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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
    "\n",
    "# <!-- TITLE --> [MNIST1] - Simple classification with DNN\n",
    "<!-- DESC -->\n",
    "Example of classification with a fully connected neural network.\n",
    "\n",
    "PyTorch extension of the original Keras code by Laurent Risser (CNRS/IMT)\n",
    "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP), Laurent Risser (CNRS/IMT) -->\n",
    "\n",
    "## Objectives :\n",
    " - Recognizing handwritten numbers\n",
    " - Understanding the principle of a classifier DNN network \n",
    " - Implementation with PyTorch \n",
    "\n",
    "\n",
    "The [MNIST dataset](http://yann.lecun.com/exdb/mnist/) (Modified National Institute of Standards and Technology) is a must for Deep Learning.  \n",
    "It consists of 60,000 small images of handwritten numbers for learning and 10,000 for testing.\n",
    "\n",
    "\n",
    "## What we're going to do :\n",
    "\n",
    " - Retrieve data\n",
    " - Preparing the data\n",
    " - Create a model\n",
    " - Train the model\n",
    " - Evaluate the result\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1 - Init python stuff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "import torchvision  #to get the MNIST dataset\n",
    "\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys,os\n",
    "\n",
    "# Init Fidle environment\n",
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    "import fidle.pwk as ooo\n",
    "\n",
    "from fidle_pwk_additional import convergence_history_CrossEntropyLoss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2 - Retrieve data\n",
    "MNIST is one of the most famous historic dataset.  \n",
    "Include in [torchvision datasets](https://pytorch.org/docs/stable/torchvision/datasets.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of the train and test observations\n",
      " -> x_train :  torch.Size([60000, 28, 28])\n",
      " -> y_train :  torch.Size([60000])\n",
      " -> x_test  :  torch.Size([10000, 28, 28])\n",
      " -> y_test  :  torch.Size([10000])\n",
      "\n",
      "Remark that we work with torch tensors and not numpy arrays:\n",
      " -> x_train.dtype =  torch.float64\n",
      " -> y_train.dtype =  torch.int64\n"
     ]
    }
   ],
   "source": [
    "#get and format the training set\n",
    "mnist_trainset = torchvision.datasets.MNIST(root='./data', train=True, download=True, transform=None)\n",
    "x_train=mnist_trainset.data.type(torch.DoubleTensor)\n",
    "y_train=mnist_trainset.targets\n",
    "\n",
    "\n",
    "#get and format the test set\n",
    "mnist_testset = torchvision.datasets.MNIST(root='./data', train=False, download=True, transform=None)\n",
    "x_test=mnist_testset.data.type(torch.DoubleTensor)\n",
    "y_test=mnist_testset.targets\n",
    "\n",
    "#check data shape and format\n",
    "print(\"Size of the train and test observations\")\n",
    "print(\" -> x_train : \",x_train.shape)\n",
    "print(\" -> y_train : \",y_train.shape)\n",
    "print(\" -> x_test  : \",x_test.shape)\n",
    "print(\" -> y_test  : \",y_test.shape)\n",
    "\n",
    "print(\"\\nRemark that we work with torch tensors and not numpy arrays:\")\n",
    "print(\" -> x_train.dtype = \",x_train.dtype)\n",
    "print(\" -> y_train.dtype = \",y_train.dtype)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3 - Preparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before normalization : Min=0.0, max=255.0\n",
      "After normalization  : Min=0.0, max=1.0\n"
     ]
    }
   ],
   "source": [
    "print('Before normalization : Min={}, max={}'.format(x_train.min(),x_train.max()))\n",
    "\n",
    "xmax=x_train.max()\n",
    "x_train = x_train / xmax\n",
    "x_test  = x_test  / xmax\n",
    "\n",
    "print('After normalization  : Min={}, max={}'.format(x_train.min(),x_train.max()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Have a look"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 4320x385.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x291.6 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np_x_train=x_train.numpy().astype(np.float64)\n",
    "np_y_train=y_train.numpy().astype(np.uint8)\n",
    "\n",
    "ooo.plot_images(np_x_train,np_y_train , [27],  x_size=5,y_size=5, colorbar=True)\n",
    "ooo.plot_images(np_x_train,np_y_train, range(5,41), columns=12)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4 - Create model\n",
    "About informations about : \n",
    " - [Optimizer](https://pytorch.org/docs/stable/optim.html)\n",
    " - [Basic neural-network blocks](https://pytorch.org/docs/stable/nn.html)\n",
    " - [Loss](https://pytorch.org/docs/stable/nn.html#loss-functions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyModel(nn.Module):\n",
    "    \"\"\"\n",
    "    Basic fully connected neural-network\n",
    "    \"\"\"\n",
    "    def __init__(self):\n",
    "        hidden1     = 100\n",
    "        hidden2     = 100\n",
    "        super(MyModel, self).__init__()\n",
    "        self.hidden1 = nn.Linear(784, hidden1)\n",
    "        self.hidden2 = nn.Linear(hidden1, hidden2)\n",
    "        self.hidden3 = nn.Linear(hidden2, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = x.view(-1,784)   #flatten the images before using fully-connected layers\n",
    "        x = self.hidden1(x)\n",
    "        x = F.relu(x)\n",
    "        x = self.hidden2(x)\n",
    "        x = F.relu(x)\n",
    "        x = self.hidden3(x)\n",
    "        x = F.softmax(x, dim=0)\n",
    "        return x\n",
    "\n",
    "    \n",
    "    \n",
    "model = MyModel()\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5 - Train the model\n",
    "\n",
    "#### 5.1 - stochastic gradient descent strategy to fit the model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fit(model,X_train,Y_train,X_test,Y_test, EPOCHS = 5, BATCH_SIZE = 32):\n",
    "    \n",
    "    loss = nn.CrossEntropyLoss()\n",
    "    optimizer = torch.optim.Adam(model.parameters(),lr=1e-3) #lr is the learning rate\n",
    "    model.train()\n",
    "    \n",
    "    history=convergence_history_CrossEntropyLoss()\n",
    "    \n",
    "    history.update(model,X_train,Y_train,X_test,Y_test)\n",
    "    \n",
    "    n=X_train.shape[0] #number of observations in the training data\n",
    "    \n",
    "    #stochastic gradient descent\n",
    "    for epoch in range(EPOCHS):\n",
    "        \n",
    "        batch_start=0\n",
    "        epoch_shuffler=np.arange(n) \n",
    "        np.random.shuffle(epoch_shuffler) #remark that 'utilsData.DataLoader' could be used instead\n",
    "        \n",
    "        while batch_start+BATCH_SIZE < n:\n",
    "            #get mini-batch observation\n",
    "            mini_batch_observations = epoch_shuffler[batch_start:batch_start+BATCH_SIZE]\n",
    "            var_X_batch = Variable(X_train[mini_batch_observations,:,:]).float() #the input image is flattened\n",
    "            var_Y_batch = Variable(Y_train[mini_batch_observations])\n",
    "            \n",
    "            #gradient descent step\n",
    "            optimizer.zero_grad()               #set the parameters gradients to 0\n",
    "            Y_pred_batch = model(var_X_batch)   #predict y with the current NN parameters\n",
    "            \n",
    "            curr_loss = loss(Y_pred_batch, var_Y_batch)  #compute the current loss\n",
    "            curr_loss.backward()                         #compute the loss gradient w.r.t. all NN parameters\n",
    "            optimizer.step()                             #update the NN parameters\n",
    "            \n",
    "            #prepare the next mini-batch of the epoch\n",
    "            batch_start+=BATCH_SIZE\n",
    "            \n",
    "        history.update(model,X_train,Y_train,X_test,Y_test)\n",
    "    \n",
    "    return history\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 5.2 - fit the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "batch_size  = 512\n",
    "epochs      = 128\n",
    "\n",
    "\n",
    "history=fit(model,x_train,y_train,x_test,y_test,EPOCHS=epochs,BATCH_SIZE = batch_size)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 6 - Evaluate\n",
    "### 6.1 - Final loss and accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss     : 2.301616668701172\n",
      "Test accuracy : 0.9513999819755554\n"
     ]
    }
   ],
   "source": [
    "var_x_test = Variable(x_test[:,:,:]).float()\n",
    "var_y_test = Variable(y_test[:])\n",
    "y_pred = model(var_x_test)\n",
    "\n",
    "loss = nn.CrossEntropyLoss()\n",
    "curr_loss = loss(y_pred, var_y_test)\n",
    "\n",
    "val_loss = curr_loss.item()\n",
    "val_accuracy  = float( (torch.argmax(y_pred, dim= 1) == var_y_test).float().mean() )\n",
    "\n",
    "\n",
    "print('Test loss     :', val_loss)\n",
    "print('Test accuracy :', val_accuracy)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 - Plot history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "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"
    },
    {
     "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": [
    "ooo.plot_history(history, figsize=(6,4))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3 - Plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aAEhKSiIuLo74+HiioqJWfhDfAGW032az0dHRQVtbm+RIfhOUazI+Pp6srCzu3bvH8PAw8/Pz8nf+EgH6OohKeLfbTU9PD2NjY8CSYQ4LCyMtLY2CggJ5/WplgOCreVOr1dy7d48zZ85w7do1ALKzszl16hSnT58mJycH8ObzP+nvqVQq9Ho9brebpqYmPvroI1paWjAYDLzzzju88sorREREACtvi5TvmMfjkc7dZ599Rnt7Oz09PTgcDoaHh2VUy7fFpr/jSfeqUqmYnJzkzp070pF9nOP6OOcgLi5OBkU8Hg9Go5HZ2VlmZmZIS0tb9WCJb4TR7XZjNpux2+0MDAxQV1dHe3s7g4ODWK1WsrKy2Llz5yMUPIHV8huU3zs8PExdXR2tra3YbDapJ1tRUcHJkydJS0tDr9djNBoJCwsjKChIyqfp9XpaW1tZs2YNn3/+uVQ8mpqa4tKlS8TFxXHo0CFJDVnNAInD4cBmsxEeHk52djaJiYlSKu5p9o6Vuu8X4lEIjo9IlVy8eJGf//zn1NbWAhAcHIxGoyEqKoq7d+9KbVVBhlapVDidTvmi+co7iJ+J1IxarSY6OpqkpCQiIiJW7GH50hzWrFlDRUUFZrOZ+fl59uzZw9GjR4mLiwNgZGSEyMhI9Ho9U1NTfPbZZ3z++eeMj48DSy94SEgIoaGhXsUmL5OD7wthaGdmZqivr2dmZoaKigpKSkq8KnT9yZm12WwysmEymfjiiy/45S9/ydTUlFfBmpJPKiK3N27coL29neDgYFJSUnjttdeoqKiQ1/ujdqCQSxsfHycuLs7r4PUkrVLlGEJDQ4mKisLlcjE2NublzPo7lFW6fX19XLlyhYcPH8rfh4aGsnfvXq82iqtJ+RF0nPn5eerq6vjkk08YGRkhNDSUgwcPcurUKenICoWVr4uM+1KYrl69yqeffoper+fUqVP86Ec/YuPGjfL3K712lfQHi8XC5cuX+fnPf/5IlHJmZobbt2+TkZGByWSSmQF/heCq6nQ6tFotFouFkZERtFotERERhIWFodFosFgsklMJSxQmu92OWq0mJiYGg8GA0WgkPDycsLAwTCYTkZGRJCcnEx8fj8FgkJlAu92O1WolOzvbK2q/EutZcJuV9hKW0taC4jQ8PIzVamVgYIDGxkba29vl3pienk5nZycZGRkyyhkbG0toaKj0G8RzhZVzmISP4na7GRkZYWRkxKtWJiMjg/3793Ps2DHCwsK+1gndtm0bQUFBsn5mamoKp9PJzZs3SUxMpLCw0OuQuhIQTqpYI52dndKPKywsJD8/X66lx41NrHPhEz6OEqKUnXuR8novzJkF5CTX1NRw8+ZNaZgEWX1gYICmpiZZHJWQkCBTIMKZfdzDUf7M4/EQFBREfn4+hw4doqSkhMjIyBcxjKeGuKe1a9dy4sQJdu7cCSyJCIuIBixtjCIaabVa6e7uZmhoSDquQlzZV/XBH9PU3wTBZ1Kr1TJdNj09jU6no6CggPXr18to0GpGuh4HpaEYHx/n6tWrtLa2AhAREeH1e7HW3W43o6OjTE1NyTHHxMTgdruJi4tj/fr1fpVuF60IhczY3bt3UavV7N27l02bNsnrnlRUo1yTVquVkZERHj58SHR0NFardcXG8W2hTK93dnby+eef09nZKX8fGhpKYWEhqamp8merWago3hllFTtASEiIVF2AJaWDp2n2oDw0t7S0cOnSJQYGBsjJyaGsrIx169YB/sHd7+3t5dNPP5WOrMFgkNHY8fFx3n//fYKDgzl+/Lh0Zv1ZIk88S4vFwqVLl6itrSUlJYXS0lKpQmE0GlmzZg3Nzc2Eh4ej1+uxWCykpaWxYcMG4uPjSUhIID09nczMTOLi4tDpdAQFBcnOkr6RaqUzuVKBBHEfwmYsLi4yODhIZWUlV65cobKykr6+PqxWq1Q+Ut7zgwcPJAfYYDAQHx9PTEwMaWlpHD16lOPHj8v0t7IYayWgDDop7zk1NZWjR4+ya9cuL8rL4/ZzsU43bdokaxYuXbpER0cH09PTtLa20tHRQXJyMiaTaVXew5mZGe7cuUN7eztarZa8vDxJFRSBRd/7EgoPYu973F6yXOIAL2RVK71rjUbDhg0bOHjwILOzs0RFRRESEsLCwgJDQ0NSYkScRoTT8CxQqVQ8ePAArVZLVFQUW7Zs8eIrrqQxCw8PfyQq4HA40Ol0hISEAEun1KqqKrq6urBYLHJzjI2NJTk5WUbGlFGJlw3Kwp/+/n6uXbvGw4cPSU1NpbCwUHYI8adqf5EBEMLQfX19/OY3v6G+vl5eY7PZZOpWZBAEhMajwMjICGfOnGFsbIy//du/lST+hYWFVWvpq4zWLSwscPHiRf7zP/+TtrY2CgsLOX36tHRmv25ulE7C0NAQTU1NzM3NsWbNGr91Hh4H5bvV1dVFY2OjlxZ0eHg4GzduJCYmxiuattLvpDKCvLi4SF9fH83NzdhsNgwGAydOnJDzJjqBfVMzEnFonp+fp7a2ljNnznD16lVgKeqSkZEhbdZKi5+LDV/YkNHRUW7evClpPKINuCia8ng81NbWyrGUlZVRUFBAQkICJpPJr+yomDONRsPExARnzpzh17/+NRaLhaNHj1JcXCydouzsbN5++2327t1LTEyMVCdITEwkNzeX8PBwQkJCiI6OfuZo9HIHSXxlv0R0vb29nbq6OhobG2loaJBRWSWioqLIzMzE4XDQ3t6O1WqVa9BsNtPd3c3o6Ch9fX2EhYWRk5NDcXHxih80lZzZ0NBQaS/VajX79+/n+PHjUkdWZJHFOIRvomxQotVq2bZtGyqVitHRUTo6OoCl9V9XV0d2djbZ2dnAVxnw5ZpDJUVpfn6eL774Qr5/Qm5TSVdRwul04nQ6CQ4O9vqd3W5nfn5e/l6n0xETE7MsLZdfuDOr1Wo5fPgw6enpPHz4kLCwMJKSkpifn6e7u5vh4WEGBgZoa2ujo6MDu91OUlISQUFBjI6OMjs7Kz17UWgTERFBREQEZrOZrq4uPB4Pw8PDdHR0MDQ0JCMIK8WdUkZQld8pUhCiE4tIG126dInf//73kivr8XiIi4ujtLSUoqIiyZdVRo1eJvgasa6uLi5cuMDU1BT5+fmkpaXJa/2hsERAUFeEM3b+/Hl++ctfMjo6Kgn+ohhMOAJBQUGEhIQQGRlJZGSkjJq5XC7sdjtjY2OcOXOGiooK6czC6kXbBT/U4/HQ0tLCe++9x/Xr1zEYDBw5coSKigoZRXmSMyvmV6zNoaEhLwqRcs36iwPxJAg1h76+Prq7u2WKUCAqKkquVzHu1VCrEM90bm6O5uZmbty4QW1tLSqVimPHjvHWW28RHx8v169wQn2htFHCTs/OznL+/HnOnDnD4uIi2dnZlJaWkp6eLscq1sxKQbyLYtx3797l3LlzTE5OAl8VZgpH1ul0YrPZqK6uprq6mlu3bvHDH/6QkydPykydPxyclWNyOp1cvHiRn/3sZ7S1tUl+vbKhQXJyMidOnJCFN7AUyRXRVyVEShi+/r0T+9Jyv5vKw4igUTQ1NXHr1i0uX75MQ0ODvF+dTofRaCQlJYWkpCTWr19PQUEBg4ODnDlzhunpaUpKSpienqaqqko68Ha7nerqas6ePYtWq6WwsBCVSrXsjp6AiHLb7Xb6+voYGhoCoKioiD179rBx40YvB/dx+7l4RmJN63Q6SkpKpMas1WplamqKuro6KioqvJzZ5aQhCmcTliS5/vCHP9DZ2YlKpSI6OlraQ/DOZopseVBQEC6XC6vVisfjYXJyks7OTgYHBzGbzSwuLmIymUhOTmbdunUkJia+0LqpF+I5+d5MbGws4eHhFBYWSkqBy+WisLAQu92OzWaTmquzs7NkZWURGhpKe3s7IyMjGI1G9Ho9CwsL0tjGx8dz4cIF/uVf/gWLxYJeryciIsLrYTyOLL+cUG4UympNWFp4VquV2tpa/u///o+LFy+ysLCASqXCYDCwbds2jh075uXovYyOLDzajWdwcJCenh5gydlZrajkN0GZfhsbG+PBgwdMTEzIDUhshkqnNi8vjw0bNpCRkUF0dDSLi4t0dXXR3NxMbW2tTLm3tLQwMDBAcnKyHP9Kp0CVepKjo6OcP3+ea9euodPpeOuttzh9+rSMmH9d+lFEIwSGh4dlwcLL0lJUzKVKpWJubo6Ghga5RgUMBgOpqaleDtBKR53FhiUiOF9++SXvv/8+t27dkg0Stm3bRn5+vrSRRqPxiXMg1q6gmcBSBqG3t1fOaVlZGXv37pW2SKyb1agUh6VMRm1tLbdv32Z2dlYqhURERBAUFOQlQSVw//594uLi2L17t6y2flwadCUhnqNWq8VqtfLhhx/KdqCRkZEcPHiQsrIyEhMTZYRRpVI9EnH9poOK+G8lhUT8DFZmDQunDJZs6blz57hx4wY9PT0MDQ3R19cn11taWhoREREUFxfzxhtvkJmZicFgIC0tTUZv3W43b731Fh0dHXR1dTE1NUVMTAzh4eF0d3dz5swZ4uLipESUCKYs55pVjrG7u5uzZ89SXV2NwWAgOzubuLg4L73tp4HyuuTkZHJycqRkohi3wHJnS5SBpvHxcerq6hgZGSEsLIySkhIKCgq8ou5C/UU0NIElesjZs2fp6upidnaWyclJJiYmWFhYQKPRoNfrMZlM5OXlsW/fPnbu3Cm7pSkVd54Hy+I9CTkuZURDDERg3bp15OfnY7FYSEhIAGDLli1S5kin02G1WnE4HGRmZgJLET+R5o2JiWHLli2sX7/eiw+0kpvP475LOCw6nU5WjTc2NsoIkFqtJiEhgZ07d7J7927CwsKk0V3tKMK3gXCEhoeH6e/vl+l3ZVoe/KfaXelYdnZ2cv78eWpra6XDI6pTRZoeltr3nThxgoqKCuLj4yVHcWBggPfff5+amhpgKZNQXV3NL37xC06ePCl5javlHMCSyP6lS5cYGRkhJyeH48ePU1RUBCxxYIODg5/47oj1DEsUEuHIwtJG61tp7I9QRumcTidtbW08ePBAPqOQkBAqKiooKyuTBns1tGWV69Lj8dDf309NTY3k9aanp5OXlycdnpCQkMc6NPBVJylRsGG1Wmlra+PSpUs0NDQQFBTEoUOH+MEPfuCVRVitDIL43p6eHq+oeUpKCuXl5WRlZTE/P091dTUNDQ1MTU1hNBpxOBwycPDJJ58QHh4us32rCeU8VlVV8bvf/Y7Lly8DcPToUX784x9TUlLi1W1NzJ2QRxNzKKCUt/KnPUMZfb5+/Tq//OUvuX37tpf9j4iIYMeOHRQVFREREUFeXh6HDh3yesfi4uLweDzo9Xq2b99OWVkZPT09/Pa3v2V0dJQ1a9YwOzvL7OwsXV1d8r1eiX1F6Uz29/dz9+5d5ufnZfvakJAQL1rSN82NsjjY4XCQnp5OUVERDx48wGazMTs7+1Qa4C8CvgELtVotC3uNRiP79+9n3759snW7ch0GBQVhsVhobm7mk08+4ZNPPvGi6j0O1dXVjI+PEx0d7eXMfpv1vCyW+mkdyrCwMC+itEjd+sLj8dDc3Mz9+/cl9SArK4uSkhJJSF6taILvfSoX3PT0NENDQ14i1zExMZSUlLB582Y5Vn9x8J4HYvPVarXY7XZ6e3u9nAQlrwj8Jw0t7tvhcHDr1i1+9rOf0dzcLKuNnU4nHo8HnU5HaGgoGRkZHD58mBMnTpCbm8vi4iI2mw2j0Uh8fDzt7e1ERUUxOzsr05+iMlfwqJS6pct56BJOjU6nw+Vy0dbWxs2bN6UTGh8fL8XmxfVPgqAXaLVaxsbG+Oyzz6isrASW3vOsrCyvd9Zf5tcXSkNts9no7e1ldHRU/sxkMrFv3z7279+P0WiUz3ClnVnfyITIbIiNz2QyPbHrju+/letMOBnnz5/n6tWrtLe3YzAY+N73vsf+/fuBrw41Kz1mZUHNwsICg4ODkl6gVqs5ePAgP/nJT0hPT2doaIiqqiquXbvGlStX6OvrkwfnkZERfvGLX+BwOPizP/szuTcoKTIrAfHcNRoNNpuNe/fu8eGHH1JXVwcszc+mTZsoKytDq9U+onoiMkO+/ER/LAwWY1Wr1czOznLz5k3ef/99Kiv1NzdwAAAgAElEQVQrvRyx+Ph49uzZw4kTJ2TBm9g3lOMXMlATExOMjY2xZcsWjh07Rm1tLXV1dV5ReV9+5nJD7GMOh4PJyUk5vtDQUJKSkryk0Z4mwqj8vVarJSUlhXXr1mE0GmVh8UpSuJR/X9AJABISEiguLpa1PWLfE5ifn+f//u//+OlPf0pzc/MjVMK0tDTi4+MZHh6WVEubzUZVVRVNTU1s3779idmHZ8GyveHC01dOqujiIfhRQrbB6XTKIhWxYIRhhaW+xz/96U/58MMPUavVbNiwgb1795KRkbFct/9cEKex6elpGhsbuXbtGteuXZMRhrCwMMrKyjh9+rSX/I0/FSs8K5Qbpkq11E1ocHAQp9NJSkqK7Ewk4C9UCuHALS4uSm6XWJsGg0FKIm3bto39+/eTm5vL+vXrWb9+PfAVFxWWOFAFBQVUVFQwOzsrU0NtbW28++67eDweQkNDSU1NXZGDi5J7vbCwwP3796msrGR+fp7Y2Fjy8/Ofup+28m8NDw9z5coV7ty5Q1BQEOXl5ezcudNrfv0lUuQL5eGht7eXlpYWRkZGvH6fk5MjowRK+7PSUK4RIUpuMplwuVxSDk7QWUJDQ8nNzSU6OhqHw+GlSzs/P8/k5CRjY2M0NTVx4cIFqqurpRRZQkKCVC+ApU1a2cZ5paD8PsG9E6oFu3bt4o033iA9PR2AxMRE9u3bR0hICKOjowwODsq9w+l0yrldWFgAHo04reR4HA4HTU1NnD17lt///vcMDg6SkpLCq6++yt69e+V75dtI4EmOkD/vEQ6Hg7q6Ot577z2uXLki5y8+Pp6SkhLKy8vZsWOHVyRaQPn/4eHh7Ny5k8rKSn77299y9+5dent75XoXc5mSkkJqaqp8bisRHBA6sR0dHbS0tEiVptTUVHJzc1m7di3wfIcntVpNcHAwBoPBa0wrlWlWqVQycy70c81mMwA5OTlewQ9BiRkfH6elpYXbt2/z8ccfe8nnrV27lqysLDZs2EBOTg4JCQlYLBZaW1u5fv06N27cYGxsjKGhIebm5l4Id3bZPIvHhdmfNMGPK7BQfrajo4PLly8zMjJCUFAQO3fuZNeuXV4yWKvtJImKVVjijP785z/nwoULsgtLSEgIpaWlnDp1igMHDsj04GrL33xbKDdei8UiJYQASktLOXjwoEwdKQsE/AWigMZgMGC1WmV0ICgoiI0bN/JHf/RHvPXWW14yMALKsWRmZnL06FFGRka4fPmyLBprb2/n7t27nDp1Cni06Gw5oNy8rVYrnZ2dNDY2YrVa2b17NwcOHJDUHvj6d0esTbvdTltbG62trVIfeefOnezZs0fKl61GJPNpIe5rdnaW5uZmLy1PWCr8UtqTlXaAlFAadZEpEJqh9fX1zM/Pc+HCBTQaDbm5uezbt4+4uDhmZmZkRbFGo2F4eJjm5mY6Ojro7e2lr69PKjckJyezb98+r8zY13FvlxPKiKPT6ZSam3q9no0bN0qH22KxEBISgslkIj8/n9jYWHQ6nXzXVCoVqampZGdne41rpcbkW5U9MTEhZSoHBwdRq9WcPn2an/zkJyQkJDyVLrC/wrdGZHx8nNraWr788kt5mFer1cTGxvL6669z6tQpwsPDZVW7sIGCFuNyuZibm2NkZISMjAx6enr48MMPGRgYeMRWxsTEyIYKAstZ/KU80JvNZqqrq7l+/TqDg4OS7piXl/fY658FTqfTS6JspQ5igqohCtbv3bvHzZs3mZiYIO3/N5BRUsmcTicjIyNUVVVx9uxZPv30U8xmM2q1moiICOLi4ti6dSuHDh2ivLyc2NhY+fnp6Wk8Hg/379/HbDYzOzsrnWb4du/qqu88vqkTUZUoHNy2tjaqq6tlFMXpdBIZGUlCQoLsQ+4PkU1lWN5sNtPY2Cg1IQHWrFnDoUOH2LNnj1dIfbXv+9tCmQITp67u7m7i4+PZsWMH+fn5Xg6iv4zXN1uglEFyOBwUFBTwzjvv8Prrr8sXUciTKDlDYv1GRESwadMmNm/eTFtbm1d3OJ1OJ6OXwpldTij/vtlsZnBwUFIeioqKOHjwIHq9HrvdLp2BJ0G8Y1VVVdy8eVOm5kXxhSgastvtfsmdVW66LpeL/v5+Hjx44CWpJqJHys5tq+WUK6MxGo2GoqIitm/fTn19vYxO9fT00NPTQ2hoKOPj49Ixn5mZka1AhdTP0NAQdrtdRi5hKUNUUVHBiRMnZLZgNQ+avrJ+N27ckOnIkZEROjs7H9F71uv1jIyMMDk5iU6nk/YlNzeX4uJiySle6ToKZXBiZmbGq8NcZmambFUKSwEQ4cw+qZBYCX+kGcDSfS0sLDA/Py/3QUEjMBqNaDQaxsbGaG5upru7m5mZGVwuF8HBwbJF+NDQEF1dXZjNZnQ6Hf39/fT19ck5V67N5ORkXn/99Ueym8sFZaTVYrFQU1NDVVUVsNT4YNeuXV4twZ/3XnyDJStFP1SuWbvdzsOHD2XBXnx8/CPtkIeHh7l69Srnz5/nyy+/lM5oXFwcBw4cYM+ePeTl5bFu3TqvrB0sUUlTUlKIiorCbDZjsVge0dl/Xqy6M/t16ZTJyUkuXrzIhQsXZNqopKRE8krAf1q/mkwm4KtWviIFIVJGWVlZ7NixQ8rpOBwOWaX7MsI3Ejc8PExVVRV3797F5XJJ+Q2RulAaan+AOPEGBQXJzRCWNsmSkhLeeOMNTpw4QWxsrDwxi4iXEkIWRqPREBMTQ0ZGBomJiUxPT8trLBYLdXV17Ny5U0Z4VwpTU1P09vYCS8VCeXl5ck5EClvwvJRjstlskrdntVrp6uqitbVVGq6EhAQvA+6vvG9BgxFrdXp6msnJSa953Lp1K6+++upTR6uXE0o1FI1GQ35+PkeOHGFkZITbt29LgfnJyUnm5+dpb2+nvb3d6/NibZtMJmJiYrBYLFLy0OVyYTQaycvLo6KigpCQkBXJFnwdlNGn+fl5xsbG5Dhqa2tpbGxk9+7dXsGL5uZmOjs7ZaQPlp7Z/Pw88/PzXtqeK7U2fTNtY2NjdHZ2YjabJX1icHCQkZERWTAk8DhqgZgXpbSWkNAD/1ESUalUsgtZdHQ0/f390k6Mjo5y5coVGhoaGBoa4uHDh5jNZtnWVehfiyY7AgaDAb1eL+dR0LoSExM5duwY5eXlhIWFyWe0nNlN5fpZWFiQBc5RUVGUl5ezbds2qdj0IovyVjqjAEvv0OzsLBaLBZVKhdFofCTg0dXVxUcffcTFixfxeDwYDAYyMzPZvn07x48fZ+/evTKwIWpLRIZpbGxMZvYMBgORkZFeDU/8Ts3g20BZvNDU1MTFixclF2P//v38+Mc/Zvfu3dIQrLYzq5TrWFhY4Ne//jX/+7//KyPJHo+H9PR0tm3bJjk13wUoU2oej4fBwUHa29ulQYqJiZEOvrjOn6CUrVEWEoSHh/M3f/M3nD59GkBGtZRRWF8oo9NiQ1MWPzQ1NfHuu+9iMpkoLS1FpVpqvrBcGQWlcZqfn5daiKWlpTKSCni1GvS9D6UTsLi4iNlsZm5uDo/Hg8lk8kodweq/h0+Cr4MxPj7O0NCQnB+9Xk9BQQFlZWVERkb6jbKIcl6Ki4v5+7//e7q7u2XntXv37snNBJaKLDZu3IjRaGRkZASXy8XevXvJy8vj7NmzvPfeezidTiIiIkhLSyMlJUXaUJENWy0oDw6JiYmUl5fT19fHnTt3ePjwIQMDA4yPjxMREUFNTQ3t7e1UVlYyODgoPyciz/fu3SM9PV1KCa203XG73TKK+ODBA+7fv8/MzAxqtZq+vj7Onz8vq/pTUlK86BCPw+MccX84OCppIUFBQcTExLBx40by8/NpbW2VmY8HDx4wMzODSqXC4XCwsLDwSCDEt/sXfNViXGgKx8TEUFFRwenTp9m1a5dsGb8a3fnE2BMSEsjMzJQ8e9Ek4dusudWIzCq/R9A9zGazPOAq9wK73U5rayv379+XPysoKODkyZO88cYbrFu37pGCb2WmQSgEBQcHS66x4ON+2+fnN86s8gQqJGkaGhro7u6W12zZsoUjR45IA+APrQvFSVmj0fDgwQMuX74sq1b1ej0xMTG89tprHD58WKYxRaX5ywylMytau/b397OwsEBMTAyZmZleaduVELR+FohTv2gxLKDT6bxkihYWFr62XbKQzxGE+J6eHgYHB2UBBCxFGWJiYlaFXqLT6YiIiEClUhEaGurlgH7dPfj2cheSXHa7XcrqKfUwV9v5exKUhnRgYIB79+55df3S6/UkJiZKg7pS4uvfBOUBKSQkhNzcXHJzc5menmZ4eJgNGzaQl5fHwMAAcXFxFBUVkZmZSUhICMPDw9hsNvbs2UNMTAzNzc3y76ampnL48GGKi4vlz1ab5yy0nD0eD4mJiezZs4crV64AS5zv9vZ2/vu//xuNRiMzBILKI/rFDw8Pc/36dRwOB/fv3+fLL78kJiaG+Ph4Ob7lzgwpo6awRJEQdAmj0YjZbObevXssLi5y7949MjMz2bx5sxTLt9vtMmMXHh7uVQxks9lwOp2EhoZ6pdwFV3i13j/l88zIyOD48eOsXbuWoaEhenp6aG5ulgEOQccSTqrdbvfqkiWoLkLVQjjEycnJ7N27l+9///scOHDAywleCYqhL71FtA0ODg5+IVX44ju0Wq2XX6DT6VZkXn0js2azWVKaxHoWa66hoYGamhomJiZQq9VUVFRw+PBhjh07RlZWFoBXJlOlUnntJUKhQaiyxMbGPvY+ngd+5cwqSeGieEG8CLm5ueTk5EhH1ul0rqojKwyjSNkKesHAwIC8Jjg4mIKCAg4dOsT27dsB/5AQexHwXXgzMzM8fPgQh8PB2rVrH4lE+0tKTMl/mpmZ4dq1a5L/BEsv7/j4ODk5OQBfyyP05cfV1tZSU1PD0NCQdHAB8vPzeeedd9iwYcMjnY6WA8rnHB0dTUZGBvX19bS2ttLa2srmzZsfkXHyhbLhQn9/vyTswxLHdO3atV6R99U+VD4Jwp44nU46OjqorKyUDgYsORlKY7uahV+Pg+/8REZGEhERQXZ2NseOHZNOgHi/BD9dqHKMjo56tQ4tLy/n1KlT5OTkSOdrtZ1ZwCtdnJyc7GU7rl+/zpUrV+TciFahaWlpvPPOO7z66qtS23JmZobJyUmuXbtGRkaGjJotd/ekx8H3nQgKCsJsNnPr1i2uXbtGREQEO3fuZN++fSQmJjI3N8fMzAxhYWGsW7eO+Ph4IiIipOThwsICaWlprF+/Xjo9vhShlYZy7YSGhnL06FGOHz/O9PQ0165d47PPPqOtrQ2Xy0V4eDixsbGEhYXh8XiYm5tjeHiYnp4eBgYGZCGYONzAV/zYH/zgB2zfvt1L+mql1q1yHmdnZ1lYWMDlcsl/XgREPYbyMORyuValrbRwRuErupPRaGR8fJyrV69SU1ODx+MhLS2NvXv38sMf/lBStMS+odw3lXuJMssnuOIvCqtvxf4/RGGNeElHR0dpampidHSU1NRUjh49SlFR0SMcotW8X/gqIlVdXc3nn3/uJfej1WpZs2aNl6yFv22WzwtlVNztdjMwMCA7KhUWFlJaWirbvS638/YsUDqzc3NzVFZWUl9fL+fF7XZLfjY8OWplt9txu92Su93Z2cknn3zCvXv3JI9IRGd1Op2XMPRKKlgYjUbCw8NRq9X09vZy9uxZdDodO3bskJwzsYFotVpsNhszMzOMjo7KpiW1tbVeGRJhxFcjJfasUMokifSZQHBwMCkpKV6Rd390ysUcAfIg/HVUCGFDHQ4HFy5c4O7du6hUKg4dOsSxY8ekvJw/HC4FlM89JCSEgwcP0t/fz7lz57zmTPy+vLyc119/nR/+8IfExsbS0tJCZmYm9+/fZ2RkhJqaGnbt2sW+ffu8DpbLCV8HKz09nezsbNrb22VhU1hYmBSjn5mZobKyktHRUYxGI1arFavVisFgICoqSmZSnE4nU1NTLC4ukpycTGpqKunp6VRUVJCeni6zYytd7KaEUm8Wlg7Rr7zyCikpKVIzWK/Xy6KwsLAwRkdHuXTpElNTU1I/VtjHoKAgSkpKOHz4MAcOHGDjxo1SGsvtdq9oZlMErKampqiqqpI1CN+Wj60sJIalzFFvb6+s37BYLDJCKr5vuSEcaiXnXKvVotfrmZ6epr6+nqGhIcl51ev1snZifn4ep9PplZEV4xDcW6vVSnV1NS0tLWzYsOGpM4VPA//wMPBOB87Pz9PV1UVLSwuw1C3s4MGDsnrRH3puKw3k6Ogot2/f5tatW14KBklJSeTn53vxop7HqfMtnlKm+FdrQ1Iaru7ubhoaGjCbzZhMJgoKCqSczkpU7z8LlPficDhkRbRvKkl5jVL+B5Av98zMDENDQ7J949WrV5mZmZHd7+x2OxERESQlJTE3N8eaNWtWJEKt/PvCYcvKyqKtrY2PP/6Y3t5eDh06REZGBjabjYWFBQwGg5RmGRwcZGBggJmZGWZnZ5mfn5cFjbA09+Hh4V7PyZ8cI3hUJslqtTI/P+9lNxISErwar4D/ZBCUUKq7CIhNR9gFZXczMS/379/ns88+o7GxkcjISPbs2UNxcbHkrYkDjD9A2TBArVazb98+NBoNVquVa9euSRuo0+koLy/nrbfe4tixY1IvOTk5mf379zM3N0dHRwdDQ0MyE5GTk7Mi+4WvM5ufn8/bb7/Nxx9/TGNjIzabzauBDiztHcrmHd8EwfHPysrCZrPx4x//+IVHuJ4HyoYwwrEOCwtj69atT/yMyWTi/Pnz0rkXe6po9/7OO+9w5MgRmYoWQYCV2vuVxaMej4eHDx/S1NQkMx3f9vCg3NPtdjtNTU1exeNJSUkrnv3SaDSyBbPD4ZAHJafTiclkIi0tjZiYGPr6+ujv76ejo4Oenh6ysrIIDQ31Wofi+YWFhcl7//LLL/niiy9wOBxkZGTI1tPiu19qaS4BsUDNZrMU1RUUg7y8PNkSVBlJWi0oo5JTU1Ncv36dO3fuyIIEvV5PQkICr776KidOnJCC3/B83ELlpgVfbdSrsRH5fvfo6Cg3btyQvLzMzEySkpLk9crqan+E7ybge9p2u904HA7UajVWqxWPxyP1SMfHx3nvvfe4ceMGbW1tMiovWlEWFhZy4MABjhw5Ik+vKxE9Ua6L8PBw9u/fj9VqRaVSUV9fT319Pb29vbKVsjJavbi4iN1ul/+IZ6E0qqmpqZSVlRETE7PqEaGvgzKFPjQ0RGNjo1fFdGpqKuXl5V7vp784d18HEb1SVruLFL1Wq8XtdtPb28vly5e5fv06sBShF934VrLC/1khHBadTsf27dv50z/9U9LS0mhra2NqaoqUlBROnz7NkSNHpCPrdrspLi5Go9EwNTXF2NgYc3Nz3Llzh+TkZIxGoyx8XM5AiC93NTU1lbfffpsdO3bwySef8Nvf/lYGO543Wry4uCjVUT755BPi4uK8NNdXWzFGFFx+0z1MTU1x7tw5rly5Iql5wpHds2cPP/jBD3jllVe8HNnvGpTO2+DgII2NjdTV1eHxeMjNzeX48eNeWrorwQ8WDVeU3+l0OpmfnycxMZEf/ehHstOe2WympaWFa9euER4ezpo1a7wK+IX0o3gnrl69yn/8x38wMjJCdnY2Bw4c8CpI/ra21y8st7LhQGNjI7/5zW+4cuUKarWa8vJytm/fLlOBys5LqwVl9KO9vZ333nuPmpoa+fvIyEheffVVjh07RmZmJoBMOWu12idKUCgjsOLf4pT0JAhnYiXhKz/T0dHB2NiYJPjrdDovbrC/RboERLMEobkKj0a7Q0ND5fNXRsfa29s5f/48Fy5c4NatW/Ln4eHhWCwWLBYLCQkJUkYGvE/6yz0uWFpPer2eoqIi9Ho9sbGxVFZW0tnZKWkE4hm4XC4cDgdhYWEUFBSQmJgoeaZDQ0NeBW2i+w4sRRR8Cxf8Ab580NbWVi5fvuzFl01NTWXLli1ER0eviMTPi4LIijzJLlgsFtra2qitrfXSBY6KipIdvvzx8AHeh/2wsDCZqq6rq2NiYoLU1FQv521ubo6wsDA0Gg0bN25kx44dNDc3c/v2baqqqoiJiaG8vFxumkKObiUgnOi0tDTi4uIwGo10d3cTHBwsi8OCgoJYXFxkfHyc2dlZr0CJw+F4xOE1GAySE11bW8sXX3xBRkaGfB5Kzd7VgG/kVDRIEIcInU7H8PAwH3zwAf/7v/9LdXU1gJRHNBqNHDx4kBMnTmA0Gr1oWau9j+h0OoxG4xOf79PYdsELVs7r5OQk9+7do7u720sh4OjRo2RlZS27bVLe8/z8PAsLC15SlaIgLyoqivXr1/Pmm28yNDTE1atXuX//vux0t2PHDjZt2kRGRgYajUYWNS4uLlJfX89Pf/pTbty4gV6v57XXXmPPnj1ERka+sPH5hTMruDAPHz7k8uXLnD9/HovFQkpKCocPH6asrMxrs1zNDUcsRuHMPnz40CuKDEut3L7//e+zfft2GaLX6XReHJmndWa/Cavxgvum6s1ms3RqhHagv26WSogogm8vaSUe93xbWlr4p3/6J6qrq5mfn/fixwqnODw8nLVr13oVsigPQSsBce9BQUEUFhaSkZHB/v376ezsZHh4WEZr9Xq97IkeGxvLtm3byMvLY3p6mvfff5/f//73NDY2yrbM/hrVexJEJzYR9RAp0NjYWJlFWGku84uGsshCdH0THPbw8HA2bdokq+Zh6Zn42wHkcQgNDaWoqIjc3Fwpe6Xk2fmqbuTk5LBhwwbq6+sxm8309vbKhiGwenSYnJwc/u7v/k5q5TY1NfHw4UP0ej19fX18+umn3L9/H4vFgkajkdk4XyhpChaLhbGxMS9epb9FMEUmQKy1iYkJvvjiC/7whz9w//59YMlBFzY4IyODwsJCWYsgWiz7A5TUnifhadaX2P8Fza26upqLFy/S0dEBLL2voumA+N7ldGaVe/Xk5KTkOAuoVCqvOdi3bx/R0dH867/+K++//z7379+ntbWVqqoq/uqv/sorgNfW1sadO3f45JNPuHnzJnq9ngMHDrB79+4XLlW6qs6s4CMKrt7HH3/M2bNnpWOYlpbG1q1bZRrQbrf7RaMB5WK22+1ykxcwmUyyvZ3ypPo8Dt7k5CQdHR3Y7XYZJVxYWECj0ZCeni7TMCupSaeMeM3MzNDR0cH09DRxcXHk5+eTlpYmx+xvUaAnyZAodROV83n79m2am5uZmpoiLCwMnU7H7du3+eyzz5icnCQ8PJygoCDppIrPHj58mHfeeUcWfq1WEZxSJURIPGVkZLCwsCA3EJGaFoL6glIQGRnJpk2bqK6uloYWltbk2NgYa9as8duDi5Jn2t3d7dVNSK/Xs3btWpKSkvya9/ssUEbkFhcX6ejooK2tDb1eT2lpKfv375ebI/hnoZsvlJQm33dHRPrEmB0OB1qtVjaDqKyslBqvLS0tFBcXk5ycvOJRSxGZ1Ol0XoUx5eXlWCwW9Ho9TU1N9Pf3y4YCLpcLg8FAeno6OTk5rFmzhrGxMVpbW+np6ZFcxpU8GD8vlOvMbrdz48YNfvOb33Dnzh2puCECAZmZmZw4cYLs7Gz5GX86XGq1Wi8lIl8pNqvVKg9cvgESZdGm0h+orq7m3Llz3Lx5k76+PkJCQjh8+DAVFRXSoVeqOywHlH87KChIHphUKhXT09OMj4/LtSbeu82bN/NXf/VXJCQk0NLSgsPhYNOmTRQVFaFWqxkaGuLmzZvcvHmTK1eu0NbWhsFg4PDhw7z99tuUlpbKd/pFaQX7RWQWoLa2lo8//lhqtGZnZ7Nt2zYvToW/bDbK+xB6c06nU0ZUZ2dnqampYceOHbLCz2AwyOgPIJ0GpWbewsKCbO8mqlhv377NlStXmJ6eJjIyEq1Wy8TEBFqtlldffZWTJ096RSeWGyKaKTAwMEBtbS2wlBbMy8uTpO7V5m89Dsr70Wg0hIaGotPpZOrHbrdTVVXF2rVrmZmZ4de//jUffPCBbE3rC0HWV0YXQkNDOXHihKQXiMK41TDMygyAMBiiQO1xEJx0sS4FBUi5KdlsNmZnZ2VBm79BrDuVSoXFYpFOgkBoaChbt26loKDAq4DK36JazwLlZjA9PU1XV5fs4rZ582ZKS0u9uhS9DNxg5bvqW9D3uHUnik127NjB/v37GRoaYnR0lM8++4z4+HiOHz8utZGVa3w5oXSefYtjBOc3JSWFTZs20dTURF9fH7C0P2RkZHDkyBGKi4upr6/HZrMxNDQk6QdOp9NrT/FXiIxkX18fV69e5eLFi3JPFAgLC+N73/sep06dIikpyYtmt1pQ2k2VSkVsbCypqanExsYyPDz8CEc6ODjYSzLtcVBSKgX16dKlS5I3XFJSwunTpykpKfFq1LNSdjYpKYnCwkJZ6NbV1UVdXR2tra2UlJSg0WhYWFjAaDSydetWCgsLpWxjRkYG0dHR1NfXc+7cOT766COqqqrweDzExMSwe/duTp8+zYEDB2TA5EVqBa+KRRPC5EKq4fLly7z33ntSvcBgMFBaWsrRo0e9ZK1Wc2E/CcqqfuHQ9PX18Y//+I+sWbNG0hJEBbHVakWr1bJ+/XoKCgqIiopCo9FgNptpbm6mra0Nt9stZZMGBgbo7+9ndnZWatFNTk6i1WqZmZnBaDSye/fuFXMalRW709PT9PX1SUdPFD75s3H15eRt3bqVvr4+Ojo6sNls2O12PvjgA27fvo3H46G9vf2JjqzyWSg5pZs3b/YqKvIHh15Jp/Al+fteJ07myrlUPrfQ0FCpKyjWtj9F+pSHKHFIVEZK4uPjeeWVVygpKZHVuv7Q9evbQGyQ8/Pz1NTUyGLUxcVFEhISZEpvdnZWyuq8LFCmd5/EFfbtInbgwAE6Ozv58MMPuXXrFrGxsZSUlHi1zlxJCOdT1Dj42qG8vDyZxYGlKFW75JcAACAASURBVF9DQwOhoaHMzMzQ1NREU1OT3D+EBqm/vXtPwtTUlKS+KNsPO51OUlJSOHnyJG+++aa0m/5A+VFm63Q6HdHR0RQWFpKSkkJDQ8MjOrDfRNtxOp3U19fT3t7OxMQEHR0dXL16VTqyosNpWVmZVAZYieeg9Kvi4uJ46623sFqt/OpXv2JiYoLKykoMBgMPHz5ky5Yt6PV6rFYr0dHR6PV6tFotIyMjsr6ira2NlpYW2WY7LS2NU6dOcfjwYTZu3CgdWfE+vyisijMrNkCRorx06RLvvvsusGSUN2zYwJ49e9i2bZtsU7gSlXzPA+U9Cd7o1NQUX3zxxdd+Lj4+noKCAoKDg3G5XMzPz3vxEh8HnU5HcHAwRqMRt9vNxMQE3d3dXh2rlhNi8anVamw2G83NzV4FNSEhIVJPTlzvbwVgyk0vIiKCffv20dnZKQ9STqeTtrY22tra5HUGg0GuVeH8iO41wkkKDg6WnZheeeUVr+5YKxk5fxKedtMTOpCw9KyEJJnSaEdGRkqD9HV849WCMgLmdDqZnp72OpAkJyezceNGGRlbyaKgFw0RGBCH5Vu3bvHpp59KZY2EhARZHARL+p8vG55m7YooluACb9q0id27d3Pr1i3Gx8epqanhzp07JCYmyoKxlYRK9WjXR5Gm1ul0rFu3jrVr10pH1Waz8fDhQ0ZGRqisrGRqaspLHg+WdGy3bNkilVLAv9Q4lFkdm83GrVu3aG1tlUEA4dSWlZXxp3/6p16KRf70Pir55fHx8dL5ExSW7OxsIiIiJP1PmeURNLv5+Xna29u5fv061dXV9Pf3Y7FYJJ87MjJSdtIKCQlZ0QO2suBQp9OxefNmrFYrMzMznDt3jvb2dim/uWfPHjIzM2WR9/j4OO3t7XR2dtLR0eElMxcfH8/GjRvZv38/Bw4coKCgwEub/kUX9a3Kylcap9nZWSYmJuTvsrOzefPNNykvL5eLxp8Wtu+pOiYmhtzcXMkB8tURfBJmZmaorq6WjtE3fS4sLIzi4mLS09MJCgrC5XKRnJxMXl7eN/b3flFQcmXn5uZoaGigq6tL/l6Q95WpPH8rMhHrThTx5eXlkZOTg8FgwGw2S86TMLTiWviK/yyceqPRKLmw5eXlvPnmm2zZsgWTyeQ1J/4YOXkcR0nQZB7XJlrpzPp+1p8OK+AtvzQ3N0dzc7MshgIe0ch9maFsSiKqhkVBanh4OBs2bCAmJkZeL2zU43io3yVERkZSWlrK9773Pd5//31GRkb46KOPiI2N5ZVXXiE4OHjFIl9PgpIiEBUVRWFhIUVFRdTX10v743A46OvreySSnJaWxvHjxzl9+jTJycnynfSnvVLZHWt4eJjz58/T19fntf/n5+dTWlpKRkYG8FU2yB9tJiwdfMVePTo6ykcffURTUxORkZHSDgo7Kt5LlUrFxMQEnZ2d9PX1YTabvXjPBoOBsrIyCgoKZHvc1ViXOp1OBqDKysowGo2o1WreffddXC4XlZWVdHR0SPu5sLDA3NyclHBUZifj4+N58803eeONNygoKCA0NNRLZWc59owVtWbCeAg5ku7ubv7whz/IqFh4eDj79u3jtddeIz09Xb7A/rawlWH5vLw8/vzP/5w1a9ZQX1+Px+Pxik7CUsR2dHTUS/HAZrPJyY+Pj5f9nk0mE3FxcSQmJhISEiI7Ta1du5a8vDwSExOlMoK4Vhl5WU4oDerU1JQsSICl9ER2drZXhaI/0w0EwsPD2bx5M6+99ppshym0IA0GAzqdTtJDfMeTkJBAUVEROTk57N27l4MHD/olFeZxeJIx8SXj63Q6QkNDvXRmldXT/gjlPM3OzkopMpVKhclkekRk3t+c8eeF2FBEdic6Oprc3FwSExOx2Ww0NTVRVVWFVqtl27ZtMqPjz1rBzwJfjmV+fj5Hjx6ls7OTa9euceHCBTZu3EhpaSnBwcHyILBaDqBvMdCOHTsYGxvD5XJRV1cnnR2xT6hUKiIjIyksLOTQoUO88cYbsj7hSXKPqwHhrJhMJhwOB21tbfzyl7+ksbFRXmO320lKSuLUqVNedtMfJLh8oTz0BQUFkZ+fT11dHYODg1RVVUkHT6nVLf4tGu747v8C+fn5sqWxiEz7fudKQtRM6PV6Nm3axB//8R+j1+tpaWlhdnaW8fFx2QENvsrSeTwe4uPjSUhIYP369RQWFrJr1y62bNkir3U4HMsq17niT0xsImazmXPnzvFP//RP9Pf3Exsby/Hjxzl27Jisun1eYenlhkgjeDweEhISeOedd0hISOD69eu43W5CQkK8Ol9NT0/T0NDA3bt3pXQTIHV0S0pKZDtDk8lEYWEhmzdvlgU2yqpe30Wwki++rzPb3NzM4OAgWq2W4uJiCgsLvV5Cf478KDew4uJi/uIv/oLm5mbu3r3LpUuXGBsbw2azoVKpZJpdOEEi4pCTk8Nbb73FgQMHZKrPH4vengW+gvo2m425uTmvFr9K2oS/j1Xcv8ViAZDFT08qzHnZoeRDu91uybesq6vj3Llz1NTUkJWVRUJCgnRm/TkS9jwQNLbg4GA2btxIcXEx165dw+l0SuWAmJiYF1ZF/W0hHNGMjAzeeOMNqTcrtKBFuj45OZmioiKOHz/OkSNHZPbHHzpiKiHS1SqViqGhIf7xH/9R0ghDQkKwWCyo1WpKSkp44403yMrKAr5SK/K3tajcx6Kjozly5Agej4dLly7R3t7O9PS0PEAKuo+vXfQNhKhUKrKysti/fz/f//732bFjh9d1q/UMlNlHlUrF3r17WbduHbdv32ZgYICpqSkuXrxIS0sLJSUl7Ny5E6fTyejoKCaTiZKSEsrLy0lKSnokK7vcWdoV8zaEwRQyQA0NDVRWVsqezOHh4WzdupX8/Hy5ePx9oxRQqVSUl5ezdu1ar8iz4BOKKtQHDx6wsLAgU4IhISGsW7eOlJQUgoKCZPWxL8/NX+ArSSb4PqLgYteuXZhMJr9rlfk4KNdWdHQ027dvJz8/n8LCQtLS0rh9+zY9PT1enOC8vDzy8vLQarV4PJ7/x96bR8V95Yeen19RFAXFviP2VUKAEEaArH2z5FWWd7vb9nS/7nR3es7r9MlLTubk5U0yb5KT9zLJm5e8TKZfpzttO87Y7kSWN63WYi1oF0ISAoTYxSZA7FAr9Zs/inv9qxLIkgxUgepzDqek+lX96t7f3b73u11WrlxJeXm5FGSdTicWi4WgoCCfWlweBM+chq2trfJZAKxatcpNg3CvYDJvoW1bg8FAeHi49EU0mUzExsYumpRcWlRVlanmwBUMdvToUU6fPi19vDMzM1mzZo1blpiF2ldnQpu8PiEhgTfeeENmJrl48SJHjhwhKSlJBlz5klYzIyOD7373u+Tm5nLhwgV5vOmqVavYvHkzeXl55ObmSkFWuCP4Uhtq54O2tja3A4XEprisrIwXX3yRvLy8ab/nS2jLZTQaKS4uJj4+nuXLl/Pee+9x7NgxN20sTL9BFmnWYmJiWLlyJUVFRaSnp7ulIvOFPghfuy8FBgaSkZFBeHg4IyMj2O12Nm7cSE9PD+np6WRmZuJwOBgcHESv15OamirThcLXqem0Kc3minmTNkSgAkBzczMHDhyQR6AC0iwhfEbmwkF4NtGeRa2qKiaTSeaWnQ2E75AYFMLPyJuaWe1vRUdHU1ZWJjNPbN26VboY2Gw2n5pcvwlFUQgODiY4OJj4+Hiys7MpLy+nsrKSEydO0NnZSWZmJjt27GD9+vVERkZis9kIDg4mJiZGHtunDZ5aqIigFKG5bGxs5OrVqwA8++yzPP30026mI1/csGj7Xnx8PBUVFTQ2NnLjxg3CwsJkflyBr84xD4owQyckJNDR0cH4+DhDQ0Ooqkp8fDxr167llVdeYcuWLW4bMF8VIh4WUR+z2UxwcDBlZWXY7XbOnj1LXV0dBw8epLy8XAqzs5ke6NuUV5QjLy+PvLw8CgoKSE1NZXR0lM2bN7Np0ybg64N7tHl2fQGxVokytba2cv78eTdrpKqqRERE8Mwzz7B9+3aCgoJkvX2pLvciLCyM8PBwMjIyMJvNjI6O0tHR4abEEhpOi8WCzWajqKiItWvXkpycTE5ODps2bZIZRbR+wr4yF2ldJlRVJTo6WuZJFpr0mRBKPBHkP1/M20qknWDOnTvH3r17qa2tdXOWFg/OF0w/D8JcOGt7nr2ujY70PCFsvgaA1kyQnZ3N7//+7zM+Pk50dLSbr6wvCjgPQkpKChERERQWFvLCCy9gNpsxmUwkJiYSFxdHUFCQ3LmKttAGxy10tONP+EKtW7eO3/md36G4uFgeLe2rLhWeaZqee+45RkdHOXDgAPHx8cTGxrp9xhfrcL9ohTC9Xs/WrVvp6+tj7969DA8PU1hYyOOPP05hYSHZ2dlkZGS4ZTRYyHX/JrSm3ZSUFPLy8qirq6Ompobr169TXl4uBQpfeA6e83pBQQFxcXE4HA63jAXaQE1fUhqINUsIMGfPnuXzzz+nu7tbfiYyMpItW7awceNGWaf5yvk7G2g1+EFBQbzwwguUlJS4HbyjzeIj1onw8HBiY2MJDg4mNDTULTWeWN99xTqg5WHkMe1JpvNZnznvQdqkv5OTk7S1tVFTU0NHR8ddR/OJ3aYvNupMaCMzZ0pTJIQdz6PwxHPxHMi+tuMWaLXRoaGhFBYWul3XpglaSIi+JiZjnU5HWFgYYWFhbqcmaVlodbxfPPN4VlRUEBISQkVFBZs3b14w41K72BcWFvLSSy+RkpIiT4nSuhks5LbUjkmdTkdpaSl6vZ7ExESGh4cpKytj69atbgF82tzAC6U9HwbPpPwvvfQSDQ0N1NXVceLECTZv3syyZct8xgIoBFPho28wGGSAF7hcu0SKL19cHzwPcKirq5OaWeHmU1BQwKuvvuqWTnIhZRbR5q8GV/C2Nj/w/WKz2eSpfb56iiK4W7mEck2kpNTKLkIY96Z74Zz/qnb36HA45LF92iPTRCBVWFjYXacVLSTu1SFnSva9kAR3wUz1XOiL43yetOKreOY23Lp1Kxs2bMBoNHrVxeVB8WzL4uJi6ZvmKQwshjYXY1Kn01FUVER2djZOp5Pg4OC7hIWFogX7toh2nZiYIDIykrfeeouOjg7+6q/+SuZt1a5PvmJpmMkP3RcFWE88rTpCuBVBUYWFhdJVayFn0fi2c4Zer/fJeIN7IWSVwMBAaRES40XUw5vjZ140swKn08ng4CA9PT0yibler5fJgleuXHnXw1lI3KshfWGSnE1EvkqxGIjo1YWMtvwiRYn2pB3tIF7siDoLX2Jwz7e7UJ6B0CaItHeLHafTiV6vd8tz7HA4sFqtcpwuxLn126AVPF588UUMBgPR0dEPpVGbD7SuZGLMiQNMfBnPDWRBQQHLly+XKStXrlzJxo0b5emBC9lfW6uhFevgvRDKLGERWYj1nm+3xgdlzoVZbcXF2dlLliwhMjKSoaEh1q5dy09/+lO2b98O4Kax9eO76HS6BXUk5oMijlv2tUMf5gttgmtwP7p3IaFdNLR1WazM1G4Lse1mC6GZVlWVpUuXukWPa/G1fuGZN9fX8bTMlZaW8uyzz9LT04NOp+PFF1/k8ccfd/PxXug86mPLl5jzVtAuJoGBgRQWFvKDH/yArVu3YjabyczMlDnWYHF0cD9+Fgsi0na+jlacK7Sp8haaee9BEVYFkWLNP6d+/Uwe1c3pfOA5ptLS0nj99ddZunQpiqKwatUqkpOT5XVf2zz4WdjMm2ZWHAGakpLi5tQumJiYkM7Qfvz48Q0WiyC0UE17D4OwKvhxIdYe7Wl+iqJgNBoX9AbN1zEYDBQWFt4VKOzHz1ygPEiglaIofUDbN37QN0lXVTXuXh9Y7PWDxV/HBV4/WPx19PdTFn/9YPHXcYHXDxZ/Hf39lMVfP8EDCbN+/Pjx48ePHz9+/PgSj4bdzY8fP378+PHjx8+ixC/M+vHjx48fP378+Fmw+IVZP378+PHjx48fPwsWvzDrx48fP378+BKK8p9RFAuKkvot7/MfUBQ7irJslkrmx49P4jVhVlGU7ymKon7D36S3yvdtURQlRlGUHyqKskdRlEZFUcyKogwrinJKUZQfKIqy4DcSiqK8rCjK/1AU5aSiKCNTbfa+t8s12yiKkqIoyj8pitKlKIpVUZRWRVH+u6IoUd4u21ygKMpbmjH4Q2+X59vyqPRTLYuwDRVFUf6doihnFUUZVRRlQlGUy4qi/ExRFN/Ir6Uo61GU3ShKN4pinXo9hKI8/YD3SQX+APglqnrL41oriqLO8Nczzd3+AegF/vohazVrLIg2nAUelfVCUZT1iqLsVhSle6qe3YqiHFIetL/PEt5MIlkN/B8zXFsPbAH2z19xZp1XgP8X6AaOAe1AAvAi8CvgKUVRXlEXdjqJPwGKgTGgA1h0u39FUbKB00A88ClQD5QDvwc8qSjKWlVV73ixiLOK4lpI/weuNl0s578u+n6qZZG24bvAW7gEs4+AcWAb8LfABq/PpYryJ8D/CfQDX+Ca92OBEmATsO8B7vafgCDg/5rh+jDw36d5f+yud1TVjKL8LfBfUZQ1qOrpByjHbOPbbTgLPCrrhTK7/X12UFXV5/6AM4AK7PR2Wb5FHbYAzwE6j/cTcQm2KvCSt8v5Leu4GcgFFFwdWAXe93a5ZrmOB6fq9e893v9vU+//wttlnMW6KsBhoAnXQqoCP/R2uWahXou+ny7mNgR2TdWjGYjVvB8I7Jm69j2vlRFeUUFV4UsVwqa5HvgA94pQYVyFQzNcb1Wh9QHLt0QFh+rFPu/zbTh79Vz06wUuRZ0KfMk0/Z0H6e+z+Odzpm5FUQqB1UAnsNfLxXloVFU9qqrq56qqOj3e7wF+MfXfTfNesFlEVdVjqqreVKd68GJDUZQsYDvQCvw/Hpf/FJdm4S1FUUzzXLS54me4NmHfx1W3RcFi76ceLMY2fHHq9W9UVe0Xb6qqaselxQT49/NeKgCXu9h/BSaA76Cqo3d9xlXO++UNIASX5nJ2UNUu4CTwMooSPmv3fTB8tw1niUdhvVA8+rs6TX9XH6y/zxo+J8wCP556/bWqqgvWZ/YbEI3t8Gop/HwTW6ZeD02zKRkFKnEtPKvnu2CzjaIo+cB/Af5WVdUT3i6PnwdnEbdh4tRr8zTXxHuPKYoSOU/l0bIGyMRlVh1EUZ5BUf4IRfk9FOXxh7jftqnXU/f4TBCK8iaK8sdTv7OZb/Y5rcTlurDhIco0G/hyG84Wj8J64dbfFUV5RlGUP1IU5feUh+vvs4ZPHbyuKEow8CbgxOVXuuhQFEUPvD313wPeLIufb2Tp1GvDDNdv4tqJ5wFH5qVEc8BUn/xnXO4vf+zl4vh5CBZ5GwpNXuY017I0/14GnJ374rhRNvV6G6gCityuKsoJ4GVUte8+77cOGGXmOQdcguE/e7zXgqJ8H1U9PsN3Lky9bsDl4zjf+HIbzhaPwnpxz/6uTPV39f77+6zha5rZV4FIYL/qGcW5ePgvQCGwT1XVg94ujJ97EjH1OjzDdfH+QtYmAPzvuBz3v6eqqtnbhfHzUCzmNhTC1+8rihIt3pwS4LVBxN6IFo+fev0JEIxLsxqGa44/iEt4/Nf7upOiGHAFCfcws0vMb4CtuARaEy5h4n8CGcB+FKV4hu+JTAdp91WW2ceX23C2eBTWi9nr77OMT2lmgR9Nvf5Pr5ZijlAU5WfAf8AV4fiWl4vj59ujTL0uWF9MRVHKcWny/kZV1TPeLo+fB+cRaMMPcVnsngJqFUX5DJfP3jYgG5fGKxfwhluaMO8ruDSwV6b+fx1FeQGXlm4jivI439w2MVOvgzN+QlU9MwDVAD9BUcZwrS1/BrwwzTcHpl5jv6EMc4Uvt+F8seDXCzz6u6rp74qmvyuK8vh8z0U+o5lVFGU5Ln+MDryR1mGOURTlf8WVgqQW2Kyq6sA3fMWP9xE76YgZrod7fG5BoTFNN/B1EIafBcSj0IZT/oc7ceVe7cGlCPh3uNaKdYBIddTrheIJwbNZI8i6cGnIhfWt/D7uJTTqxocohwgqnsknNtjjN+YVH2/D2WJRrxdTyP6uevR39cH7+6ziS5rZRRv4pSjKz4H/G9cuequqqgt5wD5K3Jh6zZvheu7U673823yZUL6um0VRlOk+84+KovwjrqCin89byfzcL49EG6qq6gD+ZupPMhVnsRKXkHbdC0UTc8TQDNfF4h88w/WvUdUhFMXG1xraB0GsKTNFysd4fG7e8eE2nC0W+3oBs9nfZxmfEGYVRTHi2qk5gV97uTiziqIof4TLT7YaeEKblsSPz3Ns6nW7oig6bYSqoihhwFpcE/BCDViwMvN4ewyXD+YpXBPYYjRfLwYe9TZ8C5cm810vpQQ6gSsrTS6KYkBVbR7XC6deW+/zfteAEhQlHFUdeYByiEjy6bIFwNcHhVQ/wD3nC2+34Wyx2NcL0PR3RVEM6rfv77OHtxPwTvm5v4XLj+Rzb5dlluv1n6bqdRGI9nZ55rium1iEyeh5BJJgz1DvP2MRJNyfpl6Lsp8u9jYEwqd5rwyXL+gokOW18sH7U4cm/LnH+0+o4FRhSIXI+7zXX0/da9s01wrU6dYRSFfh5tT3/niG+747db3Q34ZzWsdFv14A70/V5c893n8Cl0JyiPvt77P45xOaWb4O/PqlV0sxiyiK8r8A/xmXQ/tJ4GfTmABbVVV9Z56LNmsoirIL18ku8HUewccVRXln6t/9qqr+wbwXbHb5Ka7jCf9OUZStQB1QgetUqQbgP3qxbH7ug0ekny52vlQUxYzLVWsUKACexqWZflFV1Zk0kvPB7+OaE/4jirIBOA+k4wrEmgR+B1WdySzryW5cgVw7cJ3kpuUV4H9DUY4BLbieQzbwDC7N5j7gr++6oyvR/VbgBqpa80A1m118uQ1ni0dhvZD9XZmhv6v3399nDx+Q8vNxSfm3gABvl2cW6/VnU/W6199X3i7nHNex1dtlnKV6puJKidMN2IA2XMF8i1bbzuLS6j0S/XSRt+EfApdwaX2suIS5XwAZ3i6bqqqoEK3Cf1OhRQWbCndU+FSF1Q9xryoVulTP9RA2qvCBCvVT2l67Cn2q6xjdt1VQZrjf9imt7M/9bTgv9Vz06wUQjUvb3DJVxzvApzxMf5+lP2WqYH78+PHjx48fb6MobwD/H/AiqrpnFu63G9gIZKOqCzmS3o+fGfELs378+PHjx4+v4PJHO4MrInwl32aRVpSVuE5q+hmq+vezU0A/fnwPn8kz68ePHz9+/DzyuITXHwF7gCXf8m5JuAKRf/FNH/TjZyHj18z68ePHjx8/fvz4WbD4NbN+/Pjx48ePHz9+Fix+YdaPHz9+/Pjx48fPgsUvzPrx48ePHz9+/PhZsPiFWT9+/Pjx48ePHz8LFr8w68ePHz9+/Pjx42fB8kDH2cbGxqoZGRlzVJS5pbW1lf7+/rvOk9Wy2OsHi7+OC7l+AJcuXepXVTXuXp9ZyHX091MXi71+sPjruJDrB96da0QWJW02JUVRmObI94dmvvqpPIFqlst/Pyz2fnq/bQgPKMxmZGRw8eLFhyuVl1m1atU3fmax1w8Wfx0Xcv0AFEVp+6bPLOQ6+vupi8VeP1j8dVzI9QPvzzWeAq1ON7uG4vnsp6IO8y3MLvZ+er9tCA8ozPrxMxNOpxO73Y7D4UBVVfR6PQaDYdYnKG/hdDpxOBw4nU4mJyc9z6kGXJOxoijodDr0ej16vX7eJzc/ixdVVeX40ul0BAQE+PuXnwWL6LvaPux0OoHZF2znGv849D5+YXYemU4A8hzQC3VQ6HQ6goKCCAoKcntfmF98HW2beB4kIgRUg8Ew38Xy40fOGTqdjsDAQLdrYvH3honTl/E/F99FVVXMZjMWiwW73c7k5CQBAQGEh4cTHBzs7eI9EE6nE7PZzPj4ODqdjrCwsLvWwEeR6WSdeyEUQd8GvzA7jwjtnqd2RTRkQECAt4s463jL/PKgaAefVvMq2kiv9w8VP97B6XTidDqn1VY5HA6Au4TcRxntGA4ICFiU8+pCQyg1VFWlp6eHkydPcubMGVpbW+np6SEuLo7vfOc7vPDCCwQFBeFwOHzS8uC5ng0MDLB//34+/vhjoqKi+OEPf8iaNWsAZhyzjwLCgimsmZ4uJdpNZkBAAAaD4VuPU/8KPUeIBUhMqEIoCggIuOfOzel0LkhtwvDwMF1dXdy+fRuHw0FsbCyZmZlEREQAvj+wtWWbTnCdmJhgYGCAwcFBzGYzNpsNu92OxWLBZrNJzW1gYCChoaEkJSURHx+/IHbpoq+K/qoNZtDpdPLPz/yhqqqcC8S8YbPZ6OnpwWw2YzKZiIuLc+tfdrsdRVEe6Y2X6LuLTbgXArqYRxdKG2uVAgCdnZ0cPXqUjz/+mOPHjzM0NCQ/Oz4+TnR0NOvWrSMkJER+35fWQqHxF4JXfX097733HocPH0av17NhwwbKy8vR6/X3rZVcyHiuHULxI+asB7Fmftu2XhgjYgEihIEHFUwXitAwOTkpNcpOp5Pr16/z0UcfceDAAQYGBli3bh0///nP2bhxI+DSIOn1+gVTP4HT6aS1tZXr169z6dIlrl69SktLC0NDQ9jtdsxmM1arlfDwcFJSUoiMjCQjI4Pt27ezceNGYmNjfWoyng5tm0wnzPp6+Rcj4vnb7Xb0ej1Wq5Xq6mq++uoruru7SU9PZ82aNZSUlEjT7EIbW3PBYu2rYizCwmpn4ecthJr6+np2797NyZMn3QRZgJaWFg4fPkx2djbZ2dmAa4PmS+5dYlMhhNmamhrOnDkDQGZmJiaTSa51i7UvavFcO7xZZ58QZoXpfXJy8q5rQtL33Il6+8HNhFazqlWbDw8P09PTw82bN7l58yYjIyNERUWRkZFBVFQURqORJUuWkJyc2kAu9gAAIABJREFUDPi+eV4r9DidTpqamjh79iwNDQ0AfPHFF2zatEkKs768S7VYLAwMDDA6OsqdO3fo7e3F4XAQGBhIe3s7VVVV3Lhxg46ODm7duuX2XYPBQGJiInl5eRQVFREdHU10dDSJiYkEBQX5bPvZbDacTieBgYHScnCvRVJoCn3BZOsZbDjdMxbjT3vNU6Pli9YC7fyh0+kYGRnh0qVLnD9/nurqapqbm5mYmCAqKopr166xfPlyCgoKqKioIC7OlWVJmPZ8SQiYa7QCRl9fH9evX8fhcJCZmUlKSorUYPvqujEdwkyrKIoMphX9VQhVoj8vlHo1Nzdz6dIlBgcHMRqNpKWl8dhjj5GRkSE1s768Vnj6gd64cYPx8XESEhL43ve+x4oVKxadVUCLw+HAbrejqipBQUHTrh0jIyP09vbS0dFBW1sbd+7cYWJigsnJSaxWK1arleDgYOlOsmTJErZu3UpOTg7gPpYfBJ8QZqcTVr8JXx242snGYrEwODjIrVu3aG9vp76+niNHjnD8+HHAJQhVVFSQlJREREQEa9eu5amnniI+Pt6bVbgvhHCj0+lwOp10dHTQ39+P0WjEYrHgcDioqqri8uXLFBUV+Zy5XeyeAdrb2zl06BAdHR309vZSX1/P4OAggYGB9PX10dPTA4DRaCQ4OBiLxUJISAhlZWVs2rSJFStWUFRUJAfjQkAr6Ii21JqLtFpZIRT6giALMwcbPsx9fA2tJae/v59Tp07xwQcfsG/fPsbHxwFX2928eZPz589jMpmoqKjgrbfe4plnniEuLu6R9BO12WxSQ93R0cE//dM/YTabefnll4mKipJ9xVc2ZPeDZzuKTYo2W4rAF9dD4V5gMBiwWCxcvnyZ6upqxsbGAIiIiGDNmjW8+OKLFBUVMTY2xuTkJLGxsfIevuZOodPppDDb09NDe3s7ABUVFTzxxBPk5eXJtvBlofxh8ex3Ys3Q6/XY7Xaampqorq6murqac+fOUV1dfZcGHlw+/na7HYDw8HD+5E/+hB/84AdER0c/dF/2ak/RmqrvB5vNBny9EGv9NLyNVstjtVqpra2lsrKSqqoqbt26xejoKGNjY7S1fZ3az2azceHCBQIDAwkODqarqwtFUXjqqaekluVhdylzjba+qqrS0tJCc3MzOp1OCrR1dXWcO3eOJUuWkJCQALgLkd5CVVVsNpssR0NDA7/61a9oamoiMjKSoaEhxsbG0Ol0REREsGzZMlJSUoiOjsZkMpGVlUVBQQEZGRnExcURGxuL0Wj0ap3uF5vNRmBgoBxzY2NjtLa20traSn19Pc3NzYyNjREaGkpKSgppaWksW7aMgoICKSw86Lj1JYS2S6ups9lsbv5e3qiXp29hS0sLBw4cYO/evVRWVkpBFr6eB8HlZ1hVVcXQ0BDnz59n165dbN68WWqHHA7HgvV5VlVVLnjaPjsdIhAOXM/k2rVrjIyMsG7dOnkPcU9fZ3Jy0s2tAKCtrY3KykoaGxvJzc3lySefJCoqSga6eXtOnQ6ti0BdXR2/+MUvOHr0KDabjdDQUEpKSnj11VfZtm0bgYGBsg219falfqsNKLTb7Vy5coWOjg50Oh3x8fFERES49dGFOD8+CA6Hg+vXr3Pr1i1aWlpoamqira1NridCiFUUhZycHBITE0lOTiYuLo6xsTHOnj1LXV0dIyMjHD16lIKCArZt2yb7zHSW+nvhlREgJhQhpA0NDTE4OIjFYnH7jE6nIyQkhMjISMLDw31SiBVohbva2lo+/PBDPvvsM+rr6+/6bGhoKPD1Tnt8fJzR0VEOHz4MIIUk8F1hVmtuUVWV4eFhwPUcRDsGBwcTGhrqZnbxlQEuHPkBBgcHuXbtmix7aGgoeXl5lJSUkJ+fT3p6unQb0Ov1LF261E17LrJUCPOLmPB8KRpXtJUYQ4ODgzQ3N1NXV8fly5e5ePEiV69eddtFm0wmuXCaTCby8/PlvURksjc0XTabjYGBAQYGBqYdH8LEHhISgsFgkOUMCQkhIiKCgIAA6apgMBim1fBqs1t4ChZzhXYOGRkZob6+ngsXLsg2EcGUiqJgMpkICAjAYrHQ29tLVVUVtbW1DA0NYbFYKC0tJTExUQo5CzGwVJjXBfcypWvbZ2BgQD4Hq9XqNtZ9Fc+AP3D1gb6+PlpaWrhw4QJffvkldXV15ObmMjExwbPPPiuVBHa7XQYZ+wrajUNdXR0HDhygt7cXnU5HWVkZTzzxBGvWrCEwMFD61vqyUkDr1tHd3c25c+doaWnBYDAQGRmJXq93G2cz9VXPDdV0Ef6+iN1uZ2JigomJCfr6+qiurubChQvU1NRQU1NDf3+//GxkZCT5+flkZ2dTXFzM8uXLSU5OJicnh+TkZDo7O/nnf/5nfvOb33D79m03+e5h8Yowq22wjo4ODh8+zKFDh2hqapJaB+GTkZ+fz7Zt29i6dStJSUmAS2thtVrJyMiQUY/e8n/Tmn2cTicNDQ18+umn/Pa3v6W1tRWAoKAgrFYr4BIQUlJSGBoakubryMhIxsfHsVqtnD9/ns7OTrf7+yradpxuEl2zZg0vvfQSwcHBUhPqC5Otp8k8MTGR8vJyzp49K7WOGzdu5Gc/+xn5+fmMj4+jKArBwcGoqnqXT5Tod2JSFlpLX5qYtELfwMAAv/nNb/j888+5ffs2vb29DAwM3PWd8fFxqqurmZiYICkpiaioKBISEtwEJK3AN1/1aGlp4YMPPuDTTz9lfHycsLAwt82V3W4nLi6OgoICkpOTsdlsWK1W8vLy2L59O0uWLKGpqYnbt2+TlJQkg020CF/w+UQ7f4WHh5OamkpMTAy9vb0AREVFUVRURFJSEnFxcRiNRq5cucIXX3yBxWLBYrGwf/9+mpqaeO6559i1axeFhYXA19p0Xxh/c4EYk5OTk7S3tzM0NERgYKBbWiBfR2wMVVWlq6uLU6dOcejQIaqrq+nq6mJ4eBiHw0FPTw99fX1YrVbeeOMNrFYrHR0dMghVrIneRggnXV1ddHZ2Sg15QEAAFRUVbNmyhfDwcIBp51VfQyvM9vf3U11dTV9fH9HR0eTk5JCSkoJOp8Nms2EwGGacEz3fn+859EHQrhvDw8McO3aMffv2UV1dTX9/v7RiCqKjoykoKGDLli2sXbtWzmEhISEEBATIzUpkZCSJiYlERUURERHByy+/zLZt2wDk83vQuWpehVmRe0ws+leuXGHfvn0cOXKEM2fOYDab7/rO+fPnaW1t5c6dO5SWljI0NMTp06dxOp1s376dNWvWYDQavdYRtBPl0NAQhw4d4t/+7d+kICt8LAHi4uJ48sknWb58OVevXmXv3r2MjIwwMjJCSEgIdrudoaEhqbkFlxnYVwOJtJrZ6fxi8vLypGl6YmKC0NBQnzEbabVxK1as4Ec/+hHBwcEcO3aMwcFB6V4gknlrB7VwZPcMzPCVumkRi7mYhFtaWti/fz+7d++WUbh6vZ7HH3+cgoIC4uLiCA4OJjAwkObmZvbv309DQwP/8i//QkJCArt27SIoKIjh4WFCQ0PdBNu5qr/23hMTE9TV1bF3716qq6vv+b2rV6+SkpKCzWbDYrGQmZlJW1sbSUlJNDc309vbS2JiIvn5+eTk5BAfH09YWBgmk0lOvt5C+KJp+2lxcTHf/e53ycrKIjAwkMDAQIqKijCZTBw/flya9s6fP8/o6CiDg4M8//zzVFRUyPv4av5OgXZRHxwcpKmpiYCAAHJzc+W8ON3CL/rH+Pi4tPJFREQQGxvrlojfF+st5hYhzB0/fpyDBw9SXV3NtWvX6OjokJ81Go3Y7Xbq6+v56KOPGB0dZWJigp6eHrKysti2bRslJSXSt1PrujJfiPGqKAo2m43m5mY6Ojpk/ZKSkli1ahUrVqxAURTMZrPPH5YgAu4Ed+7c4fr16wCEhYWRlZUlhXdt9gbPe8DdfVDbPtO5mHgTu90u58Guri4++OAD9uzZI6/HxcWxbNkycnNzyc3NJTY2lrS0NEpKSkhLS3O7l6i/w+FgeHiY6Ohotm/fTnx8vBRk4cHdCwTzKsyKAWY2m7l58yb/8i//wgcffEBnZ+c9d2U3btygsrKS5uZmampqqKyslBkAMjIyyMrKkh3EmxHKtbW1HDhwwK2Tj46Oyn8//fTT/OQnP6G4uJgLFy4A8NlnnzExMSF3rXq93k2o97XAqelQFGVa85BWwPW1VCU6nU76myUkJLBz507a2to4c+YMFotFmuCLiooA901LQECAz2g/vgmtxnJsbIw9e/bwy1/+kpaWFsDVL3fu3Mlbb71FYWEhRqMRo9GIyWSivb2dhIQE3nnnHXp7e7l9+7ZMei7GYGlpKeHh4XM65rTPfnJyEpvNRlhY2Dd+T+QFFvdob2/nzJkzMvhA+A8nJiZSVFTEY489xrJly4iLiyMyMpL4+HgSEhLmJRLeM4VRc3MzR48e5caNGxgMBlasWMGzzz7L888/j8FgkJkc8vLySEtLw2g08v7778uTiOrr6+nv75dm3XXr1snf8WW0bis3btzg17/+NYGBgfz4xz+muLh4RtcWUS8RYQ0u7U9ycrKbcsBXhARPRN+qqanhN7/5DR9++CFWq/WueVVY+ABp4rXb7YyPj5Oeno5er6eoqAiDwXDPwzbmEu1vTk5O0tXVxY0bNxgZGcFoNLJ69Wry8/MXVKoxTwGzqalJBn8lJSURExNzX/f4JnzNcqIVLEdGRmhsbARcdVmxYgVr1qxh+/btFBcXEx8fLzWq92pTvV4v3dZKSkqklUnwsBubeRNmxe4zICCA2tpa/uEf/oF9+/ZJU7vJZGLbtm2kpqbKRWZiYoJbt24RFxdHbm4uHR0dXLx4EavVyp07d7BYLA8txc8mAwMDNDQ0sG/fPmpqagCXicVutxMWFsaqVavYsWMH69evp6SkhKCgIFatWsVPfvITioqKqKyspLKyUk5UH374IaGhoTz99NNy0Raqd19B22H1ej1PPvkk3d3dXLt2TQarXLp0iTNnzvDYY4/dU6viTcQiGBMTQ0VFBaWlpVRWVsqAtqysLACpJRM+sQshB6t20Z+cnOTcuXOcOnWKGzduAC7N+e/+7u/yzDPPkJ6eflf/SktLY9euXYSHh2O32ykvL8dsNnPixAn+7u/+jr6+Pl566SV+8pOfyF34XPRT7QRvMpkoKSnhxRdfJDIykp6eHoxGo1vwhV6v586dO9TV1dHd3S0zH4yOjkpzvMBqtdLW1sbQ0BC3bt3i/PnzMtgoISGB1atXS3PZXG5gPIXZlpYWjh49it1uJz09neeff54tW7bI6wEBAVitVgIDAykuLua1114D4PTp03R0dDA0NERfXx8HDx6Uwu/atWul0sDX0pJ5+iabzWYaGho4efIkOp2O9evXk5+ff0/zLXxtNRFBfpGRkdLdwJdcf4R/vVgnbty4wenTpzl27Bjnzp2Ta4G2rwLSyqLT6TCbzW6Kj5aWFq5cuSL7kRBm5xttRhSbzUZLSwtXr17FYrFQXl7Ojh07yMjIkJ/3dfcCMVaMRiM2m42LFy9SWVkp26awsFC6S8C9BVKn08no6CgjIyPSutLX18fw8DDJycmkpKQAvrNOausSERFBTk4O169fx2QykZGRwYYNG9zcRbQIf3Xh3qR17wsODiY5OdltTrVYLN/KCj3nwqx2EhH+TP/6r//Ke++9Jx2+w8PDKS0t5ZVXXqGoqAiz2SzV+j09PSiKgtVqpaurSwofpaWlFBcXy0Cp+QzU0DI5OUlnZyf79+9n7969UhMiJqv8/Hx++MMf8p3vfAdA5tM1GAxs2LCBdevW8dvf/paOjg6Gh4cxm83s2bOHgYEBEhISKC0tlfXzJbRmdUVRSEtLIzMz0y3graGhgdOnT5OWlibz52r9jryN9rQkp9NJdnY25eXlXLp0CbPZTFBQECaT6RvvIzZUvrar1gosVVVV/Nu//RtXrlwBXJPJs88+y49//GOCg4NlIGJISIjMOKGqKjk5OaSmphIQEIDZbOarr77io48+orKyEnDlE3711VelMDuTie3bIjRygYGB5ObmYjQaSUxMpL29nYCAAOLi4uQCHhAQwJ07d7h69Sq3bt3CYDBgMpmwWCzcvn2b9vZ2BgYG5Nxks9kYHh7mypUr8vkILly4wNjYGG+//baceOdqY+mpgRbWmqioKMrLy8nKypKBa0FBQVKbodPpWLt2LXFxcaSkpPDpp59SU1ODxWKhr6+PTz75BJvNhslkoqysDJi7dvo2aBfwvr4+mpqa6OrqIiQkhL6+PkZHR4mJiZk2UbsQWBsaGrhx4wYOh4P4+Hiio6MBd9O3NxFtLAS40dFR6W63e/dumacbXIHCwu1FuI3YbDa3zA2BgYEYjUZGR0cxGo0kJCTIOnpLeNc+58bGRq5du0Z3dzfgOligoKCAyMhIt8/7MsLfHFztde7cOS5evAjAypUrKS4unlGY1bp6qKpKQ0MDV69epbe3V24yGxoa6OnpIT8/nx07drBixQqvxwIJtP0nODhYxkyYzWZiYmLIycmRsSTihDqhDLiXVdlgMLgF52r9aR+WOZcqxMAzGAw0NTXxq1/9infffVe+n5OTw9atW9m+fTsVFRVER0e7CXzj4+NcuXKFjz/+mGPHjmG321m2bBk7duygoqJCDor5FJK0k67dbqe7u1v6N2k7blJSEuvWrWPlypVu39UuWjqdjhUrVlBaWsrAwIBMyn/lyhXef/99FEWR2lxv+UBNhzYlzOTkJCdOnGDfvn0yqwHglhJH4EtCuZjsRQogsfsWAs7Y2Jg8XEAIPlarVUbJw9fZG3Q6nc/5fYmgRHGyzv79+2lrayMzM5Pf/d3f5bvf/a4ssxAIhGAunofJZCIiIgKHw8G5c+f45S9/yVdffQW4+m5hYaGbyX+u+qbnRjU1NZWwsDAmJiaAr83LWo3Qli1bGB8fl/6Idrud/v5+rl69Sm1trfR7Fgd+aFNeCcSpWy+99JKca+ZCEJwuKDEjI4PW1lYsFoubG5U2tZjAYDBQWFgoNX23bt2SmqOBgQG++uorioqKWLJkCUlJST4pyGoz1Ny+fZuGhgZGR0eJjIwkLCxMLnba+Vd72pLFYuHs2bOcO3cOgNzcXLnJEv3a23On8EEU9bx8+TLvvvsux44do6ury+2z27Zt48knnyQwMJAzZ87w1Vdf0dra6raminzmS5cu5ZlnnuHll192097PZ33F3C7W4ebmZk6dOiXd7sDl1hQcHOxzG/974bnJHB4elgGzKSkpZGdnuyk9ZqpbV1cXn332GXv27GFoaAi9Xs/w8DCDg4OMjY0RGBjIlStX+IM/+APWrFlz1297m87OTmpqarDZbDJouqCgQFrRxTh8kI2jZ9aYb8OcSX9i8RcDa3R0lGPHjrF79256enoIDg6mtLSUtWvX8vzzz1NWViYHgdhl63Q6QkND6e3t5cCBA9TX10ufoFWrVkmV/HyjNd8ODQ3R0NBAe3u77HhOpxOj0ci6devYtWsXqamp0vQiduRiJxMQEEBqaiqvvfYao6OjdHd343A4sFqtHDhwgNTUVIqKiuQz8fZOTaB175icnKSqqkoKsiLPrMFgIDw83CdTc4F7cFRQUBDd3d3U1dVJU+WXX35JW1ub1LILc4nIvZqcnExMTIzbRGaxWLyarxTcI1AnJiaoqanh4sWLMsdxfHw8O3fuZMmSJYArmCEmJmZaAUcIeA6HQ7r5WCwWTCYTBQUFLF++fF6EWUBuPET9IiMj3TQ8nsx0+IhIF2Oz2VAUhZs3b5KTk0NXVxc9PT309PTgdDoZGhrCZrNx+fJlDh06xCuvvEJoaOicpQ/SPrvExERWrFghA0mFuVhsHgcGBujp6UGv15OUlCQ3LikpKWzYsIFr167JI0MdDgd37tyhubmZrq4uEhMTAWR+XV/wy/f0hW1ubpZWnsLCQvLz8+U48/SZFePMZrPR0dEhfRmjo6PlZs1X5k1tkNDFixf58MMP3dztjEYjmZmZlJaWsnHjRnJzc+UBLtNpWoXCICEhgZdffpmKigqAb4yonws8A5y6urqoq6ujr69PfkZYu8TmQ5vBQYxvsXGdb2H8fhBtoN1QzJR+UtRFURQGBwc5d+4cJ06c4OzZs/KzItWj3W6noaGBTz75hMzMTGJjY8nOzpb9fL7dDsTvibmhra2NI0eOcPnyZQCWL19OUVGRHF96vf6hNsizGTg9Z8KsWHREI1+6dIl9+/bJ3efSpUvZsWMHO3fuJC8v7y6tqhDeent7pVkQXA9NBH1pO9B87vS0wkJ/fz/Xr193G7B6vZ7MzEw2b97Mpk2bZLoOrfZFDFyLxUJYWBjbt2+npaWFs2fPcuvWLex2O4ODg4yMjMj7emp1vYlncmitQCcEXXFMsa+U2RPt83Q4HJw5c4YzZ87IPKYfffSRm1ZWCLRZWVlUVFSwatUqysvLKS4udruvt82Z2uctBJnBwUF5WltiYqKbL929hBnRluK45fDwcPr7+2UAldDQzxdiDH2b55uSkkJiYqKby9LOnTsZGxvj2rVr7Nu3j9OnT8uUWENDQxw9epTU1FS2bNkiLS+zmWPXU/NsMpmkiVzkoxbcunWLEydOcPToUSIjI3niiSdITExkZGRERoevXLmSwcFBTp8+DbjmpPHxcYaHh2W9RX/wBcTzBFefu3nzJm1tbaSlpbF582aWLl3q9lmBth+IFImBgYE+l1/W83CDI0eO8Ktf/YoTJ0645efMyMjgpz/9KevXr+fmzZvs3r2bmpoaGhsbuX37tpu1S/zbZDKRnZ0tXbnAOykdPeeBsbExBgYG5IY4OjqazMxMtzgE4erlqTn39hw6E9qxI/4/0xwojkQH15g9fPgwtbW18rrJZOKVV15h165dWK1W3nnnHfbv389nn33G0qVLyczMJCAgwM18P19oLd0Wi4WLFy9y9uxZzGYzUVFRLF++XM5P4BtKqjkTZoUpZWJigqqqKj766CNOnjzJ+Pg4y5Yt49lnn+W5556jqKjI7UEIoU+k77pw4QKnT5+Wju5RUVHk5uaSnZ0tzb7znbpK23F7e3tpaGhgeHhYLg6hoaE89thjFBUVyU4/3S5TdFRBSUkJq1evxmw209/fL4+J84WO4omnlmA6YTYwMNBn0wBpF5a+vj5phr99+zbgqoPFYiE4OJikpCRCQkKk1u7KlSu0trZy+fJl9u7dS1ZWFlu2bGHHjh1uWjtvnb7kObFarVaGhoYICAigqKiI9evXu7lE3MsvWLvJFL6a4jcSEhJIS0tzE4bno65ak7tYtLUuI8LUNd0iI47X1C4MBoOBqKgowBX0FhERwejoqAyUS0hIoKioiLS0NDd/xNmuq3achIaGyjJ1dnbS1NQEuASE48eP895771FVVUVcXBy3bt0iLCyMkZERHA6HzOt8+/ZtKUjYbDZqa2s5e/YsWVlZZGVlubWt1WqVFgVvoJ1PhL/s0NAQS5cuJScnR44ri8Ui+6EIpgkKCiI8PFz2c9E3tceiels40vaXlpYWPv/8cz777DPZPrGxsaxcuZI1a9ag0+nYv38/169fl8GoWoQ7kNPpJDw8nG3btrFz5043K4U3gqo8XUV6enqora2VuVi3bt1KeXm5bAdt8M9Mm0JfPCBJO6eITdg3begbGho4ceKEbMv8/HyefPJJXn/9dcrLy7FarTJ3bWNjIzU1NW6n+M13Hl5tfZxOJ2NjY4yOjsr4BG2WF/C++w7MkTCrDZCor6/n3Xff5csvv5Q70JSUFJ566imZasVut8uGEoIsuAbDsWPHOH78OCMjI4SHh1NeXk5RUZFXTWPaSbG7u5uOjg63xMHx8fFUVFS4RWwKU4on2g4aHR1NSUkJdXV19Pf3Y7PZZvyet/HUEmv9DbUnLAmfU19DnP6kqir79+/nz//8z7l58yYmk4mcnBySkpJISkoiPT2d3NxcwsPDaWpq4tixYzQ2NmK32+np6ZEp1o4cOYLNZpOaeJHiyht4tkt3dzctLS3Y7XZWrFjBli1b3HIATrfIC7OsOGayurqa06dPc+fOHQApGK9evdrNzWA+F517bRSElu5+EcfcCvenZcuWyWvR0dGUlpaSl5cHIOer2RaOtHWJiYlh+fLl5Obm0tfXx9DQEENDQ9y5c4djx45x4sQJWW5PYUeL0HwJYTY8PJzIyEjWr18vNe0i24M30dZdJNlXVZXExEQ3H1+j0eimvNCeFd/f3099fT02m42CggJycnLkPb25qdZa8trb2/n000+prKx0mzP1ej2lpaXk5uby3nvv8eWXXwKu+grhVafTyXgSMcazsrJ44YUXeO655+Qxq0KJMN9otevgWr+Fv2xSUhKPPfYYcXFxcm4Ra4NQAnlq2X3RzcCT6Vw/tAcpqapKa2srVVVVcnOcmJjId77zHXbt2iXnmYCAAHmAQHd3N729vT6Vf1dYke12OyEhISQkJNxXcPR8MifCrLZD37lzh5qaGhnNCC4ncOG3NT4+Lh+Q1se2r6+PAwcOcObMGWnuE7kWtSf2eEOToHUxaG9vl+UTAzAvL4/S0lKSk5Olb81MGlbP97QTkc1mk8fHidRDvqjl9ESb4H50dNQnz0YXz7G3t5fz589z8+ZNwKUd/8EPfsCKFSukQBofH09QUBADAwOsW7eOO3fu0N/fz5UrVzh8+DBVVVXU1NTwZ3/2Z2RlZVFcXMxLL73EihUrAGQKpfmamLXjb2BggMuXL8ucv3FxccTGxn5jWcSCGRAQwPDwMPv37+fAgQNubi8xMTEkJycTEBDgFojj64hFV2hytdof4RssxjS45rCLFy+SmppKbm6um9/7bNVX62cHrjQ45eXlvPzyy/T19fHYY48RGRkpBVttXTzvo/VdFIc/TE5OSvP9u+++y+7du0lNTeWpp57imWeecYvGnu8AnIo/AAAgAElEQVQjtMVzFOnGOjo6ZBabtLQ0mU1DW0eBdv6vra2lpaWFoKAg8vLy5BoD3tUciYMqAG7evCmPOReCqtVqxWq1cubMGa5fv8758+fld41GI2VlZeh0OlpbW2lra5OBfUlJSZSVlVFUVCTv723FgbY/aud9s9lMe3s7Z8+epbGxEbPZzK1bt2hsbGRkZERunEW6spycHNatW0dxcbEU6HzlwA/t7wsNued7whIwPDzM2bNnOXnyJA6Hg8TERL7//e/z8ssvk5OTI/uvUA6JueX27dtcunSJdevWyecyn2jTq1mtVhobG6mrqwMgPT2dpUuXEhoaKlPIiQ2JqIc3TvucdUnQU2MnBpeIJlZVVUr2gFtCa8Hw8DD79u3jww8/lEl6wZX5YMOGDcTFxcmTMrw16YqTTdrb26VWNigoiMLCQjZs2EBOTs5d/kDTofW7czqdTExMSAHYbDbT2dlJV1eXFGZ9aac606QiOviSJUvIy8ubtwChB0FMIna7nYyMDMrKyggICOC1117jtddem3ZHnJCQIPstQFlZGatXr6ahoYFz585x7Ngxrl27RmVlJWNjY7z55ptuVoT5ynWpHX/j4+MyQwbglhVDHDEsfEDFd4UGSDyDsbExmaBdkJSUREJCghSCvL2IPgjTzRvi/01NTezevdstSKO/v5+2tjbu3LlDbm4uMD9HUC5dupTXX39dumYB8qCKq1ev0t3dLXNVjo+P32XuVFVV5nwWdHZ2uh2X3dfXx/j4uHSjSEhImPdFSOufd/v2baqqqmhrayM2Npbi4mKWLFnCxMQE/f39crE3m80ykwVAa2srn3/+Oe3t7URFRZGenu6WyN5bApDwqRT09vZy5coVKZCKV5vNJrXtBoOBtLQ0oqKiWLduHatWreLatWu0t7e71SM/P58nnnjCLRDa21kqtOULDAyUR7kPDAxw+vRpWltbCQ4O5s6dO1y7dm3aY7TBJTA1Njby4osv8vjjjxMWFuYzKR21GmjhsqSd/7S+shMTE5w8eZJTp06h0+l47bXX+OEPf0hWVhY2m83NyqMV/kXWlezsbJKSkuTvwvz0Za0w63Q6aW5uxmq1otPpqKioYPXq1d/Y18Rzmi8Xn1nvHZ6F1v5f2xgzHffW2tpKZWUlH330EadPn5aCUWBgILGxsbJh51t7AO6Cp0i23t/fLwW04OBgNm/ezPbt292co+9XgBPCjvbzwo0hIyND5nPzFTwXTk/WrFnDCy+8gE6nk9pJX/F9Ev0yLi6ON998k2effRZFUe46/vJeZGZmkpqayo4dO9i2bRsFBQUcOXKEmzdv8s4779DV1cXPf/5zGWE8mwFD98tMGyDPTac2E4dn+rempiY3TWVGRoZMYq/9nYWKtl2uXr3Kp59+ytWrV+X12NhYtm3bxurVq2Uk81xpobX3DAoKYvny5W6puGJiYnj++ecJCgri7NmzDAwM4HA4aGpqcgskul9Onz5NbW2tPJjhtddem/fE7eJ5gquvHTlyhJGREZYuXYrJZKK+vp4zZ85w7do1KSR0dHRIv1rxbNrb22XideHmpGW+I8IF2t8MCQkhNjZ2RiEOXCnFdu7cyYYNGygpKWF4eJhz587R1NQkXROioqIoKytj48aNxMTEyJRfvqIsAPfnbbVaaWpqki4xWqUN3B2M2NbWxocffkhfXx9Wq5UtW7ZIs/Z8r/3a9gsICCAsLIzw8HAGBgYYHx9nfHzcbcOinVeFhhVc/vhr1qyRAXBad8yZBFVv+3mDq+1EzNKSJUuIiYmR6QkHBgbkGuN0OomIiHALjptPeWVetjqqqkqhVFEU+vr62Lt3L5mZmfT39+NwOAgJCZHRt3v37pVaIKHdFJog4TTujUHrmW/ObDbjcDhko4uTvUR0+/0Ep00Xjautm3AzEAPfV4WG6TrtkiVLZF1EgIkvTbbgarPExEQ3k6TD4ZD+ykJoETtUEVkufLuFX2xpaSlxcXFs2bKFgwcP8utf/5rf/va3BAcHY7fbKSwsvGcaqdnEsy20i4aYmIRfr0AsDuJVr9fT09PD8ePH+eKLL9y0eenp6TzxxBPSh1T7vYWIGFPDw8M0NzfT3NwMuDbQBoOBlStXUlFR4ZYCaq61RNqcncL3TggHS5cuxWAwsGzZMgYHB7FarbS0tNDU1CQFc6H1EdH9QUFB6PV6BgYGaGlpkX7+IyMjjIyM0N7ejs1mIzIykh07dpCUlOTmyziX8462v3Z2dsqDA1RV5eDBg+zZs4dz587R2dlJVFQUJpPJLdenJ6Ojo5w/f57c3FxiYmKkZchbgqw2LiI/P5/vf//7HD9+XB4CFBUVRXR0NFFRUcTExJCVlcXjjz8u85MLf0shyKalpckctCL9nK+MP0+rkNA8q6oqLZgi209MTAzBwcHk5OSQmZnJ7du3uXr1Kh0dHfIQoX379gGu57hlyxbpjjifaJ9taGgoJSUllJWV0drayokTJ1i2bBnFxcWEhoa6CXDt7e3s2bNH+sqWlZW5uUh6arGFmw24/GpXrlwpM8/MdxCcNiagublZujbZbDa++uorOjs7pZJKzFF6vV5aY7OyskhMTJTr/XwEQ8/JjKx96CL7QEtLC729vaiqyuXLl/mLv/gLgoKC3BbakZERenp65HnqgHRLyM/PJzc316cGrd1ud0s9pdfr3XJbaqO/7xfhgyMQWSF8TQi8H7RmQF/wdbpftEElWrTJzj2ZnJwkOTmZtLQ0srKymJiY4B//8R/54IMPGB4e5s0332TTpk0yQn0utUTa+xqNRpKTk7l27RoAdXV1XLhwgYSEBClce+bgHB8fp729nePHj/Puu+9y9uzZu3KglpaWEh0dPa01YaGgDdSw2WxcuXKF2tpaN5eLlStXsm7dOjdt/XxEFd9LQ2MymVi+fLnUjAv3JHF4h91uZ3h4GIvFgl6vJzg4mKioKIKDg6mrq2P37t188cUXbgISuIJ1f/vb3+J0Otm+fTspKSlzPt96brwmJiakX3Z7eztdXV1SCAoNDSU6OpqEhAR5epLBYGBycpLGxkaZ63tgYIDPP/9cHou+adMm2de9oZ3VziV5eXn86Ec/oqKighs3bsggt9TUVOlaIPxGAU6dOnWXu112djZvv/02GzduBLxjpZwJTwFNr9dLX1eTyURYWBgrVqxg/fr1ZGdnExQUREZGBnl5eQwMDFBZWcnJkye5dOmSPAL34MGDMiB3xYoVc+Kzfi/E3Gaz2QgKCmLNmjXU1tby2WefMT4+zieffMLrr7/OkiVLZJpKp9PJqVOn+PzzzxkeHiYrK4sVK1bcZbEV5Xc4HPT398sA26KiInn6p5AJ5qONxTMVfXZ4eJiWlhZp9ent7eWzzz6Tp7Rq+7aiKERHR7Ny5Uq2b9/O1q1bycvLw2g0yg35XDInwqx2sl+2bBlvv/02k5OTfPzxx1itVnp7e93MllqMRiNvv/02ERERnDhxgitXrhAREcGGDRvcTtLyxuDVCplWq5X29nZ6enrcGulBy+Wp7fXMKWkwGHxmovLE0/ziifbccG+nxpkJsSkRJknPtE3fhNjMiKOZwaW5fPXVV+nv7+eTTz5h3759WK1WRkZGWL9+PampqXMqEGldeFJTU/nxj3+M0+nk0KFDHD58GHBNSmVlZaSlpTE+Pi7zQY6NjVFfX8+FCxe4cuWKDIwTAh+4XDPEpk0EO/hqH70X2tyWQgA6evSo3GA7HA6KiorYsGEDJpNJTvTznSLH0+1DlFkQEBBAREQEERER8j1xIIYnpaWlBAUFsXTpUiorKzly5Aitra0YDAZsNhvnz5+XY2HXrl3yuHCtK8BcIoLwwOVPmpSUxOrVq1m5ciXp6enExsYSHh4uA0wSEhIYGxvjnXfe4cMPP5QHtzidTvbv34/JZCI5OVke4ysEkvlG247R0dGsXbtW+kGbTKZpz7a/desWx44d49ChQ/KAjODgYPLy8igsLAS+PvbYF8afZx/Ny8ujpKSECxcuoCiKFHKEICsOT4iMjERRFHl8b35+PgcOHGBgYIDGxkbGx8fp6Oigs7OTZcuWyfE3n25bYo43GAwYjUaysrJISEigvb2dO3fuUFVVRWFhobQcOxwON4uq2IgJFxix7ovyNzQ0cPHiRcbGxli5ciXl5eWyn86nskAbiCpiC4xGo4xtCg8PJzo6WsYsifR4Ytz19PRw4MABampqOHfunExZmZ6eLj8Pc2NZn5PZSVEUGQ0dFhbGE088Ic2bFy9eZHR0FPj6gYWEhDA6Osrk5CSvvvoqb775Jn19fTLt0ZIlS1i1ahXp6enA/E2snnimPOrt7XUzdYmgGsH9CG+ekbkiwlX7O/cKIPMm2ueh1bALPHPP+pK/r0D4bz9s4IT21Dr42ud02bJlfO973yMiIoIDBw5w9OhR+vr6GBwc5LXXXpO+33PRl7V+3WFhYezatQubzUZjYyPNzc3s37+fS5cuUVJSQklJiYw0FtkzWlpa5KlDiYmJ8n1A+q2LSdsXNyj3izB7TU5OcvHiRQ4fPixP3AJITk6mqKiI5cuXyxRl8z3vaE38YkEVbdTY2Ch9J8PDw+VmWOsaI8acNml/YWEhhYWFlJaWEhsbyyeffMKNGzdwOp2YzWbOnDlDZGQkq1atmnNh1nOhTk9PZ8OGDVRVVZGTk8PTTz/N008/TXFx8T1T3R0/flyatBMSEggLC8Nms2E2m92C4Lw1B2nbw+l0YjAY5BwgEKcHiuNBq6uruXz5slT8BAUFsXnzZrZs2SItBb4gxAo8Ayvz8vIoLy+nra2N4eFhYmJi2LhxIxs2bACQApGQFywWC1FRUURFRckj0hsbGzEajdLi4M3209YtOjqa4uJiOW/u37+fkJAQtm/fLs3r2qCuoKAg6fKijbFRVZWenh4OHTrEkSNHcDqdbN68mccee8zNcjTfAbZCNgsNDWXZsmVs375dunpmZGQQHh5OQEAAZrOZoaEhuru7aWtro7W1la6uLjo6Oti9ezdNTU2oqsrrr7/uttmeC+ZsZvaUvLds2UJSUhLV1dXcuHGD3t5e6XsWGRlJVlYWy5cvJzQ0lBs3bnDw4EGZCiI1NVX6NM63U/FMiM6tXTDEYqP9zINgMBikb5sgMDCQ4OBgtxQevihATCfMajUgvtJuc4k2yjUsLIyNGzeSmZlJcnIyf//3f8/58+fR6XSsW7dOLmRz6X+pHYMVFRV8//vf5+OPP5YL5MGDBzlx4oTMIRgcHIzRaCQiIoKdO3eybNkyzp8/z759+7Db7YSGhpKTk0NqaqrP5D98GEQ7iZRVlZWVfPrpp/K4X3AFue3YsYOysjI3s6Y3MZvNNDQ0cOrUKfbt20d9fT3l5eUYDAbWr1/vlpNaLIRi3E03/goLC/nDP/xDcnJy+Mu//EtpyrZYLNTV1XH9+nWKiopmdLuZLbSb9+LiYv70T/+U3t5eIiIiyM3NJUOTr3smJiYmpL9heXk5Tz31FGFhYQQFBbnlVPZ2RLy2LTznceHjDC7z7pEjR6iqqpJzSmxsLC+99BK7du2SmnRfs9x5BjBGRkYSEhJCb28vzc3N8tje6dDOV+KgkqqqKnmstLete9q+s2TJEjZt2sTNmzepr6/n0KFD9PX1cfPmTd544w0iIyOpr6+XRzInJyeTm5vrltkHXIFux44d49NPP6Wnp4eMjAwqKirkoVCijefbjUv7nHNycvje977H6OgoRqNRjiuxCZmcnGR8fJzBwUFu3bpFXV0d586d4/Tp01y9epXdu3cTFRXFtm3bpJvFXBwvPWcjWzwMsTMJCQmhtLSUoqIiGhsb6e7uxm63y0CUsrIygoODuXHjBu+//z5Hjx4FXPkWExMTpVTvzc7smXLMbDbLRVEEgmnNRdMJePe65+3bt2lqapJH40ZGRrJ8+XJSUlLcUir5gjDrqTESvqBaWlpaGB4eJiIiAqPR6FOTrifaVCQPO8i0vkZC+yIiky9duiQ1YNo8oXOpdRf5CZ1OJ3FxcbzxxhtkZ2dz8uRJamtr3Q7mCA0NJTU1lYSEBNLT09mxYwcxMTFynILLvaCkpITMzEy3OvtCf3xQtHk/9+zZw5dffunWFvn5+bz55puUlJTI97xxqpJ20p+YmKC2tpbdu3fz1VdfAa60aVFRUdhsNsrKyu472GlsbAyTyURUVBTPPfccN2/e5KOPPuLWrVs4HA56e3s5dOgQcXFxbNq0SW5M56K/asdbXFyc1AZrsVqtUpOnjXwPDAzk2rVrMsgmOjqasrIydu3aRVJSEna73U2r5W1hVhsEI+Yb8Srarq+vj/3793PixAm5wQoNDZWpAIUVyRctdtr1yWw2MzY2JtfBzs5ON/dCs9ksgxNFXIj4/ujoKGazGZvN9q3n5dlCbBYVRSE5OZlt27bR2NhIW1ubtGg0NjYyPDxMdna2W3q/0NBQeSKdOFb6/2fvzaPiuvIEze8FsRCsgdhXIRA7CKENkISEdi+y0+W0Kmuxq5yZle2cms6unp6ac3ymu7qrs0/VZFdPTVV31UxWpyvTubi8yUotliVL1mLJaEECCUkIgVgMAiQQ+x4QQcT8EdyrFyG0A/HA8Z2jEyLiBdz73l1+97d2dHRw5MgRPvjgA65du0ZYWBivvvoqBQUF9wXkzjXq9cNsNrut+Q9j5cqVrF27Fn9/f27evElXVxc3b97k2rVrMs4C5pkwK/+Ax+IhonCXLl0qTXxCKwSuxNcVFRWAy392yZIlxMXFSWHW29oRgRAsp8vt+CS/Q+2839rayldffUVLSwsWi4WdO3fy/PPPuw0krfRfLcT4+fmRkpJCYmIibW1tso0XL15k3759vPjii3IiaylYQc1MC2XqiRoSEiJdZOY6AbbYBMRcSkpKYsOGDdTX18u0csLVJyUlhcjISHQ6HSEhIbS3t7sdyEJDQ8nPz3fTlGm1Qt2D8Jxvn332GcePH6elpUUKCQaDwa20qLdLvQrE+BTmdHAJPj//+c8ZHR0lPDyc3Nxc+cwfNp6FDzC40n29+eabjI+P89Of/hS73c7IyAhlZWUsXryYoqIieZj2lgAlMkuI9dZoNKIoCv39/dy8eVO6h2RkZJCZmSk3TVE9S4uoFT4iuHRiYoIPP/yQX/ziF1KrBy4hYefOnW6CvjcOV0+CyWTC39/fbZ9QzyHPwGZx3ejoqMzX3dfXh8lkks/R22uN2Pf9/PzIyclh165d2Gw26aLU1dXFu+++S2BgoLQUgEuQv379OmNjYzQ1NVFVVcWVK1coKyuTmWJ27drF97//fVJSUtx8VucD6nV1fHyc1tZWmd88PDyc6OhoN2vebChAZn11Fo0W/lxiQIuNwzPKraurS/rUWiwWCgsLWbVqlXRA9uYJTT0RLRYLGzZscEtCbrfbOXv2LEuWLCEmJmZap35PPHPN3bp1C3CZOUWuQfG5Fk6nAnVb9Ho94eHhhIeHu9WD7+7uprW11S0QzBu5Vh/ETCV1Vmt1RUDZxMSEHLMdHR2yAl5AQIDbJjQXWk21oK7T6YiPjyc+Pl5Gez+oHT09PW4ZKcLCwsjJySEhIUEKNvOl6pdAjD+Hw8GZM2fYvXu3DHKbmJjA39+f1157jZ07d8rx7c1MHOr5HhoayvLly9m6dSt2u5329napOe/q6pJRw3AvMEhoMwUiCEltnlYUV6WtiIgIqcUUUdmPSi0404j8sGJeeqYr9Fw7JicnZZlfo9FITk4O6enpUns7H4p5eCoGqqurqaqqkp+HhISwdu1aduzYgcViYXx8HKPR6PXDlSeeGueUlBTWr1/P1atXaW1tZXJykqtXr1JeXs6aNWukcCMKB4h97uzZsxw6dEjmpB0fH5caWm/j+axWrlyJ2WymoKCAy5cvy8BZdRoyu91OTU0NP/vZzzCbzdy6dYu6ujqZISAqKorvfOc7/NEf/RHZ2dnAvZzzWmF8fFxan8XcEgKsqDLY39/PjRs3OH78OF999RXDw8MoikJ+fj7r1q2TBYdmK83YnM2GB6U1UkfqiqouJpMJq9WKxWJh3bp1FBYWykpaD0uPNNuoNwqLxcLLL7/M4OCg1Az09/fz/vvvo9Pp+P73v09ISIj0o53uFO35UIeGhuSEjYmJkSVVAVmnWUsDXGw4NptN1o5Xa/KCg4MJDw93C67SUvvVJ1+1QPo4Wlp1kmvPA4afn58UAnp6ejhz5gynTp0CXH6K6spEcz2W1e1WPxe1T6WiKFitVumrJjAajW6p59SVm7SOGKsGgwGr1Up5eTkHDhzgwoULbpvk2rVreeutt1i7dq2bwO5NhECm1+vJzs7mO9/5Doqi8OGHH8prLBYL/f39WK1WWTr5YQFTapel/v5+ysrKuHr1qttGHRsbS1JSkuz/XBymdTrdI7MNqLVAQvgVRVni4uKIi4uTVZm8/eweB/U9vXbtmnQzA5fbRVFREaWlpTJuRG2O1yJivwsKCmLbtm10dXXR29vLhQsX+OSTT+QBa82aNQBu1s2LFy/yL//yLxw5ckQKhGazmaioKKKjo+dcEeCJ598MCQmR2Tbq6ur44osvCA4O5uLFi26uMZ2dnezbt09+T6/XExgYSEZGBt/97nd5/fXXsVgssxrt/zSIcWYymR46LwcGBqiqquKDDz7g008/ldUJc3JyKC4uJjc3180dc14Ls2rEQqo+kVmtVk6dOuXmZ5KZmUl2drbUcKprXHsTMfEWLVrEpk2baG1tZf/+/dTX13Pp0iWSk5MpLS2loKDAraiCGpHSyGw2Mzw8zOnTpzly5Ihb3W11qV8tnEo9EW1qbW3l2rVrbpHgRqMRs9mM2Wye1pTkbdTR2cPDw1RXV9Pf309ERASJiYmEhYW5+bMJU6VILyJScolULZ4oiqtS1Llz59izZw+dnZ0UFhbygx/8wC1x9lymCRIHK3GAVG+KDodDamoNBgPd3d1UV1e7BWxYrVZNjsPHQe2jVVtby7vvvsuRI0fcBPiSkhLeeOMN6SfrmfPZW3gernJzc+nr6+PChQvU19ej1+tpbm7m17/+NWfOnCEnJ4eioqKHFulwOBycPXtW5tatqalxm7+iKIw6glyLQZyewW3qYDWttdUTtcl6bGyMkydP8uGHH3L58mV5TW5uLm+88YasIgjady9Q79Emk4lXXnmFjo4Orl+/TldXF8eOHWPRokX09vaSnp5OWFgYXV1dfPnllxw4cICysjI6OztxOp2EhoZSXFzM888/z/Lly2Vqq9lOwP8oPFPm+fv7k5mZSUhICDt27OD69ev87Gc/4+TJk27fi4iIYNWqVSQnJ5OWlsaqVatYsWKF3Ou1dEiZnJyUgXcP26cqKys5ffo0ZWVlnD17Vu4ZWVlZ7Nq1i5KSEjlm513RhEchFme1z8zdu3f5/PPP+eKLL7BareTl5VFYWOiWL1ErpxX1aT81NZUXXniB9vZ2aa68e/cut27dIisrC39/f+liIfostAlCCGpububjjz/m4MGDTExMUFRUJAPiBN6uuS0QG4QYnD09PZw6dcqt/Ce4TLZ37tyhr6/PTVurlQ1G3Y7Lly+zd+9eRkdH2bx5M7m5uW6uH4ry8NyiQrjV6XSMjo4yNDREb28vVVVV7N27l+vXr5OcnMybb77JSy+9hKIoUpM0l2P6Yf0QrhZiI2pra6OsrIzGxkZ5jTeq7zwrwlwn0ttUV1fzm9/8hv3799Pf3y9NZvHx8bz22mt861vfkknPtaLVU/tWir7k5uby2muvMTAwwPnz5zl37hyXL18mLi6O1atXc+fOHZYtWyarEok5GBAQgMPh4Pr16xw5coSysjIaGhrcXIHAJZBEREQQGRnp5o6glTVYIHIci3ukxTY+DKHUEAff9957T645kZGRrFmzhq1btxIaGioPoloXZtUBiwEBAYSFhfHCCy9w6dIl9uzZQ1NTEx9//DEtLS2sWLGCuLg47ty5wyeffCKVWZGRkSQmJpKfny8T8AuBbzaCh54U9QFTnTlExLfk5eVRV1fHuXPnpILKaDRSWFhIaWkp4eHhpKWlSb/8iYmJR+4zc4U4wPv5+UkZZHJykqGhIZkH38/PD5vNRl1dHQcOHOC3v/2tPAzHx8eTkZHBtm3bePnll1m6dOl9wv9s4NXVWi1QNDU1ceXKFZm3denSpWRlZbnlKtWCVlYg2m40GklISGDlypVcu3aN6upqurq6aGxspK+vj9jYWHnyni7Z8+joKFevXqWqqoqRkREWLVrE9u3b5QImFjatbKxCoy5OatXV1ezfv5/GxkbpZyfMQ8LP5mkD5GYD9f10Op00NjZy6NAhdu/eTWhoKLm5uU9kynI6nVy9epXe3l6MRiPNzc1cuHBBup709vaSkZHBK6+8wpYtW+Tv05qvqWcwYn19PRcvXqS1tRWdTkdoaCjJycluqWW01P4HoS7qMDQ0xG9+8xveeecd6ZfvcDiIiopi27ZtrFu3TmblEAnStYQIHpyYmCAsLIw//uM/RlEUmpub6ejowGq10tbWRnd3N5WVlYSEhMgKWeI+CHetoaEh+vr6GBwcdAtUEaSlpfHqq6+yZcsW/P395YatpTUY3IVZtb8veH+teRRq4aWzs5Pu7m7Z5pCQENasWcPKlSvd8nPOhzknEEGDiqKQmZnJv/7X/xqdTsfHH39MU1MTQ0NDVFRU4OfnJwsjgCvyf+3atbz88ssUFRWRkJDgFn+ilb3QE09BLSUlhby8PCoqKtys0S0tLdTX19PW1obRaCQvL08GNHobdVC7uj/19fXcuHGDkZER7HY7vb293Lx5k9raWhobG+WzS0pK4tvf/jYvvPACeXl5hIeHyzVjtg8gXnMzUE/kjo4Oamtr3eq/i5yrWnjA06FeMIW7QX9/P3fv3qWuro6jR48SFRXF5s2biYuLc9Oyisl49+5dTp06xaeffioj/3JycigsLCQtLQ245xyvJcSgtNlsXOP/e/UAACAASURBVL16VZYdBKQgW1xczJYtWygoKNDUgUTtFzsxMUF7eztVVVWyHriokJWZmUl8fDwBAQHYbDZ6e3tlla++vj5u376N1Wqlq6uLqqoqOjs7MRqN9Pf3y6o1sbGxlJaW8uKLL7J+/XoZOAXevw+eqLWy3d3d3Lp1Sy5QJpOJpUuXkpaW5ub6otW56Yk4PDY3N3P+/HkpyIrNtrS0lDfffFNWZALtmnKF6wu42rhz5066uro4c+YM3d3dchyLkrCPi8FgIDg4mNDQUFmsYNu2bXLuCmFYC6iF1OHhYTo7OxkbG8PPz0+WwxVJ3cX1WhurIqesoijU19fzySefuLkXhIWFUVxcTF5enpsLhdYFdDXi/ouqayUlJTKg9Ny5c7S2trr5B1ssFjIzM1mzZg1btmxh7dq1MgsO3HMz1NqzFPNCFFYR5vmVK1fy+uuvo9PpKC8vx2azcePGDUZHR9Hr9dhsNtrb20lJSXGTD7w1XtVFGsAll127do2GhgZ6enro7u6mo6ODwcFBOjs7uXbtmkzbGBUVRVFRERs2bGDjxo2sXLnyPs31bONVYVb8v7e3l87OTreUMyJYQ73pa20Qw716xOHh4UxMTHDt2jX279/PqVOnGB0dpb29ne985zsynVF/fz8DAwP09/dTUVHB+++/L3PqZmZmsn79ejefSq0hfJUcDgf19fVcvnzZLdk8wKpVq3j77bdlpRr1QPb2hqgeQyIllQisAPj88885deoUixcvprCwkNjYWHp6eqS5PTw8nLa2NsrLyxkbG8NkMkk3EnAFvcXGxpKcnExJSQkvv/wyOTk50r1Ei2NYINJs9fX1MTw8LDdOk8lEdnY22dnZmsysMR2e7jDNzc2cOHFCRhCDa5FdunQpL774oqxK5A33jydFCOHgSi7/9ttvyyji8vJy6urquH37Nt3d3dNqXT0xGo2kpKSQnp5OdnY2GzduZM2aNW65o7Uk3Kv9mIWGqKenB7PZTG9vLx0dHdIiBtoUZoVQ1t/fz/Hjx/nFL34hi1aA65kkJSWRmJgo1w5vFw14WsSaIQrGhIaGkpqayr59+7hx4waBgYHk5OSQmZnJqlWreO6556QyRy0IaVUjK1C7MwUHB5OdnU14eLhMKdbc3Ex4eDgJCQkkJSWRlZVFZmamm4JA/B5voD4odXR0sG/fPt555x1qampITEwkMDBQBrqrcz3Hxsbyyiuv8Ad/8AcUFBTc5442V2upJkaHMIOJGyCcqfPy8ggICJBaAS1OZPVJMS8vjx/+8IeEh4dz9OhRzp07R0tLC9XV1ezatYuioiKuXbvG7t27aWpqoru7W57G/f39KSoqYtOmTW5lDrU4gcWgHxwclOlTwFXLfdmyZdIvSJQ8Fd/RwvNTt8FgMLB06VK+/e1vYzKZKC8vp6urC7vdzu3bt/noo48YHR2Vp0+z2SyDakTN6sTERJmhYGJigpiYGHJzc0lMTCQlJcWt+pBWUT+byclJhoeHsVqtcrHy9/dn/fr1rF+/HpPJJIPntKZdVuPpDvPll1/yq1/9ipaWFgwGAzabjfDwcDZv3syKFSvk9x4nk4VWUOfnzsrKIigoiFWrVtHR0SErLPb393Pp0iW6urpYvHgxZrOZtrY27HY7kZGRWCwWoqKiWLx4MQkJCcTGxpKamuqWNklrLjFqYXZsbIyenh75nohH0KoGU8wdkWP97NmzHDx4UB6WxdgcHR1181nUgp/osyDM7MHBwaxevZpFixaxcuVK7t69S0BAANHR0YSFhRETEyNzcsO98afltcYT9cEvOjqaV155hbS0NJk+LzIyUvqjR0REzGkQ8HSoXYjGxsaoqqri0KFDfPbZZ1I+EfFAAp1OR0lJCUVFRWRnZ5Ofny8zFgDSvXAu1w6vZjMQJjORj1SYIHJzc1mzZo1MA2Sz2TTjU+KJOjgjMDCQ5557joSEBCIjI/nyyy9paWlh79691NbWsmnTJu7evcuBAwfo6+vDYDBgsVhkZaVt27aRn58v/YO0IgB6IvxpwsPDycrKora2lpUrV/Jnf/ZnlJaWyuusVqt0FdFaP8QEDgsLY/v27SQkJLB8+XI6Ojowm810dnZy7tw56urqpNC6aNEi/P39iY6OJiEhQS5MBQUFxMXFMT4+LgMeBCILgmeCcC2hHmd2u53h4WHGx8elKSwyMpL8/HxpcrZarfdpE7SEGJ8mk4mJiQkuXLjA/v37uXLlitt1qampPPfccyxZskTeA635yT4IRVGkoCOsAomJiSQmJgIuIc9oNDI0NMQXX3xBc3MzeXl5BAUFUVtbi91uJyMjgyVLlhAVFeV28AT3VGZaw/NAKgJpjUYjcXFxblpZz+u1RGNjI0eOHKGyslKOP7HX5efnExkZ6ZZtYz6j3gMMBgOZmZlubj1qhN+mSHE431Cb1xVFYcmSJY9dQcsbqF2IRkdHqays5NChQ26KNmElDwoKku4g27dv57nnnpNrDtxzi/SGEs4rwqw6Wm5ycpLq6mpOnTpFd3c3ixcvpqSkxE2jpUU/GU/U7cvIyOD1119n/fr13Lhxg5MnT1JWVkZFRQWJiYnk5eUBrsW3oKCAoqIilixZQnx8vFsOUq32WbQrISGBH/3oR+zatYuwsDAyMjLuu06rArlasDQajeTm5hIfHy+FuLGxMXbt2sXg4CB6vZ6goCB5oAoICCAkJAS9Xo/BYHAL0JgO9eFNi6i1PlarlcbGRlpbWzGZTIyNjREfH+/m06VVoVwwPj4uBZyamhr+7u/+jgMHDgD3kpgrikJubi6rVq2S1XrmkzArUBf+UCOel8ViYevWrYyMjGCxWNDr9aSnp0stmacQq/69Wh2zntX1li5dSlJSEjExMW4V6kRBGi30wTOQt62tjRMnTnD+/HlZ4lUIrq+++irf+9733EopzyfN5MMQAt7DnokIQNLq+Htc1KnXtIz6Huv1eqKiosjNzWV0dJTOzk4sFgurVq1i7dq1ZGRkEBYWRlBQEFFRUW55x9XWEW/sEV7VzIr/9/X1SUfw8PBw4uPj3U5kWh8M4F5QAVza5dzcXNatW0dBQQHJyclUVFSQk5PDiy++SHBwMFarlbS0NFn1Q6D1SSzaZjabycrKIisrS342OjoqE7bPh1O1qBKk1+vvqwn/uKdpkZpLCO/qdFDzYewKUx64Uq3t2bOHzz77DHCdytXJvEH781G9kFZUVHDy5EkcDgf+/v44nU5MJhObN2/mhRdekP7Swvd5vqEWwMU4FO+rrQ9qa4E6L7Ko5CPWHGFu1PIzVrctIiJCZn4JDQ11cxnREp6pidrb27lw4QKXLl3C4XBgsViIjY1l2bJlfPe732Xbtm1ebvHsIPrvWaFOWK60PvaeBM/CHmpBXsSeaMF9Un2/AwICWL16NRERERQVFdHQ0IDJZKK4uJiNGzfeV9VU5Cf38/PzeqyBV/PMwr3ymsnJyVRXVzM6OnpfzsP5hGcy57CwMDZu3MiKFStkwFBQUJB06p/OjOftwf0saDkDxXTMxGLiaY6db6ZBtRA3OjrqVhNe+FGqNXha7ZfaVcDhcNDY2EhTU5MUxO12O0FBQRQXF/PDH/6QzZs3u31vvm+ias3f41pF1GnqxM9aZ7r1tbi4WFpNBFrWspvNZoKCgggICGBiYoLnn3+eb33rW+Tl5bn5jC5UREll9bibD2PvaZguf6w6L7K38XTbWbx4MfHx8RQWFrrFi0ynnBLrrRb64RVhVi3w6XQ6lixZQnp6uozmDA0NdUvnNJ9Q+x4Kvx+DwcCiRYse+B1Rd3q+aPIE4lQmUqb4+/vPq/YLPJ+Z0GqJNCviJC0WXM+fPZ3ctTCxnwT1ph8REcH3v/99qquriYqKIiUlhezsbDet9Xx4xkI41ev1siSvv78/O3bs4Hd/93cpLS2VmtoHlZueb3gKBGrfPZFDWIxtYf7U0qb6NCiKgr+/v5u2WV3dTyt4PpuEhAS+9a1vyXR9q1evprCwUO576gIZC5GFLLx6Mt/6Kg4anofByclJxsfH5doh/Gi10jevaWbV/4+Pj2flypX09vaSnJxMbm6um1lM6z560+G5CIkNZLqURlrWIDyMR9V/n294PrP54CYxE6jHX2xsLG+//fZDr9eqMKsOxjQYDCQmJpKdnU1GRgZ1dXVs2rSJN998k82bN2M0GqXQsxAE2YfhaS3S6vN7FtQaPi0KgJ4b/qJFi9iyZQtbtmxxe/9xKg768DEXqDOCCOXAg3zstYDXNLMCIcy+9NJLFBQUEBwcTGZm5oISJNT+QUJbJPB2jWkfPgTqCmDToXVfboE6ifnatWv5i7/4C/r6+liyZAkrV6508zH1Mf9Rp3bUWhqxJ0VYuXx7gg9vIeI+xD8hyGr9EKyJI2xQUBB5eXkyyn+hMR8Ggg8fwo97ZGQEm80mD14GgwGDwTBvhAR1svykpKT7cv0Kze18tYj4cGc+rq8iKGhiYkL6HRqNRp9G1ofXmS/CqyfKkySXVhSlC2h55IXaZLHT6Yx82AULvX+w8Ps4z/sHC7+PvnHKwu8fLPw+zvP+wcLvo2+csvD7J3giYdaHDx8+fPjw4cOHDy3hc8zx4cOHDx8+fPjwMW/xCbM+fPjw4cOHDx8+5i0+YdaHDx8+fPjw4cPHvMUnzPrw4cOHDx8+fPiYt3hNmFVcfE9RlPOKogwpijKqKMplRVH+jaIo8ysnxENQFCVBUZRfKIpyW1GUcUVRmhVF+XtFUcIe/W1toyjKa4qi/IOiKF8pijKoKIpTUZT3vN2umWTqeTkf8K/D2+17Vhb6PFQU5c2HPD/xb/LRv0nbKIryXxVFOa4oSquiKGOKovROPcf/pChKuLfbNxsoivKG6hn+ibfb86ws9LmoRlGUEkVR9iiKcmdqX7yjKMpRRVFe8HbbZoKF3D+t7onezDP7K+AN4C7wETACbAX+O7BBUZRdznmeakFRlFTgLBAF7AdqgTXAnwHPKYqyzul09nixic/KfwDygWGgDcj0bnNmjQHg76d5f3iuGzILLPR5WAX85wd8VgJsBg7PXXNmjf8NuAR8getZBgJFwF8C/0pRlCKn09nqvebNLIqiJAL/gGsOBnm5OTPFQp+LACiK8h+A/wJ0AweBO0AEUACUAoe81rgZYKH3bwrt7YlOp3PO/wGvAE6gCYhQvW8A9k599qY32jbD/Twy1Zcfebz//0y9/0/ebuMz9m8TkAYouCapE3jP2+2a4T42A83ebscs9e0bMQ8f0v9zU3182dttmYG++D/g/b+a6uP/5+02zmBfFeAY0Aj8t6n+/Ym32/WMffpGzEVg11RfvgCCp/nc4O02+vr3yD5qck/0lpvBq1Ovf+t0OrvFm06n0wb8xdSPP5rzVs0giqKkANtxPfj/1+Pj/4Tr1P2GoiiBc9y0GcPpdJ50Op31zqkR7mPeseDn4YNQFCUXl+ayHfjMy815ZpxOp/UBH3089Zo2V22ZA/4NLo36d3GtowuBBT8XFUXRAf8VGAX+wOl0DnleM9XfeclC75/W8ZabQczUa9M0n4n3ViiKYnE6nf1z1KaZZvPU61Gn0+lWBN7pdA4pinIGl7BbBByf68b5eCJMiqK8DiTh2jyvAqedTud897X8JszDB/HW1OvPF8BzfBgvTb1e9WorZghFUbKAnwD/3el0nlYUZfOjvjNP+CbMxbXAEuAToE9RlBeBXMAKXHA6nee82bgZYKH3T43m9kRvCbPi5Llkms9SVP/PBM7PfnNmhYyp15sP+LwelzCbjk+Y1ToxwG883vtaUZTvOp3OU95o0AzxTZiH96Eoihl4HXAA/+zl5swoiqL8OS4f0lBgFbAe10bzE2+2ayZQFEWPax7eAv5PLzdnpvkmzMXVU6+duPy789QfKopyGnjN6XR2zXXDZoiF3j81mtsTveVmcHDq9d8pirJIvDm1WKmDNeZzxH/o1OvAAz4X71vmoC0+np53gS24Jm8grgXqfwLJwGFFUfK917Rn5pswD6fjd3HNu8POBRQUNcWf43Jj+re4BNnPge0LZAP9j7iCaN50Op1j3m7MDPNNmItRU68/BMy4gtuCcWkvjwAbgN3eadqMsND7J9DknugtzeyHuDQjzwM1iqIcwOVnshVIxaW1TAMWsvlPmXr1+ZtqGKfT6RkJXw38UFGUYeB/xxUt/jtz3a4Z4ps6D//V1Ov/9GorZgGn0xkDoChKNC6z50+Ay4qi7HQ6nZe82rhnQFGUNbi0sX+7wMy1gm/CXBTpxRRcGsorUz9fVxTld3BZMTcqilI8T5/xQu8foN090Sua2Skf0pdxaRE6cKUj+R6u9E7rAZGu6q432jdDCM1r6AM+D/G4zsf84p+mXjd4tRXPwDdkHrqhKEo2LiGvjYWRImdanE5np9Pp3IvLlSkc+LWXm/TUqNwLbnIvGGpB8Q2Zi31Tr00qQQ+AKU37kakf18xpq2aOhd6/R+HVPdFreWadTqcd+Nupf5Ipf7blwBhw3QtNmynqpl7TH/C5iC5+kE+tD20jNpV5m40CvhHz0JNvSuAXAE6ns0VRlBpguaIoEepI+XlEEPfWUauiKNNd846iKO/gCgz7t3PWshnkGzAXxZ74oAA2IQya56Ats8FC79+j8Oqe6M2iCQ/iDcAf+NU8T2Nxcup1u6IoOnVGA0VRgoF1uBan+erM/02neOp1uujjhcBCmYcSRVH8cfXLAfzcy82ZS+KmXuer8D7Og5/XClx+tGW4hIl5a759CAtlLp4G7ECaoihGp9M54fF57tRr85y2auZY6P17FF7dE71ZzjZkmvdW4/LxGgZ+POeNmkGcTmcjcBSXU/T/6vHxf8Z1evm10+lcKHkSFxyKouSogzFU7y8G/nHqx3ldvnehz0MPduEKoDm0kAK/FEXJVBQlZpr3dYqi/BWuwJSzTqez7/5vax+n0znmdDr/ZLp/wIGpy3419d5H3mzrs7DQ5+KUVeAjXK53/1H9maIo24AduNzuPp/71j07C71/oO090Zua2S8URRnD5Tw8BOQAL+A6hb/qdDoXgsbrT3GVs/0fiqJsAW4AhbgqZ90E/r0X2/bMKIryCq7KNXAvT2Kxoii/nPp/t9Pp/PM5b9jMsQt4W1GUk8DXuMZpKvAiLk3JIeD/9l7zZoRvwjwUiMCvn3m1FTPPc8B/m0r904jLvzIa2IgrrVMH8APvNc/HY/JNmIv/Dtce+O8VRdkAXAAW4woYmgR+MI/z6MLC759m90TFW8WbFEX5P4Dfw3UjzMBtXA7SP3E6nc1eadQsMFVD/Me4NpxwXHWa9wH/2el09nqzbc+Koih/iSsN0INocTqdyXPTmplHUZSNuNKsFHAvDUk/UIUrIOU387362TdoHmYBNbgCapIXkr/sVDWz/wWX61ICrrRjI7gOzJ8B/2O+rzUPQrUG/cDpdM7rnMHfoLm4CPgPuAS8eFwCURnwfzmdznnvdreQ+6flPdFrwqwPHz58+PDhw4cPH8+K13xmffjw4cOHDx8+fPh4VnzCrA8fPnz48OHDh495i0+Y9eHDhw8fPnz48DFv8QmzPnz48OHDhw8fPuYtPmHWhw8fPnz48OHDx7zFJ8z68OHDhw8fPnz4mLf4hFkfPnz48OHDhw8f8xafMOvDhw8fPnz48OFj3vJE5WwjIiKcycnJs9SU2aW5uZnu7m7lYdcs9P7Bwu/jfO4fQGVlZbfT6Yx82DXzuY++cepiofcPFn4f53P/wLfWCBZ6Hxd6/wRPJMwmJydTUVHxdK3yMqtWrXrkNQu9f7Dw+zif+wegKErLo66Zz330jVMXC71/sPD7OJ/7B761RrDQ+7jQ+yd4ImHWx7Njt9ux2+34+fmh1+tRFAXPksKK8lgHER8+fDwCh8PB+Pg4NpsNPz8//P398fPz83azfPjw4WNe43A4mJycxOFw4HA4cDqd8h8gZRun04lOp8NkMqHXz57I6TVh1uFwAKDTfbPcdvV6/X0P1FN4VQ8GH97F6XTicDhQFEX+WwiIxedRTNfn+XQPdDodZrMZs9ks33M6nfOqDz5cqDdLRVHm7d7huelPh3rezfex6ingzPf+fJMR+4ZOp5P/nvb7Mz0OvCLMOp1ObDYbAAaDYd4uSrOFT5jVDg6Hg4mJCXQ6HQaDYUE8E9Enu90uNxf1xqr+WW1BgPl1+HQ4HNO21ze/5idi3IJLKTCfxqInNpsNu90OMO388/Pzk//mO5OTk0xOTsoDyNMIQT60gc1mw+FwYDAYnkrLKsa90WjEYDDMaNvmXJgVG4zJZJrrPz1neGp+xM8Oh4M7d+7Q3d2NxWIhNjYWnU6HzWaTC5r63qgHjm/yzy1Cm+Dn5+em1XsUk5OTUkjU6oar0+nw9/d/6u+rtWNaFAjFGqPT6RgeHqauro7bt28TFBREVlYWMTExbtfNJ4RJT23WexCewoMWn9XjIMbadHNxPmnZhfCq1+sxmUwLeg+Ee89mOmvkTP4NYTmbi7ksFHGTk5PysPGkc8tTM+90OpmcnHSby55KBG8yOTmJzWbDaDS6jdnh4WH6+voYHh6W7pPCpcvpdKLX6+UB1Gw2k5KSQnR0tPwdos8zNTbmXJjVwsOZbaYzy9rtdpqbm9mzZw/l5eWsWLGCbdu2odfrGRoaQq/XY7PZMJlMpKSkEBMTg5+f37xarBcaT3PfxaKqVUFvJtC6+XN8fFwKPc3Nzfz1X/81v/3tb0lOTuZv//ZvefXVV++7br6g3rSn809Ta/nUwqxWn9XjMJ/brmYhrwnTIfo6m4dGb7ibeM6rJ32mnuunp2Cr3kO0wHTt6ezs5PLly1RUVNDQ0EBfXx9DQ0N0dXXR19fH5OQkQUFBTE5O0tfXR1JSEn/6p3/K9773PamRnbduBna7XZ402tvbKS8vx9/fn4KCAmJiYu7rmDBN6HQ6/Pz8NPNgH8R0J0Sr1YrJZEJRFDo6Onjvvff41a9+RUdHB19//TU1NTXodDppxhab68qVK9m5cycZGRkYjUb5+7V+DxYC4pQsTotXr16loqKCRYsWsWLFCuLj46XpT/1M1IuQFrV96g2lo6ODU6dOUV9fj8FgwGg0ylOyOEBNTEyg1+tZvHgxixcvxmw2YzAYsFgsREREyAVJi+NS+OMDjI2NcfPmTcAl2DY0NGhaqzwdYkyqN1AtjrGZRqypYr7V19dTXl7O2NgY6enpFBQUEBISAiA1ZVrEZrNhMBhk++7cucOZM2eor69HURTMZrM0wxsMBsxmMxERESxevJiYmBiCgoKkWVerfVQj9nqA0dFRTpw4wa1bt4iLiyM5OZmIiAgiIiKeyTokrBOessFsrkeiX9OZx61Wq3yG07VFvT8ImUDwsPnszfXV4XBIlwAhh3z++edUV1fT29tLc3MzNTU1NDc3MzAw8NDf1d/fz7/8y7/Q1tZGSEgIa9asYePGjcDMaWjnTJi1Wq0EBQUBrkXp7//+74mMjOTtt98mNjb2voc23/yFhBlMjbpP7e3tfPDBBzQ3NwOue1BVVTXt76qqqmJ8fJw33niDxMREadoQA0qLPG4wkdYR0e9iYp08eZK/+qu/IiMjgz//8z8nMjJSavPUQq/om91ul4ualtwM7Ha79PltaGjgJz/5iRx/er1emkA9yc3NpaioCIvFgl6vJz4+nnXr1lFQUABo0/9Ufc/9/PyIjHSl0jSbzdTU1HD8+HHWrVsnn6PW3Q3EWILp3Qymy4givieUAVru34MQhyrxnCoqKvjxj3/M7du3eeWVV3jrrbcoLi6e1QjpmUDdvvb2dg4fPsxPf/pTLl26NO31BoOBrKwsSkpKKCoqIi8vjyVLlswbtwRxsFAUBavVyqlTp9i/fz9RUVGUlJRQUlJCYWGhFGafZP6phcKhoSFGR0cJDAwkKCho1rWZer1ejkkhSIs1/kkFc/WBW2QF0JqbgU6nY3JyUv5cVlbG3/zN33Dy5Mn7rhOHtekUj2JvuXTpEl999RUAf/Inf8Lq1asJCAiQ69m8EWbVD6qtrY2GhgYMBoOcoOoBraWN8VGIgShOa2NjY4yOjmI0Gt36MTExQV9fn/xZPUg8aWpq4te//jWVlZWUlpayYcMG0tPTZ68TT4nQGAk/Uc8+qc2hwk9M65uqpxm3paWFrq4uFEXhzp072Gy2+0zTYvG22WwcPHiQL774gpiYGLZv305BQcG0Y9yb2Gw2urq65M8PEmQBqqur6e7uJigoiLGxMYKDg2lpacHPz4/s7GzNCxLiYGE2m9Hr9Rw4cICJiQlSUlJISUkBXHPzWbREs4l6zAwNDXHjxg3q6upobGzk1q1bWK1WjEajPPDqdDq5JkVGRpKTk0NeXh4pKSlERERo+kDsiadP8MjICG1tbYyNjXH27FnS09MJCwsjJydHKhK0MsfgnkZWURQmJiY4fPgwR44cobKykurq6od+7+rVq9y+fZtbt24xOjpKdHS01EKL1I5a3SfV7TIYDISHhzM+Ps6FCxfw8/MjNTXVbc15HEUI3IuEF8+6o6ODixcv4nA4yMnJYdmyZXIfVguLz4rVapXrQ2trK//wD/9AbW0ty5cvZ+3ateTn5xMXF/fYv6+rq4v6+npp/WpsbKSyspL+/n5sNht6vZ5169bx8ssvExcX55beai5Qz6HJyUnOnz/P6dOnOXz4MGfOnLnvemElyc7OJiEhAbPZ7GZR6ezspLy8nOPHjzMyMgK4LJ7Hjh1jy5YtBAYGzki7Z30nEjcmODgYcJlYzp8/T1dXF4WFhURERAC45V4F18I9MjKCyWSSZhYtoR5gIoirqamJa9eu0dbWRlBQEGlpafIEGhgYSHp6uhSMTCaT24TT6XRugQ51dXXU1dVx9+5dli1b5nb9XDm6w/0HC3GKEu0Uzv3zRWvwMMTz9Pf3x263c+nSJe7cuYPBYCA6OlqezAXimYkcpn5+fpSXl/PTn/6UqKgowsLCZ5f82wAAIABJREFUyMzMdHN499ZGqzarWywWVq9eTXt7OwBBQUFy7AkNgQg6HBsbo6Ojw+13DQ0N4efnx+uvv05ubi7gblr0Nup77O/vT3R0NJGRkdy6dQuAixcvMjo6Kq95mDDvLdQaKLvdTltbGxcvXuTMmTNcvXqVGzdu3PdcpmP58uXk5uZSUlLCiy++SHx8PKCt5/Ug1BppcCV/Lykp4csvv6Srq4uLFy+Sn59Pdna2DLDVkjCrXitqa2t577332LNnjzzcm81mTCaTDAAOCgoiIiJCHpy7u7s5evQoOp2OxMREtm7dOi8yqqgFbZPJRGFhIRcuXGDfvn10dnbK/j4p6sPN+Pg4ly9f5v3336erq4tXX32VtLQ0DAYDTqdzRue0ep+emJjg+vXrHD58mKNHj7Jlyxaee+451q5dS0REhFseefFdsVc6HA56e3upqanh2rVrjI6OoigKV65c4dy5c25/s729naysLKKjo6Xr11ygdtcZHx+nvr6ePXv28M477zAwMIC/vz9RUVEoikJERAQZGRnk5uayevVqli9fTnR09H2/c2RkhJiYGG7fvi3XrPHxcSoqKkhJSZF7iNgfn3Z8z/pqJnwuwNXYo0ePcvDgQex2O2FhYQQEBAD3Tl1i8aqsrKSiooK4uDiKi4tZvHixXKS0smCphZOGhgY++ugjjhw5Ql1dHRaLhe3bt2MymSgqKmLRokWsXr2a5uZm7t69i9VqBe5pdo1Go9vAF+j1evz9/e9T+c82DzJdAtO2cyEg3AaEj/OxY8eoqKhAp9MRGxuLxWJx67PnpNPpdHL83r17Vy7cgpnUFjwp6nZHRESwefNmOjo6uHDhAsPDw7KYgMigAfenPxJjor29nffff5/MzEy3hUgrwpG6HdHR0bzwwguYTCYOHz5MZ2cner2esbExeY0W1hJPhFsIQE9PD7t37+a3v/0tX3/9NaOjo27tfxi1tbVcuXKFhoYGEhISpDDrzbH4uHgKs6mpqWzcuJGGhgaampoYHBy8z09RS4jnNzg4yOXLl6murpZrakBAAGFhYURFRTE2NoaiKBQVFbFt2zYAvvjiC3bv3k1/fz8nTpwgLi6O0NBQCgoKpGVIi/7q4L4u+vn5YbFYpJuSOmf3kyIEHbvdzo0bNzh79iyHDx8GICkpifHxceCexXCmUCtq4uLi+NGPfoTRaGT//v0cPnyY+vp6PvnkEzdXINEOtcJLuLCNjIwwODjI+Pg4DoeDwcHB+/5mX18fLS0t5ObmEh4e7qbsmi3UQvjo6CiVlZUcOnSIgwcPMjAwgF6vZ9myZSQnJ5OQkMDatWul37rZbH6ghjUwMJDVq1dz+vRpzp49y/j4uJy3MylDzPruo34IFRUV7Nu3j4GBAXbs2MFLL70kB4q4TtDb28ulS5eoqakhICCAmJgYzGazDArw5gak1l4BNDY2smfPHj755BOuX78OuAZjWVkZ+fn5ZGRkEB0dzerVq7l06ZLUiIFLczQ5OSknIrhvrv39/Xz11VfExMSwePFi+fdnyz9IVPQQGgCHwyFP0kL7KA4nVquV3t5eOjs7aWlpoaenB7i3mAUEBOB0OrFarURHR99njtHaQixMPADd3d2cP3+ehoYGAOmXpZ58YqES46C9vV362yqKwsjIiGa0fup7HRYWJn1Gly1bxunTp6mtrQVcG3BwcDCDg4PywCUICQnB6XQyODhIa2srdXV19Pb2smjRIk1ZTtTPaNGiRZSWlhIaGordbmf//v1MTExw+fJl0tPTCQ0NlSZELQkHamF2aGiIM2fOcP78ebdr/P39SUxMJDo6Wm5+4+Pjsj9+fn4MDAzgdDq5fPkyx44dIyUlhfT09HkTWKpuW2BgIGFhYXKOhoSEEBwcPK3vupYQ2i5hnQwMDKSwsJBVq1aRkJDA6OgoOp2O5cuXU1RUxNDQELdv3+b48eP09/czNDREc3Mzra2tZGVlufl6a1GhoFbyTE5OUltbS01NjZuL1pMeptTjdGBggNraWurq6uTnIv/wbCDusc1mIyAggOeff57g4GACAgI4duwYDQ0Ncp94WoKCgggICGBoaEgGjo+OjrqtwbMdnyDmkN1up7Kykvfff5+9e/fS2dkJwLp169ixYwfp6ekkJCSQl5cnlZFwL4WX2BetVqu0ykdFRZGWlkZMTAwtLS1MTk4SEhLi9v1n7desCbPixosb1NnZyfnz52lsbKS4uJi//Mu/ZM2aNfIUJSKqBVFRUVgsFjkRNm3a9NQTYTYQ/aquruaTTz5hz549bpMLXHnYmpub6enpYenSpeTl5VFYWEhPTw8NDQ2Mj4/fJ+wIp3khEFVVVWG1WklKSpLCrAgGm41BLYJFhoaGcDgcBAYGupnJBR0dHVy6dIkrV65QVVXFhQsXaG5ulsKd0+nEbDbL37NmzRrefvttnnvuOXko0Rpigx8YGODq1as0NTUBLgEvJiaG8PBwN02RurDA6OgoNTU1NDY2YrfbMZvNmoqY9xQKli1bRn5+PuvXr8fPz08KszExMaxYsUJqk/r7++X3xsbGZJ8NBgPNzc1UVVWxdu3apwrmmAv0ej0JCQkEBQUxMDDA9evXuXLlCnv37iUpKYnt27dLrYnaH8/beGq3AgICZDvFnIyKimL9+vXk5+dz8+ZNTpw4wfj4OIGBgXR3d7s9O6fTSUVFBcuWLSMpKUluIlrSqE+HWoix2+1uQovVamV8fNxtvGlpXRH3NiwsjGXLlrF+/XrGx8dZtGgRv/d7v8fv/M7vEBYWxtjYmHTXUhSF4eFhDAbDfW5onkFCWkVt4RoZGeH8+fOUl5cD9xQcT6o5VY/TgYEBGhoauHPnDuCa46mpqW4pn2ZjDVLPk7y8PH7wgx+QlJTEF198wfXr190UUk+KyIYgLC5CsfIwS+BMoV6zJyYmqKysZPfu3dItRFEUcnJyKCkp4aWXXiIjI2PaNcMzaF+d2cdkMpGUlERKSor09R8bG5tRWW7WhVnxALq6uhgYGCAtLY2SkhJWrFghPxcnTPWNiImJISoqivLyctra2uTgF5pZbyDU8KKdV69e5cMPP2Tv3r1SGFBrecbGxmhtbeXOnTukpqaSlJTEH/7hH7JmzRqOHj3K3r176e7uBiArKwudTsetW7ekT6K4hzdv3uTq1avs2LGD0NDQWdHKighNf39/FEXhwoULdHZ2snPnThl4YLPZqK+vp6KigvLycqqqqqitraW7uxuDwUBISAgmkwmz2YzNZpOLDbiC2m7cuEFBQQHJyclubgzeFviE/6Cfnx/Dw8Ps3r2bDz74QPrLCo1JVlaW3GQ8F0ur1Up7ezu3b98GkIcPdcCNFoQ80VexGDU0NMg2A6SkpPCHf/iHxMTEUF5ezpkzZ6irq+Prr7+WWgKhpa+qquLYsWMkJyfLYCpv+gU/DLPZLM2dDoeDEydOsG7dOrZu3SqFRC1putTtCAkJYe3atXR0dHD37l3S0tJYsWIFS5YsITU1lZiYGHJyclixYgVms5menh4OHTok01gJIV1YWdQ5LbUsHHkeBgMCAoiLiyM2NpabN29y7tw5tm7dys6dOwE0J+yp50FaWhpvvPEG69evx2g0UlBQQFhYGIBbQOnw8DDj4+P3jUO73a4JJc7joPaZbW9v5+uvv5afPW0QsFqY7e7ulsqGkJAQGSQt9t7ZcoETe5bD4SA4OJiioiJiY2NZuXIljY2NDA4Oyn1kYGBABtkKF5Hx8XGsViuBgYEEBgbS2NjIiRMnqK+vlxZRQVBQEIGBgfdZvGZjrxTPo6enR1rPDx48SG9vL8XFxWzdupWsrCzS09NZunSpbJPwDxbudZ7P1TMbgzq2ZmxsjKGhIbcDwLNaiWZVmFVv+s3NzXR0dBAfH09qaqo0xz5IGxIUFERISAhjY2P09va6nci9uWCJm93U1MTu3bv56KOPpAZPr9czPj4u29fX10dTUxMNDQ1kZmYSERFBfn4++fn5JCcnMzo6yuHDh0lKSuKll14iMDCQr776ijNnztDf3y//ltFo5ObNm5SXl7Nu3TrpmzKTWjA/Pz85SLu7u6moqGBgYIDVq1cTEhLCzZs3uXDhApcuXeLkyZPU1dVhs9kICgpi+fLlFBcXs3TpUoxGIxaLBavVymeffcZnn30mT5kXLlwgNzeX5ORkgFnxm3ka1O1obW3ls88+48SJEwAsXbqUjRs3UlxcLFPLTSewjYyM0NLSwu3bt1EUhfj4eOLi4tyEWW8L7eBu1SgrK+Odd97h6NGj6PV60tLS2Lp1Kzt27CAkJITCwkKKioo4evQou3fvlge2gIAARkZGqK2tpaKigm9/+9vT/n5v4pmjtK6ujrNnz8rD48TEBG1tbff5t2kF9ZwIDg6mtLQUvV7P7du3yc3NZfPmzTJ4FmDJkiWA68B5+PBhTCaT9IN2OBwYjUZWrFjBihUr5Iaihbn3OIiKehaLhfz8fBlkIsbg6Oio1Php6Rmqs6KYzWYKCgpkSju4Z+kSAoHBYCAoKIiRkRE3rZW/vz/x8fHExsa6+W9q8dAI91wGJyYmuH37NsPDw/IzUSHqSdYJTwXW+Pg4bW1tjIyMYLFYKC4upri4GH9/f7cg6tlA/bvNZjOZmZmkpaVJ9wDh593T0yPTcKanpxMZGSkFOIvFQlBQEIcPH6ayslLu435+fgQGBpKTk0NpaSmJiYluwuxM7x9q/2Wn00lzczOffvopv/zlL7FarWRmZvK9732PXbt2ERoaCrivk4+q7KbOjS3Gg7hHFouF6OhoNz9bzboZqBkaGqK8vJyTJ0+yfPlyqf3zRLwnfDb9/PwYGxuTVSVEGcq5FgrEYBMPTjh879+/302QVQexCS1IY2MjTU1NDAwMEB4eLtuel5fHW2+9RVFRkfShioqKIicnR2qOhAltcnKS+vp6rly5Qm5urhwAM6EFE5GfYtLU1tZy4MABvv76a2JjYykvL+fIkSOcPXuWqqoqent7cTgcLF68mKysLDZs2EBRURGJiYnSRWHRokWMjY1hMpkYHh6mqqqKjo4Ojhw5QkZGBsXFxTL3pxYEPKPRiM1mo6Ojg/LycrkIAfIAItoL98xN6sjPgYEBbty4QWtrq0xHExwcPCdmosdBLPJGo5GJiQlqamo4ePAg58+flz7Nu3bt4jvf+Y7UxBuNRtavX09oaCjNzc00NzdLFxjB3bt33YLctCJMiHEt7v+NGzc4cuQILS0t8hr1/NFKuwXqeW00GklLS5MbYmhoqNTqeXLo0CH+8R//katXr8r+22w2UlNT2b59OytXrgRcwrzRaNSsQKRGbRETJcAFAwMD1NTUsGrVqvtM81pHWAQmJibclAmtra1cuXKF/v5+TCYTW7Zs4eWXX6awsJDAwMBnCqKaC8QBqqenh7a2Njd3l6fRnnv2VW0d1ev1JCcnExsbCyB9xmf73qi1iCLITU14eLgMthT7dWBgoDyADgwMcPv2bXp7e4F7Mk9+fj5vvfUWmzZtIjg4eFZT6XlqQicmJujs7JQWuPXr11NUVCQFWfEdwaPusfq5TUxMMDg4KOWH9PR0NmzYQGJi4oy5eM2aMKvuSGtrK5cvX6apqYni4mISExOlz5b6ZCB+1ul0jIyMcPv2bW7fvo3JZOLWrVtkZWV5RZugFrLr6+v5+OOP+eijj6ipqQHuCTfqKHCxSPX09DA8PCz7KSIYzWYzJSUlrF69momJCSlAbNu2jb6+Pux2O+fOnWN4eFim9Lh16xb9/f0yiGomNmBPbcaXX37Jhx9+iKIoxMbGcvDgQTo6OtDpdAQGBrJ8+XKys7PJzMwkMzOTwsLCadNyBQcHs2HDBvr7++nv76e7uxur1cqVK1e4cuWKW9J6b2Gz2aRTv9Fo5MaNG+zbt08G6EVHR7N27VqWL19OYGDgfYF3ar8vh8Mh8wj7+fmRmJhIUlKSZjQp6gp8vb29fPrpp+zfv5/e3l4URSE7O5vS0lLS0tIAl1uQcBvJzc1l06ZN1NXVcenSJbeghKGhIdra2uTCqFX/y+m0CCKlnrgvWhNo1ZhMJre0N+KAPTY2JiOjL1++zN/93d9x6tQpt+9aLBbWrFlDTk6OfG8uM6M8K+pN02w2k5iYKH9uamriwIED+Pv7k5ubi5+f36wGyD4NYmyJnNziPaEgUaetvHjxIidOnODcuXMMDg6SkJDAsmXLyMvLk5YhrQbtqYOHdTodLS0tnDt3zs3dLDU1lZycHLfD2OPs5+pDZ2trqxSQs7KySEhIkNfN1RxW7wFi3xfvCcFMCLFOp1NaovV6PRMTEzQ2NnLjxg3pimAymQgMDCQtLY3NmzfLPV6tKJiNPqjHUUREBKtWraK7u5vo6GiZyk8cQNRB74+DWrlntVrp6OiQyr+IiAjy8vIA196kWWFWaKx0Oh0DAwNUVFTQ1tZGUlISpaWlZGZmAq5TlDqhvDo1V0NDA1VVVVKDIHyJTCaT14TZwcFBmexXZC0QeQLVGgF1AYHU1FQWL15MSEiIFMTVm6q/v79bwnaTycS3v/1tnE4n9fX10kRjs9mkcJ+ZmSnNEs+KTqeTmslr165RWVkp/65YhCMiIti5cyfbtm0jLy9Pllh8UGk/8fwXL17Mc889J2s4g0uTV1VVRXp6OklJSW7XexvxbEdGRkhPT+db3/oWr732GllZWVLb8CDU/kCKopCWlkZ2djZwL+m2tzWzgo6ODr766ivpNpCfn09JSYnbpqDO7awoCmvXrqW2tpb6+nq34h8jIyNUVVWRk5NDZmam28HOm8K756E3OTmZ4uJiBgYGZCqc+VoZSz1fhoeHOX78OKdPn+bKlStyXRJaP4A1a9bwwgsvuFkX5lNeaPVzUhSFvLw8NmzYQGVlJVeuXMFkMrF69Wq3nMday8eqzgYjzObqOXn37l3++Z//mZ///Od0dnZKt7rQ0FASExPdDv5aWCunw1MxUllZybFjx+jo6MBkMpGVlcWWLVvYsGGDrDr4KOWU2qLkdDqpra2lrKyMhoYGLBYLa9eudTvczPW9eVD5cvXYE4d8dcaNvr4+enp6ZAC4Z0Ww6f4/03imXYyNjeXll19m9erVhIaGkpaWRkhIyFNbAoTvtN1up7a2lsrKSinPzIYcNyvCrNq8V1VVxf79+xkYGKC0tJQ1a9bI6zxPUeLngYEBysrKuHLlClFRUWzevJnU1FSvV68xGo3o9Xq3hOsGg0E6MYuT9sTEhEy18uqrr1JaWio1r2pB1nMyDw0NyZQfQhso6O/v5+bNm9TW1pKXlyeTKT8L6sTpfX19XLhwgWvXrmG1WomMjGTp0qUsXryY/Px8SktL3apZCWw2mwxYEGbL0dFRTCYTRqOR6OhoLBYL/v7+WK1WRkdHuXPnjpsflTcCb0R1HoPBQH9/Px988AH79u2TFUqCgoLYsGEDq1atkpPec9FSC/Ld3d0MDQ3Jn8PDw+X/xcnTm5ur2NxHR0e5efOmm7ZkxYoVbNq0iZiYGNlOsXmKNDHCPeTQoUP09fXJg87Y2Bj19fW0tLSQkZEhAzq1oOVUP6+QkBBiY2PdTGZGo1GOZ635W06H0AKp58uVK1fYs2cPJ06ckEnY1QVW8vPz+f3f/3127NghBQKhFfT2mHxc1G10Op0EBQURHh6O0WhkZGSEu3fvynkrrtEioh/qaPuRkREqKio4cuQIH3zwgZsbDLh89leuXElsbKzM5iCUCFp6dmpF1MTEBOfOnePUqVPSZSs5OZmXXnpJCrJwv2ZwOtQucIODg5SVlVFWViYz/ERHR7spg+b6njzs76mFQGEF8vPzo7GxkZMnT1JZWSkPLTabTaZDFBkN5jrYPSgoiKysLDIzM9369TQHfrVscfnyZd59912OHTsGQGJiIpmZmbJvj1IUPS6zahOcnJzk7NmzfPHFFyQkJLB582bp2wI8MFKvt7eX6upqOjs7ZTRdTk6OWzShN6pgDQ0N0dvb62aiEzlYRW41ca3BYKCkpIQ333yThISEaavTeJo9hQAxMTHB1atX3RbosbExbt26RXt7O0NDQ0RGRs6ov59Q88fExFBcXMyqVat44YUXWL58OYsWLXL7W2ITVBRFCoRqhCAL96orqauKeNuvzel0SmEW4OjRo/z4xz+WGoSYmBg2bNhAbm6u3PTVi6pA9EP4GomsAJ6ZObyJZ9W4mpoazp49K7WrWVlZrFixgvz8fIKDg6UgqtaEiTG9dOlSVqxYQWdnpzSPORwORkZGGBkZcRuH3hYohFlX9KOlpYXy8nK3HM9jY2OMjY1pLo3agxDjSqw/Q0NDXLt2jRMnTtDf349OpyMgIEAeFOPj4ykoKCA6OpqRkRG39WY+9FegFroVRcFmszE6OirvQ0hIiNcVHY+LEHDAFT1+/vx53nvvPQ4ePMjIyIgs8T48PIzRaJR+92J9Vufl1BIiXSS4LFyiHLvAYrGwefNm0tPT5dx8HJck9V4xNDTE1atX3WIaenp6ps3FqgXE3iH2fZ1Ox82bN2XguMhNKwLX4uLiSE5Olu4k3grQfNZ1Qa3MGBgY4MiRI7z33ntYrVbS09P5/d//fUpLS+V+OlOlmWdUmFWbBMCVUurixYsMDQ3JPGWhoaFyA1E/KPUiHRISIrWSRqMRf39/N5PnXCGEHqG9OXv2LD/72c+oqanBYDC4FTsQ7RI+LjExMWRkZEjTrXoR80Tkmw0MDGRgYIC9e/fy7rvvcufOHTkh1ALkTN0D9f0PDQ2ltLRULjaxsbGkpKS4CXDifghh50GuDp7tEymRRkZGvC7IioVFbPpnzpxhz549ssxeSEgI3//+9/mjP/ojt7y+QhsmDiWAXETtdrus7AL3CwreFhzEwtLf38/Fixc5fvw47e3tLFmyhJdeeol169bJAAbPdqo3nJiYGDZu3MitW7f48ssvgXsLkZY2Ebg/sLGhoYGTJ0+6BaM0NDRw9uxZSkpKpNZyPqBOwr9o0SLZbs9AVZ1Ox9dff80vf/lLTp48yapVq0hPTyc4OJjIyEhpLdI66vmjKK4ymlFRUfddM93/tYJ4Rjqdjv7+fj7//HM+++wz6uvraWxslGtHYGAgiqLg7++PXq+nqqqKf/qnf2Lr1q1s3LhRBkEDbgdybyP2/OHhYc6fP89XX33lZv0RGRngXkqnJ/Wvt1qtDA0NyT3WarUyODg4qwUTnhWHw8Ho6Kj0iy4vL+fXv/61FGT1ej2xsbEy/WNJSYlbMNlcxyAIQfRps0KI/dFut9Pd3U1ZWRknTpzAarUSGhrKiy++yKuvvkpeXh6Kori5pD4rM3qn1L5Kd+7c4dNPP+Xy5cskJCSwY8cOkqdSMgHSXCI6Y7VacTgcBAUFERQURGxsLDExMfj5+TE0NCRN8HOZS9BTmK2urubChQuASyVvt9vdcm8KLWRiYiI7duxg2bJl8nepTUtqk6YQCMXfCA0N5caNG5w+fRpwCYKDg4NuG9ZMBW+oHdb9/f1JS0uTAUCCiYkJaUJSV/96XMxmM8nJySQmJnLnzh2pyfaWr6K6vHJzczO/+tWvOHXqlHSDsNls+Pv743A46OzsxN/f38007RllDi7zlwjaA9xyeYK7NnuuEe21Wq1UV1dTXl5OdXU14Mp9KbTv6oVluu8DMkBBbV15kM+Yt/E8QAQFBREfH4/NZmNychKr1UpTUxOnT58mISFBukhoLXjoUaxZs4Y33niDI0eO0NXV5VZ1TuS4ttvtWCwWbty4QWpqKiEhIaxfv57Nmzej1+ul+VOLzxFwex46nY6srCyKi4u5ePEig4OD3L17l+7ubk27TahjQoaHhzl69Cjvvfce4FpHzGYzY2NjboctcO05tbW1sgx6YWEhqampsuqet3N1q+dLf38/ZWVlnDlzhjt37sg0TImJiRQXF0sh7UkEcPWY7O3tpa+vTwr+sbGxLFmyRGoyPa/3NkJWEYJsfX09Bw4ckIKswWDAZrMRERHBK6+8wvbt2+VhRe0ONJc87d8T6S3VGugzZ85w/Phx/n/23jw46itP8Pz8lKk8dN/3kRJCEiCQhLAQ9w02ZQPGeF3tKjeuqZ5ez05vT090x2zEbkzPTm9sxGxMd0fPTG9XTfW2p6rt8lGXjSnKYMAcAnNfEgIJCXTf95nKQ5n7R/Kef5mIqywpf5nOTwQhkZmS3vu96/u+Z11dHZGRkezcuZOXXnpJWtnnmnkRZsGzkX7yySe0tLSwfft2GbkG3tVMhB+YOtIzLCyMjIwMCgoKZJJzsUEvdGJs9UP31VKq2yG0dcnJyezatYu3336bVatWyc/OdsNRC7RqIiIipHClVtnb7fbnztH3LDxpYgkT1/NMPl9XitzcXCwWCzdu3MBms/nNfALeZqjBwUHu3r1Lb28ver0eg8HA2NgY7777LtXV1RQUFLBjxw6qqqpkDuGoqCgvHy3wpDOrq6uTGgL1fPUnau1HT0+P9EMHj6Zk2bJlMkOIaPOTxkWkm1PPP61qM9UWIvCkmfmLv/gLTp48yfnz52lubmZkZITGxkb6+/spKioC/B+49iyo+7VkyRL+8i//kk2bNnHo0CHOnTvnZYYV83B0dJTLly9z5swZFEWht7dXCvFaR+w9Ihg4PT1dapnr6+vp7e2lra2NgYEB6X6lVaEWvlaSCHyrX/ridDq5ePEi9+7dIyMjg927d/Pd735XKh78WcVN7b/d1dXF0aNHuXz5srRYxsTE8NZbb3Hw4EGvOIJnFWjFWnQ6nfT09NDW1ibfExUM1fmWtZRNRRRIAE+e67/927+VfqPR0dEyxiIpKYklS5Z4ad21PH9nQ71vTk5OcuLECT766COampoYHR1l0aJFbN68mVWrVnnJFHMpB8y5m4HAZrPJmr7d3d3U1taSkJBAbGwsERERXrcp8I6uDQ8PZ/369dy5c4fm5ma6u7tlKo+FNgf6poURqM3NwsyalZXFK6+8wve//302ZjAQAAAgAElEQVRWr14tB1doI4Ww71sZQ5SGdTqdTExM0NDQIIVZsYHbbDYKCgooKioiJSXFK4BjLia+MMuKw08EGfw+k03dHp1OR3x8PPHx8YSFhWG322W1MfXf9gdWq5XBwUEAqb0Sdb/r6+uxWCwMDg5y69YtwsLCsNlsxMfHk5OTQ1ZWFuHh4TQ3N3Pq1CmvlFVpaWlec8VfbgbqQ669vZ3z589TV1eHyWRizZo1rFy5UmpLHqdhVV9kRIoZX7OeFgVa8cyF5shisXDgwAEMBgP9/f309/czMjJCU1OTV3YGcXnU+mEiLh8Gg4Hk5GT27dtHXFwcRUVF3L9/n4GBAQYGBhgcHJTVF/v6+uTPnz59mmXLlpGamiqFDC2ZrWdDvWekp6eTkJAAeOZfW1sbra2txMfHa7oPgIw1EIhCAvHx8RQVFckAPp1Ox9jYGO3t7fT39zMxMUFbWxuDg4NMTk7y+uuvU1FR4VcBTr32p6enuXnzpky/BBAfH8/q1aul4D06OupVJVMg1ps6aMr3GY2NjTE6OipfS0xMJC8vT2o4fc9VfyGUAmpB9sc//jG/+tWvZO5gIchaLBY2btwoM/uInMNaibl4GsInWDx7q9XKqVOnOHr0KBcuXAAgISGBDRs2UFlZKeU4tY/1XDGnq0A9AMnJyWzcuJGenh46Ozs5cuQIPT09JCYmkp2dTWVl5SN+T2oiIyOJiYnh/v37VFdXs3XrVpYuXUpnZydTU1PEx8cTGxs77xuXesGptW3i9q9ePIWFhXz/+99n7dq1wNepx4QArl5s4sB0OBycPn2av/7rv+b27dsyn6lIjSUEJIvFwvbt29m4caPcxGcLSvp9eVww1zfF5XLJGuriGfhuOv7agIQLQXt7O/Coe0BbW5vMuSsuLJGRkRQWFmKxWJicnJQ5D0dHR6XmtqKiYtYiC/6kt7eX+vp6WbWttLRUpngTPG0DFTfpQNlofYmIiCA9PZ2cnBxu3rzJxMQELS0tXqZdf/t0PysipZ5Ar9ezZcsWVq1axejoKCMjI9y/f5+rV69y5coVGhoa6OnpkRrBtrY2vvjiC1atWiX3q5mZGc0LggLfjBm9vb00NjayaNEieWBqJeUfPGrhS01NxWKxyHGcmZlh3bp17N69Wyp6DAYDdXV1HDp0SMaeKIpCY2Mj//iP/8j09DRRUVFSu+6PS5j676kDQ8Hjbrd582Yv90Kj0eiVQeRpv1torIUrnlrpNVsJVS2gViI0Nzfzd3/3d3z88ccMDw9LJRV4Sp6/9dZb7NmzR+aQ1sJZ8Tyo3VwcDgcnTpzg/fff58aNG/Iza9asYe/evV5WoPnYZ+b0yakbmJ2dzTvvvMOiRYu4efMmYWFh1NfXMzQ0hMPhIC0tjYSEBOmLKRa1KHE7MjJCTU0Nvb29HDt2jK6uLiwWCyaTibS0NCorK1mzZo00MWjBPGg2m6WgCR51u8FgeEToffDgAZ2dnfKm/bvf/U4OvvpgNRqN0lyTm5vLhg0bvDYGLdxCZ0M9FjMzM3R1ddHW1obdbsdisZCbm+s3Pyf13xJlhCMiIujr65NaWkCa3n21kDabjYsXL3Lp0iWvhSy+LywsZMuWLV45W/21QakPi4mJCXnQ6PV6zGbzIzfj2eaT76XDN/JUq3NQoG6fOGTU9eHtdruXiTcQUnSpmZmZkdYbUYkoLi6O3Nxc8vPzWbp0KevXr6euro7Lly9z+/ZtmRHl9u3bfPnll2RkZJCbm/uI+4zW8J1rUVFRxMbGMjo6Sm9vL+3t7VLRAf5J+fc41GdATEwMe/fuZdmyZVIp4na7WbRoEcXFxTLFoV6vJysrSyarr6urkz6jQ0NDHDp0CEVR2L9/PytXriQiImLBz0GbzUZzczO3b9/m6NGj0soRExPDnj17+MM//EOZ/xd47jRaVqtVygXqFE6iaI+vhdefCK2y0WjE7XZz7do1fv7zn/Ppp5/K5yJkpJiYGHbt2sVrr70m85Grs8hoFZFmUlimRb7Yqakpzpw5w69+9Suqq6sZHR3FYrFQVVXFq6++yurVq4mOjp5Ta7Ivc3rKioFwuVxERkZSVVVFQUEBtbW1dHR00N3dzd27d2lsbOTmzZueBjw86G02m/SHVRRFmhWsVisOh4OvvvqK5uZm8vPz0el0j0TGL8QBNJvWRn0bttvtXrlGRaGEyclJ6SB9584dzp49S2NjI729vbS0tNDW1ia1t8KfGL6u0pOWlsbatWspKSmRJRvVUctaQ22qdTgctLa2cu/ePVwuF+np6RQUFDw2qGq+UR9umZmZvPHGGxQVFVFfX09zczO9vb3YbDZZxaa3t1cGrqk3UyHsAjKgCJBZO9RV2rRwoIqMC/C1u4A6pY14/UmbjPBx9w1u07KPorpPOp1OBm2KsRPjLPB35onnRafTSZcWIYir0ziJQ7+yspLw8HA6OjqkGbi1tZUbN25QUVFBSkqKTPukJY2mGt9gxLy8PLKyshgdHWV0dFQT2VIeh6+7WlVVFVVVVU/9uezsbHbs2EFCQgLHjh3jiy++YHJykrCwMFpaWvjggw/Izc1l1apVXm4184l6TU1NTXHz5k0++OADzp49K90AEhMTKS4ullXnxsbGZMU68RkhxBsMBqmdnpqakoHgKSkpUlgVZ6vYswoLC71yz/szyFYghFmdTkdXVxfvvfce7777LhMTE5jNZpmNAaCsrIx169bJAlKPS//oL9TPUx3bM5vMYbPZOHv2LO+++y6ff/45k5OTWCwW9uzZw/79+6moqPBKNyaY67LM8yINqRuXlJREVVWVzEU5NjbG4OAg4+PjXgmD1do7nU5HW1sbly9fZnh4mNLSUg4cOEBZWRlGo5HY2FgyMzO9BKKF2HzVGpzZBsDhcMjJKnI92u12zpw5Q3V1NUNDQ/T19dHe3s7g4CBTU1NMTU1J/xGxCYnyb+BZtG+88QavvvoqOTk5srKPvxfuk1ALOzMzM/T398s0LXFxcaSkpGA2m/0Siave6EVVmqysLDZs2CDHw+l0EhERgaIo1NfXc+HCBdra2piYmGBmZobk5GRSUlJkAFFTUxPT09OEh4eTn58vNS6ieIZWLx3PEi2rHpvZXGvCwsKIjY2VFzfxM1qcm2q/cH9Hgc8HvvuCWjOp1+sZHh6WtdEFol68+hDVqnZI3S6z2UxBQQHZ2dncuXNHBjtqte3Pg3oM9Xo9ixYtoqCggLy8PKxWKydPnpTnjCgTrs4LPd9tU8+roaEh6urqqKmpkdpHYV1taGjgs88+Y2ZmRhYIun37NlevXsXtdsvqmUlJSaSnpzM+Ps69e/eYnJyksrKSgwcPSheY7u5uHjx4IAsKiCAiLSEygwwODlJdXc3ly5elHBAZGYnb7ZbnemJiIpmZmY/kftYK6pggIdjOVjXQ4XBw7NgxPvroI1k9U6/Xs3nzZvbv38/q1atntfiIYGJFUeZs3c6bMCsiNoXmwGw2e0Ud+iKKAoDn4V2+fJnu7m56enpIT0/nnXfeeeLPzxfqCRYbG0tkZKRMf+O7mHp6ejh27Bj3799nampKphyrrq7mzJkzXs7raoTgI75XBw8tWrSIl19+mfLycvmaFrUmT0JkYQDIyMggMzOTsLCwZypnON8YDAYSExO9Im3VLFmyBIvFQmdnJ0NDQ4DH5SMlJYWamhomJiZobm4GkD61QjB4Um5hLSBM1CaTSVoOBGotn3hdFLxQj1dKSgplZWUUFBR4HahaESp8Be+oqCiio6O9oqSDBfW4qM3NTqeTS5cucfnyZdra2uQeU1RUxKZNm1iyZInMmz1XCcznA3W79Ho9cXFx8hIlAhO1EFj6LIgUcWp0Ot0jlb3Ul+H169czPj6O0Wjk5MmT9PX1YTAYuHPnDmfOnKGyslIGdM6XskNcCMVca2xs5PTp0/T398vk/4riqTR49uxZampqcLlc0vJ448aNR9KPgbdLHXgqh/b29rJ3715ycnJoamriwoULDAwMkJKSgsVi8cqT7M95KwR88LgJnjx5ko8++oh79+4BnjEcGBgAPMqcNWvWsGvXLtLS0rzWnD/PQWF1g6+Ls8zWnt7eXoaGhqRFq66ujg8//JCjR48yMTFBcXExu3bt4uWXX2bZsmXodDrsdruXi5o4Q+a6pPa8qYx8oxGfhtls9krS39raKqMBFUVhYmJCCrMLpZUUtwZBXl4e69at4/z58zLXncgqAB5f2J/85Cfo9Xp5mLhcLllp6HF/Q226Vgu2ycnJFBUVefnhasE3+Gn4HiIij21sbCyFhYUyebZWzZlqDAYDFRUVlJeXy1u12ES7urq8NASRkZGarbKkPuSdTifd3d309vZ6zT01ou1ivqndCdTjm5eXx5o1a8jLywO+jojXSr/VqFMBCrQ0RnOFSHUo9tI7d+5w8uRJ6uvr5RzeuHEj3/ve99i1a9esJkCtI/zZxSE5PDxMZ2en1z6rZWFW+ICqme35i/1ErMOXXnqJuLg4ZmZmOH78OCMjI3z66adYrVYiIiJYt26dl8Aw16gFN4DOzk4ZTClyr9tsNoaHh73KXoszSy2wqomIiMBgMOBwOIiIiMBms3Ho0CGuXbvG0qVLcbvdXLlyBbfbTX5+Pjt27KCgoEC2yZ/niJiDU1NTNDQ0cPToUY4dO4bNZpNFMISG9sCBA/z5n/85OTk5j4yRP9ef2AfVe/zU1JQscGU2m2loaODkyZM0NTVJOeXBgwfygpKUlMR3v/td/sW/+BdkZWVJZZVvOfj56ue82j/V5i7xb7bDRAh/6oEdHR1lZmaGgoICli1bJjUowtQbFRU17756vsLsokWL2LBhA21tbdTX1wOeW4zQOoq0U7MhUnKp/Q7V/ociwl/8rqysLA4cOMC+ffuIj4+Xt+FAOHDUbRSR1TExMZSWlnpFNGpBkBCbs5iXYjzEVxF8IL5XMzMzg9VqZWpqivDwcJYvX052drZ8X2vjJdbX9PQ0N27cYMmSJezcuRPwbDTCRKT2I1W7DsTExGC32xkbG5Ov5eTkePVZaxHxQggQB/z9+/e5c+eOl9CjPmC1NF7Pi8gYYjKZ5PjdunWLDz74gOPHj3uVx46NjWXTpk0yUDEQgk/UiPNEzDWHw8Hdu3fl3AQe0Xxqiefd+8bHxzGZTBiNRsrLy9m5cyd9fX2cPn2a8fFxrl69SlNTEytWrPBy+ZmPdqvnSXp6OoWFhVy9elUKbIBXHl2Roxs88R+LFy8mNTVVWudSU1NlyXe9Xk9ycjLd3d2cO3eO1tZWOjs7sdvt8vcLX1yDwSDngb9cuUTwJXhkk6+++oqLFy/K/oqiSOHh4SxbtowXX3xR+slqDbX8JSp39ff3ExMTg9FopKWlhdu3b9Pf3y8tOePj41LrrNPp6O/v58GDBzIYXj1X1IUgurq6uH37NgaDQc4HMYa/r7JyQWbAs1QJUhdNEIj8pMuXL5faPHH7W4ibmO+Gk5KSQmFhoVe5ORFU8qQoPeFyoV7g4vcL7a3T6SQ2NpaoqCgiIiLYsmULb7/9NqWlpQDylhMI+AqznZ2d6HQ6li5d6iX4aMGXVNyqn2U+OZ1OaTIDz4Y9NjbG5OQkSUlJXlpn8bu1MmZ2u11eCJ1OJw0NDZw7d44tW7awfv16ZmZmMJlMXs/BNyihra2NhoYGOjo6UBSFkpISli1b5uUWozVNu7g4i3VWV1fndfAKLfXY2BgxMTGau4A8C2LvUZvtxsbGuH79OocOHeLTTz+lpaVF9isuLo4lS5bIqH+n06npIL7HIRQgot0ibaP6/WBBLaBOTk4SEREhLZeC0dFROY/V1Sbnclx9La4VFRUcPHgQl8vF9evXAc85GRsbS3R0NLGxsdL9wO12k5GRwYoVKygqKsJsNuNwOEhPT8disUif0tjYWFwuFy+//DJnzpzh2LFjXLlyBafTSVJSEjk5ObLv/ta+q5/trVu3OHXqFO3t7bK6qc1mIycnh61bt7Jlyxav4lFzHQD1TXC73VitVsbGxrh37x7vvfce77///iNBwrMh9tbe3l5+8Ytf0NbWxs6dO3nhhRdISUmR7kCAdDu4ePEiv/3tb0lMTOSVV14hPj4+MITZZ0XdgUWLFrFs2TJ5E1ALwwu9SYmHGxERQVJSkpevTnh4uFeUuAjkUi8yURLWF4PBgNFolNqEvLw89u3bR0lJCQUFBTJlB2hPSHgS6gU6ODgoSxuKohnzmZ5jPhDaPVH9Sgizw8PDtLe3e5m5tKQN8s2RLOapWD9Xrlzhr//6rzl//jybNm2S0dWTk5M8ePBAavnGxsaoqanh6tWr1NTU0NzcTFJSEtu3b2fz5s2yXCNo44KiRp1qS53FQbw2NTVFY2Mjd+7coby83CsHplbnpwioUc9Js9ks52BHRwcffvghx48f5/79+9LX2+12U1ZWxp/8yZ+wc+dOoqKiNF8oQY16PosAErV1K1iEV99qmL55uZuamvj888+l8Cg+txBp5cS+LdZHVlYWe/bsITo6mlu3bqHX60lNTSUhIUEKMSJ9k9vtlho7UdzC5XLJYFvAay8pKytjfHycM2fOePmcpqeny8wbvm5PC4VQDISHhzM2NsbFixf54IMPZPEjoXUOCwujvLycN954g6qqKpKSkqRSSwtFHsSe2NHRweXLl7l06RJ3796lpqZmVkFW7O/qWIP8/HysViudnZ309/dz6dIluru7+e1vf0tcXBwWi4U1a9awatUqDAYD169f5+bNmxiNRpKSkqQw/E3RzMkj1PGCzMxMUlNTOXHiBLdu3aK3t1f6mfjrNhYWFkZmZiZbtmyhv7+f2tpaxsfHZY5ch8Mxq09QWFiYPDDE5ismkfh8YWEh+/bt4+DBg1hUuWRFlK6/J/2zIMZF9PXBgwd8+eWXMrBP9Nc30EjrfRMXKVGZBzzt7uzspKOjA0CaALVkqvUNXkxNTaW3t1ceBMPDw9Ivrb29HZvNRmJiIjdu3KC2tlYGtA0NDXH58mVu3rwp52tFRQVbt26Vmgat+sqqrUJhYWHk5+ezZMkS7t27x/T0NE6nk4GBAXp6epienta0MKtOuyX2SvW+0tXVxcDAAKdPn+b999+npqYG+DqvcE5ODgcPHuSHP/yh/J2P82HUIr4BYNHR0URGRkpXL9/5p7Xxmw0htKoFxNksRSIt1cDAAEePHuX48eP09PRIQWBiYsLL7WK+UT/bnJwc9u/fz44dO1AUBbPZ7BUI+zSE5VJtpRTWnri4OIqLi1m5ciV2u51169axdOnSRyosLjTqfaW5uZmPP/6YQ4cOyQpfYl0tWbKEl156iW3btnlZdP2JOiOFoig0NzfzySefcOLECW7evCmzUpjNZoxGo7w8W61WnE4nJpOJ9PR0YmJiKCwspKSkhO7ubk6cOEFLSwt9fX1e1QYTEhK4c+cOt27dYmZmhsbGRlJSUnjppZfIz88nKipqTnyHNSPMgvcBIgKn+vv7iYqKoru7m5ycHL9ESos2ud1uLBYLBw8eJCoqir/5m7+hpaVFbiK+bgQCURQCvhZm1Z/PycnhBz/4AQcOHCA3N1f+XKD5sQm/U6G5PH78OO+++y5DQ0NYLBZcLpeXGdDfJqLnRT337t27x4MHD+QNNTo6msWLF3vV1/b32Kn/fkFBAevWrePs2bNMTEx43aw7Ojr49a9/zbVr1zAajfT29jI4OOilHVJfvHJzc9m8eTNLliyRv0OrgoOvMFtUVMSKFSvo6uqSmgfhI6zVPgiepHlrbm7mn/7pn7hw4QJdXV10dXXJ98LCwti8eTNvv/02u3fv9vq5uS4pOZ+o85ibTCYKCgq8ipOAdufh4/DN2ezbfrvdTmdnJ/fu3ePmzZtcvXqVq1ev0tfXh9FolDEaJpOJiIgIv13GoqOjvbSqz4tYf0ITLdqfk5PDG2+8wcaNG1EUhczMTFn6VfzcQqL2+wRPdP/ly5e5cuWKzNIgzu1Fixaxe/duNm/eLAVZLQQ9i+BJcSG4dOkS//AP/0BnZ6dXGi1xsfC1NOfm5nLgwAG2bt1KcXExERERNDQ0kJSUxEcffURLS4vX3xsaGuLUqVNUV1cTFhZGTk4OlZWVbNq0idjYWK/UchAkwqz6dpqYmEhSUhI2m42hoaFHqvT4A7HQ0tPT2bt3L0NDQ/zyl7+kvr5e+uCZTCZ5I7Xb7bLuthqTyURKSgoJCQnk5OSwbds2Xn75ZfLz8wHk4IrqYYGCCKQSNDc309nZCXjK8VZUVHj5lPpb2Hse1K4RY2NjNDY2StMXIDVfooytFjR76uebnZ1NaWkpFy5ckEJcQkICLpeLsbExenp66OnpeervzMnJ4dVXX+U73/mO11hqzb1gNhRFkam5RHuFEODvsXoSQogV49nZ2SnTwRkMBrq6ujh9+jRHjx6loaFB/lx8fDxFRUUsX76cXbt2sXfvXvR6PXa7nenp6XkNFJpPbDYbZrOZ7OxsMjMz5Z7jdru95qGWL8tCqJlt3XR0dMgKkV1dXdy9e5cHDx5w//59mpqapNAkLpfJycls27aNZcuWefmSLoQr12wp/ITmz9fFB762wKovj0IbLVB/HxsbS2lpqYwd8f3bCzl/1X+vr6+PmpoaLl68KAPVwHMxFukO16xZw3e+8x1pafWnVVmNWhifnJzk+vXr8pwGT1zS1NSUlwIjMjJSuj+uXbuWF1980cv/t7KyEpPJRFJSEufPn6erq4vR0VGGhoYYHh5menqazMxMSkpKqKqqYuPGjbJOgMlkCi43AzFJbDab9CUtLS0lKiqKrq4uac4F/wlBaqf67Oxs/tW/+lckJCTwk5/8hNraWsDjFiCS5c+Ww1IcMIWFhVRVVfHiiy/KtEZig9N6WclnRb1RWywWNm7cSHx8vLwZBmo/HQ4Hk5OTXpeU8PBwmYcYtFFKU71OoqOjyc/PJzc3VxawsFqtj2QXUSOCioTwm5aWxr59+/iDP/gDKioqvHydAuViIoomiHZPT08/NgOJVhCHoKgO+Pnnn3PkyBEMBgPj4+NcvHiR4eFh6c7kcDgwmUysXr2aN998k61bt3pdPMLDwwNKI6tGnQ8TPMKOcDPw1SBpGbUQNjU1RU9PD+Hh4UxOTnLq1CnOnz/P0NAQHR0dNDY2Mj09LbP+qH9HXl4eu3fv5rXXXmPlypULPq6PE5gXKkB7IRHFjcATDPv+++9z7Ngx+vr6pLVAjE98fDyrVq2irKwMRVE0VdRDKMrAczFWuxq5XC6vmALwKGo2bNjAa6+9xubNm8nOzp61FPqKFSsoLi5mz549XLhwgStXrtDU1ERPTw/Jycns2bOH3bt3k5WV9cglTrNFE74J6oeYkZFBQUEBn3/+OR9++CEZGRmsX78evV7vt4T7akEsOTmZXbt24XA4qK2tldWixOfAIwCUlZWRlJSE3W4nNTVVJpkvKCiQZU9BGyaIb4L6MBEV3wT5+fmPLUwQCKg3TqPRSFxcnPQ9BU9FF5FuRu2T5E/UG4TJZKKyspKIiAh++9vf8uGHH8r0VCK40eVyycIIgIwuBs88fv3113nzzTelIOv7N7SI72EbHR1NamoqcXFx0q/L7XaTnJzs5YenlX6pgwsnJyf56quvOHLkCMePH5e+9EJTJ9ydKisrZfR0eXm5tBaIoKm5Tla+0KjHJiYmhry8PO7evYvRaKS/v1++p8XANhFMKoL37t69y7lz57h79670TWxqauLBgwdMTU159UcoRwwGA5WVlVRUVLBixQrKy8spKiry2o8CUeP+ONRpE8WZ7w/3AqfTKYW4yclJ6urqpDVLURR5yTKbzZSVlXllehHCrBZQn08pKSmUlpayefNmpqamCAsLo7Ozk8nJSbKzsykvL6e8vJylS5dSUlLi5UZns9m8LAyiEMLixYtlxpTBwUEmJyeJjY2VcpBAjOtcxQRp4+mqUJsfhHb25MmTHDlyhNWrV7N+/XoAmZ5roQWGsLAwL41iRkYGb7zxBtu2bePChQuEh4dz5coVoqKiyMvLY+XKlWzbtg2LxSITQufm5nr50IgBDVRtiUA9dq2trbIG/Lp16ygrK5PmQS2XeH0SYkONiopi0aJFXj5ixcXFpKeny/9rTUNkNBopLCyUNc17enr4/PPPZaCGEIiE1k6k97FarSQmJvLyyy/zve99j1WrVmlKYH8a6k1SBHCuXbuWiYkJmfi7vLwci8UicydqyX/WNzXaiRMnqKmpkRfF8PBwuR9FRERQWFjIgQMHePPNN+V8tNvt0i840AVZ39RQ2dnZbN26lYaGBpqbm7l48SLl5eVe2iMtuPyocTqdTE5OcufOHT777DN+9atf0dTUNOtn9Xo9ERERUisfGRlJZWUle/fuZceOHV6pDtUFdbTU32+KP855XxTFO+d8e3u7XIO+hRGWLFnCli1bWLRokfy81i5WYu+Oi4tjw4YNXtkwhCuLCF4rKSmRPyd8aGfbS9QFNZKTk+UlWo1IYyqE37kcV81JFOq8gWazmRUrVlBZWUl7e/szVUxZKMTAi8jN1NRUUlNTKS8vZ3h4GJ1OR1RUFPHx8aSmpsrazL6bsUj6rLUN93lRb6RTU1Pcvn2be/fuER4ezrp161i1ahVGo1HeUANVmBU30by8PDIzM2W0bUVFhaykBNrR7AnUzzszM5O3336bjRs3MjY2xvnz56muriY+Pl7mAi4vL2f58uXy57KyssjLy5u3/JXzhW8bk5KSqKqqoqCggNdee42ZmRmys7OlxkBLgix4X4psNhsjIyNeBR8cDgeRkZEsX76cLVu2sG7dOkpLS0lNTZWfEVqjQFxzs6EuF52fn8/u3bs5duwYTU1N1NbW0tfXJ0tmgzbmqjpwaGpqitraWk6fPs2NGze8/BV9EWmNhMvPxo0bWbNmDfHx8ZqJjg92xNgZDAbsdju1tbVcuXJFprxTF5kBjzC7YcMGL6urv4VxNb6CeWFhISkpKeA7umgAACAASURBVICnrxMTEzgcDmJiYrwUNOJ9dWCw73tPK+E+m4/1XKG53c3XNFpWVsYPf/hDBgcHqayslO/52/9Ebb4UpkAh0D4NIcCqU3YFOkKjBR6t7NmzZ2lubiYxMZHCwkK5KLSUh/V5UTvO63Q6NmzYAHhcKCoqKqQmyB8ZN54FkU1CURR27NiBwWCgr6+PvLw8ioqKiI+Pp7i4mJycHJYvXy43ON/fodX+PQt6vV4WY1m8ePEj7/tb6PFF3R6z2UxiYiJmsxlFUYiPj6ewsJAlS5awdu1aNm/e7FXi02azYTQag2aPUSMUAMKt4q233qK6uprKykoZWKI11AKtMPGuX7+exYsX09nZyfT0NOHh4TKBvdlslu4E4HGREZZJQKY5FBquQF2TgYQwpdvtdnp7ewGkVQtg5cqVMtOLyKML2lNuiGB7l8uF0Wh8otxitVqln+2T9hJ15hgh9KplHVFdcr7QtDCr0+lYvHgxubm5XimfQFvR0897APrD13e+UWuQGhoaOH/+vMxbqi6UoDXz+/PgaxbZsmULa9askaZe9dzV2uYFnjaJOtuiHxaLhTfffJP9+/fLsotPChAKpGIXwYCvf+jixYspKSnBbDaTn5/Pq6++ys6dO8nIyPBaW0KTFKyon0tiYiL/5t/8G/74j/8Yk8kkS53P9ll/4XspKS8vZ9myZVKg8A0WFpdGkb8aHu2HwWDQhNY52BHPV1wwSkpKWLduHUeOHKGjo0NmXbJYLHz3u99l27Zt8kKl5bF5VjlEzL/n6ctsvs3z/Sy0IxE+htlM0lpdwCKTwczMjNcNXPiHBFrlq+dB9GliYoLW1laZOig6OprExEQvLXagI8bXZDIFXEYGsXmJm7NerycyMvKR0phCOyTcKsLDwwOmeMfTEIE26io+WhX81IdBXFycNDEPDg6SkpLCCy+8IIMyFEXBarXKsdKCEDffCK1PbGysZjWyvnyTvcNut8sgvmBZj4GCej1t2rSJf/fv/h0jIyNERkZit9tJS0tj7dq1MsUmaFuYFfhmCFFnT/F1oXgeFlrW0bwwC18LQOq8dFrkab6gWm33XCD6NjU1xcDAgPTrE8E1wYT6Nus7NwMFtd+U7wVDbELq6OhgQmjYAyEYylejV1xcTHFxsddn1HNQnZHh24DarBloygLfHKyz4dsfg8Gg2YtXsKMuSJGdnc2f/Mmf+LlFc4OvD22govkeiJQYvmUcQ2gLsSHrdDrGxsZwOp1s376dgwcPyjy6oL2ozm+C0PDNVj89UBDrS21N8C0tHULbiHzHWiwnvFA4HA6v4FKta6XV/oSPKzyg9ocF7frif5sQLiGhC4X20Lww6xv9H0KbCEd3k8kkky6vWbOG1atXAx4n+ejo6KASkoLhciXWV2iNBQbqog86nS6kqXtIoD2HYNg7vo2IQKiZmRmmp6e9ovdFuqrQuPoH5Xl8GBVF6Qda568580qu2+1+NPGZimDvHwR/HwO8fxD8fQzNU4K/fxD8fQzw/kHw9zE0Twn+/gmeS5gNESJEiBAhQoQIEUJLhBxwQoQIESJEiBAhQgQsIWE2RIgQIUKECBEiRMASEmZDhAgRIkSIECFCBCwhYTZEiBAhQoQIESJEwKIpYVZRlLcURXE//PdH/m7PXKAoSpaiKO8qitKlKIpNUZQWRVH+TlGUeH+37ZuiKMrbqvF63L+Zp/+mwCI0TwMLRVEOKIry3xRFqVYUZezhuL3v73bNJYqi/D+KopxUFKVdURSroihDiqLcUBTlPyiKkujv9n1TQmMY+GM4G8G0l34bzkNFURIVRfkjRVE+URSl6eE8HVUU5ZyiKD9UFMVvMqVmshkoipIN1AI6IAr4l263+//zb6u+GYqiLAK+AlKAQ0A9UAlsARqAdW63e9B/LfxmKIpSBux7zNsbgK3AEbfb/fLCtWp+Cc3TwENRlJtAKTABdADFwM/dbvf3/dqwOURRFDtwHbgD9AGRQBWwCugCqtxud7v/WvjNCI1h4I+hL8G2l34bzkNFUd4BfgR0A6eANiAV2A/EAr8GXnf7Q7BUVx/x1z9AAU4A94H/DLiBP/J3u+agX8ce9uV/9Xn9bx++/mN/t3Ee+37hYR/3+Lstc9in0DwNwH94hPLFD8dv88M+ve/vds1xH02Pef3/ftjff/B3G0Nj+O0eQ58+BeVe+oT+BsV5iEcgfwUI83k9DY9g6wZe80fbtOJm8Kd4HtIPgEk/t2VOUBQlH9gJtAD/r8/b/wFPP99SFCVygZs27yiKUoJHo9AJHPFzc+aS0DwNQNxu9ym3293ofrjrBiNut3v6MW/94uHXxQvVlvkgNIZAgI+hD0G3lz6OYDoP3W73l263+7Db7Xb5vN4D/PjhfzcveMPQgM+soihLgP8E/Be3233W3+2ZQ7Y+/PrFLAM/DpwHIvBM8mDjf3749Z/cbndA+wgJQvM0KOfpt4FXHn6t8WsrQnwTgmoMg3gvfRxBdx4+BsfDr05//HG9P/6oQFEUPfAeHvX0/+7PtswDRQ+/3nvM+414NGKFwMkFadECoCiKGfg+4AIC1v9JTWieBt88DVYURfkLPP6HsXh8LdfjEYL+kz/bFeLZCeYxDPK99BGC8TycjYfj+ocP/3vUH23wqzAL/CVQDqx3u91WP7dlrol9+HX0Me+L1+MWoC0Lyf+Ep09H3METrBCap8E3T4OVv8ATkCE4Crztdrv7/dSeEM9PMI9hMO+lsxGM5+Fs/CegBPid2+0+5o8G+C+NgqJU4rmZ/Y3b7b7gr3b4EeXh12DzAfvjh1//u19bMUeE5mnQztOgxO12p7ndbgVPQMZ+IB+4oSjKSv+2LMSzEqxj+C3dS4PqPJwNRVH+FPhzPFlw3vJXO/wizKpMDfeAf++PNiwAQqMV+5j3Y3w+F/AoirIUWIsndc7v/Nycb0xongJBOE+/Dbjd7l632/0JHheRROCf/dykEM9JMI3ht2Qv9SLYzsPZUBTlXwP/BU86uS1ut3vIX23xl2Y2Co8P3hJgWp1UGE8ENcA/Pnzt7/zUxm9Kw8OvhY95X0SmPs5XMRAJNkf30DwNznn6rcHtdrfiOWiWKYqS5O/2hHh+gmQMvw17qS/Bdh56oSjKnwF/D9zGI8j2+LM9/vKZtQH/9Jj3VuLxqTmH56ANVHPEqYdfdyqKEqaOFFcUJRpYB1iBi/5o3FyjKIoJj4nBxePHNtAIzdMgm6ffUjIefg26A/VbRKCP4bdhL5UE6XkoURTlf8PjJ3sT2OF2uwf83CT/CLMPHb9nLV2nKMr/iWdi/8wdwNVA3G73fUVRvsBjIvrXwH9Tvf0f8VR3+e9utztYcuy9DsQDvw0WR/fQPA3KeRp0KIpSDIz4akYelpb8v/BUdvvK7XYP+6N9IZ5OsI/ht2Ev9SHozkOBoij/Hvgr4Bqw05+uBWr8nc0g2Plf8JQJ/a+KomwD7gKr8VSzuQf8H35s21wjHN1/4tdWhPh9COp5qijKPr4uM5n28OsaRVF++vD7Abfb/RcL3rC540XgPyuKchZPRaVBPNHwm/AED/UA/9J/zfvmhMYw8MfwW0ZQnoeKohzEI8jOANXAnyqK4vuxFrfb/dMFblpImJ1PHmq9VuEZ/BeB3XhqGv9X4D9q5UbzTXmYBHs9QezoHsx8C+ZpGXDQ57X8h/8AWvGkQwpUTuA5NNcBpXhSAU3iuYi8B/zX0Bhqnm/DGH4rCPLzMO/hVx3wZ4/5zBngpwvSGhVKEFcHDBEiRIgQIUKECBHk+L2cbYgQIUKECBEiRIgQvy8hYTZEiBAhQoQIESJEwBISZkOECBEiRIgQIUIELCFhNkSIECFChAgRIkTAEhJmQ4QIESJEiBAhQgQsIWE2RIgQIUKECBEiRMASEmZDhAgRIkSIECFCBCwhYTZEiBAhQoQIESJEwPJcFcCSkpLcFotlnpoyv7S0tDAwMPBI3TU1wd4/CP4+BnL/AK5duzbgdruTn/SZQO5jaJ56CPb+QfD3MZD7B6G9RhDsfVyI/oniW7OUtv1GPOsYwnMKsxaLhatXr/5+rfIzq1ateupngr1/EPx9DOT+ASiK0vq0zwRyH0Pz1EOw9w+Cv4+B3D8I7TWCYO/jQvTP7XbPuSALzz6G8JzCbIgQT8PhcOBwOHC5XBgMBgwGg7+bNOeIPoaHhxMeHu7v5swZDocDt9tNeHj4vGxMIULMJW63W/4Dj1YoLCywPOdmZmZwOBzMzMzgcrlQFAWdToder0ev14fWYYAgxtHpdKIoijwbAnX8hHDqdrvp7OzkypUr1NfXMzQ0xOjoKHa7ndzcXNauXcuaNWuIiYmRPyd+dqH7HhJm5xG3243L5QKQgxuok/txqA+TsLCwoBPwfBHCXjD2Ud2n+bpphwgxV8y2n86XuXOuEe3U6XTodDo/t2ZhEWeiQIyV1sfsSQTLOIqxEZfCmpoavvzyS27cuEFzczMdHR309PQwPT1NfHw8165do7m5mU2bNpGXl4fJZPLbOIaE2XlkZmYGu90OgF6vD0oByO1243A4UBTlsVrYYBGM1BeTYMLlcj2i0QqWMQvx7WJmZkZeOLWMy+XC7Xaj13+7jmCXy4XT6fRSgIh/gUiw7ZNifEwmEwCff/45H330EaWlpezfv5+RkRHGx8exWq3cvXuXa9euUVtby1dffcXrr7/Opk2bvLS0C/lsvl0raYERpqJgRBwaer0eo9EIeMzUvb29tLS0YLVaycvLY9GiRSiKMqvAFGiI9re2ttLV1UV6ejrCsd5utwecWUl9oAhzkt1uJz09HbPZLD8TSH0KdmZmZrxM0nq9/rk0Qk6nU65dYc4O1PGdmZnB6XTicDiw2+0YDAaioqLk+1rcc8SFWIzZyMgIHR0dDA0NMTU1RXh4OPHx8SQnJxMXF4fZbA6aM8TtdhMWFvZYpYcQ8J+EViycvqb0gYEB2tvbGRoawmAwkJ6eTkZGBhEREV6f1zpqSyvA6Ogobrebqqoqvv/97+N0OnE6nbhcLi5dusRvfvMbTp06xeHDhxkYGMDlcvHSSy9hMBikK95C9Ts4VkmIBcd3QxE3tRMnTvDhhx/S1dXFwYMH+bM/+zMyMjK8fGkCEdH2wcFBfvazn/G73/2O1157jX/7b/8ter0ep9MZcIKB8O8S7T98+DBtbW0cOHCAiooKwCMwBMthGgyo/UJ/n0NdXFzE94E0X9XMzMwwMDBAZ2enFCIyMjJYv349kZGR8jNaE2bVe+Dg4CDHjx/n008/5dKlSwwMDBAdHU1paSnbt29n+/btFBUVBc36e9pcE+/P5iqiFh61MGfV+6LNZuP06dO8//77XLt2jdjYWHbv3s1bb73F8uXLH/m8lgkLC/Nq59q1a0lKSmL16tVER0cDyLPuxRdfZOnSpaxevZqf/vSnVFdXEx0dTWJiIi+88IJUci3UuT9vT9flckkNgNiAxcbidrvlrXpmZkb+jG+Hw8LC5A1WOMZrbXNSI3xkRZtv3rzJxYsXsdlsFBYWUlpaSlpamjxQtLAonweXy4XdbkdRFDlRu7q6uHbtGg0NDTx48ICrV69y8+ZNwGOiKCkp4ZVXXiE+Ph7wLOpA8i0S2h2huTxy5Ajvv/8+jY2NZGdn8+DBAwoLC+UNXIvaoMchtHvgGZdbt25x+vRpoqOjyczMJC0tTW5sgThffRF7kvin7pPYxLV+IXmcSfZZx2e2nxdCn5b7Dd5ry+l00t7ezsmTJzlz5gy9vb3k5ubS3NzM1q1bKSgokK4GWpi7vhrZ27dvc+TIEY4dO8a5c+dwOBwATExM0N3djc1mo6SkhJKSEiDw9k2B75nY3t7OnTt3mJqaIjo6mri4OBITE0lMTCQ6OvqZ906xd/lrXNXay56eHs6ePcsXX3yB1Wqlo6MDu93OihUrWLp0KTqd7hE/Ya3iK2OtXbuWsrIy4uLi5GtivzAYDBQUFJCc7Mnu9s///M/U1NRw+PBhsrOzyc3NBTxWSyEvzCfzJsw+yQ9GCLda92t6XtxuN06nUy7cCxcu8Fd/9Vf09PSwY8cOvve977Ft2zaysrK8bqH+3miflbCwMOlL43a76ejo4Je//CXvvfced+/elVkMxGf7+vqorq7mhRdekMKs+vkEAmLhhoWFce/ePT766CMaGxsBzyZ2+PBhXn75ZRYvXhwwQqwadfBFdHQ0g4ODHD16lKKiIvbt24dOp/NyKQk0fAXWQN53hBJALYgLN4Nn3UOEmRC+doMKpPUoEHutEP7q6uq4fv069+7dw2q18kd/9EdER0fLz2lhzIUA1NfXx0cffcSPfvQjaZY2GAwYjUYmJiZwu900NTVRX19PWVkZqampcowC6byAr+esaH9dXR0//vGPefDgAbGxsaSkpJCbm8vixYvJzc0lLi7Oy91A9NVsNpOSkkJqaioGg0FTe+3o6CgdHR243W4MBgN2u53W1lauXLnCqlWrKCwslK4VgTB+6vaJi4YaIZiKcY2JiWH//v0YDAb+/u//ns8++4yysjIpzC4UAXc6CdNoIGzA6sP/0qVLREREEB0dLTVeYtFqvS9CSFXfrq5evcrPf/5zDh06REtLi9fnDQYDOp0Oh8PB5OSkPDzB+0YbaAwNDcm+6vV67t+/z//4H/+Duro69u/fz/bt26WwHwiaFPWFU6fTsXz5crKysqirq+PatWvs2bNHahVcLlfACLNCgFH7loo5+SzMzMxoJs2TWhs5NDTEV199xdmzZ+no6CA7O5udO3eyYcOGRw6Y2RgbG+PLL7/k8OHDWK1WtmzZwt69e0lJSQGQPm5aRT0eOp0Oi8XCa6+9RnZ2Nh988AFnzpyhrq6O+/fvMzExIc2i/t5z1GPY39/P4cOH+eyzzxgaGiIuLo6VK1diNpvp6OiQwvjo6CjHjx8nKyuLvXv3BtR58SS6u7u5devWI2dGQkIC6enpREVFYbPZAE92FWEVE6brF198kZUrV3qdRf4QENVuc7GxscTExGAwGKSl2eFwcOnSJYqLi0lJSSEhIQEIHHeD2VBfMET/p6en0el0pKamsnnzZn73u99x+PBhPv74Y7Kzs6msrHymvWkumPOnKjpst9uZmJjAbrej1+sxmUwYjUb0ej0zMzNMTU0xOjrKxMSEPDzUHdXpdJjNZsxmswwgioyM1LxDtXrDzcrKory8nEuXLjE8PMzVq1dZs2aN/IwQErS+OYkDbnp6WmpB3nvvPX7xi18AkJmZSXZ2NiaTCavVSmtrKz09PYSHhxMVFeXl8K/FMZsNMb/Cw8OlpqSuro7p6WnAc6nq7u6mu7ubgYEBcnJy2LBhAyaT6RFthFbxFWZLS0spLS2loaGBzs5OqWV/lsAMfyPWkthHZkufZrVamZycZHJyEqvV6uVmYTAYiIuLIy4uTlPjpn7uk5OT3Lp1i/fee4/e3l4ZKFRVVYXRaHxk3qlzRbpcLrq7uzl16hTvvvsuAA8ePGDRokVs3boVeDRlkpbR6XSkpaWRlpZGWVkZExMTXL9+nfHxcfr7++nv7yc9PR3w/57jcDjkgd7c3MzJkycZHR2lvLycjRs3UlVVhdPp5LPPPuPOnTsATE1NScFctD9Qzgs1alcAoUWfmJjAZDKRm5uL0WjEZrPJc8Nms6HX6zEYDExPT2Oz2TAYDOTn52MymXA4HIyPj7N27VqioqL8FouhXpcJCQnk5OQQHR1NZ2enDHqqqanhiy++YPny5axfv35B2zdXqAVY9TNWW4WEsio1NZXt27dz//59bt68yfHjxyktLcVgMDxitZ4P5uWKMDY2Rn19PdeuXaOnp4eYmBgsFgvZ2dlERkYyMjLCnTt3qK6upra2FpvNhslkkoEowuSZl5dHYWEhRqMRl8vFihUr2LBhAxEREQGRT9BgMGAymeRgTkxMYLVaZdsDQUBQawLOnTvHBx98wIULF6ivrwc81UUOHjzImjVrMJvN3L17l08++YTe3l6ZlkwLGq7nRe1eMDMzw8WLFzlx4gQjIyOPfNZsNmM0GjU9F2dD7SepKArp6enk5uYSGRkpCygEAr7J82eju7ub27dvU1tbS01NDQ0NDUxMTMiLdlZWFhs3bmTnzp0UFRXJn9OSD7Q4QIT2X0S7+x4yAnXQzMzMDP39/VitVsLCwnC5XDQ0NFBbW8vKlSs1J8Q/Dd98mCkpKcTGxkphVqxTLQQMqeel8B9ct24dmzdvZv369SxdulRav1pbW7l16xZ2u136casFWH/35ZswNjZGa2sro6OjrFq1infeeYfly5djNBrp7e3l/Pnz9PX1kZ6eTmRkJK2trXR3d5OSkkJZWRlDQ0OcPXuWyclJMjIypD+xP1DvnTqdjpycHLKzs+nr65PjbbVauXXrFlevXiU/P5+MjIygikEQiLkZERHBK6+8wsjICD/96U9pbGyUMoA65/58MSfCrDDpidvnzZs3+fWvf83FixcZHh4mPj6evLw8kpOTmZmZobe3l7t370qB6HGcPXuWhIQEEhISMJlMWCwWGhoa2LNnj0yJJCLrtIJ641IHuoFHs9Le3s6DBw9YvHgxOp1OswKDSKMCHh+vEydO8OMf/5jq6mpMJhOlpaUUFxezbt26RwSAM2fOSPO0Vvv3NNTCkcvlorOzk5aWFqanp6UwIJzgo6OjMRgMAb85qYOghIkvEBDaWLGpjo+P09nZyfDwMKOjowwMDHD//n0aGhpobGzk9u3bUsOu/h2NjY309/fz6quvsmzZMk2MqVrTOjIyQltbGzabjfj4eMrKysjJyZH7n6/gpl57er1e9jk1NZXu7m6cTicjIyNMTk4SFxcXMOMtsNvtmEwmBgYGaGtrY3JyEoDk5GTpo/+0S85CoD6fhNtAREQEJSUlZGRkAB7r165du5iZmeE3v/kN1dXVTExM0NvbS29vL1lZWXLfCTTEnLTb7YyNjeFwOEhNTaWqqorCwkIAli5dSklJCaOjo6SkpGA0Gunp6aGvr4/ExETy8/O5ffs2nZ2dREREeMVu+AP1WlEUhezsbCwWC7W1tXIegmfNPnjwgM7OTlJSUgJOmH2WDBTisqzT6cjKymLZsmU4nU7u3r1LS0uL9Lmd7/1lTqRAoTEA6Ozs5OjRo/zyl7+kp6cHvV5PS0sLNTU1UjpXZzeIiooiMzMTo9FIZ2cno6OjGAwG6Y4wPj7O1NQULpeL27dvc+PGDaKjo/nBD34AaNsHRR2kAR7Bu6WlhZaWFnJycqRpUIuogyYuXbrEj370I86dO0dcXBx/8Ad/wN69eykoKCA2NpakpCTA44YwMTEhXUdSU1PJysqSOUshMLW0iqIQGRlJVFSU1+IW0fHh4eFP1JBpHSGYm0wmOVZTU1NYrVZNCHTPw8DAAFevXuX06dNcv36d5uZmhoaGsFqtsmyoWHPCTBYWFia1KDabjYSEBBITE8nJyZFmelj4MRWXYUFvby8XLlygp6eHuLg4KbSp15T6e1+NYF9fH11dXYyPjwMei0J8fLxMcq4lLfTTUKcQGhsbo6mpiZGREfLz89m8eTN5eXl+buHXqM+n3NxcsrOzvXyyhZtdamoqr732GsPDw1y5coXe3l7pX5qZmakZP+7nRZ0KTricWa1W+vr6KCgokH1KTEyUkfHgeVaZmZny+WVnZ7Nv3z4iIiL8Pr7qcTAajRQWFrJ48WKMRiOTk5Py4uF0Ouno6KC3t9fLXUSr5/7vi9g7hGueXq+ns7OTCxcuUFhYSHR09Lyn6vpGUqDL5cJms8kDcHR0lE8//ZRjx47R09Pj+QMPNQJCOxkZGUllZSWFhYXk5eWRm5tLQkICbreb0dFRbDab1ERYrVa6urqora3lzJkz9PX10dnZybVr11i3bh2LFy9+bAJmLeB0OrHb7V63abfbjdFo1FTamNlQa4MGBweJj4/n1VdfZceOHWzZsoXCwsJHNtbp6WmsVitDQ0O43W5WrFjBli1bSE1NlZ/R6sXjSSiKIgU9caCoU+2sWrWKF154QWoLAiVAUa0xMZlMREVFkZ+fD3hS6LS3txMbG6sJU+3jcLlcDA8P09zczO3bt6mvr5fa13v37s36M1lZWaxbt076r586dYpPPvkE8OxhIoG9Gn+tU1+BdGxsTL4uYggeJ+CEhYXJ7AWiSk9dXZ3UHCUmJpKZmSkDpbSsGPDFVwM9MDCATqdj06ZN7NixQxZP0NJaFHNI3R5xhup0OoxGI2NjY3R3d9Pb2wt4rHlTU1OaycjwTVBnzrDb7VL5IYQc9VkuhCP1fIyKiqKiosIrmFOdN3khUe+dBoOBvLw8ysrKyMzMZGhoCPBcFicnJ6mtraWhoYFdu3ZJa2yg+T4/D9nZ2VRUVPDVV19x5coVVq5cydq1awGPTDRfaQC/0c4lDnnwTL4vvviC3/zmNzJ1EXg2yKioKJxOJxaLhZdeeomdO3eyePFicnJynmmBfvbZZ7S3t9PX1ye1Y6Ojo14LXCtCoboNRqORyMhIr8PG6XQyPDzM5OTkc+XVWyjUeYHFRpubm8vBgwdZunQpS5YsAbwrEYkxiIqKIjExUfZp2bJlbNy4EfBcTIxGo+b6+yy4XC6pcRb9FRo+i8XC9u3beeGFF4CvN7dA6qcQZsHjA60oijRvlpSUaLIvYp46nU4aGxv56KOPOHz4MA8ePJCfiY6OJikpidTUVBITE+VBkpmZyY4dO3jppZekcHHt2jXa2tqIjY0lNjZWPg+BP/YWtVUHkIIseC5RkZGRREZGerVNHO7isAwLC5NBR19++aVXFLm4wAjUWmAtow70m56elsKC2WxmzZo1FBQUAB7rwpOE/YVGHYwnDvSwsDAZ1Gyz2bhz5w7Xrl2TP5OcnCzPiUAtPKMW/IQPZXh4OAaDAbPZLM8Ph8Mh08ypc9KrfVNnCwD35/NQK6qWLVvGCy+8QHd3NyMjI3Ksm5qaOHPmjBTqAvUcfBLq52CxWCgu3uDSVwAAIABJREFULqampsbrYgbz6/bzewuz4tAGjzbjl7/8JR9//DG1tbVeqZjMZjNbt25l48aNLF++nPz8fNLS0uSkfBby8/Nl0l69Xs+iRYsoLi4mPDx8wUumPQlfM1BSUhJ5eXlcv35dviYSfWdlZckqSyLKTyt9UH8fGxtLeXk5YWFh0hwp3hPmErUAbDQaMZlMmEwmmY4E8DLvBhqjo6O0t7c/sijNZjPLly9n8eLF8vVA9GmbDS34Gj4JIayJfMcnT570EmTDw8P54Q9/yEsvvSSDMIXgptfrSU1NlRal9evXc+vWLT744AOpBdOK1kQIs11dXbS2tkqtj16vJyEhQboZqF0E3G63FAwA7t+/z7lz52hrawO+FqrE94GG0+nEYDDgdDqprq7mRz/6Effu3SM/P18KsqDdtagOWPRVdExPT0uBDzyCQVpamleGikDB182uv7+fsbExaekR2lnhcykyHwkztfgdajcFraFWxmVkZLB79246Ojr44osvpLLN7XZz9uxZOYZbtmyR/dfr9Zrs1/OinpcOh4PBwUGGhoZIT09fMGvP7/1XxMDYbDZOnDjBz372M86dOyffj4mJIScnh8rKSr7zne+wdetWryoSImhMXX1G3LjdbjdTU1PExsai1+uZnJxkYmIC8GgnEhISpGnMbrdryvyinphpaWksXbqU06dPy4N2ZGSE+vp6+vr65OfUN3UtITTv6typ6g1HHKKi3SJLxcDAAGlpadKXFgKvdKaoBGW1Wrlx4wZ1dXVeJl74WvOnvpgFUh8F6jaLHI8mk8lLC6I1hDBrNBqJiooiMjKSuLg4LBYLJpOJ4uJi3nrrLVauXPnY3+F0OqWmduXKlRw9epT29nbq6+vp7+8nOztb/i1/u1rMzMxgtVrlHAwPDyczM1O68Ih9VIyVWLMtLS2cPn2amzdvMjk5SXh4OE6nE5PJRHp6upcGWisC/OMQwpFQoty7d49PPvmEs2fPkpyczJtvvul1sdSiC5qvtl19CREBfsLFJS0tjZSUFBnMJoRcLfZrNtTa0+HhYRobG+nu7kZRFCIiIoiJiZHnuF6vn7VK1JMKL2kBcaF2OBxER0ezfv16zp07xxdffAF43CpdLhejo6OcPn2aF198kS1btgCB5dbzNNRKLbvdTkdHB93d3RQVFS3YfH3uJymi1oSJ5/Tp0/z617+mtrZWfiYtLY0NGzawZ88e1q5dS3p6ulcQECBvJI8rHyneE9U0hPCnzmsmPqcVRD/EoEZHR5OamiprhcPXrgeBsiGpEcKDerzU9c8bGho4cuQIfX19rF69muLiYvm5QFm0vv5Mzc3NnD171st1RpSeNJlMREZGegkBWtlkf198cyCDNvukFrCXLFnCyy+/zJo1a2TlmYSEBC8t3WyIC5YQkETKv1u3btHa2ioFYS0ERon9MDw8HJvNRlhYmBRyABmIqD4gOzo6+Pjjjzly5AidnZ3A13M3JyeHqqoqGU0P2hdm1X3r6enhyJEjHD9+nOjoaN555x3+9E//lKSkJBwOh8xVqmVEgJBoZ2NjIydOnKC5uRlFUYiJiSEiIkKeH1pch09CfTaMjIxw69YtqdQRlbKCAXWgZmpqKunp6bJ/6mAvsT4FgTaez4rIGwwLax15bglDfdA7nU6ampq4e/cuU1NTpKSkSL+QdevW8cILL3gFF4jceSJC+kkHhEimfPnyZU6dOiWF2ZKSEq+IR38fMk/DNyLZ5XLJQKlAQJ0fzrduMyCzTvT393Px4kXu3r1LTk4Or7/+OqWlpfJzWnEFeRq+wmxvby937txhcHAQwCv4q6CggIqKCi+hQusCwdMICwtDp9MxMTEh15wW15j6OWdmZnLgwAFsNhsZGRlyfxBrDfCy/IBnPorfIQJRBML8qWahtdNCgBaZFu7evUtra6tXe9TjIuak2qQrKvHcvn0b+HpPBSgqKmLr1q1eJScD4cIpkuZXV1dz5MgRmpqaWLJkCVVVVdISpPa9DBREYZba2lpGRkak5UtdIlxo1QMFm80mrabj4+NcvHiRoaEhzGYzQ0NDnDhxgvb2diIjI6WLRVxcnCxtqy4BC9oW/tT70aJFiygtLeXKlSuMjY1JjbMwv4+OjhIbGxswZ6LANz++ev9Rp3K8f/8+g4OD6PV6MjMzvc7H+bTQPvfupW6ITqcjOzub0tJS4uPjKSoq4jvf+Q6bNm2SQqzwPxMVvZ6GqPihKAo2m41Tp07x6aefMjIygsViYdu2bTI3HWjzoBXo9XqZUF8wPDxMU1OTzPagdR4XDSyiEsXkvH79OtXV1SiKwtatW9m1axcxMTHSlKslV5Dnoaenh/b2dsbGxmRglxB0ioqKqKqqIiEhwSsoJZBRC7P9/f1MTExIX1MtHSrq56zX672sAAKRbuxpiIqEoohCSUmJl5DnDxcZtVZrfHycq1evcvv2bXkxnpmZkVpWwOv7wcFBDh06xIcffigtZsIP0WazoSgKxcXFlJWVybgDMe5aROw1ooDApUuX+PnPf87ly5eJjY2loqLCyz8/UPYa9X4xMDBAR0eHvDSLAkKNjY1UV1ezdOlSoqOjn+kM1QrqNdPT0yOzi4jsGnfu3CEqKgqz2YzT6WRiYoLk5GR27tzJq6++yooVK6TAp76Iag1f15HS0lL27dvH2NgYDQ0Ncs2OjIxQU1NDTU0Nq1atkmMZKEF9swXcqeNlAC8Xg6ioKFasWIHlYU0AmF957bmFWfWGZzQaqaysJDMzk6mpKemzJgRZ+DpC9llv/aIIghCA6+vrpeCXn59PaWmply+mFjdgkTcwPDycxYsXk5eXh9lsxmaz4XQ6aW9vZ2BgwKvcZKCh3lxmZma4evUqN27cID09nWXLlsnbWKD1T+0bOTIyQmNjo9yEfQ/J8PDwec+dt9CoN6zZNPFaYzYXAKG9ehbtnPB3GxkZkQnat27dyooVK+T7/ihuov57LpcLq9XqpS32DdATwq3L5eLy5cv86le/4v9n782j4zrOQ8/fRaPR2Pd930gABAgCIACC+yKJi2hRlB3ZSmzZkW0lju2Tl/fGOTPJmTcv782ZlzfHmZx43jixEyeRrCiypJiMFkLivgJcQIIgSGIhSBArARL72kBvd/5oVul2E6QILuhu8P7O4QEB3G5UdVV99dW31cmTJwHkLXbCG5SVlUV2drbLIcWb16gIeRGHybNnz7Jv3z5sNhvf+MY3+MM//ENKSkqkRVa7TsX+417jU4yrp/cP0S6z2czo6KisAWwymZicnGT//v00NzdTUlLCxo0bWbVqFYmJiTKhdq44U28hKChIXqN89uxZWRLOarXKPV0kDYvKOaIO+/j4OH/wB3/g0Vu+HhaxZ4g9MTc3l127dtHR0cGdO3dcbo1saGigurqaqKgo2Tdvjp0VeU1iL9B6hGw2m4vxUet1n5qawmQykZOTQ3x8vPRQP81+PpZl1s/Pj6SkJHkHtkBsJvcL6n4Q2hpyV65cobu7W/4uLy+PoqIiIiIivDrDUXtrT2pqKomJiYSHhzMyMoLFYpExJb5ca0642w0GA42NjdTU1NDb20tpaSmpqakuC+Bh0MZoCouvpxBzfGpqiv7+fpl0466YWywWJiYmSEpK8rkEt/shFCKTyURwcLDMxvV0AtT90Mb4iu+/TGCKyxMCAwNRFIWRkRE6OztxOBzk5+dTWVkp7323Wq0euTjC3QMWERHhUkZL3NQmEJbJ48eP884773D27FmXZ0V8YlBQEGlpaS4GAW8dW4F2bZ04cYLq6mpsNhsFBQXs3r2bqqoqwLnvWK1WqRzNZW2eS654w0FUbPZiHo+NjUklqKOjg8uXL9Pd3c3AwADPPffcPVUbvGkfFBWG/Pz8mJqa4tNPP6W6ulrOwejoaHJyckhKSpJJ4cL4c/XqVU6fPs0//MM/EBERQVBQEFlZWXOW6vI2hDfFYDDIMpYxMTGMjo4SGBiIxWLh+vXrHD16lLVr10pl1hurbmhDC91zQsRBSiuDxAFReLgCAgLk9eji916nzD4M7olQD4M4MYtT9blz5/inf/onaRUrKiqioqKCwsJC6YLxVreue4KUVlHTPuOti/JBiEkrJuX169fZu3cv9fX1hIaGUlRURGpqqouFbz4KrTcdUtznlzb+WWT7ay2z4jW+hraPIyMjMoFGm5zpzZuIlodpp8PhcKmt29zcTHNzM0lJSaxZs0YKYE+uUe3fDQgIID4+nri4OBk3abPZXOrOgtO69+///u+8//77OBwOuYFqQxACAgIIDw93Cb/w5nEVG6DD4eDIkSP87Gc/o66ujri4OF5//XXKy8sB1/UnQpt8QcaK9vn7+5OUlERmZiYdHR33WMrHxsY4cuQIPT09OBwOsrKy5LrVhqR4A9rM9u7ubo4cOcKZM2cAWLJkCWvXrmX79u0sX76c8PBwpqenMZlMREZGcvLkSf70T/+UlpYWfvWrXxEXF8c3vvENEhISvDohFVw9HKL/2j1NfO3q6pLhJOCd/XEP67h9+zajo6MoisLw8DA2m42ioiKXwwjAxYsXOXfuHJGRkVRVVZGenr5gbX5sZVaU2BLmZ21ixXzQJt5MTU1x7Ngx9uzZw+DgIFlZWbz00ktUVVVJZdcTrr9HQRSK1gbyg3coa4+Cqqout7719PRw/vx5HA4Ha9asYd26daSlpbnUvrzfYhUuDHEq95bsY61C7X6SFHNbXHcqvBLe7Cr6MrQXj3R2djI9PU1MTMx9K414I/NZTyaTSR5Cbt26xalTp7h58yZLliwhLy/PJTEMPBODqZWhISEhlJeX09/fL283m5mZobGxkaKiIuLj4+nt7eXQoUMcOnRIyhmRTe1esis9PZ3ExET5/t4oi2w2m4vFsbOzk7179/L5558TFxfHj370I773ve8RHx8P3Bu3CM75PDIygt1ul7JFJPtZLBZCQkKIjY31WOyi9m+FhYWxYcMGAgMDuXbtGnfu3GFoaIj+/n7pHRobG6Ouro7Q0FCCg4Pl7YreJjdFezo6Oti3b59LnfXKykq+973vsWbNmjnn3fPPP8+OHTtkeOGxY8coKysjKirKa/p5P7SHJ3GA1F6gIz4fs9lMV1cX3d3dJCUleZVBTrRRrKWZmRnOnTtHdXW1rOgzPT3N7OwsRUVFVFZWUlJSIq3MJ06c4MCBA6SmprJu3TqXcMOnLWcee/d1d3c9KtrODg0NybhScGYriytUwXvrss6FNklKiy8o4vdDOymvX7/OwMAAhYWF7N69m4qKCjkfvsxi4K0xmVprpPYAIqzsfn5+ZGZmkp2dLQWsOIH7wpwUuBc1Hx4e5vbt21gsFiIiIoiOjsZgMMi+eZPQfVS0CtLk5CTHjh3j7NmzjI+PExcXR1JSklR0TSaTx27FEvNIXE6Tn5+P2WymqamJnp4exsfHqa6uJjAwkJycHA4dOsR7773H5OSktN6KuRsQECAV87i4OMrLy+W1xeC5K0EfhKqqcm0NDQ1x4MABjh49itVqpaqqio0bN8qqFbdv32Z4eFgaVQIDA1FVlY6ODq5fv47VapVhIyMjI/T19WE2m8nPz2fHjh1yX/HUgVRVVVmjtLKykr6+Pvr7+2Ws6eHDh2lqamJqagpFUTh58iS3bt1iYGCA733ve3KeLoTC8CC0rmlw1gGura2V+3hxcTHbtm1j3bp1gGs4nkBRFNatW8f58+c5efIknZ2ddHR0UFhY6CJrvXXf0FraY2JiiIuLo6OjQyZeqqqKzWajqamJ5uZm4uPjXfZLT8tYrYdjcnKSAwcO8N5771FTUyPHUVRFOXbsGBkZGXzlK1/hu9/9roxn7+3tZf369TKBT7zf0+6b15iStAJ1ZmbG5W70uLg4eQvKxMQENpuNsLAwn7CECWXW18pwzIUQIiaTCavVyvHjx/nkk08YHh5m48aNbN682aUMh7tFy263u1hctDVrW1tbOXXqFFNTU5SXl1NaWkpQUJBHFcS5YmQdDgfR0dGsXLmSrKws+TtfKwU0F0IYBwYGEh8fL11EQqHztKB9HLTzqLW1lZMnT9Ld3U1nZye3bt0CID4+npiYGKnMzmXtW2i0cyo1NZVVq1bR3d3N2bNnOX/+PIODg6SkpNDe3i7Li1mtVjIzM5mdnaWvr88lcSw3N5fy8nIZY+sNNyiKDV4cHo1Go4vsqK2t5f333+fq1auEhYVhtVo5efIkN27cYGBggPb2dgYGBpienmZiYkKuWZHUJ0IuRJLR2NgYAKtXryY1NZWsrCyPfgbuISUZGRmkp6czOTlJQUEB+fn5vP/++5w+fZqZmRlmZmZobW2lqalJWgC9QcFz//xiY2PJzs6mvb2d8PBwXn31VbZu3Sp/L8rEaePejUYjlZWV8la+qakpLBaLixz2toOXQKvMGgwGsrKyyMvLk54UcO6JFouF1tZW2tvb2bJlC/BFCJsnZaz27/f39/Pxxx/z7rvv0tXVRVVVFYWFhdKrJS4TOnv2LG+//TYNDQ3ExcXR2NhIZmYm69evZ+nSpTL5dCEMV16hDWpvARsdHaW+vl7WRly7di2vvfYaOTk5AC6VEnwBMUm1cWu+ijbOsLW1lXfffZcjR46QlpZGWVmZHCNthqOw6onAeO1iFTejXL58mb179/Lpp58SFhZGSEiIzCb3ZJKce6yz+H9RURHPP/+8S8kRTys9j4PWNSaKuMfExEhXtLdnuz8MwuqmKAoNDQ385V/+Jd3d3WRnZ2Oz2TCZTExNTdHU1ITZbCYhIYH4+HiZBOcptH/baDRSVlaGw+EgNjaWM2fOyOxvo9EobxvKy8uTd8R//vnnskJMQkICBQUFLkkZnkw+0V7p6v4ZW61WxsfHuXr1Kp988gmnT58GnGXKjh8/Tk1NDeHh4bKMnDByBAYGYjKZXLwOIgHO4XDIiwj6+vq4ePEiv/3tb4mJiWHNmjXS8ucpa7zWAyIS2fLy8sjLy2NoaIjLly+7GHm0MscbDtLuSVplZWUoiiJv7Pz6179OfHy8tKC7X2kvlJ6YmBhCQ0OxWq3S0q6dH97Q17nQemAVRaGgoICysjIOHTrEyMgI8EWVips3b9LU1ERvb69LjL4nsVgsMuSmubmZt956i9OnT7N582b+5E/+hA0bNrg839rayp49e/jggw+ora2VsuTll19mw4YNLqE92oujnhZesQNrP8SGhgb+/u//nnPnzpGYmMhPfvITdu/efd/XertrV2REC8uDLyOE1dTUFKdOneLo0aPY7XbWrVtHSUmJfE5YKVVVlZuIu7VlenqaS5cucfDgQT7//HMaGxvx8/OjpKSErKwsr7hK1V2ZDQgIICoqipUrV8qMd23lDl9DG66jqqqsqSsOLXPdj+6raN1nVquV4eFhrFYrHR0dcq6dO3eOzs5OgoODiY6OpqioiPXr11NWVkZ0dLTH5UxgYCAFBQVkZ2ezatUqjhw5woEDB2hra0PUjq2qqqK4uBibzcann34qX2symcjKyiIjI8NlrnrSmifCdtxjIScnJzl9+jRHjx7lwoULNDU1uViXRYmxiYkJli9fzvr167Hb7ZhMJqqqqliyZAlms1kqt/7+/szMzMhDwOzsLNXV1bz//vscPHiQ9PR0SkpKCAgIkFZiT6D1Trp/NpGRkfco/N4YHgKuStny5cuJjY3FaDTK+Gb3PVt8L4wWXV1ddHV1eaySyKMi2jk7O4vJZCImJoYVK1aQkpJCR0cH8MV6Gx0d5cyZMxw8eJCvfOUrJCYmuuQueKLP2rnU1tZGa2srKSkp7Nq1i5UrV97zfF5eHm+88Qb5+fm888477N27F8DlToGFXE8e3YEdDodLcL6qqjQ2NnL06FHAqTw4HA7Gx8fp6+tjeHiYkJAQFMV5VWxycrLLa71x0ouTaUxMDP39/XJgvbGt90NYdsRnfeHCBT7++GM6OzspLi7mhRdekKdLMaZCOGmzpkdHR+ns7KS7u5ubN29y9OhRPvvsM2ZmZsjOzmbnzp3s2LGD0tJSueg9sdlqk2UiIyPl1YTCiiQypgEZU+qLaLOOVVVlYGBAuqX9/f19ukKDO+7u+vXr1/P5558zOzsr3Z1iExXP19XV0dzczNe+9jV27NhBREQE8MV6WGjEWgoNDZWW8/z8fG7evMnw8DA5OTm8+OKLmEwm3n33XVpaWlySwcQa1tZe9eSmKT5DUWj99u3bMl+irq5O3hAliI+PJygoiPDwcCIjI0lMTGTTpk1UVlaiKArBwcEUFBQ8VBuWLl1KaGgoNTU1LjLKU8qhsJKLSjHayxFu3brFtWvXZEiIKHE1OzsrFUBv2f/EAVl4OWZnZ6moqJChO0LRc3+N6Mfk5CSXLl2iubkZcOoAZrOZ2dlZn/PKAmRlZVFZWcmNGze4c+eOlDXgtGwePnyY7Oxs6QUTe6cnxlKMgdlspqOjA4vFwpo1a1i/fj3gzKkQid2imk94eDhhYWGEh4cTFBSE2WymsbGRjz/+mN/93d8lMTGRiIgIWUFGlGx7Gv3zuDKrrQV49epVWlpa5Ac2PDzMT3/6U371q1+5aPeqqrJ+/XrefPNNmU0uTnHegHYy+vn5ERcXR0pKCiMjI9LC4K2n6rnQJkaMjY1x+PBhWZB99erVlJSUEBYW5nLbl/tkvXXrFgcOHGDfvn1cunSJkZERGVBeVVXFD3/4Q7Zs2SLLDwk8aTkKCQkhPj6epKQkOjs7ZbHv+vp6jh8/ztatW4mNjZWVNbxhM5kv2rIx4+PjsuyKL1UymC95eXls3ryZ3t5el0xrQUpKCna7nZ6eHvbs2UNwcDCrV6/2uDLrjri612azMTExIUtudXV1ceLECa5cuSKVWaEkBQYGejy2UpT9EfOroaGBTz/9lPPnz0vF3GKxyNhWcF6YU1ZWxrJly8jNzSUzM5OkpCTi4+OlC3M+/UpJSeHHP/4x27ZtkzWVxXt4IqzEPelUXGXb3t7O4cOHqampYWBgQK5Xk8lEbGys1+x5Qv6JGxLr6+t57733sNlsREREsHz5cmDuEA6tMmu1WmltbaW1tRWbzUZQUJAMV/MVtGFxoaGhVFVV0dTUxOHDh12u+J2cnKS1tVXG7INnY59Fu8fGxujv72dycpL4+HhycnIICQmRHnSxN4yMjLBv3z5+8YtfcPXqVSIjI4mNjWVgYIBf/OIXTE1N8eMf/5jIyEiXef209hWPSGQhzLT3iJ84cYJjx45RW1tLQEAAs7OzTE5Oyvp07litVl577TWpzIpYP29DlLKanp52WZC+pPwIK53VauXo0aNUV1czPT3N9u3b2b59u8wqdt/gW1paaG5upquri6amJs6cOcPly5flzTVlZWVs3LiRHTt2sG7dOhdrhCc/H61F0v2ULLwHhw4dIjs7Wxaf90UFUCs4HQ4HnZ2dtLe3Y7PZpAcEfO8Wt7nQHsji4uIIDQ3FaDQSFRVFamoqubm5hIaGEhUVhclk4vLlyxw+fFjG7XkLwm0nLrYQ4TvatWOz2YiNjSUuLo7p6WlUVSUtLY0NGzZQVlbmYon0RDy6+Jujo6PU1dXx0Ucfcfz4cbq6ulxq5/r5+bF161YqKytJTk6W45SUlCQPFu6Im9JE4q27d0Fcrx4eHk5MTAwxMTH3vMdCKhMilEl76yU4S5GdP3+empoa6uvraWtrk1a9+Ph4vvKVr7Bjxw45lp5OztQak27duiUvSsjIyHA5lMz12QpLsyjP2N3dze3btwFneEVycrLLhSGePox9Ge5XbScnJxMfH+/izQsICGB8fJyenh6Xq+09GdLl7jEBp0FH1JLVJndPTEywb98+/vt//+80NzcTFRXF66+/Tk5ODkePHuWjjz7i5z//OXa7nW9+85vk5ua6xEg/DaXdY+YFIVw6Ozv58MMPeffdd2lsbJQKn7+/v0sNUkVRZEkIcFolvMWC54578eTe3l5u3rzpEvflCydN95JM4rR9/vx58vPz+f73v89LL72EwWCQSXwOh4Pp6WmuXr3K3r17+fjjj2ltbZWfR3p6OgUFBeTl5bFp0ya2bdsmJ7lwo4FnXdvib9vtdiwWi0smqqqqTExMcP36dWlZBt8tzSXGRSizg4ODBAYGEhMT46LM+lK/voybN29SV1dHR0cHqampvPbaa7zwwgvSuzA6Okp4eDh2u52wsDCef/55F+XJk4qDkIfuaNdOTEwMpaWlNDc309PTg81mIy0tjeeff568vDzAmZQhbkBbKBwOh4vRoba2lr/6q7+itrZWynURI2m1Wlm1ahVvvvkmX/3qV+ds51xhMEFBQS6K/YPwhjAabcw6OMfl5s2bHD58mE8++YS6ujpGR0flQTk0NJRt27bx4x//mNLSUsDzJZ3EAUuM6/Xr1zl+/Djj4+Pk5eWRkJDwwNdr8ymuXbvG9evX5e+ysrLIz88nODjYK8qPzReTyURcXBzR0dEu+ouYc6IaR29vLykpKR6timOz2TAajcTGxpKQkICiKHR1ddHZ2UlGRgadnZ10dnYyNTXFjRs3eP/992lubiY2NpY333yTP/qjPyItLY3ly5czMzPD/v37efvttxkfH+fll1+muLiY8PDwp3bD54IqsyKzX2j+dXV1/OM//iMfffSRy+kEIDg4mJiYGNLS0igoKCA3N5eYmBipNGitYuCZwub3w12ZnZ6eZmpqyqWigTdZe+6HuzJ76dIlTpw4ATiLX2/YsEHGjHZ1dXHnzh1u3LhBc3MzFy5c4MKFC9y5cweAhIQESktL2bp1K6tXryY+Pl5mi8MXc2OuKygXGjE2BoMBk8k0521J4kpUX0c7T0ViTWpqKklJSYtCmRUHDFGLs7Ozk/fff5/9+/czNjbGpk2bWL9+PRUVFYBToItqBps2bSIoKIiUlBSXeD1vCDEA1zjL2dlZuXasVisDAwOMjIy4hBloM4o9MXfdlZ7m5maZH6F9ZsOGDaxatYqqqirWrl1xGJbaAAAgAElEQVQ759wTl/W41/Gez22D4hZJT3hUtJYpRVHo6OjgxIkTnD59ms7OTvr7++ns7JRX2gKUlJSwefNmdu3aJd324vWexF0+CMtqWloaFRUV95RrFHNSKHbi8FFbW8s///M/y0pGJSUlVFRUkJKSAvjGngmue4TRaGTJkiWsWLGC9PR02trapJFE0NLSwqlTp3jhhRdkyTxPl1pbunQpiYmJHD9+nD/90z8lNTWVgYEBrl+/Tn9/P6Ojo1itVkpLS3nttdfYtWsXaWlpAKxcuZIf/OAHLFmyhEuXLnHkyBHOnTvH8uXL2bp1K2vWrCEiIoKZmRmMRuM9VS0elQVXZsVVmeAUZkeOHGF6epqlS5cyMzNDT08PqqqSm5vLxo0byc/PZ9myZVKrvx+eVoC0aBe3oigkJCSQkpJCX1/fPbX1vBmtxaCjo4MzZ84wODhISUkJL7zwAkajkYGBAS5evMjly5e5du0a586d4+rVq7JQ+erVq1mxYgV5eXksW7aM0tJSGZYATkuEwWDAaDS6KI3egL+/P8HBwVIJEDHBJpOJoKAgrzpAPQkcDoe8klh7H7qvWUO0aJMR/fz8ZAWN7u5uSkpK2Lp1K8uWLZPPi+TSsLAwlixZMud7elp5EGgzwAMDA+X/LRYLt27dor+/XyZrxMXFuSgD3iAvTSYTERERmM1mUlJSpJHid37nd9i5cyepqanAF0qPv7+/VFwf97IePz8/rwlLa2trkzU9L168eM/vIyMjKS0tZdeuXezcuZMlS5bIg4H4TDyNdk2IOZeUlER6ero8CIoKDUJuai3obW1tfPjhh/z617/GYrGQn5/Pa6+9xtq1a+U4e8OcfVjE+IiEp2XLlpGXl8etW7fkQUzQ1NTEoUOHyMvLk8qsJ8ImteuptLSU3bt3U11dzd69e1364u/vT1xcHGVlZezatYtt27aRmJgoD4j+/v5s3LiRoqIi6urqePfdd9m3bx/nz5/n4sWLrFu3joqKCpYtW/ZEr7tdcBODduFFRESwfv16kpOTSUlJoba2lr1792K321m9ejXf/e53ycjIwGAwPDHtfSHQmtENBgNLly6luLiY8fFxF2XWm0+aIijfYDAwNDTEkSNHOHXqFH5+fqxdu5aMjAxOnjzJkSNHqKuro6enh7GxMWlJSElJ4cUXX2Tnzp0UFxdLN4u7wqot/+QtSoLA4XBgtVrlKVrrkvfmsXsUrFYrk5OT8raprKwsF2uXL4TFzIV2nIQLt7+/n8zMTHbv3s3OnTuJiYm5Z6P1NbT9NBqNLomUubm5VFVVuXiyPGFddr8eesWKFbzxxhtMTU2Rnp5OZmYmS5YsYcmSJXJThy+UGO3h2ttkxcOiTZRyOBy0t7fz29/+lrfffpuWlhbAOX7CixcZGcmOHTv4xje+wYYNG6SVU+sx8wa08iEmJoawsDAsFgvj4+NScRPeN+0aU1WVhoYG/v3f/50jR45IWbts2TK2bNkia5d7OpRivrhfuBIZGcmyZctoaWnhxo0bMiHTZrNJj6bWCu8Jeasdl4KCAn7wgx+Qnp7O/v37uXXrliw1VlFRQX5+PvHx8cTGxsqYWsDlcJ2SkkJsbKy8NvrMmTPU19dz5swZdu3axX/6T/9J3r73JPb/BZVo7pmiy5cvJz4+nqioKHp7ezl8+DCTk5NER0ezfPlyed+vzWaTSqD2yjxP31xzP9yLJ6enp5OTk8PFixcZHh4GvMdVeT9E0W6AO3fucPbsWQYGBggNDeX27dvs2bOHK1eucPLkSTk2RqOR4uJiSktLqaysZNWqVRQVFbmUYrHZbNhsNjkXvPlzEAqeuFlJZGVaLBbZD19G60GYnJzEbDYTEhJCSkqKrAkpNhFvXGcPg3AhOxwO6urqqKmpwWazsW3bNnbt2uUSz6c9aIswErEpeftGqlVmtcoSOJULrYVMPLPQuMf7FhYWEh4ezvT0NNHR0aSnp7vUpxSlfLxZRswXbZjd7OwsFy9e5MiRI7S3t+Pn50d4eLiUN6GhoWzdupXf+73fY+vWrdJSp42P9gbcD/YREREEBwfT39/PhQsXyMnJoaysTFrTh4eHGR8fZ2hoiMbGRg4ePMjRo0e5ffs2iYmJrF69mldffVXGd/tqnWvtvE1ISKCqqoqTJ0/KmODw8HC5zyYkJLgY7DyZ/CySS4URqri4mIGBAcLDw8nPz7+n/J0I19GWiRNz1GQysWXLFpKSkli7di21tbV0dXVRUlJCQkKCrO38JPCIZVZo4dnZ2WRmZtLT00NjYyPnz58HnIOsPZkLE7e3byj3QyjeWrx5cbrfDHTjxg1Onz7N2NgYAQEBfPrpp/coc/Hx8axZs4YdO3awadMmeUWkO4/rHlxIhCVJtNdsNstYpqcVxL6QaNfT9evXaW9vZ2ZmxuVKV5H97WvKrHt8fktLC3v27OHs2bMkJyfz3HPPycPyXFYf90s+vB2tPLFYLLJmKzg3RnEA8zTaeRQdHe0ST6n9nYhzXmxoaztbrVZ6enro6+uTltbx8XEcDgdBQUFs376d73znO2zZssXldjJvm5daRQacWe9ZWVl0dHRQXV0t3c8FBQV0dnZy7tw52trauHHjhkzEBEhKSmL79u288cYbrFmzRiYWGwwGn9kztCiKIm87i4yMZOXKlWRnZ8vb7Kanp2WN9VWrVsnKTOA5Y5f7WKamppKcnOziUXDHva3uh1aDwUBhYSEFBQV8/etfl15f8bontbd4rDSXsF76+fkxNDTEtWvXZDmOuLg4l2QFUcrLV3A3mU9PTzM9Pe0yEYRb0xsVdO2ENpvNnD9/nsuXLwNflFEJCQmhvLycpKQk4uLiyM/PZ+XKlRQUFLjExIqrfEXMojf21x0xdkFBQeTl5VFUVER3d7dLwevo6GiXGG5fUmy1CW7gnJ8i7hlwKVektdD7EtoDmdVqpaamhmPHjhEUFMTzzz9PeXm5rJgiFHZfRqvM2u12pqamZBUOYSnxxlARrZy02+0yqcsXlZeHQesNMRgMREZGEhwc7JIcvHnzZl588UUqKyspLCyUoVkWi8Vr56k2vjMrK4utW7dy5coVzp8/T3d3N9euXSM5OZnbt2/T3Nwsq/v4+fmRmZlJSUkJa9euZePGjZSVlblY+XwdMd4JCQmsX7+epqYmGhoa5PoUdXiFNww8Hx+sLRnnvrdZLBasVuuXeleFQUHoE+7X2T9pPCIxtALMZrMxNTUlrx708/OTlQsEvnSlHdybABYVFUVkZOQ9V6N6esI+CHGyGh4exmQykZ6eTk9PD5mZmeTl5VFSUkJxcTGxsbHyJC6s6eI0uhAT+GmgXbzFxcXs3r0bq9XK6dOnURSF8vJyNmzYQHJysnzOF62XAovFgslkYsmSJcTHx8usVF9GqxC1tbVx4sQJOjs72b59O1/96ldlH8Uhy9dxV2bHx8elgmQymQgICPDKfmpjYH1RVswX7RiYTCaWL1/Oli1bGB0dpaOjg1WrVvEf/sN/4OWXXwa+MHp4U8LaXGgvNoiKimLLli00NzfT29tLf38/H330kXxWKEjp6emsXr1aJgmXlZVJA4FIJPL1Q4025NBoNLJp0yZUVWX//v3U1NRgMBgoLy8nIyMDk8l0z4Uinmy3tga5WKdiHj7MXNTGDQvjgtaI96SriHh8pgilR1jwwsPDyc7Odgkz8EYh/CBEe8WCXLZsGStXruSTTz6hu7ubxMREkpKS5HPeePoUkywqKopXX32VqqoqZmZmCA4OJjIykujoaCIiIqQ7Vit0hCvNWy3PD8JdkCQmJsq7qUVd2ejoaBITE10s0L40R90FSEhICNu3byc/P5/AwEB5NTHw0DU7vQltlvfQ0BAnTpygrq4Of39/KioqKC0txWAwyKs1Pb1xPGlEvKlAKIne1k/3Eoa+tIYeFW0f/f39KSgo4Pvf/z47duxgamqKmJgYl5hEEfvsjQmy7mjbFx8fz+/93u+RlZXFqVOnqKmp4ebNm6SmprJq1Sp5i1thYSEZGRnyshItvtDnL8M9dCYrK4uoqChWr17NwMAAfn5+pKSkyPJj3rYGtOX/RALmo4yJ9n3E9096fD2izGo7IWJhhUla1PZ0z3j0xUmtvQCisrKSb3zjGyxdupT8/HyKi4vlc9640QiCg4PJzc0lNzf3gc+JslWL4TQtEP1JTEyUd2cvRoxGIxkZGS5KrAjg97XDCLheN9vX18eJEye4desWhYWFLFu2bFG5MAXaNRcREcGGDRtobm6mpaWFoaEhJicnXcoBeUPfvcEC5WlCQkLIycmRWfsCUTfYl9agGEthSc7Pzyc3N5fS0lKqqqq4ffs2CQkJFBcXS6VOu89rr0NfLHuIFkVRCAgIkDXWfQH3qgyPykLkmHh8xrgnG4m4KW+M75ov2oWamJjIj370I2ZnZwkICHDJXPS2gP5HwVcE7nx4ljdaX95MtIlOw8PDNDc3ExISwvPPP09+fr783WKas0KG2O12oqOjef3113E4HLz99tuL0vq82PHlPcHd+rx8+XKWLl3qYqyaa+0Jo5aOzqPg8ZhZcJYgCQ0NJSAggLi4OHJzc11qImrjTnwJ0WZhKXK/9MEXaiYKl6W4o16csLSuS18dn4fFZrNhtVqlkiSsz564OehpIBKELBYLfn5+BAUF+XS/3GvL2mw2WQQ8MzNTbqq+rDDcD9G36OhoXnnlFVlDt7i42OUA7W3uzGcVkekvEvQMBoPMHfF1tJZW9zrxIn4SvoiXflYs9aISkNhPAgICvLbMqC/hMWVWmyAVHx9PYWEhVVVV5OfnU1VVRXh4+D3Xqfoq2iBoETLhKwtXlMjxxYz2J8ViCp2YC+H+8uYEk/mglRcRERFUVFRQUlLCypUrgS8st74uV+ZCjKGqqmRmZpKZmTnnc4tBWVoMzCehxtdwz6MQCAPIszoHF/t+4im8wjIbGRnJc889R3Z2tizwPddzvoywfmnr5j2ri1lH52miPXjl5OTw5ptvusSoLfa1p71KU0fH02iz2LU1uhfT/q7jebzieBAQECCvMRT4+s1D7gjrl46OztNFxN45HA5iY2NlyJLVan1iCQ3ejCha7nA4ZC1LkVSzWOSpju/wLFthdRYOZT4B14qiDACdT685T5UMVVXjHvTAYu8fLP4++nj/YPH3UZ+nLP7+weLvo4/3DxZ/H/V5yuLvn2BeyqyOjo6Ojo6Ojo6ON6Hb/nV0dHR0dHR0dHwWXZnV0dHR0dHR0dHxWXRlVkdHR0dHR0dHx2fRlVkdHR0dHR0dHR2fxWPKrKIov68oivol/+xf/k7ei6Iov6Moyv9UFOWkoijjd/v0L55u15NCUZQYRVG+ryjKXkVRriuKYlYUZUxRlFOKonxPURSfPyw9A2O42Pu36OXMXCiK8rqmf9/3dHsel2dE1vzfiqIcVhSl+27/hhVFuagoyn9RFCXG0+17EiiK0vGAddjv6fY9Ls+APPXadejJgosNwH+9z+/WA1uAzxauOU+F/x1YAUwCPUD+gx/3OV4F/g7oA44CXUAC8FXgV8AORVFeVX27ZMZiH8PF3r9nQc64oChKGvA/cY5pqIeb86R4FmTNfwTqgYPAHSAEqAL+AvgDRVGqVFXt9lzznhhjwN/M8fPJhW7IU2Cxy1OvXYceU2ZVVW3AudHcg6Iop+/+9+8XrkVPhf+Ic0JfBzbiHPzFxDVgF7BPVVWH+KGiKH8OnAO+hnOS/9YzzXsiLPYxXNT9e0bkjERx3orwz8AQsAf4iWdb9MR4FmRNuKqqM+4/VBTl/wL+HPgz4IcL3qonz6iqqn/h6UY8JRa1PMWL16HXuWYURSnCeRrtBfZ5uDmPhaqqR1VVbfNxa8F9UVX1iKqqn2gn9d2f9wO/uPvtpgVv2BPkGRjDRd2/+7GY5Iwbf4zT2vwGMOXhtjwxnhFZc48ie5cP7n5dcp/f63gJi12eevM69MZ7Hf/w7td/VFV10cWyPUNY7361ebQVOjpzs+jkjKIoBcD/AH6mquoJRVG2eLpNC8RilzUv3f3a6NFWPDlMiqJ8C0jHeeBqBE4slnX4DOPRdehVyqyiKEHAtwAHzvgLHR9EURR/4Nt3v/3ck23R0XFnMcqZu2vuHZwxbH/u4eYsGItR1iiK8hOcsc4RQDmwDqfC9z882a4nSCLOuarlpqIob6iqetwTDdJ5PLxhHXqVMgt8HYjEGY+xGALdn1X+B1AEVKuqut/TjdHRcWMxypn/AygF1qmqavZ0YxaQxShrfoIzqUbwOfD7qqoOeKg9T5J/Bk4CV4EJIBv4MfAHwGeKoqxWVfWSB9un82h4fB16W8zsH9z9+kuPtkLnkVEU5Y+B/wVoAV73cHN0dOZiUckZRVEqcVpj/x9VVU9/2fOLhcUqa1RVTVRVVcFpwfwqToXvoqIoZZ5t2eOjqup/vRt3eVtV1WlVVa+oqvoD4K+BIJyVG3R8CG9Zh16jzCqKsgxYgzMTsNrDzdF5BBRF+RHwM6AJ2Kyq6rCHm6Sj48JikzOa8IJrwH/2cHMWjGdB1txV+PYCW4EY4NcebtLTRCQPbfBoK3TmhTetQ69RZlmECRnPEoqi/Anw/wFXcE5qny+ArbMoWWxyJhRYChQAM9oi9MB/ufvMP9z92Vy1PX2OZ03WqKraiVNZKFQUJdbT7XlK3Ln7NcSjrdB5aLxtHXpFzKyiKIE4zdMO4B893BydeaIoyv+KM2amAXhBVdVBDzdJR+ceFqmcmeX+fSnDGUd7CmgFfD4E4RmWNcl3vy6GA9hcrL77td2jrdB5KLxxHXqFMovzVoko4NNFlJDxTKAoyn8G/htwAdi6GN19OouGRSdn7iZ7zXldraIof4FTmX1bVVWfr9qwmGWNoij5OC8T6Hf7uR/wfwLxQK2qqiOeaN+TQFGUQqDPfdwURcnAaeEDWDRXvy5WvHUdeosyKxIyFs1NPACKouwGdt/9NvHu19WKorx19/+Dqqr67A09iqJ8B+ektuPMUP1j5wVELnSoqvrWAjftifEMjOGi7p8bi1LOPAs8A7JmO/BTRVFOADdw3uCWgPMWqWygH3jTc817IrwK/G+KohwFbuKsZpAD7AQCccaw/5Xnmvf4LHZ56s3r0OPK7N1C3+tYJAkZbpQA33H7WfbdfwCd+PZ1k1l3vxqAP7nPM8eBtxakNU+HxT6Gi71/wKKXM88Ci13WHMJ5yFoLrMBZOm4KZ2LfO8D/6y0WsMfgKJCH01uwGmd87CjOMJh3gHcWwc1Zi12eeu06VHx/7ujo6Ojo6Ojo6DyreFM1Ax0dHR0dHR0dHZ15oSuzOjo6Ojo6Ojo6PouuzOro6Ojo6Ojo6PgsujKro6Ojo6Ojo6Pjs+jKrI6Ojo6Ojo6Ojs+iK7M6Ojo6Ojo6Ojo+i67M6ujo6Ojo6Ojo+Cy6Mqujo6Ojo6Ojo+OzzOsGsNjYWDUzM/MpNeXp0tHRweDg4D33rmlZ7P0Dz/VRVVVUVUVRFOa4/u6hWOxjCHDhwoVBVVXjHvSML/fR2+fpk2Ch5qlYU8Bjrav5oo+hE1/uH+iyRrDY+7jY+yeYlzKbmZnJ+fPnH61VHqa8vPxLn1ns/QPP9fFJKLOLfQwBFEXp/LJnfLmP3j5PnwQLOU8dDseCKrKgj6HAl/sHuqwRLPY+Lvb+CealzOrozAe73Q6AwWBY8A1XR+fLUFUVq9WKzWbDbrfjcDgwGAwEBARgNBq9dr5arVYURcHf3x8/P9dIMYfDcc/PdHR0dBY7ujL7mDgcDmBh3Xy+gsFgAMBisTA5OYnFYiEwMJDQ0FD8/fWpt9gRlnhvQ3gJ/Pz8CAgIICAgwNNNeiiErDEajQBMTU0xMTGBoiiEhYURHBz8zCmyDodDhlrAF3LYG+edQMw/rafKm9u7UIixVBTlmZvHOo+PrlE8BqqqYrPZcDgc+Pv76wraXbRKzOTkJHV1dezdu5dr166xZs0avvnNb5KTk+MS76ez+PDW8XU4HNjtdp9RYgUWi0Uq4Ha7nffff58PP/yQoKAgvv3tb7N7927Aabn18/OTh8nFjN1ulzJYWKuFsu+tqKqKxWLBbrfL9nrbGllotF6SgIAAXZnVmTcLrn2pqnqPNfNhFrI4tTkcDulK8/f396gQUBTFZUN81M1bm8gB+OxC1lq8HA4HLS0tnDlzhpMnT/Kb3/yGmZkZxsfH2bJlC9nZ2Z5urmyv3W53+fwfBkVRMBgMPjtWj4vWuqRdl6qqYjAYMBqNHvtstG0Ra1E7N/39/TEYDNhsNnp6ehgYGGBkZISJiQnCw8PJzc0lOTkZk8nkkfa7I+RlYGAg4DwgfvbZZ/zLv/wLR48eBaCkpEQqs9rwnsWCdo4BUlk3Go1zKq/eepACZ9vFWD4JxOFM7Iu+JpfEOjWZTF6z5nQWDnEYFbL5UVlwZVa4EOabDCReI97DG4XUo7JY+qJVysfHx/nkk09466236OvrY2ZmBoDY2NgnKsgfB/G5a+fWfF67WMbtURD9dz+IeUNogfaQLNqiPUCD08p57tw5Dhw4wJUrV2hpaaG7u5uioiJ+8IMf8OKLLxIX90Wityf7JRQ5oaB8+OGH/O3f/i0tLS0AhIaGuqypxTg33V3PX9a/xdb/B+Hre6OvtVfnySLW9ePOgwVTZt0X28M23G63S0EmrGHu77tQi8Hd0nPnzh0uXrzIwMAAJSUlLF++HHC6+eZjNfZmK8J8EJPS4XDQ3NxMbW2t3HD9/f1JTk5m5cqVZGZmoiiKHNuF6LewwGoPU/ebU/NBmzjkS9aQ+SJCaux2uzxBi89vrhg3VVUZGRnBYDAQFBS0IK5f7TpyH1Nt+27cuMHHH3/MkSNHuHXrFhEREaSnp5Oamkp+fj5paWn3HLg8qcgaDAYMBgNDQ0NUV1fz1ltvyezkwMBAli5dSkJCgnzNYp2H7uM6PDxMU1MT169fZ2RkhJCQEHJzcykoKCApKQlwWn0ed40/SVRVpaenh9raWrq7u8nOzqayspLU1FSXZ+Y738Qc8SW03pKhoSEOHz5Md3c3paWlrFq1ipCQEE838Ykh9gkho7Qx08JT9CwgjApiLwkICLhn77Tb7Y/0eSyYMuvu7nvYQG/RKa1L2FNhBiLGCWB6epqamhp+9rOf0dHRwZ/92Z9JZdZiscgM/vsh+q+qKl1dXXR3dxMfH8/SpUsBz5TceRxsNpv8bK5fv86BAwdob2+Xv4+Ojmbt2rWsW7eO2NhYgHlbQx8HITS038MXLmmxyObzfmIDWayCyP0AOpdLV3xuFosFVVXx9/dncHCQy5cvMzQ0REpKCvn5+cTHxz/19mpljFg/2gOM1Wqlvb2dDz/8kHfeeYfh4WHWr1/Piy++SFlZGenp6URGRnpVLK3VapXtOXDgAH/9139NY2OjlB1RUVGUl5eTk5MjXyMOGYuJmZkZ+vv7sdlsJCQkYLVaOXbsGP/2b//GoUOHGBgYAGDHjh1861vf4oUXXiAuLg5/f/95r+0njdaqPjY2xsmTJ/npT39KQ0MDZWVl/OQnP2H37t0EBQUBrvvMw6DN3fCVMAOtZ3Z2dpbTp0/zl3/5lzQ0NPDKK68QEhJCeXm5lK2PquB4C4t5n/gytPuImJdaGWu3212MJI/6OT11ZVarlNntdm7evElnZycWi4WoqCiSk5NJSEi4J1ZGO3ntdjs3btygu7ubGzdu0NbWRkJCArt37yY3NxdwVaaeFtq/MTY2xqFDhzhx4gQAZrNZPufuep0LIbBsNhsnT57kX//1X1m6dCk//OEPpULrS4j+zMzMUFtby969e7l+/brsY2FhId/61rfYsGGDfI2/v/+CKrTg3BRnZmYwGAzMzMzQ3t7O5cuX6erqwmKxyEVms9nu+x4Gg4GkpCQqKytZvnw5JpNJxt1+2SHGG7Hb7VitVrkJihg8MTaiXJWWkZER+vv7GRoaYmBggKtXr9LS0oLZbMZutzM2NkZERAQbNmwgLi5OKrNPe7ynpqZoaWmhvb1dJpMoisL09DRdXV2cP3+elpYWQkND2bVrFy+//DLLly8nKirqqbZrvojN3mg0Mjk5SUNDAwcPHuTq1as4HA6CgoJISEjg+eef5/XXX6eiokK+bjFsmlrrpNVq5fr16/zmN7/h8uXLLF++nNjYWI4dO8bRo0cZHx+Xr/vss88wmUwYjUaee+45oqOj5QbqqVARrTJ7/fp1jh07xs2bNwGor6/n+PHjrFmzhoyMDJeckge9nzbMp7m5mePHj9Pa2kpqaiqbN2+msLDQa8K55sJms8mDcVtbG5988on04h0/fpzy8nKWLVtGWFiYNGL5yrwWSYnAQx8uFot31h2r1YrFYgEgKCjIJcQUnPvxoUOHaGpqIicnhx07dhAcHCzHfD48dWVWuBEA7ty5Q3V1NTU1NTgcDiIjI8nPz2fnzp3k5+cDXyiMWotsQ0MD+/bto6WlhZaWFi5evMiKFSuorKxcUGVW++FOTk5y5coV+X14eLj8/8MmtIn3bGtr47PPPuPixYuUl5eTkpIiXSzeXjdSG7wP0N3dTWNjI01NTVitVoKCgigvL+erX/0qW7ZswWg0ypOYUDSedtvAaUlvb2+ntbVVur/NZjMtLS2cO3eOtrY2qcwaDAYX4altoxBSqamptLa2UlFRQWRkJOnp6RQWFrpYfL153OALC6a71UAk1mixWCzMzMwwOTnJjRs3aGhooK2tjZ6eHm7duiW/qqpKWFgY+fn55OfnEx0dPadF/Emh/ZwHBgY4deoUBw8epL29XdaLnZ2dBZxz4M6dOyQmJvLKK6/w6quvkpiYCDjH1WKxyPAJTx9KLBYLJpMJRVGwWCycOHGC+vp6+Xs/Pz/Ky8t59dVXWbduHfCFhc7bs/nni91up6+vjyNHjnD69GlOnjxJSkqKlL+RkZFkZ2czMTFBW1sb1dXVgHMjraqqIjk5mcDAQI8rClarlcuXL9d4MH0AACAASURBVHP27FmZPGyxWLhy5QqDg4NkZGQ81PsIK5bBYMBqtXL8+HF+9rOf0draSlZWFkNDQwQFBbFs2TKX5z3df4GoXCDm6Y0bNzh27Bg2m43AwECGh4e5fPkyMzMzUpn1tHX9QYj2CV1nLivs1NQU09PTUmkVlRuMRiPh4eGEhobK9/KWcZoP7gnB8MU+opVHVqtVVvNob2/nxIkTHD58mMHBQV588UVeeOEF+ex8x/ypK7NiUM1mM2fPnuWDDz6grq6OoKAgpqamSEtLk7FqALOzs3IjsVqtNDQ08N5777F3716Gh4elBXR8fNzFGrrQE8DhcDzW3xfP2+12goODCQgIYHBwkMbGRtatWyeVWSGIvBWtS8xqtdLU1ER7e7tU/AsKCvijP/ojXn75ZWkp8PPzW5A+CYUAnEr2r371Kw4fPszk5KT0FJjNZsbHx6XCI7hfZqXNZkNVVSYnJ7l9+zYff/wxERERvPzyy8THx5OYmChPld48bnCvB2F2dpbx8XEiIyNdBJDZbObSpUvU19dz5coVrly5QltbG6OjozKxb+nSpbz88svSYrhlyxZWrlyJyWR6qhYiUbsY4MqVK/zd3/0dFy9eJDExkdTUVCYnJxkdHSUxMZGqqirS09PJycmhuLjYJc5UWJ+9pe6ndlzGx8e5du0avb298ufh4eGsXbvW5YYc91AaX0YcssA5L0dGRuR6EpUnBFVVVbz22mvMzMzwN3/zN7S0tPDZZ59hNpvp6+tj9+7dMgzDExY+bbtv3rzJzZs3mZiYcAlZm+/GLebB8PAwtbW1tLa2AtDf38/x48epqqqSyqxQmjw9p7Vo+zsxMUF3d7c0SImERm+Xn4IHGTDMZjMDAwNcunSJq1evYrFYUBSF4eFhhoeHSUhI4LnnnmPDhg0EBQVJq7uv9F2gTQYWfXBXzIXRw26309LSwkcffcS5c+cwmUxs3rxZ7hfi/ea7Tp+a5NOW6ZmdnZXlmc6dO+dier5586aMd4IvAvYB+vr62Lt3L++99x79/f2uDff3p6+vj4mJCcLCwhY8zs19wk1PT8v/P8wpWLsAwsLCiI+Pp6enh5aWFvr7+8m8e5fyQrvh54twG1gsFhoaGti/fz+1tbU4HA6Ki4t5/fXXeemll4iIiACcboWFcn9ZrVa5OHp7e/nggw/o6+ub81lR21C43B0Oh5yjc2GxWLh9+7b8XlEUEhIS2LVrF6mpqVIZ9MaTtrCMiD5PTExQV1dHfX09Y2NjJCUlkZKSQmhoKBaLhY6ODmpra6mpqZHuUYC0tDSSk5NJT09nzZo1VFZWEhISQlhY2IKUXhP9EPOps7OTU6dOERoayle+8hUKCgoYHx9nZmaGuLg4SktLycnJcUksESEnRqPRKxRBsSEGBgaiqiqtra18/PHHXLp0iYmJCekZWLJkCStWrCA6OhpVVTGbzQQHB3vdXHtUtMpsZ2cnx44d486dO4SGhjI5OYmfnx/Lly+nuLiY7du389JLLzE2NkZNTQ0tLS3Mzs5y6dIlsrKyXA6qnlBmxZhMTU0xOTnJ1NQU8IWXJzMzU1rmHgYhW6anpzl79qxUZMFZLSYmJsYlbM/b54QokycoKyujsrJSrmtvSuDTIvJ3jEajizW2p6eHjo4Oent7GRgY4M6dO7S0tHDt2jXGx8dxOBxyLsTFxTE+Pk5QUBAVFRUybtrb9g2RVyL6LA7OQgcSBiqtTjQ7O0t7eztDQ0P09/dz4cIFrl69ytTUFCEhIdhsNnJyckhLS+OVV15h3bp1mEwml9jv+fDUpLdQ9hwOB62trezZs4fq6mqsVqvsyOzsLHFxcURGRrq8TgxkV1cXx44dk4psZGQko6OjgDNm9dKlSxQXF1NaWupyMliIU42760PEDsbFxT3UKdi9ZJDVagWgvb39vgqXN6FN4FNVlWvXrlFdXU11dTUDAwMYjUa+9rWv8e1vf5uoqChsNtsTr684H7RxTIqiEBgY6GJZFyfm+RwetM+3tLTwm9/8hri4OF599VXAe4vXazeHiYkJPv30U/7pn/6Jc+fOMTMzQ1RUFFFRUQQGBjIzM8Po6CgjIyPMzs7i5+fHkiVLqKiooLy8nOXLl5OVlUV8fLyMifIUo6OjqKpKeXk53/nOd8jPz5fKquiz+7r0trhCsU78/f2xWq28//77/OIXv3A5OC1ZsoT169fLA+9issgKxDyampqipqaGTz75hJ6eHtnP8PBwtm3bxssvv0xpaSkhISEYDAaqqqq4evUqDQ0NzM7OMjs7+8D494VAm7UeGBgoQ18CAwPJzMykqKjIJWb7fnuH8PiIz6ClpYWjR48yODgon4mJieG5556Tnk7A4/XYvwyhCFqtVoKDgykrK6OkpEQaqLxVmXWXJ3a7nWvXrnHgwAH2799Pc3OzlJsiQU9bIlBVVbq7u9m/fz+BgYFERkZSXFwM4HXhQkJR1Y7DXHNK5EzYbDbq6+vZs2cP586dk168vr4+bDYbO3fu5Lvf/S7x8fEoikJ+fj7BwcGP1canIgG18as9PT1UV1dz/Phx6RoSH0JoaCirV6+WQhm+SApSFIWJiQkXd5JQElVVlTGQPT09rFixAoPB8FCJV08KEZ8m6Onpobm5mdDQ0HmdrkR7xSS/desWvb290uIsLIRz3cPuScQNNsIa1NHRwenTp+ns7ARg06ZNbNy4kejoaMB5SnvcyTpftMIgJSWFV155hSNHjkilTMTuik1CxPhmZGSQn59PSkoKAQEBWK1W+W94eJgrV67Q3NzM7OysTP6y2+33hL4s5Hx8WMxmM4GBgRgMBoaHh/n1r3/Ne++9x6VLl6QF6/bt2y7KE0BWVhbl5eXk5uaybNkyCgsLSUlJuW+VAovFIuXA03JxigQpcMoc0eaYmBhZI3YuZVUojN60ngTC6iH+Lzw1An9/f1auXMm2bdtk+SlgTs+UKH9zP7eldm4KuSr+vqeyr4XlVHj0Tpw4wf79++np6QG+sGaGhISQlJREbm6utLSbTCa2bt0qFYdLly5x8eJF6uvrycjIICIiwiN9Ep+z0WiUcdDi+6SkJFJTU2UfHhTi4i5Purq6aGpqYnJyUv4sKiqKZcuWyVjwhTLuPCmCgoKIiIggNDR0XnWFFxJtAp6fnx9jY2PU19dTX19Pa2urnHfCQCXw8/OTB//JyUkGBwe5c+cOHR0dVFdXU1RUxNKlS706xMJ9HESYmdlspqOjg/Pnz8swmqamJmpra5mZmSEtLY0VK1bw4osvEhkZSWFhIStWrCA1NRWTyeTS30ft+1NRZrWnx7a2NpmQIRQysfiysrKoqKggOTlZvlarAEZFRREWFiZ/Nzs7KxdzQEAAMTExREZGyufna1l7HNwFy/DwMP39/czMzEhlVusqe9D7aE+eIoZzamqKsLAwF+HnTQjBDDA4OEhTUxPNzc0ArF27lm9/+9sUFhbK5z1RM1CrzKanp/Od73yHnJwcmpubsdvtLvE5qqoyOztLaGgoy5Yto6qqitzcXAICAqTbQ1EUrl27xttvv017eztTU1NSWfD395exzwJviL10R8SF2u12qqur+eUvf0lLS4vsg7AIBAcHYzKZCA0NJS8vj+eff55169aRlZVFTEyMS01hrXAX/wICAhYk9Eesm7GxMcbGxmTc7+3bt4mJiWFmZuYeV5h4jftFCnBvOTJvw2g0UlBQQEVFBYGBgQ+saf0krthe6BKB2mQls9nMhQsXuHz5sjwUicPi9PQ0U1NTmM1mHA6HDCnKzc1lw4YNHDx4kIaGBhoaGvj444+JjY1ly5Yt8kC9kOEGYv6ZzWZmZmZc5lhoaCihoaHzHier1UpfXx+dnZ0u1RwURZFrV1sC09sRn4mfnx8RERGEh4d7pUKnPRxYLBb6+vo4e/Ys+/bt48CBA/LgGRAQQGhoKNHR0aSnpxMcHExISAj5+flkZWUxODjIpUuXOHv2LB0dHVy/fp3Lly/T0dHBkiVLvK7vDoeD6elpZmdnMRqNWCwWurq66O3tZXZ2lsHBQerq6jh48CDd3d3ydUFBQVRVVcm44IqKCqKiopienqa/v5/JyUmXknSPsyafijKrDWy/du0aHR0dMlHD399fxiJmZGRQXl7uklGstUyEhoa6xP5oF3xERATr1q2jtLRUhjMstEtXKyTmsvQ8ihBxvwrU/T08LZzmCuVoaGigtraWnp4eAgMDWbduHVu3biU2Nla67z3hMtG2MTQ0VF7YMDo6isPhkPNJhEoIxSAyMpKoqCiX+B1BdHQ0JpPJpdKB2Hzdx9+bMohF9rCweP3mN7/hl7/8JdeuXQOc/RBWr7S0NCorKykuLqawsJDs7GwSEhKIioqac9PVHuoetn70k0Yb8qNVvkQ7tHU4xXhr2ypkiDYezBtd9waDQYaAwMOHspjNZqxWq8vBX/RbeBaEq14gPBb3C9F42rjXJNeOhzh0GY3Ge8r4BAcHExkZSVhYGBMTE5w6dYq0tDTKysqkMmuz2Z76XqE9BM/OztLV1UVfX5+cq9qreeeLzWbjzp07dHZ2usQEh4aGEhYW5hJ25224j6XWmxUYGEh+fr6s7CByLLxBjmorMIh45U8//ZTTp0/T1dXl4kEpKSmhsLCQ0tJSSktLiY2NlaUCReLpmTNnZE6CqqoMDAxw69YtUlNTPV7dQPt37Xa7zEe4cOECMzMzGI1GBgYG6OrqYmpqiomJCfr6+lzmYlFREdu3b6eqqoqlS5eSnp4uc2eCg4NJSEj40rCF+fBEpbVWoRwbG+P06dOcPn2akZERwPmhaJWahIQEli5dKgWMv78/YWFhmM1mhoaGOHPmjMsE0S76gIAA0tPTpeVWm+zjCeYqvP8wgsRdCbZYLExPT0vFYmhoiOnpacLCwqQV2tMTXFEURkdH6e7uxmq10tXVJRODNm7cyLZt26T7OSAgYN714p4WJpOJ5ORkF0/AlyHGZnJyktbWVo4cOUJtbS1ms9lFAYqNjWXlypUuNYK9qTyXWHfj4+McPHiQt956i9OnTwNf9DEjI4MVK1ZQVlbGypUrKS4uJj09Xb6HUPgFon6iJ/ooPltR6q2jo4Oenh5UVXVxW4nvH8VKrC23s5DrTSs33GWK0Wh8oPVfKHZ2u52pqSmp8Ny6dUsmHolwArEuhaxJT0+X5dSCg4OJjo5e8EOoti/C+xYVFUV3dzcTExP4+flhMpmorKykqKiI+Pj4e0rJGY1GGQ5z7tw5BgYGaGxslP0HFkQmaSuajI6Ocv78ea5evSrH12azMTExgdlsfqi9Qut5tNlsmM1mqTxER0ezYsUKXnjhBZcqHd6gBM6F0WjEZrNx48YNGhsb5XiUlJSQl5cnn/OmklxijlksFmpqavjXf/1XPv/8c6mjCEW8vLxc7gXakA93iouLSU5OJiwsjNnZWUZHRxkbG3MJjfJU7KywkiqKszRgfX09H3zwASdOnHAJ/RQEBgbKxOGEhARSUlIoLy9nzZo1pKWluVSoElWG3L21j7uPPFFlVrt4b9++zeeff86xY8dcOq9dtEJgarFarZw/f56DBw9y6NAhent75e+0Wr/D4ZDxGuD5RfskT8BCaA0ODnL06FE6OztZu3Ytq1evBr44IS50n0XSAsC1a9f4+c9/TkhICMnJyQQHB5Ofn8+3vvUtNm3aBNwbQuGrTE5OUldXx549e/jkk09kXHBERARjY2OAMyP5a1/7GmVlZYDrKd6TiJhgYQk5ePAgP//5z6mrq5PP+Pn5UVRUxBtvvMHu3buJiYnBYDDMeaWrt1grtbJmamqKxsZGaWUWccxCGdUeKkRstOjb7Owsw8PDMjE1JiZG/g2tFdNTzOWZeZCsESEk3d3dsibr5cuXuX37NmazGYvFgp+fn0u8vyg3l5mZKRP68vPzWbVqlYtisRC4901YnkUIjL+/P8899xzf/OY3Wb169ZyHlJiYGCoqKmhra+Ps2bOAc45oFaOFsFhq/56oad3R0XGPF8Hd6v2g+ab9nXDPgtMw9N3vfpedO3cSERHhoox4E1oP0eDgIAcOHODgwYPYbDY557SVHbxFhoo9zGazUVtby7vvvstHH30kE9KNRiPl5eX8/u//Plu2bCEhIWHOGxO1+URTU1PytlCbzUZ/fz8dHR2MjIzImH9PoQ2RtNls9Pb20tfXJ68nt9lsWK1WwsLCWLZsGcXFxRQXF8vwPGHocE8Kfpo1vJ+4MisGb2Jigvr6ehk/oS2WL5ienmZkZITIyEhu3LjB1atXZSZqQ0ODvMVHKHdCsDkcDuLj4100+4VetO5/LzY2Vip1ggcpceJ3k5OTslwHOBOVCgoKCAoKoqamhg8++EAudIHYpBe6z9qxGxsbo7a2lt7eXiorK0lKSmL79u1s3rwZRVGYmZmR5YK0F2B4ymUp/r426cvPz89lMxwYGGBmZobg4GD6+vqor6+XSkBzczMnT550OVxpPw9Rp1TcfqWdm0KB8IQiqM2AdjgcNDY28v+39+bRUV5nuu/vK5WmKg1VaBYakYRGQAIEEohJTLZxG7BJ7PbQsdOOOznLyelzOn/ce865t7vvuWfdzrq3e/XprO4+OeluO9dx4sR2nBtszGAbM1gI0ITQBGhCCDSXBjSUxu/+UdqbrwpBcCxVlcrfsxar7Jq0d+3p3e/7vM974cIFGSoKCQlh06ZNfPOb3+TAgQPSqyMui2L9iQIE3nY4aqE1PkUSRVBQkOx3eXk5DQ0NzMzMyLBfZ2cng4ODKIpCaGgoycnJrF27lg0bNrBq1SqPe9Zdja6hoSGnsCw4+qs12GdmZjh//jy//vWvqayspLe3d8HvNpvN0nAYGhqivr6eGzduEBsbS1paGtXV1axfv56cnBxWrVrllipp2vnV19dHQ0MDt27dcgrJb9u2jcOHDztF4rRGQ0hICElJSQteTNwJrdFqNBqZnJx0imwIT542miNkAcXnReRDnIHCU+ca5fTz8yM9PV2OkdBr9zZoL/mzs7NcuHCBq1evAhAfH094eLjT7+bp9adtw/j4OOXl5bz55pscPXpUGrLJyck89thjHDhwgKKiIidDdHp6WkYEBKUnPDwcg8FAd3c3nZ2djI6OMjc3x+3btzl16hQhISHs3r2b1NRUj0k8ann4U1NTxMXFsWHDBuLj44mOjiYuLo65uTlMJhM5OTlkZGQQFxcnS9VrIc5JMY/F9y52nxb1dNUuHqGzpn1tenrayQBoa2vj1KlTJCcnU1tby9GjR7l8+bL0uLreVu12O4qikJCQwObNm520LD3BDdIuNLPZjMVicVJjWAjaBIeZmRm6urq4deuW5BELT3VFRQVvv/02NTU1lJaWOmUue8oYFJ6AgYEBWlpamJ6eZmJiggsXLvD6669z5MgRaQwFBQV5nezRg7iQU1NTdHd3U11djc1mIyQkhOrqat5++206Ojqk5ufk5KRcjK5qFv39/Rw7doympibMZjPr16+XQu2eVKIQ/Z2cnKSyspIbN27I9WWxWCgpKeE73/kOjz/+OOCc6e9t46eF9vcMCgpi1apVJCQk0NTUJKuVjY+P09nZSUNDA8eOHePEiRN0dHTg7+9PZGSkVKcQRoMoE7tmzRp27drF7t27Wb9+vTSKPHGBdP17Vqv196qCXLt2jePHj3P+/HkZFQsODmb16tVEREQQEBCA1WolKSkJq9UqPbk1NTXU19fT0dFBR0cHVVVVfPLJJ5SUlPDcc8+xY8cOYGn3Wu13DwwM0NjYSE9PjxxvPz8/kpKSpCE7Ojrq5MnT8ms9bcxpx07s74GBgdJLHBQUxI4dOygqKpLv0V6uXdsvvq+np4eamhoZiRDvdb3keDv6+vqcdKtDQ0Nl0rM3QMt5VlWVlpYWTp48yUcffeRkyO7bt48f/OAHskiF3W6Xidv+/v5O0qPiOycmJmhubqa9vV2eI729vZw7d46IiAjS0tJISUlxUhlx53wW621gYICuri5JoxsYGGDt2rVs2bJFSsxZrdb7kmrhHgXqQe1e7L10UYxZkTTh7+/P3Nwc1dXVnD171inLUhix2ptpfX09//zP/0xoaCj9/f20trY6UQnEQIrvFeGwDRs2sHfvXidZIE9KroBj0G/dukVCQoLT5HV9vzDITSYTExMTtLW1OfW7s7OTN954Q5bLLSgo4PDhw+Tl5cnvcXfoRdymhcD+L3/5S371q19hs9kAx426oKCA3NxcKeCuDYGBe8oNf1lMT0/T0tJCVVUVly9f5sqVK9hsNlmNraOjA0COmdlsJiAgwEnCSBiKAwMDvPvuu4Aj5Hfw4EFZQEG7OYvEE3cYRUI6DBzVsX7yk59w+vRp6ZEtKSnh5ZdfZs+ePfIzDxoj4dH2lGSTK7TGrL+/P1FRUURERGA0GqVUjsgwbm5ulkbPzp07iYmJwWw2YzabJT90fHyclpYWOjo66O3t5Wc/+xlnzpzhhRde4JlnniEmJsYjF0jteCQmJlJYWEhGRoZ8TuyRIqmtvr6e3/72t1y8eFEashaLhYKCAp599lnWr18vDxhR6c1oNDIxMcHly5f53e9+x9mzZ+nq6pIKEZ2dnaSlpbnFmNViZmZGKt+4HpICD6IOeEPik3bsWlpa6OrqcqLGBQQEOJWwfRivW8gzAly+fJmf/OQnnD9/Hrh3mdMq/3hrBEXrELl06ZLMpwGHfvKWLVvkBcvTGt3a5ENVVbHZbE7c85SUFF588UWOHDkiDVnBCRWleV33U4PBwMDAABcuXODkyZNODj9AFhJIS0tzSgL3hDNkaGiIxsZGWlpapPpPZmYmubm50ummnXOAdFiKSKQ7HW+LZsxqbzDt7e1OHiDAyaMlOidKumkhFrTIPtZ+Fhyeyy1btrB582aCg4M9dsC6ctfsdjuTk5NOk1dkxwsIg0jAz8+Pnp4ebt++7XQ7+/jjjwFHJZQ/+ZM/YdeuXTKzXpuF7y4IQ1TI5Xz22WdyI83KymLPnj3k5OTIcTIYDPT39zM1NcXw8DC3b99maGgIi8VCeno6CQkJGI1Gj9QM1/KfJicnaW5u5vjx45w6deq+KnOC2zU1NSWrtmiTSLTo7++X4uVNTU3Mzs4yMDDAqlWrSE5Olp5Dd4WNXDO829raOH78uKyitHPnTl599VWeeOIJAEl1Ecag0Nw1mUySKqJdY55ObhO/nWiHxWKR1IHq6mq5DzU1NWGxWNi0aROlpaUUFxcTExODwWDAarU6hcVu3rzJtWvXuHjxIkePHqW6uloaEc8++6wM4S41H9pVJUVA8NO1B4iWEzw7O0tlZaVToRlweI9KS0s5cOAACQkJD/y7sbGxWCwWIiIiuHTpErdu3ZJr986dO05/c6kg9hkRLXEVmRecZ+37BbQJUgtxjd0FV/WF3t5empub6ejoYGRkRLYtJiZGcu5HRkYkPUnQRsSlQ1yiwVGu9vz583z00UeoqkpAQABZWVnk5eU5Re+8zZjVSrzNzc3R2NhIdXW17L/VamXdunUkJiYC9y7i3nBxFhB0MavVSnd3t7RF1q1bByCdONo9fnR0FLvdTnd3N729vYyPj3P79m3OnDnD+fPnGRkZISAgQHruCwoK2LNnj7zkCG+9O8ZTeyaNj49z7do1zp8/T3d3N1lZWWRlZREWFoafn5+kqYn1KTiynvSqL4pVpDU2FUUhIiKC6OjoBxpdD9tYpqenZQEE7QYmOEJ5eXlOFVPcIbHyKAgICMBkMn2p0Gxvby937txhZGRE3nyEhzY7O5sf/vCHPP3003KCeCpz3FWvUFu6Nysrix07drBy5Ur53J07dzh+/DgVFRV0dXXJWuoRERHs37+fw4cPs2rVKo97agUvdGhoSIaNxGGqLZTwh+DKlSs0NTURGBhIWloajz/+OM899xwp8wVCtBeEpYA2vKOqKoODg3LDNJvNbNy4UVabaW1tpampSWr/VVRUMDIywurVq8nLyyMnJ4f09HTCwsKc/oanZeLgHm0nOjpaFrq4ffs2NTU1REdH88ILL7B//34KCgqIi4t7aOnr5ORkVq5cyfr169myZQtvvfUW77//Pj/96U/JyMhg9+7dwNJnWGv3R+386+3tpaamxsmTLvjz4nOuhWbAIZGze/dupzW6EIKDg9m+fTsBAQH4+fnJNQEP9xouBlxlqhoaGjh//rzk+4qKaK7wBg/s78PY2BjDw8Ny3xTJdtHR0ZSXl9PR0SH3Gj8/P6e+Wq1WsrKyWLVqFWNjY5w5c4bq6mon6S2z2UxUVJTXhOcXgnavEIa+yKsICgpi//79TsmG3lq1TLve5ubmuHXrFj09PYSFhTE6OsrMzIy8bLa0tHDp0iUaGhq4ceOGLIZ09+5dhoaGGB8flxc3cEReSkpKnBRk3AntGE1NTXH79m0qKysZGxujqKiIDRs2SENWzD1tsSpPnweLYk1ovWsGg4Hs7GzWr1/PmTNnGBoakgaeNulGHLZi0gpOosiSg3vudeG1DA0NJTEx0Ylg7c4fz5XDq60d3dzczIkTJzAajRQUFEj+rPiM0AXs6urCZrMxMDAgK2SMjIxgMBgkJ7OwsJBvf/vbHDx4UHpkhU6vJ6AdXyFJJRAUFERsbCxRUVFMTExQV1fH2bNn+eKLL2hoaKCjo8OJyyU4iq+88oo8XF25YksJ11Ck3W7HZrPJKIKWB2uxWKSESEZGBvHx8XIshByQ+Hxvby9DQ0PYbDZGRkacjArh3QoJCeGZZ54hLi7OLZu18BDcuXNHlhgWz9+8eZMPPviAqakp6uvraW9vx26309/fz40bNwCH0ZuXl0d2djaZmZnk5eWRm5tLcnKyVyRmwL01GRAQQElJCa+//jrt7e2YzWbS09MpLi4mPz/f6TNiDszOzspCLIqiEBgYiNFoJDIykt27dxMYGMiVK1eoqqripz/9KVarlfXr10tB+qXisWnnhfb7bTYb9fX1Tl5SrZdY9CEs1yVuuwAAIABJREFULAyTySTndHR0NElJSUxPTzM6OiqlysQerK3mFxQUxMqVK+9TmVlqQ0krgwYOWsxnn31GT08PwcHBMufCYrH8Xs6wGBvtWveU5rNwxizkdOnq6uLTTz+9zxkkLtOzs7OEhoaSmppKamoqExMTXLp0iWvXrmEymSQFw8/PD5PJdJ+X2pvgmvgTERGByWRibGyM7OxsXnjhBfLz8yVn313nwZeByMwX1IjBwUFOnDhBS0uLjPYYjUapZFBXV8e5c+eor6+/j04gIOhB/v7+pKSkkJ6e7kTRc+c+q5UzDA8PJzExkcDAQCoqKjh58iQZGRls2LDB7ZU8HxWL5pmFextrTEwMSUlJcpPVSjoJY0BAO1jaLH2tt0HroZ2cnHS7xMpCbQ0ODiYzM5OmpiaGh4e5ePEijY2NdHV18Ud/9EdkZ2fLZDB/f3/J4ysvL6euro5bt24xNDQkZYLEd/v7+7N3714OHTqEyWSSIURPJuOIg89ut1NbW+tEDRHawAaDQSocXLlyBYvFws6dO2lvb+fixYvSy1NXVwfAxo0bpTErxKTdDeEhWOhvR0dHs2PHDiIjI4mJieHJJ59kw4YNgCMkGBgYSGBgIKOjozQ0NFBdXU19fT21tbVcu3aN3t5epzlcW1vLsWPHWLlyJaWlpVI8einC9YJKYTA4qu1VVlY6jcHQ0BC/+c1veO+992RlF6H9FxoaSmxsLFNTU0xMTFBdXc2lS5cIDAwkPz+fI0eOcPDgQdLT02XfxG/pCWgP8HXr1kneNtyTgXGFaOtCyYDCOybkyg4cOEB9fT2/+tWvSJmXrhIame5IynDVQxVKHK59gXsltl2z5icmJhgdHSUuLk5mUms/5yohZLfbpZIFOCTotHSMpRhrYYAKiFKtIlHKbDYTGRnJ5s2bncLpC0V3hOHk+tt4yosrzi/tudfd3S0l/h6UJKOlkGg1P/38/OS8EN+rpeWJ570NWp1ykWcwMzNDamoqpaWlMqFI8E09DddLRkxMDCkpKURERMjE7f7+fo4ePSrXVEBAACtWrCAoKIiBgQH6+voe+P2i4IcYt5iYGJKTkz2q0iTmUUBAgCyY8/bbb/PGG28wNDTEX/7lX0pahTur6D0KFjXO67rJCs+UuImZzeb7PHUPC9m5HpR2u52RkRGnJDF3Llrthh8REcHBgwcZHBzk6NGjgMPIKS8vp7+/n9jYWCdlg4mJCW7evElLS8t9Ujmiyg44kqlyc3OlKsD4+LhTtq47IS4XYsKWlZXx7rvv0t7eDjg8l6mpqTIsEhQUREFBAYmJiVitVuLj42loaEBVVc6dOyc9odeuXaOsrIwNGza4PTzmWngjMzOTZ599VnoFhARccnIymzZtYsWKFZjNZif5HG24XUhbCZHozs5OysrKeO+992htbXWijthsNslHFViK+av1AtlsNo4dO8aZM2fk3x0dHZVenejoaLKzs0lPTycmJoaYmBiio6NRFIWbN29SUVHBuXPnsNlslJeXS7H9vXv3snr1ao+UKX4QRBKqK4TnURsJEu93heBkmkwmQkND2bt3LxcvXuSTTz6htraWgYEBYmNj3ZLRLzh3rtC221UpY3R0lJ6eHieqQVNTE5cvX5b6j+CcHKj9vNivhP5uUFAQBw8eZNOmTQv+/cWE9je9e/eu9CwHBASQmJjIzp07eeKJJ5zKZGv3DmGwCs+edi54SnxfURSCg4OlRBzc8xJrx/lh7RPJz9r/136/3W7n7t27XlOcZiFoE7pUVaWqqoqzZ88CSC+tgLcY4lpPpaIoJCYmsm/fPoaGhvjtb3/LzZs378uhEDaKFqmpqeTm5hIbG8vs7Cx9fX00NzdLepvYr0XFMJPJ5LFcIG2y2dTUFMHBwZLT+8EHHxAYGEhubi7R0dEUFRVJqpqncyhgkY1Z7SZnMplIT0+nu7ublJQUHn/8caKjo2loaKCurk4OoGt4aXh4mIGBAafSi2JyWywWkpKSnIwJd/6AYmKJ8M+ePXvo6enhxo0bNDY2oigKbW1tTnIjC0FsboqiSJkWsUFFRkY6GQieDLeIdol+X79+nbNnz9LT00NoaCiFhYVs3LhR8pfDwsLYvn2703eYzWbeeecdpwuMqBDX09PDihUr7tOhXUpo50tgYCDZ2dkkJydLiofwbolMdwGtRrJroom/vz8rV65k5cqVbNiwgaysLMbHx3nvvfdkIo6iKAwPD9Pa2sro6Kj0dC21d0+0Lzg4WHKdwsPDycrKIj09nZSUFPLz81m7di3R0dFOh8r4+DiVlZXk5ORw7Ngxrly5QnV1NYGBgZhMJqe56g23dBG90SabCP3fR4XWIyS0OwsLC7lw4QJDQ0PcvHmT2NjYJeurqzfIVTxd0EKuXbsmvePaJKmYmBhSU1MZHh6WBs61a9c4ffq0rE4k+iYgtISF9y8gIEAaUDExMRQVFd2noLAU0BoxWuMNHHtLUVERJSUl8ndw1W4Wv93s7Czj4+NOCcju5GBqzy1FUQgLC2PVqlXk5OQwODjI9PS01Is1m83SIBf99/PzIywsDKvVSkhICLOzs5LCJLyZ4h84eLXR0dH3VYbzVvT29vLFF19IDXrBwxRnoqeNIleIcQwKCqKoqIjg4GAsFgsnTpzg5s2bTtESYYAajUbCwsJITk6W+2tycjJzc3PU1NTwwQcf0N/fL8dQrE2h0CQiRO6G1sYZGhoiKiqK/fv3U1FRgb+/P42NjVy6dAmLxcLY2Jh0gHjDfFtUY1Y7CVevXs2f/umf8uyzz5Kbm0tqaiqqqko+oVbbcWpqipCQEPz8/Dh9+jRvvfUWdXV1clKITSk7O5v9+/c7yZl4MokoNDSU0tJS+vv7eeedd6ivr/+9n0lMTCQzM5OsrCzsdjufffYZra2tgMO4ctVn9ZZbKtwTfQbHbXrjxo3yQBWvu2J6etopkQQc4ZS1a9eSm5srQ2fuytjUQmxQjxLS0vbd9TtckZ6ezquvvkpoaChvvvmmrJzS1NTE0aNHeeyxx2Qi2FJkxmsPtbi4OF577TUiIyP59NNPMZlMbN26lY0bN5KYmMiKFSsIDw9f0MNqMpnYtm2b5FAqiiL1LW/cuOHkNXS3DuJC0CYiCPyh7RLGeVhYGJGRkfj7+zM0NERPT49T9bHFhqA4gGNv27t3L52dnZSXl0tv5dGjR7HZbDzzzDMUFRXJi5HRaGTnzp0EBwdz+vRpLly4QGtrKyMjI5SVlWEwGGhpaWHz5s0ya3xubk4WoxG/U29vL729vfJSIAxjVx6tuyDa+DDPo/YyNTExQWtrqwzjg2MdaNeFOwwmYQSFhISwefNm7t69i9VqpaysjO7ublavXs1TTz1FdnY24+PjTE5OyuQ7k8kk8y7EOdnW1saHH37opAIQGhrKli1bKCkpcXLyeDq51hVijxsdHaWiokKeeXC/c8CbzjxwnisGg4GcnByio6M5cOAAbW1ttLe3MzAwQEBAAPHx8VKeU1DRrFYroaGhmM1mZmdnGRwcZHJyUqrfrFmzhoMHD5KdnS3/jqf3UoPBQGRkJNu2bSMqKordu3fLi+Lly5epq6vjwoULpKamsnfvXnl+eFKCc8mM2eTkZA4dOvRAzdUHwWq10tjYSGdnp5OMCUBCQgLr16+XOnSeusVpJ1p6ejrf/OY3MRgMnDhxgrt3795nGBiNRkmoXrFiBampqaxfv17ySQUyMjIoLCwkPj5ePufpW6r29w8JCZGZmoqi3CdwLcLpExMTGI1GQkJCGBgYcNIStFgsMktemxznKQ+0NjwyOTkpE2EAyRs0Go34+/sv2EZtgofgr4WFhbFu3TpGRkb46KOP6OrqkjdwUWVM+/cXG+J3FaHkNWvWEB4eLvlYmzdvvi9jdmZmxsnzPDk5ib+/v9Sw3Lx5M/X19bS0tEjR9p6eHrkBu1Yk8gQWU+1D/IZCakcYS+LSrfWGLibEQSBk0p588knGxsZoamri7t27GI1GOjo6uHXrltxrHnvsMQDpSX388cdJSkoiKiqKY8eOcfXqVZqamrh58yZVVVXs3r2bJ598kuLiYum1187Dvr4+rl27xujoKEFBQfT19TmFTt1tbAQGBmKxWFCUe5XOHqZfabPZaGpqorm5WRof27dvd7ux53p2iQp7mZmZ3Llzh/T0dJlfMTExgd1ul5d6o9FIcHCw9NCJhKKqqirKysqYmprCYrFQXFzMrl27ZAEhdybTPgpcEyXb29spKyujs7MTcPCxk5KSZJtduc7eBLHXBwYGykhcYWEhHR0d9Pf3S2P2YZe+trY2mpqa6Orqks9t3LiRQ4cOSc/tg+hS7oS4hGVmZhIfH8/w8DAhISEYDAaysrL4xS9+QXt7O5WVlRQWFjpF6HzCmHWdhF/WkBXfERMTQ3h4uOSTCIyMjNDT00NiYqLHBxvuqTOkp6fzrW99i9LSUul1FotSvGfFihUkJSXJjOOQkBCsVqtTycXExETy8/OdQouevqG5ygQJg2diYoJbt25hs9lkpSstJ0q0OyAgwMnzmZSUxPr1653mhqfG0tWL19HRwdDQEFlZWdJQ1+r6asdVfN6VByeMqenpabq7u52SPoTeqXbMl3Lhaw+1xMREvvnNbzqpcGjhKnCt9dQJyo8w5ABqamqcNmRPcRKXCtqk1vHxcebm5oiKipJzXYQWl8pwEOolgs6TlZUly7oGBwczMTHB+fPnycvLY8eOHTIDenJykrCwMDZv3ozJZMJgMDA9PU1jYyMTExNUVVVx48YNuru7MRqNbNmyBbh3ae7t7aWqqorKykrAMWcTExNlwqL2t1lKaNeF1WqloKCA9PR02U7XS4vrPtXT0yOrvW3bto09e/Y47TnuNmYBoqKipNaxuMCbzWZJhdH+xgJivY2Pj9PR0UFPT4+MiGRkZFBaWupEAfH0eeEKYQCKdvX393P16lVaW1uxWCw8+eSTbN26Vf5Wnqpu+Sh4UKJeYmIi8fHxD03kE32qrq7m+PHjkn4WGxtLbm4uOTk5GI1GmeDnTeMYEhJCUFCQPKdjY2MJCQmhv7+ftrY2J36+J73qS7KiXTcWcbsUWZhaD5BIKBHesPb2djo6OuQPpA0tXb9+ndOnTxMTEyNvop50a2sPfnFTg3vakCI8JG7arrBarWzatImqqipGRkZobm7m6tWrFBYWygSwpQxpfllos6RnZma4ffs2165dIy0tjRUrVsjJrjWWXMO8sbGx5Ofnu/1geRDEGPb29kpeaElJCYcOHZLVoRaC2KBE37R97Ovr43e/+x3vv/8+PT098u+sWrWKoqIiJ2N2qfmyWlk3bV+EJ1k7N8XlS/CGxfN2u52rV69SV1cn16OrFJA3QXiZ/5CSpmJ/EkZgfX09V65cYXx8nOjoaMlpc5V+Wmxof9uMjAy+853vMDk5ydmzZ6U25+joKGVlZXzyySfs3buXoKAgJ++jUF5YuXIlZWVlNDQ00NbWxuDgIKdOnWJ4eJhdu3axdetWEhISGBwc5MMPP+SNN95gbm6O8PBwDh8+zPbt22W/l7LProltAkIS7WG83bGxMcLCwlAURcqS3b17l8DAQFJSUmRFJU9QmrSJaSL0rIWgeQiZJtFOVVUJDAxkenqaEydO8NZbb1FTUyM/ZzabiY6OdpJy8kZD0DWxr6WlhampKaKjo9m/fz9bt26VEpzeUIb4YRC/r1CQ8PPzk5J+4Ng/RMKp0AsWjgBw2DeXL19mZGSE2NhYdu7cyZo1a+Sl2JuMeXE+CH62ON+7urqoqKigqamJxMREp0ijJ7Ekp5F2MAICApy8Fwt54UQ1CXAkgFVXV2Oz2fD395ecSnDodVZUVDiFVTzp1naFGHxtH10X5tTUlOwXOGgK69at4/Lly9y4cYMLFy5w4MABGb7VTiJPw2g0yo14amqKO3fuSC7e1q1bJZdZeHB7enq4dOmSE2c2ISGBvLw8YmJiPC7rJLys09PTNDU18cknn3D8+HGuXLmCwWDg4MGDWK1WmbDhuuEI5QO455kdHBzk9OnTvPnmm7JKGjjmRnR0NJmZmU4Gx1Jv3FpZN+3v/aA1I34TMc6zs7PU1dXxxRdfcPHiRSYmJoiOjmbfvn1yDYJ3cfQWktx6VIj9RBgXNTU1fP7551KcXozXUnP7tBcJk8nEN77xDQYGBqiqqmJ0dFQmul29epU33niDvr4+aZRqQ9VZWVnEx8eTlZXFuXPnaG9vZ2RkhKamJk6ePEl5eTm7d+9mw4YN3Lx5k3fffZfu7m7i4uL41re+xfPPP09ubq5TZrc74KoHLfTHRbREGH5i7zCZTPK/Ozo6pOfLaDRiMpmkweeJCIJr6FwrMO96XmgdJOLiKCgGH3/8MXa7XTpJRP7JUqujfBW4KjXY7XZJO4uOjiYvL0/uq9qSvd4OV7tGwM/Pz+lyIcqfg0Pv+/bt27L/sbGx7NmzRyoCiM97yxhq56J2DK9fv05FRQXg8Np6i76xV8wcrfd1dHRU8mkedNB7y81FQIRSwLlsr+t7ACe5mcnJSVpaWmhqasJutxMbG8vq1audwk2evKW6cpKtVisJCQl0dnYyOTnJzZs3GR4epqGhgcrKSnbt2kVOTg6Tk5PU1tZy/vx5Kioq6OjowGg0kp6eTkFBgQzVakvhuRvag3BqaoqRkRHJka2qquLXv/41vb29REVFMTY2xvT0NGazmdjYWPLy8ggLC6O2tpbKykrm5uYkj/vOnTtUVFRID4q/v78sDZuRkUFOTg6hoaHy77vT6649WMQ8FYoVImSuzaQfGhriww8/5He/+x2VlZVSkSI3N5enn37aSa7MWy5crnCtLOUK8ZsIg2B2dlYeUgaDge7ubkmn0EYT3MXt0+4jW7du5cUXX+T06dN0dXUxMjLC4OAg586do7+/n7Nnz2K1WklMTGTdunUyuiOMv9WrVxMfH8/k5KQ0emtqanj//fc5e/YsNpuNiYkJSktLee2119i0aRNxcXH3JcC4o69aA62vr4/z588TFRVFYWGhzH4X81cbAv388895++23uXLlCuAIAWt1aT0NLb9eqDG4SkDBPSUZAUVR7vOATU1NOekBLweIcQOHLrSWX+otEcgvC9fLiRaiT319fXz22Wc0NjbK1yIjI1m7di2xsbEyQq11dHkTtGtTXBQtFgulpaUyagOetVc8asyKTVaQh0WGnEgk0kp2AVL7U2zS4B0coYd5ulwhqu+Ao/8NDQ1SWDkvL4+tW7cSGxsr3+/pELx2YaWlpbF//35CQ0Opq6ujubmZvr4+bty4QW1tLW1tbRQWFjI1NUV5eTlnzpyRBlBSUhKHDh1y4vd5ctG6hjTDwsKc9HxPnz7NjRs3CAkJkZ7mkJAQVq1aRWFhIeHh4Vy4cIGysjLm5uaIiIiQ3mqRCS6UEoQm32OPPUZCQoI8hF3bsdjQHohiLF3nk6vG6OjoKBMTE9hsNi5evMi//du/cebMGfmelJQUSktL2bJlC6GhoR5NxNS2W9BZVFWlsrKS/v5+1q5dK5MpRShX0H6EJ11QRbT7SH9/v/R6Xr58mZCQEDZu3EhJSYn8/dxVUUqsFVV1lEB99dVXiYuL4+OPP6atrY3h4WH6+/s5d+4c586dAxxjtHXrVqKjoxkdHZWFWQIDA6VHc2xsjKioKBISEujq6mJoaIjIyEiKi4v57ne/y65duwBkiNHdHFPtfBocHKS2tpbi4mLZDlcqE0BtbS1vv/02P//5z7Hb7aSmpnLo0CHWrFkj3+vp8+JhfEht/7WqFiI5LCwsjJGREdnf8PBwrFar02/h7YaQSCxNT08nJyfnPim85YgHXWy162ZwcJDm5man6n2RkZHyrBe0Jm+F9mIVFhaG2Wzm8OHDHDlyhOjoaEnf8aS94lFjdnJyUm7W3d3d/PjHP+add96Rgzo9Pe3kyk9OTqa4uNgp23+5hCUEtFXOZmdn79NCFNIs3gBXAyU9PZ2wsDDy8vI4efIkR48epbm5GUCG1ysrK6VGnVZbNmVea1gcLN6iSwqOC4YoFiBgt9tlNrRAQEAAra2tXLp0CYPBIMN8iqLQ3d3N9PS0LI8KjrGOjY3l2Wef5aWXXiItLU3yOd3Rdy0/HRyb7sP4gq2trdTU1Egt6KtXr8oCGeAYwxdeeIGnnnpKJil6gzdF9FOUPH377bf59NNPee211/je974nufrC+yGS2xaqENbX1yc9lY2NjXR3d7Nt2zb+/M//nN27d8vwrzvnrriUhIaGsm7dOqlS0dLSQltbG3V1ddJbAg5eXl9fn+QhqqoqqRdi7P39/VmxYgXp6emUlJQQERFBXl4eW7ZscfK4G41Gt4TmXS9EK1eulFGg8fFxxsfHF/RAzs7O0t7ezrlz5/j4448pLy+XtLV9+/bxwgsvsHr1arkmvTWCoIU2gfbu3bucO3eOmpoaxsfH5XvE+MXExHg1Z9Z1XIeGhpiamiI8PJzQ0NBlMR6LAXHeC8qkoihOxSK8hVrwKAgKCiIqKor8/HxpjHuDioZHLUHtJK+urubUqVNSAkZk7LreCCIiImRtdPC+xfv74BqS0B6KgoPpbZnhor0mk4mUlBRiY2NllnNTUxPt7e3U1tbS3d3txI/NysqSclC7du2ShqxrMQZvQGxsLI899hiKonD9+nW6uroYGBiQBvns7Kz0kGjL+QqIS0lYWBhBQUGS4P/EE0/w/PPPS2qFthTlUkFEPFzLlArYbDZp3I2Pj2Oz2WS1r6qqKurr6yXVBxzjmJqaSklJiZQSAvcUufiyMBgMBAcH09HRwb/8y7/g7+/P4cOHnS4qWszOztLZ2cnt27fp6uri4sWLHDt2jOvXr7NixQq2bdvGCy+8wL59+5w+4865q5UcMxqNZGdnY7FYsNlsdHZ20traSldXF729vXR0dNDV1cXExISMbIm9UpS6BUelwS1btlBcXExGRgZRUVGkpKRIrvTExIRMWHLHhcVVVm379u10dHTwy1/+ks7OToaHh7l06RKK4qjENDU1RU9PD/39/XR0dFBRUUFZWRljY2NERkby5JNP8vzzz5OXlwfcr0TizdDujTabjfr6elpbW52MeRFpCAkJ8epiCaIaG0BjYyPXrl1jaGiIsLAw2QdfhfYc7+np4dq1a1JFJDExkdjYWK8eOwFtDkVbWxtXr151yhcB73AqeqQF4rAVRmlTUxPnzp1zKg0nqtJoB3hychK73e6UAOBLEMatt01q1/YEBQVRWFhIfn4+o6OjVFVV8Ytf/IKzZ8/Kgz4iIoLS0lL2799PamoqK1askBq1i6kH+lWgldgKDw/n0KFDbNmyhZqaGi5cuEBzczM2m00mn9y+fZuWlpYHXjbCw8NZt24dsbGxjIyMkJGRIT1DcM8IWuqFL37bsbExRkdHURQFs9ksq0c1NDRITd2enh4aGxtpbGzk9u3bjI+Py3UVEBBAXl4eTzzxBPv372fNmjUyY1z7+3karsbe888/z8jICP/6r//Kj370I1RVZd++fZjNZiwWC3Nzc9y6dUtqINfV1VFeXi5/A1VVycvL48knn+Tpp58mPz8fuLdvedoDYbVaJX9XWwmqs7OTzz//XBacMZlMTsoOiqJI797GjRvZtWsXcXFx0ujVjqfW2+cOaCXtjEYja9eu5fnnn6euro7Ozk5qa2vp7e3lk08+kRJd169f5+bNm/LCabfbCQ4OZu/evbz++uts2LAB8I4o0B8KkVC0UMnv8fFxBgcHsdvtTlXEvGVdavMCJicn6e7upru7WyaxeYMBtJTQXkguXbrE2bNnGRwcxGw2k5aWRkJCglNCqTecia7QltWtrq7mZz/7Ge+//z5TU1N0d3fT0dHhpBPsSXhkNgmOm7aySXNzs/QaADJzNTQ01IlD6+/vv6wNWe2h4efnd19o29u8slpoNQPFv6CgILZt20ZoaCiPP/64NMgDAgJITk4mKyvLaaJ788GiKA6N4+3bt5OSksLAwACjo6PY7XYmJyfp6emhra0Nm83G+Pg4IyMjUqXAarUSFhZGZmYmSUlJTE9PY7FYpDda0A+Wsu9CBkboFf7TP/0Tv/nNbzCZTMTHxzM6Oio5veJWLagSAitWrCAnJ4fVq1eTnp5Oeno6eXl5rF692q1lh78MxCEg5lZeXh4vv/wyd+7c4cyZM/zjP/4j7777LgEBAYSFhTEzM0NPTw82m82paEZAQACFhYWsWbOG4uJiNm/eTMp8pTaRuLOQUeFOiPZq6QLC+56RkYHZbKawsJCAgAACAwOlB16sVxHmjI+Pd1LVAEcfRUU6T61R7f6XkZHB5s2bKSsrY3h4mO7uboaHhxkaGpKXSy3Cw8N59tlnefnll50M2eV2Vmh/+4iICHJyckhKSpJJpYmJiURERGCxWCTfWSQNe1PESyRCi0IDonx2WFgY4eHhssKZ9v2+AO0ZOTw8zKlTp/jss8+kTOPs7CxxcXEkJCR4bf9dpSe7u7v54osvZGEowGmf8IY15hFjVutxVRRH/fGYmBhp9Ah+lzAiwCHjsWbNGpn8tVxpBlrPq8lkorS0VFZ2EVwvb+URaROIxIVEVVWCg4MpLi6muLh4wc9pk4S8ZaPVQptBLPqTmZnp9J6pqSmZGNXf309fXx8DAwMEBQWRkpJCVFQU/v7+WCyWBUvDusMI0hpmqqrS1tZGeXk54PDmCdqOqGYWGBhIeHg4ERERmM1mEhMTyc7OZt26daxZs4a0tDQnZQ3BN10Oay4vL4/XX3+d5ORkvvjiCxoaGqRSgeCq2+12QkNDyc7OpqCggOzsbDIzM0lPTycuLs6pTrm3CJm7JuyJf2Ls4+PjnXIKHgZBdxFj6g191PJ6DQYDW7ZsoaOjg08//ZSOjg4mJiYkj9tgMBAWFib3lR07dvDKK69QVFQE3KuAtxyh3YtycnLIzc3l+PHjTE1NoSgKhYWFZGZmYrVaPd3Uh0LoXIvQen5USHKvAAAOpUlEQVR+vizHfOfOHex2u9wvvdmR82UgdPXBkUvy8ccfU1ZWhtFoZGZmhvj4eHJzc0lPT3c6673JM6uVPB0eHubkyZO8//77sgxxSUkJGzdudIv+9KPCI8asGDSR7VdYWChDZH19fQQGBmI2myUP0WAwcPjwYQ4cOCAF55fDgboQxOSdmZmR+pFjY2MyIz4qKspJ3N5b+6mVeXqYp0570Ho7xAGykMEmdAXDw8NJSEjAbrczNTUleWsPuoBoBdOXGlpZF39/f773ve9RXFxMd3e3TASanJyUFemsVquMfggjPCQkhPDwcMLDw+/jc2v53t4IbXuDgoLYsmULqampPP300wwPD0veJNzrj7+/P1arlaioKOld147lUhdH+EMh2qU1Zr/suGgTFb0lzKkdQ6PRSH5+PpGRkWzatIlf/vKXTsoacXFxZGZmsnr1anJzcykqKpKREHetuaWCtjphTEyMlDRsbGxkYGCAlStXsnv3bmJjY71GynEhuFIF4+PjiYmJoba2loqKCp566il5pvuKMavFnTt3uHLlCoODg7IU7I4dO9i1a5dT1Mfb6IXaRPWuri6OHj3K559/jsFg4LnnnuO5555j69atcq/0hnnnUdLKxMSE5FGmp6czPDwMOLh+BoOB8PBwYmJi2L17N3/8x3/MunXr5I/nTQP/h0AY8iaTiaeeeoq5uTkCAwPJyMhw8iZ4az9dea9Cvkqb3CaquXirp9kV2pCPCM8CTlEEIXLu2ietYS9+B8GPddcYivEQmaVr1qyRh/vMzAwGg4Hx8XEmJyexWCy/dwOanp6W/XAH13exIAyBoKAgUlNTSU1N/VKfn5mZcQrNe6NR9DDdXK3m9UKvA8tiPP39/YmKiiIqKor09HRZxc5ms5GYmEhGRgYpKSlkZmZSUFAgaRNi/i+XfWchuEYv8/Pz+fa3v81nn31GZGQkGzZsIDc3V/bRWyOVQkFFIDk5mWeeeYa0tDSys7OdXvPGdfZlIM6+oKAgVFWlpaVFOujAcUYkJiZSUlIik2jF57wNrprPQ0NDGI1Gjhw5wve//302b94spRC95eLo0d1Mu/AWEujfsWMHL774IkVFRQQGBnrdQv0q0BqsK1eu5OWXXwYciRfLsZ8LlSFcjv0Q0JaXfJR+uBq82ufcjYUOcWG4hISEOOnpPgxGo9GrPbEPwldtrzeE278KHqXty21MQ0ND+cY3vsHjjz8uQ6BC19LVcPV2I/1R4GocpKam8md/9me89NJLC0aDvHU8XRV7MjIy+O53vyv1ZrV7kTckEX0VCBqWyAWqrKzk3LlzUqHJYrGQkpJCUlKS0xz1BkPQFdr5FBkZybZt2ygsLOSVV16Rhrgrf9/T8Oiq1xp0VquV73//+9TX12O1WklKSqKgoIDt27fL92gTxJY7BDl+amqKwMDARzYwvBXLRfbmUfH7DFJt+Nl1QXv6dxB/X2hz+vv7S8NUtFV4nrWhasE9FP+W85gqiiIrez1I7k6b5CAuY96itPGHYrmO14MgStkaDAZMJpMTBUsLkaAXEBCwrMfvQTAajYSGhspIJjgn5C6XcX9QVMsXxmyhXCCr1YrRaJQlwJ944gnS0tLw8/OT/fbGvmsjihERERw5ckRWsQTknupNnHSPGrPaSb1y5Ur+4i/+YsH3aaW8fAla/TZvDRPpWBjeuAG54kEHP3gHx2mpIfYMX9s3vk4QtB4B1xKv4nG5e9MfBVoerbiULkcvtKvW+nLYSx8FYkyEY2DTpk309vYyOjpKWFgYL730Ejt27FgW+5FrsaC1a9cC9+wUb6TweMVKeJhck9BR9NUbN9zzPgBu5Vjq0KFDx3KB0HvW6pdqq7n5MoRIvVCG8aR82leBtjCQKOziK+edNrlUURRCQkLYtWsX0dHR0iBcDoasFq5ec2Gn6MbsAyBc7uPj47IqiNFolBJCy/H2+WXg6n3QoUOHDh3OEJKNX0e4JlItV/hKPx4Gre51TEyMlBOFe4m4y+XypS1mIi4f3grly2TSKYrSB9xcuuYsKZJVVY162Bt8vX/g+31c5v0D3++jPk/x/f6B7/dxmfcPfL+P+jzF9/sn8KWMWR06dOjQoUOHDh06vAnLw9etQ4cOHTp06NChQ8cC0I1ZHTp06NChQ4cOHcsWujGrQ4cOHTp06NChY9lCN2Z16NChQ4cOHTp0LFt4lTGrKMpLiqKo8/9e9XR7Fhu+3D9FUbYpivK+oihdiqJMzj+eVBTlCU+37atAUZQfKYryqaIotxRFmVAUxaYoSrWiKH+pKEqEp9u3GFAUpV0zL13/dXu6fV8Vvt4/LXx1HQIoipKgKMq/KYpyZ75v7Yqi/L2iKFZPt22p4EtnhqIoRxRF+bGiKOcURRmZ79PPPd2uxYTiwLcVRSlXFOWuoijj8+fFDxRFWX7CwAvAW/dTrxHtUxQlEfgxMAos79quC8CX+6coyn8B/ivQD3wIdAGRQAGwEzjmscZ9dfwHoAo4BfQCZqAI+CvgNUVRilRVveW55i0ahoG/X+D5UXc3ZIng6/3z6XWoKEoaUAZEA/8f0ARsAv498JiiKFtVVR3wYBMXHT54ZvwXYB2O/nQCWZ5tzpLgZ8BLOM6KXwFjwB7gvwPbFUX5huobElJet596hTGrOEpnvAEMAL8BfujZFi0ufLl/iqJ8A8cB+gnwtKqqd11e916V5UdDmKqqdtcnFUX5b8B/Av5X4N+5vVWLjyFVVf/K041YQvh0/74G6/CfcBiyP1BV9cfiSUVR/g7HhfO/Ad/1UNsWHT56ZvwHHEZsM7ADOO3Z5iwuFEU5hMOQbQM2qaraP/+8P/Br4BngW8CbnmrjIsLr9lNvoRn8ACgFXsFxk/E1+GT/FEUxAD8CxoHnXQ9QAFVVp93esEXEQobsPH49/5jhrrbo0LEQfH0dKoqyCtgHtAP/6PLyX+LYU19SFMXs5qYtJXzuzFBV9bSqqjd8xDO5EJ6ef/xbYciCXHv/2/z/ft/trfqawOOeWUVRsoG/Af67qqpnFUUp9XSbFhM+3r8tQCrwHjCoKMoBIA+wA5dUVb3gycYtMf5o/rHWo61YPAQqivIikITj8KwFzqqqOuvZZi0afLl/vr4OxZ55UlXVOe0LqqreVRTlCxzGbhHwqbsbt9jw8TPDlxE7/9i6wGviufWKolhUVR1yU5uWCl63n3rUmFUUxQi8BXTgCNn6FHy9f0Dh/GMPDl7pGu2LiqKcBY6oqtrn7oYtNhRF+SEO3lo4sBEowbGA/8aT7VpExOKYq1q0KYryiqqqZzzRoEWGL/fP19dh5vzj9Qe8fgOHMbuaZW7Mfg3ODF+G8MamLvDaKs1/ZwHlS9+cJYXX7aeephn87ziSE15WVXXCw21ZCvh6/6LnH78LBOMguofi8AqdALYD73qmaYuOH+IIaf45DkP2OLBvGRsIWrwB7MaxQZlxGEM/AVKAjxVFWee5pi0KfL1/vr4Ow+cfhx/wunje4oa2LDV8/czwZXw4//gfFUVZIZ6cv6D8teZ9y119wyv3U48Zs4qibMJx8/xbHwiD3Qdf7988hNSIgsPz86mqqqOqqtYDh3GQ/XcoilLssRYuElRVjVVVVcGxgJ/GcdOuVhRlvWdb9tWhqupfq6r6maqqPaqqjquqWqeq6neBv8NhHP2VZ1v41eDr/eNrtA4fAGX+cVlzMb8mZ4Yv4x3gYyANaFAU5X8qivL3QA3wBI4IAsCypjZ5637qEWNWE0q5zj1itM/A1/unweD8Y6uqqle0L8x7FU7M/+8mt7ZqCTG/gD/AEdaMAP5fDzdpKfE/5h+3e7QVSwdf6Z+vr0PheQ1/wOthLu9bdvganRk+i3k+91M4onjdOJQNvo3jMlmCQ5kCHLJdvgiP7qee8syG4OA3ZQN2regujlAuwE/nn1tIy8zb4ev9E7g2//ggMrs4ZIPd0Ba3QlXVm0ADkKsoSqSn27NEEJuuL2WJa+Er/fP1dSj6t/oBrwtFkQdxapcDvi5nhk9DVdUZVVX/VlXVfFVVg1VVDVNV9TEcZ0U+MAHUe7aVSwaP7qeeSgCbBP71Aa+tx8EZOo9jE1uO4RZf75/AWWAGyFAUJUBV1SmX1/PmH9vd2ir3IX7+cVmHjR4CEZZeKDvXF+Ar/fP1dSj0SPcpimLQKhooihIKbMVhJCznpJqvy5nxdcVLQBDws+Usk/d74Nn9VFVVr/qHg2+hAq96ui16/x6pPz+f78//6fL8XmAOh7fI4ul2/oF9ywJiF3jegEOkXQW+8HQ7v2Ifc4EVCzyfjIPjpQL/ydPt1Pv3e/vps+twvh8n5vv3fZfn/27++f/h6TYuYd996syY79PO+T793NNtWeR+hS3wXCFgA+4Cqzzdxq/YP6/dTz2uM6tj2eM/ApuB/6woynbgEo6JfRiHx/I76vLV1HsM+L/npY1acHCeYnBUr1mFgxf1Hc81b1HwDeB/URTlNI7KNXdxJDAcwOFJOAb8P55r3leGr/dPwJfXITiq7JUB/6Aoym6gEUd/d+GgF/xnD7ZNxyNgvkLWofn/FZqsxYqivDn/3/2qqi73SmenFEWZAOpw7DW5OJK/JnFU5lvuUSCv3U91Y1bHV4Kqqr2KomzGUXf7MA7h8rvAR8D/parqcg79fQL8TxxhzHU4pH/GcByebwH/oKqqzXPNWxScxqHjWYAjTGTG4cU7j6OPb6nzV+9lCl/vH+Dz6xBVVVsURdkI/B84LplPAF3APwB/7QPr8OuAfBzlXLVYxT0N1pss/7K97wHPAS/i4KjfAf4F+BtVVds92K7Fgtfup4oP7OM6dOjQoUOHDh06vqbwdNEEHTp06NChQ4cOHTr+YOjGrA4dOnTo0KFDh45lC92Y1aFDhw4dOnTo0LFsoRuzOnTo0KFDhw4dOpYtdGNWhw4dOnTo0KFDx7KFbszq0KFDhw4dOnToWLbQjVkdOnTo0KFDhw4dyxa6MatDhw4dOnTo0KFj2UI3ZnXo0KFDhw4dOnQsW/z/IzXLuna+WBIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x486 with 60 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = model(var_x_test)\n",
    "np_y_pred_label = torch.argmax(y_pred, dim= 1).numpy().astype(np.uint8)\n",
    "\n",
    "np_x_test=x_test.numpy().astype(np.float64)\n",
    "np_y_test=y_test.numpy().astype(np.uint8)\n",
    "\n",
    "ooo.plot_images(np_x_test, np_y_test, range(0,60), columns=12, x_size=1, y_size=1, y_pred=np_y_pred_label)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.4 - Plot some errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x507.6 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "errors=[ i for i in range(len(np_y_test)) if np_y_pred_label[i]!=np_y_test[i] ]\n",
    "errors=errors[:min(24,len(errors))]\n",
    "ooo.plot_images(np_x_test, np_y_test, errors[:15], columns=6, x_size=2, y_size=2, y_pred=np_y_pred_label)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "#### Confusion matrix is :"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col3 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col4 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col5 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col6 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col7 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col8 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row4_col9 {\n",
       "            background-color:  #dffcdf;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col1 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col2 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col3 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col4 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col5 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col6 {\n",
       "            background-color:  #e3fee3;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col7 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col8 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row5_col9 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col1 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col2 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col3 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col4 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col5 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col6 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col7 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col8 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row6_col9 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col1 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col2 {\n",
       "            background-color:  #e2fde2;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col3 {\n",
       "            background-color:  #e2fde2;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col4 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col5 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col6 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col7 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col8 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row7_col9 {\n",
       "            background-color:  #e3fee3;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col1 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col2 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col3 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col4 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col5 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col6 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col7 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col8 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row8_col9 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col0 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col1 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col2 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col3 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col4 {\n",
       "            background-color:  #e3fee3;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col5 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col6 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col7 {\n",
       "            background-color:  #e5ffe5;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col8 {\n",
       "            background-color:  #e4fee4;\n",
       "            font-size:  12pt;\n",
       "        }    #T_34837006_0d41_11eb_b712_acde48001122row9_col9 {\n",
       "            background-color:  #008000;\n",
       "            font-size:  12pt;\n",
       "        }</style>  \n",
       "<table id=\"T_34837006_0d41_11eb_b712_acde48001122\" > \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" >0</th> \n",
       "        <th class=\"col_heading level0 col1\" >1</th> \n",
       "        <th class=\"col_heading level0 col2\" >2</th> \n",
       "        <th class=\"col_heading level0 col3\" >3</th> \n",
       "        <th class=\"col_heading level0 col4\" >4</th> \n",
       "        <th class=\"col_heading level0 col5\" >5</th> \n",
       "        <th class=\"col_heading level0 col6\" >6</th> \n",
       "        <th class=\"col_heading level0 col7\" >7</th> \n",
       "        <th class=\"col_heading level0 col8\" >8</th> \n",
       "        <th class=\"col_heading level0 col9\" >9</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row0\" class=\"row_heading level0 row0\" >0</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col0\" class=\"data row0 col0\" >959.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col1\" class=\"data row0 col1\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col2\" class=\"data row0 col2\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col3\" class=\"data row0 col3\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col4\" class=\"data row0 col4\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col5\" class=\"data row0 col5\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col6\" class=\"data row0 col6\" >8.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col7\" class=\"data row0 col7\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col8\" class=\"data row0 col8\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row0_col9\" class=\"data row0 col9\" >0.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row1\" class=\"row_heading level0 row1\" >1</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col0\" class=\"data row1 col0\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col1\" class=\"data row1 col1\" >1118.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col2\" class=\"data row1 col2\" >4.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col3\" class=\"data row1 col3\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col4\" class=\"data row1 col4\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col5\" class=\"data row1 col5\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col6\" class=\"data row1 col6\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col7\" class=\"data row1 col7\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col8\" class=\"data row1 col8\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row1_col9\" class=\"data row1 col9\" >0.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row2\" class=\"row_heading level0 row2\" >2</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col0\" class=\"data row2 col0\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col1\" class=\"data row2 col1\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col2\" class=\"data row2 col2\" >966.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col3\" class=\"data row2 col3\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col4\" class=\"data row2 col4\" >8.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col5\" class=\"data row2 col5\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col6\" class=\"data row2 col6\" >13.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col7\" class=\"data row2 col7\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col8\" class=\"data row2 col8\" >15.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row2_col9\" class=\"data row2 col9\" >2.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row3\" class=\"row_heading level0 row3\" >3</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col0\" class=\"data row3 col0\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col1\" class=\"data row3 col1\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col2\" class=\"data row3 col2\" >11.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col3\" class=\"data row3 col3\" >943.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col4\" class=\"data row3 col4\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col5\" class=\"data row3 col5\" >16.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col6\" class=\"data row3 col6\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col7\" class=\"data row3 col7\" >12.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col8\" class=\"data row3 col8\" >20.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row3_col9\" class=\"data row3 col9\" >4.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row4\" class=\"row_heading level0 row4\" >4</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col0\" class=\"data row4 col0\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col1\" class=\"data row4 col1\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col2\" class=\"data row4 col2\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col3\" class=\"data row4 col3\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col4\" class=\"data row4 col4\" >929.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col5\" class=\"data row4 col5\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col6\" class=\"data row4 col6\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col7\" class=\"data row4 col7\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col8\" class=\"data row4 col8\" >4.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row4_col9\" class=\"data row4 col9\" >28.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row5\" class=\"row_heading level0 row5\" >5</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col0\" class=\"data row5 col0\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col1\" class=\"data row5 col1\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col2\" class=\"data row5 col2\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col3\" class=\"data row5 col3\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col4\" class=\"data row5 col4\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col5\" class=\"data row5 col5\" >835.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col6\" class=\"data row5 col6\" >13.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col7\" class=\"data row5 col7\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col8\" class=\"data row5 col8\" >8.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row5_col9\" class=\"data row5 col9\" >4.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row6\" class=\"row_heading level0 row6\" >6</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col0\" class=\"data row6 col0\" >7.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col1\" class=\"data row6 col1\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col2\" class=\"data row6 col2\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col3\" class=\"data row6 col3\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col4\" class=\"data row6 col4\" >4.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col5\" class=\"data row6 col5\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col6\" class=\"data row6 col6\" >933.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col7\" class=\"data row6 col7\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col8\" class=\"data row6 col8\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row6_col9\" class=\"data row6 col9\" >0.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row7\" class=\"row_heading level0 row7\" >7</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col0\" class=\"data row7 col0\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col1\" class=\"data row7 col1\" >13.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col2\" class=\"data row7 col2\" >16.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col3\" class=\"data row7 col3\" >16.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col4\" class=\"data row7 col4\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col5\" class=\"data row7 col5\" >1.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col6\" class=\"data row7 col6\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col7\" class=\"data row7 col7\" >954.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col8\" class=\"data row7 col8\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row7_col9\" class=\"data row7 col9\" >13.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row8\" class=\"row_heading level0 row8\" >8</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col0\" class=\"data row8 col0\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col1\" class=\"data row8 col1\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col2\" class=\"data row8 col2\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col3\" class=\"data row8 col3\" >3.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col4\" class=\"data row8 col4\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col5\" class=\"data row8 col5\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col6\" class=\"data row8 col6\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col7\" class=\"data row8 col7\" >6.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col8\" class=\"data row8 col8\" >927.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row8_col9\" class=\"data row8 col9\" >7.00</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_34837006_0d41_11eb_b712_acde48001122level0_row9\" class=\"row_heading level0 row9\" >9</th> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col0\" class=\"data row9 col0\" >4.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col1\" class=\"data row9 col1\" >4.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col2\" class=\"data row9 col2\" >0.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col3\" class=\"data row9 col3\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col4\" class=\"data row9 col4\" >14.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col5\" class=\"data row9 col5\" >9.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col6\" class=\"data row9 col6\" >2.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col7\" class=\"data row9 col7\" >5.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col8\" class=\"data row9 col8\" >12.00</td> \n",
       "        <td id=\"T_34837006_0d41_11eb_b712_acde48001122row9_col9\" class=\"data row9 col9\" >950.00</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1a41740b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ooo.display_confusion_matrix(np_y_test,np_y_pred_label, range(10))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"todo\">\n",
    "    A few things you can do for fun:\n",
    "    <ul>\n",
    "        <li>Changing the network architecture (layers, number of neurons, etc.)</li>\n",
    "        <li>Display a summary of the network</li>\n",
    "        <li>Retrieve and display the softmax output of the network, to evaluate its \"doubts\".</li>\n",
    "    </ul>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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