQAAm0NoHm1u9Dhw5t3brVsix5Z/uzJ9kHDx4MhUJ33nmnvKEt0nX+/Hl5u9u27aNHj2qp++Uvf7l27drnn39e9uuGQc/ztH57nnf+/Hl5wTsUCu3fv79UKmHvbtQt58zo6OjmzZsty9qzZ8/DDz8ci8WuX7/+4osv2ra9bt26gwcPhsNh0e/p6emHHnrIsqwdO3ZcuHAB+/JSqfTUU0/JSfv27dvPnz+PQwWpKM+/Y7EY9bu1Zy+jIwESWM0EmlW/l73PZA+9uK3q4urOzMx87Wtf+8Y3vnHjxo1lD4cGSYAESIAEWpsA9fvP/bs4DZbK1de9cuVKX1/f2bNns9ns4ODg2rVrX3vttdYeYYyOBEiABEigFgSo33+mWr0G+7uh+rrXrl3bvXu3vBu/devWl1566fbt236DzCEBEiABEiCBygSo35X58CoJkAAJkAAJNCIB6ncj9gp9IgESIAESIIHKBKjflfnwKgmQAAmQAAk0IgHqdyP2Cn0iARIgARIggcoEqN+V+fAqCZAACZAACTQiAep3I/YKfSIBEiABEiCBygSo35X58CoJkAAJkAAJNCKB/x+lZExq7If8kgAAAABJRU5ErkJggg=="}}},{"cell_type":"code","source":"for i in range(10):\n    plt.imshow(images[i])\n    plt.show()\n","metadata":{"trusted":true,"execution":{"execution_failed":"2024-12-21T06:48:10.972Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"![image.png](attachment:778b7a74-92c8-4a29-902f-a75bac856e5c.png)","metadata":{},"attachments":{"778b7a74-92c8-4a29-902f-a75bac856e5c.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:733669aa-2434-4e21-b407-7cdc61cb6ba4.png)","metadata":{},"attachments":{"733669aa-2434-4e21-b407-7cdc61cb6ba4.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"![image.png](attachment:d77b5658-90df-48e8-8d80-665cfb71169d.png)","metadata":{},"attachments":{"d77b5658-90df-48e8-8d80-665cfb71169d.png":{"image/png":"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"}}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}