diff --git a/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb b/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb
deleted file mode 100644
index 61c02d21aeceb8d4fc9fb6581b6f1d27d90dab0d..0000000000000000000000000000000000000000
--- a/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb
+++ /dev/null
@@ -1,1141 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Example of FedAvg and FedProx for two datasets: MNIST iid and MNIST non-iid\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "! curl -o create_MNIST_datasets.py \"https://gitlab.inria.fr/epione/flhd/-/raw/master/federated_learning/create_MNIST_datasets.py?inline=false\"\n",
-    "! curl -o create_synthetic_MNIST_datasets.py \"https://gitlab.inria.fr/epione/flhd/-/raw/master/federated_learning/create_synthetic_MNIST_datasets.py?inline=false\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import torch\n",
-    "\n",
-    "import torch.nn as nn\n",
-    "import torch.nn.functional as F\n",
-    "import torch.optim as optim\n",
-    "\n",
-    "from copy import deepcopy\n",
-    "\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 1. MNIST iid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Data loading and visualization"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "First of all, we load the train and test MNIST dataset and randomly split them in 3 non-overlapping datasets. We will use them for the 3 different nodes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from create_MNIST_datasets import get_MNIST, plot_samples\n",
-    "mnist_iid_train_dls, mnist_iid_test_dls = get_MNIST(\"iid\",\n",
-    "    n_samples_train =200, n_samples_test=100, n_clients =3, \n",
-    "    batch_size =25, shuffle =True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the following cell we plot some samples from the 3 datasets"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_samples(next(iter(mnist_iid_train_dls[0])), 0, \"Client 1\")\n",
-    "plot_samples(next(iter(mnist_iid_train_dls[1])), 0, \"Client 2\")\n",
-    "plot_samples(next(iter(mnist_iid_train_dls[2])), 0, \"Client 3\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As you can see, all the digits are represented in each client. Indeed we split the dataset so to have independent and identically distributed (iid) samples."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Classification"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We define a convolutional neural network (CNN) for digits classification. We also define the functions for training, and for computing loss and accuracy."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class CNN(nn.Module):\n",
-    "\n",
-    "    \"\"\"ConvNet -> Max_Pool -> RELU -> ConvNet -> \n",
-    "    Max_Pool -> RELU -> FC -> RELU -> FC -> SOFTMAX\"\"\"\n",
-    "    def __init__(self):\n",
-    "        super(CNN, self).__init__()\n",
-    "        self.conv1 = nn.Conv2d(1, 20, 5, 1)\n",
-    "        self.conv2 = nn.Conv2d(20, 50, 5, 1)\n",
-    "        self.fc1 = nn.Linear(4*4*50, 500)\n",
-    "        self.fc2 = nn.Linear(500, 10)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = F.relu(self.conv1(x))\n",
-    "        x = F.max_pool2d(x, 2, 2)\n",
-    "        x = F.relu(self.conv2(x))\n",
-    "        x = F.max_pool2d(x, 2, 2)\n",
-    "        x = x.view(-1, 4*4*50)\n",
-    "        x = F.relu(self.fc1(x))\n",
-    "        x = self.fc2(x)\n",
-    "        return x\n",
-    "    \n",
-    "\n",
-    "model_0 = CNN()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def loss_classifier(predictions,labels):\n",
-    "    \n",
-    "    m = nn.LogSoftmax(dim=1)\n",
-    "    loss = nn.NLLLoss(reduction=\"mean\")\n",
-    "    \n",
-    "    return loss(m(predictions) ,labels.view(-1))\n",
-    "\n",
-    "\n",
-    "def loss_dataset(model, dataset, loss_f):\n",
-    "    \"\"\"Compute the loss of `model` on `dataset`\"\"\"\n",
-    "    loss=0\n",
-    "    \n",
-    "    for idx,(features,labels) in enumerate(dataset):\n",
-    "        \n",
-    "        predictions= model(features)\n",
-    "        loss+=loss_f(predictions,labels)\n",
-    "    \n",
-    "    loss/=idx+1\n",
-    "    return loss\n",
-    "\n",
-    "\n",
-    "def accuracy_dataset(model, dataset):\n",
-    "    \"\"\"Compute the accuracy of `model` on `dataset`\"\"\"\n",
-    "    \n",
-    "    correct=0\n",
-    "    \n",
-    "    for features,labels in iter(dataset):\n",
-    "        \n",
-    "        predictions= model(features)\n",
-    "        \n",
-    "        _,predicted=predictions.max(1,keepdim=True)\n",
-    "        \n",
-    "        correct+=torch.sum(predicted.view(-1,1)==labels.view(-1, 1)).item()\n",
-    "        \n",
-    "    accuracy = 100*correct/len(dataset.dataset)\n",
-    "        \n",
-    "    return accuracy\n",
-    "\n",
-    "\n",
-    "def train_step(model, model_0, mu:int, optimizer, train_data, loss_f):\n",
-    "    \"\"\"Train `model` on one epoch of `train_data`\"\"\"\n",
-    "    \n",
-    "    total_loss=0\n",
-    "    \n",
-    "    for idx, (features,labels) in enumerate(train_data):\n",
-    "        \n",
-    "        optimizer.zero_grad()\n",
-    "        \n",
-    "        predictions= model(features)\n",
-    "        \n",
-    "        loss=loss_f(predictions,labels)\n",
-    "        loss+=mu/2*difference_models_norm_2(model,model_0)\n",
-    "        total_loss+=loss\n",
-    "        \n",
-    "        loss.backward()\n",
-    "        optimizer.step()\n",
-    "        \n",
-    "    return total_loss/(idx+1)\n",
-    "\n",
-    "\n",
-    "\n",
-    "def local_learning(model, mu:float, optimizer, train_data, epochs:int, loss_f):\n",
-    "    \n",
-    "    model_0=deepcopy(model)\n",
-    "    \n",
-    "    for e in range(epochs):\n",
-    "        local_loss=train_step(model,model_0,mu,optimizer,train_data,loss_f)\n",
-    "        \n",
-    "    return float(local_loss.detach().numpy())\n",
-    "\n",
-    "\n",
-    "def difference_models_norm_2(model_1, model_2):\n",
-    "    \"\"\"Return the norm 2 difference between the two model parameters\n",
-    "    \"\"\"\n",
-    "    \n",
-    "    tensor_1=list(model_1.parameters())\n",
-    "    tensor_2=list(model_2.parameters())\n",
-    "    \n",
-    "    norm=sum([torch.sum((tensor_1[i]-tensor_2[i])**2) \n",
-    "        for i in range(len(tensor_1))])\n",
-    "    \n",
-    "    return norm\n",
-    "\n",
-    "\n",
-    "def set_to_zero_model_weights(model):\n",
-    "    \"\"\"Set all the parameters of a model to 0\"\"\"\n",
-    "\n",
-    "    for layer_weigths in model.parameters():\n",
-    "        layer_weigths.data.sub_(layer_weigths.data)\n",
-    "        "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Aggregation strategies\n",
-    "\n",
-    "Federated learning requires to define an aggregation strategy, i.e. a method to combine the local models coming from the clients into a global one."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Federated averaging**\n",
-    "\n",
-    "The standard and simplest aggregation strategy is federated averaging ([FedAvg](https://arxiv.org/pdf/1602.05629.pdf)).\n",
-    "\n",
-    "The learning is performed in rounds. At each round, the server samples a set of $m$ clients (out of the total $K$ clients) which will be considered for the current iteration and sends them the current global model.\n",
-    "These clients update the parameters of their local copy of the model by optimizing the loss $F_k$ on their local training data using SGD for $E$ epochs. At the end of the round, the local parameters are sent to the server, which aggregates them by performing a weighted average. The aggregated parameters define the global model for the next round."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**FedProx**\n",
-    "\n",
-    "Another strategy is [FedProx](https://arxiv.org/pdf/1812.06127.pdf), which is a generalization of FedAvg with some modifications to address heterogeneity of data and systems.\n",
-    "\n",
-    "The learning is again performed in rounds. At each round, the server samples a set of $m$ clients and sends them the current global model.\n",
-    "Differently from FedAvg, here the clients optimize a regularized loss with a proximal term. In particular, the new function to minimize is $F_k(\\omega) + \\frac{\\mu}{2}||\\omega - \\omega^t ||^2$, where $F_k$ is the loss, $\\omega$ are the local parameter to optimize, and $\\omega^t$ are the global parameters at time $t$.   \n",
-    "Moreover we run the local optimization for a variable number of epochs according to the system resources (so that slow clients can also contribute to the training with a reduced number of epochs). \n",
-    "As for FedAvg, the local parameters are sent to the server and aggregated."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**NOTE** FedAvg is a particular case of FedProx with $\\mu=0$. So, we just need to implement the code for FedProx, which we will be used also for FedAvg by setting the parameter *mu=0*"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def average_models(model, clients_models_hist:list , weights:list):\n",
-    "\n",
-    "\n",
-    "    \"\"\"Creates the new model of a given iteration with the models of the other\n",
-    "    clients\"\"\"\n",
-    "    \n",
-    "    new_model=deepcopy(model)\n",
-    "    set_to_zero_model_weights(new_model)\n",
-    "\n",
-    "    for k,client_hist in enumerate(clients_models_hist):\n",
-    "        \n",
-    "        for idx, layer_weights in enumerate(new_model.parameters()):\n",
-    "\n",
-    "            contribution=client_hist[idx].data*weights[k]\n",
-    "            layer_weights.data.add_(contribution)\n",
-    "            \n",
-    "    return new_model"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def FedProx(model, training_sets:list, n_iter:int, testing_sets:list, mu=0, \n",
-    "    file_name=\"test\", epochs=5, lr=10**-2, decay=1):\n",
-    "    \"\"\" all the clients are considered in this implementation of FedProx\n",
-    "    Parameters:\n",
-    "        - `model`: common structure used by the clients and the server\n",
-    "        - `training_sets`: list of the training sets. At each index is the \n",
-    "            training set of client \"index\"\n",
-    "        - `n_iter`: number of iterations the server will run\n",
-    "        - `testing_set`: list of the testing sets. If [], then the testing\n",
-    "            accuracy is not computed\n",
-    "        - `mu`: regularization term for FedProx. mu=0 for FedAvg\n",
-    "        - `epochs`: number of epochs each client is running\n",
-    "        - `lr`: learning rate of the optimizer\n",
-    "        - `decay`: to change the learning rate at each iteration\n",
-    "    \n",
-    "    returns :\n",
-    "        - `model`: the final global model \n",
-    "    \"\"\"\n",
-    "        \n",
-    "    loss_f=loss_classifier\n",
-    "    \n",
-    "    #Variables initialization\n",
-    "    K=len(training_sets) #number of clients\n",
-    "    n_samples=sum([len(db.dataset) for db in training_sets])\n",
-    "    weights=([len(db.dataset)/n_samples for db in training_sets])\n",
-    "    print(\"Clients' weights:\",weights)\n",
-    "    \n",
-    "    \n",
-    "    loss_hist=[[float(loss_dataset(model, dl, loss_f).detach()) \n",
-    "        for dl in training_sets]]\n",
-    "    acc_hist=[[accuracy_dataset(model, dl) for dl in testing_sets]]\n",
-    "    server_hist=[[tens_param.detach().numpy() \n",
-    "        for tens_param in list(model.parameters())]]\n",
-    "    models_hist = []\n",
-    "    \n",
-    "    \n",
-    "    server_loss=sum([weights[i]*loss_hist[-1][i] for i in range(len(weights))])\n",
-    "    server_acc=sum([weights[i]*acc_hist[-1][i] for i in range(len(weights))])\n",
-    "    print(f'====> i: 0 Loss: {server_loss} Server Test Accuracy: {server_acc}')\n",
-    "    \n",
-    "    for i in range(n_iter):\n",
-    "        \n",
-    "        clients_params=[]\n",
-    "        clients_models=[]\n",
-    "        clients_losses=[]\n",
-    "        \n",
-    "        for k in range(K):\n",
-    "            \n",
-    "            local_model=deepcopy(model)\n",
-    "            local_optimizer=optim.SGD(local_model.parameters(),lr=lr)\n",
-    "            \n",
-    "            local_loss=local_learning(local_model,mu,local_optimizer,\n",
-    "                training_sets[k],epochs,loss_f)\n",
-    "            \n",
-    "            clients_losses.append(local_loss)\n",
-    "                \n",
-    "            #GET THE PARAMETER TENSORS OF THE MODEL\n",
-    "            list_params=list(local_model.parameters())\n",
-    "            list_params=[tens_param.detach() for tens_param in list_params]\n",
-    "            clients_params.append(list_params)    \n",
-    "            clients_models.append(deepcopy(local_model))\n",
-    "        \n",
-    "        \n",
-    "        #CREATE THE NEW GLOBAL MODEL\n",
-    "        model = average_models(deepcopy(model), clients_params, \n",
-    "            weights=weights)\n",
-    "        models_hist.append(clients_models)\n",
-    "        \n",
-    "        #COMPUTE THE LOSS/ACCURACY OF THE DIFFERENT CLIENTS WITH THE NEW MODEL\n",
-    "        loss_hist+=[[float(loss_dataset(model, dl, loss_f).detach()) \n",
-    "            for dl in training_sets]]\n",
-    "        acc_hist+=[[accuracy_dataset(model, dl) for dl in testing_sets]]\n",
-    "\n",
-    "        server_loss=sum([weights[i]*loss_hist[-1][i] for i in range(len(weights))])\n",
-    "        server_acc=sum([weights[i]*acc_hist[-1][i] for i in range(len(weights))])\n",
-    "\n",
-    "        print(f'====> i: {i+1} Loss: {server_loss} Server Test Accuracy: {server_acc}')\n",
-    "        \n",
-    "\n",
-    "        server_hist.append([tens_param.detach().cpu().numpy() \n",
-    "            for tens_param in list(model.parameters())])\n",
-    "        \n",
-    "        #DECREASING THE LEARNING RATE AT EACH SERVER ITERATION\n",
-    "        lr*=decay\n",
-    "            \n",
-    "    return model, loss_hist, acc_hist"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedAvg"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We will now train the model on the 3 clients, using FedAvg aggregation strategy."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**NOTE** In this notebook, during the training, we will consider the 3 clients for each round ($m=K=3$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n",
-      "====> i: 0 Loss: 2.3034559885660806 Server Test Accuracy: 12.666666666666666\n",
-      "====> i: 1 Loss: 2.2008462746938067 Server Test Accuracy: 45.33333333333333\n",
-      "====> i: 2 Loss: 1.612090229988098 Server Test Accuracy: 67.0\n",
-      "====> i: 3 Loss: 0.8298508524894713 Server Test Accuracy: 76.66666666666666\n",
-      "====> i: 4 Loss: 0.6663561264673868 Server Test Accuracy: 80.33333333333333\n",
-      "====> i: 5 Loss: 0.3911072413126627 Server Test Accuracy: 85.0\n",
-      "====> i: 6 Loss: 0.2968725264072418 Server Test Accuracy: 88.33333333333333\n",
-      "====> i: 7 Loss: 0.25774654746055603 Server Test Accuracy: 88.33333333333333\n",
-      "====> i: 8 Loss: 0.186477725704511 Server Test Accuracy: 88.66666666666666\n",
-      "====> i: 9 Loss: 0.1560917297999064 Server Test Accuracy: 91.0\n",
-      "====> i: 10 Loss: 0.15153571963310242 Server Test Accuracy: 90.66666666666666\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Train with FedAvg -> FedProx with mu=0\n",
-    "\n",
-    "n_iter=10\n",
-    "\n",
-    "model_f, loss_hist_FA_iid, acc_hist_FA_iid = FedProx( model_0, \n",
-    "    mnist_iid_train_dls, n_iter, mnist_iid_test_dls, epochs =2, \n",
-    "    lr =0.1, mu=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def plot_acc_loss(title:str, loss_hist:list, acc_hist:list):\n",
-    "    plt.figure()\n",
-    "    \n",
-    "    plt.suptitle(title)\n",
-    "\n",
-    "    plt.subplot(1,2,1)\n",
-    "    lines=plt.plot(loss_hist)\n",
-    "    plt.title(\"Loss\")\n",
-    "    plt.legend(lines,[\"C1\", \"C2\", \"C3\"])\n",
-    "\n",
-    "    plt.subplot(1,2,2)\n",
-    "    lines=plt.plot(acc_hist )\n",
-    "    plt.title(\"Accuracy\")\n",
-    "    plt.legend(lines, [\"C1\", \"C2\", \"C3\"])\n",
-    "    \n",
-    "\n",
-    "plot_acc_loss(\"FedAvg MNIST-iid\", loss_hist_FA_iid, acc_hist_FA_iid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedProx"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We will now train the model on the 3 clients, using FedProx aggregation strategy."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**NOTE** We are going to consider the 3 clients in every round ($m=K=3$) and we assume that they have the same system resources (they will run the same number of epochs each round)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n",
-      "====> i: 0 Loss: 2.3034561475118 Server Test Accuracy: 12.666666666666666\n",
-      "====> i: 1 Loss: 2.2242785294850664 Server Test Accuracy: 45.0\n",
-      "====> i: 2 Loss: 1.8722834587097168 Server Test Accuracy: 63.666666666666664\n",
-      "====> i: 3 Loss: 1.2192330757776895 Server Test Accuracy: 68.0\n",
-      "====> i: 4 Loss: 0.7412361105283101 Server Test Accuracy: 74.0\n",
-      "====> i: 5 Loss: 0.5382228692372639 Server Test Accuracy: 81.66666666666666\n",
-      "====> i: 6 Loss: 0.4193421006202698 Server Test Accuracy: 87.0\n",
-      "====> i: 7 Loss: 0.37521087129910785 Server Test Accuracy: 81.66666666666666\n",
-      "====> i: 8 Loss: 0.2531132847070694 Server Test Accuracy: 88.0\n",
-      "====> i: 9 Loss: 0.24042304853598276 Server Test Accuracy: 88.0\n",
-      "====> i: 10 Loss: 0.1759762366612752 Server Test Accuracy: 90.33333333333333\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Train with FedProx, mu=0.3\n",
-    "\n",
-    "n_iter=10\n",
-    "\n",
-    "model_f, loss_hist_FP_iid, acc_hist_FP_iid = FedProx( model_0, \n",
-    "    mnist_iid_train_dls, n_iter, mnist_iid_test_dls, \n",
-    "    epochs =2, lr =0.1, mu =.3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_acc_loss(\"FedProx mu=0.3 MNIST-iid\", loss_hist_FP_iid, acc_hist_FP_iid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Conclusion and comparison"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We notice that with both aggregation strategies the model converges to a high value of accuracy (consider that we are working with 600 images only). In this case where we have iid dataset across clients, the accuracy of FedAvg and FedProx are comparable."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 2. MNIST non-iid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We split MNIST using a non-iid sampling. We assign digits 012, 345, 6789 to the 3 different clients."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "mnist_non_iid_train_dls, mnist_non_iid_test_dls = get_MNIST(\"non_iid\",\n",
-    "    n_samples_train =200, n_samples_test=100, n_clients =3, \n",
-    "    batch_size =25, shuffle =True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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RUVFML/9EUcTn8zE4OMjAwACDg4PAldyksrIyKisrKS0tveUkoFKp5CS05ORk1Go14XAYr9cb8Yv4WkKhEH19fQwNDcmJdIIgoNVqKSwsZOPGjRQVFWGxWO75MzQaDQkJCWRnZ5OUlCRfv5IParX7fKdIfkGj0YjD4bhhHtBKEvXQRlZWFh/5yEeWNZvECsFgkImJCSYnJ5menqagoIDa2lq2bt0a0xaM3+9nYmKCH//4x5w7dw6v10tGRgaVlZXs3buXnJyc26bKS6Z3eno6Vqs1qhOGz+fjxRdf5NChQwSDQURRRKvVUlRURGNjIzt37lyRsgVqtRqj0UhWVha5ublrIlKoUqmoqqoiNTWV8+fPs7CwENHPW7UlkuRp7+vrkzeW6XQ6UlJSWLdu3ZrLcr0R4XAYt9uNy+WSQ5aCIMT8hbe4uMjU1BQXLlxgenoatVrNli1baGhooLa29q6cgLHQ33A4zMDAAFNTU3I0yGAw0NDQIEdNlttGt9vN0NAQv/71r7l48SJzc3OEw2Hy8vKoqKiIqON0OYiiyMTEBB6Ph+Li4ohb1qsmMF6vF7vdTm9vLzabDQC9Xo/ZbKaoqIiEhITVakrEkHIlnE4nHo9nzSQSOhwOJicnaW9vJxgMYjAY2Lx5Mxs3bqSysvKu/lY4HJaXB5LYrLZ/LRQKMTIywszMjCwkksDk5+cv+6YSRRG73c7ly5f5yU9+wvj4uOxIzs3NZffu3TEtMKOjozidTkpLSyN+362awBw4cIDTp0/LTj9BEDAYDBiNRsxmc9RnvZXA4XDw6quv0tnZCbBmQu/9/f309PTISwmj0UhpaSk5OTl3/DfC4TBzc3N0dnZy9OhRXC4XycnJlJWVReVmu9aSSkxMpKmp6a76dCOcTic2m41f//rXnD9/noGBAdnHo9FoyMjIiLmNnlcjZWl7vV4aGxsjXq931QSmv79fTkoSRRGVSkVRURF5eXn3hbjAlcFbXFyUM3gzMzOX5UiMNKFQCL/fT19fnywwkokvOS/vFKkynNfrxel0ylmiOp0uquMrWU9SePpeb6irHeGdnZ2cO3eO7u5uOUKmUqlITk4mPT2dvLy8mAtaSEmELpcLm80mJxPOzs4yOjoqJ7rq9foVFZ1VE5izZ89y+PBh2XxWq9Xs27dvVTZcRQO1Ws2GDRsoKyuLdlNuisfjYX5+nv3793Pq1CnC4TAPP/wwTz75JDU1NXddA0UURcLh8JpZGt4NoVCI2dlZ3n33XZ577jl6e3vl5D24ElVat24d1dXVMbPBU0La2mC325menpZ9oB6PhwsXLjA4OEhWVhaZmZnk5uauiI9KIirZXwkJCVgsFjZv3hzTN+D9zuzsLKdOnWJwcFC+6IxGI5mZmXed5u50OnnllVfkJDu44mPLzc2Va6msFiqViqysLHw+nxwlcbvdtLW1IYoiOp0Og8FwW9+QVD9mcnKSmZkZjh49Snd3N8PDw0tye3Jzc8nLy+PP/uzPqKioiGjf7hSHw8Hw8DA9PT1MTEzQ1tbGwsICc3NzDA4OEhcXx5EjR8jMzCQhIQGtVkswGCQYDJKXl0dqaipWq5X8/HwsFgs5OTlotVo0Gg0ej0cuanU7Ii4wwWAQj8eD3++XZ7b4+HhSU1PJy8u7b7J3r2Ut7J5eXFyUdxh7vV7i4uKIj4/HaDTetWPW5/Nx7tw5RkZGAGQfW35+/qo78NVqNbm5uSwuLsoC4/f76ezslMtK3sksPTU1xcWLFxkaGmJsbIwDBw5gt9txOp2yz0Wn01FYWEh1dTVbt26Niexdt9vN1NQU7e3tdHd3Mz4+zoULF+QtOmq1WhaHQCAgL2sXFhZYWFhgdnaW1NRUnE4nXq8Xh8Mh++e0Wi0+nw+NRkNycjJ6vf7WCZiR7uz4+DhHjhyhr69P9rRnZmZSU1OzJEHpfmMtZCYvLCzQ0tKC0+mUk9DS09NJSEi4axPZ7Xbz7rvvyje0TqejqKiIL33pS6tuweh0Op588kkOHDhAf38/4XCY6elp/vEf/1HeF3UnFozNZqO/v18+dUDyH8KVSTItLY2GhgaeeuopGhsbSU9Pj6q/SVoKHTp0iGPHjvGTn/yEvXv3yvk/x48f58SJE+Tl5dHY2CgXab86KdLtdnP27FnGx8fp7Ozk8OHD8vIqEAgQCASwWq1kZWVRX19PXV0dBQUFN21TRAUmEAgwOTnJiRMnWFhYkAcnNTWV0tLS+1ZcJCTHWazidrsZHx/H5/Oh1WqxWq2kpqai1WrvSiCHh4fp6urC4/HIEZXi4mKKi4uJj49f9X1YarWaqqoqhoeHSUlJkW8Ov9/P/Py8PAPfqo+SU9ftdi+xRqXIZ0NDA1arlQceeICKioqYiIRKWcSS0D/66KPs2LGDvLw8kpKS6OnpQRAEtmzZQl1dHWazWf4epKVjfHw8VVVV5OTkkJeXRyAQkFch0k7z1NRUkpKSZH/NrYjoyPt8PsbGxjh8+PCSqu0Wi4WysrL7UmCu3uqfkJAQyYOuloUoirhcLkZHR/H5fBiNRtatW0d6evpdjUs4HKa7u5uLFy/KJw2o1WpqamooKyuLyrGlarWayspK+vv7yczMxOv1yinxVydB3oyrBUUSIUEQ5K0fOTk57Nu3j6qqKh588MHIdeQukXxOv/3tbyksLOQ//af/RG1tLSkpKfh8Pg4ePIgoimzbto3y8vIlYyMIAnFxccTFxa3oxtSICUw4HGZ8fJyhoSH6+/sJBALyABUWFlJVVXXfCYzL5eLIkSNMTk7K2bDR2EV8O0KhkFyXdmZmBrPZTHl5OU8//fRdHTM6NTXF6dOnefbZZzl//jxer5eSkhLWr1/P5z73uaifKdTY2Mi3v/1tvvWtb9HS0nLXVdyk/UZGo5GUlBQee+wxysrKqKqqIjc3N+YmD8mBm5ubK++ANxgM8nlW3d3diKJIRkYGqampq9KmiAmMFGOXTFL4w8bGlJSUVT38abUIhULMzc3JSw6j0RhzFyFcGZvFxUVcLpdccU7aHXwn7RVFkaGhIXp7ezl27BhdXV3MzMyQlpZGSUkJdXV1FBYWRr3IVlJSEuXl5TQ0NCAIAk6nU65EdzPi4+NlR7fBYCA5ORmLxUJ6ejqbNm3CarVSWFhIfHx81JdE1yJVJgiFQni9XmZnZxEEAZvNRnNzM8FgkPLy8lX1fUbUgrl8+bIcVYArAlNQUHBf1X65GqmEorQJLtYuQAlRFPF4PPh8PrkcpkajkR1+tyMYDPLCCy9w5swZ3njjDURRJCEhge3bt7Nr1y4eeeSRmEg2MxgMGAwGvvzlL9PV1cXk5CSLi4u3LDRfXFzMunXr5CqEOTk5lJaWkpycvIotvzdSU1PljOqLFy/y0ksvoVKpmJ+f5+c//zn79u3jqaeeIjMzc20LjOTN7ujoYGhoSH48Pj6ebdu2kZ+fH4mPjQkEQZD/rRUcDgczMzMMDw/LW/lvRktLC83Nzbz99tuMjo5iMBioqKigtLSUL37xi+Tm5pKRkRFTBbaSk5Opqqri7/7u72Sn5c0wGo3ykkiv18unJK4F9Ho9FouFp59+moGBAc6cOSNbZF/4whdoaGi4pwTK5RAxgQmFQvJ50/CH9WxpaWlMly5YDtKZQWshm1WtVqNWqxEEAY/Hg81mY3BwELVajU6nk7NyQ6EQPp9Pvinb29s5cuQIHR0d+Hw+TCYT1dXV1NXVsXXr1pisqyxZMnv37o12UyKKdI/t2LGDhIQE2tra0Gq16PV6duzYgdVqJTMzc3XbFIk/KnmkKysr5fVfQUEBpaWlWK3WmEhGigR6vZ4NGzbQ39/P/Px8zIqMlOkqHT3i8XgYHh7mG9/4Bnv37uWBBx6QE6zGx8d57733GBkZwe/3y341l8tFbm4ujzzyCF/4wheora2N2Q1+f0yoVCrWrVtHUVERTzzxhLzpU6vVRmXJHjGB0Wg0bNy4cUnGbnp6+h3FztcqarWa9PR0JicnmZ+fj9lsXpVKRWpqKo2NjXzlK1+RndK5ublyEexAIIDZbMZkMslna0ubGT0eD6FQiOTkZCorK8nLy1PEJYaQBCXaPjAA4TY3QWzeIbfmbuzzFe3f1NQUX//61zl9+jTd3d2cPXuWkpKSlfwIuPP+KWMXe/zRjZ0iMCuIVDJT2sNRWVkZCYfaH91FehPu5/7dN31TBGbt8Ud3kd6E+7l/903fYjNRQ0FB4b5AERgFBYWIoQiMgoJCxLidD0ZBQUHhnlEsGAUFhYihCIyCgkLEUARGQUEhYigCo6CgEDEUgVFQUIgYisAoKChEDEVgFBQUIoYiMAoKChFDERgFBYWIoQiMgoJCxFAERkFBIWIoAqOgoBAxFIFRUFCIGIrAKCgoRAxFYBQUFCKGIjAKCgoR43bnIq3FalRK4egr3M99g/u7f/dN3xQLRkFBIWIoAqOgoBAxFIFRUFCIGIrAKCgoRIzbOXkVFG6IzWajt7eXN954g0AgQEJCAh/72MewWCwkJydHu3kKMUJMC4zX6yUYDOL3+9FoNKhUKhITE6PdrDvG5/MRCATw+/2oVCpUKhUJCQmoVCoE4W4CJrGFKIosLCzQ1tbGj3/8YzweDykpKTQ0NKBWq9eswIiiiMfjwev1XvecIAgIgoBer0ev10ehdWuTmBWYUCjEv/3bv9Hc3Mzvfvc7qqqqqKys5Otf/zrx8fHRbt5tCQaDvPDCC5w/f55XX30Vs9lMfn4+//AP/0BWVhYWiyXaTbxnwuEwp06d4syZM0xOTiKKIqFQiFdffZU/+ZM/oaioKNpNvGuCwSAzMzP8y7/8C//2b/+GdF6YNBFoNBosFguf/exn+epXvxrNpq4pYkpgRFHE7/ezuLjI/Pw8LS0tdHZ2Mj4+TmFhIaFQKNpNvCPm5uaYmJjg1KlTtLa2MjExgcPhIBQK0dnZKV+saxXJgpH6BFestc7OThobG6PcunsnFArhcDiYmJggHA7LVgtcEZhwOIzL5YpyK5cyNTWFx+PB5/MxPz+PzWZjcXGRcDh8R+83GAyo1WrgyriKokhjYyMmk2lFJvKYE5jFxUX6+vpob2/n+PHjjIyMoFKpSElJISMjA5Uq9v3S/f39nDhxgtdee42ZmRlUKhUej4fp6WmOHDlCfHw8FRUV0W7mPSOKIvPz89jtdvkxn8/HuXPn2LVrVxRbtnJI19nVS9mrBScWEEWRrq4uxsfHmZubo7m5mfb2dvr7+wkEAkteJ3Ft+zMzM0lISACujGEoFOI73/kOlZWV95/AeL1ezp8/z/79+/nNb37DyMiIvB6uq6vj4YcfRqOJqSbfkNHRUc6ePXvdWt7r9XL69GkyMzMpLy8nPz8frVYbpVbeO+FwmK6uLgYHB+XHDAYDu3fvprS0NHoNu89ZWFhgfn6eI0eOMDQ0RFdXF6Ojo7hcLrxeL4uLi7hcLjwezxJRuZXAjI2NyRaMZPV885vfpKGhgaeffhqLxbIsoYmpuzUQCNDV1UVnZyddXV0AsmM0MzOTnJycNWHBuFwu5ubmbrikCwQCBAIBgsEga/Fc8FAohNfrZWZmhoWFBflxrVZLaWkpaWlpUWzdvRMKhbDZbDd08AKy89pgMKxyy/7AwsICg4ODnD59mt7eXtrb2wkGg4TD4SU+oxsJgiiKN7S+wuEwoVAIj8cjP9ba2opOp2N6eprExMT7R2AcDgc//elPGR0dlR9LSkqiqqqK3NxcTCZTTJmod4ter2fr1q1s3LiRsrKyNdmXhYUFRkZG6O/vZ2pqSn5cr9ezc+dOSkpKoti6e8fpdPKb3/yGnp6eGz4fHx/P3r17KS8vX+WW/YHz58/z7rvv8vLLL+N0OhFFkZqaGiwWC0aj8ZbvvdZpLeFwOLDb7Vy6dEm2YGZnZxkcHOTs2bOYTCZSUlLuuc0xIzDPP/88J0+eZHR0FKfTCUBubi4VFRV89rOfpaqqCp1OtyZvyqtRq9Uxt5a/G6anp+ns7MTj8cgWWlxcHPHx8aSkpKyJCN+NCAaDjI+P43A4bvi8Wq0mKyuLpKSkVW7ZFd/IyMgI3d3dDA0NUVdXJ0cly8rKMJvNxMfH3/SautUSqaWlhb6+Ptra2pY4hiWH73KJCYEJh8O89tprvP7668CVZVFcXByFhYVs3LiRj33sY1Fu4Z0jLX+CwaD8mCiKqFQq1Go1Op2OuLi4KLZweczMzNDV1YXX65UvQJ1OR3x8PGazOapLiHslHA7j8/nkaN/VSEsLjUZDenq67BBdTbxeL/39/YyPj2Oz2di5cyelpaXU19eTn59PYmLiPeXmhEIhVCoVgUBgifBIOVsajWbZE2HUBcbpdDI5OYnb7ZYfy83NpaysjP/yX/7LmnIa2u123njjDd566y1OnDghO9tUKhWpqamUlJTw53/+56Smpka7qfdMc3Mzzz333JII0oYNG2hoaKCwsHBNWjADAwO0trayf/9+2XqWZnOVSkVSUhLp6enk5+djNptXvX1ut5vm5ma2b9/Oxz72MSoqKjAYDOh0unsWAbvdTk9PDz/72c84fvy4HHUSBIGCggJqa2vZuXMnGRkZy2p7VARGFEWCwSC9vb1MTU1x+fJlOZxrMpkoLy9n+/btWK3WNXMzBgIBFhcX6ezsZGJiQp7hpcHPycmhtLQUi8WypjNBvV4vNpttiTmdnJxMeno6Wq12TTjhr0VaIjidziXhXWnsDAYDJpMJi8USlUxynU5HSUkJBQUFZGVlkZqaKkd+7hZRFJmammJ0dJQzZ84wODjI/Py8fK2q1WoqKyspLy/HYrGg0+mW1faoCEwwGMTlcvHaa6/R2trK6dOnmZ6eJi4uDqvVyp49e/jsZz+L2Wy+5y9ytfF4PMzOznL+/HkmJiYQBEG+2VQqFevXr2f79u1rpj83QxTFJVELgJSUFNLT09esX+n48eMcOnRITq6TrE64IjJJSUlkZGRQUFAQlSVgSkoKH/nIR1bkb4XDYS5cuMClS5d4/fXX6e3tlSNnKpUKnU7Hww8/TENDw7KcuxJREZipqSkGBgZ46623GBoawmaz4fP5MBqNPPzww9TU1JCUlLSmZkNpZu/o6MBms8mPx8XFkZCQwPr16+W9OmuRUCiE3W7H6XReF343mUykpqauWYHx+XxLlujXsmnTJh544IE1kYN1K6To3w9+8AMGBwcZHR2V+63RaKiqqmLjxo08+OCD5Ofnr8hnruo3Fg6HcTgcDA4OcunSpSWhzpSUFHJycqipqSE7O3vNOUKdTqecCOX3++XHdTod2dnZ5OTkkJmZuWZvwmAwyOTk5JI0dMkRaDabSUlJWdN9u1VeUlZWFoWFhWtqwrsaURRxuVwMDQ3R3NzMxYsXmZ6elp270taV0tJSNm/eTF5e3or5mlZVYOx2Oy+99BJvvfUW77zzzpL17qc+9Sl27tzJ3r1712R2a2trK2fOnLluD0h+fj5f/OIXqaurIz09PUqtWz4Oh4OXXnqJixcv4vP5AEhISCA3N5fGxkY2bdq0Zq2z2yH5mNaqgLpcLo4dO8YvfvELXnnllSWZvlqtltTUVD7/+c+zfft2du7cuaLjGHGBkRy6U1NTDA8Pc/DgQfr6+mRx0Wq1smO3srKSuLi4NTmQ3d3dtLa2XicwUnh6rc5+cMWBbbPZOHXq1JIkyJSUFB544AEyMzPX5KQgLWvn5+fl6NGNWMt5SxMTEwwNDfHzn/+cS5cuLUkvANi1axfr169n9+7dFBQUrPgkEXGBkVLLBwcHaWtr4+jRozgcDtk0MxqN5OXlUVpaumazQAE5dXulEpRiCa/Xy8LCAs3NzUvC05LApKWlrUnrxev1MjExwfz8PIuLi9eNnRRVWYv1e6QSGtKy6KWXXpKXRFIAQq1W89BDD/Hwww9TWVkZkUkwogLj9XqZn5+nv7+fb3zjG5w7d47Z2VnC4TAajYYnn3ySyspKHnjgAcrKyiLZlFXh2ghLOBy+423zsUxnZyfNzc0sLi4usTwzMjLYtm3bmkkluBan08nQ0BCTk5NyqFYiHA6Tnp5OQ0MDjY2NlJWVrRkr1OPx0NfXx8GDB3nllVfo7u6W/YKCIJCfn09JSQmPPPIIe/fupaSkJGJ9i5jAhMNhObW5paWFnp6eJXtXpI4WFxdTUlKypirV/bExMTHB8PCw7AgVBIHs7Gyys7NJTU1ddq5EtFhcXKStrQ273X7DjakGg4Hc3FySkpLWRB/D4TB+v5/z58/T1dXFyZMn6e3tZXp6GlEU0ev1JCQksHnzZioqKmhoaJDzlyJFxATG7/fzwgsvcO7cOQ4dOnTd81LGYGFh4ZrdgXstkukpmdpSyvVap6uriwsXLiyJHjU1NdHY2LgiuRLRYnh4mF/84hdy3pKENHYJCQlYrdaobA+4F3w+HwsLCzzzzDO0t7fT3d0tP6dSqUhOTiY/P5+//uu/pqioaFX2VUVEYBYWFpicnKS5uZm+vj7Z9IyLiyMzM5Pdu3eza9cutm3btmbrt0qMjo5y6tQpLl++jM1mk/uqUqmwWq3U1dWxY8eONVnBLhAI4Ha76evro7e3d0nfcnJy1nRUDJDLFFxrvQiCgNFopKCggD179sT8BChV2jt48CDHjh2jubmZubk5+fm4uDgyMjJ43/vex/ve9z4KCgpWbUvHigqMFDGanJyku7ubkZGRJR3VarWUlZXxwAMP8P73v3/NJdPdCJvNRltbG7Ozs0tqagiCQE5ODoWFhRQWFq7JTYDBYJDFxUVmZ2eZm5tbsuU/NTU1KvtyVgrJCer3+6/zkwmCgNlsJjs7m+Li4phevgcCATweD4ODg5w/f57Dhw8zPj4u+1zi4+MxGo2UlZXJSXQmk2nV7rsVFRi/38/g4CA//vGPeemll5iamlqyqzgrK4vvfe97pKenR2XbeyQIBoPY7Xa8Xu+SmVCtVvPggw+ycePG29bqiFWkKMu1xaUEQaCsrIzCwsLoNW6ZSKcH3MgJr1ar2bFjB5s3byY5OTmmI0hSedm//du/lZ3VV/dp9+7d1NfX86lPfYqUlBRMJtOqtm/FBMZmszExMcErr7zC+fPnWVhYIBQKodPpMJlMVFdXU11dTVpa2pqczW/FjcLSKpWKmpoa1q1bF4UWrQwLCwtcuHBhydYHibWc2xMKhejo6KCvrw+n07lkEpRYqXIFkUZaxl6bZZ2SkkJpaSlbt26Vi1LdaJOtzWbD4/Hg9/vlI3ba29uXWOMJCQm8//3vvydn8IoIjCiKTE9P09HRwXPPPcfs7CxutxtBEEhISCA/P5/HH3+c+vp6jEbjmr0wr0Uys0Oh0JIcCqnuS21t7ZrN7RFFkdnZWU6dOnVDgVnLhEIhLl26RFdXF4uLi9FuzrIIBoNywuDVQpmamsq2bdtoamqipKREFpers+fhSoRwbm4Ol8uF2+3G4XDw4osvMj8/D1wR2szMzHvOsF+2wDidTqampvj2t79Nc3MzY2NjBINBBEEgNzeXpqYm/v2///cUFxdjNpvvG3EJhUJcuHCBAwcO8OKLL8qJWgCPPvoojz/+eMw7B29GKBSipaWFw4cP8/rrr6/5m/Bm3CwhUnp8LSdMzs7OcujQIfr7+zEajXIlxWvp7e2VM5mlidJms8mO4ccff5zNmzffc5h+2QLj9/ux2WwMDg4yMDCA3+9HFEXi4uKoq6ujoaFBLuu3FtPJb4XT6cRut8tqLyGVM1xrGzavxm63y5s3ryY+Pp7k5GSSkpLuu6WuhJSjlZmZGe2m3Jart6JIpSbgiv9MKuSm0+luWpN3fHycxcVFfD4fOp0OvV4vb3bMy8ujurqa4uLiezYMli0wXq+X6elpJicnr4sY/fmf/zllZWVrPpx5O6798tfy3hW4MnM7nc4bljDIzs6murqadevWrYkb8FbcbJzi4uJ4/PHHo1rg+06Ji4tDq9ViMBgQRVFeAnk8HsbGxhgbGwNuXvRbekyn05GZmUlBQQGf+MQnKCwspKioiLS0tGVF0SKSB7N+/Xrq6urIzc1dsxGU2+H3+/nFL37BhQsXrnvu/Pnz+P1+qqqq1mQJSbgyQdzIAtu4cSNPPvnkfRMFvJaSkhIqKyvXTIaydJTPf/gP/4G2tja6u7sZHh7G5/PJPplrl3pGo5GEhAQsFgvl5eWkpaVhNBopLCyUK+clJiaSkJCw7OqLKyowarUag8FAeXk5W7duJTk5eU2Xh7wVoVCItra2JYePSUxMTCCKolzWYK0hna1jNBoxGo1yMprBYKC4uJjNmzfft8ujtLQ0qqqqSEhIWBMbOE0mE2q1mj179pCYmIhWqyUQCOB0OuVKdVcLjEqlIjs7m+TkZPLy8ti8ebO8HUKyWlaSFRUYk8nE+9//fj70oQ/x8MMPo9Vq1/RS4Vao1WrKysrwer1LloZw5SKtrKxcEzPgjVCr1WzZsgW9Xs/8/Dyvv/468/Pz/Mmf/Al1dXUkJyeviZvvblGpVFgsFqxW65ryFyYmJrJlyxY2btyIz+eTS9BKe/+uFhiNRsO+ffvkQ+Ti4uJk/03M76aWtgKYzeY1e3PdKRqNhgcffJCEhARsNpucVJiTkyOXWFyryyO40r+cnBz27NmDxWLB7XZTXV1NWVnZmhcXlUolV6mrqKhgZGQEt9tNQkICeXl51NTUrCmBgSvjpdFo5BM2s7KylpTWkFCr1WRmZhIfH78qJUBX5BOk2i46nY6srKyYTq1eKTQaDY899hgZGRmMj49z5swZ3G43NTU1PPTQQzz22GNr3v+UlZXFY489xmOPPRbtpqwoKpWK/Px8XC6XXJc2GAySkpLCunXraGxsjHYT7xlpD1ysINwm1n/bRABpL4SU/5KRkbHs82yXyd2syZaV6BAKhXC5XMzMzOByuQiHwxiNRsxmcyRPRLjT/q3FJI5VGzuv14vH48Fut8t1bqTcjwhGPf/oxm7ZAhODrNpFGiX+6C7Sm3A/9+++6dv9kVaroKAQkygCo6CgEDEUgVFQUIgYt/PBKCgoKNwzigWjoKAQMRSBUVBQiBiKwCgoKEQMRWAUFBQihiIwCgoKEUMRGAUFhYihCIyCgkLEUARGQUEhYigCo6CgEDEUgVFQUIgYisAoKChEDEVgFBQUIoYiMAoKChFDERgFBYWIoQiMgoJCxFAERkFBIWLc7tiStViNSikcfYX7uW9wf/fvvumbYsEoKChEDEVgFBQUIoYiMAoKChFDERgFBYWIoQiMgoJCxLhdFCnq+P1+bDYbnZ2djI+PMzk5SUlJCXV1dWRkZBAXFxftJt63LC4uMjExweDgIDabDbfbzfj4ONPT02zYsIH4+HhUquvnKJVKxYYNG0hOTiY5OTkKLb9COBwmGAzyzjvvMDU1BYDRaCQ+Ph63243JZKKgoAC9Xo9GoyE+Pp74+Hj0en3U2rwazMzMsLCwwODgIIuLizgcDlpbW0lLSyMvL4+HHnqIlJQUdDrdsj8rpgUmEAiwuLjI4OAgp06doru7m7GxMbZt24bVaiU1NTXqAiOKIsFgkEAgQCgUIhgMIooigiAQFxeHSqUiLi4OtVp9w5sxlnE6nVy+fJnTp08zNjaGzWajo6OD3t5eHn/8ccxmMxrN9ZeQWq3GaDRSUFCAyWSKWr/D4TA+n4/jx4/T3t6OKIqkpaVhNpux2WxkZmZSX1+P0WjEYDBgNptlUdRoNKjV6qhfX8shHA7L/wBCoRCBQIDh4WFGRkY4d+4cMzMzTE9P8/bbb1NUVMSGDRuoqqpCr9ff3wITDoc5fPgwZ86c4Xvf+x5arZbMzEyef/550tLSSExMRK1WR7uZzMzM0N7ezqFDh7h8+TLHjx8nHA6jVqvZsWMHxcXFbNq0iZqaGjIzM294Q8Yqvb29fP/736e9vZ35+XnZIhBFkd/97nc3FQ61Ws3IyAj19fV88YtfxGKxEB8fv8qt/4P129XVxblz57Db7ahUKtRqNaFQCLVajVarRRAENBoNZrOZrKwssrOz2bZtG+vWrWPnzp2r3u6VwOv1Mj8/T19fH3a7HYCuri46Ojo4fPgwi4uL8qQYDocJhUIMDAwwMTFBTU0NDQ0N7N27d9ntiMmrfWZmhrGxMQ4dOkRraytzc3M0NjZSV1dHZmYmiYmJCMLd5GStPOFwmP7+fi5fvszBgwdpbW1lbGyMsbExRFFEpVLR2trKzMwM8/PzLCwsUFhYiNVqxWg0kpiYGNX23w6/38/i4iLT09M4HA7cbveS571e703fKwgCvb29qFQq9u/fz86dOykqKop0k69DrVZjMBjQarWyRVJWVkZRURGDg4M4nU4cDgcajQaVSoXb7WZsbIy5uTmCwSAjIyP4fD7S0tIwGo2kpaWh1+tjegkliiJjY2NMTEzQ3t5Ob28vDocDgJGREUZGRpiZmSEcDpOYmIjH45EtnGAwiNfrxePx4Pf7V6Q9MSkwPT09vPvuuzz77LPMzMwQFxfHY489xr59+4iPj4+6uMCVwTh06BBHjx7lZz/7mTxIEuFwmEuXLnHp0iV+97vfcfHiRSorK/ngBz9IcXFxTAuMKIryzWez2QgEAnf9/p6eHiYmJhgeHiYrKysqAqPT6dDpdKSkpJCamopKpeLJJ5/k4x//OC+//DKDg4N0dXWRlJSEKIoMDg4yNjZGd3c3LS0tpKSkcOTIETZv3kxxcTFbt24lIyMjpgUmFArR0tLCmTNn+MUvfsH4+Dgul0t+XhAEDAYDycnJFBQUMDExgd1uXzFBuZaYEpj5+Xm++93v0traSmtrK6FQiE2bNvGnf/qnbNy4kdzc3JhYFkk3znPPPUd/fz/hcJiqqioyMjJISUmhvb2dzs7OJe9paWmhv7+fs2fPsm3bNvbs2cOOHTswGo1R6sXNEQSBpKQk0tLSKCwsxOFw4PF47vrv+Hw+Jicn6erqoqCggLKysqiNn1qtxmQyYTKZSE1N5UMf+hAOh4PZ2VmSkpLQaDR4vV7Gx8cZHx9nYmJCdoS+9957vPXWW7zwwgsUFRVRUVHB5z73OSwWS1T6cjO6u7vp7OzkO9/5jmypeL1eBEEgPj6ehoYGNm7cSGVlJampqeTk5PDLX/6S5uZmDh48SCgUWvE2xYzA2Gw2RkZGOHHiBP39/YyPj1NZWUlNTQ0PPvhg1NbxVyM5dEdHR7l06RI9PT3Y7XbMZjOVlZVYrVbS0tJQq9X4/X6mp6fx+/0Eg0EcDgd2u53JyUkMBgMmk4nKykrUanXU+3UjNBoNJpMJq9XK2NjYHVkxoiji9/vx+XzAldnU5XIxMjJCf38/paWlURMYQRDQarXExcWh1WrJzc0lEAiQnZ1NYmKi7BubnZ1lenpaXmZoNBqcTqfs8Lbb7SwsLLBp0yasVitZWVkx48CfmZnh8uXLtLW1YbfbiYuLk+8bi8VCfX09W7dupbq6mqSkJMxmMwcOHECj0URsVRAzAvP2229z4sQJTp48iSAImM1m/ut//a+sX7+e/Pz8aDcPuLIsmpqa4pVXXuFnP/sZc3Nz5OTksHXrVv7jf/yP1NbWEhcXx+joKP39/fzjP/4jw8PDTE9Ps7i4iN/vJxQKcerUKVpaWsjKyqK+vp5NmzZFu2s3pLCwkE996lMYjUYGBwdv+VpRFPH5fPT399PT0wNcWSa63W4OHjzI3NwcO3fujKmoTFxcHGazecljFouF1NRUKioqEEWRJ598ktHRUYaGhvj+979PR0cHb731Fh0dHWzZsoW//du/jYnJD2B4eJhz587h9/sxGAxkZGTw0Y9+lPXr11NfX4/FYsFsNiMIgiz8J0+e5OjRowSDwYi0KeoCY7fb6e3t5fTp05w/fx6/309KSgq5ubmkpaVhMpmi3UQZr9dLS0sLw8PD2Gw2jEYj5eXlfOxjH6OgoACdTodKpSI1NRWNRsO/+3f/jvn5eebm5ujs7GR4eJgzZ84QCATweDy89tprjI2NkZ+fj9lsjrm1fUJCAkVFRTzxxBNyJOJmiKJIIBDg8OHDiKLI8PCwvK4XRfE6H1UsI83mgiCgUqmwWCxoNBo+/vGPc+TIEeCKpdPc3MwzzzzDU089RV1dXTSbDEBdXR2JiYk88MADCIJAQkICZWVlpKeny74jydJyu9309PQwPz+P1+tFFEU5F6iuro7KysoVaVNUBSYUCjE3N8f58+dpbm6mu7sbALPZTF5eHikpKTExM8CVm8TtdtPW1sbY2BgejweLxcK6det49NFH5ZwXuJLMZTQayc3Nxe/343A4OHLkCK2trfT09GCz2XC5XBw4cACn08kTTzyBVquNOYExGAzk5uaSm5t729eKoojX65W/o4mJCVlgBEGI2tIoHA7LAnevy5jExEQSEhJITU0FYGpqioMHDzI0NMTzzz9PQ0MD5eXl8gQTLSoqKqioqLij17pcLnmJL1kver2e5ORkqqqqKC4uXpE2RU1gwuEwJ0+e5NixY3zrW9/C6XSi0WjYtm0bu3fvZt++fRQVFWEwGKLVxCXMz8/T3d3Nv/7rv8qRrY997GM0NTXJuRQ3QqvVkpKSwqOPPkpjYyMGg4GDBw9y4MABQqEQQ0ND/Mu//Auf+cxnaGxsXJHkpmjgdDr55S9/yW9/+1vOnDkj+2EAOfN6tXOAPB4Pc3NzTExMMDs7S1pa2j3/LUEQ0Ov17N27l6amJrmfP/zhD3nmmWc4dOgQf/3Xf01aWhpJSUkr2IuVx+l00tvby89//nNGR0flx3ft2sWTTz5JZmbmin1WVOTW6/UyNzfH6dOnaW5uZnZ2FkEQSE5OZufOndTX15Ofn49Op4uJkDRcUXybzcbMzAyhUAij0UhVVRWFhYW3baNKpZIdbQ0NDRQXF2M0GlGpVCwuLtLW1sbw8DBzc3OI4tqrNeTz+Zifn+fUqVP09fXJJrdkuaSlpZGTk7Pqs3swGMTtduN2u2+Zt3OnSNGYjIwMqqqqqK+vZ+PGjXg8Htra2uju7mZ6enoFWh45wuGwHG0aHx/H4/GgUqkwGo1kZWVRUlKCVqtdsc+LigUjhf9++tOfMjAwIDt1S0pKePrppzGZTDHlDIQrUa65uTk8Hg8mk4ns7Gy2bt16Vw5og8HAQw89xNDQEIcPH8btduNwODh9+jQ7d+4kNzeX9PT0NZXtC1e+m6GhIX75y1+yuLgoPy7N+oWFhZSXl6/6MknaarK4uHhdouByEASBmpoa0tPT0ev1/OAHP6CtrY2DBw8iCAIlJSUr9lkrTSgU4q233uLMmTOMjY0BV5zdWVlZ5OXlkZ+fv3YFJhgMMj4+zv79+3n33XcZGRkhLi6O9evX85GPfISGhgY5JyHWkLJ2RVHEbDZTUFBAfHz8PbV106ZN/MVf/AXf+MY3GBkZwePxsH//fubm5qivr4/pJLyrWVxcZGhoiJ/+9KecPXsWl8u1JJdCq9WSmppKfn4+BQUFqy4wfr8fu91OIBBYcctQq9WSnp7O7t27aWtrIxQK8eabbxIKhcjLy6OkpCTmfGpzc3OMj4/zzjvv0NvbC1zpR1ZWFl/72teoqqpa8b1jq2azSnsjOjs7uXDhAufOncPr9WI0Gqmrq6OpqYmNGzcSFxcXM8uiq5mZmWFqagpRFElMTJQ3Wt5LW7Ozs9m0aRNpaWmyE3t0dJTOzs6Yibb4fD78fv9N2+N0Opmenqa9vZ1Tp05x+vTpJbkyKpWKxMREiouLSU9Pj0pCoc/nY25uDr/fL28+XSmRU6lUGAwGsrOzKSsro7S0lNHRUUZHR5mamrrr7OfVYHZ2lq6uLgYHB5mZmQGuBCQyMzPZsmULRUVFK37/rZqp0NLSwqVLl/j7v/97FhYWcLlcZGRksGvXLn7wgx/I+0FilYGBAXp6ehBFkYyMDMrLy+95GZeSkkJiYiK1tbUEg0Hm5uZkH0+0fTBSMmFXVxd6vZ6cnBwMBsOSGzMUCnHy5EnOnj3Ls88+y9TU1HU+DpPJRH19PV//+tcpLCxc5V5cQYr22O12dDodVqv1uryXlWDfvn2Ul5dz4sQJAoEAg4OD1NbWxlyW9sGDB/nBD37A3Nyc/FhjYyONjY1kZ2dHJMCwagIzMTHBwMAACwsLeL1e1Go1+/bt44EHHljRNV+kmJ6eZnJyUnZeLlcM1Wo19fX1eL1eTp8+HVVh8fv9OJ1OWltbmZqaYnp6mo6ODkwmE+Xl5RQXF5ORkUFJSQkLCwtMTU1x4MAB2tvbmZ2dXRIxgiuze0NDA42NjeTm5kYt1UAKT0tjlpiYGBHfXlJSEhaLBZPJhN1u59y5c+zZsycmthKIoojL5eLUqVNcvHiRiYkJgsGgvHzdsmULDzzwQMTcEhEXGFEUCYVCjI+PMzw8LDvbEhIS2LdvH9XV1ZFuwoogpZDDyuR1qFQqamtrsdlsK9C65eFyuRgfH+fAgQNyvZfu7m5SU1Opr6+XSxdkZWUxNjZGV1cXBw4cYGRkRN6pK6FSqdBqtTQ2NtLQ0LCs0PBKolKp5MJSK4209cNkMuFwOGhubsblcsnCFk1CoRA2m43f/e53XLp0iZmZGURRxGg0kpeXx+bNm9m6dWvE/GMRF5ihoSEOHjzIz372M9rb2xEEgaamJrZv305jYyMZGRmRbsKKU15ezp49e5ado5OSkhIRk/1Okbbnf+c73+Hs2bOcO3dO9r1Ie6kOHTrEmTNn0Ov1WCwWXC4Xbreb2dnZG/oZqquraWpq4sknnyQvLy8Kvboxfr+fgYGBiAu63W7HbrfT399PcnIyWVlZEf282zE0NERbWxs/+9nPcDgcsu+oqqqKr3zlK5SXl0d0BRExgRFFEbvdzsDAAMePH5ejJdnZ2VRWVrJp0ybMZnPMhaNvhbQjNyUlhfT09GWpvlTkKJq7wx0OBwMDA7S3t9Pd3b1kbQ5/2KzocrlQqVRynZRgMHid81elUpGcnExxcbFczjSWomHhcBin0xmTztdIIAVVzp49y6VLl5ifnycYDKJSqSgpKaGyspKKigqSkpIiamVFTGCkhJ6jR4/y3HPPEQqFSEpKYuvWrezdu5fHH388Uh8dMXQ6HTk5OeTn55Oenh5183e5DAwM8OKLL3Lu3DlGRkZu+Vpp4+LN0Ol0rF+/nu3bt/O+970Pk8kUU99PKBRicXHxOn/RSqPVajEajZhMpqhuc5mZmeHEiRP8n//zf7h06ZK8HUCtVvOBD3yAxsZGamtrI96OiAlMKBTi/PnzdHV1EQ6HsVgsFBcX8+Uvf3nF9jlEA8nBu9ybRyrqJN20BoNh1Sr1iaLIwsICvb29HDx4kIWFhWX9vZKSEoqLi/nLv/xLCgsLsVgsMVG3x2KxsGnTJo4ePbrsPt4Kj8eDw+HA4XCQkZFBaWkpWVlZJCQkROwzb4YoiszMzNDW1sZrr73G6OiovCfMarVSWlrKI488gtVqXZX2RERgpBTty5cvMzIygiiKZGVlUVpaSkNDQ8zsL7pbpBCuVMd0OZGkcDjM1NQUs7OzAPJ6fTVC9eFwWC5LOjAwsOw0+qSkJLKzs9m8eTMJCQkxk25gNBopKSkhKSmJuLg4uTi73+9fUb/DwsICExMTuFwusrKyWLduHUajMSoJo+FwmJGREXp6emhpacFms8k1orOzs6mvr6e0tHTVIlwR+QbGxsbo6enhzTffZGJigri4OD75yU+ya9eumx51sRYIBoNMT08zNzeH3W6/56xHSYC///3vc+HCBQDe//738+ijj67KZke/38+vf/1rjh8/viJOz9nZWcbGxpiamiI9PT1mNvulpaWRkpLC+vXrcTqdTE5O0tvbS1dX14o6N3/1q19x4MABhoaGKC0txWq1Ri31wu/3y1Uhe3p6ZHFJS0tj165dfOELX1jVwMKKC0wwGKS1tZX33nsPm82GTqcjMzOToqIicnNz16y4wJXZYXFxkf7+fi5evEhTU9M9pYP39/dz4cIFebu80WiUa3asxvcTCoUYGxtjfn5+Rf6e5Cz+0Y9+RFFREcXFxaxbtw6TyRTVZDPJkV5QUMD4+DhDQ0N0dnZy8OBBCgsLlyUCXq+X6elpTp06JVdhrKuro66ujvLy8qhY6R0dHbS1tdHR0cHExAShUAiNRkNqaiof//jH2bRpE8nJydctX0OhEDMzM3R2dtLS0oLP58NgMJCfn09DQ8Mdleu4GSsqMOFwGI/Hw8WLF3njjTdYXFwkIyODiooKrFbrim4DX21UKpXsN7l8+TInT55kw4YNdy0woVCIjo4OXnnlFQYHB/H7/WRmZpKWliYXpo40oigyOTl5XdToXrHZbNjtdr773e+yfv16Nm/ezEc/+lHy8/NjIpvVarUyNTXFb3/7W1paWvB4PHz4wx8mMTHxrr9vKXnPbrfT1dXFj370Izo6OnC73XzpS19i69atK1as6W4IBoOcO3eOV199la6uLtxut1wmNCMjgy984QvyiRwS0plJXq+XgYEB3njjDZ5//nnsdrts8aSlpcWOwExOTvJP//RPHDt2TK4zUVxczOc+97llNTIWqK+vx+Px8M4779DS0sLCwgJ79+7FarWSkpJy2/c7nU4WFhb49a9/zeHDhzl06BAej4eKigr++q//ms2bN6/pyJRUj7etrY3BwUECgQCbN2/mM5/5TLSbRkZGBtnZ2fKRHna7nR//+MfU19ezZ88etFrtbYVGmuUnJiYYGhrimWeeYWhoiNnZWRoaGqisrOTjH//4que9BINBJicnefbZZzlx4gQXL17E5/PJ11FDQwP19fXk5eXh9/sZGRnBZDLJ50WdPn2agYEBOjs7mZiYwOl0otfrKSgo4IMf/OCy79sVFRiv10tra6tczcxoNGKxWCgpKYmZynT3SnFxMbOzsxw+fFjOfO3s7ESj0dxUYPx+P16vVy5nMDY2JtdMcblclJaWUltbS01NjVxmM5aQImYmk0neuBgMBvH5fIyNjeFyuXA4HHJOjCiKeDwefD4fNpttSemGaJKenk5+fj5Wq5XZ2VmcTifNzc2oVCqKiorIz8+/Yc6O5NSXkucuXrzI+Pg4IyMjdHd343K5yM7Opra2lrq6OnJyclY990cqKH/27FkGBgaw2+3ythNBEOSxOHPmDC6XS/Yd2u12Ll++zMWLF+XzkkRRxGQyUVxczPr16+W6RcthRa9ot9vNpUuX5BP0srKysFqtd1zGL5bZuXMnqampvPzyy3LhqRdffJHZ2dkb5hNIoeCRkRGOHTvGG2+8QVdXF1NTU8TFxZGYmMhXvvIV6urqYna7hJReX19fT11dHV/72tfkkxF++MMf0tnZyfnz5/F6vUvKNEiFmWIlWlhdXY3FYuGpp57i3Xff5dSpU7z55pv09vbi8/n41Kc+xbp16657XyAQwG63c/r0adrb2/nnf/5n7Ha7fK51WVkZTz75JI8++ihlZWVR6NkffEHvvvvuDctStLS00NHRwdtvvy1H0TQaDYFA4Lq8JqnMxJe//GXKysqoqalZdvtWTGCkg7quPps5NTU1ZiIKyyU5OZnS0lK+/OUv884778gXnVQNLD09HYPBQDgclrftd3Z2ymI0OjqKy+XCYrHQ1NTE7t272bFjB+np6dHu2nUIgkBGRgZFRUVs376dzZs3y0XNk5OT0ev1fO5zn2NycpLOzk4GBweZnJzk1KlTcir69u3bV+QCXSnMZjMf/vCHMZlMZGRk8M477zA6Osprr71GS0sLRqMRQRCWzP7SWc6S1SMIAvn5+VgsFvbs2UNRURENDQ1R3Q4gHX9rNBpxOp3XJRJefWa65HO5up9SWY09e/awfv16NmzYQE1NzYoV218xgfH5fPLaT9oMKO0wvR/Q6/WkpaWxc+dOBgcH6ejoYHp6ms7OTpKSksjPzyc+Ph5RFLl8+TJdXV20tbXh8/nkI0zj4+MpKipi06ZN7Nu3b8Wrh90pgiBgNBpJSEiQLzZBENDpdPK5QUVFRdTW1rJnzx5qa2vlgtdqtRq9Xk9jYyOLi4tYrVZZZGZmZlCr1SQmJlJRUREzx83AlfGrqanBbrcTCoXk87al5U4wGFxy40nbODQajXxCZHZ2Nrm5uVitVh5++GHy8vLIzs6Oar+kaysvL4/Z2Vl5ySr9CwQChMPhJekP0tHG0lhaLBa2bt1KfX099fX1K5pKItymTMAd1xCw2Wx0dnbypS99SR7E//7f/zsbNmygqalp+S29c+7GS3rXNRKCwSD79+/n0KFD/PCHP8ThcMgHb0mOtVAoJP8zGAykpaWxb98+amtrefzxxzEajcsZxDvt3037FgwGOXnyJO+88w7PPPMMHo+H+Ph4tm/fTkVFBaWlpezcuZPk5GTMZjNqtfqmzmepn36/n7m5OVQqFXFxcbJP6S6d1hEdO7jSd7/fT0tLCwMDAzQ3N/Pqq68yMDDwh0YIAgUFBaSnp1NRUcHGjRvJz8+noqJCPldcq9Xe8nu5Ccseuxvh9XoZHBzk7NmztLa2ylnFUug5HA7z6KOPLvHxSbWFa2tr5aVRXFzccvyAN+zbilkwksJ/+tOfxuPxIIqi7Pi6n9BoNBQXFyOKouzwGxkZkY9/kC4+rVZLYWEhaWlplJaWUlNTQ25urnzjRTMfSKVSUVBQwPbt2+V1uVarpbS0lMzMTDknx2Aw3PaCU6vVqNVq+dgWyXqN5GmBy0GyTAoLC0lMTMRsNpOcnCxnVEtYLBa52ltBQQGpqalkZGTIVl4sIZW9rK2txWKx4PV68Xq9LC4uMjExgSiKVFdXL7nmpGVVXl6efCZXJMZrxSyYGCLisyBcmQkPHz5MR0cHhw8flqvp5+TkyJvdHnnkEYqLi2lsbFxJQYnILBgjrMrYRZE/urFTBGYZLC4u4vF45F264XBYzqmQSjtotdqVDl3+0V2kN+F+7t990zdFYNYef3QX6U24n/t33/Rt7W4MUlBQiHkUgVFQUIgYisAoKChEjNv5YBQUFBTuGcWCUVBQiBiKwCgoKEQMRWAUFBQihiIwCgoKEUMRGAUFhYihCIyCgkLEUARGQUEhYigCo6CgEDEUgVFQUIgYisAoKChEDEVgFBQUIoYiMAoKChFDERgFBYWIoQiMgoJCxFAERkFBIWLc7tiStVgsRqnreoX7uW9wf/fvvumbYsEoKChEDEVgFBQUIoYiMAoKChFDERgFBYWIoQiMgoJCxLhdFGnFuHTpEmNjY/T29pKfn4/VaqW8vBydTrdaTYgqL7/8Mj09PaSlpVFRUcGGDRuIj49fyTOrVxybzcbAwAAAdrud119/nVAohEqlIjs7m8zMTNavX4/VasVkMkW5tSuL0+mkp6eHN954g9TUVDIzM3n88cfRarXRbtqaIuICEw6H8fv9tLa20tLSwokTJ2hoaMDtdlNUVPRHIzCHDx/m4MGDFBQU4PP5KC0tRa/Xx6zA+Hw+pqenuXDhAoIgMDExwfe+9z2CwSBqtZry8nIqKioIhUIkJyffVwIjiiI2m4329naeffZZrFYrZWVlPProo2g0mqiPmXQOeigUuqPXq1QqNBoNgiAgCFeiyYIgoFKp5N8jRcQFpq+vj9/85jf89Kc/paurC7/fj81mY3Jykl27dmE0GiPdhJjB6/Vy7Ngx0tPTqa6uZuPGjSQmJka7WdcRCAT41a9+xfHjx3nxxRcRBIFQKEQoFEIQBERRpKenh4GBAQ4dOsSPf/xjCgoKot3sFSMUCvHee+9x4sQJJiYmmJ6eZnJykvn5eVQqFfHx8VFrm8/n46c//SmTk5PMzc3d0XsMBgN1dXWYzWb5ektMTCQnJwej0UhcXFzE2hsxgZFmgaGhIc6cOcP4+DhOpxO4cqO53e47VuC1zOLiIoODg0xPT+P3+8nKyiI9PZ3k5GQ0mlVbod4xzc3NXLp0iePHj9Pd3c38/Lw884miKM94fr+fQCCA1+tl//79uFwuioqKyMrKIjc3N8q9WB6iKDIzM8Pc3ByhUAi1Wh11q0UiFArR29vL0NAQo6Ojd/QenU7H7OwsCQkJGAwGAOLj48nOzmbDhg1kZ2eTkZEREWsmogIzNDTExYsX+e1vf4vD4YjUR8U0ExMTvPbaa1y+fBmv18vu3bupr69n3bp1Mbk8fOGFF/jmN78pX2zSyZ9X/3/tY8888wzPPfccn/70p9m7d+99ITDT09OyhZCQkEBSUlJMLI+CwSCdnZ10dHTQ29t7x+87cODAkt+1Wi1ms5mvfOUrbNu2jbS0NNRq9Uo3NzICEwqFcLvdvPHGG5w5cwa73b7EWpmdnaWtrY3vfve7lJeXs3Xr1iXvT0lJIS0tLeqDuVxmZ2cZGhriwoULzM/PI4oi8fHxxMfHo9PpIr7+vRvsdjsHDhygp6dHXp9LAiJZMOFweIk1Iz0H4HK5eP3118nJyWHfvn1R60ckKCwspKamhqSkpKg7eePj4/nP//k/c/HiRX7zm9/g8/nueCXg8/nwer20tbXh8/lYWFjg5z//OefOnSMvL4/09PQV96VFRGCCwSAej4fOzk4GBwcJBoNLnvd4PACcPXuWhYWF62bynJwcCgoKsFgs6HQ6tFptTN2Md0I4HKa/v5/e3l7GxsbweDyIoijPgrEmnj6fj+7u7huu6+/kuw+FQoyOjjI4OEhfXx9ZWVnodLqIzIqRJBwOEwwGcTgc8nVqNBoxmUzExcVFfdw0Gg01NTWo1Wrm5ubuSmC8Xi9erxeAmZkZebyCwSCTk5MYDIa1ITAul4vJyUmOHz9+w3Wi3+/H7/dz5MgRjh49ynPPPbfk+ZKSEmpqavjc5z6H1WrFarXGxODeDYFAgG9961u0tLTQ19eHKIokJSVFu1k3xev10t7ezuzsLKIoEg6HAZb8LP1+9f/X/vzWW2/R1dXF17/+dUpKSrBYLKvUg5XB6/UyNzfHsWPH6Ovri3ZzbkhiYiKNjY00NDTc1fuk5e3i4iL79+/nT//0T3E6ndhsNk6dOoVarV7x5W1EBGZ8fJy2tja8Xq988d1MIKRw29UX8eTkJMFgkGAwSFFREdu2baO+vp7c3Nw1IzKiKDI6OsrU1BShUIikpCSys7PZt28fZWVl0W7eDZHG4OpwpvQ7IDt5VSoVmZmZspN6ZmYGt9uNIAjYbDb6+/sZGhoiKSlpzQnM3NwcfX19chBCpVJRU1PDli1bYsoaEwThnttjNBopLi7mwx/+MPv372d6epqDBw+SkZFxnbtiuay4wIiiyOTkJJ2dnQQCAflxo9F4Q7+DtJwKBAKEQiECgQA2mw2bzUZvby95eXn4fD4yMjLIyMiIScfotYTDYTmPZGFhAZVKhclkIjc3lx07dkQ1zHknXC0wV0eOJFQqFYWFhXJEwuPxyMsJp9OJ1+tlYGAAi8VCZWXl6jZ+mSwsLDAwMIDH4yEcDqPT6SgvL6euri6mBGY5xMXFyb6ytrY2RkdHOXfuHE1NTXLUbKVYUYEJBoPMzMxw5swZfv3rX+N2u+Xn/uEf/oHdu3dfF5qdnp6mubmZ0dFRRkZG+NnPfrZEmMbHx3n++edJTU0lFAqxZcuWmAzvXk1bWxvnzp3D5XLJyUxbt25l69atMd92aUkkOXml36927Go0Gv7hH/6BoqIiAD7/+c/z29/+Vn5/IBDgm9/8Jg899BAPPfRQ1PpyLwwPD3Py5Em8Xi/JyclUVVVRUVFBfn7+mvMD3oq0tDT27t3Lyy+/TEdHh2x5Njc3U11dLU8ey2VFr3aXy8XJkyfp7OxkcnJSXhrk5eVRXFxMQUHBdeqYlJREOBwmOzuboqIivF4vs7OzzM7O0tXVhdfrxeFw0NnZicViobGxMeZv0tnZWXp6emShFASBnJwcioqK1swSD7gu9wXAYrGQk5NDTk4OmZmZAOj1+uves7CwgN1uX/U2L5fZ2Vm6u7sJBALodDr0ej1arTbmr7m7Ra1WEx8fT1xcnJxI6fF4rov4LpcV/dZmZ2f5/ve/z+XLl5mcnAQgLy+Pj370o+Tk5NzQ9DKbzWzatAm4Mvs99dRTXLhwgRMnTvCNb3yDiYkJAE6cOMHc3Byf+cxnYn6ZND4+zsWLF2WPPUBxcTHV1dUxb2Zfm0J+bTp5WVkZ27dvJyEhQX5Mes2N/DZrjcHBQY4dOwYQk1nWkSIcDuP1erHZbCsqMCs+nYbDYdmU1ul0WK1WPvjBD5KVlXXb9wqCgEajkUO5V1+k10YzYpFAIMDg4CBjY2PMzMzIFlx1dTXp6ekrZnZGGmlpdPU/lUpFSkoKZWVlNDU1LbFaPvOZz/Df/tt/IysrC4PBIL+nu7ubv/qrv+LIkSMsLCwsiTbFGsFgkJGRkTVpdcUyKyYwPp8Pt9uNx+OR8170ej0pKSkUFRXdsWNTmgmvXUpcnUEai4TDYdxuN5cvX2ZsbAy73U44HMZgMFBQUIDJZIq55LrbcXVIOi4ujsLCQoqKiigsLFyScFZTU8O2bdtITU1dIqLz8/McOHCAvr4+7HZ7TI9fMBhkampK3s4CV3xNZrM5ont1ooVksQQCAXkZHBcXt+IbcFdsiXT58mUuXLhAV1eX7NzMzc0lKyvrj8LUlKJeX/va1xgdHWV6eppQKERqaiq7d++msLAwpvNgrkYSeSl7VwpL/+///b8pLS29zuFZUFCAXq9n/fr1iKLI3NwcgiDgcrlobW2ltbWVrKwscnJyYtYH5Xa7OXHiBCMjI/Jj2dnZ8vL+fsPhcNDT08PMzAwejweNRiPvTVpJS3vFBMbn8+HxeOTMQrVazfr16ykuLl6pj4hpgsEgbreb8fFx2cxubGykvr6epqYmUlNTo9zCmzM4OEhHRwcdHR1yot3VSBnIVquVlJSU66ywa/021ybhhcPhmF7ehkIhFhcXOXbsGENDQwBkZWVhtVqpqqpaMxPDjfD5fPj9flwuF3BlPEKhEIODg/z6179mZGQEvV7Prl27qK2txWw2x6YFEwgE5M6Ew2G0Wi3V1dVYrdYV+fsqlSqmHaQ+nw+n08ns7Cw+nw+NRsOWLVtoamqisbEx2s27JUNDQ7LASMvba0VCo9GQk5OzxPdyK64VqVgWGCn36uTJk8zPzwNXBKaoqChmkyKvRfJ9SgIiYbPZcLlcTE9Py2MSDAa5ePEir776KuPj4+j1enbv3k1lZSUJCQkruoxfMYFxu91L8l5Wmg0bNtDU1BSz6+Hjx49z8uRJOWdEq9Xy1FNPUV5eHu2m3RFXWyGSUxeQl0h3MqtdHUm6+v1X/x6LXLhwgfPnz7OwsIDP5yMuLo59+/bF/MQg4XQ6uXDhApOTk0xNTXHs2DH5XrTb7bhcriWWqSiK8mbHYDBIIBDghRdeYHFxEbPZTG5uLnq9fkVC8ysmMCMjIwwMDKyII0/ay3T1JsmUlBSysrJizkkqbY4bHh6mv79fdogaDAZSUlLWREGty5cv097efp2VIY1lSUkJlZWVtxQJjUZDYWEhw8PD170/1rHb7czPzxMKhWSHp9FojGnfoWStDA4OMj4+zsGDB+UaNpcuXZJTJNxut5xLdjOCwSCjo6NcvHiRpKQkSktLSU9Pp7S0FIPBsKxJfcUE5vDhwxw6dGhFTOHx8XHOnDkjq7AgCGRmZlJYWBhzy6RAIIDD4aC1tZVLly4hiiIGg4Hk5OSYnrWv5he/+AXvvffekseuHscPfehD7Ny585YzWkJCAvv27WN6evqG10EsL5FsNhtzc3NrRhDhD6Vo33jjDU6dOsUvf/nLe85fCYVCjI2N8corr/CrX/2K9evXU19fz5/92Z9RUFCA2Wy+53aumMBYrVbGx8cZGhq6p4ESRRGn08mBAwd47733aG9vx+v1kpCQQEFBATU1NTGVqCZlq3Z0dPDWW29x8eJFOddj48aNPPzww8samGhw9faAq3++HW+++SZtbW20tLTQ0dFx3d+Sfo81AoEATqeTM2fOcOrUKXnvkdFoZP369ZSUlES7idcRDocZGRmhu7ubo0eP8t577zE8PCy3Xa/XU1BQQGpqKnl5eXg8HhwOB83NzTidTjweD4IgkJSUhNVqpaCggPj4eLl8w9DQEMPDw9jtdiYnJ/nEJz5BY2Mj69atu6cxXDGByczMlJcw0oVls9mW5BXcDFEUmZ+fZ2JiQt5qMDMzQzAYJDk5WQ6NpqWlrVRzl40oijgcDgYHBzl06BATExP4fD7i4+MpLi5my5Ytd+wQjQVutPS8ev+RhLQhdXp6mmAwiCAInDx5krNnz9Ld3b3EFL/R+2MJr9fL9PQ0g4ODDA0NEQ6HSUpKIicnh+zsbFJSUqLdxOsIhUL09PRw/vx59u/fz+XLl3G73VgsFpKSkjCZTFRWVmKxWMjOzmZmZobp6Wm0Wq08OZtMJnJycqirq6OsrIykpCRGRkbkWjDT09PMzMwwMTHBunXrMJlMWK3We6rLtGICU1lZidvt5v/9v/8HXKn58vzzz+NwOPjABz5w0/dJeyD+7//9vxw9epSjR4/i9/tlcy8vL4+vfvWrrFu3bqWauiKIosjw8DDd3d00NzcTDodJSEhg+/btbNy4kfLy8qhXP7sbrq3zcrMlzcTEBAMDA3zpS19ibGwMQRDw+/0Eg8ElFstaWCKNj4/zxhtvcPnyZbnQ1u7du/nEJz5BYWFhTO56d7lc/M3f/A2Dg4PY7XYyMzMpLy/nM5/5DCUlJeTm5pKSkkJ/fz/vvPMOJ0+eZGBggImJCdk/+MlPfpLNmzfzkY98RHbsh8Nh5ufnmZqa4vnnn6e1tZX9+/fz6quv0tbWRn19PRaL5a4nzRUTmGsLI4uiiMfjwe/33/D1UlmH6elp2tvbOXv2rFy3VnK0VVVVUVdXR2FhYUw63KRaNlLej2S9ZGVlkZCQEJPLgttx7QZH6QQBnU6Hy+VibGxMLmLudDpvWD5T+lmn05Gamkp2djZZWVkx9304nU76+vpwuVxyKF66YWN5v5tUcF2qo+Tz+RgdHcXtdtPf3y+fgtDV1cXw8DCLi4sYDAZyc3OxWq3s3LmTdevWXScWycnJxMXFsWvXLtLS0piZmWFhYYHR0VGam5upqKigtLT0rtq6opsdr93wJpnTgUAAtVotPydFXgYGBmhvb+f111/n/Pnz8gZJKW15y5YtbN68mdzc3Ji2BqSLMyEhgbKyMrKysmJy9rsV154ccPU4trW1MTk5SWtrK2NjY4yNjcnicrMNjoIgkJCQQElJCVarNSazeJ1OJ/39/bhcLgRBQK/Xk5mZedc30Woj7fCGKxEgp9NJW1ubnP5/5MgR2dcinYmUlpZGXV0dDz74IA899NAN/YN6vV5OusvJyWF4eJj9+/czPj7OiRMn0Gq10ROYxMREkpKSSEhIwO12y0daHDt2jM985jM88cQTWK1WVCoVly5d4sKFC5w9e5a5uTmmp6flgkUAVVVVbN68mS996UsUFBTE/B4eQRAwm80UFBTwwQ9+cM05d+HWpTAHBwcZHR1FrVbLeRPSkuhm7wEoLy/nRz/6EampqSuewLUcRFFkdnaWkZER+vr68Hg8JCcn89RTT1FfXx/t5t0SvV7Ppz/9aU6ePMnbb7+Nw+HA4XDIVQckkZGux/r6eoqKitizZw8Wi4WUlJTbZibHx8eTn5/Phz70Ibq7uxkeHubAgQNkZWXx6KOP3lV7V0xgkpKSSE1NxWQyyZaLtK5rbm7GYrEwPDyMSqWivb2dzs5Oenp6cLvdcuZrYmIiRUVFNDQ0sGXLFgoKCm6Ymh4LSOfTSH4ItVqNVqslOTk5ps3rG5Genk5WVhZTU1NLBEKyaKQaylcvhW7lvBUEQU61l4pSxRJSJGZiYgKHw4FerycjI4OGhga5xk2solarqa6uJhQK4XA4mJycxOVy4fV6SUxMlJc9FouFdevWUV1dTX5+PpWVlXec0yIdLifdf1qtlpmZGWZnZ1lcXLyr5f+KCUxBQYFcQzcUCuF0OuVIi8PhoLu7+5bvlwpT/Y//8T+oqKhg3bp1MV3kx+/386Mf/Yienp5oN2XZ7NixA61WywsvvHBTf8qNfoYrF+O1tXxVKhWPPPIITU1Nq9D6uycUCnH48GHOnDnDwsICtbW11NbW8oEPfCDmS2pIPpLGxkY+/OEPc+HCBaamphgZGWHdunXy3r+UlBRKS0vveVkq+RPz8/OxWCxMTU0xPDxMb28vZWVld+wCWNE7OCEhgaamJrxer1zR7lbo9XosFgvV1dU0NDRQXFxMY2MjZrM5ZvJdboYUhpc2ka1lHnroIXnP2Llz5+RcFrj58ufqaJEUncjPz2f79u08/PDDWK3WmEorkJCOLj5y5Ijcz8TERLksQ6z5iW6GwWBApVJRX1+Pz+fD5XKRlJQkB0N0Ot2y+6JSqSgqKmL9+vW88847dHR08NJLL/GVr3wlOgKj1+uprq6mv79f9s5LTt6r0Wq16HQ60tLSKCgoYPPmzTz44IMUFRWRl5cXk0uiG+H1evH7/bJJaTQa10zbr6akpISUlBRGRkZks9vtdssnO1wbVbq2j0ajEaPRSGlpKTt37uQTn/hENLpxR0hF5nt7e5mYmECtVpOcnExKSsqSQESsI0UtIxlMkDLopclncnKSs2fP3tWewxUVGJPJxEc+8hFyc3PZsmULhw8fpr+/n5aWliWvW79+PU1NTXKtjaysLHn2WCsDfC2PPfYY27dvj3nL62YkJyfzyU9+kurqat73vvfx0ksvyYeoXTsTXrtk+uxnP8vWrVtZv359TFotVyNFMKUE0OzsbD74wQ/ywAMPrNmxiyRVVVWIoshPfvITZmdn8Xg80RMYaRdxYWEhcXFxJCcnMzs7e93ha1JlNKvVitlsjvl1743QarV84QtfkLf379y5k5KSkjVjYl+LlLeSn59PXFycXDhqZmbmtu/dtWsXVquVzMzMmB/LuLg4TCYTn//853G5XCQmJlJTU4PFYlmzk1sksVgsFBcX8+CDD8rR0rs5/VG4TSp37OZ535y7uUru5/7dz32D+7t/MdU3p9PJyy+/TGJiIllZWWzYsOFGia837JsiMGuPNXmR3iHK2F0hpvompZuo1Wri4uKIj4+/kaWuCMwNuJ/7dz/3De7v/t03fVubDgMFBYU1gSIwCgoKEUMRGAUFhYhxOx+MgoKCwj2jWDAKCgoRQxEYBQWFiKEIjIKCQsRQBEZBQSFiKAKjoKAQMRSBUVBQiBj/f3txzd4mtv0bAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_samples(next(iter(mnist_non_iid_train_dls[0])), 0, \"Client 1\")\n",
-    "plot_samples(next(iter(mnist_non_iid_train_dls[1])), 0, \"Client 2\")\n",
-    "plot_samples(next(iter(mnist_non_iid_train_dls[2])), 0, \"Client 3\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedAvg"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.30833333333333335, 0.29833333333333334, 0.3933333333333333]\n",
-      "====> i: 0 Loss: 2.3035332373778026 Server Test Accuracy: 10.427631578947368\n",
-      "====> i: 1 Loss: 2.21211057305336 Server Test Accuracy: 33.190873119781216\n",
-      "====> i: 2 Loss: 1.8929767590761184 Server Test Accuracy: 49.58899217363475\n",
-      "====> i: 3 Loss: 1.5228147757053376 Server Test Accuracy: 52.6654447062931\n",
-      "====> i: 4 Loss: 1.0361663792530695 Server Test Accuracy: 70.98690029385239\n",
-      "====> i: 5 Loss: 0.7790966289242108 Server Test Accuracy: 79.04630720665676\n",
-      "====> i: 6 Loss: 0.6598373493552208 Server Test Accuracy: 77.70309272351692\n",
-      "====> i: 7 Loss: 0.8474311022957166 Server Test Accuracy: 66.34223982427046\n",
-      "====> i: 8 Loss: 0.5172905304531257 Server Test Accuracy: 81.23853684792412\n",
-      "====> i: 9 Loss: 0.4401782628397147 Server Test Accuracy: 85.54868566524104\n",
-      "====> i: 10 Loss: 0.38579624344905217 Server Test Accuracy: 88.88877978528411\n",
-      "====> i: 11 Loss: 0.36501605952779453 Server Test Accuracy: 87.85310654330686\n",
-      "====> i: 12 Loss: 0.3970152018715938 Server Test Accuracy: 83.0505731576038\n",
-      "====> i: 13 Loss: 0.30725402603546775 Server Test Accuracy: 89.03334933519537\n",
-      "====> i: 14 Loss: 0.23178406791140635 Server Test Accuracy: 91.72770285996916\n",
-      "====> i: 15 Loss: 0.22768908269703392 Server Test Accuracy: 90.8409924063891\n",
-      "====> i: 16 Loss: 0.2086141616354386 Server Test Accuracy: 91.18969843763638\n",
-      "====> i: 17 Loss: 0.24139387752860786 Server Test Accuracy: 86.0805148235431\n",
-      "====> i: 18 Loss: 0.2328069582954049 Server Test Accuracy: 88.35338657589247\n",
-      "====> i: 19 Loss: 0.3286503698676825 Server Test Accuracy: 84.55850862645835\n",
-      "====> i: 20 Loss: 0.3509211902320385 Server Test Accuracy: 85.71248654388874\n"
-     ]
-    }
-   ],
-   "source": [
-    "n_iter=20\n",
-    "\n",
-    "model_f, loss_hist_FA_niid, acc_hist_FA_niid = FedProx( model_0, mnist_non_iid_train_dls, \n",
-    "    n_iter, mnist_non_iid_test_dls, epochs=2, lr=0.1, mu=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_acc_loss(\"FedAvg MNIST non-iid\", loss_hist_FA_niid, acc_hist_FA_niid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedProx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.30833333333333335, 0.29833333333333334, 0.3933333333333333]\n",
-      "====> i: 0 Loss: 2.303217958609263 Server Test Accuracy: 10.427631578947368\n",
-      "====> i: 1 Loss: 2.2002154767513273 Server Test Accuracy: 12.280956329463793\n",
-      "====> i: 2 Loss: 1.992260780533155 Server Test Accuracy: 55.3009368362864\n",
-      "====> i: 3 Loss: 1.5121528085072835 Server Test Accuracy: 57.165659276715836\n",
-      "====> i: 4 Loss: 1.32168463408947 Server Test Accuracy: 65.15926216868871\n",
-      "====> i: 5 Loss: 1.0472742260495822 Server Test Accuracy: 67.4146227924704\n",
-      "====> i: 6 Loss: 0.7838105999430021 Server Test Accuracy: 79.9137863315004\n",
-      "====> i: 7 Loss: 0.7433715458710988 Server Test Accuracy: 77.94839399493759\n",
-      "====> i: 8 Loss: 0.6137446504334609 Server Test Accuracy: 82.605466817957\n",
-      "====> i: 9 Loss: 0.506193338384231 Server Test Accuracy: 83.4904570713683\n",
-      "====> i: 10 Loss: 0.6771382251381874 Server Test Accuracy: 77.22904847109483\n",
-      "====> i: 11 Loss: 0.5139055017133554 Server Test Accuracy: 83.73664935556137\n",
-      "====> i: 12 Loss: 0.42275339712699256 Server Test Accuracy: 89.23137237787671\n",
-      "====> i: 13 Loss: 0.48222862044970194 Server Test Accuracy: 87.75759724767974\n",
-      "====> i: 14 Loss: 0.3471334769080083 Server Test Accuracy: 89.1753076721655\n",
-      "====> i: 15 Loss: 0.29211168639361856 Server Test Accuracy: 90.99167539495505\n",
-      "====> i: 16 Loss: 0.39657286447783313 Server Test Accuracy: 84.60935090628728\n",
-      "====> i: 17 Loss: 0.28321849505106605 Server Test Accuracy: 90.5036222396788\n",
-      "====> i: 18 Loss: 0.24779579162597656 Server Test Accuracy: 92.01684195979169\n",
-      "====> i: 19 Loss: 0.2643285825848579 Server Test Accuracy: 89.81843705449361\n",
-      "====> i: 20 Loss: 0.2254289123788476 Server Test Accuracy: 91.57874007157196\n"
-     ]
-    }
-   ],
-   "source": [
-    "n_iter=20\n",
-    "\n",
-    "model_f, loss_hist_FP_niid, acc_hist_FP_niid = FedProx( model_0, mnist_non_iid_train_dls, \n",
-    "    n_iter, mnist_non_iid_test_dls, epochs=2, lr=0.1, mu=.3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_acc_loss(\"FedProx mu=0.3 MNIST non-iid\", loss_hist_FP_niid, acc_hist_FP_niid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Conclusion and comparison\n",
-    "\n",
-    "Also in the non-iid case both aggregation methods yields good results in term of accuracy. FedProx is performing slighly better, since it is able to compensate for the heterogeneity of the data across the different clients"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Extra: Synthetic MNIST non-iid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We create a synthetic dataset of noisy digits with 3 channels and a different rotation for every channel. We split it across clients using a non-iid sampling, assigning digits 012, 345, 6789 to the 3 different clients."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "C= {\n",
-    "     'n_samples_train': 200,\n",
-    "     'font':'Inconsolata',\n",
-    "     'tilt': [0, 45, 90],\n",
-    "     'std_tilt': 10, #std on the tilt,\n",
-    "     'seed':0\n",
-    "     }\n",
-    "C['n_samples']= int(1.5 * C['n_samples_train']) #20% more for the testing set\n",
-    "\n",
-    "C1 =deepcopy(C)\n",
-    "C1['numbers'] = [0, 1, 2]\n",
-    "\n",
-    "C2=deepcopy(C)\n",
-    "C2['numbers'] = [3, 4, 5]\n",
-    "\n",
-    "C3=deepcopy(C)\n",
-    "C3['numbers']= [6, 7, 8, 9]\n",
-    "\n",
-    "clients = [C1, C2, C3]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "from create_synthetic_MNIST_datasets import get_synth_MNIST\n",
-    "custom_mnist_train, custom_mnist_test = get_synth_MNIST(\n",
-    "    clients, batch_size =10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 288x288 with 20 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "custom_mnist_train[1].dataset.plot_samples(0, \"Client 1 custom channel 1\")\n",
-    "custom_mnist_train[1].dataset.plot_samples(1, \"Client 1 custom channel 2\")\n",
-    "custom_mnist_train[1].dataset.plot_samples(2, \"Client 1 custom channel 3\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class CNN(nn.Module):\n",
-    "\n",
-    "    \"\"\"ConvNet -> Max_Pool -> RELU -> ConvNet -> \n",
-    "    Max_Pool -> RELU -> FC -> RELU -> FC -> SOFTMAX\"\"\"\n",
-    "    def __init__(self):\n",
-    "        super(CNN, self).__init__()\n",
-    "        self.conv1 = nn.Conv2d(3, 20, 5, 1)\n",
-    "        self.conv2 = nn.Conv2d(20, 50, 5, 1)\n",
-    "        self.fc1 = nn.Linear(4*4*50, 500)\n",
-    "        self.fc2 = nn.Linear(500, 10)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = F.relu(self.conv1(x))\n",
-    "        x = F.max_pool2d(x, 2, 2)\n",
-    "        x = F.relu(self.conv2(x))\n",
-    "        x = F.max_pool2d(x, 2, 2)\n",
-    "        x = x.view(-1, 4*4*50)\n",
-    "        x = F.relu(self.fc1(x))\n",
-    "        x = self.fc2(x)\n",
-    "        return x\n",
-    "    \n",
-    "\n",
-    "model_1 = CNN()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedAvg"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n",
-      "====> i: 0 Loss: 2.3024017016092935 Server Test Accuracy: 4.666666666666666\n",
-      "====> i: 1 Loss: 2.278077443440755 Server Test Accuracy: 21.333333333333332\n",
-      "====> i: 2 Loss: 2.1554079055786133 Server Test Accuracy: 43.99999999999999\n",
-      "====> i: 3 Loss: 1.7090081373850503 Server Test Accuracy: 49.0\n",
-      "====> i: 4 Loss: 1.3419753313064575 Server Test Accuracy: 59.33333333333333\n",
-      "====> i: 5 Loss: 0.9897036751111348 Server Test Accuracy: 64.66666666666666\n",
-      "====> i: 6 Loss: 0.9147616028785706 Server Test Accuracy: 61.666666666666664\n",
-      "====> i: 7 Loss: 1.0686317880948384 Server Test Accuracy: 49.666666666666664\n",
-      "====> i: 8 Loss: 0.850894272327423 Server Test Accuracy: 67.66666666666667\n",
-      "====> i: 9 Loss: 1.2260279854138691 Server Test Accuracy: 48.33333333333333\n",
-      "====> i: 10 Loss: 1.2638668616612752 Server Test Accuracy: 56.666666666666664\n",
-      "====> i: 11 Loss: 0.7759116788705189 Server Test Accuracy: 75.0\n",
-      "====> i: 12 Loss: 0.7540745337804158 Server Test Accuracy: 64.66666666666666\n",
-      "====> i: 13 Loss: 1.1140504876772563 Server Test Accuracy: 55.0\n",
-      "====> i: 14 Loss: 1.274637922644615 Server Test Accuracy: 59.99999999999999\n",
-      "====> i: 15 Loss: 1.0548384288946788 Server Test Accuracy: 59.666666666666664\n",
-      "====> i: 16 Loss: 0.7706795136133829 Server Test Accuracy: 76.0\n",
-      "====> i: 17 Loss: 0.44980939726034797 Server Test Accuracy: 73.66666666666666\n",
-      "====> i: 18 Loss: 0.49791059394677484 Server Test Accuracy: 72.66666666666666\n",
-      "====> i: 19 Loss: 0.3388286232948303 Server Test Accuracy: 77.0\n",
-      "====> i: 20 Loss: 0.3242038587729136 Server Test Accuracy: 82.66666666666666\n"
-     ]
-    }
-   ],
-   "source": [
-    "n_iter=20\n",
-    "\n",
-    "model_f, loss_hist_FA_niid, acc_hist_FA_niid = FedProx( model_1, custom_mnist_train, \n",
-    "    n_iter, custom_mnist_test, epochs=2, lr=0.1, mu=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_acc_loss(\"FedAvg Synthetic MNIST non-iid\", loss_hist_FA_niid, acc_hist_FA_niid)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Federated training with FedProx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Clients' weights: [0.3333333333333333, 0.3333333333333333, 0.3333333333333333]\n",
-      "====> i: 0 Loss: 2.3024017810821533 Server Test Accuracy: 4.666666666666666\n",
-      "====> i: 1 Loss: 2.2907386620839434 Server Test Accuracy: 10.666666666666666\n",
-      "====> i: 2 Loss: 2.2279356320699053 Server Test Accuracy: 14.0\n",
-      "====> i: 3 Loss: 2.0604081948598223 Server Test Accuracy: 33.33333333333333\n",
-      "====> i: 4 Loss: 1.7148201862970986 Server Test Accuracy: 44.99999999999999\n",
-      "====> i: 5 Loss: 1.278675595919291 Server Test Accuracy: 59.0\n",
-      "====> i: 6 Loss: 1.290686011314392 Server Test Accuracy: 57.33333333333333\n",
-      "====> i: 7 Loss: 1.0084471503893533 Server Test Accuracy: 64.33333333333333\n",
-      "====> i: 8 Loss: 1.074092169602712 Server Test Accuracy: 59.0\n",
-      "====> i: 9 Loss: 0.8918289939562479 Server Test Accuracy: 63.99999999999999\n",
-      "====> i: 10 Loss: 0.7965412537256875 Server Test Accuracy: 71.33333333333333\n",
-      "====> i: 11 Loss: 0.7158505916595459 Server Test Accuracy: 68.66666666666666\n",
-      "====> i: 12 Loss: 0.6338446140289307 Server Test Accuracy: 75.66666666666666\n",
-      "====> i: 13 Loss: 0.7028410832087199 Server Test Accuracy: 74.0\n",
-      "====> i: 14 Loss: 0.6037714878718058 Server Test Accuracy: 79.33333333333333\n",
-      "====> i: 15 Loss: 0.5159441431363423 Server Test Accuracy: 76.66666666666666\n",
-      "====> i: 16 Loss: 0.47990420460700983 Server Test Accuracy: 74.0\n",
-      "====> i: 17 Loss: 0.4288271367549896 Server Test Accuracy: 80.33333333333333\n",
-      "====> i: 18 Loss: 0.4425807495911916 Server Test Accuracy: 81.0\n",
-      "====> i: 19 Loss: 0.38162269194920856 Server Test Accuracy: 82.33333333333333\n",
-      "====> i: 20 Loss: 0.35167889793713886 Server Test Accuracy: 83.33333333333333\n"
-     ]
-    }
-   ],
-   "source": [
-    "n_iter=20\n",
-    "\n",
-    "model_f, loss_hist_FP_niid, acc_hist_FP_niid = FedProx( model_1, custom_mnist_train, \n",
-    "    n_iter, custom_mnist_test, epochs=2, lr=0.1, mu=.3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_acc_loss(\"FedProx mu=0.3 Synthetic MNIST non-iid\", loss_hist_FP_niid, acc_hist_FP_niid)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/federated_learning/create_MNIST_datasets.py b/federated_learning/create_MNIST_datasets.py
deleted file mode 100644
index e0d49b052dd8180e4c982a1558acdae216147a41..0000000000000000000000000000000000000000
--- a/federated_learning/create_MNIST_datasets.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import torch
-from torchvision import datasets
-from torchvision import transforms
-import matplotlib.pyplot as plt
-
-def non_iid_split(dataset, nb_nodes, n_samples_per_node, batch_size, shuffle, shuffle_digits=False):
-    assert(nb_nodes>0 and nb_nodes<=10)
-
-    digits=torch.arange(10) if shuffle_digits==False else torch.randperm(10, generator=torch.Generator().manual_seed(0))
-
-    # split the digits in a fair way
-    digits_split=list()
-    i=0
-    for n in range(nb_nodes, 0, -1):
-        inc=int((10-i)/n)
-        digits_split.append(digits[i:i+inc])
-        i+=inc
-
-    # load and shuffle nb_nodes*n_samples_per_node from the dataset
-    loader = torch.utils.data.DataLoader(dataset,
-                                        batch_size=nb_nodes*n_samples_per_node,
-                                        shuffle=shuffle)
-    dataiter = iter(loader)
-    images_train_mnist, labels_train_mnist = dataiter.next()
-
-    data_splitted=list()
-    for i in range(nb_nodes):
-        idx=torch.stack([y_ == labels_train_mnist for y_ in digits_split[i]]).sum(0).bool() # get indices for the digits
-        data_splitted.append(torch.utils.data.DataLoader(torch.utils.data.TensorDataset(images_train_mnist[idx], labels_train_mnist[idx]), batch_size=batch_size, shuffle=shuffle))
-
-    return data_splitted
-
-
-
-def iid_split(dataset, nb_nodes, n_samples_per_node, batch_size, shuffle):
-    # load and shuffle n_samples_per_node from the dataset
-    loader = torch.utils.data.DataLoader(dataset,
-                                        batch_size=n_samples_per_node,
-                                        shuffle=shuffle)
-    dataiter = iter(loader)
-    
-    data_splitted=list()
-    for _ in range(nb_nodes):
-        data_splitted.append(torch.utils.data.DataLoader(torch.utils.data.TensorDataset(*(dataiter.next())), batch_size=batch_size, shuffle=shuffle))
-
-    return data_splitted
-
-
-def  get_MNIST(type="iid", n_samples_train=200, n_samples_test=100, n_clients=3, batch_size=25, shuffle=True):
-    dataset_loaded_train = datasets.MNIST(
-            root="./data",
-            train=True,
-            download=True,
-            transform=transforms.ToTensor()
-    )
-    dataset_loaded_test = datasets.MNIST(
-            root="./data",
-            train=False,
-            download=True,
-            transform=transforms.ToTensor()
-    )
-
-    if type=="iid":
-        train=iid_split(dataset_loaded_train, n_clients, n_samples_train, batch_size, shuffle)
-        test=iid_split(dataset_loaded_test, n_clients, n_samples_test, batch_size, shuffle)
-    elif type=="non_iid":
-        train=non_iid_split(dataset_loaded_train, n_clients, n_samples_train, batch_size, shuffle)
-        test=non_iid_split(dataset_loaded_test, n_clients, n_samples_test, batch_size, shuffle)
-    else:
-        train=[]
-        test=[]
-
-    return train, test
-
-
-    
-def plot_samples(data, channel:int, title=None, plot_name="", n_examples =20):
-
-    n_rows = int(n_examples / 5)
-    plt.figure(figsize=(1* n_rows, 1*n_rows))
-    if title: plt.suptitle(title)
-    X, y= data
-    for idx in range(n_examples):
-        
-        ax = plt.subplot(n_rows, 5, idx + 1)
-
-        image = 255 - X[idx, channel].view((28,28))
-        ax.imshow(image, cmap='gist_gray')
-        ax.axis("off")
-
-    if plot_name!="":plt.savefig(f"plots/"+plot_name+".png")
-
-    plt.tight_layout()
-   
\ No newline at end of file
diff --git a/federated_learning/create_synthetic_MNIST_datasets.py b/federated_learning/create_synthetic_MNIST_datasets.py
deleted file mode 100644
index 82f9b2d91afe258bb4b0ec49e64523a48b4ce43e..0000000000000000000000000000000000000000
--- a/federated_learning/create_synthetic_MNIST_datasets.py
+++ /dev/null
@@ -1,253 +0,0 @@
-#!/usr/bin/env python3
-# -*- coding: utf-8 -*-
-
-"""This code to create a custom MNIST dataset was made possible thanks to
- https://github.com/LaRiffle/collateral-learning . 
- 
-Important to know that aside the tampering I did on the build_dataset function
-for my own application, I also had to change rgba_to_rgb. Indeed, the function
-was working as desired on Jupyter but not on Spyder. Do not ask me why !
-"""
-
-
-
-import matplotlib.pyplot as plt
-import numpy as np
-from scipy.ndimage.interpolation import map_coordinates
-from scipy.ndimage.filters import gaussian_filter
-import pickle
-import torch
-import math
-import os
-
-
-import torchvision.datasets as datasets
-import torchvision.transforms as transforms
-from torch.utils.data import Dataset,DataLoader
-
-
-"""PLOT FUNCTIONS TO VISUALIZE THE FONTS AND DATASETS"""
-def show_original_font(family:str):
-    """Plot the original numbers used to create the dataset"""
-    
-    plt.figure()
-    plt.title(family)
-    plt.text(0, 0.4, '1234567890', size=50, family=family)
-    plt.axis("off")
-    plt.tight_layout()
-    plt.savefig(f"plots/{family}_original.png") 
-    
-    
-def convert_to_rgb(data):
-    
-    def rgba_to_rgb(rgba):
-        return rgba[1:]
-
-    return np.apply_along_axis(rgba_to_rgb, 2, data) 
-
-
-
-def elastic_transform(image, alpha, sigma, random_state=None):
-    """Elastic deformation of images as described in [Simard2003]_.
-    .. [Simard2003] Simard, Steinkraus and Platt, "Best Practices for
-       Convolutional Neural Networks applied to Visual Document Analysis", in
-       Proc. of the International Conference on Document Analysis and
-       Recognition, 2003.
-    """
-    if random_state is None:
-        random_state = np.random.RandomState(None)
-
-    shape = np.array([28, 28, 3], dtype =int)
-    dx = gaussian_filter((random_state.rand(*shape) * 2 - 1), sigma, mode="constant", cval=0) * alpha
-    dy = gaussian_filter((random_state.rand(*shape) * 2 - 1), sigma, mode="constant", cval=0) * alpha
-
-    x, y, z = np.meshgrid(np.arange(shape[0]), np.arange(shape[1]), np.arange(shape[2]))
-    #print(x.shape, y.shape, z.shape)
-    #print(dx.shape, dy.shape)
-    #x, y, z = x[:28, :28, :3], y[:28, :28, :3], z[:28, :28, :3]
-    #dx, dy = dx[:28, :28, :3], dy[:28, :28, :3]
-    indices = np.reshape(y+dy, (-1, 1)), np.reshape(x+dx, (-1, 1)), np.reshape(z, (-1, 1))
-
-    distored_image = map_coordinates(image, indices, order=1, mode='reflect')
-    return distored_image.reshape(shape)
-
-
-
-def center(data):
-    # Inverse black and white
-    wb_data = np.ones(data.shape) * 255 - data
-    
-    # normalize
-    prob_data = wb_data / np.sum(wb_data)
-    
-    # marginal distributions
-    dx = np.sum(prob_data, (1, 2))
-    dy = np.sum(prob_data, (0, 2))
-
-    # expected values
-    (X, Y, Z) = prob_data.shape
-    cx = np.sum(dx * np.arange(X))
-    cy = np.sum(dy * np.arange(Y))
-    
-    # Check bounds
-    assert cx > X/4 and cx < 3 * X/4, f"ERROR: {cx} > {X/4} and {cx} < {3 * X/4}"
-    assert cy > Y/4 and cy < 3 * Y/4, f"ERROR: {cy} > {Y/4} and {cy} < {3 * Y/4}"
-    
-    # print('Center', cx, cy)
-    
-    x_min = int(round(cx - X/4))
-    x_max = int(round(cx + X/4))
-    y_min = int(round(cy - Y/4))
-    y_max = int(round(cy + Y/4))
-    
-    return data[x_min:x_max, y_min:y_max, :]
-   
-
-
-def create_transformed_digit(digit:int, size:float, rotation:float, family:str):
-    
-    fig = plt.figure(figsize=(2,2), dpi=28)
-    fig.text(0.4, 0.4, str(digit), size=size, rotation=rotation, family=family)
-
-    # Rm axes, draw and get the rgba shape of the digit
-    plt.axis('off')
-    fig.canvas.draw()
-    data = np.frombuffer(fig.canvas.tostring_argb(), dtype=np.uint8)
-    data = data.reshape(fig.canvas.get_width_height()[::-1] + (4,))
-
-    # Convert to rgb
-    data = convert_to_rgb(data)
-
-    # Center the data
-    data = center(data)
-
-    # Apply an elastic deformation
-    data = elastic_transform(data, alpha=991, sigma=9)
-
-    # Free memory space
-    plt.close(fig)
-    
-    return data
-
-    
-
-def save_dataset(dataset_name:str, array_X:np.array, array_y:np.array):
-    
-    with open(f'{dataset_name}.pkl', 'wb') as output:
-        dataset = array_X, array_y
-        pickle.dump(dataset, output)
-        
-        
-        
-def build_dataset(C:dict, std_size=2.5):
-    """build a dataset with `dataset_size` according to the chosen font
-    and deformation. Only digits in `datasets_digits` are in the created 
-    dataset."""
-    
-    numbers_str="".join([str(n) for n in C['numbers']])
-    file_name=f"{C['font']}_{numbers_str}_{C['n_samples']}_{C['tilt']}_{C['seed']}"    
-    
-    if os.path.isfile(f"{file_name}.pkl"):
-        return pickle.load(open(f"{file_name}.pkl", "rb"))
-    
-    
-    if C['seed']: np.random.seed(C['seed'])
-    
-    #Make a plot of each original digit to know what they look like
-#    show_original_font(C['font'])
-    
-    list_X = []
-    list_y= []
-    
-    for i in range(C['n_samples']):
-        
-        if i%10 == 0: print(round(i / C['n_samples'] * 100), '%')
-        
-        X = np.zeros((3, 28, 28 ))
-        #Choosing a number at this step and its transformation characteristics
-        digit = C["numbers"][np.random.randint(len(C["numbers"]))]
-
-        for j, tilt in enumerate(C['tilt']):
-        	rotation = tilt + np.random.normal(0, C['std_tilt'])
-        	size = 60 + np.random.normal(0, std_size)         	
-
-        	X_tilt=create_transformed_digit(digit, size, rotation, C['font'])
-
-        	X[j] = X_tilt[:, :, j]
-
-        # Append data to the datasets
-        #list_X.append(X[:,:,0])
-        list_X.append(X)
-        list_y.append([digit])
-    
-    #save the dataset
-    dataset = (np.array(list_X), np.array(list_y))
-    pickle.dump(dataset, open(f'{file_name}.pkl', 'wb'))
-    
-    return np.array(list_X), np.array(list_y)
-
- 
-class Ds_MNIST_modified(Dataset):
-    """Creation of the dataset used to create the clients' dataloader"""
-    
-    def __init__(self, features, labels):
-        self.features = features
-        self.labels = labels
-    
-    def __len__(self): return len(self.features)
-
-    def __getitem__(self,idx):
-        
-        #3D input 1x28x28
-        sample_x = torch.Tensor(self.features[idx])
-        sample_y = self.labels[idx]
-        
-        return sample_x, sample_y
-
-
-    def plot_samples(self, channel:int, title=None, plot_name="", 
-        n_examples =20):
-    
-        n_rows = int(n_examples / 5)
-        plt.figure(figsize=(1* n_rows, 1*n_rows))
-        if title: plt.suptitle(title)
-            
-        for idx in range(n_examples):
-            
-            X, y = self[idx]
-
-            ax = plt.subplot(n_rows, 5, idx + 1)
-
-            image = 255 - X.view((-1, 28, 28))[channel]
-            ax.imshow(image, cmap='gist_gray')
-            ax.axis("off")
-
-        if plot_name!="":plt.savefig(f"plots/"+plot_name+".png")
-
-        plt.tight_layout()
-
-    
-    
-
-def get_synth_MNIST(clients, batch_size:int, shuffle=True):
-    """function returning a list of training and testing dls."""
-    
-    list_train, list_test = [], []
-    
-    for C in clients:
-        X, y = build_dataset(C)
-        X = (255 - X) /255
-
-        X_train, y_train = X[:C['n_samples_train']], y[:C['n_samples_train']]
-        X_test, y_test = X[C['n_samples_train']:], y[C['n_samples_train']:]
-            
-        train_ds = Ds_MNIST_modified(X_train, y_train)         
-        train_dl = DataLoader(train_ds, batch_size = batch_size, shuffle = shuffle)
-        list_train.append(train_dl)
-         
-        test_ds = Ds_MNIST_modified(X_test, y_test)         
-        test_dl = DataLoader(test_ds, batch_size = batch_size, shuffle = shuffle)  
-        list_test.append(test_dl)
-        
-    return list_train, list_test
-    
\ No newline at end of file
diff --git a/federated_learning/federated_mcvae.ipynb b/federated_learning/federated_mcvae.ipynb
deleted file mode 100644
index 5ad4c9c8d9e47ed717ad16beb36312e618d87b71..0000000000000000000000000000000000000000
--- a/federated_learning/federated_mcvae.ipynb
+++ /dev/null
@@ -1,594 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "DaUlM5G0-3Z2"
-   },
-   "source": [
-    "# Federated Variational Autoencoders\n",
-    "We are going to study an example of federated latent variable modeling using federated learning and Variational autoencoders. In this example we will illustrate an iid scenario."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "R4I97nmo-yaj"
-   },
-   "outputs": [],
-   "source": [
-    "import copy\n",
-    "from tqdm.auto import tqdm\n",
-    "\n",
-    "import torch\n",
-    "from torch.utils.data import Subset, DataLoader, random_split\n",
-    "from torchvision import datasets, transforms"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "3TAtgoun-o-I"
-   },
-   "outputs": [],
-   "source": [
-    "N_CENTERS = 4\n",
-    "N_ROUNDS = 10   # Number of iterations between all the centers training and the aggregation process.\n",
-    "\n",
-    "N_EPOCHS = 15   # Number of epochs before aggregating\n",
-    "BATCH_SIZE = 48\n",
-    "LR = 1e-3       # Learning rate"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "Rwlv7bhp4Pu1"
-   },
-   "source": [
-    "We define a set of functions to distribute our dataset across multiple centers (`split_iid`) and for computing the federated averaging (`federated_averaging`)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "0a2H2aMK_XEJ"
-   },
-   "outputs": [],
-   "source": [
-    "def split_iid(dataset, n_centers):\n",
-    "    \"\"\" Split PyTorch dataset randomly into n_centers \"\"\"\n",
-    "    n_obs_per_center = [len(dataset) // n_centers for _ in range(n_centers)]\n",
-    "    return random_split(dataset, n_obs_per_center)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "BwVx6Cda4uyQ"
-   },
-   "outputs": [],
-   "source": [
-    "def federated_averaging(models, n_obs_per_client):\n",
-    "    assert len(models) > 0, 'An empty list of models was passed.'\n",
-    "    assert len(n_obs_per_client) == len(models), 'List with number of observations must have ' \\\n",
-    "                                                 'the same number of elements that list of models.'\n",
-    "\n",
-    "    # Compute proportions\n",
-    "    n_obs = sum(n_obs_per_client)\n",
-    "    proportions = [n_k / n_obs for n_k in n_obs_per_client]\n",
-    "\n",
-    "    # Empty model parameter dictionary\n",
-    "    avg_params = models[0].state_dict()\n",
-    "    for key, val in avg_params.items():\n",
-    "        avg_params[key] = torch.zeros_like(val)\n",
-    "\n",
-    "    # Compute average\n",
-    "    for model, proportion in zip(models, proportions):\n",
-    "        for key in avg_params.keys():\n",
-    "            avg_params[key] += proportion * model.state_dict()[key]\n",
-    "\n",
-    "    # Copy one of the models and load trained params\n",
-    "    avg_model = copy.deepcopy(models[0])\n",
-    "    avg_model.load_state_dict(avg_params)\n",
-    "\n",
-    "    return avg_model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "rtBeNOs_5TRV"
-   },
-   "source": [
-    "## Federating dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "zQIM1eIs3c3k"
-   },
-   "outputs": [],
-   "source": [
-    "transform = transforms.Compose([transforms.ToTensor(),\n",
-    "                                 transforms.Normalize((0,), (1,))])\n",
-    "dataset = datasets.MNIST('~/data/', train=True, download=True, transform=transform)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "58MA82hi5Wqo"
-   },
-   "source": [
-    "Now, `federated_dataset` is a list of subsets of the main dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "Hmqxw8OtAJpe",
-    "outputId": "fd4a61f6-7daa-4247-f3e4-04987e816213"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of centers: 4\n"
-     ]
-    }
-   ],
-   "source": [
-    "federated_dataset = split_iid(dataset, n_centers=N_CENTERS)\n",
-    "print('Number of centers:', len(federated_dataset))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "if3uAKOQ8gDA"
-   },
-   "source": [
-    "## Defining and distributing a model: Variational Autoencoder\n",
-    "In this excercise we will use the Multi-channel Variational Autoencoder proposed by _Antelmi et al (ICML 2019)_."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "swxoLLB1HZjZ",
-    "outputId": "8dc3a46e-6d7b-486e-e96b-3d54d3ebcad8"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  Building wheel for mcvae (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install -q git+https://gitlab.inria.fr/epione_ML/mcvae.git"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "fGYQqSqy8_Oe"
-   },
-   "outputs": [],
-   "source": [
-    "from mcvae.models import Mcvae, ThreeLayersVAE, VAE"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "e0DULErY8ly-"
-   },
-   "source": [
-    "First, it is necessary to define a model."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "ugDT7HADNHyx"
-   },
-   "outputs": [],
-   "source": [
-    "N_FEATURES = 784  # Number of pixels in MNIST"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "e28GtSTQ9r_t"
-   },
-   "outputs": [],
-   "source": [
-    "dummy_data = [torch.zeros(1, N_FEATURES)]  # Dummy data to initialize the input layer size\n",
-    "lat_dim = 3  # Size of the latent space for this autoencoder\n",
-    "vae_class = ThreeLayersVAE  # Architecture of the autoencoder (VAE: Single layer)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "9PTIpaglAnM_"
-   },
-   "outputs": [],
-   "source": [
-    "model = Mcvae(data=dummy_data, lat_dim=lat_dim, vaeclass=vae_class)\n",
-    "model.optimizer = torch.optim.Adam(params=model.parameters(), lr=1e-3)\n",
-    "model.init_loss()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "SY57ZUkx-YUc"
-   },
-   "source": [
-    "Now replicate a copy of the models across different centers."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "GiXQtB-eF3Mv"
-   },
-   "outputs": [],
-   "source": [
-    "models = [copy.deepcopy(model) for _ in range(N_CENTERS)]\n",
-    "n_obs_per_client = [len(client_data) for client_data in federated_dataset]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "tah_VnaB-xdo"
-   },
-   "source": [
-    "Train in a federated fashion"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "ydgBCA49KQbO"
-   },
-   "outputs": [],
-   "source": [
-    "def get_data(subset, shuffle=True):\n",
-    "    \"\"\" Extracts data from a Subset torch dataset in the form of a tensor\"\"\"\n",
-    "    loader = DataLoader(subset, batch_size=len(subset), shuffle=shuffle)\n",
-    "    return iter(loader).next()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "uL2a10Rg-vE4",
-    "outputId": "62704cff-e036-43d5-eb0c-94c655c3ddd8"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch:    0/15 (0%)\tLoss: 528.5617\tLL: -528.5566\tKL: 0.0050\tLL/KL: -104751.2169\n",
-      "====> Epoch:   10/15 (67%)\tLoss: 77.4644\tLL: -74.0843\tKL: 3.3801\tLL/KL: -21.9175\n",
-      "====> Epoch:    0/15 (0%)\tLoss: 527.9626\tLL: -527.9576\tKL: 0.0051\tLL/KL: -104216.8695\n",
-      "====> Epoch:   10/15 (67%)\tLoss: 77.4401\tLL: -73.8392\tKL: 3.6009\tLL/KL: -20.5055\n",
-      "====> Epoch:    0/15 (0%)\tLoss: 525.0997\tLL: -525.0947\tKL: 0.0051\tLL/KL: -103884.9293\n",
-      "====> Epoch:   10/15 (67%)\tLoss: 76.7743\tLL: -73.2086\tKL: 3.5656\tLL/KL: -20.5319\n",
-      "====> Epoch:    0/15 (0%)\tLoss: 528.4604\tLL: -528.4553\tKL: 0.0051\tLL/KL: -104527.3463\n",
-      "====> Epoch:   10/15 (67%)\tLoss: 77.8238\tLL: -74.3751\tKL: 3.4487\tLL/KL: -21.5661\n",
-      "====> Epoch:   20/30 (67%)\tLoss: 49.0290\tLL: -37.6401\tKL: 11.3889\tLL/KL: -3.3050\n",
-      "====> Epoch:   20/30 (67%)\tLoss: 48.4610\tLL: -37.1718\tKL: 11.2892\tLL/KL: -3.2927\n",
-      "====> Epoch:   20/30 (67%)\tLoss: 48.2056\tLL: -36.9949\tKL: 11.2106\tLL/KL: -3.3000\n",
-      "====> Epoch:   20/30 (67%)\tLoss: 49.2486\tLL: -37.8945\tKL: 11.3541\tLL/KL: -3.3375\n",
-      "====> Epoch:   30/45 (67%)\tLoss: 15.8485\tLL: -9.6083\tKL: 6.2402\tLL/KL: -1.5397\n",
-      "====> Epoch:   40/45 (89%)\tLoss: -12.3623\tLL: 18.9352\tKL: 6.5729\tLL/KL: 2.8808\n",
-      "====> Epoch:   30/45 (67%)\tLoss: 15.8072\tLL: -9.5787\tKL: 6.2285\tLL/KL: -1.5379\n",
-      "====> Epoch:   40/45 (89%)\tLoss: -12.5916\tLL: 19.1550\tKL: 6.5635\tLL/KL: 2.9184\n",
-      "====> Epoch:   30/45 (67%)\tLoss: 16.1558\tLL: -9.9610\tKL: 6.1948\tLL/KL: -1.6080\n",
-      "====> Epoch:   40/45 (89%)\tLoss: -11.9684\tLL: 18.5574\tKL: 6.5890\tLL/KL: 2.8164\n",
-      "====> Epoch:   30/45 (67%)\tLoss: 16.5887\tLL: -10.3528\tKL: 6.2359\tLL/KL: -1.6602\n",
-      "====> Epoch:   40/45 (89%)\tLoss: -11.1709\tLL: 17.6888\tKL: 6.5179\tLL/KL: 2.7139\n",
-      "====> Epoch:   50/60 (83%)\tLoss: -43.2949\tLL: 51.9390\tKL: 8.6441\tLL/KL: 6.0086\n",
-      "====> Epoch:   50/60 (83%)\tLoss: -43.9839\tLL: 52.5778\tKL: 8.5938\tLL/KL: 6.1181\n",
-      "====> Epoch:   50/60 (83%)\tLoss: -43.4652\tLL: 51.9832\tKL: 8.5180\tLL/KL: 6.1028\n",
-      "====> Epoch:   50/60 (83%)\tLoss: -42.8195\tLL: 51.4198\tKL: 8.6003\tLL/KL: 5.9789\n",
-      "====> Epoch:   60/75 (80%)\tLoss: -63.5757\tLL: 71.6305\tKL: 8.0549\tLL/KL: 8.8928\n",
-      "====> Epoch:   70/75 (93%)\tLoss: -77.9186\tLL: 86.5862\tKL: 8.6676\tLL/KL: 9.9896\n",
-      "====> Epoch:   60/75 (80%)\tLoss: -64.2308\tLL: 72.2830\tKL: 8.0523\tLL/KL: 8.9767\n",
-      "====> Epoch:   70/75 (93%)\tLoss: -79.0930\tLL: 87.7227\tKL: 8.6297\tLL/KL: 10.1652\n",
-      "====> Epoch:   60/75 (80%)\tLoss: -63.4257\tLL: 71.4438\tKL: 8.0180\tLL/KL: 8.9104\n",
-      "====> Epoch:   70/75 (93%)\tLoss: -78.2753\tLL: 87.0201\tKL: 8.7449\tLL/KL: 9.9510\n",
-      "====> Epoch:   60/75 (80%)\tLoss: -63.2790\tLL: 71.3351\tKL: 8.0560\tLL/KL: 8.8549\n",
-      "====> Epoch:   70/75 (93%)\tLoss: -77.4719\tLL: 86.1749\tKL: 8.7030\tLL/KL: 9.9018\n",
-      "====> Epoch:   80/90 (89%)\tLoss: -92.5114\tLL: 100.9692\tKL: 8.4578\tLL/KL: 11.9380\n",
-      "====> Epoch:   80/90 (89%)\tLoss: -92.9820\tLL: 101.3774\tKL: 8.3955\tLL/KL: 12.0753\n",
-      "====> Epoch:   80/90 (89%)\tLoss: -92.5196\tLL: 100.8786\tKL: 8.3591\tLL/KL: 12.0682\n",
-      "====> Epoch:   80/90 (89%)\tLoss: -92.8745\tLL: 101.2884\tKL: 8.4139\tLL/KL: 12.0382\n",
-      "====> Epoch:   90/105 (86%)\tLoss: -106.0539\tLL: 114.7090\tKL: 8.6551\tLL/KL: 13.2534\n",
-      "====> Epoch:  100/105 (95%)\tLoss: -117.9297\tLL: 126.6995\tKL: 8.7698\tLL/KL: 14.4472\n",
-      "====> Epoch:   90/105 (86%)\tLoss: -106.8086\tLL: 115.4679\tKL: 8.6593\tLL/KL: 13.3345\n",
-      "====> Epoch:  100/105 (95%)\tLoss: -118.4944\tLL: 127.2676\tKL: 8.7733\tLL/KL: 14.5063\n",
-      "====> Epoch:   90/105 (86%)\tLoss: -106.5121\tLL: 115.1398\tKL: 8.6277\tLL/KL: 13.3453\n",
-      "====> Epoch:  100/105 (95%)\tLoss: -118.4516\tLL: 127.2390\tKL: 8.7874\tLL/KL: 14.4797\n",
-      "====> Epoch:   90/105 (86%)\tLoss: -106.7659\tLL: 115.4336\tKL: 8.6677\tLL/KL: 13.3177\n",
-      "====> Epoch:  100/105 (95%)\tLoss: -118.5240\tLL: 127.3401\tKL: 8.8160\tLL/KL: 14.4442\n",
-      "====> Epoch:  110/120 (92%)\tLoss: -126.0735\tLL: 134.7997\tKL: 8.7261\tLL/KL: 15.4478\n",
-      "====> Epoch:  110/120 (92%)\tLoss: -128.5597\tLL: 137.4358\tKL: 8.8761\tLL/KL: 15.4838\n",
-      "====> Epoch:  110/120 (92%)\tLoss: -128.5418\tLL: 137.4097\tKL: 8.8679\tLL/KL: 15.4952\n",
-      "====> Epoch:  110/120 (92%)\tLoss: -128.5736\tLL: 137.4403\tKL: 8.8667\tLL/KL: 15.5007\n",
-      "====> Epoch:  120/135 (89%)\tLoss: -136.8414\tLL: 145.7950\tKL: 8.9536\tLL/KL: 16.2834\n",
-      "====> Epoch:  130/135 (96%)\tLoss: -145.7557\tLL: 154.8592\tKL: 9.1035\tLL/KL: 17.0110\n",
-      "====> Epoch:  120/135 (89%)\tLoss: -137.7465\tLL: 146.7102\tKL: 8.9637\tLL/KL: 16.3671\n",
-      "====> Epoch:  130/135 (96%)\tLoss: -147.1581\tLL: 156.2683\tKL: 9.1102\tLL/KL: 17.1531\n",
-      "====> Epoch:  120/135 (89%)\tLoss: -137.8340\tLL: 146.7747\tKL: 8.9407\tLL/KL: 16.4166\n",
-      "====> Epoch:  130/135 (96%)\tLoss: -146.9022\tLL: 155.9727\tKL: 9.0705\tLL/KL: 17.1955\n",
-      "====> Epoch:  120/135 (89%)\tLoss: -137.7606\tLL: 146.7392\tKL: 8.9785\tLL/KL: 16.3433\n",
-      "====> Epoch:  130/135 (96%)\tLoss: -146.8978\tLL: 155.9755\tKL: 9.0777\tLL/KL: 17.1823\n",
-      "====> Epoch:  140/150 (93%)\tLoss: -153.9218\tLL: 163.0297\tKL: 9.1080\tLL/KL: 17.8997\n",
-      "====> Epoch:  140/150 (93%)\tLoss: -154.8601\tLL: 164.0375\tKL: 9.1775\tLL/KL: 17.8740\n",
-      "====> Epoch:  140/150 (93%)\tLoss: -155.0774\tLL: 164.2348\tKL: 9.1574\tLL/KL: 17.9346\n",
-      "====> Epoch:  140/150 (93%)\tLoss: -154.5916\tLL: 163.7941\tKL: 9.2025\tLL/KL: 17.7989\n"
-     ]
-    }
-   ],
-   "source": [
-    "init_params = model.state_dict()\n",
-    "for round_i in range(N_ROUNDS):\n",
-    "    for client_dataset, client_model in zip(federated_dataset, models):\n",
-    "        # Load client data in the form of a tensor\n",
-    "        X, y = get_data(client_dataset)\n",
-    "        client_model.data = [X.view(-1, N_FEATURES)]  # Set data attribute in client's model (list wraps the number of channels)\n",
-    "\n",
-    "        # Load client's model parameters and train\n",
-    "        client_model.load_state_dict(init_params)\n",
-    "        client_model.optimize(epochs=N_EPOCHS, data=client_model.data)\n",
-    "        \n",
-    "    # Aggregate models using federated averaging\n",
-    "    trained_model = federated_averaging(models, n_obs_per_client)\n",
-    "    init_params = trained_model.state_dict()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "0gz_IRXHOL_L"
-   },
-   "source": [
-    "## Results visualization\n",
-    "Using the final parameters we can evaluate the performance of the model by visualizing the testing set onto the latent space."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "-yNMU8hoPGjV"
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "sns.set()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "5CABgW5RFY7c"
-   },
-   "outputs": [],
-   "source": [
-    "dataset_test = datasets.MNIST('~/data/', train=False, download=True)\n",
-    "X_test, y_test = [dataset_test.data.view(-1, N_FEATURES).float()], dataset_test.targets"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "id": "7zLZGrUkO50c"
-   },
-   "outputs": [],
-   "source": [
-    "Z_test = np.hstack([z.loc.detach().numpy() for z in trained_model.encode(X_test)])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "ktFhxqWEPEfs",
-    "outputId": "ccc287be-e995-431c-8bb3-f36eed2ba549"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>$Z_0$</th>\n",
-       "      <th>$Z_1$</th>\n",
-       "      <th>$Z_2$</th>\n",
-       "      <th>label</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>794.841309</td>\n",
-       "      <td>-325.295868</td>\n",
-       "      <td>174.970810</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-357.250793</td>\n",
-       "      <td>576.667358</td>\n",
-       "      <td>-40.315079</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>-131.488586</td>\n",
-       "      <td>354.551086</td>\n",
-       "      <td>350.653107</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>-160.370346</td>\n",
-       "      <td>-291.653625</td>\n",
-       "      <td>-659.524414</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>160.157776</td>\n",
-       "      <td>-210.283234</td>\n",
-       "      <td>-121.650696</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        $Z_0$       $Z_1$       $Z_2$ label\n",
-       "0  794.841309 -325.295868  174.970810     7\n",
-       "1 -357.250793  576.667358  -40.315079     2\n",
-       "2 -131.488586  354.551086  350.653107     1\n",
-       "3 -160.370346 -291.653625 -659.524414     0\n",
-       "4  160.157776 -210.283234 -121.650696     4"
-      ]
-     },
-     "execution_count": 107,
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "col_names = [f'$Z_{i}$' for i in range(Z_test.shape[1])]\n",
-    "latent_df = pd.DataFrame(Z_test, columns=col_names)\n",
-    "latent_df['label'] = y_test\n",
-    "latent_df['label'] = latent_df['label'].astype('category')\n",
-    "latent_df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "sTzkoPh5Pm4F",
-    "outputId": "b1c70915-2955-455e-d30c-04c75df65ef1"
-   },
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 586.6x540 with 9 Axes>"
-      ]
-     },
-     "metadata": {
-      "tags": []
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.pairplot(latent_df, hue='label', corner=True)\n",
-    "plt.show()"
-   ]
-  }
- ],
- "metadata": {
-  "colab": {
-   "collapsed_sections": [],
-   "name": "federated-mcvae.ipynb",
-   "provenance": []
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/federated_learning/federated_mcvae_adni.ipynb b/federated_learning/federated_mcvae_adni.ipynb
deleted file mode 100644
index d9a8b328636ee2d33596652831d87f461a027f63..0000000000000000000000000000000000000000
--- a/federated_learning/federated_mcvae_adni.ipynb
+++ /dev/null
@@ -1,948 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "DaUlM5G0-3Z2"
-   },
-   "source": [
-    "# Federated Variational Autoencoders in biomedical data\n",
-    "Here, an example of a variability analysis using a Multi-channel variational autoencoder proposed by [Antelmi _et_ al](http://proceedings.mlr.press/v97/antelmi19a.html)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "id": "R4I97nmo-yaj"
-   },
-   "outputs": [],
-   "source": [
-    "import copy\n",
-    "import pandas as pd\n",
-    "\n",
-    "import torch\n",
-    "from torch.utils.data import Subset, DataLoader, random_split\n",
-    "from torchvision import datasets, transforms"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "id": "3TAtgoun-o-I"
-   },
-   "outputs": [],
-   "source": [
-    "N_CENTERS = 4\n",
-    "N_ROUNDS = 50   # Number of iterations between all the centers training and the aggregation process.\n",
-    "\n",
-    "N_EPOCHS = 100   # Number of epochs before aggregating\n",
-    "BATCH_SIZE = 48\n",
-    "LR = 1e-2       # Learning rate"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "Rwlv7bhp4Pu1"
-   },
-   "source": [
-    "We define a set of functions to distribute our dataset across multiple centers (`split_iid`) and for doing federated averaging (`federated_averaging`)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "id": "0a2H2aMK_XEJ"
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "def split_iid(df, n_centers):\n",
-    "    \"\"\" Split pandas DataFrame dataset randomly into n_centers \"\"\"\n",
-    "    data = df.sample(frac=1)  # Shuffle dataset\n",
-    "    data =  np.array_split(data, n_centers)\n",
-    "    return data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "id": "BwVx6Cda4uyQ"
-   },
-   "outputs": [],
-   "source": [
-    "def federated_averaging(models, n_obs_per_client):\n",
-    "    assert len(models) > 0, 'An empty list of models was passed.'\n",
-    "    assert len(n_obs_per_client) == len(models), 'List with number of observations must have ' \\\n",
-    "                                                 'the same number of elements that list of models.'\n",
-    "\n",
-    "    # Compute proportions\n",
-    "    n_obs = sum(n_obs_per_client)\n",
-    "    proportions = [n_k / n_obs for n_k in n_obs_per_client]\n",
-    "\n",
-    "    # Empty model parameter dictionary\n",
-    "    avg_params = models[0].state_dict()\n",
-    "    for key, val in avg_params.items():\n",
-    "        avg_params[key] = torch.zeros_like(val)\n",
-    "\n",
-    "    # Compute average\n",
-    "    for model, proportion in zip(models, proportions):\n",
-    "        for key in avg_params.keys():\n",
-    "            avg_params[key] += proportion * model.state_dict()[key]\n",
-    "\n",
-    "    # Copy one of the models and load trained params\n",
-    "    avg_model = copy.deepcopy(models[0])\n",
-    "    avg_model.load_state_dict(avg_params)\n",
-    "\n",
-    "    return avg_model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "rtBeNOs_5TRV"
-   },
-   "source": [
-    "## Federating dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 100
-    },
-    "id": "zQIM1eIs3c3k",
-    "outputId": "02ce29ef-f32b-47df-9d85-14fbdcbe2f3b"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>SEX</th>\n",
-       "      <th>AGE</th>\n",
-       "      <th>PTEDUCAT</th>\n",
-       "      <th>CDRSB.bl</th>\n",
-       "      <th>ADAS11.bl</th>\n",
-       "      <th>MMSE.bl</th>\n",
-       "      <th>RAVLT.immediate.bl</th>\n",
-       "      <th>RAVLT.learning.bl</th>\n",
-       "      <th>RAVLT.forgetting.bl</th>\n",
-       "      <th>FAQ.bl</th>\n",
-       "      <th>WholeBrain.bl</th>\n",
-       "      <th>Ventricles.bl</th>\n",
-       "      <th>Hippocampus.bl</th>\n",
-       "      <th>MidTemp.bl</th>\n",
-       "      <th>Entorhinal.bl</th>\n",
-       "      <th>APOE4</th>\n",
-       "      <th>ABETA.MEDIAN.bl</th>\n",
-       "      <th>PTAU.MEDIAN.bl</th>\n",
-       "      <th>TAU.MEDIAN.bl</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>669</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>69.0</td>\n",
-       "      <td>14.945415</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>28.482003</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>3.349521</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.687166</td>\n",
-       "      <td>0.007506</td>\n",
-       "      <td>0.005003</td>\n",
-       "      <td>0.013367</td>\n",
-       "      <td>0.002208</td>\n",
-       "      <td>0</td>\n",
-       "      <td>200.999667</td>\n",
-       "      <td>9.887908</td>\n",
-       "      <td>7.109941</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     SEX   AGE   PTEDUCAT  CDRSB.bl  ADAS11.bl  MMSE.bl  RAVLT.immediate.bl  \\\n",
-       "669  1.0  69.0  14.945415         0          7     27.0           28.482003   \n",
-       "\n",
-       "     RAVLT.learning.bl  RAVLT.forgetting.bl  FAQ.bl  WholeBrain.bl  \\\n",
-       "669                3.0             3.349521       0       0.687166   \n",
-       "\n",
-       "     Ventricles.bl  Hippocampus.bl  MidTemp.bl  Entorhinal.bl  APOE4  \\\n",
-       "669       0.007506        0.005003    0.013367       0.002208      0   \n",
-       "\n",
-       "     ABETA.MEDIAN.bl  PTAU.MEDIAN.bl  TAU.MEDIAN.bl  \n",
-       "669       200.999667        9.887908       7.109941  "
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "csv = 'https://gitlab.inria.fr/ssilvari/flhd/-/raw/master/heterogeneous_data/pseudo_adni.csv?inline=false'\n",
-    "df = pd.read_csv(csv)\n",
-    "\n",
-    "df.sample()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['SEX', 'AGE', 'PTEDUCAT', 'CDRSB.bl', 'ADAS11.bl', 'MMSE.bl',\n",
-       "       'RAVLT.immediate.bl', 'RAVLT.learning.bl', 'RAVLT.forgetting.bl',\n",
-       "       'FAQ.bl', 'WholeBrain.bl', 'Ventricles.bl', 'Hippocampus.bl',\n",
-       "       'MidTemp.bl', 'Entorhinal.bl', 'APOE4', 'ABETA.MEDIAN.bl',\n",
-       "       'PTAU.MEDIAN.bl', 'TAU.MEDIAN.bl'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "4.0     153\n",
-       "5.0     128\n",
-       "3.0     117\n",
-       "6.0     112\n",
-       "0.0     100\n",
-       "2.0      98\n",
-       "1.0      96\n",
-       "7.0      90\n",
-       "8.0      62\n",
-       "9.0      31\n",
-       "10.0     10\n",
-       "12.0      2\n",
-       "11.0      1\n",
-       "Name: RAVLT.learning.bl, dtype: int64"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[\"RAVLT.learning.bl\"].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "58MA82hi5Wqo"
-   },
-   "source": [
-    "Now, `federated_dataset` is a list of subsets of the main dataset."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "Hmqxw8OtAJpe",
-    "outputId": "03ab0890-8868-4a1f-f515-b0cec76c4cc3"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of centers: 4\n"
-     ]
-    }
-   ],
-   "source": [
-    "federated_dataset = split_iid(df, n_centers=N_CENTERS)\n",
-    "print('Number of centers:', len(federated_dataset))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "4K25ntUw9Y2J"
-   },
-   "source": [
-    "Finally, we must parse each dataframe in the form of a tensor Dataset grouping variables in 5 channels:\n",
-    "* Volumetric data\n",
-    "* Demographics\n",
-    "* Cognition\n",
-    "* Genetics: Apolipoprotein E (APOE)\n",
-    "* Fluid biomarkers: Amyloid beta (Abeta) and Tau concentrations in the Cerebrospinal fluid (CSF)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "id": "OS_9TL_x_oFR"
-   },
-   "outputs": [],
-   "source": [
-    "def get_channels():\n",
-    "    \n",
-    "    channel_1 = ['WholeBrain.bl', 'Ventricles.bl', 'Hippocampus.bl', 'MidTemp.bl', 'Entorhinal.bl']\n",
-    "    channel_2 = ['SEX', 'AGE', 'PTEDUCAT']\n",
-    "    channel_3 = ['CDRSB.bl', 'ADAS11.bl', 'MMSE.bl', 'RAVLT.immediate.bl', 'RAVLT.learning.bl', 'RAVLT.forgetting.bl', 'FAQ.bl']\n",
-    "    channel_4 = ['APOE4']\n",
-    "    channel_5 = ['ABETA.MEDIAN.bl', 'PTAU.MEDIAN.bl', 'TAU.MEDIAN.bl']\n",
-    "    return channel_1, channel_2, channel_3, channel_4, channel_5\n",
-    "\n",
-    "def get_data_as_multichannel_tensor_dataset(df):\n",
-    "    \"\"\"Takes a dataframe, splits it into multiple channels and parse each channel as a tensor\"\"\"\n",
-    "    channel_1, channel_2, channel_3, channel_4, channel_5 = get_channels()\n",
-    "    \n",
-    "    df = (df - df.mean())/df.std()\n",
-    "    def as_tensor(cols):\n",
-    "        return torch.tensor(df[cols].values).float()\n",
-    "    \n",
-    "    return [as_tensor(channel_1), as_tensor(channel_2), as_tensor(channel_3), as_tensor(channel_4), as_tensor(channel_5)]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "if3uAKOQ8gDA"
-   },
-   "source": [
-    "## Defining and distributing a model: Variational Autoencoder\n",
-    "In this excercise we will use the Multi-channel Variational Autoencoder proposed by Antelmi _et_ al."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "swxoLLB1HZjZ",
-    "outputId": "4a4bd349-5ea1-47ca-88d2-99ffac2fd6ff"
-   },
-   "outputs": [],
-   "source": [
-    "!pip install -q git+https://gitlab.inria.fr/epione_ML/mcvae.git"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "id": "fGYQqSqy8_Oe"
-   },
-   "outputs": [],
-   "source": [
-    "from mcvae.models import Mcvae, ThreeLayersVAE, VAE"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "e0DULErY8ly-"
-   },
-   "source": [
-    "First, it is necessary to define a model."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "id": "e28GtSTQ9r_t"
-   },
-   "outputs": [],
-   "source": [
-    "dummy_data = [torch.zeros_like(x) for x in get_data_as_multichannel_tensor_dataset(df.sample())]  # Dummy data to initialize the input layer size\n",
-    "lat_dim = 1  # Size of the latent space for this autoencoder\n",
-    "vae_class = VAE  # Architecture of the autoencoder (VAE: Single layer)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "id": "9PTIpaglAnM_"
-   },
-   "outputs": [],
-   "source": [
-    "model = Mcvae(data=dummy_data, lat_dim=lat_dim, vaeclass=vae_class)\n",
-    "model.optimizer = torch.optim.Adam(params=model.parameters(), lr=1e-3)\n",
-    "model.init_loss()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "SY57ZUkx-YUc"
-   },
-   "source": [
-    "Now replicate a copy of the models across different centers."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "id": "GiXQtB-eF3Mv"
-   },
-   "outputs": [],
-   "source": [
-    "models = [copy.deepcopy(model) for _ in range(N_CENTERS)]\n",
-    "n_obs_per_client = [len(client_data) for client_data in federated_dataset]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "tah_VnaB-xdo"
-   },
-   "source": [
-    "Train in a federated fashion"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "uL2a10Rg-vE4",
-    "outputId": "02f6a4b2-29d9-4af8-83ab-ae3ba418b98b"
-   },
-   "outputs": [],
-   "source": [
-    "init_params = model.state_dict()\n",
-    "for round_i in range(N_ROUNDS):\n",
-    "    for client_dataset, client_model in zip(federated_dataset, models):\n",
-    "        # Load client data in the form of a tensor\n",
-    "        X = get_data_as_multichannel_tensor_dataset(client_dataset)\n",
-    "\n",
-    "        # Load client's model parameters and train\n",
-    "        client_model.load_state_dict(init_params)\n",
-    "        client_model.optimize(epochs=N_EPOCHS, data=X)\n",
-    "        \n",
-    "    # Aggregate models using federated averaging\n",
-    "    trained_model = federated_averaging(models, n_obs_per_client)\n",
-    "    init_params = trained_model.state_dict()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "0gz_IRXHOL_L"
-   },
-   "source": [
-    "## Results visualization\n",
-    "Using the final parameters we can evaluate the performance of the model by visualizing the testing set onto the latent space."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "id": "-yNMU8hoPGjV"
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "sns.set()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "KNQAiUlBIq5v"
-   },
-   "source": [
-    "Here we store in a list the deconding weights estimated for each modality. \n",
-    "**We are interested in the decoding weights corresponding to each dimmension of the latent space $Z_i$**."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "id": "nuf5HBQe4RSv"
-   },
-   "outputs": [],
-   "source": [
-    "decoding_weights_dict = {k: w.detach().numpy() for k, w in trained_model.state_dict().items() if 'W_out.weight' in k}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>$Z_{0}$</th>\n",
-       "      <th>biomarker</th>\n",
-       "      <th>channel</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.243616</td>\n",
-       "      <td>WholeBrain.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>0.189885</td>\n",
-       "      <td>Ventricles.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>-0.321737</td>\n",
-       "      <td>Hippocampus.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.276269</td>\n",
-       "      <td>MidTemp.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>-0.290797</td>\n",
-       "      <td>Entorhinal.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    $Z_{0}$       biomarker  channel\n",
-       "0 -0.243616   WholeBrain.bl        1\n",
-       "1  0.189885   Ventricles.bl        1\n",
-       "2 -0.321737  Hippocampus.bl        1\n",
-       "3 -0.276269      MidTemp.bl        1\n",
-       "4 -0.290797   Entorhinal.bl        1"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "lat_dim_names = [f'$Z_{{{i}}}$' for i in range(lat_dim)]\n",
-    "col_names = lat_dim_names + [\"biomarker\"]\n",
-    "weights = pd.DataFrame()\n",
-    "\n",
-    "channels = get_channels()\n",
-    "\n",
-    "for channel_i, weights_i in enumerate(decoding_weights_dict.values()):\n",
-    "\n",
-    "    channel_df = pd.DataFrame(np.concatenate((weights_i, np.array(channels[channel_i]).reshape(-1, 1)), axis=1), \n",
-    "        columns=lat_dim_names + [\"biomarker\"])\n",
-    "    channel_df['channel'] = channel_i + 1\n",
-    "    \n",
-    "\n",
-    "    weights = weights.append(channel_df, ignore_index=True)\n",
-    "\n",
-    "weights[\"$Z_{0}$\"] = weights[\"$Z_{0}$\"].astype('float32')\n",
-    "weights.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "qfuDyCFhNhdI"
-   },
-   "source": [
-    "We prepare the dataset in a form so it is easily visualizable."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 80
-    },
-    "id": "fDcaqWnCG5me",
-    "outputId": "39b941cd-c796-4f77-91fd-2d2c9fc1d65c"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>biomarker</th>\n",
-       "      <th>channel</th>\n",
-       "      <th>latent_var</th>\n",
-       "      <th>value</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>17</td>\n",
-       "      <td>PTAU.MEDIAN.bl</td>\n",
-       "      <td>5</td>\n",
-       "      <td>$Z_{0}$</td>\n",
-       "      <td>0.16061</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         biomarker  channel latent_var    value\n",
-       "17  PTAU.MEDIAN.bl        5    $Z_{0}$  0.16061"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "weights_melt = weights.melt(id_vars=['biomarker', 'channel'], var_name='latent_var')\n",
-    "weights_melt.sample()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>$Z_{0}$</th>\n",
-       "      <th>biomarker</th>\n",
-       "      <th>channel</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>-0.243616</td>\n",
-       "      <td>WholeBrain.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>0.189885</td>\n",
-       "      <td>Ventricles.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>-0.321737</td>\n",
-       "      <td>Hippocampus.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>-0.276269</td>\n",
-       "      <td>MidTemp.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>-0.290797</td>\n",
-       "      <td>Entorhinal.bl</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5</td>\n",
-       "      <td>-0.103445</td>\n",
-       "      <td>SEX</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6</td>\n",
-       "      <td>0.143066</td>\n",
-       "      <td>AGE</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>7</td>\n",
-       "      <td>-0.102563</td>\n",
-       "      <td>PTEDUCAT</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>8</td>\n",
-       "      <td>0.274100</td>\n",
-       "      <td>CDRSB.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>9</td>\n",
-       "      <td>0.328286</td>\n",
-       "      <td>ADAS11.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>10</td>\n",
-       "      <td>-0.306241</td>\n",
-       "      <td>MMSE.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>11</td>\n",
-       "      <td>-0.310553</td>\n",
-       "      <td>RAVLT.immediate.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>12</td>\n",
-       "      <td>-0.244175</td>\n",
-       "      <td>RAVLT.learning.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>13</td>\n",
-       "      <td>0.070348</td>\n",
-       "      <td>RAVLT.forgetting.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>14</td>\n",
-       "      <td>0.272759</td>\n",
-       "      <td>FAQ.bl</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>15</td>\n",
-       "      <td>0.180560</td>\n",
-       "      <td>APOE4</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>16</td>\n",
-       "      <td>-0.268966</td>\n",
-       "      <td>ABETA.MEDIAN.bl</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>17</td>\n",
-       "      <td>0.160610</td>\n",
-       "      <td>PTAU.MEDIAN.bl</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>18</td>\n",
-       "      <td>0.220941</td>\n",
-       "      <td>TAU.MEDIAN.bl</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     $Z_{0}$            biomarker  channel\n",
-       "0  -0.243616        WholeBrain.bl        1\n",
-       "1   0.189885        Ventricles.bl        1\n",
-       "2  -0.321737       Hippocampus.bl        1\n",
-       "3  -0.276269           MidTemp.bl        1\n",
-       "4  -0.290797        Entorhinal.bl        1\n",
-       "5  -0.103445                  SEX        2\n",
-       "6   0.143066                  AGE        2\n",
-       "7  -0.102563             PTEDUCAT        2\n",
-       "8   0.274100             CDRSB.bl        3\n",
-       "9   0.328286            ADAS11.bl        3\n",
-       "10 -0.306241              MMSE.bl        3\n",
-       "11 -0.310553   RAVLT.immediate.bl        3\n",
-       "12 -0.244175    RAVLT.learning.bl        3\n",
-       "13  0.070348  RAVLT.forgetting.bl        3\n",
-       "14  0.272759               FAQ.bl        3\n",
-       "15  0.180560                APOE4        4\n",
-       "16 -0.268966      ABETA.MEDIAN.bl        5\n",
-       "17  0.160610       PTAU.MEDIAN.bl        5\n",
-       "18  0.220941        TAU.MEDIAN.bl        5"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "weights"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 1000
-    },
-    "id": "ym8Yt8Jp80EL",
-    "outputId": "adc65776-fdf6-45ef-ade1-6ad025a8193f"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 969.8x1800 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.catplot(data=weights_melt, x='biomarker', y='value', hue='latent_var', kind='bar', col='channel', col_wrap=1, aspect=2.5, sharex=False, palette='Blues_r')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "colab": {
-   "collapsed_sections": [],
-   "name": "federated-mcvae-adni.ipynb",
-   "provenance": []
-  },
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/federated_learning/fl-graph.png b/federated_learning/fl-graph.png
deleted file mode 100644
index 531880e8b3ffe3418effc77ca54340ae4b7e8db7..0000000000000000000000000000000000000000
Binary files a/federated_learning/fl-graph.png and /dev/null differ
diff --git a/federated_learning/introduction.md b/federated_learning/introduction.md
deleted file mode 100644
index 3c1199a21af4eac4b78eda8f6f692f58d42ca6c0..0000000000000000000000000000000000000000
--- a/federated_learning/introduction.md
+++ /dev/null
@@ -1,74 +0,0 @@
-# Introduction
-
-Standard machine learning approaches require to have a centralizaed dataset in order to train a model. In certain scenarios like in the biomedical field, this is not straightforward due to several reasons like:
-
-* Privacy concerns:
-  * General Data Protection Regulation (GDPR): [General Data Protection Regulation (GDPR) – Official Legal Text](https://gdpr-info.eu/)
-  * Californian Consumer Privacy Act (CCPA): [California Consumer Privacy Act (CCPA) | State of California - Department of Justice - Office of the Attorney General](https://oag.ca.gov/privacy/ccpa)
-* Ethical committee approval
-* Transferring data to a centralized location
-
-This slows down research in healthcare and limits the generalization of certain models.
-
-## Federated Learning
-
-Federated learning (FL) is a machine learning procedure whose goal is to train a model without having data centralized. The goal of FL is to train higher quality models by having access to more data than centralized approaches, as well as to keep data securely decentralized. 
-
-### Infrastructure of a federated learning setting in healthcare
-
-A common scenario of federated learning in healthcare is shown as follows:
-
-![](./fl-graph.png)
-
-Hospitals (a.k.a. clients) across several geographical locations hold data of interest for a researcher. These data can be "made available" for local training but, only the model is authorized to be shared with a third thrusted party (e.g. research center). Once all the models are gathered, different techniques are proposed for **aggregating** them as a single global model. Then, the **Aggregated model** can be used as purposed (e.g. training a neural network for segmentation).
-
-### Theoretical background
-
-One of the critical points in FL is knowing how to aggregate the models submitted by the clients. The main problem relies on finding the best set of **parameters** that define your model in function of the submissions made by the clients.
-
-In a canonical form:
-
-$$
-\min_w F(w) ,\quad \textrm{where} F(w):=\sum_{k=1}^{m} p_k F_k(w)
-$$
-
-Where $m$ is the total number of clients, $p_k>=0$, and $\sum_k p_k=1$ , and $F_k$ is the local objective function for the $k$-th client. The impact (contribution) of each client to the aggregation of the global model is given by $p_k$.
-
-One of the first proposed methodologies in FL for model aggregation was **Federated Averaging `FedAVG`** by (MacMahan _et_ al, 2016), the idea behind it was to define the contribution of each client as $p_k=\frac{n_k}{n}$ where $n_k$ is the number of datapoints in the client $k$ and $n$ is the total number of observations studied.
-
-### Challenges in federated learning
-
-The main challenges in FL are associated to:
-
-- **Communication efficiency:** number of iterations between clients and central location to train an optimal model.
-
-- **Data heterogeneity:** how to build generalized models with heterogeneous data?
-
-- **Security:** adversarial attacks and data leakage.
-
-
-## Links
-
-[Presentation material](https://ecaad164-c957-4008-a451-5e1098ff8953.filesusr.com/ugd/68a50d_a3d074241b3a4342be2fef2413ee61c7.pdf)
-
-[Colab notebook - part 1](https://colab.research.google.com/drive/1_uemRwNuok1wop6wP2Aiokn0KQgcwfr1?usp=sharing)
-
-[Colab notebook - part 2](https://colab.research.google.com/drive/1PiUee4n8T7pIhDV5zDEqhsK5jXvDYHpO?usp=sharing)
-
-[Colab notebook - part 3](https://colab.research.google.com/drive/1kIbrUtNH_WIPQX5vLyzRjs5CTgKA2CMT?usp=sharing)
-
-[Colab notebook - part 4](https://colab.research.google.com/drive/10wEN9eqdE9Z7CtvhRFgsL3gAzunZGlee?usp=sharing)
-
-
----
-
-## References
-
-1. **Konečný, J., McMahan, et al. (2016).** *Federated learning: Strategies for improving communication efficiency*. arXiv preprint arXiv:1610.05492.
-
-2. **Li, T., Sahu, et al. (2018).** *Federated optimization in heterogeneous networks.* arXiv preprint arXiv:1812.06127.
-
-3. **Li, T., Sahu, A. K., Talwalkar, A., & Smith, V. (2020).** *Federated learning: Challenges, methods, and future directions*. IEEE Signal Processing Magazine, 37(3), 50-60.
-
-
-
diff --git a/federated_learning/mcvae_rotated_mnist.ipynb b/federated_learning/mcvae_rotated_mnist.ipynb
deleted file mode 100644
index 874d2f887a015be34c4d33b747b6443d69de20ff..0000000000000000000000000000000000000000
--- a/federated_learning/mcvae_rotated_mnist.ipynb
+++ /dev/null
@@ -1,992 +0,0 @@
-{
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
-    "colab": {
-      "name": "mcvae-rotated-mnist.ipynb",
-      "provenance": [],
-      "collapsed_sections": []
-    },
-    "kernelspec": {
-      "display_name": "Python 3",
-      "name": "python3"
-    },
-    "accelerator": "GPU"
-  },
-  "cells": [
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "q9lIGCv-6tXN"
-      },
-      "source": [
-        "# Federated Multi-channel VAEs in MNIST\n",
-        "In this notebook we illustrate a simple example of multi-channel data generated by rotating the MNIST dataset and modeling each angle of rotation as a data view/channel."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "3PkTZ3-jV0U5"
-      },
-      "source": [
-        "import torch\n",
-        "from torch.utils.data import Subset, DataLoader, random_split\n",
-        "from torchvision import datasets, transforms\n",
-        "\n",
-        "import matplotlib.pyplot as plt"
-      ],
-      "execution_count": 2,
-      "outputs": []
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "93xPotGa7dny"
-      },
-      "source": [
-        "The set of parameters utilized in this tutorial can be configured as follows:"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "AXPPb2jXeJcV",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "3d89f3db-c609-4e70-dd1a-ac7486b5d585"
-      },
-      "source": [
-        "N_CENTERS = 4\n",
-        "N_ROUNDS = 10   # Number of iterations between all the centers training and the aggregation process.\n",
-        "\n",
-        "N_EPOCHS = 15   # Number of epochs before aggregating\n",
-        "BATCH_SIZE = 48\n",
-        "LR = 1e-3       # Learning rate\n",
-        "\n",
-        "N_CHANNELS = 4\n",
-        "DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
-        "print('Device:', DEVICE)"
-      ],
-      "execution_count": 3,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "Device: cuda\n"
-          ],
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "_9IDEAmY7jm9"
-      },
-      "source": [
-        "To create the new channels, it is necessary to transform the dataset. A way to do it is to define a customized transform class that receives a set of angles (channels) and then apply it to the original image."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "MrIS5NRGZ59Q"
-      },
-      "source": [
-        "import torchvision.transforms.functional as TF\n",
-        "\n",
-        "class MultiChannel:\n",
-        "    \"\"\"Create a multi-channel version of each digit by rotating it\"\"\"\n",
-        "\n",
-        "    def __init__(self, angles):\n",
-        "        self.angles = angles\n",
-        "\n",
-        "    def __call__(self, x):\n",
-        "        return [TF.rotate(x, angle) for angle in self.angles]"
-      ],
-      "execution_count": 4,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "41N_lVfEYbts"
-      },
-      "source": [
-        "angles = torch.linspace(0, 300, N_CHANNELS).tolist()  # Number of rotations to generate (channels in the range 0-300 deg)\n",
-        "transform = transforms.Compose([\n",
-        "            transforms.ToTensor(),\n",
-        "            MultiChannel(angles)\n",
-        "])"
-      ],
-      "execution_count": 5,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "o5gqiQn9YDat"
-      },
-      "source": [
-        "dataset = datasets.MNIST('~/data/', download=True, train=True, transform=transform)"
-      ],
-      "execution_count": 6,
-      "outputs": []
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "KZUvY0xV8Owh"
-      },
-      "source": [
-        "We can then visualize the results of the transformation for a couple of observations."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "FSrEf4OCaiMZ"
-      },
-      "source": [
-        "def plot_digit(mnist_point, angles=None):\n",
-        "    images, label = mnist_point\n",
-        "\n",
-        "    fig, axs = plt.subplots(ncols=len(images), subplot_kw={'xticks': [], 'yticks': []})\n",
-        "    for ax, image in zip(axs, images):\n",
-        "        ax.imshow(image.reshape(28,28), cmap='gray')\n",
-        "\n",
-        "    if angles is not None:\n",
-        "        for ax, angle in zip(axs, angles):\n",
-        "            ax.set_title(f'{angle}$^\\circ$')\n",
-        "    \n",
-        "    plt.suptitle(f'Label: {label}', size=24, weight='bold')\n",
-        "    plt.tight_layout()\n",
-        "    return ax"
-      ],
-      "execution_count": 7,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 419
-        },
-        "id": "ovnqorBFbTGD",
-        "outputId": "b562caa3-1855-45a6-c9ce-507cff882352"
-      },
-      "source": [
-        "plot_digit(dataset[0], angles)\n",
-        "plot_digit(dataset[2], angles)\n",
-        "plt.show()"
-      ],
-      "execution_count": 8,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADJCAYAAAB2baaLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAXHUlEQVR4nO3de5hUxZnH8V8pEhHEQJaAARV1Da4YwRvyEKOgEdRFXEU04GUxavCCxqzBxVsANQQfkxhQMBrvlxA3ZhUlRl1NlM1CVBQU4cFLWCQKsgqiIihCav84PeV7Dt09PTM93dUz38/z9ON7rlOc6pnXU6dOlfPeCwCA2GxT7QIAAJAPCQoAECUSFAAgSiQoAECUSFAAgCiRoAAAUSJBoVVzzk10znnzeaZK5fCZz8BqlAOICQkKVeeceyaGJNEaOOdG50mGhT5vVru8aN1IUACAKJGgAABRalPtAgCoqpGS/lJg2+eVLAiQRYJCTXPO7SnpXyT1k7SPpK9I6izJS1orabGk2ZLu9N5/3IDzDpN0saT9JW0naZGk6d77++o57p8lnSqpv6SuudUrJT0r6Sbv/cKS/3Hp8/aU9L+Z1bt775c35nzGu2U4B9AsSFCodSMk/aTAtq/lPkdJ+oFzbrD3/o36Tuic+4mk8ZnV/SX1d84dJmmMz4yy7JzrImmmpCPznPIfc5/vOucmS7oqe3wVzXDOdZPUQdI6JYn4YUm3e+83VLVkaPV4BoXWoqekB0rYr5+2Tk7WOZLG2BXOue0lPab8ySm1q6Qrcp9Y/JOkTkruErtIOkLSNEmLnHP7VrNgAAkKte4zSX+QdJ6kIZL6Suol6VuSrpO0xey7f+4OqJh2kj6QNFrSfpL+VUlToXW1c66tWb5Y0kFm+X1J5+aOP0DSNUqaHOtMcM7tXt8/rMr2kPQH59xXql0QtF408aGmee9vkHRDnk2vS/qzc24fSceZ9d+UNKee057uvf99Ll7knFuj5DlWnS5Kmg3r9kndUUk6zXv/hFlekHuGdHpuuY2k70q6qp5yNJfVkh6U9LSS69RWSSKdIGkXs18PSZdK+vdKFxCQSFBoAZxzfZX8wR8gaXdJOyppssrna/Wc7n0lzXXWY5LWKOmAUedgSb93zvVQ0nxoPe6cq6/Yh9a3g5XryFDvSUvwe0n3e++zPfQWOOdmK+lUYv+dI0SCQpXQxIea5pwbJ+klSRdKOlBJD75CyUlKOgMUsyLbgSG3vCKzX10PvfoSXiHdGnlck3jv38uTnOq2rZZ0Z2b17s659s1fMmBrJCjULOdcH0lT1LA7i8behZS71127Mp+vXJbnWbdTpQsBSDTxobadqPT/ZG2UdJmkZyR9mFt3o6ShDTjnrs45Z++iXNJet2tmv9W5/76b5xwDJb1Vz8/Z3IAyVVK+zhvrKl4KQNxBobbtnFl+0ns/1Xv/cu6ZzXuS+jTwnP8g6djMumNy660XJMl7v0JbJ6NjvffLC32U9JBrqwZwzvXMM5hrzwaeYyfn3G8KHeec66qk96L1Gu9DoVq4g0KMtq/nj+8G7/3/KenQYA1yzn1H0gIldwJXKd0rrVT3Oud+oOTZVh9Jv8hsf1/SU2b5FkmTzfKlzrmvSrpf0t8kfUlJUuqv5K5vL0mDJC1rRNmawkk6RdJJzrmHlLyQuyi3/kBJE5XuICFJRUfOAJoTCQoxOkRbD+tjzVIyvNGjSpr06nRUMpqDtVpfdGgoxWYlL67eVWSfCd77z8zyLySdpKSrdp3R2vpuJBbbKinvSfXs96ryd+EHKoImPtQs7/08STOK7HKDpMcbeNr/kXRrke13SLo5U46Nko6W9F8l/oz1+uIZWSVtUfKcrhRzJA323n/SjOUBiiJBoaZ57y+QdLakFyV9KukjSXMljfLe/1sjzzlGySjf/5073wZJz0k6w3t/Vr5x9HLdtwcrGc3iHklvKElEm5WMTPGSpNuUNLF1894vaEzZmiI3WG5XSacp6U6+IFe2zUr+jcsk/UbSMEmDvPerKl1GwHLxjFkJAMAXuIMCAESJBAUAiBIJCgAQJRIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEokKABAlEhQAIAokaAAAFEiQQEAokSCAgBEiQQFAIgSCQoAECUSFAAgSiQoAECUSFAAgCiRoAAAUSJBAQCiRIICAESJBAUAiBIJCgAQJRIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEokKABAlEhQAIAokaAAAFEiQQEAokSCAgBEiQQFAIgSCQoAECUSFAAgSiQoAECUSFAAgCiRoAAAUSJBAQCiRIICAESJBAUAiBIJCgAQJRIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARKkmE5RzrrNz7iHn3CfOubecc6Oasq9zrp9z7lHn3CXNW/KWwzk31jk33zn3mXPursy2ote83PWX2486zHDOfck5d3vuun3snFvonDvGbKeeIuCcu885t8o595Fz7nXn3NlmW6uuo5pMUJKmS9okqaukUyXd7Jzr3YR9R0k6WVKv5ilui7RS0rWS7sizrb5rXu76k6jDfNpI+pukwyXtJOlKSf/hnOuZ2049xeEnknp67ztKGibpWufcgbltrbuOvPc19ZHUXslF/rpZd6+kKY3dV9L+kmZJuqja/75a+yhJUneVes2bo/6owwbV1yuShlNPcX6UJIVVShJEq6+jNkWzV5y+Lmmz9/51s+5lJf+X2Kh9vfcLJB1f7oK2UvVd87LXn0QdlsI511XJNV0s6ikqzrkZkkZLaidpgaTHRB3VZBNfB0kfZdZ9KGnHJu6L8qjvmlN/VeCc207S/ZLu9t4vFfUUFe/9+Uqu17ck/aekz0Qd1WSCWi+pY2ZdR0kfN3FflEd915z6qzDn3DZKmnM2SRqbW009RcZ7v8V7/2dJPSSdJ+qoJhPU65LaOOf2Muv6KGm2aMq+KI/6rjn1V0HOOSfpdiUPxod77z/PbaKe4tVG0p6ijmqvk0TuId5vJM1U8uDvm0puVXs3dV8+DaqDNpK2V9ID6d5c3KaUa079VbSefinpL5I6NPTaUk8VqZ+vSvqOkia4bSUNkfSJpGHUka/ZBNVZ0sO5ilwhaZTZ9gdJl5eyL58m1cFEST7zmVjKNaf+KlZHu+Xq5VMlTTx1n1Oppzg+krpIelbSOiXPiBZJOqfU69rS68jlCg4AQFRq8RkUAKAVIEEBAKJEggIARIkEBQCIEgkKABClBo3F55yjy1/lvO+979LQg6ijiqKOGqB79+4hfueddyr1YxtVR1LrracqyVtPtThYbGvxVrULgHpRRw1w4YUXhnj8+PGV+rHUUW3IW0808QEAosQdFIAm2bJlS0n7DRgwoJlLgpaGOygAQJRIUACAKNHEByCva665JsRt2qT/VAwdOjTvMbZ33vPPP5/a9txzz5WxdGgNuIMCAESJBAUAiBIJCgAQJZ5BAQi+/OUv511/6aWXlnS8fc40ZsyYspQJrRd3UACAKJGgAABRookPaOXat28f4nHjxoX4oosuKun4ZcuWhXjEiBHlKxjKqm/fviFeuHBhFUtSOu6gAABRIkEBAKLUYpr4tt122xDvtNNOJR0zduzYEO+www4h7tWrV2q/Cy64IMQ//elPQzxy5MgQf/rpp6ljpkyZEuJJkyaVVB6gGh5//PEQFxrQdenSpall+7uzZMmS5ikYmqxz58551++6664hXrFiRaWK02DcQQEAokSCAgBEKcomPnv72bZt2xBnmx8OPfTQENsXDIcPH96kn//222+nlqdNmxbiE044IcQff/xxiF9++eXUMc8++2yTylBJEyZMCPG3v/3tEJ999tmp/V577bWKlanOwIEDQzxnzpwQ//3vf694WWpZu3btQjxkyJDUtlLmaTryyCMLblu9enXjC4ZmVWiA3j322CPE2Ucab775ZrOWqSG4gwIARIkEBQCIEgkKABClaJ5B2bec//jHP4a41C7jTWWfaVx55ZWpbevXrw/x/fffH+JVq1aF+IMPPkgdU43nNY01fvz4EH/++ech7tSpUzWKk/LEE0+E2HZnttdeko499tiKlalW2Oellh0topjly5eH+N133y1HkVBh9ln4mWeemXef7DNInkEBAFAPEhQAIErRNPHZt5nXrFkT4qY28WW7Wa5bty7EgwYNCvGmTZtCfO+99zbpZ9aa7bffPsS2W//OO+9ckZ/fvXv31PJdd90V4jZtvviK7rfffiHu3bt36phhw4aF+JFHHilzCWvTrFmzQmybbouZMWNGiG+66aaylwnNq2PHjgW32cF/7aszd955Z2o/+/rOeeedF+ItW7aUo4gNwh0UACBKJCgAQJSiaeJbu3ZtiG0vo6FDh4Z4wYIFqWPsbapl5zo56qijUts++eSTENtmou9///sNLHHLMXPmzBDbJr7mZJsPr7jiitS2I444IsSbN28OsW3us4MDZ88xe/bsELe2ESdsU2f2uhZie+hdeOGFZS8TKuejjz5KLZ9zzjkhtr9LxdhReeyjjy5duoTY/r1uTtxBAQCiRIICAEQpmiY+6+GHHw6xfWnXDs4qSX369AnxWWedFWI7Z5Nt0stavHhxiL/3ve81rrAtwA9/+MMQz5s3L8S2F1g5OOdCfMYZZ4R4zJgxqf2893mPf/LJJ0M8ePDg1LaDDjooxMcff3ze4+28R5K0cePGekocv8ceeyy1bAf7zTaD1rHXUZJeeOGF8hesBWjfvr323XffrdYXGoA1Btdff31quTG9oJs62HY5cQcFAIgSCQoAECUSFAAgSlE+g7Ky3SatDz/8MO9627XygQceSG1rbd2OSzF9+vQQ9+jRI8R33HFHaj87soC9rqU+v7PPloo9G7TPquykiXaEj6uvvjp1jO1S/eCDD4bYPi/IPtuyzzprlX0NQ5JefPHFENuRN2wX42OOOab5C9YC7L333po7d64k6aGHHgrrs9/3SnW5LsWBBx6YWj788MNDfNppp4XYPnf+7LPPUscccsghec/93nvvhXjSpEmpbdnfx3LhDgoAECUSFAAgStE38RUzceLEENtbW3tba7vdSlt3sUV63qAf/ehHIZ4wYUJqvw4dOoT49NNPD/HUqVNDbLvuF2O7hWc9/fTTIX700Ufz7mOb8aT0awbdunULcaHmCinpRlynWJNjzA477LDU8j777JN3P9vl3NadlL7Gton31VdfLUcRWwT7O9KvX7/UNtuMPGLEiIqVqc6ee+5ZcJudD8o++rB/L+3vgST99re/DfGQIUNKKsOUKVNCbOeXayruoAAAUSJBAQCi5Aq9tZ93Z+dK37nC7G3uSy+9FGI7/5Mk/elPfwrx/PnzQ2x7sjXkmjSjF733hdvBCmhqHXXu3DnEttdOlp2Kvdh069ts88X/A9nm1l/96lchzr7tbuejKbWZ6cYbbwzx+eefn3efuh5ZdebMmRPiUgdWzahKHVkDBw5MLdt/hx10tzHsyC3Z6cJfeeWVEP/1r39t0s9pZo2qIyldT8XmQlq2bFmI7XfXNrfavzvlZpsf7VxqUrrJ8amnngpxsd7MhUZYsYM1299rKT0Hmy1PA+StJ+6gAABRIkEBAKLUYpr4LHuLmZ3OeMcdd8x7zOWXXx7ie+65J7Vt1apVZSxdyaJu4rM9l+ycW9necHawX9u7cv369SEePXp06hj7UmSpevXqFWI7gGrPnj0LHrNhw4YQ77LLLiHONgsXUfUmvmK6d+8eYtv099Zbb6X2mzx5ct7j33777RDbOYIk6YADDgixnU8qwt6QZWnisxYtWpRaLtRzcunSpSE+8sgjU9vsNWsq+33NDl6w2267Nfh8t956a4hPOeWUEI8dOzbE1157beoYO+CwnVp+5cqVpf5YmvgAALWDBAUAiBIJCgAQpZoeSaIQ+wzjjTfeSG37+c9/HmLbLmzb4bPttj/+8Y9D/M4775StnLXMjtBgu2vbySKl9HOnQm+1l6Ob8muvvRZiO6httjzWDjvsEOJLLrkkxFdddVWTyxMD+1295pprQpx9/mGfG9kRPn79618XPPfrr7+ed739/Ro3blxqW8eOHUNcbBDo2M2ePTu1XOgZ1N577x3i7N+N5cuXh9i+pmG/x6V6/vnnQ5x91mWfG9nfi2LsYLiFBoK2z5Cl9MgumzZtCvGoUaNK+pmFcAcFAIgSCQoAEKUW2cRnZUciOPnkk0N83HHHhdh2Rx8zZkzqmL322ivEtkt1S/e73/0utTx8+PC8+/Xt2zfE9913X2qbbfKxg/s2Z3fkG264IcQzZ84MsR2EVko3wdjXDOwb85dddllzFLHiir0qUUrTT3bkANtca5tx7aggdl4vKf1dsM1ktTYvV/Y7Yefauvjii0Nsm5CLWbJkSYhnzJgRYjvaipQevSPb7b8Utj7KPVrOSSedFOK7774778/Jfh9KwR0UACBKJCgAQJRa5EgSjWGnPbZNPFL6Ft7Oj/LMM880Z5GqMkqBnTfo5ptvLrifnX+pGHstqz0I76BBg1LL9o35PfbYI8S2yeUb3/hGsVNGPZJEcxo5cmSIs826deyIApI0bdq0vPvZwVaz8yktXLiwsUWsU/aRJLJsc1u252Kd7LxdAwYMyLuf7WF5++23p7bZudosO79XdrBY23R93XXX5T2+HPr37x/i66+/PsS2V2i7du2KnYKRJAAAtYMEBQCIUotv4ttvv/1Sy7a3ycEHHxziwYMHFzyH7T1jp0ouNqdKGUTXfHTGGWeEODsIb51ss47tlVTtJr6uXbumlm3vtRNPPDHvMbbJM4/o6qicevfuHeLFixenttlpwpv60q0d4NQOVlwmzd7EV4i9Rtnev7aHrB142b4An/Xkk0+G2M71Zb+jttlaSr+gXY1Br+18ZfU8EqGJDwBQO0hQAIAokaAAAFFqMSNJ2Anr7ACJ2WcL3bp1q/dcW7ZsSS3btttmfu4Utblz59a7z/77759athNEVnuA0NWrV6eW7Yghtu3fTvTX2thnGFOnTg2xnQRSatxIBmeeeWaI7XfJDi7aktjRUrKjZXTo0CHERx99dIjtoKtZxZ6T17Gj3khbjwBSaU19FYc7KABAlEhQAIAo1VQTX7Z5zr7Nbpv1evbs2eBzz58/P8R2/idJeuSRRxp8vpbINsXYrsFr1qwJcXaunGo36xWzdu3aENs5dU444YRqFCcKp5xySojtCAVt27Yt6XjbfXrdunWpbYceemiI77nnnsYWsUXYuHFjiO38ddttt12I582blzrGNp/bruV2pJusWp+/jjsoAECUSFAAgChF2cRn3/i30yln562x8/mUyr61bQc1nDVrVohbc0+9YlasWBFi+ya7XW+bzWqJ/S68+eabVSxJ5dmmvFLnMCrk3HPPDbFtBpa27h2Lrdm/PdlHDfbaWkOHDg1xdlDaWscdFAAgSiQoAECUqjZYbHZQyFtuuSXEdgpxO09PqexLgD/72c9S25544okQ2540EWrRA5G2EFHXkX15vVOnTiHeeeedU/udeuqpIbYDKPfo0SPEkyZNSh1TaJr4CJt4qzZYLBqEwWIBALWDBAUAiBIJCgAQpWbvZm4H4Rw3blyI+/Xrl9qvMQN0btiwIcTTpk0L8eTJk0NsB2wEWpPbbrstxH369AmxnUhPknbZZZcQT58+PcQzZ84M8dVXX90cRQSK4g4KABAlEhQAIErN3sRnB94sdRDOJUuWhNgOPpodFNF2Ic8OTAm0RgMHDsy73s7LZZvuJGnlypUhbs0D5SI+3EEBAKJEggIARKlqI0mgXlGPUgBJkdfRhAkTQpwdCaIVYSSJ2sBIEgCA2kGCAgBEKcr5oAA0XStu1kMLwR0UACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARKmh3czfl/RWcxQEW9mtkcdRR5VDHcWvsXUkUU+VlLeeGjTUEQAAlUITHwAgSiQoAECUSFAAgCiRoAAAUSJBAQCiRIICAESJBAUAiBIJCgAQJRIUACBK/w9eJLLAqvt6LAAAAABJRU5ErkJggg==\n",
-            "text/plain": [
-              "<Figure size 432x288 with 4 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADJCAYAAAB2baaLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAATjElEQVR4nO3de9DU1X3H8c9XkYARVCxBg1cioOKIF4ggRsx4iVKLAgWtykVUMNZxTDRqrTEOZjBUO9BpiwgGqEBTZEa8go3aoo2iIio4KBdHAmiUxguCcrHo6R+7Hs7v5+7z7D57O/vs+zWzw3d/l93z/A48X87ld37mnBMAALHZq9YFAAAgFxIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEgkLDMrM7zcwFryU1KodLvc6sRTmA2JCgUFNmtiSGJNGozKybmX1OkkSMSFBAgzIzkzRL0ndrXRYgFxIU0Liul3RGrQsB5EOCAhqQmXWXNDH7dlctywLkQ4JC3TKzH5jZjWY238zeNLM/mdlOM9thZu+b2e/N7Hoz61Dk5w42s/8ys0+z4zNLzezyAs77SzP7dzN718y+yL7WmdkDZnZiCT/nkTnGiI4s4fP2UqZrb9/spl+29LOASmpT6wIAJRgu6e48+76ffZ0j6Wdmdq5zbl1zH2hmd0u6NbW5n6R+ZnaGpPEutcKymXWW9DtJZ+X4yKOzr7FmNlHSL9Pn18DPJQ3Ixi9K+kdJ/1C74gC50YJCIzhS0vwCjvuhvp2cQldLGh9uMLN2khYpd3JKHCrp77OvmjGzYyTdlX27XdIY59zXNSwSkBcJCvVsl6TFkn4q6SeSTpTUU9KPJE2S9FVw7EnZFlBT2kv6VNIYSSdIGi3pk9QxE8ysbfD+Bkl9gvcfSbome/7JyiSDsMX0KzM7qrkfrBLMbG9JsyW1y266tZBWJVArdPGhbjnnJkuanGPXWkl/MLPjJP1VsH2ApOeb+diRzrkns/GbZvaxpCeC/Z2V6Tb85phEi0rS5c65/wzev54dLxqZfd9G0ljVZtznF5JOzcZLJP1LDcoAFIwEhbqWnXwwVtJpko6S1EHSPnkO/34zH/eRMt11oUWSPpZ0ULCtr6QnzexQZboPQ09lbi9q0unNHRByzv1RmS7CFjOzXpLuzL79XNIVEYyFAU0iQaFumdkvlOnKK/SX937N7N+Y/qXtnHNmtlHJBNUl+2dzCS+fg1t4XikmSvpONr4xm/SAqDEGhbpkZr0l/UbFtSxa2gopd0ujfZk/rxD7B/H96WnrOY7/b5aeQq3RgkK9Gqrkf7B2SPo7ZcZWPstu+2dJFxTxmYebmYWtqOxyQIenjtuc/fPDHJ9xpqQNzXzP7iLKBDQsWlCoV4ek3v/eOfdPzrkV2e6rP0vqXeRn/oWkQalt52e3h5ZJknNuo76djAY55/6Y7yWpm6S2KkK5b9QF6gUtKMSmXTO/fLc75/5XmQkNoR+b2SWSXldmssQvJR3Wgu+fY2Y/k/SaMgluSmr/R5KeCd7frz1LBknSzWb2PUnzJG1SZtynmzI3+w6V1F3SjyW924KyleIS7Zlensv61Pu/kfSSpJ0VKxHQDBIUYnOqvv3LMvSopIskPa5Ml943OiqzmkNos/ZMaCjEbkkHKnOvUD6/cs6Fa9dNkfTXytzz9I0x2Vc0nHO5uiO9HDMPP2QiBWqNLj7UJefcUklTmzhksqSnivzYFyRNb2L/TEn3pcqxQ9J5kp4u8Ds+154xMgBNIEGhbjnn/lbSVZKWK9MVtVWZteUudc79vIWfOV6Z7q3/yX7edkkvSxrlnLsy171Dzrk/O+fOVWY1iwclrVMmEe1WZmWK1yQ9IOliSQc7515vSdmARmPcqwcAiBEtKABAlEhQAIAokaAAAFEiQQEAokSCAgBEiQQFAIgSCQoAECUSFAAgSiQoAECUSFAAgCiRoAAAUSJBAQCiRIICAESJBAUAiBIJCgAQJRIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEokKABAlEhQAIAokaAAAFEiQQEAokSCAgBEiQQFAIgSCQoAECUSFAAgSiQoAECUSFAAgCiRoAAAUSJBAQCiRIICAESJBAUAiBIJCgAQJRIUACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEokKABAlEhQAIAokaAAAFEiQQEAokSCAgBEiQQFAIgSCQoAECUSFAAgSiQoAECU6jJBmVknM1toZl+Y2QYzu7SUY83sh2b2uJndWNmStx5mdp2ZvWpmu8xsdmpfk9e83PWXPY46TDGz75jZb7PXbZuZvWFm5wf7qacImNlcM/vAzLaa2VozuyrY19B1VJcJStK/SvpSUhdJl0m6z8x6lXDspZJGSOpZmeK2Sn+S9GtJM3Psa+6al7v+JOowlzaSNkkaKGl/SbdLesjMjszup57icLekI51zHSUNlvRrMzslu6+x68g5V1cvSd9V5iL3CLbNkfSblh4r6SRJj0q6vtY/X729lElSswu95pWoP+qwqPpaKWkY9RTnS5mk8IEyCaLh66hNk9krTj0k7XbOrQ22rVDmf4ktOtY597qkC8td0AbV3DUve/1J1GEhzKyLMtd0lainqJjZVEljJLWX9LqkRaKO6rKLbz9JW1PbPpPUocRjUR7NXXPqrwbMbB9J8yT9m3NutainqDjnrlXmev1I0sOSdok6qssE9bmkjqltHSVtK/FYlEdz15z6qzIz20uZ7pwvJV2X3Uw9RcY595Vz7g+SDpX0U1FHdZmg1kpqY2bdg229lem2KOVYlEdz15z6qyIzM0m/VWZgfJhz7v+yu6ineLWR9ANRR/U3SSI7iPcfkn6nzMDfAGWaqr1KPZZXUXXQRlI7ZWYgzcnGbQq55tRfVetpmqSXJO1X7LWlnqpSP9+TdIkyXXB7S/qJpC8kDaaOXN0mqE6SHslW5EZJlwb7Fku6rZBjeZVUB3dKcqnXnYVcc+qvanV0RLZedirTxfPN6zLqKY6XpM6SnpO0RZkxojclXV3odW3tdWTZggMAEJV6HIMCADQAEhQAIEokKABAlEhQAIAokaAAAFEqai0+M2PKX/V85JzrXOxJ1FFVUUfxa1EdSdRTleWsJ1pQ8dpQ6wKgWdRR/Kij+pCznkhQAIAokaAAAFEiQQEAokSCAgBEqR6fqAsAyOGOO+5IvF+yZImPDzroIB8vXLiwWkUqCS0oAECUSFAAgCiRoAAAUWIMCgAidOuttybeL1q0yMdLly718ebNm338wgsvJM7p3n3PE95HjhxZ7iJWHC0oAECUSFAAgCjRxQcANTRr1qyc20ePHp14P3HiRB/Pmzcv5zn12I3XFFpQAIAokaAAAFGii69IZ511lo/DZvbAgQMTx61Zs6ZqZUJjuf/++3189dVXJ/aNHTvWx7Nnz65WkVCkqVOn5tye7tYLNUq3XogWFAAgSiQoAECUKt7Fd8YZZ/i4HhcrTOvbt6+Ply1bVsOSVEbPnj19bGaJfatXr272/MMOOyzxftu2bT7esmVLiaUrTdg1ljZ+/PgqlqR80nV0/vnn+5guvnjl+/t28cUX+/iTTz5J7Hv22WcrWqYY0YICAESJBAUAiBIJCgAQpYqPQZ155pk+DhcurKcxqL322pPHjzrqKB8fccQRPk6PBdSTcNzp3nvv9XH480nSG2+84eN169b5+Omnn/bx+++/nzjnpZde8vFdd93l4+XLl/u4qbGtSZMm+bipvzM9evTwcVhf/fv39/G4ceMS5zjnfFyvY1Dhz4D68cQTT/j49NNP9/GCBQtqUZxo0YICAESJBAUAiJIV00VgZkX3J7zzzjs+Dp9hUk93P3ft2tXHmzZt8vHcuXN9PGrUqHJ/7XLnXJ9iT2pJHX344Yc+njJlio/D7kzp26sWlOLrr7/OGUvSxo0bfdytW7eCPi/sYs33dzrdfbJ48WIft3BKdtXqKJ8xY8Yk3s+cOdPH4c8bTl+OwaOPPppz+4svvph4H3YzX3vttS35qhbVkVTeekrL9/MffvjhPj7ppJMq9fUxyllPtKAAAFEiQQEAolTxWXzhjKp69cADD+TcHs5kq2eXXXaZj8O71dN1N2HCBB+H12T//ff3cbpb8JlnnvHx8OHDfbxr1y4f79y5M3FO2K1XzllNsXVzlUO6ezSm2aT5urHSwllsF1xwQWLfgw8+WNYyxeLCCy/0caHXqRHVf/YAALRKJCgAQJQq0sV3wgkn+LhLly6V+IqqCruwQuENqvUs3yKU6e6j8CbccFHSULq+N2/e7OPwOoZdUUOHDk2cc8UVV/g4fP5Wa+yiK9XatWsT7/PNYJw/f76Py3Ed+/Xr5+Njjz3WxxdddJGPwxlpTbnmmmt8HJazUeTr7vvqq68Sx5188sk+XrFiReULFgFaUACAKJGgAABRIkEBAKJUkTGoQYMG+bh9+/aV+IqKSo+jpKdOfyO9MCqSY05pgwcP9vGIESN8nL6OYV/79OnTy1i61idcjFeSTjvtNB+HqzKUexHS559/3sdt2uz5NRKOge29995Ff276IX35xnnDccrWKn3LQPj+pptu8nG4wHNrQwsKABAlEhQAIEoV6eILny8UWrVqVSW+ruzSTeawyy+c1rtt27aqlam1eeqpp3yc7gYeOHCgj+fNm1e1MrUGQ4YMybk9360EaZMnT/bxqaeemve4qVOn+vi9997zcbhySEv07ds37741a9aU9Nn1IJxynu7GfOWVV3x82223Va1MtUQLCgAQJRIUACBKFV8sNrRs2bJqfl1OHTt29PF5553n48svv9zH5557bt7zw8eWb9mypcylaxxbt271cXrFij599jwWhi6+4gwbNizn9mnTpvl41qxZiX1hF/ZVV13l47Be0vVwww03lFTOfHr16pV336JFi3wcrlazcuXKipSl1t5+++3E++3bt/v49ttv93G4uHILn5kVLVpQAIAokaAAAFGqahdfp06dij6nd+/ePk7fuHb22Wf7+NBDD/Vx27ZtfRw+60hKPuNox44dPn755Zd9HD6rSEreiLh8+fKCy47CpLuPmpo9hqYdffTRPv7yyy99/Omnn/r44YcfTpyT73rnWyS5kkaOHJl33yOPPOLjsFurtUrfhH3AAQf4OLwJO/wdRxcfAABVQIICAESJBAUAiFJFxqDCsZ1w8chwqmuhd0KH00nTY1C7d+/2cTgF86233vLxzJkzE+e8+uqrPn7uued8HC5yGt4ZLyVXOli9enVB5UbhwrESSTruuONqVJL6d8wxx/g4HG9t166dj9MPNbzuuut8HK7wEZv07QiNLFwUOByDSq9uc+WVV/r4oYceKuk7u3bt6uMPPvggse/mm2/2cXg7UaErmORDCwoAECUSFAAgShXp4gunOm7YsMHHYbO0UBs3bvRxOM1USt5pnZ6SWaxx48b5uHPnzol97777bkmfjaalu1T33XdfH/fr18/HpdZxIzjllFN8PHr0aB/PmTPHx5999lninFK7fmrhjjvu8PGECRNqWJK4hMMraY899piPw2ezpZ9/Fw53LF682MfhKiP33Xdf3u8ZMGCAj8NbSA4++OC85+RDCwoAECUSFAAgSpae0dPkwWaFH1xn5s+f7+Phw4cn9t1zzz0+vuWWW6pVpOXOuT7NH5bUGuroxBNP9PFrr73m48cff9zH4XNzaii6OgpXGwi7RHv06OHjQw45JHFO2KUTs7CbcsaMGT4OHz+fQ4vqSKrPf0v77LNP4n24asg555zj4wULFvg4XJFHktavX+/jsIs9NHfu3MT78N9s+vfnN5p5nlfOeqIFBQCIEgkKABClqi4WW68WLlxY6yI0lLDbuZguaEgdOnTwcditF3bj1UuXXlrYXdVMt16rFw5JhDfDhs+rk5I3aIeLXoc3965duzZxTtitF868DrsI099TKbSgAABRIkEBAKJEggIARIkxKERnxYoVPl65cmUNS1LfwvGD8AF3YZw+LmaNNhYcjjOlhVO5wzi96s2BBx7o4+OPP97H4YojTz75ZOKccBxz06ZNPq7FSi60oAAAUSJBAQCiRBdfDunnToXTdVmwFDELu2TGjBmT85j0YrGIR6HdeqFwpZthw4Yl9rVt2zbnOU09127Lli1NFbGqaEEBAKJEggIARIkuvhzSqxeEj84G6kX37t1zbg+f64PayNeVF3bjpYca+vfvn/OccNihiotZVwW/eQEAUSJBAQCiRBdfAcKm9ezZs2tXkDoXPs9n1apVPl62bFniuE6dOvl44sSJPp42bZqP010ZkyZNKls5W4vw2oXP6wkfly5J48ePr1qZGlV6RuWIESNyHjd9+nQfL126NLGvEWcQ04ICAESJBAUAiBIJCgAQJcagckhP78S3DRkyxMdDhw4t6JzwuPCBaYUKp/8z5tS88Hpt2LDBx+vXr69FcRpaeux65syZPp4xY0ZB5zQiWlAAgCiRoAAAUaKLL2vx4sU+zrcoI/b4+OOPfbxu3Tofjxo1KnFcuApHOF1/0KBBPu7Zs2dB37ljx46iy4mMvn37+njKlCk1LAmkZLce0/zzowUFAIgSCQoAECVLL4za5MFmhR+MUi13zvUp9iTqqKqoo/i1qI4k6qnKctYTLSgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEokKABAlIpdLPYjSRuaPQrlcEQLz6OOqoc6il9L60iinqopZz0VtdQRAADVQhcfACBKJCgAQJRIUACAKJGgAABRIkEBAKJEggIARIkEBQCIEgkKABAlEhQAIEr/D16qGl4OwICmAAAAAElFTkSuQmCC\n",
-            "text/plain": [
-              "<Figure size 432x288 with 4 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "i4hJ95Mw8U21"
-      },
-      "source": [
-        "## Federated Averaging using iid splitting"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "AA5bOHT-dXxy"
-      },
-      "source": [
-        "def split_iid(dataset, n_centers):\n",
-        "    \"\"\" Split PyTorch dataset randomly into n_centers \"\"\"\n",
-        "    n_obs_per_center = [len(dataset) // n_centers for _ in range(n_centers)]\n",
-        "    return random_split(dataset, n_obs_per_center)"
-      ],
-      "execution_count": 9,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "hDzGtHpXhXV5"
-      },
-      "source": [
-        "def federated_averaging(models, n_obs_per_client):\n",
-        "    assert len(models) > 0, 'An empty list of models was passed.'\n",
-        "    assert len(n_obs_per_client) == len(models), 'List with number of observations must have ' \\\n",
-        "                                                 'the same number of elements that list of models.'\n",
-        "\n",
-        "    # Compute proportions\n",
-        "    n_obs = sum(n_obs_per_client)\n",
-        "    proportions = [n_k / n_obs for n_k in n_obs_per_client]\n",
-        "\n",
-        "    # Empty model parameter dictionary\n",
-        "    avg_params = models[0].state_dict()\n",
-        "    for key, val in avg_params.items():\n",
-        "        avg_params[key] = torch.zeros_like(val)\n",
-        "\n",
-        "    # Compute average\n",
-        "    for model, proportion in zip(models, proportions):\n",
-        "        for key in avg_params.keys():\n",
-        "            avg_params[key] += proportion * model.state_dict()[key]\n",
-        "\n",
-        "    # Copy one of the models and load trained params\n",
-        "    avg_model = copy.deepcopy(models[0])\n",
-        "    avg_model.load_state_dict(avg_params)\n",
-        "\n",
-        "    return avg_model"
-      ],
-      "execution_count": 10,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "5DzxpjZlhYj4",
-        "outputId": "1a65afed-e13d-475b-b749-88b888442f87"
-      },
-      "source": [
-        "federated_dataset = split_iid(dataset, n_centers=N_CENTERS)\n",
-        "print('Number of centers:', len(federated_dataset))"
-      ],
-      "execution_count": 11,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "Number of centers: 4\n"
-          ],
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "yNz_D_rnh9ce"
-      },
-      "source": [
-        "## Defining and distributing a model: Multi-channel Variational Autoencoder\n",
-        "In this excercise we will use the Multi-channel Variational Autoencoder proposed by Antelmi _et_ al."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "tjanFOa9iC04",
-        "outputId": "5ff22bfe-613f-4b72-d002-d68d2f762b11"
-      },
-      "source": [
-        "!pip install -q git+https://gitlab.inria.fr/epione_ML/mcvae.git"
-      ],
-      "execution_count": 12,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "  Building wheel for mcvae (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
-          ],
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "B-unEz7fiEUv",
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "outputId": "f95736ff-781e-43e0-c99e-9c67a36e5ad2"
-      },
-      "source": [
-        "import copy\n",
-        "from mcvae.models import Mcvae, ThreeLayersVAE, VAE"
-      ],
-      "execution_count": 13,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "                                           uuid  ... memory.total\n",
-            "index                                            ...             \n",
-            "0      GPU-15b8e8d9-4cfc-b229-ed4c-a9c8fdd3adc9  ...        11441\n",
-            "\n",
-            "[1 rows x 6 columns]\n"
-          ],
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "FnhEaO548fuj"
-      },
-      "source": [
-        "Then we define a set of parameters necessary to instantiate the model."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "CWaNugrrhacv"
-      },
-      "source": [
-        "N_FEATURES = 784  # Number of pixels in MNIST"
-      ],
-      "execution_count": 14,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "HNvtlEnChsMu"
-      },
-      "source": [
-        "dummy_data = [torch.zeros(1, N_FEATURES) for _ in range(N_CHANNELS)]  # Dummy data to initialize the input layer size\n",
-        "lat_dim = 3  # Size of the latent space for this autoencoder\n",
-        "vae_class = ThreeLayersVAE  # Architecture of the autoencoder (VAE: Single layer)"
-      ],
-      "execution_count": 15,
-      "outputs": []
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "Ath_3qiB8nU-"
-      },
-      "source": [
-        "A model is then defined and then send (copied) to the clients for training on their available data."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "QdmdDmYOiFt7"
-      },
-      "source": [
-        "model = Mcvae(data=dummy_data, lat_dim=lat_dim, vaeclass=vae_class).to(DEVICE)\n",
-        "model.optimizer = torch.optim.Adam(params=model.parameters(), lr=1e-3)\n",
-        "model.init_loss()"
-      ],
-      "execution_count": 16,
-      "outputs": []
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "Wrbr8K4miMIE"
-      },
-      "source": [
-        "Now replicate a copy of the models across different centers."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "rYoPHJdEiHKn"
-      },
-      "source": [
-        "models = [copy.deepcopy(model) for _ in range(N_CENTERS)]\n",
-        "n_obs_per_client = [len(client_data) for client_data in federated_dataset]"
-      ],
-      "execution_count": 17,
-      "outputs": []
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "diX5XYs1iUUJ"
-      },
-      "source": [
-        "Train in a federated fashion"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "7NJdgHk1iITG"
-      },
-      "source": [
-        "def get_data(subset, shuffle=True):\n",
-        "    \"\"\" Extracts data from a Subset torch dataset in the form of a tensor\"\"\"\n",
-        "    loader = DataLoader(subset, batch_size=len(subset), shuffle=shuffle)\n",
-        "    return iter(loader).next()"
-      ],
-      "execution_count": 18,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/"
-        },
-        "id": "AO2W_zIoiVFX",
-        "outputId": "a51f9047-913c-4696-9915-515c6352d5db"
-      },
-      "source": [
-        "init_params = model.state_dict()\n",
-        "for round_i in range(N_ROUNDS):\n",
-        "    print(f'=============================== ROUND {round_i + 1} ===============================')\n",
-        "    for client_dataset, client_model in zip(federated_dataset, models):\n",
-        "        # Load client data in the form of a tensor\n",
-        "        X, y = get_data(client_dataset)\n",
-        "        X = [x.view(-1, N_FEATURES).to(DEVICE) for x in X]  # Flatten for Linear layers\n",
-        "        client_model.data = X\n",
-        "\n",
-        "        # Load client's model parameters and train\n",
-        "        client_model.load_state_dict(init_params)\n",
-        "        client_model.optimize(epochs=N_EPOCHS, data=client_model.data)\n",
-        "        \n",
-        "    # Aggregate models using federated averaging\n",
-        "    trained_model = federated_averaging(models, n_obs_per_client)\n",
-        "    init_params = trained_model.state_dict()"
-      ],
-      "execution_count": 19,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "=============================== ROUND 1 ===============================\n",
-            "====> Epoch:    0/15 (0%)\tLoss: 8461.6523\tLL: -8461.6309\tKL: 0.0211\tLL/KL: -400548.4064\n",
-            "====> Epoch:   10/15 (67%)\tLoss: 1105.4454\tLL: -1083.1682\tKL: 22.2773\tLL/KL: -48.6221\n",
-            "====> Epoch:    0/15 (0%)\tLoss: 8462.0410\tLL: -8462.0195\tKL: 0.0211\tLL/KL: -401301.4389\n",
-            "====> Epoch:   10/15 (67%)\tLoss: 1113.8654\tLL: -1091.7914\tKL: 22.0739\tLL/KL: -49.4606\n",
-            "====> Epoch:    0/15 (0%)\tLoss: 8522.7480\tLL: -8522.7266\tKL: 0.0211\tLL/KL: -404286.2857\n",
-            "====> Epoch:   10/15 (67%)\tLoss: 1139.8148\tLL: -1117.2366\tKL: 22.5782\tLL/KL: -49.4829\n",
-            "====> Epoch:    0/15 (0%)\tLoss: 8539.5166\tLL: -8539.4951\tKL: 0.0211\tLL/KL: -404330.8462\n",
-            "====> Epoch:   10/15 (67%)\tLoss: 1144.1252\tLL: -1121.5454\tKL: 22.5799\tLL/KL: -49.6702\n",
-            "=============================== ROUND 2 ===============================\n",
-            "====> Epoch:   20/30 (67%)\tLoss: 673.3018\tLL: -594.1547\tKL: 79.1472\tLL/KL: -7.5070\n",
-            "====> Epoch:   20/30 (67%)\tLoss: 682.7709\tLL: -603.8767\tKL: 78.8942\tLL/KL: -7.6543\n",
-            "====> Epoch:   20/30 (67%)\tLoss: 700.8270\tLL: -621.7188\tKL: 79.1082\tLL/KL: -7.8591\n",
-            "====> Epoch:   20/30 (67%)\tLoss: 704.5477\tLL: -625.6259\tKL: 78.9218\tLL/KL: -7.9272\n",
-            "=============================== ROUND 3 ===============================\n",
-            "====> Epoch:   30/45 (67%)\tLoss: 421.6263\tLL: -346.3453\tKL: 75.2809\tLL/KL: -4.6007\n",
-            "====> Epoch:   40/45 (89%)\tLoss: 0.4174\tLL: 48.2205\tKL: 48.6379\tLL/KL: 0.9914\n",
-            "====> Epoch:   30/45 (67%)\tLoss: 426.5792\tLL: -351.2788\tKL: 75.3004\tLL/KL: -4.6650\n",
-            "====> Epoch:   40/45 (89%)\tLoss: -3.4588\tLL: 51.9528\tKL: 48.4940\tLL/KL: 1.0713\n",
-            "====> Epoch:   30/45 (67%)\tLoss: 442.3616\tLL: -366.7449\tKL: 75.6168\tLL/KL: -4.8500\n",
-            "====> Epoch:   40/45 (89%)\tLoss: 32.3111\tLL: 16.3418\tKL: 48.6530\tLL/KL: 0.3359\n",
-            "====> Epoch:   30/45 (67%)\tLoss: 445.7666\tLL: -370.0311\tKL: 75.7355\tLL/KL: -4.8858\n",
-            "====> Epoch:   40/45 (89%)\tLoss: 27.1707\tLL: 21.3217\tKL: 48.4924\tLL/KL: 0.4397\n",
-            "=============================== ROUND 4 ===============================\n",
-            "====> Epoch:   50/60 (83%)\tLoss: -371.7141\tLL: 411.0286\tKL: 39.3145\tLL/KL: 10.4549\n",
-            "====> Epoch:   50/60 (83%)\tLoss: -380.0650\tLL: 419.4107\tKL: 39.3457\tLL/KL: 10.6596\n",
-            "====> Epoch:   50/60 (83%)\tLoss: -355.8457\tLL: 395.3784\tKL: 39.5327\tLL/KL: 10.0013\n",
-            "====> Epoch:   50/60 (83%)\tLoss: -365.0667\tLL: 404.5761\tKL: 39.5094\tLL/KL: 10.2400\n",
-            "=============================== ROUND 5 ===============================\n",
-            "====> Epoch:   60/75 (80%)\tLoss: -733.7194\tLL: 781.1589\tKL: 47.4396\tLL/KL: 16.4664\n",
-            "====> Epoch:   70/75 (93%)\tLoss: -1148.3826\tLL: 1198.3474\tKL: 49.9649\tLL/KL: 23.9838\n",
-            "====> Epoch:   60/75 (80%)\tLoss: -738.9148\tLL: 786.3655\tKL: 47.4507\tLL/KL: 16.5722\n",
-            "====> Epoch:   70/75 (93%)\tLoss: -1158.9563\tLL: 1208.7041\tKL: 49.7478\tLL/KL: 24.2966\n",
-            "====> Epoch:   60/75 (80%)\tLoss: -718.3889\tLL: 766.0316\tKL: 47.6427\tLL/KL: 16.0787\n",
-            "====> Epoch:   70/75 (93%)\tLoss: -1131.4376\tLL: 1181.5215\tKL: 50.0838\tLL/KL: 23.5909\n",
-            "====> Epoch:   60/75 (80%)\tLoss: -731.1516\tLL: 778.8954\tKL: 47.7438\tLL/KL: 16.3141\n",
-            "====> Epoch:   70/75 (93%)\tLoss: -1149.3083\tLL: 1199.0266\tKL: 49.7183\tLL/KL: 24.1164\n",
-            "=============================== ROUND 6 ===============================\n",
-            "====> Epoch:   80/90 (89%)\tLoss: -1368.0773\tLL: 1415.7279\tKL: 47.6507\tLL/KL: 29.7105\n",
-            "====> Epoch:   80/90 (89%)\tLoss: -1347.8184\tLL: 1394.8962\tKL: 47.0778\tLL/KL: 29.6296\n",
-            "====> Epoch:   80/90 (89%)\tLoss: -1350.2051\tLL: 1397.8102\tKL: 47.6051\tLL/KL: 29.3626\n",
-            "====> Epoch:   80/90 (89%)\tLoss: -1357.5592\tLL: 1404.9619\tKL: 47.4027\tLL/KL: 29.6388\n",
-            "=============================== ROUND 7 ===============================\n",
-            "====> Epoch:   90/105 (86%)\tLoss: -1572.0276\tLL: 1619.9266\tKL: 47.8990\tLL/KL: 33.8196\n",
-            "====> Epoch:  100/105 (95%)\tLoss: -1771.4706\tLL: 1819.5625\tKL: 48.0920\tLL/KL: 37.8351\n",
-            "====> Epoch:   90/105 (86%)\tLoss: -1572.1785\tLL: 1620.1028\tKL: 47.9243\tLL/KL: 33.8054\n",
-            "====> Epoch:  100/105 (95%)\tLoss: -1769.1110\tLL: 1816.9020\tKL: 47.7910\tLL/KL: 38.0177\n",
-            "====> Epoch:   90/105 (86%)\tLoss: -1546.8544\tLL: 1594.9036\tKL: 48.0492\tLL/KL: 33.1931\n",
-            "====> Epoch:  100/105 (95%)\tLoss: -1743.5269\tLL: 1791.6266\tKL: 48.0997\tLL/KL: 37.2482\n",
-            "====> Epoch:   90/105 (86%)\tLoss: -1567.8221\tLL: 1615.9977\tKL: 48.1755\tLL/KL: 33.5440\n",
-            "====> Epoch:  100/105 (95%)\tLoss: -1767.1917\tLL: 1814.9788\tKL: 47.7871\tLL/KL: 37.9805\n",
-            "=============================== ROUND 8 ===============================\n",
-            "====> Epoch:  110/120 (92%)\tLoss: -1950.5330\tLL: 1998.4330\tKL: 47.9001\tLL/KL: 41.7209\n",
-            "====> Epoch:  110/120 (92%)\tLoss: -1951.3871\tLL: 1999.3215\tKL: 47.9344\tLL/KL: 41.7095\n",
-            "====> Epoch:  110/120 (92%)\tLoss: -1925.1748\tLL: 1973.2444\tKL: 48.0695\tLL/KL: 41.0498\n",
-            "====> Epoch:  110/120 (92%)\tLoss: -1950.7429\tLL: 1998.8005\tKL: 48.0576\tLL/KL: 41.5917\n",
-            "=============================== ROUND 9 ===============================\n",
-            "====> Epoch:  120/135 (89%)\tLoss: -2126.3816\tLL: 2174.9695\tKL: 48.5878\tLL/KL: 44.7637\n",
-            "====> Epoch:  130/135 (96%)\tLoss: -2296.7185\tLL: 2345.7883\tKL: 49.0697\tLL/KL: 47.8052\n",
-            "====> Epoch:  120/135 (89%)\tLoss: -2126.6194\tLL: 2175.2815\tKL: 48.6620\tLL/KL: 44.7018\n",
-            "====> Epoch:  130/135 (96%)\tLoss: -2298.8037\tLL: 2347.8977\tKL: 49.0940\tLL/KL: 47.8245\n",
-            "====> Epoch:  120/135 (89%)\tLoss: -2103.1416\tLL: 2151.8955\tKL: 48.7539\tLL/KL: 44.1379\n",
-            "====> Epoch:  130/135 (96%)\tLoss: -2272.0200\tLL: 2321.1653\tKL: 49.1453\tLL/KL: 47.2307\n",
-            "====> Epoch:  120/135 (89%)\tLoss: -2126.0889\tLL: 2175.0093\tKL: 48.9204\tLL/KL: 44.4602\n",
-            "====> Epoch:  130/135 (96%)\tLoss: -2296.1450\tLL: 2345.0369\tKL: 48.8918\tLL/KL: 47.9638\n",
-            "=============================== ROUND 10 ===============================\n",
-            "====> Epoch:  140/150 (93%)\tLoss: -2429.8711\tLL: 2479.5564\tKL: 49.6852\tLL/KL: 49.9053\n",
-            "====> Epoch:  140/150 (93%)\tLoss: -2442.0671\tLL: 2491.3926\tKL: 49.3255\tLL/KL: 50.5092\n",
-            "====> Epoch:  140/150 (93%)\tLoss: -2408.2605\tLL: 2457.9480\tKL: 49.6874\tLL/KL: 49.4683\n",
-            "====> Epoch:  140/150 (93%)\tLoss: -2433.4390\tLL: 2483.2117\tKL: 49.7728\tLL/KL: 49.8909\n"
-          ],
-          "name": "stdout"
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "0gz_IRXHOL_L"
-      },
-      "source": [
-        "## Results visualization\n",
-        "Using the final parameters we can evaluate the performance of the model by visualizing the testing set onto the latent space. In the Multi-channel scenario, the latent variables $i$ in the latent space of the channel $j$ is defined as $Z_{ij}$."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "-yNMU8hoPGjV"
-      },
-      "source": [
-        "import numpy as np\n",
-        "import pandas as pd\n",
-        "\n",
-        "import seaborn as sns\n",
-        "import matplotlib.pyplot as plt\n",
-        "\n",
-        "sns.set()"
-      ],
-      "execution_count": 20,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "5CABgW5RFY7c"
-      },
-      "source": [
-        "dataset_test = datasets.MNIST('~/data/', train=False, download=True, transform=transform)\n",
-        "X_test, y_test = get_data(dataset_test)\n",
-        "X_test = [x.view(-1, N_FEATURES).to(DEVICE) for x in X_test]  # Flatten for Linear layers"
-      ],
-      "execution_count": 21,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "7zLZGrUkO50c"
-      },
-      "source": [
-        "Z_test = np.hstack([z.loc.cpu().detach().numpy() for z in trained_model.encode(X_test)])"
-      ],
-      "execution_count": 22,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "ktFhxqWEPEfs",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 204
-        },
-        "outputId": "d9110e86-d55e-4b74-912d-5279978217d1"
-      },
-      "source": [
-        "col_names = [f'$Z_{{{(i // lat_dim) + 1}{(i % lat_dim) + 1}}}$' for i in range(Z_test.shape[1])]\n",
-        "latent_df = pd.DataFrame(Z_test, columns=col_names)\n",
-        "latent_df['label'] = y_test\n",
-        "latent_df['label'] = latent_df['label'].astype('category')\n",
-        "latent_df.head()"
-      ],
-      "execution_count": 23,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/html": [
-              "<div>\n",
-              "<style scoped>\n",
-              "    .dataframe tbody tr th:only-of-type {\n",
-              "        vertical-align: middle;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe tbody tr th {\n",
-              "        vertical-align: top;\n",
-              "    }\n",
-              "\n",
-              "    .dataframe thead th {\n",
-              "        text-align: right;\n",
-              "    }\n",
-              "</style>\n",
-              "<table border=\"1\" class=\"dataframe\">\n",
-              "  <thead>\n",
-              "    <tr style=\"text-align: right;\">\n",
-              "      <th></th>\n",
-              "      <th>$Z_{11}$</th>\n",
-              "      <th>$Z_{12}$</th>\n",
-              "      <th>$Z_{13}$</th>\n",
-              "      <th>$Z_{21}$</th>\n",
-              "      <th>$Z_{22}$</th>\n",
-              "      <th>$Z_{23}$</th>\n",
-              "      <th>$Z_{31}$</th>\n",
-              "      <th>$Z_{32}$</th>\n",
-              "      <th>$Z_{33}$</th>\n",
-              "      <th>$Z_{41}$</th>\n",
-              "      <th>$Z_{42}$</th>\n",
-              "      <th>$Z_{43}$</th>\n",
-              "      <th>label</th>\n",
-              "    </tr>\n",
-              "  </thead>\n",
-              "  <tbody>\n",
-              "    <tr>\n",
-              "      <th>0</th>\n",
-              "      <td>-1.836733</td>\n",
-              "      <td>-0.541675</td>\n",
-              "      <td>2.626518</td>\n",
-              "      <td>-1.834759</td>\n",
-              "      <td>-0.427387</td>\n",
-              "      <td>2.642610</td>\n",
-              "      <td>-1.892036</td>\n",
-              "      <td>-0.469842</td>\n",
-              "      <td>2.679921</td>\n",
-              "      <td>-1.833463</td>\n",
-              "      <td>-0.503372</td>\n",
-              "      <td>2.641706</td>\n",
-              "      <td>5</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>1</th>\n",
-              "      <td>-0.052134</td>\n",
-              "      <td>-0.643257</td>\n",
-              "      <td>2.186315</td>\n",
-              "      <td>0.026131</td>\n",
-              "      <td>-0.627934</td>\n",
-              "      <td>2.161103</td>\n",
-              "      <td>0.003671</td>\n",
-              "      <td>-0.775653</td>\n",
-              "      <td>2.187668</td>\n",
-              "      <td>-0.072231</td>\n",
-              "      <td>-0.613178</td>\n",
-              "      <td>2.200200</td>\n",
-              "      <td>9</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>2</th>\n",
-              "      <td>0.295430</td>\n",
-              "      <td>-0.565104</td>\n",
-              "      <td>0.808192</td>\n",
-              "      <td>0.297953</td>\n",
-              "      <td>-0.577041</td>\n",
-              "      <td>0.845502</td>\n",
-              "      <td>0.339431</td>\n",
-              "      <td>-0.616785</td>\n",
-              "      <td>0.818862</td>\n",
-              "      <td>0.314601</td>\n",
-              "      <td>-0.576570</td>\n",
-              "      <td>0.782091</td>\n",
-              "      <td>2</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>3</th>\n",
-              "      <td>0.292785</td>\n",
-              "      <td>-0.775920</td>\n",
-              "      <td>1.084410</td>\n",
-              "      <td>0.530444</td>\n",
-              "      <td>-0.809846</td>\n",
-              "      <td>1.136328</td>\n",
-              "      <td>0.477896</td>\n",
-              "      <td>-0.708132</td>\n",
-              "      <td>1.191237</td>\n",
-              "      <td>0.295386</td>\n",
-              "      <td>-0.821254</td>\n",
-              "      <td>1.176053</td>\n",
-              "      <td>6</td>\n",
-              "    </tr>\n",
-              "    <tr>\n",
-              "      <th>4</th>\n",
-              "      <td>1.955340</td>\n",
-              "      <td>3.049021</td>\n",
-              "      <td>1.573791</td>\n",
-              "      <td>2.166283</td>\n",
-              "      <td>3.061774</td>\n",
-              "      <td>1.487722</td>\n",
-              "      <td>2.132793</td>\n",
-              "      <td>3.041331</td>\n",
-              "      <td>1.513418</td>\n",
-              "      <td>2.023544</td>\n",
-              "      <td>3.144786</td>\n",
-              "      <td>1.534572</td>\n",
-              "      <td>0</td>\n",
-              "    </tr>\n",
-              "  </tbody>\n",
-              "</table>\n",
-              "</div>"
-            ],
-            "text/plain": [
-              "   $Z_{11}$  $Z_{12}$  $Z_{13}$  $Z_{21}$  ...  $Z_{41}$  $Z_{42}$  $Z_{43}$  label\n",
-              "0 -1.836733 -0.541675  2.626518 -1.834759  ... -1.833463 -0.503372  2.641706      5\n",
-              "1 -0.052134 -0.643257  2.186315  0.026131  ... -0.072231 -0.613178  2.200200      9\n",
-              "2  0.295430 -0.565104  0.808192  0.297953  ...  0.314601 -0.576570  0.782091      2\n",
-              "3  0.292785 -0.775920  1.084410  0.530444  ...  0.295386 -0.821254  1.176053      6\n",
-              "4  1.955340  3.049021  1.573791  2.166283  ...  2.023544  3.144786  1.534572      0\n",
-              "\n",
-              "[5 rows x 13 columns]"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          },
-          "execution_count": 23
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "tH9hW5JASmPB"
-      },
-      "source": [
-        "### Representation of the test set onto the latent space"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "sTzkoPh5Pm4F",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 1000
-        },
-        "outputId": "21864a58-9226-46e3-a4ea-586869ecb6bf"
-      },
-      "source": [
-        "sns.pairplot(latent_df, hue='label', corner=True)\n",
-        "plt.show()"
-      ],
-      "execution_count": 24,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": [
-              "<Figure size 2206.6x2160 with 90 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "l41HwXbRIACd"
-      },
-      "source": [
-        "## Evualuation of the reconstruction\n",
-        "Another way to evaluate the performance of this model is to evaluate the reconstruction."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "iH7xtaTGINny"
-      },
-      "source": [
-        "sample_test = [x.reshape(-1, N_FEATURES) for x in dataset_test[0][0]]\n",
-        "sample_pred = trained_model.reconstruct(sample_test)\n",
-        "sample_pred = [x.reshape(-1, 28, 28) for x in sample_test]"
-      ],
-      "execution_count": 40,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 413
-        },
-        "id": "Y-IwbXkhTGNu",
-        "outputId": "d645571d-9eef-4f48-d107-297a7d804b87"
-      },
-      "source": [
-        "plot_digit(dataset_test[0])\n",
-        "plot_digit((sample_test, \"reconstruction\"))\n",
-        "plt.show()"
-      ],
-      "execution_count": 51,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": [
-              "<Figure size 432x288 with 4 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        },
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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/7733TIZ9y5ycnJShx7bwwQcf4NSpUwgMDESHDh3g7u6O+vXrIycnx2QEYv369ZVlFxcXZTklJQVxcXFo27YtatWqBQcHhwr/0jeOuDt69Cg++ugjDBgwAGfPnsUHH3xQ6vEODg4YOHCgMqR7z549ePnllxEaGoqWLVvi+vXr2L9/P1avXo158+YpF8a6uLjg9OnTYvm7775Dhw4dxOfR2dm5TAMGmjdvjq5duyoj7ebOnYuioiIEBATgwoULmDt3rtK8bW9vjwEDBlg9N5UdE5IVBw4cMJkORNanTx9ERkaid+/eykVu+fn5yrBk4E7zT3kGENSpUwd5eXmYNGmSxX3CwsKUkVUjR47Ezz//jD/++EOs27Rpk8mvvbtNx44d8eKLL4pEAdwZeWccfWdJ/fr1MXPmTISFhYlf34WFhYiKikJUVJSyr4+Pj4hr166NGTNmYPTo0aLz+erVq5g6darFx5o8eXK5poYqq5LphqyRh/kDd647khUWFuKNN94Qy506dVKe1/Lo3bs3HB0dlZrJl19+iS+//FIs29nZldpf+tZbbyEhIQFnzpwR63bu3ImdO3dafXw/Pz/lgtqkpCQEBweL5dmzZ1scTWk0depUDBkyRFyLVFBQYHaKoxKvv/669j/k7jZssrORjh07KhcyGoWGhpp8UVjTqVMnk+HBskGDBpk8pqOjI5YuXYrHH3+8TI9Rv359ZZizzqZOnYpRo0aVaVBH7dq1Tfp/nnzySXzyySflThYBAQH417/+ZfU4e3t7zJgxQ1z7VB08PT0xceJEZZ2Pj0+533tl5ezsjHfffdfi9p49e+Lpp5+2eo7o6GiTxFkWw4YNM6kRVpSXlxeWLl1qtbZoZ2eHsWPHYuzYsTZ5XPo/rCHZ0PTp0+Hr64s1a9bg2LFjsLe3h5eXF1566SX8/e9/L7WmY8msWbPg7++P1atXIzU1FUVFRWJyVUtffC4uLli2bBkSEhLE5KpZWVkoKCgQk4H6+vqiW7du6NWrl80+0JWtTp06mDRpEoKDg/H1119jz549yMjIQH5+PhwcHNC0aVN4e3vD398fffr0Mdth/swzz6Br165ictVjx47hypUrcHR0RJMmTcTkqkZBQUGIjY3F2rVrsWPHDpw8eRL5+fmoV68eWrRogYCAAAwbNszqAJKKmjJlCgIDA7F3716kpKQgOzsbOTk5uH37NpycnNC2bVsEBgYiODjY7NDiRYsWISoqCjExMcjIyLDpyMrhw4ejcePGiI6ORmpqKuzs7NCmTRu88MILCA4OViY7tcTd3R1r167F1q1b8cMPP+DAgQPIzs7G7du34erqCk9PTzzxxBMmNZIWLVpgzZo1iIyMRFJSEnJycsyO9CurTp064eeff8b69euxbds2pKWl4cqVK3BwcECzZs3E5Kpt2rSp8GOQZXbFFR17TEREZENssiMiIi0wIRERkRaYkIiISAtMSEREpAUmJCIi0gITEhERaYEJiYiItMCEREREWmBCIiIiLTAhERGRFpiQiIhIC0xIRESkBSYkIiLSAhMSERFpgQmJiIi0wIRERERaYEIiIiItMCEREZEWmJCIiEgLTEhERKQFJiQiItICExIREWmBCYmIiLTAhERERFpgQiIiIi0wIRERkRaYkIiISAtMSEREpAUmJCIi0gITEhERaYEJiYiItMCEREREWmBCIiIiLTAhERGRFpiQiIhIC0xIRESkBSYkIiLSAhMSERFpgQmJiIi0wIRERERaYEIiIiItMCEREZEWmJCIiEgLTEhERKQFJiQiItICExIREWmBCYmIiLTAhERERFpgQiIiIi0wIRERkRaYkIiISAtMSEREpAUmJCIi0gITEhERaYEJiYiItMCEREREWmBCIiIiLTAhERGRFpiQiIhIC0xIRESkBSYkIiLSAhMSERFpgQmJiIi0wIRERERaYEIiIiItMCEREZEWmJCIiEgLTEhERKQFJiQiItICExIREWmBCYmIiLTAhERERFpgQiIiIi3UsbbDE088gfT09Kooyz3Nw8MDCQkJFTqWr1HV4Gukv4q+Rnx9qoa118dqQkpPT8fp06dtWiiyLb5G+uNrpDe+PnqwmpCI6O7n4uIi4i1btojYz89P2W/KlCkijoiIqPyCEUnYh0RERFpgQiIiIi0wIRERkRbYh0R0jzH2G8l++eWXKiwJkYo1JCIi0gITEhERaYFNdkQ1lI+Pj4i/++47s/vk5+dXVXGIrGINiYiItMCEREREWmCTHVEN1aBBAxG/+OKLIk5MTDS7DwA888wzIq7ovH1UNU6ePCniCRMmKNteeeUVET/11FNVVqa/ijUkIiLSAhMSERFpgU12RDXU3r17Rdy5c2ez+5w5c0ZZXrJkSaWWiWxn9OjRIo6Li1O2xcbGVnVxbII1JCIi0gITEhERaYEJiYiItMA+JPrL5Ju/5eTkVGNJSGZnZyfinj17mt3HOCSYd029ezz88MMWtz355JMijoqKEvFrr71WqWX6q1hDIiIiLTAhERGRFqq0yS44OFjEY8aMEfG5c+eU/W7cuCHiVatWifj8+fMiPnbsWGUUkSTyUOGhQ4cq244fPy7idevWiXjQoEEiPnLkiHLMoUOHbF1EKkVxcbGI09LSzO4jf74AoGvXriIuKiqqnIKRTXzyyScWty1YsEDEX331VVUUxyZYQyIiIi0wIRERkRaqtMluzpw5Im7VqlWZjnn11VdFfPXqVRH/8ccfNiuXNenp6SKW/wb5SviaaOLEiSKWm1uN5JE78sify5cvK/v1799fxLt27RJxYWHhXyonmffQQw+JWG7CkT399NPKMpvpaga5mU6+Lb2Xl5eIdez2YA2JiIi0wIRERERaYEIiIiItVGkfkjzUW+5rSElJUfZr166diDt16iTiXr16iVgengoAZ8+eFXHz5s3LVJ5bt26J+OLFiyJ+8MEHLR4jz45c0/uQPDw8LG6TZ2Ro3769iLOyskTcuHFj5Zj4+HgRb9myRcTTp09X9ps6daqIZ82aJeLffvutDKWmEh988IGI5f4k+cZu2dnZVVomqhzGIeDy96Hc965jv5GMNSQiItICExIREWmhSpvs5GYaOTb66aefzK53dnYW8SOPPKJs27dvn4i7dOlSpvLIM0LIV7IbmxDlyUPlGQruJZmZmcqy/Pz36NFDxPIQ0zfeeEM5ZtKkSSLu06ePiLt3767st3XrVhHL74UffvhBxO+//75yjKXXRZ5gFFBnL6jpFi5cKOJnn31WxC1atKiO4lAlkr8bAWDEiBEilj9P8uUWAQEBlV+wcmINiYiItMCEREREWrir7ockX/m/bds2i/uV1hxoiTwpqLH6+/vvv4tYnkj0XmIcMde2bVsRy5PeyqPsjKPn5OXHH39cxHJzEqDOHiDPMCA305U22Wt4eLjZcgLA9u3bYU5+fr6IU1NTze5zt5k2bZqIGzZsKOIZM2ZUQ2moMhlnRZG7MOQRd7pjDYmIiLTAhERERFq4q5rsbK1JkyYijoyMFHGtWmqeli/OvJdu0d2tWzcR79y5U9kmj6aTb5dcVr/++qvZGABmz54t4j///FPEcjOEPIIMUC/83Lx5s4gnTJig7JeYmGi2PHKTn7+/v7Ltbn3NAwMDRbx//34Rz507tzqKQ1XoypUrIh41apSI4+LiRCyPuAP0GHXHGhIREWmBCYmIiLTAhERERFq4p/uQ5JkE5GHNxiGUR44cqbIykdpvJPv+++9FbJxoVZ7R4dFHHxVxWftL5D4o42UDHTt2LNM5qpvc5weofUgJCQkilievnTJlSuUXjO4KOsziwBoSERFpgQmJiIi0cM812ckzBMiTfcr69++vLB86dKhSy0TlZ7yPj3x/LLn5LSYmRtlv1apVIg4LCxNxgwYNROzn52ezclalPXv2KMvyZLSFhYVm11PNJzdBBwUFidg4ibUO93djDYmIiLTAhERERFq455rs5Ik87e3tRSxXa41XMJMpecJGY1NRdSgqKhKxfG+rnj17KvudPn1axD/++KOIjfdkuhsZR0bJ95ySb2dunBmjusnlBCo2OXJ1atmypbIsv8dq164tYvk9Wl3ke8BdvHhR2Sb/HdU14o41JCIi0gITEhERaYEJiYiItFDj+5Dq1aunLMs3fysoKBCxfPM4eYgsmde8eXMRyzMjlHbjxOogt+cbybMXyPHdpH379iI2zkqem5sr4tdee03En3/+uYjlGyqWR+/evUWcnJwsYnmWk/HjxyvHpKSkiLhdu3YiloffA4Cnp2eFylQZJk+eLGJ5hnu5L/qLL75QjpFvCinPIm8cVt23b18Ry5ctyDOSGL+/5FlM5EtYjP2C8h0KPvvsMxE3bdpUxMbLG+T3Qmmfm8rEGhIREWmBCYmIiLRQ45vsjDdokyfKlK9UNt6AjlQjRoxQluWb5a1YsULEclMeVT55FpFBgwYp25ydnUUcHBws4tKa6YxDsEsYh/bLQ7MzMjJEHB8fL+Jhw4ZZfBxZbGyssiyXdcOGDWU6h63ITXQA8OGHH4o4Pz9fxPLMHsZjykp+Tlu0aCFiublt5syZyjHyjRbl7zJjN4N8SYvcXOvm5iZi4yTSMrkJsXPnzsq2ypzRgTUkIiLSAhMSERFpoUY22T333HMifv/995Vt8r3m5aoxlU4enQMA999/v4i//fbbqi4O/X8uLi4injZtmrLt9u3bIt6xY4eI5dFZjo6OyjHG5jNLjPejKtGvXz8R9+jRQ9kmN+HJjztq1KgyPWZViIiIUJaHDBki4rJOuvvuu++KeN68eSKWnxsA+OSTT0S8fv16Eb/zzjsiNk6AKt/jSm42NTa1yjOUbN68WcSDBw8WsTyyGFDvk9WmTRsRV+Wkq6whERGRFpiQiIhICzWmyc7V1VXECxcuFLE8uSGg3gvGUrMDmSptxFRSUlIVloQsiYqKUpblC2Dli1Jv3rwp4saNG1s8X2mfD+Pt0kvITT3Hjh1Ttt2NFx/LTWSJiYkiHjp0qMVj5CauBQsWiLi4uFjZ7/DhwyKWL6CVR7iV9TtKHlUHqKPu5ImD5VGZxovYjRdWVwfWkIiISAtMSEREpAUmJCIi0sJd24dk7BuSh0e2bt1axHLbLGA6DJzKxjg8WCb3T1DVktv9H3roIYv7ycPD5X6J0ibRtNRPVBpjv9HdTn5+5f4xHx8fEaemplo83thvJDN+N5WoSN92aRNCy/1GMh36jIxYQyIiIi0wIRERkRbu2iY7Y/OEfE8eWXh4uLJsqZpMpWvWrJnFbfK9bYxXllPVWbt2rbIsT9jp4eEh4oo0xZGqtGY6qjjWkIiISAtMSEREpIW7qsmuZcuWIo6JibG4n3wPpP/973+VWqZ7xb///W9l2cvLS8QHDx6s6uKQGcZJMF944YVqKglRxbCGREREWmBCIiIiLTAhERGRFu6qPqRXXnlFxPKQVqPt27eLuLQrpansNmzYUOoyEdFfxRoSERFpgQmJiIi0oH2T3RNPPCHisLCwaiwJERFVJtaQiIhIC0xIRESkBe2b7OT7wTdo0MDifvKkqfn5+ZVaJiIisj3WkIiISAtMSEREpAXtm+wsOXDggLLcp08fEet4a14iIioda0hERKQFJiQiItICExIREWlB+z6kiIgIszEREdUsrCEREZEWrNaQPDw8qqIc97y/8jzzNaoafI30V9Hnma9P1bD2PNsV84ZBRESkATbZERGRFpiQiIhIC0xIRESkBSYkIiLSAhMSERFpgQmJiIi08P8AMfmKxwtCl1wAAAAASUVORK5CYII=\n",
-            "text/plain": [
-              "<Figure size 432x288 with 4 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "xz76KuE1qS0f"
-      },
-      "source": [
-        "As observed, the reconstruction is quite good in all the views."
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "ZC2cPXK4qXoh"
-      },
-      "source": [
-        "## Generation of new datapoints\n",
-        "We can try to generate random digits and their respective rotations in a random manner:"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "9hjp-6HqqwB3"
-      },
-      "source": [
-        "First, by definition the aim is to capture all the relationships in the data in the latent space contrained as a Normal distribution $Z \\sim \\mathcal{N}(0,1)$. So we can take a sample and reconstruct from there new digits."
-      ]
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "OXu1jPM7jvSo"
-      },
-      "source": [
-        "from torch.distributions import Normal"
-      ],
-      "execution_count": 188,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "QQ0UiF92kS5M"
-      },
-      "source": [
-        "rsample = Normal(torch.zeros(1, lat_dim), torch.ones(1, lat_dim)).sample().to(DEVICE)\n",
-        "z_rsample = [rsample for _ in range(N_CHANNELS)]"
-      ],
-      "execution_count": 193,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "ZBGdqXr0oACe"
-      },
-      "source": [
-        "# Reconstruction process.\n",
-        "# Taken from: https://gitlab.inria.fr/epione_ML/mcvae/-/blob/master/src/mcvae/models/mcvae.py#L162\n",
-        "p = trained_model.decode_in_reconstruction(z_rsample)\n",
-        "x_hat = []\n",
-        "for c in range(N_CHANNELS):\n",
-        "    if c in trained_model.dec_channels:\n",
-        "        # mean along the stacking direction\n",
-        "        x_tmp = torch.stack([p[c][e].loc.detach() for e in range(N_CHANNELS)]).mean(0)\n",
-        "        x_hat.append(x_tmp)\n",
-        "        del x_tmp\n",
-        "    else:\n",
-        "        x_hat.append(None)"
-      ],
-      "execution_count": 194,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "_05pczrjpcj_"
-      },
-      "source": [
-        "generated_sample = [x.reshape(-1, 28, 28).detach().cpu() for x in x_hat]"
-      ],
-      "execution_count": 195,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 215
-        },
-        "id": "T8P5tukiqCEJ",
-        "outputId": "ef6a7bbe-d2b1-4045-af2c-5d2c088725d8"
-      },
-      "source": [
-        "plot_digit((generated_sample, \"random\"))\n",
-        "plt.show()"
-      ],
-      "execution_count": 196,
-      "outputs": [
-        {
-          "output_type": "display_data",
-          "data": {
-            "image/png": 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\n",
-            "text/plain": [
-              "<Figure size 432x288 with 4 Axes>"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          }
-        }
-      ]
-    }
-  ]
-}
\ No newline at end of file
diff --git a/heterogeneous_data/heterogeneous_data.ipynb b/heterogeneous_data/heterogeneous_data.ipynb
deleted file mode 100644
index e0505f3c67c6e3f13692582054235486b814dfd1..0000000000000000000000000000000000000000
--- a/heterogeneous_data/heterogeneous_data.ipynb
+++ /dev/null
@@ -1,4387 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "tPXXCyu2bqbd",
-    "outputId": "2892be0f-4717-4bd8-901d-bc17ffbea518"
-   },
-   "outputs": [],
-   "source": [
-    "## Uncomment the following lines to set up the python environment\n",
-    "## Probably not needed depending on where you are running this notebook\n",
-    "\n",
-    "#!pip install torch\n",
-    "#!pip install nilearn\n",
-    "#!pip install nibabel\n",
-    "#!pip install pandas\n",
-    "#!pip install sklearn\n",
-    "#!pip install matplotlib\n",
-    "#!pip install numpy\n",
-    "#!pip install torch torchvision"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "u20pHm5vcDiv",
-    "outputId": "f9ea8cb0-a28b-4df3-a1f0-712d413b2cf0"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fatal: destination path 'mcvae' already exists and is not an empty directory.\n",
-      "Mcvae version:2.0.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "!git clone https://gitlab.inria.fr/epione_ML/mcvae.git\n",
-    "import sys\n",
-    "import os\n",
-    "sys.path.append(os.getcwd() + '/mcvae/src/')\n",
-    "import mcvae\n",
-    "print('Mcvae version:' + mcvae.__version__)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "id": "mMBgdh3wbE5f"
-   },
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline\n",
-    "from sklearn.cross_decomposition import PLSCanonical, CCA"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "rVQtzHTfbE5k"
-   },
-   "source": [
-    "# Random data generation"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "2AAaOAR8LMg_"
-   },
-   "source": [
-    "Our journey in the analysis of heterogeneous data starts with the generation of synthetic data. We first need to generate multivarite correlated random variables X and Y. To do so, we rely on the generative model we have seen during lesson:\n",
-    "\n",
-    "$$ z\\sim\\mathcal{N}(0,1),$$\n",
-    "$$ X = z w_x,$$\n",
-    "$$ Y = z w_y.$$\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "bG3wSWgxbE5l",
-    "outputId": "704e0428-2a8f-4a20-8e51-ce50b9c9dbf7"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The latent space has dimension (500, 2)\n",
-      "The transformation for X has dimension (2, 5)\n",
-      "The transformation for Y has dimension (2, 5)\n",
-      "X has dimension (500, 5)\n",
-      "Y has dimension (500, 5)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# #############################################################################\n",
-    "\n",
-    "# N subjects\n",
-    "n = 500\n",
-    "# here we define 2 Gaussian latents variables z = (l_1, l_2)\n",
-    "np.random.seed(42)\n",
-    "l1 = np.random.normal(size=n)\n",
-    "l2 = np.random.normal(size=n)\n",
-    "\n",
-    "latents = np.array([l1, l2]).T\n",
-    "\n",
-    "# We define two random transformations from the latent space to the space of X and Y respectively\n",
-    "transform_x = np.random.randint(-8,8, size = 10).reshape([2,5])\n",
-    "transform_y = np.random.randint(-8,8, size = 10).reshape([2,5])\n",
-    "\n",
-    "# We compute data X = z w_x, and Y = z w_y\n",
-    "X = latents.dot(transform_x) \n",
-    "Y = latents.dot(transform_y) \n",
-    "\n",
-    "# We add some random Gaussian noise\n",
-    "X = X + 2*np.random.normal(size = n*5).reshape((n, 5))\n",
-    "Y = Y + 2*np.random.normal(size = n*5).reshape((n, 5))\n",
-    "\n",
-    "\n",
-    "print('The latent space has dimension ' + str(latents.shape))\n",
-    "print('The transformation for X has dimension ' + str(transform_x.shape))\n",
-    "print('The transformation for Y has dimension ' + str(transform_y.shape))\n",
-    "\n",
-    "print('X has dimension ' + str(X.shape))\n",
-    "print('Y has dimension ' + str(Y.shape))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 312
-    },
-    "id": "pcRdsd30bE5p",
-    "outputId": "f9165fc6-5b03-4e3b-e2cb-f4f892612c48"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "dimension_to_plot = 0\n",
-    "\n",
-    "plt.scatter(X[:,1], Y[:,2])\n",
-    "plt.xlabel('dimension X' + str(dimension_to_plot))\n",
-    "plt.ylabel('dimension Y' + str(dimension_to_plot))\n",
-    "plt.title('Generated data')\n",
-    "plt.plot()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "ZNaARJBCbE5t"
-   },
-   "source": [
-    "## PLS and scikit-learn: basic use\n",
-    "\n",
-    "\n",
-    "Our newly generated data can be already used to test the PLS and CCA provided by standard machie learning packages, such as scikit-learn."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "id": "16_ywJcXbE5u"
-   },
-   "outputs": [],
-   "source": [
-    "##########################################################\n",
-    "# We first split the data in trainig and validation sets\n",
-    "\n",
-    "# The training set is composed by a random sample of dimension N/2 \n",
-    "train_idx = np.random.choice(range(X.shape[0]), size = int(X.shape[0]/2), replace = False)\n",
-    "X_train = X[train_idx, :]\n",
-    "\n",
-    "# The testing set is composed by the remaining subjects\n",
-    "test_idx = np.where(np.in1d(range(X.shape[0]), train_idx, assume_unique =True, invert = True))[0]\n",
-    "X_test = X[test_idx, :]\n",
-    "\n",
-    "# We reuse the same indices to split the data Y\n",
-    "Y_train = Y[train_idx, :]\n",
-    "Y_test = Y[test_idx, :]\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "id": "t345T9XybE5w"
-   },
-   "outputs": [],
-   "source": [
-    "#######################################\n",
-    "# We fit PLS as provided by scikit-learn\n",
-    "\n",
-    "#Defining PLS object\n",
-    "plsca = PLSCanonical(n_components=2)\n",
-    "\n",
-    "#Fitting on train data\n",
-    "plsca.fit(X_train, Y_train)\n",
-    "\n",
-    "#We project the training data in the latent dimension\n",
-    "X_train_r, Y_train_r = plsca.transform(X_train, Y_train)\n",
-    "#We project the testing data in the latent dimension\n",
-    "X_test_r, Y_test_r = plsca.transform(X_test, Y_test)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "Dno-YefGU1cK"
-   },
-   "source": [
-    "We note that the projections in the latent space retrieved by PLS are indeed correlated. The different dimensions of the projections are however uncorrelated. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 513
-    },
-    "id": "5AUG_6iKbE50",
-    "outputId": "30a87456-e9d9-46ed-96e7-dbd06be1084b"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x576 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Scatter plot of scores\n",
-    "# ~~~~~~~~~~~~~~~~~~~~~~\n",
-    "# 1) On diagonal plot X vs Y scores on each components\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "plt.subplot(221)\n",
-    "plt.scatter(X_train_r[:, 0], Y_train_r[:, 0], label=\"train\",\n",
-    "            marker=\"o\", c=\"b\", s=25)\n",
-    "plt.scatter(X_test_r[:, 0], Y_test_r[:, 0], label=\"test\",\n",
-    "            marker=\"o\", c=\"r\", s=25)\n",
-    "plt.xlabel(\"x scores\")\n",
-    "plt.ylabel(\"y scores\")\n",
-    "plt.title('Comp. 1: X vs Y (test corr = %.2f)' %\n",
-    "          np.corrcoef(X_test_r[:, 0], Y_test_r[:, 0])[0, 1])\n",
-    "\n",
-    "plt.legend(loc=\"best\")\n",
-    "\n",
-    "plt.subplot(224)\n",
-    "plt.scatter(X_train_r[:, 1], Y_train_r[:, 1], label=\"train\",\n",
-    "            marker=\"o\", c=\"b\", s=25)\n",
-    "plt.scatter(X_test_r[:, 1], Y_test_r[:, 1], label=\"test\",\n",
-    "            marker=\"o\", c=\"r\", s=25)\n",
-    "plt.xlabel(\"x scores\")\n",
-    "plt.ylabel(\"y scores\")\n",
-    "plt.title('Comp. 2: X vs Y (test corr = %.2f)' %\n",
-    "          np.corrcoef(X_test_r[:, 1], Y_test_r[:, 1])[0, 1])\n",
-    "\n",
-    "plt.legend(loc=\"best\")\n",
-    "\n",
-    "# 2) Off diagonal plot components 1 vs 2 for X and Y\n",
-    "plt.subplot(222)\n",
-    "plt.scatter(X_train_r[:, 0], X_train_r[:, 1], label=\"train\",\n",
-    "            marker=\"*\", c=\"b\", s=50)\n",
-    "plt.scatter(X_test_r[:, 0], X_test_r[:, 1], label=\"test\",\n",
-    "            marker=\"*\", c=\"r\", s=50)\n",
-    "plt.xlabel(\"X comp. 1\")\n",
-    "plt.ylabel(\"X comp. 2\")\n",
-    "plt.title('X comp. 1 vs X comp. 2 (test corr = %.2f)'\n",
-    "          % np.corrcoef(X_test_r[:, 0], X_test_r[:, 1])[0, 1])\n",
-    "plt.legend(loc=\"best\")\n",
-    "\n",
-    "\n",
-    "\n",
-    "plt.subplot(223)\n",
-    "plt.scatter(Y_train_r[:, 0], Y_train_r[:, 1], label=\"train\",\n",
-    "            marker=\"*\", c=\"b\", s=50)\n",
-    "plt.scatter(Y_test_r[:, 0], Y_test_r[:, 1], label=\"test\",\n",
-    "            marker=\"*\", c=\"r\", s=50)\n",
-    "plt.xlabel(\"Y comp. 1\")\n",
-    "plt.ylabel(\"Y comp. 2\")\n",
-    "plt.title('Y comp. 1 vs Y comp. 2 , (test corr = %.2f)'\n",
-    "          % np.corrcoef(Y_test_r[:, 0], Y_test_r[:, 1])[0, 1])\n",
-    "plt.legend(loc=\"best\")\n",
-    "\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "CjqjEnG8XDwU",
-    "outputId": "54c87f16-3016-45fb-92f8-a8691ce46e60"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "X projections: \n",
-      "[[ 0.48433579 -0.25654367]\n",
-      " [-0.51415729  0.28837788]\n",
-      " [ 0.57083361  0.41523051]\n",
-      " [-0.1600194   0.72474008]\n",
-      " [-0.38678665 -0.39161076]]\n",
-      "Y projections: \n",
-      "[[ 0.36148438  0.39913339]\n",
-      " [-0.39571466  0.70730378]\n",
-      " [ 0.49905721 -0.35689321]\n",
-      " [-0.48904463 -0.31141709]\n",
-      " [-0.4738314  -0.34067659]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "#We can check the estimated projections\n",
-    "print('X projections: \\n' + str(plsca.x_weights_))\n",
-    "\n",
-    "print('Y projections: \\n' + str(plsca.y_weights_))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 279
-    },
-    "id": "ZnyDB4o_TPk8",
-    "outputId": "08b94491-14d7-44e5-bc38-7ca0551b81cf"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Prediction for the training data\n",
-    "\n",
-    "predicted_Y_train = plsca.predict(X_train)\n",
-    "\n",
-    "plt.scatter(predicted_Y_train[:,dimension_to_plot], Y_train[:,dimension_to_plot])\n",
-    "plt.ylabel('target Y' + str(dimension_to_plot))\n",
-    "plt.xlabel('predicted Y' + str(dimension_to_plot))\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "j-QCTnYPTjbr",
-    "outputId": "c19944cc-a706-49b0-e19d-a77f9c056754"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "X projections with 2 components: \n",
-      "[[ 0.48433579 -0.25654367]\n",
-      " [-0.51415729  0.28837788]\n",
-      " [ 0.57083361  0.41523051]\n",
-      " [-0.1600194   0.72474008]\n",
-      " [-0.38678665 -0.39161076]]\n",
-      "Y projections with 2 components: \n",
-      "[[ 0.36148438  0.39913339]\n",
-      " [-0.39571466  0.70730378]\n",
-      " [ 0.49905721 -0.35689321]\n",
-      " [-0.48904463 -0.31141709]\n",
-      " [-0.4738314  -0.34067659]]\n",
-      "X projections with 4 components: \n",
-      "[[ 0.48433579 -0.25654367 -0.42402831  0.54660349]\n",
-      " [-0.51415729  0.28837788  0.30201819  0.74306133]\n",
-      " [ 0.57083361  0.41523051  0.64183921 -0.06465157]\n",
-      " [-0.1600194   0.72474008 -0.51490022 -0.22931801]\n",
-      " [-0.38678665 -0.39161076  0.22782708 -0.30383862]]\n",
-      "Y projections with 4 components: \n",
-      "[[ 0.36148438  0.39913339 -0.5105896   0.60783454]\n",
-      " [-0.39571466  0.70730378  0.48505202  0.26714451]\n",
-      " [ 0.49905721 -0.35689321  0.58283628  0.50546537]\n",
-      " [-0.48904463 -0.31141709  0.17782666  0.30291833]\n",
-      " [-0.4738314  -0.34067659 -0.36428334  0.46034359]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "plsca_4 = PLSCanonical(n_components=4)\n",
-    "plsca_4.fit(X_train, Y_train)\n",
-    "\n",
-    "predicted_Y_train = plsca_4.predict(X_train)\n",
-    "\n",
-    "print('X projections with 2 components: \\n' + str(plsca.x_weights_))\n",
-    "\n",
-    "print('Y projections with 2 components: \\n' + str(plsca.y_weights_))\n",
-    "\n",
-    "print('X projections with 4 components: \\n' + str(plsca_4.x_weights_))\n",
-    "\n",
-    "print('Y projections with 4 components: \\n' + str(plsca_4.y_weights_))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 279
-    },
-    "id": "cl0QGQPWXFcJ",
-    "outputId": "cad6ed96-edb0-44b0-deec-2a1e6c9c59a5"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# We can also predict Y from X\n",
-    "\n",
-    "predicted_Y_test = plsca.predict(X_test)\n",
-    "\n",
-    "plt.scatter(predicted_Y_test[:,dimension_to_plot], Y_test[:,dimension_to_plot])\n",
-    "plt.ylabel('target Y' + str(dimension_to_plot))\n",
-    "plt.xlabel('predicted Y' + str(dimension_to_plot))\n",
-    "\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Exercise.** Generate a synthetic dataset of 200 observations. \n",
-    "- Each observation is composed by 3 modalities X1, X2, and X3, of dimensions respectively of 4, 7, and 9. \n",
-    "- Chose the appropriate latent variable representation for the generative model. \n",
-    "- These modalities are corrupted with Gaussian noise, with different noise variance for each modality. \n",
-    "- Fit a PLS model to predict X3 from X1. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "B3ZbgFhibE53"
-   },
-   "source": [
-    "# Into the guts of latent variable models\n",
-    "\n",
-    "After playing with the builti-in implementation of PLS in scikit-learn, we are going to implement our own version based on the NIPALS method.\n",
-    "\n",
-    "## NIPALS for PLS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "id": "Wi2jt1O0bE54"
-   },
-   "outputs": [],
-   "source": [
-    "# Nipals method for PLS\n",
-    "\n",
-    "n_components = 3\n",
-    "\n",
-    "\n",
-    "# Defining empty arrays where to store results\n",
-    "\n",
-    "# Reconstruction from latent space to data\n",
-    "loading_x = np.ndarray([X.shape[1],n_components])\n",
-    "loading_y = np.ndarray([Y.shape[1],n_components])\n",
-    "\n",
-    "# Projections into the latent space\n",
-    "weight_x = np.ndarray([X.shape[1],n_components])\n",
-    "weight_y = np.ndarray([Y.shape[1],n_components])\n",
-    "\n",
-    "# Latent variables\n",
-    "scores_x = np.ndarray([X.shape[0],n_components])\n",
-    "scores_y = np.ndarray([Y.shape[0],n_components])\n",
-    "\n",
-    "\n",
-    "# Initialization of data matrices\n",
-    "current_X = X\n",
-    "current_Y = Y\n",
-    "\n",
-    "for i in range(n_components):\n",
-    "    # Initialization of current latent variables as a data column\n",
-    "    t_x = current_X[:,0]\n",
-    "\n",
-    "    # NIPALS iterations\n",
-    "    for _ in range(100):\n",
-    "        # estimating Y weights given data Y and latent variables from X\n",
-    "        w_y = current_Y.transpose().dot(t_x)/(t_x.transpose().dot(t_x))\n",
-    "        # normalizing Y weights\n",
-    "        w_y = w_y/np.sqrt(np.sum(w_y**2))\n",
-    "\n",
-    "        # estimating latent variables from Y given data Y and Y weights\n",
-    "        t_y = current_Y.dot(w_y)\n",
-    "        # estimating X weights given data X and latent variables from Y\n",
-    "        w_x = current_X.transpose().dot(t_y)/(t_y.transpose().dot(t_y))\n",
-    "        # normalizing X weights\n",
-    "        w_x = w_x/np.sqrt(np.sum(w_x**2))\n",
-    "\n",
-    "        # estimating latent variables from X given data X and X weights\n",
-    "        t_x = current_X.dot(w_x)\n",
-    "\n",
-    "    # Weights are such that X * weights = t\n",
-    "    weight_x[:,i] = w_x\n",
-    "    weight_y[:,i] = w_y\n",
-    "    \n",
-    "    # Latent variables\n",
-    "    scores_x[:,i] = t_x\n",
-    "    scores_x[:,i] = t_y\n",
-    "    \n",
-    "    # Loadings obtained by regressing X on t (X = t * loadings)\n",
-    "    \n",
-    "    loading_x[:,i] = np.dot(current_X.T, t_x)/t_x.transpose().dot(t_x) \n",
-    "    loading_y[:,i] = np.dot(current_Y.T, t_y)/t_y.transpose().dot(t_y)\n",
-    "    \n",
-    "    # Deflation = current_data - current_reconstruction\n",
-    "    \n",
-    "    current_X = current_X - t_x.reshape(len(t_x),1).dot(w_x.reshape(1,len(w_x)))\n",
-    "    current_Y = current_Y - t_y.reshape(len(t_y),1).dot(w_y.reshape(1,len(w_y)))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "HuothRrBbE57",
-    "outputId": "13735141-da30-4a4a-f60c-2c20035cb340"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The estimated projections for X are: \n",
-      "[[ 0.36753226  0.32695545  0.31901594]\n",
-      " [-0.54017132 -0.51142438 -0.13635813]\n",
-      " [ 0.73596167 -0.54668695 -0.38095079]\n",
-      " [-0.07131382 -0.54068145  0.43213359]\n",
-      " [-0.16251074  0.20085364 -0.74011644]]\n",
-      "\n",
-      " The estimated projections for Y are: \n",
-      "[[ 0.22469208 -0.22321827  0.22848154]\n",
-      " [-0.42360052 -0.82303817 -0.17028297]\n",
-      " [ 0.34143196  0.23277327 -0.37414229]\n",
-      " [-0.53070486  0.30658588 -0.6691619 ]\n",
-      " [-0.60979721  0.35299218  0.57536058]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('The estimated projections for X are: \\n' + str(weight_x))\n",
-    "\n",
-    "print('\\n The estimated projections for Y are: \\n' + str(weight_y))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 714
-    },
-    "id": "6Hs_o8NIbE59",
-    "outputId": "6cfa2256-147c-4202-cd6d-6ec8ab2b3097"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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ZO1F5aQ7MbS3lHJ2UWtiO0zvHp41XiylZqQXPIiIAPgvgBVX9TFrjyIKgwayfIJPgK7OVwJOoqRTEvfWo35ijuNRIRETBLvm7NSdlbJKYj50gfuf4dFvlGs3KsxXcctNK6/EJ8C4NGRkqtZX9dn9WfqUnA1LrEd1uoOt1PGcJZPrSzDxvBvBTAG4Vken6vw+lOJ7URJWhvaaQD/QYsdxn6uhhy3YEGbNX8E1ERPFwygn8AtWw87E7kx0kKJyYKmPDQ89i5/i0b7B676bVDccaPwdPlLF9Y8majbcdo167WMU9v/s3vs/fTNCYSfY7Pi8oOrqS7HdS006CjaKTZreNvwKscVxfiao1jfh8moV8DiL2S1NR7NDkHnPUrY2IKF0i8vsAPgzgu6r6vrTHQ62ClBMIEHo+DttruvnxXkrFAh4eWd9wm62DlKNSnccXZ161Lmz32q/guW+d9x1TM0Xj+wy6H4Iz1vufmLGuDzIJ0jKWJZDpyUS3jX4XVYZ21tDex+GclXs9Zs+hU4EzCqYxC4BbblrZcFvYS41ElGl/COD2tAdBdn7lBKVioa35OGx5YdCOGrZjXfOxxGS2UrWuu4n6CmdzNtx23LaZVw2ViW7uumHCEsj0BAqeReRaEVkR92D6VbuLQZrZvkjO5aaRoZLnl222UjV+uU2X6kaGSti+sdRw6UBRu5TGOiyi3qSqfwEgfNqOEuOVjeykbC5seWGQrGjzsc59rHn8+ZdCj7FSncdDz5wCUDuuFgOUMgaRH5CWz8123A5SchK05MJJPj26YwNLIDPGWrYhIqsB/AaAHwMwW7tJ3gbgKIDdqvqdREbYJ8I0n7e1tRvdsha7xqdbyjIUWGynM7plLXaOT/u+hvvLbbtUZ+ruYWt91EkrPm60QtQZETmpquv9HxnJa90H4D4AWL16dRIvSS62coKcSFtJGb/n9VoYbitrMG2v3Vzm4VV24uW1i9XFBM+eresCl454sY3FdtwO8pphSi5YApk9opb/U4jI3wB4FMBTqjpfvy0H4C7UejJvSmyUdcPDwzo5OZn0y2aKqY7MPRGt2X3Y+ruFfA7bN5bwJ8+fxULAealkmQBLxYLntuDO/c62qwdPlBvGbNpq1cTv/RJ1CxE5oarDMT7/NttdAP4fVfW/Dh7sddYA+GKQmmfO2cmLa84M+7y2mucVg3k8eOe6lt/xq3F2KxULuHh5zrgTIQAUC3lMP3jb4jjuf2Km7WDc/Zx7tq4LFMC6Ez4QwPTS7t0SKbts87ZX8Px3qvqesPfFqZcnYlt2tfl224ThfBH9JiAnaA0iJ4KFep2W6XmKg3njWJpfw+81vSZgr/fjF3gTZUkCwXMVwAGYv24fVdXvi+h11oDBc6bFdbUu7PN6Pb75viCBs/tYMTFV9ryK+uiODYEeF4ZpO2+vk5KJqTJGn5pBdb7xK5kfEOy76+aWzHsSmWVeyQ2nneD5T1GrbfscAKf4aBWAjwN4h6r+ZExjterVidh2Rr99Y6klY2sjAL49dgc+NXESjx0/G9nYbJnnFYN5vPnWHKpBU9gBXsd0Fn7j7sNtB95EWZJA8HwCwMdV9RuG+15S1VURvc4aMHimDpiOebYki5PEMQV6XscHJ7niVUJRLORxaW6ho7KOFYN5TP3qbcb7bMmf5t9J6gorr+SGZ5u3vRYM/jSAkwAeAnAEwLMA9gD4Bmr9mSkitlXMjz//UuAvtVN3duz0ucjG5Uw+poUKqogscAbs9V+d9roM25eUqIvtBPA9y33/NooXEJHHAfwNgLUi8rKI/FwUz0v9xXTMU7T2ri3kc/hPP3mztTuI1xGoPFvx7HVdyOewZ+u6wIv8bJwaaxPbca2561VUG6X5Sep1+oF1waCqXgbwX+v/KEa2L1jQGi33qtuoSjbyOcGFS3PYNT6Nawp5XJkfwOzF6uLZ/66ILoM5bEFyJ70uw/YlJepmqvqXHvdFkv5V1bujeB7qTUFLAmxztrMOJmhJge3KKFA73nkdQ6/ML+UOL1yasz4uCPci+YmpMvYcOtWyLbhb8/Euqa3To9qQjVLcJIWWeK2ONn35i4U8rrpimXGCsf0OANyzaXXgMhAoFr/8s5UqCvkcHqnXkAG1ycI05nYvg128PIdPTZzEsdPnjO/L9nqAPfD2Ostm8ExEZNdOfXNzsmLX+DQmXzzfsgGK7ZhXLORDLaIb3bIWo0/OGK+C+iWKXrtYxehTM0AEV1Gd4HNiqmwdj6O5xdzEVNma2Iq6j3NUG7IRN0nJBFtpxN0fWGW8fc/WddaNR7zOtB8eWd/Ql9JL85e/+dKObczuy2BO78sgvTZfu1jFY8fPGhvet9vrMqmzeSKiXuIEwrYNSExspRgHjp9t+b3RLWuRH2g9Cs1Wqliz+zDe/cCXsMZQatdchgcA++66ueEYs2IweG/n6rxGUn6oqNU37zl0yvP5THs47DtyxrooP+o+zlFtyEbMPGeCVw/H4RuuDXX279Vaznkt5/eHPv2stdWPiTvo9Os76R7jPb/7N21th9qcJQ7T6zLJs3kioqyIoptCO1ftvEoxmn9vZKiET37+JKqXzVconSSQu9Ru8sXzDYvhy7MVjD45g3133bzYls4Rpu1dVIK8nimr7vW52TqTBP2bmn5v77b17LYRAd/gWUSuALAdwBr341X10/ENq//Ymq2H2TwFMNcIm84sJ6bKePOt1jqvfE5w1fJlxnotJ+hs/kK6yzlM97/yevuTWPPEEvTzSPJsnihLOGf3L791HkFborZz1S7s712wBM7NKtV5aw1xdUGx59CpluPPaxcuBXruLLB9biXX8badtTu239u7bT37S0cgSOb5CwBeB3ACQPf8P7JPBc3O7jtyxnh56arly4y7MjkBuOkLOfrUDPYcOoXXK1VcU8jjwuW5xb6WnZ79K4A1uw8H2kwlyOTvPpsn6lGcs/uUXzcFUzA1+eL5hrUw5dlKW1ftbrlppbVNaqdX+7wW37nvC1JznJbBvLlK1i/h1e7aHa75iVeQ4Pl6Vb099pFQZIJkZ20ZhNcrVc8AfOjTz7Z8Iavz2rC4MA5eZ9umgN42+XfSkoioS3DO7nLtXqb36qbg1RK1ea2MLfQsz1aweexoy3gmpso4eMJcD22rqS0W8pEfL2xJIZMw3aeicEU+5/l3td3ebocMdtaIV5Dg+a9FZL2qnox9NBQr9xd3wNKV4zpDbbT798PUSEfNfdbs916cnqHuW7kwgvoE5+wu1kmLTa9uCp22RHWYxmMKzIFa9yfbBhx7tq4LnCVeYdnNFgBEapulBNmlUIDY2q0CtZ0Dbe/ntYtVz7+r7W/bbocMdtaIl7XbhoicFJGvA/g3AP5WRM6IyNddt3dMRH5fRL4rIi07YlHn3CuTNzz0LEafmllcPW2aMP2Cyyw0Ui/PVrDhoWexc3za870ASz1Dna4f3EWJelkSczbFr5ONLLy6KdiCppz49V5q1TweW2C+oOo55159ZbCeBXf80Lus96lisSOI1zspFQsNHaqiDiJzIp7vRwRt/V3b7ZDBzhrx8vp/7ocTeP0/BPDbAP4ogdfqK83ZC9vlMa+tT93P9dAzp1LNOjsEwUtDbFt+E/WoJOZsilknl9v9SgBMtbXbN5aC9/93Kc9WFjO+RUtmuGhpG2faJtomJxJ451xbDjs3UNv0yxnv6Ja1tX9PzSyuz+mEs8W1VzbbluD3+7uG6TIVxe9RMF47DL4IACLyx6rasB23iPwxItiiW1X/QkTWdPo81Mp2Ga3Zgiq+PXaH8b4gOyVFwWtjF7cwNWo8w6Z+k8ScTfHr9HK7V+cmwB5MObXPOREMiKK64P9aTsbX0LIZQG0NjdOr3y3o8QkA7v7AKhywLEQM4oplA1hYWFqX4+46se+jN0eSGKpU53H/EzMYXJ4zdhERsQfPQf6uYbtudfp75C/IJinr3D+ISA7AxniG00pE7hORSRGZPHcu2NknBV8UYPviOpmBuANnANj0/St8H7NiMO8bOOdEWKJBlPKcTZ2J83K7s+GUu3zBWeznJDDmNVjg7GYrW15QYOf4dMtmJ2EWrT08sr6jEos5w0Yo7vUzU796m3EDrrDmVXHh8jxyTWcShXzOGjgDbJ3arayZZxF5AMCvACiIyPeAxXKiywD2JzA2AICq7ndeb3h4OHv9ZzIqyOIJrwk5TGbA4XV27eWvA2ygMrh8GS7PLVh7gzqXzfz6XvISFvWqrMzZ1JkoLreHmevamevDal4cZyvzMFmz+3BHr227qum16dc1HXQCWVhQlOoLNJ3Pft+RM8bj8YAAu8anse/IGR6PuoxX2cZeAHtFZK+qPpDgmCgCpt6RbisG83jwznXWGud2+jO3EzgDwUoxvMazYjCPO37oXdh35Ax2jU8vTljA0mRYHMzjzbfmFjMQYVawE3UDztm9o5PL7WG7dQTNAguAezatxrHT59o6Prizve0eK6J0XbFgPMkAaseNdoNnhXknQdPx2EmI83jUfYIsdf0zEfmR5htV9S9iGA9FxH0mbep7/Jblupwz8Xab5m1bf3F8Gu53aMpyOHVqACcs6imcs3tAu1fKwm6OYbtKedXyHC5enl88biiAgyfK2L6xhPGvvtTWRiROoP56AuWAbqa2pbfctLJ1w68nZwBBR4sITd1LmjPbpvaq3MCkuwQJnkdd/30lgPejtnNVx20MRORxAD8K4B0i8jKAB1X1s50+L9U42YvNY0dbJkfbFzWJS3hRMwXGQUv25lV5xk+9JrY5m5LRSa/nsN06bDvc5XMDULQG4cdOn8PVVy4zzrt+pXtO7XKYso0oOG1Ly7MV5ESsm8NEsTPh3R9YZbzdfTXhRkspCjcw6R6+wbOq3un+WURWAfiNKF5cVe+O4nnIW5jJNGtf3iR2geIZP/WSOOdsSkYnWyuH7dZhq7G2tV3zPEYo8J2xO4yt6PK5Wrs4Ww1zPidYnhuwrmvpRE4Ea95e+1zcCyOjfo27P7AKD4+sb7nvUxMnG7qZXJkfQMVw9ddWSsJjU/YE61De6GUA74t6IBSfMJNpkIWGQQzmB3Ax7JLtJgXLBBOHrJ00EEWIc3aX6aTXsy2T7NXVwVRjbVvkdl2xgIuX54yZY3fwV6nOL7YhXVFfc+JVR3zVcicciT54nlfFcwEWprfLa0+BT02cbCgrnFdFpaoYQOMVUlspCa+MZpNvqzoR+c8i8lv1f78N4C8BzMQ/NIpKmNZHpse2o5sCZ4BbllLv4Jzd/WzzUdCewHu3re94d9VbblppvH1w+QDefGuu5fZ8ThaDPyfonlddbNXmVxIxW6km0ho1Dl4nNY8//5L5DmndAffY6XNt7y5JyQqSeZ50/fccgMdV9bmYxkMxCNP6yLkt7R0Fw28Y25k1b2fwTD2Dc3aXayd77BbF5hi2Xf3+7rsXjLdftXyZNfjrtnU0YXmd1NjKQxa0tStHW6UylArP4LneXP/HVfXehMZDMbFNprb6Kqd5/q88/fWOs8jtSPo1//pb5407YQHtrXpn3RqlgXN2b8jC1sphA7bZSjXxLhpZ4HdSY9tB19SVo9PdJSk5nsGzqs6LyEoRWa6ql5MaFCXDb0W3O4i2tbzrFYraTljNzerbWfXeyUp5ok5wzu4daW6tPDFVNrZT8yKwd9EYkFqwGEU3izDjieLVij4bpviVxNz9gVUNNc/u25t1esWBkhNke+7vAHhORP6DiPyi8y/mcVECvFZ0uzlbun5n7A48smPDYp1W0qUVSXACXWcr2aCfkVs7v0MUoe+Acza1yTn5D9uNQlFrU2daM7MQoOY5avdsWt3xcxQLeezZus56rCsVC74nOA+PrMe9m1YvZppzIrh302pjV46o6tUpfkFqnl+p/xsA8H3123ox+dh32lnR3bz5Si+qVOexc3waOy31Z4D3Z9TJSnmiCHDOprZMTJVx/xMzbbdxe71SxT2bVhszrUl7eGQ9nv+Hf7bWaPsRAHu21nbhnXzxPA4cP9vwJRLYF1WaxmIKlk3SvOJAwQUJnr+pqk+6bxCRu2IaDyUobH3VxFTZuJAwrlKOLJeIeNWgsW6NUhbrnC0itwP4TQA5AL+nqmNRPTfZxb2Oot2Ms9t1xYJ1oaHJgCxtUfe1O5MAACAASURBVB2Hi5fbXzujWEoWOYGvO4B2dlwcvuFaBrt9KEjZxgMBb6Muc8tNK1suR9nqqz41cRK7xqeN9WxxzX1ZDZz9atDCtAYkikFsc3Z9QeLvAPgJAO8FcLeIvDeK5+5HE1NlbB47iht3H8bmsaOL5WKmxzkt4BSt5WVhnm9iqoyhTz+LNbsPY83uw9jw0LMNvZnb5cxxYa6wve3KfNuvZ1pw18xrLMWC92uXmpIdx06fazkmsRyvf1kzzyLyEwA+BKAkIr/luuttqLU/oi42MVXGwRPllstQ2ze2XjKamCq3XLLqRwJ4ZnzcmaFrCnlcmR/A7MUqu21QIhKas98P4O9V9R/qr/mnAD4C4JsRPX/fCLOwOMiOg0Geb2KqjNGnZlCdX5rNZytVjD4503ZNcvO8GLSkT+qv3S6/DLltJ0PHG4Ze1Y78gLQkO4KW44W9QsDOTN3Jq2zjFdT6hW4FcMJ1+xsAdsU5KIqfaTJWmHt77jtypu8DZz/NB67ZShWFfA6P7NjAiZCSksScXQLg3vXhZQAfcD9ARO4DcB8ArF7d+aKtXhVmC+4ggVuQ59t35ExD4OyoLqi1pZqXYiGP6Qdva7htdMtaz/UijrSPKV7vdcf7V7X8DYKU44XttMTOTN3LWrahqjOq+jkAP6Cqn3P9e1pVX0twjBSDMIvauNCtxrlcumt8GmuaLouywwalLaE523StvCEKUdX9qjqsqsMrVwZbUNWPwszBQXYcDPJ8XnO5sxtgGBcuz7WUhowMlbBisP1yjCw4cPxsyxwfpBwv7HGAx43u5VvzrKr91/W8D4TZ/pUL3Ro5kYKTJfjUxEnrZUqeeFDSYp6zXwbgblB7PWoZbwopzBwcJHAL8nxec7nTFi1M4FudV2Og9+Cd65Af6N5mps1zvLOBll8bubCdltiZqXsFWTBIPSjMojYudLOrVOdxwKMtE088qMd8DcB7RORGEVkO4GMADqU8pq4UZg4OErgFeb7RLWuRz7UGtU6N78hQCYPLgzThWlKerbQsThwZKmHfXTf7LsoLK8giwahVqvPYc+gUgNr7Gt2yFtcVC3hltoJ9R840vO8wJ0Tt3E7ZEe5bQj0jzPavI0MlY4s6IFg7uXZq6bqJ7Z2xwwb1GlWdE5F/B+AIaq3qfl9VT6U8rK4UdgtuU//f5sVm2zeWcOz0OevzOf/tns+djUCc+9rJeppqdZ3xbh47GsmeAAPiv0gwrEI+hyuWDfguXJytVBeDZK8a5VtuWmnscW3rB80dBbuXqOX/jCLyDDziIlXdGtegbIaHh3VycjLplyW0LmxwXLU8hwuX/dsbZblnc1we5WJBchGRE6o6HOPzc87uYc2B8i03rcTBE+WWwKvTHemGPv2sMVESRKkesLu7Dl2em8fFavv9lqN01fIc8rkBvF5Z6oIEwHhsa+a0rjOdCJSKBTy3+1briYJzvwm7bWSbbd72yjz/3/X/3QbgnQAeq/98N2rbv0YxKDbb7xLOl3nPoVMNZ+kXLs/7Bsa9nnm2cV/qI0pA7HM2pcPUlcHUPtTWrcP9PH6BmtdUnR8QXH3lMmtw7WRi3V2HsmDFYB4P3rnOcy72a7EXZFfZdnftdY/L6dXNYDrbrMGzqv6/ACAiv6aqP+K66xkR+YtOX9jVbP/HUVuE8jUROaSq7BeaUU4Pz+YJ0S8s7sfAGagdONh2iJIS95xN6bG1FjWxBWpB26K97hHwVhfUMystQEcbrcTJaw52B7C2zPt1Hpln575Od5dl67ruEWTB4EoR+X7nBxG5EUAU/YcWm+2r6mUATrN9yjCvM+juXVsdn0p1Hg89w5JQSlRcczalJEwdsi1QC9oWrZPFakmmSQr5HO7dtLphEaWNV8DfvCvjHT/0LuvCS79FmZ3uLsvWdd0jyILBXQC+IiL/UP95DYD/I4LX9m22D7DhftbYzqyba91sj2vHgABtbn4VmRWDebx+sYp2Kvdeu1hdbHVElIC45myKmKmMAmhdRGibT5tL5rwCtaAlBaZFbFkiAIqDeajW+jFfVywsbkblt6tgM1Om9+CJsu/CS1vpS9hFoM3Yuq57WBcMNjxI5AoAN9V/PK2qlzp+YZG7AGxR1f+t/vNPAXi/qv572+9w8Un6TAsHbYtU3v3Al3xLNkrFAi5envPMDDh1ds5W17fctBKHv/5q24ta2vHojg24/8kZzHcQxZdiqF/jYpPuEfeCwabXinzObgfnbDvTXJofEEDQsAtgIZ/D9o0l4+JAvyDPLcxitompcqBdAtOwYjCPN9+aM24nblt/Y9oJEQj3mYTR7rwc13iofe0sGHTbiFr2YhmAm0UEqvpHHY6Jzfa7UJgza6/A2R1w2zp5OKoLisHlyzD1q0uT38Mj6zExVcbokzPGSTRqURxIyrMVjD45g4eeObV4IhB0UrVlqFgfRxZxzNkUIdMletNcVqnO49jpc9i7bb3nvOvMEbvGp433e7VFu+d3/wbPfev84u2b330tShFePXTr9EqiV9LE9LT5AcGereuMj48j09tJ3TJb13UP38yziPwxgHcDmAbg/EVVVf/Pjl5YZBmA/w7gxwCUUWu+/7949QxlFiO7TMGd1+rlYiHf0i7Ib7WzKXM7MVVu6QDSTYK0lrJl+239SZmlyKakMs9xzdnt4Jxtd+Puw4FrhAXAt8fuaLjNPecWDdlYZ24BGrskidQ6ajjz6ZOTZxsCZ8fbrsjhjUvzHdUxN181DNMarhM5ESyo4ppCHiKwJiviyPR2+py8mpgtnWSehwG8V4PUd4TAZvu9w3amvX1jCeNffcmYTXEmcuexe7et9+yT6TzWlLmdfvC2xQknjkxJnPxaSwH2RSS2gw/r4/peLHM2RSvMupDmRXzNc64pG+vsjHfhUmNQrQrkc0s7Ctquqn3vUufBrfO6zYE/AOvGW1FYUMUjOzb4ZoDjyPS2m81uDpof4T4BmRak28Y3UOsZGjlV/ZKq/o+q+m5V/Y9xvAbFzxbcHTt9Dldf6X9+5l5NPLplrWfXDqdVkmJpMnQW43XrpS2/A2jYYJhbu/a92OZs6oy7s8OFS3MtW2XnB6TlNlMwZ5pzTWYrVWPyojqv2Dk+jc1jR9t4F+G8drGK9/6HP2vZvjvsNuBhFAfzgTpXONueu7cRvzI/gMkXzzd04HCP3U87W247J0Pl2UrLsY2yKUjw/A4A3xSRIyJyyPkX98Coe3idac8GzCw4zzEyVAp1mdCZDCemyhh9aibEb2ZHTryb/Nkm3RWD+Y7aIlHP4pydQc0B0mylCmjte+y0Wtt3183Y99GbG9qvNZd1TUyVI7vCltSVuovVBYw+OdMQDMZ5hUw1XAb40txSH6XXLlbx2PGzbQey7bSrY4u67hPk1G9P3IOg7ubXGD7IBO0OEMMuVHlltoJ9R840rFDvJn4dSWyXFh+8s7YIhvVx1GRP2gOgVrYFgs2LoQH7wjInAA+ikM/hyvxAol2JvFQXtKFELUzZyoAAOQGC7vLttQamORkRJItfqc7jF5+Yti7GdGunXR1b1HUf3+DZ2bWKyMavbsxvcUjzWXnYPqPXFQtdPcl4NfcH/CdjBsvkxjk7m2xzVHm2Eng7Zq9AL58TXLV8WctC7KQ6EgXh/gzCzPMLGl2v/1tuatwvKOixw3l9v+4Z7Sz463RnQkqeb/AsIm9gqQPMcgB5ABdU9W1xDoy6R5Azbfd9t9y00rM3qfv5yrMV5EQwr4piIY8Ll+daeqD6dfbIsqBlFu7tY/1aUlF/45ydTV4bnTi3+wVmXnPcvo/e3PI7E1NlXH3lssxkn93BoDPWpLslHTt9rmVMYY8dtoXe7bapY4u67hMk8/x97p9FZAS1rbWJFrmDuzD3hX0+r7P6TjcxScJVy3PI5wYaskNhPhvT5LxrfBqTL57HwyPr4xo2dRHO2dlkCpBMm3p4deBxEgmm2/0CuaCcMRUL+ciD2guX5nDj7sMNc5/T6z+pTVlMOyq289qmjLVX7bLXPN/pzoSUvNDLXVV1QkR2xzEYIj9egfgAlpraZtWFy/Mo5NF2GyLT5KyobVM7fMO1nGypBefsbDAFSLaMp62UwLY+ovn2iaky7n9ixnc9hYliqZQs6uC5uUUpsDSne109LORzmF9YwOUI1rU0l0KMDJXwyc+fxIXL4Y4eppKKsLXL7OncvYKUbWxz/TiAWg/RbKf3qO/sO3ImM3V9foJkImxsk7ACbT8n9RbO2dnVfPJv62tvq3X1yjw7nIxzO4GzI+o1JF4ZdmCpRM/0uGIhjz1b10WSmTaVQkxMlXF5LuBKRI/nAcLVLneyEyGlL0irujtd/7YAeAPAR+IcFJHD3RfV1m8zytZNSWlnvJ+aOOkZAXXzokmKFOfsLhG2rVmQzHPQHtBerisWIlusVioWrPNWebaCnePTi/OhAot9/kvFAu7dtBpXXbEMu3wCZ4F/y8+ciHE3V1viZTA/sNgysFjIN7QUtO0KG+bvyfZ03S1IzfPPJDEQomZBzszDtG7KmqFPP4sH71wXKMvwqYmTeOz4Wc/HcGU2AZyzu4nz3XfvtnfFMntOy9bG092xp9NEQj4nuHBpLpKSDWdLaq+dY5s5ZSNhunE8smODZ4DtbFVummttSYdKdQHfDLlFd5jaZban625ByjauB/CfAWxG7f/XfwXgE6r6csxjoz4XZPFFFFmWtLx2sdoQ+HtNuI8//5Lnc3FlNjk4Z3eft1wNjGcrVevl+9EtazH61ExDxyFnq22glkwwlT74KRbyeL1SRXEwj9cvViMJnN1zUtj2o07v/qCPf+DpkygO5o1dRWwZZ0fUbeKCLpBne7ruFqRs4w8AHAJwHYASgGfqtxHFKsiZebefpVeq89g1Pr146dLZ0ap5Ny6/+sUBqbV8amc7Weo5nLO7SOjL981TgevnfUfOhAqcBcC9m1Zj+sHb8O2xO3CpOo9w1b9Nz1evnMiJYPvGpSDS2QbbKYPwE7Z3f6U6D1UYSyb+00+2tvBza2dHwCik9boUjSDB80pV/QNVnav/+0MAK/1+iagTE1NlDFhq2Nxn5r1wlm462FUXFDvHpzH06WcxMVX2ree7cHkes5XqYvDt/l1HkPpx6gmcs7tImMv3pvpcZ+c+IFzJxorBPB7ZsWGxxeXEVBkXg27hZ+Gc48+r4uCJcsMcMzJUwnO7b8W3x+7w3Rjq4uU5XFPIh3rt1yvVhgDdqzbZrTmwD/p7nUrrdSkaQVrV/ZOI3Avg8frPdwP45/iGRP3Oa7V40N0I27l0mUWvXaxi9KkZbPr+FXjuW+dD/667LIQru/sG5+wuEubyvV+gbevG0WzFYL5lS/CoF6o1d9Nwl6SZyk/cbJu6FPI5XLFswFhWcl2x0FJz7Lx+kAC6k3mw3ZZznb4upSdI5vlnAfwkgH8E8CqAj9ZvI4qFrdbNVLtmOnt/dMcGz8DZL4ubNdV5xTdffQP3blodeuzOAYwru/sK5+wuEubyve1Km3N7kMC5kM/hwTvXtdweRwmcc5LuLklzTtr3ffRmrBgMnl12MrN7tq6zfl5O4qX59cJcZQt7hS6K16Tu45l5FpEcgO2qujWh8RBZJ/EFVeNZuuns3WuDgE76n6bltYtVDN9w7eIl1jW7Dwf+Xa+DYrfXjFMjztnp6GSzizAdGvy2cbZ143CsGMxbO/wE2aY67BW9nIj1pP253bcujuPG3Yd9Ex7PNXW+MH1em8eOtrXDn8PW4WnyxfM4dvqc8e/T7q6C1N08M8+qOo8Y+oOKyF0ickpEFkRkOOrnp+7ml10JwitA7rbMs8OdJS6GqAf06tnaCzXjtCSuORvgvG0TRebRXQ88umUt9h05s5j5/NTEycVM6L4jZ7B9Y8laJ2vKYru95VHTPLplLfID3nOje1bN52RxHjJNqYV8zjoPNwfpfvXNzc8zMlTC6Ja1iwH//U/MYM3uw6F3bGxmC4QPHD9r/fuy5Vx/ClK28ZyI/LaI/E8i8sPOvw5f9xsAtgH4iw6fh3pQFKuQvRakdGPmGWicjPdsXed7oAOA/IAs1hhyZXffiGPOBjhvG0VVEjUxVcbQp59t6bzzWFPgduD4Wdxy00p8e+yOhuwt0FjGZuI1rpGhEvbddXPDibm7e0Yzp165kM+heUotFvLYu229NVHRvCPihctzxseZHu/8jnPCAvjP6UGTBF47uLq5P0cmJvpTkAWD/7r+v5923aYAwnUPd/+y6gsAIF2aAaR4hbmMCZgvmY5uWYtd49PGS4FBF9Wk4d5Nq3Hg+FnjuN2TsekzuuWmlRj/2kuNi3DE/vgwl5apq0Q+ZwOct22iyDw2lwt4UQAHjp/F8A3Xepax2UohXpmtWMtMbAvYbrSUidn6QV91xTKMDJWsW2o374hoWzjouPsDqxp+DtMDOkySIEjpisP5+/qV0lBvCrLD4C1JDMRGRO4DcB8ArF69Os2hUIKCrkK21ajt3bYe9xgC0UI+F/mmKlE+58ETL+ORHRusk7FXbeXmsaMtB6HqvC7W3nFld3/gnJ2sKDa7CLvZk9Z/x+v7bBvXNYV8qM47TtvQMAmH8mwFm8eOWu93Z8a9TjJyIrj7A6sW13oE+R2HAKGTBKZA2Fbn7fx9mZjoT0F2GPxFw82vAzihqtb9MEXkzwG803DXJ1X1C0EHqKr7AewHgOHh4WymCyk1XpdMn9t9K4ZvuLYlO/v48y9Fmnneu2099h050/G2uEBtS1jbZAx4t5tj7R0B7c/Z9d/teN7u1TnbduIaReaxne+o3+/YxiUC45y5c3wa+46cWXxfE1Plhm3Dm+Vz4pkxts2HzZ+NLcjPiVg3OPHLEDvbgodlu6J38ETZ8+/LxET/CVK2MVz/90z95zsAfA3Az4vIk6r6G6ZfUtUPRjNEIju/gNE9qXn1j25XsZBfWqzj0bc0jBt3H244ODsHbdPBolKdx/1PzADgdq+0qK05G+C8bWO7wgVEk3kMUy7g/h0vtnHtspRSAI3dJZoDRrecCK5aviz0Nt4lw2dj69U/r9ryGbvnQltGuNOSCVMg3JyEYWaZggTPbwfww6r6JgCIyIMAngLwIwBOALBOxERxCxMw7jl0yto/+u4PrMIXZ15dPBhctTyHi5fnPdsn5QcEe7a6+qVGFJO7V3RPvnge4199qWVXMTfnILN9Y8kzQ9JJOy3qKpyzI+bXjqzTzKMtgCwW8lh33ffhr791vqX8LEiAaBqX31WySnXe9+rcgipeDxk4C2DMBjvjM7UXdX/GzScwiqWSCmcdiyk4jwIzy9QsSLeN1QAuu36uArhBVSsALrXzoiLyb0XkZQD/CsBhETnSzvMQBe0iMTFVtmZJFlTx8Mh6TD94G74zdgce3bEBC+odC5eKBey76+aG7I5XgNuOSnUeB54/G+h5K9V5HDt9zrrdKxv595XI52ygv+ftuEuibJs9TT94Gw787/8Kj+zYENk2zn7t7IBg3SvCXtHye7ztNZ3P2HQCo6h9Ht/a+yF8p959BECoTU6I2hEk8/wnAI6LiFPvdieAx0XkKgDfbOdFVfXzAD7fzu8SuQW9ZOrVNqp5UvdavJPPCfZ9tLUOL6664jAVJq/MVqwZElvmbM+hU8yo9J7I52ygv+ftJEqivLKbUWY+nefxqmf26khUyOdwy00r8cWZVwO/plem3Dmxt3E+4yAnMEHKa4iiEKTbxq+JyJcA/BvUrpL8vKpO1u++J87BEQUR5MDiFdw2T+pej3V3r3ALU7MYdpeuoLwO5Lb3NFupYmKqzANLD+GcHb2styPzK8lqvn/N2wuYtS0EHBDseP8qY81zsZDHh29+l2899KbvX4Hv/HMlUImYV7LC/RkXB/PGYL/o2uLbVJrH3f4oDkEyz1DVE6jVyhF1JVtwu2Iw37Ao75XZim9bJlMg6tVX2i2fE+z4l6vw2PGzvmMOE2QLWk8CHH6tpkwHFtZHdzfO2dHKcjsyv2yr6X7PE32pLZCzLZIzbYHtNq+Kvz37euDSEq9khfs5bFOyc7tXaR47DlHUAgXPRN3OlDlyduhbs/twQ6Dazm5VI0MlTL54vqWvdH5AcPWVyzB7sbp4AJp88bzveFdYsiw2thF/auKkddMVR/OBhZc+iVplddGYrSTL6cITtod0dV6xc3wapXqbtmOnz+GV2cpi6VuQQDRMtteW2CgVCw2/b1ug6NwepjSPqFNBFgwSda2JqTI2jx3FrvFpXLFsACsG8xDULj9CsBigmoJL0z5qXpdqHx5Z37KwZ8f7V2Fw+dI5qhNg2xQLeTy6YwOmfvW24G+yrnkB4MRU2TdwBoLVfLez3TARBePMU+0scrMFs04Xnnb7z5u2Bn/g6ZO4xrV9dzvjcjjv2Wk752aaZ/22wQ5TmkfUKQbP1LOaO0zMVqp4q7qAR3ZswFVXLAvUk/nRkKvcR4ZKeG73rfj22B0Y3bIW4199qeHg85hPMPvGW3PYNT7tuTuXjTvAnZgq4/4nZnwDZ9NBiputECXHqxNOkKDaK6taqc4jF+F26pXqPETg263Db1zu9wwstZ0D7POsX2cl2+s5pXlEUWLwTD3LK4MaJBDs9FLfnkOnQrevm1ddPIC245XZSuDNYGwHKb8MDxFFxzZPPfTMqUDtJf1az82rBgp2g5q9WG1oq1cs5JHPNQbofospbW3nivWstpNAcL9XUzs/9/xlC64fvHMdiKLGmmfqWV4ZVL/uGE47pk5qf8PuvhUFBbDTYwcxoJbheWTHBut7yHpnAaJeYpunTGseTLXEXpuMAEu7+vltjhLUQD2T7d7wJOwCY6/uP868aZpv/dr5Adlc1Em9h8Ez9Syv3qymANFZNOg+2PRi26N//e5rfUtPAB6EiJIQdmtuU+DpfDeTOOmdV8Wu8WlMvngeD4+sX3z9OLYjDzvfZnVRJ/UeBs/Us7wyqEECxF2WDG7Q2t+wHTNszzG4fNniGC9enuv4Ob/zz/7j50GIKBm2rbltbOVTpjntlptWem6GYpITwYLq4u+btupWAAeOn8XwDd4n4jZh3jPXWlAWMXimnuUXIPsFiJ3uKvbgnesw+tRMoIWJQC2wN7XSc48dAEafnOloK3AejIiyw2lzGaT3u18m2T2nNbecDOruD6xazCgDsHYHUph7xAdhmpttiQHbfMte9JQmBs/U0zrJoHZa+xtkG1yHu1TkldkKrink8calpYNJebaC0admsONfrjL30AuBC/8oq/o1IDp2+pz1PncmOMznEba/s+PgiXJDRtmrxKKTE/HmudkU7NvmW/aip7QxeCayiKL2d2SohH1HzngGz+5SEue5hz79LOabssvVecWfPH8WpqRz0N0IufCPsqqfAyKvIHRBFd8euyPS5wRqnS3eeGuupSSjuc7Ya/fUKE/EbfMtAGweO9pwW6+uR6HuweCZyEMUtb9eB7GSJSC3Bdu2ag1FLUNlWm3fbuaKKEndGBAFzZT7Pc4ru9tugOr1nIV8Dnu2rgu0rsO2e2oUJ+Kmz6W5i4fphMqWUWdJGiWFwTNRAJ1cTvbaftZ9oOhEqViwHjjazVwRJanbNufxypQDaCjBunB5bnHtgymjPrplrXF9RH5A2g5QbYvyioU89mxdt3hVLMi6jodH1mP4hmsjLakJcqXBdkJlSxRcVyz0bekPJYvBM5GPTi8nh62dnpgqW8swCvkBAGJ8riAHQh5YKKs6XaCbNK/NTd6qLizeZ+r33pxRN62PcAe57QhSdhZmbgp6FS7oHBPkSoPX1uPNC6xtvfl3jk/joWdO4cE72/8siZoxeCby0enl5DC1006gbqtfvmJZDh+++V04dvqc8bm8DoSmkwAeWCgrum1znjCbmwT5/TjaQ/o9Z9Q93cMkGoJcafC6audeYO1VCw3U/ib9Uj9PyUgleBaRfQDuBHAZwLcA/IyqzqYxFiI/UVxODnpg9FshP1up4uCJsnFbbVuf131HznjuOsgDC2VBt23OE3ZzE9Pvxy1IFjjKoD1MoiHIlQa/Xv3Nz2mr4fYaB1E70so8fxnAA6o6JyK/DuABAL+c0liIPCV5OTlIQO51EGi3z2scBxaWiFBY3bQ5jy2wu2LZgLFUwy2JjHqQLHDU39EwiYYgVxrCnlD5ndBktX6euk8qwbOqPuv68TiAj6YxDqIgkrycHDSbFeQgELbPq99zhjnQ9nPbMeoPXq3VmueL/IDg6iuXYfZiNbETSb8scBzf0TCJBq8rZbvGpxs+p6Dj8du5MKv189R9slDz/LMAxm13ish9AO4DgNWrVyc1JqJFSV5ODrptrd9BYGKqHPqSstdzhj3QdmPbMaKwvAK7tK+6+GWBbd/RnePT2HfkTFtjDpto8LpS1k4w7zxuz6FTLdn/LNfPU/eJLXgWkT8H8E7DXZ9U1S/UH/NJAHMADtieR1X3A9gPAMPDw+3vSUzUgaQuJzcH6s1trgD/g4BzEArD7znDBsPd1naMKEpZKD/xywJ7fRfLsxXsGp/GzvFpay96k04SDVGdcDufPcvGKE6xBc+q+kGv+0Xk4wA+DODHVA0NG4n6lGnb2jAHgSDlGmEvI4cNhrut7RhRr/HLAvuViDkH5bAZ4HZPHKI+4c7CCQz1rrS6bdyO2gLB/1lVL6YxBqJuEfYg4HewCZNJcoQNhrut7RhRr/HLAgctEQOSKbniCTd1k7Rqnn8bwBUAviwiAHBcVX8+pbEQ9QQnQ227jNPJjobt1DIC6dd9UnTYYrT7eJ14u7+jUS1S7gRPuKmbpNVt4wfSeF2iXuXXlq7Tg1A7wTAvm/YcthjtMe76YL8sdNwZYJ5wUzfJQrcNIuqQV51zO2UaJgyG+xtbjDbqpQVpflnopDLAnGOoWzB4JuoBtkuqArRdqkHkwdpitB/ai6bZxzyuoN15juYMtADYvtE/qO2lkwkiPwNpD4CIOme7pMrFNhSGiPy5iHzD8O8jrsd4thhV1f2qPQLi7wAAIABJREFUOqyqwytXrkxq6InyaqsWJydoL89WoFgK2iemypE8v+l9KYBjp8+lOi6irGHwTNQDRresRSGfa7iNi20oLFX9oKq+z/DP6c3vtBi9p59bjKbVxzzuoL3d95XWyQRRWhg8E/WAkaES9m5bj1KxAEGtznnvtvW8bEqRcbUY3drvLUbTutITd9De7vvipkjUb1jzTNQjuNiGYsYWo3VJtFUz1RAH7YXcbv1xu++LPZqp3zB4JqK2cZFQ/2CL0SVxt1WzLUjcvrGEgyfKnsFtJ4sZ231f7NFM/YbBMxG1Jc2OA0Rpi/NKj62G+Njpc9i7bb1ncOtVfxzX9trs0Uz9hsEzEbWl04M0EZl51RD7Bbdp1R+zbIz6CRcMElFbuEiIKB6dLEhk20qi+DF4JqK28CBNFI9OWk+ybSVR/Bg8E1FbeJAmikcnrSfZtpIofqx5JqK2cJEQUXxsNcRBOtyw/pgoXgyeiahtPEgTJYcdboiygcEzERFRF+iHDjfsHU/dIJXgWUR+DcBHACwA+C6A/1VVX0ljLERERN2g1zvcMLNO3SKtBYP7VPWHVHUDgC8C+NWUxkFERNQVer3DjVdmnShLUgmeVfV7rh+vAqBpjIOIiKhb9HqHm17PrFPvSK3mWUT+I4CfBvA6gFs8HncfgPsAYPXq1ckMjoiIKGN6vcPNdcUCyoZAuVcy69Q7RDWepK+I/DmAdxru+qSqfsH1uAcAXKmqD/o95/DwsE5OTkY4SiKiZIjICVUdTnscSeKcTWE01zwDtcw6+1RTWmzzdmyZZ1X9YMCH/gmAwwB8g2ciIiJKVlIdMHo9s069I61uG+9R1b+r/7gVwOk0xkFEFBRbaFE/SroDRnPv+ImpMjaPHeX3jjIlrZrnMRFZi1qruhcB/HxK4yAi8sUWWtSv0uwtze8dZVVa3Ta2q+r76u3q7lTVchrjICIKgi20qF+l2QGD3zvKqrT6PBMRdQ220KJ+lWZvaX7vKKsYPBMR+ej1zSmIbNLsLc3vHWUVg2ciIh+9vjkFkc3IUAl7t61HqViAACgVC4m1juP3jrIqtU1SiIi6BVtoUT9r7oCR5OsC/N5R9jB4JiIKIK0Agqif8XtHWcSyDSIiIiKigBg8ExEREREFxOCZiIiIiCggBs9ERERERAGJqqY9hsBE5Bxq23mbvAPAPyU4nCzjZ9GIn0cjfh5LkvwsblDVlQm9ViZwzg6Fn8cSfhaN+HksSfqzMM7bXRU8exGRSVUdTnscWcDPohE/j0b8PJbws0gPP/tG/DyW8LNoxM9jSVY+C5ZtEBEREREFxOCZiIiIiCigXgqe96c9gAzhZ9GIn0cjfh5L+Fmkh599I34eS/hZNOLnsSQTn0XP1DwTEREREcWtlzLPRERERESxYvBMRERERBRQTwTPIvJ/iYiKyDvqP4uI/JaI/L2IfF1EfjjtMSZBRPaJyOn6e/68iBRd9z1Q/zzOiMiWNMeZFBG5vf5+/15Edqc9nqSJyCoROSYiL4jIKRH5RP32a0XkyyLyd/X/XZH2WJMiIjkRmRKRL9Z/vlFEnq9/FuMisjztMfYLztucs036ed7mnG2WxXm764NnEVkF4McBnHXd/BMA3lP/dx+A/5rC0NLwZQDvU9UfAvDfATwAACLyXgAfA7AOwO0A/ouI5FIbZQLq7+93UPv/wnsB3F3/HPrJHID7VfUHAWwC8Av1z2A3gP+mqu8B8N/qP/eLTwB4wfXzrwN4pP5ZvAbg51IZVZ/hvL2Ic7YL523O2RaZm7e7PngG8AiAXwLgXvn4EQB/pDXHARRF5F2pjC5Bqvqsqs7VfzwO4Pr6f38EwJ+q6iVV/TaAvwfw/jTGmKD3A/h7Vf0HVb0M4E9R+xz6hqq+qqp/W//vN1CbfEqofQ6fqz/scwBG0hlhskTkegB3APi9+s8C4FYAT9Uf0jefRQZw3gbnbIO+nrc5Z7fK6rzd1cGziGwFUFbVmaa7SgBecv38cv22fvKzAP6s/t/9+Hn043u2EpE1AIYAPA/gf1DVV4HaZA3gX6Q3skQ9ilrAtlD/+e0AZl3BS1//fyQpnLet+n3OBvr3fbfgnL0ok/P2sqRfMCwR+XMA7zTc9UkAvwLgNtOvGW7riZ58Xp+Hqn6h/phPonb554Dza4bH98Tn4aEf37ORiFwN4CCAnar6vdqJe38RkQ8D+K6qnhCRH3VuNjy0L/8/EjXO20s4Z4fSr++7AefsmizP25kPnlX1g6bbRWQ9gBsBzNT/j3U9gL8VkfejdiayyvXw6wG8EvNQE2H7PBwi8nEAHwbwY7rUxLtnPw8P/fieW4hIHrVJ+ICqPl2/+f8TkXep6qv1y+LfTW+EidkMYKuIfAjAlQDehlpGoygiy+pZjL78/0gcOG8v4ZwdSr++70Wcsxtkdt7u2rINVT2pqv9CVdeo6hrUvnQ/rKr/COAQgJ+ur97eBOB155JHLxOR2wH8MoCtqnrRddchAB8TkStE5EbUFuR8NY0xJuhrAN5TX5W7HLXFN4dSHlOi6rVhnwXwgqp+xnXXIQAfr//3xwF8IemxJU1VH1DV6+tzxccAHFXVewAcA/DR+sP64rNIE+ftRpyzW/T1vM05u1GW5+3MZ57b9CUAH0JtkcVFAD+T7nAS89sArgDw5XpW57iq/ryqnhKRJwB8E7VLg7+gqvMpjjN2qjonIv8OwBEAOQC/r6qnUh5W0jYD+CkAJ0Vkun7brwAYA/CEiPwcat0O7kppfFnwywD+VEQeBjCF2oGL0tGP8zbnbBfO25yzA0p93ub23EREREREAXVt2QYRERERUdIYPBMRERERBcTgmYiIiIgoIAbPREREREQBMXgmIiIiIgqIwTP1LBGZF5FpEfmGiDwpIoP12980PHatiHyl/vgXRGS/5Tk/LiJ/V//3cdNjiIgoPM7Z1C3Yqo56loi8qapX1//7AIATqvoZ9+2uxx4B8F9c2+WuV9WTTY+5FsAkgGHUtgM9AWCjqr6WwNshIuppnLOpWzDzTP3iLwH8gMf970JttzMAtZ3QDI/ZAuDLqnq+Pvl+GcDtkY6SiIgAztmUYQyeqeeJyDIAPwHANLk6HgFwVET+TER2iUjR8JgSgJdcP79cv42IiCLCOZuyjsEz9bJCfYvTSdS2NLVu4amqfwDgBwE8CeBHARwXkSuaHiamX41mqEREfY9zNnUFBs/UyyqquqH+79+r6mWvB6vqK6r6+6r6EQBzAN7X9JCXAaxy/Xw9gFeiHTIRUd/inE1dgcEzEQARuV1E8vX/fieAtwMoNz3sCIDbRGSFiKwAcFv9NiIiShDnbErTsrQHQJSCQRF52fXzZ1DLSPymiLxVv21UVf/R/Uuqel5Efg3A1+o3fVpVz8c/XCKivsY5mzKFreqIiIiIiAJi2QYRERERUUAMnomIiIiIAmLwTEREREQUEINnIiIiIqKAGDwTEREREQXE4JmIiIiIKCAGz0REREREATF4JiIiIiIKqKt2GHzHO96ha9asSXsYREShnThx4p9UdWXa40gS52wi6ma2eburguc1a9ZgcnIy7WEQEYUmIi+mPYakcc4mom5mm7dTL9sQkZyITInIF9MeCxERERGRl9SDZwCfAPBC2oMgIiIiIvKTavAsItcDuAPA76U5DiIiIiKiINLOPD8K4JcALNgeICL3icikiEyeO3cuuZERERERETVJbcGgiHwYwHdV9YSI/Kjtcaq6H8B+ABgeHtaEhkdE1GBiqox9R87gldkKrisWMLplLUaGSmkPi4goEZwDl6TZbWMzgK0i8iEAVwJ4m4g8pqr3pjgmIqIWE1NlPPD0SVSq8wCA8mwFDzx9EgD69uBBRP2Dc2Cj1Mo2VPUBVb1eVdcA+BiAowyciSiL9h05s3jQcFSq89h35ExKIyIit4mpMjaPHcWNuw9j89hRTEyV0x5ST4lqDuyVv1NX9XkmIkrDK7OVULcTUXJ6KSua1dKIKObAXvo7pb1gEACgql9R1Q+nPQ4iIpPrioVQtxNRcnrlypATXJZnK1AsBZdZyM5GMQf2yt8JyEjwTESUZaNb1qKQzzXcVsjnMLplbUojIiJHr1wZynJwGcUc2Ct/J4DBMxGRr5GhEvZuW49SsQABUCoWsHfb+q671EjUi7J+ZShonW+Wg8uRoRK2bywhJwIAyIlg+8ZSqDkw63+nMFjzTEQUwMhQuAMFESVjdMvahlpaIDtXhsLU+V5XLKBsCJSzEFxOTJVx8EQZ81rrGDyvioMnyhi+4drA82KW/05hMfNMREREXSvLV4bClGJkuTwsipKSLP+dwmLmmYiIiLpaVq8MhSnFcMbfq902gOz+ncJi8ExEREQUg7ClGFkNLrNcUpIGlm0QERERxcBUipHPCS5cmuuqjUKyXFKSBmaeiYiIiGLQXIpRHMzjzbfmMFupArAvIMzaZilZLilJA4NnIiIiopi4SzE2jx3FaxerDfc7C++cx2R1J76slpSkgWUbRERERAkIsvAuy5ulUA0zz0REREQJCLLwLs7NUrJWDtKtmHkmIiIiSkCQhXdx7cTnlIOUZytQLJWDdMOCxaxh8ExERESUgCAbhcTV2YLlINFh2QYRERFRQvwW3jn3PfTMqcXFhVcs6zzXGWc5SL9h8EwUI9aXERFRO96qLiz+92yl2nHHDW50Ep3UyjZE5EoR+aqIzIjIKRF5KK2xEMWB9WXUa0RklYgcE5EX6vP2J9IeE1G3mZgqY/PYUc9NUuIoseBGJ9FJs+b5EoBbVfVmABsA3C4im1IcD1GkWF9GPWgOwP2q+oMANgH4BRF5b8pjIuoaQZMqcZRYBKm3pmBSK9tQVQXwZv3HfP2fpjUeoqixvox6jaq+CuDV+n+/ISIvACgB+GaqAyPqEl5JFXcQG1eJBTc6iUaqNc8ikgNwAsAPAPgdVX0+zfEQRYn1ZdTLRGQNgCEAnLeJLJrXvZiOCUBrUmV0y9qGXQYBllhkSarBs6rOA9ggIkUAnxeR96nqN9yPEZH7ANwHAKtXr05hlETt4eRHvUpErgZwEMBOVf1e032csylW3bIQ27TNtsB8ib05qeK8n254n3665e8VRia6bajqrIh8BcDtAL7RdN9+APsBYHh4mGUd1DV6afIjcohIHrXA+YCqPt18P+dsipMpIO20C0VcTCUaCrQE0M1JleZg85EdGyJ7b0kHst309wojteBZRFYCqNYD5wKADwL49bTGQxQH1pdRLxERAfBZAC+o6mfSHg/1n6A1w0nwC0Rt61sUtcV6pt/zCzY7CX7TCGSz9PeKUpqZ53cB+Fy97nkAwBOq+sUUx0NERN42A/gpACdFZLp+26+o6pdSHBP1kawsxDYForvGpzH54nk8PLIegH3dS6lYwHO7bzU+r1ewOfnieRw4fnYxa216TS9hAtmoMtRZ+XtFLc1uG19HbbEJEVEserHWLk2q+leoXXUmSkUcC7HbmSdsJRkHjp/F8A3XYmSo1Na6F9uCwvJspSFwtr2mF1vAWp6tYPPY0cX3f8tNK3HwRDmSDHWvLpxPs88zEVFsuEkNUe+JeqOPducJr5IMp5d/O32Vc2I/N7UtIHC/phdbwCpAw/t/7PjZyPYo6NWNWTKxYJCIKGq9WmtH1M+iXojd7jwRtO1c2HUv89reGtsgZRCmTLit+0e7r9Es7YXzcV19ZPBMRD2pV2vtiPpdlAuxg/Zdbja6ZS12jU8HajsXRskSlOdEPAPrIK85MlTC5Ivn8fjzL2Fe1fc5mw2IYGKqHPqzT2vhfJwLJFm2QUQ9yXYw6fZaOyKKxsRU2VrA7zdPjAyVcM+m1S2/32lJgq3M4e4PrGq5PexrTkyVcfBEeTFgnlcNtYBhXrWrSt+8rip0isEzEfWkXq21I6Jo7Dtyxpg5FiDQPPHwyHo8smNDqJpmP7Y66YdH1i/eDizVRod5TdsixzCiCj6TEOfVR5ZtEGUcO0a0J+1aOyLKNq9Ff0HniahLErzm++bXch67a3wa+46csc5vzuNsJSqAeeOW5kDb0S2lb3F2+mDwTJRhvbo7U1K4SQ0R2Xj1YW6WRBJjYqqM0SdnUF2ohbHl2QpGn5wB0Drf244Nky+ex7HT56xt50xK9ffT/P5sAXe3lL610yowKAbPRBnGjhFERPEIGlzFkcQwBeN7Dp1aDJwd1QXFnkOnWl7Hdmxo3kTF1BvazXm/tkRDXMFnEuK8+sjgmSjDkugYwbIQIupHQYOrqHfms2WYmwNnx2yl2nKbV8mJ189uORFs32i/OtcLpW9xXX1k8EyUYXHvzsSyECLqFe0kAoIEV0GTGEHnU1uGOQyvPtNBzavi4Imy5+6ELH0zY7cNogyLu2NEnK18iIiSEueOokHbXnrNpxNTZWweO4o1uw8bM8lerlre2qLOdGywtZ3zakfH+b49DJ6JMqyd7V3D4EYiRNQL4kwEBE1i2OZNJ5BvN1N8eW6h5STAdGy4Z9Nq4zjv2bTauAjSb9xkx7INopT4XWJsvv+RHRsiv3xmu/R3TSEf6esQEcUpzkRA0Npfr1IKr24XfqoLaqyvNpVUDN9wrXWcm8eOepYBcv1LcAyeiVJgqo3bOT6Nh545hQfvXAcAidQij25Za1yocuHy3GKmwzaZcqIloiQEmWviXh/SHEA7GW33OEzdO6IS9CTAq0bZq7sI17+Ew+CZKAWmS4wA8NrFKh54+iSuzA94XoKMKmgdGSrhoWdO4bWLjTV41XnFQ8+cwlvVBeNkCiQT3BNRfwsa1MXZ0zfoOJoD7AGRxa2wOxXFSYBXBn3z2FG2RQ2BwTNRCryyCJXqvDVz4UzYUQatsxfNi1eaA2pnbE4AH8dEy2w2EbkFbRMXd1u1MONwfr5x9+FIXjvKkwBbZjor61+65RiQWvAsIqsA/BGAdwJYALBfVX8zrfEQJandNkM5kciD1rBj8ZpMO5loedmQiJqFCeqibKvWHMTZ5kivudNvbs3VM9PFQh7fe6sKU7e6kiWAjDrIjLvsJYhuOgak2W1jDsD9qvqDADYB+AUReW+K4yFKjGn1tluxkDeumrZdAuwkaLWtJC9aFg1eVywEbt3k5rRqunH3YWweO9qyepxt84ioWTtzTadMbe9scmJvBGeb51cM5vHojg341t4P4Ttjd2D6wdvwmZ/c0NA549EdG/CdsTvw3O5brVtzR9mWL+62qEF00zEgtcyzqr4K4NX6f78hIi8AKAH4ZlpjIkqKMxnuOXSqpednIZ/Dnq21RYPNmYV9R85Enh2wXe4EvLdmDVNfGCSjkJXLhkSUHZ3WMreTobWtSTGxJTQmpsp46JlTnmtbgMZ6ab9xOe/FdAzo9ApkFnYT7KZjQCZqnkVkDYAhAM8b7rsPwH0AsHr16kTHRdSuIBO2M1l6PdY0cTUfSATALTetbHsc7rGYeP2+e7HhFcvsF7KC1Atm4bIhEbUnrlrVToI600n76FMz2HPoFF6vVK3PFSZYM/VPnpgqY/SpGVTn7YsFwwa7ze/FpNMg03QcSLIGuZuOAakHzyJyNYCDAHaq6vea71fV/QD2A8Dw8HA0y1apL6S18CBs3VaYOr2RoRImXzyPA8fPwvkyKGDcYjWK+jG/sb1VXVj879lKazbF4bV5gCPu1fJEFI+4a1XbrWU2nbRX53Xxal9zByHneAEBECDasM1PDz1zyjNwdoQJdoNkw6MOMpOuQe6mY0CqOwyKSB61wPmAqj6d5liot8S5VaufuOu2jp0+1zKvm54/7nGEeX7bpC7A4t8k7t0UiSgefnOB33qHuAQJTivVeewcn8bO8enF44Wtu9xgfsB3fpqYKhs7FZmECXb93kscQWbSNcjddAxIs9uGAPgsgBdU9TNpjYN6Q3OW+cKludR6VnZat+WXMQ/6/HHXj4V5/tEta7FrfLol6Feg4W8S5Wp5IkqG11wQd/bSa768ppBvWVPSiYvVBazweUzQwNId7HayCQxQW4D44J3r/n/23j/Kjeu68/xegEUSTdls0uasJUgUOR4vGcu02FbH0g6zs6HiEZXIkttUFEYrOZ5Jzmh9zsyeiNHpnZatY5GOvOoJE0uZ/Jhd7cQTJ1bk1i+3RdMe2gmZOKFD2c2wKYoWubGiX4a0MWMSssUG2Wj03T+AAguF96pe/S4A93NOS2ygUPUe0Ljv1n33fm/sttPExse9w9sra0CWkectAD4G4Hoimm39/EKG4xF6FFWUWWcw0yg8iFIdbhIxNz1/0lXqQc4/NlLW7oLmsRhEEARzvGxBktFLP3vpIYQRCmpdw2s309Se3XrNxZoXrznYUXsvxY+hpUuMc8CD7AD42fgsd3izJjPnmZn/hpmJmd/PzJtbP1/LajxC7xKkMjqpwgOnUZqbX4BV6LTapltqJguNqaRQ0tJDQc+vKqwB8lkMIqghos8T0Q+J6PmsxyLkBy9bkOQOmJ+91DWACoMqDVp1E2Bqzw6ePA1AP4e7p2axefc3MP7kMV8dfpP3Moyj62fje0laLm4yzXkWhDgwNcJB5Y1M79Dvmz6OnY58ubNzdYCaWs1B87ZMFho7L2zV0EUdZpXSRdL5Y0HPnwcdUSEyfwzgxqwHIeQLL1uQ5A6YX+OSKNewitTWui8SaXfOKtVaxzrhp+FvY9t0r/WrWqsbFR6azDOMo+tn43tJWi5ujHKeiWg1AGbmswmPRxACo8sFWzVkYWjpkljkjXQ5etNHKx3KFzb1BmPFsiWYvf+GjmPD5rWpjKOJ0kXQ/LGg+WtBlUKAbHVEhWgw87da0qKC0IHOFiSpoGB36FOxZfIAtm5cgy8efjXweQsE7PnFqwF0S4OqcEZyH9y+CQ9u36TU8O+8BmH6aCV0t1kb0/cyrKPrZeN7SVoubrSRZyJaS0RfIqLTaOovf7e1XfclMZ5CntBFNO+/+SocmrgeD+3YDADYOTVrlOcV5A59z/5TRrm8pltmqrlYRcK5Cwsd0Y0ktsuSzl9zCvwXiFCp1rBn/6mByI/LGiI67n9UbNe6i4hmiGjm9OnTaV1WyClJ7oDpHGegab8eDeE4W0XC535pM8ZGyoFSAoHOonS/fOsGM+59+ji2blxjFKl2UiQK/F4msQMwyLuJxJo/PiL6WwAPA3iSmRutx4oAbkNTk/m61EbZYnR0lGdmZtK+rNADqCKmQGcTDyde1cnrJ/YpHWIC8NLkTUbHAk3DdmjiegDQFnw4j3E6l3ZEZdWQhbfOL6C+ePEqJauoNeiqMZqiG2ORCL/zS1dHWuy8BP5LVjG3ckRxQkRHmHk0wfNv1z0F4P9iZnUnneDXWQfgq8z8Pr9jxWYLUdHZdl2nvTDY+czOvOZVQ5ax5JzufCaUfbrHuglrL1U2OA7bm1U/hbTQ2W2vtI13MvOU84GWE/0lIvrNuAcoDB7OL93wkAVmeHZ98sK9teTXjUnVHtUmyFaU15ZbpVrDlskDRkUz7vE2mFGyimBGh+MMNKMbuu3KIFEEt9HTzcOOkADhpaW8IjhpSQgOAFMAHoV63V6e8lgEIRTudcEZPKhUaxh/4hhAMMoFVjFcsvDhqy/FwZOn27Zv68Y1mPrOax221s9x9koZCTKy16u1jm6z7nXLKhAuWb4E1blwa6NNUmlzvSItFzdezvMRIvpDAF8A8FrrsSsAfBzA0aQHJvQ3biPhNFRx6ICabLfpnLYgOXqqY53Yc9HpjdrOri4NQ3feBjOsAnUYe6tAgQoi3XndXtGSIA6uKhLhl1c3CAUmKfAcgN9m5i4lDCL6UAbjEXJKXqOFXuuCjTuYEJQLC4sYvXI1Hhjb1H5sy+QB7Xl1dtErZSQIzoBH0nUhg+roJoGX8/wrAH4NwG4AZTT/hl4DsBfN5iaCEBo/5zZqNNJ0O0/ltAUxYO5jC4poRK3ewHKr0JVu4XTIgzqPwyUL5+YXOh8MoGmqev/d25ZugsghuYst/ZoVmEbM87ro54S7AfxY89xH47gAET0G4GcBvJOIfgDgfmaW9aCHSLvlchCC5hiHQbW2eNk2RjO1QremFImwyBwo2mxjrwFi13oPbcEgM88z839h5huZeRMzv4+Zf56Z/5CZL6Q5SKH/MHHE/I7xkpMrGqrju502+5w7p2YBAHdctxaAd7Hh2EgZhyaux0uTN2FRE42oztU9i2Z0zuOqIaurIIMAzC80urYt6w02LhjUvbcM/XsXRQ6JCNqiGNMCk0EW5DeBmf+amZUVUswcS+IxM9/OzJcys8XMl4vj3HvEWWwcRNLT5Ni0dqDc1/GybXZdim5FWWTGS5M3aXXsncV9d163tmsNAGDUJCXt1uaCN5m15xYGGxN5Hi+D5hc9MdlSczttqnM6ZY5MIjRe+dJeW2a6VJH7b74KM6+c6ZDDYzTbxKrwWnyc0Q1VhBy4WLxikrYSJD2jOlfHQzs2dxVElgNEWbwWfYnSCIIZcWnzBpX0NDk2qmybKe61RSdpV3SkwvnVwujspu0g7957on2N4ZLVtntbJg943szkdZdg0BHnWcgEv1xhv2iknyOl22azt9hUW2NR8qS95mUSWfVKFfGSw3OzsmQpH1cVJLqxx+mXtjJ9tNKlYmIb9WFNhbrfzYMJgyzILwhxEZc2b5CbWZNjp49WcO6CKxUtAVT22O725+Zty5a0C/mqc/PKY+bmFzB9tKK1mwAw/uSxjp3Caq2Ou6dm8cTMq552TQIG+UWcZyET3IYmqNqGnyPlFQVwq3LYYzB1UL2ctSgFHzrnMohzeM5lyG10Nwa6mwndWLxUTGr1BpYt8c7tjsIgC/ILQlwEucH3ysXVRYhV9iqo2lDcFAhghtYe68b3Zq3e7Brocn6dnJ2rY/zJY9j1zIn2+vXQjs1tp/uex49pd0IPvXgGK5YWcW6+e96XDZckYJBjfJ1nIloG4FYA65zHM/NnkhuWMAhEiUT6OVImTmxYg61y1pIs+AiylWnnPZsuDna+nikyMiI3AAAgAElEQVR+0fk3a830DGd3reWWtrQiEEl2KusnxGYLXpje4HulWgD64uIgkp5eakNxwtzUv7ft9M6p2Y55e41v994TvrJ49Qa37Z39Ps28cgZPHan4phDOzTe0AQed9jMDbRnUJCPQUsioxyTy/BUAbwI4AkAKBYVcYOJI+TnnYQy2LvfXvcjcPTWLXc+cwK5b1I1Y7NeZGCa/FBc3KkdZtzjYLWLtKInfePwiHvZieGHhYk62l6Z2EKS9tzFiswVPTAIXfoWFukZSKvs451YGQlNaszo3j3UT+wKNPQyXDZdw3/TxjtoR582AysYSzFWb3NTqDTz27GtGtTcM4MHtm7R2TRf1Tjr/Oey6NiiYOM+XM/ONiY9EEAIQhyPl5QgSmgZ33TtKOPwPZ9FgRpEIH1i7sityoXPCqzW90xik2GZspNxVNOiFKvIzvm0Dxp841qVlajdAsaMkUQp6nNGSpPL0RKfUCLHZQmTCpAwwYLS7V7IKmG+wMl0hbkpWEVs3rlHaz1q9gd17T+Dop28AcLFrYZAOgTpMdaCLRFq7NjZS7tjFc+O0q6oOtUEKst2EWdcGCRPn+dtEtImZj/sfKgjpoTI4ptHc6aMVT8WJQxPXtw2/fUyDGYdePNM+rlKteebCAdEKaJwcPHnayJh7pjFotJZ0UZJavYFdz5zoeD+3blzT4WTbDJesdjTClvlzI3l6qSE2W4iMX6qF6jm3XJvOAZtf4NiajLhZsbSI4aGlHWuAV9H12bk6Nu/+RjtfOUpbbideHQid3H7tFZ7Pv+mhjw807aquIDxKdNrLXkvRoofOMxEdJ6LnAPwMgL8jolNE9Jzj8cgQ0eeJ6IdE1NURSxCCYqoD7HaKnTidT5O0jnqDUfCRlA5TQGP6uJNVQxZuvaapzuHWBN2z/5Snk68z8tVaveP9fOpIBbdeU+7QKn14x2bM3n+Dr2a1FPYlSxo2Wxgcxrdt6NJmt+2j13NOdHbLz6ksUNMJDsPcfAOVlhxnpaVY4Zd+Ua3V2zYuDse5ZBVx+7VXdL1HxQK1YxhFItx53dqOTocq/OzmZcMlz7UqrIa333UHPRjiFXn+cArX/2MAvw/gT1K4ltDn6KK5d0/NYs/+Ux3SbzrlCVuTc8vkAeN8t0VGV8GHkwIR7ps+joMnT7ejIV6SbipMigbfOr+Aqe++1naSnVEHP0NnGiWp1Rs4ePI0Dk1crz1GCvsyIw2bLQwIJqlxfrt8OrvlZ28WGaFTOuyzOqOvcaRh6ChZRdx6Tblt31eWLBABjx5+FSWrAGopfRABy4qE2mKwdAqvmhfbrup2+2zCOLp+tTaDHgzROs/M/AoAENGfMvPHnM8R0Z8C+JjyhQFg5m8R0bqo5xEEwNtAmDiSDeau3F9TvI5vMHc1W7EKBKtIHdFgVdMWp5SfVaCunGUnqufsqINfrvKt15SN5+1niKWwLxvSsNnCYOFVY+B8TqdioWs+ct0/X4XvvHzWV8UiLqJexXa+baffmVO8deMaHDx5uumkEzryk53NrJgv/h4kncJpT3X5zH7R9TCOrn1dt6Y/IMEQACD2iTYR0d8x8wccvxcBHGfm98YygKbz/FVmfp/fsaOjozwzE0uXWSFnxCGJYxItLnvk6wF6+aUkGC5ZWLFsibYRifuu3yoSFhoceHwE4KEdm5VRBGeusvszmJtfUEbH7ZxwIRhEdISZR1O4TqI2Owhis/sfXVHgqpZ2v6rYzXb8dj4+i4RSn2NFl14RVZ86LlvqNQ5Vf4Mw5x/UYIjObmsjz0R0L4BPAigR0Y9xsdxoHsAjiYxSPY67ANwFAGvXrk3rskKKqJQnxp84ht17T6A6Z9Y0BTCTdHu9WtM6kkB6jjPQLASZvf+Grsd1wvphozSMZtTCubWoek/dUSaVQZaIQ37Ji80WBgtdGpxX7vDr1Vrb1vjZbNOUsiR56kgFo1euNm4+ZYpuFy+Ms7rcKrTHYqeKRFHbcCIqR914pW08COBBInqQme9NcUzucTyCluEfHR3tgXtUwQ9VhNNtgOqL3Da+Jltc9jlr9YZn9NhuEz3zyhnldqIJVgFYWIRWrcMUXbMVXTFjFOxiPzsCodtmdSLpF71FXmy2MFiEyad1N7PykmNbjMkWDlmFjjSKIOjUJaIWzXmtASYypqrjAWD5kujRZsEbE6m6rxPRv3I/yMzfSmA8Qp+jMgwmqIyXU9fS6TDrTK1VIMzNL0QW5a8vAg/v2OxbpOGFqpkAkGynLWfVdRCNaTHAPYfYbCE1gnRAtdm6cU3737aNGfnMN5TR6iFN++qgLF1SBINC29dKtYYtkwc6Aglh5m5D6HwfbILKmCapqy/oMXGexx3/Xg7gg2h2roqcqENEjwH4WQDvJKIfALifmf8o6nmF/BLFOXTe5budcL/YBLX+E4cMEdCMlIQ1nATgjuuaKUhuY5y0/M/rLekmlbG95/FjAJLrViUR7NRIzGYLgvu7rNN+9+LgydNdj91/81VK3fy4GqlUa3Xced1a7HvujVDrgLPjoB1wMCm0plZkp+SKfDPU6SAmcqXOz0C39g26lFzS+DrPzHyz83ciugLAb8VxcWa+PY7zCPkgjvbOXji3uII64YzwOcMqqrU66o1FXwUMGzsybuegAeror07CrkiEty1fot3aNMXWPlVhdxsE4nWgg25DCtFI0mYL/YvKKXbXSADddsvWfv/qsTeM7ZNqHRgbKeOTTz+XqALHFw+/qm9u4YOqO+HBk6fbrbW1gRQGXpq8CVsmD2DOdYwqQuzXnMa0SHHQpeSSxiTy7OYHAHyVMYTBQln09+Qx7HrmRLtzk+k2V8kqYGGRPWXc8nBXfW6+0Ra99zL3qqKNLZMHlNHfZUsKXZrRtpTcvufeCDQ+1bgazJ7jTWK7T7YVM0dstuCJyn675TV3Ts2iZBVQc+UN207krluuwm9MzcIkq9jpCNoOuzsymxRxXsEufBwbKWvVnuy56tasSqtDoG0L/XTyTQJHUtidPL7OMxH9Hi6utQUAmwEcS3JQQu+h+kLXG9yORATZ5gIIO376cq0yhFdr7bRpGESd7VbfzhQN3Q1EtVbHwzs2R94WtR1uVdtthrckX9w3JlG6JgrBEZstBMXEIWNA69zazrWJRS5ZRWzduKYrxzmM4xylCDAOnNFdP6fXy+47d+L8CrW97Ca1riNpccljEnl2inQuAHiMmQ8lNB6hRzFxhJzbXCopNvdxKv3LpNQokqI8XFJGdXTOq60tNr5tQ9t4qhxgFfY5hx0drnSvcgr+u4l7u89vG1KIHbHZQiDiuJE1scirhizc9P5LQzWiUpGl4+yO7vo5vV5Squ6dOK9CbZ09Ff39dPFM/2mJ6/9rZv5C6+dRMcKCClNHyN7m8pMf0hlzXYSEAKxYWjQaQ1CGrAKsIvkfqKBSreGex491jdnLqd299wTuffo4Kq1iENMbhYd2bMbDOzbjwsIizs7VfVNJfueXrkbJ6n7P5uYXMH20YnRNE8a3bei6jmwrJoPYbCEMad3Inq8vYt9zbySmKJQW5eGSUgpubKSMQxPX46XJm9oBkPUT+7Bl8gAA4MHt3Y1WbExvYMSe5gPPyDMzN4hoDREtZeb5tAYl9A46uTgdw0MWtkwe8D2O0cwLduZ5eVUWM/yrsgsEGGRZdPF/bn+/skWpKUGj5GGvs3vvCTB7twoHLsrk6TRWz87VjQv6VEWiQHf0xS6qEbWNZBGbLYTBpMGUk7CNS2r1Rk87zqbd+nRF0g9u34RyxJ040d/PBybtuf9vAB8A8AyAc/bjzPy5ZIfWjbR6zReqql/bgV41ZOGt8wsdShRWkQCGkTpF+zUFAigepQy7HXalWjM2/sMlCxcWFhMx+Fl2znp58qb2v3WFLn7bgLoW4u7POI72sP1Aiu25xWYLgXHfCK97RwnffvFMql1X88hwyeooejexY142VZcbLTYynwRuz+3g9dZPAcDbWo8N+vdJgDqFwpZjs4vknMb43IWFwFJrQRxtP5ztsO+bPm7UYZDIP5IbBrugz537V7KKWLakoHyf7JarUSm7Kt11RSx+24i6IlE3oqyROmKzhcCo8mynj1YC77qtWFrE3HwD0Ngr2xnthT/ILe9ejUf/3f8U+HVeRdISOe4PTJzn7zHzE84HiOi2hMYj5ASn47uyVYBWneu8+/YyEKrt/Cgd+eLAuS322LOvGb0mrqYqTopE7SjD6JWrlWkPXRHdmCLwdm6ciVao3zZikAYxoqyRKonabCK6EcDvAigC+K/MPBnXuYV8MTZSxp79pwLZwUVuNoGa+u5rXfaqgFYQIOZxJsXLP+q2W7p+Bs7HdWpQzrbkOmdZGkr1BibO870AnjB4TOgT3I6VMwrqbHChq/pdWbI6OkXZms8rS1bkJh9hsYqEcxcWsH5iHy4bLiWWLlFubXceevGM9phFZqOqajsqXCSzRiw2q4YsDC1dgterNQwPWWBG17ajSmfaiUkBSpC0E1HWSJXEbHarIPEPAPxrNPWjv0tEzzDz96KeW8gnQW98a/WGViFoEZ0BCZM6mSxxazDrcplnXjnTsYuomruJTZWGUr2D1nkmop8H8AsAykT0nx1PvR1N+SOhT/HT/LRbOd9+7RXKtIN6Y7Er4lBvMOqNxa4GIH6YdvBTYTt3dv61U3M6Kda9o4S/9XCcgebNhVPjdLhkYdctV3UYR/vfQYp4gOZNwv03X+VraL0WRFVTFxWmjnOSleASpblISjb7gwC+z8z/0LrmlwB8BIA4z31KmKCHqW3Is+Ns43RedQ2f/OREVywtwioWcPfUbFumVWVngzSUEtuXLV6R59fR1Au9BcARx+M/AbAzyUEJZiT15TFxLhvM7bas7mYmd2vSM87NN/Dwjs2eGs9OCNFynu1rVH1k2+LEK+IMNG8GfnJhoaO5SrVWx/gTzR4Wzu0/k8/BGblZNWQpHWfV30kcWqG6qnG7MDNpoy5Rmi7SsNllAM6cpx8AuDamcwsJE3TNmD5awbn5wY6VOZ1XXdDBbz2bm2+A0RmVVtkr04ZSYvuyR+s8M/MxAMeI6M+YOZu9dkFLkl8e0+14XTMTnfPsHJtXRHXVULOgJK5awTxFNy5ZvkSZP1hfZNw9NYvde090qZToMKnQ1v2d6IoVg0SIdVXj7ih6Ukjb705SstkqwfOOP1YiugvAXQCwdu3ahIYhBCXMmrFn/yllncWKpUUsamQxg+4u6lhaJNQb3PHHFXYnskAInP7mxHZeh4cspf32WzN1z7jtlWlDKbF92ePZJAUAxHHOJ15fnqgEyQe2jYrdfnr9xD7l6go0I5JA01B/YO1K7TnfOh+f45wnysMl38Kbs3N1IwOvE+l3o/s7sTs92p8JACy3fM1BB2Mj5bZuKQUYU1xI2281CdvsHwC4wvH75WhGvJ3Xf4SZR5l5dM2aNQkORQiCyZrhtOM6uTWgGUm1v/tA03kELtqAOJh3Oc5A+J3IRYb6ts+Qy1qdYt863x2Ft4qE26+9QtlwygSnvTJtgCK2L3tMCgaFHJLkl0e3Ha9ieMjC5t3f8M2JswqEXbdcBaBpoL/tkd6QYcfVRNm6cY1ny2xTHt6x2dhB9fs7ubBw8c0+O1fHzqlZzLxyBg+MmS2AXgWPSSNtvzPhuwDeQ0TrAVQA/DKA/zXbIQmAf0qGny1QRaZ1BX3DQ5bnd9/deCktysMlbN24RpmDXG9wKLlP23nds/+U0nlfsXQJHhjbhNErVytl/fyKIp32ylTGTmxf9gQLNQm5QfcliePLo7r7VWEVqaMQz02RqB2R3HPb1R2GIY+BZXcLbgKwpBAhXOFi33NvRJ53gYCdU7PYMnmgo4W2O2JkP+f1d6LT6X708KuxtudOCmlTmz7MvADgPwDYD+AFAI8z84lsRyXYjm+l1YXVTslwfo/91gydPVDx1vkFTxux65arEKPpNMIqEsa3bcDolau1u6dBHefhktXeTdPdfLzZWv/GRso4+ukb8PCOzR27cXdct1a7nqrslbPF96GJ65U3KGL7ssdLbWMvPG6YmPmWREYkGKHLN43jy2N/Wb3uossGTU8WmfGSo5OdjV90PK5mIG5sCTddVN2d28cAFmLMH4lDM9oejjNfEYA2l9Hr70Snu81AT+TOSbOBTtKy2cz8NQBfi+NcQjyY5MD6rRlBdi3ri+xpI+zHf+Px2dRS8OoNxu69J3A+hq1LQlOr2rkDZxrtddulgydPtwvrnd1tTVWNVIjtyx6vtI3fbv1/O4B3Afhi6/fbAbwcx8VFbD88Xl+eOFQ4dOL4zg6C6yf2eZ7DNiru8fhJH91x7VpMfee1WLsLWkXCTe+/1KirYB6wb1JsQ6sqSHHmK+oWTruYU/X3EKW7YF7IMm0khyRus4XsUdl3kzQ+P4dL5xzq8LMRYeU2oxAlQOEMDKnWTNOAlSr95akjldjrQcT2ZYuX2sZfAQAR/SYz/yvHU3uJ6FtRLyxi+9HRtVONS4XDzyB7GVtdJ7tKtdaVHuHmi4dfxSpXcw+/xiN+1BvcM44z0DTiTjUN3Y2K1wLmt7jZ0WfVLYrkzvUeSdtsIXt09l2nAqGKiurWAZ1zuNwqGJ1bxdhIGTOvnIml1iNpnIEhFabRXlHCGAxMCgbXENE/d4jirwcQRwm1iO1HRBWBiPOL67dNpTK2QKfesKqTXb3BKBA8t/POztW7ts7umz6OR599NZGUjjghNJUraortw5JVwPwCG0sB7t57wjNH3P4sdJ+T382UamGT3LmeJymbLWSMzr4vW1LokogL+j12O4d2d1LbFoe1EQdPns6942xjEk0P24CqV3bzBDNMnOedAP6SiP6h9fs6AP9bDNc2EtsXzVA1OqdItz0W5otrsk3VdBKbz6s65emuu8j+eqB28drolasxNlLG6JWrm+kcOfee77huLfY994bSeV5uFXG+br61eHaurt2KJDQ/91VDVpf+qf3czsdnu242nDdTdpW45M71FUnZbCFjvIrWHtqxOXADFNXxduqf0/bbSm/OtAYA2DJ5wPd6SXZ0jZs4dty8dmTXtXYQdQ2thN7B13lm5v9ORO8BsLH10ElmvhDDtX3F9lvXfwTAIwAwOjqab68pRXQRCJ1Yexij4JdX7XasnbJnzuvqOtl5dSO0cRav7XrmRKx50KbopIaWFglWsYBz8903D49qUkTOztUDSQF6YY/p7FwdVpEw3Mold45Xd5/hzoUUI94/JGizhZTQObZeu4FBvsd+O1I65Y3hkoVDE9crX3/31GzbntvOIeAv1ZYX4tpx0+3IOt+Ds3N1jD95saus0HuY6jxfg2b0YgmAq4kIzPwnEa/tK7Yv6PFqExp1+86JziDrnPddz5zoON4reu1XtGZjzzUL3VCgGUkG0JXeMN9gFAtq3WXdIkdo6j3HnX9dbzBWLFuCFcv0aiJOCkSYPlrJ1HAn1V5eAJCMzRZSwMuxjUtlyS+9T7e+VGv19vfWa9fw7Fwd9zxxDIuL3Y1O0qBAQLFAyu6IKlYsLeKzH+0s6Atrn9xBp4ImoFVveCuWCPnGV+eZiP4UzSrunwHw062f0Riu3RbbJ6KlaIrtPxPDefsCnW6vjS6SbOtSJt31zcu43jd9UULNrwudiab0SkcXvCz48t9VtHl7ug5dOgfWTkXxwn6fhgPO+/VqzTg9p8HcpQObJia6tEI4ErTZQgr4ObZx2HeTYnAdu/eeMLIzjRCOs1UkDAXsdKqiSIQdP31FuwOiH+fmG/iDg3/f/j2qfXJqNS96pBlKHnTvYhJ5HgXwXuZ4E02ZeYGIbLH9IoDPi9h+ExPFjPFtGzD+xLGuNIZz8832obqK4TjG5tfk5IuHX8VXj73RVsoY37bBqIJZ53C2Or9ilaaiPGnOzTdwbt5f1UKVyqLC671zVnubns/msuES5uYXjN+jLCvApSI9URKx2UI6+Dm2caRZmRSD61Lqzs7V2yliYRmyCli1YlmH7vGqIQtvnV/AXAw6zfVFxlePvYHZ+28w6oALAH//w3O4b/o4HhjblErhvf2c0JuY3OI9j6ZmaOww89eY+X9k5ncz82eTuEYv4vXFtRkbKeOS5d33PvZWUJzY0dR1E/uwc2rWKC2gWqtr79jdUXWg6ezrBOzOztWxZfIA3nvp20KNf8gqtLs+JYFXh66guLdflweIwmzduCawEklWkQ+pSE+UxGz2oOO3IxgHUbvHmozRr0Pd2EgZq4b0O1/1xqJRF1odc/XF9jrSYAahaefjrGmxU0zIWxm1g8eebWoY6OxQpVoL/PmPb9sAS9Fu0e6IKPQmJivzOwF8j4j2E9Ez9k/SAxtkTB2LqibCGKcD4ty+AsIVfjgdf6/tMK/FoVKthdZ5rtUX29toD+/YHMnouwnboUvFqiGrHdWw36cgkfaDJ0+3W8WaklXkI8n28oLY7CRIK9UoSutl3Rjvmz7eFbDwS/+46f2Xaq9zbr6BD6xdiWIQz9SDpLZI9uw/pV0nVdi5yTo7ZKsYBfn8x0bK2HPb1R1peKuGLOz5xatll62HMUnb2JX0IIROTNuAmh4XhTiiqcBFx1IXVd+990Ri+s3u92PZkkIsc7LP5bxOWBWNklVsV6cD4d53u7BFNYZVQxbO1xcTaecehiTbywtis5MgrVSjKK2Xd+89oRyjs0DZVsawtaGd2Gl5JnYsStOqqBDplYScVKq1wOpGWyYPYOvGNXjqSKXjvVSphph+/qJo1H+YSNX9VRoDES5i6lik4YDEFcW2HVjd+ZLKZbYjBVsmD0TuUqiiWqt3VMLrOvZ5odL8DPO+24us6m/Cdszzom4RxUEQvBGbnQymO4JxqMiEcbamj1YC2dELC4ttedFKtdaUTmNkIgcaBAJwx7VrjRSLikRa6TgddjvtW68p4+DJ0x152SqcNS9izwYHX+eZiH6CizdcSwFYAM4x89uTHNggY+pYpOGA+EVTrSJhSYHaDUFWLC1ifmGxwwA7Hfoo0dkw2KOoVGuhr2sVgIVF/dZird7A3VOzKBLhn71tKf7xJ/OBzj+0dImx1J0Op/wfoP+bEGPe/4jNTgaTnT6TYu+kiFrrYirrljUM4IGxTXj6yA98iwtth/fB7ZvaEXUT3elavYGDJ08bOd4mnVyF/oOCFmQT0RiADzLzJ5MZkp7R0VGemZlJ+7IDjUrxQdVpyumsbd24BgdPnlY6b0EVJPLAlnevxm2ja423M4NCAF6avKnjMdX7ZBUJK5YuwZu1ert1rlPRRGek8xgRUc2vZBUTkVXMC0R0hJlTl4wTmx0PJn+zOplKp4pOUqyf2JebZiRJNkZZNWRhaKmZnj0AWAXCntuu7liD7nn8mDaSbEPwD2LYn79ubUjjcxeSRWe3TZuktGHmaSKaiGdYQlSSdoz8IpmqO+6njlTw4PZN7dftnJrFnv2n2q+beeUMHnv2NV/j5WbF0iKsYiH1ZimHXjyD9WsuwaGJ641lj9yUrCKWWwXltqoqRz2uXYW8RkREqi49xGbHg8l3UudoJaUi47T/umYcaZOk42wVCW+dN5fjBJppKM7mXfb//YI4K0uW5+dWdnz+OzWyfqIe1L+YpG1sd/xaQFNDNPtv6IAzfbSCXc+c6HDkknKMvPLvvDoNXlhY7HDaxp84hk99+Xi7nXUQrAJh6RK185kGjz37GkavXN3W0Q6KfTOhiiafu7CA9RP7lCkWUT/HvDqpIlWXHGKzk8PrOzl9tKJ1HJNQkXHfGEd1nK0iRc55DlqcZ3pO+2blzLkL7RTBILgDHiZBnHPzC1ip0bN2R5TTKN4X8oVJ5Plmx78XALwM4COJjEYwwiv1oVZv4J7Hj2Hn1GwqW/RenQbd1BcZ9QCOs200V5YsnAvQ/CMJGtzUzw6TF1geLnV8BnakaLjVFMB+r6Lc/Oh2IPLqpMpikyhiszNA1zyK0K3fHtf14kx/2/OLV7fP6yySc/9fh+1QenVYDYq7aZSucUtQpo9W8NSRiud86g0GUXPXMA/F+0K+MFHb+LdpDEQwx89o2gYhjS36pAoAVyy9WAC3ZfJA6qkabopEoR1OW+3Dno8zP9J9QxAmKuyVmpFXJ1UWm+QQm50NOvvASMb+xnkDbKs1O+2TKrLtlZJh2zmVzFsY3PYgSkGku+GL6Y1Hda6Oh3ZszkXxvpAvTNI2LgfwewC2oPm9+RsAv87MP0h4bIKGIEYz6S36sPJsfpybb2D8iWPYvfdEqIhzySqgQBQqRUTF7dde0ZYtCoPqRiauqLBXakZenVRZbJJDbHY26G5Uk+xsGlfggoGudUJlV/zsvF3z8oG1K3H4H86GTiVRyXeazrVAgDPzxCpSh4Y+YG5jh1uNq0zskmg5DxYmHQb/G4BnAFwGoAxgb+sxISOCRg2T3KIfGylHdpwJzUizm/oih07VOL+wiLkIkQ+7cRZRs733o4dfxbkLC828wJC4W6zH0WVv+mjFs0hpbKSMW68ptzuBFYlw6zX5MPJ218eXJm/CoYnrczGmPkFsdgZE6QwY1/XcWEVStoZW4V4nwq4btXoD337xTKQcbJV8p2k3w7cvtzo6J6o6+Zna2BzUXwo5xSTneQ0zOw3vHxPR3UkNSPAnqOh73Fv07vzaYU1RxXDJwopl/pJCDMQWIW6fM6LRu2xlU3Lv0cOvtrVEq7U6CuiObATBKag/pyg+9Fps3e+7vT2qnUNLf9SZ29dgxlNHKhi9crU4q/2L2OwMSHs3RXU9lUyo+5hzFxaU9tq0g60JUX1O1XVNnfE3a3XM3n+D5zGma+ibGacLCvnFxHn+JyK6E8Bjrd9vB/Cj5IYk+OE0mn7GLUrkQ1WENvPKGTx6+NWO5iN2dMPdGGXXLc1ttzzpj5pSqdY65mmzCERaGVSC+jbDJav9nrlR5TWrxmdjFZudtXY9o27Xm7XahpAoYrMzwt66t22nW6YzqeuZHGczfbSC8SeOdTBvrYgAACAASURBVNhrq0DYunFNu9jPrzjQ7/moqKLMpkoeJsEi942HTuYv69oQIb+YOM+/CuD3ATyEptvw7dZjQobYRvPd935Na8TKESIfKmdt/MljSrWJeoPbwvXuiMt908dz5TgH0SCNe9x2q3CdQP+KZd1blTZB8w9XLG1+tXWFllmrbQiJIjY7JVQBBgChtNVTbWbk8k0XAUx957W2Q+3nGC8mnM+guv74tg2+ahtBgkVexZFBzyUMHp7OMxEVAdzKzLekNB4hIF5GLkpnI5Wz5iXTVp2r4+inO7fK7vh//haHXjwTegzFAqFhkB+x5d2rjYpTkoyWmJzbflZ3nJdDG9TZfbNW96xOl4hKfyI2Oz10KjfLlhQC7/Yk0cxI54yrJDcbi4wgiXMrSxberNUTC4wUiTB9tNIx97GRsqfzHCVYFDTlJo9dW4V08XSemblBRB9BM4IRG0R0G4BdAH4Kzbax/dG/NQN0TptpcUVQfWAdbmds+mglkuMMAEuLhJqB8/zyj2r4nV+62jOHzW6j6teWlSh4vrRttKO2HfdyaIPmH17W0sjWIRGV/iQpmw2I3XajU7nR2QCv72PczYzcgQunMx5114mg39EKez63yW0wY+fULJ6YeRUv/6jmW18TRxts0xSYvHZtFdLFRG3jEBH9PhH9z0T0Afsn4nWfB7AdwLcinmfguf3aKwI97sQ2ApVqDYyLRmD6aCVwZHLdO0rYMnkA6yf2YcvkAex65kSg16sw7ST1erXmq9u53Gr+qftGhwM6zvbW3thIGQ9u34ThkuX/Io/z6NBV8m9592r3Dmz7XLrPcFVLfknoW5Kw2YDY7Q6iBhhMzhXG0b1v+rgycGE742F2nexgTJC0t5JVxJ3XrfUM5HidjwEcevFMx/p0bn6hSz3EtnfTRysda9D0UX0xdRS8bnSEwcEk5/lftv7/GcdjDCD0bR4zvwAAZBgdFfQ8MNZs+2y3GS0S4fZrr2g/7oXOCOzeeyKwE/ntF890FBEGIUy018nKkuW7yJydq+Pep49rIxemFKh5vepcXdtO2x3N11W3F4mwyNxxHt1OgNe2otcWoiqPz615KvQdsdtsQOy2G91u0KohC+fri4HyZ+NsZvTYs69pn6tUa3h4x+Yuu2AVyTMt73d+6WqjAnWVTXv08Kva44OafV19DRAuzzwMee3aKqSLSYfBrWkMRAjPA2ObjJxlN7ovexht5Si5b1HTkInM0hpq9QYKFCx64ubty62u3G437u0/XTHKg9s3eR7nXgB024pejwPSiGTQyNpmE9FdAO4CgLVr12Y5lETRNSCyb06DfO/ibGbkp5Khswv3Pv2ccrdvuNTcqdrpU6xnFQh7blNrKsfZhVZVX7Nl8kBqqkJ57doqpItJh8HfUDz8JoAjzKz9NhHRnwN4l+KpTzHzV0wHOCiG2I8kChSSaq2dNmfn6sYOuImedMkqaFNGwuh+mjqxcec92tcWZ3mwCGuzW6+NbLeZ+REAjwDA6OhonsR2YsXvex3kexfnja5X8XKDuV2I575xX1DUl1gFwq5bmjcDQ0uLnvZz6ZIC9uw/hbunZttjKDv06KO267ZROalpRoNNbnSkoLD/MUnbGG397G39fhOA7wL4BBE9wcy/pXoRM38ojgEOiiH2IqkChTiK3Lxwbq/F8cHpIsZxF7Ast4pYvWJZrNEFEydWtgOFmAhls4H47PagEOfNqVs6zdaJDup83X7tFfiiR6qEau1QKXAAwCXLl7RTw/wCD+fmGzg337RVtvNut+u+9ZoyDp48jUq1FmnnTxeNTzMa7HejIwWFg4FJweA7AHyAme9h5nvQNMprAPwrAP8mwbFlQlpFB0FIokDBNs61eqNd0FFuVTP7MVyyfI+zty8PTVyPh3ZsDj3OFUuL7Tard1y3tqtoLooh1lGdq2N824auwhSrQImqVMTRrlsQMGA2u9/wKuQ24YGxTdjy7tXa51Vrh+4GvdpK4Yuy1tTqDRw8eRqHJq5Hebiktdd2gaGztbb7d3eqm03ardHHRso4NHE9Xpq8CYcmru+6EZGCwv7HJPK8FsC84/c6gCuZuUZEF8JclIg+CuD30DTo+4holpm3hTlXnOT1jjFoRNJvy8g9zwYzrAJhbr5Z2OblkNqdA/fsP6WN9rr1Nv2Mhrs7oZO5+QYe2rG5Y/zO4sgkdJvbzqq7LirhOqk48x6FgSZ2mw3k1273G3Gkb902uhYnXv+J1kZXqjVsmTxwUQJuyFLWuti2MOrul/16r/PoHGMT8lTfITuIg4GJ8/xnAA4TkZ3vdjOAx4hoBYDvhbkoM38ZwJfDvDZJksg5jYMgW1ImNwDKBiiL3DaejIsR3VVDFpibub5Og6QrHiF0N2fxMhp2S2qd+D23xmtvHT51pNJ2mBvMsUeerSLh3IUF5XjqDU78b8HZYGHVkIX7b1a36xYED2K32UB+7Xa/4ed8BQ2OqLC7naL1f6tAXYobzht3r/oYe43wSp1jAOsm9mmfLw+XItu5vNR3SEHhYOCbtsHMvwng3wGooll08glm/gwzn2PmO5IeYJrk9Y4xyJaUyZaRyXwYTYN29NM3YPb+G7q2p4KkGHgZjQsLzcK8soEGatAW1UEpULPTltcikNTfgr3gOa993lDnWhCcDJLN7ke8bKtJSoef5j3QbTfri4wVS5doUyRUaxDQTKu76f2XIop6Yb/trqWdQiJkg0nOM5j5CDP/LjM/3M9dpfKSc+rOuwaaW1omuV8mNwCm8/HrUGdqIHSGF7jo2I9v26DNiohr69CLklXE8iUF+DU0TOpvQfLkhDgZFJvdj+hs69aNa3DP48ciBUe8fNw3a3VtHq+uCdS5+Qa+ePjVUPKmQFMZxB5/HuqL4sB+r0zWa6F3MUnbGBjykHOqS7t4cPsmo/ajui2jAhHWT+zDZQGkg1aWrI68OJUMk0mOmf2YLjXj9WoNYyNlPDHzaldnLJOtw+GShQsLi77z0UEAbr2m7Fmh7h6LF2FkioLseogMkiD0F+7vtK1OYf9u22xdjYc7OKKyk341InZk20t6z6vWJSglq+hbX9Srti4vKSRCchAnUHCVFKOjozwzYx5ECfPFS+vLqrvOlskDSsNXHi4ZOc8m+W4lq9hhnFeWLJybX+jId7Na3UTcOXBR7qB1c7ONujt/mQDccd3adgMYr2YjQKcjv3Xjmo7F5403a55R5RU+GqbuIkgdpg1R3Jh+7mHPL2QPER1h5tGsx5EmQW32IGLyndbZBxunLOjwkIW3zi90FGE7HVUV9prgDqq4x7F+Yl/s6kZOhksWVizznofYOiFNdHa7byPPYZUz0rhj1I1t5pUzWgNpmrLgjggXFNEGp3SQc0xO53NufqFrKy5q8aROV9oen9soM5rKGqNXrvZtUe2cuxN7Xn7pGF6O83DJMrpxsccWpujUdNcjr0WtgiCEw+Q77WX/rSLhrfMX7fXZuTqsImG4ZKFaq7dTI3SR5yIRHty+yXcc00crIArWEdYvKOGmWqu3I9uqVBCxdUJe6FvnOc9Ohm5sXmkDQXJtnY7mek2Fs9sYu28aTF+nQhdVN3Hs3TSYjVpU68YRRxMYu8OWCWGLTk3TYPJa1CoIghlu+2gSMPFKxVixdElXKkW9wSDqjDirbK0zkqtTUHq9WsP00QrGnzzmG4Rwn/uzH92EmVfOdMiL3n7tFe2GKWEQWyfkgb51nvPsZAQdQ5S8az/ZHJ2jq3sdo7mFqEth8Iv4mzj2bsLe9JhUnQPNFJWFRVZ3L6RgGt9RZIpMbgxEBkkQeheVfdTJbTq/07qdqQe3b9I6vboiPrto0H2D7mVbdB0IdZRdQRM79c4mSmBDbJ2QB4zUNnqRvChnxDGGKDleXqoYXrJHXgoZXh2vgqhGBHkfwtz0GL+GgH+p6ch1x7VrA10zaZkikUEShN5FJ7fpVsFwf6e9FByCricM4KEdmzG+bQP27D/VVnXaunGN0ubPzS8YR4nLwyW8rFDrcGPPJyhi64S80LfOc56dDC/HVEWUNBMvo+uX2mK/ToXOIQ4S8Q/yPoS56TF9Tb3BePlHNdx53dp2q/IiEe50FCuakrRMkcggCULvorOPtq6+13da1xI66HoCALv3nugKnDx1pIJbryl3ydGdnasbNVc1WV+dMqx79p/qupabYqGZuy22TsgbfZu2kad2nW5UYzt77gLmFE0x/IyL6fWCakI70zl0VFrHOc8dJK1A9T6oZPQIwNaNa7Tj0KErUFTxerWGB8Y2BXaWVSRddCoySIKQL0xVmnT20VRNSYXbjgL+zaN0xXgHT57GimXdOdR+5zNRI1KlrFhFglWgDkUNJwU0a07E3gl5o6+l6nqJ6aMVjD9xrMOIWAXCjg9e0SG5FucNgE7+KIhusp2vZxtPAJGl1O6bPo5HD7/aYbDDShQ5FzWvv/Qoi5cgmCBSdf1JEPnINKQmvdpg+2FHmHW2csgqtIM8RM20NtOAg269sWX2dKkhadvmXtWWFpJBZ7f7Nm2j1xgbKWPPbVd3bN3t+OAVeOpIxbMVaxR0qS1EMC7ksI2sszAwalrBwZOnu4x32G57zq1OXQoKAblI5xEEofcIUueRh7SrklXU7mheNlzSprutGrLAjgQOZuCpIxXj9Ui3i1mda3Y21KWGpFnkb9L+XBCAPk7b6EXc2/FbJg8kKrenS23RVW/7YY/Nr1jEj6SUUlRpHHYjFoksCIIQBtP0N5VsZxKsGrK0Sht+O4RezzF3B1WCrEd+KX1e3XHd6YFJkWeJWyFfiPMckjS2dtKQ21MZ8j37T4Vq7xrX2JKSY8tzHrwgCL2Jzl4ND1ldOb47p2Zx99SsccfSMNx/81UYf/JYZ8fYImHPL16ttPU6W2gaVKlUa57ypTZ+jaC8mmiZNDiLgzxL3Ar5QpznEITtXhgUL6OcJDojp2rf6iasg+u8GVlZsmAVqas1eBypFVJsJwiDSRIBj+mjFZy7sND1uC5Sq0pzA+K9oTcNEnjZwiBBFfd8vM7pNa6xkTJmXjmjbBaWVvRXdPQFU8R5DkFaWzvj2zZ0RRAA4K3zC4G2sYIuGl5GbvTK1W0j6hb3D+vgum9GqrU6rAJh1ZCF6ly9a8xS0CEIQhCSCHjoGn2sGrJw/81X+aa/1eoN7N57Aufri7EHYpIIEvipF5msgX7jOnjytPa5NKK/ftFxQbDJxHkmoj0AbgYwD+BFAP+WmatZjCUMaW3tjI2UseuZE92tVxfZ2FEPu2jojJzz8bicWNXNSH2R8eNad0Qnrai/IAj9QxIBD10H06GlS9o6+n7NRXSScXnMsXUGVUxaiofB6/VpRH8ltU8wJavI8zcB3MvMC0T0nwDcC+A/ZjSWwKS5tfNmrdu4AuZGKskoeZDohpejrZuLnV/tdJCTmI9EsgWhv0ki4OF3ziA683GOy48o9s62+TrZuahroG5tTVMRSVL7BBMykapj5m8wsx1WPAzg8izGEZY0uxdGbTOehwIIlfzPzqlZ3DfddIhN5mI7yHHPR6SJBKH/iWpHw5zTr0trmHNHJS57l9QaqDqvKCIJeSQPOs+/CuDruieJ6C4imiGimdOn9flQaZKmVmdUIxV10XC2U90yeSCUU6mKFjOARw+/2mwOY9he1o6UqAi72ATRaBUEoTdJwtkzOaetM//y5E3G540yLj97HZe9S2oNVJ33oR2bY+n8KghxkljaBhH9OYB3KZ76FDN/pXXMpwAsAHhUdx5mfgTAI0CzW1UCQw1FWls7UXOwohRAxJVfrIsKM9DWhQYuzrGgkcSz5x5nQUceIvOCICRLErmsQc9Z1qQkuI8JOy4Tex2nvUtqDZS0CaEXSMx5ZuYPeT1PRB8H8GEAP8e91CM8A6IYkyiLRlz5xbo8NuCi0XYXIuoc5LgXQZEmEoTBIAmnLMg5x7dtwPgTx1BfVC93BERqQ21ir8XeCUI8ZKW2cSOaBYL/CzPPZTGGQSLsohFXlMIW2FctGSqjbaIHGtciKNJEgiCkwdhIGbv3ntB2/4vqwJrYa7F3ghAPWalt/D6AZQC+SUQAcJiZP5HRWHJJHhQg4opS2OL3jx5+1VgXulfSYgRhUOh1idE8UNU4zkB0NQkTey32ThDiIRPnmZn/RRbX7RXyomUcZ5TigbFN7QYreTPakmMnCEb0tMRoHtA5uKuGrMg2yNRei70ThOhIh8EcklYHQz/ijlKI0RaE3oWZv+H49TCAX8xqLL3K1o1rlDtw9998VeRzpxFVzsOOqCDkAXGec0ieFCDE4RUEQcGvApjKehC9xPTRCp46Uumq/SBlNUg4TOx1WAc4LzuigpAH8qDzLLhIQtBfEATBDyL6cyJ6XvHzEccxnhKjedTmzwO6dt5z9cXUGjNFaZIimviCcBFxnnNImh0MBUEQbJj5Q8z8PsWPrc1vS4zeoZMYZeZHmHmUmUfXrFmT5vBzjdfOYVpOaBQHOE87ooKQNeI855A0OxgKgiCY4JAYvUUkRoPjt3OYhhMaxQGWHVFBuIjkPOcUyTUWBCFniMRoBFRqGE7ScEJ1ah8FIqyf2OeZAy0a0YJwEXGehUhI9bUgDAYiMRoN2y7ueuYEqrVOvee0nFCdA99oZeDoigBtO1+rN1AkQoM5UitxQeh1JG1DCE2U4hNBEIRBY2ykjNn7b8DDOzZnkpbnTgksNncQOnDnQDvtPNB0tG1nXxxnYVCRyLMQmrzoUQuCIPQSWablOa+9fmKf8hhnDrTYeUHoRiLPQmik+loQBKF3MSkCFDsvCN2I8yyERqqvBUEQehcTWVSx84LQjTjPQmhEj1oQBKF3MZFFFTsvCN1IzrMQGtvAitqGIAhCtoRVPvLLvxY7LwjdiPMsREL0qAVBELLFVsSwC/t0knNhETsvCJ2I8ywIgiDkAtGND4coYghCumTiPBPRbwL4CIBFAD8E8G+Y+fUsxiIIgiBkT9LR035GFDEEIV2yKhjcw8zvZ+bNAL4K4NMZjUMQBEHIAV7RU8EbUcQQhHTJxHlm5h87fl0BgLMYhyAIgpAPJHoaHlHEEIR0ySznmYg+C+BXALwJYGtW4xAEQRCy57LhUrsFtPtxwRtRxBCEdEnMeSaiPwfwLsVTn2LmrzDzpwB8iojuBfAfANyvOc9dAO4CgLVr1yY1XEEQBCFDxrdt6Mh5BiR6GgRRxBCE9EjMeWbmDxke+mcA9kHjPDPzIwAeAYDR0VFJ7xAEQehDej16KkohgjA4ZKW28R5m/vvWr7cAOJnFOARBhyyEgpA+YaOnWX9fRSlEEAaLrHKeJ4loA5pSda8A+ERG4xCELmQhFITeIQ/fV9FZFoTBIiu1jVuZ+X0tubqbmbmSxTgEQYVIZglC75CH76sohQjCYJGVzrMg5BZZCAWhd8jD91V0lgVhsBDnWRBcyEIoCL1DHr6vorMsCIOFOM+C4EIWQkHoHfLwfR0bKePB7ZtQHi6BAJSHS3hw+ybJdxaEPiWzJimCkFd6XTJLEAaJvHxfRWdZEAYHcZ4FQYEshILQO8j3VRCENJG0DUEQBEEQBEEwRJxnQRAEQRAEQTBEnGdBEARBEARBMEScZ0EQBEEQBEEwRJxnQRAEQRAEQTCEmDnrMRhDRKcBvJL1OBS8E8A/ZT2IhOn3Ofb7/ID+n2Pe53clM6/JehBpkmObDeT/7yUqMr/ep9/n2AvzU9rtnnKe8woRzTDzaNbjSJJ+n2O/zw/o/zn2+/yEeOn3vxeZX+/T73Ps5flJ2oYgCIIgCIIgGCLOsyAIgiAIgiAYIs5zPDyS9QBSoN/n2O/zA/p/jv0+PyFe+v3vRebX+/T7HHt2fpLzLAiCIAiCIAiGSORZEARBEARBEAwR5zkCRLSHiE4S0XNE9GUiGnY8dy8RfZ+IThHRtizHGRYiuo2IThDRIhGNup7r+fnZENGNrXl8n4gmsh5PVIjo80T0QyJ63vHYaiL6JhH9fev/q7IcYxSI6AoiOkhEL7T+Pn+99XjfzFFIhn632cBg2O1+s9mA2O1em6M4z9H4JoD3MfP7Afy/AO4FACJ6L4BfBnAVgBsB/CERFTMbZXieB7AdwLecD/bR/NAa9x8A+HkA7wVwe2t+vcwfo/m5OJkA8BfM/B4Af9H6vVdZAHAPM/8UgOsA/PvWZ9ZPcxSSod9tNtDndrtPbTYgdrun5ijOcwSY+RvMvND69TCAy1v//giALzHzBWZ+CcD3AXwwizFGgZlfYOZTiqf6Yn4tPgjg+8z8D8w8D+BLaM6vZ2HmbwE443r4IwC+0Pr3FwCMpTqoGGHmN5j571r//gmAFwCU0UdzFJKh3202MBB2u+9sNiB2u3VYz8xRnOf4+FUAX2/9uwzgNcdzP2g91i/00/z6aS5e/A/M/AbQNGIA/lnG44kFIloHYATAs+jTOQqJMUg2G+ifOfbLPEzoS5vWD3Z7SdYDyDtE9OcA3qV46lPM/JXWMZ9Cc0viUftliuNzKWtiMj/VyxSP5XJ+BvTTXAYKIroEwFMA7mbmHxOpPkph0Oh3mw0MvN3ul3kMJP1it8V59oGZP+T1PBF9HMCHAfwcX9T9+wGAKxyHXQ7g9WRGGA2/+WnomfkZ0E9z8eIfiehSZn6DiC4F8MOsBxQFIrLQNMCPMvPTrYf7ao5COPrdZgMDb7f7ZR4m9JVN6ye7LWkbESCiGwH8RwC3MPOc46lnAPwyES0jovUA3gPgO1mMMSH6aX7fBfAeIlpPREvRLKh5JuMxJcEzAD7e+vfHAeiiU7mHmqGKPwLwAjN/zvFU38xRSIYBttlA/8xxUGw20Ec2rd/stjRJiQARfR/AMgA/aj10mJk/0XruU2jm1C2guT3xdfVZ8gsRfRTA7wFYA6AKYJaZt7We6/n52RDRLwB4GEARwOeZ+bMZDykSRPQYgJ8F8E4A/wjgfgDTAB4HsBbAqwBuY2Z3cUpPQEQ/A+CvARwHsNh6+JNo5s/1xRyFZOh3mw0Mht3uN5sNiN1Gj81RnGdBEARBEARBMETSNgRBEARBEATBEHGeBUEQBEEQBMEQcZ4FQRAEQRAEwRBxngVBEARBEATBEHGeBUEQBEEQBMEQcZ6FvoWIGkQ0S0TPE9ETRDTUevwtxbEbiOgvW8e/QESPaM7534moSkRfTXr8giAIg4TYbKFXEOdZ6GdqzLyZmd8HYB7AJzyO/c8AHmod/1No6qSq2APgYzGPUxAEQRCbLfQI4jwLg8JfA/gXHs9fimbbVwAAMx9XHcTMfwHgJ/EOTRAEQXAhNlvILeI8C30PES0B8PNodjbS8RCAA0T0dSLaSUTD6YxOEARBcCI2W8g74jwL/UyJiGYBzKDZ9vOPdAcy838D8FMAnkCzRephIlqWxiAFQRAEAGKzhR5hSdYDEIQEqTHzZtODmfl1AJ8H8Hkieh7A+wAcSWpwgiAIQgdis4WeQCLPggCAiG4kIqv173cBeAeASrajEgRBEFSIzRayRCLPwiAyREQ/cPz+OQCXA/hdIjrfemycmf8/9wuJ6K8BbARwSescv8bM+xMfsSAIwuAiNlvIFcTMWY9BEARBEARBEHoCSdsQBEEQBEEQBEPEeRYEQRAEQRAEQ8R5FgRBEARBEARDxHkWBEEQBEEQBEPEeRYEQRAEQRAEQ8R5FgRBEARBEARDxHkWBEEQBEEQBEPEeRYEQRAEQRAEQ3qqw+A73/lOXrduXdbDEARBCMyRI0f+iZnXZD2ONBGbLQhCL6Oz2z3lPK9btw4zMzNZD0MQBCEwRPRK1mNIG7HZgiD0Mjq7nXnaBhEViegoEX0167EIgiAIgiAIgheZO88Afh3AC1kPQhAEQRAEQRD8yNR5JqLLAdwE4L9mOQ5BEARBEARBMCHryPPDAP4PAIu6A4joLiKaIaKZ06dPpzcyQRAEQRAEQXCRWcEgEX0YwA+Z+QgR/azuOGZ+BMAjADA6OsopDU8QPJk+WsGe/afwerWGy4ZLGN+2AWMj5ayHJQjCgCI2SRDSI0u1jS0AbiGiXwCwHMDbieiLzHxnhmMSBF+mj1Zw79PHUas3AACVag33Pn0cAGSxEgQhdcQmCUK6ZJa2wcz3MvPlzLwOwC8DOCCOs9AL7Nl/qr1I2dTqDezZfyqjEQmCMMiITcon00cr2DJ5AOsn9mHL5AFMH61kPSQhJnpK51kQ8sDr1VqgxwVBEJJEbFKTPKWuyG5Af5N1wSAAgJn/kpk/nPU4BMGEy4ZLgR4XBEEIg2nkUmzSRWe1Uq2BcdFZzSraK7sB/U0unGdB6CXGt21AySp2PFayihjftiGjEQmC0G8EcQbFJuXPWZXdgP5GnGdBCMjYSBkPbt+E8nAJBKA8XMKD2zfJVpwgCLERxBm0bdJwyWo/ttwarOU9L86qvVugkwYbpN2AfkZyngUhBGMjZXGWBUFIjDDO4IWFiy0Tzs7VByrH9rLhEiqK9yZNZ9Wd5+xm0HYD+pnBujUVBEEQhB4gaB5z3tIW0iYPqSuqz8BGdij7C3GeBUEQBCFnBHUG85K2kBV5SKfTvdcE4NDE9eI49xGStiEIgiAIOcN2tEyl1/KQtpA1WafTyWcwOIjzLAiCIAg5JIgzOL5tQ1e+bV5zbPOkxxwnvfQZCNEQ51kQBEEQepygkeqs6KXmIUGd/F75DIToiPMsCIIgCH1A1mkLJngVNuZp7GGd/F74DIToSMGgIAiCIAip0CuFjYOuXiJ4I5FnQRAEQRBSyUXulaK6XnHyhWyQyLMgCIIgDDhB2oFHIQ96zCYE1dkWBgtxngVBEARhwEkrTSEPeswm9IqTL2SDpG0IgiAIwoCTZppCmKK6tOXtRDlD8EKc5wGiX7U1BUEQhGjkORc5K3k7Uc4QdEjaxoCQVj6bIAj9CxFdQUQHiegFIjpBRL+e9ZiEeMhzmkLcKSXTRyvYMnkA6yf2YcvkAVkHhcBk5jwT0XIi+g4RHWsZ4d1ZjWUQgSvA3gAAIABJREFUENkdQRBiYAHAPcz8UwCuA/Dviei9GY9JiIE85yLHmVIigSQhDrJM27gA4HpmfouILAB/Q0RfZ+bDGY6pbxHZHUEQosLMbwB4o/XvnxDRCwDKAL6X6cCEWMhrmkKcKSW90qRFyDeZRZ65yVutX63WD2c1nn5HZHcEQYgTIloHYATAs9mOROh34kwpkUCSEAeZ5jwTUZGIZgH8EMA3mbnLCBPRXUQ0Q0Qzp0+fTn+QfUKe89kEQegtiOgSAE8BuJuZf+x6Tmy2ECu6lBIAgXOXJZAkxAExZx/sJaJhAF8G8L8z8/O640ZHR3lmZia9gfUZorYhCNlBREeYeTTrcUSllWb3VQD7mflzXseKzRZ0RF2P3AocQDMg5JenHfZ1cY49b/TbfOJEZ7dzIVXHzFUi+ksANwLQOs9CNPKazyYIQm9ARATgjwC84Oc4C72JqSMVxeGKQ3oubO5yWP1me76Vag2EizmmacnmJUVWMoC9TmbOMxGtAVBvOc4lAB8C8J+yGo8gCILgyxYAHwNwvJVyBwCfZOavZTgmwUGSTm1cDmQQx1c3H12Osqqw0E3QQJL7fXHv1zvH3mtRXCmgDEeWkedLAXyBiIpo5l4/zsxfzXA8gpApvWZ0hcGDmf8GAGU9DkFN1Ciin6SpnwO5e+8Jo+uYFu15zUenwEGt18VpO1Xvi5vXq7WejOJKAWU4slTbeI6ZR5j5/cz8Pmb+TFZjEYSsEe1RQRCiEkTPX9UoxMuRMnEgz87VYy3a85rP+LYNyrs4br0uTkwcycuGS9rx3j01m9tmLFJAGQ7pMCgIOUCa2AiCEJWgEV33zfrwkKV8/WXDJeNIpInNMlV/8prP2EhZq20bd9TUz5G0x+513bwGRESJKxziPAtCDpCtM0EQohI1ossMrSNlGok0sVljI2Xcek0ZRWrGjotEuPWa7jxkv/mUA0RNo7TkVjmYdtTb2YnR7z3KY0Akz50l80wu1DYEYdCJs4OWIAiDyfi2DUoZNtOI7pu1Oh7asVlbe+E+t4rLhku+9RvTRyt46kgFjZZUboMZTx2pYPTK1R3H+c3HdL5x5CIvW1Jov37VkIX7b76q67Wq8bjJY0BElLiCI86zIOQA00VAEARBh6kMm9fNus6Rcp97eMjCW+cXUF+8mDxRsorYunGNr6NqqvDgNx/T+UZRlFDpQp+vLyqPdY5Hp/ohAZH+IBdNUkwRwX0ha5JUxBC1jf6mX5qkBEFsdnSSsAtxNArRjc3LcSy3jtk5NavMVyYAL03eFHA2/qyb2Kd83OR6WyYPKOdTHi7h0MT12tfF9R4L2ZLrJimC0AskLUMkW2eCMHh4Occ6mzPzyhkcPHk6tEMdtlGI6jzudAwvnWV7/CtLFqq1etfzSURlp49WOjSpg14vbD1KXO+xkE/EeRYEQ0RMXhCEOPG7IdfZnEcPvxq5w13cN+v2XPyo1RtYbhVQsoqppKnt2X9KG+U2uV6UepQkAiKyQ5kPRG1DEAwRRQxBGDyiqDT44SdRqbMtug53WWKiA21Tnat3KDwMlywstwrYmYAestd7qHM6nZ/5uQsLsIqditJZ1aNIP4D8IM6zIMBsgRQxeUEYLJJ2VvxuyIPYlqxv4oNc3y5MPDRxPR7asRkXFhZxdq6eyHusew91Mnfuz7xaqwPcVNjIWspN+gHkB3GehYHHdIEUMXlBGCySdlb8bsi99IVNzhU2ah7kdfaxOukB93jdNjPp9zio3VaNp77IGFq6BC9N3oRDE9crHeckdyhsktr9TGPs/YY4z8LAY2q8RUxeEAaLpFO1/Bw7lc2547q1Rs5g2Kh5kNc5j1VRsoq447q1HeO/9ZpmLrftqOleG9d7HNRuh/nMk96h8LtBibL7Kakg4ZCCQSFW0ipmiPM6QYylKGIIwuCQdPMiE0UGlc0ZvXJ1YtrGQV7nledcVoxLVSAZRQnDFC+77V5LwiiBJFlMrpK8cxJ191MK4cMhzrPQQRSnNIyUW5jrxS0Zl1Z3v7DvrVRXC0I2pNG8KMwNuYkzGDaiGySYoDuWAKUGsspR49bxTgea0LTrWyYPJGrvVGuJVSRYBepq/uL1mSe5QxH0BiUoUggfDknbENpE2ebbMnkAd0/NBspdC3u9uHPk0shlTmMLVRCEeOm1VC2/NArAPygQpDA6aBG1l/KFXcDndKSTtnfK/OYG45LlSwJ95kkWk/vdoET9W0yjEL4fc6rFeRbahHFKTYy17ssf1gn2ulMO8yVNY4EMO1eprhaEbLFVIbyKxfKCn1ycSVAgSDAhaODBS/ni0MT1KA+XjGX44nDIdGtJda5u9JnbY7DTT5zEFYBJ2rlNOnjUrwGgzNI2iOgKAH8C4F0AFgE8wsy/m9V4hHDbNybankGjEH7bRbo0i5UlK3Q6R9K5zGHnKltqgiCY4mUXTLf4g3TGUx27deMa7Nl/CjunZtu/290QV5YsWEVCvaFOiTC1d3Gl7kVJ2XOPwZl+Ekc6hU3SqUNJd0Ls15zqLHOeFwDcw8x/R0RvA3CEiL7JzN/LcEwDTRhD4ufE6arAdV2f/K4H6I0JEXL7JQ1rpNPKxxYEoffR2Qs7smtKkGCC81iVU/vFw6+2j63W6rAKhFVDFqpz9S5HzdTexeWQRXFMdfnbQd9rP9Jo851k8KhfA0CZOc/M/AaAN1r//gkRvQCgDECc54wIY0h0xg4wq7Z2Y2K4dMZk59Ss8vg8fEnDGuk0CpYEQeh9po9WcO7CQtfjadqLXc+c8N2JtDWTj376hq7nTO2dzqZXqjXcN328Hen2czSjOKZhncIwBeC9rPLUrwGgXKhtENE6ACMAnlU8dxeAuwBg7dq1qY5r0AhjSHTGTpczbFI5DABbJg94jkFlTHQV5ll8SVUG8sHtm0IZTSDZqIMgCL2NLiixasjC/TdflYq9mD5aUUq8qdA5mKb2zito44x0m6Rz6BxTPyc3jFNomm7STwpL/RoAImbd5nlKAyC6BMBfAfgsMz/tdezo6CjPzMykM7AU6fUvinv8zhw393zWT+xTpmsQgJcmb1IuAl7OuJP7po93GE6bO69biwfGNkWZYiCizEHoX4joCDOPZj2ONOlXm501bpt77sKC0nGNO4XAa63yangS97j8djCjXs/Ehoex87r3yDm+flw/etnH0dntTCPPRGQBeArAo36Oc78St2ZxFvjlvDnn43e3HiWX7eDJ04EeT4q8FUj0suESBKETlY3VEWfKmp9tN70WAdi6cU2ksdj2625Nqp6boO+Dzobf8/ix9vXD7AqapHrkbf2Ig15OO9GRpdoGAfgjAC8w8+eyGkfW9NoXxc8R85uP3xZOlOKCvBQmxDGOuBzefrg5EwThIiYKRzZxpqzt3tudz+y07V6pFE4YwFNHKhi9cjXGRsqYPlrB7r0ncHauGTkfLlnYdYt/qsnYSNnYeR4esoyOs9HZ6gYzxp84ht17TygLHv0wSfXIyzomeJNl5HkLgI8BOE5E9jfgk8z8tQzHlDq99EUxccT85uN3tx6luCAvhQlRxxGnw9trN2eC0E8ksetjujbErdVrO7dubFtnF22bJII6tZvHnzzWIV1XrdUx/sTFCK99fdX7OKxppe0maHaq141AfZHb74WXbVaN2ST/N8j6IbuK2ZFZkxRm/htmJmZ+PzNvbv0MlOMMpNPdJy5MGnaYzMer6UAUwfY0OgWaEHUcYRujqJoG9NLNmZB/iOjzRPRDIno+67HknaSaQ+hs7Kohq6PR063XlLFn/6lYurp52R5Cc65jI2Xccd3armYhOl6v1rBn/6kOx9mmvsjta6rex/Enj2Hz7m8YFyi+aXicTZC0EpVt1n32AHwbcpmuH/3afKRXyIXaxiATtBI1yztNE0csbGWtc14rSxaWW4XA22J5UaYIMg7V5xnG4dVFq1dqIjN5vDkTeoI/BvD7aDa4EjxIatdHZ2Odqhpxp2t52R4G2nN6YGwTRq9cbVTMWCAyytfWtdA2dZyB4PYuaJ2M+/3x+uz9ulSarh+yq5gtRs4zEa0GwMx8NuHxDBxBHa0s81dNtpPCOLDueVVrdZSsIh7asTnwvPJSmGAyjjgdXp0hXW4VULKKfScTJGQDM3+rJS0q+JDUro+JjQ3jWHkFZvzymZ1zcts+nQpSwyeXwrZ3ceySBbV3Qa/pts1hAyBxFx8KyaF1noloLYDfAvBzAKrNh+jtAA4AmGDml1MZ4QBg6vBFudOMI2JtGlUO6sDGfQedZnQ+iEyfmzgdXp3BrM7V8dCOzbG9H5Jj15sQ0XFmTkWvUbT5myRZg+FnY4M6Vn6BGZXtd+I1pzBqR1aB2vbOtBBRx3DJMrZRft1vCcASV3txQvP92jJ5oG0Pg372YQJjeanxGVS8Is9TAB4GcAczNwCAiIoAbgPwJQDXJT88wUmUjkZeX0xTh8g0qpzFHbR9zUq1BgLaxi+p6Ly7Qty+VhCB/jgdXi9DGlc0PuudD8EbItquewrAu9IaBzM/AuARoKnznNZ180aWzSF09qBA1M5PdqK7kd/1zIm2HRoeskBgzNUXO44Le2Ovw6224ee4e1Gyith1y1Xa593pgufmF5Q52EDTob9k+RKcnaujSIQGs3atCfrZhwkg9WvzkV7By3l+JzNPOR9oOdFfIqLfTHZYgoqgBtHGrwAtiEPk54hlcQftvqbb9Ln1OU3O5+W4BhHo97p2nA5vGoZUcuxyzxSAR9H9FQCA5SmPZeDJsgZD53A2mJX2WHsjX6u3U8jOzjXT6e68bq3x7hpgHjlWNTKxbXGt3mg7rKuGLLx1fgH1Re/7srLP2FTpgjqGW461HSxxO842zrxmoPuzB9Tdc8MEkPJS4zOoeDnPR4joDwF8AcBrrceuAPBxAEeTHpjQTVCDaKP7AlaqNdzz+LGu3LMwDpEz8uvG73xbN65R5sSZVjyb6J76vUc2Js5/EJ1Vr2vH6fCmYUglxy73PAfgt5m5SwmDiD6UwXgGnrhrMILuEprad1MHt1Zv4ODJ04G69ZlEjr3UJOzXNZjbhZEAlDuN9rluvaaMgydPY+fULPbsP2VccKeCAKxYtqTLuda57s4UDuf7pFpb7p6axa5nTmB4yFJKAfoFkPJS4zOIeEnV/QqA4wB2A9gP4BsAdgF4Hk19ZiFlxkbKeHD7JhSpWwzIS8rM6wuoK9oImjJhS+bo8Dpf1M6ApvlwJnJvJjJxYZxF1bXHRsq49Zpy+/MsEuHWa8IbQy8JwDjoJVnFAeVuAD/WPPfROC5ARI8B+FsAG4joB0T0a3GcV/AnqDTZ2EgZi4b2XSWPpiOo/bPXLac8253XrfWUawP8d7oOTVyPlydvwkM7NndJ9D11pOL7PpnOY7lVCDxn1TV1znq1Vsdb5xdgFTvXdUnByDfayDMzzwP4L60fISeMjZSxU9NVyf0F1+UBm7CyZCm3l1SY3MF7OVhRI5r2dp4Jfuc0GUvYAhb7HLrPpcHc0Xkrb0iOXb5h5r/2eG4mpmvcHsd5hE5MIsph0qZMU+LGRsqYeeUMHnv2NTSYUSTCcquAc/Pddv2y4ZLneHXPBbVppuuC+9xbJg8YvU/m0fZFrNJEhr1f13lNr7WnvsgYLllYsWxJpJ1DKehOD9F57iH8KoGdBlGVB2zqQFsFwrn5i9qcYQvfbPwcrKg5z6aOs8k5TcYStoDFXnScHbV0OXN5NHiSYycI8WNaJ+KVfucMdDgVf1aWLFgudQhdisRTRyptW9pgxvzCovK1Wzeu6RrvzqlZ3D0125WPHKWoOOy6YOp0B7HjzOhSQDIhSNDlzVods/ffEOj8TqSgO10y6zAoBMMvNcJtEFVRCgaUKR9oPW5ve12yfElXxXHYtBDdlpyTIB35VF30yprru2fqlBTSbXWajEW1DTlcsrTzc55j994T2mpum9erNeU880DSqSGC0K/ovtOmHUV1dta2a3aKwhcPv9r+vVqrA9zsPkho/n/ZkgJ2Ts36jqG+yFhoRUSd6RUHT55Wri1As6jQXchnz8U9//umj3vauLCdWnXvEwMd13HacT/erNU7UuxMcQddvFJjoqa/he1MK4SDOGjT9wwZHR3lmZlYdh97ji2TB7SOs6qqeP3EPm2UWaUh7HRwda8lAC9N3tT1uEp9wn1OP0y2m3TXsXPcVI8fPHlaW1SiG1+YrS+v99v5+ayb2Of3VmC4ZOHCwmKg91O26/IPER1h5tGsx5Emg2yznXjZyJ1Ts0b2VnUO091E2wYFHYPzGL/1wQ+/sapsXBi75t7dM7mO1/oKNG86ztcXA0WedfP55NPPdcn92TJ4QbvqOgm6bgtm6Oy2b9oGES0DcCuAdc7jmfkzcQ5Q8Ea3FUWAsvJZt0VkG1EvgxR0uyyO7XxdTpzTeBYUuc129feD2zdpr68yjF7pEWHy87ze7yCV6SWrCCIEym2U7TrBidjs/OEVFfSyt27n0Q4I2L+b1l68Xq1px3D31Kxn3Uit3sDuvSc87bAJfq9Q2bigttjW3/fa3VNdxyv1sGQVwdxtk4GLu5tBGmRx155oM03GzqkOa7/DNGYJ2+BLMMt5/gqANwEcAXAh2eEIOoJ+MbyKu/wMUpjCsDBGLmik2UsZxOv6cUqs6cZtKrc3rGm9DVy8sTEtCLXJm/6yRMEzR2x2zvCyQQ/t2Ky0t+veUeqICFeqNTx1pNIRzfSLmNpcNlzytHd+zvDZuXqHxnFSmDT88ipUNM1hdl9HJxVXILQj8yoYwMM7NhvbN11xvVuyOoz9DrJuqwIuQRp8CWbO8+XMfGPiIxE8CerQRokGJ10Ypvri2gUntgMJqDVKVYQtAiwQYf3EvkDbgboIr6nc3q5brsL4E8c68gKtAmHPbVd3vO9BbpTypL8sUfBcIDY7Z/g1RAIu2tuVJQvzCw0cevFM1/H/f3vvHyVXed55fp+qvpK6ZZsWtvYYGglkbyIlipBk2qCNdrwjxwHHAtwDthUCezLJHxzP2ckGxasdERMLEjZoo0kgO5k5ZziJZ88MmJFBdgcse0R8kCdzyAgjpVuWZYtMwPwqyFoZ1MSoW6i6+9k/qt7qW7feX/dX3bpVz+ccDurq6qq3ftzvfe7zPs/3iQZVpov2MGrUtUlXkhLH5cgXm5OHS1vi+O+r+mf12KaXwQB2H5y2Ztt1Qa7pNcTR5CSWgGo9rvO2z3vVy83rvYBP8PxXRLSJmU/lvhrBiPoCh0dCLx/q7PfMKuuXp/m6qZkRaAjinidOAuyX4bBdWYdPRtGucWDp8X0DPNu2pwmdrZJ6LNNnFPdCKa1bSZb0WhZ8QBHN7jFcx7TS26UAcdH0UG2Wl48995rxfi3IvAYdvq4Si8wYS2jbaXpenZOH0maXtiT1YgYaDYE61CnIdi7SWcSGa65b5zTEszlNot++523f90oGYJkxBs9EdAqNmGYIwK8R0UtobAESAGbmq7uzRCHMhZCozszV24K+IrN+cYJ21wHpcqMIo2ui041dDSqEVSMBZmbrxtppV4CXREh0AugSuLiZ/6z8l7O48OqlLPigIZrdu/ge076e+UrjfBIM9QXuGBntaj73qW92lYIA/oE4Aa16blOA7NKWJP77rrpzH6LZchA6Mtn1BcZ9T53Gvps2dmh1UCWA0bYbGdbvPMrgfF+vDMAyY8s835j3kxPRl5vP82Nm/rm8n6/suK68i8r6xQ3a0whVmLHQlmcYk+3SyLIhTH3peqwzOF641hR33UGVEg8QiZP5z6LMJqsLr17Kgg8guWu2kByfY9qlLwS0gts4zg8qwOzMcLc7d+zYsLptnSatRPO+ys1Ix+hwgBs3X9YavGKDgVazmmn9Lm1J6r9vqjv3QdkEtrmVGF7qudm6Vqt3bFiNb5x8s9ULs2okwL6bNuaaEEs6Ml1YwujzzMyvMPMrAO5X/w7fltHz/78ApDbPE5tJ/uRUrbCsX1x/yTijYE3YDmzX+2TzS7X5Kcddd32BcVfETzUv0vovZ+URmtSbVUhPlzRbyInJqZrGh6Gd27etTVSioJsoeOs1Y23PxwAOnai1aZXtovfgd1/Djg2rEVT0q744v4BHjr0aa/qr6flUQsCmLbrXpFg1Ehi9+FXdedi73+TnvGokaPlCh6334lR+h7V6zw3rcehEra2JPLy7nJd3s25Wgc/IdGEJn5rnjeEfiKgK4JosnpyZ/5KIrsrisXT0W9e/LfN599dOGTuG8876xQ3a1Wdw75Onjc4TNtQWn8kP1LbVuOfxk9h17Ro8euzVDsFj6Js/ouuO23iTd/lML5Vb5N1sKniRm2YL+WGbHgs0drLGr7wUQLxdMNPF69EzZ7UTTu8KNW/v2LC6w0NfUV/klo5SqFRhJKigvsgdXsYulFbYXKIAu7boXhMAjCwb8q47B8y+3Coj7OtyEkYXvCet484iIZZnX9MgYMw8E9HdRPQTAFcT0T8Q0U+aP/8YDSukrkBEdxLRcSI6fvas3tFAR3gin5q8dPfXTvXMpLYk2DKfc/UFMDfrp0KkKR0IY5t4Z8sWmJjYOoaVy+3XbqbJT2qLL7y28Gdty3TUF9kosIBblFTW4KFdW6z3i+KbLYg7WTCr73mSz9C0ZgAyhbAAekWzy0yRkz19ekGUhvhqui2D6Ho+ZY136zXm47eVeW2Or35o1xasWrnc2bcSPY8FFcLsxXnsPjiN5UOV1kRE2/rPvzuP+5463fZZ2XYdddlW02O77hs3eA0qhHtv3thxu08dtw4pgyseW9nGA8z8XgAHmPl9zPze5n/vZ+a7u7VAZn6YmceZeXz16tXuP2jSj6Mq1QFtQo1ibSOhk1D4JPKzv/Mt3HVwui1A231wGvdMNrKpSbfqbQIUtqxz/W2S+j9TYB4WJduJNElA6Bq7fc/kqY73ec8TJ40n8MmpGr7w1ZOFllv040VqWekVzS4r3foumzTAJyAK1y6PBMbTN4ClAVomrfJ5PjWEyoe5+gK+8NWTzoysCkRVYDo6HADUqAlWI8Uv1Bfx4K4tbeuPfj4zc/XW36jP6hJDaYYqyVPJjwebyY/omPIwtlK4OMHr2OhwmxVpGFdwLGVwvYtP2ca3iOhj0RuZ+S9zWE9m9GvXv2oM1AlUlaitYxdoZFrjNgxGt6x0228M4NFjr2L8yksTb9Xbth53bFiNe588bfzbS4YDbN//DN5oCmkcVJOGzh/1qvc3RMunUWOVoUzGxOhIYHxMANr1qC5tk6OIbXBMHJJ+hmJN15OUUrOLJq/vctQ28/zF+TYbM6UBPk1c4WDr92+5usMz3nRfHb4NdrWZOW+tc9U36wZ1bd//TEf5XrR8xKdJcq6+ADKcDcIlefdMnmor20tSVufz3gVVwoHP6INm2+NES0kAuy73W3lqWfAJnveE/r0CwLVoTK7ynzlcAP3c9W864EwHsimQ0h10gP9wkrAgJamf2rFhtbb2GICxzk4xM1dPVC9dATB7cd44WODZF99qvS+2E+nkVA3vXJj3fl7TiFefLLHupOU6keTpERqmXy9SS04pNbto8vgu62wzoygNiFrJhRvSgKWgKqzboyMBLtQXOnyhlWeySjDogir1b5tPPdDI2u68+jIcfP61WDaiUcIuEmF8ykd8nTBsddZq5093zol7keTT/7Jy2ZDz8XyCY5suy1Cq4nAGz8x8U/hnIloD4A+yeHIiegzAPwbwASJ6HcA+Zv6zLB47K+/bXsR0wMWZTKe7+t7z+EmA4o1fTXpimZyq4dCJmjFrHNcyyIfhoIL5RXZmUGyCWJuZw1UW+6bG81RbnqXhzyfu2G0btr/p5ve8ny9Sy0qemt3P5PFd9i0p01nJhRuqVeAJoO28dm62juGgiju2rW3Tm2ijn26Kq3qu46+8ZZ1SyAAee+413HbdmiU7OY2XsYkxRzbUp/lxrr6QeqLh5aPD1qbM2syc9WIjinr/1u09rH3Mmbm61wTbNI17svNXHD6Z5yivA8jEk5mZb8vicXT0e9d/WGQPHHkBuw9OY3QkQFAho9m6wnT1bdr+s+HbUKYL9PMIkAF0ZGzUzxfn2Ut835iZSyXUt14zhvsnOmvTTUG561l0XdqmE06VqKsWQ/18kdpHZKbZ/Yzru5xke9z3wjjaaxFdh7IvMwVLR8+cbWWugUYphG2Kazg7qbTK5se8wIxDJ2qtnhtXtloxNjrcti4dvuUjC8zOoStkCOqVP7YpgaFQmhong2sL/sP12D6PFRfZ+SsOZ/BMRP8KS8ddBcAWACfzXFRW9IMVi02woyJ7braOoEoYHQ7w9lzdOsUq+fX7Ej5bg6ZtJZ/AeVmVcDHGNqESavWeRbc+fYPhS4aDRCUhikMnam214Kb1+HLj5ss6bjOd6NMGznEDhH6/SC0jZdbsIrF9l+Nsj/vaZiqiF5u2bKItWAo/r0tjotnJ+yc24f6JTdj6u08bd+bm6gu498nTOH/Rv1zN9yJ6RVDxOie47mN6q3/+w5da+4VMzxV+j0za6BP86x5Lt7MQVzdN9rSjI/rGSSE7fDLPx0P/ngfwGDM/m9N6hBAuwdZO0ltgrFw+hOl91xsfM6vpfrqtwegJxXQi8MnsxgmcgSWhVhdNSbw4K0Csk4OOaG10+DNMctESDcaBdEGr6SSQtH6uHy5S+wzR7ISYvsu+2+PRcjidxlUAgIBFbuwURT3rk0zZizYj+xANuC8fHcYFx9/HTSq4dEGXZc+Dv371bUxO1WJPIazNzGHd3sPWRk9f/3/1uU5O1ToaPc/N1rHniZNtj+eD6RSaorpF8MQaPDfN9X+Rme/o0nqEEEkN1NUBb8pU26hWCAuO8g2V4dVtDUZPKKY1+mzBxWHlsmrsRpQoo8MBiPQNenFRz51FeYqphi1J0GoLkKV+rvyIZueDz/a4qRwOaATJi8wdQZgqh1AXx5NTNWO22jZERNeM7ELn/pMXpgv2PMv3wkSbMn3LTgC0bPG+E9JIAAAgAElEQVRMjxnWYVtgrkpzDhx5QVsiqXy842jt24aLGdPtQnZYjSKZeQHAaiJa1qX1CCGSGqgD7bVWysPSJlQE4I5ta/Fex+ASYElkbcH79v3P4J7JU6gYxpyGvT6z4J98xN9DU7FqJMBDu7bg5f078fL+nZjedz1mMgicw8+dVe2ZyyPaB5cvtNTPlR/R7HzwGVZhK4dbZMaP9u/EyuVDHY4V6viz2U+GLd50wztcGeGoCicNuOOwqlk6YPPP7qa2hJ/LNH47zWPazq/h0hzba047dt11u5Addpf1Bi8DeJaIfoeIfkv9l/O6BCQzUI+i/DJdJQwP7tqC+yc2eV2xKsN52wFam5nDI8deNZZm7NjgP/DGB52Rv+v9uaCxNcpKdNTry6r2TGWJkg5w8PGFFiHuG16GaHam+AyrsAU+rovpN2bmjMFXtAk4Orzj+CtvGZ93bHQYL+/fidu3rW0FjBUCAE7V1+EiqFLLHcS2o9VNbbl8dNiqg6pfKE5YHV6/7fNfEVRaA1lMg1yij+dD3CEqRU7Q7Dd8guc3AHyjed/3Nv97T56LEhq4DoxoFsKGalbTMTY63BJmn2BP+Tv7BO8mDn/vzVYwmAWqVCUsCOH3R4fOYznNawpz9MzZ2F7QJtJ4RCt8fKGzmmYlAl04otkZ4zPa2RT4KKcH230qREYtXGS2+vw+arCZU8+rbEFVwLjI6PCFzoIqUeu92fXRNThw5AWs23vYavuZld66UDpmu0A58JnNmN53PX60f6dXZjrqxGLaZSWgbRLi+Yvz2sArqFJsrfX5XipkGmy2+DQM/oCZHw/fQESfzWk9Qoi4Buqu7DKj08YtKgC+wV7NkinxIYu64ihJbIGi75f6G99BMSZUJimJ/V+UB27ZlNoj2scXOgvnDDHt7wlEs3PA1WOgq0cmALdvW9v6O1PDmk1rbNlIW6kIN9es603JmrDTT7Rp0kSVqPW+hJ0nfKg0Gy4VQZWwctkQZubqrWZ09f+wz7RJR6MXKC7tV48JAFvue9q4dp27Un2BsWokADNSu20A/r0vg9rTktcERp/g+W4Aj3vcJuRAnKYwn05iRuPA132R4gR7hHwbTMLPQxGhdBHOyPp0Vl+193CbGB448gIWmLUXGiuCilfgf3nzPc6CA0deMFoShbcAbSLh6wvt832zPc+gCnSPkatmE9EnAfwxgCqAP2Xm/Vk8btnxTXaE7wPYHXhcOz82DR5zlIqkYXQ4wMrlQ1rHHp/AGVgKUNV74tPEVyXCH35uM4BkF/m+g3DGDPcjNEocde5EurWagvCZ2Tp+tH+nc71ZMog9LXkmc4zBMxH9EoBPARgjov8n9Kv3oWF/JPQYPpY5NtP6OAdRt5xwGMlsd2ozc7Gyx+EJi6qhJ5yprxJhrr6AFYG70im8RZjFBUZtZg5BhbRZjPMX51vbbjaRyMoX2iVGgyjQvUI3NLvp5vGvAfwiGsNXnieiJ5n5B1k8fl5Zom7hc/EZvo9tWqnOxi7M5FTN6BsfLRXJMtERVAn33rxUz6x22dTPvnKtemeU64YPC8xt3w8VyJqIfp+uev9whw+2bl5B1IZVofyi1Wu1JWYWm1nvLKdWpjk+BnEabJ7JHFsk8AYafqEXAJwI/fckgBtSPauQG6qZ5KFdW2LXr9pq9lYuy78uLWvill3UF7mjE14F0OqxXFnncM1Z3Ho+W5VdfZG1J6X6AuO+p05bRQKIVxtnw/Q8dzmaYfpZoHuIbmj2tQD+lplfYuaLAP4jgE9n8cBSk9mOsrEzvX5XycZdB6ex9Xefxo4NqxPXFd+xbW3bhNNVIwEOfKaR+dV9VnGCdNU7A/hfXKsdT9P3I9xvseW+p/GFx0+23f/ZF9/qmD77kbWX4NCJWtv9Dp2o4SNrL+nQZOUX7bPmLPtI1GtLc3xkuZaykGcyx5h5ZuaTAE4S0VeYWUwDS4S6Og0PIxnzuEo1lX0wgPMX8/fi7FVMmZ2oCN++bW3bWG5f8/y0nJutG4P6qOe3btchTjbDJjq1mTkEVfIaES9kT5c0ewzAa6GfXwdwXfgORHQngDsBYO3atd4PPIglP6sM5VgK2+v3CQDOzdZx8PnXcO1Vq/Dsi2ZXDh1jo8OtyYNRTB7/cQnbrro0Updln6sv4Le/9j3tBFefGmoGcOylcx2Jlrn6Ao69dE77fOrzsK3Zt48kjvamPT4GcRpsntl2Z82zBM7lIrqtroaR+BwkWTXLdZugAswvdq+UBOhsvmSYJwH6TjtMs37b2G9bI2XcmjDXSU41w4ws66yHFLpDzpqt2yBp++ox88MAHgaA8fFx76/1IJb87LtpI/Y8cbJjxyuM6fX7lmPUFxjHXjoXa12uC96sPpOw7erug9NGDbPVD8/WFzHrUT9uwvS4NltPwJxsijb/mUp54mpvFsfHoE2DNZUrZpHM8bGqE0qEa/vexcTWMSyWKHAGgHrCwDkaBQQVQlD1c/msEhmzEjquen++ZQs+r1+3vrjfF59SlJnZepsP7SCJ9QDwOoA1oZ+vQKNcJDWD6DM+sXUMBz6z2TosyvT699yw3tuTOE4yxKekK4vPJGq7aluhcs/IA9Pjmm5Xr11XCvfQri2Y+tL1qd0vbM/re7uQXbmiDh+3DaEgkjQHZHF1mnWDSa8xElTw+7dcDWCppKJKjVKDlcuqqC/Ytx9tY8Wj7/PkVA33PXU6F2u+JETXF/f74lOKImLe1zwP4KeIaB2AGoBfBvArWTxwnlmiInHpuMoG6twbbK9/YuuY95hpW+Y2/Fy+gcWeG9Y7M+Y61A6ZrozQ1FynyGs3dNuHVuGvX327432/9ZqxjqbB6OeRJpMbV3v79fjIm7yy7Ta3jadgSWgx882Zr2YA8A2Ik1qsZFHj42N5121sAWtcZuuLuPtrp/DALZs6TgKu2m4l+qbgMfw++/qdxiHqbxqX6PfAZIFn+74kPdlnQZFuDL3uBNENzWbmeSL65wCOoGFV92VmPp32cYH+rMk06fjxV97C0TNnjXaPvq/fFXACDXeMXR9do3WPUEQtK11MbB2L5c1MgPP17LlhPfY8fjITb/w4fPflc9j10TXaz2P8yktz+z7GPVcnPT56XbfKii3z/C+b/78FwAcBPNL8+TY0xr+mZtD8QuMExEmbA7K4Op3YOobjr7yFRwyTq7qNCljj1GLbaoCBpfdy9uK8d/bkoYgtkm4gghrLHcfv1LXWMMyNdYTFcPbivFdmO/o9sA3Fqc3MYfv+Z6xC2+1gp8gBLCUZ/pK7ZgMAM38TwDezerww/VaTadLxsDZEv0txXr8r0UFN682jZ87i1mvGjJoeHhIS3S0bHQ5w782dAzzejjHU5MGmZu0+ON2aTht9vKQDU0yMNS3njp456+zTOHrmbKuZWgWbuw9Oe2la0uB0x4bV2s9DnUN0xP1+lES3SgmxIxghor9k5o+5bov9xA2/0L9ByC8UwG02v9Dx8XE+fvx4mqctFFPTmM572eb/aRpyoogezEpA4hzcPg1u3SC8lbhu7+FMs7hxgtbGWiq4UF9svYfHX3mrI0BW6/Vx2FAOHQeff807gNd9V1xm/ervop+7z2ecxAs6L+IcP7343ER0gpnHs16b5nly0ewklF2z0xJXs3xckaLogjdAPyDKtHOlvseTUzVtOUZQIRz47ObY+gE0dBOgWB7ztvOfDy83B5D4ls0RgB/t32ncTXONvE7in98NPStSM/sFk2771DyvJqIPMfNLzQdaB8B8aeRPyy+0+bjKLzQTs/1eJE6Nk61GTR0MpqvI8NVp0ivPtN3UjaYyxlx9MdXjhEUo61rsuI+nXkttZg53HZxGhfTWSeHpYSZU4Hz0zFnvwNm0g+BySTEJpc9n3EtWYUW6MZTMCSIvzRZiEldjXPpsynJG72saya0LnMO6cuDIC1o9qi9yhw74lPcFFcKKoNoRvNp0xTb8JczocKDNUKvmS5+kQuuxRhpe1qadgi989SSAzs/kvqdOJ7aP64amlEy3SoWP28ZuAN8hou8Q0XcAHAVwVwbPrfML7fi2EdGdRHSciI6fPXs2g6ctjjjdsr7lCS4njbgdvcpkPk2Gd3Q4wAO3bMIDzaa8pFSJsLs5fOOeyVM4/252gy3VBK4Rj4mBJkyleerEZkN5QvuKmKtLeGLrGP7wc5tjmeD71sH3itAW2W1esk73vDRbiInOncblGWHSZ98hGZNTNe+AXWm10hXbsR79nc7J4I5ta9t+PvDZzZgxZH1Nz+U7pfDemzdq9U5NC7zr4LR3n4w63ZrWtMCsHchiymj7aKZJOypEWLf3MLbvfyb1gKCS6VapcEYOzPyfAPwUgN9s/reemY9k8NxOv9Dm8z/MzOPMPL56dbmTJyabr9nQiGWFzbooShzBs90eFuc0EDUE0LcT3MQCc+sk8cixVzOpgwOWsr4TW8ewbCj7yYmqVMbG0TNnW/d1YfPpDk/UOnDkBdx6zZi3LY/vBMReEdoiJ2SVaTpXjpotxEQXYN6+ba3zuNNpsC3LqVAa7svMXB0HjrzQOv/YjnXd79RE2wd3bcHsxXk8cuxV1GbmMBxUcP7deew+OI2Kw/Itik/gOTocaN9b5ZAR9xz29lwdk1M141qBzvfalrTy0UyT/obPe2knbJZJt8qGr1XdNQCuat5/MxGBmf99yufOzS+0VzE1RJybrXds1blM48O4BM+3o1eXpU6CbeJdtwmXR0RrwNPW1elQwnTfU3YDApfRfhg1/jraaKMryTl0ouZdoxxt+LtkOMD5SANlLwltkW4MJXSCyEOzBU9cTWTKxcEU5FHzMcLHuk+WM4mGh0tFTBZ0QYWMOqCrk56tL2K2Weam20UNZ4ij75Gr1CWoEO69eSOAzgY6U7mKCwa8zrfh99o1bTVuw3VFU6qZtmyuhLpVGnwaBv8DgA8DmAagvpXMzP97qicmGkKjYfAX0PALfR7Ar9hsj/ql+cS3iN/H6szVnBCnoSFuc0vchjsTKsueV4NilQh/+LnNRnu1LB5/kblNmFyBeXRNviO8w59d1s0gk1O1tgu76KSsbtDPtkpdbBjMRbOT0C+a7Uv0GFKY/I0np2rGoC2sK+ffnTfuvIWP9zRN1eGmQR+3DYVv42D49ezYsLrDOk+9R6tGArxzYb7Nsk79TvUCmRors24qjxJ+r7NuuDatXTUzCsWQpmFwHMDPsivKjkmefqG9jm8pxf0Tmzp8JuM6Z8S58vRpbgmfBHQCGBeV2dydssTDhqpXA9Jl1ysAou2PSd0owmsKZ0+23Pe0tTwlnInIshlEd1FxIWWzZ9o1iK1SYnLRbMGO7cLcZktnKm9TWUiXJoczwiYN90l0KN2Ia4fmqzcLzC0XDF2GWK3v3GwdQZUwOhzg7bm6Ntg2aUPeA77CGWXfXUNd5liXJMhiRoPQPXyC5++j4Rn6ZtZPnqdfaC8T5yDJwvfU9zF0YhBUCSuXDbVEzLb96DPFKkzYmD/vKXy+Lhg23tfMwPhciJg6wXVrApYubnzePfUashRbW5e5ye/UlCVOmj1O6m0udJCbZgtmfC/Mo99pn0EnJgho8042+fw/cMum1hpNz8WAs9QgzD2Tp/DYc695Z3rD465dOlxfYKxcPoTpfdcD0Afb0fdxcqqmbSrPaodUoQL3RlP8Jqd2R99vU5LAZ6Kh0Dv4BM8fAPADIvougHfVjTJhMDm9OmYzSX2U+l2SUoiFpjG/bVhHlqjXlPRENTNX974QuffmjV7TspRwxnnvVHC8Y8Nqrc90ku+Rrcs8vE4A2vKX8OQ0nwxRnDX0ittHiRDNLoA439PwfdNMdI1mtKMBXVTDXaVrvsfrPZOnYg/RWmDGVXsPo0oUK0kQ/Xd0vZNTNa3nPrDkax0NoNNOrFWB+7N7P956n0xlHNH6dVOS4OiZs9bPLku6VR7X12V4HjXP/4vudmb+z7msyEI/1c/105cq6UCVKhFefOBTXRvIourk0tQ8vxyj9mxyquZ0HImbrQcaWe0bN1+mrRlUFnhx8f0MVM2f6f6m1+NTh93vhv5drHkWzS6AuDo2Ztit0TWOAY1a4JFlQ9b7jA4HrWytjXsmT+Erz71qtNsMrw9AR+lgt6bPVolw23VrrFMCgwp5jfSO1p1nMckwPHYcMDcdhntciq5tTjPYpRefJ28S1zwXIbj9iC5Y7oeAAEieGVTinzazGBXPoEJAcyytImr3lkQ4VzWN9F2EP2tbcEzw9/MOMzNX12ZZGEsWeHHxvahQn5UrU236u7hr6IUdmbIhml0McRySAPNYblPQEW7eXWdoSJ5pWq65xkkfOlGzBs5qfXueOAkwWvqqbENtBFXyHvzkYoEZjxx7Fds/fCl+/JMLxgEuPqjAWTVFZoGylLvr4DRGhwPjZx/ucSmytnlyqqYdppVHeVy/l+E5g2ci+gmWdjyWAQgAnGfm9+W5sH4ir0aorGtObY+ta1QE/A3tdajtrKSlFCrTGm6qvGQ4ABE09dPc9rriBs5BlbDvpo1tt/mMxbUFx8pCL8lrNz1q0gsRH9skYEng435mPicGsVXKBtHs7IijpRNbx7TlA0GF8J4VQ9qeDl0w4XMc2I4/V3ASp2k6SRB84DObM+9hOfbSObx3xVDqTHFtZg5bf/fpDjcPE6tGAuy8unOXT4dvj0tRSQIVh6RJcMSh38vwnGUbHX9ANAHgWmb+7XyWZKZsW4AuC7I029Gm7ISp6SDOVomPnVtQpbaMhO73qtHwEkvzXNJSClXLFt36zMqGLrxFGr1YeGNmDqMaO6XhoIoVQUV70ojW3Cn7J6CzXjyoNAJXz4RKx7qnvuTetnUFBa4ttzjvdRm36vKgW2UbmucVzU6A7jvuUxplOray3K53lYRVibDtQ6vw8n+f815HFowEFfzg936p7basyvKybvyLMjocYOXyIa0mhj/TNGtQn3VWZZtxHsf1OWRdHtcvZXhprOraYOZJItqbzbL6F5/gIs0VmGlLRLelFnerxCczYctI6Dw4Tb7Hb8zMeWc9FeFtQbVl9ltfnU4UbOoYDqrYefVlbSUQ0UY4UxbJ9L4x2ptUZubqrS3e0eEAK4IKZmaXHE2SWve9c2Hea9vWtRPiyn6Ff+8SZMkeF4todjJ0OsgAHj32KsavvNSagY5jBZpku97lULTAjGdffKv1c/gYz8vOrULA799ydcfte25Yn3rabJUIH7xkRa69MW/P1b3qxZP0qSjUZx3HRcu2wxxnR9sWb+SR+e73Mjyfso1bQj9W0PAQFf9QBz4BqK9o6g6euIG38qf0uUJNE9QToL2qNNkx6cTE1cmtC9yzCpxHggpuiWTvfer8XFSJjL6mM3N1DAdVPLhri3dQCgDDQQVzES/m+iIn2rY1bR+7nFZcGbUyZRj6BdHsbDDpIMNdGqHD5o6TJBO576aNsXbabGUDJlw7jIroQKXo6xkJKq2Jg0m47bo1GL/y0swHXIUxnY+jQWrSwDlJ4GgLkOPWFJsumsKWsVnS72V4Ppnnm0L/ngfwMoBP57KaPsInAJ29mDxLaCuFMKEOHJWtve+p09oJcmkyEyYB8r0KVc0sRcEgHP7em4kFenQ4wLvzix2v0/V4UdFzneCIzENMXN+9rGvRxNy/5xDNzgCbDsY9VpSuhcMuAnDrNZ1Wn2HbR9tArDgX2uF1R4MaXQkasBQQh+/rM6hLd84KKtTRSOhbhrGsSm2ZfvV6XX8fN0O8Y8Nq7e2mRJgqHfQh6Q6cLUCOq+M2D/C8Atos5lT0Kj5uG7/WjYX0Gz4B6LnZurNx0HTwrAgqqb0qTc/vk5nQZSRsV9a+V6FpJgBmga30wsVwUMW9N2/E8VfewmPPvYYFZlSJcOs1Y/jGyTedFzth0VPvi2m7k9mdzTeRdbDb79tzZUM0Oxts7hlxjxVTCcjRM2dx9MxZrcaHs9SmLXkVnHz47m96BYqmsgFX5jtOAKR7rfVF7qgp9g34Ly4sOVWEcb3aBeZY58ivnXi9Tbdvu24N7p/YZAxGFxm4Y9va1t/oSBuc2gLkuDre75ngblNx3YGIriCirxPRj4no/yOiQ0R0RTcWV2b23LAew0G17TbS3C88ZU6H6eCZma3jgVs2tU1tCmO63ef5J7aO4dZrxrTrBRrZ1QOf2YwDn92MsdFhEJbqdncfnMb2/c9orYAmto61xpC+MTOHA0de6LhfWTtxx0aHW1O8Dp2otcR0gRkHn38N/3DBvUsQFb2JrWMYMwihymTovmOmDIpC93dpgt2JrWN44JZNre+Cei9ElItBNDsbJraO4fZtazt0MMmxYguCbOUhYWznituuW+Ncgyu58ezej+NH+3e2Df4AGoH19v3PYN3ew1ptj/7eFBS/PVdvew6TtumYqy/gvqdO4+6vnfIOupUOqedxnRNn64ttuv3IsVdxz+Qp64XSoRM13Hbdmg49BRrnRJsOut5XwBwIX27Qf9d30/Y5C/HwKdv4dwC+AuCzzZ/vaN72i3ktqh/QXeUl2QK0XV2apvuZXDdMqOcPu4PotsQqBPzKde2d5nEaF3zul3Uzi2nrLs6Wmw9/9/YF3HVwWvt8PnZPJtFzZXUrkfMBoyHoroYmINsMRD9vz5UQ0eyMuH9iU5sVZtJjxZUljFN2YVongLbMqcltIw4uzdb93lROUSHCur2HW2vZc8N67HnipLcdXhzru7Cvf/Q1+2bpgcb7+Yef22zciU06GdD3nGnT/zg63k9D2XoFnwmD08y8xXVbNyiz7RGQzLrFZ0qP7sCIUwcXxy5Otw3l+7psWYlVIwGYG81zvrVwD+3aYn2dti07AjA6EmTqRZoUZVtn2ka9ZDhAfWER5y8utO6vmzAYpmx2QINAFycMimb3GDYdBzoTICYNzPq4dgVVLm23jaS2aXhQJez66Boc/O5r3kNOXKjnVAkMU52xyfnJxMtNazlTCV0Sq8E4sUDawLdfJv0VRRqrur8nojsAPNb8+TYA/z3LxQ0KSWpDdVeXOzasxoEjL2D3wWnjtEJfq7PhoIodG1Zrpw7p0HXz+jYu2DLs4SDWV0pNmXeg0VD3kbWX4K9efMtYs9grJSIrlw9ZM/TRWmnThMEwcdxVhL5DNLvH8MkSRjVe59efZR+BT/bTpe22kpOxpsaSZpevvsDG8eC6wHs4qGL5UMXaN/LzH74Uf/XiW63zmCmba+oV0aFKPSa2jlmn0oYz6j46G6fZL+2uXr9P+isKZ80zgF8H8DkAfwfgTQCfad4mxCRpbWi4TmnPDetx6EQNtaZZuxKIaL2UT0MLoRFghmt0fYge4La6rLhrCrNyWdVadw2YGwyZYQycAbRqr5MwHFSM60pC9P30aZp0fVoEOL8jQt8iml0yorWo909syr2PwBZUKUwaWSFqTYfVoTKoP9q/01geZ0s4P7RrS8drv3HzZcb7rxoJtHqvqxPX1QpHy98U4VpyU8k0A7F11vecmQX9PumvKKyZZyKqAriVmW/u0nr6nm5dRfqUYTAaY0/j+laGD/DJqRrOvzvfcR9dliTuJEFVphAlqBBu3HyZc2KS61UlmWwIAHP1RYwmsAo0ERXMtKKmy9yETyJS+9a/iGb3JnEHWqjb8zw2fYKqHRtWaz3uF7jhgGGaaJsmQ676eXROTDoIjWSJSe+jr9O0CxB1SVJuG4oZjxI/34yuzy50VnXKad2VpF5ajzV4ZuYFIvo0gAe7tB7Bge9VpPpy27aagPiG7+ED3DRFcSSoYHnTeUOZ8ofF0LdEREeVCNeuW+UsW3Bx4MgLrVKXsDDMXpz3qoMm8vNvdhFUCLMX59u2/XybJnVBsi2oVyfsOCdwH0Rce4c8NZuIPgvgXgA/g8a4bylm9iTPrfOkx59JZ1RWeWLrWNuU1Shz9QUc/t6bWD5Uab226LAUwKxJQQUYqlY7AsgdG1ZrS85sJSJvW85xuiBRF5xPbB2zjl331WXdOnWfka3JMMnFlok0VqJZrqPf8CnbeJaI/oSI/hERfUT9l+ZJieizRHSaiBaJKPcGmn4iznbPxNYxTO+7Hg/t2pLY0m50ODBuHZrKC+bqizg3W9duZU1sHcNiwsAZaAT7tnIMX0xC7NtAqKwCozZIK5d1WhYB+gNtJKgAhI73aseG1VrrozAE4PZta9s+m4d2bcH0vuuNFlC6KYcuq0QXSlylRKSnyFyzm3wfwC0A/jKDxxoo8to69zn+TJZouvIFYCmrPDlVc67v3Gy9LTDWDW669+aN+kCj6YEf1jCVyda9HluJiOl31HydWWB6v6Jc0iwpVJg+IwBG2zifkhpf0liJZrmOfsOnYfDnm///3dBtDCBNy68S4X+b4jEGkjRNhyZLO1vH89tzdUzvu177u7j+pFnY0cWdGmXi8tFh7VW1L5cMB8Zt1XsmT3Vs/+nsrnROIVHrI531kwqcTVkS03fElCVPcwKXZpSeJA/NBjP/EADI00NeWCKvKZyu488nc6jbCVSPEVerdcf+xNYx3PfU6Y7ERH2BcfTM2Q5HJtPrcZ37dI4lt29bm5kOTWwdw/FX3nLuekYPjyQamfXFVtISIKmXNuMzYXBH1k8qIpycpB69tr87/L03jRlXm7jHGRHuU0fnwlUmQWhsOfoE1yp4TVp2cV4zWj3OlK7JqZrV9zssdnG3ZU2ftcnWL80JvJviKuUhfuSh2XEgojsB3AkAa9euLXIpPUNeUzhdx58rcJvYOmZ0ZnpjZg4P7toSuy9EtyZTvXDUFcikibWZzrHiLseSrPQhrDsVIueuZ/S1JtHIvC624tIr6+hFnMEzEf2W5ua3AZxgZj8/tBSIEHeS9CrS9He2RgibuMe59gkfbLY6OhPKC9nm68yAd0mILhMSh/oCt2UO4tSGqfua0E0ajPt5m/4m6xN4t8RVau/8SaPZRPRtAB/U/OqLzPznPs/PzA8DeBho+Dz7/E2/k8dgIsB9/PkEbj6DuNFbUsMAABkXSURBVJTu+uz86Y59V2Cs/m/yhyaglayI22CZ5qI7qjtxRqCHf46rka6LrSy8n33+Pq+Lvn7Ap2xjvPnfU82fdwJ4HsDniehxZv4D3R9lIcKACHE3MB3cruDYp/sY6DzYfLKSyiNUd2DvPjhtHCAA+JVfZDEcJfw64mzN2TLeeQpTHifwbomrlIfEIpFmAwAzf6IL6xtI8nDPcB1/PoGb6zHiTunbsWG1dp17Hj/pHIhi+i0DiY71tBfdcXcngwphzw3r24LT0ZEAQYXaXnuS+Q5Kq9O+pjh/n9dFXz/gEzy/H8BHmPkdACCifQCeAPAxACcAaIVYRLgYdFeUgP3Lb7JsY4b1oDRN6BsJKli1crnx+Vx1dOEpS+r1hAfC3L5tbUfdma32LS/CJ6A4W3O2i4flQw2XknufPA2ixgVKloKV9Qm8W+IqtXexSKTZQvlwHX8+F7dJjuHbrltjLL179NireOTYq20T/kx1z3FIcqynveiO85xqdxRoPwedm60jqBJGhwO8Peev5yatTvua4v593paJZcUneF4L4GLo5zqAK5l5jojezWdZggtTkBy9ooyOFNVdZapGCJ0Y2g4q0w7WsqGqdYSszV85qBLOv9uwbhsdCfDOhfnWFbta+wO3bNI24IXX+Ftfnbaa8OsYHQ7wk3fnseDxh9EtNFOtdZwtTMLSNMFwLXmvlyh0Q1yl9i4WuWg2Ef0TAP8KwGoAh5sjv29It1QhLa5SBsAdGMc9hlWzsu6coVQwqlu+O5UmkhzraS+6TbpTJcIis3GkefTcVl9grFw+ZGy+j0Pa1ySJiGzwCZ6/AuAYEalSi5sAPEZEKwH8IMmTiginw7TtEvbbtKELiG11yKYssclb0+a5CbQLem1mDpXQ+Nb6ArcCR12WQq09au2je/zohYMNle3ect/T2ibI0eEAK5cPGbfQdIGzaWtOd/FgqvVTDHqJgtTexSJzzQYAZv46gK9nsD6hi6S5uNU5B6nA+f6JTU7nibBupXFZSnqsp73oNumOzeot7+A07WuSREQ2+Lht/B4RfRPA/4zGOf7zIXP825M8qYhwOkzbLmk6om0Hts4LOm62NYoSdNOgFRs+IhRnmzCc7TadCEyWfaaauCqRUWCTNOEAg50ZkNo7f/LQbKF82JrCfBrG7pk81ZZZXmBu/awCaJ+AuDYz19pJjNb+BhXCe1YMYWa2bjyf2LTU9VrTXnT76E70uU0uVFkFp2lfk67+XNVqC/74ZJ7BzCfQqJUTeoAsgijfjmCgs8N4cqqGPY/rpwTGzRAksYtTa3edAPbdtFEbmA8HFawIqpiZrbdKQ1yWeybhM30Wi8xOG7u448EHPTMgtXf+iGYPNramMKCzvE9XFvbYc69pH/ux515rBc++GsZw1/6u23tY+7dRLY3zWrO46Lbpju65gyoZGwSzsNvMJJEQzYeJa3BsvIJnobcwBbqrRgJcqC86hUwX4O65Yb3RxQIArtp7uNUQce+Tp7Vd0wS0MgS+IhH3QiAsQi7B9BGZ7fufcWanbRcEPltgactsXGsQBEEI45oM59MwZtoNC98e3UVzYav9TVpO4ONlnfVFtzq/6dZbX2CsGgkwsmzI2ZOUtJclzWs6cOQF1BfaP9uo9argRoLnEmLattl300avCUi3XtM+gMO3vGFmrm61G2LAaaUDtAezJscOHSp4n9g6Zp1EFRYAl8jYgncCnFf1PltoScpsRoeDXNw2BEHof5LU3UZ/Zyoni5bxhTXW1DPis4ak5Qimx6vNzGHd3YfBjI567Sy9n3XMzNYx9aX2CwTfc1beSMNgNkjwXEJsGdUDR15wTkBSzYGTUzXseeJkx1WoDZdPp1qXTiTuffI03p1fbN/iqhCCKnmtYeXyodZrTyIAOsE0ZTvCdnk2fLLbcUXJ97l7EZkCKAj5EOfYcmVxfTK8Jju6265bY1yjq1lc9zyKpOUItpJDFfuH67XHr7w0cQZ4cqqmHWeuW1OUXglapWEwGyR4LimmjKrPgRge3RoncHaxaiSwrkGXkagvMkY9x3z7TsXSocuGqzKVqNNF3BKJqOirrVF1e5wymzKXZ/iU0khwLQjxiTsYw5XF1bn9RIebqCxt1G1j/MpL20Zqh49hVwOhz5S8uHoQp3fkkaYHdRSfDLDNWSmMScN7JWgV56JsqBS9ACFbfA5E1+hWF6PDAYJq+9ZdUCXsu2mj9xrCvD1Xb00HtBGdijUcVNt+bxMAXTacQ/9Xr2ZsdLits3tyqobt+5/Bur2HsX3/M5icqnU8thLV2swcGEsnNnVf01r33bQRD9yyCWOjwyDNc5cNV52l630SBEGP69iKMrF1zKgtE1vHcOs1Y209Ygzg0Ilax7F4/8QmvPjAp/Dy/p148YFPtbK2cbROp61ZaoF6rWlxnQ99m9tXBPqwKu45Ky9s3w3BH8k89xmuq3Cf0a02ggq1pijFnWq1Iqho65vV3/uuG4i/xecSRkZnuYRvtsd0YvvCV0+2JiPees0Yjp45q11rN0SrGxlf17akjNgWhGQk2fK3ZXGPnjnbUd4XPhZNeuHTnAe4dTlrLVBrS+ojDbiTPr7JpnOzde15opfsNsW5KD0SPPcZ0QP0Ekvj2Z4b1seqeQ437IWfy7UGU7cxsBQUx1l3+Hl8BcCnMTEqjr4CbxJVtb1Xm5nDoRO1wq7u4275JsW1LdkrNX+CUDay3vK3HYs2vfA5hn10OY4W+F74x7X+DGPKAIefOw6mCwEJWvsHCZ77EN8DVN0n7LYxHFQwv8htAbVrolLcNZiEUBd077tpYyZi4zGDpONE5CvwPhn8IjOs3cr4umrpeqXmTxDKRtZ1qrZj0aYXWRzDcQZsxbnwj54/hoMK5uYXndofTQqZnjsukhTobyR4HnB0QW6eW/xxDed3H5zGXQenMZZyHa4ucN2EJd8ThW/GoygxzSPja/uOxC3nkUYVQdATPs5GRwIsH6poB4zExXYs7j44rf2bN2bmcPu2tR1WqHGOYVvTne5x4l74m84vk1M14xyDsIuT67njIEmB/kaCZ6GDtFtLSYNvW1Nf2lIDV3b4PSs6BdQ32IsGjWnGludB1hlfVzYobjmPbGMKQifR4+zcbB3DQRUP7tqS+phx2Z3q9OKS4QCHTtTaAlBC+9wAF6aA1DSCO6sL/4mtY7jLclGQxXOEkaRA/yPBs5ApaeprXWKVptTAlR2e0dRDxwn2wkGjbruvSDHNOuObpgxEav4EwY+8yq2iyY1oMG7SC6LOyYSMpbkBPpg03jSCO8sL/7GYjxWnoT6oEN6zYkiGWg0QEjwLsXFt2ScVfB+xSpoNUM9tMri3GffHFcFey7BmvR5p/BOEfMvbJqdqRi1MW27lSm6Y9MJWzuFL3GDY98Lf57MwPdaODau1vtWuhIuaD5C2pFAoJxI8C7FwiW+awMqndjhN6YMStyRZ2LgnyiRBd1G15nGRxj9h0MnTwUY9tonR5jCquI9pKsfQJTd0emH6+zjHfdxdsHAgX5uZQ5Wozd867Bnt+ix0FwU7NqzGoRM169/GcYASBgcJngeULOuSw+LrG1i5ste1mbnUk/90JMnCdsPqrVt2clkgjX/CoJOng42rUe2dC/OYnKp5P4+Pa0TS5Ebaaay+iQgARn2M81lELwq273/G6Vvda/or9AaFBM9EdADATQAuAngRwK8x80wRaxlE0rhauDLLPgLr23CWVyY2riB2w+qtTANEeq0sRRC6TZ6lS67HqC9yLF3wcY3wyR5nddwnCUht+pjms5ASNCEpRWWe/wLA3cw8T0T/N4C7AfyLgtYycKRxtXBlln0E1jdQjCOyeZY8JBHYuOspm4hLRkYYZPIsXUra+2HSHJeGxMkeF3Xc2/QxzWchJWhCUvRD2HOGmZ9m5vnmj8cAXFHEOgYVX1cLHXtuWI/hoNp2m2509rN7P44f7d+JZ/d+PDf7IYXKZNdm5sBYugCYnKolerwotm7spOuZnKph+/5nsG7vYWzf/wwuGdbXMYqIC0Lv4aODWT52FNMwEZ3m2DRkbHRYaxEX1aestDQpNg1O81nk+TkK/U0hwXOEXwfwLdMviehOIjpORMfPnvW3xBHM+ARkpkB2YusYHrhlE8ZGh0Ewi2+S508aKNoy2VkQV2Bd69Gd6M5fnEdQoba/CSqE2YvzPXMCEwShQRY66PPYQMPVIUzcYSIm/Xpo1xZtcsM3GdHNANumwWk+izw/R6G/ya1sg4i+DeCDml99kZn/vHmfLwKYB/Co6XGY+WEADwPA+Pi4x5BlwUVaV4u0W3dZN5zlXfIQt9bPtR7dia6+wFg1EmBk2VCrs/v8xfnW2PRebiAUhEEkzxKGuL0fNs2Jq18+ZXXdbnB2vYY0n4XP3+ZZFtgPDOL7k1vwzMyfsP2eiH4VwI0AfoHZNX1eyJJuuFr4Pn8WB1s36tbiiLNrPaYT3cxsHVNfuh5Aowt8JjJSvFcbCAVByA8f7fHpRfHVDZ9kRBENzkXVW5fJCakIBvX9KaRsg4g+iUaD4M3MPFvEGgYdVZf88v6deHDXlq5vW7nqouPQa3VrrvX4lK2UrYFQEITiyFIDRZ/aybsssOwM6vtTlNvGnwBYDuAviAgAjjHz5wtay8BTdueEXrNOc63Hp2xFusAFQfAlSw0UfWpnkC4UkjCo708hwTMz/49FPK/Qv/TaBYBrPSuCSuvkNDoc4N6bN7bdXwaRCL2G+PP3NllpoE8gPkj6NEgXCkkY1PdHJgwKQhfRTft6d36x4369lk0XBIg//8DgCsTz0iffxrNuNqgN0oVCEgb1/ZHgWRC6SJpRsoJQJMz8dOjHYwA+U9RahOLJWp98G8/yaFCzBeOSyLAzqO+PBM+C0EUGtT5M6Dt+HcBB3S+I6E4AdwLA2rVru7kmocT4JhaycPoIB8ujIwHeuTCP+mLDc0oXjEsiw84gvj+9MCRFEAaGrAfECEKWENG3iej7mv8+HbqP1Z+fmR9m5nFmHl+9enW3li6UHN/EQtoERHQIzLnZeitwVgyCW4SQDgmeBaGL9JqtniCEYeZPMPPPaf5Tg62UP//t4s8vZIlvYiFtAkKXudYhu4GCDQmeBaGLyDhYoayIP7+QFJ9R3r6JhbQJCN+gWHYDBRtS8ywIXUZXHzaI402F0iH+/EJsfBv8fBvP0jaomazVwoSDcdFmQQeVaedtfHycjx8/XvQyBCFTdPZ1w0FVMtJ9BhGdYObxotfRTUSzhe37n9EGq2Ojw3h278e7vh6d3gZVwsplQ3h7rt4WIIs2CybdlsyzIBRMFt3jgiAIvUivOQzFyVyLNgsmJHgWhILptZOLIAhCVvTiBDpfazXRZsGENAwKQsGIfZ0gCP1KmR2GRJsFExI8C0LBlPnkIgiCYKPMDkOizYIJKdsQhIIZ1PGmgiAMBmWdQCfaLJiQ4FkQeoCynlwEQRD6GZc2i5XdYCLBsyAIgiAIQkx8Pax7GQn+kyE1z4IgCIIgCDGxWdmVARX812bmwFgK/nUTIIV2Cgmeiej3iOh7RDRNRE8T0eVFrEMQBEEQBCEJZbeyK3vwXyRFZZ4PMPPVzLwFwDcAfKmgdQiCIAiCIMSm7FZ2ZQ/+i6SQ4JmZ/yH040oA5ZkRLgiCIAjCwFN2K7uyB/9FUljNMxH9X0T0GoDbYck8E9GdRHSciI6fPXu2ewsUBEEQBEEwUGYPa6D8wX+REHM+SV8i+jaAD2p+9UVm/vPQ/e4GsIKZ97kec3x8nI8fP57hKgVBELoDEZ1g5vGi19FNRLP7H3FrKDfy+dkx6XZuVnXM/AnPu34FwGEAzuBZEARBEITeoB+s2gYdmTGQjEJ8nonop5j5vzV/vBnAmSLWIQg25IpcEIRuUybdsbk19OqaBSELihqSsp+I1gNYBPAKgM8XtA5B0CIZFUEQuk3ZdEfcGoRBpSi3jVuZ+eeadnU3MbM4cgs9hfhfCoLQbcqmO+LWIAwqMmFQEDRIRkUQhG5TNt0RtwZhUJHgWRA0SEZFEIRuUzbdKbtVmyAkpaiaZ0HoafbcsL6t9hCQjIogCPlSRt0RtwZhEJHgWRA0qJNBWbreBUEoP6I7glAOJHgWBAOSUREEoduI7ghC7yM1z4IgCIIgCILgiQTPgiAIgiAIguCJBM+CIAiCIAiC4IkEz4IgCIIgCILgCTFz0WvwhojOojHO28UHAPx9zsvJkjKtV9aaH2Vab5nWCvTGeq9k5tUFr6GriGb3BGVaK1Cu9ZZprUC51tsra9XqdqmCZ1+I6Dgzjxe9Dl/KtF5Za36Uab1lWitQvvUOGmX7fMq03jKtFSjXesu0VqBc6+31tUrZhiAIgiAIgiB4IsGzIAiCIAiCIHjSr8Hzw0UvICZlWq+sNT/KtN4yrRUo33oHjbJ9PmVab5nWCpRrvWVaK1Cu9fb0Wvuy5lkQBEEQBEEQ8qBfM8+CIAiCIAiCkDkSPAuCIAiCIAiCJ30dPBPRbxDRC0R0moj+oOj1uCCi/4OImIg+UPRabBDRASI6Q0TfI6KvE9Fo0WuKQkSfbH72f0tEe4tejwkiWkNER4noh83v6W8WvSYfiKhKRFNE9I2i12KDiEaJ6Inm9/WHRPQ/Fb0mwUzZNBsoh26LZmdLGXW7LJoNlEO3+zZ4JqIdAD4N4Gpm3gjgXxa8JCtEtAbALwJ4tei1ePAXAH6Oma8G8DcA7i54PW0QURXAvwbwSwB+FsBtRPSzxa7KyDyALzDzzwDYBuB/6+G1hvlNAD8sehEe/DGA/8TMGwBsRjnWPJCUTbOBUum2aHa2lFG3y6LZQAl0u2+DZwD/DMB+Zn4XAJj5xwWvx8WDAP5PAD3fwcnMTzPzfPPHYwCuKHI9Gq4F8LfM/BIzXwTwH9E4KfcczPwmM/91898/QUMkxopdlR0iugLATgB/WvRabBDR+wB8DMCfAQAzX2TmmWJXJVgom2YDJdFt0exsKZtul0WzgfLodj8Hzz8N4B8R0XNE9J+J6KNFL8gEEd0MoMbMJ4teSwJ+HcC3il5EhDEAr4V+fh09LGwKIroKwFYAzxW7EicPoREwLBa9EAcfAnAWwL9rblf+KRGtLHpRgpHSaDZQat0Wzc6Qkuh2WTQbKIluDxW9gDQQ0bcBfFDzqy+i8dpWobGl8lEAXyWiD3FB3nyOtf42gOu7uyI7tvUy85837/NFNLavHu3m2jwgzW09nRkiovcAOATgLmb+h6LXY4KIbgTwY2Y+QUT/uOj1OBgC8BEAv8HMzxHRHwPYC+B3il3W4FImzQbKpdui2d2nDLpdMs0GSqLbpQ6emfkTpt8R0T8D8LWm8H6XiBYBfACNK5quY1orEW0CsA7ASSICGttpf01E1zLz33VxiW3Y3lsAIKJfBXAjgF8o8uRm4HUAa0I/XwHgjYLW4oSIAjQE+FFm/lrR63GwHcDNRPQpACsAvI+IHmHmOwpel47XAbzOzCoj9AQaIiwURJk0GyiXbotmd5cS6XaZNBsoiW73c9nGJICPAwAR/TSAZQD+vtAVaWDmU8z8PzDzVcx8FRpfnI8UGTi7IKJPAvgXAG5m5tmi16PheQA/RUTriGgZgF8G8GTBa9JCjTPvnwH4ITP/UdHrccHMdzPzFc3v6i8DeKZXRbh5DL1GROubN/0CgB8UuCTBTik0GyifbotmZ0uZdLtMmg2UR7dLnXl28GUAXyai7wO4COBXe/Bqu6z8CYDlAP6imXU5xsyfL3ZJSzDzPBH9cwBHAFQBfJmZTxe8LBPbAfyvAE4R0XTztt9m5m8WuKZ+4jcAPNo8Ib8E4NcKXo9gRjQ7P0Szs0V0O196XrdlPLcgCIIgCIIgeNLPZRuCIAiCIAiCkCkSPAuCIAiCIAiCJxI8C4IgCIIgCIInEjwLgiAIgiAIgicSPAuCIAiCIAiCJxI8C30LES0Q0TQRfZ+IHieikebt72juu56IvtO8/w+J6GHNfbYQ0X8lotNE9D0i2tWN1yEIgjAIiGYLZUGs6oS+hYjeYeb3NP/9KIATzPxH4dtD9z0C4N+ExthuYuZTkfv8NABm5v9GRJcDOAHgZ5h5pisvSBAEoY8RzRbKQj8PSRGEMP8FwNWW31+GxpQwAI0JYtE7MPPfhP79BhH9GMBqACLEgiAI2SKaLfQsUrYh9D1ENATglwB0iGuIBwE8Q0TfIqLdRDTqeMxr0Rgf/GJ2KxUEQRBEs4VeR8o2hL6FiBawJL7/BcAXmPmibguwef/LAXwSwKcBrAewmZnf1dzvMgDfQWN88LG81i8IgjBIiGYLZUGCZ6FvsQiu9vbIfb6PhtCeiNz+PjRE+AFmfjzL9QqCIAwyotlCWZCyDUEAQESfJKKg+e8PAng/gFrkPssAfB3AvxcRFgRBKA7RbKFIpGFQGERGiOj10M9/BOAKAH9MRBeat+1h5r+L/N3nAHwMwPuJ6J82b/unzDyd62oFQRAGG9FsoaeQsg1BEARBEARB8ETKNgRBEARBEATBEwmeBUEQBEEQBMETCZ4FQRAEQRAEwRMJngVBEARBEATBEwmeBUEQBEEQBMETCZ4FQRAEQRAEwRMJngVBEARBEATBk/8fiywiFtwfgGUAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 864x864 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(12, 12))\n",
-    "plt.subplot(3,2,1)\n",
-    "plt.scatter(scores_x[:,0], latents[:,0])\n",
-    "plt.xlabel('PLS 0')\n",
-    "plt.ylabel('ground truth 0')\n",
-    "plt.subplot(3,2,2)\n",
-    "plt.scatter(scores_x[:,0], latents[:,1])\n",
-    "plt.xlabel('PLS 0')\n",
-    "plt.ylabel('ground truth 1')\n",
-    "plt.subplot(3,2,3)\n",
-    "plt.scatter(scores_x[:,1], latents[:,0])\n",
-    "plt.xlabel('PLS 1')\n",
-    "plt.ylabel('ground truth 0')\n",
-    "plt.subplot(3,2,4)\n",
-    "plt.scatter(scores_x[:,1], latents[:,1])\n",
-    "plt.xlabel('PLS 1')\n",
-    "plt.ylabel('ground truth 1')\n",
-    "plt.subplot(3,2,5)\n",
-    "plt.scatter(scores_x[:,2], latents[:,0])\n",
-    "plt.xlabel('PLS 2')\n",
-    "plt.ylabel('ground truth 0')\n",
-    "plt.subplot(3,2,6)\n",
-    "plt.scatter(scores_x[:,2], latents[:,1])\n",
-    "plt.xlabel('PLS 2')\n",
-    "plt.ylabel('ground truth 1')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "4uQVTVL8bNyt"
-   },
-   "source": [
-    "Once that the PLS parameters are estimated, we can solve the regression problem for predicting Y from X. We adopt the scheme used in scikit-learn, where a rotation matrix is first estimated to accoung for non-cummutativity between projection (weights) and reconstruction (loadings).\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "id": "gV0N6AqKbE5_"
-   },
-   "outputs": [],
-   "source": [
-    "# Identifying rotation from X to t\n",
-    "# t_x * loadings_x = X\n",
-    "# t_x * loadings_x.T * weight = X * weight \n",
-    "# t_x =  X * weight * (loadings_x.T * weight)^-1 = X * rotations_x\n",
-    "\n",
-    "rotations_x = weight_x.dot(np.linalg.pinv(loading_x.T.dot(weight_x)))\n",
-    "\n",
-    "# Solving the regression from X to Y\n",
-    "# Y = t_x * loadings_y.T\n",
-    "# Y = X * rotations_x * loadings_y.T\n",
-    "\n",
-    "regression_coef = np.dot(rotations_x, loading_y.T)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 1000
-    },
-    "id": "ZKD-C0UobE6D",
-    "outputId": "22688fd0-eae9-48b5-a422-a6395e5de483"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x1296 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(12, 18))\n",
-    "for i in range(Y.shape[1]):\n",
-    "  plt.subplot(Y.shape[1], 1, i+1)\n",
-    "  plt.scatter(X.dot(regression_coef)[:,i], Y[:,i])\n",
-    "  plt.xlabel('predicted dimension ' + str(i))\n",
-    "  plt.ylabel('target dimension ' + str(i))\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "id": "2t7WMrrHbE6F"
-   },
-   "outputs": [],
-   "source": [
-    "# Comparing with SVD of covariance matrix\n",
-    "\n",
-    "eig_val_x, eig_vect, eig_val_y = np.linalg.svd(X.transpose().dot(Y))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "R30NyLjebE6G",
-    "outputId": "d434e472-27f1-4f7d-eadb-17222757088f"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Eigenvalues for X \n",
-      "[[-0.36753226  0.32695545  0.31901594]\n",
-      " [ 0.54017132 -0.51142438 -0.13635813]\n",
-      " [-0.73596167 -0.54668695 -0.38095079]\n",
-      " [ 0.07131382 -0.54068145  0.43213359]\n",
-      " [ 0.16251074  0.20085364 -0.74011644]]\n",
-      "Estimated weights for X\n",
-      "[[ 0.36753226  0.32695545  0.31901594]\n",
-      " [-0.54017132 -0.51142438 -0.13635813]\n",
-      " [ 0.73596167 -0.54668695 -0.38095079]\n",
-      " [-0.07131382 -0.54068145  0.43213359]\n",
-      " [-0.16251074  0.20085364 -0.74011644]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Eigenvalues for X \\n' + str(np.real(eig_val_x[:,:3])))\n",
-    "print('Estimated weights for X\\n' + str(np.real(weight_x[:,:3])))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "MlmTRN6lbE6I",
-    "outputId": "baa1e69e-61e6-43ac-ee9f-e288a1b43533"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Eigenvalues for Y \n",
-      "[[-0.22469208 -0.22321827  0.22848154]\n",
-      " [ 0.42360052 -0.82303817 -0.17028297]\n",
-      " [-0.34143196  0.23277327 -0.37414229]\n",
-      " [ 0.53070486  0.30658588 -0.6691619 ]\n",
-      " [ 0.60979721  0.35299218  0.57536058]]\n",
-      "Estimated weights for Y\n",
-      "[[ 0.22469208 -0.22321827  0.22848154]\n",
-      " [-0.42360052 -0.82303817 -0.17028297]\n",
-      " [ 0.34143196  0.23277327 -0.37414229]\n",
-      " [-0.53070486  0.30658588 -0.6691619 ]\n",
-      " [-0.60979721  0.35299218  0.57536058]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Eigenvalues for Y \\n' + str(np.real(eig_val_y.T[:,:3])))\n",
-    "print('Estimated weights for Y\\n' + str(np.real(weight_y[:,:3])))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "FfYndKcgbE6J",
-    "outputId": "f0316d03-b576-4e73-ae46-0ba00354808f",
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "PLSCanonical(n_components=3, scale=False)"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# PLS in scikit-learn \n",
-    "\n",
-    "plsca = PLSCanonical(n_components=3, scale = False)\n",
-    "plsca.fit(X, Y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "G6e2k9PGbE6L",
-    "outputId": "44190583-93b0-41aa-8d51-92573d5b0cd1"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.36745572 -0.32646087 -0.30267791]\n",
-      " [-0.5399922   0.51144303  0.11763542]\n",
-      " [ 0.73610243  0.54625149  0.37318486]\n",
-      " [-0.07130735  0.54144866 -0.38043117]\n",
-      " [-0.16264435 -0.20072864  0.78137902]]\n",
-      "[[ 0.22485955  0.22212135 -0.2169345 ]\n",
-      " [-0.42328296  0.82287418  0.1493648 ]\n",
-      " [ 0.34172183 -0.23372426  0.32376757]\n",
-      " [-0.53074024 -0.30704996  0.68434385]\n",
-      " [-0.60976283 -0.35303468 -0.59789433]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(plsca.x_weights_)\n",
-    "print(plsca.y_weights_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "uAsqNC29bE6N"
-   },
-   "source": [
-    "## NIPALS for CCA"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "id": "1CjCX7FtbE6N"
-   },
-   "outputs": [],
-   "source": [
-    "import scipy\n",
-    "\n",
-    "# Nipals method for CCA\n",
-    "\n",
-    "# Defining empty arrays where to store results\n",
-    "\n",
-    "# Reconstruction from latent space to data\n",
-    "loading_x_cca = np.ndarray([X.shape[1],n_components])\n",
-    "loading_y_cca = np.ndarray([Y.shape[1],n_components])\n",
-    "\n",
-    "# Projections into the latent space\n",
-    "scores_x_cca = np.ndarray([X.shape[0],n_components])\n",
-    "scores_y_cca = np.ndarray([Y.shape[0],n_components])\n",
-    "\n",
-    "# Latent variables\n",
-    "weight_x_cca = np.ndarray([X.shape[1],n_components])\n",
-    "weight_y_cca = np.ndarray([Y.shape[1],n_components])\n",
-    "\n",
-    "# Initialization of data matrices\n",
-    "current_X = X\n",
-    "current_Y = Y\n",
-    "\n",
-    "for i in range(n_components):\n",
-    "    # Initialization of current latent variables as a data column\n",
-    "    t_x = current_X[:,0]\n",
-    "\n",
-    "    # NIPALS iterations\n",
-    "    for _ in range(500):\n",
-    "        ## CCA variant\n",
-    "        # estimating Y weights given data Y and latent variables from X\n",
-    "        Y_pinv = np.linalg.pinv(current_Y)\n",
-    "        #Y_pinv = np.linalg.solve(current_Y.dot(current_Y.T),current_Y).T\n",
-    "        w_y = Y_pinv.dot(t_x)\n",
-    "\n",
-    "        # normalizing Y weights\n",
-    "        w_y = w_y/np.sqrt(np.sum(w_y**2))\n",
-    "        # estimating latent variables from Y given data Y and Y weights\n",
-    "        t_y = current_Y.dot(w_y)\n",
-    "\n",
-    "        ## CCA variant\n",
-    "        # estimating X weights given data X and latent variables from Y\n",
-    "        X_pinv = np.linalg.pinv(current_X)\n",
-    "        #X_pinv = np.linalg.solve(current_X.dot(current_X.T),current_X).T\n",
-    "        w_x = X_pinv.dot(t_y)\n",
-    "\n",
-    "        # normalizing X weights\n",
-    "        w_x = w_x/np.sqrt(np.sum(w_x**2))\n",
-    "        # estimating latent variables from X given data X and X weights\n",
-    "        t_x = current_X.dot(w_x)\n",
-    "\n",
-    "        \n",
-    "    # Weights are such that X * weights = t\n",
-    "    weight_x_cca[:,i] = w_x\n",
-    "    weight_y_cca[:,i] = w_y\n",
-    "    \n",
-    "    # Latent dimensions\n",
-    "    scores_x_cca[:,i] = t_x\n",
-    "    scores_x_cca[:,i] = t_y\n",
-    "    \n",
-    "    # Loadings obtained by regressing X on t (X = t * loadings)\n",
-    "    \n",
-    "    loading_x_cca[:,i] = np.dot(current_X.T, t_x)/t_x.transpose().dot(t_x) \n",
-    "    loading_y_cca[:,i] = np.dot(current_Y.T, t_y)/t_y.transpose().dot(t_y)\n",
-    "    \n",
-    "    # Deflation = current_data - current_reconstruction\n",
-    "\n",
-    "    current_X = current_X - t_x.reshape(len(t_x),1).dot(w_x.reshape(1,len(w_x)))\n",
-    "    current_Y = current_Y - t_y.reshape(len(t_y),1).dot(w_x.reshape(1,len(w_y)))\n",
-    "\n",
-    " \n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 369
-    },
-    "id": "uXDTXj0EPXgO",
-    "outputId": "168638f8-00d4-4b7d-9f36-7d4b984a1a29"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.24391049  0.36361822  0.79534955]\n",
-      " [-0.47437693 -0.58135481  0.07701894]\n",
-      " [ 0.82921211 -0.45865491 -0.17520398]\n",
-      " [-0.04561038 -0.56190597  0.56872597]\n",
-      " [-0.16062744  0.06087473 -0.0856826 ]]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f7070df44d0>"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print(weight_x_cca)\n",
-    "\n",
-    "plt.scatter(X.dot(weight_x_cca)[:,2], Y.dot(weight_y_cca)[:,2])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 369
-    },
-    "id": "pTWftzESfx0C",
-    "outputId": "2d721866-76c5-4fd4-ab87-1c3c0023601f"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.2415487  -0.32772785 -0.24927466]\n",
-      " [-0.47054284  0.58859583  0.10763174]\n",
-      " [ 0.83233244  0.44252343  0.28013453]\n",
-      " [-0.04077413  0.58734795 -0.35211385]\n",
-      " [-0.16063576 -0.07310815  0.85077496]]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x7f7070d38790>"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "cca = CCA(n_components=3, scale = False)\n",
-    "cca.fit(X,Y)\n",
-    "print(cca.x_weights_)\n",
-    "\n",
-    "plt.scatter(X.dot(weight_x_cca)[:,2], Y.dot(weight_y_cca)[:,2])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "lI89d2n8bE6X"
-   },
-   "source": [
-    "## Reduced Rank Regression\n",
-    "\n",
-    "We finally review reduced rank regression through eigen-decomposition."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {
-    "id": "0YO1GUEjbE6Y"
-   },
-   "outputs": [],
-   "source": [
-    "# Reduced Rank Regression\n",
-    "\n",
-    "n_components = 2\n",
-    "Gamma = np.eye(n_components)\n",
-    "\n",
-    "SYX = np.dot(Y.T,X)\n",
-    "\n",
-    "SXX = np.dot(X.T,X)\n",
-    "\n",
-    "U, S, V = np.linalg.svd(np.dot(SYX, np.dot(np.linalg.pinv(SXX), SYX.T)))\n",
-    "\n",
-    "A = V[0:n_components, :].T\n",
-    "\n",
-    "B = np.dot(np.dot(A.T,SYX), np.linalg.pinv(SXX))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "2MxP4xP2bE6Z",
-    "outputId": "3ae0bdf5-49b2-4fe2-a7e3-f28f0a5d114d"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[-0.24936409, -0.19522003],\n",
-       "       [ 0.3233369 , -0.86712778],\n",
-       "       [-0.31172187,  0.27190596],\n",
-       "       [ 0.56300866,  0.2411439 ],\n",
-       "       [ 0.64739595,  0.27909733]])"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "A"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "Y-oxIQWGbE6b",
-    "outputId": "31e073ae-d960-47e7-b22b-15a5020ec65f"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[-0.17847633,  0.34992334, -0.88917092, -0.05742634,  0.16716151],\n",
-       "       [ 0.33903723, -0.60088957, -0.58551613, -0.63995952,  0.10694492]])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "B"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {
-    "id": "I3_rCSO6bE6c"
-   },
-   "outputs": [],
-   "source": [
-    "regression_coef_rrr = np.dot(A,B)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 295
-    },
-    "id": "ckhYTr9ObE6d",
-    "outputId": "7330c308-da50-4034-f730-e9cb98434581"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(np.dot(X,regression_coef)[:,0],Y[:,0])\n",
-    "plt.xlabel('predicted dimension 0')\n",
-    "plt.ylabel('target dimension 0')\n",
-    "plt.title('RRR prediction')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "a8Mrev32bE6f"
-   },
-   "source": [
-    "## Sparsity in latent variable models\n",
-    "\n",
-    "We now focus on the effect of spurious variables in mutivariate models. To explore this new setting, we are going to add spurious random features to our data matrices X and Y.  "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {
-    "id": "jzXPHX5IbE6f"
-   },
-   "outputs": [],
-   "source": [
-    "## Adding 3 random dimensions\n",
-    "## No association is expected from these features\n",
-    "\n",
-    "X_ext = np.hstack([X,np.random.randn(n*3).reshape([n,3])])\n",
-    "Y_ext = np.hstack([Y,np.random.randn(n*3).reshape([n,3])])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 283
-    },
-    "id": "s30IL5ypbE6g",
-    "outputId": "10c61ee9-9ff6-4e0a-fe2c-501dec2230ec"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.scatter(X_ext[:,0], Y_ext[:,-1])\n",
-    "plt.xlabel('X dimension 0')\n",
-    "plt.ylabel('Y random dimension')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {
-    "id": "-uJuKUSLbE6h"
-   },
-   "outputs": [],
-   "source": [
-    "from sklearn import linear_model\n",
-    "\n",
-    "n_components = 3\n",
-    "\n",
-    "#### Sparse PLS via regularization in NIPALS [Waaijenborg, et al 2007]\n",
-    "# Everything is as for the standard NIPALS algorithm, with the added sparse estimation step   \n",
-    "\n",
-    "loading_x_sparse = np.ndarray([X_ext.shape[1],n_components])\n",
-    "loading_y_sparse = np.ndarray([Y_ext.shape[1],n_components])\n",
-    "\n",
-    "scores_x_sparse = np.ndarray([X_ext.shape[0],n_components])\n",
-    "scores_y_sparse = np.ndarray([Y_ext.shape[0],n_components])\n",
-    "\n",
-    "weight_x_sparse = np.ndarray([X_ext.shape[1],n_components])\n",
-    "weight_y_sparse = np.ndarray([Y_ext.shape[1],n_components])\n",
-    "\n",
-    "current_X = X_ext\n",
-    "current_Y = Y_ext\n",
-    "\n",
-    "## Penalty parameter for regularization\n",
-    "penalty = 10\n",
-    "\n",
-    "eps = 1e-4\n",
-    "\n",
-    "for i in range(n_components):\n",
-    "    t_x = current_X[:,0]\n",
-    "    for _ in range(100):\n",
-    "        w_y = current_Y.transpose().dot(t_x)/(t_x.transpose().dot(t_x))\n",
-    "        w_y = w_y/np.sqrt(np.sum(w_y**2))\n",
-    "        t_y = current_Y.dot(w_y)\n",
-    "        w_x = current_X.transpose().dot(t_y)/(t_y.transpose().dot(t_y))\n",
-    "        w_x = w_x/np.sqrt(np.sum(w_x**2))\n",
-    "        t_x = current_X.dot(w_x)\n",
-    "        \n",
-    "        ## Estimating sparse model for the weights of X\n",
-    "        lasso_x = linear_model.Lasso(alpha = penalty)\n",
-    "        lasso_x.fit(t_x.reshape(-1, 1), current_X)\n",
-    "        \n",
-    "        ## Estimating sparse model for the weights of Y\n",
-    "        lasso_y = linear_model.Lasso(alpha = penalty)\n",
-    "        lasso_y.fit(t_y.reshape(-1, 1), current_Y)\n",
-    "        \n",
-    "        # Replacing the original weights with the sparse estimation\n",
-    "        w_x = (lasso_x.coef_ / (np.sqrt(np.sum(lasso_x.coef_**2) + eps))).reshape([X_ext.shape[1]]) \n",
-    "        w_y = (lasso_y.coef_ / (np.sqrt(np.sum(lasso_y.coef_**2) + eps))).reshape([Y_ext.shape[1]])\n",
-    "\n",
-    "    # Weights are such that X * weights = t\n",
-    "    weight_x_sparse[:,i] = w_x\n",
-    "    weight_y_sparse[:,i] = w_y\n",
-    "    \n",
-    "    # Latent dimensions\n",
-    "    scores_x_sparse[:,i] = t_x\n",
-    "    scores_x_sparse[:,i] = t_y\n",
-    "    \n",
-    "    # Loadings obtained by regressing X on t (X = t * loadings)\n",
-    "    \n",
-    "    loading_x_sparse[:,i] = np.dot(current_X.T, t_x)/t_x.transpose().dot(t_x) \n",
-    "    loading_y_sparse[:,i] = np.dot(current_Y.T, t_y)/t_y.transpose().dot(t_y)\n",
-    "    \n",
-    "    # Deflation\n",
-    "    \n",
-    "    current_X = current_X - t_x.reshape(len(t_x),1).dot(w_x.reshape(1,len(w_x)))\n",
-    "    current_Y = current_Y - t_y.reshape(len(t_y),1).dot(w_y.reshape(1,len(w_y)))\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "DI4Eth2MiFui"
-   },
-   "source": [
-    "We observe that the new weights are similar to the ones estimated before. However the parameters associated with the spurious dimension are entirely set to zero. This indicates that the model does not find these features necessary to explain the common variability between X and Y. There are also other weights which are set to zero, corresponding to the third latent dimension. This makes sense, as our synthetic data was indeed created with only two latent dimensions."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "CC8kmd_dbE6i",
-    "outputId": "c0a669d2-37a2-413c-9c0c-b9e2f6647dc6"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0.35947916,  0.09613335,  0.        ],\n",
-       "       [-0.57208323, -0.5017898 ,  0.        ],\n",
-       "       [ 0.73260855, -0.60111564,  0.        ],\n",
-       "       [-0.01764855, -0.61404951,  0.        ],\n",
-       "       [-0.0795538 ,  0.        ,  0.        ],\n",
-       "       [ 0.        ,  0.        ,  0.        ],\n",
-       "       [ 0.        ,  0.        ,  0.        ],\n",
-       "       [ 0.        ,  0.        , -0.        ]])"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "weight_x_sparse"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "I9wR7mBibE6j",
-    "outputId": "e65ce870-45b2-4827-b980-b127a62188ba"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[ 0.19008698, -0.03395428, -0.        ],\n",
-       "       [-0.3361836 , -0.95121052,  0.        ],\n",
-       "       [ 0.29093832,  0.05788278,  0.        ],\n",
-       "       [-0.56391994,  0.17865107,  0.        ],\n",
-       "       [-0.66936112,  0.24197983,  0.        ],\n",
-       "       [-0.        , -0.        , -0.        ],\n",
-       "       [ 0.        , -0.        , -0.        ],\n",
-       "       [-0.        , -0.        , -0.        ]])"
-      ]
-     },
-     "execution_count": 35,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "weight_y_sparse"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "SPZWT6wHbE6k",
-    "outputId": "21217a7a-e22c-46b9-ccb1-60a5587b1407"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.36753226  0.32695545  0.31901594]\n",
-      " [-0.54017132 -0.51142438 -0.13635813]\n",
-      " [ 0.73596167 -0.54668695 -0.38095079]\n",
-      " [-0.07131382 -0.54068145  0.43213359]\n",
-      " [-0.16251074  0.20085364 -0.74011644]]\n",
-      "[[ 0.22469208 -0.22321827  0.22848154]\n",
-      " [-0.42360052 -0.82303817 -0.17028297]\n",
-      " [ 0.34143196  0.23277327 -0.37414229]\n",
-      " [-0.53070486  0.30658588 -0.6691619 ]\n",
-      " [-0.60979721  0.35299218  0.57536058]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "## Non-sparse parameters previously estimated\n",
-    "\n",
-    "print(weight_x)\n",
-    "print(weight_y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "HxfPTMZrbE6n",
-    "outputId": "b57d638d-8435-49b3-995f-7a2cdb70ddd0"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[ 0.36744392 -0.32636735 -0.3736012 ]\n",
-      " [-0.53999014  0.51133222  0.13293972]\n",
-      " [ 0.73606624  0.54628291  0.34582048]\n",
-      " [-0.07131057  0.54141809 -0.49749784]\n",
-      " [-0.16262691 -0.20075143  0.52023542]\n",
-      " [ 0.00653338 -0.00825341  0.39402462]\n",
-      " [ 0.00339241 -0.00798747  0.07331524]\n",
-      " [ 0.0038984  -0.00566521  0.21066051]]\n",
-      "[[ 0.22481823  0.22219588 -0.39318404]\n",
-      " [-0.4232868   0.82282067  0.19587236]\n",
-      " [ 0.34171379 -0.2337191   0.39240653]\n",
-      " [-0.53068906 -0.30708105  0.46282095]\n",
-      " [-0.6097158  -0.353037   -0.46080397]\n",
-      " [-0.00986828  0.00097623 -0.2131351 ]\n",
-      " [ 0.00469737  0.00268147 -0.28959681]\n",
-      " [-0.00361132  0.00533588 -0.31180287]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "## PLS result from scikit-learn PLS on the data augmented with spurious dimensions \n",
-    "\n",
-    "plsca = PLSCanonical(n_components=3, scale = False)\n",
-    "plsca.fit(X_ext, Y_ext)\n",
-    "print(plsca.x_weights_)\n",
-    "print(plsca.y_weights_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "xVAxtnQ4bE6o"
-   },
-   "source": [
-    "## Cross-validating components\n",
-    "\n",
-    "In addition to sparsity, the optimal number of components in latent variable models can be identified by cross-validation. \n",
-    "A common strategy is to train the model on a subset of the data and to quantify the *predicted residual error sum of squares* (PRESS) in non-overlapping testing data. We can finally choose the number of latent dimensions leading to the lowest average PRESS. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "metadata": {
-    "id": "dZUKi6jQffAQ"
-   },
-   "outputs": [],
-   "source": [
-    "n_cross_valid_run = 200\n",
-    "\n",
-    "# max number of components to test\n",
-    "n_components = 5\n",
-    "\n",
-    "rep_results = [] \n",
-    "for i in range(n_components):\n",
-    "   rep_results.append([])\n",
-    "\n",
-    "for k in range(n_components):\n",
-    "  for i in range(n_cross_valid_run):\n",
-    "\n",
-    "    # Sampling disjoint set of indices for splitting the data\n",
-    "    batch1_idx = np.random.choice(range(X_ext.shape[0]), size = int(X_ext.shape[0]/2), replace = False)\n",
-    "    batch2_idx = np.where(np.in1d(range(X_ext.shape[0]), batch1_idx, assume_unique=True, invert = True))[0]\n",
-    "\n",
-    "    # Creating independent data batches for X\n",
-    "    X_1 = X_ext[batch1_idx, :]\n",
-    "    X_2 = X_ext[batch2_idx, :]\n",
-    "\n",
-    "    # Creating independent data batches for Y\n",
-    "    Y_1 = Y_ext[batch1_idx, :]\n",
-    "    Y_2 = Y_ext[batch2_idx, :]\n",
-    "\n",
-    "    # Creating a model for each data batch\n",
-    "    plsca1 = PLSCanonical(n_components = k+1, scale = False)\n",
-    "    plsca2 = PLSCanonical(n_components = k+1, scale = False)\n",
-    "\n",
-    "    # Fitting a model for each data batch\n",
-    "    plsca1.fit(X_1,Y_1)\n",
-    "    plsca2.fit(X_2,Y_2)\n",
-    "\n",
-    "    # Quantifying the prediction error on the unseen data batch\n",
-    "    err1 = np.sum((plsca1.predict(X_2) - Y_2)**2)\n",
-    "    err2 = np.sum((plsca2.predict(X_1) - Y_1)**2)\n",
-    "\n",
-    "    rep_results[k].append(np.mean([err1,err2]))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 279
-    },
-    "id": "ENEZZISdvKa1",
-    "outputId": "69b1d215-3f2d-4f43-9b4b-50f0b9f5fbc4"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(range(1,n_components+1),np.mean(rep_results, 1))\n",
-    "plt.xlabel('# components')\n",
-    "plt.ylabel('prediction error')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "rKKYh5jobE6o"
-   },
-   "source": [
-    "# Multi-channel Variational Autoencoder\n",
-    "\n",
-    "The last part of this tutorial concerns the use of the *multi-channel variational autoencoder* (https://gitlab.inria.fr/epione_ML/mcvae), a more advanced  methods for the joint analysis and prediction of several modalities.\n",
-    "\n",
-    "## VAE\n",
-    "The Variational Autoencoer is a latent variable model composed by one encoder and one decoder associated to a single channel.\n",
-    "The latent distribution and the decoding distribution are implemented as follows:\n",
-    "\n",
-    "$$q(\\mathbf{z|x}) = \\mathcal{N}(\\mathbf{z|\\mu_x; \\Sigma_x})$$\n",
-    "\n",
-    "$$p(\\mathbf{x|z}) = \\mathcal{N}(\\mathbf{x|\\mu_z; \\Sigma_z})$$\n",
-    "\n",
-    "They are Gaussians with moments parametrized by Neural Networks (or a linear transformation layer in a simple case).\n",
-    "\n",
-    "<img src=\"https://gitlab.inria.fr/epione/flhd/-/raw/master/heterogeneous_data/img/vae.svg\" alt=\"img/vae.svg\">\n",
-    "\n",
-    "### __Exercise__\n",
-    "Why is convenient to use $\\log$ values for the parametrization the variance networks output (W_logvar, W_out_logvar)?\n",
-    "\n",
-    "## Sparse VAE\n",
-    "To favour sparsity in the latent space we implement the latent distribution as follows:\n",
-    "\n",
-    "$$q(\\mathbf{z|x}) = \\mathcal{N}(\\mathbf{z|\\mu_x; \\alpha \\odot \\mu_x^2}),$$\n",
-    "\n",
-    "where:\n",
-    "\n",
-    "$$\n",
-    "\\mathbf{\\alpha \\odot \\mu_x^2} = \n",
-    "\\begin{bmatrix}\n",
-    "\\ddots &        & 0                        \\\\\n",
-    "       & \\alpha_i [\\mathbf{\\mu_x}]_i^2 &   \\\\\n",
-    "0      &        & \\ddots                   \n",
-    "\\end{bmatrix}.\n",
-    "$$\n",
-    "\n",
-    "Tha parameter $\\alpha_i$ represents the [odds](https://en.wikipedia.org/wiki/Odds) of pruning the $i$-th latent dimension according to:\n",
-    "\n",
-    "$$\\alpha_i = \\frac{p_i}{1 - p_i}$$\n",
-    "\n",
-    "<img src=\"https://gitlab.inria.fr/epione/flhd/-/raw/master/heterogeneous_data/img/sparse_vae.svg\" alt=\"img/sparse_vae.svg\">\n",
-    "\n",
-    "## MCVAE\n",
-    "The MultiChannel VAE is built by stacking multiple VAEs and allowing the decoding distributions to be computed from every input channel.\n",
-    "\n",
-    "<img src=\"https://gitlab.inria.fr/epione/flhd/-/raw/master/heterogeneous_data/img/mcvae.svg\" alt=\"img/mcvae.svg\">\n",
-    "\n",
-    "### __Exercise__\n",
-    "Sketch the Sparse MCVAE with 3 channels. [[Solution]](https://gitlab.inria.fr/epione/flhd/-/raw/master/heterogeneous_data/img/sparse_mcvae_3ch.svg)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "jBGL07pTbE6o",
-    "outputId": "4dbe64f8-980e-4a28-c07c-bd9e7fa3a7ce"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Running on cpu\n"
-     ]
-    }
-   ],
-   "source": [
-    "import torch\n",
-    "from mcvae.models import Mcvae\n",
-    "from mcvae.models.utils import DEVICE, load_or_fit\n",
-    "from mcvae.diagnostics import *\n",
-    "from mcvae.plot import lsplom\n",
-    "\n",
-    "print(f\"Running on {DEVICE}\")  # cpu or gpu\n",
-    "\n",
-    "FORCE_REFIT = False  # Set this to 'True' if ou want to refit the models instead of loading them from file."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "metadata": {
-    "id": "Ku7IxhURbE6q"
-   },
-   "outputs": [],
-   "source": [
-    "### To initialization of the mcvae model you should provide:\n",
-    "\n",
-    "# 1 - a list with the different data channels\n",
-    "data = [X, Y]\n",
-    "data = [torch.Tensor(_) for _ in data]  #warning: data matrices must be converted to type torch.Tensor\n",
-    "\n",
-    "# 1 - a dictionary with the data and model characteristics\n",
-    "init_dict = {\n",
-    "    'data': data,\n",
-    "    'lat_dim': n_components,  \n",
-    "}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "h0u_fQlvbE6r",
-    "outputId": "7def3447-abfc-4896-99e8-c016012c4e00"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_logvar): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Here we initialize an instance of the model\n",
-    "\n",
-    "# Multi-Channel VAE\n",
-    "torch.manual_seed(24)\n",
-    "model = Mcvae(**init_dict)\n",
-    "model.to(DEVICE)\n",
-    "print(model)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "P3WSnv6kbE6s",
-    "outputId": "d87fd53a-2bcc-4157-ddb3-692b50e62063"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Help on function load_or_fit in module mcvae.models.utils:\n",
-      "\n",
-      "load_or_fit(model, data, epochs, ptfile, init_loss=True, minibatch=False, force_fit=False)\n",
-      "    Routine to train or load a model.\n",
-      "    :param model: model to optimize\n",
-      "    :param data: training data\n",
-      "    :param epochs: number of training epochs\n",
-      "    :param ptfile: path to *.pt file where to save the trained model\n",
-      "    :param force_fit: force the training even if the model is already trained\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "###################\n",
-    "## Model Fitting ##\n",
-    "###################\n",
-    "\n",
-    "# Set up the optimizer\n",
-    "adam_lr = 1e-2\n",
-    "n_epochs = 5000\n",
-    "model.optimizer = torch.optim.Adam(model.parameters(), lr=adam_lr)\n",
-    "\n",
-    "# We will use the custom routine \"load_or_fit\" to fit the model\n",
-    "help(load_or_fit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\tCreating model.pt.running\n",
-      "\tCreated: 2021-01-08 18:02:05.267851\n",
-      "Start fitting: 2021-01-08 18:02:05.268239\n",
-      "\tModel destination: model.pt\n",
-      "====> Epoch:    0/5000 (0%)\tLoss: 4262660.5000\tLL: -1298590.0000\tKL: 2964070.5000\tLL/KL: -0.4381\n",
-      "====> Epoch:   10/5000 (0%)\tLoss: 43945.0391\tLL: -34668.4375\tKL: 9276.6035\tLL/KL: -3.7372\n",
-      "====> Epoch:   20/5000 (0%)\tLoss: 19446.6035\tLL: -17842.4414\tKL: 1604.1619\tLL/KL: -11.1226\n",
-      "====> Epoch:   30/5000 (1%)\tLoss: 12697.3916\tLL: -11797.3516\tKL: 900.0399\tLL/KL: -13.1076\n",
-      "====> Epoch:   40/5000 (1%)\tLoss: 6696.4473\tLL: -5948.7456\tKL: 747.7017\tLL/KL: -7.9560\n",
-      "====> Epoch:   50/5000 (1%)\tLoss: 14101.9600\tLL: -13389.3281\tKL: 712.6315\tLL/KL: -18.7886\n",
-      "====> Epoch:   60/5000 (1%)\tLoss: 6858.8511\tLL: -6148.5029\tKL: 710.3480\tLL/KL: -8.6556\n",
-      "====> Epoch:   70/5000 (1%)\tLoss: 7487.5254\tLL: -6770.8442\tKL: 716.6814\tLL/KL: -9.4475\n",
-      "====> Epoch:   80/5000 (2%)\tLoss: 3859.8472\tLL: -3138.4307\tKL: 721.4165\tLL/KL: -4.3504\n",
-      "====> Epoch:   90/5000 (2%)\tLoss: 4518.0630\tLL: -3797.2717\tKL: 720.7911\tLL/KL: -5.2682\n",
-      "====> Epoch:  100/5000 (2%)\tLoss: 5719.1602\tLL: -5000.9023\tKL: 718.2576\tLL/KL: -6.9625\n",
-      "====> Epoch:  110/5000 (2%)\tLoss: 2709.6421\tLL: -1994.7473\tKL: 714.8947\tLL/KL: -2.7903\n",
-      "====> Epoch:  120/5000 (2%)\tLoss: 7239.8066\tLL: -6530.8994\tKL: 708.9070\tLL/KL: -9.2126\n",
-      "====> Epoch:  130/5000 (3%)\tLoss: 2872.6157\tLL: -2171.9895\tKL: 700.6263\tLL/KL: -3.1001\n",
-      "====> Epoch:  140/5000 (3%)\tLoss: 2293.5227\tLL: -1601.2192\tKL: 692.3034\tLL/KL: -2.3129\n",
-      "====> Epoch:  150/5000 (3%)\tLoss: 6731.0962\tLL: -6047.7144\tKL: 683.3818\tLL/KL: -8.8497\n",
-      "====> Epoch:  160/5000 (3%)\tLoss: 3181.1064\tLL: -2508.8794\tKL: 672.2271\tLL/KL: -3.7322\n",
-      "====> Epoch:  170/5000 (3%)\tLoss: 6107.2334\tLL: -5445.0718\tKL: 662.1615\tLL/KL: -8.2232\n",
-      "====> Epoch:  180/5000 (4%)\tLoss: 4395.3936\tLL: -3742.2568\tKL: 653.1368\tLL/KL: -5.7297\n",
-      "====> Epoch:  190/5000 (4%)\tLoss: 2763.1292\tLL: -2120.5781\tKL: 642.5511\tLL/KL: -3.3002\n",
-      "====> Epoch:  200/5000 (4%)\tLoss: 2477.9043\tLL: -1844.8848\tKL: 633.0195\tLL/KL: -2.9144\n",
-      "====> Epoch:  210/5000 (4%)\tLoss: 2105.9983\tLL: -1484.8384\tKL: 621.1599\tLL/KL: -2.3904\n",
-      "====> Epoch:  220/5000 (4%)\tLoss: 13323.0703\tLL: -12711.7891\tKL: 611.2809\tLL/KL: -20.7953\n",
-      "====> Epoch:  230/5000 (5%)\tLoss: 5057.8389\tLL: -4457.0781\tKL: 600.7610\tLL/KL: -7.4191\n",
-      "====> Epoch:  240/5000 (5%)\tLoss: 4228.7827\tLL: -3635.3999\tKL: 593.3828\tLL/KL: -6.1266\n",
-      "====> Epoch:  250/5000 (5%)\tLoss: 3765.3745\tLL: -3181.7815\tKL: 583.5930\tLL/KL: -5.4521\n",
-      "====> Epoch:  260/5000 (5%)\tLoss: 3960.7463\tLL: -3385.7822\tKL: 574.9642\tLL/KL: -5.8887\n",
-      "====> Epoch:  270/5000 (5%)\tLoss: 2081.4968\tLL: -1515.2067\tKL: 566.2901\tLL/KL: -2.6757\n",
-      "====> Epoch:  280/5000 (6%)\tLoss: 6944.0654\tLL: -6382.9033\tKL: 561.1620\tLL/KL: -11.3744\n",
-      "====> Epoch:  290/5000 (6%)\tLoss: 3887.6899\tLL: -3335.7651\tKL: 551.9247\tLL/KL: -6.0439\n",
-      "====> Epoch:  300/5000 (6%)\tLoss: 3377.1025\tLL: -2831.6406\tKL: 545.4619\tLL/KL: -5.1913\n",
-      "====> Epoch:  310/5000 (6%)\tLoss: 3452.5525\tLL: -2914.7649\tKL: 537.7876\tLL/KL: -5.4199\n",
-      "====> Epoch:  320/5000 (6%)\tLoss: 2786.2290\tLL: -2257.6572\tKL: 528.5719\tLL/KL: -4.2712\n",
-      "====> Epoch:  330/5000 (7%)\tLoss: 1775.6956\tLL: -1252.7754\tKL: 522.9201\tLL/KL: -2.3957\n",
-      "====> Epoch:  340/5000 (7%)\tLoss: 3147.1799\tLL: -2630.1743\tKL: 517.0056\tLL/KL: -5.0873\n",
-      "====> Epoch:  350/5000 (7%)\tLoss: 2116.6458\tLL: -1609.1597\tKL: 507.4861\tLL/KL: -3.1708\n",
-      "====> Epoch:  360/5000 (7%)\tLoss: 3679.0774\tLL: -3177.3794\tKL: 501.6980\tLL/KL: -6.3333\n",
-      "====> Epoch:  370/5000 (7%)\tLoss: 2289.3469\tLL: -1792.4320\tKL: 496.9149\tLL/KL: -3.6071\n",
-      "====> Epoch:  380/5000 (8%)\tLoss: 3934.2031\tLL: -3446.0605\tKL: 488.1425\tLL/KL: -7.0595\n",
-      "====> Epoch:  390/5000 (8%)\tLoss: 2178.9221\tLL: -1699.2437\tKL: 479.6784\tLL/KL: -3.5425\n",
-      "====> Epoch:  400/5000 (8%)\tLoss: 3150.6499\tLL: -2679.0728\tKL: 471.5771\tLL/KL: -5.6811\n",
-      "====> Epoch:  410/5000 (8%)\tLoss: 2006.5717\tLL: -1541.8043\tKL: 464.7673\tLL/KL: -3.3174\n",
-      "====> Epoch:  420/5000 (8%)\tLoss: 2842.1255\tLL: -2385.0315\tKL: 457.0941\tLL/KL: -5.2178\n",
-      "====> Epoch:  430/5000 (9%)\tLoss: 2685.0171\tLL: -2235.1396\tKL: 449.8773\tLL/KL: -4.9683\n",
-      "====> Epoch:  440/5000 (9%)\tLoss: 3580.0781\tLL: -3133.2732\tKL: 446.8050\tLL/KL: -7.0126\n",
-      "====> Epoch:  450/5000 (9%)\tLoss: 2881.6396\tLL: -2439.3345\tKL: 442.3052\tLL/KL: -5.5150\n",
-      "====> Epoch:  460/5000 (9%)\tLoss: 3728.0725\tLL: -3290.8694\tKL: 437.2030\tLL/KL: -7.5271\n",
-      "====> Epoch:  470/5000 (9%)\tLoss: 2724.9758\tLL: -2292.2390\tKL: 432.7368\tLL/KL: -5.2971\n",
-      "====> Epoch:  480/5000 (10%)\tLoss: 2711.6714\tLL: -2287.2346\tKL: 424.4366\tLL/KL: -5.3889\n",
-      "====> Epoch:  490/5000 (10%)\tLoss: 1880.4370\tLL: -1461.4816\tKL: 418.9554\tLL/KL: -3.4884\n",
-      "====> Epoch:  500/5000 (10%)\tLoss: 2494.4944\tLL: -2080.9089\tKL: 413.5854\tLL/KL: -5.0314\n",
-      "====> Epoch:  510/5000 (10%)\tLoss: 1736.9312\tLL: -1324.5104\tKL: 412.4208\tLL/KL: -3.2116\n",
-      "====> Epoch:  520/5000 (10%)\tLoss: 2838.1016\tLL: -2429.9229\tKL: 408.1786\tLL/KL: -5.9531\n",
-      "====> Epoch:  530/5000 (11%)\tLoss: 3567.1365\tLL: -3164.5684\tKL: 402.5682\tLL/KL: -7.8610\n",
-      "====> Epoch:  540/5000 (11%)\tLoss: 1835.9888\tLL: -1439.1138\tKL: 396.8751\tLL/KL: -3.6261\n",
-      "====> Epoch:  550/5000 (11%)\tLoss: 2106.6096\tLL: -1714.1101\tKL: 392.4995\tLL/KL: -4.3672\n",
-      "====> Epoch:  560/5000 (11%)\tLoss: 1757.2501\tLL: -1368.5223\tKL: 388.7278\tLL/KL: -3.5205\n",
-      "====> Epoch:  570/5000 (11%)\tLoss: 1735.3756\tLL: -1351.3695\tKL: 384.0061\tLL/KL: -3.5191\n",
-      "====> Epoch:  580/5000 (12%)\tLoss: 1979.7140\tLL: -1599.3445\tKL: 380.3695\tLL/KL: -4.2047\n",
-      "====> Epoch:  590/5000 (12%)\tLoss: 2113.2715\tLL: -1738.4941\tKL: 374.7774\tLL/KL: -4.6387\n",
-      "====> Epoch:  600/5000 (12%)\tLoss: 1582.7756\tLL: -1211.4095\tKL: 371.3661\tLL/KL: -3.2620\n",
-      "====> Epoch:  610/5000 (12%)\tLoss: 2550.9966\tLL: -2183.7983\tKL: 367.1982\tLL/KL: -5.9472\n",
-      "====> Epoch:  620/5000 (12%)\tLoss: 3524.0396\tLL: -3160.2539\tKL: 363.7857\tLL/KL: -8.6871\n",
-      "====> Epoch:  630/5000 (13%)\tLoss: 2121.2957\tLL: -1763.3776\tKL: 357.9180\tLL/KL: -4.9268\n",
-      "====> Epoch:  640/5000 (13%)\tLoss: 1560.4982\tLL: -1205.3318\tKL: 355.1664\tLL/KL: -3.3937\n",
-      "====> Epoch:  650/5000 (13%)\tLoss: 2421.0500\tLL: -2070.0435\tKL: 351.0065\tLL/KL: -5.8975\n",
-      "====> Epoch:  660/5000 (13%)\tLoss: 2265.9092\tLL: -1918.2366\tKL: 347.6726\tLL/KL: -5.5174\n",
-      "====> Epoch:  670/5000 (13%)\tLoss: 1571.7317\tLL: -1226.0120\tKL: 345.7198\tLL/KL: -3.5463\n",
-      "====> Epoch:  680/5000 (14%)\tLoss: 4609.3799\tLL: -4268.1899\tKL: 341.1900\tLL/KL: -12.5097\n",
-      "====> Epoch:  690/5000 (14%)\tLoss: 1591.5065\tLL: -1255.7960\tKL: 335.7104\tLL/KL: -3.7407\n",
-      "====> Epoch:  700/5000 (14%)\tLoss: 3109.3455\tLL: -2776.6707\tKL: 332.6749\tLL/KL: -8.3465\n",
-      "====> Epoch:  710/5000 (14%)\tLoss: 1970.4255\tLL: -1642.4529\tKL: 327.9727\tLL/KL: -5.0079\n",
-      "====> Epoch:  720/5000 (14%)\tLoss: 1787.7649\tLL: -1462.7594\tKL: 325.0055\tLL/KL: -4.5007\n",
-      "====> Epoch:  730/5000 (15%)\tLoss: 2275.4277\tLL: -1952.7251\tKL: 322.7026\tLL/KL: -6.0512\n",
-      "====> Epoch:  740/5000 (15%)\tLoss: 2411.7817\tLL: -2093.2559\tKL: 318.5259\tLL/KL: -6.5717\n",
-      "====> Epoch:  750/5000 (15%)\tLoss: 2171.4382\tLL: -1856.8210\tKL: 314.6172\tLL/KL: -5.9018\n",
-      "====> Epoch:  760/5000 (15%)\tLoss: 1972.3674\tLL: -1660.2032\tKL: 312.1642\tLL/KL: -5.3184\n",
-      "====> Epoch:  770/5000 (15%)\tLoss: 1599.5530\tLL: -1289.0352\tKL: 310.5179\tLL/KL: -4.1512\n",
-      "====> Epoch:  780/5000 (16%)\tLoss: 1588.9763\tLL: -1282.9235\tKL: 306.0529\tLL/KL: -4.1918\n",
-      "====> Epoch:  790/5000 (16%)\tLoss: 1825.2235\tLL: -1524.0449\tKL: 301.1786\tLL/KL: -5.0603\n",
-      "====> Epoch:  800/5000 (16%)\tLoss: 2668.4998\tLL: -2369.5227\tKL: 298.9771\tLL/KL: -7.9254\n",
-      "====> Epoch:  810/5000 (16%)\tLoss: 2814.1914\tLL: -2516.2664\tKL: 297.9249\tLL/KL: -8.4460\n",
-      "====> Epoch:  820/5000 (16%)\tLoss: 1627.4493\tLL: -1334.5055\tKL: 292.9438\tLL/KL: -4.5555\n",
-      "====> Epoch:  830/5000 (17%)\tLoss: 1940.0685\tLL: -1649.6368\tKL: 290.4317\tLL/KL: -5.6799\n",
-      "====> Epoch:  840/5000 (17%)\tLoss: 2364.3738\tLL: -2075.8496\tKL: 288.5241\tLL/KL: -7.1947\n",
-      "====> Epoch:  850/5000 (17%)\tLoss: 1524.1296\tLL: -1236.8584\tKL: 287.2712\tLL/KL: -4.3055\n",
-      "====> Epoch:  860/5000 (17%)\tLoss: 1875.9878\tLL: -1594.3328\tKL: 281.6550\tLL/KL: -5.6606\n",
-      "====> Epoch:  870/5000 (17%)\tLoss: 1628.6495\tLL: -1348.7826\tKL: 279.8669\tLL/KL: -4.8194\n",
-      "====> Epoch:  880/5000 (18%)\tLoss: 1761.2710\tLL: -1481.9734\tKL: 279.2976\tLL/KL: -5.3061\n",
-      "====> Epoch:  890/5000 (18%)\tLoss: 3350.5596\tLL: -3075.5371\tKL: 275.0224\tLL/KL: -11.1829\n",
-      "====> Epoch:  900/5000 (18%)\tLoss: 2062.5210\tLL: -1790.2250\tKL: 272.2959\tLL/KL: -6.5746\n",
-      "====> Epoch:  910/5000 (18%)\tLoss: 2666.9690\tLL: -2398.1233\tKL: 268.8458\tLL/KL: -8.9201\n",
-      "====> Epoch:  920/5000 (18%)\tLoss: 1707.1511\tLL: -1441.3044\tKL: 265.8467\tLL/KL: -5.4216\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch:  930/5000 (19%)\tLoss: 1457.5961\tLL: -1192.8110\tKL: 264.7851\tLL/KL: -4.5048\n",
-      "====> Epoch:  940/5000 (19%)\tLoss: 2139.0674\tLL: -1878.0316\tKL: 261.0356\tLL/KL: -7.1945\n",
-      "====> Epoch:  950/5000 (19%)\tLoss: 2519.4126\tLL: -2258.8013\tKL: 260.6112\tLL/KL: -8.6673\n",
-      "====> Epoch:  960/5000 (19%)\tLoss: 2455.6077\tLL: -2196.4492\tKL: 259.1585\tLL/KL: -8.4753\n",
-      "====> Epoch:  970/5000 (19%)\tLoss: 1682.2816\tLL: -1428.2273\tKL: 254.0543\tLL/KL: -5.6217\n",
-      "====> Epoch:  980/5000 (20%)\tLoss: 1229.0485\tLL: -975.1719\tKL: 253.8765\tLL/KL: -3.8411\n",
-      "====> Epoch:  990/5000 (20%)\tLoss: 1272.7069\tLL: -1023.4662\tKL: 249.2407\tLL/KL: -4.1063\n",
-      "====> Epoch: 1000/5000 (20%)\tLoss: 2016.0963\tLL: -1769.5736\tKL: 246.5227\tLL/KL: -7.1781\n",
-      "====> Epoch: 1010/5000 (20%)\tLoss: 1465.2620\tLL: -1219.1506\tKL: 246.1114\tLL/KL: -4.9537\n",
-      "====> Epoch: 1020/5000 (20%)\tLoss: 1232.1704\tLL: -988.1989\tKL: 243.9716\tLL/KL: -4.0505\n",
-      "====> Epoch: 1030/5000 (21%)\tLoss: 1321.5819\tLL: -1079.4614\tKL: 242.1205\tLL/KL: -4.4584\n",
-      "====> Epoch: 1040/5000 (21%)\tLoss: 3451.2773\tLL: -3211.1797\tKL: 240.0978\tLL/KL: -13.3745\n",
-      "====> Epoch: 1050/5000 (21%)\tLoss: 1498.3079\tLL: -1260.6826\tKL: 237.6252\tLL/KL: -5.3053\n",
-      "====> Epoch: 1060/5000 (21%)\tLoss: 2068.7151\tLL: -1832.0361\tKL: 236.6789\tLL/KL: -7.7406\n",
-      "====> Epoch: 1070/5000 (21%)\tLoss: 1710.2220\tLL: -1476.9397\tKL: 233.2823\tLL/KL: -6.3311\n",
-      "====> Epoch: 1080/5000 (22%)\tLoss: 1126.5889\tLL: -894.3732\tKL: 232.2156\tLL/KL: -3.8515\n",
-      "====> Epoch: 1090/5000 (22%)\tLoss: 2401.8350\tLL: -2169.5151\tKL: 232.3199\tLL/KL: -9.3385\n",
-      "====> Epoch: 1100/5000 (22%)\tLoss: 2254.7361\tLL: -2026.5315\tKL: 228.2046\tLL/KL: -8.8803\n",
-      "====> Epoch: 1110/5000 (22%)\tLoss: 1205.6593\tLL: -977.9169\tKL: 227.7423\tLL/KL: -4.2940\n",
-      "====> Epoch: 1120/5000 (22%)\tLoss: 1547.9728\tLL: -1322.4303\tKL: 225.5425\tLL/KL: -5.8633\n",
-      "====> Epoch: 1130/5000 (23%)\tLoss: 1492.6935\tLL: -1270.3347\tKL: 222.3587\tLL/KL: -5.7130\n",
-      "====> Epoch: 1140/5000 (23%)\tLoss: 2329.0613\tLL: -2105.9451\tKL: 223.1162\tLL/KL: -9.4388\n",
-      "====> Epoch: 1150/5000 (23%)\tLoss: 1332.1718\tLL: -1112.1809\tKL: 219.9908\tLL/KL: -5.0556\n",
-      "====> Epoch: 1160/5000 (23%)\tLoss: 1134.4077\tLL: -917.7589\tKL: 216.6489\tLL/KL: -4.2362\n",
-      "====> Epoch: 1170/5000 (23%)\tLoss: 2556.1628\tLL: -2340.0276\tKL: 216.1352\tLL/KL: -10.8267\n",
-      "====> Epoch: 1180/5000 (24%)\tLoss: 2171.3357\tLL: -1957.7233\tKL: 213.6124\tLL/KL: -9.1648\n",
-      "====> Epoch: 1190/5000 (24%)\tLoss: 1463.3451\tLL: -1251.0682\tKL: 212.2769\tLL/KL: -5.8936\n",
-      "====> Epoch: 1200/5000 (24%)\tLoss: 1966.2485\tLL: -1756.8313\tKL: 209.4172\tLL/KL: -8.3891\n",
-      "====> Epoch: 1210/5000 (24%)\tLoss: 1936.5503\tLL: -1729.0808\tKL: 207.4695\tLL/KL: -8.3341\n",
-      "====> Epoch: 1220/5000 (24%)\tLoss: 1112.4226\tLL: -904.4305\tKL: 207.9921\tLL/KL: -4.3484\n",
-      "====> Epoch: 1230/5000 (25%)\tLoss: 1140.7767\tLL: -936.2104\tKL: 204.5663\tLL/KL: -4.5766\n",
-      "====> Epoch: 1240/5000 (25%)\tLoss: 1180.8647\tLL: -977.3467\tKL: 203.5181\tLL/KL: -4.8023\n",
-      "====> Epoch: 1250/5000 (25%)\tLoss: 1231.2023\tLL: -1028.8901\tKL: 202.3122\tLL/KL: -5.0857\n",
-      "====> Epoch: 1260/5000 (25%)\tLoss: 1255.2245\tLL: -1054.3956\tKL: 200.8289\tLL/KL: -5.2502\n",
-      "====> Epoch: 1270/5000 (25%)\tLoss: 1271.5682\tLL: -1072.6709\tKL: 198.8973\tLL/KL: -5.3931\n",
-      "====> Epoch: 1280/5000 (26%)\tLoss: 1317.8157\tLL: -1120.7584\tKL: 197.0573\tLL/KL: -5.6875\n",
-      "====> Epoch: 1290/5000 (26%)\tLoss: 1179.8812\tLL: -984.6975\tKL: 195.1837\tLL/KL: -5.0450\n",
-      "====> Epoch: 1300/5000 (26%)\tLoss: 1040.5862\tLL: -846.2059\tKL: 194.3803\tLL/KL: -4.3534\n",
-      "====> Epoch: 1310/5000 (26%)\tLoss: 1151.3981\tLL: -958.2407\tKL: 193.1574\tLL/KL: -4.9609\n",
-      "====> Epoch: 1320/5000 (26%)\tLoss: 1460.1351\tLL: -1268.0066\tKL: 192.1286\tLL/KL: -6.5998\n",
-      "====> Epoch: 1330/5000 (27%)\tLoss: 1186.6499\tLL: -996.7165\tKL: 189.9334\tLL/KL: -5.2477\n",
-      "====> Epoch: 1340/5000 (27%)\tLoss: 1259.4811\tLL: -1069.1423\tKL: 190.3388\tLL/KL: -5.6170\n",
-      "====> Epoch: 1350/5000 (27%)\tLoss: 1281.3859\tLL: -1092.9219\tKL: 188.4640\tLL/KL: -5.7991\n",
-      "====> Epoch: 1360/5000 (27%)\tLoss: 1176.5123\tLL: -990.7215\tKL: 185.7908\tLL/KL: -5.3325\n",
-      "====> Epoch: 1370/5000 (27%)\tLoss: 2040.7468\tLL: -1854.4304\tKL: 186.3164\tLL/KL: -9.9531\n",
-      "====> Epoch: 1380/5000 (28%)\tLoss: 1331.0305\tLL: -1146.7010\tKL: 184.3295\tLL/KL: -6.2209\n",
-      "====> Epoch: 1390/5000 (28%)\tLoss: 1434.0869\tLL: -1249.6487\tKL: 184.4382\tLL/KL: -6.7754\n",
-      "====> Epoch: 1400/5000 (28%)\tLoss: 1721.0398\tLL: -1539.9001\tKL: 181.1397\tLL/KL: -8.5012\n",
-      "====> Epoch: 1410/5000 (28%)\tLoss: 1440.5950\tLL: -1259.7344\tKL: 180.8607\tLL/KL: -6.9652\n",
-      "====> Epoch: 1420/5000 (28%)\tLoss: 1870.1147\tLL: -1690.8724\tKL: 179.2423\tLL/KL: -9.4334\n",
-      "====> Epoch: 1430/5000 (29%)\tLoss: 1146.2024\tLL: -968.6732\tKL: 177.5292\tLL/KL: -5.4564\n",
-      "====> Epoch: 1440/5000 (29%)\tLoss: 1291.2157\tLL: -1114.5911\tKL: 176.6246\tLL/KL: -6.3105\n",
-      "====> Epoch: 1450/5000 (29%)\tLoss: 1167.1429\tLL: -992.8992\tKL: 174.2438\tLL/KL: -5.6983\n",
-      "====> Epoch: 1460/5000 (29%)\tLoss: 1541.9700\tLL: -1368.6398\tKL: 173.3302\tLL/KL: -7.8961\n",
-      "====> Epoch: 1470/5000 (29%)\tLoss: 1334.2880\tLL: -1160.0168\tKL: 174.2711\tLL/KL: -6.6564\n",
-      "====> Epoch: 1480/5000 (30%)\tLoss: 1559.2811\tLL: -1387.6062\tKL: 171.6749\tLL/KL: -8.0828\n",
-      "====> Epoch: 1490/5000 (30%)\tLoss: 1385.4377\tLL: -1215.6008\tKL: 169.8369\tLL/KL: -7.1575\n",
-      "====> Epoch: 1500/5000 (30%)\tLoss: 2009.4011\tLL: -1839.0745\tKL: 170.3267\tLL/KL: -10.7973\n",
-      "====> Epoch: 1510/5000 (30%)\tLoss: 1121.4117\tLL: -953.1074\tKL: 168.3044\tLL/KL: -5.6630\n",
-      "====> Epoch: 1520/5000 (30%)\tLoss: 2043.5652\tLL: -1876.7042\tKL: 166.8610\tLL/KL: -11.2471\n",
-      "====> Epoch: 1530/5000 (31%)\tLoss: 1153.7765\tLL: -988.9729\tKL: 164.8036\tLL/KL: -6.0009\n",
-      "====> Epoch: 1540/5000 (31%)\tLoss: 2205.5872\tLL: -2042.0969\tKL: 163.4903\tLL/KL: -12.4906\n",
-      "====> Epoch: 1550/5000 (31%)\tLoss: 1116.8275\tLL: -953.1720\tKL: 163.6555\tLL/KL: -5.8243\n",
-      "====> Epoch: 1560/5000 (31%)\tLoss: 1190.0483\tLL: -1028.2065\tKL: 161.8418\tLL/KL: -6.3532\n",
-      "====> Epoch: 1570/5000 (31%)\tLoss: 1283.1998\tLL: -1121.2623\tKL: 161.9375\tLL/KL: -6.9240\n",
-      "====> Epoch: 1580/5000 (32%)\tLoss: 1140.5878\tLL: -979.8543\tKL: 160.7335\tLL/KL: -6.0961\n",
-      "====> Epoch: 1590/5000 (32%)\tLoss: 1143.3615\tLL: -984.2577\tKL: 159.1038\tLL/KL: -6.1863\n",
-      "====> Epoch: 1600/5000 (32%)\tLoss: 1675.2139\tLL: -1516.7173\tKL: 158.4965\tLL/KL: -9.5694\n",
-      "====> Epoch: 1610/5000 (32%)\tLoss: 1085.5797\tLL: -927.8647\tKL: 157.7150\tLL/KL: -5.8832\n",
-      "====> Epoch: 1620/5000 (32%)\tLoss: 1090.6754\tLL: -934.8406\tKL: 155.8348\tLL/KL: -5.9989\n",
-      "====> Epoch: 1630/5000 (33%)\tLoss: 866.0853\tLL: -710.2181\tKL: 155.8672\tLL/KL: -4.5566\n",
-      "====> Epoch: 1640/5000 (33%)\tLoss: 1217.4338\tLL: -1061.5758\tKL: 155.8581\tLL/KL: -6.8112\n",
-      "====> Epoch: 1650/5000 (33%)\tLoss: 915.8037\tLL: -762.0650\tKL: 153.7387\tLL/KL: -4.9569\n",
-      "====> Epoch: 1660/5000 (33%)\tLoss: 946.9049\tLL: -793.6376\tKL: 153.2673\tLL/KL: -5.1781\n",
-      "====> Epoch: 1670/5000 (33%)\tLoss: 1101.5500\tLL: -950.2353\tKL: 151.3148\tLL/KL: -6.2799\n",
-      "====> Epoch: 1680/5000 (34%)\tLoss: 1153.0992\tLL: -1001.4298\tKL: 151.6694\tLL/KL: -6.6027\n",
-      "====> Epoch: 1690/5000 (34%)\tLoss: 1225.5017\tLL: -1074.3660\tKL: 151.1357\tLL/KL: -7.1086\n",
-      "====> Epoch: 1700/5000 (34%)\tLoss: 972.7237\tLL: -823.2496\tKL: 149.4741\tLL/KL: -5.5076\n",
-      "====> Epoch: 1710/5000 (34%)\tLoss: 937.8472\tLL: -788.2142\tKL: 149.6330\tLL/KL: -5.2676\n",
-      "====> Epoch: 1720/5000 (34%)\tLoss: 1087.0841\tLL: -941.2687\tKL: 145.8153\tLL/KL: -6.4552\n",
-      "====> Epoch: 1730/5000 (35%)\tLoss: 1199.5356\tLL: -1052.0037\tKL: 147.5320\tLL/KL: -7.1307\n",
-      "====> Epoch: 1740/5000 (35%)\tLoss: 951.2284\tLL: -805.0386\tKL: 146.1898\tLL/KL: -5.5068\n",
-      "====> Epoch: 1750/5000 (35%)\tLoss: 982.2732\tLL: -836.9806\tKL: 145.2926\tLL/KL: -5.7607\n",
-      "====> Epoch: 1760/5000 (35%)\tLoss: 1210.2473\tLL: -1065.9546\tKL: 144.2927\tLL/KL: -7.3874\n",
-      "====> Epoch: 1770/5000 (35%)\tLoss: 902.0007\tLL: -758.2146\tKL: 143.7861\tLL/KL: -5.2732\n",
-      "====> Epoch: 1780/5000 (36%)\tLoss: 1000.2294\tLL: -858.0259\tKL: 142.2035\tLL/KL: -6.0338\n",
-      "====> Epoch: 1790/5000 (36%)\tLoss: 989.3272\tLL: -847.5911\tKL: 141.7361\tLL/KL: -5.9801\n",
-      "====> Epoch: 1800/5000 (36%)\tLoss: 1184.1068\tLL: -1042.6858\tKL: 141.4210\tLL/KL: -7.3729\n",
-      "====> Epoch: 1810/5000 (36%)\tLoss: 987.6963\tLL: -847.6875\tKL: 140.0088\tLL/KL: -6.0545\n",
-      "====> Epoch: 1820/5000 (36%)\tLoss: 1236.5851\tLL: -1095.5911\tKL: 140.9940\tLL/KL: -7.7705\n",
-      "====> Epoch: 1830/5000 (37%)\tLoss: 950.8773\tLL: -813.3464\tKL: 137.5309\tLL/KL: -5.9139\n",
-      "====> Epoch: 1840/5000 (37%)\tLoss: 1054.3411\tLL: -914.6507\tKL: 139.6904\tLL/KL: -6.5477\n",
-      "====> Epoch: 1850/5000 (37%)\tLoss: 1188.7308\tLL: -1052.3862\tKL: 136.3446\tLL/KL: -7.7186\n",
-      "====> Epoch: 1860/5000 (37%)\tLoss: 905.0150\tLL: -767.8563\tKL: 137.1587\tLL/KL: -5.5983\n",
-      "====> Epoch: 1870/5000 (37%)\tLoss: 1002.6384\tLL: -866.9100\tKL: 135.7284\tLL/KL: -6.3871\n",
-      "====> Epoch: 1880/5000 (38%)\tLoss: 919.1659\tLL: -784.1547\tKL: 135.0112\tLL/KL: -5.8081\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch: 1890/5000 (38%)\tLoss: 1090.8901\tLL: -956.9109\tKL: 133.9793\tLL/KL: -7.1422\n",
-      "====> Epoch: 1900/5000 (38%)\tLoss: 1087.7695\tLL: -955.0302\tKL: 132.7393\tLL/KL: -7.1948\n",
-      "====> Epoch: 1910/5000 (38%)\tLoss: 924.7352\tLL: -791.8412\tKL: 132.8939\tLL/KL: -5.9584\n",
-      "====> Epoch: 1920/5000 (38%)\tLoss: 1021.7333\tLL: -889.7480\tKL: 131.9854\tLL/KL: -6.7413\n",
-      "====> Epoch: 1930/5000 (39%)\tLoss: 1017.7072\tLL: -886.2141\tKL: 131.4931\tLL/KL: -6.7396\n",
-      "====> Epoch: 1940/5000 (39%)\tLoss: 926.9441\tLL: -796.3915\tKL: 130.5526\tLL/KL: -6.1002\n",
-      "====> Epoch: 1950/5000 (39%)\tLoss: 1073.9729\tLL: -944.9207\tKL: 129.0522\tLL/KL: -7.3220\n",
-      "====> Epoch: 1960/5000 (39%)\tLoss: 1322.2913\tLL: -1192.1669\tKL: 130.1244\tLL/KL: -9.1617\n",
-      "====> Epoch: 1970/5000 (39%)\tLoss: 945.9066\tLL: -816.6605\tKL: 129.2461\tLL/KL: -6.3186\n",
-      "====> Epoch: 1980/5000 (40%)\tLoss: 989.4670\tLL: -861.0146\tKL: 128.4525\tLL/KL: -6.7030\n",
-      "====> Epoch: 1990/5000 (40%)\tLoss: 914.8405\tLL: -787.3768\tKL: 127.4637\tLL/KL: -6.1773\n",
-      "====> Epoch: 2000/5000 (40%)\tLoss: 885.0105\tLL: -758.5725\tKL: 126.4380\tLL/KL: -5.9996\n",
-      "====> Epoch: 2010/5000 (40%)\tLoss: 833.9244\tLL: -707.5733\tKL: 126.3511\tLL/KL: -5.6001\n",
-      "====> Epoch: 2020/5000 (40%)\tLoss: 995.5771\tLL: -870.4330\tKL: 125.1441\tLL/KL: -6.9554\n",
-      "====> Epoch: 2030/5000 (41%)\tLoss: 813.5052\tLL: -689.0357\tKL: 124.4695\tLL/KL: -5.5358\n",
-      "====> Epoch: 2040/5000 (41%)\tLoss: 1232.0750\tLL: -1106.8368\tKL: 125.2381\tLL/KL: -8.8379\n",
-      "====> Epoch: 2050/5000 (41%)\tLoss: 856.6201\tLL: -733.6927\tKL: 122.9274\tLL/KL: -5.9685\n",
-      "====> Epoch: 2060/5000 (41%)\tLoss: 944.8660\tLL: -821.5095\tKL: 123.3565\tLL/KL: -6.6596\n",
-      "====> Epoch: 2070/5000 (41%)\tLoss: 931.7560\tLL: -809.6219\tKL: 122.1340\tLL/KL: -6.6290\n",
-      "====> Epoch: 2080/5000 (42%)\tLoss: 1089.9055\tLL: -968.5006\tKL: 121.4049\tLL/KL: -7.9774\n",
-      "====> Epoch: 2090/5000 (42%)\tLoss: 819.7318\tLL: -698.1631\tKL: 121.5687\tLL/KL: -5.7429\n",
-      "====> Epoch: 2100/5000 (42%)\tLoss: 808.8391\tLL: -688.1251\tKL: 120.7140\tLL/KL: -5.7005\n",
-      "====> Epoch: 2110/5000 (42%)\tLoss: 903.3190\tLL: -783.3751\tKL: 119.9438\tLL/KL: -6.5312\n",
-      "====> Epoch: 2120/5000 (42%)\tLoss: 927.3251\tLL: -807.8618\tKL: 119.4633\tLL/KL: -6.7624\n",
-      "====> Epoch: 2130/5000 (43%)\tLoss: 1104.3967\tLL: -985.5552\tKL: 118.8415\tLL/KL: -8.2930\n",
-      "====> Epoch: 2140/5000 (43%)\tLoss: 794.3965\tLL: -676.0728\tKL: 118.3237\tLL/KL: -5.7138\n",
-      "====> Epoch: 2150/5000 (43%)\tLoss: 923.0366\tLL: -805.5526\tKL: 117.4840\tLL/KL: -6.8567\n",
-      "====> Epoch: 2160/5000 (43%)\tLoss: 866.6819\tLL: -749.9563\tKL: 116.7256\tLL/KL: -6.4250\n",
-      "====> Epoch: 2170/5000 (43%)\tLoss: 923.7598\tLL: -806.1051\tKL: 117.6547\tLL/KL: -6.8514\n",
-      "====> Epoch: 2180/5000 (44%)\tLoss: 1001.1023\tLL: -885.8831\tKL: 115.2191\tLL/KL: -7.6887\n",
-      "====> Epoch: 2190/5000 (44%)\tLoss: 991.2548\tLL: -874.3283\tKL: 116.9265\tLL/KL: -7.4776\n",
-      "====> Epoch: 2200/5000 (44%)\tLoss: 822.8259\tLL: -707.9806\tKL: 114.8453\tLL/KL: -6.1646\n",
-      "====> Epoch: 2210/5000 (44%)\tLoss: 904.2910\tLL: -788.5288\tKL: 115.7622\tLL/KL: -6.8116\n",
-      "====> Epoch: 2220/5000 (44%)\tLoss: 939.7050\tLL: -825.2687\tKL: 114.4363\tLL/KL: -7.2116\n",
-      "====> Epoch: 2230/5000 (45%)\tLoss: 804.5706\tLL: -690.4047\tKL: 114.1659\tLL/KL: -6.0474\n",
-      "====> Epoch: 2240/5000 (45%)\tLoss: 834.5013\tLL: -721.4212\tKL: 113.0801\tLL/KL: -6.3797\n",
-      "====> Epoch: 2250/5000 (45%)\tLoss: 970.1125\tLL: -856.6547\tKL: 113.4578\tLL/KL: -7.5504\n",
-      "====> Epoch: 2260/5000 (45%)\tLoss: 941.7834\tLL: -829.4613\tKL: 112.3221\tLL/KL: -7.3847\n",
-      "====> Epoch: 2270/5000 (45%)\tLoss: 827.0688\tLL: -715.2425\tKL: 111.8263\tLL/KL: -6.3960\n",
-      "====> Epoch: 2280/5000 (46%)\tLoss: 992.4208\tLL: -880.6038\tKL: 111.8170\tLL/KL: -7.8754\n",
-      "====> Epoch: 2290/5000 (46%)\tLoss: 837.1356\tLL: -726.3115\tKL: 110.8241\tLL/KL: -6.5537\n",
-      "====> Epoch: 2300/5000 (46%)\tLoss: 806.1487\tLL: -695.5837\tKL: 110.5649\tLL/KL: -6.2912\n",
-      "====> Epoch: 2310/5000 (46%)\tLoss: 818.8055\tLL: -709.6201\tKL: 109.1854\tLL/KL: -6.4992\n",
-      "====> Epoch: 2320/5000 (46%)\tLoss: 916.8320\tLL: -807.7577\tKL: 109.0743\tLL/KL: -7.4056\n",
-      "====> Epoch: 2330/5000 (47%)\tLoss: 857.3867\tLL: -748.3130\tKL: 109.0737\tLL/KL: -6.8606\n",
-      "====> Epoch: 2340/5000 (47%)\tLoss: 796.6608\tLL: -687.8863\tKL: 108.7745\tLL/KL: -6.3240\n",
-      "====> Epoch: 2350/5000 (47%)\tLoss: 1041.8469\tLL: -933.2253\tKL: 108.6217\tLL/KL: -8.5915\n",
-      "====> Epoch: 2360/5000 (47%)\tLoss: 898.2067\tLL: -790.9198\tKL: 107.2868\tLL/KL: -7.3720\n",
-      "====> Epoch: 2370/5000 (47%)\tLoss: 848.7167\tLL: -741.1568\tKL: 107.5599\tLL/KL: -6.8906\n",
-      "====> Epoch: 2380/5000 (48%)\tLoss: 894.2069\tLL: -787.5466\tKL: 106.6603\tLL/KL: -7.3837\n",
-      "====> Epoch: 2390/5000 (48%)\tLoss: 854.7635\tLL: -748.6404\tKL: 106.1232\tLL/KL: -7.0544\n",
-      "====> Epoch: 2400/5000 (48%)\tLoss: 813.5554\tLL: -707.4572\tKL: 106.0982\tLL/KL: -6.6679\n",
-      "====> Epoch: 2410/5000 (48%)\tLoss: 849.6256\tLL: -743.7722\tKL: 105.8535\tLL/KL: -7.0264\n",
-      "====> Epoch: 2420/5000 (48%)\tLoss: 845.1296\tLL: -740.3470\tKL: 104.7825\tLL/KL: -7.0656\n",
-      "====> Epoch: 2430/5000 (49%)\tLoss: 896.8544\tLL: -792.3335\tKL: 104.5209\tLL/KL: -7.5806\n",
-      "====> Epoch: 2440/5000 (49%)\tLoss: 799.2703\tLL: -694.8694\tKL: 104.4009\tLL/KL: -6.6558\n",
-      "====> Epoch: 2450/5000 (49%)\tLoss: 934.5477\tLL: -831.3491\tKL: 103.1985\tLL/KL: -8.0558\n",
-      "====> Epoch: 2460/5000 (49%)\tLoss: 908.2848\tLL: -803.9905\tKL: 104.2943\tLL/KL: -7.7089\n",
-      "====> Epoch: 2470/5000 (49%)\tLoss: 849.0633\tLL: -746.2789\tKL: 102.7844\tLL/KL: -7.2606\n",
-      "====> Epoch: 2480/5000 (50%)\tLoss: 759.9329\tLL: -657.3639\tKL: 102.5690\tLL/KL: -6.4090\n",
-      "====> Epoch: 2490/5000 (50%)\tLoss: 798.3906\tLL: -695.7856\tKL: 102.6049\tLL/KL: -6.7812\n",
-      "====> Epoch: 2500/5000 (50%)\tLoss: 769.6586\tLL: -667.6813\tKL: 101.9772\tLL/KL: -6.5474\n",
-      "====> Epoch: 2510/5000 (50%)\tLoss: 843.6807\tLL: -742.0322\tKL: 101.6485\tLL/KL: -7.3000\n",
-      "====> Epoch: 2520/5000 (50%)\tLoss: 867.2152\tLL: -765.6953\tKL: 101.5199\tLL/KL: -7.5423\n",
-      "====> Epoch: 2530/5000 (51%)\tLoss: 818.4354\tLL: -717.7551\tKL: 100.6803\tLL/KL: -7.1291\n",
-      "====> Epoch: 2540/5000 (51%)\tLoss: 839.0244\tLL: -738.4039\tKL: 100.6205\tLL/KL: -7.3385\n",
-      "====> Epoch: 2550/5000 (51%)\tLoss: 796.0190\tLL: -695.0457\tKL: 100.9733\tLL/KL: -6.8835\n",
-      "====> Epoch: 2560/5000 (51%)\tLoss: 816.2598\tLL: -716.5137\tKL: 99.7460\tLL/KL: -7.1834\n",
-      "====> Epoch: 2570/5000 (51%)\tLoss: 784.4588\tLL: -684.5535\tKL: 99.9053\tLL/KL: -6.8520\n",
-      "====> Epoch: 2580/5000 (52%)\tLoss: 808.5016\tLL: -709.4255\tKL: 99.0760\tLL/KL: -7.1604\n",
-      "====> Epoch: 2590/5000 (52%)\tLoss: 919.3453\tLL: -820.2736\tKL: 99.0717\tLL/KL: -8.2796\n",
-      "====> Epoch: 2600/5000 (52%)\tLoss: 846.2645\tLL: -747.6592\tKL: 98.6054\tLL/KL: -7.5823\n",
-      "====> Epoch: 2610/5000 (52%)\tLoss: 765.2324\tLL: -667.5753\tKL: 97.6572\tLL/KL: -6.8359\n",
-      "====> Epoch: 2620/5000 (52%)\tLoss: 829.5279\tLL: -731.4927\tKL: 98.0351\tLL/KL: -7.4615\n",
-      "====> Epoch: 2630/5000 (53%)\tLoss: 755.1743\tLL: -657.5331\tKL: 97.6411\tLL/KL: -6.7342\n",
-      "====> Epoch: 2640/5000 (53%)\tLoss: 786.1245\tLL: -689.2117\tKL: 96.9128\tLL/KL: -7.1117\n",
-      "====> Epoch: 2650/5000 (53%)\tLoss: 767.6805\tLL: -671.1143\tKL: 96.5663\tLL/KL: -6.9498\n",
-      "====> Epoch: 2660/5000 (53%)\tLoss: 838.7776\tLL: -742.1170\tKL: 96.6606\tLL/KL: -7.6776\n",
-      "====> Epoch: 2670/5000 (53%)\tLoss: 805.0795\tLL: -709.1849\tKL: 95.8946\tLL/KL: -7.3955\n",
-      "====> Epoch: 2680/5000 (54%)\tLoss: 735.5726\tLL: -639.8065\tKL: 95.7661\tLL/KL: -6.6809\n",
-      "====> Epoch: 2690/5000 (54%)\tLoss: 777.5686\tLL: -681.7619\tKL: 95.8067\tLL/KL: -7.1160\n",
-      "====> Epoch: 2700/5000 (54%)\tLoss: 746.7385\tLL: -651.6962\tKL: 95.0423\tLL/KL: -6.8569\n",
-      "====> Epoch: 2710/5000 (54%)\tLoss: 718.6770\tLL: -623.8178\tKL: 94.8592\tLL/KL: -6.5763\n",
-      "====> Epoch: 2720/5000 (54%)\tLoss: 759.0612\tLL: -665.6960\tKL: 93.3651\tLL/KL: -7.1300\n",
-      "====> Epoch: 2730/5000 (55%)\tLoss: 861.8386\tLL: -767.6441\tKL: 94.1945\tLL/KL: -8.1496\n",
-      "====> Epoch: 2740/5000 (55%)\tLoss: 874.0099\tLL: -780.4904\tKL: 93.5195\tLL/KL: -8.3457\n",
-      "====> Epoch: 2750/5000 (55%)\tLoss: 785.7666\tLL: -692.4937\tKL: 93.2729\tLL/KL: -7.4244\n",
-      "====> Epoch: 2760/5000 (55%)\tLoss: 855.0970\tLL: -762.0993\tKL: 92.9977\tLL/KL: -8.1948\n",
-      "====> Epoch: 2770/5000 (55%)\tLoss: 759.4047\tLL: -666.8906\tKL: 92.5142\tLL/KL: -7.2085\n",
-      "====> Epoch: 2780/5000 (56%)\tLoss: 744.3246\tLL: -652.2286\tKL: 92.0960\tLL/KL: -7.0820\n",
-      "====> Epoch: 2790/5000 (56%)\tLoss: 792.9471\tLL: -700.4141\tKL: 92.5330\tLL/KL: -7.5693\n",
-      "====> Epoch: 2800/5000 (56%)\tLoss: 825.4376\tLL: -734.3396\tKL: 91.0980\tLL/KL: -8.0610\n",
-      "====> Epoch: 2810/5000 (56%)\tLoss: 842.8924\tLL: -751.2608\tKL: 91.6316\tLL/KL: -8.1987\n",
-      "====> Epoch: 2820/5000 (56%)\tLoss: 795.6002\tLL: -704.7189\tKL: 90.8813\tLL/KL: -7.7543\n",
-      "====> Epoch: 2830/5000 (57%)\tLoss: 755.8378\tLL: -665.3619\tKL: 90.4760\tLL/KL: -7.3540\n",
-      "====> Epoch: 2840/5000 (57%)\tLoss: 801.4414\tLL: -710.7699\tKL: 90.6715\tLL/KL: -7.8390\n",
-      "====> Epoch: 2850/5000 (57%)\tLoss: 751.2559\tLL: -661.1565\tKL: 90.0994\tLL/KL: -7.3381\n",
-      "====> Epoch: 2860/5000 (57%)\tLoss: 719.9642\tLL: -630.4008\tKL: 89.5634\tLL/KL: -7.0386\n",
-      "====> Epoch: 2870/5000 (57%)\tLoss: 771.1097\tLL: -681.4249\tKL: 89.6847\tLL/KL: -7.5980\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch: 2880/5000 (58%)\tLoss: 996.8088\tLL: -907.6956\tKL: 89.1132\tLL/KL: -10.1859\n",
-      "====> Epoch: 2890/5000 (58%)\tLoss: 844.8672\tLL: -755.9809\tKL: 88.8863\tLL/KL: -8.5050\n",
-      "====> Epoch: 2900/5000 (58%)\tLoss: 710.8585\tLL: -621.3894\tKL: 89.4691\tLL/KL: -6.9453\n",
-      "====> Epoch: 2910/5000 (58%)\tLoss: 723.2809\tLL: -635.7047\tKL: 87.5763\tLL/KL: -7.2589\n",
-      "====> Epoch: 2920/5000 (58%)\tLoss: 712.8298\tLL: -624.1066\tKL: 88.7232\tLL/KL: -7.0343\n",
-      "====> Epoch: 2930/5000 (59%)\tLoss: 943.4076\tLL: -855.8008\tKL: 87.6068\tLL/KL: -9.7687\n",
-      "====> Epoch: 2940/5000 (59%)\tLoss: 880.4826\tLL: -792.7527\tKL: 87.7299\tLL/KL: -9.0363\n",
-      "====> Epoch: 2950/5000 (59%)\tLoss: 753.2102\tLL: -665.9336\tKL: 87.2766\tLL/KL: -7.6302\n",
-      "====> Epoch: 2960/5000 (59%)\tLoss: 761.8583\tLL: -675.3055\tKL: 86.5528\tLL/KL: -7.8022\n",
-      "====> Epoch: 2970/5000 (59%)\tLoss: 718.3149\tLL: -631.8452\tKL: 86.4697\tLL/KL: -7.3071\n",
-      "====> Epoch: 2980/5000 (60%)\tLoss: 724.5120\tLL: -638.4965\tKL: 86.0155\tLL/KL: -7.4230\n",
-      "====> Epoch: 2990/5000 (60%)\tLoss: 725.9197\tLL: -639.5318\tKL: 86.3879\tLL/KL: -7.4030\n",
-      "====> Epoch: 3000/5000 (60%)\tLoss: 752.8986\tLL: -666.8090\tKL: 86.0895\tLL/KL: -7.7455\n",
-      "====> Epoch: 3010/5000 (60%)\tLoss: 780.2025\tLL: -695.3167\tKL: 84.8858\tLL/KL: -8.1912\n",
-      "====> Epoch: 3020/5000 (60%)\tLoss: 713.7156\tLL: -628.0344\tKL: 85.6813\tLL/KL: -7.3299\n",
-      "====> Epoch: 3030/5000 (61%)\tLoss: 711.9158\tLL: -627.5074\tKL: 84.4085\tLL/KL: -7.4342\n",
-      "====> Epoch: 3040/5000 (61%)\tLoss: 738.5993\tLL: -653.7963\tKL: 84.8030\tLL/KL: -7.7096\n",
-      "====> Epoch: 3050/5000 (61%)\tLoss: 711.7902\tLL: -627.6795\tKL: 84.1107\tLL/KL: -7.4625\n",
-      "====> Epoch: 3060/5000 (61%)\tLoss: 781.2863\tLL: -697.0883\tKL: 84.1980\tLL/KL: -8.2792\n",
-      "====> Epoch: 3070/5000 (61%)\tLoss: 752.1160\tLL: -668.0190\tKL: 84.0971\tLL/KL: -7.9434\n",
-      "====> Epoch: 3080/5000 (62%)\tLoss: 863.3893\tLL: -779.8726\tKL: 83.5168\tLL/KL: -9.3379\n",
-      "====> Epoch: 3090/5000 (62%)\tLoss: 721.4332\tLL: -637.9951\tKL: 83.4381\tLL/KL: -7.6463\n",
-      "====> Epoch: 3100/5000 (62%)\tLoss: 744.4059\tLL: -661.2642\tKL: 83.1417\tLL/KL: -7.9535\n",
-      "====> Epoch: 3110/5000 (62%)\tLoss: 724.4175\tLL: -641.5831\tKL: 82.8344\tLL/KL: -7.7454\n",
-      "====> Epoch: 3120/5000 (62%)\tLoss: 697.4312\tLL: -615.3184\tKL: 82.1128\tLL/KL: -7.4936\n",
-      "====> Epoch: 3130/5000 (63%)\tLoss: 775.4492\tLL: -693.1339\tKL: 82.3153\tLL/KL: -8.4205\n",
-      "====> Epoch: 3140/5000 (63%)\tLoss: 741.5649\tLL: -659.5829\tKL: 81.9821\tLL/KL: -8.0455\n",
-      "====> Epoch: 3150/5000 (63%)\tLoss: 737.1166\tLL: -654.8143\tKL: 82.3023\tLL/KL: -7.9562\n",
-      "====> Epoch: 3160/5000 (63%)\tLoss: 1023.9492\tLL: -942.3915\tKL: 81.5577\tLL/KL: -11.5549\n",
-      "====> Epoch: 3170/5000 (63%)\tLoss: 728.7509\tLL: -647.4678\tKL: 81.2831\tLL/KL: -7.9656\n",
-      "====> Epoch: 3180/5000 (64%)\tLoss: 735.9656\tLL: -654.7540\tKL: 81.2116\tLL/KL: -8.0623\n",
-      "====> Epoch: 3190/5000 (64%)\tLoss: 754.7652\tLL: -673.8146\tKL: 80.9506\tLL/KL: -8.3238\n",
-      "====> Epoch: 3200/5000 (64%)\tLoss: 774.4628\tLL: -694.2424\tKL: 80.2204\tLL/KL: -8.6542\n",
-      "====> Epoch: 3210/5000 (64%)\tLoss: 687.0258\tLL: -606.2477\tKL: 80.7780\tLL/KL: -7.5051\n",
-      "====> Epoch: 3220/5000 (64%)\tLoss: 740.8605\tLL: -660.8254\tKL: 80.0351\tLL/KL: -8.2567\n",
-      "====> Epoch: 3230/5000 (65%)\tLoss: 684.2158\tLL: -604.2495\tKL: 79.9663\tLL/KL: -7.5563\n",
-      "====> Epoch: 3240/5000 (65%)\tLoss: 773.5447\tLL: -694.0251\tKL: 79.5196\tLL/KL: -8.7277\n",
-      "====> Epoch: 3250/5000 (65%)\tLoss: 695.9307\tLL: -616.5854\tKL: 79.3453\tLL/KL: -7.7709\n",
-      "====> Epoch: 3260/5000 (65%)\tLoss: 681.2983\tLL: -602.2036\tKL: 79.0947\tLL/KL: -7.6137\n",
-      "====> Epoch: 3270/5000 (65%)\tLoss: 687.6193\tLL: -608.6228\tKL: 78.9965\tLL/KL: -7.7044\n",
-      "====> Epoch: 3280/5000 (66%)\tLoss: 682.1594\tLL: -603.0143\tKL: 79.1450\tLL/KL: -7.6191\n",
-      "====> Epoch: 3290/5000 (66%)\tLoss: 670.1786\tLL: -591.5975\tKL: 78.5811\tLL/KL: -7.5285\n",
-      "====> Epoch: 3300/5000 (66%)\tLoss: 655.3812\tLL: -576.8384\tKL: 78.5428\tLL/KL: -7.3443\n",
-      "====> Epoch: 3310/5000 (66%)\tLoss: 693.5076\tLL: -615.2990\tKL: 78.2086\tLL/KL: -7.8674\n",
-      "====> Epoch: 3320/5000 (66%)\tLoss: 688.3523\tLL: -610.0354\tKL: 78.3169\tLL/KL: -7.7893\n",
-      "====> Epoch: 3330/5000 (67%)\tLoss: 722.6632\tLL: -644.9954\tKL: 77.6678\tLL/KL: -8.3045\n",
-      "====> Epoch: 3340/5000 (67%)\tLoss: 687.7859\tLL: -610.2338\tKL: 77.5521\tLL/KL: -7.8687\n",
-      "====> Epoch: 3350/5000 (67%)\tLoss: 715.3889\tLL: -637.6036\tKL: 77.7852\tLL/KL: -8.1970\n",
-      "====> Epoch: 3360/5000 (67%)\tLoss: 702.4752\tLL: -626.0345\tKL: 76.4406\tLL/KL: -8.1898\n",
-      "====> Epoch: 3370/5000 (67%)\tLoss: 678.0521\tLL: -601.1630\tKL: 76.8892\tLL/KL: -7.8186\n",
-      "====> Epoch: 3380/5000 (68%)\tLoss: 653.9411\tLL: -576.7960\tKL: 77.1451\tLL/KL: -7.4768\n",
-      "====> Epoch: 3390/5000 (68%)\tLoss: 671.2471\tLL: -595.3273\tKL: 75.9198\tLL/KL: -7.8415\n",
-      "====> Epoch: 3400/5000 (68%)\tLoss: 659.8293\tLL: -583.4724\tKL: 76.3569\tLL/KL: -7.6414\n",
-      "====> Epoch: 3410/5000 (68%)\tLoss: 667.2119\tLL: -591.5807\tKL: 75.6312\tLL/KL: -7.8219\n",
-      "====> Epoch: 3420/5000 (68%)\tLoss: 664.8015\tLL: -589.0865\tKL: 75.7150\tLL/KL: -7.7803\n",
-      "====> Epoch: 3430/5000 (69%)\tLoss: 649.1011\tLL: -573.5612\tKL: 75.5399\tLL/KL: -7.5928\n",
-      "====> Epoch: 3440/5000 (69%)\tLoss: 703.9907\tLL: -628.2757\tKL: 75.7150\tLL/KL: -8.2979\n",
-      "====> Epoch: 3450/5000 (69%)\tLoss: 786.0178\tLL: -711.1376\tKL: 74.8802\tLL/KL: -9.4970\n",
-      "====> Epoch: 3460/5000 (69%)\tLoss: 717.5425\tLL: -642.1110\tKL: 75.4315\tLL/KL: -8.5125\n",
-      "====> Epoch: 3470/5000 (69%)\tLoss: 674.7698\tLL: -599.7651\tKL: 75.0047\tLL/KL: -7.9964\n",
-      "====> Epoch: 3480/5000 (70%)\tLoss: 670.2198\tLL: -596.1570\tKL: 74.0627\tLL/KL: -8.0494\n",
-      "====> Epoch: 3490/5000 (70%)\tLoss: 723.9766\tLL: -649.5585\tKL: 74.4182\tLL/KL: -8.7285\n",
-      "====> Epoch: 3500/5000 (70%)\tLoss: 653.7269\tLL: -579.5652\tKL: 74.1617\tLL/KL: -7.8149\n",
-      "====> Epoch: 3510/5000 (70%)\tLoss: 704.2925\tLL: -630.4770\tKL: 73.8155\tLL/KL: -8.5413\n",
-      "====> Epoch: 3520/5000 (70%)\tLoss: 663.5887\tLL: -589.8456\tKL: 73.7431\tLL/KL: -7.9987\n",
-      "====> Epoch: 3530/5000 (71%)\tLoss: 811.7404\tLL: -737.9393\tKL: 73.8010\tLL/KL: -9.9990\n",
-      "====> Epoch: 3540/5000 (71%)\tLoss: 641.0064\tLL: -567.2764\tKL: 73.7300\tLL/KL: -7.6940\n",
-      "====> Epoch: 3550/5000 (71%)\tLoss: 736.5552\tLL: -663.5878\tKL: 72.9675\tLL/KL: -9.0943\n",
-      "====> Epoch: 3560/5000 (71%)\tLoss: 651.6682\tLL: -578.6369\tKL: 73.0313\tLL/KL: -7.9231\n",
-      "====> Epoch: 3570/5000 (71%)\tLoss: 672.8052\tLL: -599.9281\tKL: 72.8771\tLL/KL: -8.2320\n",
-      "====> Epoch: 3580/5000 (72%)\tLoss: 662.6884\tLL: -589.7836\tKL: 72.9048\tLL/KL: -8.0898\n",
-      "====> Epoch: 3590/5000 (72%)\tLoss: 686.2755\tLL: -613.8436\tKL: 72.4319\tLL/KL: -8.4748\n",
-      "====> Epoch: 3600/5000 (72%)\tLoss: 702.3180\tLL: -630.3293\tKL: 71.9887\tLL/KL: -8.7559\n",
-      "====> Epoch: 3610/5000 (72%)\tLoss: 672.2260\tLL: -601.0071\tKL: 71.2188\tLL/KL: -8.4389\n",
-      "====> Epoch: 3620/5000 (72%)\tLoss: 643.2264\tLL: -571.5139\tKL: 71.7125\tLL/KL: -7.9695\n",
-      "====> Epoch: 3630/5000 (73%)\tLoss: 835.7583\tLL: -764.3203\tKL: 71.4380\tLL/KL: -10.6991\n",
-      "====> Epoch: 3640/5000 (73%)\tLoss: 649.7513\tLL: -578.0388\tKL: 71.7125\tLL/KL: -8.0605\n",
-      "====> Epoch: 3650/5000 (73%)\tLoss: 660.5811\tLL: -589.6147\tKL: 70.9664\tLL/KL: -8.3084\n",
-      "====> Epoch: 3660/5000 (73%)\tLoss: 680.0721\tLL: -609.2243\tKL: 70.8478\tLL/KL: -8.5991\n",
-      "====> Epoch: 3670/5000 (73%)\tLoss: 642.3839\tLL: -571.5682\tKL: 70.8157\tLL/KL: -8.0712\n",
-      "====> Epoch: 3680/5000 (74%)\tLoss: 703.7184\tLL: -633.2766\tKL: 70.4418\tLL/KL: -8.9901\n",
-      "====> Epoch: 3690/5000 (74%)\tLoss: 645.6194\tLL: -574.9556\tKL: 70.6638\tLL/KL: -8.1365\n",
-      "====> Epoch: 3700/5000 (74%)\tLoss: 619.0103\tLL: -548.9799\tKL: 70.0304\tLL/KL: -7.8392\n",
-      "====> Epoch: 3710/5000 (74%)\tLoss: 674.1123\tLL: -604.2333\tKL: 69.8790\tLL/KL: -8.6469\n",
-      "====> Epoch: 3720/5000 (74%)\tLoss: 637.6572\tLL: -567.7590\tKL: 69.8982\tLL/KL: -8.1227\n",
-      "====> Epoch: 3730/5000 (75%)\tLoss: 652.8589\tLL: -583.0005\tKL: 69.8585\tLL/KL: -8.3455\n",
-      "====> Epoch: 3740/5000 (75%)\tLoss: 620.5178\tLL: -550.8807\tKL: 69.6371\tLL/KL: -7.9107\n",
-      "====> Epoch: 3750/5000 (75%)\tLoss: 642.7347\tLL: -573.0463\tKL: 69.6884\tLL/KL: -8.2230\n",
-      "====> Epoch: 3760/5000 (75%)\tLoss: 618.5432\tLL: -549.5834\tKL: 68.9599\tLL/KL: -7.9696\n",
-      "====> Epoch: 3770/5000 (75%)\tLoss: 652.9984\tLL: -583.9424\tKL: 69.0560\tLL/KL: -8.4561\n",
-      "====> Epoch: 3780/5000 (76%)\tLoss: 641.5541\tLL: -572.6702\tKL: 68.8839\tLL/KL: -8.3136\n",
-      "====> Epoch: 3790/5000 (76%)\tLoss: 693.9432\tLL: -625.2040\tKL: 68.7392\tLL/KL: -9.0953\n",
-      "====> Epoch: 3800/5000 (76%)\tLoss: 622.7792\tLL: -554.1230\tKL: 68.6562\tLL/KL: -8.0710\n",
-      "====> Epoch: 3810/5000 (76%)\tLoss: 616.5557\tLL: -548.5389\tKL: 68.0167\tLL/KL: -8.0648\n",
-      "====> Epoch: 3820/5000 (76%)\tLoss: 626.2910\tLL: -557.9468\tKL: 68.3442\tLL/KL: -8.1638\n",
-      "====> Epoch: 3830/5000 (77%)\tLoss: 708.0085\tLL: -639.9651\tKL: 68.0434\tLL/KL: -9.4052\n",
-      "====> Epoch: 3840/5000 (77%)\tLoss: 637.8865\tLL: -570.4841\tKL: 67.4023\tLL/KL: -8.4639\n",
-      "====> Epoch: 3850/5000 (77%)\tLoss: 655.0363\tLL: -587.4722\tKL: 67.5642\tLL/KL: -8.6950\n",
-      "====> Epoch: 3860/5000 (77%)\tLoss: 711.0687\tLL: -643.1337\tKL: 67.9350\tLL/KL: -9.4669\n",
-      "====> Epoch: 3870/5000 (77%)\tLoss: 758.9150\tLL: -691.6280\tKL: 67.2871\tLL/KL: -10.2788\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch: 3880/5000 (78%)\tLoss: 643.4681\tLL: -576.3708\tKL: 67.0972\tLL/KL: -8.5901\n",
-      "====> Epoch: 3890/5000 (78%)\tLoss: 669.4266\tLL: -602.4955\tKL: 66.9310\tLL/KL: -9.0017\n",
-      "====> Epoch: 3900/5000 (78%)\tLoss: 630.6346\tLL: -563.4401\tKL: 67.1945\tLL/KL: -8.3852\n",
-      "====> Epoch: 3910/5000 (78%)\tLoss: 622.6350\tLL: -555.5162\tKL: 67.1187\tLL/KL: -8.2766\n",
-      "====> Epoch: 3920/5000 (78%)\tLoss: 663.4332\tLL: -597.1276\tKL: 66.3057\tLL/KL: -9.0057\n",
-      "====> Epoch: 3930/5000 (79%)\tLoss: 609.6970\tLL: -543.6302\tKL: 66.0667\tLL/KL: -8.2285\n",
-      "====> Epoch: 3940/5000 (79%)\tLoss: 607.8890\tLL: -541.7928\tKL: 66.0962\tLL/KL: -8.1970\n",
-      "====> Epoch: 3950/5000 (79%)\tLoss: 720.4741\tLL: -654.2028\tKL: 66.2713\tLL/KL: -9.8716\n",
-      "====> Epoch: 3960/5000 (79%)\tLoss: 630.8879\tLL: -565.1665\tKL: 65.7214\tLL/KL: -8.5994\n",
-      "====> Epoch: 3970/5000 (79%)\tLoss: 617.7944\tLL: -552.1035\tKL: 65.6909\tLL/KL: -8.4046\n",
-      "====> Epoch: 3980/5000 (80%)\tLoss: 620.5332\tLL: -555.1282\tKL: 65.4050\tLL/KL: -8.4876\n",
-      "====> Epoch: 3990/5000 (80%)\tLoss: 638.1800\tLL: -573.0204\tKL: 65.1596\tLL/KL: -8.7941\n",
-      "====> Epoch: 4000/5000 (80%)\tLoss: 600.0764\tLL: -535.0825\tKL: 64.9939\tLL/KL: -8.2328\n",
-      "====> Epoch: 4010/5000 (80%)\tLoss: 605.8298\tLL: -540.6980\tKL: 65.1318\tLL/KL: -8.3016\n",
-      "====> Epoch: 4020/5000 (80%)\tLoss: 639.2552\tLL: -574.3159\tKL: 64.9393\tLL/KL: -8.8439\n",
-      "====> Epoch: 4030/5000 (81%)\tLoss: 612.0510\tLL: -547.3312\tKL: 64.7197\tLL/KL: -8.4569\n",
-      "====> Epoch: 4040/5000 (81%)\tLoss: 622.6459\tLL: -558.0066\tKL: 64.6393\tLL/KL: -8.6326\n",
-      "====> Epoch: 4050/5000 (81%)\tLoss: 593.4559\tLL: -528.8130\tKL: 64.6429\tLL/KL: -8.1805\n",
-      "====> Epoch: 4060/5000 (81%)\tLoss: 652.0922\tLL: -587.8282\tKL: 64.2640\tLL/KL: -9.1471\n",
-      "====> Epoch: 4070/5000 (81%)\tLoss: 616.7820\tLL: -552.6750\tKL: 64.1069\tLL/KL: -8.6211\n",
-      "====> Epoch: 4080/5000 (82%)\tLoss: 614.1394\tLL: -550.1802\tKL: 63.9592\tLL/KL: -8.6020\n",
-      "====> Epoch: 4090/5000 (82%)\tLoss: 593.4274\tLL: -529.5789\tKL: 63.8485\tLL/KL: -8.2943\n",
-      "====> Epoch: 4100/5000 (82%)\tLoss: 614.1590\tLL: -550.3714\tKL: 63.7876\tLL/KL: -8.6282\n",
-      "====> Epoch: 4110/5000 (82%)\tLoss: 698.9592\tLL: -635.2255\tKL: 63.7337\tLL/KL: -9.9669\n",
-      "====> Epoch: 4120/5000 (82%)\tLoss: 597.7305\tLL: -534.2497\tKL: 63.4809\tLL/KL: -8.4159\n",
-      "====> Epoch: 4130/5000 (83%)\tLoss: 625.5100\tLL: -562.0518\tKL: 63.4583\tLL/KL: -8.8570\n",
-      "====> Epoch: 4140/5000 (83%)\tLoss: 600.7467\tLL: -537.5049\tKL: 63.2418\tLL/KL: -8.4992\n",
-      "====> Epoch: 4150/5000 (83%)\tLoss: 587.2225\tLL: -524.4268\tKL: 62.7956\tLL/KL: -8.3513\n",
-      "====> Epoch: 4160/5000 (83%)\tLoss: 582.7967\tLL: -520.0049\tKL: 62.7918\tLL/KL: -8.2814\n",
-      "====> Epoch: 4170/5000 (83%)\tLoss: 574.0472\tLL: -511.1793\tKL: 62.8679\tLL/KL: -8.1310\n",
-      "====> Epoch: 4180/5000 (84%)\tLoss: 578.9617\tLL: -516.3944\tKL: 62.5673\tLL/KL: -8.2534\n",
-      "====> Epoch: 4190/5000 (84%)\tLoss: 577.7725\tLL: -515.1024\tKL: 62.6701\tLL/KL: -8.2193\n",
-      "====> Epoch: 4200/5000 (84%)\tLoss: 601.2144\tLL: -538.6915\tKL: 62.5229\tLL/KL: -8.6159\n",
-      "====> Epoch: 4210/5000 (84%)\tLoss: 668.2014\tLL: -605.9390\tKL: 62.2624\tLL/KL: -9.7320\n",
-      "====> Epoch: 4220/5000 (84%)\tLoss: 599.4593\tLL: -537.5534\tKL: 61.9059\tLL/KL: -8.6834\n",
-      "====> Epoch: 4230/5000 (85%)\tLoss: 615.6488\tLL: -553.6359\tKL: 62.0130\tLL/KL: -8.9277\n",
-      "====> Epoch: 4240/5000 (85%)\tLoss: 556.5437\tLL: -494.8093\tKL: 61.7344\tLL/KL: -8.0151\n",
-      "====> Epoch: 4250/5000 (85%)\tLoss: 582.6295\tLL: -520.7747\tKL: 61.8547\tLL/KL: -8.4193\n",
-      "====> Epoch: 4260/5000 (85%)\tLoss: 583.5135\tLL: -521.8832\tKL: 61.6303\tLL/KL: -8.4680\n",
-      "====> Epoch: 4270/5000 (85%)\tLoss: 568.6935\tLL: -507.5081\tKL: 61.1854\tLL/KL: -8.2946\n",
-      "====> Epoch: 4280/5000 (86%)\tLoss: 612.7114\tLL: -551.5659\tKL: 61.1454\tLL/KL: -9.0206\n",
-      "====> Epoch: 4290/5000 (86%)\tLoss: 575.8234\tLL: -514.7766\tKL: 61.0468\tLL/KL: -8.4325\n",
-      "====> Epoch: 4300/5000 (86%)\tLoss: 567.5499\tLL: -506.7109\tKL: 60.8390\tLL/KL: -8.3287\n",
-      "====> Epoch: 4310/5000 (86%)\tLoss: 612.3712\tLL: -551.7848\tKL: 60.5864\tLL/KL: -9.1074\n",
-      "====> Epoch: 4320/5000 (86%)\tLoss: 572.0839\tLL: -511.2029\tKL: 60.8810\tLL/KL: -8.3968\n",
-      "====> Epoch: 4330/5000 (87%)\tLoss: 560.6953\tLL: -500.0361\tKL: 60.6593\tLL/KL: -8.2434\n",
-      "====> Epoch: 4340/5000 (87%)\tLoss: 590.0640\tLL: -529.6385\tKL: 60.4254\tLL/KL: -8.7652\n",
-      "====> Epoch: 4350/5000 (87%)\tLoss: 561.7016\tLL: -501.5230\tKL: 60.1786\tLL/KL: -8.3339\n",
-      "====> Epoch: 4360/5000 (87%)\tLoss: 647.8661\tLL: -588.0090\tKL: 59.8571\tLL/KL: -9.8235\n",
-      "====> Epoch: 4370/5000 (87%)\tLoss: 566.7823\tLL: -507.1593\tKL: 59.6230\tLL/KL: -8.5061\n",
-      "====> Epoch: 4380/5000 (88%)\tLoss: 572.4365\tLL: -512.6395\tKL: 59.7969\tLL/KL: -8.5730\n",
-      "====> Epoch: 4390/5000 (88%)\tLoss: 585.4849\tLL: -525.8849\tKL: 59.5999\tLL/KL: -8.8236\n",
-      "====> Epoch: 4400/5000 (88%)\tLoss: 586.9749\tLL: -527.5110\tKL: 59.4639\tLL/KL: -8.8711\n",
-      "====> Epoch: 4410/5000 (88%)\tLoss: 598.1488\tLL: -538.7944\tKL: 59.3544\tLL/KL: -9.0776\n",
-      "====> Epoch: 4420/5000 (88%)\tLoss: 579.3570\tLL: -520.1516\tKL: 59.2054\tLL/KL: -8.7855\n",
-      "====> Epoch: 4430/5000 (89%)\tLoss: 567.6641\tLL: -508.7092\tKL: 58.9549\tLL/KL: -8.6288\n",
-      "====> Epoch: 4440/5000 (89%)\tLoss: 570.8181\tLL: -511.9452\tKL: 58.8729\tLL/KL: -8.6958\n",
-      "====> Epoch: 4450/5000 (89%)\tLoss: 563.7480\tLL: -505.0131\tKL: 58.7350\tLL/KL: -8.5982\n",
-      "====> Epoch: 4460/5000 (89%)\tLoss: 557.3383\tLL: -498.5407\tKL: 58.7976\tLL/KL: -8.4789\n",
-      "====> Epoch: 4470/5000 (89%)\tLoss: 551.9026\tLL: -493.3624\tKL: 58.5402\tLL/KL: -8.4278\n",
-      "====> Epoch: 4480/5000 (90%)\tLoss: 580.9449\tLL: -522.4132\tKL: 58.5317\tLL/KL: -8.9253\n",
-      "====> Epoch: 4490/5000 (90%)\tLoss: 553.7028\tLL: -495.3785\tKL: 58.3243\tLL/KL: -8.4935\n",
-      "====> Epoch: 4500/5000 (90%)\tLoss: 587.8220\tLL: -529.5482\tKL: 58.2738\tLL/KL: -9.0872\n",
-      "====> Epoch: 4510/5000 (90%)\tLoss: 561.2324\tLL: -503.0823\tKL: 58.1501\tLL/KL: -8.6514\n",
-      "====> Epoch: 4520/5000 (90%)\tLoss: 536.5499\tLL: -478.5396\tKL: 58.0103\tLL/KL: -8.2492\n",
-      "====> Epoch: 4530/5000 (91%)\tLoss: 586.3555\tLL: -528.4722\tKL: 57.8833\tLL/KL: -9.1300\n",
-      "====> Epoch: 4540/5000 (91%)\tLoss: 571.4819\tLL: -513.7173\tKL: 57.7646\tLL/KL: -8.8933\n",
-      "====> Epoch: 4550/5000 (91%)\tLoss: 577.7970\tLL: -520.3825\tKL: 57.4145\tLL/KL: -9.0636\n",
-      "====> Epoch: 4560/5000 (91%)\tLoss: 542.3193\tLL: -484.9071\tKL: 57.4122\tLL/KL: -8.4461\n",
-      "====> Epoch: 4570/5000 (91%)\tLoss: 532.9895\tLL: -475.5977\tKL: 57.3918\tLL/KL: -8.2869\n",
-      "====> Epoch: 4580/5000 (92%)\tLoss: 551.8446\tLL: -494.1960\tKL: 57.6487\tLL/KL: -8.5725\n",
-      "====> Epoch: 4590/5000 (92%)\tLoss: 550.6174\tLL: -493.2253\tKL: 57.3922\tLL/KL: -8.5939\n",
-      "====> Epoch: 4600/5000 (92%)\tLoss: 547.4022\tLL: -490.6758\tKL: 56.7264\tLL/KL: -8.6499\n",
-      "====> Epoch: 4610/5000 (92%)\tLoss: 559.5177\tLL: -502.7200\tKL: 56.7977\tLL/KL: -8.8511\n",
-      "====> Epoch: 4620/5000 (92%)\tLoss: 546.1332\tLL: -489.2809\tKL: 56.8523\tLL/KL: -8.6062\n",
-      "====> Epoch: 4630/5000 (93%)\tLoss: 557.4777\tLL: -500.6660\tKL: 56.8116\tLL/KL: -8.8127\n",
-      "====> Epoch: 4640/5000 (93%)\tLoss: 550.1327\tLL: -493.5694\tKL: 56.5633\tLL/KL: -8.7260\n",
-      "====> Epoch: 4650/5000 (93%)\tLoss: 534.5180\tLL: -478.1115\tKL: 56.4065\tLL/KL: -8.4762\n",
-      "====> Epoch: 4660/5000 (93%)\tLoss: 523.9230\tLL: -467.5148\tKL: 56.4081\tLL/KL: -8.2881\n",
-      "====> Epoch: 4670/5000 (93%)\tLoss: 531.8151\tLL: -475.5070\tKL: 56.3082\tLL/KL: -8.4447\n",
-      "====> Epoch: 4680/5000 (94%)\tLoss: 539.2492\tLL: -483.2094\tKL: 56.0398\tLL/KL: -8.6226\n",
-      "====> Epoch: 4690/5000 (94%)\tLoss: 584.3908\tLL: -528.3885\tKL: 56.0023\tLL/KL: -9.4351\n",
-      "====> Epoch: 4700/5000 (94%)\tLoss: 542.7806\tLL: -487.0355\tKL: 55.7451\tLL/KL: -8.7368\n",
-      "====> Epoch: 4710/5000 (94%)\tLoss: 543.7132\tLL: -487.9923\tKL: 55.7209\tLL/KL: -8.7578\n",
-      "====> Epoch: 4720/5000 (94%)\tLoss: 582.5908\tLL: -527.0165\tKL: 55.5744\tLL/KL: -9.4831\n",
-      "====> Epoch: 4730/5000 (95%)\tLoss: 571.3984\tLL: -515.9402\tKL: 55.4582\tLL/KL: -9.3032\n",
-      "====> Epoch: 4740/5000 (95%)\tLoss: 528.4500\tLL: -473.0062\tKL: 55.4438\tLL/KL: -8.5313\n",
-      "====> Epoch: 4750/5000 (95%)\tLoss: 544.4666\tLL: -489.1317\tKL: 55.3349\tLL/KL: -8.8395\n",
-      "====> Epoch: 4760/5000 (95%)\tLoss: 556.6742\tLL: -501.6004\tKL: 55.0738\tLL/KL: -9.1078\n",
-      "====> Epoch: 4770/5000 (95%)\tLoss: 533.8950\tLL: -479.0010\tKL: 54.8940\tLL/KL: -8.7259\n",
-      "====> Epoch: 4780/5000 (96%)\tLoss: 562.5183\tLL: -507.7845\tKL: 54.7338\tLL/KL: -9.2774\n",
-      "====> Epoch: 4790/5000 (96%)\tLoss: 516.1942\tLL: -461.6894\tKL: 54.5048\tLL/KL: -8.4706\n",
-      "====> Epoch: 4800/5000 (96%)\tLoss: 559.5468\tLL: -504.9055\tKL: 54.6414\tLL/KL: -9.2403\n",
-      "====> Epoch: 4810/5000 (96%)\tLoss: 536.0388\tLL: -481.5584\tKL: 54.4804\tLL/KL: -8.8391\n",
-      "====> Epoch: 4820/5000 (96%)\tLoss: 532.1200\tLL: -477.8788\tKL: 54.2412\tLL/KL: -8.8102\n",
-      "====> Epoch: 4830/5000 (97%)\tLoss: 536.3094\tLL: -481.8954\tKL: 54.4141\tLL/KL: -8.8561\n",
-      "====> Epoch: 4840/5000 (97%)\tLoss: 514.1255\tLL: -459.6886\tKL: 54.4369\tLL/KL: -8.4444\n",
-      "====> Epoch: 4850/5000 (97%)\tLoss: 530.4073\tLL: -476.2966\tKL: 54.1107\tLL/KL: -8.8023\n",
-      "====> Epoch: 4860/5000 (97%)\tLoss: 524.8287\tLL: -470.8121\tKL: 54.0166\tLL/KL: -8.7161\n",
-      "====> Epoch: 4870/5000 (97%)\tLoss: 527.7162\tLL: -474.0122\tKL: 53.7040\tLL/KL: -8.8264\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "====> Epoch: 4880/5000 (98%)\tLoss: 514.6419\tLL: -460.9665\tKL: 53.6754\tLL/KL: -8.5880\n",
-      "====> Epoch: 4890/5000 (98%)\tLoss: 579.9240\tLL: -526.4152\tKL: 53.5088\tLL/KL: -9.8379\n",
-      "====> Epoch: 4900/5000 (98%)\tLoss: 515.9624\tLL: -462.4415\tKL: 53.5209\tLL/KL: -8.6404\n",
-      "====> Epoch: 4910/5000 (98%)\tLoss: 531.2072\tLL: -477.6583\tKL: 53.5489\tLL/KL: -8.9200\n",
-      "====> Epoch: 4920/5000 (98%)\tLoss: 547.7081\tLL: -494.4285\tKL: 53.2796\tLL/KL: -9.2799\n",
-      "====> Epoch: 4930/5000 (99%)\tLoss: 522.3898\tLL: -469.2688\tKL: 53.1210\tLL/KL: -8.8340\n",
-      "====> Epoch: 4940/5000 (99%)\tLoss: 511.6554\tLL: -458.5463\tKL: 53.1090\tLL/KL: -8.6341\n",
-      "====> Epoch: 4950/5000 (99%)\tLoss: 516.1931\tLL: -463.0934\tKL: 53.0997\tLL/KL: -8.7212\n",
-      "====> Epoch: 4960/5000 (99%)\tLoss: 525.2908\tLL: -472.2451\tKL: 53.0457\tLL/KL: -8.9026\n",
-      "====> Epoch: 4970/5000 (99%)\tLoss: 524.9237\tLL: -472.1770\tKL: 52.7467\tLL/KL: -8.9518\n",
-      "====> Epoch: 4980/5000 (100%)\tLoss: 536.8357\tLL: -484.1406\tKL: 52.6952\tLL/KL: -9.1876\n",
-      "====> Epoch: 4990/5000 (100%)\tLoss: 503.3731\tLL: -450.8439\tKL: 52.5292\tLL/KL: -8.5827\n",
-      "End fitting: 2021-01-08 18:02:35.806478\n",
-      "\tElapsed: 0:00:30.538239\n",
-      "\tDeleting model.pt.running\n",
-      "\tDeleted: 2021-01-08 18:02:35.806616\n",
-      "\t\tElapsed: 0:00:30.538765\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Fit the model\n",
-    "load_or_fit(model=model, data=data, epochs=n_epochs, ptfile='model.pt', force_fit=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 295
-    },
-    "id": "Eri50IsIbE6s",
-    "outputId": "d7cd127c-ab26-426d-b5ec-87bf21b1d336"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "skipping first 100 epochs where losses might be very high\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Plotting model convergence\n",
-    "plot_loss(model, skip=100)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "xKBJt6pjx0L9"
-   },
-   "source": [
-    "The plot above indicates that the model converged smoothly."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 294
-    },
-    "id": "3dp0VGV2bE6t",
-    "outputId": "8d071aba-0fda-4e6c-938b-76af7a692568"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 50 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# We can plot the original data, dimension x dimension\n",
-    "lsplom(data, title = 'Original data')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 294
-    },
-    "id": "qjBw8yhjbE6u",
-    "outputId": "8a27b908-6765-4834-bb98-8823aab8621b"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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XjdM7IJ8CqcB5fnWpiKSJSGvgCuBTn/ICqOpe4AXgFODsKDwGw4gKpl+GET6xHIOcAtzl/j0LZ3xkBJAjIo8AM4Bi4I/AWGA/8KaI3B5Qzh2AAlOB24G/A4OAL0TkZL98I4DtwHd+dY0AtgG9gRbAVx5yLnI/TYGNxoTpl2GEi6rG7ADScJRvvN+5s9xzEz3yzwb2AG39zrX2yJcBlADPBpzPw2nFBua/yq3zVo+004LJY4cd8XyYftlhR3hHPMxiDeQGHIX5p4gc7X8A7wBtgQG+zKq6D0Ac2rn5tgGrgX4h1nmU+1nikXYwII9hNGZMvwwjRGI9SceLDJyJBd/Vkuc43x8icibwMHA+0Dog3/oQ69zvfrbwSGsZkMcwGjOmX4YRIvFoIAWnhTsEqAiSZyWAiHQFPsdxCz2M06rd517/FNAmxDo3uZ+dPdJ85zaGWJZhxDOmX4YRIvFoINcAlwIFqppTR97hOEp6hap+4p8gIp2o6dIJNo18uZt3gEdaf/dzWR2yGEZjwPTLMEIkHscgp7mfE0WkWWCiiBzr99XXApaAPLcAx3uUvRfoGHhSnenm7wLni8gZfuW0AW7G+VFZUo97MIx4xfTLMEIk7nqQqrpURB4EJgDZIvImjosmBcgEhgLN3exzccYuponIZKAI+LGbZx01728RcJOIPAzkAJXAu+5EhPuAC4EPReRJHLfSLTguoMtU1RYxG40e0y/DqAexnEKLxzR0v7TLgHk4UUBKgA04CntrQL5zgYU4a7p2Ae/jhK/6FCfslX/eY4GZbpmVbt1pfukZwNtuOfvdci+K9VRjO+xoyGH6ZYcd4R0xjcVqGIZhGPFKPI5BGoZhGEbMMQNpGIZhGB6YgTQMwzAMD8xAGoZhGIYHZiANwzAMwwMzkIZhGIbhgRlIwzAMw/DADKRhGIZheGAG0jAMwzA8MANpGIZhGB6YgTQMwzAMD8xAGoZhGIYHZiANwzAMwwMzkIZhGIbhgRlIwzAMw/DADKRhGIZheGAG0jAMwzA8MANpGIZhGB4kxlqAADTcArKzswHo06dP2ML4IZEszDBihOmXYdSDsHuQInKiiHwiIjkislJEfuOeHy8iG0Uk2z2Ghi9u3bzxxhu88cYbh6Mqw4g6pl+GETsi0YMsB+5R1a9FpC2QJSLz3bQnVfXPEajDMI5UTL8MI0aEbSBVdTOw2f27WERygM7hlmsYhumXYcSSiE7SEZE04ExgsXvqDhH5VkReEpHkINeMEpFlIrJs6tSpkRTHMJoUpl+GcXiJ2CQdEWkDzATuVNU9IvIc8DDOxICHgSeAGwOvU9WpgE9za51EkJVfxKLcHfRP70RmqufvgWE0SQ6HfhmGUR1RDV9nRCQJeA+Yp6p/8UhPA95T1dPrKCqoMFn5RdzwwiJKyytpnpjAqzf39zSShYWFAHTp0iX0G6gbm2VnxIzDoV+h4q9fWflFvPV1IQpcdVaXcBqtpl9GXBJ2D1JEBHgRyPFXXhFJccdPAIYDK8KpZ1HuDkrLK6lUKC2r5KmPvufOi06poZQRNoyGEVMOl36FytaK1izK3UHyxgLGv7uS0vJKAP69bAOvjRpgnh2jSREJF+uPgRHAchHJds+NA64TkT44rdY8YHQ4lfRP70TzxARKyyqpBBas2c7i9Tt57ZbqPcklS5YA0Ldv33CqM4x44bDoV11k5Rcx8+tC5v5nAeWVyt52afg7n8oqlEW5O8xAGk2KiLhYI0idY5APvbuS/xburjp3Wkpb5vzm3Krv48aNA2DixImRlMtcQEZToEHKnpVfxHVTv6K0QknPeweA3LQrquVp3kzC6UGafhlxSaMKNZeZmlzl0vGxanMxwyYvjJFEhtE0ycov4plP1pKVX8SUz9ZRWuFtW5s3E85OSzb3qtEkibdQc3VStL+0xrnswt3cOeMbnrr2zBhIZBhNC/8JcYnNEigLaJT6U1qhLM0rYvWWYjOQRpOjUfUgAYb18V4jPTt7E1n5RRGta/369QwbNgwR2SYiKiIvR7QCw4hDqk2IK68MyS87d8XmujMFYPplxDuNzkCOHZpBp6OSPNOueu7LiNY1cuRIPvvsM4DHcCZKTIloBX6IyJ0iMjJIWl8ReVpEvhCRve6PiWdewwgX34S4hHqMDA45PaXe9Zh+GfFOozOQAFN/eXbQtHlyFnfddVfYdZSUlLBgwQJGjBiBqv5ZVf+lql+FXXBw7gRGBkkbCtwOdAD+G0UZDIPM1GRevbk/6ce0qZG2ofNP2ND5JzXOF+zYV686TL+MxkCjNJCZqcmce/LRnmk7KloxP/dA2HVs3boVVaVjx45hlxUBngPaqWpP4MlYC2M0fVZvKWbtD3trnC9LakNZUk3D+fznuUxfXBBy+aZfRmOgURpIgFdu6ud5vv3utTz28qywyh45ciSpqakATJgwAdfloiJyPoCIXCMiC0WkWET2i8hiEflZYDluvndEpEBESkRku4jMFpHeAfkUSAXO86tL3QgpqOpWVa1fE90wwiDYmGL73Wtpv3ttva4JxPTLaCxE3UCKyKUislpE1orI2EiW7dWL7FS0ik5Fq+gzYV6Dyx09ejRPPuk0JIcPHw7O+MgIIEdEHgFmAMXAH4GxwH7gTRG5PaCoO3DWnk3FceH8HRgEfCEiJ/vlGwFsB77zq2sEsK3BN2EcEURLv4KNKfr0yzOtdfOQyjb9MhoLUTWQItIMeAYYApyGE/3jtEiVH6wXCbDrQHmDyx0wYADDhg0DoHfv3rjjI//C2WbofuBRVR2iqk+p6tOqegHwNvCou2efj0tV9UpVfURVX1DV+4CBQHOgaqDULXsfsNVXl3tYq9YISjT16/p+XZF6Lt9fsWlPSPlMv4zGQrTXQfYF1qpqLoCIzACuBDyboL4oOP4MHDiQoUOHUlJSwoQJE2qkv3jxhdw0/yDNyg+QWjifVgd3AJCe9w4/ufYdJtz+vwwaNIht27ZVtVr9GTZsGH379qWwsJBnn3226vyuXbsA2LJli3/2G3BarP8UkcDu6zvuvQ0APgTwKaAbT7MtjuJuA1YDwa27YYRGVPXrtMJdbGrdnaIOPTz1C2BH8mnsbt+dpLK9tPjmfcaNq+65Mf0yGjPRdrF2Bjb4fS8kYLNX//3qNm3a1KBKxpybHjTtNzO+blCZQcjACYv1HY4i+h8vunmO82UWkTNF5D0cd9Fuv7y9AFtVbYRLVPWrbSvv5VTBSD4qNBdrLZh+GXFFtHuQXk6aauuOQ92vrkWLFkHjq16IM4suN+2KoLEijznmmFrjs3bp0qVael5eHs899xzHH3+8fzZxZRwCVAQpaiWAiHQFPgf24OzXtxrHzaPAU0DNqYCGUT+iql+jXllG0aqtAFQktqpVv8qS2nDUj/+Xib/4kWf5pl9GYyTaBrIQONHvexegYd3EOsibdBlpY98nv8vFNdLSxr5P3qTLIlHNGuBSoEBVc+rIOxxHSa9Q1U/8E0SkE1ASkD+uosYbjYLDpl8+vPTLx/xVW8nKLwon5JzplxFXRNvFuhQ4WUS6iUhz4FqcsYSocO7JR1OR2IqKxFY10k5/4INIVDHN/ZzoTpCohogc6/fV1wKWgDy3ANWazS57gbhYFGY0GqKqX15xj4PpFzgWaFHujnCqNP0y4oqo9iBVtVxE7gDmAc2Al1R1ZbTqe+WmfmTe+hcqFYo69KiWtrc0mMcmdFR1qYg8CEwAskXkTZwWewqQiRORwzcQMxdnevo0EZkMFOHs7TcUWEfNZ78IuElEHgZygErgXVXdJyKpONPSAXq6n/8jIr7doaepan7YN2g0KqKtX5t31Qy4kbxrNVBTv8BpbfdP79Tg+ky/jHgj6rt5qOocYE606/FxSfJ2FuXu8FTg7uPeZ+3E8FytqvqQiGQB/4cTvqo18APOju6/8cu3TkSGABNxNritAL4AzgMmA2kBRd+P08L1hbwSoBvOuEo3nHEWf37qHgALAVPgI5BI61dWfhGLcneQfFRzNu46WCO9NgP5yPBeYe/oYfplxBONasPkUBg3bhzFB8t5t/l5nuljzk1n7NCM+hZrG7oaTYE6NyT3bXOVIEJ5Zc3swSbpDD7tOKYGmaATAqZfRlzSaEPN1Ubblol0aOXdOX7+89zDLI1hNA78t7mqVKVZPbbzGH3eSVGUzDBiQ5M0kADZD14SNG3Y5IWHURLDaBz4trlqJtA8MYGHrzydFol1/0TUN+KOYTQWmqyBBIIu7cgu3B3xzZUNo7Hj2+bq7sE9ePXm/lzfryu/OietzutUw569ahhxSZMbgywpcZY/tWjRAnDGVbw2Us44vi1z7zw31GKtjWw0BeqtX898spbH562u+i6VZU5BCYei7CQIvDnmnHAm6Jh+GXFJk+tBtmjRoso4gtMqzji+bY18OVuK67V/nWEcifRP70TLpIQqC6YJSdWMI8AVZ5wAOMbUPDNGU6LJGcg5c+YwZ071We+PDO/l2UQNdf86wzhS8bldB7pby3XauZJOO6svtWzdIpEbXljEEx+u5oYXFpmRNJoMYRlIEXlcRL4TkW9FZJaIdHDPp4nIARHJdo/nIyNu3SxcuJCFC6tPwslMTebft55ToycZbM87w4gH4kW/MlOTufOiU0hsJrTfs472e9ZVpbVMSkChavZrWXmljUcaTYZwAwXMB+5zI3o8BtwH3OumrVPVPmGWHzEyU5OZe+e5TF9cwNwVmxlyegrX9+saa7EMozbiRr8yU5N5fdQAJk6YS1lFJWPOTadtq6SqyDlvfV1IWXklSYkJYUXTMYx4IiwDqaof+n1dBPwsPHGiz/X9ulYzjL7IIf3TO4UdBcQwIkm86VdmajI9XC9MYLCNV2/ub3pkNDkiGWruRuB1v+/dROQbnO1o/qCqCyJYV0TwjxzSPDGBV2/ub8ptxCtxrV+ZqcmmO0aTo84xSBH5SERWeBxX+uW5HygHXnVPbQa6quqZwN3AdBFpF6T8qg1dp06d6pUlavhHDrGxEyMWNGX9MozGTtjrIEXkl8AY4EJV3R8kz6fAb1V1WQjljXI3eQ1HppDKSBv7/gDgYyAJKAMuzJt02VeRkMEwIkFj1q9oymAYh4OwDKSIXAr8BThPVbf5nT8G2KmqFSKSDiwAeqnqzhDKXKaqDY56HIkyIiGDYYSL6ZdhxJZwxyAnAy2A+eIEZFykqmOAc4GHRKQcZxuaMaEor2EY1TD9MowYEu4s1u5Bzs8EZoZTtmEc6Zh+GUZsicdIOpEYmwi3DBsfMZoqpl+GESLxFqzcMAzDMOKCeOxBGoZhGEbMCdtAisiJIvKJiOSIyEoR+Y17fryIbPSLFzm0jnIex9mOJ6wjOztbs7Ozq75v2LBBL7jgAs3IyNCePXvqX//6VwV0/Pjx2uHo47XFcena/Lh0Tbl6vD7zyVrPMn3yp419X0+67/2g+eorW4QOownTmPWrc+fO2qdPH+3Tp4/OmTMnaJl+8kdUtggdxhFMJCLplAP3qOrXItIWyBKR+W7ak6r65xDLmQ/8Nlxh3njjDQD69HHCVCYmJvLEE09w1llnUVxcTGZmJhdffDEAI0ffxgcJZ9cZQ9IX8/Kk+94PK9ZkoGyGEQKNVr/uuusufvvbuquMVExZ0y8j0oRtIFV1M05kD1S1WERygM4NKOfDunPVn5SUFFJSnF072rZtS0ZGBhs3bgSgS/JRvPrz0GNI3j24h8WaNA4rjVm/DKOxE9ExSBFJA84EFrun7nC36nlJRGJuVfLy8vjmm2/o168fAJMnT+ZX/3MeWdMmku4ZqMvBJ//tF3Q342jEjMaoX7179+bGG2+kqCj4HpHxIr9hBBIxAykibXDWZt2pqnuA54CTgD44LeAngsSd3Cgia6MZKzIrv4i/zPkvQ/5nGE899RTt2rXj1ltvZd26dWRnZ5OSksI999zjea0r0xBgTSjyZeUX2c7qRsSJZ/0C2Lt3L1dddVXU9cswDicR2c1DRJJwlPdVVX0LQFW3+qX/HXhPVU+vo6iID4pn5Rdx/ZSFbJjxIG1OOpvUzAsAOO6446ry3HLLLVx++eWe148aNYrRo0cPAN4bNWpUrYOPtjuIEQ3iWb8AysrKuOqqq7jhhhv46U9/CkRHvwzjcHH2vjAAACAASURBVBO2gRQnBtaLQI6q/sXvfIo7fgIwHFhRRzmXRmJN5m233Vbt+1frtrPxnSdJ7HgibTKHMfPrQhbl7qB7mzIuOdvZ027WrFmcfnqtvy0++Xv6nwzcS3JR7g5KyiqdHdbLnN1B/A1koGyGURfxrl+qyk033URGRgZ333131fnNmzdXjU02VL/Clc0wwiUSu3kMxAmWvByodE+PA67Dcf8okAeM9lNor3LWqupJYQnjwZjH/8WU348g6Zg0EEGA5PN+wYGczzmmbAtHNU8kLS2NKVOmVCm0h2zvuvJv8p3z6i2u3lLMuFnLD9V9bnqNjWWjgES7AiN2xLt+LVy4kEGDBtGrVy8SEpwRm4kTJ/Laa6+RnZ2NiDRIv+II068jmHiLpBO2MEuWLOGz1duYt60Nu/eXsm1vqWe+BIF7Bvfg9gs8w10G4lOSKvme+WQtT3y4mko9VNZ/N+ziw1Vbq1006OSj+X5rMSd2PIrhXQ7S/dg29O3bt+E3GFw2w6iLiOgXUOMdDvSm1JMa+tWQ8oLJFiamX0cwERmDjCemvDKD9dv3kZt2Ra35KhWSj2re4HqSj2pOpR4qq/hAGcvyq2+ooMDna7YDsGVPCTs/fYfTTmgfaQU2jMPG7NmzgepGKNJj7w0tz0s2wwiHJhdqbsvugyHlSwCK9nv3LkOhaH9ptabllM9z2bmvrNZrFMjdttdmuBpNikW5Oygtr6RSoazcGXuPp/IMo6E0KQM5fXEBB8oqQsrbPKnhEXEA+qd3okVSQk3fUB0cKKvg5899yf2zlpuhNBot/suZ+qd3onliAs2EsCJN+fAvr1mCsGnXAdMVIyY0CQOZlV/E/bOWc7/fBJm6eODynmG5gTJTk3ng8p4NGqGoBF5dXMB1U79qsKFcv349w4YNQ0S2iYiKyMv1l8Qw6k/xwXJueGERf563mmumfMXqLcW8enN/7h7cIyJLmzJTk3n15v5c07criPDakvB0pSGYfhnQyMcgpy8u4PWlBazYtIeKyvrNPwjHvepfRjhznEorlFcXF/DGsg3c9ONurNy8hyGnp3B9v651Xjty5Ei+/fZbgMeALcC6hktSOyJyJ7BLVV8OOC/ADcDlwI+AE4DtQDbwJ1VdjNGk2LrnIAU79nMw1ZlQW16pPPD2Cl4fPSDUCW8hkZmazFtfF1Ja7tTj05VXFxcw+LTjGH3eSVFdY2z6ZUAjnsU6fXFBtSUVPpLK9gJQltSm1usnDu8VkiFy8fSkZuUXce3UryirCE3sSMlWUlJCq1atuOOOO3j66aejPstORPKAPFU9P+B8S+AAjsK+D6wHUoAxOMr8C1X9V7TlM0ImLGWfNCeHFz/+Fqj5Dnc/tg2PXdW7oUbLcxbrz577MqjAAlzZ5wT2l1aQu20v3Y5pw3W9O9Crc3uOOeaYhshQhemX4aPRuljnrvBe8lWW1KZOAwSwYtPusGXITE3m/B7Hhpw/VNmC3ZuPrVu3oqp07Ngx5LqjRDlwvqqeqap/UNUXVfURIBPYiRP+rNG+Y8YhsvKLeP7z3KDv8Nof9nLNlC8j5gJ96+vCWq25ArOzN/Hhqq2s3baP+au2csvrqynYH75TzPTL8NFoH+6Q070XHbffvZb2u9fWeX2kmoX1KSdU2YLdGziun9TUVAAmTJiAOz6iInI+gIhcIyILRaRYRPaLyGIR+VkNuZ1874hIgYiUiMh2EZktIr0D8imQCpznV5eKSJqqlqvqZ4Flu2HQPgOOdQ+jETPdHS+H2t/h8koiNuO0IV3dNrvWcuOkVxjy1OeMa+B4pemX4U/UDaSIXCoiq92AyWMjVe71/boycXgv2req3mLsVLSKTkWrar22WYLw07O68MEHH9CjRw+6d+/OpEmTGiTH0W1bhJy3Ltm6H9O6Tvfq6NGjefLJJwEYPnw4wAj3yBGRR4AZQDHwR2AssB94U0RuDyjqDpzfoanA7cDfgUHAFyJysl++ETjjHt/51TUC2FbH7XYBSoFddeQzwiBa+uXDN5RR6g4j1PUO+89gDUe/rjqrC82b1a8Z65MtZ0sx0xcX8LPn6t+jNf0y/ImqgRSRZsAzONH6TwOuE5HTIlnH7gPl9crfTODhK0+nT5d23H777cydO5dVq1bx2muvsWpV7YbVC58iC+H3SnfuL6XH8W1rzTNgwACGDRsGQO/evVHVf7njEJ2B+4FHVXWIqj6lqk+r6gXA28Cj4my46+NSVb1SVR9R1RdU9T5gINAcuMuXyS17H7DVV5d77Asmozi7w/cFXlfV0BamGvXmcOjXg+/UGuK1Gkc1T6gag6yoqAhLvzJTk3lt1AB+d0kPTkupXSeCocBVz31J/4kfMWlOTkjXmH4Z/kR7FmtfYK2q5gKIyAzgSsBTU8aNG1fj3MCBAxk6dCglJSVMmDChWto3BUUktzmZog49aFZ+gNTC+bQ66Lh40vPeAWBH8mnsbt+dpLK9nLjxP4jAV69/xgfPbEFV2b59O+np6QwZMoTbbruNc845p1odV199ddUO5cHkG3/F6Tw46xtOzJtTI72oQ48q+QJlC5Svw8r/8Pt7Z5J2dGuOa9cSgGHDhtG3b18KCwt59tlnAdi1y2k0fvzxx4wfP95X1A04vwn/FJGjA8R4B+e5DwA+BPApoDtTri2O4m4DVgP9atxIiLit42nARsB7jyMjUkRVvwp27KeNdA1Zv7oUfMK4cQsAKCwsjJh+9el6Ijkbd9KtYG6N9FD0awvdefHjb/lixt9IO7oNbVse+tkz/TJqI9ou1s7ABr/vhQTshi4io0RkmYgs27Qp9FjFW/ccpKS8su6MAajCnoNl7N27l3btDu2SnJKSQnFxcY38M2fOpC75ivaXUhmh2cAK5G3fR/HB+vWMgQycTux3OIrof7zo5qnag0hEzhSR93DcRbv98vYCGjYVUaQb8LF7G0NUtS43kREeEdev4oPlbNx1gK17DrJp94F6CdMs4ZAPJZL61RB3qxf7SitYuWk3BTv2N+Ry068jkKgu8xCRnwOXqOrN7vcRQF9V/XWQS0IWZuCkjyncVdO74Gs9BovF2ryZ8NqoAeQu+Yh58+bxwgsvADBt2jSWLFnC3/72N89bqU2+qtiRZZXUZrLrks2fwacdx9Rf/MgzLS8vj27duvHggw8yfvx4ARCRucAlOO62YOGEVqrqZhHpCqwE9gBP47Rq97n39xTQRlXTfBcFm4bujzi73X8KtAMuVNVv6rxJIywirV/+MVATRCj3WFtc2zvs/86++eabEdMvn2xTPltXbTOA+sgWSG1j/aZfho9ou1gLgRP9vncBwt7SJiu/yNM4AuR3uTjodV06tOSv151FZmoypZu6sGHDocZ3YWEhJ5xwQoPk8UX+WJS7gzeXbSAvSAu1NtkC+ShnK1n5RfVZV7YGuBQoUNW6BlyGA22AK1T1E/8EEekElATkr/WHVURSgU+A9sBFpryHjYjql38M1GD/8mDvsACjzzu0m1aXLpHTL3B07IwTO/BRzlaCxQSpj379Zf5qwFlSFWJwDtOvI5Bou1iXAieLSDcRaQ5ci+OvD4uZXxcGTatIbEVFYqsa5xOEKuMIcPbZZ7NmzRrWr19PaWkpM2bM4Ior6m55BiMzNZnbL+jOE1f3ISGINyiYbF5Uau336cE093OiO3mjGiLiPx3c1wKWgDy3AMd7lL0X8FwU5irvpzhuo8GqmlUfoY2wiKh++cdAbZ6Y4DnpLNg7HJg30vrlJd/Fpx1Hu5aHXvX66Nf2vaWMm7WcBWu2M27WcqYvLqjrEtOvI5Co9iBVtVxE7gDmAc2Al1R1ZThlZuUX8eayDUHTk3c5LcOiDj2qnR81KL1abywxMZHJkydzySWXUFFRwY033kjPnmFtaH6o7ASpmhYfimzB+HdWIVed1SWkXqSqLhWRB4EJQLaIvInTm0jBWVg8FGeiAMBcnOnp00RkMlAE/NjNs46a78Ui4CYReRjIwQkn+y5OA+sTIA34G9BDRAJvbr67bsuIMJHWL39PSPJRzT0jVQV7hxWnB+p7V6OhX/7y+e8TOWlODs9/nltv/fJn7orNtfYiTb+OTKIei1VV5wA1p3c2kEW5O2oN7RZMSdq2SqqRd+jQoQwdOjRSolXJ5zV2U5tswSivqKz2o1MXqvqQiGQB/wfcCbQGfgBWAL/xy7dORIYAE3F2p68AvgDOAybjKKQ/9+O0cG8HOuC0jLu5ab7PYONeFwCmwFEi0vqVmZpMZmoyo15Z5pke7B1OaiY1dvGIhn755PNn7NAMunZqzYtPvoN6yBYKtQXn8GH6deTR6IKV90/vRIIQdByitusOBz43UElZZfjbt+O9qXNaWhrBJlep6vs4cRtrRVU/x1mXFcj5Hnl/AK4KUpTtuN7EyMov4uPvfggp7+DTjuPoti1C9nREi+v7deWrE9qz52AZ7bq0Z/nG3YQYIpm+acnVeo+mX4aPRmcggXobyInDex025fV3A63ZWszs7IbPSapUeOi9lfQ4vm1Mf3yMI4tFuTuCGggfCQKPDKtXwP+o07ZlIm1bJvLPOxy7lJVfxNVTvqSilqnlSc2Ee4dkHCYJjcZGozOQjgsz9Pz13LUjIvi7gUYMSGPS3ByW5jUsiHNpWf3crIYRLj4viG+rKVVnjFGAo9u0oFXzZjw+5py4fyczU5N5Y/Q5vPV1IduKS/g4Z2tVr1KAiw/DtllG46bRGcjiA2Uh5z2jS/uYt3AzU5N5c8w5DJz0cYOur8TbzWoY0SJwMgxQ9ffMKV9U5WkM+DdWs/KLmPl1IQL8NMYuYaNx0Oj2gxzx4mIWrNkeNF0qHQOqCUmR7D3WuZC5LqYvLuD+mV9XyRYqCQL3DO5R22a0NkZhhErYyl5S4izha9Ei9CD9IRC2fkHUZTOOQBrddld1zTbThCQ0IYkx56bHvPfoz/X9ujL6/B71Mo6Cs97rcE0wMoy6aNGiRaQNUMSIZ9mMxkmjc7H2OL4tzRIIOvDeaedKRKBtq/pP9Y42Rd8v4eiirWxPrns9WILAdX27mivIiCvmzHFWlER6+UYkiGfZjMZJWD1IEXlcRL4TkW9FZJaIdHDPp4nIARHJdo/nIyOuMxZSWcsknQ571tFhTy790zvxu9/9jlNPPZXevXszfPjwqij9eXl5tGrVij59+tCnTx/GjBkTKfFqZX/BSjrsyXUigTQTmicGf/yqcEKHVmYcj2BioV91sXDhQhYuXAgQd/rlL5thRIJwe5DzgfvciB6PAfcB97pp61S1T5jl16B/eieaJVBtJmvnDi3peUJ7zu9xLPP++RHtWiaRmZrMjosv5tFHHyUxMZF7772XRx99lMceewyAk046iezs7EiLVyttWyaSkdKO4YN7VJv8UHygjK9yd7B84+6q5SuKTc4xDr9+1YeL40y/DCPShGUgVfVDv6+LgJ+FJ07tZOUXsSh3Bz859biqqP4JwPX9Uqsmsax4+1AsxsGDB1f93b9/f/79739HU7yQaNsysdqEG/8e4rhZy3ltcQGK42It2l9adc/+obWMI4PDrV/1JR71yzAiSSQn6dyIE4PQRzcR+UZEPhORQeEW7tuK54kPV/Pp99to3kwcV2XSoUksWflFbNx1wHMvxZdeeokhQ4ZUfV+/fj1nnnkm5513HgsWLAhXvJApPljOM5+sJSu/5rrIq87qQoukQ8GYk49qXnXPN7ywyPMa44ghqvoVLvGiX4YRSersQYrIR3hHoL9fVd9289wPlAOvummbga6qukNEMoHZItJTVfd4lD8KGAUwZcoURo0a5SmH/1Y8FRWVXNu3Kyd0aMUrf7yZX87azoGyCgqLDpBUsgcE0jLO4J5bbgDgT3/6E4mJidxwg/M9JSWFgoICOnXqRFZWFsOGDWPlypXVNnj1MXXqVEaPHr2sLvlCofhgOTmb9/D+h6tpnpjAqzf3r9YrDFx/5n/PZeUWMKApEi/6FYyLLrqILVu2VH3futXx3PTr148rr7wSiB/9MoxIE/Y6SBH5JTAGZxNPz40QReRT4Leq6h0BuXreUao6NfB82tj3B+Dspp0ElAEX5k267Cu/9PuAh4FmqpWVIgl/yJt02aMNkS+YDHWl1UXa2PfvU618RCQhAecH74G8SZc9Wkv+Gvec/9jlvRpav9H4OFz6VU+ZqsqIJ/2Kh+uNJoaqNvjA2UB0FXBMwPljgGbu3+nARqBjiGUuC0cm/zIaKl9tMoQrX6yvt6PxHKZfDZctVtfb0bSOcGexTgZaAPNFBGCRqo4BzgUeEpFynK1exqjqzjDraoryGUZtxPv7G+/yGUZYhDuL1TP+marOBGaGU3YkiHf5DKM24v39jXf5DCNc4jHUXCT8/+GWUdv10Sz7cFxvHNmYfkX3eqMJEW/Byg3DMAwjLojHHqRhGIZhxJywDaSInCgin4hIjoisFJHfuOfHi8hGv3iRtUYQFpHHcSKshXVkZ2drdnZ21fcNGzboBRdcoBkZGdqzZ0/961//qoCOHz9eO3furH369NE+ffronDlzgpYpIj+IyIY4lc33bCMqW4QOI0xMv2Ium+nXEUwkdvMoB+5R1a9FpC2QJSLz3bQnVfXPIZYzH/htuMK88cYbAPTp44SpTExM5IknnuCss86iuLiYzMxMLr74YgDuuusufvvbkKr8X+A/OGsR40o2jVA8zkDZjLjB9CuGspl+HdmEbSBVdTNOZA9UtVhEcoDODSjnw7pz1Z+UlBRSUpw9JNu2bUtGRgYbN25sMrIZTRvTr9jKZhzZRHQMUkTSgDOBxe6pO9ytel4SkZjHSMvLy+Obb76hX79+AEyePJnevXtz4403UlQUPM7p4ZA/nmUz4gPTr6YpmxG/RMxAikgbnLVPd6oTE/I54CSgD04L+AkR+UhEVgQcG0VkrYgsmzo1ejOs9+7dy1VXXcVTTz1Fu3btuPXWW1m3bh3Z2dmkpKRwzz33eF7nyjQEWBMt+eJZNiM+OFz6lZVfFDSYfm0crne4IfLFUr988nptoGA0AiIRjgcnVug84O4g6WnAihDKCpv77rtP77vvvmrnSktLdfDgwfrEE094XrN+/Xrt2bNn0DJd+QvjWLYV0ZAtAsQ8VFRTOA6Xfi3L26k9/jBHu419T3v8YY4uy9tZI08s9asu+eJNv/zlvfDa0XrHXb9rSDG1EfN3s6kfYY9BihNj6kUgR1X/4nc+RZ3xE4DhwIo6yrlUNfyJWbfddlu176rKTTfdREZGBnfffXfV+c2bN1eNT8yaNYvTTz+9tmLvA9rGqWy+Z9szkrIZ8cHh1C//3WNKyyp56qPvufOiU6rtIBNL/aprd5tQZMvKL2Le0hwuOTuDzNTkiOpX4N6t/vJuTBnE4B93q6sII86IxG4eA4EFwHKg0j09DrgOx/2jQB4w2k+hvcpZq6onhSWMBwsXLmTQoEH06tWLhATHozxx4kRee+01srOzERHS0tKYMmVKlUJ7yLYf2KWqJ8ShbO/iPNtNkZQtQkisBWjsHE798u25WlpWSSXOpt1e27L5czj1yydfWXklSXXI5SXbgdIK9p3xc3Yt/5SyH3Lp2qk1GSefFBH9qnp25ZVVzwyol7wNwPQrysRbJJ2whVmyZAkAffv2DVsYP3wvYljyHcGyGfFBne9IVn4RT330PV+s3U6lOv/A6/t15U/DewGxf4cDe2n+eMnmn39R7g6e+HA1lQrNBO4e3IPbL/AMJ1tv2Z75ZG1V2QkCP+5+NHdedArg9HyT9xXQ/dg2pl+NjEisg4wrZs+eDURcgSOCyWbEO5mpydx50SksXr+T0vJKFJi+uICeJ7Tn+n5dY/6eZKYmk5maXDX5xd9QBsqWlV/EdVO/oqxCSRC4ZVA6zRMTqnp0/dM7RUyu/umdaJ6YUOVSXbBmO1+u28HDV55O//ROPP3YM3zVMsn0q5HR5AykYRjhkZmazBld2rM0z5kpqsC4WcvpcXzYw/ARIdCd+cDlPSnaX8rWPQcpr1SmLy7gk9U/kJW/k9IKp+NXofD3Bbk8PKwXRftLPXug4ZCZmsyrN/fnoXdX8t/C3U6dlcq4WcsBSN+5nwQRsvKLIu1mNaJIozaQtblbGhvxei/xKpcRXUrLK2ucG/HCIobFQJZAFuXuoKTM6d0eLKs8ZIS27wOo+h5IhULR/tJQ3KoNIjM1mZ6d21cZyEAqVfnDrOXMvfPcqNRvRJ5GGaw8K7+I+2ct55opX/Lneau5bupX9V63FU/4XEG+e5m+uKBBa9HqU18o5U9fXMA1Uxy5bnhhUcjyrF+/nmHDhiEi20REReTlCIhtHEauObtrjXP7yyrJ2bwnBtJUJ/mo5g0ecP/Hl+sZ9cqyqOnW/pLa1zvmbCnmzhnfhFWH6dfho9H1IH3ulYNlh1q4pRXKLa8s5beDT42hZPVn+uIC5q7YzMGyiipXUGmF8ofZTgu4rhmEDcFrtl1majIFO/azc38pk+bkMHZoBln5Rfzx7RVUVDpylZRVMvPrwpBkGTlyJN9++y3AY8AWYF3EbiAAEbkTZwbkyx5p9wD/A/QAOgI7ge+Ap1V1VrRkagpc36+rZ09s94GymC96X7nJu4cWCtuLS/lw1VY+ytnKI8N6cX2/mg2BhjJ9cQGzs+ueTD5v5Zaw6jH9Onw0ulms/rPFvDjjaKFNyyQuO7tHJF/+iMwU/fv8//Lp6h/old6FrwuKWJJXeys2cAZhuLJ5zVA8Oy2Z3O372F20E4CypDa0bZlIlw6tyNlSXO36BIELM45jzHknBTWUJSUltGrVijvuuIOnn3466rPsRCQPyFPV8z3SXgcOAKuA7ThK/HOgL/CAqj4cbfnijHq9v93HzaE8QNGSyvZyTJvmfDlheCTlCvkdnjQnhxcW5uLhASapbC/gvMOhkJggvD56QF2NvpBlu3LywqDu1UDZxpybztihGSHJ6Y/p1+Gl0fUgk49qHtQ4Avx3uwKlfFG4nKmfr+OJq/vEdOxs+uICXl9awK79ZeTv3A/AF4W5IV2rwOtLC/jpWV0afA9Z+UU8/9k61m/fR972vdV+WBQOGWm/H5Xig+U1jCNApcL8VVuZv2or3Y9tw40/7lajEbJ161ZUlY4dOzZI3kiiqtcEnhORp4As4PciMlFVKw6/ZI2Dmwd24/nPq7+rZUlt2FTivNeR7H3VRVZ+EY/Nzam1URmqYfRRUak1gg2Ew3HtWgLeBjJQtuc/z2XLnoM8de2Z9arD9Ovw0ujGID9d/UOt6e13r6X97rUA5O3Yz9VTvozZ+OT0xQWMm7Wc/xbuJn/n/mqyhUp5Jcz8urBB9WflF3HNlC+Zv2ora3/Y69nq9lFf2db+sJdxs5YzfXFB1bmRI0eSmpoKwIQJE3DHR1REzgcQkWtEZKGIFIvIfhFZLCI/CyzbzfeOiBSISImIbBeR2SLSOyCfAqnAeX51qRvU2xNVLQc2Aq1xQrgZQfDq4fjek/uDTISJBr4x+ro8LvV9h0WcBnekGH3eSUEXJnrJNjt7U71+m0y/Dj9RN5AicqmIrHYDJo8Np6ys/CK+LdxVa55ORavoVLSq6ntFJdz9ejYjXlxc7ccc4IMPPqBHjx50796dSZMmhSNaFdMXFzDixcXcOeMbJs5ZVS0tULbaOJCbxca/j2bjlFuY/Y9n6lSkwEk3PndqbUaxobL589IX66vqHj16NE8++SQAw4cPBxjhHjki8ggwAygG/giMBfYDb4rI7QHF3oHTwZ0K3A78HRgEfCEiJ/vlG4Hj2vnOr64RwDb/wkSko4gcIyIZIvIAcCnwiaoerPcNxxmR1K9Q8L0niuPurI1I6dfMrwurxuhDkS0UDuRmsWHqaEYO6c+v732wwbIFktjM20QGk60+jV/Tr8NPVMcgRaQZ8D1wMVAILAWuU9Vgb3FQYbwm53iRnvcOALlpV3imTxzuDMxXVFRwyimnMH/+fLp06cLZZ5/Na6+9xmmnneZ5K3XJB4d6jA2VzYdWVrDp76M59ppHSGzbic3/vIvOPx3Lv++72ssdJADp972vvjVhKzft5vWlBSEbx/rI5oUALZKcCT+ddDfdunXjwQcfZPz48QIgImfhuF0eVdVx1a4VmQ38BOisqsXuudaqui8gXwaQDbyoqrf5nc8jyBiJX57tgG9VeDkwG7hNVbcFu6YxEEn9CsbFT3zKmm2H/hWB70nepMs8r4uEfvmWGH22+oc6e49esgXDX7+at+tE2cz7+PDdmWHpPtQ+PyKYbJ07tOTp684K2c2bl5dn+nUYifYYZF9grarmAojIDOBKnEHdGowbN67GuYEDBzJ06FC+WL2Zzmtm13hLizr0oKhDD5qVHyC1cD6tDu4ADr2QO5JPY3f77iSV7eXEjf9hxrNzWPF2ewoLC1FVtm/fTnp6OkOGDOG2227jnHPOqVb+1VdfXbULeG3ylZSU8OrkSaSXVXe5+8sXKJuXfAC7t2+luGUivYqXsanZ6ezJOJd9K/7D0499R+cOraqVP3HiRADS1r+DAC8+6TyjrsDudiexo2NPpLKMbgVza8jeENn82dapN8Vt02hesovOeZ/z9GMf0poSAD7++GPGjx/vy3oDzg/MP0Xk6IBi3sF5JwYAHwL4lNcN1N0WaI7Tal0N9KshSN38FGiJs9Hwz4FWQDsCWsKNkIjpV0lJCRMmTKiRPvbCC7lpPkH1a8GCdgwaNIht27ZV9W6AsPWr+GA5OZv3sKtdOjuTI/sO+/Srx64l7Eg8g0FX/ZxXXnmlKpasPz79CuXZFR8sJ33zHirdTkcosm2kO7989iMuKFtK25bVf46HDRtG3759KSws5NlnnwVg1y7Hg2b6dXiItou1M7DB73shAbuhi8goEVkmIss2bQo+Rbpvt46ISNjBB8srlI27DrBt527atWtXdT4lJYXi4poTU2bOnEkw+YoPlvPZ99vIyi/im4IiDpRFZjy65MA+WrZqTesWQSqs9QAAIABJREFUiSQ1SyCp3dFU7CuiXcvqLv1vvvmmSjbfuVjNSRaRGvL5kYHTEv8OR2n8jxfdPMf5lXWmiLyH4y7a7Ze3F1DvGRWq+rmqfqiq/1DVoW65C6Xxb4QbMf2qjYm1zKJ+8G3vTUT27t0bln7tOVjmbjl0KEJ7pPDpFzjjkMemnMCWLTWXXvjrVyjPrm3LRDJS2tG6ebP6yVNeyZ6DZfW6JgDTrygRbRfrz4FLVPVm9/sIoK+q/jrIJbUK43O5rNlaHHS9UShulgSBku+/4OykDcyeMQ2AadOmsWTJEv72t7953kqgfP7rCZslCC0TEyguqd1AhuoC2vfdQkryvuaTt2cA8PTzL3Jw8/e8/rLnpq0C8MwnazX5qOY89N7Kqt0Y6kM4LtYEoWpNWRAX0FzgEpzNZ4M9pJWqullEugIrgT3A0zit2n04z/4poI2qpvkuCsUFFIiIXArMBW5W1Rfryh+vRFq/aiNt7PuA93vi5WZ98803mTdvHi+88ALQMP26ZupXlIcw9uijPvp1cP3XdBryfzQTGEgO7fbmhyxbXYx4cTEL1myvl2yhLvsw/Tq8RNvFWgic6Pe9C9DgbZl8gYoBjm/XssYUdID8LhfXWU6lAq07sjpnQZXRzVm+hs4n1L6blX9wZP+93iorlLKKunuPoch2TJvm9O59Mtt2Lq6611PblUG72veS84XP6nF8Wxbl7uC9/27yXKoRjmzBEJwQXv5s2nWAtLHv35c36bJHgTU4A/cFqlr7zA5n/702wBWq+km1ekQ6gevDPURDfvR9furYz5UPj4jqV20M63MCs7M3eb4nAyd9zMKxF1Y716VLFzZsONS5LSws5IQ69CuQ+rbdQ32HE9t2onzPNgRISkygbcmeestWG0NOT6lhIOuS7e8Lcrm45/ENXXJi+hUlou1iXQqcLCLdRKQ5cC2OTzxsxg7NYOat55Da8ahq5ysSW1GR2CrIVYdocUIPdmzK5+ePz+bPc1fwwj//xUk/Oq/Wa5748FDItf7pnWiWUD+Hb22ydWydxJhz01n6h4t564FfsLUwj/Xr11NaWsqMGTO44orQenaZqcncfkF3RgxIi5hswUgQZ9sgr50R3nJm5/kWCk9zPye6E0uqISLH+oviOx2Q5xbgeA8x9uKhiCLSWkRqLIxz6/fN6lvkUV5jImr6FYhvvZ7Xe1K4q+ZkxbPPPps1a9Y06B0GJ95qZW0Lnj0I9R1u06UHrQ5sY2haAlf2Oo4P332rXrLVxfX9ujJxeC9aJh76ea1Ltgpt+HIuTL+iRlR7kKpaLiJ3APOAZsBLqroyUuVnpibz2e8vqDZ7NHnXasAZIK+NShI4/1djmfXsH0Aradv7YrYlHlv7NX47mfdP71RvBfaS7ey0ZMYOyajWckxMTGTy5MlccsklVFRUcOONN9KzZ+0bmvv3brPyi3jovfo95lCfmz8J4sTs9Apk4IaoawagqktF5EFgApAtIm/i9HRSgExgKM5EAXBcM/uBaSIyGSgCfuzmWUfNd3YRcJOIPAzk4AxZvQucDHwmIv/GcSPtxBmfuw4nNNY/VXVByDcbh0RbvwKZOLwXj//j30DN92TY5IXMvmNg1feGvMP+9E/vRII4hiNUQn2HyzSBm+99mKfuvxmtrKT9GYM52Caie6EDUFpxaKAjFNnWbg3d4+OP6Vf0iHokHVWdA8yJZh3X9+vKrG8KWZpXVK8f+pMzB3HS7S+EvD+cf2/p/7d37vFRVGcf/57NlUsgMVAMBBICkkaEBiIQKIgUQUlrBVKrLbVaL4CXt6VaW8C+1gtFfNVKW7xEkRargCAXC6KCd1MESSDlIiK3BMI9sAnhkmSTPe8fs7tMNrO7s7uzyWaZ7+czn2zmcuY3Z84zZ+ac5zxn4/5TXiP6aOGuLevyBJZNHaa5b15eHnl5ebrTfm7dbldsVWfzLyiviXpkBlJBSgldE9toNgs5vq7rL+4rnxBCFAO/BqahDCQ+AewAfqPab58QYhwwG5iJ8sb7H2AkMA9IdzvVIyhvuPcDiSiX3BOl+fENYDhKs1ICikPCVpQv20W6LzSMaQ77cvLzIT2Y/7x2OSkpr2oylZO/ZVhNTloSo7O6sO7r47qP8acMb7Gn0/Wei336K3TGGdZDcZmVR9/Z0ej5oKuCPHku4OmwTPsKDa0u1Jwn+nRJcM1fp4fYaAsTB6YycWCq7umcHhyb2Wi/uBiLz3GZToRGa+xAA0PguX/dOieGjbIIEIL6ejvCIsjpkUjHtrFsL6/k2Bn37gbvRFngB9/twmffnqShQfulIj09HSklxWVW8l/a8Kh6m5TyXeBdX+eRUn6OYnjuXKux7wkg30NS7gOkTYKka8c2HKm6oLnt6fd2sdTDC18gXJv5Hb8qSL9wM0gjXRU37j/lCvLvD6fP1TFp/kavExQ47UsL076MJ2IqyIkDU1lWrLThCxSvsOraek5U1yKAj745ToNd2Tbmyi5MUQXc1vvGpp5HzjlBqtOr9p2SI0ggNkrw2I+vwnq+jqS2sew4UoVw6HvxmY8odcxZ56ygjUL9davW5qzAtF4CisusrNhSzonqWk6fiKXqQp0rnUd/1NelvW/Xjo0mmdUzR2ROWhIOBx2TCKJHcluPFeQ2D4G6A8V6vk53C4geLEJp9YiJtnDn93vy2L93YGuQxEQJ8g20xdyMZOJiLNQ5Xp798Sh3vuSac6+GBxFTQeakJbH4nlz+9vQ6OsTHNHGZDsXEv2qv2tuGpvtMv0uHeNrGRjPx+kzDJyB2/7pVa3P+703/zG9WUF1Tz4SxvrW5p21yadGzUzu0wu3XNhg7YtFZ0dgcrR9dOsRzpPKC396toLwwj+l7eSMbdXp8G22L7i+ou49VM/95375TFrQd3kxajoipIEEpmO6RZtTbQvlQ15t+Qnx0SGY0NyLNUGkziSy6dIhnfP+uTcYi++nU7RNnRbN8SzlvF5dztPICMRbBtZmKM53e5lf1GEP3l8ZQPRPUaeekJfFRp3YcqDjncX8B3DqkB/lBzNxjYjytbj5IX9TWKv1qcXFxQYtRYch8kJewNpPwwDD7mr/hEM98sLvRNguw7N5hgTzgvZZhdYzTKKG0ltw/qjfTlmxtVElb7DZ+1D+Fd3dW0ODY98ngJ0U2zL7e2nyIx9/dremZaxHwkOO6AtBmEiIi6gsSDH/AG4qpzaS14ywnuRnJxLs5qQlBSPrP1E5n6ibIubcO4HDlBZdznoiKIbNbMreP6BOSptNgiIuL45fDe9O3ezJzP/y2USABgeKTYDathh8RV0GuXat4vAfqXh5KTG0mrR11OXnz7lxWbClnWdEh6hskQgjD5ld09xlQ9+mpK73p47KYNH8jtno7nSq/Jqr8AjmjfhI2FaMTdb5Nu64Pm0tPu7zMb766u2sscSh8JUwCJ6gKUgjxDHAjUIcyyPRXUspKx4Sau1AGkAJslFJODeZceiksLASUgvjwww+zevVqYmNj6dWrF//4xz9ITEyktLSUrKwsMjOVMUm5ubm8/PLLpjbMCjKcCHf7WjJvNqtXr6amXnA6KonkvN/wxJqdJNis/HRMbsBlWB3n2Dm211N/obry/Gb1ZxzcZQV+Etb25anC93TdJi1HsKHm1gNXSSn7o8xLN0O1bZ+UMtuxNIvxujNmzBh27NjBtm3b6NOnD089dXHUQa9evSgpKaGkpKRZDKQ1aTMJG1qFff3h1dVEJ3Wl8stl2OrtbD1kDaoMq+McO4c9eMMZXlE9XVS425dTs7oC9Pe6TUJPUBWkY4oTZ7SUjSjBksOGsWPHEh2tGE1ubi7l5QHHOjSccNZmEh60FvvKzUimXfcs7NUVxERbGNA9uK8eZ5+jpzi//miD1mNfRly3ibEYGaz8TpQ4f056CiG2CiE+E0KMMPA8AbFgwQLGjRvn+v/AgQMMGDCAkSNH8sUXLRsyMJy1mYQNYWtfOWlJ9LJuZuJNN/Lm3bn0S+0YVBl2NkE+ODbTkGbG1mJfRl+3iQEok5J6XoAPUeL5uS83qfZ5BFjJxWEjcUCy43cOyqSuHTykPxkoAooKCgqkv4wePVr27dvXtXTq1El26tRJrlq1yrXPrFmz5Pjx46XdbpdSSllTUyMrKiqklFIWFRXJ1NRUWVVVpZl+QUGBDFRfOGtzZ8aMGXLGjBlBpaGBz/J1qS+mfZn2FQQtXn4jfTHCwG8HvgTaetnnU+BqnelNNkDTZNVvv/V50xCsvtairSXTMJdG+WnaVwRqa8k0zMWP/A7yZt0AfA10dlvfGYhy/M4ADgOX6UyzKOiLcqQRqD5vGoLV1xq0tXQa5uLKS9O+IlBbS6dhLvqXYMdBzkNp7lkvlOj4Tnfza4AnhBD1KNOpTJVSng7yXJGmL5y1mYQH4V5GwllfOGszaSUEVUFKKTXjIkkplwPLg0nbCMJZXzhrMwkPwr2MhLO+cNZm0now0ovVKF7xvUvI0/B2fCjTDvb4ltZmVBomoSMc7nE4l+Fw1mZUGiY6Cbdg5SYmJiYmJmFBOH5BmpiYmJiYtDhBV5BCiO5CiE+EELuEEDuFEL9xrH9MCHFYCFHiWLwG+XTEnZTBLiUlJbKkpMT1/6FDh+SoUaNkVlaW7Nu3r/zrX/8qAfnYY4/Jbt26yezsbJmdnS3Xrl3rMU0hxAkhxKEw1VYihHg7jLXlheK+GrC0Ckz7anFtpn1FsH35wojZPOqBh6SUW4QQCUCxEGK9Y9vzUspndaazHvhdsGKWLl0KQHZ2NgDR0dE899xzDBw4kOrqanJychgzZgwAv/3tb/nd73Sd8hfAx4At3LRJKbOFEGOB/HDUFowmb/ouIUz7akFtpn1d2gRdQUopjwJHHb+rhRC7gG4BpLMuWC1apKSkkJKSAkBCQgJZWVkcPnw4YrRBaPQZpc0kOJrbvvydbqm57csffeFgX0691TX1jYKpR4J9XQpTcxnaB+mYhmcAsMmx6gEhxDYhxAIhRIvnYGlpKVu3bmXIkCEAzJs3j/79+3PnnXditVo9Htcc+k1tJr4ItX05p1t6bt1uJs3fSHGZ53urRajLSTD6WqIMq/XuOnqG6pp6zf1ao30FW1ZaC4ZVkEKI9ijji6ZJKc8ALwG9gGyUN+DnhBAfCiF2uC2HhRB7hRBFr7wSOg/ms2fPkp+fz9y5c+nQoQP33nsv+/bto6SkhJSUFB566CHN4xyaxgF7QqUvSG3jw1hbSPPtUqI57Es93VKdzc7cD7/V/eBrjnIS6HRQam17rA3E9buBpR8XGW5fxWVWXvhkryvP1HqllJypadqC3Frta/mWcmptkT81lyEVpBAiBsV435RSrgCQUh6XUjZIKe3Aq8BgKeV1Usqr3JZuUsreUsqrJ0+ebIScJthsNvLz85k0aRITJ04EoEuXLkRFRWGxWLjnnnv46quvNI91aBoK1IRCnwHaBgLHwlTb0FBpu5RoLvtyTrdkAezAf/ZW6Po6aC77CmQ6KLW2tJxRTJq/kVeLTvHLf2xm66Eqw+xL64tKrVcIQYf4GI/aWpN9FZdZebu43OWJE2URETs1V9B9kEKJ4/QasEtK+RfV+hRH/wnABJQZCrylc4MRYzLvu+++Rv9LKbnrrrvIysriwQcfdK0/evSoqw9g5cqVXHXVVd6SnQEkhKm2CUBFGGvbAfQ1Wt+lQnPal3O6pbkffst/9lZgl1Brs7NiS7mrj6kl7cupz1O/l5a28bfeRl37FEbm/8r1RVdXfRqRcJnyf8lqQ+yr0dd3vfL1Pe26Pi69vdv1pG/XDo20tUb7Ki6zMvfDb6lvsAMggJuv7h6xfZBBBwoQQgwHvgC2o7x4AswEfobS/COBUmCKyqC10tkrpewVlBgNCgsLGTFiBP369cNiUT6YZ8+ezeLFiykpKUEIQXp6OgUFBa6CqaHtPFAppewahtpWA/2klOlhqm2KlPKIkdoMQrS0AD20hH0Vl1n52asbqatXThdtgbemDNN8CLaUfelxEHnt7fe4++Y8YjqnY7FY6NIhnoacW6ja/il1J/bTI7kdWVf0MsS+nF+QzkpSAHExFt68OxegidbWaF+LNh3k0Xd2UG9X6gyLgNhoi6e5K1uFffki3CLpBC3G2SQxePDgoMWocN7soPSZ2gInBPoiwoD9RPd9uOf1ItZ/fdz1f9blCbw37ZqwKCfqykj9gF605mN2H6sms98ArOfrOFJ5gUWbDroSnTSkBxMHpvrrealbm/PrqnBPhWvnbonxHDtTS7uqA8REWXjloVuN/NpqNvuatmQrq0ou1sMCGH5FJ6Zd18fT9USEfRkxDjKsWLVqFWC4ARuCqS1wwl1fpOH+dNt1rJppS7bSdlvL3wd3Z53lW8op+Gwf+9a+hQQW7tV+rL21+SATB6Zy/yjNOOZBk5OWxLirUvhiz8UW2cOVNQB0OrUNAWzcPyYsmyO92df4eYWUlFc1WmcReKscI4aIqyBNTEyCp3NCXJN1q0qOMPpsDV06xLeAoovkZiQTbRHYGiRCKBVfg12Z3NEbDXbF+zKUY/d2HKnyuE0C1ReCioXQ7Ayf8xHljkpezeisLhFfOYIZi9XExESDiQNTNdcfqDjncTxfc9IglQqn3q5UfHqQwOJNB3n2g9CM3Ssus/LW5kNe93n58/0s2nTQ0POGivHzCjUrR4ApIw13FwlLzArS5JLjwIEDCCFWCSFOCiGkEOKfLa0p3PD2daA1nq85KfhsHw32wLrdnIFCaxzeuUayYku5Ll3/9/4uQ88bChZtOtikWdXJ1GsyvJaPSLKviKogi8usHK68EBZvuJ6orqlvNJjYKEKRZkvgPtg6FNxxxx0AI4GngduAglCdSwgxTQhxh85973M8UKQQolOoNOklysPT4UwLNhMu2nSQL/acNCStZUWHDC1nJ6prde1XeaE+rG21uMzKzJXbNbdlp3Zkel6W1+Mjyb5alRerN9dup2ebvHCGmCgLC++7Luy8xT4u2cuvF2/lvKWtN/foRuhwZxcAPae/K2OiBIsnDw3ouk+eVB46nTt39vtYLxjinQhK3m05aGXU93oHdV9ra2tp06YNUsq/Syl/HXBCOhFClAKlUsprfezXFdiF8tLaHugspQx6fKsbfpXfvL9+ztdHqxuti7GdBWDPc7cYp0pHOSkus1Lw2T7WqTxr3XFqs8W013XSKAEPjs305bSjuww/snI7b3poPnXXJoC379UeOuMHhnmxqu0/ffq7HvcrnfNDr+lEmn21Gicd9cMzOsrC91I7Yj1vw1Zvp7q2HotQmk2Ibk8tSmd8uHUif3jgAmdFW5CK1jnv7SI+JgoBHDx9nuzuiZyva+D4mRpuGdSDzMsTPFYY7kigrkFS8Nk+vtc9kT3Hq/nom+PY6iXt20TTuV0csdEWbhnUg58P6dHkeIMrxoBQeyfW2Oz8ZvEWruzakW2HKjnmeDt/8csTzBrfT/Ma9HD8+HEcL4WnjVNuCC8A+1EGfv+ihbUA8OT4fuS/tKHROucDfvicjyicPrpZdDhtv8bmvbNRb8WoJqltbKCymjBxYCpLHA5D7rhrk8DT7+1i6dRhhp0/GJz2761yXH6vb62RZl+tpoJ0j1SxuVS7iaJj1V4AFm2Cz3af4P5RVwT8MDWCRZsO8t6Oo1RfsHFgZzEdgaqOyhur+zWUnjrv+v3f8u2MvbJLk9iTvir9j3Ydb/KWXVNdR0V1nSvdmSu3EyXg8o7x9O3akSkje3H+oBKIZcSIEcFecsDkZiRjsQjsDcoLcXlljctJwHlfqzr2djX/+Htf77jjDhYuXOj8909CiD85fo+SUn4qhLgF+B/ge0AUyuD8Z6SUb6vTcew3CWWgfhegGigEHpVSblPt53yzT1P9BugppSxV7TcB+DFK6LCwCRmkVdac96Gc3izadLBZbMtp+75QlxE9NEh4Ys1OMi9PMPBlWqD1Qaelbe/JswadM3gWrnifv6zfDR7yLju1o888ikT7CnkfpBDiBiHEbkfA5OmBpuOMa+hr9Gmy9WuSrV8DyhikmSu3c+0zn2i2+b///vtkZmbSu3dv5syZE6i0JsxZu4trn/mEQbPWM3Pldr7YU0FJeVUjbb64sL+Yhb8dz6GCe6jeuMxn7EmBEhNRr+9Cg1TyZ93Xx8l/aQN/euENHn/xDV0edqHKt5y0JNIva6u5zT3vZq7czri5n/vVlzNlyhSef/55578rUfpHbgN2CSFmAUtQjPF/genAeWCZEOJ+t6QeQHkKvgLcjxILdQTwHyHEFar9bkMJU/aN6ly3Aa5ONCFEB2AeUCCl1A686QWj7MsTUW4Gp74P//f+N16PNaqc5GYkY9Ex7Nxf+zr86hT2zbuLJ2bNDlibmo37T+Gpy0pL2+lztmZ9LnmiuMzKwqUrPeZdlIBVDwz3mU5E2lco+yCFEFHAt8AYoBzYDPxMSumpFPvsg/zjyu3sOlbtcZ+M0n8DsD/9x022JcRFkZXSgT+MyyI7tQN9+vRh/fr1pKamMmjQIBYvXsyVV16peSne9C3adJAFhftBCISU7Dl5zm9taqS9gSOvTuE7t8wiOiGZs2/9npcXLOTm64Z61PbCJ3tlUttYnliz02dTlF5tMRa4smtHhmYkk9AmhtyMZEPzTYucJ9Zx6nxTJxBveTd7gv4m19LSUnr27AnwuJTyMQAhxECgGHhKSjmz0QUIsQr4AdBNSlntWNdOSnnObb8soAR4TUp5n2p9KV76SIQQL6HMGPFdKWWVw+PvdnT0kRhtX1pMfr2oUYuE+33w1CfV0NAQdDlxzaV4wcbLn+/3qTUQ+2qb1Bmxaiarli8Nugx7awr2pC2xTTSv3THY9XVmRL75S/r0d73mna9+x0b7RpB9QeibWAcDe6WU+wGEEEuAmwBNA545c2aTdcOHDycvL4/a2lqWFzyDLLOSoWrktyZmYk3MJKr+Amnl62lTo0y74rzhp5KupKpjb2JsZ+lc+jEVu+HhT6FdfRVSSioqKsjIyGDcuHHcd999DBvWuJ39pz/9qWuWbXd91TX1HI7rwRbZE2G30fPge8q5Vfuo9blrc9fX/fDHAFRVHKc6PprMyq84GdWfywZdR/GH77D149VN8mf2bOXt9/D6BRwGxtTUc6bGxoW6BvZZUjl1Wd9G2tTo0fZfe2++PnCY7oc/ZjlgO1NBra2Bx5/9O9fn3citt97K66+/7oonqaXN1319/PHHATh+poaOFefoiH/3df7zf+bLrh0bTUg7fvx4Bg8eTHl5OS+++KJrfWVlZRMtKM05Elio4d32b5QyOxRYB+A0Xkcg8QQgFuWtdTcwROsEWgghhgFTgElSSs8jzD1jqH0574OaId/LZR1RHu/DwhVR3D7xBk6ePKn+eqC8vDwo+6quqWfX0TNUdsjgVFJwZdibfaWmX0PWLycZVobH1NTz7fEz2BqkLm2V9Ob2Fz9klG0zCfHRrnybP38+48ePN9S+1IwePZrRo0cz4sk1ZJSu9mhfmx8arJn+JWJfIW9i7QaoR86W4zYbuhBishCiSAhRdOSI75i7cTHGSC49eoo27S52nKekpFBd3fTLdPny5WjpUwy4ijJVv6FR1F44R3ybdq7/c/v14dixY03227p1axNtCfHRdEtsQ+/vtOeeEb5ii/iPteoM9uh4Dp0+z7PrdmOLT9KtzRenz9UFrKu0Iqj+nCyUt/FvUAxRvbzm2KeLc2chxAAhxBqU5qIq1b79AH0BPoWIRWk6+lBKuThA3YbblzvpndpxzRWePeL/Uaj9ZXf27Fk6dLg4e4W/9nWmxoaUEikNcNF0Q21fO46cMbQMJ8RHEx8T5ZceW4PdNbbUPd9SU1MN0+bO+HmFHKnSDgQA/n05+qC12lfIm1hvBq6XUt7t+P82lHnr/sfDIbqaMX7y0gaPO+ptZjn3TSFX2Pax4d2lAPzrX//iq6++4u9//7vmpbjre+GTvTzzwW5fcgPWVnNgC53yfs2UERl0O1XklzY1xWVW5ry3i30nz4GUnNZovgxEW/I4xYPbsvdzBrW38tY/NSdt9asJaNGmgx7HX+nRp6ep1UMT0HvA9SgT0DZ4OHSnlPKoEKIHsBM4A/wN5a32HMo1zgXaq2d+8NQEJIT4LfAs8ENgr2rT08BElK/DU86vQy1CYV+ecHo3at0HrQfpsmXL+OCDD5g/fz7gv30Vl1m55ZUvqW/QLzmQMhwlYDi76HC2LCD70mLmyu1N+vJ9aZt6TQbT87KCzje9uNuau77x2V2Ze+sAf5ONKPuC0DexlgPdVf+nAkFNzZKTlsTb9w7jrn9uplJjwHJZ6hhd6UQnJHN2zwZXP8eu7Xvo1tX7bDsvfLLXNR4xEPdwf7R1tJ/h7anKOKmnnlpFVx/aPJGTlsQyN1fyRZsOMvvdrzlbd7Gs+qOt/szFgdrWk8dYd5ImHo3FZVbyX9owo3TOD5/Sq/XnQ3pw8NQ5zf4mPfoefWdHoB6Je4AbgINSSl9hTiagjKP6sZTyE/UGIUQy4D5a3NPDKw2lBadpu6HCVygPBm9jFwy3L09c1i6W0+fqNO/DL1/bxOt3NW75Sk1N5dChix+35eXlfpdhf9/d/S3DFpSJlxNqzwRsX1rkD0xl6eaDqB1vfWmbX3iAMX0vNyTffDFn7a4mNqbWd0XndgFVjl5orfYV8ibWzcAVQoiejk/eW1HanIMiJy2JvP7ac6Q1RLehIbqNzzTiu/bhUOk+bn5mFc++t4P5C9+g19UjvR6jni3cer5Ol2ddINryfjCc2HPHucxeSV1dHUuWLOHHP/b+VuwPPx/Sgx1P3EDpnB+6lu9nddelLTalD/XWI9gqjyEbbJzb9Tlteg/h0Xd2uDzynM4KwJP+apuel8XsCf2arNeTd3a7ZOP+U/6eEuBfjr+zHY4vjRBCfEctxbnabZ97gMs10j4LXKax/h/AzRrLp47td+J7vFZI7EuLn+YosVlEXJcVAAANy0lEQVS17sPne5r6OgwaNIg9e/Zw4MCBgMrwxv2nsPsZTk6vfcWm9CH2/AnGpVu4qV8X1q1eYah95aQl8daUYcSqXIB9aat3lN1g880XxWVWzRdQp7420RbWP3StYedz0FrtK7RfkFLKeiHEA8AHKONeFkgpdxqRdv7AVN4uOoStQWIR0CYminO2BhKtSrOnNTHT47FRAmJiYhhz90xWvvhHkHYS+o/hZPR3PB4DNBqP6Bx2Yqu3Y7EI0i5rS8XZOs2vWidJlRe1tY2NwoIy4eg1fTqzdvtRbA2SmCjBfT/IJL/LPK6//noaGhq488476ds36EnDvXJ7+lluT49n9Ghl8LfWWyaAsERx2ZipnFj6KEg77fuNIbZzmqtyyklLUo9b868zxoH1fF2T0WTqvHPH+ZYXG+N9KIwnpJSbHWO2HgdKhBDLUL7EUoAcIA/FUQCUN9LzwL+EEPMAK/B9xz77aGpTG4G7hBBPokTysAOrpZT/Bf7rrkUI8SPHz9W+vOxCaV/uTM/LYuP+U5TtUDzl3e/DtCVbG311REdHM29e4GU4NyOZKItwTc6rB29lRI2wRDFl+izmPnI30m6n4/fGUtPe2K+03ceqsamah/Voq75gCzrffOEe+EGtzwIUv/ygYedy0lrtC42TGY6Uci2w1uh0c9KSWDx5aJMwbHc98BHl1gucTf4u0UJgsQjOOZoSoy3wxE39sJ6vczxIc9kmemKrt/scZwiOitWxX05aEm/endvo/MVlVm4p2OBqWklNjCfKYsF6vo64aAtdjuzFIgQP/+onTfrKbhua3vha0vLIy8szOts88tFHHwG4KsjpeVlMz8tq5Gq/evtRKqpriekzmI59BiOEoK7ejqBx5eR8eaix2QMKipubkUxcjIU6m/LycffwnhQueZfzdQ2uB0y0Ba74TgKzHF+bwU5hJKV8QghRDPwamAa0A06gRN74jWq/fUKIccBsYCbKG+9/UGJPzgPS3ZJ+BOUN934gEeXNuCdK807QhMq+tFj1wHB+cKvyMeD+oF9VcoTbhqY3yv+8vMDLcE5aEncP76lreIcTvRUkwO6Y3nS952K/+QoDI28Vl1l59J0dul/wnHzpaP0IJt+8Mea5Tz1uS6rcHdDLpV5aq321mkg6WuSkJTUp1F06xNOlQzwf/PliAfMWz9S9kvPGg2MzG+3nfn5n04qn9GbOVJrUtRxJtK4lHFDr0gpSrJW3zpeH/Jc2PBroOd3vy8zCRKpr6sm/PlMzb/XmXXp6unMw92Pu26SU7wKeY21d3O9zQGvk9LUa+54A8nWJU/a/A7hD7/7NjXacGAWjwzsmtInxer5giI1u3Ltk5Dk27j8V0GwjFefqKC6zhuQ5MG3JVo/jswHDKsdIs69WXUHqxVvl40/FpGcm8nCt6EKFp+vNSUvCHwcdPekmxEeHbDZ4E31c2bUjOz1MCrz3uOcAHoGQ1DY2JJWjRUCfLgn891Clq1sj38P8l4GgbgFxTq+lh8PWC0yav1HXJAb+sGjTQVaVePbdKp3zQ2bO/I9h54skLokK0sTExBjUwRjc+dbgCtK9LzrYr8mYKIHdLomJtjBxYCoTB6YG3TSvhboFJKltLP/7jvbQJS30xlzWi7epq0BfAPJLGbOCNDEx8YtO7ePQ6hk8Y/A8rM4vMVu9nSiLILt7IsUHK13erf5UlrMn9CPz8gTN7oBQoG4Bybw8gRkzVvt0OHIOOzGyL/DBt0o8bps9od8l1doVCK1qPkg91NYqw2Ti4uKCFqPCkJiHprbACYE+PwfpRASG3YeRz37hmoLMSZQF9s0OKPqKx3JSXGZl+ZZy3i4up77BTrRFcPPV3ZHQZDC+sCse5NIS02i9P7F6/dHmDxv3HONnr25sok3Nz4f0IH9gqj+Vls8Y0Z6+Ht3zxLQvbUI+m0dzExcXZ/RD3jBMbYET7vouFZz3YfSVXZpsk3b8ml1FDzlpSXRLbEN9gzLtW4Nd0jWxDfkDU4lyf3pZYrhpYJprfLJFBF05GkbuFZfz5/yBTWZHcSKAboltDPek1UIrT0z70ibiKsi1a9eydm2zeL37jaktcMJd36WC8z5MHJjaxBNUCAIN1OAV57Ah92FWS6cMo1vSxcH3ydadxB3bxrKpw3j4+kyWTR0WFpUjKPmWeGoHS6cOY4RGbNu4AMfwekLLkzbtsrYsv1c7T0z70iaoClII8YwQ4hshxDYhxEohRKJjfboQ4oIQosSxvGyMXN8UFhZSWFgIwMMPP8x3v/td+vfvz4QJE1yR5ktLS2nTpg3Z2dlkZ2czdepUU1sYa3PXd6kQzvaVk5ZE7sm1VL/xAEcXPMDJFbOw1J8nNyPZ8HLidHp5cGxmIw/PnLQk/nbrAOJjlMoz8cx+zh/cqXhQry1g0vVDw6YMq/NNfPUGR+dP5eiCB6hY+Wfyr0rkzbtzSZZVhmlz9t9agGiLYPaEfnz2+1Eev1AvRfvSQ7BfkOuBq6SU/VHmpZuh2rZPSpntWJrvSapizJgx7Nixg23bttGnTx+eeuriqINevXpRUlJCSUkJL7/cbM8XU5uJP4S1ff0i/0aOl+5hw+Yt9O+bRae9F8NeBltOisusvPDJXleTbU5aEveP6q05/tVZeWaldHB52YZzGf5F/o18vmkLf3lrPfmjBhG9/d+u6+raI517nn+b1975JKh8A2WM90PXZ/LWlKFh8yXd2giqgpRSrpNSOl3XNqIESw4bxo4dS3S0YjC5ubmUl5e3sKKLmNpMfNGa7OtgdDe2f7ufSfM3sr08oKn3XDhj+apjH3vDWXmqh6CEcxkeO3YsQ3p15v5RvRl//bUubdvLqyi3XtB93e645xug+VJhoh8j+yDvpHHk9J5CiK1CiM+EECMMPE9ALFiwgHHjxrn+P3DgAAMGDGDkyJF88cUXLajM1Gaii7C1r437T2Hd+gHxGVdjq7ez9ZA1qHLijOWrjn0cDOFchtXath6yYqs8RvmCX1O28Pe8sep9v9IyOt9MwDEpqecF+BAlXp77cpNqn0eAlVwcNhIHJDt+56BM6trBQ/qTgSKgqKCgQPrL6NGjZd++fV1Lp06dZKdOneSqVatc+8yaNUuOHz9e2u12KaWUNTU1sqKiQkopZVFRkUxNTZVVVVWa6RcUFMhA9ZnaAr+v7syYMUPOmDEj6HRU+Cz7zbFEgn3d+7tHZPvMobLnH1bLzD+ulRt2Hw2qnBSVnpaZf1wrM6avkZl/XCuLSk8HrK012deG3Udl7weXyIzpa2TaXX+VXVK6hiTftIhU+wp2McLAbwe+BNp62edT4Gqd6U02QNNk1W+/9XnTEKy+SNbmTYPR97Uljm+JpbXYV9e7X7427Q9rZqT9Yc1QX/r0lOG0P6wZ6ik9f7W1JvtSX3cg9hVovhl9fZGyBHewMgnm10Bnt/WdgSjH7wzgMHCZzjSLgr4oRxqB6vOmIVh9kazNmwYj72tLHd/ci2lfpjbTvlp2CTbU3DyU5p71QgiAjVLxqLsGeEIIUY8yXclUKeXpIM8VafpMbSa+CPf7EM76TG0mQRNUBSml1JxaQUq5HFgeTNpGEM76TG0mvgj3+xDO+kxtJkYQjpF0XvG9S8jT8HZ8KNMO9viW1uYtjXC/r5cK4X4fWvoeh7M2b2mE+31tlYRbsHITExMTE5OwIBy/IE1MTExMTFqcsKkgjYg7KYS4QQixWwixVwgxXed5uwshPhFC7BJC7BRC/Max/jEhxGHHOU8IIQ4FGxPTX306tZUIId5u7ryLEG15vtKKFEz7ClhbuJfhcNbW+u2rpd1oVS7CY4Fox++ngacdv9OBHTqOjwL2obhHxwL/Ba7UcVwKMNDxOwEl5uWVwGPA74zQFqg+PdpaKu8iQdultJj2FZllOJy1RcISNl+QMvi4k4OBvVLK/VLKOmAJcJOO8x6VUm5x/K4GdgHdDNYWkD492gzSd0lqu5Qw7SswbQbpuyS1RQJhU0G6EUjcyW4oIbeclOPnTRNCpAMDgE2OVQ84mi4WCCGcEX8DjYkZlD6d2gLVZ2q7tDDtKzBtgeoztbVSgg0U4BdCiA+ByzU2PSKlfMexzyNAPfCmY9tRoIeU8pQQIgdYJYToK6U84568Rrq6XXSFEJ8AucBJYANK08NZ4FFgEPCcEGJfgNqC0ieEaA9sAyrdtFmA9sBzwJ0tkXetQNtyYJqU8owQ4iXgScfxTzq16UmrNWDaV2D6WkEZDmdtEW1fzVpBSimv87ZdCHE78CNgtJRKA7eUshaodfwudhhRH5RAvWrKge6q/1OBI3p0CSFigDqUB8lfNLaXAIUob1qBaAtYn0PbcuAxD9rSgTUtkXetRNubUsoVjvMcV21/FVjjK53WhGlfEVuGw1lbZNuXr07K5loIMu4kSmW/H+jJxc7mvjrOK4DXgblu61NUvwuAqkC1BapPp7bfogQ1bta8ixBtS1q63DfXYtpXxJbhcNbW6u2rxQWoMnQvyhtkiWN52bE+H9jpuHFbgBu9pJGH4lG1D+VtVc95h6M0CWxTnTsP+Bew3bH+nKOABawtEH06tf0bONDceRch2lJ8pRUpi2lfEVuGw1lbq7cvM5KOiYmJiYmJBuHqxWpiYmJiYtKimBWkiYmJiYmJBmYFaWJiYmJiooFZQZqYmJiYmGhgVpAmJiYmJiYamBWkiYmJiYmJBmYFaWJiYmJiooFZQZqYmJiYmGjw/4XlpFXEbYBJAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 50 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# We can estimate the reconstructed data (decoding from the latent space)\n",
-    "x_hat = model.reconstruct(data)\n",
-    "\n",
-    "# Plotting the reconstructed data across dimensions\n",
-    "lsplom(x_hat, title = 'Reconstructed data')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 294
-    },
-    "id": "gFoHUBq4bE6v",
-    "outputId": "b1fcfdd7-74d0-4d3b-f8e1-dd598640a483"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Plotting the weights of the encoder\n",
-    "plot_weights(model, side = 'encoder')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 294
-    },
-    "id": "n7dqcz9MbE6w",
-    "outputId": "7dd48abb-ae38-4db0-db12-15b7fe4d0621"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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fffexePFiAEpLS1mzZg1Llixh+vTprF+/nrfeeosxY8awY8cOhg8fTnV1NSNHjuT555/niSee4PHHH+fll18+qR1Hjx7l/PPP967Hx8dz9OjRVvor6HQX9B5GN6NxaVU/a8dO0jKaDFx5RyoBwWaWvbaLypJza1jnmjVruO6664iMjAQgPDwcgA0bNvCb3/wGgFmzZrFu3TrvOdOnT0cIwdChQ+nRowdDhw5FURRSUlLIzMwEQFEUrr/+egBuvPHGBuc3RVNxIn1UlE5L0XsY3QhvaVV/rbSqNcTS0SYBEBBsZtrdw/jsn1tY9spOZjw0qk16PafqCbQVUspmNcy+x1gs2v+Loije5bp1l6vpmumnu0d8fDw5OTne9dzcXGJjY09rl46OL3oPo5tQUVTDknnbtdKq99eXVu0shMdaueK2oZTk2/j2rTRU97kx3HbixIl88sknFBdrxaTqXFIXXHABCxcuBODDDz9k/PjxLbquqqosWrQIgI8++ui051999dUsXLgQu93OkSNHOHToEOedd15LP45ON0fvYXQDvKVVXSrX/uHE0qqdhV7J4Vx8wwC+//AA6xalc9H1AzrapLMmJSWFP//5z1x88cUYDAZGjBjBggULePHFF5kzZw7PPvssUVFRvPvuuy26rtVqJS0tjVGjRhESEsLHH38MwL///W8A7rjjjhPs+PWvf01ycjJGo5FXXnlFHyGl02LEuToGfvTo0XLLli0dbUaHU1Pp4Ivnt1FVaueauSPokdh2QeXWYv2iQ+xYlcOE6/uTemmvs7rWvn37GDx4cCtZ1nkIDAykqqr1qxmeq38vneYjhNgqpRzd1D69h3EOY7c5vaVVp987rEuIBcC4Gf0oK6hh3SeHCI70J3FoZEebpKOjgx7DOGdx2t0sfXmXVlr1juaVVu0sKIpg8pxkIuIDWfFWGkW5el3wxrRF70JH53S0m2AIIZq8l9DH9rU6daVVjx/xlFZNaX5p1c6C2c/I1LuGYfYzsOyVnVSX2zvaJB2dbk+7CIYQQpFSqkKIRCHEjUKIPwghxgoh/KWU8mRiotNyWqO0amchMMzC1LuHUVvtZPmru3DqdcF1dDqUNm+ohRDCIxZDgS3A74G/AG8BnwkhQj379SEbZ0lrllbtLET1DmLK71IoyK5k9bt79brgOjodSJsLhqcHYQVeAxYCU4BY4FkgAtgkhAiTUrr1nsaZ0xalVTsLfYZFceEv+3F4eyE/f5nR0ebo6HRb2quBtgKRwGoppUNKWQt8BDwAlANrhBDBUspzY7ZWO9NWpVU7E8Mm9iJlQizbvs1i3095HW1Ol6O4uJhLL72UwMBA7rnnno42p9m4nG52f5/LzjU5pG8tID+9jIqiGlxO3T3ZEbTXsNpyoBoYD3wBIKV0CSF+Bv4E/BP4XyHEI/JcnRjShmxe5imtemnrl1btLAghmDBzABVFNXz/nwMERfgTP7DrjPzqaPz8/Pjb3/7Gnj172LNnT0eb0yzKCmx8++YeinKaHhFmCTBiDbVgDTETEGLBGmLBGmomINjis92M0dS9vN02pw2jYsRsMLf6tdtLMFzAWmC8EGKClHItaO4qYLUQ4ic0MVEA/dGhBexYlc3mpZ7Sqr9qm9KqnQWDQeHyW4fw2bPb+Ob13fzy4VGE9bR2tFmn5f333+e5555DCEFqaioffPABWVlZzJkzh8LCQu9M7969ezN79mz8/f3Zv38/WVlZvPvuu7z33nts2LCBsWPHsmDBAkCbuHf77bfz3XffERYWxsKFC4mKijqpDVarlfHjx5Oent5On/rsOLTlON/9Zz+KIrj09ykkDgjFVuGkutxOdZkdW7mjfrnCQemxUmzlDtQmYlwWq1ETkxAz1hALAaE+yz7bDaau7RF3qk4+P/g5/971b2anzObmlJtb/R7tIhie+MRTwI/AU0KI+4EdPi6otcAkIBQobg+bzgXas7RqZ8ESYGLa3aksemYLS1/ZxXV/HIV/YDOfpL7+Exzb3boG9RwKV/7jpLs7S3rzroLT4eLbD/eTtbEAe4iR1aFu/r5oC1FBFsb3i2R8v0guHBJJcsiJudCkKqmtrhMVTVBsPsvV5c0UllAL1mCzR1g8ghJqISDEjDW48wmLKlVWZK7gpe0vkV2ZzcjokQyPHt4m92oXwRBCGKSUBUKIicBGYB7wshBikeeQ8UAhcG7ltm5DOqK0amchONKfq+5MZfG/tvP1v3dzzf0jOt2PuI5TpTf//PPPAS29+cMPP+w9p6n05oA3vfnw4cNPSG8+Y8aM9vxYrYbLrbIvv5LNmSXs3FdIxK5KIpyCTRYnuwJcjIoN5/Lz4kkvqOLHg4V8sV2r4dEvOtArIGOTwgnyMyEUgX+QGf8gM5GnGPMhVUlNlRNbxSmEJb+a6nJHk6Py/KwmzfUV0qinElq33H7CsiFvA/O2zWNv8V76h/XnlYmvMCFuQpt5Gtqzh2GUUh4VQoxBC3j/H5pwpAFjgEuklNXtYc+pqHRUkluZy6DwQZ3WvdORpVU7Cz2TQrjs5kGsfHsv3324n4k3Dz79/9cpegJtRWdJb95ZqHG42Z5TyuYjpWzJKmFbVinVDjcDHQaurDGjGBSsE3vyl4vi6RsViOLTa1ZVyf5jlaxPL2JdehELN2ez4KdMDIpgeK9QTUD6RzK8VyimUzxACUUQEGwmILh5wqIJiqNJd1hzhMUrIp7eS4PlYPMZ/X7TitOYt3UeP+f/TKw1lifHP8nUPlMxKG0br2m3XFKeILdRSpkvhLgGGI3WszgG3CWlPNRetpyKbzO/5fENj5MUksS0pGlclXQVcYFxHW2Wl5x9JXzz5h6iegcx9e6OKa3aWRgwpiflBTVs+uoIodEBjL4qsaNNOoGJEydy7bXXMnfuXCIiIigpKSE8PNyb3nzWrFlnld585syZzUpv3lGUVDvYnFnClswSNmeWsudoOS5VIgQM7BHEL4fH0feok6q0Mnr0CebyW4ecNPW+ogiSY4NJjg3m1ouSsLvcbMsqY316EWvTi3hpzSHmrz6E1WxgbFKEV0D6RweekaD6CgunyIHpKywNBKXc4Vm3U5xXja3iJMISaPK6vnzjK1q8xSM4HmHJqsjipe0v8W3mt4RaQnl4zMNcP/D6NglwN0WrCYbPbO5AACllVaP9Bo9oCCllBbDG8+pUTE6YjCpVlmUs48XtL/Li9hcZGT2SqUlTuTzxckIsIR1mW/7hcpa/touwHgFMv3cYZj89d+ToqxIpK7CxcUkGIdH+9B/do6NNakBnSW8OkJiYSEVFBQ6Hg8WLF7NixQqSk5PP/kN6kFKSU1LD5swS7+twoeY0MBsVhseHcttFSYzpE87I3mHISqd3FNTwyb05/xdJGFrgWrUYDYzrG8G4vhE8dPlAym1ONmQUsy69kPXpxazZr9WJj/bEPy70vHo2Ef84G3yFJapX0EmPU1VJbZWT6jJ7w15LM4VFtTgpNRRisvTl9ujHSE1IJqwgiFx7eb2whJhb9Dds8Wc9m1GsQogLgf1SymLP+tXAXUBPYAHwhZQyq9E51wNbpJSHz/jGzaA10psfrTrK8ozlLM1YSkZ5BkbFyIS4CUxNmsrF8RfjZ2y/IkSF2ZUsfmE7/kEmrn1wZKepltcZcDtVvpy/nYLMSn7xhxH0TKoX9XM1XXdnSG/uViX7j1Ww+UgJm7NK2ZJZwvEKLedXsJ+R0YnhjEkMZ0xiGEPjQ7AY63vDvqOgJs5Opk9q62ckzi218VN6MWvTi/gpvYjiagcA/aMDubBR/KMzoaqSmkoHtnIHRcVlrNr3PTsz9+Jnt9LXPIgexOGocGOrdDYpLP5BJkZensDwSb3P6P6nSm9+RoLhSRg4CtgEPA48A4wEvkETCgvwG+BjYL6UcrfnvKuBxcArwFwpZdMO2VagNethSCnZX7KfpRlL+frI1xTWFBJoCmRSwiSmJU1jdI/Rbeo7LMmv5ovnt2E0K8x4aFSnq5bXGaipcrDoma04a11c98fRBEf6A7pgtJRT/b1qnW525JR53UvbskqptGs/4dgQP8b0CfeIRBgDooMaxB/qcDndrP80nT0/Hj2tC6o1qYt/rEsvZF16MZuOFFPrVDEoghG9QjUBaUb8o71wuB0s3L+QN3e/SZm9jCsSr+DeEffSO7heBHyFxXeIcXWZnYQhEfQZdvJh1qeiVQXD41KSnuV7gBfRJt/ZAYOU8l+efdOBl4HVwAs+ovE34D9SygNn9GmaSVsVUHKrbjYd28TSjKWszl5NtbOaaP9orkq6imlJ0xgQNqBVA5AVRTV8/uxWVAkzHux81fKklEinE8XcPj7UU1F6rJrP/rkVa6iFGf8zCou/8ZwVjLbC9+9VZnOwJbOUzVklbD5Swu6j5TjdWnsxoEegp/cQzpg+4cSF+p/22r4T8c7EBdWa2F1utmaVegLoxezOLUOVYDUbOD8pggv7RTKhfyT9zjD+caa4VTdLM5byyo5XyK/OZ1zMOO4fdT8pEe1Xj77VBMMnThED9AGOAJcAHwJ5wL/qBMNz/NVovYmvgTellJvP+FO0kPaouFfjquGHnB9YlrGMdUfX4ZIu+oX2Y2rSVKb2mUpM4Nkl/6sqtfPF81ux17i49g8jiYgLbCXLQaoqqq0GtboKtbIStaoKd1U1alUVanUV7spKVN/1qirUyiqfdc++qiqQEkNYGKa4uPpXfBzmuuXYWJSA9hG63P0lfPXiTuIGhTHt7lQOHDygC0Yzcbjc7E7by2cZsCWzhIPHtR6MySBIjQ9ldGIY5yWGMyohjNCAlj0gtIcL6mzQ4h/a6Kv16cUcKdJiL77xj/H9I+kR3Da9ISklP+b+yLxt80gvSyc5IpkHRj7AuNhxbXK/U9EqguEjFsnA20AV4JBSThVC3Aq8DrwPPFgX0/CcNw3NNfUO8JCUsl0KG7R3idbS2lJWZK5gacZSdhTuAGBUj1FMTZrKlIQpLQ6Wn6y0qtbQ27yNtbdhr/asV1Vp65WVuKur6hv9qircVb4iUA3N+L8XAQEYrFaUwEDPy4ohMBAlMMi7LkwmXMcLcB496n1Jh6PBdQwRER4xidWEJD6+XlxiY1H8Wu+HuHd9Ht99sJ+Ui+LoMULVBaMJpJTUulRsdhfVdjfVDhdOt8rx7Az+8G0hIxPCOK9POKMTwhjWKxS/M0yv0VEuqLMlt9Tm7X2sTy+ipFH8Y0L/SMYmRRBoOfuBJzsKdvDC1hfYVrCN3kG9uXfkvUxJmILSQblYz1ow6txQQogUYB3wKpq7qUhK6fQcc5dn21+BV6SUpT7nXwmkn+3QWSHEFcB8wAC8JaU86cD6MxWMrOJqNmeWEhviR88QP2JC/PFv4dDVnMocb7A8syITk2LiotgJTIuZyLjgYRhrHPUNe1Wlz7LWsNdU1rKuNJVKNZDzqr4mtPyQVwTU6uZNVfE29EFaw24ItKJYPY1+UKDW6FsbiUBQEIrVc2xgIIrVijC2/AchVRVXUZFHPPK099zcekHJy0M6nQ3OMURFYo717aHEewXGFBuLYmlZkP+nz9PZviKb8bdHMWzE0BZ/hnMNVUpqHJow2DwC4fYETE0GBavZQIDFSF5mOinJyRhaIWtA2XEb376luaBGTO7N2A50QZ0NqirZd6zCKyB18Q+jZ/5HnYAMa2H843DZYeZvm893Od8R6R/JncPu5Nr+12JSOjYI31o9jHC0gPVOKeW9PtuNdcFrIcR9aJPxThCNs8VTL+MgMBnIBTYDN0gp9zZ1/JkKxsebs/njZ/XpIxSpEm1USfSX9DKrxJhUehhcRCouwnESrNoJdNsx1toaNPza03wV9ooyXJWVmGqdp7hrPTIwhO3Jd1DuH8foqm/paSk9ydN93bLnZQ3EEORZDgg4saFXVXDawFkDzmpw2LR1R7Vnu62JbTX1y01us2nXcjnAHACWIO1lDqpf9r6CwRIIliCkyYqrWuIsrcVZVImzqBzH8WKc+QU48/Jw5uVBowlqxujok7u8YmIQjWIoUpV88+YeIlJcDBs5BEtA5xoJ09a4VBWb3Y3NofUgbE43db91i9GA1WLAajZitRgwGRSvn761Yj6d3QXVbKQE1QWqW3uXbmodTnZnF7H5SBFbM9xd4LgAACAASURBVAo5cKwcA24CTYKR8UGM6h3MyPhgeoWaEVL1nld3nWM1RbyS8w1LCrcSYDBzS48LuTFyDAHC0OhY33Pr7q+eYI+27G5wDwZeBYOuOqOPfCrBaMnjYw8gDni0zj2l/T2lq66OhZTyRSGEiiYagUKIf0gpy87I6hM5D62XkgEghFgIXAM0KRhnyqTi/Xyz/WXcVVXI6moMtTWnPF4FKgCb0YLD4o/LLwAZEICwBmIMj8XSZxABYcEEhAZRqJSzq+YQW6v2U2a04x8Szpi+F3PxwCvpFzcUVQiWv7GP8vQqLr8+nL4DfnuShr0SnMe1bZU2KGmiEXc0EgfXqT/HiQgwBWhCYAoAs1V7N/lDcKzPPisYTNq97JXgqNLeq45B8SFt2V7V4P4CMHleXixAIjAgCGkKxOWy4qz1x2kz4ahScFaoOMuzqdlwkIpSG/gOJxQCY2QYptgYTLFxmHr1xtw7gQtS4jhk8KeiqJbQngqmc3iSo8OlesWh2uGi1pP+WyDwNxtI27SWfzzxV1wuJxazmWeffZbLLrus1e1o0gUVatK+A84a7XvgrD3x3WkDV63nmCbe3c6GjeOpGsvG602e17hB9qw3uI4LaGKiHVpqijF1G3w7v3meVxOUKQpvhQbz36AgpIAbKyq5tayC0PRDaINLW4AwgGIAxehZVnyWjRDdNm7YlvQwfoMWozB7Yhle0fA5JgAtgeDlwL+A/lLKolYxVIjrgCuklL/3rM8Cxkopm0zuHxMTI2+55ZYG28aPH89VV12F3W7n8ccfP+GciRMncn5QEDnvf8CbxUUIgwFhMIDnfdKQIVwwZCDHbdW8unwlTqniliouVeJ2u0js1YPQQBNlpSUcOFKAgooBFQWJgsoFPe2khtspsrv5ONtKmSKpVLSvZIAqGWsdR4j7Uvqa5vNj8Ymds9/Hp5MUUM2OilA+OZYAQvG8tC/MXakO4sP92VTox+KDUvtCefcbmDttCFGREaw9UMTXW45o+3yO+dP9txEc3oPV6zax+oe1J9z/0UcfxWKxsHz5ctatW3fC/qeeegqAL774gs2bG45vMJtMPPbH+8FeycLPvmTX3oMNfpxBFoVHpiaBvYr31mVz4JgNZH0DEGG282Dfw2Cv5M2sPmRUB2ltgSqQbkGUy8H1Ffk4qw0sDIqhyKT1OH71l78QG5+IQRiJdlejGCTFGHALAUKAIkAo+JlNRIYGgWIgv6jU466pd8sEBAR480Dl5eWhqg1Lt1itVsLCtHTrubm5J/xtgoKCCAkJQVVV8vJObFGCg4MJDg7G7XaTn59/wv6QkBCCgoJwOp0cP34cKcEtJW5VezkN/rgNZgy4sTirMSgCRQGDp+eQnZ1NYmIiERERrF27lhtvvJEtWzz/R1ISERqMv9nIrr37WfjeW9qTrHR73lV+f0kfksKN7Mgo5JPNxxrsQ1W5a5iDQPx5e884dpUeIdBYSrChACHdgGRu4n6izHbWlkTxdVHsCZ/vj4lpBOJmVVEPvivrCRKkFEgUkIIHw49iUQSrbKFsqgnU/u/A+3/057gyEArLyqzssJnr9wkwK/A/iW4QCosLFdIqFc9p2rlBJsH9/QNAUfg4x8GhSpf3XBCEW4zcNSQShIEPDpaQVeWJz3lsiAn043fDEhDCwFs7s8itrMHuktidKrUuFbPBSFCPKiqDsynPCcfPHUSUXwhmxQQC+kVHMfO84QjFwAsrf6TK7vCxX5DSK54Z484HxcAzn32Bw90wofeIvn2Zfv75ADzx0UfamRaL143bnHZv4sSJVFRU8I9//IOnn366VXoYmWipx2cAi05S7Oh3aG6iC4QQi1vTJYXvr7eeBmonhLgNuA0gIiLijG5iDSsnNvkglk2K58fgBrf27n/4OwJLC6lxWLCUD6KxV31K+VrOE8Xkqv68KgYAAikUpFBQUejtV02ICY7V+GFxmYiQgmAhqFIkBlcYqjKQtQM+ZQlVBFdGESACMBvMGIwGjEYjOVf8mYghycjMHPjiK58fjYfr74L4eNi0CcoWn/jhxvwOoqLAvhb2VZ64PyQerMFgbIMhskJAQLj2CowGv2MN9wcFwaWPaMvH3wO10ajriAh48EHNRfDGa4iMDAxqveAERASSMH0k2CsJXbyZqoJypMOJUARGXEhMVJsiCKg9jqoIGn953TU12MtKEIpEKma0H6ust12tBOcxTWAdirbfp1HBLqHapYmz6vZpkASLPlvEm2++hdFoZOjQofzjH/8gNzeXhx56iOLiYiIiInj936+RMngQc26Zgyrh8OF0juYe5bnnn2XRp5+xfcd2xowaybwXnsfhsDN0aCo33DCTn3/+mZDgEBa8Pp8+MRGoqqTApWpdX80HAMDw3iEEiCLshUUM7BOH3V6LvbIUi8Xzf11WBgY31JRCQROd9k0rIcAGth5QHQdCewzC8zh0OLcPB6qupsaZQaixGIuoxeUOAlX7LysouBCHS1Jc7aLWrgXdcUukqgnOoR09saoqBcFB1Aaf6D48tlfBLCUVIRJHkKTxk3/e7goAKsLA0SjjvSoleds0ka4ID8cR0HAIcI1b5ehG7ftWGRmBo9EAjBqXi6PrdgJQFRWJo1E8rdrh5OiqjdpydDRuswkjWuNqBWLsdq7epT03L+wpKTfakNioG/1TufcguYuWaPeKicHeKA5SvnM3Oe9/qO2Pi8XV6Hdftm0b2W+8CYA9XktjZIqLQ4lr/ZRGLelhxAFb0Sbr3Vs3g7vRvIx/onXQ/gCorVkMSQgxDnhMSnm5Z/0RACnl000df8ajpNJXw7oX6l0wdS4ZX7dMnSvG5F+/3NS20zS8TrfK8YpaNnx8iIIdxTiGGtgY9QMZNWup4RhII67KQTgrhuOqGgRS03d/k4EYT1BeC8z70TPEv0GgPizA1GUS0rUldT55u83JUz89TUbNYYwmBVRVa7RUT4smVW3WrJRNjx4TooE+aAuSQUEJ/HHQb5p8mgFIO3CYGb9/iPVfvkNkeDglZZWEh4cx/aa7uW7qZG7+1TTeWfgFS1b8yOJ3/sXsBx6l1m7nv68+zZIVPzDrvv9j/eJ3SBnYlzFX3cjbzz3K8CEDEXEj+c9Lf+c3M6bxtxdep6C4lJef/j9Pb1H49D7rl6WnwOani5fxxrv/YcXnH2vNrudPgJTsP5JN9MovUWucqLUO7VVTi2qrRbXVaCPvqm3a4AuXC7diJL3vLzkadxHB5RkM2fsOfvaGz4nC3x/FakWxBqBYrRisgZ51n1dg/bKhwXYtJod3Yqzn/8b3/0ieYht4YzcNNaZ51znluSc7R1X5OX8jH+//L3nV+QwIG8BvB/2WQeGDcLhc7M+vZEdOGbtySjlUWAUSAkwGhsQFMyw+hGHxocSH+Xu/Uw2aUXnCQpM2mGJiMJ2hYLRKDMOTafYutEyzfxNCPCOlTPOMngoE/gLMBKZIKduiCNJmoL8Qog9w1HOv37T6XfpN1F7tgFERZK4+SsGOYkZdkcD5v+gLXIyUkrTiNO/M8pLgPQQYAxkSMoHe5gko9gSOVTo4Vl7Lz4eLOV5p9454qcNiVLyiEhPi7xWWmBB/7/bwAHOTs3HPRSwBJkx+RmSVxC1UDEZF+0Ea6uMaDf4SdYLiIypSlUipNoifuO1QW2pGmEwIkxFhNCJMBoTRgDAorN7yDb+ccS2RCckgVcKtEaCqbNi6m88/WgBmM7+5aQ4PP/kS5aYe1Ag/Lpg0mWzZk9CB44iIiiZm2GXYjAYGpwwjo1hlaGASiqLwy1/filtRuP5Xs/n1nDk43KHe3rBUVXCrSK+vXkWqKnvT0/nT//2dr954A3t+yQl/J7XaRvF/v6pvrL2NvBVjdDRKQP0IumpDKD9lx1JWbSJ5gMro8wZjDHrthMZeGM7d2FFjNuZvZN7Weewp3kPf+L7MHfkSl/S6xPvw5g+MHQ5jPceX2RxsOFzMOk8G3v+k2SCthB7BFm/6kgv7td38j5bS0jGTi4H70YbPjhVCbECb4R2DFgO6Skq5v3VN1PAE1+8BvkUbVvuOlDKtLe7VXmxelslOT2nVsT6lVYUQDIkcwpDIITw0+iF+zv+ZZRnLWJ29mk2ur4mxxnDVwKt4IGkq/cP641YlRVV28strOVZeQ15ZLccqar3rm46UcLyiFlcjUTEbFHqEWBqISEywHzGh9euRVss5Iyp/vvARqkrs1FQ5CAr3wz/ozFxvUlWRTifS4TjhXa22IX1GeDlLKnBX2KjNrwCTCUxmpMGMlFBSIlGEE4e9FiSoxdUYHS4iVJXoynJqqioIMBiwHtPcd8JWQ23+MRzZOdq18/KQRiPu4mJwu1HLK8CgIBRFC4KajCiKGRRtW+6xY9zw4IO8+8YbDBw3TjvOYPAeLxQFo6IwKG3PaXun3lFQBsHUu5JJ7KqjoFqJfcX7mL9tPuvz1tPT2pO/Xfg3pidNP23KoNAAM1cOjeHKodok35wSmzd9+/cHCvl8m1b/Y0AP3/xXrTP/40xo0V09cYvXhRDbgf8BUtFqda8D/iClbNP6j1LK5cDytrxHe9Hc0qpGxcj4uPGMjxuPzWnju5zvWJqxlAVpC3h7z9sMDBvItKRpXNnnSob36gG9Qpu8jqpKiqrtHCvXhCS/rIb8ilrv+rbsUo6X23G4G3r3TQZBdJAfsaGa2ysmxI+ewQ3XIwMtCOqDsNogAIlLVevXVdlgufE+l7t+uyp9133f1QbHq7Lx+Wqj4yWXx7nILbVpQVRAIjEZBJUltRTZHLgMwtvll55/NO+M9Hb6pdTOq79G3XESKQ2AP1L4Iy0SLKBIiVF1Y1JdpF40mdvv+j1zbrmV6JBgKvPziQoO5vxhw/jqs4+54Zpf8PlXX3LB6NEEWIwYDAaMfn4YQkIwVFWBwYCpZwwYFBSrFWNUNOakJFRV5as9e7hh5kw+++ILLpo0Cb/Bg076fSsrK+MXs2fz9D//ycVXXnnS44QQpxQLl9PNuk/TSfvxKD2Tgpny+64xEa+tyKnI4aUdL/H1ka8JsYTw0OiHmDloJhbDmSUH7RUewMzzejPzvN6oqmRvfoVXQD7amM276zMxKoIRvevnf6TGt1/+qzPOVtvUKKnORHvP9G4JaWuP8v2HB+g7MoopvzuzannFNcV8k/kNyzOWs6toFwLBeT3PY2rSVCYlTCLIfPI0yydDVSUlNke9qJTXeHop2vKx8lryymtxuDrtfzsmg8CgCAxCe593eRQ9E/t5ww6eUARBDlAkVFkEUhHe2IR2jPC6p+razrpt9ccJn3117ixRv+xzzMcffsDL81/AYDAwdNhwXnv9TY7n5XLn7bdSVFR0Qk3vadOmcd1115GZmcm0adPYs2cPQIN9gYGBzJ07l+XLl3vTm0dFRZ00vfnf//53nn76afr37+/dtmLFCqKjoxscd6p5GOfKRLzWoKimiDd2vcGnBz7FqBiZlTyL2UNmE2wObrN71jrdbMsq9bqvdh8tR0oItBg5PyncKyB9o84u/1WrZ6v1XNQ32C1aM8DdGnRWwTi46Rgr391L7+QIrrpzaKtUy8uqyPLOLM+uzMasmLm418VMS5rGhLgJmAytN2lNSkmpzekVkPzyWgor7QihxWQMiuJ5Fxg9jXfddoNCw/3ed8V7vCJEg/NPuKYiUJo617O9MSdrAN0uldJj1QghCOsZ0OVK3LZ3tlpfF9Skm7uvC6rKUcV7e9/jvbT3cLgdzOg/gzuG3UF0QPTpT25l6uIfa9OLWJ9eRFaxDYAewRbum9if345NOKPrttbEvQb4CkRnE4vOSsaOQlYtaP3SqgnBCdw5/E7uGHYHe4r2sDRjKd9kfsPKrJWEWEKYkjCFaUnTGB49/Kzz0wghCLeaCbeaSYntuGJSZ4vBqBAS5U/p8RrKC2sIjQ5AnCOxmtZEd0FpONwOPj34Ka/vfJ1SeylTEqZw74h7SQxJ7DCbThb/WJteRKh/22SPPqsCSp2ZztbDyNlXwtJXdhIZH8Q1Dwxv82p5TtXJz3k/szRjKd/lfEeNq4ZYa6yWSTdpKn1D+7bp/TsLp0t1UVvtpKKoBkuAieBIv24/FLlBenPdBeWtvvnKjlc4WnWUsT3H8sCoBxgSOaSjTWsz2qSHodN8OqK0qkkxMSF+AhPiJ2Bz2lidvZplGct4e8/bvLn7TQaHD2Zq0lSu7HNlh3SnOwt+VhNul+opkalgDdUrGYLHBfXBfhSjYOrdqSQO7V4uKCkl646uY962eRwsPcjg8MH8ddJfGRc7rls/VOg9jDbGt7TqjIdGaQXlO5CimiK+OfINyzKWsad4DwLB2JixWrC89yQCza1Xc6Mz0JxkelJKKotrqa12Ehzpj5+1eyUq9GXv3r0U7DB0axfUzsKdzNs6jy3HtxAfGM99I+/j8sTLOyzdeHvTJkHvzk5nEIzOXlo1szyTZUeWsfTwUnKrcrEYLFzS6xKmJU3jwtgLWzVY3lE0N/uqlJKy4zacDjeh0QHt0gvsbLicbnZs3c3GBSXd0gWVUZ7Bi9teZHX2asL9wrlj2B1c1/+6c+J30BJ0wegAygtr+OK5zlta1RcpJbuKdrH08FK+zfyWUnspoZZQLk+8nGlJ0xgWNazLdsNbkq5bdauUHrOhqpKwnlYthUg3obbaSWVxLUdy04kO6tWtXFDHq4/z2s7X+CL9C/wMftwy5BZuSr6JAFPn/c22JbpgtDNtWVq1rXGqTjbkbWDpYS1YXuuuJS4wzhssTwpJOv1FOhEtre/gcropPWZDMQjCenS94bYnY9OmTdx2222A9oDw2GOPce211yJVSVWpNvvdZDGQV5xFSkpyB1vbPpTby3l7z9t8tO8j3NLNzIEzuTX1VsL9wjvatA5FF4x2xFtatczONQ/Ul1btilQ7q73B8p/zf0aVKskRyd6Z5ZH+nf8p9EwKAjlqXZQdt2H2MxIS7d9le1e+2Gw2zGYzRqOR/Px8hg0bRnZWDrZSFy6nm4BgM9ZQC/v37z/nS9rWumr5aP9HvLX7LaocVUxLmsbdI+4mLrD1s7t2RfRRUu2E3eZkyYs7qCiu5er7hnVpsQCwmqxc3fdqru57NYW2Qr7J/IalGUv55+Z/8tyW5zg/5nymJk1lYu+JWE3W01+wi2D2MxIU4UdlcS2VJbUEhZ/dcNv333+f5557DiEEqampfPDBB2RlZTFnzhwKCwtPmOnt7+/P/v37ycrK4t133+W9995jw4YNjB07lgULFgDaxL3bb7+d7777jrCwMBYuXEhUVNRJbQgIqHev1NbWIhCU5tswmoyERPl3i4qELtXFl+lf8urOVymwFTAhbgL3j7yfgeEDO9q0LoPew2glnHY3S+bvoCCrgqvuSiUh5czqcXQFMsozWJaxjGUZyzhadRQ/gx/j48YzOWEyF/e6uFOJh28P49hTT2Hf1/zcmG6XitstMRjFSYO/lsGD6Pm//3vSa6SlpTFjxgzWr19PZGQkJSUlhIeHM336dK677jpuvvlm3nnnHZYsWcLixYuZPXs2tbW1/Pe//2XJkiXMmjWL9evXk5KSwpgxY3j77bcZPnw4Qgj+85//8Nvf/pYnnniCgoICXn755VN+no0bNzJnzhyysrJ4+fnXueaaXxAc6d9gAmlrlWjtTEgpWZO9hvnb53Ok/AipUanMHTmX0T2bfIju9ug9jDbG5XSz/LVdHD9SzuW3DjmnxQIgKSSJe0fcyz3D72Fn4U5vJt1V2aswK2YuiLuAKQlTuLjXxW2aW6etUYwKUqq4XRIh5Bll7V2zZg3XXXcdkZGa+66uat+GDRv4/PPPAZg1axYPP/yw95zp06cjhGDo0KH06NGDoUOHApCSkkJmZibDhw9HURSuv/56AG688UZmzJhxWltGjRzN2pWb2LtvLw88fCfX3zSj1bINdFY2H9vMvG3z2FW4iz4hfZh3yTwu633ZOeFm7Ah0wThL3G6Vb99MI3d/KRNvHkzfkd1nEpwQguHRwxkePZxHxj7CzsKdrMhcwcqslXyf8z1Gxci4mHFMTpjMpb0uJdSv6Uy67cWpegInQ6qS0uM23E6V0B4BmCwtq+0gpWxW4+R7jMVT0U1RFO9y3brLJ3X6yc5virpRUAgYM244QcFBpKWlMXr0ufmUfaDkAPO3zWft0bVEB0Tz+AWPc3XfqzEqepN3NpzbjxdtjKpKVi/YR+auIi6aOYBB42I62qQOQxEKI6JH8Mfz/siK61bw4VUfcuPgG8koz+CvP/2VSz65hNtW3ManBz+luKa4o81tNkIRWuBbEZQX2nC3MFPvxIkT+eSTTygu1j5zSYlWtOiCCy5g4cKFAHz44YeMHz++RddVVZVFixYB8NFHH530fKlqkxJ3b98Hikp4jJVjhXkcOHCAxMTEFt2zK3C06iiPrH2EX331K3YU7mDuqLksu3YZM/rP0MWiFdD/gmeIlJIfPjrAoc3HGXdtX4ZeEt/RJnUaFKGQGpVKalQqfxj1B/aV7GNl1kpWZK7giQ1P8Pef/87oHqOZnDCZib0nEhVw8mBtZ8BgUAiN9qf0mE1LVNgjoNnuqZSUFP785z9z8cUXYzAYGDFiBAsWLODFF19kzpw5PPvss96gd0uwWq2kpaUxatQob3pzoEF6c5fTTUVhrTYhb88WZt9+AyaTCUVRePXVV71usnOBktoS3tz1JgsPLMQgDNwy5BbmDJlDiKXrJsjsjOhB7zNASsn6z9LZuSrHp7SqzumQUnKw9CArs1ayMmslGeUZCAQjokcwOWEykxIm0dPas1Xv2ZpBXHuNi/ICG2Z/bWRRR/rBT5fe3NcFFRzh1+xRUF0t6G1z2rzpxmtcNVzb71ruGHZHq3+PuhN60LuVOVlpVZ1TI4RgYPhABoYP5J4R93C47LBXPJ7Z/AzPbH6G1KhUpiRMYVLCpE43Lt7ibyQw3I+qklqqSu2dLtUL4JmIV0tNlROTxXDCKKhzBafbqaUb3/U6JbUlTOo9iXtH3tvlJpZ2NXTBaCHNLa2qc3r6hvalb2hf7hh2B5nlmazKXsWKzBU8t+U5ntvyHMkRyUxOmMyUhCn0Du7d0eYCEBBkxu1Uqal0YDQpZ1wX/Gxpqnfh64Kqm4h3rn0/VanyzZFveGn7S+RW5TK6x2hevOxFhkUN62jTugW6S6oF1JdWjWbK71POaJilzunJqcxhVdYqVmWtYlfRLgAGhg1kcsJkJidMJim0+U+RbeFikVJSXliDo8ZFSHQAFv+Of+46UxdUYzqrS0pKyU95PzF/23z2lexjQNgAHhj5AOPjxp9zotjR6KlBWoG60qoJKRFceUfrlFbVOT35Vfmsyl7FyqyVbC/YDkDfkL5MTtTEo3/oqXt5bdUAqqqk7Jg2aiqsZwBGc8uG27YWre2C6myC4Vbd7C7azcvbX2bjsY3EBcZx9/C7mZo0tdukG29vdME4SzJ2FPLNG3uI6RvC9HuHdVjj0N05Xn2c1dmrWZm1kq3HtyKRJAYnenseg8IHnSAebdkA1tUFB0FYTEC7pwJvCxdURwqGS3WRUZ7B3uK97C3ey77ifRwoPUCNq4YwSxi3D7udXw34FWZDx9aUOdfRBeMsaO/SqjrNo6imiDXZa1iZtZLNxzbjlm7iA+O94jEkcghCiDZvAJ12N2XHbRhMCmE92q8ueGu5oBrTXoLhUl0cLjvsFYe9JXs5WHKQWnctAP5GfwaHDyY5IpnkiGQu7XXpOVfcq7OiC8YZkn+4nCXztxMS5c8v/jCyW1di68yU1pbyXc53rMhawca8jbikixhrDJMSJnG5/+WkpqS2qZ/bbnNSXtg+dcHP1gWVnZ1NcnIyjz32GA899NAJ+9tCMJyqk8Nlh9lXvI+04jRvz8HutgMQYAxgUPggrzikRKSQEJyAQdF78h2BPqz2DCjMrmTpyzuxhlq4+v4Rulh0YsL8wpjRfwYz+s+g3F7O9znfsyprFQv3L2TUoFEcLD1IsDmYYEswAcaAVm/QLQEmrKFaXfDqcoXANqoL3houqLlz53LllVe2iX2gDXdNL0uv7zkU7+Vg6UEcqgPQMiAPDh/M9QOv9wpEQnCCHo/oIuiC0QQledUseXEHZn8D1zwwosPrcOs0nxBLCNf0u4Zr+l1DlaOKgwcO4m/0p9ReSkltCQbFoImHORirydpq4hEQbMbtUrGV2zEYBf6B9d+Z1khv/tP6nxieOoqX/vVvQqL8iYgOa1F6c4DFixeTlJSE1do62YSdbieHyg6dIA5O1QlAoCmQwRGDuWHQDV5x6B3cWxeHLowuGI0oL6xhyfztCEVwzf0jOuXkLJ3mEWgOxN/oT+/g3rhVN99/vI/CnFLcssibFNAoDBgUIwahAC0Xj8hegUz49QCEEASF++F2abmbDEYFs5+RtLQ0nnzyyQbpzQHuuecebrrpJm968/vuu4/FixcDUFpaypo1a1iyZAnTp0/n22Wreer//sUV11xK9vFDjOo1kurqakaOHMnzzz/PE088weOPP37K9ObV1dU888wzrFy5kueee67Fn9PhdnCo9BBpxWlaQLpkH4dKD3nFIcgURHJEMjcOvpHkiGQGRwymV1AvXRzOMXTBaERBVgWqKrnmgRGdug63TsswKAbMBjMWgwWQuKUbl+rGJd04XS6EEBiEAeNZiIcQgpBIP2/OqbCeAWeV3nzwoGSiIqLp23sgAcFmUocPJSc3m1GjR7Y4vfmjjz7K3LlzCQw8feDY7rZzqLRhz+FQ2SFcqpYpN9gczOCIwdyYrIlDSngK8UHx+nyIboAuGI3oP7oHCSkRmDvBZCyd1mXCrwecsE2VKtXOairsFVQ4KlCliiIUgsxBBJuDCTQHtugpWTEohNQlKiyoQXWrZ5TevLbaSWWRHbPZ7K2IdzbpzTdu3MiiRYt4+OGHKSsrQ1EU/Pz8uOvuu6h11VLrqqXGXUOhrZDffPgbXFK7T4glhOTwZG5OHitmTwAAIABJREFUvtnbc4gP1MWhu6K3ik2gi0X3oU4cgsxBxMgYTTwcFVQ6Kim3l6MIhUBzoCYepsBmjdwxmgyERPlTVmBjzIgLmH3rb5k7dy4RERHeint16c1nzZrVML25BFulg4qiGoxmBYNJaXLIbF1685kzZ54yvXkda9euRZUqta5aHnvsMSwBFq648Qr2Fe/zHmNQDChCYfaQ2d6YQ6w1VhcHHS96y6ij48FXPFSpYnPaqHBoPY+K/2fvvOOrKtLH/cztN71CIAFCh4SS0LsFARUBUVC+VixrWxcXd9ctrqviuro/cVXWtis2LIsCUixIEZQivScEQiiBEJD0fvv8/jg3IRUSktx7k5yHz+WUmXPOeyf3zDvzvjPvWAsVP4U+kCDj5ZWHwaQjKMxMD9mbJ+f8oV7hzR12J9YyB3aLA78gA0Euc533v1x484cefkjpNTjKKnoPVocyjLXYXgxO0Gv0BJoDMevMmHQm9Bo98hfJE32faMJSVWlNtIh5GEKIV4ApgA04Dtwnpcy/1DWeXtNbxTdpinkFUkpKHaUVZiuHS/F5BOiVnkegIbBO5VGcb6W0wIp/iBH/4LqH2zZ0Il7l8OZOlxOr01qrcgCl51CuFMxaM2adGZ1GV2vPwddCg6h4ntYwD2Md8GcppUMI8U/gz8AfvSyTShtBCIG/3h9/vT9RMooyRxkFtgIKrYrpqjy9XHlUXtnNP1iJbluSb0Wr09SYzyNdkqI8C5Z6TsRzupwVs6EzijKwOCwVE+AAdBodJp2JIL8gTFrTJZWDikpDaREKQ0q5ttLhdmCGt2RRadsIIfDT++Gn9yPKT1Ee5WarzOJMQJmcFmRU5nroNDqCwk3kO10Vw23L1wW/3ES8cuVQ3nOorBx2nNpBib0Es85MkDFI6UFoTei16gRTleajRSiMatwPfFFbghDiIeAhgM6dfWP9BBXvUz7noqmprDza+7XH4rRUmK3OFZ/jHOfw1/srfpHwQIou2CjIKiU0yh+71VlhggqONKMzaSh1lF40KznKsDltFc/SaXTNrhxagnlaxbv4jA9DCLEeqG1dxaellCvdeZ4GhgC3yMsIrvowVABOnjxJYGAg4eHhHjPLSCmxOq0U2gopsBZUVPwBmkDMxSEIIZAuCXqJzb+YMldprcrBpDNVcUg3t8w5OTkUFRXRtWvXZn2Wim/TInwYUsrrLpUuhLgXuAkYfzlloaJSTkxMDBkZGWRlZXlNBqfLicVhIceRg3SAyRGAXWPBqitDq9Gi1+gvfrR6XMJFifufJzGZTMTExHj0mSotC59RGJdCCHE9ipP7KillqbflUWk56PV6n2oxnyo4xY5zO4kO7EhieCJhpjBvi6SiUm9ahMIA3gSMwDq3WWG7lPIR74qkotJwYoNjiQ2O9bYYKipXRItQGFLKHt6WQUVFRaWto4aSVFFRUVGpFz4zSqqpEUJkAelXeHkEkN2E4jQVqlwNx1dlU+VqGKpcDaMxcnWRUta6uEqrVRiNQQixu65hZd5Elavh+KpsqlwNQ5WrYTSXXKpJSkVFRUWlXqgKQ0VFRUWlXqgKo3b+620B6kCVq+H4qmyqXA1DlathNItcqg9DRUVFRaVeqD0MFRUVFZV6oSoMFRUVFZV60aYVhhDieiHEUSFEmhDiT7WkG4UQX7jTdwghYn1ErtlCiCwhxH7350EPyfWBEOKCECKpjnQhhFjglvugEGKQj8h1tRCioFJ5/c0DMnUSQmwUQqQIIZKFEDXWPfVGedVTLo+Xl/u5JiHETiHEAbdsz9eSx6PvZD1l8sr76H62VgixTwjxTS1pTV9WUso2+QG0KMu9dgMMwAEgrlqex4B33fuzgC98RK7ZwJteKLNxwCAgqY70G4HVgABGADt8RK6rgW88XFYdgEHu/UAgtZa/o8fLq55yeby83M8VQIB7Xw/sAEZUy+PRd7KeMnnlfXQ/+0ng89r+Xs1RVm25hzEMSJNSnpBS2oDFwLRqeaYBH7v3lwLjRfMvqlAfubyClHITkHuJLNOARVJhOxAihOjgA3J5HCnlOSnlXvd+EZACRFfL5vHyqqdcXsFdDsXuQ737U31UjkffyXrK5BWEEDHAZGBhHVmavKzassKIBs5UOs6g5otTkUdK6QAKgHAfkAvgVrcZY6kQolMzy1Rf6iu7NxjpNiusFkLEe/LBblNAIkrrtDJeLa9LyAVeKi+3iWU/cAFYJ6Wss8w89U7WQybwzvv4OvAU4KojvcnLqi0rjNo0bfWWQ33yNDX1eebXQKyUcgCwnoutCG/jjfKqD3tR4uMMBP4NrPDUg4UQAcAy4LdSysLqybVc4pHyuoxcXisvKaVTSpkAxADDhBD9qmXxeJnVQyaPv49CiJuAC1LKPZfKVsu5RpVVW1YYGUDllkAMkFlXHiGEDgim+U0fl5VLSpkjpbS6D98DBjezTPWlPmXqcaSUheVmBSnld4BeCBHR3M8VQuhRKuXPpJRf1ZLFK+V1Obm8VV7VZMgHfgSur5bkjXfykjJ56X0cDUwVQpxCMVtfK4T4tFqeJi+rtqwwdgE9hRBdhRAGFKfQqmp5VgH3uvdnABuk24PkTbmq2bmnotihfYFVwD3u0T8jgAIp5TlvCyWEiCq33QohhqH87nOa+ZkCeB9IkVL+q45sHi+v+sjljfJyPytSCBHi3jcD1wFHqmXz6DtZH5m88T5KKf8spYyRUsai1BEbpJR3VcvW5GXVIhZQag6klA4hxOPAGpSRSR9IKZOFEPOA3VLKVSgv1idCiDQUzTzLR+SaI4SYCjjccs1ubrkAhBD/QxlBEyGEyACeRXECIqV8F/gOZeRPGlAK3Ocjcs0AHhVCOIAyYJYHFP9o4G7gkNv+DfAXoHMlubxRXvWRyxvlBcoIro+FEFoUJfWllPIbL7+T9ZHJK+9jbTR3WamhQVRUVFRU6kVbNkmpqKioqDQAVWGoqKioqNQLVWGoqKioqNSLVuv0joiIkLGxsd4WQ0VFRaVFsWfPnmxZx5rerVZhxMbGsnv3bm+LoaKiotKiEEKk15WmmqRUVFRUVOqFqjBUGoXLJbmQXog6PFtFpfXTak1SKs1PcZ6FdR8cJvNYPnFjOnLVHb3RaJo7mK+Kioq3aDEKwx0BchEQhRKd8b9Syje8K1Xb5eSBLH5YlILTIek+qB2Ht2TisDkZf29fNFq146qi0hppMQoDZdr976SUe4UQgcAeIcQ6KeVhbwvWlnDYnfz81XEObcwgolMAkx7sR0h7P3avPsWOlSdw2F1MfCAerU5VGioqnkJKSbG9mAJrAYW2QsJMYUT5RzX5c1qMwnAHZTvn3i8SQpQv/KIqDA+Rd76Ete8nk32mmIHXdmLk9O5o9YpiGHJDLHqDli1LjvHdO4e44eF+6AxaL0usotKysDgsFNoKKyr+uraF1sKqx7ZCXPLishiPJTzGowMfbXL5WozCqExdC78IIR4CHgLo3Lmzx+VqrUgpObLtPJu+SEWn0zD5sQHEDqgZ7Xrg+E7oDBp+/Pwo37x5gBsfG4DB1CJ/YioqV4zD5aDIVnRFFb/Vaa3zvhqhIdAQSLAhmCBDEMHGYGICYggyBlUcl297hvRslu/W4oIPuhd++Ql4sY41BgAYMmSIVOdhNB5bmYMfPz/KsV2/EN0rhOvuiycg1HjJa47uOM8PH6fQrksgU34zEKOf3kPSqqg0DVJKSh2ll63wa6v4i+3Fl7y3n86PIGOQUvHXsg0yBNV6PkAfgEY0v6lXCLFHSjmktrQW1fyrx4I0Kk3IhfRC1ixMpii7jOFTuzLo+th6jYLqPTwKvUHLmoVJrHhtH1PnJGAONHhAYhWVqtictnpV+NUr/kJrIQ7pqPO+Oo2uSoUe6RdJj5AeNSr+8lZ/xXlDEHpty21AtZgehntBl4+BXCnlby+XX+1hXDnSJdn/wxm2rziOX5CBCQ/E07FHSIPvk56cw+p3DxEUYWbaEwn4h1y6Z6KiUhsu6VJMPNXMNwXWAgpsBRRaC6tu3WlFtiLKHGV13lcgCDAE1NnSr63lX64AzDoz7jWmWh2X6mG0JIUxBtgMHOLioud/cS8hWQNVYVwZpYU2fvj4MKeTc+mWEMk1d/fB5H/lLaKzqXl8+9ZBzEEGpv02gaBwcxNKq9KaSc5JZsnRJaw+uZpSR2md+cw6s2LbL7fh11MBBOgD0GrUgRnVaRUKo6GoCqPhnDmSy/oPDmMtdTB6Rg/6XRXdJK2o8ycK+ObNA+iNWqb9NpGQ9n5NIK1Ka6TUXsp3J79jSeoSDuccxqwzM7HLRHqH9a7i1K28NWhVc2dToioMlUvidLrY+fVJ9q5JJ7S9HxMf7EdETECTPiPrTBGr3tiP0AimPZFAeHTT3l+lZZOSk8KS1CV8e+JbSh2l9AztycxeM7mp200EGgK9LZ7XcDld2CxObGUOrKUOZVvmwGZxVDmnnHdWnI8b3ZG4MR2v6Jmtxumt0vQUZpex9v1kfjlZSN/RHRh7Wy/0xqbvpkd2CmT67wax8vV9rPjXPqbMGUi7LkFN/hyVlkOpvZTvT33PkqNLSMpJwqg1Mil2EjN7zWRg5MAW7yOQLonN4q7gy5zYyuxKpV5WqeIvdWC1XKz0qygGixOH1XnZ5+gMGgxmHUazDoP7ozM0z2gqtYfRhknbc4GNnx4BKbn6rj70HNK+2Z9ZkFXKytf2Yy21c9PjA+lwBc50lZbN0dyjFb2JYnsx3YO7M7O30psINgY36t52u52MjAwsFkvjhJQgkUipVPxIZaitdG+rHgNSIl0181wWAUKgKEf3tuJYU/VYCKDiuOo1V4LJZCImJga9vqqPUjVJqVTBbnOyZckxDm/OpF1sEBMfiCc40nPO6KJcCytf30dJvpUbHxtApz5hHnu2incoc5Sx5tQalqQu4WDWQQwag9Kb6D2ThMiEJutNnDx5ksDAQEJDw5RK3SWRUuJyufddEpd7W17BVz52ufNLV/3qRaERaDQC4f5oBBf3NQKhcR+Lyvnc1wnl2BtIKcnJyaGoqIiuXbtW/U6qSUqlnJyzxax9P5nczBISJ3Zm+LRuaD0cLDAwzMT03w1i1Rv7+fbNg1z/cD9i+9ecOa7S8jmWd4ylqUv5+vjXFNmL6BrclaeGPsXU7lPr3Zv45VQhRTkWrKV2xbRTYeapZMN3m3V632DGLzqMnJJLT56DapW9AK1OoNNoaq38lbxVK//GtO69jRCC8PBwsrKyGnSdqjDaCFJKkjdnsmXJMQwmLVPmDKRzXLjX5PEPNjL9yUGsWrCf1e8cYsID8fQY3M5r8qg0HRaHhbXpa1lydAn7s/aj1+iZ0GUCM3vNZHD7wfWuZB12J5u/VHrCVRAo9npTuc1eS0CIEUNHf/RGJ/7Bxpot/3LzTiUF0VIr+6biSr6/qjDaAJYSOz9+eoTj+7LoFBfGdbPj8Avy/lBEU4CeaXMT+fbNA6xdmITD3pc+Izp4WyyVK+RE/gmWpC5h1fFVFNoKiQ2K5fdDfs/U7lMJNYU26F75F0pZ814S2WeKGTSpM72GRVU4dvVGbZ2mnJSUFAJCTU3xdVo8L730Eu+//z5arZYFCxYwadKkRt9TVRitnHPHC1j7fhKl+TZGTu9O4oTOXrOb1obRrGPKnAS+e+cgP3yUgsPqpN9VMd4WS6WeWJ1W1qWvY8nRJey9sBedRsd1na9jZq+ZDI0aekWt2LQ9F9jwSQoajWDyrweo5sor4PDhwyxevJjk5GQyMzO57rrrSE1NRatt3AhIVWG0Ulwuyd416ez8+iSBYUam/2EQUV0bNwKludAbtUz+9QDW/DeJn/6Xit3mInGCGm3YlzlZcJKlqUtZdXwV+dZ8OgV2Yu7guUzrPo1w85WZOp0OFz8vS+Pgxgzadw1i4oPxLTIywKJFi5g/fz5CCAYMGMAnn3xCeno6999/P1lZWURGRvLhhx/SuXNnZs+ejdls5siRI6Snp/Phhx/y8ccfs23bNoYPH85HH30EQEBAAA8//DAbN24kNDSUxYsXExkZWacMK1euZNasWRiNRrp27UqPHj3YuXMnI0eObNR3UxVGK6Qk38q6Dw9z9mgePYa04+o7+2A0+/afWqfXcv0j/Vn/wWF+XpaG3epk6OTYNm9n9iVsThvr09ez9NhSdp3fhU7ouLbztczsPZNhUcMaFUm1MKeMNe8lc+FUobLWyi3dG70I1/NfJ3M4s7BR96hOXMcgnp0SX2d6cnIyL774Ilu3biUiIoLc3FwAHn/8ce655x7uvfdePvjgA+bMmcOKFSsAyMvLY8OGDaxatYopU6awdetWFi5cyNChQ9m/fz8JCQmUlJQwaNAgXn31VebNm8fzzz/Pm2++WaccZ8+eZcSIERXHMTExnD17ttHf37drEZUGc+pQNj98rJh2rrm7D31HdWgxla5Wq2HCA/HoDBp2fXMSh9XJyFu6txj5WyvpheksTV3KyrSV5FnziA6I5olBT3Bzj5uJMDfeXHTqYDbrPzqMdEmuf7gf3RNb7uCHDRs2MGPGDCIilHIJC1OGjG/bto2vvlICbN9999089dRTFddMmTIFIQT9+/enffv29O/fH4D4+HhOnTpFQkICGo2G22+/HYC77rqLW2655ZJy1DZdoineI1VhtBKcDhfbVhznwPozhEcHMPHBeMI6+HtbrAaj0QiuvbsvOoOWfetOY7c5GXd7L5/yu7QF7E47P5z5gaVHl7Lj/A60Qss1na5hZq+ZjOg4oknWZXA6XexYeYJ9a08T0SmA6x/qR3Bk08UZu1RPoLmQUtarYq6cx2hUojhrNJqK/fJjh6P2EOuXe0ZMTAxnzpypOM7IyKBjxysLFVIZVWG0AvIvlLJ2YTJZp4vof1U0o2b0QKdvuVE4hUYwblYv9G6lUd5b0nh4vkhb5EzhGZYeW8qKtBXkWnLp6N+R3yT+huk9phPpV7fNvKEU51lZ+34S59IKiB8XzZiZLfs3W8748eOZPn06c+fOJTw8nNzcXMLCwhg1ahSLFy/m7rvv5rPPPmPMmDENuq/L5WLp0qXMmjWLzz///LLXT506lTvuuIMnn3ySzMxMjh07xrBhwxrz1QBVYbR4ju44z0+fH0WjFdzwcH+6JTbdS+1NhBCMvKU7epOWnV+fxG5zMeH+uEbbtVVqYnfZ+fHMjyw5uoRt57ahFVrGxYxjZq+ZjOo4qslDgJ85nMvaD5Jx2JW/aa9hUU16f28SHx/P008/zVVXXYVWqyUxMZGPPvqIBQsWcP/99/PKK69UOL0bgr+/P8nJyQwePJjg4GC++OILAN59910AHnnkkRpy3HbbbcTFxaHT6XjrrbcaPUIK1NAgLRabxcHmxakc2X6eDj2CmXB/PIFhrXP8+b51p/l5WRqx/cOZ9FC/VtES9QXOFp9lWeoylqctJ7ssmyj/KG7teSvTe0ynvX/TxxVzuSS7vj3J7u9OEdbBn+sf6kdoVNOaTVNSUujbt2+T3tMXCAgIoLj48rPXG0pt5aWGBmllZJ0uYu37yeRfKGXI5FiG3hjbqs01iRM6ozdq+enzo3z71kFufHRAs0TUbQs4XA5+OvMTS44t4eezPyOEYFz0OGb2nsnojqObbUGh0kIb6z5IJuNIHn1GRDHu/3qrf8MWiKowWhBSSg5uyODn5WmY/fXc/NtEons3bAZtS6XfuGh0Bg0bPk7h6wX7mfz4QJ8fKuxLZBZnsuzYMpYfW05WWRbt/NrxyMBHuKXnLUT5N69JKPNYHmsWJmMtdXDtPX3oO6rxzte2RnP0Lq4Ej71xQggh3favyvsq9aOs2MaGRUc4dTCb2P7hXHtvX8wB3g/v4Un6jOiATq9l3fvJrHxtH1PnJGAKuPLlY1s7DpeDzRmbWZK6hC1ntwAwJnoMz/R6hrExY9Fpmvf1ly7J3rXp7Fh5guB2fkz5TUKTL8yl4lk8ojCEEBoppUsIEQK4pJSFqtKoP2dT81j3wWHKim2Mua0nA66JabNzE3oMbofOoOH7/ySx/F97mfpEAv7Bxstf2IY4X3Ker459xbJjy7hQeoFIcyS/GvArbu15Kx0DPNO6txTbWf/RYdKTcugxpB3X3NkHg9ojbPE0+1+wkrLoC3wKfCWEeFNKWaAqjUvjcrrY9d0p9nx3iqBIMzOeGkJk57a7XGU5sf0jmPz4AL57+yDLX93LtN8mtlqHf31xupxszdzKkqNL2HR2E1JKRkWP4i/D/8JVMVc1e2+iMudPFLDmvSRKi2yMm9WrydaGV/E+zf4rciuLzsD/gGhgBlAqhPhAVRp1U5RrYd0HyZxLK6DPiCjGzuqFwaS20Mrp1CeMqXMS+ObNAyyfv5dpcxOadNJXS+GXkl/4Ku0rvjr2FedLzhNuCueBfg9wS89biAn0bBDHCh/bsjQCwozc+ofB6jK8rQyP9DCAG4CzwB3AHOBX7jRVadTCif1ZbFiUgsspue6+OHoPbz3j1JuSDj1CmDY3kVUL9vPV/L1MeyKRsI4tb3Z7Q3G6nPyc+TNLUpewKWMTTulkZIeRPDX0Ka7udDV6jef9OtZSOxsWHeHE/iy6Dozg2nv6YvJX/UveIicnhxkzZrBr1y5mz559ybhTDcFTPYyfgPNSysPAI0KI/wAPAgghPpRS5qtOcWXBmJ+XpnHop7NEdg5k4gPxhLRve63mhtCuSxDTnxzEyjf2V/g0Iju1TrNdVmkWy9OWsyx1GZklmYSZwrg3/l5m9JxBp6BO3pPrdBHf//cQxblWRs/owcDxnVQTlJcxmUy88MILJCUlkZSU1GT39ZSN46iU8kj5gZTyYSHEu1xUGuU9jf8DVkopSz0kl8+Qe66EtQuTyTlbzMDrOjHy5sZH62wrhEcHcMvvBrHy9X2sfG0fNz0+kKhuvhnKvaG4pIvtmdtZkrqEH8/8iEM6GN5hOHOHzGV8p/Hotd5rxZev4rj5y1T8Ag3c/LtBdOjeOsq9MfhCeHN/f3/GjBlDWlpak343jyiMyr0FIYRWSumUUj5SSWlohBBxwFRgC9BmFIaUkpSfz7H5i1R0Bq26YMwVEtLej+m/H8TK1/ez6o39TH5sQIueo5Jdls2KtBUsS11GRnEGocZQ7o67m1t73UqXoC7eFg+bxcGPnx3l2K5f6BwfxnX3xfneMO/Vf4Lzh5r2nlH94YaX60z2lfDmzYXHvahSSmc1pfEO8ApQDFwtpTxzmVu0GqxlDn767AjHdl8guncoE+6Lwz9EHSJ6pQSFmyt6Gl+/eYAbHulPl3jvrVveUFzSxY5zO1iSuoSNpzfikA6GRg1lzqA5jO88HoPWNyrknLPFfP/fJAoulDJ8WjcGT+qiRhN24yvhzZsLrwy7qaw0ABuQB4x1+zjaBL+cLGTt+0kU5VoZPrUbg67vgkZ96RqNf4iR6b8bxKoF+/nu7YNMerCfzwdkzCnLYeXxlSxLXcbpotMEG4O5o+8dzOg1g67BXb0tXhVSfj7Hpv8dxWDWMc3XIw1coifQXPhKePPmwmtGcrfSuBv4DTChrSiL8tmvX72yB5dLMv13gxhyY6yqLJoQc6CBm+cmEtk5kO/fSyJ153lvi1QDKSU7z+3kDz/9geuWXsdre14jwhzBS2Nf4oeZP/CHoX/wKWVhtzn5YVEKGxal0L5bELc9PdS3lYWXGD9+PF9++SU5OTkAFSap8vDmQKPCmwP1Cm/eXDRZD6PSBL0AACllcbX08h5FZZYBP0kpTzeVHL5MaaGNHz46zOnDuXRPjOTqu/qoQw+bCaOfnqlPJPDd2wdZ9+FhHDYXcWO8H8PI5rSx+MhilqQu4VThKQINgczqPYsZvWbQPaS7t8WrlbzzJax5L4mczBKG3BjL0Ju6qg2cOvCV8OYAsbGxFBYWYrPZWLFiBWvXriUuLq5R369R4c2FEKOBI1LKHPfxVOAxIAr4CFgupUyvds3twG4p5fErfnA98LXw5mcO57Luo8PYyhyMmdmT+LEd1aGHHsBhc7L6P0mcTs5hzMyeDBzvveGnSdlJ/HXLXzlecJzEdonM6DWDiV0mYtL57iz1Y7t+YeOnR9DqNUy4L47OPu4TUsObNwyPhDcXSk03GNgMPC+E+CcwCCX0x0dAOvAC0E8I8YaU8pD7uqkoM77fEkLMlVLWbqBrRTidLnauOsHeNacJ7eDPtCcSCI9WA7B5Cp1By42P9GftB8lsWXIMu83JkBtiPSqDzWnj3QPv8kHSB4Sbw3l7/NuMjRnrURkaisPuZOuSNJI2naVD92AmPhhPQKjvKjYVz9BghVFpUt1uIcQcYAFQBliB56SU/3Ln+wZ4E2XI7GtSykNSylVCiBeBT31VWeQUW8nIKyPET0+wWU+gSY/2CrvfhdllrH0/mV9OFhI3tiNjZvZEb1DXAPA0Wr2GSQ/G88OiFHasPIHd6mTEtG4e6eEdzjnM01ueJi0/jWndp/HUsKcIMvh2uIyCrDLWvJdE1ukiEid0ZvjN3dC24vVWWgItMrx5JT9FB6Arig8iB/gMyAT+VZ5XSvm1uyfyFuAQQrwnpdwlpXzmSoUVQlwPvAFogYVSyiYfBrHxaBa/X3Kg0jMhwKirUCDBZj0hZgNB5krHldLKP3lH8tnx5TEQgkm/6kePwe2aWlTP4HRAaQ6UZkNJtntb7dhSCAZ/MAaCMUjZmoIqHQdVPTYFgSEAmmmxntrQaDVcd28cOoOWvd+n47A6GXNbz2ZTGnannf8c/A8LDy0kzBTGW+PfYlzMuGZ5VlNyYn8WP3ycghBw46P96TrQt0eYtVSklOBygZRI9xaXC+mSIF21p1W7RjpduFwuZb/82vL0kBACo5q+zqm3wqikLOKA91HmTdiklJPdju7/AAOEEOHlPg13j8IFfAFYhRAHpZTWKxFUCKFFUT4TgAxglxBiVVOPrhrTI4KF9wyhoMxOQZmd/DI7he79gjI7+aU2zhcUUlDmoKDMht1Z1QcQSR91AAAgAElEQVSkk3BtmZ6BNh2ZWhebwl18tiGZ4G2pBJn1hPgZCDbrKhRPsFlfoXwqKx4/g7Z5KjOHtVLFn60og0sdW/Lrvpc5FPwiwBQMxRfAWgTWAmUrXZeXxRBYi3IpPw6q5biWNL1Z0er1QGgEV9/RG71ey4ENZ3DYnFx1Z58md+AeyT3C01ueJjUvlandp/LU0KcINvr2DGin08W25cc5sP4M7boEMulX/QiKMHtbLI9xqYqZ6seXqcyrHNeV1gjfsUTgEgIpxMV99xYhQKNFK5qnMVYvp3e5GUoIEY8yE/ttFHNTtpTS7s7zmPvc34C3pJR5la6/AUiTUh67YkGFGIli8prkPv4zgJTypdryd+jQQd53331Vzo0ZM4Ybb7wRq9XK888/X+Oa8ePHM0yr5dS/3+RDhwPK6xF3hTTGaGKw0UiedLGouKQiXaL8/QeZ2+Hwn0i200lq3tfoXcVIwOX+ffQRZkJdBi44bRzWlFJe8tJ9o86uAAIxUiDsnNEUoRECoRHKVsCg4I5E+QeS7SjlQP45NEKgEaAVEg0u7optRyezi0PZ+Xz/i1JpC5cTpPJ5yC+dCArZbgtjg61a60PAExHnCfTzZ5MljM0FZqUHoNGBVtk+NXEkpsBw1qZmsD3tVKWKWoCAZ++7DyEEX2/Zwt6jR8DlVBSHdGLQwJ8nDgRbCcv2nSDpfIEil1u+AK2L33UvQNiK+fyMH6mlhipKJ0xrZU575efzUXZXTtn8Lz5bo6GD2cUj3S1gDODd436cs2hBaEGjAaElNjKI+64aCAZ/3lizj/RfrBQXg9lPQ0i4gd7dunHntGkAvLJwIUUlJVWKp3/vPsy88UaEgL//+9/Y7PbKP04G9+/P5AnX8r+U/7Fs0Xq0Gh0xgTEEu81Po4YO5fprrsFms/H3N96o8du7ZtQorh0zhoLCQua/806N9ElXX83oocPIzs1lwfsLa6RPmTiRoQMHcvb8ef7zySc10m+98UYGxsVx8swZPnSPsCnH6XARaxyJLAgntHsRB89vUhorleqG+267ja6dOnEgJYVl331X4/4P33EH0VFR7DpwkFU/rK+RPufe2USEhbJ1927WbN5cI/33Dz5IUEAAG7dtY+OOHVUTpeQvDzyA3iVZs2Uz25KS3K1xV8X2T6PH4LKUcWrgQKI6dKi4DpTXNFKjASkpcLmwus+X130aKQl3/z0LdDps1RogWiDMnZ6v02GvnC4EOikJc7lAoyFPo8HhPl+erheCYJ0eiSDXYccpZaV3H4TQotEYcEhwuayKXBV1i0Bq9AijPxqtFlGWr5wVKPUCYPLzIyQkBJ1Gw7nMszXKNjAwkODgYFwuF5mZmVXSTp8+TVlZGePHj6ewsJCXX36Zl156qXFOb7eyCAPeQfE/PH2xvIROSumQUr4thNABr7vPVygNKeXq+jznMkQDlWeBZwDDK2cQQjwEPAQQHn5lozk0BgPasFBwj5+ueGkkIF1IhwPpcCgVXaV0m8aPE7oEYqSO/vmrOWfPVa7h4vV9bUX0dDo4i+AXk9Hd0gCp/MfownN0sVhJ1+tYGxJctRUiJX2PHyHaauOYn5mj7hmkFclAycFkcux28v39sYeG1PhuWUeM2B2h5Af4Ywup+ac/l6Kl0FVKXpAWa1DNhkTGc29hkJK84GCsgTUd9+n/dwcAuaEhWPyrRo11SMmpH7YCkBcWhsWvautV43Rxals2APkR/lhMWpRXVaHEITi5T1FyBZFmLMaqw5GLbE5ObCsACihq1w6LoWp6wdEMTizfpNwrqj16nQ6zKZQyInAUZBO5aw/H33pbSe/QAUs1m33utu0c/5dicS2J7oijWqWSvXUrp156mZHAwZholPmoJyhzp2dt3kLas89hE4Ky6JrDe3/56SeOFRZRotFQ1rFDjfTzP/5EWnEx+TodZVHta6Sf2/gjaSUlZOn1lLWvaYrI3LAB/9IyMo0GyirFILLr/Snxa09oQCGjTiyndHsKloia786Z9etxWm1k+pkpq/bbAzi9dh1ldjvn/P2x1PLbS7/jDgocDn4JCMASUrO3derWGfi7XFwICsQSVNPHc3LGTAxSklvHb+/C1p8BkO+8rbyfVJrcVq78hEC4FUfldI1Ggy40FKHRoLVY0DgcVXqtWp0OY1iYohwKCnDabMqzEEgkLq2e4qBQHE6JpTAXp9OBlBL3641LaLmgUWQ2UITAVd7GUip+nQGdfzB+WoG1MFdp6AkQKA1FPz8zYWFKmWZmFuFyVe29G7QajDrPmHfrPazWvQDSNyixn36S8mLzzx3CvDwy7eMoSmM+8LKU8hI2jQYIKsRMYJKUsjxg4d3AMCnlb2rL76lhtZYSOxs/UcI6d44PY/y9cfgFuUM4uFyKSaeKyacWH0D5cWkOOG21P0hnBv8IpDkM6ReB3RCGRRdCiT6YIoIoIJA8VyA5Ln+y7X5kW3UUldkpKrNRWGajpMxOscVGqdWBkBINsupWuhBI/HQaAo1aggxaAoxaAg1aAg3KuQCDhgCDFn/9xa2/QUOAToO/SVfRIauu6JSNrJpW5WdXPa3aNbVdV5FWW55K10uUMrWXga0UHGXu/TJwlHHkQhS7swbQwZjBVcHfoXUUKekOi7K1Wy4e14JTCjb7mfjJz4yfS3JTmZ0+GEBnUv5mOmOlrUkxoWkNKNWF214t3Vsqb8vT3McuCbhqXiNl1XNUT3ObUKiaz+WCQ85rSHZeTQjnGKv7lCCZVe36yrKU37vyfas/r/J3qIMrtP5ptBKhle4tF/d1Ao3RiDAa0JhNHBn7Fn27dgChcVf67q3QXDxXR5oLgVMqf1OnBIcUOFxUfOyVPk4pqv6E3V9Nq9Wg1wh0Wg06jUCnFeg0GvRa4T5Wzms1olkHXaxbt44//elP2Gw2DAYDr7zyCtdee22NfM05rDYR6IJbWZT7NEBRFO4H+QFfASUoDvD5Dbj/5cgAKg+ij0FxtHsOlxNKc92VfBaZx/JYt8ZEaamWUXFHSGi3C/FVJR9Aaa5idqkNQyD4hys+gOBo6DDw4rF/hHtb6digtNiF+2N0fxpqGbc7XVV9MpV9NKXKcXlaZunF/YI8O2X28u8igaqD3PRaQUSAkchAI5EBJmVb/nGfbxdoIiLQgJ/BdxaCGg4Ebs1k46ewKfgpJv96QO0LVbmcYCtWHPzWIrAWkpp7lL+mfkZK2TluCOjOHwL7EeKwgdWdx+L251gz3ceF4LRCHT+Jqii2aKUy01ba11Q9X+W4fL+u8zoQGkocQaxNu4nMok7EtU9mbLct6HSBoAm5xH20Ffbxy8pUZV/TwPPu51T/Dk6b4n9zWBQl7rBcPK780RkU5exWYlI6LzqSqylnTbUqX+P+XHYqrfsllOVXVVI6onwfAS4NSPex49LKisrX1UO5Xc5vFxERwddff03Hjh1JSkpi0qRJnD1b01zVUBry5p5C+anfAiyt3MOoxAPA/0kpRwkhVlT2YzQBu4CeQoiuKIsxzUJZkKlpOXcQUlbV3hsoywMkLqlhb8kt7CyeRaA2i1vCXqV9aTZccFf04d2h07BKFX8E+IVfPPYLB713xrTrtRrCA4yEBzQ8yKHV4aTArWDyKymTvFI72cVWsoqUz7kCCwfPFpBTbFUaodUIMOqqKJLqiqX8E+5vQOeB4ZxxozuiN2hZ9+FhVr6+nym/GVhzBr5Gqzj3TcE4XA4+SPqAdw69Q5AhiNeufo3rulxXv4c5rGAtdr/8oo4K8/IVwpWScSSXte8nY7c6GT+7N31GXIsSnaflYHe6yC2xVfzesty/vexiK9dJB8ed7XA4JQ6XC2dtP0BAqxHunoDAoAGdBvQa0AnQaSRaoZzTug1PVRSOu1clqiigiz2uRYu/Yv5bCxHAgLhefPLWy6SfPsv9c/9KVk4ekWGhfPjas3SO7sDs3z6L2WTkSNop0s+e48N/PcfHS75m256DDE/sz0evK77WgJ6jefiuW9n4825CgwNZ/M7LREaEV1MyF7eJvTsr9QzK7HOLxYLVaq0Sq+pKaIjCSEcJEniPEGJX+QzuaosddUIZvaQFmsQUVY6U0uE2d61BMW5/IKVMbspnAJB1BDa/CuawixV8u74VFX+xbM/6rTGcLdbTs7+Jq2+LxxA2E7y4LoGnMOq0tAvU0i6wfsrO6ZIXX+xiKxcKLRUvd/kn5Xwhm45ZKbLUnJYjBIT7Gy72XGpRLO3cPZogs65RXfyeQ9uj1WtYszCJFa/tY+qchIumxUqk5aXx161/JTknmetjr+cvw/9CqKkBMZV0RuXjYaRLsnv1KXZ9c5KQ9n5Mm5tIeEfvTiC1OVwUWpQGSJHF4d53VJwrPy4os5NTUq4UbOSW1G62DTDquOrGdiDBpNew8PACThSmokHxV1T2C1wpfcL68Mdhf6wzPTk5mRffeK9qePOwMB5/4I/c8+BjF8Obv/hfVnz1FZhDyLNY2PDTZiW8+X0PsnXjOhbG9WHo6KvYf7qYhAHxlJSWMWjYKF59dT7zXnqV5//9CW++8vdaFVl1k+CyZctITExstLKABigMKeVZ90ioz4EXhBD/lFImux3iAcBfUVr9E2uJGdUkSCm/A2oO0WhK4m+BfrfWOkfg1MFsfvg4BYfdybX39KbPyCg1vMcl0GpERcV+OSx2Z5XWYvnnQqVW5ImsErKKrNicNTu3Bq2mqlK5RA/GpK/dQdgtIZLJjw1g9TuHWPGvvUx9IpGAUEV2h8vBR8kf8fb+twnQB/DqVa8yMXZi4wrIQ5QV2Vj34WHOHM6l17D2XHVH7yZZH97qcFar4B0U1VHpV85Tft5iv/TQa61GEGTSEWTWE+5voGuEP0Njw4gMNFZtRAQox2aDlpSUFLq3UxRhgFGHwcMTDhsU3txtlpsydRpCb6J/4hAlvPlgZSxPfL8BnDqfQ8KIMCW8+b2/Ap2Oux54RAlvHhx9WXmSk5P54x//yNq1a5vk+zX0V7MCeAJl+OxwIcQ2lBneHYChwI2VV9ZrkWhrFonT7uLn5Wkc3JBBeEwAkx6MJzSq9a8d7UlMei2dwvzoFHbpJWmllBSWOcgqtlxUJtUUzZncUvam55Fbaqt1uHugSVfDt1JZsfS/oyeHFqfx1fw93Dw3kSxdJs9sfYZD2YeY0GUCTw9/mnCzb8dUKiczLZ+1C5OxFNu5+s7exI25GMPMYnfWWaFfbPFXreQrH1sdl67wdRpBkFlfUekHmfREBZsIMulrnA8y6wgyKZEVyvcbOxfpUj2B5sKXwptnZGQwffp0Fi1aRPfuTRPYskEKw+23+I8QYh/wB2AAioN7C/CklLJp1wP0AfJ/KWXNwiSyzxTT/5oYRt3SHV0dLVSV5kcIQbCfnmA/PT3aXXrt7hq27lp6MMmZhWwsvECJrWqnOEovmJFr5J3nNvJ1/OsUm4sYaHyc9parWLmnkHZB1io9mABj40xiDUVKidXhqqjIC6pX+qU2LEn5GFOKsBs1HO1t5PuDpyjceaxCQdguU+HrtaJG5d4x2FxRoVev9AOrKQCzvpkmn/ow48ePZ/r06cydO5fw8HByc3MJCwurCG9+9913Nyq8+axZs+oV3jw/P5/Jkyfz0ksvMXr06MZ8pSpcUb9USrlTCHF7HY7vVsOR7ef46X+paHWCGx7pT7cENUxCS0Kv1dA+yET7oMv7XEqsjiqO+yO5afx09BNGH5rM9MNPsKuLhuN2A9sPncBRiyPVpNfUNINVGi3Wzr2NCDBi0GmQUmKxu+pluqk4b3FQVOlcbaY5AJMLbig10MOh5aRZcjBKYta4CDLpiA41V2nRV630K5/TY9Jr2lyF31h8Jbz5m2++SVpaGi+88AIvvPACAGvXrqVdu8aFC7ni8OaVnd3VHN8+QWPmYdgsDn7631FSd/xCx54hTLg/To3U2UZwupx8mvIpC/YuwKw38/vuT5O/LAiHzcmUOQlEdg6koMxeybdiqbMHk1dqr/UZgUYdFoezRliZ6hi0GqXyrqNFX/l8oLuylzkWDi05gaXQxqhbezDgmpg2Vemr4c0bhkfCm4My+7u2/ZZO1uki1ryXRGF2GUNv6qquhteGOFVwime2PsP+rP1c0+ka/jbyb0SYIyjsWsbK1/ex8vV93PT4QDr2CCHU30DvqEubxGwOV8XonguFF5VJbokNs0FbUekHmmpXBHU552tDSsmhHzPYujQN/2Ajt/x+MO27+nZUXJWWh+/MoPIRyopsOB0ubn4ykY491SUo2wJOl5PPUj5jwb4FGLVGXhr7EpO7Tq5omQdFmJn+u0GsfH0/X7+xnxsfHUCnuJrhMapj0GnoEGymQ3DzBvGzlTnY8MkRju+9QGz/cMbPjlNXcmxltMjw5m2BzvHh3DlvhOrYbiOkF6bzzNZn2HdhH1fHXM3fRv6NSL+avqqAUBPTfzeIVW/s55u3D3D9Q/3pOiDCCxJXJTujiO//k0RhjoWRt3Qn8brOCLVHrNJMqKui1IKqLFo/Luni08OfMmPVDNLy03hxzIssuHZBrcqiHL8gAzc/mUhEdADfv3uIY7t/8aDEVZFSkrz5LEtf3oPD5uTmJxMZNLGLqixUmhW1h6HS5jhTeIZnfn6GPb/sYWz0WJ4d+Szt/WtGgK0Nk7+eab9N5Ju3DrDu/WQcNid9R9WMPtuc2K1Ofvr8KEd3nKdT31Cuuy++1lnpKipNjaowVNoMLuli8ZHFvL73dbRCywujX2Ba92kNHkVkMOuYMieB1e8eYsOiIzhsLvpfHdNMUlclN7OE799LIu98CcOmdGXwDeqgDBXPoZqkVNoEGUUZPLj2QV7a+RKD2g9i+bTl3Nzj5isecqo3aJn86AC6Doxg0+JU9q5Jb2KJa3J0x3mWvLwLS7GNqU8kMHRyV1VZqNTKzp07SUhIICEhgYEDB7J8+fImua/aw1Bp1bikiy+Pfsm/9vwLrdAyb9S8RimKymj1GiY91I8fPjzMtuXHsVudDJvStcnnPThsTjZ/eYzDWzLp2DOEiQ/E4x/i+QCGKi2Hfv36sXv3bnQ6HefOnWPgwIFMmTIFna5xVb6qMFRaLWeLz/Ls1mfZcX4HozqO4vlRzxPlH9Wkz9BqNVx3fzw6g5bd353CbnMy+tYeTaY08n8p5fv3ksjJKGbQ9V0YPqUrGg8H1FNpGIsWLWL+/PkIIRgwYACffPIJ6enp3H///WRlZVXM9O7cuTOzZ8/GbDZz5MgR0tPT+fDDD/n444/Ztm0bw4cP56OPPgKUiXsPP/wwGzduJDQ0lMWLFxMZeYkBGn4XY7JZLJYm+z2qCkOl1SGlZEnqEl7d/SpCCJ4d+Sy39ry12WY8azSCa+7qg86g5cD6MzisTq76v96NHrGUtucCGz5JQaMVTP71AGL7e38Yb0vi/D/+gTWlaWOhGvv2Ieovf6kzPTk5mRdffLFqeHPg8ccf55577rkY3nzOHFasWAFAXl4eGzZsUMKbT5nC1q1bWbhwIUOHDmX//v0kJCRQUlLCoEGDePXVV5k3bx7PP/88b7755iVl3bFjB/fffz/p6el88sknje5dgKowVFoZmcWZPPvzs2w/t53hHYYzb9Q8OgY0/ygmoRGMvb0neqOGvWtO47C5uPaePlfUG3DaXWz9Ko1DGzNo3zWISb/qR2CYGpqmJdCg8OZupkyZghCC/v37K+HN+/cHlLhUp06dIiEhQQlvfvvtANx1111KePPLMHz4cJKTk0lJSeHee+/lhhtuwGRq3O9IVRgqrQIpJcuOLWP+7vm4pItnRjzDzF4zPRpHSQjBiJu7ozdq2bHqJA6bkwkPxKPV1V9pFGaXsea9JC6kFzFwfCdGTu/eoOtVLnKpnkBz4Uvhzcvp27cv/v7+JCUlMWRIrSGi6o36S6zGnl/28NDah/j08KecLjztbXFU6sH5kvM8uv5Rnt/2PP3C+7F82nJu632bV4LuCSEYcmNXRs/owfF9Wax+9xAOW/3WEzt5MJsv/7GL/Atl3PBwf8bM7KkqixbG+PHj+fLLL8nJyQGoMEmVhzcHGhXeHKhXePOTJ09WKJv09HSOHj1KbGxsg55ZG2oPoxrFtmLOl57nn7v+yT93/ZPYoFjGxoxlXMw4BrcbjL4NLMXaUpBSsjxtOa/segWndPL08Ke5rfdtaIT3K9mE6zqjN2r58fOjfPPWAW58dECdq9w5nS52rDjBvnWniewcyKRfxRMceemFpFR8E18Jb75lyxZefvll9Ho9Go2Gt99+u8JM1hiuOLy5r9OY8OYAZ4rOsCljE5szNrPr/C5sLhv+en9GdhjJuJhxjI0ZS4RZdUJ6i/Ml53lu23NsPbuVIe2HMG/0PDoFdvK2WDU4uuM8P3x0mPZdg7jp8YEY/ao2OIrzLKxdmMy54wX0GxfN6Jk91NA0jUANb94wPBbevLXTKbATd/a9kzv73kmpvZQd53aw6ewmNmVsYv3p9QDEhccxLmYc46LHER8R7xMt29aOlJKVx1fy/3b+PxzSwZ+H/ZlZfWb5bNn3Hh6FTq9h7fvJrHhtH1OfSMAcoITxOH04h3UfHMZhdzHhgTh6DW3aIb8qKk2N2sNoIFJKUvNS2ZShKI+D2QdxSRdhpjDGRI9hXMw4RnUcRaDh0mslqDScC6UXeH7b82zK2MSgdoP4++i/0ynI93oVtXHqUDbf/zeJoAgzU+cMJHlLJru/O0VYB3+uf6ifukZ8E9FaexjNRUN7GKrCaCT5lny2ZG5hc8ZmtmZupcBagE7oSGyfyLjocYyLGUfX4Kaf/duWkFLyzYlveGnnS9iddp4Y9AR39L3DZ3sVdZFxNI9v3z6IdEqcDhd9RnVg3Kxe6A2qCaqpUBVGw1AVhhtPKYzKOFwODmUfquh9pOalAhAdEK2YrmLGMTRqKEatGtahvmSVZjFv2zx+zPiRxHaJvDD6BboEdfG2WFfM+RMF/PS/owy4JsbjUW7bAqrCaBiqwnDjDYVRnfMl5ysc59vPbcfitGDWmRkeNbxi5FVTh6poLUgp+fbkt7y04yWsTitzEudwZ9870WrU1rhK3agKo2GoTm8fIso/itt638ZtvW/D6rSy6/yuit7Hjxk/AtAztGeF6WpA5AB0GvVPkl2Wzbxt89h4ZiMDIwfywugX6Brc1dtiqai0edQehheQUnKy4KSiPM5uYt8v+3BIB0GGIEZHj2ZczDjGdBxDiCnE26J6FCklq0+u5h87/0GZvYzfJP6Gu+PuVnsVKvVG7WFU5fTp08TFxfHcc8/x+9//vka62sNoAQgh6BbSjW4h3ZjdbzZFtiJ+zvyZTRmb2HJ2C6tPrkYjNAyIGFDh++gV2qtVO85zynL4+/a/s/70egZEDOCFMS/QLbibt8VSUWnRzJ07lxtuuKHJ7qcqDB8g0BDIpNhJTIqdhEu6SM5OrpjzsWDfAhbsW0B7v/aK3yN6HMM7DMdP33pmAn9/6nv+sf0fFNuLmTt4LvfE3aOa5lRaLL4Q3hxgxYoVdOvWDX//phuyrb6VPoZGaOgf2Z/+kf35dcKvySrNYsvZLWzK2MR3J75jaepSDBoDQ6OGVjjOfXGGc33IteTy4vYXWZu+ln7h/fj7mL/TPaS7t8VSaSVs/jKV7DNNOzs6olMAY2/rVWe6r4Q3Lykp4Z///Cfr1q1j/vz5Tfb9VYXh40T6RTK953Sm95yO3Wlnz4U9FSOvXt75Mi/vfJmuwV0rHOeJ7RPRa3w/3tXaU2t5cceLFNmKeGLQE8yOn632KlRaPL4S3vzZZ59l7ty5BAQENOn3U9/QFoReq2dEhxGM6DCCp4Y+xenC0xWjrj4/8jkfH/6YAH0AIzsq8a7GRI/xuXhXeZY8/rHjH3x/6nviwuNYOHEhPUN7elsslVbIpXoCzYWvhDffsWMHS5cu5amnniI/Px+NRoPJZOLxxx+vz9eoE1VhtGA6B3Xmrri7uCvuLkrtpWw7t43NGZvZnLGZdenrAIgPj69wnMeFx3l1dvQP6T8wb/s8Cm2F/CbxN9zX774W0RtSUakv48ePZ/r06cydO5fw8HByc3MJCwurCG9+9913Nyq8+axZs+oV3nzz5s0V+8899xwBAQGNVhbQQhSGEOIVYApgA44D90kp870rlW/hp/djfOfxjO88HiklR3KPVAzbfffAu7xz4B3CTeFV4l0FGJq2u1oX+ZZ8/rHzH6w+uZq+YX3574T/0just0eeraLiSXwlvHlz0SLmYQghJgIbpJQOIcQ/AaSUf7zUNb48D8PT5Fpy2Xp2K5syNrE1cytFtiJ0Qseg9oMqQrV3DWqeeFcbTm9g3rZ5FFgLeGjgQzzY/0G1V6HSbLTWeRhqePMGIKVcW+lwOzDDW7K0RMJMYUzpPoUp3afgcDnYf2E/m89uZlPGJubvns/83fOJCYipMF0NiRrS6HhXBdYCXt75Mt+c+IY+YX34z4T/qL0KFZUWTotQGNW4H/jC20K0VHQaHUOihjAkaghzB88lsziTzRmb2XR2E8uOLePzI58r8a46DFd6H9FjGxzv6sczPzJv2zzyLHk8OvBRftX/V+pKhSoqjaA5ehdXgs8oDCHEeqC2mulpKeVKd56nAQfwWR33eAh4CKBz587NJGnromNAR27vczu397kdi8PCzvM7K4bt/njmRwB6h/au6H30j+hfZ6iOAmsB/2/X/2PV8VX0DO3JW+Pfom946zMPqKi0VVqEDwNACHEv8AgwXkpZern8qg+jcUgpOZ5/vGLG+f4L+3FKJyHGECXeVfQ4RkePJtgYDMCmjE08//Pz5FhyeLD/gzw84GG1V6HicVJSUujTp0+rDqPTVEgpOXLkSOvzYQghrgf+CFxVH2Wh0niEEPQI7UGP0B7c3+9+CqwFbMvcVhHv6tsT36IRGhIiEwgzhbH+9Hp6hPRgwfgFxIfHe1t8lTaKyWQiJyeH8PBwVWlcAiklOTk5mEymBl3XInoYQog0wK+1/B8AAAUsSURBVAjkuE9tl1JechyZ2sNoPpwuJ0k5SRWmq+P5x7k3/l4eGfgIBq3B2+KptGHsdjsZGRlYLBZvi+LzmEwmYmJi0OurWgLUBZRUmpX6zm5VUVHxfS6lMFrWosgqPomqLFRU2gaqwlBRUVFRqReqwlBRUVFRqRet1ochhMgC0q/w8ggguwnFaSpUuRqOr8qmytUwVLkaRmPk6iKlrHV1plarMBqDEGJ3XU4fb6LK1XB8VTZVroahytUwmksu1SSloqKiolIvVIWhoqKiolIvVIVRO//1tgB1oMrVcHxVNlWuhqHK1TCaRS7Vh6GioqKiUi/UHoaKioqKSr1o0wpDCHG9EOKoECJNCPGnWtKNQogv3Ok7hBCxPiLXbCFElhBiv/vzoIfk+kAIcUEIkVRHuhBCLHDLfVAIMchH5LpaCFFQqbz+5gGZOgkhNgohUoQQyUKIJ2rJ4/HyqqdcHi8v93NNQoidQogDbtmeryWPR9/JesrklffR/WytEGKfEOKbWtKavqyklG3yA2hR1gfvBhiAA0BctTyPAe+692cBX/iIXLOBN71QZuOAQUBSHek3AqsBAYwAdviIXFcD33i4rDoAg9z7gUBqLX9Hj5dXPeXyeHm5nyuAAPe+HtgBjKiWx6PvZD1l8sr76H72k8Dntf29mqOs2nIPYxiQJqU8IaW0AYuBadXyTAM+du8vBcaL5g+cVB+5vIKUchOQe4ks04BFUmE7ECKE6OADcnkcKeU5KeVe934RkAJEV8vm8fKqp1xewV0O5UvL6d2f6k5Wj76T9ZTJKwghYoDJwMI6sjR5WbVlhRENnKl0nEHNF6cij5TSARQA4T4gF8CtbjPGUiFEp2aWqb7UV3ZvMNJtVlgthPDogh1uU0AiSuu0Ml4tr0vIBV4qL7eJZT9wAVgnpayzzDz1TtZDJvDO+/g68BTgqiO9ycuqLSuM2jRt9ZZDffI0NfV55tdArJRyALCei60Ib+ON8qoPe1HCHQwE/g2s8NSDhRABwDLgt1LKwurJtVzikfK6jFxeKy8ppVNKmQDEAMOEEP2qZfF4mdVDJo+/j0KIm4ALUso9l8pWy7lGlVVbVhgZQOWWQAyQWVceIYQOCKb5TR+XlUtKmSOltLoP3wMGN7NM9aU+ZepxpJSF5WYFKeV3gF4IEdHczxVC6FEq5c+klF/VksUr5XU5ubxVXtVkyAd+BK6vluSNd/KSMnnpfRwNTBVCnEIxW18rhPi0Wp4mL6u2rDB2AT2FEF2FEAYUp9CqanlWAfe69/9/e3fIElsURXH8vzDZDAoGET+FCNaXTQaDikZB7Foe+AHMFgUxCEYRweInsIloMAomBYuWgfXCuQ8eg8oRnbkjb/3ShDPcxZ45s+HcPdx54MLNHaQ2c3Wdc89RzqEHwQmw3Ez/zADPth/aDiVp/O/ZraRpyvf+8eN3ffmaAvaAG9s77yzre71qcrVRr+ZaY5JGmtfDwC/gtmtZX/dkTaY29qPtTdsTtqcovxEXthe7ln17rX7EM717wXZH0jpwTplM2rd9LWkbuLR9QtlYhyqPiH2ifDCDkGtD0hzQaXKt9DoXgKQjygTNqKR74DflJiC2d4EzyuTPHfACrA5IrnlgTVIHeAUW+tD4Z4El4Ko5/wbYAib/ydVGvWpytVEvKBNcB5KGKE3q2PZpy3uyJlMr+/Etva5V/ukdERFV/ucjqYiI+IQ0jIiIqJKGERERVdIwIiKiShpGRERUScOIiIgqaRgREVElDSMiIqr8AfpQDfIJAUqTAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Plotting the weights of the decoder\n",
-    "plot_weights(model, side = 'decoder')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "metadata": {
-    "id": "eR48izbIbE6y"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "tensor([[ 0.1148, -0.0684,  0.5098,  0.0365, -1.6451],\n",
-      "        [-0.3095,  0.0943, -0.8667,  0.2497,  2.4173],\n",
-      "        [-0.2510, -0.1134, -2.1274, -0.2352, -2.1068],\n",
-      "        [ 0.6572,  0.0243, -1.3619, -0.0370,  0.7790],\n",
-      "        [-0.3694,  0.0762,  0.7014, -0.0429,  0.3934]])\n",
-      "tensor([[ 0.1395, -0.1859, -1.0957,  0.0222, -0.5188],\n",
-      "        [-0.1095,  0.1167, -2.1759, -0.0054,  2.1793],\n",
-      "        [-0.4565, -0.0929,  0.2947, -0.0118, -1.3441],\n",
-      "        [-0.2269, -0.0548,  1.7775, -0.0096,  1.4515],\n",
-      "        [ 0.1131, -0.1738,  2.0298,  0.1213,  1.6703]])\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Inspecting model parameters\n",
-    "\n",
-    "# Decoding parameters\n",
-    "weights_decoding_X = model.vae[0].W_out.weight.data\n",
-    "weights_decoding_Y = model.vae[1].W_out.weight.data\n",
-    "\n",
-    "print(weights_decoding_X)\n",
-    "print(weights_decoding_Y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "metadata": {
-    "id": "cgSa843tbE60"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "tensor([[ 0.0909, -0.3644, -0.3227,  0.5998, -0.3149],\n",
-      "        [-0.0150, -0.1016, -0.0240,  0.1764,  0.2570],\n",
-      "        [ 0.0469, -0.1533, -0.2561, -0.1465,  0.0691],\n",
-      "        [ 0.7675,  0.7032, -0.1042, -0.3557, -0.6180],\n",
-      "        [-0.1278,  0.1636, -0.1328,  0.0766,  0.0469]])\n",
-      "tensor([[ 0.1005, -0.1762, -0.4199, -0.2145,  0.1101],\n",
-      "        [-1.1709, -0.0119, -0.3710,  0.0791, -0.7206],\n",
-      "        [-0.1125, -0.1749,  0.0331,  0.1045,  0.1293],\n",
-      "        [ 0.4766, -0.0190,  0.0869, -0.2600,  0.4588],\n",
-      "        [-0.0017,  0.2063, -0.0976,  0.1288,  0.1290]])\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Encoding parameters\n",
-    "weights_encoding_X = model.vae[0].W_mu.weight.data\n",
-    "weights_encoding_Y = model.vae[1].W_mu.weight.data\n",
-    "\n",
-    "print(weights_encoding_X)\n",
-    "print(weights_encoding_Y)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "metadata": {
-    "id": "xxdwtuCybE63"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Encoding distribution q for Channel 0: Normal(loc: torch.Size([500, 5]), scale: torch.Size([500, 5]))\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Here we compute the encoding and plot the latent dimensions against our original ground truth for the syntetic data\n",
-    "\n",
-    "encoding = model.encode(data)\n",
-    "\n",
-    "# Remember: encodings are distributions\n",
-    "print(f'Encoding distribution q for Channel 0: {encoding[0]}')\n",
-    "\n",
-    "# with the method \"loc\" we extract the mean of the distributions\n",
-    "encoding_x = encoding[0].loc.data.numpy()\n",
-    "encoding_y = encoding[1].loc.data.numpy()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "wmmv6Gegy5Zr"
-   },
-   "source": [
-    "We note that the estimated encoding is correlated with the original latent dimensions. There seems to be however some redundancy. This motivates the use of a *sparse model*."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 714
-    },
-    "id": "Y_bHczQZbE64",
-    "outputId": "336f33a9-74a0-4c86-c5f1-29f34f3a76e6"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x864 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(12, 12))\n",
-    "for idx,k in enumerate(range(n_components)):\n",
-    "    \n",
-    "    plt.subplot(n_components,2,2*idx+1)\n",
-    "    plt.scatter(encoding_x[:,k], latents[:,0])\n",
-    "    plt.xlabel(f'mcvae dim {k}')\n",
-    "    plt.ylabel('ground truth 0')\n",
-    "    \n",
-    "    plt.subplot(n_components,2,2*idx+2)\n",
-    "    plt.scatter(encoding_x[:,k], latents[:,1])\n",
-    "    plt.xlabel(f'mcvae dim {k}')\n",
-    "    plt.ylabel('ground truth 1')\n",
-    "    \n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "sZ2f3QyQbE64",
-    "outputId": "c473a823-d546-47bc-c941-85fe5b24f1ac"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Initialize sparse mcvae\n",
-    "\n",
-    "model_sparse1 = Mcvae(sparse=True, **init_dict)\n",
-    "model_sparse1.to(DEVICE)\n",
-    "print(model_sparse1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading model_sparse1.pt\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Optimize\n",
-    "model_sparse1.optimizer = torch.optim.Adam(model_sparse1.parameters(), lr=adam_lr)\n",
-    "load_or_fit(model=model_sparse1, data=data, epochs=n_epochs, ptfile='model_sparse1.pt', force_fit=FORCE_REFIT)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "bvj0NwnDzgXZ"
-   },
-   "source": [
-    "The sparse model estimates a probability of redundancy associated to each dimension. This means that we can retain only the dimensions with low probability of redundancy. In this case the model correctly identifies only 2 meaningful latent dimensions. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 56,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 311
-    },
-    "id": "bSMmJoWebE66",
-    "outputId": "7635b375-3077-4d32-dcba-1ec380326d02"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Probability of redundancy:  tensor([[0.5597, 0.5693, 0.0177, 0.0296, 0.5730]])\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print('Probability of redundancy: ', model_sparse1.dropout.data)\n",
-    "plot_dropout(model_sparse1, sort=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 57,
-   "metadata": {
-    "id": "JgstDg9bg6Pf"
-   },
-   "outputs": [],
-   "source": [
-    "# We fix a redundancy threshold\n",
-    "dropout_threshold = 0.20"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 554
-    },
-    "id": "8cIbxTfjg-wP",
-    "outputId": "f21c3490-b33e-4603-a70c-7293537059df"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "kept components: [2, 3]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# We plot the remaining latent dimensions\n",
-    "keep = (model_sparse1.dropout.squeeze() < dropout_threshold).tolist()\n",
-    "kept_comps = [i for i, kept in enumerate(keep) if kept]\n",
-    "print(f'kept components: {kept_comps}')\n",
-    "\n",
-    "plot_latent_space(model_sparse1, data=data, comp=kept_comps);"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "fR0DdsfsbE67",
-    "outputId": "0133d0da-be0d-4bab-c67c-dcead94ce6be"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
-      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
-      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n"
-     ]
-    }
-   ],
-   "source": [
-    "# We repeate the same exercise with the synthetic data with redundant dimensions\n",
-    "\n",
-    "data_sparse = [X_ext, Y_ext]\n",
-    "data_sparse = [torch.Tensor(_) for _ in data_sparse]\n",
-    "\n",
-    "init_dict = {\n",
-    "    'data': data_sparse,\n",
-    "    'lat_dim': n_components + 3,\n",
-    "}\n",
-    "\n",
-    "model_sparse = Mcvae(sparse=True, **init_dict)\n",
-    "model_sparse.to(DEVICE)\n",
-    "print(model_sparse)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "X_QEBhcjtbna",
-    "outputId": "6bf2ef97-239a-48be-e046-9d453d7ab583"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading model_sparse.pt\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Fit (or load model if existing)\n",
-    "model_sparse.optimizer = torch.optim.Adam(model_sparse.parameters(), lr=adam_lr)\n",
-    "load_or_fit(model=model_sparse, data=data_sparse, epochs=n_epochs, ptfile='model_sparse.pt', force_fit=FORCE_REFIT)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "7L_4azNO0T6i"
-   },
-   "source": [
-    "We see that the model recognises again only two meaningful latent dimensions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 345
-    },
-    "id": "LC2yKkfKbE68",
-    "outputId": "3c50a356-d860-4a98-bc65-6d6d0cdd1a77"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Probability of redundancy:  tensor([[0.7038, 0.7494, 0.7669, 0.0166, 0.8116, 0.0525, 0.6920, 0.7680]])\n",
-      "Non-redundant components: [3, 5]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print('Probability of redundancy: ', model_sparse.dropout.data)\n",
-    "indices = np.where(model_sparse.dropout.data.numpy().flatten() < dropout_threshold)[0]\n",
-    "non_redundant_comps = indices.tolist()\n",
-    "print(f'Non-redundant components: {non_redundant_comps}')\n",
-    "plot_dropout(model_sparse, sort=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 62,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 294
-    },
-    "id": "dtSyJ-hFbE69",
-    "outputId": "df2a5ad7-7d63-46da-a874-2d6bc84e1067"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 128 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "x_hat = model_sparse.reconstruct(data_sparse, dropout_threshold=dropout_threshold)\n",
-    "lsplom(x_hat, title = 'Reconstructed data')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 63,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 324
-    },
-    "id": "vsGPs9xjbE6-",
-    "outputId": "4ac4f386-394b-4d18-9206-c7ab87014309"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 864x576 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "## Plotting the weights of the decoder\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "plot_weights(model_sparse, side = 'decoder')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 324
-    },
-    "id": "3Y8vF4OSbE6_",
-    "outputId": "c3412b99-5bd7-40a2-89d4-41d675f5410b"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 864x576 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(12, 8))\n",
-    "plot_weights(model_sparse, side = 'encoder')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 714
-    },
-    "id": "8anRUBdObE7A",
-    "outputId": "ae420a12-0143-4838-b8f0-e77a2c4a3daa"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x864 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# PLotting estimated encoding vs ground truth\n",
-    "\n",
-    "encoding = model_sparse.encode(data_sparse)\n",
-    "\n",
-    "encoding_x = encoding[0].loc.detach().numpy()\n",
-    "encoding_y = encoding[1].loc.detach().numpy()\n",
-    "\n",
-    "plt.figure(figsize=(12, 12))\n",
-    "for idx,k in enumerate(indices):\n",
-    "  plt.subplot(len(indices),2,2*idx+1)\n",
-    "  plt.scatter(encoding_x[:,k], latents[:,0])\n",
-    "  plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "  plt.ylabel('ground truth 0')\n",
-    "  plt.subplot(len(indices),2,2*idx+2)\n",
-    "  plt.scatter(encoding_x[:,k], latents[:,1])\n",
-    "  plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "  plt.ylabel('ground truth 1')\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 537
-    },
-    "id": "R3_M5YlaE71B",
-    "outputId": "e177892c-72b5-4148-c0e4-e5d003d1183c"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_latent_space(model_sparse, data_sparse, comp=non_redundant_comps);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "kieWlo3leVAt"
-   },
-   "source": [
-    "### Increasing the number of channels\n",
-    "\n",
-    "In this section we explore the use of the model on data with multiple modalities (or channels)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {
-    "id": "AoR7yJsqeXvb"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(500, 8) (500, 8) (500, 14)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# generating a new modality Z\n",
-    "# This modality has meaningful as well as redundant dimensions\n",
-    "\n",
-    "size_z = 10\n",
-    "\n",
-    "size_z_redundant = 4\n",
-    "\n",
-    "np.random.seed(37)\n",
-    "Z_redundant = np.random.randn(n, size_z_redundant)  # pure noise\n",
-    "\n",
-    "transform_z = np.random.randint(-8, 8, size=(2, size_z))\n",
-    "\n",
-    "Z = latents.dot(transform_z) + 2*np.random.normal(size=(n, size_z))\n",
-    "Z = np.hstack([Z, Z_redundant])\n",
-    "\n",
-    "print(X_ext.shape,Y_ext.shape, Z.shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "CVDIt3ssec1I",
-    "outputId": "0e9f3726-f1b5-4881-d9c9-14e0d87e64f6"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
-      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (W_mu): Linear(in_features=8, out_features=8, bias=True)\n",
-      "      (W_out): Linear(in_features=8, out_features=8, bias=True)\n",
-      "    )\n",
-      "    (2): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 14]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 8]))\n",
-      "      (W_mu): Linear(in_features=14, out_features=8, bias=True)\n",
-      "      (W_out): Linear(in_features=8, out_features=14, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Initialize the model\n",
-    "data_multi = [X_ext, Y_ext, Z]\n",
-    "data_multi = [torch.Tensor(_) for _ in data_multi]\n",
-    "\n",
-    "init_dict = {\n",
-    "    'data': data_multi, # [X, Y, Z]\n",
-    "    'lat_dim': n_components + 3,\n",
-    "}\n",
-    "\n",
-    "model_multi = Mcvae(sparse=True, **init_dict)\n",
-    "model_multi.to(DEVICE)\n",
-    "print(model_multi)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 69,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "p_2L3wm5uV7s",
-    "outputId": "52938a1a-b200-4dbe-9c19-91023a79308b"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading model_multi.pt\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Fit (or load)\n",
-    "model_multi.optimizer = torch.optim.Adam(model_multi.parameters(), lr=adam_lr)\n",
-    "load_or_fit(model=model_multi, data=data_multi, epochs=n_epochs, ptfile='model_multi.pt', force_fit=FORCE_REFIT)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 1000
-    },
-    "id": "QM9z8KI9ei02",
-    "outputId": "93965e45-ce35-4409-af94-a83a11dc6acb"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Probability of redundancy:  [[0.03285351 0.39449245 0.00762853 0.60119134 0.59263474 0.6564989\n",
-      "  0.25333416 0.3858575 ]]\n",
-      "Non-redundant components:  [0 2]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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+rp4QMojYvtNhcjLXeJDGlr4ppu47Oqt9flDiwWbn5GA/jJlcaJ6FEHcCGAXwerYrISQ6tgtNUpq4MBkHZRaEEBPBJNfUVxElKXLd0o+TYOtiapR+EN3ncF0HNb43YT+MmcyTZyHEBwAcA/CIlPJ7mp8/DOBhABgZGeny6gjpnCSqurYhKpWEAjwvGoT0H7okV0A/FjtKUuTSDK1770eOzuLgy+dxcPfGSPFFt4vn+jmiJPq9pvFNM25nrX/PM5kmz0IID43E+Vkp5Uu650gpnwbwNACMjY3pZxYT0iVMgSrtxNNUERJAqG+rC7140SCk1+nGDavJ8zmYeEZJiqZmqk7Va9NN/1ytHjm+6Hbxtm8YxrEz1dDkztX1qNc879OO24PgJhKXLN02BIDfA/BNKeVvZLUOQhRhFzJToHph+iL+6luXmxeiNBLPtLfPeu2iQUiv060bVtONtxqaEjUpUus24Y9JNhlInPhiGrISlty5andNNwRR7UO7RTfiNvth9GRZed4G4F8COCeEUJ0Avyql/LMM10QGFJcLmSlQnfrW5bbjJR3A0t4+M11c8nrRIKTX6dYNq+nGuyhErGqiTULmj0lTM1UUhMCiNG8YJxFfXJI71+JD0bDeohBtj+UBNvRlR2ZWdVLKv5RSCinlx6SUW5b/MHEmmeBiyRM1ICUZwNK2jzJVsAVA2ydCUqBbiY9peumilE17t31HZ/H4lLma7MeW8KqYpIoRtsQZ6F5S6jIJcGqmalxv2OfIirhWqKRzMm8YJCQPuFzIbF3qOgpCYN3E8UQtnNLaPlNWUMFLhAQo3SAkIi5a5m45GQR1q7pqsATw7OmLGLtjrfW7PjVTNTbpVcol6y6dDltSmqQePEy7GyZFsfnru5KGvp0NfdnB5JkQuF3IonR7AzcvDL3QfDc+WsEjBh9VbgES4o6rlrmbiY//xvvOiePa57jcKB959Q1jvPOv2zVm6JLSqZkqDr58HnO1evOxJGJoVN9rRZzfSTBRDjY2JnVNYENfdmQ5YZCQ3LB9w3Do4zrpxINbR7RbokF6YSqTqbrCLUBC3HGdypbFJL8wCZYt6bU5bARxiRm6pFTdePgTZ0WaMdSlsdFVvqab3vjs6YuJT+qbmqli2+SJ5vCYJ/duwamJHUycuwQrz4QAxsl9wcddur1dLJzy6KnMLUAShhDi9wF8GsB3pZQ/mvV68kgULXOnUqyocSQsWTMlvWGyBnVs22RVryiweuUKXK3VjWsNk3u4VrSjnpcwSV6USrHJGlBH3F09WotmD5NnQtBZ807wArht8oRVApLXwMctQOLAHwD4bQB/mPE6cku3tMxx4ogtngnAeKPsomH2HztuLAmLty7nMM550SX7QVydUKIkxHH/TdBaNHso2yAE9q5ltT22buI4tk2eCN2+s3V2T81U8ejzZxPfwkuK8dEKTk3swJuT93ALkLQhpfxPANq9GUkTF2eHJHCVh/ixJWsPbh2JlXS7HNuVsGNU52rYcug1awyOc16CEhoTnZyH4HE7+TdBi7rsYfJMBg5dMmy64G3fMNymX3vspXPW4G3SMgKw2jcx8BHS+3RLyxwngdLFOQHgoa0jeGJ8k/F1YUmtzvYtatw0rS/IXK2O/S+cNR4rbmLpLxx00v9hupY8uHUksX8TtKjLHso2yEBh2tI7vGcTDu/Z1LbNaKpiPPr8Wew7OhtJ2hC29cnAR/oBIcTDAB4GgJGRkYxXkw3dmMoWVx6yyis041C55OHg7o2ha7U5DVU0MTCurMDFVg8A6kvSeCzbeXHVQnfS/9EN+Rv7U7KHyTMZKGxBXSdT2Gewb/Pb0O07Oovpty83KzemBN2WODPwkX5BSvk0gKcBYGxsLJ/TJfqAqAlUMC4BwPWFJaf3ipoQxh1zHUxubc83VZJN50XtIrpooTtNgNO+eWJ/SvYweSa5xVQl6MSpIuqWnstglOCAAVOCbhv96t/Cy4MTRx7WQAgxEzWB6rTJLEpCaIp1QKOhWrdOXdHB5qNvqrCbzkvUz9+N3YNOyPv6+h0mzySXmKq3029fdjab1yWAUbc6XbqwgUaAf/T5swDMifiilCh5xbaKiH+kbRrDAaKSVzcQkj1CiOcAfALAB4UQ3wZwQEr5e9muavAIxrYn924B0EgYTXKybjaZ2SYHmuJJFIs3AJi/sYCpmapz4mvaRWSvCYkDGwZJ7rA5Ujz3+jvaxx85OtvihGFqWNm+YThSJ3yw+acozL3Yi1LisZfO4daSp/25ahLRNY1kNRxAR5xudTIYSCkfkFJ+WErpSSk/wsS5++hi2/4XzmL/i2etDXrdbDILG2etiye2JHbNUHtMvTJfd2pCVLDJjiQJK88kV0zNVLH/xbPGyoVrRcOUAJ68cEnbGBjWxOKXVOw7OmusiNTqi1jlFbQVZvU+uvcKayY0SUfSkFfQBomQcLKSNuliRX2pPSL5E9Qjr76hlUGk1WvhsmNXnath2+SJ5vm7teRpiwdrhjwMrVyBK/PmwoLLeWeTHUkSJs8kVxx65Tzqi+YE2aaBA24GU1sC2IlWbHy0gum3L+PZ0xeN65ibr+PJvVsiXVhdEtPgFmVa8opuDXkgpFfJUtoU5SZWVaVVcu2PWUGXjCRvBtTrHjFIJYBGLFdxpjpXg1cU8Aqi5UbAKwq89/6CNnFWuJ4PNtmRJGHyTHKFLUiWvCIKArh2I3zSVZoJ4BPjmzB2x1o8+ry+Qn5buRQ5QXdpTAxenNOaMsUKDSF2spzw5hIrFELoq9LlkodTEzuaf0/jZkA1T5vWGlxVfVE2q8wqhl+7vqCtRvuJEtPZZEeSgppn0jMc3rMJ8yGJMwDcWvJw7fpC2+NJJoDjoxV84f7NiU0ScxkOENQJxrWDCqNbQx4I6VWylDa5xAqgEYtMKrdgQppGn8PUTFUbh20T/Obm6y0TTq+GJM68qSdZwcozyRVlg+6tXPJCKxkA4BUErt1YaJN+rBnycGDXRgANq6TqXK1pp6Qz+XfBZRvQdStUPRZ02wjivzjbrO86hRUaQswkvbM1NVPFoVfON3febMNL1GOmnS/gpiTDJptYN3G8GZOSvhnQeUoDjTh8z8c+bJS9Bc+frcoeN27r1kopB4kKK88kVxzcvRFeoTX58woCB3c3El/TeFmgEUw/sGqFVjM9tLJxn6i61IHWQSdRurb9+Ee6BoesRB1ROz5aweyBu/HU3i3GBNh/cYnTVEkI6RzTCOY4VVDVJO2XrAVHUE/NVLFt8gTWTRzHtskTAGDc+Xpq75ZmLNK5VCj8MalseF7cmwFTA/T3agt4xpA4C6Dt/JnOs/8zdkLcMeKECNlDF9qxsTE5PT2d9TJIyoRVAmw/Xzdx3BiYw7SClXKpRQfYKarCHWTNkIeZz91tfa2ucuP3hLYdv1zysPqWFayk5AwhxBkp5VjW6+gm/Ryzk6pYmr7HwM3dJZ1LxuE9jYmmtjU8PnUOz5y+GLqGcsnD9YUla7yJgikOh1FZjtH+XcHtG4Zx8sKl0PMc5/dhOvedXAtYye4vTHGbsg2SO8IkA7af27ZTw7YgXR0vXAOj6XhX5ut4fOpc2wUBaL0Q3ntXxXrR0DX2KdmKkn5wwAkh6ZCUtMkWd9QuUjARVXpkW/V1aqaKY2fcKqhztTqeiugQZCNKU6Mf3a7gsTPV0CTepeFRF7vTlqsw/vYvTJ5J7omSsNqcIsL00mFblFEDo+0C4tf8KTspCDQlJy4XDZ3mev5Gu61Tt1wACCHRiZtohiV4Yd7xuucnVSV1nczqgkv8CnM/McXu8pCndXhKUq7C+NufUPNMck0c3bDJKcLWpe6iV4zakW47XptN05Js02q7dLsHNddzBqs/DjghJFmCOuS4Otn9O9fDK0Zv8g1L8KJ+56PqfW2fX8XhsmHaalTi7hqqx02xW0okpl13WQfpH5g8k1wTx0LJ1MTnT6yBm64UrlZsUQPj+Gil44tH1KDLEbSEpE+SjWbjoxXs/We3R3qNS4IX5zvvj6225Njl84+PVrD6lmQ2t8M+S1jcM8XRq7W6sdgS5eZIPdek85ZARzdYJH9QtkFyTdJ38kGpQxS7I9P4WFtgP7h7Y0fbl+Uhr2WEbdhaOeCEkPRJenv+5IVLzs91jVn7d65vmS7oyrtzNaPMYfrtyzh54ZJWZqL7/ElUXF3iV1jcs/XC6LTrUSR6UzNVp/NM/XN/4ZQ8CyHWApBSyispr4eQFtLwUw0Gxf0vnsXBl8/jaq3elqAqvbVJk+gVhDWwu4zzBhpbQEuax6/O15uaPJfgyxG0hKRP0jf1Lq/zCgJH7tsc6bscx7bytnLJeHMQFseCnyOunltRFMJpVzAs7uluJGyxO8rN0cGXzzvfoFD/3D8Yk2chxAiAXwfwEwDmGg+J7wdwAsCElPKtrqyQDDRJV1J1QbG+KLXuFABCq8YfWLUi1Ebv5IVL2gtOUQgsSWls9APaE2qX4MsBJySIEOKclHJT1uvoF+Le1Juan02Na37qS7Ltu286nioSRCw6A2jE3H2G4SphhysI0TJ8JaxxMGjBF2RRNj7zvqOzoYWA0LgXlJVbZOZRbo7Cxoe7Hpv0FrbK81EATwF4UEq5CABCiCKA+wD8MYCt6S+PDDr+ioLy//Tr8tSFolP7OD/q+NeuL4TKLfwNeqatPtMxlqTEm5P3AGj4orrC4Et0CCH2mH4E4Ae7uZZ+J85NvU0K8d777WOsdfi/+zZpQVSnDcWaIbdJriaCg6cO79mEw3s2aSenlrwi7r2rgudef8dYIRe4aV/XiezhyKtvtDVk1xfbb0YUSe94Jn0Mkj22hsEPSimPqsQZAKSUi1LKPwbwA+kvjZAG46MVbN8wDIH24Pz41LlIjTuugas6V3OqKPiPZ9rqM00L9DeRRAmoDL7EwFEAuwHsCvz5NIBVGa6r77C5+pgwxYfnXn/HedvfJd6oQkJUSl4RB3aFT3LVoYtxtfoiHn3+LPYdncXqW1bgoa0jbefrifFNWLJIS0z+1lGJKrNxnSAZtQGQ/Sf9g63yfEYI8b8B+A8A3ll+7HYAPwdgJu2FEaKYmqlqtXbqwhOsWtikDUn6jwYDoSkQL0qJklfUvqdK9u+9q4JjZ6qtA0+KApBoubAKANs3DHe8dtKXfA3Av5NSfj34AyHEJzNYT18TVR5liw8ueAWB+RsLTVmEqTKsduCiVI6DTYg6DfH2DcM4+pV32iq4XkEYk3+XYSdR1xrnxiBqJdm1d8QlkffL89h/0j/Ykuf/AcD/COAQgAoa1+13ALwC4PeSeHMhxO+jURX5rpTyR5M4Juk/Dr1y3qiLM114bPZxwM2gWB7y8N77C5E70nUd76YArZ5r2gqt1Rdx8sIlHN6zqS1YB5sNJYBjZ6oYu2MtgzAJ8giA7xl+9jPdXAhpxxQf1CjqIOWSh9W3rMC7czXcWvJwzdcXUZ2rGfXC5SEP1663y0C8goBXFJivNzop1gx5OLBrYyQN8RfPfqdtR66+JI2fwY+pqKFr5is06gbQHTLOzlscmU3w8ys7OpcJhX788jzSPxiTZynlDQD/+/KftPgDAL8N4A9TfA/Sw0zNVK2NNKagbQuwuqD46PNnnStAbxkCoS1Aq/dcN3Fce8F7d66mvVgdefUN49Ylk2fiR0r5/1p+Nt3NtZB2TPFBt+tU8oo4uPtmYrtt8kRb0irR3nDnFYW2GFAQjSRXPRzFotPPVYOUzba75seYbAZUH6Zahj/h9TshqeuA6XN16kJk0peb7Ev9UGbXn2Tq8yyl/E9CiDuzXAPJD7rGP9u2mADwwQ94+P/+8Ubbz/zSBltHunrcte5cLnnG47kE6Kjbh5xYRUh/YIsPY3estcYN0/ddopEIq9ddvnYdtXq76aVKRoM9I/51uRB3d83/+iC6Zj4dftu6YDLr8rk6cSEy6ctXeQXrTQM1zv1L7oekCCEeBvAwAIyMjGS8GpIWUZ0qAOBHPrQaf/vda9qfPXP6Ik5euITtG4Zbqjr+DvdgtceFT2/+sNU8PyxAR90+TLPrmxCSHC6uP6b4EBY3THGgXPJwamJH8/0fMVjM6Yizg2WKX9s3DDs1KurinGshYEnKlhsQU+x2+VxRHJpsa5ybr+PJvYZwlrAAACAASURBVFuax7q15EGIxuPUOPc3uU+epZRPA3gaAMbGxmK4VpJewHRnb0II4O8u6RNnRXWuFqnR0IWTFy51NFks6vYhJwYSkn+iTKSLelxbNffajQVMzVSb9nJRqc7VWnyZ4wwjCRYoXF7vx7Vh0F8wCEu4bT+P87uKOqGQ9D+hybMQ4hYA9wK40/98KeXn01sWGTSiyhBc896ojYY21PaojijrjxJsOTGQRIUxu/skPa4baE/ydPi9iuNKufwWn2r8dpTq+bbJE06J8+qVxbaGu/HRCvbvXB9aMVd+z9smT2D/zvWhCbdtZy7O74pFDBLEpfL8pwCuAjgD4Hq6yyH9huv2WNRO9DR5aOtIWyVFBe+oDYpRtwd1sLJBIsKY3WXS6E1wHXSi3qPTUdjB8dvVuRr2v3gWB18+j6u1VhlC1H6RYkHgxsKSceCJboiKH/+aTNaeirCk1vQ7Ucm5LlaziEGCuCTPH5FSfiqNNxdCPAfgEwA+KIT4NoADUspEbPBIMnSS/Nm2x4DwrT9TJ3raKNs4f0BXwVuXOJuCtW2iWFh1h5AOSC1mEz1xehPCYqtr4q3ew+bmcfLCJevNvyL4k/qibMbAqP0ifn/ja9cX2pJjf7X34O6NbWs3+UfX6ot45vRFrF5ZbPuZAHDvXfH042HTDFnEIH5sEwYVfyWE2JTGm0spH5BSflhK6UkpP8LEOV+o5M91el8Q0/bYoVfOtx332Jkq7r2rop1A5Z/kZRjWlyjqonV9ob1rXVEUInSymOnzP3v6YuxzSogDqcVsosd1Ip3CJba6NAX7hyaZph4+Mb4J+3euR6VcwtKynduaIS/W51T9ImGJc8kr4gv3b8abk/fg1MQOo8WdirW6tX9glb22d+1G+xokGsUPG6bpiUlNMySDgfFfpxDiHBr/nlYA+HkhxN+jsQUoAEgp5ce6s0SSFVG1YcFKimkLUefbrAaFqM5xP+qOP2o3eVwkEOr7vCildVwtAOPnp28zSQPG7OyIuq3vElt1leRiQWDRV42VAJ49fRHPnL7YtIsLxlDdDpgamOJiERfEFhcFENuiM1jZXTdxPPLaAHPc9b8PAKdrFS1BiQnbrd2nu7YKkkui6Ph0Ado0ASvq+ym6WQVw0Vn7K0ZAa6d21EqyS5BOQj9N+hrG7AyJsq3vElt1SZ5O/hDUA/tfq14fTNTrS7JlguFt5RLm5m9oq7lBTNIPAeDJvVu05yBOw11cDXfRYXtS1/SYlCUo4/RgYJRtSCnfllK+DeAJ9f/+x7q3RJIVpsBhMroPBmg1ASuIKbaFBao0qgBeQcTewlQEt/fUjUQUwj57pxIa0v8wZvcOpu97QYiW7/T4aAWnJnaEyh8UOqmB0aN4+VgPbm3MT3BJnEteEQ98/HZtXJcADr58HtsmT2DdxHFsmzzR8llWeTfTjXLJM8rdFDp5hQtxGsyjym5MME4PDi4Ngxv9fxFCFAHclc5ySJ6IUi2wTcAqB0aY6mKbOq7trr3TbnId9SWJoZUrMDdfj1QlD+L//GFd8sGKvEuQTsMKi/QtjNkJkkYlURdbgUbiZ/McdomBwZ/bXlOdq+GZ0xed1uwffW16zVyt7tRg6O8n8Z/f8pAHKdF091DNjmoAybUbC6FSk0qManFSbhqM04ODTfP8GIBfBVASQnwPN4uIN7A8tIT0N1ECim1sKwCtDZHqxlZTmR45OtuSWFbnath3dBbTb19uNr3sf+GstgO7E8J0by64Gvj7u9+jBGmO6SZhMGYnj06O5o9JcVHfd11vRa2+iEefP4t9R2ebTkQqXpSHPKMLhSIoWzAl6lF5d67WrGpXHOOlaSCVahwPWtT5+2FUI7m/Qh1MtN97f6HlXHTivZyEmwbj9OBgTJ6llIcBHBZCHJZSPtbFNZEcEKy2mLRsCluVep+hyW9JSjy5d0vL64KXBNUQM3bHWoyPVnDolfPahsNOUAlsJxcY1fGujmfyrA7bqrStkWO6iQ3G7OQxydH8MSmIa6V6fLRijI0q2QxWhq/M1+EVRdtunu61/vdRn6WTAoFfhhDFQtQko3CJ48GqbTDBdTnXj0+daybwRSHwwMdv7+jGxwbj9ODgYlX3H4UQ/zz4J/WVkcyIo9saH63g3rsqzapHUYim36ZNO+0yCECiUZUe/fxriSfOQCPxVeu3tZqsGfKMGrxjZ6rN82PSz33h/s2xKxtJafLIQMCYnRA2OZqugTlq7IyTVNUXJYSwyxPunDiOLYdea76v0k4ngaom+61FyyUv1H0oLraqbVATDqBFc/3g7/w1njl9sZnAL0qJZ05fxONT0XpSXGGcHhxcNM/7ff+/CsCPozG5KplvIskdcXRbUzNVHDtTbQlSx85UMXbH2lhVaR1pJM7ATV/QkxcuGXXPJa+IA7saUlLTVusjR2fxyNFZlEteLGmGDU64IhFgzE6IqDZmUWNn3B2vK/N13POxD1urv3O1Ova/cLZlbUmxKGVzGmF5WYuc1hxY1xsMncTG9Lt77vV3Uqk+M04PDqHJs5Ryl//vQojbAfx6aisimRNHt2W7aKiKgC6ghI1l7Qbqc9k+n19uEZbwz9XqOPo37+DIffErzTo44Yq4wJidHOoGX5cY6pK6qLEzmGwVQiYA+jl54RJ+bORWnPrWZeNz6ksSB18+j+sLS6FNzADaNNa29ahH04zfUaq2ruPMgXiOHK4wTg8GLpXnIN8G8KNJL4Tkhzi6rbCLhi6gTM1UcfX9bBNn4ObnsjU9uhj++6kvSXZYk7zAmB2T8dEKpt++3KyyKkxJXZzY6Y+NweqpjXfnavgvV98PfZ5LclvyCvjGr/1Um4Z4+4ZhZ21zUpRLXtNtI0rVNkpTns0Lmj7NxIXQ5FkI8Vu4eZNZALAFwFnzK0ivo9tKFGhsg22bPNESTKZmqjj48nnjlp3uojE1U02l8S8O/ovg9g3DWgsmfzMg4L7VqoK5LhgDaLtIJSnzIIMLY3ayPDG+CWN3rHVKqOIMA/GjknWdQ0WQJK075+tLePB3/hp/9a3LLW5Hx85Uce9dFfzR6xeRsMmRlkq5FFubHeV8PPDx27WP66QfNutAMri4VJ6nff+/AOA5KeWplNZDckCwOztoH+cfAGKzjgteNKIkzQKNYSppBuxyycPB3Rubn1dpn4MEHzdVo4LcVi5pg/H+F88CEs3zFuyoZ8AmHcKYnTCuW/Gdal6DvSMmVGzV9V/48QoCH1i1winm6uQftfoivnj2O01b0aQoeQUsLMkWz+aSV8T2DcPYNnki1rkz3bj82MitOP33V5zcNujTTFyxJs/L5vo/KaV8qEvrITlBXSx0Y0v9U6xMiXNBoM2fM0pjjGk6YVI8tHWkLYBG0SvamguBxkVr/871+tG4ISb/AAM2iQdjdvZ0onl10e36h5VMv33ZOLBEFQcAdGTD6appLjgUO9YMeTiwq1GwCJOIqELDwZfPO8k4kmjWo08zccWaPEspF4UQw0KIlVLKG91aFMkPcYNJMIhGaeYwHSNJdFXmKHpF2+f3V7SjuIlEeQ9CdDBm9zZh3/miEC0J4RPjm/DmpffaqsYlr9iyqwZ07vNswyVxBoChlY2Uw19dVjMEtk2e0BYaghMLAfOOXKfNevRpJq64yDbeAnBKCPEygGvqQSnlb6S1KJIdwWrArQYzfhVMbMHYXznNWyKo029H0Svamgv9mr1OdIkM2CQmb4ExuycJixe68d1v/UP78/27g/54vmbIi9RrIgCULa+plEu4dn3BuTqtEuDgxMZHHIsMae/IdapZJ4ODy5CUdwF8cfm537f85wNpLopkw9RMFftfONti8P+99+vwCq0CChVM9u9c3/YzP9W5WtOkP8lE0PKWkQgOMBgfreDwnk1N4/9KuWScCOhqhh9sNmx+hpC1MWCTDmDM7lF0cSWIPzEGzIUJFd/88Txq4vzg1hEc2LVRG+ue2rsFpyZ24GpEqzrdxMYoqMKHGoRiG95lYmqmqj1GlGsAGWxcKs/fkFK+4H9ACHFfSushXcZfaQbaA9mSBFatEPjQ969Cda6GohDN4L1/53ocuW+z0QcVQFOzNlertzQexqUoBL5w/+aWjvSiEPih4SH83XevRT6+v5IRxaLIVV9nakK8dcjD92oL2mafTsZ4E4KUY7YQ4lMAfhNAEcDvSiknkzr2oKO+82GN1f6E2VStVrE6DhVNPDPFuiRdP1xQzk9AvObqMEcN+jQTF4QM6aAVQnxVSvljYY91g7GxMTk9PR3+ROJE1Ca+YPJb8oo4vKfRdNdJQ0pUHto60uZ0YUrMVXf1F89+x7i1KAA8uXeLdruu0yR23cRx7bpU8dz0szcn74n9niSfCCHOSCnHuvA+qcXs5YbE/wzgJ9Hwj/4KgAeklN/QPZ8xOx5TM1Xsf/GssbnYLw/TxfGSV4wdj6PEH2VVmvWgqygWd7om+KjHCEJv6P7FFLeNlWchxE8B+O8BVIQQ/973o+9Hw/6I9DBTM9VQm6MgwWcGJwi66tY6oSCgtYgzfYpFKfHE+CYc/9p3jMe8rVzq2KLIFDzDGlDYnEKSoksx+8cB/J2U8u+X3/OPAfw0AG3yTOJx5NU3jIlzUNKl4pM/iV3lFQBI1OpLkd877jjsLInSUxO1CT4sMbZVsgGO6u5XbLKNd9HwC90N4Izv8X8EsC/NRZF0UV/2JEaU+gNOMcJo2bjEceCYmqlat0DVCF4dLkHZFjzDGlDYnEISpBsxuwLgHd/fvw3g4/4nCCEeBvAwAIyMjCT0tr1H0Nfebx0XllDZ4o5pN+z6ws1EOe4AKuW1PPr519rWHUwYbXK9IGlfG6IUHKI4argMTTEVXg69ch7v15esryW9izF5llKeBXBWCPFHUsrsR8GRxIhjG2fCPwgk7cQ5Lv7mGh3joxWjjZMKqLbqg61qrarytoslKxMkCboUs3Xtui1ffCnl0wCeBhqyjZTWkWt0sou5Wh2/cnQWxaJoPm5KqGxuPrr4kERMFwK4964Kjn7lnbZ173/hbHONj0+dM3pLB/EKAkfu2wwgmrTPK4qWQVLWdQORCg5RHDVcdiRNNzq6Gxj69/cPoQ2DTJz7jyRt4+78gVJk+Ue3sTWzlEseAHtADas+hG0D2hpQ2JxCkiblmP1tAP7Zxh9Bo+JNfJhkF0sAlgKP6xIqXTxSjXJBi00gmZguJXDszLe1664vyWYR4tmQxFlNIzQVCmzxWADN16nnv7vsFmJcN9orubZiR5RhKi4Sj6gNk3mzbSXxcHHbIH1Gkt3RupGuWbCyKHDDYXJfECEagdYWUHXm/f4LHo31yQDxFQAfFUKsA1AF8C8A/Gy2S8ofUROk4PP98ag6V2tpiNZVq5OK6TaN9LtzNRx59Y1QqYZp/LVtai2gb9hTn8/0GvU6Py5SC9eihUtsNxVebllRsM5IIL2Ni88z6TNcvER7jdW3rGhs9UXkyny96fU8PlrBqYkdeHPyHpya2BG6Laced/V8JqTXkVIuAPglAK8C+CaA56WU57NdVf6ImiDpnq/iUaVcMjZrK7oR028rl5xuCkz2nApTvNy+Ydjo32yaKeAVRVuctUktouIS203e0Ad36/2xeV3oD2xuG6/AYssrpdydyopI6gSrGv3A3HwdD24dcdbi+QlumwYbfUwpubrgRdkGJCQtuhWzpZR/BuDPkjhWv7J/53qt1VwBaNE8A+EJlW0IirrpTzume4VGkupy/LAEWxcvt28YxrEzVav3MtDqKLJmyMOBXRvb4mxUN42oa9XFdlslm9eF/sQm2/h3y//dA+AHATyz/PcH0Bj/SnqU4GCULIk6LtbEbeVSaMXDhjoXukYfXTaiqz4wKJKMYczuEmH2ZbphJwINzfP3r1wBIRo3/C4JlU2SoRvuEddCzjbESmmeg0muab1hBONlmDRO9xodUzNVFAzOHnHlEp3Edl4X+hejbENK+RdSyr8AMCql3CulfGX5z88C+O+6t0SSJCqwqpGtWVLyirjnYx9O5Fjf/V7NqeISVkW2+asWheDIVpJbGLO7QzCGqippcEz0+GgFM5+7G0/t3YKSV2zG27laHe/Xl/Dk8njrsDhik2To5AhBGUFRhMvZyiUPD24dsUo/qnM1HDtTxb13VZqN1kF0MgoXkqgWq8KHLnGmXIIkjUvD4LAQ4od8pvjrAAynuyySFkna1FXKJVy+dj2WEb/acvvsn5wLf7IDrkv4b394Lb568arRpsgWrJek5OQ/0gswZqdI1IFKpucffPm805a+esw0hEoXs/wVT5dK9PWFJYzdsRZjd6xtrklXwa3VF3HywiXMHri7bbqgSUbhQhJN14deOa8tfBQEmpNwt02eiC2h4BRB4selYXAfgC8LIb4shPgygJMAHkl1VSQ1kpBqCABPLVdNDu/5mLaRI4yhlSsw/fZlXLvR3elUf/2ty7j3rkqzQ7soRPPCNzVTtQZrdkmTHoExO0WiVklNj8/V6qHVa8X4aKXNVUIRFpdUJdpWgfYn/6ppeslgP+q34Jw9cDce2jqCohC4Ml/Ho8+fxeNT5oLI1ExV2xSYRNO1Sf6nrKJddgts6+7k9aT/cPF5/n+EEB8FsGH5oQtSyutJvLkQ4lMAfhNAEcDvSiknkzguMZOEpZEKqeouvjzk4f36YqQKdHWuFuoXmgZLAL549js4uHuj1s5INyQAuNkwQ0jeSTNmDzKq8miSu5mSWNeYq2tctjXVAe4JpjqmrQIdXGPZ0I9SHrop2QgOTFmUEs+cvog3L72Ht/6h1lKlDb5/da6GfUdnMf325aa1XVqV3ai7BUm/nvQfrj7PdwG4c/n5m4UQkFL+YSdvLIQoAvhfAfwkGsb7XxFCvCyl/EYnxyV2TJ6UAhLzEZJf/2jWK/N1lLwihrxCpGNkpbmeq9WNwfDkhUs48pnN2rG6DJKkh0g8Zg8yYdIHWxKri7kmVAKr8ypWeuOTFy7FSjDD5B/ByrRp7pX/8edef0f7HL//f3Wuhv0vnMWClG3HlACeOX0RY3esjdVc57/BMDU8lktex5rqJB08SH8QmjwLIf5vAD8MYBaA+vZLAJ0G4h8H8Hc+Xd4fA/hpAEyeU8RkvfOrL30t0nF0vqNrhjzUl6Sx4S5PmCpB787V2CFNepoUY/bAYusVqYQksbqYO39jQVvVFbiZEJpu7oODRKIwPloxJs9BffNVzYCP4OOuk2XDxmwffPl8rMQ57KbEKwgc3L3RaLHnKsXjICwSxKXyPAbgn0qZ+PzlCgD/beu3AXw8+CQhxMMAHgaAkZGRhJeQL9JsSAg7timgRuHKfD0x67k0sVkyMRiSPiCtmD2wmCqMAnBKZoM35FMz1ZbdO4UErDaiSVQ6KxYZiX/0d1jCmKTeNziJz+VaaLqhMY0H1+24ukrxTDu2lPINLi4Ng19HwzM0aXTdC23BXkr5tJRyTEo5Njzcvw3jaTYkdLPZ4cp83WgHlybKlskFU0YhAAZD0g+kFbMHFpueOQ7joxVjHKouO10k+X5+tm8YNsZK/7XB1sSnrilp4Hq9Mt1IKFckvw2gaQpgFMlLJ68n/YdL5fmDAL4hhPgbAM2mkwSmVX0bwO2+v38EwLsdHrNnSbMhwXTsR58/C6ARGJKsGCdV7vKKAkc+szm0Kr7G18BSNBjkuyABBkPSD6QVsweWNCqPtphrimFXrl3HuonjsXcmp2aqOHamao3R6rqjKuq6CrBuqEkn+GO467UwqpRCJ8czVbhNj/P6QBQuyfPBlN77KwA+uuxBWgXwLwD8bErvlXvS3KYzHWNRymb14MCujW2T9YoFge+7ZQWu1uq4teTh2o2FruqZ64sSh145b91mBBrVbnURips4AzBaQRHSYxzMegH9hF+DrG7Ow3TOLsd87/2FyK9TDdnB8dWuuPr8V+dqTQmHTpYS5bo05BWsvTBeUeDAro2hxw4+3ukNja4p87GXzmH67cvWUeGEAG5WdX+RxhtLKReEEL8E4FU0rOp+X0p5Po336gXSbEiwWSW5VBkUQVP8bnBlvo4DuzY6d6vHxTXo0iif5J20YvYgEkywFqVsxopOvvdHXn0jtIkuDLV7uO/orDUW+WNWlHe0JY22a4rqKakYKrnlIQ9SNhoPdet2vRaamt9dfy+mCvdzr7+jHQ5DWzriR4T1lAgh/hE3d+JXAvAAXJNSfn/Ka2tjbGxMTk9Pd/ttu4Kuc7jkFRPRVYV1JQugbXKeLUn0/6wU0Z4uDk/t3QIAePR5/ehVE64SDtfJWGn+jkj/I4Q4I6Uc68L7MGYnxLbJE9pErlIudeR6sW7ieOJWnbpY5OJIEcaaIQ8zn7u75bGw40Y5Py5+1gKN6bBB72hXGYaOqL8D3XWS9D+muO1Sef6+wIHG0bCZIwnS6V00YA8ct6woGANd8I5et521/8WzOPjy+aaEQ4jG1TnOaO6oqOElUSUZrs9/3/Ez0Cif9AKM2cmRlpwuiWFVQWr1RRx6pXXk9/yNhY537K7M13HnxPGWSnKckeFBpmaqLX76wE0/6x8buRV/9a3LzeRWot07OlgVN8kw/M/xY/odmIoudGIiflyHpDSRUk4JISbSWMyg4w9KKhH2b8kB5uTaVb8VRCdX0CWJ9UXZlGv4ZRvdUEDX6ostU6zSOL5LAkyjfNKLMGbHJ0k5XVC64BVEi3TDKwqsXrmiKWfYvmG4ORDFtefE3//hkpyXvIJzAUSXjMZNNKdmqm09NopafRGn//5K6LUlGLdNxY1Hjs42dy39NwAmzfS9d1ViT3Ikg4PLkJQ9vr8W0PAQpX9oimgrvy+cBQSawSYYyA6+fN5Zv6Wo+JJyNWo7jYpIL+CSANMon/QCjNnJkZTLRjCmX5mvwysKlEueUfvrf+2RV9/AXK3eTFY7cRVSlEseri9E2zlUCSvQ2BHUrcHl/Bx65bz1RsD1s/njti2Gq+PpbgB0BamxO9ayt4VYcak87/L9/wKAt9CYBEhSQlv51TSX+AOZqYnPFoTenavh0Cvn8d77C83j92riHFZBEYB1spdLAkyjfNIj9F3MzqpRNwk5nXq9bjdv9S0rMHvgbsOrzA2LQVlDHOI2fr87V7O6dhQEsO/oLI68+obxXIXZorreHPjjtmvhx1+xNtnP0ZaOhOGief75biyE3CSKDEAFMhO2ICQRHsR6hVp9yTg50N+8Ymr6c0mAk7qQEpIm/Razo2pZk8aUSEVJ6KNKvtSxdclgrb7YljgLoCvN20AjSbVdo67daP89Aa1x04brzUEwbuuKGyaSktrRfWlwcZFtfATAbwHYhkZu8pcAfllK+e2U1zawRJFOhAWyrT+0pqXRolusLApIwLo1V/KKWOUVtAm8GrEapbIi0T56OxhgO02AWZEgeaffYnbWjbq6BAmAU0KvXmuKYwUhMDVTjeyQoRvrvXJFERLCKXk0FRrCUPHUlNgHUU2M79eXWs6VbV1Kcxy8OQhz2/DH9rC1JSG1y/qmjmSLy3ju/wvAywBuA1AB8MryYyQldGNRvYKAV2wdqqoCmSkQrBny8NY/JCfDiDJE5Nc/sxmrV5rvzRoTpaQ2cS55RXzh/s2xbIGUv6hthOr4aAWnJna0jXAlpE/oq5idZaOublT0/hfOYt/zs8aEXvdaE4tSYv8LZ1tGT7sOMglytVZvGSFtwyVxrpRLeGjriDaeRpGqXZmvO30eryDw5N4tOHnhUtvzJYC3/qEWGrdVbH9q75a2a6giKamd7aaO9D8umudhKaU/8P6BEOKRtBZEzNXR4GPbNww377J1FdcDuzZiX8ho6yicmtiBLYdes2rlBIAHt45gfLRifW+/ztpPueTh4O6bnsvlkhdJm9ep/yohfUBfxexuN+r6K80FjezNNtxETeYzvVZHfUnisZe+1ox5cW8KbiuXWnbG7pw4Hus4fp49fRG3lUt4cu+WtmS1IIAO57w0KXkFHN7zMYyPVoz2d1H6cYJV6KQmQ/qh+9Jg45I8/1chxEMAnlv++wMA/iG9JRHALA/wW9Ptf+FsM5D7Y5g/QLhsYfktkoLHUpRLHqZmqrh2wzxStigEHvj47Th54RLWTRw3XjyKQhgvQKtvWdHyuQ/u3tjyOW2weY8QAH0Ws7vZqKtr0IuCwM0kL8pra/WlpnzDRbZX8oqh52PNkBe7p8X/OUwOFS6Jc8kr4pYVhdACyI0FGWp/VxRh9fRWdNav/h6hThNoui8NNi6yjV8AcD+A/wLgOwA+s/wYyZCDL583Vm79W1omCciaIa+5FXfkM5sxe+BuPLl3C1Z57f8kvILAwd0bGyNlQ+yFnjl9sbnFabIxsl1UqnO1li3M8dEKjty3uSkZMYVPk0SDkAGkr2L2+GilRY6Q1Hd9aqaKbZMnsG7iOLZNnmgmWHGHisTVEStUUrd/53qr7EJ9/rDzcWDXxjapnwu6zxGUI9iqq8F1Hdy9EV7Bvg7/NcF0fYhrzaeT3jz20rmW64x6XvDfgw3dtZUFnMHBWnkWQhQB3Cul3N2l9RBHTHfywcddJCBHXn0D029fxtG/eUebkP/4ujWhMgwXVDOIzXsaAPa/eLZl7aYKQl66m/O4JjKY9GvMTrpR19TsFTdxTsJ3WSWkNukCgLYpfybCpgAqgsNZTFVvf8Jsep6SzfmHfN1a8hDmAeKvKlcsx46DS8NpnOY/ui8NNkKGfOGFEF+WUn6iO8uxMzY2Jqenp7NeRi6w6dneCmm003Vzd1o1ccUUGHXP6wXtsqkzPqjdJkQIcUZKOdaF92HMDmHb5IlIo5mV+49u0l/JK+Lwnk3ODhQm/DFv9POvaSUXa4Y8zHzO7Autw/RZ1XsGE76P/upx6BzvSl4B3/y1nwJgtvw8vGcTAMS6EfEP7Qq+3isIfGDVCszN2wfK6Fg3cVx7bRNAsynddI565TpE0sMUt100z6eEEL8N4CiAa+pBKeVXE1wfiYhJz9ZwsWgnrAmm67Z5hQAAIABJREFUW+PH3p2rOSXQ/sabPN/Rm7Z552p12haRrBjomO2yE2SSHaghJLqk0GX3yzTu2bSrpxBAM3Gcmqniqia2e0WBA7s2up0EHybNuE7qMTVT1SbOAFqmEdqqrtsmT8Sq4Ktq7+E9m5o3I/7R5P6x41Fiq4s2mc1/JCouleeTmoellLLrt2N5rWJkwdRMFftfPKvVIPurCVMzVXz2T841jeuzRq0tamVCVcaT7JZOAlNVQ8HKBVF0sfI8sDHbVhH1xwxbpVH5GMe5cfcPN/E7PGzfMIxnTl+0vlbtGJocjfyV36i4SstsVWr/Gm106vIRjJmdVoVd/k2w8kxMxK48Sym3p7MkEpVgANz7zxrOFkGrOnVnPv32ZRz9yjvWJr9uc+16w63j8J5N2Pf8LFxlgsHPBuSjohvWGc/KBek2gxyzXQeq6G7gvYLA/I0F7Ds6a7RnC0NXga7O1XDsTNVqu+nX85qeU+tgeqCrZtwWr1zdLjrVfwfX0GlV2EWb3E1HF9IfuEwY/BXNw1cBnJFSJmci3MN0o2FM19Bw7EzVqLWr1RdDG/PSZM2QhwO7NuLQK+db5CVKznB4zyY8ef+W0GYWHd2cLhZGWBWdtkWk2wxyzHZNtIIJVafSAD+mBH6VV4BXFG3FDK8gMk3SwiR9igc+frvT8Tq95gRjZhKWcGE3D2z+I1FxsaobA/CLaEyqqgB4GMAnAPyOEOJfp7e03sDVBsf1WCarHFtFxabfcyGqf6YLB3Y1muWGNFMG/cnvth9eG+v4nTTmJImy0dJpzVm5IBkxsDHblFDpHvdPGl19y4q2pDbutDhTPJ6br+PIZza3xIpyycOR+za36KlN0Xj1Sv3EvE4IXr9M14xtP7wWT4xvcjqmqe/GBV3M7JYlHCfPkii4NAz+AIAfk1K+BwBCiAMAXgTwzwGcAfDr6S0v/7huE4YRZpVjq6iUOzTDXwpJslWDX5SJUmHTstTjz/6r/waPT51rVskFAOH4PlsOvda0V8qySqCqGrSsIzlhYGN23O33JBvGbJVSWwVUDb4yhb6w/qQ4mBqelbtInDgWd5mmfpYkqsKMzSRpXJLnEQA3fH+vA7hDSlkTQlxPZ1m9Q1JBNywJtwXky9fi/xpURcZmZeRvmHh86hyePX3R2iTnrzy4bLk9Mb6pWdUIa1jxo7SBedFBJ+1FS0hMBjZmx020kpwWp0vg1cS+bZMnjOsxDb5SzPumEHaKv7FRx5KUTRu3qFwNmSaoQw33MtFJbI3j4UxIGC6yjT8CcFoIcWC5gnEKwHNCiNUAvpHq6nqAKNuENsKScN3WFQBcuXa9o0aSoZUF7N+53jiJSgX8qZkqpmaqOHamGmprd8/HPtz8/6hbbnEb7OJusRLShwx0zI6z/Z6kNMA/ERGAtplbJ+sLG2ENIJEY55dqmOikVyPOaw/ujm7B54qtMEVIXEKTZynlrwH4VwDm0Gg6+UUp5eellNeklA+mvcC8k1TQDUvCx0cruPeuSpsebr6DxBkA/va71xojsANaPD/VuRoeOTqLX3l+1sle7pnTF3HnxHGMfv41AIg0WreToE1nC0IYs+OQ9AhwlcBXyqXQUddRCMa4qCOlAbNUQ2G7frm83/YNw6FrCJJmBZgeziQNXGQbkFKeQUMrRwIk1aXrotX74tnvpDbMxL8tZpJOuOqdFVfm63jk6Cwe2jri7JWptZAqCkDCuqUJAAUhEtvWJKSXYcyOThqyqyiJm2nwlR9/cUEnR9h3dBaPHJ21+uHbksY1Qx6kBPYdncWRV99omRcQdE5SRZVDr5xvNogDwMkLl6yfIUjcsduuJCnJIUThItsgFpJqRAirfEzNVJ229TplaqaauJOFqkS7VEZ05+HIZzbjyH2bm4+tGfLgFdplJotSOjmdxKnWEEJIVKLI+g7s2miUzwHtxRRdBdlFHmJakxDAe9cXMFertzhHPT51Do+9dM6Y2F+Zr7e8V9SKbtqORN1y6yCDhVPlmehJuhHBVvmIss1X8gq4966POPk8f/RDq5tjsJXXaVrozo/p5sP0czW4YGqmikefP9v2+cKcTtg8QgjpFlHcP4K7mOXlKrDJUSgsSTXFQpM3vZTQ2vW5XEdcmtt1PLR1JPW4Sw9nkgZMnjsgKZs6ILyCHeVu/v36Ep4Y34RnQ8bBrigIfPvK+83P0I3Ktv/8hCWyYT/fZxiwYjtXSf7OCCHJkgdLsSTXEDVxc5WOTM1UrQNNFLokVh1fV3zQ4TovwN/crrthuPeuCk5euJTJ75ZOSCRpmDx3QJiezTUIu1RDo9zNy+Vj3moZB1vyirhlRaErCXMQdX7CEtlO7PvC3tv1cUJId8jDrpDrGqIk2LqdNDUCPE4CqdboktSaBmDZig+6Y7i8l7+5HWCll/Q3TJ47wJa8RbkQuFRDt28YDvVXDh7TNDhQoOGAkXTwdEUF2bBE1sW+L+pABDaPEJJP8rArZFrDoVfOt8gp3nt/odnA7JrkJ3VzEOaW4ccWt10KMqpifOxMNZJDByu9pN9hw2AH2BoRonhLhiWJLoNJdK+dMzR4qOO4JIwlr4gv3L8Z5VK8kavB/N0fZMOaaVzs+6LaS7F5hJB8YoqDymu+Gw2+pjVcma83R1hfma+3Of+42M8l5TccZZesuOxApEMXC72CwJohrxlPldSiVl9sVrEr5RK2/fDa5t+LQuDeu3ovWWbjOOkEJs8dYEveosgDTEliecjDlkOv4ZmIibM6pi05fvT5s9i+YVg7eMXP4T2NyX9xGgkFgCf3bjEmt2GJrEuiG3UgQtJ+roQMCkKI+4QQ54UQS0KIsaSPb3SBAJqJq81FIs01uGBLam0uRi7JsD/RKxi2FHWP2hyItM5G923GzOfuxpuT92D/zvU4dubmuhelRMkrYvuGYXz14tVmVXtRShw7U+2p5NM/KKYb/65I/5GJbEMIcR+AgwD+CYAfl1JOZ7GOJDBtT0WRB5i6n6/O1xFnBIo/wXzEIM1QAe/euyrGbupKuYTx0Qq2TZ5o68J24bbl19u0gIBZG5eWdo5bioTE4usA9gD4P9M4uGmstWnISBrfYVMsdkEX23X+yC6vCx7DvyZdrFbyCl0st52vMIcnXaXc9T3iNF52q2E0DxIh0ttkpXlONQjngagWRdNvX26TZsRJnIPm+AdfPm9sClSB8IGP396maVNrjev77CqFCEtkmegSkg+klN8EAGFqpugQ3c1yJ9XapNZwbdn72IYu3gWTXtfXBTFpnItCYEnKliTzGYPDUpwYbjrHJh21//lx9N221wD6IkrcZJuN46RTMkme0w7CWaO+0EontiildeIT0JjK1GlLXqVcapvk9+nNHzYGVKC1Ah20EVIJvSu6YO4nDzZUhJB0EUI8DOBhABgZGYn02uDNsmnaaZoNvsE16JJgryiweuUKowcz4NbY5yIZMyV0S1Lizcl7Wh4zNXebXDdsmG5eTO/h/53EqezamjXfry+1JdXTb19uKfpEacBk4zjplNy7bXQSiDsl7rZTcItNVRdsd8pJ3PEGjzE1U8WxM+Earlp9Ec+cvoiHto7gifFNTluNOnTB3L+WrG2oCCF2hBB/DuAHNT/6rJTyT12OIaV8GsDTADA2NtZRTSCOo07SxJWPhcV0JYsLI0qiZ6oKx3FLsvk1B3cqvYLA/I0FrJs4HnvHwNasGSSKfCTKZ2PjOHElteQ5iSAMJBuIoxA32QvrqDYd09XHWacBVASDaRRLI6AxRvvo31wEhIitcTZBjRkh+UdK+cms1+AnL57BceRjtpgeJVGLkuhVLNVildi6nj//ua/O1VAUArX6Ik5euNSyU6km06oktzpXM16nbNeIKLMMADf5iIm8/LsivUtqyXPegnBU4iZ7Ni2V7Zi6AFksCCwtSUg0gt8DH78dY3esxa8cnW3TQ3tF0RZM41Sz60uAOT1vUC55uL6wFOmunRozQkgcerXvwdR8WC55OLh7o/NnipLomd5TJZq2IpBtpzVY9PFL/XQJr0R7oSfsGmG6STAN83KRj9jo1X9XJB/kXraRFTbPUdsdvG2LzZZABgOkMuJXYURpk8fuWIuf3TrS0ly4emUR/+Zn2rVzUe/kXRAADu7e2LJWl7t2aswI6W2EED8D4LcADAM4LoSYlVLuzHhZmREm60uyuqnTYW+bPNF23OB76kZ4B4e+3FYuYfuGYaN+2FT0CZs9INGohLt+dtP5AuAsH8lCesFensFEyAQnxzm/aWsQngPgFITHxsbk9HR3XO1MjSp+Sl6xreFD11yinqe2v4LoGv1M779myGtpngBu3uEHmxJNjS4rCgK1enQvDwHgwWVdtDq+a9CwnRcGGjIICCHOSCkT90fOM92M2VHpJOnJMp5Fee91E8edGtFNMguV/MbJEnTXtbiYfldZJ668rvU/pridldvGnwD4kyze2xUXv0+djCOs2uCqXYvSPKECm87ax+/4sWa5mh0ncVZbjcDNxN4fcMM04dSYEULyQqcNzFn2cER5b9fdR1NyHGYZaCLpCrBJYpG19IK9PINLX8s2OrkrDSZ7tuCie23cBFKtOe5+gM7aRzl+AGgbK6vDKwh8YNUKzM3XW7bOgp7RUYcXZB3oCCEE6DzpybKHI8p7dzL0BUAz/rsMr1GE2bL2E+zlGVz6NnlOwhrNn+xF8Ru1Je26BFI939alDNibJ/yYrH1cAmhRCBy5b3OoFMVE0hprQghJmrg9LYoseziivHeUoS+mBj/dMYIaafX8QZMrsJdncOnb5Dnp7RRXu6CoSXvw+WF380C79CNJlqSMZfaviGPGTwgh3cQmRZAIj9tJ+gRH3SGN+t4uQ19UA15wUJat6DN2x9qBl+HRL3pw6dvkOentFFfNbtSk3SUxFQBOTezQTi7UVQtcqtMmdHfMUc7ZopSYmqlqpSiDHGQJIfkhbk+LwuSBrPz84zYeuuyQRpH/mRJhoFWGt8orYOyOtc1mcBcow2MvzyDTt8lzGtspLsEiatLukpjeVi4ZJxfqqgVAvOp0sSBw7fpC27Zl1IYRf/DnZEFCSN7opKcleIwsGg9t1yLXmHt94Wbj+JX5eqpxuZ8LKLyJGEwKWS8gLfbvXN9sklN0YzvFlJxHfVyh1mwKsicvXMKpiR14c/IenJrY0fwiH96zCZVyCQJmKYX/0dUriygAmKvVW7Ytp2aq2nNpw1+BCZu4SAghWTA+WmnGzkrM+GyKb4deOe+0BpeiivJ0XjdxHNsmT2BqphprTf6Ya3rOI0dnje8RdR3+1z320jlUl29S/NcWQnqVvk2egwlkpVxqNjPEDQIuRE3adc9XSa1/zbYGF91n8F8YvnD/ZniF1gTaKwg8uXcL3pq8B29N3oPy0Mo2Jw5/BeTeuyrNJLwoBB7aOoKn9m4xnge1XnYjE0LyTtxii81S1OW6ElZUiZN4mnYJ/Y/b4q/uPTpJgFlAIf1I38o2ALOzRRoyAv+2VHnIwy0rCrhaq4duUblqpmzSieBnePB3/hqnvnW5+fOPfmh1a5kZaPu7Lcmdmqni2Jlqc1KVf9phJUQeUx7ytO4f7EYmhOSFuNpVW1x2aU4PaziLI+swja3270CGSfGC72GrVB959Q3ruWIBhfQjfVt5NpHGXXDwrvzKfB3XF5bw5N4tTSmF7bUuATtMOqE+w0/+xpdbEmcA+NvvXkN9sTWY1hdly2e2VUBM5+zR58827fX8qOA/NVPFe+8vtB3TKwp2IxNCcoV/ty4sbitsccwlObTtkNqOYTu2LnFWj6tKsYsU790Ilep9R2dxp2En13RtkUDiO7+EdIuBSp6nZqrGu+1O7oLjJuS6rbB9R2fx+NS5tuf6g6yJ6lwNf/vda87r9n9m27al6dyoIC2hl5ocefUN7VCW1StXsMGCEJI4aUrydIyPVlAuedqfue6u2ZL2OL0ytmuEklq4XE/87xH2WYKTZv3n3ZaoU/9MepWBSZ5VomqiExlB3G0pXdItATx7+qI2mKggawp4UT2W/Z/ZVgFxOTdy+TX+4G/6/Fdj2ugRQoiJrBrTDu7emFpzehwtti1ZDdrpnZrYgaf2bgl9jyhN48HCUbBnJuz5hPQCfa159mPzU+400EW1xfNPFNQhATz6/FnsOzqrlXKYdHJRremuXV9oViFs8hHXEa/BZJnTlwgh3SLpwViupOn1G8XTWflNL0qJcskzxutgnHZ5j6CvdRiqV8Zlcq5uTYTknYFJnm1fTr8LR5wAGGXKkOuoayWJ0DU0moKdLbB99EOr8V/fu9HSvDdXa3h7Tr99uWXUavA9g+9XMDSkBJNiTl8ihHSLLBvTkvT61V2HTk3sMD436P8PwDokyzTGO2z96jku17DykOc0Ode2JkLyzMAkz6YqaKVc6niYR5TKQ5RR1wpd9cQU7HRB7aMfWo0v/consG3yRJvzRa2+iOdef6ctGQ6+p//9TONdg0kxpy8RQrpFr+106ZJkINrQlajXEwF7k6MLwSq0bsqtlHBeFwsqpBcZmORZVwUVALZvGAbQ+Zafa+UhbhUk7HW60d2VQLIa1vjn+p5RkmJOXyKEdINe2ukyFWtWeYVI16Go1xOJZCYIBospwWvBvqOzTscJXqMI6RUGJnkeH61g+u3LePb0xeZdsgSafsXd2vIL89c0eXTaqiem0d3BoBR1zLbtPZkUE0LyRC/tdJmKNa46ZYXJR9+EzV0jLrprQZg2uuQVWyz5COk1BsZtAwBOXrjUpr1Sd/Vxx2dHZf/O9W2+yIpKuYQv3L85cne1q1We7b1NXs2EENIrxPFqzoKoRZngdWhqporRz78WKXHuZky3uXMUhcC9d7H4QnqbgUqebdXluONZozI+WjE2T7w7Vws1zTe9zuVx23srqznX9ySEEBIPU1GmXPJCr0Nqp9GWOBeFwENbRzKL6UEfaX9xRk2oDY7/7qY/NyGdMjCyDcDeUNLNLb9yydN2Q6uJS7buah1RGmVM47SVRzMhhJB0MemzD+7eCMB+HXJpElyUEk+Mb0pn8Y4oOce2yRNt1xy/jruTZn1CsmKgkuewhpKkdbymbuprN9pHViviBI4ojTK91FRDCCGAPpb2cmIVVqyJs9Pox2VgVrfOadjOaFb+3IR0wkAlz2lVl6NYDq3yCqgv2l0vdYHDFuiiul+kcQ4IISQN+rUyGbdY49L4bXJQUnTznIbtjGbpz502/XbTR24yUMkzkE51WReEblmhtxxy9b70Bw6XQBflc9EpgxDSK7Ay2YrLxNcwV41untOw3c5e8+d2pV9v+kiDgWoYTANTELJNeHLBHzhc3TQIIaTf6KQy2Y+NaLZmPMBNhtfNam9YE3y3mvW7Da/b/c3AVZ6TJmqwKZc8XF9YslYNgoGjn7e1CCHERtzKZD9X/sKGlIR9vjSrvab1mNbUr1JCXrf7m4FKntPQH5mC0JohD+/Xl9q2qnTd1Ns3DOPkhUvGdfXrthYhhIQRt8k5rPLXL8laHBleGo3jUzNVHHz5fMuuq+sNSydSwrzqinnd7m8GJnlOqwphCkIHdtkth6K8Jx0yCCGDiq0yaUucTBU+Ffv7sSLtStLV3uD11U+a+vQ87y7wut3f9HXy7A+sBc3Y6yS+1J1YDunWqQti/bqtRQghNoKx8cm9W1rkCrbEyVT5KwqRWLNcXqueLiTZOB7mPZ2WVCHPzaS8bvc3fZs8BwOryboniS91p1tOtguA7eJBCCH9SlhsDEucTJU/U5IX9VqQ56pntwk7d2lJFfKuK6azVf/St8mzyxQmoPv6o2AyPH9jwarLY3AmhAwiYclxWOJkqvwdefWNRLSoea56dhub93SaUgXqiklWZJI8CyGOANgF4AaAbwH4eSnlXJLv4XLn2W39ka5SYeLduVrk4NzLW4iEEOInLDl2SZxMlb8ktKh5r3p2E5P39JohDwd2bUztOkRdMcmKrHyevwTgR6WUHwPwnwE8lvQbmO48i0JovSa7gWs1HGisP0pwVol5da4GiZtV6n7wNSWEDB6mGK4ej+sPHOY7nNT6sqabHte6c/rU3i2Y+dzdqV5jk/pdEhKVTCrPUsrXfH89DeAzSb+H6Y40yy9W2EhVhboARNleNFWpD758ntVoQkjPEVZV7KQhKwktajernlF3FbPQY2el76WumGRBHjTPvwDgqOmHQoiHATwMACMjI84HzWOna1Hj+AEAQgC33VrSrtM1OJuq1HO1etN3k5ppQkiv4BLDs0ycunWNiZMIU49NSLqkljwLIf4cwA9qfvRZKeWfLj/nswAWADxrOo6U8mkATwPA2NiY3jLDQN7uSE2OH1ICpyZ2tD0eJTjbGjb8MIASQnqFvMXwIGHrS6IPJU4iTD02IemSWvIspfyk7edCiJ8D8GkAPyGlIatMiawa6yqGBLdi0ci5XjxMDRs6GEAJISRdkpJO2Ia9bJs8ob1+0YWCkHTJpGFQCPEpAP8LgN1SyvluvneWjXVxG1xc8DdOhMEASggh6RI2HtwVW7w2Xb/SvNYQQrJz2/htAN8H4EtCiFkhxP/RrTdOKqDFIe3O4PHRCk5N7LAm0AyghBCSPiYZnWvjuEKXCPvRXb/oQkFIumTltvEjWbwvkL0WrBsaPpOEo1zycHB3ep6bhBBCGpgaxItCRDqOv/fFlHjrrl9514sT0svkwW2jqwyCFiyPTiOEEDJImBrETY/bUInwtskTfX/9IqQXGLjkeVAmErHqQAgh2RGnQTyMQbl+EZJ3stI8Zwa1YIQQQtImjaY9Xr8IyQcDV3kGolVls7K1I4SQPCGEOAJgF4AbAL4F4OellHPZriq/pCWf464iIdkzkMmzK1mMOCWEkJzyJQCPSSkXhBD/FsBjaFiOEgNMdAnpT5g8W+CIU0IIaSClfM3319MAPpPVWvIEdyd5DsjgweTZQta2doQQklN+AcBR3Q+EEA8DeBgARkZGurmmrsPdSZ4DMpgMXMNgFEz2P7QFIoT0I0KIPxdCfF3z56d9z/ksgAUAz+qOIaV8Wko5JqUcGx4e7tbSIzE1U8W2yRNYN3Ec2yZPxJ4wm+XQrbgk9dkVvXgOCOkUVp4t0BaIEDJISCk/afu5EOLnAHwawE9IGcOwOAckWSnttd3JNKrEvXYOCEkCVp4t0BaIEEIaCCE+hUaD4G4p5XzW64lLkpXSXtudTKNK3GvngJAkYOU5BHZLE0IIAOC3AdwC4EuiMWL6tJTyF7NdUnSSrJT22u5kGlXiXjsHhCQBk2dCCCGhSCl/JOs1JMFthsl/cSqlaXk5p0WSn13Ra+eAkCRg8kwIIWRgSLpS2ku7k2lViXvpHBCSBEyeCSGEDAyDXCmN8tnp3UyIGSbPhBBCBop+rpSGJb0un53ezYTYYfKcE3iXTwghpBOSSno5XZcQO7SqywEq4FXnapC4GfA6Na8nhBAyOCRlRUfvZkLsMHnOAZzQRAghpFOSSnrp3UyIHSbPOYB3+YQQQjolqaR3/871KHnFlsfo3UzITZg85wDe5RNCCOmUpJJeTtclxA4bBnMAJzQRQgjplCRt+PrZkYSQTmHynAMG2XeUEEJIcjDpJSR9mDznBAY8QgghhJD8Q80zIYQQQgghjrDyTAghhOQcDtIiJD8weSaEEEJyDMdlE5IvKNsghBBCcgwHaRGSL1h5JoQQkksoVWjAQVqE5AtWngkhhOQOJVWoztUgcVOqMDVTzXppXYeDtAjJF5kkz0KIXxNCfE0IMSuEeE0IcVsW6yCEEJJPKFW4CcdlE5Ivsqo8H5FSfkxKuQXAFwF8LqN1EEIIySGUKtyE47IJyReZaJ6llN/z/XU1AJnFOgghhOST28olVDWJ8qBKFThIi5D8kJnmWQjxb4QQ7wB4EJbKsxDiYSHEtBBi+tKlS91bICGEkMygVIEQkldSS56FEH8uhPi65s9PA4CU8rNSytsBPAvgl0zHkVI+LaUck1KODQ8Pp7VcQgghOYJSBUJIXklNtiGl/KTjU/8IwHEAB9JaCyGEkN6DUgVCSB7Jym3jo76/7gZwIYt1EEIIIYQQEoWshqRMCiHWA1gC8DaAX8xoHYQQQkjHcKALIYNDVm4b92bxvoQQQkjSqIEuypdaDXQBwASakD6E47kzhJUKQgi5Sa/GRNtAl15YPyEkGkyeM4KVCkIIuUkvx0QOdCFksMjM53nQ4ehZQgi5SS/HRNPglkEd6EJIv8PkOSNYqSCEkJv0ckzkQBdCBgsmzxnBSgUhhNykl2MiB7oQMlhQ85wR+3eub9H3AaxUEEIGl16PiRzoQsjgwOQ5I1SQ7cXOckIISRrGREJIr8DkOUNYqSCEkJswJhJCegFqngkhhBBCCHGEyTMhhBBCCCGOMHkmhBBCCCHEESbPhBBCCCGEOMLkmRBCCCGEEEeYPBNCCCGEEOIIk2dCCCGEEEIcYfJMCCGEEEKII0yeCSGEEEIIcURIKbNegzPi/2fv/aPkKM873+8zPSXRI8eaka1sYIxAdrxSrMhIZi4oUW5OxHGQYxk8gdgKgV0nu2e5e09yEilE94iEa0TCHmajdSCbZPdeNr+cQPAAwhMw3sjZlRLf1UbEkmdkWUa6NgaEG66tWBpsNC2pp+e9f3RXq7r6fd96q7qqq3v6+zlHMNPdU/V0zfTzPvW8z/N9RM4AeNXx5e8E8E8ZmhMH2qKHtuihLXp63ZZrlFIrszCmW6HPTgXaooe2mOkme3rdFq3f7qngOQ4ickQpNZa3HQBtMUFb9NAWPbRlcdNN15S26KEterrJFqC77FmstrBsgxBCCCGEEEcYPBNCCCGEEOLIYg6eH83bgAC0RQ9t0UNb9NCWxU03XVPaooe26OkmW4DusmdR2rJoa54JIYQQQghJm8WceSaEEEIIISRVGDwTQgghhBDiyKILnkXkYyJyQkQWRGQs8Pi1IlIWkZn6v/8rL1vqz90rIt8QkVMisjVrW0KrI3cUAAAgAElEQVTn3iMipcC1+HAnz1+34UP19/4NEdnd6fOHbHlFRI7Xr8WRDp/7T0XkOyLy1cBjK0Tkb0Xk6/X/j+RoSy5/KyJytYgcFJEX65+hX6s/3vFrY7El98/RYoA+28mu3P/W6LMb56bP1tvSXz5bKbWo/gH4EQBrAPwdgLHA49cC+GqX2PI+AMcALAWwGsBLAAodtGsPgN/I8XdUqL/ndwNYUr8W78vRnlcAvDOnc/8kgA8E/zYB/C6A3fWvdwP49znaksvfCoArAXyg/vUPAPh/65+bjl8biy25fo4Wyz/6bCe76LOb7aHPNttCn90Bn73oMs9KqReVUqfytgOw2vJRAJ9RSl1USr0M4BsAbuisdblyA4BvKKW+qZS6BOAzqF2TvkMp9UUAZ0MPfxTAp+tffxrAeI625IJS6g2l1JfrX38fwIsARpHDtbHYQlKAPrsnoM+uQ5+tp9989qILniNYLSLTIvL3IvK/5mjHKIDXAt9/C51fjH9FRL5S3/bpyBZTgG54/0EUgC+IyFERuTtHO3z+mVLqDaDmBAD8YM725Pm3AhG5FsBGAC8g52sTsgXI+dr0AfTZl6HPvgx9th36bL0tQErXpieDZxH5byLyVc0/253wGwBWKaU2Avh1AH8lIm/PyRbRPJaqZmCEXf8ZwHsAbEDtunwqzXO7mKd5LE/NxM1KqQ8A+BkAvywiP5mjLd1Grn8rIvI2APsA7FBKfa+T53awJe/PUc9An922XXn/rdFn9w702WZbUrs2g6lY2GGUUh9M8DMXAVysf31URF4C8M8BtNVskMQW1O7arw58/y4Ar7djRxhXu0TkvwD4XJrndiDz9x8HpdTr9f9/R0Q+i9oW5RfzsgfAt0XkSqXUGyJyJYDv5GWIUurb/ted/lsREQ81x/e4UuqZ+sO5XBudLXlem16DPjsa+mx36LPN0GebbUnz2vRk5jkJIrJSRAr1r98N4L0AvpmTOc8C+HkRWSoiq+u2/GOnTl7/A/b5WQBfNb02I74E4L0islpElgD4edSuSccRkWUi8gP+1wBuRuevR5hnAXyi/vUnAPx1Xobk9bciIgLgTwC8qJT6vcBTHb82Jlu64HO0qKHPvkwX/K3RZ9uhz+43n51112On/9UvyLdQy1h8G8D++uO3AziBWpfwlwHckpct9ed+C7Xu5VMAfqbD1+gvARwH8BXU/rCvzOH39GHUOmBfAvBbOf69vLv+N3Gs/vfRUVsAPIHa9lGl/rfyrwG8A8B/B/D1+v9X5GhLLn8rAH4CtW3hrwCYqf/7cB7XxmJL7p+jxfCPPtvJrtz/1uizG+enz9bb0lc+m+O5CSGEEEIIcaRvyjYIIYQQQghpFwbPhBBCCCGEOMLgmRBCCCGEEEcYPBNCCCGEEOIIg2dCCCGEEEIcYfBMiCMicq2IfLX+9ZiI/Mc2jrVCRP5WRL5e/z9HOxNCSIrQZ5OsYPBMSAKUUkeUUr/axiF2A/jvSqn3oqZ9uTsdywghhIShzyZpwuCZdA31LMFJEfljEfmqiDwuIh8UkUP1u/0b6q97m4j8mYgcF5GviMjtIvK/i8jvBo71iyLyB/Wvp0TkqIicEJG7A6+5WUT+QUS+LCJPicjbNDZdLyLHROQfAPxy4PGfEpHP1b/eIyKfFpEviMgrInKbiPxu3b6/qY8JDfNRAJ+uf/1pAOMpXEJCCOkY9NmkX2HwTLqNHwbw+wDeD2AtgF9AbVrQbwD4zfpr/k8Abyql1iul3g/gAICnAdwWOM52AJP1r/+VUup6AGMAflVE3iEi7wRwH4APKqU+AOAIgF/X2PNnAH5VKfVjEXa/B8A21BzsYwAOKqXWAyjXHw/zz5RSbwBA/f8/GHF8QgjpRuizSd8xmLcBhIR4WSl1HABE5ARq22RKRI4DuLb+mg8C+Hn/B5RS5+qv/6aIbEJtDOgaAIfqL/lVEfnZ+tdXA3gvgHcCeB+AQyICAEsA/EPQEBFZDmBYKfX39Yf+EsDPGOz+r0qpSt3OAoC/qT8etJsQQhYb9Nmk72DwTLqNi4GvFwLfL+Dy36ugNrc+zCSAjwM4CeCzdQf+U6g57h9TSs2JyN8BuKJ+jL9VSt1hscV0HqPdSqkFEamoy3Pvg3YH+baIXKmUekNErgTwHcfzEEJIN0GfTfoOlm2QXuQLAH7F/ybQ9fwManVod+Dy9t9yAOfqTngtgE31xw8D2CwiP1w/xpCI/PPgSZRSswDeFJGfqD90Z4rv4VkAn6h//QkAf53isQkhpJugzyaLCgbPpBd5EMBIvUHlGIAtQGMr8GsArlFK/WP9tX8DYFBEvgLgd1BzwFBKnQHwiwCeqD93GLV6vTC/BOCP6s0n5RTfwwSAnxaRrwP46fr3hBCyGKHPJosKubxTQQghhBBCCLHBzDMhhBBCCCGOMHgmhBBCCCHEEQbPhBBCCCGEOMLgmRBCCCGEEEcYPBNCCCGEEOIIg2dCCCGEEEIcYfBMCCGEEEKIIwyeCSGEEEIIcYTBMyGEEEIIIY4weCaEEEIIIcQRBs+EEEIIIYQ4wuCZEEIIIYQQRxg8E0IIIYQQ4giDZ0IIIYQQQhxh8EwIIYQQQogjDJ4JIYQQQghxhMEzIYQQQgghjjB4JoQQQgghxBEGz4QQQgghhDjC4JkQQgghhBBHGDwTQgghhBDiCINnQgghhBBCHGHwTAghhBBCiCMMngkhhBBCCHGEwTMhhBBCCCGOMHgmhBBCCCHEEQbPhBBCCCGEOMLgmRBCCCGEEEcG8zYgDu985zvVtddem7cZhBASm6NHj/6TUmpl3nZ0EvpsQkgvY/LbPRU8X3vttThy5EjeZhBCSGxE5NW8beg09NmEkF7G5LdZtkEIIYQQQogjDJ4JIYQQQghxhMEzIYQQQgghjuQePItIQUSmReRzedtCCCGEEEKIjdyDZwC/BuDFvI0ghBBCCCEkilyDZxF5F4BtAP44TzsIIYQQQghxIe/M8yMA/g8ACznbQQghhBBCSCS5Bc8i8hEA31FKHY143d0ickREjpw5c6ZD1hFCCCGEENJKnpnnzQBuFZFXAHwGwE0i8lj4RUqpR5VSY0qpsZUr+2o4FyGEEEII6TJymzColLoXwL0AICI/BeA3lFJ35WVPvzM1XcLe/afw+mwZVw0XsWvrGoxvHM3bLEIIIYRkDGOAePTUeG6SDVPTJdz7zHGUK1UAQGm2jHufOQ4A/PAQQgghixjGAPHJu2EQAKCU+jul1EfytqNf2bv/VOND41OuVLF3/6mcLCKEEEJIJ2AMEB9mngleny3HepwQQggh6ZFn2QRjgPgweCa4ariIkuZDctVwMQdrCCGEkP4h77KJxRwDZHVT0hVlGyRfdm1dg6JXaHqs6BWwa+uanCwihBBC+oO8yyYWawzg35SUZstQuHxTMjVdavvYDJ4JxjeO4qHb1mN0uAgBMDpcxEO3rWejACGEEJIxeZdN6GKA268fxd79p7B69/PYPHEglYCz02R5U8KyDQKg9uFhsEwIIYR0lm4omwjGAHmXkaRFljclzDwTQgghhOREt5VN5F1Gkhamm480bkoYPBNCCCGE5ES3lU7qsuBA76lvZHlTwrINQgghhJAccSmd7ISc3dR0CQJAaZ7rNfUN/9pkcc0YPBNCCCGEdDGdqkPeu/+UNnAWoCfVN7Lq52LZBiGEEEJIF9OpOmRTaYZCbzULZg2DZ0IIIYSQLqZTcnam0ozRHivZyBoGz4QQQgghXUyWyhFBuk35o1th8EwIIYQQ0sV0KqjtNuWPboUNg4QQQgghXUyWyhG6czFYtsPgmRBCCCGky4kT1HZC1q6fYfBMCCGEELJIWCzjtbsZBs+EEEIIIT2AS0bZJmvH4DkdGDwTQgghhHQ5rhnlTsna9TNU2yCEEEII6XJcB6V0Staun2HwTAghhBDS5bhmlKnVnD0MngkhhBBCuhzXjDK1mrOHNc+EEEIIIR2gHQm5XVvXNNU8A+aMMrWas4XBMyGEEEJIxrQrIdfJQSnEDoNnQgghhJCMSUNCjhnl7oA1z4QQQgghGUMJucUDM8+EEEIIIRlz1XARJU2grGsE5Hjt7mZRZ56npkvYPHEAq3c/j80TBzA1XcrbJEIIIYT0Ia4Scn5tdGm2DIXLtdGMYbqHRRs884+PEEIIId2Cq4Sc6zAUkh+LtmyDs90JIYQQ0k24NPyxNrr7yS14FpErAHwRwNK6HU8rpe5P6/j84yOEkHQRkasB/AWAHwKwAOBRpdTv52sVIYsL1kZ3P3mWbVwEcJNS6joAGwB8SEQ2pXVwznYnhJDUmQdwj1LqRwBsAvDLIvK+nG0iZFHB2ujuJ7fgWdV4q/6tV/+n0jo+Z7sTQki6KKXeUEp9uf719wG8CIBpLkJShLXR3U+uNc8iUgBwFMAPA/gjpdQLmtfcDeBuAFi1apXzsTmJhxBCskNErgWwEcALoccT+WxCyGVYG93d5Bo8K6WqADaIyDCAz4rIjyqlvhp6zaMAHgWAsbGxWJlpTuIhhJD0EZG3AdgHYIdS6nvB59rx2YQQd+LURpN06QqpOqXULIC/A/ChnE0hhBBiQUQ81ALnx5VSz+RtDyG9RlozKFiemh95qm2sBFBRSs2KSBHABwH8+7zsIYQQYkdEBMCfAHhRKfV7edtDSDukqVTheiy/yc+vVfab/ADEPnc3lKf2q9pHnmUbVwL4dL3ueQDAk0qpz+VoDyGEEDubAfwLAMdFZKb+2G8qpT6fo02ExCbNIDbOsdKeQZFneWqa17DXyC14Vkp9BbVmE0IIIT2AUup/AJC87SCkXdIMYk3H2jE5g3uePIY7brwaD46vB9BdTX7tZo37eRhdV9Q8E0IIIYR0ijSDWNvPVJXCY4dP476pWka2W2ZQpKER3U03Ap1m0Y7nJoQQQgjREVepws/SlmbLKIigqhRG69la07GCPPHCa3hwfD12bV3TVOoAxGvys9nR6axxP6t9MPNMuoq0upAJIYQQE3GUKoJZWqCWTQYuZ2u3rF3Zcqww/s+4DkDREWVHp7PG/az2wcwz6Rr6ufmAEEJI54ijVKHL0vqUK1UcPHkGD922Hvc8eawR0IYpyOVWgaRNflF2dDpr3A1qH3nB4Jl0Df3cfEAIISQ+7TS9uQaxUdnY12fLGN84ip2TM8bXbHr3iJNN7drhypa1K/HY4dPax+PQr8PoWLZBuoZ+bj4ghBASjzSa3lyIysb6z9te98p321/HXO1w4eDJM7EeJ80weCZdQ7d0IRNCSC/Q7z0itt3KNNHV9voEa3xttb5pJIFc7XCByar2YPBMuoZ+bj4ghJA4dCrr2m0EbxhMChdpB4DBJj/gcv1yuNlvfOMohoue9hhpJIFc7XCByar2YM0z6Rr6ufmAEELi0I89IuGmchPBADCt8dGutb17bl3XlhRdEJPtafx+25XM63cYPJOuol+bDwghJA79uO1uU5vwCQaAeSg4pZUEytp2Jqvag8EzIYQQ0mP044AK242BAC0BYF7Z+TSSQJ2wncmq5DB4JoQQQnqMftx2N90wjA4XcWj3TS2P93J2vpdt7wcYPGdIWrVWhBBCSJB+3HZ3uWEIjq82YcvOd8u63Y87C70Eg+eM4LQ8QgghWdJv2+62G4ap6RIeeO4Ezs1VrMewZee7ad3ux52FXoLBc0b0Yyc0IYQQkiW6GwZXFY6CiFXSzbRu73n2RMez0eMbR3Hk1bN44oXXUFUKBRHcfn1/3Sx1MwyeM4L1SoQQQkj2uKhwAMCCUtbg07Q+z5YrmC3XMtql2TJ2PX0Me549gTfLlcyC6anpEvYdLaGqFACgqhT2HS1h7JoVDKC7AAbPGcF6JUIIISQ5rvXHrkkpl/HWtlppn0pVNQXTaZZ22Gq2uXvdPXDCYEYstml5/T4GlhBCSOeIM0HRJSnlsv7axl/bKFeqeOC5E22vkcH3bIK7190Bg+eMCI7RFCQbn9kt9OsYWEIIIflg6xsKYwp6pf5/1/VXt26PDOnHbYc5N1dpe410KT/h7nV3wLKNDFksndBsfiSEENJJ4vQNRcn2+aUQOydntOUftvIQ12bEMOVKFfc8eQxHXj2LgyfPODUbRmWVe3n3erHB4JlEwuZHQgghnSRu35ApWRUlPxf1fDgwHx7y8NaFeVQWVOR7qCqFxw6fbnwfVR9tq7keGfJw/y3rmLDqEli2QSIxOStuHxFCCMmCpH1D4f6cPc+esJZ/uJSHjG8cxaHdN+HliW2Y/uTN2H7D1Y2SkLiYSk+A2ns2HXdoySAD5y6CwfMiIY2GPtMxFlvzIyGEkO4mSd+Qrj/HV8UI4++cJtlZPXjyDKLzzmZMxx7fOGo8Lnd6uwuWbSwC0piK5HKMbhhZSgghpD+I2zfkqvcMAMuLtUbAJLKy7QaytmOPUua2J2DwvAhI0tAXbpCYuzRvPUbYiflZ6rjBtKtuJyGEEBKHOEGt1OsjkozBNgXcw0UPF+cXrAF8+NjhNXHL2pXYd7RktYfraP6wbKMLaLfkIu62k25r69ycfWsr6uddZHkoeUcIISQr4mRnZ+trnq485PbrR7F3/ynjmmwqZdxz67qWY921aZWx9ES3Ju47WsLt14/G+hmuo52HmeecSaPkwnQXPCCC1bufb7kzjbO1pXNGSaXrKHlHCCEkK3RZZAG0dcTBtS24s+qyJkeVMrquZ6Y18eDJMzi0+6ZYP8N1tLMweM6ZND4IOocB1GRygNYPv+vWlmnrKql0XZKf4/YUIYQQF3RBrUsZRBDXNTmNOQ5J1kRKx3YHDJ5zJo0PQthhDIg0Amef4IffVq+1bOlgZKCapMEiyc+lkZUnhBCSLd2U5NAFtWPXrMDe/adQmi2jINIkFxd+bSeD0yRradL1l6RLbjXPInK1iBwUkRdF5ISI/FpetuRJWhrKQR3KBaUXu/E//LZ6Lf8Yh3bfZHR+SaXr4v5cnPGshBBCOk+v1OCevzgPoHVHNmxnJ+Ya+H1Opdlyi65z1FpK6djuIM+GwXkA9yilfgTAJgC/LCLvy9GeXMjigxD14U+inxkk6c/H/TluTxFCSHfT7UkOP7jX6T3r7Mw6OA3ebAC1emw/gHZZS9tdv0k65Fa2oZR6A8Ab9a+/LyIvAhgF8LW8bMqDLDSUXaR32q3Xivp50zZenPNye4oQQrqbbk9yRDXIh9eYrOca6OxRqAXBpibBMGnUW5P26IqaZxG5FsBGAC9onrsbwN0AsGrVqo7a1SnS/iDkPdQkrVrlJPqbhBBCOke3Jzl0tgUR1NYs12bAqPruqOe7/WaDuJF78CwibwOwD8AOpdT3ws8rpR4F8CgAjI2NtTMRs6/I8840LSmdtG8CuqmphRBCFgPtJDk64ZMLmgb6IApwXpuiEkO653c9fQx7nj2BN8sVXDVcxPCQp52r0C03G8SNXINnEfFQC5wfV0o9k6ctvUQch5PUObXj1NK8s07rJoDKHYQQkj5Jkxxp+mTbemULnH1Ks2VsnjgQaXdUYkj3fKWqGvXWpdkyvAGBVxBUqpftSrqjyoRQfuQWPIuIAPgTAC8qpX4vLzvaIY8/3DgOJ6lzatepdeM2HoXlCSEkG5IkOdLyyVHr1XDR0zYLhnFZ56ISQy4JosqCcpaFtcGEUL7kqbaxGcC/AHCTiMzU/304R3tikZc8T5zO5qRd0O12T+chpRM14px1ZoQQ0j2k5ZNt69V9U3qVDRNR65wpATQggqnpEpYXPafzvFmuOMnC2uh2lZPFTm7Bs1LqfyilRCn1fqXUhvq/z+dlT1zy+sON43A6OQkwSKeldFxuZDqh3UkIIcSNtHyyaV0qzZbx+OHTse2yrXO7tq6BVwgrM9dKQ3ZMzuB7F9wC9TTWHSaE8iX3hsFeJa8/3KiSiGApiW7SYPC1Sc/hQicbFl22/6jcQQgh2eNazpiWTzatV1GNgqZyDt1a6r8PALUOQwMLDpIG7aw7QZsgeltcs9+kPfIs2+hpOjmFKFiKYCuJCGdgdY4ji0mAeeNyI0NheUIIyZY45Yxp+OSp6RJm5y61PF70CtbAeXS4iD23rnNeS/33sefZE6i4RMia87W77oRtMr09aU2Mkwxg5jkhWWcyTc0AD922Hg/dtl57Z7954oBWDL4gggWlnBsT8taJjotrppzC8oQQEo84jfGuTYDhYz68fUOihrldTx9rUq3wuf36URw8eUa7LgjQ9B502eV7njzWEnyXK1XrsBUTcYaf2Iga9uIzq5HBI+nD4DkheUwh8p2QqcHAlIFdUAovT2xredzmFHsp0GRJBiGdQUT+FMBHAHxHKfWjedtDsiWuooPLLmA7KhEuZYkAcPDkGe26IADu3LTKuM75trnI27mQpt61a0ko+3g6A4PnNsgywExSUx2nVnkxydz0WqackB7mzwH8IYC/yNkO0gHiysm5rEFJJerCa5YtwC3Nlhvn8WufR4eL2LJ2JQ6ePIPVu5/XrhNR2d2RIQ8XKgtOGeDRlPWuTdc2CJNGnYPBc5cSpzHQdwJxMrAmB3bPk8ewc3ImdgCat1h7L2XKCelVlFJfFJFr87aDdIa4SRyXNShps71r2QJQyzD762dVKRS9ArasXYl9R0tNQeqOyRk88NwJ3H/LOoxvHLXaUPQKuP+WdQD0ZR1B4pRquN5M6K6tVxAsWzLYmF7IpFHnYPDcpdicUJJ66DAmJ+E7hLhbaYsli00IIaRGXOUll13ApGpOcZSswmFtuVLFEy+8pg14z81VGuuVTbkj3OgXXp994mZ/XW8muMPaXTB47lJsHxRdY6CtHlqXFXbZAnKd9hR3Gy7vLDUhJDtE5G4AdwPAqlWrcraGtEOSfpKoXcCkPSoua9aQN4C5yoL2OVum2F+vdm1dg11PHWtS1PAGBHs/dh3GN442rV3Lix6u8AZwbq7SVBoSdz2LczPBHdbugcFzh0gSMJo+KHG2vUxZ4duvH23awjIRbvTQvYc07PHfb/i1DLIJ6S2UUo8CeBQAxsbG0um8IrmQRbYz6TF1QXcYBcHIkIdzCRQnGutVWOqt/n147ZotV1D0CngkgVJIEDa89yYMnjuALmDcOTmDI6+exYPj651+PuholkeIuwcxZYUPnjzTVOIRNVDFFvTGuXN2yVJPTZew59kTTe8xq1IQBuiEEGImi2xnkmOGg27dmlWuVLF0cABFr9CishF1F3fVcLGm4xySvqtUVWNycJJGxyhYjtGbMHjuALqAUQF4/PBpjF2zIlaHcWm2DK8g8AakaWvJdKdqywoHHVj4POFj2oLeOHfOpm03306dHeHzpeVUWKtNSDxE5AkAPwXgnSLyLQD3K6X+JF+rSL8QXLNW735e+5o3yxU8vH1DUzDqolKxZe1KPGYY522rt359ttyUhBke8qAUYjXxsRyj92DwHJMkmUrTB08BkcGgLmitVBVGhjwMLRmMtMM1Sx119xsVhNt+1mdqumTMAAwPecb3Gz5fWiSVTCKkX1FK3ZG3DYQA9h3PcDC6eeKANYD+wKrlOHjyjPVcgD75s7zoNSVhgiUjTMgsXhg8xyBpptJ25xsVDJqePzdXwfQnb4609/yl+ZbHvQHRZoVtd79RpRkud857958ybp29dWEeU9OlyOuRpgC86Vyl2bJRB5QQQkjnMCWsTDueW9auxOaJA5EyrkEOf/McFiwNhf56qRu6oktOBXFNyKRZQshyxOwZyNuAXsKWqbRhK/z3M64mTMGioPYBsbF3/ynt6NK3XTEY+4O0a+saFL1C02NpSfIAQGWhVldmC4597c7NEwci37sLtnMpXL45SuNchBBC4uEnrEqz5RafPL5xFA/dth6jw0UIatrKfiN8+PUA8NBt5v6iqlLW9eDIq2ebhq4AbnXUPlFJIdv7jEuaxyJmGDzHIKm4+/jGURQ9/aWOmgK6a+ualuZf4HLJhw2TXbMJOpF1jiqsexmFi46nLkj38S9VWs7Adi4fl5sjn6npEjZPHMDq3c+nFuATQki/EpWwGt84ikO7b8LLE9twaPdNOHjyjLUUzw98wwjMay1Q608KDl2JEzgD0Wtf0sRc1sciZli2EYOk4u4AcMGgPfmmZssnvOVi+pC6lDiYarTC21ouQXC7TQ1RW2d+rRrQXD89d2m+RXooiy7npNcZYPMhIYSkTdyEVdTjd9x4tbYpcGCgFjab1oDw43ECZ5cd2qSJuayPRcww8xyDdkoXTAF2+HHdlovpbjgqaNfZ6w0Izl+ad9rSSSuT6h9n5+QMlg4OYNmS1mxv8DqGswmmTHkaziB4rlHH35EO3u0TQoiduGuK67rp+vjYNSu062m1XjZoWgPiEExujwx51h1a/3qYgvEkPT5xrw1JBoPnGLRTuuAaeJtk7cIfeJegXWfv264YbKmD1gV5adVNhY8zW65gQQF3bVrlfB075QzauTni3T4hhJhJsqbE9cm21/vnt+0w2ko3XAmWYpp2nIHm66Ej6aCUNPqTSDSioopuu4ixsTF15MiRvM1IjEsH7Ordzxs/3KPDxba7Z03HFwAvT2xrfG+S9hkdLuLQ7pucz5fGcUwa1H4DSJpdxVG/I9PzaV0vsngRkaNKqbG87egkve6zSXLCvlJXfuejG2vt/3xpttw0/nrL2pU4ePJMaj46aMOh3TfhWoN+dDvo3p/NniRjvoNQbSM9TH6bNc8dxKVm2FSnnFYQ5lq3nUYmdWq6FEuiz/SBN+lIA0i9zjj8O/K31Xzx+7cuzDeG0wTPxxGrhBBSQ9cDYsOfurtjcqYRIO87Wmr8vN+kV5ot4/HDp1uax4HLPt+0ztrWrqCvHnUYqhIXnZ0mewRoe63n0JXsYdlGlxFnyyVJTbLr8dstlfCdpwmXWu/gll64Dnp842jmdcZhm87NVZqmOgbPl4YaCSGELAaihl3pCAbEjx8+rS1fDP7fp1ypYsfkTOQaaFu7fD8+NV1yUmFKQnhtYrDeeCQAACAASURBVG1yb8PMc5cRZ1pfkqyr6/HbzaTanKdrrXeUokbWdcauC4B/Pt7tE0JI+z44STGpvwYeefWstqwjSu2pNFvGrqeOYe/HrsNDt61vlIzElaWzEbwucdbYqekS9jx7ojGQZWTIw/23rON6kyMMnrsQ12l9SUdLuxw/KsiOqqmyOU9dRjZJINyOdKALrgsAMwWEkMWAza/HqaM1+ebhoodlSwdTL4vwKVeqkWUdflCso7Kg8JvPfAUjy5bi9dkyRoY8XKxUMWdp/AviFQTLlgwapw4G14o4ibJdTx1r2vU8N1fBrqePNR2HdBYGzz1KJ9QdTEG2S9bb5DxHhjztMZMEwqZMwvmL840JVO1gG6seZMvalW2dhxBC8sbm1wG3/pJgk184Y1v0Cthzay1bet/Uca3ecpCkGV9dWYefVBrfOIojr55tCrDDzFUWMFf3+6YGRxM3XDuCx//Njxmb3MNZZddEWbhcEAAqVdX2rAOSHKeaZxFZISIjWRtD3MmzXsqU9Q7Wne3augZeoVX0560L89q6NK0mdUFw/uK8sabbrzMeCY04ny1XOjaBEAAOnjzT1nkIISRvbLuZLv0lYem1oMRquAfkc8fesNpS9Aq4sy5nmgZ+UmlqumQNnNvl0Etncd/U8VR7YGwJMUqh5ocxeBaRVSLyGRE5A+AFAF8Ske/UH7u2UwYSPVlpObo0Ido+sMGMxLIlrRsblboYfZiwsxkZ8gBVC4RNmqB+lkOXHUijcdC3yTTS1YcOjHQ7ImLu3iUE9t1Ml51O04wCXykqWP5hKmsALgeaD46vNyZh4jIg0lgvshbnfeKF1wDom9yTYEuIsWQwP2xlG5MAHgFwp1KqCgAiUgDwMQCfAbApe/OICdd6qTjotu12Ts7gyKtn8eD4+sbrosoZ/Cy0CZMjDm5hbZ44YB3JrdsWcz1PHMY3jmKn5b0AdGCkOxCR20xPAfihTtpCuo+omuWo0jnbc3FkSW1JjbAk6979p1qGeiWhqlTkepEW1ZRnZ+zauqal5hmo7cxSCjU/bGUb71RKTfqBMwAopapKqc8AeEf2ppFOY8ocPH74dFPGt10pH5dgMyrT4aKEkTSoDWfflxc942up5Uy6iEkAtwK4JfTvIwCuyNEukjMu0/1su5kuk/tMuM4Q8G0IkmZjYdR6MVz0cNemVW3L1EXtVMZlfOMo9n7sOgwH1qGRIQ97f+461jvniC3zfFRE/hOATwN4rf7Y1QA+AWA6a8OInaRSdTZMTk0BTY0JLl3LJlyDTWO39pAXOSkqznmChOWAgNp19QoCb0Ba7vwpF0S6jK8A+A9Kqa+GnxCRD+ZgD+kSXNSZXHYzTZP74siSujaTT02XUpWJi2Lm/psBAGPXrGi8z+EhDxcqVZQd1TYA4I4br07dNsqgdh+24PlfAvjXAB4AMIra1t9rAJ4D8CdpnFxE/hS1rMh3lFI/msYx+4UkUnVJt+2A1sDa/zC7lE/4FEScmyZ0ShpeQfDWBfOIV58ko01t76NSVRgZ8jC0ZJDjTkk3swPA9wzP/WwnDSHdhas6ky1IMz1nS2To/L1J3/j+W9Y1rVEDIokC56JXwNLBAW1dtT/mO0ywMTG4tu3dfwqzcxXnIH7ZkkJTiSNZvBiDZ6XUJQD/uf4vK/4cwB8C+IsMz7EoiStV55Kp3rV1DXZOzmidhAKw8be/0KR5OVz0sOfWdU2C8jbi1ILpsiDnL85bG02KXiFxR3NUGcjsXAXTn7w59nEJ6RRKqf/H8tyRTtpCuousNPGjssN+fXPQJ5sy3GEJuSS1w37iBEBLnbA3INh+w9VNY799wvKmcZJCPkWvgH/3swyc+4VcdZ6VUl+kckcy4jpDU6b6niePYcfkTOOO3BsATDtU4YzvbLnSmMh0aPdNTg4nTmlJONOxevfz1tcvHUw+bT6quZBNgYSQXqXdibEmotQrTOWE4QD6gedOxNZUDhNsNpyaLl3WyfORWknG2DUrWs7ny5v6tsUdLy4Abr+epRX9RPJoo0OIyN0ickREjpw5Qz1dH10Dh6DmrHQSc6bg0L+79/8fo7Sr/vpm6bmoALYdCbmoALYdfWfbsdkUSAjpZdrRHbbJl7ooGul8friBsd3A2RtoVp7QqXQEh4oMaWRUg3bG7eVRoN5/v9H1wbNS6lGl1JhSamzlSk5y8wk6Q6B5GpOukzrLzGlpttxwhrayCh9baYlNY9pF5SNpcG469siQl7gUhBBCuoUkusNRKh2u64pOri5N2bjKgsKRV88azxd+POr5JIoZ1PvvLyKDZxFZKiK/ICK/KSKf9P91wjhix3eGo8NF40hSn3bl5WwURLDn2RPOzjDscKemS9j421/AjsmZJie9c3IG901dlkDybxiiSOLEdJmZR7ZvwPQnb2bgTHoK+mySFlGTBV3XlaDPt2lChxHAWT7uscOnG+tF1ATeqOeT1FuztK+/cMk8/zWAjwKYB3A+8I90CaZgMeigwsFhmlqUVaWcMs5AawmEn9nQbdvpNKbHN45Gjmx1dWLhTDcAHNp9Ex7evgEAsDMwbpyQHoI+m6RC1NqimwzrDTSvLUGfPzVdwq6njjmdWwDcuWkVHhxf37TLasNfL6LKGresXWmd0Bt3LHj4PUZN6SW9j0vD4LuUUh/K4uQi8gSAnwLwThH5FoD7lVKpyOB1migZuCwxNQ9K3S6gubPZDw5du4n9khARIO4NuaCmzTw7V9Felwees2eswxrTgL75xce1PtmkPnLk1bNN3di6hpf7po7jiRdeQ1UpFERwx41XU56IdBOZ+WzSX0StLX5Td1ifWbcWTk2XsPPJGac1JCw36p9j9e7nrQ2K/nrhNw76KlDhssZ9R0u4/fpRHDx5Rrtmb1m7Eo8dPh1taMjWLOYvkO5EVMRfsog8CuAPlFLmEUIdYmxsTB050n2KSzqViXZk05Kc3yQxNzLk4UJlQWsbcNm5mPQvfWwyP1GYrsXUdMk6xjvIKxPbWn42bHscfWfToBWbDuih3TfhvqnjWqd6Vz1DQogJETmqlBrrwHnos0kq2NaW8ChtG/dNHW+SobMRPm5Y+9mlpOKViW3aoVe684SD/S1rVzqtc15BWqb8mdaVONeKdBcmv23MPIvIcdRu1gYB/JKIfBPARdQTkUqp92dlbK+RZGBJmoxvHDUGobpyCN+2YNNIlMxcZUHh4MkzeOi29VaHpKNcqeKB5060XAvXxj5diYlNzN9lFyBKfSTM6/WmSFM24okXXosVPOe5U0EWJ/TZJEy7fsa2trj2lkxNl5wD5/Bxw+uSS+AsqAXrk//4WstU2PB5dJlik63B7LVpumzc+Qukd7GVbXykY1b0ON3wgRm1TAfUkaT7uTRbbmhgxgmegVoQHxSh19lgIugwoxaDqG0z/+dNLtWUeV5e9BrHibIxCm7tkYygzyYN0vIzprXFtbckSgvadtwkqhwKcCq5uGq4qD2+zVZ/B9RfR3ZOzjStQ1kNoyHdh7FhUCn1qlLqVQAP+l8HH+ucid1PVOeujbSaC3QNEkWvgOGi52SbSyDrZ4CT3hTsCDXgLTfYFsZv3rDJJvnXccfkjHEXIPjzOopeAXfceLX2OorA6sTjNGBGdbATkgT6bBIkLT9jWltcte/jrBfegGDu0nxjPYyrt+yKb38c265yWIfavVakd3BR21gX/EZECgCuz8ac3iTpByZKQzMOJhH8Pbeu08r8zF2aj60D7WdX27mLDr5Hl3gzeB1Ni8HOJ2caMncmXp8tW7MY/vUKdnYHr+NshIj/HTdeHf1mArbEeZyQmNBnk9T8TDsDVoB460VVKZybqzTWQxPtaEUNCBr2uyZwgkH9PU8es5ZpRl0rqnEsDmw1z/cC+E0ARRH5Hi7/vV4C8GgHbOsZwqNGXWvL0q6VttUBh+uUz81VGuoSB0+eaelI1uFngG1qFy74NdC2gFSAlutocvouFRNXDReNPy9AUzOH7jr6zYk64jYLcmuPZAF9NgmSpp+xrS1RxFkvLCXKTRS9AVQWVMsUQRfefoXXKOH73gX9GrRsSQHDQ0vw+mwZy4sezl+ab/QPmUr0gvJ9tn4cluwtDozBs1LqIQAPichDSql7O2hTT5LEuXQiA+nXZulqlMuValNzhM0NBTPAwZuFoNpFlGJHkHNzFYwMedqGRlO3dXw3WaMwIDh/cd748y6LiWkBGBnyMHbNilj26I7FrT3SLvTZJEhSP5NFM/MV3kDDjiSSp2HKlQUsL3qxe28A4M1yJVL9Y+5SFSd+u7YGbZ444HSeoHyfibzFBUh6uOg8/1cR+cnwg0qpL2ZgT1+RdQYySkEDsAfMPgUR4zadAPih5Vdg19Y12OkoO+dzoVJF0StYnbsvqm/rmo6iumAe4uIatPrv3ZTBD77G9VhU2yAZQZ9NEvmZJJnRqekSHnjuRCMRMlz0sOfWdVrdY6D9wBlA4sAZAAYHEKn+EVyDXZNZupkEYViyt3hwCZ53Bb6+AsANAI4CoGhhm2SdgUzSqaxjQSknRYu4Dq1cWcBdm1YZheqBWrDaTuBsw0UXOpyF0dVp2zIHpixOO9ughERAn00AxN8RjZsZnZouYdfTx5rKJ2bLlcYUwbTWoDBJA2cAqCzYnw+vwaYkl46oIJgle4uHyOBZKXVL8HsRuRrA72ZmUR+RdQYy6oMcVePsE/5gmxzsFZ5L/2kzB0+esYrHt+MkbYTrnH2Cwa5f6+YvDFENibpjsb6NdBr6bJKUuJnRvftPaeuOKwuq4Ud7Cd0uqy7JZVo7o4JgluwtHlwyz2G+BeBH0zakX8kyA2m7Yx51nKSk+2CbHOK5uQqGvAHMRd3aByjVheqDw1qCNxNZoTt2ONiNE7gPD7V2bbO+jXQJ9NnECdOaYVKlsAXHLpNruwkB8KmPX9fim3VJLt3a6RIEs2Rv8RAZPIvIH+DyTdYAgA0AjmVpFNETt5HDdJcbvrN+4oXXGg1/m949gle+W246B1BrmvCzsbaGjyTdz8HhI+FMbRYUvQK2rF3ZeE/++3zguROJtxiD1yM4OlxH3GyM6ffOKYVEB302ScqurWu0PSbn69KmYf9iS9AI4g2PCjLkDeBiVaGaUcleGAFw56ZVRv+pS3KNXbMikf9lyd7iQFTEH7eIfCLw7TyAV5RShzK1ysDY2Jg6cuRIHqfOHV3jhS4Q1v2c6QPuckyXpsMwSbqpCyJ4e3FQq74RxisIli0ZdMoMD0hN/sjPgJgy7l5BEgX+PgLg5YltTtcrrCZiw/Q7uv36UW3mI47+KuksInJUKTXWgfPQZ5PEbPztL1hVkMKlbd+/OB8ryPV9so27Nq1ymhKYBqZR24QAZr9tzTzXxfV/Wil1V2aWESeiSgCSNKa5lBUkGo+q0KKiEYUvjh+F7+gAWIPUojeA+YAOaFWpxraa7j25Bs5RtW5R1ytufZvpd+TvFoQfZ0lIf0OfTdrFpL//er3ELlza5g0IrlhSwPlLtceGIxrHF+rrwwdWLcehl862PP/eH1yGJ154LYV34saFGGWGhPhYO7yUUlUAK0VkSYfsIQZsjRxJJxW6NIckafjwpyoFpyyZxoTHRalaQLlzcgZLBwcwUq819sdjjw4X8cj2DVixbGlLQOwHl3Hf01CgEXJoSQHeQLPkRjAgth077mQu2/FM26G91qBD0oU+m7SLqdfkquGiPvGwoDA8tASvTGzDKxPbMHP/zY2BWibKlSr+4ZutgTMAvPLduVTqpEeGvCbfbbMl7shyQlwaBl8BcEhEngVw3n9QKfV7WRlFWrFJ3CRpTJuaLmHA0MwRdJ5xZHqAy4FkOOOdpPxDx2y50shqzJYrKHoFPLJ9Q8v7NGlO+5l51/dU9AagAsNgz1+qwisIhose3ixXWkphTMfWlWpEldTYBsOYGnEoeURAn03awKYIYfOrQa59R7SPNZVutFM+5yMAtr3/Suw76jb6ujRbxurdz7N3hDjjEjy/Xv83AOAH6o/1RvvsImLX1jUteppeQSIdWjhA27J2JZ7/yhvGEolwWUGc0apBcfwwpiEjYVzl83zKlSp2TM5g7/5TTkGs7xzD78krCKDQ1ChT9Aq4whtouVaVqsKypYOYuf/mluO7ShHZZOyAqJIUc80zJY8I6LP7krQaiG2KEMFhKEEU0Ag+r31HUVuO0Sn85r+DJ8/EStYEd20ByokSOy7B89eUUk8FHxCRj2VkD7ERXv7q39vkhcIBmq0JQ1Abo7pTE4ze8+Qx41aay7ARADjy6tnIJr+iN4BKoFbZldJsGTsnZ7BjcsbYFOirbPiZ+mAToR90hhcM041JWGLPx1WKyLZb4H+tI3itk3Z7k0VPpj5bRD4E4PcBFAD8sVJqIq1jk2SkrSlv6pWxVVP4wWdWKkkm/JJAf20ZHvIwds0KPJ6w4ZC9I8QFl+D5XgBPOTxGUsCUPdi7/1SLfJAvRG/KdoqYgzAdCmhkFXTOV5etXbZkEK/PlhtB3/jGUdz5X/6hKfOw+T0r8LExt+7pucoCBtDakT06XMTcpXlrU6H/8tJsGY8fPo0ff8+KJtm9cEBdVbWCjC1rVzaaLsPYSjxMi5OLFFGSMa3hwS6UPCIGMvPZ9YbEPwLw06jpR39JRJ5VSn2t3WOT+NhkMbMIAt/MaGhVkLDykW03sugV8JHrmsszzs1VrBNvR4Y8DNXXLdNx2TtCojAGzyLyMwA+DGBURP5j4Km3oyZ/RFLGlj2wBVumbKcpa+pK0PmGzzE85OGtC/MN5+Tb+kcHv46vf+d803EOvXQW//iy+zbeAtDkLb2C4PzF+VhDSxSA//nSWTwcqIfePHGg5WZCAY2gPhhY++9HVx7h087iFDWmtZ0RrtR/7k865LNvAPANpdQ36+f8DICPAmDwnDG6EryoIVdRQaDOVwBoKs8IluPF7YGJi6+m5PI+lxQEF+ar2qRMuVLFQl1hKZxUCsrSbZ44wHHZJBG2zPPrAI4AuBXA0cDj3wewM0uj+hXbVn5UsOUHuL4z3Dk5Y2wIjEO4kcLPfG6eONCSBS5Xqi2Bs087akCVqko0plsBTcGtbSF5/IXTLVuS5UoVB0+ewUO3rccOx0YZV6Jqo5OOcOVI8L6mEz57FEBQR+xbAG4MvkBE7gZwNwCsWrUqpdP2N7rP9eOHT0cWstuCQN0xdz11DAtAk27zbLmCXU/VZuz4SZksCui9gjQC26iBJC511RfnF7A5tPsYbsqeu9R6Txn0tUxEEBPG4FkpdQzAMRH5K6VU9ns1xJpdfnj7hsiAKuwMXQPn4frUQFNJhF/LtmNyBg88dwL337Ku43VtSQleU1vWxHSp/My+aWs0aYbCpTY6OIhABNpa9DAcCd6/dMhni+axpk+PUupRAI8CtSEpGdnRV+g+11EXNuqG2yQ7p8MvETy0+yYcefVsJgNMli0ZbFFoCmegD548g9dj1FUf/uY5vPTQh1seN6k/BbPsTEQQG5EiiAycO4dNX3N842iLdnJYM9g0oKMg0viZuzatajrGI9s3YOb+m3H/LetQ9AqRNp6bq2DX08km/UYrbqaPQi1LPjVdwpa1K2P//PJ6M8qurWtark+76hbjG0dxaPdNeHliGw7tvqnpd+k/9/D2Dbg4v4BzcxUnDe8ktdRkcZGxz/4WgKsD378LtYw3yZC4n18XTfm4CRDfhgfH16em2x8kWE89NV3CrqePNc0ueOzw6cb3rpgSSKa1ctnSwabEhq2pm/Q3Lg2DpENEbeVHNYiZHOyCUnh5Ylvj++AdfbDRD7ic7bQ5qKQ6nDIgKBYE5Q5PdPIDzqWD8cP3+uwVbabYV+7YOTmT2ZZe3ExyVHkPIW3yJQDvFZHVAEoAfh7AL+Rr0uLH9LkON9MVvYLTIKap6VJsWdCgD3FtHIxzjuDxH3juRCp6zwC0qkjtDAhjIoIA+SQDiQGX7LINW+baxzaNMJgJjZoQlYTqgsIVXkG772tiZMhrmejnf+dPFXShXKkmqpsOlrIEr8+urWuw72gp9lTHuMR14FlkyAnxUUrNA/gVAPsBvAjgSaXUiXytWvyYPtd3hnYSXdcL6wCmAb1fDe7cudyMF0RiBedBH2VTVYqLLlPssla6vIb0Lza1jedguWlUSt2aiUV9TjvyYy4DOlwzmXGGo8QhrlOc/uTNxqaN1bufT9U2HQJ95qITtcW2QHy5YdvUVWeaLD465bOVUp8H8Pk0jkXcSPtzbcuefupj1+G3Pnsc5y81+7d9R0sYu2YFxjeOOq0PC3UNfZfykGJovkBcTBNXgcvvNbiOLC96LZJ4rgPCzl+c164JpL+wlW38h/r/bwPwQwAeq39/B2rjX0mO2LqAbQ7WNZPp/0xWndUuDIg9gIwrmyQCDA5IrO1ABWgnGGa9pefvEJgstSXdqf/ct9BnL2LS/FybfKe/mzc8tATnLzU/b5IuNflg0zTXICN1yVO/lM/fwRvyBjAXUd7nl6i42BFu/pstV+ANCEaGPMzOVbRrpf91eKribLnCxkFiVdv4ewAQkd9RSv1k4KnnROSLmVtGjER1Ads+0HFqYsc3jsbWii56BVQXFnDJEKAOG4TrdSwo4NefnAFUXfsZl+WUjrx6FucvxpOuVQqAApYtKbRkVaIIX+Osa4tNDS0+sylua5LFAX02ccUU1FaVMspyAs3JgaA8qmnHc3zjKI68erZFVs8PfPfuP6WVPC169orS4FRYW3Du22FSFhlaMojpT95sPI+vtKSzkQpG/Y1LzfNKEXm3/029USS+bAFJjXa6gOPWxA4P2buqh4teU83d7dePGrOld21ahY9cd2VLzXPRK+CuTau0tdALgcDZp7Kg8Njh04lqmCsLKnbg7ONf46npEs6ev9jyfNLa4qnpEjZPHMDq3c83lEGiMtisuyMW6LMXKTpfkeT1fn9NnL4RwJxksfXqHDx5pmVN8H2pyc/Zmsrv2rSqoU5kSzIE7Whnp5CNg0SHi9rGTgB/JyLfrH9/LYD/LTOLSCTtfJhtpR26UhCbVLRXkIYmps/miQPasoiRIQ9j16xoKUUQALdfP4oHx9dnoh2aNn7mW6eHevv1rVn/KJF90y7C8JBnrA9nAyCJgD57ERJXd9hlhzLuzuLZ8xcbQ7OCusu+Fn34/LZyCt8nxpXMC9Zem9Y8ARoDvYD2VIioYER0uOg8/w2A9wL4tfq/NUqp/WmcXEQ+JCKnROQbIrI7jWP2A+12Aev0hU0qHLbs7tuWDmLn5ExTRsPkzGbnKkah/4Mnz6SuUtEOtmxMQcQ4SOCxw6ebroVN2cTHtIugFLS62yNDXiwFFtJ/ZOmzSX7E3XF0eX3cALBcWdDqLs+WK01a9LueOtbQaTaxvOhpd0Kjbbj8HlzXwqgdV1tGnwpGRIerVN31ANYBuA7AdhH5l+2eWEQKAP4IwM8AeB+AO0Tkfe0etx/I4sNscrSmQFKAlsEd900dx4Dh9bYMQzAj0g1UlYI3IPAKze+l6BUipzYGA2SXxct4s1GutGyFPrJ9A6Y/eTMDZ+JC6j6b5EvcHUeXx3dtXdPi59KgsqAiG7NFmks+4uC/B9e10FZaEpXkaFdClixOIss2ROQvAbwHwAwAPxJQAP6izXPfAOAbSqlv1s/zGQAfBfC1No+76MlCjszkaKtKoegVmoJAnfB9uVJtaQrx8QYEs3OXjOcuiFib4wakVvvcSSoLCsNFD8uWDjZdY9s2pE9UPZ/LyHB/OQtuPRLiQoY+m+RI3PIBl9ePbxzFvc98JbWBJHHwm579EpLVu5+PPVAlzlpoaqZ3kR2lghEJ41LzPAbgfUpFpNziMwrgtcD33wJwY/hFInI3gLsBYNWqVSmb0N3Y6mXT/jCbHO1oIGiMqlHT/YFI/T+mJj2BeYRq47gKWDo4gIvz8ScThrU84/BmuYKZ+1s7sU01z0Fs1yq4eO3aukYrB2iSyCPEgax8NskRFx3/JK/v9MRXn3DQ71r/7L+H8Pr48PYNifwkGwJJElyC56+iphn6Rsrn1u0VtTh7pdSjAB4FgLGxsb5ZDOI2h7SLzdGGA/XNEwecmzwU7OO8FRAppK+ARIFzQQTLlgwmUuUAWicz+o56eMjDhUrVuuiYNE6LXgFb1q7E5okDDadv+6PO+vdOFiVZ+WySI3F3HLt5YJIuiHcZvGKSqGvHT7IhkCTBJXh+J4Cvicg/Amjoc6UwrepbAK4OfP8uAK+3ecxFQycm2AWJ42jTnD44aggy28XXEXXpJh8uerg4v2DM0IRvZM7NVVD0ClYh/+C1axbZV5j80muNG4rSbFlbBhMk6vcepehB+o6sfDbJkKA6hT8xb7TNHUeX149YlH2y4kKl2thZC6t2DGh2Kn1/7r+XzRMHUlsf42b0CQHcguc9GZ37SwDeW9cgLQH4eQC/kNG5eo48tpJcHbP/mnuePGYtuSh6BVzhDURKrvnH2/PsicRZYuByLXZwwYmqUR4QYM+t63Dk1bN44oXXUFUKBZGG7NzUdEn7PsuVqnbrRMeFQICty1a7bKeYfu+d3qEgPcGevA0g8Qh/jn1/04nP8/23rMOup491tO7ZP5Ov2uEzW640dP/9gLqdSbku6JIcSwddtRRIvxIZPPtTq9JGKTUvIr8CYD+AAoA/VUqdyOJcvUi3byVFaYRGTYAaLnpNGtHBaVVRQbntfOEFZtfWNdaJWW+/ojYEZt/RUuOcVaWw72ip5fEwNgv9DEjUpEBXTL931x0KXXba/3lmrBcXWflskh02PxEno5pkFyo8ajtqJyxrypUqDp4809Qs7UvJ+e9ruWFSbTvrYzDJwRHcJAoXtY3v4/JnaQkAD8B5pdTb2z25UurzAD7f7nEWI72wlWRrMgyrRAQdur9Nt1PTEGca52pCAGujyPjGUfz6kzNGtY43yxXsefaENgD9qxdOJ1b58K9LkkxIePGy/d5dMjC67PSup44BgqbyES4WPqiY4gAAIABJREFUi4MsfTbJhig/4eJHTLtQR149a8zihoPtR+q+9L6p442duDCdCK6j/JdXEHgDzZr77ayPnS6TJL2PS+b5B4Lfi8g4ajJzJEP8IFJXSpAHuoyGa4AfLAexlRkA+tINAfDDP7gM3/jO+Ran/ePvWRF5TaICYFOpSDvyeL4+dpIJWn7pSXByl+5Gw3b8YAZGtzDo1EK4WCwO6LN7jyg/YcqoTk2XQj0VzYQlREuzZeyYnMEDz53AtvdfiX1HS9pgO+mOW1pE+q+qwoDUdjDfLFfa3jmj4gaJS+zCHqXUFACKz2bM1HRJW0qQxiQ+2zQl0+t1IvIAWsTjb7++VqpgOrbpDv+B504YJxoqAHOXFnDnplUtdcZfPv1mpP22iYFJFoKCCIaLnvU1VaUwNV3ClrUrW2z2BgQjQ+af9zP3D2/fgIvzCy3DaOJOv4qzAHCxWHzQZ3c/tkl7pozq1HQJu54+Ftnsp/Nx5+YqePzwaa0vfkzzeCdx9V8LqqbC9PD2DY1JuUlpd2ov6T9cyjZuC3w7gJqGaN9IxuVFVttISRrMbLYEnVZUVtnWvBe1ALw+W8bBk2e0w1mirknc+uko3l4cbMna6Nj19DFAtX5Yblg9gsf/zY+1XC+geeFwFe/3X2uqc4yT/eZi0fvQZ/ce4bpjk9pGkL37T7XV5Jf1H0SS8o5gL4y/29mOEpErvVAmSboLF7WNWwJfzwN4BbVJgCRDstpGShKUu9piyyq/dWE+crCIjavqZQw6SrPlpmaS8GITpSMdRdEbaFLJODdXwb6jJdx+/Sg+d+wNY9mHaWH7ny+dxdR0KTLwtb3f1bufb3q9bfHQLQzegDTVPNfeJxeLRQJ9dg8SV4au23eJFOLL4Pl6/rrEgok0rkO3lUmS7sel5vmXOmEIaSYrtY0kQbmrLaZjRDlPr2AfZuIHdbbMtf+4LpMepbgRxaV5fX3wwZNnsOfWdbEl9hQuq3HYFsyoaY6uTX6mIF33GBeL3oc+uzdoV589akfJz17nxXDRw9CSwVjBs5/IOX9x3rl05KrhYtvX0lQmOXZNdE8N6U8ia55F5F0i8lkR+Y6IfFtE9onIuzphXD/jUsuahCS1Xa62JA7sFfCR667U1vyNDHkNcfxdW9c4aSv7DthnfOOotcY4CtMC5AevSbSpXbIltjpIn/B7NTG+cRSHdt+Elye2NUptdI+R3oc+u/sx9ZHE6WnZtXUNvEKrRxwQ4JHtG7CQceAc5YtFkmWFS7NlZ5/qT2xt91radmQJ0eHSMPhnAJ4FcBWAUQDP1R8jGTK+cbSlGS84YSkpSYJyV1tMx46isqBw8OSZlnM8sn0Dpj95c1N9r+ty4Jdy+A70/lvWOdkSl6SNNS43GuHrbqLbt29Jx6HP7nJswZprQ/f4xlFs/1+ubnk8qPSTFaPDRTy8fYO1GfvcXCVTG4aLtcTKwZNn2g58qbZB4uJS87xSKRV0vH8uIjuyMohcJm4NnOsxgfjb9S62mI5tk1Ly8bcfw/rQYeLUL+vKGnzbBgxbmjqN5SQBsm3L1BsQ5x2E4HXfPHGgqwfnkK6BPrvLsfUzxGnoPnjyTMtjlQXVkLV0rRuOS2m2HDkoC9D3W6TFm+UKjrx6NpXAt9uHkpHuwyV4/icRuQvAE/Xv7wDw3exMIlmTRVAedWyX8a+2RcKvaYs7ASvYDGnTm/YpegNY6hUwO3dZOzRqxHcYv0N+5+SM1s63XTGY6PqzI5w4Qp/d5ZiCtYKINot6z5PHALT6RlvgGFbwSBNBzYdG1V2HkxZpFpIooGm0d5g4gS99K4mLS9nGvwLwcQD/H4A3APxc/TFCnBjfOIq9P3cdRuvOzLTRZ9pqC9YHAjWn6VL77BN27n4grsuGzFVquso//p4VjSz4+YvzMc4GzF2ab9ipYzZGA02QrEp5siCuljhJFfrsLsfUz2Daraoqpa3jjeph8fsaHtm+QVsfnRS/6dkWXPolHcHeitEOZXLjBr695FtJd2DNPItIAcDtSqlbO2QPWaSEs74m9QtdJkUX6Cq4d5MH6/JcJZAOvXQWN/67v8X3LlRjbzmem6vg3meOY7joaRtfggte3C7xLHcN0iKJljhJB/rs3sD/HMRR6tFJisbKmKbcP+hnt586chqHXjrb8vymd4+0SIhmWcbhY9PGttELvpV0D9bMs1KqCuqDkpQZ3zhqzEDoMimmrUlXGSZ/2t/miQPYMTnj7Li//f1LiZ18uVKFCFqyPV7hcr2zruN+x+QMNv72FzqWqc0iQ8zO9fygz+4dxjeOYtlSl8rJy4QboYMZU+By2YffeOizd/+ptnT2dfgSca98t9k/F0Sw+T0r8OXTb1qn0maBAFQOIh3B5ZN7SET+EMAkgPP+g0qpL2dmFVn0RGVMghlZU3Ofa+Z5uOhlnu3QcW6uUhtGEqC6oLDn2RPYOTljfF9+5hrINlObVYaYneu5Q5/dIySVcgt+Tv3Pqu2znPSzJwCGlhRw/lKr77z2HUWtD3/otvVOU2lNDdDt0OkGv3b1pUnv4hI8/3j9/78deEwBsMsikL4gqfOwqX6EgzpdgOmqguENCESSS8q1Q0GkJduzoNDYprUF/mmNnbWR1Qh4dq7nDn12j2D6rIwMebhQWTD6rfDndM+zJ7Sf5R2TM9i7/xSuCE1JdWF0uIhDu2/C5okDOH+p1cbD3zzX4sN8u2w30MHm7ygKA4KFBdUo09v07hG88t2ytnG80w1+LE/rb1wmDG7phCGk92jXeZhqzHQLAVBzngtKxVLBqCyoWBOu0iKpxF2QtLMyYbLKELNzPV/os3sH02fl/lvWAbArZfglHFF+IokfCcppxi2b85MhuvMuj7kLWA0kH6pK4cun32w08uWd9c0q+UB6g8jgWUR+XfPwmwCOKqWSzzwmPYHNQWXhPKamS8YGmgWl8PLEtqbH8ijHcMHfumwnALYNIEiDrDLESbXESTrQZ/cOUZ+VqPKGrG6wg7XYyw2NzybJUP896G4K2t0FNEmP5gHL0/obl7KNsfq/5+rfbwPwJQD/VkSeUkr9blbGkXzRZZZ3PX0Me549gTfLFWPzdjvOw9ZUFlapMGWokxBHO9p/valmeXS4qK1DjItrQ6SN4M3P8JAHpWrDBa4aLmLL2pXYd7SUSYY474Wtz6HP7iGiPitZKlT4u3nDQx7eujDfKDObLV/uuzDdww8tKWBBNQfDgto6sXf/Kdx+/SgOnjzTdFNgUlnybXHxed0SnLI8rb9x0Xl+B4APKKXuUUrdg5pTXgngJwH8Yoa2kZzRZZYrVYVZS+AMtOc8bI5xy9qVAGoB4a6njjlLPLmgAOcO8NHhIl6e2IZPffw666jzcCe8iZEhT/t4QaRF/SKOOkZYzePcXKXxuyvNlrHvaAm3Xz9KbdPFB312l9GOqo3vR9rdiQr/dNEr4FMfv66xmxfuz/CzvCZd+rlL1Sb/FkxAlGbLeOzwacxdmsfD2zc0NPNN72B0uKj1pzq6JTjVaXWzPK1/cMk8rwJwKfB9BcA1SqmyiFzMxizSDSS5w2/XedgmVk1+6TV87tgbqQbNPsHmmKit0Ndny7hv6jgeHF8PAE3jx5cONt+P+lkl03FHhjzcf8s6bWbJH4zgHydujblpEIxPuVLFwZNnIkeik56DPruLSKOxzGUUtg0/sPWzu6OhBm1TX4itfvmq+g6bzb+dm6s0ditNfluAlnJAf6csmA0Huis4ZXlaf+MSPP8VgMMi8tf1728B8ISILAPwtcwsI7kTNXo1iACpOA/bFqWf9U6boEPesnaldeQrcHks7Mtn3sLHxlbhQqCLfbZcwc7JGeyYnGlaoGyNQf71uufJY8bu9fGNo7FrzF1ufrplC5SkCn12F2H63JpGbpuI44+DBDPCVaUa/i4Y/NnO6dIAbPMjUX5bAU013sHrkXdTYBQsT+tfXNQ2fkdEPg/gJ1D7HP5bpdSR+tN3ZmkcyRfXWjs/a5sGviOy1ca5IgLYSuh0Af8zR7/lfPxDL53Fide/r51+COgzTLbGoKipi3EbVFwW2wERrN79fMMem42kN6DP7i5sahVxMtBJa5/DLtAP3HdOzkT6CN8n1KTuaucdLnrYc+u6JpuTBvaAvVyOwSnpVpzGGymljgI4mrEtpMtw2UYDgLlL85iaLqXm5Pwsa9ud5KrmmHXH0QX8900dx1xMLdSoTLhrd/h9U8eNx1AANk8cMHa9m2oAXRZbP9PtN4NCXa59pG5p70Kf3T3YAss46kRhf9xOO3Hwc29qlh7yaiVoYR9ycb7VRyYN7LupDIOQOLg0DBICABhaMojtN1yN4WJzg5s/ES/NkdK6Zoy4DA95sZo6nnjhtbbOZ6I0W7Y2Ck1Nl/B4RKlIabaM2XKl5QMbfi/BxiS/491vCFy2pGBs2AFq26umpqEsxngT0g9E+bI4pVPjG0dxaPdNeHliW2ojrk1B+IXKAh54Tj98JVzq4Tc1htcGG2xQJr2MU+aZ9Ce6Rpd9R0u4wmu950pbHN41623jrQvzAIDbrx/FEy+8hqpSKIjg9uv1GeA0pOFM+AoXfib3yKtnGzbFYQG1bVNfbi5YVmH6fT10W62x8d5njifKVvl2t9Pw1O21i4Rkha2nAUiuHpGlhB1Q8zWmRkJdJt3fWQvLY+qa/hg0k16HwTMxYmp0MTnrNJvPdMGWb5P/2Ja1Kxs6okBrBqWyoFrqiKtKYd/REsauWdHivF11RtuhXKnitz57HOcvJV/wli0dxMz9N7c8bmso9L9OQkGkrWE4HGNL+h2T7ns7ZQvBBEPW00h1bHjgCy21z2G7dPrythvndm+yeZNOOgWDZ2IkbjCclv6mLtjaOTnT0GJ+ePuGFoe4evfzzsc3BX533Hh1pNKGDa8gqFSjg+92Ameg9ffiLximBdT19+gVpKnmGbCPGXc9LsfYEpKNtFmUVJyOcI1z3AFRPsFBKmGFjKD/PjdXQdEraP12kHZvsnmTTjoJg2dixNToMlz0cHF+IZPJdIA+2NIpWPivfX22bJz2Z0IX+Pm6zaYA2q8xNC1SLoFzGoQnLUZt3V5lsdufMGZT2zAF5q43SxxjS0iNrNQjXEs4il6hZfLflrUrMfml1xL5L91NcNKbZdPP7Xn2hNMNB2/SSSdh8EyMmPQ999y6DkB2kmZRQVW5UsUDz53AhcrlAD5uuYUp8HtwfD3Grllh3V6NU2eYJMsjAO7ctAoA8Pjh002vD9+kRA1Csdltqj3U/R7b2W7mGFuyGOmmEoFwVnt50YNILesbHIwSLHVbXvQwd2kejx8+jeEhDxcr1dhqQ0Crv3a9WQ5fP1NSYrZcaagM2bLJvEknnYTBMzHiok2cBmEnapJkC2JqZHHBGxBr4OeyvepaZ+iXmkQtEOGfeeKF1/Cpj1+HsWtWWO2wLQyjBrvjLvbtbje7DFkg3Y+IfAzAHgA/AuCGgHZ03+FSItDp4Doqqx22Oehjz81V4A2Ic+lZkPBN8PCQp/XPth0zm2ReGFM2mTfppJOIyrhBSnvShE54bGxMHTnSt/56UaIrO9DV3qbNcNHDR667smn7Mu7itnr385HOPqwn/Z57P++cJXfpSjfVOqY5uCYNuilLlxciclQpNZa3HUkRkR9BTYTh/wbwGy5+e7H67KjPncmvLVsy6NQ455Pm5yZOXbQrYR81NV3CrqeOtfhuryDY+3PXNdQ4TMojrgG0AHh5YlvTY7prTmUP0i4mv51X5vmrAG5DzQmTPkZXdlCpKixbUsD8parWkRa9ApYODrQ1qnu2XGmqbU6SOYrKJAezq/dNHY8tTedSr5dWVjfr4JaTwnofpdSLACBiUwvvD0w7PqXZsjFIDY6pdmlmS7sBLo3yhZEhD0NLBq07crqkx7Ilg43A+d5njhv9YHinbu7SfGQW2yeLhkxCTOQSPNMJkyiFCJMiRUGkoVvsK3CkRTBYjVq4pqZLmLs0bzxWcITtfVPHE6t4RC14aSwY7FInaSIidwO4GwBWrVqVszXZYLpxFpgbisNE3Ryn3QDXzghtn9m5CqY/2SqT6WPyV2/WbxqiejTCO2ambLIpOcCbdNIpur7muR8c8WInnNXcsnYl9h0tJdIdXlCq4RyPvHq2paGuXXznH6WZHNU06I+wnZoutSV/NyASOfq83QWDXerER0T+G4Af0jz1W0qpv3Y5hlLqUQCPArWyjRTN6xp0Oz5JJN9sN8dR2e24GsppDFWJqh+Oqju2vV9dUMxsMulWMgue03DCQH844sWMLqsZFfDayjKCzttXxrBNsxpArUjTlSgn//psOTJ7AjQrgkQxMuRh2/uv1N5QVJXCzskZ7Jic0TYApgG71ImPUuqDedvQC+iCuiRZXVsw6pLdDpY0RO0Y+Y/tefZEopI3l3KwqDIy03vydxRNdjNYJt1GZsEznTAB7JrNOvwAEXCTRws71nCW21Qzp6PoFbBl7UpsnjhgtPGqej2eC1HnLYjgpYc+3Ph+7JoV2kYancZ1mosJu9QJiU/Y99ga8kYMY6ptwWiS7HZwdyycrT3y6lnnvgudHrTLjXtUptgUXLOpj/QaXV+2QXqbONlLnUJE3O268IJmmzx416ZVLcMCbOUk/mKX1jjcO268uvG1H/RHLWxZlFNQSo64ICI/C+APAKwE8LyIzCiltuZsVqq00zgbFRjGPXbS7LZ/kx3c7dsxOeP0HgRIXBoRfn+6iYIswyCLhVyC535wwqSGSfMzjEtWOQm2KYl+4Dw85OH8xXlrbXIwI25rFPSJUgS5a9OqxkRDlymBQdIup+CCRlxQSn0WwGfztiMr2m2cddHFj/uZipPd9imIJKprbkfeMs61010HSlmSXiMvtY1F7YTJZUyJ1KI3gBXLlmbuLHXZIG9AcP7SfCOwjQruBTBqt5ooV6pYOjjQMnTA33Y9ePIM7ps6joMnz8TOYsctp3BZmFhXSPqdNBpns/4cRTX9Fb1CosC53Z2mdq4d1X5IL8KyjT4hrzv7Nw2Z1wuVhURZjqRbn8EmmapSWIjRRegHqy6NgkFmy7WpXSP17HuwXrE0W3ZS4QjXOMZd5LgwEeJGLzTOhrPbOrWNuGVlaTQit3PtqPZDehEGz31AngFUms1ocd9HUEs6qCgeZ3BhMFhNsohWFhSGlgxiaMlg7AyzALgzVJcdd5HjwkSIG73SOOuS3XbVwA+Wj7lgSl60c+164aaFkDADeRtAsidKszhLdm1dg6JXaHos6RZhnPfhB9q+Q0+icTg6XGzqAjctBAUR2Mb9vD5bTrQQ+OUdh3bfhJcntuHQ7ptiB7xcmAhxI01flSfjG0dx5yb9TISBuqMqiCQKnH2fqnA5eTE1XWrr2pn8arfdtBAShJnnPiDPACrNZrQ47yNuiUUQk3SSrZsegFZmDri8CCRR6Ij7OwpnhkwNm8uLXmPQQlplPGz6Ib3MYmqcHbtmBf7qhdMtu2y/cGO8gDmIKXlxz5PH8KmPX4eHbluf6NpR7Yf0Igye+4C8tyPTaqKJ8z5cgs6CCBaUcp7SZVpcgZomtS5wDi4CSaZ7xfkd6cpavAFpaVoMN0ymUcbD2mqyGMijcVZ30wmYg3iXm9Q9z57Qlqf5fRZJSsFMPrWqFO595jgeum19oj6WxXTTQvoHBs99QDfd2Weho6p7H1GaqEmF+XWL6+aJA9qgWDc1K9jo82a5Yq2/Dr43l+umywxVFhSGix6WLR20Do5ptw6atdWExEd307nrqWNYAFCtO4fSbBm7nj7W+BmXm1TbBMHghNc4N7k2n2r7rFPthyxGGDz3Ad1yZ5+1jmoQ23SutMdcmzIyC0o1ncM2DXF50UOluoDzl2r2Dhc97Ll1XWO4gst1M9nxZrmCmftvbnxvGhxTmi1j88SBRNfGVlLDcg5C9JhueMNUqgoPPHcCQ0sG275JDR/d9eejZPJ0PoA7UmSxwuC5T+iGO/tO6aj6wVq5UkVBBFWlUg+YgyQpiwkHzt+/ON/INAHA+UvzOPLqWaPslO66udphyyAlXdxMtdXDQx4XT0IMxOlpODdXwaxBk740W8bq3c83bk5HHIdTxbHD/7xG9XYE4Y4UWaxQbYN0jE40LoZVNqpKNZU/bJ44gNW7n8fmiQOYmi6lcs64nebhrvXZcqUpcAZqmabHDp+2lp6Er5urHbrXBYmrxDI1XcJbF1qnLnoFgVLITemFkG5marqEAbHp9LSyvOgZnwsqYGx7/5UoDLgfe0CkyS9OTZe0vnJ84yg+9fHrnP0d1X7IYoWZZ+JMu9vvnWhcNGU6HnjuBC5UFpwyoEkHsbj+TDtKIEHC183VjuDrTMF5nMVt7/5T2q3mZUsGjUNyuHiSxY7Nj/g30LoMro3zl+bhDYj28+ZTrlRx8OQZfOpj1+GB5040MtDDRQ8fue5K7DtaavE/vh1+zTUEjSbjsK+M4+/yblYnJCsYPBMn0qhd60Tjoiko021h6rYPk77POGUxaQSOpuvmaof/us0TB9pe3Gy11lw8ST8S5UdMN9AFEWx69wgOvXRWe9xKVWFkyMPQkloDsCmEfn32/2/v/oPlqss7jn+eXC5wEeWC0ioXIlgoVoESuHVwcFrFjCBgiKBFy4woncno1KGoTU2aFnGsI5qZaq3OMIytQ9ugQSq/B0kQbGcYAg3kB0lJBLVqIyN0NFibFBPz9I89S87de87Z7557fnzv7vs1c4f9lT3Pcvc+++z3PN/vd29uLph+9TEvFr4Lkra2GcfIKMx7c2VonolpsjpQJdo2EKSKjVaWLprSZy49XVOTEzLN3oSkCoMWZb2FX90byty+aZcKd1QJEPL/Le+0a68qNoYo2uRgWDaeAAZRdAYs7wur1BkBfvxHzxc+d3cg4POXn6mpnL89l3L/7pcumnpx46UDA4x8l/nS30TOB9rAyDOCVNW71nvKr1uUVpVM80Y6TK49+w7MevzkETN7COvs0bt90y4tv3WLQj6vFlhnFCo9ChS6vN4go+dVrMRSNLoUy0ovQJOKzoAVTeQbMwtq6er+TV929lRmG0b6MZJmnV0rGnnOU/ZsUQyT1YGqUTwjSFWn3+teuiivWLvuzu2ZxXPv50adbQar79s5Y7OSPN1l6rr/ZtCic9AZ7nP9cOtXIPPhiVHTb535LBPjYwPNhej2Nnd39gtZlac3/2YVzgskjfVsrMTZImAmimcEqap3ra6li/pN8vvI2s2Z/653QlsVrzMvln6j13nL6YWM0qePWdQHWRcKZOCgfmsi9+r+7RdN4s2S7m0+acU9mX/7u5K11ot6rdPGxkyX/94JpXYhBEYFxTOCVHX6vY62iJDR7NAR5bm+zqJYikajpiYnZm1tGzpK3/u4PEzSA5qRlUf+94X9mTv/9f7tZ315P3x8QWa7x1ET4zr3+gf6tmB080ZInt33a9eDO54rtdU2MCoonhGsitHFOtoiQkazBxlRnsvrLIpl+fmnavmtW2a1bowvsMw4QkfpQ0aTOO0KDG4uy3Nm7SjaLwflfXmXNCt3LLDO0nXdgryod7mbN0LbSVhKEihG8YxG1bF0UchodlMT14pi6R6rd+3V7jbcgzxXyOOkzsIenHYFBjfI/IyQInuQddh7i+5P3rV91pfuAy4dCJhD0fWT3Xv1+cvP5CwVUAGKZzSqjiJ2kJaM3g+l7inPqgrMkFiOOPQQ7d6zb8aoUlYcc91uO6sVBECY0DM/g65uM0iOCW3JCnHc5MSs/Dt5xLh++X/7Z63qkx7MmOvmWMAwonhG46qeXFZmNLuuVT+KYsk6ZtFuXqGvi40IgOqFnvmZyyTofoVpmd1Ijz5ifMZuqtLMfJA1iNBvJ8S6VkcC5iuKZ8x7ZUaz8z7wrlm7+cX+5DIfDkU9ix+7ZctAu3l1R42rOh0MxC6mUc7QMz9lJ0GHFKb9nsOkGStsTIyP6RPvGGyZy6LBjLpWRwLmO4pnDIVBR7OLPpTmOrqSN1EodDOCdHyDbrcNzFexjXKGntEpOwk6pDAtmuA3MT6my86eyl1Sror/Z3VuGgXMZxTPGEn9Zp1XObpS5tQrE3YwamIb5Qw9o1O2bSqkMM1bL7poonEVumcA8r7uk58w6iieMZJCNjGoanSl6HnGF9iMnmeJfmWMpthGOUNbSMq2TYWMWLfRktVvkiL5CaB4RmSa6nlMfyjljUBXNbqS9yE5ZqbV7/7dF+OIoc8TaEsda8BnCckxWS0k16zdrOvu3J454lumbSp0xLrMCh1zySdFZ8rydkEFRg3FM6LRdM9j90MpZPOCucj7kPzMpadX2p8IzGdNrBoTmmPyCsjde/dVlpPqGFWuIocWjfT/ZPderb5v50DPBwwjimdEo62ex6IVMqpYBzqm1TBiWs0ASGvi7yQ0xxQVkFXmpKon+ua9vo/dskUfWbs56P9p0XwQ1+yCnJyCUUTxjGi02fPYbyvdQUZw8j5M2v5AKXpNUhzFPUZb3X8noTmm34TiWFebyIuru9JPSB4LmQ/S/QIhKaoVUoCmLGg7AKArr7exjZndRSNURboF6q7de2eM0ty+aVeN0YbJe03X3bldy2/dMiPm5bduiSJmoEqhOWb5+adqYnxs4OdpW0hc/fLY0kVT+sylp2tqckJW8DzdFo4yeRKY71opns1stZntMLOtZnabmU22EQfikvWB1dbM7rKj4DF/mOTFvnvvvhmrfUid1T8+edf2JsICGhOaY7oF5NFHjM96jphXm+hX9Hf1y2NLF03poRXn6QfXX6Spgi8csa2QAjSlrZHn9ZJOc/czJH1X0sqW4kBEekc8piYnZkyqa1LZUfCmP0xu37RL517/gE5acY/Ovf6BwtHiQUfLfr5n31zDG9ggrwcY1CA5ZumiKW269m36wuVn1pqTqnzP976+McseOx4kFxR94YjpbCHQpFZ6nt19XerqBknvaiMOxCeG3mCp/Mz/ppbbkgbvy874JUGmAAAOy0lEQVR6Tb3b+7Ypth3mMJwGzTFV5aSsuRBS9T3D6XirWEmo30TOuldIAWIUw4TBqyStzbvTzJZJWiZJCxcubComjLiyM/+bWG6ra9DVSZYumtLGH/5Mazb86MWCuahwnpyYfcq6TrHtMAdUJe+L4eHjC2p9z1e1gkneF4iYVhICmlRb8Wxm90t6ZcZdq9z9juQxqyTtl7Qm73nc/UZJN0rS9PR0LINkGAFlRpya/DAp0yLy4I7ngkaaxxeYrlvy+pKRlUP/JIZV3hfDvBUtqnzPp9ezX33fTn1k7Watvm9nZXkplrOFQJNqK57dfXHR/WZ2paSLJb3V3SmKMTR6C+i6NhUo0yJS9KE8lUwAamv0qMmWF6AJ3YK1aNm7LHXsqkhLFFCdVto2zOwCSR+X9AfuvqeNGIC6NPVBVaZFJK9AnZqc0EMrzqsstjKabHkB6pbVb9xrcmJcL+w/0Pc9X8eW27REAeW1tdrGlyS9VNJ6M9tsZje0FAdQuaaWqyuzOklMywH2imm1FWCu8rb47poYH9N1S17f9z1fxdrxtEQB1WprtY2T2zgu0IQmP6jKrBwgxTvBh/5JDIt+LVLpv7ui93wVo8a0RAHVimG1DWCoxP5BRYEK1K+qFqkqvozTEgVUi+25gYrF3BoBoBlV5YEqNiKhJQqoFiPPQMXKtkbMdVIQUCczWy3pHZJ+Jel7kj7g7rvbjSpeVbVIVTVqzBknoDoUz0ANBv2gYikpzAPrJa109/1m9llJK9VZNQk5qihYY5+nAIwiimcgAiwlhdi5+7rU1Q2S3tVWLKOGUWMgLhTPQARYSgrzzFWS1rYdRIim26FovwKGH8UzEIHYV+jAaDCz+yW9MuOuVe5+R/KYVZL2S1qT8xzLJC2TpIULF9YUaZim26FiaL+ieAfqx2obQARYoQMxcPfF7n5axk+3cL5S0sWSrnB3z3mOG9192t2njz322CbDn6WpDYv6He+atZt17vUPDLSxSRlVbKgCoD+KZyACLCWF2JnZBepMEFzi7nvajidE0+1QRc/bRCHb9JcFYFTRtgFEgklBiNyXJB0mab2ZSdIGd/9guyEVa7odKu94XXVPAmbuBNAMRp4BAH25+8nufoK7n5n8RF04S823Q2Udr1edhWwVG6oA6I/iGQAwlJpuh0ofL0+dhSxzJ4Bm0LYBABhaTbdDdY/Xu/KGVH8hy4YqQDMongEAI6fskm6h/66tQpa5E0D9KJ4BFGLdWAybsusxD/rvKGSB4UTPM4BcrBuLYVR2STeWggMgUTwDKECxgGFUdkk3loIDIFE8AyhAsYBhVHZJN5aCAyBRPAMoQLGAYVR2STeWggMgUTwDKECxgGFUdv3npteNBhAnVtsAkIt1YzGsyq6EwQoaACieARSiWAAA4CDaNgAAAIBAFM8AAABAINo2AAAoiR04gdFD8QwAQAllt/kGML9RPAMAUELRDpwxFM+MigP1oHgGAKCEmHfgZFQcqA8TBgEAKCHmHTiLRsUBzE0rxbOZfcrMtprZZjNbZ2bHtREHAABlxbwDZ8yj4sB819bI82p3P8Pdz5R0t6RrW4oDAIBSYt6uO+ZRcWC+a6Xn2d1/kbr6EkneRhwAAMxFrDtwLj//1Bk9z1I8o+LAfNfahEEz+7Sk90l6XtJbCh63TNIySVq4cGEzwQEAMI91C3pW2wCqZ+71DPqa2f2SXplx1yp3vyP1uJWSDnf3T/R7zunpad+4cWOFUQJAM8zsMXefbjuOJpGzAcxneXm7tpFnd18c+NCbJd0jqW/xDAAAALSplbYNMzvF3Z9Kri6RtKONOAAAqBIbkwDDr62e5+vN7FRJByT9UNIHW4oDAIBKsDEJMBraWm3jsjaOCwBAXWLfrhtANdieGwACcDoe/VS5MQnvNyBeFM8A0Aen4xHiuMkJ7coolAfdmIT3GxC3tnYYBIB5o+h0PNBV1XbdvN+AuDHyDAB9VHk6HsOrqo1JeL8BcaN4BoA+qjodj+FXxXbdvN+AuNG2AQB9VHU6HgjB+w2IGyPPANBHVafjgRC834C4UTwDQIAqTscDoXi/AfGibQMAAAAIRPEMAAAABKJ4BgAAAAJRPAMAAACBKJ4BAACAQBTPAAAAQCCKZwAAACAQxTMAAAAQiOIZAAAACGTu3nYMwczsOUk/bDsOSa+Q9N9tB5GIJZZY4pCIJQ+xZGsqlle7+7ENHCca5OxMxJItllhiiUMiljxNxpKZt+dV8RwLM9vo7tNtxyHFE0sscUjEkodYssUUC+oR0++YWLLFEksscUjEkieGWGjbAAAAAAJRPAMAAACBKJ7LubHtAFJiiSWWOCRiyUMs2WKKBfWI6XdMLNliiSWWOCRiydN6LPQ8AwAAAIEYeQYAAAACUTwDAAAAgSieA5nZp8xsq5ltNrN1ZnZccruZ2RfN7Onk/rMaiGW1me1IjnebmU2m7luZxLLTzM5vIJZ3m9l2MztgZtM99zUaS3LMC5LjPW1mK5o4ZurY/2Bmz5rZttRtx5jZejN7Kvnv0Q3EcYKZPWhmTya/mz9tMZbDzexRM9uSxPLJ5PaTzOyRJJa1ZnZo3bGkYhozs01mdnfbsaBeseRtcnZhPCOfs5Pjkrfz44kvZ7s7PwE/kl6Wuny1pBuSyxdKuleSSTpH0iMNxPI2SYcklz8r6bPJ5ddJ2iLpMEknSfqepLGaY/kdSadK+o6k6dTtbcQylhznNZIOTY7/ugbfI78v6SxJ21K3fU7SiuTyiu7vquY4XiXprOTySyV9N/l9tBGLSToyuTwu6ZHk7+QWSe9Jbr9B0oca/D19VNLNku5OrrcWCz+1/66jyNvk7NxYyNkHj0vezo8nupzNyHMgd/9F6upLJHVnWl4i6R+9Y4OkSTN7Vc2xrHP3/cnVDZKOT8XydXd/wd1/IOlpSW+oOZYn3X1nxl2Nx5I8/9Pu/n13/5WkrydxNMLd/03Sz3puvkTSTcnlmyQtbSCOZ9z98eTy/0h6UtJUS7G4u/8yuTqe/Lik8yTd2mQskmRmx0u6SNJXkuvWViyoXyx5m5ydi5x9MBbydoZYczbF8wDM7NNm9mNJV0i6Nrl5StKPUw/7r+S2plylzghKDLGktRFLTK+/6zfd/Rmpkxwl/UaTBzezEyUtUmfkoJVYklNumyU9K2m9OiNNu1PFRJO/py9I+nNJB5LrL28xFjQgwrxNzm73mP20mrMl8naPKHM2xXOKmd1vZtsyfi6RJHdf5e4nSFoj6cPdf5bxVHNe/69fLMljVknan8TTaixZ/6yOWPpo45jRMrMjJf2LpGt6RuAa5e6/dvcz1Rlte4M6p41nPazuOMzsYknPuvtj6ZvbiAXViSVvk7NL4e+vB3n7oJhz9iFNHzBm7r448KE3S7pH0ifU+dZzQuq+4yX9pO5YzOxKSRdLeqsnjT9txZKjllgiPGY/PzWzV7n7M8lp4WebOKiZjauTgNe4+zfbjKXL3Xeb2XfU6Z2bNLNDktGDpn5P50paYmYXSjpc0svUGdVoIxZUJJa8Tc4uhZydQt6eJdqczchzIDM7JXV1iaQdyeU7Jb3POs6R9Hz3FEuNsVwg6eOSlrj7ntRdd0p6j5kdZmYnSTpF0qN1xlKgjVj+XdIpyUzcQyW9J4mjTXdKujK5fKWkO+o+YNIT9veSnnT3v2k5lmMtWVnAzCYkLVanl+9BSe9qMhZ3X+nux7v7ieq8Nx5w9yvaiAXNiCVvk7NzkbMT5O3Zos7ZVc08HPYfdb4NbpO0VdJdkqaS203Sl9XpB3pCqdnLNcbytDp9YpuTnxtS961KYtkp6e0NxPJOdUYPXpD0U0n3tRVLcswL1Zml/D1Jqxp+j3xN0jOS9iX/T/5Ynf6sb0t6KvnvMQ3E8SZ1TmNtTb1HLmwpljMkbUpi2Sbp2uT216jzwfy0pG9IOqzh39WbdXDmdqux8FPr7zmKvE3OLoxn5HN2Egt5uzimqHI223MDAAAAgWjbAAAAAAJRPAMAAACBKJ4BAACAQBTPAAAAQCCKZwAAACAQxTMQyMxONLNtyeVpM/viHJ5rtZntMLOtZnZbd01NAEA1yNmoC8UzUIK7b3T3q+fwFOslnebuZ6izxunKaiIDAPQiZ6NKFM+IRjJKsMPMvmJm28xsjZktNrOHzOwpM3tD8rgjzeyrZvZEMgpwmZl9yMw+l3qu95vZ3yWXbzezx8xsu5ktSz3mbWb2sJk9bmbfMLMjM2I628y2mNnDkv4kdfubzezu5PJ1ZnaTma0zs/80s0vN7HNJfN9Ktlydwd3XeWdrUUnaoM4WowAwb5CzMaoonhGbkyX9rTo7HL1W0h+ps/PSn0n6i+Qxf6XOdrqnJ6MAD0i6VdKlqee5XNLa5PJV7n62pGlJV5vZy83sFZL+UtJidz9L0kZJH82I56uSrnb3N/aJ+7ckXSTpEkn/LOlBdz9d0t7k9iJXSbq3z2MAIEbkbIycQ9oOAOjxA3d/QpLMbLukb7u7m9kTkk5MHrNYnX3uJUnu/vPk8d83s3PU2cb0VEkPJQ+52szemVw+QdIpkl4h6XWSHjIzSTpU0sPpQMzsKEmT7v6vyU3/JOntOXHf6+77kjjHJH0ruT0d9yxmtkrSfklr8h4DABEjZ2PkUDwjNi+kLh9IXT+gg+9Xk5S1r/xaSX8oaYek25IE/mZ1Evcb3X2PmX1H0uHJc6x39/cWxJJ3nNy43f2Ame3zg/vep+Oe+eRmV0q6WNJbU48HgPmEnI2RQ9sG5qN1kj7cvWJmRycXvylpqaT36uDpv6Mk/TxJwq+VdE5y+wZJ55rZyclzHGFmv50+iLvvlvS8mb0puemKql6AmV0g6eOSlrj7nqqeFwAiRM7GUKF4xnz015KOTiaobJH0FunFU4H/IenV7v5o8thvSTrEzLZK+pQ6CVju/pyk90v6WnLfBnX69Xp9QNKXk8kneyt8DV+S9FJJ681ss5ndUOFzA0BMyNkYKsaZBwAAACAMI88AAABAIIpnAAAAIBDFMwAAABCI4hkAAAAIRPEMAAAABKJ4BgAAAAJRPAMAAACB/h8wgxuo+OJjHwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 864x864 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print('Probability of redundancy: ', model_multi.dropout.data.numpy())\n",
-    "indices = np.where(model_multi.dropout.data.numpy().flatten() < dropout_threshold)[0]\n",
-    "print('Non-redundant components: ', indices)\n",
-    "plot_dropout(model_multi, sort=False)\n",
-    "\n",
-    "encoding = model_multi.encode(data_multi)\n",
-    "\n",
-    "encoding_x = encoding[0].loc.detach().numpy()\n",
-    "encoding_y = encoding[1].loc.detach().numpy()\n",
-    "encoding_z = encoding[2].loc.detach().numpy()\n",
-    "\n",
-    "plt.figure(figsize=(12, 12))\n",
-    "for idx,k in enumerate(indices):\n",
-    "    plt.subplot(len(indices),2,2*idx+1)\n",
-    "    plt.scatter(encoding_z[:,k], latents[:,0])\n",
-    "    plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "    plt.ylabel('ground truth 0')\n",
-    "    plt.subplot(len(indices),2,2*idx+2)\n",
-    "    plt.scatter(encoding_z[:,k], latents[:,1])\n",
-    "    plt.xlabel(str('mcvae dim ') + str(k))\n",
-    "    plt.ylabel('ground truth 1')\n",
-    "\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "6AkpD8cL09_d"
-   },
-   "source": [
-    "The multi-channel variational autoencoder allows to predict each channel from any other."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "metadata": {
-    "id": "67PCF2GGcKsn"
-   },
-   "outputs": [],
-   "source": [
-    "# We compute the reconstruction of the data from the encoding\n",
-    "z = [_.sample() for _ in encoding]  # sample the encoding distributions\n",
-    "p = model_multi.decode(z)  # compute the decoding distributions\n",
-    "\n",
-    "# This variable has several dimensions over two indices:\n",
-    "# the first index indicates the modality to decode(0:x, 1:y, 3:z, ...)\n",
-    "# the second index indicates the modality from which the encoding is done (0:x, 1:y, 3:z, ...) \n",
-    "\n",
-    "# p[x][z]: p(x|z)\n",
-    "decoding_x_from_x = p[0][0].loc.data.numpy()\n",
-    "decoding_x_from_y = p[0][1].loc.data.numpy()\n",
-    "decoding_x_from_z = p[0][2].loc.data.numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 576
-    },
-    "id": "0y0yGMQhcNXl",
-    "outputId": "86fb62f2-5b43-4255-9290-fa01043c6044"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1296x720 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(figsize=(18, 10))\n",
-    "plt.subplot(2,3,1)\n",
-    "plt.scatter(X_ext[:,0], decoding_x_from_x[:,0])\n",
-    "plt.title('decoding X from X')\n",
-    "plt.xlabel('X0')\n",
-    "plt.ylabel('X0 from latent X')\n",
-    "plt.subplot(2,3,2)\n",
-    "plt.scatter(X_ext[:,0], decoding_x_from_y[:,0])\n",
-    "plt.title('decoding X from Y')\n",
-    "plt.ylabel('X0 from latent Y')\n",
-    "plt.xlabel('X0')\n",
-    "plt.subplot(2,3,3)\n",
-    "plt.scatter(X_ext[:,0], decoding_x_from_z[:,0])\n",
-    "plt.title('decoding X from Z')\n",
-    "plt.xlabel('X0')\n",
-    "plt.ylabel('X0 from latent Z')\n",
-    "plt.subplot(2,3,4)\n",
-    "plt.scatter(decoding_x_from_x[:,0], decoding_x_from_y[:,0])\n",
-    "plt.title('decoding X vs decoding Y')\n",
-    "plt.xlabel('X0 from latent X')\n",
-    "plt.ylabel('X0 from latent Y')\n",
-    "plt.subplot(2,3,5)\n",
-    "plt.scatter(decoding_x_from_x[:,0], decoding_x_from_z[:,0])\n",
-    "plt.title('decoding Y vs decoding Z')\n",
-    "plt.xlabel('X0 from latent X')\n",
-    "plt.ylabel('X0 from latent Z')\n",
-    "plt.subplot(2,3,6)\n",
-    "plt.scatter(decoding_x_from_y[:,0], decoding_x_from_z[:,0])\n",
-    "plt.title('decoding Y vs decoding Z')\n",
-    "plt.xlabel('X0 from latent Y')\n",
-    "plt.ylabel('X0 from latent Z')\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "bfKHxkXWqxmY"
-   },
-   "source": [
-    "# Application to (pseudo-) neurological data\n",
-    "\n",
-    "We are going to load volumetric and cognitive data for a synthetic sample generated from the ADNI dataset.\n",
-    "The exercise consists in applying the methods seen so far to understand the relationship between this kind of variables."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 73,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 419
-    },
-    "id": "-LzoZTAWq0Tf",
-    "outputId": "cdd7652e-081f-4437-ef11-fe26eec88cc8"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>WholeBrain.bl</th>\n",
-       "      <th>Ventricles.bl</th>\n",
-       "      <th>Hippocampus.bl</th>\n",
-       "      <th>MidTemp.bl</th>\n",
-       "      <th>Entorhinal.bl</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0.684331</td>\n",
-       "      <td>0.012699</td>\n",
-       "      <td>0.003786</td>\n",
-       "      <td>0.012678</td>\n",
-       "      <td>0.002214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0.735892</td>\n",
-       "      <td>0.012803</td>\n",
-       "      <td>0.004866</td>\n",
-       "      <td>0.015071</td>\n",
-       "      <td>0.003041</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0.738731</td>\n",
-       "      <td>0.030492</td>\n",
-       "      <td>0.004300</td>\n",
-       "      <td>0.012419</td>\n",
-       "      <td>0.002316</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0.696179</td>\n",
-       "      <td>0.032797</td>\n",
-       "      <td>0.004720</td>\n",
-       "      <td>0.012312</td>\n",
-       "      <td>0.002593</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0.841806</td>\n",
-       "      <td>0.004030</td>\n",
-       "      <td>0.006820</td>\n",
-       "      <td>0.016948</td>\n",
-       "      <td>0.002896</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>995</th>\n",
-       "      <td>0.767153</td>\n",
-       "      <td>0.011417</td>\n",
-       "      <td>0.005209</td>\n",
-       "      <td>0.012879</td>\n",
-       "      <td>0.002208</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>996</th>\n",
-       "      <td>0.695168</td>\n",
-       "      <td>0.011908</td>\n",
-       "      <td>0.004641</td>\n",
-       "      <td>0.012534</td>\n",
-       "      <td>0.002197</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>997</th>\n",
-       "      <td>0.628691</td>\n",
-       "      <td>0.041537</td>\n",
-       "      <td>0.003478</td>\n",
-       "      <td>0.010870</td>\n",
-       "      <td>0.001939</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>998</th>\n",
-       "      <td>0.714763</td>\n",
-       "      <td>0.020461</td>\n",
-       "      <td>0.004713</td>\n",
-       "      <td>0.013989</td>\n",
-       "      <td>0.001981</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>999</th>\n",
-       "      <td>0.691858</td>\n",
-       "      <td>0.030349</td>\n",
-       "      <td>0.004237</td>\n",
-       "      <td>0.011439</td>\n",
-       "      <td>0.002419</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1000 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     WholeBrain.bl  Ventricles.bl  Hippocampus.bl  MidTemp.bl  Entorhinal.bl\n",
-       "0         0.684331       0.012699        0.003786    0.012678       0.002214\n",
-       "1         0.735892       0.012803        0.004866    0.015071       0.003041\n",
-       "2         0.738731       0.030492        0.004300    0.012419       0.002316\n",
-       "3         0.696179       0.032797        0.004720    0.012312       0.002593\n",
-       "4         0.841806       0.004030        0.006820    0.016948       0.002896\n",
-       "..             ...            ...             ...         ...            ...\n",
-       "995       0.767153       0.011417        0.005209    0.012879       0.002208\n",
-       "996       0.695168       0.011908        0.004641    0.012534       0.002197\n",
-       "997       0.628691       0.041537        0.003478    0.010870       0.001939\n",
-       "998       0.714763       0.020461        0.004713    0.013989       0.001981\n",
-       "999       0.691858       0.030349        0.004237    0.011439       0.002419\n",
-       "\n",
-       "[1000 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 73,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "adni = pd.read_csv('https://marcolorenzi.github.io/material/pseudo_adni.csv')\n",
-    "\n",
-    "brain_volume_cols = ['WholeBrain.bl', 'Ventricles.bl', 'Hippocampus.bl', 'MidTemp.bl', 'Entorhinal.bl']\n",
-    "cognition_cols = ['CDRSB.bl', 'ADAS11.bl', 'MMSE.bl', 'RAVLT.immediate.bl', 'RAVLT.learning.bl', 'RAVLT.forgetting.bl', 'FAQ.bl']\n",
-    "\n",
-    "adni[brain_volume_cols]\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "metadata": {
-    "id": "KOQLTtfmq-St"
-   },
-   "outputs": [],
-   "source": [
-    "volumes_value = adni[brain_volume_cols].values\n",
-    "\n",
-    "# Standardization of volumetric measures\n",
-    "volumes_value = (volumes_value - volumes_value.mean(0)) / volumes_value.std(0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 419
-    },
-    "id": "mYzM_EbDrECI",
-    "outputId": "2edade49-5723-481b-ffb9-9c43f591d123"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "</style>\n",
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>CDRSB.bl</th>\n",
-       "      <th>ADAS11.bl</th>\n",
-       "      <th>MMSE.bl</th>\n",
-       "      <th>RAVLT.immediate.bl</th>\n",
-       "      <th>RAVLT.learning.bl</th>\n",
-       "      <th>RAVLT.forgetting.bl</th>\n",
-       "      <th>FAQ.bl</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>23.739439</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>5.821573</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>64.933800</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>4.001653</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>36.987722</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>6.876316</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>50.314425</td>\n",
-       "      <td>5.0</td>\n",
-       "      <td>4.733481</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>57.217830</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>7.225401</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
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-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "    <tr>\n",
-       "      <th>995</th>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>61.896022</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>1.663102</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>996</th>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>29.0</td>\n",
-       "      <td>62.083170</td>\n",
-       "      <td>8.0</td>\n",
-       "      <td>5.241477</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>997</th>\n",
-       "      <td>3</td>\n",
-       "      <td>14</td>\n",
-       "      <td>24.0</td>\n",
-       "      <td>22.289059</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>5.437600</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>998</th>\n",
-       "      <td>0</td>\n",
-       "      <td>13</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>31.650504</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.669603</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>999</th>\n",
-       "      <td>0</td>\n",
-       "      <td>15</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>29.089863</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>7.703384</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1000 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     CDRSB.bl  ADAS11.bl  MMSE.bl  RAVLT.immediate.bl  RAVLT.learning.bl  \\\n",
-       "0           1          8     27.0           23.739439                4.0   \n",
-       "1           0          0     30.0           64.933800                9.0   \n",
-       "2           0          8     24.0           36.987722                3.0   \n",
-       "3           0          3     29.0           50.314425                5.0   \n",
-       "4           0          0     30.0           57.217830                9.0   \n",
-       "..        ...        ...      ...                 ...                ...   \n",
-       "995         1          2     29.0           61.896022                8.0   \n",
-       "996         0          1     29.0           62.083170                8.0   \n",
-       "997         3         14     24.0           22.289059                2.0   \n",
-       "998         0         13     26.0           31.650504                2.0   \n",
-       "999         0         15     28.0           29.089863                3.0   \n",
-       "\n",
-       "     RAVLT.forgetting.bl  FAQ.bl  \n",
-       "0               5.821573       3  \n",
-       "1               4.001653       0  \n",
-       "2               6.876316       0  \n",
-       "3               4.733481       3  \n",
-       "4               7.225401       0  \n",
-       "..                   ...     ...  \n",
-       "995             1.663102       0  \n",
-       "996             5.241477       1  \n",
-       "997             5.437600       7  \n",
-       "998             1.669603       4  \n",
-       "999             7.703384       4  \n",
-       "\n",
-       "[1000 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "adni[cognition_cols]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "metadata": {
-    "id": "ra-oAnC_rJBg"
-   },
-   "outputs": [],
-   "source": [
-    "cognition_value = adni[cognition_cols].values\n",
-    "\n",
-    "# Standardization of cognitive measures\n",
-    "cognition_value = (cognition_value - cognition_value.mean(0)) / cognition_value.std(0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**Exercise (a).** Use PLS to model the relationship between cognitive variables and brain volumes. How many latent components are needed?\n",
-    "\n",
-    "**Exercise (b).** Explore the PLS model weights to interpret the relationship between the variables identified by the model. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "jxyKQjV3I4bj"
-   },
-   "source": [
-    "## McVAE\n",
-    "\n",
-    "In this last application we apply the multichannel autoencoder to the pseudo-ADNI data, for jointly modeling different modalities across individuals. We focus on the joint analysis of:\n",
-    "\n",
-    "- brain volumes;\n",
-    "- sociodemographic information (e.g. age, sex, scholarity); \n",
-    "- cognition; \n",
-    "- apoe genotype;\n",
-    "- fluid biomarkers (abeta and tay concentrations in the CSF)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "r8WKeAH4W3SA"
-   },
-   "source": [
-    "We first import and standardize the different data modalities."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 77,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "We have 5 channels in total as an input for the model\n"
-     ]
-    }
-   ],
-   "source": [
-    "adni = pd.read_csv('https://marcolorenzi.github.io/material/pseudo_adni.csv')\n",
-    "\n",
-    "normalize = lambda _: (_ - _.mean(0))/_.std(0)\n",
-    "\n",
-    "volume_cols = ['WholeBrain.bl', 'Ventricles.bl', 'Hippocampus.bl', 'MidTemp.bl', 'Entorhinal.bl']\n",
-    "volumes_value = adni[volume_cols].values\n",
-    "volumes_value = normalize(volumes_value)\n",
-    "\n",
-    "demog_cols = ['SEX', 'AGE', 'PTEDUCAT']\n",
-    "demog_value = adni[demog_cols].values\n",
-    "demog_value = normalize(demog_value)\n",
-    "\n",
-    "cognition_cols = ['CDRSB.bl', 'ADAS11.bl', 'MMSE.bl', 'RAVLT.immediate.bl', 'RAVLT.learning.bl', 'RAVLT.forgetting.bl', 'FAQ.bl']\n",
-    "cognition_value = adni[cognition_cols].values\n",
-    "cognition_value = normalize(cognition_value)\n",
-    "\n",
-    "apoe_cols = ['APOE4']\n",
-    "apoe_value = adni[apoe_cols].values\n",
-    "apoe_value = normalize(apoe_value)\n",
-    "\n",
-    "fluid_cols = ['ABETA.MEDIAN.bl', 'PTAU.MEDIAN.bl', 'TAU.MEDIAN.bl']\n",
-    "fluid_value = adni[fluid_cols].values\n",
-    "fluid_value = normalize(fluid_value)\n",
-    "\n",
-    "# Creating a list with multimodal data\n",
-    "data_adni = [volumes_value, demog_value, cognition_value, apoe_value, fluid_value]\n",
-    "adni_cols = [volume_cols, demog_cols, cognition_cols, apoe_cols, fluid_cols]\n",
-    "\n",
-    "# Transform as a pytorch Tensor for compatibility\n",
-    "data_adni = [torch.Tensor(_) for _ in data_adni]\n",
-    "\n",
-    "print(f'We have {len(data_adni)} channels in total as an input for the model')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 78,
-   "metadata": {
-    "id": "DpEqM6FKI4bo"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Mcvae(\n",
-      "  (vae): ModuleList(\n",
-      "    (0): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=5, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=5, bias=True)\n",
-      "    )\n",
-      "    (1): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
-      "    )\n",
-      "    (2): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 7]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=7, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=7, bias=True)\n",
-      "    )\n",
-      "    (3): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 1]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=1, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=1, bias=True)\n",
-      "    )\n",
-      "    (4): VAE(\n",
-      "      (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n",
-      "      (log_alpha): Parameter(shape=torch.Size([1, 5]))\n",
-      "      (W_mu): Linear(in_features=3, out_features=5, bias=True)\n",
-      "      (W_out): Linear(in_features=5, out_features=3, bias=True)\n",
-      "    )\n",
-      "  )\n",
-      ")\n",
-      "Loading model_adni.pt\n"
-     ]
-    }
-   ],
-   "source": [
-    "##############################################\n",
-    "## FIT a Sparse Mcvae with Pseudo-Adni data ##\n",
-    "##############################################\n",
-    "\n",
-    "# create an instance of the model\n",
-    "\n",
-    "model_adni = Mcvae(data = data_adni, lat_dim = 5, sparse=True)\n",
-    "model_adni.to(DEVICE)\n",
-    "print(model_adni)\n",
-    "\n",
-    "# set up the optimizer\n",
-    "\n",
-    "adam_lr = 1e-2\n",
-    "n_epochs = 6000\n",
-    "\n",
-    "model_adni.optimizer = torch.optim.Adam(model_adni.parameters(), lr=1e-2)\n",
-    "\n",
-    "# fit \n",
-    "load_or_fit(model=model_adni, data=data_adni, epochs=6000, ptfile='model_adni.pt', force_fit=FORCE_REFIT)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 79,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Check convergence\n",
-    "plot_loss(model_adni)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "UaiNyAx_rJOt"
-   },
-   "source": [
-    "The model identified only a significant dimension, that we are going to store and analyze:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 80,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 328
-    },
-    "id": "d_YhoXFPI4bq",
-    "outputId": "fefc2d99-2a72-47dc-c1f0-8463db2f0373"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Identify the most significant latent dimension\n",
-    "plot_dropout(model_adni)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "kept_dim = 0"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "dF0OLWlVro_E"
-   },
-   "source": [
-    "The weights give us a nice way to interpret how the different modalities interact together."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 82,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "pTeBTJbUI4bq",
-    "outputId": "584ddad7-9000-4b18-f8fd-4fd325b001b0"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x864 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot the decoding weights (the generative parameters)\n",
-    "# associated to the non-redundant dimension latent dimension\n",
-    "\n",
-    "# Store the weights (use the practical \"dot\" notation model.vae[i].W_out.weight)\n",
-    "decoding_weights = [vae.W_out.weight.data[:, kept_dim] for vae in model_adni]\n",
-    "\n",
-    "# Plot\n",
-    "plt.figure(figsize=(12, 12))\n",
-    "for i in range(len(data_adni)):\n",
-    "    plt.subplot(5,1,i+1)\n",
-    "    plt.bar(np.arange(len(decoding_weights[i])), decoding_weights[i], tick_label = adni_cols[i])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "2ZxnI4qTr1Lz"
-   },
-   "source": [
-    "Once the model is learnt we can use it for prediction. For example we can predict brain volumes from the cognitive data:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "metadata": {
-    "id": "3IyEdFrcI4bs"
-   },
-   "outputs": [],
-   "source": [
-    "# Predict volumes (channel 0) from cognition (channel 2)\n",
-    "\n",
-    "# Solution 1\n",
-    "\n",
-    "# Encode everything\n",
-    "q = model_adni.encode(data_adni)\n",
-    "# Take the mean of every encoded distribution q\n",
-    "z = [qi.loc for qi in q]\n",
-    "# Decode all\n",
-    "p = model_adni.decode(z)\n",
-    "# Extract what you need: p(x|z) or p[x][z] or p[decoder output channel][encoder input chanenl]\n",
-    "decoding_volume_from_cognition = p[0][2].loc.data.numpy()\n",
-    "\n",
-    "# Solution 2\n",
-    "\n",
-    "# Encode the cognition (ch 2)\n",
-    "q2 = model_adni.vae[2].encode(data_adni[2])\n",
-    "# Take the mean of q (location in pytorch jargon)\n",
-    "z2 = q2.loc\n",
-    "# Decode through the brain volumes decoder (ch 0)\n",
-    "p0 = model_adni.vae[0].decode(z2)\n",
-    "# Take the mean\n",
-    "decoding_volume_from_cognition = p0.loc.data.numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 1000
-    },
-    "id": "1Iqcds0lI4bt",
-    "outputId": "50da9d35-319f-4cda-ce04-9c00166c1b1c"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x2016 with 5 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot the predicted volumes against the true ones.\n",
-    "# Create one plot per volumetric feature\n",
-    "\n",
-    "plt.figure(figsize=(12, 28))\n",
-    "\n",
-    "for i in range(len(volume_cols)):\n",
-    "    plt.subplot(5,1,i+1)\n",
-    "    plt.scatter(decoding_volume_from_cognition[:,i], volumes_value[:,i])\n",
-    "    plt.title('reconstruction ' + volume_cols[i])\n",
-    "    plt.xlabel('predicted')\n",
-    "    plt.ylabel('target')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "bhSMWX6bsU7x"
-   },
-   "source": [
-    "We are finally going to compare the multichannel model with the standard PLS modeling cognition and brain volumes jointly:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "BDunWuRVI4bt",
-    "outputId": "d0b53d3f-8b3d-4d24-90f9-4a042d76ea84"
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "PLSCanonical(n_components=1, scale=False)"
-      ]
-     },
-     "execution_count": 85,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# FIT a PLS model to predict: cognition -> volume\n",
-    "\n",
-    "plsca = PLSCanonical(n_components=1, scale = False)\n",
-    "plsca.fit(cognition_value, volumes_value)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 371
-    },
-    "id": "O4SFSHCgI4bv",
-    "outputId": "5d7b0f52-3b19-4530-9838-38a4d60e043e"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1872x1296 with 10 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare (plot) the prediction of PLS against the true values and against the predictions of Mcvae.\n",
-    "# Are they correlated?\n",
-    "\n",
-    "predicted_plsca = plsca.predict(cognition_value)\n",
-    "\n",
-    "plt.figure(figsize=(26, 18))\n",
-    "\n",
-    "for i in range(5):\n",
-    "    plt.subplot(10,2,2*i+1)\n",
-    "    plt.scatter(predicted_plsca[:,i], volumes_value[:,i])\n",
-    "    plt.title('reconstruction' + volume_cols[i])\n",
-    "    plt.xlabel('predicted')\n",
-    "    plt.ylabel('target')\n",
-    "       \n",
-    "for i in range(5):\n",
-    "    plt.subplot(10,2,2*i+2)\n",
-    "    plt.scatter(predicted_plsca[:,i], decoding_volume_from_cognition[:,i])\n",
-    "    plt.title('reconstruction' + volume_cols[i])\n",
-    "    plt.xlabel('cca')\n",
-    "    plt.ylabel('mcvae')\n",
-    "    \n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "M5DYp-_hI4bw",
-    "outputId": "a592e87b-a8fb-48fb-db81-f2e92ad4735a"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Reconstruction error:\n",
-      "PLS: 4631.245631476227\n",
-      "mcvae: 3964.8306431191213\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Compare average reconstruction errors between PLS and Mcvae\n",
-    "print('Reconstruction error:')\n",
-    "print(f'PLS: {((predicted_plsca-volumes_value)**2).sum()}')\n",
-    "print(f'mcvae: {((decoding_volume_from_cognition-volumes_value)**2).sum()}')"
-   ]
-  }
- ],
- "metadata": {
-  "colab": {
-   "collapsed_sections": [],
-   "name": "Lorenzi_multivariate_models_v1-7.ipynb",
-   "provenance": [],
-   "toc_visible": true
-  },
-  "hide_input": false,
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.6"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
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deleted file mode 100644
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diff --git a/heterogeneous_data/introduction.md b/heterogeneous_data/introduction.md
deleted file mode 100644
index 4176ec36fb0693f29cc3363237f34cd31da20cf6..0000000000000000000000000000000000000000
--- a/heterogeneous_data/introduction.md
+++ /dev/null
@@ -1,17 +0,0 @@
-# Introduction 
-
-This lecture aims at covering the statistical background required to perform association analysis in typical studies of heterogeneous information. We will introduce the notion of statistical association, and highlight the standard analysis paradigm in univariate modeling. We will then explore multivariate association models, generalizing to high-dimensional data the notion of statistical association. In particular, we will focus on standard paradigms such as Canonical Correlation Analysis (CCA), Partial Least Squares (PLS), and Reduced Rank Regression (RRR). We will finally introduce more advanced analysis frameworks, such as Bayesian and deep association methods. Within this context we will present the Multi-Channel Variational Autoencoder, recently developed by our group. 
-
-## Links:
-
-- [Presentation material](https://marcolorenzi.github.io/material/AI4Health_winter_school_part1.pdf).   
-
-- [Colab Notebook](https://colab.research.google.com/drive/1GifcqjQ0OB8JdrnooWZ137nmuxAE4T-z?usp=sharing).
-
-- [The (hitchhiker‘s) guide to Imaging-Genetics](https://marcolorenzi.github.io/material/winter_school/Imaging_Genetics_Book_Chapter.pdf).
-This chapter introduces the basics of statistical association models of heterogenous high-dimensional data, with a specific focus to data analysis in imaging-genetics.
-
-
-
-
-
diff --git a/heterogeneous_data/model.pt b/heterogeneous_data/model.pt
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diff --git a/heterogeneous_data/model_multi.pt b/heterogeneous_data/model_multi.pt
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diff --git a/heterogeneous_data/model_sparse.pt b/heterogeneous_data/model_sparse.pt
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diff --git a/heterogeneous_data/model_sparse1.pt b/heterogeneous_data/model_sparse1.pt
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diff --git a/heterogeneous_data/pseudo_adni.csv b/heterogeneous_data/pseudo_adni.csv
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index 785187ee6afaac874e21fb559fdb0085739e3695..0000000000000000000000000000000000000000
--- a/heterogeneous_data/pseudo_adni.csv
+++ /dev/null
@@ -1,1001 +0,0 @@
-SEX,AGE,PTEDUCAT,CDRSB.bl,ADAS11.bl,MMSE.bl,RAVLT.immediate.bl,RAVLT.learning.bl,RAVLT.forgetting.bl,FAQ.bl,WholeBrain.bl,Ventricles.bl,Hippocampus.bl,MidTemp.bl,Entorhinal.bl,APOE4,ABETA.MEDIAN.bl,PTAU.MEDIAN.bl,TAU.MEDIAN.bl
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