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fastai Deep Learning Part 2 Lesson 10 - experiments with gradient inspection
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{"nbformat":4,"nbformat_minor":0,"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3"},"colab":{"name":"LM06_cuda_cnn_hooks.ipynb","version":"0.3.2","provenance":[{"file_id":"1sVXTxR0Fhp51s6VqhWV8Eh-3iFb7qo6J","timestamp":1563903691080},{"file_id":"1B8MkgFr8JT4kqEPhXwxN-HjlcrgVF5Jb","timestamp":1563873063311}],"collapsed_sections":[]},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"GqPLMMKmO-GO","colab_type":"text"},"source":["## Google Drive / Colab Setup\n","\n","The following two cells are required before every notebook in dl2."]},{"cell_type":"code","metadata":{"id":"MrldcTAWxwJT","colab_type":"code","outputId":"33d26a24-cb6c-4f43-b770-8d4954b32ccf","executionInfo":{"status":"ok","timestamp":1564059011238,"user_tz":-60,"elapsed":8706,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["!curl -s https://course.fast.ai/setup/colab | bash"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Updating fastai...\n","Done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"QEgycX6wOjoT","colab_type":"code","outputId":"62175818-afc9-46cb-d677-690189c8e839","executionInfo":{"status":"ok","timestamp":1564148524463,"user_tz":-60,"elapsed":4573,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["# make your Google Drive accessible\n","from google.colab import drive\n","drive.mount('/content/gdrive', force_remount=True)\n","root_dir = \"/content/gdrive/My Drive/\"\n","base_dir = root_dir + 'fastai-v3/course-v3/nbs/dl2/'\n","# navigate to the notebooks directory for dl2\n","import os\n","os.chdir(base_dir)"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"qrB8oouhMrp1","colab_type":"code","outputId":"9fc9bcf8-6799-46f0-e36c-9ffadf08d59f","executionInfo":{"status":"ok","timestamp":1564130086998,"user_tz":-60,"elapsed":28574,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":373}},"source":["!pip install fire\n","!pip install nbconvert"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: fire in /usr/local/lib/python3.6/dist-packages (0.1.3)\n","Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from fire) (1.12.0)\n","Requirement already satisfied: nbconvert in /usr/local/lib/python3.6/dist-packages (5.5.0)\n","Requirement already satisfied: testpath in /usr/local/lib/python3.6/dist-packages (from nbconvert) (0.4.2)\n","Requirement already satisfied: mistune>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (0.8.4)\n","Requirement already satisfied: defusedxml in /usr/local/lib/python3.6/dist-packages (from nbconvert) (0.6.0)\n","Requirement already satisfied: nbformat>=4.4 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (4.4.0)\n","Requirement already satisfied: pygments in /usr/local/lib/python3.6/dist-packages (from nbconvert) (2.1.3)\n","Requirement already satisfied: bleach in /usr/local/lib/python3.6/dist-packages (from nbconvert) (3.1.0)\n","Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (4.3.2)\n","Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (0.3)\n","Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (1.4.2)\n","Requirement already satisfied: jupyter-core in /usr/local/lib/python3.6/dist-packages (from nbconvert) (4.5.0)\n","Requirement already satisfied: jinja2>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbconvert) (2.10.1)\n","Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.4->nbconvert) (2.6.0)\n","Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.6/dist-packages (from nbformat>=4.4->nbconvert) (0.2.0)\n","Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert) (1.12.0)\n","Requirement already satisfied: webencodings in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert) (0.5.1)\n","Requirement already satisfied: decorator in /usr/local/lib/python3.6/dist-packages (from traitlets>=4.2->nbconvert) (4.4.0)\n","Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2>=2.4->nbconvert) (1.1.1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"jCgEPz7_SMBN","colab_type":"code","colab":{}},"source":["%load_ext autoreload\n","%autoreload 2\n","\n","%matplotlib inline"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"YjohLBhPSMzn","colab_type":"code","colab":{}},"source":["#export\n","from exp.nb_LM05 import *\n","torch.set_num_threads(2)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"5GwkUpIvvMFJ","colab_type":"text"},"source":["## ConvNet"]},{"cell_type":"code","metadata":{"id":"nAIYZ61GKKPp","colab_type":"code","colab":{}},"source":["x_train, y_train, x_valid, y_valid = get_data()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"MlIYQT0eKPyi","colab_type":"code","colab":{}},"source":["#export\n","def normalize_to(train, valid):\n"," m, s = train.mean(), train.std()\n"," return normalize(train, m, s), normalize(valid, m, s)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"6qOjS3EWKa-t","colab_type":"code","colab":{}},"source":["x_train, x_valid = normalize_to(x_train, x_valid)\n","train_ds, valid_ds = Dataset(x_train, y_train), Dataset(x_valid, y_valid)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ERLYpiTyKmNC","colab_type":"code","outputId":"26f00e04-c8cb-4a3a-81b7-980f39b385e5","executionInfo":{"status":"ok","timestamp":1564148532793,"user_tz":-60,"elapsed":1213,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["x_train.mean(), x_train.std()"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(tensor(3.0614e-05), tensor(1.))"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"U-U5pKHpM0Wu","colab_type":"code","colab":{}},"source":["nh, bs = 50, 512\n","c = y_train.max().item() + 1\n","loss_func = F.cross_entropy\n","data = DataBunch(*get_dls(train_ds, valid_ds, bs), c)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l5ifgGjKNXX0","colab_type":"text"},"source":["For refactoring purposes, we can use a `Lambda` layer that can take a basic function and convert it to a layer we can put `nn.Sequential`."]},{"cell_type":"code","metadata":{"id":"LEbbo4phNxMr","colab_type":"code","colab":{}},"source":["#export\n","class Lambda(nn.Module):\n"," def __init__(self, func):\n"," super().__init__()\n"," self.func = func\n"," \n"," def forward(self, x): return self.func(x)\n"," \n","def flatten(x): return x.view(x.shape[0], -1)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Uvf2P41dPIcO","colab_type":"text"},"source":["`mnist_resize` takes a flat vector of size `bs x 784` and puts it back as a batch of images of 28 by 28 pixels, so they can be displayed:"]},{"cell_type":"code","metadata":{"id":"RQxRfXUePbgY","colab_type":"code","colab":{}},"source":["def mnist_resize(x): return x.view(-1, 1, 28, 28)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"PuxPGGpjPf_k","colab_type":"text"},"source":["We can now define a simple CNN:"]},{"cell_type":"code","metadata":{"id":"zZiFR7Y6Pi7Q","colab_type":"code","colab":{}},"source":["def get_cnn_model(data):\n"," return nn.Sequential(\n"," Lambda(mnist_resize),\n"," nn.Conv2d( 1, 8, 5, padding=2, stride=2), nn.ReLU(), #14\n"," nn.Conv2d( 8, 16, 3, padding=1, stride=2), nn.ReLU(), # 7\n"," nn.Conv2d(16, 32, 3, padding=1, stride=2), nn.ReLU(), # 4\n"," nn.Conv2d(32, 32, 3, padding=1, stride=2), nn.ReLU(), # 2\n"," nn.AdaptiveAvgPool2d(1),\n"," Lambda(flatten),\n"," nn.Linear(32, data.c)\n"," )"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"akTn7e9LRLtO","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"u0D99nMfRT61","colab_type":"text"},"source":["Let's create a `Learner` with Callbacks:"]},{"cell_type":"code","metadata":{"id":"FyhAfCpuRZ4e","colab_type":"code","colab":{}},"source":["cbfs = [Recorder, partial(AvgStatsCallback, accuracy)]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"3tfvpkOgReuT","colab_type":"code","colab":{}},"source":["opt = optim.SGD(model.parameters(), lr=0.4)\n","learn = Learner(model, opt, loss_func, data)\n","run = Runner(cb_funcs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"YH0vz_xWRqft","colab_type":"code","outputId":"595aef7c-76ed-49e6-e412-a1cec945b1ab","executionInfo":{"status":"ok","timestamp":1564148548006,"user_tz":-60,"elapsed":5973,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":84}},"source":["%time run.fit(1, learn)"],"execution_count":15,"outputs":[{"output_type":"stream","text":["train: [2.22057953125, tensor(0.2118)]\n","valid: [1.531203515625, tensor(0.4426)]\n","CPU times: user 7.24 s, sys: 373 ms, total: 7.61 s\n","Wall time: 4.7 s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"p85aRdh1RwbH","colab_type":"text"},"source":["## CUDA"]},{"cell_type":"markdown","metadata":{"id":"g8-OddAjRyLT","colab_type":"text"},"source":["This took a long time, so let's use a GPU."]},{"cell_type":"code","metadata":{"id":"lV1jBRN7R5g-","colab_type":"code","colab":{}},"source":["device = torch.device('cuda', 0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"FIktktURSDzd","colab_type":"code","colab":{}},"source":["class CudaCallback(Callback):\n"," def __init__(self, device): self.device = device\n"," def begin_fit(self): self.model.to(self.device)\n"," def begin_batch(self): self.run.xb, self.run.yb = self.xb.to(self.device), self.yb.to(self.device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"D3APrcj4TCPO","colab_type":"code","colab":{}},"source":["torch.cuda.set_device(device)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"M9ztM7hxTHhw","colab_type":"code","colab":{}},"source":["#export\n","class CudaCallback(Callback):\n"," def begin_fit(self): self.model.cuda()\n"," def begin_batch(self): self.run.xb, self.run.yb = self.xb.cuda(), self.yb.cuda()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"h005Ou6vSW8J","colab_type":"code","colab":{}},"source":["cbfs.append(CudaCallback)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"SE5Zffs3Sa3F","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"g7ksRXtqSeUP","colab_type":"code","colab":{}},"source":["opt = optim.SGD(model.parameters(), lr=0.4)\n","learn = Learner(model, opt, loss_func, data)\n","run = Runner(cb_funcs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"25Kixt4uSw0M","colab_type":"code","outputId":"95da893a-aaf3-42fd-8f94-c7d741399c5d","executionInfo":{"status":"ok","timestamp":1564148561767,"user_tz":-60,"elapsed":7979,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":151}},"source":["%time run.fit(3, learn)"],"execution_count":23,"outputs":[{"output_type":"stream","text":["train: [1.9755709375, tensor(0.3022, device='cuda:0')]\n","valid: [0.96296640625, tensor(0.6649, device='cuda:0')]\n","train: [0.4233123046875, tensor(0.8668, device='cuda:0')]\n","valid: [0.2557864013671875, tensor(0.9241, device='cuda:0')]\n","train: [0.18695427734375, tensor(0.9432, device='cuda:0')]\n","valid: [0.14521361083984374, tensor(0.9575, device='cuda:0')]\n","CPU times: user 5.1 s, sys: 1.46 s, total: 6.57 s\n","Wall time: 6.6 s\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"q22SQOh1Tl8U","colab_type":"text"},"source":["## Refactor model"]},{"cell_type":"markdown","metadata":{"id":"7tQzuyRWToLT","colab_type":"text"},"source":["Regroup all conv/relu in a single function:"]},{"cell_type":"code","metadata":{"id":"3fl6bkyTTqxM","colab_type":"code","colab":{}},"source":["def conv2d(ni, nf, ks=3, stride=2):\n"," return nn.Sequential(\n"," nn.Conv2d(ni, nf, ks, padding=ks//2, stride=stride),\n"," nn.ReLU()\n"," )"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"mudKWJEwT6Y1","colab_type":"text"},"source":["`mnist_resize` can be done with a Callback"]},{"cell_type":"code","metadata":{"id":"4qZuc0mCT9n3","colab_type":"code","colab":{}},"source":["#export\n","class BatchTransformXCallback(Callback):\n"," _order = 2\n"," def __init__(self, tfm): self.tfm = tfm\n"," def begin_batch(self): self.run.xb = self.tfm(self.xb)\n","\n","def view_tfm(*size):\n"," def _inner(x): return x.view(*((-1,) + size))\n"," return _inner"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jXWAiz6VV6bf","colab_type":"code","colab":{}},"source":["mnist_view = view_tfm(1, 28, 28)\n","cbfs.append(partial(BatchTransformXCallback, mnist_view))"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"nTvpFbJgWX0z","colab_type":"text"},"source":["With `AdaptiveAvgPool`, this model can now work on any size input:"]},{"cell_type":"code","metadata":{"id":"Xf16lYBPWdwo","colab_type":"code","colab":{}},"source":["nfs = [8, 16, 32, 32]\n","def get_cnn_layer(data, nfs):\n"," nfs = [1] + nfs\n"," return [\n"," conv2d(nfs[i], nfs[i + 1], 5 if i==0 else 3)\n"," for i in range(len(nfs) - 1)\n"," ] + [nn.AdaptiveAvgPool2d(1), Lambda(flatten), nn.Linear(nfs[-1], data.c)]\n","\n","def get_cnn_model(data, nfs): return nn.Sequential(*get_cnn_layer(data, nfs))"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"3d5ojZE0LC6U","colab_type":"text"},"source":["Helper function that will give us everthing needed to run training:"]},{"cell_type":"code","metadata":{"id":"AiSGHl-uLGZq","colab_type":"code","colab":{}},"source":["#export\n","def get_runner(model, data, lr=0.6, cbs=None, opt_func=None, loss_func = F.cross_entropy):\n"," if opt_func is None: opt_func = optim.SGD\n"," opt = opt_func(model.parameters(), lr=lr)\n"," learn = Learner(model, opt, loss_func, data)\n"," return learn, Runner(cb_funcs=listify(cbs))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"aopx1wmDLkbt","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs)\n","learn, run = get_runner(model, data, lr=0.4, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"IJ18NC9SLrOw","colab_type":"code","outputId":"d1d98227-d38b-4c12-db86-5c5ebad9d970","executionInfo":{"status":"ok","timestamp":1564148569129,"user_tz":-60,"elapsed":1763,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":370}},"source":["model"],"execution_count":30,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Sequential(\n"," (0): Sequential(\n"," (0): Conv2d(1, 8, kernel_size=(5, 5), stride=(2, 2), padding=(2, 2))\n"," (1): ReLU()\n"," )\n"," (1): Sequential(\n"," (0): Conv2d(8, 16, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n"," (1): ReLU()\n"," )\n"," (2): Sequential(\n"," (0): Conv2d(16, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n"," (1): ReLU()\n"," )\n"," (3): Sequential(\n"," (0): Conv2d(32, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n"," (1): ReLU()\n"," )\n"," (4): AdaptiveAvgPool2d(output_size=1)\n"," (5): Lambda()\n"," (6): Linear(in_features=32, out_features=10, bias=True)\n",")"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"XGR76HMxNP7T","colab_type":"text"},"source":["## Hooks"]},{"cell_type":"markdown","metadata":{"id":"on7Pho58NRs4","colab_type":"text"},"source":["## Manual Insertion"]},{"cell_type":"markdown","metadata":{"id":"Hek6L_dENT-_","colab_type":"text"},"source":["Let's say the use case is to get mean and standard deviation for each activation in the model.\n","\n","Naively, we could do this manually:"]},{"cell_type":"code","metadata":{"id":"a8BLDFDZNfyR","colab_type":"code","colab":{}},"source":["class SequentialModel(nn.Module):\n"," def __init__(self, *layers):\n"," super().__init__()\n"," self.layers = nn.ModuleList(layers)\n"," self.act_means = [[] for _ in layers]\n"," self.act_stds = [[] for _ in layers]\n"," \n"," def __call__(self, x):\n"," for i, layer in enumerate(self.layers):\n"," x = layer(x)\n"," self.act_means[i].append(x.data.mean())\n"," self.act_stds [i].append(x.data.mean())\n"," return x\n"," \n"," def __iter__(self): return iter(self.layers)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"W17I4lDYOZwF","colab_type":"code","colab":{}},"source":["model = SequentialModel(*get_cnn_layer(data, nfs))\n","learn, run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"rnKHCLvTOjTi","colab_type":"code","outputId":"09f6f325-74eb-4625-cfc7-908fa776cb44","executionInfo":{"status":"ok","timestamp":1564148631243,"user_tz":-60,"elapsed":3953,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":84}},"source":["run.fit(2, learn)"],"execution_count":37,"outputs":[{"output_type":"stream","text":["train: [2.062374375, tensor(0.2625, device='cuda:0')]\n","valid: [1.44286044921875, tensor(0.5095, device='cuda:0')]\n","train: [0.53718578125, tensor(0.8279, device='cuda:0')]\n","valid: [0.17350570068359375, tensor(0.9478, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"oqFl6UWoOnM-","colab_type":"text"},"source":["Let's have a look at them means and stds of the activations at the beginning of training:"]},{"cell_type":"code","metadata":{"id":"kVvscRPWOtur","colab_type":"code","outputId":"5b579fb1-64b2-4047-c3e3-baad797c3574","executionInfo":{"status":"ok","timestamp":1564148634117,"user_tz":-60,"elapsed":1182,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["for layer in model.act_means: plt.plot(layer)\n","plt.legend(range(6))"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f64f16d6828>"]},"metadata":{"tags":[]},"execution_count":38},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKUmhOEp8Hg+L5j3HwseeP6HjREZGUllZGdbCQUpJZWUlkZGRx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n7NR/WBAnRZR3JiK3se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\nBpNnnUAzx/RiROGd7ST3jKCcPM5wiumfvko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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"I1Rdo0qdPP2m","colab_type":"code","outputId":"598b28a3-e818-433e-c312-6e5a785a83c7","executionInfo":{"status":"ok","timestamp":1564148637793,"user_tz":-60,"elapsed":2088,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["for layer in model.act_stds: plt.plot(layer)\n","plt.legend(range(6))"],"execution_count":39,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 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n7NR/WBAnRZR3JiK3se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\nBpNnnUAzx/RiROGd7ST3jKCcPM5wiumfvko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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"p-sjELJDPlw6","colab_type":"code","outputId":"1ea7f394-721e-42df-fc45-38bbe27482b5","executionInfo":{"status":"ok","timestamp":1564148638081,"user_tz":-60,"elapsed":1598,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["for layer in model.act_means: plt.plot(layer[:10])\n","plt.legend(range(6))"],"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 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3czvnsPE7v3MrlvjMmx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\nISIihfx/JPdAEqQxUVoAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"R_Ahchd5P0Bs","colab_type":"code","outputId":"9434a2c2-a84b-468e-ab80-e75e934dc92c","executionInfo":{"status":"ok","timestamp":1564148638082,"user_tz":-60,"elapsed":923,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["for layer in model.act_stds: plt.plot(layer[:10])\n","plt.legend(range(6))"],"execution_count":41,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 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3czvnsPE7v3MrlvjMmx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\nISIihfx/JPdAEqQxUVoAAAAASUVORK5CYII=\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"YWBW0VeXW37K","colab_type":"text"},"source":["### PyTorch hooks"]},{"cell_type":"code","metadata":{"id":"ntn6fhD8XHf8","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs)\n","learn, run = get_runner(model, data, lr=0.5, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"NTSpl5ngXINC","colab_type":"code","colab":{}},"source":["act_means = [[] for _ in model]\n","act_stds = [[] for _ in model]"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Q-4A2VV2XLTR","colab_type":"text"},"source":["A hook is attached to a layer, and must have a function that takes three arguments: module, input, output. Here we store the mean and std of the output in the correct position of our list."]},{"cell_type":"code","metadata":{"id":"_17VNIrvXQLq","colab_type":"code","colab":{}},"source":["def append_stats(i, mod, inp, outp):\n"," act_means[i].append(outp.data.mean())\n"," act_stds [i].append(outp.data.std())"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"DVhMpqVFXaNo","colab_type":"code","colab":{}},"source":["for i, l in enumerate(model): l.register_forward_hook(partial(append_stats, i))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Wg7Q5OV2XlX8","colab_type":"code","outputId":"175a7008-b5fb-47ab-e95c-b0223ed0b346","executionInfo":{"status":"ok","timestamp":1564148654431,"user_tz":-60,"elapsed":5048,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":84}},"source":["# changed the number of epochs from 1 to 2 for comparision to the above\n","run.fit(2, learn)"],"execution_count":46,"outputs":[{"output_type":"stream","text":["train: [1.88752546875, tensor(0.3424, device='cuda:0')]\n","valid: [0.64015625, tensor(0.7877, device='cuda:0')]\n","train: [0.3871269140625, tensor(0.8782, device='cuda:0')]\n","valid: [0.2221432861328125, tensor(0.9300, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wielRu_bXr5x","colab_type":"code","outputId":"75b7c3dc-5398-43ee-f4af-9bfdd7937c36","executionInfo":{"status":"ok","timestamp":1564148655004,"user_tz":-60,"elapsed":4219,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":269}},"source":["# changed the range from 5 to 6 for comparision to the above\n","for o in act_means: plt.plot(o)\n","plt.legend(range(6));"],"execution_count":47,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9vZ/ECKCb/7ixwB8f8GLba5zxtUXs2/PFsZfdG7wm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xyrCPpVwH+kYj0wSAgxGLgEWC6l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\nMBjqMILBYDAYDHX8fxPlR50wB6E6AAAAAElFTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"B9xOgpGKZDkq","colab_type":"text"},"source":["### Hook class"]},{"cell_type":"markdown","metadata":{"id":"U7lcR40Ya5PB","colab_type":"text"},"source":["Refactor the above in a Hook class:"]},{"cell_type":"code","metadata":{"id":"4bftUbOhZIWi","colab_type":"code","colab":{}},"source":["#export\n","def children(m): return list(m.children())\n","\n","class Hook():\n"," def __init__(self, m, f, backward=False):\n"," reg = m.register_forward_hook if backward == False else m.register_backward_hook\n"," self.hook = reg(partial(f, self))\n"," def remove(self): self.hook.remove()\n"," def __del__(self): self.remove()\n"," \n","def append_stats(hook, mod, inp, outp):\n"," if not hasattr(hook, 'stats'): hook.stats = ([], [])\n"," means, stds = hook.stats\n"," means.append(outp.data.mean())\n"," stds.append(outp.data.std())"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"wOSY-epdaJuY","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs)\n","learn, run = get_runner(model, data, lr=0.5, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"4YETvXduaQA0","colab_type":"code","colab":{}},"source":["hooks = [Hook(l, append_stats) for l in children(model[:4])]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"PDMfzdJnaWUh","colab_type":"code","outputId":"216353cb-55e7-42fb-8064-d37318800f45","executionInfo":{"status":"ok","timestamp":1564148666773,"user_tz":-60,"elapsed":4017,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["run.fit(1, learn)"],"execution_count":51,"outputs":[{"output_type":"stream","text":["train: [1.97162546875, tensor(0.3320, device='cuda:0')]\n","valid: [0.8935890625, tensor(0.7094, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"LgcB0elAaYdI","colab_type":"code","outputId":"58820982-51f3-4189-eddd-6c20c0c13673","executionInfo":{"status":"ok","timestamp":1564148666777,"user_tz":-60,"elapsed":2151,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":286}},"source":["for h in hooks:\n"," plt.plot(h.stats[0])\n"," h.remove()\n","plt.legend(range(4))"],"execution_count":52,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.legend.Legend at 0x7f64daf70080>"]},"metadata":{"tags":[]},"execution_count":52},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4qfOPVhdgyUrC2G3K3GPM6KVUL0eeEFKmQcsBP4ihOhwbiHEn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wClovIAjiAk5ebB9r9j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\nTkSuQmCC\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"eNUBkmk9bPo2","colab_type":"text"},"source":["### A Hooks class"]},{"cell_type":"markdown","metadata":{"id":"btroFPTwdO1R","colab_type":"text"},"source":["Let's design our own class that can contain a list of objects:"]},{"cell_type":"code","metadata":{"id":"v8OIs20jborP","colab_type":"code","colab":{}},"source":["#export\n","class ListContainer():\n"," def __init__(self, items): self.items = listify(items)\n"," def __getitem__(self, idx):\n"," if isinstance(idx, (int, slice)): return self.items[idx]\n"," if isinstance(idx[0], bool):\n"," assert len(idx) == len(self)\n"," return [o for m, o in zip(idx, self.items) if m]\n"," return [self.items[i] for i in idx]\n"," def __len__(self): return len(self.items)\n"," def __iter__(self): return iter(self.items)\n"," def __setitem__(self, i, o): self.items[i] = o\n"," def __delitem__(self, i): del(self.items[i])\n"," def __repr__(self):\n"," res = f'{self.__class__.__name__} ({len(self)} items)\\n{self.items[:10]}'\n"," if len(self)>10: res = res[:-1]+ '...]'\n"," return res"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"XNWE4arTcoMa","colab_type":"code","colab":{}},"source":["#export\n","from torch.nn import init\n","\n","class Hooks(ListContainer):\n"," def __init__(self, ms, f, backward=False):\n"," super().__init__([Hook(m, f, backward) for m in ms])\n"," def __enter__(self, *args): return self\n"," def __exit__(self, *args): self.remove()\n"," def __del__(self): self.remove()\n"," def __delitem__(self, i):\n"," self[i].remove()\n"," super().__delitem__(i)\n"," def remove(self):\n"," for hook in self: hook.remove()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BrAZedNwdJOv","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs).cuda()\n","learn,run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"2LyvmAXgdK5P","colab_type":"code","outputId":"ebe7717f-f61b-4b89-c1b2-b8434fa5ef52","executionInfo":{"status":"ok","timestamp":1564148682415,"user_tz":-60,"elapsed":4682,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":70}},"source":["hooks = Hooks(model, append_stats)\n","hooks"],"execution_count":56,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Hooks (7 items)\n","[<__main__.Hook object at 0x7f64daef4748>, <__main__.Hook object at 0x7f64daef4a20>, <__main__.Hook object at 0x7f64daef46d8>, <__main__.Hook object at 0x7f64daef4a90>, <__main__.Hook object at 0x7f64dafc04e0>, <__main__.Hook object at 0x7f64dafc06a0>, <__main__.Hook object at 0x7f64dafc0668>]"]},"metadata":{"tags":[]},"execution_count":56}]},{"cell_type":"code","metadata":{"id":"AGXbWmemdA7P","colab_type":"code","colab":{}},"source":["hooks.remove()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"mEsn9uA9dTH5","colab_type":"code","colab":{}},"source":["x,y = next(iter(data.train_dl))\n","x = mnist_resize(x).cuda()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"9iA7upx7dWRX","colab_type":"code","outputId":"7a20eca0-e4eb-43b0-a6d3-a02da9118182","executionInfo":{"status":"ok","timestamp":1564148682426,"user_tz":-60,"elapsed":2275,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["x.mean(),x.std()"],"execution_count":59,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(tensor(0.0036, device='cuda:0'), tensor(1.0037, device='cuda:0'))"]},"metadata":{"tags":[]},"execution_count":59}]},{"cell_type":"code","metadata":{"id":"dU68uJaldZb6","colab_type":"code","outputId":"c5c83c83-fc7a-459e-fb33-b59168cc5095","executionInfo":{"status":"ok","timestamp":1564148682427,"user_tz":-60,"elapsed":1767,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["p = model[0](x)\n","p.mean(), p.std()"],"execution_count":60,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(tensor(0.1886, device='cuda:0', grad_fn=<MeanBackward0>),\n"," tensor(0.4622, device='cuda:0', grad_fn=<StdBackward0>))"]},"metadata":{"tags":[]},"execution_count":60}]},{"cell_type":"code","metadata":{"id":"bA6XRIaUdcn2","colab_type":"code","colab":{}},"source":["for layer in model:\n"," if isinstance(layer, nn.Sequential):\n"," init.kaiming_normal_(layer[0].weight)\n"," layer[0].bias.data.zero_()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"r0O3WBxudsA-","colab_type":"code","outputId":"fd782389-ba40-427b-9a8f-2b85e37831a0","executionInfo":{"status":"ok","timestamp":1564148682873,"user_tz":-60,"elapsed":1458,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["p = model[0](x)\n","p.mean(), p.std()"],"execution_count":62,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(tensor(0.6145, device='cuda:0', grad_fn=<MeanBackward0>),\n"," tensor(1.1929, device='cuda:0', grad_fn=<StdBackward0>))"]},"metadata":{"tags":[]},"execution_count":62}]},{"cell_type":"markdown","metadata":{"id":"Q5ryfSG1d4uk","colab_type":"text"},"source":["Having given an `__enter__` and `__exit__` method to our `Hooks` class, we can use it as a context manager. This makes sure that onces we are out of the `with` block, all the hooks have been removed and aren't there to pollute our memory.\n"]},{"cell_type":"code","metadata":{"id":"wA1yHPYQd5QK","colab_type":"code","outputId":"b8dcece1-f988-40aa-ec94-300ea48b09c9","executionInfo":{"status":"ok","timestamp":1564148688261,"user_tz":-60,"elapsed":6038,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":588}},"source":["with Hooks(model, append_stats) as hooks:\n"," run.fit(2, learn)\n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for hook in hooks:\n"," ms, ss = hook.stats\n"," ax0.plot(ms[:10])\n"," ax1.plot(ss[:10])\n"," plt.legend(range(6))\n"," \n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for hook in hooks:\n"," ms, ss = hook.stats\n"," ax0.plot(ms)\n"," ax1.plot(ss)\n"," plt.legend(range(6))"],"execution_count":63,"outputs":[{"output_type":"stream","text":["train: [1.21952109375, tensor(0.6081, device='cuda:0')]\n","valid: [0.2905048583984375, tensor(0.9057, device='cuda:0')]\n","train: [0.23936001953125, tensor(0.9257, device='cuda:0')]\n","valid: [0.136343701171875, tensor(0.9599, device='cuda:0')]\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAl8AAAD8CAYAAABJqMF0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xd41FXWwPHvnZLMpIc0IAESeui9\nCGJFg2IFFZVVV0Vx7a676trdtWBHRV0saxfrK0hHRUGUGnrvEEgjhPRMve8fk4QEEkhgMpNyPs+T\nh8nMnd/vhHWHk3vPPVdprRFCCCGEEL5h8HcAQgghhBDNiSRfQgghhBA+JMmXEEIIIYQPSfIlhBBC\nCOFDknwJIYQQQviQJF9CCCGEED4kyZcQQgghhA9J8iWEEEII4UOSfAkhhBBC+JDJ3wHUJDo6Wicm\nJvo7DCGED61ateqQ1jrG33F4g3yGCdG81OXzq8EmX4mJiaxcudLfYQghfEgptdffMXiLfIYJ0bzU\n5fNLlh2FEEIIIXxIki8hhBBCCB+S5EsIIYQQwocabM2XEEIIIZoXh8NBWloapaWl/g6lRhaLhYSE\nBMxm8ylfQ5IvIYQQQjQIaWlphIaGkpiYiFLK3+EcR2tNTk4OaWlpJCUlnfJ1ZNlRCCGEEA1CaWkp\nUVFRDTLxAlBKERUVddozc5J8CSGEEKLBaKiJVzlvxCfLjqLRsRUWkbV+G5lbd3M47SB5hw7RulMH\nht35F3+HJoQQdaIdborXZBHUPw5laNhJh/AeSb5Eg2IrLCJz7Vaytu8iZ99B8nMOU1SUT0lpMXZX\nCS5dgtYlgK7yvv0ZmyT5EkI0OsXrssn9bjumGCuBieH+DkeUmTt3Lvfeey8ul4tbb72Vhx9+2KvX\nl+RL+Iwtv4D0ddvI2rqTw2kZ5B8+TFFhPqW28sSquCyxOpYZowrCZLQSbA7Dag0hNDyCiJYxRLdv\nx9r5v3Awey0Z67fSsmcXn/9cQghxqhzpRQA4D5VI8tVAuFwu7rzzThYsWEBCQgIDBw7k0ksvpVu3\nbl67hyRfot5krN3MDy+/gc1ZVGnG6lgBGA1WzAYrweZWWK0hhEVGENEyjpj2bYjr2YXIdvEnvE9h\n5iEO/rSWbT8tkeRLCNGoONILAXAearitFZqb5cuX07FjR9q3bw/AuHHjmD59uiRfonH49b0vKLLv\nx2JqSbA5gqCg0EqJVVta9upCeJtWp32fLqPOZvFPn3Jgx04vRC2EEL6htT4685VT3S+nzdvTP25k\n08F8r16zW+swnryk+wnHHDhwgDZt2lR8n5CQwLJly7wahyRfot5k5OzBbIjmzs/fr9f7hCfEYVBh\nHMk7VK/3EUIIb3Ll23EXOwHPsqNoPiT5EvVi509/4HLnktB6kE/uFxQQQZE9xyf3Ek2LUsoCLAIC\n8Xwmfqu1fvKYMYHAJ0B/IAe4Rmu9x8ehiiamfNbLHB+CM7sYrXWDb7PgSyeboaov8fHx7N+/v+L7\ntLQ04uNPXP5SV9LnS9SLFT/MAWDwuEt9cr8WLWLRuoisTTt8cj/RpNiAc7XWvYE+QIpSasgxY24B\ncrXWHYHXgEk+jlE0QeX1XtbuUWi7G3eBw88RCYCBAweyfft2du/ejd1uZ9q0aVx6qXf/LZPkS9SL\n8iXHNoP7+OR+bZI9hfZbF/zuk/uJpkN7FJZ9ay770scMuwz4uOzxt8B5SqYoxGlypBdhjAwkICEU\nkKXHhsJkMvHWW29x4YUXkpyczNVXX0337t6dhZPkS3hd+ZJj65btfXbPLikjADiwXWa+RN0ppYxK\nqTVAFrBAa31sdW08sB9Aa+0E8oAo30YpmhpHehHmViGYoiyAFN03JBdddBHbtm1j586dPProo16/\nviRfwut8veQIENkuHoMKJfeIFN2LutNau7TWfYAEYJBSqsepXEcpdZtSaqVSamV2drZ3gxRNitvu\nwnmoBHOrYIwRFjAqSb6aEUm+hNf5esmxXJA5ghLnEZ/eUzQtWusjwEIg5ZiXDgBtAJRSJiAcT+H9\nse+fqrUeoLUeEBMTU9/hikbMmVkMGgJaBaOMClMLiyw7NiOSfAmv8seSY7nIFnFoXcihrbt9fm/R\neCmlYpRSEWWPrcBIYMsxw2YAN5Y9Hgv8orU+ti5MiFqzlxXbm1sFA2CKskqj1WbEK8mXUipFKbVV\nKbVDKXXcAUhKqbZKqYVKqdVKqXVKqYu8cV/R8PhjybFcm+ROAGyZv9jn9xaNWitgoVJqHbACT83X\nTKXUM0qp8v+QPwCilFI7gAcA7x70JpodR3oRKsCIMdJT72WKsuDMKUFy+ubhtPt8KaWMwBQ8vy2m\nASuUUjO01psqDXsM+Fpr/Y5SqhswG0g83XuLhsdfS44AXS8cwR8LvyRtmxTdi9rTWq8D+lbz/BOV\nHpcCV/kyLtG0eYrtg1EGz6ZZU7QV7XDjLrBjDAv0c3Sivnlj5msQsENrvUtrbQem4dmWXZkGwsoe\nhwMHvXBf0cD4c8kRIDKpDQYVypEjUugshGi4yo8VKl9yBE/yBdJuornwRvJVsQW7TFrZc5U9BYxX\nSqXhmfW62wv3FQ2MP5ccy1nNEZQ4cv12fyGEOBlXrg1tc1VNvqLKky+p+/K3m2++mdjYWHr0OKVN\nz7Xiq4L7a4GPtNYJwEXAp0qp4+4t27QbN38uOZaLjIzBrQvJ2b7HbzEIIcSJOI4ptgcwRgSCUeGQ\ndhN+d9NNNzF37tx6vYc3kq+KLdhlEsqeq+wW4GsArfWfgAWIPvZCsk278dqx4He/LjmWa9PFU3S/\nVYruhRANlCO9CBSYWx5NvpRB2k00FCNGjKBFixb1eg9vHKy9AuiklErCk3SNA647Zsw+4DzgI6VU\nMp7kS6a2mpCV0z2/JfhzyRGg8/nD+XPRV6RtlaJ7IUTDZE8vwhRlxRBgrPK8KdqKS2a+jprzMGSs\n9+41W/aEUS9495qn4LRnvsqO2rgLmAdsxrOrceMx27T/DkxQSq0FvgRukh45TUtGzl6/LzkCRHdJ\nwqBCOJyb5dc4hBCiJscW25czRVlx5pSi3fLPY1PnjZkvtNaz8RTSV36u8jbtTcAwb9xLNDzlS44J\nrQf5OxQALKYIShzS6V4I0fC4S524DpdiHhB33GumaAva4cZVYMcULu0mGsIMVX2RDvfitDWUJcdy\nkZGxuHUBubv3n3ywEEL4kCOjCKDGmS+QdhPNgSRf4rQ1lCXHcgmdOwKwZd4iP0cihBBVOdLLk6+Q\n416r6PUldV9+de211zJ06FC2bt1KQkICH3zwgdfv4ZVlR9F8lS85tolvGEuOAF1GDmfZ71+Ttnm7\nv0MRQogqHOlFKKsJY3jAca8ZwwPBpKTXl599+eWX9X4PmfkSp+XokuPlfo7kqJiu7VEqmMOHpehe\nCNGw2NOLCGgVjFLquNc87SassuzYDEjyJU5L+ZJjwqBe/g6lCqspkmIpuhdCNCDarXFmVL/TsVz5\nAduiaZPkS5yy8iXH+FY1NFY9uAY+TIHl74HDt9PokRHRuHU+uXuP7fcrhBD+4cwpQTvcJ06+oqXd\nRHMgyZc4ZSdccizNg29uhAOrYPaDMLk3/Pk22It9Elvrjp6EcOtcKboXQjQMJyq2L2eKtoLTjSvf\n7quwhB9I8iVOWY1LjlrDjLvhyH64cSbc+CNEd4J5j8DkXrBkMtgK6zW2riOHA5C2ZVu93kcIIWrL\nkV4EBjDHBtU4RtpNNA+SfIlTcsIlxxXvw6bpcN4T0HYwJI2Am2bCX+dAXA9Y8AS83hMWvQyl+fUS\nX2z3zigVTE6OFN0LIRoGR3oRppgglLnmf3pN0RZA2k00dZJ8iVNS45Jj+lqY9y/oOBLOuKfqa+3O\ngBt+gFt+goQB8Mu/4fUe8OsLUJLr9RgtpgiK7d6/rhBCnApHeuEJ670AjGGBYDLIzJcf7d+/n3PO\nOYdu3brRvXt3Jk+e7PV7SPIlTkm1S462AvjmJgiKgiveBUMN/3m1GQjXfwO3/QrthsOvz8PrveDn\nf0PxYa/FGBnuKbrPS8v02jWFEOJUuIsduPLsBJwk+VIGVbbjUXp9+YvJZOKVV15h06ZNLF26lClT\nprBp0yav3kOSL1Fn1S45ag0/3ge5e2DMBxAcffILte4L134BE3+HDufA4lfgtbJlycLs046zdYey\novs5v572tYQQ4nTYa1FsX84UJb2+/KlVq1b069cPgNDQUJKTkzlwwLs756XDvaizapccUz+GDd/C\nuY9BYh3PUG/ZE67+BLI2e+rAlrwBy6bCgJth2D0Q2vKU4uxy3hmsXPZ/7N+8lYbTf18I0Rwd3el4\n4pkv8Ox4LN12GO3WKMPxzVibi0nLJ7Hl8BavXrNri648NOihWo/fs2cPq1evZvDgwV6NQ2a+RJ0d\nt+SYsQHmPATtz4Hhfz/1C8cmw9gP4K4V0P1yWPauZzly9j8gr+6/dbTsnYxSQeQckmVHIYR/OdKL\nMISYMYYef6zQsUxRFnBqXHk2H0QmalJYWMiYMWN4/fXXCQsL8+q1ZeZL1MlxZznaCj11XpZwuHJq\nzXVedRHdyVMzdtY/YfGrsPJDWPUR9Lkeht8Pke1qfSlP0b10uhdC+Fdtiu3LVRywfagEU6SlPsNq\n0OoyQ+VtDoeDMWPGcP3113PllVd6/foy8yXqpMqSo9Yw6++QswOufA9CYr17sxbt4bK34O5U6Dse\nVn8Gb/aD6XfC4V21ukR4aDQunUfBQWk5IYTwD+1y48gsrlW9F1RKvqTo3i+01txyyy0kJyfzwA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PzAFkpmzr9olR7vLzqTlk0gMS2R88ng/BXw8pRSjEkexKnMVWSXZnqXHnT+DrbBiTP+kaMyG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\nk198Euoqa1k09znUkoGL4i5HrVIRcGlsJ8y6+xI7OIU9qzKY6JnB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WbZI0aJ4E+83kCBI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\n","text/plain":["<Figure 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jq7EhoT/0u4y1x4qI5HCmx9MTBDjtue9HIbytZMr/XulO+dw11G7fzxG0bUZW+Z+Y4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HaOUL3cAAhJTcgSRCUZNtFO+NA2hieA4tmi4NlVT+4Ya74Puj55BaehgNAJZYEj8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\naPGl0Wg0Go1Gcxb5fyAgxnaok2bWAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x288 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"qWYRQbT4gPgf","colab_type":"text"},"source":["## Other stats"]},{"cell_type":"markdown","metadata":{"id":"Fnt29PpHgQ6Y","colab_type":"text"},"source":["Let's store more than the means and stds and plot historgrams of our activations now."]},{"cell_type":"code","metadata":{"id":"C44YApK0gVIU","colab_type":"code","colab":{}},"source":["def append_stats(hook, mod, inp, outp):\n"," if not hasattr(hook, 'stats'): hook.stats = ([],[],[])\n"," means, stds, hists = hook.stats\n"," means.append(outp.data.mean().cpu())\n"," stds .append(outp.data.std().cpu())\n"," hists.append(outp.data.cpu().histc(40, 0, 10)) #histc isn't implemented on the GPU"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Gfhfqb4ngjea","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs).cuda()\n","learn, run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"-x_vmVS0hbH-","colab_type":"code","colab":{}},"source":["for layer in model:\n"," if isinstance(layer, nn.Sequential):\n"," init.kaiming_normal_(layer[0].weight)\n"," layer[0].bias.data.zero_()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"EsAmXmsUhq09","colab_type":"code","outputId":"71d3e908-fa40-442d-820f-e683a4a8de5c","executionInfo":{"status":"ok","timestamp":1564148701946,"user_tz":-60,"elapsed":5648,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["with Hooks(model, append_stats) as hooks: run.fit(1, learn)"],"execution_count":67,"outputs":[{"output_type":"stream","text":["train: [1.4069509375, tensor(0.5356, device='cuda:0')]\n","valid: [0.2603322021484375, tensor(0.9233, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"oIebEmQBhxRL","colab_type":"code","colab":{}},"source":["def get_hist(h): return torch.stack(h.stats[2]).t().float().log1p()"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Qzi-VO8eh3fn","colab_type":"code","outputId":"81889a30-7754-42d9-c924-3164c61ba009","executionInfo":{"status":"ok","timestamp":1564148702826,"user_tz":-60,"elapsed":6041,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":463}},"source":["fig, axes = plt.subplots(2, 2, figsize=(15, 6))\n","for ax, h in zip(axes.flatten(), hooks[:4]):\n"," ax.imshow(get_hist(h), origin='lower')\n"," 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AgSZXx3T25W6dy/pwJp7O5Ff8NO8zi1evUlncn6v71+gY7rJwYr8ZbuSr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\nk+c/ARCQ2cdkNxBrAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1080x432 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"QkFceZKZkwRJ","colab_type":"text"},"source":["From the historgrams, we can easily get more information like the min and max of the activations:"]},{"cell_type":"code","metadata":{"id":"uGUtetRNk2HJ","colab_type":"code","colab":{}},"source":["def get_min(h):\n"," h1 = torch.stack(h.stats[2]).t().float()\n"," return h1[:2].sum(0) / h1.sum(0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"XY-5IkjflA3j","colab_type":"code","outputId":"9216667b-d7c1-49ed-df82-3e605f48cc7a","executionInfo":{"status":"ok","timestamp":1564148708775,"user_tz":-60,"elapsed":3035,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":461}},"source":["fig, axes = plt.subplots(2, 2, figsize=(15, 6))\n","for ax, h in zip(axes.flatten(), hooks[:4]):\n"," ax.plot(get_min(h))\n"," ax.set_ylim(0, 1)\n","plt.tight_layout()"],"execution_count":71,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABDAAAAGoCAYAAACwmRWfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\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Q6atXRLHr/6bz1jXDsNhUHvh+Lxe/v5nlh04tkGG1qbz4ZxyRIR7855phjTq3KIrC07MG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\nmDwFBgAAADB5/wOkAy/Lgt9LDwAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 1080x432 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"uBugn-PmlffZ","colab_type":"text"},"source":["As we can see above, especially in the last layer, most activations are close to 0, which means they are basically wasted. Let's fix this with a better ReLU:"]},{"cell_type":"markdown","metadata":{"id":"Y9IT7E-flvq3","colab_type":"text"},"source":["## Generalized ReLU"]},{"cell_type":"code","metadata":{"id":"YB4LEwtYl00f","colab_type":"code","colab":{}},"source":["#export\n","def get_cnn_layers(data, nfs, layer, **kwargs):\n"," nfs = [1] + nfs\n"," return [layer(nfs[i], nfs[i + 1], 5 if i==0 else 3, **kwargs)\n"," for i in range(len(nfs) - 1)] + [\n"," nn.AdaptiveAvgPool2d(1), Lambda(flatten), nn.Linear(nfs[-1], data.c)\n"," ]\n","\n","def conv_layer(ni, nf, ks=3, stride=2, **kwargs):\n"," return nn.Sequential(\n"," nn.Conv2d(ni, nf, ks, padding=ks//2, stride=stride),\n"," GeneralRelu(**kwargs)\n"," )\n","\n","class GeneralRelu(nn.Module):\n"," def __init__(self, leak=None, sub=None, maxv=None):\n"," super().__init__()\n"," self.leak, self.sub, self.maxv = leak, sub, maxv\n"," \n"," def forward(self, x):\n"," x = F.leaky_relu(x, self.leak) if self.leak is not None else F.relu(x)\n"," if self.sub is not None: x.sub_(self.sub)\n"," if self.maxv is not None: x.clamp_max_(self.maxv)\n"," return x\n","\n","def init_cnn(model, uniform=False):\n"," f = init.kaiming_uniform_ if uniform else init.kaiming_normal_\n"," for layer in model:\n"," if isinstance(layer, nn.Sequential):\n"," f(layer[0].weight, a=0.1)\n"," layer[0].bias.data.zero_()\n"," \n","def get_cnn_model(data, nfs, layer, **kwargs):\n"," return nn.Sequential(*get_cnn_layers(data, nfs, layer, **kwargs))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jW6whB-6ppcg","colab_type":"code","colab":{}},"source":["def append_stats(hook, mod, inp, outp):\n"," if not hasattr(hook, 'stats'): hook.stats = ([], [], [])\n"," means, stds, hists = hook.stats\n"," means.append(outp.data.mean().cpu())\n"," stds. append(outp.data.std().cpu())\n"," hists.append(outp.data.cpu().histc(40, -7, 7))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"8_29rxIUqDOZ","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs, conv_layer, leak=0.1, sub=0.4, maxv=6.)\n","init_cnn(model)\n","learn, run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0BkwNaOhqQku","colab_type":"code","outputId":"0331f70f-5f7d-4c77-d049-1bc1d4056ec1","executionInfo":{"status":"ok","timestamp":1564148725866,"user_tz":-60,"elapsed":11613,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":588}},"source":["with Hooks(model, append_stats) as hooks:\n"," run.fit(2, learn)\n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for hook in hooks:\n"," ms, ss, hi = hook.stats\n"," ax0.plot(ms[:10])\n"," ax1.plot(ss[:10])\n"," plt.legend(range(5))\n"," \n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for hook in hooks:\n"," ms, ss, hi = hook.stats\n"," ax0.plot(ms)\n"," ax1.plot(ss)\n"," plt.legend(range(5))"],"execution_count":75,"outputs":[{"output_type":"stream","text":["train: [0.5294847265625, tensor(0.8354, device='cuda:0')]\n","valid: [0.1619501708984375, tensor(0.9529, device='cuda:0')]\n","train: [0.13902744140625, tensor(0.9580, device='cuda:0')]\n","valid: [0.0977984375, tensor(0.9706, device='cuda:0')]\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAl8AAAD8CAYAAABJqMF0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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7dPg2e1aIcPkKHj0V+jyArQcAq2GalOQJ9cVu4s69ZsgZSZ75y0tfrwV2z6glpSyBfANUIhV\nw/8mhBgjhNgjhNgTHx9v9wDtISYmhpUrV/Lkk086OhSlpFktsG8ufNMGVk/Qjvp5eht0/j/QX3+0\nsyUxkdgJE3AKCsL/zYkAZIUn4FSrMoYqLgBIKVl0bBEjQkdg1BmZd/c87qt733VtCSEY2XQk73d+\nn91xuxm1ZhSJWYWoXt/sIW0nZPxRbfdlSuw/bep0+D7/PL6vvUrmnj1kR0TctCl9VRcw6MrkyFex\nD9a+Zj1EL7RvhLuFEMullJH/ua8S8Dxg/yPMFaWUHIvYjxAmOowdUvzG9s6BlS9DlUAYsRB8Gvzz\nWr/PIHaftiD2qS3gcesDLR1HDSZi/AYOh22n3aiycfh3WSSlTL3mz6uEEN8JIbyBWKDmNbcG5F27\nURvTgekAISEhN12YsmXRcRKii76F/ma8a7rTdVCDm97zwgsv8Omnn5KWlmbXvpUyxGbV1nNt/AiS\nTkP11nDfV9ouxnwKpEqbjfOvv44tJZXAH39EZ9KO5zHHZVDlvjoA5FhzmLxzMr+f+J3O1TvzSbdP\n8HC+eamdAfUG4OnsycubXubx1Y/zQ68fCKgUcPP4G/SBoUvg58HagdyPLwOvuldf9ujfn0uffEr6\n1q24Ns+/yLXQCYy+rmWy3IQ9Rr4Kux7ifeATINsOfSpKqYvde4hsSxy+VWpjdHYu+IH8WM2waoJW\nYLB2Nxi9/t+JF2h1cB7+CczZxV7/5RHgh8lYjcuZMZhzcm497gpOCOEv8kp3CyHaoX0+JgK7gfpC\niNpCCCdgMFAudzCsWLECX19f2rRp4+hQlJIgJUT+AdM6we+jwWiCwb/A6A1Q7858Ey+ApDk/kbF5\nC76vvYpL3kHrmeHxIMC1mQ8X0i8wfPVwfj/xO6ObjWbqnVMLTLyu6F6zOz/2/pHLOZcZtnoYx5KO\nFfxQUBcY8SfkpmsJWNw/m5QNnp64NGlCRti2Apsx+rmVyWnHYo98ceP1EP+akxFCtAZqSilXCiEm\n2KFPRSl1W2YvAiQdBw249UYyk2DR4xC1BTo+C73e07Zb34hPA+3b6u9Pwob3tR1Bt6huo6YcOhTK\nntlL6Dj20VtupzwTQvwC3AF4CyFigEmAEUBK+T3wEPC0EMICZAGDpbatyiKEeBZYA+iBWVLKm893\nFEJBI1QlISwsjOXLl7Nq1Sqys7NJTU1l6NChzJ8/v9RjUexISjjxF2z4AOIOgncDeGg2NBkAuoLH\nWLIOHeLSF19QqdddeA4ZktekJOtgPM61PdibcYCXN71Mri2XL3t8yZ2BdxY5xJa+LZnbby5PrX2K\nEaEj+Lrn17T1b3vzh6q3gpGhMHcAzLkbHvvt6q5Mty5dSJwxA2taGvpKlfJtwuBnInP/JWxZFnSu\n9kh57KPEF9wLIXTAF8D4Qtx32JmpAAAgAElEQVRb5tdLKLenrMtpXEg4iZPel7o9O95aIxcjtDIS\n0btgwPfQ58P8E68rmj+sFSEM+1LbBXSLOj35CGAgcuftO+svpRwipawmpTRKKQOklDOllN/nJV5I\nKb+VUgZLKVtIKTtIKbdd8+wqKWUDKWVdKeWHjnsXxfPRRx8RExNDVFQUCxcupGfPnirxKu9Ob4SZ\nveDnQZCdon22jNsBTR8sVOJlTUsj9qXxGHx9qPbBB1fPbTRfyMASn0W4z0lGrx2Np4snv9zzyy0l\nXlfUrVKX+XfPx9fky9i1Y1l3thBrWn0aagmYyQvm9tc2DABunTuB1UpmAZ9pVxbdm8vYGY/2SL4K\nWg9RCWgKbBRCRAEdgOU3WnQvpZwupQyRUob4+ORfzE1RSlNmcgqznxmPTaYR3KJdwQ/cyJEVMKOX\ntuvoiVXaovrC6vsx+DWDpU9pOyNvgbu/D+5O1UjJisWcqWb+FaXcO7cD5tyrJSSp57Vipc/t1T5b\nCvpSl0dKSdykSZjPn6fG55+j9/hnGjH1wAVswsakpE+5M/BOfr7nZ2p7FH+Ht7+bPz/1/YlGXo0Y\nv2k8i44tKvghz1rwRChUrQM/PwKRyzG1bInOZCJ9683L6Bj9rpSbKFvrvuyRfN10PYSUMkVK6S2l\nDJJSBgE7gPullHvs0LeilKjMhGRmPzueLMt56gV1oeerY4vWgM0GGz+BXx8D30YwZiMEFHGzr9EV\nHp6jrRX7beTVCtBFVS+4OVJms3NmIT7slArvjjvuYMWKFY4OQymq2H0wf6BWnib+GPT9BJ7bByFP\ngN5YpKZSliwhddVqfJ57DlPr1levn02JImbnUfabjjKy3WimdJ+Cm9HNbm+hiksVZvSeQZcaXXh/\nx/tMC59WcOHUSn4wYgVUawmLhyMiFmNq377AdV/6Ks4Io67MrfsqdvIlpbQAV9ZDHAEWSSkjhBDv\nCSHuL277iuIo6ZcSmfV/L5NtiaNhve70/6SIp8rkZsDi4Vq9ruaDYcQqqFzt1oLxrgf3fw0xu2D9\nra396vjUo4CRo3t331oMiqI4zsUIWPiYVpomdq9WE/D5A9BhLBhditxczsmTxH3wIaaOHfAa/U/Z\nkU3Rm3hz8St451QhqGMwo5qNujoVaU+uBle+7PEl99e9n+8OfMeHOz/EaivgGDRXT23nY+1usPxZ\n3Fo3xhwdTe7Zs/k+InQCg1/ZO2bILqvPpJSrgFX/ufZ2PvfeYY8+FaUkpZ2/xJyXXyPXGk/jhj25\n+72XitbA5XPwy6NwKQJ6f6Atri/uB1jTgRAVBtu+gVqdoWG/Ij1u8vSgknN1UrJiyUlNw7ly/otU\nFUUpIxJOaCUjDv8OzpWgx0RoPxZcKt9yk7bsbGJffAmdyUT1Tz5B6PXYpI3vw79nWvg0Xs0cDTpo\n1rmDHd/I9Yw6Ix90/gAvVy9mH55NUnYSH3f9GCe9U/4PObnB/d/Al81x97jARSB961aq1qqVfz++\nJrJPJNv/DRSDqnCvKP+REnOR2S+/Sq41nuAmdxU98YoK0xbWXz4Hjy2GTs8VP/G6os9k8G8OS8dq\n7RdRgxatgFx2zFBTj45S2HPpHKWsx3fbSI6CZeO0MxiPhWrH7zwfDt1fKVbiBXDx44/JOXGC6p98\njNHXl9TcVJ7b8BzTwqdxf5376ZneDpeGVUtld6AQgpfavMTLIS+z9uxanl73NOm5BdS/qxIItbth\njF2OMSCgwKlHo58btjQztsyyc8qHSr4U5RrJZ2P5acKrmK0JNG/eh76Tni9aA7tnwtz7wbVqXm2d\nu+wboNEFBv0E0gaLR4Cl4PPNrtV+1COAE8fC99k3LqVQXFxcSExMLLMJjpSSxMREXFyKPo2l2ElK\nLKx4UatKf+g36DBOS7rufBtMVYvdfGroGi4v/JWqo0bi3rUrx5OPM3jFYLbFbmNi+4m8FTABW6oZ\nU4vS3fQ2PHg4k7tMZt/FfTyx5gkSshJu/kCroYiUaNya1yFzxw7kTc56NPjn7XgsQ1OPZafohaI4\nWPKpc8x9800stsu0bHU3d772dOEftpph9auwZybU762dT+ZSuAKERVa1jjbsvng4rHsH+hb+DEjX\nKpWo7FKD1OwYMpNTMHmWUIzKDQUEBBATE0NZLqXj4uJCQEABFcgV+0u/BFv/p32BkzatxEzX8VC5\nut26yI2J5cJbb+HSvDm+zz/P6jOrmbRtEu5Gd2b1nUUr31Yk/3ESDDpcGhc/0Suq++reh6eLJy9t\nfIlhq4bxQ68fCKwceOObG90LzpVx80zgcmYmWeHhmNreuG7Y1XITFzNxrl02PvNU8qUoQMKxMyx4\n520sthRat72PHi+PLvzDGQla4dSzYdD5Be0baiG3et+y4AFwdgzsmAq1OkHjewv9aKPWbdi17Qw7\nfvyVnq+MKcEglf8yGo3Urm2nA9mViiE3AzZ/Bjt/0ErRtBwC3V7RyivYkTSbOT9+PEiJ/2cf83n4\nV8yNnEsr31ZM6T4FH5MP0ibJOpSAa+Oq6Jwdkx50qdGFGb1n8Mz6Zxi2ehjT7ppGE68m19/oZIKm\nD+K2+1fQe5O+NSzf5Evv4Yxw1pepchNq2lG57V2KPMn8d97GYkulbccBRUu84g7B9LzdRw/+qFWh\nL+nE64reH2gVoJeN09aHFFK7UQ8jhAsnDoeXXGyKohQs/ZJWq2vrl9DoHnhmF/SfavfEy5aby4V3\n3yUrPBz3NyfwzNH3mRs5lyGNhjCz90x8TNoUY87pFGzpZlybe99yX7kWW7Gn1Zv7NOenfj/hrHfm\nidAn2HFhx41vbDUMvS4L17r+ZISF5dueEAKjr6lMlZtQyZdyW4s7dIyf338Hqy2VDl0H0u2FkYV/\nOPIPmNkbbBZ4YjU0L+VDqw3OWv0vyFv/VbhzG53d3XAz+pCRG4/VWsDWbkVRSkbCSZhxF1w6AoMX\naEsVvOvZvZuc02eIemQwKb8twTZ0AMPN0zkYf5APu3zIG+3fwHhNbbCsg/EIJx0uDYs25XgxNZu5\n26N49McdNH47lH5fbWHGltMkpt/6WbJ1POowr988qrtXZ9y6cYRGhV5/U4024N0QN580siMisCTn\nv6PR4GcqU1XuVfKl3LYu7I9k4YfvYbWl06nHI3R+9vHCPWizwd+TtalGv2AY8zfUaF3wcyXBMwgG\nTIXz++Gvtwr9mF+1AKTM5NzWvSUXm6IoN3ZuB8y8S5tyHLFCG/WyMykll3/7jTMDB2K+cIHjrw1k\nWK01GHQG5vWbx/11/12GU1ptZB1OwKWJFzqngkfvo5My+XHzaR78Loz2k9fz9h8RXEzNZnjHIJyN\nej5YeYQOH61n7Ly9bDh6EYvVVuT34Ofmx5y+c2jq3ZRXNr3CL0d/+fcNQkCrx3A3nQIpb7rr0ehn\nwpZuxppetE1KJUWt+VJuSzG7DrL4i4+xyUy63jWEdqMfKdyDOenaMT9HV0DLx+De/2kjUI7U+D5t\nR9SO77T1X8EFH/zdoEsHTp3dTsTazdTufotHJimKUnSRf8CS0eARAEN/0zbQ2Jk1NZULkyaRtjqU\n9Ga1+ahvJifEH3St1pXJXSZTxaXKdc/knLyMLdOCqXn+uxxPXkpj9aE4QiPiiDifCkBw9cqM79WA\nfs38qef7T+3AY3FpLN4TzdL9sYRGxOFbyZmBbQJ4uE0AdXzcC/1ePJw9mN5rOhM2T2DyzskkZCXw\nbMtn/yn82nwwLn+9i97kREZYGB733jiR/eeYoUz07jepI1ZKVPKl3HbOhe1jyTefYZPZdO/3OCEj\nHizcg8lRWuHU+CPQ5yPo8LT96ncV113vQvROWP4cVGte4Ad6w77dWL3gOy5E518ZWlEUO9v+Hax5\nAwLawpCF4OZl9y4y9+0n9uWXMcfFsbJ3Fea1Okdzv5bMaPUJ7au1z/+58HiEix6XBp5Xr0kpiTif\nSujhOFYfvsCpeG3BeuvAKky8uzF9gv0J9DLdsL2G/pV4894mvNK3ERuOXmLxnmh+2HSKaRtP0TbI\nk4dDanJPs2q4FWJhv4vBhf/d8T/e2/4e0w9OJzErkTc7vIlBZ4BKfoiGvTDtOkBGWBhSyhtW5L+y\n49FyKRPqXp98ljaVfCm3lTObd7P0uylImUuP+4bTemjBo0SA9m31z+dBShi6BOr2LJH4TqecZnP0\nZoY1GYa+KAv3DU7a+q/vu2jrv0b+ddMjR/RORlyN3qTnFFBLR1GU4rNZYc1E2DlNG6l+8EftzFY7\nklYrCT/8QPy3U0ny0PHFUIGhWU2mtnqOLjW63PSIIGmxkRWZiGuwN1In2Hc2idDD2ghXdFIWOgEd\n6ngxvFMQfYL98atc+DpwTgYdfZv607epPxdTs/l9XyyL90Tzym8HeWd5BPc2r8agkJq0qeV50xgN\nOgPvdnoXb1dvfjz0I6m5qUzpPkV7puVjuK/eTNoZHTknTuDSoMF1z+sqOyFc9GWm1pdKvpTbxqkN\n2/lj+pdIaeGuB0fR4pFCrLPIToXQ1+DAAm1n4cCZ4FW3ROI7lnSM0X+NJjknmTRzGs+1eq5oDVQJ\nhAHfw8Ih8NdEuGfKTW/38a7GuQuxxO6NoEab4GJErihKvsxZ8PtoOPIntH8a+nxo9x3RuRcuEPn8\nGJwPniSsiWD9oNo80+l5etbsWahzGTOOJiKzrSzOyGDmR+u5lJaDUS/oUs+b53rU564mflR1K/5U\nnV9lF56+oy5ju9dh37lkFu2OYcXB8yzaE0MdbzceCglgYOuAfJM7IQT/1/r/cNY78+2Bb9l7cS8h\n/iHQoC9utV1hN2RsDbth8iWEwOjnVmbKTajkS7ktnFy7leUzvwZs9Bk0mqYD+xb80NntsHQMpMRA\ntwnQ/VW4ZmeQPR1JPMLotaNx0btwV+BdTD84nVa+rehSo0vRGmp0t3aO5PZvtfVfTQfme2v99m04\nt2wPEas2qORLUUpCRqL2ZSh6l3Y0WMdn7Nq8lJKdi77B+Ml0dGYrvz7kS/uRr/Jz7b7oxM330+VY\nrISdTCD0cBwt9ifRAh1fn4yja0Nf+jXzp0cjXyq7lMznnRCCNrWq0qZWVd6+rwmrDl1g8Z4YPg09\nxudrjnFHQ18GhQTQs5EfTobr38ewJsOYHTGbpSeXasmXwQljp0dwCv2NjM0b8Rr5xA37NfqZyDqc\nkO/UZGlSyZdS4R1bvYmVP30LSPoOGUuT/gUc+WPJ1Q6yDftSG016IhQC818rUVwRiRGM+WsMbkY3\nZvaZiberN2dXneX1La+z+L7F+Lv5F63Bu97RPuyXPw/VWuY7Uhfcvxfrl80k5sypYr+H8kAIMQu4\nF7gkpWx6g9cfA14FBJAGPC2lDM97LSrvmhWwSClDSitupZxKOg3zH9K+vD08p1AbYYpiZ9QWTrw3\nkTbb4omu7oRl0gu82XWEtg4qH5m5FjYdi2f14Tg2HL1Eeo4FbycDY6WJ9HqV2fN4F1wLsdPRntyc\nDTwcUpOHQ2pyOj6d3/bGsGRfDGPnX6KqmxMPtKrBoJCaNPT/ZzG/yWiib1BfVp1ZxRvt38DN6KZN\nPfrPJ3nvXmzZ2ehucESWwdeELdOCLd2MvpJjF92rUhNKhRa5fD0rf/oGgHuGPVtw4hV/TNsCvvUL\naPkojN1aoonXofhDjF4zmkpOlZjddzY1K9XE1eDKlO5TyLXmMmHTBMy2Ih4GqzfCw7NBb4BFw8Gc\nfcPbjCYXnA3epBZ0hlrFMQe42ZDnGaC7lLIZ8D4w/T+v95BStlSJl1KgmL0woxdkJcHw5XZNvPZf\n2s+rswdzeegY2myLJ35AJ+5YuZ27uz95XeKVa7Gx92wy0zaeYsTsXbR+fy1PL9jH1pMJ3Nu8GrOf\naMuGB1vhZIMGPWqVeuL1X3V83HmlbyPCXu3J7BFtaV+7KnO3R9Hny830/3Yr83ecJSVL+zwcUG8A\nWZYs1kSt0R72b4pbcA2k2UrmnhuX0PnnmCHHTz2qkS+lwjq89C/++nU6oOPeJ56jQZ+u+d8sJez6\nEda+BUYTPLKgSEf23Irw+HDGrh1LFecqzOwzk+ru/5zhVtujNu92epcJmyfw9b6vGR8yvmiNewTA\nA9Ph54e1NWv3fXnD27w8/TgfH07iiSi86gcV492UfVLKzUKIoJu8fm2RoB2AOuBQKbqjq+C3keDu\nq23O8a5vl2YjEiL4Zv/XmFZsZfh6G8LNDf8fPqNx9x5X78k2W9l/7jK7ziSx80wi+84lk23W6mvV\n83XnkZCa9GnqT7ugqhj02thL4vxIdJWMZebMQwCDXkePRr70aORLYnoOyw6cZ/GeaN5cdpj3V0TS\nr6k/j7UPpLZHbZaeWMqD9bUd66Z+wxB/fEPGmqW4d+l8XbvXlptwqed53eulSSVfSoUU/utK1v0+\nCyEM9B/zAnV7dsz/5rQ4+OMZOLkO6vWC/t9CpSJO9RXR/kv7eXrd03i5eDGzz8wbTi32rd2XPRf3\nMCdiDq18W9EzsIg7LBv01s6aDPsSgrpAs4euu6Vui+acXxfOwWVr6TGhCMcqVXyjgNXX/C6Bv4QQ\nEvhBSvnfUTFF0b7ArX5Fm+5/9FctASumY0nHmHpgKruPbeC5NTpaHbXh0rkjNT/5lOxKVdh0PJ6d\npxPZdSaJ8JjLmK0SIaCxf2UGtw2kQ52qhARVxdv9+nqEthwLWUeTcW/nj9CVkbI5/+Hl7syoLrUZ\n2TmIw7GpLNoTzbIDsfwRfp6hvXux7Nx0zqScobZHbXQhQzD5fkHGls03bEtXyYhwNZSJY4ZU8qVU\nOAcW/MH65T8hhBMPjBtP7W43PmwVgMjlWgkJcxbc/Tm0fbLEa3ftidvDuPXj8DP5MaP3DPzc/PK9\n95W2r3Ao4RBvhr3JIs9FBFQq4mBMz7e0atp/Pg/VWlz3LbzpQ33Zsm4B544fv5W3UiEJIXqgJV/X\n7nboIqWMFUL4AmuFEEellNd9wgshxgBjAAIDA0slXqUMsNlg/TsQ9hU06AcPzQQnt2I1eTrlNNMO\nTCM0KpTWsS5MW+GKc2o2ycOfZkNwT3YtPMrh2BRsEvQ6QbMaHozsUpv2tbWF7B6uBS+Wz45MAout\nWGc5lhYhBM0CPGgW4MFr/RrxwHdhrNxWHV1NPctOLuPFNi+CqSpuLepyaU005thzGGsEXteG0c9U\nJspNqDVfSoWy96ffWb/8J3TCmYeeeyX/xCs7VTuQetEwbVH9U5uh3egST7x2x+1m3Ppx+Lv5M6vP\nrJsmXgBOeic+7/45SHh508vkWot4NIbeAA/N0qrwLxoOuf/+0DF5emDUe3E5/VJR30qFJIRoDswA\n+kspE69cl1LG5v3zErAUuOGxAFLK6VLKEClliI9P/pXClQrEkgO/P6klXiGj4JH5xUq8otOimbh1\nIg/88QCbz27klb2NeXVeBilWE892eZZHU+oyd1c0rkY9z/aox/xR7Tk4qTfLnunM6/0a07ORX6ES\nL9AKq+o9nHEKrHzL8TqCm7OB7x5rTXaOGyZLMMtP/YnFZtFeu+cxADJ+v/Hg9JXkq7iHfxeXSr6U\nCmPXzEVsXDUPnXDm4ZdeJ7BzPuctnt0O33eG8F+0EhJPrgOf6+vC2NuOCzsYt24c1d2qM6vPLHxM\nhfufc81KNXm/y/tEJEbw+Z7Pi96xRw1t/delCAh99bqXq1byxWJLIu387Z2ACSECgd+BYVLK49dc\ndxNCVLryZ6A3cNgxUSplSlYyzHsADi/RdhnfM0X7wnML4jLieGXjW9z7+32sOLWaGhfa88oPnoT8\ndYgNtdry04j3eGBQTxY91ZGDk3rz61Mdeal3Q7rU9y5Ulfj/smWayT6RjGtz7zI75Xgz9XwrMfmB\nZsRfaE5CVjzbzmtLNp3vfAy9K2RsXHfD54x+bshsC7Y0x57xqKYdlQphxw+/ELbhV3TCxKAJE29c\nt8qSC5s+hq3/A4+aJV5C4lphsWE8//fzBFYO5MdeP+LlWrRjRe4MvJPHmzzO3Mi5tPZrTd+gQtQp\nu1b9u6DreNgyBWp1gRb/nGVZK7gJF8MiOPh7aOEPFy+HhBC/AHcA3kKIGGASYASQUn4PvA14Ad/l\n1QC6UlLCD1iad80A/CylDC31N6CULZfPaaUkks9oxZdvsKayIFJKNhw7x5Q9XxFt2YAEzMnt6H7Y\nn6f3rMQgwPz6uzw19CGMevuOlWRFJoJVYmpRfkdoB7SqwfbTvVhxeSnT9y+kW0A3hN6Ae7Mg0g+c\nRiZHIzxr/usZw9Udj5noKzvuXF6VfCnl3vbvf2bb34vQ69wY/Nqb+LdofP1N8ce0KtMXwqHVUOj7\nMThXuv6+ErA5ZjMv/v0idarUYXqv6Xi63NoumxfavEB4fDjvbHuHRp6NCPIIKloDd7wB53bCiheg\nekvwaQhA8wd6syvsN6IijnD9/qCKQ0o5pIDXnwSevMH100CLkopLKYfOH4CfB4ElG4Yt1Ta0FEG2\n2cry8PP8GHaAWJdv0DtfxF/Xhf5+j3Bn+AoIW4xrixZUn/I5TgEls+k2MzwefVUXjDUKf8h1WfTu\n/S3YPKs94YmbiLx4niZ+1XHr9xApuz4ne8V3uA776F/3Xy03EZeJS33H7XhU045KuZZ+KZHtG/9A\nL9x49M1J1ydeV0pI/NANLkdr6zH6Ty21xGtj9EZe+PsF6lapy4zeM2458QIw6ox83v1zjDoj4zeN\nJ9ty4/pd+dIbYOAMrZTGouGQq9W68ahZDYPOk6SUi7ccm6LcNk6shdl3g94JRq4pUuIVn5bD/9Ye\np8snG3h1+XriK03BxTWJr3p8w58hz9Dvy48hdAVeTz1FrfnzSizxsqbnknPqMqbmPg6v9F5cLkY9\nk3uNBGHl2eUzMFttuPXW6qplrFup/T/gGnp3J3RuBofX+lLJl1KuLX/nC6TMoFOv/vgG/2fdVloc\nLHgIVr2sfUCO264daltK1p9bz4sbX6ShZ0N+7P0jHs7Fr6Pj7+bP5C6TOZ58nI93fVz0BipX0xKw\n+KOw7t2rlz3cfMi1JpJ1Oa3YMSpKhbV3Dvz8iHZqxKi14HuDUfYbiDifwvhF4XT+eANfrT9B3YBk\n/BvOoLLJxk99Z9FyUxRRjwzGlpFB4OxZ+L74AsJYMkf7AGQdTgQbuJbjKcdr9ajTghquDYizbeGz\n0KMYvLxwCfIn/XS6dtrHfxh83bBccuyOR5V8KeVW7N5DXEiMwGQMoN2oQf9+MXI5fNcRorZqJSQe\n+63Ea3dda+3Ztby88WWaeDVheu/pdkm8ruga0JXRzUaz5MQSlp9aXvQG6vaAlo/B/nnark8gsH59\nwErEsjV2i1NRKgwpYcMHWsmWuj3giVXaF5mbsNokf0XEMXj6du75eiurDl1gcLuafP64E2eMn+Ph\n4s68u+fhv3AjFyd/hFvXrtT+YxluHTqU+NvJOhiPwccVo7+pxPsqLU80H4TeJY4Zu7ewLvIibj37\nkJXghHXHnOvuNfo7fsejSr6UcmvV1z8ANvqOHvnPxetKSGwplRIS1wqNCmXCpgk09W7KD3f9QCUn\n+09xjms5jhC/ED7Y8QEnk08WvYGQJ8CcCYd/A6BZ/94AnNx70J5hKkr5Z8mFpWNh82fQahgMWXjT\nZQvpORZmh52h55SNjJm3l3OJmbzerxE7Xr+TkKan+XDPKwRVDmL+3fOpsuUwCd9Nw+PBBwmY+i0G\nz5Jfg2RNzSHnTAqmFuV/yvFa/er0w1nvjF/1g4xfHE5mm04gBZkbVl9dYnGF0c+EzLFiTXHcjkeV\nfCnlUvivK0nNjsLHoyG1u+eVXDq3A77vopWQ6PqyNi1QCiUkrrXy9Epe3fwqLXxa8H2v73F3KpnF\nrAadgU+7fYqrwZXxm8aTaS7iEHqNNuAbDHt/AsCnUR30Og8Sky6UQLSKUk5lp2hLFw4uhB4T4f5v\ntLNTbyA6KZMPVkTScfJ63v0zEi83J6Y+2prNr/RgTLc6/HZqLhO3TqSNfxtm9ZmF28kLXHhjIq5t\n2uD/zqRSS4QyDyWABNfmFWPK8YrKTpXpGdgT6b4fm8zlpQiJcHEmI8amzYRcw+ir1WGzOHDdl0q+\nlHLHarWy+Y/fEMKF/m+9pH0zXf8ezO6n3fDEarjzLTCU7qn1f576kze2vkEbvzZMu2sabsbiVbgu\niI/Jh0+7fcqZlDO8t+O9og2hCwFtRsCFA9rOLaCSiw/ZlgTMOTklE7CilCfJUTCrL5wNgwHToPsr\n142gSynZHZXE0/P30v2zv5mzLYoejXxZOq4Tv4/rzD3Nq6HTwSe7P+HLfV/Sr3Y/pt05DefkDGLG\nPYPB25uAb75G51R6n1VZ4fEYq7lh9K04U45XPFDvATLMaTzaI5V959OJrd2U9EtucGDBv+67ttyE\no6jkSyl3/v7kB3Kt8dStFYKHnwcsGKjVr2rxKIzdCoElv2biv5adXMbErRNp69+WqXdOxWQsnQ+2\n9tXaM67lOFaeXsmSE0uK9nDzh8HgAvu00a8aQbUBM0f+WG//QBWlPDmzBab3gNRYbb1oy0f/9XKu\nxcay/bH0nxrGw99vZ9upRJ7qXpctr/bg6yGtaBWoTR/mWnN5ZfMrLDiygMebPM7HXT9Gn2shZtwz\n2DIyCJj2HYaqVUvtbVkuZ5N7Lq3CjXpd0b5ae6q5VSMqdxMjOgWxzFgTcyrkHtoGSWeu3qd3M6Jz\nN6rkS1EKK+tyGocObkavq8Ldb4yFXx/TPij7fwcDpoJL6R+TseT4Et4Oe5uO1Tvybc9vcTW4lmr/\nY5qPoXP1zny08yOOJh0t/IOuntBkABxcDLkZBPftDsCJHXtKKFJFKQd2z4B5A8DNG0b/rS2wz5OU\nkcvUv0/S9dMNvPDrAdJzLHwwoCnbX+/Jq30bUc3jn//203LTGLtuLGui1vByyMtMaDsBgeD8G2+Q\nHRlJ9c8/x6VB6S6LyDqYAICpHJzleCt0Qkf/ev3Zfn47T3T3ILNZGwDS41y05SjX0I4ZUtOOilIo\nf779OTaZTtuOd/H/7FrKLa0AACAASURBVJ13fE33G8ff547svWSKDESIvffesarUKkqn8dOqoqWK\n0mrVKlqjatYoSuw9apMYScxEQhKy977j/P64toSQe5PQ+3698rr3nvM95zyX5NzP/X6f5/PId34E\n4Yc1eRi1BpRKPJtubOK709/R2KUxC1ovwEhmVOIxSAQJM5vNxMrIirFHx5KR/wp2EXWGQH4GhGzF\nrUFNJIIZ8fH3dBarHj1lFmU+7Pwcdo0FrzaatmO2XgDcjMtg4tYrNPrhED/vu0GlcuasHFqPg5+3\nYGBDd0wMnvYrj8+OZ8jeIVyMv8gPzX5gcNXBACQuXkzGnr04jP0C89atngtB12RfTkDuaobMtmS/\nIJYk3b26IyKyJ3InUz7rRLypDffiHBAv/aVpgP4AeTmN3YSoLp2KR7340vPGEB96k6i4KxjLnGni\ncABu7YMuc6D2oFKJZ/319Uw/M53mrs1Z0GoBhtLSa1VhY2TD7BazicmMYcqpKUXP/yrfEOwqP1p6\nNDO0I0eZiEql0mG0evSUMbISNbNdF1ZAkzHQbz2ioQVHb8Qz6I+ztJ97nK1BMfSq7cr+z5uzZlgD\nWlZ2QFJAT8SItAgG7R5EdEY0i9osoqtnVwDS9+4l8deFWHbvjs2wYSX9DlEm5qCIycTkLV1yfIir\nuSv1HeuzPWw7rjbGGDdujCpWBSlREHn80ThZORPEfDWq1NLJcdWLLz1vDDtmLwJUtK2qgus7NS2C\n6pX8TQxg7dW1zDw7k1ZurZjbci4G0pJN7i+IWg61GFN7DAfuHOCv638V7SBBgNrvQ/R5iAvF0aU8\nophL2P4Tug1Wj56yQmyIJr8rJhB6LSO35bdsuBBD+7nHGfLneW7EZjCuQ2VOT2zDD738qFSucJuJ\nywmXeX/P++Sqcvmz4580dm4MQE5IKPcmTMS4Vi0cp08rFYuH7MsJwNtX5VgQPbx7EJ0ZTWBcID7+\n7TBQKklINCfmyLJHYx61GSols1V9b0c9bwRXtx8kNfs2NnInKuVvhLZToeGnpRLLqtBVzL4wm7bl\n2/JT85+QF1J6XhoMrjqYwLhAZl+YTXW76vjZ+738oBr94NBUCFyFb+se3Aw/zvWjp6ncqYXuA9aj\npzS5GqDx8DKyILXvdlbesWHN9sMkZeXj62TB3L416OLnjIHs5fMUx6OPM/boWOxN7FnSdgluFpqG\nzor4eKJHjEBqY13ilY0PybuTTsbRKAwrWiGz0t0MfcLdWLbNXkB+djqCIAFBeOLx8XPJM/skksev\nBUFAkEg0zyUPXhewzdLBgfYf99Uc+wxt3dsy8+xMtoVtY1rD8SCVEp7oTa27+7gTcw93F2fk5Z6w\nm/ApuaKHh+jFl54yj0ql4vCmDYAB/o77NH47TceUSiwrQlYwN3Au7d3b82PzH5FLyo7wAhAEge+b\nfk/fnX358tiXbPLf9HJ3fVNbTdulKxuoMOZbhOXGxN6PKpmA9egpDdRqOP4THP2B3HK1mGPzLStX\npZCvTKKNjwPDmnnQyNO2yDNU/9z6h6mnp1LZpjKL2yzG1thWc5ncXKJHjESVkUGFv9Yhsyv5RHdF\nfDZJq0KRWBhg07eyzq5z++INts+ehlqZhZG5K2q1EkQRUVQDoiYV4qnXmkfNNhFQa54/2AZPHIcI\n4sN8Lc326KsinnX8qFS/2nOxGMuM6ejRkZ3hO5lYfyLG1asjzUzFSFAQsG4hH34+HSNjGRILg1Kr\neNSLLz1lnhPzV5KnjKWCzBS7TsM1fjsljFpUs/TKUhZdWkSnCp2Y2WwmMknZ/POxNLRkdovZDNoz\niG9OfMOC1gs03zRfRO3BELIF6Y1dmMjtyMrX5H1JpdKSCVqPnpIiLxNx26cI1wI4YdqOYXcGQEwe\nveu48kETD7wdim6MLIoiy4KX8evFX2ns3Ji5Lec+spkRRZH730wiNzgY14W/YuTjo6t3VCiqtDwS\nV4SARMD+g2pIzXQz63b54FkOLf8ZBCmdR39HlSY1dXKdhyTfT+TPMUMJ2n2wQPEFGs+vzTc3szdy\nLy2aNiFn4SLSGnvTNHMf03b2Y2ZPvwcVj6UjvvQ5X3rKNHkZmQSdO4REMKfrux7QelKJx3Aj+QZD\n9g5h0SVN8mxZFl4PqWZXjXF1x3Es+hirQle9/IAKzcDGEwJXUq6cK6KYRdTpS7oPVI+eEiQ/MZLU\nRa1QX9vJdMUAxuR+xIh21Tg9sQ0ze/q9kvBSqVXMODuDXy/+SlfPrixsvfApf7+kJUtI37UL+88/\nx7xtW128nReizlGS+GcI6mwldkOr6azC8fhfuzm4bCYSuSl9pszSufACsHGyw8Tam/u3zqN+ooLx\nSfzs/PC09GRb2DbMmjQBUUQwbkotSRjnzp1i+6UY5A4mpVbxqBdfesouosiuLyegFtOp6WyLYfcf\nSrRHY2Z+JrPOzaLvzr5EpkUyrfE0ZjSdUeaF10P6+fSjvXt75gfNJygu6MWDJRJN4v3dU1Sq6QHA\n1f3HSiBKPXp0T2p2Plv/2UTWwmZI0qKZZPItlXtM5MSENoxuUxEb01ebEcpT5fHlsS/ZeGMjQ6sN\nZUbTGU/lfqbv30/CvPlYdPPH9qMPtf12XoqoUJO4+iqKhBxsB1XBwEU3bc52zFvJ+e2LMTR1ZsjP\nc3D1qaCT6xRExXpNUSvTuHq84HubIAj09O7J5YTL3HMzRWJhQeY9GaJExijrs3y9NZgUEymiQo0q\nJbfE4n6IXnzpKbOkbJpGROp9DCV2NP9pXokJL1EU2XV7F/7b/Fl3bR3vVHyHHT130LNiz5cv35Uh\nBEFgauOpuJi5MO7YOJJzk198QM0BIJHhYx0MGHDvbmRJhFliCIKwQhCEeEEQQgrZLwiCsEAQhDBB\nEK4IglD7iX2DBUG49eBncMlFrac4RCZm8e32EOb8+DX+lz4hR2bBdf/tzBw3hj713DCSv/qyenp+\nOh8f+JiDdw/yVb2v+KLOF0/dF3KvXuXe+AkY1aiO0/TpJV7ZKKpFkjdeJz8iDZt3K2FUUfvNutVK\nFesm/czN05sxt6/K8AW/YOVoq/XrvIj6PdoCUi4dKLwjR1evrkgFKdsjd2DaqBFZZwPBuz1dOY6p\nTOTnwLtA6bQZ0soniSAIHQVBuPHgpjWhgP1fCIJw9cEN7ZAgCO7auK6et5gTc9m+LRzIp9W7/ZDK\nSma2KTw1nOH7hzPh3wmUMynHX13+YnKjyS9PWi+jmBmYMaflHFLzUpn470RU6hf4d5k5QOXOSEM2\nYCy3IyM3seQCLRlWAh1fsL8TUPHBz0fAbwCCINgAU4AGQH1giiAI2v9E06MVRFHkXEQyH62+QLtf\nDlL5wlSmSZaRV745zl+eon7d+q8tiGKzYhm8ZzCXEy7zU/OfGOT7tMegMiGBqBEjkVpa4rZwIRLD\nkvX+E0WR1B3h5IQkYdnFE5OaDlq/Rm5WDn98PonYW8co59WMD+bNwMis5PtEWthaYm7nQ3xEEEql\nssAxdsZ2NHNtRkBYAEZNGqKMiyPfri3S7AT+aJrK0WSNIfUbKb4EQZACi9DcuHyBfoIg+D4z7CJQ\nVxTF6sBm4KfiXlfPW8zpxYRtWEmSOhVLYw+q9uqg80tmK7KZEziH3gG9uZ58nckNJ7Ou8zqq2RWc\nzPkmUdmmMl83+JpT906xLHjZiwfXGQw5ydiZmaEW04m9fK1kgiwBRFE8Drxo+q87sFrUcAawEgTB\nCegAHBBFMVkUxRTgAC8WcXpKAYVKTcDle3RfdJI+S05zKyKSQ/bzGSDdD41HYzZ0Cxi9/peo8NRw\nBu0ZxP2s+/ze9nc6eXR6ar86L4/okaNQpabitngRMvuS99PKOBpF1un7mDV3wbyZi9bPnxqXzPLR\nX5IeH0zFBu/Q//txyEroi3FBVGrUDFGVxeUDZwsd09O7J0m5SVz10iwtZ0YLYGqPX/xOhrbyIg41\nt68llFTIj9DGzFd9IEwUxduiKOYDG9DcxB4hiuIRURQfSsszgKsWrqvnbeT8ctg3kf1JdQApXceO\n0OnlRFFkf+R+um3rxp8hf+Lv5c+OnjvoU7kPUsnbU+nXq2Iv/D39WXxpMWfunyl8oGdrsCyPt0Us\nAME7/1NNtl2AJz02oh9sK2y7njJAeq6CpcfDafHTEUavv0hmrpJFbQ04ZDmN8lkh0HMptJ8Oxfh7\nvhh/kff3vI9SrWRlx5U0cGrw1H5RFLk/eTI5ly/jPOtHjHyfnX/QPVkXYknfdweTmvZYdvTQ+vlj\nbt5l1ZdfkJcZTR3/j+n2xdACPbZKkvrdW4MgJ+TIkULHNHNtho2RDVvTj2Pg6UnWqdNQvS/c3Mvn\njWxINpaSejedW3Gv0JZNC2jjX+5Vb0zDgD0F7RAE4SNBEC4IgnAhIaHklaieUiZoDeway+mMnuSo\n43F18MPRT3e+NHfS7/DJwU8Ye2wsVoZWrOm0hmlNpmFjVPKGe7pGEAQmNZyEp6Un44+PJyG7kL+v\nB4n3VQ32ATKib98u0TjfdPT3sJIjKjmbaTuu0mjmIWbuvk55WxP+GFyXg50z6HJ2MBJlHgzdAzX6\nFus6R+4e4cP9H2JtZM2aTmvwsXneMiJp2XLSA3Zg/7/RWLRvX6zrvQ4515JI2XoLw4pWWPeuhFBA\n26PicP30FTZ+Nw6lIoM2wybQcqC/Vs//upiYm2BZripJUZfIzy24TZBcIsff059jUceQNqhN9vnz\nqKu8C2olstDNVK3uQHkkjFgbRHZ+wcuXuqBEZasgCAOBusDPBe0XRXGpKIp1RVGsa18KU7Z6SpHL\nGyFgFAr31py9p0IimOE/baxOLpWjzOHXi7/Sc3tPriRcYUL9CWzouoGaDrovkS5NTOQm/NLyF3KU\nOXx1/CuU6kJuNLUGYChXYyixJq0wkfZ2EgO4PfHa9cG2wrY/h/4epltSsvLZdD6KwSvO0eLnI6w+\nHUk733LsHNWUDR82pE38aiSbBoKDD3x0FFzrFOt6m29uZszRMVSyrsTqTqtxNX9+0Sbj0CES5s7F\nonNnbD/5pFjXex3y7qaT/Nd15E5m2A6sglAEN/5X4dyOo+yaPwUBKd3HfU/N9o20ev7i4tusBaI6\nl8A9hbdE6+HdA6Wo5JKHgJiXR3ZUFjjXhotrsXS1wACB3IRsJm0LKXpf3GKijf+lIt2YBEFoC3wD\ndBNFsXQ6Weopm4RshW2fQIWm7LnRAJU6harVmmJirf0k96NRR+m5vSdLryylfYX2BPQIYECVAW+M\nfURx8bLyYnLDyVyIu1B4/peFM1TsgI1EhUqdQkr43ZINsvQIAN5/UPXYEEgTRfE+sA9oLwiC9YNE\n+/YPtukpAZIy8/jr7F0G/XGWujMO8tWWK9xOzOSTFl78O74V896rRTV7Gfw9BI58D9XfgyG7wcLp\nta+pUqv45cIvTD09lcbOjVnefnmBM+K5N24QM+4rjKpVw2nmjBKvbFTEZ5O0UuNebzekKhJD7d7H\nDizfzL9r5yA3tGHAzF/wrlNFq+fXBnU6NwfBkGvHC7fG8bb2xs/Oj7+MLyPI5WSdPAW1BkB8KHJp\nNAAj/FzYGhTD3xeiSyRubfxPnQcqCoLggUZ0vQf0f3KAIAi1gCVAR1EU47VwTT1vC9d2wpbh4NaA\ntObzCds7AbnUnjYTtdu3MTojmlnnZnE0+ihell6s6LCCeo71tHqNNwV/L38O3DnAhusbGO43vOAW\nSXWG4HnoJ+5nmnB5235ajh1e8oFqGUEQ1gMtATtBEKLRVDDKAURR/B3YDXQGwoBsYOiDfcmCIExH\nc68DmCaK4kt8O/QUh/iMXPaFxrEn+D5nbiehFqGCrQkfN/eks58TVZ0tHgud1CjY0A/iQqHddGg8\nqli2NFmKLMYfH8+x6GP09+nPuHrjCvxypkxKIurTT5Gam+O6cCESI6PXvubroEp/xr3eXHvu9Wq1\nmq2zlnDn0i6MLb14/8fpmNlYaO382sTQxBBb1xokRV8kNzO70MrLHt49mH5mOurqPmSdOAGjVsLe\nr5FF/w10pUM5S7ZnZzN5ewjV3SzxcdTt+y22+BJFUSkIwkg03wSlwApRFEMFQZgGXBBFMQDNMqMZ\n8PeDP5i7oih2K+619bzh3Nyv+bbqXAv6byLgf98jijk0939fa21t8lX5/BnyJ8uClyERJIytM5YB\nvgPKXE/Gkuadiu9wJOoIp2JO0cKtgAba3m2p7jmek1fMuHvjRskHqANEUez3kv0iUGCFhyiKK4AV\nuohLj4a49Fz2BN9nd0gs5yOTEUXwtDdlRCtvOvs54eNo/vzM0p3TsHEgqPKh/yao2K5YMcRkxjDy\n0Egi0iKY1GASfX0KzhdT5+cTPWo0quQU3NeuRV5O+5YOL0KdoyRxhca93v4jP6261yvzFaz9+geS\nos5h7VKHgTO/xsCoZC0zXpVqLVtybM05zu04SvN+nQsc08mjEz+d/4kQLxl+m0JQpCuQV+mK5OoG\npFa9UCXkMO+9mnSef4LP1gURMLIpZlqeSXwSrZxZFMXdaL41Prnt2yeel3xvBT1lm/DDmptmOV8Y\nuIXIC7eIT72BuaE7NftpJ5nzZMxJZp6dyd2Mu7R3b8+4euNwNHXUyrnfdBq7NMbGyIbt4dsLFl9S\nGSaN+iAPvk5qhn6yWo9uuJeaw56QWPYE3+fCnRQAKpUz439tKtLZz4mKDmaFL+UFroJdY8HaHd5b\nD/aVihXLxfiLjDkyBoVawW9tf6ORc8G5TaIoEvvtFHKCgnCZNxfjalWLdd1X5ZF7fXwOdkOrYuBq\nrrVzZ6ZmsHbCFLJSbuJWrQO9vxlR6hWNRaFm+0YcX2fCjVPHCxVf5gbmtHVvy5b4w/gBWadOYVVr\nIIRsQW6bgTJORjlzIxb0q8nA5Wf55p9g5vWtqbOl5P9GooueskXkCVjfH+wqwqBtYGzF3iXLAYHO\nIz8u9uljs2L56fxPHLhzAHcLd5a0XUJjl8bFj1vHqNQiJ8MSiUzK4p3arpjq8FuXXCKns0dnNt7Y\nSFpeWsEmsrUHYS18Q7w6hczYBMwc9QnkeopPVHI2e0Ni2R1yn4t3UwGo4mTB2HaV6OTniLfDS8RE\nahQc/A5CNoNXG+i9AoytihXTjvAdTDk1BWczZ35t/SseloVbNSSv+JO0bduwGzECi44la/cmqkWS\nN93QuNf3raxV9/rE6Hj+mvQNipxYqrYcQMdPXzhRXKaQGcixr1Cb+NtnyExOL3SJtKd3Tz4M34nS\n2pysEyew6j4LLFyR5V4hN7U+okpNYy87xrStxJwDN2ngYUv/BuV1E7NOzqpHT2HcPQvr+mi+rQ7a\nBiY2XFi5maz8KBxt/HCtX/21T61QKVhzbQ2/X/4dURQZVWsUQ6oOwUCqvVwIXXA7IZPNgdFsDYoh\nNl3TY2zJsdtM71GV1j7ldHZdfy9/1l5by77IffSp3Of5AVblcXeQEB+r5sqWvTQeMej5MXr0FIE7\nSVnsDo5lT8h9rkSnAVDNxYJxHSrT2c8JDzvTl58kNx1OzIUzizWvW0yAFl8Vy79LLar59eKvLA9e\nTn3H+sxpOeeF3SwyjhwhfvZszDt2xG7EZ6993dfhkXt9cCKWXTwwqaW9pc7Iy7f456epqJWZNO7z\nPxq98+YtVtVo25oDS09wdvsh2gztWeCYeo71cDZ35aZXNn6nTiEiINTsh/zIv6CqhzIpF7mDCSNa\neXM+MpnvdoRSw82Sqs7aL/7Siy89JUdMIKzrDeaO8P52MLNHla/g5L4dCIIJ3ad88dqnPnf/HDPO\nzuB22m1aubVifP3xuJiVXR/M9FwFu67cZ3NgNIF3UpAI0LKyA9/6+2JtYsC320P4YOUFulR3Yoq/\nLw7m2k/mrWJTBW8rbwLCAwoWX4Bf93acX7KRiItBNEYvvvQUndsJmewJiWV38H1C76UDUMPVkomd\nfOhUzYnytkVsSaNSwsXVcGQmZCVoDDJbTwYrt5cf+wKyFdlM/Hcih6MO07tSb75u8PULc0Fzb97k\n3tgvMfL1xfmHmQglvByXcTRa417fzAXzZtrzKb9y+DwHl80CJHQcOYWqzWpp7dwlSbUWdTj0hwW3\nzp0oVHxJBAndvbpzyGkRvhdU5F69hnHN/siPbgVAEZeF3MEEqURgbt+adFnwLz/svs7a4Q0KPF9x\n0IsvPSXD/SuwpicYW8PgHRoBBuyfsRClOokqlVu/1rKWKIrMOj+LddfW4WLmwqI2i2ju2lzb0WsF\ntVrkVHgSmwOj2BsaS65CjbeDGRM7+dCzlgsOFo8F1q7RzVhyLJxfD4fx780EJnauQt+6bki0aJ4o\nCALdvLoxJ3AOd9Lv4G7xfMtV6xZ9kS3dS3JWitauq+ftIitPSWx6LrFpmp87SVnsvxrH9ViNY3jt\n8lZM6lKFjtUccbV+xR6Atw7C/kmQcA3KN4b+G8GleN5doElNGHV4FDdTbjKh/gT6+/R/YW6PMjmZ\n6E8/Q2JqiuviRUiMtZfgXhQ07vWRGvf6Ttpzr/93wx7O/bMEqdyCd77+DjdfT62du6SRyKQ4etfl\n3o2jpMYmFdrou7t3d/7y0MyeZp08ifHHHyFzd4VbapSx2eCnGWdnZsiKIfVwsdLN/7VefOnRPXFX\nYXV3MLTQCC9LzYxUZnwS126cQSaxocOkUa98WlEU+eHcD6y/vp4BVQYwpvYYjGQlW+5dFCITs9gS\nFM2WwGjupeViYSSjdx1Xetdxo4arZYE3fQOZhFFtKtK5uhNfbw1m4tZg/gmKYWavai/PiXkFunh2\nYV7QPHaE72BkrZHPD5DKsTQwIynvPnkxYRi6eGvt2nrKNmq1SGJWHnFpeRpxlZ5LXFruY6H14HVG\n3tNmvYIAdd2t+barL538HHGyfI0Pr7hQjegKPwzWHtBnDVTxL5aFxEOCE4IZfWQ0OcocFrZeSDPX\nZi8cL+bnEz16NMrERNzXrEZeTnepAAWRcz1ZJ+71Oxes5sbJTRiYujJgxvfYONlp5bylSa2Obbl3\n4zBnth2g4yfvFTjG2cyZyt4NiHY6h/GJE9h9/BGSOu8hDYtFESkFHn8J1cVy40P04kuPbkm4Cau7\ngcxQs9Ro/fgXO+C7OYhiFo3avYPU4NWsH0RRZPaF2ay/vp7BvoMZW3dsiRscvojMPCW7r9zn78Ao\nzkdqlhWbVbRnYucqtPMth5G8aHkqXvZmbPioIX9fiGbG7mt0mv8vn7X05rNWXhjKim/H4WDiQCOn\nRuwI38FnNT9DIjy/lOLm7U1SaDQhfy6nzqQfi31NPU9z5Ho8a87cwUguwUguxUguxVguxUguefAo\nfWq7sYEEI5kUIwMpRjIpxgZPjzWUSV76t5CrUBH3pIhKz+V+Wu6jbXHpecRn5KJQPe32LZUI2JsZ\n4mhphLe9GU297ShnYYSjpSHlLIxwsjTG0cIIY4PX/N3MiIMjM+DiGjA0hw4/QL3hINNO3uaeiD1M\nPjkZO2M7lrVbhrf1i79MiKLI/WnTyLkQiPPs2RhXf/2c1Nch7246yeuuadW9Xq1UsWHaPO7fOIKZ\nnS+DfvwOE/NXnJEso1RqWI29i224HXgKjeVowfT07skF91O4nA9ClZmF1Lc7culSFPeKkHuoJfTi\nS4/uSAzTCC8EeD8AbL0e7YoJDOZ+UiimBm7UH1ZwvlFhiKLI/KD5rL66mv4+/cuM8FKrRc5EJLH5\nQjR7QmLJUajwtDflq46V6VXLFUfL15uVEwSBPvXcaF3Fgek7rzL/0C12XLnHDz39aOBZ8NT6q+Dv\n5c+EfycQGBdYoPGsX+8eXAo9StiNe9RRqzX9H/VojVyFioSMPHIVKnIUKnIV6kfPVepXb3UiCGAo\neyzGHgs4Cdn5GtGVkq147jhTAynlLI1wtDCigYcN5SyNcLI00ogrCyMcLY2wMzNEquW+gQAocuD0\nQjgxD5S5UP9jTTK9iXb6rKpFNb9d/o3fL/9ObYfazGs1D2ujl1cKJq9aRdrmLdh++gmWXbtoJZai\nokh44F5vrj33+rzsPNZMmEpa3BUcPJrQ7/txyGRvjwyQSCQ4+9QnKngv8XdicXAv2FqoTfk2bKlo\ninAmk+xz5zBv3Qp5ORNyY0wRs9IRTHVvKPv2/KvrKVvEBmtyvERRs9T4jAfP7gVLADUdhg995VP/\ndvk3/gj5gz6V+jCh/oRSF153k7LZ/GBZMSY1B3NDGT1qufBuXVdquVlpLT47M0Pmv1eLnrVcmLQt\nhL5Lz/BePTcmdqqCpcnrm8a2Lt8aU7kpO8J3FCi+HHy9kQoWJCoEuH0YvN+8SqiyTCc/Jzr5FdwK\nR6FSPxBkKnLz1eQqVeTkqwoUas9uy1U8GKtUPzrGxtSAuhWscbR4IKosHwsrc6NSMB5WqyH4bzg0\nFdJjwKcrtJ0Kdtpb3s5R5jD55GT2Re6jh3cPJjecXKQK6OTVa4j/cRbm7dtjP+rV0yKKgyo9j8Q/\ntOtenxqfwrqvJ5ObEYlXvR50++KDN8LD61Wp27kdUcF7ObttH/7/G1zgGCOZEV7NupC3YSMpx49o\nxJdPNYhRozy3F3mrV5sQeB304kuP9ok6D+veAQMzzVKjXcWndl/euIv03EjsLavg0aL+K5166ZWl\n/Hb5N3p69+Sbht+UmvDKylOyO1hTrXg2IhlBgKbednzVsTIdqjoWeVnxdWhZ2YH9nzdn/sFbLD8R\nwcFr8Xzr74t/dafX+vcwlhnT3r09++/sZ2KDiRjLns/RMTe2IzU7GsXZlcj14qvEkEslyKUSLEpD\nGOmayJOw/xu4dxGcakKvpVChqVYvEZ8dz+jDo7madJWxdcYyuOrgl/6NiKJI0pIlJMybj3m7tjjP\n/rlEKxvVuUoSV4SizlZg/1F1ZHbFT/i+uO8UR1cvRq1Mp3aXD2n1fnctRFo28axdGZlROe5cPg0U\nLL4Auvv25nL5TVQ9fpjyTEPmWx0OXUJx5axefOl5A7l9VGOgal5OI7ysnjaoU6lUHN++GUEwovvk\nV7OW+DPkT369yOWSLwAAIABJREFU+Cv+nv5MaTSlwPwkXaJWi5yLTGZzYDS7g++Tna/Cw86UcR0q\n07OWC846qoopCBMDGRM7V8G/hjMTtwYzev1FtgZFM717NdxsXj1/w9/Ln3/C/uHw3cN08Xx+ecXF\n3ZPUa7e5cTKWat3jwaxk26noeYtICocD38L1nWDhAj2XgF8frS9nhyaFMvrQaDIVmSxovYCWbi1f\neowoiiT88gtJy//Asns3nGbMQCjBZTlRqSZp9VUU8dnYDSm+e31uZjZbflhIbNhxpHJr2n08meqt\n3/6etm5VGxARGEDMjTu4VH6+ihugqm1Vdle1p3ZAPPnR0cjLOQMiivgcSL4NNrqt/Hz75hz1lB7X\ndz82UB269znhBXBk1hLyVQl4udfF0q3gpZaCWHt1LXMC59CpQiemN5mOtBjGikUlJSuf4zcTWHQk\njE/XBtJk1mHeW3qGvSGxdKvhzOZPGnF4bAtGtPIuUeH1JNVcLNk2ognfdvXlXEQy7eceZ/m/t1Gq\n1K90njrl6uBs6syO8B0F7q/aQdOC6Ga6G1xaV+y49fwHyU6GvRNhUQMIPwKtJsHIC1DjPa0Lr/2R\n+xmyZwhSiZTVnVYXTXip1cROnUrS8j+w6vceTj/8ULLCSy2SvPEGebfTsHm3EkaViudeH3IskN8/\n/ZTYsOM4eDTho8W//yeEF0D9bu0BOBewv9AxgiDg3lYzAxh5YBuCXILMxgCl6A6X/tJ5jPqZLz3a\n4crf8M/H4FwTBmwuMFE2OyWN4CvHkUqs6DxlTJFPveH6Bmadn0U793bMaDZDJ8IrKTOP4Jg0QmLS\nHjymE5Oa82h/eRsTape3pq2vAx2rOr1+NZcOkEoEPmjqQYdqjkzeFsL3u66x7VIMP/Ssjp9r0Uql\nJYIEfy9/lgUvIz47HgeTp2e23BrVQphvRpzKBIJWQ5MxWin71/MfQJkP55fDsVmQlw61BkGrbzSz\n41pGFEWWXlnKwksLqWFfg3mt5mFn/HILBVGp5N7XX5MesAPbD4dj/8UXJZrS8JR7fefiudfnZefx\nz8+/EXP1EBKpOS0Gj6du5xfbabxtuPpUwMDEhaiQs8CHhY5r0/R9rlosQ3VoJ5WGjkTmZIEi0wcu\nfQ0tJxare8LL0IsvPcXnwgrY+YUmX6Pfek2JeAHsnDIHtZhJw6Z9kJsUrfJvy80tzDg7g5ZuLZnV\nbNYLHaiLSkJG3iOR9VBw3U/LfbS/gq0Jtcpb8X4jd6q5WFLN2bJYCe0lhYuVMX8Mrsvu4Fi+2xFK\n90Un+KCJB5+3q1SkPpH+Xv4subKEXbd3MbTa84UQZoa2ZObFo0q4jTTyX/Aom2a2esoIoqhZWjzw\nrWYZx7MVdJgB5XTTiDpPlce3J79ld8Ruunh2YWrjqRhKDV96nDo/n5gvviDz4CHsP/8cu48/0kl8\nLyLj2AP3+qYumDd/fff6G2eC2bt4Lsq8eGxc6/HO12OwsNWdV1VZpkKNxtw8/TcRl2/iUaPgput2\nJnYk+LngceEu+fk5morHq9aIabEIt4+CdxudxacXX3qKx4l5cHAKVOwAfVaBvODlt/jQm0TFXcFY\n5kyTke8X6dTbw7Yz9fRUmro05ZcWvyCXvroAik/PfUpkBcekEZee92i/p50p9SrY4OdiSVUXC6o6\nW2JpXPaFVmEIgkCX6k40rWjHrL3XWX4igj0hsXzfoxqtfF78bdrdwp0a9jUICA9gSNUhz33zd3R2\n59btO4RnVqVS4Cq9+NJTODFBsO8buHsK7H00s+HebXU2W5qYk8j/Dv+PK4lXGF1rNMP9hhdp5kqd\nnU30yFFknTpFuUmTsBk4QCfxvYjsKwmk743EuKY9lp1fz70+Py+fgDl/cOfSHgSpMY37jHkj+zNq\nkwY92nPz9N9c2LG/UPEF4Ny6M8Ynl3Hu0DpqO3cDUUBhUAWDS+v04ktPGUQU4fD38O9sqPaOJmn2\nBeJox+xFgIq2gwYW6fS7bu9i8snJNHRqyLxW815aGi6KInHpec8JrYQMjdASBI3QauRpSzUXS/xc\nLPF1tiid8voSwNJYzsyefvSs5cLErcEMXXmertWd+PYlfSK7eXVj+pnpXEu+hq+t71P7fFo24tbt\n41zPqUmla39DVhKYFt9nTM9bQHYyJFzX/EQch9B/wMQOus6FWu+DVHcfNTeSbzDy8EjS8tKY23Iu\nbd2LJjpU6elEffIpOZcu4TRzJla9Cu4HqEuUiTmkbLmFQXlzbF7Tvf520A12LfiF/Jx7WDrWpPfE\nzwttrfNfwqGCE0bmFYi5cR61Wl2orUbtzoMJ+34ZEfu30mB8PwCULr0xuDYTclI0LfF0gF586Xl1\n1GrYOwHOLYHa70PXeS9cG7+6/SCp2bexMatIpY4vny3ZF7mPb058Q13HusxvPb/QpQOVWuRkWCJb\ng6I5EZZIYmY+ABJB4wzfzNtOI7RcLfF1sijS0tvbRr0KNuwa3ZQlx26z8HAYx1/SJ7JDhQ78eO5H\ndoTveE58ebVtjPCnMbFZIqjy4coGaDSipN6KnrJAVtIDkXUNEm5A/IPHrPjHYwzMoekX0PRzMNKt\nWeWRu0cY/+94zA3MWdlx5XO/s4WhTE7m7vDh5N0Kw2XOHCw6dtBpnAUhKtUkrb8OEgGbfj6v7F6v\nVCrZNX81Yee2I0gMqNvtU1oMKFkj2LKOV50mhB5dx61zoVRu6FfgGENrW9K8HLC8HEmqaRZIQGHW\nCFR5ELJF02FBB/z3Po30FA+VEgJGweW/oNFIaP/9C5cSVCoVhzdtAAzw/+rlRoWH7h5iwvEJVLev\nzsLWCwv0nLoVl8HmoGi2XYwhLj0PS2M5bXwcqO6qEVpVnCwwMdD/aj/EUCZldJuKdHmmT+Ss3tXx\nsHu6nYaloSUt3VqyO2I3X9T94qkcO6lUioncjkxFCrjWg8BV0PCzNybxXhCEjsB8QAosF0Xxx2f2\nzwVaPXhpAjiIomj1YJ8KCH6w764oit20Flh2MmQnab5hG1npdJaoyGQlakTWQ3H1cFYrK+HxGANz\nsK8MFdtrHh2qaB4tXHXeBUEURf4M/ZN5gfPwtfVlQesFzxWJFIYiLo67HwxDER2N26KFmDUvneXz\n1F23UcRkYjvIF5n1q3W/uBt6m4A5s8nLvIuZbRXe+Xocdq56+5dnqd+jHaFH1xO050Ch4gvArkVb\nLFf8xb7QrbS1rYsi2xjKVYOL6/TiS08ZQJkHW4bDtQBNtVLzcS/94D0xfyV5ylgquDTArvKL8xmO\nRx/ny2Nf4mvry+I2izGRP/arSs7KJ+BSDFuCYgiOSUMqEWhV2Z7v/F1pXcVBK30O33ae7RM5cPlZ\ndo1uipXJ00u63b26c+DOAU7GnHyuRN/BwYWI6CjuGnWhfPR3cPcMuDcqsffwugiCIAUWAe2AaOC8\nIAgBoihefThGFMXPnxg/Cqj1xClyRFGsqZPgQv+BXU943hlagrGVpmLY2BqMHz5aF77NyPLVK7NE\n8YHIemYWK+GaRgw+isdCI6oqdQD7KpocLgcfjUdXKQjvWym3mBM4hxMxJ+hQoQPTm0wv8EtaQeRH\nRXF36AeoUlIov3wZJvVKx3ohOzhRk2DfxBnjqkVfIlQrVez5fT3X/90MgpSaHT6g1ZAeb6VTvTaw\ncbLDxNqb2LALL1x6dG3blTt//MX1/X/T0bM5yvtZ0HQA7JsIcVehXNFmVF8FvfjSUzTys2DjQAg/\nDB1/hIafvvSQvMwsgs4dQiJY0HXaiw1VT8acZMyRMVSyrsRv7X7DzMCMfKWaIzfi2RIYzZEb8ShU\nIr5OFkzu6kv3ms7Ymb28kknP0zzsE1nJ0Zx3fz/Fl39fYdn7dZ5KTm7s0hgbIxsCwgOeE1+VGtcl\nYtMZQm+qKG9kDkGr3gjxBdQHwkRRvA0gCMIGoDtwtZDx/YApJRKZVyvotRxykjU5Jjkpmtmwh89T\nIh88TwVe0OvRyPKxKDN5Qpw9KdRy054WWznJj483tNSILJ8uGoH18MfCuUzMbsZmxbL40mK2h2/H\nRGbCl3W/5H3f94tsCZEXFsbdD4Yh5uVRfuWfGPsVPhOiS5RJOaRsuYnc1QzLTkVPsL8fFsU/P/1M\nTtptTKwq0nP8lzh6uugw0reDSvWbcmnfCkKPBeHXqm6BY4z9/FCZGuEYep+UGpkYh+YhVumNcGCy\nxtewwwytx6UXX3peTm6axjw1+hx0Wwi1BxXpsE1jp6EW06ldrzuGZoV3iz97/yz/O/I/PC09WdJ2\nCZHxarYEhhBw+R4p2QrszAwZ0rgCvWq7UsVJ9w1P/wvUdLNiQqcqTN95lRUnIxnW9PGHgFwip7NH\nZzbe2EhaXhqWho9L1St3bcW+TUuJuXsXer+rMSPs+IPOklK1iAsQ9cTraKBBQQMFQXAHPIDDT2w2\nEgThAqAEfhRFcVshx34EfARQvvzzJsMFYuNZNDdttUrzt/hQlBUk1J4UcEnhmsfcNJ4SbUaWmhms\nKv6Plwrtq4C5Y5kQWc+SkZ/BipAVrLm6BpWoYkCVAXzk9xFWRlZFPkdOaChRwz8EmZTya1ZjVKnw\n6jdd8ijPC7DtX6VIeV5qtZqDf2wh+NB6QKRqywG0/7ivfrariDTo0ZZL+1Zx6cDBQsWXIJNh1qgx\nNc8d4bTiAq1FPxRZJhjUHgymL/eJex304kvPi8lKhLW9NFOvvVdA1aJVBB2e9TvxqaFYGnvS6svC\nTe4uxF5g1OFROJm60tj0G95dfJlb8ZkYyCS09y3HO3VcaeZth0yqv9Fomw+aVODM7SR+3HONuu7W\n1HB7/GHWzasba6+tZV/kPvpUftznTG5oiLHMjszcJKg9TuPxduVvaFDy3kg65D1gsyiKqie2uYui\nGCMIgidwWBCEYFEUw589UBTFpcBSgLp1675gmuo1kEg1M1oFGBi/kIeiLTsZDEzLrMh6FoVKwcYb\nG1lyZQmpeal09ujMqFqjcDV/NR+s7KAgoj76GKmFBeX/XIGBe8HtZkqCtD0RKKIzsR1YBZnNy/O8\n4u/EsvXHn8lKvoGReQW6jf0StyoVdB/oW4SZjQXm9j4kRFxEqVQiK6RrgWWzFuQcPMxfkXtojR+K\n+GwMus7RWVz6TzQ9hZN+D/7spFmi6Le+yMLr5r5/uRi0D5nElgHzCp+uPXsviI8PfIZaYUlo4Hss\nOHAPiwcWCee/acvC/rVpVdlBL7x0hCAI/Ny7Og7mRoz4K4i0HMWjfT42PnhbeRMQHvDccXa2TqjE\nNOJTTMCphmbpUdSuztABMYDbE69dH2wriPeA9U9uEEUx5sHjbeAoT+eDlW0eijY7b7BwKvPCSy2q\n2Ruxl27bujHr/CwqW1dmQ9cNzGo+65WFV+bJk9wdNhyZnR3u69aWqvDKCU0k8+Q9zBo7Y1ztxbMp\narWao2sCWDt+JFnJ4VRq9C6f/j5fL7xeE5/GLRDVWVzef6bQMaZNmgBgGRGJWiKijM3SaUz6TzU9\nBZMcASs6Qvp9GLgFKrYr0mEZ9+LZvfJ3BEFKrzGfY2z1tNu9Wi1y9nYSH23cyrB9H5ObY4o8/jNG\nNq/F0S9bsuXTxvRvUP6NNjp9k7AyMeDX/rWITcvlq82XER+IKEEQ6ObVjcsJl7mTfuepY7zq1ADg\nyvaDUGcIxIVoTDXLNueBioIgeAiCYIBGYD2nLAVB8AGsgdNPbLMWBMHwwXM7oAmF54rpKQbn7p+j\n/67+jDs+DmO5Mb+1/Y1l7ZdR1fbVXfHTDxwg+pNPMXB3x33dWuRORe8lq22Uybkk/30LuYvZS41U\nk+8n8sf/viFw51Lkxra88/XP+I8ZjERfVPTa1PVvCYKc4MOHCx1j4OqCvEIF6kbJSDRORRGXrdOY\n9OJLz/PEX9MIr7x0GBygaRtUBFQqFevGT0GlTqdRy564NXhcHHYnKYs5B27SYvYR+q3awqmsHzGR\nWvBzs8Wc/LIHX7SvTAW7wvPC9OiO2uWtGd/Rh32hcaw6FfloexfPLkgEyXOzX9V6tgNkRN8Og2q9\nQW4CgX+WbNCviCiKSmAksA+4BmwSRTFUEIRpgiA8aRvxHrBBFJ+ayqsCXBAE4TJwBE3Ol158aZFb\nKbf47OBnDNs/jMScRL5v8j1/d/2bpi5NX6vHYlpAADFjPsfI1xf3VSuR2Zae6eijPC9RxLb/i/28\nTmzax8ovPiM9PhSPOt34dMlCKtSoWILRvp2YmJtg5ViN5Ogr5OfmFTrOrGlTKkcquSGEkxubrtOY\n9Dlfep4mJgjWvgNSAxi6R5OQW0S2jp1OVn4UbuXq0OiTAWTnKwm4dI8tQdGcj0xBEKC2Vw55ziux\nNLRkVadVOJs56/DN6Ckqw5t5cOZ2EjN3X6eOuw1+rpY4mDjQyKkRO8N3MqLmCCSC5kPD0MIcQ6kt\naVkJGhPNar0gZKsm8b6Qvp5lAVEUdwO7n9n27TOvvyvguFNA6ZTGveXEZsWy6NIiAsIDMJWZMqb2\nGAZUGYCR7NV8r54kZf16YqdOw6RhQ9wWLURiWrpf6tL2RqKIysBmgA8y24ItMdITU9k8cy4pMYHI\njRzpOGIKlerrpgfmfxXf5i04tfEigbv/pVGvgrsgmDZtQsrateTk3gelEnW+ComBbmYc9TNfeh4T\neRJWdQNDM/jg1YTXmSXruXs/EBO5K42/G8ePe67T6IfDTNgaTHJWPl91rMz6zyqQaP4r5obGrOi4\nQi+8yhCCIDD73RrYmRkw4q8g0nM1+V/+Xv7cy7pHYFzgU+OtLcuhVKeQcicG6gwFRRYEby6N0PW8\ngWTkZzA/aD5d/+nKrtu7GFBlALt77WaY37BiCa+k5cuJnToNs1atcFvye6kLr5yrSWSeiMG0kRMm\nfvYFjgk5eoE/Rn9KSkwQbn4d+WTJIr3w0gF1OjdDEIy4evxYoWNM69UDuRynjBwA8uMydRaPXnzp\n0XDrgKaq0cIJPthXtNL3B0Sfu8KpI1uQCBZENO9Dy9nHWXo8nMZetmz+pBEHv2hBp1pSJpwagVSQ\nsqLDCtzM3V5+Yj0lirWpJv8rJjWHiVuCEUWR1uVbYyo3fW7p0bOG5sMheOs+cKkDDlUhcGUpRK3n\nTSJflc/aq2vpvLUzy4OX06Z8GwJ6BPBVva9eyTriWURRJH7ePOJn/4JFly64LpiPxLB0fQCVqbkk\n/30TubMpVp0Lvp8eWb2dfb9NR5DI6DxqOn0mjcTASO9fqAsMjAyxca1OamwI2RkF53NJTE0xqV0b\n17txANy8GaqzePTiS4/GYXt9P7CrpFlqtCj6jFRWSjpb5v6CKKo4YdmY3TEKBjeuwLFxrfhtYB3q\nVrAhKiOK4fuGIyKyvP1y3C1Kr+JIz4up427Dl+0rsyv4PmvP3MFYZkx79/bsj9xPjjLn0Ti/Xh0B\nCXeuX9dUz9UZDPcvwf3LpRe8njKLWlSzJ2KPVioYn0VUq4mbMZOk35dg9e67OP80C0FeugU7okpN\n8l/XQS1q/LzkT3/UqtVq/p6xiKBdyzAyd2XI7HlUaaqbBgp6HuPXujWICi7sOFroGNMmTZBdD0WB\nkojwmzqLRS++/usErYHNH2hmL4bsLLKhXGaekj9PRrDss4ko1UlkmNak08BOnJ7YmsldfXGz0bQG\nismMYdj+YeSr81nefjmeVkWfUdNTOnzc3JOWle2ZvvMaITFp+Hv5k63M5vDdx5VCZg62yCU2pKQ/\naKhcvQ/IjDT9HvXoeYKHFYxfHf8KU7lpsSoYn0VUqbj/zSRS1q7FZuhQHKdNRZCWflVg2r475N/N\nwLpXRWR2T+d55WblsOLzb7l7ZQ82LnX5cOEcrBxLryDgv0SN9g0RJKZcP1X40qNZ0yYgqsmVpkN8\nHun5ukm814uv/zJnfoOAkeDZEgZt1Thfv4SY1Bxm7r5Gox8OEbF4GSr1HSxMKjNp2WSGN/PE3Ojx\nN86ojCiG7RtGtiKbZe2XUdFaX7XzJiCRCMzpUxMbUwNG/hVEJcvqOJs6P7f0aGVuj0KdTHZiisbh\n3rcHXNmkaUWl5z/PzZSbjyoYk3KT+L7J92zquum1KxifRczPJ2bsl6T98w92o0bi8NU4rZy3uORc\nTybzeDSmDRwxqfF0nldidDzLR31OWuwlPOp0Y/Dsb/XLjCWITCbD3qMWGQnXyUwuWFQZ+vggtbHB\nKC8N19xy7I3Yq5NY9OLrv4giFw5Ng70TNC1G+m3QOF+/gEtRqYz8K4jmPx3hjxMRvKeIwlIZiqG0\nHEMWzXjOCPVC7AX67+pPRn4GS9stxcfGR5fvSI+WsTE1YEG/WkSl5DBp21X8vfw5c/8McVlxj8a4\n+/gAaq5seXBzqjMY8jM0y9h6/rPEZsUy+eRkegf05lL8JT6v8zk7euygu3d3pK/a/LsQ1Dk5RI0c\nScbevThMGI/9iBFlQngpU/NI2XQDuZMpVl29ntoXduEaa8Z/Tl5WLPV7jqDXVx/pWwSVAjXbtQVU\nnN12sMD9gkSCaZMmiFE3Kae05VTECZ3Eobea+C+hVsGVjXBkJqRFQc2B4D8fpAX/GihVavZfjeOP\nExEE3knB3FDGsKYe9CwHe35eDYIRfSZNRG7ydHXS1ltbmX5mOq5mrixss1Cf4/WGUt/Dhi/aVeLn\nfTeo7FoHtbiE3RG7GVptKADVe7bnwtl/uH05hIYA5Rtp8gYDV0GtgaUaux7do1ApuJN+h7C0MMJT\nwwlPDScsNYy76XeRCBIG+Q7iQ78Pi5VI/yyiSkX6zp0kLPgVxb17OE6fhvW772rt/MVBVKlJXn8d\nUSli09/nqTyvs9uPcGL9rwgSAzqP/o4qTfT5XaVF1Ra1ObjckpvnTtDmg14FjjFr2oTseRvAA2ZW\nmaqTOPTi67+AKMKt/XDwO4i/Ck41oftCzXJjAWTkKth4PoqVpyKJTsmhvI0JU/x9ebeuG4aoWPrB\nCEQxmzY9PsTB1/vRcSq1irmBc1l1dRWNnRvzc4ufsTDQN8J+k/m0hRdnbiexYF8yfnWrERAewJCq\nQxAEAWsPN2QSa5JTYzWDBQFqD4b932h6gZbzLd3g9WgFhVpBVHoUYalhjwRWeGo4d9LvoBSVAAgI\nuJm74WXlRTv3dvSq2AsXMxetxSCKIplHj5Iwdx55N29i5OuL04wZmDYssDd6qZB+4A75d9Kxea8y\ncnuTR9t3/rqGGyc2ITcqR58pU3H01N6/i55XRyKR4Ohdh3vXj5J8PxEbp+fznE0bN0Y1TdPXUYzP\nAx3MH+jF19tO1Hk4OAXunARrD+j9pyY3p4Dp7qjkbFaeimTj+Sgy85TUr2DDpC6+tPMth1SimdJf\n+8k35CpjqejRjJr9/B8dm5mfyfh/x3M8+jj9fPrxVb2vkEn0v15vOhKJwNy+Nek8/1/uRVcl03wj\n15Kv4WurEVYWJvYkZ94mLzMLQzNTqNEPDk3V9HvsNKuUo9fzKijVSqIyop4SWGGpYUSmR6JUPxZZ\nLmYueFt509KtJV5WXnhbeeNh6VEsf64XkR0YSPwvc8gJCsLA3R2XuXMw79ABoQwt2eXeSCbjaDSm\n9R0xqekAgDJfwfpvZxMfcRIz2yoMmPktZlZl14T4v0TtTu24d/0w57YdoOOn/Z7bL7O3x8DNFlFU\n6qzNkP7T8W0l4SYcngbXdoCpPXSerenDJ32+BDvwTgp/nLjN3pBYJIJAl+pODGvqQXXXp5cLDv+0\nlLiUUCyNPen24/hH26Mzohl1eBQRaRFMajCJvj59df3u9JQgdmaGLOhXi/5/pGBmLiMgPOCR+HL1\n9CL5yk1Ctx2g9sAeYGqrySO8vAHaTgW5bj6Q3ya2h21nbuBcTOQmmMhMnno0lhk/em4qNy14/8PX\nT2x70RcflVpFdGb0czNZEWkRKNSPm6s/FFnNXZvjbeWNp5UnnpaeGMsKdmnXNrk3bpIwdy6ZR48i\ns7fHcepUrHr1LHUbiWdRpeWRvOkGckcTrPw11dzpSWms+/o7slNv4Vy5Ne9+OxqZTP9xW1aoWL8q\nUgNbwgNPAs+LLwDTJo3IvX0PZYJuKlH1vw1vG+n34egPcHEtyI2h5dfQaITGtf4JlCo1e0Ji+eNE\nBJeiUrEwkvFRcy8GN3bHyfL5m2vYgRNcDNyLTGJD/7nTH20PigtizJExKEUlv7X9jUbOjXT+FvWU\nPA09bRnTuiaLr1bhn5s7GVt3LHKJHL9ubblyZQ9h5y9pxBdolh5DtsC1AJTu3ZFZ6qu5XoSzmTOt\nyrciW5FNtjKbHEUO6fnpxGbFkq3UbMtWZD8ljF6GodSwQIGWmpdKRFoEearH/e2cTZ3xsvKiiXOT\np2ayTOQmL7iC7siPjibx119JC9iBxNwc+7FfYDNwIBLjkhF9r4KoEknacB1RocamfxUEuZTo65Fs\nmfkdyrxkqrUeRIeP9V9GyxoSiQSXyvW4G7yX+Mj7OFR4vum6WdOmJK/6DOs+c3USg158vS3kpMLJ\n+Rr7CLUS6n8Izb4Es8elzrFpuZwIS+TErQROhCWSmJlPBVsTpnWvyju1XTE1LPjXIeNePDtX/I4g\nSOg5cgwm1hpLiu1h25l6eirOZs4sbL2QCpYVSuKd6iklRrTy5kBkCyJVC9kYcoCB1Tvj6FcZiWBB\nYtK9xwMrNANrD3KOHScpzhmbvj6Y+BXNP+6/SD3HetRzrPfScQqVQiPOlDmPhFqhjw+ePzk2S5GF\nrbEtDRwbPBJZnlaemMrLRkN7ZWIiib8vIWXjRgSJBNvhw7AdPhyp5cstcEqL9IN3yI9Ix7pvZeQO\nJlw5fJ6Dy35GFFW0HPwVdTo3Le0Q9RRCXf/23A3ey9lt+/EfM/i5/ca1ayPIIPvkSSxatdT69bUi\nvgRB6AjMB6TAclEUf3xmvyGwGqgDJAF9RVGM1Ma1//MocuH8cvh3NuSkgN+70OobsPEgM0/J2f+3\nd9/xbVUH/8c/52pakiXvEcfxzCSTOAkJEELCCISQUGihjJa2EMoD3X0KlOcpfaA87e/hKaU8dBB2\ngQIto4QI7XUoAAAgAElEQVQVIIQkhJm9l0diO8tLlm1t6Z7fH1KcDUk8ZDnn/XoJXV1d3XsusY+/\nOvfcc7bs56MdTSyvbKKyITZPVZbDzNnlWVw2egAzhuWgace/RTsajfL3O+4hqnuYPPUbDDr7TKJ6\nlD+u+SNPbXyKSfmT+P15v8dl6bsVpNI9DJpg/lXXc9ErT/PQZy9wxdCLsFuMpFqz8PjriYbCGMwm\n0DQCRbfT/FkxphwD1vLuu9vtdGYymHAZXP3udy3a0UHLk0/R/PTTyGCQtKuuIuvfbsWUm5voon2p\nwA437UvqsFXkYh+Xw+JnXmfN209iMDm54o57KBpV/tU7URKmZMwQTNY8dq77BDg6fGkWC645czBm\n9cwXxy6HLyGEAfgTcCFQD6wQQiyQUm4+ZLPvAW4pZbkQ4hrg/wGqLbYr9GhsQMsP748NG1E2ncj5\n97AuWsTy1U0sr/yENbWtRHSJxagxsSSDb1QM5JzybIblpX5p4DrUaz+/n45QHQNzzmTKbTfgDXu5\n86M7WVK3hKuHXs0dE+/ApPWtPhhKz8l32Zk+8GI+2P0v7vzXZ/zf1ecwoKgYz9Zqtr69hDPmXkiw\nto3m1cMwil1kDalES1GXopWj6cEgrS++SNNfHyXqdpN6yUyyf/hDLCUliS7aV4q2hWh5cRvGHBvO\ny0r4x28eoW7DQqypxVz3m/9SI9YnicKRk6he+Tr1W3cycFjxUe/n/9eve+zY3dHyNRGolFJWAwgh\nXgTmAIeGrznAr+PLLwOPCCGElFJ2w/FPL1LGJsFe9Gto2EQwezTLKv6Df7aU8+nj+2kP7EYIGDnA\nxc1TSzm3PIszi9Kxmk5+cMPP57/Irj0rsJkGctVD97CnYw8/WPwDKlsruWviXVw7/NruPz+lz/v+\n+KtZvPcVFta8yz9XFjHpomls2bqY7cu/YPDEyTQ9uQkt1UJ2/lIMmxfBzDvBqPp9KTEyGsXz+gIa\nH/k/Inv2Yp8yheyf/ISUUSMTXbQTInVJy4tbkaEojrmDefoXv8azfx0ZAydw3f13qhHrk8jEyy+i\neuXrfLHgPQYOm9erx+6O8FUA1B3yuh44cvCVzm2klBEhhAfIBJq64finj7oVhN/9T0z1n9JkLuBh\n0894tm4csk5jYHobl43O5+zyLKaUZZFhN3fpULtXbeDjxa+giVSu/e09bGjewI8+/BHhaJi/zPgL\nUwqmdNNJKclmWMYwytPK2a1v4Fevb2LB7WcjhJ2OZg9NT2xEs2hkf28UhuZvwPMvwda3YOSxBzNU\nTh9SSjoWL6bhD38gVFmFddQoBtx/P/bJydUy2vZBLcFqD6YZeTx1392EvPWUVsxlzs++q0asTzIF\nQ4uw2AdSt+lzIPnCV7cRQswj/n9g0KBBCS5N3xAIR9m0fhWO5fcz1L0Ej3TyUOQ7vMWFTCzL5d7B\n2ZxbnkVRpq3bptcItrXzyv/+HinDzPrWbSwLreSeJfeQZ8/jkZmPUOpSk2OfzoQQXF52OQ+2PkiK\nvYXb/r6a61OKmJR5PgBZN43CmGGFtPNhzp9h8IUJLnHMCfRNvRF4ANgdX/WIlPLx+HvfBv4jvv43\nUko1g/hJ8K1YERura+1azCUlFPzxj6RedGGfmBLoZAQq3bQvriVaZOGfT9+DHvEx6YrbOeeamYku\nmnKKisZMZvsn/6R69TZKzxzaa8ftjvC1Gyg85PVADlZeR25TL4QwAi5iHe8PI6WcD8wHqKioOC0v\nSUaiOtv2t7N8RxMbt23j7PrHuUp8SAAzL6XegHv0zVw5bBC/LnAdNZ9id3n+x/9JWG9i9OiZLMxf\nx+PLH2dC3gQePO/Bbp0qREles0pn8dDqh7hgQh2L309jUtYMDAgCI6MHR/fWDDDuusQWNO4E+6YC\nvCSlvP2Iz2YA9wAVgARWxT/r7oWiJ7XAli00/OEPeJd9hDE3l7z77iXtiisQSTjmVbQ91s8rbJG8\nvuwBpDCoqYL6gbOuuJjtn7zMyrffT7rwtQIYLIQoIRayrgGO7Ay0gNjtBJ8CVwGLT9f+XlJKGjuC\n1LX4qXf7qGvxUdfip7bFR53bx15PAJvu5RbjGzxgfAeTQWdP+XVkXHI3V2ccPRZJd3v7Vw/i9laS\n5RzGW1Mq+WDDB1w5+ErunnQ3pmMM0KqcnnJsOUzOn0xVw2c8YzsXgzfEsj3Pk7ViMKVXnJ3o4h3L\nifRNPZ6LgfellC3xz74PzARe6KGyJr1QbS2Nf3yYtrfeQnO5yPn3n5N+3XVo1uQcdFfqsfG8Ih1B\nPqh/Gs3s4pv33Etu6YBEF03pouxBeaQ4S9iz7Qt0Xe+1S8ddDl/xPly3A+8Sa85/Ukq5SQhxL7BS\nSrkAeAJ4VghRCbQQC2jdxv3qDsINPoQmwKghDOLwZYMGBoEwCDAcWHdwmfg2whD/jCYOW8YgEAf2\nZdIQJkP8Of44ogWqPRCmrsVPXWe48lHn9lPX4qPe7ccfjnZuK9AZ7Whjor2Baxz7KHPUM6T1I8xh\nD4y8CqbfTWFG71zm2/DPd9iybSlmQw5vX7yTrXU7uGPCHVw3/Lqkuzyg9Lw5A2eTsrwVZyTKn3MN\nZO9yE6zflehiHc+J9E0FuFIIMRXYDvxESll3nM8ec4K+07XrhO71EqyuIVRdhW/lKlpfew1hNJI5\nbx6ZN30PgzO553j1vL+TUJWHlY0Libqyuem392Bz9o3x0ZSuKx0/hU0fPsf2zzYybMroXjlmt7T9\nSinfBt4+Yt2vDlkOAD029XxLMAKhKEJKNB2ELjsf6BIRjT3T+ayD3n3H1wWEBAQBv9TxSUkACCFJ\nAxwajDZrpJpDpKUGcGkeUmUz1kgDpsAetEAHIhhEEEKk2CDvSiJn34ChbAziFO5SPBXNO3ay6JVn\nEMLKx2ftpTbUyiPTH+Hcgef2yvGV5KIHo4xbnI8/ZOOdiav40fTv8+IXGfhCzQTC0VO6u7YPeAN4\nQUoZFELcAjwDTD+ZHfT3rhORlhZCVVUEq6oJVlcRqqomWF1NZO/egxuZTKR9/Sqybr0VU05O4grb\nTVrW7Ma7uI5d3k0EC7K5+Vc/QjMm5c+3chxnXXERmz78O2sWLkqu8JVoz+1fRH1DC27poBUHHunA\ng50Qx79MJgATkKJpWA0CiyawahrWQ57NQmARGmZNYNYEJgk+bxi/P4wFsCKwADY0ssxG0i1G0o0G\n0kWIAj2ANRLCEAlDWEcGQQbMSKxInOiUcszpOsNAG7DDC3yCMBvQUk0Y7CY0hxmDw4TmMGFwmOPP\nB9eLFOMptVCFg0Fe/PX96NJHTbHEUwDPzXiOsrSyk96X0v/JsE7z3zYR2e3lw/GbeML3AjfYbyE9\nM5+mpj38/pE3ufsncxJdzCN9Zd9UKeWh/VAfB/7nkM9OO+KzS7q9hH2E1HUie/cSrK4mWHUwYIWq\nqoi2tnZuJ6xWzKUl2MaPx1JWirm0LPY8aBDC3LW7rfuKutVVBF7YQTgawD8yi29+v8faEJQESsvN\nwJ4xmH1VK9Ej0V4J1/0ifP27+RVs5jVHrY8YUgiaXIRMLgImJwGji4AxFZ/Bid/gxGdIpUNz4dUc\ntGtO2oWDdpGKX5qJ6jphXRKJ6gSikrAukVKSMyiVoRkpFDkNlBv2UhipxdVRhWjaDo3boKUqNr0P\nAALSiyB7GGQPhayhkD0QsgYjTQ5kWD/kEY09h3T0QATdGybaEUbvCHU+R5r9hHa1ofvCsW6/RzKI\neEg7NKgdJ7DZTZ2XS//x43sIRPbid7jwTjPx/HkPkm5JR0b12HEkgKSzl56UB48vY68Pe69zPQij\nQLOpvmL9hYzqND+/hWCVh/RvDGHUACu+dx9lce1izpx2Fu+9vArfqhW8vraCOWOPeWUuUb6yb6oQ\nIl9KeaAJ53JgS3z5XeC/hRDp8dcXAXd1V8G8n35K62uvodlsaDY7mj3+bLPFHvb4st121LqudFyX\n4TCh2tpYwKquJlgVC1jBmhqk39+5ncHlwlxWRuqFFxwMWKVlmAbkI/rp0ApBX5D3/vQ8A+qtZFry\n8U1J5cKr+mRfRqWbDJ54DmsXPsHGpasYPWNijx+vX4Qv23XPg7cxNr2O3w3+FvC7MfpbMfrd2DvX\n10ObG3wt8GWT1BqtkJJ+xCMNzA5orYXNW8G9E2T82qUwQEZpLGANv+xg2MocDOZjT04rIBZ+TqH/\nqdQlujccC2jtofhzGN0bij+HiXaEiDT4iHaEIHKcqx9abF9TnZciXLNi65aCb+mmY7fKnSJziQt7\nRS4po7LQzKq5PllJXdLy0jYCW1tIm1uO/cxcxstsChwFLKhawCOXP8x7Lz9Gjt7KL1/dwKgCF6XZ\njq/ecS84wb6pPxRCXA5EiPVNvTH+2RYhxH3EAhzAvQc633eHSFMT/jVr0X0+dK8XGQic8GeF2XzM\nkCaOXBcPdtHWVkLVscuGodpaiEQ692XMy8NSWkraVVfFA1YplrIyDBkZp02fT13XWf7iQrYufJOz\nsy4g1ZoJ52QyZnZyDACrnLpJcy9g7cJnWLdosQpfJ8xVEHucKCkh7DskrH3Jw+eGlprYcrAdXAMh\nbzSM+kYsYGUPg8yyXh3BW2gCQ6oZQ6oZU96Xd/qUUiKD0c7WM73jYIva3u2V7Fy/BoER68RBjCk8\n82AlK0Q8IRL7j4itOrBMfJHO7Q9sevjn9I4QvjUNuP+5ndYFVdjGZmOvyMM00HHaVOj9gdQl7ld2\n4F/fhOvSEhxnxe681YTGZaWX8diGx2iJtGI1ZhKOujEbNW77+xpe+7cpfab/1wn0Tb2L47RoSSmf\nBJ7siXK5Zs/GNXv2wWNFo+h+P7o3FsZ0nw/d5+0MZ7rPh/T5Dnute4943dR8+PbBYGznBgPmwsJY\nS9aMGZjLYgHLXFKKwXF6dyDfuHQVS/72BK6IYEbeFZjMFnJuHIW1PP2rP6wkPUd6Ks6cYTTuXE0k\nFMZo7tkrNv0jfJ0sIcBsjz1cAxNdmh4lhEBYjWhWI2SldK5ftXk5yx5/El0GGH7tHKbO6bkRyFNn\nDCJU04Z35T58qxvwfr4PU54NW0UetnE5GOzqsmRfJqXE82Y1vlX7SZ0xiNSph//OzC6bzaPrH+Xt\nmrfJysinvmE1v52YzveXNHDfm5u5/4pRCSp5chIGAwaHA4Oj+1oNZSSC7vOhWa39pj9Wd9m9vZZ3\n/jQfz761DHFNZmz2uZhybGR9+wyMmSlfvQOl3xg6ZSor/rWRte99SsVlU3v0WKdn+DqNbWvZxjPL\nHiXnJTe69DB84sVcOudbPXpMIQSWUheWUhf65WX41jXiXbkfz5vVeN6pIWVEJvYJeVjK02JDeyh9\nStt7u+j4ZA+OcwpwXnD08AlFziLGZo9lQdUCfnnmddQvXI1p7UpuOW8ajy6t5tzBWcwc2fNj1CnH\nJ4zGpB/uobt1tLTx5v89ye7NH6JhZFr5TeRGM7GOyCTj6iFoFvXn8XQzcfY0Vrz+OBuXLFHhS+ke\nGxo3MH/DfMRbuyjebSMqOxiYP55Lf/aDXi2HZjXimJSPY1I+4X1evCv24VvTgH9DEwaXBdv4HOwV\nebHpaZSEa/uwjvYP67BPzMM1q+S4l4pnl83mvs/uwzKtGBYaqKus5Of/fgsmTWNyaVbvFlpRvkQk\nFOb9x19my0evIXUfOQMmcX7hxdAQJHV6Ic4LitSXwNOU1WEjPX8kzfXrCAWCPTpJugpf/dyq/auY\nv34+6yq/4OqPx6GHdYQQnHPRt5j4vW8ktGymPDtps8twXVKCf3Mz3pX7af+wjvbFdVjKXNgn5JFy\nRhbC1D/vqOrrOj7eTdu7O7GNzSZtbvmX9tG7uPhifvfF73in8QNshkw83kZMBo2fX9x703Uoylf5\n4vUlfPrKM0SCjVgcRVww9zu4NkbR3WHSrx2GbXR2oouoJNjwqefxyYurWfnmMqZc1XPz0qrw1Q9J\nKfl076fMXz+fVftXceG2IVxdPRxdNpBuL+frv/klqQP6zuCHwqhhG52NbXQ2kdYgvlX78a7cR8uL\n2xDWKmzjYp30zQV9486504F35T5a36jGOiKT9K8P/cqWAJfFxbTCabxd8zbzXFPY17IRT91eXIXq\ncqOSeJUrt/D+Y/Pxte7AYEpn4hW3MW7ImbS+WgkOE9m3jsE8QNUvCoy/9Fw+/cdf2PzRUhW+lBMj\npWRp/VLmr5/PhqYNFIo8bl86jQ7vTqQwMnnaNUy59fpEF/NLGdMsOGcMIvX8QoLVrXhX7Me7Yh/e\nT/diyrdjn5CHbWy2GjusB/nWN+J+ZQeWwWlkXjssNtXWCZhTNof3d72PpSQdWiTrX3uPc3/47R4u\nraIcX1N9A289PJ+mXZ+DMDN40pVcNO+bBD/aS+s/tmMudpJ5/XAMDnUTghJjtpjJLBxLU+0qfO0+\nbKnHHi6qq1T46geiepRFtYt4bP1jbHNvo8BRwF3e62n4aAMdeg2ulFK+ft9dSdUKITSBtTwda3k6\nui8c66S/Yh+tC6pofbualDOysFfkYilTnfS7k39LMy0vbsNc5CTzhhEI44lf8p1SMIUMawYrhuwm\nZ5XGrk2bUZNTKYkQ6PDx9p+fpWb1uyAj5Jadw2U/vAlnmouWF7YS2ObGPimPtNllJ/UzrpweRp5/\nPkue/owvXl/MtOsv65FjqPCVxCJ6hHdq3uGxDY9R46mh2FnMfeN+hfcvq9nbshwhUpgw+WtM/fF3\nE13ULtFsJhyTB+CYPIDQ7o7YkBVrGvGva8SQbsE+Phfb2BwMmVY1dlgXBCpbaX5+C6YBdrJuPOOk\nB8Q1aSYuLbmUl7a9xI3aKFraG3qopIpybLqus/S5N1j77kvokTYcmcOZeestFI0qJ9zoo+FPa4k0\nB0ibW945Vp2iHGnMhZNY+qyD7Z9+pMKXclAoGmJB1QKe2PAE9R31DE4fzAPnPcDA1YIPfvscEd1N\nqrWYr//qF6SXHT00QDIzFzgwF5STdmkp/k1NeFfup21RLW2LajG4zFhK07CUxIa1UGHsxAV3tdH8\nt00YM1PI+s7I2Lhwp+Dysst5bstzWFKcdHh34XN7sKW7urm0inK09R98wdLnniDk243JmsfU629j\n/CWxKYEC21pofmErwiDIvmkkltK0BJdW6cuMRiM5JePYX/kJbc0enJndX4ep8JVEApEAr+x4hac2\nPsV+335GZo7kFxN+wZTMSbx2x3+zqXE9QlgYN/5ypv9iXqKL26OEScM2Ngfb2BwiLQEC21oIVnsI\n7HDjWxNrcTE4zZjj44tZSlwYs1JUGDuG0O4Omp7aiMFpIfumUV0a9HZYxjDK08pxp/sweXU2vryQ\niTdf3Y2lVZTD1W3ZycI/P0pbwwaEwcGYi77D9G/PRTMakFLS8dFuPO/UYMq1k/mtEWoYG+WEjL1w\nBu9WfsQX/1rEBd+7stv3r8JXEvCGvby07SWe2fQMLYEWzsw5k3un3MvkAZPZvnAZf/3brUT0Zhzm\nQr5297+TPaw00UXuVcYMa+dlSSklkUY/wWoPwepWglWt+Nc2AqClmjsHe7WUuDBmqzAW3u+l6ckN\naFYjWTeNxJDatY7HQohY61f1X7i0PoeqdeuZiApfSvdra2rlzYefYO+2ZYBg0OhLmPWDG7E5Y9Mk\nybCO+9Ud+NY0kDIqi/SvD1FzyyonbMTUM3n/MRc7VixX4et04wl6+PvWv/Pc5udoC7UxZcAUbh51\nMxV5FYSDQV7+8X9Ru28NQpgYPXomF959e6KLnHBCCEw5Nkw5Nhxn5cfCWNOBMBZ7+NfFw5jDdDCM\nlaaddmEs0uyn8YmNoAmybxqFMa17WgRmlc7iocyHMIg0mt37u2WfigIQiUTYvGwNm5d9zJ5tHyN1\nPxkDJzDrB/PIKT7YhyvqCdL07GbC9R04LywidXrhafW7rXSdpmnM+O6PyCsr7JH9q/DVB7UEWnh2\n87O8sPUFvGEv0wqnMW/UPEZlx+bIq1r0CW89MZ+w3oTNVMAVd/yUvFFqMMtjEUJgyrZhyrbhmBQP\nY80BgtWthA6EsfVNQDyMlbg6A5kxx9ZvK+yIJ0jj4xsgopM9bzTGrO6bwy7HlsPk/MlgDBMMNxH2\nBTDZ1KUe5dR0uNtZvfAjKld8TuvezUjdD2jY0ss5/9s3Mmzy6MO2D9a20fzsFmQwSuYNw0k5Q82w\noJya0TMm9ti+VfhKICkl+3372dm2k52enZ3PqxtWE4gEuKj4Im4edTNDM2LBKhoK8/pdv6OmfhWg\nMWLYDC761Q8xGFRT+okSQmDKSsGUlQITY2Es2hI4vGVsQzyM2Y2xMFbiwlKWFgtj/WBYC//mZlpf\nr0QPRMm+eRSmPHu3H2N22Ww+czxDmjvCptffZ+w3Z3f7MZT+a/e2Xax5dyl1m1bja60BoghhxZU3\nnLKKiZw581ycWUd3mveu2o/71R0YXBayvzeyR362FaU7qPDVC7xhLzs9O6lpq2FX267OoLWrbRf+\niL9zuxRjCsXOYmaVzuKGETdQ6jrYd6tm2Qre/OtfCEUbsBrzmfvTH1Mw/oxEnE6/IoTAmJmCMTMF\n+4S8WBhzB2P9xQ6EsY3NAGg2I/bJA0g9b2BS9h2JtoVofaMK/4YmjLk2sm8YgXlgao8ca/qg6Tw1\n5EHOWVFAqMPXI8dQ+o9IJMKWj9ayadly9letIxKMdQ0wmDPJHzqVEedMYeS0CozmY98MIqMSzzs1\ndCzfjaXMRca1w7t044ii9DQVvrpJRI+wp2MPO9t2UuOp6QxXOz07afQ3dm6nCY0B9gEUu4qpyK2g\nxFVCkbOIYmcxObacoy5zRaNR3vzlA1Tu/ByAoeXnccm9P1WtXT1ECIExw4oxIw97RR4AkZYAwRoP\n/s3NtH9Qi2/lflyzSkgZlZUUlyWlLvGu2IfnnRpkRMd5cRGp5w7s0cElU4wpjJh0Ni/kvsstVz/a\nY8dRkleHu5017y6n8ovPce/djNR9gMCaWkTJ2KmMuXAqRaPKvnI/ui9M8wtbCe5oxTFlAK5ZpSc8\nK4OiJEq/CF+3fXAbW1u2kmJMwWqwYjVaDz4funysdUYrKYYULEYLVoOVFGMKFoPl4Hvx10bNiJQS\nd9DdGapq2mo6W7Hq2uuI6JHOMqVZ0ih2FjNlwBSKXcWUOEsodhVTmFqI2XBid5TVfb6W1x9+hGBk\nHxZjLnNuv53CyeN66n+jchyxMGbFPj6XYLWH1jeqaPn7ViylLtIuL+vTlzbCDT7cr+4gtLMtVt6v\nDY5dcu0Fs8tm81rlayyuXcys0lm9cswvI4SYCfwRMACPSyl/d8T7PwVuAiJAI/BdKeWu+HtRYEN8\n01op5eW9VvB+ZPf22tjlxI2rOi8nIiy4codTNn4C42ZOJS0n/YT3F27w0fzMJiKtQdKvHIx9Ql7P\nFV5RulG/CF/jc8eTac0kEAngj/oJRoIEogHafG34I36C0SCBSIBANEAgEkAiT/oYRs2ISTMddpnQ\npJkYlDqIUlcp0wunU+QsosRVQrGzmDTrqQ/iF41GeedXf2Bb5SeATlnRFGb/9g7V2tUHWEpd5Pxg\nHN4v9tH23k72P7wax1kDcF4wqE/NNykjOu1L6mj7sA5hNpB+1WBs43N7taVufO54Hj7/Yc4uOLvX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size 720x288 with 2 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92PFwYhsGGTd9SsDmKcddfclAlGoxgiCpPQcszahqLcNnSueCOW3n3r39nbf48Mt/M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\nu/6PjN+MZk7dBm355TeSz+XqUCpj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size 720x288 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"48AIny9iqUeZ","colab_type":"code","outputId":"8439da80-ae2e-456b-950a-827b0fe7bd27","executionInfo":{"status":"ok","timestamp":1564148726965,"user_tz":-60,"elapsed":11993,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":341}},"source":["fig, axes = plt.subplots(2, 2, figsize=(15, 6))\n","for ax, h in zip(axes.flatten(), hooks[:4]):\n"," ax.imshow(get_hist(h), origin='lower')\n"," 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76yP5s9WD6kV3e932f/BGexJPPpAT7V/fUmqvkedXygsf71dplvX27+VK\nfvZsPTzM251dayvEtb+VF5c+kytL3Z8vH+Z0D17NL0U9eb59OHh1nNM/vZnzuXyregnhtfKTf6VP\nX++3+1sd5TKe3C7lq45HjNXWh+Un/Kr+NMq1d7QelCGu79FXbqs3kUabizHKWN8S44J6/LM4Ky97\njXFMdRijrOuDUs6LXida7Wfvzfaczs7zdid3Dkue2mO2LeOf81KuuuxxHY1/67rQPspTlh0M60n0\nv/V2zbWnbH/t723nEtfGoxcPhnmJ/ZRxVudxndLfxHiy2wfOOttHvU4ppb37+RidXW874hifzct5\niDpVW90vL1G9OfwKFNfKzrnpPRK5rULglyfdNrX/ZnsxqceN/TSjzl2U7er2c/jPqOs5f/v32rpw\n/HzuD66+mttfnP+U2jI/vLPq7COllK79KX9fOH7hSrdMKaVVaQeb1bAj379b2nk5xrOL6gWMpY+I\nuhDtPqW27FG/Tm+0+dx/s7yY9Xpc4Nr9LUpR4zofdTf/XR5PWHT71PqzGA+OfSfZLMt3jKrviHMS\nx//8atU/HJX9xfi1ykvbr88HaUYdjfORUkoPP1j6u1JfZts2rbOyz8N/lXp5o62ze6WunpV+dnVc\nD5jyP00fV9W96GOadl13Nc1YatbJb0ptm23KWg30oi48eH6/rNNud/xc93vwohqrxJgqxk9n19tz\nszrujo/X1ZsimjHeN9MoERgAAADA5M222+EM8Lvl6/NvPL2dMRmLD7QvWB17kes7SWvsp3i3xw8G\ny2L92dUrnXUum5dIO142e9lll837o5bVx6xvrHyhjija/Oq3j0yrn4f5lz/X/D37a44S2n60/CzS\nvSraqERBRQRUrFunuXnpK3m7l3/epvnVL+a8vP7v5rM4bnEcx2xuXh/sJ8rYRDrdbdMcO8/9/M2/\n8Jnu9pWIporopkel1U9zrC70y1VHkNV5rvNd7y8+25XmmLH8diLNUq/svbyMRaU12z2obh/3otjq\nNNe38guUl6/mu9RxHmtRr+oIsogc2xzk2y+L3/+t3eBWjmbbPJuPy2avvUsRdxtm60dfYubncTel\nutNY7mxuVtVP5pU7eIvjEoF2qw2V2ns914uzO1c7aaaU0qLk/fRWbhv7d9tjFXeHYj/bRX2HeN5Z\n/+Jqeycj7lLHHZPl8TCk5bxExtV3h2K9pszV/iKfDz5cylUdsrgbFXdhOncM4y5bSbu+O74+yH//\n5PvfeuqxGE97XLH8xMdTSt1IjsXn88+4r3/9u87/a5u94d3exZvHg7SaZc/lyJCIAon/13Yt66/T\nSTvy98a9wbLL7G9XPh/HrjI3/WE5VvWy/vq78rIrzXea31p/35c9ju9mmrs8yfP3uPuJderr4WXO\nzVhdeNy8TNXbOY5PsnxjaT6p/TzJ8/duntvo+1Ma9kO78vLf8tOv97uuB7XHbfOPm87b3d9/O0b9\ndWLZD1/9zui4QgQGAAAAMHkiMAB433mSkV3vpV2RWU87zcfd7oevf/d/PgJjCt7Pd5AB4LJ+tPme\nCAwAAADg/ckEBgAAADB5k/4ZVQAY835+bKT2bpTjnab5tLfjnfHoCAD/z0RgAAAAAJNnAgMAAACY\nPBMYAAAAwOSZwAAAAAAmzwQGAAAAMHkmMAAAAIDJM4EBAAAATJ4JDAAAAGDyTGAAAAAAk2cCAwAA\nAJg8ExgAAADA5JnAAAAAACbPBAYAAAAweSYwAAAAgMkzgQEAAABMngkMAAAAYPJMYAAAAACTZwID\nAAAAmDwTGAAAAMDkmcAAAAAAJs8EBgAAADB5JjAAAACAyTOBAQAAAEyeCQwAAABg8kxgAAAAAJNn\nAgMAAACYPBMYAAAAwOTNttvte50HAAAAgJ1EYAAAAACTZwIDAAAAmDwTGAAAAMDkmcAAAAAAJs8E\nBgAAADB5JjAAAACAyTOBAQAAAEyeCQwAAABg8kxgAAAAAJNnAgMAAACYPBMYAAAAwOSZwAAAAAAm\nzwQGAAAAMHkmMAAAAIDJM4EBAAAATJ4JDAAAAGDyTGAAAAAAk2cCAwAAAJg8ExgAAADA5JnAAAAA\nACbPBAYAAAAweSYwAAAAgMkzgQEAAABM3n8A9VD8arXUJqkAAAAASUVORK5CYII=\n","text/plain":["<Figure size 1080x432 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"xoTnDHreqZQm","colab_type":"code","outputId":"784e1525-8219-4c27-8fd5-a26c77eeaf8a","executionInfo":{"status":"ok","timestamp":1564148727775,"user_tz":-60,"elapsed":12046,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":461}},"source":["def get_min(h):\n"," h1 = torch.stack(h.stats[2]).t().float()\n"," return h1[19:22].sum(0) / h1.sum(0)\n","\n","fig, axes = plt.subplots(2, 2, figsize=(15, 6))\n","for ax, h in zip(axes.flatten(), hooks[:4]):\n"," ax.plot(get_min(h))\n"," ax.set_ylim(0, 1)\n","plt.tight_layout()"],"execution_count":77,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABDAAAAGoCAYAAACwmRWfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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AOPkIz1W1Ue3qHtWf/2iXHnztsHwelz5/99oLWTYAAHMCAcakyxeX6j8/ee2s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\n","text/plain":["<Figure size 1080x432 with 4 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"zBlsHjvIgIAp","colab_type":"code","colab":{}},"source":["#export\n","def get_learn_run(nfs, data, lr, layer, cbs=None, opt_func=None, uniform=False, **kwargs):\n"," model = get_cnn_model(data, nfs, layer, **kwargs)\n"," init_cnn(model, uniform=uniform)\n"," return get_runner(model, data, lr=lr, cbs=cbs, opt_func=opt_func)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"dc4CAlp_ghX6","colab_type":"code","colab":{}},"source":["sched = combine_scheds([0.5, 0.5], [sched_cos(0.2, 1.), sched_cos(1., 0.1)])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"byYruNQ1gqfN","colab_type":"code","colab":{}},"source":["learn, run = get_learn_run(nfs, data, 1., conv_layer, cbs=cbfs + [partial(ParamScheduler, 'lr', sched)])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"cgB6_lYjg4EZ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":286},"outputId":"fe988386-8199-4da6-e979-44b4d20f3e2b","executionInfo":{"status":"ok","timestamp":1564148739101,"user_tz":-60,"elapsed":20778,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}}},"source":["run.fit(8, learn)"],"execution_count":81,"outputs":[{"output_type":"stream","text":["train: [1.0708671875, tensor(0.6622, device='cuda:0')]\n","valid: [0.447796142578125, tensor(0.8677, device='cuda:0')]\n","train: [0.3521300390625, tensor(0.8934, device='cuda:0')]\n","valid: [0.20142972412109375, tensor(0.9381, device='cuda:0')]\n","train: [nan, tensor(0.7774, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n","train: [nan, tensor(0.0986, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n","train: [nan, tensor(0.0986, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n","train: [nan, tensor(0.0986, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n","train: [nan, tensor(0.0986, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n","train: [nan, tensor(0.0986, device='cuda:0')]\n","valid: [nan, tensor(0.0991, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"qeWafN5gg9Nq","colab_type":"text"},"source":["Uniform init may provide more useful initial weights (normal distribution puts a lot of them at 0)."]},{"cell_type":"code","metadata":{"id":"aL334Zn1g9uz","colab_type":"code","colab":{}},"source":["learn,run = get_learn_run(nfs, data, 1., conv_layer, uniform=True,\n"," cbs=cbfs+[partial(ParamScheduler,'lr', sched)])"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"7fwGK7Ekg_VS","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":286},"outputId":"b92cce18-69b0-4d79-ab74-0d2b41ae94f0","executionInfo":{"status":"ok","timestamp":1564148750295,"user_tz":-60,"elapsed":29734,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}}},"source":["run.fit(8, learn)"],"execution_count":83,"outputs":[{"output_type":"stream","text":["train: [1.00728390625, tensor(0.6887, device='cuda:0')]\n","valid: [0.2669563232421875, tensor(0.9212, device='cuda:0')]\n","train: [0.3858834765625, tensor(0.8878, device='cuda:0')]\n","valid: [0.399512744140625, tensor(0.8779, device='cuda:0')]\n","train: [0.2232860546875, tensor(0.9340, device='cuda:0')]\n","valid: [0.11999520263671876, tensor(0.9642, device='cuda:0')]\n","train: [0.134936630859375, tensor(0.9597, device='cuda:0')]\n","valid: [0.105796240234375, tensor(0.9694, device='cuda:0')]\n","train: [0.0756296826171875, tensor(0.9762, device='cuda:0')]\n","valid: [0.07154170532226563, tensor(0.9780, device='cuda:0')]\n","train: [0.05458404296875, tensor(0.9826, device='cuda:0')]\n","valid: [0.058454150390625, tensor(0.9823, device='cuda:0')]\n","train: [0.03868228759765625, tensor(0.9884, device='cuda:0')]\n","valid: [0.0533405517578125, tensor(0.9846, device='cuda:0')]\n","train: [0.031369560546875, tensor(0.9907, device='cuda:0')]\n","valid: [0.05279012451171875, tensor(0.9847, device='cuda:0')]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f1fbI2jwtvRA","colab_type":"text"},"source":["## Beyond the class: gradient stats"]},{"cell_type":"markdown","metadata":{"id":"Vh81G239tz9-","colab_type":"text"},"source":["In class, Jeremy said that he suspected most parameters to have gradient of almost zero when training is so terrible in the beginning. He indirectly showed this was the case by proofing that most activations were close to zero, but he didn't show us the gradients themselves. Let's try to get some telemetry on the gradients in training."]},{"cell_type":"code","metadata":{"id":"iq00TR5IuJRn","colab_type":"code","colab":{}},"source":["def append_grad_stats(hook, mod, in_grad, out_grad):\n"," if not hasattr(hook, 'stats'): hook.stats = ([], [], [])\n"," mean, median, hist = hook.stats\n"," mean.append(out_grad[0].abs().mean().cpu())\n"," median.append(out_grad[0].abs().median().cpu())\n"," hist.append(out_grad[0].cpu().histc())"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Xcyb5J-7wxaG","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs, conv_layer)\n","# init_cnn(model)\n","learn, run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"-56TfJvNxJZ2","colab_type":"code","outputId":"b430fcf7-6e50-4bc3-c788-bb64e4c94b03","executionInfo":{"status":"ok","timestamp":1564148763934,"user_tz":-60,"elapsed":39586,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":608}},"source":["with Hooks(model, append_grad_stats, backward=True) as naive_hooks:\n"," hooks = naive_hooks\n"," run.fit(2, learn)\n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for h in reversed(hooks):\n"," mean, median, _ = h.stats\n"," ax0.plot(mean[:10])\n"," ax1.plot(median[:10])\n"," plt.legend(range(5));\n"," \n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for h in reversed(hooks):\n"," mean, median, _ = h.stats\n"," ax0.plot(mean)\n"," ax1.plot(median)\n"," plt.legend(range(5));"],"execution_count":86,"outputs":[{"output_type":"stream","text":["train: [2.14845265625, tensor(0.2264, device='cuda:0')]\n","valid: [1.642371484375, tensor(0.5172, device='cuda:0')]\n","train: [0.581770703125, tensor(0.8113, device='cuda:0')]\n","valid: [0.1646766357421875, tensor(0.9509, device='cuda:0')]\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAm8AAAD8CAYAAAAhW0NMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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zG47hXZERCroZ1MRkSYzs+tIgrc3pJLf4O59ZrYYeNjMvufu/1Kj7m3AbQAXXXTRWemviLQW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\neHgzMzMzy4iHNzMzM7OMeHgzMzMzy8g/UlO7MjV+6coAAAAASUVORK5CYII=\n","text/plain":["<Figure 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qYNeMCzpn5WQDqQrXUCh9tZjfdyvJmivwKFjbyDe0F+UWuPdpKezRf8zQi3AUr44Qp\nD/koD7pe/JJedfIqQj5Ctp8OkV+qdqTaGSsNhGEQTVl4pUGmlys0m/naqdzHZi+hFlcBxNqFqtEU\nn5yAG+EWbktKkgVWrnTOct+/gPNJiVBhIuOrpwPw3tYX+x07bafwS4mPfbPAmUgsbYEb9mzfvp3T\nTjuNmTNnMmvWLH75y18W/R5awA0jvnf+LBwDvKLnP8tJk88CoF4aVKq/92pVduO4wz+PUKLuuFkX\nM0a1mDqm9ghqbclYo2cLr+OOvoqy8t6F6Adm9qxL+O7oj3LuvOup8QRpd1J091OiI+gtaNBs5Bfv\nru52mqNu7ThDSqIqkzblhKkI+SgbQMB5DIHfLqHDcHJ9BZutOKM8rhiNpSy8UpCml4Cj57Y40+uL\nJKHcF1rAaTTFJ+tCHelJQpZ0SBYsJZmMstyrdUM6DpmCDay3QE/NnXUJXil5ffOz/Y6dsjMEpLvO\n74sQs6TDyP7tHhx4vV5+9rOfsXbtWt566y1uv/121q5du+cL9+YeRR1N84GxpcTTS8DNPfJSQqt/\nQ70nhMdJ04pDTdC1sFVWTeZw6SPu2IwadSSlJfWcvvr3nHrk5QS8QarC9R9oPsIwuPBMd+dQ6ytj\njdWNQOTS57PZqX6ju+CivDiKJDpz3RdqbEmr1322pFNCechHWcB1oZb106nCTwVxo4OjHjyW74//\nV5LSZrRqudWdsvA6Rk7APfrcdbTFm0kbPQVc7x1uPBsbp3ewGk3Rscla4Eb2BsnCFXDScRCGkSu+\na6rnS6cjPc73FbwOl9YzV4R5JbopX8m5gLSTISjBJzyY+1BJxkJiiT2fp9m/jBkzhjFj3CL5ZWVl\nzJgxg6amJmbOnFm0e2gBN8ywkHhFz3gwf6CMbzR8nNqycfxx/UNAmpoCYfaj03+NpaxiJaWjufUL\nbj/TT4+bRzGpCVbRmd6Bz7HIKrhRjqDJA15Pghmh1yivW4g084WLuxNd7Eg0U2U5hG0j94mzRBkl\nfg/lof4tcAA+UQNsAWDx5ndIGpKgiv3rTpkY0kNS7UWf3/kGm+0EeHoLuF4uVBUzty+uC41Gs3vy\nLtSRLeBMpJvFbsbxB8rIWFkLnBJwme4e5/devU6qm8NPWt+kqWkx43qtw2nHIoDYZwucKR0t4PaC\nWxbfwvqO9UUd87Dqw/jmvG8O+vytW7eybNkyjjvuuKLOY1AuVCHEWUKIDUKIjUKIb/XzfkAI8Yh6\nf5EQYlLBe99WxzcIIc7c05hCiLtVw+eVQojHhBCle7rHgYQNfQQcwKc/9nNOPf7rVCoXYnXpmNx7\nEyacyJTJpw/53GpDddhC0FzwqRmtXLSGJ0FtySrWllhkfPnEg3gqwi4zQrXlwSvdVceQkoC/BCEE\nZcFsEkNfAZcOfYqjOlyhGvQEaPp7AAAgAElEQVQ5pJAEVaBwLG1hSE8uEyzmmLSqeYmCXW3vWk0J\n5drJ7EPwsEaj2T3Z7MiRLuAstYYkk9nC427sbEY9Xzrlhoxk1xpvLx123CELAFj+3tN9xk47JkEE\nPsO7T54AC8nI/u0eXMRiMS644AJuvfVWysvLizr2Hi1wQggPcDvwMaAReFsI8ZSUstCZewXQKaWc\nJoS4GLgFuEgIMRO3qvksYCzwDyHEoeqagcb8mpQyqu79c+Ba4EcD3eMDPv+ww7XADayrK3wlkI5Q\nUzZhwHOGipoStzuCUxD7Ue0JEbBSeLwpHNv9OGU8+QiNDbua2VWRps4MY3ozgE1QSkJhV/iNrQzh\n9xpUhgudEC4lpQ28uunL+Kv/B4cUKQFBj3tdd8rCcDy5pIWYtJDKfVrqSLqzSQy9Xai57FTtQtVo\nio0lJYiRb+HOWsaSyU4qKifluieYvSxwJRJiAny9Ym+rVbHxWLqL3qQci4Aw8AnPPsWymaAtcHvB\n3ljKio1pmlxwwQV87nOf41Of+lTRxx+MBW4esFFKuVlKmQEeBhb0OmcBcK96/Rhwuur7twB4WEqZ\nllJuATaq8QYcs0C8CSAEuS3KQPc4oLBE/xa4LFUqeaG6cuKHNaUcteV50ehVAqjEE6BcgvCkwXDd\nkwnDyWXLVodNWr0wqWwUPtznCkooV+VDPjlnLC9cf0rOEldIZchHWoYQUpKxewq4aMpEON5cJli0\noG1XqZP/WJi9LG1x9XNGx8BpNEUnHwM30gWcS0L1TjazyU/qeFbAlaplpPfqVRKuAyCe6duRIS0t\nAsKD1/Bi7sM3mIkbdzxQnTnN8EBKyRVXXMGMGTO4/vr+oiE/OIMRcOOA7QU/N6pj/Z4jpbSACFCz\nm2t3O6YQ4h5gF3AY8Os93OOAwgI8uxFw02pmUu1I6mpnDHjOUFFbNSX3eqwSSaXeEGUY2B4TqQRc\n3CMpU3XoGuqiWEJw1NhD8CmDr98RlCvB5vUYjK8O93u/yrAfMAhKSdKJYwtByKuyUNMWSC9ppeFj\nBQthyC4QcL1dqOotncSg0RQfWx4gLtSsBU5Z0NJKwOVcqKqsSKlaq3t7TULhWoSUxPvpmJCWNkHh\n2aMFrqV5NWvWP953bmoNs+zU4B9I86Hz+uuvc9999/Hiiy8yZ84c5syZwzPP9Om+94EYlkkMUsov\nKtftr3HdpPcM9lohxFXAVQATJnz4bsYPigV4jYH/Wc4+6UbOPOE7eLz+D29SiprqabnX4z1h3idB\nia+EUuHF9FgYas3uNgTjbUEH8F7c7SAxrvpQfJsWA+CXgop+XKa9ybpVAxISqqBvULWr6U5ZlEk/\nphAkEx09UvoDtpfsHrpQqEnHyQk47YLQaIpPVviM9A1Sdn1Iqli3tEoSy6jj6XShgHP6uFCFYRCW\nkDAT9CaFQ43wqRi4gfndS9/gpfj7PH9YT9dbVvRZZirX/UEz/DjxxBORQxyqMxgLXBMwvuDnBnWs\n33OEEF6gAmjfzbV7HFNKaeO6Vi/Ywz3odd2dUsq5Usq5dXV1g3i84YUlwGsMbIEThrFfxBtAOFxP\nKGtZC7itr0p9pZQZPjLCxlEKzhGCEulBSMlG213oGuqPwCdcQeaTIpd9ujuqwu5zBhyI4y6gQa+7\nYHWnTLJ9w9vaN/S4zufkxWGhqzSdjmArodezf4NGoykG+SSGke3eywqrZMYVcBm7lwtVZaWWqaz4\n3gIO3Pi4eEG7wSxp6RA0vHgN7243kl1mLLfh7G9ultV3bM3BxWAE3NvAIUKIyUIIP25SwlO9znkK\nuEy9/jTwonSl51PAxSqDdDJwCLB4oDGFyzTIxcCdD6zfwz0OKAbKQh0OCMOgRmWSNpS6Hu+wv5QS\nj5+04SB8+X8OvzAIStjlERhSMnr0UTkB53WMXAzc7jh9Rj3fOWcGfimIq44MQZ9boiSWsnCku3i2\n92pZY9j54sWFO9x4vNWdsyN1KxqNZgjIuVCLaIHLpLu5/A9z+fw9R/PKol8UbdzdkbVyJdNZC5wq\nP5S1wKm6cKUqC7+/xLMSDOL9FD1PIQkYPnyGD1sIHLt/R2rcyfTrYs2KPtvW29CDnT0KOBVvdi3w\nd2Ad8KiUco0Q4iYhxPnqtLuBGiHERuB64Fvq2jXAo8BaYCFwjZTSHmhM3OJi9wohVgGrgDHATbu7\nx4GEdBxsIfCKYenZBqDWcIXXJBWDVxGqodQTJCEksiCX3oeHkHo9ynEbPfvVYudxDMZWhNgTZUEf\n/3ryFALSIGq4O/qQrwTbkcQzNo7jjtca2dbjOmHnxy4MEk4kXQFXKQUZVaRTo9EUj5wFrohjvrfl\neZaKNCsMk8fffayIIw9Mdt1IZXsnKyFmKcGVVsfLVEiHrz8BJzzE+xFZaQEBjz8XKjOQJS3hWH0s\ndNLJd2GwLB0Dd7AzKKUgpXwGeKbXsRsKXqeAzwxw7c3AzYMc0wFOGGCcAe9xoJANSvV6hq+Aq/GE\nwDGZM/1T3GqbnDT3GlbsWkJMQFlB4LJPePiX8sN4I7qRk6sOAyCgath5pMH46j0LuCx+DCIeV2wF\n/aXEUu4S5jiuBa411tOj79j5uJDC5TOecD3ulcLDDmFj2xm8RnDQ89BoNLsnKy6KmeW9accSACbZ\nsM12sz/TqQivv/N/nHb8f3DX05czb8o5ud7Re0N727tEuhuZMvmjuWPScbBUqEVSJSuknbwkzWS6\nc3XhSn0lkAZvP7aQEsNLop+esGkgaPjxKfdrtlhwbxKyr4Cz7QxSzU0LOM3wVQoHIdmen57hbIHz\nlUM6SmnpGE4/wTWClnrDJA1BzHbIdmgIGF6uu+Axriu41u8JgQTD8TJhgMzT/vBLL6ZqzxX0l9Gd\ndhdTW7lQ2xKuZc0nJaYQWHZp7tpCC1zWHVJu+IEkppnA69MCTqMpFq4FTuxTeYyB2NixDp+UnFg2\nhUfjm7GtDH999ft8f8fz/MYb4ledyyh/+x0u3PAYFYFKLj/3LgBWr/0T0yafQTBUNeDYt//jq7yR\naGLh5FX5ZyiwmiWVpS1dcCyTieXqwpX53LXG10/YS1j46XR6lhGRjkNKQMAbyG3UBxJicWnjGK7F\nz/D0tdaZWsAd9Ohm9sOI7B+n19hzfNj+4qNTz+UC/5gewqdU7R7bCz5NJb6+zxBUGVPC8dJQNXgB\nV7g4hgJldCsLnOm4Vry2dAcADY47gbTt1srzqT6t2RgTU1k4S9TvN2P2rdGk0Wj2nawNvpgu1I2J\nnUyWHqZWTiMjBLual7O23a0j/8j6hwC3PNBdsQ38ou0tWppX88bbt3PJ2zdx3/P/vtux2zLdtBiy\nRzhFoUhKZltoOXlLmmkmias6cOWqJ3W/MXAeP/FeyRymGUcKQdATKLDADeBCVVbMwvkUij2rn/g6\nzcGFFnDDiOzOb3dlRPY3Hzn2Gr53yXM9jpWq4sJ2QSkPfz/PkM0g9Qk/Qd/gEzX8BWUyg/7ynIDz\ned2EhlZVLHO8+jllVQBQpdbO7AKY3bGGVSye2U+Kv0aj2XeyLr9iWuA2WXGm+iqZWHc4ANt2vM36\nZDMArziuVf1PJ/2c3x1+LY4QPPbGzdy06rcAvNC+crdjR500phDE4825Y4XrQlKtHWlpFrwfpzHW\nRJkjqQ6PAvq3wJWo2GDTTOS8K6mUW1fO7wnmNuqWlaK97V1uefQ8komO3PXxbMmjAoFXODftQh3e\npFIp5s2bx+zZs5k1axY33nhj0e+hBdwwIvsHOZwFXH+UBCr6HPP1Y0UM+V13Q7abwmDxG/myKcFg\nBTHlQg0F3PHanRRCSsYF3LrOrZlJ+B3JNI8rGE2VMWaqHWtY3d/M9C2yqdFo9p2cBe4DdgpwbAvT\nTBCP7WKHB6aVT2DSWLcR+KbWlbyrbHyOEEyyYdrUj3P8MV/mSMfLb6Kr2WlIThGlrDFsmpsHFnHd\nSph1dm3NHSsURols/TcnH9+bMeNsT7czAS9+5Ynor3JA2BciLmD+/fO44D63oX1GbTaD3iC+7Dpk\nJXj8jR9wf3Irf3ju2tzzJ1VrQLOgYK+2wI0cAoEAL774IitWrGD58uUsXLiQt956q6j30AJuGJEX\ncMPXhdofpcG+MSb+fp4hrARXeC+LT/pFXsD5CixwJUHXddsqLUolnDDpPGZHymizGzjS/DEn1x8D\nQEYJNdNSAk51czB1HSWNpqgU9l/YU6eAaGQ7z7/2Q95ednef93702AIuun8+Gza51v6ptYdTWzuD\nsCN5ufUd0oZgvLrZDH917rrPTTmfakdy+8wv87UT3AIGLy+/m+de/QFX3nssf3vphh736VaJV13R\nxvy8C0RSUomkdEEyQsZMsN1OMt5XjleJMF8/tTtLvCVkhCBtCDZ7XHdoKh0BIOAN4fW4a6RppakI\nus/wUqfrGk4m2/LzMfsXcLqMyPBGCEFpqfudZ5ompmlS7O6fI8vUc4CT3VFl/7BHCqWh2j7H+hNw\nJUHX1Voa2DsBl81eBfjoL95h2ji3D2x52F302jyCsTYcMv1SXvtLAwAxpzK/w1UuCEsteGFVS26g\n2BONRrNvFAo4Mx3r0Slg/Yan+NIb/8WDp93OxAkncfXj57PSsDCk5Mb2dTy8/R/EpM21Uz/F3xLb\niBqCH77zMwJI5s68CGEYTMTLYpkEIbigbi63dixhVtX03D3OOeX7nH3SjQjDQDoO014W3Nv0Ikkk\nnQYs2vYXZmw5NZd12q2+TztjOwB4d+OzBHz5JKikWjPS0s7mZ5FMRdhhSM4Kj8LnHdgCV+ov7XMs\nnXZj54K+MB4jK+CSpFSs3VrDJh7bRTxeIOAKhHDhptPSAm5Q7PrhD0mvW7/nE/eCwIzDGP1f/7XH\n82zb5phjjmHjxo1cc801HHfccUWdh7bADSMsZSHyjDQLXKhvS9r+BFxFuBKAskDfhW13+AtKfSSc\nEpq6kty0YBa1Ffmdd6kwSJr5r4+05eBXAi6brGDmBJz7pZKxdAycRlNMLAFB1a1lTWNLj/de3fAY\n3YbgzfV/YuXaR1lpWPxbxRHUO3Bj099pk24jrhs2/5moch9uMBw+ERxDReUkAL4w6VxCEsocyYWn\n/IBzvbV8/Kgv97iPMIzc/78x+9943wOtHsF1dfMB2LrTLUtiWxli6j6d8Z3EY7u46LX/5Iklv8yN\nlVTlQ0zpIFSR4m2tK7GFYHz5JPzZuN7+PA7+vqVBUqYr4AK+Erwe17Ng2WmSBZvJt1b8gXihBW4A\nt6mpXajDHo/Hw/Lly2lsbGTx4sWsXr26qONrC9wwImeBG2ECrqQk37Ks1JHEDIGvHyvi9IZpiLWS\n2ROm9XlvdwS9ITDB70g+f+p0vnmWW1fu1mdbEFIihaAELxtbXKHmMQRp0ymIMVFtcLIxcGqHrdPw\nNZriYgMlUpJCcPV9r/Pv55XxheNdi/nyrvcAWNm+hhXtayh1JJedcStz3/srv15xB9877cc0tqzk\nmvW/J+RIzgmO5c+ZnVx89LW58c877QecHLmKeLyFsvJx/O/n/rnb+cw/5v9x+Za/E7MSnD//W/z0\nr5+kqWsTADFldQPoSrbTHduFJQStqoE9QFK5TtM4lEiICdjc4bbuG187a7cWuBKV3FXI8i3/cN8L\nVpIx88lViYLNZGPXZkbXHJr7Obuxz56bO64tcINiMJayoaayspLTTjuNhQsXcvjhhxdtXC3ghhH5\nLNSRJeBKS0blXtdIQQxy1q9Cxo6dy59P/ClTJ5+xV+MHvGEwISAlo8ry4wbDNRzZXcqK8jgddoYv\n37cUgMqQj7Rl41M73KzbIWeBUzvjjHahajRFQzoOjhBk/0K9IsN3n1jNY0sbqQkbbJBR8Bi8lW6l\ny4CLSiYTLq3n2KOu4I9HXQHA5Imnccy6B5gUrOb6c+7m9A1/Ycb0BT3uU1ExgYqKCYOe19c//Zfc\n/EocyfbuRj5zz2xOqZyRO6cz1Ukq5canxQtcltucFDc/cg4x6VAKxIBNcbdw+PgxR9Md2wWAz/AS\nTZlYtqS6xF13SoKVPeaxdMW93NL8CseLMEfNvISlq+8HwLIyJKwk5Y4kDbQlW0kkO3PX9bDAaQE3\nYmhtbcXn81FZWUkymeT555/nm9/8ZlHvoQXcMCJngdtPzer3lXC4LmcJqzH8bCOTE0+9OWTaWXs9\nfshfCkkISBhVnnenBr0G65svh/LbKbHzH+WKsI9UxmZFoxJuKvXedJSAC7g7Y3MPQdYajWbwZDeg\nQRUs9o0zJ7Fl11bWtT+ImbSJlhhMtmGLx33/onlf7zOGMAzuuXRxzg160ryvFm1+wjAYh4fX4+/z\nvgfoWpcLIurKREmr2m5xtU4EHEmbR/Bwajt4YJrjARw2m1ECQlJXOzMn+ryGj/96fBVb2+M8/ZWT\nACgpSO4KOZI1Ta8jheCW8x7EFyjJWe9MO0XSzhCWUIagJd1JvMAKOJDbVAu44c3OnTu57LLLsG0b\nx3G48MILOffcc4t6Dx0DN4ywbDfewmuMLAFneLyUqM45tSompD8L3L4SVsHAfkdQXyDgAj4PbdZ4\nfn/0j0hE8z0fKkM+EqbNG5vcGlFZt4OlinGWBCrVcR1DcjAghDhLCLFBCLFRCNGnh7IQIiCEeES9\nv0gIMangvW+r4xuEEGfuaUwhxAPq+GohxO+FED51XAghfqXOXymEOHpon/rDx1biIpj7WknxTPdv\nWBuIsDzshjfM9R4PwPEyxORJp/Y7Tla8DQXjPKWueAM2iXzMbIcZJ6VKfMTVOlHaqxtYmeqQ02hI\nRkmB4fHiV/G0Po+Xza1xVjdFaelW9SZD+RjdsISMWm+yHotsBqtlZ0jYacIY1Bt+2swYCdU1xn2/\nQLRZedFm28Usl6wpNkceeSTLli1j5cqVrF69mhtuuGHPF+0lWsANI7J/qJ4RloUK5AWc360J5/cU\nr0VV1mLmk4JR5QUuVJ/78a0bcypb46NzxyvDfroSJpbMulBVDJzaWYeyFjhdRuSARwjhAW4HzgZm\nApcIIWb2Ou0KoFNKOQ34BXCLunYmcDEwCzgLuEMI4dnDmA8AhwFHACHgSnX8bOAQ9d9VwG+K/7T7\nF1sJlACuQmrvWEKLR3B9w8f5/VH/ycmxafx501nMjPs4NLT3fUsHImXaSDm43qsNBRnzpirpUOlI\nupwUqYwrmrL9Szt6fTuWCFV4Vwiq1Otslq1X+NgVddeZNze5PZdLCpK7TJFvx+VTWfBZC5xlZ0g4\nGcLCQ60nTIuTIV4g4Hpa3QpeO9oCd7CjBdwwIl9GZGRZ4ABK1UepVtUz8nuLZ4ErCeUFXF1BDFzA\n635RxNJWrjYcQGVYLbRStczKxcC554SyFjidxXUwMA/YKKXcLKXMAA8DC3qdswC4V71+DDhduAWb\nFgAPSynTUsotwEY13oBjSimfkQpgMdBQcI8/qrfeAiqFEGOG6qGzNEdT7IoUxk3te3HdPZFdvwIq\noH991yIAjjvsAo6ZfRkzZ/6ESDrIovf/h3/uOrYo99zRlWT+/77AL/7x3qDOH1c6rs+xCfjpdEzS\nquB3DPd3lG0aH1BZtWUFXoUqtUENharwSknIV0ZH3BVUb2xUAi6cT+4ygbSTJuDInIXR680nWSWl\nRVh4qAtU0CYcEgVt/gqtbmYPd6q2wB3saAE3jMiaxH1FdD9+WJQo90JNuB7I7y6LQblqRu2TRk60\nQd4CV/gFBVAZcgVwttl9dtEzHROflLyyyV2oMwO4UJ9/7Ye8/NbPizZ/zX5lHLC94OdGdazfc6SU\nFhABanZz7R7HVK7TLwAL92IeRaWxM8EnfvUq5932Gq+918YX71nMYd9dyKvvtbIrkiKSKK4AyMbA\nBVRo9RK7jTG2pGGcW77jX44ax0cPq+cLx09k7c4oTV3uxmrptk6uvn8pXYndW5TaY2kyloPjSLpT\nJlJKbnhyDZ0Jk7te3Zy7vjma4sYnV9Mey/993/XqZj77u7cYW+lmwIecvMVugr+CLuGQUgW/sy2s\nfjhhAT+ccD5T1POUFKxplSpUpKR0NH889kaOPfI/AfAagtc3uSVAStRaCJARruAq3Jr7vG4vZ8sx\nSUqbkOGjLlRLzBC0F5YRGSDuTVvgNFrADSOyf5CeERYDB1Bm+PBJSXnQdRv4iuhCLVX14/y9cm6y\nYm5npKcrtCpngXN/j9lsU8ux8En47Stu1fWBLHB3vfco9214qEiz70ky0cFlfziGdRueHJLxNcOG\nO4BXpJSv7u2FQoirhBBLhBBLWltb9/rGkaTJF+5exNm/fJW05dCdMvn83YtY0RihPOTjJ3/fwDm/\nepWzfvkKm1rzlp6W7tSgXZH9kRNwyr3Y4RHMC47OWZzGVob4/eXHctlHJgHwj7XNtHanufr+pTy7\nehe/edkt79HYmWBXJMXqpgi3LFzPX1fsoDOe4WO/eIWr71/KDU+t5tib/8G/PfAO/1jXzIVzG0hk\nbO5+bQsANz65hnvf3MZv1XjPrNrJzc+s441N7cTEEXik5MyAG3JhSMm48CgiAuLKhZoVcFNGH8V5\np91MnccVWmXefFHiqoIab0fM+gwdafe9YydV09iZJJa28AVKqLElPimxhSBpp/EX/HqzMXCmnSYh\nbcKGn7oSd17bkvkaej1EW4/X2gJ3sKOzUIcR2TIXIy0LFaDE4ydsxnPxav4iWuCqSl1R6Bc9P65Z\nC9wOZYH75JyxvNscIxxwz8vFwKnfqyktvEBSBnoc7023tAnIvnWdisHO5uW8IzKsff+VPuURNENC\nEzC+4OcGday/cxqFEF6gAmjfw7UDjimEuBGoAworzA5mHgBIKe8E7gSYO3fuoBRVPG0R9nsQQvB/\nL2/itY1tfOqoBj53/ARau9O8tKGF//j4dP6yrIkf/G0dPo9ABH1cfs9iXrj+VNbujHLBb95gweyx\nXHBMA3VlAQ4dVYaUksffaeLc2WN6WL/7I2sp8hs+ULP+l1lf6HPe1LoSDh9Xzq9eeI/HljYSTZkc\nP6WaP7y+lZZomqdW7MAQIBBklMt3fHWIjniGF9a7wqY86OXZ1bu4/COTuOHcmaRMhzte2kQkabJw\nzS6qS/w8sOh91uyI8samdmaNLWdHV5KFm2t48fwnaNy5lCeW/IAyCVXBKmRU0BrfCbj9VSEvsGp9\npZCJ5Tq4AFQFqwsfKRf/NndSFW9ubqepM8n00WX86dxHeOyNH3JHZCXddpIA+VZKPp+ywNkmCSRh\nT4C6MvcjstXsRoUS9rC09YiHc7SAO9jRFrhhRNaF6h2BLtRppeOZKgIcffhnuaJ0OnNmXli0sSvK\nXAGX3dlnyVnglCvm/506lWf+/SQCXvdjbcn8DhfAVBY4Ux3POP1b4LqFxJRDEyuUSLarOWn3x4fE\n28AhQojJQgg/blLCU73OeQq4TL3+NPCiimF7CrhYZalOxk1AWLy7MYUQVwJnApdI2eND9BRwqcpG\nPR6ISCl3Fushb3xqDUf9z/N8/q5F/P71LSyYPZafXTiboydUceas0fzvp46kpjTARceOZ1p9Kd86\newY/vXA22zuSPLJkO997ag0eQ/D4siY+d9civvVntwH8q++18fU/reCWZzf0uWc01VNAZC1wIdU5\nZabt4ZjZl/W5TgjBrRfNIWnarNsZ5fbPHs1PPj2b2tIAL21o4cK547no2PF8fNYolvz3GXzphMls\n70hy9uGjmVgTds/7z9N46toTuPG8mRiG4Af/cjgTq8P88c1tnDFjFPd+cR4p0+bd5hg3nDuTP1/9\nERbMGcfza5qR/vGMqXOLqZZJkasL2ZHq6jHP7DpcE3BDODIF4qmyV/eZ5khWwLnCrqnLLV1UVz8r\n11IrZqfxFwg4b66MSIakgJA3SF3VVAC2GfmPTmEMXKHVzS7oz6o5ONEWuGFEdkflGYFJDFd/8kGu\nVq+vu+Cxoo6dTccv84d6HM9a4HaqxbM67P7esgLOdJQLtUDAeQFT+vHRfxCwdBy6BUMm4OIpt0Cn\nJfXu+cNASmkJIa4F/o5r0/i9lHKNEOImYImU8ingbuA+IcRGoANXkKHOexRYC1jANVK63c/7G1Pd\n8rfANuBN1bj6cSnlTcAzwDm4iRAJ4IvFfM4zZtTjEYL1u6JMri3l6x+f3u95ZUEfz3/tZIQQSCmZ\nM76S7z7htvf56Wdmk7EcHlmyncZOd1NkKGvUsu2dPcb5+5pd/NsD7/DAlcdx/BRXzGQF3NjS6cxY\nV8d1FwxcNmFafRkPXHkcGcvhOHX969/6aL/nfucTM5gxpozTZ4zCdiSm7VBd4s8VzAUoD/p4+Krj\n2RlJMXu8G3Lx3NdOYWxlkLDf/Zr7/PET+OObW7n9n5v473Om45WSMuHNdUzoyER73DcrsGrDddC9\njs5MNFfvsqqgeDm4a1DY72HGaFcMZn9/kC+pFHNMAqLQAue6XU0nQ0JAyBOkrsb9d7OFwCclphA9\nLHA9XttawA13bNtm7ty5jBs3jqeffrro4w9KwAkhzgJ+ibtY3SWl/FGv9wPAH4FjcF0PF0kpt6r3\nvo2bpm8DX5VS/n13YwohHgDm4ibuLAa+LKU0hRCnAk8CW9RtswvjAUN2d+UrYgbngYDXF6TSkUyp\nru9xPB8D5wq4yqyA87nHzV4uVEva+KQgI0P4gEw/VrBkog1bCDLOvscC7Y6YEnA6g+zDQ0r5DK6A\nKjx2Q8HrFPCZAa69Gbh5MGOq4/2uqcqid81eTXwvOOvwMZx1+OCSWpWwRAjBDz55OPe9uY3TDqvn\nzFmjEELQHE3xqxffI2M5mI67kdnRlRckGcvhh8+sw3YkP3tuA49+eT5CiFx8loGPxZHPECwoZNsf\nR03Y/ftZPIbgM3PH7/G8+vJgjzqR0+p79lyeVl/GRceO5763tnLZRyYyyhGUe3y5jgkdds/eyFkX\n5xHjT4XmV5haMRl/som0gMrSnr/r5miK0eVBaksD+L0GTf0IuG5pU1bQcisbJxzLxHCEIOwLU1Ex\nMdeOMEvhWmH2SGLQa2mo3cYAACAASURBVMhw55e//CUzZswgGo3u+eR9YI8u1GFURwngVSnlHPXf\nASXeAGwn60ItXvzYgcKDZ/wfl57eMzM0UJCFWhb04leWt5wFTuZdFO7PNm4tdS+GlJj9LIBR1R/R\nZGgEXLZAp158NcOBw8dVcMunj+Ssw0fnhN2YiiBSuqIklXGL3TZH00gpeWFdM5+76y22tSc4c9Yo\n3t7amat7lrXACSVSPAUiZLhw3RmH4jUMfvL3DXx29HzOG396rmNCe6+szuw6fMSsz/Dkybfy2Y/f\nlssirSrrKSh3RVOMrghiGIKGylAPC1w2Iz+Gg79QwKmYuqhqcB/2lSAMg1/N+RoTbTjV486rpwWu\nQMw52gI3nGlsbORvf/sbV1555Z5P3kcGY4HL1TwCEEJkax6tLThnAfA99fox4LbedZSALcpFMU+d\n1++YameLOl5YR+mAx8y5ULUFrjfjx5/Q51hIWdoytsOYyoIODTkBFyBAvoCvKW080v1S8cn+RVS2\nt+FQCbhsgU5tgdMMV8ZUupanXdEUiUy+W8HXH13B48uaaKgKccO5M/nc8RM49gf/4LGljXxkWm1O\nwKGSjQwx/ATcqPIg/3rSZH714kauvObHzBlfybsbnwWgAxsKY9R8+TVlyuTTAchG4VZVTuoxbnM0\nxbEq/m1cVYjGzrw1L+dCFfkaee747u85qurPhZSgO/aoK3j6qCtobl7J8ws/1yPuzSoQbZaOgRsU\nrz76Lm3bY3s+cS+oHV/KSRceuttzrrvuOn784x/T3d1d1HsXMpgkhuFSRwlgvhBihRDiWSHErP4m\n+0FT8PcntvrjLFw4NANTFvQxd6K7S60I5RMcspa4jEpWaEt1sHXry5jSxqsWaB+STD872O64m+Vm\nDtF3T1wV6NSLr2a4MrbCXX92dCVJmnkB9/iyJi6dP5F//sepfPaYSgJeD2fOGs1za5tJmXbOgyCU\nXWAY6jcArjplKuVBL/e/tQ3Id0zo7DXf+xf1zTHxSfBISVlZz6/AeNqiLOg+d0NVKFfjDvIWuKQh\nemTSC8PAKyVRVWg8XFCaBPIWwB5Wtx4uVL2GDFeefvpp6uvrOeaYY4b0PsM5iaF3HaV3gIlSypgQ\n4hzgCdyssB7sSwr+cGEkJzHsL7504mSWbOtkZWMkdyxf7sBdIB9MbuPBl6/leEI5C5xX0q8LtVsV\n0Bwq+1hc7ba1+0MzXBmtBNzOSApvgRvU7zW45pTx3PDw6fwz08qDp/6Kc2cfwZ+WNvLyu62MVok5\nQomU4ehCBSgNeDllej0vbWjBcWSuY4LspTifWd3JV8/uea0fQWVBN4Us8YxNyO+uOw1VYdpiGZLq\nWGFJpYDx/9l77zBJrvLe/3MqdZ64s7uzeZVzTgQJISGQQEhgkjAmGLCwLcDXerj8wGAuF2NzscH+\nIQuwRTAmWaRrECAhghBIQhGUtQq7q9Vq4+zkzl3h3D/Oqe7qmZ6wuz27Pbv1fZ59tqfqVHVVz/Sp\n7/m+7/t9m61YLAmTQRUEpBPdzfvsFgROzxvJQMYEbp6YSylbCNx1113cdNNN3HzzzVQqFSYnJ/mT\nP/kTvvnNb7b1feajwO2NjxLz9FGa9ZwRH6Vrw21SykkpZUG/vhmwhRBLOIQQfiHbaYJ7qOPlJ6hq\nsNef2Yi0hyFUxzKwI8akngwQkRBqKwVusjwKLByBK3kNU+FOQq2a5zu3vh/fi+1NDnfkkja5hMWu\nieYQ6mtOW8GNv3oXP/GG8YG/uf1azl6TJpewuOOZPYsihBri4uOWMlyo8ej2CR7d3foxuLvY/PPD\nz49jI+jFYLxU45ZHlULn+QE1LyCjq11X96nq0vu2qLnEsRrV847RbIVkA5NajZ9K4Oy6AtccNjWk\nxAb8BaqUj7H/+NSnPsW2bdvYsmULN954IxdddFHbyRvMj8B1hI+SEGK5zqtDCHGOvvaRfbnpTkUj\nhJqaY2SMEJZp8OTfXcqnX3dKfVtoLzLYncSOaLA1GWDUCZyg2kqBq+oq0YUKoYZ9WTuMwN3z0Jf5\n5K5f89iT//dgX0qMDsBgT7IeQrVNwff//AX87eUncNvE07yINH935Bt53PD56W8/ysreFLsmqo0Q\nqvZr7FABDoCXHDOAIeA7DzzPW7/2GFaLDhRjFUHN031RpeSqG+7BCKDXcPjET57gL771Bx7fMUFJ\nh5nTWoG75PhlrOtP85H/flR1ZLCjBK456GUBk8qZhtQ0BU4d50fmCjdwsfRxnbYIjHHgMSeB0zlt\noefRBuC7oY+SEOIKPewrQL8uUrgW+JA+9nEg9FH6GdpHaaZz6nP9G7AM5aP0kBAiLPd/PfCYEOJh\n4DrgKrk/fV86EOFDPS5i2DskbbMpXLOqN80rT17OxcctoxpRAUr4dQKXCASFFka+eV1k4AuxIGpU\nUXvSedKfY+SBxURJrYVK1fE5RsY4HDDYnWLnREWFAW2Ts9b14ZW2stmUnNV3PK948Uc5JbC4Ydsv\nWJb12JOvNEJ9OlFfdLAC15txuOi4ZXz73q0ApKfYBilCZzCm+6tWvYCy63OyeS5vPOIKAj3+4ecn\nKFVDAqfIWcox+eRrTmbbWJnbnhzCibTgSkxpk2hLmNQfU3qK7YqllbvoYs8LfCypQq+dNofEaI0L\nL7xwQTzgYJ45cB3io3Q9cP18rnexwpMeQkrMRdhKq5OQtE2+8JYz+c79W6mONh4iBemTDpQ64AQm\nhVYKXK1RMeS6xbb/LoqaNLodVsRQrKocwppbmmNkjMMBg91JHt8xQbnWVc/tevDJHwBwxpqLEIbB\nNSe9m/c88W+cFdzI0/k31TvJhLWaZgcTOIAv/skZ/PKJ3fxywxAPTcJkJD3N1HxuuFBlWVeSfEV9\nX72e93PpBSez4RdPA/DEzgnOPUJVn2YSjRMcs0x50E2WXZxsg8A5ZnMI1UJQ0TJKekp3B8NUdkfR\ngidPm5ErQ/KYwB3uiFtpdRD8wO/oqpLFhqTdnDBcEIBUf/K2b5FvQaLyXiPxxV0AMlPUq2k36KzJ\nt6Bd6CtucY6RMQ4H9GcdxkouJVcpcFu2/Ibbn/s5jpScdNxrAXjBmX/BMl8yJB9mT77aqJBcBDlw\nALZpcNnJg7zhrFUkguZrtbSN0EhB3VOxqr63VVeFVH2twD26fZJyrVmBA8jofszFqodjRxW45uhK\nlM6l080ETl1Hc6jUlaodoIWIFbgYMV/oJHiBh3VIBYUPLqY23y4YAgJBNmFhBjYFWZl2TN6LOM7X\n2k9miqhJt9Mm34ImblW3PMfIGIcDupI2fiAZLVbJ2WXe8OsPUjEEZ5DASSi7C2EYXJBexU/LzyOC\nMsVamJKgaEmH87c6sgmLhDQAiSElgRD1eXikqO6pEBI4T31vXV8RuQ07Juth1jAHDhoelcWaj6P9\n3QASUxwGlK2RerNUqgWBk1OKGPQiPyZwc0NK2dFh/HZkgMUKXAfBl7EC106ExQxRCGkqx3TfId/i\nuz0ZyYtzvfYrcCVdl7NQvVb3FSGBqyzAPcdYfOjSvoq7Jiostx6nYggut5bwgbM/1DTu/LUvo2QY\nHJ+9g0JFLYg63UZkKrIJCztQhCunn6l1AjdFgatoBa6qixtqfsDvn1OFT1ECZxiCjGNSrHr1jgsA\nzpQ2ibYmGEv91qkzFs2LPU97WVpCxFWosyCZTDIyMtIWkrQQkFIyMjJCMrl/jhMxX+gguDGBayuS\ntsmgK9lpNx4kQhoMdidhIkHRUIUK0YlzMnDry5rfPvI1/v3mX/Ljq24nnW6PY01RSEB0XP5KwVcP\n36oXK3AxGsbYuyernLx8IwDvOOcDHHv0q5rGnXvqO7Cf+ho9mUcoVM4GIFgkIdQQ2aSFGZiAR7cU\nTKAadAOMFDWBqzUrcDW/QZ6eHVaLnzBsGiKdsCjVPBynUV2amGIRZWEAAcdbzSa+jf1TQ6g+NkIr\ncDGBmwmrVq1i27ZtdLKZfzKZZNWq/Ws0FfOFDoIXePXk2Rj7j6Rt8vTGT3FG1+08s/LneqvBsq4k\nu0bVRFos7qaru2FJmJc+lpR4QvDk6JMMmYLR0Y1tJHDqf4/OmnwbBG56WDnG4YeupCJwhapHILZh\nSMm61S+eNi6dXsL6wKSaGJ8WQl0kApxOqbCAKl3CAry64fdIIQyhKuIWKm+u1/j+7hxX35nUlJzb\nbMKiUPVxnGx9W9TUF8DX4dPjc+taXtvUalNP+lgiJnBzwbZt1q9ff7AvY8ERh1A7CL4MYkbdRqgQ\nqkHRbSQRC2nSn3XwA7WtUNzddExeSPr0vJjX4cRypT3WGrVqHk+rEh0XQtUVuRV/urVKjMMPXanG\nTFQwhlkZCBLJ7pZj19g5xu0axWr4t9P5NiJRJCwDQ1end2mjXXOGEGo0dNqfUcp92DZrmgLnmJSm\nhFATEVPf/7jrWZ5Fnfe4Zae1vDZ7Sq6bJwOlwAmj4xaBMQ48YgLXQfAivTpj7D+SuoihGkSMkaVB\nX9rB9dWqOB8hcDIIyAvo0z5WeU1mytVGm679QVH3WQXwOiw3o6DbINViAheDhgIHsMcocYSVnXHs\nuvRyhmwo6wKYQChis1hy4IQQWChlzPb1tWsFbrg4tQpVh1C9gN6Mg2kIdk8qBS6aAweK0BWqHoZp\n1Y2CowTuS7/dTEV/Rsevu7jltVk0V6zXCRyi4xaBMQ48YgLXQfDiHLi2ImGHTe0bChzSpDfjUAvU\nqrhQGq7vKpWGCISgT5f65wM1ebeLwBWiBK7DVs8F/TCo+HErrRiNHDiTGtstyRHp5TOOXdNzBJ4Q\nTNR2ACDrOXALf53tgqkJ3IS2gTTqCpxa0IQ+cGFnBtcPcEyDnpSNF0gM0WjhFyKbsOqtyBx9vqil\nSM1vLOIGl5/R8rqmhkpd6WMJQylwHbYIjHHgERO4DoIKoS6iWa/DUVfg/EYIQ0qL/oxD1e8CoFBu\ndGPL51Vvw36tNoQtbsoRc9/9QUm/l5ASl86afAtCXU81iAlcDMglFQlb4WzEFYL1vUfPOHbtkpMA\nGEX1/gy92BdLCBXAMhSxEoEicgYC0xCMFGpIKaeFUKtegGMZdKcV0c041rT7TesqVICwTCqaA+cF\nAZdWXsBf952NMFo/ii3RTOA8JBYCEwO/wxaBMQ48YgLXQXBl0PHu5YsJoZFvpUmBM+hJO5Q1gQub\n1wNMFncB0OuofXk9QVZqhbZcT1G/V052VghVBkG9uKLSojtFjMMPlmmQcUyWJjYBcMSy1goRwNqV\n5wGw21ShRCmUgr2YFLiQwAW++t+QgsHuJGXXZ7LiTa9C1QSuRyuV6YQ57ZzZhFU/LlTgEpF8OM+X\njCb+jHe++qszXxcCjykhVGHqHLjOmUNiHBzEBK6D4MUKXFsRhjQqQYPASWnRl3Eo+j0AFCK9P/M6\nxPnkdkXc8vrbUW4XgdPv1S1FRylwlcp4vbiiGhO4GBpdKZt04nkAjlhz/ozj+vqOIhME7NJ2PZLF\n5QMHYJvKxsPXar0hBev61eudE+V6FWroA1cPoaaVthbtwhAi7VgUqz7Pj5aw9bweNfWt+QFuMPs8\nYGE0h1CRWMLAjkOoMYgJXEfBJ9C+QDHaAcMQOJaBj4OtJzspLfrSDoVAVdSFLaQA8mWVD1esqMm8\npklNqU3tpSZKypOo37A7avVcjBRyVILO6tEa4+ChK2kjEyMs8SW5rpUzjhOGwQq/QWDCIobF4gMH\nYNtqQVfz1LxgSMGafrXw2zleiYRQGz5wTQqc00qBMynWPM7/x1+DzndrVuACPH/2MKjKdZtO4Cxh\ndtQcEuPgIGYLHQQvDqG2HUmtwiX0SlcIi3TCpCoz2FKSdxvqWl6HOKtanQtRblN3grGSUviWWhk6\nSeeKVuJWO8xgOMbBQ3fKJu+UWC0Tc45dLXrrr0MzpMU0lYmuyzl16EgeL1wIgIHB2j5F4HZMlOut\ntFxf4gdShVDN5hy4qUgnLGS9s4NW4LQnnB9IAqnCqLPBEqKJqHlS6hCqyUxLrV/c+Q+c/J8nUyoM\nzTAixqGCmMB1EHwktoh/Je1EmAeX0HOgIRxs08A2BdlAUog0rJ+sqJY4Bbe5J2G5Td0JxiqjmFLS\na+fwOujhViw13MprMYE75FEs7OKfvnclP/71R9m16yG+/4trefTx7/FH/3Eqr/2PU/nZbz8BQC5p\nsMvxWWFN79E5FWuzJ9dfB7qIYTEtRrOpLHeO/BkVmcGQEiEFq3rTGKJZgQOV/+b6Etsy6EkptTHV\nQoGL+sKFtiQJR6n7YS9VN5hDgWsZQjWxDGPGNIzrnr4RgF17Hp3zvmMsbsSuFR0ETwakRPwraSdC\nAufoOdDQ4Z2kbZKRgkKEnOV1OHXSW9p0jnKbuhOMVifoCcAx7M5S4HR1bHcgqcSVbYc0qpUJ3vLd\nl7PJlGS2bOLo527mIeHCjl+wVEq6hMnfbvouk5VR+t0hSo7BYHrtnOddv+JS2Hw7ELURWUQELhnO\nuwaOBCEFKUd1bdkxUW4icFXPrytwPaEC16KIIRMhdYrASRIJpcB5OiIwlwJnC5MJ6fHRb7+M//mq\nr+IhsQ0TU5jMtNSqEgCiKd8uxqGJWO45wLj/wa/w8f96OTf/5n9N2+ciMWMFrq1I2gZCgCPV52qa\nYdKxSUqadbNegHwtTzoIKAfNpqVlv00Ezi3SK0wsw+wsBa6slMd+aVCNzUEPafzoNx9jkyn5H31n\nURLwkHB5Q2Ill5l9fO2Sf+eGV32bFPB3O3/FLY5ScAZ7TpzzvCtWnFt/7cswXWFBbmFBkI2oZY6U\nCGlgm6pv8q6JCoWqX6+qrXpB3UYkJHCtihhaKXCOrnAPc9/ceeTAbTXhR+5uHn3qR7gCbGGpEOoM\nn291EX3uMfYPsdxzALFr10O8++F/QQI3b/4BZxz7WpYvb7RQ8XWCaoz2IWmbLO9K6hwUiSnUhJtN\nWCQDk4Js+J7lvSLZQJCXDtH1dLlN5rZjQZk+YWN3mgJX1QTOcNgaxL1QFzPuf/ArfO6hz/Opl/0r\nCaebdLqfbG6QUmmY3/3hS3x1+22cLCze+aqvMPKD17KhuJ2/ed0PseyGP9lXL/hnRia28KOHf8bv\nvadZs/qSOd+3L9vIk5NSIsTi8oGLErisLzACB8c0GOxJ8cSOSQpVl960w0ixRtUNdBWqqBsetypi\niObFGdIAGn1Ra5q4eXNVoUaeB65fxQVsw0YIMWMOXBhT8P2FmWU+94PXYxgm73vtdxbk/DHmj3kR\nOCHEpcDnUE3uviyl/D9T9ieArwNnAiPAm6SUW/S+DwPvAnzg/VLKW2c7pxDiW8BZgAvcB7xHSukK\nNRt8DnglUALeIaX8w77f+oHDU0//hM/d80mOSC0nEIIbTrqG9z1yPX//87/kn9/8S2ztzu3JmMC1\nG1dfcAT5iscPfq8m0FCBG8glsAOL8QhhyXsV0lLgykQzgWthbiuDgN1DjzQR8LkwFrgc7/RiCQsp\nBL5Xw7ScuQ9cYBR16HiJleEZNyZwixXPPXcHf/XQv5A3BB//1V/xmKwggXPNLp7x8mw3wTIkHznh\nTxGGwQff8CNkEEwzkT3qyJdzFPBo8WV8+6cb6LtizZzv3ZN26N/8Zl513HYCKRdV/htEQ6hQev7t\nPOr3YVsGK7qT/PzxXbi+ZHWvJnBhCNWa3UYkGla1MLFk4/sehk7nrkJtnMP1KniAbSizqZkIXKjA\n+QtkCXT/5OY4V7tDMOdvQQhhAp8HLgNOAN4shDhhyrB3AWNSyqOAfwE+rY89AbgKOBG4FPiCEMKc\n45zfAo4DTgZSwLv19suAo/W/q4Ev7ssNHwzc9PCXuEMW+c/SJk6TNi848895/7IXcrvM8/5vX0Tg\nq6+ih8SMo9ptxeWnrOCKU1dg6hCqZSqlYGkuieE7TERyvvJBlWRg4tJMqsotJsLb7/1nLrn1rdxx\n33XzvpZRoQoYbFOt2t022ZPsLwra567f6eJQ7IQqhLhUCPGUEGKjEOJDLfYnhBDf0fvvFUKsi+z7\nsN7+lBDiFXOdUwjxXr1NCiGWRLZfKISYEEI8pP99rN33+Y+/+SAAV9hLuU9USQCvTK5gm1egR5j8\n2wnv4VdX/JDzz3l/495n6AAAsKInhWkIetNzLzK6UzZbqqeSWPo/COTiyn+DhgLnmAbP105g3F+u\nFLjuFK4mW326eX3VC6bZiGTmKmLAqBdSQYPAuXNWoUYInF9TIVTDwjKsGUOogf7sgwWyBHIJ8GML\nk47AfBS4c4CNUsrNAEKIG4ErgSciY64EPq5ffx+4XitmVwI3SimrwLNCiI36fMx0TinlzeFJhRD3\nAasi7/F1KaUE7hFC9AghBqWUO/f2pg807ilsIYWkbAheveICAN72yhuQP72azwzfzZ0P/CsXnPvX\n+IBtTJ8IYuwfkraJGZiAi2WqUNHSXILJ3UkmMtRViMnAxfZNwMCWEldPhJUWlZm7JrYA8PUN32x6\nIM4E1y2RNwS9iR5sQ036XpuKI/YXhVqBZCBJ22kqgpaqzGJFZLF4CbANuF8IcZOUMjp/1RegQoir\nUAvQN01ZgK4AfimEOEYfM9M57wJ+Atze4nLukFJe3vabBB567Nv8Vhb4qyVn8cYL/o7CTVfxllP+\nlHNOf/fcB8+AV5y4nF/89QUM5Oa2EXEsg2zCYrzkYptiUeW/AZy+upcrT1vBRNnl9qdUVXbCMjhx\nRVd9TEhkSzUfP5DYpkF/VoVal7T4jKIEzpAm0RGNEOocClzkeVDzynhC6PlD4M+h4vsL1NfYRWLF\nubIdgfnM0iuB5yM/b9PbWo6RUnrABNA/y7FznlMIYQNvBX62F9fRcRgZfpqnjYB395/OF4+/mte+\n9B/q+/745f8/S33JN578L6BRIh6jvTANgamtDexQgetK4HspPCEoaX+2vPQxPD0u4nJeltNXsoEm\ndfdQpqKLAGbD+NizAPSl+rGMUIFrj7/c/qLglchKSJoJpBAdowy2CfUFqJSyBoSLxSiuBP5Tv/4+\ncPHUBaiU8lkgXIDOeE4p5YNh+siBxL///jr6AskfX/wZurpX87m33rVf5A3U9+aIgezcAzV60jbj\npZoKoS6iLgwA3Wmbz111OstyjVxA2zQ494h+rr1EcfZ1S1RVZ76iFHnHMsglbW7+q/P5ozOmP4qi\nqlxQOoFXZtbXfw6J29w+cI1zhIbitmGT1hWmpYgF0FT4C6XASRmbCHcIOnmZ/QXgt1LKO/bmICHE\n1UKIB4QQD+zZM/Mf94HCfY9/G4AXHHkFLz7nffV8NwDbTvPmJWdyD2U2P/srPAFmTOAWBKYWmy0r\nBagQquerh9P4xFYA8kIiAoe0Y2JF5qdyi9VmIdJe664//Puc7z86rghcb3opFVc93DpGgfMrZBE4\nWp2sVifnOGJR4aAsQGfAC4QQDwshbhFCzF3auRf4+KU38E+n/Q/S6SVzD14g9KRtxkq1RRlCDZG0\nG49ER5uAv//io7n3by7m0pOWA5Cv6P6mptp/1NIsCWv6vB3Ni3uw+Ab+vzf+uP5zSNxqc+XAGY1z\nlDWBswybjC6GKBZnNutdqCIGFxmHUDsE8yFw24HVkZ9X6W0txwghLKAbVcww07GznlMI8b+AAeDa\nvbwOpJQ3SCnPklKeNTAwMI/bW1g8tPsBUoHkhGOnLvoVrjzvgwgp+be7PsGoITiye33LcTH2D4ZU\nqpdjN0KoNd3QfiK/AxkE5AUIP8mSbAI7NP6VknKLyaoQ6eDw7OiTc77/aH4bALa9lF89qTo+uG0y\nCN5fFPwqWWGRtA5JAtcp+AOwVkp5KvCvwA9nGrgvi9Bly07Zb8Vtf9Gbdhgvu/iBXHQh1BChbyQo\nBS7Esq5kndzltSdcSPBmgmMZ9by5qUpbPYQ6Dx+4ECXdEcY2bbIJ1fKrWBqe8VhfLiSBi9EJmA+B\nux84WgixXgjhoHJCbpoy5ibg7fr164HbdK7aTcBVOkl4PaoA4b7ZzimEeDfwCuDNUjZJHzcBbxMK\n5wETiyH/bUdllFWYM+YpDCw9kdNJcIs/ipCSS8645gBf4eEBUxcmOFqBG8glqOi+h+OFHZRKQwRC\nEAQpBnIJTD2v9kgot3gY5d0i/b6kJ5DsirSimgljBfWnKs2lBIGalDtGgQtcMoZFQn82lerEQb6i\ntuKAL0BbQUo5KaUs6Nc3A3a0yGHK2I5ahM4XPWmH8ZKLlHLRKnCJCIGbStBCla0eQjXnfnze9N4X\n8c4XrZ/m91avQp0zBy5SHavnC9twSCdUu79iZXTGY8PiuHbDEw2vvxgHF3P+BeqQwnuBW4ENwHel\nlI8LIT4hhLhCD/sK0K+LFK4FPqSPfRz4Lqrg4WfANVJKf6Zz6nP9G7AMuHtKtdbNwGZUHsqXgL/c\nv1s/MNjpFxk007OOuWTZ2QCcQZKly046EJd12MHUHRgcuxFCLfqqf+NkaQ+Tk+r5G/hplmSdeu/C\nXmm0JHAFv0IOwSAWO2pz58CFfVB9cwWBDHPgOkOBK0qPnJEgqcP71Wr+IF9RW3FAF6AzQQixXOfV\nIYQ4BzX3jrTlDjsEvZEQ6mLLgQvRFEI1pxI4rcBV5qfAAazqTZNLWniBREZIT8PIt3n7VLiRPLaS\nr+YL23TIJBWBK5Sb/4RkhBAulI1IDeIQaodgXj5wesV485RtH4u8rgBvmOHYvwf+fj7n1NtbXpOe\nUBedPLUTn9MSvbOOednpf87nbrmTK9dcdICu6vCDKVR4MOEoAteVsqigBJDx0jDP7XwAgIK7nCNy\nCZ7X3KrHcNgkqrjVInai0Zqm4FfJCJNlVoatXoG5MFEZB6BsLCWQWoHzO8O0I09AxkyS0InRFffQ\nIXBSSk8IES4WTeCr4QIUeEBKeRNqAfoNvQAdRREy9LhwAeqhF6Cg7EKmnlNvfz/wQWA58IgQ4mYp\n5btRxPAvhBAeymv1Kjnbk3sRImmbVN2AQEoWKX8jac2mwKmfC5rA2fNQ4NQ49WG4vsSx1Oto7psf\nSCyz9Qc2GUnVcGCxGQAAIABJREFUKOr5wjITZFOqP22p0qyWlyOK3IIVMUAcQu0QxJ0YFhDFwi4m\nDcFgetms45YvP41f/dEt5HIdX1S7aFE2X81pwwVS61VFmRCCRGoFRWCiOs7GoQcB2F4+kYuyCcwh\nNaH2mUkIqpQqI3RHCVzgkjVsBhN93OtNzGm9UfBKpALJZEU0FLgOyYErCshZKRJ1BW5uQrqYcIAX\noNcB08wBpZTXA9fv7bUvJpiGwA8kgZSLqgtDFGEOnGmIaSpiGF6NVqHOByHRc7V3HDTnvnmBpEUN\nBACTkTmipIsSbNMhrQlcsdZM4ErFRs7kQilwrlCm8zEOPjq5CnXRY+fuRwAY7Jrbybyre/Uh473V\nifATx3LHnmtIJ+z6tv6uHtJBwHhtgmfGN9HrB4z4K3QOnJq8e2xV7VUuN+eaFHTYcTCznKIhyOdn\nTYGi5JXJSJgouwRaZPYWyKdpbxD4HkUBGTtDUt9rxT20CFyMAwNTCHwpCQIWXSeGEGEI1W6hiCX3\nIYSqztWKtDUUuNn6oeaDhkof2hnZVoJsZikAhSkFR9GiBj9ov07mezWVK9z2M8fYF8SMYQGxc0RV\nJ67oO2aOkTEWGim9ek45jT/5gVyCXCCYqBXYWBlmdZDAEKqaLiRwe8bU+LIOgYbIE5A1kwx2rQVg\n59Ajs75/0a+QQTBequGHClwHhFBLpT1IIcg5ORIJ3aexQ5TBGIsLoQLnL+YQqp4nWhUoWKaBaYhp\nNiJzISSD0bBptAPDXJWoIUohgTOTZDSBK01ZbJUiIdSghX/l/iL0iPQX6e/3UENM4BYQO8c3A7B8\noK2WTzH2AeHKOhWpMuvLJEj7gjGvxDO4LJF9dKVsEpahm0/DWEEVP0ytzCwKyFopBvuOBRpkfSYU\ngxppYTJecvG1Aud2QBVqobALgIyTIxEqcLVDysg3xgFCGHJUNiKL8wkfzhMzqWsJy2ByP0KoIZpe\nz1KJ+smX38D7ek9jqS8pa/Nw20rgJHJYUlKYYrpdjJiKL4QPXGg+vjDZdTH2FjGBW0DszG/DkpKB\nJVNbx8Y40AhX1lGbgN60TcI32eAXKBuChFxFd8rGsQwMrcC5nvKKK0eShX2vRtEQZO0sg0tV1fBO\nbdQ7E4qBS0ZYyidLK3DeAhlt7g0K2sk9m+gh4eQAqHqd0SEixuJCSOBqfsBizQYJixhmUtcSlrEP\nClyLEOo8Fbjlg6dz9RXfwEFQ0pWftjbczkooTlHLS9UIgVuAIoYwbzcuYugMLNKv2eLAzsoIywIx\nowdcjAOHkMA1K3AOtm8zokMcVXkM3Skb22wocCVPVaqOaCNegKL2fcs6Ofr6jsaRkp3FHbO+f0l6\nZAybiZJLINXfg+t3gAIXErhkL8mEIqvVDrE3ibG4EBI41wsWbQ5cuMCzZ1TgTArzNPINYbUKoUZU\nt/mEUG0EJf2R2tpwOyNF3RsuRDG60FwIAqcVuJjAdQZiAreA2FIbY6UxdyPoGAuPVgSuN+0gNFE7\nITDZ6r4wosCp7c+UziEVSO7dfmf9uIImcLlEF4Zp0RfAyBzmt0UZkDYcxss13LoCd/CLGAq6OCOb\n7iehCVzFjwlcjL1HSNq8YPEa+dZDqDMpcLZRr0Kdr42I0yqE6s0vhBrCFtMJXFoYFKbk0RZrjaIG\nX7afZtUJ3OL89R5yiAncAqFY2MWTwuO07iMP9qXEIFrE0KzAGYFSwz56zkeYqEBXysYxDYQ0sKSk\nInOcKjPcVVStL8ulUXYPq3y3jG5n0yssxrzZ88aKQpKxkoyX3IaNSCcQOJ30nE0tIanNQasdkJsX\nY/GhrsD5waJvpTVbDlwgG6/nA6tlFereFTHYCAL9oVqWEgWywqIkm+eQaFFDsABVqGHebqzAdQZi\nArdAeGjD9/GF4MzVLznYlxKDxso6atTZm3F4aPe7+MjKazj5xDcwUXbrCpyQBkk9yR6VPIFtJmzd\neief+O/X8bYHPw1ALtkHQJ+RYHSOcGgJSJspxssuHmF/xA4gcFo5zKYHsO0MQkoqHVAdG2PxoZ4D\n5wWLthNDSMpmUtdSs7TamglzVaHOZiNSP4dovJetW96lhUVxSpi0GClAWggfuJoumgiEWLBWXTHm\nj5jALRAe2Ho7lpScdsIbD/alxECFSw0BuWTDu7ov7ZAPBrB6L0dKWSdwtmlQKx7NkQWlsHX3XAbA\nXU/cyL3VhlFmNq3y4/qsDGOzhCs8t0LFEKStNDUvwA06SIHTPlLZ7HKEYZCUUOuA64qx+BBV4BZv\nCHV2BW5lb6r+em9DqN5MVajzIXBECZzOgTMdClPmnVKkAGkhQqjR/s1+EM8TBxtxJ4Y2Y/Ozt/Gh\n269lOx4n4JBOt+xXHeMA44rTVnDUsiy9mUZBSW9GEamxYo1SzccLZF2Bu3fijaDT2qr2qaz04b93\n3smeiMFnNq0ajfc6OcZqqtep65bY/OxtHHvM5fVxJV0oYBuq04Gnixi8BXJK3xsU3AJCStL6XhyI\nFbgY+4SQwHmL2kZk9irU9Usa3VjmX8QQ5sBN74UKzeHUmdCkwOmOKVkzSYnmPsylSFXqwlShRgic\nV61fSyfgwUe+yeDAiSwfPP1gX8oBQ6zAtQEyCPivn72XP/6P03n77e9nJx45KXjV4AsO9qXF0Eja\nJmesae5Jm01YWIZgtFRjoqzIlFLgmh8+JTfgRemVbDCaV7TZtDLT7E32UjYEpdIwt9zxSd74uw8x\nvGdD43jtjm4JNdkFQuWw3LfnIR569FttvMu9R8EtkpFgmGotl5BQjVfWMfYBYRFDzQsWr5GvNbsP\n3Lr+CIHb616o0cKFvQ2hNkK3IWlKWymKUz7nkl8lo8+9IEUMEQIXdIANUhTXPvB/+NodH5t74CGE\nWIHbB2x+9ld8/4HreLK4ndWJXp6rjvF7UeU4DE4w0vzPF3+So458+cG+zBhzQAhBb8ZhrFhjy4jK\n7VjZkyJhNjcmzFc9Ll7zUr77zDdxpKSmH1TZ3HIA+lJKZR0b28yuwvMEQrB998MsGTgeaFh1CKEm\n/+50jjHgl8EEQw98hm+d/JYFv9eZUNAtvkIkEVQ6bGKOsTgQDaE61uJ8tFimgWWIlq20oFmBm2nM\nVLQ08vX20kZEmGgbuHoOXNbKUDRULlq4ACsFNeUPx8IrcF6HKfUlAaXDrIJ+cX7LFgiB7/HT336c\nilvk9S/7LL5f48lnfsyzux/iufFNLM0sZ1dhB1/KbyARSI7G5tbKTrql4EOD5/Pml19X/yLFWBzo\nSzuMFms8uTMPwPGDXdhW88RcrHqce/LbsJ7+BsdLh7869Rp+/OR/kQqLGLKDAIxNPMe4zikb0l04\nAIraqiOQavLv7+qqBz62cXDJUtGvkMNgrFjjn3/xNAkMqgvQgifGoY9DIYQKSq13ZuguHyVw871H\nu1UINWjdF3XGc7RQ4DK2upZyeZhMVi0my4FLDoPdSALZ/o6l0fZ/foflyroC3AWovO1kxGwDyE9u\n57M//VMeKO/kOf09+eU3zuPRoEReT0pCSuTk4wC8xl7GtZf+O719RxL4HkIYcSP6RYrejM14yeXJ\nXZMsyToM5BJN+SmgCFw2N8jVPaewvu9Yzj79XZx9+rsa58iuBGA0v4MJVxHBofzzjeO1VUc1UBPu\nYHcXG/VbjBqCcmmUVLpvwe5xNuSDKhlh8fMndvGNe57j3GME1QVYucc49BE18l2sIVRQFeszhUf7\nMntvyt4yhDpDRWoU+YpLoeox2J3CNqy6d4etiVvaUa3vCsWhOoErBR5ZwwJc3MDlA9+8gLeccjWn\nn/Ine33dreB6nUngZBDgCkHtMFt8xgQOSKcH+F15B0eaWd6z5mJ+v+t+flzdwSXOABeuvpBjVp/P\n6hXn8siT32fPxBZe8eK/rRO2WHFb3OjLODy9u0Bll89xy5WRrWkIhACp59XQef0vXvPt1ufoXg3A\naGEH4zqJeHdxV31/SbujF700hoDlPWlo9Jxmx87fMzh4+kEpeCkGHt2GwxM7lHLoYFBZgNyZGIc+\nGq205KLtxADwjheu4/jBrpb79kVZnKsX6kwh1Otv28jPn9jNrz9wYV2BM6Ssd/bJah/Kos6xBSjj\ns1SkAJdCrcCt/hjHbvl5+whcRIHrpBCqp7vHzMcU+VBCzD4A03K49R2P1EnZq4GPVIvYiUzTuDNP\nfftBuLoYC4netMNwoUq55vPW89YCapJ2TIOqzlMpVmcnNL09RwAwVh5m3K+AAbsjPQmLNUXg8rUM\nfZkEaac5PPO1ez/NrdVd3PLq/0v/kmPadm/zQUF6rDRzPK4JnC1NyofZKjZGe3Ao2IgAvPeio9t6\nvpYhVH/uEOpIscZoUalctqEe1XaE64VG4qXySH1bSQbkzAT4RaqaYFXbqJRFrY+CDlLqXe1Pd7gp\ncHHcT2NqCHQqeYtxaGJpTnVHqHoBx0VW3dEQSqjAtcJwoUo6vRRHSsYqo4zrCWQo4oherKmw6kgl\nzZKsg2MZHF+yeFtaden4aW0XZUPw6MYft/Xe5oMCkqyZZMNOReAsTKocXqvYGO1BqLot5k4M88Hd\nH76Im977onmPD0OoUaLmBjISWm2twLl+UE/nsA1leWRH9qd155SwHR5ASUiyusihqm2Kam1Uyppz\n4DpHgXO1/517mEUP5kXghBCXCiGeEkJsFEJ8qMX+hBDiO3r/vUKIdZF9H9bbnxJCvGKucwoh3qu3\nSSHEksj2C4UQE0KIh/S/w6teOMaC4K0vWMsLj+xHCDhtdXd9e9RGYCYC9/xoifP+4Vf80y+eoTeA\n0VqecaEm46GgMbmVaorM7SqlGcglSFgG9z33Sf7i1TdiS4mrn3Ybdv2+7fc3FwoCbJIUa2riszCp\nLkDyc4xDH6Z5aChwc2GwO8Upq3rmPT70gat5zVWooefc1Jzb+hg/qJO7ugIX2Z9N9QNQrI7Xt5WB\ntJnEkLJB4NqolNWaQqidU63uhiFU5q7oPZQwZwhVCGECnwcuAbYB9wshbpJSPhEZ9i5gTEp5lBDi\nKuDTwJuEECcAVwEnAiuAXwohwhjRTOe8C/gJcHuLy7lDSnl5i+0xYuwT+jIO33jXueycKLOqt2FK\nGYY9UrZJcQYCd/tTQ3iB5Iu3b+LMo02G3Tx5/dwaEhIZBAjDoOgWsaRkZ97ivIFEvV2P6xusCES9\ncOaJyS0Ldp+t4LolKoZABon6NlNaVMThNQnGaA8aCpxctK20FgJOyyrUgJRtkq94TZ5wUdQ8Sc0P\nkFLWFTgrGkLVBK6kK98D36NsCFJWCpOGAtdOX0c3cq5OKmJwXaXA1WIFbhrOATZKKTdLKWvAjcCV\nU8ZcCfynfv194GKhsj2vBG6UUlallM8CG/X5ZjynlPJBKeWW/byvGDHmDdMQTeQNGgrc0q4EpZqP\n32KS/c3Te1jVm6I7ZdMdJNgQFJFCsNKHiiGYnNwKQNErk5YwUnRZkkuQ0CvvqhewwlThjjU+POFN\nLuRtTkOxsBsA31eteRKWgSEtqvGzN8Y+IEraDmEBbq9hhSHUKZWnYS6s5wds3lPgyuvv5G9/+BgT\nJVePUeP9QEZCqI0PNix6CvsZV7QSl7bTmJJ6NXk7FTg3orp1FIHzDk8Fbj4EbiXwfOTnbXpbyzFS\nSg/VhKh/lmPnc85WeIEQ4mEhxC1CiBPnMT5GjH1CmJ+yJKvUqedGik0TcM0LuHvTCBceO8CSrEMu\n6GdUP8COtnIA7B5W3RiKfoWMVIRtIJuor8irns+aRD+pQPLagTMZMgXDw08esHssFBWBQ6ZxLIPe\ntIOQFp2T2RJjMSFK4A7lEOrewooUd4Rw/WgIVfLo9gke3jbBN+55jtue2t003vVlyxy4bGYZAEWd\nbxt2fElZaQyo+znW2tiyz42cayGMgvcVtboCFxO4TsUfgLVSylOBfwV+2GqQEOJqIcQDQogH9uzZ\n02pIjBhzIjTyHNAE7qLP/oZv3PNcff/vnxujWPO54OgBetMO+Cvq+47JKVuRodGNgCJwaf1VW5Jz\nSNiNnJj3XPQZvnzO33Lq6gsAeGLTLQt8Zw0Uiqp/ayAz5BIW2aQF0tJh1TgPLsbeIUrg4hBqA2FV\ne21KFWpKK3A1P2jKjwtfhwSu5gfYZkOB+9QtG7jmW38gkejGlJKSrsAsl1Xle9rJqRCqDie2M6zY\nROA6KQcuVuBmxHZgdeTnVXpbyzFCCAvoBkZmOXY+52yClHJSSlnQr28G7GiRQ2TcDVLKs6SUZw0M\nDMx9dzFitICjFbiBXCM/7O5NjXL9ezaPYAg478h+etIOE7X19X1H9akWWiMF9Sc94VfJ6XTTgWyS\nhNUIoQ4sPZFTTnwTJx51OaaUPLzjnoW9sQjC6rVakCWbtMgkLIJAPShqunI2Roz5olmBO4gX0oGw\nTIHnB+ycKHPRZ25n83AhEkKVdcsioE70wv89P8A2lPebLQye2V3gyV2TCMMgI6Gg1aeSNgxPOVlM\noKaLkdppzN2swHVSCFW1+IoJ3HTcDxwthFgvhHBQRQk3TRlzExCapL0euE1KKfX2q3SV6nrgaOC+\neZ6zCUKI5TqvDiHEOfraR2Y7JkaMfUWYAxclcA8+P47UEv29z45wwoouupI2vWmbLaWGf9uRK88F\nYFiHKMelSwY1AS/JOfUihqrXWBmns0s5Rlo8PNlowdUKn/nea/jH701NQd03FCrq61Pxs2QTFrkI\ngatWD2w+XozFj6h572JupbUQsE0D1w94eneBzcNFhgs1HNNACFXQUJ1SoQpRJU7iWGoeshG4fmN8\nRiqFH6Bc0TlwiS5MCRVtB9ROaw03QgY7qgo1JHCH2Z/dnARO57S9F7gV2AB8V0r5uBDiE0KIK/Sw\nrwD9QoiNwLXAh/SxjwPfBZ4AfgZcI6X0ZzongBDi/UKIbShV7hEhxJf1e7weeEwI8TBwHXCVlIdZ\nwDvGAUNYhZpNNAq19+Sr7JioUPV8Htw6zjnrVBVYX8ZhRynHUr1iXj5wEplAMqwJ0qT0SaIKBZZk\nE3VyWHWbw5SnpVfySFDGcyvMhN/kN/Gr/Owkb74o6Am/4CoCl01YeH5M4GLsG2IFbmbYpoEbSPIV\nt2mbbRi4vmxazIV+cY0cuADbVATOEkaTYpfBqBO4ki5mSCd6mhW4NtoCRQlcJypwnXNFBwbz6sSg\nQ5Y3T9n2scjrCvCGGY79e+Dv53NOvf06FEGbuv164Pr5XG+MGPuLkMC97PhlBFJy0spurrrhHh7a\nOs5ALkHVCzj3CNW/tCftUPMC1hspRmSZXG4lS6RgpDqBDALGDbD9FIZQnR/qCtwU/6fTlp/Ff23Z\nyjObb+X4Y6erbIHvsd1QvnGlwhDp7NL9useQwE263WTTKoQ67qkpoRITuBh7iTgHbmbYpsD1AgoV\nL7LNwNah1ehiLrQbaSZwjRBqMZIzlxEWRR3WLOvvbCrRhQFUkICg1kZjbq+JwHVOEUNoMBwrcDFi\nxKirZLmkxbvPP4Iz1vTiWAYPbh3jd5tUtdc56xSB600r1erEzBGslybCMOg3HIa9IpXKODUhMGWW\n7pSNaYhGDtwUBe7Uo14FwMPP/rLlNe0ZfqJu+vvs83fs9z0WXJXnNlrNkU1a5JIW1VCBi3PgYuwl\nmm1EDrMn6RwIQ6hRU3DLFFimgRcoRS2sfK+HTiMh1FCBszFxg4ZilzEsSprAhYbh6VQfJoKa/hXU\n2qnAyc4kcDVdxFATh1cBVkzgYsRogdDqI6wUcyyDc9f3cctju/jpIzs5e10vvRm1Ku5Jq/8vPvd6\nvvmmO3l02wRLrDTDQY0J7QUXBJn6OKdFDhzAisGzSASSbfnnaYUdux+pv9686w/7fY+FWgFLSkar\nCbIJi0zCpOweegSuQzrJCCHEdXrfI0KIMxbujg8OYhuRmWGZQodQpytwrlbUkpaJZYhI9WlDibPD\nHDhhKsXOUwa/GcOhoHPcyvo7m0r2qipU/T61Nib215oUuE7KgYt0iNBdGQ4HxAQuRowWcCyVYJyI\ntNR6/Zmr2D5e5pmhApef0rAN6dNEbqIKNz8xzpWfv5MeM8ewCJiY3AZAze+iRyt1jSKG5pWiMAyW\nSsFQdazlNW0baXjEbRp9ar/vseCVVBVbNSCbtMgmbFzdlaFSK8xx9OJApJPMZcAJwJt1h5go6p1k\ngH9BdZJhSieZS4EvCCHMOc55F/Ay4Lnmt+AyVBHX0cDVwBfbeZ+dgGgRgxnztyY4poHrBVMInMAy\nwpw2n4Rt1JU6aA6hWqECp8dLqZS5jJmkqEOkoZ1IOt2PiagbclfbSOCiBREdZSMSMRUOG9sfDogJ\nXIwYLWCbgrRtNoWCXnHicnJJC0PAZScvr28PQ6hjJZedExUCCWmjh7whGBpXBQdFN6v84qDJB24q\nBgyHIa/1BLRdt9pa5cOm4o79vseCVyYrBVUvqPvAeYEqtqgeIgSOzukkcyXwdalwD9AjhBhs650e\nZMQK3MxohFAbpMcyDK3MKUUtYZlakZuaAyexLfW9tIWFq0OEVc8nY6Uo6Y+6rBu6J5N9mEAQtjZr\n46/ClQEJ3ZXG6yAFzov0aK3FBC5GjMMbq3vTrOnPNG1L2ibvfelRvO0F61iaS9a3h6HR8VKN0aJa\nCdqGyo/bvOdRAMYqPREFToVlP/rDx/j4TY83vccyK8tQ0LoXwvbiLgZ8yfF2N5u95hDnP37vSt73\n9Rfy+IYfzPsei36VjJ4CMgmLbMLE1QSucuhMgp3SSWbexyxWM/I4B25mWKbAC2RTDpwKoTaqSh3L\nwLFaK3AhgbOEiacJXtULSFspigJkEFDyyiQDiWk5TWpoOzuruNInNFYKgs7pO9qswJUO4pUcWMyr\nCjVGjMMN17z0KP78wiOnbX/PS6ZvC4nZWNGtEzhfKouRTZPPAjBU7ubUUIGLhGXv3DjcdK6BRA97\n3BFkECCM5vXVjto4Kw2HlakBfuOPN+27Nb+JIVOw5e7/zY+Pf9287jEf1MgINQUoGxGbmlS9WcOk\n4BgHHlLKG4AbAM4666xFY5VkxTYiM8I2DWpTQqiuH2AZAi8I8HxJwjKoaKVOStmkxNUVOMNs5Mh5\nAVk7SyAE5cooZa9CSp/biPRMrbVZgUtKmKS5IvVgoxbEClyMGDE0DEPUrUTmgm0a5JIWY6UaYyVF\n4Mq+svjYpL3gdld66UkpoudEzrtzvEzUznBpehkVQzCZ3zbtfbYHVVbYXXQnuqkJQUW3zgmtSgB2\nGMG8q7CK0iUt1DXlkqqIwdUErnLorGI7opPMPh6zqGDENiIzwtHVplECN152sczQBy4gYemQqt8g\nbxCGUNX30hZWfV/VC8g4WQBKxT2U/CppqT53M0LgPCEI/PaQLVcGpPS5O6qIIZKP58ZFDDFixNgb\n9KYdxko1RgqKwA3XNIHDJRlIqjJDjy52iD7oijWfyXJjcl2aVcURe4af5Ge//QSv/Y9Tcd0Se4Ye\nZ7sJR3etoyvRA8DEpIrIlUvD1IRgqS+pCcH4+LPzuua8DEgLFRDJJmxyCZuar3PgDh0FriM6yej9\nb9PVqOcBE1LKne24wU6BFYdQZ4Slq00LVY+UbmI/XqrVfeBq9Rw4g5ofTGt8XydwhlU3+q16PplE\nN6D6GpeDGimhHulRAgfta43nEpDU79FJNiJuxFS45h0yi885ERO4GDHagN60zWixocBtLQ6QDiRF\nQ9AlG2NaYcdEgywt7VE9VYdGn+GBHXez0QjYuvUufvfYNwB48TF/RHdKhWcn8krAGdWFEsdaajU+\nNLxhXtc8KSRJoQhbNqmKGKoyDUDFm7kbxGJCB3WSuRnYjCqE+BLwlwt86wccRhxCnRFhCLVQ8Vjd\np8jYZNnVtiGNKtSwWnUqgXNs9b20DbuRA+cGdQJXrIxQCmqk9SPdnEKg22UL5CJJoghoRxG4iMLo\nHjqLzzkR58DFiNEGrOhJ8dTuPCM6B27nZMBLuvq5xR8lI9WkGlahAvzy2gvYPl7h7V+9j+1jZbIJ\ni9V9aZb2HQXA0ORWtms7kWe2/467dtxNvy855qhXMl5Qws2E/n9cK3HHZlZxR+Epdo9t4tg5rjfw\nPQoCEkI9GLIJk0zCpBKkSQJV/9CZBDukk4wErtnba19MiJKGuAq1GXakiOH4wRxP7y5Qdn160k69\nt2lfRhc1BJKa39yZwbYaBC4kd1UvIJNUanyxPEoh8EgZ6pE+VYFza+3JC3OlJGmagIvfxh6r+ws3\niEOoMWLE2Ees7c+wZbhITVeT7Z6s8LJ1yvf1WUutmHsiCtxRS3McuywHwHW3PcNLP3M7W0dKDCxR\ndmJ7ijvZ7qtQwFN7HuVud4QXJZdimBbdWWVhMlkcAmBME7ljB04GYGhyqgXZdBQKO5FCYAtVaRuG\nUF0cDCmpeO2sXYtxOCBupTUzbNOg4voUqh4nrezm3S9ez/V/fEad2IVVqFFj3xCuH2DbOoRqWnja\nxqPmBWRSqtq9WBlnl6yxzO4CphPotipwuvDJlx2kwEUI3OFUgBUTuBgx2oB1/Wn0vMpxy3N4geT4\nY94JgClDAuc0HTOQS2AZgke2TeAFkl9s2E0y1UtXINld2sMOoSbxH008ybghOH/VSwDozin3iYmy\nqmAdK+wC4OiVLwRgqDB3atWkDr8aQpHIbNIiaRsYwiAhoerHBC7G3qHZRuQgXkgHwjYNJkqKZHQl\nbT56+QkcsyynbUQCFUINc+C8oKmIwfMDEo76njpGEj8Iixh8sqkBAEYKOxgyBavSanE3VYFrl6+j\niyRpqIWo30E2IrWoAneIpH/MBzGBixGjDVjTn66/PnGFWgWPVpN8/rh38s7u9wPTc+BMQ7Csq+En\n96sNuwFYhcX9pe1UDYGQkj2mIB1IXnLW+wDo7loFwKRuRj+midzAkuPoCyRDuvJ1NuSL6r0kOYSg\nblqcTVgkpaTkHz6TYIz2IA6hzoxswiKvPeByyUbmkipakFRdVYUaGv5Gc+BqviSdXcpnj3gTl57z\ngfr2qhfokJosAAAgAElEQVSwfNkpmFJy9+77AVjVvQ4AUzQ/2tvljeYKSBpqIdpJNiJu5FpqMYGL\nESPG3mBdxPT3xBUqsXj7eJkLzv1risnzcSyjXn0WxcoeFRpZ05fmvmdHmay4nJFdw2ZTrbJPkWqy\nfHliOam0Cpek00uxpGSiOk4hv5PxyiiWlORyK1mGxe7a5JzXO6kJnCd7yDpWPQE9l7TpD0x2VSf2\n9aOIcZjCMERdeYtDqM0IF3Wg1O7664RFoepS80MCp4oapoZQAV5+/kfJdTd8KKueTyLZzerA4Heu\nypdd1X88AOaUR3u1Td5oVSBlqjmpo0KokXy8WIGLESPGXmF5V7LepP601SqxeOuoWvWOF11603ZL\na4XBHqXAffiy4/ACya2P7eLslS+u73/FsrMBeM2Jb61vE4ZBl4RH8lt48Q8u4ZcTT9MT6F6qZoo9\nwdw5IPmSUumqQReZROOBkkmY9PgpdviHTyl+jPYhtBKJBbhmnLKqp/46G/m+5ZIW+YqnFDjbbKnA\neU2vG6HVqqu2H213UdCf+8plpwHTq1BrMyT2f/CbL+Ej375oXvdQq+YpGYK+RC8A/jz9Jg8EmhS4\nwyj9IyZwMWK0AYYhWNunwqir+9L0ZRyeG1EkaKRYbapAjeLyU1bwjheu49KTlnPEkgw33v88Z554\nFULnzb3+wk/xkwu/wJmnvr3puC5p8Acq+EKwxZT0CKXuLXW6GWLu3JRJHWaddHvoTjVCu9mERSrI\nsUPM3xA4RowQYeg0DqE248iBTF2Bj4ZQ6wTO83FMA9sKCVyDqNWipr6R72RVq3RHZpU/dCKQLFly\nHADGlEf7TN0JHq6N8vvK/Nq1jY+r4qj+1BKElB1VhepJn3QQdq6ICVyMGDH2Emv7M1iGoCtpsaYv\nzdZRNWnuGK+woifV8phLTljGx684ESEEbz5nDb9/boxd5V6Okxb9viSV7mPt2vOnHdctLLzIQ7JX\nd1RYlhpgzBCUS6OzXmteh0j3lHMsyTXIZSZhIfx+KoZgdHTj3n0AMQ57hKHTOILaDMs06mHUXLKx\nYMolbfxAEkjVYs/RnRmm+sCFiCpwYZj1KF25vkIaGKa2EZmqwLXIafXcCrsNyQ5DUq3MnTIxNrEF\ngN7MMkw6zAdOBqT1R+MeRhX0MYGLEaNNOP/oJZx7RB9CCNb2p+sK3I6JMit6knMcDa87UxUn/OKJ\nXbznmKv4s8ELZhzbbSaafu7VTu3r+o4B4Lnn75z1vSaqExhSsq2YYiDbOFcuaVH1VBeJnUMPz3nN\nMWJEERK4qQQiBpy8SuXGTg2hhkjYhjb2DZp84LwZyFzVUwrYUSvOA2CV1SikMkVzvm21RRHD0J7H\n8IVACsHWbXfPef1junK9J7scS9JRClxNemR05W20K8OhjnkROCHEpUKIp4QQG4UQH2qxPyGE+I7e\nf68QYl1k34f19qeEEK+Y65xCiPfqbVIIsSSyXQghrtP7HhFCnLGvNx0jxkLg7S9cx7ferSbTNX1p\ndoyXmSi7jJfcGRW4KPoyDt0pm6F8lYtf9CHectkXZhzbbarzJXXYoFd3YThyxbkAbNr5wKzvlXcL\nZCUMFwKWRAhcNmExVlU2JdtHnpzzmmPEiMKs58DFBG4qrjh1BRceO8BALrpgaqhxCctshFC9ZiPf\nxuvpIdQ1a15EIpCsTQ7U901T4FqoUtuHHqm/fm7Xg3Nef+g32ZdbjQl4snNSLFwZkNaktebHBK4O\nIYQJfB64DDgBeLMQ4oQpw94FjEkpjwL+Bfi0PvYEVJ/AE4FLgS8IIcw5znkX8DJgqhvpZahehEcD\nVwNf3LtbjRHjwGFNn/KFe2CLCmWunAeBA1iSddiTnzkEsGO8zI7xMt22qnq9xFFqWa/uj7p21Ysw\npWTT6Ozka9Ir0SUFZddveqBkEhbby2vVe+mQSYwY84VlxDlwM+H0Nb187U/PwTYbj92uqAKnQ6hT\nfeCa1LggUsSgCZxtp/ny2X/Duy76p/q+0EYkVTf9nV7EsGP06frrLXPMFwBjZZUr19O9FgMIOonA\nEZDRBsOHkwI3n1Za5wAbpZSbAYQQNwJXovoDhrgS+Lh+/X3geqGWYFcCN0opq8CzutfgOXpcy3NK\nKR/U26Zex5XA13VLmnuEED1CiMFDrSF0jEMDa7WtyN2bVLHAfBQ4UOa+w4WZCdy1332IQtXjVau7\noAznDZ7HC4TB2ce9DgA7kWFNYLC5uH3W98n7FXK6p2FUgcslLHZXu1gRSLYX469WjL1DSNzMODln\nXmhS4Gyj3plhpirUJgXObYQwTzvpj5vOGxYxpCWUaV2ZuWNyKwC9gWRLYfb5AmCsPIqQku7uNVio\nwoFOgSsDsoYDVKn57pzjDxXM52u2Eng+8vM2va3lGN3oeQLon+XY+ZxzX64jRoyOwFpt7HvXXhO4\n5KwK3MahAo9tn8Q2lDP7EctP59Uv/STLB0+vjznS7uIZd5Kv/eTdDO9p3dh+0q+R0eu3JVMUOClh\nBRbbK7MXQvje4bPSjTE/WHEIda8QVeAcs2EjEqpuhmBKV4bWytxUhApcWueFtSRwpSGW+pKjRJIt\n1dm/6wBjtQm6JFh2ErPDcuBcJI5h4khJ7TBS4A65dZIQ4mohxANCiAf27JlfeXSMGO3G0lyCwe4k\nG3ZOYghYlkvMfRAqhDpcaD0BFapefZ9vXcLrnEGOPfKV08YdkV3JVhM+O3Iv37vrky3PlZceKaGq\nT6NFDKHJ6FF2Hw8HhRkd3L/643fy8q+fMSNBjHF4wohDqHuF5hy4sBNDw8g341hTQqhRBW42AqfU\n9bQmci0JXG2cFYbD2mQ/W5mb9Iy5eXqlVljpMAInJbYwcWSzJ9yhjvkQuO3A6sjPq/S2lmOEEBbQ\nDYzMcux8zrkv14GU8gYp5VlSyrMGBgam7o4R44BACMGlJ6m+hMu6kljzjCkN5BIUqh6l2vRJaOtI\ng0zdvm0lH3/zz7ETmWnjjuw7rv56rDre8n0mCUhIRdyiNiJhhdwZy15K3hA8+Ni3px274akf8a8j\n9zFkCr786w/O675iHB6IbUT2DlOrUG1TfXDh9z+dMClWPf7p1icp1bwmNa7qza3ApYSJkJJ7Rp/g\ntt/9Y9OY7UGVFXZX3XrIrc7erWHcK9Or22hZCPwOyoGroQicDbhxCLUJ9wNHCyHWCyEcVFHCTVPG\n3ASETqOvB27TuWo3AVfpKtX1qAKE++Z5zqm4CXibrkY9D5iI898WN4JaDW9MtYDxhocP8tW0H5ef\nMgjMP3wKjXy04fz0FfFzI2qCPWddHw8+P4aUsmn/0GSFTXsKXHjmNXxgyXms9WH7DKGRvABLJjEE\n9Geaq1AB1q17M46U/Hrj9K/lV+//LFkJrzB7+W7pWb51y19Sq+bnfY+tUC6N8rPf/u/YPHiRo24j\ncpgxOG/PHoLi3rerSjtm/bMKm9kDFKtK3co4FvdsHuHzv97Efc+OtrQRaYVQgbMwcCTcJ6p87Kmv\nE/iKGPpejd2GZEVyCQPpZQAMz1F1Pipdeowk//yLp0FK/Cnzz8GECqFa2BLcDmrxtdCYk8DpnLb3\nArcCG4DvSikfF0J8QghxhR72FaBfFylc+//YO+8wK8qzjf9mTm+7e7ax7LLL0kF6UxBRsYG9RBFN\nbNFYoyaYfFETW2KNvXyfJmosoIBYIiqiFEFF6SBFetneT+/nzMz3x5yyh11g6QvufV1e7s7M+87M\nYc/M/d7P89wPcG987AbgA9SChznAHYqiSHuaE0AQhLsEQahEVdjWCoLwRvwcs4EdwDbgdeD2g777\nDhw1KIpC1d1/YNekSQTXb2DrKWPxL1lytC/rkGJosZ3ibBM986xtHpOoCG1opZChLN6a66Tu2YSi\nMr5w6kFV5Qpy4uPzufDl7zFb87nu/NfppcukMtbypbJh40eERQGtkku2RZ/2sk0QuIiQxSjRxjfe\nnS1I1aaIk+HaTO4d/y8GYuDJ+u+YPOOcg2qY/fn3/+DPOz9k646vDniODhx9JOwrfmk5cGXX30Dt\no4/t9zhBEJLfuUQIFSAYL1AwGzSE4qHSqKQkc+BEYc8KXFmTnxq3+vzQCiLh+PfbLQps2zkXgIaG\nDcQEgUJbMXkZqv9kvWPrXq/VpUhk6yx8t7UBoZ3lwMUE0AladAhEOkKo6VAUZbaiKL0VRemhKMpj\n8W0PKooyK/5zSFGUKxRF6akoyomJ6tL4vsfi4/ooivLl3uaMb39JUZQuiqJoFUUpVBTlpvh2RVGU\nO+LHD1QUZe9GVx1o1/DNn4/vm2+IlpXjW7QQANfHH7dt7Hffs+Oii5G8B6f6HG6IosAnt4/hgQt3\nd93ZMxL5aA3eMKGoxLZ6X3JfWVOAbIue7nmW5DEJ/OkD1XQ3EJGSylyRMZeqVlpivb7iOWyygkv7\n67QKVCDZF9UbinFqp5FUaaCs/DsAtm6bg9OxnXJRobe1hNy8frxz/UoeKDiDRYqPf39+Y5vvc3ds\ndaqWBuW1aw54jg4cffzSQqiKpH7fohUV+BYtOiAFORFGNejUVloA/vjizKxLhVhVe5FUbtyecuDm\nb6ynIa7ga3d7xa/c9gWQ8oArsvckL6s7AI17sQ1SZBmXCFn6DCIxGVFpXyHUKKATtegR0hrbH+84\n7ooYOtD+oSgK9c+/gGBSQ4ueL2YD4J03HzkQwDlzJo2vv77H8e5PPiG8ZQueL7/c4zHtBblWQ5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icWgpVcn9W88kfPmj8Q4xb2dQeUNTDMOU8fFZKKyTFbEhyHkIxaNEZXkNJIHqgJnTihwYstX\n/NCBv+Gfrh2cOvzW5LYccz64odKp2vh4RYFwyI3BqH7eoXiYUquzAR6E5iHUSHoR25GGx6c2ZLIZ\nszFrTQR+QYJ9Rw5cO4KiKEhud6sPKctJJ2Lo1YucG2+i0/33YxwwILnP0KtXkrwB6Dp3RhAENDYb\noqntbZz2Beu40xHj15Z9teoRZho6BNPwYQRWryK0SVW9wlu3YerfH0Gno+Gll5ADAfLuujOpuhm6\nd28TMdB17kzhU0+iKy7G/62ab2fo0T25X9+1K7LbrVamNqQsR6ynnJL8ubkCF3M4iFZXIxgMxOob\nWhRrHEtorpxFYjJF8XZdnTKNaSHUPaHRF0YjCtjN+hb7iuwmAhEp6Se3vzg5bwhlGlj107sANDVu\nweOuIBBo5Kf105PHTZv/Ryo0cM+A36HVGcnMKqVQgm+j6ss/KApUCjLZHQTumIExTuC0rkOXFxXe\nupWtp53OlpNGUffEEwBI8YWdEovhnPEB7s8+J7B8ebLSHVSVXZH2ng8VKStrkScLJG2IwtvUPN4E\nYYs2NKDIMpF4+NQ8VI0GaLNz0sYbevZE16ULwXjKRto5y8vRdy1Bm52D5HSmXWOCjIWiMqevW0D/\nhalK/HBMJhaTyQz7ERQFSzTYqtoejEgoCQVObKnACaLIuac9jMWaisBkxcOpNc0qSpuadWYIxXPi\nBE1GYpbkPk/06PrAefwqqc6w5GHWmggKJFuGHe/oIHDtCLI/ANEomqysPR6j71JE9rXXHJVWNaJe\nT+ZFFyFaLOT+/vdk33ADmeefj3nIECLbthNal7Lu0BUWkn3TjZj69yfvrjsx9OyJvlupeg/x/Le2\nwtCjR1I5S5BAAH2pOl+isjYR2rWeqiqXgk5HrLEx+YAMb1VXl+YRI1CCQWRfqsvBsYrhXdXk/s6Z\nqrlvYaYRhz+SNP/dExq84RZttBLoYlfJYKUz2GJfW3DxmAcoluDPK/9Jbc1qrpp1GY98djXT5/8P\n1654lMaGjUixCG/W/cBoTJxy4p3JsX11GQSbXVNYFMgxHFwBgyAIEwRB2CwIwjZBEFrEguO9mmfE\n9y8VBKG02b774ts3C4Iwfl9zxvs7L41vnxHv9YwgCNcLgtAgCMKa+H/pssxxAkOCwO0hhNrcEkny\negmuW5dMg5DcbmJNTSiKQmTXLvzLliGHw1Tfex+CRoNt/Hgc77xLYPVqqibfQ/X//IVdk66i9qGH\nqP7znym75lp2XHABVff8iR2XXsa2U0+j/MabiDU2Eq2rx7vgG8I7d6ZdT92TT1Fx623IoRQRkkMh\n1XSTGY0AACAASURBVMqIVCFWtEoNoRKNIjmdBOOWSuaRIwDSFLgEjAMHEFq3DvesWXgXfKPOHQ4T\nq61FV6wqcCgKkstFtKqKyjvvRLdtszpYUShqKEMXCqCNt4aKSjJKIIA+/ntG2J+Wq5pAICKBkgih\nti3IlmFWIyLVoZRy2ujcnvw5SeDiiym5mQTnjR14C71DgUQVbIY5H7PWjCIIhMKuo3pNRwodIdR2\nBNmt/tFpso5MmOBAkH/PZLKvuw6NzUanuJWHafBggDRCpC0oIP/uu9PGGhIKXDMVrS0w9OyB7xv1\nAajv1i25XV+qJvZ7vvgCTVYWeX+4G+fU97CcehqWsWPRF3fB+f40JIcDbV4esUb1i24cMAD/4sXE\nGhrQ2I5Ndefak7tiMWi5YUwpf5r5E2f2UxtSj+mZyzNfb2Hexjp+NbzLHsc3+sKthk+hOYELMLDL\n/v8t2jKKeG7MY/zmh/uZOOcanBoBMeJC496OLAj8tOVT7NZCHKLAZd0uSBvb11bKAvfatG05zZKt\n9xeCIGiA/wXOBiqB5YIgzFIU5edmh90IOBVF6SkIwiTgKeBKQRBOACYB/YFCYJ4gCL3jY/Y051PA\n84qiTBcE4bX43K/Gx8xQFOX3B3wzxwAMoQASAppgADkQQDSbkSMRBMA5fTp1T/2TgoceRInFaHjx\nJeR4YZY2Ly+Z1mDo25dIWRlKMIjGbkdyOil68UUsY04muGoVZVddDajPneBPP2E980xyb/4dks+H\nZ/ZstSiqTx+yb7gB59SpbBt3BgBKNAqiSNcp7yJotehLSwksX44SCOD/4QcsY8ZQdvWvsV99dfJ+\nQj9vJLR5S1KBAwiuW4djylQyzjsPQ+8+6vXvpsABmAYMwPvlHGr+9gDGAQOwjB6FY+pUUBT0XUsQ\ntOrrN9bUhP+HH/DOnYewcBH9Rt1CndmOLaCGJm2RAE6j2sJK8KWIcUYkQLWr5SIrEJFQdCqB07US\nQm0NmXE1rkbyJWWdJk8qDSIULxRQRPV5GRFTCpdX2rfifzjhiZNOm7UAs04tsgoEGjGbD/y5cayg\ng8C1I8RcCQK3ZwXuaEM0GtF3KUrbZhw0CAQBFAVDr16Et25F1ym/xVjjwIGYR47Eeuqp+3XOhGKn\nsdvR2lNqjL64GOOgQYTWrsV29tnYr7gC+xVXAFDy+r/xzJ2L8/1pROvr0eblIcVtARLh5lh9fZJU\nHmvItxm57XT1c3nl6mHJ7UOKsyjMNPLl+pq9ErgGX6TVAgZQc+DgwBU4gL59LuKvFd/xYNUcREWh\nSiMgRhyggZ9qloIgoFUUxgxJ75/ar2AYuNdSICnUxvOBsi2dDvg6gBOBbYn+zIIgTAcuBpoTuIuB\nh+M/fwi8IqgS98XAdEVRwsBOQRC2xeejtTkFQdgInAEkGMA78XkTBO64hhKNoo+GqbLkUuRvJLx1\nK3VPPkVw9WrQaiEWQ7RaqX3wIQDMo0aR/ZtfE62qIrBmDcZ+JyBoRJwffIAp/qzwL1lC7u23YR0z\nBoCSt/6D5+uv0eXnk3nppXjnz8d6yimIZvVv1jpmDDyWaiqfdcXluGbMQJEVMs45O6ncRauqMPTq\nlVx0eufOQ1dURGjDhqQRr6DXqz2b588HnQ59aSmRXbuoe+IJFEki749/QImqRKZVBW6A2m5OiUSI\n1dXh+uhjGp59Dl1REaahw5KkUHI4CG/arJJVReGy7YuYVzwiOU9m2K8SOElG60kVDGRE/FS1QuCC\nkRiKNhFCbaMCZ+0MQDUpC5JGb4q0hmIhNIqCjPrMCIlK8jivfHRN0T0h9b2ZYSvCrFcJZvAoW5sc\nKXQQuHYEKUHgjlCi7qGCxmpViduWLWRecjH1Tz+DtlPLl67GaqXrlHf3e35Dj55AevgU1BBp6fRp\nBJYtT6pxzaHLV0lkYmUfa2wCjSZpHrx7hWoCNQ88gGix0unefVdR7i/kUIjq++4j7/e/T1qpHEoI\ngsC5Azvz7o+7GPfMQp761SBO7Nby5dLoDdMjr3VLkEyTDptRS6Vzz6GROk+I77Y2cvleSOKlZz2N\n7ftsGn3VPFa3kIp4Os4aXzkuOcpIjRlbRvpioF+3s2Hz24ww5PF5TM1rzMloacWwHygCmldUVAIn\n7ekYRVFigiC4gZz49iW7jU1ccGtz5gAuRVFirRwP8CtBEE4FtgB/VBTluOo3JcXJUKU1jyJ/I+U3\n34ISCpF7+20oMQkEgezrrqXh+RewnDwa24QJyVSQ7OuuS86THW+xJwgCeXemC5aGnj3J69kz+XvG\nOS0r2NOO796dTvfdl/w959ZbqPvHowgGQzI8ajl5NL4FC7COVXNng+tUc3DruHH4vv0W0WRCcjgw\nDR1KZNcuomXl2M4+G31xMXJcJTT26dvi3Mb+JyQXttH6eiK7diGazfSYNxdBEFBCKvmKNTUR2rwZ\n4wknEO3anVHT3sNlsKbuMaLmmEUlGa0nFRrsTKiFAqcoCoFoMxuRNlZwZ8a/Yx5RIFNWcIsCjYHU\n8zEohTEqEI0XpwY0KoHLlRS8HN18M0/EjagoWCydkgQucIAt/Y41dOTAtSMkwgntWYHbE6zjxmEc\nNAjbOeegLy1Nrj4PBQzdu6X9vzkEUcQy6qQ0S5QEEpWuCaIWa2pEm52NNl8ll61VoiqRCO7PPse/\nbOkhu/7mCP60Fu+Xc/Av/mHfBx8grhxZTBe7mUpngNnralrsVxSFBl94jwocqCpcmWPPBO75uVv4\n08yf9kryAM465T5G9b08+XuOpLCGMDs1CmcVjG5xfH7eAH5jKuWKATdgjTfuzsks3es5jhF8BpQq\nijIImIuqzrUKQRBuFgRhhSAIKxqOoWppOd5Sb2N2KYpWi66okOLX/03eXXeRP/mP5P/xD2izs+n8\nj7+Tce65e8zjFQThsOX42idOpODhh1R/N50OfffuZF56KZLbjXf+AvU+4s/hvLvvos/SJeTdpeZo\nmgYPhrgxru3sswAQTSZ6/bCYjAnjW5xLY7XS+YnH1cr5aJTQunXoigqT95bI2Y3V1RPZtg1D3z6Y\nL70UrSJz7s4lyFqVfGVE/GhFgUhMRutNKXCFYrQFgQvHZBSFVCutNipwFksnNPGirkxFIEtWaGqW\nDxeKE7hE9wd/PE+1RDTgQeaFjy5n85bP+WjuPbz08cQ2nfNQwRvxYVVA1GgxG9Qii0Dol5ED10Hg\n2hFix6gCB5D3h7vp9sEM9MXF9JjzZYsw68FAtFjo9OAD2H/zm/0alzAWrn/2OaomT0ZqbEKTm4vG\nakEwm1tV4ILr16OEQsTqD8+LM7ReXd3HHIdP4u/dycY3fzqd4V3trCxruRLdUO0hEpPplZ/K/1Ni\nMdxffJFsXXZyjxwWbm5g4eaWn1E4JiWJ4ZqKfT8oi7uMRh9/OVyS2RdFEDhbzOJXZz7d4lhBFPnL\nxM8YNvha8uKJ2Nn2gwpzVwHNJbwu8W2tHiMIghbIBJr2MnZP25uArPgcaedSFKUpHooFeAMYvqcL\nVhTl34qijFAUZUReG+x2jiS8CxdSdv0NbD//AupfeCHNT1HyqgrcrowCaqfNpvvHH6eZaLcHCDod\n9kmTMPbrR8Ff7yfvrjsx9lcr+r0LFqQdq83ORtDrybrsMvL//Gcyzp2gPlO0WqynnZaacy9kM+uS\nS7CcrC5Ugj//jK4w9VzUZGaCKBJYuRIlGsXYty+mHj14ccjlLCs4gfBV1wOQGfGTazUQjsnoEwRO\nFOlEiGpXev6Z2oUB5EQRQxsVOEEUyYjXJVgEDfloqImkvtshKYIRIdl/NRq/52K9nQaNwJu+zXy8\n5jU+qlzAbNfGNp3zUMETC5AR96UzG1XxI3iUvemOFDoIXDtCUoE7Bgnc4a6Kzb76aox9+uzXGCFu\nrCm73XjmfEW0pgZtfNWrK+xMZFfLdlqJ1l1SUxNK7NCHBoJxI2Gp6fA71Y/oms3PNR4CkfT7mLex\nDkGAcX1S5MDz1VdU3/OnpNHyn8f3oW+BjT/NXNuiZc/CzQ14Quqca8r3TeA0Wj3d4yGd3571PE93\nu5wnJ85u0U91d+RrDOgUBZvtoBYDy4Fe8epQPWpRwqzdjpkFJGJ4lwMLFNVjZhYwKV6l2g3oBSzb\n05zxMd/E5yA+56cAgiB0bna+i4Aj+5Y7SPi++47G116j8vd3Eq2uRpufR9O/X2f72eeorfYA2asq\ncD6dCUHf/nvX2idNImPCBPSlXREtFpRgMzVLo0HMUNUcQa8n58bfosnMxNCzJ9bTTtuvZ3RC8Sca\nRVeU+lsWRBFNdjb+H1Q13tCnDzqNyJzSUfx91A10vvV3AFxUaqYk20xUktH73IS1ejQ52eRIwRYK\nXOK7nlLg2m6CnSRBgpau2gzKY6mitJAcxYTQ4llQZE6lyvwcqGYrUbzCkbVn8khBMuKGxaY4gQuE\nj6433ZFCRw5cO4LkciGazUni0YFDCFkmvHVrsoDBNGQI3rnzUGQZoVm/wGTvVUXB9/33uGZ+SNHz\nzyVd1g8WyVZezsNP4IaX2pG+UXhx/la8ccI1tmcuX2+oY1iJnZxmVajBVWo/0khZGZYTT8So0/CX\nc/tyw1vL+WZTPRMGdE4a+36yqooci54u2WZWxxW4j1dV0qfARv/C1l9sg02FSMFqMjKLmXDqQ226\n/i56O7XBUNq/z/4intP2e+ArQAP8R1GUDYIg/B1YoSjKLOBNYEq8SMGBSsiIH/cBasFDDLhDUdRG\ni63NGT/lX4DpgiA8CqyOzw1wlyAIF8XncQDXH/BNHWH4vvueit/dDKiFSCVv/QeN1UqkvJzaRx+l\n9uFHkIMhdIWFAPh1JsSjYHN0oBBEEeMJJxBYvhzRakX2+dDY7a3+3XV55WU1r20/oCtIkRxdUWHa\nPk1GBlJjI6LFgqFbN6JC6pwF2VY8NhuDMwT0WpFAJIbe78FrtJGRlUVmNIA3HMMTipJhVIlaMK7A\nKQkFTtN2ApcpaIEYFlFHqaWAbzxOotEAOp2ZoBzFKGiSClyfgIbNZoksox3iYtdPRFBEgaiitHiu\nHk545Qi2OFE1G9V830C8c8Txjg4C146Q6MLQgUOH4tf/TWjTJhqefQ4UBU2uqsCZh4/A/eFHhLdt\nwxjvw6pEIgRWrUZXVES0qgrXtOn4Fi0ivHkzpoEHn9MXczqT/ROPhAI3rMSOIMC/Fu0gy6xDkhTe\nX6r2iv2fCelqZnC1SuASjblBJXv5NgMfrqzi9D75nPnsIsb3L2Dexjp+e0o3JFlh6pIyvt/ayOQP\nfuL0Pnm8fUPrIbM/XzKdSGT/fPfuHv8qvmbGogcKRVFmA7N32/Zgs59DwBV7GPsY8Fgr21vMGd++\ng1SlavPt9wH37b69vUP2+6l96CH03btT8vq/0RYUIGhUtUNfUkLxq69SeeddNLz4Ijk3qhXFPp2J\nVuwF2zWMAwYQWL4c86iT8M2bn1bt3hyJatf9gSYnJ1mF21yBA4jFe6sWPPwwgk6Hrpm5uCAISRsV\nfZGIKyhj9Lnxm6xoMrOw+NXihhpXiIwClcCkQqgJBa7tC0+bqEclcHq6ZvUg5t1EdfVKunYdS0iR\n0gjcuvL7efXKHgRcKaNhJU5sJUEgGGjEbG3pRHA44JFj9Ijbh5hN6vP9l0Lg2kSRO4wwjwwklwux\nHXvAHYuwjh1LdrP2W9ocNS/OPFy13kgYckIq/y3jvPMACKxcCaQMgA8WobWqv5kmN/ew5sAlkGnS\n8cezevPwhSew8m9ns/rBs3nr+pH8+qQSJo5IpXDJfj+hzaqBaKQ8VRip1YhcOqyIbzbXM3NFBVWu\nIP9ZvJOYrDBpZDHDSuyEYzI3vbscgB+2N7Gp1sOc9S1Jl8GY2aLitDl2NvqZPGMN/nAq3GvP7kFx\n8ZiD/hw6kA7J48G/bBnRqipkv1810y0vx/P113jmzEl2GVAUhYaXXiZaXU3nf/wdXVFRkrwlIGg0\ndLr/flAUGv/3fwEI6IxojiEFDsDYvz9A0q5EswcCdyAQRDFZEb87gev85BPk3/sXMi9U/RB3T0XR\n2LNUAicKRGMKRr8Hv8mGxm5H71fDhE3+cPL4QEQiO+jm1PXloCjo9keB06r+j2aNga75gwAoq1VT\nKkJKDKOgTRYxhBULWnMJGSZV8Rosp5/HewgWXm2FB5mMxLXHvd8CR7k7xJHCPhW4DiPMg4cSjRLa\nuBFdYSGNr/2LyM6davXTJRdj7NMnaegouVxoOxS4Qw7RbEbbuTOxmhq0cQVOV1yMNi+PwIqV2CdN\nAlLh04zzz6Pp9deTHlEJu4HdIYfDiIa25/p4581HNJuxjRuX9Jo63LjrzF7NfhMY1zefcX3TV8bB\ndetBkhDMZiLNFDiAX5/YlTe+28k/Pt9IllmHVhTo3clG9zwrXXMs/M+EPiza3MBJ3bJ5acE2rnj1\nR/yRGEvuP5N8m7HN1/n24p18vLqKUd1zmDgyRS7nb6zj41VVPH7pQDLNHU3t9wY5EMA7fz7hLVuw\njhtHtLoGORhQ87VkmWhVNdGqSlwffoQSiah5XkYjsr/ly04wmxFQbW+yrpqEefgeay7Qdyki/557\nqHv8cQCCWv1R6RRzMLCNO52cm28m86KLqHvyKTTZLa13DgbaggKi1dXJMHMCrdmgDC7O4tIh6nHa\nLDu+xYu5bfkqnrrwT5j9HirsRWiystDEcw6bt7wLRmNMKFvKuZu2MmuMZr8UuAytGWJNWLQmSotG\nw0ooa9oEQEiRMYlaIjGZ4XWbUASBSGwEuXGPxouLTmN99Vyk+L+7z1dHK05ShwUeETLiCpzRmIWg\nKASOcneII4W2hFA7jDAPAnIwSOXdd+P/9js1d0Krxdi7N87p03FOmYLGbif3zt9jnzQJye1GW9h5\n35N2YL9h6NaNWE1NsnRfEATMI0cQWLo0mdvlX7oUQ58+qj9b3L8JILytpQIXWL6csuuux3711eT/\nz5/3mSOnxGJ4583DOm4cuqJCZJ9vvwng4UJwjRo+tZ11Jr75C9Ka2JfkmLl4cCEfr67iVwOKuOvM\nXhi1qgqjEQVuP70nt5/ek0hM5s3vd+KNK2hfra/lmtGlbTq/JCvMjqt2H66sTCNwayvdzF5fw/NX\nDjlUt3tcountt2l67V9JL8mm199o/UBRJPOii8g4dwL+ZcuQnC6sY09B8nrVxaRen+xSokSjxJxO\n8idP3uf5s6+9BjngZ+28H1EE8ZgLoYoWC/mT/wiA/eqrMQ7of0jn13bKRzAa20QMP70jpTpr7HaI\nxdATo6C+HHPAg9+apW73eBAVGYc/ZaQbiEj0clUCYAqDdh+FQs2Rqc+AEFi0ZrLs3ciUFco86oIu\nhIJR1BOOSVy7cQ5RUUtUuoqB/S7ngaqlXHTqw8ye/h0OKcIOjYI3eGTsb8IhNxFBIEMfLzgRRcwK\nBGIHbkJ+LKEtBO6YMsIUBOFm4GaAkpKSNtze4UX900/j/+57cm65BSUUJPOSSzD260essRH/j0tw\nffghdX//B+4PPyJSXo7trDOP9iUfl9B3747/hx+S1iIAlrGn4pn9JeGNG9H37Elw9RqyJl6BoNOp\nuScOB2i1rSpwvkWLQFFwTp2Kxp5F3h137PX8geXLkZxObOPPSb5kJYcDsfPRJ+yB1avR9+yBacBA\nPLM+Q3I60TZ70dxxRk8Wb29k4ohiOmeaWp1DrxW5cmQJDb4wm2o8fL62ps0EbunOJhq8YQYXZ7Fs\nl4NdjX5Kc9UVdbUrSL7NgF7bUTC/N0iNjZgGDybnphsx9O6Nd/4CDN27oc3PR4pXt+uKixENBgSd\nqmQ2t8JojkShz/4i99ZbWVF6Oizc3mqP3WMFiRaBhxL2iRMxDRy038pk82rXfGctGlkiaMlA370b\nSDG6eOtx7kbgejYjcAZd62bdrSEj7qFm0asmwl3RsyusmmkHBQWjRk84JpMd8uLVm4hIMhqtnonj\nXwTgP9cu46cN07hm1ZP4AkemE4LHo96rzZD6nH5JBO5Yeiq2yQizPXkoRevrcc38kKyJE8n/4x/o\ndN99yYejNjeXzAsvoOTttyh4+CHC27aRce655Nx621G95uMVpoEDEAyGNMPfhPO679tvaXrtNZRQ\nCNu4cUDKBNhy4khitbVI3vSk2MCq1ZgGDcI6bhzOd6e0GoZqDt933yPodFjHjk1amcQch7+QYV9Q\nZJngmp8wDRmCrkRVvhLNxRPokWdl6f1nMbRk73lBD154Ai9fNZTzB3Vm2S4HG2v2XcrvDkZ57IuN\nWA1anpuo9tSd+3MdvnCMUFSi2h2kMKt10tiBFPImT6b4X69hHjkSTWYmWZddqv6bFhZi7NcPY79+\naKzWJHk7XNDGiduxFkI93LCMHk3Ob2/Y73HR6pRlYbFD1SuCtqxkUdUgXxWOQIrAxeobyA2p37ux\n/n6MHHR9m8+VGa/gNOtUAtfdkM1WOYgiy4QAo8ZAJBojK+zFEg0l8+ESEEQRq1l9bvpCe362uZw7\n+ev7Z9DYcPBOOh5vNQAZxtSC04xAQArvachxhbYQuGPOCLO9oOnfr6NIEjk3/naPxwiCgH3SJHqv\nWE7Rs8+gsbZ9xdSBtiPjwgvpMffrtBWtNjcX44ABON+fRuNr/yLz4ouxjFZNNxMEznb22QD4Fi4E\nQJEkJJ+f0Pr1mIYNI/eWm5HcblwffbTX84fWr8fQrx+iyZQMo0jtgMBFdu5EdrsxDx2KvkRtR5ao\nlD1Q/PqkruRZDdwyZSXuQJS1lS52NrYkuL5wjOvfWsaWOi8vXz2UHnlWuudZVLXvtR+596O1VLtC\nHQSuDThSlg37ghgncMewANeukH3DDRj79ydsyaCrU33tBm1Z6Lt1Q7RY6O+pTFPgtNs2J3+OKKej\n1bU9DzXDpEYnLHElrl92HxyiQF3dT4QElcDJLjdaRcYaDRKV5BZzWC1qfq13t04IjQ0bk4Ttwc9+\nw6xoA4vW7CHMvx/wxtt9ZTRrXG8SRIJydE9Djiu05VvfYYS5ByiShBL3vIk5nYS3bsW7cCENL71M\nzQMP4pw6layJV6BvQyj3UPmMdaB1NK8Ea46McycQa2zEduaZdPrbX5PbtZ3yEUwmMi++GOMJJ1B9\n7304p8+g7Nrr2DZuHEokgmnYUExDhmAcMAD3rM8ANZHc9933aedQZJnQhg2Y4nk1CQUuUQV4NBFc\nswYA09Ch6LoUgSAQKSvfx6i9I89m4NXfDKfGHeT6t5dx+Ws/8tdP1lHvCfHOD7uISjIxSeaWKStY\nW+nm5auGMa6P+m8zpkcu325p4OcaDyvKnFS5ghR1ELhjBtokgetgcIcC5mHD6PbRhwTyCsgJqqHw\niC1L9a4bMIAejgoczYoYjDu3JH8Wg/sXRkz0HM6Mq2j9u4wFYM3Wz5AFAZPWiOhSF53mWJhIpCVJ\nslnVCIcvkq6+/2329dw/+zocjm18o6j7olKkxfj9hdtfB0CGuRP+H34gUlmJWdASkA9+7mMB+8yB\n+yUYYcrhMM4pU4jW1ROrr0fQ6zH07InkcSM5nMjBIEoohGA0Imi1RHbsILxrF0oggKDXo0gSSM0c\nquMJ8BkXXkjB3/52qC6zA4cB2ddfT9aVV6KxWtO259x0E7azz0Y0myl5912q7rqT2ocfBkFAtKkt\nqMxDhwIqCax/+hkilZV4vphNw/PP0/X99zAPU61KIrt2Ifv9yf6wmmyVwNU+/Aiujz6m9IMZKNHo\nUSHxgdWr0WRmoi8tRRBFtJ0LiFQcHIEDGN7VzkMX9udv/1U7T6wqd/LC/K28v7Scxdsa6ZRhZPG2\nJp6+fBATBqTC2mN65jBliRrCrXSqL6DCzLarCB04ukgocMdyDlx7RCTD3uJn08ABFC5fgceTWgSa\nK3bgMljJCvvQhgI4p03DetppLapfW8PAflfwvHMHo4aqps19eoxHs+JRVtaoaexGrQm5mf1Ra4tP\nszkfUVHw7ubDViEFCKMwb8UryW2ucHqbP1mKsWLt24wc/Ns2K8pNPjWEmmPvRuX1t5MxYQKmnlrc\nHQQuhePdCFPQaKh/9jlEi0VN+vV68Hz2GYJejyY7G9FiQTQYVCIXDqPv0YOsEcPRZGQiBwMIOh3a\n7By0uTlo8/MxnnACgl6ftAfpQPuFoNG0IG+gVq0aunUDQGO1UPzaa9Q/9zyGXj0xn3gi4a3bkgUR\ntvHjqX/6GbxffYXvm28AcE6dmiRwoXj7rERlm2hJmYGG1q2j4sabCKxeTcmbb2IeNvTw3WwrCK5e\ng2nIkOQDU1/SlehBKnAJ/PqkEjJNOmrdIR6bvZEPV1aSZzMwd2MdigJXDO/CFSOK08aM7p6LRhTo\nZDNQ7Vb7PHbuUOCOGaRy4I7yhRxniGWpaRdRUYtkVp9XxoGD0MgS1oqdgJq7m1Fdxqb87oysWIvN\n3UjtI9PIveMO8u7ct/uWIIqcdUrqFWs02emhaFgZqAIRjFozEXcq7UPxtjTmFkQRiwK+3XzYGgSF\nkADbnFsxyGqjL9du/Uq/Xvw4f945kyk6M0MGXE1b0BQPodpNXXB7vUTrajH31lMj/TKKGDoYBiBo\ntfRZuSLpsq0oiqqumc0dybgdANR+iJ3u/Uvyd31xinjou3TBOHAgjvfeI1ZTi5iRgefrueTX1aPr\nlE9w/XoEkwlDd7UpuyAIFD77DPrSUqomT8b/ww8IBgNVd99N6Ycz0e3FQEmRZRCEQ/J3KblcRLZv\nJ/PCC9Puyzt//kHPDep9Xji4kAZvmMdmbyQSk7nzjJ5M6F9ArSfEgFbabmWadcy4eRRGnYYLXlZD\n0R0h1GMHidBpRwj10EKKEziX0YpBF+/7OXAAAPnVO9RjfH5sjjrqe4wiWrORLJdq5RGtrj7g8/Y3\n5vFJRA1TGnUWgp6Uaqb4Wu+sYlME/M0IVMBXTzBO7JcHKumiiIRQcEXTxy+pUr/vW6qXtZnANYYc\nWGUFjUdNjw/W1GHWGAhEW+bnHY9oH5mv7QDNW6QIgoBosXSQtw60Gfn33EOsugYUhc6PPAyxi6lr\nMAAAIABJREFUGO5PPwUgsHQZpkGD0hTZzPPPx9S/P4VPPkne5MmUzpiO7PdT8bubkTx7rt6svOsu\nKn53s0rkDhLBn34C1Py3BPRdS5AcDqQ9PJwPBHk2A93itiCn984nP8PIoC5ZyXDb7hhRmk3/wgxs\nBvXz6ihiOHag6QihHhbIdpXAOfQ2si1qqoW2c2fCGVl0a9xFKCoR3qLmv/m6lBLRm7C74wSupuaA\nzzs0f1jyZ5POgsHdLOzpb/0ZYRVEvLEw4ZCb/5l6GkvXvZvct02UKdZasQtaXLuZ7S4Jqte5072j\nzdfXFPGQqwjEGtR79VfXYtYY8P9C/vw6CFw7gxSTkX4hq4fjCZZRJ5E16Ur0paXYxo/HPGIE7k8+\nIVpTQ3jzZqynjm11nHnoUHJv/h3Gvn0pevklwtu30/i//9fqsf4lS/DNm4//++9xvj8tbV+kspLA\nihVIvrYXRQRWrwaNJrmSB9AVqwU30fJDE0ZN4JwTOjGkOIuSnLb1khQEgb6dbRh1IvaODgzHDLQd\nVaiHBUq2mq7hNNqwxwmcIAiEuveht6sCVyBKeEu8HV5Jd6JGE9le1cMtWnPgCtxp8Xw4AIPegsHT\nFgKnxSeHWbfpE76UHMzYMjNtf7Epj0xRj0tOWX1UVi6hKt6lbWegrs3X1xQLkC3qCderBM7k99BJ\nl41XFPD7jlw7r6OFDgLXzjD/7Z+Z8+91R/syOnAAKHjoIbp//hmCKJJ56SVEdu6k4cWXALCeeuo+\nx1vHjCFj/Dm4PvkEORgkUlmFc/p0FEVBDgSof+ZZtJ06YR49ioaXXkKJqlVgiqJQfu11lP3mGnZN\nulItqmkDgqvXYOzbN0191ie84A4xgbvvvH58cvvJ+zXmvIGdOXdA5w4l/BiC2OEDd1ig2NXCJ6fB\nlragUfqcQBdvA456B6HNm/HrjBiKCokZTBijKkGKVNcesGKfnd0z+bNRb8Xkc+MxqzYjYqD1xaJN\n1ONTYqyvVEOia+T040psJWRpzbiU1HNq+SbVhqmvLLJDavsitFGOkKMx461KkbUeGtUOaVfF4jbP\nc6yig8C1MzRU+Kja6kKRlaN9KR3YTwiCkAyT2sZPQGO34/7vf9EWdkbfs+c+RquwX3UVsseD+/PP\nqfnb36h9+BEaXnqJsmuvI/Tzz3S6797kMYkQaGj9eqLV1VhOHUtk23Z83367z/PI4TDBNWswDR+W\ntj2hwDVvan+osL8v9RvGdOtooXWMocNG5PBAzGlO4FLV6rr+/RFR8K75Cf+y5ezIKCTXZiRmaJYS\nFI0clOfkedp4+0FEzD4XjXa1alzcgwWSVWPEq0isd6khXX/8b8Icf6cV5/TBrrPiElLvuC3OzZhk\nhbOyB1GjEQj46tt0bU2CTI7eRqA2pdoViOozbEft6v25zWMSHQSuHUFRFHyOENGQhKfp+KmiiUUl\nvI7Q0b6MIwqN1ULpBzMwjxpF9tVXt5m8mEaMwNi/P3WPPkZgyRI0djtNr75GZNcuurzyMhkTJqhm\nwxoNzmnTKbvhBhpefhk0Ggoffxxtfj7O997f53mCa35CCYexjBrd4rp1hYX4Fx//q9cOHHroNOor\nRdsRQz2kEPPyWNqpH6vzeyVz4AAyhg/DqzNhfuYfRLdv58vSUeRa9UjG9LzRPRUy1P7zaeqefXav\n537o0g+5v9NpDO1zJTavA0eOakmiCewhhKox4hMU1kdS4VatotBXUPs+lxQMJdOQiV8UiIZVElgZ\nbKQLGnrknADAzsrvW068GyJhL15RINeYQ7gu1XtV8NvRKAq7XC1bIB5v6CBw7QghX5RYPP+tseLQ\nJZEfbaz8sozpf19KLJqSzJuqfKz6uoytK9SVk6Pm6BraHg7oi4vp+vZb5Nx0U5vHCIJAl//7X7QF\nndAWdqbbhzPJueUWus/6FNsZZwCgsdkwDRmC54svCPy4BP+332E+cSTa3FzsV1+F//vv8S9Zstfz\nBJYuAVHEPHJEi332a64hsHQpgZUr9++GO/CLx7BMC/ca7eQbO/IWDyX0eh0Pj76R9bk9kjlwACUl\n+fxryGVo3U6Ubj1Y2GUIORYDMVN6rmm0umUhQ2jzZpz/+Q+O199g85ff7PHcZnMuV014heCKlRii\nYXb1HEJUo0UT3IMCp7PgEgWqNJAvqSpbjgxd9JloFIWCgqHY462v3B41VaMi5qNYa6V7keogtqNm\n1T4/E4djmzq3OQ+psYFas+qP565uoosssNN34Ll/xwo6CFw7QnOVqrHy+CFwlZscREISDWUpc8c5\n/17Pjx9vZ95bP7NleS3THlnK9tVtk82Pd+g6daL7f/9Lt48+QldURP4f/9DCiDPRxzXntlsxDh5E\n9jXXAKoxsb5rV6om38PWU0/Du2BBq+fwL12GccAANHFT4uawT7oSTU4OtX//R7K6qzkiZWXUPPAg\nZdddj+u//yW8bVub8+72hkTT9Q4cu2ja6kaqDVG1xbXvgzvQZui1qVd18xCqUafBMep0Zp1xDU1/\n+BuKIJJj1SPHFbg6U5zUzJrV4lnQ+H+v4tcaqTXbqfj7o6iNkPYM79y5hHQGqnoOJKg3ow0GWj2u\nb97A5M/nZ/QCIFfQcsWgm7gnfww6nZnMeNsup7sMWYpRKcgUG/Mo7jIaraKw07m51bnTrt8ZJ3DW\nQmhqpMxWQFTQ4KuqoZvWxs7YvnsxH+voIHDtCD6HmnQqagUaK7z7OPrYQCwqUV+u3kvNdvUF7W4I\n4qoL0PukTsiSwrfT1FyJtQsqD/p8PmeYb6ZuYsfqBuRW8gjrdnpYOWdXuw/piiYTWvuem8fbr7qK\nzo8/Tt6dd9JtxoykOicajXR+4nFEsxlFkqh/6p8osViy1VusoYGaBx4guGoVljGtFxWIJhOFTzxO\npLycnVdeSWjLFuRQiPrnnsfz9deU//ZG3J9/TrS6mpp772PHBReyZdRoHO++2+p8bUHTG2+wZcwp\nydZeCciRSLJYowPtH65a9aVevfWXQeCk2JFxDEgQOEGATFO6ujm8azZvZg+lPEvtNplrNSDHC5Nq\nLGr+mm/BAipvv4Omt94m5nQS2rwF71df8XnPsbzX9xyKnNW4flyqHrtoEZIr/d9PkSS88+ezvngA\nGqORsMFEpqOGpv+81aJAYsKpDzHnrDd5rsdV/GrkZADyNKo57zXn/QuALIvqdblo43SW//QfwqJA\ncUYJOp2ZYllkh7+apav+zY8rX9vjZ9LkUfN0czKK0TgdNJkycZgyiNbV0c3ciXJBQood3x0ZOox8\n2xESpKJLHzv1ZV4kSUajaR8cW1GUNudxKYrC5qW1FPbKwucMI8dUIlWzzQXju1Lxs9qOZeR53ajd\n7sbTGMKUoad6q4vNS2vpNjgXvbHln6bXEULUCFgyDdTt9PDV6+s5/45B5BSlOims+qqMn7+v5ufv\nq+nULYNzbuxPRm58NbrTw4f/XAGK+qI58/oTDvZjOWrQZGaSddmlre4zDxtGz3lz8cYf2rsmXkl4\n+3aUcBhEEUSR7GuvJTce2g35o1RuctJ9aF6yitB66ql0nTKFittuZdeVk9Dl5xMpK4ufXEPXqVMw\nDR5MaO1aImVluGd9Rt3jTxBYvRp9URG5d96JaDC06V4CK1ZQ/+JLEItR98+n6freVHyLFqHJyCCy\nYwf1zz5Ht48/Qte5874n68BRhbPul0Pgdqxp4Ks31nPZn4bjd4WxZRvJK2mpaB8KJHILs0y6Fh57\nI0rtvPH9ThZtVtXyHKseTKrvottgZUG3k7hkQD6yx0P9U09R/+yz6EtKECwWPuw+lj4lOXjXzUJ4\nfzq2Xj2ouOVWsiZdSeeHH06eI7JjB1JTEz/1Ox+DViRsMNO1fBP1/9yEecRwTIMGpV1TUdGJFBWd\nSCwaQqco5OjTu93YbUUAvOhYiblxBYgCxTl9Aeius7Ej6uXRNa8goTB7+K2tfibJNlq2rrj9Hrwl\nmfitdnSNDXS39ybi38bW7XPo2+eiA/nIjwm0D3bQAUAlKFq9SP+xRQQ8EdbOP3hF6kBR8bODuW9t\n4MdPtrFtZT3vP7yUxR+mkkL97jDOWn+r1bIVPzuY//ZGPn56FRsXq1+y0kG51Gx3o8gK5T87sOUY\nycw30XOEuhI758b+WLIMzHvrZ96c/B1fvrYOryOEFJVZt7ASR7WfmU8s59MX1hCNSMx7+2e8jhD/\n3955x9dRXYn/e2fmdT29py5ZkmXLvXcw1ZhmSExzICGbQCCFbDZsyuZHQnaTXdIWsukhhRBCSCCh\nhWaqKaYZXHDvRbYkq/fy+rT7+2OeZRlsI0yL7Pl+PqMZzdyZOefdmTPnntt2vOa07ZC2JNGXYefK\nFsafVMI510yipyXB8rt3DshVv7UTAYyZXUTNunYyycNHdja/2MiO14998Muj0dUU564bX6Nh+7H3\nChsqOQsXEr3iCkQgQGTJZZTe9D/kX/Vpqh9fSsm3b0QJOUZ+9WP7WPbHrTxx60b0tDlwfmDqFEY/\n8ACRxYsRwSAjfnwL+ddeS+n//DfBWbMQikJg5kwil1xC5e9/R/iCC0iuXkPXHX+i4fNfIL7iNaRh\nkFy3Dn3/fqz+fuKvrhioqkmsXEl9dvgTLS+Poq99jdT69XT+9nc0feWrNH/rRvqWPo6am4tWWnpY\nHV3+uehtTyIEdDbEyKTMtz9hmNLfmeKFv+zANiXbXmni2Tu28fxd29+30QO8WQducPu3A8yuciL1\nz25vI+hVCXo1ZDYC1+cN8pMZV1B4881U/O63jPzrX8g5awH6vn3Yl15B3BtkxphSXqyYjf3SchIr\nVzr6PfU0dubgOG2ZfbUA1OWW4tMUdN/BThKJ1auPKLfm8fO/1Vdw9fxvHbI/klsxsJ3MOqSVJc6A\n4tWhEdQrNnWqpEGF1tZDo/IH2N29C01KIpkwQkrSkXwSxSOItDeyYNZ1aFLy2KY/HlG24wE3AvdP\nRLw7jc/fidfXxqjphax5Yh/j5hWTk/fBTeZt25I3nqhl7dN1+IIaRtrCtiSKItj4QgNlY6PUbuxg\n5ypn3J28shCzF41k3LySgWjh+mX1BHO92JbNzpWt5JUGGTunmLrNnTz9hy3Ub+uibHQX9ZvWM+eC\nGZSPi1IxIY9P/2A+rXv72L+tmy0vN3Lv97vJLwvRVtuPUATSlqRiBo/+bD29bUkixQH2rGtj9MxC\nXvrbLnrbkkgpqZxoMeHkUtJxg9f+UcPLf99FIOyhcVcP0eI0s86rZO96R4cZZx86F2dbbT+vPrCb\nQNjL6OmFNOzoZuzc4vdkXKt03OCp27aQ6M2wZ20blZPz3/U1j4YQgrIffP+oaSzLpmZdO3mlQRp2\n9vDag3tYeNWkgeOesrJDrhG55Aj38nqp+OUvAOh77DFav/d9Gj7/eYTPh8xk0MrK8I0eReL1lRRe\nfz3SMOj6wx/QSkspvuEGoh+/AiUYJPH663T+xpnw2mhowGhooPDLX3bHFRsGpOI6mYTJqOmF1G3u\npGZtG1POKP/Q5MkkDTSfeky1GJ2NcYyMRdmYt073BrDhuf1Yhk3RyPBAYa+7OUHd1i5GTy98V3If\njgNVqHlBL8l+HVO3BmoWisN+Zo+Msn5/L4HsNFsEncJZv9dZdyd0yiIBQiedRHDuXJJr1rA6VAF/\n28S8UXn8pmImF9e+Rtef7gTA7u8n/uKL5F5wAQB6rTM7Ql2ggCmqQih9sI12cs0bZM4+G09lJVZP\nL3YyMTCPNDhVqm8mL+ocD9iSjHAiSWWljgM3Om8CduxgwXvtzodYXHrocELpVA+PJ2o5x5OPuWkH\nAO1VEzDiPnK3riBsRzhHy+fxRC1fS/fh8x8+H4c7rgP3PlO3uZP6bV2c8YnxR5w66ACx7jTxzmU8\nf8dylnz7Z/ztv1ex7pl6Fnxywvsmn7QlfR0pUnGDTS/sp622n3hPhkmnlnHGleOxLUnTrh4KynN4\n+KfrePq2LSBg5rmVRIoCbHm5iRfu2sGapbWUj4/S0RinqzHOaZePZdJpI2jd10c430+0OEBHQ4xN\nzzdQPj7I/o330bhN5XO/voPKSU4JUvOoVEzMp2JiPlMXlPPiPTtp3NnDrPNGsmt1KxNPKWX3G220\n18eYvaiSwspcnr1jG4/+fAO5hX7mLR5N5/7VPPmrX7Bx2WTO+8JXCUa8bH2lCQDLrMOIPczLd6+g\nuGoRKx/eS6QowKhphRi6xRtP1LLnjTaEEKT6dR7/zSba6/rx+FRGvckoG7rF/m1djJpaiOp5+w9E\nOm7w2K82kOjJUFCew/7t3e+oWvr9onFHD6l4ktmLCkknqli/rJ4xc4oZObngmK8ZueQSwosWkXjt\nNeKvvoqWX0DnbbdhtrTgraoacNAil1xC6fe/d0hVa/nPfsr+z36OyJIldN1+O1ZPD7mLP/qu9XR5\n/znQ/m3K6SPQUyYrHtxD2dgo+WWhD1QOU7dYt6yedU/X4/EqREuC2LYkkOPhnM9MJhT10Vrbh8er\noqgC1aOQW3AwomTbkqd+v5lkv86V3zmJnDwf+7d1o2iCiol5IGH3mjaqZxUxYlyUl/++i2hJEMu0\nWf7XHUw4qZTxJ5dQXJV7iFxdTXG2rWjmtMvHgoSHf7KOion5nHLZmMPq0dUUx7YkRSPDByNwAQ9L\nf7WBTMrkqh+eOvBN+e7iyVz2u9fpSjhtvkQ2ut7vc9Y/eWYXPo/KzUumORPOz59P62qnB+i0igh7\nC6swfAHYtQtvdTV2Mkn3n+8ifP75CEUhs28famkpnZZKca6fgi6nZmVd6UTmrFrFvsUXETrjdPS6\nerBtxj7/3FHzyOePcPecbzNu1Nnc8PCltJhJNI8TqKgumw37H8NnS7zA2pbVLAZMI8037juHyyd8\ngq5YE/2K4BNTPkPinlX0ByPo5VV4hA+egK5N21gy8UqWbfs9z678Py5a+KND7m9bJivW3sqcKZ8k\nlFPKhs33sLbuWT6/+C6EMnwqJl0H7n1ET5ssv3sHqZhBtDjIjHMOjfbYlk0qbpBJmGx/vZmO/d1k\nEq3oKUEwV2XSaWVsX9GcdZaGNgXRUOhtT7L+mXr6u9KkYjrdzU53cF9Qo3JyPtUzihg37+CE6tUz\niwC46N9n0tkQo7gql/wRjmGYckY59Vu7WL+snrqtXRSPDDP2kmqmLahA9ShUTTnoCJx++Thmn1/F\nzteWsXd1GjJwz41fJZNMsPgr36Sgsoq+9lba9u0lXFjIBdfNZM8b65l4ahUTTwkQ7+4kr7SIzS88\ny7rH/8Cif/t/lIzOpWR0LidfXI3Xr3H3jb8kp6CQzoZ67v/eNznnczcQLa3m2Tu20lm3Dc3rp2X3\nTkZMUImWLuap321m+tmVdDbEaNrTy4ixUU5ZUsHzd+6gvc7pxfT6I3vZu76dcfNKyB+RQ09rgnVP\n19G0u5f8ESGmLShn7NwS/KHDD50gpeT5v2ynuznB6ZfnY+peXn+khZ6WJPkjQliWTawzTSDswfcB\nTxu15aX9WKmlLP9TPVMXnk8oOpMNz+5/Vw4cOJ0pwuecQ/iccwBQ8/JI79pJ6Xe+Q+z5F/BPnIDv\nMIMba0VFVD++FAChaaS3bTukNO/ywZLozbBq6T6mnlFOyejcI6aTUtKVtSN5ZUHO/9wU7v/RGpb9\ncSuX3zgXj1d932Ts70wR607TsKOb9rp+OhvjpGIG4+aV4PWrxLrTCCFo3tPLAze/QW5BgNZ9B3s8\nK4pg7kdHMX1hBU27ekn0ZYh1pRGK4NFfbMA0LDIJpzq4fEKUcXNL0FMmk08rI680xKsP7GbSqWVU\nTMxj7VN1bHmlkU3LGxg7p5iTL65m5SN78fpVupoTdOyPUTE+j562BO31Mfo6UsxbPApVU+huTtDd\nkkDzKGx5uYmG7d1oXoVrbjltIAI3ssemqyk7dtrO7oH3dNbIPP7jvPFEgx4s00aXTl4l/E7bs4c3\nOIXYRVNKOGtCMQCtfSkUASW5fkryc2gYPYXqnWsJTJ9O8KSTaPnP/6Rv6VKil16KXluHOcL5fo30\ne1l22X9grn+drQWjmdO6E7WggMQrrw78pkZLy9u2WT0wYf3NF99HKnVwzLjRFafDapgm/OQoXlam\nWjCNNCvW/Zbldj+x7X8lIy2qpWDO9GuoWX0WO8vGk5fjIzp6CgAdG7cw/2v/SvXm27i77knmtVxO\nOtNPefk86upf4fcrf8hzdh8X7nmUm5Y8xA1rb6FNFczYdCehQD4Txy5G1d5aXf3PhuvAvU9kkgYr\n/lFDKmZQWJnD64/UsH97N0bGJNadxtRt9LQ50MBfCBgxNsPeNRJpS7oa9zP3I6OoWdfOk7/bwplX\njse2bDxelUhxkLa6fhI9aWxb0teewuNTGTE+ip6yyMn3sXd9B+F8H50NcdrrY3j9KvGeDLmFfppr\n+lBVQf6IEJpH4cwrx+MNaFRNLTiiEwJQWJFDYcWhjVGFIhg1vXAgQpVOxNn8/DOYRjGqx3E6m3fv\npHbjOk752JVoXosNzyyldOx4SkaPYdfrrxLMjfLQzW8Ns/tCITKJBC/fnUs6lu0SLgRIiS8Y4omf\n/5Czrv48+zY8zm3XbSMYidDX3sbZn/1XqqbN5OFbbuKZ33yfCaeeQaTAQ0fNXiYtPJfCkVW8eNcf\nmH/5ZPJKprDphQaEgOkLLFR1B8t++yiQg/CcS8moXtrqR9HTmmDXmjaEQjbPTCac7KO5xuTle3ez\nftl+Zl9QRePObpr39FI+Po9TPzaWcL6f7Suaqd1YQyDwCs/ethcALXgu//ixEwGwLYmRsUDA7EVV\nnHzRaJRsiXtwlM7IWDRkI3eVk/LxBg59fRO9GYQiCOYOzfDUbu6kZs2jWJl6xs6bz9YXn6V0XIyG\nHfPpaU2QV/reRU7yr/r0wHZkiBG1wee4fHDYlk1/Z5qetiSrHt1Ld3OC3WtaGZctpCT7dYyMhT+k\nkUmaSAltdf2k+nVUj0K4IICiCM69djKP37qJ5/60jXOvnXzYjklvh5SSRK+O5lWwLYnmdRydHa+3\n0LynF1VT6GpyqvOEgKKRYUaMjTJtYQXl4w/txd1e38/qpfuI92Q4ZckYAjleQNKwvZs1j9fyxhO1\nHBhJIyffx2kfG8fmFxsIF/iZeHIZPW0JXr1/D027nIJb+fg8hCL41E3zycn3oyiCj3xpOumEwZaX\nGln3TD0169pBANnrqprCmif20dueIloSpLctya5VrTTv6WX3moOzCfiCGjPOqWTTCw2seHAPHU0J\nCixBXl2KsrERulsS7Hy95ZCC1lfOcYbseOlvO2nZnkOFvwirchQMGuHnR0/u4PSxhaiKoLU/TWGO\nD4+qUJEXYEvpBKp3rkWbNJncSy6m9/77abv5FoKzZ6Pv20ff6eeBhK6nm5B6NbdNL8Zn6tSdt4Rz\nv/MVeu75G3Y6Tc/dd5Ncv57IRw++570PPwLSJnzuubTdfAv9Tz3FyL/cRXDWLCLRUUSio5BSYra3\nEywp4UI1n9NHnEbIl8vXav7GnU9/ga29TjXuGyIDAm4sPh19716szk42VJ9LXtBDxcgS2gJRQtt3\noKgaV1Wey/ean2PRsquwB9V2KFIyDz9PW9003n8ebaogbEu+uvGXxBXBpzb/mRs//vg7fl4/aMTb\njf0ynJk7d65cu3bt+3JtKSWZpOOMxbqyS3a7rzNFd7PTwH/awgrmXjiKNY/vo2VvH76gRrjAj9en\n4fGr5Bb4UVSFqqkFbH3xMVbc5wzFsOhLX2PqWefSuKuHx3+9Eds6cj5pXgXLlIc0oD3QZkzRBBXj\n8zB0i1DER3dLgoqJecxeVEUoMrReggCGnkHTPJi6TsP2LST7++hpbsQbCFI0avRAV/Idr77ErpWv\nMu+SyznzX64h2dfLX264nmRfL+Pnn06it4fm3TtYcuNNVE2biUSip1JsXf4sHn+A3KJiCipGsvn5\nZ6jfvJ6pC8+nduNaysZNpGzseBq2b8EyDE665AqW/vx/adi2Gc3rY+rC89i/ZSNGf4rLP/5dogtG\nkdYTPPnrn9BRX0s6HkPaNp+46ceUT5jEoz/5AfvWv0GkpJSJpy6kccdmmnZuA6B84hSad20faGzv\nDYQoGjUGW1biC0bw+Xto2rmWeHcHxaPHUDp2NvXbgqST+WiePiKFvfR2RAhFy6ieWcSG57Zipx5E\n80pO+diV7F23msYdO6madQ1evwcjHSOvLEzH/m7a6gsI54eZuqCc3vYUtRs7GDe3BNuy2bOuHT3l\n9FQORkIs+cZsUjGddNJk26tN1G/tQtMUzvzkeKqmFh7VkYt1p7n/Ry/Q13Q7U85cyKIvfZXXH7iH\nVQ/fjye0kFEzzuYjX5qOdoTISSZlkujNkFca/NCrgd+MEGKdlPKtIxQPQ96tDZNSYhk2hm5hpC0M\n3cLM2BgZk1TMIN6TId6bJtGTIdaTIdGTJtmvDzgymkfhnGsmU7+1k7otXZi6RTDiw+NVSCdMfEEN\nISBaEqJ4VBgzVcuGZ/7Mp/73F+Tk5bNpeQOvPbgHRVXQfApev0ZpdYR4T5ru5gSWaePxqdiWJFIc\nxEib5BYFHLl60nj9GrGutw75o3kVKibkYeg2IyfnUzQyTH5ZiFB06DZtME27e9i7rp2Kifk07Oym\nclL+QM3DYDY8ux8jYzLz3JEIxcTjO3L75L6OFGufrKVqWiHpuE53axJ/yMMbT9SSW+hnyQ1zePDm\ntSR6HYdk7oWjqJ5VhJE2yR+Rgz/k4cFb1g7UBHSpNgWWwgVfnErz7l62vtzEwqsnMnH+wUhX0+4e\nHv25M4XU0/4UE6sLeKKxi7QCX1xQzR9e3scnT6rkue3tdMYzTK+IsPT60/nmPzaxYeNebqt9hC+O\n+AiXXjiX68b6qL3i46jhMEZjIzuu+CI/To3n6rgfG/h1JIUh4IIppdx21RzneTNNdp10MtFLL6Xk\nxm/R/fe/Ez7nHGovW4LUdUKnn078lVcQQhD9+Mcp/e53nPNsm9Yf/IDee++j/Je/JPeNbXHAAAAd\nYUlEQVSCRQM63XDPmTxjORG685QIz9l9+G3JC0ueJvPXx+j83e+4+vzvcHWgkhnzSqm59dtMp4+5\nLz1HJt3HZ+89izH+AqYVTKMz2UZpuIJTp36a/OgYvnDvAlrtDBfnTSXsy+X/Ol5nsq2yXbH4afXH\nWXTGd5G2TSzWRG7k0Bq0wZhGmq/fezZF3lyuW3AzpWWzhvjkvZV3Yr9cBw6nxLn9tRYsw8Yys4tx\n6DoVN9BTphOeTlvEu9Po6UMHL9V8KuF8P7kFTnfyMbOLKKwYerfyR378PYLtAfREipxTRrDwM18A\nnI9tX3sSVVNI9uv0daQoHRMhUhhAUQW+kIdUv05PawKPX6O3LUnlpHyS/brjMOYfeycIU9fpatzP\nw7fcRF5ZOZZp0FrjjNsmFOWwkyQHI1H0VIqKyVNp2b0T09CZeOoCtr38PJrXx3nXXc/kMxYes0wD\nshkG6554hNGz5lI8qhrbsuhZWkNqdTueihwKr52Kmo0odjXup3NlDeEdAaIXjyEwo4jaDWt57f57\naK/bSyA3wumfuIrx80/Hn5PD+qeXUrdpPXM+cilbX3qOrqYGOuqcEqDq8VA2bgLVs09i6/Jn6W52\negsrqoo9aEBbX84MbFmJNF7G59W47EvfoXjOeOI9Xfz1hn8nHX/rWH/BSAGByCxiPaVIu59guI1U\noggh0oQicfrbNiKEQPHNRaizsK040u5DyBq8/l4s04dpTUdRiwlGwsw4p5LiUbl0NsRJ9GYGIn41\n65vpa15KkWpy1rRPQcyi4NopPHP/rdSsXYUn9FHChVMpHR2haGSYnHwfdZu7yCsNEutOU7O2Hcu0\nKa4KU1iRg56xKKzIIVocJJM0GT2zMBvhODqJ3gwte/vYtbqF5j0tzDpvArPOq8LIWCiaIBUz2PZq\nI6dcOhYxxOmZTkQH7o0na2nY3o2esTAzFkbmgLNm8XYm3uNTycnzZRc/oTwfuQV+8kpD5JeFBiK9\nQ2mz+Y8ffZf6zRtY8OnPMveiJQA07+mhdlMnlilJ9us01/QSzvdTPDKM6lUwMxYIQW9bEq9fpbsl\ngS/ooaA8RDpuUD4+DyklqqZgZCwCYQ9jZhcfU0TvvUBKyYt/uZ2Ny56kavosIkUlePx+vP4ACNBT\nKYQQTFlwLkYmjebxEIxEad27h6Zdu9D1GZRVp4iWhEn2R2mrizP+5FKKKsMD1++oryXe3UW818+m\nF+OE83007epF88SJFq5C2ja+3I/RvCfGvI+OYs6Fo9i5soUVD+whGPES69OpkwZVpsour8WyXJPN\nN53PZ+5cw6p9B3vAzx+dx98+P5/fvrSXnz+3m//72HS++dBmvJrCc18/k8I9W2m8/nrseJwnr/5P\n6nvKmZg1Ww+GMlROzqeuK8GNF0yisSfJ0k3NfPmJXzLBmyEwfQZ9Dz+MWliI1dk5cM/8a69Fr68n\nvXMHY194ASEEnX+4nY5f/AIrFMbr9zLmqSdRI07Hg0S8lXuXf4vd/XV847xb+elz11MRKOYrSx5k\n76ILoKSUfy/6JIuTXoQiaImt5F/euJvKP9xGzoIFQ89X26axaTWlpTO46p5TaZMmj1/xHD9/8loe\nTzXywMLfMHrUWYecE4+1sHrzX5BS8vW9f0eRkqiEn878OtWVZxBPtDGy8rR31K7uPXfghBAXAL8C\nVOAOKeUtbzruA/4KzAG6gE9IKeuyx74NfA4nkPsVKeWyo11TCDEauA8oANYBV0kp9aPd40gM1fhZ\nls1tX37pUJ0Vp3GrqglUTcEf8uALaqia4hi8rKMWzvcTLnAWf8hziIFr2rmd7a8sx7ZtzrvuyyjK\nEaIZySQbnl7Khkcf46MV/4otTdYGl3P5f//osOnfb5J9vexe9Ro7X39lICoViuaRivUjpeT8L36F\n8gmTiJSUYuo6rTV7UBSFVKyfjv11TDztTO7+1lcJ5OYyeuYcxs8/nappM0n09uDPCWN3ZVByvKgh\nD2ZPmvSubkInlQ18oA98KOykQWpbF4GphSTWtGC0p1D8Kla/jt4Up+DTk5C6ReylRoQqCEwvpOeh\nGrSiAEZrAjXHi3dkGCWooUb9xF7cjzQlIAlMLcRTHEQrDmJKE7sxRXpXN1p+AK0wgBXXsfoySN3G\nbE/in1yAVQ62YRMghNmRwmiOEz6jAkZ4qVu9jlR7D/5QDkUjR9OwfTMrXr4XS5qMKZ3N3KILIG7h\nKQ0SmFGMqRj0xFtQLAW/CCGDYCTTrHztQZpqdwzkxWAn2eMLMHPy+ZiWzobNTyMUD9I2ssf8lI2f\nSEd9Lal+p32PqgVBHYdQwkirF6EYgA/b6kfQRVQJc3b5p/AWhJCGhTRswhdVsfSBn9C6bw/+cDmS\nCJZZihBehGjFslSk1QZ2O6rHi+otwza92HYvth1BUUsAieKpILdwBJ6AgsfroXhkFEWTNGzbT35F\nKVYmTVtdM/GeLqTVgzR3YhmtqL5ZRErmk+zvwhsMI60Yqd41XHXLD8kfER3S8/tmAzhc7RcM3Yat\neXwfzTV9eHyqs3gVPD4NzacM7NO86qDjKv6wh5w8P77Ae+MI9bW3ccdXPg9SUjSqmqt//Ov35Lrv\nBmnb6Ok0e1a/Rqy7k/Enn8am557GyGRQPR5UTSMUzWPE+IlYhkkmlSDR040vGKKgsgp/KETH/nq6\nGuqJdXUSLiikbV8Ne9a8zqgZs+lrbyMdj2Gk05iG04FA83ixbeuQwtxgArmRgXe0pHossy+8mIbt\nW+htbcE0dHrbWgeajKiaxqkf/zT1m3fQWj8KqT8N6BiZNFPPXoTQzmDPG90oisC2JSPGhskr3sbG\n5SvQvJeBUAEPHfkap4zKJzAmzMPbWjitqoAnX6xltuXFryoER+fw4+ZWtBwPJaagU9pEoj5u/eQs\nxqa76XvyKX7UOZnqdouQZwWJPkl01sXEc1R+tqcJO/vZy/FpLN78DJ/Z8QwA/smTSW/fjqeyktD8\n+cReeIGRTzzB5nsfJXzr/5F70UV4q6rovvNOGqun8qPC0/jNK78ietmleCsqkKZF4fWH74WeWLWa\n/ddcw/4v/D9W1oykmE0IpYguXyVnrPoR5X6ovOOP+Kqr3/Fzs3X7g/zLmu8x0hbUZz/bJ+Pn0xOu\nJGM4ox2E/FFu334XG4VByJbkSLhtwc/58svfoHnQp/7a0Fi+vuShITtx76kDJ4RQgd3AeUAj8Abw\nSSnl9kFp/g2YLqX8VyHElcBlUspPCCEmA/cCJwEjgOeB8dnTDntNIcQDwMNSyvuEELcBm6SUvz/S\nPY4m+1CNn5ROyVDVlKzTprxtj1Fp2xiZNJlUEj2VIhXrJ9bVSbyrk/7Odlr27KZt3x40jxfT0Fn4\nmS8w7dwLSMdj9LW20t3SSE9LM53762jatQMjnWLB5H+hNOWEaV9ue5DorErGnXwqo2fMweM/tiia\nZZroqSQIMfASpONxkn29JPv7SPb1kIrF0JMJp9TX001nQz3Stskvr2TsvPl4/QEmnbGQWFcnpp6h\natrMgd/N7tdRgh6shI7Vm8FoSxJbvp/AOWUEKqJkdvSiN8ZAEYRmFZNY10Z6RzfCoxA6uYz0zm7M\nzhQ5p41AzfVi9euktnYBEuFRMTtToAkwJWrEi500QRUIj4KdMMAGJceJstlxx5kp/sossCU9D+3B\n1i3smI7UbTwVOeR/YgKx5Q1k6vuxetIDbVNQBL7qCFZfBqsvg+LXUPP9CE1BjfhIbe1EZg4aZCWo\noeb6MFqPMoerX3E+7wkbrTBA6ORSkps6MI42TZomUEIaGTuNsEDLaBBVUSyBTDhOFoCdJ+jLdJDj\njaLpHhRbAUsifCpG0CStJojHeqir24S0LXJDxfh9QVKZGDmhfPK9peQYUbQ8P8X/NgOZsei6eztG\naxIl10vM10tnfwP9PR109zcjEESCRWBBfs4I8qJlZESKWH8XhpEmGIjQ3dNEd6oFw9YxbR1T6s62\n1JEiiCZU/IpCykzgU/0EtTABNYwmPERySyiMVrK5djl9egea8KLbafxqkLEl85j3X58kJ39oHSsG\nG8DhbL/g/WkGIm0bQ89gZjIYmTRGdm1mMujpNPHuLnrbWuior6W9di+KqnLmpz87EDW3TJNkfy/J\n3l4SvT3Ee7po3buH+s0biXd1MX/h5bz+wn2cfNnHGTVzDmVjx6Nq723nHNu2SMdig+zYgXUfqf4+\n+jvbaa3ZTTrx1ndN9XgIhHOxDOOgfRwC/lAO6UQcbyDA3MVLmP+xKw9xLGzLykYKNRK9PexY8RLh\ngkKkbZOKxwhF87BNk1f+dhezL7wIX04OL/75doxMGn84l4LySjSvl3BBEeUTJpFfXsHzf/r9QOQf\nQFE1PvW/P2f7K8tZ9+SjeANByieeBBShaDHa9q4l3u1EuxTPGGxzP4q3Es07HY8PDD0XgReJDqQJ\nFybxB6Cr0YuhVrBbg8kZHcXrY6dfYbfH4tavnkJyey+v/P1VdDZDbCsA3vCVCCVKs8dHxO9h0pg8\nVE3hwe1NzC3v4ZpTR2JPn0XvDd/Ad9Z5hM9fRFtvP//9cA3d9e3csvwmNEWAYYCq8m8Lv0lPoJAv\ntTzPmWufHtA5cskl5F97DXYyRedvbiU4/xSkrtN1++2InBzuPev75DWtwkyvRCgKWmAxNaEwX1r1\nC0inyb/6KnyjR2Mnk6BpICVmRwf63n0EZs7AN3Ys8RWvYba1kfvRj2L1dOOfNo3H9v+ep9tWMsZf\nRFW4kp92vnV+aUVK5uJnjcjw76HpfOHiP9OfbObVjX+iO9lGTd8+HtHb+EbByVyz+I4hPWfvtQN3\nCnCTlHJR9v9vA0gpbx6UZlk2zUohhAa0AkXAjYPTHkiXPe0t1wRuATqAUimlOfjeR7qHPIoCQzV+\npqHzjx84dd3Y0pmCSdpI20baEtu24cC2aWKk0xgZHQUFVWgHF0VFE17CgQIK8yop9Y/Ga/voN7pY\nUf8QSbMfRajZ9Cp+bw5FhVWUFlVTrFVBu4F/Uj7pPT10BdpYUfsQ6Vg/mseLPxx22mRJiZTSkU1K\npLQx0hkURcEbDGIZBqahY5kmHq8P09APW8351nxWKKgcSaSwhOLy0YydPZ9oYRl2v45QFfTmOEIR\nmF1pMrV9yLSJlTCRaRPhUZCmPeAMCb+KPFC9LEArDmLHdOykifCrhE8vx+xKk9zUDsJxnDLZkduF\nR8FbGUYaNkZnish5VaS2dhKaX0ZwepHTzk+C1Zum79l6fNURgjOLEZpCuqYHmTIJziw+RDdpWNgZ\nC/VNVXq2bmF2prBTJt7yHJSjVMlI00ZviiM0Ba0ogPAoICG9sxsrrqOGvCg5HoQqQBHYCYPEWqdR\nsn9slOAsR0YAK64jTRujLYlQFTzFQSfaZ0tSWzqxEwZWTAcBnqIgRmcKJaCh5njwjYli9WZIbmzH\n6sugRv1oBX5HdlVgJ02MtgRmR8px9gYPLHqgMbUi8JQE8U/MJ+eUMtRcp92QtGySGztI7+wmvacX\nmT78QKzCr6JFfVj9OrZugSmdZ8B4d9MKHfLcDMajUPofc9CGOB7imxy4YWu/YOg27JW//pnGLZuz\nNoKD7WGlRNqOw2PqOpZuYBk6AgEIFKGgoA7YLwXHNnk9AfLyyogUlNLT30pN3RqUkMc5P6MjhDpw\nrlf1Ew7kU1o+lkp1AmpMUKNtZl3NMyAlms9H/ogKFEVBCAUE2bVTqBxYFEcmhEBPJTHSaRRVJZPM\nDhgunLENjUyGVKyfw9UNC6EQyM0lJ5pPSfVYcnOL0Px+Cksr0ISfmk0rmTrzbHKryvAUBbB6M8Tb\nu+hJt+AJBPAGggT8uWT0BF1NDWQScQoqqygaWYU3ECTZ34fH6ztsgVra0nnfJNgZE+FVSW/rQisO\n4i3PeUt6gP6Odvq7OhgxfuIhNTQH9E0n4uzfsolIcQmP/fSHzFv8MWZdeBEIaNq1nS3PP8PuVa9h\nGjqKqjFy6nRmX3gxLz70JD173kDxhZBGGmm//VzFQvGCUoQ0mxFCQaiFCKUYW81FWF1IfRcSyczz\nF7P91VfQU06UUKiFKIoBeAAFKQPE/BPJqB6ieh8Jf5TcVAdCmhhqCI/ZAUhSngrCZYXkmCnaO2J4\nrX6EnSGlFTA62YGem4stVMp3riGQSaHaBv2REvwJ51vRN/UkGvz50LMN7G5GnTSX3vYWWvfuBt8s\n2nxljE00U71/Mx7LxBYaMvv8SUUjnVtAoKcZRVoYWgDp9RHq78ZWPaiWTrCskLw500nv30+yuRVr\nSghfQQEexYe0IWXE8aUE/h6bVtlMztoWbN3AU16OZ+QoFEVB9XjYpW5m9lXfomT22W+bB84z/N46\ncJcDF0gpP5/9/yrgZCnl9YPSbM2macz+vxc4GcfYrZJS3pPd/yfggGv9lmsOSj82u78SeFpKOfVI\n95BSHqxcfxNDrkLNGLT8z1u963eFAt6RuXhH5JDY0IZMHf0F8pQGCc4uIXRyGd337SS9u8eJbFnG\nQSfsQGEvu5YHNg+UAu0DbVQcgyilRCAcY3kAySCjqRwsQUqcD/BROks4ejkOl5LjQfFraEUBrK40\nIqDhHRFCGjb+SfnEVzSj5HgITC5ADXuxkwaZun58YyIoPsdRMrtS2BkLT1GQ5KZ2fNVRtGx7PSml\nE1HShs+YPP9sSFtidjjRVzXqQ2gKUrcQXvVt25NJWyJ1x/G1etIgBFo2Iim8quOoDkorFIHVr2P2\npJEZ5zyZsZAZE1t3IoeKT0XJ8WLFdNSQBzXqQ434EF4VxasgPCqpnd3YCR3hdarKAULzSgfaMg6F\nNzlww9Z+wdBt2J6fPEeg64Mb8PtIKLletKgPvTGOmufF0DMYmQy2+abCgBz4c+juA4VAccBuybdU\nPQkEQlEch1BRB7YxpVPRLcQRCx9vutCACEqOB2lKZMZ0bKTHibxztNdk8DEJVp+O1AfZeQXIlmm0\nwkDWmXacPGmTdfYk0pKDjjFQ6BJeBSXsdRzC7KwxMu30Vhde1fmxZNZWHnDYs/eTAjJWGp/qR8is\nLIpAHkgghHMdRUEgsC0L27SQto2iOo6kbVtYtomUNgIFnxpAqgIhJU4/fKdwb5kmilAGfkvbsrBt\nCyeVRCIRKAMOvxAKEhtbWtjSHpBJQUUR6sHz5IHzObiWB67nfMM8ig+PcrDjigiopDNJzMwHNNf1\nwPfzECkH6QAIqDNb+civvjjESw7dgTvuhhERQlwHXAcwcuTIIZ2jeDRyzx058FA7i8jmjRj4n4EC\nYvbh1xRn8ShwYNvrvPhq2DvwkQwvqCC5seOQc/AoKD7VSRv1HfKByj23CjXsHVSKZuBlRR54kBls\n7QbEHHigxJu2OSj3QUdQHHJMeBWET3U+0Fm91IgPadp4SkID8g/lY5p7zqG/vRJ0nLnBaIMGzwzN\nPXSqJCGEU3XqcswIRTj5NnjfEBt+C0Ug/JrjpL9Nb+UDz7ma60Ud4hAmRyI47b0fxX64cSw2rOKi\nOZgdqbfYqMF24LD7VOHYI01BaOKgTfOpKEEPwqNg9aTJ7OtD6rbTfEERB9ea4kSHQx6UXK9jt9Im\nfcvqsJMmXgZ14jqqM3SUg+Kwm285T3gd2aUlUbPNKpSQB2lJhCpQghp2wkQrCWLHdYy2pKOjV0Gv\nj6H4VERAc9rZ9macKPiROEw51z8uz2nOIUB4nAKIf1wUvb4foz0JSrYZi5L97bJOlbM9aL9w3ik7\nZWIlDKfTUkBzqmdDHqdwlbGccw58pwZ/nxSBtCR2wkAJeZx0pu04inCo4wcHC/GDvxmD0hxwvrXc\nANKwEKrzG9uDpiI8ILdzqiQdjyMtC48/gJ5I4gn40XxeLNvEGwggbZve9k40WxJPGiiKQlF5MUJT\n0VNJulo70TQNTVWI9yXJZDJYlkT1eLENExvwBD3kFOSQN6kCzaMO1FwEdAvLNMkk4uhpnb7+NLZl\noirCcTxtiSIEXo+KblgD26ZlkUnr+DwKKd3CMp12jAKBqipYpoXjeb/52czmmao5hY6s43ngGy0s\ni+DEUUd+lt4FQ7HmTcDg/rMV2X2HS9OYrR6I4DTUPdq5h9vfBUSFEJqU0nxT+iPd4xCklLcDt4NT\neh2CfghFkHtu1VCSHhNqxEd4QcXbJ8ziLc/Bu2Tc+yaPi8sJxLCyX3BsNiwwMR8mDiXlO0cpCb2l\nIHA0RNBD3mXDzH6ddPRBZ98N/nF5b5/oBCSPIz8jJUc84jKYodRPvQGME0KMFkJ4gSuBpW9KsxT4\nTHb7cmB5tm3HUuBKIYQv2ztrHLDmSNfMnvNi9hpkr/nY29zDxcXF5Ui49svFxeW45G0jcNnGuNcD\ny3D61N0ppdwmhPg+sFZKuRT4E3C3EKIG6MYxaGTTPQBsB0zgy1JKC+Bw18ze8lvAfUKIHwIbstfm\nSPdwcXFxORKu/XJxcTlecQfydXFxOa54J42A/9lxbZiLy4nFO7Ffbhc/FxcXFxcXF5dhhuvAubi4\nuLi4uLgMM1wHzsXFxcXFxcVlmOE6cC4uLi4uLi4uwwzXgXNxcXFxcXFxGWYc171QhRAdQP07OKUQ\nOOrUNscRrq7HJ66uUCWlLPqghXk/eIc2zM374xNX1+OXw+k7ZPt1XDtw7xQhxNrjZfiBt8PV9fjE\n1fXE5UT6PVxdj09OJF3h3evrVqG6uLi4uLi4uAwzXAfOxcXFxcXFxWWY4Tpwh3L7hy3AB4ir6/GJ\nq+uJy4n0e7i6Hp+cSLrCu9TXbQPn4uLi4uLi4jLMcCNwLi4uLi4uLi7DDNeBA4QQFwghdgkhaoQQ\nN37Y8rzXCCHqhBBbhBAbhRBrs/vyhRDPCSH2ZNd5H7acx4oQ4k4hRLsQYuugfYfVTzj8OpvXm4UQ\nsz88yd85R9D1JiFEUzZ/NwohPjLo2Lezuu4SQiz6cKQ+NoQQlUKIF4UQ24UQ24QQX83uPy7z9t3g\n2rDha8Nc++Xar+z+d5y3J7wDJ4RQgd8CFwKTgU8KISZ/uFK9LyyUUs4c1GX5RuAFKeU44IXs/8OV\nu4AL3rTvSPpdCIzLLtcBv/+AZHyvuIu36grwi2z+zpRSPgWQfY6vBKZkz/ld9nkfLpjAN6SUk4H5\nwJezOh2veXtMuDZs2Nuwu3Dtl2u/jiFvT3gHDjgJqJFS7pNS6sB9wCUfskwfBJcAf8lu/wW49EOU\n5V0hpXwF6H7T7iPpdwnwV+mwCogKIco+GEnfPUfQ9UhcAtwnpcxIKWuBGpznfVggpWyRUq7PbseA\nHUA5x2nevgtcGzaMbZhrv46Ia7/eJm9dB875QRsG/d+Y3Xc8IYFnhRDrhBDXZfeVSClbstutQMmH\nI9r7xpH0O17z+/ps2P3OQVVJx42uQohRwCxgNSde3r4dJ4LeJ5oNO9Gecdd+HYO+rgN3YnC6lHI2\nToj2y0KIMwcflE5X5OO2O/Lxrh9OqH0MMBNoAX724Yrz3iKEyAEeAr4mpewffOwEyFsXhxPWhh3P\numVx7dcx4jpw0ARUDvq/IrvvuEFK2ZRdtwOP4ISh2w6EZ7Pr9g9PwveFI+l33OW3lLJNSmlJKW3g\njxysZhj2ugohPDjG729Syoezu0+YvB0ix73eJ6ANO2Gecdd+HXveug4cvAGME0KMFkJ4cRpNLv2Q\nZXrPEEKEhBDhA9vA+cBWHB0/k032GeCxD0fC940j6bcUuDrb42c+0DconD0seVM7ictw8hccXa8U\nQviEEKNxGseu+aDlO1aEEAL4E7BDSvnzQYdOmLwdIq4NO/5s2AnzjLv2613krZTyhF+AjwC7gb3A\nf33Y8rzHulUDm7LLtgP6AQU4PWD2AM8D+R+2rO9Cx3txQu8GTruBzx1JP0Dg9NjbC2wB5n7Y8r8H\nut6d1WVz1giUDUr/X1lddwEXftjyv0NdT8epXtgMbMwuHzle8/Zd/lauDRumNsy1X679Ota8dWdi\ncHFxcXFxcXEZZrhVqC4uLi4uLi4uwwzXgXNxcXFxcXFxGWa4DpyLi4uLi4uLyzDDdeBcXFxcXFxc\nXIYZrgPn4uLi4uLi4jLMcB04FxcXFxcXF5dhhuvAubi4uLi4uLgMM1wHzsXFxcXFxcVlmPH/AbEX\nU5cJRUdMAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x288 with 2 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"L1Ci5zig_Wqn","colab_type":"code","colab":{}},"source":["model = get_cnn_model(data, nfs, conv_layer, leak=0.1, sub=0.4, maxv=6.)\n","init_cnn(model)\n","learn, run = get_runner(model, data, lr=0.9, cbs=cbfs)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"k1z_2rBy_cxX","colab_type":"code","outputId":"e691b5a3-50f5-4cc9-9dc8-71ef00fda889","executionInfo":{"status":"ok","timestamp":1564148776211,"user_tz":-60,"elapsed":50731,"user":{"displayName":"David Pfahler","photoUrl":"https://lh6.googleusercontent.com/-pTr7vJt9ODk/AAAAAAAAAAI/AAAAAAAAA2A/5jtVtHWVm1M/s64/photo.jpg","userId":"09394947744054429432"}},"colab":{"base_uri":"https://localhost:8080/","height":608}},"source":["with Hooks(model, append_grad_stats, backward=True) as init_hooks:\n"," hooks = init_hooks\n"," run.fit(2, learn)\n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for h in reversed(hooks):\n"," mean, median, _ = h.stats\n"," ax0.plot(mean[:10])\n"," ax1.plot(median[:10])\n"," plt.legend(range(5));\n"," \n"," fig, (ax0, ax1) = plt.subplots(1, 2, figsize=(10, 4))\n"," for h in reversed(hooks):\n"," mean, median, _ = h.stats\n"," ax0.plot(mean)\n"," ax1.plot(median)\n"," plt.legend(range(5));"],"execution_count":88,"outputs":[{"output_type":"stream","text":["train: [0.4962938671875, tensor(0.8444, device='cuda:0')]\n","valid: [0.156008544921875, tensor(0.9502, device='cuda:0')]\n","train: [0.16722623046875, tensor(0.9507, device='cuda:0')]\n","valid: [0.10610849609375, tensor(0.9695, device='cuda:0')]\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAm8AAAD8CAYAAAAhW0NMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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2+TDgeOLMQpBSPm2WkfRRAX/luj0BT8epyreFKvj7+XE8tGNqVHWldHzDzBr9zmtIxWK6OtJ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\nIavlKvkdtt2u6fR3OVUumW+5+UPSk/VYcZtBy22tcoWcx2ekxKBI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FTSlUcf2ghPmM4RHYVajaAyxtCtUNEjVPocqVUhSsqgBORK0Rkp4i0icitBT4Pisj9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\npcop
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