{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. RNN의 문제점\n",
    "\n",
    "\n",
    "    1.1 BPTT(BackPropagation Through TIme)의 문제\n",
    "        저번 시간에 다루었던 BPTT는 아래의 그림과 같이 모든 타임스템마다 처음부터 끝까지 역전파를 한다.     "
   ]
  },
  {
   "attachments": {
    "BPTT.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![BPTT.PNG](attachment:BPTT.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "         하지만 시간이 길 경우, 역전파의 길이는 길어진다. 즉, 깊은 네트워크가 형성된다.\n",
    "         깊은 네트워크는 Gradient Vanishing & Exploding 문제가 발생할 가능성이 크다.\n",
    "         깊은 네트워크는 역전파의 계산량이 많아지기 때문에 학습시간이 오래 걸린다"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    1.2 장기 의존성(Long_Term Dependency) 문제\n",
    "        RNN은 타임 스템t에서 이전 타임 스템(t - 1)의 상태를 입력으로 받는 구조 --> 이전의 정보가 현재의 타임 스템 t에 영향을 줄 수 있음\n",
    "        장기 의존성: 이론적으로 모든 이전 타임 스텝이 영향을 주지만 앞쪽의 타임 스템은 타음 스템이 길어질 수록 영향을 주지 못함"
   ]
  },
  {
   "attachments": {
    "GV.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![GV.PNG](attachment:GV.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. LSTM\n",
    "    \n",
    "    LSTM(Long Short-Term Memory)는 1995년에 제안된 구조로써 RNN의 장기 의존성 문제를 해결하고 학습 속도를 높임\n",
    "    모든 RNN은 신경망의 반복적인 모듈 체인의 형대를 갖음\n",
    "    LSTM에는 모듈 체인과 같은 구조가 있지만 1개의 신경 네트워크 계층을 갖는 대신 4개의 신경 네트워크 계층을 가짐"
   ]
  },
  {
   "attachments": {
    "%EA%B7%B8%EB%A6%BC1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![%EA%B7%B8%EB%A6%BC1.png](attachment:%EA%B7%B8%EB%A6%BC1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "    LSTM의 과정\n",
    "        LSTM는 두개의 input data ht와 ct가 있음,  ct는 장기적인 기억, ht는 단기적인 기억을 저장\n",
    "        LSTM의 핵심은 ct에서 기억할 부분, 삭제할 부분, 그리고 읽어 들일 부분을 학습하는 것\n",
    "        ct는 셀의 왼쪽에서 오른쪽으로 통과하면서 forget gate와 input gate를 거침으로써 기억을 일부 잃고 얻음\n",
    "        과정을 거친 ct는 다시 tanh함수로 전달되어 ht와 yt를 만드는데 기반이 됨"
   ]
  },
  {
   "attachments": {
    "overview.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![overview.PNG](attachment:overview.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "     forget gate layer\n",
    "        \n",
    "        어떤 정보를 버릴지 선택하는 과정\n",
    "        ft에 의해 제어되며 장기 장태ct를 얼마나 삭제할지 제어        \n",
    "    \n",
    "    input gate layer\n",
    "        \n",
    "        it에 의해 제어되며 gt의 어느 부분이 장기 상태ct에 더해져야 하는지 제어\n",
    "        기존 RNN의 셀과 같은 형태를 취함\n",
    "        \n",
    "     output gate layer\n",
    "         ot는 장기 상태 ct의 어느 부분을 읽어서 ht와 yt로 출력해야 하는지 제어"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM 예제\n",
    "\n",
    "       파란색 박스가 입력값이고, 빨간색 박스가 우리가 원하는 출력값입니다.\n",
    "       1~4번째 음표를 데이터로 5번째 음표를 라벨값으로 학습을 시킵니다.\n",
    "       다음에는 2~5번째 음표를 데이터로 6번째 음표를 라벨값으로 학습을 시킵니다.\n",
    "       이후 한 음표씩 넘어가면서 노래 끝까지 학습시킵니다."
   ]
  },
  {
   "attachments": {
    "%EC%95%85%EB%B3%B4%20LSTM.PNG": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![%EC%95%85%EB%B3%B4%20LSTM.PNG](attachment:%EC%95%85%EB%B3%B4%20LSTM.PNG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "code2idx = {'c4':0, 'd4':1, 'e4':2, 'f4':3, 'g4':4, 'a4':5, 'b4':6,\n",
    "            'c8':7, 'd8':8, 'e8':9, 'f8':10, 'g8':11, 'a8':12, 'b8':13}\n",
    "\n",
    "idx2code = {0:'c4', 1:'d4', 2:'e4', 3:'f4', 4:'g4', 5:'a4', 6:'b4',\n",
    "            7:'c8', 8:'d8', 9:'e8', 10:'f8', 11:'g8', 12:'a8', 13:'b8'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def seq2dataset(seq, window_size):\n",
    "    dataset = []\n",
    "    for i in range(len(seq)-window_size):\n",
    "        subset = seq[i:(i+window_size+1)]\n",
    "        dataset.append([code2idx[item] for item in subset])\n",
    "    return np.array(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 5)\n",
      "[[11  9  2 10  8]\n",
      " [ 9  2 10  8  1]\n",
      " [ 2 10  8  1  7]\n",
      " [10  8  1  7  8]\n",
      " [ 8  1  7  8  9]\n",
      " [ 1  7  8  9 10]\n",
      " [ 7  8  9 10 11]\n",
      " [ 8  9 10 11 11]\n",
      " [ 9 10 11 11  4]\n",
      " [10 11 11  4 11]\n",
      " [11 11  4 11  9]\n",
      " [11  4 11  9  9]\n",
      " [ 4 11  9  9  9]\n",
      " [11  9  9  9 10]\n",
      " [ 9  9  9 10  8]\n",
      " [ 9  9 10  8  1]\n",
      " [ 9 10  8  1  7]\n",
      " [10  8  1  7  9]\n",
      " [ 8  1  7  9 11]\n",
      " [ 1  7  9 11 11]\n",
      " [ 7  9 11 11  9]\n",
      " [ 9 11 11  9  9]\n",
      " [11 11  9  9  2]\n",
      " [11  9  9  2  8]\n",
      " [ 9  9  2  8  8]\n",
      " [ 9  2  8  8  8]\n",
      " [ 2  8  8  8  8]\n",
      " [ 8  8  8  8  8]\n",
      " [ 8  8  8  8  9]\n",
      " [ 8  8  8  9  3]\n",
      " [ 8  8  9  3  9]\n",
      " [ 8  9  3  9  9]\n",
      " [ 9  3  9  9  9]\n",
      " [ 3  9  9  9  9]\n",
      " [ 9  9  9  9  9]\n",
      " [ 9  9  9  9 10]\n",
      " [ 9  9  9 10  4]\n",
      " [ 9  9 10  4 11]\n",
      " [ 9 10  4 11  9]\n",
      " [10  4 11  9  2]\n",
      " [ 4 11  9  2 10]\n",
      " [11  9  2 10  8]\n",
      " [ 9  2 10  8  1]\n",
      " [ 2 10  8  1  7]\n",
      " [10  8  1  7  9]\n",
      " [ 8  1  7  9 11]\n",
      " [ 1  7  9 11 11]\n",
      " [ 7  9 11 11  9]\n",
      " [ 9 11 11  9  9]\n",
      " [11 11  9  9  2]]\n"
     ]
    }
   ],
   "source": [
    "seq = ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'd8', 'e8', 'f8', 'g8', 'g8', 'g4',\n",
    "       'g8', 'e8', 'e8', 'e8', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4',\n",
    "       'd8', 'd8', 'd8', 'd8', 'd8', 'e8', 'f4', 'e8', 'e8', 'e8', 'e8', 'e8', 'f8', 'g4',\n",
    "       'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n",
    "\n",
    "dataset = seq2dataset(seq, window_size = 4)\n",
    "\n",
    "print(dataset.shape)\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 5)\n",
      "one hot encoding vector size is  12\n",
      "Epoch 1/2000\n",
      " - 1s - loss: 2.4859 - acc: 0.0400\n",
      "Epoch 2/2000\n",
      " - 0s - loss: 2.4483 - acc: 0.2400\n",
      "Epoch 3/2000\n",
      " - 0s - loss: 2.4081 - acc: 0.3400\n",
      "Epoch 4/2000\n",
      " - 0s - loss: 2.3629 - acc: 0.3400\n",
      "Epoch 5/2000\n",
      " - 0s - loss: 2.3070 - acc: 0.3400\n",
      "Epoch 6/2000\n",
      " - 0s - loss: 2.2403 - acc: 0.3400\n",
      "Epoch 7/2000\n",
      " - 0s - loss: 2.1650 - acc: 0.3400\n",
      "Epoch 8/2000\n",
      " - 0s - loss: 2.0775 - acc: 0.3400\n",
      "Epoch 9/2000\n",
      " - 0s - loss: 1.9978 - acc: 0.3400\n",
      "Epoch 10/2000\n",
      " - 0s - loss: 1.9623 - acc: 0.3400\n",
      "Epoch 11/2000\n",
      " - 0s - loss: 1.9637 - acc: 0.3400\n",
      "Epoch 12/2000\n",
      " - 0s - loss: 1.9550 - acc: 0.3400\n",
      "Epoch 13/2000\n",
      " - 0s - loss: 1.9377 - acc: 0.3400\n",
      "Epoch 14/2000\n",
      " - 0s - loss: 1.9230 - acc: 0.3400\n",
      "Epoch 15/2000\n",
      " - 0s - loss: 1.9217 - acc: 0.3400\n",
      "Epoch 16/2000\n",
      " - 0s - loss: 1.9177 - acc: 0.3400\n",
      "Epoch 17/2000\n",
      " - 0s - loss: 1.9181 - acc: 0.3400\n",
      "Epoch 18/2000\n",
      " - 0s - loss: 1.9123 - acc: 0.3400\n",
      "Epoch 19/2000\n",
      " - 0s - loss: 1.9071 - acc: 0.3400\n",
      "Epoch 20/2000\n",
      " - 0s - loss: 1.9025 - acc: 0.3400\n",
      "Epoch 21/2000\n",
      " - 0s - loss: 1.9009 - acc: 0.3400\n",
      "Epoch 22/2000\n",
      " - 0s - loss: 1.9001 - acc: 0.3400\n",
      "Epoch 23/2000\n",
      " - 0s - loss: 1.8979 - acc: 0.3400\n",
      "Epoch 24/2000\n",
      " - 0s - loss: 1.8989 - acc: 0.3400\n",
      "Epoch 25/2000\n",
      " - 0s - loss: 1.8964 - acc: 0.3400\n",
      "Epoch 26/2000\n",
      " - 0s - loss: 1.8945 - acc: 0.3400\n",
      "Epoch 27/2000\n",
      " - 0s - loss: 1.8994 - acc: 0.3400\n",
      "Epoch 28/2000\n",
      " - 0s - loss: 1.8921 - acc: 0.3400\n",
      "Epoch 29/2000\n",
      " - 0s - loss: 1.8905 - acc: 0.3400\n",
      "Epoch 30/2000\n",
      " - 0s - loss: 1.8930 - acc: 0.3400\n",
      "Epoch 31/2000\n",
      " - 0s - loss: 1.8933 - acc: 0.3400\n",
      "Epoch 32/2000\n",
      " - 0s - loss: 1.8900 - acc: 0.3400\n",
      "Epoch 33/2000\n",
      " - 0s - loss: 1.8882 - acc: 0.3400\n",
      "Epoch 34/2000\n",
      " - 0s - loss: 1.8873 - acc: 0.3400\n",
      "Epoch 35/2000\n",
      " - 0s - loss: 1.8910 - acc: 0.3400\n",
      "Epoch 36/2000\n",
      " - 0s - loss: 1.8858 - acc: 0.3400\n",
      "Epoch 37/2000\n",
      " - 0s - loss: 1.8849 - acc: 0.3400\n",
      "Epoch 38/2000\n",
      " - 0s - loss: 1.8845 - acc: 0.3400\n",
      "Epoch 39/2000\n",
      " - 0s - loss: 1.8830 - acc: 0.3400\n",
      "Epoch 40/2000\n",
      " - 0s - loss: 1.8829 - acc: 0.3400\n",
      "Epoch 41/2000\n",
      " - 0s - loss: 1.8814 - acc: 0.3400\n",
      "Epoch 42/2000\n",
      " - 0s - loss: 1.8832 - acc: 0.3400\n",
      "Epoch 43/2000\n",
      " - 0s - loss: 1.8819 - acc: 0.3400\n",
      "Epoch 44/2000\n",
      " - 0s - loss: 1.8798 - acc: 0.3400\n",
      "Epoch 45/2000\n",
      " - 0s - loss: 1.8799 - acc: 0.3400\n",
      "Epoch 46/2000\n",
      " - 0s - loss: 1.8786 - acc: 0.3400\n",
      "Epoch 47/2000\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\matplotlib\\font_manager.py:1328: UserWarning: findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50/50 [==============================] - 0s 2ms/step\n",
      "acc: 90.00%\n",
      "one step prediction :  ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'f8', 'g8', 'g8', 'g4', 'g8', 'e8', 'e8', 'e8', 'f8', 'g4', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'f4', 'e8', 'e8', 'e8', 'e8', 'f8', 'f8', 'g4', 'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n",
      "full song prediction :  ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8', 'd8']\n"
     ]
    }
   ],
   "source": [
    "# 0. 사용할 패키지 불러오기\n",
    "import keras\n",
    "import numpy as np\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from keras.utils import np_utils\n",
    "\n",
    "# 랜덤시드 고정시키기\n",
    "np.random.seed(5)\n",
    "\n",
    "# 손실 이력 클래스 정의\n",
    "class LossHistory(keras.callbacks.Callback):\n",
    "    def init(self):\n",
    "        self.losses = []\n",
    "        \n",
    "    def on_epoch_end(self, batch, logs={}):\n",
    "        self.losses.append(logs.get('loss'))\n",
    "\n",
    "# 데이터셋 생성 함수\n",
    "def seq2dataset(seq, window_size):\n",
    "    dataset = []\n",
    "    for i in range(len(seq)-window_size):\n",
    "        subset = seq[i:(i+window_size+1)]\n",
    "        dataset.append([code2idx[item] for item in subset])\n",
    "    return np.array(dataset)\n",
    "\n",
    "# 1. 데이터 준비하기\n",
    "        \n",
    "# 코드 사전 정의\n",
    "\n",
    "code2idx = {'c4':0, 'd4':1, 'e4':2, 'f4':3, 'g4':4, 'a4':5, 'b4':6,\n",
    "            'c8':7, 'd8':8, 'e8':9, 'f8':10, 'g8':11, 'a8':12, 'b8':13}\n",
    "\n",
    "idx2code = {0:'c4', 1:'d4', 2:'e4', 3:'f4', 4:'g4', 5:'a4', 6:'b4',\n",
    "            7:'c8', 8:'d8', 9:'e8', 10:'f8', 11:'g8', 12:'a8', 13:'b8'}\n",
    "\n",
    "# 시퀀스 데이터 정의\n",
    "\n",
    "seq = ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'd8', 'e8', 'f8', 'g8', 'g8', 'g4',\n",
    "       'g8', 'e8', 'e8', 'e8', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4',\n",
    "       'd8', 'd8', 'd8', 'd8', 'd8', 'e8', 'f4', 'e8', 'e8', 'e8', 'e8', 'e8', 'f8', 'g4',\n",
    "       'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n",
    "\n",
    "# 2. 데이터셋 생성하기\n",
    "\n",
    "dataset = seq2dataset(seq, window_size = 4)\n",
    "\n",
    "print(dataset.shape)\n",
    "\n",
    "# 입력(X)과 출력(Y) 변수로 분리하기\n",
    "x_train = dataset[:,0:4]\n",
    "y_train = dataset[:,4]\n",
    "\n",
    "max_idx_value = 13\n",
    "\n",
    "# 입력값 정규화 시키기\n",
    "x_train = x_train / float(max_idx_value)\n",
    "\n",
    "# 입력을 (샘플 수, 타입스텝, 특성 수)로 형태 변환\n",
    "x_train = np.reshape(x_train, (50, 4, 1))\n",
    "\n",
    "# 라벨값에 대한 one-hot 인코딩 수행\n",
    "y_train = np_utils.to_categorical(y_train)\n",
    "\n",
    "one_hot_vec_size = y_train.shape[1]\n",
    "\n",
    "print(\"one hot encoding vector size is \", one_hot_vec_size)\n",
    "\n",
    "# 3. 모델 구성하기\n",
    "model = Sequential()\n",
    "model.add(LSTM(128, input_shape = (4, 1)))\n",
    "model.add(Dense(one_hot_vec_size, activation='softmax'))\n",
    "\n",
    "# 4. 모델 학습과정 설정하기\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "\n",
    "history = LossHistory() # 손실 이력 객체 생성\n",
    "history.init()\n",
    "\n",
    "# 5. 모델 학습시키기\n",
    "model.fit(x_train, y_train, epochs=2000, batch_size=14, verbose=2, callbacks=[history])\n",
    "\n",
    "# 6. 학습과정 살펴보기\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(history.losses)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "# 7. 모델 평가하기\n",
    "scores = model.evaluate(x_train, y_train)\n",
    "print(\"%s: %.2f%%\" %(model.metrics_names[1], scores[1]*100))\n",
    "\n",
    "# 8. 모델 사용하기\n",
    "\n",
    "pred_count = 50 # 최대 예측 개수 정의\n",
    "\n",
    "# 한 스텝 예측\n",
    "\n",
    "seq_out = ['g8', 'e8', 'e4', 'f8']\n",
    "pred_out = model.predict(x_train)\n",
    "\n",
    "for i in range(pred_count):\n",
    "    idx = np.argmax(pred_out[i]) # one-hot 인코딩을 인덱스 값으로 변환\n",
    "    seq_out.append(idx2code[idx]) # seq_out는 최종 악보이므로 인덱스 값을 코드로 변환하여 저장\n",
    "    \n",
    "print(\"one step prediction : \", seq_out)\n",
    "\n",
    "# 곡 전체 예측\n",
    "\n",
    "seq_in = ['g8', 'e8', 'e4', 'f8']\n",
    "seq_out = seq_in\n",
    "seq_in = [code2idx[it] / float(max_idx_value) for it in seq_in] # 코드를 인덱스값으로 변환\n",
    "\n",
    "for i in range(pred_count):\n",
    "    sample_in = np.array(seq_in)\n",
    "    sample_in = np.reshape(sample_in, (1, 4, 1)) # 샘플 수, 타입스텝 수, 속성 수\n",
    "    pred_out = model.predict(sample_in)\n",
    "    idx = np.argmax(pred_out)\n",
    "    seq_out.append(idx2code[idx])\n",
    "    seq_in.append(idx / float(max_idx_value))\n",
    "    seq_in.pop(0)\n",
    "\n",
    "print(\"full song prediction : \", seq_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 상태유지 LSTM"
   ]
  },
  {
   "attachments": {
    "%EC%83%81%ED%83%9C%EC%9C%A0%EC%A7%80%20LSTM.PNG": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![%EC%83%81%ED%83%9C%EC%9C%A0%EC%A7%80%20LSTM.PNG](attachment:%EC%83%81%ED%83%9C%EC%9C%A0%EC%A7%80%20LSTM.PNG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 5)\n",
      "one hot encoding vector size is  12\n",
      "epochs : 0\n",
      "Epoch 1/1\n",
      " - 1s - loss: 2.3461 - acc: 0.1400\n",
      "epochs : 1\n",
      "Epoch 1/1\n",
      " - 0s - loss: 2.0398 - acc: 0.3400\n",
      "epochs : 2\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9631 - acc: 0.3400\n",
      "epochs : 3\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9467 - acc: 0.3400\n",
      "epochs : 4\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9369 - acc: 0.3400\n",
      "epochs : 5\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9302 - acc: 0.3400\n",
      "epochs : 6\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9250 - acc: 0.3600\n",
      "epochs : 7\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9209 - acc: 0.3600\n",
      "epochs : 8\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9173 - acc: 0.3600\n",
      "epochs : 9\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9141 - acc: 0.3600\n",
      "epochs : 10\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9111 - acc: 0.3600\n",
      "epochs : 11\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9082 - acc: 0.3600\n",
      "epochs : 12\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9051 - acc: 0.3600\n",
      "epochs : 13\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.9017 - acc: 0.3600\n",
      "epochs : 14\n",
      "Epoch 1/1\n",
      " - 0s - loss: 1.8978 - acc: 0.3600\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "50/50 [==============================] - 0s 3ms/step\n",
      "acc: 100.00%\n",
      "one step prediction :  ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'd8', 'e8', 'f8', 'g8', 'g8', 'g4', 'g8', 'e8', 'e8', 'e8', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4', 'd8', 'd8', 'd8', 'd8', 'd8', 'e8', 'f4', 'e8', 'e8', 'e8', 'e8', 'e8', 'f8', 'g4', 'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n",
      "full song prediction :  ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'd8', 'e8', 'f8', 'g8', 'g8', 'g4', 'g8', 'e8', 'e8', 'e8', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4', 'd8', 'd8', 'd8', 'd8', 'd8', 'e8', 'f4', 'e8', 'e8', 'e8', 'e8', 'e8', 'f8', 'g4', 'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n"
     ]
    }
   ],
   "source": [
    "# 0. 사용할 패키지 불러오기\n",
    "import keras\n",
    "import numpy as np\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, LSTM\n",
    "from keras.utils import np_utils\n",
    "\n",
    "# 랜덤시드 고정시키기\n",
    "np.random.seed(5)\n",
    "\n",
    "# 손실 이력 클래스 정의\n",
    "class LossHistory(keras.callbacks.Callback):\n",
    "    def init(self):\n",
    "        self.losses = []\n",
    "        \n",
    "    def on_epoch_end(self, batch, logs={}):\n",
    "        self.losses.append(logs.get('loss'))\n",
    "\n",
    "# 데이터셋 생성 함수\n",
    "def seq2dataset(seq, window_size):\n",
    "    dataset = []\n",
    "    for i in range(len(seq)-window_size):\n",
    "        subset = seq[i:(i+window_size+1)]\n",
    "        dataset.append([code2idx[item] for item in subset])\n",
    "    return np.array(dataset)        \n",
    "\n",
    "# 1. 데이터 준비하기\n",
    "\n",
    "# 코드 사전 정의\n",
    "\n",
    "code2idx = {'c4':0, 'd4':1, 'e4':2, 'f4':3, 'g4':4, 'a4':5, 'b4':6,\n",
    "            'c8':7, 'd8':8, 'e8':9, 'f8':10, 'g8':11, 'a8':12, 'b8':13}\n",
    "\n",
    "idx2code = {0:'c4', 1:'d4', 2:'e4', 3:'f4', 4:'g4', 5:'a4', 6:'b4',\n",
    "            7:'c8', 8:'d8', 9:'e8', 10:'f8', 11:'g8', 12:'a8', 13:'b8'}\n",
    "\n",
    "# 시퀀스 데이터 정의\n",
    "\n",
    "seq = ['g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'd8', 'e8', 'f8', 'g8', 'g8', 'g4',\n",
    "       'g8', 'e8', 'e8', 'e8', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4',\n",
    "       'd8', 'd8', 'd8', 'd8', 'd8', 'e8', 'f4', 'e8', 'e8', 'e8', 'e8', 'e8', 'f8', 'g4',\n",
    "       'g8', 'e8', 'e4', 'f8', 'd8', 'd4', 'c8', 'e8', 'g8', 'g8', 'e8', 'e8', 'e4']\n",
    "\n",
    "# 2. 데이터셋 생성하기\n",
    "\n",
    "dataset = seq2dataset(seq, window_size = 4)\n",
    "\n",
    "print(dataset.shape)\n",
    "\n",
    "# 입력(X)과 출력(Y) 변수로 분리하기\n",
    "x_train = dataset[:,0:4]\n",
    "y_train = dataset[:,4]\n",
    "\n",
    "max_idx_value = 13\n",
    "\n",
    "# 입력값 정규화 시키기\n",
    "x_train = x_train / float(max_idx_value)\n",
    "\n",
    "# 입력을 (샘플 수, 타임스텝, 특성 수)로 형태 변환\n",
    "x_train = np.reshape(x_train, (50, 4, 1))\n",
    "\n",
    "# 라벨값에 대한 one-hot 인코딩 수행\n",
    "y_train = np_utils.to_categorical(y_train)\n",
    "\n",
    "one_hot_vec_size = y_train.shape[1]\n",
    "\n",
    "print(\"one hot encoding vector size is \", one_hot_vec_size)\n",
    "\n",
    "# 3. 모델 구성하기\n",
    "model = Sequential()\n",
    "model.add(LSTM(128, batch_input_shape = (1, 4, 1), stateful=True))\n",
    "model.add(Dense(one_hot_vec_size, activation='softmax'))\n",
    "    \n",
    "# 4. 모델 학습과정 설정하기\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "\n",
    "# 5. 모델 학습시키기\n",
    "num_epochs = 2000\n",
    "\n",
    "history = LossHistory() # 손실 이력 객체 생성\n",
    "\n",
    "history.init()\n",
    "\n",
    "for epoch_idx in range(num_epochs):\n",
    "    print ('epochs : ' + str(epoch_idx) )\n",
    "    model.fit(x_train, y_train, epochs=1, batch_size=1, verbose=2, shuffle=False, callbacks=[history]) # 50 is X.shape[0]\n",
    "    model.reset_states()\n",
    "    \n",
    "# 6. 학습과정 살펴보기\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(history.losses)\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train'], loc='upper left')\n",
    "plt.show()\n",
    "\n",
    "# 7. 모델 평가하기\n",
    "scores = model.evaluate(x_train, y_train, batch_size=1)\n",
    "print(\"%s: %.2f%%\" %(model.metrics_names[1], scores[1]*100))\n",
    "model.reset_states()\n",
    "\n",
    "# 8. 모델 사용하기\n",
    "\n",
    "pred_count = 50 # 최대 예측 개수 정의\n",
    "\n",
    "# 한 스텝 예측\n",
    "\n",
    "seq_out = ['g8', 'e8', 'e4', 'f8']\n",
    "pred_out = model.predict(x_train, batch_size=1)\n",
    "\n",
    "for i in range(pred_count):\n",
    "    idx = np.argmax(pred_out[i]) # one-hot 인코딩을 인덱스 값으로 변환\n",
    "    seq_out.append(idx2code[idx]) # seq_out는 최종 악보이므로 인덱스 값을 코드로 변환하여 저장\n",
    "\n",
    "model.reset_states()\n",
    "    \n",
    "print(\"one step prediction : \", seq_out)\n",
    "\n",
    "# 곡 전체 예측\n",
    "\n",
    "seq_in = ['g8', 'e8', 'e4', 'f8']\n",
    "seq_out = seq_in\n",
    "seq_in = [code2idx[it] / float(max_idx_value) for it in seq_in] # 코드를 인덱스값으로 변환\n",
    "\n",
    "for i in range(pred_count):\n",
    "    sample_in = np.array(seq_in)\n",
    "    sample_in = np.reshape(sample_in, (1, 4, 1)) # 샘플 수, 타입스텝 수, 속성 수\n",
    "    pred_out = model.predict(sample_in)\n",
    "    idx = np.argmax(pred_out)\n",
    "    seq_out.append(idx2code[idx])\n",
    "    seq_in.append(idx / float(max_idx_value))\n",
    "    seq_in.pop(0)\n",
    "\n",
    "model.reset_states()\n",
    "    \n",
    "print(\"full song prediction : \", seq_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 핍홀\n",
    "\n",
    "    핍홀은 2000년에 Recurrent Nets that and Count 논문에서 제안한 LSTM의 변종\n",
    "    기존의 LSTM에서 sigmoid layer는 ht와 xt만 입력으로 받지만 핍홀에서는 ct-1도 입력으로 받는다.\n",
    "    이를 통해 좀 더 많은 맥락을 인식할 수 있다."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![peephole.png](attachment:peephole.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5179 entries, 0 to 5178\n",
      "Data columns (total 7 columns):\n",
      "Date         5179 non-null object\n",
      "Open         5179 non-null object\n",
      "High         5179 non-null object\n",
      "Low          5179 non-null object\n",
      "Close        5179 non-null object\n",
      "Adj Close    5179 non-null object\n",
      "Volume       5179 non-null object\n",
      "dtypes: object(7)\n",
      "memory usage: 283.3+ KB\n",
      "stock_info.shape:  (5178, 6)\n",
      "stock_info[0]:  [2.437500e+00 2.500000e+00 1.927083e+00 1.958333e+00 1.958333e+00\n",
      " 7.215600e+07]\n",
      "price.shape:  (5178, 5)\n",
      "price[0]:  [2.4375   2.5      1.927083 1.958333 1.958333]\n",
      "norm_price[0]:  [0.00092814 0.00097971 0.00050704 0.00053282 0.00053282]\n",
      "====================================================================================================\n",
      "volume.shape:  (5178, 1)\n",
      "volume[0]:  [72156000.]\n",
      "norm_volume[0]:  [0.69017161]\n",
      "====================================================================================================\n",
      "x.shape:  (5178, 6)\n",
      "x[0]:  [9.28143131e-04 9.79706638e-04 5.07040880e-04 5.32822633e-04\n",
      " 5.32822633e-04 6.90171607e-01]\n",
      "x[-1]:  [0.96451605 0.96645482 0.95354329 0.95758589 0.95758589 0.02142033]\n",
      "====================================================================================================\n",
      "y[0]:  [0.00053282]\n",
      "y[-1]:  [0.95758589]\n",
      "[[9.28143131e-04 9.79706638e-04 5.07040880e-04 5.32822633e-04\n",
      "  5.32822633e-04 6.90171607e-01]\n",
      " [5.41416826e-04 5.50011019e-04 3.26568604e-04 3.43756990e-04\n",
      "  3.43756990e-04 1.36869475e-01]\n",
      " [3.69538744e-04 3.78132112e-04 2.57817536e-04 3.26568604e-04\n",
      "  3.26568604e-04 5.41168313e-02]\n",
      " [3.43756990e-04 3.60944551e-04 2.66411729e-04 2.66411729e-04\n",
      "  2.66411729e-04 4.79574739e-02]\n",
      " [2.66411729e-04 2.75005097e-04 5.15635073e-05 9.45328216e-05\n",
      "  9.45328216e-05 1.76864852e-01]\n",
      " [1.03127015e-04 1.11721207e-04 0.00000000e+00 6.87510680e-05\n",
      "  6.87510680e-05 1.08719015e-01]\n",
      " [7.73452609e-05 1.71878083e-04 1.71875607e-05 1.54690522e-04\n",
      "  1.54690522e-04 1.48783729e-01]\n",
      " [1.63284715e-04 2.75005097e-04 1.20314575e-04 2.23441590e-04\n",
      "  2.23441590e-04 7.90662738e-02]\n",
      " [2.57817536e-04 2.66411729e-04 1.80472275e-04 1.80472275e-04\n",
      "  1.80472275e-04 3.93597966e-02]\n",
      " [1.89066468e-04 1.89066468e-04 1.37502961e-04 1.58987206e-04\n",
      "  1.58987206e-04 2.87513723e-02]\n",
      " [1.54690522e-04 1.63284715e-04 1.37502961e-04 1.54690522e-04\n",
      "  1.54690522e-04 2.02923673e-02]\n",
      " [1.63284715e-04 1.80472275e-04 1.54690522e-04 1.63284715e-04\n",
      "  1.63284715e-04 1.00537355e-03]\n",
      " [1.80472275e-04 1.80472275e-04 1.37502961e-04 1.37502961e-04\n",
      "  1.37502961e-04 6.70249032e-03]\n",
      " [1.37502961e-04 1.46096329e-04 6.87510680e-05 8.59394538e-05\n",
      "  8.59394538e-05 2.49725545e-02]\n",
      " [8.59394538e-05 1.89066468e-04 5.15635073e-05 1.89066468e-04\n",
      "  1.89066468e-04 4.99335529e-02]\n",
      " [1.67581399e-04 3.26568604e-04 1.63284715e-04 2.83599290e-04\n",
      "  2.83599290e-04 7.04917086e-02]\n",
      " [2.83599290e-04 3.26568604e-04 2.83599290e-04 3.09381044e-04\n",
      "  3.09381044e-04 1.79580517e-02]\n",
      " [3.26568604e-04 3.26568604e-04 1.80472275e-04 2.23441590e-04\n",
      "  2.23441590e-04 4.78765817e-02]\n",
      " [2.32035783e-04 2.40629976e-04 1.80472275e-04 1.89066468e-04\n",
      "  1.89066468e-04 6.74871439e-03]\n",
      " [2.23441590e-04 2.75005097e-04 1.97659836e-04 2.40629976e-04\n",
      "  2.40629976e-04 1.10244410e-02]\n",
      " [2.57817536e-04 2.57817536e-04 2.23441590e-04 2.23441590e-04\n",
      "  2.23441590e-04 1.98763506e-03]\n",
      " [2.40629976e-04 2.40629976e-04 2.06254029e-04 2.14848222e-04\n",
      "  2.14848222e-04 4.10238632e-03]\n",
      " [2.36332467e-04 2.36332467e-04 1.50393838e-04 1.58987206e-04\n",
      "  1.58987206e-04 4.06309586e-02]\n",
      " [1.71878083e-04 1.84768959e-04 1.54690522e-04 1.63284715e-04\n",
      "  1.63284715e-04 1.90443173e-02]\n",
      " [1.63284715e-04 1.80472275e-04 1.54690522e-04 1.63284715e-04\n",
      "  1.63284715e-04 4.96908765e-03]\n",
      " [1.80472275e-04 1.97659836e-04 1.54690522e-04 1.76175591e-04\n",
      "  1.76175591e-04 2.79308950e-02]\n",
      " [1.89066468e-04 1.89066468e-04 1.37502961e-04 1.54690522e-04\n",
      "  1.54690522e-04 5.39666031e-03]\n",
      " [1.58987206e-04 1.76175591e-04 1.37502961e-04 1.63284715e-04\n",
      "  1.63284715e-04 2.54232392e-03]] -> [0.00016328]\n",
      "X:  Tensor(\"Placeholder_2:0\", shape=(?, 28, 6), dtype=float32)\n",
      "Y:  Tensor(\"Placeholder_3:0\", shape=(?, 1), dtype=float32)\n",
      "targets:  Tensor(\"Placeholder_4:0\", shape=(?, 1), dtype=float32)\n",
      "predictions:  Tensor(\"Placeholder_5:0\", shape=(?, 1), dtype=float32)\n",
      "WARNING:tensorflow:From <ipython-input-66-9c87ec8b3c96>:148: BasicLSTMCell.__init__ (from tensorflow.python.ops.rnn_cell_impl) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This class is deprecated, please use tf.nn.rnn_cell.LSTMCell, which supports all the feature this cell currently has. Please replace the existing code with tf.nn.rnn_cell.LSTMCell(name='basic_lstm_cell').\n",
      "hypothesis:  Tensor(\"rnn_1/transpose_1:0\", shape=(?, 28, 20), dtype=float32)\n",
      "학습을 시작합니다...\n",
      "epoch: 100, train_error(A): 0.003129080170765519, test_error(B): 0.10491427034139633, B-A: 0.10178519040346146\n",
      "epoch: 200, train_error(A): 0.0028923184145241976, test_error(B): 0.08287963271141052, B-A: 0.07998731732368469\n",
      "epoch: 300, train_error(A): 0.0026995243970304728, test_error(B): 0.054745256900787354, B-A: 0.052045732736587524\n",
      "epoch: 400, train_error(A): 0.0025518666952848434, test_error(B): 0.030642904341220856, B-A: 0.028091037645936012\n",
      "epoch: 500, train_error(A): 0.0024431541096419096, test_error(B): 0.01827004738152027, B-A: 0.015826893970370293\n",
      "epoch: 600, train_error(A): 0.002361605642363429, test_error(B): 0.014293929561972618, B-A: 0.011932323686778545\n",
      "epoch: 700, train_error(A): 0.0022956582251936197, test_error(B): 0.013497594743967056, B-A: 0.01120193675160408\n",
      "epoch: 800, train_error(A): 0.0022389725781977177, test_error(B): 0.013615524396300316, B-A: 0.011376552283763885\n",
      "epoch: 900, train_error(A): 0.002188938669860363, test_error(B): 0.013762109912931919, B-A: 0.011573171243071556\n",
      "epoch: 1000, train_error(A): 0.002144591184332967, test_error(B): 0.013722626492381096, B-A: 0.011578035540878773\n",
      "elapsed_time: 0:00:19.466815\n",
      "elapsed_time per epoch: 0:00:00.019467\n",
      "input_data_column_cnt: 6,output_data_column_cnt: 1,seq_length: 28,rnn_cell_hidden_dim: 20,forget_bias: 1.0,num_stacked_layers: 1,keep_prob: 1.0,epoch_num: 1000,learning_rate: 0.01,train_error: 0.0021445912,test_error: 0.0137226265,min_test_error: 0.013497595\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\matplotlib\\font_manager.py:1328: UserWarning: findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recent_data.shape: (1, 28, 6)\n",
      "recent_data: [[[0.91386004 0.9151306  0.90735891 0.910791   0.910791   0.02879182]\n",
      "  [0.91089    0.91383526 0.90374533 0.909471   0.909471   0.03147378]\n",
      "  [0.90462816 0.90803538 0.89560243 0.90166628 0.90166628 0.0307939 ]\n",
      "  [0.89913352 0.91689614 0.89696373 0.91600506 0.91600506 0.03143526]\n",
      "  [0.91398381 0.92739858 0.9136703  0.92347976 0.92347976 0.0278683 ]\n",
      "  [0.92684578 0.93168037 0.92087268 0.92555055 0.92555055 0.02120337]\n",
      "  [0.92526172 0.935756   0.92220094 0.93356143 0.93356143 0.02016814]\n",
      "  [0.92785228 0.93087187 0.91944541 0.93046762 0.93046762 0.03125421]\n",
      "  [0.92796779 0.93262916 0.92628483 0.92734903 0.92734903 0.01630073]\n",
      "  [0.92541026 0.93935306 0.92486573 0.93050065 0.93050065 0.02341249]\n",
      "  [0.93127612 0.93778551 0.92614454 0.93682846 0.93682846 0.0255311 ]\n",
      "  [0.92871859 0.93262916 0.92428    0.92845453 0.92845453 0.0331417 ]\n",
      "  [0.93131741 0.93791754 0.93122667 0.93719978 0.93719978 0.01662237]\n",
      "  [0.93801653 0.93844556 0.92772861 0.93108638 0.93108638 0.01854933]\n",
      "  [0.93099564 0.93400697 0.92503905 0.92814112 0.92814112 0.01614665]\n",
      "  [0.93354491 0.93943554 0.92970031 0.93901477 0.93901477 0.01918492]\n",
      "  [0.94026055 0.95615863 0.94026055 0.95276783 0.95276783 0.02954585]\n",
      "  [0.95651333 0.97807927 0.95651333 0.97738628 0.97738628 0.02928295]\n",
      "  [0.99113108 1.         0.98163513 0.98549615 0.98549615 0.06025308]\n",
      "  [0.99296259 0.99334206 0.97946534 0.98365638 0.98365638 0.03921535]\n",
      "  [0.98464646 0.98464646 0.94371732 0.95698365 0.95698365 0.08445812]\n",
      "  [0.96179346 0.97125637 0.95593586 0.96975488 0.96975488 0.03873192]\n",
      "  [0.96587735 0.97214745 0.94933573 0.95787463 0.95787463 0.03485969]\n",
      "  [0.96736231 0.96847607 0.92953535 0.93444415 0.93444415 0.05243254]\n",
      "  [0.92974986 0.95533362 0.92684578 0.94073077 0.94073077 0.03459679]\n",
      "  [0.93777725 0.95254506 0.93620144 0.94962447 0.94962447 0.02278558]\n",
      "  [0.95312253 0.95856761 0.94851072 0.95576264 0.95576264 0.01946804]\n",
      "  [0.96451605 0.96645482 0.95354329 0.95758589 0.95758589 0.02142033]]]\n",
      "test_predict [0.9115674]\n",
      "Tomorrow's stock price [1106.2211]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    " \n",
    " \n",
    "# 랜덤에 의해 똑같은 결과를 재현하도록 시드 설정\n",
    "# 하이퍼파라미터를 튜닝하기 위한 용도(흔들리면 무엇때문에 좋아졌는지 알기 어려움)\n",
    "tf.set_random_seed(777)\n",
    " \n",
    " \n",
    "# Standardization\n",
    "def data_standardization(x):\n",
    "    x_np = np.asarray(x)\n",
    "    return (x_np - x_np.mean()) / x_np.std()\n",
    " \n",
    "# 너무 작거나 너무 큰 값이 학습을 방해하는 것을 방지하고자 정규화한다\n",
    "# x가 양수라는 가정하에 최소값과 최대값을 이용하여 0~1사이의 값으로 변환\n",
    "# Min-Max scaling\n",
    "def min_max_scaling(x):\n",
    "    x_np = np.asarray(x)\n",
    "    return (x_np - x_np.min()) / (x_np.max() - x_np.min() + 1e-7) # 1e-7은 0으로 나누는 오류 예방차원\n",
    " \n",
    "# 정규화된 값을 원래의 값으로 되돌린다\n",
    "# 정규화하기 이전의 org_x값과 되돌리고 싶은 x를 입력하면 역정규화된 값을 리턴한다\n",
    "def reverse_min_max_scaling(org_x, x):\n",
    "    org_x_np = np.asarray(org_x)\n",
    "    x_np = np.asarray(x)\n",
    "    return (x_np * (org_x_np.max() - org_x_np.min() + 1e-7)) + org_x_np.min()\n",
    " \n",
    " \n",
    "# 하이퍼파라미터\n",
    "input_data_column_cnt = 6  # 입력데이터의 컬럼 개수(Variable 개수)\n",
    "output_data_column_cnt = 1 # 결과데이터의 컬럼 개수\n",
    " \n",
    "seq_length = 28            # 1개 시퀀스의 길이(시계열데이터 입력 개수)\n",
    "rnn_cell_hidden_dim = 20   # 각 셀의 (hidden)출력 크기\n",
    "forget_bias = 1.0          # 망각편향(기본값 1.0)\n",
    "num_stacked_layers = 1     # stacked LSTM layers 개수\n",
    "keep_prob = 1.0            # dropout할 때 keep할 비율\n",
    " \n",
    "epoch_num = 1000           # 에폭 횟수(학습용전체데이터를 몇 회 반복해서 학습할 것인가 입력)\n",
    "learning_rate = 0.01       # 학습률\n",
    " \n",
    " \n",
    "# 데이터를 로딩한다.\n",
    "stock_file_name = 'AMZN.csv' # 아마존 주가데이터 파일\n",
    "encoding = 'euc-kr' # 문자 인코딩\n",
    "names = ['Date','Open','High','Low','Close','Adj Close','Volume']\n",
    "raw_dataframe = pd.read_csv(stock_file_name, names=names, encoding=encoding) #판다스이용 csv파일 로딩\n",
    "raw_dataframe.info() # 데이터 정보 출력\n",
    " \n",
    "# raw_dataframe.drop('Date', axis=1, inplace=True) # 시간열을 제거하고 dataframe 재생성하지 않기\n",
    "del raw_dataframe['Date'] # 위 줄과 같은 효과\n",
    " \n",
    "stock_info = raw_dataframe.values[1:].astype(np.float) # 금액&거래량 문자열을 부동소수점형으로 변환한다\n",
    "print(\"stock_info.shape: \", stock_info.shape)\n",
    "print(\"stock_info[0]: \", stock_info[0])\n",
    " \n",
    " \n",
    "# 데이터 전처리\n",
    "# 가격과 거래량 수치의 차이가 많아나서 각각 별도로 정규화한다\n",
    " \n",
    "# 가격형태 데이터들을 정규화한다\n",
    "# ['Open','High','Low','Close','Adj Close','Volume']에서 'Adj Close'까지 취함\n",
    "# 곧, 마지막 열 Volume를 제외한 모든 열\n",
    "price = stock_info[:,:-1]\n",
    "norm_price = min_max_scaling(price) # 가격형태 데이터 정규화 처리\n",
    "print(\"price.shape: \", price.shape)\n",
    "print(\"price[0]: \", price[0])\n",
    "print(\"norm_price[0]: \", norm_price[0])\n",
    "print(\"=\"*100) # 화면상 구분용\n",
    " \n",
    "# 거래량형태 데이터를 정규화한다\n",
    "# ['Open','High','Low','Close','Adj Close','Volume']에서 마지막 'Volume'만 취함\n",
    "# [:,-1]이 아닌 [:,-1:]이므로 주의하자! 스칼라가아닌 벡터값 산출해야만 쉽게 병합 가능\n",
    "volume = stock_info[:,-1:]\n",
    "norm_volume = min_max_scaling(volume) # 거래량형태 데이터 정규화 처리\n",
    "print(\"volume.shape: \", volume.shape)\n",
    "print(\"volume[0]: \", volume[0])\n",
    "print(\"norm_volume[0]: \", norm_volume[0])\n",
    "print(\"=\"*100) # 화면상 구분용\n",
    " \n",
    "# 행은 그대로 두고 열을 우측에 붙여 합친다\n",
    "x = np.concatenate((norm_price, norm_volume), axis=1) # axis=1, 세로로 합친다\n",
    "print(\"x.shape: \", x.shape)\n",
    "print(\"x[0]: \", x[0])    # x의 첫 값\n",
    "print(\"x[-1]: \", x[-1])  # x의 마지막 값\n",
    "print(\"=\"*100) # 화면상 구분용\n",
    " \n",
    "y = x[:, [-2]] # 타켓은 주식 종가이다\n",
    "print(\"y[0]: \",y[0])     # y의 첫 값\n",
    "print(\"y[-1]: \",y[-1])   # y의 마지막 값\n",
    " \n",
    " \n",
    "dataX = [] # 입력으로 사용될 Sequence Data\n",
    "dataY = [] # 출력(타켓)으로 사용\n",
    " \n",
    "for i in range(0, len(y) - seq_length):\n",
    "    _x = x[i : i+seq_length]\n",
    "    _y = y[i + seq_length] # 다음 나타날 주가(정답)\n",
    "    if i is 0:\n",
    "        print(_x, \"->\", _y) # 첫번째 행만 출력해 봄\n",
    "    dataX.append(_x) # dataX 리스트에 추가\n",
    "    dataY.append(_y) # dataY 리스트에 추가\n",
    " \n",
    " \n",
    "# 학습용/테스트용 데이터 생성\n",
    "# 전체 70%를 학습용 데이터로 사용\n",
    "train_size = int(len(dataY) * 0.7)\n",
    "# 나머지(30%)를 테스트용 데이터로 사용\n",
    "test_size = len(dataY) - train_size\n",
    " \n",
    "# 데이터를 잘라 학습용 데이터 생성\n",
    "trainX = np.array(dataX[0:train_size])\n",
    "trainY = np.array(dataY[0:train_size])\n",
    " \n",
    "# 데이터를 잘라 테스트용 데이터 생성\n",
    "testX = np.array(dataX[train_size:len(dataX)])\n",
    "testY = np.array(dataY[train_size:len(dataY)])\n",
    " \n",
    " \n",
    "# 텐서플로우 플레이스홀더 생성\n",
    "# 입력 X, 출력 Y를 생성한다\n",
    "X = tf.placeholder(tf.float32, [None, seq_length, input_data_column_cnt])\n",
    "print(\"X: \", X)\n",
    "Y = tf.placeholder(tf.float32, [None, 1])\n",
    "print(\"Y: \", Y)\n",
    " \n",
    "# 검증용 측정지표를 산출하기 위한 targets, predictions를 생성한다\n",
    "targets = tf.placeholder(tf.float32, [None, 1])\n",
    "print(\"targets: \", targets)\n",
    " \n",
    "predictions = tf.placeholder(tf.float32, [None, 1])\n",
    "print(\"predictions: \", predictions)\n",
    " \n",
    " \n",
    "# 모델(LSTM 네트워크) 생성\n",
    "def lstm_cell():\n",
    "    # LSTM셀을 생성\n",
    "    # num_units: 각 Cell 출력 크기\n",
    "    # forget_bias:  to the biases of the forget gate \n",
    "    #              (default: 1)  in order to reduce the scale of forgetting in the beginning of the training.\n",
    "    # state_is_tuple: True ==> accepted and returned states are 2-tuples of the c_state and m_state.\n",
    "    # state_is_tuple: False ==> they are concatenated along the column axis.\n",
    "    #cell = tf.contrib.rnn.BasicLSTMCell(num_units=rnn_cell_hidden_dim, \n",
    "    #                                    forget_bias=forget_bias, state_is_tuple=True, activation=tf.nn.softsign)\n",
    "    cell = tf.contrib.rnn.LSTMCell(num_units=rnn_cell_hidden_dim,\n",
    "                                       forget_bias=forget_bias, state_is_tuple=True, activation=tf.nn.softsign, use_peepholes=True)\n",
    "    if keep_prob < 1.0:\n",
    "        cell = tf.contrib.rnn.DropoutWrapper(cell, output_keep_prob=keep_prob)\n",
    "    return cell\n",
    " \n",
    "# num_stacked_layers개의 층으로 쌓인 Stacked RNNs 생성\n",
    "stackedRNNs = [lstm_cell() for _ in range(num_stacked_layers)]\n",
    "multi_cells = tf.contrib.rnn.MultiRNNCell(stackedRNNs, state_is_tuple=True) if num_stacked_layers > 1 else lstm_cell()\n",
    " \n",
    "# RNN Cell(여기서는 LSTM셀임)들을 연결\n",
    "hypothesis, _states = tf.nn.dynamic_rnn(multi_cells, X, dtype=tf.float32)\n",
    "print(\"hypothesis: \", hypothesis)\n",
    " \n",
    "# [:, -1]를 잘 살펴보자. LSTM RNN의 마지막 (hidden)출력만을 사용했다.\n",
    "# 과거 여러 거래일의 주가를 이용해서 다음날의 주가 1개를 예측하기때문에 MANY-TO-ONE형태이다\n",
    "hypothesis = tf.contrib.layers.fully_connected(hypothesis[:, -1], output_data_column_cnt, activation_fn=tf.identity)\n",
    " \n",
    " \n",
    "# 손실함수로 평균제곱오차를 사용한다\n",
    "loss = tf.reduce_sum(tf.square(hypothesis - Y))\n",
    "# 최적화함수로 AdamOptimizer를 사용한다\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate)\n",
    "# optimizer = tf.train.RMSPropOptimizer(learning_rate) # LSTM과 궁합 별로임\n",
    " \n",
    "train = optimizer.minimize(loss)\n",
    " \n",
    "# RMSE(Root Mean Square Error)\n",
    "# 제곱오차의 평균을 구하고 다시 제곱근을 구하면 평균 오차가 나온다\n",
    "# rmse = tf.sqrt(tf.reduce_mean(tf.square(targets-predictions))) # 아래 코드와 같다\n",
    "rmse = tf.sqrt(tf.reduce_mean(tf.squared_difference(targets, predictions)))\n",
    " \n",
    " \n",
    "train_error_summary = [] # 학습용 데이터의 오류를 중간 중간 기록한다\n",
    "test_error_summary = []  # 테스트용 데이터의 오류를 중간 중간 기록한다\n",
    "test_predict = ''        # 테스트용데이터로 예측한 결과\n",
    " \n",
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())\n",
    " \n",
    "# 학습한다\n",
    "start_time = datetime.datetime.now() # 시작시간을 기록한다\n",
    "print('학습을 시작합니다...')\n",
    "for epoch in range(epoch_num):\n",
    "    _, _loss = sess.run([train, loss], feed_dict={X: trainX, Y: trainY})\n",
    "    if ((epoch+1) % 100 == 0) or (epoch == epoch_num-1): # 100번째마다 또는 마지막 epoch인 경우\n",
    "        # 학습용데이터로 rmse오차를 구한다\n",
    "        train_predict = sess.run(hypothesis, feed_dict={X: trainX})\n",
    "        train_error = sess.run(rmse, feed_dict={targets: trainY, predictions: train_predict})\n",
    "        train_error_summary.append(train_error)\n",
    " \n",
    "        # 테스트용데이터로 rmse오차를 구한다\n",
    "        test_predict = sess.run(hypothesis, feed_dict={X: testX})\n",
    "        test_error = sess.run(rmse, feed_dict={targets: testY, predictions: test_predict})\n",
    "        test_error_summary.append(test_error)\n",
    "        \n",
    "        # 현재 오류를 출력한다\n",
    "        print(\"epoch: {}, train_error(A): {}, test_error(B): {}, B-A: {}\".format(epoch+1, train_error, test_error, test_error-train_error))\n",
    "        \n",
    "end_time = datetime.datetime.now() # 종료시간을 기록한다\n",
    "elapsed_time = end_time - start_time # 경과시간을 구한다\n",
    "print('elapsed_time:',elapsed_time)\n",
    "print('elapsed_time per epoch:',elapsed_time/epoch_num)\n",
    " \n",
    " \n",
    "# 하이퍼파라미터 출력\n",
    "print('input_data_column_cnt:', input_data_column_cnt, end='')\n",
    "print(',output_data_column_cnt:', output_data_column_cnt, end='')\n",
    " \n",
    "print(',seq_length:', seq_length, end='')\n",
    "print(',rnn_cell_hidden_dim:', rnn_cell_hidden_dim, end='')\n",
    "print(',forget_bias:', forget_bias, end='')\n",
    "print(',num_stacked_layers:', num_stacked_layers, end='')\n",
    "print(',keep_prob:', keep_prob, end='')\n",
    " \n",
    "print(',epoch_num:', epoch_num, end='')\n",
    "print(',learning_rate:', learning_rate, end='')\n",
    " \n",
    "print(',train_error:', train_error_summary[-1], end='')\n",
    "print(',test_error:', test_error_summary[-1], end='')\n",
    "print(',min_test_error:', np.min(test_error_summary))\n",
    " \n",
    "# 결과 그래프 출력\n",
    "plt.figure(1)\n",
    "plt.plot(train_error_summary, 'gold')\n",
    "plt.plot(test_error_summary, 'b')\n",
    "plt.xlabel('Epoch(x100)')\n",
    "plt.ylabel('Root Mean Square Error')\n",
    " \n",
    "plt.figure(2)\n",
    "plt.plot(testY, 'r')\n",
    "plt.plot(test_predict, 'b')\n",
    "plt.xlabel('Time Period')\n",
    "plt.ylabel('Stock Price')\n",
    "plt.show()\n",
    " \n",
    " \n",
    "# sequence length만큼의 가장 최근 데이터를 슬라이싱한다\n",
    "recent_data = np.array([x[len(x)-seq_length : ]])\n",
    "print(\"recent_data.shape:\", recent_data.shape)\n",
    "print(\"recent_data:\", recent_data)\n",
    " \n",
    "# 내일 종가를 예측해본다\n",
    "test_predict = sess.run(hypothesis, feed_dict={X: recent_data})\n",
    " \n",
    "print(\"test_predict\", test_predict[0])\n",
    "test_predict = reverse_min_max_scaling(price,test_predict) # 금액데이터 역정규화한다\n",
    "print(\"Tomorrow's stock price\", test_predict[0]) # 예측한 주가를 출력한다\n",
    "# LSTM RNN을 이용하여 아마존 주가 예측하기|작성자 똑똑이"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EX 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rain2 = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>-0.1250</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>1.059998</td>\n",
       "      <td>-1.410004</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>1.059998</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>25.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>28.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.005000</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>-0.1875</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.409988</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>15.5</td>\n",
       "      <td>20.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>23.5</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001667</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>-0.0625</td>\n",
       "      <td>0.3125</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>0.349991</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>1.759994</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>17.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001667</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>0.349991</td>\n",
       "      <td>-1.059998</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.059998</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>24.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.0625</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.5625</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>-1.059998</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>1.759994</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.5625</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.4375</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>-1.760010</td>\n",
       "      <td>-1.760010</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>0.709991</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.5</td>\n",
       "      <td>19.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>25.5</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001667</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>-0.1875</td>\n",
       "      <td>0.2500</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>-1.059998</td>\n",
       "      <td>-2.120010</td>\n",
       "      <td>-0.710007</td>\n",
       "      <td>0.349991</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>18.5</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.4375</td>\n",
       "      <td>0.8125</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.760010</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>1.059998</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.5</td>\n",
       "      <td>17.0</td>\n",
       "      <td>19.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.349991</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2</td>\n",
       "      <td>47</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>18.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>0.6875</td>\n",
       "      <td>0.349991</td>\n",
       "      <td>-2.110001</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>1.059998</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2</td>\n",
       "      <td>53</td>\n",
       "      <td>2.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>23.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.998333</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>0.6250</td>\n",
       "      <td>0.9375</td>\n",
       "      <td>1.3750</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>-1.410004</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>2.119995</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2</td>\n",
       "      <td>58</td>\n",
       "      <td>2.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>16.5</td>\n",
       "      <td>22.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>31.5</td>\n",
       "      <td>26.5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.001667</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.1875</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>-1.410004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.350006</td>\n",
       "      <td>0.699997</td>\n",
       "      <td>1.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.801667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0625</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3</td>\n",
       "      <td>58</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26.162014</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Id  minutes_past  radardist_km   Ref  Ref_5x5_10th  Ref_5x5_50th  \\\n",
       "0    1             3          10.0   NaN           NaN           NaN   \n",
       "1    1            16          10.0   NaN           NaN           NaN   \n",
       "2    1            25          10.0   NaN           NaN           NaN   \n",
       "3    1            35          10.0   NaN           NaN           NaN   \n",
       "4    1            45          10.0   NaN           NaN           NaN   \n",
       "5    1            55          10.0   NaN           NaN           NaN   \n",
       "6    2             1           2.0   9.0           5.0           7.5   \n",
       "7    2             6           2.0  26.5          22.5          25.5   \n",
       "8    2            11           2.0  21.5          15.5          20.5   \n",
       "9    2            16           2.0  18.0          14.0          17.5   \n",
       "10   2            21           2.0  24.5          16.5          21.0   \n",
       "11   2            26           2.0  12.0          12.0          16.0   \n",
       "12   2            31           2.0  22.5          19.0          22.0   \n",
       "13   2            37           2.0  14.0          14.0          18.5   \n",
       "14   2            42           2.0  12.0          11.0          12.5   \n",
       "15   2            47           2.0   1.5           3.5           7.0   \n",
       "16   2            53           2.0  16.0          14.5          18.0   \n",
       "17   2            58           2.0  22.0          16.5          22.5   \n",
       "18   3             4          10.0   NaN           NaN           NaN   \n",
       "19   3             9          10.0   NaN           NaN           NaN   \n",
       "20   3            14          10.0   NaN           NaN           NaN   \n",
       "21   3            18          10.0   NaN           NaN           NaN   \n",
       "22   3            23          10.0   NaN           NaN           NaN   \n",
       "23   3            28          10.0   NaN           NaN           NaN   \n",
       "24   3            33          10.0   NaN           NaN           NaN   \n",
       "25   3            38          10.0   NaN           NaN           NaN   \n",
       "26   3            43          10.0   NaN           NaN           NaN   \n",
       "27   3            48          10.0   NaN           NaN           NaN   \n",
       "28   3            53          10.0   NaN           NaN           NaN   \n",
       "29   3            58          10.0   NaN           NaN           NaN   \n",
       "\n",
       "    Ref_5x5_90th  RefComposite  RefComposite_5x5_10th  RefComposite_5x5_50th  \\\n",
       "0            NaN           NaN                    NaN                    NaN   \n",
       "1            NaN           NaN                    NaN                    NaN   \n",
       "2            NaN           NaN                    NaN                    NaN   \n",
       "3            NaN           NaN                    NaN                    NaN   \n",
       "4            NaN           NaN                    NaN                    NaN   \n",
       "5            NaN           NaN                    NaN                    NaN   \n",
       "6           10.5          15.0                   10.5                   16.5   \n",
       "7           31.5          26.5                   26.5                   28.5   \n",
       "8           25.0          26.5                   23.5                   25.0   \n",
       "9           21.0          20.5                   18.0                   20.5   \n",
       "10          24.5          24.5                   21.0                   24.0   \n",
       "11          20.0          16.5                   17.0                   19.0   \n",
       "12          25.0          26.0                   23.5                   25.5   \n",
       "13          21.0          19.5                   20.0                   21.0   \n",
       "14          17.0          19.5                   18.0                   21.0   \n",
       "15          10.5          18.0                   16.5                   18.5   \n",
       "16          23.5          28.0                   23.5                   26.5   \n",
       "17          26.5          31.5                   26.5                   29.0   \n",
       "18           NaN           NaN                    NaN                    NaN   \n",
       "19           NaN           NaN                    NaN                    NaN   \n",
       "20           NaN           NaN                    NaN                    NaN   \n",
       "21           NaN           NaN                    NaN                    NaN   \n",
       "22           NaN           NaN                    NaN                    NaN   \n",
       "23           NaN           NaN                    NaN                    NaN   \n",
       "24           NaN           NaN                    NaN                    NaN   \n",
       "25           NaN           NaN                    NaN                    NaN   \n",
       "26           8.5           NaN                    NaN                    NaN   \n",
       "27           NaN           NaN                    NaN                    NaN   \n",
       "28           NaN           NaN                    NaN                    NaN   \n",
       "29           NaN           NaN                    NaN                    NaN   \n",
       "\n",
       "      ...      RhoHV_5x5_90th     Zdr  Zdr_5x5_10th  Zdr_5x5_50th  \\\n",
       "0     ...                 NaN     NaN           NaN           NaN   \n",
       "1     ...                 NaN     NaN           NaN           NaN   \n",
       "2     ...                 NaN     NaN           NaN           NaN   \n",
       "3     ...                 NaN     NaN           NaN           NaN   \n",
       "4     ...                 NaN     NaN           NaN           NaN   \n",
       "5     ...                 NaN     NaN           NaN           NaN   \n",
       "6     ...            0.998333  0.3750       -0.1250        0.3125   \n",
       "7     ...            1.005000  0.0625       -0.1875        0.2500   \n",
       "8     ...            1.001667  0.3125       -0.0625        0.3125   \n",
       "9     ...            1.001667  0.2500        0.1250        0.3750   \n",
       "10    ...            0.998333  0.2500        0.0625        0.1875   \n",
       "11    ...            0.998333  0.5625        0.2500        0.4375   \n",
       "12    ...            1.001667  0.0000       -0.1875        0.2500   \n",
       "13    ...            0.998333  0.5000        0.1875        0.4375   \n",
       "14    ...            0.998333  0.6250        0.3750        0.6250   \n",
       "15    ...            0.998333  0.3750        0.1875        0.5000   \n",
       "16    ...            0.998333  0.8750        0.6250        0.9375   \n",
       "17    ...            1.001667  0.3750        0.1875        0.3750   \n",
       "18    ...                 NaN     NaN           NaN           NaN   \n",
       "19    ...                 NaN     NaN           NaN           NaN   \n",
       "20    ...                 NaN     NaN           NaN           NaN   \n",
       "21    ...                 NaN     NaN           NaN           NaN   \n",
       "22    ...                 NaN     NaN           NaN           NaN   \n",
       "23    ...                 NaN     NaN           NaN           NaN   \n",
       "24    ...                 NaN     NaN           NaN           NaN   \n",
       "25    ...                 NaN     NaN           NaN           NaN   \n",
       "26    ...                 NaN     NaN           NaN           NaN   \n",
       "27    ...                 NaN     NaN           NaN           NaN   \n",
       "28    ...            0.801667     NaN           NaN           NaN   \n",
       "29    ...                 NaN     NaN           NaN           NaN   \n",
       "\n",
       "    Zdr_5x5_90th       Kdp  Kdp_5x5_10th  Kdp_5x5_50th  Kdp_5x5_90th  \\\n",
       "0            NaN       NaN           NaN           NaN           NaN   \n",
       "1            NaN       NaN           NaN           NaN           NaN   \n",
       "2            NaN       NaN           NaN           NaN           NaN   \n",
       "3            NaN       NaN           NaN           NaN           NaN   \n",
       "4            NaN       NaN           NaN           NaN           NaN   \n",
       "5            NaN       NaN           NaN           NaN           NaN   \n",
       "6         0.8750  1.059998     -1.410004     -0.350006      1.059998   \n",
       "7         0.6875       NaN           NaN           NaN      1.409988   \n",
       "8         0.6250  0.349991           NaN     -0.350006      1.759994   \n",
       "9         0.6875  0.349991     -1.059998      0.000000      1.059998   \n",
       "10        0.5625 -0.350006     -1.059998     -0.350006      1.759994   \n",
       "11        0.6875 -1.760010     -1.760010     -0.350006      0.709991   \n",
       "12        0.6250 -1.059998     -2.120010     -0.710007      0.349991   \n",
       "13        0.8125  0.000000     -1.760010     -0.350006      1.059998   \n",
       "14        0.8750 -0.350006     -0.350006      0.000000      0.349991   \n",
       "15        0.6875  0.349991     -2.110001     -0.350006      1.059998   \n",
       "16        1.3750 -0.350006     -1.410004     -0.350006      2.119995   \n",
       "17        0.8750 -1.410004           NaN     -0.350006      0.699997   \n",
       "18           NaN       NaN           NaN           NaN           NaN   \n",
       "19           NaN       NaN           NaN           NaN           NaN   \n",
       "20           NaN       NaN           NaN           NaN           NaN   \n",
       "21           NaN       NaN           NaN           NaN           NaN   \n",
       "22           NaN       NaN           NaN           NaN           NaN   \n",
       "23           NaN       NaN           NaN           NaN           NaN   \n",
       "24           NaN       NaN           NaN           NaN           NaN   \n",
       "25           NaN       NaN           NaN           NaN           NaN   \n",
       "26           NaN       NaN           NaN           NaN           NaN   \n",
       "27           NaN       NaN           NaN           NaN           NaN   \n",
       "28        2.0625       NaN           NaN           NaN           NaN   \n",
       "29           NaN       NaN           NaN           NaN           NaN   \n",
       "\n",
       "     Expected  \n",
       "0    0.254000  \n",
       "1    0.254000  \n",
       "2    0.254000  \n",
       "3    0.254000  \n",
       "4    0.254000  \n",
       "5    0.254000  \n",
       "6    1.016000  \n",
       "7    1.016000  \n",
       "8    1.016000  \n",
       "9    1.016000  \n",
       "10   1.016000  \n",
       "11   1.016000  \n",
       "12   1.016000  \n",
       "13   1.016000  \n",
       "14   1.016000  \n",
       "15   1.016000  \n",
       "16   1.016000  \n",
       "17   1.016000  \n",
       "18  26.162014  \n",
       "19  26.162014  \n",
       "20  26.162014  \n",
       "21  26.162014  \n",
       "22  26.162014  \n",
       "23  26.162014  \n",
       "24  26.162014  \n",
       "25  26.162014  \n",
       "26  26.162014  \n",
       "27  26.162014  \n",
       "28  26.162014  \n",
       "29  26.162014  \n",
       "\n",
       "[30 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain2.head(n=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = rain2.dropna(subset=['Ref'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>minutes_past</th>\n",
       "      <th>radardist_km</th>\n",
       "      <th>Ref</th>\n",
       "      <th>Ref_5x5_10th</th>\n",
       "      <th>Ref_5x5_50th</th>\n",
       "      <th>Ref_5x5_90th</th>\n",
       "      <th>RefComposite</th>\n",
       "      <th>RefComposite_5x5_10th</th>\n",
       "      <th>RefComposite_5x5_50th</th>\n",
       "      <th>...</th>\n",
       "      <th>RhoHV_5x5_90th</th>\n",
       "      <th>Zdr</th>\n",
       "      <th>Zdr_5x5_10th</th>\n",
       "      <th>Zdr_5x5_50th</th>\n",
       "      <th>Zdr_5x5_90th</th>\n",
       "      <th>Kdp</th>\n",
       "      <th>Kdp_5x5_10th</th>\n",
       "      <th>Kdp_5x5_50th</th>\n",
       "      <th>Kdp_5x5_90th</th>\n",
       "      <th>Expected</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6.349375e+06</td>\n",
       "      <td>6.349375e+06</td>\n",
       "      <td>6.349375e+06</td>\n",
       "      <td>6.349375e+06</td>\n",
       "      <td>5.269105e+06</td>\n",
       "      <td>6.156846e+06</td>\n",
       "      <td>6.349288e+06</td>\n",
       "      <td>6.349375e+06</td>\n",
       "      <td>5.550921e+06</td>\n",
       "      <td>6.207490e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.600898e+06</td>\n",
       "      <td>4.069799e+06</td>\n",
       "      <td>3.577674e+06</td>\n",
       "      <td>4.095586e+06</td>\n",
       "      <td>4.600898e+06</td>\n",
       "      <td>3.494665e+06</td>\n",
       "      <td>2.978691e+06</td>\n",
       "      <td>3.511354e+06</td>\n",
       "      <td>4.062702e+06</td>\n",
       "      <td>6.349375e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.894813e+05</td>\n",
       "      <td>2.927051e+01</td>\n",
       "      <td>9.286182e+00</td>\n",
       "      <td>2.292666e+01</td>\n",
       "      <td>1.998385e+01</td>\n",
       "      <td>2.302103e+01</td>\n",
       "      <td>2.812518e+01</td>\n",
       "      <td>2.540071e+01</td>\n",
       "      <td>2.256900e+01</td>\n",
       "      <td>2.541082e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.013113e+00</td>\n",
       "      <td>5.295568e-01</td>\n",
       "      <td>-6.975932e-01</td>\n",
       "      <td>3.815768e-01</td>\n",
       "      <td>2.057199e+00</td>\n",
       "      <td>3.230033e-02</td>\n",
       "      <td>-3.409001e+00</td>\n",
       "      <td>-3.781228e-01</td>\n",
       "      <td>4.038652e+00</td>\n",
       "      <td>1.714876e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.406124e+05</td>\n",
       "      <td>1.715383e+01</td>\n",
       "      <td>4.068784e+00</td>\n",
       "      <td>1.035516e+01</td>\n",
       "      <td>9.195141e+00</td>\n",
       "      <td>9.882618e+00</td>\n",
       "      <td>1.028228e+01</td>\n",
       "      <td>1.044013e+01</td>\n",
       "      <td>9.547383e+00</td>\n",
       "      <td>1.003713e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>4.179456e-02</td>\n",
       "      <td>1.476643e+00</td>\n",
       "      <td>1.017368e+00</td>\n",
       "      <td>9.260191e-01</td>\n",
       "      <td>1.617217e+00</td>\n",
       "      <td>3.699795e+00</td>\n",
       "      <td>2.719573e+00</td>\n",
       "      <td>2.087361e+00</td>\n",
       "      <td>3.902270e+00</td>\n",
       "      <td>2.025279e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-3.100000e+01</td>\n",
       "      <td>-3.200000e+01</td>\n",
       "      <td>-3.200000e+01</td>\n",
       "      <td>-2.850000e+01</td>\n",
       "      <td>-2.800000e+01</td>\n",
       "      <td>-3.050000e+01</td>\n",
       "      <td>-2.750000e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>2.083333e-01</td>\n",
       "      <td>-7.875000e+00</td>\n",
       "      <td>-7.875000e+00</td>\n",
       "      <td>-7.875000e+00</td>\n",
       "      <td>-7.875000e+00</td>\n",
       "      <td>-9.604000e+01</td>\n",
       "      <td>-8.079000e+01</td>\n",
       "      <td>-7.168000e+01</td>\n",
       "      <td>-1.002000e+02</td>\n",
       "      <td>1.000000e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.923290e+05</td>\n",
       "      <td>1.400000e+01</td>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>1.600000e+01</td>\n",
       "      <td>1.450000e+01</td>\n",
       "      <td>1.650000e+01</td>\n",
       "      <td>2.150000e+01</td>\n",
       "      <td>1.850000e+01</td>\n",
       "      <td>1.650000e+01</td>\n",
       "      <td>1.850000e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>9.983333e-01</td>\n",
       "      <td>-1.875000e-01</td>\n",
       "      <td>-1.062500e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.062500e+00</td>\n",
       "      <td>-1.410004e+00</td>\n",
       "      <td>-4.540008e+00</td>\n",
       "      <td>-7.100067e-01</td>\n",
       "      <td>2.059998e+00</td>\n",
       "      <td>5.080003e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.906240e+05</td>\n",
       "      <td>2.900000e+01</td>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>2.250000e+01</td>\n",
       "      <td>2.000000e+01</td>\n",
       "      <td>2.300000e+01</td>\n",
       "      <td>2.750000e+01</td>\n",
       "      <td>2.500000e+01</td>\n",
       "      <td>2.250000e+01</td>\n",
       "      <td>2.500000e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.005000e+00</td>\n",
       "      <td>3.750000e-01</td>\n",
       "      <td>-6.250000e-01</td>\n",
       "      <td>3.125000e-01</td>\n",
       "      <td>1.687500e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>-2.820007e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.509994e+00</td>\n",
       "      <td>1.425001e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.883170e+05</td>\n",
       "      <td>4.400000e+01</td>\n",
       "      <td>1.200000e+01</td>\n",
       "      <td>2.950000e+01</td>\n",
       "      <td>2.600000e+01</td>\n",
       "      <td>2.950000e+01</td>\n",
       "      <td>3.500000e+01</td>\n",
       "      <td>3.200000e+01</td>\n",
       "      <td>2.900000e+01</td>\n",
       "      <td>3.200000e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.051667e+00</td>\n",
       "      <td>1.062500e+00</td>\n",
       "      <td>-1.875000e-01</td>\n",
       "      <td>6.875000e-01</td>\n",
       "      <td>2.562500e+00</td>\n",
       "      <td>1.409988e+00</td>\n",
       "      <td>-1.740006e+00</td>\n",
       "      <td>3.499908e-01</td>\n",
       "      <td>5.629990e+00</td>\n",
       "      <td>4.064002e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.180945e+06</td>\n",
       "      <td>5.900000e+01</td>\n",
       "      <td>2.100000e+01</td>\n",
       "      <td>7.100000e+01</td>\n",
       "      <td>6.250000e+01</td>\n",
       "      <td>6.900000e+01</td>\n",
       "      <td>7.250000e+01</td>\n",
       "      <td>9.250000e+01</td>\n",
       "      <td>6.600000e+01</td>\n",
       "      <td>7.100000e+01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.051667e+00</td>\n",
       "      <td>7.937500e+00</td>\n",
       "      <td>7.937500e+00</td>\n",
       "      <td>7.937500e+00</td>\n",
       "      <td>7.937500e+00</td>\n",
       "      <td>1.797500e+02</td>\n",
       "      <td>3.169998e+00</td>\n",
       "      <td>1.280000e+01</td>\n",
       "      <td>1.446000e+02</td>\n",
       "      <td>3.301773e+04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Id  minutes_past  radardist_km           Ref  Ref_5x5_10th  \\\n",
       "count  6.349375e+06  6.349375e+06  6.349375e+06  6.349375e+06  5.269105e+06   \n",
       "mean   5.894813e+05  2.927051e+01  9.286182e+00  2.292666e+01  1.998385e+01   \n",
       "std    3.406124e+05  1.715383e+01  4.068784e+00  1.035516e+01  9.195141e+00   \n",
       "min    2.000000e+00  0.000000e+00  0.000000e+00 -3.100000e+01 -3.200000e+01   \n",
       "25%    2.923290e+05  1.400000e+01  6.000000e+00  1.600000e+01  1.450000e+01   \n",
       "50%    5.906240e+05  2.900000e+01  1.000000e+01  2.250000e+01  2.000000e+01   \n",
       "75%    8.883170e+05  4.400000e+01  1.200000e+01  2.950000e+01  2.600000e+01   \n",
       "max    1.180945e+06  5.900000e+01  2.100000e+01  7.100000e+01  6.250000e+01   \n",
       "\n",
       "       Ref_5x5_50th  Ref_5x5_90th  RefComposite  RefComposite_5x5_10th  \\\n",
       "count  6.156846e+06  6.349288e+06  6.349375e+06           5.550921e+06   \n",
       "mean   2.302103e+01  2.812518e+01  2.540071e+01           2.256900e+01   \n",
       "std    9.882618e+00  1.028228e+01  1.044013e+01           9.547383e+00   \n",
       "min   -3.200000e+01 -2.850000e+01 -2.800000e+01          -3.050000e+01   \n",
       "25%    1.650000e+01  2.150000e+01  1.850000e+01           1.650000e+01   \n",
       "50%    2.300000e+01  2.750000e+01  2.500000e+01           2.250000e+01   \n",
       "75%    2.950000e+01  3.500000e+01  3.200000e+01           2.900000e+01   \n",
       "max    6.900000e+01  7.250000e+01  9.250000e+01           6.600000e+01   \n",
       "\n",
       "       RefComposite_5x5_50th      ...       RhoHV_5x5_90th           Zdr  \\\n",
       "count           6.207490e+06      ...         4.600898e+06  4.069799e+06   \n",
       "mean            2.541082e+01      ...         1.013113e+00  5.295568e-01   \n",
       "std             1.003713e+01      ...         4.179456e-02  1.476643e+00   \n",
       "min            -2.750000e+01      ...         2.083333e-01 -7.875000e+00   \n",
       "25%             1.850000e+01      ...         9.983333e-01 -1.875000e-01   \n",
       "50%             2.500000e+01      ...         1.005000e+00  3.750000e-01   \n",
       "75%             3.200000e+01      ...         1.051667e+00  1.062500e+00   \n",
       "max             7.100000e+01      ...         1.051667e+00  7.937500e+00   \n",
       "\n",
       "       Zdr_5x5_10th  Zdr_5x5_50th  Zdr_5x5_90th           Kdp  Kdp_5x5_10th  \\\n",
       "count  3.577674e+06  4.095586e+06  4.600898e+06  3.494665e+06  2.978691e+06   \n",
       "mean  -6.975932e-01  3.815768e-01  2.057199e+00  3.230033e-02 -3.409001e+00   \n",
       "std    1.017368e+00  9.260191e-01  1.617217e+00  3.699795e+00  2.719573e+00   \n",
       "min   -7.875000e+00 -7.875000e+00 -7.875000e+00 -9.604000e+01 -8.079000e+01   \n",
       "25%   -1.062500e+00  0.000000e+00  1.062500e+00 -1.410004e+00 -4.540008e+00   \n",
       "50%   -6.250000e-01  3.125000e-01  1.687500e+00  0.000000e+00 -2.820007e+00   \n",
       "75%   -1.875000e-01  6.875000e-01  2.562500e+00  1.409988e+00 -1.740006e+00   \n",
       "max    7.937500e+00  7.937500e+00  7.937500e+00  1.797500e+02  3.169998e+00   \n",
       "\n",
       "       Kdp_5x5_50th  Kdp_5x5_90th      Expected  \n",
       "count  3.511354e+06  4.062702e+06  6.349375e+06  \n",
       "mean  -3.781228e-01  4.038652e+00  1.714876e+01  \n",
       "std    2.087361e+00  3.902270e+00  2.025279e+02  \n",
       "min   -7.168000e+01 -1.002000e+02  1.000000e-02  \n",
       "25%   -7.100067e-01  2.059998e+00  5.080003e-01  \n",
       "50%    0.000000e+00  3.509994e+00  1.425001e+00  \n",
       "75%    3.499908e-01  5.629990e+00  4.064002e+00  \n",
       "max    1.280000e+01  1.446000e+02  3.301773e+04  \n",
       "\n",
       "[8 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id                             0\n",
       "minutes_past                   0\n",
       "radardist_km                   0\n",
       "Ref                            0\n",
       "Ref_5x5_10th             1080270\n",
       "Ref_5x5_50th              192529\n",
       "Ref_5x5_90th                  87\n",
       "RefComposite                   0\n",
       "RefComposite_5x5_10th     798454\n",
       "RefComposite_5x5_50th     141885\n",
       "RefComposite_5x5_90th         67\n",
       "RhoHV                    2279576\n",
       "RhoHV_5x5_10th           2771701\n",
       "RhoHV_5x5_50th           2253789\n",
       "RhoHV_5x5_90th           1748477\n",
       "Zdr                      2279576\n",
       "Zdr_5x5_10th             2771701\n",
       "Zdr_5x5_50th             2253789\n",
       "Zdr_5x5_90th             1748477\n",
       "Kdp                      2854710\n",
       "Kdp_5x5_10th             3370684\n",
       "Kdp_5x5_50th             2838021\n",
       "Kdp_5x5_90th             2286673\n",
       "Expected                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id                       0\n",
       "minutes_past             0\n",
       "radardist_km             0\n",
       "Ref                      0\n",
       "Ref_5x5_10th             0\n",
       "Ref_5x5_50th             0\n",
       "Ref_5x5_90th             0\n",
       "RefComposite             0\n",
       "RefComposite_5x5_10th    0\n",
       "RefComposite_5x5_50th    0\n",
       "RefComposite_5x5_90th    0\n",
       "RhoHV                    0\n",
       "RhoHV_5x5_10th           0\n",
       "RhoHV_5x5_50th           0\n",
       "RhoHV_5x5_90th           0\n",
       "Zdr                      0\n",
       "Zdr_5x5_10th             0\n",
       "Zdr_5x5_50th             0\n",
       "Zdr_5x5_90th             0\n",
       "Kdp                      0\n",
       "Kdp_5x5_10th             0\n",
       "Kdp_5x5_50th             0\n",
       "Kdp_5x5_90th             0\n",
       "Expected                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = train_df.fillna(0)\n",
    "train_df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_seq = train_df.groupby(['Id']) ## groupby메소드를 이용하여 id를 그룹화함"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731556, 19)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#\n",
    "train_seq_size = train_seq.size()\n",
    "train_seq_size.count(), train_seq_size.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.zeros((731556, 19, 22))\n",
    "y = np.zeros((731556, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "731556\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for name, group in train_seq:\n",
    "    # d.shape is (seq_length, 24)\n",
    "    d = group.values\n",
    "    # column 1~22 are features.\n",
    "    # column 0 is Id and column 23 is target.\n",
    "    # save 1~22 features to 0~21 index of dataset up to d.shape[0].\n",
    "    X[i, :d.shape[0], 0:22] = d[:, 1:23]\n",
    "    y[i, 0] = d[0, 23]\n",
    "    i += 1;\n",
    "print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feed_gen(X, y, batch_size=1024):\n",
    "    shuffled_index = np.random.permutation(len(X)) # shuffle index\n",
    "    start = 0\n",
    "    while 1:\n",
    "        end = start + batch_size\n",
    "        if end > len(X):  # cannot exceed X's length\n",
    "            end = len(X)\n",
    "        yield X[shuffled_index[start:end]], y[shuffled_index[start:end]]\n",
    "        start = end\n",
    "        if end >= len(X): # if arrive at the end, shuffle again.\n",
    "            shuffled_index = np.random.permutation(len(X))\n",
    "            start = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(643.0, 72.0)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch_size = 1024\n",
    "steps_per_epoch = np.ceil(X_train.shape[0] / batch_size)\n",
    "validation_steps = np.ceil(X_test.shape[0] / batch_size)\n",
    "steps_per_epoch, validation_steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_gen = feed_gen(X_train, y_train, batch_size)\n",
    "val_gen = feed_gen(X_test, y_test, batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, LSTM\n",
    "\n",
    "model = Sequential()\n",
    "model.add(LSTM(35, input_shape=(None, 22)))\n",
    "model.add(Dense(1))\n",
    "\n",
    "model.compile(loss='mae', optimizer='rmsprop')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "643/643 [==============================] - 18s 28ms/step - loss: 23.3781 - val_loss: 22.4762\n",
      "Epoch 2/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.2803 - val_loss: 22.5541\n",
      "Epoch 3/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.2525 - val_loss: 22.5051\n",
      "Epoch 4/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.2354 - val_loss: 22.0474\n",
      "Epoch 5/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.2201 - val_loss: 22.9945\n",
      "Epoch 6/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.2099 - val_loss: 23.1794\n",
      "Epoch 7/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.2010 - val_loss: 22.0522\n",
      "Epoch 8/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1941 - val_loss: 22.2700\n",
      "Epoch 9/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1894 - val_loss: 22.3911\n",
      "Epoch 10/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.1838 - val_loss: 23.4093\n",
      "Epoch 11/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1782 - val_loss: 22.4629\n",
      "Epoch 12/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1740 - val_loss: 21.8177\n",
      "Epoch 13/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1705 - val_loss: 22.5029\n",
      "Epoch 14/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1687 - val_loss: 23.1420\n",
      "Epoch 15/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1642 - val_loss: 22.5740\n",
      "Epoch 16/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1619 - val_loss: 22.4353\n",
      "Epoch 17/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1587 - val_loss: 21.8780\n",
      "Epoch 18/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1578 - val_loss: 22.8080\n",
      "Epoch 19/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1555 - val_loss: 21.5869\n",
      "Epoch 20/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1548 - val_loss: 23.2436\n",
      "Epoch 21/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1517 - val_loss: 21.5182\n",
      "Epoch 22/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1501 - val_loss: 21.9726\n",
      "Epoch 23/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1493 - val_loss: 22.3294\n",
      "Epoch 24/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1465 - val_loss: 22.0555\n",
      "Epoch 25/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1447 - val_loss: 21.8476\n",
      "Epoch 26/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1426 - val_loss: 22.5266\n",
      "Epoch 27/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1425 - val_loss: 22.3340\n",
      "Epoch 28/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1418 - val_loss: 22.5100\n",
      "Epoch 29/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1382 - val_loss: 22.4524\n",
      "Epoch 30/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1380 - val_loss: 22.1319\n",
      "Epoch 31/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1365 - val_loss: 22.6604\n",
      "Epoch 32/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.1357 - val_loss: 22.5869\n",
      "Epoch 33/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1337 - val_loss: 22.1874\n",
      "Epoch 34/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1310 - val_loss: 22.7072\n",
      "Epoch 35/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1309 - val_loss: 22.2070\n",
      "Epoch 36/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1298 - val_loss: 21.8802\n",
      "Epoch 37/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1295 - val_loss: 22.0587\n",
      "Epoch 38/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1288 - val_loss: 22.3135\n",
      "Epoch 39/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1266 - val_loss: 22.2588\n",
      "Epoch 40/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1268 - val_loss: 23.3347\n",
      "Epoch 41/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1259 - val_loss: 22.3835\n",
      "Epoch 42/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1246 - val_loss: 21.2047\n",
      "Epoch 43/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1236 - val_loss: 22.6074\n",
      "Epoch 44/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.1219 - val_loss: 22.5904\n",
      "Epoch 45/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1223 - val_loss: 22.2789\n",
      "Epoch 46/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1210 - val_loss: 22.4629\n",
      "Epoch 47/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1207 - val_loss: 23.3099\n",
      "Epoch 48/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1204 - val_loss: 21.5007\n",
      "Epoch 49/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1192 - val_loss: 23.0589\n",
      "Epoch 50/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1176 - val_loss: 23.3748\n",
      "Epoch 51/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1162 - val_loss: 22.1123\n",
      "Epoch 52/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1169 - val_loss: 22.0784\n",
      "Epoch 53/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1149 - val_loss: 22.2172\n",
      "Epoch 54/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1142 - val_loss: 21.8808\n",
      "Epoch 55/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1136 - val_loss: 22.2396\n",
      "Epoch 56/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1133 - val_loss: 21.9942\n",
      "Epoch 57/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1138 - val_loss: 23.0640\n",
      "Epoch 58/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1130 - val_loss: 22.5219\n",
      "Epoch 59/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1107 - val_loss: 23.3349\n",
      "Epoch 60/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1116 - val_loss: 22.3273\n",
      "Epoch 61/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1106 - val_loss: 22.1653\n",
      "Epoch 62/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1100 - val_loss: 22.4563\n",
      "Epoch 63/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1104 - val_loss: 22.9241\n",
      "Epoch 64/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1093 - val_loss: 21.2605\n",
      "Epoch 65/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1100 - val_loss: 23.0543\n",
      "Epoch 66/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1078 - val_loss: 22.1931\n",
      "Epoch 67/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1068 - val_loss: 22.2137\n",
      "Epoch 68/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1077 - val_loss: 21.6787\n",
      "Epoch 69/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1067 - val_loss: 22.5104\n",
      "Epoch 70/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1053 - val_loss: 21.9236\n",
      "Epoch 71/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1049 - val_loss: 22.8131\n",
      "Epoch 72/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1050 - val_loss: 22.3110\n",
      "Epoch 73/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1054 - val_loss: 22.4871\n",
      "Epoch 74/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1028 - val_loss: 22.1814\n",
      "Epoch 75/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1034 - val_loss: 22.2770\n",
      "Epoch 76/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1028 - val_loss: 22.5422\n",
      "Epoch 77/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.1026 - val_loss: 21.3006\n",
      "Epoch 78/100\n",
      "643/643 [==============================] - 16s 25ms/step - loss: 23.1015 - val_loss: 21.9315\n",
      "Epoch 79/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1010 - val_loss: 22.7901\n",
      "Epoch 80/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0996 - val_loss: 22.1922\n",
      "Epoch 81/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.1025 - val_loss: 21.7178\n",
      "Epoch 82/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0995 - val_loss: 22.3317\n",
      "Epoch 83/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0992 - val_loss: 22.6841\n",
      "Epoch 84/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.0988 - val_loss: 22.0606\n",
      "Epoch 85/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0970 - val_loss: 22.5748\n",
      "Epoch 86/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0976 - val_loss: 22.2332\n",
      "Epoch 87/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0990 - val_loss: 22.3345\n",
      "Epoch 88/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0969 - val_loss: 22.4005\n",
      "Epoch 89/100\n",
      "643/643 [==============================] - 17s 27ms/step - loss: 23.0970 - val_loss: 22.5849\n",
      "Epoch 90/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0955 - val_loss: 22.6030\n",
      "Epoch 91/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.0957 - val_loss: 22.5316\n",
      "Epoch 92/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.0956 - val_loss: 22.6105\n",
      "Epoch 93/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.0949 - val_loss: 21.9217\n",
      "Epoch 94/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.0953 - val_loss: 21.8170\n",
      "Epoch 95/100\n",
      "643/643 [==============================] - 16s 26ms/step - loss: 23.0933 - val_loss: 22.8156\n",
      "Epoch 96/100\n",
      "643/643 [==============================] - 16s 25ms/step - loss: 23.0934 - val_loss: 22.3775\n",
      "Epoch 97/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0931 - val_loss: 22.3022\n",
      "Epoch 98/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0923 - val_loss: 22.4234\n",
      "Epoch 99/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0929 - val_loss: 22.5102\n",
      "Epoch 100/100\n",
      "643/643 [==============================] - 17s 26ms/step - loss: 23.0918 - val_loss: 21.5608\n"
     ]
    }
   ],
   "source": [
    "history = model.fit_generator(train_gen,\n",
    "                              steps_per_epoch=steps_per_epoch,\n",
    "                              epochs=100,\n",
    "                              validation_data=val_gen,\n",
    "                              validation_steps=validation_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "rain2_test = pd.read_csv('test.csv')\n",
    "test_df = rain2_test.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>minutes_past</th>\n",
       "      <th>radardist_km</th>\n",
       "      <th>Ref</th>\n",
       "      <th>Ref_5x5_10th</th>\n",
       "      <th>Ref_5x5_50th</th>\n",
       "      <th>Ref_5x5_90th</th>\n",
       "      <th>RefComposite</th>\n",
       "      <th>RefComposite_5x5_10th</th>\n",
       "      <th>RefComposite_5x5_50th</th>\n",
       "      <th>...</th>\n",
       "      <th>RhoHV_5x5_50th</th>\n",
       "      <th>RhoHV_5x5_90th</th>\n",
       "      <th>Zdr</th>\n",
       "      <th>Zdr_5x5_10th</th>\n",
       "      <th>Zdr_5x5_50th</th>\n",
       "      <th>Zdr_5x5_90th</th>\n",
       "      <th>Kdp</th>\n",
       "      <th>Kdp_5x5_10th</th>\n",
       "      <th>Kdp_5x5_50th</th>\n",
       "      <th>Kdp_5x5_90th</th>\n",
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       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
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       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
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       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>14.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
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       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>8.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>13.5</td>\n",
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       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  minutes_past  radardist_km   Ref  Ref_5x5_10th  Ref_5x5_50th  \\\n",
       "0   1             1           8.0   0.0           0.0           0.0   \n",
       "1   1             5           8.0  10.0           0.0          10.0   \n",
       "2   1             8           8.0   0.0           0.0           7.0   \n",
       "3   1            12           8.0  14.0           0.0           9.0   \n",
       "4   1            15           8.0  10.5           0.0           9.0   \n",
       "\n",
       "   Ref_5x5_90th  RefComposite  RefComposite_5x5_10th  RefComposite_5x5_50th  \\\n",
       "0          14.0           0.0                    0.0                    0.0   \n",
       "1          18.0          11.5                    0.0                   11.0   \n",
       "2          14.5           0.0                    0.0                    7.0   \n",
       "3          16.0          14.0                    0.0                    9.0   \n",
       "4          15.5          13.5                    0.0                    9.0   \n",
       "\n",
       "       ...       RhoHV_5x5_50th  RhoHV_5x5_90th  Zdr  Zdr_5x5_10th  \\\n",
       "0      ...                  0.0             0.0  0.0           0.0   \n",
       "1      ...                  0.0             0.0  0.0           0.0   \n",
       "2      ...                  0.0             0.0  0.0           0.0   \n",
       "3      ...                  0.0             0.0  0.0           0.0   \n",
       "4      ...                  0.0             0.0  0.0           0.0   \n",
       "\n",
       "   Zdr_5x5_50th  Zdr_5x5_90th  Kdp  Kdp_5x5_10th  Kdp_5x5_50th  Kdp_5x5_90th  \n",
       "0           0.0           0.0  0.0           0.0           0.0           0.0  \n",
       "1           0.0           0.0  0.0           0.0           0.0           0.0  \n",
       "2           0.0           0.0  0.0           0.0           0.0           0.0  \n",
       "3           0.0           0.0  0.0           0.0           0.0           0.0  \n",
       "4           0.0           0.0  0.0           0.0           0.0           0.0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(717625, 19)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_seq = test_df.groupby(['Id'])\n",
    "test_seq_size = test_seq.size()\n",
    "test_seq_size.count(), test_seq_size.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = np.zeros((717625, 19, 22))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "717625\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for name, group in test_seq:\n",
    "    # d.shape is (seq_length, 23)\n",
    "    d = group.values\n",
    "    # column 1~22 are features.\n",
    "    # save 1~22 features to 0~21 index of dataset up to d.shape[0].\n",
    "    X_test[i, :d.shape[0], 0:22] = d[:, 1:23]\n",
    "    i += 1;\n",
    "print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_with_index = np.hstack((np.arange(1, pred.shape[0]+1).reshape(-1,1), pred))\n",
    "np.savetxt(\"test_prediction.csv\", pred_with_index, \"%d,%f\", \n",
    "           delimiter=\",\", header=\"Id,Expected\", comments=\"\")"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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D/5GbFAzVE/N3GJMRAC+1DN35ZC8XytB2LBYbFdNQ34H4DkOU02soi5zqgdSwSMrPwmJ+61kg6zqP6h5ar7WydFsvz42k76f/pNgZNmFd+ymcYTwl4Q/WDtkgBPJYk9/gU3pa9Pxzz9OV+SuED3wheD927Bhv3MX5/ejTMEDAGwDM6t9w5AaamqrxqUFYFtTCR8LcaUOVcpkHEfq9AT0xKEP9sYJgDrVPlyBvK5/pQomAaIGtbIEY/I/16jrHwknwmXEvV6Z6eJigYwZft7mZLMepsElzmarXQBYbCjngCNoeje9THTBLF9ejVprTkKVxC+5hryE13Rz0UdhnCBtYcUOQjcw2Vv7ImI6KkVVuncZRVutks66WqQ4apYblXOYdt/bfISDwHuaHwH9ldZUwm4+g/pmnn6VXj79Kly5dolNvvEG33HwzzeJDX/jq72qDU/3OTqlY5MEBzvjHrD8GCpVSiXFUD00BHFI15jPOf4az1Dg1ibyjBTbPAhMb/MN5ZB0XZp3K5pltLZLhcrxrz2Aw3CAgi1N0ahlmDUFZhgtx+pXBY8TGHoVaKbVHzjDFfbhCli4jtl+uQlmyc5HHWGH1GKLtIBsCfd0NsGqum1nIYNTMh+G3kUYM251T9uq7jC/n4Fuwx9XMkFP/+EgXlu/gWFBs8n366Z/T2bNneX0/1v7jg13a11YqJXLvsKlQLPAxoMtLy/Tm4ps8wz87u52qtZqs99cP8ZjBSbsj7wA2/BJAoNrHGY918Ir4jDVtzEcLvCUsEDf8TtxlxiBA3hLAb+X9TZzaUaFogWiBaIFJtUAQBE6qmv30knB1uKAV8bjG5OCP/bcI7IvFIo8scZ7/8RMnCAE9fidPniR84Vd/mOEHA8zgK12lUuZlP7WpGs/8Ky7q8Tex5vam8xlVPabRAm8pC0zszP9b5SpkOUlxS/ImILFDjrMyYPAyxYR0jTnlpTpqeY3sxkqmuqmuucIUURH6EiiiS0N6U92jymBlZ5V2WHWyuZkbYWQMcyX1r9DG9cccPUY/2Rttn376GAsMgWqo1pdVmWMxizKHimMRMHzbrUrDU6+PArLZDD5j+LFiBX9whK9xChc6CLARxfuazAzidnzhVwN3yGu1mhygV6tVTl944QUO+MFgZnqGzpw+TSeOv0aHDh3iYz1xao+8ISiyOKzhx8k/OO2n08ZEVafrOM+0Wpt3saGHSk/rlGmuCIwWeMtYYKJn/jGDYH9h2dZdjXl2SjotY1I4U1/0s/9w9cl/3qWpZxujAXAV0ldijMLWyXpoXZVg0DRDPyXNqBoapLw0HZpBSKCMNjMNdZqk8nrt0q8tIf8++Ba9D+pYq8euhxUwTH6trYaM4JcBCjA2sOj2e6kpvGQFaKq+2M3CY0FNr0U1mLVvd9o+BMYxnM1Gk/35VK3GR3E+//zzdOHCBT7Lv1Kt0PzCAj31s6fo1KnT1Gg0efDg9YH8AvFG4XIJS4ZKnLf1yPv+awP6p1B2WPamQ4Z/PqOAmEYLvOUsMNHBP66GvkbcaoE/32nwkLk/1Ln3td6Teh/Osxk888M4uUzeshXq8Mfl5sfNXy+claN5rYvpBFhAL0peOoCKlnQA9A1HsfppfsOVUIGqQJhqfZgqXgAHeBJ+KT1U12AgYMCyeZYDfzcho5UZjeEehCeSpKcACmC8jIc6HLS/eekSH/GJJT/bt2+naqVKrWaLnnnmGTp+/DgtLi5Su9WSiN9MAembBOwB4D7aDUFYDX5pbSeqMpTbKJDaB2n8RQtEC3gLTHzw7zXdYpkw7nehfmrGxMf8bgWQulNBEoOALv56W8D6f833psivXS99PufBa1QHmw5OHTEnxQJ6/SZFn2H0UN3DdBgeI8UNFdFyhhBUTdIvUx/VP0x15h8N0EGA4gzQKCzZwVGcjWaLLl+Zpyefeopee+012j67nWa2zVCpjM29Hd78++wzz/DpPzjGE8OG4EV8WhrrgH+cXu6NhLyV2Kw3x06flKZZsBRCLEQLvCUsEIP/TbvMSdjOOY303Zy+zNH4IUHyHtVP/ts9AQmvTWvOVSaY+yrXkQ6Tn9RmZrVhUnTN0m2zYZtlG9vuzdJhnHJt+2x+nDKH4Q2dJvFnbdUvD/0Vp19bgIf1+kjxwyw9NuuurqzQG2+8QY8+8ghv7t29ezdt27aNsA+gXC7T8vIyvfDii3Tu3Dk+xYe7JccDewj4j19Mt+VUPtd/6Zt6fD9A/3QA4Mg3MVErbKIKUXS0wIRYIG74nYQLEbwGkMFAoJjzW6mvOwYosRgtYC0QuzprjXQ+2iZtj3GXRmHv9U5xjEKHcdtpWP692oQ6CcbTXLHsZ2p6mk6dOkUn33iDZmdnecPuiePHqd5o0Mz0NMPOnz/PewFwKlCxlMwTgh57B/Dj6SmXl+U/LJTlol50SMvf2FIvC22sJlFatMAkWSAG/xt4NfDaNIjzu6RL4J/RzQGk7105D1KfYT7RzXWZMwKiBaIFtogFQv+W4SW3SEtH1wwE5OEPa/or5RKdOX2KLl28SLt27+av+u7Zs4c3AK+srPC+gMuXLxMGAO12i/BhL//rtPmLvr7sgnzun3CEqDvuU183dGtgKdeWt9d+HPzXplWkiha4eiww8cG/fugry4ldPWZWTeGmrNtSeEyjBaIFogWiBYaxQBj05XnWEG8YGVcTrm2/tjkj9uc+6PSZs3Tm7Dmq1+t0/tw5WlpcpG3bt/FK/fn5eT7xB0eCYtPvmTNnaW52jul463ChQOVSiZf7yMl0Ihky5U2DbALW4P9qsmHUNVrgrWKBiQz+NeC3F0FhW2MQYFuWzsOBdvgVAeDqzuX4B3XoqJG8QiZnVWW6NbEULRAtEC2wMRZQb7gx0jZfCvcO2kUE6nTciUEB2Bex5GdleYnX+V+8eJFP9VleXuK3y1jvj7P9d+zYwW8GLl44T6uHDvJbaxztieNAsZ4fv3a77b7sK51S6hqobimgV2FdmTGwXJc+kTha4GqzwEQF/xrg9zIicLbCAABt0PbaPNrOji35JzAHZlUcSB28lgPMWIwWiBaIFogW2FoWkKBfI+uctvWI/tHf3HDkCH3uc5+nz362QVeuXKZnn32Ovvvd7/Cyn0996lN07NgxPhUIg4DDhw/zJmDQ8fp/XdaTmumHHrYjMvoh6zutHH0jOFogWmBDLTAxwb8Gwhva+k0QFgb6qgLDUcjcFNA98w9UcbVx1l9tGNNogWiBaIEtbwHXR+T1mehLwv1g1iY4zWf37l00NzfHE2kI6HHG/6OPPExnz53jgcEdt99OS0tLfPoP8CqVimch/KWIPOiTt9QeLWaiBaIFJtgCExH85zmxPLsB3zqgPLxJh6MNtu0czA84Q6LtHxB90k0R9YsWiBaIFhiBBcyMc4qbnZVOVVxlBW1fmKIZSRt79QuoQ8BerZa47ehLarWqn9XHaT8I+GdmZrifxWBB+5vQWAk8kR3ixHK0QLTA5Flg04N/G/xOnnnGoxHcpLpumw+lsTtVL27fCGxpP6uWCa2RVZ4EQwyjb1YbNgI2CXbq18612PFqaFdWu9fS1iw+IWyU9hhUx1HKDNvTqzyofspD8TdLX9UDqepiYTafp6PS6TdeNHW0eEHs/uxAIOGM8/nb1GnLB7sKxaIP6huNBrXaLdIv9mJwgPX90LXTxhd+i1yXxTcZACSS0jnorbprTV4btX5zU+luQ52hk1l2u7kqRunRAuuywKYG/2/FwJ+vFjy0BvNYPznIJdRBgMEVOjiogTgYys3KWmcKnW3Z6hR0araKm6rtDekVbgnGkQ/ljkPGKHlebfoO2vat2i5tf1b7et3jWfjKa1zpZshcT1tU3152XA9/S6uyLGyQvNJl6wgon7rDrBQ3OWknrz/g/hZn9HNAL2f1I8BHoK99MQfyrq8RuHzEq9NpU7GTDBYGaYXieN4A+H5M9c5uY9I35NUr99Gm+UG/yumYrntjdVMNYhotMAoLbGrwP4oGjJOHuifIGPVjDierTjGvDaHMceqTp8PwcKtlL2qL5/IeJBn+V2G6uVnLYO0NpBlbmSVb8bLq+sHyeBu4yfbjlls/sIoDI+aKihWbbYHghgmK2drlIG3K7bApQrPNMjQ0tONa2xLyCRUJ6oNiiJ32aVnIFoa8lvvp3ybqyIe5IBNvAJrNJhWqNWq3WtRCHsuBODgXvjKjX/Af9OrSdSQA1T+PWVjfr515fPrD+wf+aR7ov/u/9UjTxFK0wKRYYNOC/36B72YbiF2O8Ts9Dk9Ys6qZAwB9I2DcOgvg4DdwfFwMYANrYxqXohmGXx6PPLhtVDdO6HxT5dQFAK19YyJltVOqOb6AdnXL9NUDZwwPzpqy4WEuo4FmZHVQo1XZ7LTWjHhyEIe5fIZrzG6gBfyl85ku4VyTX80D39Sl7oXbxX0UgB7PU0qxUcjqw2PYto9EvwyhHuQzmYpzbQaKj7uVKktPTxwwyMJVPiRLfbTPzUMVj4q3rhgodMwsvWe0pkz/ANm2JU87Fa24/fAUf7A01dcMRsJYcQAwhLEi6kRZYNOC/4myQqCM9682WOwUKBV/BjRrLbJj5FexiE3xSlGcm7o48GU3BwCv59RocVDnB2duufXQNJOlBWbxyYFlgVm0q+ha2ZO8TuUgPaOeLwerg39UgOrXSSbNTM63tgB8xfXQPhkrx6Cm7CmKqjYJVtIAreuSzuwLviUJbZLzND6T1GXmVFhmZQROlgXy7h3VssfFhD9StA1OU7diquAU2SzFBrVDpn4Aqm/twSj17Fu8ftcSuJmCPZMOOhj3S65uAtO6JE34ASsb0834B3rzLD/O6uf/dR279D9Y4gP0QgE+NZEhcp2duKB1miaapdsKzcwXgj0a6JI+T8HcDh4JBSZLNdDqoZRrS8U0WW3o7jpVLStpdJpYrjEfLTBeC8TgP9e+oTMY4yMOj8IO1zlf1skEj/51LCrgAVNeMLcFOoMTtmQg6kykkFOiY6KEwXFZSQwcyL7OZ5J1rJ5tmgalAo/AlAY9l+JYhROYhXqhWfZLIWpB+ag8baXt6JM6ySlN0kZDpVlJger11yqRndIABc/WZxyBYir9wHdHQmBz3exs7fD5UN0hOISko1ZtCFUS1LUqYRoj2S5AcolNjgUb1OTWtcBEPcklSia5EGftZZas960Uupj1lNuz0rHq1bwuad2APPKeotGmPEKIMHWS7QIYFFMX0HZrqy5daayWaVhS02HXkaz9VyEJBpEE/u022uX4wGW6c/rxoS7+z/QvmHziTcGUTKZowJtwxvIhZys3YSXcVdd0CwuFEvYLZ//MhBcQIAMfueRBh2PnuWJAAgyvCGp8IZt/H6iaJURL4F46o2CApvbwNOtXw7OKmWiBjbLApgT/Oru9UY0cRg4/6smTnyaFv7O+J127vpL3pbIhS3oR53gwy1cMHV8/ceLwYWtrbx5nBA7TO7OuwBoy0s5PpKpeqkOAw0WBpWqcXXNh0NWz7KbnjsHVh3mAeeKMOwiUZGAALtw9MDu9eF6KSgsubEY9Y1q4y3Ni9WZNurATQemcxlC+E3MAlZToDjouCQOfVcyEr0I8SlLVP6fEmZhr4ZjPML8mU3hyb2RUr0WzDDb9Qax0jrQcsH2WU23mgkDy4FDI1iX3S5aqqoB/CFK0WRTDwlSCPGxKncgzEHe3egqtSjcogY4sZ57GLp4pW4a17EBCIMq9r5Hlaa91QpnFM4BZE2IuyBF767kM4B4WsJCiagP/j+U+smFXUVPBPiJyuET+A1cE/i3+ui/P/rstAtI/qFThq2+pebAAv64KO0GqBYrFUpHkUFHVIkmBZ/sn1gfV7lpYPgzGoIT7KeUBDNVNYYOlIW+lSrr/LAz0p+EAYO06qMyYRgtstAU2Jfjf6EZeNfI4+MUpDO4NgPNCPFNDReqUxBn1d3US+A/Ubs9MA2NQeaBjgbJ1hH3KTO5wQjJwdzBbpbpmcda6rJRFmWbHuyIAACAASURBVApf9hlXGZYNTXd7UWkJVFPAXJ5HUdpjF6igAxuLkpLRp+DEWamegoGZNR4lM5MiSRUy0ccDzJOrNu0jVdHy2KTIB0JKUWxIgdVS3TRQ0lsMcJnF9bpo8AeA3mK+MsgoWwcOigHyCIp+pqAXL+tLeuGNqS43iB+PPLW53qpWitZZWM+8I8il4wqe/3YTUbmYfPPw5E9bong+2hO3HYL+kizp0cEAgn1s+tW/TqtJHT7qU74JwP4wQxS3WX0fbtYsI2QD5eZOIu0us/hBnPJ0bRchGcp0cegDUL5Gv0QdX5nBpHsAAOwRaJQhK4KiBcZjgQ0P/lOj/PG0aX1cez3z7CTG/Ihz3A7n0iZ+XYuZE5wMxMEmmqYKhnq4gB/eK/FgbAu74cpTcUY7aQdVWJcFPZWpAa3qArDipGHda0YdKqMhspFIB3j6otnmu9qrKvvzltO6p5ugOnGPZ3TXrKlXkG+HByRt4/aCRtroumBBVFaosnnLJswrHsOl4EE+g8pUIeSSUXb4w5JlcBofSKw3MP+Jbou2Ik/J5JlIWp3A+PraZ4mr9BpaPJVj07TMVClVsDSD5odhEOAGxUEljgJvNKKt3YVjiq/6AosG5fPg/RqWZp488R7uMn7wldxJCWtFRiqBOAf/fCoN7jL4W8z2C60s/wGq9DfNVpMazQY1mw2e/QdfzNrzj+U6vi6RCjFAul8PjSKY6X9lU7EE+Ipv9EYWP63SfEH6CZ5s8bYAkhIIWb9/LVvFTWBJTsUi7SlheBVUbEyjBTbFAhse/G9KKwcUKo988uAnuT4P/oD8B0GDa4MjReDPr2zh/YpFKvIGv2KGA+rg3DbG5bWaJvDHB1swcLDBv+jg3Jh6M01T3D3QqW3LahnANK+tC2CWDCiKjs1kJg+1eRzg9MdmM9MUJhRW+i+IRVbSPsfEqqL5rjRUDAhZsC5CLzeFzrON8vGcpI2O1rczi5eBZYr3ox2DmJfNZJCHfHXAJ65Ja1EINHoT6G0WwHAz6Q1vL7khy71ga1FpWGa5MnIrMiQMg5tB3hNkDDV2MYEsLurUhVPS6mDQfRNsvQeaTFa9h2lGU0PHWQT+mDxq+WU8HOhjwgSbfFOOi6jNs/5y3Gez0aB6vUH46JfcsyV+U+DjbPDn+SV3/n8bctJLi0Jtinpfq278LHBPl3ospODa5Gis6XjIAkBes0PBw5atMH1iDYxFe9non8LlP8MKjPjRAptngRj8W9sHDzpXOZhfZsgewBKNK584R5m9gTcys/pwQuogMVhwfxgw4IfNXMN7Sds4m7dtdAZhkM0D0KssM1HCKStvaW29la0y1AODhg1h2qqwPFzlp/KUV4iveJoqvuLZ1OYDvKCYdFxWrqUfFA6a8GeFoS7kFeLH8vAWCG2cxUHtnocbwsP73dWHaFmiOBILKlS8B3cBfE13ppfQLD4WP6veSrC4Fr6Z+SF0SgWxTucsmPrBXqy1zpvMZwI/qnAQaL6fvYCL/gNdBO4tFSZwTw04T7K0qd1pyWQTTyQh36JOBx//wsy/pVN+MkklfZPAVIrn7+zAOjBQ+TgerBfyjgLNQ5FPGep+Z4wWyTsLl2P9B7VJotXAOdXLKJgvEshj1GVgpSNitMBgFojBv7MT+yF1VoDxg++fft6AJAOAxAUNZuLhsOA+MMtS9J9TNzrkscIMf7FM/F5AGuL80LidUcg/LGcp7NrjUdEBKZ6dPbN5rUeqyJrmwSzNKPJZ8nL4+lcaRt0c1DTYynA1GaA0TSxNrgXWcvHM895FrnVdFWs0waj4rFH8ViCzz3qqPdavpSoyCnnXIQ+ewSIFAl2ZiiX8leTcfvjNArbd6rE7BSrwkh70HSUql8pUKpeoUq1QbapGtekpqpTLQsN0qgv4YOlQkYrFDhXxTQAMGDhqTymRFIoqEyDlo/eyosmbXt+7Ai1EwfJXPwBQurWlWewtp0R0khOFZFAirUjP/ucPDCznmI8WmAwLbHjwj9ePyUzA2oyQLPNYG31IJY+3+Zez9qEHBcruwccaSbduMuS15jK8CfxqQZwxFY18Deg9c0UWQLL6kxl4rPFkxO2tiXcmqQAzq1LePxsjrccgOGmKkZVGInokTEbWpMhoAy0w0KUfCGkIpUfNbwjRVyPqUOYaCjnHGuvgga6AuSKAt+yTAm/85coilcplqlWrNDU1RdtmZqhSnqJC0Z3RwyQJHfdTfhCBzcPu6E8rJpXX4N/ywFSVO06ITxmSNwkgw8Zk6Wu1D3Q9nEbX0hWnJKylIMtMWaL071BPReYy5FcTgU0VeUSKKbuYRguM0QIbHvyjLesZAIwl8HfBNT/3yT9sdvUF7LYYz33syw0AuD0juEBwb/yfO35NHCwbS07/cct5+BWun20yznQoHdAqmbHBrI3/MTvfa7AD9h2HH4A4ixg7aVXXoM6zUj3Vml6izxh2PTywMBRuZr2lsldltR3KPaxXeG5q26hIObCMJqXbovRB6m0TwLXodQYgVVCM/HRg9IER82X1qeF7AueMT+Ivo/kZoJFo3n1PyExnwpznToPgQ+zmrecz3bdEvt75NSzbVUvSD9cFYYnSfXO8Vhz/cKYv+vgRrA37R3pGH7M8xUJT/LRCgOoXFerT1LMf2DxV5ymcC0hdLFOJrMzGy8y+5Yk89FFFXb7dpGazScVShdqtJv9VKhWqVitURPANMvQznRa1m00pAo7lpMxCgnUsM+X9abmNJSqWq/xWIVFY2yH7XOAj9IALHxuwbKUYw2SbY20HAPJeQWX2TtFcuaWhe9IXwTTW+r25xNpogc2zwKYE/2tp7qiDfugg/kqcIv+b/ONdpeoqWHiwZeTPS4CYwei+/JvejGU6Wj7i03U+7Cjd2sd+XqbdImo3ZfDgGgJHiw1e2KTVbmFdpzhxVCf9c+LMtP1Ik1e7Gqi4FDWwBf+fWEr5jfLaJbwSHRMYt0Kcb8o2qYJtksmr3un7ghGc6ZMONCGTe0jLCQ+F9E4TvTiXFAOy7ooUJFUISDe5yPebHWBusj4ifjiDpbBThcEak9wj5v7IuKcEz+CAvccbTBawvIo+k0UrlR7FZxQ3AficzyhOkAaqw6Hg2dS/AHsTi07RQN+gaPQzNanrMQDccMnOOj/fZdvecJGcyEfAjiU+pWKJg3fvE1lfd4CE+ZBkCyf7NBpULldI8nUqlYqy1If9eZM6zQ5hA3CjUWf/zjJ4YCBBuwT90pdkt02gtSm8WagGKGiw/iV9EPcyeBDgM9gmph9M7mx5MLSDScEDMQMUwSZ5RrsJ1MrJJQIkKaUowMjrlaqJhWiBibLARAf/3oGNwWS2o+WHO/knCfz1qVf5btLDDgDgrPDRET7sJd8lKId0aj1O1zIiOBd4bvB3DiX0N1hviT84IneEW0oAYKUq4QsrQirr6HVFkYbuKZq+BTVKkHJbDEzLto3M205tuQbZdikL4Fq4FhimFZp2IbtW2PqAncMQcVao5jV1iEi62mLqBs2uq2NIt2dQkZuPd7XqPYzlwjZm3D+eXSqCdNAs/CyYZzJkJtQvJM+rN3CTDam5HKrr31BmYgfAfswD9KGLoXKDMsihY3BG3TA+gpuc0e48OKts8a18BMk6+29xQNQhXcHDLDoFKlOTKo1VnOVJrUaDl/wguOeBWqlKhWKVqN3gPQDlatUFtOArJ85J3wH5cmRnL2sWCpWguiV9G951Y+9ACW8bSv5kIkxOoetDi3hpEn+J2LHgN+7upQTXB6zXWkTTZEbPfWDM2NZlkSTu2874wxrJIIXx1qrHiOl4Uq4Hz3HGWD3ExqoJsMBEBv/jviHtA8HPdfKPBP5cxtXxGblUsuPXQSXoZyw+ttIGtf2vLHQQPXA8pB7hmXba7WaLX8diDSRmdbiWvU+HqNXks5ibOM4NH2dxx63BdrVajcrVml+zmXB1uXTilA3ammqC1iEFsU0V0Y2M0Pm15RPxLT5qziwrYlQ4dBeIO0+auE3lFQb+0hEk8b8wkGYoM4ejLFwbpag6u0ptjm+NBGMMxnUBmqbKz8FskfMpOYB4rbpQPaCLxte4zAA8QpJRl/vqOKBA7GEph53/gLRjRxtVI7MUDXmbm05vZPUvXGXxHa7OKGSxXwvMi/CZNBcG59R5ndMkuSXdCOqWhaTw/CObJyuFPaaCvR7dIrJr04O2BCcNBzepSzDSEgKP582QBwe1qfP4XhCz76AfYdsW3Ntd9DFyDCf6BXk7UJY19S052rNQaFOjsUr1ep3fAGAZT6GDWf8VWlpc5Ch7anqayhUMACCvxRNOPCHFrh5t7zONpH0XG6ZJ9foK26dSrvGmZGkZ+rgiw5uNJr+Zxol1sgIp+D4wy0M/AvtaY6StPEyJm+a45V01Vj9PolUFfaDr24bRYdS4Ns7J421xxh135ekQ4ZtjgU0L/nGj2RtPmz/uG9DK5IfczNRIGZokj3+Sg5uBo3POhmNddyINz/wnbwAGcUfQQ4/l5MMU1AA+7fAHVxr1OvFaTJzaUChQs45XsG3uCopYo1moUKeGCZgW1VdWaGlpkS6eP08Li4vOgRbZOSMQZ5n8pgCsZFZFUnnv2e3CpfViF61Fh+Js5J2+dH7A0HbxsiLTRm6W65jgr9nh69sOTX3bTcYPEOB1xbL8b4pGoom03dMl4WjaoyJYddOBQWfXPm2mvR+UzHc6IjoBa2fkxGdpkSD3rvV4A6J5/AnK4P7iE0cmSCerykaZVu4861o8xNxeAvM1PgONUwXbhAHyrpXpJB3GpAxhCp7GwFgbo49m3XPNnsJ8pRzHENtfmlOPmnxES7SGvPir4QnVB4aXQ9qXaqUv+IwT5w3K5aSJeXDVMvRxSul0cn5MfHyHl3S2+Fsx4vcxwVSplKlSqVKpUuY+AUE2BgT4sNfx48fpypUrND8/Tz/4/kN07txZ2jazjTcA12pVnplHS5Q/34+8hJSBPe9OLC2qTU/T9tnttGNuB01Pb6dSqeL9OY4VxY+/QFwo8kfGsB+hXKlQBW+vcf84359YM5l8U5erlhpFCusmsgxHANX0DkeKuA5mgGZINiOL6zTsT2nGHYMNq1fEH48FNi34z2rOuG86vbkhmx8N84BI2ddkPvjyOLlHHAW/DCirNeuHYU2+rMvEZSrwOsh6fZVhcDMzs7PsIOcvXaQXX3iBnnrqKXr2mWfo4sWLvJlLZ30QiLdamLGRFvDHv/A2wf2p3dmxo+WJMbgR3L24zkWqhQ/48X8On+kVho7H83K2cMEBmsIOkwN426kZr6o4gul8v9RLPxDimvIApheVpR2qp7TfdGbOXq61TpOAeWoQErQzQB2qmNccVWYoZpuLLKd3ZOngGjPONrEdu43ZDcnSb3QwbqLxN8o5D456vS8Vd92pPn8pRmIJF1uZGnlDZwC5WWlDd7X426yLu9HW79ZtcEiW/uoih69juZnXQVx8z/Axy9e4huiHtjDQwqQS/H3Tze7jOpRKJapWq/yHySSUAVc69DOY/Ufd448/Tk888YT70BcxLvoK9o/WJ2bcz1l23bf/Wjp0+DAdOXKEbr7lFjp8+Ebath0zVvhh78Eqf3ysUpzykTXrZQ4K2JA7BkJ4ci+5rknOqetiB9EHnaLvqOSmcIrCVtqvJpQbk4Ps9fw2U/f16B1ph7PAxAT/431QdDZXjCPPRvKA2LKH+owx6Ag9ENqbHxSJzNr0DFWnau7QhSZHzHDgcNLnz5+nC889S6dPn6bXXnuNXj9xgi5cvEgry8v8ZkDObi7xq1Q4+jLObJaonp2SDfzF9hL0c8junYfaTYzB/7o6DUwk5X+5c1AZ3AJEFH7SRpxkyoQ5wX86ELFBiFCPM/iH3uo8NTV3gG9WAku1SCeofCeW4PXPpTi5Qtdt2AXoz3czMWBDdOST9GPTpozdT7tBkHtcGB1Pp8QIvn/UfJ3hk0nnEYOMoUvVpHVPnq0seALresZSPIMC69ktn30cnvFEqCNM5AScJrDY3S5VMs8/cD1PgihmOs21bd6gQMkHCP7l1BwJ/jEAwB/0hL/HrD/6D7wBwA/PZauFZ1PqZ2dnaXV11b0VLnCfAV3Rd4B+rdcRy3cuX75Mzz77LJ04cYJmZ+do165dtPeaa+j666+nffsP0FR1mnXCMp+ZmWleugq9UzJdnM37AHQqZoS3EljlX229CG+NtMv2b41mv6VauanBf+rBHpPZQwfdXYZgeeT53+SflCPompFxTofh6rSHcET92471jmAoAfTK0hKVeA1kkRbmF+iVV16mn/70pzxDAwd/7f79dPNNx+jw4SO0d+9emp3dTlO1KT5irQTHjT+2sUTjHPxrx6x6ayeus/fGFlk2kmoJ/PUtgL2MRfDP7DQsluTVHkg1341lIXZQALg2IsHpijmSKs7ZQZ8A0EqJuJCG9wpw8nRL3R/dqgSSx1jkizJG/kOylgBDXusPSTpe9I28Ru6aSJJxgXyQn1EHK/SjH9BS6qsUPSzjGWKzeNtIxhcdYbeWZpJAK90ac32eOU2aoir0TFPPVE/MtVTCDw5Ip23y+huAsnAgSTLqFS9IfRtzdfEYgb5KYP0VmGPmv0O630qDf9gfE0II/DEZhOeSj/p0/vm5557jN8dXLl+h93/gA3TjjTfyHgDQIfgHjQ4A5FrCt0MH9cOij2plbfviSy/Rc8+/SCdPnqRnnnmaLl16k5cT3XD0KL33ve+l97//w7wUqNlY4eU9Zd5wDE5t/tKwPgDMu1AKfLCXGFh2+OLAVw2IA4gdEG14RTeIIg4ANsjQmyRmU4P/cbc5DN66y9BAHnn+1/0jkFA7QG3nKE6PIcYRmGzIoLvcFZ3CkYucZApZpjuq09PUWFmhV195hX78ox/RT37yY1pcXOSZkyNHDtMtN99CN910E+07cB1VKyV5A9BqscOWmf8SO3B8uIWddkp20GLo4P5caB/onuBrsCwI2djoLNI/obfXgzsUF/gLPmicHBscqWjP0nSOaSHpkuqgKdd6xmlcBg8b/KdZ9C2x/r4RfdEZQUYrmbhqlszKTQQiEMFsZNZvo3UeyNqp+yNL6x6wYa+Pwc+2Rff9mY3XQ6egSm47sUTKHq7dvsZV+nLAJ/WkO6U8TJWE6zKbUAMWvYvruQ69OQ8StyW+x/HSJqVYMzCpSXIprIBXyuopxFRNTvtTOAFnuZ1ECwT3+ONz+FGBP/hXN4Ghy4MqU1NULpVocWGBJ5MWFxdo7549dOzYjXzMJwYI4AifrG8AMJnEAwE3cGB/rfpqalpWqdVodm4nHTx4PZ06dYguXLhIZ86coTdOnqTvP/QQv22484476dDhG2hm2xwH1k5T4h2/ooGcNMT8QysYYZuaxRNg+iNn801VKQqPFsixwNYN/sUT+mbbQBNAqRZHyf+6fwQSeFUU3StHHfLDB/Fj7uFe1NoznQ61mi052Qf+Des2my0qVeTDK5evXKYnHn+cvv2db9Pjjz1G99xzD33qk5+kw0cOc5w8PT1FhXaLioUyf6URewZwhrN33FUc4VaW49O8lr7FDoJy8peyG/tcdbxKpyngmnfnNMPIvG5T4WIs8NQ/VQM6cqCAY920A2EyofXXy7ASWuNslVlWqjw1ZRwTXAVtY3nyj+MG3d0sF3ioHkkmkerrAEoVBpsySjj1ySW8OZcU+9BtYDU+1onjZif1p7dzT/0s0oBG7ovmEHriBZVBsVvlXgiuDan73N6OOfW5oXKGLA9ywSaeH/3L5WN1sC2yNrfw9edTnFOFfN48sPHty8ILKoNiFkUK1qVHF4DRvfty/FNimET8VAl+B77XLbvTN3Dqz/FWlvBdgNIUbwDGhtxLFy/ShQsX+I0zlpwWy3XqLC9Ro97AHDzD+S2yvtUZMPjft/862r33erqtsUKN+jItLCzQY489Rl//xjfo+ReeZ5nzV+bpYx+fo23bd/AeAJwqhBOGZIkPJg/QOP1LWW4shZRdh5EAwuxLNwyXicHF/eL744nRKioyCgts0eDfz0GxjdThqcFsmR9y949/4IOyPMvJE+1nJUYZ+EM5DjZVS0x0lKhUKdDy4jydPXuWfvrww/T97z/EMzq/+Iu/SPfecw8dPXqU9u27JpnhdwMFnjHBCT+tMs+eFHBaULHiByyJlKRdCUxz7jQjLfZCVRxOO0RFWUtK+oEyhisD8HX1anTu1WBZ+bR7ih3PpwACZCVIY+SXVKZNNW95KUw48clOnFUc1CuOvfBan6VBrzrgK78s2hDWm1c3p974IffxloOj+sYrbDju3YYb6XXJV8Zdn0z5IdWw1zLED4XYss2j6bZs86FOKIdyFEeX1KBe/7QuK+0nJ4tmY2H5GubZYJT6qfRQVuCf2Z+o/4QPFtvjAM1iu01lHL2Mgx/8dXP7zgpFOX3H7QPg3hMz/egzajX+cBhYV8oVnpjCkZxyBif8NXRT/TRNtx1vnkvlMlWrNaJtOEFomm6//XZOf/azp+jFF1+i48dfpWeefoo67SbN7pij7du2OSYF9ykbBKFpviMvhebNEzCEHjF4zjNihG+2BbZk8G9jaBvow9hhWS6Aeeo5GwwejHtTXwdHNIQPGPg6uxhYJLKMIh0/foK+970H6Sc//gm98cYb9J73vJs+/7nP8ZIfzOzDuVYxUwOn3GqJkwSjUpkKvNHXdQgJ84H1WVsjoThkSueTtjE6LMBhPbMcxOsGuP5ZNZWXprYuL2+vkPJUGFLw0l8eXHFCeqWzqeICZvMWZxz5jZS1Fv3Vtmuh3QyaEeg7AhZJy8FsPdc4VMaWbR4SbdnmE21yc5noAGbpnokcsB4EJyDZkGJWe7IED4oX0vZqt/JEGtoWPleDf+Xh/C0mY/h7Me7oTGzCR0fJfrdNOO8fm4HLlTLheOlWPfniLx8Wgbee+FIYlo3qPaIiQvW7yu4oz0KJcLwojha9Zt8B2n/gCB254Sh9+1v/SC+//Aq/DcBbgXe+8500deQIVV2fgCVKBRxvjT0G2edid0mMgGiBaIHeFtiCwb86R/Q5Js/FoAzbOBAn7p80Vm8DrqvWnITCy17gznHcgTpXqNdq8aw/Tkqo11fprrvupPvuu4+uO3yYZud2UGN1mUruNSwCfzhu/HiDVkk2+vJxQQByrB20Th14YoDEKGHjGDcY9Si919kDHB+V55bY4JrwFxzlSDqtBRW/XoTDt3/QAUiWzukqtMoBiCLb/stQ5ufqlTeK9gc4fpxgWY/ly8pppUktA+SVxqSaDVGdONU5rE6XHZM8XilkZ+cUbJMLattNVmPzxQ9zHVXbQWn64Ol9DbZdeQ90waDK9jepAkxqbkbO5pQN2BB3Z1OiUoVu3PVAxsLaNXLQtnr9Q4JAOV80/kj9EvtD0CuPgszG81exbB+iOG3+Fgy1ZC8A7wfAEaB4B9to8fdjSpg86rR5L9nCwhX+6i8Cf/xxv8QbfMFHvsALH8mnC6lOvl2aEd3wVZpiscwf9IKIaZxgV6xRqVyja689QPfeey+72+eff56PF929ZzcfWlGrTlOpjJn/Fn+0rMCbfZX3eFMMcDAFiEugFu6W6C9Qqgr4tibO/qfMEwsTYoGtF/ybJ9VkR2Ruec0p/66TZafDpy20eY1+kU/lQdDrnUYb5x83eCMWPrjy5qU36eDBQ/Srv/ppuvmmm6iCryE2G4TNVPCc7WadA38N/tVp86tb/kQAjlxs+Q+LsfYalLHQnKDRK6RxgVv3DgZ+HCAZRrVtcCaCE4UDTP25LxLbNzE8AOJ19TIA8GsNoZrraCQFY+HnRJjE2VCUkYktzFWxisLXAZlGTYDGSN402HJlUr3yiusQvOnkjZG0CfqhPusuTMtIl4RnFlWiTlDr5ScYg3AJscdXzmrh+KRNJufgmkHJ3OtmWxDQBcUEM7ciQVHvwpdDrknq/gdmV132tbPPLchSZW7XIPoY1Thr/J/XJcQZbTlpHTuIPsxNm1zWQDJoM2r70CXXA+wS7Zg5fCAy7FjEv6jd2Xf6b7ckfkqUkuN2dROwpjgJqNxscj+E46PBA3X4UOTC/Dx1ts3wUh3AMcHE4TA2Ejdb1MKXg92X3HUgIbL036TteGNQLJV56U+5UqNSZZqajTotXHyT9xFgpn9lZYWPAn3t9dfo1Btv0KFDh2hm23aaLk1Tp4N+S/x98tZY5Yw7xX1hHtRBbpNMlWCP4Hpm4kVgtMDGWGDrBf/D2g3PY+KnelLzo4t/RvAMw2nLmcwdKvC6eCcajr3Q4bP8S+UKvXr8BL3wwoscmN5++zv5SE+cx1zB5t2yO/bMzcRwRwAnjfbwH4fdriyvebWzgLR0M5wR+tkCRIPgWEuiTcGftF8cuqL6YB8A7uCSoMLiS5U45FAVfPKdYR3XWSlzpE73dLstguT7NtEy8P2CZjLSLhGqtTDSUhdaCpCDlQnOBKa4bWxh0vTJa729sHk4g8L7tLlndUalA3XXdEN6aZjfQjw3znewA3Gb2jkPjqDMeub0flepYVnhg6S2LfmaDsJpeByjdz/RudcCUm0bAi160gmuc3vON+veCccnxRoTEMlmTA738QZY/TpfLiFI+07xudoP4DhpPrnHqIoyvznmvQBFKvAaf0S9WOuPlTcdKrY68j0sjFYKhdS3sURqYkRs2gVPlSMnQBWxgojfKkxNz9COnbtoz549dOr0aTp9GicBvUG79+yl6Wk5/9+oN74s26ybPYNdc0yruhEVAgMkiAzFdcX16qpQmphGC2ywBd7SwT8/1GxwFygyAHm4cHFhqGbHCmjwQK/nWoE7HII6Yebl3gYUy2VqtztULhQJr0JfeeUV/ijKXXfdxUF/s9WkWmlGZmrqdTlKsUPEJzHwGn+8AXYfZTH+BsE14Pzj5rgZbDtbz43X1ic2YCuwn8+xA9uGEZyZXGDvTgvwgb1b6gT0lvn4k3YO2kHwUXTaEzpDg4fn42BI5IoZ7EDjQQAAIABJREFUgACTGtdWuYSiv7BO2icdkuOvNnBvK5idytaUSRN6vjnQGetNgio4+47MVXmVVE22lxYGSe0JQybEYD7yejrh0oO5VTkhGG+uhzpdggfRbxh+XQI2CtBDSb43svTQxhtaA0rIFAgeBjeLZQrm7k5P4u9WwyYfh+8yfnycfE4k8PN3Oe53ecScZKtrSplM3b1qQE0VQtq1lvsz7YXhmszCfZtTqjjqoNn96VJMMgpYc0/E306Bl+GgGzZSbbHsB3lXJ52L7xvAELVMXypy2i4WqFStUrHc5rX+mIwC31qtRjg5rlrDB8GwyRfLfrBpH7wR/cvggE8T0iNF3cAQcoKmMy02/PJ+AbdmH0uMatgATESN+irValW64YYb+KNk+IDlq6++SjfceCPt3r1HjvgsdrqWxDLxCP+BfeQ6yTIr2EL6Z/OchPLU/CE8o4xLcrUNALL624ymRdBVaIGtF/z7J7j7asjDbOEuaOK4Sma9Om6mq8Cf+Xa44MkPOZxAD0dgWffNw83oH/gX2PFhqU+1VKbq1DSdP3OGXnrxBVpaXKD3vPs+2nftdTRVq1C1XObXpp3VlpzlzF9wLLBD5/WZ6BBc4KyzPlDHP8guGJZJG+e9tDPRJjM9AngBcB/DgS9zcliukkGGj6t1EFdSoNgPHae1MXTDLJR+jKzgBgbsfDGAsDL85XBXI1MQd1XmuilRWh0tQT42lHkbaYVLuV4MlnS4aD4H/Iqco4jyUDSkvVEt5tWfH3VbR83v6rfwgC1wvsvbz/iyEBaWB5QwHJoX4slSkFTBo4wg05tx79oRiB+EhXGtjO58L09SsJ9CEA5H7v68Q4H2iDKxNh/uScr8r/P7zA+BP/qyYoUQl2OmH8t34OempqZ4xh2BP06JY5/IHYBMHPFdwyMRTG60qYhOItTXAgoYPLhQg/lg34EsN9LvCOB0n1tvfTstLy/Tk0/iBKAX6Y677qHDh28kKjSl32XaQYy3DhzYSOZspE3OnF0cAe9y4w7YhZwAYKqNaEYice25vL5w7Rwj5SRZYOzBf2pm27R8fDdW8rTiIdPgVUXbB8/Pl+KBxFw/P/jyAOsgAHQSYpqOUpmtJzX+UmyBjU3y1cUKNmKVSvTMs8/wDAgC+jvuvINm5+aoDIfcatDCwjx/hEVmzAvymhafYccm30KRN0lx4G9m1yEn+UPDXJu4ya4TUf/FDh2GEa8uKA4nq91qWE5N4yyuw0l0kJkVW+Y8qybrT+39o6pZfLBHufuHtnKtqbI9lHh4QICmPFOe2aIbLtKv5VU6RDB1zJ0JEw5Z6ia1+Tnl6XRWRH8fM2AAvZRwEtO12mZT29KttIWkrwg7G6+txZO1ExpHOSqDwFkGG6Dn1CPThW58WarO+oNufkBNtcUBJEkKyCli+t5MeDJOUty0wXCXHlYn5BUhuBxSRGXKIgl1X7oENZeHRVEf5SZI+DUAAnAoyI5OBYIIJztwZ8YcoKG+yxUw6tTn4aOP8od19fhh5r9cm5K3xGDr+TsZLBeYwEd/k2UDCyu7U3qcXtTm78+srq5SvdFg3zszM0PHjt1EZ8+eo4cffphOnDjO3x2Aovyf14FVHPifsP9nQml+Jg+0UOMAxAA8eNKlpI7CWlpA3ZBM5goc8wgAfZntN1XsoGl2fzoodcS7Wiww9uA/zxB6c473RuNHOU8F+D/5mZl/BLtwW6Z79DhM4ImUePhU266MvQ1ccK4c8Tn0K1fmaf++a2jvvn38CpZPXWjL8h3MlLMDhrdyXk6Xr3DnwFM/6ujdMiAm0Zl0lcQ9gTh5bZ9j3W0HRRArKQcxpiPywCDjltFI+2UgwidMuP4FS50KnSY3xW8ic44SNuIlQYGNrATWVdXDFeSj4fjiin34uzf2eFHuAx0LnD6UXHntujw7WBq6uIGib29XpyS27eZkNZW8yrA1Vp6F+3wGQhqULnm6nExah3Qph2RocNc95Dgk0pLc4MzzuErck8knQ4yAMioyGaSBXRrkmD4NNiUjlr2Oq+KEZ2xN0KaiDbmCutNAs4FohIunzKERcHclT54kHtU/WN2Y3dpaiMf3GVs7QN7YdABsh2KEmezg9DmY0GUgfkAKFLcgduHJxA0H4/A7ubxR4Sq9azcBoecHrIQP7sHEz5YcC+gFv9dyZSs0oc2xgAPD59r24fwf4qVGWN6Jumq1QqVSma699lrCnrbXX3+dFheuUH1lgcrlSrDkR324aWeuAsnba0ZB/yHzPmqhLkpwhVawTU400EWTAlgTpSqkILzl34zqkYB8TIG2uNigF2OL3wsv1m0dC4w9+Lc3XtYNhvos+HpMrA8veMBHdt/77unUh9TM/PMjj+cy+MERyH9BxZBFtJf/nHPhpS6FIjsizPbzsh3H8+LFC3xCz/79+/lVLNupKWv8cSYz1m/ixIaUY0Wb4OAQ+HZcwI+83wOACLjlvv7oBNmZm1Qway2pDTXGsYZVQ+MYT/75XscF3nLihL0fZPBS5HWpgOMDNNwZKF/Wxa1T1eBfj0LFaROwpZutUk+OayTt5wWyyQ2Akyns0aq4mphFY3ycXofrIjyhPgZRcm3kJmFZqhfmu2BPHly4D95wm9GrmAEC520HaWwnRur6V2/JroqegLVRdbPsr183TX8I2ziFFspZm/5ClUObBQ7F+oAkCzn9WOn9ZZuRUCW5LDxL05X3OvmMRh6sQLftujgEgHXowj7JsrP3roGzqk5fL85nDOLwWffID09oKYwpLXjwfEZbUiArIFWRcsXd90LeexBoFvDpUjZ4k8m+CB2X0iEN8rw0R6Bup1cSCMJNse/UgyDE96GP0T9uDOTg7THk8IsG5aQKwhbWHgpP0nazybLY3zr+2J82Vavxh8Ow9KdYLPGpQ9j0u2/fPnrttdfpypUrdPnym7Rj526qliqeYbuFPqbNx4cm7ffVPqOa2T4HFuq4AYA3l6dIMmgumg5b8ACgdxOFUM2fsMnNCe/c6pFWcNwwUo6R2VawwNiDf2skPIRZN2Ie3NIOldcnl4nUafbgwJPD7qQLoAWv+dh9Wt/ag1WvKg0wFUecbLJ2E2c18LIe6tDq0iItLS6ys95/7bVUq02zGqv1VQ76S5UKb/Ct11fdVxvhrOTs/ELJBMDcHtmkJe2QD65QpyneDfXq2Nh5aYfvUq0DEjoL7nS0Bb5S3jQ7+XCq/nsFrnNi3Tp43dtiebxcyS1RAlscH9dstbgD0PsBgyF0EvhJsI2TJ0qiQ1tmstouYIctixhEuc6FOwV0fvyKGl5cBgotdBy8R6JIJWw+w9HW6EraLdYN9eAB2UQlKsGWMFGnQ6jTTXGwZUmD/9RrcB5Jio48xcTUzIPt73IQ2rev6IugzLLSwYjRtSW/wWgS/LXmRM5opeVwA1ib6FESgAehKQrmZmVdIINtsmIFAzDZnhaCPIebug6sh6nsySSsNMJNNsRKt9XU9qJRNMbpRuyGKMEgaZa9B6EzOHr9+irSF8EwzcqaIZnKVDTPOqwAgq9U7B5pBm4KBKcJciNH/ZFyZd/rTujhBTrwc3JGf5vafHZ+EZM1AHUtD2WnRx3j83iOCF8NBl/VhcUbHVS2SbGPDRM78OHwqwj00T/wcdSttvhad8zo3Nwsz/7jTcCFC+dpaWmJdu3enchjvVsyiCl0ZI+zkZXKQi2ei1H9JKJn1V2/lMIPC0Dk2xKb2JVHiCRlNUd2bR4UPNdGmccxwqMFBrXAhgb/UEoDu0EVHC9eEuCKQ5CXfHggw0cSkBA2jG6Ime3MMmgRZKZkIegsl6ixukrzC/N83Cfwdu/ezV9fRL5er/Nn10vVGhXKBSq2mmk1dADAH3thKc5Ziyx2Nuy8EfW2fNdRYAV5FCT8vIMHnXQQMqutM/vcACNbZs4RjLOlMNBjHRKrYfCDP6eVtB0z6A6GjgkdBX7SSbjAX4N65gcYPDJ7den7snyotpHPpoPO4vjRyQm6e6ELPDeggXx0UujcZAAAWdBfdAYeZsvQEZTQCeIHentnJM2VekFKeCg0E08rh00zmGWAsrkaRNekbLxxQtci2OgN1YJiStuwzi2pERwjG3i+GBIZjqkqUzBZwe4CGCZBsOt1cnBbNlTZWSPHZLON4hqYwsvmOlJoX3l9EYw6/iIZWJ97gDGdjBzyNDOUsnQKiBUlAHfTdiF0i7PylK+HGXpkpUMxNywIEOhjll79Fprg4Ojq3NGgfiabWWLzrbz5lBZ7wSwD/hKnsoGNnPfjeDJfUDg/bFtjWADcaso3a+DToXa5jIkTbCSuEOHYULQRG4eLRe7n9u7dy0tcL168SKv8/QHsYcMXfiXFR7/YZaOt8jrCSu/Oe9Ph2QqU68b2EGDyY8iPpKXzDD1umGEM16+gjqkD2agOQCGbWI4WGJsFxh78I9jHTwJdaUc4ALB1Y2tpirEE/f5x9jGvC/Cznm2PnGI0RMExVYegM9TgYDwAlpvg12w0/EfA5AQfgSedCtbHy2tkrJvn2RRyH3NpNngWXQJYuGzpLOA8MZNexKw2zm5Gm1ywS4CxHkHjAVMPKJySf1HnZub5q73aJsCZl0sdS9UHKXTgWXzguePi0Dlg4xfuD/xBV7QdA6LkHgEzYcizR0XMmbrrBl38gAONsxetQDhCFTe83H/SDJ7xKhTcutISNYsNruc3DaB3y6WKOD0DcrjjEfnMB0uodCDALF1jOS/3WWKwPjlLmodqm+RxMoAZII8+URk0ei3KBjRBcbAmBrJTxayLYYSYrNc/BYMGXYDB1Boay8gx2YHkp5qZKnRrkeJtq3MrEqQBUBJkzeXpsyZmytSla+WRQQc1M8AiSNuQi2D0Mjg+6zPO7Sk/Q+azoSKOFonzyfCj8Fu5P3bZRmYu4nAViUxd9gqfLf0D93lOLvoAzPrD/2IzMN4UQ3UMWIbXCu3s0dYBmgCZ3d2fapLNm6FBFYrydk9pRbj0RWnYAGpFlGiBdVtg7MG/apg8/PBDyc1u84q7/jR48lIMs5cBJRq5hz1F08O3B3h5xV4apWmgiWgDh4dZFz4OjR12gSqVsjiRVpOa/Kn2Fi8VKparPHvSXl3mryXiJAU4VzhTXdKC/NT0FE3NzBA+IIaAn2f8uWPQDV46sw+N3QySXi8XlENfntXnQNsNLrh/6fBZzvDWXO9noGSpEeTzzwXpMtBJLIOvEZdqU+zsW/UGtxMBOx83x6+rOzJY0QElXnOXKvh4vHPysJtbRiXvxBPnz6dklIk3GPMMP75QKetcRUaVj77DoKTTbPIl4FMw0AZe3+8+UtMq8mAF7WB6dzyeNEz+ZXOBju0qHZxe01RnlDTdkGcCk3pfbe7YrFfSfuY4Ie2f88z7o44SY1ix3PSAiIvGJqofQClUUzDZFFIKroyQull5l/XXVO1vbZ6lo2Vl816enUV1QF9nCcK8Q+K2GhuoXhbd8/MZW+vfgqWBrgQSw16gLDRB76pHlZtd8XU5shMuA+R68Mit8gqEN0WGPIubh54hKAOUwTwH5Igh2t9LlqHN57BIgR0+/CX/Be1wTUTCfzp5IyWBOpwUWy2gDnpm3WeKA4/sJnH8hIqpg2QdBMBf4s2qLK90wb7qntKDBae4jLOgzWQZqUswnB5oSuY5/1IxziZE3tECXRbYsOC/SzJciwaVWZVrgknnmXo+DZ9B5aX8jKFfa5b1UaVcm1lGjiDoycEzfCvPimN5jjDA2cutZoOXx+B1KgZV5dq0P0e5PF2kaZ0xRzBdrVKrXqfl5SV+pVqbmSEeKGAOHPILEugS1r+jzGIwAHAdBvTlzbhNajWaPJCAfpiRL5aqRHh1Sy1q1leo02rxLH0RZzozb1hMGgk90RZel89gFxTD8bkOQsD4FHyJClWh4wEKKhw975tw61OL+AANXkYXeD7fydKBAIhcO5ztmD8V5Ns0LVnjz7bmPRJlKhQwGCLq8FOBgYy+SZC3LnDc0BYDMg78wdC3UDLMjzcLd3jDMPPgAYlDlua6giYOmKpLFRTRSHP1/po5eylmnw5Z0brSPLFdiGsFDCggRLPNS9WZiqw2p3D1/obupsJnfSZV7VvqbQ2IK3iYKXv2gLmfx1OATcVvCcTp4FUJy5bO5Jm/EeLLBkfbHPJOofhKC03yqAbv8KcwT+4AnDigrwuJzaAqrMor5/LKIPC4PpOBpKCuhmiFpLksMioyQGlmGSWI58B/AGKPq9cEANVfeTs/7iZutB/RWuDLHIXSmskKqZB68HVln4IJO0wnMxTthOD46VIHa/3dniyGq28GX4fIe4vbvEwISzAxOQR/yrPjzhziX5XA0W1A4iW6caw+SqL8ANdKdQSqZyZAAWVUKE1MowXGYIFNDf5H0h44tQEYBc/bABQjRGEFs7XM0gs+FkteMCMCxyebZIUey3vahSY16nWGw7HKmc/gVKBiExu5OrJcplqlUrnG/rlUX3UBe80NFJxkdujgrQE/NuQ6XSXm5Y2+rWaL6g0nUz/V3nGzNtRhfRD8F0tTYjhmgU7d8eL4vUOtTosKWN8Jbd3mMTh0dAx4W7G6+ia/yahO1ahUqiXnQxdkkxdsoZtu+a0FX33IkPYnnlXL3KPIbL0fQGCdK9rrfnxCEd5OyGw99GE+OnvPvN2pGG6JEuhxbcKftAVw/JWoiPbbDpIJDJ3JyoDLckxV2grJQ01G8Zmk+Z4UdXk/j5SHsH74QCIGQEqh2DaZwNHj2Hptgq80gb2DmSpfmYIpD02dvV0iRnd6MJ2Tb+79XCfl5QQDAA+HzFRBlLAgr4fTj8shUHV3hJxYJiomgHXJDmfxla9NEdBZOUYvi2bzWfrY+n75UO014efZLINZrrygIihmcEpAPa+bc3EaOSouUv3ZPF+3JPCXmf8sZRwRz/pLfK8iwJY9POoATAX/Uquiu1KjCy9J5Q0DKgvY0AV/4leRh1/HW2oc/ADfystZ3dti72v92wkoZ4R0KWAAHg0Z/TP1Q2bBof/4LMvW0uLs5T+DN2dIdSN6tECmBa7q4N87hMymBcBBHUVAtt6iuLjBBihelnNwicrqKDEQaPJsCE4F4i8wsk8uELXq9OorL9Pffvlv6OyZMzQ3N8d4fNJCp03lIjZbdejwkcP0kY98lK67/noq1WqE0x4aKyu0vIJTg5p8ktD0thmq1Lazc26uLslr21qVT4eAjjhmtFSdYcfdXJnnD4rxZ+Cnptw6fg7tfXPwdqBQrlGpXKfG6jI1sSSpXqfK1BSVK9P8KnR1dZFKlRkqdvAWYZlWV1eoWq1RbXo7lSrcc/ArYQTd+FR8qTIlG8Ca2CBcp0JJPh+fCEWuzcuEMChB2/V+KZYrVKxuY9ROq071lSVanZ+nE8dfo6mpGh09egPL4L0R6CxaDWrWV+XNRalElVqNCG83sCSrvsLLsqxc3tjddgGQXjofRGmn4HskIbUDCZv3dEDjbkfwfQ+Eog2AA74ahAlV+l9VJQ0NSgMhBTQDFAdia5Fsu0x7IYrRetR7HNXLBtqm0ovzGcfbmp4Nby6FLTsd1OZ+6YbKzUqdLC/S6mbzWbQOZmkZ5HRC3qnE4BCPyx4oKLn3Hlc7Y3MoqABjC8hzspUty3dKKMze01a/hKNe1BSEC55Hd1UKMigeE6kSjiiTFjgZFRmglB5cyEJSmQab0TJwtSOw9SG5Lyu9vLGViRzA0AfBB9pmOCLf38hBB3JBJdiHaJ0MkQGA3lMq0Pk504z0TSdLRIGNP8hXDTUHf4k9Y+yfk0qWyzQq0smQ5aLyrYCU2JxC6m5VRZCu46d6ZbIwbciqhw0yl/9kIUdYtMCYLDD24F8DLugvTkRSza+lXZanzYsM/jfFVn1nCrgBBfYB+CfLGfBsSlYF7MPGEuenyrOD7PByHxwxWalVZQafP77SovNnztKpkyfp7+7//+jk66/SkcOH+c3Am29e4pMV9u7dwzMq99x9N33oQx+iSxfP0/TMDH/GfXFxkc6dPcu8p6an6RpsDK7OUrHdptWlZZmJn97OwThm27FsqFCqUmN1kS5dOMdvKeZ2X0PF8pTz+2gXGoHZdZyeI0tqiMq0utqgpYUFHlDMFvFdgxmi0jS1Owu0svAm3f93f0f4vsEHPvABevvb3k61qZpf/wpuHPwXsDQIbwVatLSwxG8doDf2FGA5Dm8ErlTYkDhCFKdD4Ndoyiflq1OzVJ3GciWZg1laukCn3jhJX//aPxCOVd2/fx9NbdtGtUqVv4lQr6/S4vw885jZvp1qlWkiLHkqtt0JGCvcceGNC+5H7eD40mNTNve47obTvHY+mrpq6Z2ll+y+O9w6WNDo1BPT67toMAkD41CACtK0W4rWcNqnOoU7VCGHcQ64f7v6tdsx9vyzy3p5pCke2T3DbHgX3zq7pgJ9p4MG/VrHzPQ6hDzVaDYqsnnUS9lQKlEqFVfhgj7UAJAisnylImmvli2BwkSMuiIrlGFKwvJcgZur8oNrYxkwujKwFZrvVac4YiJTys52scq4Jp5S6xRgbacwpIapyxqIRQzy2VgiFQG1QU8ukusc0mIZs4ud0xdw45egr6KmZFl5nqFiOnUYB/90IRtlkU3oUML3aORMTndvcrXj4Wb7WUd36hvwdcAhquD+UZ5uUAId+qnBxEBytNznDkjGtH3+8ax9RiX1IZRBUNcAANc56yHryy0iRAsMb4ENC/412Nd0eFWFwgb7Nq/8+PnBI5h6iAbyEspipKmbb/H+R5mzRj2cEeplzaPMoiOopXaDl96UEZxXyrKkhP1ambbPzlKr3aLLC4t0881vo9/7vX9Bhw4dpPPnztG2mRnatmMP089sn6W9+w5Qa3WRyrUKlapTtL1Q5LcIOFMZNsWMfAHLiZpNDqjrmKmvVDn4X758mSqtFk2X8E2CEr9hwAx5uYxg3N5O2COATccdKvKsPOoqNLN9jt8wXH7zEs+yT+EFQqFIU9Mz1GrW6ZFHHqFTp96gO26/g2ff+SSgZoNPM4JueJNRrNSowgYs85uBSgVypJPjAQBn8RGuEhWwQRrfF6gv88CB7z++N9jCVChWaGmlTq+++io9/cwzfBQp7FCpVolqGMyUqVybpdnyNsJbgmZ9iVY6CzQ1jTcjspmtODXNgwTswWg2ZB8GdNU/G/wDhh/rCz20TwPQ1SkOd4iMLf+ABh+oERp8M4MB+Mf0aFrvCH2naRjZrJVv4SPLGwEm25t9DqIG1UzscNiQAATttjZJsXMFDwsD67BsNRWbd9zAK7E/xIOh6uCuR5a+lp22w+uS3ANSlQRqabKMQJTXRgNLB4jQxTJWDm72VwT4+y+RFNTL3SXEXez4BuQ6fq5UnrlH5Ua3TPTmV31s2iXAVAZ1QdEgSrZnvd40BslnM+q6mEt7PElWPe4/h5CHp5L8w6u3j6EFa8bjmw1yHTctqxBvaFUG8vVPyfTaCg+rV6IL6G2N45dGUCGSZqBbdURVLKl080F6j3I7sX+q5T+yCIaYvMH9pE1kf+hlYB7fDAC6dM1Q1DHiGptPt2LoEvh5tYamdsRGXfAyxbVwjDTRAgNbwEZrAxNtHmLyqPkAKUOZSXiIoAP7aa+yZNShsf/K0F1AzrnBAeJEG+YlH8jCWv9OqUjVZoVnlPHKtFgpU21mjnbs3EW1cpl27dpFR47eQDfdchvduLJEBWpxIIzlLgWeMS9Su4K1/0Tt+jItzl+h5aUlHjDhqM1ysUCtlXl2RJXpKTp99gwV37xE+w4c4O8PYCAyW6/TttlZqk3P0OLCAp058xIvB9q5exfPmDcaq7xxizcGF1YhiBYWFujChQu0vLTAtqnValSrXaHK1ByVa9uoslqn+cVVOn/xMgf+09u2UxPLnNoNqtTkKFLIxqCi3Wzw0qALZ08xzo65Of5iJHoM2YwseyEK2NCMWKxcpvkLF+jE8RPM++Chw7R777VUrk5To9Gks+fO0blz5+iGIzfI6UpY08/fUGjxsasrKyu0urJKrZYcBUqFi1St1Gh2xy6qTm0nKjapSKtUwBKjlnT8uEf1L/NS97pRQStX3pHKWwoYTu4h7AfBJXNMBDk9Q8Y3TqbkHkBl1ANlmKq+7AyCyxpIShJbwPeOLuORdQDkETJ65iQgE8YaDKFk81JmHOXPbJ3N+YbC840whC+Ck2V0AJ1eGxEW/Bvqog5D0DL9m78nAlaBKFaZ7xNji1T7tK3auCQ4VM5Z8hmbJ1xBj+BM+CBQY3yuc4MOFY0BkOY9c80gVZtZmIMPAApR3EPTBU4BNIBmYC/lgrqMSyZ8nR1z61PSfcFY37Bxi1SMaMbjY52NLVNtcDdAwtDLkPsaFd3XPEGCsFBgUts7lynUPQ9K6fRGomJcKl9dh25OP8ZJPtioHGyq/s/D1BbKm1ubFJKca6UFeCZrzIBXjgnWyDGSRQtsiAXGHvzzjJBpiozoR/n0Gea5WTydGy1TlGG/4JyD91FeFZ/J1tw5Qq0EdkjBn2hH/1kqcRDb5FMS4GQrVCiUqTI9yxupeAkOb2DFOvg6FQsl+vkTT9IPvv8gPf30z+nxx56i6ZkaHTx4Pd166630G7/1W3T48CE6ceIE/e2Xv8xvELA86NEnn6ED+/fSv/qX/5wOXHeAnnjySfrRD39ED37/J1SgJt11x+20Z/du2rZ9G+8tuO32u6lcKNEzT/+M/p+vfIW+9o/foXPnL9GB/bvppmM30G/95m/RB3/hV2hx4Qr9yR//EX3r29+ly5fn6V//6z+gp576GX384x+jG2++lag4TZXaFE21C3Tx/Bl66HsP0be+/S360Y8epkZ9lY4ePcxvIWCrj3/84/Qrn/g12j63i15+8QV68Lvfou98+9v0s2deoCvzS7R753b62C//En3u85+nW99xN5184w36u7//B3rwB4/Qz595gZaWl+i3/+n/RDfeeCP97IlH6Gtf/xq/kXjjjdM8wLn22n30y7/L3ji5AAAgAElEQVT8y/Srn/kN/j4ABjZUKvNbhGIJM//yoTLoIp2a3H++47MX1F9Rd5NoXUzHb4ERmFyu7LCqZkSJ6hyGZdUDvzuA1wAQRNL4ROzajYFhKoesaBY+JIV7uq9hesnrVdejwVwV0oYesx/91qxPrrMM9Gx57C0OHJ9ckfzrAnSJGyyOua4BP6+/ooBMBxP+Tu/uOz3dOjIsiuklx/8mwN6cgWd+ec0yKDEbLTAyC4w9+McpLvihI/IzRAhi13SnJ0+V5RVaI+QNR7cmcSHjdZTFL7l/rT6BA4AIgKAvVzkvjTbxWvayHJmmrgwdL7g2l+dpafEKz4IvLC3SlTcvUKO5RJVCkZqNOq2uLPM1kFNq2vyl4L/40v9NX/nq39O77rmTfuM3f522bdtG3/3ud+hLf/Elml9coP/hv/8C7dgxR48+8jh949sP0vaZCu27Zi81G3O0tLxMf//3/y/95X/6S7rv3e+m//Vf/XM6fvwV+q/330/3P/0C3Xrb2+l9H/oIVWrb6Mc/+h79wf/2f9CJV1+m97z7Prr+4PV8qsM3//Gb9Id/+IdUm5qiG4/eSMeO3Ug3HD5AV65so7vuup2OHj3CewOazVWqYmlNoUy1qWl6+tln6Y/+7Z8Q9jN8/Fc+yvsWfvrTn9A3v/ldfmtw401vo4/jvmvV6atf+TJ99av/hQ4fPkK/9ulP0nXXXU+PPvowfeMb36Dl5WX64v+4jeZm5+jmY0fpqSd/TocPH6Q777yTdu7aRS+88AL92Z//Gafvf//76Vd+ZR+9/vpr9MD3fkh/9hd/xfsDPvHxT/D+h0oJezCK8k0CfDjN/XD5YHM9to7vTb643MMpmsZi3GnxfDLf6riyGTdIQpVT348mxSAosOAANs6ikWeymRJ9s3wmE21jgHk65MFHoJVbJtjNKZGpubS/kVJCZwcBCdTmxIeGdIqhzknLYWrvW5sP8XJu3ww0BqUbl40FnDy1lUL5oJyJaxGUSHRl9l00Dh9m4XFdF4JhkpcVHvyvY5fGDG2egZQBSvPIL6U0zuDDfWgKSXkB2VRk0PLZyowjuNJjyfI0QOAOfR+tJ8gZPtwFGhEqOTvFva3E6fscSyZZXjbhmqEaW6hc/zbQxT2WseCqfklNGLMkNTEXLTAeC4w9+Lc3dTgTZesGbR5olM8w9Dr4GFTO2PHgzKSnyBiZiHMACs+qcZyI4L/EX6nlQ0Cdx2FbdBq0vLzI6/Zr5RL99Mc/od/7l/+Cdu3eTZVyiQN9nMZz77330uc//3m6/uBBeuCBB+hnP3uK7njn2+kzv/ar9KEPfYBmd11D737P++jf/NH/SX/7N39Lh66/nj7z679OnU6LFq5cpv/uc1+gf/JP/luWMz8/T1//+tf5rcKHPvRB+vAvfJRWlhdo/7599G//zR/TwsIVwklBncYiff+hB+ipxx+mD3/4Q/Tb//R36OixW6jVWKadO3bQn/7pn9P3HnyIbr7lbfTO2++gvXt2066dc/TJT36S7r77LlpaWqal+StUqU4T9t+uri7Tow8/TC88/wx99CMfod/4zf+Grjt0A338Ey/S3/z1f6b/9Fdfpvn5BarXV2lleZHOnz9Hhw4doi/89hfp7nvfQ51mnX7hwx+gP/jf/y+e5b906RwPPA4fOkh7d8/Shz/4PvroRz9KO2Zn6B+/9hN69NFH6Z577qHP/sbn6cjRm2h1aZ4OHPgr+tKXvkQPfe97dMcdd9DhG24m6jR5TwUPdfkz9jjBAneRdECFEl9wudYYmPD1007A1TGBXHXuDbmrYibB7Sh0qftfe6AAs+fYIYs106teIbO1lHOFGGZGno9xQjqDYyg566t8JsTILgPdi0mWsQiy45XF0sBSZjdwsbsFZKuQB7V+TnE4dEmx9MYSFG6La5AmHDm5apM3BMo+nTJrFYbUG6oLDwD2Uz1vtjTZMKgBZXo83KWWsUlXXcjJ4PoqbbMCXNnwSq65AFNmTdnN8TC0ytWnobiMCkbxeFk6KxHq3F9KKa3PS6Eg/iAk/cc1drIqxQK4uZUJpjuswvd3SY1b24+jnqG68lME1QvpcD/0izCBxgqgZu65A+jh+GdhJ/eFXaLpRjasADSQX8p3KzCm0QIbaIENC/71IdR0PTe/0iqvDbTX0KKcO0v6Tngk9gGJI8hlyt4LtXDo8I4lKmF5CV6zs0+R8+qxNr3Jm2KLNDNVIezVnV+Y5zXx+nXg3bt30/z8FeoUy1SemqXHn3iSnn/+Jfpn/+x36d5776adO3fSzNxOevs776B33fdu+tYDP6Dl1Tofa7nv2v1095230ac//Sm67R238fKbv/+v99PLr56kT33yY3Tfez9IM7M7aGZ2lj76yx+jr33t67yBFstxzp09TY899gRvSMbseblEdP7M67QwP09HjhyhnTv30JNP/oxeevEF2rtnD28qJqrSrj3X0NzOXbSygrP/V6mxssh/mO1/7oVXaHZ2J33wgx+gPXt20PRUlbC86F2vvEzf/NZ3qbG6ysd3Yu/DF7/4RV7Df/DIUV6yc/LEWXr00cfoxRdf5o1mi1cu065de+ngoaO0c+cO2r9/P83OzhEGN8/wBmDiNwHtVp1OvPICbd8+w3ru23cNnT59ms6cvUg3HKtSq7FC7dYqn3yEt138MTJ0QL5TxWXU62iDf+103X3h+rsCjgp1Awd7f+i9L3NYribpdRLUQe4xXpPuSIbvXxNZvXJeNyPAZPNJB3g+PIrP5LPjGtjfLrnpDvjlucpXUO0PdtI0J5sTq4fN91Erp9rKSlDQBpbu0qTG5/hWkjsPt5/L+WrJ5LTRBkcsyrVDDJPiIRwsHwhT/VKoSWEYs2ThWnHganGGqUsRhowyylYOqlmWAP0t7uCihlEmpAVe6pdG4FIalDS0C55ilFEAgdElA4Orc1HyBObBuwVgXT8Obkjdz14enkFMmcjKAFDDt3VzBwH+NJg2gw5F9jxVB+d/FW7vbUUZU8oq6URl6gbRQc6YBEe20QIDWmDswb/VAw+/LgOy8LXmU84kxcS+7vNPvl96lEIdQ4ElqljDXwcrHH9w4JXl5EAA/Tv8sS4+PhJODw4E9nMODG6t3cIpCW2iYolmZrbxjHylWqH3vf/99MUv/jYdPXYzvmfLa+LxkS6cz7939w7qNJbo7JlTtLi4QDfeeJQOHDjAtJBcrkzRNfv2Ua02RaurdZaBtf4YXEzP7aTtO/fzG4jllSat1ht07NhNdM01+/k0HnzUam7XtTSzbY71x3n4OF7z8pUleu7F1+jPv/SX9B/+9C/ozSsLzHd2W41eO3ma7r3nLiqXSjwAwTn7i0tL1G41+Eu/fIpRs8kDnuXlFVpZXqbl5VW6Zv8+OnrT22lubid/SbdcqdLs7A6a3T5D1ap8XAuDJLTjiSd+Qv/u3/17euWVl+nixUvcCZ04eYYOHTzI9sNpRdXaFA+s8GEZmBobfC/PL9Irx1+j//Af/iP9yb//j7SwVKcds1PUbq7S2bPn6B3vuI0WlxaICu6DYejk0D3hGqFDK+rsP64d+NovBmuPhdQF/kzt/tEOw9xMyf1uAizFU9qwrPDMVHVIYgvpYF0/m0mzVmCWLOXlHpaMZ0YxfMpsDC9fMWgGtgsHAMEMobOhPq/gLKBEblhORaH2GihJr7b1qvPN0muekXJQ5BGTi2eb6ap5IJAlz7FVdfleY5jKc0bgAS1EyLKNLFYsyjMyeinMgDKzvfBsXSh80LpUaGmJoE2fssoM0dyzD3KpMggZ18HUKoExRapW4CmQLeQpZNglly4N7FWCCGXt8FC0kgUcInZj4DnCQQ3S90u9/xcZ9GucdNNCBkybWRMqZE68kj5U2qDN4FPXmFkmt17WWF+dvzfQLwwn2/qgfkoMy7sfv1i/tS0w9uCfg1NnQ9ycG3KD6tNuZk71VBQ8TBuig2szVBF1VCl0v3lBvxAl58XLIECWgEgd2xBZdCgYICD4L5SoOjNH22fneP37rp076eD1B+nmW24lBMWri5fp9KmTNIOPd1UqfAoPBhEIknGaEHiCT+f/Z+89gC09rvvOc9PLb3JEmkGcQc4gGJAYRAIULVAUZVImFUi5ZG/tyutday27vN5du0qWylVSlSjLJdkyKYqQKJEUKZGgwAwSJEDkNAABIuc8eeble7d+/9Onv77hvRkMObAIzTdzX6fTp0+f7j59Ordnrd2e1Yz4quVj1mxwXmDOtu/cZ69s32XTe3eL8nq9aWOjozoDAI6F2X22oNeEG9ZemLYFrsScn5fCy4u8vNi4ccMae8fb32objzrK5hf8Vce4f3/r1q122umn29T0tDLJ1aI7d+zUjP/YsuV6qGthfs7zambLJoat2Vhp4+MT1mwNq1NhZWB6/14paePjYzY0MmIPPfyQXfOpT9lNN92kG4DOOutsu+CCC4xVkL/4i0/bzl07NThgVp9Z+7k5biTaZ7t27TYGPLXOgm055SR748UX2dp1623VqtV6dXJ0ZFhps7JAfvbufNlaPBymm5lcuKucanUvOq65Zjmma7vPAToB2gpVJg0SvfSjDiRXdCRhlkClvUwqqmEZ3mVPwDnOASN0xe5zHFT03jT7sLw6j0H8iA5YmJKGVvhRXr2KMX6Dvj7/Eq7LTuzIW6kB4tfLmMFp5fQJFu7QLguTNKTUVGmAvchesvemWbiLGXvlT+j5E+lkSvyGI/3lDYvEt5SjyFlfbvo8KnxdNsEFcEEfXoVTcQIMx2Jhvf5RHn0IevNZIoe/icrSG8/s3xVQ+RNNqDNgQnQAowtdlyNXKWGI/e0CKeAot6gAeAsOGuRYMvG++k30NNgbHLFIdxCAtuDwiBfVCdgCPukE8lUbTMEFSDczByWAXxGBbIrdySI7IAXMYmh+jP7wjF98hzv1SGtQ+QUNR8wjHAgOHHblH+WPj4rJyJ972MvKidKJu/QL4g7VjOZWtLskeA4V46uP5zRkSnIf4QIQ/8VEAR2Kv3bYKzyggkOl9Rq8bEhZaegBK1ZUmjY/v2A7d+61VSvnbGR8whpNHrpqWGt0zFavXeuz2+oUFuy4TZts7dq1tnPHDuvUh21omNuBWprVf/rZ56zdnreVK1doGwt4ufd+qNXUw1pmc3oI65ijN9qzzzxtL734gh09uswazSF78YUXtd0I2rlCtNM52k7bcqLNTO02Hhp7+9vfZqtWr7Xpqf32xOOP2TPPPCP/kbFlNjvXsdn5mu2bckWcm4zIpR73Wmhbq9W0iYkJO/roo40DvnfcepNt3LjW1q49yrhadHZ2xnbvmbJ9+2dsbnbOnnrqKfvuTbfaxPgy++iv/KJdcNGbbNWatfbAD+617bv22PT+GZ/5r9dtenbWduzYY/v2TSsd8r516yk6M7By5Sq7/Ip32ClbT9Os/87tL9lzzz0n/qxYvkyPjDV0NzXbfVRKGgh4vVah+ax/7vgo+0XKX97UATSGZObaE50n0SN+mD11NIf3+pfuQnkpvbvsi+DvglnCQfRoBpVliQiHEtSruA3C0UWIA6gtZOJ8SJ51pso/Y0NOZUeylHzushNeQhfpl6hLex/u0oP4KZ9KJ/JcpNGFq8tRIvJSKIWjqhPwFS7llHT064ru5dm1elKGB54wy7AD2KvkHbDkJz4aCCccvdmLuIv5K1oACVlCdJD2MipRlE6UQUKV0x4wVR1KepGqrF14uxzdkF1B4RiQTlGGgYCy1MA2PHrNUMC7+mHSiHR6I7w6tyaz2lDQMab4e/v6cEteKktF2iVPlSwyC0+NJBIhFZ3YEMERDdBsf3VkZ2jFT0h6q2QG6rGEIt7tDZKK1u6wflfgCLMfAr2p3zfgg6/9EEd8jnBATfHwsgHlngGAZoDn5/VIE7PC/PCLinp4qXDskVZPv3f4kg6p86pS8NkC0SrJ5UIzUElAsoWk0dRsNmcAQqDwANbU7JzNzM1J3NdszvbuesnmpvYad+a3Rsaszm1BrWEdVOVGm6997Wv2+KM/NGbW9+3ebg/94B674frrDcX7mKOPtmarac1ax9auWWWj42PWmZ+x+em9dtyxR9vaNWvtS1/8kn3nhhs0Uz43vde+/rXr7Lbb7rKpaRTwWRsbG7Vzzj1bqwm33Xab7dq505iZZ8Xh7rvvsY997L/an//FX9rzz79o42Pj/oqw8UBXXYMgVgFmZqZVX7jpZ3LZMjvllFN0U893v/tde/75l2x2dtoevP9eA/8LL72k7UqzM7FFaNo2bdps5557nh119DHqOO675x575OFHnU+1mjWaDdXDqI8MRFavP8pOPmWrrh29/fY7VW8nJpdra9Cdd95pv/Xb/9k+/olP2fbt23UDUWNoSH2SFxkrMpQjHV3Ki2b9tbidygupPehHZQmlojDlF5K+MMMauKSsZc8D1LxQ7pJ5AOhDDoYc/XrSC1rVg2WgBDwotQRTxpN9EOxB+intblhH302r2l0XWC/PoK38et1lWGrNEkTYy1+C64pOWgUPc10IzwhbgnVl8geyB9o+Phc80VCpi8hurCGwun2TqzeQhlLyQBrggJhFekFjL9Ri/mJgABd4wl/xevic/brz7e2z168sgyCiMBfjZVWwQZybvWkPhANoka9gMX1J4fS6tEi0yjvKo/I5NJvTKBo0E15iqfgjRVWDj2q8SaioCH0/RR1M2RK8KJM8FHvBPDXZQ8FxiHFCZzmU6BXPC53iUBAdifO65MBhn/mHa8z2M+tfjkSxR8VG6WKQMGhl4FC4jpx1xStiH0bBEEkkU3KiEBYR7IKse6Suxqnnzw9SHjOr0W5bo5l4CU8Lvk7PcOh0wZrNhq6ftNqQNZt1Kbf1BjP7bc2Q11tjdtJJJ9sFF5xvX/jCl+x3fvu3tff/2WeftYceetieeupJu/q9V9um44+32dk5W71quTUbHSm5DNoazVE76rjNdvGb3mQ/eOAB+8QnPmFf/erXbXJyXIdgn33+Rdu86VhbvnKdrVq3wU486SSdI7h32zb73d/9XRsZGbGXX3lF+/fXrl1lp526VTP6U9NTtn7tStt2zx32+7//+3bftm129Xvfa5uOP9EW5uat3nAuHn/C8XbqqafZvffea//2N/8v47Gwqf377Nlnn9EVp8uXT9rk8lW2fOVqvW58x+2322//9m9ba2hYW4mefupJKe1s09m9d6/VG0N2wvEn2XHHHWfXXHON9vH/0q981DYcdYxt3LjeHnzwQfvLT19jX/vqdfbM00/Ziy++YJBywgkcWF5pwxpUNa3TnLOOBrRtV43KDl8VgYrheYh64Sb+8cMnpqvCTNARPUcmPCks0b0Doy/V+WSEr8wMky1dwT9Wx4+1t0z0/qhk5/jZkrOcfbLFg2LitmJnlE3Bf+JQ5nylABKugMdMylj4ewyvG7onn/iBN1LEDHuOkOoN7iJMUdlm5gctXc5WGRJk1yxvgU/0p7SSkeusyhI8/svTEkUZ6zpF8gd+1WOISXkvSHQcRbpBXsAEznAXoLIG/MH6R/vI7S8QgyjsgazXHf4FaJk+4FFBIh35FfEO2hrlfjARok4l2FgZgRb4J2W7UvyCpcqv6KsygS0m6jppWyZXdDIJ1MWhQCIW6U9RB6Ej/IJ+YlfphG+X2Rsl1zAsno+ocx5vUH3qwvhjc3jyBf3Qqgfulk4i9JtS51k6xmsTGjpXmdrfNxpL2o7YDx8HDrvyT8WKrT5lJUPQhBvlf3Z2Ns1kN34Mue1WsvsFEjLFZ2azYEqd4QA59KrpCVERpi+hx3JncVCO7T0SjDEjTFIRK8nRTJAvZnJwStv8US91gDryOm/cQHPlu96mg6yT7JWv1W1odCyt3Nf0Mu7czKw122arVq2w//XX/w/btPkk++4N19u1X75WCuuJJ55o7/3Zq+0d73iHruLk1pvNx2+yfXvX2OjYmHjBlaNDrVF77/s/ZGeeebbdftstdt9999my5cvt8ssvt3anpqtHOUTbao3ZWedcbL/5b/+dffub37Bvfetb9vTTTxsvCTP4eNe7rrRzzzvPlk2M2N69e+y9773ajjpqg913//2abSfXjUbL6rW6tef9LMHWU8+w3/g3/7fdfuvN9tXrviyF/qILL9ALveAfGR7WFqTzzr/IfvNf/5/2xb/9ot1www067/DmN7/Jfu3Xfk37+u+6+26dXegszNqJJ2y2j3zkl+26666zRr1mU/t2a4XhN37jN3Td5+233658Um/h0WWXXWYXXXSRLVuxyuqtEZ/hrzWtU5s1a887n6LmqMDo1Nn8jyeFGgWLSZmnX3R2MgNB1Al/YRZlyvv5UKwCV4E26lFEDVSLmYI7WODFkAzwH4SyIHdAjIP3GoR7YOx+wOyTLUTscnRjSkFuVAqaK7iAJj/KTc68f8jduTxDGcM7DQLKYvPI/nKzBgDgC4ah9ESZO9r8N0BiwMnJokQLL04rpdgpERcHaHUt0VvkPev/IrEIVx5wRx7czDQEPLSkaEFWF0yXowcwkouI4e6KUziWCu8LS4QpgxGY/KS845f4W/I826t8FRSkvAa+RWC6IizlSIptBqnqWvaCuTm50p7yAiB9i1Yf27o4wpV4jwQUP+8YwO/9Tyj/Cwvz1u4s6LKInJB4VlGg9GNQVxGTMi/sFXCmtfLqshXhVRUjX15vve4C5IDV3wGn5wp2qfpHcSrPOeddyS/t6K7jGtJK+KpXXzJq6DdLAh1iYOAOsxdNKPlh9oaX8QKm9OuFP+J+/XHgsCv/gxT/6WnfxsGjUlQ4DqHy4BKwP96vRwgVyF3I+N56eatD9CsYe+VcEe3grZI8CdwlbTUbjBDrdGwhCed8DjSwQwD/y9k5EYziz1YpFAuWDNj/z2NW07Yw17GNG4+z/+1//5c21KjZxMSIzU/vksDUqkujqX3ow6MjunmBBJjZ/rmfe59dftmbbf/+/aKPG4HWrltry5cv14BsYmLcLrv0MtnXrF1vrRHKrKNDvs8//ZiNDA/ZP7r6anvPe9+n8tu/d7d9+ct/Z2OjI5rhR9sdn5i0rVtOtbWrV9oVV1xhC+0FGxmb0Iu8y5dN2OjIiG72ofy5/nPT5k220OYGnjFbNjliczP7tI0mSpPXgF9+4QU77pij7df/5b+ysfFxKdx//dnP6EYjzgZwZoEB0CWXv8NOO/0M+6f/9FeFgy1Ha9cfrfcJTj/9dFu1erVu9qGzfMull9uFF1+icw1jI0O6WYnzBVz/eenlb7P90/NWr7VteKhh4yl/FItfVacC05kJ9axxt3XUAwf0Elb5Rm4wU8emMma2NnV8qfNLfZ5mUBVLhyxJF7gUP9B5zxg1Kbr5wt0HUIQlaxdIl6Mf9gA+vbGd/gNEepXBvWnk6AMD+j37fPo8EsbE40rhD3XENYxqQEaRBpJUPhRVUpql1CR3lK10+lRaXqQM6lP5BtOirCEn4w/aGFhqZJmzL0sIszzZwY1hhWwpwiM3rhomGSMkaRc15KQ6mvMiUjyvIlNjHqddJKbsK5lgSVCoCMmhsGK7T8CWMICGf+AIczH/CPdG6a4M20tccmc+wyiiEKHkR0IqPBnZANpUyJmCwZYig4W1gl0CR64DiYaSFJU3/QXKazpDFki1KkOWSNDlFlGBXVhgm25bK5hkiPJOUM6KwAFPiKQ0i4QV3utOFbsvfwGXFGzlBz+p+6riXt1U24pySPFkFHVGFOIZCRUTbepLU5ZzHpa2eNqpzhegofYnKhQSzagA+5GtgTMXc8LYpRccRCqh3Aco8cMPe3wq68Id/kfM1ycHDrvyz6w+FWzv3r32yCOP6BAmiiVKFY8vofijnPZuCzqc7KbRUtHjIBJp0dFytbpuv0mz6lWzODhqQhYB7fYkHtSH+Ex9tC3S108nROlcSc1TdFv8RdSoR9VRJhTnRjs6eX/1t9Oel4Dnlp3J8RHdqcye9/hQqoeYDR/iN2LMdM9M77P6zD49BLZ8xTKbmdqvmXZoAp7tPczcj4wvt/PecIkEMXvuuRazPT9lu3a8Yv/jT/6bDuz+kw9/2C699DKbmZ626778Zd3r/5ZL3mKTk6wUcOC7YcNjY7Zx41G2bu063XzT0Gy52cLcrCRyrdHSIAHFvTk0bEND44aWsjA7Y/OzU6KNG3yoL9y//6ef+IQOLH/kn/5zW716tf3wB9vszrvulCJP/erMzxkvA6OoH7Vhgx21Yb3S6dQaxrWnczNTdsqWLTY8OibewSsOUq9ds9yGWi0NsrjpiI5wdHzcVq0bV3xomd6/zziLIB5JMjPTr1olGPLrXxpcJumt0i1XAQCqKoQrdKnHUd0AZ6pCwhfOtDXEX5T0zs8VTyH0pONvFRA+bpZ4uxLpTjJH6oLPvgdh6Y7oLq/nBxH5IEG60yBSn0+fR4l6ycAKMIG5SlF5x0qM/LtWZRIllFsayGFm5T/ViwKTZADc6STFP6qHZ0gjTR8cCnVBd8ziaxa3G6O7fIVQnX1MKmTkPfDyj8rmaYhuKYMQl5QxgVQ0yCYSkW1Is/KgqXJVJZScXTWhB0TisELfXapd/hVa2XJYiT08EcbYI7GQrQP8YboGAmCNOMke6CLpLnfwLgKXMouIshY0F9YuDEW98XKJUMclrrdT/9bxmX8ViMDUGeV65opslRD4mPnnJjZhU3kSXsF4AMgin0UegpQe03sxr4M9QVL1RbPaRmJ10V6izaRK5dFVwUi3oKsHsSu5lYilWi9W5XuiJmfqowt+D4bDd3DeFoc/mJDIW8XfUlk/EAb4FvUjTOeJ4wt7iRO40n2gNI6E/+Ry4LAr/yhIf/iHf2h33XWX9mgzw8zy4rJly+yf/bN/Zr/8y78sZZNVAPyBp/KhgPZWwqjAsLs37FUVQWoU4AucNIc6wiz0cK2Eumh8NbjBE3gDt17kjXedhMwbNeGamWF2JgRT1c7zxEyWb0FvFkYeySeKuQ2nYUn5sbkAACAASURBVK3hMb00OzO1Tweq2dfufbkok6zknAD8rTebVmsOW6MzYiONYRvuzOlazbSvyOpcX9loWXOoJe64It+xWn3YJldusGOO22zbtm2zP/34J+xzn/msP4z1wIO2YvkKu+qnf8aOPe5Esw7K/7wGdzY0avWWc7pWQ0FesFp9wYyOZn5O221GxsatVueWIq+a0A6tjWbT6k1WCJo2NDKqgRtbeThzMDe3YNtfednanbZdffXVdsnlb7OO1W12ap+Nji0za/l2JRihsmjMWaPV1O1G9XrH5mentUrBAKQ5NGpWb5p1ZqzR6FijVbN6YzjTAw0jozVr1KEfQUmdmZNCJOaWyzhFWXbVoVx+qiweFH5RxvhG35p621wbw1+DAJ+RzEkVyr5qmQL6O5GEvouslEzhl7EWfq/OGtnqilXQiH9QV8H0+7jy5RB9VPV5BKbugG5XwAwwewH7yHGA7K3yoC36dqzeQYCryknWZNnjciKnDsqMECv4cqhbYGbEx6dgrqYDpN0EohRZ560aLttKdIG7wKFg8GtCopsJLsvIg6frc7Nhd8RCGbq06PeKiqwOWZizldC7bu2OrJMHnSUJIC/dBcwgbw/uDYGr0BTIvMyc0YV/l4YIjsyswWhzMsmS3Ynkwh1kywy0RQpVJr1dd8EXDBDKVHYlb5U9FQvbfqqZ/8BDWZCsqoryKZfkWRMZW6/bQuqHkXEOwiQTvIpJpzKfXicDfzaLPCubacCZZVgGTOWaUcYsf/g7/lxNgaOOdvGsREZ/F6HIbuJHeMHw8FrEJD3/VTrCQFA1U/BGmgOhfiTPKN/QecI8WKQRH/iwR5sszcAHzKtNI+IeMX9yOHDYlf8nn3zSfud3fkcz/7Dl4osv1iDgoYcess9//vPaUnHhhRfaunXrJHi4Xx0hhMJXfqwgxIeAiq+szL1+uHsrMU2UOBIfkihJMmgrBZp/wh3WJCwD92Km4024o4NOEqQjegcLHhRWlmUr4eG0JQpzt1Ommyh2rwItB1f5kYc2ynTDlW62pegOel0LOqu0mq2WWX3IpITX2lZrL1it07Yaj1y1WjqwJ5rawC/oylD1BJ22zc1M29T+/fb+97/Prrzynfb4Y4/b/ffdp8Hb+9//fjt5yxY7ZcvpNjzMLPu0FBmUdr7OPKsUiXQJzo7N8ULx3Lxm9ZvD3ATEYIOM+Yx6jU6pMWw1BgQ1s7PPvcD+n//3/7O777rTbrn5ZtWtY6+4zLZs3WpnnHGGrVw2YVP799oIW5zgRt1sbnpKs1nNoSGrN4fMlAZZm02DjjEz+FeHf34Wg7rDgIAzDj7wcVz1FvSMCR8JcBgZpcLrZZqdTWWvnHYpE573zAQxxRkSdVmu1MEVPVdaDC+6T/VrmmL1ZGBO4q3Q8kf1o/AUZKpuYc9moiO7k2VA9F6QxdxqZynQq2o3jQQJfVGPuzLRi3hRWsqUUqRFYXuRHsC9CJ6S7lAqNYgnR8iT4D2A6RfVopJBKe2u/FNsPR6FTFG6yR2Uq66CPFaWCJDsanjbzfiCmAXtC8+8Jjlo7vjtbBXeREutR/GPuheAUY6p+oMXcqBL9Vpt3YFEf8peHgdGtVCgK6cVaiWWnZ7/7Oy3lAl0hfpBZGhz/no5ZdYELPGzAhmeyUz0Zd/sTpbsTpyVu/AsEyu8va6k5irkBEYdKAAzn90vZEaOovDqgUjvXxxWD0RSDjorli6NSAMAbjzjgUX6Xs4HsDpabzkM8FL8ZZJAlAem/5RCN5mZRV61lHCqkzkoWVJvF3iF0v1A6Wi7bdGeMou6UFaz8OJgsHEwcFfM0hEpKn1o6/3Ikho8YV7PxateuB632n66+rwnqMsZcF2eB+kIOgbhIAz/0jxItEfAXkccOOzK/+c+9zndAMONLL/3e79nb33rW+173/ueffKTn9T+7Pvvv1/bf7hzHuWJHxWTFYBwd68IVIp/bznMzHA/PEpvQ7ip3AwaogEIX8+gomrT3oBD1Ah3tPeDHABEHKWX9lrix/YiLt7gy3ogbjpwwUVCSdIpLEs9j9j3N8Xh6mSEEPmiw6p5p86NQI0Oimt1y5IOAC6kw6gS5Aw65n12nhn6YAYDAT1Q1dYDXbXagt4VIIqERmfBmo2ard+wwY5ptWzT8afYBRexV37eau153bAzPDKkGfG6lOy2tVnRYRUCZRoFY57HxEJhRli7QOpw0IwVCBJjsMKAJPIg5nVscnzMRjZtstUrV9gF558vzrByNDYxqc6LwQmDHeqcZoHIc4d6sGCdhYS7wQADHqZ3Jpjtl5KvrkphdD8MipwvSatJHQk8p1x5AwGFCfqpX9Dqnax3dvj3fYnP8JJPf4P34cY3FXF3fF8lcr+kIiY4qb9FcgodiMNTHRg00DMoGBRYJDiI4CKKW+Fj4MOaHAVcFbq0TfkNkEXid8EE7Ks0M42D4qV0Q9HXo1fKEqsAnjdoGPiPuKnce9Ng20/2KxX/tF1RsqOoM6p70Ee75W2M2Vm9rt1qDWmrnxn1nS8pa+1Zm5ud1qFgBvya5UX2pllfIH3V0NumaIEO/inPJcNLO1mqlC/VcSlJqTqLJekBO6hJxQ9ZHuS4iqw52Yv9XayZ9NXFxM1EqnS2wKnEEpGiAqRQk9q8cMXoJCJ5cFcjDdwBMjATJa8i84Gr4oeHlLBFSj3pyFmk5WWU+pboXyBfsiiVZ5dMZXW1aSOjo+o3GTDQb2p1uMEKabquOMsyUkyM9+qketHH8uBD6vfIk/I1qD8t8pSsnmHypfrvTUXxVQ8JdkjnVZFYsjq5VSjQ2uqb6pomxPqjJZ/IWEo/MpeJc9kV7bTcQhztphe19IL0MGf0C7Tb1+KLvib62Uh/sbSBPxDMYnGP+P9kcOCwK/8o+VQiDnp+4AMfsBUrVmi2f+PGjdqzzWFKXkqNisaBUwQPP5R+/KmI2GkohYzLHCacwcL09LR+o0mI4cfebNorceN8QUSUXCkEiNo1f1xC+eRPAu7qLALBkmYSTTQiER1Sw4VRFtDqTBEwke6SSAcEsg0nVisQ2sy003B5CyApoMRCYPKKr1YZvAOwzpx1ULTjQFgPc9mSFGVQr/vZjRAKwyPD/motvK0tWKvZtmazZUNDE9ovv3v3LhsZHrGh0WWaOZ+b3Wf1Ts2YedeeePaVdua1xAxHIg+cAeCHMKXsyVldwn/Gao22tuRQNzjTwMNjRx97rBSXefb4z83bzPSUtZpN465+3jTghiCuPyX/4KNOeF2aE/1e1M4n7fnqzGj2FB4CN8tLxeILyj3LyL4dDT4spPcqMq1sp6KOpkGsBDtL5V7kCY8XIfEpckx9Ybpr6b+5roAjq4gJT1WPMtgAbCnV7pCBnt0g/a5DiFQQNiAH/UkM8OlKtcvhwO41IGAArh+LF0nlci7sICes93cIiQpF+qP6U9QZ2mqd/X+0+Y7pgD6rqNx8NcFIlQf/9GmNwuZnpnW7Fgre8NCQ1YZ88Cr0Wj2AZiYUglCvr+4C6lV8iDeaGFEUNW1zDHdKIwVVEySvIomDAQV/zk4ipXQfDI6fCJiliocMoxXHTxzpSG7RP/LjQ/blEg9YTOoc+FNhASO4Is0cr2AWUgr5y0+fTOxFRAU4cpeLvWEFwkOxuh6f+zTRtAgep6Irqw4p8ku6Un6UE+9jtWuuGODQDyinaeAefWrmxSI0DPau0hscvrQvfI10F7MvjeFI6OuFA4dd+X/00Uel4BxzzDG6QWbHjh2Gcn7++edr3z+zsyhz8Wm2IZRZM9u5c6cqK3H4qLAocFRgYDGZ7Z/Vg1Jjwk1j4wcc21tYygSOH37g4IfS5oodApEZcu8dlhIKQWevGU1S2yI7dT86wK0JCLcIzJGSAFVyhUAkvICVtXBDYOSjRCV/eEO+04u/LAcAqy/l0/ON3Ed4hSB3XhAWn1vdHz+J9yJcNMBTZst5QXgIjqUXnFvDmmEnZU9+DvXdmkNcOZoGKZRdi4O2LmI789M2Nzel1YsmB4rZqzrHwKSTy06rAKnPQpdRJ8VZgNaoti416pxPmLPmAko9/pwbSNQzMx+ZS3WIAY9rJNERJgD5s/rg/BDPJM3JUEMDkeC3ViQQ7Eu9Ul0xwhMo+FiQdFisZZ77EyC0KvP+8EE+S2McFOPVpzEYy5K+A7LiXgMClkQ0KPAg83wgsBROS9EH66Md4kFjKX8BV5CkuDShDg/gxfkCb6cMfufmZq0+y5Y0Xz0dS5Mg7HvrzO/TVo6MrmaSlZoQoIVTxzs+wcIETPl5+y99SnshZ151fSrx9NoPxNAED9uwFlW5sPYi/fG6SfiQElskb33epYdOknhyKd1keP5D1qsqsSzpcyzIamby+SSltTOMsqa61azWbEvWcZFEWzf9eF8cfYfLP/yYZOreiuvMTDU6kapqvRiXgRFcAs5w1CEfMii9Pp4SnoCFI9IMz4zooCy6Ie+gIBcDEhHKTF7lpT0CngiNFeCMgdV/9JVC+c5hB7BEWRToDxDjRw8u0/zRsR3B8PeRA4dd+UfZ5kM556Nxc63n7t27pYjz4BOdDfe+80kgpQYE7J49e7UXcXJyUmHM4s6nwQLKf+AM5V+zrfJl9mJBr71yuDj8oQflMkkhl94oo+pEuAaPJU7v0ESLZiwSwgMYTrbPVrOUzkdSwpkUdxduMavis22iLeQYcKSvvTwuZJwnmgPX9htfrowISVIKPw/7SDtIlKbBzSCFM+VXEkv3gFeZi3w0Gr7qQogU95RkxR9X/nl8q9lCwfZZhVpt2Fojw2YLMzbNFaJc5zoyae2FWZvev9daw8M2PDKhwQPXeE7t3WvT01OqA1wl2uAQLoM0tmzl/pUtOL5NifRbI6MStD6QaesgMPv46zxioO1P9HK+WgF/pdykUpfAhk9kVJl1Ppc9efQ/0B4CXRxK5QifwdNAqCcY0sGu8lT5lWlU/HV+pqoX+YOESLQbdLArir935n8x/4FYAjjq0ECgV0fXIijkHcn1waTOvNe/F77gjwf5LLYIDNgBMIG2CDoAswNZJSUCR59ZgXaXRPJXzqhCOlOUZrzT5AO4gibAvZ17ffPoFfKoh6quRIrBaVLc98/M6r2LRqOuCQ/kDANpzPnZWa2IchsXdVOTJiHjEhEoiI12x2q8AK4tcaThh/E1C5xlSChiYTrdFV9ciatyVoVgq3LU7ZB/Dgzlri9GN7LSleMWTC3Dk93B4DEeESmZYm5EWsJPIGXJFcjLuR7wZb714A0nZpCR/fo8MpCHSHN33F00BxgXEtStnu76175/3f7jh4B5w6vNOS9NoM0bC6qsYrJtFrmLPwNITO3/ZytmvS25rBVaiBAhUU6D6M2Z8e2bRIHWTC9xvK+qc/lDoAi2pujE8f4GelyeIlq9zXs/7ZEDQZFuaia0AX1JdgcJg2Mk0NTvixfwQcBe58NPkz+RL3JTTFqK7pQQq+1aoc3pL5VyRT84DvVzPaOHmQWt4C3xl/ZDTfNIvJ8sDhx25Z9Hn66//nq77bbbjFUA7nHnkScOAT/33HM6oPmhD33ITjvtNA0QeLV169atxh7uxx9/XNzk6sZS0be0jz9YHcuVxAVPLF0ODQ3bSy+9rNdjo2FSybEjSGJ7EXb38wYh5ZCGR2ONRF6F6W02KYHFSF8dsQZDMaseyjLpREopXQmKItFET95PqETSVZJqyAhGhCl4aPR03JxGrc48ZCFIMD8lldJL21CqFKNzd7rgWwgI2QUYKzbFzDoPXHFLhFYFfL9+o8EWoYY9//wzdvttN9vjTzxpc3Pztn7detu69RQ76qiNNrlsla7drDWG9LgMr/FyaBmatW2HgZQ6rAXhAp8yQB7Jt9JLHQTTXjrD4HSJbvHLO83IS3BczNCtRPDFeeoCu3s2J+qF4/O6om0+KptikNer+CvtirNhq9IPn1dh5shVzVHswn8pbBlsKaAfd9iiifbkIdJdFD4ADpdZJVzZFkmrAOjKRfbv8s2tkzqEmqzJf1CHYpDsSk2DBE836qwQUJ+0QiWNQwN+4UuyhqtpOzZkM/t22G2332633nKrbdt2r1615tYsJkPeesUVdvnll+kKYFKY4K0MPq2A0i2k1ck8a+zBSt+JkB4XbSGFulzJjsUs3UpJZlU+K4BMivSypUDWHb8IkDVi9PpX7sAfkMnsaqeD/CoMFYGl38HYI80Cts+rz6MA7rb2QUoWJd8OE1mcN/M9/J153pbx7bSBZThtB2PlaGZ2xubm5yTn/aafmuCRwUxgdbj9jNnrWFUu0wKh2NpHkW81lQJOWAoXr92uOpT8NXQMZT1wRjopjsOnQMUblKb3sdxcxACGTyvC6vvl1LiMq5z97RzfPhuTN6QhalPacqmr9H4QuFI/CJoYKLMTgQ89xPWW6Es93YCFr0xKaUDlQX1/A7Yv4FV6lHhK+yA0BwofFOeI308eBw678v8Lv/ALUv5R5H/rt35Le/9R0j/72c9qBYDBAHf+83ED0LXXXmvM8p9wwgl6WZXbW1gZiAqJqRsJCgGB4k5D+uM//mP71V/9VTvppJM0eMCfQ8bcMMSLtQwiiIs/38xM2+bmuRQyOpOYZagUXQEewh8EBwLCD1n5JI0UStEd6bkCKeU1yy/EjKdPXvXLAg63z8gEODhdTEGkxFWi1med/CCSL/tGNkjd50wTfNqTqOfcMy8cn0+QJzgJvEiH8QVCLt1xr2vlUJy5SKdm9SbCsWmdTt2efupx+9K119rtt91qO3Zs10Hc1atW67aez/zVp3VLz8/8zNU6+L181To9zlVvDYt/85wB0KFbeJiEeDqMFkJTKytc6caytDqIajsXlKscWImp2F6NfsQUVglSIGnoF/pPNUCL2TCPkgYGdITpXyhwSStyWkSPYvgfCKKclJxPE7oCqJ4zkRi0FPHCqviBqnAktLlzze6wdGW+hxc9eBx99fcAwRVgv+2QouZI2eKI5Szy4eyrFAqggrXdha38dmPrdvVTvohPV7Sq5WXoHJ4tTlR5gDfVCW0tC7Dww0wDca8ikV/aPqj0J+W52r+LkoFsm5hcptetd23fbn/0R//Vfvjgg7Zr1y4799xz7YMf/KDt3rNH72R897vfta997Wv2xje90X7qp35Kyn/M2df0NkeaTEAAFNsyo35BRsgnpwkOBK20ochYYE0cCpDMsCpWyrqjA04e3i6UbqCUnAsEBcKwBpzcvZ4RL4CSGU4Fdzkigmc90FW+S9uUhwJkEdQOUQQW1iJ2sqZK3guDm/RSPyArZcKgCplWW9AWIFbO6Tf4WkywgI4zI7W6NRtN1SMp+fQSOtu0kFcKKHPgSEfJV39S2v3U0gfGNkoPDRpxqSIl00Odxf43IEk38uV5xBl+/Wni432fn91SSqk/dlyEc6HFvFY9yCd6AYPjXK9Tir6a7skpTEmTdvdHGHimp2e0kk17ZLtybFlmZYUJR7Y6E8ZHLvsxdeP9UV2R3xJP+IUZYb3u8D9ivv44cNiV/5/92Z817mP/u7/7O+Pmn29+85vGQTT28l9yySX20Y9+VEo5y410RqtWrTIOA2/fvl1uFP/jjz8+z+azZQi/aDwUCasKDCbA/+53v9s4X8DKAR+46Ojo/FD+qdyh/HPDQbPByNvPDzSbfoYgC5cfsbyRTaTHbAD5Y9YeunMDSwLA3SECfMlVAjbSl4zzWX3RPnDvJWLEBaabhfAsliOFMvA5gS58tHedjiINFFKYhHwIWZlgCFq1gTTvnSePCL5Gc8ZGxids39599vAPH7A///NrNNA795xz7Myzz7b169fZ7PSMZppmZ2ft0Ucetf/+3/7YTj/jdPv5D/yCBn8d1qbTHuTgF3zU/tWseESWI++YiTblkVdP2WcJzeQtGJrAIl/KUgpXdH8PgGXpuLFFKy6aNUrKiC8ipNUWUk3+wTe5RUSVKM4gUfbkUdCHD19JavKqjJRUzishihixB7iDL4ElppwXS6hAFVEGmovFD+BcZ8IDc7FIRaLZmi0JQRG3sJbYe2OU6aXxYwl+0HbhzcizxeP3OPuR+oQD/gNBSz6lASjb3HIWo14FnK7l7Nh8uuGM1TEO/TaGxuzlF5+xP/yDP7BvfPOb9u6rrrKfvvp9tnLlKtt29+1aBf3lj/5z+8G223XrGg/mfec737Z3vetd9sEP/SobNG3/nr02NNSyxhDnaXhfo2wbVc5EStAjb6fWFT1mXilqBskpFxiqd9nHB9p4ZzxwRw28Mj2hKuFsy6O/ql1FWsCAKiWdo4Qlp5c9wpLM3MgK/wElN8CriODWg4ER5KA0+7AlvoiZPYEF3wKfTLZFmjXTxRmqXrxoqQ+lt6EZ6qOOOkrm+Ni4TCnEKPqaU/HLDrRvvXdlM2p0H089hUo2Qjo00ha8PxOE4jHoYMLH2wmyPmIrTflDc5nHyEMC7TG09UkKuW9/g2OsBCzoIgsfODPICX2ASSJ0Ac3qi9Q04C6qUQz3B3Gf5MWzRl36B3Wad4247hx/HqNkYpN+EneXLtBD+2JO4vHjA3/VbhaLUbatbpiI22t2Qx1xvV45cNiVfyr8f/gP/8Guuuoq+9a3vqVHoZjtv+iii+zNb36ztv2w/58fSvq///f/Xh3U888/bzfeeKNWAM455xzdEIRA4KVgrgWlwj711FN200032Re/+EW788471dD27t2j/a3RSH7+/e+3X/8X/0Iv0W7evLlqLOx3bDZsyFhVsL4R/49a4Kl9Cg1LqdNTU5oBgO4QNp6GN+QyPc3ua2kV35jdc8HnM/8+84Ig1PwzglKCKwlXejwIkJytlI6chgRwtxCV/NV9pCU9SdgSsRS+QkTYAtPqTiP7RtttKfmtIX+1+dabb7JrPvUprex84IO/aMefeIItW7bcWo2a7d+7W8uwreFRO+PMs3Vzz7XXfsnWrVtvb33r23Rd6OjoiAQkj5Ex+9LQLVDpqlId9tb0TupQoFGEejaVocpdBjlA8Cpc5DsJ1TRY4sXfLGgFDs8SfMIfTvkO4GsVIeJFekubXXh7QXNgtnTnHXgFFeG9OA7k/hGi9qEGV1mtMhP7IN1jSdoLwmTtQtyPUMFVHC+2Ik5h7Y9c+GQU2XKIPI74YaY0upy0ag4L1f3QUFn3slLk8ZhN3L9vn42PT2hygReo/+D3P2a33nqL/cf/+B/tlC1bpXQ0hibsc395jT319NN28RvfZBe/+TLbevoZdtvN37ff+93ftXvvudd+oTZn0/v22a6dO2zZ5KSN8eCd5EpvNxGKWdSzgk/Zipp0sMyFldG2klwKeRNtqq/OgLtgWgxms98B0k7tN5Ob44VPgTu8gBnkncN/VMvB4l+MCPzjBy0JTufYOMvRsVaTuuUTUkCgbKP88wL8ySefrJv32BYWCiHKcSjI2mpZToCIHwPS62GD44pyTWamMwaWnBsbto7OGnBMwF8mJm78cn6Ev0y3J0FynsoX0/titjyxJWde23KQ62zLYZDL2Rj/nP+Ja5VfgV79AVWL7tUPHxSh/iAl5xifevJJTXh+4xvfsCeeeEI8RO95wxveYG95y1uk90xMTIhO9Brwhl4QfU64IwH84xd+mJHX8Iv4EVa6wy9ge+OG/xHz9c+BXql+WHKM0s23ZcsWKejYmYXHzeiXkfDXv/51jZbZAoSCj1L/2GOP2Ve+8hWdE6DBMJBgRp8Ky48VBM4NcHMQA4n//t//m5bUWBngo/Ece9xx2gbEQEIPQK1cqTC//tFh8NC+QE79/ggfO0c0O619hu0kNGtSiKFl8Eh/qTQ9TPlNdEG3ZE6dU1vzxl5N9g3WdY8+W4ISYCj/yYl3xhMdamkKTlCBIGls0cmWnSkCu22dhXkJac2WcGXg6KiNQ1+9bi88/7zdeccdGsidcsop9vBDD9jwcNNGTjjBZtLd+XQ483Mz9uVrv6RtB5dfdrk9+sgjtmL5crvw4jfa5MrVVuOwGXSyp5/1ad1KwVkD/H2mhU6B60A5lFZjG5IHpH4wOpuUrTCACeUEXhW/ELBhCo7s9yhegQpTvO3tqEhD6RSQ3hN5etr1DRlpa0Q2STHxu2S7EnJcXsz+V31w7ugdSCEpuOo0F8FZkHc4rCo/IT5A+r309rqDJ0FkL2/Cf6BZAPdZC4+BceFgJiaxs9edIg5CJVBXLBQ56t6gukF81cV09kSrXXj6dbW6ocxM2zPY9kZb0x3tIz5QvvG7N9iDDz5gl19xhb3xLW+x+ZlZm57ab+NDk5pgQWYOjy6zZmvIRkYn7MIL5u29P/uzdtONN9rNN37PWJ1DeaEt+9W3HbVzcucKespHZB+hF3XagRL9rqho64XCk5InNhGW+JXLFOzRXpDv1Xa7yj/FUdoJQdABnsApM9pU5R3kCUuUifIVtPSaGXlvQJc7ks2e2WOp+FEfUnXKkcMyIO4Ar4CWmeVN4C4ipDKgLVJnQraxDYU+izLffPzxmliL2WlwAhs/YQNPFJ48+BPpEaNIMxHHYWKt4rKCkCf9GUDCKK715pwBL87zLotSlaJOXyf6FpD1KOjApzNgkve+BdYjJTpSmqXhOD3f6Brg5Zpo1Sut4HbTzAoa/FH7SkEYpB5m5fI+31ni8Z584gn7sz/7M+1E4HwjvOUcwH333adzjww62J3AdiB0AvgPXdpqlXYKQD9h8D4+aIqBAn7R5wATMhaY3i/CSv9ev153CXvE/vrkwGui/FPxESjc8Y9ijpvKTuWenp6W/W/+5m+0GgCbCTv77LM1QDjxxBO17Ye3AIjLCgF75mhAjKR5URb7iy++aP/pP/0nm5iYVDwO8dAoFhbm7bLLLrOPfexjxhYkthV1f95YaDRsbY3Gpk5WDcmbvAsCOqXu2LiA4EVELSlyG1Fa1uP+bGYW2HO7Zs2a3LiJA4xoZNVBr8gWjZwrQpOi2dsoEYZ0ytxhv6C77eckECqyPD8sXebDwaWgSAoqGQG38OdOwO+hFQAAIABJREFUQ4CeIXLlqFziMbOG5AY2zcAvzM1JOLNPsqn9kiM2vox7otv26M23SNhdedVV9ta3vdO++tXr7L/8wcfsFz70i3bBeedaozlss7Nz9tWvfNm+ff319tM//dM6l/FHf/RHdscdt9vpZ52nV31tYboSu11bqKo3IMj7QlEw5ElLt+n2neCheFT9yQVJ2S/1EyPEjlBaKsYEOqkuBU81KxRuzYE6PxUzBLSU/YQzK/6V0kK6kVIQq/Sig819brZUSqq8HLrosQJNwtuLneCuFDL8j2KJsxm5Qg1Ktko601BlM+Wjl+rF8AwktgDusxYeA+PClaAhyKvcVL2MIVsKRFEWycz1saizitZbD4sbWmJSARnDpzc0hn37I0pEY2jY5q1ln/vrz2kV4Bd/5SPWajRsrt22scnVirNv334b4urj1pCu4923e7ut2bDBPvBPfsW+/e1v68X1Cy+8wCaHVlijOW41m9GL3HOzs344mXbFTHA68BmKfZfCAVuo3ykvoawEjGp08CjqfGKVNtvRZvgXZ5uSqXqZWO43fEU5EDkQkmyyOwnegqrgqN5KMZegLNmVqOkCzX4lqkGeWonNAYMsnk5faomGxfz7MBWAuW7meuY+Xs8ckP6E/iYO/MYNQKH801dt3LAhK5fTM9PqrzgDkOWH3xDaR0rZNPoD6Rv94oYGk1Rpm40GAY2aHn9kAogX3P2cmF+THfUdk76SvqfVntc+fgYTlDNyhXqivkxEiAEiAf/oy4MmOMHL9LQhdI+90/sFw02Dw0P+ICb9OPoJ+IFhK3DgESfVZqMfoCtc0OQe1W5o2HWbW265xT51zTVakePMI2dt2PrzJ3/yJ/bDH/5QuxBefvll6UPM/oNDk3hp9l95KwYBpI9f/CI/AYc56As5Mygs/A4GJmCPmK8vDrwmyj8j2thvT2VjJEyj5kNxZx//3XffrUaCH+Eo/QwYmOlnhYAOjoECjYXzACjT+MUVoaTB/nEEBfbAT8NhkMBNQ8TDn/Bo0LxGGV/ZEBosFyJQaFeVTAnQPpPDoNrTnw6WcnOCGquZXf+t6233nt127DHH2jnnnK0VjKFW0+lUhxqHdpOgTm8QeOdqNjfLA1bT1mmP++FnvebbskarZq32gnV0tz8kuYDAhozSHsboRLVPs1fZJz0yl8zIVWZJKVTwZIAixI4bRYDbCog3v2Dtpr/k216Yt4d++KDKB96vXrPWLr30MvvhA/fbNX/2pzYyOm4oGZ/65J/b92+80d511ZX2lsvfZssmJ2zL1i32ve9+15587GGVW53Ox5/60n5hyi4Oj6m8QoEqFAn8lXdmTQiPnxiT/7jSQBbpSNJPgjQELYUvJQKVJfG2ZElCpa5WyVQDKmhw+riJKF40dXxeTkTucUceChOo7q+qjJEu4X0KgHt6eXUjKNLtC6g8VKi5IlT+r9KmNhDnSHp4VzqVEh5V9pRSzldyYWSq1DxLLIsQJxCPJeUTa4rmvotvUMlpBWopp8mhQKcw4CpxUtWdiOqUR8JatvK62aUsU89Q1Nz0ft3j5DqVVhiRdWzbQEnZs2unzc0t2G233mYf+chHbcOG41RnRyaGdHXnzD5/L4VJFP/mbGZ6vxT58dGWDv1+9jOf0aor8pd3OAylixXLkRHN3LLypTpdZF9uZEuSWa6IVHJIcjaVqWcz5V9GsucSTUq/lH84GjOa0Zbw8+2MIiGYHlt+Ek7xLPBHElHgifau+KVfaQ/84ZdxhUdppr6i9IJaVYMyYneNzlmvWrBjyGm7RX+zXyTS4xFAIRN75J5WjFV/ubrTD6eyvQb5SD/MbDiDBLaRRd0yPXye+ss+niY6esgI6sJcYPIjblFjEKIVBfqNWN2hX+HV9/02PztnXA89MzPrZ1iaDV1dq36gxpk8Jsvgq2+LU5uQ0ICI+EXKlUl+9uzZYzffcos9+OCDtmH9Bs2+H3/C8cZ7GODxW4GcFxGTdsigiY+6TPr0y5Fl6js3BokuVry3b5cu88Tjj9sFF1xg73nPe3ThCGcOucXwhRde0FZmdjigv3h78Vl+HskMvQQ9xQcFrs+Ev+h0oRAkygw8ao9dIf2Og4Hpj3XE5/XGgddE+afiRuUNBoYbZQ7l/5VXXtHhXMKZ2aeCbtiwQcoundE111yjmSkaBWHc6sPqADAo/Xz4g4uRO3j5WBIHHwdv+PU2kqUaghp4tHJhG/xHIqcQtM1m26am27Z/asqmpqft+Reet6n9U4ZAuPHG72ngsnnzJjvllJNt86bNxmu5zK7RifM6LYfitC0pJcdAYt/ePTY+OWHNIYqMQ8MotrzIWCr/vlUgqHS6cBXvBgSdmnoRRKlORdTCjI6rYIQGFLxaiGKL3J61qem92nqklZy5OQ22uHWJLTzsSz7qmM32/p//gH3j61+1z3/uL+2aT37ceAWYKwcvOP8CmxifVLkhML/y1W/afff/wM4971wbm1hpTfYe25zeCYi9oJ4rcub0Ua4hE6GUB8+qzoUON+5q7s6az0R6XNUNKd5JcQM3/5Nf1J0Cg9/fXt7kAhF0JBqA1LXP1julMpb7QHn0p92hS7mIEWVR2gtvokvhCrgKn9KrnINtiuZx+zEMjrKYL+2Vjjc+T38wFVKLSrp77KmoA9WSpso1IIrksn+XXwBWnK18CltJD9697gIUK/WF/GMiZyRrYvBAO4wvBvuanfVVP4/nAN5kXfFwnI4XuYfSBt6XX3pRh+1fevkle9eV77I7b/++vfjCizogT/tjcHDX3Xep5nzy43+kl7Bpf8sml+nGE278+cP/8l+0lRKlY2hk1Gbn5vQmR50td+bbQwgLRQ7qlK+k/BPGzLLaSdpOwaQIs8fKeypAhec6VirD3k69FABAoU58wxQ7Et8wKEMU/zzicrsHKVADoMRFN/LfogJ4SjkkW7pBFq9+giuBE41RB2LwK8SRj5RKzk5IskSMxjiRyZTFMgmBVekk1D6EkDeVM8LhIwPK4gdNSbZhUdiC74dn1p8ZcPz4oFj9qY/xfEQT5EcakWbyLw1m/tlrX+kBPPLIYMOvulW9mZlRX8lbFLs1kJ1VnaH/5kyC93f+Ui4DUnEx9UNVWhDRw6QUSF/89DPP2j333GPcNhi7EI499lhNLp54wgm2bt06TTiyOlHyChRghge68Y2eT7Pxjjzyhbl71y5dZU6emJikT+dyE84pnnXWWZKF6CPA8tEWgIFuz2eUmb+NRBsnXQ3O0tWh0KY25Ml3/cXf21qXd3YsFZaBjlj+QXDgNVH+l+IklZEKy5YelARm9mkY+EfFJz5uFH1MVgOY+adx4aZhsB0ortICPguu1OnGVqGSFq48Yxkw6WsSluDjn26VCW1SkVyYKjzJmBAzzDJLMGim2Wx6Zka0eCNtq0PdsX2H7drls2/PPvus7t1evWqVHXPM0ZoJ4GrTY489xkZWrDIOmjLjQDIsO4J7ZnbWpvbvk+ClM4Vf4J+fn01bhJKigWBIArDoTsQnOoPgLcLU85I6CWUm5YhOoWAU5SOc4Zlm1pmpQDjPzXG12bRxQBc+M3DZs3uPnXP2ObpTfO/u7TY6OmYnnrTF1m7YYP/2X/9r+/KXr7Xf/Df/zi5/69ttxfIJCcD2wpydcOJJNjk5obowOztjrZl9SqPGjH9jxBq1IS6fSF8lKN0DAjORnmcF9MJFfBfqxBGE8klY4Ag4d/cLXHVBqZONNMIvxa3RgRazlYE71a0oI5lKxpnv1l46wCmNU8iVUiSb/bNH6rIiD25WoYNwB2wFFT6Hauq+cCmHB4FByaLsARv5PBhalshLV1A1QHRqugJ7CByQrkjq8Q9ay9iF3OjoZi7EbBXPoyR3tC1aWHqbgnMtse1PaGmrWu1zPBk95LenbeeOHWo/c3N7dcPWug3r7fpvfUuKDrOW3MDFdscXX3jB9uzda48/+ohxoQK/NWtWq81y28/efXuFR6up6aaS5cPDZuZnqGrcxiKWdfON8oKmeqtjzQ4DvXj/g7JEGan2iwxqQxXrqNFpdVH8gkfFj4QS23KcmPWXRym4nMZoXw7fTXfGEW2y8ki2bvjepPuJKRCkqA2rW10Sy5W9AqLL2oU7O7KlC/ZVOUI5Z0sJe+55zE2PTkXeqHeUkSvY9daCNYd4pZ1JNpTdhvkjXFEupB5xg74w+ykjhLcEhnj/JU84ITJR6l39GKqzDc2sNTKrQSqKMx9KMRN29Jut1rANDc+qovkAExxpZTcly3hG25mSAuwDh7r6SfrfHTt22My0r8jPzsyqrbDK8cwzz+jGQAYE7MU/+aSTdO00Ow/YJqfeD5xUPjKklTceG/UHQ+lHeVwv6KZv5oOv6CaxOwE4/OgryRtw4YfuwxjABwKeIWBDBwI3blYLiMMXJv7xhV+4e8Nw98IE7BHzHxYHDrvyT+WlsqHAYkbFi0qJwo7CSKN75plnVfkDhgZBZUfJPfPMM7WMBiwNhOVrVgQCN/vqgUO5jVF1FCUHiBks0JgjjNUB4rz88is6F6A9/SkujdyFiFqwo0kdv2hLvV00Oa4UQ9Aoj/WaZrDJFxKNPDCLwuCENrpq1Ur5cSsRS4AvvPC83X//D9QJc9sCW5yOOfoo5Q3BEYKEQcr2l1+W4CCdkeFhCSXf/0jn2hHNGnDoznoX6iGooZsf2wR0QBd3GmSRXxdwZLXsQD02HUEcggJCeOp1CbYYhKBgNJtrtN8YGrjxB/rpPIZGxm1kbNKee+5p+/5N39Vg4YwzTre9e3ZqUAO5s3P71TcMtUZs3bq1tnbdapXznt079TbAbLqlQfsxY0YK+pM20DGfMY16hQapPIfAjsrQZyaFUNmOvGuo0wcZvPQA8GPrNys/eAWM41V96RlgiN4i7WqQFbT0kJHSDBqq7HnHFB1U8MXZQ6RufEFLD3YRrCTKgNTZVF6p5kcDqAL6bOSvS5EVJd0RS1q76I+89hGUkulG05N2Edhl7eVDEZhrUw+qREcfGUFfD3iqkskXIJ+xpD7qw1Sy3kYpc61o6QEmDjnSnn3WlbqEzGq02H/ckiKGW3Kw1dRhXJQJXZSwb7/O0bzy4ouSlxe+8Y3W6TRtdmqXjU3S/p7VauQvfuTXdPvYnp0v2TjXH7cXjD3f8B7ZMjS6QkoOMuull1+22Zk5yQxPPxTw7msRkZc6oMm+7HhYUJmF36k9FUpKYkRiFXxJtUCz+O4WEYIgLHgnUHdBSvIGX7Ta3jYU/p6mQ8qe4xbbODJQWS+yZ2XpC+4eZjig58NpL+ivcutZFHAmJnJahHVZBd2XfKIs8wl36rOwql9gi0oaWPbyhDolZV/vllAv/bad9oJPKiX0ST4k2QrzRXZXqhk0LBrUeoUPLyn+1CcKkHN5nHtjomvP3j360e8PDw/Z9u2vaAvnGNePNnk3xhV8Eo4JLGiQv7boUA/9itxob0zyce30vr17bXxiXDP8Gljs2yeFGh2FnQf0xw8//LAGAsccfbT64lO2nKIdCbQPPuQZfSFtlL6deu/ba/0GJc4cMsvPx+F6fuSFd44+85nP6FbC008/3d70pjepjaKXsN9//35/4b5U/sFBGrRvyYC0myHyFaZk7EEo9cBFHBH4Gv4h7d7vfxYtvXT8Q3UfduV/UKGXzEZJ5n5hrsC6/fbb7AMf+McKRmEn7l//9V9r/z+3+QAXjSMqDjAINvzZZsKsMaNkBgbx8cIwjYzZr4hHJ/fAAw/adV+5znbt3Kn9jsxS4i9hIgU69dEuR7sUI1Xl1KnRMPOvVpdAIB2uTJucmNBWJBpxpE8YyjvX6bHlB6HErQCsCNx55x22csUKnZG499571KWxTHn//fdLyEAR8TlfQCcLXj7vekKJrxRhhLjCuxR/HwCAJ37eNpMiHII66UnBY/CQb5Q54sHzViuEYtuWL19hY2Oj9oaL3ygB+ORTTyrva9cfIyH+vRuut2u/9CW7/O1vtwvOPc/+5m8+rzMAP/eP/4mdeurp4u/dd95qzUbNNmw82nbv2Wt33H6rPfboY7Zr927bv3+f83IuPUFPh5VmlaV89CyHKm/qJMQC/ekXQaH8R3fYD1HFrmzq7qJzlRLinTdpxscybqzciL+FElTWn2gjMsXzSkENqhxn0clSdvL0DriiB89uP4EV2Yq0HeeAvxl3EUZiBY4iZEkreVIZAbVY/JKPPbRHvgYmshg+ARecS3DZp9fdhTz4WniK0a/W3/NL+9SMYLS1Ai11Av7wQwECzmf41BQ0OGdiIdep1IaRUbQ9DhhOTkyqzX3gAx/UgIBrkXkv5X0/93M2tmyNdeamdKMW2yxYVUXN3bT5RGvP7rXtr4zbmo2bNND4xJ/8Vzvv/PP8NrV6y7bd9X37wuf/2nbs3GFsxWCWkw85R9rMdDJ50NRZJ7+JxQcAvrWEfOCGduSqWN6lAAQ/o73gjkERJv7pF3a1s1y9XfEPP7HbC1btKLlDrhVsH1ARe1bmUv3wOF2OAVU46C9TCD8U24X0iJSHqyy9eVYZSTmNkUzE7nOnJLoo6nKUNAR6x0YfmX95YFnBS7msV2fhgI36iBkf9Jc/b67uFzCDTI0TIEWyRRb1tUony+2ajYyOavKMOvbII4/Ys88+l/sZ6pt6uiRTkK96F0Az6j7AqfBxGDftm083GoETRR9lfXhkxOa5pEP1tGPDQ8Oq+4TTD3Njz73btmkFYMuWU6RbbDpuk61cuUJ1nzyqniXWwBPwM7nHrYLs72dF4W//9m/VR4OTt4g4e0iafvPhPnv88T06g3Dyyaeoz+dgMJeXMNlJO0c/4owCZ+fQYRgIxIoBaUZdH8Tz8AsY4P8+fdD1942mv0/8Ody0HHblH6EyqIDDj8bKyJgbeTgNj9JPA2S5j1PyPEKDnU6UUTSzycDzgYMf+/xZsnvnO99pq1czknblMNKI60I5dAw9fJjEe/yxx+35513AIEyk/EfDFmQhRJOSInmbFLmuhqWepqZOmZk5GikCQQp4zWzFyhVaeqfjHJ+YSPv7OeMwYpOT/oYBMxAIJ1YpoJ9ZBm4I4EyA590HNXNzs8bSpW4JYL9gsbqClsXAAN7+uJT/yCemBKyuX4vtTs43ygX+nXbmuXbSyVvsO9/+lj33wkt23OYT7O+u/RvNqPAI2yWXXmpr1x+ljuALn/+cffrPP2n/+IO/aGeedY7d8J0bbHZmxtavX6u+f++evVo1mZ9jz39by7azc76aFKsY9MiDlH/VkfiT9ekBveUiYVJGBsjLqFcRXpneuSnJJGijvkGjlM8uUxVNCkXJX1W7PFCQy/+IFqWW3MmuDhUv1yoqevqJj7obWIMbfZAZZ0AeuhltalEMqV2FIjHY9NhBb8bV55FD8kxwaGyHpPz38jzQZ4YV5UFYAU+Z6hfeETeZA5X/tKrF3eOtrIzVpARIcUnKNyiYAKB9jIxwc9as5MlVV11pX//GN+xDH/6wFP/tr7ykG9AWpqe1p3pqar8tzO61XTtekZKxduPxZp1Z+6u/+iv7ufe9z4Y0aTJjTzzxmN277V4pYmznAz+rbsgg0kOuUa6YcSOK2gX57/gtKCg5sTUiysDbDjzLDKz27OvhssTELnvyo57o53ErhTIYXE1eRD2PNtc18uzdKpTKI2ByPenx73YW9KcAr4plzlw5U9su21OSDcKwqB2kKZ85Ybd0VXnPaLA3stATI81Yx6HbYhAmanWHA6vXvqEy5Dsz5tGPZISJ/5SjfppcWVr5Z598DGJjtZnDtTFY5PYd+mzOBYATxZx6huLLijJ9qQ4jIztT5plQaNSbequHfhtv6KaPAF/MzkdeFKZJK58wYvsbfmyhHa2PSiFnCxB1nI/Jw/GxMQ0IeEOD27Woz9AIPRr8ausSAzwm2HyFji0+F154oV155ZU6p8jDo9ykRdw9e3bbaaedqodImfmnb+DtI9434gwjbi4+YbKSLc7oNKy+MfkHXgYA6CyUEz9vS14y1LFcJqlOqd7lgvufZ1mKjqD7fx51/3BTPuzKf1RIWExBR2FHxY2XeNnyQmXnJeCLL75YcFyTheLPxyx6VPre4sKfWXWUf5bcEBzx0ZhwM7hAOY10CWdEzwCDjo0OjWVE0YgoKSRsjlMIcO+4Ua5TSrqCnn15ZuPjYxIe23fssKefesq+f/P3NbuPYNmwYb0EHTcPsFd3anpK+wqZ7YcHHATeuHGDZuleeeVlzUBs3bJVLxSvWbtGM22kiFBGOM7M+FWY3gk3JWTpvEJox5YL3+rTP+Ov8nFtS3n27HgnCi/wzHlMZYggix9hDHIQlggvBmibNp+gawZvvfn79r0bvmMN7nfodOzd73mvnXbqFr1dxCNfm487zt7z0++xL37pi1oZuOeu2+yZp5+wDevX2cTkSr0EzF3l55x7jo2OMWvZsak0OIRkKf/p9gXy6bcjVfuLow7kzjwU7whYwly6Y06dsgN5Fx2deGFGxxNlEFXFq1fwNZlZ2c/Uimc5jroXTzclmNNN1CTdX5q0K1eypjiuk1W95wC3z8oVTIm8FF6LWUs6Sxi199Kj156zhAJBJl0xLO2e0Z6IiyWYGm4OTpbM1UXcGXtBT7dfqdTlELcozuBwXYPb8BdGy1giQ8oM5e8z/zETCRzyKNoU9YgZPy4PoF3TZtkGMTY+bg8+8IAddczRtnbDRtv5ysuacfz2d75tn/vsZ+3SSy9Vm2yNjNhCu2G83MpKZL05YhPL19rRjYY9+vB9dvPNN2my4dTTTrVavakHxlhl5UaURx59RCuuzGaeftpp2s6H4hMTG0w+cGWvHkzkGtF0Nzn8RqFzGcUWyMSqVL4q7Diom8KY7XeRg+mrANqQU8QFi9cNzKgz2FMJ5zZetC8lnRNxQgb6BQyBbi//FhHVGrtQ5ECvQIEpVpN91tqBvLo4XNjdFZnLY8icDuGB09MtKJO1N//dEfr6taTEx5kclGZtqex01M+yPYjy8y00ab97yqPzPSn8MRigkeZMBDPcQ9tiuBuCFfJ0SFf9ka7i9tl5YqCwv/Dii5okevTRx7QV+LzzL9Dsu++br4km2gkf24aaujXPL8CQvE0rFtSj2BbEYAAlmtn3H9z/A3viicfVT06Mj0uRn5uft127d9me3f7wJAd/TzvtNLvoogt1zfjYKP05h3RRun3yEB6QH5mNatsYfhwi5lFT+Mc2opdeekm6zVlnnantPhdeeJG2LbMViLeM0FlWrFgu+u644w4NAFD4aXNxXoA3AjgXGBOf3jdHG+hjfBRANkv47Pn3xAJt8PHI99py4DVR/slSVD7sZUGjmNNoaXC8+strvW9729vUuTAYiD1zEY+48SMeeGMZ7LzzzlPnA04EGf7XXXedrte84oor1NCDvcRldL1q1WrvTKzmdyCzXzC03VCe1GG5YKaKuqxl5sI7btHG81Lz3Hvf1l5FZi/Yj89M2wMPPGDPPfucPfLwI3bssUfrSrFYvuPAHduVTj31VGOf4fIVyzUYmJmd8ZmG+Tlj3+GFF11oa9P+QAY7dLLkkQd8aDfkGT/CoBAlAQU9FM8Qti58JbFdWEdP6pmIzLlZ5k9t0ztntigg2Bg0IYjZmzk6Pmn1Joe2F2yIl5Prbduydat9+dprbWx0xN7xzqtsw8YNNtSoi0+UIbRyteeqNRsknP/sT/+H7oRmyXNifMKGRybs2GM2Wa0zb420J5k7oemQoq+JMiiVfy++agBXKn7ZHhWhx3QZ5ILIs5zsKf8RnpzqnPv9Uo2g3tBBKI1QRrwCQUfQKfO1Uv6pvV1aRA8Dwhl1PtyHaKpDjm0DzoiMyZ3JM7U1yYbc7ihmOYqZ4gEluGh+CtgEk30WjZPJc0smr4d4QuXVo/QXfCOJqJcxgs7JyuJ1AHnjbaraxkenz09hbb9LnCt/mYVvjUxYo8lBxJrdesstduaqs2zXju0aLLzhTZfpdpGPf/zjegDxjW98o67abTT9JfONGzfqbE2z0dYByM997rOacGGiZd3adX57Tq1mW0871y655BE9GMb2BW4qoV2OjY9JXrdGRq1eH7LZKc7k7NTsP4oJD/exEsBH2fuv7NyT0gjzxKDUHmRPCn+yhxgOU3XDxbC3f3hNGegnhgpnlLHL8ezy8uyq/ClO9gs3oG4v/yYEyUj1oYyikOSPnW0ZmuGugNR3BaKoK4qS6lGfXYgiRggPuYU1/XEj5TUGQFWyqkcKTX7IJRRVbpdjZp6DsLHVlq2oUEP/wiDAKajypTyI96ltKh9uLwiNBuIH2dNqu6/W+nmxll6QNptnJZcbfayma0ZR1Ldtu0800zeedOJJ6ssZYDLQZDUAud9q+rmyJjde1TnYSzui3/Ozf9En4sfZPgbTKNwMyEdHRpVf9AvO6zF5eNaZZ0rBPv6EE2z9unWa9QcHegQ/VtrEi8QKl1U1a6R+En7xkQ7bmJnMY/KSvp6+mYlOdh/Qruk/aVfk9cor3yWl/rbbbtcWH/zY6kNb5Swk53lYIWArEToS5ZZ1FGpEVz9dlZOISeFhP2Ie4UBw4LAr/5HQYiYNiMpMRafBcC1WdHyE0ZBQEtXQFkFCfMK1pzX1FDQ2GjbfmWeepbv1gas+vyWIRs0XDahsVCWs7Em+JXnrgrgCSjh8cIOgqI0M6wwCqxbr1q+zV15+xZ5++hnNaDObz8rDyaecbKtWrdH+f2hBSV+Y9+085AFFV0JjxUodmm3Pz1qN688aTWsNt21kdESdDDcn+I0NMWNGnhDc1cFB3aQRgjro7pcVHpI6ieg/SjC2ErU7C9ZZmDXu9K9z609zVAKcbqPTnrVV6zbYZVe8VQLz1ltu1dPt5557tp104om2YtVavU1APln5ePKJR+zTn/60cF393vfauRe8wZYtXyH+tobZ5oTygEJRs2admyicKmjy7o7eDht5JSz9BJY6ROXK40XWB5tVTmVzzT53ZEnjS1EdNpRiU6tzAAAgAElEQVT/Cl/ggG7/iaaUvJMVjjBTXpLT81NhDFtWNZ04eVdto+yAw55jZBUncLkZcN2+uCIX/SEH78NtM+3iqs+KGk8guyM/KVH5h18vMcGjRclYBKBv3NMD1+Ms0Wde9NGUQ9QOyzjYO0ZHDQzIU1tU/a0Sc6dPOgDPAWEOymsg3+GumLY1hiZU71GswXfLTd+x733vRnv+uWeMiQ3kDYrK+Ip19s53X62zQ4S/+OJLUjLe8VNX2i/90i9J+egszNiff+rP1OZQLD784Q/bu//Rz9jM/n02vXefZO7Y+DI748wztEWP2VJmKNmvzCoc7Z9H+mq1IR0OXqVLBOqmAQZKnAa8/rZFQzf/pFe6xRx4UfzEht6BQOF2JlZsDXZTbWl42V3x03md2lOOGeEHYQqkFy4jSpZIOPwHuzusJpf5DfBEuGJlGUPgYDw5mixBW/gmdyj94Z1bfAGfZKdfkWp6GZ1ByshYw5rI2lrdGmlbFLF4Q4aJJGQubRKex89J9TLI7TinXVk0AQUY/a8UaAYeKOwtoeBlXz8UX7NlQ6O2bNlK1X1m9icmltsEh9K1YsCd/7zOO6xBpQ6gNzgE7zR41nxAHTRi0o6YVGOyj9Wv+bl5m2/5/fncsMeV4SjW69evt2XLJjWApRzINx+DDvXnXeXk+Yvyiz5J8I2GVtLYustHewm2eyzTmwNs52UCbdOmzRqAiMdsexoelj7E5CeDBfb6cw6A2X92RfCRrwN9BwNzIBxHwl+/HDjsyn80irIx9rKTMCo8h9VoMKXCT4e22Bc4y/Co8DR4RtAsndHB4Y7GBXzARVx3c8vPQvQdPquUBB6OaG6YWpWmRYdclfxhrdE9mJnwh8JMs2U88IXCf9JJfp8wS33Q5ecQqsHN7OyUzU5Pa7YAnvAxS4AArVnbZmdnrNFcsJZuZfCZfdFe84dbRDS0tHlapXgpOAldDycH8QsO9JjKbLWcWYbWeCjN2tYOgQ4fFmZsYY4lXBSVEWu2Ru2EE0/VDP6KFSvtq1/5in3lK39nR23cqOs8jz7qKHv+hefsnrvv1mwNsy1nnnmGnXHWebZq9TpbmJ+xWfY3psOFuv2EMsgz6U6RyFRe4Dt7gBKlcia/PMvu0FWhdeXKyzdA3JUAvHMR/gjPwjc8Alfpxl64k1VG7g28vhBbh7bDGSsBgTZTUiIJezLLtLI9wrooGUhXT1KH4KzSisgMOHmMzr9kynB71aqACD5H7B+/GZQMxJzLhNAoiB7IvnIvMZZ2jydwyYk0y89qJQ94JfzE0E+TIA3uO5Qi1OnMW2du1upDYwx5dU0jA6mXnn9Kh/+/c/23ZKKMs+K4YnSFZOjCzF7jKZD/5df/ld175826XeRTn/qUfeELX9DsJbOg7LtjQMasKm8CvPEtb7Ply0fsxWdnpYxw3qBZ26/tPj//8z9vf/EXf6F9x1/7+tdt1epVWulbtdpseHRMShGmC8u6WWfeePmbjwEMkxlWi24m5zZynSplUvYTq2tpy4+cUQxhBovDhI/ZHggwe2VXIDhUM+HOxsBEc2gQpfrdVa/Ieooro8SzmL1AKytwkY9BYSlYIEUflUCZIUex5TwGZ6moE/Szw9yoU2/YPDf01dlW449+zXWmJde1eiwlPFZvetMe7JbSzzZNZLfqA1d0Vtd01ilvsqRVhgVrthqaCZce0GSrUBpwaG9/x88PUL90yx5hvtI0OHXv68kfugVXa09PT9uxxx2rrTfMrLPijqLNB0+YwaeN6qwCdRjJrG1Ei6XgaWiwruL1cmTVC+We9NA96M/5Ace1ow899JAGMUxaMvGHPsAAhC3BvHfDhCh0Qxt5ZTXAVza8vIIa+v9efSbCflLMUjf7SaH5J53OkMqHLR80gKicYS6WGIowS2UxYCjhSr+o6GGWcKWdl/tQ/mn00TAjPORvuN3kWsLoltNcRCmPu4ErF7JLP9+ryh5DGunswqxE9KWXXGqr6TRHRmx0ZCTv5x0aYh8hCfQkIie3B3BVZlqt4KBt2uffWuBOYN/e47Mq/uqu6S7lhEuXHvteexGKps4l3R3wJYIVUKZfdijJ3ttxKY6HMRvjMzl0Nig1fs1fo8OAra2Dzyyfvv2nrrItW061bdvusXvuudseefghe+Xll3Rzwpvf/BYJvZNPPklLr2OTK6TowH3rNH22KBcW6YZ2DyEl3wjr+WXaeztAp19ZWepPiX4puCXDAklPmuWhw0xnIHLYiBm+bhKWlCXhwN6LG8gEF0pC5mGJNexhRrwyxcBdwpThg+wVrNpodO5RXgSLHll6EER6Pd4/FmfQFSZIi/TCG37KO8yUuGgmICkrkZ9slkRmZFW9RPFP2xJIIFJGuWB2UWgWXHHWQ0ZchajDs/vt6SeftIcfesi23Xu3bbvvPnv55Zclq7g1BCVpbIJrjHmciG13dZ27qS1M29ZTT7Wrdu+2x/XCOe8BuGJ13HHH2bHHH29rVq+1sYkJa89MSU5CBAP4mb27ZW7evNkuueQSe+nFl6SscJMQW4C4WGFhdsoaw77iFzlfmJu3Wc4hpa2IbKlgpTIrvAJMPMx3+kd9iOJICn2ABfLMsYqlYlCwOuDkLrQ13OGX00/cz20Hd/LrMwPxIDMS7yU23CXeQfEP1S9oJX5pL/FF2roRQYom/Sh9sg7FLiwkBbqha6+3P/Gkwo7euNFWMLpDvjOBRDPQn6j3noZq8GJJl2SgqIf8Ab6rLABEpqeJN2tL4fUtZENpj32azQ+cmgRC4Q2PA5v0/6ygM8vPVZtr162T3KRP5mAvSjZ9dr3D88HeTaJw0z+Td8Labb9lD//eb5Bugx/potiH0s5EHn5sB+Kqca4s5xpRti6xQwAaoQVdiHiUFXYmC7mKlDM0pE9Y+Q3ShaBb5VYA4h4EW4Acsf4D4cBhV/7hY28FHMRbb1zslx9WQ2G0zLYXflFZA09U4PAfhA8/lH4OxdHYosEyI4/MGBTXbwmolMt2zDggZbCDtFfiJAFEaAKzhYWO7vbX9X3tth173HFSjleuWqUrPl2osEdxwaaneI2Y6/N83yK3D1hrSAKAjpoO3Wn1fcGzszPWbvsDIQwMQpb63lIGWhDpjZ6BQfBMsyd6LTN1ikGsZyqxsFB2cqeoAkzhpVHMwiNkdEuJb+FamJvR3n3xxDq2fHLMlp91ph1/0on2pksus+mpaQ1qRkeGbWJs1IVf2ie8MDdtc3VYwAwoAxyuGIwyoRPzpVhREnmQtFYP5R2h+rwQfJ4n76P8b5mLyp74kkFi5hAGhWco3Xjlgo/erEKVguQRcIEjUInmFKWL1yo974AqjF22VBNTJ+qJlX+9ohKlIMQrhtffzLcID5M4QWCYXUkv4ShxFGAxCMVLIEmBCBpEFwGp7okXKe1XS0KRbJ+VJCItmQERdb5IP3WavcoN7dCjujxIjn6ZINQpn1KaOknp9y0UKNeplBOkt5tOrWPT+/3GEbY+NoaHbWrfTnv2maft61/7qm4N2bt3n2QiCj+v8245ZYtNMLnR9BvQ6jWUi3mbm9qtCQeUqEZryLacfLL2OJMHZCr4udmHl8dfev4Zmxgbt+Hx5ZxcspmpKcFOT00ZEygXvOHN9uwzz9rXvv41+8pXvqrVPB7wY3JjNF31K1502rqVDNnt8lZM1wqoyzDajypBqgwUsMPkuqoyjzKJMopqWfpj9wpSDaOAT2WUy7tIoqtup8qV2x7u5NdnFnRka5GPsOa8BVAEOF3Cj5eSSWEyeuzJmXkS6LrMor6W/lG3lR3nkbZpLhRXsNIvKE7HhobHtIVr+2NP2U033Sil9Kfe9S5buXa9ILRtD5kbfIK2oE/oU19T0BDB4UXZk57/RZzzIhzntrwdkAYw9JesDFA/0QO87/e9/HoorthAhXRW36ZrS2lr/Qp5pI/JahZnzzZt3qQbe6r81PT2RV3v1LCtyM/OwUbwxyqJdA5uGGJwkFYdSvyD7NHW0D9Q4lHcWQmgbZBXPsJYGcFE6SeM9rN9Ow9jVheUsCLAwWEGD/x6P9Li95P6/STT/pPK89dE+T8Y5qhxpdd6WXajgkfjIT7h/OI7mMqiLSMRIeEonIOttJ8qGcFIcJE+DQwaDqaRgSedZ+AkPw99VQLNGymHn+oNV6JDoDLTgAAgfySlPJdClpUJfgpUpkSurwAgV4P4ZCa3XOlPJSLwqFye2RQvuBP4xH88I7xShLxsfIUH2hF0nDfAznmAWoPHXBo2uWzUJpctt7bKlxtCmFlhaxN5ndOWAdN1b6STViicKKdGtET6QYp3cA4WdvgTvCngHcuif6N+RfHGXm25l0RDYMHHLthwQFtP0nK7fw6CzwE2IApBQGgAAGCa/fc4KWYy8iABMDIRGYPWgtxIbqCZcOWwg42XInhu0kAK5ag3PvjJAwWmtHrtOeXK0oujCumxJUCMUMyUVhRXgYi0RUNSZrSS5dcRglQD2dTBwsvMz8zTlLQqnhiey9vbhw+QNcnBa6vIhlQm3k4abC421sygaueO7fby9u329JNP6ZAit5+QJhMFvKXBi99nnX2WMYMvvkmRQjFx2jptDgePWkNnZlo2sXyNjU9OutyQXPIDw83mjNVmXAmpN9iDzRWKXBvasoXWvGaIJ8cntSf6ueeesxtvutHuuPNObdE8eesZ2kK0e6evKKCsaXIF+SUZVvFUuQp25zqVLNldFl+vZ7ijfrhJ/Yp263WrpqL28kn1vqvSgaeoa0rS/TyFFI5/lGVJlvLAn9QGVZ8iY45aUTPeKkw20FdeCXPpCW3RTpJ/wOPUF/QPoDFQRV1OfQU8Qi67bPZWCVo97NXwt2l4BG7njp3phj2035h0iXQrU3yPSSbJrExcJb8SuOp5mlF3L2DLH6vGHBBn5j0uSAg2Ub5BR5VGUOJFxJZYZSZ5B8MCyusBCjYr70OttnGNKVDwg0k/yNFrxijiqe56X0qYH7BVu9e2pX78VUrdNsVJMiL6dfx4DAx9gBW8mPjEpA1x+QkHkGM1gus92cLM9iDC+ZUfZUvcEn8ZfsR+hAODONBdiwZBvEZ+NMz4sNMoaSS545TyWTV+wjWbnTrQiIu5eGNwdai3v464ElLsK0xCv0otICqzFDZuL8LSSD5EBNeRoejTcZOn+Ogg2VfpAiL5plkSCVeENdsEeJWx7IiEo8JDmMRjwaMILZJzeZtEs4cHVAxoFskx3volka90IhdhspzoN0gghPhqlCnL/rEnc4G7wqdtev9+3VcMXxCCPBRWpxOtN6w1zBYB4pMjZpyY6Q+6wkxp0ikkuuSjTghbpRB08S1FW8wIXjmr4Q156tYBBCMy+BP88zQXw5v9e8iHdvdySw6WM7sCKKMhXXXfTmLhX1KUYIrQsu5V3mUeKt9FbZD1KqMsiisCwKnskvH4eTtWPhOcJ3twiWcoLFKmEj+zYhWJ95qevlbS0vWxqgdJqVZbZYCeXu3til220R47g3OUCdVH8dC3BKjDZmWyOaQBMo9x2cK8PfXU0zq0e9999+sdkvXrNxi3mT3//PO68vPpp562i97wBhubXGU7Xn7OxmamdNaG9gKNKAiYC7Nz1u7MugKVlCj8G6261ZhhHRnVPu+mzhcxG1uz5tCQVk25WYhs8Mo2+5E5WMxe5bvvudvuuusuO/m0c6zWnre9e/YoPeCR3Sg15CsmMrp4hEONKpVQWfYlYC7A5KlyDGA39aq32jxur0PePqn7Gq6pWjkqIfB2k1qdKp2iBl58KnuqlImAZCAqwyqUpEOcnvaWBptV/cXm/Y9H9ziIPUdIvSuU/i47MZz+lHQijTjZJ1kSHvqEPIB1xT9kIeWvT3WUA/mzNtxq6CDsNPvTmVlWXelosktUa4u+81Q5Tn0AOPWDkD5aUjLwhqtYizahSTTFiTbhg+N2LW7s4UxCOmyMcq7tsSkB1R/iufJOfrhYgXolWpW/NEBPXAlDdV+H6X3VHCRBFtEcl0MLlnoc/FLVFVCgW9IkvxpcxMHhNCimjbDdZ/Xq1Tq3g2KPso8/cbgelNt9zj//fA3u2SLEwJszOgzoGRRI/0m3/pRpRP5KwvAL3mM/8h3hABx4TZT/qHwHqoBU4mgwMYqNOGFGsQkOR7GHLSo2o+BYGsPPOyJXTAMm8JQmYY2Gz7hr1B9SoRvIBQR+qR31NqcGgorHvdKABje4+9OmOwjpH1jS8qW2afrZAfjisxA+O8EgQmcBIorYgPAtZypdkInMJRt8pL+I5E55J1S/JNBYDi3LBMHFki0Kv5KLcJY3mZXEs27agtC2/TpUhXLAbUELnNPlEDFKUIsbj9D9WdqMVBMRyi9/PK8uuB2mKircrkMu2hsldL0GOCpWlXgoO2HNHQWFrw7HwXpRDXQLtBc+95lu6QrOYb3oEpQMdcUZgBrlX4FJnWJiChkJkBwrPIo4oWwQJO8iDGtmVMTNyPot5KMr2RRHeAJvyixOrOqUkQcVum4cQVcVnm0FSbLyh8h80raSO2teKZFehQZ32iIhdRI+ovi369au+XWCOamsRBQEJx56XjJ1srDHX4q+Dl+2rd5q2MJ82x596AG7b9s9uqHnhReetx07tutqw1ke9Zud0zbG3Xv2aEvPaVtPNc3Wo+TPz1kdmbPgV/CSCOqm7mlPL+2yhZA2p7M6KHe0zXSve13bIRlo+2pdq9GyZqdj89P7bX5qzlavWWPLV660hx5+2J548gl78IcP2Y03fNNOPOF4W7VmtQ4QM0PJAGB0dNxlQXqwTHIvCkL1hgauBzq8XGJiV+VTyVUxKpdXqhhZJhAJv+JcU/KhbnqrINFKnjo8XIkyKkxVtMrttsotWpLyHlUJNKSQ3WK6S3RPywlyLE5RYIys9ro9ncSDMjDTnCAU5m2mBIv6qDqXHtJiIBsNKfqgiu5qhp9tKdMzHO5Nt/vEYJE6oy2jXY1YmSPt6AdKOnL+E5RzvYSIvi/Rlto7VYYrsmP1n+0xTIB1KeC5ijg+ik40pHJX+UvhJZeJZmeVmKe8F4xWlSRuT/bES/nLlmMcrIU+jXzw42u1mtbSrXw17dnnPA03aHG3/+WXX66ZfW4duu2222zbtm26dpTtPk899ZQG1wwGKD/0GcoIO/ku9R3C8CMsyrrXfbD0H4F7fXPgsCv/UQFhoxpo4mfpjxcNBYWdisxHJQ7/XlgFFPhKvIRpr33cc586Nw7IBM6I32uW6Uj/BCC0j9SYgOkVEoPwaABQCOzAHfljZsWXGzvWROGVBAJTd6OFL5E/YFD8XdFm7vH/Z+/Ng/Q6rvvQ8+2zYwbAAAOAWAkQCxeA4E6RokSLpGTLskzZkmU7sq2XlF+eYz+XKy+Jk/fXq5SrXpayk1S9qljRYju2pJIUyZFMiqTEfQUlEiS4gAQJYt8GAwyAWb79e/X7nXP69ndnwYACl4jzAXdu315Onz59+vTp7tPdIg2kMxwRL46bxuv835H0o1zFn3ZRCRjIDng5bsAJ9vlc6s/qCk5L6hTiKCMg0ASr0MkjSvOFEmelKODR0diJRihXCasmkrM9BLY5iQQ3ARyjE8qrnYCXz2ng33FHlPi5y+D657RvdF3ovONfMmNE3/bA2bM0MM5aDrWtFOys2nxCl+fx/d0eq/0LcaA/wTfwGDImvwFpfzwdvuG27zSS6UxdOXP/8E4IQuq1ae7EJsRMHJqvKwrIGm5HRePhO4GdpDUXWJhJ3KFKV6g8TxtAeFmT8no78jcgWyjzZnms4yVNTfGP4xMbI7yXB5h4HXBmPlfgsbi1ek1wtRZO7Xnup8/Kd7/7XSkWC9zk19vbxxvAIRuhKGC2EJcRXY4LgPoWcnUMsIgfZAru36hV2UiBD+QN3pgtRPtCO4QcxGRCs4oVgURm0NwBbTmjqwbAt9Ch7bzQ0SfFTIabJY8eOcLLv775ja/Lpz/9q3L7nb8kWcENpudYbB2QgGi2edmqRl+oF8gsq4CoekOVMKJT3DRslhB+puzz+ETgnsjHAD/kp3WPVMwywEAEZBzlEYYEkV8IN4C8SCxt+knoGoFlsfS4sCzgofn5N08zAgbedlhEnR1HIucpJidR2imjgJVwbe0DPMkW7RxncVDHho3zH96oe8y0YEALPoHyj7skyDNIYbRlGvR7NolloNpKN6cPJ8BMAKxfAa9TF8AlY+z/ogaYJgVhGmAt/FRUWNV6Lw+yTsyIrC+3/gXl9IcLDVMhXZCPtz+UBfyGgXc+r7giH9zts3//ftmxYwePOcc+nNtvv12wiR8z/DD/gZ0/TgXCqUQ44x8wQRPAdH3G+2Fvy3izzqbBdib/aaJeNC/kCZxm+r0XOM2EywfJ/11V/udC2J+ZEVJMNhvTzYQP9SKf5bFIkDkmI4IeMVN6+DuMdBw0WApVh58SZpo2UsIJQIUS0oI+4cEgKYNTEqZvWMDBL/UiPkibRij4RCEEpx2Hqj1T4QccmCzByQquWMf5mZKB7qmjs0fOntsrhw7soy3xsuXLJJOx85pxh0BD81PQEV5KHC0BO66oU5hSrgv30Dq78HTvdgqlSEKXKbWT9rCo7BS42Q50Q8fvER0W3uaHF+LY7F+YQQv8YtO1PmvrIBBOt8PRd6Kk+DDK4yEy3IhnZlyOQ0RYpoddsIVpduA7REreURLV70ztsVy8YWo0Q5Eg6XaPCIpmxNZKnmd25hlFS5w+KLS38T1o77KIOCMrtI98XoqmaWDFC8f74TQd3DiKfUL1epkzh9j8DyUfA2YoZ5dt3MjBNvbKcMVMG7jCjBgZ2TBvZod9BmqPLzbJ4u2YhAzFR/kwoMdKnl5yhD07iIM9Btdce62cGD4hO3e+QLOFy6/YKkuWLJKBxbiBPMfVBwWlZnPgoww27wOvtgcDDeOzUOfEWPmQPEFtLeFF8mRs0tLOoqwenNBCRVVrJajhzCupqQ+cy9hW+Vg/fEAKqoOvqPiDxqE+yAXsc8A7qK8wkIgOkECKQGcSlhHddUGkVviAOMPP+kCEzhKrPXHcF6mAUv4mS2r/Bd4EVYxM7enf5ldoX5Ye+xrQ9DAYX7t2LY/0xG2+MKfDef448Qdv/LA5GIo/6gTHoGMwABngyj7ec/kBB/z8PZc083F+/inwjiv/cyUhGJOd2DTLVs603nkCpvsl8L3TVWEFWPjRRCacmJPEPq/L9RGLiPz033lTzhpB8YYSr2VIZiGSZJ4T86TtbGKyRD/rQCmoaGevaaEYwSQBP7W3tc6e8Um0RLAZDEaG238U/NYhU7I6XV3MYtkRGPr+BXTw5o6UReCp53zrMiQUgJY0pIkNvdmCHD58VB597DHp7umRFStXSr6ox4PCDIjLvOy8URbk6/ixxPoJhakJRQYC0Dsax1ELk/CLp7dCgvZe3vS7rZOIsk6STvVMw8B3KgMjZVtMJ7uS3BQlxIC+QxxjIKA54KqffRGeK3dK47YswofnAfU5Qx7BHgtOOc7QhZriHzoYO07WUQJAN+0iXt4mnbgWkSYHigY7davOTE5nHdXGC3Gt7rJNycAODP/tmD2kYxlt1ovQEG5tEqzgQwrNSeFpmQ009RbHTWPxLyMhb5TX/JEcsLEK5TPU+I4emiHEbcgTE0aCb8A7Vv7tNvECTlHJFiSXLVK5zeczsu3am2T1uk3y4s5n5MknnpCTJ8d5+gduIoed8LlzZ2n6c9mGDVIrj/NMdG9rOB4Ucq9YKAR6AR20J5WtZpoHvLnChvJqPYHW6mSKiBA47xyyFLP4WentXyxXXnGlvLHnDcEm5AP7D8hTTzwqN9x4g6xYvYGm2RNjI5QRWL0IfOcygvzLylVepixBnv7ARDByc0CIQaE+POwA5iz8xBuVD7UT5YAcgrzBplHUF3jcxzEaw4qr2cUzkt4UEk500hgt9EVqKcmsKeJDWyMPhEC00H7TbOUJ20Bq6hBkDkShM/r2ZPCigIBNvteb8iyjgE9xTj1FZJP7UxJZ6O0UaEaFdtjpN8BHfM92wZQtafHoaKxY+KA9nVi/2UxYH6Zk0xuFIHDlA3zBpK4FG3utR9SlDlYtnsUP9Qo4YJXwA3zri8hnCFD68a8KCmMISxSRL8TVJAHq23UAF7Q7KPqgPybvcNIXzPfgxvGd2McD+uJ0H8TBnguc5IWZfZjR4aJSXE6Gc/+h7AMe4iGNv4Ef/OE33W8m/+nivlN+jm8a/vsBtzROH5Tvd1z5n6lyY8YFsREPDIwfwuI3PyxO2u3wNQ3FmXbaUXzE8Xiefk5vtiVrUHhN37bmBCqO5LhoRzUVMMLdNhdCwh+a1bCrsPJQqrKbI3jEs62/liYWhoZBLCCCGzhEyg/oT2UFadTfZawmyXIi0LZMGW2NOOiVDS7xhZBqwByhxo4KisSZ0RF5ffcrXPLE2cUTE+PS27eIgwIsO8NuOYuNjxDW/msjEyQ27hhA52cRyDNQBKxD8+/23sGh6Rt80e6j/ZH7tgX6h2eYTjjDt0VnagdhUYki+RQeSSCSJF8amZiCrgZIv63zAyAOrth4wswcIocq1iBL0DT9yjtVz9GQxcuUVbYr0hS27qo0Ai78MXDl7BNITlAxvyksxMHMFfAOfI+Lv1hkFMa1s0gRYb0igfEkghpQ8GDiYWYeaCPo6HEdhNdjlIeSRJVwZEUjORUvRkP4xuVVOhMtDG2BWkw8fibtjmXx8IC6ngjmbQc0Su+NCbkgayr/GJXgbHEoaznpWzAgHZ1d8vKLWTk9OkplBko/FAFs/APOmzdv4U3ZaCdAFLjwH3CmslFM6gbZ2G3BmAiBzHFTD7TPiBiRE8g1OLjDLdwYkOcxgSJ5HgvZPzDA89JhH/7mm2/KQw8/zHsKBhYulu4+vbAog/g4triJ4w2xOoH9PjBuYiVpvVMZI0MbWdKb+23DP26ZpfmHXZAWlH+cLJYV3DboNyMzX8pMgITJIRQlG1gzK8sPSrM1QL5Ylyg3MDS+YCee0kQAACAASURBVGNzd6i5IO+0LO7PL36EgSjYF8X1KOFtcVMB3j4YzXkLHzHeAYY5EOYoIo2lQzWT67FaxvaUtAXkw5ICOQJXHkL/QZ5wGHxrAZzf/Q3aYdMuHpyKpj1vhEsKT0XN2g/CHDadQBaNCPm3iIP3ef4m3xollU5KPJbFyu+4xeEx9aMsU9i9M5/Aw3Ua5KB9eoarYwzL5zkA2LJlC5V9+CnuavaMQcDy5cs5eMCsv+o4GoYBhf/iAYH7IW4Mz/3fy7eX7b3EYT7vhALvuPLvWU1X8c7MiDNduKdNv9mI2wRBewyHBcGBn8pOFRaaJxpZe5opXxAooVMHjES4T4n7tj1mwINCIFH6KZRNMAS7S5QqCIuknLzDi4JGZ0B0Rg+FTfdCqW8KUFUiVXnRzsL6R5bQ6Y433exhDI7TyhMwEhT0rCqapDeEe4Gzhrt2vchZjpGRETl1ckQ6uwekkCsKjkDHRUg4b5m4m2DXWrRyOL0NplZU0pnT2+NE/VHaH1G8TCE6I1nMtgRtHyH6jA7He6ZkoNd0YUg3jT+5jzT1erNI+EQaXwH2QcD0YEzfsUET6gpPW34AZv6Y2bfZfWRNUwoWGOGYjLUNsaxzH7CiXAlf64ZZ5Oc2xgj3QiJjfwDY3CynfvNUEHRkWEEAZrQLVmWulcVAIMfyaxJvpUEVYRr/A9+kqFoGAiT+URqSGH+szTNR/G1QkCl/ihvwpzLkviSj0dMlCMFoOgyKcNMu8imUStKSnNTL5+TYkSPy1ltv0d4XZjarV6/mTb1QtHEz9rXXXSddvYukUR2jko9COfZUfvOgNVZ4dCAOmYeViqDYkVhJezF0iYfWAW8W0/0DlQr3UOEEII60UPEisumKq2iihNt/77n3Hunu7pLly5fJho2XSf/AoB7hy3xgv419BzhCtCFi+4OU+UEHDCgdA4zkjJFRJ3wa0sRtxzbQVH7EnqOMtJpZaWFAypUsHUQpP3jZQGzwN+iArLy+LF/jOOZOHoB/1DDZljyNJzcec2/CTOC1JZ9Dn6Ht2ssf45h2I45nGsWPnV6v9EMbxCk5WcnapnVPblzNArkbbRZKJPkklAlRNE9t09oGiAm8bQAV83yCjrcJa7SeyOBZhVh0lRfMg12G932+z8Bm860AipPTAjgpGKUlYMHDwxOM3m0X0AAuMNXBD8o/8cIkBDbT23n9Ky+5hKa7pL/pLOjzsU8R7R8rBAjDABimQICHb/xch/K3lp1B83/mKTArBd5x5T/NjP7tzBpj52H+Rlgcz/1VfrQ3bg+L4cEd+yewVA2AsAiyCHkxQ82TnWkkv1SWuKhM53Lxv4E3hAUaeVIG4AsF2oSICRfD3ASe0gVpmE4lkIa1k8zieyfrZhw6s4pOtu3EI8tL4aKjjeCTOAbHSeH5ojNHWbCpWRrSqjdkz2u7ucwJWMMnTsix48dlcGiVFIpdXLHANCGPCcV+BlwAQ/0US/iabyLYE8Hv2fLtFQmViJ26htI7JFFiwM/mwdrABngxg9DTiBjBDXHpAB3afcLXTP4hgiLHHCIw2ql59XoB2ivT0czgXgV+mCJqx8RqbPxVJLQFzIIQqxP0U37gca2eJcuepFW9CfwCEmK2FXlbodD5FUpczcGRtb7Z0c042hogk1jBkVfgIcwG4hgQR0DbKC2SMpoflEsOKphGN8PbfTyInOCD8kNpod0IETbCKr5Em/of6Gzt3fHweiJ9/SP1DnGdABqu3lBi9Bt0Rd+PZX4MAhYuGZRGIyNvvblHnnr6Kdm3b7/09/fL5k2b5Morr+JsYXdXNzcFw+RHeGoITFygTydno7MpYjXAZgFynJm1WcAp7TRiMqAFYEAQgzo7ZhEKB1cvsHoDkyzUbyYj3T390t3Vx43He97Yw/Z83333SaVSlptu/bBkc106Is0UpNRZ4uAUZYbBs/KSt2WjH+jCaXInEBFi3ehsvqLG6jNTH2nCBCLPm8B5IWAGA0G7FIqXSAGGmQspJM6GqyxX+JQPVPK9vpwm0beh6ORByNSeQH0tatSZeIsLIUlaH7RZVgl3G0s6Ck4bFJ6RTAZw5t7iArwzV/TW6G2QNX8vjKGlcl1lOmL7AxQSGWprGg4/yjopnbuSPHU12gtjeBKGxlF5BfSTb8eHbZDtMIEH5BL6J/70i+A6Ju/l2ycggYOXD25QA9+u5DuOcRy4MfuPWX4o/doWVR4jXVIvCew4vcOcf89TYDoKvOvKP5BwpvV3jFjMvLEbcdLfcbrZwj0ffzMdW5+qQP7tCn/bm4GwRXRFgB4X5Q87QwrhRClQXFRQorwuPGC3C4UJfqQDhJx17Oy0QR/D1RwgmPm6wphGGx2dPZgdio6G8zOiSQuDq8uWmJXRmdwA34R2jDvDgB9MGzI5yeZKUpkcl3Ojp2TPnteJLGY2MPOP00Mu3TDOS4iwYVByRR5hCBHZatZ5MhCOIuQEIfLyJxQH5fTOBW9ftWhX/hU/JxQZIEBgh+Ig3Bf5gD7T/lxJiAOn+oXUwRHHn5sbSYPSrN1GVF5qEMSTfMF7FdCsMYsK2td4pGPMM4FUIfukA1WvBNngcr4jv2isuNrpw+IrP3m6TFZNRbhRlwqktWNE4LcN6lABzi84IYoDPRtkAuHI/A28CS+0Z7ZpvP0kFtAKiNFMBbNjxhs4eQb5GaI8d9/uEtFjcz2ebibF8CHY9ftgG2m9vRgkBdde74CkLKozl8BBZ1TBwUoZgKk36lT+ccoKTGmw6oUVsR898AA7fSj+267eLpuv2CZLly6RK6+8Up5+5hlZsnSJNCpjnBxAm+UEgc0YBvww4AFyXkluI8wVFMOBRIwLYvGjvRUuf7D5OJ8pk5ykL6Dn8nL11VezTD/84b28gRgXkG3askkWL8GpQuBD3JiKy8WqvHMA5kS5jB5TGHAjfQGGlFOcgSIeKPQoGwc4vr/H6xU8gzzwDTMIvFuS5dGKUJQhvXBMstukqwwP+Mf8E8igtPF6St4hQpuDNI58XFz4ezoSAytiwvIlifVT/+riWBzB3HxF/nDGP69v4zMGAckp8dzP+gZl2KR/4ZRIJEdBXfAO7Pzxs6ryjzQd1F//epNJUFMZoQyaRixOCSo5fpH/bEmiaHNxAhTrKlSYtgGWZ6Zucy6ACWZmqoAH0W69fc0GEnEwAPCVgjhurNMApvK2ycA44rx7ngIpCrwryn/MoO7G290pnPjpTOxh6W/3T781HmBriOeRfod0FlFfms6V/xCHegm301LqBSEWIszsIBqmqEACOx5I4co/7hYIHSH9KZJo04yGj/xwZCbS4pu2zgSgChAEO+IkivoM+DgycTAKbqYd6CTD7IINBEKnwUJjMII8VVGLwSgChgjNgaDo6NGDGZxpjkslslnaCOPCklw2JzjaDMcD7tu/T7aeG5XBpYOSKzCmzg62oPjjrHK1BWZ/Q0WALqOZC1ilGfENddpO7zZ87QOpSRYPhABFehIUbwREeYTI5giv4HBICdyQJgRdgMMwBIvMBsfqh5k6/c3cAcoTSxAriOjIWfcwDdAOj0jBz+iHb80dnYqiTP4lHoYMAgwxhEGp5g90hNKrIzb6YxUnn8XKhO0W4ey7zuhTwUNC4qUgDJC+TPlH+8YTtyOvHzUxMoWbF8tBvBn9SBgYQKOV6HF54PecX0CH4qDoNGWyzYzImeUj00dIIWL8GX8wEXFk2TEDH9jJ7uvgWAZmMLitt0twks/J4WE5cXKE5j7lcpkngWzdulVWrVwpPb3d0tmxlsv/wKdY6pB6tUqb+gxkBza6IrO47mI3ykCU0b4TvNtp6P5KL2cByhubZazXqqocYmNmroaDQGVwaKXcfHMnTyV54YWd8tprr8njjz0mN950owwt28CjfWF2k8lUde8HzR9AENAMgzzsd/C87W0z2qgL8KbKdDjATLgtXG8F19hkXlP81SeDAS9m/E1m4q4DCzE+tskWFhKZx/WpyCSyNI2cgfIXgq1txGCcfv726Mnb4DK9AzBhFA1kgVuyqTfOLIHU5jKwiV9UNs8StI/jWeMGFt6+yDKIBvnLlbPohnsCd83Y2r/Di4riOLDFRf09FXoGaiKEh30W9GIKEoP14LAdIN5G2CTI8YkjTe9GGiSnvOLKZgIPDMIiUM6gan2yLanm6aFeuK/TeqaUil/Sh6Et4ufyz8PT6bW9pH3nv+cp0E6Bd1z5R3bOjGBW/PwdozKdX5w2jnt+NxqsKvKI67D9rek93DYrUR6qUJxO4HBT09zlC7OgkIlm0yFxExzUDUGD/i+RmZE4QyfLBg/zF908mAgMpGAOfIO0KsM9vYcbtdzbPl146ltxAW7+QDGiImS9BE73SQQmKUQJ6nXLzL3HwJtuvQ8gx+X+Gs19d+/eTYUfsx4dpQ45e+6s7Nu3T0aGT8jqNaskl8cMHtgSyowq/cAJ5UedZrH64RsbQDUSzgrHl3YcSmd4oExWaIvObwp5DWMZnIBT3mBg5QuFks7LqkFzautUFR3P3Amf1LT76DtVX/RUvxCSKm6IQjroka+telUyWVyKg0GUbnjkbsv2zGKG0wI4mii/uZXXoHSZB150av2bb+BdUt49SUeYj9SlWSvTftyDAJd1Ch6zY11VyYxpYzwEvFlXmM2H0okTeLLJkZ/spD2dE4iJkNAe/yY3KI97IUkXG8xS0TGzN7QFzdobFvmd0b0gFieBbmTFTDaVfvArBkRIYG2LbnyhLHnp6uyRfLUiu55/Tp79ybM88u+yyy7jKSCY6e/r65XK+Dnp6OqUngWDcvU1N3EFUDfvGo204St+oHvqp/yjSlxo0xZN20mSILRnll0Vn1BfHDlgsiAjxWxVJJ+RXL4oCwaW8njSPW+8JieOH5f777tfBvr7ZXAplH8oLLrqAiUccgS3uKp5GDbrGs1CVUX1DrTII6b3c2N0DjuYVT4wjfKFCT/dqMzZaaW51LWNO1kgQ2geRthpWp3v21kgiQcX0JgCLmlG1mYsksV2i504IeuJfxSm5xLn4Xk5tORtIR6BiR1CEkvzS32n6lpp6YBQB9be+bZVC4AI4ON2NxU241GuaAKUPSj7CDQ4LrNZV4n3FJS9LttzsvaqwNuDDFVFwdohymJtU1NqEso8owfo4OAoAr2dIep5ijwFgbfhAfxgEkg8MQAzWad0QrUYPSOCxO33bWQ5n+QDRIF3Rfl/b+gJ4RWk03uDQipXb8Qp7xk+k45XI6AsEADQRSLBHKf24uJNhTWKF5weKU54EdwqWXXml8qazrrqjC6EWFUO7Nsvb+17S80VWkL7YNDk1KnT8sYbr8ulGzbKgv4FLJ+aYmCGzjd/RXbNFwHdiw8i6a3YmcxIZlbOHLPXuPxL8JaH84DxAVaQMDhS86oOqdXK0mrWpNTRowMomF7h5BV0uY0aTbFw2ytHna66YKCFOoSpBuDihmXM2ELhxowrH+hWWjCuJqCe6w16YcUIv3wB6bPcyIplajzVaoUbWosdnVxVoe0/sbGLjQAHg1yYfLmJBuAhT14ah8GCnvjCpfJcXlcSGg3BBVk1lrVDsvkO4g5Tj0ZlgrPcuWJBqpNlKqGlUoe2IR6JC3x1I7EeLaumJThqEAPftjYWda6zVRzT+Owczeiaug+bE++6aodVPsTjilazKflWQyoT4/Lyyy/LM08/LStXrpTrrrtOtm7dJouXrsDVX1LGKT+ZLm6Wx2lA0pxI8FOB4FppO3psh4mS0B6IL63L2B+8q6LC/gKGPapsGE9yQI/VB+jhLd7X8Suf+hV58KEfy6uvvCIY5G/cfAXPJsdNxrDzxyZ+Ne3BKirgg+d0w67SzlYEkEUWp31lRRqT0mzWpFlTeSEyKpksLjiCyQQubsRKAPitRbOpYqGDF5lxkEHlDoMPVfiRo5PL2Z5ln+ZCLqWJ0mB6OqmCTiqSP3QAaa0jJulFcOsABjRi/VAj1Xp4u8ABR3FVCHDH3/DVOPo3ma0/T45OsvNEm1NwQCqN2ZxSnz/SXMGifn21kUo/G3QYGJw/o7cfg+2CfJu0Q0BzxX86yJ5murCL4Tdd3u90nhcD73kY7RR4Xyr/zkj+bkf5wr4cBhkWkr+tI1dJBcEGEcc3ZoZ8uO9ZWSd6MeUaO6G2Hsgzi98qcpFvkrdNOcBjGuEFLwbR4R359HE1pwQQXKAXHih8TWzwAy0ifw83TwUBRLgygQu6Glyt0JmSnOSgdLaaUi5XZOfOnXL82HHp6Ozk0YUw+YHZw8TkJJWF7dfeKJ0dJXbeRd406idQKF4QwIoNMbK8p768Pp1qoHX4Gfnw7bwR4LpgZ3yPaIn5gvINhxM+doccQjBjBX5TeAYtiUyeTD7pcvD+EXX67LJZR6qsBmWZy9dNOTM2Kj/d8ZSMnBqRmz90K2+GVJxx7GJTGrgkql6TQrFDsrmimUtAscYRqzhHGn6YWW/w25X8cOyqtSEevQflLA81S1d4QEfcVt3K4KInvTBosjwpE+PjsmTpkJQ6+6TRKEujUtGbZnEEJWbIQRrwCTazt3CCS8NMvcBLqjDCpAdnZMPkRbI4yrIhghWF8iT9cTxmhrjjBM2aVOyMbJCyXJ6UBf0DUkIcYou6R11i0FThACKfLyhOGHDwPiptB6xqKLrORP4O9Wp1B3/QA2WAl8XjiTvYI4MbsBElryYrmXpFypNjcvbMqBw+fFhee223HDp0iEdoXnf99bJ46UrJFzqk1aroyR5UQAAX1aNtinWPvBwXZKCZJ36WhCg5DBtDRmgGjoZf/NPBn9HCA4yJcQTo5Pg4NyEvHFwhN9y8mAO948dOyP4DB+XpJx+XLZdfLuvWXSqFji7Jl7KCmfgGB5AYfGFQh5N8dIVTwaLGYIqGW4ah2FelDjqdbsipkbI0Myck13FS8vmi5LN9ks1gQJeXifGaVMpN6e8bkoUDS6XAe0OwURz7jbS+SZ5AIxRGTbK4WZxl09ng0IAjqoS2DCTxMe2AwQjDCO5O2j1hOA2jN2N6dPq3fSQxAWCGoCSSuRDPZDfTOI94RJaBf6w8yYy48tOs2CoU4sKMokw9g/g9V6TjNBfqRh7O/zOnVUwMHx0XhoVNpvI+BnzyHv/QP2Gyw3+x0h27vR/zt8eff89TYDYKvCfKP5g0Zt7pELwYjDwFBju/dKPGt9nMuLwzr4CXKcQUounkIdIMDqT1wQSVG80kli2xGwIMeOtjMJGn4xBnMwUXFeb4yyAvD9LQI0oQOT1PKC84Fg5vntAQzGsUgG9aDPg5LrSTVsUfM8Cq8KBvzVHZqZbH5dzZs3Ls2DEuY3Z3d8vY2JjU6nVeWAQFc/jEsBw+uE+WDQ1SMVWEtfPW0408MysU8G8rg317sBMVcZwOcd8AejpId8dpEMoIHssUf4dHbx0oUiFnZM/IsmzrcBHmsNQZhnYGC9Hbkhh+vgfB2wyj+2w8l4Mx9lI7dtD5mWeekn1v7ZM1a9bJ8uUrOEuufUiDM+CZbIdkMEvOnRhYHGjy8jUsHuA0d+CJjbqZAmgAzQn7LmrShEkRBoZQ1DnDDT5FNUOJT04FwtZs8kEmQxv2v/nrv5bP/sZvym2338U8UQ5sBs3koAirEs6VBpQXCjzCaP7VEGnUqOwrKdBOoWADy6zkClnp6M5Ks1GVTL5TicqVg7pUa1V54YUX5KGHH5I777xTbr55mbRqVbICypkvdjPvTD4r+QwGRlUOUmB+hI3owAsDWfI6ywrwoEdUh/DyCmOY4qa4gjBYWbDTrjiowClWJRY5k2tws+/zzz9PPMfGx+SqrVfx9Jylyy+RfKFLmcHqFYO2XAm27MDBtBa4Q/7I1fGzt4cpQiyLOaesDKJUCfcqpyIbWDCh/YEO+oMHIuPyr6zkseegqSc6FUudsmnjFrnhhiOyb99eeeaZHZzxXza0nIM4mP1gMgDpOEDHiaL1uppF4VCADFYIHEOUsSYTEyfluZ8+LT95clRGjw/KRPWotPKHJZvpkXxmqWSlmyZW45OnJZuflC2Xb5Rf+uSgLFyIm1BxoaBu3OalcqgezkpYSSGX/UG2bEsI0xbtmAQaG4U8lFMrMdEYrgXwcpAtrF7AK23RLQOmCOUOuU7jQOpkokprbJaEFsRxLhAxfkD7Cw8w4goJzDzN5M3Lr6SYBg/38rz97f6pN4JJCOXLIPdS0aZ+GgJabAueGanZsGCY/wEaLLatPKbaCTOyCtQkM0Buw2sq9j+rT9Lm2iF5PwDfdJz0d3vK+a95CiQUeNeVfzBnzLyOCvzjx/0vxnv2BoGGjQctGS5t6D5pon7ayBA2gxiYFs0QV3sAnWGIhUroCkJMhWNx8KFYOXjEa/fxkBDXgkM3Y301Ozl2fIjp+ZkUjIUIOkt0BqgP2xypecT1E4FgxtqZUAFttQTHC4aOKZOXarVOW2ZsZMTRZVCuYMsIRQsz/6VSSc6cGZW9e9+UTVsul94FSyy9mX6E+onKHmgUCuxo8q0ltHK2v7Qj8iI4HMbxiP4GKHMjGzrdgd4DHlBIp6kW72gVqyipwiMved6cAUXEqHyWzn3ZWSEcUQCbaTnnzplStCkotRMTk/LWWwdl92tvyMgIbo2EiUlD6pUxmRw7x1NnSsWSFHAqELDCUaCNarDJr1cmdK8HTF94Y2yeZjDlyQkqwx1dqpSWz52Teq1GW/RSRxfn0xvVqlQmJ6TeaAji44ejXJ944gm5evt2mrPg9lngnsHZ11C6ufm2JrXJSQ4GcYQkBiaNVlUmx88Sr0KxRKUNG2SVkMrUoCSUzxr2DNcmuYlcN603pKNrgdTrTbn3vofkrrs+IblCl4yNnRacWgPyDSzp1IEN6FavcgYel2j19PaSHxEHdMOpP2qfrPWm+TvdvXbAG8AJcfxRG134oW54dC1u8sXeGayr1Go8HvOZZ56RJ596Uq7Zfo3cddddVP7zBQxk0ILr0qhVeSpQplKRImYCCzhvn1PZmhcQ5YAHgw3LO/AVq4B/iD3CdcJdlR96WhzgGHGgFkc3T1N+EiaYT827MPiDKU+xs1cKHShrRaqTVVm6dKncfvvt8oMfTLLeh5aukNOnz4ZZ9s7OLil0dioZURdSk3oTdMagT3mD+yUEPHlGCsWajJ47KjueOiZnDg3JyKkuqTa7pVXvl1xzSKTZzbFQI1OT/iU1qZdH5GN36Kk0UGbZp+DkJ1QZN8ADfysDuJYTMlCMEc7GpfRMSMcqVcXdVgacUFQg44jqdlIxb7QyJWYkJ5CPxQUlUvWQhHosfRPFdq9ZviKgFPPaIzhsvNkPk3/UjW99GBhxg2UTgZwl4ylBngxvut2DMds+LC1wVXxV5IE3HXMHf2HUQKr2vFEvWu2+QpLOwXOaDkMPezff5CPLkHWXyjwOTwVd1M93K5+LivQ8sCkUeNeV/xiDNBPhO+0Xx/9Z3DPDjZo2nCYBIl9mq7hdOAbsCNqku8KI4cduhOJb0yVx036OCfBKBEEQmSwHYQSJFglLZog/5gcn+kF8Qq+0Tg0DgAQ2cCIW2qECAXQcTjCAQLjPkrKD1TO2x8fPyZGjR+XMmTNy9tw5bvKtlCvS0dnB2U900pgpxsVGJ44fowLRqumsKzcAE6Z12JhJJdqmAMeEIlFYOBKxTWlz4Y84cRp3M5mntXeA58o2CMOeNFL89Ux766pIEqCHX0w7dF8hKzj4kfhZEiWpf0Rv1qwB9npCRTEP6Do84hMDgIZUqlUZnyjTBAPMdHb0tIxPTAhuih0+foL1sKC/X7p7eqWQz9PUCrO7mIU9fWpECriTIZNh3RSLejU9TLNgCrYQN8iWSjJ66hTPnl7euVJqNZh/nCXfVDEAqFRl4ZIhGRk+LjtffElOnRmTI0cO8xtn18MGXAsK06Cq1Csw3VFTn+PHDsmZs2Ny8uSwrF2zRjq7e2X/W3t55n1vXy8V32y+IRMYfNRrsn//W3L2zFlZcckKWbv2Utr9N1tVGT19XA4dOijNRkX2vP6aDA4ukcHBRdLXv0RqtaocO7zfNtE35OSJ4+S/1WvXSVfPAO+WwA3T2VZBlQ6a/YBvoEFGAxDYrIPArBf8AY+Cd+DWtsgNe7i+C4o/BjutptSqY/LSizvl2WefZTlXrFghmzdvlk2bN8nCxRj4OgzMijdt0z/Aa3si71Bps9OVbPWHNHUmA+/EbkJF+2xrstGH87wyWbu8U7+AFmGjTYDvkE4352MlJl/sk5X5vGC2v6e7V4ZPnJQXX9gl27ZtkyXLYcqU4ZG/QA381AINsyijFRsBJCNGX7jsTwe0Y2cycvCtjIyMY2C4QBrNXsm0OqTZwsAQwDqlUq/L8JpjUqvjiFvgB+Ufq1SgPeDXRQSPl8dwD3VqAylDJWp+oT6JHKqBMhLtrz1WmJdnftqfEb9UXXgqDsARFz+fdHG3evKv/rHZe8DyfCkMDIDlGerd40QQmAf8TdEnoOibciwqVADBMYrJK+YTAz2PO8ZrBjo4BGNrLR9ojADi5w6L6YhZ0Vm/DuQ8bybxdFFCeDlYBdH+dR6wxgvtPDFTcckT5wM4S/jPmn4W0PNBHxAKvGfKP5g3Vo7eDWaePY8gDaat+pka8bSR057UFyk9TelB7xKtIqSz5nfiObsIikLhNMHN1ewoKEBjQUyqwo0AKrSKtGKFjhMmLQAXAWEUhaTeLp1RHLuQjIoIenL0kDWpVasydu4sZzlhijExMU6TnzyW/zMZmlpA8ezo6JSzZ8/K8InjMnZ2lGjBbreI2WfXDDBLTQVIr4BP5LaXwwgflSmUO66TuDLdzYhx7BncJArCbEAwhT4kGquBlDPywdxAnUphQGDW+BORmPGi7xhtRkQY80Q+oDFmsrM8JalZr0mmWae9M+qDJ+jk8rJ7zx750X33yaqVq+T553fKrl0vy6LF/bJu3Tq5/rrr5Bc+dof0DSySg2/slf/x7a9zxaC3t1eOHjsqp0ZGuDpz4403ffOTdwAAIABJREFUyYdu+ZAsHVoux4+PyDf+9r/TjOuf/P4/lUvXb2I9nxk9Iw8++KDg0qff++I/ljf2vC7f+fa35OzoqHz/+9+X8fFx+eQvfVKuu+EGqlfNRpmbXc+Mjsrp0dM8LvL++38kL72yRxq1ily97Qq5/Mpt8vBDD8lvfv6zcvsvfIyDnEMH9smXv/QleeWV3XLi5GnJZerS09sn1113rfz2F35PBpcMyUMP/ki++tWvyoGDR+X/+69flr1v7ZU//MM/Zvo3X90lX/3yl+TAgQOk2/DIqGxcv0b+6R/8M7nq6mVSL49JrlTSlRHQGKfVgNl0d6tWCWaRQ8WZNogjae2EKmtYgs3NqK4CVzkyHOQMHzsiDz/8sDz66KPcKHvnXXfJ+vXrBbPiyo56p4c0oKhidQNn5mOm3fiO9Q7FH7CRt6EEN9BCeyH7WrvQYJaB3kxgsEKYgnGphND22VbwWwSPPNjQjeGAkcVeHaxsQEEs09zs8suvlBPHT8iOHT+V5csvkeWr1ks2n5Wxkydoh9/Z0cHxFG3y8xwea67YE8BVjJw0GlmZmGhIqdQvoxMVGa/lJC890pCCNKUsdRS0lZdWA7KkS2qZI9Jo1rlqoso/9lrY6UAsKwikp4gpkUArt6tG2Ew/yEM/7hlv/FNV32Uu4UWiyKuAlWrtXPeaaC1MV0eEiPqcWj3kN6WSyhLWlcedDm3LxvkjieIz/FoKlBqrtpD1qFa+kcjlTJJwBpcxIEM90zgqMI3jxGFpt8bDX5YSODGtp/dvTTddbmmIs30z/XRAmJ0GeM6A0xa17QOhTsMkBUkYp9MGTtpiZfVi/mbXby5mTvOwfh4o8K4q/2BOCJb4/X4hYmjHwXHxMANI9JuUYdb49TX3zCBOVAgCr0S4KJb6HYtF6qhxPHRKIVnUiQOAI4i34an7FKzDd1K4JAMG1jEAJEQ76hQPZ/85Q6p4QujDxn/F8uUEvXwZlMfjcuz4Mc4sX7JypQwuXqyXmDTqsmjRIp57DvhQeKjg4uSZcAdBg3B0otCNkh1Bx98LGynWMaldALPsbQEpQNGnVp55zKT4p+KT3lY3fkkcooQs4dC6cC+Q1VSKGFhwA1rcGXo9cF8ENtzmstJRLNIcBrb4GCzt37tfvvyVv5HNmzfJtquukGuv3U6lEXsw7rn3Xlm5cpVcf9NNcvLUCbn/Rw/K0WMn5JabrpeFixayTk8On5T7H7ifKwZf+J0hbtZ+6ZVXZe/e/fK5z5+VTLYlMCVC/e9+7XV54qln5ON3fVywarBo0WI5cuS4rF69WjZt3MTVhybMPZo4Jx7m/QUOCn784x/LPf9wD/eAXHH5Rll/6Tp5addL8h//41/wxKA777idfPHqyy/L1776Zdm1a5ds2rxFbrn1VimV8vLgQ4/IV77237mX4P/6V/+3bFi/gcdPDo+clk0b18uWLVdIqatXHn3ofvnqV/4b8wROq1evkUNHjshbe9+Uf/v//Fv5k3/+JxwQsbqbFVyfa3sj8Fau0/YXLZWhmdjqld5JofsgQP/kp4r/qZOH5dkdO+T1118nHVetWiU33nij9PQtEE6iY/DQgBKhe2hQr9iTgDfoS9subMaGUkQbbVVYoRRmmzjv3wYAiEv2SrV1O9jAZQjMwvjj8ZsJtuqHv6rQwOUDAxuhcIAPPHF8aAb3N/CirTpXVNasWSuFfIfs2LFD3nhjr+x45llZtHhQVq1bLx2dJfJMvojjg2FnDmUcT12kmeUG7lwexxvDvAnmaSUpFLqlio3k0iF56WXRqjrFYPXTqUI2V5FWpiytTFFpobt9baSN7q5mNESBQBtyYVJwI0fi4eJW2zFGV6A1+QON1XVkJkAcBUCw9IsAJp4KPgTBwYbPMqTbv4tdRvfJB6KgQwEq6YCdZB+hb7DNh/LDcFYRruUiP7E8+h0ApD7b/ImQ0iD4J51M8Jq7wzNLEGSfRpM0D3No+CYC7nFR3gGidx1WLVOAp5oVsOFD1NO4ahhhuP4DaWLuKbDn4AFZoLJ/DpHno8xTYBoKvKvKf5w/OzI0GJNs/h3H+XlyqwjWv1qutDsqLYLw+E+ltH1NFSwejW+jZxhshECVVjHYJCjti7jIR01akpktTaF15rMc6K9aehwk4nPWMSkAbJQXDi6Rrt4FctnmK6VSrcmxIwfkvh/eQwUIFxldddWVUq3WJJ/P81SYju5eduuYaYPYhN1z6JzYSdogkuLWS2HSmGgr7toZOr1S0rqtI47LH7sBG98Gz/NjR+twPf/2t4dadST6Uohm+RC854mBMXJTNcvbRkiSdiATdDachW7SBCNfLEipmJdiASsmOc7I4ySfbKYp3d2dcvfdn5ahZSukKVn5/ve+K3/5l38p26/eLldedZXAZh+Dh8FFA/LhD39Yrr3uBikUi/Lyrhfka1/7mjz3/HNy9699llhwL4FgwyeOY6wJTtsplLpIr4mJssB+fvs12+Xuu39V9u/bLzfccIN84hOfkJ7eHj22s16n/Xqh2Enzr8nJSTk3Niaf//zn5UO33CILFy2SXS++KCOnRuXll1/hKT+Fjm6pNVryxhtvcHPsP/4nvy9Dy1aSV1atXM2VgB8/9Jj88Z9M8FbcO+64Ux589Am54xdul5tuvFGOHz0oDzzwQ3nllVfkj/7oj+S2j3xUunsH5PiR/fLoo4/Jv/t3/152vbBTrtm+TVqVcZ7G09XdK7kiygXFHz+vK3eDr1BpukEYR5ui3orcKZvjqlUdq1VQbes1efWVXfLEk09w4LtlyxbZtGmzLFy8nHsCWg03f6oRJGQiTGP0Ii+CMGXZ216ieJGNyAzA0LgvRtXRjfDXYOdUhd/+N5luIEgOELSs2iyQVtsoVvmQM1ZssLEXJj4Dg8tkcrIip0ZG5cknn5R8PiO/8Vu/SXMznMKDfQLNZllq9SZn63PZukgjyyM7cxgDNTI81aeQ7+EAAIp/VgakKF04AFXqMm4Djg6WOV/ISjZflFZukqY+PGGJs6tOCNwrgAEUcMYNxcAfYV63VnqP3kYMV849jQ3BZyNfW3rLKl49acvHtE1XngnX61czYc44ZYjiGfjoMMGkhWYws8BRbEJfAmj28JVMKSQuKwDC/edu4u74eaCBjD6DM13WEAAHclRYQI+PgzIUnaWZzP2cVhFPt4H9GT+A8tR+VMncVpxZ8knLcFfa/Y2kF6r7pOOn85gFnfmgeQoECrxnyr9jEDNy7Pbwn6c39U0XnrMVzIQbGjUfxKVfnFgjJT76PTNYjzmD2KL3DGExUOtcmJuD9Kw5MZooQ8AZELHBFyeB6OkyGclnhasBmLnsX7CAZ5vDThxXmBdhbkHFSS8Awkyq00GJECMTux0Z+CFXn7KZpkysCE8bh8duh+PxonecVVvH0xYQJZjF2ZbE82/ztMS+ugLT88iMIZSF6y+qhHJGWOPjqDjQFefLLxpYIGvXrdfz47MZWbZiuUxOTsjwyWEqWbl8iXsAlq0Zkg9/5KOyYuVans6COnns8Sfl0cefkL1798qatetpioL2ijqcnJiQYkcXzSdUccC1AgUZXLpCVq9ZJ61sThYsWCCDS5dyA3J5YoybWHGqT7bQIdW6yFt735Le3h4q5CvXrOddEFuuuFJuvPF6ef6FF2kelstkZP2GTfIv/vTfSKmQk6WDg1KtTsrIyWEZHT0ttWpFRk6dluHjx2TFJSul1NEh1WqDqw1DQ0t5k/TOnS/IyOi4nBs7J8PDJ2RsfJyrUEgPc5FXd7/KAVMuh9updZUpmfFHVaBu8MDcBg82TCuPBvlFW3hsaC5KJt+U+nhZMOM/MnyS5/mfGjklGzZskOtvuJ7vRqMieZyzZO0dVQpYXPmKzQOpH03HG2n+QhxTJhEEtsJj3iG26o/8bIcaK3VRiOWvXAokFS7bKwcBOBEKg4AWB2uljiz3MmDT95t798hPnvuprFg5JLd++FbpWTAkmWxFspm85HHvggvHHO4DwIqeogtHNlfArglpSk4aUpSWdNmQA3P/RclwUJCRLC8dK4ie7INjirFyEEqrDuyKh/KP/FwRZhwrjBeKsS2x48bBGMqckSbTYxCBlQsFDS+0Qg7YWG/pzBEhoieSETYc5p8K9vakOSAW1x10ggAZTzcAcHCANZ28dmDneadQcRU9IWk6wnngzS2YSNsIwPs/lNr8w7sdWprScaijOVucOH7sRhoOACLPGE4atraFHPssJJmu74rTR2Av2En5m1o9CDLogqHNJ/igUeBdV/6dYacjNBrKzzPzeieBsuvsnIsO9Qk04exHJOzM7pE+piAkHbnHC6kTx2xSBmH+JCnUxXTxTJR3lOmI+Eb+qYxQ0OjBzDTO84ZpAOJXKxPcLIrNkNicWq83qKCi7qHA4Y3jAP1aL+0fNY+Yhpov8rdfCJxOeTFlBVERL93psgwOy8vj30zkuczy9nSOWZqfk/B2IHE+FpLyQkqsqrB90JTBTEoyDdMndDUEm3artYY0eLNpS3KFkrQkT9OZnp4ewck5UKaw0RZ3KixavJAXJhU6OmGrwvoZGFgkyy9ZozbczYYsWbxINm/eIt/6zvfktddek3XrL5OOUkFKeTVl4X0NuI2yXuHmXww4Ortgv56TWq3GDZjlyTKVativ40fFOtuQXDEro2fGeNzl0qFlsnzFapoETZYrUizk5dL1lzL9+PgY7ydAGdatWS3f++7/kL/48z+Xhm2IPXXqlIyMnJR1/f1ycvgETY6webyYa+oek0KJx3sePz4sw8Mj8ld/9dfyd9/8rnQUClKtTDLOgr4+OXzoMHmzoyPHU3+yOJUozd8wUTFzFd5gjJOrcBldOPJUzZlECpLJ1jjL/8aePfLaa6/LwYMHpX+gX266+Wa59oZbpFjIycjwMens7JTurm7J5aGw4gI2437nafADFEcf05KKdlShsczUlzFRzEuxG0xl386ZVLJCnOBgRHwZCnRwuEnbfE+tynCs4C4eGpKrr94mb+17U55/4afyg3/4gSwdGpSt25dIo4HVPgxMdTDLGexMnke4oizIjxjwUjQ1DKpJU6rS5LbdhsAMCOZG2J+BAQRYuEDTL9xwzSYO+nkxuCdCDxdAO8pgxYyz/yyZ1TNbmpHS3So7dFICyj1Mfxo4yVUaJIhmgLsvEIdHmZoZJHHAnyBv0rVkeTuOLLjJT0Mc/aL/gLeKLxsGoM9k6cN6oUZllVg60gDuBI7Dm8rbFsKoqnSr4u3JYxhe7wm0C3cZPKsmRzW8kS0+iHuSN1zkF7TNGdBg7CTJjPEuHGftQoBTG/iojrWeEhPnhPaKLOX428k4leZiwUmBnf/8AFDgXVf+PwA0naWIEBUqLijPzK2dXpLMZwvCG/FcGoZoBiuWPggzQYgXH+t3ICQoKDwgwJnFgbgxfHzj534eHsPUghHfgD9OcoGSVtQz5asVKIk1HgmJ02EQVigVaYuLk1iQrgD7YSq76Dc9Y5RBMw9+jktAKursg58h7XEBz/EMnUcIjAqoxU3+Omx/JyHTuYAjyoIf3CxGyNr8NTTCZzpIpvi3Kf9qqqB0AH1AL+iNUHoyVIoxuNKNxk0pFYs8MYfKJYx+Mhma20DhRWoMGognNlgXCpIv4Ax+Ik4TIRyhCSUNqzioL9QfFHnM6GNzMGb6642m4DZazNBDGUbd4t4BuGGOlC/ijHsMYMoKO/zF7awNxq9UJqS7u0sKhRJP3VEUlHcnxsdk5wtPyTe/8be8EAt4wEQIs+gHDxzgsaIDC3qpSGPz+IkTx7n3FQOefBHHSzalq6tDLt+8Xj73uV/jJVq1SlX6+/tk4cKFHDDg7onuvkWSzeLug2pUL6gvPDbbzyNS6xyQYLNkBped5fJqBmV005NlcBNtlpuZn376KZozXX/99dzo27dgIS898828fLuNOve7KI8wW/K9qjvwTVqEE1FpFBQiTaQoM7LJEG8T8IsBWVYKTT/avBiA06Tgi5scwGwQLuBDM5vBwMQuatayo86Lcskly+Wmm64X3G3w3PM/lXvvvYenOK1fv0okj0Ei7P1x2hRM11xPbnHAmi1gll4LDJW7TuUfQwBcQ4d8izwmFOsC2TzuHijw4SV0LCNm+o1guOnaDg3ASWZQ4jkAwD4J0oh/IuoCvmUe6lTbMdoV0oLePBYZMYPCb3VB+jDAKmkqRZO6tfrhRI9WDUit8sPTmbkjZQhzJrEQqpgnLsLFZwzPsNBXXC7DPcBxOhiPWPZUdc1NGFG0NtDn/YiBxJGJcJSp08S84qiRO/B8Gh8kd35n2dIRIiCzOJFqOoyT+lHCqSxOALV/t+fdHpakmXfNU+DdosB7ovyD8V0pShfU/X9eG4fpglZsEympyQvQIH4geVQsqv/0oihNSXy3C5zpYrxdv0QgWh4utz1Ll5ZWFir/dusrFCwoprCPxoMOCpc+ccbQBgPYCJh0vNbhskiWATVpx94yayOuES0W254mxAPhPR6B67eDbaOfx/P3DD0C1AEnSdtKFjy1mwrgAYIzuXEXFYe6W0dwbBNh1h+Kic32MUMo1XnO1uc5kwpFrSn1Gs5Lr0hnV6cq6bCmqldpG50r6J0LoPXYmdNSnRzjoGASJzKdPUUFrVWvyMjwCdnz+h5uAL7sssu4wbNab/B8fezTwIAAezYmxs/J2Ng5KRVzzLtWq8j4+DkpFfReXdwLULCZXii62WyGdwx0dxS4QRfHwe568Xm5/Iqt0t03IFD2jx49RqUK8SuVshw4sE/u+eGP5ZO/dKfcffdn5PIrr5YFC/rk1ZdfkL//+78nwXCx2alTIzI5WabdeLFY4j7Zs2dO2wx7Rj772c/JgoElghOHcK7+6ZPHeFLRZRs3CsjHzbrYcEq9FsopeMxO4eGmXBxTqnzsrI5ZXx4tCRZp1KReqwuUUAyCcHsvThzatHmzfOS222Rg8WKpTp6RfD4r/Ysw2MBNtKZsoj7JowaZ/GR+UDAjtkjY24RICDSUA38DlmMKBN3twPBW3k6HACQ4lLKZ7RIeHguhlmkGA0TgCbv6itIOg8zeDtl67dWyeMlCOTlyXO67/37p6euRZct+VwrFXh2sNkSqtabkmnXJcYOzXjhFnFAGZsEbEqTOIQCGAqAXLnzLY/eJKf/YHI3bgXGMKMoDOWJFh/LPG4VVtlDG4D4LpzXziMpD+FY2hWIjE6zKAIa3wRDYJrMU6RStU+A85dQ36Gs0dlLjm7yBbFA67Mky2jAOgIfIWkcID0+Ui4oUwgNIyBbvc4liCk+lZZSeTuQV55lKlI5+vu/pUFfO07pk2WbIg97psISfpw0+Hz6zhgNZfxAxnXeS2Oma+My75inw3lOAXdt7j8ZUDGLlN+2eGvv976PyN1HqIZBxSgaeNoEdCTukwU8FrwoyftPfOxWLpFGTv5BFQahbn2V+SaQLcM0s2+YOxDohr08MCDDjjDc6UgrJVD4e1zsnXVpPxSUJYzo4rWI/ENJo5oSF8A5+KEbqm/Hcz8O9uCnY8PbZfUbxzlSJTv3c/Pki2HZ+IC6stnYieNl1ppWp7Q/tHKgI1KtjUhk/K/VqRRrgLQRhBaABm/yyTE5WOWtLZYEzoE3Gxfn9uJSLykSzLpVKRd5443V56slHZeTEETl54hg3qb6w8zkZXLhAliwdlK6ukiwZXMJZ/QMHDwpMYybLE3Li2FEBvArMjhr1cJwjNiCXKxU5M3pKKpVJ8jMGDVhJaDYbUshnZfny5XJyeFh+8IN/kONHj8j4mVPy+u7X5If3/oOsWLZYBhYO0KQC+GHlaNny5XLTh26RRYuXyPi5M9wcfOToMRkvN6V/0ZAsHFxGmDBPOnbsiAwfOySLFy2SbVu3yvDwsDz/3PPS090pff2L5czpU/LVv/or+a//7Wty/PgxvTMBR1cWO2xmu8Zja6E48ihPVH1Wj7bNF/JSKOhRnLD9b1QrUqtM0q68Vi2Tdg899BCPul15yUpZecklsmCgnxupMcjAgAGDJ8AJR3SSJ3Fqj/Oevb3qVVtThQ2rQXwifgvsk0oPvAnbAUXvkCbyCyqN83ryhuLMM/qpBKP94sFKEwZOAAbbf9jk44KzvCzoXyBLlw7KlVdeyYv+cPb/rl0vycipYWk0oLAXuO+kXmtKuVwhEl3dC3hiECYL6o1ayE/zxQVhmP/XNQCsA+COC36D/xEKxR8DtVBmfJMIfFP2+h6AUGzgroMKVejwbQ+TapvDDdQ4zAD7aWC6xDf21hQKvJ0abRb7leIHR7N6Gw/ZweFkbfP0Dy2L/tX6g1vT0KVii2BiQFpO/vXoDtInISiUMJjUkUCQMyGeOjw/xUH/hkzbkI/zTwGZ5VNLoWlZVXQS81BdzCb4KzBrBlHnBn/UFcgM2apvOBxrTXnhfyMuuPDE50nhfRze8795CrxbFHhPZv5ROAiat8vsno6yyxr7xSZYSs6oIn3RMjFxN21jNzHFsEQ5dPFlKVOYJEJDRV/oriyei67Up0dOQZv6OaX3iEQ+8kbnEeSuJocXT6aAUoJZXkzS6aZG1D1+6Hxhs40H5YKyijA1g0AC8Ije0skE3AisHVXSiSZl14wd1+itAfbXcG2jPZGNOmHgF8+o6WcAE2cZ3OhCUQotG4qILKyoIak7mCz5E0U0XDirp7HbSEugSIhHzyhv1HGXwhkpT05yAy/wKBUKtFkHBJy+kgyy2Pi48lItT9IfiktXd7cUOzqlUm3Iiy+9Kn/2Z/9ONm9czzYKpfr06Bn54v/2RVmxYiXPdr/i8s3y7W9/W/7Dn/8neeqpp7jh9tjRYzz7H/cydJRKUioVZcUly6Wzs0O+8+3vyssvvSaf+9zdcttHbpdMASe0NKRRqQgu7/r0r35aTp8ele9853ty5PBhmijBjn/s3Dkp5rFhuF9Knd0yuHiRrFi+RB579FFeRnbu7JiMnRtlvsuGhqRSq8u5s2dkwcAiuWLrVg5CvvH1r8uhgwflC7/zO/KZz/6GvPHmm/Jn/+9/kB3P7pBSqVNefeVleeXVV3ni0caNG20GPi8ZzMRD4W9AiY35O6PmVZhhhj+roy71alWqtSr3PeAma+yFeOyxx+SRhx+RlatWysc+9jHB0Z4wSVoE5bHYTYWWKzFoIG7q47yJN3nE8zbeZXtTPlPEZvjrcBhsgALC06VR3psWchseqlRlMGiE4TuZ3Bkex34Ctg4GnE9xw/TY2Fna/+8/sF92vvCCPPnU0zQvu+66JVLM5aXaqMm5c2MyMV6WS1YupVlWJlPnqhIv7qJ9O0xtdODBG5ClKhkOMqpSb7W4kZwrMtiIjckVmuaAfl4Ab8sqW7kiKbjNGuFmyjRFmGFc0+TggqpyDgMumNfluJk9y6NKkRwrAtZ+Ideg/Ld00zjkWg78RBnn+SBP1LE901VJhDbi6mw/Fldw7wBqSgf6Wjz9VjCoDwQjjfORAWMF60luii/QssEj6tLrU7k7wcrQDR5xdvAk3DaENWobH4bUMzg0kzgr4t8WO86DmVpo7IZXAou0wmc6ShvcC/gAvRDdBPxMYKGr6OSW0hh9W/xDuD8Kyia24kjz7nkKvAMUeM+U/9nK4sr9THGC8kj9zDufmWJfuL/LqjYRcxEEh8p4FUjASsupMxQmQ1RgRQJBlVwT3knSINgIJ5ZpLoXwNjmeyHIPnCtNYgpEOMyWPCmI5g8bbyoCOgjALCXMPRAIoc7Zf56W0mTnCXOL0BGRRl5CE7TQLJiHzeIRxRhPQ8780yHIlX1CKIN11iEicCNjWbwUzZw5IrQCKHMAf9St82k6XL9DhjpgoGJjuECFYG9ueTtNQ96YqTc8edqInfnebAouTtq69SpZtHBAcMIN7JLXrl0jn/jEXbJhw3qas2C2GfgtWzYkH/nIR2Tzpk0ceMFcqKenS1ZeMiSrVq6gmQ3yWbVypXzo5g/Jr3zq09LT08cbeW/76C/I7x87Kg89/Ig8/thjMjg4KENDQ7Js2TLO7C5ZupQzopu3XC5f/OIX5cUXX6JSjFUGnolfrwkGLVDUcJzm9mtv4slC2PRbq5apRN92222ycdMW+epf/Q1XBTDDev1Nt8q//Jf/Qu794Q/luZ/+hJtkoVDjyFjk+dru3TRzQtw1azfIpz71y3J6dJR10Wi0ZNv26+SP/+Sfy3e/8x0OfA4PH+CpP7feeot88fe+KJdu2IINEHq+P9phoyaNWo28rINSHGdrhuk8g15v7cX+AGxeL+G0qlxRjh49JK+++ors27ePSt8Vl18uH739o9wngQECzN1y2FaBPHhZF9Q6b2Oq7lA+OJuwLUPhAP97g0/xJhjLeST9ZtSI9/07MKfyHrz17H/POEQgyzlYKPdctGxgcK5xgJ22XeAI5R/7SDBwykqrWeVm5tWrV5EOZ86ek0OHD8tTTz8jvX2LZPOmq6Rarcube/fJq6/slrs+/lFZtmw5TbDquOcjW5ScZEW3BmOGHxd51aQhFWlJmU+tkZEazK0aWCloSAYIwp4/NPhUmUzOYh+DjmFQEH+SciM5DiXAfiT8YJ6FtpLN5/RoY1PCOeDhSVsNHlxQKZep/OPI3Tzi4nRRLvewMjUDEDSgpQ7WAfFwPkhw0T08wJLcwlhkG9YB0ptSCulq5fMBQMgmzT6m+LvcdQowPuECRU+teRjyDin5TFBVUsbfM7kBkuA9D+Nj0iZpE4xEWs8EaKp/IK+Nhaw4UyNeoA/hOOO3UyFA8r7NlX/UvdM4RGJRva7QBSoNZu874tTz7nkKvD0KvKfKPxicHVyEe/o7CgpOxPHGgaZysRo0MnDxw3fS03FTF8Lfbl4mxpmDgtUGrzkiNy8JhB1iqx/flH+RX4RXgrHqgx4EPFVAucPIB4E1p0KQAoHmscNxC4qGg3bAaaHIGTHgkdVTUXRqkMm9g6L9LbYRZmGrCyGIC4CMBib/2a1Z2kQTsUDgEMqluPOvE8Shx33IAAAgAElEQVRw9Jl5jxsUruChaZPz3ew7JgDcwVsHbxqsSjuyDPyZyj+ACenNJ+DuxYjqyenJNCgvNijCrEIVQQRjph0rJzje8s4776QCtGjhQp7Bv3371bJqzSrp6+21VRU1CdqwaZN84Xd/l2lhnjA+do63+65Zs07+zz/6Q9rvYxMrlGqsJPT2dkmzUZVcMS9DSwflC1/4Hbn9jrukUq5wI20nNvXaca0YCGDFZ+myFfKZX/t1+chHPyo48QcXh8F2Xypl0qiju1vGxsqyc+cOGT5xTP7RP/otKlZQ3np7euQf7vmhlCs1XoiFk3VgdnTXxz8umy6/gvcCdHb0Sn//AunpLnGz7ZVXXCGlUkEa1UlZPLhY/vc/+GPm16qXue9hcuysbL96m6xZs0bqjZaMj43K2dOnpLevj5ed4fIxaRW5F6HZqEsT+1OaMGdR7YEnuYS2ikpTfkUHX6vXpKdvQBqVBjf4PvjgQ6zcW269RW758IdlydAaDnbOjh7X2UCsKNisMdsUFUckMZ6iHFD+cJVOVT7wujGMv5nMJkKc54IcUX5lisBnaQbUfMB9ycAz4W0WP5pnQRa8ZMzkFPDjrKafsoN8aHJT4R4ApEc9dXYvkKuuulaOHj0hjz72uDwH86ueBdK/YLE8v/NF2fHM83qB25b1smjxAunA2f846DOXlUIGyr9PJsDsR02LcP5PA08LdwSgvnQ1EZcoUb6wKc1QXouTlmVODZIVK5SNhlRrGLBiH0eGpl6lDphrFcjnaJNccQC/1Ks0TcNggdVDiy70dfGsLwlk2YCYEX7ANxJrMS4Xzd02c+2DNuUylV2BUeaQpeOeSuPegAB3KngOgGeIEtMObn9miP4Oes9UJMiDWPkHTdk+3kFcZgOtfanG0PqdLfZ82AeBAu+p8n/xCHxRJcvFQyuGZIJQZXwsFeNIJiThNUuUVIqZP2PJlJaPcVibZJ4t49nCDA3m0wacARQ46An9ODzvfFLYI1440nIKEeJCAJZN56RgzP6JMiTpMJGk2Lb7z9hRBRIkipHnFwvYpC+fSguPH+ehAxvg4ghFA2MDRkUiJAIimNVUm28oIf7DKTI4fadRKwsU2IGFi2XhkmVU3IkNZ/qy0tu3ULp7+hmvMjkho6Ojcur0KM/3xwVUsJnGLHdHV480Gy2p18q8cA10xwbVoRWrZcXqdSJNKEU12jdnC0XJ5YqKW0Z4as+iJctlYOESadQmwxI4ioF4+UKXnBs7Jffe8wPZufN5+cIXviC33nIrZ0hf3LVLvv8//16WLO7nzL7uTchLV+9C2bRlQJq1suTzJZFsQe29Gw3p6umXWmVcWs26lDq6Zc26DVRCa9UxGR0ZkWymJV3d/dI3sETNzqrn7HhZvW2WJiW8TRqz/npKFeoV9aKDXqMyB2DYCKy/bKEkXd1NKU+Oy9GjRznrf/DgAbn66qvlxptuorkPVgRymZz0LuijyYg3cu+MyT9U+py3ArN5VDX3QJbGrsyd7cDj4u1uQ24uL2dTJsUHHODFRAtVPB03AxoPMDyfAAsXn2EwhaNPi9JV6JVMtkQzr6u2bpPRs2Ny330PCG6LlkxBnvvpLtm/75BgVeDAgQNyxVUbpFjSEUeuoHP+AJbY+XtZbWIEzTo0bUfCkbI3vOMgb25AkpuD4QElPdmTheaXy+elM9dFPsegB4MR7qmp1cjTvOwOJ2Vls1JHeXM56S71ECYGBajbJvd4mYkR6YqTiBL6EkPSU6mPb6Ia4avyQZV1kxZWT67AWyKrPmcFBREBQvkoUFBefSh76TaQ5HqDy0FhwMiIeXFficycBa4VgXQgf84cF+WhJR2jaEIny8ypLiyEHOjymbWlA04o/pQbNPfSE7+46jMN+EB3kJ2yeZpIP4MX5UqU3vGKvOadH0AKvOfKP5g9zZwXXA8Xu0VfMALvwwSxnG9DbyZiwX8uv7nES8eBqAZCdiweBwCqtGI2BI+aM0T2joieBkMPeFrhpoTPBf9UHPS9QQFIhaU/Q37tClDg39CPqyNEN6Hu4EgLTgIqVbQ4Wib4UMn0WUsDQkspTPSHzhkAVFHRYwfRSYN+0Dew0dCplOGm2lxTFRPv6D0t4OLCIpis4JbdQj4nuUxTxicmZNHiQYGpTK1asUu8OqQ8doabgrt7cEpLU8pj47xoC8d54jZgqGht9tXAp5XlwKFcnpSOUocUOrt4QgvwlUxeurq6ZMvmzbJ375vyn//Tf5FvfvNb3EB57MSI9HaX5F//6b+SrdfcKB0dnTxNp9VqCGzIcXoPjhvFBWMIy+XyaqID5QumOVgZadU56IHpDi4rA944fhIrGJPjY4ILxzCz39PdzbsJOJttN/IqeTOSbdmKFfgUBAYfcp9KU5oNmJ1keIcALpna98bL8swzO3gZGs7uX7dunVy2aRPzrE6e1puKi7jBGhWLDaBWT17fqP0ZtCCyQlA0nJvs7Wn8TfipOHP+dM4NDB2lBJ+hjrM6LkAUW4lV/jO+RAqQqaGXYIHmmQwu+oMJ0KQMDi6Wa669RnY8+xMOlk6PnpNioUs6u7ul1Nklb+3bz9vAO7uhwGHqPCfNDKz8gVuy1Viph4NHccQnTkzC5mGXLVgh1jahDSMqBpw4k591ysbIAaOvDOqsreaFAXC+UJR8Ni+tQl6qlTJXPbARmW0Ng4FsUbLZosDUB/tUcLpWqaOXedTLY7zTAFmCHjjalLeXo66i+orrV/lDaW1SQpssmRL+rAQrUKK8h/YNvqLZk+VBGy2rV2Nh5T186E9La3VOoaj5oG0jv2k3lhNkAsNhTXnPEkXL4kgojswPZeRDAaryjoMQFdgJDaYCDzCBdwCtAzD9Rt17yBRsZ/QAryftU2W1HtoBmaPwaNoIU7IMbqjGyVNKx4BTBN3DIq955zwF3hUKvOfKP0qJBuANKnbPlQIQFxfejGeHDng6M6Lxfhb4Ks5UnM+ea1SQOEOVdaGMlPsRoDhq5D2NczpKTecXJ3XsYz/TXezl+UNppam6R42TMhIEcSIIISxd+Q+dFgrHDlGhJn1jDGy6DNzvHXp79jYzh1wUN+0sNTgaFNBbfVFm0sY6AXArOwLvmOIKRaftafE2RbSJQVLLOzLrFKHc8pQknWnMYWaRnVNDmnU9O53UwIxmsy4ZXFhFpRi0BW6IAxt8PYXk0ksvlX/2B/+HrFq9lgo1TtYpYCbfFGko1FhhgGKkx1Lq5ktg5fWIkipsf2N0gQ3HajLRwkQ9lH5c+mC/BQsG5M5PfEpWrrlUfnjP93nhFpT5yy7bKHfeeYdcc/2HpLOr2+AiEVQ03QgOcwyscDRwu2urYDfMIg5WRWAWoie+IE9swuUKCS/oqkum1WA5FHe349dTWlTH0nJRSeIxnpBTTWk1zR/1iPELZ3WrMnbmlOzYsYNHhnZ1dco111zDOwgwsGhlCrjQ2BR+mG1xJCcZDJdgB846wG3BqHTlG7YJo5G+yBg6ONSWpAIDilr4aRx+clNoCEiEZBw9dkdR4XQ01FsjKqvCraMW3XRqMTDNauUiGzAJ6IU7E2qSzcPUq8T9AEePHeNtxxhw4qQjzIouWz4kHR3dUqnU5eDhw3Li5EnpXrBI8qWSngDUxGn+qFUo/6AR+B+DvALvlsAdFjle8gXbaiiswNEVSCCjZVDcTA7ZQAFlxQw9FDeftcVRopiUyOUzNP9C+4ECjN+ePa9zdWf//v08yalQyHHfy9q1a2XL5o3S27+Im8LR7lA23+eJdg8TOzQ9b/aUBaRoVPeObYhEqRHKQ0nA4li5vJzKuFoh2ZYOAEA1oO1sFZzmgRcIwCdEI35oG/gBR12RVb7VDBDQjnPwn+KIOzGvC60PTgJQFmnezMvKo6/2Ogxld9pMySvx0Bz0GysvOP3MD5HAPgwvX5JiZhfIhP0h4A/QUutNBxTqkaPCz9LZKlAoy8xg39GQ9sGK44yqTkyn31EE5oG/bynwvlD+09RBg/HBQDrsf8lvk7EufM9bBpOTQUlEgnZ5OSMIVb48wYzRLACIxeLxfPEvILxdcwgJXRhiVsQVRry1A9BCMk7ooELSyMHeKvmeoQjw1pk8rwAkSUWOaJ0ATLmi5O7U4rmy72/tRD2O1zcVf3bKmr/ToE0xCfTivD8tEGLBrWeRG/7s9JRWLA865lyeapCf6sO0iE4TBOuwrUNl6XjZkW6+BSTMvuMW3w0bLqOyUq+WechNvq9fckXM2EJZykqho1vyxQ4qzSgHZvHzpU6igTrFZmJmauVpNvUUHBQfR1oiDHcP5EsQPVlpNmH3XpfFixfJ9dffJKsuWSbjY2PcOIuZ+r6+PinmhTP9MLXwM9xzRZiP9KlNfgP3GcDWuhHkBugASsIMA0oLFEjFCwOhCnWhUmenFDu7lEbQcZrasbNzN5MB1pXN6Gl9QP3UPSlUhqRA05bRkePy2quvytNPP02l8Bd/8Rc5cFm6dIizwaWuThs4VaU8fobuYglHiYIOPJeVeGC2VnOALzjJBnzGtuSOwGA68AhaJDFL/bF0Kd+3+WnAOGhV3JLRvitoIKS5cRwq7pVo1KRWKUt1fEzGJyoyfHJY7nvgfvnxgw/xaMy169ZLtdqUw0eOSKuZk/7+RXJi+LDs239ALlndx1upz46d5ew+eKZh8//Mh7sA8nq7L07gwaZKvClToKGB91HcqYRA3XobRN3yojlsxsZABbc154p2bGlLypVJmRwtS7VakaeeelKeePxxOX3qlCxavFhWrbyEx96+/NLL8ugjD8vg4sXyqU//Ko81XTjQJ6UiBn5FzatR5wV5xAh05KOK2JS6BcqUT/xjymaCswZ6ueBvtGciYxJPH9U4UjA0yBz9hp+lYmxVsm2gy7btir9B8ARxoigfdfpaCrC1AiHA0fZBLOsiUU5RL+Gf0UkTWfkNwwjQlJyn8+AJTLaHR9s2BngX+ON4xwttR8pCJvC0qQZXRgEbMpU8lgIPXsNACzz6bv+Qt+MUu99tPObze+8p8L5R/sGQbBRGk/R3TCpn3tjvYrkp1vhnqli5YCHRhpQLizbPWAqmA0KfnghNFYcBMyAUI4Us4u82iHGg4zJjZEvp8fzdBjD5QPB5ooTIoe/Sjo8Kowl6IK9lDbHbAZvQDISJo83qTpUz9Tk16fQRnD+1z3SF396Q50YEDw80obKuk2SoH/JvUDxcOVHlE3nwiEIF0l6hoDGW7zmj6URXwitMW55HNBRq2jqxmTpuxsQMls6gw2QHx15m8h004xk/O8rkmOmCnTqB8YjzPAygPQddAeC57p5he6aYbYPyV8SZ+VlsjqxTgQc8KP618jiVoY6OLj0adMUKKstYLgc/wFQIR2HidJxGNiuFUodgXwFMQQpFXbtoNmuUHaAdVpN0IKmrJsCGyiBm1/HDDDuGhLDFxdn6KBsNxevSqiscjah/nR91xh91DfoTKO3UsagyPnZWfvLss/Lkk0/wuNJNmzbJ1m3bZN36y9jBVycnbZVF90Jg5rfFjh+1RAwJk1w3HeuRf9rp6jwG1coHCcBYYUwHxAO9dGDEdpgxvwT2Y3TA87hwxwqY+RNHC1MCMR5mzmH2hXaODcCHDx6Qn+zUTb0nhodlYNFCOQfFnitBWQ6KMIM/NjHOS9FuuHkLaaj7PbC5Gk+cj17y1WhBqcala7jlF4MBmFvE0+tGHSqxwF8HhVTAqDTr/g3UMwZ/WCEqdZS46lWpVGn2s3/3bvnSl/6Sq1g3f+hDsmL5clk2tIwmTNVag5vljxzaJz964H75L//5L+TXf/3X5VO//EnpKPXzHgNd+qmI1LAHwId4CQto5SUKMElKtMHTIGdE+9jdRg+njdU3PsEjXn1OBsorBhrT2CpjqHinkckLKuCu/MMPaQFU24TLPoCf7mc5pYIUBvcW0USmIE2eEqWrvygi2qnOzscDm+mhpYBP/WSRsBJpQRcIBtHZX+XA00pfDCZq1Sp5FBcYnjp1Up599lk5efKkXHHFFbJt2zaaME5BhvU3xfeierAvCfWZgIY/+4vEa971AaTA+0b5B+3BkOxcrSKmfjPWe1NNFygo0kiq7I0lsAlnRgTwOANKvQQEPqMYKjfcB2+DGzmTxJ4nAvHDt7vNa4qfp/FwTxdyigNCJ5DyTH0iT89Xy4f69efCFXoHD5hpfCO/yMkUjkKEjUOa05tZueKvK+XIHp2fyll+tGMEYQsVzepR87E69k7AbElpIkH7XIsFZRb/DG/kk3GbdOSCzhI4QZmAIs+4sIG2QQLLaaZUXK42WhkMbWOwzMGZ7RnJZ1pUdHBkJY5MVOB4O+GcoP6OaQ8/dNKmIJMmGY5X8kWYexQ4sEFneejgXnn0sUfk0IEDnAnGrP3Q8uXy0dtuk+3XXCuFjl4qSKWMSLlc5lGLvBgMij9x0XxVXsANJQGPLuWjXPixTpo6wKHJE0yYQCsEO1FdM4KiAbOMyBaYSprXr9ay0iKb070M1bNy6OABefTRR+WJJx7nBt+Pf/zjVP4LpW4OcJBNozohuXydm6Nx/wFNqYicml4BJ++sHS0gmbiVH5K/zm9WRSyDMRjIz+IrDULVJYmT6oz9pnEntQvOMjYAcAOdOODhCppFxCJLE7ynAzAMLletWSuZQoF7TMrVqpwaHaXN/9KlK2TZslXSqGcEt0fjONS9+/bJZKUijSZmSfPU2fxW30SDg6lFTmqthoxPlDmQBA/kBAM7q3egxgf4IT7C1IyFhIrkEJW7LE7NwgVe2KeQlValLBMTY/L97/89B6O//MuflA9/+MNSwEV12RwHCYViSVavWStbt10pOEXra1/+ktx7zz08Zve6a6+Vjp4uPagUd0PgJDOYd9kPLtS92taDVjohQBKDRwITRDKDfqFgXsDoDeDWDrV5eHaUERgNsI2wLpkTYvOH/DmAJk/BlNMARHHZsGyiQi9Tm1n9p4xnmQx/zcVyw5GxuGU5J7lCSXL5BlcPufpG/tc2qTRQPNt5zsDM4YW6hQkWaA1uJr3nkC6OwrJYfYAqWGHE7eY07erK8ibvb33rW/Lcc8/J3XffLbg3BPeoxD+XTbHfTG6XCQiP854pvvsj3fxvngKzUeB9pfwDUTB4zLgX0lBmK+iFhEHEhImNC0k4TVw0QTbDObdF7VhVzKlyTLDw8CfKR+MlHu3Z4CsdI4mrLo/TnpJh9Ir9zU3BEvunYZ7/m/0IcDNBqilmwTXkOcd8AcqjpsCmPs9DIwPkRQei7jYBGyv+QeaiYzQyoKMJl/IknkmFmuKPDi82XQHvUxkhjXR5OdMw7LFpkERU5cqVVHSknrNnxTBeGIspL1PigBuUHhQHs52wheWqQpkaM0Bjxg3HazbrFd1Ay9lqV/CgEWPAgVyo3VldIhwP/AE9o6fqcFa9JsPHjwpuvH3k0UfYzoeWDgnspIdPDMvhgwflb//ub+XhRx6V62+4Se644w5pFTqlMjlJNtEZQJ29xz4FdLyw4eU57VTgdPO4xwM9XZYQKxYKPOf4Ac1o8OQ0weV0sO1FmP10RSGWTTmpVsvyyq4X5fHHH+MlY7il+JprtssNN9wgvf2DSgKe4Q+zJJg3NUlTzCqzFm3TsOfhuJ5f5kWKv9W21STpreyCcsaKo+Vi7ON5zv62QaNHAtmsTt1Lv90fEbTOWf1OW5uth4I0sHChdHR1SldPt6y59FJ54qknZecLL8rZc2elu/ecFItdVPSxwfbgwUNy+Mhh3iCN2fwGqwNrCRgI4AOP2ve3WjUZGx8XzNKDFlDs6lh1olIN1gQtvEUo9uB37PtoZfQ0HjYnDiBd7qIsGCi25LHHHpE3974hn//8b7CM3/ved+WuO++SpUPLZWJyXHpyqNO6PPXkE3Li+HH5zGc+I9/8xjfkG1//hgwuHpSNl/fz+FlcbAfcsDkcPwy6VdFVnPQ+AO0D0LbQvNh+kavxuJNYmQgBSVsL9EcF2GCfm9hNxiAX0Ae8Briu2DMfO56SmJAYyNwYxqqVTA24ZiKnkxXezlzyaFn8L+o9wdkAkUlBAL3nAgPzXBZKsm7UdznKgQgHI4aHIuegz/umTLW7KDh5wFOaVBl3OREDQb48spWbuLGBHIPFOEbihjfCebcH47R4gd+bb74pu3fvluPHj3PDr8shynPK0ATGbC7KIJNhcANfPOeTDy5H0u/p0iHOdP6z4TUf9vNBgfed8g+yghmdcedOZheAc08xW0y0ZZd7xGm2yOcLc0l2vngWTjkS6cUuJxHMMIeDDyLqHud7p2mU/j5feoQjjf/c3YaVB6beiKvxQ2yWUTtaVV5SSaJPpraJrMj7PE52c+eN0x7BsEOGEW0Vc40Zu6clB2eKE6gEZf0o3PwGcFZskl/oSKGUoKNHrxOIBSXAFFIF4OTUjCJc4zSOH5anYxpT4FOZcAVPzzKHeY23PQw8kE6qFZ6qk8UMFntCR4rHuWiJoIDAwDsQTeNonjg2sy7YHPmVr3xFdr/2mnzsY78gV165VYaWr5L+/j4ZHzsjx48e5aVYb+7dK3/z11+VkZPH5dd+/XM8KQczq1koz1i1r1Vpnw07/1hxor4SNuaCSNB/ksEQykMzHyr/QBuVooqME5NYQ/6AcJy5VnMQKCaZfA63PemAo16Rs6eH5ZFHHpYHHniAG3t/8Rc/Idu3b5fe/iU0PWm1KtyA7DiC5uy8oQBA+TJlK+6AWe9xgzc2ml6EaBkRBeFTk3k9OR8l8Q3sDC+kmy4u/COYTO3fqHt/LD1BYJ0GN3uDz3QgCGVw+fIV0rtggfT09cqyFStkz5635OjRY7zwa+HAEunu7pYTJw/J7tdfl1Kph0qWKvyY+89KMx5gEoW6VOoV4Qk8qrKznjKtuhRRx4iThRkQLgizQR1m9Tl2BvF0tl0VLJyQBYW2LmPj52jDfd9998qNN97A+h05dUp+8P3/KePj4/Jbv/273JcC3nrowQfk63/3d+TtDRs3ym/99m/Lv/nTfy3P/fQ5WbhoUErFvN583VGSbL6g60i1ljRqusKG+vO7AEhBU9AxgMGP/IOqdAUS3mh37KiMAcgEaCSq/GOAwwkBOwxA4Rjrc6UQTI7qNpowJ2sXzNfaBxByBjO+BY34cBMtkJle+ecEBlZiUAmsK2aif2wDrd6WAf7RMYvS3+SgnTYUpZqTExhhcqBarerMPM3BMoLFKODqxYmBQf5hEzrkHvYowfQLCv5MP+wpwg3m+CEt8gLuvDW9q4v54ub1sbExKVcqHAwMDAwITgKbyw+yQTcps7I5iKXsjhK7vI68ggxP+6XTxuHz7g8WBd6Xyj+qAEw6HVP/r1Q9aK7T9qFzKITLSBVQpiDjgwqbytEAxiMzw+B7HocKk+kjQfhbCN7oBKwDiuP//+y9+bNlWXXfue7wpsx8OWeN1ERBMRRVDAoEYhACNBjhaBtJIcmhkKOjbf3S7h/6B//c4T/Bv3W4bbXDbSGQ7Ggkhd2ybEsCgYXAYAE1zwM1V1ZWZuX0hjt0fL5rrX32Offe917WAFlU3szzzh7WtNee1t5nDwlShzliCjQ//fPx2lQuzVfxU2d4adgLoSXo6y+tdAtZHomuxfRaEryk5SQxGxOf3wGhWx2EMeD4MduW4qlf9fIhmhlO4oTHTF8TSP3yz/uyfuRmLbp3uhxAk5uww6gos/5p4HtHLRtMAqXhlx2l54lmzpaGOrf9P/zH/2CPPfao/eqv/op9+uc+besHD9uBQ8dsNOKI0Z6tra7Ze+/4gD3/3NP2x1/5iv3JH/+xra+v22d//hdsaWnVJtsXS9KQn1nSsb6EcAnUUGexs/FZSxYYKEzH1mO6mNkt5NfgxGcWXfmZNteLJOaEFK0qd+OJexJQG+f4k0G96aZtXjhjTz75hD304IP22GOPqYPnXgSWghw+esL6A+rLli5YQ+ft2TqvS4TXD9mUHXNtlEgyzc5lFcw8zPfC0ttEaGa48V6ay/ORvw0Z+ZqyK4IRphxKN2la0uVraVpy/0KvN7B9q2u2snzA1j9w1G5757vtO9/7nn3rW39rL58+Z2deOa3lPhjyTzz5pF1//c22vLpi414O5Eg7D1S3bcSmcZtqz4iXW4YhPRltWv6DTBpIs+mWpXHx0w3NmJ2+b4C2td9fsqXlofJsPMGQG9kzzzxtL7zAQPRXtRn5yJHD9mu/9qv2la/8kf3hH/6+/cZv/KY9/ugj9od/+Ad28y03a4DA/Rm33/4+O3rsmC58+9jHPmZLut8hlhtRt7VUjQEt5xdF/kcb7yrNiRGXV+Uj40shSYM6dR5vvTxOA/Ac5ETTTnui9iDutMBAx2DV0ZRiFzqWge9u6pVkiKjQYmXQ19MLJVaG9GRzU3XQB+DoeWj9ARejbWuD9XCJneGban9Goy3dpowh7c+m6vdyrLVXG8XXhxiwOVd05aUCgZCTOs+pZMvLfhEbXwpfPHXKnnrqabt48YLumzh86LAdWF+XMb68tKSlg8zkoxuVJc4V0zJMr8dNqtwFH33ZiIiVlVV9CSCMmf/f+73fs+9973tyc6P6Rz7yUfvEJz6hez+SlvIh8z8D4+30fY+BdN+J382btBfBvRqai2hdCX9zaeCyNf5RYxbMXQvwG6Tz0km8RvreVtLYQkh/dqFYNeBzIfcmWVCZQwEZaho7yVTFkYDwVqFz6O8QlIi866d4uriVnJWzC+X+Rr7i72h8VxKSowOVMktnbphTJul0yqQbnal6nwTu0EiBM80lvT7riJHU6y2bDWIZSnbygSdqKkCkEaMH4z+X3Xh2en0Bsss7O/qUTZUr6pfDY/D64MJhCq2YNe2xTjrPzg89eOeLMQ1O8m3z9nPXl2X033ffffbbv/3bdvz4CfuTP/kT+zuf+5wM9ldeOa2Te0Zb2/bkE4/bfffdY5/+9KfVAf/Fn/+FfeQjH7OllQMyIuhUfdAyFNs++xIwsDH62Yis8zvdHPgAACAASURBVDSVM1rSYX10FfIV+RmooHfCc8O1y53S692fWG/AJVW8md0jv0f6tP/tb3/Lvvvd/yEZP/7xj9tP//RP29ETb6PRsq2LZ6RbzXjGWd9kIzr1LGyWSWS4bLkcu2kG2DMeOTxHRDrakCgUO70yITvBzMS1uCnWb/tNQOKDcAqVum1GBgHsA9rekM2mQ+uxvGXK4JLTjKY2HK7aUm9oyyvLtjXdtPfdcYcdO3GdffOb37G/+eZ/twsbF+zgoUN26vTLtrx6wJaWj9u4xwy5H/Lphj/+izaZejd26OC67du/pi9mlAAdU2srsX49ZO+t+HhVUoJHWcgBITJzahZ+Lmw7p+NhH3/8Mdu/vt8OHjqoQ0aXloY6xnX/gf327//dv7d/+S/+Ty374mjXD3/4w3Y1t1sz8Oz1dc/DSydPsthHx9UOV1Y9D/m6pyNA+zIeNbjXKUUsY3JZpWmWIeWsvCZ+YtNtFhjSIcBIX9ZD4gXKHiHKEINZmfxaClW+OrEsjcFu34/CZaabH3nVB4WTtEb+ZUID+fjqgIz808A2y4QwZ/9wozc0yiA46gQXEWLIb3NzMjP0mxuq4xsXL8jo39jckJF+4cIFXz4TAxWd7KU9S9WkGDJUesCA52hfZuZ5+L3yyll74IEH7S+/+pf2wvMv2HXXX2e33HyzXXf99Xb11Vfb8ePH7eDBdQ0iMxXIxZHHfAlgsoEBUhr79AGNbeK62L9/n75akV7W/TMAeOWVM3bq1MvaL/LEE0/qSFiWCPqhBsmJZiwmfSIIHaOz3X5ktdsWDtnItBvmlfi3sgYua+M/M8YbQ68cGdZ6q9K3Ql4XT+nfsn29BKrCTVsUTwRkJfUTOnYgqLbMG3S18wHaTSr+ImcVKSd/8slOeoYl2BUi8SGr3umu8Aq/KmxnZweDRnPmXyUF4B2RSjJ2ZtTEBku9KvaVM2AJ6TDTzO+iHAI2BgAVpqgEcQYEzdGcsGmkB2SWI/H01DT0Qg6chI4BQRj/dNy6XEjGVA4W3LikQ9YUWCk0VSHEmQUQDoJxeJzq0CNMPNS5xQCjxwxlnJBSaDfqdhWGHlvxPTtz+qzdf/8Dxufu97///fbcc8/rNIx//a//b/tH/8s/0jnv25ubds89d9tXv/o1e//777SbbrrJPvzhnzY2z33nO9+2z372F8QM43E02tQRkcibXysw1zh0SBLQYZLOWG+faWajtNKMfJUehKSBQWUEeiVQbmltNK7J1LY3LtiLL76oS7yefvopGYGf/exnZeT1e373rGY3pV906rOlKQO0uCcgNFUuBiLPPCx1GAUFOQiKspWie95FYGSDh3XzZLa0OUQbV2Hi48yST2g0OVSoUa6U17hDyBxQUZ412044q236ZmNqPcs6OFZzpM2yU07k6ZsGf1yK1e+v2LHjV9vd93zPHn3iQXvu+edtNOnbK+dXbDzl1CSWy/CLjdK2EXVlYPsPrNmx44dtNNm2remWb4yfjKw/YZadOjuyaW/TJrYZA7+hTVXnfG03eUX+bI82tZkX93CwZC+ePGkrK0u2trbiy9/6fpvzhz/8M/b4Y4/b7/6rf2U3vO0G++jPfNRuvOEGW9t30PoDDNtNO3zokD35xBM2mkxsZd9+nfqjzd+amcZAX7bBsg9E+SKCDKq/UpoqrGRXkhWGPqOOl1KkiNBDxCc+2uJrVn8iPdBu0DaNS/l3HttbW7oEj0v49NPMun99x0DnpyoCF+oXhikZ15bOcTt/hwyec8kb5YXZ8iEz/0v6QrNC2GSiuxwYCPConqj98b1HGMEy4mMywlnkGftezzS4qDb9d8SQDJtbm9pg/tijj9n5C+eNgQV3TnA86zXXXmtXXXWVHTl8WBf+rXBpYbXkR2UXvcUyJ2Qk/T6o8bZVyyvjawCDD5YB3n77e+25Z5+zL37xi/oKcM899xgTBuiVPR++F2G+KTZTp7uJkj++epQ8De10/F3UvdHuYr06f7Z/if2j5J08r7zbGphf4towl42vKTBzOq7LRsqOIBK1K693gh3IuV71rTQx2d4D5f2pwxMe5HmVqOKYS3ZxYDYYReTo5GWwY4MQUSIX0+nGJErS8T5HxqgahuALfTe7vRMryZAiPKxL2v3JoBO7ILgDNeNtcqhIIBiJwdrlyJMGkTBnRn7IFmoi3aXo1GemJd+A0Jlw4RYGt2/A9U7QZ4rRkx4utuKJNbfZsFI/crbZC4IblJJLbIN35mDoHLycUZeBr764OfNe9LFTwpDVzDvihmp8wNEK8PQC0h/Ys889ZXfddZd96lOfMj6L33DDDToD/z//5/9iv/u7v6sjEZ95+hn70pe+pH0AH//Zn7eDh9YFxyDgv/znP7OPfuQjtv/AAaX5/HnuAVg1joTc3trWrGIuWcCoUGVBVx39SEKpu238k6cDLjPTJWg5G0wp57I0zn0f2Up/YKPRxF54/ll76oc/1BreAwcO2Hvec7u95/YP2dLy1E6fekE3u3LjsAYXU2ZMQ9lac+17EFAcPN1oaCp2qNNxCqKrOW1rx42SVhUylUuVSaddiMwSzdwvILMOR4JmNgcFplufCgARMVDhLcO/MmRJs4xwDOyRXdg4b/3ehvWWWTO9ZhtbYx3VefPNN9u1199o177tKvv+XUftyWfusRdfesFeeIG8P8GNFFqmU+qK6gzGPflndvjIIZ3Mc+bctvW2ptbf3rTe5qpfCtfftGnvoo17Yfz33Phn2Q9lifwYjbYNA/HA+gFtcp8ss6/Ej+ZUORku29bmReNSr/vvu8e+853/bu945ztUDvlK9YUv/H2t29+/frQYsEPW9484DpLlRAO7cHFTF4etrMXMbtEpjhjMS+Gh02hXVBIIUsaoIJds8VISZSkLA3mj/Mm6wM3fvrSPuwzcyPZZ/1deeUWwGKLUKW4qZpM7M9jAwW088Vnv/AJAu6E+Ob4CRKlxUSrJ0KuFfgWvJVm+TI+0IO6Y+xVGI82yb21tahBEW8ZSHX60PfkjSTqggBIX5Q8WOuVJX1MYxPsafI5/ZQ0/fJFj/759Rr3FMMf4fvnll+2lky9pEMdyrqNHj2qpFu8TJ07Y8WPHNGnBmf3gg8N9EGqH+YLFl8hoF/lCgB55A//Rj37Ufud3fkd0fvCDH9hfff3r9t3vfld7nxh08KN9X1vjhvIcRLgWFXmJf0hj6mMnVM+DnSDe+DjkvBzkeONTevlyeFMZ/40a6wpSWs45nVoN12C/0S5JVOyslC/fFfc5QercG7sqgElHPLTv8mVYAyyjsyLfcgLOTyOF9CBA7Q4YvUoCGr1GQ1tD7dVdJ1UNFLTCmM0OKgcVNWwRb6+MXk84CRI6SjVBX51dzYhIlxpD2E2zjuUUHbI6rphVwz6SkcSZ+xj99GBKcMxAYzuFnsQh5JkOfD07M2o++yShJJA3qI1B6fQyL11GZA1SgUOSYMbaZ2aqmSx02k4/8ZyuqyJ55Ix1rY/GzU28Z06dtJMvnbTb33e7ZrnW9u+39x0+bsz0fvlL/9b++T//5+oIMPw+8clP2PHjR3We+/GrrzbCvvnNb5oM/tVVW15dNW7/5WIxP79/ZEusIy9nu7v8qK034DSXXCfuMrnsjXzp6umuAmLJC9LLiSBcnrbPhlwrNd6yF559Rp/y7777LuNM7w+8/wN280032tq+ZdvcOK/P+jr5gylS5Vt8NYFJq2OGfmgRZUfZkCzgzfkB3dj6cW57jvpjMAGak4JmTaThl+W0jm25xagJKR20xArZ5ovoSLX80CoPRh6nlQysPx3IgGIN/9CWbKm/YsOlkS2NezZcWrP9/aF96P0ftOtuOGEPP36t/flffM1W962ycEbLZ6Y20sZdN5TpwijPm3bq1Iv2yCMP2p/+py07enAi4396cdmmF1d0x0Cvv2nW37BJb8um7B9gpl8nEfkXrX7cV8HCJC3vGA7tPe95j119zQnNEp85c8bGY/YBbNl99z9qv//7X7QjR339/8kXT9offPkPZKz+2q//hm743biwpa9Eb3/7221tecVGmxft+9//gT3y0AN28cIF424N8stPlcIY8rKLzjz75ihaEdS5ZsmhFB8GeFOWnEK2sTJaY9IgBwC0w2xqJa1sxn/o4YfswvkL9ud//uf24EMPaiJha2tLxiywDGL8FmVO5mH5nRv/lBE9LkgKXwoRhjDGtoqCYLk1eai7FLSZdjK1re1tO3P6jI71feThRzS5cerUKfvbv2UfyGlbXvZ1+BjWGxubGiiiHVcHhnMsyeH41TDIiWXggvHPb2V11V584QWlh8HdoUOHtD6fjdsXLl4wlhnxVY/TuNYPHJDRfs0112hJ0LHjx+zg+kENHEgPOiP9OdmifJz4EqHcMMwyIm5NRzfomTeDg5deeqlsQtYkzvic0ssg2C9CLKqTgzQwMCKOtKn/DBBo5i/DCcOd74yv3zVeHf6jdKeMP0qeV3g1GniTGv9NApqWptNQyhth3kLUSD8ad9hcSCFboJZJEoR8i6SJel3VbzX6i8BffXjIkeLUHXi4w1x022EmHbtwLvA4GqOfyp9PoZAylIB5DhRTL4fYE9I8QhEGfig77eQWNEZk9sgOp79VxrhEYfjTwZE24ov+0okm+XTslhoDADa9bW9tSoYlzrrm9qrYEMiaiJCskjX0qJA67QmZ71YiKk+Nk8Hg5ENY8sh3wvFO+jV8xrdpT0bbxmkXfLK/4W2siXf0yWhkN9/6Trv99tvt//hn/8yuv/YG+6f/9J9q3e1Z9gAcPmarawd08y8dHps/WZpAB47RNFzhwqwlM87OR5mxfMMZpAwpe+VPp5IQ6dBRp35e9zZHcprZ2r516w/3aV32xEZ29vRJe/CBB3SBD0f5/cxHP2o/+6mfNYyCUyeft0G/JwNnyMVhzN7mILup+LLLNMhCBWEwuT6aciJ/Fm3ES3krrUvAWv6glznQyp4SWBEqYQscKredOMkS+kqhWiRrj68vz7wuaeqxvn1o7O0coCNOgGQwYH1bHiybrS3pxmPuBugP+7a6tmJ33vk+e+a55+3Zhw/aU/cfsZdPU8eoKyMzNlZPBmYTBmqn7fTpU/bAg/fY8uCMra9t2fjCyNz4X5Xxb/1N6w0YAGzZeDpmFVJ8Z4QmG4T9fP/V1RW7cOGiBtbM8v78Z35RJ/s88MD9dvt77rT77rvb/uAP/8BuvOFG++Vf/nt280036avQ1tbY/t0fftmOHjtuf+8Lv24vPvu0Pf30M/bpz3xWm0pfefll+6uv/qX98IdPGgMJDGuMv6au+eCtVTaUDflFJfXfLhdNTvlA0qH8r3IlTtRxQ9P3XTCrzyx/GuYYpByryqCCTbJPPPmEZte5ZI9ZaoxPDHbqIg+z4ClnvpGjkjDE8o354Ci+GP8DDSYwohkAQP/8+Qsy/i9euCjdPPfcc/b1r3/dHnzoYa3DJ0/Onj2rvGGwADeMb32JQC7KUsiHTFQ9Tkqij8kim4MgNvkePnxY6/P5EsAAQM+5c3o/M53a008/bYePHFGbdN111yq/+RLJ6T7s+4BH/UudjEZjpQNZGQhAH764NzY2YjA1sdXV/XKfPn1acQwW0EfmE/kDHvEMevgaQX5lnwm/dCMH7jovatlw7xTXhb3i/8nXwE+A8d/OpLC1OoF4aQaZoWhHLfLVXdkimIXhTVsT7XpSoyFyrB3lQEYayaiwYABfcGbSkAHJZ6FkVQSwiVcFZyspUkEvGs8W9Zanxl/gBj70Es7ScIm8FJMxC2i8ocGZN/N00masnBGYw3q+kEEkMAz/tHiYoYu0qaHWZD8zygPrDTB2+jba3rBnn37Gnnv+Oa0rZ/GPzifvD2xZt9n2tSFO59rHJ2ck8jIRs4X1sDBk63ZOmQqXR71FBvk7C5jyKfXhecLfUngF7YOhWlsO0ya5foCLrnxdK53f8RMnpJntzQv22GNPajnQZz/9GTt27Lh97Wtfs89//vM2GC6r09vauKDlNXSInATEm1nLC+fP2wq3sA6XZaDpgjKJh659fXIjRXT+CqjTVEHI+Pd7A1j2wY+10csr2/rSsLV1USf7/OCuu2QIXX/99XbrO27VvgR0zIbGJX2RWNUyAL9F2PXF0iN+JS9cbcq8qOGKL8XFfc1fFCzFtqtrlLw2nHyRI3XGNFB7cNX4DEpqlGzYfLCiYk10wGBCNx7STWLjaxZkZfwvaQkHN7lOej6lgJuz+5cGfc3sc8kX32tYXnZo/bCMp5Vl1tCPNFOveqbBVQz8tPSHOLNDh9bt45/4mF11pG+br2xZb2PNelv7tOzHjf8NrfvH+OceAIx+zv+R4dRndnhZgzjKAXXwtne9y6677hr7mY991P7oj/7IPviBD9q5C+fs2LGjOtLzllveaRcvvmL71tbt5z79czYc9HRnxSunT9qXvvwlleMbbrpJm5fPnT1rzCQfPXLELm64IUh5lpqkalekVKXKnbq/BOM/UfRuCgFGpDZbqzz6yTUY5MzIU68YjNz4wo2aXWbdu5bFjMe6jG1LF635nh8GBpRlGbrJoy4yLf54enbhwnkZ86oDFAmVAwYRfqpSdmwYzQyInn/+Ba3LX15ZsWuvvVZr8ZGRGX8GIucvXNTyrPySpMFItfxGS4Typm8NfJoljOfOnbeXXz4lY5vjN1k+RF5gXKMjJhYODvwrAhu8jxw5KuOfuxoOH/GyiCylPlfpJQyZaIMw4EkLgxp+rv+6beIY5WYT9LPPPqvlbxxxCw7ykAd8KeCrDAMIvgwQxq/mD+1s03MAQrzKdOuLo1BbuB7yxv5N2d5YLleoX6oGfqKM/9IZLdQCnf/eBwALyewQEf2gIGr3Dig7RDWNdwGaE9SO2wmgQC5wZOdOdONup6PtW0DIgwXagSeTcsY/eLgJUMHhLJlZ9Sw4X0vydhC2sJMJkYANM0TCWFNI/sl3gDfQid+8aQDz0dpfLgXSyTRsfhyrgf+rr/+VnX3lrGaHCGMmi8aeBp1Pvz5TGOfw0wHnrJePAlqq8Y6Ist5IJT1L/a7rulFO7QPtWQR05BXJyBm0kqS28S/85k+Besc73qENvMy0PfTQw3btddfb1mikTZB//Mf/r9L2j//x79jy2n77y//6n+wrf/RH9tv/8B/ayyeft5MvPq9z/1nrf/jYCRttjexb3/qW/fV/+2+aCVxfPyh8Oj86TB7c836e1iYPgKGTRmTSjJ4wbDAk8NN5Y/wxk4/R9OILz2tGkCUc3Nr59rffIkOfeF86MdRlVNDleNDuL3lAvDV4JCJ/uPWFyeuevMRVMO503SfaHIA2UgN46a6UqWjKS4r/jcICVRfZRcUw1/GImRfaMKId2VqqpeUtmNxjG9lI5/dggjMAGOloRTfCDvTWrdff0JKM02c2bGOL7mqfcUqMzvwZb5tNGFwsWW+wYsdPYCheLUP9xqv22+ji2JbG6zYYr7l9yTn//Ys27W3YlJn/ifZuxhcAl5XZ/+Gwr2VdnL7FF6CVpVX7zV//n+3Jx39o/9e//Bf267/+G7rE67prr7PJZMOmE47qnNjBg0ftF37p79qD999tf/Cl37fv/e3/sH/wW79tx44e063ZlNdP//zPayMyS30oXzGCj3xJfRXtKrypw5Xu2yAL8rUpOAxymjbVM0yDNeUTe7FZesOpWT1bGbI8S1a6+ktJlWvOsujluy6cC6Sg7RrzmUUTWlGCcWuZIwNtLmZj0f5Qkxzf+PpX7c/+05/aDTfcaJ//u/+T3XjzTVHPuVGX/U4j6U7tsQxuhGkmQUJpRbI8J5+24cGHHtK9HI8//rjq+MryigYCLOHhS8DVV11lx44d05IfTgDSBuAjR2zfvjXtM+KrEDPy834+qPHBEe0IgwQe+JKHtBO059mmX7zIvgrfR8BXDk4Aot3RnQAbG+LDngSOE37nO9+pgQ+DA2imkQ9t2jbwCMtflhni0k1c7U7YK++3pgbml+K3pi5+tKneS+MdbbdX2KYhrzt7QvdCaiZxINUkZwD2EJCMk076G0u6EHF2DpBgbjCE1SBIYtzoDDNboU6ev8mokA0H4YVqN3JX/xxxHUcRpZdr05EoxLVlavs8NUIM8WiMZYgGU2b+6Ge3trfs+eeeVyNOx6ENYVM2rW3rczuz/lwj33R89HfNjbYtvhIr16N6pyj2UrXruwwEwmpLP7JKvtRoDlo8IgYEoYo67ZGebi5sj7Y1e0dH+lff+Ib97Gd+yR5/+H6df81n7i/8yq/YjTfcZPsPrOsc///3K1+xf/tv/o39wi/+ojYdPvPMM/aJT3zSVtYO2IWLp+yRhx+yr3/9r9SRsmaXG11ZqkOHzEyiX2iURlRqRakrxk/mQW38o3OWNeTnfDY8sgaYH50qM/ic2X78+DF797vfJQOBc8HTgAGfsjDVhkqt6SoGVGjLO16JlGWqkU8wmUmJ0Hk7dOISWbs7wHvxdjNLJAlMuZJIGzDLR1W6Bdia+SdEZSJxVSidtIxAFrRlHKapdpvo/Bj0vYQhs7xqptt3zUYajDGoYta6Z2NuamrRX9IJLawNP3LwsB1dP2S2nxX9B6zPUaMqqxig5M2GNnODrkdUUxav0gPudOB4W11O1bebb7zV/rf/9X+33/viv7bf/+IXdWrVx37m47qsjK9SbAy/uLFp9959r/3Zn/1/du8999qv/cY/sF/83Odt/+qyNEr5uva660K7qY/cFA3/fLL8KkMyEyK+8u7ozDzMd9LCH3wY/HKPBScADVasx9IrYid8/YpLAXuUa5bsJJ1GTzuyb0WCA37uaWpF6nx/xemGX7OHHnrAlpaX7NChg3bjTTfZLbe8vcKXhEEgZerQ63hV3427Crfs9JkzcSNvT29OILtq6So7sH+/DP6rrrraTpw4rtl+ltkw+88JSBoMdeh2vRQxluVcf/3bNGPPwEHtgpkxaMDPbeYY+ZRHDHm+hv7whz/UxAXtGV9gvv3tb2vmn+OO2UPEpM8DDzygk8Wgh8HPgIo2Lw1+6OXTlSvrq9eBbuwb74dvyvDGc7vCYa8a+Akx/msDcq9Jf4Ph1EZGI3vJrGrTt0ae19gR9moa5JruG+3eux7mpWRemEtcp7127z09sh/2Dr4YUuzp0JGW/KNMEsgvy6enREYnm1QnPd0AyxF/rG/PDuLd736PPvHu27/PVlbX4rbYqU3G29pQWJaSaF9AzObIDtQfWS9q6OMUirrjbnRZySRn+hG3gcKdnafcJS0kM9PX4FSYSjkd+A033Ww/9eGP2Jd+7/fsz/70P9rbb7nFbrjxRvv5X/glu/rqE7Z//bCO72R97ed/+Zft4YcftqWVVfv2t76lju/nfu5TWrPNzBmGwCc/+Ul1fHwRQBwMfpekV24zzTrRlid8JFXpaowsZv39tBCfPWOpA6e+5A/49fUDMvbokDXbv7KqWf6RTirxoxDJG74U+CRc1OOcnUxiqbZaz4pr5HNQAD0s05ckyjsTmDRLRDgyvhU+N9ANLEXxp+HdLj+J233XDCKulgl37Q9vY/Qz789uiZ4tDQeGudzr83dFM+/LSyyPYW0/m6k5ypV8wih1A53Z4+0tTqbxU4NGnLQ0nhqb4jXI0Ew2GY/xz3cDvuzoUC0tGqIo+2DajajxdGTjEZdMcSrOyA4eOG7vfe97tCztL/7yL+2/f+c79l//69fsyOFD9rbrr3fD8vRpG/ZZR7/fvvCFL9gvfe7vGJdIbW2c91NrlP4YiNbqUi6rUEZ+17qtlTYft02qhnd3uzchrKFPW4S/P+3FUbkMYLe1VM/pAp8PIYnb5trN2zqWCQvqDzPjPsRjPMHRnQPN4I+2tvTVrcdGbBAnTIgwI86xvls6Xcln1X0WnS980NP6ftb5a/8Bg6is194mpmGsOwS2t/RVlXX91F0mIzjj/+233iqjnNn+QwcPxh6IqN+xHwFenPSVG5z54rrox9eDn/qpD2kAwWZflw1D/4Au9oIWXw5pn1nKw76C73//+9oYfPDgQR0hzIZrjHsuA9MA5OBB+8Y3vmG33Xab2j2WBJEOBho6YCCWYSWvnYx8z4fF8i9K12sN7w4AdpLxtfK6gr83DfyEGP97S+ylQFE9FjRzl0LmJw4WnXT1kmFu8HbshtdLAzKUupy7xMP4BkwZWPm7oKRjD+QSrTSXxZExySz9VclJWPHBiAbG3+p08yuALA9ukpzYvv37NbPM7NAqp0qsrDQzb8zUseZ/ggHDOKNKAEkNOjLK1UHlrGJLkBAUY8PliYBUWjs8ZQRY/xuetVHhoUmzoUhHvT0a2wc++GH79t/8tf0//+Z37Z/8k39iX/j7X7BjJ04ozazxP/fKy5pdf+/td9i1b7vZ7rn7+zrp43Of+5wdP3FcBtvq6pLd+cEP2U1v5wQNTgzh6MGhshrdsfbfv2AgTSNnI03XVcPEcsDo2CfjLRtvbck4wXjhSwyf1pkpZNAx0Kz/wHo6BtLXFMNTJ7egBg38YtlV+Rwf+qnZ1nlYideAZN51IrvBDUIF2HXuBpTxEO+4W3lPXMY7D1dbFRaD4IjtGP6Jr8UoGir7tl835Zc50105zlbggQzqIWvNdQITl7th+PPQfQHpAwJWW41HLF8Z2fZ0ZL0xF9floCGKt2b+uRjOj9RklRiDAOoOqXajxPeO6FKyKXsJWGayycGO9t733q5L6riw7r57H7RTp07a+XMXZFDecvPbdc4/SzRuufWddujwEbMJQvnxmswe82XItZQ6QEOUWi8brfKrfQAe31G3q1V/uwWh9tMo8L8JE/3A9vDIM5ZEMeNPRqKzcpxl8K9oiFqQLLQbFpVs7uQYT+pnGung6OZlslDLn9ARQ7RcLjfVqULiTL3Wkpap9bTcJtpA6o3W9fsXNxfPhYgq3JIDnjL6r7rK3n/nnTKeudzrxhtvlPF/cH09ltNEnQ1slmZhMOsXL18sWFWBGHSQPJzPcQAAIABJREFURtoHjvjklCg2B4PLQ3v+m7/5m2pHrjpxQoY7RvxDDz2kDb3XX3+dBgIY/l/96lelqz/90z+1D37wg1omxEZhBgkso4QeacmvCmlIqwzPSXyRv5Tvlmp+ZJ6U80fG8AqjHTXwE2P8R73cMbGvNnKHdu3Vknxj8FBCKmKR0MQvilNETSDds+Iujqlhw9ipgyr3nmkkDgg8C+UHkMiGsnztIFFrIJL4Xt5d5umPd80nxh1QXcyL2c2B9cdbmh08d/6c1vtz+c3K2j4t8dHBJnSW2tDmG8f8y4Gv9eTiqaKUOHqODlyzbHSO/KvOyPZUhgkgwWrpSAA/D1PHhZvOT/87+RngJdmFVHFo5p5O7vjRQ/Yrv/Ir2jT55S9/2e644w772Mc+brfc8g7lGPbxmVfO2Pfvusv+9m9/YP3e2H75858XnB+xONbn9wP7Oad7fxg0vtAkZZYcdLYhs6TIjrs2gtIt+V1W9JQpJ93M+m5v+ZGCDCqOHT/uy4KWV73jxZALA8n1y96NpOUS6S+dcXbILpBHSs6Ac7QGyUVp/PNc+VVpL7DC7zIp2VyoNxBYwwTzp8rz1CVh+jGb26WTuAGSL+AYEIgu+D7jTA4qKuByLp83vJWXXIrGXq009GXsMwjwWf/8AtBjMDBlxph6guEPu9C/mCjjRVn1Qku6nLYvPAKP+uJfAdiAPNSNt0jpG0M57pLz348dPW4f/9gnZcxdPH/BlldW7eDBw7ayxECEr0BD29q4qCGKLqfK41+ZpUWCluKyzHqKRSB0LE2jd+lNonf+dCMqfwxoxCuyTPoMCtJB6CVnyanrbqS7Dr2tKQjRnqT8oV+iK7YdAUVPOokvkdQX8WPZYq9vwyVOU/OlXdQ94mjvBvo6EPtwdLQoty/3dcgXKmEZle8hUSLEdp6BCT19qVta0mV8LDdkUmJ1bU3n/q+sYEgPZVTzlUBLB8lDtaccA+vfK7L4Y+TLoKZqRCBhTBIcOnRYS8LwszafHzDM8jNzj3xLnOIznWotP0t8WL5z223vUtvPlwMGDSz1QW6WAhGPzAwKuByMML5USIdBP/nAa54OUs5F8RL0yp+3lAZ+Yoz/NyLXdmjP3gh2heal8M1uuCAvcgDYItzyLMACxrvFptPwMBAyTB3sDIU9S9ZggtJCa3kauEWuTJJEpAendUY6jt3s0obIPPpJZBGTPYQXXk2C6Os18zelM/PTMuiU6QhpkLl0xzesMlPJaUBL1mdpUBqzdHqCD7EhWOJcJtjqAS427MkwrY3/SLLM5gVJFYg6Eeg1holwapVV+HJGXJYLpMIoYpZ8eTiw9935fjt4+Lj99Te+Znf94Af24AMP2sFDh9WJc7zn6dN+/CGbaj/xyU/bxz/xczpJ55WXX9T6f4yo1cGaln8o+ZRNdb4wlkklO8dlzi8jKbAL23SMlfCZpSoydJ4TXUo0nbDMYKpjStf4CrMKb/j4JWzoH3p0zm4wJC/AyFt4QNTzKtmoI5ZN3cBnHG8dKyuHh7YlbfvmFuEk1gFtw9a5lAj5Rl7c8+TLsDBI8QYflQ/QNOufcPPoEAd/vxEZHy6/MTZlaL/dZPZZfhYI9XtDm7AmXwMAjCwWDPk9Fc1yu7CxC6nMN7/7QSad8og89UTUKsO4Yt0/cNtjjoDN8+RXbWU/p0+tKGsZKPbZI9Af6rSu8faGlvNRdshrjvwtRQEqeGpGosy5/T4QQn7PnVqHJRGVo6HTtMEeVvzwzpzslDnCkcXlKRhSmgx0zlxiaaJXLfEVvCYUhOxhcOikpxJSRqqMzjiBRzTCjWL6g4m3c7FhXwMOyUq19o3Basc49ph9weyviUFCUWzNsOPONKJ2Jg727+e4TC8bSnsHPvONNqXH7ch0HrSn5AqIXnwLlvI4BgEswzl4cF06pT3na2HyyJl6HU1qplvOH330UX0lwKBnIzBtH6eJMXjgdmCWJ7300iktA2Xj78mTJ/WlAoUn3e67CBYOyVwFKi9UIKvAK863nAZ+Aoz/bCXecnm3hwTv0CIvxPZGTtGVcyE4EZ3GcAZ2Xh8WjaWjzzdEkuylp6IreNePzPOEmpG8CZjp38APo04NafgrVuongo0bEg6j4/KY6o6NUNk4s5YUA1drz/sDmy75jaDQ6cfNtb2+GzASH8MiT7cJgz87SfWSMlQbw6ZJjGu97W98bX1HAi5VX0lOk1/Mko9saTqyW9/xDrv66mvtzvd/yJ54/GF76qmn7MyZV9TJvff22+3qq6/RuenHj3Ob68SWl4Y6JjFn2zTTN/SNiZwW44UvmeU7ZJY33aQqHyIylbwThjcPl6iRF5xFzowgx4picLBBEp5+egedLpeLTVl5oGUktEVOS5wij0v9SPJqsrzdapf8MNRkPDMjnWKmrI2kmdL63UBFqItSg5SUtgJnPI7of51qMeyhQFCWh0VMFQ4FZvh9PbazSYTG+Oemajb2YtAnhn8XyK8C6MWXALHUp99bMg4FnfRYvkMBoxvDyMo15bwlZIel1x0N1MSJSo0R5XVE1diDQiO+FA+t93sD47hRlsSMxiMZXsz0cvfE5sZFzRxzNOVwsGSDJb+9lqVf3OzLZn3quGZqEavwcBml5zK53wwCdDIdBmeqTKiVBymRX9JmAxX+MO7kU1ROFrTxAXOYxI8yp1PxNGNh/cxrZ+dSBH1n3aYZyqte8+IJg6fP/lNO0BHGMnssuFVbt/hOciY7aSQeRZDyQdlZ1MZ5Mc32NY3kFExL8+pka+18zwZTn5DxgYUfu9yLr3rgqt6r3CQl/0oy4QZrhbusuHN2nne6wSKdrNvnYAG+EPB1lLaGLxS4GQgwCMDNoQ+UUfA5+pMBBsuAGMTU8qRbgfEn016/u3qo4a+43zoaeJMb/949+d83WabRPuxJ8Gz0Mn3p553ujNvjG76g5rtGU3hGEpHufNfA6YbQLonZJTop8S7UwnEJqA2ZTIdm/yN4pyQUTLgB2Pzavia8uOgc1Rl2cT0B3k/mbL/fJmosAwgcjMvsSzGJOIaQM83H25wDjRnEL3jkEYFSSmNsQkAzp96fVvkmwJk0ddM4m3+JF+x3VULAzbxAZLqub8blTf2eHTx8xN7/gQ/au2+71U6fOa012vvXD9n+AwdtZXnZtjfO6bP3ZLSpz/+cb80smgY62qCI0cdO3/Gcc/27Ang61OFJySgoHuUz8gGDLjEO0T8znhgjqXtOXfK12z7Y8s2GdNamPQf95guEcIJeydTIJ9FWDrvtjL8SV/O9GA8EFn0XRwtWaDVypKLBq0hkXOFVIYZhV4UEVPL1mFpSDQSktgbLTU7KKGH5hOGvAQAINU0o+j4NjrW1/sj6+Ht9neTDRCtGeg96ZdkPRv3ABjHrP54y004XNtRggPKPka5BgAYCMZNep5s15JmvMSbhTCAG3nXxcIM7hjxaAoJh17eJbgZjfTpfGqYy/LmUitNpyNTeCufhL2tQqDI37dtoVNVTtKDiJwXGd1UC0ZmHFWufMH25zASA6O4w8UXMgzIuATK0Cq+M+EIxwJOq0wfH5fE04A4IwRNfIdbuBKzfnfhSF2NywgdfjsAgn7qGwYuBnEZriwSerKcIrHQhT2glZaQkosKQhRl9ftRrnFoyqXQ2FUS1E7D4qjeBF21rGPWSPcqN3EGbckrbVv+Ir2EyLtPIST9cXsgXATb4Yvj7ZMO0tHsMEBgccBgEcAwAwK/1MY9H8rryvqKBRRp4Exv/UaWzZi9KYSe8rjSdqNfXSztwibK9vgJU1JCj3S5VkTgzshI4GlgHjM6gii4Eatrz4heoYQGokyVyR4DCfW8OiS/Tam/wXahUTzdcQi6KbCdAHQEGv2aDMfx9tso7N08wbp1jPdqy0dZF3Yzrs0VTdQqcRuJGaZs2YtXHfoKjGfJYU5u8SjZ30yFyXZod/xzDoUtmnn80nmgWj1lRlkWMtjZta/u8sYGTzu6qa65RB8ksHIbVeHtTy4BWoqKiN9KTnaI29W5d8I6bTlxGepuzcqTKFukeetkZR2cuv5Tin/M1I5xGv4wGNx6VLzpqkkGB62V5ZdmGA5pP8nE5jCVmITF484sERBo9FheONEoyEBuGfCQcUdtJijqawDvUjxpklkirXtUG/Qy7uRUwicc76PuLsK7xT1AOAJJD0mDpjW9e10VXXO81YNDbMzbucuoj5aE/dJ37mn+f/R/0uB94IEN/HPsAMPpZP87JWenu99xIKmoQ63aeoGnhxTI5FC94/pCcUDXLX1iWoyUhOs0JC9Av38NwQ5eYnny5o1z4F7rcCJ5pD5s5ymLhpeiUsikYGnqkzAmTYIHs5m4tNEUlgTrhKkVJP2XK/Eh/4BAsOaWhjKzewUOv5FdFV07V4Zjh1/p51cOcrUePtIfOj+qC0Z9LZqh7Ol2nShNpTqmp/+5B7jT+KQcpQDi47CseaIIHH97ehnhdVzsa7YTa0Wh/ploC5rpRe5Lk451tjLcVzcRBhtfg8FWZiQFGyqO0mOkIUGb+GRyAj5uHNpATgRgQcArQXn/Qzx9uHuhe+b21NfAmNf6jMHfbscsyL6lkTeVri7hbBdwtvk2t5atZikxaFzXN2g02/i7iTn7nCEQDRaYEXQV6TMbTDlVtUSVyG66mCBCxPF2JC4GZCBrqlCW5F+jZpFZRtbNFtuWpoXDPky4Sq36J2W//jN6kwlOVDTI03O2dB4au6OYsqCams7Pr8KcTyyA6TOkqPokz4NCvm4DaHzoqqur6k/ilvTk2kDXRxsyoTmthDS1fNNgLsCyjKW/EZRmP7A3d/MlSoamOBGRmEANAusE4jxlB4mWwF5mrVFZJk1OdeBgI0NJndPcLCyMV2jL+naBkiU5SnaX0nxZhMoV6Mks9E8dDjlAGLk1nDXTS7b53Ixjwc8B2NviT8yyUU3SC/G3Mr8QhkBj0k2UULHSCHnCHXELJ0up1pOzdCBItENbO6zZeQikHQVeL0b2ke5vjM62eb9iCkb/J2sUPgTEUYz15MeyA92heaEF8MZZYe87ZQzpl1AltbW7b0nDZTp58yU6fflnrtflyRdnix6BGS5rwJN1qAJphJVIFhTRA3yXwxjKQXbTFxn2U1UKv6xc+aQxFtPSRxOOduGLd4d8InsAd5LaXfJD+ypr/XJYF3ayD+aZ/8HYwqbhJ38gg0bJaRRNLbgGh/RUF0XEUTlikNwcTzOrDK78weA77REoxjlMPQVNlJunv8E78HEDUoMTBFwOejbys48fwZ5Mvhv2LL75oL730kn3961/XBl/iGAhwTwAbgvHn/gHopr6k5468Nd8r7isaqDXwJjT+vdbv1G7VCXzzubORy/feU4BO5ullISVFdGPxz6OyRzlAzc6loKRk9ZtIGvkCVDlEpPJfinOB/AqOjk88F8BVHVvdjgJdfi1PCQ1HprEKV5GlcyIuDSHiiWhmiQjBbmD2iWcwHPjscs8061MM4Fo9SosbOupwSCL/JHwKmgj5rmR7g51sbvNZf5+Nw+DnNKN+3w3/0dZ540x9TjcacjoGs4AMkjDGKRxhSMk4LOf5e6I58dHXI4cS0Oj8AiV9ZOeYm3HRcTGycr9F7qFQZhDtHTWdOE/OzrEvwzcBAhhGfslf5AmrpBEtNB15wuZO1oSXuuImTpm9LOUw87BIGjJnxiWDBi5j6ndC1WGzboeaB+sz22BkbLxbbMOgLyAZSX7G5IOMPQBcZ0C4bjGtVXhj4JrSxW3B+uLiG4TJAz1c0Ss6sXFYKvflONQ1GdEwqMSQflXJ0sjz5Txe8RIQ+TD804Cf2tISSy5YUsQpNOwFGGvd9erKij322ON211136aSXo0eOlJlsjH8GqhJBRn/IkjJlA5Nsi6DO3z8BRTlCHYIrwO1BgOIzLt8FKZUZ74gvgwyCM9Nq0D3SqVHmuEu9aw18oF3Tx+fLAlk+k2VC9S/FTdroDVpQcKfHlNOEgnbqNzhNdWoP6fTbvNXO5sw+Azxiop7nAAHZcTdpSCHmvwWvsV8ITQmNNoU08cNw57nhhht0dOe9996rtfws7+HhVKC7777bvvOd7+jkINb9MxjgCFkGDHwFYMCS9LI+OO/23gL4EZ6/TEf6r7zfuhp4Uxn/izr2vWdfUwn2jvNaIOE3r1F9DTSjX2hRqFmke8ekdiPTXyN33OltMU68VqB7Ej7fC0HqWUaAd0CYQ2NuEGK1yHjAzF8axZax6Olp2srww0RON05meDrYTLAHhCDwyUdLQxxJs4uSAWPFG2qfJWP5ABtOMTh62kSI8aE6UMss8q5DdYchS7oVI8OJDqwkxHtNlFSH1XQBDdoLEranYHXiHFOq5U4YZmySZYQz1K2oGP5sYrOzZ+3a629wox95ZZdzugsOBHH9IG9naa3kKG1D6LKblNLp0ZGXJR5i4rQDzwcEVdJURLTo23qDQbljQR2vFIpsXeM/jOCKDE7S7sa+r+v35T2RYQGb+dZ9t8szxChPTrXDRl5FzYtYGOYYs3hNCGXJpY2wMnCBKGGZV9XMv0DBCuNfBFTqJQmGnnKZLzHgh7EFpT64eqY2zSMY2RcwmtiYQXMY/uhfbvHKpVeJHAkWX42sm2UkGIsqlx4elSGYMij3ZT4c/zgc9MxvwcJw9H0FHA/JrP+9995njzzyiDav3/r2W9zYmrJ2fVuXCHBkJeVFxcUrudc/V2bDtuQNESk/jYISVmLdUbdFSYiY2o0f3DpsHq15eM7F/9b4dfhe3bG0qmucd9FVt9GVH/NJ3tSGaw2e4ZSfTBHDR5TcaucSqRNOSYYG+OOxt6tKZWXog0qYeEV4ktvpnbIBg2GOoc4vjXXiMf7X19dl6HPD73e/+10Z9xzz+Vu/9Vv2/PPPq/xh6D/44INqI7n0i/1PDBCgmXxyiVR+DSA84+CLm7LcDZdQV/68ZTXwpjH+S+f+GrLKG4XXQGAPqDQWTWPUuPeAuhhEn7n30AAn43mUiGuRULPWhkRBxWqqU9IG27vPjdL58Gm8VArrACLyjNgdmHaa5kQWI8nTL2+dtE6haFTUuKI36RIPfS6S0KXnL7+cuW4KR9DXzH/zmdtDs2PiWNAwWGRAD4JOUk3dhZ5L3sUMuIuQAvhEOgqTPcGfNMiCXkVWSJ0NqU7oEv/SEWlzs3pCPxsfM2/os7dbW5v28umXZURdfe3bbDra9Nk3TELwMoOlGP74Ug1JUeWdLxtBH57oRhWeKHWGwAuneos+figyGOoqARQfuGk2MEYehZ4ytFrjjz+Z59uFLaUZc6UsT6jZRRozqRoAJC6BMTsZKVLM7J+qztW0a0AxqAPc3QZv+5qWjPAcNIJXw8WgR+0VUcmIchZljYEdwVqP7+u5mZFlHf8A45BiEtmh2Xt0SDlkOZaMfW7m9f0CvrcC3cPXDSzcnADjM//wKcS8LMkwciPR42rDP+V12cWacUySDpWxDI0PVKsra/btB75lXPjFIPbJJ57UjcB9EGL/DuyXdAttJUeWw4rdbG64uHPDFbgIOfOjjs+wpNb1E17DJ1y+a/garg5P2Nm3Vzlv00q9qclEGaK8YyBrsMTm1igPMlxb5SzytSU12Oi4RXhWmAgBSsawBhis5arSojLSRhX1vZFuISJ7GuoMBHIAgKEOfy7tevbZZ+1v/uZv7G1ve5suCWNdP0t82BfADcDcBcAJP1z4JZl7DFjGZelPDjCIg34a+ghCWPoTl/eV3xUNXPbGv9fJqmK+yfPs8qt2e5UIuEX5QNxiOtF/tyDqtrbQhXyMCWpOtXvn7I8OVpy6WLX8wLHsYhE1T8tMG1knsXYXMkkw30S4m78+AMDVxLup5mE00jz1D1/OT7cUmJ4YzYg2Ar8eBnstwOvhliJD/0ojxhHr/pkY7dujjzxqTzz5pN1x5506I5t11pplFW/Xjeus0g00C10pt+nAi5FcGeJ1OubmXQJ0I0NuyoucEa9XxMn4JFtDvnxDshIZAuRTy/APcuJeaEZtEsOUi7cDJ1cV4Jq+2AVBhXcik1QGB2gGN+8EyJD0867dxKc/YLXBNwx95FV5hBEbVxgDuPE/1bS+GyeaVJfp5kt/SLZm/iPFMuT11QEjPw19LPJ8Rub7RcgjjuEknAEAdS4HJMiHPHWiQy6HzMQWrq5vn7HXrHKBYHP6WAbY/fc/YOfOnrOlpWV78cWTOpOdddmc/uPGVrOMz9lEG1WLUeh2HQCh30XAXd1X+HUZrILdWeMF7XmNYWFbHLP5PUN7LwHwTxl8r40PBr08MPPvm7edr/Zd9Kb6QiTqSlviy+R3prWYexEDzWIwI01V10SmQ6vj3SP1BqzbtmP8M4vPuf6nT5/WZXF8CUjjncMQ0s3sPzcEc/Rn/jD+c1CRYfnu9iFp7Oc74a6839oauOyN/6aReBNlFC1Ftk1dsV9TKzIHeRGfbrhQ5+BLvgwHCXcXuZsI/LvBzaeBsds0TtUs5TwWCptPZyH4vIhaVLf7fQGDDOcOAgZaKyh8dWDtFmzqrYU466HT4ikdrRPK4NJBaL17rGvWGehMlHKEoBtTbmSmEPW+iUZXxMqXYMqxMDxIYYbrHZ6uPsJYbSekwm1HzPdBmjRo9j+P/JzYeLRpo+2JbWyNtb71ySeftMcfe8w+8KEP2ZRlUf1smjDeQm/SS5NGMcx0SIm+T8A37YLVGP/q+CKtuN1PAOlZlCbik1+8ZSRAF+78SXf6KxQJmPjyiFcn+yMiX11ZMoFZ5ZyeSxawRZagUVg6VPEmiyBVeXdwJjbvxo0Lo1y/oqaoz+QFPxnazDwCAHTUfbz8BppP1UZalvxkcBr+vjqLrwPxiB+XgY11LCgG/9RGGgT0uSdA67VH1uuzzp44qptfIOUF3vcPqP1RtkddZCBSGX+STUds+hIUhiIqM0VCs60N1mG/rPX++/btF/qFCxeMcnzttVfbwWW/mdVXFcVm/1Y5Cx25Jjp/u3FdP+B1uVNCnUaC6p2eDvmWN7Seyq/jSlhx1LGz7kVg+lLDZEslD24tf/Q88r1PhLlBXuokg0e1H5QKfl6GmmN4g6na7cXLhAJ55oUYnALU9EleUtQ+AJ39waK0zVCcDSDbxSfW/jvZnmbzMfJZy88lXxj4/BgY8DCjzzKgz3zmM1rqw3IffnwRII7lPsAlDuU/f5mekg4l5dISkTSSZr5rmhl25f3m00D2sJel5IsK32Up7Osq1G6VdFE84VUDO1emRbg1cNLJdzcO/258EqeGq90RX4KKIxEvgUeFks55oqvzjg5GfWfX0PKGP0m8pnfd0UEoZ3wJb8WRbn/o0OqHTYWTMdOgU+txgYzIRKePR3SbnFBQhmtNKwAlID6LO1pj7NQGZK2P5NPgB2b7tUu0JzXWinObMWnQgKZnW1sbdvKF5+zxxx+3Z5971u677157xztvs/WDHGMH4S3XVXbOOYurWOLzcf1Kx3GOe57SksNLDemUvFx+ADoB4YdWSUu4i0FIRJbP0IsSFu4S11bNfF/NZx5EEWJepMscorhUKVeNl2GN1J44wuu0zGfRhDZ0WmFiFXFlJNPwUowGagDmvD1ZKfPfAZlxnXIjb+RDKF8YqX5drsUeD85Qx+j3Z9Bzo39iIxtPOQlqZMPByPrDvvUHPvOP8e9pZWY5pXfjH2MPdn3d3koeIjFhkiYS4uvUB9p8yux9xCUp69kjDz9sp069LCNubW1Vxhjrs++883126PAhGy4va8lYwVV5SwKhP68gGegiN77KlfAEZbmLch9BhCe5Vt8ZqIVYNynKgnagfK2glqeQajkWgHibJukKuA8EXO8YsrqsK4THuJS6lTXsu/AL3DwjSaNPjDgxZ6qlWLlJJPOxcJvvQEcc3Tpj/NMmxBp5YYpFd1JoPs06NPOA9KjsU/61fC03ufsSHTbx8rVo3z6/tCtpYMwfOHBAXwfAz6U+0MPo5y1dhdEPfIYBj5tfvpNuypX+S30nfpfupdK5Av/j1cBlbfy/nqpZ0C69nizm04JxaXxbnh0a+iBV8OaTbkI7dJuIWRc01SiAw1P/FtFZFO648yjVVF0Be05MG/X18pUkhAMDY1eRgO2oKYL2JFbpiX0SVB2e8DuMo5ODJg1rPqxt9rPnp9Yf90snpSwMAZISXRMTrN5F0Sk0Ero70zIT4YBVsJfXNFKTA2A1UEN/Z5efqa0JKtKpk1rGNlhaso2NC3b//XfrszcnWnDqxQc++FP23vdd5Us61FlyFjyDIri4LMWQRxx9s5cCpbfUV76zo5KMoR/vIL0euBuKnt70ixWKk/LSMIRPGFwIJGO2kcv10NZR8clRfA4aPMPjLyWxC9eC8ILrqpDcmljPsiZQ8ANAeZbuDp3X6q0qkMvg5RfWPuhCDtZTu99Nf5elx1FNkjF0X5WtJAu2Dx18ADDocbr/WGfpW4+1/2Nd9NbvMwM60o3MfrY/5/tTZqq13GIbeRbq0PIyLeciIANTKW5YcbKPfi6MnKOtsU7huueee1TmWKZy5MgRO3funD3E5swzZ7Vmu7/E0h/oxuhDJ1chQ3zNglrJtw7/VgV2EQqsxE14f6ucp54jXjGljAaNrMVKlqcNVi6GaoGqueM6jht5zqehgqsZbLTD2z7RRrZQpTNrDH4uNQQm66rXQZ/FJozBQb/PYE5A3h5oFj3bqJSFeqqtvG0BOj5XD4a404Z+pk5pRZjQf2jIKaT8HXrzvJ6ejPGNxenTF9xqBl+3h5tf9AX/NOKRKw1+9EAbSRyGP18MPF+S6nwjvwvTQLddqft2aNvXpQVON6yNccV3OWug+U50mUmZlfF1E+sSKu7rwbPFjoakBBTH68Emm/Lq3SULvy5Pb0S9xQW+8hf0xMk3EdE5FJg3yKHWuUP7dS8QTj9ZzScfoXVk7e6IuJtXqPzJZzeEiK9zYI8oDlZkvUQKAp8nZIQRv8cnO28t/dGJPY7IBknOt/7e977tmZwkAAAgAElEQVSnDuTg+kF74fnndbKFKwi4oWbm+Mw95obf6FHTiJSBSZhMTQ8tvXgqCjIthQd2GBvQ9MGFLxkKKySxd39Lpg6LXbFiUCHZXB9FodlWZPBcWhkpAgGRYYnQjSPc66/+KroN06XgMiW9is2cFqUDVXkjX6qQ2pk8yxIiTGVseh2zyZ0OnPTDg3HoewK4SIuZYTovpYALuDixZTS06fbQJtscycqDVRvcxMiNQ0fKiKrtY69JyU9gnb5QxchpYTQy4//UU0/b/n37NfOPEUQ5ffn0abv/gft1Xvt4a0uGq2iKaUgc5djDoZmyVJpRua78OzodX/VBcOlq3nUdANrJy9WIkfWow1t1hHoy8+wo1KuOdIOyUvirprQzoqd+bzA7l+J5NBrqpCcfBhV5ohjGPT9OjcqT3FjK419KfGCCzrncKy859HgPYyBQP4XHHHFcp7MRmaezMbMhwHZ/88K6MFf8l6cGLt+Z/zkF7fJU4Q5S0X7V9aXr3wH11UdFo8mrNiS8x3OyRaZwFH/gdpmrE/TpIUBLMgpeF6Hrx9xw2hKrG73ID/1k2FLknhk3lIXS4DWdXwekktNjQoB4KUzIHV2lF7jCpkypNUx2cWUDzptNb3rKudf+mbiQh1apJ6nhhoFErmb+HCKwKRsFt8Fpu1qc0tRyvExvXa7ayPJBgc2Rkz7LMjjmEyNtZGdfOWsccffQgw/ZkaNHbN/amp09e9buv+9e27j4iq2u8gl8IFUy40XntzzgbgBPs9jvkAbpUZPOVTodaY6UuwTBR796EE8AxmJE7fqqaBTYDCOgdgfAovxp8Qw8Zphlr7qMMvu0bh1aIHRldx4laQHlkkAzmCSvSjwZ6oGYRnvBSLgyzRt8/OUzhcC0xMEI8tlwDP/xyJmyJ4T9H6OR2WTU0+ZwykQ/HpbC2ZSlZBwbO7XR5rKNNlf82R6aJot9N3HTaDFocJvLl+SQTuk5Eqp04faEEMWjqwEybTa1Rx55VDP9LNfY3t7Shs2trS21c9/+1rfsjjtut+PHjtna/jXrDwdYeEGT8hgDTXjVGRA6WvxCgMyQxVA/+pjdZCqKq0QjrAl3X+XfSTVtVKfZoFY8dnaKTBjjdQpEqpUvFIJg8Gr4VLQSnSNGadP4MZOfRrR/5fAlPYrTfS9DxWPo8yWAd/dHe5c0Mo4wfvW7C5Owe32Dn/T2inMF7vLUwOVr/F+e+tqTVFS5bEyysieih2doQmXs/HcbKnF5Rw9aAAgrHjWtbvAlTk3fjYU6pOVWw1HTT7rOIz/NK5Q/GV2IBJykyBmoRo505bugFUdFsDiT0WKsgj7jcCL62/yZI3fCOQ/9VWLDiKwa8hYLR2sF1R7oVBTrKLnJp/zngzb//JszOzrzmkafxhdeEFMWprxJv01asXOMSJclhQpiNeq89GSmA0dnKCLzACtCsT6XAQBp4KM8M+3cWHn//ffb+Qvn7eprrrYD6+v6rP3UUz+0Jx5/1N717jtEhM6QGdXs8LLzEnsGNiUhwTOMBpV7LtEqojSuKtBjydNFT8Gf56jrR+qygXPRugJmfB1euzO+eleiV6HFCbZ2VSQZygiZk/4COStjiRK4U2rpR+W9EqDQ7PAIkKDgxRNcBiC8XCKXSSdtergvi6F98GUg7HEZj3yZ12jb243xltl4G0m5uXpqS0NgWe8/svGIASL/GFRi/K/a9saqjbZWbMjnAo7KTbubhI0rtVRpcQvf65R0onS7dmT8F0VxJcVZe+ihB2X0Y8SdOXNa7hVO+LGJ9rA88cQTdujgQVvr7dPsf6/PUiQE8eUmqsdpwxVelZ4rfi6xf4koedNWtJeAaKJAlc4LSgI3RAvLgG1iLnE8UgSqKcy6MRjzIbbFP8tq5IeMSwDqp1WYvaVELwVWNCAQRGZFKCEO4Z+O+rQRqi+Z91UeIDNYsv2zv/RyW4gtcEiuiMs2y5PTrMuPvbqCAp5BAO0c7nyI7LqzLaxZJ48MA2fej/Aatuufh9MNk74q+l1/F/6K//LUwFvI+J9fGd6wbKHtyvZCTODfNCxt305S7EVuh/GONN3RwmYlFUP9aZg14jRtZsITV8CDpjDpaEtEQ2vPLnCd3mKUZL4YoompZJkhWycwtK8gD59jExeyaTYqrdGJtpNN4AzDgt8oL+XjnfC1u0bxDk9dW5n194uI9KmYjgGhS7KKoyISndXcqAxMmZCocTuRhGmTlI8oJSFwWv458FHiMeDZVMeJRWOM+c1Nu3Dxgtb4s6GN2SyetX377NSpU3b33ffabe+602y6qXsBuGSp/tHZSA3tCiaQutNLd5Mi152Om2wCHS+SpuTVzJTHdWhJdFOf62jRmQkIilV48ldQRRN+dR4nXC3THHdFeZdy2cnDUiaTUTRcM+WiyzThCE9ch5FBAZsy+AojirRVhr8wyRLd3Oyz/+NRY/zzBQDKYw70mWL4T2xoI1te4qvYyMa2beMJF6+NvE1iX8z2ko23lm2yvWzTPiMG5Iy9IZEEVzl/XWtuDGW9irQMMMJ8xt9YDqSfwz/zzDP2yCMPh8G/HBs112xleWgnXzppFy6ct0cfecRuf9/tNhgu23hrwwacQNQbqlNQXdC6/9jwHNRdnuTVYhmyEhd616i3gfVig3w+M+tpcliX2v8WVkkexOIurnT4O1SIZ6c2s43U+JIFnBpZwqcX5aOZUZbeA5aypEeYLojqtYDUUkZ5T4O54buTy2WK1g8ZyH69w9NFVvFIfYccXZgFfslLejItqZAOfMZncOLVfgYI/Oo4z2uHqsO7cA5x5e8VDbgG3kLG/48ryxc0JhKHuFfzq/G8gReVVocATMDVjU22X2rI8fD4jaMJ7h1MyCXcGsmplgGAoztwBeYB8HfISppiM6vprTqW4JjNfMekyNh570hnieoIUi19QR7F5p8OaOosgzUIYLaEdKDfMu0eqkueO4rQjayQxMi1o7/oW5fbZGeGEeKP1h5I+pQupQ16kU6PdWMmIaGdnRuDRDpxOgo6jrp4QEkaSkQC6jwqOogIsa6BFdD8CWshO6UR66JfflkXI7Hmn42SzOyfOXPG9u/fr0HA448/amdOv2gryz41mjekQrQ56SOnTZ0V9D0daRBkB+nh6iARU4pwHJc6ZPcsaORuuRKRwCwD7gZtpqAqsEUgGGdYBRDsFUPwq7Gukmwh0mFXJ7olf40o5hGQ7u4bYeunxg/VCoU/qZYcRrNp1wuS55WHYwP7vV/M5o+1Tp8vQz2OAdVFYGz03LbhYMWGNrSxrVpvvGa96bL1tv09tTXBQKs35RhQlstxq/So2hgQsrJZgOVCkWl+KlRu+Mz05m2sfkSnPriNp3bh/AUtYXvg/vt1MRPllk2+0KKMsuwHP1+1WBZ0/tw5O37iRBhq0Ha9AK96V+d1qYQJk7qt/birAiNvlMdo+yGjug16gFcYSbTUFQXU9btAOH7NXST1FScHSjXwYrfTgEk8AiU0YjLt1GEJ28A6VOI5PHhqT4BXeS5Qi4WYEyNqzZ8WhMTQJEOlPWBjEOB9AXJlKlro8mSblzFZ7tN/qe959GrDv6bXhe3G1XjA1v4adq9ulefMx70iXYH7sWrgivH/Bqk/2ommZajaELGk0eiGzciilmkmdDYg4TC03c1f1cU5FVIVvTWTgSAVZpILWk0inKbwgZkrvzjPRhaaLn168z2bptcrpBIyO1sFuQE8y8UHK5lmB3W9MmOsRj+RugMBJSZTBCY6Tf6E55MEum/g/R+ZR6PsBhOFJW4l7aLgj/SIfpXG5FyDuOHfGMTe8BeIDvWgEH29dyhJlbSUiA7erFdfLnp9w/h/9rnn7Jt//dfa5MbM/0svvaSlFFxmw1nWL5180e679y57xztu1UU43G65tDSUPjiaj68EfE1gFgyZXC7nmWVeYXii/OuF6CVJvnwqU5NJaTrzAhg0CmShUVKZWa6AlqeA7O5Al2FJVKx2xwMi8FrAIcc8cUoYjppZ7U93vlvE22gq12WNSQCCB1hTRuDEgbWeXyz/itOfpoQTy+w/eKxr7tnS8th6g20bDLZteWXJVnsD27R9Ntk8ZJPJQDuDo7aY2UvWm27YYLhpKytTW17xLwU26KYvbvSlnvCf02Tilm14q21Div7Aerpd2zQQ2d7YtpdfOiWD/oEH7rfR9pbK33PPPWubmxu2vMysvmntP+njC8ArZ87YaHPDhpz6w70VXjiDb6je1dRR7iJvnZZFMBGe2QbPbBNI1xx+s0ENH1zoOHLSiTfRuwhRyVJDph5ElwjnIJAQhpecwEaYk2jKjyJU/4N4oRv+Pb6cTwOc6spkZploINJV1VkNRDK8ebfbplZCGqDX6Kp5QKrrn0cemDpdiVOHzcO7EvaTo4Erxv8bmZfUdbUgNGDeUPjSnDbTdpPgvjRBHZKwfBK37ReWZqgj3gOyCQ1BvMPz/thnn1y+BKMR7i5nqRrfbBUD3DuGlGeHdyQ/IVJWvTOw3cKX0FfviKY7khwZEcmN2f8FxD2Zjp/dUk54K81p9AcLkSEx6dc7A9qpdJaEZXi41cm5Ue4hnRn/umNLVIiJF38IDAEyzflObjkruOPMf9BoqBVJ9fVDPOsMrfh64jp/3Shk4zKWB4Y7yyaefPKHtry85OuhI3xrC8Nt2Xh///vft+uuu1YnqXD+9WDIpje/BwEa2Vlxhjqnv3j6falGESB0WvxyuFIkdSV6SVsCayY11dqtEwnEGyKX8gv4qi45drYR+Haj2Ylveav6Cp1WXMipstTkc1t6EDIu3fGWzMShj3iXsJKKgq2QLINeDDxtHMGpssiJJpzsQ+TEBnFOO5d09Qd9608nNhj2bLhktjV6wQ7sW7W+bdpgeMpsumxTZvAZCNqmjSbPWX9ty/qDTVteGdvSks/wZzlppPNNwhjEiI6x41+TXFGSBSn7XBZGffSyBcxw0Lf9+/fZnXe8z25756061//555+zH/zg+1r3f/MtN9u73/UuO3HihO0/sGaHDx8SW+3Xkb5GvoYp8l6GVuyJcPnir4viHtSc/syWFvDuHmX3IrCkvShe4a+ScYsmZTEewmu+crtR3zU+iaIN9nYYX8iiROVAAKCaYIvxnj2FOrSiXKt8BAV14cl/LlVvv7tR7TLYxGZa801Mwua7gZ7v2ivcPGxwa97Jvxs2DxeYLu95YfNwr4R5u3Mpeujq+lJwF8FeMf4XaeZ1Cs8mSU2WWpfSxLxKDu0O3RvFeY0zfIJ7slRHjJmTHV/TliJMaT8hF6h6J3k1it4Yu7HEUCEjd0pOJUuAJXnxrWZ+UlQPb8TYibobI4kR8rRfAtlV0jkAGcRae66Al3zFkEFPQNBZVDorws5LTcAKxrXA33xKBxkz2qr06F2Zg9HEdGlhUBQk+argxunAEk9/aPCdXDbWbovURGt3LBeKpLoOwqKTTGndBUdPUuOR6E2nOJ707PTpl211dcVWV9dsY2NDBj6b2JjNX18/KAPrmWee1kCBBA6XViTwdLKtpAPnKuHox77pi0zIoiSiTQEgRiVQOIlSCsMIa3TlrtRPKTRCaOvEIeFTh1e86uCagTNuZWFwbb4quZVRY+3shqZYI0+CpjvfGf4a3kl7UdpapOcBQcAfn/Wf2mTMAGBqPd2yy2VenH7ib2oby33WVvfZ9uQBO3Zd39Yujqy/zBp/BoNLtjXastH0om1sPm/7D49tdXXdllf5WsDpQKyPLrt9nbcGdb7sBwklpcpBTIZE2Hi0rXPgMdwpm4OlgR05flRfqz65fkDFi7X9bP49e/YVu/fee+zDH/6w3fG+99lV11xr/eHQ9u/bZ8MleE1sMmL/QR4r21JUCJF5mELN8SfaPNUCLpuVukZa8p1I9dszEviFv4jbCWQh7pwI6MynRS4Tk4nqQCViCa7gMy7K1By2bsNXETumGThopiiJF+2EglXluVOFdk8evdUTCrdp6xJ93pu2N586njB+XWMv/fmucV6LG3rJM+nMC8u43d7Qer1l3I3n5Rrf1evlJudlafxH+b/cdHXJ8tTtCG5+3XYlgi/xldQSrfGnS40cnpnWbgcJUHwLXgSqBjFws80L9gGVwnTexCZP3O2fN/ztsLYvcduh8s2QS1h/e+Vz4zRj5lDZexBEgqcPenKNalLvGFoKnhGyw49uAxh/XB/hJy/yqWBchuCZrAtVcGcCS+x8Rw0/x02QDGa/+bJMike404Rvl3WebMJ6j75OcWEpBGekc3wnZ1avr69rWQRrpVk+wXnXG3r3tRzo4KHDZn2/1t6M21ubC3Nwt4qrS7D73xB1ZzW1Euc0pRr9aQqCZ0bDM6ObkBnXHkCE02LXotKhEFmeyVJmLRxAVLgNQot68VSgjUC4qFNENgazl9+CGQYA63myhvvRtbkIn7rplyxxhj9r7qc27U+1zG1p2NdG2ZX+0AbDbbvhhpvt458c25LdapPexJZWt6w3WLJ+b9m2p5u2PT5rZ889a73+BXvbdVfbwXWW2Zj12Rwp3TBgxhFHbGYBJhcpQMBGkkhW9j9qP7gAqmc2WFq24bKXw4PDw0r76r41HVO7HoMBjva88Za32/4DB7VsyLWxbTZi4zpfrSp9lYJbKTnlynwhSoNLJcLJpXDKg8iLRu2NK1CcTRJsomdcFUjlbIEFydBpK2pnDzpVeYzv2SXt89CachVFbBZIAvKnfgBTRIFXXhY9KbMV14Yq4K04zxUgq/xpg876Wvk1G325hlAHvK+8NAkTR3WoQl0UXoHs6kwauwLuAaAr3x5QXhXI6ynzqxLgEpEuS+P/kircJSb4xwdeNyTZ/MxvWOaHhuSJWhq+qs1T45MpBLAAZ2AVtiOXCr7iq87JG3D+5hKh5LRTJWskAc992QfkO5lmfPov+U3SoucofWVNBKOxpStv49VBAVdU00id6NBrQvO7RxihiSf+iRFplRd3/SRM/fZ4/krdOPRLh2KqfCSyTkwKMQ8uSC18JW7SrAAVFUdrhg6iOLg+UrwKxZ15WQ1S9mxpqW+3ves2Lak4f/681vQ/+cQTAr3hhhvspptutu3Rtl1zzTU6/pP1/kkHS19nYsf52JqVjS8kAdTKG9d1pinfCRnvkLstPrDzIrBiEj8LQsDV4QJpU0wsfxMXCImXlSDeKlkyFtuYhXTiVdEEebmu9qbI6KqAilh1WjK+SzRhCMctE12GelO/Ii4Eow0gCarD2riOUDCNWo1VLlITfemRUTyhXPkXLfa49JdXrD9ctoHwlu0973m/XXX4dpuOj9nKas/W1s36Q07B4pjPkY0nW/by6Rft7Lnn7ehRvhyt61jNHuv9/bawaA+4SdZPjkIaSaUlY4jkn4Oa9oJEsIyM9KTSOCp0rAvnuL13eXXZtjc2tEyNTb4c+anDSCc6nsj353O2qFTgEwO+Zyj1HHTTm2Uis4NoKlnFXlGNkAlZ3oiqWX9o5TLQLnzQS7INgyRTBMqA8i44rq4SvpND7F0cByOAR8S8TGnmPMq7olXiqtnxJFKU0eVYJGtHZBFW3SBdlT7bkC0f1KQF5f1ifbSQXoWHslUbjVnWvMg1acrwV8HiklFqefaCnPBdGTMcGnVcHb4X+q8V5lL51bLuxHuvdPcKtxOvvcq0E41u3GVq/HfFfBP7s/7Oaz8ybiZ5CyNmIL0FDeLe8ndgoJXxbSeAMuAKxg58W/LTccYyGDXiNKiJW79bSIULDofqzNwSGOi8utgR1aIz44lOAlw5W1Scgv6mvMEIeBlOqZMu8xSslqvAuKORr3HVqahDXe7oQUEvtDJFQNcP4fgBzHcNWxOI/KngwJj/q/ESwsNyaJOhohHgxfBXEmRxBFibnq+nnth4xDruoR06dEjLIz7wwQ/axfPn7fkXXrAnHn9cHeAdd9xhP/upT7HD0g7sX9e67X37OMkFA8pPJfKj7vJLQCkulZFWde4qmyl9WAGEecHwItuuAAkcb1Icmgu8QFW8zMeiWKffpH7O5+/KEBGBBrjD171Ez+04unj4I3M0KIdPVZiLiJSdxhM8u8QIrsLkdAMNvXEev8uUs9gNLFXKdYLDDWe3gGHKE7DQmcSSnzGDAL8DS4b/cIUp+zTNdcvz0WNX28F9fbt4jouRzFb2CSQ+IiyZ9VbswIGJXbjYt/X1fba05Ofpq0JPxjbhsjCx5jigMP75IsHRuRj/KWsr6Z6GUFLR22Q8su3Ni7as+wN6Nhpt68hPvlqdPXvOxqMt29oY29Lysg243Is0l6UQWTZTD4V6KZNViOtM+ZU6rgtQhrUx8HnTphY6BoMzmd4gzY2qAltsWp7ZotRQbbmEJcPe8VVGBIHf9eNlI9xR17y8eTlrJEr4LPMtVh1PyBuVliWL+WtcGVK9IzKrUMn8BMly3hVhR6KJ7O/GmEPGBjHDMw/bWG+Mb24bU7HqxqeMFYicCTcvPuO6OJejv5a1m5Y6bpHse4FZhPujDL/sjP+6c/1RKuIN50X9jrYIXu5tKv1r4+90ormfQ6rhAww/zXRVzU63kNcN0hyC6mHUOIo0f2gRkw/vKrGVMyAFX0PX7nn2WMbPlcUTVHh63wFTOo4GA/FEh9k8giVvUnZAKq7HFXKVloJW0JRxLHfQSPoNy5zvjBDgkl9NP7VVxVU03JlxvGGa/hBGQB6Wa36B85TWMA1mm0XCpMmffqDcXYcQlJI0dFoQCkafPJPJ2AZLQ1vbv25r+w7IJtza3LT+cEWGO8cmHjly1K666mobLq/YoL9mk8mW1oAblzUpxT0t5WAjpgwDz+iGPQLVeaDMr2TCWRcIJ5rJm6+YKpGO7vRUdApp17u8SR8AAhTlRAp4OIo/wBI8k5WkargmsZ1QeRs+xXBh/XeDJJkqaeuYcLegfZZfasPoiqUrUNRAoG2IcUIP2M0AgGU3uRkbrrnsJgYQKhvOVsdzDobWG+SpOJU4YyhObLg0tu3tiW28PLGJbZv1RmacBjSc2HB5YocPrdhQJ0BtloP90SH7THzC3wstImGWq/6H8e9yKjAYI6/rM5AVzmZzbvRdGrMPZaCvF4SxhG3E/oPtDbs49rT2+qs6tShzQG1sFpzIXOLmGwukOfMCevmrdJ5BvCVqyBvhng81ULqTbvp3eAdrx+jKsQNeJ0rtaqZZdRSK+Xi1JFr6CJ1k25HvNklwa3naselL3ad/7++6IQHLNYBLeuUt9glXQvfMgvJAmp2Oo832w3sm97oAdsti1w+TOmyevLvF14LWsHX4j8O9W1oWyfRa0vBacBfJs9fwy874ryvZXhNxOcN58+RmuZqN0iu32pNLSAIUZxu92ZAFJEtL44Zhq3FcSIQGTi2zt1SVgZzmZbshTN4QbBrNDOWdrPzN3/oJ73zUmswCN4jeqSaJwscdng4J7Y13ax9tIEk3ctdUSmTFu9JNFeppqnEjMkc3YR8mROkLSwDwqZcW4cpDPAj+Jkl89ifMO5eIIyigEtmDWszm5JbHz22knE1lpCTl9ttnV/2cd5Z08NOXAJ3qsizRob+yuqIr73vGGe0DG/RXjE2+E654jWNPNVvLaTHKXx0VE+kPnlX5VkgmT+9IS4Dykg5CN1VwOCNfMyJpNbGOj78Tlyj5lt0Txm6rziWtMIzUAUGr2BQd4WR0J9VX9w7yC5FbSWl5FqIo/cV406VYU9Oym6psCoglPkGTtDLbL3lkhHfSCjsiJ4RPbDicyvjf3mapDwb+ptlwy4bTiTaNM2D003mY3QfRBx7ou1S5GRbA5VMPVII5o4ZJXgvscrDhXAMZ6McJVNCgDE85fWjas0l1MR3hylfKZrY5njCx5tKv/KV4/k5fjrQ75TGR8i1w/jT0Mqr9Trrt0MY3y2cWIwtog4VrLucos602RH2IQ0s/KjyhQ9WT2p2UAz5Yukz8nZWuSFUlRRckKmK+7Ikzn1oVKvTw70wqSS58q1wsjL38IzJPF6Uj4y//lOw+qMk07DVNe4VLuj/q92Vl/F/uynotmaOmojLMWrSqdqUV3vIAVAO63+cb5jW5XfgWMc1e0Ck28xW4AqcYUDUN3MGH+HRClqgimzxtZgt8BbI4HDC9+V6A3gRLlhDILRAZGB6cgia1WMPb6ohdfEGoswicTHHxFkdJf5GYToDoZCNHK6DBEUwAApJP8suUpcWS/kKzBIQDWuRl81dGRhodgoJJ/IJ1emffCevvrJf5buCJD2ILaNIpDId+bb0bPo7T7w91pj80MaaS9pCZ38FyaILwba2xhk6PWd3KSOSsH9l3WRiLYJXclWFVolPmErBA+IKrilugZx3OT+Gl7iRU1BXKlR6Zoh4ZaO3BgMtCejllRukmKGHJUxlTLlPFORnOpK5EtBwV0UXhIl7DuWwNeB3nMoKi03uMS7uwdTF8famN0iDj39sd0jccuPGv+ywwqvt85eGLAVP2YblxnOugbwNOsBn0bWWZtf4Y6kuC7y1N4x4Iyg28Rq06Vaq65IkiK9Ex7PFjXIeBrfyLdGL4j0e62KvXn1hv6Dfy8oVDXwp4xw80wlmWlm+VVQYFYpE5BW40FgySQh9Jx9/ZmESbIk2GLmKQkfASl3gxKaHpKNWzCei6km4dDv/0h9wpfgYveBe0Kl4lHjZqIL2ceK4n76gTc4x+VUGvOFEJ4LC7MLQnpfqGo172g3jzZC1iK9Ih5sIVFQVMws8FLlR/Yh3ZfkuvXihft7TWtF8LUdrSvf5eDc9Xg7NXed4IuMvG+N+9Or8Ryf/x0lxUFBeFL5a2xuhqkjjCGhgPaYcpWp1SwuW74kp8tqhq/JySaAu3gt3FSUXMM7XV8c/AJ+2ZiB0DSJVrgI7FXbMI0K6f8EolgRMrFKChkEIKvPiVsHp9d9IlsunEHaPCTRrV28kl/k6wkQ+FfxAp+cMwDrmhkUBBLzpg+WZYJGwlVDqly6pDzfBd3szEDodDG2DUI5VmTTH4OfMfI5zNjaIAACAASURBVG2k9d+QYenPaDyyITez9oaa9R+Pt217NNJZ/hh+mH1h8XsWyggkLGWXlZGWdhlUtMSsOu7sELpFxRty12MpA6Sg6Mwd4JWgiokG0hHhpk38VXlKo8cR4MVTzwD73QUm3WntE4xCSFLaPtq1Q6+So6ilDguDtBXU8qQuXa1RAwThIrjp1qaN/MjFuvqeltb7Db2u7DKxUIlK2eBITn5qD8aj+Irka+W9rPhgnXh0zzL6wTLypfHPRW/Iybn+bgTrwwNE0auOERULlT9xC1tZcSEvxjzHjao8qB4xqT+28TaDz7HW7w96PrhQewWhycT6uokYVtzyOzA2Ai9RTrnYS5ubc6lUk86mEHkYeiw6Jp1ScuhYFwu6/F4mq7zxJGqANbcUZmKl4NRBlQEKKpXBM5uwFouQMQ33JHMJb8hVxVeY+J0k8vjj9SC8EiPCG+1cAldAxbnByXRFkpqI+a4E80FDIqPpjFGRCp+HVTHzib4FQr2cNgnNNjZDuvEZ/ka/d+PblXMv8uxGczcaXfxXI8NuPBbFXzbGf3ZsiwR984fTLGQDkk1E+ndKXcLOh9kLBe8YupB0pk2YGyt0BPl4wzbLtZIHfDrdEhQOXg3pGRIUcD/XfSw4FXj14DOg7YZ2Ntp7igxXp4mnYZ5BDfmQVwEIWslc3eBbOuOk3X2T9AhTclMVBIokGq2ppJ6CX0UPlKSVwcVf6GXM7m+Slud8I4zT8r/ecRXquxPbAVQdeK4pXwCHLIP+UEd4Spapn3k+nkxta/OibW9dlAys49/e2rKtzQ2VQc56Z7kPNwLz2NKSDRg4wKfJzJJ97YQ0mTO3cXXBWyius1bQfE9JpwSRBeODrAa8MQ46eS2xXLaGTBj+k4nuNQiq2gFLHdGvTm8W6IbdLq7CaRe4jK50l0F7fTORDWwM8ISGMRv4viQHf1/LfXhr/wYQsMXY1oCQ8htyqNrkAABCnh5XCQY/RYAyzoOhHV+RYAou/P1+uZAiX6n3pMd+Er48+K3RjGQmrOPf9sHnsi350aGQ1eVfLu/SkLLdl9z+hWtJJ1r53oVBWLLeDnhzG4IhBomo8zZFq97KbrWzTWAWgUTFr7a8boul9GxzGlxXSvqjbJQiEjlV9Quhbldmol3qG/rKz2AkNgr0fG+ckb/kvT9oTulN/BDxUkQIrqUlbNaALaYCG1enGtN2+ltqTZ0taIoWs3jLxHTb4Ms14SnnXg3whL9c07ObXJeF8f9mV+JuSlbvly3QrsDzAHKqqmkbvRPMVjOJR0MpEpVJkr1EklaHTLMadAkHpjSw0SkRlk/CYI8E26ZjyI4s3oKNzjt5SsRETHZq2hOivGlOs/GVo8R0HOoVkCfTH7J1wHb3ZgNOetPoaIyWxC9JyAAUUJLpp5ZI3tC3GpFWhxx8FiRK2smZYXV6VbrEM/x1eoss0lhqLkI9zLlmfOZRlzYoFQzeFkgYYDGgaSAroKKLNnJZJhHp9uMd3djFwEJPA45t1EztREagYYhhyOWSoJk0e6o8ocjQSNSEuWvnv4nb6bxLua/oxgx9gwFOE5/tWNa8vNU4JXU8HxIKq0oTBiR6SBpsXPVz6pkFj/PqqbF910umsVnH3FJ+lWS4XsqvoUPRLT+RSVrxFmgVFvrJBiJjREZtDvWrL+NfAwGdskOD4m0P6+W1zGbqS4YIbrLBqcnIrY159n8gKEuCtIQG+v6T0Y+hjvpciCgnNBnM8tNeNgNKX1IWxPkKEBd8UX65cbinQWzflpFPRJnh93rBpl/Pw4G+ACierxPZxJLXym/SEYO6kLRtbJDoovWdHZBqwcIj8BVX+Xem1ImFqOu70A9vB/DH551J++svSmqhnT8dPpeQXR3My9Jbt0GXpYA/YULV+t6xnL0B6f6xG//Z2b0BaSskW+1jCb28HW5UzJOcVq9piaW/YkT4bBYpa5uuAR9GqdC7jVbLsGG2DACeWFfNW4TpbOlU6s2WFWzhkU1nyusy5F+WOChGfaL+OH3xCHp06K0OEpqVThoCDW7lEm6ZxXJKmgeXVdNdr+GSkWalXZ+lkYv/8Q53XWYDy40JZrW1xtnlxhjQEgGtDQ65i/jp8LfoOJuiF5KS+atkAJoMq3TOc5INSbPEK2+SADJqylBEyybhZBFg/sLACQMqZqOz0cI413IVlZ9GVw3PWHrBmevM9BpLPdwa482DocvDLOpwuGSDAUsmfH1/6pCkew4WyiEpdENY3rW3Bl3kBr6rVzGLso+RV9bZ86Uql3GgjzA0w2jXQCX4SLuyI8O4JfWchpMGcpR/dIcuWRrFrLMbo9M41YiTb3y5lMhKLp/jxq/8U0SkP9VQ9BHC1DB10CW7k0HNrw5r2p9CGjXKI+G9PVEIyknduPHfG4ytPxlo06yjeKErnaL2DqhiBlE3+uXRAGBqjI2UfNjpOM8QQGU/ZFBJoqzw6FuFF4Iw6J04F471bRiG/2BpRReLNfVgqHyz6ZbaB5FSnnI7cTdtXi/Iew3Wsk1SEetZf9qPITWprkq5Ky6KZ+q5aLYkkxD4K4mEAgquBgLpV4DHNSQ6rlkeBSBkKf5LcbwW3EiK0vOq6EQ7h7z/P3vvwW3XcZ0JfjeHl99DzpEACYABzBIpUpRFUbKyaMm2rG7Jtpx6yTPdvSb4B8yaWZ61etoz7pZt2Zblluy2JCuQEqW2JYqZIkiABAFG5ERk4OV38531fbv2uede3AeABGFSsu5b5506FXbtvSvtqtq1K6oDDvQiiAhsmzUm2RvV8Vlj/UwFeN9OpKO210FBfAzsCPqZ/ZyN1tkI8viXyguHM1s+l8v/LRf+Lxdhbyu45+lTXx+etrIvAYKrgK4nzEFFgGzwVX8VOkp7hQ/FYU/lo0PIPQgkOngZ+kVeRsOVL43PDU4ATJfXOuGgX2ujjQ00GscJ2zPmOww8EZHMNwgIIU/REvHHwj06G0VbwyBIJ8VGWxv1PEEUbJFsb8PcnkwDo/1rpWKgcAixIjKCBC20wkFLWvIg7kEFxYLC6qEgGs5aBSSyFARcfaOVY8CUI3aEdEwAYEQva8PNBL0IUcO3nV0tEkRLyCyQFM9aXtE/RibOlsguCFLu8STCU6u1FKiItFAJGXHF1jxUHiya1s902VOSTmww4cHdRiKBDIX+dMaE/3QamTRVJqheQaE3WPxJJFF3Sz/M0+uXqGX9cmmPOXrG/o5FF0JBsAowxAIl8/juQ/oowHHVnbgwkgn+bCP1Old+qbrGRXm7tIrSF+uyn2NR3XW+alWf6BmfNViE+KYiwypC+5M851Az4ZcoqY4HSzMR3SIk/PP25fi7d8e3vLv4dXo5+fEs6FbeIXJb4Z4LoA1NwpOHHKGOxN2xjOhNcPE2z7R8NHkObUV6Pi6wB5BCgwAYne1TLk00JZlZAYZyjOUZ1Rf6MREfwjZY7qc+KKJDwCNciR9X/Vkv+ChnlmU0sbGoVj9MLUkXfTltnECG882GWYBvH9F/sUe8d0ZFQZEjXjRGgcPqkiYeOYJwHocBPE+ECwQxvT+dUQPsVhYeMdbXzJo4TmMcsEPz8BDmoONRL9XNLDy7S4X1FqRn/VafFMtbdT72faHwWNRLdsbz6sTjkoFfBgBvJo5x2i8Dqm0gfyH8t7HjX+qjo0OaLdtYh8IUlsqEQgkG9HEhQjDCN90aK2MA3Km3f4SMCSMI5Y2wEkY1DK1ScZCgYNi5vOGDF0EQXPQdYPM7RqY7nQ5Wcn8sogkycczYqKKGRXjdelgBduiGjKIKpdbaaByuqCZdTMYADYRBoPXEgTUSRjxuWF3UAmQwUWhpabTD6BEGhEFdd6lrBAHGEYijyqzj84uojJ0jVi6iQriGxB0wHNVz3+0RhYLoa/lzeGUuzltThQiQWtFUDq6qobLWhNMEJcJw+sUq8dNhhFtWlUXgBXcAwm29VG3Rqn/YBWipukiyllCs1X8K0FH5E5jVdfHfV287ys5Y7owP+LBORYxq0R15uUOwDAfzCsyggF+vB36w6pCWUHBCy+qBW3qJ2oAiMWKYaBmjIgUQkVOvoV6rol6taffJVpBDGwjp9SJCqr4BJ8fZPKMvRmoVRSvueQcY50/ISLySu0V/DFJbXrEP40lov9aGyXfjvO0y+bf52YSaaj+8hbeVg/oA7UJy8YGTTB4GZ73j4zjZHLApe/6siyw3LlywbGzyLRwiHnrfFM4HEIyqJoV2w4tePIPQqNYk1KdZX9NMV0etUkYqm0YCFPprQfgn3oEDUSFZeVs5hP5B5W7tRkxiXE0yQ38UlaEDc3/VHLXVCDxxVDSPG+iI/C1NxKd4Ab1edyyLWZNaUXYNtrI3fhiHA2+4U+opyIpQS8SWEMWD7R3Fbvfu+HIeiT/hIw7u4qCoWtj88QL0M/hiYXag+qZ+xtuOA7b2Z1+d4R7Gd2eYp+fb48X94u7zpY3Huxj3hfK6GBjxOBeiLR73X9odp5U8jH9fblx+Ifxfbg5H8M/tPSKfzp4j1llFyYNDnZn9iwR/Wq2wnic2UNAZVnOtU+romrx35GDjQaHzbcuT8fRwFZSDKiMTYZ20a402cSAOk1EVnfHD40J/mGywwutROHOOIaPPMGw4Ho5cBI4O+yllRLPDiYU5bE9CPob4ttIb0jAvhkV8NhhhiqQBmEJ7hHLI/5wX40RPgB1FUgHF6G3Pg18sVkfBMuuEEQFrR8WjOZ3Mxf2UhAIlHRbBOMxyaIsUQh2I1wO+WQ/4o6BlK+FROQphgg6wnb8S0LlDYkRxyqGBnuYRXbc6QtLTmgoWw9kptnBmeHgI1/OUnypxwO/8g5YlC3kZOR3l4fkwkAKbrdBzssIQY6Glj3gZBF6qe7V15FGCiO1GE1V90NTBUr4ltlIFyPmnXFlNAy6x7JR/vMjYlkJ8e3G3yj1iYRG/POzcdwSWTGd8Md/ehktII/jeh8R479WlDSOWPel36HybIC6Ys53voMUeCvwu9GsSwG8Bc9arf2q6KlarCobFfMtLZSKaiL83sFAmCT9rYC3C6ZZ6F9OIB1auxIeWgEozU0gFi1Y88MsfdwBkGlTtJCoAYxh5GfGT5DsvOPHwMOJj9Vq7CZH5ImOX1Suf2IVJhUE3kmLFIG9+d6Dh0bu/OwF0j3WO7yx5kJusfaG0Y30i6Yx8A3FelwhdPUSs7Z+T4wU9xF7HK5Shc/yCiT2Cp/fvbm/Ged2AuwE6vx/72df7u9g0bf3VeTLpBu9Cabul8SyY9nzhHq/zfaE84/EvFPd8+V8obTyfN+LuhH8+XN4I/NnS/EL4n40zb0f/0O5tGLeBgoK/Kos6H/pZJ6TxJRpkSYwP4IGwjk6EFZArjV7xdFiR29dcdUtyX5pVJSb8J6pRXudlFfMJAr7GNmFiAxfp0F+IYwADtNCRahiWm//8cUYEekU0g0MixgtO92nD0SccAQzTycyf0oUUUuGwA6cahEIHRf7EWccsJcaSNQEeeWlnJtpp0ZcjxLIJIzKTRU/MYXkFPWEl9sA2aixbwmVw7BexI+YXY01stGJCCjXttClZgKkOKgyeYi5XK5t1NBtl3W6qvLvgIDI9fx3grQONmvLjai9ZINjkK9Um+EjFLMpY5yak+eFw+PY6I8HICXcEApO7MsCZ7fUyAJWwHuqQ0hEmBf5Qz5t1CeAJmnCkeg5XqKX65XkH1R2CC4K/6PKKyGhecfQO6YKe/8z0FMrlCnqKRRR6e2SikuoksizDdhnUSjTRdzgkk3kFErzths/Yy/LycEtuvUgskhWr6kGYuAg20zpfo4zkMHjGR0VRfEtLfOtSg/G8W+SzrsjSj/hswr+Xp7CK2ljgkRJwAsAdFxOsORHQjpi3IUaNteuoXwlpjQaiHfjV6iJUIaxIAq4hlnYNLIkRHqlXAtVyCVOTkzhz5pTOrRQKRWSzOfWhnBSksna+JSpzgxD66libjk2k1b+KnkB3g3cMNLTTJDR4/iBMhL1M1Ed4G1BFCPwkfaHPIsXOyYBG91fEE5Zp9BHiei3rnvSCvt53tLVJ5tES9i0H/vcJVqh6Am7+rXxU4LEI/O6GY4uOKDRytKDN5pqdbx7yOoDNlsks/t5ePbjz2/0v9m39UXtswuzm3x6r/Wu2+OfDb7Y0DvlC4R5vtvfFpp8Nx4tNP1v+F+t/vnwY9kbK42Lz7oz3r0P4v3zts5Of5/327uK8kToC21E3Qd/Hfh/gVKEZURmE1b6oIjnA1qDgPh5fnS0F/djgJrUF77DjQj91n6XjWuW6ry5eaq0ER5DbHETLaA8uyexOiwkhFh5PZpSbfMAOvJ0TUUxnRuQRHLNEJyLkF3Wz+Wa+bHQpwrePIAzY5VP1mgmqjGMN1wAz20BN1HlauI1BkfAfH8y7Dk5hzOrA12HbejOQlKAcE5QCmYzX/nMff8dCW+NgxzhJuIwfEyRFnZcbFyI5SDAOH+o316WiUi1XUK2QRxR+fdAOqjAh68AxmyzUa2iSp6xvEg5DruQnBVxZTanL1CXzIUaciBpmXkYBDxe+vQ5obuqM5Jvx/BeIl1fLXwdsVQd8YqsP23aRnr/dQ2ArsA2z3049/3o9CLcm9CepJqfJcjjj4VmooqjSxdBpBvoY1+4zGB8fx84dO0AhsthTRK1aQ61WlUCZzWalWqJ7EGo1OxRMskKd5C6D+gCruSLYuNAqcK/rEpA9XqjDEYcEz9qD13e9gzDWAmznOAST7YjTXx1vSUbCKe9roJlM7gz5AoUXk5V4q1zd30tM68QuyLMMZV2H1nd4mNYeTQJo2pN1Uu2YdSMplR+qYoU9FNsNiPovMS2qF6xT1q1Yf8Ay5kO6dNhXZjxTsvEvk55pllVDJml57mN6ZhqnT5/CqdOnkc1mdJlds15BIp0JeXglCBwWqk0kWG+ZsWWudmcNkhwIqwiJgFO9rnsuCIGH472PcV6Rd66qSVZZG2Woxwh5+4veXX7yboZJglcboj9L/C4gZvUSn+Mr/wIaB2ytm/wg/hFb1Oq93z0XvKHnPI7D87gkJIyH9CL8SyDJRguD3crtTWJSQNnbMT/j7m7fIckFX15nHJ5/XzDh64zQCdfze51gLip6Z14XlUhVIFZy3vFcbOKOeG8Uhw4wbZ+XA2ZbBrGPn3vhv1XUMarfAqe6qNa/82KgDkqIyzVLXO+KCNRWbJ1W+fiMXnkGEBoou4ALeVnFCz0/BZloAOFqrQlmvHRJq57NhnS1I6GnrVs1nGLSTpRpwLZNLIsC3SGyAzUaCeQR8KG7RZRcojWemG5PH/yjJC7x+OTDolJNOKQQeHZcFER5wQ+TSu9cgy/jRTE907DS3woxfeN4vAgBSxMLYkjn4z7EQ0+LoijPcxyE2ZGN4oS8oiwjRxxCe2JSEgclIaPeQJIXrzYaKJdKKJdLbQdcqXPNm1ilwhxAE4644h0teVqv2XkIZhANyLbyL3OPvOWVpj4dhoSCGNKEFR4NMDINGSYGrUQx4SrybBWy8IlTyDgukBFWMDPKia7qQcN2qRpNJNMp3Tpcq9UkJErFh8nZZnRY2S1iEX7YzWjX4QIyWSBBIZF51TExNo4f/uCHQpSHnkvlsvLo6e1Bb0+PdldKpbIuQqs3qPtO8oIAHawI0U/8MLYKtgtSXof8zYriRSJgBlCClyZb4rnlYWXkgnKomV4vyScJ/7YqLZOYiYTw5L0NVZ5hkB6/5aK6EOqEdhej1mTwSRMfTQRpPUsTPB6wpgUkCsB20FrCf4J5Uz2Gb/KRyxHcvWTfRctJ9iaPY0onUSNRzQxFThw14dKOjl3YlclkdQCd5cF6TTiMp7sIVFeAiYkJTE1NIp/PSzgvTU+gkB82U6DCyfsblY6Yp1qnyTxdktgFW3WBacJDvio/Tpa9avo5IoGz9FaOgtpR5tYEvE6oHD2aFUf0X97Svw/tyJsbA9wdxX4DjhZZHYk7gVtEqweedzxxjAB3RiA6kCXPOKEJ4XpFcTvQeBt8ejn5myi1u+Vz0ZiSh3EY8W93XzSwNxDxjeYRp9mzfaOwPH23dyfMbvnG03XGj4f9LLp/7oX/t0OheB/1+nBp9VJ0tb5mh2L52DDHFKzMUcfXiYRLBXFwFF7ozwGXFlzCYTm77KZi4mAijUQqa8M3b+dkHOqnRvqtHZg68pG3T1riGXe6o5GupV9OvCIYnfGj8bwVx8cB0c2E7QzwgZ+QokYdBEqPS4E/FfR4xZfQGZuwkzRzjKKfKWzFUGhypVqHFL3gPG9/s1MPxGg13ehhqHHH4rVit+ht94vHC+V+Do9aKdwVy7IF2F1eL5rU+NIarLGdQplUwNy8JYWsBDJZs9DD1V0JahKzOpHwnC0TFwD51RnThfoIHUViLH9CiINUmTHYhaxYPWEcZcB/YcIQvQ2O4aJMQhYm5En4pNAl2SwhgV8rzFRnqZi1n3Q2tAOVNYUmF+SoJsfJCyfN4cCzq2YQoYCOcNZHQ8Ly8WPHhNTSZcuQTafRSKWQy+bMAhLbJsskXCgljFVWJjSLHSYFGmEkPdZm1BeE+ssIrGfOQk8gXsi4TuuMhcFQa/EmoHRKrRV3g0aimJ0L/6w7fFKkoxEOw4YMCY2LBhT+uQNn9cbqm6u1kP+c5HDixd0ZwqaFWB665QTAVriD8B8mHzQPm0pnkExm0KgnUKs3UK3xPIVlTFo0KSfKXgyBZzS1SrUd0cH/MtPrt1PbijsFcbYB9gnEU2kyGSxYsABDQ4NYuHCh/AW+aQsmPDRsVdAm03I7w5V3mORaJEOMHBbNQc1Hh92tPL082kCEkhR9YfLULbxVP0Mo43rE874vLtasIMhr9XeEY3VJBaDc2WYcHxt+VK3l1ap3Lb8uuajd0d8BWRx+Mduovwtl3gXCRXmdl1vtWV8UvHikCwme8bhvplv16c0E+CbAeqtwiufbrTzoF4/zJpD6loJ4y4V/MrMbo99SrryJmduw0znMXlwG6k/O06l0DQoykFfUljzQjoPBDhC8Z+WbT6MplQ6aZEwm0qA+8plTpyToDY3MRS7XK3UFW9WsmA63ZCb+i+VDWNpBkNTR2TcrL5a/rZJz4hGscwhG6KnjuKlzJ87+OMhAB9kaZU+H+0eeNvgoOe1rB2bFB0EdTLWBNpVKI6ktfMp13PmgTXuuNJoQRkEjkczou9GooNGsm4pKXEFdKLRW71v4tXAjdsLQvcK3+8ex76w5cRHO48XAdES31V4T3DqCjDNWJuRboMGH6kC0rWxTHSdREa2FQi8yOeqoUz+5YtZquFsSCYZhJZEwWb606kO+U7gKlZP4tvI5F6+W0BIEeK8TXaIKTwkaLogHoVx5hfKO0rHu8cPqoD7CZE47XbW6VnOT6azuHqCQWpoYw8z0DPr6+5Et9llJUdDjzbScNKskmWfIl2ok4WFOWu1mm/D4qSxQq2oXbd68eSgWi/jIRz4CqvqQR+mMmUJl/dMqMNWBmLbbL/BTQWo+oQ15fYrKxGqN1xcHZfXGhHj2A/rjm2DiPI9VMMLQZ/BTPJLOnULiE8PJnYSbpEoNzbhWaihXymIb01Ko1n0IjaZ2O7jK3hL+eR8CJ+TsJ1zwN+FZArnKqQfJVA7cHKk3SihNlVAq0RY/kGZ7JnyZZ7U26RMPCvKczCWTWVPfIlN0NsXoEz1+IDlMkAiHaoHsv4q9vZi/YBEKhZz4Ua+VxRnHnTRH/HZeOn8onXJLLap73NlpiD8sfxYA25N2mNyCkQqN5mcNKs8naNctwLYxNfQ7zngvaGLGeFHhWQBxvJw/Qve64ixgfp6v8ciQIn6K4wki3BwK4xntgqpkse9ACGOrO/C8XyeBUfavM93riW5l1UpB2jv9GGo86x7WSm0ulW+nZ/j2MH/PEu1ftfdsZfDzxJS3XPi/nMxUw72cGVwi7Ai/yHFhgIxq0T0R397pdaRnpx+iqf/3QSD0vGr8dPujyPatzocDeI3mB2vSbx09OoYDBw6CwtDKVWswPDIHSQ5cOgxsli40IQiWUUJvpYHGOprWAMhvPVphI5Im/Hsawynq8QLVjOcPaXV3jH53MsjpZTx++0+CDcmW5GdhTKe0NmAqLVcnU6a/W69VbNVPqhomoNgtnrY67qYuKdwaXAIzwYS7AvwzAx6GoPGeusnxX3ehjDHi8SJ35HAYHR5xmin46TG+dE4ANAA7m6S7H8oDXJ1toFaekfCZyeUxNTmFg/v3SgDuGxgGkryUK4mUdPTJzoSdqZDmdRCCiWIQ/lU0FPRUP60eKNjETR/ljCgniXEjd6C3Vb1bYaKZEQPxnoZJItUbBnu+YaLDuqD64BNYw5sCt907QHimjkI+JqiDwokff82qCf6qTvwnCuUnobFuEwBGTXDVmjjpboQGkMqYHnmVZ2iAXC6HNWvWYGhoGMl8PvAiEEEVBq6GUyh1flDlRcFxQg0FL1OhqH8Wx2oZPVpso9s45pWA3+b2t2JYJIusfoShnoa4BOtL4mcqiLxhdVs50ESmGRKgAE9TmjwbYPnzNl5rP4TDvqdRt8dW3JPageGugcx+ctIV7l/QAgInUok+IGEr+EAJtXIJlVJZfLRdAbs/QqpCOrBu+HKSr4u8EoQRiGxQgLd6Z22H/GM9Md4wGsuiWa8hmc1ZnaD5z0o17HbYZFBtXXXVOB9ZNhLV4Z9WFW3CRHj8iU5yN9RVCf+Br8SLbc5ge5wwcWJiTVRYTUJ/FrKxVyhpL0uWvdPMCHE3iSXZsbhtoC72Y9b0nQHxb6tbbejE8wtdgu0Csai8HsYjXTrq7dDe5C9rvB1AW22Z5cIyjP+8rDr9PY6H+3f87WH+jof9wt3iQJy37ibP4u5W7J9N18+t8B/vQt4WRaP2296IXy9eGmRt5FFSdY0kNCxtxAd1jVkKY1QXnFr5W+PniMQOMzzq4U0Yol4zhVuuvB08eAA//vGP8ez2nTh9ZhSpZBO/97ufx7vuuBP5Yh+SHHT9vFAwcwAAIABJREFUoFqTAyYHPcK0gdLhR2USenPioEE7bsFCAhjx9NihQ1ca+sWfTg56GiM5CqW0JdIDLOEWaCZcda6M4wKy8cmg0dIKdf+pd5tEhoO8Jjtc3eZhUDv8WqtXZbLSBEg2KwomLBEb0Dk58MOPpEHqDUH5gocW9UQIX7zDMHVVL0/XkopJA7Fo+2Mi0hrVCxv8KZTZ0VryhsIt6UihUStjemoapXIJA/3Arldfxp/+6X/FmjVr8Wu//mtYfcWVWvSWEMTbajMUaAVdAjfZa7wMcDVPpMBCHkW1OhJyjIp4WRLh8B1ztuLFPOmM/xwMkVARWwR5e71XPXXhPyRg/a+lUJ6ZQaVcQa5YR2l6Bs9texaHDh/GNddei6uu3owmLfFUyrbBlcmHdsD6H4RgCmES9ANSwiO0O3nZgDI5MYljx45J/efsmTPaASgUCjbYUHVEkw1TJ9NxiDCRkawtlaIY0U6z6rn5u5dxKv5l4S22eRuJpfPoakT2EbXdqF1S3uQ5GU506kiznaSyaNbLqFQqAsbVdROwM0C9gkq5pHqoG59ZwhRm02mjlYJ5AqiH+wS5G5DKpJHIciWcFagmGPW6qQ01dTanLJWgVJqTCaqlmbpQJstdhhSStNTEOq30PItR5faAqR3x3ESd6osVdVc80FuvV4Qf8eL9E2qzXAzwPoq7Emzh7AMqFe0oEE/GTaSS0dkoExhCe2A/0KrNxmTytW4qBTpIH+6RYDp/xG/VV6+nNgFNprgDYl14AGaCfExQUffmgR1xzdsLmG0yFtHbHL2s4sQDO9xtCdvDCNSRbM+gFS8kF4l0+9OK0eby+spoTt9soNsSvk0+XIiMo9PNj+E2VpNOp9pS0b/TjyHu5+niMCylxYmHu/8v3i3+OR+dJ/7tfP9Z59/PpfAf+hErs7YPL8Z/4Xd7m33jmYcOsSUumegU2fM3+eZc+Mo/DD7sTHw1iGMdhyJfsYwEEx6u4yCZQKPawBNPPIGv/O3XcPDQYSxavAQLF8xBqVSSiocldiYTgbD6F1bXffywhtMazAibjYcPB1WDw4EtwNIAK2QDPYH4aFSwb+PFuSS3+ZB+R5EOH2E8L4bLAhAHUhuEJWz5yVUKDqlCwNcEYhvNiDfND1IfOSsBg/g0QaGAQzwPC/PP1IUo/Mu8JXHgTr9uI3XLKQYxXlWEVhh3SY9/t9EWPhgWJzGKQ89OoMTJ60AUkQ7DltVAq5PmCPSlNfFJZ7KYmJjE1q1bsW/fftz6jlux+oqrxD8f4FWuYSNIfKiFiul8D1MMClEy+ej/Q32IKBHBnpZvJyT4Rbg75f6OAszhyTq8o0/CZVHy3eSqOs1JprSam2qkMDl6Cg8//DC2bXsWjz75tIT09evW4dabrsc1mzfjpuuvR5E7IJUKElTXUUl4PQurs55ZxIOQH/15gJqmI6emJPSXy2VNKg2pcGCYCu9sEyoTTsyIK+sYiWsXJyMuRI5QBbxNMlUsjChEnxGPHeHWW4Od8GcTIsOYKtAZ9GE5mSdGUTijaKeE/UlWE8lqZRrZLNtRRuplzUY1apKiiZMZHfQNx3TDjhF3SZSfDjwzF/K2iESypIl4AmY5qTJTjjZ5WI5U3+OOi9DlSj13DLTgkBYfOQnlxLVen5EgLxaTTqlnNS2tVvxVSWzioclXLbLcY2whsYTJhRNOPGwCorbGiYImF+SN9XvCR9U60EnqeM4oWPBhumSSkyimMTUgMoq7IVx0UD1l2yF92q1jRB6cD2p3AXarBLu5XOD3N+NEtaE9gQrWvWaJ48Ed73jslpsuAu38sRcNPbsi818rVSuFuwyOyo2gojSdcN8e3zYWduBynnbnMVlvOtOqTYYInWHxdO7+xfvSOUA+x/l+6RDfGghvC+G/W6V+o+xodRFxCN194zEuh1tdk/dPbzCDTszb+rUgSNhhKhPdZsumhQsFPPa5JjDQQgthSq7gChZXnbjKlUppO35yYhxbnt6KPXsPYdmyBfjMpz+Jzddfj7Vr1yJf4MBLKY8QzX67He4zU3Zmto2qCrbqzXVlZe1IBsFfq/8uTOhNeIFy0qifsPSUwasleLQCQnwRGXzl5cJYeDNIK6YaabUqrxW8ZlMrjNrNIC5cdU2kkM4URSPNL1JI4KqiPXVkMnlkMgUJI/V6CbXmTGyAd0Gb8enmBCMcmpUQ3jIv2N55B3pFf6CpRaRccRKjIKdVk5jIN+YIAn40AbAgZkMzitqBkO46y40rtjZRKfYNgBSyTFeuXIX/+B/+o1Qbli1bTs9gfz0loUQ1LJrUMX1YBbdlahPsNOGzsqDut+pADMs2JwdGSqskWINkF34EdkVSZFRvHBLzopDlacObtDJu4HOD5ikbDaQLvTrv0UxMYuszz+DLf/1lvLprF2YqDeQLeTz00EN4+MGf4LrN1+EPfv938IEPfRS10hRymaFQd8nQtDTi/GwDMYmEYueJ2o2ZNOXKOK3G9PT0IFcoSiUowXjcuZLgSwGaTAhtjpOU8DiV0VvxlKO8nOpWu4pitjvahBAxPBYeJudqo+4daqF4m0Zau4AMs8mBraDXwbMhyWQBlekzOHXyOObOm48sreIkk6hNnzVgtBTl9wNwgCW/eO6BE58MdfEp/FdRr5Qkl/O+hWS6oHNJNv/h/QszGB8d1Z0JBJrL51EsUPi3Nqf2W60hXSgglSwAVMPiLkKTqm1llEtlWbPq6elFNle09s+2RLpYZ3mjb5VnFCiYUw3Jzi6YhM5yEdY2IeMEI/g0E2Wwb2CxcLyzBQ92QeyHzU/nYcjbFFCvVlCneleKJkRJt+2SNeslVEumgsfFA+6ypZw3KpdaUJey/sYYe6H/Lvi3asmsKVjc57StWWMrgFCVLPCixaNWOrVLwm2rf/Q13CxLh9RKZ9ENupJHebTivD1c7PtJXmgvF4lUXMh0oXM2GB73QuEXmfW/ymjkXZx/cXc3hjjPu4W93f3eFsL/251Jbxl+oS9mpxZ1flq9Y4A98rfA4Bc6l5B2NtytI7IJgIQvW/qU4MOBqVGr49SJE3jqpz/Fc8/txMzMjA4/crAamTOC4TkjSOfy4Kodc5QsxxXusOqkRsGVCq6EB5N9Sb+QjEiRjqDu428JDG20KGIYOpySQHsUz2B56HnfTKN0YZDxA3xkhvgVhHMKmlr1p6m9Co6fOIFDh49i9OxZzFDAy+Uwd95c8fvUqVNYuHAxrlx/NbLZPGqNGqr1qiyBpKg2JbUgE35N9UccUQfj397hkI/+tNEh3C5QoG0JQlXo9PPvMAhpGhANRjSNaGOvpicBb6pxcCUzmy+IJ5XytFQ7+vv7JcBkqeJD869NHhJvHUBUHaJERh43GnbIlxlQ2JbAbRNBosS6YvrMoXziZRuqswkF/uGEXODtcCL++cptSEd6NdEhaSa48Q6Caq2GdL4pYfDAnlfx1a9+DVuf24kbN2/C7be/C/MXL8G2LVvw6ONP4Yknt2DuyACu37wZA4ODyHJVtlZHkqY8wwRHbSGs3FMFiBMMtgn+0lQJovnQZFJWfXjQN5flAWPiwx9VQij4USj0OhAKygtMtSZE91dUru4RrxMBjvMnFkVOpY3lQfiMqwmFCfWWhGVp1njUnnmAt0ZTmDwoTcGcalBNHDt6DLv2PI4XXngVJ0+ewtTEKK66ch02bNoMHnJeuWIJEjzgy4UHqcfZ4VZrF5wAJJBJUWXHeJJIVKWGl2zWsf35pzA4NIAly9cik+aZgbzaYaNug3iG1n/SpsdP1T2aH+UCR7qZCxJpHY2amS9mP5jJZpFuNtV+2QdSuD96+CBeO3Yc66/aiN5eToHJDrujwbrNbvWSPCa+5GMtdC9GY60RDAMEa0gJqRIxPuHInil4gmZ6/AwO7dmJOXPnYmTOAtRqZTRrM6hWKzrcS7pEGydFVI9iO2zY5JUTWBNcCDMu3DOf+GMlGTpA/zjPO0zCCeL1/OLx427BoIfz8JzA7rmcE529maYQ3eO/Sb5aIAqLRqwDbLfejLwfd96rXwtjHLO3tNYfqlTCJJAwPNxh8E1/fxhOP4fBb4fPOJ4uHk5/xvH7ITw93/x5ON/+czh8e7iH+dvjEDaf+I9hcfodR8bxdAznz9N7/h7ub0/rebi/v+nf6icvDr7jNlv+DGf/xTw68fO0DOOPePNxHBwvD3f8FTn88zju53n497/k++dK+G+vhqGPuwRuntO/XAKsKOnrAepxvbPm+BsBcvp8UGbrYmhbjCg2fSNwwdcbYZJb1TLhmQCqpp/LAebI4cP4+je+hUOHDqKvN4tjR4/jq1/7hqxnfPY3fwu9fcMolSYk42SyRVnpoOBIuOo41OBtEKKgG89fsoR3HvogUnH8nY7428M7/WKQo84o5ifQIa2HeyflHVGw4x0xTDa9a5icnMBjjz2Cb3/7Phw8eATlShVDw/1YtWqFOoeDBw/hzne/W2b+BgdHaJlb/imu+mqL3uycG1zH274MQ4ngUrhpY1CEiNNMD7o76Iq+2/2jnGJ1piUPhpy1yhEwk2AXBL7AI8anuUTqRauDSyRRLZXwwgsv4E/+5E+waNEiDA0NydQhhedKmTrXphtNYZ0CHQV9P+AoAV7qEqoYmmnYyp4PIhHWgXrjDUn0YovYco7D+USC3e2RYkxwr1A3OVklX3k01YQ1rrrW0KhWMDV6Rjr+P3rkCdmPv+f9H8BHPvFJ9A30YdOV6zEyMgfPbtuObdtfwCsvv4zbbn+XJhPlqSkUerTsbOVKHtCMJC/0qk6iNDOtYuTuWipnqmE+iEgVjBMv3iFAFZVaBfVSCcl0zSYUwt8GT+Nn2FWRv9eoGJHuFFsCX8gfOfmv4xdWvjRISYAkfI50QZddKi3cASADG7qIjLiy/DmJn5qc0PkQ1otcOo2f/vRJfO1r38DePS9jemoKzUQW2XQKzz23DQPffwAbN27A//zv/wMKuZys+7D+cKWbgrjtshmtvcw3ldfqfzJTQKU8hur0DP7sv/wprr3uOnz6s59HPd1ENt+HQs8gaKO/Vq1oZZx8plpPrWrqVLqMjpOWRAXValmHglPJlM4pZIMgThZNjJ5FoacPTz/9NO6777v4X/+3P8LadVcglc7ZVqnqGXcCeMagFtR8OJezyQvzpQWwBo0FhJ02TizZTihgsH/IFwsoFHrEO06ktJNAoS2Vxpmzo/jG1/8O1157Ld79S7+M8swEEs068nmaf80incsi0eSEi30ML9uzHQnuIPHHfljFLMtdNgFQ0YcmYm5bXbda0KU+RP0LY8TCWSdin5b+0v87foa45yEqYsCZeWddDwfpLwNOnjH5yXKrBWtm5LPha8Iz2wzDeRkf3azL/jAe0/NuED5su6wfujwuNkFgmAufhM+HfYP/LH+qrhl8D9dYE+Fn4Z7e0zp+nfDj4U4j4zI98Y//GO4PwzTOkzj1pzb2O/1Rnxbw9/xJo+PvMDwP5xHDmb4Th85w0h3nD8Pj+Tt/HL7zj98OP56e4UxPOPQnfsyDD3+d6e0OkBaPmM7525k2jgPjESbj8Hkrfj83wv9lbPNvUrlYZ/V6gXVLFVVGrVCz0wvUS4AzN/+384Q9fic0xqDAxwGWg3xYLWKDSqdk2pOHDvP5NGZKFQHUiqUAs+qko5XtdMbuBVBFlgxp6zBmscLy1UpJqOxsWN6gJMQwigug6tjpwYe4WXpTJSAH/du5GShtJ9gDAyfCiCeumFCqw3U1G4TTKTvUx05HQk11BjMz03jllZfxo3/+ZzzyyCOYM3c+rrnmGtkaf+6557Fn935MTk1hxcpVmClPordelA3wFDsNHZYFKFTooG/Y7k9RzIxoPxfh2FRAQixjKJY6IJJk1oUi4sSKwI8g00XlbAlDVMaJ883dfDsexiOvX8STgpImbhIkTNg7cfIUntm2HRsrddHPQ+HpsPoU4SWH8zzmKzOLAZMgXFqHGQ5eanLAMuhANwbivM4YKVE8+onMEKgyDupePKBKsZ/5xu3112u6vGn/gQM4dmoUK5YswrXXbcbAyHxMnT0mwZ+CK1Wljp0e1SHgTLEPDWXBQyDU/TerNKQPFMxQQ53nAshXWkfK2e4ABwvWEbUJ8lEbU6z3dZkB5Wp1RuEEHojhYOR0eLmSEHfzre/ABSUVcgbDQZ3DJIJQAw4385rwLcK42q37Cww2dc85UaLpUa6Wky7uFHGXcHh4GC++sB1//md/jsefeBpXb1qPX/3Up7B46SoJ9z994hE89uijePzxx0HVsXvueR8G+gdNQKpWUa3WUCjkdYhYuwnMpzEu1HK5rCZCM7wV+YUX0dPbh9EzJzBnZBiV0rQNqNki0qkcks0qStOTyOZySFFFKE27+02p95TK4zbJqNbQ29crmOyjeNkXrZixjI4dOYwtW57C9ue2Y3pqQpPZerMmSzzaiWCf6btbYYdBk90gLCQadcxMTUmg4M3NnNxpwKeaoNoXq8YMqpWq+NfTlwYXYzhhmJ6cwCsvvyJVsM3X34x8LoNMLotsviccnLbytP9mmYyTHInz4bZt68+8InCHzQ6NW9/rHQYrQagbfHl01Y3gH9WT2RznixeA8nW+aDHQs0e1uheh6I6LhBvL4nU71S+yb+fQp0u6Y2MYSQuCKAVOF15dsGSTioczc4dHN+Pzm3WDb/7axkj52C3PwRnB6/xm/vwxvefPb8//fPA9jscXoNg/hnschxMLVhhp6KTf4zCNZIQu+DEO8Y2n78yjM9zh+pvhzn+m7UzveTM+w+L88fyZ3oVzD1c7CvjNxl9Pz7fTT3fnz2F2w68z7uX8ftsI/2SEM/hyEvxWw34jfRX5It54YifinA6PHiGSwsKqjtxhU9RhSMebKwr0aILX0kf6+uDlTUUsX3UF/u1nP4ODh/fhiSeextq1y/DpX/9VvPd9v4y5cxewKehiHNq4l533BtUVaGavapY8kkAmRes4HHRoD9sseVBP1SYFtkrGhsZJhQ4fayLiS71BTYSTgojWQCN704C7s0Pv0HGanxMbYjApw331IszyaSM8neAWunXaFP6np8Zx5uwZHXZ+/PEn0N/fg09+8qO4995P6rDzX/7VX+HQocPI1dPI5ngmIKzyJE19xs43JJAOW/JU/5GObtIOBmtCIHv5NoCQRybXuc4hyyvgy04skODlSwFG7lZAiO/pYjTTGVgojnRhnZWRdYbsnCjIaTPE1TDCZWdcrfIJQZVqPpRzWZ40lZiumsUTChgqh8D/wHOp+0h/OQGq1+hgIldkw2qYhGDyKSpbMcD4IngqwIgTsUoR6kKMGR4r8grCcCTYmtBmdU/LpEDS9P9Jo/84sSmkgXzUU5puONOlaX2GxdZsYnqmBGTyoLBHPXO6yfRmIi3Brzo1LQGfNFJtLFfII1HoUSlqtY8TBMIKAzZVXfwnM7H+4RMUCeKBbEEJEShE+Ldo9YShLPQZd58bThwoZZs5/LDqyDoY6oW3IU9pddcG2p6+PpSpWtNs4u+/9lU8u20b/v3/9AdYf+WV2HDVBsydvxjpbBFXXnkl3nn7Hfj//vN/wp9/6cu4asMG3HTzEtWL8fExnDlzFqvXrkUuB8zMlFTHuBPJQ9HLeAlaoYi9e/cp7MiRI3jh+edx53vuxvTkmNRisvle7Nu/H9MTZ7WDsG79esxduBKZNGmr4vSp0zh86BCWLl0mMtj2ebZnZmoco2dOY2BgQKv+T23Zgl27dukg9smTJ3Hi+DGdycgXCuDhd/Ka7YG6+YlUDqNnTmLfvn2Ynp7SXQ19PQUU8jlZylpaWIFcsQc59i/TZRw9dgyHDu7DsaOvobe3B1ddtQHLiwWkwV3Wg9i9exeOHz+FF198Cc9v34qbb7kNfQNzdInZsaNHsHvXKxgfn9DkYPGSxVi2fDlyRdZB7kLYgWWqmXEHhCVOPy9Da58kPbQLOlXlfEIQ8/eC7vpu1dOuwXFPr3bnJPGAaN7p80+hZ/9aceIg29znwG0LveQP8kznT2L9QxwowylcuvDaCmOffq4wznAWk7q7WYRhxnG5iP0yHxc+Hb7LBx7u/gbf5Cr2V/G0rfJvxaYfH8ab7ec0dgufLb3j52nJH7r95/TNlt7jzRb+etJ7+TjMzreHO0yG0+38Y7j/nAaPOxt+Hp9vxvE83J/p+ZyP7x73zXxHQ9qbCfQXsC6CAxfRlylKRzx++tNqPsHFQ3e+C0AUJJlYhYswihodVxoUyYIkfPMOp5T0eGuVCvr6BnHLO96FRYuWoNZ4BkPDI3jnbXdg46br1GM16iVkMmk0mrTd3ToBz9U/rtyxknMRIslLebRcYsJSWpfxsOrRHrwdMu4q/Et4CWoN7I9iuEf0xEgwep0XgVGKyAGN/nw4qNEihm/hVuUtkZmdHgfyBnUogZnpabz66h4cOHAEN99yA2684QasWL4cpUoJN918PbZu24I9e/Yim2Vn1tIRlMUPWjIJt/6SRtLHm0eTiYz0eRtNWiShnw0obPhEUSv/YQeGHQL9IrJtdI6+jVKvIB1Cf8QXry2BYx49fMZfshhCPNjBJVqKMGQ9LYoQH9aPlCY6Vh6aOGWzkuuJO008crOmUpnW9jiPPKZojrHZBPWvzUwi+VuV0E+VEapCVOt8TF+c6kKizWl3Jkjw9XpghMTJMaHXuKJydmdEZCj7UP6spzrTwFoRdjY4zVIHn4Dq9tIli7Fo/jAmpqbxyMMPYd7CRZgzZwinj5/Arl27UWsA83rymDt/vnIhjyanJjFx6gwWL18lvoyNj0sXnqu2PMhLdZZmOofJsTEU8nkdRuVEQpNi8d4o8R0AtRFOikkPeUE+yNa9E8i3C2te3kZr5K+2FML0CuEueRB7hx2EAH4rB//n5RCyYxIbsCxvTWx6elEsFHH0taN44PsPYHh4BJ/+zGdQ7OnDzNQkwEPkjTQWLlqOhYsX4/nntuF//Pj/wI4dO3HTre+QWdCvfe3vtHvw777wBQwNz0W6WkelWsE//uM/4syZ0/jCF76AqekpPPDAAzh4+ChOnxnD/PnzsWjpcjz5+KMSpslPmiienp7G9PQM1q27Ar/yqU9jw9XXI5Nq4Pnnn8d93/0uPvGJe3HVVVeFMx8NbH3mafzwBz/Au+98N67ZfCMOHjiA3Xv24+zoKL75zX/E+Pg47rjjDk0MtGOaTCPJsxjJDPbv24vv/OPXseXpp1AulaQSxzYxNDiE+Qvm41c//VksHRjGizuew//44QN48YUXcODAAYyNjWH5iuVYvnw5bn/Xu3D7nXfhyGuv4ccPPoiXXtmNEydPYPHiRVi56goUij2i65GHHsRDDz2I48eOo3+gH+vXr8dNN9+K2++4A3NHhu3uFc5z2L/GhQtNAGQ+yOpMmHRGTSRyxAo58ut0qGJ0enb/Zp3z6HR3/Mgn1VW9OwKjzy4Jo7A35uis/ueDwrbt8TXh6xLZ4hieLgwyjTUdY4DH8XCjm3EsnO3df3GBkOGetls443aGO0zGdzfjMA9+u5/Du9R3PP84fM+H4fzxHQ/3fOPp47S/nnCP63n694XejB/Pn/EdBnFxdxyOp4n7XYo7nj/d/otPOtzvUt8/F8K/9ymXyozO9JcLLvNpFWv4iGXGMCv4tlid6LW+Q1oK/pHZT9v8NXmB/9WxzAKPwarcZue9VJrG9NRZ0MJLPt+PbC6vQZ4NgAc/aed/bOyMdP0LxV6k07SEwx9XcSuoVMom2PGgp8zwZXRZljVmM01nt1GaHqSpPdTNBo6v/Jvko1X6iFsS/kgs6XB1IKeJRPgAE2NmwMwGnhA3DIY8+Me8deMnYfJAsjrFDEgXhdXp6QrKlQZ6ij3o7x9EKp1FPpHSiiEnR+US9Tt58RJ1xznQEj2uDvBpoFqraLKgiRB1vkMc3gvANOQJV3LUuRBXpXek7S2ywsAQXq0IMfJbns6Hlk8XjoRAGwDYiekRj6neYSscMjNIpCQIUk/V1AbqwY4/V8lTqQyq1RlUqlX09KZpO0UrnVNT08ikUsgns2iWy8g1Gshx9SqTsxIMEz8J/0HXtd5sIKWje0RPU0rLm4THH9aPQJQJDr474rtEnRTHhWFbaaFdeu9fWRdSvFzJV76oj50v4NrrN0uw+tHDT+Fvv/rfMTE5jutuvBGjJ0/jO9/9LpqpFFauWia97GatBG6G7NmzG7v37MWvLF+lezIoyM2ZMwe9+bx2kx59+CHcfOvtqJWnsXLlSh0y1UoyD/qmU5FhI1YGKiWRJ3UhGmiL2oFmxKGwnW6vQPymO0ye5TQh3QreeBAxgFDIMvGVaVkHYjxXHxKqTGAa64u3Y072q7UqaCCHajk7d+7EvgOv4Tc/9xvST8/le1CrlLVrVpuaQm/vEGr1Ct7/yx/GH//f/xmPPPyw7oyg1azvP/AASjMz+NSnPoX+/mH1JalcATte2ImtTz+N3/rt39bKPK0izaHxgaEh9PcPCJcHfvAAXty5E1dcsVZncfoH50j96L777teE4n/53xdgoLeI/fv2SZXvzjvv1EHr0vQ0crkGdu7YgW9+85sq86sbFXBFfe7cuZiYnMSCBfN1QJm3+aZ530C9apMw2guqlPH9+76Nr371v2HTpo245uqrZRThJw8+iEcefgSLFi3E+97/USxcsADf/ta38Dd/8xVs3HgVbrzpJgwODmpB4mt//3Xs33cAq1atwcjwsFSnCoUsrrxyPdZdsQ7FfAaHDuzBX/zFX+HggX1YsXwZNm3cqL771VdewRe/+Gfiwd3vex8KxUHbzQ2HF0PJhTINZcu6wTL2RtCKZB1R1zCP1Nm+3H/2d6ur8jraEdcjRN5s2aHOnhMWRepwEK8L4yYMtAjQAswxkE2r248soq4/xwv25cmg1tkZlxMtxiFPGY8P24n/NJHXRX2zh2s85NjZoVNPGExPPNg3xMM9D8oN3dJ7ONN7OMcdwoj/mJ5x+O7EnfHuY1IUAAAgAElEQVQ8nHE8/8703MlkOOHz8byZlj/Xye8Md/gXwq8z3OE7HvFwkzk85ML4MybT8yF91Onnz/MgDbPRx3gXwx8vA8J3Hjt8z9/PHTAufzSw8Wb/fi6E/zebKf9i8M7pdEPOrf7IVoLPixA7llgC7/hcmNM7GtmtXwz5WmNk2tA5acBPSo9/emYauaIJ9VRT4HanVVTbEqQ6RKVclVWP8bEJFIp9yGaSOvzG1d58vieoH1D4SMhsaCqVkPAcWXZxcuN8ECns8M0qjAnVhqE1kIAr08TTtfrXQE7cI8ZAk85NruEhxrCVqkRREuMJhf9sJi328vDd2bNndcEXO4bR0bOYnJjCTKmOcrmqQSOVTMjaT7kyg1qK6h1ZkUFzh1JzanI13fhHFYNEsimrSuzMqWdsnTo7Gg5CVJWyh998jDDiFlaGhC//UViLkI8RG3OGuBzcmhLkW8Iyg/hF/orHcVgRWA4K7BTtxmcVk9JxVZ8dZULqFocO7Udf3xDS2TyqY2MSuPoXLUO9ahMkgfNJD/nDwYBqPxRS2upxwF3IBSFUAmiEUGgbIRUHcs0HQrgE31bcGCfOdXLexwOYVVv50UQ4nUWhfwQr1xZx772fwJGjJ/HKq7vwN1/5Gh57/HFUKlXs2PESbrnpenzmM5/BspWrJcwfOXpC4SNz5qBansYLzz8nYfajH/s4FixZhunDh/Hggw/i2LHjuOs9d0lfnmYwU+m03BT0rQw60HRS+Fb5yBHqBOPy20uF33T7t7vj7w7453x62hDg+cfiWXu0+sq8bKBKI5Prxe49uzFTrmPVqlV2ILZJXd40pkuTmJycRLFQAHcXV61Zj/lzh7B16zOYGp/A0tVLtWvI1XDqwfPHCVGhp1fqLVQp4g5Vf38fbrnlZtx//33YtGkD7rnnbqxdt159VLlSxu23347f/K3fwsi8ZTi0/2Wd33jqqaew6+UXsHHjRg3g5WoTuVxeCxrcgWJ3wgnMTLmGuXPnYWBoBNdt3ox1a1ehXJrCBz7wflx7zbXI8iyCLARRvSanXbHXjuzFI488jJGRYU1ObrzxRpkMXjB/AQ7s36/Vfd5vwAki7zi48YYb8W8++1nccus70Nebx+FDB7F123ZMTIzpQPjqlStw/fXX47v3PYAbbrgRd911FxYsXIjvfe97qj+33nITPvubn8cV69arb/3e/d/B//l//TEe+slDmoguX9Er1UsdNg4TWi0wRP1IqD+sS/F+1McCvuXfWa9YIl0qQ1c/qywdNUm10iDEQmJO1iX78/QMbItgAd4UQt6BoijsvI4wfGhXhGMCNbcEwPrnzrTccXrppZfx2muvaXGLh9K527RixXIZeyBvjx8/jt179uDw4cOyRkWDCKtXr8bixYs1zjCcKmQMpwBJf97m7eEnTnA3cRcOHToE3vXh4UuWLJEQzUsAPZzCIeEz/dKlSxVOtbRXX301Sr9w4UKZ5GY4hdg4fJ7L8fRUo2M40+/evVvpS6WS6GL75Y4Uw0+fPq1w7laxDS9YsEDtm+E0Ucxw5r9///4onPRzgaNYLIKW8Yg/1eImJiYEPx7O9AxneoaTvx7Oif6ZM2ci+OwfGE78GMfDiT/Tj46ORvgxnGcXuWvn8AmLlsbi6ZnG8SMuDGdaPn19fYLJ8L179wqXznCHT/pIK/Ej7Syj3t5e0eTpyeuRkRHlbze6DymcaQ8ePBhd+Oh97O///u93VslL/n5bCf8k1GeHl0zZzzQA6+jifXJb9+cfUR8cHK3F0EiQM0EiBLCjZ1TOJsPqN9VRKExItORhviBwclae1E22CW3j89BvPk+dfsJIo7d3ABPjZzB69owaw8pVazA4MKCDdFw1LxT6UJqZxOFDB9DfPyRBOFfoQSrNG3ODFQoJobMUlPAz06GMwauDJPMEc38amMSg+KAQMcSAKkGAzyDSyjTBGgdpZH2zMwi2GiZ+NWsoTZdkjWHhwnno6+vF/v0HsW3bFqxbfwVOnz6Fnzz4T6K7UuYFTTwgmNINv9OlKRw7flT6w4sWLEO9xpWCBjIZu/zozOkz4MRqeGREKh9T5SmthrIzpmDDMc4sBVGdgHqAXDlh6cSFf9IUKoFIbm0TB2rjREcHqQWGOspMSnA0waoBlEI/kzj/GMFg2oVBpp7UaNSkzmCmBgHOi6i6VKuWpP88NTWJLVu2YOPGa3DF+g0AjuHs2BhWr+nD8cOHsGP7s7hy09XgYMbV/2ShVyvn3DHghIr5u06yqQdZfSQ2QREmJgSwHL04bQu5FS9Gi8q9nR3hSy8egJSgwbsoanbwlipqiVRBE96eTB4f/NAvy7b/tmefx2tHjmqXo7evDzfceDPuuuvduO2O9yCdK2J67CSefOxhPPLoo/jjP/5jTIydxpOPPYJ//tGPsPn6G7Bg8RIsW7UG7//AB/AP//B1fPBDH9REm4eDKQxQn53qLREPAhk2QXV1HxLkDyOQaj5xN7+9rvs7YlaI63MIL/PI2+BFIMPE0tuSv5Vd++4BFwd4cRfNT46PjQsg6WL5EhxVnjh5pGCRSmeQ524jklrFp3qdzpBw16g0Ix709PYgmS2gkEpgcvwsTp86hTkjI8gXezRhHB4ZxignCdUKli5fjUwmp0GWggbLZGBoLsqlScH/+Mc/LjUbWqradM01KJXLOH12AqPEM5lBsa9Hu5OcoLC96pdIo39wCDMlHv7nBWA2weGkhT9OdjJpUpbEK6+8guPHj+Gee+7BgvnzJfxw0eT6G27GsuUrsGf3btRrZZ0r+tgnPon33fN+DA3PwdGjR7H10D7s2r1L/UqlYheUZXJ50dKgNZ8G75boQzqTx3Pbt0uwoDBx5PARnD59FmPj5EEVw0N92LbtGRw5fEhqQjMzUzqPQsEnneU9CWZsIDR2o1Hl7IJ+rAuw0C7/u9WXbn7tSZmNtWH6x+MLgShy6J5b1bo9OIp3riMO89zQbj7s+6UWJdUn6wNbiyDtKSjM7di5A6NnRzXB5NhBvpLvLqCxro+PjeF4uKmb9bAS6grzoirYqZMnperF/o7pPZy5UeCnUEjhlf6sPxTc+WN61kEK8BS+GU6zwAz3/NmumJ7hdFNg93DlH4NPWAxnX+zwPX87s2IH5zkB8R/rO4VuCqcUnlXnhocjGKSfAnRnuNPg4ZzckJ/8pmEATj74I3wK0AwnHaRxtnBOpIgvrYoRDn+kkek5uWI48eOOK/3JI77Zx/KMECdxTE/4NvZYek5qGM5ntnCmZR7x8E74PoHjrh7p8jJy+CxjTs44qXD+kAbiwjjOH9azy/W7fJAvF8Y/w3Bb/Zi5/JvveNfFbw/rRm63MEvfkv5V2ThQ83E1Ac+Eq6KSBUwXm51ys8luz3JmWq70W4VtIktd5Ry3OpuoVXnBTE2qQNTM3rFjh+x4L160GOMJYPuz27H2ivVYuXqdVsrvv+9+9BSLeM9778ayFQN2kyZXzajXbQsubaKMPkSgCRZssJqohMYrSxpiiuEqYV7fpDXGGQkpTnBM8NGEwdScNMGJtlbV+yh7Nlauchd7enDzzTdj67ZnseWZrfjWtx/Anj2HUavPYPeeF6Xa4gVFE59cQBodncBLL72Evr4BzJ2zAIcPH8Wx48ewdu0V6O2p47nnn8XzO3bgphtvwi0334J0KoNM2nTma1XaF+YgZIcPk7rVk+Xgwj8J9W1a0irRPUjy3WoK/ciDwCtVB95em7QLYjnfCateqidiV4hLhRNtEfMwdxNJHurVZWc84JxFsZBFocDzHobD1OQMXnr5JezdtwcbNm3CmTMn8OBPHsT0dAnXX3sTTp04ih/96J9lNvZTv/Zp9I7wEiuqqSWt86UKSdoulzN77kQm1N9AQYSeSHU8w8p/KAjWyWjR3x18M3rbz3Y5KFhrcBCf2Fy4G9TiWSLZwODICD74wQ/itttvw9mzoxifLEkFg6v71DNPZ/tVX0bHx/D4E49L2FyxajVOnzqJYxysD7+Gp595Grl8Fnfc9V685+578O3vfEeD/IpVK9FsJjE5PakBm7s/dvZC1JpbqlY8j+LqGhYWlauXr79Vx7lzRrqD8E/axYMYI9Q/tDGl9RHaiRIpCfsR1sNWZ2VN09op+ZiO4DXB/oAWoCigcnKtm5xT7EfyUqdKpHNINeuYmjijAZmrZBSGEo2q6peEq95BGtxV/0XQHORplYflxUGSh3I1kU8m0dM/JJU0HpyVwLByDbgDUR49Jv9NGzehWm2C1psaYSWcpFAAYnvjRVlsWxS4CjleVqbZMXiPBfuDNHcfCnkd8uY3cVDfJIbUJbiPjY1rlZBCGYXAwaFBzF+4BINDw1qZJI84sWS6PXv34ul/+Ab279uPsdHTGOjvk8CRzWak9EZhnbgxDYWgJncKUym8unsfTp4ex959+2UGlILCsePHsWSJrS5rMkthhw97Bt5UzYUcnrlS+cXrjpBv/8eyZpRYNWkfnWLRY6p3Md9znYLFuhjydhRCTLZgjUFefyMIYf2/DZco8FxHVP/ODTrXx8aEqBxZnjTNLCMM1gfY+GcptThTLmPN2jVSwcpkM1q5pfDGOsMfhTmugHMll3WEginroocvWboUff39uiST4UzLOhyFL1miCd91112nc0HFYo9UwhhOXCgkUv1j8+bNagtMT+HSwymoc1LI9KwzdDOc9ZH1iCv9XCGnxbp4ONMznPjfdtttuPrqqxXOuDLZG/InLYTN1XIK1sSF+DMe09NNs7Rc7WZb5TfzJ57En24PZ3p+Mw7xZDjdxG3FihVt8D0938SNOw3En/H5xMM9PcOJH/MgfoTv6clHCu70j6cnHps2bdJkhuGMz3DC8fSzhbP8CW/Dhg3asWF98fR888fJIM8Xkc88i0R/wubDesi6s27dOuXP9MyTfL1cv18I/5eLsx1wW/1Xy9URpf0zyCs2wLaCWqnZg8Z6UcpJsW9WHD4m1Pk7wKEgHUR9dkISNrT+SRi2wm6VjhZZSsjlbNWfwiDt3lcrFaQKOR2Iffihh7Bo0WJV3DOnT+Ob3/oO3nX77TKFmM1kJfzxYNvmG2/B6mwOtdI0qm7nOkLHaYnRw7CwMsOGIVoklHlccqLFDXN3pCcMeimqdfYShugvlR/ubniaBpq8GCjogbNDpCrGzbe8Q+Ysi8UCdux8ET9+8MdYvnwh1l+5HpVqGtsnXkI2S3UB03k/+toJHSa85urNKg/aOd+69Vl8/OOfwKaNV6NY7MPhw0dQKT+GNWvWYqCPnRftkmfAi4k4QIrWQJ6vRLWVtZbtXfB3AgMzo5fTFTz0afVAJIf64eQrH0ZVvibccJLHsuaPdsV563Gxpx/DI0MYnjMse/fkLw9w799/BA8/8hAGBgY1SHH16fsPfA8DvQOY/o1xzF+yDGvWr8ejjz6KW2+/HVeNzAmFwwkAVTvswKtWjw3BqH57KXdQJLw8TB9C33zOidsxAWAW3j4Yl21AQj9NJNJkZWVKG2RUzWIb4sVM/M3jwdJlBeTTKSQyOVmhqVdnKDJoNWnHzp34oz/6I+no5wq9mkDSHCwtAI3MXSj+0uzk2rVr8MN/+ie8/4MfRbna0IoZ9fo1mRJyRhFxjCYDEV8YpoIKb9aFUL/15sTNVjVtcuw8Ma7ov8M6h1EO2uBpasXk5BezbRMgQ1wXMoVyE7XKNG6+5RbMHenXRJir6TYjs102DcZIYHpmBs9u3YIjR47h7rvfg96BIalKFfIFCU/JTB5T42fVJ/X0D+vgKlc0S1OT6MnnJJjT5r1ZXUoAde6cUZXHhKVGrSQd+FyhTzsRE1NlTExM6g4FDrTFfBr9NPHJCaD0962fyecpgHMnqIxawwZgwuTDdkrBgj+VDZqolnkBYhLTMxVUaw3FYxyaKGX/ygPHPCuTyeYxNnoWX/rSl3TQuae3HytXrMLmzdfgiivWY3LqL3Dq1AljccPsjVMcnZqcxNTUGKrlHoyPT2FwoA8brroSy5ctRaVaA60jcdeV+PUPDEh4Yh3WZCoSIEL9iJd3NMETNaJJ/6y6tL67uuKAukZo9wx1SJ5dUHF/S2RCv9Bg3Gi0cpAXhaBH7vomhOgJEzn1B4yttkE1tRaNXDHmqv/qVavVv7G8yW/2Wxyf+OOElcImhTz+WFcoePuPbqqK8GG90NirvCyGh/OMCSe3viLt8QiPYUzPMPf38ZHhXOmOpydNDOdD/BjOx9MzZ8Lhj30vVVEYTj/GiadnOyF9nBDYLp+lZVzHxSc8DFe7ip1B4LeH0804xItpnYY4fE8fh98Z7mGe3gV+wnb4xl1rrxTw+Th+njffpNUFck9Pf/66hRO/znDCJox4eqeRcDx/pmV5eHpOhrxM1DcVixEMx//Nfr/9hH82hrZO6RJIZptstd9LAPQmJVVHZrAujJZ1KFHO3lNFHp2OIOBHu/Thm/z0x5Po2z/srdy0SshOIIlcnqsBLIoKbrrpBqmtzBmZq87BrpqHdKAPHT4sM37suKiT+PyOF2X+c9OGDVh35QbccsutOHniOA7s24916zegkLMVLOIkkkLHZF1xl/JyRvmb6Lq7Cx3tVIXImkHZyj4bogQZpuXqninBh+ztoJY6pgxX4+uYnBjHvLlz8Sv3fhR3332nDvfOWzBPhxWPH/vv6OnZheGRPhQKRVSqMzhwYI/MCBbzBe180KrIk088gcWLFmH+vPlYv+4KDdzbtm3Dyy+9iBtvuFn84sqirzbyALEfIqbaDXlFa0L2Y2fkjx0ydhWddtoDk6xgw0jH1WAX2Ow8AecRjEIBM/pp0lWXHjxtuPPeAjsASnOeTaxeswaf+9zntAJDfchSeRp7970q4ffaa68TPbt27cXzz7+CkcEhfO/+7+Guu+/Bjbe+Ez998kk888wzMuOoW4ObDakkcKWTJkO16s+y0QTHVrqd8gg/BmvVMexqxSJEzs4+xOtABCQc7vOFFS1ss07wuHET9QoP79Z0sFM7JakkUtkMKrWqDuH29sxBjocqeQ6iOo1GMovXjh7FiZMncdWGjerIU9kilixbJnW5666/HtfdcJP6Nh50Xb5qFb70pb9EiYJkIoWyLsoK9CaIAaup0UfBUYfSu05+Q13wdqS3Cf+aSGhnxmDZxD6a5gVOxMpdPhEHQz9MwcGbXCyMccMEkm2KbUbCU6OCmclxLFq4ELfccqO2x3kA98oNmzAwOCxzmKlUVROEibExPPDAD2Qm9cYbb0Im14NabUpCE4Ut6PbwHBLNGs6cPKkdR6oQcaC0Q+KmTsTJRLU8hVolLb5z63//nlcxb7gHadnTT2PnCy9o55I62jyEzt1IDtDHTxyX2lo2U9QFWhMT45guVVEqlaXXX0+lIrWCZDqnlftafVr3d9CyFdtNo1zF/HnztPJH85y3v+sO9A3OQb0ygz27XtbuBycA3OU6ffIUfvLQYxgaKOLzn/883vHO29Db3y91kL/80l9K79fUGMwSGo0r0IxyeXpSJjsXL5yHPYO9WLhgPj760Y9iZN4inRXau+cVvPryS+qfiz292ilI8cbjsAOgnVaaslXnGcaEqC28XkeszlhFvSgArdrjS0/Bhy93homBDQ7nA8sEMTzOF/UiwxwN210OCBG1JtSnmeDG1fDBNoguwFGY48NJV+fP43hbceHQ49FfY5Mm0mbSk8I8/ZjWVVvYxphHfFIRT0t4jMO0fPhzGHH48fQOn+Fsx3zi6R33Tj/ixDCmY56cDBE3z4/hFGj5TXqZnuH8eZ4M5495EifG8/QuDPO7M5x+nn88PePxx3A+7qY/8/b8PdzfDl8JuvCM/nH6mc5pp/tCPI+He56kz/nDcD7Ez+mO08ddlzf750Pfmw33DcN7vc359cZ/w4hdUsJWR3IxYM6RU1gZw3Nuh0cOSExoge7MrpU4iiMRQNvQqbCaZ/rb1OumoJEv9MiKTyJZwDtvexd+53d/D/d+8lewatXa0Kmk8NhjT2ilac3aKyS0nThxCvVaRZY09uhQz7gmBoPDI3jyycdx4MB+HfiluToemKJWAq3GUKfV1EfUcxk+bMRUd2h7iGvsoY4xBXgJ8RScIvLCYBJGEjHUOgM1WK3uMyyoRFCtJplFghczUfCU+b4UeInRU08+gr//u6/g2W3PSDi/5uprsGrFKhw9ckx2wocGB7FowUoM9S/G2OgEXn7lBfT19GHpsqU670B73OXyNI4dO4JTJ49qYrVyxUpMToxh+3NbNfegHe5Es4FCnjd21qUbTP3gerWCer1qq5JN6jWyo+SbByG5ysmnDDQ6H5pTdL+KWSUhHK5E8uHFVuoYbZWbHa53PuShVxdVIwqcMj/p6kYJrFi5UocaP/bxj2PV6lU4deq46B4YHMT1N9yAqalxVKol1Q3qxpuZ0AQWLlyCqzZuxE9+8hBOnTyFaqUk+jgJkE4yVSK4CuvFyAkidfLpx/rgD00QhXqgm2VDHVA8bt0nqITlVnLqqMu6RsvkIUUPqkdIJSJY7uABbPqzfvDR8WPWPZk2zaLQ24fB4WEMjgyjf2hQ+utm0tXUKer1Jk6ePq251djkpM6LcBI9NDJHNBT7+mTutVqvgkLk0Jw5OHLsOI6ffM0GzmIBWZr9TKe0a1BXXU5EtIt+F9xiJaQ1Up7dCI9ZBiL+VGCwMx0+VWzx1RmsUc6km6jToWAY5CpvT/oOH+5m3yE1LRMWOHjyoQUj6ciXSvjYxz4mgeCLX/wiHvjefTh7+gyadgsatm3diq9//ev43g/+Ce94x0246dZ3IpsxASGTzeL4iRPYueNZwaQw/91vfx379x+WTi9X+vnjLgBVsCYnp7DrlRdQ4a3IyZQOZ//91/5WlnvKlTL2792Nb33zm5gz0o/b33UXqE7B7fxKrYnnntuusxm8JffIoUPYvWsXzoxOYLpUkqDPW3RZf8bGRqVvffrMae14kkeaDCTTSGsnZy3WrlmBf/7Rg3j4kUelG00avvXNf8Cru/fobAEHdepEc/LCycfQ0LDq2sljx/HD79+PPbv36HbkOnmUyiKdyaHRTGB0bEI60DyKcNe775TK5YM/eRhbt23TLew0RMDFhC9/+cu4//7vySwprZLxdm7mRWMCPNDe5G3d7HSjnxdw5NEqe3mFcCaJJ4tFlzMKU+WIVR7/tslsq2eJA4gSB8/4t2p3LBnDQrg79el+sdW1eBZd3Br/gsBlk3s7s6ULGiOVV0vI/oDCF9VZKNhrDFH/6YCNTwEL92x7e/vgu9uP/a/H8XAXEvntkwUKh4wbD/O0HoffnT/CduHX08fjMK0Lt504duLFdPRjfAr8FNodL4YRPuHR3x9+8+e8Y5xu6W1casH39J3wu+Ufx5vw+e08Ueaxfx7uPImndRyYluF8x8MJxmkkDR6H/vFyYToPj6eP581wxvMfw3zln7xif8HDx5fj9/Zb+b8cVP7MwvROc3YC2tp5vPeh+5w+IESQgMuZJi9yYkdiy8G0fMAfK6odNGX1SKGnZ0B6uBafttpTODt6Gi+/8hJ4y+nyFSuQyxWQLxR1WQ1X4qgKQoso8xYsxPIVq/C9+78rixZXXrVeh/0oZJvQb4JaRKH021t4NFN2IFMrwuw4Fe4CSqCHid0pIcY/DKo3SLN3batf1OZIyp68bl8xXvFAHFUUaJ1IN7LWkc2lcfS1Q3jo4UeQyfZg1erV6C0WsHfvHoyPjuOGGzbjitUbkU4V8drhYzh04DA2bboWSxYtw+iZs8hludU6iA0b1mPN6pUo5vNYvHCBdOb37tmF8fEz2jVo1Cu6gKjZrKFWLWsSVacVnCqX5qkHbrrgtnQfJgLNuu5kiFSZIrJjBU/zr5rn8KA1x36u/5q5TpUzB0AK+KwTEratA1Pd4dwKYftWDJZILeEjl+2RlR9y+MzoKPbu26dDzEuWLMNMaRLLVy7FTbdci0KuiA986MPoGxjWxUcLlyzFt797H44cPYqhkWHUqE9NnVSuGHEbNVRo1jxbHzQBmLMkhoej6aG8qE3C2YpZCrLWYpM8iQ26L8HqBjlCQ7aCwDrEfGiSVW+OSkzBlSyd3pDAzmiaULA9cCWNd2DocjKa4CQKNTRgdxTwrEaFpgAplFYqKFWryGWzyBeLxnPRZQVE/perNczMVDE5PS0cyIN8TxGJTBo1bpXzXgSWh+i2d6tBE44oVNul4M827PU8/mb5GO2s1nSFJ6or1kZCSzF+ME6Ixg0nOsUn1ZMAwnzlL3Upwk7a+Q0OZvlcDnfecSe2bHkaVH37xje+id2796Cnj3r6de2G8ZAsEhl84Q//UHeHkJ/c/eEuwCsvv4z/5z/9v7jl5scl8D/xxONapR8a6tNtvb39gzogT7Wfx57YolVATiJpj5/9zlNbntIFWCtXrZSqzfbt2/GhD30I66+6Gtl8nyzn0IoPTZJ+8b/+F6kznDp1WocVaVJTwjJl8EwOV199DV7YuRP/7St/jXe/+07cedddyOSKZsFLCl9NzF2wGJ/61K/iz770V/jKl7+EZ7Y8Dqo97t23V1Z3eI5A3WsigWVLFuqMwN/+zV9h/vx5Yj0v8urpKaCnJ4fyzIxUI2nuk5OEJ3/6tM4bkHfUaX7nO9+Jl17cib/+67/GyMg8GVM4e/a0WijVIqT336jbYdaw8so6wUtXKHpSwFB5KmeVbuy8lH+zirGS8DtUFn2GcKswrf9d61MIVhg7oRjsVsqoLkf5hBwdZKjpbSn8w0FzZ5T9hfUaDJ0FT0/I/kDtq2W/Pd4femrCZ/viwsbqNatVplTpoiobJ/fKKbQrHR6OrTgTHnktfod8vW16ungY/Txc5RXSOAz60XKchdlqONtaJ4yQLHp5ONNRoOTDn8ONv6NEF+HwdKSTsDsfhrtg62Eu/BM8wzyc34zDHyfJ/Kk8OiZLHodv568ih3/0d/ocBvHgL542HubhHsdx9Pw7wwWsg3+eNp5/t/Se1t+M45yr1NQAACAASURBVHjRj3lxMkE/Lm74wea1a9d6kjft/fYU/llYoSK8aZS+BYCsK+qesXds3UPNd7Y4qozeO50PQDws4meAKnOSxmbqK7PjomDJUK50NRPUgaMpO+q12QE7HvilHjg7vlde3YnRsbM6vDI4OIJ8rohVq9dqNevqa66RnWwe7iPAVatWCwbVfziwcTuLuqrcurcJR5yYmJvCRpPiWlN62Cb4a/gKlDUkcFhdsVWfFs/CKhBf7BC0MsoOikl9BYyipA0ZdvqYB+NyqFdLmJoYQyqTxE23vBPVSh333X8/tj//Ena98iqokzxv7hy849Z34q5feg82btgoXeUjhw7K/OfI8Hz0FIewevU6rFmzGuNjo7hi7VrxirchDw72YPGihdizZw+OHDkA7gTo4icKsRq0beCmmyYIKdqmUsSTvGE51SRASeilWhAnAaQrkMyBz7hI/pF+TrRYjgnQeggDkxTqKftSx12DmOnecwi1xLyPwXaFyP9avWQ7NdSNbnILtKB6wJ0iXrh08tRJLFu6HLlcUTCp98gVDFpOoZUn61A5mcqh2mjg6IkT2JS+Viv4LmBT8Ge3H6sBdgiPqziyyhMT/tVRWmR1nkG9xSZ4NmBLKA4DHcV+FX0ipd0WU2MiL2zVhbrVNnhTgA88kK5/A/UE73KwwY0TVqpQlGm5Rfda1DBTLiGbSegwHy3WZHI5jE3QnCUnEkC1WtclYcyT6l3lyhT2HzqEZCaFYl8vtE7PbfNiQeYha7Trr3Imq8MEIGKKFbQJRBZPOIVdLOFJ/KO6YPyMkscdUZ8QmlMYJCUYMp5Uq8S1AISeDkAVSx2I+B/aES8y66NAkuRqYAa/8W9+E++47TY8/9xzePHFF3HixEmpU1FH/b3vfS+4k0ZhNpVoaMLNW3Pvvfde7cptffZ5WbfhROKu9/wS7r77fTh67KjqEOvRyNy5+J3f/hxeeIltkioOSZn0LORTeO8v/RL27Tugycfy5UvxoQ9/GB/+0IdkVjOZymDlmvX4wy/8AR566Cf46U9/KnUZHiT88Mfuxfr1V2LunBEZJ2BZf+SjH1Uf9PLLL2tAzhf7kMrk0WxUUa+WJain0jm87wPvB3c5/+mHP8DpM6cwsHAAH/nYJ3Dk8GsYHT0jVb6VK1fh9373t/HUUz8VP86ePaMDgu+68z344AeL2LdvLwYHh3TegH3MJz7+YWx9boeEvpnpSSxdvAi/8eu/ii1Pb8GO53fokkHuDq5btxbvv+f92LBxA/p6e1ApTSPF8kympL7IMuIKN/tzaRCGYm0NEV6uLZ+WKxbGdLHPrnFani1XPF08765ur1vWp7WAmMvqvrkdFVZl9lPRfw/oTOzfCrfVYZc1tAMQS0eYgphIaBLGQ+zcSSmXK8hkKGRSeLUdL47J7OMouLrw6ivCLuCyDNrCKfx2WHNhHFf34KSaO1kufBI+DQIYfNPhZ5jDJ2lMz4c/hnlaD2NawmccCp6Oo8fztJ5egDr+eR5x+PH0xJMP4RM3F3CZjnkTB7qZJo47vz0t38SNaTt/DPP0nq/H8TwYh2Gd9DFvhvE3G3zG4cO8uTLfiYPj77R53nwTtvN3NviMRzz58Ec8O/OgPw8d0+oPD/9ejt/bUvhn+zO2XA6Sf4ZgBiZ05wW55I/RdGG+xSBx1YPrQGGRjxynkKiOkBVTJcBG4jsDVJGBHQDNpqS2QcG0t4eXfHHrKqPbPCncLF28BEuWLJX96Wa9hgGqfiSSKM2UtKJGbO1AogneGqS0os+GbrN+o621cmKN3OmNv4OgFiMt4oaEGcZlA2NnYyu2pMMan6imsocJ0FInSYO747QxTmF5/vwluPv9H8GKFctkr7tabSCXL2DOnLlYsnQFFixeikI+p0N/vO+gPFNFPs8DX2kMD83FnOF5yGd7UMj1o1FPguoFxXwPhgZG0Kzt0SVhnOCAW/0NiqgZpJNZpJJZE/+4Os0bhxthtVojtw5jBLUlKzIVl/MgDFo2SLP8WpMAuaPR29R+7IShSiU0PM0OkARXClkvGrLDbx1nuIwNNTRBSylcNGzIlju3aGmmNJctgjrUvDiJZlAZp9GgnnZZKmXsNDmIcXdIEwzVRSsnRvapS8BIpKkQ9c/L3gcFlivdJjAwlOQaP8yPyVj2GkxV4Yl0EPwl/JM/nEA1dEme6j5hhFV3q4sGksXEcK3AUb2IZubUXupYuHCBbnMdGx3D0iUrMDE1jtGxUXA6wbsBFs5fKOGMahi09nLVxvVaUWStpBAg9SRve8zfWzjJC9/my//eRq1e27dFc/I9Cd9+Z4QKI9QHwYqrgYiN3iFYHWjlJybG8GjxNopD3d5kCqlsGkgVxONrN9+Eazdfg5tvvgX79x/QORhOdIcHB0Ab+IuXLNGdIHVekEa1nUQS66/aiN/5/fk4fPiQJtW8RXzdlZs0QXj88cdsIlivgBeH/dbv/IFUcsbPnsaipcswNTWD6VIN937y1zU5HRuledBhzKFOfu+AYFAlju33Qx/5ODZs3CRdeVoRIj7LV1+FfXteQj6bsbMuzRrWXrEOn/vt38Xx1w5jYGgIff1DViA6m2MD/uF9u7Fl61YsWLAYn/3sZzWZ5yr8dKmCL+X+EgsWLpZa35y5C3DPBz6Cq6/dLHUkChdz583DoiWrkE428Pz2Z8UT1une/gF8+jOfwwd++ZQOAnORgHhy9Z/qdu+9+x6Mjo7JPOycOfO0iFDsyWF6alKHktke2W+ajBHKSxKtl537RSUYK1/6eU2Khc/qZOfjNa49UqxbCgGa0oZG6m3Vghy9NggOoLOTiyK18mWraH21XFHU4FCIqjr/Wbzw6oyq+sa+j4K/znhIjZBjE9ee2vOg8MeHdCSTdhGWA+SYwzDC4k9nqTwwvD0O41m/ZsKhC4rsi/3uGxvDIua0QfL4Nm62BQkHwqfA2S38fGkJieFMHxfc6W91zYRaxy0OK+7n7nbM7IthhM+n268bzp3xyGPS53QyPA6XboZ3E7qZhukZp5uAT38vQ8KNw/A8PP9OvLp9e3qm7fzNhmNnvDfy/bYU/t8IIT8bac4t3G54M1YrZvtXW3wfp9s8Z/tgR+8iQgu+3wjsQpdW2XWpFFcNTCeeK2U0R8kfL2tKJjKy4tKTL6BOqxblGTQzeQmA5ekSapUqkpzZU5Wi3sDk+LjcPbm8bHFn0xVkqQ9HCxicXXMFREIYV2GdXnaqZl++ha3T5nHCm40m9MGmFsKeiMKdSU08wCWVhxCHwpZpEHHV2zt/xg3xQV29vCYFnLz09hSx4aqrsWnD1aAFF9oF54FcU3dICT2qAaTTedQqddQqZne4Xk+gXqXZwB7kMj3IpIpII4uZ2gwatTQKuUEM9s+TylA6UUCymUcu3YtspheZTA+SDROmiTYFcY02CQ4cfJgHBeuamUMkaxiRLOGoFGilO1L38EmAKb/Y4KIRzxOGtAJlQjj/q45wFYpxeVEZ9TV5PgK8sTgpVaaBvh67zEn69CnUyg2clC3mJk6fPoG+3l6b+LFDTSR0gylXtTLUqdTKvgmoNA8ZqfbQxXrkT1Q3SKyVPTEX9oHOZJO7G5zO+WN1JkOhlCvSftGa1w++yZckhQbSZsKDJhCp/5+99461JLvq/VedqpNu6hwmds+MPclx7HEA43EEg0kmPoMEPER8SCCBABH+4F8QIAQW6CFAfkLERzImmGCCbZyNPcH2GNsT7IndPZ1vOKFO1U+f79rrnLqn7+3pnul+jH+a6j63qnZcO9Te37X22mv76keucjoTRH3X2cQPvdP6SSb6kfIcuuYau+WmG7U69Oovf40NBmvGnpC3fudbBcgeP/a4Pa9+nqzAcKjTW77xG2y5vywrTwsLPa0QLS321TcBBtRDjqpSy/PwklBuyoyvS/Y0efjn7fWy1SRCOvoeKC8psOEmRYrvR1Wa3NQvPKdZX0rxGjcPkTobdvC1AuPfVTBxk7Hb88YSlDYFdmCWBzYabFh/oW+toi01Nya/LG9rU/DeffukztLr5NbusCLSN6sGdhOHWiG5lFSzbQtLWODp2NJC10Yba5KUnT070AFd1x0+ZFk9NqyQoWJWdFcsmwxsffW09my02ovGfqWDB/ZLCljVuRXtXCf50ifb3X4CR5lU2nbuXE628n2cylqFTmcej0Z2dvWs/f7b3y4gAPjHfjq20N/xjr+xz372fvuR//V9tn//AbUcewWuuOJKW+r3BCb7i4wdtKZpFYANzuw36vSXZd+/123b7l07bWFpRcxzlg114jjM8xVXXqk9DN3eks4pYEzIi5FNOC9gkiy56dv1sU1Np+8pAavoC3hAgXcvvV3KPySbesm2yXrWTQKcwW26pM/e6dSHf/6EI+5WeUf0AF3ngMoYRrPMTp46qcOp9u/bb4tXXqmxkxVw4kQ87g6IPeUA780Cz8JA97lUhT/fNM/8uOI5ADc0R5j59CNO051njRNJ4g04Dan4fLjt4ke4oGWrcOEXYaNuucdzhOGO21bpNOM3/SNu+M/f8aeOAPARL57naSDudvlH3KC5mU/4ke58GuGHe/O5GT/85v3n88JqFCaQUTO7HNczGPzHp3k5iv1MTzOGrHPH4nOGi+QQ7lOjMFsWkcGUNPkQI23PC2CnfwD/GJcmmLsbOUBmvhPocwWKA/v22GK3a+tnzth4VFoP2/3jkRWW2Rfuu98e++JDth9b352eHTty1PrttmEXXRs7V2vLMT2G9IOPNal1JBiXwC1UJJ12ZOA6gIyPLSYtGJP4pcIKsSXQr0EzTXiS+rP8mIAdJY1gktwk4C9wjPSybf0etn0rbVZF/1cAMW9b3erpECNAhVUjw5wgh561ip7t2bPP2kXfTp44LYKyumXLC3tsMurYFx44Ys+9YWTLywva7HvqxMB2LB+wPbsx/9ixusSqSc86BYf5LFqeIxXHPrpL7khLNLASoJUKmA5WBbjHakk0eqNTaAJh4KfhfWFcwEn622rpiEQDOyjUU0pDFNBOyToOJ9AKJJCnm5Nc7PfsygP7bfX0cZuM16QnzbL4rpUle+iho/bJu+602257ifT7H3/0UVtZXta+B1YVaHsAv1oqQL6ypoOyObl0poLJUJJl1BcAKfijppb6QNK9FsNIv0AdSj+fBODxHCSnto4OkBg+6UJgE519xbBT0ABosrb2PeibySZWt1zyxvfCukhppRWZWafdswP7r7RXfdkr7YH7PmePPfqwLe9Ysttvu91uuekWO3r0cbv66kNK67Ofu9c6RW63v/Sl1m51bcx+j1bLzpw6JYm4YWJPAJ6+PrGMcohbbbYzfVkKe95mqbkUjefZEOKgi+9BnSD1I+pNUv80EER4DSApMXoGj41XdZbp4JEiTUFMTPDQBq1ERHUN6z5DrZboxGxraXNzkaSmMrOJxJZxgA2NxKtGNhqsWadYShtrqYvMDl5x0M6e4WAuvgOuyiblhpiKcjy2W2+9WRtdB+tnZAGog+oh1RHlw25+WVqHb5oBqPY82z3U2PpWVwBr9PlD7Y0skhBE3wyppbJJYIGUt7JD1z3HXvUVr7Z3/f3f2dv/z9t1MCK24D95z71243Ovsze88Y1iBEVIhuoY6g+lZajiSf1xoH4Ns4ilI9WFyugrUgtLy9buQRe1UGsVdTBYtyIvrNftNAqYSy8d1bUAFwg49C+BLdGQhlFKM2veqCRV2fZ/CDaL1Ai3rUfqkJF+YjL0yp/mr5Hc9DH8pw7+QNcVQFdCkvlPyUp+8R14uLn46dVjOxXT+I0i0nfYdPmZez+jlS3sxAMwWeXmmtYze+gQGOgURVJ18B6gztuUcdQFThGvSRVuAfAjbdwCpOLHOMb7VuC/mdZWz0HDVsA18uNO+k2659Nq0h7hIl7kEe+RV9yhO34RN9KLuBGWe7M+5umYfyd+hI+0uZMOd36R1/neoY+LeDBKkWbkF3G54x904x80RBoR58nuQVeEY+8kQoSoi3C/VPdnLPjn+5gO2NuUtvmhbhPkWWdqgIqksjTKzaQpruEf8m46LbCHQA6eqvHIyiGnUk4s7yBF8sNvJuW67du1QxLf0ydPyE55nxMFsYO+e5d99IMfsIN799lb/sdbbXn3Hjvy+BHbvbLD9u0/qCOqJkPM6JUCHy3AZIB4pNkVlmwSyKlLq0t0zF23H8suTm3tEzIfNDo6KldI+tnMiq56Cippp3cDyUqT3fbAfO4j6On1pOXQ3Dr9Ra8zgQCzou22m2EEqtHAWiA+TIsn++CQfc3VV9nu3Xvt6JHjxoFdqENdc+31ZnXP/v1fP2yHr32uvfC2W+zI0eN29MgZO3ToKql9DDZGVpYA+Y5WCYocO+U+sdB0qh4sforYoNXbE7/wmX0PSWSFgxwFp9IA5aB2E/ZVuoTxCYsK5Z//B3wwaLIM6m3FgFdVAxEAfdhcv+7QIbvzEx+3Uycet11799tSP7dXvvx2W199r334gx+0W25+ng1GY/vMpz9tV195pQ6cqScjy9DtZMAma+oWk5et2lp5ZtXE9amRrFYcCDYprMb6DnsUoEkDOhXAjwQAndDqS8aV9lD4KcHS7dcub+omOkeqS+pIDIUztjAkUW/a8Gy5W85BIotpT6RmKERx8NQQi0wT6y52rL+Q2x13vNb+9//+LfvQB99nb/nm/yF1uOXFRTE7bEQ9dfq4vfvd/2AvefGLbefKSqKbFbWxjQZIw1k5G8nSU52PrKrRKx9L/Yq96Cqm2kud3vusGsrL7/5p4k5BYNp9UzffSOoU6gApzizRVI3e9tOwyi/9UYeEjhSm6cdqhAC9g3f1Ga1QuanECDraYJNzZTVtDeBPe06QRKJHzx4jVoV2Yk+cTcQl6oK1mghLQMsrO/QM481KA0XigDgO5fvBH/whHSSH2g7gmvbC4hSTNweI8d0DpFE3y1hFyzJbWFpKQ97Q6JNSx6CaMDXKgXuoDyQGBstVOSY+EUbQ17DexAFFKzvse/7n/7Trrzts99xzt9TksMf+6jteZzfedLM9/wUvUL+lLORJNa3s3OEMmOY6r08sGVEODlnECADtxqZxLG45qGzJfOnyzkIWqGCgARm+/8BXI10NE+tVjONJfYL2Shcql674L6TirhL+RIgLuM+Se/LAETbuGpNm0cJ55pK6YdPhPM8UTd26EUZpNhPmeS7fafAIvC2HUMt604NfeFDjFvUduv7TNBhCou8nR8ZJrrjPA8Rm3HgmzDwIxC/iRlrhtlVYwjAmxRVxeW/GR6LMd7GVXnuEJXyA2GZe8Yx//CI/7uHPcxN4hx9pRpiIzzvP3ANs80583CJ8Mx+eCRPpxp34kS910cwjwnCPtHmOMFFe/PiFDn+4R7iIH/mTZ/yaefB8oVekRb5YlmKl9HJdz1jwf7kK/MxP1zuyJpYmsUjkQqy/aRBrvgiyTWPJRyMjPRtn/jDJzN2ZfAIg6CNA6Ir5QPbbom4CEJXitqR3qPUs9Bc0qZ08ddqeOPK4rRw6ZDt277W3fMu32n9+5KPa/MjHeur4cUn+r7n2kLGUz4SPGgATFNYwYDhYnq6YRB3vapOvylq51Js5TGXhDz/IB/O7UEyv8pr98TpIg4JmBgE6CgoAEmJOiaXqis22JSoLbctQc2owDqq9ciSb4EhcW62uJKluHpRNnUM7cMV+u+X5N9sjjxyR1ZDrb7jODl1/rd12+22aPEaTsW0Mhnb/gw9KzeTm592kU18xd9pf7FvNCcp1qZUW9L/RK9emoSKzmmYAq0b7UTbqQfXBn+alinA/efk7zagkWAEJHEgaDvVTxXqy0wpncJcPgBhoDdxwE5LetTJbWFmxQzfcYB/66EftQx/9iN3x2tfY4vKi3f6KV1qrs2j79lwrC08PfvZz2hD9FXe8xvoLSzYesCdgpEOQhuOx+hvAz+uXSQVshCoJZUUFyHk+VHME/rlFU1KMKGudrAbBzFJO+ApWPSaVtWQ5CRc6FapTyeIPG9zVqUyMCIAOSqwubVRxyjFlThvlUMahMtk8XHTErJBOu92yQ9fdaDc850YbDMfSOR+VQxtsrNvi0pKVk7Gtb6xJMv1lX/Zl2hwfrQbY7fcXtZ8kxwwuuE2nRjMZ8mFg/xq61WCS5GqikFsqvMqfUpwGdUfFYhKFseaFDGCcU1T/RlJcbmp0z0s1GOnJPfwb4VM6MNhKSxOnT7qAIgQHJMpEzL4Xn+RIzFW7mFgB5DUTNasdOhSr6xLyMWchUAVujhGTqKjjlYD/xvI+m4Df8MY32Xi84asD9Bek/JxgSnzAf4Y98a6PpVox44ugfkurJ0PvV772IDU1qUohBUQCWDqgymssntE3KqXvutuVXXv4evvWgwftjtfcIRCg010XOHm4kOldme8th6o02rhg07DS4LyCWUdGV5/+zT4ZVNFYAfRVmxSmVWhvDZuOKROMyYSyUReclUGfhGlR+VL78w1xNW7y8SZoeunZY+kx/TnXpen7zHxuFO7pEkhSYjIcmAYQPF+yzH8B5iLcdgA2/M93J+528fkO+LagK8JE3rzHM+kTBpDKHgZ+xA3Qyr15RdxIE7/mczNs+IU/6YYbd2jAr0mjAsz9eTL/ueDT1yhj5ENe0MAPtyg37kEj7hE+EgoaCc+FP2ngTh1zh2EKd9y4Ih73+MnjIv8ETRcZ7aKDPwv+L7rKLjxCGmcvPMI5Ic9NYTrXR9g0JkfIuAej4DLf5MoHwAgmMFVJ6hrsAiEwq8kEi81y5jksduQ9uFmffEbDoZ9WyVHzltmXv+Z19n//9M/ss5/9rB06fJ0t79lvX/nmr7NX3fFaw2pHd3HRPvje98nCx+te/zrbvWuXDYdjG1dm3cVl6y+vSL93Y1RZtbZu3UnPsKutTaAATHS32Tcgy0MMagmoAVazyqoMSywAGj42PwhJ1hGQ/6rILglGeoa/AxrUQdiNFZMZdz9Ih8kW0N0ydO3R70Wv3cMhYSwnExsxwOaVqyph0UQnOJY2GJ+y3lLPXvKKl9iD7/hL+9idH7LDN1xrV1693775294sKyEHrjhgJ84+Yf91/72276qd9tJXYO3GrNfv2Mq+vlXtoZ0dn7BJNrSN8boNRkPb0V+xbof6hxTaDvDGYJPuesedZoVWcXKJ7vRO/WhSAPSXZto34H71hITpBf5PxUXykjm3QT3LGKuySOnRDlhiqJGU59Ztd23ftYetv2efvfPd77Zbb3uZXXnwKrvmxp5ddehW27vnSnvs0Udk3eTAVVfbG7/qTVZOalsdjOzM2oYdO3FKYLlu5VYC0ssKTSqrsL3fwgQoG3Gx35/bJPWBoBd3bVxPpdBnobPbXO+cDai092g8smpYWruFlQykyOxdISD2TFGdUgVaxuCuWd5PeR0P1219Y13fhAb9Tte6nZ7UsuiPnX5Xk8C4AoxOrN3r2td9wzdJfWVtsG5nV1dlrYFUUQNBDe51b/wqu+7wYdu9Z5+yhSksOn3bf8XVOgW4v7jDqqywjWGazIuef5f6epms6PM+KW0eBlzC73wuq3j86A98zyMrB0PLzPfjAPzpTkxiht18gdnp6JHqg1walwYJVbTrW6jThX/0jfhkQu8ff19tof44JK5qu9oLq2hYKvK+ywTtDCYpCQBoBc/dlAo0cqXJXOnlWOjCupCDHgQJpNfr9aWPD5iRH/HgFCX1dom/Mzz0f85qoCvMpAn0LzUOKlcJsHR6fnJwpKOVpwRw2LeQtdrWW1ixvftQVwO4IzDx1QZVAV9LKlOEF4spPsKZMpUwAAmRACBinFLZvQJm3zdnkjCLIyhhNVVX0J76tNyIz7iZgszfaNvt/MLDk5iP+bTft8oWt63c5zNTmOgX854X+O7RmSM2R2h8DbayY0UnJ3MC7sWAU/poXM3ncLtUd6TTZ8+eFW1YWkNoFBdgUkx3Yg70zcsKGZaLhmIAKBOHmMXpxNA6Ty/pcDXdtwoX+UY47sTlHgxKAOsIG/eIE+/z9wDGgPEoY8TBjdUM3ikjeVEvAdwJH3FIN9LaihbSCEaIcKTBnfpCIk864U44nrlHnHm6t3onDlfQ33zHDfU/fuR91VVXbZXE03Kb9ZCnlcx/Y+T4tppf6n8jOZcm62ZheG6+q7ekbFLhG3WwOWS8sWmSKD4ZtJiwkj40ExxeAlEMVJnZcDyx1Y2B7LmzKY0NrorNx5uj/1YIOF1/4y22Y88++8Ijj9njT5yw/a22VePSeovorXdsdXXV/utzn7eVPXvs+htvsv7ioo2GIwdxyFlbbdsYV7a6PhTIKzroUdMlmZCRQCRwhg1nldHBjIAfbnklaTm0CdwLzDHQEDiWPV1CJ9URTmzN+ahD75l8EpioGCQGNrGhjcvCWiV1gY32hAHqiazVjCeoQVU2aQHmAGe5TaqBrY5OC0geuHaX7btm2Y6dfcSeWH3M+p1lu/651yqbsZX22OcetlE2sCuvv8IWdi7Y6tD1e6v2xKxf2zgf2urorFVnSxsPR1YscLzkokCL1CgAEzrwC6kKA1ICT9xkisYtB2EdyCXXmQBHu1NYgcCyhSoBDU641nT1hHbXogj12qpsOEJKijTbN/aqYzBYSTUsAa2stvWytOGktuUDV9gtL3u5ffhDH7ITGyM7mPdteblrxWLb1jcGdvLUGbX781/wYrv28HUapMFpgxGME4YtW8bhRsBaB15AJ/Rqu25zX2dSIPltTEp0anVs78PemOkvdDKBobJRV7Y+Htn62TVb6HSkpsRmc+qBHieARZ+hsWW9R7vi3PrSYGx2dl19Pl9Yko4+lpj8jADy8BOBOZ+BfAZVZQevOaSTgVHXkapcB5O3QPFcJ68iIUZ1hY2sDPhDVEq02bRvZdWyjY2J5cXE2p3cFjpdqaEISFI0FVlf7Kbi+osPBPR/fQ+CT6k+ecZ6kU1sfX1V5ewUbFhti5ET8mFMEBOUJMzc0pigpHygXngLaAAAIABJREFU8DDKMAaeIIX39Ju2U4TxFQFU/Nh/IcYOQKDxJ41BWsbxMyg0EUKPUiQN/xBxF4n0bgEUDx8Yq659VYHlcu0fEPDgO3EafS8FacUeCCoUi01peREv/jHZ84WJGfQJ2iX8BE0Kk0QlmaS2JBoNtaIlQ2VSlqD0vTKWIHlkSJN9XX1H01qDcaGEpJtAhsqtQjnzpgCpDiKe7iqYvnTvx0oHVhPiVRIPrgymvWjqpnD+5uRvcgiP1Ky8Nv1TnTZCPcXHSJR7M1HeodnvSjweuXPFffaQPC7s5lU8TWRTJPVBdbva9uzeY7feequhyhVgbVPg87xcbPjzJLWtFxJ8TEdzbgV0Y2YZAAwYBQQDWvlxuN2LX/xinc7+2GOPGeZrDx48KN3yrUBwZOjfnYPgANDhtl08yk0Y8gfAEo4f79AbYPnJ6mc+H9JqquIQH5D8wAMP2N69e3VmB3RH/vE8Tyf+2+Ud7uQdaWOq+Prrr7fnPe95Av+EIc0ISz6UK5gr4lLnhMEtwuEO/dQDF/VAnQaDwTNxYOYefvhhzZXPgn9V1ZfyHwaZ5uB2nrKkQf2c4PPjlEYvT5O/syfS9okfiyl+pRCSgFXWEgMAsJ4doARwwK79qVOrZvnA1heRkPoAoo8OO//YK8/onGt28y3Ps6NHjtr9991va2fXtAENCUK7aOtETLK6/faXSW/18SNHBWhPnTyp03CBQ+NxaSdOnLIzq2u2ADhbWJTZQyZB8gNQiXzKSdnTgMIHxEFIKGPwUfnGUfRi/cwCThqWSbQayzTMvRPDZCASHFkOgbkIwAeYljQdHd+hDcbrNtwobThYs/UBUtMEMnXQFioJgLNVSdyYy0flwFY3TstSDAdFHb7pOhsMhnbnZ++yfbsO2e7lgw7E89pOrY3t4DXPsZ27dtud/3W/rSyvSGf4sSfOmrG5sbNsjz1xxlonzgj0jevcljaGGkS1+ZWTeiX5jbb0RpcAFfA/QVceVSqAizM5WExZ2VnYys7MejoQOakt0Fu0qZtNj657neW1weCsrp6xjdFIlp3GZbLiIl4MNRf0KWsb2cQ26pHUWFCluOkFL7TFXbtsw2p7+ORRa9e5VaPSxqc3bDgY2vNufb5xKNOD9z8oie9oxIQ0sr179kjFCbWKE8dPSGUDtTIGRVR+OLWWdkVS7wOofwQBbegfU8M1qaerTyRrQnwVp1dP2XB91fbuXLFuu5BZRX0s+hZID2YogX9Ab68vxoC1jd64Vr+dTNZtYEMpaCBjJU+UVKh2mCQG7DMDDmgaWb/btS6SJgb2vLDB+sDOnD5jZ9fXNUHwrRzVgXK1nV1fs+NHT9jG2tBOt87YkSNP2KmTZ/Ud7Fhasj5qLjSzvomwqOMgWMXl00gTWUjAvRr8m0GFKS/cslbeqm0wHlle1dYR8KdRk6oOJaMOEvafjhlipqmjNI7oPT0TSGNQuus7TenJ3dtKcWUikX0dE33X+rYjTc9Meag9kxSb75wBIHJTOZUVYxtDQmWZ9gM4mPfDl2YyLb4Z7QtKcWCAphBYIH6UmE23TMa3pfHGXUUVDAN16H3Pa4FSwWDBYKgKtLE5mCenGaaA9pjG0HMqKP1OJfCwKiPjGfnTBvRIgEVigLyOUy2IAYo9L662oHoiDnVOAeKeslMrRFMkN7+d67jZZfPbllGjccLzPFEiyPb3zZH1NnWaPqjl59No+s77ne9923iS+Hr97tq1a3qaLX2EfvZMuZgnAZKPPvqoTnnmzgoFKwBxIjEScX5XXnml5lVU0jgV+k//9E/trW99qwAtDAOX5t0GWKdvRR48q18mKT75bqeXTlj8B+xjKktjAytjOu8AagBx6LVHHoQLE7XQgjtu/MTQJwYCekJlCbo5MPAP//AP7Tu/8zv99O7RSOE1h6TVOeJAO2nyaz6TluaMtKGaZ8LgDr2f+MQn7G1ve5v95E/+pOoqaCNMjAvY4wfs01dwJ7/Tp08L2LOiQllxpywAe+7QR7kiP/zjoo5g0Mj/clzPnB58kaU754MNh1ndNaQCF5n4JQ7eJOnJk54P3XiPMsadxBjrk9RDYCh1HuZnTY90zhRuKvUKIgibpG8+ITJZFfb4Q4/Yx++8y9aRPHe7hk76eOQbD9mg2cbCRKcj3V2W4E8++qh97InjMucI6KeTd9ptA+QfPXrUutV1ds+HsAo0sg0NBGM79sUvWDEa2fGHHra719ZsdW1NUvQFmb1LS3bovYckDDUdfqh/JECIH5MlHw6WF6CryAG+E0NFiQ8R+rDecdONN9hNN91otkyZk9SP+VfAXrOm1CSqcSWweeT4Mbv/86t29AicPwxSbWwDaPcyywoGDwCMH4ZWVqWNUSupKw1ote2wY088YZ/85L128IqjtnsPloNgTAo7dvQJDXzHTq7bx+76jM5GgMbPfe5zAv295VP2sbs/bSWWk/KWLS8v6bRUBgX0oRlQosWnICbpwkvShyp3yUbU2tiLDIO1sty3q67ZaTfeuN8OH96bQIfEkN4TwAqElCjcAeBkOLKHHnjQPv2Ze3VAFQAcFaccwIidfqQvgJQEcFgB6fa62nj5sY9+UOkysGUbE+ueGGlAZ5CjTe56//slLSW/cTkyW12VBPjzd37Cjtx/nz3++OMyATmVoASoaSUwxcA8g04aUFFVQ44CSfR4+gTqaj2WaPPcRsM1WZC57YXPswMvfZG12GEsHW8i0a/SShNgKyU0Hm3Yo5+81z57591SR1rnYDpozjIDMvIb1hNjkQg1E0701UQ1HOnbg0HmRGe+hfX1ddsYbFjBoT2t3MajoSZj7PujLgSw7/CNnV61z3z0EwpPHCZM9gvQ/mxgVZ8XaAWkprEB8sOCRuFqLg4WNQiIiWQ/wmK/q5Wv59xwyA7s35c2q6fBgVECTjaNCd4xNLikmnaX2d80CMVYJKAfvtAVHslNoBZ1mIkO+aKVYmRzHmFzePV3bdyOliYdb1cBXL060I0QjE0GKPOlLX0IIUQguECL6PJ60fciurwuVXSoinpNeUALY44YK9y4IBqGIBintFld46n2mjSZ1VRSwuox5aF81GFn9Z6CTqtPRPHNN+qH9g/hiMZAj8T3pONAkn6yYkBjIjkRvimpaSNsChMvKebmBMJzdn8y/1nI2RNx+ImRdGc5ebW6X4SZxdKTl4gyNwLweM6V2vkc95nDXFPPPNKT+iGVpClDS4Wbusc5EbZwiO80QOIWQZ6WU4Ba+jcnwgL8v/qrv1oScObiAJbcGU+QIrMqj6T8P//zP3XYHoCbdIJWQHvQixvvcfHMOBfgOdy54weTwRXpkQ5zgeoypcU7P65In3jEj3GfPEJyDrDWXhjF8AO6Ii/A8Uc+8hF7z3veY1/3dV83ZQqYbzQHJd1/ogaQjjzIGzfSD+YEt2As8EOYecstt9grX/lKe/7zny98E8A9kSM6icNFuaPugpGBVtLl0hxRsu+xUFmpR9zwj3iE4520+F2O60sW/G9bGVsOAtuG/m/zgMwY55+cCEKm0DHeqZybBzfNE6hBpOBMrwSj68iaChltyjRRgdvUak5mTzz0sD32mc/YwuKSjQVURn7oFdyxmS0tLFhnxw6BU4DrVb2ODbHggb1/lvW6Pau7XSvWVm1puG71sSPW27XTunTutTXb2Fi3g0XLrjy43w50CmuPhtYaAobGVp4+bSOB+yTRAkaRqX6sUEjZRUAbIBQm7SZ5YSVcOyfBAoAnfNRu6/ro+iO2u7tgtxy+ATG9WZeBLE3EAgxIvVFvqa3cGFje6trRYw/Zv/773fa5TxV29Bj4sLSinVm3h7UP7ZzwqsxcXYU9iXXdtk7H7bafPrluZbVuO/dWtmP3huVFR2cAwBDBBHEi6ITTb3tsJBzZ6VPrtrGx2449umz33QvjMpDaQJGfEVOkzNIYAKCnnJI8Uj8wBpQD60jsTSgrG40BWZjoLGzfro7d+oLHtDH18OFrbDxe9wEWMJJX1hq7ZNM7S2XZeGLZsLLTjz1h//XxTxv22austk4fqb+rB1H3YnrgNKy2bq9n427HxuXYNjYGbqMd4DvMLDtR2vp4bGuY9uRUSaut1+9pdaiclHbz7p0a4DqnT9rGyeOWr67a5FRuWHfSfg36FGCr5ZL/2vV1fMUqlX9csiej8m6sPg4wK6zq9XRqLpZdjh571K7etWS9V73crB6ZYUmKSY0OVrAJNO2toEjDsZUnz9hDH/+kfew9H7BrrrvOBmxU7/WsYkVCHxRqK5yzUFmJehFSJQZ5pelbOFvtjvrlQFKhgZgHNrsz+SyigtTpWHuxq75aHDps3U7Xdo3G1oHxHgzNNgY2OH7SJcK0c/qAST2e+awBoeTPCon2MNAqCu84dcTBW0s9u+ueuyx7/Wvs4K5XGfsUrF5OIwRTAasAfGjJyZ+2/hvfpDpNCjIdWxiDGrv0CTuVdIeazOZkm7xDE9xJWD5NN413KW/dYsUjSeq05KV9QOqWmkwDZEwZos1Z++CyeSidhphl7YyHioKvwL8q3p9TuzgThiWhFCbqJxJyDydOYCClmMohFSLCQk+sdCkvZ3SmhDUeSGHTNc3LswkSfBBthIxwDafL+qg62SKHcwpADzj33zkxo81Up6nOVFhvq3PCzzlovkyMHV58O4CvGTmu1oEfB/c99NBDMjW7Q1a65hLb5jUAnDfh5s2020S5aGfyAEDyAyi+8IUvtB/8wR8U+Gec0TiAae20SgXQPHXqlMLixzvgFPAK2GbFgGeYAyTU+/bt0w9GgvQJc+zYManYkD4CPgQVKysrGtc4lRbQSxjCoyqDX+QBnQBt0uEsDCTcAH/AOgfjkT9hoZE0MK0aYaCVtAijtsoyCYtQdyItwmOWNaTvVCbfP+XkgjZouvbaa+XGM2WEflYQQkBFflzQCPg/fPiw6hQmAD/oICx38iVPVKpQC8MtVHdwg9F65JFHlB7u1A11STmgDRrIn4v65B16CYOd/2AqFOAS/vn/H/i/hJXz35cUHTV+iYrZiLSJLN/w6GGRTmtAS3GJwrvuMVASOyaTBKIEgAAsrYFEp8VwYFctLNgN119vnaKtzof+ciWTg2aLdNzlZdkqZ1m9vOYq39SYTuhE0skPabg49nbHdu7coY6+sbZup06fVmfno0JKgfRzfX3DBgOs6YwlUfaPVTNg2o/gGA2LOKj6aBsqJ8uqOGz2pSujf+2rF3ne1SZSNhgjve5McsvHtdXDkVl3nGx8wyggLWTQ58AWsGBPdvvPrm7Y5+973O755G47cqQrOS/m/QDxvtSP6gxWNbpWVYVxoJfV6Fj2dTbCpMQ0KLbD91mnt1PMBYPCaHBAZvkggA2C5FlXA6vrK0TDmUd32Bc7uQ5KK8vRVKffW5GN1ukHvX4ElKTMdY0cmuXBkSx/YH8ePfqW9e3ALkyTPmQvuv2YjUtUrdgQ5Zs8JSTNMaVKZxHXZPWotHxcWbts2e7uir3klhdb0cmtv9DxjaPVMDFfIxtymFA9sU6vo70UDJZId5G4MzguTgrbe7aw9bU1GwyHWqFB9YcfB3zFyg3tPRjQBwYa+MW4BrDTik+okvgdJpPKgxFAKjseT8TwaAVAuBOGrkjWc7DHP7G7BmetB7NCWVkWqbC8oh7kHI0YwqRDxMnEG6W1J7nt6e+wF91wi1Y7FpYWfbWjzZYArDOxgX0s6zOoa0j6TD3yzIQLQ2qZVnJ8EM/E9PT7C7a4uCS1L2zRM3msHrzCVlZ2qO44DXttfUOTImZj6fG66DCtYIxx8Q9cE2FijgLAU6dlxeqUWdHrWHuha//5vn+z1aNHrNfOLev3tAdBjJC+owROfJ70/Igs7ptXjSQNDBmDiq/EKIIPQNPxS+IHCSRSopCvTufJK1WNbSltHAgK8IV5UXpBkOcneJbSCQAgtohDxpK6ULgLQNPe1JuuuCdpLpuoqU8yFbPkIHuaI/krOpJ8H48IF+l7molvEqcC+T4OazuKDo1L8aaBo97SNxdtSPt54WdjtGfu79DCeDX9Lvi+ncmbJj19gIrNQFZejWqeBt3yIeppS89L59jMZjvacFe4RuBoz6mTMwuEC6/zEUmr0rdQXxTYUvs7gKa7K8v0h5T5Pj/1qU9pDjt86ND5kp76kS5jPkCW/sLeeoAvF3k3+5DT4t84YfC70Iu4/ACSjLmAS4AlqibBEEADYzPhAM6Ms4TDvwmOT548aR/84AdlrQ5VF1YSnvOc5+hU6dtvv91uuOEGGfj4m7/5G60gAOLvuecegepDhw5N9eFxwxAIoP62226zb/qmbxLgZgwkzwcffNA+9KEPacUbNSXouu666wwraK9//etVb1/84hft7/7u75QnoB4VmDNnzogZeNnLXmavetWr1HYf/vCH7QMf+ICAP6o/6Ml///d//5TZoS4pP2X5q7/6K6X9wz/8w6of6CP++9//fqN83/qt36q6p91wA7S/5S1vsbvvvlsGK0gHBgXG6N577xWD8oUvfEEMxHOf+1x79atfbdBGHdP+7Kn4h3/4B9UndQuDATNEXvxIi/qg/DAGwQyQD/gIxod0Lsf1pQ3+L/z7uBx1d0FppqmDz/2Cwm8KpCgeT3+ZTc5TZp/C/K+mIAaYlLPmUEk1UgJMwIAqEkbnnaU6nsvK6tNnbHL8uPUOXmEH9u6zVq8r4O+bId22Smuw7hNRxeayzJaRmqD20WaziktQ6lbbJtK3N2sPNzS5tsel9TuF1Z0VgSC5DzPrMggXLavyrjZ9ej1Aa0j+fdMvDA5WfgD/AEctRmJ9KG8bJ3SWk8yKbt96CztsbWNsJ0+esZViwXZ0Fm0h71heVl5W9EPYrEmZK05+RYIOiGeDc5iKXLSsPmSZ7bYaTfYaM6WFVWNs7y7ql9mC+XFl0ASDBEWAyl1s/7HJpGUba8rEzDAfSvpeOukXsyEQhwwgltlglNlg6JY/FF6NQj04c2M6TQHg39Gpv2wixXwj9JEOc4ZDRfLED2n9yKrWEA19G6up2cDtQE8n2upQGgf+hj74pLJ+q20r7b4t533bkS/YzpVlW9mxYBsbZ2xjeFamEanvURuGic1bgO3M6ryjPscghmrNYmZ2YKFn46Jlk2FHZzoAonIOOEJli6Kz/Nsym3TaVhYxOc4NeBRMPwf9UlFh0AT8V7VOVR7mbnFHfGzGaa3Y3l8ScD5y6phNjj9hrQ0OVeM8iZHV44FZCzCFbnXhDEAJ+McEU8ess2AYR6o2SlvOe7awY8G6C30xDFr9yemDQ9mh5zwKgKcsrsiSjtulF/jkEyu6VukwJpcwSge/mlhnY81ao5HtbmW2c3lJrWxra/oeFtlb0elahZqZPlv6LPVA2/Kdc6UxQYAwQG4CsoB/TpkmVPom93Q6tnehb4u79qh8fM3j8WnZkIdhdsAdybIz15+9x6b0yZhmEk3+jYoSgWfP2ylL4F2RHewQ1aMlKWuTbg1SqaxeOM9WEXj0B8G8KQBO/YK9KyyRy0RxJQYD2//a3J8YxUSGF2jK0Hj98f2TPDnwHaqKqWPqu3HxJmCm8TP1RUX08sD4sirGBZMjST6qXs4JNFJKj5QzyqqsUprR3xUsaEjtTz2JRgf4swTOTX6TC8lEXps8zvMSWZ8nyJN6KV/+xC9iyEPuPOGvEBEs3ZNrRErhKEgEnHmdG3bmt+lJ3XSmVhE1qTDULe2XB3Nl0t1+4MEHBHjpZ4xvT3YRDrAbklsAHQAPoMdFPwL4ceFG36FdAwReDAMAiOUH+EfPHEAK+IdOgCzAH4k10uQbb7xR+RIWf+7QQRgYnF/7tV8TDQD9K664QhuJAdff+I3faD/0Q5yj8ZD9+Z//ueLdfPPNigszAZgH9N50000qM+lSB7/3e78nZuNHf/RHVWYk5W9/+9uVF5JywlH+9773vdLdh9lA4g3Q/+M//mNjf0JI1amTd77znfa+971PYdjDwAoBaQCs+VGWKBPpUn4k6wgiKQdlfOMb3yiGBj9Uhn7rt35Laj1f8zVfo7jUy1//9V9rH8Wb3/xmu+uuu0Qzm32hh70SH/3oR+3Lv/zL1X60GTShRvXLv/zLUhOiTn77t3/b/uzP/sze9KY3qe5hlsiPHyeBo56FtJ9fMGP0E360VVhfUiaX+M+XNvi/xJVxyZM7Z6Cdd5h/h4Jz3Xyab7rHM/fmL+LPu+HOcBa3NMsJ/Ke0mLBkxzqzoiytPRrZ4mRiu7sdgSgrkJSyi7QSIzBB4qsDuDiQKXfQj9lLlhbJirAMbOy2JV30YtBthoZOW/aoRU9YV8FeHeE1GCZkoYmXxALgMBmnn8BPgH/UV9pWTji9M7NOb8F6SyvWbY1svDq0haJtPTZ/Yv2ANKFbeQH4JXqX9ZZJ3bJygjQfbMxhOgvWbh2wlh20KknVMyssz7pmNSBwwSzrCzzWhq1uJCuAcIAkABvdR6TxSboM4MZSjDZ6gtJR1RE0c3N+gPAJTFgcdAaIQAcFgqgTPld+nPwLAzCT/gulySQqExdLvUj+C8uNMlSWtwHmpY0mlQ0HbOBmOTTVq+YfWkYmg2RQEms4/aJtC0XH+nlhu/qLtmtpydastPUac2pMfrmNMd04caaDQZcJE4s8aX6zblXYAvXFaZj8kLiTuQASKw6Y2kwADqspmatfqW8okdQ/qQMBos3gH+CuBYt8bGWr1OFqSP9bGdaNupKio1q0XlXW1cmuicmBBlR00pkPOmhOSJc6d9UZbKaTJxNIt922XZyy2u+IcbAudFNlmdmYPpXrQLq6LKT2gwTXp3XarnFNiwNXHCsQE+uhdsS3gt6o6oZdxLR1iq9biuzIdPZdkDz+8aPeJA1Epcz3yMBUVXnLdnV7tsKpt11WphbU/1CX4hgz+oMvWgT4neY+o6NRFPkm0Dx1JmsoIyHd9Za8efZ2nDWlg2bRHkHThleFliDe60B/EzBTfHfYRBsCAQAHlZ9zArbqJEC6KEpDLKk3rpSWgkM3D1hN8hErBVQg74dSj0rv+EKX+grN52VHZW1TdL004jSy90dXbfMBiHARNiomyKB9ElwNpiIVJ2Kck/QzyqFZtjnCVADqffZvWg0RdKtCKsk0r0W4C7hTi3zf/s+bi7r1NogEvHJpX7Vx6tc8n+/CH1BIfwBk6kTnBuDHHYtQwSwCOFkp5BJNaRCNfLfLSzQlPXUYDQDor//6rysN0iQtwgAokU4DQAHXgEvGbGiEPiTtAHjiIAEHCBPmYx/7mAA8KwJ33HGHADZzKXFf85rXSNJNHr/5m7+pTbeA45/5mZ+RhBtGAYbhn//5nwV2AbMAXyTwxP2+7/s+MQuA89/5nd+ROyD667/+6wXYkfjDYHzLt3yLJOXQQz6///u/rxUHGAWAPKsCrM4AqF/+8perrFFf0AatMAoveclL7B//8R/FBKC/D6N0//33qz5YqWDvHao9qAexiRg9f6whUXfQgjoRqyqoGcHo/NzP/ZyYBRiVP/mTP1E5Af2EJ62/+Iu/kPT+x37sx6Q6BHPyu7/7u/arv/qrkuy/7nWvU30Hwxe0Qjs0026X6/L56XKl/iWe7tyQ+/RKkwbnSGTuNZzTPXKOe3if+87k5BPU7J6mX4aQxi/S4J6AlM+MDiwBcww8eWHtFpbuM+vw0QCSAOjxw1Ywm34tsy5qFe2OJPhs+FR2AFqk3/wA/UjacWNCl1pEWowGfAOCYRa0SU8jXoozdoAunewEFlHXYPmU/DluGykKm4OwrV5OrChxH1uLUzF1cuzI6nJok/GGjUccJrVmVbewrIf9dlR9vNhSH2LVAdxdZVaW6PCj089SXKaNnm44jwgAeoA1/qjZnLU6e8Lq7KjVreNm+UmzHCtJ62b5hlmGHh/gn9+6WQu/s8k9SfwNCwvLltU7Lbfd1rLdlhknv7K6AIiAmTiD1mm6I3U/i/0aq+2U1XbSajsjlR/NFRWMyZLSNFuy2pasqtHVbKt8w3Ft6wNUZLR2oroQ0AGAA77bhWWFqx9MUGkpvf7K0bpLysuh6ln1j+QaqzG1WTf9erpnKhUla9MFaUe1pbehwG2a2CT6F8MX7d/oa2I2kySZ8PwAVvwSeI8+kdMna2iptbekw+Zr+stobK2ytB6b3Ypc/VqbvIXPHKILpgPUqAPxVvQPGIOJDeuxDaqhDSZDG02GMus6qTZ8szAHNrGUov6erM7AEjHBa8yGZmeoZvdUDrVto2yAOPJPTKl/mvizCgSzxBJEuutb4LugPrnHszM0Hm4iSzF5VVpRl1ppycuJVr7Y42GYchVTygnLMLSJ0eBsjSBRHUOoKgHR9Dw3H6kpaectrrmgKUQalxQnnj1TJr/4x4DCe4xjuPtzM6MgFrzmklRs6TNxTkFj9B2l1Yy7mZyZjwNPb4NG+ZuF2ZSmCiLASL6AJ34+eScygvRGec4pyzkT/TTSjLTmU8K6IivIbPpf7POTYufI5GLvmwkRvZudnuQt8iNYPHsqzgTSXk/lSgyGvlf2UdF/vA+p7aY9zyR5fu5znjs19RkMXjNX+ioqiPjxTB9AAg3gxbIWlu2QzuOOlJdwnAMCAEUqT/8NUC3GQBJgVxviPX7+TcxyJj3AI6ATEE06uAFAkXajc84vVG68Xwaz6pt5Af/ovgNYAdSYNYUmaAP8AppRYfmP//gP0U7uqKWgogM4Rz0FNRziIuUmPNJ6gDL69aQFPdDx7//+76LlBS94ge6sBJA3QJuVAPxZhWAvAWV96Utfat/8zd+sPADfMCCUBXUhwHSY9yQO+eEGMwCAx3gEP8pB/SGphy7ygBaAP2o/b3jDG1ShMD/kiaQf1aSv+qqvUn3ShjBNqA5Rf6yIwAz867/+q8ISmbA/8RM/ITOqtAPqPoRBbYj2ppyoQ6EeBYMEk0Ne0EWaXLRd9APaE1UhmJrLcTHiP3s9SQ0wBD+1weVJEj6Pd5pOUoiYBHiN5wjRfN8F3Rz0AAAgAElEQVSKASAO1BOuWYqGm4A/QJwDfzoyW9gt2lIaaQHckT4D5AEfQYI6K5LsYCTAqoCzJNUFoAn4BGBjkvboDuIAOwBwVgoiTGIUFCyl66N7GvNTApJ2kR55IKADJGDiE4xUGydpotIxKQcOXgGwALeiZTWrDgBHnmukIVgMctoA/SV7A7CPLZJKm9QYrmTzD1J8zJ62reDgqSTlk2RYHywfLvSFedKkvoBk2A3oq7xZi6VdNlr6/gQvGNYBJpajvlRwsBmqLNyjylyS6GCNDabEgiVBMgBQj0mM5kCFxS0WeW9gEyzqEPBvmQ1HtdSKhmVlRSUWR/UvG+ZKGHOXudU5JjZLG08GNizXbThas+Eo1wnHrPi0WkhTsDrCgcmcJRA7EFo6/CtwDNsJtOqjjbAJwAoAUV+s9DT7RAKv0VfVtwiQUEmKF7Wi/pb2uXhfgBhXt1GqWHKRFQWsMBW2hBUqGFwsPNEuZK4b/RgpcQL/5IMUPKtsnFc2yqUwZauTgfZrZPXQOpO2FVXLMq1qJTvx+sQSgFdXTaYfUxGjW3umqf+KAOgByFPU9F1Qb1SuOjiJ+S8AsO5RH1QPaj2pZ3ic9P2lU4l1RHRVW161LEfFacBhb0OtxhTsPWmxipTM4PEdee14nagxUxuktlHxmuWKZ4LhqTh6EFWzsntAJj0JLZoJUZ7GjzCUpVFMRRZPkvJTXghAtAfAV2zQ4WcC1d4CJdHMJEXc6qaxxFsHb7qGYvLQvOSohGeuhCFPGGjn/FJrbBE5yOEu7/kwkWwKGBWgugm/zfdZCoAH/Lw3TENFgLgHDREg3PWeXrZyi/AXed8+qehXDnqocOiPH/UzfU4tQlrz5M9a7cIJU7qA/ZQJAEzAOCWh6hagrwQwX/iiF9oVB1EbdJCvFQIR4tQIyGnFzQ0bAMDjYp45e/aMra76ZtFgAAD78QsACBgMVSFo5GsMP94C3Ieb+noDPKI3//M///NiCADcAG+YDvJBxxzgiqQaxiDAZzAKgF6AKsAZoE14QCgSfNRrANiAfugHELMZGMaDdCJ9mAWeiccdsM2qAmXiRx6kw7kEAGAAO0wSqxG4A5KJx0UZeSYP/Hhm8y3hAe/hD+CHJpgH8gB4wzxAA4wFwB0GAkblFa94hXT4KSM0UBesHqDXDyPw7d/+7VoZgB5WEWgP8oVO6om8WRlhdeU3fuM3tDoCs8QPRoULGlgxoW2I8yu/8iuiFZpYgYB20oVmyhBtSVziUF4YCJgY2o42u9TXs+B/mxo9d3DZJuDFOkfCm0bD7ROJ4B5iK3A/c5uuAjAjMnJNR8nGMqZGk+ZydFK1kRQe8N+2vN0xLJJgmlKjrI+CjZkQ0BSgLAqSADxhk5R/anolgXQniLxRk0g0polS5VNhcd+uPsIjyQYFUpLdkzQgA+TZ5DiejPxQrgpr9BPtE4BmbQymXEVuFTbxgfRUjySegB/USJCG8GMzK1J3PhP0+PlYu2KOqhrJDYc9IaHHfk2qB23GhAHAFGjHaoC+cnETj5yZAOjU3oUWG3oHqpYYABjDc1QXMOs4QXqDegYydOqbzaP+8ymLTZFIrNCdH1veGuuUUnTwJ2O2uMJgjG1SM+GwmRqLDpVhGWc8wVqPKJGwGfAu7oRsGMxRE2lhPnNi43okyfdwPLIRG7xlyszrDDooPxMoGrJOX2JGvKQ6NVn7G3zNxYGJMJKrL9BPmDxk35z+kxCA2BpALbr91G9q/ugF8U14jExqLaFsQ/g4MAxls7zTsa50YNmpG+CfPRF0R1TOAP8tsyLlQzMVmU3auX7DvLZVbaKG6RpZXysMhfZHkJ7TyqZxgGfYYGe/Cj2MH1fqIzCqvCYpt9RLyrGYNgZ+fvCL/g279Jv6UfiGZDwYAZKiJKp/gSWPQ3jOwigB0GKkUCvoWjfvsx3FrB5attgT8NeRytCXOE6NKmmsgB5HlFAN7WlsUZnij7eK1yehUlnTjSgewv/qXeOUx1c8pezftocO4B8xPbFI0tNM6VFvTKLUkwK46pIeU905iiS/aQpUQvrNuRMkJR0lnN3xoJ/MBaCegoZp4Lm85qIoHedgpjH8gYCp0jblM0vASWymH0WbMQBRF3OJb66C5OkpzaV3TsRL77ApR73wx3/TfjSXrceJcO7pbnMBt3tNgZH2h/EA+s98GgA0foBgzojpdRnvafpk/lLTnUtpaH7cCc8qOmM6EnV+SG/f+9732Cc/+SmBOQA2aiOAZ6TmqJrgFmkDdAGAgEPGTqUpXweH5AMg5dsEXBIOkA3IBXyTpr7bFIcwAGFoCRp5hkbiAjABpgBvaKG8gNzIB3Uh9N1f+9rXihbixmnH0EbaSNcBqzAJpAstpI0/6QN4iQfYJi7gmnfKQTiYCUx1Qj95kwb5Uw7qhh/l4Ed87oBs6or8SQO6cWMFA/ANUwD4h5H5iq/4Cu13QNWG/QVs5oWpwfQp+yBgDFDnYcMwewOQ5FMGQDjpQwvpkw90wgzAyKDGxIrBv/zLv8gU6Pd+7/dKpYlVBeJQDsrIHYk/7c7ZCrQ9dcMPv/mLcrFqQd6X43oW/F+OWr2gNGeD+ObgTfc0ASiAT/48TkF+Uvlhugw3hxWzeJq3Y0jbNLIxoccYi+QTiSM23Ds2yTtWttl8yYZdLALkGiClLsMkOyW4AQoE3gA5LjEV6MmAXUhjpxF8QBIQYaBlIxzAzuNYi/C8eymJNwUeDKwpHYVnkM1c559NnwC4SZ7ZCPCFiceqtnUOomoVNmmzwbhjksghjWn1VFYNqqLR0wb/sfhBPuNhbaMh9tdDb38gOAmox0Sin7ZLcZPJ0Ckz1IAT6BwLHFNnhMutZjMp5ZVeP4b4QWEuQUem30KaTB0wn9RAOgC814fcRYWgpqdJbHSTNemwMsF5A2Nt+lU06h9J0rCy0ZCUsFhUG4d5UU7AIdgiwCMAiZOXx63CRlnLhi2zQZbbIGvZRpbbOMutpK5bmRVThsFNXbK50lUuKK/3r2JSWYuDlsScURYHZ0y6lSy6yHbrzD9Ju1VfiZmIjur14PWrGqEA+rmbvgH6iA568zqrJ0ilGFwXLC+WrMKcZ+i1wIiJucAMB2priREmDUBB3rJR0bVxvmRlq2NVy1dlsgmqYbmVlttkjPQfSV8mFtG7AWWUQpnAv74BfWpKWE8wqYFJoyxZ5RIgJNazsqq3+zeiv4lRUh+KnpEYseiDanjPPxLK2EuR0+/7VrEHo2z5ap74ytRPqUutVCU6A/TH3XvujNFVPvxJIJVo03L6s3/7eECrWt8fk7du1MUsSNPnSZ5JM2WaQIJWk+RE39giekSJ/LYIMnVirNsEvKc+6SFloDCJDh+0ZnUSdTMflXfqVVe6+2Cd3KLKGoXYRIsXYJrENNZm4B85TL3nHrb13+Sx6WUuhUvxSvqNckaSOGsYSQ9yD0fujWvuteHz5I9pTtsqCdWveDpY67Q6kfocwgr+scmcS2Z2GWGT2g+SdSTen//852UdBmDNGAnYBJQCkh+4/35Zxfm3f/s3qb0ArgGVAP8muAfocgWgZzzlxzt+gGj04YkHWCRvngmDf4BMJZL+ADgBsgBtwgKakTB/wzd8g3TnSQegDkjnmXLgD8APwEoa/CI+qwyUC3pwbwJn4hCONHBHfQf1IMoJYwDoJi7gn7DQFulTDtKkvNAZ5aZsMBaUlzjcoffbvu3btEeAtADR1DcMDOlgfYgyo7KDKhPqSldffbX2LrBi8K53vUvMGgA/6pA0KBurHtzvvPNOqe9g3YfN1Vj+wQLSP/3TPyl9GA3CQifl/YEf+AExL5QTVSAYJRg0ykIZo24oc1zQiju/y3E9C/4vR60+aZrzAx3v/GL48fdZqKnYLEmbIrzfAT0+rc7em4OpoBhJx0gWdyZ6sKh+ABZUcAobtAo7W3TsbLdvO7orOqF0gsWYkPj6gr1KSecmaQcyQqyzA2hQuxCYm1WISpgsjxBXmJgBNA2YbNhLCfvATxj9vETCJ9LR949CmhJSl3EAB6CsssLWs9zOZLUNuys26e2wqrfilk/qXOY6kfIiExX7ID1P1EUq6y2wasCJrqh159ZpdaybdW1EWWyctjNAI0xB3Gcgf9aG+OGONIfPLNqW0kXLUvH4QQVIXI2UGmRWZ7OnSIO0eebOhfgJl8JaYi46soaUW8962bJ1W5lNRl0bDpy56S/X1um6pR2tcNSZ5TAQWpXIrawntl61bbXu2FqrZxvtZRt2d9iwv9OG1raRMbG4qk8tW/GAa9czRX1oKkHLzPqTiS2gNqYJNMpNXoSjbakDSgDbh8UkLxN9AxDcqlndSPXS+AyI4wyGs7viQxTMmY5Z9cBGTGzIQXXVDhtUcHcwmbXbxdchZbRB/FLz6MCk3Ab1kg2q3Va3dli3nVufTdZl3zpZLjUt1MzqCROxf4UqjOAxhlarJPlP1MZ3V2eSUFMbzXFd32kqK0CDy7/sxl99U/6de16uZkP7JXii7sCJ1v6DuaQr9mVha5wv2iqb0auk5sSpUCSXaIMGGEGttMS3p3byTdyeM3/98tpPLwwCTrYc9H1HX5d7AuQpTCOoaKCUTkxKb+4mEufcEvEz18gHl8hgRu4s3NQ/AqXg00xwpzwz/82R01sAcvJQ0HjwzsoEPr2iegg3TTaNbwSSW/JoxoOORjJKT908Eol7yil9Ao1Mtq6mKWHxMJdOOF+iO6lfTA4+s0wLM6WCNKI6vHkuJtWUDAlQrRJKOIiG0fM+62FIG2CGG6CU08fRL0eKDG2oeHGKfIzCYjzNwfZoPLaTJ05IwoxkGAs4mLu88cbnGmZ+Aa1PHDsmHfKHHn7Y/v7v/14WZHAHdAYo9zkXocNsXIQeftDGhR/xAKoAaSTdOiix3xdgBhBTTqTWSLIBsoRDAg1AhWngGX196EQVBt12dNPJg1ULNsli+pMNtcRFSk8+IaEnHVYeArwC1LnQWecZ8I0/4V/0ohdpcyyScvT+8QMEA7zZVIxUnL0E1DMSfuJRPhgR0o8ykj7P/MiDMEjyiYdu/4tf/GLRQBkIQ/3AKLAHgdUNLAnh/gu/8AvKAxUf6PiDP/gDMQPQSZxYkQG4kxbA/Zd+6ZdUP7/4i7+oFRHqDVopEysKpINqEGpNbHbGqg8qSdQTDALWglBD+o7v+A6lCUMRKyUB+smX1QFovhwXM94z8oqPe1vinsL3vm1al9tjq8LIbSuP7YghbPwijEv8mTR9unZFh9lytKefpnIf2DRaUnnxA2uiFuAbbwFuJyeVPXB21apHj9oDp/0QpLIcC9QTnYEvJjUNRDGkpwnLOy+AyKWU0A0lARSko+8jr+vr4y9SXQKopiUfjb5ETDETdtBglzhiVHZQT8L+flF0pdbD/kvMZQ7HY328Twy6tj9btkGVWacqdIgX0ljgfA3jgP466t6tyrqd0pDAUsbFhbYdvnbB9u5ctLURWvYDfaiMuQ5S+SgBtl6XAkyJm1J5kP7mI7PM63BW55QXt2COiOmTnECxnpPbVM7qbUldqjaQ/KhW6RbRzknPOe0ZKLKuLXXGtrC4ar2ViUyDdnswJCPrtD225MO12Vjgn8kEpZa2rVlhp8rCHjub2+KRJ+zx9bEtn1iz9fWzssevBRTqAbOZkqwzGaVNjlP9c7P+xsSuOOETQZRfUn1AvzoT4JP68J/2X1BGJrjEJEb3Ur9IL9P64h3AzA9OUGpb4Htf8WAFimzq7pLdf2Js11zJJFpbnbOxFalV2nCewD8gHnqAwDAEVbbbBuVe++LRdXuM06rrttWDzAr6JFlqDzNLu2hLscmPRQTo93xQgA+6HRxQ3gSkReK0FV3K7IG97/OZi5yoH1aIhFhSmj4OEIWVh0yMTEoABqcqrcJ6FFdnwboru+2Lpwb2HNTIWmwMZw8G7cBeiwR0ExOh7zWBDH1/qbzqaqm/iTZIVODon97Knil/ASo+cvk4xN9mWH/2JJN7pK+4uKUy8TTFgpvdG0FmWcsxEHfDeZq/p0uafqWH+Xc8RVqiL4InN3elXSIiLg7YY5xUFHmr53qZeI8oMyIi9el3PSV35jONryRS/W7ybr4E2dwjv6b/vOOmMJteNsW68Jft0sA9Eccj/U3d0MHt+dLfMkXV4ZY+WyZFN2O8CYDNHFCL9Z0F1ziUZXb8iSfsnns+abfeeovt3r0rzQOMl2nvE3SzMjhxfX0A4n333y8QjXQbiT7gD+DPBVAFCAI+l5aXlR6qKFjBQVLMQV2A8gD4hOPinT6luVEuVJuXmXIAglFdwXIO7/wCPAImAcZYuUHvHWk+aRGH9NFZZ+MrlnQwVwkAJw6mMQGw6NrzgzEgLumSftAYdAGYcaOMpI07P6T95I/EHzUZNg8H80F9vfvd75baEfGi3qErGAqKCyNDWPKPfGAoAMm4/dEf/ZE26mIdCHeYNuoROkmTODA6qPRgqQfATplw546Nfqz+wAiwAsNF/ujp037QQzowPjBEgH6YKi4Yj2C0yPNrv/ZrVZcf//jH7W1ve5tWfKAJBgEGC8aI+iX9aCvulB/mgbxYxcDtclzPWPB/OQp7oWnGWHmh4Z9quCfPhxDxa+YSbn53aOwgI56boadjYhpgJW6fikpd0DxJy3cMYGfrlj0+qq08s2HtdZbwGCDGAnn6KNOgSR5MZUo2TSDk5ZQEYHEamfD1TwOBD0oyyydTl2kug6aECf0eM32y9U9tkDcfSPqBhQBwnaJrnW7f2qhpDCd29uzAqqq0nbu6tjpatvV62QatzPqY/JQqDWonRObQJ7EByGyswKSpta3Xy+3g1V3bdfOidYplG4wwhlhYB82JAoku0mMswjDqE99rgdJSK24RCKYK4DsOfK67BkOtdPhKicfweZn6l9WJBLyo3ZbyIIcEKBPToFUVKkSZwrAU2pBccZDXCBUiTiR2K0bHzxS2sNC2fg8VKaTStY1ZElYpWuZnN7u6yUaW2XqrtjNVx46t7bDO2VPWG7esP8hsdfWMrQ/WOCJBgJc6hpFSv8AudgMwUiPtcWXL6yg0ubQfSb9AsCTlhCDPZl+hOKkW8U6V47XrL8pLMR1Y+hkNcCJ0PiZHJlf2TbhaFfssliYde2xU2CKbuh1h6IwAVMS06Twk/ym+qx3BAOy0cbXXHl+v7ez4uEzBDgbEgXGsZexnghUrGa8C/GP61plJNkXzPfjPy0+6WiVQP/Y9va4ClBhlFT3iJYawwRzRdyhgo2r0zGSr8zXgQqgGzqSoSh3KRth+MbTdVWGPDisbAv5lrtbrS9aEphXsXzR1rEIJ9PP9+cjirUNgaPB2or2oUhES90QgyajVeAg/d0p/ve03OaUXj+t5uVNKbIvA5/hMo835zL2qcaa12Ui4GU50J+K5pXKrLvT5ydHd06P6cPglN6/TNNZN80wdpJH1dLBous0/i74UV/xN0BDk+XvD1VPAoVm2zS9zfvOZPrV3sjuHjnOSSkQ1aeNZ7z7HTKMkN3+PCHGfhrqAhzTuMBZL3ZFVRv9e5yNzMOXn77vP9u3b66uWqeoZywLoAvwpZ7vdsWNHj9n7/+M/pOMdm0nRI8dmPIATm/6A/ieOH5fdekDxd3/3d8ve/F/95V9KRQWQygUwBSTGNQ8GyV99y0wSa9SLsEFPONwB6dwJh8QekIxUHEkz4JW0WQ2ALgArkn6k/KixhKQdSzzQjqoKgBodeVYGAMEAeC4AOGowHNYFyAXA4oZ0H4AM+Accw9hg8x8aAcaAZsKSNuZFYUxIE4k/9KEnTx1QR9AOKEayz0oFzAV5cWAWTMWnP/1plYszCShvrGowblIfxKe8X/mVX6lVBuKymsNFfaCew0oNZkgpG/VFPFSFYIZ454cpU5g1rPfADAHYif/jP/7jog36SZtwf/u3f6sDw5Du06asPHDIGHVFuaCT1Q/aiHqgvWgP/Ki3aFsReQn/PAv+L2FlXsqkth8s8Ylf5OihmYyn42IjAdxiEvbRNI1ciQFA+DfhsKME5K23aAt7D9n1L7zN9h24QsubY04Z1amlQhauzpPy8PRnoKHZWQXsAtzpntR12BDLkmkC/5LyIr0U+A8mwKW/lFICWe4N8K/BNsB/u2fdDqfGtm08qOzMmaGNh+vW64/t85+aWNHfYXW3YzA5kkNrn0DoeFdWZagAUQUcEDS2TsGS2167+abdtmfvHhuNF63OBtbp11a0JwL12kqZaTulKlibTQGPAnjQ2jGbLFpdcQAZQN8l/QHgdE9N6HXoyh60lZuLTJsYhecc/Et/HKlurBoIDBIbZY22teqOTcrChhuA4a512kt2+uxx+6/Pr1u/27NOhw3AgFpUjbAKxN5rJG7OWLB2BPuDZaRWf4ftOnCTPe9lS7Z71zW2wlHl6wNbH2zIKpFWQGhHgX+wok9CtH/0t1ZZW4dDy+QWnB19KKAjtKf2TcDWp9DU2Ak2kGYwFkpfgCf1ZknSfdUipOp+cmdprcIPXpucXbBjH7jLqn5tY22qpiaJw4/6SL+aE4PdldWZjSH9ZacdvuWF1j1wjZXZgp3ZYMM4fEYtFTEM/rBlgD3zHHSWT0G/f6fUhUpJHUz7Bv0D8NG4sxaV6oBvPOowagovpaMw3nF41y+ZKNS3p1Ow+b5gAEbazrOjs2K72zvsMw8eY91HKxYy7ymrR6kanEh/iWcRnwrQGFNSt6WRNj0GzTgqCT3wFKiKfpzGEPwa0T0hH8M2O09T8rizV4+i93nHJgEe7Jy/TWI3eW7O3QviNOsZbwF7Ik0f9DyNOQf8PXl8SSfRFnd5Qv809iZqtn9J7aKoKb7SJPOnkB5RNl3nOGzyvTQvnsd5c8LzvAEuASV8U+e5AIAAM5dKzwLCcCPowZ0w6PRzevljjz0q9Q9AM9JbgCwbUDnw6c1f8zWygY+pStR92BiKigiAGks9HC6FHjlxAIaAwOaFW1yMF7zzY8Xge77newQkAbiAT8YDADcgGSBMeJ4B5axGAOCJR9mIw36EH/mRH9EeBXT8UXVB6h1gn3wA99itB6QCkMkD8Bq686FnD+OALv13fdd3SU+etMkHAAzIp25QkaEeSAtQzMFi0MaF2s1P/dRPiT5oph4oA8zET//0T4su6pwyQR/qO6RFOQK0wyjERTjaCTfC/+zP/qzqiPLgB73UCUwItJAnF+FhNKA5GJ1gUtjTQZ7UE/FZcYj2gV7UfVAxoo3R9SdNGBpWX6gH6i7yhjaeqSPKxaXxXE+X/s/mXnXp0382xUtWAwxO8wNU0839AihsGiw3DZyES6NpUr1g/gfCYboR9N3K+9buHLSDVxy2A1fvMk7KxPwkBwbVWMihY4KQRE/kmySbCaSBXABrmusAOQAbliGxXJBADsBfEjLpVjYmskQvQEqqDNLPnwElgJ3MVyaTnCH5b+eo9LRsNDTbuYoVgHXrdIb2xfset3anpw+3VeQ+L9Iu5APmy7Bpg3SadJk3NyyrerbQOWQHDhy0K6/ea8MhoLm0dpdlQMA/h3qVLtkPSXICk9JeB5ByXgAqOFgSYpCqUMVwkB0AwIsa0v7ZoK5FEJne94Hdq9KZB1rrHPAPoK871qrbDv5lRCi3bq9rvWOL9sjDVxm28FsZB5H1VO/eErABqDShM0N7cFpybguLS7awuGLt7qJdfc0Ntry031Z2LNnKCGtBpbXabBZDdWYe/GvEmna/1tiss04pHbmKGVSX8cGNgMJgCYhRT/QR9Zik4kJTzTYTJwZJaQByHHwxAQuyN5kKGLl8YKPBwIbHu3Zndp9l+dhaHKbFysDY+zNqXlrGUPvFF0RdDG3IEmzdsZ27D1p7pbTuwm7bVfYs73AeAib+OUUX0N8yTu2FTj4ryqsNgSG1h7XUdwDhCeQ3vx+tiAQj4AyyVMPS+MEkwA9bT9Qm34B2hau6ndmKMEL76dTmihOk68q69Gfr2ag0a3eXXNtHKj4pg+YttUVqmPShzEC5+qx/9ilWevHOrPDTx0g3HAKU8r4pjQi4/V1JpHSmsmAxVCmOd6QEFCPDuG+f7rk+83GCUNzj+dxYF+dCOomhIOI0y0g/7tulmsbL8A7SNt2pJY2wEeoZcofIaYG3pQnqp+28bain5yFK6DfR57dJbsfKih0+dMh27dq9ZQgHad5mSG2RBgPusJADiI/DnN7xjnfY37/rXZIOYymGzbPofiNV5gIoIg1HdYe488B/y8zT6gBqKeQF8AUA84v4AEvoAmRzwRggUQeoQifgXWNvsmyEdB41GIAo6i8BpnkHDEMnknzKDaDlF+VFuo6Um3i4BWAmfWjwujJJ8qEBqT1uAF8u7oSFRlYoyBO6oyzkz+Zd0gZw40dZYRyuv/56pUG54ocD6fNOmsThRxm5Qzt5Qjd5kE6o/PBOftyhE+k+76SHVJ56oS4iPu7QTprQBLMC2KcuYZSoM9LmBz1RXtqHHxc0kQ51yI+0Q7VIAS7Rn2fB/yWqyKeUzLbjOx7bem6bVcCWiBnDqw+g8RbR0T2m8/n04JJ1AFpt7WLBuvkB63YWrZysapMrJ9pWZaGzlSrExQFiE50appNkE2kIwJ9OTAd3IOeSfkC7pNfSEyB7xKxJGqZSO5iDSpgSzj3SPJEKJawHbsRTAEijhZiXugRUucl08ke9YjDEtNhZqyd9W+h1prWq2kAQDSDLgMGYxsQ0ItJwzISiL8OguGRLSwvS50YQUHRgjkLtB5UhfkmqKWYKtQ6XHlNFfLhuZx9dvtIZgDTIqZ6QBTcGqqZ1ETEAWGQIlQ6BRmeipgBS4JK6QBRdWFYXskDD5mXid/tmq6sdy6o9Nik5mIzKw+oOoN3f1D6Sg7OK4UC2n/esnbVtfR3dTrPBoLJOl7OhvDzovIu5SxM0g5VvzKU9Gn2NLRED75mkTV4wLtorANtBGwh7pzBikhIDoI3d3vAwJC0kYBow/dRaX0kBZFPPvuJC2dTfKRYbr38AACAASURBVHw2tirbsGo0tHbet6ymHYdWtNuu8oU1JzYUC/xDM2nAHJIndTXSvtgJR9q1zDbW/MA21OBYYcEyE3bz6YvkipVQUuBd/DGq9CXWOPwQOfoCDKNvTtAGBfV/cAdMQ4GN+NTB63JinExMHC42P2szdY5qF0yLM5PxNTvuDSbAZM1J507UIzEhHO5Gu2ysD627sKyDpmF+RK+Y1+jDCQg1mjA+VUjh2Wny1qRFG0HTsIXfHDhtfsRBNHciexFnrlu5RdhZqM1ZBBHcvTJmIefTn/lc5NOTJTSDqvQhqaNF5SmnIDKVWX7hltJ+sizOqdeLLMIzMjh10Ci42vD/AaGMWaxWpm7Id7UdD4BqCGD8wIH9WxLG+BegDUk7qjcAaqTgAEf8wgLM3/3t30oHHAkzB0ABKgGLgD/CI4lHFYZ5gbgxBpDHVhfhSD9AKekAiHELmkgDNy6AJACVizgBbonXzCvSI424iMcPvwCk0AUNuAeN0I1bXKRLOoBl8gEEU2bcAMmEjbiEjV+UrelHmhEed+KTFvXOFSsmPEd54h554Ufe0Aw9cRGO+M0y40Z+tA2MCAwEbvyIix/lRS0JN+qZX7MOyIcr3HgnLBfP4c87NHJxDgGrCuSJGdJLfT0L/i91jT6l9BoDXwyDyYnbub5zrqkTKWvm3BRhm7GiQaGDfyIIXE3VS9pWjZetHCJF5hRb3xhYJcm/a7AIBdB1p/M3H6L00gGrcK8wAZKmQhCATj1dJRLo06ib9MTnNndqjksDAnqVkgWrnIAN16muYCyUKADO9bxLTjHNCuv3GFCQNKDv6OWcDvKBOWQW1HW3nQFADanSEQTDYdeG67lOZSzroZUVR6C7rf665pAvBgzt7nTwz0CX9Nld/ceZGB8k+LgZ3AGCMCVeZxrY1Ehw+thzZgAE08wGeYrMxlQApRgVqftE3ac8xAjlsuBS1ZwNUNuEJepWaXlZ2ng8suGAQ1Jym2SFNjjTCbxVSLq2XOVhIvQ25C+As91GVWjBCky+EgmgjRZPhcUat9gD7bT1lGwnS/2MOFii8XIwYMIYjR1EQgGrTcGH0i5MIOi0ewTL1L5eJ2yiBVCpyhh8WfnRIJp4UeVI78B2N2ozY0n6YbrGG2wWI3/f8M2ehUnuh63JyhL0UwAxxKlm6PftlrWKjnX7LWv3dqidxtiUbtVWtDrY/rEiWf5xhsjrdcLp0AL/ZvUYhpDBvtQqkELwkWZsbPPyqy/Ft0v5qYdyNinQP+uc3Nhf4Bsj3cqQCu11rzQpBg3globIkzrMs7Z12l3r9Bas6C5Yq+Mn+Wrli+LGx6EOqIGg4ZjGFH1/KT/iTC/KksKocfCIRKeBtn0g603JkXNDKD4fUV9H8ztRnjikn4ghUYX0sm1KJOU2n+mmME/xJbKkzycGYJpS8pu+K/8gYt5zGioxM433rR4jma38vsTcqInz1MYlK43ykRDD+7vPX1snD7BDihvAbD5UAEDcAaFIkQG6uPMcAA+p8sLiog6UQuUGlRMYf/YohWSeOIBZgGIAVNINANzMWzSnjaxIpQOQAkrJk7wDZEI76fFOHlEe0iA8fpEf74BcGBiuoAc3fvMXaZIfd+jgIg+uoDvo4L250kDa/MibMuPPPcLzHBd+wayQPnRGeEAyP+qRuPyCJuJH+jyHH2FJhzS5SC/uPAcNhOEXtESelJVnLspAHIB/1D15Ei+YjggTloPwIz73yIuwPNN2qAoFU6NMLuGfWa1ewkQvd1L/LwaGy1eGCx+lpyGnD/NU4RGeflfdNCsonuM+TSI5cFPH40MlDUA6H1VXEmQ2DdbYoudDkFQ2t7pyqTrhia6c+cNPszYzN9JPwJmrqEjFRAE9hnCEJKWAOdz8hF6XQishASPXIwf6c+HraSc0Kakv7mya5MMajSrrtJGigoVzGyLJlSoIqi0+qfiQJBm01drsi096V1otK8ccx06aE+lNT6rMOAEYrOqbHz0Vl9QS3QcHSaYFQhh8MKWOxQMGIcCWdIzSQVBpUGSZUDr3DvDD2k0qsKS8WCNiBQRWyn/k5+krHOWTBNpRtKtX+YFNqCpBw3ic2bjEjGfuh4ipxEpUlSJwKak0LUVdccgX/EzbMsyVYuUGbS8dwkvbkr43t5qPwgrke0upCmhfNTdtpgzTAJdak8FZepVsksV0np/7oNUemdDz/gWBs3/TDjx9UNae/LSXyPY2qx8tVnImNhyZDenGQrsMe0wa1CEdJXEfEK0VhEQs3wIWPFqoQrWs6PRtEn2inEj6Luk6hYNJoU4oL5cbczKE+ewPoJhYoVK/xz/hVK0yUA9adarThF+obmHKpCbHXhsmZllTytOKC1WK3N6/DdIV5gdw8oMmGAZMfpKf9gS0rVV0rW61xeNg7VP0UVwCqUt7HagMURbSSpuMmZTIhyvdPGikoS90GtEDNv/i1YyIn+o9HBsBGo/NJBQ+HNT5Ev1TNyU6a4tIOvyjkVRhU8en/jBXXPqqV1J4BAGN/rEpt8QtR/BNfpfnBYoua3aXNfFLUyfUgQDXBdDKHBVAbuvcZ4kAEAHIgDZAHu8B5N7znvfIDCfmPNlY+853vtO+9mvfbDt37hJARDWEH2ohAUi3zm+zK+CRS99n+iYAoAE28YemAK+EDeBJOH6UjyveCUu5AbS4ne8iHD/yDyAb8SJP1fVcvoSJH+lHPW+XV+SDf5OmaBvcAN9BC2lzQRO/ra6IS33zTBrzNG2VRtBCuaJsUX78SIN30uW9WZ+h/kR++OMXaUS63HEL961ofzpuX5Lg/+kU+JkTNyaEuF8AZWmC3xTyfNE1HjUmHA0KOPIRgOx8wALMosmD3jcTFye4Av5ABq02kmJ2BHet1g9pOwBBQ6cDdMcGAqZ8YK6m4tKM0QhLN+heoxMN+GgLsLDZV+oebCxl05S4bgariQ6ecoSAZHm28VFpIP3UIU4MRmnPANMYKi8CPqi7uN51plNbOX03V8k40VZBVSWu6oPtfiE1VWrUSaoj0sNyC6ZA+QmgwqU78CI5DhijGmXmsnBJuMYYaBxPrByNbVxykEdmRQfgxnJoqMwgRfcykCNADim1BrXUrnmyJlEx+WCpSMup6Pe7uou0eMTceN4OrDLLJy6NL9qZ5eijMFgijUaVBmFz7hZc1A1UDlqfOkEhiPWbttoBhqW2NnokKrcG0dpPK6R6tS+D5J3XSJJtM9TqpaWTzo6jOJLaC1zn1qphpkynDsNgojiT523rdDtKczxmxcLVXli5abeL6cQ1BfuqAyYuL9tEaXtfEqdCuxTe/+qCVm5N+xbwmH0skrjjCROgFSJwt/dt2EEA+xjGD4lTq7BWO7Oizabvjp8XQVyUfmCgUz3QH1hAwJBQl7Pl8sw2Bi2r132A10qUVlqkaCaGW61PHt2e9XodY4N9azC04WCoSYTN7N1eT2duMBk0Jyj1l0SzQGdGf0WlisnHV4xaxiFlMH8tG7MChXlXlv1Fc9Kvo+Pyrnk+dUAB5PS8Cfin1RnvcJcFSUKK6FHv9Re5yXmLcW06vkWEFDoiyTkBbT2TRvM94j3de6qvaTIzOpwxmHroq1fHER2bCPWyzyfVjHoBz08z+gXksEWQuWJsEeIinUjwUifqoErgigEkqfxkHKy4RVZYuHnsscdt//59UsvZXACA76ymURtBRQSLOdjbZ9MrZh2x9vORj3zY3vSmr5Y1GUw+Yt4SFRg2/LIhFiaBsGxI5UKSfTFMAIARQMkvxgkfH1zFZzPdDrYZ04kXF+8wCty5SCsu1VcafwLUh5/mhqT+ExJ4ADC6+QF8I+w8nYSDTkBxSMkjf/LkatLIe+QXfqxkQCvuUWfNuOEX4XlndSbKRDzygA4YCGgmnai/Zj2QRlzEiR9hCB/5kmYzXvOZMMSLfCMODBsX5WGzOHV5Oa5nwf/lqNVLmeZsTJmlihu/2fc689vyiUmOwPHjo55FFozmNFxttERCOXGQCPht+cbGLGtbnaErnQ5dSpJAmaHUYOAEsfkW3WUkvr5hkQ/BQTWgh87u6g+IQZ0KgAgdH4lzlhdSpYA8mPaSjZlpcC4ESpAQu7Qc6TMqLrpgXrQi4RtsPS7hOI0V0OeSV8JWMsWI7spYuv6gHa8Z1xfPMtfjy9itmkBaqGg4g0G6SSorFZ4wD4NcHpwM4PYVAsz8Q37R9iVNlnhdVx73iU2QPqeBT1J/MRqwZql9pB8/sXLskpm8WLCiVQjbSlpPMFBnCq56R6ILlk10aCN3y9WuxmO3ccNwDgCmW8BgUQdsembnA9Z/EGRz2NeE02wn6HN6OQCT08xSXyMsqwKYvFR70K4ZuostnZjMgcpBnwN3cm8ZY9pwPLTBaGwFq0St3Dqo13RkNscySZ4Y5EWkgCx1JABF3kiZCCOmmNUPp9uxKydA11YX7FPJrczNyswSY+sTP6sY5CkGwHd+O4SGqaBG6DNVrW8BxlGHaIkBoG79QDz6l6+IuIQdBgPmVKtMuVm7ZzIPWxfpROMMBhh9/UL1BWNcslQ9GthkVFqvD5PYtrxdWN7mQDoOpkEFgHgd9WO+FJ45qwEmAebSPyaodglBlgP+3XQh9VRVzgCPJplhfGmY9uxrdYdeGwCAhlPnSGmliVfMPk6p3tXt0qvyDD8aWkAodchpmPkHB0yRPNnGs3eWaYKbI0ayus/6ffQvv0egzVH9LdG3TfJbxTi/G3ltnZh8GqRM++00QT6coCelo/DNSI3nabzIcot8t3BqRjvvM3G3ye688b4EPSkqcw6rpOzJotgO4FApPbel0L/G3n1d33oO+KfvNisOQIk6D9Z97r77bunGwwhgPef1r3+DNv+y0fVNb3qTVgcwLcmGUAA3J85yYVoSQAzwmwfOF1Ldmk8TCAVwAjC3uwK4hv98WPybF3QBjrnmGQDcyBsQz6FcXLHiEDQF2JVnqnfciDNI5wewSRi3AOKEDRUk0uEKunjnmfBNxoF3/PhB8/ku8onw1Dl0oOqFG2nPxw8amnQQLuho5hU0hFuTMWmmgz/v5M8dlSL2hQj/RORLeH8W/F/Cyrz4pJ7OSN3M7TzpaFRrhmUQ2Az+ie0AHMBT2Uj2wdMKQN2yXMIxVAykcezILgZIJm0GUB1axYeG5N31PdAFBwDK7KK5lZhqXNqkHstKDKCz5ERaMQSYSsS+fs+KjkvHOairXBvauAwVDabZzFqyOOTLhW71xHXVpVOfztzCqonOJ5g4aEX/mp+AeF1ZXpTWknlPpM4M/lEvvtQpO+5A4cn/x96bBll2XPW+/zNPVdVT9aiWWlJL3a15wpYl2UKy5Rlsg41tLLiXx/weQwQREHyAL3ziAzduBBCPuAzBcB8GfA22wQiPGMmyJcu2bFk2WFNraKlndXdVV506894vfmtlntp1+lR1qdVt2kK74tTeO3cOK+f/WrlyJWozmHiDiSiqkLBy4Zte+xyiZBZ/WFtIbBttAQky6hlFZ1IqVYCcr4YYIgbs2XKsH5oGbmBg6fe7BmprNUyWllUMkptBr682EuB+R/m+SzQwZ8qERTiAJyiVarb9FZSl/blyPgyY/zD7iC6p1yLKPDzZYGXnFPhKSJ/NzsZEISVmJSZsWqU8KUPuiYS6PPOJqUGFQavPXgPUYWyw9TyzNyKfdn01yDa04pn2mBOn43b6fc23ODwtpxKrRLmcGil26H3CwdIU6aDO1en6hmTKxi6kXEWXupvWTWjHtGWGeg5MJpauHWIGM8Mpv4l6MGxo6bhek+vlZPoE4BoiiYO8slpi4J+NvUwotoKQN3fqYNCHU7LFEWO4zEIVTF4+5yC7R7qpVGTFwPVGAe0wdDDE7KVpd3pqsZegVFGlVlHJ9hrQjkpKe6navZ5a3Z4dIkTZNLDGVCuom+SMecCNurTCpT6DLrO3DJ8oyUMvkbp22rFXA2VEf2W1bAj8KF5b3Qt1xWRrdcZ9cazxGgqfwhAT3cLrS7hFEHy6IBlgZokRjodQ2WODR6oi7SNp8Tl+Ght+ZcfR4EQVU8xQ65EYmfFriNfSDhxzNvBKyVqioymvFOB7+G21efgeknRKUtBo2nq+ikZJ5gHLBhjpS0tDcLDUM888YxL9pV+8b2VBHICRDZpYnrn33nttAylgH9vybO5ljmPcABRjmx4rPUj7sRvPysBrXvNa21yMBBhwTdzet0dTPvU90kFYACzpkF4EnFkgGYEtdy6+ET6688wvhom0EDfgn29xnwH0ZWnkG2CedCOYhRaeYUYiQxLDkAb0ovJE3DFe0oLx4p3yivRwJw7C2xgcBGi8x7ijX9IkThgD6IlpxnzjL9LIN1S1YFyoM+Lm4k68XPiP7ryPMmd8j1f0Sz64iIMfdMTyjnfSjv65w0SyanKurlfB/7kq2bMa72JjWow2jF5jZy0mEnzyb9xvMZb4RGzgEy5A0sA6PuMj6iEMDqh/BPAfZK8expUkGC1p4Jwq2unkVK2UhenNUoVlNKzEYIXHLZig5gHUNOm2rbi6zr7BqgK6cVhhkAoDADRMAelCi+v1G7gNUhvithyidoLEOszjJo01KzB0KM+bAUSAoUmPAfx0bEPPoZyCznzQXQc0Q6vRyybfuNk2DAC8m6IM4BvJMAnlnDFod5xuwB4mIQHxqLEMzKwYaUI3kif8uyUks+bC5tuiS7+NqRr0TTJfNHOrHCrVU15sIIPpcsmhbZBlVQW6+GcXpUTdOI1mkhMQOwBw+loHZergxCgxuAszY9FiwtNWN0K5Glh25gl1HcZEfl4vjgmNyaMswqm6hw/Pqtea04TLwcVhW5ZivhDUV9gUS5kVtNBa0FSp7CpdMIq2zWSgpOUDLRMJGWQw7JqtZk51dsBn7ZCaZNsEEu1srTI5wGhYnh3QW+nHtgHot02+PgF6K4v58nYX242xiHY+BBu+3aITG/V6fbdaZHOoFR7qXKxkSC0s6uTzVm/USG+2p34PTgHQgFnajp1P4YwNB/L0dPyE24yGecDUW7vVVqlcUqNRtRWdAYe4MZGitI8ua4llJuqe1R1vWzQB6hkmwBpFLBdr/4HZp5ygg5UVaz2h6cSi4OPwigzA0CEwAnGsie7eqvwt+4yLtdDhzfwYffgLzsHLUk/+dUgNYUYvcxrjns1XTN/C4jfS5+mPRnm69xgD/rLPY8MF0k5hBoY0ECpLTwgwNrKX6RiTeZnRvJKCD1sAD2PKh7GN+Y3V2uWuCJLp76hrYN3nu9/9rjDv+TM/8zNmWpIzAGgt+OWHTXtALasEDzzwZW3dus1O2Y1xASwjSB1NdxRk8h7DZb/ZvByAPHEAMiMABohGv4QdBef4B+jiB1oAxZzOizoTB2EBUAHsWCfCIhKMDECbd07wxZwm4QDvXKN5iWnzjWfON8B2PqpTxAdT9LGPfczeOYAMaXz0i/8ImKGduPnh5nXlzAzvEbhH0E5Y3GDqsKhDvNQF+zRgwjgsjDMTUN+K8VrC4V+kO5ZjjJf36IYf6IrlF91jPPGd+2h8+IE+yu5cXecu5nNF8X/ZeOOoFO/jCoJvZ+ky9E0DRGeNZgL4x+oOCMvToGEDUJEcIoGN6guHDx1UIZ9To17TxISfXNduddXh8AolxoHXJ7BFXLG9AMyc3V7XAOB886TZ0yeFfKFkutXogQOUBn0k0UjhTWbtoMaAQEF59gJgdQYBK+ouJoCPg4EPCCuVDCVn+u50WEwzMjgb2CezLj8lqajnjguSdtusC6Ni3HxB5UpBJ+fndejIEQ0GPU1MNgxczc3NG5BjIEBvv16vqY71iBL68xF8J7bK0GwONDPTDaZBpXKxpHq9avshep2uet2e7R1A/cepQHLrYM+KA9wQ3p1h8YnGNh0bOHdma+hpScFk2hADGZtdbUD1+A3lBP/GVMF8BVOdJsVOEpXz0mS5p68+9oS+++gjys0d0wCrSzZYF5UvY3WmqulNW+ywk02bpnXkcEflSkUnZo7r2ede1PETTc3OzunEzIyVA5PpZZdfqk2b12v2ZFsTkzVhdMJUh1CtCth0qJVk2fBVGJPEA2hNxYf6DAVEPgiwyDF5zrKFGAoSgEwd26/IM23KV7ooB1YjMAML88RKUT/p2aS495m9euGF542RKpfKOrL/BbVmj6lUbqiydqPa8wu6/qYf0KaNm7Rp8yabOA4cPKTn9+2zCXbu+DFbKdp8wQW64orLdPHFO+ywNUzYNhe6BhwaExVb0en2+mEDtesw2yZfGC5r3HG1xApiTI1nymTJ19WD0KFP0hu+LIns5b0siTO8LHEj+ugQ76NJ4p5p4/HzMs7x85ndAw1Lb2cYFe10DN1nFtu5DRXye24TOXuxG0MGzQbcwjg3Ev3klJ/Mysbc0SuCN8Z2fjZ3JInZd0eXH73+z3zmMwZqOThyy5atBoYB0tj5B2jyw/oPpwEDqGH6AZ1IiCOgHU2X9wgaAbtR0g8zQRxIuqEH92gvHjCJe5SCEwdhEa6QD54BwHxH9QY3xjyYAi7A+D/8wz+YetJrX/tai/+JJ57QX/3VXxkzwJkFxAWAJ9/sd0AFijij7n8ExVHaDk24kdbDDz9sqyWEQecdYH7PPfeYqtWb3vSmIT0xDtLimTIi31zkmfT4hjvAnm/UC2WB/8gcPPTQQ3aS8fvf/35Tz2KVAeaGFRvygtnVOO7HcKQR3XjGnbwQN3mg3PiOO3RQh6y+QEv0T/p8z/74Rnj8cxGWvSb4oRzP9vUq+D/bJXo+xbfKQdinFBv9bPJEBYCGCij1O42WxowOnWfQJeuu5oG/Eio+lYJa7Z6+9OV79cwzT2tyoi7UWACgqK702gs27e658hrdedcbNT29Tr1BoiNHXtSBg/v19LN79dzep3Ty5AnlywWt2zitCy/aru3bL9S2bdvVqE+4ZNPoQ9ebzTV0GFRDWAJE+cY3msIwI5mGNgewvppg+uEA4/AXq8vXLxzwuyQewBw6J1QD/IdlgoqNw25svaMixDdUnPidOH5cn//UPXryP76tyQ3TKlYqWpg5rhYHdrDJstHQ9ObN2nX5Ll1zzdXasGG9SVReeH6fDh84oNnjxzS/0DK1GzZ6AgyvveZa7d61S6VCTgvNgYFNVgqcUfEtuqYig4Q7Av+gABQHGCT5tlqQRwbNxX9/irVv2Ikyw5SnlbPriwLwHeSbERlrB7QFfmwZMGbLypqtpVKuM6/HHntC9957n9LjR4WyVI9NVKWKSrW6yrWaLt55mQ1qF198odatX2cb6jjxcv+B/SbpAXBzAiST5LatW3TV7stVLL3FJslikTbFKgVMaQC2oTLJEYMo9MO4LNabv1vtG8AnQOgkGQaAT3FFxMTnFg+8A+AfZph+gYSH9uFSG975Rn2g1lapFjU719G9//ZZffqef9LFu3bbgXEvvrBfzRcPKFVNhbWblR+kmly73tr41FRF937hAX37aw9q78HDOnLosAoD169KCwWtq9V161136YMffJ/Wrm3o4MGTThMrZeSXZXBbuufd+69tRKRAKAdyywRklelV77Uf20KmPEJZrua2KhX/1UT0kv2scoBbbbxEFwsk+7xM+OiVz9nn5ala/ssySYw4r4KokRDn7DVmJZvxs5YYkccEzlqkw4iM5JAE/YZxxu5BajscGoYhpI3T0ybF3rJlcwBsPsa4l8VCYCWw2+2YxBbQCWBl8y6bfb/85S8boNuwYYMBYcDp3MmTBlZf85of0Otf/wYDoIzXAD8AKyAS0Mp9pYswSNzxC9CMYz4gE2AKIAZkk8/shT/CEJZvAE/CAGQB37hFoEq4mA53JOXcMUcJWAawxzgAq3fffbed0kt+AbGMw1l1HujCfwT/pMN4z+FnR44cGVpKesc73qEbb7zRTvSFzgiO41kBxBuBPzQSJ27c4wWdpMcvMgKcxcAei0996lMG9MkzNKCexenC1Btlk734zgXN2TrBnfCUM3kknWy5xnokHBffoCk+20OgHcaLC2tQMFHE9Sr4jyX06v3sl4ANhkAeOg2bUqP9fQdMfAZUImE2YSkDAfrQqDxgknDQ19RUWelMV9/65lf03ce+q2uuu1qVMhsW6QhSv71gUvut27cbgMKCS6vd0je/+Yi+/MD9OnDoBaX9jibqZVWn6jpw9AV99YF/1frpjXr7D79H1117vUrFqoolJOYV2+DZ7QB8A9CxzoO6jf/s/K3IwESpTpBS+6YuJO6ZAQIlGVR5wpIsqxowLiBc82UMAANLAP+Y9wRSAf5toElNLx3Vmv3PP6eHvny/Lrp8j9Zu3Kj+/Ek7bAqJN0iZgavXd4sCSGW++pWv6Iv33atDB/arXi5rywXb1UsGdix4d2Fed95+h37uF/8fbdu6TZVyYipVvW5qB09x4i5xYg2IDaw26BnBUbIQVjFMlz8gFRt4DOWGtuTlMGSKGDytXAN4DgxFLC6CI22Pq0C4F0tSpVpQPilo9mjbpNeUz4/efbc2bZzW3HxLE42GGo2KJiYqajSmVKut1fHjJ7Ww0DTp2Jfuu0/X3niD7rrrTdowvU6t1qz2Pr1PD3/1m/r4P3xC3Zz0a7/2C5qZPaljx1uamppUY3LCGBAbp+M8DL2Gc51+ew7tmnyZntZi1S/2J9ysLiMg8A28gHtjIjIWnwhkqmaobiF9Sgbq9Nrq9tuaWrtOa9dNKEnaKnWbesc736I9e64w86BHjs6q3eqbzj/7BbZvv8g2dh088LT+9A//UC/sfUx3/Mj7dfsbbjcGeX5+wSaB+/75Hv2f//2/tWF6Wu//sbfZ5MHEsNDqq4KaXdmlhOxlMHU5NutQQdysPslamBQtn4vZfslPsZxfcsDzKABlMJqPcW3irJFMYi8hgdN5H0f/WaN1hYhWysJK31aI8mV/OoN0DSSaRMNrxcbwDGDM0hQBO8DM54esHr4/I4CqVhEAuV454I4xA+kxTADgmH0DSPsBseiUX3/ddbp83asmbwAAIABJREFU1y7r/xGUEj8X9PEjHkDlKKCN3/EL+ASEcwE+H3/8cVs5hIkAOEI/zwBK5h4YE+jioC6AKaAUqTfSeSTX+IUO7tCMGg6bkqEhMiXoxsPAANhR/WFV4MknnzTVH0yVYr2IC9pJF1UhAPXevXstDOmwoRV/AHrS4w4t3MkHzwB/GA2EQOQZf8T5ta99zVY08MvK8EUXXWT5hEYYIPKJ+tEjjzxi5U0+UUviRF7yAD3kjXhhBMgP5UIalAN5ZwUl5oF8osZF3W3bts3ygj8u4iY9TnamXtkcTpy0F96hH2aKcuGCRvIRGQDusT6Ji3fiA/xzR8XqbF+vSv7Pdol+n8WXnfsY97wBBsAPrjXA78iPcXII9sK8aRtusRBj6jh5U93pLszqwgs26QMfeK+2bXOdOcw4drsDdXsDTU2t19p16zU319Levc/qwQe/omf3Pac9V1yuO++4WVfs2alCpaz7H/iSPvn3H9G3vvlVTa1bq6nJSe246FJVqw1jHrBKY0CO/wGckh8D51HAadJoH0Txw9wbO9kQ6FpebCeB67mbOUxnBLxzuuTfUjMGIIJ/UneVHTpyt5tTb9CzDj+1YZO2XHaF3v3BD+jGG69Xu92yg1wmJ+uW/txc06T3lPlXvvKgPvI3H1av09ab3/lO3Xrr67T9gm1qzrf0ne/8u+773Kf10Jfu18bpbXrf+z+oCy/capwX6j+kaz+z6e61afW4BNdk9bXxEyX/p0IRKyIigLExoOhg0cEzZecN3GLx5IYtHuEUvA17v5vdrmaPH1e9UNBtt92qyy7bodmZjtasaahe51RGqdNJtP/AST355NO27H3fffdqz+5d+un/67/puut2m13+qamcgfyLLtqpVq+nxx7fq6889F07pZeBmQkCkiJDOiSGeo4TqLUBmIFFKZ9nZCQDAZpRz1x2H0oFXWo+bFuhHKws4/KtWTtCytZTqVxQrcHGvo6KSUdXXX2lXnfzzVo7UdOJk4lmTjBZzqlSrqvb6am50NbHP/5ZvfDcPt30g3fpx37sx3TFFXs00ajq+IkZJUlX69at14f/5E/0sY99XNdcc502rF9vk05zYUHsCSmZSVYIp864kT/U9Gi/wc0Ahe8PGZbVqw/jS8Aa1vhPy7kOm0VoQ8v5M3eqZzHAil7/K3w8o6I4o0CLpUk/sd5Av7C+vvgtCGatLwFCqSzmA5/zXHprQ6UBN1YEXdAAeONiXAakIhEG+N188832A2QC1nGLUnr8Mi/BxC+m4+Awfovz1iKF/gRNCJAAw0iyd+/eLSwIRaD6hje8QZdddpkB82effdbAK+kCKFFtAZgCzlHnAeSjAsPYCkAFPP/pn/6p6b7/0i/9ko03fCNNwD6/j370owagWdkgrh//8R+3cH/4h39oz3feeae+/e1vm0oPqkLf+c53bLwnHgA7jBH7I2J5UX7QBy0AdNR+AMC/8Ru/YcwK+wLuv/9+W22gXgDcgPC3ve1tNm7CVADU//7v/97KAcYEBgHAjz/G1ttuu81MsSL1p+z+4i/+whiZH/7hH9ZnP/tZ/du//Zt++7d/2zZeo3rEygYMFc/QQtnceuutwj8MDO/f+MY39PGPf1y33HKL7XegdmAsYDbY6I1/6OBHXskndYoAx3HG0prFD+2E7+fiehX8n4tSfYXEaeOqoQjAs89TNtjxITPoeqdFb3BgHYgNsmxa3bxlky6+ZIdq1apZJ+n3c2ouYLdcph5Ex/jyAw/YgHXnXa/XW9/2Zl184SZNNYpqJwPdcMP1qjXK+vuPfFRP7X1CTz71pDZv2qY1a9j4iuTUJa+2GmGMgIPTyAhEmpcQ+3LqJuQ7FMmQiWAyYJDHKksf851mhScxnX4kBHv27HIFnCRVrVayU4cPHDhi6kF7n96r+++9VzPHj+nd73mX7r77gybFSMzCUE5XX3WVtl9wgf7XH/y/euKxx3T0xaPavGmjWdVZWGirj1pItjKWyR84w37xYRl/Q2evfMujA+XTJ0O5AI6ZNJGE9zEHZ1YhmAiduYKJYLVobq6rkydbOnlywQbI73z720In/u3vepcu3XmJHWoGs3jsGAd0pdq16zJ98IM/qscef0a9XkfYvGeQN0kcqxDkL8vjkJGxjF6m4Q4zO+7BN/sOv1j7d7Yg1n8EBxHD4b54ARL6xgxjynWh1bRVJawtdbsde4b2jRvXqdvp68jh4/riv/6rqhs36UP//b+bVM4nGfbONJQvVHTLrbep3emq0+3aBIS0q1gqamKiYSZBSZtJxH/+7LR65zX6MkRC9yv7WlIh50FWvwf0kMT3smK/1+md9VqMfYO+7f2bJGwMG1qQQf+6rRMzJ0wgwkZUV2ddBPi+twrmAEDnRAII6eMAPPqkgz0ZsAbU8Y47/mDeWTngiiCYbytd8TtxwWAgJf7IRz6i66+/3oAzwBppPuCZOBGUYEIUUA14hhHAKhFMAOD/05/+tI07H/jABwwoAzoBu+xXgHn4qZ/6KQOjzNswMABvNsQyxyExZ88CP0A2KwAwA3fccYeBV5iSP//zPxf7A2CCAMKAdvwAmpHIA8zZgAutlBnzKMzF5z73OSsjpOasNLABmHy+7nWvM6YBUI4p1b/+67825oM0YWT+8i//0sqCPMOUwDTgBmNwzTXXWDkQJ/kgf4ByxlzMs1I+MAW8f/KTn9Tv/u7vmolWzLNCH/sC/vZv/9bKB6aIlZWnn35aqK3CeBE/TMALL7xgjA95xPoTaVD+rB7ElQ3qmHfqk7gjM4BfVkX4di6uV8H/uSjVV0KcDGBhEBtmZ+TdwYR/dcs0AfimXZPq03nowOhIVypsCs6r03Wb8UitWVaj4zJA3XDdHt1w3W4dfvGEnj10XPliqjVr15gptGPHjmvfvv268spdmpio2wAA3EsHyGywtz6k8NSHlb6d6vuMXdD1hA7Tq2drNDqB5bKpAwF4y0Xf7MPJw2m5qMnJCdP3PHjgoKnHXHzppXr7O96ibRvX6vkDh2xVgM7PUvTll1+mu3/qp5RLBtq6ZVon51pmMabT7prIm4PDTCpElZHfkTlj5PUM8nj6QsSH/aJamO0vSGySeOyxJ9XpsAF2XmvXrjFVMFRTYOAY8GgH+59/XvVSyZbA+4OcZpupWu2ufSNvmzau18UX3ao9V1xrccw3fVmazNgcebpMRgJHc0+404WNYUIc3JZcFj4yyItfGcgxFYuFp337ntN//Md3VatN6PiLs1pY6NnBZmvXTGhqqq5DBwZ6/rvf0bqdu3TllVdaG6f/IE2caExo5kTLJouf+Mm7VSyWbQ8NNKCV5kAkbOI2WmAAFsG/949FupbQvozzEj+viBcyutqKfkVk+NVMvKwScIEOwIvxZ/bkrPa/sF+VasXAG32OsRZ1QLR0TLgxHIgWOxXAnh/zIOMBqq5ItX1sWNwgnAX/jIn4tzE9chJj8pIF/wBGX52QbrrpJpO4A8IBqUjgAaY/8RM/YVJ9hCaA9N///d83tRfAP+kRB9L4qJqCG+CXO+pBURKPG7QxPwGa0e1nwzK6+e9+97tN3QVmAvoA64zvvOMfxgTJO0wDTAvS+d/5nd8xQP/e977XmBjKi4syIi0YDRgMmAPwAuAfnfzf+q3fMnCMH1YT/uzP/swAPvQydqK7j5Ul1JVgtCJDwp4CmApOWeYZZuBnf/ZnTUKPqg5+oYE8Q/vf/d3fmerOr//6r9u+D+jC8hDgn7KFcfnFX/zFIYNCGRAf6lbUyW/+5m/qj//4j40RgAkhH7QryppydKYwrir5QWfkgfLCP8/n4noV/K+mVEcliqcJY11/sf8HSQAOjowWlS5WjojOY4camTUdTrYtmD3+AtICiy3EaW9Mbf43jNU2MeLHO5Nt/rNTcfHrBBpISMxyubD9XlReRRx7baV2GhC9EJ3+RAMzv+gmJhnsEparBh0OAla5VrE7NuprjbVa6KV64om9Js1Ax5sTckkzzbEKsNY25x488oKOHjugybV1Ta2pqVwtqFQpSe2im0bsortf1DXXvkbXXX+LLt2xQ91OYlZOzKinSZk5lqpjNEI2Gg59GIJeUe3BQJ20q27aUatbUKfTUrlQtg2pxRT785iz5LAv7KJ7iQ7yBSUs3wLeKzWpUtOgVFUvLUmDvNm1z/cBdfx6GiQsyQ2E1ckSJh0HidJuR735Oc0dPaJnH39c05NVpTnODBhYGdXqk6rVJlHSUL/TtgFm586dWr9mvboLAHrXCaS8mq22ao0J3XLrrWaalAPUZmfmHcewyZQzBRgsC3kNClIvSN57RU6cLSrPMnK1okK1onK5oGq5rEJaUt3aYqocpjbtKmuggsqqqcMm1lxNFXVVyvdUzFPHJXHaMNtri2miYkpb8dNjiSPXSc1EbJt7P1F3vq+ktaAjz+/VR/+/P9PGTVvNvn69Vtfk1JQu3L5d199wgzZv3qRn1NPM8UPauG6dNqxtaKpRVj7P6cipUjuClrPWesr3U62brNvpwZVCzmz2pz3OJeDsBD/EDXOcmLfMIUkrydXW0IE3W1X9YK8KqT7SJereJX+oxVDeHLpGi/I/qryvfr6rDkv7bBjrF7XQ4sh2JHaciYxFCfZu5M1yU21ADyoZrYOFnspJ0cx53nfPZ7TvsWetL87OzqvV6mrN1FpNT0zoppuu1PzxwyrkBtp9yYVa16ipU8prLu2riBnYblvVYkGTtarWTtXNnOzcwOlFrZ8D0rCAhSld6oKWjMaPbcTlhfGrh1RJ4gg9zldI2axcaCrBDq1R5eHopWx+91bhb6bHtThieJFZsaGnGhhO2pMPKYt3Io7NK94ttejRXl76P4srDMoWVYycl+yKTUgnfialJf4jfVkPp5KTjdG+GsjL+suGD2kOM571t9xzCG+3GD74tTEcupk7cMumlXlf4rzkZblEYwIrfB+hJfpcKfqx37ydWNkT5SnREoi2Fu7D1Svfc2X7riyQR+6gd2xCHvUKgDlmgTtkxFiI039OHO4A+wioAYtIrZGmM94CACNIjXeA3OhFnPE78XnT8VQj8DNabP7x0EvdPc5xcce0iB+gD1OBfjmAnP0FgGYAOwASoA0YBnjiD31/8gDYBTwDlvGP5B1hHAwCaZJ/5i1AMD/iwQ1gSprEwaoDIB/mgXfurHig1oQ/4uGdFRNAM2VIGJgMGBVAMOD9R37kR2wFAb+sJJAvnkmHC8CMjj6bh2FYyBfpcSFp/9Vf/dUh8/JzP/dzRjf7K4ibMKgwES93ADcX4aGRuPnhTp3F1RQYA1YViJs0IpNF+WCZ6X/8j/9hG4Z/4Rd+wcoSFaMPfvCDYj6nXKGfPQvkIZYr6cX2ZkSEPQPkF3cuyowwhI95jH7P1v28Bf/W5Md0prOV8ZXiObULLw4SjBZxwBiNw2ledIX8mA+3CuJhFwc598smvMURkaVH9HMdxTHwYcWjXMbGd8nArW20tJhJgEbsFDF9Y0rTXpk0AEHRXxhecxxKhS13e/fBCHv2gLqqKiqrqAoRdJpKF/rKtUCoiQGLQddBhtGfGyjtd5VPunYo1eRkwwD7mqlJ1RsT2vv0U/rI3/0fbdq6jS6m+dkTKlWrumDHxULv77rrr9Pzh57RiycO6JKdO1WamNJsq68O5jwTdOcL6nc4SGmgzZvdisDcQqpioaRavaTEzKq5ZJVNuhwyxiFU3X6qUlrXoFw0UNhKO+qopWYHKca8ahNTamBn3sopnPoFSrIqwGZ6yYAftJYmalJjSv1aXd20aKekMtbkUWEZ9G1zcpoAjFPb5FUt5WSMWa+rpDmn/U88rk98+MO6/zOfUQ+Q2m1bqe++8iq99R3v0KU7L1UJKw3NBU3VG+oneS30pPXr1ptqByfmcmIy5lV7CQeVuI14LPYUOUOhWLTlYtoFOzzNXx6Vm5y6KijH5uhGQfmGVG4kqjfymqrVVeqXNGn57zP6uZ37PLVeUT8pqA0DlZcauXlVCm2VS02Vi1PG3GC1B2anDMS1Dc+swABQE/UXUnXZ+8CJtSd6Sptz6s2f0NEXnlKnOava5KSahYLmZ2oqpi3dfNNVumDTWn23nOjk8YPatL6hSq6rSr5rzGIx4dArl2B3FpoadIvOvKinPgcrcA4D5ycw+fSlXj9neU9zBRUrZZWrMMw5lZKitXoYmYIdYOunH3CCc45TygpUKptEchpw8FzOTjvwE4ELPfUKHbWZEDCHN8irOddXrZqqUukpVUuFEpNdUTUOp0vRvS+rOMgp10pUSyp2CNiLTx3QxsYWs3jEBAFTv7ZQVLowb/3s0HNPqlDq64pLtquSdlWrlpTrFIy5TBZ6qlaqqlHfZm2irzr1DO8yPNEsVcphY8bM5VTop2LD+xDhcO5AIpXzVaXwq7T34gml+boGqtBa7LA7xg+YHzsdOZwS4eMVjJTvrbHNzwgkgp60AVMbysKyD89R8EBziQA2+uFuA2MUQfDuY5iPl/5s3sPYZs9ZZxyYKM0t3j1EDDL0PnyI6QZ/Y27LTjlG2NIATqu7ZZ+X+sq+ZQnJumefR/ISP60maPQb78P5Jzq81PuZJHpqGkxluTTsI7NJ0eemYeM8pWxpcf7ndRzsCVvU0ORAndclQVdXCT4joopjJpYxV02ZeytfzLFLtiNQAyQ/hiBnetrAYhakARgjmDw19w7k4vcYDn+RKRgNg/ty30b98g6NAMUIvmNaAFRUAwG1gElANswBYBJAjzsSeUA/YJzwhOWdOFFLiSsBgFD8EI5v/GAieGc840d8xE08hIXR4A4TABPCFUE96VAW3PEHc4UEnR+0okYTvyFBJx4YDDYLky7vpAMdxA9YR4WJ9ImX+nrwwQdtnwFqSvgFfPNMmAiqYWRIh3D8iJsf5U/5kR70oLfPhR8u8o1FIujmmYs0KAPSJ17C4//yyy83GqGJ9sNFnLEt8Aw92YtvhLW5IqSZ/X42ns9b8H82Mneu4mCMWRwkXmIqqwrsA5zF/FITGucftyWj5OJrnJdpbFHm5/qLcSe6B+Q/jZSxm47hJgPdxCNLmTArlky+oG63pX63pQu2bdP0lq3q97qarFaUr1Rs8Fm/YYN1Aiy/gLvKhaLmTrZ04ticxb1mco2pCHGyL6otAB/MhnJIFtZ9OGgFhR8/mZdORNqu/gMNpWJOqNcMkqCKESfBbFVlJyGb8bMFZLm1QiMV0mLzKwAR4APowbwkaeY4LRYganH4SkUJ6XqlqkpjwgYxljiJMRlwiq90wbYLtGbNWtNxB5CRBoMs+eQAKCYj8mHyatSJkO4i4S9XNCggNZBJ4a0eAuNoVBp9jomG2QttlfgiVnLIFfO7mFcoMX/DMFEaFiZbPoYr68/aBW2CEkN/lROUzQ5+Xpu3bteP//RPaveuneK0MwAkbQUrPTt2XGwD8cSkM4wMnseOn7AzG6AFKRS2/2lfMELdXlfH9x/QmmBrG4aY+DhIjVOfi32YRizvoGLmg3o+h3TeL8v/CLaKGNXrz8vE8hMzGu6et5wKYmMfkz0TF1CZDbUusUGNCfUmzrsoFkuanJowRhiLRu/70E9q9549dvhds7lgcdQbDV155eV28JrlsXXMlq0pW6RsbORlUqhUfDJaWGjpxWNtzZyYVb3eMHvh5IlJApox9cplBxEN8ZXnaZgdxzneFgLgWZRsL1YwofwtdJ7hJyuJ0eFkGP2qHyB8SNow8lUHf0keFzPzkoKdmWfyMszYmUXxSg9ldb9SncdGOr4gPOSYcjanGO/q6sDnNO8skbk9NdWc1kytMVWZ9RvW2xx1qp/xLsTPFYEez+7GmDo+zOlcY1zxTnwIEwCeSJsByVx8x2w14JRnfswZAGX84JcwMA4AYt5hDlCxsbBBfYZxLYLsKP0nfAT7xBfHoEg7aRIf4DXSwj2WB3TwI16AcqSPePnFcITBXwTr3AHc3CNDQVjmDqT0PMNM/MEf/IFt0kWFkg3QrISQFhtyYXigDUYkMhUAdS7o5gedMAGUDRd55CIOvpM+4bnHPMGEQCvf8Q9NzBXcYZygje/ccY/heOfHe3QjLco0lrclfpb/vQr+V1mgw/lj+LDKgGO8xWHpjPo+I8YwIA9BQmLpDD94qrzGxAIdIz7CygADhUvPOQPVBgw75Ar1AJeIAtiscWLykEO0OOioxCFXBRVLbmO8iL11dtsWpnTRrhv00z//f2vXnt22uZHORqdGEmt6b1MNrV2zVrVyRe35ljotV91hAyMdqlLhWPC+mmleRw8f1f7nmpqe3qh6fdJAMSAzl2Lm08G/AUtXuzdpuIN/yHEGgHIw+q0cKJShOSCXOgYQnS2wmF/SotMiNra82wp8QcqhKEW8HHQW7MBzImOhaCs02y68UO/78Q/pB2+/3dJmdaJURGpSVH/AQV4zdrrrZGNCnfkFQ+c1k+CQLwa9nEqFkhaaC3ph/wEbVFCXYdDxA89cbSUOGEYDZJraUMgj6NbmUmcoQjPwbBqHgIsDvNg2YhOzQQlJSpCm2GTl/4bReHG6RDiWHZveUDEqV2rasGmb3vzmu3TDDbs1j7aSWTBIVCzFjXGpNkxv0qWXXa5DBw/qiSeeNHDP4WfVWlW1WsVUxFCV+da3HtUj3/qWbrzpJu3ceZmmptYYs8G4XCwXVR5InV5qDEC+CEDHPGdqJmqN7NBxYo/x/CIC9zaOhNqbgZcdbcuYAm5BxcpUn2Aui5zEjJIRTODAeqGd9otqUJdTmVmKL1tbqFZruvPON+myy3eaidMTM01bLWPSm1qT14svdrRheqOm1m/Vvuef15EjR405ZKJhMy+ngiJcenFuVp/8p0/q0P6DetNb36qNmzbb3hAmYQ7Mg+GCmWQlzIBMMPVp9RlBiPUXa2qZ0sgMKV6hsVojTxubSOhDlA8X9+wvOMebFTrtL7as4D1+t3v4xs2izfhdHOg8BN+zn7Phs3GO82dxZz2NeV6NnzHBTnWKRJ61CE9N4hXhEstpMTPWVjPO9si/jNui71Of8LbaUqdLmBCJsZ1wDKCZa7HZpibEufKKK4aS6dWn4kPIqf5Ja5WZCjRFkBjvEXAbkCS2oK7CPBu/Rb/MEcxh3PkGOOUbYxAgNwJwBC6AV0CvCSCaTRNm4B8/0R9xkA7ANoJd5njijwCZ8IxNpIN//LLpFus40Mw3zJMy37MHgXiIA7/cY35QSYrAGsk5/tH9R5IOs4I/JPpstkWVCLUiLBAhdGM/AcCf/LAv4cMf/vCQZmgA9McyIB5AOnSRD9zR+ydOTHdieYiVFOjDL26UKelF/9z5FsuENCg7ygq3eOFumCI44Ac3fvHCP2VI2HNxeas/FzG/kuJcOiYsn7PoL96X88n30/nJhh0OfnGwGDpkfflYEj9lvS71NXwzEuyf7y1Ajmm6zugZo7se4jIQBMwOIDjPQUfoOFeKKlfdvjinqK5ZU1OtXlGOBpzLq1qvmO3xUrmixsSkgbqpqbUqlRhYerpg20XatHmrDh46bMr669asscPC+p2+2s0O2iWqFsv62le+qj/6g/+lrz/0DbUX2n6oVN7t2nPKLeov/vPlyFIJ6wkOnof4dpjr+EDGAX3Q6vQG5Bcqh1wje3fgT0c1dQdfALD8F0pFFUplO4W4WKIciqpUfUmRsA4m8VPxk4rLNZPYlitVSxvdeI5zv/jC7XrhmafN4g8bQLF6k2eZPMlZ/o8fPabP3PMpffLj/6SjRw5q7VRV1UrRl6s5sdcsHUWVDFugyJg+damCT6pZaVMEtpm7TSCO1VgJN9UwA/8DX41gESIyEsOZEbmxSywY+LgwWlGvlzSxZo1ytQl1uonm5vs6fmJeR16c1ZGjx83M5UKLQTavzZu36tZbX2+WbL7xzW9ZGa2f3qALL9ymbVs3aGJiUvPNpv7xE5/QP3/iYzpw4KAaDczk1UySzoAJQ1Wp+A8726UStqu9zpyqQHuYcr17ZPPuzKAxuUySAdQS1kBCWPGCobB4ibuAXX1UiwIDwVoUmjemg4/p10QtJD7qsMNAWCjC1O3x4zM6fmJWzSYDe07VWlmXXLJTt9zxTnP79//4rugzMAScdcBp0EyoqH39zd/8rT732c/ZqdtYIBnYJOzL7d4+g4nW0Fedac8MN1Z/TFBeEF4O4SV2jeGdUvCVGuJZ0j+sY8WSHQbwB480OC55yeAdIyQTcPQ98+n75XEkq4sD8mozEOvhlXc/pWiyRRKzm3XLPK/02caj0KeHQVZMbOjLHqxv2xke3uOXfvWxk/1tgEwkyKhkAu6YD3ws9HFlabjRt8XxkTEyjpPxPup7uXfSBSQCovlFEEo8jIEA3AjOAY5GZ84P1orqN8SNOxcScgRxgGme2QcAqGZvA2CaO+ZCAd8A0Eg7aXCRPu6kDVjHos1TTz1lq9iUD98B7dEvEnc2+KK3TzjS+sd//EejGR1+3Pgx1kEjP+KNqkmsjrN5FzWaT3ziE2aRh+8wEF/60pfM2g/WiaCdC9Uh8gSgZ8MzUn8YAMqQuKCbO2VFPomHZ2gnj9APA4F1IiwmYRaUVQd+AP8/+qM/sjK5/fbbLb1IM/QTnvi9nTgzQNzx4hu/eJEWv+zFO+UBA3Aurlcl/2dSqmAG5qpM2DgNxnvmkz3invU/+n3xfZwv3Ma5L+caYiPIkoQXl9rjUBfpRfJPY0M6DfA36wWG/hgsHODZHc6WQGABDtPKIf2HY+6qXMurO+jbhk/2HxTKKObwV1CpXLUNrgy2Jvnu93XBtq265oYb9fyBT+nJx57Qjgt3aHrDek3U2SSU6tixWT337H7d/29f1KPf/rZued2t6nd6EvsfEO1jlxmZKwMqiDOoHtGnwGP+Y7ClGCA6gD17jmAmdsBFABcUfQz1AXryOaTUvg+DuAzXW9kQxiXqHICGDikbTRM2ZnPuAbr/yJbYq2HSAjYWhwjEiklF27fv0GWX79K9X/iCHn30O9on6crDAAAgAElEQVS+DalIRZViySTIJ0+c1DNPPaNvfu1hk5ovvOONmqijQpTXwoIPUIBNq6HF6rW8phzqNQTsAfxm260VTCgXK5PoJ0x6rAaFZVDujE220TuegwDSjbragTmCDrYFlyo55Tn1Szkz1dlsDjQ721S/37XBF5OX1BcrIbVaQ9ddd6O+8IX7rAweeOAhXX3NFbrowq2an+voqaf3675779O/f+thXXzhDt3+htu08+ItOjGH5Ap9Seoe0C1hKcjGVKrX6n2xZ9nTKd0IT9m6j0pRwHXi8Mna2xKsYGSucPdNt652xjPqcDAD7HsYqLnQszsdptvtG8NLOwD0w/jBdFYW6iqVctq0eVp3vfltevKpZ/TZT39OGzdu1qU7d9qEvrDQ1aOPfluPfPNbwsrRHXfcaTqobBru9ZLAfDig95GCzJNbX0qGLhwcrMS717WPIKOFEkYH2rTF42W4WB4efRxDQmJjCtpXnU4ZpeK4ZCQuabTuNdA+EuGpr/iLpGee42O8nxpwvAv+X/aVzdswskjk0OG/6EMsh7NS0otlOLbMFz+/7CcWsxEwhEP0InjOxkvfsqE967jCM+PKqfGsLiOEYxyJYxPvEVgiyQZwIr2O0nKYAugHSMYLN8AxfgH30xs2mO17zH3+yZ/8iVnRQUoPWCYcDAIX8QCYAbekQTxI8pHcf/7zn7f3n//5n7e0YTjwy4V/0vnCF75gjAZpY5oUvXwsAGH6kzyxCoHef8wT6ZGnKJEH/GMVCLOhmPuE2WAFHdOc+OXcAmjCDCiAH4tGpE35PPzww2aBB//o/8MYxBWH3/u937MNx1jqgW5+7H3APCcbePnOagJlQnnAkGA9CItBnKMA7ZQl4fgOLZQZbtQD+xFQp4oXDALfstep7cG/Us/n4jqvwf9oYXgZnJuCWE3hknIcvk7xfzqyVgxMrGM6viW2bIqL1JzOS6AtS6IHWZy+0TOnASNJRH3BgJ4J45BgI+XImy617Y2yTa+ePPEstHs6dmxG7UFNR08smAoLVlO6aU5z7a4Gg7xQZ0EVoQBILEgbGlXDXG9761v0zFPP6TP3fFYH9h3SW9/2Jl1zhW/w/cZXH9E/f/Jf9O+PPKqbb36ddl22W7m0oGTAEqYj/EEPCUcA9ZAarNfQYUwNBomtSW0d41kb8n+Bg4kdkNKBEeBnEM9UOiIjwJ288iMJjAQZg2Q6/+gISoVSzjZKtvtIaND9xhKN7NfpdM3qS2eQmMoHIJFTYNkcfemua3T/Aw/rnn/+vHrtnK69+mqzgjM7M6dHvvlNG7TySU6XXnKZ1k2ts/wg5a5WsQYEABwox+ZRJ9ulz1h/yaUqGmB3k5BMUJxIa+VlDTiiYy8//+6rQKbqYytAWCnypV0EFwBs2girEjnqIYcUDCCMpB3gTQmVleZTk+QnPY47r6veKKq+wGmIPlGxUkNZn5xz3dGNG7fqzjfepX+551/0P//n7+s1N96kPVddqYVWS0/v3auHH3pQWzZv0Q+99247ERfb+Fh+YhWJQ8O6PTNQZeoxJmCxfRHMOrRxJPnQFXsAd2dTIowd3g3s21qG+w5FZLGEZkbRMTYl7C+wH8xYTmkRho5Tzgrq9VI7uKtUrqlQnTZG7+TJphoTE1qzdr1NUOwL4GyMhVZiK1WXXbZLt99+pz79L/8i5f9Ou3bt0dopP2nySw88qCef3Ksf+IHX6O673681a+pKE8q8ZKte9Aern0Fg4AKDZhOHMXx0Dr55/VPXViQjA5mXDKAfS06USmwjXkLDIhyGi2WKQ+aZ+JeU+TDA+ISzn8cRtuT7qy/ffyWQ7X9Z6r0hWnMxZ38aulpDzfoPzce8RcYxMJmZ5jcSYtnXGA0eHF8seqXv4MZoAGDEZjuScsAo/d/61qL3l/1EVkdpyEZKeoBKLp6Zr/khyebHxti3v/3tppqCRBzQC5hGUg5YBZRGTIX6CqB186ZN5r5x0yYDvwBnTsSNh4VxiBUHVAFcSQt1TCThhAfcohKDFZxf+7Vf03333WcMAeoxqMIgzSdcBMBYIcIGP5JzgDhSdcyD4sYzZUxaqLWibsNFOu95z3tscy2rHaxQvOtd77I7jMMXv/hFe8aWP0wEqzMwCr/8y79skn4s9ZAnQDzWjqAHO/xRmk4YLANhAQg3yvfaa681mikrwnJ4GGWJ9J/0eCYe7Pt/6EMfMuYHRoG0MXtKHNQH/ogDZuZXfuVXrNwsU5LFm20/hBllBnCjrUXGK4Y9W/fzFvzHRprNqI8DZ7/TZdNY9pmBxccl98KcmH2PAV/CAHR6r2MSoBBw5mc0xZfsoBiIWSGB+CmbAhL8RcluBIyABaT7DnrNnD3At+8DFbi72e5rvt1ROl9SLylqavNWJXlMMZbV6hriMGmogf9cqkq3qMmqk797127d8rrbdOSFQ/r6Q1/XwecPasvmaVOn2Pf8fh06sE87tl+ku974Fl184aUmvUTaWewN3LxlkGxjtMUMn7Aka2J4j9/BaWAAMkAuAny/U14g5wj+sX1ScAsVgfFx0OTgl7LDshDSWw5yQj+JQTtXyqual1q9gbppWYXaOhWrNaUMBmlObfy3ukrSvG3urdQqqlRTXXn1dbrjjrv0wJe+rI9+5B90/xfutcGz2ezokYcftoq+661v1p1veqM46RbdeeqByy0cJcoj4s+Af9wx52gmIINRI1sJ8OoIs0xoBcMZx9WCrA2wYmNSf+zU9zQosBEqtc2pfRIH8CeshpAslmRSLKYaA2JllatoywUXqjO1VuVywxjAQgHdUl8uR+jBClOni45laqc233bbD9ohOQ89+KC+/a3v6Ktff0SoVk3UG9px8W69+0ffo1tvu1nHjy9oztStYASJB0sLdp6YHfwGCI6aXPQTU4uyfkMBcYWCsg4UlgjCs62gsMoTupcVjVWuzbghvGmpeXn0U7Pm0+v7KkShUFauXLRVgHyhrIsv2aUTJ+ZVqTTU6SWqDqRypW7Wu1hwgHGDMYThnphcq5/8b3er3pjUk08+pc99/gtaOHnSJoX1GzfrLW95u01EN9xwpVg5QTUo7mmBWSfflIWVf1iloZyzgN+KgU67ZBiJo0AcFVwoEHlqH2e8P1m5xMIZlgYPMWzG0aINCUXn6I1vw+cI4oKn7LcYLt4JE8ldfIhfz497pC/m7/yg6sypiPk50xhWFR5PGY9LXpe8mL/oc7GIcQlvi46np9jGwxAbYH9MCNwAz0jBsfrCwUuslMdDuRaxyrjQYyIMTuabrhiSj/FkQWE2NO4AxAj8kWYTBlAOCOcAKn5I5HEDLMOscGIvzwBWLsJjihLQS16QTAMwscJH/lDLQUqPRJ/wxEd40mgViwbGSRdgDD0A9fe97312CBZMBypSSLYj6CYsjAfhsfGPxB1LOYB8/LI6gB8YFZgB9h1EpgE/2MyHYSA8oJrw5ImTgQHdMAT4i+pC5AWgT35Ihwta2CBMXnGHqaAcuLMvgJUAfuQZk6NI9OPKSWQ4YBRYrcCdvQeEhfbIVL3lLW8x+n2VfFGFhzzCsEB/LH/Szl4A/VE3mAdoJs/n4jovwX/sBMtlmO+jBbWc33PqvrT+xg4c2fTxHgetrPv45zgiZL/G0Nzjc/Y7z9E9Iw3BaSytLuEchorgP9xNZSRBwhB/SLsd+HTgBnqpSXh7SU6lakP5UkUbNlb0mjvf6AOQsG+P3j8bYAFJqBUlmp3tqddOVETXMs3rphtfo3VTG/T4Y4/rmSef0OEDB016unH9Jr3uNbdo52U7tfuKK1UtVbXQaavbwcRiULEha/nCUBKPNDYBWJqE08uGrBt+iyDOnHGNYJ/nLPiP4NBVOQDNrvIi3zyKWa8BFgZYKWEARk8wp0InVS7PRtCSLrv2Rm295HJdcNEOFctllfqpyhAGYE85D0DK9Vxt6oLtF+lH3/t+7d51hb719W/o4L5nte+ZfQIsv/YHbtbluy7XjTe9Vjt27lAxX9KJ4wM7QbeN9SPMfw6cepn9dpg1GSBlc4SVB2US6s1bR2wMUT0ktJXQemwVCPBvkiW3fjAA5JqU21eHCikbXYmHU42lpDswU5u80z/T3JTuetvbNegibarqxWMwESz/Ir3yH2ozWLIpFcu2uXvTxpre9rYf0mtfe4tmZk5ooTlvqlvoytdrU9px8YV2aFa73Vc+X1KlWlRrAXNomHnF0k/eLDzRNAHFtmnBmEPoNNm9Nwij291c1Ea9+LuVjw3MvHuoUUhA+VKedDUAN0CctlAocKCdb/hmz8H69et02+t/UDt37lK1NqFKpaZOFxN7rKa4bisrJjAMmKFtd/rasL6ud7zjXTp2/JhOnDhq0qhcrqhtW7frgm3bxX6Rw4eR6pVtXwUrDDAQLKOZRSr2f5gak4Nu6tAAf2CSl+jxhNKII0Z4DbXqeXe3jPTfisVr3jzGQNxHI8p+s+fACHjRuv/4fIrfl+lAvKelJ5PGuaCD9Fcb70uhNUP2KY+rTW804NlKfzTe7HtMYzkaDYgDhvHonu1phDf0KPmyXETZRFd+RmmTuYkrb31nvP+Z2Rkz+wgYpk9F4B99nxE1jDOWtKdPXKPYZxTnxHdbQQ9qI7gBfPlxoXrCBaDkAtACSKMEmTv5AJRGNwAm8QB0r776aqMDN8IBygG5xFdDR77PWN8z/9Dr5ZE3AE54QCu0IAnnDqgG0GONh1N9OaCLVQriJg3ijXEA0qEJpiKWRUybvBB3pAvVIaTqXLFciAdGgvDQDRMR4+GdtADtfMcfF88Ac9IlHmiAbvwSNtJJWpQZ7tDBFYE/cce4iCeWK258i/njHmnN3uOzRRL+kQ7lSZhzcZ2X4H91GT2j7ra6qJfzFaT9i111xOPpxqLThR9GN5JCZjAcesk+RO+jd+jBzdKNH/09vsW7RYe/IQ4KBwFxGJCt/weGK4xXAEQixzwoQIsTD+kwE42ibrrhOs03sQ9fNjc3YdlTkvZNZM3+gFaTswVyprIwvXGTmb+89dab1W411Wl3DCgW8mzgRK2jpmK5ZPbjuwMs5fSVDPpBnSdIaY0cNr8yg0QiXaoCqUN1F77FzAL4TVeGMgmAH6lvUClyjoFv0ZQnBZRd8VlMhygByL1uqnXrpvVD7/xh29vAxldSZLnUVZb6RhQHMvXYGMpBMvm8Nm/aoE13vkGvf90tWphf0PzJOSsbVkHY3AowbGMyrNUzBgQmqs9AYmZAAXyumISUO8xlbro11J3rcIR1ZQO3UAz9sQVApeePG8MNk6IxWbbnwSEw//mjzu1nE5YzCoNeYlaMGDCxe3/9tVeZRabmyZ6azZ7t00jtYC109N1iFCCZPRXFXlG97sAsSE1OTWp3dbeqFd+4DbA+cWJBx0/MaPZkqnqtZoMvgzaMAO2JvRWYXg2a+oGx8yxZ/dERTAWMcipoYEsDHGdFGyDvzpiFZmTvOY69s/bgKmQGqmNxheJjsy8/oiA2zhHA0lC+mFOjWtGeK3Zrx8UXWzGXq25Bg0PJUg7kKmDZKq8SB6iVSkraHR06Mqdara49e3Zras3VxmT0e8680udmZlpqtTuanCjb3oZen9WfgTGdbMQnj/FnEN0AFfXodQ9zigUkmrtlJeBx/Hq3cQUp6yL2z+s7ZNf6PC7xfdS3fbB/oaCy5RU/4uZRRJczuI+JmDjHOK8m8hXJWfHjaWI/Q3pOE+vyn0fTW472UX/Lx3jWvsQkbYy2ioouq603/GfCDCnDzVvictkdej3DBwAY/QxLWtabbEOqR+ZDqPWwIbBbTTIGSuP4G+/kkOewCmE5G47XHqsBxZFVCoBiBJCMi9krAlXi5YdfpNdcvANu+eHOQIXKJ6qdEbAyr8c4zY/NDQg7nLmI8QJySYtwxAdQjuCeZ5gQADffmNe5QzPhuWI6kV7ciIt3vsWLOPlxQUOkjXjwz53ViugH1RnC445bBOOkj4oQ7zAY/PAT44x04A+6cafciCMyDtBP3Pxi2llaoRFGAP/EzY8r1pW9rPAv5m0FL2f86bwD/7FwyFH2mfdsgYX+ccYZP+OAjC5ef2cQBYFjBKcZpoZpDB/GppdVPbLhJ+PdvmWSy3waZgI3wgEG3IpPwXTXc0VQJT1yYOos+XyiIoAPcEmntM2NhMv5RkvTOkmU6w20YXJKtaJz741SQWVMguZKStgMO0jUbbfV7ndsgAEMFgYF2xxcmSiqMbXGJKMLzZ5J+M36UK6vWqWgYrmgNI+dXe/wbprNASsYvhckR5xuyo+Vi6gHbXc2wIZJwkAtgVARYnAN4N/KACkqQMoiAqQN7B0zn7bPOEiJOOQqMbv7SF0B8QWVOCgqWMopJBw4JtvojKSG8wdQhwL4256ATtdKv1gta2LK7dm3y0Wz5DMx2bBNz0VOPC6lmqyXVBuUND/vS6isNJSQTFgMVnm2ExVMSzmQNnr3+WIq6jJXSMwKE3nI9qMQwbAMCmzipuwGBTPjyubjcrlmZisBqv0eJlYLKudzqpAs6TPosjk4gaHD7GWiEqtBHAnN6c/VskmLzBoN5YpJyiGD4bi7WHbb/NStDbaDnh0aZu0S5rJR1abyRmFzmjQLpYIxpfBpReiylQ3+2UBhm6/xyOZbTuI1S1WF1A7Ms/MTYD05qC6odQFo6Qc2tTNIU2u5qnK5sgr5lvJYj+LkZ7euauAeq1K5fEnFEhNUXqUyFqjYfE48vteDTfHlWtkmjASTsFjJygPcC2YxChppi/iZzPtmPawYkS/2c7Byw1hXr5dVbeSUK9RUrZftHAP80L5gelDtcUuFoYVzonY4CM36NysSecoqUYFfkcU1vlCB9E87M3txjPGGZeOV+Qkjl1VcdtAZjmeLQccPkDGWrL/R59OMiaPeeY/j27hvr7qNr4rvcbl4G4sNyEkaV9PZFsKzt86s6+kIx28QyIxLYExwF2T4hxFLn0Pf9D/s/O+89FJt3rTZVtgAxzDRXI5TFulcMr4OYxl9wH/IYQCES3wEgLPKbFjQMwGK0MrchSQhgl0gPVAbMMuVjRf/+GP84iLvlXLF+6G5OE4jTPSLhJ79BajroPcf08FPZAKIB/dsWkQXgXhMizth+I365Rtx8LM5KTACkVboicA8PhNHdCN8pJlnLuLhe6QthsM9e0UmJevGc/RP+Fie0X3U7+g78yDnHXBnpeZsX+cd+I8ZHClbc6bAKcz/7AsKlla9Y6dV0QXONEkjk/OqQpzqaTTxU30suuA3K+ANtMcoADt8z6GKwcm3YeNmrjQwcJDk+wYilaLOAJZzSTuB6P8AcDY7ovOMNDrtDlQjnjLmLUuqF0smDU2KmP7Ka4ByflK2Bm0SfCwTcFpuR2oP0LOXOu2WOAgpCZtm8qWCamIVoaBaWjLlfpfCotZiObA9CWzCRQWG/CQ9CezZ6+bU7aAPnjO9c1YA/MImel7pAGs8xgoYCjX1nbBDOMnBenDeKSciAzl96yidBgybmKTVJfrEiUS5MACIIvlAJz6VusTth8gWjHHiJF4WEwb2M8J7qdELL1IsFtQrJnaaLOcc9LFiU6yoXgLJMlkQOlUxl/eDv0B0WFyynzSwuk7VZWKxFQvfnQ3Qg5mxOjQrNYFToqOxeddAK2pIgP+8nRbbpz5yVRVLdZUKZZUAmwzqKqhsP19tgCqz38/ha2YVKDHmo0e9MqDXJo0xQXJN9eCXfszKD1cx8F/EwwnPHJTV63Y1sP0UHNpWtJUlJOelNB53DtNp+j0GqHOoPFlbcLBMMfnmZJfWUUaukuVtmEPaKAwk/7RL6oZyhYnxFQ9quaw84D+oKVHULF7FVVjOusjlXKJkZwrA1KAGZScPe3yoSsVxqwcHipncKK3CHJ6Bd5iZkmqmMuTtrN1lg7jvBaCsEqZjGL4KPyYS2f4GVhg4X4N3V9NzSIFOco6N++aYKp+DQYHJTlSqssISVdjoLDCxztR76MwgwUARBwsqy6osM6DE9+gp69dq9xQHcz3lH96WMBXRhyUQX8J9lXHaWLuU/JGI7PU8mFLGkLVcHseVx5jg55mTVe8yNC39NpJve+XfiPsycZnkmnq376cvK5P7rNAA6LvsgQLAshEUNRK8s0cHUOZ4BNpIa5HGlXGKj1GGcZYAncXww/iiU6Axgk7L2Qp0jyseaBpHF4IRTqYfvUbB9TDtEE98D4U9DE4aWcCNtBxVn6uuusqEIABhrkgPd+IaTS/6GUYcHsb5i36z+cMf8fIDeGfDRRqhM4aJ+Rl9j+FiXHyPfkg3ukc6YzyRpniP8UR/p7vTvlCXiqsMp/P/Ur+fV+A/W2jZjpTNFH4WC54Ge/oOng1/Vp6X9vOzEuX4SE7tkOP9uStkna40iJF+bvchlHQQb+CfM0wBNYVEg3yqHija9GYACaj4FI0B4JRbwBsrARjzROSaQx2HZTNMGHLoEJZIQLRIS0nTcCu219HX9pNgo6S1PSB8z6QQAFk2ykIlEvO0ULTDm/wdNRHXxAHswXiY9R06OSC6i0pFTt2c1G6nai+karfCZlAssoSVC8rAgJftXY0bqZy1Ad5SPoD4LqcMdwGjeamLxSNWHWQS4CKgOfWNwRaAVQTwXVpQLY80JKdcL+86+URom2OlYppXge9lVIJYPcmr34FRQRUosR/oDP1x1IKa3YE6mMbswxR0DdUykOQC8CM8oBovVhPo+If9FWzO7WP5BQJJn30WtsqB1Js68UCmwpNzIG6MDVs6+gDjsnIpFmyKFjmbqfNJ0U7UNUYpFCR6oHlUWdCjZGKk9sCIlYrSim9EBfsyCEMN9Wqbf4NtfCZY9oT0yGMfEA4I9qVepPPo9Ocwa2ktfHFQZzwA5PfZjMyKCnmHJwh3FQZKWdZO4FTdMpH1FmMGAN9uxco3KzsDOzDJvzM5tFUk/syzZJU8kEWzYoq03RiI4nBztVvL8gkH/7FnxgnDzcZ6OySd2GeNGaFkKCMzsUrLKAbGlFMjc8JSX1o2IV1gbJwRsSqEpw7nC3hH8xUYO+1XqcpFP2CuwL08MOtC9BsaBcyPrUjxNuyoTjn9xTLuXofD8oq4Y5jv8GC38GwD1OlGKU87UBBeYphh5FlPr4Dn1eYr+ovl8f2U9XG045b9hfxEp7HZCxMYRYC/MUVhfS/jnnkcG+M4R6KmT6HmwcZL9K85cM/iZixA2ME4skLki1hlMQXCG9axcQZ3zw/pxYveb6NDiBtVKfseBpVhtsclHvwsR1jEWZE2u4+LJxIDhaQf047x23ixfOazYVCp4RoF4bhFOrL+cec9C5ijP/vmHpbQFb9nwxAHIJoLpgM/0R93vtucFPKUDetJxLHcaydLUzYuwvGNi/i4sulk3+3jKv5BN5J/VJPOxXVegf+YwViI8X25O2V9mja7XNCX7U66wz6wfPt/eel4W/I4eM6+rxSz+eMfDd160YqrDJQ3A41N9AZH80rzBVMF6IPYAci2GcqhF02beKOgzvSmc1g4CZ3bdJ6LptbAfgFz5xuqCKHOsNMPEAIK9jAl2eGI8L6BO5O0ogsOUIWeQqqe+qbPX0H1giwZLzJQkus7EEJ1wWClS27ZVIvcPrVdtag5hEM1kKJCkAFf7OCj60xluuqOf0JNZiAVu6bEQlx9A/o57PoY80MEACVkvcYq2EASqggQXXb9ayREmB9FHSTSzSoLknvyR4H0k4Ha6BFyFLsVdk45bEoX/AyFftJXrz8wPXH014tIaZEyG40geqimoo0SSlpp0lda6CnJo3rTN+s3NkAB9vBhE1Bow6E8qE9bOaBtQS+g105yxmY/ZQJTyCoRKwgwLTAO6F6ilM6ptgPzB43eh/FTNJUZMg9vFBlBaIZpRF3H1KRMUo+UHk4RFSVfjqZqYEzwzUqALVFTbFbbtC3fk8KaAmEXJfeuyDNIema1KEnLIYzVnFuwCkSZygsMUpTosXITygjmst9L1e+mVjaYOGX1BLUZysHK2ibGvq18GfhH5SoMDqZuZO08dFhjQGiriOp9gvBJgv5H2/WVEVcRIgz5oN0N1GUZiOV5UgWUGFNHNF4arLxxTkcKBxF6HZvRee4Puur2sDrVdc7VxixCOvi3vh879Dg0RSwrjrc20CyOSsPBkTIavTJuPNogNepn9D0TZiSpJT7Dt5W8ZP2vKulsgLP2nMnPGcUZw5PT74fLKnplQh0DW3v29uv/aUrD5pSNAfeQfbutIols8NU900dc/YSVM99M7yFt3rQ+4/MirrHf8xzBXzYdCxOBtM27Fipmd+jVTe3GOiafq69nC7VESDqM9mU/xPxxJ3/cmVdG84o7IDiC/QiqI0iO8WTDxTDZbzxn/WQzQD4ByBFsE3dMJ/ojfPzBxGVXHbLuPBOWtLLp4U783OPFM36yafGMe/SP36yfbJwxntPdiYv8RebldP5f6vfzEvxnM0EBcC0tPNxW3xmy8Z3N55fQHz0PYUo20hfb0sok4S/jl1wvm/NT/IbRlAYdUuFuICwTLcFQn+kXB8KOTg+966SmJCmo04cRKKlUqCtnKhceF2OeKygw4AFmiurnKwZekYwPAG+mIN03qWjULzbQTloG8nzFAXCaovcDowHYA6gXjaUwFRHAWY/OhYTc1ETQDwcYA5gdoCM5Rdo/QISbR9qMqkNL5UJTjTU9Ta0rqD5RGu5RMOwVLKAA6AD/JmEGAKMMUuqoWGtKpbof2oXB/HSgbj5RykFOrHTkBrahFWhKqfBH/oypCTqRdFwDZ2FgYsUEvfuUHysLqHckHWNuTEef04nLJdsDgX44Kyk5Brh+336m2gLmLiTqFyhbmAyYKJg16gF1JpYf2soXWspX2spXeipV8nYacX9A5SQql71twNRxGQDHjn/O9wygg19rpKo02ipNNH3SY9PyoKdcoWP7pPvsIwD8D3wzE/GgCWrqTWHCzqHLPwFY5edAkwZoUurErUaQJyZWdOgpE9qiqas4D+KMU3DvdbIAACAASURBVME3ltMZ8INKE+UKcwgyyKexLtzQvenoF6mrlmBg03TKrBWZelrIb6+HygztdNFMLEwWlpyMpTEVNFaPEs2dTKVKT5ONkqqTUqUmFcpMPD2l/Y76tEMsP1GcdraATyKlEvr5edvzYGpMVl9MmpSWn5qNxR8mGMC7dVTiGDJQ+GOPRN6sROUSmBjKjxUigD5sBCsWWIBihcPBPnwlTbAAg8YGuI6fM7Gw0LKDx2yPhJWgt33SsDZNxwgDWxx747znLSUOQLxlBibIHL3GfcYtBh1GGD0OHUZjOvP3mNa4GFaR3Cq8jIt5GbeYz2U+j3POBhlLTPQw9uO4GM8LN6geSzEfYpZOS2nwyGruUNXHA73UuXlcUtAHqGOv1oszM2buE93raIN+qNoSGjQM9Knpxpy64Is+ZePXcsDfCsXHtGxkY8tqHNHBzUpmBeC8QtCxn2L62aqJoJg8jQLhGEkWAEc37oTl21Jcl/Wx+Ez8+IvjkYULn3mOaXOP8Vk5x4FrMaphHDiN8xPTiEGIj3rGPeY3G5bvo2Gy33mO9MU4uUc6s26jz6QbNyuPfjsb7+c1+M8WKs+xwKjTUzvZ2SiOcxwHPSj2nozk/HSpEix2vrF+Q5wBfo71gqOVmYFTE+ab1DqSA6DoQ1zSV6FUV6XM4UFlVeyk1qJ6fT9cK/anGA7CeMbdpJamUoKw2XfbGoxC2mkq1nRU19XuYibUNvk4t46KEO+muwxbgV46YD6Jaj2+rwApOnGU2LCISj0qC0aMq770DIKD05GV0nGxN1wTIMykxtnSCbSTAdv4KcxFStiO6SZNdfst9btT6nYqQtsmhRFSol6u7wM4+ia0S1NPMhVyA8mcLZAzaQGSCS8pA8UkRPkbWIWQRD0YCkA3qkBsXqWgcgw2OVMtIm+2VyIpqs+eCZYw2URsepquUkU8tpHX9mDI6hFrNikqO1RDP69eF9WnkrAOg3pNrczKTdTZJxtIGShPqTNI1TX1nJzt3YABYXWiWyiZKlhaoq3AKDgoTXNsjvUBDT14040n20inVdLCfFT5oqGwtySnSjVRmTMielhmQA2IfSLUMZuKKRtUozCbin+i99OKMReKCoy5MPDmfbUjHbCROq+kXzAzqF7UWKRIVcon6ueLKpfWCzWYLnm1Dcq2wGHgmWV1GA4D/xzSZnWTqtseqNNONehK9Voi9l+z14DNfkziWDhiX0m7g2oSliJcnYmVE/JJ+ysXC3bgnen/WxF4w7O+FIALmL3bBaz7ygL7UaztWOfy3s9KUx8zdjB5tq/EJVKx7gZ99t/4RjzKDLOqGMmg38M8DnqpnTJs5wrYqsHAmDgH/sZGhXGGdkrClK0zidZt4iDkn8KoxEv2yr7H53jP+uM5Rhjd8TfqFr+tcCfIckksQ6W11xWiPLufViBuNKGVvGa/nVJMfDzFcTT2/5z3QHecO2hbixZ/Qt1l8zbeaeiKV5fHMyq8/CsmPS4uB385M1f56KOP6oorrzAVIFZFGbPoe/z84r40Fv8UKLb5zf0vDZPJAwyEDV7Es9j3To05EybzOKQn0sVgnLmI1Sh8qQAq+DeqQn4Zg+KPcrK4Q3r2vgK4j/mP90hixHj2ngHWWX9ZPxFYR7d4J/ywLELkvENv1g+feI+/GC76ie4xfcJnn0PUS+LMpov/mMao35hGdB+9A/7/y9n5Hy2EV9K7dZ5hhpa+RWfrRPHlLN29EdPSfaDyad2fAcXolzMstAd91etTKhU6as531Gj21VdH83OY18LkCQAYsAoMpmH7xmVUtK37m9DCpehYbgGMsFQKEMHqDwAXqW+vg/ksbP2nqtWKqtc5gptTUbGAk6hSQQ3HwTNgC3r53kfvGwsyZdSGCIMOJiXmABNzmxFgAsby+ZoWjq/VwpqqWvOp2HvqINs1VkLXjEOinRfQTQaaazZ19FBPB5+tGgPQ6QL2pCrMUIHNw+imI3l1ptSsvRTzKmIBxiSz0IsfT4Hv0A14twEhh/QdSwOYDnNJeDGokeRIyKTVDFaeruu159TvF2yPAOVjEmU+5CjbksoVAC7S81TNVln9QUXFcldH97f14oGe6myu7qUqMSCZ2lFoXAPy4G2B/4DxmfmOZo7n1D65Xvuf8TzVqnzF/GUwuwaABISarj6sY2rpU9fMDzAuAOOTs3BONIy87Qep16SN0xx7XtbcbFFzsxzyhblYaXa2r1aTA6zY5FtUrcqKACtTqW0q77SxlORlauo37FBG8QgmAvUcgDtlxgpEMdHEFOcISEmzoJI2KR2csJUd23psHc0nYxgcypr82D6JFPgfGJpcSd1mXlMTNXXnpfkmbZ008up2MDdaVHMhr253oDLmSUv0JySGBdUamKul3AfqdJiIfQOMKa+x2gTziioRfa/DwTluHQtGjLZOm3eLP8ahen+zxu59DCqsrNkrwKZnKxpXmbI2WYIOMsKSd89M7PZ7nRAPLBwlFZa7jQrevUwdpLkPK+TMJwuGo4ECPix3ne5bSGsYPCSSTWv47QwfSCJLxoiU+AxjXUWwbKKn8Z7xmnkcG8hKDE+jRTfW99l0PB1ly6UVQGyk90yjWS766G7xM/ryEBOLH8ff6TuRnJXwMKfPPvnkk1q3fp327NkTNu37uE3MAQ8PExkCuyDhHwJC8xhTHHpf/cMokcSHWyad+Gz3AD5JIM7PQ9pWn6r5jCUK9YyTNvaHg8bIH/u4CkGvPq6KxHxn08QtXtnn6IZfc8/myYYap4Bv+Im/GC7e+Z794R7jhOZ44Ra/RTfulnYmvfgt+o9xx/d4j+4xfIwrpom/6DfeY9zZe4yHMmSfSTa+rL+X+3xeS/5fbubOv/Cx+4xShvty30b9jrwP+xHheYnxxDhNJDsmEH595DMVAZsQQdupWXVZmH9R3/jajIqPHbLNv8qvUS5XkzC1GdQMUN0xBsB0gKIKA5L4gktgk5KZjASkm0QUaYmNU4kSs/fbN8s+oERUPrBuw+aWAaol6M0Hc4gmkeWUwF7XJJ8wIJVK2SzAYBO9XCmriG45OULrB6lxrqBer618bk5zJ6TyzrqppJhlmaF2BYOIFxlh+bnaSl4T1ZKKmte+Jw9r/76mOuzyzGG/vuDgP+EAFABvsFxTcFvExWLJ1H584yfnEYTj1/ELcUi9gupPt9dRr9tTvVY105/N+TmTiFFG5J3Vl6ptnMYqjdtets2oDG7UF1ZoMG3GeQrFmiqlqsqYOUuQ8HbU788rX5hXZy6vfLJBaxqTyicFY7h8r4KNdN5k0LMP6kuUA5Zi8mlfrblj+vqDh1TMr1OjsY5FCeWCSorlsd81+9c0MFoUG3+pL2uFSIGSgtJuzcA/2Uf1JZf2VCqxLyEx06XFQlUTEzUN+l1j5DhZuFwuef6pB1Z5LGyifo+9IX6isu0JMcm/H7IFM4ktbuhy+N9TrkgbkMqDC3VydsZ4XwZTJkKUpGyCJPLwwy/mXGFv6sWctm4raeOmovY+PaO9z8B4ojvvh8NQzp1OW+32gp002WotaKHVUqVaUblUUaVWNZN0MNb4abWbppJlqzRmahROGOBdsHYwvXFapQJ7ZVBGoqPAQLFnxPexmIoPeRtOYAb9bXJg5YBVMasEQmO1i3MEShw4Q23PqVrtGjPFQWI1TLomVesnvuJn+lo2TpC2ld9wbBkZPrKvY/2MdcyGyjzjN45Z0XmcW/y2ijvRjZAQ5vlVBP5P8JKhNfO4LCHD0hk+LOv1LH5YDWXLJ/c9IfVME4lZG22Gmeww5nCgE+M1bWvR65jGlvmaicJcXZc/Nnn6K31tuWsxlVEfS75EMB3vGc9LgSOE+wpfxsvqH2MnCukQNz9fjQ7zWnDLRhr9Zd0i+OUbz1YGmbC4j7vMbwgz7nt0Wy78qHukI94JH/1k3eJzvGfTGXWL3+I9xsf76fzGMPEOAxCZh+h2tu6vgv+zVZLnJB6DAEtjpk9Yv4iDTnYYyPrHPQJ/rNJ4RyXw8C+6mW4J8WKiUdq0rqQbr12vNNdVubEOJKhUFYPGqFnAO2MlxYO5eg4oms2NDhwAeeg/A5b47rQClnu9rh1qhY36Ur5gx2U/9/w+7d/3ojqdli2ltlpNzc2dNFWd9RvW2aA5O3fSGANgHWmUyiVtu2CrNu3arc1bNqtWqRoDUMpha79owIeDwFDnKeyqaeelNa2pc3RBYntUkXmiY0Rc/DEIw8Og1lEdlLVrxzoVb/eSSpJ5tfs9U30x0I3JzJBfdPiR6GNck/LOw7DkC8ZIWMWl0kKno9n5WQ3sgBG3idxqtfT4E4/pyOHDuva6a9RaaOrxZx+1zanE2ajXNL1hg9Zt26YN0xtUrdXESbfVUsXOCZhvLZi6ymS9oWq1JKVtJWnHVllgMkhLSVcF9l2gMnRpRZunK3bK8GQ9VZ7KM7DIBITEGPSYtxOXq8VUG6byunpPWUWV1Vdb5ULLVMBQl3Etc6/jbrdjG7YBqRztfvDAIXEapgHPSlndTlknT0wabd3evNrtWbXas2q3W8YoVCsVcWx6vjyhffuf0dVXXaltW7ZqkLTV7bWNOXM1r5IqHPYCI4lZ0tC0GVj5Ie23lRak9wB5m6ET09eFreu057V9W1k7d9Y06HZp0r40Yf78GTWjSilvDN6kWaxKdf21NRWKE1rDvoe0p/nuguYXZqwNs/JC/jucW9Fe0MzMrB762ldVq9ZUrVU0mZvUbJMVrr7arUSddqJ+N28WqtjCzvkArG6sW9/Q4cOHdPOt71WHw2l6HERTU71ac3Ou1j4hl3pyRgCyDaDTCli18Gr0dgwjm0MtIa9Sgf6GOlvbNihftOO12r1rs6q5vKqFaQ3Sklqw86hNcfiX9S8GGGc+SCXO+dmBKPjIOlmRL3UY85YdrsZ8XpWTjX+r8vmf7MnHvf9kIs6T5Km0WHHZRuBu8cvLJ5ZeYSP66qLKkrJCCNQvLsXOfzgd1scd74Mr0s78YKCP7I8CfevEw1JZTD7GGPIR4ogd0UjOdsoIlKM/IiJqPMZvi5G/7CcALL+ocmMRBr3/rN49z1ZORk/M0zLJh3Ec/+590f9LBcwxhUhjNs74jJ+Yj+w9GzY+Z+/DPI2sPkQaiT8+Z8PxvJz7cv5gqubn583aVDzJeNTvy3k/r8E/hZWtrJeT0e+vsJkRKdvJLRM+PXt+Mv4YYngdOtFBTYY7dKMs7Ycc2UBcYAiSVJzpxbd8mtdFWxracucGTUwUNbHW1RjGlR/dM8CsQJknFd1RnGCzJawDdLW7HTVbTVVKLtGu5Ar68oOzWj9xRIWrd2hm5riee/Y5HT16VI1CW2vWrtG2rTAZAx0+jHQVfQvUPziKXLry4m36oTfv0e7LOUacMwryKgL8sbfv6wCh/QxM7QJ7uXnUZOywLygfuLUeVGDCWIMt+4oKumTrlC65cELrOPa7WFKHzbkJUm1nCACktjLBRIMFISt7V9+ILJBXh6tSzTZP6sVjx3T82It64YUX9PyJ59XQc7r5mo1634/caMzOdP2wXnhun44ePaJBu6/OTEPN6kFNlrdosrRB0/XN2rZxi6Zqk8qX16paq2rtxJTq1aod4IVYHolvvJD3YoOp3Rvo+EyidjNVLZeqXs6ZlBhGyidkPymY1sJegnwpUSnf15qdE7r2yj3K26FemCXlCK9Qn6F82eg605zRc/v26fHHnteR3hPqzh5AL0ulpK6kV1WvO6n+YEHd/kklyZzyhaYq1b7Wrlmja6+5Tu98y41aaM7pnvY3NL3xRe3ZvVVbtmxTg6PkzQJSz1YCGuWaGqoOrS15TbAmsvjz7a6eL8q/jKWcRDrWHGhhNlWjhknYjnJJXqwVWR3ZapFbMKpj4YiNsuqrUi7q2t3T2nH5tKr5nBq5vE4mfc13TtoBa5w/wCpVlxWpfk+HjxzWyfmHdWLmiBqNutb//+y9Z5BdSXbf+X++XnnvDbz33QDaznA4rZmhKFIMKkQTkkIryoVCwV3tB30h95M2Ql+0oVBov0iKkIIMBUkpFFpSQzMkp6dnpi26G90NdMN7oFAGqCoA5eu5ehu/kzffu/XqlUE3MI1p6QKv7r1pT+bNPHnOyZPntC7bd11cyKirs1O1NS26Nz6tyfuPlKyJqKk5pZp0Rh2dMbW2RvSrf/OIFpcWtbC0qLp0nepr6p2VLRSMADSY4K51bg7D6Ll+cF8dcoF/tAwGwDvmYx7iUZoY1Lqw/pOMpazEeBQmGCaihCrcvLH3AK941AKH7AZ2iWgx0Pyg2+x9M5lo6GbTbbben3g63wAas/61cYr183+VYuk133PldrkQ/jKS1758T66XxuUmxaoltqJg5kV7e4fZqu/t7XHn1jBNzYEqo7LJ4Otyd5tLJqAIhZen0soabE0JB3n4w+UGNawDrKspRAf4YgKCmoZ6aMK1fZ5n1jxP6Huilnf/82Hcrc4KuMN0XeVz+D1cThhO0vi4cLh/9kQ6aXx5/u7TcDf4AmbGv4fjw8++Psr2l8/v3329lXX5vD69f/f5qt2xToS6GUZBnsb1TBL/dIzvvGqdVDGOnka/PMUymQp+Vq5XjZNuuhTkcb9VOY29D+GeYHob4W8d5TFOWcpghL+ZFXTIC0LBnBQ5y/2qqS+oWLPkCOIMlkqQbjtmwnnVDUhG0/svQ2RScSMjkFJiUhMVhYLMJwBnCvIFFdCLRhqfz5g0/dpn5zUxMqJf/MVftO3Dv3w4p8KjOaXqm9XR3q62lnahTpGNzSoZXzaJf2Ypo0w2o/Z4vXrr29WeatYyhvKx+IJaDSQqOw+oJXFCFIJlGa+z7uT9ShTImzvA6fTeI0qn4upqbnBlZKV8JmeOqBLmCAuSGqdcy1rOYOUGs5RR1eAFMIrNfxgqLMZgySar7GJGU48e6ubtm7pw4aKuXL1iUl7G9dDQoF4+eFQ7O/u01NiqzOHn9d58TrmpGeWUU3SxoAe3xjRxY8QkzHgaZBegqalZtXW16u7u1r59ezU0OGRWAWrT9Uola0vrEGop7ABEC3m11kdUrI8qjuoVLaCfouhtYiWHhSww3RlIa/DxYNRgJmAUY+h0xo05gEFwSlIB05OoVaa2SdN1zRqOJjSVWRY2adLxopKxvJKdi6ZPPztX1OjotHKZjLZu26Lnjh3TKy++pCN79+v+6KjeqU/rz777h/ro/Xf0c9/6tr52/BWl0ynlosuKcWgcnxNRFHLAD1jHwbwmOzKwmQErYFvIAZNrPtacBDsVK6q2NaYE7adpdjYEiTczzFnZj7tz5vZeKC4pU4hpLg+zGVHErPbElYxF1ZKucxOARRVfCxxczmSVW1gyR113HzxSrFDUQiSu6QcPTXoTyxeVaMmqkL2vWGRG/d1D6upu0eVLFzV845K2Dm1RfSSp2pq4GpIpJWIJxYsRLRYWtJBdtEU1GWXXw/SuHPPOLgA6t4j9uWyhdcyoEf/m/wGPzPiAyKuQd+p0MMELhZiKKTwJJ21HxbavPDNo2whlNOVwsCO3ynOnPO8dOgveQ8GGini31d+BuO7famkrw8Llr1vYsxa5Wbz/rMHt4fEf8fE/gM8RokF9oZu6s4xVrvkemsoCKodLZfzjvkOHMB1aWlrU0FBvany+DNQxwvRJCc4AuEqYfb5Vd08glyLWal0pwcqHVRWVZykJff+vDF1ZxGbffHu5eyK4dKcdIYs765Xpy/F0nsEZCNbCYT4d8TyH39cq36fxd1+ev4fz+TT+Ho6r9kw6317i18pXGe7fufvnauWHw5D8z8w4jYdw+JN6fqaIfzql2gda3djHnByrC3gGQnwb/N2DFH7n2WM+Hx6EBStqaWJXMgGGiaBmSA+14/LTv9bHYGLTc3bmEs3aiiEhc/EqJTNazuSVX4Q4hOaKKYIyNArYVmRZT9pgCMA0q5lsb5r3XCTMIIS4oomIkqgWIJPHuk0mq7GRu7p16ZomJiaVnVnUnn37VPPtlD777Kw++/QzTY1MKjeTMVWh+alZU2NA0p2L5DSTm1Z+NqPJkXGTftelnYqEg83M55iUnsOU1oUmlUDSjz2govkxMA1/dCCxXw+xS0PNGUhE8WhShSyqGhlzmOV0651KD/3JbkS+kLPDp8ZkxJa1HIesllDpmZyc0Pi9cY2Njen27du6efOmHj56aFKjdDFmKi9dDW3aM7RTjXUN9nvuwDEVZrIqzud1585tU6Op4UxDOql8PGe67PnZrO49HNXS4pKmuu6pJdWgzro21SrlzmZgwpMGc0PjZ5GHopLpiKJJWue+WySSlxlOxQ6+bdmC1JbdaWisAKEVhIdkrDLhRIuPxqZCgm+JlzMn/eA8R000rcZkveqiNYrlIoosOV8ENfgBrkko0RrX/HxWhcyy6uNxpeoadfLIc/raS69qaHDQzGXW1aW1tW9Ab//gDQ3PzupH0e8rOz9n0jaYG+qBScG0Jv4gMGPEUXSs33DwmiYj6fbI1Q5Km8dnp7aSruFwNU3AEpMzDWgKTKYiRLNpPwPbnYbg+y7k8s65WzGmXCGj+XhOabwMR+NazCxoevqRHjyY0v3xexoZHdHd4WEtzSwpsRxTJCPF8jHFCwlpqajRW7c0OXZbPT3t2n5wQE1NLUaMLz6a1sPxKZ04+Dw+rK0dNTE+FKPUmVLNLyw4NZ5UUhE7UxI179FFzlfYoXOYeLeo2MJiHpzx+oxVFa8WxHkKzmcscWJHhUJSmYKUro24Q+qWx3hkGw8lbOTxh+0nEBraHrA3xpeB7bNU3AP8UxFafnV4qfxe5SkY0jamq0T/9ARt1Bc/DS3ZxPeq0gyWG0+j+s9ZJdmqIFcbf8P1gtN9KeHwVdk3DPAMCQk9fKszYcXL+Z3xB1kr07i8Dk77a2B9Mdgq63icd7/O2z04I4T6rdvrXJto3WwdXsIdTu9xbzjsiz4brWLfpkwbGo57jIJ9en9/jKxVk65VDuH8PMyVmdfKV5nOv1MODAA7AE/jeqaI/3AD1+rEL286haFzz27Zc8+bhauUp/Swulw4dM+lryzXvRndXkKHQVgpB+WBHAPCP4TRjIgPqjPCwsmwTY0C85Nu0OLMCTuBEIBRxVEVQB/eCP+o7MSu4V6kpe7nlX9okmsWVlMizouo6cMgIUH3WKqNxW0wZ7OLunjxU92buGsS5fF7w9p36ICeO35UdfVJzUw/0JXLVzQ980DJZFK9vV1mC57JsJiZUy6/pKvXLimbW9Tu67u1ZcdOdfb0qK2pSbWplMEbi6eEaoZdiHiXs1rOLpjU2JAgbYKINUKWfgx9FMw0ov+d5tAyOwNR5/TKmAQpmowrjqWWvNP7Xlyc0/2JR5qYnNDY6KiG7w7r/v375qGPQ6FM4HTamYZL19Sps7NLe/duV0MDh2EhXmNmSeL4yeeNsJ2cGtfY+F2lUnGlaxsUkSMIE4m4MUNziYgaG+rU3tasjs42NTQ1KZ5IOOdettC6MRRL0UbnpMsT/rKzEDkVsc8PhW8EHek4O0BvYVHIQDImgLUDYhizpJiMjEecHwLHDZC+aM6j5pdmNTP3SLMLM0qm48Zs1KZTqqut1/QEhPG0utuatG37Dh0/fEA7twyaJH5h4ZHtF/V1tKi9qd52T25duaTcwqyihYzqE3G1tfWoNp1ULj+vxcUlpVArwnwr0JpZTTxT48fBjmxbM6DrgR0yOpEAMQcML9v1kYKiMfYLTPQfSHPYVaAPOMSRVayYV31NSpFoQnML85qfntbco4Iyiwsavzemm9dv6OzZM7p+7ZqRJg31DdqyZYtyjU1mV7+5tlbZ2TktYE0rGldLfb1OHjmuPXt36syZz/T+6Q+0OD2trb3d2rdzW6BER4tA9tyXVYNlqRQSf5gXDs7jpZKD1M4DNzs0OCJj9BLuGCCT+7t20Hoc7RnzH7PD+M7xV1zRaNx2LYxLDBQpjKWz9MgLHG4pE15I//088QRYML1sGKyvjOFSlhBX6XXFA+PPVxuOCE3NcHB4yq4If2ZffP+FAAyCqsSEEm30WK3TNsrzJcWv9S0Bh2Yw7uy3xlhYB+zH6QVbR23dc9VReWnIB3VAh7BzzZmthw8fqrW1RY2NjW49CHZJ/bphIINrQ4WwpnpikLIelwBcp6lrR7mGWb3sTrA7aBdwcR4N3E6aEJxrF7Y6xrfB31en2DjE90k4pfWPnYtYPUAsffBxPW0UzvssPX+Rfgm3A0azrq5O7Pg/jeuZJf7XbOznHLBrlvc5I1YPz8cpiFGMmkK1qzTCPSYMFlzCK38B2gmIPSvNsgfp6KtSfznEw+JuNJBB4JQlHFHoDr3a8g2SWnb25pHYWxlgDMzQGHUQFOJIrLLmPwglsKCCJN1Dy0FfpLPsLsSSMXPWtfhoQbfu3lJuOadkTUrXblzT7pFhNTc3qm+gX9/45jfV3dujq1euGgGdTKZMRQVCOplKqbuvz1Rhrt24oas3rpsqTP/AgHbu2qXBwSF1dnSqua1dtfX1dvjUAMfzUzyF3UjnFRdCHu+0vJvfVLAiDQzueOJNYT3HfSdUTZCS06VRszPJrkFckeWMFpbmdOHyef34xz/WjRvXbHFI19aaRaJkTVKpaDJgerJq7WjRwSMHtHf/HqVrk1ou5IRDr1gioY7eXu09eECXr17SzNysWfJBp5xzDqjoQNzxKWpq0+rq7VFnb48aWluUSNWY+kcht2SmN/GbwM8YOb6E+SbIO2I/l1UR51TFnN2J5nSASYr5pjYUzOmAk6TbYWj3PekxlGyymXktLea1sDCvmZkHGh25oxvDtzU9P6u8ClrMZTQzP6dlfDIkU4pkI2pvaNHWrVt16NAh7dq6TXXJWmWWppWZnTFTpZ3NLerr6FAum1Ut9imzWZ16820NX7+h48dPav/+g6YGhGMy+5mnqmVFYTRjCSlag4e4gHAOpgufk3FpamA5Tikbg8Suh43RgJmzXQ14A1MVc+pwy5mCphce7wghxQAAIABJREFUaGZ23iT87FBNTt7X5P37un9vXA+mHmhxfk4NqTprF7sYgwND+uCD93X92nXl5jN6dG9S+cUlnTx5XMeef858F9y6NKI7V4Y1OzGjVCSuzuZW9bZ3BHPHMR4wYsyfeCSmunjSiP9oPOnaByGPKhQLJQfwGZNGuGDnqmIMWynFwCUxylj83E4BH9rtdvDuwtzYRnrlus1wlN9V9GUFaIs4YASTmSDWnt0fwu1yCfyby1B+W/0ejnviz9aaTZfq2lBqyabzbZywslM2zvGFU/hmPF4XfOFqywVQcbjy8HM51congPaAExN+Xpmy/GYzYcO0bnwXnWUwM9fM7h9npqrXgVDn/PkL2r1rlxobm2zeeOm3J/DJGyb8gYk4BFZczDXWjco6PCFcGV5u02M8BcwGZUL0Y/nMVAOp3yz9sBY4+f+qlpI3gNnB6xf7x6h/E0kNtmA3gjb7dof7wT9TnH/2RL+nnHy+TVT5U5mE8fg/lZ1/PmjpY68xEf2X3CDaJ3uG70y/akiQ8GCor5qhlc0JJ/DPnuhn8hIWLPYEBwy/m+Ru4bYSbeIHK34hkBSaBBRJqmMMzEIKGSkSlQJb8T3C8OoFwUFEa5c7K5DNoz6TVTwRx0q8SWxnZua1sJRVU3ObWTe5duOWLl66qP7BrWpr69DOPXVq7+zRth17dP7ceZ05c1b3798zncut27aahZiampRu3ripO8PDdpj2k88u6YOPP1V7R6f27NmrHTt3qre3Vx3oyTfWqa62RvF42nXCcgadGCmPDXo6BZULfhBYCRUjARHJ2QW+EqovGNBZxqGWlASBYrc/v2yHiWkjB0txIhBP1SqZxGRjTAtLeH8t2uFlCLP56Vm1KareviH1D22zQ8O5XEGxYs6k1oz/9o4uffNbP6fW9m6dOvW+xsfH1dTcrPr6BltIspmMMjln9z6blxYzeS0XnflJc4JVjNi5ioh9P74lqj44JstpOZdRsZBRpEi7UYFyZjOR7NMPdoaNnZ9Ywjw7syPBKYE4NpzdsVAtZpY0dm9Ut27e0I3r1zQ8PKwHDx9ocWHBLO7UNbdqbmFRD+6MmKnJvrYFdXV2affRXdq5c6f6BwfUVNtkql/F7LLSsVozadpc16z2xnZdu3bVLOak4imN3Lqrq+evavzOPT0cf6ATL7yk3u3bVczlVZidNdOeHHKOLTt9U7eLE0wrvge273PsROW0XFjUcm7JmJ4En7kmqggqTIZIIlqGycrkNDu7pOmZJY1PPNSlK9d1/cZtzUzP2MErvj8mWFub27VjcJdam5vV2dGunTt22KFAmNup0Yc6f/qC7iwMq7WpQwdfOKAXX3pB3f19+tHr39cbr79pB9R3Du0xpmJpOqOlWcajm1fAbLZGIeSXY4oVYnbo2gYeXApzkM0L0uWiimK1yfAFbXE7H26SBvOf9sHkxDjXETOrP1YAal7GAJOfCwTBf4gD9ktcVe7OpHcMoCs7yBO6eexDSQSX3q1/g4SuonBsKaT0sCJzKXT1Q2WRq1MEkFSN2GRguJJSizaZd71krj/XS/HE4sJg/wSr9fCHe9CHrXUHvPCPdJte5yszrlVJEA7TbJJxb/XNCFGI89UZHz18pKtXrqiluVl79+51QhFLV6ZXQiPeCoCOoXx2fXmGmMMHCnd/Ee7oHXrJqS36uM9zpxSrF6bDHAFy7s1MbgQyLWZ3daLe8pInIMypP6zf/nngqczj20u/VJbP2ufpP+7/s11uHLjvxzN9j51/31dPuj+eScm/HwAbN/bLGSCPg8w2bsM6KWwC0Ma1fuG8Ps0a0BFNFGU64a57DJJz8zlNKlLyohoQEJYgYA68cNFRCgYfagXMZ29q3MoKmA2mOfbpoTMoO5PJafzehJaWMqqtq9f0oxlNPXigCxcv6eixE2prazfpREtru/ihXjIyOq4HDx8Zgd3Z2a0jR48ZYT99fMb06u8M39XV69d0+fJVU7d58533dPqTs2prbdVAf6+2bRnQ1qF+9XR3qrGxXjVJSoWazzugSl0J0Cbatx0K3y+GqowHKktFIcBwwJSqqdXA4BY75Dt+/74g5rHagm46OwNM4mzW7X6katJqaWtXa3uHausabfcil10yx1L4COAHkX/g4EErd2x8wtptTqKy+YAoi2p+flFnPz1njMXY2Li2bNmqjs5OMxGJ+g+Eov+eHL7GnrxpPuEAq1hQ1GzxBwd9GRv2/d1iBTtnXnUh/CNu52MpkzVzpLPzc7o3OaGrV6/oyuVLun3rpmZmplVb6w4gDw4OmvrJJ2c+0aVLl5SKJrS1Y1A7t+3U0UPHNLhlSKn6OjO3mZufs90K/BPghbmupl4drZ06M31Gy9mCltPL8CyCCZi8N6XT73+s2nSjirEatbW2KBpJmKOtYragIuc2liGWSx/SPaNBwydG66vgLP/AtNo5BxZlc+qV1cOHc5qamNHExKxGxh7o2o07unN3VLPzS1IkrpaWVvX39Jupv66udg0O9Ku3q1fNTQ2qSSXtQDPjGX8WQ31Dqk3WKV2b1rdf+45efOUlTYyO64ffe12XLl42XwtNdS1qaWzWwuyCcphLXWQHiqEOQc/ZCw7auDZhZcmpWLErYHZlXVomHG02rjOYlH7nynBGiPi3+c+IIIyy2f1i6iKV9CMliDemPhA+EFTK6/uWQM8I+LDQ3eOaUFAlYWRRwbhbkWyzLx7kddLb2Z514h8/ynfG4+esniPUUaHH6mmrhJb6r/RQJVGVoM9TV5ViNh0UfCv/ycrQ+pC1S3Jp+VvOVV4PK4JXpFm7TBfDYuSGvie61svB7jU+aLIVlldYKmyZBpQwiKHCPCHL3T+HokOPALRGIaFU6z4GzIQnGF19LFxBY9fNHEpmWTb+PhsUtyLaE/7r9bfvI5/Gv1NQ+HlFwV+hF99u7rQXRvFJM2C+u55J4t8BxyRYe/CtNdF8w575e0AYr57stLv8syXYY5gN8UKA0AKJfLn/AqqbTlnRpQAREBMgJohEs5YCkgok+3YPetOX6xGegemIANMjBE7T2XMWcaiMoCTbqRyURH0hFtPIyIhu3bqu2ZlpaypSWWzVj4+N6t74qLZv32Z20onEMkx/f4/+ymvfUE9Ppy5evKDurnY11tdaYxobG9TY1Ki9+/boxINjunzlqq5dv6HRkVGN3RvX1NR9jY/e0bkzp9XR1qyh/h5tG+rX0FC/uvu61dTeZmopSFuXszhUQv8eIhviGTdQ9AWOnzgHERBf9oXoyGU7LEkC9gfaW1t06MABFQt5nf3sU80vLJh1HmKR3jOJd+/eoyMHD6q9rdU6lbKdGcfA4pCn4RRVV1enXnn5BVMV+eTMGd0dviX0ynft3qme7m5dvnxZly6e0/Vrl7Vz125Tpzlw8JC6e7pLlpbiOAGzcw/O869ZKcJUqjGA7jub6oftdiSc/wZaBuOCfn88pqVcTiPjI1bf5SuXjeB/9PCBSSRamhu1Z/cObdu6Vbt27db27Ts1PTOt5UJW46N31VTboFe/9ort1DQ3NykF14XlHrwhp+J2qNqIUNSDUkm1tDabbntbW6sxFByqbe9oM8tP2NH/wet/YUzHa6/9FW0/cEDJZSk3N6cI6mmopXH4F/McfKtYREUz7bOseBJrTHiortHyclZL81O6f29CDx/c1+T4qK5eu63r14c1Oo6aT06pdJ0xaLt37VBvX796+/rU19unLVuG1NLSYOfncwswjzj/WTTHXJzPWJifV2NjrXbs3KqjR4/q2HPHND4xoo8+/ECnTp0yB2A9PV1mGhQVIvxe1DfWqSbNVgTUOLs05rHLEfxG99OW4BfMMZvIRQ7+YqY1QAzE2SNjk4dgsvPo+QfuVMOgI321y7K5vJbEiqtGQARShOAWLsrlC8EQjuR5japLyazO0tvKBwfayrAVbxsmWJF6w5f1YNkw81NMsBm4Sv1c8S0qXp8ilDYObXPVf5YSTBvUSrpqaUOwV4veoFSL9qDw4tbY9XOh579l61a1tyOMgkh2xJnlt3lXnbAH53NmzS7D9Uy+8vWkCVraZYR/kXNOTlc8F82ZgQlnsc/BSb2VF23inxGbhh7crka1tJV5q71becZ0uFj/Dg1Ambxz+T7gHdj9O3HAEq4//OxK/er8DbebZ9TFsPPPHct+T/p6Zol/NzbLA8Q33IZslYHr47+sO8N49XRaD5q1Ujti0/BJkL2ckidQlfvnFvdyrEvuJRpA5CaXUXpEBq8OUgj0ciAl2gE/swjgGmNqPUgGfX8b8R801IHiqgyIfBu8xTLhj3QVYiaKc6Y4hzM5kBnR2IhTGVlanLfCMMfZUF+r2dlHunH9sg4c2K/WNnSg+f4FtTQ3qLV5v+rrsPFeUF9vF9o1yuczSqVhAnCclFdLc5NOnnjeHEVNTtzXyNiYRu7e1fjYmCYn7mni3pjeeuuaPjgV02B/r/bs2uEOCvf22UHh+nSdovE0gl5ThzGPqSi7xN1WsDehb46WghP4WAGCkMotZZXNLJlpU+z/p1Mp5TLuQGo2m9HSwryamlu0Y/s27dm9S40NDfZBzEkYB48DROd0sF23wtgcPnzQVFbGxoY1NTGmeLxehw7u10svvaSrV3bp3PlzOn/unE6fPqVbN6/q/sSYDh85YosU+oKkdxdqSnE7A4CEPFKMB4dDIQxZlRLmI4AtYSw05Qvo9c9qfv6+7bpcvHxR58+f140bN2y3YsvgoDFcu3fvUl9vr3lZrk83qqmuybZ/9u7eoQeT99Ta2KLnTz6vnoEBFfjejCdUVqBlU7juxVwnkuiikjVxtXe0qqYuZRaOGlsaxa+zq1MtLc16gB+I4Vt2qHpwqF+Dg32qqa9Xoq5GERydsbWETr8dZMbaDTQvajIF5bMZzWGhZ3ZWjx5OaGIYJvGSbty8ZupkhQJWb2qN6N/ZPajBrdu0fecu7di5S5wl4eyIG49FdwA8FlGyLqbcXNbOPaRSKTuMu7Awo8bmOj134oiZMr1+/bp+7/f+s0kNSdPa3iSYoIcPpzQ9N48nDCWSMaVra8w8k1Oig+UMKGqIdGNk/MF0uENACeY9U8w/G0dHQPgXEPmUY0S/62vDCTY/KYf0FVcoyCkAUU8QGCzaLkeZAfAlBJA5OA3YUGE+0br3UgmrU21Y1IYJVpf5WCGUvw58j1UWiVf2/8q3xy5sjQwe3qdT+hqVrhlMD26uF4G3vB6GC/RD3oW59vlWhtNVe7bhGwDgCa7yvVoOqa29XQcPHjShi5HINuxZNZl+7h7OaSpFqNsE6j5GUIcTfIHnMNEcLoZwfv6MAcQdpjdN+EOjAzOVwLvqMvlgQHzT55wlCghxT6yvyhME+Hp59f3o4UDlyYcBF+HgQfqDZ1+Hh8nfKYs0lcT/WjB8FcPpu+np6VW7TU+qrc8s8e8bGB4MPuzLvIMzvsjFtCuXUWUSWuGGUtyibhM1eDei3/BhAEII6VihgYTfKiEAPQJ7Cam2uLKQanMZsUGQZyhKAkGQBVSaQxpuvStDHgAQAsbF2UQv1YlTLGhjVF8gbiByI7o7PKrRkbv2XEBSW5RqUgnNzxV05col3bt/X61tnQZdPO6IuEKuoI6OVr344gk1NzcbPRRBj72QdUQrgklrQ1HpdFKdne3q6urQ8WOHTV/7zu1bujt82+0ujI7o/v1xff/1H0qvv6Genh4hMd+7Z7+6BoZU39BiEm+0I2OxhKLFuGK0ATOlSCwwv5VZUiQeVyzJgd28ph891LlPP9M7775jViGQvre2tOjatWuafvTIJPY7tm83e+6okKAegg8EhL1Rs13vvoE7Xez6EkYAKz47duzQCyePW5ux83/02BG1d7SbpaDevi4NDfbr4qULun79hr77P/4/vffuW3rllVd0/MRJ9fYOqbauzvT+i8s4o8qKvoxGUe1x2p8maObQG86tcFyVLWhyYkq3bt3UJ2fP2G4KOu/sArBrsnXrFjv4NjA4oIZ6Z/s6mUooEUeqzi5OXAf371VHW4tqUmm1d7YpirfnZMx2BMyTcDxuC1M0Hrgvj0SUStfYAWYOM2Ndp6OrU+2d7eZR+N7EfZO279y9y1ScBrcOKpqKK5pOuTMaJjDPKYq0X1JmZkazc3NaymY1szCv2clJjY4O69atGxobu6ulzLwJv5OpuLbt2GtOxXp6BtXR1av2jm41N7eqvqHBLCiZl2o7IB3MJbSoTFumKNxX1NalbGcBjqa+sVaJZFSHjx5QJL6sC5fP6cq1y4KRGxoaUjFS0EJmXqnapNpirZqanND80oJq6tIq5peEPVLbgHPbQW5+GeHu5u2KeVcKD81LGCAj0v3cJwdhxiMHqj5+JzAQFLjJXS46/BQwCK5Xg3qsG0J1kr7EGNjLCixXwkHhcqs+U3DoqqgiFLPG42NnWKMcB/Gakc9KREV3bQ4s+3guaehxc3m/SCq+Db9NAM2at4JAJU+1fOHwavGr4a0cIVTjCcxqtAYEKr+W5hbDdRibsCsIXysPRC3+NMjr2u3UPyshIp60/qI84Fnr8vAQv2bdISaAc1pcVmagdlQtn6/Pn0/w717tZK08Hh5P5HvYaVM2m7U+8P3riX/KYjfEMym+rmr3avW6Pq3e/mpl/LSG0T/Y+c9kMk+lCc888f9UWv2kCvWYZHN4J1QrGXzmUHDpkXj3C2QLZeS3ghkol7ECBAsux1ldvJaCSA2CAcmWAp0WryFewiD8ASgo2ZKV0zoKxUcHTEgJNvIhoSQcKgld64KR5vPzs+bkam523sxYMZHNgk2g2wZTMHr3jrZu2aJkqsbMa3KeAJOM9Q31am1vc1YMcjlFigUV85nAvGO5fUjeE42NZg4xl83YYdvDLUd0+PAhM9M4Njqiy5cu6dLFC7px46bujt7T/am39Om5S+rrH1Bf34A6u7rt7EFjEwdt61VbW2dWhmzLIXDsBWLC7OPUxISuXr5oh5Ipr6mxUbvwOhxP6MGDh5qfW1Bvb78O7j+ovr5+Ybsfx0zYXY+yBep0ptzXD0wLuUO6xKFv3qLnnjuqdE1SdfV1Ghzo1eLSnKnH7Ni5Q4NDg9p/cL8+PXtGb771ph3AffPNH2py8p6OHn1OW7btUENDrWrMchMq7ElT6zJDl3jQNVvCOWUglOcXdHd4RGfOnjGnZPfuTxii3r1nr6nu7N93QP19PbZggeA5dJ1MJsyKhVsIFsRGRk93r/p6B+zbF7Grz9mKWCBNYrEzCheLQgXFeMc7cSyhdH2jGpubzTdC8/S0kjVp27KeeTSthuYmfeO11/TiCy/aYWrgRi3MLN9El5Vfytg26dTDh5q8d9/Uy25cv6nR0RHNzc/bDkAqlVBjU4N6B/rV09Otnj68CXerualF9Q2NqqmF4E8HA9uNd5P0mX8B4A4IZqJQicPTcypm4xTVnNrGeqXSKTW2Nmpi/J56+rr1jdd+xhipkfG7qp+rV2trq+rr65RIxRVPoQYl291wHEXSLPg4XTDmnieEgucSjghgC9EJNlNtWvt5akC6HOHsniAh2pJazqBk6gseLV2pQp+4XN6q+KDbSOFBKGX3hZYCnvBDRYVUF/A8FTEb1rsxpJS4caoNKyolCIAtvT+hhzVBfEr1bQrs6n3nQF0JMG8rQ6iANYX1IIipSFDxWhUiILAxYUQyz/YWEOorS2CI4zOEeY4aDQITfxkRamueUwMi3OFAx1xD9Lr3cjg4kx9rhyeUSUOYJ5J9+ZX3UtmVEaF3X66lDcLpL1tnQsR/ZVnWqwFMwMLlywoVX3r0+bmTjh9XZTi7Dm59yVv7/DuMUeWOgi/D95t/L1X6JTzQnsrrJwkX3wLG6mlcX0Hi3y3Oqz9Z0H1GkD7hrqSylThj7QpC9Lazo70aUqO/rTz+uG1PV76rJFwVk9ahModw3MEe39bgXhrArjxH+AcSwoCWcUyAK5nkIERn58bp+hqUlaDapKeOwNJKqVrUZJyUHP15TFQuLEwrmUjr4sXPNDU1KQ6+siuA9REQAggW05Qcqrp69aK2bRtSX/8WIyxjeFfFlKNV5VTBQMZOOhTc7bsGPUMHGgLDzKSzj+/ONhQVS6S0o6FR27bv0omTLwm1DKTzt+/c0b3xe/rkzKc6e/acWlrbjCjs6e1Tf3+/enp71NraZtLgVDqtZG29Ef63r9/QBx98oDNnz5rjrUOHjpru/e69e4zAr61r0KeffWYmu/btO6SW1g7F4kkVcjkVzKoS9uYDKyzGBDg1FVMtMpOknCuIqa9/0FRPvOWGOkyYJhKmm4+0Hr30dG3KGKSLly8ZwYv51JGxETsDwK4DFmn6B4ZUV9diEvp8fsEOJ8/MLmhyclI3b97S+fPndOfOsDFrdXUNOnnipLbv2KVjR4+YDftYDMYh+NC2s8Sg4Mc45bu7Z96dbXnCnSM1WxiwIMuYNY9jLErwiaiWxc1TL+3u6OrRmU/P6er1mxoYGFR7e5tZTUqkapWoqVGiJm0Ecm5uXrMPHphTNaQj2OHG5v6NmzetPbOzs1pcWLRdlo6ODvX394ndCsrkEHhbW5uiOM5icWQw8hRLoKjmTPYZIe1mGM6yOCTN/KId+DsAMTNuyWc+L6JJRRI1iidSKhQySten9erPfE1Hjz+vt978kd55+21NT8/YgemHM9PODGwiKWDrHdgSqP3EVGQLxpgj17M845gs2KwL+ttAcbwIIAAFfR8QvP6beObePpk/GxAQO+5W+pj+owaVll9XBgSVWYUlUMKJ3bMNkiBtKMvqhE8iZP0KaOH6KfiCz8AVALoZeJ8BaDcPwkadT0k0esOGlxPwtOqyMuzPqqhqAZ5QZR67NRcTwmVdfvJA6EGMPpqe1qOHDw1ncMaMDAitrGkB8W54YRmrd/jCjJW8AUO88aMcHEBOTExYWzs7OtTQ4HwGAAP5SeMvD58jNsGnPsbBVX5zTx5WpOrk5Vo2ww5lFRqfh3gIcAhzLgRViWSiBPNGBG6YKPVqPOGyKR84SAduXlxcsDNcEPwLCwvWD5yj4D3cTuolbL1rI9jWy7vZON9//r5evqcFD/2A4NGf3VgPhs8T99SJ/3DnPa1OKjfcLX6hOVKO8k8s3mCZEPYIPfpUVe/rlls1R7VAaqMkiAp3XwGMZXEIzOAq/bEHRziVgHdhK2vxUNIXxFemCd7Di7NBFMg/guy8uW8HlC4wjHwcmAFhZHaD3eFeI6R4NwV5hxzRf8xksAn/UGfPntW9+5Nm3cVvZ0EMQ/izpTo/v6Bbt4c1fu+eSd8TeBY285sghIKp+ZhqjGFrt7tgZwsCoszaGxBA1lKYAihMI+RiiiZqhOva5UJGLe2deqGrRwcOH9Xo2Jh51b19647YGcD60PmLF/XBhx+aTf2B/gHT/8bOc9/goBoam/Rgckqn3v9AH54+bbp5W7ds04svvqLDx3BUVmeHOltbO1RX32y21fsHtyiRjKvIuYhi1JiiQgE79U59xJSiIiBDbLdzpgHvu1iQiZsd/67uPuXMMlBWiRjS6ZgKBST2S4bIE6mUDh4+pK07tmlsfExXLl3Wx598ojffeksff/yJ9u/fp69//ZvatWu/bWDMzk6ZdBx1Icxr3r933751e2eXtgxt1e7de+2HdSWIWVSGYjH0NmGoGBOMEaRETsXE9bdbvIqoZLEzg3WaCAxDwATYWCFNWCoG8cyuQETRRFKDQ9tU19BsbR4Y3Kq+/n5NPnhP12/e1tC1m6IfKO/BgwfmSRkvynfu3NH9e/eUySxZfzU01GvLtq1qbWlTe0eHBgb6zDpUZ2en0nX1Zm0os7Sk/GLO7G8nYgnLB/OhwpLzdGy7V/ZVgim2Em8w7kxtLZg/UXw+BGt3JBJXur5OqXS96hqL2rl7t0bHx62/OcQFw4sfiIb6RrV1dkpx1OIwS+QOmrNbYmWx6xV4qfaEvPW9ERxIDGECynM8JBN1OxPBfGZeOnwTxhbkcwnKJRBfDg+nrvoc2jkMigolC8pZWXg5PoCtHPB5ntYpJNSMtUD4PDV+2Xm+eFvW6bMvu3HB6LM28ieQ7awCa0Un+Bd/X5W6FOBTsJbxgzjlZ8sJz0bsBwI3qrf6I5qcmND5Cxe0Z/duNUH8B3GskQgAwOP2HAgIlosoibqLde7evXv2wywy3t4hvLdv324qp6ix8oMYxqkTxDSXK9vtCLiSgrlquNS3xMX49Ny95Jx6EabVpFJGQCJsBG/6conPZXO2i+oJbuJR14FAx4Jb6bByUA15+cHMkI7ygRfYuXx/eiaGO7iu0r8B+UnrYeUZGKh/rcvX7eN59xf5fJ0+zN99uvXK9mm5h+sJPxNHGYRtVNZG8eH61nqmP+hX+uppXE+d+A8DvZlOC6f/PM/l4bBe7oAwDsYZedYecmuUU6Wiz1XOGsWXsV4YMvdc/lsJhGN+ykUG8ZbBlxPCpiWA3YQ2gj8g+j3xbyVYsQELYAFBWTZRkYBgxjMg/o3Y9iSFKzcaTaqxoVU3b13XxOSUcvll1TU0KhJdMDORdZGoOU7BzCXeW9miLCwXzYY79ufNLCV14WQLNRXbMnCSECQXqNDY3RCw27I0h2Lo5KNbDhFXXDZPp4bNzedRgGAl1TW2aFdzm3bv228Opqbu39f1G9ftcOvt27d19+5dXb5yxawInTt3zpyIYVYTlZ7PPv3MmItvfOObOnrsmAYGBoyxoZuQzNc1xM0STzGybEwE34bFwvZVipzod25oY8tIX5wvJt97iMWx5ILKVGZhxqTRtIdyofdw1gSCYBcFB2H5Qt52FGrqam2noq+vT7UN9froo49MFejc+QtmvejO3TtmR39yakqffvqZMT0g8IH+Ph08cFD79++3NjbUtxhhjB4/3Y80CwagiI8ELvskNiCC4RpIzE0n3tmLxsxoobhsHm6RYGDn2hH+y8J8XjaXsUWgNs0ikbCdkR079+iVV7+u3p5ePff9qg+kAAAgAElEQVTc82bNaerBQ90dGdMnZz7TxOQDY4wePnhoxP9SZkm16bSwELSjZ5d6unvU0dFpdxy+NbW0GfOytIhVnphyOZAp6jppQ+Igas5ymIdca1gw1m08kTZoo2u1IX/GGz8ka64rYObYHXAH3FjssBiEwX52WK5cu6YPTp8WjsC+/jPfMIkO9c7MzgWl0i/sblE3DADvEP4YMIIR4JSO361zvjRsHAVEjCUvMb3A62C2mcqUZ/eAmrjz7jO4UNcGS2CJApgqn0PB1R59/hXdReCKgHJOn/4xqykXsEa55QQ2Lu11E0nD2TZ+psBwAzbOsX6KoJ9CN9JXgl2qcfXD6uJLIPqHitIqXlcX8JMMCRpUahd187IioAKgcHwwvitSrP1K4936xLzlikQh/uHekcCXGQDiHj16aKaLvZ1/b5gB+hP8TBkej/jDvrliUfPz82Yl7d1339WVK1eM6MdiEMT/6dOnjbAjb1dXl06cOGEWwtgJNHhCBK0TslSX+FtioA4Ic9YECHvWLXZ02bmmzkRIqk6dy+A33P6Zt/REST3n0aNH+uyzz7Rnzx6xhoQJWeqgbJgDLoQutPHkyZNG5COQwbM955tYU8D5EOXcYRSAjbaTjnCYHsokjDvx1Beuk3qIA9+SLvxOGHlgMKhvIwaAvJVlW4HBH+qp/FXGk580a5Xj48P51kobTkOZ/uL70C6If56fxvUTJf5pwHqd9jQa+CyVaegm9IH9p94YvYHYfCp/X6tlrlT+Wh6rz1b/ECJ1pTmBoVPrscO9Ae8AQiA/Q84NSCYEKNEoTkJdWQQaOEUjwB1RwaTA/KAbsCbZtgM+NWpoaNYLJ1/UoUNHzAY6NuLfffcdsyyDRZXu7h5zmoULdXTjKQ8CEWIxikMiQ7I4LHGkET3gkVghn5f9kKQzOeNucjodTWBx/QbkJcLK771EINoC/e1YXB1dXWppbdHeffv18NEjM2154fx5XblyzfkUuDNsZwDQkYcB2Lp1mzq7u9Xb36uadNoYFOVc38CEtLS1OPUWAAYAgwXrOzFFjBFwSJhFg34zRBHhsLH7btks26aL9sHxAcBZCKTA/DOJirlsR7pSUB5HZZD4kYg6O3v02je/o9279uqDD9/XxYsXdf3GDV26fNU8LkPs1tSktXPXHlPpQaq1f+8+dbR3Kpdb1OLSjB0ypg4D3aRcSPNdE2wUBYjaPRdMcuZa6IhpFhj6ybkewPaOG3swdbl81uJg3mLRjBH/2PvHrCamPFGzmp2bNStDfAcYn5HRUd28ddPgwZoRqjtb21rNBCfmRrds3WLqWgmsNnnzTOyRxNJ2MDefXxRMAN+AHRW+j7WP4cGAQ52MBuIR2BZIdjAC5MvnMMRPkkAFyPWMfVjOpRQLS+YfIhrFCpXb9p6Ze6QrV68Y3Oy+nDjJofUW26UYHh7Rw4ePjKliAQOuqKm4QYS4HSCYXQTsNj5sCoYXqGBIWWo3b8MYwj+7HQH63s2e8rs1wP2xsWkFBYE+IJRmM4++0lJ2AkovmylhE2keszwPU7jkjYqoliec/4k/B/3k6/XotbIeHx/gtMroFe+lNpYeVkQ/Ey8VzX7qMFFfqQ8ZmUHflIRcfo6UIYHohODNZBF8lAk/1kfwFxfCEXAI6xDr0tTUlBmAeP37rxvBjIW2l19+2Qg6ditxQMmBTrzCI6BhdwDiFUIaYtkTs2HiD/xj60MZtFVPwARR/ru/+7t2/9mf/Vn90i/9kpP+G/J2WVDz4R/EP2X6No6OjupP/uRPLAymBFj8Rdkm9Fhetv4AbvAXjs/YCcCc8SeffGL14c29pqbGVGu5Ixijve+8846+//3v66//9b+u1157zepxeHX12QdHf7ALnjf4uBNGP/HspeK8I4ipdGBG2vDP952/+3Y9zp3yPLzhuy/Dx/v3x7lXwgoDsBZD8zjlVkv7Eyf+qwHx5MKYGI5QfZwyQ3jgcbJ5lGF5NlXGCvwbUNqPVeMGiUNFlnbjPWDU7Z9LxQQBRmPyzKB2kUbXV6S31xVhEBM+gMpBmrgVR4HBAQPiwqY7V3dXp5qb6q3f0F1vamzQzZs3TF1j/769euHFV4wYg9jHzjz22AuovuQXDbEy0fi+JpWhQBN/OxjMEg+HLwuO8OXQLxZ1bJIDYkC4QfA6fYrgToMhapFCZ7KmRhONRU3lpLW2Vk0tLSYRP3rksBHPP/7x2ybJQT0JJNjU1GCmL9/88Zu6NzauPfuxHNOtZDxpDEJTc6NiCUyROv1wkzAb4RkVaiLLeJi1b+Pa5SROblcDApPvkIjHzdIExGwymVIsIPAh8t3CFVUsmlYsGlEqgQ4nHn9de+ycbSyh5qYmkzbfvz+h2dk5oc/f1IyPhGYNbdmqEyeOa9fOnUrEYlpaWjQPtHXpWi0tzZu+JkiIRYD6o9G4G/vA555KCJyONgm6U+ZXJAuBv+DM1PNNkGrbgul2cVgw6Rt0QpHI53MFTT2Y0vDwbb373ju6evWqncXgcycScTU01Onu3Ufq7enWX/nWt3Tk8BE7E4FlJ6T/uXxO83Mzqq3FRwF9woLsxh+fGoIfBg04o3ZGwcFbUokJJg5nSuwfer0mLWcAlYl/O8DO0Mk7ZshmgW2H54wASKZcHahu3bhxyXxaNDbUmwQOS031dXWan4/ZnOB5bvaROXfjsHEc98MMb1uowWeuDiT/Np5LXnmhDmFlA8Ri8AVjnQIcyOW7lWqvpVkbBIVuYSQSCvZ1rJOzlLoSz5UinrEHj7o+F1hfKPM6Nfpy16L8yerTrFPMMxwF9JtrAQNpxWB6gq1yk4X55Ikrm/NemBECkGmImifEbEd7h+G3leujw93gSLti7JDmTXr+3//7fzfv5v/0n/5Tyw8Ohdj/8z//c33rW9/SCy+8oH/4D/+hvvbqq/r3/+E/6Hd+53eUrqnR3n37SkS5bzRw2vz3AQGO8AQj9bMmoVZ45swZ/d7v/Z6Q4sOEwHggRfaSctJ6lR7CINyBDVUfiP/vfe97RtADH+HUQTrWc/TQIeZhYN577z2TUFMW6kyoNXH2ivLoA8xD/+t//a/19a9/Xf/kn/wT2yVgRwK/N+wEOIEHeLksYPJ1+TDKIS136gUG8vGjPwirdvl+AW6eSet/1fqSMir7lzDyftHL179eOR42Xydw8y1p71fCzn+1zl2vQx4/zhGI638vtyqG5vfjV1OZg/GxYYHBICoB5wfV2pmJ8b/KKu09FMnjuhcJDEb34IiGENAIPpEwBmcLrTyjjT0VQekuvSP6HQKFCDciEGEodnlMXcJZ+SEHxAv63LlcRrOzM0a8M3Hr69Kqr63V8NKiSUYEsW+WFTjgC5GJer4zT4ldelQ2HGHpCDO3LsAZG1WnOP0adIJT4wjgA2Qzi+gJf0fwozZDekx3spW5uAABmlEqmTTCnCzL+ayWCzlTG+IdZ2Q4tsIZFRaAatN1WlzKaHxsXG+MDOujjz+yLVxUVvB22zfQZ2Y56+vqTXIdjyLRD7j5qCOG3TeDyHMEMXeYHBNEmynQeIConTTYpefZgLc+92csiIPgfDQ9qdu3b9kChMoSRD9u29F5x9FYTU2tFhYWdefuXTvIBtGPxKqlpckYjebGRkOumCGNxYDHIUb8NSiasm+KjX5HmLJr4mFj/oHIIWCdrmdNCoczmEtlJ4dvXDBJ98LCnB2AnZmedlZ6pqbM0tDIyF2z5Y+NYyQ5DU2Ntv2Mt2bahiOt2toa87KLVSjKrEmnDEku53PGACwuYIkoJ0FIRwLVrwC5w0y5cczACI1/17HlIJhHhgzh1gHuJcL2NKo4dq4c9SbPNHMGIGdqXckUjFtE83PTOv3B+8pmFrVt2xb19fWorjZtTEgyHjcToOmalLJ2biMRWBrygJiClHP6RRDjG2IlkN/DetkhX4PP5QEmALZ7AHYoutRaLxzwjIObz8HksaLKc6l81oAIn4Y55Oqs/nfdyOpZNh36NMveDBBVxsxmsj1Wmp9EHY8F0OdPTFNKn+wx2kUehqEb9hvUT+LNl01KaBFP+JOVZzN/DKK36eakxgj2wT2HDh1Ub2/PKjjAfW7+uCjKRYr/+uuvG/y/9mu/ZmowEMgQxajJ+HM/EK4QeVu3bdPf/bt/V//pP/0nvfnmm9p/4IDBB9FYgnFVzY4wzWYyhtvramuNQIa4/vTsWdP1xzcBajictduyZYuVBXyesEbab7bkMxm1trUZocvaCbHtd5uBAQIU2AnzxDbtIT/tSafTxtw0NDRo3759xmxgcOHChQum3nTo0CHxTvwv/MIv6NVXX7X10fczhD1leQaDcNrNGQjiWJ+BGRgIJ8wT5YQBi4eTeE9n+jDg99+beMJ9mirdumZQOI9/9vc1M33OCNro7fzv3Lnzc5aydravmOTfN9QtzGCNEs4pRYWnqQ98cveNUJAfsNRY4gGqVh9afFfEV2nTivgNXnyHlPBkIDn01IAp2eDwy9VvKjKltA5hOiQbEOAomdjBKeAKMDUgGBGPDnhUhXxG2cK8TWwIHUxdQvzjJRZHXxzSXJifFUQglm0Siazi8ZxZG8JEZICK7W7ST54IDCgcjova5SkfgyO84DgJaWklgcjOw5CgO+0OL+UxHRopmunKBEwGhG0krkRNvWbuj+nUO2/pnXdPmVSkra1dL7z4grbv2Kl4LGFbmSMjo2aeEks5ly6e1/lzn5kUhbMB2Onft3+fWZpBpamuts71FUZuTLcUSf+yCqjBZBZN1Yn+wYQmVo4cYc1CxG5IIWCAkMZEDAly6DcS4XBX3rZgJybGNXz3uumoomeKvXv0SI/uP6ATL7ykgf4h88J76dIl28a+dvWaSaLOnftMzz93TEcOHVQyjr5hi9K1zUpjab+Qsfq9F1pgAd5KqQrfAXWmRII5GBF9mYg3GpOQyy1pcWle83PzmpmdNenPxQsXdePmDc3PzSmfY8fCOYHp6e7S3j271d7Wbofi8KyL5IqD2NjGB9Z333lLdbU12rVrp00mGKuE+TSwAWjqT5mlRVu4zJwszFacPmW88PNerYNxzfgxqTrjK2CugtHnBhxhZHM+ERiL7gD0snDWZsyinWPIqa7IrtWyhu9c0XvvvqPmlhYdPnhQWwYHgoUKPdi4MTMqOn1VfCKULyYq6kaOEbRqUacLDtcDg50B8BgumBLMCT8NbN748KDg0jQP5nTp3Zdj6TySCDJVvLrQcGBQ2IoygrybuYWL2kz6LzWNb+uXCsQmKg91qn9cE/Q1IzZRz+aSuNXii669viEet/vdEQc/sZtuic1XPA36uY/0GWa/XALrAwQYQhNUDME/6XSNX3as4eRB+OTXck+oojOPVR9UW44cOWLlgHdSqaSp84DfyQuzAdzQBbt27dJzzz1nTAPOFMnnpdxr9TI76BDqwAgBTnqI/w8//FB79u41tZr/9t/+m374xhtC/Yd2+Iu0SO9Rw2G3F8tDrBOoVoLXKRdCnzahrsOOAHBN3L9vxgo4R0C4a0vMCHWk/6gcUS47AHihZzeBfD/4wQ/0ta99zfAvqkIIorioC2aJXQLysm4AJz/ScxHGDzUjpOAwT9QNQ8HOBOclUAH1MEPg+3zcy8R/+ftagip/qGe9a6P49fI+Thz9Qhtp09O4vqLEf9BVDBg/K+17rv9RN+pgcofQz4rkm0E8HhSX0aZ8+TEEmqVbq6IVtQKPSxjKXpFirRgHsW+TT8W49yW6MwEeEEdFOPTNsyf+MUOIjr9UMJUrr1/vdO+Zg5kM+pIcbHRbdM7pl9tKRN0jn81ofm5W09MPHHJMgiBrSjaVUWehHPuWBmjAGPFs78BDAh8QMCFwJb7TfafiuAyiv5BXLl8way20kF2FBB5wbZMAL655LS3MaWExq0uXzuvUqfdM979/YNB0Ml98+VX19A3YAWF2Bl6IndTkxKTOnb+oGzeuG4K8PzGh0ZFhDd+5pU8+OW2SF7wXo5feZP4D6gxhUzdEPQxILpc1mIs4ASt9SdcuEBgLklk9sm1YDs3mDBFOTt433cpPPz1rW68wE0hDujo7bUE5evSo9uzZq+bmDmGus70VJ2GNwuvw0OBFs/bzYGpKb7/1tm7fvKEjhw+b47OurkHV1NTZIWwpG0hb3E6IWS0yGJFyA4szG8f5DBY6aOylJQ53uW3gmZkpO4DG4nT1ylXdGb5jsKNzj2Stv69XPT196u7t1WB/vzlpq6urt886Pz+npUxG3Z3tOnr4kK5dvaIPPzil2nSNOtpa7cwFnqRRS3JqY1nlM4vK53A0kzUVnzi7FoyDIt6M6UdPjLgF3BZ+Br2NKd/5/sV9AxcZMJO2eEfM7KjtPpEFVSgOpeeXlFlcNCZwZHhYA/39OnTggLq7umx3AJUjdkL4LUcjJqWLxJy6j5uBwIf1nwJKcAaMyfz9mZCw1D8AleFv7apkAILcQTJ3Kw+uFcF+9pcD10xYThIaqaHAr9ijHwfPYLMAbcVnCl5W3izNilaUXlZkXqeBpQwr06wR7BMxy0yYRLoVaXnxdfu7zxW+E7defDjtxs8lEGwXLapizJXtGOtwfifxBjcboW44zaktksoTgdw9vYgUGjUbTEhDOB87dsyktz4NhBy4jDI5Q4DUHCeMEKvgTMwxv/32Wzp75ox5FA5DU+3Z9wzMAz/K42wX1vJ+4zd+Qz//8z9vQiAOFyOFf/HFF60YCPqRkRHT7Ue/H/wN84CkHXPErB38gAvVoR/+8A1TV8KPDe+0bffu3Ubgs8PNhQnv733vz/TGGz8snWf4sz/7M6sfyT3qQoNDQ+aR/l/9q/9Hv/3bv6Vf/uVf1q1bt/SjH/3Idjwwu00/wBjAXEDks3bBlNCnv/3b/5dYQ2knqkMcaIa5gMn61V/9VWMA6AfWSsrh8oyAvQR/fH/5bxiO43mt8FI6WyZKI8mCN8pDnRulKZUfMCx8J35P4/pqE//0mJ+VT7j3HhcVufRBLk+QrgOTm9SeeHVvlrz0GJQVlFF68w8rx2Ul1l2Ryyfl7mkfivGkkQfTDVyjMFbGkRHVdcvkSnPd7g6wxqJSKsmhIScJdky5rxXCpqh4LKpUImFEEGo3cPOkAEnaA10BEbQMke+28FxEuJxQs4zIs0wukHeT6jqzn1jHgWFA0BPFxrFJXYvKLM454iwa1RgSlNMfmN45RPax547qwIGD2rf/oNo6Oq29qHNklxZVW1dv9vS7env1ytLLejA5YVIMENatW7fNa/HFixd08eJ5tba1atu2rbYVDFJrbm5SXV2t0ulapWtrDOmCuJwUyn9QtwsAPuMsBGZTkXpks3mT9Lz//ruG9BcWF6wPOzrabccB6z1s96ZtgUGff16xWMZ8LvR09aittU27d+7S3bvDAr5PPvpI586d1/jYmOndP//cCQ1t3aWmxhYlU3gzXlBhmW3WWiVjENosOjkV8ou2bcsYyecLmpqc1MIiJu7G9eH772t+YV6Tk1MaGx3T9MyMwdjc0qy9u3c7y0S9fRoc2qJt23aoubnNVINyGSxKIH1z1oZQk0mnUtq7d49OHH9eP/jB67p04bzGTpzQ1h27bHzZGCwsmroWzAjyn6RZnIgpzgHfeHDAl5KtaxkjEOxlZtYy+UHP3YaYH2fcyeiOjcOV8q0YRzDiSMFYeJYWFsyz85VLl2wRGxoY0LatW4xZWZqbtb6E6TFpI9vwMCNFzgsEKNncLueNkXD1wfziDC3YrQAGDxIg2rS0FcmhPB9n9+DFz0+7lzog3NKfgmf7aD9hOH1n/oSrXau6auAQVqVrXFA5wj0FmJ2XamWtVa9VUJGh4rVqVoZlGYT1l2RLxx+XoeI1CPcir8cEPwych5tp5xCBQwghegFcxnzGxwY2/pHCtrc7fE1R1Qg5CE0IU3AzzvywavPWW29ZzRCzENmnTr2vy5evqKfnIxM+xRPOERZELMILLOwgZQcuCPBql4eZ+jgjQD+Bh1Dxef/UKasbqTlScgj+17//ff3pn/6pCa4oDybk7bff1n/8j/9RR48e0S//8t9QS0uzSef/3b/793bOzM5QZbO2/pEOFZS/9bf+tg4cOGCE+H/9r//VGIqe7m7rC85XwUBxwUjQDg4v37t/X9/5znf0cz/3c+YAEwZpevqREfYwEjAIv//7v68jR4/qn//zf26MBeEcCv7N3/xN/dZv/Zb+0T/+x3ZWDZPUCAw5KMxOBu2Hcfg3/+bfmOUgVKcIow5bQwMVJ8L4Xh6+an1aGVbt+1am4X2z6Uj7OAwAMMOMQQs9jeurT/w/jV77PGU6XGYIJvS4Rkmk8KlWJlkZuvJtZcrHeQvKcbSDrQiGGwPpqJXkAlyhHnEGKwc6gobRkdCX4jxihgOP2HapISyTUEDwQ9jkoWRNtYHtT3SxU4mk6dwbcY5025Isl9coO2RKJQGxZtyK364IiH1rTtAmu4WActS+Iom44lHMMsIUxOXN8aB2AmICaaM3+eM3f2RELduKx0+c1LYdu9TU0i5FEqYKwxmBbC6rGtrCwczlnHm4be/sUEdnhzEMk5MPdOXqNV29elm3bt4wicXbb93VO++8bTqQeJrlMBlE+sBAv9ra24X+ppkptR0NJBlIsLGtzLmJaY3cvamrV69p+O6wSXAmJu4bwj129Jj27Nmnvr5uwQBg5x79fhidbHbJCG92D5oasfRTZwdiUUXCTObgQL96u7tMPxTJ+jvvvGsO0Pbt3afnnj8hbO7HkZKZpRvnmdgdBpMySxmTeM3MzujevfuWjwUMKdf0o0fK2GHqgiGyHdtp61ZjTnbs2K6+3j5jnpDc27Av4v0xqmhNWjAAePFlVwRqnYPgfb09RvxfuXzRTH1eOH9Ou/fsV1tHj30Dd06jYOkZU5iONeQf5ZnFCSdaWOlwOyl+IS0xAIwZG2LBGLJR75hO43J5D6z9wKDFQtyCOZWLSHMzM3YAju3svXv22PeFGKAuJH7UjfSMcW8gUR4mVKPOuhVjicHPmQrnbI9KPeFfljRaaECwlM/wBA0IDXtrAu/hJrkiLWpVuIVWJq6S3+Uu/62ssxxT/alKFdUTfhmhj9uYShgrG7dBeRtEV5Ze/T2o01Bh+dnSlsr3xDPjKRjr1QtbP7RUHslWvKzIR4yvxrEdhPj0ASNiOUjlcDj0uIPSw1ou0rXKl0h4+Lmcbr0nX7uZLHCV2e5EyWeGLWlONx7cgTQftRT02RHWVLuY214Fhjv67aiyou4yMzNtQgCIYiTwqFwybe/cuW1FcU4OPIyUmzSzM7OGo6rVY1KLQKWZtdcZMJCtU+yqIklHKo/1MwwqoC+OkInDuajV8A4BzQ41uOg73/6Ofv6v/lVTucTiHufDIMhTNTVmbY3DwziyxGLQP/gH/8DUlg4fPmwE9scffxw4m3S7k0ip0d2HIGY9Q43p7Xfe0dGjx0zPH6ttpIE4R6rPLgPlwzC98vLL+sVf/EXD1aiqgh//4i/+wvqLcw2syeTBP8L/8c/+mfp6ew1+zIr+5V/+pe0CVCPECfOMAN/yca9qZT5uGeH0jJNqZfp1iLR+LKH69JWQ/FdrcLhTfuqfN8BBRPNzV/ltzWzlxKE8HikGhVkxLmGAwyytR24uo39bVWBQbggXE+KT8+BFNiWJSCmynJdDqQEx7oUoFGJoG5v6EHJYtkEfemlJkVhGMcx22mHavB24RVUCqQg/Wmh67sFhJ1+jlWiNdPp/hj2BCwbAKvYLx8p22vLCpDcCi/bBScekWFHLuaIiAeFOedQBAv3B66/r+vWrhuhAyK9+7evatmO3IUT3FZeNqKyrb7A06LazS2G8CNaCTAoC5EX19PWqu7dPR48dNpWay1cu64btCNwy52K3bt0U6jqYfkPvc+fOHXYYqqu7V01NbYImnp17qHtjY0boX7t+3WxGI+VB3QSi8sUXXrSFaf+BQ+rq7FFh2enkQ5zD0BijJZiwtHkWJj6TnTc1IhAN/d7Y0KBXXnlVO3fu0vvvn9KHH7xv6kDXr1238wzHnjum7du229YqyBkJf1FxOzg8Mz1hBP9nn52zRQUpEVu9qLn87Dd+RolE0nQ4u7o61dnZZVIaGBy/WNLvWP1xgw8dsoKZ28SHRE2KA+ARi6dH6evt27boZ7/xDf3FX/y53n7rx8L+9i/9jV9xUvjAVjSENePICH4OITNWbByE5o4d+qb9DCNKDwhrG3TBOOLZnwVgBpfieA4YXxA6/xIpIVHhXMP7p96z6YN3ZHwoOGYDFTnX34xHY5wBh7HJwXJ2urjsm9EHML7A4camn3QGQhBq49HgCLrPJ7K7T+kD/dyoDCfex/m01YNCsasfw0WsqKJKRDhodUlfcsgK4DcBy2Ya49NUlF3xuonKQknI7MstB5dCHEp0EX7o8mZ1gqE/JwPwuDD7ecJ0KYO5/hONKDWketLSehNaqjZfQblMesJVF1SITChQ56EOJNEQ7C0tLWYFJ0zLeKKN+U04tuuR2CKoQW///2xpEdJ9pPgcmP3hD39o5SANf/75543YRbADgYqw5PKly4an2UFk95Lw8GVwGg4BSFZedyFkuXTxonL5vMHw4ekPA939jB0o5iAxh5AhnsfH7+n06Y9snUE1CeKbdaKxscEsEP3xd79rsOJ3h3NjmF3GOhFtAC7WEfwAYOKTdQ+CH7ggztn1gKkAt3PWCcxF+SYoCtmsp12sETBV27Zts0PCpIPgxQIaaqowMej5z83Nq77eqcnu3rNH7W1t1mj6mR0GvgHMARffgLrDFzSIj/PfKxy/1rP/zo+TZ62ywuGU58sOh9O3XMTTP5wz8WHhdE/ieWUPPYkS/1cZNgn8hCx3RwgLBxgrQDPlJP7JZjcvQYrSeyjMp13j7st2cPi3IPFq4MqlGAEUEDW+JaX0/sHfKTd4DmggHwPs/kCtWX8xiytIWp0jJKO5lpFsOmLfJpe5Ig/BarCUanAwWvIm4SwAACAASURBVHSQhngDgT9BmG+J9bEj6oxAM3ONPh13R2gak2GMyJKppowO3xGS5PMXzpu++IGDB/TySy9p+449StY2CYtETj2DMjAJmlIilbAzAsvYd4aANR0QDnRBcIK4QeIZ1aZTOnjokHbu3qXxsVGTDHMQCgk5kiEIZnYDPvrotIa2DGnP7j2mBoO95/F7o8Yw3BkeNqlQqiZlknOsT2zZsk3bt+80HXmYgUJhSYlkWol4yp5z2KZGvzUaU7qm1r4LuxVLi0vWa/Q9P6TkINOBgS22eGzfvk3vv/eeqROhHzo3t6CxsXtipwJkz6EtdC6RioG0QeRIsLBhPzAwZF6O+3q69bVXXzF9z8amJrOQhO69q9MtlowZc5YF4etX8+BOHIsGyJuxw4+8He3tOnnyhO2ksKi9+/abeuHkcbV2dNguE8PAiHG+AYjftqMpjWdiHZLl0Y1BRlBACBFtw8n+uBFlnxsu14f5u602jgmwgp2ZP6Rqn336qbq7unXo4CGT6tE2CHlrj0mgKMOAMcbA1RmaD1YzeYLig9SUQduqX75M42bKzDuJjUkOcpX6uUopoaZVid1EUFCAL2cVqCFcuKq0VYlDKXyBoaAv7XETsFQmKTXNR5QCHqMVm8hjxbs+diRtufhSzSalINylwAncqqtKkJsYHu+uylE9wFTVgnEcpKhadPXcwWT0kPMaGj++IKK/0DbGmpVbBNJXcBzqMuCgMkHucCc4yfcNBHRnR4cddiX0+ePHrQxwJoTyzPSM4UwEPRiDsF1J87mS0nvvnTL1IgRO4GjKRQIO/nbEYri+Msyk45AtqjwwKbyzhmG+GgJybn7eyn3n7bf1K3/zbxqBTvo9e3abB3XOe+E8Er184GfN8VJ8LPRhKhrLQZSLVTjicR6G+ipW4zxeRqLPOuCl/3we1DZharhQu4Ew93fiWENgkvADAJPFRf+yE4LDye9//3Xrd2DDKzqOEukTzxjRf6xb1Omv8vfxIX6gAEP52cc+K3f6l4v+BE7a8Xl2KzbTnqdO/D/LHb2ZDlorDcPHfaa1UlQLr8hR8epzrBHso1fcfVo3nP3biiQbv/i5UHmHwPCS/xXEBvX4xCDi8s8PXirl2QirYECbFDawbmNFBwgNSyxIaUEK/NglMGItIPQ8QWjEnK/W3611gUTXdI7cAWQkpuw0+ElEHcYEGEHOrgNWcyJuyzKPmgbeej+1Q02jIyMaGho0KzIQ64NbhswKESo9xizgibWImg8qGo7rAZ+YJRnqMTjQI3cwMFJsAmMznnMPyZS6zAttt156+RXNzc6YNYSr5gjqVml788PTp4VnSDsYtoC9/SWDmQNWJ0++qMOHjxohzuHhaKzGVETwJou5SeUyzrOxWaSJOwl44AyMrW0YgXwMbwyOSfNSq0IBCItKp+u0c8cuOzBMH7Dte+7cBV373p8bkoVRwGpTbW3apECkxzHbUKC3P7Rlix3aoiuyS3O2/WxIn2+LCVA6LPQNY4EE3j6njSfnRItvzzgiKd8Lwtm+o6TWlhazBgHzcf/ePb354x/rueef1w7MorGLVMCzMBIfcjvrPiW1HUJxHBcI2ldNkvBU8nA6IIJvbiMcW7BOdQ3d3GJMy/mMpicn9aMf/kgPph7o8OEj6h0YEJZ8ioWcMTk4BaItbkw6ROLmCkXTVl9heaGyEM9gl6NX9KHrO1eG24IKEUkBuKU04faF4yyB/xOuyIdVu1cWVpFmg+iVqX3izda9MveTewOOShg8bFVqCUVVEtyl1CZ5D8q0W5CpRIiXUlapOxy31rMrz9fv76sWKqPdneM4a2PwTqkOugDGUJtWdgURQZoSKOHEpcAq6YKgyuzhLJXPaxVdali5MNrs3sphlcWV3lk2DA+5icWzvZcS+DWsaCo8qGZyEBVc7uarW/dwRAnKQsWGOR1JJC3dG2+8YWorv/7rv255yAcxhy8Sp/qHc0O82WMgABPGczp75hNjMiCGIbLj0ZjhW4Q6ti6CsXEMaQf/3UE7YMFxIUT/p59+KhwJvvzyK6Y66q2nEY9lIG96k3Y01NfbOSyIfM4jQDxjgSyZSFp7qRMiGyL/1HunNDoyql27dpuFOD4JFoJgiBDygZchxrmzO8CdtZd2Uj7e22l/TbrGdoFdtzuGBrVMGADqZxeb9PQTjBbhWFiC8H/0KGXqn0tLzis8aaiDnQb6gIs1hmcPi/+UPj5Mj4affbpqd5+3Wlw5jG9Sfgs/rVUP5VbG0UeEcacN9C/3p3E9deL/aQD9ZZYJSlnjG1v4WignnMc98zccGm5VOc4h8PJ7OZXP6+7+rRzvn4hZCyqighatSBKEWRErInyhAexBOiPWHJEGsrHLzH86KW2YAWCi204AajGoZARqGUxk87gaiytiBLqTLjkCuuCQKpQkDEMYLl4Ix5mTOXSyE7GBCgX1M3F8fOCcCj8EMBbRiNFuDycndP3aFTOPdvHCBdU31Nt27ImTJ9VuHg6RoKOetKRYFIciESephfCjbPqQSWv1uynFxC5th9okd22NKKdoLKnaumaTQmMyE93+vfvS6h/o16GpKafac+2abt68pYnpCdPTBwF4Ah2pSW1tg1I19abCk81mlKpxSA9zmSBNJOUgXP+D2He7EE6tBROihAEnZYN4sYrDtjQWctDRR+IzNjaqu8N3jfFgISDf4mLGzkrQ3vqGJm3fts10VXft2mvbw6maOtcvJsHIKVmDNBv4WSxzUrSgCOcsYJSKXgeTD+mpW9IFY4tt0ID4x+Y/Y4TvjP+HVE1aBw4dtp0TTNlh0YKFh12BxqZG5/ERVaw8xzpg/gJ1L8aPjZtgl8ZtAniewo3f8F8/hcK7B6bnDzUX7FYAcr6gxdlHunT5sumx0l9sZ9c2NCDvVyQHMwLjGJyOtzMiyxhSDeSvgEUfOPAcCAAaTFO7u3eD3+ZuKNLDbPACkA+oQDU+3N9dDaHEwaOfy6tjyiEBOOWAJ/XkgfMV+PcnVf5myqHODeovgVUitVcWXIp3RZWI06oEv88a+sY+qNo9XLaP92GheyVkJuUPhPcMEv9OES6b++ug8O33FYTuJFsn2qUMiPFA0LOS2CGzBzRUbumRuHB8+d21ya8FviYnqyIVUyOckxSVoNp7sCNKvMkJSnWXCX8ITGfn/5CpZpIEvGk4vuAsxjmhkMNf1MtBW3T+UZ88cfy4qddwPgjmYGF+wSTy4Fwk30jKkZ7fvHFDpz88besAjIa/ctmsGX/A3wrrJS1jakbkBFgIutg9RlBEv/zjf/SP9Ku/9usmlKEM8Pv0o4cmWf+X//JfmoDrb/+dv2O7DgiYPvn4Yx0/ccKITlSH8A8D4Y8UHyEPxD9E/JmzZ/XCiy9aOAT4lStX7XxBb2+f5bX0GOoIvjXvqIZCkAOzL4+13tadQH1ox/YdevDwoakXsbtAOtqJsQx2nGE4UDNy5eWN2OebcMEosGPOmsfF7gXrpGM4nBMwv8Z5uPzdMmzwx3/nDZKtG00Z/lo5/t048mGVcNEGdkIYJ0/j+l/E/9Po1fXKDA2EdZN5tFexhq/MUx5U5fAgrHIb12M+fydDiXjwuUFeFWXyGs6zItrX5RChTRQzRekQrzECtNfaTFon1cRkIYSfJ/6RfjjiP2Z69BC3rlIIaKfq4bQ1yOk4Y4O4BH9A3HviDokul0n+i4omkcakBZOwjAWZSFKxVIMd2J0cv6MPTp3Se+++Jw6rgnwOHj6kgwcPq72rR7hAR1IdS0D00xbKZjJCsLntOaqii6IQtf4FYjf41kxqEKDXOyRfPp+1rU8nvYhpbn7BEOnFS5fMVCc6jsThSwCJDV5vsTYBcT85NanvfvcP9eGHp4T+447t29XR0aX6BuxQJ43gp++RyNCXTmIEc8BC4BypcNCZOGADQWN3/+GDKdt1QB/07vAdg4NFBeaipaXVpFlbtm43Xgt7+0i28RZ8f2JS2WzBmBq0npwkzH27XHZJmYUH1nYOw0KwxzC5CQNlZzCyxiS5bou4nZUSg0cymBXGCswC49NJ8KOxZSVTKcWSaeFA5uGDB7blzQ4F5uTYaudbsMOTyy8pVYs+PvWSPxi3iP3DdQFEabD7NBbowm282Ze2MWFzJQpzmVcxnzMLP37rnYXqyBGsQx3QMgfgokUVcnnF62CMapzjrmJGYpcmH4xXX1UIDmsyMNnAcv0RinZ9QoCP92UEY8+/uibTpgqqqIQnqrS3lHmdB5+tsv51sjxelK/g8XI9udRr1F8KriCt1wqn5y0Os5d8BXCJ/65EVHRgxauLLxXumkcaH+TvQYBBZWtHKaLUJcQ5DRlXiXv3sJSSWUkGpx8zK2Ci3BUB5YwbPpFvc3mpxeArNXStwn07XbkO94bqCD2GS7D5tUYcZUA4Q6Cj6+/UFmsNcuLAy6auaAX6dc6tCRD/mJ/k4Ox/+YM/0F/7hV8w624NjQ1GyBKPXXos/IB/2W3+oz/6Q83Nz+nnf/6v2Y4lB26pA+KvkHPriRkwCHYe2EFgmoPDr165orffeks4l9y//4BZOHNgOTUdhCYc9O3s7ND7H7yv1177po4fP6633n5bv/s7v2M4m90ACO4//ZM/tR0BfK+wE4C5aM5q/eiHb5iZTX9m4I//+Lu220A+dliR0LNmQYgjsUaQhJ4+AhnUWzlwfPDgIauLdZ120a/f/va39Yd/9If6o//xPwyfoc/PuvMH/+W/2IHg/+3v/T1bK1iXyLeUWbJ1AgaENRW1JqT/qJzyKRkJJiwLcKB9K9SNK1Qtw+Og2jP5/K9avA+j/zd7UZ5Pz7O/fJh/504bWPNhDp/G9aUR/+GGVzasWkdUpvlperdPHHxndyt/9Mdrh8/n76tz+/HkxiPp1hqY4fBgyoSDStMotMB4BFxZPZMkcJi14rt6YAATQo90ASoHLiNMQ0wAk9MkKAHxT1n8HBEbTMQQjO6RRYsfDAOEHT+aTazbVrQ4t9qpaOmguTJ6cH9cZz/5xFRacDTV39+nky+c1PMnX1BdQ6t1XSG3YCYWowkk59TBoUzneMwOiJpvA5ga4ENPzyp3dUdRYyJPIOS2JxYHLCI4qwjz84tGZH/66RmzsgOSZPxD1B85eswI25bmFk1OPbCDyCMjw3bnsO/NW7fth5lQTHYODA5ox46dJqkBIeJMLJHAVCYLE4dzkYhkTYKClB9pE8Q7zmhu37mtmzdw0HLbbDfTDg7kYtoOHf9t27YbI4IkG0YGs6CYrPv444909uxnmn40rWvXr9kBMKw8oIqEac1c1nmKREc0bt52+T6gHTceWNzY3g4ojeCQHePAMQKGCwCGnQv7tvQnB8Jx2MVh7aId+Dp85IjOnTtnfXP+3Dnt2b3btorzhaxZIkokUoolILL94OVDOVUwJ7ULhpF9wCCNT8p3YyzbeGa19cS6K4Nk+UxWM8GhQOBo7+gwxzMDQ0PKLi5an+ULBdjIgHHgDvNR3tINyzH9OHLtDwYOc9LGV/Dun/3dw+mT+7aG22FpSgmqPPjCfCb/XiVpOOgxk4ez/tQ9W1vBZKGrWhjRoUSOz3KS9hID4D8o6XxX+7sVH/7mnnELFVqqwIXZ31J08BDGw8EYIsb5wHHlG4FtycP1+WlpqUON9Y/MiQDYFTD7+PJ9g+hS010O6jNgSrdyScGTB8nuwYuB8xhqP6sKXR1gO8TLRTMRnIqljLj1qfwI8PSKX69QeQHfmbWbY8f03e9+V3/w+7+vV155RfsPHrRdgRMnjhuuw1oOu83g0snJCf3G3//7JoXn/Bg4gPo93in3IeuaIyIhhiESbbc3GtXRI0c0ODDg1toSzkLuFTFfI6gTffjhaTPO8K1vfdvOJUB0s+7AHAAD0vbu7i4jzNGlf/HFl/Qrv/Ir+rf/9v/V//0v/oWZ5IQo5WAyOxScTQMGdplhaDiAS/v5weQQ98d//Me2e/Cbv/m/a35+wQRJrFHsjnznO982ny9/+id/YrsQMC+joyOmwvTCCy/om9/8pnUBFoooG8eP9AXMTzZXtAPCO3ftUl9fr/80RujzPfg23P3FI/3qv5kPr7z7b+nvlfG8+zLC5Vem82kqwzfzTrn03VdK8h/u0HDH0VFfpLM206FPLA2jrzymNlVsaAyukzdcaPg5qIIg/ythA5cunNqQeQVKXQGkz1u6+wb5+4rUAQIKwWCPYFsXZd/UdBE9FL5g30+OOEYPuxiDeHJEMTPRf3f37UP5qMPKd1JkI444uBtsn1rzTBUoKKvUMYif8+YB1UyGsg24OKdIqlb/P3lvFiTncdz7ZnfPPpjBvhHLYF9IEOC+k5IlSseSLNkO2yFfx7V9dSPOlfXiOPLy4ie/OsLhp3v84hc7HGFbdhwvOleWZFmWuC8guIALCJAAAQIk9n2ZrWfmxu+flV9Xf9M9MwAJyjznm+j56qslqyqrKisrKyuro3vAxseG7dQH79kLzz1rTzzxpKQt99xztw4dwdxiw95VRMZlR39q4pp1o7ff0WUVGL+0P8zZT6nTUE6nKGkGR6LuNtxlUWiqrjyRiPOgUsPthyw49u59XXaUkaLzoDOPzjoWGLi5lsOz3V39tmr1Rtu16y4bGblmJ04cN84HYOoTIslC4OBBN/25e/ceTTqYYtu6Zat0Obkwjby51IxFBxYZzp7FOs9BWVrgdmJwj5oKl2qxjctB4tWrVovYrly50hYtXiLToCqkTdmdd96r3QYOaXF1PBaBfvjDf7PXXt1rHJJ+6KFHdAi5u4dzAZ1WYyHUiUpXw2Yxiz/OSYBDLQImuNDEJen4abtYi4DWfVLEcYybh6ck8WJyffLJp3RPwa233ib71dx8SY9kkqyhpqW2y/oeamiKkdqQCsakmRasqjN+lI32p6118Bf1HVdnQtLP7g07D0hq7rrrbrvr3vus2tll165wqc+UtqR98MYiJMZKYyKJsUCeGg/qV/pSMZqGdNNQ8bHoZeV/gt1EdOAmGnk6t9nuO4AT3swQekHa/E/R24T+L+Kd4yxQHaxg45vK5jFD2h60WaiaEV8t8N56KDhei8zcof8SuDTQ7jsO3tc9a/8fZfXwFvk2QJRcnlexCMhDowvh186dx2/nJouUjUeJPBvagdfTRdtlU/Zn/CHJ5oFeo16Cbvz8BQtUH3asNZyqtKiXSaqZ1aoYX6Ted9x5h/TcufH3hRdesNdf32u3JOs0L+95WbQcy2CrVq+23/zN/1N0Y4odBS59RLI/6efFOpPOfJxdgz6yyHCyNCFLb9/85jfFbHOvCTSRBQSlIh7MPzr+X3j8C7LmhslShEX/9f/5r/LHwh2MOweAv/F/b9WFlvc/8IDqv2jxYt0DwKFhVJPIFNOh9993vy1bvszWDa2z4ZERManswqK3z6IAqT4Hdn/v935PAi7mVm44Xr9hvf3mb/6mBEXgF8HS733724KJeW2k/uyI/M7v/I59+StfsVtWrhRsTHp+4xvfsIcefki0sbur265du6pDwH/wB39gW7dw14vTTXYbECaKL2mieYoy53+k54k3btHlzC++WwGNdHkc/PjO/VqlBTcsvmi/m/F84pJ/Kp7/8krNhow87qfa3aBd7atBHMULhycKItMyoUcpguKzLUEPghzvImXmCCB4Fe6c0Wi0J+ExzmQ/v4niw4Cxkp20iqy6YGvdB5K3O6VUSdOWdAMu/cVV/Kg9Fze5ZJgFhEtLowIUEMYKaYkzfRCAiakpMb3VypiNj9Xt+LGj9tILz9qLu3eLcYZQwTii8oNqCvyWCkdfxSTm6BjGG627p26yRc8OQFSUqNoRCLltXhavA4zn6NiIbrrlABNbqxzMgnlHp48BjtUHVEQgythahvFFcoLEOg56Ifnu6RmwNWt6JZHHnj+353KRFteqczvikSNH7MUXXxJs6nXr9tskuR+TdZ7zMvHGYqGhJzklYr18+XLppXKYGDfm6mRdobfP9exLbYlOKPF+/ue/bHfeebf0SF988QU7eeKkPfvsc5LuYFN6+fKltn37Juvt6bKKLgWD8eYsBnbtJyXB54wHkxN4YmfCpUhOmiCA3t50lmhf759MjEhFWDBgUo57GI4fPyETdi/t2aPyMVlzcY6k+yy+1Dzs4kQ76aS2Aww/2lbl4/pdP7fCrdCcz6Avqsk7OLdAXSoykccig0lr//53tOvBTsSKVWtl5Sm6ihai6puuNha7YQ26x4Qg6P7mI35ewmYmSn5pUKaXxmhkWDB+ERhAPI9sQKse/h14IU3mnqOEtyiS+MdyvgEvL8enzJ2qVNRMjowqJ9wX4Vn18PNbytMiTI0t30RcwU+Go8yZgcnaqtk32tOL1KoEWQtTTqSieZkKcFGmwmMOjhb5ZV5QR/Vz7+CzwyNtlt4TlD0jQtoREb4Ch22R15S3N5fDaYxDj8I39AdhE6qW7ChCnzFFSX0KwY92fX33O8oJw8ZuLBdlIf1+7LHP2P6398ly2uEjR+zypUticO+99z578MEHxPxfkzUhP3MFvQYGh295czmhyldUOZ0zg7mvVmW+k3yAQTwWIdAkaKv04LnssKtLF2MtWbbM1YnGRm3posX2rW99S3no/gIdMB7T7eTdvX3anYdWc7fKt7/9bcPePow56pvQaxYpPKjd8GDBSPMogp5KRQw9DDt0GuES9BMTno9//nEx56RHPQiYv//7vy91JXTdEaYgqOIwNPQdHACb+Qn1K+b1rq5OGx/3Mwa/9qu/JhUlykC+zJ9Bq+lI0iqYY98jXfyA14CjKhbfao8UHm6PMf0/MNrFCf88H9z0Pfoa8+HNeD5x5r9ciagwCJgJQeV0/2t/l4lcqm0MfH02fbSK8BFQBOGEAUpvIEV2BWPhnnzKi/dMOYqBT3aLc4lqMSmkPASEfw3iHXDpH7EIkMCf/MQcRcbETCoZqIkgQWEHoKvbevvm27VLF+3wu2+K6X/llVdEEL7wxS/YrTt2GDewQiRh/qsdEM8x2VyHiFR6emQr3usJYfDDt3G4mb4rNRWs+aSDzgxYWAImCaQip0+fsb2vv2Y//ekTYtI7ajVbvGSpbdm61bhEa9cdu6Suo3EQ1mCwyFPHPJzvlOisBFWuVqyvb57Nmzdoa9ZsUHm4+Ou99w7Zm2++pbMDXJ7CwuBfv/99bbdCSMN6A4SW7daNGzdpqxfLRqj3zB8c1FXzHOqNbWWk8yzYyg86pJQB4r106TL7uZ/7nC7uevXVV1Q/mOC33z5gy5cttisXH7YNGzfa2iEunelVQ8sSU33cJf9JukYe2KgeH6POGbFkEp5ksiNG6he0uw6JuwSsp6dXE83OXbt04BYb1tim/oWvfMX6BweVbgrmHx37Sj0dzk4WoGIXqoCd+l/aIKAfMZHSpuxQ8NRkf9sPpzNZsaNAn2KSQyeWX318WLqwff39UnmqdmHilF2pYcEQI6hJITLy7qw6Uk317bQAUAr+pdEQw6PVGFU0+qnHTykaadUrUx0DblKLc/gBPAKzdwCbIYpgJPLRHG1OibPM/nd0ltoFFATT4g36qUNKcx8oF3/m0HLs+PblVghcwjd7B9jocllQ2aljarpTJhbfWQwOBFtVQhrOYyHNxr59g/Enri9sdBwpS8o4gOFmDkEl5v4HH7T7H3jQxsfcFGZXd4/mIA70Qg8xp4kgCcs/xIf5Y07iHbvNTeDjgzJy+3lvrygY8TEiUWXeQECR7svpnzdPKVCzhI6xi4CQB/VV6BLvoG8ITIKBZv5h7lVdatSlJlqIqlEw9QiqmCtYdMSNxVJFSqYqScsDHGgpZdLOb62muQh/5idUI0c54GxmAwPzVPdIw9wMXiTQo/xVDF/0uU685DS5CdZADsMHYxsNaXsw240YrVzNC4CC7sYc0SrJDfiVy+JzveOJdkQ1ivrfjOdnyvyXKx4VpLLtwiLOz/JNxwwSfUPNkgiT5tu5VIRMbiijDHgQw8xLzib/qFkpUuQd71Jw688WhDQN/sSVNIimmJGmgiSQ+Ll/SI7oF+obEZ0yJeIkplyr/JpVsBoEwzhZsfH6lI0NX7aj7x3yrdc33pCOJBKKz37+i7Zh82YbG75qk1yyhJoJ9lfq11QGJA78YrLx8vguRTQK/XVqYsomp8alh8hBJOwah23lI4eP2N7XX5d0HikHEhouL+HWw10779RNwKjzIO3o6e6xju4OLXJgNiGu2O0vGLkp38bFdCQTEDcMs/V5/vw5I1907dk54L4B1Ht4IzlB7ac+jv5/XZME6jroVg6tHRKTjFQGhp+JqV6ti9BDfGDuC4KUVGhAjMzaaVvVzaux1QshRm0JCTiLgP3797tt6WeekQ3qC+fO29qhtZLSA4NJtwrzmiz+QKQ5JzBZcxvH4JW8KxzW0qVfSCudmMP4Vys160hSfaTqHMlGb5WLyLhVEmacbfcN8watiwPbtO/EpCT1FQ5nF5alIINZh8r6udo2lYOysBDSoi4uEquY2ujDD4/LjB7Eevv2W20FW9Ujo9bR36eDyaZDzlUtKKfGfQdCfRlEBHOnIqRyiPFPYRFeUB11zfQvCku6cOfhn7R7LmUgTuD7ky7fR8wvobnAduEIuNM8IuD63wx62j6f/Nu5rx/6nFJQGz2FIzxavVOkclwmurl0i1Ygb9SvnN9H6HIk5YZx1HMQ5CD0KVexXTGhoewQQjVcgQiZhZuzhkHngcGfrCVLZijEyqQxx5xmYfrzTOkX3DCc5iulzYQqWhAk05jQeOYWVIlg+BXXkuplEjZJvQh6X6mIWaf+LAaYC2G6R8dG7dLFC8YOhU3NFwPPRY4sLGDgEcJhIYhx3tPj+v+k4xEdrSOMctOnbJwzT2FmGnqLOhVP3tXpP/hPmgtg6pWKdsapFwsL5s5KF5dBBpYFQv+CZxBJlZGLRtjP0iU+plQA6s8DjsAP+MZ9M56fCfPfaIzGEIpKRyX5boWcCP9P8ab4icioFk6dpQAAIABJREFUJo3qNBVP0QoBXtqiJEYxqefRiV1EFviURZEZ3/ymZVeaKBKkRkwlAHbDy/Mi/xsn0ICDSOSjVTIZ5Uc1U33yt+pI7s7Me58IlHgBo5/k1oBCRUSgJWmfsqlRzFSi/uFqGV19fdbVO2jW2SMrPedPHLPXX90jO/7oNiLtePiRx2zH7TttxYpVbJx6fKy2YNIzbWVCtGEQkcZUkNiqzKgauVUiRyS4g8Ee1gIDi0Go8nCI9sA779irr7xqx08c15bnypW3iOln23PTpo22cOFioX10FAlxzfp6+xJBxNaymyVFDYZ6QRyxLAHziU45eXDI9sTJk7qynRuDUbkZGR0VkR6YNyA7+DDC6FleGx6WiTkO+kL4z54+bU8+8VMRy8WLl0jXE9UjLDdw0Bfcx5ZutAP9lbQwv4xPfj5RccCtxwYH59vSpa4POjCvX9evHzt2xF568WkdDnvh+RfswQcftHvuu9dWrV5jA4OYO3WJUGWqbh2dFesf6LReFhyy1IT1JN8RJF/wjHQIfXt2PzgEXOvq0e6Bl5XDXwtkphWcnz59yjABilnUteu3ep1kBKquXaEa5wAqXX4JmAZZGlnUDYKrcqTFj9Yd3o+ZGDu76VvdUguj7/3ohz9MF/dsta3btmoHBTWtKfSBR7lzoeImbJsIeRqLMfy9U/uXhkAaNxGugauCFj6NyK38S9E+rk+V8+MC9p8NTqlN8uIFNwIdCxKKX/r2qLRDewQpJE8faeOd54c78pyrf8o9p8fTStMi/7xcZFWkaVWuVn7l8l3vd5Hh3BLOGH3mJmjOQM3t46xVtYLOzRsY0FkqdN0Z//jP+sDVxoZlROa7dPssTJ5obDCuFET9KhLN/mau6uzpMcRU/rTGEIw+Ow5I+sWMS2XVUygsypBBgQFFKOOLBA9AAj+QpNIw39yirpmxVrPO7KAqpemViWhnysmzm12AtBMANOaQwAl4dQY+3qls6c4BJkzmAhhi4oI331lxNaNU7GJ+am4ncDLXzgFf4tAcRjM+ybd4MmfhNwdHlD+PGn2BN/VEgOdzXx7r43F/Ysx/3ghNiEv1CL9Y5cR322oyQZcCZ01Tiv9RPmlvdaMWDd/CS5N/0ZuKjD1mq/hFFDnIqVzb5hh8CU4C5sx3msiKDEoTW96BC3BEVs3a5BnhkaOXC1/w71k5Q1/UV0RQ7I8GutopHdpVmiTNlz9lUrkgiG4bn2+kJPzc5CN8YFK9QTo+5hZsWP1rxdzZZV0IeifGbfjaZZlBe+KJJ8QkQ7w5hPTwYz9nK1YNucUVqQq59Bcdf6QXlMUFFZQbIg7xUi3TYWUI9KSN10d12cnly+ft9OmTknqjd3/w0EE7eeqUGPc1q9fY9lu3y3LP1i3bpMd3bfiaXb50sSBe6HZ2dLJ1Sj7cZgtz7St+Bj9m19CrvHDxop04fkLnBrDOc+yDD6QzCcOOKs/CBTDgy3SGYPPmLbZ+vd/Wy7kFrj//8PiHxk4EB7cOvfeeTMzBvL7yyh5JzXfu3CUVHQ6HIbFBnYYDZDqsq0vCQkWF+nt/qsliU9wZULeOWsU2btqoQ1/gZMFgnx06+K4dPvyerpdnR+CRRx+1O+66x+bPX6LLwnRuosYk0mFVLXKu2dTINd9xmTSrJ1zA/DM5MAH7fRDY/e8wmxyWklVPX59t37FDeHnmmWdkRWNo3QZbunyV9XazoEKHNN3PoK3mTJc2LWhoV/qRS6Mwscd2MuZeOyXFU99Ap3SyahOTFS26OMzHJMQFO7fccotbJ6p0q1y0X5VJDVv/TFhJAqZ+7gPGR5/cySP3L8bmLA7SFGSCMUgfyhi5NDqboBT5FI6m4KaPOUTx3Bo0oSn9f9aPlnSwRWHL8YRcR0qBGhwZzovmCPoMWEUuUpQWD6TPU7UoRzsv6Ch9OCuDFgGl+J590GoR7kbPKNcx0rbyb+UX8ZveqUBNfjfrI8edn2kgpwzbTRnj364a8CwIXFCFYWcTE9BYmyGB1GSuU0CZ80DNhcD+f1bCwp35NSWY6WP2NBJqFaqOM8HyMObhXKWJekCHMQ4BLYx64ebHA/OqnQ0k9tywPseH9LVauQ4O10E7/SdP6CqLksgzsiAsfuF3ve8yzFbp5xIn0uVxczfljG/e4SYd9eNsHvPzzXg+Meb/4yo8yNLTgvmPPHIEht8n8S532TzP6Ljyi4iopfDEt381/ss/J2YE8V32CwD4l2HyXWL6lUOkiez4zuAWzvCPN/Eb7hzXhdowSx2pzxAPWsm7KoYNouDK287kK4xwxSFe9pON+pomNKzCVDq43ZUu64WbxFzm2JgOBQEXCQT9A6KDWctL587YG6/tsedfeEHWBrBm8PAjj9qdd91tHG7Sjb2Rtw5zomuOmo1b5alOTlitc0q351aqSKid6MtE49SUjY5etRMnjulSlGPHPhBDfuCdA1J14aAOt9xu3bLdNm/eZKvXrLEF8wfF+I2NuXS+f16/JhaIK9IVHe6tss3HIahLYva51ff8+Qt27NhR6dIfOHDATpw4IXv/1JdDuevWDdn6detlRxrGkwUO6ids67JFze2OqOlgtWfN2iHbsWOXHT1ySJe0HDp0ULjhllwsLXCojZ0AXT2/eZOtXLHSTb7N65e6EIuBDlk9ijbz/sNkiLQeE6pMuf0cFqt12uD8BbZmzVp7//ABe/aZpwyGHPN2MlV66KDdffd9tn7TdpW3q7tPbcvB2slkkhTcwOy7UAA1IJ9INCGxqGRiSVvXVaT4HZ02uLCqw9PsjmBn+5mnn9JBsR133GNT9Wt++JvJie146b7S5ziskSZ73kndCQLMg6QLnVM9SQ2oPnLJxqym+mB7mjMU9z34oCY+LHZYZUQ7SZ7IzfY1+ju+5JuecOrdarwSrxiUKVH5OwMWqhb073I0jbUsbjj1joJknk3xM/82zqhCm+D/PN4z1WumMGqQMf7NFUptl+apFtj06LPBV6w2u7EF0MLRXASJmlgEwOCXYMgvRQ93q7K08iNZ2X8Oja0k5T5YlHjuKjRFEjnI2AVKzf7tvyhCO4y1SgXtZPzDfHHPiez89waN8t1BLeTLOEnAgleJNzQs3IqirgLDh/Q76FpiANvAbFXOj+oXTTM7blyYELQRtVPtxNIOpfLyXSv53Wg5czDgL8ch7jzvCPc4rWvWduimAjq8ufcWL19jEdRcT2/fZr+5fdH3EPhxduJmPJ848y/JbJJ85Y12PZULRoBGjI4ArPgFrBuFH+lne88+WMoQKCOFTimLXt0MiS/50P/KvzLI9E38kPjgVcAoHAG0DWMR44TETe78I8ucsiuIfy5FKqqDrDxJ+1UW2pvApjZSDR0gIJqySYWWRBmVmyQtFYFM6bL4bEfWul1yj7R2fHTEuLV33759uljk6NGjUvXBxvHd9z5gq4aGbGJsxCbrV6W6gc751MS4dP4nxrk4BYJSVZFgDiuVuMkXC0UTOsh5/sI5g3Het+9t6fKfO3dWFm5guDkQdtuOHZL0b9ywxQYHF+iiLPT662OjahykxFJnkn6jH3Sq1xnodS0eTp8+bocOvWcH9u+3948etQvnL0ivEUZ4cGBAev2YPuN2XczELeISmsH51tfXrwWGbunVgSw/6MtB2xqqMlOT1t/XrYPGmF7DdvLJk6dkbpS8sERx9uwZe+65Z6W3j7Uc7CfDwCP1wrTbogULrU+Xt/Q0FmOS1rNrghUcbyO/Xdmk875h0zYtfjiEy028WAJ66qmnZSJ02/bttuuOO21o/VabP3/Q2BUXz11BKk/X8PaP8R1t452G3ZHUvzC9N1mRhQwuR4NocvD3nXfesT17XrK16zdab4/rULJY1GSsHpgkRclCRkxu9APiiI5QpSqsFIfa2HWasOGRa3bxylXdfIkqGYe212/abJfOnLaJMSxE8fj4cGdSEQnJf3OnT2PEU03/n3X4CGzhpc6VMf6NBXkk8rcnzaS/8k5jC3djMDcnnMuX0rYs3FxS3/w47erWzp8SFWGJmS6+2xS3CE94uB50pIWDIOdulSMIPR8JaNZsorGS/vsugPeHUhnLTL/S50Cy+IV34RDI9M8jzpReMYhwPQho5E/KLOdGwCfkEo2QLn2H9dR6JESJrIP3iO9Wb9JzwJV5JGCpjVL/4CU1F+2Et65pYK51aKtc5+4XsOeSgrjshLAYoi7cs8K9JSwChIu0mJkLLOK0w99sfBu74pGe8tTSaQrgNX6hJw/WYoFAuDPjmlNm7FkNpp3ytCtrXtfZyk3cucQJmOTJLrXvVIfvx/f+xJj/qDQV0ZZQ0i0L/6iSS4bjq/ndaNi8kb0jAIdfOX0ZfjPET/ork8LMNFDor9lIbwxQ6p2XOT4yFahIV4LhqSIwh1Giy0UGWVkjmzxZ4efSJdcA8Uz1H6pWTIAu7Vcb5RVLBCBvV1UQ2DD6MEnoQybrADDejgA35elqQG5Tv4IEGGsBo2P23qGDMj2JlBxVIJjkO++6x7Zs22oLFgzaxPiIJBaVCqobXDDFgd1J1/NOUt44SCr7+GMjNjFxxcYnKjY+PmUnT35ge156XgdKT50+LUII07p92za7feftkgAvWbLY+vqxVtAhiz1I9bvQRULxZHLcxkaHZUKU1T0qOdzoe+rUCVnqef/I+zozwAVcWPvhINXatWsKk5xct75uaMiWLVtuvemcAHVQX6fZpvwQGRaFdPgq8ZxYkZgymFI/5IUqz7zaPDc1unGDPfTgA/bOu++IWWYngx2GM2dO2dGjR2z37he1gGIRwIIDtR52EebPXywdUi7d6uruNUnvp9DZH7ex4WtaRPmhpTFJ9z/72c/arbfdZm+8/obt3fuarnQ/eIj7DvbqnoV77rnPhtZv0eKiu7ffJseHtbuD1L24ZRlGQv2LDsnqgPbjlt2660dWajZvwWK79bbb7atf+6r96/e+Zy/v2aPLb+6//35NtuAKy0KdWKng8jH1MS5wQ+Wn6Nya2MhKl9iN+e3ILA4wg4fu7N4nn9JChnsV7r//AT/4LROkYzp8R1F94nC9Xl2PXIwLDYA0NPOxibtRhnzYFe6WwXm65A6wTfET0x9hApp/tHMXubd25MmKcd6UcUrXFLE1rJvlm+M+8mjlR1hLfxHuSDmHd6qrXhlNbUqZ+Qf9pU8rThamb6e37kywyyimiPjBtDTlk6aVqJeSR/nSuxS/6bMpPiFZmjysKREf5VJMi1B4AEa/fPpoCi0+mh0pf+/ZAaWphHlpm9O2+QJNUl2Rnf9zUsFYilW0+QtEa2eU+qehDSmhSWFFc3a0kWUqK5lFuzQCm1xq0iaf2T/KmBeaZk82YwzfdfXdCnDg9K2URMMky63oz7QJ/bLBw6nNsqg5pFb8G1HD0h6LkOD5KAff/OJxtDpw2oFv4kUZHOVtMtcQ8rAoR6u6tvKL/JvfjXwCXnN48xcCQnb2mT9vxvOJMf8UHiSxaqSxqHw0GmGzIaOMYL5p5PAnfcAId2MsNZB+M5B4PTBjMOYlyt0OK3wiNu9wNzub/JsKAoyAIwQ3g26Ky0dpkons4h3xy9/4g3v8i+wY+Ukam8J9yIsiJEhOFWm/8s/B8D/s+LvKBFJrmDDykd4i+uHcvKuVP+otV+3MiQ+NC1W4bAl9Oewy333PPXb3fY/YoqVLbfTqRRsfvmpdvUjIa5L462KWpLdemUrWDypIkSdtbGTELl64YNjn5xAptx9yGyJ29ZHoYDVn/YYNOgy2Zs1qW758hZhpKgmzjZUEysoiYGKiauPjbCMP26VL5+zE8eN29NgxO3b0mKzhnL9wQeo8mE3DpNzWrVtkgnPF8hWy1Y8UHnUeiAJSbUxiXpm4pG92HNCtZLFA/ycOlh+6urvUtJRlTCbm/FA0BKWru9tqWKFhXI4Ny27yzttv1yIGu9Zc/vX+kSM6x8BuwNlz52z3iy/YS7tflNWe2269zbbJss1qW7BwgXYeWOTwcLD40qWL2m0YGJwnyRcF6e3r06UuQ+vW291332VPPvmkvfjCC3b8xAn78Y9/rPzuvOsuu+vue23lLWt9Z6EyZlX0+iuofQEd4k7/SVMqfYjr4pN9aOJ29s23wUUr7LHPfs4Ov/eeYfef6+XZvUA1CvyIFiGEqHCWZMIMC0AF0WimT14nP1jOgrCju8/Onjtvr776qnDOOZJ1GzbY5NioDr8RXzsU9FkxdLFgSYta/DSWygOqGESASE8pTukzYulNcq3EicRMl0JbgS0S5BDaRky4z+POxa0CZRFngJ/FuinOom0z6GW/8ndEbecf4TfyVr/IE0ZjJcY/GKaIB92LbiOa67RwesMEneU24Qy+UJ/wH/Up3sSbQ9s0wZhjmqIIUZg55FOkae1ohsBX5pOqH7m1huC+ipMiBioiPuMX/XP8oX3c3I1ZZtR/oBM5/xJpire0CPO5jRAvmOYu7WI738PZJfxaPXOpQ54u4qsHRV/JiICwpGJk+MoBzOhOAtaa828qM3mon/rN1XkzNIGKeV4bqL4oZS4XbYyiCGfOuMOcs4McvGITrBRfaadcN572KDP+kabRriQEQy7JJ42GFrclty14QPF3Y37wb8qQ+6lMzUmKr0Y5Cq8ZHewIoT78qZX8M8E6kptXZfkOQCAv3mWMgNBAariZ7PnFCpC0dBTC1TfAdIyE6FxlwD/r7+vtDXMo7/SqTveZFUzgLd6RoPwd/rxjAZDcophJ/aPQ8VfLtC+P2jgmuhSXQSlBbKZWgmWBjp5eP/xrvn6dqI/akUMH7aknfmpv79snBnz7rbfavfc9IEkzh2GR8iPttkTQ2UlgeYGeuNWS1Zn6mOKNjVyxK5cvS/rNAV5UcFBVOX3mtPoYF1xxpTg3GnLxCJeedHZ26NwBakhMHF21btViZGTYTp86aSdPntQh4NOnTmkxwTfSdfT6MZMJw79s6VItKNAfZ8di8eJlYtKpnyTVMPlVTGLWbKKnsZVM08CUgj7GAuRVmE7jAfOlfvDKLz9BV3MSm/fpIC1xOzv88ive2JzG7v+du3ZqoYHqEXg4fvy4nTp1UvcWPPXkE/bET39iS5ctszvvvNN27brDlq5YJatFbMR0dWBvutO6unrFtUjaMzll9QnUg8ZF2L74xS/ajttvtxeef143BaOiw0HpC+fPy2oPeOZsBGcJOAfg9q9pc2iC24um0pQfhp668zWJLf2pDhtYsFQLAFSbuNGYBcAv/dIvW29ftyz26AI1dn+i37orfTNNNIQKeIJDrpQfGavbC88+rfMeHOjeseM2G7l6xbh1Unb9wx71uB9Cn5ysWM0bR2OlkY1EUY3PsqsYD9MCyh7pm5mdGTmNM+8EHhZ+bVKWGaim77Zp5hKQyjKXqDcrTitaW/Yrf1OWsp+qciP1SW0S7cGABXbevkFf9W4sAAqUCIQSpoO9IXRxvyJe4UhccPGd1SfqdT31aZtmNnwQDlM3czxCAwV5kZWsKWnrmBFF71T1Ar0R2ATYMwwegkO3eTTc8qnWdMPv29j5X9DKzn8ZqKiT5glZaEsCAOdvYGrdkIVgU87Aa7v6Z+ADP3k5w49ouJlHZZA48U2xk0k2mhsQvqauIPqWWiaHk2WZnNBbd6q8NZfeTwQDLxgu4MjLRgryCL6Nb8iQQCWAot4i5X7mKjoB8zxPLAAKGFlBwe9U3T00v2gu8MbP8SpA7f6RvFzodnFL/uQhviX5zyXPdnFyOCxkpOL7abbzj9oFqg3BmAfuqFwgLpBB5cMd8eIdiOGtXwR8mt4ZcdF4L0ZTu0rcYI8McBrhdOwEJwcnd3hE789GVcBo+85gRrIQMzmVaYwo5e/xG/9xIUFggCdYRV4ATNLdVHb6C/2In/oIuBMzgz3hy3b86BF75aXdOnzJgvMO1DAeeMC23rrLBhYstMnxEZvi0iUkvZJ2JyqERRSYxfEJm5Q+/4hdOn/ePjx+XJKel17aLaYdhg6p+7p163SB0x133mmrVq1OEnbsH/fokOjIyFUbuTwiKYSr9IzqwC7nDvhhA5+DqGE3GZv/HNCFgQQ2h3cXLFgoTLgkg92DKevs6pZaDRaMsEbEw5jSNKPLctNCOOGFw36Tk3WrTCR9eQyUcjYiLZAdNvqomDalizSIO3AH5w9K5ao+Omq91V7dCbBz5x2yoIQJTS4Te/ON13UI+cMPP7CLF87bvrfekAnPtWvW2C23rFQ9uL0YPXvdbstuysS43yWA+h+XzCxabPMXLZXJ1bvuutfeeP01e2vfW2LSkbRxToP7CNhZ0OVkg4NW605SMm3xYo2H7fmazm/UOn3y4+zG5MSo9fTOsy3bdhi7Cf/+7/9ur+19Xeo5a7q6rH/+Il/8sOAr+LDE7DNWs5/6jRaikzY1PGInTxzTmQUuU3vg/gdsaGi97F739vVbB5NWzXeObNwnBxgMyqmLvYr+XgycoucXDgVFeOGr9i6+WgUrkMmP8REx0/gqD7OIG9Ga3i0jN8WY20dRiNmjT4vqk/jsCWeLcYN1CbqZg1cZSwUV+HZ5pLiRhE6gJ2+fPIPrcNOn6KOA9H/tE+dljHo1+UXSdvWI8Hgr0/QRdYqw5ndaxngRCZprFjPFzWGEW92Fj/DIXc1lmv6V12d66Hh93A0wjAw3MXvTYzb7qLkDPRzsTRbTgqGlKZpL3Jx+rl9k0fSLnYdMjVF5JR4E2haHjMmjgbEG2cAvip6XQ3M2fa/IMQ/1+VRpU1933s0hqYwu3FemEU88XVpIeHwvlKwgSYsgzyMtmFQGt4lfhGYVwen8pFzNvGUWr0h7gw7Pw+ed2UBE3HbxhAfNFX4rMTv0BT7aJbpB/5uu9oNN8sOHD0sSi64yTAcdnx/WSgIZ+McTfvEdCCFOuIUQdeC0FRWr6WzCLsMJeD+rt/pbEF4KkbuzQlHukApk3u70fpy8oRzei/Vf80karu7dSB55TfMnSuJ8iENyMQ5ETLACSsCI7yAZReYJuEZ4ihRgSIvEQSpfqOp0SJVD6imS2GYLAen2pwOTpE/5inB20Xdqrps94QvLt9/caz/413+VZJptsrhAa/2G9dbdXbOJ+oirWsP40s84SFpDPQUrMuM2jpT/0gURd07XI+F55tlnJemnjy5fsUIMP3Axn4lqDyYlYQg5QDQ+NmKXL52XHX1dfnL5kp0+dVrM/nuHD9uZM6d19oByc5kWDD86++vXc1h3rS1ZvNi4fbGjo2oc1MWWf4wRCG2BM5k85ar3DkkMpYcetuizA2X0HTH6HX4fgRPrNHZSsyD5d0sNzkijAqUJiTYF3zCwMNW93MhLG7h6VW2qy1atGbJbVq+xBx683955e7/tf+eAfXD0qHH+4bVXX7E3X98rnKGmxEJm8+aNukhsweLlMkfa28+5C79oBotAtWq3LV3Rb4uWrrShdUO2ZmidvbT7BV2a9d3v/k979rnndD/Affffb/3cDdDRk3b9OIvh9ap20KaUsVO9ksPUNjqstq1V6toBOn/+vM5pPPf887q/Yev8pd73qR+TpC7w8st1GINMjqIzmBflvAYw6yxexuyZJ59UP8GC1N333Gu1nl6bX+0wbvEtzqYkIu4IBJ1sjcfgyMZWGjaKJ+8UlrsDSNt3DLSIkLiKLJsImf2dF2j22K1jZBm3drZOlvlKOSBL2whKdWt4zOCaIW7BiCcaw/c0GpeBzuNn3jM7UwWiHgWM8Mhw3dSEkpeqPBGzkY+zXdBtN+2ZFgAMWIErwQw6DYAsqKD1eBaZtIDRyNhdRR3KAW2+iQ/8yFvpiwxbJCKiRw5XJC1Hnqm5GnUqp8q+1T08l3IegWVoADvH69avl6AGdZT8oGkGrXAW5U78CAHQE5jZoL1FnCLVjTnK5Q48V3XWADoWuHa+IvKN3Mrpy98Rz98gDHFZ8Ar5kIEXo+UcQsGrReMXXSvK0ww5vqJNHU5j/AZfxN0pgPQdg0mbrPjFi6RXnIRzzWfCt6spBfyb9SZvzRc3mEGUneTAgd+9evWqBJ7sgH/cz01n/tGJ/fM//3NJSP/wD/9QNtbRaS7rMQXz7wxVo3OAkBwZEQ8/wjSY0hXS0dgfN5I+cXhUWQuAyFkeooeOjfhOgzConAemRAya/BewIrgpstPagqgTlkZqO1WBGKEBVk1WIvKE4a+s+Acji0pMYiRrfmMgCwDavWjrdPiWFM74+qCifVEjoV7jY6N2+dx5O3HiuO1+4UV7+ZVXtJjkQOdDDz1ka9at1+UiI8PXbGJ8zDg8CqPJwV7s9tOPUCW5euWinTl1XIw6ai1H339fkv6r167JVv6OHTtt/caNtmTxIlu4cIEupuJgK2Xlcq6L5/08AJd6Idk/fOSwnTp5yq5eu6oBzOJB9vdXLzQGMDrnLIIxoblg4VKrdfYnDLLviT1fP3TKQV3yUB/XmYGapMkcUuaSMZG+KpdUcdEWl+QmCXPaUUP1SIskMcREqFiFy8vSYVZtcce5jHSw2tWzklTdMHHZiF+YhVbbQZjq1tfTY3ffe4/t2LXLTsT9AYcP2akTJ3S74/HjH9r+/W/bv/zzP9naoSG7/fYddtttO23V2iFZHOpIFi6mOrjQhdsZu2zxsrX20CNLbfXqNTY09JLOb7Bb8uyzz+kMwj333mfbb7tdFo+6O2s2xUKOIvNPfS0tZirY5B+zq5hKGx23Nes22V133y1zrNCkhYsWufWf3gEztgt0qZifh2DSoT+CP9EbYMvUK/2mrsu8nn/uOZ0p4aDvps2bpJ9a6xlIHX5Ui4liWGY0TOJ/MUNB49JYUy/I3E1xYpC1eJNkpifCI7uZ4iosEswasU2ERANS6JyzbQGtVVovXeTRYAxaJL8+L/BNO8U7T40fT7zzsGnuUqmbPqPcApYIY3BEzYBUz9RvcAtMknRGv8LXJf9h1jNFbLcL4ECbM3LA7hfh+MmdooYbf+FAiSKzZnhtv5S4BcDmBGSV/zw0fBqfW/tIAAAgAElEQVRfrWI1QYoihiffUY/wi7xa+BMFBowrDTngD73gRvhVt6wScxuMrTdRKwCJdhMh/YKWaxHQujhZya7PGRhyLGvZbFMSHKEenWi6Inm5KAtP65JPz1uMtoSCKVUsABIEn6uAl0Gku8PEhnpmEcRcBZy0GxodWvNdlMrVuFkoRVlVKqGzYlUs9FGeBNP3G0C1q1Xx/lnwg+RLnT+OB82BT7Wdf654/sEPfqDJ9Gtf+5oxWfKUTzAHwuJNnLzR1YnSNj8tTsPGLxjHPP7HgfwbgRHNXvTzGwEiYiEMqHMLVvGPweD0REOt8PeBllIpjrImPOLonRcoPCh1cvNS500r+xiYBbCIGhNvmjAJT4Mdh0s4s7wyAqhLs9ItubSdM1rpEBFCWKn31HWjoCSuFXipMauiqw8DXzEbHbsixvDf/u3f7NTpU7Z9+62247bbdBHLyltWiT0euXZNi0zva5S3WweEse8/cuW8vf/+Ydv31j579+C70mWnr8Ks37JqlSz2cGZgw8atxu2OI8NX7PKlC3bq5HFJ8RmYHAJGR52zAKjycAiXPtnb26tzAEi+kfJzwBSGH3OQLHSIg2QalGAVB9SDdr45GCz8I8mfmLC6rNBw5TkLH3ToOZzaWCh5unR7rK6QT+t5MawQfXHGngE345JXWgD4hxo86f7TD2IHLunTEwyRllWkcde0krm0KatyC7GuWe+xoXUbjcu0Hpl61K5duWInTpyyc2fP2TvvHrB/+sd/FNPN7cp79rxsmBjlgCxvLorp6e31C2NqWEOCNtRs05bttnrtGlnsQRVo9+7dOsTNBWGYUn3gwQft1h13+GKsq1Pl454B3UIpib1bhqLtwRcbGbQFloa48I0D4Rs3bLbb73rArEK+davV3KwacqQOJk7OVwSzo0Ww3yvx9v79dvToMd2HcN9998sakw8TbPtz0L1Lh4fRpxJNAuk8oFcobkxaHpDC/aMRT2lIUHoUPYNZBCe/QtJXBBTD28uZ+ce4z71u1J1Nei1KfaNQm9IBt4EtCE7QoaZo6WOmsNQWBUKAmhYAASqrj8ZkfMebeLRtUaicuQ8g8c7Dythp1Eixo79EUhiayDMWABHGN9UM8HLndUmw9Yp8svzDqST6l+qUcFGkI2L6RVlUhgAQ+IyCNd7M3eqSETWK0YjScBFWhDd95AGN+DfRBR2AznNGCV3/wXmDNq+/X1hwc8BJd7/cXqmkrrLizCtVR5CF7fviKNxNKHuBMZ19osWqumW8yEoR6CRNbHrRhQvUpwT5txYAikmg8yFylWDleUH/xKjHnFMEJjXT6LgFjIAbzHtauBTp3BG8HnMpRSqYf/hCYLU5QF0Cc1M+KVvOx0YmUeb4nu1N3/tU2/lH7YetC/R1qQw/zgHALGHGiJ86SKaLrAZtgxnoDmMt0syV8Y/GiDfgG40RHa5NpnPwFl1LndCjfzSYGprUE0qYj8DcrZUzmTpVpW5F/dIhSOfWqGzMDqkyIlhBjSHcASe9CWoi8qSL+FkhwqlkLfInWVB+lQ+wAq6CRDaeFcAYOJNWr09YFYJRrav6tBVqLmOjI3b58iVZhXmNS6neetNgsh9++CHpcg8uWGBcsMS12OwuYe0GdRBszo+PXrNrw2N26eJZe//wQeNW1ueef0435HLA1g/vDtm69Rts7br1Nm/eoExynjtzXHb2Oezqh38P6X3x0kUx8pwFWLaMW3U327Lly23lilts1aqVtnjxIvVvKsrCgH7PeQQWAN2Yl1Rtx7x9JaWhz/ilVqgnTSA1CXUexkfCf7U6qS1k2dMXk+/E3EXgDjUBVR7ebmDa8dvUn6KNeUdbKlVq62ggqcVMyMIR/YIxKlUhuGoRWk/MJe/z5i+2TfNXCgoSdxYup09jPeiYDjg/9dRTtmfPHlu58hZdJsYiANOoLI4GBgatr7/POjq7rLu713bsvMuGhtbZsuUr7YXnn5VJ0J/85Cdivu859J5MuK5eu8F6eruss0q5dIBBixiK3t3bY91MgFMTgs+h5DfeeFO3HO95eY+t33Kr2lmVd8KiMSdVqTSBOkandOD4wrlTMk8KXcOs644dO9wClWYg2hJ1MiYs8OkWr5zOZMgVzrPv1ErFeCNccdIEGeFeEB9OMRZbMB4zMsSRbWreHPRHcqu8DQpxw7BalSvKnIBGFPcGVyUaOZfMU3kbUROcwGsjwF3RJi2Yb7Vv7j8NdgAjj3Dz9smsUb0sXJ4xriOG9wfRgSY4OczkFjOV4KmPBIyMjOfJBC9NripkFj/iEaf4NQrQcBExfeWe6HJHsQJW9vac+M8vxYxPfD1CKUVAxNsjNLOzWfSP4NSB3Xrdurt7rGsel0i6kQXpy6tPFNk355K6ZCwAopQqKUWfVqfm5Nf3leMipUzkPM+miKVu0WiTIi9Fbo9FggsYKRF9P8+jgJU5FKdpxZP6MWpJyJgCHam7gxzS+BzTHrrGHdS2lgy9aGFVAMlK8Mk7KVvBi91g9qSHX+B3M56brvaDDjYPUlWYMWyvY4rxlVde0cT5mc98Rnp0LA54iKPOko14OgFMPt0kGrxJWpzFFZAW/0AkC4842U+X9S0lJM4k+GjMuuiADqwgOQV2KsQcBkeL4oo4BB5UZwrZBIsRnJjtZLFFV45TBtTr0wRUSIxaZpJ5qgIOM5gQdd4Exwuk/1miNDAZvaks0eGRLlMOnkoFnCTrTLoECpWSum6ExVwljJTs0UNGqCfIq1RsbGxcFm7iXADxzpw5LqswWG25cuWyPfTQw7ZD6iS3Wf/AgAjR+ASbtVwu1WV98wZsYsrswoVLdvz4MTv4zrv25ptvSl+bPrl4yRJJoLdv327btm21VWvWWWdXr127NmyH3zukm3APHjwoZh+1HhYAMPL016XL3DIP5wAwKbpp82ZbsHCJTFJinWdifFh9DhwggY4zLvRnEba836b2BY84wzJPHNB1PVGuWU+6+ZE20pFJ0Vb64F8iq2AjSfLVzimoIOUlAssnSYrHP1QuiHjcvMyY1CVldHZ+JEzvKT+UvGzpYvvFX/xFGxkZlRWfAwfe1eVop05yh8AZ+8EPfyBme9XqVbZ1y1ajHdauW6czQr09PdbbP2D9g4vs5z7/JR3+/elPf2JPP/20zKT+6Ec/khWmXbt2ihFft36jWVUnfnUWg/Jo58i6dJvzvIEpmRn93Oc+Z9///vft+eefs63bttn9Dz4m/EAfvG3c6tFU3S+zoSPXenpsrD5p+99+245/eNzQ9ceuPypdFa6j1xik/rFz4jsP2uJnoZS3k/AKTolfQjbeCffeVOkjtQWmaOVDMlKrzWmTFCFeRCr7RZgS5h/J3ZxViwhtvFK/m3PylhFbenqGCooKtynDXL1nyKZgQ6gP7aW4KYEaw+lt0DhlqXgex6O3YKoUMTHieTlpNi1cEt2LhmdEAKzcfp6BytVUhsTMUWbJeCChXrjpMPL8U7sVXuSnPPL+lAoh/0RjYt4hclGtwlGACwdlBU0JuC/WAl4RKRyeH//lKv65P7FwRfJm34BRihSJsuBwBpxWUWL+hWcYHblmFy5ekDBm/sCgLKE109uAOP2t8gauJdCKOKn0jUpEwBzeDXxHj2sCQ8Uiz/T2coA7n5vzunsDOQTRqlIJlFZ+DRct4SlKkVt9NkVspIt+EUUlKX7+a0rUCmrBD0ZbtYx0HZ5N40plmb0M7cBTpqiX17NdzNb+8Lifajv/TI5MqOjOoqLxz//8z7LkMTw8rIr91m/9ln3961+XOhCVzXX6c5Q480+n8Mm1JQOVJYhGjI4sHe+4BEirxVq6nS4jdEmCdL3NrXE2yeVN3PzpzD/bbVpctCwTnmkAKLNSjvSYWLkTFKMhwaJuIqjSR0xMncY6/r6UVjKY6GBKUt2K4pBH9EhRAfL0n3CnPIgdJIKwhKssqeAVjD8gPJ4O5URmqD/o4idXq6h0YGKypttlrw3DICPp9wuaXE/RswVWHMKE8ccsJrf2IrF/8623bPOmTfb5zz9uO++40xeH2jGoa8EQ7X1l+LQd/+ADe/ONN+zdd98Rw8nlWfQndMAfeugRXVjV1dmhdCdPfGhnz5yRHX8O/u4/sF+Hd6lWd3eXzHGiu79h40YtFrZu3SapP2Y+JemF6a2gw85itctGrl1xaX8634DqDtIg9ZmmNgBv4Ime4ZJ1+rh1pr4RbaWFUSA2tQ9wkrPhUA7efAoHvk8IKbZHTf8FPhiRHJayT+pCOgRMargL9TDndRWHBV0kJC/OC3AmoWq9ffP0W7homW277U7jHMaR9w7Y3tdek0UlzIiyM3D+/AXd/rtw4SLbum2rbd60WYIB9G3nL1puCxcvsy//wle10Hpp92574803tRhja5R+ND5Wt6UrbrGBgXlS81FpJlnUu/pNR1eXLVyy3B548GFZKeJQNweUh9ausQWLFsl8qtSG0mErEMaNxTyV+phdu3rV3nnnXbt46ZINrVsn86bdPT1uNQO0CD+MPy6Ooy3ZueKEBn3BhQ3CXTRAalr3C0/ewWR6k6kAjnXf/UlMnuqXka+IN/1dZJQFRX6ZVzlaiyhZ7Ot3toXXNuD68yhSlCtTBGQ0LZwpfwaBxgpp03hJ9K9BE71tCmjQvvRBHHdH2iJWa4eEOUmgFYKdKHZ8l1MWwzjlFWOfeKRJ6RjK9KsAVwZTcCV5emJPS0CNSp6J3gPD69yob+Aiz89pWiymAEes6THJZbpvDim5VcxSmSJa7p27Izx7qxQquucqKX0Wzi5mR5XzaB06x3XkyGGZMd62ZavjJGhylmaaE/xK7SlqhhDMbdhPi4uHyjxTwQPXqR+qDUgY8KPNI14EeX9RnZNXuFUOcIpQRzvMuNuXIUJmiNKyak2eKTEvv3U3yh+xWvXFCGt+z1TW5phz+woeVGPpI1WywWLNLefmWAg9P9V2/kPiibSUi5Huvvtu+6Vf+iU7d+6c/eM//qP9j//xP4xDmnEWAOlbuweGKhq63DAiznTqjJhFXPxoUGBrC4VLkFgApK2lEFEH6fb8vfNFR29XJvzJUvZm01Xe8tMEniR+DEz17RhusevAQPUcoqzKR/QiShMxvAQitqqjMnXiqwUH5WDh4YMIaYWYj7SI8NSl/0QlexEofwd8xyMEppGmPFAL3Ki85BzxOeST6alyOKjCdqnrT9bSXh+HWTCVSCeHyRoeGbHu/n7hhPJ3dnfpJlUObR4+fMQwu7n7pZekPnP/fffbfffdZ+s3brEuDm2qoJNWnRi3+uSUjV6+Yu8c2C9mkku5YBDpi1jW2bHjdqmbYFqzp2/Arly+YvuOHJT+PpJ9VNJYbICDgXkDMsN5yy1+UHfVqltk1x4rNn29PWLyIZicYwBV2sHgsC5om5qyrs4u4wKu6K8sDusTsVAkhSOYcLYvOQugewKkTqNeGjNCaoho45RWL4dRNJbaU62RDvhGuAqVciyydrgUmAYW8xCEt2jhFNnzVN+ooxFbso+fmA8y0PKGdmahww2FwSjUR62zs2KbNm+RadNHH/uMDvK+/fZbdmD/fjHz7LBwmdqLL7xoi5cs1r0HWFoa4qBwf79u2Hz0M5+1rVtvtbf2vWFvvbXPnniCy8Je1J0B0BLuXuCA9uToNfU7JnAuPavUuqx/YJHddddd2o1kQckuwEMPP2Lbd+yyifqYjVy9rIUA/YUzFtCNKxfP2YkPjmnxCBZQE+NsCLcva37QQpvt57pNpW1ajWm1ay1G+TQ+KjVq08ux3OSlD/yjRXL39Jj4RMzWobOHJ8JBRv/bPUGvU8UTfYx2EUoa/3w80b815BMxLA2vHIVqGcYKcHPmQn5zaLoAFmMqfQM3YKswrbqAyt2oV/7pu0gBPN5BCxoV8qo78wmdFj1I9Y9U+duFHc3zWB4eZYi318JrE6kaVXF/p5vhjoonqI3IeTYt3bQadvD1l/TFIyK7J9Bj7u7g0kNuCWeHt7unW3VumrMjUekdRclxRjoYXhrLw5OjqS8EoIDAd0y0jvMC75r7fArMY+duQUvxHLLP1ZRLZdOGe+rD0DJQmpcnUJyYdYcx/b/KlLzL6cuxVT6qHmtuRZhW6nKy6/7Oy+Q4nzmPPD7u2epx3QWaJQF58oPfRaU4FiOzJLvu4Juu9sPECSPFgxWWP/3TPxUjhvSWXYDyaWZJO2eoxkzhweDTWBAcVCTwA5HxZrgpDBYz69zE0ZPofhYU3X6GUnmQ8k3mJCM/8mp0uJRHYpLJk2BZZUlkAEj4l39i7Kb86urJZNnFyxwwZyseFUudvuj7qbKAyPMUKWzQGkEmTWmuIpmEOK2ylpkxJ1ZIfxF+wvjqwhEVuWZXr16zkeFh68Tka7Ui6T867nR6rPrADI+PT9oHx0/Yy6+8bK+88qphVWfLli32+OOP26477pRaCFZpJifGpKrDbbzvvnvAkAyjXoalGMxrbtq0SQtMDpouWrxYjB8qaKgAnTp1SjWgzdDL58AuN/euWr3G1q4dks16LuBiC66ru0e67lJWVDu6NQiYfuzvc9EWeApVJTGc0SfSmRfGBL/Q5ydz6tzBrgCSfu0aIC3mFwsAkOa7Xo23Gs6xX/Rfx7l2fGhTHbQSwptaST6RxptWKggaE+ofqF6RpJih0izhfQVcxU+x0kJaCyH1+ehkdATuEqDOXO7F4n7KL//q7rMVq+bb8pUc7N1uJ4+fsHcPHpQqD2pB3Kp56tRp3YD83LPPqd24gfi222/X7b9r1m2wVWtW2YYNm23Pnt1qS24JfvnlPfbAAw+KwafN2LEZHFxotQ4uXZvSTcZbtm61kdFR3SrMGYRly5bbhk3brFrxXSjwwGHfWme31SdGtBihryDE0PmOzZusb96gDtRNjF7TIovhxXmTUF2kTUWvMlQ0NYIjrjFrT2+madGnewTwCEnfZW815vVkkMNJdCKyKL8TsYR5nDGHKNO0SBFQBlz6zqK5M3lk/p6inX/AIzwvxDQAEfEG32X4bcDEOIlFc+AxREIRHmMwvrNx2wZy5p24q6L983pn0T5RJ/hpg/NUPF7xo2htS90EZga4c6ofuTQBlPpUV61mI1eH7dTJkzI2gPomu/wdGGe44SfGFO2T8lW7Zt8zwk7YIU3WH5rx5HXhf7N/C48CHDsTsAoIKH0RAE5S1xR2wt2ueFGcdvGcb0mpo+9nwIKv4Z3zaFkUOQPOTHHKaWb6Bl78It7HnUfAne1NvtQLARTz7M14PkrvnVN5OOwbCOTCHh62MrjYiMqh94u0FWaIzoYZUOLHN3Hm0rgRLw5UssUPHCZiHhAYuxAOD3N+rluu8IkSgsXzpLzlFpjyMlWDisHFRO9MG1YD6zY+XtdugEwupu20stkqtxjglxQ1BkqjA8IoU24xivW6TdZdbYahDDOl8cq/RK9UrzTK54Iz1UjxU6JUxemUIgJmeNNO6COnsgRs0aZIlnTdDaKJxZoqqjIVMcq9vX1618fGrNrbb70DC+zKxQv23qH90vF+9tlnpDP/pS992e66+x7Z3e/u7dMlVcNXr9nZM6dt/763dZAUyTFMPJZk7r3vPls35BdzsTvDWRPCL1y4KDUOLm9Bfx+GDmswHEJds2a1JMfzFywW8wcuZStZBzhdhUN8uVA/abUpFiwTNsmtu5MdYrhZ9EmCTxoJUYHhlz8Bj99kupIc9PiCx695V9sJj7TLDL8m5AaSZ3nT0SAsLeh/+5RFB1OqCgdrqQPtGYQp1YmYjb7sH5Vah+zqVzu6rKMzqdFoe5l7F7y/d3V128pVq2zt0Dp75LG6XTh7xo4eO2aHDh6UpSB2DbGqdPLECXvhxRdFQ7CgdMedd9mqVUP2+MJB3YiMVaADB/bbd7/7L7Znz0v26KOPSs2ns6ffqh3d2gXg8q95/fNs+bLl6nNnzp6VStjWQ/tt2fIVWvyxUGUMd/QMWH2ybgfeeceef/556fjfc889tm7dBp0vwAqSxjG3JdemxPxrMhaeQReNnybRhEbhuUBUIi7ZEIxomLIrdPxjmKdA9ZHCL1IUHo2mzIIKQtEIbe2K2bsIzQlg4dnEdMiXPhDBWX0yp/e6IlJEbvfO4OVRWqbPPDNnnkzuIoxxEPhKsfKwIqFLPCQVz6cIxXW8FMkijSqcLYTE5zVjQTQgnQWRm/7SPHCKs0/ebqTnRnJ/+ErZuEdWiIAn7BX+Wf6Fk8DiI0rf7FWkT7gSLcPN3DmVzpYlOFHPDCROQtVfp9WxkWW4iC9+IWhbBivi8A5vL55ySBnlsWZ3p5SK6Pu3eRrPhfLMH5inncqli5eI9jH/xnyvFMHLp/qGH22KYEtnO/D0Ajcc8a13GmfqBxGQlyfGIeVq0X9T1MBNkVkCpd2GVDD6hgST+kYk4hUQz6Qbz53597NnALgePswLonYkpXY6GnxNKqb8CUP4Sdz4uWlQTF1zvQzzbesn4hcCp9bRvO+1CcM7yslbGhypLBHG3Bx1CDDqz/HxMb8dJ1XxrmgswAPCn3zcz01n/pGUxbN+/Xo5QTLS2FhZSmf32jVN6IFkDmMiPWWVHcgPOO3enrZBockHxpkFAYw/8FrBmsguDytga5w5g1MMQwayOoZ3mCDvHMrU8IiIHR1S/4CxoUyRZxNtp9PB2CMJ7XD1IOLyoFBBg8NUIGGgDvxYyLhU0c1hxsBgIMvyC4nTxO30Q6VKVQrCkT7n+oo6Eb9wB9zCw4MYyBlcp99pttACCOl2h1UrLs0GL/xgktGd7uru1oSHpZ+R0StiyJ55+knpZ7NYZPH4ucf/i61aPWRjo1ft7OmTxm2z7757UBdCHT36vnYT6FvY0+eWWST2ly5dkmoHKh5In1kULF++zIbWrrW+ec4EDg2tlTnORYuXGPr7YyMjVh8fkSlOpPcwrl45l1wXB1tVXw6+JjWyKbY4GuQ3Q4fbgq+4NJg+M9nBQsH7K22vQ70Qu0KvHziRH27iIpbhDbFOv6ZM4oO+mrcZ/hDwxsQZMYt30ZyFowgqGJPURxkHRaym+mazoFKTIX3PfywEvOx1s0lu4cW2PvNoh3aAWPxxqzCXnm3ftk22tTmj8da+fTLLeuLEh7qHARUhJPxPPvGEDlo//PDD2t1h14bDuCwATpw4ac8884xUy+699z5bM7RB+BsbuSb1oSVLl9raNWvtww8+1HmSl19+2bhHYOOmzTZRH7fREdp/ws8oHD6sRcijjz2qHQXOfWgBLubfhQwshBi38Th9SFjSq8CYjyUfpBG96R0x8ybMQTQxdqlNCgB5xMJzNgc5pacML/wVZYZ4WZB3DveIujiY5q8A3XjPFp5izhpt1ggZPcthBp0kPeWPATPpazi8snoybpvaIipSDAN3xFwRwUrHYXmN9RBC5cDJH2rKO5Ul8UH4IpnVE2VJnzn8aRWMuBGp9GZEO83IIhbSnFQGykKdhabINIWpqkXFG8VjHnTqk9XHfUAm4598czLimGj8j5wAmpWuVIPr+3SY0F3S5cxwgsNcL0HbpNRF79i5S3b+KagL5tJt89QuGEYKJ+Qk6HKXGNi8MnmR5d8uMCKCePgNzhM5w9yEuIjGO8Er4ytyKJj/YM4laHRhI8mnpkCMM770V+bqaX0qzy+5g5kOWkja4MVCGItfwY+FLX9vbk1x8GQ+RtQ4TbmU4QVv1xRpho8oX0Thu/yLsuOvcgSOsu9If7Pe8HyoIMO/bty48WPP5qYz/zQwyONBvYKKwNCHGgWV45sdgrAMlC8KCOPQcDDQZQxEQ0YeHdjmTqtFGhBY3OwJM0hZWj2RVgM9KNAUxEAjwJOIyGtk69uJQhpWpTFBOvJS/lo1kqSRli/CkE7z6+qasEp3b7Lw4lSQehGHxQHMcDD+zvxXRHyqstvuhNhXvxllzOcwr0Fj4KpeyVNUN3mkdlJrUQxgpCo6zfeJTvhKE0AQA/kxMET7E1GqJLUTwXCLTeDF2zckC0k1AgWX7l7r659nZ06dsNdffcWefuYZmXaE8UfNZ+euXdbb3WlnTh7TmRGk+E8++aQdO3bUaHf6SfzI48j77ys9Zj9pVsKQ7mNaUjrkQ0O2cNES4V2XgaGWgt19qaXUtGDUAksMK40chIgKOROO6bdQsfFZKWOKA+/gtdhCBadTVsFcJ4WK/kbcZElHk4fSpnyUF+7IN7l5eaaRU6ON8Yk+4LNANJUzK9PSZSBaOVPfUFDZndcjrw+lU5ExgUmvil8wA1TZTZjCbKM/DLOtvpzp3y5YMN8e+8zn7cGHHrPjHx61dw4ckMWgI4ffkzqODmbv3y+Tr+j7074sADnrcfbsGfURDutt3LBR1p1WrFiuBcPSFSvt0ccek2nRt958S2plq9cM2aatt1vVUDsbsysXz9iJD49qAdnb12srV6601WvWWndvt9VH6FdqBI1VqVgVOHckEiypcTSGBleKVOCEuASkdtUiL409xW80SCRvNG4pw0bU1N4lAAr3MudRU+RmL74UNcVvZN4cL8AVWU3zaHTTIk4ziLb5l6N9lO8i78LRgCavwGV6B+MrolaValdFbePpvfkS4x5jIkCHhDz1DzFrgRZyJT7Mv3aFoCskJEIeCf8IS4tK8ZFOZ4vCR5545MmVT/wrB0TqPHFKHmVX0khHPPDCd6ThO36et/f1lCbBmQr6FXGjSFEEvUkTTFijHvJN4Jqip48iKDVZqzgz+alIRX1KMRM9Yid/0cKFboa4t1e7ldCpush645As87WYRTWvG/wQo57R/lION/jpOK+oXyZ+IYeUmqeYiaK5EuUnqrdmEaDFxCTzNYxwEmJMoRkhC4vM3XlfzDOb7gZGCCxF/0AyYqyJup+JSww0fvANzg9Mh8MCwOr1IjxoLWmAzxlBJhh2oNvxdkBVnWIcprKIt0pmtCWATG0UeURpoi4BhzflxV88T0S8CW94PdTicwH6x5lNa274Y8wBxEbDcMgXpPPA1KNugU81NLQAACAASURBVNUf4gTDDlKZtEEwKzoQwMKASTc6SY50FhOkxQ8mn4uEWESgEoAfYagWkR9bJ5FPXkVWwEhd2clrEE/Ye/WcBmlIHSdPi9sHUrMvUce5z4AdDCTb3d3SPQYXlIuBMC71oHHptndpUkFFxAcg20/gKg5UOZGD0Y9dAs8vOiEwmy62cC48q1Aa6LwAps+cw4ex94AiOCqnrJK0R0x/qrFg6J8mgQCJPrwIfkJJUXYuWyqYfx9ESHwdHxM2NjIqHf99+962f//xj9WW6N6jZoFFn/6+Ph3KxeIPlntQF7t0iW2xKQ0Q8EV/YScJvNDm9AUOZ2Kdh52n1atX2UD/PG/btIAhf0yCjo+NGheDjU6OuIpYd7fazpFFLXLMgLsJ3QzLrcEFqgInvKO/JMJTfIvQhETRsZNQ1XjJO/JMiwTgCFabNEXqbCZMzVMEZQ5vcWA2eTY+cv+oO/Dwp25RP73xTAmydGLoxznzQ/9p/Dx9IyuIOQth3rQdu0GMVXZh2NVCVaero8OG1m/Rj0XahbMnpebFDgALAA4JM/5ZLNDWSOehGZz70J0Qb75lGzdusB237dBicWj9elu3fr3OAJw4fsLefPMNe//9I3bu7EmbP58zAp125L3DSgsBZpeAC9tYoLIrNzw8okkR3V+vPdNtmpgLqpHhV3hKeAvcBfUQUxX48EkXRsuZqfBP70ib97VSlLafkYYIWTu1jh9cYKkTldMpOPeMvp1BLYFQSJNf00eW8EacWVnCKfApj5ncET/eZB9uFudT1UwgUh4D+Xcaq7SVxixhqS/gF7+CuadQ/MgsMgw/CpG5tWCIOI3YuYvYeohWfIQnby9PdLsGtJQs0awIb6TM64g7di0Ameqc0ka+6sMikVkd8vpEjRN6KIt+4WhkLldeVlUt6hfvUvwZPwUsQYxxlSeAX5mYsO7Obuvp7dAlXezGU0LxMkiEicOFjbF4SZdc1sLiH4xigpmXPc8md0fcIlEEJvz4J5B8lkU9MODGO5LoLU+gNoQufEFlyMPzA5arvUCDqRtQQYnzxYrdBLb8gcERBJW86QJFthoC8DXOiEe6clmZH3jK8wTzAQVhLqFszPE8lDHi8k08frmfIrLwIE2xe+G+8I4ufOVOme6mdMFrEhN4KkMAS+/Iq+T9sX1Sv7y+HxvgBOimM/8c9gXJIJOTy4FkmH6k/jQkklm26kEm/n/yJ39ijz32mH3pS1+S33e+8x37jd/4DS0WYOjiIT5pkfIxGaOT+zd/8zdSFfjd3/1dxScuh0S50ROzolgLafX4AqVi45Pj3tDeD0W4vRM3pN7qo1wvnSR0reBduXLVzp09qxtNOzpr2i5kAbNk8SJZHaFhUf2gPj3d3cWhXx9Art5D/ViUYB6S8mH9BrUGDobyzZhgQDDKJEUWXXYb5T70ysMrL2mMzvQGjuh3IlTpOyA4U6ORoEHUoBoJUUJKGrzsuEiK7oycdkk0KJ3hF0WB+EjlxyUnDE4u3kK3e8/LL+s+CCy2fOXLX7blK1bYoXffkd+7775rZ8+eVb9h4MKUcTCY2xex6491nfnzB6W7jwR485Yt2vWh73VwEyzWpKgUFI1zBzpQS80ntDBRX0on7VmoqKwJF5L2R78AiOY+tmDDE8DhTrgu0or2ZsEZ/lPU4iWk80+OxDyIujX8isi5Iyh5wCasVB55EU5c1ylvFUVZkzTKH1WLt7LNPogXv7xImMCdaBBpbTWXJCdBRPPt22D+oRu4sd+vbWjpo6ImVLVFS5fZ5z7/ebv77rtkAvatt96S4IBFIapg4+Nvq59AY4IGvXfoPS0YDx85bBvWb9DCctGihTovcPzEcXvrzTdkovS/fOlL1jewyD48/qFME7Pw5A6CxYsWW33UVRmZFMCvT5JJ9S9tYWsCSohV/cAJ+EkTnKPI0xfoik/QGr8iMHMEDOJH48mdxZmLs2UaMo4nRci9CGpKlwJDSl5KGp8zvqM+7SJFfuVyNMVv1edbJCAvweONI36kn1Tbhypec1vB56YL7SI97ZmkvcTVxXCUifA0Fmh7Kx26bwhp4Ih1ujLrF1EuAEGrYDR5qEv66dWQ0iqPFIuX+mXCaSOvVG+hRP+8oKpLFNlhZqCc5AWKgOmcoEcp8Be4z/AR5VDMVCfip3IVeSSyEeuihDZHX6PGzV0uEreCF2FzeSvvhNPUbM3lq7j1tQ7uiTlvFy5esoVc3Dg4YJOTaAa4hTfXUQc1zL3OoMKP1KfY3eVMmO9u004xF6p4CfepQ6Zu2ZhNHO0eyZs80tO93E3Xcpf3DuA2hmLjDJ7TKmkKFT2e60kwZypRg7QMkMzXbULMu5udZrHbUUOynu98t0YuNBZei7zYYQ9BJWVHQDdRq1ttskP5i64jdC0dmiatBKRTU9aR9TXqCyMMf3j+3DkJcucPDqq8zPmEw1PBb+bzCP7khVER4SxbIFALYFJueDHikDbikS6e8OMduCSs/B3xP443eODiS3i+m/HcdOafgsPEwVQhiQvEMSHjD4KpIP40AhI6dLPvvfdeMe8w/n/xF39h6PQSH4SQJuCQhkUEN69iQQjzoUj6vvnNb/rBvdT4zz77rBYTlIf05A+MHBaSxvCnhxZjMwhDagFoDkzMpK+dW7YLHZHfq6+9KlUGGFFUEFYsXy5pNCoELITouAyAqM9EOuRLp+JhAFEupJAdHV3W29cnIlOpdRqXENF5Ocijcwdi6OiwUfIGYWtZyJhMlFEi4CQl7wQiIKXCOPEWAc9C5ORf+unl0j8GvU+mlAWkNgYU9WLxI6Jx5owdO/aBvbj7RbWnrO2sWmXHT5ywg4cOSd+aHZyQDlNv+tSyZUttcHC++tDKVbfYhnXrZaln6dIlkuZXOzq96jD9mOBM1cStibuaJlekCMlKT1F5CIV2qhKjT/mlC6YKe11kktPbSngDp0I77/SjBKo+3+AgxVfJUnwvZYqYPlIfKMi6kmVpyxNpUbkARjmz+OEdjct3qoqXvYjgAZE0+oPeSZIZecc76lqU2WH5gV6YHDLyyTLycsLphVAfT+p6+DAupdecJD4VWQyatKkJDtJPWUdXt+xlj485I3777X7bLruLHOhmJ4AdRGjDyIjfJcFWPWeJODjM+RAWAiOjI9oJYMHIGN372l6dAWCnaMu22+3Y0aM6c/LgAw/IzB87SZcuX7buri7RIspKPZwv5Gr5Bm0C9zGOVcvAUTF+wEk0ADFaPK2CA+dEz90tkrdu/5YRk2eLDAuv6BB5t0qBRZwMdha98G0Vj8CZ6qGwVsASVPW5RLDz/pcn0biLUoS0OmglhUpqfOl8FUm1UE1lgz5zo7VVggkiht/r4jQCXU9FljCA3UA/E8I8QFx+mZEJhj0S5IIZIUMO/McOLtJGyhQ0yHGkeQJQSSoIHWSe8bHkO2uMJeYNxpCXKOE3x41CilCVT90Tr4jHG9zrx43e4QZf/IK+UUZVyK1eRfqIL/IZaXjzxDt98qJepaeFl2Lk/oKEdDYTw5TAtPwMRjxoPHOoL25S2ai35uaqnTlz1vZxt8y2bbYZNWSEEh01q+tcngs35EevECPK/EIOoE/bAmLSQ1inAgUKsvkgDgYT5MHRr0FP/HkTefndHwpLXmL8aQrhAwc5ASlUcv2LnkEzVc3NUnsMX+B2dKT4kvzDI9HnpW/WEo940v/Ycccc6nh9wj7/+c/pbJ33RfgTFksdVp3EhKULSkjjf40Fj+OFuF77yBAcwvsNjwzbv/7gB7ZwwXz72le/JoGy8jcTHwF/QFzNH2lBAEPPooGdYVSI4TcRGsIvIjC68847JQSirDykV5ulzFXO0o4CfhE3RfvIr4AZ+VHfJUuWiMf7yMBbALjpzP/mzZvtj//4j1UBVHFgrkEyDfBHf/RHKtLOnTvVeZiY//Iv/1KMPyb62ML/3ve+p06FVB9EwCyiLhQNBBwa8e/+7u/U4Nj2vnzpUqEGQmdAYoe+93/8x3/Yr//6rwsG6iIOq7doaPobCOcREc4QFp0h+iRdkw6dPzQaemoQgUULF9jggNufR1KNJODgwXeVF6oDmzZtlLRRVo+qFS0CQkqDqoMWBelyNF9BM/F0WHdPrzOdGuXjxWIFKbUft2VbulGu6FCqU/IO2pwogwgD4d6dqXzhyqoXA8KZ+ixACQM/TBTAn+QvrdarE1WrIf2VlR9f6GAlBYkCOzEMyldffdW47RfVrSAYtP/evXtVRxh9/HlTJwY00oVt27bpMAx9a2D+fKnpRO2ZPLkkDPz5BFazCsx8SOsgziyeknqVcKSKAaGBA0gT/UFEMA4nAVPMAMRZpNTxJuTGpJjAhJ8Kloh5EwL5CELtb4hi48ndiVCqiPhn8JqjpeSBjQY0udTGWVtGtASjABWdJTyKvpHlC8AIbziUDW3QkPxP2RT4ywhp0W88dsF3QCdCogZoJgPiavLkPoXREbUJamN9vb2iL4x1+gULR/oF8dkFoB+xcDx96pSdwITombNaBFy+fMl+8P0f2O4Xd9vDDz+kA8ao/7y9b5+9+uor6hfcL0EfXbNmrS72gj5wEJgduZ5u74sxxmD82YVSmySmTmjhXwldqm7xL5CfPEqfRbRwKDxFyt0l3Hv02YAF0PI7+mPun8HKnIpRVDSLX45TBLVCRoo8LU14kEaZFFC8uolBxZe+CoGOPpuYniIBYfGT4Ia2Su0FsCkT/abvpSbzuSExHu5HfOaICbOKM93Ep4FriVkiD+gOjLmYcx3Qpw+jK8zlkl7ECOetHV7uokC4lfoQcwY7ooQLfkcykFCtaTOBuQaLVOPjY6KJ0Cd2iemPoU7pwxwcJpyXUBi4KVAWHumNP/A4X+YPsMBBepASY3mOxU5S94gg1lOObrdipo8iEAewHG7kz1fxS474bkqafVwv018kpW4S0oVQCNpKbqloWrzgrtr5CxftwL59utl365bNNpUWWNxUPzGJXrpf3oiqz2R1yiZrk6pdR63TulhAFJl+fI7AizSqcrxl7jy3aDneUZ78jR2O+GYGR7VyYrw+TTqfw5RbC9QJO3P6jP3TP/2THfvgA+Nc1e07d4kec88N/Zv2r9V8/qJPsUiib3fGDjvAMrqJNTxoeJQJvmqyPiHzzFzEuXPnLvF27EoQBx5IhkO4n6Xm44CFMfMCfMSf/dmfGRohCJJRJf/pT35i/9/3vmff+ta35DetXiqO7ygAA2FtLCoY85Qt+MVWaW/ED7hBF4CNRszNem468w+j+41vfEMrLxAIgw8SYcZR5QGBPKwakcj98Ic/tL/927/VCg272kzeHBR++umnZO0Fhp30dB4aloc80AtHcocuPTeFsv1DOCu8OOT5ox/9yL761a8KuVeuXLa+vn7p4Us6nfTVrly9onQ0srqdhL0ufacDe3mjOzqhkJ/0+CdtZHjEBgfn6fIfiDJlYNWJScnha9fU6bAv/9prr6pc6KCvX7dODAuHoJEoQvzZfoOAU1fgjAxfsf4+mBxWtj66KeuVy5dVptHRETHG4KeiycOlQy7VEJoK2gvuGj/CvB5BgD12+Ka0EIwYjKnNIr7wUjDCFTHUY6Oj3ubj4xogvT3jmpjo2Fj14RzEuKS2FaluIaEF5zBvo2NjkvSDO+q/aNEi7RrRZ7CzD6O/bdtW7aKwGCDe2NioXb54sYBBOjq3boRGEoBENlusqf+kCRp38UCjxAc0/Kh3FcsHUq9KTH8hCKExoj8EFNKmRgov3gIZYSmgHC3ixDtPj7ucVTl8zt8JUAEvJPqieO2hqFytq1ckijh4pHoEihmy1SrjtiEhB7+NNmBc+9hGtzZueIb5Z1xw6Q4PErfJMT/QT1poCz/6A4tuVIWw0rRs+Uq7dccuO3X8mB0+fFjM/8kTJ2Ux6NSpk1IhY6v6ueee04G+M2dOKx8kQtCd02dO65K3oaEhW7J0uY2M+N0UYcmLvOOngjm34/WezBlRhfq/NH68MYsGyCJk7Zzj0jNojtfUIYCVEkxLV0o262eUaxZATcGRZhbgRbTkKL5J1/RRApSHSZzs8VUG/hGev0vJoxMqDumJq8T+pi0hmyxOVRSYdRy+MNAH385RF4sMxU7zkWikSK/rT3sJnIEhDCLMLeaSeKp7eP/hUkRUN700VZucCgtv/g5mRnkF/ZVKHeE+D/oBUC9W9EnelDvHXKBJYdQu9WGV1SvuxW77P+EZ2AhSGK9CFPUTwFRt371T7b1iqn8zWBI4vIiSh8uPf9MCSZOezBle1/UWjlK5VY+UOoRoU35+7/LFS8a9NDw1taNpXgkpNYsf7g65dPmSjY6PKIzzQBWODcRN4SWSoKKXyt/4bLia6lOan3LUCFXkEVXIWp5eR9cNqKKpaU4nOv0ghCvqYhTcKtY/b8L6BwZLjRBQPCOmVngPaDDCFc3VXV2a2xGedHR2GWpG6mssnZPAjXcl3e1DP+UcpBiVpLEBT1AfH5dqNDkB95d/+ZfFF9y6fbtdvHxZglZUlchbfF/iMUKIeOH8eXv1lVftpd0viYfhEC38yRe+8AW79bbbZL2tqH/S2OBbPGA6XAxTroV5pgqk8Zzw5ljw/+Gf+83mjjHIO2f+y3nOBud6wm86809FeMSUIhFJFnhEJLNJn0kbs3zEC/WeHTt22K/92q9Jcvfbv/1/FYd+YehBEm8Ya7b8sfKBSce//uu/Vidw3fgO6+3t0dY/ppL+6q/+Stt3GzZgctTLwmLk3PnzhsSP8wPqQGOjLlFHmsPFS0lyrG29rPEZKJQDRhZGg7pCCJcsWayFxfHjH+qiotBDYxHCjgblRodw/9tv2969r9mypUtlppBDipinpIMz+FjRsrBhl+LgwUNiRupYRUmLHtwMjGacMuwZmE70KV/50RSjsvtgLIfzXU4FRO/ULIDK4Y0VerQrb2BE/kwAqPeMjo3q4C6mHJGqnjt31q4ND0uyK708Mw3sef392uFhZ2f16jW2YeMG4WjFyjWytDI+iinOMaVjkEf/Il8/S8BB0Tj/EIQKnLh5NtWHSVE3ETsGKGOUX+XOcOe7Lz55F/giXIxAwhjf8RP+I2bKP4pReIc/6XAH1ikJrZT7kUjTaEpdBubhCpwhKCWe/iLrIp3nryoUfnmSrBx5ONUASO4nN7svTtM1qQjPEc37k3ZnUhZIGdWnJ5GiuXSV9shylZsxpwPkSJQ6Oq1nsi5/xql2wrjkD6aqWrNljL2BQdu6dbtduHhR1oK4ARqBA7sC0AFMikpFqD4hmnP+3HlbsHCBrVs3pHMntc4+6zaznp5rWqQyOVAumlwLFvWnVE41pZeYpnWU8D9HTqO9c+zKTVAEx1tJU18JMGQ+4zNb+IyJPXBOIEqRSp8CpDJnxKOoQ6AlPPIy5X45UPzz7wQDLwWB9PQR0QJXSKgJkz49kfm5fj0uBBBOQzqNHUporB7obgUpP0wR6SedwePmaDFRCIxcTYdpoqOCf9IL124ji9Wamw2uTFkHKjsd3r+10yy1H9/hrU1y+H1SEkzKo0sPUWHU4he65Rdn0geZO6GBGgupT9IpNU9ADym8Dzy9faylBXaSNFJ+jacQkii+ENlojICR6o4KHsy/0lI21CZgnlCvBB+YR0ZNijswdEh2epOpCdU+0Q4qbGoTzzqar1GQFEx5ijI1hc75w3P1cRr/HaY41VSAKRvsH5SQDvPA7NCLHlU4e+e7wkj/62PDdujgu/bm668j2rDqhLaS7MK5czZ85apgUVy1S2LCwRP5+Z/3RMrE0/BzH/CgRaPorC8URX8SWqEzihNzr2Cntk/zUgWzq6i3WsW6oZmdXXrT/0YRMo6PWZ027axZ77x+W7h4sQ0uXmSPPP4Fn9uUA6UL1TkvK97sVI2NumU3hG/0zYULFtjVa9fsg2PHxGfBA8ybv8AWL1oo86n0bRZGE1N1mxwft3cOHRIfhVouQr++/j479N5h275li7RFEByiKTJ/YEA0m6F7+dJl0XD4PwSH5It6JjvAjANUwk+eOqn0b77xhrEYuOfee8X4r8Xi34IFqgTtcu7sOQmIiAM/Ahz4NvgQFgDe7hXxGyTiW3wftJ+xlvhDtWtCzfW8SKfxXqtpIQNPyvOptPNP4amQiJOsd7i9ffxAHJ2ByvLDdCPMLuo9IJEf5wRQm1m3bp2xTX/y5EntEiANx1472yI0Gswf8YFHXnQ+8uju7hGTSXrS8kPlhvD+/j4x+5iL/Ie//welRQ0HqfvwtWHBC6YyGl3lTo0uPUdtN9Wsi3sEmDQgDOhjpl0Hhi0MP6pKhMH4w7RTX26aZXzSqbBgw6VEjNGdO283dIzp6DAfSCE5sEy5mFwoA08QCaRExTYzW7BaHEAhRCoac2QkSMSDAeuENcirkz8BL/6lRE0MTKQjUiNtJInFUHRiyjM2zs7HsLFDAU7R06cetCOHcWH2e3p7haeVK1bKOg/mWTkgPTh/vs460K7C+WRdh5+RXMCsMdmwQlZ+2jZnkmRdy7SXbVEX+9Bss2dFT1UAHmVSGydiGXUSgU6EukC8EOjSEcWLNMALtBA58E6kwp374xkJGm5FDe8ibSldAS+HHaXO44Zf6R3ZCU58pMziQHCepIiXeya3sssLzAEzJ4ierIHfWEwJ3yCFBsn6NepZHJaTVDGpaQVkYDGWYNBgeGCIujs7vb8n5oOJiEvxpqYYxzXr6um1+d1Ir8yWrFhjGzZttYceekDCABYAL+95ybAy1dXlNyqyG8AuHhe+bdq8WTuRlK9a69Z4Vv7VakH4oQ/086nJqquFB3o0sacJmIILEREYb2oWtQs/3sUAdc+IIsY14qU2VlhEiLCP+53Bz5xzziXKmNpZxK5wgxsitERQyoKwPOP8O9zprVfmlv6100RAhISzKDtjV5N3umiv1ik1S0z91sgy9UEYWRcIJ1rJQjNn8NNZItLR76aqnb4g7Uh5i2mCNrGNiLoIVQ4aRXlxs7sY0vyK1Vhc1HrMqhi7IM6EVSuuCqQdLtSFuA+HMQB7CDNFOVkAUB4xJowvsvL6YaKYeZP5kvmH/sxYmqrSf3OhSfTBeJOFn71hUcT41I4cVrmMBQC7rCyWyI/ysGPKreepbSk+jyPRne7T+E8c/cKRt3rDb3qChs9cXOp6wbBRPBpDdMibx3WrvL5LFy2yXTt32crVazyO6kMxq9ZR7bDK1ISNjo/ah4ffs70vvGCLB+dbl1Wsh3moPmG97M5IVoSqaVrwUc1EH7xWfs9C4VZYEo4w82s+B5XB+Ku1NSIovn5KnARvVDB9E1pJixGGWWelZr2dk9bfU7XeHr9v4srIhNXGx2wUKbpNSuh49vhx61280B75/Oe8DYO3oM8yRpQBmbsKLf0I4whakFardurMGfvBD38o9e03970lNaLtt90m/uahhx+2+++5R+rTp86d1Tmt73zn72XR7+qVK9LF37x5k7322l77jf/j1+3nv/BF7ar83d9/x06fOm3f/m//zZYsXWL/8C//Yj/98X/oUkiEwfANqH3+6q/+qlQ5n3r6aamTo/75//73/25f/YVfsEcefdS++93v2jNPP21f//rX7TOf/axUjrnt/Sc//Ym9/vrr4g1Xr1ptj3/hcfvKV76iRQBjhjrSBrQdD34sAPiGD4FPmesDnPwhbcBHG4bdZ8bnp5L5R6IGQugMZcQE8cGfB9UPLOIEUvHDTcVhoLEEw5kA1GZ4fuVXfsV++7d/u2D0kfKLQUxSDxBLo8AUsvUELJh//DjgBxPKg7oNuw0gGxhMDNwASngsIihrSPo1+DTZe8NR/s6udLB0ygRDqi0dHXb8ww+VH6oxY2MQ5EkdRKY+Fy9c0MKGfPzeg37pcFJWCCqXD509d0arTlbAmi9En9yGMGWiY2iMQ8QS40qdyIdw3qIKeHpf1bfIR0bPFaxwJxixDIi28D6aOmpTuui8CXgqA1+RFthIRmHyKRP+qG/QVrTNvIF5WvCx87F16zYN3p6+eapXvT4mpgoiqzNlVJa2qI9JIkdbMFh41C7UmYlR1UjWehSqGE4iFR2IHNAMpKRI6bvkG4EJh6qd4xXEBDMWAznepJoGX54Ob1omeAQ+kzOPk8Mq/BOBTyUsXkV4ll/J2T5ulKENbEdukbzJkdc95Rf6whRf0qzoI9FfNeESmH6p71RQteI24cR4eX/2siF9E7YkbXdGSQwG30pP22KuLsWj38Xh7jThzxucb/0DC231mnV2+//P3ptA2Xlc952333u9L2hsXLCQAEGC4L5vlqmNlEhJFGXZsSVZ0kjHkW3F58w5yWSS+MRn4nhmMuNx7NgZObKcsRNLmpNkZMsW7UjUQlKyVoqkKO47CW4AiR0NoPd+3XN+/1v3++p7/V6jAQKUvHzA66++Wm7dqrp161bVrVsXXmA7duy07c9v1z0CXPjFihKrPlu3brUVWh2C1urW2z/oAlCsZibagz+03t1Q7UfCrFJdlfb24dsHWeqRorbWZ5E6Gji1VTSZwisfRYqT4iiyKhxLZJPoSWXK3amfCIQL4SWQgKvWLr3lqjCiLCzVjfqlr+ACxdU72anxQ7ixYkdCeAi6xzUWjSRks1jtKpasurNyTXxW4zmLopbEvnhPryYJ8zNTNj5+OPF6VoTdIlu94TrTXfUe6wphGKOKXA43N61VZN10rqaGjjmsi/CAAI+ADi/rSrsI7DzAvFw4h97AiaeryWWJ7Hb65LNLlot8dZ/yohLE6m6ozVEfpPUzA66S2T3XTBMI8neeKiKU+keqXtGljzus8gKDuutBoOzlPBeXIUZaaskFXWdr3jcTpDav1G5euwqP1exK5MQHfXyJHlaJsfwP8SBUEBMN6p14L1WLGkpz3lavXGmjo8PWjRxBYTRRDdpc0Dm/gb5eG+hu2FCty84+/XQ7bXSVDdQbNtzTZ72Md6RktwdzmHOJhsiWHyD1z1Ev+GRSj+Sb8Y0nIIAItgAAIABJREFU3hK4E6qBCcBUy7yd4TpfFcpMANQkOr4LRt3QsCapNZu1pk3XzWa7azZT77LDCzP22HPP2BQHgAtex+QS1RzUaKFDF3Q19mJVbWpK51RY6GOH9fbbb7df/dVftbPO3mJvf/vb7bxt59m9991nn/rkJ+3LX/2q/cl//s+2ZuVKe+DBB+3X/5d/pQXUt9/0dhsaGJRWxG/+m//DMI5y4403SP46MDZm37/7+5q0Nrob9sADD9o//Sf/k3T/b3zb22zD+vUy9PDpP/kTYwKBnj87BRddeJHkyyuvuNIuv+IK1SFq5V/60pfsne98p+BxdvT3/v3vSda84oortPKOJsjv//7vy+jDr/3ar0krg7JyZgDZEPmFh34QQn8u9yiwwx/VWcbfSZenRbZjVxrNkZPxnHS1HxdOnXCjcFFACk+lRSUg9OYPgz0rE6z+Uwmo9nzoQx+Sqg8w0PFHoMQNHBgzgjTwaDT8qDjUaFhx93h+oCI/NHzdtdcJ9vTUtNIhqPf09Mp0JIf6lC6tKLKiD3z6P0yVTseBFg7pkh86a2xXMZBwePWTn/ykrBdF3uDDJAMA7Baw08Bts8xWWWVk8sPuB7sSX/3KV+3FF1/SWYc3/MQbDAs25M1peRiu67h5uVixhBCZiCDQUnda/QTfVKnBWqOOYwLAN/gVb43L2bcYDqG+4qCy+5/wKdlWypu6YNVJOn3JyoW2lVHFkE13t7GLXWBUgKiDwSF0tdOqmCT9BVk44kCZDr7NzmmlCV1wVpzUDpIXHVfKLCypI9pIfCmECTWYc768RlBWzDqgWHFrRYk9C3T5J9LEO0KisvWdALXCS3UdSYqopCWu3oWjEm0RKp1gVVP5l/BoQSb/DNzbwQx4RfzkiO8ibThSlixwpsOCitoi+MuPOow8i7KnuuCFMIGKBRPA1MYx8IXVpjJ9yj+1i+iaJk67Zm6tiVXJhtkCNyzP2PzcrFSCtp2/0i64+FJdMofgxTkAdp1OP32d9fYz+WbQa5jVe9w9Hzd8RuVU31HeVBPetnyojNV6UhzhnOgUd/yqYNt/VcBVPtrHP1G+RVaF4zggU1ORPncDKk0SinCiRtyUVeWbegsU3A2fyH9MAny88NVvYsNPRStzCNi0K4KM30EjQwVMGFhRh/dowaFujaQOSobwfRa6MFrAajy8mLGICxx7unutrp1IXyGcn58ykzoRK+5h3cct5kDrqK1JvTPxz2Zz2hpzTas1Zq0BrGSBhknJ3Oyc+bg1az3d01JV0JmvZGkGjk2fYaetkQS12GnQLgCrlFpAip033mmCoWqEp9Imbg1JXqhKEocDmFjfom/NzGjCUGswGXA1qIUFdt7g2fMmdZOYEwBEk3ZBS3/UW+R2cV573FlbZnGDJAoWUabNYh3VWZBJdMl2KRiHUL9iZ6V3wLpccT0J/1ndgAIW+Xp6bbS/z7asX2fnnbnZbHLamhPTNj81pR0iaKlps7aAlR0J5J6pC//UdJRFA1tqi+QWP8joP+g+ClIkjbRUUKTVrKBoSmMXYBYLeKhkzRh8sd7bbX39Pdbs6bXZhtns+IyN7d5r3WtX+mSQsRJVL7pVatPCCBB+nKFjAjA3p7MPTz/9tN1222129pYt9p/+5NM6ozc8OGg/9d732tbzttlnP/0Zu+/+++0N110nrY9dr7xiv/6//2/2wQ98wHpqdXtx5w4bGhmxr37lKzIhSp9lQsGZCrRD1qxeY/f/8IdaOP2n/+x/tptufJtkvR07d0q1hwVW+uC1114rGWzHjpftIx/9iCHYI5cii3FRGBokyFJYmsRa3C/94i/ahz78YfUbjJGwyKzFoCNHpAYEHvR1+AXyVvCWduTTya9dGvx4QhaLfJBdT8Zz0oV/mGD8YLD5Q8Xx42G75vzzz9dMkUJTERSaCQF6V6j+nH322TLXSeUgWLO6wmwL5hYHRtlhoGGZmdH4NDCr6lgLQuDftGmzGD15kgewEKZ7e3qtv6/fmE2itgJccAurCVotSkQP9dNMDCIwMeIh/PPJVijMXzpj3d12ZHxchELe0bjAZodhy1lnGecasIi0fsMG4YGqQXdPQ5dlYLeevgt8Zr+jK1dqwkB6BonZGQ7VOhEi/Ot240z4R2hmlaqVN0QbdBT+EwtyInSOEnG95KkGKH4GXTHTQIvQT7sgpAMHfNVeNZ8k0UZ9MneKDVtW6IORJg6mw7nu7qo3tbXawNwjE0apdPiqWNSpc7WUNrWt9PtVWPy9rUKgKtIFA02VolUdVVgJS2mj0vJ3VGzuF24lTzCIV4BLTJh44bcIDgFJIM7xi/iRsPiOTNM7h1fEaZNvwInkRdzw6PRmQGkJi+88b6LEtnpWXPyIrqjB8BDqY6AiNModglua7BXtlmWPn2iV9BE/0ivfhC+ZEkermvihf123nkZ/2iGDBt1iDzSGShqDHPzBkfVVVj5k4STlAV/TL1ZuEh7KK8MjFThhnmqAFw/xvEKS2+m1XXmJp8OdSpi1qwNweFG/xdcJcrS2r8C29WybYRS3bWBJFSk41VG7yFFXEVap58SVkh912FqPCK++O8/CFO3u6pfTU2NSUaTNQ4UUYofnIpRrfGDc6u4zmRFmUZSzR1h/YuyZndNYxhimcQ9LJw0WpBCMJmzi8GE7fIQd5n7r7hu2rrlZO3L4gOi3u3dAVtIw4TwxPiG1UBZMJsbHpebAWIYaqAxD9I9Y78CI+CvwWFBCgGG85Ad88AF3eC0TcMYR7TJ0gZNZb72hswQYmaD/dPf0Wk2qHIzJUffhZtca+l+wLpmd7rNG76DNzUxZc9bPyI0d9Es8EdhY/JqenFRd9vX265IsHZUIAuB2+qLNPC81qVaUS+MMRRThE4lpLdzxCyI4xneof7EzwoRG/QcVxOg8mPpkdbtmUwcP2OT4IRtcvdL6RoYSfwp8mBghFM/bwtyUNVFFnZqweSySzc1anTtkWABJuwVyo9ZFgaPrpDflFXcUnwq+lZezEtHTC26qkyJqGj+K71Q3TuqescIoYzJhjXwGL3MFLuvtqlkP/Dtw1IQPGmIyl/JLYKEf5B7kJcZ+1HgRnB955BF7z0/9lG3ZtElyFaBWjozYNddcY5/73OdkcefSCy+0u79/j51+5hn27lvebb3pDqM1K1fZTTfdZH/5hdsEG7kM2/7kpb6AeebNm23FylH7oz/6I50ruP4nr9ck47d/53cki0H7/OiPsVOGXCh5MfFr+iny4p133mnr162zt771rQW/YHUfq5RMNthV4IHXs+gMT0DG8ck1lQlZRGXps/jTyT8i5OEay6BuLh8dGFC/jXgn8n3ShX8YEJUL42kV/imIGFJqzKuvvtr+7M/+THb6UQGhQlDHoZIx5cnqOKv9fHNie3h4yPr6+sX0mLGNjAzLEkw0OG8YOPliSpLJBQd/wSceKhh4eCGQg287PMtt0Ei5+E0f6pLO8IJNT89IYIcJM3nhx4CCkA4OCP3r162X+pEOJ2q1xWxo2AeKI4fHDLNVnFkAJ9SQWBl33P1GYyYHHEiG7PD3+wLCXhfMhUlU0dvFK2NlISe2KIkTHYXIOYYTtceBsDMhpR2xQ/ySWxiAU1yBhKGnrUKAqZM409Rlaah4KAXboSRgCxk/8k+rUrIPPG+NeXRp2elJZvCKDpe2zVL+rNg4w438yndR/vZ91YvbWnTh4hhFnRXvIm44eCcGrPKmouAXT+YMr/Ldkr4MODZX5BFokRo/tXG4c5B5xNw/8A+/DvFavCVkhewcSeONUJa5C5xCeCYsCW6lyl3Qc3U3UWASHRRtG7AFJzFmZuiSQpIArbzwmpWaR63RJ4GfwYIVrOAhfU1X2dOBT9F4OlCZBEN4BoOfeEdRt0XpMkySX2tQgqkKSW71oFSmDIA7I30x8GcxOmSRxTiBzkBkmSCJntGI86N2MIjUzr8lH0VJ8UQrhJfCPrRQoYc0GfUmYrWf81muF0+bY61lfPyI7opgTIFvs2CEwLAg9c4erb7XGq7uYwszshzy6quvaHWRsyKcc8PE4/DIsK1evcpWrlxlXCQHj37hxRft0cces4mJSS3kIG81m75TzY3RY4fGNJ719/XZe977MzY40GdPPP6oDqYfOXxEu8JXX3O1rd84bLVGw6amZnQm7Jlnn9Mi05rVq+2iiy60M88402oDmDtkQcrNa1sf5XU1DVcd4qxA3Ro1zjegLkl8r3e3HMQuN9/wVRZyXO0Io6ZasGE3rt5jh8YO6qAr9/MgJG05+2ztRqCeu2fvPrvowgvt7M1bxM9V78ia9MOECuMOLRhKQRon0njoLZv4etH0GQEVfsfm8C4W53T8jpdU0vI8AgtQ2iFcsN3799v2xx+1M7edY2cNn5NomBSMYQw4TT/YjIU/JkOT4zYzfsjqs3PWYIV9FvXcZCBgdlYr5J4O+nTc6coI3vEPfqjj2jEOKh/niQWfIGlK7/0KnBN/p7JVBhYImKUm1qe3Zj6JFRKPMRZTbPM239W0uYZZc3ra6tjlF3yAEkeHHH1cDauC4MBkuptLSPs0SUbvH56NNcK1p55q01j9S7rwgMAKEgeBH37kYZuYnLCnnn5KWhAjoytMR+o5PDzftFUrV9nc9HQhP/Z3s5vWI1pE42LrlrPtve/9afvCF/7CPvGJ37fPf/7ztm3beXbtNdfYVVdepYkw6GGlCWuL7MzFE7JnX1+vJgOcrUTwP33dOvEMhHqE/5tvvllJgo9Ar8h1fMMzeFx2CsjVd6TLfTv54a/+kC4a5aAxMuzJeE668E8lMSBGRbcWgoLyo0FR60Eoxlbsr/zKr0jovfzyy+3jH/+49LiY7dEgwEMViDS4qTBWO+hcN9xwg6z+xKSD1RB+XPLFARAmDAj78QCDb1SGAsfFDQOOkWLx2/skh6vmJTD09nRLjQXBAZuyrM5zonzduvW2fv064cxBVXDndDonDyJvOvJ801ViwINyMMtcMbrSGo1ehdFJa7WGmDqEEag1DJUgeiqd3Zl1RfhPPIE8nF8UDgmDIuBYvQRGUWhyIEWKL6ENtzOuvL5w+4968lzAh5Un7GDHw0Ai3MSD/HCa/OAtCFKyDcxEhskN+cOxSA+zdX1J1Jswm1cI+Am48m/tlMI5QynhEnUXePF2vzKkdOWxPKbC+ANzVX1lAn9r9HbfZZWkjAUsxeyccxVUDqQaUnwRpSO4DgHy7hBWAG51VOOrSpj0Ea1oAxf6hXWiF4LzlHmJgqaUU0GCMQkoGa/oN6ETbqdp18lkRVUDLWobUp2raxUT+qLPzTcXrN7TsFp3r/dHrZo2NWDMSq2hpG2pa6S+gkAlmtUAmiaqqbwJHX8p8yhlohMK6kilLpb6VRJgFZT1m4CHoBSQwi/6Z153ZdiPgysrs0Q9hL60awPSmsjETgZxwTm+E/6LC72oYNSZ/1J7pfqDX6jW1G7EQQ+eFWgmktCRWwkZGOi33/qtf2tf/vKXZQbw//qtf2ur16yV8MBKfFc9BP95a87OaHD+whdus9tu+0t74sknpQYzNYUI07TNmzfJDPX73/8+u/a6N0jY+Y3/9TfthRdfslPXjNrMzJTtOzjuq6scINdOqdmqFYMaQ7BgwiWXWI5jrLrgggvsjDPPsI2btiqf7dufk9Dztbu+xVEo27rlDPvX//pf2bnbtlmjt8+aafWdFVwt99dQCZ1hyupnEOCf9V75zc1MG2cF6jrHgH46Qmq5gET90DecJps2NzOh8t97zz32qU99Sjj+0i//IzvvokvtySefsd/+7d+2u77xbfvNf/N/2lm/dJbXNa3FKruUANToCV7WsCJgvt0v+vKihm7TAxbH6exDNgiojNtamPdaKRebwFF4dtmBgwfsicces77hATvr7LPQ9U2AfZENNS7GJmTtRq3LGhqW5lIdzmpioPFKAqPfpBt8DRx4oE3wgFtyXwDxZWkwTQlExk7YiVfQZTxtUUraWUw3Cf6YG+Z7kfCfhtSUs25PZ4KH8F+ft9kFl6u4ZZfVfLcyBZLsDjAuk2/WZsh4vT2aJFMeZJ++/j7lvXfPHpkwx1/9nfM1ZrZzxw7tYs0g09XrusCLcyTDWApCta2vzybYQVmY18SW+nIY2PT3BVzkPuS6W971LsNwC6o7CPF3fO1rtunMM7UjwKIx8t3YoUNabI264rwLtIWhES2e1moyB00+yJrIjaiMo+KDZgpxc1mWb2RH4jMJIIxfu4c4R3uIww8ZlzcyIYsPMcE4WvpjDQ8KPtZ0y47PzGk5D5MEKpLtoDvuuEOzLVb/2fa45ZZbNDMDDkRFPITiYAo0HAIygjC7B/jTYDBLKpEbf9nmYWJAOh5UdhjAo8FiM0B9awnBsFNZYCAQCATT3RiRGhA99LLLLlUjjshObuDvgwxqTcxI0YHnQK86mS7X8K0k0GCwgcC53IvDhuOTR6zWtaCyYdGB+giipCys0NAluWRLwnToSCfEo86ol8oDj+BfWinwYbJccVHs1HmVNBGqxDgJZC6VEQ/Y8SMPz9MHc5gbYZxHAHcIG2KnrIIl4R+VK7fgo50NdajEaDxzoc5gxKUhKotwc9iClHColLHCriQGqKXFK7PqcKf/JdcIcgzS5nBCpxV++29VbhYUEDOv3CmEco+jxM+ZcJ6srbsV8fw7uXOvHHbFvy3w9p7QFO2G0JXaKY34lfhqx6y+K4FLfES6iAK95T/RW7rHA5pj0um0w6IEO4N1rcQhUMs2S1dpkYyBR1feazJZ0rUua8IMcLr7Q32PA3CUNepMgy5YHa39AvO/fx9zDVDdWp1eXh2ra6VJAG3r6h4sIvh2PmMJ4wZqNJz7gl5q3X1W7+m3BreHwovgVZxDmuXOhwl7bvtzdtddX7d77nvIRlettKuuPF9tzh013Db9hdv+UkLEuedfYmeeudmuu+Zy23r2mTobxi3UEw8/Ib699ZwtGu8YCxk3WYFECEE3f8WKUdHazp3ce7PH5uamdXh0bOyAHTgwJisqq1aN2sTEuMYhZ+9cGIZqj++6a8Ue3iuhh/MrblOd8WRmclKqD5S9n/jcmDrDItSsVHcoLzTe1zdr3b39Cj+4f68Ov09OzdhLL78q61hrTz3dRkbAlTtbetJZh86tqr6pMwklc2E84EcfZqzX+LGIJzrMvNVFCmXv65ypQkjpY5Ze6VNdNRdsE1Dswo8dHNMEkMWnoo/nsHBDR6gA1GvWFNtHoPYz2tAY7TLHjzFaYyHvQuHIraOlOQesRBo56Ru04ic8A+e8pOAbVUm+8U1crfi3vJXWJwrNepfN17usWTNjzoBKJPIHgnkJFGfaASjyLcc3+CryzNQUZy1HpLr29DPP2K79+2xYFv7Mxicn7cVXdsq+P/ensPO25ewt9uwzz9r9D9xvF19woa0cHJKw/sQTT9pCUsHjUrBZXRrp6meHjxyx3bt2Sb67+sor7LJLL9WN7Y88/IiE/jvvuEPCPGcDoCP6NnSFjAbdSWBHhqjVJWMxWXjpxZekYg790vfoh9wPhfrSBz/4QcmZqN3xiOcnvf/4Jp/X8kgW0jkdXxQBZyYBJ+M5OVCXiWk+aFNAvjmMgb1/KpzKRvjnoVKo7FghF0PI8iEMxkV84sK0aQi2azHfxIUOhPOQFgHAGWQIpw4MHuNiYQb8KE7SoM+OhR9nVj77ozzc1IsfQgK49/Y6DoBkHkI6dPVZyVcH42BWwwcgyiRzaolJkIaOxaEj6dD39FhfsnaDLqrn7cRXo6enQ7+BvjNRvhIXysQSwsQzVAHBMeJNCrgHT3qr8hCG8AqxPcVIFesx/a80CSUoeVsS0/sJ+fpBuhI0M3wfAGrzXBQjudH/ZIOAbooVSl5B1HfxS7NnvuNRCQs+5eV1cCq5c+aInN4ppPD178xXzvRd1J2ILJBWdRcA5Ij0PiGqhrX7ivjtwsrytQst/Cp44hs4t7qz7yLxsThacNVo5TQiKKy2pl+0lcZapn6pbVsgeOYZjalNs+/AjpUy6axmwj8TjqCByM/nw54L5AG/kOqH6iR1NqpVY3g9HejvTjyDiatbmHLm7wdFJRQiGEr4T91Eq26BXUYTqZy+Qhfh4JPaEhqVk0kM+LSpkTZeQrig76i25dGHg2sLNBAs3tXeXngf1VHy7GwnNeqCys6zL/wzsK1+eXyK2UJb8BCqFAGfRzwu0QbfOkCOFZy0YKJI6MXPz0t1Z+fOPRJe5ma5V8Z3mmaxcFPzsYVVeWjgS1+83e79wUMS1P7J//hx+5mf+Wmbnp2z7333O/YXf/7n9oMfPmLfu/v7Okz4hje+yc4//zwVFQHpj//TH9sLL++y8cMH7cMf/rC9453v1AFzFoY4R/bC88/bkYlZG5+Ysv5eJiX7Ze3uujccsJWjK2UieteuvTbQ32sHDh628SOHpboUNC8Tt6OrNFlB5MQUbaNnwKanJmz3qy9KfZY+g0oGq8ynrTvDGt39tjA3o8PDDSY9c007PLZf59ioSSYnrIjqzJst2OTkuE1Nz9je/fttbP8eHaBnIe7goXGbmJ4VH0Qo9J+PXeovcH6drfFzcoxf9EdUZhG86B8+Ni4WqJyq+ZsTgVpQf9r7luG4iANJseCllX/6rvpvEm4Br2ZfkCB75qYzbfXaU5KJy4AlKEk8R7BfsMnmvE2jyoyaak9Dl3MywYL+JMegisyiXerxKl3Rx6Xoo7gaMx1Bx1bjG2QOD3V6Vz3oT8JH8SmU/9TncDPBYLaRTwAEFSxc15/6l6zS7ZNF1Gp7BgZsFmGftERVh0rwowr0dlVn1N5YZUeHnovQTj3tNNGo76Jdod2shx5+WKY/L7zsUnv3u2+Rvf933HyzfeoPPmV/+Id/aO/72Z8zzgH88JGHtRCM3IQK3WyyOIS5cJ7nnt9uX/zSl+wrX/6yFohvvfVWW71qtaxDcj6UW31Rwdu3f5+sMXIOgfuS+nX2c5OXtV6z8Ylx29C/wa699jp76OH/aJ/9zGftw//DhyVLcmj5d3/3d2VwhsVjp3u/PBZZk/rigQ/we61PwKGNwZ3f39iV/6UqIxhUxGFGxmo/JqGYcWE1h4fCE8aqfbsKhsBFtKnyEfwR9EX4ZiJEzDmRX2uekfeJeKPus5C2EMgH5gjuuOPyCfAPvCBqfv6oZ4n5sdLDVhSr3nOp7I63b6ehZsA2HWn95lpgQoQx1Qci+4e+WlOWjTw8n/Bb/BU+i+N6msRpXDopDh56qkgb0HnnnMm3s5yfYRYRfMtwBmuVM81NcMcPSM7IooPBgHL4SajUcoqukS0tAmXokDcJ/dUO30CpxCtL3saZwUgMV5GUUeAY75S8mJBkadtAzuumbbBnVA1aCqTCsgheGSl95l+FuIhmFgUv6ZHg+mjlsCTQlpOAJZNHYCbse1/wQTCCoY0Q/mPg05u2ZoKMIJEizyOU6/E38OirEmp1qNHpkL4FX9HqS7efxVHcfItXIJLQEIJD0LToATqKOkiDZtR7/oYm+OYt+kBYgBZj0E0ot74SaHlXSNY/gte0Jju2byFSJEm9p/heviPvB+GON1BydwY16kleUeB4p3h8Bo2xoi9d5S5XE1B9Ov+gPoo6iRXnWPhIfIGaE1+WsLYgneN5qXX4zi13lnBIllvbMRTxzDPPSH/51NPXGgIiO0mnn36a3XLLe2zNmlPsivvvt3379li/LEbVbHhohXapJyentTi0csWgHRnbZ6OjK+30dRtscGjUBkfq9sqO7bJuwhjCItapa9doJ+GJJ56w/Xv36fDjM888a1gDOu+8rfbc8ztscuKwl6Kgo27r6RuWRZeZ6UntIkyNj9sD999nd9zxVbvvvh/YK6++amdu3GhvevMb7Sevf4tWYYeGh605O2svvPCsPfroY/aDH/xAt6Syw3799W+QOtRpp51uwyN+dwatgMAvi0ez7FaY9WCQgz5B/WrcSwfjEYrTajLWYbBW1N3b6+f3EgyEfxbO0A0v+HVGEqWzdSpapYvqV5nKXck8NotS3EeiFW36coqHRRwJy/MSKi+6+BI7lYujGLOL1X8mCn4oGEywSTZpXbZvatoGxsetNt+0wd55mdSE7hD+qSduKNdT0HZg6m/6mMyzZm/GAw/lnfp3yV0SOO9DovGgdcoFK6F/FD98lIvVUK1lxR4OCJ+VOduaTTfnbYYJGTuanFvQBACbrt068iGgDkZjLfeq0G8QsplQnXPWObLc8+/+/e8ZpjdRyeGCVUxq/vVdX7efff/77aYbb5Ss96brr7dvfP0bdt+999rB/Qfs3K1b7eWXX7I9e3Zr8WVwYNB3ZxcWdIHqQH+/bdl8ll15xRX2uf/vc1rpPzR2SDIj/eNLX/yidgLe/Oa3GGp8K0YwGrPffuM3fsPe85732L/41X+hw/NMFqBZZEsWiLH9/wd/8Ac6h8AdUt/59ndkYv5jH/uY7h1AGIc2kUeRMXPhv+ArRcWUjjys3filakztRR0Sh36Pxgr0cjKeGA9PBuy2MKPgVEYI8vjRKVjtoDLf8pa3aHsFADQMwjwVQhoqgsE40kallivqXOyFXmI5El566aU6CBx+vGO7PtK3RfY4PH38puHS7oMO5PqgTmPyBO6lcFeuhDHIIMgHYVEfHAKj3Kw+UUdzc3Xr7fNZp5vGpHPDFoKBdEI86mSpeMQhPOK2g5WHBaxOb9LDQX0SJAtEWOthVwImk7Z4A6ILFg6LdirqjO3fQhAiPH6BX2JsnHlgUoEAEBYlSuBlHRVMF68kdGWg3JkSRvoI7/QOmLxzd2v8CKOOl4QddQqANhHz4NY8Kt+tQlWeMHdXEpV11ep93N/gQTnSO/povCtwM5xV9Bj4AJHqIt6kY+Kves/7QiqbbJy7qioMr9n0QZhk0BjqceyoeTZunhDdUvopfEcXicF/pCbiEwmtEGpQTbjIneVdsV5FHHBJP7V/1DvvJPjHm3LFr6CVSuX9OwlvAAAgAElEQVS0/wiQKknx0T7uMfseBV6qho5glTzBaOcuwBeONqAIi/DWN9FBIlmNgg+wW5wWEAgVr8/rM7nFcwrQ2Mt3lZWebj+rwsFv7LNLgGWFr4vwblsxukq3jHOu63t336NV+k984j/Y1q1ftauuusquuOoau/Tyq+36N91ggwOcI6nJGgxWc3oHhuz0gUFbtXqNBCf4nA/6oRpqEqKwQAcd9vf12LnnnqvzbE8++ZSNHRm3g2OH7OUdO6SagTGLA4fQwZ8WbghzxTIvtIRlKwncNfv+3d+1T/zfv2d//a3v6hwZK5g7d9xj99x3r33xi7fL1OHbbn6Xvbpzh2E15fOfv007A6geMf5gAveCC863f/yP/7GdvmGTH4pVF3QhmHpHlWJoeMD6+3s08QYfysFP9uERKOHvc5jjntFkgH42Mz4uU460M+quGMmgmdQHKxThBJeTXekO2vAE1a/MjwAEf6R9Vt6ZqISeTVrx54IuyrN61aitGh2y7iHMkcObqF9yhO+Iq+hSQSw7YSrz6Z07bdfYQYFbmOU8ka/0M96x26FV+ESTTpd+E7Q2ACiw6BG5IHYTY2Gg5H/igzRtqhd/e9qg9YANqr7yT7/wccdF/y6r61xdzVCr4QwdFp9oI+Y+h8cn7JTBIbMZVMTICDWHlGH2wsIPAvRbbrzRdu/Zo8VLJoq3vvsW6+nvk9oMQv8377rTTl2/3v7B+37ObnnXO23l0IjUKk9Zudp+7mf/gV15xeXGLbyozKHGc962bfZHn/qPkn36Gm5C9s1vepMWdFksvPqKK+0XfuEXZFL0L2+7TZoSq9eulSD/xuuv1+o9st7mszbroi7uimIivevVXeon7BBol6Jetze+6Y1a5f8v//W/6rwP/ZEf5uU5d0r5qE9aPZTZNX6wE5PzlaxeVGMpjLjxHe48KjByOMi9qB+iTn4ynjbNeOKzaVfQyAVmgGDLTIqHwmMxAKGXbVWEfxogDg5TIcTBj7TlE13AffJKpIHjcSGag7FJlzACjuGd2jB1/kiYC/B+czEdnZULb3u/i4DY1Ifj58TASlH4+0SHiRFlhnn2a7uY2SZ6nujK63COVh5IXy13YBOMP7ar8S8GOZFvp3TCJIFZKk6Z02IX6bxsHpbcSZWHiRF144d+y3hidAXfK/NWjKh0DWRlWNvyKzgx5zxqIFrpqCmChNKENu4SrUiVvduEV2CqkV0YzfH1gmRwcmdLhi2fRcy8PJ3iFJGDPALfSBwJ+U7uCKrQU8TLAb4Wd4IXbRmgWusu/PWGIEhXIOj1WolDMOHxC75QTYPwhgCEb5NVuCTwAz1KipDHJTbBs+inWhHUIE/KebdSovyiXkEGdxqJBcy/HU5AT6UoP8tiFX6Fo7WEr+07B5tVyzEDzeEcS2LSRb65O2AUcMMRkSNClr7wIk78WtPRFqXKF0mKbGm7iJ61vYOF3nylmp1XwMOTpW4pwwUu+Dd62Znts+nJcbvxbW+3e39wn/3Vf5+wu+/5od1z7w/sr/7qi1J5uPSSi+3aa6+xN99wk23Zskm3VnPwcHgFCzgIt4100ZZbGjo0dkAXGA4MrRDvd4HDd4sR/hFetj//vO3ds1sXL7366i5btWq1bqF+/Ikn7dCBPRoXoTv+oVLJggsCKiu801NH7M47vmrf+e49tmrlqH3o599vrGg/8MAP7b9/6Sv24CNP2NPPPGs/MX7EHnjwAbvvvgc0brzvfT9rN7/jZnvu2Wftz/70cxLmnnrqabvmup/UTgd9C/1wxmWqlp02FuEG+lioQ372BTeEZlU9uy6q8FTfHLqfnzdWb9GtZ/GLyQZjAuNFd3f06dT4Rfu1rPxnZMN4F9Ey7wSAV1KfwRlklIXKyTjLTh/qur0DfgOyJ00ExWo5HnVrdjVsePVaW7/lHN1kj8jGXGJibtJmZKvd+UXBW6hZaFG7I44pwj/qj+UkoOnhIBh8M1P7IecYuoSv+BKeDlvwE72zG1ZMAMKykPgbC2vwQ3Y8uVGahbO6dgAGV4zY6NpTPGvBdNjKK/tDu59x1mb72C//kgyR9Pb1SmsBC4Uf/MDPa2K098B+LWQSlx2jVStXSvZ76ZWd9vwLL9j01JS959Zb7Rc++lFZwpocn7Q/v+0LhtVDzkxCH0NDg1q9h766k9z0Kx//uH3g/e/TBa4cGGYHjXuD2B3gUC+y08aNZ9iv//qvS9DnEC2HkT/6kY/az3/g5yXUh/z5pje/SYZnUBXijqfVa1ZLHnV5zYqF5WZS92HSTliEZ1WyyBlxCooN4iyqdDEceA+/k/GcdOFfTCiINpUgKiEKFCsCrKYQFio7MA8XhhuFH+Hxi/Qn6+1oZy2UMoriRCfG2/scuJXYQOQeVh4s9pUMjycBOIAhVnDxi84q+LbP2jVrbHTFqO3etdv27dttAwM90jnrZrtJp91hPOwm+Lad5wwC4ExYMs8WKAm3nMtlyEac4h1w8GiN5xJ61ZevSBPuAOb4CFJqP9rcdbxzASriA8nrSCtGlc5FfJZlIo/Ik7TRVi54FcyyBLuEK6XVK3CKd56snR9Zu7ChmOEu2jbHMYeFO8+3NSwLXxQEzDZNsyhe8lD0lKZIl313SrfI/3jSBJC8rLk7wtuVJ8XLohzdqWW7FC3So/+dJt1MAlIoq2eUqJmshsmbnUhdGph2qKA3tWV6F+2aVtFIBJBY7Rf5ceamqQHUmb3zLQ30uiTJhR5PGGQQtOXb704agX9C+ES8TgLIIGNHL88g0QuvqDcJIx7Hx4Js+VIVCZQcRhRalRzMNjzTm/jZL+3o5AsMCKg8WgRJLqUQXp4fbQVfZ7XtyPiMTHKyYIQAysOike88Y22ky3r7h+2MzefaBz7wIZkl5Lzazlf32sGDh+zJp56zxx57yr71rW/rkqB//s/+uZ1xxkapMXARFqvGqHVOz2BWFti+yDUwOGz1Ro91LSBYOM5MGNatX28rV62yHz7woD3+2GPCZ8fO3XbVVZdrnJibA+8ZqZiyc+WzVGyRz/lCtZk9/fQz9tBDD+v26g+87+fsI7/wD23T5nPsmmt+wrZt26ZV22uuvsaas1N2z91326GxfXbttVfohtWLL7nc1p2+3h555GF79LGn7O6777E3v/UGGV2An6t1kqCJmuvY2GEbOzRpk5OzEvKoO+rWDxwzJvoONxfpQQdTE5OyAIN6BgIa5lER0kjX6XH5IoUmUhMdpIG4bOs2ENRPfYdIVBF0Kck79WlNALts6tCYTb5y2AbXrEp2/iFnaMUnNnCRem+/bbvoUjv3/EulxqS+vTBnzZlxa0pPnTZRRygRJs/4QcFeiR5emQREl3Ae4QJ/8IuybCpvASPxHMZPJ3Rf9WflH81Y37dIOMXuR02XlXEIeX5qRqpt3HtnPUlU1ESlzK9wCRUvH+cP6S+cI2kkk5iUce2qVbZqdKVNzUz5ZHDe1aF3vPyyfffb37bbv3y7vfMd77T3vOdW66332Ne+fqf9xZ//hV182cV2xeWXa0dueHDIelhQLTJ264CY04VmoEIOqVOlTDiDdpgsEC7jKb0YfaHFfBGZs5oI+uz40aa48eO8Je2FH/Tp7e38IV94Fu2T4TKfgiZbkgg+FhuTOV7kR0x9xrnXZYJfdrSTLvyH2gYYdRLaaaBcUA7sEf6jYgn3gaKEE98Rv/VNZcYTcYMYwr/d25N5x4ZIAkzAi3eeNicG8op8vF+n7U4JsWUq0nj9OJ5MBtx2PUQ3b+vWr7MVoyt0u92LL7xg6KChQ4oVBccrmCqHoWGQsZvB7oBfgpXPGsGr/AUeQYFlXUV5xUQVLcWRzB/uJJw7y0/AAhaf4eYNbGkUypu6KetwMQPz1GmCAc5pIuDyQOCZ5s8lsgkHsnOBTh4RPUdJaRy+cCviBC7+Vg5FGAAivMyqrStjBCo93+3wFMhKBhm4Tv5ZlKjjqOo8qNWd4aQgpVlOwlZAx/HNgMGjIqVy5e6OIDP8MidE1FocwU5LYA468knv1AaAoQ/Q9xgQoEN2AWrpRmqhiZ/6Ihap/HZpXeIj0uLGT1ZSo0wBH8CoACQySapE9G/yiH4X/IytaIcR76At3sFz4t1SQUG6Ld5ebpWgJeTH55N6KJ7C3aFARcTkUJ0xvKsVy/qLfoBEo37mix7wUy2wJPOZEk8lS3ub0S75T7mwO4nJ5tk5qUGg36+HA6v8k+nDcrEFfn3o0Jidd/7Fds7ZZ9tHPvJR27Fjp33v7u/aN//6m/bYE09r5fH2279iN739JvFwreZrIuLqochWYETdaKeYi7YQAFBJqdW1enxkckJpuf3daj12/w8ftLED+3WYkXtjBocGbY6DpjMzbstc8ymvJ8rjB05rUnfYtXufzc5ihnSzrRxdIZWU9Wecae/96Z+Vek2jXrNXdr5sz21/wfbtH7OXX37ZPvvZz9pdd92puvn+9+/Rzah79u61gwfGksSa2ij1ESwFHT4yadOzXJbnO/ss6vFMJ1vrfGMecrC3Tyvjew/slhoTqg5MCDjzx853yAZlDplL3SUm+8maWNBVQVYZzRVJo5+x2u1Wn1iM8pg+4XJVQkyhLtiuffvs2ccfs83nbbOzhrcKCqTGIdQ5hEx2PrjZmKQNWlMtqnasN/qtJtUgNbKzwcAjcE05x7xDwYR1QL0ynjg5K65KEGnSeC9+CbL8EPx5gugiLX7IENAlEx7uSJo0m17ossEVQ2Z9nHNI3SvBj2xIChjuq0CFC+0EUEdoRfefPjg+NSGeKn6b1J8npqesp6/Xrr7yShvo67M7v/Y1+/pdd9m+fXu1A/Tggw9Yo6thH//lX7JzztqinSxUdiK/PH+qnaJNzfiFc87jXa6Ez4MQvJf00BP48o1KH3dqIPjzkK67p9tOOWWteAB3A1Am7gIAdybVka/nkWhFqZf/h7T8/Ak+xLomdhq9zugf4BELD8uHvryYJ134p+F5oqDxbkWPBhGjTgyZcITEUoiOimpNufibRuIJeDRyPLk7/Frf+YCQuyNewI9v3rGtGfAD7zhbkMfN3Q6fOnK1IIQFBHbfqtqomer257cbV1ZfceWVyRyoQ4AouAaeNH7bMc1JPfk18gEr8guC83fhmxxeZ151SbAmxL0rjMUZTCb8B9NMxKyWCr9gagIMMGdowiHl7Mm8fctWLl0eLTFrMS0f5IVaausEqs0rg1sBWflwgYvUAQ86zL8LyODhH+lVMIMiStGpq/H0leBH2ogR2RYwsqrP/Ra5W4qRh1cGgkpADHK558lzMwAU5V3sKMNaUCiLlmhG4TEghl/Adj4DMFpOfTS5SVbSvuvQRt0odRoYQg8XFGHCTADoi/xQBeIBLnwFePFNfL5kNSZNKIhD/+NHmsgf/oA7+EKs7ApYsdDgQr/K4AHt/6aqUJUW9Sqs2sd/PXwreKQMy4Ys+7+Cog35iEgOoBWM6m8eYThdNKUJJXwdGKR1/sCuoNouP0+U6h+YdW6WwrRLGh/g21olj36JadfZWQkJrMRz6HRwcMh6+4akMoYgPTc3aXVUgQwrOAftzz/PxZSv2HnnnWc3vP2ddtbZ2+xNb32rfewfvmqf+cxn7DOf/rQ99ewLsvjzE2/4SesfGHR0OZMgNXO3Cw+toOaKfju399brWH1jVbJhcwODxiHcs8/ZKsH4nnvvsyOHxmSVZ/OZZ0hFppu7K1I1ij6plwWMZUxbN+fIWExrdGtMxUw9N8nLss/CvC4q27t3r83NTsv2OuWkXo9MTNmhwxOyOvLss8+KdteuXavLNy+77DIbGOyz6WnMVXufIF9qVzWccEH4R4DqH5iXgMYEBT5LX6hjmAMT3s2mHTp02MYOHpTaCILP0NCwDlSrLGqxo/yhDdvw3oRGm8TOJ9SfU1IlR4oMXXtIbKHL9h88YI88/rj1jIzYprPPkSlP30mC/lhAYCKwYCg1FflphxoK7dZ9IlUEiOV06H8TD6lGiiitvmV3IaTIsCVaMiGKr6oGB+fg8jQEJNapACqgSdvUrW/FkPWAXF1ejm1a3wBGSFWV7CG51J60Mxar8OnWar3zQ+ibtu9m0VcyXrdtO+dc+7V/+S9t+wvP21NPPqWL42599632xje+URYggQnPZokTvqjv4LUyx+z3sdCWyJLBZ4nLIjK7daoHzXGYvDO37rMeLtNKu74FnQE87Qow+aSdgxeDA2mJW8QX5NfyJ2rQFwNQQUK2A+c1a9a2kvRryaiS9qQL/0WlqVdV8q58UJE0GAyQBozGO94KBoaIJB0aZZBF5Wb5T8zGgJMIDkd6olx8Oo6sMvlKIoJ/DO4Rv927xA/hIPLwzgP+WFM47bTTdPvdiy+9aAcO7LdVq9b45SxpJd1xQ9AoCZKVjBA8gBMPeMYvGEZJds6L1K0yoSnxJzEYF5gChndGEI82irfnh3+Rc8Fw8HL/BIco8ojI8Y60Majz7e6oN23pJ+8CjLqtCxXCUKvBCaZzkAS4bMuijKl9vW1dAPM8U5LslaUukgsH/uR04lhX/BRFsFTRcpV+VVcBvLValCpx2oDQEsfbsvQs2kPM0/0LvwLPABbvvKQlrAhdzrt9qhyu03wrrIghcYIlMQBprNUf/1CioIvoQ9F3A4Kb84PJB90XUlK6QIcDilxww6Bf9JEEG3oQP1HT+iF0+FPsHBBNKmzKrhQoECwLWk3CDnBIS7ek7mPCIBiiby+DvjM6EipL/ElZt8Qoy98S8Pp+FmjQgPGRu0t0fFgvv8NFKnFvVKZUTyk9r3icGTq/ThPAqH9FiawjfrxTNyQugj+DL6t/tC8TwAMHDtjY2H4tis5yA/DEhAQKkqOjfscdd9p3v/s96fafdc5W27DudBsdXa0b2bmhtH9wyEaG+m3v3j02Od20lVoeXrCZqXEJ3fVGl8w3z8zOaUUd4ajROygdfWgFIQAhhMnAedvOs9WrVtnDDz+qmjxr0wZbv2GDdoN7e1l5hsaTAK768JvQGxDcgmk1/dRTVqt8L774ku3evds2btxor77ysiyy7Nq1y973vp+T34qRQTtl9Qp74/Vv0IHHMzdt1i4HlzaxqnvKKafY6KrVhl116onqZZyl/4B3TwMb6uaTaI3rCJXefzRWZMxnYny8uFWZO2+YYDDpoi5oF54YX9pTTjTm4ncSFYuuX9Lg4rjyUUESe0n0xYry/gMHNAmiD3dRMPpvnePCXVr9n0A/hsPOYTCIeNzVkyb7gg3LFtumjRyznCzJLki69U16rwpPkacrSpLVqSPIXx8nmJhwAF7aiVL9cXyL3QDoEhWrWP1H0m6YzcaGQSpX4Ej+9MkCz5prPKh+utjhmZYmAxOAWNzlUDFu7fpoQuCpMaH5thveZnPzc8nCk/PBmblZCedF+ZKD9fFauiIaWQddfyaZPCHsq9wUgQmIhogFrfQTB1riTE8xmWB3kIZLj8pY67KeXr8rCl5O1S5HrgsYx/um/vhRT/T9oPvjhdcp3UkX/nPEccevHUKEITjT2ZeK1y5tqx/pAw5hlT7RGrnlm7gcfMHUVlx37jAcZrhbkh3zZzA1Eib+pgbHjBzmqbq6GnbllVfZSy+/bE888bh985vfkt7a2rWnSa0HBsuhYLGQWGVQQX17mo7uBXc2QWegXsS0ossmeq8wFUVvZS2kVcnLthGoBDNKTxuHO82S/dPTl6HqXjnraHFH/pQh/VKbyMoBgpUOj5UCtOOXmF3CtdLwBWKFw1FLlR9WZOJdNEqUJxopE2EiaHlvxzVKVqaBzsqvY3JVilL5EBj5VLzLj6iv1vyOG5dWQOk7Z6qSEBbF88IvVQVOu9GRnYa9bQnxevV2SwJ3ErwjKzFttrU1aOdDlufKQKD5Rb1bt5gyOPHjfE2ju8dqCCFpNV87BFgQYpKfrQT5MOj5O/9C8PJBLPgZwhlCpYQk7Iu3NELwhOKtAkTNlL0nytXu7SLFcRNpO5Anxi/xiwJYziuCLMvuXESTQyt1ztfU7tSbhGgS8uMEI2/q11ehm7zTIhDRmeDBM2PFVmOEeK+bUEbVBzDo+3OQFlOeWNT52tfusEcfe0K7rKjsYF9/fOKIVvq3nXuuXXX1Vfbd791rX7r9K7Zy1Wp71zvfYajnICx+7+677elnXzBW5S+99DIbHV0hgQI1sr17d9uu3bu1uj414+cM6HvsDKD+Mzs9YYcOj9nE5JQOkDIxwcrOpjPW2eNPPCHVnTPOONPQd2bCwgR0dhbBAa2NptR5JMexEsoFTs1pO2PjRt3+e/f377O7vv4NqRVgmej++x+w//Lf/tSmJsftoosu0qLT1nPPNVR8HnroEXv44UdszSmn23PPPW9/9Ze3GYtRN7397XbLLbdqNxohxW8D9h17dhmYsGD+OoQ/6p5fN0JNT4/19verX9G+TDqwBoPZUXZQrrrqah20JEyqqwtY/Am1Vpqasdjf5Rp0Gu7Uv5x8SrLyPhTfEap+CU1osT9Z1oGuol+SbGFBuy5nbNpkWJKh34tHZrRKz2xAX5wJScn9cG0yIBTwkvBP/gKd3o6PU3Lg2PqONMU7MergDj7wtucRwBK8yDQX/hMcF/zhkR6Z+DhJOJuQSa9At3hTPHghAivu5rwvtGLqFZlOCy89HAj3NoQOsNajS/bUj71UGFdockaFw/VddevrDrs6RVaSPxpJ8McX+OLVaXUf+nI5skxDGWjrnh7fAchCXJ7JBH+vqDxG1Z3LldWQ4/8CN+rEz4Ry4zaXkU3r0j6ah4n2iX5eN+Gfwi3nUWdcZtxO8CIvKjMGUdzh3yld6V8KujBPKp9JQDR6wCzjO2HxrTzUmZYuLzBa4YAjRMwKD4TPgwm3Z599xh568EFDB+6creco3dDwkA0ODFmthh4lOmJ+EQ1b2I4vKnx1zfRFzMEhhJbjllezgiOOcs4/Ulli8E6DtspaDOBleRN0QfGOlMIKZilA6uCJJTmHqfQ60oBDmVZMPiYCCF9MEnM0PUcaIVxVN755WMRSe6WPcBdv/BdnkuUQUI7yLgofJcrie5tlHst2Fni0K1c7KMuIV8Bsl/54/EIXQWkX12W1etuEK53TjLdfcqsmwZaRm0jqqE4XmsCXsFA9ch3eNLJF+yYY9D1pg2ASsRbqFr1SO9DqS73bFrgkiVupk06rIEmYBB9fCRQqrPJ3cRDfJ8bKKoRXCSbZ7gLtERWuYiSc9UpifBQjxYvo7ZoiohZhizyKkNfJkSOQlVVdsX1J8hQ5kmpD0S/p2v1ISSX6SjqXDMGjgs/mq+LARQEi/tFGrCDyIGxK17xWs1279tnv/t4nJFCLt5rZqhVDtmBN+/jH/5FtOmuL3XDD2+x7373b7vr6N+3/+ePP2J/+2eetv88H8PHxad3OfuklF9n1119vK0aHJSBxszuXfDHYDw/028TIUCHANLr7NEGZnOZg5LwNDmL1ze+44dbfc8/dZvfe94AdODhmW7acZSMjw7qsa3h4yE45ZZUWjihzc25GK7lxc/zU1IyNjK62yy67UvbUsRr0O//udyWYTUxMWVetYddee5UmKeds3WY/+ZPX27e//T37xl9/y37/P3xSOv+vvvqqPf7EM5pwv/1tN9mqNafYitGVRt4T4yMqA+cUBgYGtXO9bt2pNjQ4kM6keZtxZg27/kyoUReanJq0F1980bAexPjH7gYTkIHBQVmnYdJD23TPd8uiEG2KkAgpsABULNbQeCIp/VFbih5aXEUo9EG/T7SouwfSzomSQBQiqQVdRHXhJRfb+jM2SJrXWltGqLAXriRAoPKRG4vT0LtHYqW6eLR7VVJw0f+LCFWHIGR5ERplwDvcwrXtgOjwKiwPU7gUnDtPxHc0O87nUQUSRENkJq8cDfIt8lYdclygy+o1eKUL2Tl76y6MlPglnkxQoVME9RD6Uf/Cj3aREK/LTx0V9VVlWOYKLXBAtt4TtV6g3XaoL0OPzSW2kyWhLlv9suDjclIWLrXjoQ5QAdyzZ6/40d9I4Z9BNR4K93o9kVe8jyXfEk1wd5IvdgEQrssIbcEqReol7aLSsLLEk3ojcRDUOdwCgeddio5x2eWX23Pbt+vg1Te+8Q1dP33N1VfbQP9wEZcbFjl8xmDi8H2bivTA9N0BUVWG8zLaQwXwwhAbF8zW1Rx8hyYAVuvaSxJheked6CPyzt/VNC76pETBuXjrB5BSoM7zqeKRuFIeoZ1b2UReDjt9eX7t0izXL4pYAGxNePzCfyuko36DQ+Bz1MgnJoIG50pTZRVRcaaPzK/AQDgn4VE0WU7QiziJHqB/aKSgeUVItCV2pJlBCnfzd6xaSvc7AUPg56I9TNaxbSxtXtRC5ua0xTyfDBBg0MutMwTutGX+g0p9kuoxKEi1gNEcTuIBB0S8B7REL4vbxlWFvCirNilOtleOEe2SSqtqiLB8UtChzMRHsToJ9D7yRs3FO+ou8ddM7YpSokcLb4B82MaHX+pAN+eskspAbLNfd911tn//mM3NzchsIG0zMz2tFsHsYF9fv23csEETxYsvvcI+9ou/qEO3Dzz4qI1PTEpoZ3X6kks2Sejnrpmzt26V7jP0wRmC9RvPsMsuu9y2b39BK6KXXHyxbpJtYtK53pBlt/XrNhir+2FykAuxWBC6+aYbpY6EKVF043fv2asdiWuuuVZ32rBDgelNP7vStLmpOVcl6J63d7zjZhsc6JMtcyz/jI0dsq1b19hVV11pV199jW0662zrqvfY9de/0caPHLHhoQFdZMbqPyu7V1x+ifSw33rj22xgsN/6+nrs8ssutrGxM2WdZ3J6xlasWCk8Z2ZnpLfMwWl2VrTyKsHd5YLDhw7ZD+691+7/wf0633bWli228YwzdAsrYySWW/hxiFQPBzLTCi/f9OpF/N5jqq2gCPGDxPZEIdBADAscqtYlV7E4ELSkhLrfgZnf6tWrZJ6yb3AgjdE6WudHA1J+aVkhfXm+8CnsiyUAACAASURBVBQuMqMsxZPTcKJHL0kRIzmif8QQ5N/534JHKEXej6Ic7udrZmnBTPwIXZ44IB/1yEHz0rBKYAOkUhIqeQr9KHKJuLw7+RMb3OnhwaNpV/qhypT4pmBwGRo7rfUwc+k7CI3aYvzyvE+Guz19gXG70p84DBhr9u3bp12/Ewe1hNS1ED2j9Ku4uGzh8ssv16ULlYBlfrSCb1+RnYGdyPTHmjcUKWLVqAzBJoYQ6ErAiA9/ixxS5yY//1XjUCZWdGIC4Fs95ZYmsdVBOCU/ccT6+wbsgQd/aN/61je1A7DxjI124w032HnnXyQTb8wWxycOWbM5o04V+SL4a1YdBy6zzlXFKH0VtOyOKEvEzXzlVa3PVk6QYvNSzy6ZMIkDNm+xYiX3gXlRfJeKHA3BSgDlk7tTnh4z++v+mUcHZwZLbZ99t6TwkM7hZfR2ead0LclbPksQmasdtCw4c3aoi+UDyGC9NmfQSRLrMmBVQa8I71ARAad4Q0UqD3/KOlXf4TuDQxqli8UICYa+ykR/lMoCphsHR2zs4AH7b//vp+073/2Oveud77Jbf+o91tPXb/MzM7rkiMP46IT7VnOPBKJy5T8Ef7ca4+dS4pAdOJSr/prDuPiSenxUTbVewrftO2/PrLxt4/5IPFuRyhDOnMtDzfmD84us7XM48ArpKKcJQAgaeQZplZ/BlRVleDE/Hu0A6UyGX6ioA7d9/SKlmCDoQG53T7Jk4js8wEJQPnDgoNR9dNixwU2/p9v6DWfoUkZHDLv72Fls+GVXzVnbt3+PVjn7+ga0qzQ9PSV1zp7eAV0iduDAPh2MxOwles3gAZ46OJnOJUCThHGAkoUkdi76B4ZkFhn76ZSvULmo+4FI4h8+fEj36TBOYApxaGRUO89UKQteM1OT0vNHLQc1JvSpTz31VJk1ZSIwMTlh7GIgkGu3pNHtak3WZbM6uDhnhw9xUee8DQ0OKR4Ugc48ah+PP/a4feX223VgetPmTZpUXHrZZbZ67RqlZ7KDRRbwYTKjPsd5jOjHebu2uMUHNOYlwbsYY3y1W9Ez8nR1sAwIY3S642Ee/kG9oTaIGUzkZvx8DiM+pM3FSnLXMWcCWU5eYrxL/KiQEXIiBkhCrPLyj4JPpgJkRfCRtQCVHOShfuHCP7D1jepPGlvhS7QnJsQpZ2KsWWkcJfKK4XgZTVBNn7gcco+E/rmmLvii70CfwaNpW9zql2nShJ/angPrMpO7CPRJ9/Byl7Wt8eQk5cqYxHmchx56yKamJu3d7771uHLCEthXv/pV4936vG5qP60ZL+ebCuAXD5XN93IqPdLFO2DwXk56xU/ji8d3HUNfUXRowiUAZxOBou9lfh7NBy84GTrIuqwr4eOCQAl3fmFOjc5A0NvTZxecf4GWGojH1uudd91pO3busCuvvNI2btxkgwMjNr+AbeUDYowD/QPWwFa0kAmM1HU1sYABqGajfrN4vi6SmJRQivRRWN7t/Jbyj7TRnnn63F2Cdt+IH+l5t/PLw8PdAje8l3yXsDunziw6dIRF6sRco447xu0QUKLSIUKLd2eEs4jLipTFPwFOmaFtrTMvXIlNXtiq4F5gUHSSSNX6Jqbn42tM/u3pictIndLU0DdFS9XbqK7VRNbuGHjqWu1HoOKiQa6bHxiclgoCesccdkT47270mMmahafzfMjff7UGB+rmSvN64J//SFCUKTDzskfJqrRe+npeP8Z/g+ajvFHvbVFuV66cHiJRxIs3/rmbT0+X7ktNvKIV1oI1sEOeVsYRMtgVQCCB14cg1Iu9b9Qwuzl/Be0g6Gc0tBBmQBvWazUbHBy2U07boDZlUjE7PSlhSlv5oAAMqYkhjDreC1hV6euXDnx3D9ZHENK73c5/rS6LPP0D/dbT6Lbu3j7r7vab3nVuJOnQIx91NyZtCtOJ3ZxR6RY81Eepj14mCHOzmmbWuxFgURWtqVx9/QM6p4Bwxc2urMJOHBnTRIFLyHr6h21Vd692F85szkl4B8+4Wb5OfmkXTPfP1OrWVXPhHGF6oTlnfX1DupoF859hQeuVl16xxx9/3J566inDrv/p606Xqg8XcnKrcXNmzuZlYN504RPtIuGUneyszwRltHunGi5HC7VBGVMkGnQq0mnR5aCtZDmmyw6PHbbDR8Zld31waEjdtjg+VIKsuIQzFpiMuxZa6RQKKCcAOR8QkMCrkizo2N/53yJjxc8TJTcvJfBdT30kq1eelolMTKiJmE2QEnCvr6DcBC/PqkCisyOiVxf8vB6gaSauWrBE+NckIfFzdmjgrJKp8AtInfPqFBJVG+GQk/t5jYb/j/rNGLNy5UqbmeFW6RP/nHTh/1hRzoV1NXRrSyWASzGASJfDaofHUjDax6dPlGTnh4HTinZJQSlp2imgj7TwFOWrQabMRaJ4ImwYMKsmCB8MTHRUVoXOP/8CrVR961vfsgcffFDbtYSzgnPK2nXWN9Btk1PTYpbN+S6r8WN6Hv1EckVs9ZGjW4BwLKLjE9l/3hVy/xLfkqNmfstyBjJ55GPrdFkL5EAS3i1ex/yZ49cJrzzO4gyi3spaXDr+Yggn0+f1xUV1oYW3PF984zvqGJG5g9DfWh1Bkq3+lW/g5/nk+cWiAuGRP/2EA7zhw8rlrB0ZH7cDBw8a6gsIgOg29w72SqibRzgoBnXM9yQEAqQGdyCmlcfUr6J/eexIVEG+w8exxO0A4nX37rIFHf4D96JiEhZLlWepsLwQVZj+VfUrG4Z00BiwEXbRc65bXZY8UAHycMYN2ptH5wBqc+Kj4jucNdL0bl4XuMkevyYcPjHwFdamTRzhptqDmjysGB217u4+P3MiqJ6P4M9MiX+zG8Ct7ujnN3o45OgSCYdGNUVlbODQa3e3xgYsA1EKv/CRg+l+ISa4IzwxgZUam8YeDtrWdXEdwwkWpqgH1dICApeb2wSHifEjNnbggG49rTdQefMJC6WemppSfdTqvRIU2Rno7u61ue4Zrf4zgULdqFaf1x0Jc7MzUpPr6eUcTcOOjI/pbAKqPo88+ogsJHG4+uxzzjbUoi644EJbe8pa6X8zpjFOMvmi3yGYskPu49lyaSMqO+ghT4ebEbCcbFN3i2QCTdZqtmffPnviiSds69atds45bue/WPWPbFreiATgLB14jePVCE5Pwcxy3CJe4N3uO8L8HV8Rs6D5AKsIEYt3O14Lr0ryTC53uXmiRC+ewzLnXwmdyFfQPe90BmqBHSz+qZ45L1BqK+iMjdqEHiCMJUz5xaY+CXc8opApuw4vL1KSywKllJSwTvJiWda0eNsB/onyBg9+GH5hl0086EQBz+D8yIX/1gqP76iA+I5OGe+sDBVnni7SRgS+W9O3fkfc5byDKIBR9BUJ8C7w46k8IVyd5gZqe0LVVhi6p+i/sR3HpXo9vcbqE2GzaTDasGGDLABxUx2Xr9xzzz326KOPSs9z23nb7Jwt26zeV7eDY/u0lUw8BgMeVl18m7vc6s7riHLET5Oc+I6OJyjpj3hH9KA8IHdnZU0VlPmoLqrfLQwpgS9XcT12JQ2DW55lcrfzaxNtkVfbErUB1jZeghZhbBHrJs90eHtRZn8XPFiWbE4XJc0F/HCXbwgthBKvxahLNYHGSf749K/ou+mbTBQ/0VruVtyUHprXljLqHmlbGYiy6z64wuZmpiXosILKahSCyOQkB+o5yIswu6DV1VipQiAp+o2KwDkCNzXMoUYrtqnz0sSgD9aULsKqzqLi/oY6umzWmunGTUroLdeRDS4qZVYrWVjpW7pU8UUtyr8NHbh/AiX+5vUN39W5j9RuxKBNtQpZn0z2yJPpvSRIw5OhI7IJIcSFGEy5zktwJb8jR45Yoz6pVU1gFjx3wdVCoK9msiAj84NJdYe6kkUUWUZxFRz4N3e7ABdYCEiNpDYBzvhzNqEL6z+qEh+DwIe0CKNYEgJh1C0YW6KcKquZ7hGgHAhZMkc6MyNrQoI/jznUKVtgR0swsOGPSUdus/ZxhW+P6+Y/j4xP2eTEtL384kv2yCOPSPDfvWuXdjiuuOJyu+WWW+xsDFmAb3M+TV5Kplsc9C69BH/pP5LmvEIAzFOkd4fXj5//oA54XPzNosrXbN/+/fbo44/L6g/Cv3BKYUu/6Oc1NyMpPLIxrhQgEnIJ0cC3RDi1bCqAJpu4ieh+KaQzKpUI6aPi58IvvI3dmgUtalAbLngX/ZYcSNeStsi4rVyA3JVkoph0AkIr/YyRDoxv+aUdrWgLbxXoGBqek9obfQh+HRPdIv8ODvooafiFCeYyKv58FRUvPPAJnMDfyxATgE4VUEI9HleJY9j5X3M8YJaV5kcu/OdYUnCeqIA87Mfd7f04iampHIFz0UULR4SUbwgS3Ub0OWEsbHH2dnPDcd2wgXzo8H75rVgxapdccom2Sb9/99327W9/255/4QV76umntRvA9ilm5pgx+tXQ2Id202QxAGCtBOHEO0FalUwdryR2urt3xryjl0WLDhNlKDtOGSfC/L2ou+SCe56oAFU4BCBnQAErsY0io/DP+nERtqSjSFjGquTeJryMWbqKNDA7XRLFQVKv4xz/MkVnPprHaXUviY6QKGOUrlYo6fuoETqkW4Y3tMzqHYy1qJtCwE++MWAU/uUEINIIRQn5ifkmN7Tp9VqFD2pKG3Sl+I6w+AvhSdDjm74B7fcPDLju9v4D1tfbq0nAzp07FYaAw8om/qg0aKDK+g2jA34x6Ucw45AjAxZP3rfiW291sBx/fLNvPts83myLG8/rLGquTcIOXoshdYjY1ruaOng5vAdeVnmqUStBfHTCPG/PvIzRxJU6awOktUa1opzajPaf1+KLC7Cg6FZyHB/K0YM6TTfmCv1CStoWE5sI75SXSSDxeDMxpL1ZDWdiEYUKoZH8SEOcEMYhHdUX9s+TmgOTAfJDUA9b5kqXTCjGxJMVU9IUPD4J4qLxrIZJG3HmZud0uRZCFeXi9lN+LBiRbmJyUhZHEOZJF2UHnNeX39oedB2wCcMvcPvBfQ/Y4489WcCiTNu2bdOllRdedKGdvn6doY7UZDeD+uOG2aPQSFakjk5IwMnAgeV/WxNFXN7tsp6anra9+w/Y4fEJTbiwJFV5PCP3aglyiNlkf1F4QEoBbcNbPfMMc3fAWu474AKDn09mfaOCswFsFfnioYqcihGp2uais8S+E0q8oHmH77iKZth1ywC0VqkL/XlO8FbfjYPG6PfAYULbvtUy4JROEwAvJrTKT7w6OmeKzniywA4ffRi/8k8BcDGuRdBrdjDOUD4MTTQaeflfM+gKgBauXAn7sfigAY7n6ZzO4XUOP57cPE0rjcQG8bFChOREeFghMC55cbvIWmms1WxkeFiHq9Dv5CKwJ596wp579lmpJ6BD+fDDD0toId9gwCJ0BAoRPTSfhP+M8D3PyFtYCI+cG1YG2grPKT/KONWSL2rJv83Cfyq66h/Vq7J6qpVS+apGWlRfipt8q1HzkArE4/0o8i4cxwsJlfdMzQAwhZBPtUjyT+8knhXhpbgmNMSMoU8YstMntOksuoxbwi/9imKQOOALFe8TWORgZ4wHIW90dKUEoaeffsYefuQRGz8yLp1qzNUxmZHwk26TVaIk7NGHioElDTjer4jluOf9zP3ALuqBeLlb0Dv+iXK1IYeOaY4tICBHTstPrVIlYbOS6iigIsdKGq8VtR3+Hif9LRKU7Z0iVEBkofLPhX/ajDbVCjbqNTU/ABl5IZS7/XA/LEtcCeQzrtpCPIR04uk+gbpPDrEmxEo9Ji1DjQHsSQ+fhLfDx6FnJh/QBnrPohGp9bjZWfDi/Be7EzwIVCwMEY8HfMkbuExGwI1JB9/5E/HxB5YWgpKqEBNb7o3BrCi4IfT7qv6cVG8Q/hG0lDbdXg1sr0eapqxD+iQ7nwqzuvX29Et/mYOHHOzFlj/qPsMrRooyBG7eukchkrxQ7dzQRPwiXBd5COMk0CXc0X1X/41V7kgQdGayvCSrS6tXqx+zcFaZAOR5LU8WLTM5LldeP7n7uICVvAna466vtOwOHST2rTrTIV/C2pWx6IeqzoRIaFs474NGAltowwHlOOcVGTEj3DNQH0t9RLxcCBLXZZeI3fou6Ku2IJVoH5USKQTuKUtBc5AOV1insacV8An8Bkf4CPU0MzujCT/gR0ZGTmAuDurHSvgvGicrJpXAQ5jCU+NkUSrOdjAqERKsgNka9pq+wS2Zsls8Z8lm/m0yIalWi3TwynUbo6gc/GA1xrdpEVa6xEw3b9pimzedZVdffZUO/3L9+vPbt9v+A/sl/JfMuynhSuJSHJxJAkaOStSv6lpSlRM76aJvwA5TkyhptE8Op3CXiQqvcETZHHCKqFfujtj+LtKoO+LnYl/EysOX8iOsM2pLt1MlXbsMI+P0Vv1I4GwJaPtZgV4wyWrUlGk1ahFlGSgVcZfjWEzHy0lVjVNc8iWZNiGeuVVH8Z0E84Kuopwh5PMOQVs0Wua1CE7ADEpJlZPzCNykC4GJyRrMF8Eq+uPwyLCtXXuKtqd7e9D3r8tE5MyMW1gJAYvBjDQ8LugxwQ7hy/lX3BAZZSgHLCGb6DJ3l+Vr54r2jmpqF+e1+QXkyOnYoeX1fSypI2dP41/6mxhQGV7lScRvFfQFo0zgIIOOUv+EDvTTqr+vuKudNGaUq/r40a7wY4RyfvhBMy6YlGpgCIkRhzdpgiagNSaS2hlLZmShGx6H57f7YmGHxRo3een0JLxiTNQiD/QVgvmcdpwcP1R7HCb5gR94wsRVhrCrnoQOF/B9UkF44MpkA0tCkYestTRL8UlVmGB6GurDcVqz5hTbuOFM27x5s35r1q613t4em56esbnpWR2e1wVt9G1QjXY6fpLz9i3+ZoDS+Oysw3m999kY64pEQoOqo5QrV6+1iy66WLvq0BbyZqGuQndNEXlpoTxUWQJchkKFsUdZI97JfOc4LJUP8dAMIw74zUErElD8EoM0MVCw8E+FiLKILmu+syoAKWPCEy068HYIhZ8ii3PnqKpfJB5LTOqd3TcedtA4iE6c1gcvp1H4fc1X9qO/B05KVBSiHGdS4gDbDn5rfq/lO+Bz5mz37l0aa/7WC/9RYVF4GjbcRdhRZnfEa00Taf3tnbzqd+K+RHZBJQJbEmLFu22WvlWqQaTGtc7ey7qM1SEvFyuUs3Ouz+kXnXTJFOjpp6+zjRs2Wv/NN2srlwsipqY4TIb9fzdpSJbUTVE/cicRGrci+B/ROz5tkI7BJIrgfSc6TfimdwfvolaKcBd4lKrSGavwIl2I/fFNLHfnPuFXhRFfRdbhUU0avoveMX4sCqh4hLUC394naJngSyiLECyDjhlW29op4Z0sl4SG7rS5WzSxFyzoRm8J/SHEle9cEBDtJpoUfYpmvSY0IIuZ+4AgGk0wvWwxuDtNO1n7ljECGubUWAnl8jwmAtxsun37drv44ovtsksvVT+gHw2PjMgaCXG4nAgzinEeR8K/1IEcBwlX3B+QJgDaBcrUIaIvFv0xDWbg29rHjrV9om6PNd1y4y+mv6pPCN+UOcrdDvYSJN4SPSBSOVXhXjAynrF8mIkfiqZSdimx7l1Jq4tqn8Q3i4UQBF3oixV8kip/562iTQTtbGWey4tQ6YxJJrUVpisR/mlvwjU5SOMegjrCOD+4BwJ3TheiYf6AgMjaz6PEJIMdB58AuBoOpj7dkpCv+TGWeHhMXpK5x6S6lDeAdhrSeAQO0HSOi1eBX94UZ9aCvodGVlhfT79NTU6pH7HbAcqoNSTjTDpHI54uMkqNkHhWjsdR3ZGUt9xVuszTR/1FjEymVTTk3SZqJvMLNrpqjSweDQ70q6nhGQjFWruOeyPm5n1SwCJAAua044aeYrVc+SZERDZk1OaJong52gwggXibtEUawiJeunlY0aGXNulUbUXGTtbsNYGnLsFtrSQWOpquBhZwXQ1HHLlNDsmLPNohUKTIkJCf61FQnxhDgW5l6rZW06QY3s2t0r09XLbmF2UVoDIHdQ+MuLQ1aDjeiWhSiujP8c4AvQ5OeMWePXt0GSBqcif6+ZGv/KtzLLNUxxIXkMcaf5loLB2t6FQubChy0PFSxJ6IstNgWa81bKGxoK1hiIIfKw+sUvZ099qqXj8YMtec1ZYdupvYXUbfWIxKOJQDKHWD3rJWN6MXZviVjFgVmfWJKIxXQznmZv6FkFetqgx8ERB+ZeeLgTSYdxE1sEweWf0WfMShBcwy5TG6MgBZqZYEUpkQRCLRgjOOjokjbocIGSodYiztfXzpjy9Ve0xYCgthPmKUdMggpWEiEZLoIHenJN6XvXOJdmUv38cPVaEEfxfIGKmAw2pp0KczfV+R1QE84KIvip70wkJhWWt4eNiwRrJ3716ZIly/Yb119/bIvvn8QpeNjK7QfZfd/QvWPzRsM1MTxcqTJuNhXStbNfWs0gASwjCLGIsOChMz1U0gHu9UDypxp+bxiihiOrTF/agSYRkfbbNr67kYmNqhIoksjtPOp1O3KP2dyZTfQKl+tX4W+eTSF1wllQWehzN4I29vUw9xmhK1JlAePy0pio4KgoM3hy1/8ltoimdL+Ee3PVmyQbBnogHuCDAujPthWlYyJeCEioOwo4x5OaMhkj/Vwm7DfIKV1NnAVDrE6BHLjrvfZMwEgXwpG2OPH6LEug4qMIlm1Xlasi0qM1Es+Ua/reBH9aJKUrOBYTdZKBUoN62kmAvNap1Xy5dldDRnXi2K63UTNeTJS788ejVOmZFk/Dmz3u6GDfezIMckjHAmQE2VS/Y5Es9pcmcI1qO4kE5mg6EhsRpNCAq1GQehogKv0s1dM7GoxRzPArNAON4tzbMoTbrDjPzZ+GkjwxegKU9arxDFzUuFS8Up4uQO8kJlkp4BOm4yl4VbVzv2uGU/KwqWA+nkVsWUfU55pbM50BTUBb2jWipVZiYpnWBl/iJp/pBelRVjVLXmxAsUL0v8OjmZxE9M+Lmbk5Hlj1z4X6pQVHzr086vNc6P3ffiYixCkUFmocYBm+gwQYRl4gYWGBgsRPTo5cXWNOTu8RrYcJYd5wVb6IYju8pPZFhC847jK/ulb8Q79nfgm6Vs45WFtjjzyLm7JVrx6ThXMa9+FVH/3vGjrYHox2rWdm2Ln/u76OuCXfg58j6Clq2ehi9gpwGC+ErPtwYDSSRKLr4hYZu+4ktgDBaRtm9wJA3ETeOCJtn3Hxuzw4ePGAcjV65aY7VGX8ITXBHeG7KD3tOHvXcEpdSniIVEw4CY3UwqG+/EYeISw2/UTWsLqTq8TlqD/v6bGgh6yWtjufUVVJT4Rac2yEEXHLbFM/FdfOttpZrIg1V87o/o9aVS8tSZLgB7nHo3h127S0lQ/tBV5Imj+AjP6tvBSsBvNHrdnLPwIp3rtAcIVuCFD30lxdF0psgwJjfVLFq/HCP+LlX/Jd66KIt+oHNnKW/v3ui+toI/+ndrtvpeDCdVZ1afZVWTREJ6S26kqde77NChKZ37WT3KoWgmMezsSL9Puz8M3L39bM8z5LogycIaB0f1zflX4nO/T2Jdzrb84BvjfmsxWlCpfqbiRVORNkpMW4ZbieKjZoYRH1/1ThMuYkZ4wsHrCQMkjlFfL+Y42z9RPwvGofRZm52blbUpLjYbGOjXjdVlBtCy11F7aOELQhgpgT9zWN6pk1AEfSbM3LVAOWZnp60x0K9JOuqYS09rAn717XUY/SwmA0W3rEbu8BUT3/bBAbt9aCdf5DzUfTiLczKeH1vhP4T8qNT4PhmV8OMAk/LBFCFo74sxE3XsnEA5dMbBMt/WcgEiem5eCjotTLU80BWhJaH7VrBWd4reH7GWfrdnUmUHXTq1h5ZYZ1wvOrkySLlkmUUaH6DyXCIk9wt3xtzC63jeS2WxLHiLy3PUZFnZjxr3pER4zYV2vq/94kAwK5Sc0f683S1KqtCCM2LxAAg4/4l2I60vWbHTpZUgVt81wpYHIrvqml37UInpuFk/jNkzwGCyYNMTh6Xus2v3bjs0NmY7d+y0559/3voHh2xklIOQnleBi83pFlBw0kqURniZpJCuZpjujf7tq6u+EippQPGjnqNu0tulg6i4bHhPXq3J5O11WCYKmKXPiXFF5suEdozRlwnVBc6siO6M+sugFPkzEKePeBf8LyK1e2eZFGAjXuGRBOCIm4fj5xaFWPlGjaYOLeZmgBHC55s6HAxELfJIGPZV+CKXHGzh2eqADhyeaDapm7kE6hNmVJZYpZUKT0pO3egf3YxFJtWR+7Xm4NUGMvyizBEr/84Qjn6dJZHOffRpJc/iAzcHFeDzdyU8S0sZKmGlGEry1JWLHQsE83zuASQEfPz27d1tTz75rG3bepadu3WL/NmwwYS3jj4osqu/zDVntGCgA89UIXf9wXa4VJDfvAuYtItWq2kHlceRDZThg+EuixvjWSqn2iuqiNhA4u07rkqnqExCOLunhhXdoU3AOQ7MivDMSZ2LpBw+X7DJKS6Gm7ee3v6Owj/paDrqYn6hZnNTc3b4yBFD+EdOgbZEU4mOlBF/RAdeOu+PqTxFBHdwCD54eEqm78OHxxWhv4+7KLgX48Q9QnWZ4NS3jho3ZLmlJwE5LNxodaxdu1Zq20fN4jgi/NgK/1GWglGHx9/aN4wHE2fe5V2XNHUOdc4YtKKrUhHOPKpVQifyjg/Lji3ePA7+/vAOdx5jaXc1hePYmkJsqxpRUdp4ZSgEo/d3Drltuhx3RWgfy3FrE9bGq7Ucx/6dY32U1IuiLvJwAB28jwJ9mcFHqYSjBC8vE5a6fIWrEr8Ymct255Ik98YvK3gIB/FOfULEA46MsElXuoabhXeNkz6s6gCvbO7D8sCHRKSZtaasRdSsOT8ri1kvvPCCHT58WEPonj277ZlnnrX16zfayOgarTzNTh2R0yCgRQAAIABJREFUfmkXN2izmspkXFJDWh8D73qX1cBnnsNl6DXw39VI2OWTDoAvBWarVZQ3lZlKKOqnUmvpI2sYObO6Akb+2S756+13LCPqUXErC5fVgupuySoDrvCIVLxzd55xmYcqM2gxoudRCxjJs6h+YPAjkdOz1IgazoH9r0dWbsrDz31pFOAbqVGFahH6WvNU1iVn16dUzBD0c2STIKKdMdfbz4MrAkguuC1qP6+IojoKR55X5lYxEUCZAPn9Gi4U0hXcPKq3TZZGdbb4bEFeSsc9cKkiwVeujllp+pQN5ZVaLN9EiGpOrUaPBsaBAwfs8cefsJUrBu28c7f4HIo4dOVGqUM+OTFuL7+03fbu3WNoVw2PDNnq1atsYIDdAsdPArjaOo317IC0CPqUS2OoU05WKYFg1EJeZlLFTgq5lLUDLKnzKAY0AS9qWKOrYXXrFm+aXWhqAlDv6rauhS6bnps1W6jb1EzdGly2lmHR6gQbLWyoLbts1apVNjw0pEvjenv9xmodNJeaDcTAQfkZ8VPOvnArdEGnRUaOv08UXG1tdmZGl+fdcccd1tvXZz/90z+TUAm6pr+ErNSK5Yn9jvYJqHnfCb94q7Uy9ddOci2TJdR9MBHM5GnNmr8jdv6jov5uv6F8JyuIAMJnBaHe1W6eNm/N+bmyz4gvlITvfaiVSRQ9q2BG7es7dbz2gZlvDq9MQ67ll0fPY2YAMvZGAWAMzuB0W2Y1YvrKIMmZfRfxk1+7oCLOyXAsJ8NUM3lUeeUeGW6t3q0Vm0U9bmdrHgWgjgFFjOU5cjhRgMxP7Q4k/NqEKxPC2v0iXbxjgFQi/6NkedoyLA4o0t9efeVV2/7cdulBc6fG2Nghe/rpp+3cbefZuo2btFI6NTWlVdGeBvcXkBdwsy1nCWtMOvBv88i7HS7t4kddAKddeMAnLOJGvPiOOK/XO/I/CsrHjU4Gv4BBWVO7q9htyl6R/oARP4AEzDxduONdZJbFz/1wExceJmm3EOAiFnxRHFm4EDXFV9JqPvpiFyu1qzCUYAO2JY3LTXqPUL6jfEXRHC9WmxFU9AvEsrdGnyhGutHYs6vmKQEG2DE5KWBEhoWHHAj9CG8cbObhQDPnEI76aHIesZIN9ihbeHd4t8dkceS85sOdp52emrb9+w7YkfEJtUYexg4JVTA/17R9e8fsoYeetu3PPW9d9Yb19fTqTIfvbviig8TyVP/sULq+eilK4krVL1oKfMrJUYzx3h4uSGapgv8QjFsbPZwXxPJU0ufXzc7YkfdzJdDQzMycNWfndWAW4X92dspGV47Ytddcbheef471JnXjvOxRk8p9vmkHDuy3r3/j67Zx4wa77tprdRYAtUlW8Hv7B7TQAf01Z6dkkAR3f9egdfdAB/BMftQT/FTXUSf+SiFQBVrQpXm33Xabja5clQn/VFVTdyW5qV2nq05CduB9/O/Uv9V/q1Dcq2i1aqC+qMHFxmwIYiLKuSCE/54eDvuf2F2NHJll9Lw8+t+7X48aCGbO+LAUCdFB2Dr2OP430oKnd9Loqp3enUrkBNopdDn+nmNegsBhqdRwrJRmqQooQBWODGg7vwheKiziHOs7L+Ny0rbi4Ax6OSkVh+THmuXRgFdQqnwcLeUywlvhdSiABKIoWEscwuInyo7V+8g+7a+zEs9qHByYKL7wL53QQuUhJQEcN/B2yRrWvHRVuTBvx44duiBv3fr1tuPll3WJ3vbtz9qWLWfpxm3MybnqHXmCL79qGdkRYCWMwYezAHrzLVUK0oFcaxlArApn8XeUt907q7NWMO2iL+UXzUCcZcNadsSlcj7OsNayd8IF//i1K1xrutS2rd7CMocTaHtE/uqioHzpWdlBD4vz9aUSTxuQeCv3EDAywb8QaookifM78CQwRT7CJrUjKkSpU6gmyNkbu22TS77UH59wJJDKTf0RIMAPROKdl8KDEYDLnWgXftwcKOGRe54ev/BvgZc+89iVGAQsnTRRgddbUZSsJMATBgvY+R+xTZs22ZrVqyuqQcQhLfFmZur26itd9vAPZ+yH903ZzFS/zU0v2NjYtE2OEwOe4Hb0KS/ngiT8M71jQpYKUIrx7hP+XsUULBf+wd8L6+3IWEL7+rsU/v2oCSpKC03nO+Jj4mV1Vf8Ml77NskvJ4e8p6+7fZ+deMGCrVq61TZtPs9rAoPhYQ2dHqjXPhXev7t5r3/7O3fbJT/6BffCDP283vPUGMxtMqk0YHqGAvGe1iIJwqwlgsnaFfv88KlE2qzpllwzLQa7Lz+Ve6S6WroY999x227QZYRk8sEfkfBZh2Se27kedizwL+kyV/JpevstAPjzxbgWZ+9M23k6tsaAfdo58Mg6unGmo1zHtO6OJDmGo/5zo58dW+M8rLi90wfRyz791brbkYLjJHq0EhWpniyJjBrQMCTYR74h1vO8S8tIQIr88fju/TlBa02XfmXNx6naB7fzylEcLz+Mu190KM8p+rOmPIV1rlsvN6qjxTgbgdjDxa1PeiApjda7tGKs/EMivk9AcwrirUhe6xKTSqlUAT5UAzFrD6rVZW5ibscnxQ/bqq6/awbEx2SNfv3697du3z3bs2GkvvPCioQ60bt16W7FihdVkfjEqswWuvH2ywgQAXibhX8Kb92svR7t0S8GMsNfhvRRqR83+NSU+KvTOESLfNnSlRBHOO9ydoEUcYHWC15o2wZQgm4SydtnkdF3g5QsA5W4n6RekU+67A6DsQp8nbwO4gBth8SaT5A4YsfIvNTsXG/PYRQri68NDizjumfooH0WIStTuT1e9Zo10ti3q1PtFxI56BlbUu9dLxOAtjCK7YnLl/S2PtwyUXMhEZS+s4WQAQk0GVrR69Rq76OJLbP3607MYVefsnNnY/po9/0zNHrpvwQ6PcQQctY3TrMuwEuZqgfj6lKtp84ZBDnbvXfj3Uns9+CTA28Zz8nr2FsEdhgPK+gJOuYLukwAmAJRh3mr6uYHSujX0j0vpnG+y8zlrszZnk9boOmgrR3fY7CSXyy3YxPQB6+mftrpx+HTAUBbKZTFwqnV1m9um36P32NiYLA5SvWNje218/IhNTkzIohWTIA4Ew0tHV/o9FkcOHbLdu3dLpZLLFLF8RU39/+19aZBlR3XmefurrfdFUkutXtRa0YJAIM1gDAYmPBh7EMQQDAab8EQ4DIQ9/uEfOMKOmPCElwh7xg6HHeGxsUHDGBs8/jF2YBazyAgJo5FAgNRSq7WA1K3uVndXd3XX+taJ75w8efPmu/dtdV/Vq+q8Fa9uLmfLc/NmnlzuyYnJLTQzMy0ub/H9RKtJly9fouWlJXr1zCu8TQarsfBwOLNlK3tmk4kXGOYYBKC/ECM7/sT6jYn+XGixT+ODADcfYRkbaJ2WOF5R/PBtp74DEax854PVGNCHs4kzZ+Dnv35lGP9pRr8q1s13K5/mb5a7+AyX6sGvPP71vBRI71HFi1A1L0pZfSiJJtKS+PvcfDiflkvDz1Naaemav9b3YeXphufqIavydOOXFY9udJQ/7iifKSO3kGbrhKKzYQO4JMPfAokRYmD5o0oOAw14ybhopHEg3gKW9I3LQ7hYm529wMuv8LaA+Jkzr/Ippdt37LAduXCGXFoWpIgxwd59sO+ajX+zEgA/e3bWX+VOu7s002D8dOBoXXHDPlxW8WFkBO9h8brJ7ZY7DW5QvoDHT2m7dJNoGXibpQHcfRqa5+gDAwfeagNwmD7OpXWZU2M5DlC3oOKgfmJAiu9rIJNsYbCYlg+Krjg21wQ0Xe9+fkrcnEwsuYY3R3zdmDwRNSJm2ZkA3/DPZkSwvULmNdUiiokYR+JtMk0x/rdv30lT8OjDGovkheELGvjotVCSeeg6jgHIlajdrlCTytQmbBHERB3WBPFcYezD8McPKbhLDZG7mP5IcTlJOfUDcGnTZDCgQwXf+G9RzqwqwCMPn97Fg5AitajAvwLaPNSDPLYZt6jZrlOrPU+LK5dpZUWUhEPZCrkCtdpNqlGNWlShsvFWBdSlpWV67P89Rn/zN39Ls+fP0b/8y4O0desMvePtP0Hbtm+nf/3Xb9GXvvRFeuSRR3glYN81+/gMlR/7sR+nt7z1HdRu1+jo0afok596gO55/et5S9Djj3+HV13vuvMu+smf/Pf05rf8BB8IB13DjTnOx3j00Ufp6w8+SN/73hN05MiN9O/e8Q76t296E+HcI+gKqwVS13Ms/6D1hLXPA2VTL0yd4TrAXZQ+NZNv6qHaqXqXXMBG9ZRfPX7FJB3lEo9xAo2ZfwyGVlaW6S6cNZPxNVYz/66i3LBfZjX6AaNhH2bjx2UZK6oqUai/smmTofckrEFpJtHQtG58FCbp3guvl4y98pN4brS0XjoatjxKd711qHKYcmir6BYLIH2LiVYUs1noTfmfTrdEFLnHl64YifPz8zQ7O8sdLT7OwyF5epARZp0ws4RVgWuvu5Zd7AohHaCIwdYpoMzUQhZup1gmyNN3QSJ5+w65unTDfRMYEFB5DFomxevGblCag8J3491PHsrg80wql8LgnpTv8zLwXEfdPKXjpg0bBi28J5DHnV33efjxYfkl4Slt3g9iAIw8rCdfNgOiaKx7RGxCxKQfNfcJg08OqmW41TZzCIZLkxocKpIMCPCBb3miQKVqiYrlIlVKJWo3StRswcgWOXk7IA8BYPzL/D9m5GXmXwx9FUtK7xr/YCdlZYNfVxIxqcFbj6KtQyKiea5AQTuILTItDBiwcadIBd5Wg7NO2rx9GJ4ysed8ablB9dYy5YtLfCgAXMJWyjLbv9LGIaNYsahTsQJPQWZGO1+imektVCjgwLoCnTp1hl498yrPxj/67YfpV37ll+nqq6+mW265hdNwMOJXvvLP9NBD36Q9e3bRwUOH6PTpM/Tp//239Phjj7F7y6uuupp27thJ+Lj3Gw89RH/+539Bd7/uHh4+5fNF+vznv0jPPvss3XDDDbxS+/3vf58e+sY36L/86q/SL/3Sx3iQAW9r2D6kZ2mo/swjNDfVuKaKjnk4hb7I7Y94nCzPTd9lN1vTQAn2adyO5QfBTPjVNmxd7rxNyzxjDFwWFhb4AEqVLMv72Bj/qiS9q/LcwqqhD5iksAu7OcJSCaOyuNVEU6MKpSm4x5uReA5eAJ+yCxEPK2QS7wjSb6LclyCCSgoJfeWSBLF2aaOSorvuepfPwXeCvfEGgBhV0VmEJOJuQUyYW1FpbLk+OSDWDkrcG5xWTjNNwyTxD0vAcmG7HKbrsDqAU29g2D9z7BhdunSZpqameMkZkJj1xyDg4sWL7PLzpptvonwJs3hGTv4YEd04T9soean+ztYKFIXbNpTRbAuJgNNCjgLSQDrSXV12ZI4wwZXVPO+kxz5CCUZLGs8bHLxy+mXEMzcwfpbI5+JbWy4SPW5JROkIJROMw/SMKRFPDouXlm4BvIDS85L7ioKXvEcW3JIzeciwaRaqd6BPnJi9gbfYwUPTgO+R4e5zfr5O80sN2ralTFOTOKEYgDCkI33x2L6A2f5parYq1ICnL95IcxlOXvlwQBx4luftOjrzj1n0utn6IzVHSi71SLbxaHGVJ2b+1cGArAKIFMABXfBCWyc/zPyLEmHuYaBSwikFVGjnqIADyajBawBlLg+8n61Qg2q0uDxPl+fz4rYUngjbeXEXiu8GeJ+6kMWi6vRUme655w762Z/9IJ07d5p+/uc/RPe/+6epWCrz1pUDB66nX/jPv0Af+E8/S612kV58/mn6g//+P+hLX/o6/fBHP6QjN95IK7UVnvnev/86+uVf/hW69dbbuN39289+jv78f/4Ffec736E777qbLl26wN7Ydu/eQR/5yEfo/e9/P01Pb6GHH36IDX8MFn7xF39RtgMtLfMqgXxr4jxcVSne1pR3jp8A8mL5qCPSFnCW8/wtSdPWMxqDytMBd6k3gETIkYdPDAerFn/nAJmwNWrrVvj5H81Hv2Nh/Ccpv1saDH/k6wDAVXrmYXnOMbL2kdlALHtEEW0SYu2N4SWVK2qIpBGJ4q5IUgWjFGMgcUK8QPGY0lRM5SnyuLmS4+QrinOPaEchJ7sjGEFFIQFK4uPDdJDrTBgCpZNIWkqCjAlJyc/Lo8l4icgeYD9RLXQaPc3vh1YXmEQyylNfMNMIm8ZWiqkw6GRkUy5/rMjbZsAvkbARRPOkZsLFoPg1l1nGIg7Ay8uJnY1Gi41/zCJhhh+u58AZe2ARxv3ihQvc5mAfJmbH2EhoYake8rcpx2cZgCd+SJXyABZtFWb+uM8AbEqHEdcgJBDa8XQ3FpUxShWdSX/l6M8JRrBDhJRlAmrUmQ3CrAvBXnrqhpogX5TkICaIKkl+htbTiIq8rw4tZLlbBBDvOtBTHkojiUecX6RjN33AMLNT3lLN0ik4cElAKnpSnqYxCbefUZpu/TZpfHNXIpSIewdT9+fm9Rk2rPV0WLYlsEVPv3EwZMzcAJ/4fez4S3Tkhn10+IbrOBfPIjLmpDa0YUa3y9RslajRhp3SoDqtGDi41MSsOwx2tBANNvxbvI0G+9tVLyCPMNoq3DVdtvng2wHet8+nhWmaixM3/rGliK82zD1MXNSpSQXeaFRoNyjXrBO2/lC7wuWHv/4WFanZaNHiAlxPYpgjW5YwoNCBB6PgMbTxsXOLLlyo86FbMP7xgeqevXtobu483Xvfv6E77riNt/9cuHiBFhfqBBfK2LaD/exzF+d4xUCExMfVM3TPG++lanWaS37jkSM8oME3V5iIgQe2paVFwkTMBz/4QdqyZTt7Jjp48CB/lH3s2DFaWlpirznQnNiJyRVVtNuWg9ogAD9/gUW7rZrnLFFifL8+A3RCSVm4F5Agq8nUFn7N5X2QwaYoEWWDMrFyAt7i538PNc1p2JZQRoGxMP61LCgwLr274SRDH3BI17vSyere0YEawvrCd23XsxLCoQPtsFcAW9dUXwCyiQ5GQpCFds2m6KWQUBQXCyeiG3suTDqBP1dsR54IPSYMc+GaLwAOV4brkMViG4IOQmeHmMLU0nCQbRoCvfBiwKuLmLqeRiSt7ln4RFETEy2K+9Ql0elkLaqrTZOYpi6HctegNdYBZWjyTcJcr8wsObK5yYQCHBi85ywGttDk9bhM0OslHPKFFo6gx0dkaqDxWXkFLMs3+SPfc+fOsYcFeFtQd2v4GA6HzCwuLfPSMbYHrSzBz3+VXRaKtxLs5/dn9NGhxDsPKZnagyhcmuzIg8z4+Uv5wFI80Z9oVfVlYjbLBpAhl5vUSUqhOu9GlfEMJYBUh3AHrAvnUjA4adkuaCzcidCZEkNwpHPk5KATd0vhJNsn6aQJdceo9WhJFFJ1IDGqNH/p+VZ6LZhH3+bHAgocS3QikSwRZBRSWftixVQjeg6TeNB+lKvJ2oMCV3/IU1pOXbaiIaA/pbPKu2lzYHThncIfZrTFIIvTxpbAo089TVOTeTp0+DoWBVt43AuvK7z3NNo1arTrJAfklqkFjzcEN5di/MOUxiRGixqEHfTyPQC2EMnEhNCELtKNf/l4GKckG+OfVac4avyDpq4AgKrO/OMOvCY1zbbIVjNPueYkFWiCWvxxco7arVPUqC1TnqoEt8ZYayjjmwa4HW8V2XsPOIl7yjbhI11s/YGbShyQiI9uMSNfLJbpBz84SY8++m167rnn6PjxZ+nEiZNUKlXZfms24f2nxnYcPADBy9rU5CS3uxgIoO3HBIwYx8TGMNpnGMcTk5NssBeKZf4eAH3J8nKNv+GqVifMx8MY8KRc3MzirAeje+1nbBvr4NmKofXUyXOC0nc7CV4Q2DIBJPUZ/4Vim/snnH+Aj5qx3Wr37uDn31PfGkT5aXR/yGsgRScLIxfbBVzLMFKMwGz91CTum1C9zGVgLQpPR4pBwWnq15krJFIU12LYioqApErAQhiBbNywVkqIch7PgiIWzYWq/Mj34d24YWwoe7cYoJfHUZXMAdQkBXeyNCmzu/vAfKJWDhuIQyQkS1JCRhxTte4YjzYprmwfL4l0VvoBbYe+GP4igDW4jDwy2Abw6pjDmMdeUJAp5HLUaqAjKfGMU6PR5M7/3Lnz/B0Ae6PYtpU9U0xNTfM2IHwcjI4NnRw6YRj+PAGB52oG174KVxV39CNF93VgX0RWZlS94m1Dogwu7UQAJ9GD5adgyxu9w4zhwPpwDsUo6MDbxF6PWXF6wVmCJsB4Tu1SOja7I8GnYONMxQPvVxx+TkZ/gtMb02WVDO1CWDHj74yCJBNwkXqHlVYXSJk0kjoqk3g66dAHche6mWRBBIjGh2umU4RnGUwOzF1eoHqLqIht9t64D83Bcr1GjdYlahIOCSxSrl3njT5twtYNbLeRv1wOH9biAci8vAyHVB9GKG4Y0cZoOgx23e6jdwiCdAiD/ThsjhvjHnlq/KOQavwDV3jLkMfI1K5QjqbYBxAGBjXaRsXcJSrkS3I6cY6omCsTvDbBExLqL45sWF5q09JiQ2ba23DnOkHnZ2fZaMfe/q9+5Qv027/933jv+vbt2+nuu19HP/7jb2WPPX/3uf9DW7Zu5RUADJzKpTLt2b2bGvUa73fP5bGSgq0wBV4pwBPC/v1iscB7+TEIwHcGly9fpIsX53gGv1QqsDGPlYUSn8WS9lz14Yt++b+8lNyOQzf9XT6cPq/+sF02YI/VEPQtmIRCGdQm6pNa32BjNfPft9RXMiBqgtRSrhRwGRVVDq10Uhmj9ASFMYhXve2oF22Dl8ezImiHtJmSlg/eIjgFUX5xZD8gOEq/pjKpDEa2eNTU/+glMuJxIxWlKpLc09L7yWWY7gRMAxnnOVzM04H7YGJZ2imiadbnHDX9kcwxJKPneGHiENLUx2S34DbgtkEGIcqL4Q4cUTqQyg/LFhpxfSaExTWd6VltQUzc4vcvBOsSXkbaOBcDVbvJxnqtVqfWygqH3/SmNxF+cBcH954PPPAAPfzIw/TGe++ln/npn6Y9e3bTxMSkNMbYC4D3oY1Dc3CADZbG4Tsj52z/kaIyb/Xzjzvk5+eveuhVDvf9ToNVXRn9grTpxMDKqjANXdPN+6vRjntHm9ABESUMBBuhRfXDTYuH3dcnyvH06UUBp+MUGHrgE8WRK8Ypw3l1rGPi2oALrKtdh6kTBJxe/Pw1knTnR5mCnAQ/SJohG5OB05SfqT/aDHHdccsXMVOMKCU9FFUrwZIBgLwfWk+719JBuHly+OK7pFCRUE/ND1t++NX2SCCKduHaa6/l8z/4sKwWPPtExJptovnlFl2cu0zzSyeo1nqZ6jRLhcIyFWmRijl4CCvxgZ35IhwA4IDOJh/S2YDf+7Z8PMyDSat3Nfy1EMbQl48L2Ohn7zBmZZXrtTX+jdFvjX+UAi0UnHQWzfamBo72ohz86rcLlG8sUq65SLnWJJVogcrFJk1twfpDg5abdZoowEOQNF/4OBhtKYYdpRJWPou0uFRnd57Y5LhlZoZn659//jn61AP/i7+j+pM/+RN67WtfR5XqVjpz+gT94R/+Ps1eXOKtlpXqJE1PTlG1UqSp6RnKFzFr3+BJmQMHDrLxjz3wspowxV7XJicnqQghzIUzAXBoHJ4nVgWS2wmFdu6mHkhdlHR9slpX9R7VZdED0mVwiyZXn5OhwQIoJYcuJ0Xp0ieAnpySXKnId2a12grNzS0xXXg3yvoaS+PfVagqPeuCr5ae9/xWS64PfKfJth0E/EC7qPHK5+ZEYTEUYmic6ac7/CJkqfExcwJwZhYNlZ07Do2jT03g5CX5nDjbeXM9cFcaE+4N0YHUgdKR0IEyfILS7vV8PDhEtSOOMVc4k2itGImDiwfBGTbN0W2MrEYY0EJr6iruSgt3owNNYqpSh0zQ1BlTClM2tAN6WFZkPMeIdJUPuIWCNK744Ix9SGO/qzHGMYOENBwZD85YHQDOli1beP8qlq/xcXAOvvzMhUEKutNWc4Xh2aWnZnInKduB0Cmw/HrIV+LTcRA1v//iGQxHv5wi72HfZHrVC0fEZJom1cl0gg62BqXN0VjfdybanXIiLYMStTemLjKwkYWT3PT4u2RzlL3fvnXwSJTESYzrQMk6AKsLxgjGIoaum4ZwvMHhXFtoF8XF6y6iViu+M5rhAzSfDBtQfmJ3+om5KrPeE4DAhc8CwXuJ9iXF8odIO3Zup9tuu4WuuWYvG2O1VpsPn4LpiSrQwKx/DVtXFmjrtjpddU2D6itLVCpepHKhQqViiw3kfAGeZ2DEkxj/TRkAwIWmiKr/8e7KScy2zWQ5ZQCQg5tNnlTQAQEKKB/7yoFhMNNBUwYBUlbMlsPLT4E9/eRyaP/qlMcAAdt4akS5BlwTi/5b+Um67kCeJiYKtFJvsAHebsE7kHg9UrMbaitXYBq0qd6o8XYVtKVyRsopeuKJJ+iGw4do//6DlMtP0MWLs3T8+FH63ve+zzP0jUabCvkJmp6ZpqnpKk+wwMjHth3M/G/ZuoPTYNwjHSuw27fvIBj/GBDgYo8++GYjX5APfI2vfOhCbEi/TkHP8kN7gHqA1YzoigaFgi/QbOs4cFxvugwAsC1ULtzjK7E6WIC6WYZ8nkqlHM/4I+/s2UU6d/Ys1Rt1uuaa9PMlIpkHC42V8Q9FqkLSiqEPAvluOA1+6HR+VvLA4jT0YcZT1yyGRgrMzL+YNN4HKmkyaWMs+UIhohOF3HxU3ChHZGDTghO9OFYjlDkH9G2xqZobwZmU9GfaiWuJDBzIktYgzF2+RidukiXlJHqGvQWJBQx8/CatlcI5JDWp8x43RDrzs0hRQXCHoWHuWqW5RohuJEfguV4AluHNMne/4hg81EpQg5GOZeS2OVkS+z2xxIq9q1iCxvI99pqic5mcmOB7wXj4YUMefFk4kRPL0IjKQWIiFHNigyLPK2LoqNnQYPmlTN3FNzAMr++Pj6F04vkkJi9GAAAgAElEQVScin/cicfzfArDxpWzaYgiMlFGlMahhIyEJA/Ji/aD0AvG0QfrFiVw08DSoeFkeTmC5YD6+ZHwBsiDjfIHDWVGKIGxTxvvnKcExvLhEkiZpNgnPxbMxQd9E7fJPk+bYSkkBhTNuWsQ8ErF2LfcnuTZkIYB2UkRhj+Mwp07d9Lk1HYqV/EhLLYNtimfa1MRs/9tIsz8b5kq0823XEXvfNcb6PY79lOrWaRGa4nml39IteaLVCiUqFCs8LYVVD2sFjbY+BdnBOAuq1KyjRCE3clknvDnfxismAGLuUsDhB4ZOHpiMIx/GQSAdgEHGhZg+ONgLxi32OLY5HKI8T9FueYMFXMz1KpVaO5imbZu3UV79+6hqcoklTHIMbP9qirRD/bM52hyqkq7du3grZGf/NQn6dz5M/SWt7yZ3vKWt9FDDz1Mf/mJT9B9991LTx19ih55+BE+OwXfVJ08cZLbzmqlym0Wtl7iSeULFT4NuNlYse0z+oFKpcKDADzXUhkHYuHbgmkqlyv8zda2bdvYjsQABJM45VLFsxVFT/GnnVbPBYr7H7s46NaoTjvUt2HFprEaiz1TecYYeMoARmCFZ7PRpHPnz/H3C3FZs4mNhfGPAicrLL6U4iomm+J3p4LH5T1mRuDHqM+yO4mMc9WoTmGuh8MwV5HclT/CikKRgElpUW7UbEZpKo1qycbtsqXCxmlHsSikkPF7r/w49MaK9Vs2AxcDd59ql1LHcNLg+gJKQ15lusMbvaE9dMg0xO4kJJIYBjgOXk8JFFbvQDerCAY3j86y1abllRVOAR/stUQng04W24OKJRw936QCnHkzPujJgJjdyPmyMTvhA3FZdrYuMHDp91KZ9Z6GJ7KIWhRW6oh9J9NQO9KT6pbS7ACOEjpAOhIi2K6hYfG6EnUyk+gnpQHFrYAOCRNMxkpO7cTeSCmjKpNLF/XOjSfpp0e+Vl3c1VDTu0sOZJCu8G6eF4bhDx8BpXKBJqoF3qe/UsPe+jYPAiAzYLD7ZGY6T0cO7aI9e18v21/amC2vUqm4hcrFEht4OmuOoraamP3HIEBkgQ0kWsCHx04ZWCZpa7iZKaBd4WbI3lV1XHRTNtfEBTm45MREORyTYUaaD/ZF2PBq1eWzgXKeqFEnOn+xRcuNBu3aVaKKabbUYAQKLhjXK7UmLS3XqDpRpsNHDtHP/Id30Ve/8s/0xBPfpfe//z/Sr3/841Sr/Vf6q0/9NX3py1+iw4dvoNff8wY+lAt++Xfs2Mm0KpUJOnDwEBvy1Ib7U6zQNtlzz0033US7dsnHr6Vymfbv30979+4130Cg6hR4gIA02SIDm1IGWM1Ck4pQPA+NcDMPngshuoQA3FZ6dQLtNvoAzjeDYItu2nWBEbL4bpjbesZAGKsRoi3FYzk8PuCucAaV6eD7suWlZU3K9J5r+1a3R/7UqVN09913E+6jvFwx3HAaz7iCtSqmQQ+fHj0woWHqy/AE1xSzo4b10cCOQkCVY3TPaRRSB5prrQHUE+2t5W5rDqoOejzu5TKoR84qGdqbVrPBe1Qr1Qmam7tIn/nrv6YHH3yQ3vVTP0X3v/c9ND09w8rgtgnbePoy5NXC0BWOQQz/1epeNbdaOsPgZ/B8hmEbcDaoBsx7z9K7YSS49Vjff6RrWGbebcH1lVMbT5sTp/lAM8JcHFikqTFsabFxKwb6pUvzdPnyEm3bNkUTkxNsPxaLsP5k1h92IT4Cxjx7AzP6LezhN9v9+BAv3iDEUhdhvJuSYeAgg4A2NRExJ4xjZh6Xlh7tDrc9fJJwnrfeyAAAtGSFwDge5n34sI9kKIGtQLIawH7D4NsfM//w9A/DljUpa18sC3+ZIGVaXCaqNYmmJokmcACYIw/jwbhutWhhuUnNRp2mJipUKRd49v2VU6do7uJFuuOO25nD4uICvfj8Md6Tj5n5Hdt3UqGEmfplujA7S9dcs5+3DF2+dIFmZrZSqQwdt7hdxlaeWm2JVmo1mpnBrH6LlhYX6Pz5Wdp//QGzdajOW35qtRW2Vfft28fbskpFfGgt+uG77V/wvHXjkmga+oVXIdV5Cae6sYa0RsgzUJsQW5DcS58RPycebMnqjMIofY1jYICtTEkXYC/NXaLnX3iB9XnvvW9MAuuZdvjwYfryl79MuPuXDuT89HWNc8VVDSdI4hr+CdmZJrG9kSnFtSQmDchackzmNS5yJEsXUsdFA6aeONXFBjmAfzZleKFNR9puw32cNOgghiVxXGh60Phi1qVWhxs6LKM77LhRSG60HSiR1codzxl9LAM9jV7IwCFooMs7jZfO1GP3/UvSmclXMH1fEdc0BGx/bgx/fv/BBWxyMIzjxGGD43yr8+depWPPPkc3HjlEN954AwMpKMYA2K4D4xkXZnDLOTlDhLfgtOAQoMaDAhamWGRvNSwjJhLgahRGZx3bXXBmSJHyRezpN4METE6AhnFHmW/nKV/CR7vw0iPlg0ecXLPG3m5yRdeolPn/ZrtJzbo4JyCsXsLPMT6g5YEA/MoTezHCKgQ8gqLcAOFTi42NzMZr9EQYp8GFhlvKPJXL2n62aWKySjt3HiR4+8FHudhCefPNt9LS8hLPsGMfO06vhcvka/Zdz40u7OCpqRk2/KFHlD8PAdpNqlSnCbuCoIdabYXb7f3XXy8KJ5wzIDPkWBXAgWJ5c4YLZIaGpA2P2nrWLW+hcisIZvlzDAvCQLX1xcRBz0+3QjCMGfDZ1WHJFbyIP+o1vkHrdsGN6XXXXWvl6QY7TN7YGP9QujwoKQbiuJLShilowAkaCBrYCBpwGkQnKJJ3JAxVIO4O4I+70eSZHiVS4JkeiWEGCHtGMQBYXFwieGDATI+2S5i9i/UMSqTjno3MHWRDQtDAptIA3hO8mfq+aBhWul9QhTHpLogDCyONo5rmoQEbMGw4s6cVmQH3wRCfvXCenn7mSdq6ZYJuMsZ/JBUY4NfizyPKeWwNNLlmj34THnZaLR4glNp5KioKMHMF9p2PD29h7wC/yMajoYEVBey3Z08+WGHA90OOqmBI5gpUzFWolcPxXTDC45MTRWpSHqcNt3A3Hn8KBd4GxKSwdckMiNi4zRNNGN8GyBdx21Tn0YFsQWL98ofP4iUJBjYUCo872KIDmcTobvCgJF+s0PRMlfWE9rVUKvMJwBgg4crli1Su4IRkGNCcwu0tuGHLJdpe/MqlEmGLEPhDMqRhi6a4A8VMf55arQbho2jQarYafEoxvsnCNwY8u8+HaLX4EEdDiBWK2fg24OHyGb6R2GuQ2KagVa+LVybpC0TH4I88/Fhqz/DnREgKF9P8PQMGiJBRHFBovtJBHLA48wCHpY3qGhvjHwV0C68FRlq3q1d+N9yQFzQQNDCuGuj+3q9WajSu2K+qM0JoR/I6dYfuqSVLwLWaHBiDQQA6F8xi8Ye96CltD79aaQJ+0EDQgLxP7nslYTGp4vrJtHVwWcbZ2Njy8iKdP/8qLSxctmkSADIOCYOxiCtudCswjPVSLs9GPJoO9sBpMoEHQxMz/rCyYbrHvrHGYeRtorK7zQRsPbl5G4nOZitjy4MdfBoVYyTBYmNSndrMUHiK9LKKwaseThsHdkDER8owmFlmbF2BXG2iy4vz1MKp6IUCVcplyuPjgTbOAFginJOAvfjwpgbjWw3wZmOZ9+qjbcUgDO0u2uICr3zAPEUb3aTFhctUqVaoVJrgdruxssQGtBjnWEkpM+7i4iLjY0sP08PJ7iI4f8eFUQXafj6jBYMtFMnk41At6JCTzBYgnCeQ1M5z/4GBVGzrEKPyP/QrKIdrnwIH5qwOWrTvQTouOJ3AhTj6HXx3pnm6Ks0AGf0bK+MfZYKytMAZlTGQCRoIGtiwGjAts9MJZVEUbZi5sceHxrzEHHXcmJlBw84HyhSKhI960QAjna8ekxJZyBhoBA1c2RpIsgXExBbT02gHSW4zgbBsx4+rT1AlzeTz62xm2fFKuyCKDHLw/nX99ftpx44dkX3CfDFbLwcG5nNl9r2faL/kiQrVHBv27WabjW6mrwwLRPwNAWbfG21q1bVARgp8rFsVF6HA5yUEyK1C4o7VSNiqMCYddN77j/atkmOXnK1Gm5o1zFTnCGcdgh9s2FIZfvLb1MD5A826bD8CQUOrhJnzYpXquSat1OUjVDZmzQnJmJHPGQMW6Zh9h0bLlQr768d2KOhG9CMfuPIMej5PbRjdnCffKGBwwi5Reb9+m2f2cQAYJmzgnAGumXFhJr1cRvudZ7pidKPtxtalPJUq4rgBsMK7RQVjsKcZ1FjlrWABwbm0v8AKg5ZB0wCmYc1bWlriVQM5pEsGARio4AcYHfxIPxP1O0oHfLAt6tKlSzxBhTMmsr7GzvhXRUJB3S4oKVxBA0EDm1kDTieW4evOTQcvAaPHFf2hG1XDHm0LZp6wDQhL0+i88MMMF++g5RWCPgXSdozB+8TZzI80lC1ooE8NyKuT9M50prERqiYDjHg0HWrMO+D87mu62Z+vJnQ3kwKuPm+95Rb2MNNo1miltkztVpMazRVqNOtUKeOQqm1sBNZqK7SysiwCEA72y1OpXKJKVWZ24T1seWGZ2xJ2/0tE5WqJKgVsiSGmvXBpkWfR2Y5vt6kyUaUtpWledQT92sISLE4+VBDtEugX4J0ME/rNOtWXl9iIh0qw3ShfKlNlcpqNcZwgO7+wSPUa5G9Trd6mSrVIO3dtoVI5R7WVZbo0f4F97OPwLkz0w/DeNrOF3RW3Wy1aXlzibZHQHQxuzFrPTM9QpVSmGp/Ouygn/rbavBKAfJlZz9HyMvSzwgckoq0tmpNsYShjgAAXl7WVGn8vACMZHtbKlTK3xxhM4MPfS5cu8+w4eAMPZwLAsEYbDttxeXnZriJg+6YY3iXOx3PWLZ2gDxzkQ0bFR7qe/QJ6GCjAIFfjHfj4AQ4X8HTrEeDn5+dZLyJblWmrfICH3CpjtSquSzUf+PidPn2ajh49ynDve9/7mE+W/8bS+EcBUSmgAP8KRr+vkRAPGth8Guh493nJ1OnF+yyy0om3G0KH/fPzkrW0M7rkC9JozNEZYDYLXh/QMPOFNglr8H1eDGnasbgMfRIIYEEDV4QG5J2Kuny8o73es3h7oMa7YsVzjRLV8Mc9ESBJ2W0+UTaXO0iTkxN06vQr9IMffJ9Onz5JtfoK7d61i72pHLnhZioWq3TylR/R8Wefo1fPnKVms017du+lG47cQAcOHOAZ6jNnTtKxY8/Q6dNn2ADGvm54Yzlw8CDvU3/l5Ev01NGj9MrJk7SyUqNt27fT4UOH6dbbbqHJqWk6+fKP6Phzx+nsmTN8UNju3bvo8A2H6fDhI5QvlujC7Bk6evQpeuWVV/gD223bt9HBg4foxiO3ULkyRbOzr9KTTx2lH754gk8knpqepv3XXU+333Er7dq9jV566Yd07Nln6NTpM7S8XKNtW3eyC87bX/Ma2rZlmi7MXqCnn3maXn75JZqfX2Dd7L/uOjp06BDt2rmTZ6xffuklOn78OBuwMIqv3bePbr/jTrrqqqtocfECHXv2GD377HE6f/4cn6GA8t966620d+9VtLhwkV548QU2fGEAY7Xl4MGDBHefkr9AL730Ej355JN08uRJ2rZtO/N+zWtuZxeg2Ppz6tQJevrpZ1gHOBDs4MEDdNNNN9POnTtYpz/60Y9YRydOAH8bHTp0kG6++RbOh1EP3cHwfv75FwiDJTyj++67j+WA4Q6+Tz/9NL344os8CMDgEPkoB9p5DG6+973vcT7kP3LkCN188818aCT6pNnZWaaBO66tW7eK/ow7UwwM4GETcqI8o7jG1vhHYUNnOYpHHmgGDYyvBtRYh4RuGG0B4v20Ca7B7dPQkoOO0lIYvQtv8f4D7xGYmdLLxdO0tDvo6Q92TD7fn/xp9AZNFz0olppEGl/N3bGaTNBJWQ3hgLsJNeC+V4MVD7XKrbduLXPCThD0eb+8lxbfHzOYFBBhZnqaqpUyu6Y88fJLdPr0KarX8RFqni7OzdGZM6/S3j3X0ES1zgYvTrfFAVvFYp7mLl+g02deoZ27dvBe+FfPn6bZi+cwJc+z4pcXLtHps6do556dBNeUp8+donMXzlIr36JcMUcX5s7Ty68U6ap9uxkHsGfPv0pNHNBVytP5uVkqnSjRjt27aGpqK50+e5pePX+WGu0mFUpFmr1wgQqlE7Rrz9W0fVuRcfEBczuHLTN5mpubpZeoTVdds4uK5RydOXOWzp6dJWwPKuRLdPHiHJ18+STt33ctTU1U6cKFizR3cY5PC56amKKFywt06uQp2r1rN23ftp0W5hd4AIAJExj+r776Ks+EX3vdftqzZzctLi0xDRjRmFE/++pZbif37buW9uy5yszsX+JVCuDDQMa3ADt37uIzARaXl9kgLhZLPOMPXWMG/vrrD/CkDehiUIK2GjLAkL80N8eDFBjimJU/cwYDm2V2G4qBBNw7YxCAwQHSMTADHOof6i/SUC7QxlacCxcucBpqEngjH0Y6YAGDq1qt8m9ubo6eeeYZ9nh022238cDg8uXLfALyyy+/zHg4pAynyetZBuCBAQQuTESN4hobP/+jKFygGTQQNLAxNCAzftLRu+GY9LzHFUZ7LDUWAS7vcTWGt2aiI+jWiGqjjc7o4sWL9JnPfIa+/vWv0/33388/NOS4QKffS2niLrhy4MsgNPrlpXDMKfrHycJdIbK599aCB9E9mo1QGVIxj8wzPsFApo694mTIeXxIRdVodTVI63/vkqVrlXNstgTiab2pd0JIufRZy6ttmRjDL5qE0PZjpbZE9cYyu+uEcY8q0WjAe1idP4Itl6tUKmBvuGwTxN5zeLRpNnHiLAYEcNMpe78hAbb+tNrYglOjZgMHg2H7iu58yFOxgL3uLVpeWaTaygphmwiMYnxBgH373J6YPfatVp331+dIvOagLdT2BrSxRQlbGXNUZCMVAxjIgw9gYexiO9PUVJWqE6Av3s3U3z2fSNxoUtVsX5L2DSUQHqof6Nlt+zQd5dcPWSGD1gsYywgDTmDjz4XdpfJDkr3ymJCBbGKYi/GNj4LxjZbu4xfa0lcgDHToFBfKgTT42IduJB8nNsuzBIx8eMzgNh8xbAWCvpSPiy/QxMY8Vg/0pGEY8i+88AKvHuD8AdCArrGnHwMGfB+Aa//+63hwA3kwOEA/hDsGF3feeaeSH+iOlYgN5ed/oNIF4EgDzhbpKHG4kNsEMoWOhOHojhpLmo1Rcwn0B9FAUtWxz8kExGAXqhxG0AIZm4v38fK/xAEAGnhtyHE3wwAmip23SOpmu+NjMnwvh4u9QXAnJisAoAc/2+ztpxsRg69y8Adq7BkDGcaLxoCDCMEUwr4urYqcgBM00rgUnKShg+ISMRWdhbRSCBh07yBIrpviZGrQyXaCmpvpneWxIpsaaOMuK+PmkJNEqj6qg0tgrMORHqTwUXwQseOKk3cxDd99soKnxqqLgRzdm2/TXVSb2G9AZnQBHcmnEwsRYTU83S2BlTJO/sZs8AI1m3mamJihailPNVoiTPqWeO9+jg+tQjsyUZ0wXmQwCICxLxsueN94q0kTcCOcK7BBjrKXS1WewFiuLfNKQ7UCn/BomQpUrkzybDe0gb31tUadJqpVPrQLnyI123kqkaxU4qAx+NPHQAEnAsghXXBaUCR411xZadL8/DKVyxUqsXedEk1UizQ9OcX+/VdW6rS0tMxeesplwYk0Ix/bzl9e4IENPpKdmp6wyodBv8DfFazwfn1soYQRC12LLuVZY8A0d2mO6rUabdu2g3lx001ioKPNXVxY4K01U1PTpuyWDXsCunRpjmfesXVmcnKKjWvMmmNlAIY6wjC4kYdy4JsCrD5gSye+7UI+nsXU5CR7FMJWKxjl+EYB+JjVB/7U1BTLB3gY7yiTm4+zDACDWXyUE+WFHjAIwEG5WtfgwnPHju283SkqiYS0LoIGyjPKa6y3/Yyy4BuCdl/GfLyhzapcEVXzukcJzMJtBGK9elYCpNDxxIhDdc0U0E6QzpQ40e6xmB66g64yN2tOneXuTFmlyBY9XXbf0HcHARYdAbH57ZI+ZHWposMArv3DbI8zetD0DgPCMEGjqw2v8sVMEhp5fLSFhrxRr/PskHs4i+rMlUXxmaYeIsYWorzQYj52H4iYIgspZSJqUPIdd1teA2/jHZCrTXAE8kixflOyY8mssFiKpSS6jJ/cGoPUfdsWY/iAGBqKLzOEGnMHj0jTZ4zZVr7gJYqNRyOxAkQENkSIdWsVLIGkNC2MBdWEHnf/vRLwSIeIu++lwKshrsQ95XpRhervjhLgJ64lJQxMzARjRlmJp60W5qlcmmDjjz39tNrUysFnPFzEYJJBZpMLhTLBZscsMkjCgYA445F6BteemFXXfDFWdcYeH9niQ9Eqz3FDoomJSSmecVPM+PmiOP7hme0S5Qsl8YgDlvCbXy7Kx884u6uAD1pxKi+8DQGgSJOTMywjPFqWS5MiZ0HkK+Nbp+lpzgcReAPi1Qy0lfDvny/Qtq1byXjHtO2nPm+slsLQhYEsnnvkQ1eUBe0pmKGNhXGMCx7VuM00qyQYCOFjZmyH0eeitPWOdOz5x6UrDGqUy6w8Dg6btKsfgMNZAuJKVFZNKpWyzQddyIsBFa9EFAo0MyMHtmEApvkYUCGOn8gntFgQbhPkLQEt4OiAVmXCoCCXM+cbOFtQkS8wkRtq0JTBn1LP5h6M/2z0uA5U+miC+wBJFVzbP2tA2QRGAWmbEoukUlx1RmpxUjI6kztTVitU9hTTJHI5Wc2nAfdId2n1AM0gO51bek4GbAcnYcTBjRvsfI6NfyWE0365A3ePZHcG6P4MsGtYwhB3DRyludnu7hPtWksVMAGoS5aoywwEEUlA71ulykcR/Lim6x353fj1ylc643TnMtuCSyCeFpfWgsaTo1hPgAi0/1A3rfdPJRkyGvT776/Ap/NGDnzeLy3P8xYSrADgAC3MyC/XalQoYAa+wFuCsD1o0pyatVJv0vIKtvfgzJAcbxcqFZAv3npqzRYtN7AdR1wLY/UAXjyrxQL3xrVGkxZW6mw4Q928FaWQp5mpCR5cLDUgU906KoChXcjlaKJS4IHA/GKTFuZXqFQs8+x4o07ULBJNT7GnUqrXiJaWWlQq5qlUJKrVYai2qTwh5xDUV5o8Mw6/+xPVirwUeCdb8E8PDzgNbj9h8MOQxUw5DGn4+Ud5V2oyc45VFRjqkxOTvPqANhLbn1aWl2l5ZYW9HaG9xYw8tlLphS0+OlsP4x+DDNDRCzxxwasSdIczBwo4htlcyMeWn9pKnZ8fJndKJV3zjbZ2QgbIiFWNiYmIvwxESPb8t4mqE3ANKr5B0W/gh+1NWE3A5cuHNOTVzEnFso0rom/E5O1A2BoEenv37tXkzO7B+M9MlRkTGkkjmrGMgVzQQF8aGLAyo532UXS217ThUVNuBPBx/HgfctqZcp5Za3Fn5qKxMe/IhSDjsDEamfaSLpgOuEsqhIMGrmANpL3EqhL37XbDmp/tPeIwyNsKrBLPilerZibfHPAFL2IwGGW2Nk+FAvaTRwNHPgSrAlfC0mbAEHXzgVfNF8h8TkAt5yApcOX8quyPR/tT1MkIUxDMyGOrEPhgRr+FU2qxMoAZd8ywF2GIV6iE80tgAfKqAVHO2L+Qq1opULEEX/tERZwCZlQDu5rzgV8qy7kCeBzgje+qBIC3V0LOfFFcb7pPTOSvMgxmxrHtyL2gPxjk0A5m6F3DH4Y7Vgt4dh+uOXPiptPFRxhwoCFhPxfiIh8bpLAaYhRnGm4Y2/wMzYe2kWGPSSGZGIIMlYoMbjRfuQh+nspY+WE3otHARGEwGMK3C7h8fIXhgdHkJBv/mpblPRj/WWpzTWmZCtvB02nAXBAnuQMFCS6sBUhM5NxYTixikTMPgE1iMZR/YqYrhgK6aYOEezIYgFiyLMmpA5DtASol6JdLBuX1ScRYayQCQqPMsdgRl9JYo45yd6loTlklKcqIKBogxXVwugXRgOMju3iNA1WHsomiAxa/4ixdCtlINgbwoklIAGFuvWCtSAbD3nRvvgVIYpNBWlzAeCyFfCqQZKRmg5zJ7AqTwtZNBr6rGY7HEm1tdNB8ribuGHcO8MYI2jLbgOjYKidKN6Xlctlst5QugE2PEqOQZvopJu4nK3jGdxiJWg6ZMEYMv/4EwF79clH26EM0McZhdEf48KDjXsjjg2NNIg7Pci8+q8tBieakBaqQz9GEMVixnliqFK3EkLxUyFEJW1KUKGjpLroctvfkCSsNYIttSQ4rxoDBX46278cB2PjHwKUTEUZ0qVISCxks1ag2M/HQDf4wOMF3ELwy4HCHHGzMmwMVAQcj27/wzHjg4Wd4ccPWSzVRvK/sQCLKZunMzD1v+TEfIEd0dJVIPhYGDAYyeqHPwA8XtjAhHzzil9QvrOqUcp2DAoUFHgYvOoDR9CzvwfjPUptZ0kKdkXo0IFW/shn0lOQBiTN4jFQsMgy1wXDALlUtniyu/ZiKMxB7j0HfXcRATEYK3FmCTnaRrvqB7sSPp0TUOB3RDrJoiQ2c/TDUA1LjvZuRxSiCZ7t0QzZt0BCT1RGVZ3iwl9c05iq7A2K6ekwFOQcKxQhKUd3DhvqSw6PRM2pUxQMQVq5RoqPLuNw9KQ4M4D2tZPxUoCgjCiWT6Kw7KXD9JoOhVY4M3tqiSEMhRSKtj/3yGVO4WPFZRhnwsEpimZ16sO9Yr7L5qPrNBPBieRKJkqJQLxbD5HcaZspPK4TG06gDTgw+GI4yr467fjsQFVApKiWfspvv5ymOC4M0xPETeNMOIY7ZcadaI19hgcc2udrugqYs+N5hr8ZyLUM/1eLqN01oOpUW83eEwMBA3rZOMpoH4znry23OWW9G2dze88HJUAgElSY0/xkAACAASURBVBl+NeY1ji1HmuYa+5qveUzAeToaFxyJ4an4ddDFF90ZARUlw3sw/jNU5ihI9fvopbqOQoI4zZg8sUgcbpQxZduzzArYrb3qSWSUJRmCtlOmIbDTURw9ZMkCZJW0pYsEG1GRTIJNVyzkm26im+GvJBXfGBjWztB0ZefcVUa34ZVGGh9dyZK+dA7RzE6EA0Kmu7NWviFueWogumvIESMx2C8cawv6MQG5RT17v3QShRg2MZVpZ0ZnisfUAXCCHtDgUaals6KsNFPbcmLO2coL0oax3BwpetTLwaVaWwyUhN8TU377vsGwdYoZ0wWL6Gamy9wBFUuIRRwiXroXdQBXF3QGcWqoRi0WSKcxhrJ4rpjVwu0Df78Jl5Uw6pAPXL2LMckUI0aO7Ka+MVY6z4haEgxy9UrI18kAzTJ2LovTA1Wp9nMHeZdcEk6a4Q9Y3VOfhLeaNDXwLQ3z3tq2XZ0zKADP5MPrkBkIIF/zzF36DCmx2394YBzt4O8BCb7LQR+UB5hRNBj/GSlyzcik1Afp9EUKt/pkJVeMbSySFYfB6agYqyqvEhmcfYQxjABZ8I0kWH1olPKg1TPbeZLYJKV1dLp9GlhCK2eNFp2dTJ9nkp7KNvCmQ8QR9ux/mg9skRUAddvJykaR+Bc9fN/2jz0UlV/vsczVR1BulsQE5AZmkXyWS0KSzRsmIErvgpkMkJzqkfGAvKgHPHwUdBMNYGaoCkvgPqLnOXxJhsO05Qe6FpcH3RLh/wnF74+bmHqWbBJSLNNj5EWT0AdPE6L8P5G+K5APgDz9gbPmuzieRNbygwWOGW3FceGUZlK+5gk/xdY7cluQiWfbO01rFw7GPsc1UYvQRXxXyp5hpe8AKqu22Wrjz3gLqHh4EljFcIisImjVH1Vu6ZPUsIehr3k6ODP3CFcFEDk1BqUnG/5RGZAfg4GOlA/XJnm+4IVLsiL8iFd2oWD8Z6fL7CkN8uwVVkf3bhvep2RKoit4X0BdKWSeqSJl1XYNLKAKMDDilYSApyOmuKsuN5zYHxoVxeB6qc3tfHTqsisBaZh15kUbar2DHQYD8tNaZnBYFilbYukgC6OIANwtd5WlV+HS80HWsjLtgC7Bx7CSBgQxgNVEuheue67hmwKUkrwaYWO4oK/VRe0AAUjgbJIScmI0N1KEyw+BbUAjrqmq9X/AkiW9ky4JT5EuFy/LxRoyHCtgDxquJArqGnJm2cgBE2PRSWA0xE0aAHS1yaib86zl5+OCgKRB8mhCQ+VBdvSm5wx996kppOBrzLtnr+g4AzX846leLHsh7PPw1KrGftTORwAiBZ4zqzamf3fkJH2GVwQ8I3N4mOb4cOgH4mnCS+FxR747QHDzsggH4z8LLY4TDefdybSPd+iOU3FdWVwRo9fYhQjhddGAPgyukO5TMtIkJCEnJblnEQRP/ltjrhc17Xg96hCdf2bmxm2wufNQvLSyga/xB68bYIctlydaYhS0Wd0m4POSR+GnJpLKJLEvTj2AemRnIqcSsbwc40zz3LuFcxM3QVjLZd8bqTBOyRTCSeojGMMykRjpWGT4d78PURwQlcpjbiE0HXfAqoGmdzUMkaW0BJlPiMWbyFO4wFdaYtSBXkRVcCIKEawVxbaHbp7M9GsK4xsi2k5FNHU2GRTdVJfDoGHhH8NyZrNj6Rly9emmxaVpVgNeteRAm1l/TgGwO0DFEzNtu23iHbVpMRVGqfrGuubjrnlpuEojukf1THGjvNWHgvG/eh2OLwVU1oQ6bwV2KrNN2yQBLVq34vdbVKXVL/w4wWVR/tWWR2UQ+xgmc05mwxMUm5A0HHslZJhrNI2Yyig9gNcLeEiAZfgISSAQd1DBU/gi0SzFa8vv0cwyCp4smhbakVOTBuHnoCeiDUOTCfVA7JGdKEuWievNP8uyDEpLy+7ZtIOS6QqvPBhIB1u9KltXisNmqiTdmCNP8tkJgILyXfD9VT1kRbPwcdnUKNSyx3KZpg4cYjlOpNPwhhT46Yw2h4x8UbMjEA4hJyjlcBK6B1kEZmDgeD7btnrdkdcmF4Z7TNcOW5uu1j3yVFGa5hbP4PYyxJUEwGWCyGHKwe56Fnx9TipAdxyfQz/xYPz3o6UAs2E14L4y+holFcaFS8rfqGnahKyb/FA6GlLu3NXoR6JKFmk+CmUgLfMFHXnqPODoQRaNOhpeeMNgF3PsU1qMduu2bRAhAcstuVmS1wFADzmyyAZrKbnTF9uEwTgMUuTBKHeHhrjrxbu7ZFdObqwejbjYzEsfeI+6qmDDi6Ql0zsoueHhKccwHUGtUeiWzclXvKjeK6ALpGkK7b8j0l7FoTSm5XPpRXSkxUjLc+G8sEveyxrHqGrBymaLLAE8J52ggucvm83NOWLST9jBgyEUDQoiDB4OOVswIhjpGnSMobJIHVF8vWtutvdg/Gerz41FbYO9tKNQ7mhfr1FI3JumPtbekKOHgCz4+bP+mFEcte6Zt1FG5H0jucw4nKZtXMuhgdbTNeF3GnH2Sa3u6UyhDOlkgqZ0urgPGlzeURc6RRpOVt7dBe9GIds8yKEyZUs5UMtQA2v5iJQXrziMvJ6Cm1ZCZaYS+ArUfD8dFISGj6nGvt4tpg9oM0ygIz+FN+A6stwEv5EVOaMy+4wRV5ikvHiacIoLwfM8HfLH8dY65hrcylvbZX56ZnnLNbxj/YWqlBdwpXBJNEGb23nngWOAYFp+29YprupKBxFx/kxNxR3JPRj/I1HrmBDVSttLHB9uzF7eXuIPm7+Ziuk/wmF1kj0eJHO3+iBuNO8Es3wWypFXHLR3TBltoAHmH8FFn5HCHCKD0ycxCMCFHDv736eSmJp2BIjoAKBP/JGBmWLG6ENp63E5dSCJfY/sJJSQtgk0gCq69gMAKC7tRdCXJi1fVjdV9Wrg2ddf0X0OPjnfXleCaXel69NheDfRBURY8zQ9jUFKuqKnZI9DshrTalyrTFJ6nb03i7MmU3EQRRFjmuJnow8o8viD/gMXcKPnLh/0alwgonyB74Rx+SvOqO7B+B+VZjcyXa31G7kMV5DsY98Oc31yBwB4OFLJRl7VjHLM5I6tFZzMH/HKnlC3g0CDXy6VqFIuUxFn3JuL/U/ziaAoCygY4hZAA6bXiEXt/I+TOtqg23H15DQQcE9qgwFAjeAfrg4NuDUsqMioJ3NFuJXfD+sjiZ4Eb+XQdz9JFpPGhpzaikrGr+r6rcNqi+bKEYnqcE17ydLSHdTUoOrKZZ4KvG4ZvgEOQUTizrKL8R1BcMgpHrfiNq4BUTj4uLw0rH2Lxl1FJKW5+aMMB+N/lNpdT9pSH9dTgrHjra/q2Al2JQjE7aw0tvJ/rQttBh/Kti2++9vmYJdWs2UbbjTImPWvTlT5rihyNx/a9Xi/pK5FNQ40o44lTnGUMUjQQ9SIvYrbN0KEOsrQ+tSXUZZIaA+q5iR4fWSjl3btOXDdHagCr0ZG1WRabdN88DAf45opXzcHVqU1EK3hH4PoeCP93NWUgnEt31VTigh4lc+LRnAoXa9vlWPQo410b3M7Ne/CI9cvZ5KxnpTmlqpXvgu7luFg/K+ltjcKr853YqNIfkXKmdRIjZMiPLNbmlS7DSets824BMbrAxpi3uaDeAsn+Lao1W5Rs9WM9mZSjkqlEk1NTfG9qyTmXZF5fe/FUUMABLysrjQzzlTWfkeWymZghFRK/WesUTXoX6DsIPvW+xAsk2jr4xuC3NihoCz+qt1oy5dE3dMyBvJYNYSlqHs+oDl933G3BngSPTfNo73mT8CVxRQiRYZkSVFQN8fQQ5JPOoXueia7xn6HHPo8OzI2R0Iw/jfHc4yXwn0X4zkhFjSwfhpY7w5BJ+2Nz342/M1Jvq1mk4+VxxItOoRypUJbtmyhgtnzD6V19mVIiV42P59zTaKftx4PwZUhkrqLJIrQF3AXOv1mrXf96FfOPuFS1Zaa0SdhfS4p4C75HqApFMYrGWXQMq1PeRwJrOEvNi8PAIx0LFui4e9LraWBnv28fnTv4vcD3y+fdFm6c+zEA7ykupidcP1KH+Cy10Aw/rPX6camGN7PDfn88NjcZnZDFiIjoW0V5oCNWX/PMPBh+OMue/cjxrJknaeZ6WnatXMXTU9NCRwvZcueTp0tkgmviH5EJQp1z43g1jrky9W17ihwV6C1LkHgdyVpQKvg+pYZUuiWH1i3bZ70tq8FBgZWQA3p3WZYs3j4FjuJpkt/mPAoaA4jR8BZKw0E43+tNL2WfPAe2xapD8bhve9DSeMPkvQYu1WDJPisSwketks0DPnmhrNmCp5soYOJakD2+DebTWqz4S9M4cqzXWhTvlBmHHj8gYef3bt30/LyMu3du9cY/20qlopULBSFNtx/5tq8dYgHEPzhHnjZ0o6gVKMjaR6HZaBaswkIuECJADHoKz7i1r6YMlw9xjKyjawRm2yFHltq8jTxdss2RrQssuUl9sbHtoq4T0DD7osjNNe2yCoHuLrhUUmxFjxGJfvmphuM/836fMM7t1mf7EDlGptqoJ0iC+RK5YYHKlpPYNj/sT3+2NvfbBI+7sWlrjth0COsrj7xse/VV1/Nxj5m/1dWavzhb6lYirn+ZNp5opb253w3poEp1uhK17P4qwJw5dbixQj2BIhBrzoCGVyWqya4RgRU5kQdZiSD8siIXCDTlwagda2V+nTdJ9EtrPBg5ML1xdiZ0OgXvhdcbxnQlrqfN/Sk2JtkLxIhf8QaCMb/iBUcyAcNXOkakG0ybP3bro77hjXqIIS/+cC32aJGs0F6eJc+GzX8EYfxv3fvHpqeno55+8HMf9LlFkM6SOnceZZQip2EtmHSYuVLkloBXJsmCe4KTlMVXcEq2ERFx0uNLT+yCqAGfPSMo5DmxQuP/NW8LC79OOV4THkkwSelxbH9mG1HlawPYOIKl5IdksdEA8m92ZgIF8QIGgga2OAaQE9gegPpbtTlZdT5RKHRlRX9le7155n/vB7qVaCcHu7lsC8UCrRlywx/G1Cr1x3vHQ4QB13poy8I8D0AOzSyXo06u3sX06c6rnFX5g4bQDM7Msa1NEGuoIHBNYBqrlW8c8uPS09fCDdNw5qnlDQ9y7vy8Gm66W7Yh0uOozlnqRNED4Z/ss7GMTUY/+P4VIJMQQObRAPoWqR7Mf/5Fl8FGLSoUcfj9j46qEihxn79W2zMw61noymGOrz6FPJ5RsLgwL34uwH2zy8f+rp5GubOjt2HWldCnGUPdeevgsW9qOBEPCQkelF6fDdJCTkxsPWOqHxRiYxEyOhIXG9pA/+ggdVqwK3YZkmP67lb2fWt8Hm5uG5eGrwLM0jYlcXH83n5cR8+Pc6Y3iAgGP7p+hrHnGD8j+NTCTIFDWwmDZheQboa1/A3HegAZYV9zma73+kyqfTOjD37tODGM0eFfIGazQaxe0+7EUlWBlZWVvhDX3bzWShwLn8bYAYISaJquaTb1c5X72r4m1UBTbaE4D1EIlZ6hsGWAhk52XSLM14BlS9WNCTGEsZL5iBN0MBwGpDabt5OcwaBpvkU9c3QdI2P8sVQHsoz6d4PTBJeZxpTyo5cJ4OQMjINBON/ZKoNhIMGggagAbs0bjoJubn/B9ETrP+2+fhMO1HDoUsnBOMfe/0nJiaoVCryFiDlqjP+GBggv1qtWlegkL5UjJpJhcU+IJedznp5iwds/+rOYDGGVWblrkaymhNq8Bs4Huy4AyYHb8yCqg9bQiTYyJgJG8QJGliVBqS2a50fjNRwWL159HrZRsW3t2QBYvw0EPVq4ydbkChoIGhgE2hADeOoKIPP+Ee4SSF0en10bG3Z51+r1ajRaFC9XrfE4Pcf+/zxsS+ucrnMnoHy+YKF4W1ANmbsWsfalyDkcOThswQcpD6DDgWht8EGAdYMUXX0WW5XdT6K0uzjSfuoIR40cAVoILwZV8BDzqyIwfjPTJWBUNBA0ECnBkyH5PRLTrATvFeKnXHX2X9BSPpo187SG7eeMO4fffRReuyxx+hb3/oW+/C//fbb6QMf+AAtLCzQX/7lX9E//MP/pampKfrN3/xNuueee6jVatLi4iJNTE7yCoAOAGCIMn27CiFysNegXF5WJxwYzrWy9yiksXLV2MW4RnTGIwD2L945oOpBc42zIa8rfxTpQxAgdqkklq5Dqgu4AxWCQQNBA0EDQQPQQDD+Qz0IGggaGJkGsjZS2ahUomwFiinoG3+YhW82W7S0tEiY6Z+ZmeHtPLfeeiudn52l3/nd36VzZ8/SvffeS29729voxImT9OlPf5qee+44veMd76DrrruOajWsDLTp8uXLVCqV7PYfGP3ginuz0bBbiPBtQKFQEl1CRgcOiSwj0lX+NK075WIQsfkZT8qJgU+PD5zTaK9hOj+rYfnJY+06CHBJK7im+fVB08M9aCBoIGggaCAY/6EOBA0EDWwwDVjDjr1N2JhXCjbPbRpO6y2XK4QPed/4hjfQxz76UfrTP/1TOnbsGP3e7/0evXziBJ0+fYre85730K/92q/RtddeS3Dxie1AGDhgG5B7wV1ooyH5brofhnQt3g8UGetpEgNXjFjflDVUeTChdDAAiX934PMehzjKyqWxgQGlSlFFLyqWpw66eiGE/KCBoIGggVFrQCdyOvh0b+h0xbkDbRUJYeZ/FcoLqEEDQQPrrAFnz32SJMUiZuLhcadFS8tLtLC4wEb9hz/8YXrhhRfpc3/3OfqzP/szRr3mmmvo7W9/O9155508m18uldg70ES1ynF3GxG2A+G7AfxwYUsRfv4V4aBxN2a/2f7DzX30j1FdG1mKFnUK0gE4s/4A6LWK4Au0DnG3THH2Udni6Roz+tKovffCM4A4Y8EMPjaAmmzpQiBoIGhgY2ogau/HX35xcD3+cgYJgwaCBoIGWANoYP2frxoYymKQYytOnnhLDtx1ttsEo37v3r300Y9+hA4cOMCoOM33ne98J91///0cx4w/3H7qpXHcceHDYPDAtwIXLlzgQUClUlHw2N3tEICjJi3usgtIU2JoOmduEyM6fRq/FnP9A1xCW0zI308ZFM6/91ueCC/SXb+4AS5oIGggaw1gvsJvu4eLc1OetXgD0UuSeyAC6wwcZv7X+QEE9kEDQQODa8BteGVGvJMG0mGkAxZhDABwwcvP7OwsLS0tUbvVop07d3L+pUuXOB8GPnCQD7efCCONP/ydmGB3oADE4ALbifBNwNatWxnX/wfcfi7IF4cVPE3TMiKusO69Hx7rDQPb35x2sC6iqO7WhXlgGjRwRWkg7pAh+6Jr++hRZucIdpbBy1xNdPjyaBu+Gu7a/q+Gho8bZv59jYR40EDQwBhqID7bL77+tQOQvCShYfDjY100wNiiMzk5yb8XXniBHnjgAd7zr0b0448/Tp/4xCfo+PHj1hAHHlYAnn/+eb5jAIA0/EB73759dMcdd9COHTuS2A+U5nZZ/pgB/Db+ha8U1vvaDHpcbx0G/mOrAVTvfn4jLAAG+EM3V7wyILP6oOH/ei4YOisL/a0uJilCFKjtvNyT4JLT4njj294E4z/5+YXUoIGggTHSwLCdiTbEKAqMf52t//a3v02f+cxneNb/Qx/6EN19992EAcEf/dEf0Xe+8x1eHcCgADP+WAHAgAAXPAdhANBsNnkAgBUE4CGOS/nh7l/dt/gkdFUdNDpp+jzGPm7dlq6TpJtAheukuaHZxt4JteaGprYBEVHnkn5ZFkXp90tT4XHP9IL1PQRBNfR7oLLYKnsvWJajH2GUoNyHraJaz3uINTbZwfgfm0cRBAkaCBroWwPYO+/9fFxtjHGH0Y8VABjuDz30EH32s5/l+Lvf/W727vNzP/dzPBA4c+YM/fEf/zE9/PA32cvP/Pw8/dM/fZ5JY3YfNLBi8Mwzz/AA4fizz9Lv/M7v8EBC+elAAEhYHYCceZY1vbkFLl96N/aCJG6+/+u7AtCPQbD5dD4OJVIzy07pjoNQ6yVDqIZW8+mq0BoTh4jHLJmUQBq00o7Q0iAjiOSQbb+Ts8cyNb03Gktxg1BBA0EDV6IGkry1uMZ/4nRTu80GOvbl6/YffJz7xBNP8Ez9u971Lv7AF/v1b7vtNvb3/5rXvIa/E5ifX2AcwH/+8/9k3X3iu4BPfvKT9Mgjj/BKwl2vfS294Q1voKNHj/IqAfv9Nx8Fx+RLKoB5kFHHoTvih+2CrsSaMViZg2YH09eooKPnEIVGxSvQDRro7B9S6l1K8mbUYPjgdzM+1VCmoIFNpwHMFUvLDKPav2TCPGq52fDO59k/Pz76xUe+MLKxR/83fuM36Nc//nEqlko8CIDHnptuuon9/asXn23bttG5c+foH//xH/lsAPj9P3/+PH3ta1+jEydO0De+8Q3as2cPvfWtb6X77ruPHn/8MXr44YfpzW9+sy8ax8EbP192Nfz1DmBn8t+j1VluDyBEgwY2lgbwyoZqvX7PLHPdY0V2FXv+R6oJrWxRPzFSdmNOPMz8j/kDCuIFDQQNiAaimXTibTTYSpPPy/YfQKiB7d6BA1eflUqZ7xgE8CpAuczwy0tL7K0H6XD7CV//u3fv5tl/zPp/9atfpcOHD9G+fdfQ6dOn6Zvf/CYLg0O/YPxjkAAcjEu+8IUvDPWoXMO/i+WfSDvzvjuRS0gMGsheA5EJFoWy53KFUBy0IQD8oDgjVGW6KCpoOsRgYvWoa1mxGUyodYEOxv+6qD0wDRoIGhheA/hq1Pxwyq23EgBjWt11ugOBfL4QO6kXg4Cqcd05NTXF4iANhj1+oPHcc8/R9PQMFQpFuuqqq3imH/78b731VrrnnnsYB98TTE1P83cAMUPeFBADFHeQYsuNKX6d5tezCzRT0zWedt/AndUGFj3taYT0oIH+NZD1C5A1vf5LEiA3oAaC8b8BH1oQOWggaCCuAV0V0FQY7vjwVk7hbVKz2eIZf83XO4x9uP/Edh/30gHF3Nwc6cBg165dvK1nZmaGVw2wMgBjHzSwCoCVgYsXL7pk5GPffIEw8FCaCoA5KP7B8NdEvvvxzkm6qJ+PQjESIRI0EDRw5Wmgn+agH5hVas6bj+lNbUCZBgTvzd9AjIpu3wKsIWC8x1tDxoFV0EDQQNBAlhpQ41pn+9UdJ3hgdh4/vXSGXmFxV3yFwR2GPQ4Bw6WwWBW4+uqr2eDXdNDGeQDNZoPhkmgxkZ7/UvbLml7Jdk420JNgAAgaGEsNRFU4Co2loKMQapRFBu34bEJUglHytVy6CWCBOgIDYQ1dDkVMU5DZDtUlu0PwDZoQZv436IMLYgcNBA101wCMdQwAYJC7vSHSsTIAYx0+/BHGCoF/waDHnv5yucSDADHum5wG4x4+/3E1GnWmhRWCXC6fSMunPXjcdFrad43Tht3BCxMwggaCBkapAdtOOEyS0pzsbIPYjjkgxfU+A8SIO6jYA5ZybMCD8T82jyIIEjQQNDAqDcj2+s7pHMzsw8jHHZfO7uOOGX54+Xn66Wd4WxC2BsHVJwYBX/vaV+k5c/BXq9WmJ598km6+6SbGcWm4YXcAkl5O+YahswPqlD2dxpjndBZuzAUO4o1CA1GNjkKj4BNobhwNjL4mgEN3Lt1zN44ue0kajP9eGgr5QQNBAxtSA5idl9kntTalWUe6Gv0w/PWHQsJYx0oALhj/R44coaeeeorTAYf4e9/7XnrwwQfp9//gD2hxYYFXAE698grd/brX8SFgut1IVh2w8iCnAQ+kRH/a7ErpkQZSUgAOGgga6FsD496GDCLfILB9K+jKAgzG/5X1vENpgwauGA3AfsY2HHjawSUOdKJeAwMA3ZvvztDrFqDpqSl605vexMb7Y489xjNG+Nj3Yx/7GH3xi1/ik4Bb7TZ95StfoWv27WPvP9hGNDs7S5cvX+KzBVot1/DXQYg8AsT4Z50XdXou6nhYkfgdWSEhaCBoYINoYNTv8ajp96Hmfh2W9UFqbUHGQHdrUeBg/K+FlgOPoIGggTXVgBj1ZgtNLmrmtEPS2X81/tXlpngHkv3/E5OTdMcdd/Aefvj7161D2P5z6NAhnvHHacF///d/T3fddRe7/1xcXCR4AZqbU+O/xaMOy8fVgoxOdAhgc3TSPz5UsNkhEDQQNBA0EDQQNLAqDUS94qrIBOSggaCBoIGNp4FEoxxz/K0Wb/XBnv/3ve99XLDvfve7fOovVgywUoATf8+cOcPGPj72xTYhpGObT6vZ3HjKCBIHDQQNBA0EDVwRGsi10Vt1uU6dOkV333034R6uoIGggaCBoIGggaCBoIGggaCBoIHx1sDhw4fpy1/+MuHuX2Hm39dIiAcNBA0EDQQNBA0EDQQNBA0EDWxSDQTjf5M+2FCsoIGggaCBoIGggaCBoIGggaABXwPB+Pc1EuJBA0EDQQNBA0EDQQNBA0EDQQObVAPB+N+kDzYUK2ggaCBoIGggaCBoIGggaCBowNdAMP59jYR40EDQQNBA0EDQQNBA0EDQQNDAJtVAMP436YMNxQoaCBoIGggaCBoIGggaCBoIGvA1EIx/XyMhHjQQNBA0EDQQNBA0EDQQNBA0sEk1EIz/TfpgQ7GCBoIGggaCBoIGggaCBoIGggZ8DQTj39dIiAcNBA0EDQQNBA0EDQQNBA0EDWxSDQTjf5M+2FCsoIGggaCBoIGggaCBoIGggaABXwNFPyEp3m636bd+67eSskJa0EDQQNBA0EDQQNBA0EDQQNBA0MAYaaDRaKRK09P437FjB33kIx+hbkRSqYeMoIGggaCBoIGggaCBoIGggaCBoIE11cCHP/xh2rdvXyLPXBvT+uEKGggaCBoIGggaCBoIGggaCBoIGtj0Ggh7/jf9Iw4FDBoIGggaCBoIGggaCBoIGggaEA0E4z/UhKCBoIGggaCBoIGggaCBoIGggStEA8H4v0IedChm0EDQQNBA0EDQQNBA0EDQQNDA+S+J0gAAAAZJREFU/we/7S9uOi8HEQAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "<h1>3.GRU Cell(Gated Recurrent Cell)</h1>\n",
    "<hr>\n",
    "\n",
    "GRU cell은 2014년 조경현 등의 논문에서 제안됨\n",
    "\n",
    "[참조]\n",
    "Cho, K., Van Merriënboer, B., Gulcehre, C., Bahdanau, D., Bougares, F., Schwenk, H., & Bengio, Y. (2014). \n",
    "Learning phrase representations using RNN encoder-decoder for statistical machine translation. arXiv preprint arXiv:1406.1078.<br>\n",
    "\n",
    "GRU 셀은 그림에서 확인할 수 있는 것과 같이 LSTM 셀의 간소화된 버전이고 유사하게 작동함\n",
    "- LSTM의 장점을 유지하면서도 계산 복잡성을 낮춘 셀 구조\n",
    "- Gradient vanishing/ Explosion 문제를 극복했다는 점에서 LSTM과 유사하지만 LSTM에서 게이트의 일부를 생략함\n",
    "\n",
    "<hr>\n",
    "\n",
    "<h2>LSTM Cell과 GRU Cell의 차이점</h2>\n",
    "\n",
    "<h3>LSTM cell(Long Short-Term Memory)</h3>\n",
    "    \n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "<hr/>\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<h3>GRU cell(Gated Recurrent Unit)</h3>\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "LSTM에서의 변경 점\n",
    "1. LSTM의 상태 Vector인 c(t), h(t)가 h(t)로 통합\n",
    "\n",
    "2. 게이트 제어기 f(t), i(t)가 z(t)로 통합되며 z(t)는 Update gate임\n",
    "    - z(t)는 Forget Gate, Input Gate를 모두 제어 \n",
    "    - z(t)가 1을 출력하면 Forget Gate가 열리고 Input Gate가 닫히며\n",
    "    - z(t)가 0 이면 Forget Gate가 닫히고 Input Gate가 열림.\n",
    "    > 즉, 이전 (t-1)의 기억이 저장될 때 마다 타임스탭 t의 입력이 삭제됨.\n",
    "    \n",
    "    \n",
    "3. 출력 게이트가 없음 > 전체 상태 벡터가 매 Time Step 마다 출력됨\n",
    "4. 이전상태의 어느 부분이 출력될지 제어하는 새로운 게이트 제어기 r(t) 존재함\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "GRU state vector 계산 식\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "z(t),r(t)는 각각 update, reset gate를 의미<br>\n",
    "Update, reset gate에서는 활성화 함수로 sigmoid 함수를 사용\n",
    "\n",
    "두 게이트 모두 현 시점의 입력값(x(t))와 직전 시점 은닉층 값(h(t-1))을 반영하여 구함\n",
    "\n",
    "W는 각각 입력값과 은닉층 값을 선형결합하는 Parameter(가중치)<br>\n",
    "update, reset gate의 활성화 함수는 시그모이드 이므로 0~1사이의 범위를 갖음\n",
    "\n",
    "기억에 관련된 과정\n",
    "- 현 시점(t)에서 기억해 둘 만한 정보를 g(t)로 정의\n",
    "- g(t)는 현 시점 정보(W * x(t))와 과거정보(W * h(t-1))를 반영하되, 과거 정보를 얼마나 반영할지는 reset gate 값에 의존함\n",
    "\n",
    "\n",
    "r(t) 값이 0이면 과거 정보를 모두 잊고 1이면 과거의 정보를 모두 갖으며 r(t)값에 상관없이 현재 정보는 반영됨\n",
    "\n",
    "위의 활성화 함수 tanh의 경우 -1 ~ 1 사이의 범위를 갖음\n",
    "\n",
    "현재정보 h(t)에서 기억할만한 정보 g(t) 를 얼마나 조합할지 결정하는 것은 z(t) 즉 Update gate임\n",
    "\n",
    "- z(t)가 1이라면 과거정보를 모두 잊고, 현재 정보 만을 기억함\n",
    "- z(t)가 0이라면 과거정보는 모두 기억하지만, 현재 정보는 모두 무시 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "<h3>TensorFlow GRU Cell 만드는 방법</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_neurons = 5\n",
    "\n",
    "gru_cell = tf.contrib.rnn.GRUCell(num_units=n_neurons)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "<h3>GRU Code Example</h3>\n",
    "\n",
    "GRU Code Example 1 -> 덧셈에 대한 학습 방식\n",
    "\n",
    "1) c = a + b <br/>\n",
    "2) 숫자를 역 bitstring으로 전환<br/>\n",
    "3) 더 할 때 두 bitstring을 더해서 계산함<br/>\n",
    "4) 숫자에서 오른쪽부터 시작하여 합계가 10보다 크면 일정한 숫자를 갖게 됨 <br/>\n",
    "-> 기억할 수 있으므로 GRU에 적용 가능\n",
    "따라서, 역 bitstring화 한 숫자의 덧셈에 학습이 가능하다.\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "각 라이브러리를 Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython import display\n",
    "% matplotlib inline\n",
    "import random\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning) #간단한 warning Message가 나와서 없애기 위해 사용"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Dataset 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def as_bytes(num, final_size): # byte로 변경\n",
    "    \"\"\"\n",
    "    integer를 bitstring으로 변환\n",
    "    final_size는 bitstring의 길이\n",
    "    Arguments\n",
    "    ---------\n",
    "    num: int\n",
    "        The number to convert.\n",
    "    final_size: int\n",
    "        The length of the bitstring.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    list\n",
    "        \n",
    "    \"\"\"\n",
    "    \n",
    "    \n",
    "    res = []\n",
    "    for _ in range(final_size):\n",
    "        res.append(num % 2)\n",
    "        num //= 2\n",
    "    return res\n",
    "    \n",
    "    \"\"\"\n",
    "    Examples\n",
    "    --------\n",
    "    >>> as_bytes(3, 4)\n",
    "    [1, 1, 0, 0]\n",
    "    >>> as_bytes(3, 5)\n",
    "    [1, 1, 0, 0, 0]\n",
    "    \"\"\"\n",
    "    \n",
    "def generate_example(num_bits):\n",
    "    \"\"\"Generate an example addition.\n",
    "    \n",
    "    Arguments\n",
    "    ---------\n",
    "    num_bits: int\n",
    "        The number of bits to use.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    a: list\n",
    "        The first term (represented as reversed bitstring) of the addition.\n",
    "    b: list\n",
    "        The second term (represented as reversed bitstring) of the addition.\n",
    "    c: list\n",
    "        The addition (a + b) represented as reversed bitstring.\n",
    "        \n",
    "    Examples\n",
    "    --------\n",
    "    >>> np.random.seed(4)\n",
    "    >>> a, b, c = generate_example(3)\n",
    "    >>> a\n",
    "    [0, 1, 0]\n",
    "    >>> b\n",
    "    [0, 1, 0]\n",
    "    >>> c\n",
    "    [1, 0, 0]\n",
    "    >>> # Notice that these numbers are represented as reversed bitstrings)\n",
    "    \"\"\"\n",
    "    a = random.randint(0, 2**(num_bits - 1) - 1)\n",
    "    b = random.randint(0, 2**(num_bits - 1) - 1)\n",
    "    res = a + b\n",
    "    return (as_bytes(a,  num_bits),\n",
    "            as_bytes(b,  num_bits),\n",
    "            as_bytes(res,num_bits))\n",
    "\n",
    "def generate_batch(num_bits, batch_size):\n",
    "    \"\"\"Generates instances of the addition problem.\n",
    "    \n",
    "    Arguments\n",
    "    ---------\n",
    "    num_bits: int\n",
    "        The number of bits to use for each number.\n",
    "    batch_size: int\n",
    "        The number of examples to generate.\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    x: np.array\n",
    "        Two numbers to be added represented as bits (in reversed order).\n",
    "        Shape: b, i, n\n",
    "        Where:\n",
    "            b is bit index from the end.\n",
    "            i is example idx in batch.\n",
    "            n is one of [0,1] depending for first and second summand respectively.\n",
    "    y: np.array\n",
    "        The result of the addition.\n",
    "        Shape: b, i, n\n",
    "        Where:\n",
    "            b is bit index from the end.\n",
    "            i is example idx in batch.\n",
    "            n is always 0 since there is only one result.\n",
    "    \"\"\"\n",
    "    x = np.empty((batch_size, num_bits, 2))\n",
    "    y = np.empty((batch_size, num_bits, 1))\n",
    "\n",
    "    for i in range(batch_size):\n",
    "        a, b, r = generate_example(num_bits)\n",
    "        x[i, :, 0] = a\n",
    "        x[i, :, 1] = b\n",
    "        y[i, :, 0] = r\n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Configuration - batch_size와 time_size를 조절"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 100\n",
    "time_size = 5\n",
    "\n",
    "#5비트에서 표현되는 수의 100가지 traning set과 test set을 생성\n",
    "X_train, Y_train = generate_batch(time_size, batch_size)\n",
    "X_test, Y_test = generate_batch(time_size, batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "GRU Model을 정의 & state vector를 통해 모델 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GRU:\n",
    "    \"\"\"Implementation of a Gated Recurrent Unit (GRU) as described in [1].\n",
    "    \n",
    "    [1] Chung, J., Gulcehre, C., Cho, K., & Bengio, Y. (2014). Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv preprint arXiv:1412.3555.\n",
    "    \n",
    "    Arguments\n",
    "    ---------\n",
    "    input_dimensions: int\n",
    "        The size of the input vectors (x_t).\n",
    "    hidden_size: int\n",
    "        The size of the hidden layer vectors (h_t).\n",
    "    dtype: obj\n",
    "        The datatype used for the variables and constants (optional).\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self, input_dimensions, hidden_size, dtype=tf.float64):\n",
    "        self.input_dimensions = input_dimensions\n",
    "        self.hidden_size = hidden_size\n",
    "        \n",
    "        # Weights for input vectors of shape (input_dimensions, hidden_size)\n",
    "        self.Wr = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.input_dimensions, self.hidden_size), mean=0, stddev=0.01), name='Wr')\n",
    "        self.Wz = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.input_dimensions, self.hidden_size), mean=0, stddev=0.01), name='Wz')\n",
    "        self.Wh = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.input_dimensions, self.hidden_size), mean=0, stddev=0.01), name='Wh')\n",
    "        \n",
    "        # Weights for hidden vectors of shape (hidden_size, hidden_size)\n",
    "        self.Ur = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.hidden_size, self.hidden_size), mean=0, stddev=0.01), name='Ur')\n",
    "        self.Uz = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.hidden_size, self.hidden_size), mean=0, stddev=0.01), name='Uz')\n",
    "        self.Uh = tf.Variable(tf.truncated_normal(\n",
    "            dtype=dtype, shape=(self.hidden_size, self.hidden_size), mean=0, stddev=0.01), name='Uh')\n",
    "        \n",
    "        # Biases for hidden vectors of shape (hidden_size,)\n",
    "        self.br = tf.Variable(tf.truncated_normal(dtype=dtype, shape=(self.hidden_size,), mean=0, stddev=0.01), name='br')\n",
    "        self.bz = tf.Variable(tf.truncated_normal(dtype=dtype, shape=(self.hidden_size,), mean=0, stddev=0.01), name='bz')\n",
    "        self.bh = tf.Variable(tf.truncated_normal(dtype=dtype, shape=(self.hidden_size,), mean=0, stddev=0.01), name='bh')\n",
    "        \n",
    "        # Define the input layer placeholder\n",
    "        self.input_layer = tf.placeholder(dtype=tf.float64, shape=(None, None, input_dimensions), name='input')\n",
    "        \n",
    "        # Put the time-dimension upfront for the scan operator\n",
    "        self.x_t = tf.transpose(self.input_layer, [1, 0, 2], name='x_t')       \n",
    "        self.h_0 = tf.matmul(self.x_t[0, :, :], tf.zeros(dtype=tf.float64, shape=(input_dimensions, hidden_size)), name='h_0')\n",
    "        \n",
    "        # Perform the scan operator\n",
    "        self.h_t_transposed = tf.scan(self.forward_pass, self.x_t, initializer=self.h_0, name='h_t_transposed')\n",
    "        \n",
    "        # Transpose the result back\n",
    "        self.h_t = tf.transpose(self.h_t_transposed, [1, 0, 2], name='h_t')\n",
    "\n",
    "    def forward_pass(self, h_tm1, x_t):\n",
    "        \"\"\"Perform a forward pass.\n",
    "        \n",
    "        Arguments\n",
    "        ---------\n",
    "        h_tm1: np.matrix\n",
    "            The hidden state at the previous timestep (h_{t-1}).\n",
    "        x_t: np.matrix\n",
    "            The input vector.\n",
    "        \"\"\"\n",
    "        # Definitions of z_t and r_t\n",
    "        z_t = tf.sigmoid(tf.matmul(x_t, self.Wz) + tf.matmul(h_tm1, self.Uz) + self.bz)\n",
    "        r_t = tf.sigmoid(tf.matmul(x_t, self.Wr) + tf.matmul(h_tm1, self.Ur) + self.br)\n",
    "        \n",
    "        # Definition of h~_t\n",
    "        h_proposal = tf.tanh(tf.matmul(x_t, self.Wh) + tf.matmul(tf.multiply(r_t, h_tm1), self.Uh) + self.bh)\n",
    "        \n",
    "        # Compute the next hidden state\n",
    "        h_t = tf.multiply(1 - z_t, h_tm1) + tf.multiply(z_t, h_proposal)\n",
    "        \n",
    "        return h_t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Model을 초기화 하고 Train 하는 코드"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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ZWeo43MzMLHUcbmZmljoONzMzSx2Hm5mZpY7DzczMUsfhZmZmqeNwMzOz1HG4mZlZ6jjczMwsdRxuZmaWOnkJN0lTJa2R9Go99aMkvZJM5ZL6JOXFkl6Q9LKkJZJ+kbXN/ZLekrQ4mfrmoy9mZlb48nXkdj9wegP1bwFDIqI3cANwb1K+CTg1IvoAfYHTJfXP2u4nEdE3mRY3Q7vNzKwVapOPD4mIBZK6N1BfnrX4HNAtKQ9gQ1LeNpmieVppZmZpUYjX3MYCj29fkLSXpMXAGuCpiHg+a90bk1OZt0tqn++GmplZYVLm4CgPH5Q5cpsTEcc0sM4pwCRgUER8VKuuDJgNXBoRr0rqCqwG2pE5jfn3iPjX7G0qKyurO1dRUZGjnpiZWUvr0aNH9Xxpaalq1+fltGRjSOoN3AecUTvYACJinaT5ZK7dvRoRq5KqTZJ+C1ze0P6zB6I1q6ioSE1fcsHjUZPHY0cek5r2lPEoiNOSkg4BZgGjI+KNrPL9kyM2JHUAhgFLk+WuyU8Bw4E678Q0M7M9T16O3CQ9CAwF9pO0EriOzM0hRMRk4Frgc8CkTFaxNSKOB7oCD0jai0wQPxwRc5Ld/pek/QEBi4GL8tEXMzMrfPm6W/LbO6kfB4yro/wV4Nh6tjk1N60zM7O0KYjTkmZmZrnkcDMzs9RxuJmZWeo43MzMLHUcbmZmljoONzMzSx2Hm5mZpY7DzczMUsfhZmZmqeNwMzOz1HG4mZlZ6jjczMwsdRxuZmaWOg43MzNLHYebmZmljsPNzMxSx+FmZmap43AzM7PUcbiZmVnqONzMzCx1HG5mZpY6DjczM0sdh5uZmaWOw83MzFLH4WZmZqnjcDMzs9RxuJmZWeo43MzMLHUaHW6SJkjqm8z3l/SOpOWSBjRy+6mS1kh6tZ76UZJeSaZySX2S8mJJL0h6WdISSb/I2uYwSc9LqpD0kKR2je2PmZmlV1OO3H4MvJXM3wTcBtwI3NHI7e8HTm+g/i1gSET0Bm4A7k3KNwGnRkQfoC9wuqT+Sd3NwO0R0QNYC4xtZFvMzCzFmhJupRFRKakj0Ae4KyKmAEc2ZuOIWAB83EB9eUSsTRafA7ol5RERG5LytskUkgScCvwhqXsAGN6E/piZWUo1JdzelTQQOA9YEBGfSeoEfNYM7RoLPL59QdJekhYDa4CnIuJ54HPAuojYmqy2EjioGdpiZmatTJsmrPsTMkdJm4ERSdlZwAu5bJCkU8iE26DtZRHxGdBXUhkwW9IxwAd1bB717beioiKXzWxRaepLLng8avJ47MhjUlMaxqNHjx4N1jc63CLiMeDztYp/n0w5Iak3cB9wRkR8VEcb1kmaT+ba3b8DZZLaJEdv3YD369v3zgaitaioqEhNX3LB41GTx2NHHpOa9pTxaMrdkj0lHZDMlyR3LV5F5hrYbpN0CDALGB0Rb2SV758csSGpAzAMWBoRAcwDRiarXgg8kou2mJlZ69aUa24zgLJk/lZgMDAA+M/GbCzpQeBZ4EhJKyWNlXSRpIuSVa4lcx1tkqTFkl5MyrsC8yS9Avw/Mtfc5iR1VwATJL2ZbDulCf0xM7OUaso1t+4RsSy5S/Ec4GhgI//39YAGRcS3d1I/DhhXR/krwLH1bLMcOLExn29mZnuOpoTbpuRrAD2BdyPiQ0ltgOLmaZqZmdmuaUq4zQD+G+gI3J2UfYlGHrmZmZnlS1PulvyxpK8AWyJiXlK8jcyTS8zMzApGU47ciIg/SzokeZ7kexHx4k43MjMzy7OmfBWgq6RngAoyt+y/KekZSbW/+2ZmZtaimvJVgHuAl4HOEdEV2BdYDExujoaZmZntqqaclhwEdI2ILQAR8b+Sfgq81ywtMzMz20VNOXJbS+ZrANmOBNblrjlmZma7rylHbhOBuZKmACuAQ4HvAj9vjoaZmZntqkYfuUXEb4B/AvYDvp78HE3y3jUzM7NC0dSvAvw3mS9yAyCpPZn3rl2b43aZmZntsqZcc6uPcrAPMzOznMlFuNX7glAzM7OWsNPTkpJObaC6XQ7bYmZmlhONuea2s3ekvZOLhpiZmeXKTsMtIg7LR0PMzMxyJRfX3MzMzAqKw83MzFLH4WZmZqnjcDMzs9RxuJmZWeo43MzMLHUcbmZmljoONzMzSx2Hm5mZpY7DzczMUsfhZmZmqeNwMzOz1MlLuEmaKmmNpFfrqR8l6ZVkKpfUJyk/WNI8Sa9LWiLpR1nbXC/pPUmLk+lr+eiLmZkVvnwdud0PnN5A/VvAkIjoDdwA3JuUbwUui4gvAv2BH0jqmbXd7RHRN5kea4Z2m5lZK5SXcIuIBcDHDdSXR8TaZPE5oFtSvioi/prMfwK8DhzUzM01M7NWrhCvuY0FHq9dKKk7cCzwfFbx+ORU5lRJ++aneWZmVugUEfn5oEw4zYmIYxpY5xRgEjAoIj7KKi8BngFujIhZSdkBwIdAkDmV2TUixmTvr7KysrpzFRUVOeuLmZm1rB49elTPl5aWqnb9Tt/EnS+SegP3AWfUCra2wEzgv7YHG0BEfJC1zm+AOQ3tP3sgWrOKiorU9CUXPB41eTx25DGpaU8Zj4I4LSnpEGAWMDoi3sgqFzAFeD0ibqu1TdesxXOAOu/ENDOzPU9ejtwkPQgMBfaTtBK4DmgLEBGTgWuBzwGTMnnG1og4HjgJGA38TdLiZHdXJ3dGTpTUl8xpybeB7+ejL2ZmVvjyEm4R8e2d1I8DxtVRvhDY4VxqUjc6N60zM7O0KYjTkmZmZrnkcDMzs9RxuJmZWeo43MzMLHUcbmZmljoONzMzSx2Hm5mZpY7DzczMUsfhZmZmqeNwMzOz1HG4mZlZ6jjczMwsdRxuZmaWOg43MzNLHYebmZmljsPNzMxSx+FmZmap43AzM7PUcbiZmVnqONzMzCx1HG5mZpY6DjczM0sdh5uZmaWOw83MzFLH4WZmZqnjcDMzs9RxuJmZWeo43MzMLHXyEm6SpkpaI+nVeupHSXolmcol9UnKD5Y0T9LrkpZI+lHWNp0lPSWpIvm5bz76YmZmhS9fR273A6c3UP8WMCQiegM3APcm5VuByyLii0B/4AeSeiZ1VwJPR0QP4Olk2czMLD/hFhELgI8bqC+PiLXJ4nNAt6R8VUT8NZn/BHgdOChZ72zggWT+AWB4MzTdzMxaoUK85jYWeLx2oaTuwLHA80nRARGxCjIhCHTJU/vMzKzAKSLy80GZcJoTEcc0sM4pwCRgUER8lFVeAjwD3BgRs5KydRFRlrXO2oiocd2tsrKyunMVFRU56omZmbW0Hj16VM+Xlpaqdn2bvLamAZJ6A/cBZ9QKtrbATOC/tgdb4gNJXSNilaSuwJqG9p89EK1ZRUVFavqSCx6PmjweO/KY1LSnjEdBnJaUdAgwCxgdEW9klQuYArweEbfV2uxR4MJk/kLgkXy01czMCl9ejtwkPQgMBfaTtBK4DmgLEBGTgWuBzwGTMnnG1og4HjgJGA38TdLiZHdXR8RjwK+AhyWNBd4Bzs1HX8zMrPDlJdwi4ts7qR8HjKujfCGww7nUpO4j4LScNNDMzFKlIE5LmpmZ5ZLDzczMUsfhZmZmqeNwMzOz1HG4mZlZ6jjczMwsdRxuZmaWOg43MzNLHYebmZmljsPNzMxSx+FmZmap43AzM7PUcbiZmVnqONzMzCx1HG5mZpY6DjczM0sdh5uZmaWOw83MzFLH4WZmZqnjcDMzs9RxuJmZWeo43MzMLHUcbmZmljoONzMzSx2Hm5mZpY7DzczMUsfhZmZmqeNwMzOz1MlLuEmaKmmNpFfrqR8l6ZVkKpfUZ2fbSrpe0nuSFifT15q7H2Zm1jrk68jtfuD0BurfAoZERG/gBuDeRm57e0T0TabHctFQMzNr/fISbhGxAPi4gfryiFibLD4HdGvstmZmZrUV4jW3scDjjVx3fHIqc6qkfZuzUWZm1nooIvLzQVJ3YE5EHNPAOqcAk4BBEfFRQ9tKOgD4EAgypzK7RsSY7P1VVlZWd66ioiIX3TAzswLQo0eP6vnS0lLVrm+T19Y0QFJv4D7gjOxgq09EfJC17W+AOQ2tnz0QrVlFRUVq+pILHo+aPB478pjUtKeMR0GclpR0CDALGB0RbzRym65Zi+cAdd6JmTZ7wi9lU3g8avJ47MhjUtOeMh55OXKT9CAwFNhP0krgOqAtQERMBq4FPgdMkgSwNSKOr2/biJgCTJTUl8xpybeB7+ejL2ZmVvjyds2tJWRfczMzs3Sq65pbqsPNzMz2TAVxzc3MzCyXHG4FSFJnSU9Jqkh+1vkdPkkXJutUSLqwjvpH63vkWWuyO+MhaW9Jf5K0VNISSb/Kb+tzR9LpkpZJelPSlXXUt5f0UFL/fPIVmu11VyXlyyR9NZ/tbi67Oh6SvizpfyT9Lfl5ar7b3lx253ckqT9E0gZJl+erzc0mIjwV2ARMBK5M5q8Ebq5jnc7A8uTnvsn8vln13wRmAK+2dH9acjyAvYFTknXaAX8h83WTFu9XE8dgL+DvwOFJP14GetZa5xJgcjJ/HvBQMt8zWb89cFiyn71auk8tOB7HAp9P5o8B3mvp/rT0mGTVzwR+D1ze0v3Z3clHboXpbOCBZP4BYHgd63wVeCoiPo7Mo8ueInkGp6QSYALwb3loaz7s8nhExKcRMQ8gIjYDfyXr8W6tyInAmxGxPOnH78iMS7bscfoDcJoytx+fDfwuIjZFxFvAm8n+WrNdHo+IeCki3k/KlwDFktrnpdXNa3d+R5A0nMwfhUvy1N5m5XArTAdExCqA5GeXOtY5CHg3a3llUgaZJ7b8O/BpczYyj3Z3PACQVAZ8HXi6mdrZnHbav+x1ImIrUEnmKzaN2ba12Z3xyDYCeCkiNjVTO/Npl8dE0j7AFcAv8tDOvCiYJ5TsaSTNBQ6so+qaxu6ijrJIvvv3hYj4ce3z6YWsucYja/9tgAeBOyNiedNb2OIa7N9O1mnMtq3N7oxHplI6GrgZ+EoO29WSdmdMfkHmLSsbkgO5Vs/h1kIiYlh9dZI+kNQ1IlYlT2JZU8dqK8l8uX27bsB8YABwnKS3yfz7dpE0PyKGUsCacTy2uxeoiIg7ctDclrASODhruRvwfj3rrEzCvJTMGzUas21rszvjgaRuwGzggoj4e/M3Ny92Z0z6ASMlTQTKgG2SqiLi7uZvdjNp6Yt+nnacgFuoeQPFxDrW6UzmPXj7JtNbQOda63QnHTeU7NZ4kLn2OBMoaum+7MYYtCFzPeQw/u9mgaNrrfMDat4s8HAyfzQ1byhZTuu/oWR3xqMsWX9ES/ejUMak1jrXk4IbSlq8AZ7q+EfJXBd4GqhIfm7/n/TxwH1Z640hc3PAm8B369hPWsJtl8eDzF+vAbwOLE6mcS3dp10ch68Bb5C5I+6apOxfgW8k88Vk7nR7E3gBODxr22uS7ZbRCu8WzeV4AD8D/jfr92Ex0KWl+9PSvyNZ+0hFuPkJJWZmljq+W9LMzFLH4WZmZqnjcDMzs9RxuJmZWeo43MzMLHUcbmZ7kOSJ74e3dDvMmpvDzSyPJL0taZikf5a0sJk/a76kcdllEVESrfPxY2ZN4nAza4WSRyeZWT0cbmb590VgMjAgOU24DqpfJHmrpHeS52lOltQhqRsqaaWkKyStBn4raV9JcyT9Q9LaZL5bsv6NwMnA3cln3J2Uh6QvJPOlkqYl26+Q9DNJRUndP0tamLRnraS3JJ2R95Ey20UON7P8ex24CHg2OU1YlpTfDBwB9AW+QOb1JNdmbXcgmWdoHgr8C5n/fn+bLB8CbATuBoiIa8i8mHV88hnj62jHXWQenHs4MAS4APhuVn0/Mo/r2o/MC2OnbH/3l1mhc7iZFYAkNL4H/DgyL1z9BPglmYfbbrcNuC4yLx3dGBEfRcTMyLyQ9RPgRjIh1ZjP2wv4J+CqiPgkIt4m8w7A0VmrrYiI30TEZ2RecNkVOGA3u2qWFz5vb1YY9gf2Bv4n6+BIwF5Z6/wjIqqqK6W9gdvJvIF936S4o6S9kkBqyH5knhy/IqtsBTVfbrl6+0xEfJq0q6SxHTJrST5yM2sZtZ9Y/iGZ04pHR0RZMpVGREkD21wGHAn0i4hOwOCkXPWsX/vaE1POAAAA1UlEQVTztpA5pbndIcB7TeiDWcFyuJm1jA+AbpLaAUTENuA3wO2SugBIOkjSVxvYR0cygbhOUmfgujo+o87vtCVHdg8DN0rqKOlQYAIwfTf6ZFYwHG5mLeO/gSXAakkfJmVXkHnP1nOS1gNzyRyZ1ecOoAOZo7DngCdq1f+azNuV10q6s47tLyXzXrPlwEJgBjB117pjVlj8PjczM0sdH7mZmVnqONzMzCx1HG5mZpY6DjczM0sdh5uZmaWOw83MzFLH4WZmZqnjcDMzs9RxuJmZWer8f3QpdXXPpNIaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0, train loss: 1.2159, test loss: 1.2426\n",
      "a : 1024, b : 16, y : 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 100, train loss: 0.6392, test loss: 0.6485\n",
      "a : 1024, b : 16, y : 31744\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 200, train loss: 0.6236, test loss: 0.6294\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 300, train loss: 0.6172, test loss: 0.6210\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 400, train loss: 0.6119, test loss: 0.6142\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 500, train loss: 0.6066, test loss: 0.6078\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 600, train loss: 0.6005, test loss: 0.6010\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 700, train loss: 0.5929, test loss: 0.5933\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 800, train loss: 0.5833, test loss: 0.5840\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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57GZBX7t1d+N99dUUViYiIr0yOqgAzj03cgHxBWLP2+r0n4hIesj4oDr99MGDKmvLlsEWFxGRJMv4oJo507F8eYjNVMa0e7dsgUl0/U5EZKrK+KCCyFHVq5xEB4cvUnqqq7F9+1JYlYiMlsfjobu7e+QFJS10d3fj8Yw+fjK6e3qvM84Ics89hfyFd7OWzX3t3q1bCY5yGHoRSR2fz0cgEBhxvLrJrqWlBb/fn+oyJszj8eDz+Ua9vIIKqKwMkpXl+EtwkKDauDGFlYnIaJgZRUVFqS4j4Wpra0f9DKepRKf+gKIiOPHEEH/h3THt6qIuIpJ6CqqoVatC/JV3xbR5//a3FFUjIiK9FFRRq1YFeZ3ldJHT1+bZvx+rr09hVSIioqCKWrUqRA85vMbxMe3erVtTVJGIiICCqs/s2Y4FC8K6TiUikmYUVP2sWhU8Iqg8uk4lIpJSCqp+Vq4MsZUTY9q8b76ZompERAQUVDFWrAjxOstj2jxVVdDTk6KKREQkKUFlZg+YWa2ZvTbE/GPN7AUz6zKzm5JR02COOy5Ei6eEA8w+XFtPD56dO1NVkohIxkvWEdUPgPOGmd8AfAa4PSnVDKGgAI49Nsw2jotp9+j0n4hIyiQlqJxzzxEJo6Hm1zrntgApP8d20kmhI4LK+8YbKapGRER0jWqAFSuODCodUYmIpM6kHZS2qqoqIeuXl/v4xYCgCr366oQ/b7LL9O8/VtpfY6P9NXpTdV9VVFQMOW/SBtVwX2okVVVVQ64/Zw78k82Efs9MzNu7l4qFCyEnZ9B1prrh9pccSftrbLS/Ri9T95VO/Q1QWAjTlvjZz5y+NgsG1fNPRCRFktU9/cfAC8BSM9tnZtea2XVmdl10/iwz2wd8DviX6DIpezrYsceGeYNlMW2et99OUTUiIpktKaf+nHNXjjD/IDAvGbWMxrJlIap+VcEGnu5rU1CJiKSGTv0NYvnyEG9xTEybV0ElIpISCqpBLFsWporYC5aeHTtSVI2ISGZTUA3iqKPC7Moe0LNmhzpTiIikgoJqENnZkFWxkCDevrasmmoIBFJYlYhIZlJQDeGY4zy8w+KYNnVRFxFJPgXVEAa7TqUOFSIiyaegGkJFxZE9/9RFXUQk+RRUQ1iyRD3/RETSgYJqCEcdFWYHS2Ibd+5OTTEiIhlMQTWE3FzomrMops29o6ASEUk2BdUw8pfOJYz1TefUV0NXVworEhHJPAqqYSw8Jpv9zO2bNufw7N2bwopERDKPgmoYS5aEj7yXardO/4mIJJOCahgKKhGR1FNQDWPJktARQWXv7EpNMSIiGUpBNYy5cx37sxfFtAV36IhKRCSZFFTD8Higc87CmLbw23tSVI2ISGZSUI1kUWxQ5ezXEZWISDIpqEZQtHQW3WT3Tee1NUBLSworEhHJLAqqESw8ythN7FGVev6JiCRPUoLKzB4ws1oze22I+WZmd5jZDjPbambvTkZdo7FwYZhdLIpp8+zfn5piREQyULKOqH4AnDfM/POBiujr74B7klDTqCxaFGYv82PaPPv2pagaEZHMk5Sgcs49BzQMs8hFwIMu4k9AiZnNTkZtI1m48Migcnt0RCUikizpco1qLtB/EL190baUKyiA5qLYUrp2KKhERJIlK9UFRNkgbW64Faqqqib0gWNZv33aTGjtN/3WTqon+PmTzUT3d6bR/hob7a/Rm6r7qqKiYsh56RJU+yDm/No84MBwKwz3pUZSVVU1pvULlmbDO4enfQ11E/r8yWas+yvTaX+NjfbX6GXqvkqXU3+PA1dHe/+tBpqdc9WpLqpX4bGxp/4Kmw5AOJyiakREMktSjqjM7MfAGcA0M9sH/CtE7qJ1zt0LPAG8F9gBtAMfS0ZdozW7ooBGSiilCYCscA9WW4ubNSvFlYmITH1JCSrn3JUjzHfAp5NRy3jMmxdmDwv6ggoi91KFFFQiIgmXLqf+0tr8+e6ILuqme6lERJJCQTUKc+YMdi+VgkpEJBkUVKOQlwcNhbFB1fnWsJ0SRUQkThRUo9QxLbbnX887uulXRCQZFFSjFJ47L2ZaA9OKiCSHgmqUshbPiZnOr9s7xJIiIhJPCqpR8i2dTbjfSE++QA10d6ewIhGRzKCgGqXZi7KpYWbftAeHVafN4BkiIlOWgmqU5s937B8woLunpiZF1YiIZA4F1SjNmxfmALHXqXREJSKSeAqqUZo2zVHjiX2WY9c7B1NUjYhI5lBQjZIZBIpjg6p9h079iYgkmoJqDHqmxQZVcI+OqEREEm3UQWVmnzOzFdH3q81sj5ntNLM1iSsvvdicmbHT1QoqEZFEG8sR1Y0cfs7t14BvAbcC3453UekqZ1HsYz1yG9SZQkQk0cbyPKpi51yzmRUBJwEbnHMhM/v3BNWWdgqWxB5RFbVUE0xRLSIimWIsQbXXzCqB44DnoiHlB0KJKS39+I+eRhAvWdGvXNjTRHNHB+Tnp7gyEZGpayxB9U/AI0A3cGm07QLgpXgXla5mz4VqZjOfw8+ispoa3KJFqStKRGSKG/U1KufcE865Oc65Rc65P0ebfwZcmJjS0s+cOe6Im349uulXRCShxtLrb7mZzYy+95nZ/wFuBrITVVy6KS93HLTYoOrepZ5/IiKJNJZefz8CSqLvbwfWA2uA78W7qHTl8UBTQey9VG07FFQiIok0lqBa5JzbbmYGXAJcDlwGvGc0K5vZeWa23cx2mNkXB5m/0MyeNrOtZvaMmc0bbDup1l4aG1TdGkZJRCShxhJUXdGu6SuBvc65eqALyBtpRTPzAncB5wPLgSvNbPmAxW4HHnTOnQh8hci9Wmln4OgU4f0KKhGRRBrrqb/fAz8EfhBtezeHbwIezkpgh3Nup3OuG/gJcNGAZZYDT0ff/2GQ+elhTuxNv1m1CioRkUQadfd059yNZnYu0OOc+0O0OUxkxIqRzAX6P7t9H7BqwDKvEun2/h0ipxaLzKzcOXdotDUmQ86i2Jt+8xvV609EJJHGch8Vzrn/Z2YLouP77XfOvTzKVW2QNjdg+ibgTjP7KPAcsB+GHvihqqpqlB8d3/UD/tiD0KLWA7wxwVomg4nu70yj/TU22l+jN1X3VUVFxZDzRh1UZjabyCm71UADUG5mLwBXOucOjLD6PmB+v+l5QMw60W28P/pZPuBS51zzUBsc7kuNpKqqatzrV6/x0EUOuXQDUBgKUDFrFhQVjbuedDeR/ZWJtL/GRvtr9DJ1X43lGtU9RE7PlTnnZgOlwCvAvaNYdwtQYWaLzSwHuAJ4vP8CZjbNzHrruRl4YAy1Jc2cuRx5068eSS8ikjBjCap1wOedc20A0Z9fACpHWtE5FwSuB54E3gAeds5tM7OvmFnvyBZnANvN7C1gJpGR2dPOrFlHPpKeA7pOJSKSKGO5RtVIpGfeq/3algJNo1nZOfcE8MSAti/3e/8IkbEE05rPB/VZs2OunrVXHSRvfepqEhGZysYSVN8AnjKz+4HdwELgY8D/TkRh6azFNzsmntt21Ix8M5mIiIzLWAal/S/gg8A04H3Rn1cR6RiRUTpLY7uo9+zVNSoRkUQZa/f03xO56RcAM8sFfgt8eciVpqDg9Fmxtzkf0E2/IiKJMpbOFEMZ7B6pKc0zb8DoFPU6ohIRSZR4BNXAG3envNwBo1MUNKnXn4hIoox46s/Mzhpmdk4ca5k0CpfMiJn2tx0ceggNERGZkNFco7p/hPl74lHIZFJ+TBndZJNDDwCFoVaa29qgsDDFlYmITD0jBpVzbnEyCplMZs12VDObhf0y2lNTQ/ioo1JYlYjI1BSPa1QZZ8aMSFD1F9qr61QiIomgoBqH7GxoyInt+df6lnr+iYgkgoJqnFqLYo+oOt6pTVElIiJTm4JqnDpKY4+oevboiEpEJBEUVOMUmh4bVKbRKUREEkJBNU42J/am3+x6BZWISCIoqMZp4OgU+c0KKhGRRFBQjVPhktig8rcpqEREEkFBNU4lFeUE8fZN+4ON0NGRwopERKYmBdU4zZpr1BB7VGU16vknIhJvCqpxmj79yNEpgvsUVCIi8aagGqesLGjIHTA6xXYFlYhIvCUtqMzsPDPbbmY7zOyLg8xfYGZ/MLO/mtlWM3tvsmobrxbfgNEp3lZQiYjEW1KCysy8wF3A+cBy4EozWz5gsX8BHnbOvQu4Arg7GbVNRGeJRqcQEUm0ZB1RrQR2OOd2Oue6gZ8AFw1YxgH+6Pti4ECSahu30IzYzhRUq4u6iEi8jebBifEwF9jbb3ofsGrAMrcA/8/MbgAKgQ3JKW38bE7sEVV2vY6oRETiLVlBZYO0uQHTVwI/cM79u5mtAf7bzI53zoUH22BVVdWECpro+gABf07MdG7D/rhsNx1N1e+VKNpfY6P9NXpTdV9VVFQMOS9ZQbUPmN9veh5Hntq7FjgPwDn3gpnlAdOAQZ+fMdyXGklVVdWE1u9VvbIYvn94urSzlrI4bDfdxGt/ZQrtr7HR/hq9TN1XybpGtQWoMLPFZpZDpLPE4wOW2QOcDWBmy4A8oC5J9Y1L8THTCPc7WCzpqYfu7hRWJCIy9SQlqJxzQeB64EngDSK9+7aZ2VfM7MLoYp8HPmlmrwI/Bj7qnBt4ejCtzJ7vpY7pMW1WqwcoiojEU7JO/eGcewJ4YkDbl/u9fx1Ym6x64mHaNMcu5jCz39nJnt0HyZo3L4VViYhMLRqZYgI8niNHp2jR6BQiInGloJqgVl9sUHXs1Kk/EZF4UlBN0JGjU+imXxGReFJQTVBwRux4fxxQUImIxJOCaoJsTuwwSlkanUJEJK4UVBOUvSA2qAqadEQlIhJPCqoJ8lXEBpW/XUElIhJPCqoJKl4ae8NvaXcNBIMpqkZEZOpRUE3QrIU51FPeN+3BYXVpPfKTiMikoqCaoLIyx0Fie/517VKHChGReFFQTZBGpxARSSwFVRy0+GKPqNp3qEOFiEi8KKjioOOI0Sk0jJKISLwoqOIgNCM2qKjWEZWISLwoqOJg4OgU2fUKKhGReFFQxUH2wtgjqnyNTiEiEjcKqjgoOHrA6BRtCioRkXhRUMVB8bLYoCrvroaenhRVIyIytSio4mDWolyqOXz6z0sY27svhRWJiEwdCqo4KC117PYsjmkLvLYnRdWIiEwtCqo4MIN636KYttatCioRkXhIWlCZ2Xlmtt3MdpjZFweZ/x9m9kr09ZaZNSWrtnhonbYwZrpr++4UVSIiMrVkJeNDzMwL3AWcA+wDtpjZ486513uXcc7d2G/5G4B3JaO2eOmZuwB2Hp727NIRlYhIPCTriGolsMM5t9M51w38BLhomOWvBH6clMrixHN07BFVfo2CSkQkHpJyRAXMBfb2m94HrBpsQTNbCCwGfj/cBquqqiZU0ETXHygwPT9murjxnbh/RipNpe+SDNpfY6P9NXpTdV9VVFQMOS9ZQWWDtLkhlr0CeMQ5Fxpug8N9qZFUVVVNaP3BtJ0bJvRND17CAEzrqSF77lwoKIjr56RCIvbXVKb9NTbaX6OXqfsqWaf+9gHz+03PAw4MsewVTLLTfgALjvaym9jTf54p+pePiEgyJSuotgAVZrbYzHKIhNHjAxcys6VAKfBCkuqKm9JSx3bvcTFtbS9tT1E1IiJTR1KCyjkXBK4HngTeAB52zm0zs6+Y2YX9Fr0S+IlzbqjTgmnLDKrLlsW0BV58M0XViIhMHcm6RoVz7gngiQFtXx4wfUuy6kmEtkXLoO7wtL2hoBIRmSiNTBFHdvyxMdNlu16FyXdwKCKSVhRUcVS89lg6yOubLm3bj+3WCBUiIhOhoIqjo5dl8SdWx7R5X5h0/UJERNJK0q5RZYKlS8N8L+s0zgw+09eWf8Nn6HnpJSwcpuesswi+733g0d8HIiKjpX8x4ygrC3YvPTumzRPsIff73yfnhz+k8JprKLjySmhvT1GFIiKTj4IqznLPXMV2jhlyfvaTT1J42WXQ0pLEqkREJi8FVZytqQzxef592GWyNm/Gd8EFeLZtS1JVIiKTl4Iqzs4+O8jzJe/lEh5jC6fwOsv4EVfyNkfFLOfdupWitWvxVVaSd9NNZD/yCLZPj68XERlInSniLDcXLrush/vuu4RfcElfewmN/JYCJzh5AAATQUlEQVTzWc2LMct7X38d7+uvw333ARCeP5/gmjUE164leNZZuPnzERHJZAqqBPjc57r45S+zqas7fMDaRCnn8D88yNVcwi+GXNezdy85e/eS8/DDAISWLiW4fj2hFSsIrVhBeOnSSK8NEZEMoX/xEmDOHMf//E+Ae+7JZdcuD+eeG+T97+/hsssKeP+fH+MSfs4NfJfTeRbPkE87ifBu3453++HBbV1eHuGjjyZ0zDGEKyoIV1QQqqggvHgxFBcn+quJiCSdgipBFi1y3HZbZ0zbo4+2ceGFPn6+9f38nPdTQiOVbGYdmziNP3IqW8ile9jtWmcn3m3b8A7SEcP5/YQXLIi85s8//H7BAty8ebiyssjouSIik4iCKolKSuCXv2zj+uvz+c1vsmmilCfYyBNsBCCXTk7hZc7gGd7Dk6zhBbIY9vmRMaylBe9rr+F97bVB57vsbNzMmYRnzoz8nDUr5qebPp1weTmuvBx8PoWaiKQFBVWSlZY6HnqonaefzuLBB3N45pksWloigdBFHs+zjudZx638C36aOZ1nOYWXOZk/czJ/ZhY14/5s6+nB9u3DM4rehS4nB1dejisr45j8fPIWLOibdtEwC5eX40pK+l74/Rp1Q0TiTkGVAmawYUOQDRuChEKwfbuHLVu8vPhiFlu2eKmq8gLQQjG/4kJ+xeFHdpVTz7G8GfM6hrdYwB7y6Ipfjd3dWHU1VFfjB3j55RHXcWbg98eE16Cv4uJB2/B641a/iEwdCqoU83ph+fIwy5eHueaaHgAaGowtW7xs2eLlpZeyeP11D/X1kSOVQ0zrO+rqzwgzkxoWsYuF7GYRu2Lez+EAxSR2NAxzDpqbseZmGMeo8a6wEOf344qKIj/9fuh936+t9z0Dpp3fD/n5OmUpMsUoqNJQWZnjPe8J8p73BCF6lNTQYFRVeXjrLQ87dnjZvdvYs8fDnj2REHN4OMhsDjKbP7Fm0O0W0MZsqgd9zeIg06ljGvVMp458OgfdRiJZWxvW1gbV1ePehsvKwhUVHQ643iArLj4ccD4frt+LoqJBp8nOjuO3E5HxUlBNEmVljlWrQqxaFQJ6Yua1tdEXWjU1Rk2Nh9rayM+6OqOmxqit9RAIFPI2S3ibJSN+Xj7tfcHV+xpsupRGSmiilEaKCCTo24+eBYNYYyM0Nk54W+GcXMKFPlyhD4p8mL8IVxQNs/5hV1QUM13U3Iy3tTU2/Hw+Xb8TGScF1RRQWAjLloVZtiw87HKBADQ2Wt+rqan3vSemPfLKJRCYzzut83m1xQiFRj6dlkVPX2j1vgZODzWvhOZ47Y648XR34enugsZDY1pv6RDtPbmFBPN9hAp8hAuiR21FPvD78Ph9eEt8eIoHDz/n80VOdfa+z8vTKU7JGAqqDBL5w94xf/7wNxkP9NZbVcyfX0Frq0Vf0NJi/aYPt7e2+mlpKaalZTFtbUZ9O7S1GYGA0dYWed/dfeQ/sEYYHwGKaaaYZvy0DPpzpHnx7FASb9ldbWR3tUHT+Htu9gqZl66cInpyffTkFxHM9xEu8BH2RY76zF+Ep9iHt7iQrNIisssK8ZZET2sOcqpTHVkknSUtqMzsPOA7gBe4zzn39UGW+QBwC+CAV51zH0pWfTI0s0gfhfx8x4wZYwu5wfT00BdabW1GezvRIPPS1lZOIFBOe7tF50fmHWwzdsaEXmRee3tkur0dgkEjhy78tAwZcH5aKKJ1VK+x3MOWbF4XoqCrCbqaiEcfmS5vPp1ZRXTl+OjK89OT5yOU7yNUWIQrjASa+X1YsQ9vsY+ssiKyy3zklBeSNz16WrQ3+NShReIsKUFlZl7gLuAcYB+wxcwed8693m+ZCuBmYK1zrtHMZiSjNkm+7OzIzc8lJQ5GGEJqLHoDsKMjl/b2GdGX0dERCbiOjkigtbcb9R3G7jZi2mKWbXeE2rrwtAXwtreS3Rkguysw6pA78pX663fDyQ11kBvqgK5aaJ3YtoJ46cgqoiMafN25RQTzfAQLfIQLI4FmRT6spAhvqZ8e10XjsTvJneEnb2YR3jJ/X69OXdcTSN4R1Upgh3NuJ4CZ/QS4CHi93zKfBO5yzjUCOOdqk1SbTBGJCcD86GsG4TB0dETCra0v5A4HXUcH7G8zdu+uw+eb0Rd+7e3Q2e4ItbRBawALRMLP0xYgqyNAdmcrud0BcrpaKXSHw3C4o790PsWZRYiiYBNFwSYm2nk04CmiLauY9pxiOnOL6c7z01PoJ+QrjgRZNOyyyv3kTC8id4afgtlFFMz2Q7FfpzWniGQF1Vxgb7/pfcCqAcscA2BmzxM5PXiLc+53ySlPZGQeT6TjSmGhY9o0GCoMq6rqqKgoGWROFlASfR3JuchR4eHgi17Xazfq2g9f42tvNzqauwk1BQg3B3AtAcItATyBAJ62VrztrWR1BMjpbCWnK0Budyv5wQCFbvDw8xEYcXDkVPGFW/F1t0L3PsZ7UNobdh05frpyi+ku8BMsLCbkLyFcUoKVluCdVkLWjGJyZ5aQN7sY3/xisqaXaCixNGHOJf4X1MwuB97jnPtEdPoqYKVz7oZ+y/yaSL/rDwDzgD8CxzvnmnqXaW5u7iu2qqoq4XWLTCU9PUZ7u4eODg+dnd7D79uNnuYuws0dWGsbrqUDAu1429rxtrfjaW8ju7ON3M42crrayO0OkBcMkB9soyAYOQrsH4AjDaw8mfSQRYu3hEBWCW25xXTmFdNV4CdY5CfkL8KVFGHlRXin+cieUUjOzEK803yE/H7CulY3JhUVFX3vi4uLY3Zcso6o9gH9nwA4DzgwyDJ/cs71AO+Y2XagAtgy2Ab7f6mxqqqqmtD6mUb7a2wybX+FQpFbH2oDxtutRltjD511rXTVt9F9KECoMRA5+mtphZYAtAbwtAfIbm8hp6OF7I4mfMFWCoIt+EKRji8lNOGjLdVfjWyClIfqKQ/VR+69H0PHlR6yCWSVEMgto72gnC5fOcHiMlx5GZ7pZWTPLiNvbhmFC0opWFCGTSvDlZYOe6oy0363eiUrqLYAFWa2GNgPXAEM7NH3C+BK4AdmNo3IqcCdSapPRMbJ6408Cq24uPfaoJfhTnEO1P8fX+cipz4PBIxAU4iOmhY6a1rpqW8leKiFUEML4cYWXFML1tKCJ9BCVlsk8PI6m8nvaaEw2ExROBJ4qezEkk0PpcE6SoN10AbUjbxOGIuGWzkdBeV0F5URKi2H8lI8M8sI50DriUvwLSzFO6Osb6DoqT6KSlKCyjkXNLPrgSeJ/BY/4JzbZmZfAV52zj0enXeumb0OhIB/cs6N7U5LEZnUzA5fB5w50wNLRx94/QWDcKjV2NkQoq26lfbqVrpqW+mui4ZdQwvW1ISnuYnsQBM5bY3kdzZR0NWIL9iEP9RIGQ1JH0rMg8MfbMQfbIS2HaMKN4CW7DICBdPp9E8nWDYdpk/DO2c6ufPKKVw8jey50yOP8Zk+PfJXxSQ7JZm0+6icc08ATwxo+3K/9w74XPQlIjJuWVmRR+qUlnrg6GJgbE+/DoehrhWaDnbRtq+Z9v3NdFY3013bRKiuGdcQCTlvSxM57Y3ktzdS0N1EUU8jJdHRVpIZcv6eBvzNDdC8Pbbb2iB6LJtA/nQ6i6bTXToNN2063tnTyJk3jfxF0/DOOhxqbsYMyM1NzpcYhkamEBEZwOPpPZ2ZC0tnAKO7rbP31OXORouE3N4mOg800lPdQKi2kXBdA3aogazmBnJb68nvaMDfdYiS8CGmUU8pTSN/yARlux5K2w9A+wFG83i79rxSOopn0lM+A5s1k6z5M8hbOAObPSPy4NUZMwjPmxe5NyRBFFQiInHS/9TlvHk5cMroQq6zE6oPGX87GCKwp4n2vY107msgWNOAq2/AGqLh1lKLr6sJf88hyomEWxkNCb29oKCzkYLORqh5M/bO137+tvYTLPjN7QmrQUElIpJieXkwd65j7lwPnFwGlAFHH7Fcb8eTUAiamoyd9cZLB0M072ykfVc9PfvrCVXX46mvI7uxjvzWOoo665juaplB5JWIDiZ7e2axIO5bPUxBJSIyyXi9UF7uKC93LF1qcHpvuB1zxLLhcOSpCbW1xrZa49DeTgLvHKJ7Xz2h6jqorSe7sY68ljqKOuqYTi0zqWFG9KeX4Z/KAMCsxI54p6ASEZnCPJ7DobZsGUA2MCv6ihUKQV2dcfCg8cYBDzUHHM07G+jeU0dofw2e2lpyG2soaq9hFgf7Xt6j5h+xrXhSUImICBA5Ups1yzFrlmPFit4jqd5ek4cfuNrVBTU1RnW1h5cPGqecEiKeA0wPpKASEZExyc2FBQscCxYk51E4GkNfRETSmoJKRETSmoJKRETSmoJKRETSmoJKRETSWlIenBgv/R+cKCIiU9PAByfqiEpERNKagkpERNLapDr1JyIimUdHVCIiktYyKqjM7Dwz225mO8zsi6muJx2Y2Xwz+4OZvWFm28zss9H2MjP7HzOriv4sjbabmd0R3Ydbzezdqf0GqWFmXjP7q5n9Ojq92MxejO6vn5pZTrQ9Nzq9Izp/USrrTgUzKzGzR8zszejv2Rr9fg3NzG6M/r/4mpn92MzyMv33K2OCysy8wF3A+cBy4EozW57aqtJCEPi8c24ZsBr4dHS/fBF42jlXATwdnYbI/quIvv4OuCf5JaeFzwJv9Ju+DfiP6P5qBK6Ntl8LNDrnlgD/EV0u03wH+J1z7ljgJCL7Tb9fgzCzucBngFOcc8cDXuAKMvz3K2OCClgJ7HDO7XTOdQM/AS5KcU0p55yrds79Jfq+lcg/InOJ7JsfRhf7IXBx9P1FwIMu4k9AiZnNTnLZKWVm84CNwH3RaQPOAh6JLjJwf/Xux0eAs6PLZwQz8wPrgfsBnHPdzrkm9Ps1nCwg38yygAKgmgz//cqkoJoL7O03vS/aJlHR0wbvAl4EZjrnqiESZhx+nrb2I3wb+AL0PVGuHGhyzgWj0/33Sd/+is5vji6fKY4C6oDvR0+V3mdmhej3a1DOuf3A7cAeIgHVDPyZDP/9yqSgGuyvDHV5jDIzH/Ao8I/OuZbhFh2kLWP2o5ldANQ65/7cv3mQRd0o5mWCLODdwD3OuXcBbRw+zTeYjN5f0Wt1FwGLgTlAIZHToQNl1O9XJgXVPqD/YyjnAQdSVEtaMbNsIiH1f51zj0Wba3pPuUR/1kbbM30/rgUuNLNdRE4fn0XkCKskeqoGYvdJ3/6Kzi8GGpJZcIrtA/Y5516MTj9CJLj0+zW4DcA7zrk651wP8BhQSYb/fmVSUG0BKqK9Z3KIXKB8PMU1pVz0fPb9wBvOuW/1m/U4cE30/TXAL/u1Xx3tnbUaaO49hZMJnHM3O+fmOecWEfkd+r1z7sPAH4DLoosN3F+9+/Gy6PJT7i/eoTjnDgJ7zWxptOls4HX0+zWUPcBqMyuI/r/Zu78y+vcro274NbP3Evnr1ws84Jy7NcUlpZyZrQP+CPyNw9dc/pnIdaqHgQVE/ue53DnXEP2f507gPKAd+Jhz7uWkF54GzOwM4Cbn3AVmdhSRI6wy4K/AR5xzXWaWB/w3kWt/DcAVzrmdqao5FcxsBZGOJznATuBjRP5I1u/XIMzs/wAfJNIj96/AJ4hci8rY36+MCioREZl8MunUn4iITEIKKhERSWsKKhERSWsKKhERSWsKKhERSWsKKpFJyswC0W7xIlOagkpknMxsl5ltMLOPmtmmBH/WM2b2if5tzjnfVLxnRmQgBZVIivUbGkdEBqGgEpmYZcC9wJroqbgm6Hug3e1mtsfMaszsXjPLj847w8z2mdn/MrODREYWLzWzX5tZnZk1Rt/Piy5/K3AacGf0M+6MtjszWxJ9X2xmD0bX321m/2Jmnui8j5rZpmg9jWb2jpkNNtCpSFpSUIlMzBvAdcAL0VNxJdH224BjgBXAEiJD4Hy533qziAyHs5DIAwI9wPej0wuADiJDCeGc+xKRYa6uj37G9YPU8V0iA5IeBZwOXE1kqKJeq4DtwDTgG8D9U/G5RTI1KahE4iwaAJ8EbnTONUQfSPlVIoPY9goD/+qc63LOdTjnDjnnHnXOtUeXv5VI4Izm87xExoa72TnX6pzbBfw7cFW/xXY75/7LORci8qC92cDMCX5VkaTQuXGR+JtO5Mmsf+530GJEBkPuVeec6+ybaVZA5FHi5wGl0eYiM/NGw2U404gM+Lq7X9tuYh84eLD3jXOuPVqXb7RfSCSVdEQlMnEDR3auJ3Lq7jjnXEn0Veyc8w2zzueBpcAq51zv49vh8IPxhhs9uh7oIXLasNcCYP8YvoNI2lJQiUxcDTAv+pwznHNh4L+A/zCzGQBmNtfM3jPMNoqIhFuTmZUB/zrIZwx6z1T0iOth4FYzKzKzhcDngIcm8J1E0oaCSmTifg9sAw6aWX207X8BO4A/mVkL8BSRI6ahfBvIJ3J09CfgdwPmfwe4LNpr745B1r+ByGPedwKbgB8BD4zv64ikFz2PSkRE0pqOqEREJK0pqEREJK0pqEREJK0pqEREJK0pqEREJK0pqEREJK0pqEREJK0pqEREJK0pqEREJK39f8FGKSktyTkvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 900, train loss: 0.5710, test loss: 0.5727\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1000, train loss: 0.5556, test loss: 0.5589\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1100, train loss: 0.5364, test loss: 0.5412\n",
      "a : 1024, b : 16, y : 1024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1200, train loss: 0.5112, test loss: 0.5165\n",
      "a : 1024, b : 16, y : 1040\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1300, train loss: 0.4702, test loss: 0.4760\n",
      "a : 821, b : 231, y : 1022\n"
     ]
    },
    {
     "data": {
      "image/png": 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LenVQDRzo2Jt9XFibFW6AHnTdTkTkWNerg8oMcif0p4K0pjZ/dSVWXBzFqkSks3w+H/X19dEuQzqovr4en6/j8dNru6cfMGFikPWLx3ASHza1+QoLCQwcGMWqRKQz0tLSqKysPOx4dbGqvLycjIyMaJdxxDpbv8/nIy0t7fAbenp9UB24TtU8qPwbNxKYPTuKVYlIZ5gZ6enp0S7jiO3evbvD07LHou6uv1ef+gM4/vjWOlQURqkaERFpqdcH1ahRQQpp8YXHTZujUouIiByq1wdVejpU5g4LawtsaHsUYRERiaxeH1QAcfnhQRW3fau6qIuIxAgFFdB3fB+qOTixV0JNOaZp6UVEYoKCCsgf7djM8LA2O4LRhUVEpOspqID8/OAhQeVTUImIxAQFFXDccQE+Z0RYm6+daZlFRCRyFFRAXp5jq294WJt6/omIxAYFFeD3H9pFvf4znfoTEYkFCipPYGh4UOnUn4hIbFBQeRKPywtbTtq7I0qViIhIcwoqT87oHOpIaFpOqiuHioooViQiIqCgajJ8JGxnUFibb+fOKFUjIiIHKKg8w4a5Q4LKduj0n4hItCmoPMOGBSlicFibb/v2KFUjIiIHKKg82dmOPQnhR1Q1G3TqT0Qk2hRUHjOoyg4PqrqNCioRkWhTUDXT0G9g2LLbpmtUIiLRpqBqbnD4EVXcLgWViEi0KaiaSRgZfkSVUqKgEhGJNgVVM+n5/Qg0e0vSa/ZAXV0UKxIRkYgElZk9aWa7zezTNtabmT1iZhvMbJWZTYlEXS0NGuZnF/3Da9u9OxqliIiIJ1JHVL8B5raz/hwg37t9BfhFBGo6RF5ekGIGhLX5FFQiIlEVkaByzi0G9rezyUXAAhfyLpBlZgPb2b5btBZUFO+KdBkiItJMXLQL8AwCtjVbLvLa2vwiU2Fh4VG9YFuP3xfXDxoPLm95bw01o/OP6rW6y9G+B9HW0+sH7UOs0D5E39HWn5/f9t/ZWAkqa6XNtfeA9nbqcAoLC9t8/MeZ/WHfweXUiiCDj+K1ukt7+9AT9PT6QfsQK7QP0dfd9cdKr78iYEiz5cFAVPqGN/QJ70xRv03XqEREoilWguoF4Dqv9980oMw5F5XxiwJ9w4PKt0tBJSISTRE59WdmfwDmALlmVgT8AIgHcM7NB14GzgU2ANXADZGoqzW+vH5hy/H71JlCRCSaIhJUzrmrDrPeAf8SiVoOJ3FYeFCllCuoRESiKVZO/cWMlJF9w5bTq3eBa7dfh4iIdCMFVQs5w9OpIalpOSlYA5WVUaxIRKR3U1C10H8AGp1CRCSGKKha6NdPo1OIiMQSBVULaWmw1x8eVDWf64hKRCRaFFStKE8N/y5V1SYFlYhItCioWlGbEd5FvWGrgkpEJFoUVK1ozMkNWw4U72tjSxER6W4KqlZYv/Cgsn17o1SJiIgoqFoRnxceVPGlCioRkWhRULUieUh2+HKFgkpEJFoUVK1IG9EnbDm1VteoRESiRUHViowR4UdUmY37obGxja1FRKQ7Kaha0Xegn33khLXZ/v1RqkZEpHdTULWiTx/HHsJHUXe7dZ1KRCQaFFStSEyE/f7woKrarOtUIiLRoKBqQ2VieIeK6i0KKhGRaFBQtaE6Nfy7VLXbFFQiItGgoGpDXUbLYZR0jUpEJBoUVG0ItBjvL7hbvf5ERKJBQdUG1zf8GpV/v46oRESiQUHVBn//8COqhDIFlYhINCio2pA4OPyIKrlKQSUiEg0KqjakDA0fmSKtRkElIhINCqo2tByYNrNhLwSDUapGRKT3UlC1IXdwIhWkNS3HEcDKyqJYkYhI76SgakNr4/0Fd+n0n4hIpCmo2hAf38p4f1v0XSoRkUjrcFCZ2Z1mNtm7P83MtprZJjOb3n3lRVdFYngX9crPNYySiEikdeaI6g7gc+/+A8BPgR8DP+vqomJFVYvx/uqKdOpPRCTS4jqxbaZzrszM0oFJwBnOuYCZ/Vc31RZ19em5sOfgcsNOnfoTEYm0zgTVNjMrAMYDi72QygAC3VNa9DVmh3dR1+SJIiKR15mg+jbwHFAPzPPazgfe7+qiYoXLDT/159unoBIRibQOB5Vz7mUgr0Xzs97tmOQbqPH+RESirTO9/saZWX/vfpqZ/RtwDxDfXcVFW+Kg8KBKrlRQiYhEWmd6/T0NZHn3HwZmA9OBX3Z1UbEiZVj4eH/pNXva2FJERLpLZ4JquHNuvZkZcAlwGXApcHZHHmxmc81svZltMLO7W1k/1MzeNLOPzWyVmZ3bidq6Rcvx/rIa9oBzUapGRKR36kxQ1Xld06cC25xze4E6IOlwDzQzP/Bz4BxgHHCVmY1rsdl9wELn3BeAK4HHO1Fbt+gzNIWaZruX4OqhoiKKFYmI9D6dPfX3BvBb4Dde2xQOfgm4PVOBDc65Tc65euAZ4KIW2zggw7ufCezoRG3dIqcPrYz3p9EpREQiqTO9/u4ws7OABufcm15zkNCIFYczCNjWbLkIOKXFNvcDfzOz24FU4IyO1tZd4uJC4/0NDRwsvfLzfWTkj4hiVSIivUtnvkeFc+5v3rWk6cB259wHHXyotfZ0LZavAn7jnPsv7/l/Z2YnOOdanQSqsLCw44UfxeOr4nPCvtL8+fvrSBmReVSv3VWO9j2Itp5eP2gfYoX2IfqOtv78/Pw213U4qMxsIKFTdtOA/UAfM3sHuMo5d7jTdEXAkGbLgzn01N5NwFwA59w7ZpYE5AK7W3vC9nbqcAoLCzv8+HfS+0HtweX0OmPkUbx2V+nMPsSinl4/aB9ihfYh+rq7/s5co/oFsBLIcc4NBLKBFcD8Djx2OZBvZiPMLIFQZ4kXWmyzFTgdwMzGEuqkEfX+4HXp4deoGnfoGpWISCR15tTfTGCgc64BwDlXZWbfAbYf7oHOuUYzuw14FfADTzrnVpvZD4EPnHMvAHcBvzKzOwidFvyyc9HvC96YkwubDi673QoqEZFI6kxQlRDqWr6yWdsYoLQjD/aGYHq5Rdv3m91fA8zoRD0RofH+RESiqzNB9Z/Aa2b2BLAFGAbcAHyvOwqLFf4B4V/6TSiL+tlIEZFepcPXqJxzvwKuINTB4QLv57WEOkYcsxI03p+ISFR1tnv6G4S+9AuAmSUCi4Dvt/mgHi55aPh4f2k1CioRkUjqTK+/trT2HaljRsaoVsb7ExGRiOmKoIp6z7zulD0snfpmM5kkuxqoqopiRSIivcthT/2Z2RfbWZ3QhbXEpOyc0Hh/g5p9P7lx517ijkuNYlUiIr1HR65RPXGY9Vu7opBY5fdDib8vgwIHg6pi0z6yjxsWxapERHqPwwaVc67Xj8BanpQLzc72VW3eR3b0yhER6VW64hrVMa8qJXwYpdpt+6NUiYhI76Og6oC6jPDvUjXsVBd1EZFIUVB1QGN2eFBpvD8RkchRUHVAy/H+/Pv0XSoRkUhRUHWAf2B4UCWWtjpFloiIdAMFVQfEDR0Qtpxedrh5IkVEpKsoqDogfWxe2HJ2jYJKRCRSFFQd0GdcLo34m5azA/ugtradR4iISFdRUHVA/zwfxYSf/mvYvDNK1YiI9C4Kqg6Ii4Pd8YPC2kpXK6hERCJBQdVBpanh16kq1xdHqRIRkd5FQdVBldnhExk3Fh7TY/GKiMQMBVUHVeUdF7ac8HlhlCoREeldFFQdFBg1Kmw5beeGKFUiItK7KKg6KG5c+BFV7n4dUYmIRIKCqoMGTh1IDUlNyxkN+7E9GvNPRKS7Kag6aPTxsIZxYW2p0wtI+OUvoaYmSlWJiBz7FFQdlJICH6WfGtbm37uH5O9+l7TTT8f2ao4qEZHuoKDqhI2jz2q13b9mDSmXXgrl5RGuSETk2Keg6oTgaafyNrNbXRe3YgVpp59O4oMP4l+2DOrrI1ydiMixSUHVCWfPDXABf+U3XM8qJhyy3l9YSNKDD5J27rlkjBpF8j//M3F//auuYYmIHIW4aBfQk0yZEmDIuDRuWPMbAFKp5DXOYBrvHbKtVVSQ8OyzJDz7LC41lcYzzqDxlFMITJlCYOLE0EUvERE5LAVVJ/h88LvfVXPddSmsXu2nijTOYRG/5KtczrNtPs6qqoj/y1+I/8tfAHB+P8ERIwjm5xMYM4Zgfj7B0aMJjhyJy8kBs0jtkohIzFNQddKoUUGWLq2koQHi4+Fb30rhiv9byHfYzBd5g9N4kzP5OwPY1eZzWCCAf8MG/Bs2EL9oUdg6l5pKcOjQsJvLyyPYvz9uwACC/ftDenp376aISMxQUB2h+PjQz4ceqiU5GR57bBi/djfya27ER4AClnEZzzKP5xlEx2cEtqoq/GvX4l+7ts1tXGoqJ2RnEzdkSCjA+vfH9e2L69OHYJ8+uAO33Fxcdjb4/W0+l4hIrFNQHSW/H370o1quv76e556L5+2341i+3M+SxlksYRbf5GdM5X2m8w4ns5yTWU4+RzdOoFVVkVRVBUVFh93WmeGyskKh1acPLicHl5sbCrScnNC67OzQzwO37OzQNTSdghSRGKCg6iLHHRfk7rvruPvuOioqYOnSON56K463347jvbXTeI9pTdumUskY1jOWtRzPOsayljGsZwSfk0p1l9ZlzmElJVBSAoUdH5/QxcUTzMqCrCxcTrMgy8xsNdiaL5OUpJATkS6joOoG6ekwd24jc+c2ArB3r7F6tY81a/zeLYkNG6bwUdmJLR7p6MM+hrOZEXzOcDYznM0MZGfTbQDFJFHX7ftgjQ349+6BvZ0fzzAQl0B9ahaNaZkEM7JwWZlYdha+nEz8fbOw7Exy6+qIGz36YPhlZUFmJi4jQ6cqRSSMgioCcnMdp54a4NRTA2HtpaWwZYuv6VZc7GP37gx27ZrMp7u/wOu7jJKSll91c2RRGhZcA9lJX/aQy15y2Rt2P4eSyO2ox99YT3LZbijbDdtb32Z4O4+vScigJimL+uRM6tOyCaRlEsjMgqwMLCcbX04G8bmZJPTPJLF/Jr4+zcIuOVlHcyLHmIgFlZnNBf4H8AP/55x7sJVtLgfuBxyw0jl3daTqi4bQmbUgkyYF29ymrg727DFKSg7eSksTKSzMwO8fRUmJ8VmJ8V7TOqOiwqioAOcMP430YV+rIZbLXrIpIYf9ZFPSdMthf0SO2tqSXF9Ocn05lEM7nSdbVW8JVMZlUZ2QSU1iNnUpmTSkZtGYlkUwMxOyMrGcLPy5mcT3zSRpQAZJA7NIyQst62hOJPZEJKjMzA/8HDgTKAKWm9kLzrk1zbbJB+4BZjjnSsysXyRqi3WJiTB4sGPwYBfWXlhYTH5+293Ug0GorISKCqO8PIWKimGUlw/3lqG83NhRbqyvMK8tFG6hn0Z9WS1xFaUk1ZQcEmJtLeewnyxKSaChu9+WNiW4enIadpPTsBuqgP2de3yFpVPuz/bCLova5EzqkrNpTMsk4J3G9Odk4M/NotxXj00MkJKXQfrQTNL6pWA+Hc2JdLVIHVFNBTY45zYBmNkzwEXAmmbb/DPwc+dcCYBzbneEajsm+XyQkQEZGY5Bg9zhH9CqNILBNKqqhlBZac1uNN3/rMVyZQU0lNdASSm+8jLiKkqIryojsbqUxJoyUupLyaKUbEpa/ZlJdAf2TXcVpDdWQONWqIXOlFNPPGWWRWVcFlXxWdQkZVGXkkVjaijkDhzNxeVmEN8vi5S8DNKGZJI5zDuai9OZeJHWROo3YxCwrdlyEXBKi21GA5jZUkKnB+93zr0SmfKkLT5fqHNIerojdEa2IwzI9m7Dw9YEg1BdDZ98spm+fUdSWQnbK431XtBVlzdSv7eC4L4yKC3DSkuw8nLiykuJry4jqbqExNoyUutKSG0oIz0QCrgDYZdI9AYDTqCBvm4PfRv2QANQTaeO6Cotjcr4bKoTsqhOzaU2sy+B7FyCubn4B+SSMKgPSUNzSR/Zh9ThuVh2pq7HSa9gzh3p/7Y78SJmlwFnO+du9pavBaY6525vts2LhH69LwcGA/8ATnDOlR7YpqysrKnYwk50tZZjl3NQW+ujqspHVaWPmpJGGvdUEtxfhdtfCaWV+Moq8FdUEl9ZTkJ1OUk15STVlZNaX0ZaQxnpgVIyXSlZlEV7dzqlgTj2+3MpT8ilMiWHmvQ+NGTdG+aoAAAWkklEQVRlEczJwvpnETcwk8QhGSQOy6axby7BpKTDP6lIlOTn5zfdz8zMDPsfWKSOqIqAIc2WB8MhwzUUAe865xqAz81sPZAPLG/tCZvvVGcVFhYe1eNjQU/fh1ir3znYWRmgamcF1dvLqNtVTsPuUhr2lhHce+DorhQrLyOuopSE6jISq/aR2lhBemMJmcHIH83F00j/QDH9a4qhBtjX/vYVvgzKkvpTkT6Q2uz+BPr2pyo9mX6T8kk7ri8ZY/pjeQNCX/juQUdqsfZv6Uj09H3o7vojFVTLgXwzG0Gow/KVQMseff8PuAr4jZnlEjoVuClC9UkvZwYp6X5S0rNgdFaHHlNYWMgw75ezFigrraGyqJzKbWXU7CyjflcZDXvKCOwrhZJyrKwUf0UZCVUlJNWUkVxXSmpDKZnBkogczaUHy0mvLofqwlBvynXeipfDt2uweEqTBlCVPoD6nH4EBw7EPzSP5PyBpI/Nwzc0j2BeHqSmdnvNIhChoHLONZrZbcCrhK4/PemcW21mPwQ+cM694K07y8zWAAHg2865w/wfUSR2JGYlk5iVTJ8T+nfqcYEAfL4/SMnWSiq2llG9rYT67XsJFO/H9uzBv38vCeV7Sa3cQ1rtXrIa9tDX7SaNqm7Zj3jXQN+abfSt2Qa7ORhoLVTEZ1ORMYi6vnm4wYNIGJlH2vEDiR8xiOCgQaEwS0vrlhqld4lYNyPn3Mu0+L+bc+77ze474E7vJtJr+P2Q09dHTt8MODGD8LPkrauqhW3baynbsI+Kjfuo2bqXhh37cbv24Nu/l4TSvaRU7SWrdhd9g8UMoJh4Gru07vSGEtL3lcC+T9sMs+qETKpyBtOQNxTfyCGkjBuCf9RQgsOG4YYO7XGnGSU61B9WpAdKSoK8UUnkjRpEqFNt26qqYM0ux/4NpVQW7qJuyx4at+3Cdu2CnUWkV+0js6qY3EBolJMMKrqszpT6MlKKy6B4NXx06Pq6hDSq+w3FDR1Kwpgh+Ed609soyKQZBZXIMS41FVJHGsNHZsNZ2cDxTeuaXwSvroYNO30Ub6ymbP0eqjfuon7bbnw7dpK4bweZZUXk1m1nMEUMYnuXfLE7sb6SxKI1ULQGlh26viEpjbohI/EfPxLLHxmacHTUqNAko/37K8R6CQWViAChmV1GjQoyalQSnDWE1k5B1tfDjh3Gmq2wZ/VeKtftpGHTDmz7dhL37CCzcjuD3TYGU8Rgio46zOJrK4kvXAWFqw5Z15iYQmDESEbm9SNx4kSCIw8GmRs4UCF2DFFQiUiHJSTA8OGO4cOB2X2APsAJTesbG2HnTmPdVh9/2wz71++j9rPtsHkrScVbySrdzDC2NM0McDTT2sTVVRO37lMS1wFvvBG2LpCShhuTT3D0aIJjxhDwfgZHjNAIID2QPjER6TJxcTBkiGPIkAAzZgBkebfxQGiQ5a1bfaze5OOvG43da/ZTt34bbNlK2p4tDHFbm0LsaOZn81dXwscfh27NuISE0KnD0aObwiswdizB0aMPTtstMUdBJSIRk5gI+flB8vMPzBiQDowDxtHQANu2+di40cfLm3xs2miUrNtD8LNNpBVvYhQbOY4N5FNIPoVH1OnD6uvxr12Lf+1amseSS0gIhdYJJzTdghMm4HJyumCv5WgpqEQkJsTHw8iRQUaObD7tTQYwmZqayWzc6OOzz/w8u95H4WfG7jUl+DZtYljDBo7j4G0M6zs9uLHV1+P/5BP8n3wS1h7MyyMwYUIovCZNInDiibi8PF3/ijAFlYjEvORkOOGEICec0DzEkgkExrN4cRr19fP47DMfr3zmZ/06o2TNboZUrWMsaxnLWsaxhrGsZUAnJzjz7diBb8cO4l99taktOGAAgS98gcCJJxI48UQav/CF0ORy0m0UVCLSY/n9MHhwPfn5jZx99sF259LYuvVk1qyZxurVft5Y42P1aj97C8sYHVzXFF7jWMMkVpLHzg6/pq+4GN+iRcQvWtTUFhg1KhRcp5xC47RpBMeODU09IF1CQSUixxwzGDbMMWxYI+ecc3BEjtpaP+vXT2DNmsmsXu3n5TU+Vq3yw959TGJl2G0sazvcvd6/cSP+jRth4UIAgllZodCaPp3A9OkEJk8OXaCTI6KgEpFeIykJJk0KMmlSELwQcg527EhkxYrprFgxk9+v9PPtFX5KdjcylrVMYiVT+IiTWc4UPiKZ2sO+jq+0FN+rrzadMnRJSQSmTKFx9mwa58whcOKJ6mXYCQoqEenVzGDQIMegQY2cd17o6Mu50PfBVq48jhUrxvDKiqt4cIWffbsCjGc1U3mfk1nOVN7nBD7FT7D916itJW7ZMuKWLYMHH8Slp9M4YwaNp51G45w56pxxGAoqEZEWzCAvz5GXd/DUoXOwbZuxfPloli8fyy+X38i/rPIT31DNFD6igGXMZAkzWUI2pe0/f0UF8a+8QvwroUnMJ/brB2edRcM554SCS1OohFFQiYh0gBkMHeoYOrSBefNCpw1ra2HlSj/vv38Sy5dP43fLv03xThjPamayhFn8g1n8gyEUtfvcCbt3w1NPkfDUU7ikJBpPPTUUWmefHRoOqpdTUImIHKGkJDjllACnnBIA6puOupYuHcWSJWO4d+lX2LzZz1C28EXe4Axe4wxeoz+723xOq60lvtn1rcYTT6ThS1+i4ZJLQt/h6oUUVCIiXaT5UddVV4WOuoqKjKVL+7JkyTV8f+l1XLvJOIFPOZO/cwavcSpvk0JNm88Z9+GHxH34IUn33UegoICGefNouPBCXG5upHYr6tTRX0SkGw0e7LjiigYefbSGjz6q5NPVlXzl0ePYdPHtXJX5MtmUcCZ/4xFuZzPD2nwec464pUtJvvNO0seMIeWaa4j7299CU0Qf4xRUIiIRNGiQ49prG/jNb2rYuLGcF//WwPCbx/O7k37KSDYxgVXcy7/zHlPbfA4LBIh/6SVSL7+c9EmTSHzgAayo/etgPZmCSkQkSuLiYOrUAF/96g5ee62Kzwor+cojo1h+5neYFf8uQ9jKXTzMck5q8zl8RUUkPfQQ6ZMmkXzDDfg//DCCexAZCioRkRjRt6/juusaePbZajZsKOcHv+rDhgu/zqzE9zmOQu7l31nD2FYfa4EACX/+M2mnn07qOecQ9+KLEGz/+109hYJKRCQGZWbCZZc1sGBBNZ99Vs43HsnjrYLvMp7VFLCUX/Nlqklu9bFx77xD6j/9E2mzZoUCy7kIV9+1FFQiIjEuMxOuu66Bl1+uYuXKCr547xR+MOQJBrKTr/E4n3oTU7bkX706FFhz5hD3yis9NrAUVCIiPciwYY5vf7uOFSsq+N9n4thwxs1M4BPmsoi/cWarj/GvXEnqlVeSetFF+FavjnDFR09BJSLSA/n9MHduI889V81HH1Uy8muncUnKq0xkJX/gSoIcOn5g3OLFpM2aRdKdd2J790ah6iOjoBIR6eFGjgzywAO1fPJJBed8ZzRfy3yaiaziWS49ZFsLBkl88knSTjqJ+Kef7hGnAxVUIiLHiD59HP/6r3V8+mk5l/7gOG7OWMgkVrR6StBXWkrKrbeSMm8etmVLFKrtOAWViMgxJj0d7rijjpUrK5h92/FcEP8KF/AChRx3yLbxb7xB+vTpxP/2tzF7dKWgEhE5RmVnO/7932v54MNK/BfNZTyr+S4PUkNS2HZWXU3KN75ByvXXQ2n7U5REg4JKROQYN3So47e/rebpZxv447BvM4FPeJM5h2wX/8ILpM+cif/99yNfZDsUVCIivcSZZzby7rsVnP+NIZzO6/wz/0sl4ZM0+oqKSD3vPOIXLIhSlYdSUImI9CLJyfBv/1bLSy9X87ehNzGFj/iQKWHbWEMDKV//Oknf+Q40NESp0oMUVCIivVBBQYAlSyqYcsVwCljGf3HnIdsk/u//knL55VBREYUKD1JQiYj0UhkZMH9+DQ/8V5B74h/mCp45ZPzA+DffJPXCC6P6BWEFlYhIL2YGN91Uz0svVfGPgZcxg6VsZUjYNnEff0zq2WdH7ftWCioREWHq1ACvv15Jw/iJnMQHh8yB5d+4kbRzz8X3+ecRr01BJSIiAOTlORYtqmT8nGy+yBv8nTPC1vu2byf1gguwzZsjWpeCSkREmmRkwMKF1ZxzWSLn8RLPcEXYel9REWnnnx/R04ARCyozm2tm681sg5nd3c52l5qZM7O2514WEZFuk5AQ6mRx2dVwDb/nd/xT2HpfURFpF1yA7dgRkXoiElRm5gd+DpwDjAOuMrNxrWyXDnwdeC8SdYmISOv8fnjssRquvT7Al/kNv+fqsPW+rVtJnTcPKynp9loidUQ1FdjgnNvknKsHngEuamW7HwH/CdRGqC4REWmDzwf//d81fPnGRq7ntzzNVWHr/WvXknLllfhqu/dPdqSCahCwrdlykdfWxMy+AAxxzr0YoZpEROQwfD54+OFavnRZkOtYwF+4MGx93HvvMfLuu7t1BAtzERjW3cwuA852zt3sLV8LTHXO3e4t+4A3gC875zab2VvAt5xzHzR/nrKysqZiCwsLu71uEREJaWw0vv3tUXywJJFXmMupLA5bv+eii9hy331H/Pz5+flN9zMzM8OmJ45UUE0H7nfOne0t3wPgnHvAW84ENgKV3kMGAPuBC5uHVfOgOhqFhYVhb0pP1NP3oafXD9qHWKF9iJzqapg3L5XV71TxNqcymZWh9vh0gv/vGQIzZnTJ67QMqkid+lsO5JvZCDNLAK4EXjiw0jlX5pzLdc4Nd84NB96lRUiJiEh0paTAM89UMXhcGnN5hY2MpJj+FDQs5tGVp3Xb60YkqJxzjcBtwKvAWmChc261mf3QzC5s/9EiIhIrMjNh4cIqfAP7cRZ/YwZLWclkysvt8A8+QnHd9swtOOdeBl5u0fb9NradE4maRESk8wYPdvzxj1Wce+5Iamvhe/d8zl135XTb60UsqERE5NgxcWKQBQuqARgyZB+goBIRkRjzxS82AtDdnbA11p+IiMQ0BZWIiMQ0BZWIiMQ0BZWIiMQ0BZWIiMQ0BZWIiMS0iIz111W6aqw/ERGJXdEa609EROSIKKhERCSm9ahTfyIi0vvoiEpERGJarwoqM5trZuvNbIOZ3R3tetpiZkPM7E0zW2tmq83sG157jpn93cwKvZ/ZXruZ2SPefq0ysynR3YMQM/Ob2cdm9qK3PMLM3vPq/6M3Nxlmlugtb/DWD49m3c2ZWZaZPWdm67zPY3pP+hzM7A7v39CnZvYHM0uK9c/BzJ40s91m9mmztk6/52Z2vbd9oZldHwP78BPv39EqM/uzmWU1W3ePtw/rzezsZu1R+5vV2j40W/ctM3Nmlustd+/n4JzrFTfAT2gW4ZFAArASGBftutqodSAwxbufDnwGjAP+E7jba78beMi7fy6wCDBgGvBetPfBq+tO4GngRW95IXCld38+8DXv/q3AfO/+lcAfo117s334LXCzdz8ByOopnwMwCPgcSG72/n851j8HYDYwBfi0WVun3nNCQ3lv8n5me/ezo7wPZwFx3v2Hmu3DOO/vUSIwwvs75Y/236zW9sFrH0JobsEtQG4kPoeo/RJF+gZMB15ttnwPcE+06+pg7X8BzgTWAwO9toHAeu/+L4Grmm3ftF0Uax4MvA58EXjR+we8t9kvatPn4f2jn+7dj/O2sxh43zO8P/TWor1HfA6Egmqb90cizvsczu4JnwMwvMUf+U6958BVwC+btYdtF419aLHuEuD33v2wv0UHPodY+JvV2j4AzwGTgM0cDKpu/Rx606m/A7+0BxR5bTHNO/3yBeA9oL9zbieA97Oft1ks7tvPgO8AQW+5D1DqQrM9Q3iNTfV768u87aNtJLAH+LV3CvP/zCyVHvI5OOe2Aw8DW4GdhN7XD+l5nwN0/j2Pqc+iFTcSOgKBHrQPFpqRfbtzbmWLVd26D70pqFqbJzmmuzyaWRrwPPBN51x5e5u20ha1fTOz84HdzrkPmze3sqnrwLpoiiN06uMXzrkvAFWETju1Jab2w7uOcxGh00l5QCpwTiubxvrn0J62ao7ZfTGze4FG4PcHmlrZLOb2wcxSgHuB1mZm79Z96E1BVUTo3OoBg4EdUarlsMwsnlBI/d459yeveZeZDfTWDwR2e+2xtm8zgAvNbDPwDKHTfz8DsszswGSdzWtsqt9bnwnsj2TBbSgCipxz73nLzxEKrp7yOZwBfO6c2+OcawD+BBTQ8z4H6Px7HmufBRDqWACcD1zjvHNh9Jx9GEXoPz0rvd/twcBHZjaAbt6H3hRUy4F8r8dTAqGLxS9EuaZWmZkBTwBrnXM/bbbqBeBAr5nrCV27OtB+ndfzZhpQduA0STQ45+5xzg12zg0n9D6/4Zy7BngTuNTbrGX9B/brUm/7qP/v1zlXDGwzszFe0+nAGnrI50DolN80M0vx/k0dqL9HfQ6ezr7nrwJnmVm2d2R5ltcWNWY2F/gucKFzrrrZqheAK71elyOAfOB9YuxvlnPuE+dcP+fccO93u4hQp69iuvtziOSFuWjfCPVM+YxQT5p7o11PO3XOJHR4vApY4d3OJXS94HWg0PuZ421vwM+9/foEOCna+9BsX+ZwsNffSEK/gBuAZ4FErz3JW97grR8Z7bqb1T8Z+MD7LP4foZ5LPeZzAP4NWAd8CvyOUM+ymP4cgD8QuqbWQOiP4U1H8p4Tug60wbvdEAP7sIHQ9ZoDv9Pzm21/r7cP64FzmrVH7W9Wa/vQYv1mDnam6NbPQSNTiIhITOtNp/5ERKQHUlCJiEhMU1CJiEhMU1CJiEhMU1CJiEhMU1CJ9FBmVmlmI6Ndh0h3U1CJHCEz22xmZ5jZl81sSTe/1ltmdnPzNudcmnNuU3e+rkgsUFCJRFmz4YxEpBUKKpGjM5bQnE7TvVNxpdA0CeHDZrbVzHaZ2XwzS/bWzTGzIjP7rpkVExqdPdvMXjSzPWZW4t0f7G3/Y2AW8Jj3Go957c7MjvPuZ5rZAu/xW8zsPjPzeeu+bGZLvHpKzOxzM2ttcFqRmKSgEjk6a4FbgHe8U3EHZm19CBhNaAim4whNbdB81OkBhOaJGgZ8hdDv4q+95aFADfAYgHPuXuAfwG3ea9zWSh2PEhpEdiRwKnAdcEOz9acQGp4nl9AkhE944/+JxDwFlUgX8wLgn4E7nHP7nXMVwH8QGlT0gCDwA+dcnXOuxjm3zzn3vHOu2tv+x4QCpyOv5weuIDSpXoVzbjPwX8C1zTbb4pz7lXMuQGjW4oFA/6PcVZGI0Llxka7XF0gBPmx20GKEphY/YI9zrrZpZWiun/8G5hIa+BYg3cz8Xri0J5fQVOVbmrVtIXyCuuIDd5xz1V5daR3dIZFo0hGVyNFrObLzXkKn7sY757K8W6ZzLq2dx9wFjAFOcc5lALO9dmtj+5av10DotOEBQ4HtndgHkZiloBI5eruAwd6cQTjngsCvgP82s34AZjbIzM5u5znSCYVbqZnlAD9o5TVa/c6Ud8S1EPixmaWb2TDgTuCpo9gnkZihoBI5em8Aq4FiM9vrtX2X0Pw775pZOfAaoSOmtvwMSCZ0dPQu8EqL9f8DXOr12nuklcffDlQBm4AlwNPAk0e2OyKxRfNRiYhITNMRlYiIxDQFlYiIxDQFlYiIxDQFlYiIxDQFlYiIxDQFlYiIxDQFlYiIxDQFlYiIxDQFlYiIxLT/D1uoUOEXCWLOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1400, train loss: 0.3790, test loss: 0.3888\n",
      "a : 821, b : 231, y : 1016\n"
     ]
    },
    {
     "data": {
      "image/png": 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f2Izenu2/w6KIiESEHh1UAAMmpLOfXg3LUTWV2BGGj4pIZPF4PFRX6/4H3UV1dTUeT9vjp8cOT683ZoyPzYymN6sa2jw7dlA3dGgYqxKR9khKSqK0tPSI89V1luLiYlJSUkKyr84UKXV7PB6SkpLavL2Cakwd2xjBjMZBtXMndWGsSUTax8xITk4O2f7y8vIYPHhwyPbXWbpr3T3+1N/o0T62MSKozbN9R3iKERGRZnp8UPXv79gbNzyorWrDjvAUIyIizfT4oDIDX5PrUXVb2j+9iIiIdI0eH1QAMWODgyru8x3hKURERJpRUAHp4/tTRUzDckL5ASguDmNFIiJST0EFDBtp7GBYUJvnKGYXFhGRzqegAoYP97Gd4AEVCioRkcigoMI/598uhgS12Z7Pw1SNiIg0pqAC0tMdebGZQW0Vm/eEqRoREWlMQYV/iHpN30FBbVVb94apGhERaUxBVS9zYPByjnpUIiKRQEEVEDcqOKhi8xVUIiKRQEEVkDx2QNByaske3ZdKRCQCKKgC+o5MpJDUhuUoXw22f38YKxIREVBQNRg0yMdugqe/t881RF1EJNwUVAGZmT5yCB6i7snJCVM1IiJSLyRBZWZPmFmemX12mPVmZg+Z2RYz+9TMJoeirsZSUyE3KniIekW2hqiLiIRbqHpUfwTObGX9WcCowONbwKMhqCmIGZSk6ku/IiKRJiRB5Zx7BzjYyibzgKec33tAmpkNaGX7LlHVJ7hHVbdT16hERMItUq5RDQJ2N1rOCbSF1sD+QYuefftCXoKIiASLCncBAdZCm2vtBdnZ2R3aYUuvr0yPC1r27v+8w/vpTJFUS3t0x7q7Y82gukOpO9YMkVv3qFGjDrsuUoIqB4LGhmcCrZ53a+1DHUl2dnaLr18z+SA8f2g5tXw/SR3YT2c6XM2RrjvW3R1rBtUdSt2xZui+dUfKqb+lwBWB0X/TgSLnXMiH3PUa04u6RockqaYAqqpCXYaIiDQSkh6Vmf0FOAXobWY5wM+BaADn3ELgZeCrwBagHLgqFHU1NWiIkUdfBpDb0Gb79uGGDGnlVSIi0pVCElTOuUuPsN4B3w1FLa0ZMMDHXgY0Cao8BZWISBhFyqm/iJCcDPne4JF/5dvywlSNiIiAgqqZ4vh+QcsKKhGR8FJQNVGeGtyjqt6p71KJiISTgqqJml59g5brPlePSkQknBRUTfj6Bp/68+apRyUiEk4KqiaiMoN7VDEF6lGJiISTgqqJ2GHBParEEvWoRETCSUHVRPKo4B5VWsVecK1OOygiIl1IQdVE72EJlJLYsBzjqqGoKIwViYj0bAqqJvr1c+TTJ6jNc+BAmKoREREFVRMZGY79TYKqand+mKoREREFVRMeDxTFBgdVybbWbk4sIiJdSUHVgvLE3kHLZTv2h6kSERFRULWgKjU4qGo+V1CJiISLgqoFtenBp/7cPg2mEBEJFwVVS/oE96i8BzSYQkQkXBRULfD27xW0HF2kU38iIuGioGpBTGbwqb/4EgWViEi4KKhakDA0I2g5uUKn/kREwkVB1YLkEcGn/lJq9mu+PxGRMFFQtaDX4Pjg+f6o0Xx/IiJhoqBqQa9ezef78+XqOpWISDgoqFoQFQUHvcG3+yjZpu9SiYiEg4LqMErimkyjtF09KhGRcFBQHUZZk/n+qnIUVCIi4aCgOoyq1OBrVLV7NYO6iEg4KKgOoy4juEfl9um7VCIi4aCgOpzeTeb7O6hTfyIi4aCgOoyogcFBFaP5/kREwkJBdRgxg4Jnp0go06k/EZFwUFAdRuKw4KBKrlSPSkQkHBRUh5FyXHBQpdXka74/EZEwCFlQmdmZZrbJzLaY2W0trB9iZm+a2Sdm9qmZfTVUtbWkV2Zc0Hx/0dRihYVhrEhEpGcKSVCZmRd4BDgLGAdcambjmmz2E2Cxc+5E4BJgQShqO5zUVMgjeBqlil06/SciEmptDiozu9nMJgWeTzezXWa2zcyy2vDyk4Atzrltzrlq4K/AvCbbOCAl8DwV+LyttXUFMyiMbjrfn4JKRCTUotqx7U3A44HndwP3AyXAg8C0I7x2ELC70XJOC6+5E/i3md0IJAKntaO2LlEU3xdqDi1X7NDEtCIiodaeoEp1zhWZWTJwAnCac67OzP6vDa+1Ftqajky4FPijc+7/Ar20p83sC845X0tvmJ2d3Y7Sj+71xXHpUHxoOW9tNlUd3G9HdPQzh0t3rLs71gyqO5S6Y80QuXWPGjXqsOvaE1S7zWwGMB54JxBSKUBdG16bAwxutJxJ81N71wBnAjjnVplZHNAbyGvpDVv7UEeSnZ3dptfv7j0gaO9J5TUd2m9HtLXmSNMd6+6ONYPqDqXuWDN037rbE1Q/BP4GVAPnB9rOAf7Thtd+AIwys+HAHvyDJeY32WYX8BXgj2Z2PBAHhPVbtq538MS05OsalYhIqLU5qJxzLwMDmzQ/F3gc6bW1ZnYD8CrgBZ5wzq0zs7uAD51zS4FbgN+b2U34Twte6VyYv7jULzioog5qdgoRkVBrc1AFhpMfcM7tM7Mk/D2sOuA+goYctCwQdC83aftZo+frgZltrScUYjKD5/uLK1ZQiYiEWnu+R/UMkBZ4fh8wG8gCftfZRUWK+KHBQZVc1uLlMhER6ULtuUY1zDm3ycwM+Br+QRUVwPYuqSwCJI8MDqrUagWViEiotadHVRUYmn4SsNs5tx+owj/o4ZiUflw6dY0OUaqvEKqrw1iRiEjP095Tf28AfwL+GGibzDHco+rV18N+gntVtXs18k9EJJTaM+rvJjM7Hahxzr0ZaPbhn7HimOT1wj5vX/rVHTrlV5S9n15Dmw5+FBGRrtKuSWmdc/8GtppZlpkNcc596Jx7o4tqiwhFccFD1Eu3auSfiEgotWdS2gFm9jaQDSwBtpjZ22Z2THcvyhKDJ6at3KX5/kREQqk9PapHgTVAhnNuAJAOrAYWdkVhkaIqNbhHVbNHPSoRkVBqz/D0WcAA51wNgHOuzMxuxT8l0jGrrlcffx8ywO3TYAoRkVBqT4+qAP9NDxsbAxzbt73tFzzqL+qAvkslIhJK7elR/RpYZmaPAzuBocBVwE+7orBI4R3UL2g5vnBvmCoREemZ2tyjcs79HrgY/603zg38vBz/LTuOWbEjBwUtp5Uc02c6RUQiTnt6VASGojcMRzezWOBfwM8O+6JuLmFs8KDGvpW7qHbOf696ERHpcu36HtVhHNN/sXuNTKWUxIbleFeBFRSEsSIRkZ6lM4IqvPeM6mJ9+sJuhgS1VW7eHaZqRER6niOe+jOzL7eyOqYTa4lIHg/kx2VyfOWGhrbCTz+n3/QTwliViEjP0ZZrVI8fYf2uzigkkhWlDobKQ8vlmzSgQkQkVI4YVM654aEoJJJV9MmEfYeW67br1J+ISKh0xjWqY17d4KFBy3E7t4apEhGRnkdB1RbjxwQtZuSuD1MhIiI9j4KqDXrPGoWv0Sj8fmXbsb17wR3TAx5FRCKCgqoNRk+KZR3jG5Y9OFKOP56kmTPxrFkTxspERI59Cqo2SEuDVYlfadbuXb+exHPPVViJiHQhBVUbfTx+ftDpv3qe4mISzr+AmMcew7NhA/h8YahOROTYpaBqo8FzJ/AD7msxrLz784m/9VaSs7JIPu444r/1LaL+8Q8oLQ1DpSIixxYFVRvNm1fDQ96bGMtGTuYdHuaGFrfzHDxIzOLFJH7jG6SMHEnCxRcT+8ADRL3+OpavuwOLiLRXu2ZP78kGD3bcc08lP/rRKLLrRrOCmRSTwm38Ci8tn+6zqiqiX32V6FdfbWjz9e2Lb+TIhkdd/fMhQyA5OVQfR0Sk21BQtcO111Zz0UXVbNvmIS3NMWfOL3gi/2rO53m+xNvMZAVpFLX6Hp68PDx5ebBqVbN1LiUF36BB+AYOxA0ciG/gQHwDBuD69CGxshJPVBS+Pn0gMVG3GRGRHkNB1U4pKTBpkr8HtWRJGVddNYx7t9zKvdyKhzpmsoLz+Dvn8XdGsL1d723FxXiLi/Fu2NBs3fGNnrv4eFzv3vj69MEFHr7evXEZGbi0NP/P9PRDj4wMiI3twKcWEQkfBVUHTJjgY+XKUl57LYp//zuad9/18u622bzLbG7h/5jAWmaxnBP5hBP5hAmsJZbqDu/XKiqw3bvx7G77nIO++ARcejqkpzWEl0tPx9c40FJSIDUVl5qKS0lp+KmQE5FwUlB1UEwMnH12LWefXQtATo7xzjtRvP12FO+99wUe3TmxYdsoahjKTkaR3fAYzWaOYwuZ5HRKiB2Op6IcKsrh8/bP/F4XHUdNUiq+ZH94WVoqnvQULCPVH2z1odbCc095uX8GD52qFJGjpKDqZJmZjvnza5g/vwaAkhLYtMnL+vUeNm3ysmvXUHbuHM6qnWdSVNT4j7ejN/vJJIfB7G742Z9c+pJHX/Loxz76kkccVSH9TN6aSrwFlVCw78gbNzEZ8JmXqvhUahJSqE1KxZdUH3gpeDJSiOrlf5B2KOho2quLOeZvfSYihxGyoDKzM4HfAF7gD865X7WwzUXAnfjvGrzGOTc/VPV1leRkmDKljilT6oCaoHWFhbB3r4e8PCM/38O+fUnk5x/Pvn3j2bLf+LDQKCgwCguNggKoq/MAjmRKgoKr/pFOARkcpBcHyOBg0COa2rB8fgCPqyO+/CDx5Qdh/9G9R5U3nsrYVKrjUqhOTKUuMYW6lFT/RcPUFDwZqXh7pRDTN5XYPsl4M1KCengkJ/vvgiki3U5IgsrMvMAjwBwgB/jAzJY659Y32mYUcDsw0zlXYGZ9Q1FbOKWlQVqaj+OPB6hrddvNm7MZMGAUhYX1wdWfwsIBFBYaJSX+x7YSY02JUVICpaX+tuJio6QYKCkhuqSAVF/zMOvFAdIoJI1CUilq9jzqCLWFQmxdBbHlFVCeCwfb/3ofRnlUCuXRqVTGpvh7ePGp/h5ecoq/15aWiic9mTJq2Td2N7F9U4jrn0JcP/864uJ0ClMkDELVozoJ2OKc2wZgZn8F5gGN75fxTeAR51wBgHMuL0S1dQtm/k5BcrJj8OCjmbXdcC6DiooMSkuPC4Qb/iBrFHSlpUZpKZTUPy+BmsIy/4jEkiI8JcXElBcSW1FEkq+41YCr/5lARacfj/by4EiqLSKptggqgML2v0c10ZREpVMS04vyuHSqEjOoSU6nLi0Dl5GOt086Uf0yiB2YRkJmOklD0ogdmAHx8Qo4kQ4IVVANAhoPUcsBpjXZZjSAma3Af3rwTufcK6Epr2cwg4QESEhw9O3bnrDzAGmBh59zUFV1KNAaenGlxt5A2BUXG7t2HSTem4KvoAhXUARFJXhKivGWFhFdVkRsZRFxlUUk1haRSlGzkKv/ebgvVYdSDDX0qs2jV20elNPmnl0lsRRF9aIkJoPyuAyqkjKoS0nHl5GBt3caUQN6EzukF4nDepMyshdRA/v4/0OJCADmQnBPJTO7EDjDOXdtYPly4CTn3I2NtnkJ/0Wci4BM4F3gC865hn/7FhUVNRSbnZ3d5XVL6NTVQUWFl7IyD2VlXsrL/c/Ly72Ul3moKazEV1CGFZXhKSnFW1JCVFkZ0eUlxFYUE1tZSkJ1EQk1JSTVFpHSJPSS6V7zLpZZIgXRfSiJzaA0oTeVKRnUpKVT1zsd65tGbGYK8UNTiBqYSl1GOi46Otwli3TIqFGjGp6npqYGnYIIVY8qBxjcaDkT+LyFbd5zztUA281sEzAK+KClN2z8odorOzu7Q68Ph+5YM4SnbuegstLfw9tfamwrhrKiOqryS6jOL6HuQCG1B0qgsAiKivEUF+EtKya6rJiYikJiygtIqishoaaY5LpCUpw/8GKaDIbpSomujMTqMqjeASXAEQZcFnvTKIztQ3naQKp79cfXrz/ezP7EDutLyph+JIzshxvQPyKn6eqO/293x5qh+9YdqqD6ABhlZsOBPcAlQNMRfX8HLgX+aGa98Z8K3Bai+uQYYua/LBQf7+jTp74TbkBK4DGo1dc3/WWurYW9JY6ifVWU7S6kYk8hVZ8XULOvAF9+ARQUEFV4kOiSAuLKDpJYeYCk6gJS6w7QiwMhCbiUukJSyguhPNv/T8C1LW9X7kmkKKEzORvTAAAXQklEQVQ/5an9qe3dHwb2J2ZoP5JG9SN+1ABcZia+gQP9A0dEIkRIgso5V2tmNwCv4r/+9IRzbp2Z3QV86JxbGlh3upmtxz8E7ofOuQOhqE+kNVFRkJZupKXHwdj+QP82vc452F/mKPq8nNJdhZTvLqBqbwHVewupzSuAAwfxFBwktmQ/iWX5pFblk1GbRx/yuyzcEnxlJJRuhdKt/n8yHuaen8WxfShJz6Sq7yAscyBxowaSdPwgbMggfIMG4QYOBJ1ulBAJ2feonHMvAy83aftZo+cOuDnwEOn2zCAxyUgcnQijEzlSTw78993MOQgFO4op2bqfil0HqM7Zjy93P579+XgPHiCuOJ+EsjxSqvbTx+XRm/2dPtgkpSqflNx8yP0EPm2hToyypH5U9s2EzEHEjBpM9OjBuKFD8QUeGhAinUUzU4hEEI8HevWGXr1TYEoKMOKw2zoHxcXw0R7HwewCdr2/nqSSWnw5uXjy9hF7IJfEklzSK3Lp5/ucAezttGm6PDiSS3NJLs2FbR/CO823KU/qQ9WgoXhHDiVmzFB8w/wB5oYOxZeZqR6ZtJmCSqSbMgP/bFMG4zLoPa7fYS+Ul5TAp58beZuKKNq4j/KtedTuzsVyc4k9uI/kkr0MrNvNYHYzgL2d0kNLKM0nYVM+bPqwybkU8JmH6j6D4LjhDOnfm5jJk/33ZTvuOH9vTFNmSSMKKpEeIDkZksc4Ro9Jgbkp+AfUHuIcFBQY23OM5Tt9FG3YR9WWHGp37MX7+R7iD+TQu8I//6R/Dsr2z/vYmMf5iMvbDXm7iQNYsqRhnc/jpTZzCDb6OHwjR/jDK3CTUTd4sKbC6oEUVCKCGWRkODIyHBMnAuf2A/oFbVNaCrt2eXhzh4ecrTUUrd9L1ZbP8ezZQ0LeTjJrdzCc7QxnO4PZfdRTb3l8dcTs2g67tsOy4HW++AR8Y0bjGzuWuuOP9/8cO1YBdoxTUIlImyQlwbhxPsaN8+Ef7j8w8JiCc5CXZ+zY4eG1HR52bPFR9NkeajbvIjpnJ/2rdjaE2HC2M5C9R1WDp6Icz+rVsHp1ULsvMQnf2DENwVU3YQK+iRP9Nw2Vbk9BJSIdZgb9+jn69atj2rT6npR/KL9zJ5GXZ2Rne/hoq4dnt3jZtamKqk27iM/ZyvC6LYxmc8P92TJp/z3TPGWleD76CD76KKjdl5lJ3Qkn+B8TJ1J3wgm4/v0192I3o6ASkS7VOMRmzWp8u5vB1NYO5t13R1BdfR0rN3t4fIOXHesqqNu0nczK4AAby0Z6tXPqfE9ODp6cHKL/+c+GNl+fPv7gmjyZupNOonbKFP+tDCRiKahEJGyioiAzs4pRo2o544xD7T7fcHbvHsHGjWexcaOH1zZ62bjBKNy0n+EV6xnPuqBHejumw/fk5+NZtozoZYcugNWNHk3d1KnUTp1K3dSp+MaOBa+3Mz+qdICCSkQijscDQ4c6hg5tGmAJ7No1lfXrp7N2rZeX1npZ+6mH6l37GkJrIp9yIp/wBT5r8w1DvZs34928mZg//xkAl5zsD62TT6Z21izqJk3S977CSEElIt2GxwPDhjmGDavlq189FEKFhYl89lkWa9fOYtmnXh5Y62XbhhrG1K1nMh9zIp8wmY85gTVtuj+alZQQ/cYbRL/xBgAuMZHa6dOpPflk6mbNwhITu+wzSnMKKhHp9tLSYNas+mtgflVVsGHDKFavHsv7H13Bgo+8bF7vYxTZTOUDsljFdN5jAmuP+AVnKysj+vXXiX79dQAmJSbi+/KXqZkzh9rTTvPPfShdRkElIsek2FiYNMnHpEk+rrzSP4CjpATWrBnCxx8P518fzueXH3spzCljKh8wnfcawqsP+1t9b29ZGd4XXyT6xRcBqBs3jto5c6iZM4e6rCxd3+pkCioR6TGSkxv3vPzzHubmGv/5zzTee28mP1/l5dM1Hkb6sjmFtziFtziVN484E4d3/Xq869cT+5vf4OvTh5pzzqFm3jzqZs7Uta1OoKASkR6tf3/H3Lm1zJ3rv+ZVUgIffpjJypXfYMGqa7j6Aw9DqzY3BNeXeYO+5B/2/Tz5+cQ++SSxTz6JLz2d2rPPpvrCC6k7+WTNnnGUFFQiIo0kJ8Opp9Zy6qm1QBXV1fDxx5m89daV/Oata7n8P8ZE32q+ysucxb+Yznt4cC2+l6eggJhFi4hZtAhfZibVl15KzaWX4htx+FnxpTnFu4hIK2JiYPr0Om67rYpXXilj6/ZS5t+Xyr5v3soVI9+lD/lcyjMs4jKKSDns+3hycoi7916SJ08m8ayziH7hBajp+rs/HwsUVCIi7ZCaCl/6UiH33lvJRx+V8tpHMYz/xXk8Mv2P9GMfX+WfPM7VHODw8wxGrVpFwlVXkTxpErH3348d0M3MW6OgEhHpgJEjfdx4YzWvvFLG2s3VnPXQKTw7ZyGDPHs5nVd5mv+inPgWX+vZs4e4u+4iefx44m69FdvT/nkOewIFlYhIJ+nb13HFFTU891w5n22qZM6vT+bhqU/Sn1yu4Q+8y6wWX2eVlcQ+9hjJJ55I3M03Y7t2hbjyyKagEhHpAn36OL71rWpee62Mtz820m+5jPP7vM041vEo11FGQrPXWHU1sU88QfIXv0jc7bdjBQVhqDzyKKhERLrYiBE+fvrTKtatK+HWJ4fxzKyHySSHW7iPXQxutr3V1BD76KMknXgiMY88AtXVYag6ciioRERCJCYGvva1Gl56qYyXV0aRc9GNjPFk800eYxvDm23vKSwk/o47SJoxA++774ah4sigoBIRCYNx43w89lgF739ShX3zCk6I3ciVPMlOhjTb1rtlC0nnnkv8jTf2yNOBCioRkTAaOtRx772VvP9xJb7L5zPONnAbd1NMcrNtY55+mqSTTiLq5ZfDUGn4KKhERCLAoEGOhx+u4M336vj0rFs4ji38jm81286Tn0/i/PnE/eAHUHHkW5YcCxRUIiIRZMwYH3/5SzmPLE7k7qGPMot3Wc/xzbaL/cMfSPryl/Fs2BCGKkNLQSUiEoFOP72WVatKmH7LFKZ4Pubn3EktwbcP8W7YQNJppxEVuN3IsUpBJSISoRIS4Kc/reLFf9eyaMRPmMkKthI8oa2VlZF4+eXE3nMP+Fq/AWR3paASEYlwU6bU8e67pYy7chKTWM2fuKLZNnF33038tdf6b218jFFQiYh0A4mJ8OCDlfzf77xcH/9HrmcBNU3u1BSzZAkJF1/sv6nWMURBJSLSjVx8cQ2vvlrKy0O+zWksI5/eQeuj33qLxLlzsf37w1Rh51NQiYh0MxMn+njzzVIqps5kKh+widFB66M++YTEc8/F8g9/J+LuJGRBZWZnmtkmM9tiZre1st0FZubMbEqoahMR6W569XL84x9ljDtrELNYzgcE/8n0bthA4rx5x0TPKiRBZWZe4BHgLGAccKmZjWthu2Tgv4H3Q1GXiEh3lpAATz9dzjlXpvBl3uA1Tgta712//pg4DRiqHtVJwBbn3DbnXDXwV2BeC9v9Avg1UBmiukREurWoKHjggUrmfyuGc3mRVzgjaL13/Xp/z6obzxEYqqAaBOxutJwTaGtgZicCg51zL4WoJhGRY4IZ3HNPJVdfb5zH33mV04PWe9etI+Gii/CUl4epwo4x51zX78TsQuAM59y1geXLgZOcczcGlj3AG8CVzrkdZvYW8APn3IeN36eoqKih2Ozs7C6vW0SkO3EOHnwwkyXPpLKUucxhWdD6omnT2HL//biYmDBVeHijRo1qeJ6ammqN14UqqLKAO51zZwSWbwdwzt0dWE4FtgKlgZf0Bw4CcxuHVeOg6ojs7Oygg9IddMeaoXvW3R1rBtUdSpFcs3Pw/e/Hs/hPtfyLs/gS7wStr5k7l/InnwSv9zDvEH5NgypUp/4+AEaZ2XAziwEuAZbWr3TOFTnnejvnhjnnhgHv0SSkRETkyMzg/vsrOOO8KOaylI+YHLQ+eulS4r//fX+idRMhCSrnXC1wA/AqsAFY7JxbZ2Z3mdncUNQgItJTeL3wu99VMOXLCZzJK2xkTND6mKefJu7nPw9Tde0Xsu9ROededs6Nds6NdM79MtD2M+fc0ha2PUW9KRGRoxcb6x+6PnxqOqfzb3YxOHj9Qw8R+8ADYaqufTQzhYjIMSoxEZ59tpyEMYOYw2vNpluK+5//Ieaxx8JUXdspqEREjmEZGY7nny+jbNAozuDVZre4j7/1VqKfeipM1bWNgkpE5BiXmelYsqSMbakTOYeXqCAuaH38975H9OLFYaruyBRUIiI9wJgxPh54IJuPEk7mPP5OFYe+S2XOEX/99UT94x9hrPDwFFQiIj3EhAll/OlP5bwRdToX8lzQ/aysro6Ea68lammz8W1hp6ASEelB5syp5ZFHKniRufwXi6hrFANWU0PClVcS/ec/h7HC5hRUIiI9zMUX1/D//l8Fi7mYq3kiaJ35fCR897vELFgQpuqaU1CJiPRAN9xQzfe+V8VTfIMreTKoZwUQ/+MfE3fbbVBbG6YKD1FQiYj0UHfeWcn8+dX8iSu5kOeCBlgAxC5cSMJFF0FhYZgq9FNQiYj0UGbw0EMVnHFGDS/wdc7hJcpICNom+o03SDr1VLwfhm+yIAWViEgPFhUFTz5ZzvTptSxjDifzLrvJDNrGu307iWecQey994blVKCCSkSkh0tIgMWLy8jKquUTJjOVD1hJVtA2VldH3C9/SdKXvoT3/fdDWp+CSkRESEmB558v47TTathHf07lTR7hO822865bR9IZZxD/7W/j2b49JLUpqEREBPD3rJ55ppx582qoJpYbeIRzeJE8+jTbNubZZ0maMoX4G2/Es3Vrl9aloBIRkQYxMf5rVjfdVAnAPzmHCazlaf6r2bZWV0fM00+TdNJJ2L59XVaTgkpERIJ4PPDzn1fxu9+VExvryKMfV/A0p/IGnzG+2fa1Z5yB69ev6+rpsncWEZFu7eKLa3jllTJGjKgD4C1O5QTWMJ8/s5lRDdtVXnd9l9ahoBIRkcM68cQ63n67lPnzqwHw4eUvzGcc65nPn/kTVzDj9jPZurXr4kRBJSIirUpOhgULKnj66TIGDfIBUEcUf2E+V/In9h/wMGCAr8v2r6ASEZE2OffcWt5/v4Qbb6zC63UN7T/8YRUJCa28sIMUVCIi0mZJSfCLX1Tyn/+UcsEF1QwbVsfll1d36T6jjryJiIhIsJEjffzhDxWUlfmHtHcl9ahEROSoJSZ2/T4UVCIiEtEUVCIiEtEUVCIiEtEUVCIiEtEUVCIiEtHMOXfkrSJEUVFR9ylWRESOSmpqqjVeVo9KREQimoJKREQiWrc69SciIj2PelQiIhLRelRQmdmZZrbJzLaY2W3hrqcxMxtsZm+a2QYzW2dm3wu0Z5jZa2aWHfiZHmg3M3so8Fk+NbPJYazda2afmNlLgeXhZvZ+oOZnzSwm0B4bWN4SWD8sjDWnmdnfzGxj4JhnRfqxNrObAv9vfGZmfzGzuEg81mb2hJnlmdlnjdrafWzN7BuB7bPN7BthqvvewP8jn5rZC2aW1mjd7YG6N5nZGY3aQ/Z3pqWaG637gZk5M+sdWI6YY91uzrke8QC8wFZgBBADrAHGhbuuRvUNACYHnicDm4FxwK+B2wLttwH3BJ5/FfgXYMB04P0w1n4z8AzwUmB5MXBJ4PlC4PrA8+8ACwPPLwGeDWPNfwKuDTyPAdIi+VgDg4DtQHyjY3xlJB5rYDYwGfisUVu7ji2QAWwL/EwPPE8PQ92nA1GB5/c0qntc4G9ILDA88LfFG+q/My3VHGgfDLwK7AR6R9qxbvfnDHcBIfugkAW82mj5duD2cNfVSr3/AOYAm4ABgbYBwKbA898BlzbavmG7ENeZCbwOfBl4KfBLsL/RL3fDcQ/84mQFnkcFtrMw1JwS+KNvTdoj9ljjD6rdgT8mUYFjfUakHmtgWJM/+O06tsClwO8atQdtF6q6m6z7GvDnwPOgvx/1xzscf2daqhn4G3ACsINDQRVRx7o9j5506q/+F71eTqAt4gRO05wIvA/0c87tBQj87BvYLFI+z4PArUD97T17AYXOudoW6mqoObC+KLB9qI0A8oEnA6cs/2BmiUTwsXbO7QHuA3YBe/Efu4+I/GNdr73HNuzHvAVX4++RQATXbWZzgT3OuTVNVkVszUfSk4LKWmiLuCGPZpYEPA983zlX3NqmLbSF9POY2TlAnnPuo8bNLWzq2rAulKLwny551Dl3IlCG/3TU4YS97sA1nXn4TzMNBBKBs1qpK+w1t9Hh6oyo+s3sDqAW+HN9Uwubhb1uM0sA7gB+1tLqFtrCXnNb9KSgysF/3rZeJvB5mGppkZlF4w+pPzvnlgSa95nZgMD6AUBeoD0SPs9MYK6Z7QD+iv/034NAmpnV35SzcV0NNQfWpwIHQ1lwozpynHPvB5b/hj+4IvlYnwZsd87lO+dqgCXADCL/WNdr77GNhGMO+AcaAOcAl7nAuTEit+6R+P8xsybwe5kJfGxm/VupLdw1H1FPCqoPgFGBUVIx+C8wLw1zTQ3MzIDHgQ3OufsbrVoK1I/C+Qb+a1f17VcERvJMB4rqT62EinPududcpnNuGP7j+YZz7jLgTeCCw9Rc/1kuCGwf8n+5Oedygd1mNibQ9BVgPRF8rPGf8ptuZgmB/1fqa47oY91Ie4/tq8DpZpYe6E2eHmgLKTM7E/gRMNc5V95o1VLgksDoyuHAKOA/hPnvjHNurXOur3NuWOD3Mgf/IK1cIvxYtyrcF8lC+cA/6mUz/lE5d4S7nia1zcLf3f4UWB14fBX/dYXXgezAz4zA9gY8Evgsa4EpYa7/FA6N+huB/5d2C/AcEBtojwssbwmsHxHGeicBHwaO99/xj3aK6GMN/A+wEfgMeBr/iLOIO9bAX/BfR6vB/4fymqM5tvivCW0JPK4KU91b8F+/qf+dXNho+zsCdW8CzmrUHrK/My3V3GT9Dg4NpoiYY93eh2amEBGRiNaTTv2JiEg3pKASEZGIpqASEZGIpqASEZGIpqASEZGIpqAS6abMrNTMRoS7DpGupqASOUpmtsPMTjOzK81seRfv6y0zu7Zxm3MuyTm3rSv3KxIJFFQiYdZoCiQRaYGCSqRjjsd/H6iswKm4Qmi4ceF9ZrbLzPaZ2UIziw+sO8XMcszsR2aWi38W93Qze8nM8s2sIPA8M7D9L4GTgd8G9vHbQLszs+MCz1PN7KnA63ea2U/MzBNYd6WZLQ/UU2Bm282spQltRSKSgkqkYzYA1wGrAqfi6u8Aew8wGv9UTcfhv21C4xmt++O/t9RQ4Fv4fxefDCwPASqA3wI45+4A3gVuCOzjhhbqeBj/xLMjgC8BVwBXNVo/Df9UP73x38Tw8cCcgSIRT0El0skCAfBN4Cbn3EHnXAnwv/gnKK3nA37unKtyzlU45w445553zpUHtv8l/sBpy/68wMX4b9BX4pzbAfwfcHmjzXY6537vnKvDf3fjAUC/Dn5UkZDQuXGRztcHSAA+atRpMfy3Ka+X75yrbFjpv4/QA8CZ+CfIBUg2M28gXFrTG/9tz3c2attJ8M3vcuufOOfKA3UltfUDiYSTelQiHdd0Zuf9+E/djXfOpQUeqc65pFZecwswBpjmnEsBZgfa7TDbN91fDf7ThvWGAHva8RlEIpaCSqTj9gGZgfsP4ZzzAb8HHjCzvgBmNsjMzmjlPZLxh1uhmWUAP29hHy1+ZyrQ41oM/NLMks1sKHAzsKgDn0kkYiioRDruDWAdkGtm+wNtP8J/b5/3zKwYWIa/x3Q4DwLx+HtH7wGvNFn/G+CCwKi9h1p4/Y1AGbANWA48AzxxdB9HJLLoflQiIhLR1KMSEZGIpqASEZGIpqASEZGIpqASEZGIpqASEZGIpqASEZGIpqASEZGIpqASEZGIpqASEZGI9v8B+Dx/7ANT9woAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1500, train loss: 0.2810, test loss: 0.2975\n",
      "a : 821, b : 231, y : 1016\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1600, train loss: 0.2500, test loss: 0.2705\n",
      "a : 821, b : 231, y : 1016\n"
     ]
    },
    {
     "data": {
      "image/png": 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+qo1SSqmW6NAB1q9f/TMwoz0RlQo6FouFqqoqf1dDNVNVVRUWy7nHT4ftRg8QFQX5cX2g1tc8Kvdkd+xUVyoIRUdHU1JSUm88v6KiImJjY/1Uq9bTXtoB7rbExcURHR19zsfq0AEGYFJ6egWYOaidOJQKNiJCTExMvfK8vDxSUlL8UKPW1V7aAe62NPRZnY0Of7IRntbTezlXA0wppYJBhw+whCFJOGu9DVGleXCGaQWUUkr5X4cPsD5pFo7S3avMcvSon2qjlFKquTp8gPXt6+IQvbzK9MvMSikV+Dp8gKWkNBBghzXAlFIq0HX4AIuNhdww79495buP+Kk2SimlmqvDBxhAaYJ3T8TKvXoGppRSgU4DDKju7h1gckgDTCmlAp0GGGDt3cNrOSxXLyEqpVSg0wADotKSvJYji3L9VBOllFLNpQEGxA9IxIG1ZjmqqlC/zKyUUgFOAwxI6Q25eJ+FSa6ehSmlVCDTAAN69nRxjGSvMosGmFJKBTQNMCApyZAr3bzKqg7m+Kk2SimlmsMnASYiL4lInohsa2S9iMgzIrJXRLaIyAhf1OsUiwXsnbwDrHTfcV9WQSmlVAv56gzsZWBqE+unAWmex0+BF3xQJy9lsd4BVpmllxCVUiqQ+STAjDErgfwmNrkKeMW4rQPiRCS5ie1bXVVn7wBzHdEAU0qpQBYoMzL3AA7XWs72lB1rbIfMzMxzesG6+5fEeE9v7cw+fM6v4QvBUMfmaC/tgPbTFm1HYGkv7YCG25KWltbi4wRKgEkDZaapHc6msadkZmbW2/8/g8pg7enlmJJ8up/Da/hCQ+0IRu2lHdB+2qLtCCztpR3Qum0JlF6I2UDtIeF7Aj6dVTI81ft7YFEleglRKaUCWaAE2FLgRk9vxLGA3RjT6OXDtmAb0MVrObYiD5xOX1ZBKaVUC/jkEqKIvAFMBhJFJBt4CAgFMMYsAj4BrgD2AmXAj31Rr9q69Awln3gSKADAigvJz8d06XKGPZVSSvmDTwLMGHPdGdYb4Be+qEtjkpMNx+lSE2AAcuKEBphSSgWoQLmE6HcJCYYTeIdVVbZ+mVkppQKVBpiHxQJFEd4BVry/qa+uKaWU8icNsFrKoxO9lssOnvRTTZRSSp2JBlgtlbHeAeY4dsJPNVFKKXUmGmC1OBO8A8zkaYAppVSg0gCrxXTxDjDLSQ0wpZQKVBpgtVi7eQdYmF0DTCmlApUGWC3hPTt7LXcq0W70SikVqDTAaolK9T4DiynXMzCllApUGmC1xPSJ91qOdZzU8RCVUipAaYDVktg9lALiapYtGCRfv8yslFKBSAOsls6d3eMh1qZd6ZVSKjBpgNUSGgr51q5eZSUHdDQOpZQKRBpgdRRHeHfkKMnSAFNKqUCkAVZHWZR3gFUd1kuISikViDTA6qiy1RkPMUc7cSilVCDSAKtDx0NUSqngoAFWVxfv0Tgs+RpgSikViDTA6gjp5h1gYXbtxKGUUoFIA6yOuuMhRpbqGZhSSgUiDbA6IlMSvJZjKjTAlFIqEGmA1RHT1/sMzFZ9AozxU22UUko1RgOsjs49IyghqmY5FAfY7X6skVJKqYZogNWRkGA4gXdXemeufhdMKaUCjQZYHVYrFFi9B/TV8RCVUirwaIA1oDjc+z5YqY6HqJRSAUcDrAGlnbwvIVYc0QBTSqlAowHWgMpY70uIzmMaYEopFWg0wBrgiPf+LpjJ0wBTSqlAowHWANPZ+xKi5GuAKaVUoPFZgInIVBHZLSJ7ReS+Btb3EpGvRGSjiGwRkSt8Vbe6LEl1xkMs1NE4lFIq0PgkwETECjwPTAPSgetEJL3OZg8AS4wxFwBzgIW+qFtDwrp7B1hEiZ6BKaVUoPHVGdhoYK8xZr8xpgp4E7iqzjYGiPU8twFHfVS3eiJ7ed8Diy7XMzCllAo0Ynwwzp+IXANMNcbc6lmeC4wxxsyvtU0y8AUQD0QBlxpj/lP7OHa7vaaymZmZbVbfAxuruPan42uWSySaXd9+1Wavp5RSHV1aWlrNc5vNJs3ZJ6TNauOtocrUTc7rgJeNMf8jIuOAf4jIEGOMq6ED1m5sS2VmZja5f3QngwMrITjdy6aEtJQUiIg469dsC2dqR7BoL+2A9tMWbUdgaS/tgNZti68uIWYDKbWWe1L/EuEtwBIAY8xaIALqDEroI527SL3xEF3alV4ppQJKswNMRO4WkeGe52NF5JCI7PecLZ3JeiBNRPqISBjuThpL62xzCLjEc/zBuAPseHPr15rCwiDf4h1gOh6iUkoFlpacgd0FHPA8fxx4CngUePpMOxpjHMB84HNgJ+7ehttF5BERudKz2T3AT0RkM/AG8CPjixt0jSgKqxNgWToivVJKBZKW3AOzGWPsIhIDnI+7k4VTRP6nOTsbYz4BPqlT9ttaz3cA4+vu5y8lnbpAxenlisN6BqaUUoGkJQF2WEQygPOAlZ7wigVPT4d2pjK6M9Q66arW8RCVUiqgtCTAfgW8DVQBszxlM4BvW7tSgaA6LtF9V87DlasBppRSgaTZAea5BNi9TvFbnke74+rsPRqHnNQAU0qpQNKSXojpIpLkeR4tIr8D7gdC26py/mTp6h1gIYUaYEopFUha0gvxdSDO8/xPwERgHPC/rV2pQBCSXGc8xGIdTkoppQJJS+6BpRpjdouIAFfj7sxRzumu9e1KRIp3N/qoMg0wpZQKJC0JsEpPF/p04LAx5oSIhOD+wnG7E9U73ms5plIDTCmlAklLAux14N9ADPCcp2wE7fQMzNbPe0T6OOdJSlwusOgcoEopFQha0gvxLhG5HKg2xpwamt2Fe4SOdqdzcih2YrFRBIAVFya/EElMOMOeSimlfKFFpxPGmC+AfSIyTkR6GWO+M8b8u43q5lcREXBCuniVlWZpT0SllAoULelGnywiK4BM4F1gr4isEJG63w1rN+yh3gFWvF8DTCmlAkVLzsBeADYDCcaYZNwTT24CFrVFxQJBSaR3V/qyQxpgSikVKFrSiWMCkGyMqQYwxpSKyK+BI21SswBQHp0I9tPLVUc0wJRSKlC05AysAHcX+toGAoWtV53AUmnr6l1wNMc/FVFKKVVPS87A/ggsE5EXgYNAb+DHwINtUbFAUNktBXacXg49cqjxjZVSSvlUs8/AjDH/B/wQSAS+7/k5F+jZNlXzP0vfXl7LnfI0wJRSKlC05AwMT5f5mm7zIhIOfAr8ttGdglin9BSv5Xj7QT/VRCmlVF2tMayEtMIxAlL8cO+Tyy6Vh6G62k+1UUopVVtrBJhphWMEpO79wsmmR82yFReya7cfa6SUUuqUM15CFJHvNbE6rBXrEnBsNlgXcj49Hae/KRB70QTKf/c7qm67DULb5VRoSikVFJpzD+zFM6xv1z0bspMvhMOfeJVFPvQQ1o0bKX/pJR3cVyml/OSMAWaM6eOLigSqY+OuhMOP1CsPe/99sNmouO8+THKyH2qmlFIdm54+nEGX7w3mRW5ucF3Y3/9O7ODBRI8eTcQDD2D9z3/AtNtbgkopFVBa1I2+I7r0UgfDwhaxvGoyF/MVN7O43jbWPXuw7tlD+HPP4erVi+orr8QxdizOESMw3dvtWMdKKeVXGmBnkJho+PV/OXj44bm8ylyeYz6fMo0k8hrc3nLoEOHPPUf4c+45P11JSbgGDcI5YACutLSanyY5We+fKaXUOdAAa4Y77qjigguc7N9v5fDhdNKf2sE8FvF9PuRCviMEZ6P7WnJzseTmErJihVe5CQ3F1aMHpmdPXD164EpJwdWzJyYpCZOUhKtLF0zXrhAe3tbNU0qpoKQB1gwiMGmSk0mTnBgDDkc0jz2zgMdYQAxFTOUzZrOE6XxMJBXNO2Z1NdasLMjKanI7Y7PhSkrCdOlS89N07Yqrc2fiKiux5uRgEhIwnTtjEhIgrF1/s0EppWpogLWQCDzySAUzZ1bzzjuhfPllFG/tms1bzCaaYq7gE8azmlGsZzibmh1ojb6e3Y7Vboc9e+qt69/A9s5O0bjiEyAxATonuMMtPr4m4ExCAsZmw8TFnf4ZF6fBp5QKOhpgZ2nECCcjRjh59FHIyhK+/DKUL7+M4F9rr2VJwQ8BCKGa/uxlELsYyG4GsYtB7GIAe0igoE3qZS0rwVpWAi0cOd8RFkl1VByOGBvGFgfxcVgSbFgTbUj86aBrMPyio93JrpRSPqQB1gpSUw233FLFLbdUYQwcPSps22Zl2zYrmZn9yMpKY13WVeTknO60EUUJKRymF4e8Hknk0o0cksilK3lYcfmkDSFV5YRUlUPBsRbv6xQrFRFxVHWyUR0dh/NUCCa4QzAk0UZo1zhCEm0QXz8IlVLqbPgswERkKvAXwAr8zRjzhwa2mQ08jHt8xc3GmOt9Vb/WIgI9ehh69HAwZYrDa11ZGWRnW8jNFfLyLOTkpJKX15ecHGH5caGwUCgocD/sdkGMi86crAm0U+HWlTw6c7LmkcgJOnOSBPKb7FDSVqzGSVT5SaLKT8JZTFqdbo2iPCKhfgjGuUPQmmAjpIs7BMOTYolIjkMSPOEXGalnf0p1UD4JMBGxAs8DlwHZwHoRWWqM2VFrmzTgfmC8MaZARLo2fLTg1akTDBjgYsAA4AxB43RCUZFQUBBJQUFfCgr61YRbcbFwtEjIzrYjEkdxsVBUJBQVGqSoiBB7PhGlJ0kwDYdcHIXEU0A8BcRRSByFfgm+Uzo5S+lUWgqlh1scgFUSRrE1jtLQOMoi4qmMsFEVFYczNh7iY7EkxBHaNY7Q5AQiesQT1TuBTr06Q3wcWK1t0yCllE/46gxsNLDXGLMfQETeBK7Ca75jfgI8b4wpADDGNPxFqw7CaoX4eEN8fOMje2RmHiItrW43+xCgK8Z0pbSUmnA7/RN2293PS0rc5cVFUF1QAoWFWOx2rEWFhJYUElZmJ6KiAJuxewVe3Z9RlLXpe9GUMFNFZ0cenR15UN78/VwIdksCRWGJlEQkUBHVmcrYzjjjOmM6dyYkKZ6w7glE9e5MbN94olM7Q5xNv7unVADxVYD1AA7XWs4GxtTZZgCAiKzGfZnxYWPMZ76pXvsj4u5bER1tSE5uzvBWIbgn2U70KjXGfemzuFhqHvnFkFUrAMsKqnCcKMTk26HQ/QgpdodgeHkhERWFRFUWEOOqH4Q27Fj8MCOPBUO86yTxFSehAigEjjS9jxMLdmsC9oiulER1pdLWFUdiEqZrF6w9uhLRuytl4VVUh0UT2qMLhOgtZqXakhgfjN0nItcCU4wxt3qW5wKjjTG319rmI6AamA30BL4GhhhjCk9tY7fbayqbmZnZ5vVWrauqSigrs1JSYqG01Op+FAuO/HJMfgkUFCP2YqxFxYSWFBFaWkx4WRGRFXYiq4qIriokxllIbK0gDCMwJxh1IRRaO1MY1oWSqETKbYlUJyRgusZj6dmZ0NQEIvol4EjqiqtTJ39XVym/S0tLq3lus9madWPbV38iZgMptZZ7Akcb2GadMaYaOCAiu4E0YH1DB6zd2JbKzMw8p/0DRftqx9Bmb+90QkkJZBZB6YkKKo7Zqcy14zheiOO4HVe+HdfJQqSwEEtREWEl+USW5xNTeRJb9Qk6mxPEYW/DFrnP8BKcJ0goP+G+tHkC2NfwtsVWGwWR3SmN605V12QsPZMJ79ed2MHJRA3ohuneHZOY6NPLl+3rd0vbEUhasy2+CrD1QJqI9MF9oWYOULeH4fvAdcDLIpKI+5Lifh/VTwURq9U92ajNBqREwAURQFKz96+ogN3HHRRnFVB2uICK7JM4cvIxx0/CyXysBfmEFZ0kouQkUeUniK0+SWdzgliK26Q9MU47MSV2KNnp/jNuQ/1tqiUUe6dkSjqnUNW9F5bUFDoN7knM0F7Q2z0MmQ47pjoanwSYMcYhIvOBz3Hf33rJGLNdRB4BvjPGLPWsu1xEduDuovcrY8xZdMpWqmkREdAtJYRuKV2ALs3ap6wcDh+rxr6vgJJ9x6k8mIvz6HHIO07oiVwiivKIKskjriKHRGceiWfzfYImhJpqEksPkVh6CA6thnX1t7F3Sqa0SwqunimEpfWkU3ovJDUFV69euFJT3Q1Xqh3x2V1mY8wnwCd1yn5b67kB7vaOXdupAAAZzElEQVQ8lAookZHQs28oPft2hcu6Auc1uF1mZiZd+qSx66iDkztPUpR5nPKs41QfzoPc44ScyCWq6BjxpUdJch6hB0cIxdHgsVrKVnYM28FjcPBbWO29zoVQbOtBVUofrAP7EDmkL66+fXD17YurTx93jx+lgox2k1KqlYWEQHKvEJJ7JcGUxi9tlpfDjmOGEzvzKd51jLLMHByHjmE9dpSI/GPYSo6S7MymB0fO+Z6dBYPNng32bNj2NbxTpy62rlT37kvY4D7Qrw/xUVFYKitx9e+vZ24qYGmAKeUnkZGQ2ldI7dsZpncGhnitNwYKCoTNh4Rje8sp2nGMyj2HsRw6THjOIWIKDtOjOoveHKQHR87p6wiR9jwit+TBFve1yX6ecpdYqOrRG0v6AMygge757Aa6f6LDgCk/0wBTKkCJQEKCISHBMHx4OJDqeZxWUCBk7rfwxR4nBVuPUb7zEBw8THjuYbqUHqQ3B+nLfnpx6KwCzmJcRGQfgOwD8MXnXuscXbvBoAE409NxDhmCc+hQXIMGaWcS5TMaYEoFsfh4w8iRTkaOBK5LBpI5NUZAcTFkZVlYud/Cocxq7JsP49h1gLBD++lZuY9+7KM/e+nDgbO6DxeSlwN5OYSsXFlTZkJCcKUNwDl0CM4hQ3ANHYpzyBBMl+Z1llGqJTTAlGqnYmJg6FAXQ4e6AAF6Ab0wZhJ5ecLu3RY+yrSSudNF0bZsXJlZxJ3cTxqZDGIXg9lJH7Ja9JricGDduQPrzh2wZElNuSslBcfIkThPPc4/H6KiWrO5qgPSAFOqgxGBpCRDUpKTiRNPDeLcDehGcfFY9u61smLFcT472Z29Wyqo2rqXrvm7GczOmkcamS0aBcVy+DBhhw/D++8DYKxWXIMH4xw5EseFF+LMyMDVt6/OLKBaRANMKVUjJgYuuMBJdPRJ0tISPKX9OXEije3br2T7divvb7eyZ7uTih0HSavazvls5nw2M5xN9KZ5E6mK04l12zas27YR9ve/A+BKSsKRkYFz/HgcGRnu+2k6eLJqggaYUuqMEhMNkyY5mTTp9LQ7Tmcy+/f3YMuWaSzbaOXJjVYObiqib+lWhrOpJtiGsrVZZ2uW3FzC3nsP3nsPAFd8PM5x43BMnozjkkv0DE3VowGmlDorViukpblIS3Mxa5Y7oFwuK/v2jWDjxlF8t9HK3zZZ2bWpmrTyLYzhG0bzLWP4hjT2nvH4loICLJ98Qugn7vEPXL17U/297+H43vdwTJyo3fiVBphSqvVYLKdDbfZsd6g5nbB7dzrr1w/l02/m8btvreTvLWQU6xnDN0xgFRmsOeO8cpaDBwlfvJjwxYsxVivOMWOonjGD6unTMb17+6J5KsBogCml2pTVCunpLtLTXdx0kzvUTpwI5dtvL+Lbbyfz0DcL2LrBRXrlRiaykkmsYAKrmhx9RJxOQtasIWTNGiL/679wDhvmDrMZM3ANHqyXGjsIDTCllM8lJhquuMLBFVc4gEqqqmDjxvP4+uvzeXLlXcxeBwOrtnIJXzKFz7mIr4mgstHjWbdswbplCxGPPYYzPZ2qH/6Q6muu8V2DlF9oFx+llN+FhcGYMU7uvbeSpUtLOXColEeWpmH51Xx+O/ZTulpPMo1PeJo72MHgJo9l3bGDyIceImbIEAbcdhuhb7zhHnhStTt6BqaUCjgRETBx4qnvqVVSXAwrVkzkiy8u4Y//eorwYweZyftczXtMYFWDw2SJMcSuXw/r1+NasIDquXOpvPlmvV/WjugZmFIq4MXEwIwZDp55ppwdO4r5+4pEohb8nHsu/DfdyOFW/o9PmIYDa4P7W/LzCf/LX4gZPpxOc+Zg/eYbH7dAtQUNMKVUUBGB88938atfVbJsWSlfbokg9fc38MAFS+nOUe7gab5jZMP7GkPoZ58RPWUKUd//PtYVK9zD/qugpAGmlApqvXoZbr+9iq++KuVfmyKwPfgzZvf5hsHs4E/cQz7xDe4X8vXXRF91FVHTpmH99lsf11q1Bg0wpVS7kZpquOeeSv7znxL+uDSFZVPup1/YYW7hb2zgggb3CVm3jujLL6fTjTdi2bfPxzVW50IDTCnV7lgs7k4g//3fB9iwy0nKQzcwPWk9F/NvlnFJg/uELl1K9JgxhD/yiPZaDBIaYEqpdi0hwXDXXZVs2VrC7IVjuCP9c8aylo+YXm9bcTiIeOopojMysC5f7vvKqhbRAFNKdQhhYXD99dWsWlXCvMXDuDvtAyaxnPVcWG9b64EDRM+cSeTtt0NJiR9qq5pDA0wp1aFYLHD11dWsXVvCD58fxcxua7mO1zlC93rbhv3jH0RPmoR1wwY/1FSdiQaYUqpDCgmBG26o5pv1pSTd8QOGWbfzLPNx4T2OonXfPqIuv5ywZ5/VLvcBRgNMKdWhxcTA735XwWdrrbw+9s+MYy07GeS1jTgcRD74IJE/+5l28AggGmBKKQUMGODi449LmfHIMMaFfscLzKu3TdiSJURNm4YcPeqHGqq6NMCUUsrDaoVf/rKKT1e4+MvA57iK9ykgzmubkE2biL78cix7zzwpp2pbGmBKKVVHerqLZctKsMycxmi+rTcCviU7m6gpU7Bs2uSnGirQAFNKqQbFxMDixeXc+EhPxrGWD5nhtd5y8iTRM2bowMB+pAGmlFKNEHFfUnzm5RB+GPouf+MW7/UlJURdc612s/cTDTCllDqDmTMdvP1+JffE/JXHuc9rnRQX0enqq7Fs3uyn2nVcPgswEZkqIrtFZK+I3NfEdteIiBGR+l+PV0opPxk/3skHS8t4wvYYD/KI1zqL3U7U1Vdjycz0U+06Jp8EmIhYgeeBaUA6cJ2IpDewXQzwS0AvKiulAs4FFzj54IMSnrU9wH+zwGudJT+fqFmzkNxcP9Wu4/HVGdhoYK8xZr8xpgp4E7iqge1+D/wRqPBRvZRSqkWGD3fxwQclPBnzCH/kV17rLIcOEXXttVBc7KfadSy+CrAewOFay9meshoicgGQYoz5yEd1UkqpszJ8uIvXXi/jwdA/8CI3e62zbtlCp5tugupqP9Wu4xDjg7G9RORaYIox5lbP8lxgtDHmds+yBfg38CNjTJaILAfuNcZ8V/s4dru9prKZeq1ZKeVnX34Zz4P3pfAeVzOdT7zWnZg+nayHHnJ3ZVRnlJaWVvPcZrM1600LabPaeMsGUmot9wRqj8USAwwBlov7w+4GLBWRK+uG2Cm1G9tSmZmZ57R/oNB2BJ720hZtR/OkpUFIiJMf3vtPvuJiRnH6v6vEjz8mesgQKu+//5xfp718HtC6bfHVJcT1QJqI9BGRMGAOsPTUSmOM3RiTaIxJNcakAuuARsNLKaUCxa23VnHTbaFM52P20s9rXcQTTxD6j3/4qWbtn08CzBjjAOYDnwM7gSXGmO0i8oiIXOmLOiilVFv5/e8ruODyeKbxKSfo7LUu8s47CfnySz/VrH3z2ffAjDGfGGMGGGP6GWMe9ZT91hiztIFtJ+vZl1IqWFit8Le/lREyqC/f50PKiahZJ04nnW66CcuWLX6sYfukI3EopVQriI2FN98sJbPzGG7gNa+JMaWkhKjZs5HDh5s4gmopDTCllGolqamGf/yjjI9Cr+Yu/uy1zpKTQ9Ts2VBY6KfatT8aYEop1YoyMpw8/XQ5z3AHf+ZOr3XWnTuJmjsXKiv9VLv2RQNMKaVa2Q03VHPHHZXcw//wNrO81oV8/TWRt98OPvgObnunAaaUUm3goYcqmHaFk7n8g9VkeK0LW7KEiHvvBZfLT7VrHzTAlFKqDVgs8Ne/ltF/SBhX8QF78P7ybviLLxJxzz0aYudAA0wppdpIdDS88UYp1q4JTONTcunqtT588WIif/lLcDj8VMPgpgGmlFJtKCXF8NprZRwJ78vFfEUOSV7rw159lU5z5ugI9mdBA0wppdrYqFFOFi4sZyfpTGY5x+jmtT502TKip01DsrL8U8EgpQGmlFI+MGtWNU8+Wc5uBjGZ5WTR22u9dds2YiZOJOSDD/xUw+CjAaaUUj7yk59U8cADFexhIGNZx3ou9FovRUVE3XQTkfPmISdO+KmWwUMDTCmlfOieeyq5445KcunGZJbzDj+ot03Ym28SPWoUYYsX68SYTdAAU0opHxKBhx+u4De/qaCMKK7hbW7nGSoJ89rOUlBA5F13ET16NAmffAJVVX6qceDSAFNKKR8Tgfvvr+TRR8sB4TluJ4M1bGVIvW2tBw7Q96GHiBk6lPDHH0eys31f4QClAaaUUn7yi19U8de/lhEebtjASEawgd/wB8qIrLetJTeXiCeeIHbIEKKmTiXsf/+3w4eZBphSSvnR7NnVfPppKcnJLhyE8kd+w0B2s4ifUU1Ig/uErFtH5G9+Q+yQIUSPGUPEffcR8sUXYLf7uPb+pQGmlFJ+NmKEk+XLS7jkEneHjWxS+DmLGMhunuc2ioludF/r7t2EL1pE1OzZxKamEp2RQcSddxL62mtY9u5t14MGa4AppVQASEoyvP12GU8+WU5EhDt0DtCX+TxPD44wn2f5htFNHkOMwbpjB+Evv0ynX/yCmAsvJLZ3b6KuuIKI++4j9PXXsWzd2m56NjZ8fqqUUsrnRNzfFbvssmruvz+STz8NBaCYWJ5nPs8zn95kMZslXBP2ISOr12I1zqaPWVREyJo1hKxZU1NmwsJwDR6Mc9AgXIMG4RwwANegQbhSU8FqbcsmtioNMKWUCjCpqYY33ihj2bIQfve7CLZuPR0qB0nlSX7Nk1W/JhY7F/MVs6I/45LQr+lesKNZx5eqKqybN2PdvNmr3ISH4+rXzx1sAwbgGjgQZ//+uPr1g06dWrWNrUEDTCmlAtSllzq45JISXnopj9de68OGDd7/ZRdh4wNm8kHJTABsFDIhZB2zkldzUcgaeud+R2hZUbNfTyorse7YgXVH/SB09ezpDre0NFz9+uFKS8PZvz8mJcVvZ20aYEopFcBEYOJEOzffXMqGDVYWLw7j3XdDKSuTetvaieNjx1Q+PjzVU2LoJ/u5MmUDFydsYJhjE91ytxB+/GiL62HJzsaSnU3IihVe5SYsjKobbqDiz38+m+adEw0wpZQKAiIwcqSTkSPLeeyxcj7/PJT33w9l2bIQKivrh5lnL/aZfvz5UD/+fOjamtIeoblMS9nChM47GBqyg94lO4k7thvribyW16uqCiIizrJV50YDTCmlgkxsLFx7bTXXXltNcTF89VUIy5eH8NVXIRw4cObLeUeqk/jb/sv42/7LvMoHJJ7gku7bGRu7nXTZSUrZHuLz9hB65BDSxMzRrv79z7lNZ0MDTCmlglhMDFx5pYMrr3TP6pyVJaxYEcI334Tw7bdW9u5t/v2pPScS2XNiEi8wyau8S2wF3+u9h7EJuxkWvpu+1XvoUphJ5KFMLCdP4tQAU0opda5SUw2pqdXcdJP7u175+cL69VbWr7eyebOVbdusHDvWsq8AHy+K4J9bh/FPhnmVx8YaRl1wnEnfhvPLSY3s3IY0wJRSqh1LSDBMmeJgyhRHTdnx48K2bVa2brWwdauV7dut7N1roaqqsXtpDSsqEr7c2JXuQ6qA8lau+ZlpgCmlVAfTpYvh4osdXHzx6TKHA7KyLOzebWH3bqvnp4XMTCulpU0H26BBTX+Zuq1ogCmllCIkBPr3d9G/v4vp00+frblckJ0t7NljZdcud7jt2mVh1y4rxcXuYBs8uPEOHm1aZ7+8qlJKqaBgsUCvXoZevRxceunpcmPgyBFh1y4rI0Y4Gj9AW9bNVy8kIlNFZLeI7BWR+xpYf7eI7BCRLSLypYj09lXdlFJKtYwI9OxpuPRSB3Fx/qmDTwJMRKzA88A0IB24TkTS62y2EbjQGDMMeBv4oy/qppRSKjj56gxsNLDXGLPfGFMFvAlcVXsDY8xXxpgyz+I6oKeP6qaUUioI+SrAegCHay1ne8oacwvwaZvWSCmlVFAT44PZOkXkWmCKMeZWz/JcYLQx5vYGtv1/wHxgkjGmsvY6u91eU9nMzMy2rbRSSimfSUtLq3lus9ma9YU0X/VCzAZSai33BOoNhywilwILaCC86qrd2JbKzMw8p/0DhbYj8LSXtmg7Akt7aQe0blt8dQYWAuwBLgGOAOuB640x22ttcwHuzhtTjTENnl7VPgNTSinVPjX3DMwn98CMMQ7clwU/B3YCS4wx20XkERG50rPZk0A08JaIbBKRpb6om1JKqeDkkzOw1qJnYEop1f419wwsqAJMKaWUOsVnI3EopZRSralDBdiZhrMKJCKSIiJfichOEdkuInd4yh8WkSOe+4SbROSKWvvc72nbbhGZ4r/a1yciWSKy1VPn7zxlCSLyLxHJ9PyM95SLiDzjacsWERnh39q7icjAWu/7JhEpEpE7g+EzEZGXRCRPRLbVKmvx+y8iN3m2zxSRmwKkHU+KyC5PXd8TkThPeaqIlNf6XBbV2mek5/dxr6etLZtHpO3a0uLfJX//v9ZIO/5Zqw1ZIrLJU966n4kxpkM8ACuwD+gLhAGbgXR/16uJ+iYDIzzPY3D34kwHHgbubWD7dE+bwoE+nrZa/d2OWvXLAhLrlP0RuM/z/D7gCc/zK3B/kV2AscA3/q5/I79POUDvYPhMgInACGDb2b7/QAKw3/Mz3vM8PgDacTkQ4nn+RK12pNbers5xvgXGedr4KTAtQD6TFv0uBcL/aw21o876/wF+2xafSUc6AzvjcFaBxBhzzBizwfO8GHfvzaZGL7kKeNMYU2mMOQDsxd3mQHYV8HfP878DM2uVv2Lc1gFxIpLsjwo24RJgnzHmYBPbBMxnYoxZCeTXKW7p+z8F+JcxJt8YUwD8C5ja9rU/raF2GGO+MO6eztCMYeg8bYk1xqw17v85X+F0232mkc+kMY39Lvn9/7Wm2uE5i5oNvNHUMc72M+lIAdbS4awChoikAhcA33iK5nsul7x06rIPgd8+A3whIv8RkZ96ypKMMcfAHdhAV095oLcFYA7e/yiD8TNp6fsf6O0BuBnvYej6iMhGEVkhIhd5ynrgrvspgdaOlvwuBfpnchGQa7y/29tqn0lHCrCGrqcGfBdMEYkG3gHuNMYUAS8A/YDhwDHcp+cQ+O0bb4wZgXtGgl+IyMQmtg3otohIGHAl8JanKFg/k8Y0Vu+Abo+ILAAcwGueomNAL2PMBcDdwOsiEktgt6Olv0uB3BaA6/D+Q69VP5OOFGDNGs4qkIhIKO7wes0Y8y6AMSbXGOM0xriA/+P0JamAbp8x5qjnZx7wHu565566NOj5mefZPKDbgjuENxhjciF4PxNa/v4HbHs8HUpmADd4LkHhudx20vP8P7jvFQ3A3Y7alxkDph1n8bsUyJ9JCPAD4J+nylr7M+lIAbYeSBORPp6/oOcAATvah+fa8YvATmPMU7XKa98Luho41fNnKTBHRMJFpA+QhvumqN+JSJSIxJx6jvum+zbcdT7Vk+0m4APP86XAjZ7ecGMB+6lLXQHC66/KYPxMPFr6/n8OXC4i8Z5LW5d7yvxKRKYCvwGuNKenZEJEuoh7LkJEpC/u93+/py3FIjLW8+/sRk633a/O4ncpkP9fuxTYZYypuTTY6p+JL3ur+PuBu3fVHtypv8Df9TlDXSfgPoXeAmzyPK4A/gFs9ZQvBZJr7bPA07bd+KFXVRNt6Yu7d9RmYPup9x7oDHwJZHp+JnjKBfcEqPs8bb3Q322o1ZZOwEnAVqss4D8T3IF7DKjG/dfuLWfz/uO+x7TX8/hxgLRjL+77QKf+nSzybDvL8/u2GdgAfL/WcS7EHQ77gOfwDOoQAG1p8e+Sv/9fa6gdnvKXgXl1tm3Vz0RH4lBKKRWUOtIlRKWUUu2IBphSSqmgpAGmlFIqKGmAKaWUCkoaYEoppYKSBphSQUpESjzfpVGqQ9IAU+oseaaJuFREfiQiq9r4tZaLyK21y4wx0caY/W35ukoFMg0wpfzMM+SOUqqFNMCUOjeDgUXAOM8lvUIAz5A/fxKRQyKSKyKLRCTSs26yiGSLyG9EJAdY7Bme6SMROS4iBZ7nPT3bP4p7VO/nPK/xnKfciEh/z3ObiLzi2f+giDwgIhbPuh+JyCpPfQpE5ICITPP5O6VUK9MAU+rc7ATmAWs9l/TiPOVP4B6kdDjQH/fUEL+ttV833BND9gZ+ivvf4mLPci+gHPdwOhhjFgBfA/M9rzG/gXo8C9hwD9s1CfdYcj+utX4M7iGIEnFPZPmiZ8w5pYKWBphSrcwTDD8B7jLuyR+LgcdwD7R6igt4yLhH5y43xpw0xrxjjCnzbP8o7iBqzutZgR8C9xtjio0xWbin4Zhba7ODxpj/M8Y4cU9emQwknWNTlfIrvfauVOvrgnvQ3//UOskR3NO/n3LcGFNRs1KkE/Bn3DMcn5rEMEZErJ7QaUoi7unka88OfRDvCQFzTj0xxpR56hXd3AYpFYj0DEypc1d3ROwTuC8BnmeMifM8bMaY6Cb2uQcYCIwxxsQCpyb8lEa2r/t61bgvP57SCzjSgjYoFXQ0wJQ6d7lAT898TJjTkxH+WUS6AohIDxGZ0sQxYnCHXqGIJAAPNfAaDX7ny3OGtgR4VERiRKQ37tluXz2HNikV8DTAlDp3/8Y9x1GOiJzwlP0G9zxV60SkCFiG+wyrMU8DkbjPptYBn9VZ/xfgGk8vwmca2P92oBTYD6wCXgdeOrvmKBUcdD4wpZRSQUnPwJRSSgUlDTCllFJBSQNMKaVUUNIAU0opFZQ0wJRSSgUlDTCllFJBSQNMKaVUUNIAU0opFZQ0wJRSSgWl/w83bCszNV9+fAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1700, train loss: 0.2328, test loss: 0.2543\n",
      "a : 821, b : 231, y : 2040\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1800, train loss: 0.2035, test loss: 0.2283\n",
      "a : 821, b : 231, y : 2008\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 1900, train loss: 0.1520, test loss: 0.1727\n",
      "a : 821, b : 231, y : 1816\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2000, train loss: 0.0990, test loss: 0.1080\n",
      "a : 821, b : 231, y : 1048\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2100, train loss: 0.0326, test loss: 0.0368\n",
      "a : 821, b : 231, y : 1052\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2200, train loss: 0.0060, test loss: 0.0096\n",
      "a : 857, b : 78, y : 935\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2300, train loss: 0.0027, test loss: 0.0055\n",
      "a : 99, b : 235, y : 334\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2400, train loss: 0.0016, test loss: 0.0041\n",
      "a : 941, b : 71, y : 1012\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2500, train loss: 0.0010, test loss: 0.0035\n",
      "a : 227, b : 222, y : 449\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2600, train loss: 0.0008, test loss: 0.0031\n",
      "a : 510, b : 228, y : 738\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2700, train loss: 0.0006, test loss: 0.0029\n",
      "a : 186, b : 78, y : 264\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2800, train loss: 0.0005, test loss: 0.0027\n",
      "a : 279, b : 209, y : 488\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 2900, train loss: 0.0004, test loss: 0.0025\n",
      "a : 847, b : 106, y : 953\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3000, train loss: 0.0003, test loss: 0.0024\n",
      "a : 765, b : 249, y : 1014\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3100, train loss: 0.0003, test loss: 0.0022\n",
      "a : 122, b : 156, y : 278\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3200, train loss: 0.0002, test loss: 0.0021\n",
      "a : 124, b : 113, y : 237\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3300, train loss: 0.0002, test loss: 0.0020\n",
      "a : 891, b : 203, y : 1094\n"
     ]
    },
    {
     "data": {
      "image/png": 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BZZPGoRUSGDm5oQtIRBrEzEip5j+g27Zt49BDDw1BRI2rpbQDfG2p7rM6GBHZhRgf7yXXEziUvnCrEpiISDiJyAQGUBAbeDq+d5MSmIhIOInYBFYUH3gGVrBFCUxEJJxEbAIrSQq8mbloa06IIhERkYMRsQmsNCmwC9G7S2dgIiLhJCgJzMymmNk2M1taw3Yzs4lmttrMlpjZCU0dU1mrwDMwl60EJiISToJ1BvY6cG4t288D0v2vMcDLTR2Qq5TAPLnqQhQRCSdBSWDOuTlAbbNGjgCmOp+FQJqZdWrKmKx1YAKLyqvbpHUiItI8NJcbmbsAFacpzfSXbalph4yMjAa9Ya55A9YtZ2eDjxkK4RhzdVpKO6DltEXtaF5aSjug+rYczPxzzSWBVTd5Wa1P123IZHsZGRm0Tz88oCypZC+Hh9EEfhB+kw7WpKW0A1pOW9SO5qWltAMaty3NZRRiJlDxOSldgc1N+YYx7QNHIcYXaRCHiEg4aS4JbCZwjX804kAgxzlXY/dhY4ivNCdYUomugYmIhJOgdCGa2f8BpwLtzCwTeBiIAXDOTQZmAecDq4F84JdNHVNSh8SA9YSyPAqb+k1FRKTRBCWBOeeuPMB2B9wWjFj2ST4kgTI8ROEbzBHniigsKYGYmGCGISIiB6m5dCEGXWoa5FFpPpq9e0MTjIiI1FvEJrDkZNhD4Jw0Zbv3hCgaERGpr4hNYB4P5HsCz8D2ZukMTEQkXERsAgMoiAo8AyvYrgQmIhIuIjqBFcYGnoEVbMsLUSQiIlJfEZ3AiislsJJdSmAiIuEiohNYSVxgAivNzg9RJCIiUl+RncDiAxOYN0dnYCIi4SKiE1hZQmACc7kaRi8iEi4iOoF5kyolsD0ahSgiEi4iOoG55MAEZnnqQhQRCRcRncBITgpY9eQrgYmIhIuITmCe1MAbmaPy1YUoIhIuIjyBBXYhRhdqEIeISLiI6AQWlRbYhRhbpC5EEZFwEdEJLLZNYAKLK9YZmIhIuIjsBNYusAsxvkTXwEREwkVEJ7C4toEJLKFMZ2AiIuEiohNYQvvEgPUkrxKYiEi4iOgElnRIYAJLcAVQVhaiaEREpD4iO4GleNhD5cdJaSSiiEg4iOgEFhMDewi8mblohxKYiEg4CFoCM7NzzWyVma02s/uq2X6YmX1jZv8zsyVmdn4w4sr3BCawgm0aiSgiEg6CksDMLAp4CTgP6A1caWa9K1V7EJjunDseGAVMCkZs+dGBCax4p87ARETCQbDOwPoDq51za51zxcCbwIhKdRzQyr+cCmwORmCF0YE3M6sLUUQkPEQH6X26ABsrrGcCAyrVmQB8bma3A0nAmcEIrDg2BfL3r5fsUgITEQkHwUpgVk2Zq7R+JfC6c+5ZMxsE/N3MjnHOeas7YEZGRoMC2rd/flRCQPn2tRvxNvDYwdTQ30Nz0VLaAS2nLWpH89JS2gHVtyU9Pb3exwlWAssEDq2w3pWqXYQ3AOcCOOcWmFk80A7YVt0BD6ax+2RkZJTvvyA5DXbu39bKE9ugYwdTxXaEs5bSDmg5bVE7mpeW0g5o3LYE6xrYd0C6mXU3s1h8gzRmVqrzE3AGgJn1AuKB7U0dWFlCpfvAcvQ0DhGRcBCUBOacKwXGAp8BK/CNNlxmZo+a2XB/tbuAm8xsMfB/wHXOucrdjI3Om1T5RmYNoxcRCQfB6kLEOTcLmFWp7KEKy8uBIcGKZx9vcmACszwN4hARCQcR/SQOAEsJvA/Ms1cJTEQkHER8AvOkBp6BReUrgYmIhIOIT2DRrQMTWHSBBnGIiISDiE9gMW0Cn8QRU6QzMBGRcBDxCSyuXeAZWFyxzsBERMJBxCew+HaBk1rGl+gMTEQkHER8Aks4JPAMLLFMZ2AiIuEg4hNYcqfABJbkVQITEQkHEZ/AktonUFbh1xBPEa64JIQRiYhIXUR8AouJNfIIPAvbm6XrYCIizV3EJzCAPE+rgPX8LbkhikREROpKCQzIiWkXsF60aVeIIhERkbpSAgNyYwMTWMmmHSGKRERE6koJDMhLCExgZVk7a6gpIiLNRZ0TmJmNN7N+/uWBZvaTma01s0FNF15wFKS0D1gv3aIzMBGR5q4+Z2DjgHX+5SeA54DfA883dlDBVtb+kID1ge8+iG1v8smgRUSkAeqTwFKdczlmlgIcB7zgnHsVOKppQgueoh5VmxDzy5ug6SeEFhGRg1SfBLbRzAYDo4A5zrkyM2sFlDVNaMHjTj6RUqICyhLmzib+rrt1JiYi0kzVJ4HdA7wDPAA85i+7EPh3YwcVbJ1PaM8jPFylPG7Kq6Qcdxzx99+PZ8kSnZGJiDQjdU5gzrlZzrnOzrluzrn/+IvfBoY3TWjB07evl7fSf8tI3q6yzfLziXv5ZVKGDSPl2GNJuOUWYqZOxbNyJZSWhiBaEREBiK5rRTPrDex0zm01s2R8Z2RlwDNAWD880OOBt9/ey5gxF3PBvz/iL9xEZ7ZUrbdxI7Fvvknsm28C4GJj8fbsSVmvXniPOgpv9+6+V7duuNatwSzYTRERiRh1TmDAG8AVwFZ8SesooBB4BRjd+KEFV7dujs8/38vTT5/BEb9fwxj+zL08WW0i28eKi4laupSopUurbCtNSqX0sMOxI7rB4Yfi7dIFb5cuuC5d8HbujOvQAaKiqh5URETqpD4JrJtzbpWZGXAJ0AcoYP/Q+hbhnnuKOProaCZNuo0eC27mcqYzknc4m8+Jp6jOx4nem0P0iiWwYkm128ssivy0ThS170JZ5y5EHdaZuCM64Tm8C65TJ1+S69gRYmIaq2kiIi1KfRJYkX8IfW9go3Nuh5lFA/F12dnMzgX+BEQBf3XO/aGaOpcDEwAHLHbOXVWP+BrNRReVctFFpaxc6eG1167guum/oHB3If35N0OZy1DmchyL6UTWQb9HlCsjZXcmKbsz4cfq63gxchM6kJfamcK2nSnr2Ak7tDOxPTqTmN6R2OgS6NwZkpIOOg4RkXBV3y7Er4EU4EV/2QnU4QzMzKKAl4CzgEzgOzOb6ZxbXqFOOnA/MMQ5t9vMDqn+aMFz9NFennyykCeeKGTFCg8LFw5g6dJBPLbqPlat8uB27qYPy+jLDxzJao5gDT1YSw/WkkhBg9/fgyOtIIu0gizI+i8sC9y+7xeUG5XGroTO5KZ0oaBNZ0o6dIYunYnu1omknp1oe1wnkg7VNTkRaVnqnMCcc+PM7GygxDn3jb/Yi+8JHQfSH1jtnFsLYGZvAiOA5RXq3AS85Jzb7X+/bXWNral5PNCnj5c+fYoDyrOzo9m06Xg2bTqRTZs8zMk03sj0sDULvJu3kbJ9HW2y19GVTLqSyaFsLP/ZjsZ73mKrsmxa5WVD3nLYQpVEB1BAPNtju5Cd1Jn8Np0p69AZz2GdiU3vSkq/brTrfzhRKYmNFpOISFOrzxkYzrnPzeww//MPNznnvq/jrl2AjRXWM4EBler0BDCzefi6GSc45z6tT3zBlpYGaWle+vTxVrM1BTiW0tJj2bnT2LbN2L7dw7+3GR9tM3ZvLqJswyaitmwmbvtmUnIyab03k85uM13JpAub6MjWRos1gUIOK17DYcVrYDewBpgfWGdrVCe2p/RgT4fueLt1J653d1JP7Ea7Ad3wtG/TaLGIiDQGc3W8OdfMOgFvAgOBXUBbYAFwpXNu8wH2vQw4xzl3o399NNDfOXd7hTof4RuOfznQFfgncIxzLntfnZycnPJgMzIy6hR3OPF6ITc3mp07o9m9O4bsbV7KMndjm7YTs20bCTu3kZK7hdZ7t9K+aBOd3Ga6sIkYmv5+tJ2e9mxqlU525yMo7dmNuH6HknhSV8oOaaeuSRFpsPT09PLl1NTUOv2jUp8zsJeBxcD5zrm9ZpYEPA5M5sA3M2cCh1ZY7wpUTnqZwELnXAmwzsxWAenAd9UdsGJj6ysjI6NB+wdX52pLnYPFi9eQnXIE2Rk7KcjYTMn6LbiNm4nZtpn4nZtJyd1Mm/xNdCjJJJm9DYqirXc7bbO3Q/Z8X8fv+77yPVGpZLU+moIevYgbdBztzz6GqOP7QGLduyPD6/OoXUtpi9rRvLSUdkDjtqU+CWwo0MmfYPAnsd8Am+qw73dAupl199cfBVQeYfg+cCXwupm1w9eluLYe8UUUM0hK8tL9COCItnBuW6BvtXVLyhyr1+1h5+IscldsoWjNZlzmFmK3biJt1zo65q+lq/cnoqiuK7R2KWU5pOz4F+z4l++hYn+CMjxsTe3JniOPJXbAsbQ9sy/uxH6QmtqgNouIVFSfBLYb3xD6xRXKjgKyq6++n3Ou1MzGAp/hu741xTm3zMweBb53zs30bzvbzJbje8LHPc45zSzZCDxRRvsjW9H+yFb4LzVWsWl7MVn/ymT39xsoWr6eqA3rSNm6jvZ71tK9bHW97oGLwkvnnJXwn5Xwn+kwyXdLwI72vSg+8WRSzzkRBvXH27Onb4SMiMhBqE8Cewr40sxeBTYAhwO/BH5Xl52dc7OAWZXKHqqw7IDx/pcEWWr7WFIv7AEX9qiybevOMn76diO75mVQumQVietX0mHXSnqWrahz16QHxyHbl8Ony+HTvwFQEJfG3r4n0eGEI4ka+XPKjj9eN26LSJ3VZxj9X8xsDb6uv2PxXcMaja9rUVqwtLZRpP28G/y8G75b+XzX4DZtcaz7ZxY7v12B979Lab1hMUcXLOJI1tTpuAlF2SR8/yV8/yX8eTLFcckUDhhCzNmnUDpsGN5jjtEZmojUqL7D6L/GdzMzAGYWB3wCPFTjTtIimUHHzkbHKzrBFZ2A0wHYvt14b14e2z5fjve/S0hdu5hji/9Db5bjofYRr7FFecTO+QzmfAZAUVp7uOAcSs8/j9JTT9UTR0QkQL0SWA00hlrKtW/vOP3iJLj4ZOBkvF5YtcrDpK/2svvT/xC/+HuO2bOQgSyk9QEun8Zlb4d/TCPuH9Moi42n9Gc/o+yiCygZPtx3E56IRLTGSGCa5VFq5PFAr15eevVKgLFDcW4oGzYYb8zxkPHRGmzeQvrvnc3pfE0Han74SlRxIVFffAZffEbZXfdQdu7ZlFx+OaVnnw1xcUFskYg0FwdMYGZ2ei2bYxsxFokAZr6pa7p1K4NruuH1duPDD0/hxR+nsO7jH2m/ZDY/837D6XxNK/ZUe4yokiKiPvyQ2A8/pDQljbKrR1F8ww14W8h9MiJSN3U5A3v1ANt/aoxAJDJ5PNC7dz4jRhTDPd3IybmOL764iRtmein8fAFnFX7IRXxId9ZXu3/0nmyiJ08mbvJkSn52KsU33kDp+edrrjWRCHDABOac6x6MQETAd6/zyJEljBwJhYX9+fbbwTz84dOsmbmSc3JncDX/4Iga7m+P+XY2Md/OpqTbEZTcdSclV1wBseokEGmpNEZZmq34eDjnnFJeeLGQ91d348h/3Mv4i1ZwSvR8XmAsO2hb7X4x69eQePvtJPY7kdjXXoPSpn9WpIgEnxKYhIXYWLjgglKm/r2Aaat74/70JBcdv4GrmcY8Ble7T8zmjSSMG0fC4FOI/uqrIEcsIk1NCUzCTloaXHttCZ9+U8qY2cOZ/ItvGBD7X17jOkqq6RWP/XEFSZdeSsKVV2FZBz+Ltog0L0pgEtb69fPy4osFvLXqCH6aMIkBbX7kJW6lkKpD62M/mUXiyQOJeest36NERCSsKYFJi9C6tePOO4v5eGkb9j75DEM6ZPA611apF70nm8Sbbyb+trFQUBCCSEWksSiBSYuSmAg331zMx4tasfqByQyJ/44FDKxSL+6NfxB/9nlYZmYIohSRxqAEJi1SQgLcc08Rr/6vJ8+M+Jq7eIYC4gPqxP2wiPjTz8Hz448hilJEGkIJTFq0Tp0cU/5WTN/XfsUZrf7NqkrzocVu20T8WefhWbQoRBGKyMFSApOIcMklJfx1weGM6TefDxgesC0mZydxIy7VmZhImFECk4jRpYvj7c+ieXvUm/yZmwK2xebsJPain+uamEgYUQKTiBIXBy++XMzSsRN5hrsCt23NJPaKqzU6USRMKIFJxDGDRx8rYsu4x/gLNwZsi1+2mLi77tZ9YiJhQAlMIpIZ/O6hYv551UTeZ0TAtvg3/kFsIlfdAAAXrElEQVTMP/4RoshEpK6UwCRimcEfJxYzedCUKqMTY37zW10PE2nmlMAkokVHw8TXoxnTbgZ7SSwvj8nPJe62X6srUaQZUwKTiNehg+PuKd24jz8ElMd9+zUxM2aEKCoROZCgJTAzO9fMVpnZajO7r5Z6I83MmdlJwYpNZNiwMgqvv5HZ/CygPPq3D8HevSGKSkRqE5QEZmZRwEvAeUBv4Eoz611NvRTg18C/ghGXSEUPP1LM7zq8QjEx5WWx2zYT9/zzIYxKRGoSrDOw/sBq59xa51wx8CZUGvrl8xjwFFAYpLhEyqWkwA1/OJTnuTOgPOb5idhPP4UoKhGpSbASWBdgY4X1TH9ZOTM7HjjUOfdRkGISqeLii0v4/OT7yKJDeVlUSRFxjz4WwqhEpDrmgjDKyswuA85xzt3oXx8N9HfO3e5f9wBfA9c559ab2Wzgbufc9xWPk5OTUx5sRkZGk8ctkWnFikRmX7OAVyvd5Lzi9dfZ26dPiKISadnS09PLl1NTU60u+1Sdf71pZAKHVljvCmyusJ4CHAPMNjOAjsBMMxteOYntU7Gx9ZWRkdGg/ZsLtaNppKfDR5dexeIZEzmOJeXlR77yCvmzZvluIKtBc2vLwVI7mpeW0g5o3LYEqwvxOyDdzLqbWSwwCpi5b6NzLsc5184518051w1YCNSYvESa2j33lXKPPRNQFrNgAdEfqYdbpLkISgJzzpUCY4HPgBXAdOfcMjN71MyG1763SPClp3tpf+XP+JjzA8rjH3oYiotDFJWIVBS0+8Ccc7Occz2dc0c4537vL3vIOTezmrqn6uxLQu03vynkt1FPUlbhzyRq3VpiX301hFGJyD56EodIDbp1c5x4TTp/qTR3WNxTT0F2doiiEpF9lMBEanH33UU8HjuBPSSXl3l27yb+mWdq2UtEgkEJTKQWXbo4ht/Umie4P6A89s9/xtavD01QIgIogYkc0LhxRfwl6U5+qnAniBUXEz9hQuiCEhElMJEDadfOcf1tHn7L4wHlse+/T9TChSGKSkSUwETq4LbbivgkbRTfc2JAecKtt0JuboiiEolsSmAidZCaCneOL+Eung0oj1q7loQ77tDElyIhoAQmUkdjxhSz6YihvMwtAeWx771H3COPhCgqkcilBCZSR/Hx8PTThYznORZzbOC255/3JTGvN0TRiUQeJTCRejj99FLOuySKS5nBNtoHbIv/4x854t57sZ07QxSdSGRRAhOpp2eeKSS/Uw/O45OAG5wBWs+eTfLAgcROmQIlJSGKUCQyKIGJ1FPbto5XXsnnf3YCZ/AVWzkkYLtn+3YSxo8n5YQTiH3+eWzHjhBFKtKyKYGJHIRhw8p45JFCvqM/g1hQZXg9gGfjRhImTCCld28SR40iZvp0DbkXaURKYCIH6fbbi7nppiLW0YNBLOAhHqGA+Cr1rLiYmE8/JXHMGFqlp5N42WXETp6MZ/VqDb8XaQAlMJGDZAZPPlnITTcVUUoMj/EQR7Kal7mFQuKq36eoiJgvviDhvvtIOekkUvr1I378eKI/+EBPuBepJyUwkQbweOCppwp5+OFCPB7HZrpwKy/ThU3czdP8SO1Tp3s2bCBuyhSSrr2WVj16kHT66cQ99hhRc+ZAUVGQWiESnpTARBrIzPfA348+2kvHjr6ks4u2PMvdHMUqjue//IF7WUv32o/j9RL93/8S/+yzJA8fTqtu3Ui89FJiX3gBzw8/6B4zkUqUwEQayeDBZUyfvox77y0kIWHftS1jEcdzP3/gCNbQm2WM51k+5yyKrPpuxn2soICYr74i4Xe/I+WUU0g56igSxowh6ttvde1MBCUwkUaVkODl/vuLWLJkD/fcU0jr1hXPmowV9OaPjOccPqe128V5zOJZxrPU+h7w2J7t24mdPp3kESNI7t+fmNdf171mEtGUwESaQPv2jgceKGLZsj38+c/5nH56CWaBZ00FJPIp53E3z9LXLaEjW7iaabzGdWRFdan1+FEZGSTeeSfJAwYQ/f77OiOTiKQEJtKEEhPh8stLePfdfJYt28MzzxRwxhklxMZWTThb6cgbXM31vEanso30Yjm3M5GPPRexNyql2uNHrV1L0nXXkXjlldjmzU3dHJFmRQlMJEg6d3bceGMxM2bks2ZNLlOn7uWaa4rp3Lm6wRnGSnrxIrdzoXcmaWU7OZ2veDvqCkotukrtmE8/JXnwYKI//7zpGyLSTCiBiYRASgoMH17KxIkFLFu2h3nz9vDIIwWcckop0dFVz85KieEbTufysjc53K3nFcZQZlEBdTzZ2SRecQVxjz+uEYsSEYKWwMzsXDNbZWarzey+araPN7PlZrbEzL4ys8ODFZtIKJlBnz5e7rijmA8/3Mu6dblMm7aX664romvXqoloM124hVc4xv3AQs+gwGM5R/xTT5EwZozuI5MWLygJzMyigJeA84DewJVm1rtStf8BJznnjgXeAZ4KRmwizU1KClx4YSnPP1/IDz/sYcGCPTz4YGGVZLaSXgzx/pPf8CRllf6UY995h6TLLoOcnGCGLhJUwToD6w+sds6tdc4VA28CIypWcM5945zL968uBLoGKTaRZssMevXycvfdRSxatIe//W0vRx9dVr7dSxRP8xvO4Cu2WeBT8aPnzCH5wgv1NHxpsYKVwLoAGyusZ/rLanID8EmTRiQSZqKjYcSIUubNy2PixHxSU/dfK/uWUxngFrKKngH7RP3wA0kXXIBt2RLscEWanLkg3D9iZpcB5zjnbvSvjwb6O+dur6buL4CxwM+ccwGd+Dk5OeXBZmRkNG3QIs3c9u0xPP744cydm1Ze1pYdfMhFDGJhQN3Crl35cdIkijt1CnaYInWSnr7/uaGpqalWl32ClcAGAROcc+f41+8HcM49UanemcAL+JLXtsrHqZjAGiIjIyPglxWu1I7mJ9htcQ4mTozlkUfi8Xp9f/MJ5PM+F3M2XwTU9Xbtyt6ZM/H26HHA47aUz0TtaH7q0pa6JrBgdSF+B6SbWXcziwVGATMrVjCz44FXgOHVJS8RqcoM7rijmA8+2Eu7dr5BHgUkMpyZzOSigLqezEySzj8fz8qVoQhVpNEFJYE550rxdQt+BqwApjvnlpnZo2Y23F/taSAZeNvMFpnZzBoOJyKVnHJKGV9/nUefPr4BHkXEcykzeIvLA+p5srJIuuACPEuWhCJMkUZV9Zb+JuKcmwXMqlT2UIXlM4MVi0hLdNhhjs8+y+PmmxP5+OMYSonhKt6ggASu42/l9Tw7d5I0YoSvO7HvgR8iLNJc6UkcIi1IcjL8/e/53H13IeAbZn89U5jErwLqeXbvJmnECDxLl4YiTJFGoQQm0sJ4PPDgg0VMmZJPfLzD4eE2XuI5xgXW27XLl8SWLw9RpCINowQm0kL9/OclfPppnv9hwcZdPFs1ie3cSdLw4RrYIWFJCUykBevXz8vXX+dx4oml7Etiz3NHQB3Pjh2+JPbjj6EJUuQgKYGJtHAdOzo+/ngvl19eDBjj+CMvMDagjmfbNpKGD8fWrw9JjCIHQwlMJALEx8MrrxQwYUIBZvBrJlYd2JGVRfKIEXrslIQNJTCRCGEGd95ZzBtv5JOcDGN5kVcYE1DHs2EDSZdeSpSeYi9hQAlMJMKcd14pn3+ex2GHw694mb/zi4DtUcuXkz5uHOTlhShCkbpRAhOJQL17+wZ3DBnq5XqmVHnsVPIPP5A4erQmxZRmTQlMJEK1bet47729XHO9lyt4i9n8LGB7zDffkDhmDHirzgot0hwogYlEsJgYeO65Qh59CkbwAf/hhMDtH3xA/MMPhyg6kdopgYkIY8YU89xfY7jA8wkrOSpgW9wLLxA7ZUqIIhOpmRKYiAAwcmQJf5yWxIUxn7GFjgHb4u66m+gvvqhhT5HQUAITkXLnn1/KM9PbcUn0TPaSWF7ucV5iR/8Szw8/hDA6kUBKYCIS4LTTShn1dBq/8LyBl/0T48YU5hF98RXYpk0hjE5kPyUwEali6NAcRrx6FuPsjwHlCTs3YxdeDrrRWZoBJTARqdYll5TQ84WbmMjtAeUp65bhLr0WiotDFJmIjxKYiNToF78oIf//Pc77jAgoT/t+NmXX3wHOhSgyESUwETmAX40t47s7p7CQAQHlbT76P8p+/VslMQkZJTAROaB7Ho7i7dHvsJojAsrb/P1l7Kbb1Z0oIaEEJiIHZAYP/imFF8//gB20DdjW6p1peE49H8/ataEJTiKWEpiI1InHAw/+rSsPD/mUrRwSsC1l+fcknDyQmN/cr0kxJWiUwESkzmJi4KEZ6fxm0Nes5/CAbdFlxST++WVa9etH1KDTiHvkUaLffx/PypWamkWaRHSw3sjMzgX+BEQBf3XO/aHS9jhgKnAisBO4wjm3PljxiUjdxMfDszO78v/GzefMaWO4kI+r1Ele8T9Y8b+AsuL4FAradKIsJQ1SW2FprSA1BUtthSclkaikeDwJsRAXh4uLC/hJXBwuKsp3GhgVVf4qL6uhPCYrC0tK8vWBVnxB1TIzXC3ban1Vt480uaAkMDOLAl4CzgIyge/MbKZzbnmFajcAu51zR5rZKOBJ4IpgxCci9RMTA4+8mMT0U95izLh3eSj/frpS+xM6Ygv3ELt5T5Ai9DkuqO9WlRd/YsT3qnEZypNe+br/pzOjl3NgngPWCyg/6HoE1KvLfpt+MY4eT1xTj99M4wjWGVh/YLVzbi2Amb0JjAAqJrARwAT/8jvAi2ZmzmmMrkhzdfkVpZx2+giefuoiCl9/l+tLXmEA/w51WM2GBxd4m0EL/ddsydo99AjB+1ow8oOZjQTOdc7d6F8fDQxwzo2tUGepv06mf32Nv86OfXVycnLKg83IyGjyuEWk7rKzo/j669Ys/qyYDj8spE/JYo5jMUewhs5sJg4NtW+pPhjyW7o8f0mDjpGenl6+nJqaWqc+2GCdgVUXTOXMWZc65So2tr4yMjIatH9zoXY0Py2lLQfbjpNPBu6FsrIR/PjjJWRkePgu00PmRqNo8y5idmRBdi62J5fovbnEF+eSWJJLbGk+0aWFxFJMHEXEU1jlZxRlRFGGB2/5cm1l+177O+r2v4Bqyw/mVfFYnpZ6inUAScnJdf6+NObfSLASWCZwaIX1rsDmGupkmlk0kArsCk54ItKYoqKgVy8vvXp5K5QmQaUboSsrLYWiIiguNoqKfOtlZeD1GmVl7H95obi68jLwen3lzkFm5iY6d+4C+HryXIUevYrr1ZXtW99fbnU/jtfhvP4E5/b/rLbMUZ4I9x3AefcnRoAd27fRtm37KvUqr9f9J1WO49z+8n3HrRxHTfH2HppS/QfaxIKVwL4D0s2sO7AJGAVcVanOTOBaYAEwEvha179EIkt0tO+VlFT5T//g/inIyMglPb1DwwNrFEb1HU0HlpFRQnp6UuOG0wIEJYE550rNbCzwGb5h9FOcc8vM7FHge+fcTOBV4O9mthrfmdeoYMQmIiLhKWj3gTnnZgGzKpU9VGG5ELgsWPGIiEh405M4REQkLCmBiYhIWFICExGRsBSUG5kbS8UbmUVEpGWq643MOgMTEZGwpAQmIiJhKay6EEVERPbRGZiIiISliEpgZnauma0ys9Vmdl+o4zkQM1tvZj+Y2SIz+95f1sbMvjCzDP/P1v5yM7OJ/rYtMbMTQhz7FDPb5p9lYF9ZvWM3s2v99TPM7Npm0o4JZrbJ/7ksMrPzK2y739+OVWZ2ToXykH73zOxQM/vGzFaY2TIzu8NfHlafSS3tCKvPxMzizezfZrbY345H/OXdzexf/t/tW2YW6y+P86+v9m/vdqD2NYO2vG5m6yp8Jv385Y333XLORcQL3yOs1gA9gFhgMdA71HEdIOb1QLtKZU8B9/mX7wOe9C+fD3yC72FrA4F/hTj2YcAJwNKDjR1oA6z1/2ztX27dDNoxAbi7mrq9/d+rOKC7//sW1Ry+e0An4AT/cgrwoz/esPpMamlHWH0m/t9rsn85BviX//c8HRjlL58M/Mq/fCsw2b88CnirtvYF+btVU1teB0ZWU7/RvluRdAZWPqmmc64Y2DepZrgZAfzNv/w34OIK5VOdz0Igzcw6hSJAAOfcHKrOJlDf2M8BvnDO7XLO7Qa+AM5t+uj3q6EdNRkBvOmcK3LOrQNW4/vehfy755zb4pz7r395D7AC6EKYfSa1tKMmzfIz8f9e8/yrMf6XA07HN6EvVP089n1O7wBnmJlRc/uCppa21KTRvluRlMC6ABsrrGdS+xe/OXDA52b2HzMb4y/r4JzbAr4/ZuAQf3k4tK++sTfnNo31d39M2dftRpi0w9/9dDy+/ymH7WdSqR0QZp+JmUWZ2SJgG75/rNcA2c650mpiKo/Xvz0HaEszaAdUbYtzbt9n8nv/Z/JHM4vzlzXaZxJJCaxeE2Y2E0OccycA5wG3mdmwWuqGY/v2qSn25tqml/FNbNUP2AI86y9v9u0ws2RgBnCncy63tqrVlDWbtlTTjrD7TJxzZc65fvjmR+wP9KolpmbbDqjaFjM7BrgfOBo4GV+34L3+6o3WlkhKYHWZVLNZcc5t9v/cBryH70u+dV/XoP/nNn/1cGhffWNvlm1yzm31/8F6gb+wv8umWbfDzGLw/aP/D+fcu/7isPtMqmtHuH4mAM65bGA2vutBaeab0LdyTOXxWuCEv82mHRDQlnP93b3OOVcEvEYTfCaRlMDKJ9X0j+wZhW8SzWbJzJLMLGXfMnA2sJT9E3/i//mBf3kmcI1/hM9AIGdf11AzUt/YPwPONrPW/i6hs/1lIVXp2uIl+D4X8LVjlH/EWHcgHfg3zeC7579e8iqwwjn3XIVNYfWZ1NSOcPtMzKy9maX5lxOAM/Fdz/sG34S+UPXz2Pc5VZzwt6b2BU0NbVlZ4T9Ghu9aXsXPpHG+W40xCiVcXvhGv/yIr6/5gVDHc4BYe+AbXbQYWLYvXnz93l8BGf6fbdz+kUAv+dv2A3BSiOP/P3xdOSX4/md1w8HEDlyP78L0auCXzaQdf/fHucT/x9ipQv0H/O1YBZzXXL57wFB83TFLgEX+1/nh9pnU0o6w+kyAY4H/+eNdCjzkL++BLwGtBt4G4vzl8f711f7tPQ7UvmbQlq/9n8lSYBr7Ryo22ndLT+IQEZGwFEldiCIi0oIogYmISFhSAhMRkbCkBCYiImFJCUxERMKSEphImDKzPDPrEeo4REJFCUzkIJlvupszzew6M5vbxO8128xurFjmnEt2zq1tyvcVac6UwERCrMKjg0SkHpTARBqmF755mwb5u/SyoXwCwmfM7Ccz22pmk/2P2cHMTjWzTDO718yygNf8j8/5yMy2m9lu/3JXf/3fA6cAL/rf40V/uTOzI/3LqWY21b//BjN70Mw8/m3Xmdlcfzy7zTfJ4HlB/02JNDIlMJGGWQHcAizwd+ml+cufBHriezr6kfimhXiown4d8T2h+3BgDL6/xdf864cBBcCLAM65B4B/AmP97zG2mjhewPeA1x7Az4BrgF9W2D4A36OG2uGbxPJV/zPqRMKWEphII/MnhpuAcc43Od8e4HF8D4zdxws87HwTERY453Y652Y45/L99X+PLxHV5f2igCuA+51ze5xz6/FNJzK6QrUNzrm/OOfK8E2M2Ano0MCmioSU+t5FGl97IBH4T4WTHMM3jf0+251zheUbzRKBP+KbgXbfZIwpZhblTzq1aQfEAhsqlG0gcDLArH0Lzrl8f1zJdW2QSHOkMzCRhqv8ROwd+LoA+zjn0vyvVOdcci373AUcBQxwzrUC9k1eajXUr/x+Jfi6H/c5DNhUjzaIhB0lMJGG2wp09c8rhds/qeIfzewQADPrYmbn1HKMFHxJL9vM2gAPV/Me1d7z5T9Dm45v+vYUMzscGI9vCguRFksJTKThvsY3Z1uWme3wl92Lb06jhWaWC3yJ7wyrJs8DCfjOphYCn1ba/idgpH8U4cRq9r8d2AusBeYCbwBTDq45IuFB84GJiEhY0hmYiIiEJSUwEREJS0pgIiISlpTAREQkLCmBiYhIWFICExGRsKQEJiIiYUkJTEREwpISmIiIhKX/D8WONAs57VivAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3400, train loss: 0.0002, test loss: 0.0019\n",
      "a : 654, b : 75, y : 729\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3500, train loss: 0.0002, test loss: 0.0018\n",
      "a : 371, b : 227, y : 598\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3600, train loss: 0.0001, test loss: 0.0017\n",
      "a : 92, b : 126, y : 218\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3700, train loss: 0.0001, test loss: 0.0017\n",
      "a : 273, b : 193, y : 466\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3800, train loss: 0.0001, test loss: 0.0016\n",
      "a : 197, b : 163, y : 360\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 3900, train loss: 0.0001, test loss: 0.0015\n",
      "a : 222, b : 21, y : 243\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4000, train loss: 0.0001, test loss: 0.0015\n",
      "a : 943, b : 109, y : 1052\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4100, train loss: 0.0001, test loss: 0.0014\n",
      "a : 513, b : 211, y : 724\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4200, train loss: 0.0001, test loss: 0.0014\n",
      "a : 42, b : 239, y : 281\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4300, train loss: 0.0001, test loss: 0.0013\n",
      "a : 810, b : 69, y : 879\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4400, train loss: 0.0001, test loss: 0.0013\n",
      "a : 465, b : 52, y : 517\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4500, train loss: 0.0001, test loss: 0.0012\n",
      "a : 563, b : 96, y : 659\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4600, train loss: 0.0001, test loss: 0.0012\n",
      "a : 464, b : 165, y : 629\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4700, train loss: 0.0000, test loss: 0.0011\n",
      "a : 307, b : 179, y : 486\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4800, train loss: 0.0000, test loss: 0.0011\n",
      "a : 455, b : 139, y : 594\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 4900, train loss: 0.0000, test loss: 0.0010\n",
      "a : 344, b : 23, y : 367\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5000, train loss: 0.0000, test loss: 0.0010\n",
      "a : 826, b : 79, y : 905\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5100, train loss: 0.0000, test loss: 0.0010\n",
      "a : 158, b : 30, y : 188\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5200, train loss: 0.0000, test loss: 0.0009\n",
      "a : 664, b : 81, y : 745\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5300, train loss: 0.0000, test loss: 0.0009\n",
      "a : 870, b : 181, y : 1051\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5400, train loss: 0.0000, test loss: 0.0009\n",
      "a : 826, b : 9, y : 835\n"
     ]
    },
    {
     "data": {
      "image/png": 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EJNWkXKLKzkujkrTabT9B0GwhEZG4lXKJKivLUUrkFHV2srKliIjETlQSlZk9aWbrzGzRDvabmT1oZsvM7FMz69dasWRmsl2iCm7RdSoRkXgVrR7V08CIBvYfBxR4jwuBR1srEDMos8hEVbFJPSoRkXgVlUTlnJsFbGygyihgsguZB+SbWefWiqfcFznzT4lKRCR+xcsHfrsA4ctervLK1uzogMLCwl1+MfNlQ82P2ys/X876PTN2fEASac77lsjU7tSidieehtZOi5dEZfWUNThnvDkLwi32Z0HVj9u7ZeezVwosMJdKC+mFU7tTi9qdfOJl1t8qIPzeH3sBq1vrxSoDkUN/1cUa+hMRiVfxkqimAb/0Zv8NAIqdczsc9muu7RLVFiUqEZF4FZWhPzP7JzAM6GBmq4A/QuhTt865icBrwPHAMqAU+FVrxhNMS4vYrtmqD/yKiMSrqCQq59wZO9nvgN9EIxaAmkDkxInqreXRemkREWmieBn6i6pgenrEtnpUIiLxS4kKcGUVMYpERER2JiUTVU1anc9MlWvoT0QkXqVkonJ1elRUaOhPRCRepWSiCqarRyUikihSMlG59Mjp6VapRCUiEq9SMlGRGTn056vQZAoRkXiVkonKZdRJVFVKVCIi8SolExUZkUN/vkolKhGReJWSicqyIntU/ipdoxIRiVcpmqgie1T+avWoRETiVWomqkwlKhGRRJGSicqXHTn0F6jW0J+ISLxK0UQV2aNKq1GiEhGJV0pUQFqNbqEkIhKvUjNR1ZlMkRZUj0pEJF6lZKLyt4lMVOlKVCIicSslE1UgJzJRZTglKhGReJWaiapNIGI73Wl6uohIvErJRJVWp0eVSQU4F6NoRESkIamZqDKggjrL0ZerVyUiEo9SMlH5/VBB5OKJVVt0nUpEJB5FLVGZ2QgzW2pmy8zsunr2/8TMZpjZJ2b2qZkd35rxVFhm5PZmfZZKRCQeRSVRmZkfeAQ4DugDnGFmfepUuxGY4pw7EBgLTGjNmOomqqotGvoTEYlH0epRHQosc84td85VAs8Bo+rUcUBb73kesLo1A6r0RSaqys1KVCIi8Siw8yotogvwbdj2KqB/nTo3A2+a2WVAG+Do1gyoyhd5jap6q4b+RETiUbQSldVTVnc++BnA0865v5jZQOAfZvZz51ywvhMWFhY2K6AKi5z1t2rZSsoK03ZQO3k0931LVGp3alG7E09BQcEO90UrUa0CuoZt78X2Q3vnASMAnHMfmFkm0AFYV98JG2rUzhQWFlITyIKw0b4OOfns3YxzJoLCwsJmvW+JSu1OLWp38onWNaqPgAIz62Fm6YQmS0yrU+cb4CgAM+sNZALrWyugqkDkNapqTU8XEYlLUUlUzrlq4FJgOvA5odl9i83sFjM70at2NXCBmS0E/gmc41zr3S6iOhB5jcqVaTKFiEg8itbQH86514DX6pT9Iez5EmBwtOKpDmRFbNeUlEXrpUVEpAlS8s4UADXpkYkquFVDfyIi8SiFE1XkNSolKhGR+JSyiSqYEdmjcqVKVCIi8ShlE5XLjOxRUaZrVCIi8SiFE1Vkj4oy9ahEROJR6iaqrMgelZWrRyUiEo9SNlHZdolKPSoRkXiUuokqO3Loz1ehHpWISDxK2UTlaxPZo/JXqkclIhKPUjZR+XMie1T+KvWoRETiUcomqro9qoB6VCIicSllE1WgbeRNaQPV6lGJiMSj1E1UdYb+0pSoRETiUuomqvw2EdvZ1VtiFImIiDSk0YnKzK4ys77e8wFm9o2ZLfeWjU84gU67RWznV/8Qo0hERKQhTelRXQl87T2/A7gPuB24v6WDiob0TvkEsdrtvGARtr7VFhQWEZFd1JREleecKzazXOAA4CHn3CSgV+uE1rp26+hjA5G9qsDlV8coGhER2ZGmJKpvzWwQMBaY5ZyrMbO2QE3rhNa6MjNhOT0jyrJfm4bvs89iFJGIiNSnKYnqGuBFYDxwq1d2AvDflg4qWh7c88/blbUZOZLAu+/GIBoREalPoxOVc+4159yezrnuzrmPveIXgBNbJ7TW1/G0wdzFtRFlvs2baXPSSbQZNYq0F1/UOlUiIjEWaGxFM+sDbHDOfW9mOYR6WDXAvUBVK8XXqsaPr6DT/bfzE77hDJ6L2Bd47z0C772Hy8ykeuBAqo84gppDDqHmgAMgOztGEYuIpJ5GJyrgWeB04HtCyakXUA78DRjX8qG1vrQ0+N/CUg4b8v9YsKUvd3HddnWsvJy0GTNImzEDgKDPT8U+ffANOJjgAftT06cPNb17Q9u20Q5fRCQlNCVRdXfOLTUzA8YA+wJl/DhlPSF16+aY/uZWzjnnd8xZOpg/cwNDeX+H9X3BGrK++Ay+iJx0sWW3bpT32pf0fn1I69eHmj59CP70p6FsKCIiu6wpiarCm5reB/jWOfeDmQWAzJ0cB4CZjQAeAPzAE865O+upcxpwM+CAhc65M5sQ3y7r3TvIzJklPPDAwZz0+Ez23LCIc3iak3iJ7qxs1DlyN6wkd+5KmPtabVmVL50NHXpR2rM3tn9v2g7qTdqBvXFdu4IvZW8KIiLSJE0d+nsXyAUe9sr60YgelZn5gUeAY4BVwEdmNs05tySsTgFwPTDYObfJzDo2IbZmy8qC666r4IorKnj99b158807+cvMe8hes5zhvMkg5tKfD9mbrxp9zrRgJZ3WfQbrPoN5wGOh8lJfDqvb92Fztz4Ee/cm+9DedDiiNxldd2+dxomIJLBGJyrn3JVmNhyocs7N8IqDhO5YsTOHAsucc8sBzOw5YBSwJKzOBcAjzrlN3uuta2xsLSkzE8aMqWLMmND8kHXr9mDBgnP47LPz+M+XPtZ/sYn8Lz+md9n/2I/P2I/P6MVS/AQb/RrZwRL2/uG/8MN/4WPgmVD5D77d+S5/X7b27E1gQD/2OLEf+Yf0BLMGzyciksya0qPCOfemmf3Eu7/fd865+Y08tAvwbdj2KqB/nTr7AJjZHELDgzc7595oSnytoWNHx/Dh1QwfXu2VZOLcYNatG8KXX/p46ysfTyytonLhUnKWL2aPdYvoE1zEz1lEF1Y36bU6BNfTYeNM2DgT5gMPwyZfe5bvdgil+x9MuxH96HLqwfjy81q4lSIi8cucc42raNYZeA4YAGwEdgM+AM5wzjX4F9nMTgWOdc6d722PAw51zl0WVucVQtPcTwP2At4Hfu6cK9pWp7i4uDbYwsLCRsUdbTU1sHZtOt9+m8n6pWXY4q/JWfEVHdd9Sc+tS9iXRbSjaOcn2tH58bE090BW/2wAGccdQPYxvXGZjbpMKCIStwoKCmqf5+XlRQwjNSVR/Qv4BrjeObfVzNoAfwZ6OOca/NCv1wO72Tl3rLd9PYBz7o6wOhOBec65p73td4DrnHMfbasTnqiao7CwMOJNiZaqKli5wlg9/3tKPvwc/5IltF25hD03LqGgajFZNH2V4UrS+brLIKpGjGDPi0bgL+i+w7qxanesqd2pRe1OfHUTVVOG/oYAnZ1zVQBesroW+K4Rx34EFJhZD6/+WKDujL5/AWcAT5tZB0JDgcubEF/cS0uDvQscexd0hDM6AofX7tu8tYbPZq5k/btLcfMX0GH5fHpv+Yg8Njd4znQq6fXdTJg0EyZdx3f5fSg/9nh2v+B43EEH6vqWiCS8piSqTYSmpi8MK+sFOx/Hcs5Vm9mlwHRC15+edM4tNrNbgPnOuWnevuFmtoTQHS+ucc5taEJ8CS2zjZ9eI3vSa2RP4DgAKsuD/Pf1r1j3ysf4/zuf7t/NpXdwSYPn6VK0BJ5fAs/fy/r8n1Iz9jTaXHgqwZ49GzxORCReNWXo7wJCQ32TgJVAN+BXwE3OucdaLcIwiT7011zBIBS+v541/282gfdn0WfNDHqwolHH/vDTg9lyyjG0v+w3kJPTuoHGmUT9fjeX2p1akqnddYf+mnJT2scJ3UKpA/AL7+s4QhMfJAp8Puh1+O4Me2wMQz7/K2nfLuBf9yzkH/3uZrb/cGoa+HZ2+Go+Pe66g4yf9sF/1bX4vvwyipGLiOy6Rveo6j3YLAModc75Wy6kHUv1HlVDKirg/X8Vs+rxd+nxv38zIvgq6Tu5V3DpkSMIjr+GmoMOilKUsZGM3+/GULtTSzK1e5d7VA3Q1fo4kJEBR5+exzlvj6Hfyqd5+s6vuaXro7zH0B0ek/3uG+QcdRQZo0/B//HHO6wnIhJLLZGoWqSXIy0nNxdOvyiHyz87AzfjVa4c8yV3+m/ge+q/K1XmzLdDCevCi7A1a6IcrYhIw3Y668/Mjmxgd3oLxiKt4MADazjwqY6sX/97/nDb+VRPmcuFZQ/Sv56FmTOnPEdg2n+ouvF6Ki++GPxRGdEVEWlQY6anT9rJ/m9aIhBpXbvv7rjg0g3scesJPP3UGO6+932u2HIbhzE7ol6gfCuBG2/Epr1K1d8mEOzRI0YRi4iE7HTozznXY2ePaAQqLaNtW/jt5VX8ddEApl39JiPT3+Qzfr5dvcz/fkDWwCGkvfhiDKIUEfmRFkVKUXl5cONNlfxlYX/uOPVDLuERNpEfUSdQvpXs888n/YbxUF29gzOJiLQuJaoU17mz49HHqxjx719yQreFvM6I7epkTXiE9DP+D8qbfi9CEZHmUqISAA4/vIaXPszjtd+8zK+ZSEWdeTJZb71B2pjToKQkRhGKSKpSopJamZlw2+0VjHjp/xjV7j1W0SVif/YHs0g78+zQbeBFRKJEiUq2c+SR1dw3uw/jes1jEftG7Mue9Q6By66CZtzRRESkKZSopF5dujieeSeXm4a8xf84MGJfm+f+QeCpp2MTmIikHCUq2aGcHHj0hWxuGfAfvqZ7xL70a6/H9/nnsQlMRFKKEpU0KCsLHnkxh8v3/g8ltKktT6suh3MugZqaGEYnIqlAiUp2KicHbpv6E67NeTiiPHfpJ/gnPR2boEQkZShRSaN06+YYMvEUXuCUiPLAH2/FNm6MUVQikgqUqKTRRp5Qw7sn3BUxBJhZVoT7y8MNHCUi0jxKVNIkV/6lA3el3RhRlvnY37ANG2IUkYgkOyUqaZI99nD4L78gYm2rjKqt2IOPxjAqEUlmSlTSZBdcEeDBzGsjynyTJkNFRYwiEpFkpkQlTZaTA+6CsymmbW1Zm5J1BP49LYZRiUiyUqKSXXLOpelM9p0dUVbx4FMxikZEklnUEpWZjTCzpWa2zMyua6DeKWbmzOzgaMUmTbfHHo7Ph10YUdZ+0VzsGy34LCItKyqJysz8wCPAcUAf4Awz61NPvVzgt8CH0YhLmufIi3vwAQMiC/85NTbBiEjSilaP6lBgmXNuuXOuEngOGFVPvVuBuwGt0JcAjjyymlfyzowoq/nHCzGKRkSSVbQSVRfg27DtVV5ZLTM7EOjqnHslSjFJM/n9UD1mNNX4a8varVqCb/HiGEYlIskmEKXXsXrKahc0MjMf8FfgnMaesLCwsFkBNff4RNXS7e51WBvefHo4x/N6bVnRxEl8/9uLW/R1mkvf79SidieegoKCHe4zF4UF8MxsIHCzc+5Yb/t6AOfcHd52HvAVsG2d807ARuBE59z8becpLi5ukWALCwsbfFOSVWu0OxiEP/b8Fw8WnVNbtqVjD4JL/wdW3/8n0afvd2pRuxNfXl5exB+PaA39fQQUmFkPM0sHxgK1H7pxzhU75zo457o757oD86iTpCQ++XzgP+l4ysmoLctd9zX+Tz6JYVQikkyikqicc9XApcB04HNginNusZndYmYnRiMGaT3HnprFaxwfUWZTXopRNCKSbKL2OSrn3GvOuX2ccz91zt3ulf3BObfd7Qycc8PUm0oc/fvX8EbeaZGFU14OjQuKiDST7kwhzebzQfqY4RHLf7TZ+B3+D/VxOBFpPiUqaRHHnpTONCJHcf0vaPhPRJpPiUpaxKBBNbyWGzn8Z1P/BdXVMYpIRJKFEpW0iEAAMkcdRRF5tWWZxevxz54dw6hEJBkoUUmLOX6Mj5cZE1EWeOHFGEUjIslCiUpazNCh1bzSJnL4L/DCVC1TLyLNokQlLSYtDbJOOJxv2au2LFBZRvoTT8QwKhFJdEpU0qJ+McbxAJdHlKU9OhGKimJvYR7PAAASGklEQVQUkYgkOiUqaVFHHVXNvzueH7FMvb9oE5m33x7DqEQkkSlRSYtKS4OTzsnkbq6NKM94/HEC06fHKCoRSWRKVNLizj67kvt9V/EVPSPKs887D//cuTGKSkQSlRKVtLguXRyjx/o5h6cjFlW0khLajB5N+mOP6T6AItJoSlTSKq69tpx5gSFcwz0R5VZZSda119Lm2GPx/+9/MYpORBKJEpW0iu7dHRdeWMn9XMkNbD+RIvDRR+QceSTZp52G/6OPYhChiCQKJSppNTfeWE6PHjXcwQ2cznNsJne7OmlvvknOMcfQ5phjSPvnP6GsLAaRikg8U6KSVpOdDU8+WUZWlmMKp7M/n/Iyo+utG/joI7IvvpjcPn3IvPFGbMWK6AYrInFLiUpa1YEH1vDEE6UEAo6VdOckXuYY3mQuA+ut79u0iYyHHyb3wAPJPv10Au+8A85FOWoRiSdKVNLqRo6s5vnnS8nJCSWctzmGwczhKN7mTY6p9xhzjrTp02lz8sm0Oe44TbwQSWFKVBIVRx1VzYwZJfTrt219KuNdjuJY3qSAL7mXq9lA+3qPDcybR5ujjiLj1lu1vpVIClKikqgpKAgyffpWbr21jLZtfxzOW0YB13AvXfiOs3ma+Ry03bHmHJl/+QvZp54KW7dGM2wRiTElKomqtDS47LJKFizYwm9/W0Fu7o8Jq4JMJnM2h/ARA/iAafxi++NnzKDNySdDSUk0wxaRGFKikpho395xyy3lLFq0mVtvLWPPPcPvVGF8yABGMY3hTGc1nSOODcybR/Z550FNTXSDFpGYUKKSmMrLC/WwFi7cwuOPl3LAAZHJ5y2G05cFfEy/iPK06dPJ/NOfohmqiMRI1BKVmY0ws6VmtszMrqtn/1VmtsTMPjWzd8ysW7Rik9hLS4NTT61i5swSXn21hGOPrardt56OHMm72yWrjAcfJPDuu9EOVUSiLCqJysz8wCPAcUAf4Awz61On2ifAwc65/YEXgbujEZvEFzMYPLiG558v5eWXt9KtW2hIcDN5nMg0vmPPiPpZF1+M/fBDLEIVkSiJVo/qUGCZc265c64SeA4YFV7BOTfDOVfqbc6DsPXMJSUdcUQ17723hSOPDPWuVtOF03memrAfW9/335N5zTWxClFEoiBaiaoL8G3Y9iqvbEfOA15v1YgkIeTnwz//Wcpxx4WS1RyGcBs3RtRJf/llAq++GovwRCQKzEXh9jRmdipwrHPufG97HHCoc+6yeur+H3ApcLhzriJ8X3FxcW2whYWFrRu0xJXycuOii3qxeHEOfqqZxwAO5uPa/ZW7787i55+nJnf7G9+KSPwrKCiofZ6Xl2fh+wJRimEV0DVsey9gdd1KZnY0MJ56klRd4Y1qqsLCwmYdn6gSvd1TpwY54ogga9YEOI9JzOdg0gjdqSJ9/Xr2/fvfKXvgge2OS/R27yq1O7Ukc7ujNfT3EVBgZj3MLB0YC0wLr2BmBwJ/A050zq2LUlySQDp1cjzxRCk+n+NTDuBOIiePpv/97/jfey9G0YlIa4lKonLOVRMazpsOfA5Mcc4tNrNbzOxEr9o9QA7wgpktMLNpOzidpLDBg2u47rpQZ/s2buRzfhaxP+vyy6G0tL5DRSRBRe1zVM6515xz+zjnfuqcu90r+4Nzbpr3/Gjn3B7Oub7e48SGzyip6uqrKxg6tJpKMjiPSQT5cTjbv2IFGffdF8PoRKSl6c4UknD8fnjssVI6dgzyAYN4mEsj9mc88AC+L7+MUXQi0tKUqCQhhV+vupHbIu4HaFVVZP3ud1pwUSRJKFFJwho6tIbx4yvYQluu5K8R+wKzZpH24osxikxEWpISlSS0K6+sYPjwKqZw2narBWeOHw9FRTGKTERaihKVJDSfDyZOLGOvvRy/4REqSP9x37p1ZN5+ewyjE5GWoEQlCa99e8fTT5eyMm3v7T9bNWkSWcuWxSgyEWkJSlSSFA4+uIY//amcO7ieZfy0ttyCQbred58mVogkMCUqSRoXX1zJMSf4uYrIz1G1/egjAm+8EaOoRKS5lKgkaZjBww+X8ulPRvI2R0XsS7/hRqisjFFkItIcSlSSVPLz4amny7jG95eIdavSvv6K9Mcfj2FkIrKrlKgk6fTrV8PRV/XicS6IKPf/+R5sw4YYRSUiu0qJSpLSNddU8EzBHymmbW1Z+tYiAnfcHcOoRGRXKFFJUsrIgNsey+U2i1wNOOPJSfg0XV0koShRSdI68MAaSs75NV/TvbbMH6zG/f7mmMUkIk2nRCVJ7fd/gFuybosoa/vOK/jnzo1RRCLSVEpUktTatXN0vnwQ8+gfUV59xU0QDMYoKhFpCiUqSXqjRm9g4k/viijL//Jj/FNfjlFEItIUSlSS9Px+GPvwQUzlpIjy4LV/gvLyGEUlIo2lRCUpYeDAGmYeewtVBGrL2m76huCD+hCwSLxTopKUcfF9XXk8cHFEWca99+pDwCJxTolKUkaXLo6iy66liLzasuzKYirO+g3U1MQwMhFpiBKVpJRzr81lQv4NEWW7z3sDN+4iKC2NUVQi0hAlKkkpWVlQ8ND5zOegiPL8114gcMAA0h96CN/nn2vqukgcCey8SsswsxHAA4AfeMI5d2ed/RnAZOAgYANwunNuRbTik9Qx/Bd+7v3VFDo/dRhdWF1b3mb9N3DTTXDTTVQFMindoxvVe/4EOrTHv0d70vZoh7XPC2W7zExcZiZkZeEyMiAzE/x+nN8PPl9oquG2RyCAq1vm84XWJTEL7YPa7Z0+wo6tfYgksagkKjPzA48AxwCrgI/MbJpzbklYtfOATc65vc1sLHAXcHo04pPUc8U9u3HT6ne4fPooevHldvvTqsvJ+24pfLc0BtHtmiCGw0t+GAdgOPPVbofvC38OhrNQ3YhtwhNg6LnzkmLEvnrKHIbtqP62OhZZf0fnqvvaO6vfMego8fla5vz17GvwvWiw/o/n3ra38eeo/z0M/yclo7qa1YG07arUPa7uednJ96YxdcrOGEev8b/YPr4WEq0e1aHAMufccgAzew4YBYQnqlHAzd7zF4GHzcyc0xri0vICAbjt2c7cecNsuvztNi5hAmlUxzqsZvHhAAfhvzH67ZEoeGvhsFY9f7QSVRfg27DtVVDnnjZhdZxz1WZWDOwG/FDfCQsLC5sVUHOPT1Rqd6TTzofFAy/i9McuoecH/+EIN4MBzGM3NkY5QpHEtbV0a7P/thQUFOxwX7QSVX2D6HX/12tMnVoNNWpnCgsLm3V8olK761dQAKNHQ1HRBXzwwcXcv9jP918UY8u/JnPjWtK3bCBz60baVGwk120mizKyKCOT8ojnfmoa/fDVDtSFHnW3G3psq+tTd0niRJvsNq36tyVaiWoV0DVsey8Iu4odWWeVmQWAPNC/tRI9+flw3HHVHHdcNZAJ9PYeP6qpgYoKqKgwKipCd2CqqDCqqqCiBpyDmhojGAzVDf8aDP5YXuPV3TawXd/XuoPeP+6zyDrO4YKhJOaCrnbH92vXsEfHPcAFIRhZp+7X2pMFg+BC5XVf2OoGErGvgbKw+vWVNVR/uzemnnp1X3vDho3s1r5dk87fmPY6t7PXpp6y7eu7uvV2Fk/dOjsoK9q0ifz8/IiynZ6n3isrkWXWiNfuenTPes7TcqKVqD4CCsysB/AdMBY4s06dacDZwAfAKcC7uj4l8cbvh+xsyM6O9wtBRmHhVgoK/IQm2qYOjRwkn6gkKu+a06XAdEK/NU865xab2S3AfOfcNGAS8A8zW0aoJzU2GrGJiEh8i9rnqJxzrwGv1Sn7Q9jzcuDUaMUjIiKJQXemEBGRuKZEJSIicU2JSkRE4pol0sS64uLixAlWRER2SV5eXsTnatWjEhGRuKZEJSIicS2hhv5ERCT1qEclIiJxLaUSlZmNMLOlZrbMzK6LdTzNZWZPmtk6M1sUVtbezN4ys0Lvazuv3MzsQa/tn5pZv7BjzvbqF5rZ2bFoS1OYWVczm2Fmn5vZYjO73CtP6rabWaaZ/dfMFnrt/pNX3sPMPvTa8LyZpXvlGd72Mm9/97BzXe+VLzWzY2PToqYxM7+ZfWJmr3jbqdLuFWb2mZktMLP5XllS/6xvxzmXEg9Ct276CugJpAMLgT6xjquZbRoK9AMWhZXdDVznPb8OuMt7fjzwOqF7bQ4APvTK2wPLva/tvOftYt22nbS7M9DPe54LfAn0Sfa2e/HneM/TgA+99kwBxnrlE4GLveeXABO952OB573nfbyf/wygh/d74Y91+xrR/quAZ4FXvO1UafcKoEOdsqT+Wa/7SKUeVe3ijc65SmDb4o0Jyzk3i+3vMD8K+Lv3/O/A6LDyyS5kHpBvZp2BY4G3nHMbnXObgLeAEa0f/a5zzq1xzv3Pe74F+JzQemZJ3XYv/hJvM817OOBIQouNwvbt3vZ+vAgcZWbmlT/nnKtwzn0NLCP0+xG3zGwvYCTwhLdtpEC7G5DUP+t1pVKiqm/xxi4xiqU17eGcWwOhP+hAR698R+1P6PfFG9Y5kFDvIunb7g1/LQDWEfpj8xVQ5JzbtjxxeBsiFiMFti1GmnDtBu4HrgWC3vZupEa7IfTPyJtm9rGZXeiVJf3Perio3ZQ2DjRpYcYktKP2J+z7YmY5wFTgCufc5tA/zfVXracsIdvunKsB+ppZPvAydRfM8qp5X5Oi3WZ2ArDOOfexmQ3bVlxP1aRqd5jBzrnVZtYReMvMvmigbrK1HUitHlVjFm9MBt97XX28r+u88h21PyHfFzNLI5Sk/p9z7iWvOCXaDuCcKwJmEroOkW+hxUYhsg217bPIxUgTrd2DgRPNbAWhIfsjCfWwkr3dADjnVntf1xH65+RQUuhnHVIrUdUu3ujNDhpLaLHGZLNtAUq8r/8OK/+lNytoAFDsDRlMB4abWTtv5tBwryxuedcbJgGfO+fuC9uV1G03s929nhRmlgUcTej63AxCi43C9u3e9n6EL0Y6DRjrzY7rARQA/41OK5rOOXe9c24v51x3Qr+37zrnziLJ2w1gZm3MLHfbc0I/o4tI8p/17cR6Nkc0H4RmxHxJaFx/fKzjaYH2/BNYA1QR+o/pPEJj8e8Ahd7X9l5dAx7x2v4ZcHDYec4ldGF5GfCrWLerEe0eQmjY4lNggfc4PtnbDuwPfOK1exHwB6+8J6E/uMuAF4AMrzzT217m7e8Zdq7x3vuxFDgu1m1rwnswjB9n/SV9u702LvQei7f93Ur2n/W6D92ZQkRE4loqDf2JiEgCUqISEZG4pkQlIiJxTYlKRETimhKViIjENSUqkQRlZiVm1jPWcYi0NiUqkV3kLb9wtJmdY2azW/m1ZprZ+eFlzrkc59zy1nxdkXigRCUSY2G3ARKReihRiTRPb0JrIQ30huKKoHbxvnvN7Bsz+97MJnq3PcLMhpnZKjP7vZmtBZ7ybm3zipmtN7NN3vO9vPq3A4cBD3uv8bBX7sxsb+95nplN9o5faWY3mpnP23eOmc324tlkZl+b2XFRf6dEdpESlUjzfA5cBHzgDcXle+V3AfsAfYG9CS2p8Iew4zoRWsSuG3Ahod/Fp7ztnwBlwMMAzrnxwPvApd5rXFpPHA8RuvlqT+Bw4JfAr8L29yd026AOhBbdm2QN3G5eJJ4oUYm0MC8BXABc6UIL1W0B/kzohqrbBIE/utAifmXOuQ3OuanOuVKv/u2EEk5jXs8PnA5c75zb4pxbAfwFGBdWbaVz7nEXWibk74RWSd6jmU0ViQqNjYu0vN2BbODjsE6LAf6wOuudc+W1O82ygb8SWnW1nVeca2Z+L7k0pAOQDqwMK1tJ5MJ4a7c9cc6VenHlNLZBIrGkHpVI89W9s/MPhIbu9nXO5XuPPOdcTgPHXA30Avo759oCQ71y20H9uq9XRWjYcJufAN81oQ0icUuJSqT5vgf28tY5wzkXBB4H/uqtyoqZdTGzYxs4Ry6h5FZkZu2BP9bzGvV+ZsrrcU0BbjezXDPrBlwFPNOMNonEDSUqkeZ7l9BaQWvN7Aev7PeE1v2ZZ2abgbcJ9Zh25H4gi1DvaB7wRp39DwCneLP2Hqzn+MuArcByYDbwLPDkrjVHJL5oPSoREYlr6lGJiEhcU6ISEZG4pkQlIiJxTYlKRETimhKViIjENSUqERGJa0pUIiIS15SoREQkrilRiYhIXPv/ZYlEHsynxJUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5500, train loss: 0.0000, test loss: 0.0008\n",
      "a : 652, b : 109, y : 761\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5600, train loss: 0.0000, test loss: 0.0008\n",
      "a : 103, b : 214, y : 317\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5700, train loss: 0.0000, test loss: 0.0008\n",
      "a : 262, b : 132, y : 394\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5800, train loss: 0.0000, test loss: 0.0008\n",
      "a : 743, b : 158, y : 901\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 5900, train loss: 0.0000, test loss: 0.0007\n",
      "a : 608, b : 13, y : 621\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6000, train loss: 0.0000, test loss: 0.0007\n",
      "a : 588, b : 125, y : 713\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6100, train loss: 0.0000, test loss: 0.0007\n",
      "a : 625, b : 146, y : 771\n"
     ]
    },
    {
     "data": {
      "image/png": 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iElsJmKjCe1QpJbr0JyLiZ1FJVGb2tJltMbMv9rPdzOwxM1trZsvN7IS6iiUlK7xHlVKiS38iIn4WrR7VM8CgSrYPBjp6ryuAJ+sqkOSsiB5VmS79iYj4WVQSlXNuIbCtkirDgKku6H2gsZm1qotYIntUqaVKVCIifuaXL/y2BkKnvdzklX23vx1ycnIO6kSbt4df6kst233Qx/Kr+taeUGpbfFLb4lM021bZnGV+SVRWQVmlkyQe7ERsmUnhPag0V1CvJqzTBHzxSW2LT2pbdPhl1N8mIPRZHW2Ab+viRGnZ4feo0imEOJrlWEQk0fglUc0GRnuj/3oDuc65/V72q4n0BlBA+H0qPe9PRMS/onLpz8z+CQwEmpnZJuAOIAXAOTcZmAucBawF8oFL6yqW9HQoID3Yk9pjd0Fwg4iI+E5UEpVzbuQBtjvgmmjEEghAPg1oTG55WdGOAlKbROPsIiJSXX659BdVhRbeeyraoSHqIiJ+lZCJqsjC71EV79TMoCIifpWYiSoQ0aPK1fP+RET8KjETVVJ4j6okTz0qERG/SshEVRzRoyrO0/B0ERG/SsxEFdGjKt2lRCUi4lcJmahKklPD1/M06k9ExK+UqIDSfN2jEhHxq8RMVEnh96jK8nXpT0TErxIyUZWlpIStu91KVCIifpWQiaokJXwwRZkSlYiIbyVkoiqLSFQUKFGJiPhVYiaq1MhLfxr1JyLiVwmaqCLno9KoPxERv0rIROVSw4enW6F6VCIifpWQiYq08Et/VqR7VCIifpWQicqlhfeoAupRiYj4lhIVYMW6RyUi4lcJmagsPfzSX1KRelQiIn6VmImqQXiPKqlE96hERPwqIRMVkT2qYiUqERG/SshEFYjoUSWX6NKfiIhfRS1RmdkgM1tjZmvN7OYKth9uZm+b2WdmttzMzqqrWAIZ4T2q5FIlKhERv4pKojKzJOAJYDDQCRhpZp0iqt0KPO+cOx4YAUyqq3gCGRE9qlJd+hMR8ato9ah6Amudc+ucc0XADGBYRB0HNPKWs4Fv6yqYpIzksPXUMiUqERG/Sj5wlVrRGvg6ZH0T0Cuizp3Av83sWqAhcHpdBRN56S9Vl/5ERHwrWonKKihzEesjgWecc38xsz7As2bW2TlXVtEBc3JyDjqY5IbhiSqlrLBGx/Ob+tSWSGpbfFLb4lM029axY8f9botWotoEtA1Zb8O+l/bGAIMAnHPvmVk60AzYUtEBK2vUgXzy9fKw9TQKanQ8P8nJyak3bYmktsUntS0++alt0bpH9RHQ0cw6mFkqwcESsyPqfAWcBmBmxwLpwNa6CCYpokeV5nTpT0TEr6KSqJxzJcA4YD6wiuDovhVmdreZDfWq3QBcbmbLgH8Cv3bORV4erBWpmRGDKSiGsgqvMIqISIxF69Ifzrm5wNyIsttDllcC/aIRS3IKFJBGOntH+5XsKiQ5q0E0Ti8iItWQkE+mMIMC0sPKinZoiLqIiB8lZKICKLLw6eiL8zTVh4iIHyVwoorsUWlAhYiIHyVsoioMhCeq4p3qUYmI+FHCJqqSQMSlv53qUYmI+FHCJqripPBEVbJLgylERPwocRNVcvilvxINphAR8aWETVQlET2q0l269Cci4kcJm6hKkyMSVb56VCIifpSwiaokJfzSn3pUIiL+lLCJqiwlvEfldmswhYiIHyVwogrvUZXt1qU/ERE/StxElaoelYhIPEjYROUiE1WB7lGJiPhRlROVmY03s+7ecm8z+8rM1nnTxscdlxaeqCjQpT8RET+qTo/qemC9t3wf8DBwL/BIbQcVDS4t/B7V8UunxigSERGpTHUmTsx2zuWaWRbQDTjdOVdqZn+po9jqVHGjJmHrh+SuZ8fWrbjmzWMUkYiIVKQ6PaqvzawvMAJY6CWpRkBp3YRWt35od/w+Ze7Bx2IQiYiIVKY6PaobgReBIuBcr2wI8GFtBxUNpSeetE9Z9v8+zu5jOlB06aXBaYBFRCTmqtyjcs7Ndc4d5pxr75z7xCt+ARhaN6HVrZMHlNKBdfuUNxg/noZDh5I8bx6UxmVnUUSkXqnOqL9OZtbCW840s7uACUBKXQVXl5o3d1x2d0suYhrFER3L5HffpeHIkWQdfTQNrrmG5FmzsK1bYxSpiEhiq849qulAY2/5IWAA0Af4a20HFS3XXlvET4MvYDgvU0DaPtsDP/xA6j/+QcNLLqFRx46kdTuJ9HHXkvLsswQ+/xyKi2MQtYhIYqnOPar2zrk1ZmbAcOA4YDd7h6zHHTOYMiWfMWPOpMe8j3iE6ziNt/ZbP33jWti4FqY9C0BJchq57TrjunejQf9ulB3fjbJjj4XI72iJiMhBq06iKvSGpncCvnbO/WBmyUD6AfYDwMwGAY8CScDfnHN/rqDOBcCdgAOWOecurEZ8ByUjA/7xj3yefvpILn7odVpv/pRreIJf8hLZ7Kh03+SSQg758hP48hOYGSwrthS2HtqJXUd3I/mkLjT+WVcCx3eGhg3ruikiIvVSdRLVdOAtIAuY6JWdQBV6VGaWBDwBnAFsAj4ys9nOuZUhdToSvOfVzzn3k5kdWo3YaiQQgLFjixg1qohZszox69X/5fdvTqZ73iLOYi4n8y4n8CnJVRiJn+KKOez7ZfD9MlgIPAxlGN80PIqtbbtT2LkbGf260mpwZ9JaNj7g8UREEl2VE5Vz7noz+zlQ7Jx72ysuI/jEigPpCax1zq0DMLMZwDBgZUidy4EnnHM/eefbUtXYaktaGlxwQTEXXFBMaSmsWdOTTz7pw18/S2LDF7vJWvkR3fKWcCKfcAKf0oZvqnTcAI62u9bQdvUaWP1ccJD/9bAptQPft+5O4Ym9aDKsD60GHYelVOdvBxGR+q9avxWdc/82s8O95/t945z7uIq7tga+DlnfBPSKqHMUgJktJnh58E7n3GvVia82JSVBp05ldOpUxqhRxYDhXE+2bOnF6tUBpq9O4tvPtpK0bDnNNn7GMfmfcjyf0Z6NVT5Hm6L1tFm/Hta/DC9CHpnkHNqH3T360fz8vhw65ARIVuISkcRmzrmqVTRrBcwAegPbgEOA94CRzrlvD7Dv+cCZzrmx3voooKdz7tqQOnOAYuACoA3wLtDZObd9T53c3NzyYHNycqoUd7Rs357M+vXpbF6xm8CytWSvW03r77+gU+FSjuY/B3XMn6wJK9ueQuHP+tDo/O5waNNajlpExB86duxYvpydnR32xIXqJKp/AV8BE5xzu8ysIfAnoINzrtIv/Xo9sDudc2d66xMAnHP3hdSZDLzvnHvGW38TuNk599GeOqGJqiZycnLCfih1aedOWLcsnx/fWoH7ZBlZa5fRZstSOhavrNI9rz3KML5s3ovCoefQ5vqhWJvDKqwXzbZFm9oWn9S2+BTLtkUmqupcV+oPtHLOFQN4yeoPUKUbNR8BHc2sg1d/BBA5ou9fwEjgGTNrRvBS4L6PjogzWVnQrX8G9O8B9Cgv3/h1AV/+azW73/qIJp8v5tgfF9Pc7f9LxQEcHbe+D1Pep2zKBDa07Ufq6OFkXX4uNNagDBGpv6rzhd+fCA5ND3U0sL2CumGccyXAOGA+sAp43jm3wszuNrM9vbH5wI9mthJ4G7jROfdjNeKLK83aptPr2u4MfPlyuq19hsCW//De0x8z66yJvNH8V/zI/i/zBXAc8fUi2tx7A+lHHMOOc64isOQ9qGLvWEQknlSnR/UA8IaZTQE2Au2AS4HbqrKzc24uMDei7PaQZQeM914JJznF6PTLI+n0yyOBi8nfWcr8vy1l1wtv0GHNvzm+9JMK90srK6Dtgn/Cgn+yreUxNBk9HMb/DtKr9PU2ERHfq85DaZ8CfgU0A37hvY8iOPBBallGVhK9rz+R05bcRJvv3mTe5FU82/U+PrF9n/q+R9PNq/mvB+4jpWNXkh96GLYfsLMrIuJ71bn0h3PuLefcWOfcWd4IvneAW+omNNkjNRX6jmjF0IVX0XzDGzxz6+dManUXG2hXYf2MnVto+N93k35sN1IfeRR2745yxCIitadaiWo/NHFTFGVnw/Dft+WiVb8j57Xl3NnnVWZy7j5PgAdI251LgzvvIL1bD1JeeEH3sEQkLtVGotJvvxjp2dtx/bx+HLn0aW4ZuZqHA+PZSeY+9dK2bCLj8stJG34+9tVXMYhUROTgHTBRmdnP9vcCTo1CjHIA7ds7bnmyGWcsvYMrB3/KbXYP28nep176gjfI6NWXlGnTYhCliMjBqcqovykH2K4/0X3i8MMd19+di93zO8bcMJZ+7zzAOCaSyt55s5J355E8bhwFi5ZQ+PBDwcfHi4j42AF7VM65Dgd6RSNQqbojjyxjyr8acNg/7+HM1st5hwH71EmfMZ20n52JfVvp069ERGKuNu5RiQ+ZweDBJUz/qBXP/eY1ruRJdhHee0pf/Tmpp55JYM2aGEUpInJgSlT1XEYG3Hd/EWfPvpihLd5nFceEbU///mvSzhhMYPXqGEUoIlI5JaoEMWBAKU8tacf4/kuYRfgzhFN3bCP5rOHYhg2xCU5EpBJKVAnkkEMc/5gV4K2rp/NXrgjb1mDbdyQP+xXk5cUoOhGRiilRJZikJLj7TyVsvuN/mMRVYdsyNq4hcMVv9cVgEfEVJaoEdd31xWy760H+yYiw8qy5L5H8j+kxikpEZF9KVAls3G9LeG/MJJbTJaw8cOOt2JYtMYpKRCScElUCM4M77g9wb/cZ5NOgvLzB7p8ou/GOGEYmIrKXElWCS06G26e14b70O8PKG82aQWDFitgEJSISQolKaNPG0eSuq/iC48rLAjiK//DfMYxKRCRIiUoA+PXYMv63XXhiarp4HoFVq2IUkYhIkBKVAMFh633vO5336RVWXnD/X2MUkYhIkBKVlBs0uJQXDh8fVpb9ygzsxx9jFJGIiBKVhDCDY24exEYOLy9LLS2A516KYVQikuiUqCTM0F86pqaHP16p4G8vxCgaERElKomQng5F558fVnboug8JfPlljCISkUQXtURlZoPMbI2ZrTWzmyupd56ZOTM7KVqxSbjTLjtsn8kWS2e8HKNoRCTRRSVRmVkS8AQwGOgEjDSzThXUywJ+C3wQjbikYt27lzL/kPBnABa+OD9G0YhIootWj6onsNY5t845VwTMAIZVUO8e4AGgIEpxSQXMIPWXZ4aVtVj/EbZ5c4wiEpFEFq1E1Rr4OmR9k1dWzsyOB9o65+ZEKSapxCkjD+VDeoSV2Vz1qkQk+pKjdB6roKx80iMzCwD/A/y6qgfMycmpUUA13d/PaqNtDRvCv9OH0LPgo/KybX9/ia0n963xsWtC/27xSW2LT9FsW8eOHfe7LVqJahPQNmS9DfBtyHoW0BlYYGYALYHZZjbUOfdxRQesrFEHkpOTU6P9/aw22/biwCHw2t6nqLda+QGNDzssmMViQP9u8Ulti09+alu0Lv19BHQ0sw5mlgqMAGbv2eicy3XONXPOtXfOtQfeB/abpCQ6jjnvaNbTvnw9tbSA5AULYhaPiCSmqCQq51wJMA6YD6wCnnfOrTCzu81saDRikOr72WmlzGFIWFnRzNdiFI2IJKpoXfrDOTcXmBtRdvt+6g6MRkxSuSZNHDnHDoFVE8vLUl+fT0lZGQT0XXERiQ79tpFKHTK8D7k0Kl9vuHMLSZ9+GsOIRCTRKFFJpU4bbLzGoLAye2VejKIRkUSkRCWV6ty5jHezzw4rK3lZiUpEokeJSiplBmWDfk4JSeVl2V+txDZsiF1QIpJQlKjkgPr9IovF9AsrS3nllRhFIyKJRolKDuiUU0p4JRDxaManp4FzFe8gIlKLlKjkgLKyYF3vCygO+TZDg/VrSPrwwxhGJSKJQolKqqTHkEP2+fJv2sSJ+6ktIlJ7lKikSoYPL+ZvdnlYWcorrxBYtixGEYlIolCikipp1cpRMPB0PubEsPIG110HJSUxikpEEoESlVTZiJEl3MFdYWXJn31G+oQJGlghInVGiUqq7Be/KOajZoN4kXPDytOeeooGv/sdFBXFKDIRqc+UqKTKGjSAK68q5momsSl8gmZSp04lc+BAAkuXxig6EamvlKikWsaMKaS0aTMG8Ro/0ThsW9LKlWSeeiqAyF8CAAARS0lEQVQNrr4a27QpRhGKSH2jRCXV0rgx3HlnASvoTD8Ws44OYdvNOVKnTyfrxBNJv/56Al9+GaNIRaS+UKKSarv44mIGDixmFZ04iY+Zyqh96lhhIWl//zuZJ51ExsUXk/TJJzGIVETqAyUqqbZAAKZM2U27dmX8RFMuYSpn8SorOXafuuYcKXPmkHnaaWQMH07S4sUxiFhE4pkSlRyUQw5xzJ6dR/v2pQDM4yy6spyxPMUG2lW4T8rbb5N59tlkjBqFbd4czXBFJI4pUclBa9fOMX/+Lvr3D37ht5RkpjCWI1nLSKbzKcdXuF/KK6+Q2bevelciUiVKVFIjLVo4Zs3axW23FZCeHvzSbynJzGAkJ/IJZ/BvFnDKPvsFtm2j4TnnkDxnTrRDFpE4o0QlNZaUBDfcUMgHH+xk6NDikC3GG5zBqSygP+/yIT3C9rPiYjLGjCFp0aLoBiwicUWJSmpNu3aOqVPzWbgwMmHBYvrTh/e4gzvDyq2wkIzRo7Fvv41ipCIST5SopNZ17VrG1Kn5LFq0kyFD9iasMpK4mzsYy1Nh9QPbtpExdiyUlkY7VBGJA1FLVGY2yMzWmNlaM7u5gu3jzWylmS03szfNrOKhYxI3OncuY9q0fBYs2Mmpp+5NWFMYy23cHVY3eckSUqdMiXaIIhIHopKozCwJeAIYDHQCRppZp4hqnwEnOee6Ai8CD0QjNql73buX8dJL+Tz2WD5pacEBF/dyC69zeli99Hvuwb77LhYhioiPRatH1RNY65xb55wrAmYAw0IrOOfeds7le6vvA22iFJtEgRmMHl3Mv/61i8xMhyPAJfwfO8jaW2fnTtL/+McYRikifhStRNUa+DpkfZNXtj9jgHl1GpHERJ8+pTz7bD7JyY7vOIxbuDdse+rLL+v7VSISxlwUJrwzs/OBM51zY731UUBP59y1FdS9GBgHnOKcKwzdlpubWx5sTk5O3QYtdWrq1JY8/ngbApTyAb04ib3PAtx1zDGs+r//Cz6rSUQSQseOHcuXs7OzLXRbcpRi2AS0DVlvA+wzHtnMTgduoYIkFSm0UdWVk5NTo/39LF7adtddsGJFMW+9lcJ1PMIiTi7f1nD1ajp9/DHFF10Utk+8tO1gqG3xSW2Ljmj9yfoR0NHMOphZKjACmB1awcyOB/4KDHXObYlSXBIjgQA8/vhuGjVyLKY/z3FB2Pb0u++GvLwYRScifhKVROWcKyF4OW8+sAp43jm3wszuNrOhXrUHgUzgBTNbamaz93M4qSdat3bcc89uAG7ifgpIK98W+P570h55JFahiYiPRO0mgHNurnPuKOfcfznn7vXKbnfOzfaWT3fOtXDOdfdeQys/otQHo0cXc8opJWykPQ8zPmxb2sSJ2FdfxSgyEfEL3a2WmDKDRx/NJyPDcR8T2EyLvdsKCoKXAEUkoSlRScy1b++4/fYC8sjad7j6iy8SWL48RpGJiB8oUYkvXHFFEb16lfAMv2YZXcO2pd9zT4yiEhE/UKISX9gzCjA5NcAE7gvblvL665oKRCSBKVGJbxx1VBk33VTIPAazMOR7VQDpd90FUfhyuoj4jxKV+Mpvf1tIly5l3Myfw8qTP/qIxgsXxigqEYklJSrxlZQUmDgxnw+T+jCL8G8otH7iCc1ZJZKAlKjEd7p1K+O66wq5hXspY+8jvxqsX0/KzJkxjExEYkGJSnzpxhsLKT7qWJ5lVFh5yoN/gbKyGEUlIrGgRCW+lJ4eHAX439xKacjHNCVnDcmz9XQtkUSiRCW+1atXKaf95nD+QfhT1N3dD6pXJZJAlKjE1267rYBnWt0cdq8qc90KkufOjWFUIhJNSlTia5mZcM3j7XiOX4WVF9/+oL5XJZIglKjE9047rYR5J9wcVtZ43TKS/v16jCISkWhSohLfM4PR9/8XL3JuWHnBLQ+pVyWSAJSoJC706FHKaydcG1bWbO2HBBboaRUi9Z0SlcSN029sxisMCSvLm/CXGEUjItGiRCVx48gjd7Pk1JvCylqtXgiL3otRRCISDUpUElfOe7Abr3NGWFnujepVidRnSlQSV448sowPzgjvVR2+6g3KFqpXJVJfKVFJ3Bn2lx68a+HzVZVd9jvIz49RRCJSl5SoJO4cfrjjg7NvCys75If/UHr+GCgoiFFUIlJXlKgkLv3ioV48kzI2rKzp4nkEep1KyowZ2LZtMYpMRGpbcrROZGaDgEeBJOBvzrk/R2xPA6YCJwI/Ar9yzm2IVnwSX1q2dLgH72H5dR/Qlc/Ly7M2roIrrwRgV+PDKDz8CFzLFgQOa0lKq6YkZTfENWwImZm4zExcampwtsbkZEhJwSUlBddTUnDJyZCUBIFA8GW2z7sLeH/r7Wf7Pu9mFTVHRCoRlURlZknAE8AZwCbgIzOb7ZxbGVJtDPCTc+5IMxsB3A8RD3gTCTH8kgbc++Esxk4fxNH8Z5/tDbd/S8Pt38LyGARXiTIMZwFcyHsXgknMlT9813BeUnPsTXB7tu9b5i2HHiNyuwWXHYZF1q1wf/YfTxVi3LP90NIydiQl7TfeyLI9XERSdxHb97Sp4u2VH2vf7eFb9xzLyrdXHEtGSSmbk8N/jVYp7rDVyuuHH+8gfkZhu1XjXMUlbEhJqdK5ikZeyDETzqKuRKtH1RNY65xbB2BmM4BhQGiiGgbc6S2/CEw0M3NOz8iRipnBHyc25U8N36XzUzcyimcJ4P+PSwAHrjS44v9wRQ7o9c/61unxo5WoWgNfh6xvAnrtr45zrsTMcoFDgB8qOmBOTk6NAqrp/n6WaG371RXwYfc/ct5j4zhpzcucxVyOYwUplMQgQpHEsyt/V41/73Ts2HG/26KVqCq6MB/5t2RV6pSrrFEHkpOTU6P9/SxR29axI1x0UUs2bLiZd9+9lSmfl1K8ah18+x2ZOzaTtWsz6bu3k+F2kcVOMskji52kUkQyJaRQvN938y6YBYIX7Sp8r9o2dZ+kfmqY0bBOf+9EK1FtAtqGrLcBvt1PnU1mlgxkAxq6JdXSvr2jffviPWveK8g5KCwMvoqKLOy9sBB2lRjOBScPLiuD0tLge7DMyssrekXac8Hahdz8cA7KT+Ac5spwZQ4rK2Xz5u9p2eLQ8jqG21t/78EqLNuz7MqC++1ZjtxuIccwIo5BeNn+lqtUNyKWH3/4kWaHNKkgnr3H3Oev1Igr/haZ5Pf8LCraHlG1on2rcq49xZXtv/2nbTRu3KTK54rcXv7vVIX9q3vs8s9FFdqxz3bnyM3NJTs7u0r7HnZG3f5xHK1E9RHQ0cw6AN8AI4ALI+rMBi4B3gPOA97S/SmpTWaQnh587f1tFsuP2J4BBAFycnbTsWNqDGOpO4nay493fmpbVBKVd89pHDCf4PD0p51zK8zsbuBj59xsYArwrJmtJdiTGhGN2ERExN+i9j0q59xcYG5E2e0hywXA+dGKR0RE4oOeTCEiIr6mRCUiIr6mRCUiIr5m8TSwLjc3N36CFRGRg5KdnR32jQX1qERExNeUqERExNfi6tKfiIgkHvWoRETE1xIqUZnZIDNbY2ZrzezmWMdTFWb2tJltMbMvQsqamtnrZpbjvTfxys3MHvPat9zMTgjZ5xKvfo6ZXRKLtkQys7Zm9raZrTKzFWb2O6887ttnZulm9qGZLfPadpdX3sHMPvDifM7MUr3yNG99rbe9fcixJnjla8zszNi0aF9mlmRmn5nZHG+9PrVtg5l9bmZLzexjryzuP5cAZtbYzF40s9Xe/70+vm+bcy4hXgQf3fQlcASQCiwDOsU6rirEPQA4AfgipOwB4GZv+Wbgfm/5LGAewQfI9QY+8MqbAuu89ybechMftK0VcIK3nAX8B+hUH9rnxZjpLacAH3gxPw+M8MonA1d5y1cDk73lEcBz3nIn77OaBnTwPsNJsf6382IbD0wH5njr9altG4BmEWVx/7n04vo/YKy3nAo09nvbYv6BiOI/Th9gfsj6BGBCrOOqYuztCU9Ua4BW3nIrYI23/FdgZGQ9YCTw15DysHp+eQGzCM4CXa/aB2QAnxKcg+0HIDnyM0nwOZh9vOVkr55Ffk5D68W4TW2AN4GfAXO8WOtF27xYNrBvoor7zyXQCFiPNz4hXtqWSJf+Kpq8sXWMYqmpFs657wC890O98v210fdt9y4HHU+w51Ev2uddGlsKbAFeJ9hj2O6c2zOjY2icYROHAnsmDvVl24BHgD8AeyY5OYT60zYIPlb/32b2iZld4ZXVh8/lEcBW4O/eZdu/mVlDfN62REpU1ZqYMU7tr42+bruZZQIzgeucczsqq1pBmW/b55wrdc51J9j76AkcW1E17z1u2mZmQ4AtzrlPQosrqBp3bQvRzzl3AjAYuMbMBlRSN57al0zwVsKTzrnjgV0EL/Xtjy/alkiJqiqTN8aL782sFYD3vsUr318bfdt2M0shmKT+4Zx7ySuuN+0DcM5tBxYQvMbf2IITg0J4nOVtsPCJQ/3Ytn7AUDPbAMwgePnvEepH2wBwzn3rvW8BXib4h0Z9+FxuAjY55z7w1l8kmLh83bZESlTlkzd6o5FGEJysMR7tmWQS731WSPlob6RObyDX68bPB35uZk280Tw/98piysyM4Dxkq5xzD4dsivv2mVlzM2vsLTcATgdWAW8TnBgU9m3bnjaHThw6GxjhjZzrAHQEPoxOKyrmnJvgnGvjnGtP8P/RW865i6gHbQMws4ZmlrVnmeDn6QvqwefSObcZ+NrMjvaKTgNW4ve2xfLGXgxuJJ5FcGTZl8AtsY6nijH/E/gOKCb4V8wYgtf33wRyvPemXl0DnvDa9zlwUshxLgPWeq9LY90uL6b+BC8XLAeWeq+z6kP7gK7AZ17bvgBu98qPIPjLeC3wApDmlad762u97UeEHOsWr81rgMGxbltEOweyd9RfvWib145l3mvFnt8V9eFz6cXUHfjY+2z+i+CoPV+3TU+mEBERX0ukS38iIhKHlKhERMTXlKhERMTXlKhERMTXlKhERMTXlKhE4pSZ5ZnZEbGOQ6SuKVGJHCRvKojTzezXZraojs+1wMzGhpY55zKdc+vq8rwifqBEJRJjIY8dEpEKKFGJ1MyxBOde6uNditsO5ZMFPmRmX5nZ92Y22XuUEmY20Mw2mdlNZraZ4JOsm5jZHDPbamY/ecttvPr3AicDE71zTPTKnZkd6S1nm9lUb/+NZnarmQW8bb82s0VePD+Z2XozGxz1n5TIQVKiEqmZVcCVwHvepbjGXvn9wFEEH1dzJMEpEG4P2a8lwUnn2gFXEPy/+Hdv/XBgNzARwDl3C/AuMM47x7gK4nic4MNejwBOAUYDl4Zs70XwMUXNCE6SN8V71qKI7ylRidQyLwFcDlzvnNvmnNsJ/IngA1z3KAPucM4VOud2O+d+dM7NdM7le/XvJZhwqnK+JOBXBCch3Omc2wD8BRgVUm2jc+4p51wpwRleWwEtathUkajQtXGR2tec4Ky+n4R0WgxICqmz1TlXUL7RLAP4H2AQwYeEAmSZWZKXXCrTjOCU4htDyjYSPpHd5j0Lzrl8L67MqjZIJJbUoxKpucgnO/9A8NLdcc65xt4r2zmXWck+NwBHA72cc42APRP12X7qR56vmOBlwz0OB76pRhtEfEuJSqTmvgfaePOc4ZwrA54C/sfMDgUws9ZmdmYlx8gimNy2m1lT4I4KzlHhd6a8HtfzwL1mlmVm7YDxwLQatEnEN5SoRGruLYLzFm02sx+8spsIztPzvpntAN4g2GPan0eABgR7R+8Dr0VsfxQ4zxu191gF+19LcFrxdcAiYDrw9ME1R8RfNB+ViIj4mnpUIiLia0pUIiLia0pUIiLia0pUIiLia0pUIiLia0pUIiLia0pUIiLia0pUIiLia0pUIiLia/8PX1hWWfFsknYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6200, train loss: 0.0000, test loss: 0.0007\n",
      "a : 742, b : 31, y : 773\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6300, train loss: 0.0000, test loss: 0.0007\n",
      "a : 806, b : 115, y : 921\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6400, train loss: 0.0000, test loss: 0.0006\n",
      "a : 897, b : 95, y : 992\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6500, train loss: 0.0000, test loss: 0.0006\n",
      "a : 318, b : 180, y : 498\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6600, train loss: 0.0000, test loss: 0.0006\n",
      "a : 915, b : 46, y : 961\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6700, train loss: 0.0000, test loss: 0.0006\n",
      "a : 75, b : 216, y : 291\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6800, train loss: 0.0000, test loss: 0.0006\n",
      "a : 620, b : 1, y : 621\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 6900, train loss: 0.0000, test loss: 0.0006\n",
      "a : 806, b : 224, y : 1030\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7000, train loss: 0.0000, test loss: 0.0006\n",
      "a : 163, b : 34, y : 197\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7100, train loss: 0.0000, test loss: 0.0006\n",
      "a : 187, b : 157, y : 344\n"
     ]
    },
    {
     "data": {
      "image/png": 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V6Wlhq66kNEZBRESkIRKuUFlaanhDiW5pFRHxs6gUKjN7ysw2mdmyXWw3M3vYzFaa2WdmdmSrhYkoVK5UhUpExM+iNaJ6Bjilju2nAt2912XA460VJCkjYkSlQiUi4mtRKVTOufeArXV0OROY4oI+ANqYWcdWCRMxorJyFSoRET/zyx/8dgJCp71c57Vt2NUO+fn5TXqjH0vD7/IrL97e5GPFSrzljRTP+eM5O8R3/njODvGdPxrZ65pvzC+Fymppq3OSxKZOAPf9Xp+Hrafj4moyuXie/A7iO388Z4f4zh/P2SG+8/shu1/u+lsHhD6jozPwXWu8kaWHn/oLVOjUn4iIn/mlUM0ALvLu/usHFDrndnnarzkib6ZIqtDfUYmI+FlUTv2Z2XPAEKC9ma0DbgdSAJxzk4BZwC+AlUAxcEmrZYm4mSJQWd5abyUiIi0gKoXKOTeqnu0OuDoaWZIywwtVskZUIiK+5pdTf1GTlJESvl6pa1QiIn6WcIUqkBH+rL/kKo2oRET8LOEKVXLkqT9doxIR8bWEK1RJmeGn/jSiEhHxt4QrVClZ4SOqlCpdoxIR8bPEK1TZEYXKaUQlIuJnCVeoIu/6S3EaUYmI+FnCFarUiBFVqkZUIiK+lnCFKvLUXypl4Op8/q2IiMRQwhWq1IwkKkM+dgAHFRUxTCQiInVJvEKVCqWE/9GvpqMXEfGvhCtUgQCUEX76r7xIhUpExK8SrlBBzRFVmQqViIhvJWShKrfwEVVlsQqViIhfqVABZUV63p+IiF8lZqEKhBeqCo2oRER8KzELlYVfo6rYrkIlIuJXCVmoKgLhj1Gq3KFCJSLiVypUQOUOXaMSEfGrhCxU5Unhp/5015+IiH8lZKGqjBxRlahQiYj4VUIWqoqk8Lv+qjSiEhHxragVKjM7xcxWmNlKMxtXy/Z9zewdM1tiZp+Z2S9aK0tlcviIqkojKhER34pKoTKzJOAx4FSgBzDKzHpEdLsFmOacOwIYCUxsrTyVkSOqEt1MISLiV9EaUfUBVjrnVjnnyoDngTMj+jgg11vOA75rrTCRIyqnEZWIiG8lR+l9OgHfhqyvA/pG9LkD+KeZXQNkASe2VpiqyEKlaT5ERHwrWoXKammLnFZ3FPCMc+5/zKw/8DczO8Q5V1XbAfPz85scpio5/NTfj5u3Nut40RZPWWsTz/njOTvEd/54zg7xnT8a2bt3777LbdEqVOuALiHrnal5au9S4BQA59wiM0sH2gObajtgXR+qPt9FjKiyUlKbdbxoys/Pj5ustYnn/PGcHeI7fzxnh/jO74fs0bpGtRjobmbdzCyV4M0SMyL6rAVOADCzg4F04PvWCFOVGl6orEyn/kRE/Coqhco5VwGMBWYDXxC8u2+5md1pZmd43W4Afm1mnwLPAb9yzkWeHmyZPBEjKlSoRER8K1qn/nDOzQJmRbTdFrL8OTAwKllSVKhEROJFQj6ZgrSIU3/lKlQiIn6VkIUqckSla1QiIv6VmIUqNfz29IBGVCIivpWQhYrU8EtzVqFCJSLiVwlZqCwtvFAlqVCJiPhWYhaq9PBrVIGK0hglERGR+iRkoYo89ZdUoaeni4j4VUIWqsgRVVKlRlQiIn6VkIUqkB4xoqrUNSoREb9KyEJVc0SlQiUi4lcJWagiR1QpVSpUIiJ+lZiFKiO8UCWrUImI+FZiFqqIU38pVbqZQkTErxKyUCVn6tSfiEi8aHChMrPrzayXt9zPzNaa2Spv2vi4EsgKH1FluO0xSiIiIvVpzIjqt8A33vK9wHjgbmBCS4dqdW2yw1bzXCEUFcUojIiI1KUxhSrPOVdoZjnA4cAjzrnJwEGtE631pGUam9gzvO2BB2OURkRE6tKYQvWtmQ0ARgLvOecqzSwXqGydaK0nLc1RTGZYW8ELc6F1Zr4XEZFmaEyh+j3wEnAzcJfXdjrwr5YOFQ2PtxkXtr73xn+Tdv/9KlYiIj7T4ELlnJvlnNvHOdfVOfex1/wicEbrRGtdHx15KcvoGdaWfu+9ZI4cSeCzz2KUSkREIjXmrr8eZtbBW842sz8BNwEpde/pT08/Xcz5TKWQ3LD2lNmzyRk8mKyhQ0mdNAlbvTo2AUVEBGjcqb+pQBtv+UFgMNAfeKKlQ0VDXh5cMr47p/IGRWTV2J68eDEZ48aR26sX6YcdSfoNvyP51VexjRtjkFZEJHEl19+lWlfn3AozM+BsoCewg59uWY87l1xSRlHREfS5fTFPuksZwKJa+6WtXQWTV5E2+UkACvfoSsmRfUk/oS+BQX2oOvhgSEqKZnQRkYTRmBFVqXdreh/gW+fcZqAUSG/IzmZ2ipmtMLOVZjZuF31GmNnnZrbczKY2IluTmMG115bx3y/tyxnt3uc0ZvIug+vdL2/Lajq89QJ5464nZ9AgUjp0ZfORw/jusvsoevltKCxs7egiIgmjMSOqqcDbQA7wqNd2JA0YUZlZEvAYMBRYByw2sxnOuc9D+nQneM1roHPuBzPbqxHZmuWEEypY+mkRzz13PDdOP5mN/1rPuW4av2AWA1lAKnXPAJxZ8SM/WzUXVs2FaVCFsSa7J//Zvy9V/frQ6dzetDm6W7AyiohIozS4UDnnfmtmJwHlzrl3vOYqgk+sqE8fYKVzbhWAmT0PnAl8HtLn18BjzrkfvPfb1NBsLSEnBy67rIzLLitjy5a2LFp0FTM+uoZ7Pywh55P5DCh9h4Es4Eg+qbdwBXB0K1pGt8+WwWeT4S+wNdCe1fv0Y0f/wex10fHsNehnKlwiIg3QmBEVzrl/mtm+3vP91jvnPmrgrp2Ab0PW1wF9I/ocCGBmC4Ak4A7n3JuNyddS9tjDcfrpFZx+egVgVFYew+rVx7JsWYDXlpZRvmgJ7b/8gB4FC+nPIvZga73HbFe1mXbrZsKLM+FFWJfSlbUHDyXj7OPZb8yxJOVk1nsMEZFEZK6Bf+BqZh2B54F+wFZgD2ARMMo59109+54LnOycG+OtXwj0cc5dE9JnJlAOjAA6A+8DhzjnCnb2KSwsrA6bn5/foNytqagowNcrM9j6wQbSPl7G3quX0LNgMT1Z3qjjbCeTT/cdStmZx5F97lGQ0aDLfiIiu43u3btXL+fl5YWdbmpMofoHsBa4yTm33cyygHuAbs65Ov/o1xuB3eGcO9lbvwnAOXdvSJ9JwAfOuWe89bnAOOfc4p19QgtVc+Tn54d9U1pSeTmsXFzI5tc/wT5YzB5ffUjPHz8kh4Y99Ha7ZbGy19nsdctFZB7fu8bpwdbMHg3xnD+es0N854/n7BDf+WORPbJQNebU3yCgo3OuHMArVn8A1jdg38VAdzPr5vUfCZwf0ecfwCjgGTNrT/BU4KpG5POFlBQ4eEAeDDgOOA6AbYWVLJ7+FUWvvc9en8yhV+G7pFP7ZI1ZbjuHL3kWhj3LujY9qLjkYtpeNzL4h18iIgmoMben/wD0iGg7CCiopW8Y51wFMBaYDXwBTHPOLTezO81s52hsNrDFzD4H3gF+75zb0oh8vpWdl8RRow/m2Fcu4+A109i4fDVv/uYVZh1wNeus8y7361zwOV3/90aSf3Yo28feoT82FpGE1JgR1f3AHDObDKwB9gMuAW5tyM7OuVnArIi220KWHXC999qtte2UQf8/HQd/Oo6S4ruY9fgSyqb8g95rptOJmpf7siq2kfXsBMqnTmSPE36JTbgT16lTDJKLiERfYx5K+1fgPKA98Evv64UEb3yQJkrPDDDwhqM47tO7KFmxjL+N+gdvpp9JBTWfdJFSVUa3t6aTcdhRBP54BxTUO5gVEYl7jTn1h3PubefcGOfcL7w7+N4lOO2HtID2HQKc8fgQjv72/5g+fgUTO9zO97Sv0S+lsoSciRNIO+RIUp57TlOTiMhurVGFahf0V6stLCUFThndnvO//C1zJ3/O3R0f5hu61uiXXrSVzCuvJOWMYdjatdEPKiISBS1RqPTrfCsxg1OHpXLV8ouYM/FTfp/3OBvYu0a/zPffJr3/YJLfeCMGKUVEWle9N1OY2fF1bE5twSyyC4EAjDjfUXTGKO64cSh7PzeVcVX3kEFJdZ/U7QWkjhpFyW+uo/T224I7iYjsBhpy19/kerbrnFOUZGfDr6/7gbKrrmPE6HO5fsWVHMe8sD7pD03AfbOWsr8+DmlpsQkqItKC6v212znXrb5XNILKT3r2rOLp+R158/ezuMEepDzi942MGS+TetZw2L49RglFRFqOzg/FqZQU+OPNZQx+5XLOzH27xrWrjEXvkzziQiit/QkYIiLxQoUqzg0ZUsn9Cw7nkoPm8yUHhW3LWvA2yaMvh6qqGKUTEWk+FardQJcujr++1Z4/9J/HEnqFbct6/R8kjX8oRslERJpPhWo3kZsLT/4jgz8PmVljZJV5910kvf9+jJKJiDSPCtVuJC0NHnoumz8e+TpbaFfdHnBVuEt/Azt2xDCdiEjTqFDtZjIyYPz0Pbluz2epCnloSM6mVXDn/TFMJiLSNCpUu6G2bR2XTjuGSYErw9ozn3gMW7cuRqlERJpGhWo3dcQRlXx39e2s46fpQFKqyii77cEYphIRaTwVqt3YNTen8Wj728Pa2r7yN42qRCSuqFDtxtLT4YC7zuMrule3JblKSic8FcNUIiKNo0K1mztnhOPZDuGTJmf+/f90B6CIxA0Vqt1cUhLs9dvhbKVtdVvWji3Ya5oSRETigwpVAjj7v1KYmnpxWNuPf3k5RmlERBpHhSoBZGfDlpPODWvr8MlsKCiIUSIRkYZToUoQR4w5lHwOqF5PriqHGTr9JyL+p0KVIAYdU8XMzBFhbdtemBujNCIiDRe1QmVmp5jZCjNbaWbj6ug33MycmR0drWyJICkJiocMDWtr+9HbUFkZo0QiIg0TlUJlZknAY8CpQA9glJn1qKVfDnAt8GE0ciWa/UYcGXb3X3bpVpI+/jiGiURE6hetEVUfYKVzbpVzrgx4Hjizln53AfcDJVHKlVAGH+d4y04Kayt+Waf/RMTfolWoOgHfhqyv89qqmdkRQBfn3MwoZUo4eXnw1f7hhapy9rzYhBERaaDkKL2P1dLmqjeaBYD/BX7V0APm5+c3K1Bz94+l5mQv6ncYfP3T+l7fLOazTz6hMienBZI1TKJ+7/0gnvPHc3aI7/zRyN69e/ddbotWoVoHdAlZ7wx8F7KeAxwCzDMzgL2BGWZ2hnPuo9oOWNeHqk9+fn6z9o+l5mYfdF4Sy/7ek0NYDkASVRy4fj0Vv/xlS0WsUyJ/72MtnvPHc3aI7/x+yB6tU3+Lge5m1s3MUoGRwIydG51zhc659s65rs65rsAHwC6LlDTd0UdXMjdwYlhb6cx5sQkjItIAUSlUzrkKYCwwG/gCmOacW25md5rZGdHIIEGZmbC6+wlhbclvvxOjNCIi9YvWqT+cc7OAWRFtt+2i75BoZEpUaUMHULYihVTKAcj9fhXbVq/Gde0a22AiIrXQkykSUO8h6SxgYFhbyjsaVYmIP6lQJaA+fSqYY+HXqSrfVKESEX9SoUpAubk1r1OlvP+eHqckIr6kQpWg2p1wGFtoV72eVlxA0pIlMUwkIlI7FaoEdezxjjmEn/5L1nUqEfEhFaoE1b9/BW9H/D1V5RsqVCLiPypUCSo7G77vdXxYW/rSf2nWXxHxHRWqBPbzkzuxggOr15OqKkh94YUYJhIRqUmFKoEdf3wFf+eCsLaUv06GqqoYJRIRqUmFKoEddVQlr+89mvKQB5Qkr/yKlOefj2EqEZFwKlQJLBCAfufsyQucF9aefuut2Pr1MUolIhJOhSrBnXNOObdyF6WkVrcFtmwha8QIbPPmGCYTEQlSoUpwRx1VSe5h+3In4c8HTlq+nOzjjyewdGmMkomIBKlQJTgzuOqqUu7lJl7nF2HbAmvXkj10KGl33w0lJTFKKCKJToVKGDasnAO6O87lRWZzUtg2Ky8n/YEHyO7fn5SXX9YdgSISdSpUQkoK/PnPJewgkzOYwSOMrdEn6ZtvyBw9muxjjyX5n/8E52KQVEQSkQqVAHDCCRWMGVNKGWlcyyOcw3Q2sHeNfkn//jdZI0aQec45BFasiEFSEUk0KlRS7Z57SjjuuOCsv69wDgcsP/YfAAAQvUlEQVTzBY9yNRUk1eib8s47ZA8cSNr48TodKCKtSoVKqqWmwnPPFXPyycFiVUgbruFRevA5z0f8rRWAVVSQfuedZF5yCZSXRzuuiCQIFSoJk54OU6cW8/vfl2AWvA6Vz4GM4nmO4BPmcnyNfVJefZWMyy/XyEpEWoUKldSQlAQ331zKzJnbOeign2b9XcoRnMgchvMim9kjbJ/Ul18mbcKEaEcVkQSgQiW7NHBgJe+/X8Qdd+wgK2vnXX7GdIZzFB+zkp+F9U+7+26SPvoo+kFFZLemQiV1Sk2F664rY/HiHxk+vKy6fS37cQJzw0ZWVllJxvXXQ2VlbYcSEWmSqBUqMzvFzFaY2UozG1fL9uvN7HMz+8zM5prZftHKJvXbZx/Hk0/uYObMInr0CBaitezHxfxfWL+kzz4j9emnYxFRRHZTUSlUZpYEPAacCvQARplZj4huS4CjnXOHAS8B90cjmzTOoEGVzJlTxBlnBO/ym8VpPMfIsD5p998P27fHIp6I7IaiNaLqA6x0zq1yzpUBzwNnhnZwzr3jnCv2Vj8AOkcpmzRSZiZMnlzMSScFi9UN/A9FZFVvD2zaROqTT8YqnojsZqJVqDoB34asr/PaduVS4I1WTSTNkpICf/lLMZ07V7GBfXiYa8O2pz30EGzbFqN0IrI7MReFZ7aZ2bnAyc65Md76hUAf59w1tfT9L2AscKxzrjR0W2FhYXXY/Pz81g0tDbJ4cQ5XXXUQbdnKN3Qjj5+K0/orr2TD6NExTCci8aJ79+7Vy3l5eRa6LblG79axDugSst4Z+C6yk5mdCNxMLUUqUuiHaqz8/Pxm7R9LfsvevTvMnVvG9OntGM/1/Ik7qrd1fOEFsm+5BbJ+Oi3ot/yNEc/ZIb7zx3N2iO/8fsgerVN/i4HuZtbNzFKBkcCM0A5mdgTwBHCGc25TlHJJC7jrrhKyshwTuI5CcqvbA1u3kvrMM7ELJiK7hagUKudcBcHTebOBL4BpzrnlZnanmZ3hdXsAyAZeNLOlZjZjF4cTn9lnH8cNN5SyjTwejZgiJO3RR6G0zsGxiEidovZ3VM65Wc65A51zP3PO3e213eacm+Etn+ic6+Cc6+W9zqj7iOInV11VSteulUzgOraTWd0e2LCB1KlTY5hMROKdnkwhLSI9Hf77v0vYzJ78hcvCtqVNmAAVFTFKJiLxToVKWsxpp1Vw7LEVPMjvKCW1uj2wZg0pL70Uw2QiEs9UqKTFmMG99+5gY2AfnuFXYds0waKINJUKlbSoHj2quPTSMu7jxrCZgZO++orkWbNimExE4pUKlbS4m24q5Yc2XXmOUWHtaRMnxiiRiMQzFSppce3aOf74x1Ie5Hdh7ckLF5L5xRcxSiUi8UqFSlrF6NFllB98SI2p6zvoVnURaSQVKmkVycnBJ1aM5/qw9jb/nIN9V+PpWSIiu6RCJa3mhBMqKB48lC85qLotqaqClCf+GsNUIhJvVKik1ZjBHXeWMoHrwtoDTz6jiRVFpMFUqKRV9epVRdHZI9lCu+q2tO0/kPL8CzFMJSLxRIVKWt2145J4gsvD2irGPwFRmAtNROKfCpW0uoMOquKrEy8L+wPg3PUrSJ43L3ahRCRuqFBJVFxyyx68xPCwtu33TopRGhGJJypUEhW9elWx4Oirw9r2+tdsAl9/HaNEIhIvVKgkaobe0ovFHB3WVny/blUXkbqpUEnUDD62ipf2uSKsLfflv8O2bTFKJCLxQIVKosYM9riiPxvpUN2WUf4jJZOei2EqEfE7FSqJqsFDi3muTfit6oGJf9FcVSKySypUElXJyZB+7a8oI6W6bc+Cryl79a0YphIRP1Ohkqg764p2vJJ6Xlhb0V2P6w+ARaRWKlQSdZmZsPn88Jsquq2aR+VjT8UokYj4mQqVxMQvbjuU9wLHhrW1ueV3JI27FVuzJkapRMSPkqP1RmZ2CvAQkAQ86Zz7c8T2NGAKcBSwBTjPObc6Wvkkutq1c/z9gkc58m/9yCb4JPUAjuxJj8CkRyhq24nS/Q6AbvuS0qUDyXvkQds8XF4eZGbiUlPBe1Uvp6TgAgGo47XL7UlJwa9mMf7OiEikqBQqM0sCHgOGAuuAxWY2wzn3eUi3S4EfnHMHmNlI4D7gvJpHk93Frx/owi3vTeGBNeeRQkXYtuwf1pP9w3pYGptsVRgOA/O+AoeHrntfdy4DXj/DVe8TukyNfXYuG+xin+By8NiEZAnvQ+j+Ee07twHsWVnFtqTAT3m8Y1b3C22vZf/6tjV3//D2n1odRlZFJf9JTvqpnzX8PXf2sVq2he1Ty/5W4z3qyrzr41pFBWuSkxu8f+R71v39bIzG7evMqCgrZ2VqSp39ykeO5OBxpzQjV92iNaLqA6x0zq0CMLPngTOB0EJ1JnCHt/wS8KiZmXO6wr67Sk+Hy984kStOfo0/fTuGzqyPdaRqARzgvAoRQj+NIjXM+aR3qx4/WoWqE/BtyPo6oO+u+jjnKsysENgD2FzbAfPz85sVqLn7x1I8Z4ea+S+cshe3PfYu2a+8ybmVz9OHf5FGWYzSiUhjbd++vdn/LnXv3n2X26JVqGobb0b+btqQPtXq+lD1yc/Pb9b+sRTP2WHX+Y94EraN/y/eeusSXvm4gqKlq0jbsJbcrWtJ276F7IpC2vIDbSggnRLSKCWVMtIorV5OoZwAVbW+kqisd1sS+qNjkabIyspq1X+XolWo1gFdQtY7A9/tos86M0sG8oCt0YknfpCbC8OGlTNsGEA37xVUVQU7dkBxsVFcDDt2GBUVsKMSiiqNykqoqIDKSrzl4Hbnwl9Qe1t1e9VPHVxV8LVz48YNG+iwVwdcVfDq0s7tzlG9bgT33fl15xtEtv+0nbBQNbZ720LbQ98n9Ng19tu5zbNly1b2aNe21m01vhG1LUewhuwTsX/N97Q699nZ/4cfttK2bbsGvc8uP1dT9qnx+UP2acSxCgsLycvL2+X71JW5zs/TKI3b17zuO7PXpePQg5oaqkGiVagWA93NrBuwHhgJnB/RZwZwMbAIGA68retTslMgAFlZkJVV/S97lBMY+fnb6d49qf6uPhXPo/F4zg7xnd8P2aNSqLxrTmOB2QRvT3/KObfczO4EPnLOzQAmA38zs5UER1Ijo5FNRET8LWp/R+WcmwXMimi7LWS5BDg3WnlERCQ+6MkUIiLiaypUIiLiaypUIiLiaxZPN9YVFhbGT1gREWmSvLy8sL+r1YhKRER8TYVKRER8La5O/YmISOLRiEpERHwtoQqVmZ1iZivMbKWZjYt1np3M7Ckz22Rmy0La2pnZW2aW731t67WbmT3sfYbPzOzIkH0u9vrnm9nFUcrexczeMbMvzGy5mf0mXvKbWbqZ/cvMPvWy/8lr72ZmH3o5XjCzVK89zVtf6W3vGnKsm7z2FWZ2cmtnj/gcSWa2xMxmxlN+M1ttZv82s6Vm9pHX5vufm5D3bWNmL5nZl97Pf/94yG9mB3nf852vbWZ2na+zO+cS4kXw0U1fA/sDqcCnQI9Y5/KyDQaOBJaFtN0PjPOWxwH3ecu/AN4g+DTPfsCHXns7YJX3ta233DYK2TsCR3rLOcBXQI94yO9lyPaWU4APvUzTgJFe+yTgSm/5KmCStzwSeMFb7uH9PKURfJLu10BSFH9+rgemAjO99bjID6wG2ke0+f7nJiTr/wFjvOVUoE085ffePwnYCOzn5+xR+Wb44QX0B2aHrN8E3BTrXCF5uhJeqFYAHb3ljsAKb/kJYFRkP2AU8ERIe1i/KH6OVwnO5BxX+YFM4BOC86RtBpIjf24IPquyv7ec7PWzyJ+l0H5RyN0ZmAscD8z08sRFfmovVHHxcwPkAt/gXeePt/wh73cSsMDv2RPp1F9tkzd2ilGWhujgnNsA4H3dy2vf1eeI+efzTiUdQXBkEhf5vdNmS4FNwFsERxMFzrmKWnKETe4J7JzcM5bf+wnAH6B6Mq09iJ/8DvinmX1sZpd5bXHxc0PwzMz3wNPeadcnzSyL+Mm/00jgOW/Zt9kTqVA1amJGH9vV54jp5zOzbGA6cJ1zbltdXWtpi1l+51ylc64XwZFJH+DgOnL4KruZnQ5scs59HNpcRxZf5QcGOueOBE4FrjazwXX09Vv2ZIKn6x93zh0BbCd4umxX/JYf79rlGcCL9XWtpS2q2ROpUDVk8kY/+Y+ZdQTwvm7y2nf1OWL2+cwshWCR+rtz7mWvOW7yAzjnCoB5BM/Bt7Hg5J2ROaozWvjknrHKPhA4w8xWA88TPP03gTjJ75z7zvu6CXiF4C8K8fJzsw5Y55z70Ft/iWDhipf8EPwF4RPn3H+8dd9mT6RCVT15o/ebxEiCkzX61c6JJPG+vhrSfpF3J04/oNAbps8GTjKztt7dOid5ba3KzIzgXGJfOOfGx1N+M9vTzNp4yxnAicAXwDsEJ++sLfvOzxQ6uecMYKR3V103oDvwr9bMDuCcu8k519k515Xgz/PbzrkL4iG/mWWZWc7OZYL/vZcRBz83AM65jcC3ZrZzatsTgM/jJb9nFD+d9tuZ0Z/Zo3XRzg8vgnevfEXwOsTNsc4Tkus5YANQTvC3lEsJXjuYC+R7X9t5fQ14zPsM/waODjnOaGCl97okStkHERzufwYs9V6/iIf8wGHAEi/7MuA2r31/gv9QryR4WiTNa0/31ld62/cPOdbN3mdaAZwag5+hIfx015/v83sZP/Vey3f+/xgPPzch79sL+Mj7+fkHwTvf4iI/wZuHtgB5IW2+za4nU4iIiK8l0qk/ERGJQypUIiLiaypUIiLiaypUIiLiaypUIiLiaypUInHKzIrMbP9Y5xBpbSpUIk1kwWkqTjSzX5nZ/FZ+r3lmNia0zTmX7Zxb1ZrvK+IHKlQiMRbyuCMRqYUKlUjzHExwzqf+3qm4AqiepPBBM1trZv8xs0neY5owsyFmts7MbjSzjQSfwN3WzGaa2fdm9oO33NnrfzdwDPCo9x6Peu3OzA7wlvPMbIq3/xozu8XMAt62X5nZfC/PD2b2jZmdGvXvlEgTqVCJNM8XwBXAIu9UXBuv/T7gQIKP2TmA4PQHt4XstzfBCef2Ay4j+P/i0976vsAO4FEA59zNwPvAWO89xtaS4xGCD5ndHzgWuAi4JGR7X4KPR2pPcIK8yd5zGkV8T4VKpIV5BeDXwG+dc1udcz8C9xB8cOxOVcDtzrlS59wO59wW59x051yx1/9uggWnIe+XBJxHcPLDH51zq4H/AS4M6bbGOfdX51wlwZlpOwIdmvlRRaJC58ZFWt6eBB/6+XHIoMUITvu90/fOuZLqjWaZwP8CpxB8uClAjpklecWlLu0JToW+JqRtDeGT2G3cueCcK/ZyZTf0A4nEkkZUIs0X+WTnzQRP3fV0zrXxXnnOuew69rkBOAjo65zLBXZOImi76B/5fuUETxvutC+wvhGfQcS3VKhEmu8/QGdvnjOcc1XAX4H/NbO9AMysk5mdXMcxcggWtwIzawfcXst71Po3U96Iaxpwt5nlmNl+wPXAs834TCK+oUIl0nxvE5xTaaOZbfbabiQ4R88HZrYNmENwxLQrE4AMgqOjD4A3I7Y/BAz37tp7uJb9ryE4HfoqYD4wFXiqaR9HxF80H5WIiPiaRlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJrKlQiIuJr/w8FeNHWNQ4unwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7200, train loss: 0.0000, test loss: 0.0006\n",
      "a : 379, b : 55, y : 434\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7300, train loss: 0.0000, test loss: 0.0006\n",
      "a : 435, b : 123, y : 558\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7400, train loss: 0.0000, test loss: 0.0005\n",
      "a : 15, b : 220, y : 235\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7500, train loss: 0.0000, test loss: 0.0005\n",
      "a : 847, b : 60, y : 907\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7600, train loss: 0.0000, test loss: 0.0005\n",
      "a : 29, b : 168, y : 197\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7700, train loss: 0.0000, test loss: 0.0005\n",
      "a : 181, b : 77, y : 258\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7800, train loss: 0.0000, test loss: 0.0005\n",
      "a : 248, b : 244, y : 492\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 7900, train loss: 0.0000, test loss: 0.0005\n",
      "a : 314, b : 100, y : 414\n"
     ]
    },
    {
     "data": {
      "image/png": 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VaeGFqmqzRlQiIn6WdIWqUoVKRCShJF2hqkoPP0dVtUWFSkTEz2JSqMzscTNba2Zf1bHezOwBM1tiZl+a2aHRyuLSMsKWA1v13QsRET+L1YjqSWBYPeuPA7p7j4uAR6IVxKWHX5FfVbpzk4WJiEhsxKRQOec+ANbX0+UkYKILmgvkm1nHqGRJDx9RVZVqRCUi4md++cJvJyB02stVXtsPdW1QWFi4Uy9UFjH/1qZ1RTu9r1jwc7ZIyhodiZI1UXKCskZDU3PWN5+ZXwpVbTMX1jtJ4s5O0vZTmzZhy9kZGb6dmC7ek9E1hrJGR6JkTZScoKzREO2cfrnqbxUQev+NPYDVUXmliEN/6EaWIiK+5pdCNQ04y7v6ry9Q7Jyr87BfU7iMiEJVoYspRET8LCaH/szsWWAw0N7MVgF/BdIBnHMTgBnA8cASYAtwbtTCpEW85QqNqERE/Cwmhco5N2oH6x1wWSyyEDGiMhUqERFf88uhv5ixjPDabDr0JyLia0lXqGqMqCo1ohIR8bOkL1QpOvQnIuJrSVeoUjIjDv1V6tCfiIifJV2hssyIEZUO/YmI+FryFaqsiEJVpUIlIuJnyVeoIu6enlKlQ38iIn6WdIUqtVV6+LJGVCIivpZ0hSol4tCfCpWIiL8lX6GKuOovtaoiTklERKQhkq5QpbaKGFEFNKISEfGzpC9UaQGNqERE/Cz5ClVWxKE/FSoREV9LukKV1jr8qr80HfoTEfG1JCxU4Yf+0p0KlYiInyVdoYq86i/N6dCfiIifJV2hSm8TfuhPIyoREX9LwkKlQ38iIokk6QpV5MUU6ejQn4iInyVdoUrPSiWAVS+nUQVVVXFMJCIi9Um+QpVhVBA+qnLlGlWJiPhV0hWq1FQoJ/w8VdVWnacSEfGrmBUqMxtmZovNbImZja1l/Z5m9q6ZfW5mX5rZ8dHKElmoKjZrRCUi4lcxKVRmlgo8DBwH9ARGmVnPiG7XAZOdc4cAI4Hx0cpTYeGFqnKLRlQiIn4VqxFVb2CJc26pc64cmAScFNHHAbne8zxgdbTCRBYqjahERPwrbcddmkUnYGXI8iqgT0SfG4E3zOxyoA1wTLTCVFj4xRSVWzUdvYiIX8WqUFktbS5ieRTwpHPuHjPrBzxlZgc45wK17bCwsHCnw+REjKhWLFlG8W7+vES9Ke8z1pQ1OhIla6LkBGWNhqbm7N69e53rYlWoVgGdQ5b3oOahvfOBYQDOuY/MLAtoD6ytbYf1vakdhkkJH1Htlr8rezZhf9FSWFjYpPcZS8oaHYmSNVFygrJGQ7Rzxuoc1SdAdzPramYZBC+WmBbRZwVwNICZ7QdkAT9FI0yl6fJ0EZFEEZNC5ZyrBMYAM4GFBK/uW2BmN5vZiV63q4ELzewL4FngHOdc5OHBZlEZMaKq2qqLKURE/CpWh/5wzs0AZkS03RDy/GugfyyyVKlQiYgkjKS7MwVAVWp4oQqU6tCfiIhfJWWhqowoVFWlGlGJiPhVUhaqqpTwiyk0ohIR8a/kLFRpEXdPL9MXfkVE/CopC1Ug8hxVmUZUIiJ+lZSFqsaISueoRER8KykLVaDGoT+NqERE/EqFCkAz/IqI+FZSFiqXGvE953KNqERE/Co5C1W6RlQiIokiSQtV+IjKaUQlIuJbSVqowkdUVqERlYiIX6lQAahQiYj4VlIWKjLCD/1ZhQ79iYj4VYMLlZldZWa9vOd9zWyFmS31po1PKIHM8Hv9pZdtiVMSERHZkcaMqP4AfOc9vw24F7gVuK+5Q0VbeevcsOUB3z4VpyQiIrIjjZk4Mc85V2xmOcDBwDHOuSozuydK2aKmMi+/Rpv99BNu113jkEZEROrTmBHVSjMrAEYCH3hFKheoik606Ans1aFGW8WU1+KQREREdqQxI6o/Ai8A5cCpXttw4L/NHSraMrvvVqOt1e1/o/LkobgONYuYiIjET4NHVM65Gc65XzjnujjnPvWanwdOjE606OnSpZTDmBfW1rpoDW2GDCHttdfAuTglExGRSI256q+nme3uPc82s5uAcUB6/Vv6T1qa4/jr9uchLgtrT125kjajRpE9YAAZjzyC/fhjnBKKiMg2jTlH9Qyw7SqEu4FBQD/gH80dKhZ+//syHt77Hl7l+BrrUhcsoNW4ceT26EHmoF+ReccdpH76KVRqJmARkVhrTKHq4pxbbGYGnAKMAE4Djo1KsihLT4enJ5VzyW4vcC9/IIDV2i/ry8/Iuu02so8+mqxOXSkfejp2z4Okfv65CpeISAw0plCVeZem9wZWOud+BsqArIZsbGbDzGyxmS0xs7F19DndzL42swVm9kwjsu2UvfcO8MobFUwpuJOD+YKpnExVPb+SzLJN7PrfN8i95XqyjzqK9I7dWF8wknXjHsJ98jlUJdwFkCIivteYq/6eAd4BcoCHvLZD2f4l4DqZWSrwMDAEWAV8YmbTnHNfh/TpTvCcV3/n3AYzq3lpXhR06eJ49dXNzJjRjUeenMwVb6/ljMDTnMoUevNJvdu2rthI169fh69fh0egJDWXpZ0GsLn3ANqe3J8Oww7A0lJj8TZERFqsBhcq59wfzGwoUOGce9drDhC8Y8WO9AaWOOeWApjZJOAk4OuQPhcCDzvnNnivt7ah2ZrKDE44oZITTqikuDibDz8cw7/ev5Jxs3/ml4teY0hgJoN5j135ud79ZFdt5KAVM2DFDHgBNlou3+4xkNJjhrHHJUPJ3Wf3GL0jEZGWozEjKpxzb5jZnt79/b53zs3b4UZBnYCVIcurgD4RffYBMLPZQCpwo3Pu9cbkaw55eTB8eCXDh1cC2WzdOoIvvxzJo5+ksPb9b8j77EMOWPdBgwpXrtvIIStfhSdeJfCEsSi3N0WDjmPPa04ip1fX2LwhEZEEZ66B3xkys47AJKAvsB7YBfgIGOWcW72DbUcAxzrnLvCWRwO9nXOXh/SZDlQApwN7AB8CBzjnirb1KS4urg5bWFjYoNzRUFSUysIFrSia8z05n35Kt5VzKSj/gPasa/A+vsztw9rjhpN/QX/Iz4liWhER/+vevXv187y8vLCr2xpTqF4CVgDjnHObzawN8Degq3Ou3i/9eiOwG51zx3rL4wCcc7eF9JkAzHXOPektvw2Mdc5VnygKLVRNUVhYGPZLaSrnYPUqx7evfEPFm7Np979ZHPDz+w0qXKVksvCQ0+nwt4to3e/AqOaMJmWNjkTJmig5QVmjoblzRhaqxlz1NwC42jm3GcD7+SegoAHbfgJ0N7OuZpZB8H6B0yL6vAQcBWBm7QkeClzaiHxxYwadOhuDLu3B0VPP45Alj1P5fSHv3DOH6b1v4H9Zh9e5bRZlHPL5U3Q8biA/H3QiZVNe150xRERCNKZQbQB6RrT1AIpq6RvGOVcJjAFmAguByc65BWZ2s5ltG43NBNaZ2dfAu8AfnXMNP5bmM63apHDY+T0Z+MZV7LnmLT6ftpCXhtzHvFb969zmlys+YLfzR1Ky/9G4GW+qYImI0LiLKe4E3jKzx4DlwF7AucD1DdnYOTcDmBHRdkPIcwdc5T1anG6DOtJt0Dk4dw6zpy3nh7te4PCvnqILy2r07bT6MzhjBB33OoSUx+4mcPhhsQ8sIuITjbkp7aPAb4D2wK+9n6MJXvggDWQGB5y0F0NmXU3gm894+rTJfJg2uNa+nZZ/TptjjsFdeAW2LmEHlyIiTdKYQ384595xzl3gnDveu4LvfeDa6ERr+XbZLYVf/2soXZa+xITfzWVa2v/V6JOCI//5iWQc1Ju0aZGn9UREWr5GFao61H6TPGmw3FwYdce+HPjNE9xyylymM7xGn6zN62hz1lmkXzwGNm+OQ0oRkfhojkKlM/7NpF07xxVP7Msuc55hzD6vsYgeNfq0nvQ06Ucfj62u96trIiItxg4vpjCzX9WzOqMZs4inZ88AN3/Uj/93w6u0mfAc11fdSAYV1etbL/qCsgG/onzqcwQOPjiOSUVEoq8hV/09toP1K5ojiIRLTYUzztlA5W8v5/TTh3DbyrPYj0XV6zPXr4HjT6b81akEevWKY1IRkeja4aE/51zXHT1iETRZ7bdfgIfm7MMtw2cxjV+HrcvcvIGM408m5Ysv4pRORCT6muMclURZTg6MfyqN2Vc/y9+5Mmxd5pYi0k4ZqXNWItJiqVAlCDP4y/WV2L23cgd/ClvXav0PpJx8BmzdGqd0IiLRo0KVYM49r4LsB2+oMbLK/mY+XHtLnFKJiESPClUC+u3oSqpuv4VXIr5vlff4eFLffz9OqUREokOFKkFdeHEVr//2cb6jS1h71SV/hIqK2jcSEUlAKlQJ7K/3ZHDL3k8QCLk5SN7qb7BHn4xfKBGRZqZClcAyM+H8Jw/jSTs3rD3l1rugtDROqUREmpcKVYI74IAAS8+9nhLaVLdlb15L4N/PxTGViEjzUaFqAc6/rh1PZPwurC1w98OaeFFEWgQVqhagXTvHxnMvpiLkjli7/PQNKXM+imMqEZHmoULVQpx65e5MtfD5rDbcPylOaUREmo8KVQvRsaNjcd8zw9p2fXeq7lYhIglPhaoF2eeyI/mBDtXLrSo2Ye9+EMdEIiJNp0LVghw1BF5NPzmsbf3EN+KURkSkeahQtSCZmfBzv+PC2vJmva6r/0QkoalQtTAdzxjAZlpXL7ct+Z6UhQvjmEhEpGliVqjMbJiZLTazJWY2tp5+p5mZM7PDY5WtJRk4JI33GBzWVjpzTnzCiIg0g5gUKjNLBR4GjgN6AqPMrGct/XKAK4CPY5GrJdplF0dhx4FhbSUz9H0qEUlcsRpR9QaWOOeWOufKgUnASbX0uwW4E9CN6prADeofttzuq1k6TyUiCStWhaoTsDJkeZXXVs3MDgE6O+emxyhTi9Xh+APD7v2Xt/VHUpYsiWMiEZGdl7bjLs3Cammr/i++maUAfwfOaegOCwsLmxSoqdvHys7k3KVDGnMoYChvVrf98PzLbBxR2yC2+STK7xSUNRoSJScoazQ0NWf37t3rXBerQrUK6ByyvAewOmQ5BzgAeM/MADoA08zsROfcvNp2WN+b2pHCwsImbR8rTcn5eNv+DN2wvVC1+uRbdv9L9N5zovxOQVmjIVFygrJGQ7RzxurQ3ydAdzPramYZwEhg2raVzrli51x751wX51wXYC5QZ5GSHSs5pCBsuc3nuqBCRBJTTAqVc64SGAPMBBYCk51zC8zsZjM7MRYZkk3bYYdSTnr1cruiZdjq1fVsISLiTzH7HpVzboZzbh/n3C+dc7d6bTc456bV0newRlNNc/jADOYR/lW0lNkaVYlI4tGdKVqoHj0C/DdjQFjb5plz45RGRGTnqVC1UCkp8PN+4eepUjWRoogkIBWqFizzV30IhHwzoN3qBVBUFMdEIiKNp0LVgh08OIevOKB6OQVH2se6O5WIJBYVqhbs0EOrmE347ZQq3tHhPxFJLCpULVhODizrHH5BReBNzfgrIolFhaqFqxoYcYPapZ9hK1bEKY2ISOOpULVwPQbvxmzCr/5Ln1bjq2siIr6lQtXC9e9fyQucFtaW+u//aNoPEUkYKlQtXKdOjq/2/T8qSa1uyyhcSNqbb9azlYiIf6hQJYFDfr17jVFV1nXXQVlZnBKJiDScClUSOP74Su7ij2Ftqd98Q6srr4RAIE6pREQaRoUqCfTqVUVpz178i/PD2jOefZZWF1+skZWI+JoKVRIwg7PPLueP3MU3hE9uljF5MtlDhmiqehHxLRWqJDFqVDkp7fIYznR+ZLewdalffkn2gAFk3nWXRlci4jsqVEkiNxeuuaaMQvahgDkUsnfYeistJevWW8kuKCDt3XfjlFJEpCYVqiRy4YXlHHZYJUv5JUfwCZMZUaNP6rff0uaUU2h13nnYDz/EIaWISDgVqiSSng6PPbaFXXYJUEw+v+E5zuZJfqJ9jb4ZL75ITp8+pL39dhySiohsp0KVZLp0cUydupn8/ABgTORserCY8VwSNncVgG3cSOsRI0h/4YX4hBURQYUqKR10UICZMzfzy19WAbCBdlzGePrwMZ9yaFhfCwRodcklpH6gu66LSHyoUCWpHj0CvP12CSNGlFe3zeMIevNf/sztYaMrq6ig9UXazic2AAAQK0lEQVQXYRs2xCOqiCQ5Faoklp8Pjz66lUmTNtOxY/AOFQFSuZM/cyb/CeubsmYNWX/5SzxiikiSU6EShg2rZO7cTZx99vbR1SRGcSvhhSl90iRS5s+PdTwRSXIxK1RmNszMFpvZEjMbW8v6q8zsazP70szeNrO9YpVNIC8P7r9/Ky+/XMLuuwdHVzfxV75i/+o+5hxZN90Ur4gikqRiUqjMLBV4GDgO6AmMMrOeEd0+Bw53zh0EvADcGYtsEu7II6t4440SOncOUEEG13B32Pr0d98l9fPP45RORJJRrEZUvYElzrmlzrlyYBJwUmgH59y7zrkt3uJcYI8YZZMIe+3lmDx5M61aOWZyLO8yOGx95n33xSeYiCSlWBWqTsDKkOVVXltdzgdei2oiqdd++wW44YZSwLid8CO1adOm6Sa2IhIz5mIwJbmZjQCOdc5d4C2PBno75y6vpe9vgTHAkc65sDukFhcXV4ctLCyMbmihqgp++9ueLFnSis84lEPYfiHF2lNPZcXYGqcaRUR2Svfu22d2yMvLC7v7QKwKVT/gRufcsd7yOADn3G0R/Y4BHiRYpNZG7ie0UDVFYWFh2C/Fr/yQ86230jjttDb8hklMYlR1u2vdmo1ffx28xh1/ZG0oZW1+iZITlDUamjtnZKGK1aG/T4DuZtbVzDKAkcC00A5mdgjwD+DE2oqUxMfRR1cycGAlUziVVSFHa23LFjKeeiqOyUQkWcSkUDnnKgkezpsJLAQmO+cWmNnNZnai1+0uIBt43szmm9m0OnYnMWQG48aVUkk6D3NZ2LrMf/4TKivjlExEkkXMvkflnJvhnNvHOfdL59ytXtsNzrlp3vNjnHO7O+d6eY8T69+jxEpBQRVHHlnJo1zIVrKq21NWriRtxow4JhORZKA7U0iDjBtXyjra8x/ODGvPnDAhTolEJFmoUEmD9O1bxa9+VcH9/D6sPW3OHFK+/DJOqUQkGahQSYONG1fGVxzIOxwV1q5RlYhEkwqVNNgRR1QxZEjNUVX6Cy+QWlQUp1Qi0tKpUEmjjB1bxnSGs5Su1W1WXk57XVQhIlGiQiWNcthhVQw5NsA/uSisvf1LL0EMvjwuIslHhUoabdy4Up7kHCpIq25r9d13pM6dG8dUItJSqVBJo/XqFeDQ43bh5fAb4JPx5JPxCSQiLZoKleyUsWNLaxz+S33xJWzDhjglEpGWSoVKdsrBBwfIOuFIvqNLdVtqRRlpzz0Xv1Ai0iKpUMlO+/O4ch7lwrC28of+rYsqRKRZqVDJTjvggACrh/6WSlKr2/JXLSR13rw4phKRlkaFSprkvGvbMp3hYW1l45+OUxoRaYlUqKRJDj44wAd7nxPW1mb6FCgpiU8gEWlxVKikybpf8StW07F6OauiBHvhpTgmEpGWRIVKmuzk0xzPpo8Oa9vy0H/ilEZEWhoVKmmy1q1h5ZCTw9o6LPmIlMWL45RIRFoSFSppFgVn5/AeR4a1lTyoUZWINJ0KlTSLbt1Ka15UMWUSVFTEJ5CItBgqVNJs9vj9cIrJrV7O3bqWwLTX45hIRFoCFSppNieMSOfFzFFhbZvu+Xec0ohIS6FCJc0mKwvWnnh2WNueX7+Fmzo9TolEpCVQoZJmNXTs/sylb1hbqwsvIv3fE2Hr1jilEpFElrbjLs3DzIYB9wOpwL+cc7dHrM8EJgKHAeuA3zjnlsUqnzSPbr90PHDKfRw+tT9pVAGQWbkFfn8FlVddw6ZuB0K3LqR07Ux6h3bQLh+Xlwc5ObiMDMjIqP5JRgYuPR1SUmp9uNRUMKtzPSkpwfUiktBiUqjMLBV4GBgCrAI+MbNpzrmvQ7qdD2xwzu1tZiOBO4DfxCKfNK+z/r4vt7x7DzcVXRnWnlZVTtvCT6Hw05jmCZBCwFIAw5lxEFb9HMBhYIbDaj6H6uVt27h6tq+7T839NGQf7QMBNqamVrdv48IKcF3tbH8PzdIvYpuQxTaVAX5MS63+fdW+37r3Xdfr15dhZ99DSmUlK9LSGrzvhr6HsPZ630PDVVZUsiQjvdHb1czcGI3f9sehx9D9zu5NeM36xWpE1RtY4pxbCmBmk4CTgNBCdRJwo/f8BeAhMzPnNGdEosnPh6HTz+OPQ9O4ZcvVZFEW1zwpBEhxgeCCPk0ize7lBftGdf+xKlSdgJUhy6uAPnX1cc5VmlkxsAvwc207LCwsbFKgpm4fK4mSE8KzZmbCwGcHMvqmjyn47ElOYSpdWB7HdCISTU39t6p797pHZLEqVLWNJSP/b9uQPtXqe1M7UlhY2KTtYyVRckLtWbt3hyPfgcWLb+Y/b/6NlXPXkLLkW1r/uIy2W76ndVkR+RTRlg20YTMZlJNJWdjPDMoxXHBU5D1SqQpbruuRSiBOvw2R5BPNf6tiVahWAZ1DlvcAVtfRZ5WZpQF5wPrYxJNo6tEjQI8e5TCmHdAOOAKAqirYtAm2bjXKyqCiIvhzo/ezvDw4WXDwYQQCEAgEl+t6HtoPgEAAc9s7GI4f16xht912A8C2v0D1epzDBYL/R9q2XP96aqyvfkCt21f3o+5tDce6detp17ZdcN02rvbnFvn/urrWRRxND19XV3v9+96wYT1t27arM1tD8+zsewgNbjv4/RQVFZGXl1/P/urYVzO8h8YwoKiomLy8vMZt2ISzJTWyN1DKgbk77tQEsSpUnwDdzawr8D0wEjgjos804GzgI+A04B2dn2rZUlOD57Py87f9MUfzj3v7xQiFhVvo3r3xJ6jjIVFG1YmSE5Q1GqJ9iiImhco75zQGmEnw8vTHnXMLzOxmYJ5zbhrwGPCUmS0hOJIaGYtsIiLibzH7HpVzbgYwI6LthpDnpcCIWOUREZHEoDtTiIiIr6lQiYiIr6lQiYiIr1kiXVhXXFycOGFFRGSn5OXlhX2vViMqERHxNRUqERHxtYQ69CciIslHIyoREfG1pCpUZjbMzBab2RIzGxunDI+b2Voz+yqkrZ2ZvWlmhd7Ptl67mdkDXt4vzezQkG3O9voXmtnZtb1WE3N2NrN3zWyhmS0ws9/7OGuWmf3XzL7wst7ktXc1s4+9133OzDK89kxveYm3vkvIvsZ57YvN7NjmzhryOqlm9rmZTfdzVjNbZmb/M7P5ZjbPa/PjZyDfzF4ws0XeZ7afT3P28H6X2x4bzexKP2b1XuMP3t+pr8zsWe/vWuw/q865pHgQvHXTt0A3IAP4AugZhxyDgEOBr0La7gTGes/HAnd4z48HXiN4k7q+wMdeeztgqfezrfe8bTPn7Agc6j3PAb4Bevo0qwHZ3vN04GMvw2RgpNc+AbjEe34pMMF7PhJ4znve0/tcZAJdvc9LapQ+B1cBzwDTvWVfZgWWAe0j2vz4Gfg3cIH3PAPI92POiMypwBpgLz9mJTj10ndAq5DP6Dnx+KxG5Q/Ajw+gHzAzZHkcMC5OWboQXqgWAx295x2Bxd7zfwCjIvsBo4B/hLSH9YtS5pcJztDs66xAa+AzgvOd/QykRf75E7znZD/veZrXzyI/E6H9mjnjHsDbwK+A6d5r+zXrMmoWKl99BoBcgv+gmp9z1pJ7KDDbr1nZPkdgO++zNx04Nh6f1WQ69Ffb5I2d4pQl0u7OuR8AvJ+7ee11ZY7pe/GG8IcQHKn4Mqt3KG0+sBZ4k+D/2oqcc5W1vG7YJJ3Atkk6Y/V7vQ/4E1RPmLWLj7M64A0z+9TMLvLa/PYZ6Ab8BDzhHU79l5m18WHOSCOBZ73nvsvqnPseuBtYAfxA8LP3KXH4rCZToWrUxIw+UVfmmL0XM8sGpgBXOuc21te1jkwxyeqcq3LO9SI4WukN7FfP68Ytq5kNB9Y65z4Nba7ndeP9GejvnDsUOA64zMwG1dM3XlnTCB5Of8Q5dwiwmeDhs7rE+3eKd17nROD5HXWtpS1Wn9W2wEkED9f9AmhD8HNQ1+tGLWsyFaqGTN4YLz+aWUcA7+dar72uzDF5L2aWTrBI/cc596Kfs27jnCsC3iN4PD/fgpNwRr5udSYLn6QzFln7Ayea2TJgEsHDf/f5NCvOudXez7XAVIL/CfDbZ2AVsMo597G3/ALBwuW3nKGOAz5zzv3oLfsx6zHAd865n5xzFcCLQAFx+KwmU6GqnrzR+9/MSIKTNfrBtkkj8X6+HNJ+lnflT1+g2DssMBMYamZtvf/1DPXamo2ZGcE5whY65+71edZdzSzfe96K4F+whcC7BCfhrC3rtvcQOknnNGCkd/VSV6A78N/mzOqcG+ec28M514XgZ/Ad59yZfsxqZm3MLGfbc4J/dl/hs8+Ac24NsNLMenhNRwNf+y1nhFFsP+y3LZPfsq4A+ppZa+/fg22/19h/VqN1otCPD4JX0HxD8PzFtXHK8CzB470VBP+ncT7B47hvA4Xez3ZeXwMe9vL+Dzg8ZD/nAUu8x7lRyDmA4PD8S2C+9zjep1kPAj73sn4F3OC1d/P+QiwheIgl02vP8paXeOu7hezrWu89LAaOi/JnYTDbr/rzXVYv0xfeY8G2vzM+/Qz0AuZ5n4GXCF4J57uc3mu0BtYBeSFtfs16E7DI+3v1FMEr92L+WdWdKURExNeS6dCfiIgkIBUqERHxNRUqERHxNRUqERHxNRUqERHxNRUqkQRlZiVm1i3eOUSiTYVKZCdZcAqMY8zsHDObFeXXes/MLghtc85lO+eWRvN1RfxAhUokzkJuRyMitVChEmma/QjOydPPOxRXBNWTyN1tZivM7Eczm+Dd3gkzG2xmq8zsz2a2huBdv9ua2XQz+8nMNnjP9/D63woMBB7yXuMhr92Z2d7e8zwzm+htv9zMrjOzFG/dOWY2y8uzwcy+M7Pabi4q4ksqVCJNsxC4GPjIOxSX77XfAexD8NY+exOc1uCGkO06EJznZy/gIoJ/F5/wlvcEtgIPATjnrgU+BMZ4rzGmlhwPErwJaDfgSOAs4NyQ9X0I3r6mPcFJ+h7z7t8m4nsqVCLNzCsAFwJ/cM6td85tAv5G8Ca02wSAvzrnypxzW51z65xzU5xzW7z+txIsOA15vVTgNwQnp9vknFsG3AOMDum23Dn3qHOuiuBsuB2B3Zv4VkViQsfGRZrfrgRvPPppyKDFCE49vs1PzrnS6pVmrYG/A8MI3lAVIMfMUr3iUp/2BKdfXx7StpzwyenWbHvinNvi5cpu6BsSiSeNqESaLvLOzj8TPHS3v3Mu33vkOeey69nmaqAH0Mc5lwtsm6DQ6ugf+XoVBA8bbrMn8H0j3oOIb6lQiTTdj8Ae3jxnOOcCwKPA381sNwAz62Rmx9azjxyCxa3IzNoBf63lNWr9zpQ34poM3GpmOWa2F3AV8HQT3pOIb6hQiTTdOwTna1pjZj97bX8mOC/PXDPbCLxFcMRUl/uAVgRHR3OB1yPW3w+c5l2190At219OcAr2pcAs4Bng8Z17OyL+ovmoRETE1zSiEhERX1OhEhERX1OhEhERX1OhEhERX1OhEhERX1OhEhERX1OhEhERX1OhEhERX1OhEhERX/v/YZZ1D96eJAkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8000, train loss: 0.0000, test loss: 0.0005\n",
      "a : 783, b : 147, y : 930\n"
     ]
    },
    {
     "data": {
      "image/png": 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lrF3a7forz4g9maJio3b9iYiEWdoVqsrM2EJVuUn7tUVEwiztClVFZuzJFFWbNKISEQmztCtUlVnxhUrHqEREwiztClVVVuyuv6rN2vUnIhJmSSlUZvaEma0ys3l1LDczG2dmi8zsYzPr3VRZKrNjC1W1RlQiIqGWrBHVn4GT6ll+MtAjePwAeKSpglTHj6i2aEQlIhJmSSlU7v4OsLaeLiOAJz3ifaCdmXVukjDZsV8dqy7THalERMIsLF/43RuIvu3liqDtq7qeUFRUtEsbKou7o1Xx6rW7vK5kCHO2aMqZeM0lq3ImVrrmrO++ZmEpVFZLW703SdzVm7WtLmgdM986Oy8UN36rTVhuSrcjypl4zSWrciaWctYuLGf9rQCir8fRBfiySbaUFVebdSFLEZFQC0uhmgxcEJz91x8odvc6d/s1hmfnxDZUVDTFZkREJEGSsuvPzJ4BjgE6mtkK4JdANoC7TwCmAqcAi4DNwMVNFiYnO2bWK3QyhYhImCWlULn7uTtY7sCPkpIlO7ZQmXb9iYiEWlh2/SWNxReqSu36ExEJs7QrVPG7/kzHqEREQi3tCpXFFSo0ohIRCbX0K1S5sWf9ZVbqGJWISJilXaGKv4SSVeqsPxGRMEu7QhU/osrQiEpEJNTSrlBl5MYeo8qo0jEqEZEwS7tCZbmxu/5UqEREwi3tClVmXtyuPxUqEZFQS7tClRE3ospUoRIRCbX0K1R5sceoMqt0MoWISJilX6GKO5kis1ojKhGRMEu7QpWZH/eF32qNqEREwiz9ClVe7DGqrGp94VdEJMzSr1Dlx+76y3KNqEREwiztClVWvo5RiYg0J2lXqOJHVNkaUYmIhFraFar4EVWWa0QlIhJmaVeoslvFnkyRrUIlIhJqaVeottv1h3b9iYiEWdoVqpzW8YWqAtxTlEZERHYk7QpVdl4mVVEvOwOHqqoUJhIRkfokrVCZ2UlmttDMFpnZDbUs38fM3jKzj8zsYzM7pSlyZGZCObFXp6gq1XEqEZGwSkqhMrNM4GHgZOBg4FwzOziu2y+Aie5+BDAaGN80WbYvVJWbdZxKRCSskjWi6gsscvfF7l4OPAuMiOvjQNtguhD4sqnCxBeq8hKNqEREwiprx10SYm9gedT8CqBfXJ9bgdfN7CqgNTCsqcJUWE6kLAaqtqhQiYiEVbIKldXSFn+q3bnAn939N2Y2APirmR3q7tW1rbCoqGiXw3Sy7JitL1m4mIKckl1eX1NqzOtMJuVMvOaSVTkTK11z9ujRo85lySpUK4CuUfNd2H7X3iXASQDu/p6Z5QEdgVW1rbC+F7Ujqy1211/n3fZgzx777/L6mkpRUVGjXmeyKGfiNZesyplYylm7ZB2j+hfQw8y6m1kOkZMlJsf1+Rw4DsDMvg3kAd80RZiKjPiTKbTrT0QkrJJSqNy9EhgLTAMWEDm7b76Z3W5mpwfdrgEuM7O5wDPARe5N803cSov90q/O+hMRCa9k7frD3acCU+Paboma/gQYlIwslRmxhaq6VIVKRCSs0u7KFABVcYWqaovu8isiElZpWagqtztGpRGViEhYpWWhqsqM3/WnkylERMIqLQtV5XaFSiMqEZGwSstCVa1CJSLSbKRloYrf9edl2vUnIhJW6VmosnSMSkSkuUjLQlUdV6i8XIVKRCSs0rNQxe/6U6ESEQmt9CxU2bGFijKdTCEiElZpWag8btcfGlGJiIRWWhaq+GNUlGtEJSISVmlZqDx+11+FCpWISFilZaEiJ/ai8aZdfyIiobXThcrMrjazXsF0fzP73MwWB7eNb1aqc2IvSptVtilFSUREZEcaMqL6GbAkmL4b+C1wJ/BAokM1tbJWhTHzQz95NEVJRERkRxpy48RCdy82szbA4cAwd68ys980UbYmU9G2cPvG4mIorKVdRERSqiEjquVmNhAYDbwTFKm2QFXTRGs6lV07b9dWPeWNFCQREZEdaciI6lrg70A5cGbQdirwYaJDNbWMg7pu15Z926+oPuU4vH37FCQSEZG67PSIyt2nuvte7t7N3f8dND8PnN400ZpOjwO2cAxvxbQVrFpK6xNOIHPGjBSlEhGR2jTkrL+DzWyPYLrAzG4DbgSy639m+OTmOode2Z8nOT+mPbOoiIIRI2g9bBjZf/kLtm5dihKKiMhWDTlG9TTQLpi+HxgKDAD+kOhQyfCLm8u4be8/8A5DtluWNXs2rX7yEwq+tT+5Jw0n58EHyViwANxTkFREJL01pFB1c/eFZmbASOAsYBRwYpMka2L5+fCXZysZXTiVR7m01j4Z1VXkvf8u+TffTJsBA8jqeiDlI8eQ+egTZBQVqXCJiCRBQwpVWXBqel9gubuvBsqAvJ15spmdZGYLzWyRmd1QR5+zzewTM5tvZk83INsu6dmzmpdedyb0foR+vM/rHF9v/9Ylq+j01iQKrr2aNn364F0O4ZsTf0Dxb/6KLV6iwiUi0gQactbf08A/gDbAQ0Fbb7Z9CbhOZpYJPAwcD6wA/mVmk939k6g+PYgc8xrk7uvMbPcGZNtlBx5YzRtvbOLFF3tyx5+ncsXMZVzIXxjJi/RkXr3PbbfpS9p9MBE+mAh3wKrcrizffyiVQ4aw13mDaNtz+7MLRUSkYXa6ULn7z8zsBKDC3beeMldN5IoVO9IXWOTuiwHM7FlgBPBJVJ/LgIfdfV2wvVU7m62xMjNh1KgKRo2qYPXqTsyYcQP3vf0Lvpr1OYd8NoXjeYMh/JO2bKx3PbuXLWf3+X+D+X+DCbAipzsrvn0c2aNOptuYwWS1zk3SKxIRaTkaMqLC3V83s32C6/t94e6zd/KpewPLo+ZXAP3i+hwAYGbvApnAre7+WkPyJULHjs6ZZ1Zw5pkVQCc2bLiYjz66lN9+CBvemkuHj9+hT8nbDGYmrdlc77q6lC+hy9zHYO5jlNxcwCfdTiTzzOF0/8mJZLZtnZwXJCLSzJnv5HEVM+sMPAv0B9YCuwHvAee6+5c7eO5ZwInufmkwfz7Q192viuozBagAzga6AP8EDnX39Vv7FBcX14QtKiraqdyJ5g6rVmWzYG42pf8sYrePZ/Ptle/Sr/o98indqXWUUMC/9z+VzDEnkDfsUDBr4tQiIuHWo0ePmunCwsKY/xQbUqheAj4HbnT3TWbWGrgL6O7u9X7pNxiB3eruJwbzNwK4+91RfSYA77v7n4P5N4Eb3P1fW/tEF6rGKCoqivlHaayqKlg0r5wvX/wPGTPeYa+F73DY5g/IYce3D/mi1f6sPe+HdL3lXKxNQZPmbCrKmXjNJatyJpZyRsQXqoac9TcYuMbdNwEEP68DBu7Ec/8F9DCz7maWQ+R6gZPj+rwEHAtgZh2J7Apc3IB8KZOZCQcensOxt/bn6Leuo8eXU1j60ee8cuULvNH9ElbannU+d+/Ni+j56LVkdjuEVRfdAl+tTGJyEZHwa0ihWgccHNd2ILC+lr4x3L0SGAtMAxYAE919vpndbmZbR2PTgDVm9gnwFnCtu69pQL5Q2aN7PoPvOo6+H/2GzK8+Yfod/+D/DvwZX9n2F8QFaFNVTI+XxpF3SC82XH4LtqbZvnQRkYRqSKH6NTDdzO4xsyvM7B7gjaB9h4JrBR7g7t9y9zuDtlvcfXIw7e5+tbsf7O493f3Zhr6YsMrJy6DPVb0Z+sEv8aX/ZfLlk3it8CzKa7n6VG51KV2fHUf2gYfT7sEnoHTnjnuJiLRUDbko7aPAOUBH4LTg5/lETnyQndS6MIuj7/kO/Zc+yrt/+4Snut/Ianbbrl9+ZQn7P/kIdvggsqZPT0FSEZFwaMiICnf/h7tf6u6nBGfwzQBuappoLZsZ9B7eidM+up55Uxcw7sBxfMFe2/Vr+/VntB41ioyLL4cNG1KQVEQktRpUqOqgc6sb6YiBOVz4wQW8/9Rc7trtPr6h43Z92rz4LDn9jiZz9s5+dU1EpGVIRKHSBe4SZNip2Vy24DIe/fnHPJJxBdVxfwPkf7WEvBNPIXvixBQlFBFJvh1emcLMvlPP4pwEZhEgJwd+9ItWzB95L2d/71x+uezKmGsOZlWVk/WDH7BlyVLKr7tWXxYWkRZvZy6h9PgOln+eiCAS65BDqvn5s6144s//ZL8/3MxVNdcBjsi/+y68tJyKW25SsRKRFm2Hu/7cvfuOHskImo6yspxb7zXa/OlexuT+lbK4AWyr391P9j33piidiEhyJOIYlTSxkSMruHDaCEYVvs56CmOWtbr3HrKefS5FyUREmp4KVTPRq1c1d7zdm4s6v0oxbWOW5fzoxzobUERaLBWqZqR792p+9fohXNjpFUrZdm+r7KoyOO8yKClJYToRkaahQtXMdO3q3Pzq4fy04NGY9oKvl8B1v0xRKhGRpqNC1Qztv381pz4zkoftypj2wqcfJ2POnBSlEhFpGipUzdSQIVWsve52itg/pr30qlsid3cUEWkhVKiasSt+nsVvuz0Q09bpv++QOeOdFCUSEUk8FapmLDsbzvzjUF7n+Jj2DbeNT1EiEZHEU6Fq5vr0reb1/rEXsN/ro2lkLFyYokQiIomlQtUCnHb3EbxPv5i2TQ/+LUVpREQSS4WqBeh1hPPat66Iacuf9DxUVaUokYhI4qhQtRD7/vQUNlJQM1+4+Ssy356RwkQiIomhQtVCnPjdHF7KPDOmbd2fp6YojYhI4qhQtRCtW8OyPmfEtr09Td+pEpFmT4WqBdn3osFsIa9mvsPG5WR8+mkKE4mINJ4KVQsy5MQc3uLYmLbSF6enKI2ISGIkrVCZ2UlmttDMFpnZDfX0G2VmbmZHJStbS9G+vTOvywkxbZtfey9FaUREEiMphcrMMoGHgZOBg4FzzezgWvq1AX4MfJCMXC1R5rEDY+Z3+/Q9qK5OURoRkcZL1oiqL7DI3Re7eznwLDCiln53AL8GSpOUq8XpMfLAmLsAF5Sv03EqEWnWklWo9gaWR82vCNpqmNkRQFd3n5KkTC1S7z7wLoNj2sremJWiNCIijZeVpO1YLW01502bWQbwO+CinV1hUVFRowI19vnJsis5F3Tsx/DVr9TMr3npLTaecnQiY22nJf97pkpzyaqciZWuOXv06FHnsmQVqhVA16j5LsCXUfNtgEOBt80MYE9gspmd7u6za1thfS9qR4qKihr1/GTZ1Zxv9C+BqHHp7ovmsmcTvt6W/u+ZCs0lq3ImlnLWLlm7/v4F9DCz7maWA4wGJm9d6O7F7t7R3bu5ezfgfaDOIiX163TS4ZSSWzPffuMKbPnyep4hIhJeSSlU7l4JjAWmAQuAie4+38xuN7PTk5EhnfQZnMmH9I1ps3ffT1EaEZHGSdr3qNx9qrsf4O7fcvc7g7Zb3H1yLX2P0Whq1+27r/Of/EExbRtfVaESkeZJV6Zogcxg/aEDYtqyP9BX00SkeVKhaqFaHXcU1VEnW+62cj6sX5/CRCIiu0aFqoU67Oi2zOPQmvkMnKwPP0xhIhGRXaNC1UL16lXFLIs9TlX6po5TiUjzo0LVQuXnw/Jusdf9q3xbhUpEmh8VqhbMB/aPmd+taDZs2JCiNCIiu0aFqgU7YNjeLOJbNfNZ1eVkv/FGChOJiDScClUL1qdPJZP4bkybvbjd19ZEREJNhaoF69LFeXf3M2Lacl57FfvmmxQlEhFpOBWqFm6P047gM/armc+sLCfnscdSmEhEpGFUqFq4E0+u5iHGxrTlPvSQLlIrIs2GClULN3hwJRNbX8waOtS02aZNtLrwQti8OYXJRER2jgpVC5eXB8d9txU3cWdMe9Z//kPrkSOxtWtTlExEZOeoUKWBiy4q54/8gKmcHNOe9cEHFAwZQuZ776UomYjIjqlQpYHevavo26+ac3mGj+gVsyzjiy9oPXw4edddB8XFKUooIlI3Fao0YAa33VbKBgo5lreYwdDY5dXV5P7xj7Tp25fsSZPAPUVJRUS2p0KVJvr3r+L888spph3H8wb3c812fTK+/ppWY8bQatQoMpYsSUFKEZHtqVClkXvu2cLBB1dRQQ7Xcj8nMC3mO1ZbZb/5JgUDB5L10kspSCkiEkuFKo20bg0vvriJHj2qAHiDEziUedzBLygnO6avbdlC64su0peDRSTlVKj/1HdhAAAQfklEQVTSzB57OFOnbmLAgEoASsnnFu7gMD7mbY7ern/etdeSNXVqsmOKiNRQoUpDnTo5L7+8iauuKiMjI3LixEIO4lje4odMiBldmTv5P/oR9vXXqYorImlOhSpN5eTAHXeUMm3aJg48sCpoNf7IDzmDl6gks6Zvxrp15F97bWqCikjaU6FKc336VDFjRglXX11KZmZkdPUqp/D/uCumX/bkyWS+rzsEi0jyJa1QmdlJZrbQzBaZ2Q21LL/azD4xs4/N7E0z2zdZ2dJdXh7ccksZ06dvolu3yOjqN1zDh/SJ7XfrrfqOlYgkXVIKlZllAg8DJwMHA+ea2cFx3T4CjnL3w4C/A79ORjbZ5ogjqnj99U0cdFAV1WRyLffFLM96/31dbklEki5ZI6q+wCJ3X+zu5cCzwIjoDu7+lrtvvZz3+0CXJGWTKLvv7jz77CYKC513OJpXOSlmee64cSlKJiLpKlmFam8g+gZIK4K2ulwCvNqkiaRO3bo5d965BYB7uT5mWfZrr5GxcGEqYolImjJPwjEHMzsLONHdLw3mzwf6uvtVtfT9PjAWONrdy6KXFRcX14QtKipq2tBpzh3GjDmIefNa8yF96cPsmmXfjBjBsl/8IoXpRKSl6dGjR810YWGhRS9LVqEaANzq7icG8zcCuPvdcf2GAQ8SKVKr4tcTXagao6ioKOYfJaxSnXPmzExOPbWAs5jIRM6paff8fDbOn493iNyMMdU5d1ZzyQnNJ6tyJpZyRsQXqmTt+vsX0MPMuptZDjAamBzdwcyOAP4AnF5bkZLkGzy4iuOPr2AS3+Vzuta025YtZP/1rylMJiLpJCmFyt0riezOmwYsACa6+3wzu93MTg+63QcUAM+b2Rwzm1zH6iSJbrihjCqyGM+VMe25jz0GVVV1PEtEJHGS9j0qd5/q7ge4+7fc/c6g7RZ3nxxMD3P3Pdy9V/A4vf41SjIceWRkVPUYl1JKbk17xvLlZL2q811EpOnpyhSyQ9dfX8YaOvI3zotpz/3jH1OUSETSiQqV7NBRR1Vx3HEVPEjsSZpZ77xDxoIFKUolIulChUp2yvXXlzGXXvyTwTHtORpViUgTU6GSndK3bxXf+c72o6qc554js6QkRalEJB2oUMlOu/76Ml5kJCuiLipimzfT4bXXUphKRFo6FSrZaf36VTHkWHiUy2LaO778cooSiUg6UKGSBrn++jL+xMVUs+2L460//ZSMOXNSmEpEWjIVKmmQ/v2r+NYxnZnGiTHtObpShYg0ERUqabDrry/bbvdfxjPPw+bNdTxDRGTXqVBJgw0YUMWGISfxNbvXtGVv3kC2jlWJSBNQoZJdcs2N1fyFC2PaSh96MkVpRKQlU6GSXTJwYBVzj7oopq3D/PfIWLQoNYFEpMVSoZJdds7N+/AOQ2LaKh59OkVpRKSlUqGSXTZ0aBWv7H5RTFvW089AZWVqAolIi6RCJbvMDDr84DQ2UlDT1nbjV2S++Y8UphKRlkaFShrlrItz+budFdO24YG/pSiNiLREKlTSKLvt5nx81KiYtk7vT8XWrElRIhFpaVSopNEOvHg/FnJAzXy2V1D+p+dTmEhEWhIVKmm0I48q4aUOF8W0VT36FLinJpCItCgqVNJoZpAz5myqoj5Oe3w9j4w5c1OYSkRaChUqSYjTftiJ1+zkmLY19/wlRWlEpCVRoZKE6NTJmdfngpi2LtOeJOM/H6UokYi0FCpUkjBH3DyMpexbM59FFXbaOWRNmaIvAYvILstK1obM7CTg90Am8Ji73xO3PBd4EjgSWAOc4+5Lk5VPGq/fkEx+1/t33Pqf79a0FWxaBd//PuW5BZTs3xO+1Z3Mffcip3MHvF27yKNVK8jOhtxcPPhJTg6ekQGZmZCREXlETfvWtuhHdF+zepKKSHOSlEJlZpnAw8DxwArgX2Y22d0/iep2CbDO3fc3s9HAvcA5ycgniTPyieMY3/cnXFn++5j2nLISOsx/D+a/l7QsVUQKlmOAcRgWFDDDt7bXLCdmPnZZVP9anxtpi18HUE/f2tez9Tkdq6opzswMXsm2ousxBbj2dicxfbZftn1766oqvs7a9t9I4rYdm6Mxz3eMjMpKlmVnNTLT9uutu19DRZ5fWVHBouzs+Je/Q97QJ9STYWdUVFRQlJ1dM1957jl8+/oT63lG4yRrRNUXWOTuiwHM7FlgBBBdqEYAtwbTfwceMjNz1znOzUm3bs6SZ+7gvnPyuabyXjJI3duXSTXbbV6fJpGEm/7vI4HmX6j2BpZHza8A+tXVx90rzawY2A1YXdsKi4qKGhWosc9PluaYs8s+sOnP3+esW07j1MWPMpxX2J1vUphORJrSpk2bGv1/VY8ePepclqxCVduYMv5v253pU6O+F7UjRUVFjXp+sjTnnD16wPDhXfjoowcZN308a2cvxYuW0H7tEgo2r6KgYh0dWEt71pFHKTmUk0sZuZTVTGdQXfPIpGqn5zOpTtG/hEh6at26dZP+X5WsQrUC6Bo13wX4so4+K8wsCygE1iYnnjQFM+jdu4revauAvYLHIADKy2HjRqOsLDJdWmqUlsGGcqO8PHJRi+rqrT+N6mrqfLhDVVXU8QIHqqsxr8arI0eccGflVyvZc4/dwSNt7mybjuoXPb31Ed1/24PtnhvdvyZM/Hpi+m/LsPVKHoazdu0aOnTYLebqHhb9d5vXPl1Xn51rZ4f946fXrVtH+/btk5At+m/WqD47ua3164tp166w0evZcbaGi/4Lvbi4mLZtCxu2ggQcHbG6xwS1Ki4uprBwW849jz+o0Rnqk6xC9S+gh5l1B74ARgPfi+szGbgQeA8YBfxDx6darpycyAVtt2nKtzpyokJR0SZ69Ejaia6N0pxH02GknImV7JxJ+a0NjjmNBaYROT39CXefb2a3A7PdfTLwOPBXM1tEZCQ1OhnZREQk3JL256W7TwWmxrXdEjVdCpwV/zwREUlvujKFiIiEmgqViIiEmgqViIiEmjWnE+uKi4ubT1gREdklhYWFMd+r1YhKRERCTYVKRERCrVnt+hMRkfSjEZWIiIRaWhUqMzvJzBaa2SIzuyFFGZ4ws1VmNi+qrYOZvWFmRcHP9kG7mdm4IO/HZtY76jkXBv2LzOzCBGfsamZvmdkCM5tvZj8JY85g/Xlm9qGZzQ2y3ha0dzezD4LtPmdmOUF7bjC/KFjeLWpdNwbtC80s4fcsMLNMM/vIzKaENWOwjaVm9l8zm2Nms4O2ML737czs72b2afBZHRC2nGZ2YPDvuPWxwcx+Gracwfp/FvwOzTOzZ4LfrXB8Rt09LR5ELt30GbAfkAPMBQ5OQY6hQG9gXlTbr4EbgukbgHuD6VOAV4lcrK4/8EHQ3gFYHPxsH0y3T2DGzkDvYLoN8D/g4LDlDLZhQEEwnQ18EGSYCIwO2icAVwTTVwITgunRwHPB9MHBZyIX6B58VjITnPVq4GlgSjAfuozBdpYCHePawvje/wW4NJjOAdqFMWdU3kxgJbBv2HISuc3SEiA/6rN5UVg+owl/M8L6AAYA06LmbwRuTFGWbsQWqoVA52C6M7AwmP4DcG58P+Bc4A9R7TH9miDvy0Tuzhz2nK2A/xC519lqICv+vSdyvckBwXRW0M/iPw/R/RKUrQvwJvAdYEqwzVBljFrvUrYvVKF674G2RP5jtTDnjMt2AvBuGHOy7X6AHYLP3BQid0IMxWc0nXb91Xbzxr1TlCXeHu7+FUDwc/egva7MSXstwZD+CCIjlVDmDHapzQFWAW8Q+StuvbtX1rLdmBt0Altv0NnUWR8AroOam2XtFsKMWznwupn928x+ELSF7b3fD/gG+FOwO/UxM2sdwpzRRgPPBNOhyunuXwD3A58DXxH5zP2bkHxG06lQNejGjCFRV+akvBYzKwBeAH7q7hvq61pHnqTkdPcqd+9FZNTSF/h2PdtNelYzOxVY5e7/jm6uZ3sp/fcEBrl7b+Bk4EdmNrSevqnKmkVkF/oj7n4EsInILrS6pPp3KQc4HXh+R13ryNOkOYNjZCOI7K7bC2hN5P2va5tJzZlOhWpnbt6YKl+bWWeA4OeqoL2uzE3+Wswsm0iR+pu7Twprzmjuvh54m8i+/XYWuQFn/HZrMlnsDTqbMusg4HQzWwo8S2T33wMhy1jD3b8Mfq4CXiRS/MP23q8AVrj7B8H834kUrrDl3Opk4D/u/nUwH7acw4Al7v6Nu1cAk4CBhOQzmk6FqubmjcFfN6OJ3KwxDLbeNJLg58tR7RcEZwL1B4qD3QTTgBPMrH3wl9AJQVtCmJkRuT/YAnf/bVhzBlk7mVm7YDqfyC/cAuAtIjfgrC3r1tcQfYPOycDo4Gym7kAP4MNEZHT3G929i7t3I/K5+4e7nxemjFuZWWsza7N1msh7No+QvffuvhJYbmYHBk3HAZ+ELWeUc9m2229rnjDl/Bzob2atgt//rf+e4fiMNsVBw7A+iJxR8z8ixzBuSlGGZ4jsA64g8tfHJUT27b4JFAU/OwR9DXg4yPtf4Kio9YwBFgWPixOccTCR4frHwJzgcUrYcgbrPwz4KMg6D7glaN8v+AVZRGR3S27QnhfMLwqW7xe1rpuC17AQOLmJ3v9j2HbWX+gyBpnmBo/5W39PQvre9wJmB+/9S0TOhgtjzlbAGqAwqi2MOW8DPg1+j/5K5My9UHxGdWUKEREJtXTa9SciIs2QCpWIiISaCpWIiISaCpWIiISaCpWIiISaCpVIM2VmJWa2X6pziDQ1FSqRXWSR22EMM7OLzGxmE2/rbTO7NLrN3QvcfXFTblckDFSoRFIs6hI1IlILFSqRxvk2kfv0DAh2xa2HmhvL3W9mn5vZ12Y2IbjEE2Z2jJmtMLPrzWwlkSuAtzezKWb2jZmtC6a7BP3vBIYADwXbeChodzPbP5guNLMng+cvM7NfmFlGsOwiM5sZ5FlnZkvMrLYLjoqEkgqVSOMsAC4H3gt2xbUL2u8FDiBymZ/9idzq4Jao5+1J5N4/+wI/IPK7+Kdgfh9gC/AQgLvfBPwTGBtsY2wtOR4kcmHQ/YCjgQuAi6OW9yNySZuORG7a93hwTTeR0FOhEkmwoABcBvzM3de6+0bgLiIXpN2qGvilu5e5+xZ3X+PuL7j75qD/nUQKzs5sLxM4h8gN6za6+1LgN8D5Ud2Wufuj7l5F5M64nYE9GvlSRZJC+8ZFEq8TkQuR/jtq0GJEbkW+1TfuXlqz0KwV8DvgJCIXVwVoY2aZQXGpT0cit2JfFtW2jNgb1q3cOuHum4NcBTv7gkRSSSMqkcaLv7LzaiK77g5x93bBo9DdC+p5zjXAgUA/d28LbL1ZodXRP357FUR2G261D/BFA16DSGipUIk03tdAl+A+Z7h7NfAo8Dsz2x3AzPY2sxPrWUcbIsVtvZl1AH5ZyzZq/c5UMOKaCNxpZm3MbF/gauCpRrwmkdBQoRJpvH8QuXfTSjNbHbRdT+RePe+b2QZgOpERU10eAPKJjI7eB16LW/57YFRw1t64Wp5/FZHbsS8GZgJPA0/s2ssRCRfdj0pEREJNIyoREQk1FSoREQk1FSoREQk1FSoREQk1FSoREQk1FSoREQk1FSoREQk1FSoREQk1FSoREQm1/w8c5obwpp+C/gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8100, train loss: 0.0000, test loss: 0.0005\n",
      "a : 626, b : 26, y : 652\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8200, train loss: 0.0000, test loss: 0.0005\n",
      "a : 1003, b : 215, y : 1218\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8300, train loss: 0.0000, test loss: 0.0005\n",
      "a : 687, b : 240, y : 927\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8400, train loss: 0.0000, test loss: 0.0005\n",
      "a : 438, b : 117, y : 555\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8500, train loss: 0.0000, test loss: 0.0005\n",
      "a : 106, b : 146, y : 252\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8600, train loss: 0.0000, test loss: 0.0005\n",
      "a : 1013, b : 67, y : 1080\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8700, train loss: 0.0000, test loss: 0.0005\n",
      "a : 1011, b : 132, y : 1143\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8800, train loss: 0.0000, test loss: 0.0005\n",
      "a : 594, b : 10, y : 604\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 8900, train loss: 0.0000, test loss: 0.0005\n",
      "a : 196, b : 9, y : 205\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9000, train loss: 0.0000, test loss: 0.0005\n",
      "a : 371, b : 217, y : 588\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9100, train loss: 0.0000, test loss: 0.0005\n",
      "a : 348, b : 156, y : 504\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9200, train loss: 0.0000, test loss: 0.0005\n",
      "a : 180, b : 235, y : 415\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9300, train loss: 0.0000, test loss: 0.0005\n",
      "a : 168, b : 165, y : 333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9400, train loss: 0.0000, test loss: 0.0005\n",
      "a : 575, b : 26, y : 601\n"
     ]
    },
    {
     "data": {
      "image/png": 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WEu9TRTcrUYmIhFlaJSrYvkdVvkGJSkQkzJKSqMzsETNbaWZzd3DczOw+M1tkZp+aWZ+mimWrJSaqrRuVqEREwixZPaq/AifWcvwkoHvw81PgoaYKZKslDv1VbNIEdRGRMEtKonL3t4DvaqlSDDzmMe8DbcysQ1PEsjUjsUdVsVHP+xMRCbOwfOG3I/B13P6yoOzbHZ1QUlKySy+UY4nT079evJS1nbN2UDt97Wr7pgu1T+3UPrVT+2yvtjXMwpKorIayWhdJ3NWF2b6MZEPcV6f2KNyNTloEL4EWBqyd2qd2ap/aqX3qLyyz/pYB8c8U6QQsb4oXqqg29FdZpi/8ioiEWVgS1TRgVDD7rz9Q6u47HPZriGgkcZivYrMmU4iIhFlShv7M7HHgKKC9mS0DboTYs4zcfQIwHTgZWARsAi5qqlgqq/WoomWani4iEmZJSVTufu5OjjtwZTJiqYxo6E9EpDkJy9Bf0kQjibk5ukWJSkQkzNIuUVVmJvaoXD0qEZFQS7tE5dUmU3i5EpWISJilXaKKVutRaehPRCTc0jBRqUclItKcpF2i8mqJii2ani4iEmbpl6iyqk2mKNcXfkVEwiz9ElVmta+OaSl6EZFQS79EVa1HZVuVqEREwiztEhXZ1SZTbNXQn4hImKVfospKTFSmoT8RkVBLu0Tl2dWG/io0PV1EJMzSLlFZduJkCtuqRCUiEmZpmKgSe1SoRyUiEmppl6iqT6bIqNA9KhGRMEu7RGXbJSr1qEREwiztElVGbuLQnxKViEi4pV2i2r5HpaE/EZEwS79ElVMtUUX1hV8RkTBLu0QVyU2cnh5Rj0pEJNTSLlFtd48qqntUIiJhloaJKnHoL1KpHpWISJglLVGZ2YlmttDMFpnZtTUc/5GZvW5ms83sUzM7uSniiFRLVJlRJSoRkTBLSqIyswjwIHAS0AM418x6VKv2W2CKux8CjADGN0UskVaJQ38RTaYQEQm1ZPWo+gKL3H2xu5cDTwDF1eo4UBhsFwHLmyKQSG4kYV89KhGRcMvceZVG0RH4Om5/GdCvWp2bgJfNbCzQGhjaFIFU71FlajKFiEioJStRWQ1lXm3/XOCv7v7fZjYA+B8zO9DdozVdsKSkZJcCWbl6LYfE7WdGt+zytVoytUnt1D61U/vUTu2zve7du+/wWLIS1TKgc9x+J7Yf2rsEOBHA3d8zs1ygPbCypgvW9qZqk7dxTcJ+JhW7fK2WqqSkRG1SC7VP7dQ+tVP71F+y7lF9BHQ3s65mlk1sssS0anWWAscCmNkBQC6wqrEDyWqdOOsvy3WPSkQkzJKSqNy9AhgDzAA+Jza7b56Z3Wxmw4Jq1wCXmdknwOPAhe5efXiwwTJbVZue7rpHJSISZska+sPdpwPTq5X9Lm57PjCoqePIzEtMVNmUo1QlIhJeafdkiuxW1aanUwnRGudriIhICKRdosrKNrZQbTn6repTiYiEVdolqkgEyqslqsrNmlAhIhJWaZeoALaSeJ9q6yY9RklEJKzSM1FZYo+qYpN6VCIiYZWeiapaj6pis3pUIiJhlZ6JyqolKvWoRERCKy0TVYVVn0yhWX8iImGVnokqI7FHVVmmoT8RkbBKz0SloT8RkWYjPRPVdj0qDf2JiISVEhUQ1dCfiEhopWWiqlSPSkSk2VCiAqJlukclIhJWdU5UZna1mfUOtvub2VIzWxwsG9+sVESqJyr1qEREwqo+PaqrgC+D7duBe4BbgT82dlBNLYvEe1LZq79NUSQiIrIz9UlURe5eamYFwMHA/e4+Efhx04TWdNpVJK5wv9+0e1MUiYiI7Ex9EtXXZjYQGAG85e6VZlYIVDZNaE3n84yeCful6yM7qCkiIqlWn0T1K+DvwPXALUHZqcCHjR1UU3ut8zkJ+522LCby5pspikZERGpT50Tl7tPdfW937+Lu/wyKnwKGNU1oTaesfx++oFtCWasLLyLz9ddTFJGIiOxIfWb99TCzPYPtfDP7PXAdVFszoxm45JJvuYy/EMWqyiLff0frM84g75xzYr0r9xRGKCIi29Rn6G8y0CbYvhsYAgwA/tTYQTW1zEznsF8N5P/y2+2OZc2YQX5xMa16HEzOTb8n47PPlLRERFKoPomqi7svNDMDzgDOAoYDJzRJZE3sV7/awvS+N3AjNyX0rLbJ/nYpuX/8AwVHHIF1O4itl15D5MWXYNOmFEQrIpK+6pOotgRT0/sCX7v7amALkFuXk83sRDNbaGaLzOzaHdQ528zmm9k8M5tcj9jqLTsbpjy1iQ9O+C8G8i4f0HeHdQu//5r2f59I/rkjaNWpG98NPIe14x6Br5c1ZYgiIgJk1qPuZOA1oAB4ICjrww9fAt4hM4sADwLHAcuAj8xsmrvPj6vTndg9r0Hu/r2Z7VGP2HZJURE88cQmpk3rxZX3ziL3fz9gDA9QzHO0oqzGc7KjZXSdPwPmz4Bx8GXRQfz78JNo85/H02HYIZCRlk+lEhFpMnVOVO5+lZkdD2x1923T46LEnlixM32BRe6+GMDMngCKgflxdS4DHnT374PXW1nX2BrCDIqLKyguruCLLw5m+vRHOX16GXt//Dw/2TqFoczcYdIC6Fr6KV1nfgoz72B1ZA8WHTiMVpedxT7n9cUyth9SFBGR+qnXn//u/jLwhZkNMLMfufvH7v5aHU7tCHwdt78sKIu3H7Cfmb1jZu+b2Yn1ia0x/Md/RBk7tpwpL2Yw7uthRF54nNt/uZxf95zGhMgVLOFHtZ7fvnIl/T95mIPHnMD6Pfsw78xxrP9sSZKiFxFpmczrOKPNzDoATwD9ge+A3YD3gHPdfflOzj0LOMHdLw32RwJ93X1sXJ3nga3A2UAn4G3gQHdfu61OaWlpVbAlJSV1iruxlJcb8+fl8e3M5bR77236LHuZfv4+GdTefpVk8OHeJ1Fx5XBaHdcz1oUTEZEE3bt3r9ouKipK+IeyPonqWWApcJ27bzSz1sBtQFd3r/VLv8ET1m9y9xOC/esA3P32uDoTgPfd/a/B/qvAte7+0bY68YmqIUpKShIaZVds3Qrz3vye7ybNpM2sGRy6egaFrK/1nEXtDiPj/17HbuceE+qE1Rjt05KpfWqn9qmd2mfnqieq+gz9DQaucfeNAMHvXwMD63DuR0B3M+tqZtnEnhc4rVqdZ4GjAcysPbGhwMX1iC+psrKg99C2HPPXs+iz6GHWLFjM9Muf4q09z6SMnBrP2fe7j+k2+kzWHHgq5a+/n+SIRUSap/okqu+BHtXKfgysraFuAnevAMYAM4DPgSnuPs/Mbjazbb2xGcAaM5sPvA78yt3X1CO+lGq3VxaDxh3HwQsnsuSDEp49+UE+z+pVY91u37zD7mecyPfFo7GVSZkzIiLSbNUnUd0JzDSzcWZ2hZmNA14JyncqeFbgfu7+H+5+a1D2O3efFmy7u1/t7j3cvZe7P1HfNxMWe/24kKMnn8/u37zFtF9M59XWp9ZYr8ubk8nseTiVf35MT78QEdmB+jyU9i/AOUB74LTg90hiEx+kBlnZxpE3DeSQpZN46tpZvJa9/UM88raW0u7XP6fy9FHYd9+lIEoRkXCr7/T019z9Unc/OZjB9yaxZT+kFpEIHH/tgez3xZPcf+bLfMaB29Vp9+Y/yOwziMjs2SmIUEQkvBrjMQrhnb4WMgUFMGpiX1a99Ba3t7+LDbROOJ639ltyjj+ZzOeeS1GEIiLh0xiJSjdX6unQ/hlc9Nll3DTsAz7k8IRjWVs30+qCC8maNClF0YmIhMtOH6FkZsfUcji7EWNJK61awW//1on/eeQVZv3qZq6O3lN1LAMnd8xYPBKh4txzUxiliEjq1eVZfxN3cnxpYwSSjsxg1CXw9n6/Z8zw/fnDltFkUQHEklWr0Veyec89qTimtr8VRERatp0mKnfvmoxA0tkRR1RSMGMEl5y2GxPXn/NDsvIomeddRPTtmUT1TXYRSVNakyIkeveOcvlLx3FJ3uSEhRxzykrhrAugbMdPcBcRacmUqEKkZ88oo547id9m35FQXvDVfPyGW1MUlYhIailRhczhh1ey/5+vYBLnJ5QX/uUBMubMSVFUIiKpo0QVQsWnVzL38ntYSueqsgycsjE36FFLIpJ2lKhC6pqbc7j1Rw8llO0+920yZrycoohERFJDiSqksrPhnEeP5CUSnw+48cYHUhSRiEhqKFGF2KGHVjLzmJsTyvZa+DYZs3WvSkTShxJVyJ175wG8SuIXfkvvfixF0YiIJJ8SVcjtu2+Utw+5MqGszSvPwJYtKYpIRCS5lKiagV6/PobV7Fa1n1/+PT79lRRGJCKSPEpUzcDRxxvP5Z6TUPb9oy+mKBoRkeRSomoGIhFYc3RxQlm7D1+BaDRFEYmIJI8SVTNxwKWHs46Cqv2ispVkfPJpCiMSEUkOJapmou+gDF7PGJpQVjr1jdQEIyKSREpUzURuLiz+j8Rp6lte+zBF0YiIJI8SVTOSe2y/hP3dF32gZ/+JSIuXtERlZiea2UIzW2Rm19ZSb7iZuZkdlqzYmouup+6XcJ+qsHwNGYsWpTAiEZGml5REZWYR4EHgJKAHcK6Z9aihXgHwc+CDZMTV3Bx0CHxA/4SyLW98lKJoRESSI1k9qr7AIndf7O7lwBNAcQ31bgHuBLScbQ1at4Yvdu+bUFb6umb+iUjLlqxE1RH4Om5/WVBWxcwOATq7+/NJiqlZ2tLz4IT9yGdKVCLSsmUm6XWshrKqWQBmlgH8AbiwrhcsKSlpUEANPT9Vynt2gDd+2N9j+afMX7gQMhr3b47m2j7Jovapndqndmqf7XXv3n2Hx5KVqJZB3HK10AlYHrdfABwIvGFmAHsB08xsmLt/XNMFa3tTO1NSUtKg81Np43Djuwfb0o7vAcir3MCPIxGi++7baK/RnNsnGdQ+tVP71E7tU3/JGvr7COhuZl3NLBsYAUzbdtDdS929vbt3cfcuwPvADpNUOuvR05ljfRLKNr79SYqiERFpeklJVO5eAYwBZgCfA1PcfZ6Z3Wxmw5IRQ0uRnQ1ft0+8T1X6xtwURSMi0vSSNfSHu08Hplcr+90O6h6VjJiaq80HHAyrftiPfKoJFSLScunJFM1Q3qBeCfu7L5ujJ1SISIulRNUM7TO0KxtoXbVftHUN9s03KYxIRKTpKFE1QwccaHxqifepNr05O0XRiIg0LSWqZignBxa1T3xCxboZepSSiLRMSlTNVGmPxGf+5f6vHo8oIi2TElUzlXNU4sPlOyyfDWV6RKKItDxKVM1U9yP35Cv2qdrPipYT+VjfjxaRlkeJqpnq0aOSWTYkoazy2ZdSFI2ISNNRomqmcnNhdudTEsoiL7yo71OJSIujRNWMrR9wLOVkVe3nf/sFkffeS2FEIiKNT4mqGTugX2teILFXlXPvvSmKRkSkaShRNWPHHLOV+xmbUJY1YwaZzz2XoohERBqfElUz1qWLs6rnEN5hYEJ53ujRmgEoIi2GElUzN6y4git5kK1xD8K3jRtpXVxM5quvpjAyEZHGoUTVzI0cWc68zIP5OfcllNvGjeQNH07OnXdCNJqi6EREGk6Jqpnr0MH5yU+2MoEruJkbEo6ZO7m33UbemWdiK1emKEIRkYZRomoBbrihjLw850Zu5mr+myiWcDzr9dfJHzyYyBtvpCZAEZEGUKJqATp3dm68Mfacvz9wNcfzMqton1AnY+VKWp9xBjnjxulLwSLSrChRtRA//Wk5555bDsCrDKU3c3iTxEcsmTu548aR84c/pCJEEZFdokTVQpjBffdt5swzY8lqOR05hte4iRu3GwrMvflmIm+9lYowRUTqTYmqBcnKgj//eTNjx24BIEqE33MTx/IqaylKqJs3dqyWBRGRZkGJqoWJROCWW8r42982UlAQuxf1BkfzE55O6FllLFlC9qOPpipMEZE6U6JqoYqLK3jttQ3sv38lAK9zDOMZnVAn5557YPPmVIQnIlJnSUtUZnaimS00s0Vmdm0Nx682s/lm9qmZvWpm+9R0Ham77t2jzJy5gRNO2ArAzfyODbSuOp6xahVZTz+dqvBEROokKYnKzCLAg8BJQA/gXDPrUa3abOAwdz8I+DtwZzJia+ny8+Ek2GVQAAAN/klEQVRvf9tEv34VrGIPJnB5wvHshx9OUWQiInWTrB5VX2CRuy9293LgCaA4voK7v+7um4Ld94FOSYqtxcvNhT/9aROtWjnjGZ1wrypz9mwis2enMDoRkdolK1F1BL6O218WlO3IJcCLTRpRmunSxRk9egtf0o0XOSnhWNbkySmKSkRk58yT8JQCMzsLOMHdLw32RwJ93X1sDXX/ExgDHOnuW+KPlZaWVgVbUlLStEG3QOvXRzj11IM4ftM0nuEnVeUVhYV88uKLeHZ2CqMTkXTWvXv3qu2ioqKEL39mble7aSwDOsftdwKWV69kZkOB66khSVUX/6bqq6SkpEHnN2ejRlUwccIprGY32rMGgMx169h/0SIqimOjsencPnWh9qmd2qd2ap/6S9bQ30dAdzPrambZwAhgWnwFMzsE+BMwzN31qO8mcsUVW6jMyOJxzk0oz3788RRFJCJSu6QkKnevIDacNwP4HJji7vPM7GYzGxZUuwvIB54yszlmNm0Hl5MG2Gcf57TTKvgrFyaUZ77yipYCEZFQStbQH+4+HZherex3cdtDkxVLuhs9egsnPNeHufTkQOYBYJWVZD31FOVXXpni6EREEunJFGmob99K+vSp5G9ckFCu4T8RCSMlqjRkBldcUc4k/pPKuI9AZO5cMj7/PIWRiYhsT4kqTZ1++lasw57MJHHEVY9UEpGwUaJKU1lZcNll5dvN/sv6+1StACwioaJElcYuvLCcGbnFbOGHL/pGvlxM3oIFKYxKRCSRElUaa9fOOencvO0eqdTu5ZdTFJGIyPaUqNLcz35WzhOMSCgreHEmRKMpikhEJJESVZrbf/8oawacxEbyqspar1lB5MMPUxiViMgPlKiEkZdn8g9OSyjzx6emKBoRkURKVMLJJ1fwctuzEwuffUGz/0QkFJSohKws6Hjx0QnL1BeULicyZ04KoxIRiVGiEgCGj4wwgxMSyjb+vxdSFI2IyA+UqASIrQD8WbfE+1Q8p0WWRST1lKikyu4XHkcFkar9PVfNwxZ/mcKIRESUqCTOSecX8LYNSShbPVG9KhFJLSUqqbLbbs6CH5+aUObPPJ+iaEREYpSoJEGbUYmPU+q6/D3823+nKBoRESUqqWbIqL35X+tTtZ+B880D02s5Q0SkaSlRSYL8fJjd7eSEsoxnnktRNCIiSlRSAxueOKFiv+VvUfntqhRFIyLpTolKtrP/sHbMzTioaj9ClG9vmZTCiEQknSlRyXays53PDk5c+qPj1IegtDRFEYlIOlOikhoVXjOS9eRX7bfZspKKsy/DVq9OYVQiko4yk/VCZnYicC8QAR5293HVjucAjwGHAmuAc9z9q2TFJ4kGnFTAY21/zpXf31ZVttsHL1O53/6s27c30Z4HkNNtbyKd9iLarh3k5eF5ebHfubmQmQmRCB6JQCRStU9mJp6REdvPyIj9mP3wO/5HRIQkJSoziwAPAscBy4CPzGyau8+Pq3YJ8L2772tmI4A7gHOSEZ9sLxKBPe+7ms9GTqMXc38oj1bQ9l8fw78+bvIYohhuGXjcbzCiFktq8eXbtnd0PLafgVeVW1z5tqQY++1BktxR+R5RZ31GRo31rQ7n1/V1dnZ+fepuX2/Xzt9ZjABeUcGXmTv/p8V36Y+R+p+z7XXqc2b1dmrM16ncupUvsrJ26f3vSlwNabO6qhxxNgf85oSdV9xFyepR9QUWuftiADN7AigG4hNVMXBTsP134AEzM3ctipQqx52WyR0XTIO/DUtIVsmSgYNXxnb0KRAJrZn/7AM0/0TVEfg6bn8Z0G9Hddy9wsxKgd2AGm+KlJSUNCighp7f0m1rn9NHw8RWz5Lzl2e4sHIiB7AgxZGJSNhs3Lixwf+mdu/efYfHkpWoaupHVv8buS51qtT2pnampKSkQee3dNXb5/fjYPUvf8qzz17JvW+tJGvupxSu+YqCdcvZ01dQRCl5bKI1G2nNRnIpI0IlESrJpGK73/Hb9sPAHRlEY70oEWlWWrdu3aT/piYrUS0DOsftdwKW76DOMjPLBIqA75ITnuxM+/bOpZeWw6VtgCHAEKJR2LwZNm0yNm6M/V672aisJOEnGjUqKhLLIHGle3dwD+57RB2PxpKXRx2i0ViFbb+rbXs0igVl28774TgQjcbK3DGPVh3fVgbEtuOCqr4fX75mzXfs1q7tdvXc63CdgNVw3drP86rzthXVVqc+1675vVqd2qKm91ZaupaiojbUZtu59RvYr/8fMdvaoj6vY7vyx9K216lD1dLSdbQpLNzl16iPhryX+tjr+APq/zr1kKxE9RHQ3cy6At8AI4DzqtWZBlwAvAcMB17T/alwy8iA1q2hdWtn992h6W4kWfATjm9TqEdeO7VP7dQ+9ZeURBXccxoDzCA2Pf0Rd59nZjcDH7v7NGAi8D9mtohYT2rEjq8oIiLpImnfo3L36cD0amW/i9suA85KVjwiItI8hGMsRUREZAeUqEREJNSUqEREJNSsOU2sKy0tbT7BiojILikqKkr4Xq16VCIiEmpKVCIiEmrNauhPRETSj3pUIiISammVqMzsRDNbaGaLzOzaVMeTLGbW2cxeN7PPzWyemf2foLydmb1iZiXB77ZBuZnZfUE7fWpmfeKudUFQv8TMLkjVe2oKZhYxs9lm9nyw39XMPgje65Nmlh2U5wT7i4LjXeKucV1QvtDMmm7dgyQzszZm9nczWxB8jgbo8/MDM7sq+H9rrpk9bma5+vw0IndPix9ij276AugGZAOfAD1SHVeS3nsHoE+wXQD8C+gB3AlcG5RfC9wRbJ8MvEjsAXv9gQ+C8nbA4uB322C7barfXyO209XAZOD5YH8KMCLYngBcEWyPBiYE2yOAJ4PtHsHnKgfoGnzeIql+X43UNn8DLg22s4E2+vxUtU1H4EugVdzn5kJ9fhrvJ516VFWLN7p7ObBt8cYWz92/dff/DbbXA58T+5+rmNg/QAS/Tw+2i4HHPOZ9oI2ZdSC2Mtor7v6du38PvAKcmMS30mTMrBNwCvBwsG/AMcQW8YTt22dbu/0dODaoXww84e5b3P1LYBGxz12zZmaFxB6ZPxHA3cvdfS36/MTLBFoFKz/kAd+iz0+jSadEVdPijR1TFEvKBMMMhwAfAHu6+7cQS2bAHkG1HbVVS27DPwK/BqLB/m7AWnevCPbj32vCIp/AtkU+W2r7dANWAY8GQ6MPm1lr9PkBwN2/Ae4GlhJLUKXAP9Hnp9GkU6Kq18KMLZGZ5QNTgV+4+7raqtZQ5rWUN2tmdiqw0t3/GV9cQ1XfybEW2T7Eegt9gIfc/RBgI7Ghvh1Jq/YJ7s0VExuu2xtoDZxUQ9V0/fw0WDolqros3thimVkWsST1/9z96aD438GQDMHvlUH5jtqqpbbhIGCYmX1FbEj4GGI9rDbBUA4kvteqdqi2yGdLbZ9lwDJ3/yDY/zuxxKXPT8xQ4Et3X+XuW4GngYHo89No0ilRVS3eGMy+GUFsscYWLxj/ngh87u73xB3atlglwe/n4spHBbO3+gOlwdDODOB4M2sb/BV5fFDWrLn7de7eyd27EPtcvObu5wOvE1vEE7Zvn23tFr/I5zRgRDCrqyvQHfgwSW+jybj7CuBrM/txUHQsMB99frZZCvQ3s7zg/7Vt7aPPT2NJ9WyOZP4Qm430L2Kzaa5PdTxJfN+DiQ0hfArMCX5OJjYu/ipQEvxuF9Q34MGgnT4DDou71sXEbvIuAi5K9XtrgrY6ih9m/XUj9g/FIuApICcozw32FwXHu8Wdf33QbguBk1L9fhqxXXoDHwefoWeJzdrT5+eH9/V7YAEwF/gfYjP39PlppB89mUJEREItnYb+RESkGVKiEhGRUFOiEhGRUFOiEhGRUFOiEhGRUFOiEmmmzGyDmXVLdRwiTU2JSmQXmdlXZjbUzC40s1lN/FpvmNml8WXunu/ui5vydUXCQIlKJMXiHrMjIjVQohJpmAOIrTU0IBiKWwtVi+PdbWZLzezfZjbBzFoFx44ys2Vm9hszW0HsqeRtzex5M1tlZt8H252C+rcCRwAPBK/xQFDuZrZvsF1kZo8F5y8xs9+aWUZw7EIzmxXE872ZfWlmNT00VSSUlKhEGuZz4HLgvWAork1QfgewH7FHD+1LbLmG38WdtxexBQT3AX5K7P/FR4P9HwGbgQcA3P164G1gTPAaY2qI435iDzftBhwJjAIuijvej9hjedoTW/BwYvBcOpHQU6ISaWRBArgMuMpjiwSuB24j9sDbbaLAjR5bJG+zu69x96nuvimofyuxhFOX14sA5wDXuft6d/8K+G9gZFy1Je7+F3evJLZoXwdgzwa+VZGk0Ni4SOPbndgqr/+M67QYEImrs8rdy6oOmuUBfyC24m3boLjAzCJBcqlNe2LLwy+JK1tC4qJ7K7ZtuPumIK78ur4hkVRSj0qk4ao/2Xk1saG7nu7eJvgpcvf8Ws65Bvgx0M/dty39Dj8splfb06NXA1uJDRtu8yPgm3q8B5HQUqISabh/A52Cdc5w9yjwF+APZrYHgJl1NLMTarlGAbHkttbM2gE31vAaNX5nKuhxTQFuNbMCM9sHuBqY1ID3JBIaSlQiDfcaMA9YYWarg7LfEFtv6H0zWwfMJNZj2pE/Aq2I9Y7eB16qdvxeYHgwa+++Gs4fS2yJ+MXALGAy8MiuvR2RcNF6VCIiEmrqUYmISKgpUYmISKgpUYmISKgpUYmISKgpUYmISKgpUYmISKgpUYmISKgpUYmISKgpUYmISKj9f71AhHx1zLx/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9500, train loss: 0.0000, test loss: 0.0005\n",
      "a : 236, b : 152, y : 388\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9600, train loss: 0.0000, test loss: 0.0005\n",
      "a : 825, b : 234, y : 1059\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9700, train loss: 0.0000, test loss: 0.0005\n",
      "a : 208, b : 38, y : 246\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9800, train loss: 0.0000, test loss: 0.0005\n",
      "a : 171, b : 55, y : 226\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 9900, train loss: 0.0000, test loss: 0.0005\n",
      "a : 565, b : 236, y : 801\n"
     ]
    }
   ],
   "source": [
    "   \n",
    "#%% (3) Initialize and train the model.\n",
    "\n",
    "# The input has 2 dimensions: dimension 0 is reserved for the first term and dimension 1 is reverved for the second term\n",
    "input_dimensions = 2\n",
    "\n",
    "# Arbitrary number for the size of the hidden state\n",
    "hidden_size = 16\n",
    "\n",
    "# Initialize a session\n",
    "session = tf.Session()\n",
    "\n",
    "# Create a new instance of the GRU model\n",
    "gru = GRU(input_dimensions, hidden_size)\n",
    "\n",
    "# Add an additional layer on top of each of the hidden state outputs\n",
    "W_output = tf.Variable(tf.truncated_normal(dtype=tf.float64, shape=(hidden_size, 1), mean=0, stddev=0.01))\n",
    "b_output = tf.Variable(tf.truncated_normal(dtype=tf.float64, shape=(1,), mean=0, stddev=0.01))\n",
    "output = tf.map_fn(lambda h_t: tf.matmul(h_t, W_output) + b_output, gru.h_t)#quadratic loss 사용\n",
    "\n",
    "# Create a placeholder for the expected output\n",
    "expected_output = tf.placeholder(dtype=tf.float64, shape=(batch_size, time_size, 1), name='expected_output')\n",
    "\n",
    "# Just use quadratic loss\n",
    "loss = tf.reduce_sum(0.5 * tf.pow(output - expected_output, 2)) / float(batch_size)\n",
    "\n",
    "# Use the Adam optimizer for training\n",
    "train_step = tf.train.AdamOptimizer().minimize(loss)\n",
    "\n",
    "# Initialize all the variables\n",
    "init_variables = tf.global_variables_initializer()\n",
    "session.run(init_variables)\n",
    "\n",
    "# Initialize the losses\n",
    "train_losses = []\n",
    "validation_losses = []\n",
    "a = 1024\n",
    "b = 16\n",
    "y=0\n",
    "# Perform all the iterations\n",
    "for epoch in range(10000):\n",
    "    # Compute the losses\n",
    "    _, train_loss = session.run([train_step, loss], feed_dict={gru.input_layer: X_train, expected_output: Y_train})\n",
    "    validation_loss = session.run(loss, feed_dict={gru.input_layer: X_test, expected_output: Y_test})\n",
    "    \n",
    "    # Log the losses\n",
    "    train_losses += [train_loss]\n",
    "    validation_losses += [validation_loss]\n",
    "    \n",
    "    # Display an update every 100 iterations\n",
    "    if epoch % 100 == 0:\n",
    "        plt.plot(train_losses, '-b', label='Train loss')\n",
    "        plt.plot(validation_losses, '-r', label='Validation loss')\n",
    "        plt.legend(loc=0)\n",
    "        plt.title('Loss')\n",
    "        plt.xlabel('Iteration')\n",
    "        plt.ylabel('Loss')\n",
    "        plt.show()\n",
    "        print('Iteration: %d, train loss: %.4f, test loss: %.4f' % (epoch, train_loss, validation_loss))\n",
    "    \n",
    "        #%% (4) Manually evaluate the model.\n",
    "        if y==a+b:\n",
    "        # Define two numbers a and b and let the model compute a + b\n",
    "            a = random.randrange(1, 1024)\n",
    "            b = random.randrange(1, 256)\n",
    "\n",
    "        # The model is independent of the sequence length! Now we can test the model on even longer bitstrings\n",
    "        bitstring_length = 20\n",
    "\n",
    "        # Create the feature vectors    \n",
    "        X_custom_sample = np.vstack([as_bytes(a, bitstring_length), as_bytes(b, bitstring_length)]).T\n",
    "        X_custom = np.zeros((1,) + X_custom_sample.shape)\n",
    "        X_custom[0, :, :] = X_custom_sample\n",
    "\n",
    "        # Make a prediction by using the model\n",
    "        y_predicted = session.run(output, feed_dict={gru.input_layer: X_custom})\n",
    "        # Just use a linear class separator at 0.5\n",
    "        y_bits = 1 * (y_predicted > 0.5)[0, :, 0]\n",
    "        # Join and reverse the bitstring\n",
    "        y_bitstr = ''.join([str(int(bit)) for bit in y_bits.tolist()])[::-1]\n",
    "        # Convert the found bitstring to a number\n",
    "        y = int(y_bitstr, 2)\n",
    "        print(\"a : \" + str(a)+ \", b : \"+str(b) + \", y : \" + str(y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 자연어 처리"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "최근 대부분의 NLP(Natrual language processing) 응용은 RNN을 기반으로 함\n",
    "RNN 기반 자연어 처리 기술은 기계 번역, 자동 요약 등에 사용되어 지고 있음"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "특히 기계 번역에 대해서는 Tensorflow의 Word2Vec, Seq2Seq tutorial에 잘 설명되어 있음"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word Embedding"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)*<b><center>오디오, 이미지, 텍스트 데이터 차이</center></b>*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "과거 텍스트 분석에서는 단어 하나에 하나의 인덱스 정수를 할당하는 Bag of Words 방법이 주로 사용되어 왔다.\n",
    "\n",
    "단어 분류 벡터의 크기는 데이터셋에 존재하는 단어의 가짓수만큼 이루어진다.\n",
    "\n",
    "데이터셋에 \"I\",\"You\",\"He\",\"She\", \"am\",\"are\",\"is\", \"a\",\"an\", \"boy\",\"girl\" 의 11개의 단어가 존재할 경우 아래와 같이 인덱스 정수가 할당된다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"I\" : 0, \"You\" :1, \"He\" : 2, \"She\" : 3\n",
    "\"am\" : 4, \"are\" : 5, \"is\" : 6, \"a\" : 7\n",
    "\"an\" : 8, \"boy\" : 9, \"girl\" : 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이러한 방식대로 인덱싱 된 단어의 인덱싱을 표현에는 단어별로 해당하는 인덱스의 값만 1이고 나머지는 모두 0의 값을 가지는 one-hot 벡터와 같은 희소 벡터(Sparse vector) 형태가 사용될 수 있다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ex) \"am\" = [0,0,0,0,1,0,0,0,0,0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터셋에 존재하는 단어의 가짓수가 십수개정도라면 희소 벡터로 표현하는 방법을 고려해볼 만 하다. 하지만 그러한 경우는 한정적이고 대부분의 경우 수천, 수만개 이상의 단어를 고려해야 하기 때문에 공간적 낭비를 야기시킨다.\n",
    "\n",
    "단어의 가짓수가 N개일 경우에 N개의 차원을 가지는 벡터를 사용하지 않고, 아래와 같이 실수를 사용하여 더 적은 차원으로 표현한다면 상대적으로 공간적 이득을 취할 수 있을 것이다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"I\" : [0.1, 0.5], \"You\" :[0.2,0.4], \"He\" : [0.2,0.6], \"She\" : [0.2,0.3]\n",
    "\"am\" : [0.5,0.2], \"are\" : [0.5,0.3], \"is\" : [0.5,0.4], \"a\" : [0.7,0.1]\n",
    "\"an\" : [0.7,0.2] , \"boy\" : [0.9,0.1], \"girl\" : [0.9,0.2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이러한 표현 방식을 밀집 벡터(Dense vector)라고 한다.\n",
    "\n",
    "데이터셋에 존재하는 단어들을 밀집 벡터 형태로 표현하는 방법을 워드 임베딩(Word embedding)이라고 하고, 워드 임베딩의 결과물을 임베딩 벡터라고 한다.\n",
    "\n",
    "임베딩 벡터와 one-hot 벡터의 특징 비교는 아래 표에서 확인할 수 있다"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| 구분 | One-hot 벡터 | 임베딩 벡터 |\n",
    "|:--------|:--------:|--------:|\n",
    "| 차원 | 고차원(N개, 단어의 가짓수) | 저차원(임베딩 시에 지정) |\n",
    "| 표현 방법 | 수동, 사용자가 일일히 설정 | 훈련 데이터로부터 학습하여 표현 |\n",
    "| 값의 타입 | 정수형, 1과 0 | 실수"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "아래 그림과 같이 비슷한 의미의 단어들이 비슷한 벡터로 임베딩 된다면 벡터들의 합, 차 연산을 통하여 연관성이 있는 단어 찾기, 동일한 관계에 있는 단어 찾기 등에 활용될 수 있을 것이다. "
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)*<b><center>워드 임베딩 예시</center></b>*"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)*<b><center>워드 임베딩 한국어 사이트 http://word2vec.kr/search/?query=</center></b>*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "워드 임베딩에 가장 많이 쓰이는 알고리즘은 word2Vec 알고리즘으로 단어 데이터 셋을 학습하여 비슷한 단어들을 비슷한 벡터값이 가지도록 임베딩하는 알고리즘이다. \n",
    "\n",
    "word2vec의 기본 아이디어는 비슷한 의미를 가지는 단어들은 문장 내에서 비슷한 위치에 존재하는것에서 시작된다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You shall know a word by the company it keeps. - J.R. Firth (1957)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fetch data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\h5py\\__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "from six.moves import urllib\n",
    "\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import errno\n",
    "import os\n",
    "import zipfile\n",
    "\n",
    "WORDS_PATH = \"datasets/words\"\n",
    "WORDS_URL = 'http://mattmahoney.net/dc/text8.zip'\n",
    "\n",
    "def fetch_words_data(words_url=WORDS_URL, words_path=WORDS_PATH):\n",
    "    os.makedirs(words_path, exist_ok=True)\n",
    "    zip_path = os.path.join(words_path, \"words.zip\")\n",
    "    if not os.path.exists(zip_path):\n",
    "        urllib.request.urlretrieve(words_url, zip_path)\n",
    "    with zipfile.ZipFile(zip_path) as f:\n",
    "        data = f.read(f.namelist()[0])\n",
    "    return data.decode(\"ascii\").split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = fetch_words_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['anarchism',\n",
       " 'originated',\n",
       " 'as',\n",
       " 'a',\n",
       " 'term',\n",
       " 'of',\n",
       " 'abuse',\n",
       " 'first',\n",
       " 'used',\n",
       " 'against',\n",
       " 'early',\n",
       " 'working',\n",
       " 'class',\n",
       " 'radicals',\n",
       " 'including',\n",
       " 'the',\n",
       " 'diggers',\n",
       " 'of',\n",
       " 'the',\n",
       " 'english',\n",
       " 'revolution',\n",
       " 'and',\n",
       " 'the',\n",
       " 'sans',\n",
       " 'culottes',\n",
       " 'of',\n",
       " 'the',\n",
       " 'french',\n",
       " 'revolution',\n",
       " 'whilst',\n",
       " 'the',\n",
       " 'term',\n",
       " 'is',\n",
       " 'still',\n",
       " 'used',\n",
       " 'in',\n",
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       " 'of',\n",
       " 'amoralism',\n",
       " 'in',\n",
       " 'which',\n",
       " 'individuals',\n",
       " 'would',\n",
       " 'unite',\n",
       " 'in',\n",
       " 'associations',\n",
       " 'of',\n",
       " 'egoists',\n",
       " 'only',\n",
       " 'when',\n",
       " 'it',\n",
       " 'was',\n",
       " 'in',\n",
       " 'their',\n",
       " 'self',\n",
       " 'interest',\n",
       " 'to',\n",
       " 'do',\n",
       " 'so',\n",
       " 'for',\n",
       " 'him',\n",
       " 'property',\n",
       " 'simply',\n",
       " 'comes',\n",
       " 'about',\n",
       " 'through',\n",
       " 'might',\n",
       " 'whoever',\n",
       " 'knows',\n",
       " 'how',\n",
       " 'to',\n",
       " 'take',\n",
       " 'to',\n",
       " 'defend',\n",
       " 'the',\n",
       " 'thing',\n",
       " 'to',\n",
       " 'him',\n",
       " 'belongs',\n",
       " 'property',\n",
       " 'and',\n",
       " 'what',\n",
       " 'i',\n",
       " 'have',\n",
       " 'in',\n",
       " 'my',\n",
       " 'power',\n",
       " 'that',\n",
       " 'is',\n",
       " 'my',\n",
       " 'own',\n",
       " 'so',\n",
       " 'long',\n",
       " 'as',\n",
       " 'i',\n",
       " 'assert',\n",
       " 'myself',\n",
       " 'as',\n",
       " 'holder',\n",
       " 'i',\n",
       " 'am',\n",
       " 'the',\n",
       " 'proprietor',\n",
       " 'of',\n",
       " 'the',\n",
       " 'thing',\n",
       " 'stirner',\n",
       " 'never',\n",
       " 'called',\n",
       " 'himself',\n",
       " 'an',\n",
       " 'anarchist',\n",
       " 'he',\n",
       " 'accepted',\n",
       " 'only',\n",
       " 'the',\n",
       " 'label',\n",
       " 'egoist',\n",
       " 'nevertheless',\n",
       " 'his',\n",
       " 'ideas',\n",
       " 'were',\n",
       " 'influential',\n",
       " 'on',\n",
       " 'many',\n",
       " 'individualistically',\n",
       " 'inclined',\n",
       " 'anarchists',\n",
       " 'although',\n",
       " 'interpretations',\n",
       " 'of',\n",
       " 'his',\n",
       " 'thought',\n",
       " 'are',\n",
       " 'diverse',\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17005207"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(words)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the dictionary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "\n",
    "vocabulary_size = 50000\n",
    "#많이 나온 단어 순서대로 dictionary에 추가 및 index 번호 매칭\n",
    "vocabulary = [(\"UNK\", None)] + Counter(words).most_common(vocabulary_size - 1)\n",
    "vocabulary = np.array([word for word, _ in vocabulary])\n",
    "dictionary = {word: code for code, word in enumerate(vocabulary)}\n",
    "#DIctionary의 index값에 대응하여 words(텍스트 데이터) 인덱싱\n",
    "data = np.array([dictionary.get(word, 0) for word in words])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('anarchism originated as a term of abuse first used',\n",
       " array([5234, 3081,   12,    6,  195,    2, 3134,   46,   59]))"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\" \".join(words[:9]), data[:9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cycles originated as a term of abuse first used'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\" \".join([vocabulary[word_index] for word_index in [5241, 3081, 12, 6, 195, 2, 3134, 46, 59]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate batches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import deque\n",
    "\n",
    "def generate_batch(batch_size, num_skips, skip_window):\n",
    "    global data_index\n",
    "    assert batch_size % num_skips == 0\n",
    "    assert num_skips <= 2 * skip_window\n",
    "    batch = np.ndarray(shape=[batch_size], dtype=np.int32)\n",
    "    labels = np.ndarray(shape=[batch_size, 1], dtype=np.int32)\n",
    "    span = 2 * skip_window + 1 # [ skip_window target skip_window ]\n",
    "    buffer = deque(maxlen=span)\n",
    "    for _ in range(span):\n",
    "        buffer.append(data[data_index])\n",
    "        data_index = (data_index + 1) % len(data)\n",
    "    for i in range(batch_size // num_skips):\n",
    "        target = skip_window  # target label at the center of the buffer\n",
    "        targets_to_avoid = [ skip_window ]\n",
    "        for j in range(num_skips):\n",
    "            while target in targets_to_avoid:\n",
    "                target = np.random.randint(0, span)\n",
    "            targets_to_avoid.append(target)\n",
    "            batch[i * num_skips + j] = buffer[skip_window]\n",
    "            labels[i * num_skips + j, 0] = buffer[target]\n",
    "        buffer.append(data[data_index])\n",
    "        data_index = (data_index + 1) % len(data)\n",
    "    return batch, labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_index = 0\n",
    "batch, labels = generate_batch(8, 2, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3081, 3081,   12,   12,    6,    6,  195,  195]),\n",
       " ['originated', 'originated', 'as', 'as', 'a', 'a', 'term', 'term'])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batch, [vocabulary[word] for word in batch]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[  12],\n",
       "        [5234],\n",
       "        [   6],\n",
       "        [3081],\n",
       "        [  12],\n",
       "        [ 195],\n",
       "        [   2],\n",
       "        [   6]]),\n",
       " ['as', 'anarchism', 'a', 'originated', 'as', 'term', 'of', 'a'])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels, [vocabulary[word] for word in labels[:, 0]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 128\n",
    "embedding_size = 128  # Dimension of the embedding vector.\n",
    "skip_window = 1       # How many words to consider left and right.\n",
    "num_skips = 2         # How many times to reuse an input to generate a label.\n",
    "\n",
    "# We pick a random validation set to sample nearest neighbors. Here we limit the\n",
    "# validation samples to the words that have a low numeric ID, which by\n",
    "# construction are also the most frequent.\n",
    "valid_size = 16     # Random set of words to evaluate similarity on.\n",
    "valid_window = 100  # Only pick dev samples in the head of the distribution.\n",
    "valid_examples = np.random.choice(valid_window, valid_size, replace=False)\n",
    "num_sampled = 64    # Number of negative examples to sample.\n",
    "\n",
    "learning_rate = 0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "reset_graph()\n",
    "\n",
    "# Input data.\n",
    "train_labels = tf.placeholder(tf.int32, shape=[batch_size, 1])\n",
    "valid_dataset = tf.constant(valid_examples, dtype=tf.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "vocabulary_size = 50000\n",
    "embedding_size = 150\n",
    "\n",
    "# Look up embeddings for inputs.\n",
    "init_embeds = tf.random_uniform([vocabulary_size, embedding_size], -1.0, 1.0)\n",
    "embeddings = tf.Variable(init_embeds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_inputs = tf.placeholder(tf.int32, shape=[None])\n",
    "embed = tf.nn.embedding_lookup(embeddings, train_inputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construct the variables for the NCE loss\n",
    "nce_weights = tf.Variable(\n",
    "    tf.truncated_normal([vocabulary_size, embedding_size],\n",
    "                        stddev=1.0 / np.sqrt(embedding_size)))\n",
    "nce_biases = tf.Variable(tf.zeros([vocabulary_size]))\n",
    "\n",
    "# Compute the average NCE loss for the batch.\n",
    "# tf.nce_loss automatically draws a new sample of the negative labels each\n",
    "# time we evaluate the loss.\n",
    "loss = tf.reduce_mean(\n",
    "    tf.nn.nce_loss(nce_weights, nce_biases, train_labels, embed,\n",
    "                   num_sampled, vocabulary_size))\n",
    "\n",
    "# Construct the Adam optimizer\n",
    "optimizer = tf.train.AdamOptimizer(learning_rate)\n",
    "training_op = optimizer.minimize(loss)\n",
    "\n",
    "# Compute the cosine similarity between minibatch examples and all embeddings.\n",
    "norm = tf.sqrt(tf.reduce_sum(tf.square(embeddings), axis=1, keepdims=True))\n",
    "normalized_embeddings = embeddings / norm\n",
    "valid_embeddings = tf.nn.embedding_lookup(normalized_embeddings, valid_dataset)\n",
    "similarity = tf.matmul(valid_embeddings, normalized_embeddings, transpose_b=True)\n",
    "\n",
    "# Add variable initializer.\n",
    "init = tf.global_variables_initializer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 0\tAverage loss at step  0 :  289.90948486328125\n",
      "Nearest to over: tt, tuned, manichaeans, fractional, cambridge, balaguer, fluoride, strenuously,\n",
      "Nearest to one: imagines, tijuana, hindrance, motorcyclist, steadfastly, lords, letting, hutchinson,\n",
      "Nearest to were: bezier, antibodies, nicknamed, panthers, compiler, tao, smarter, busy,\n",
      "Nearest to may: failure, rna, efficacious, aspirin, lecompton, definitive, geese, amphibious,\n",
      "Nearest to two: annihilate, bettors, wir, cindy, epinephrine, team, voluntarily, crystallize,\n",
      "Nearest to its: knob, abeokuta, bracelet, bastards, ivens, objectivity, blanton, cold,\n",
      "Nearest to than: lame, watts, stones, sram, elves, zarqawi, applets, cloves,\n",
      "Nearest to these: pedro, condoned, neck, ssn, supervising, doug, thereto, melton,\n",
      "Nearest to they: lowly, deportation, shrewd, reznor, tojo, decadent, occured, risotto,\n",
      "Nearest to is: interests, golfers, dropouts, egyptians, richards, legionnaires, opener, leonel,\n",
      "Nearest to up: clair, drives, steadfast, missed, nashville, kilowatts, anal, vinland,\n",
      "Nearest to he: transitioned, winchell, resh, goldsmiths, standardised, markings, pursued, satirized,\n",
      "Nearest to people: blissymbolics, mike, buffers, untouchables, carolingian, posted, ville, hypertalk,\n",
      "Nearest to more: cactus, sta, reformation, poets, diligently, rsc, ravaged, nabokov,\n",
      "Nearest to was: russo, rammed, investiture, glucagon, heck, adventurer, sharada, homing,\n",
      "Nearest to UNK: reykjav, fi, rosalyn, mainline, archaeologist, armstrong, stevenage, ean,\n",
      "Iteration: 2000\tAverage loss at step  2000 :  132.04802756881713\n",
      "Iteration: 4000\tAverage loss at step  4000 :  62.3403196284771\n",
      "Iteration: 6000\tAverage loss at step  6000 :  41.11393769288063\n",
      "Iteration: 8000\tAverage loss at step  8000 :  31.31713091826439\n",
      "Iteration: 10000\tAverage loss at step  10000 :  25.68695637321472\n",
      "Nearest to over: and, starvation, years, nine, draft, mctaggart, worst, for,\n",
      "Nearest to one: nine, four, five, three, two, seven, six, UNK,\n",
      "Nearest to were: are, loving, coulomb, peuple, pahlavi, accordion, be, prey,\n",
      "Nearest to may: seo, osce, egyptology, two, could, omotic, nine, absurd,\n",
      "Nearest to two: zero, three, four, one, nine, five, eight, six,\n",
      "Nearest to its: the, astatine, advocating, altaic, workings, atomists, nascar, confirm,\n",
      "Nearest to than: asparagales, levitt, more, subsets, nabokov, conformation, bradley, minnesota,\n",
      "Nearest to these: displaced, snowball, tuned, antigua, seceded, fallacy, or, kournikova,\n",
      "Nearest to they: it, vaginal, not, milne, lincoln, that, clues, starved,\n",
      "Nearest to is: are, exists, ampere, mosque, ions, logan, subgroups, in,\n",
      "Nearest to up: integrity, a, flow, laughton, peake, rn, bodyguard, natively,\n",
      "Nearest to he: not, his, was, it, hoxha, carrot, this, domestically,\n",
      "Nearest to people: harbored, simulate, typewriter, fins, men, wikipedia, simply, ignoring,\n",
      "Nearest to more: subproblems, kierkegaard, representations, aruba, lubricants, tetrapods, kano, astatine,\n",
      "Nearest to was: walther, passengers, by, hoxha, and, in, plutonium, breasted,\n",
      "Nearest to UNK: one, the, nine, six, and, five, seven, ginsberg,\n"
     ]
    }
   ],
   "source": [
    "num_steps = 10001\n",
    "\n",
    "with tf.Session() as session:\n",
    "    init.run()\n",
    "\n",
    "    average_loss = 0\n",
    "    for step in range(num_steps):\n",
    "        print(\"\\rIteration: {}\".format(step), end=\"\\t\")\n",
    "        batch_inputs, batch_labels = generate_batch(batch_size, num_skips, skip_window)\n",
    "        feed_dict = {train_inputs : batch_inputs, train_labels : batch_labels}\n",
    "\n",
    "        # We perform one update step by evaluating the training op (including it\n",
    "        # in the list of returned values for session.run()\n",
    "        _, loss_val = session.run([training_op, loss], feed_dict=feed_dict)\n",
    "        average_loss += loss_val\n",
    "\n",
    "        if step % 2000 == 0:\n",
    "            if step > 0:\n",
    "                average_loss /= 2000\n",
    "            # The average loss is an estimate of the loss over the last 2000 batches.\n",
    "            print(\"Average loss at step \", step, \": \", average_loss)\n",
    "            average_loss = 0\n",
    "\n",
    "        # Note that this is expensive (~20% slowdown if computed every 500 steps)\n",
    "        if step % 10000 == 0:\n",
    "            sim = similarity.eval()\n",
    "            for i in range(valid_size):\n",
    "                valid_word = vocabulary[valid_examples[i]]\n",
    "                top_k = 8 # number of nearest neighbors\n",
    "                nearest = (-sim[i, :]).argsort()[1:top_k+1]\n",
    "                log_str = \"Nearest to %s:\" % valid_word\n",
    "                for k in range(top_k):\n",
    "                    close_word = vocabulary[nearest[k]]\n",
    "                    log_str = \"%s %s,\" % (log_str, close_word)\n",
    "                print(log_str)\n",
    "\n",
    "    final_embeddings = normalized_embeddings.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.save(\"./my_final_embeddings.npy\", final_embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_embeddings = np.load(\"./my_final_embeddings.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def plot_with_labels(low_dim_embs, labels):\n",
    "    assert low_dim_embs.shape[0] >= len(labels), \"More labels than embeddings\"\n",
    "    plt.figure(figsize=(18, 18))  #in inches\n",
    "    for i, label in enumerate(labels):\n",
    "        x, y = low_dim_embs[i,:]\n",
    "        plt.scatter(x, y)\n",
    "        plt.annotate(label,\n",
    "                     xy=(x, y),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\User\\Anaconda3\\lib\\site-packages\\matplotlib\\font_manager.py:1328: UserWarning: findfont: Font family ['NanumBarunGothic'] not found. Falling back to DejaVu Sans\n",
      "  (prop.get_family(), self.defaultFamily[fontext]))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n",
    "plot_only = 500\n",
    "low_dim_embs = tsne.fit_transform(final_embeddings[:plot_only,:])\n",
    "labels = [vocabulary[i] for i in range(plot_only)]\n",
    "plot_with_labels(low_dim_embs, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_embedding_vector(word) :\n",
    "    if word in labels:\n",
    "        return final_embeddings[labels.index(word)]\n",
    "    else :\n",
    "        return final_embeddings[labels.index(\"UNK\")]\n",
    "def get_word_from_embedding_vector(vector) : \n",
    "    labels[final_embeddings.searchsorted(vector)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 8.11967477e-02 -8.70217234e-02 -1.71966329e-01 -3.10007334e-02\n",
      "  1.22588813e-01  4.15035449e-02 -3.97832841e-02  1.03306666e-01\n",
      " -5.13740666e-02 -1.50740325e-05  2.36677695e-02  4.94580008e-02\n",
      "  1.03616439e-01  3.71415205e-02  1.41070494e-02 -5.71096875e-02\n",
      " -1.12072276e-02 -4.99432683e-02 -1.10635474e-01  9.15328860e-02\n",
      " -1.11827679e-01 -9.32430178e-02  3.96184884e-02 -3.30627784e-02\n",
      " -2.29057353e-02  6.84185475e-02  5.60284182e-02  1.02757953e-01\n",
      "  5.07382788e-02 -4.47140373e-02  5.89091182e-02 -2.92926375e-02\n",
      "  1.21545300e-01 -1.01840749e-01 -7.09879026e-02 -7.19989985e-02\n",
      " -2.84198150e-02  2.27203071e-02  1.92235224e-02  1.26509935e-01\n",
      "  4.76578698e-02 -9.06215236e-02 -1.18482113e-02  6.88924864e-02\n",
      " -3.59332263e-02  1.84279121e-02  1.53495401e-01 -1.53897218e-02\n",
      " -1.96214676e-01 -5.81934154e-02  5.59540428e-02  5.05696535e-02\n",
      " -4.57691699e-02  6.03613183e-02  1.41751757e-02  6.23774230e-02\n",
      "  6.63828552e-02 -1.43312952e-02 -1.52248427e-01 -1.10419700e-02\n",
      "  1.82753261e-02  8.35772008e-02  2.01262292e-02  1.63935460e-02\n",
      "  5.77252842e-02 -7.00234610e-04 -4.86567281e-02  7.78157860e-02\n",
      " -7.00143278e-02  1.38980582e-01 -5.97267710e-02 -1.29259238e-02\n",
      "  2.76592299e-02 -3.16436328e-02  9.49173048e-03 -2.47863587e-02\n",
      "  2.88317911e-02 -4.44818251e-02 -2.39930283e-02  1.40019014e-01\n",
      " -8.95779282e-02 -1.65202260e-01 -7.07005411e-02  1.19936042e-01\n",
      "  5.09924926e-02  9.66727827e-03 -4.41595577e-02 -1.83375463e-01\n",
      "  3.07281334e-02  2.93952804e-02 -1.21979989e-01  4.80465218e-02\n",
      " -6.44721417e-03 -2.73825973e-02  9.73795578e-02  4.86021526e-02\n",
      "  2.05175385e-01  1.24760300e-01 -8.92800763e-02  8.69385898e-02\n",
      "  2.04830050e-01 -1.07171685e-01  5.26494235e-02 -7.12878108e-02\n",
      "  8.87956768e-02  9.40816775e-02  1.01239927e-01  2.13408485e-01\n",
      " -8.22283253e-02 -2.02811107e-01  1.07662879e-01 -4.89561334e-02\n",
      " -1.61828786e-01 -8.70434418e-02  5.63305020e-02  1.48246333e-01\n",
      "  1.54790683e-02 -2.32865196e-02 -5.04413508e-02 -1.07120126e-02\n",
      " -5.36555052e-02  3.38100009e-02 -4.48867083e-02  4.44815233e-02\n",
      "  7.44109526e-02  5.25817312e-02 -6.95396727e-03 -1.09779701e-01\n",
      " -1.69802997e-02  1.66244358e-02 -1.24319933e-01 -2.94107012e-02\n",
      " -1.05879419e-01  4.31345664e-02  1.10730547e-02  4.19257134e-02\n",
      " -8.10891092e-02  1.03221834e-01 -3.60140651e-02 -1.18757915e-02\n",
      "  7.07798311e-03 -1.04610033e-01  7.36901462e-02  3.17069888e-02\n",
      " -4.37907502e-02  2.61099208e-02  1.89848542e-02  1.10179439e-01\n",
      "  5.62798418e-02 -8.57226029e-02]\n",
      "[ 0.09614198 -0.06738428 -0.12582357 -0.05169483  0.05552461 -0.0465885\n",
      "  0.00585051  0.10951979 -0.00273592 -0.0296318   0.02932433 -0.00595051\n",
      "  0.04685732  0.04693311 -0.13873982 -0.02362289  0.02116635 -0.09165668\n",
      "  0.03374662  0.27602634 -0.02162869  0.03618298  0.0780734  -0.0642141\n",
      " -0.0074903   0.02315407 -0.09129235  0.07237143  0.04778126 -0.02027319\n",
      "  0.15120961 -0.12684101 -0.05345874 -0.02620143 -0.11929218  0.02733118\n",
      " -0.0644905  -0.00139687 -0.1449325   0.00414733  0.0194439  -0.0203229\n",
      "  0.00696965  0.00954631  0.05373196  0.15218425  0.08328106 -0.08442029\n",
      " -0.06138497 -0.09724754 -0.24286485  0.04632554 -0.06137327  0.11042858\n",
      "  0.12580295  0.06829493  0.0738036  -0.02920705  0.05265538  0.11691396\n",
      " -0.00579731  0.15490174 -0.0333741   0.03474244  0.0894068   0.13453168\n",
      " -0.12202108  0.03192778 -0.09567177 -0.1128623  -0.02608141 -0.03973531\n",
      " -0.03200904 -0.01274096 -0.04744675  0.05102651 -0.05462563 -0.03985818\n",
      "  0.02517422  0.11964259  0.00870021 -0.09088323 -0.0014794   0.05104452\n",
      " -0.06488837 -0.02799428 -0.07138211  0.05330136  0.16549452  0.10190323\n",
      " -0.01939799 -0.1259147   0.09669183  0.08114678  0.03704776 -0.00848902\n",
      "  0.02221559 -0.0249784  -0.11121914  0.00322947  0.0600058  -0.04229376\n",
      " -0.07224835  0.02624182  0.139776   -0.04121959 -0.02445537  0.06252084\n",
      "  0.00790126 -0.11362157  0.03540715  0.04894249 -0.11359426  0.11589114\n",
      " -0.03024011 -0.10312349 -0.06332789 -0.07424396 -0.02119079  0.09676112\n",
      " -0.09522741 -0.10041434  0.00058978 -0.10675956  0.02921161  0.12029356\n",
      " -0.04405495 -0.05087327  0.02333982 -0.11894476 -0.11395201 -0.03469153\n",
      "  0.06921869 -0.04496962 -0.04514514  0.0011107   0.00574808  0.10513358\n",
      " -0.08161799 -0.04749455  0.09605267 -0.1775613   0.13657683  0.02491989\n",
      " -0.0903208   0.03579475  0.13865666  0.01744475  0.00098767 -0.13164486]\n"
     ]
    }
   ],
   "source": [
    "book = get_embedding_vector(\"book\")\n",
    "books = get_embedding_vector(\"books\")\n",
    "print(book)\n",
    "print(books)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 기계 번역을 위한 인코더-디코더 네트워크"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RNN을 이용한 seq2seq 모델은 길이가 다른 여러 시퀀스를 입력하여 여러 시퀀스를 출력한다. \n",
    "\n",
    "seq2seq 모델의 대표적인 응용이 기계 번역인데, 하나의 문장(시퀀스)를 입력받고 다른 언어로 된 문장(시퀀스)를 출력한다."
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png) <b><center>인코더-디코더 모델을 이용한 기계 번역"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<li>인코더 : 입력된 문장 토큰열을 그 문장의 의미/스타일 등의 요약 정보를 담고 있는 수치 벡터로 변환한다.</li>\n",
    "*인코더에 입력되는 문장의 토큰 순서를 뒤집어서 만든 수치 벡터를 디코더에 전달해주면 성능이 향상되는것으로 나타났다.\n",
    "<li>디코더 : 문장의 요약 정보를 담고 있는 수치 벡터를 디코딩 대상 언어 문장 토큰열로 변환한다. 각 토큰별로 변환될 수 있는 단어들의 확률값이 출력되고 Softmax를 통과시켜 최대 확률을 가지는 단어를 출력한다.</li>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Implementation\n",
    "본 구현은 연습문제 9번의 해답이다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pickle\n",
    "import copy\n",
    "import numpy as np\n",
    "\n",
    "def load_data(path):\n",
    "    input_file = os.path.join(path)\n",
    "    with open(input_file, 'r', encoding='utf-8') as f:\n",
    "        data = f.read()\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 셋은 WMT 10 French-English corpus의 축소 버전 사용"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "source_path = 'data/small_vocab_en'\n",
    "target_path = 'data/small_vocab_fr'\n",
    "source_text = load_data(source_path)\n",
    "target_text = load_data(target_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Explore the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터셋의 구성 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset Brief Stats\n",
      "* number of unique words in English sample sentences: 227        [this is roughly measured/without any preprocessing]\n",
      "\n",
      "* English sentences\n",
      "\t- number of sentences: 137861\n",
      "\t- avg. number of words in a sentence: 13.225277634719028\n",
      "* French sentences\n",
      "\t- number of sentences: 137861 [data integrity check / should have the same number]\n",
      "\t- avg. number of words in a sentence: 14.226612312401622\n",
      "\n",
      "* Sample sentences range from 0 to 5\n",
      "[1-th] sentence\n",
      "\tEN: new jersey is sometimes quiet during autumn , and it is snowy in april .\n",
      "\tFR: new jersey est parfois calme pendant l' automne , et il est neigeux en avril .\n",
      "\n",
      "[2-th] sentence\n",
      "\tEN: the united states is usually chilly during july , and it is usually freezing in november .\n",
      "\tFR: les états-unis est généralement froid en juillet , et il gèle habituellement en novembre .\n",
      "\n",
      "[3-th] sentence\n",
      "\tEN: california is usually quiet during march , and it is usually hot in june .\n",
      "\tFR: california est généralement calme en mars , et il est généralement chaud en juin .\n",
      "\n",
      "[4-th] sentence\n",
      "\tEN: the united states is sometimes mild during june , and it is cold in september .\n",
      "\tFR: les états-unis est parfois légère en juin , et il fait froid en septembre .\n",
      "\n",
      "[5-th] sentence\n",
      "\tEN: your least liked fruit is the grape , but my least liked is the apple .\n",
      "\tFR: votre moins aimé fruit est le raisin , mais mon moins aimé est la pomme .\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from collections import Counter\n",
    "\n",
    "print('Dataset Brief Stats')\n",
    "print('* number of unique words in English sample sentences: {}\\\n",
    "        [this is roughly measured/without any preprocessing]'.format(len(Counter(source_text.split()))))\n",
    "print()\n",
    "\n",
    "english_sentences = source_text.split('\\n')\n",
    "print('* English sentences')\n",
    "print('\\t- number of sentences: {}'.format(len(english_sentences)))\n",
    "print('\\t- avg. number of words in a sentence: {}'.format(np.average([len(sentence.split()) for sentence in english_sentences])))\n",
    "\n",
    "french_sentences = target_text.split('\\n')\n",
    "print('* French sentences')\n",
    "print('\\t- number of sentences: {} [data integrity check / should have the same number]'.format(len(french_sentences)))\n",
    "print('\\t- avg. number of words in a sentence: {}'.format(np.average([len(sentence.split()) for sentence in french_sentences])))\n",
    "print()\n",
    "\n",
    "sample_sentence_range = (0, 5)\n",
    "side_by_side_sentences = list(zip(english_sentences, french_sentences))[sample_sentence_range[0]:sample_sentence_range[1]]\n",
    "print('* Sample sentences range from {} to {}'.format(sample_sentence_range[0], sample_sentence_range[1]))\n",
    "\n",
    "for index, sentence in enumerate(side_by_side_sentences):\n",
    "    en_sent, fr_sent = sentence\n",
    "    print('[{}-th] sentence'.format(index+1))\n",
    "    print('\\tEN: {}'.format(en_sent))\n",
    "    print('\\tFR: {}'.format(fr_sent))\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create lookup table\n",
    "\n",
    "두가지 종류의 매핑 테이블 생성\n",
    "\n",
    "vocab_to_int -> (Key,value) ==  (unique word string, its unique index) : 분류기 학습 및 입력값의 임베딩 벡터 변환에 사용 -> (1)\n",
    "\n",
    "int_to_vocab -> (Key,value) ==  (its unique index, unique word string) : 출력값의 단어 변환을 위한 lookup table -> (2)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "CODES = {'<PAD>': 0, '<EOS>': 1, '<UNK>': 2, '<GO>': 3 }\n",
    "\n",
    "def create_lookup_tables(text):\n",
    "    # make a list of unique words\n",
    "    vocab = set(text.split())\n",
    "\n",
    "    # (1)\n",
    "    # starts with the special tokens\n",
    "    vocab_to_int = copy.copy(CODES)\n",
    "\n",
    "    # the index (v_i) will starts from 4 (the 2nd arg in enumerate() specifies the starting index)\n",
    "    # since vocab_to_int already contains special tokens\n",
    "    for v_i, v in enumerate(vocab, len(CODES)):\n",
    "        vocab_to_int[v] = v_i\n",
    "\n",
    "    # (2)\n",
    "    int_to_vocab = {v_i: v for v, v_i in vocab_to_int.items()}\n",
    "\n",
    "    return vocab_to_int, int_to_vocab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Text to Word Ids\n",
    "\n",
    "Lookup table의 인덱스 값을 기준으로 raw data(문자열)을 인덱스 값으로 변환\n",
    "변환해주지 않으면 하나의 문장은 row가 문장, column이 인덱스 값인 2차원 배열 형태로 저장되어야 함"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):\n",
    "    \"\"\"\n",
    "        1st, 2nd args: raw string text to be converted\n",
    "        3rd, 4th args: lookup tables for 1st and 2nd args respectively\n",
    "    \n",
    "        return: A tuple of lists (source_id_text, target_id_text) converted\n",
    "    \"\"\"\n",
    "    # empty list of converted sentences\n",
    "    source_text_id = []\n",
    "    target_text_id = []\n",
    "    \n",
    "    # make a list of sentences (extraction)\n",
    "    source_sentences = source_text.split(\"\\n\")\n",
    "    target_sentences = target_text.split(\"\\n\")\n",
    "    \n",
    "    max_source_sentence_length = max([len(sentence.split(\" \")) for sentence in source_sentences])\n",
    "    max_target_sentence_length = max([len(sentence.split(\" \")) for sentence in target_sentences])\n",
    "    \n",
    "    # iterating through each sentences (# of sentences in source&target is the same)\n",
    "    for i in range(len(source_sentences)):\n",
    "        # extract sentences one by one\n",
    "        source_sentence = source_sentences[i]\n",
    "        target_sentence = target_sentences[i]\n",
    "        \n",
    "        # make a list of tokens/words (extraction) from the chosen sentence\n",
    "        source_tokens = source_sentence.split(\" \")\n",
    "        target_tokens = target_sentence.split(\" \")\n",
    "        \n",
    "        # empty list of converted words to index in the chosen sentence\n",
    "        source_token_id = []\n",
    "        target_token_id = []\n",
    "        \n",
    "        for index, token in enumerate(source_tokens):\n",
    "            if (token != \"\"):\n",
    "                source_token_id.append(source_vocab_to_int[token])\n",
    "        \n",
    "        for index, token in enumerate(target_tokens):\n",
    "            if (token != \"\"):\n",
    "                target_token_id.append(target_vocab_to_int[token])\n",
    "                \n",
    "        # put <EOS> token at the end of the chosen target sentence\n",
    "        # this token suggests when to stop creating a sequence\n",
    "        target_token_id.append(target_vocab_to_int['<EOS>'])\n",
    "            \n",
    "        # add each converted sentences in the final list\n",
    "        source_text_id.append(source_token_id)\n",
    "        target_text_id.append(target_token_id)\n",
    "    \n",
    "    return source_text_id, target_text_id"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Peprocess and save the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_and_save_data(source_path, target_path, text_to_ids):\n",
    "    # Preprocess\n",
    "    \n",
    "    # load original data (English, French)\n",
    "    source_text = load_data(source_path)\n",
    "    target_text = load_data(target_path)\n",
    "\n",
    "    # to the lower case\n",
    "    source_text = source_text.lower()\n",
    "    target_text = target_text.lower()\n",
    "\n",
    "    # create lookup tables for English and French data\n",
    "    source_vocab_to_int, source_int_to_vocab = create_lookup_tables(source_text)\n",
    "    target_vocab_to_int, target_int_to_vocab = create_lookup_tables(target_text)\n",
    "\n",
    "    # create list of sentences whose words are represented in index\n",
    "    source_text, target_text = text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int)\n",
    "\n",
    "    # Save data for later use\n",
    "    pickle.dump((\n",
    "        (source_text, target_text),\n",
    "        (source_vocab_to_int, target_vocab_to_int),\n",
    "        (source_int_to_vocab, target_int_to_vocab)), open('preprocess.p', 'wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 전처리 수행"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocess_and_save_data(source_path, target_path, text_to_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "def load_preprocess():\n",
    "    with open('preprocess.p', mode='rb') as in_file:\n",
    "        return pickle.load(in_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = load_preprocess()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow Version: 1.12.0\n",
      "Default GPU Device: /device:GPU:0\n"
     ]
    }
   ],
   "source": [
    "from distutils.version import LooseVersion\n",
    "import warnings\n",
    "import tensorflow as tf\n",
    "from tensorflow.python.layers.core import Dense\n",
    "\n",
    "# Check TensorFlow Version\n",
    "assert LooseVersion(tf.__version__) >= LooseVersion('1.1'), 'Please use TensorFlow version 1.1 or newer'\n",
    "print('TensorFlow Version: {}'.format(tf.__version__))\n",
    "\n",
    "# Check for a GPU\n",
    "if not tf.test.gpu_device_name():\n",
    "    warnings.warn('No GPU found. Please use a GPU to train your neural network.')\n",
    "else:\n",
    "    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Built the Network model\n",
    "\n",
    "인코더 모델과 디코더 모델 두가지 서브모델들로 이루어진 sequence to sequence 모델 생성\n",
    "\n",
    "RNN 구조로 구성된 인코더는 raw 데이터를 받아 neural representation 형태로 결과값을 출력하고, 이것이 디코더의 입력으로 사용되어 결과값을 출력하게 된다.\n",
    "\n",
    "\n",
    "아래와 같은 과정을 통하여 인코더-디코더 모델을 정의하고 학습 및 추론에 이용할 수 있다.\n",
    "\n",
    "<li>(1) 인코더 모델의 입력 파라미터 정의</li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : enc_dec_model_inputs()\n",
    "<li>(2) 인코더 모델 형성 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : encoding_layer\n",
    "<li>(3) 디코더 모델의 입력 파라미터 정의 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : enc_dec_model_inputs(), process_decoder_input(),\n",
    "<li>(4) Training을 위한 디코더 모델 형성 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : decoding_layer_train()\n",
    "<li>(5) Inference을 위한 디코더 모델 형성 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : decoding_layer_infer()\n",
    "<li>(6) 디코더 모델 통합 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : decoding_layer()\n",
    "<li>(7) 인코더-디코더 모델 통합 </li>\n",
    "&nbsp;&nbsp;&nbsp;&nbsp;해당 함수 : seq2seq_model()\n",
    "<li>(8) 모델 학습 및 검증 </li>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Input (1), (3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def enc_dec_model_inputs():\n",
    "    inputs = tf.placeholder(tf.int32, [None, None], name='input')\n",
    "    targets = tf.placeholder(tf.int32, [None, None], name='targets') \n",
    "    \n",
    "    target_sequence_length = tf.placeholder(tf.int32, [None], name='target_sequence_length')\n",
    "    max_target_len = tf.reduce_max(target_sequence_length)    \n",
    "    \n",
    "    return inputs, targets, target_sequence_length, max_target_len"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hyperparam_inputs():\n",
    "    #learning rate\n",
    "    lr_rate = tf.placeholder(tf.float32, name='lr_rate')\n",
    "    #keep probability for dropouts\n",
    "    keep_prob = tf.placeholder(tf.float32, name='keep_prob')\n",
    "    \n",
    "    return lr_rate, keep_prob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_decoder_input(target_data, target_vocab_to_int, batch_size):\n",
    "    \"\"\"\n",
    "    Preprocess target data for encoding\n",
    "    :return: Preprocessed target data\n",
    "    \"\"\"\n",
    "    # get '<GO>' id\n",
    "    #<GO> 토큰은 번역의 시작 지점을 가르킴\n",
    "    go_id = target_vocab_to_int['<GO>']\n",
    "    #tf.stride_slice() : 텐서를 쪼개는 함수 \n",
    "    #Arguments -> Tensor, Begin, End, Stride\n",
    "    after_slice = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])\n",
    "    #tf.fill() : 스칼라값으로 채워진 텐서 생성\n",
    "    #tf.concat() : 두가지 텐서를 이어붙임\n",
    "    after_concat = tf.concat( [tf.fill([batch_size, 1], go_id), after_slice], 1)\n",
    "    \n",
    "    return after_concat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding (3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "인코딩 모델은 임베딩 계층과 RNN 계층으로 구성된다.\n",
    "\n",
    "    임베딩 계층은 tf.contrib.layers.embed_sequence()으로 구성하였다.\n",
    "    RNN 계층은 tf.contrib.rnn.LSTMCell(),tf.contrib.rnn.DropoutWrapper(), tf.contrib.rnn.MultiRNNCell() 함수를 사용하여 구성하였다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob, \n",
    "                   source_vocab_size, \n",
    "                   encoding_embedding_size):\n",
    "    \"\"\"\n",
    "    :return: tuple (RNN output, RNN state)\n",
    "    \"\"\"\n",
    "    embed = tf.contrib.layers.embed_sequence(rnn_inputs, \n",
    "                                             vocab_size=source_vocab_size, \n",
    "                                             embed_dim=encoding_embedding_size)\n",
    "    #MultiRNNCell은 여러 RNN cell들을 쌓을 수 있도록 함\n",
    "    #num_layer만큼 LSTM cell을 스태킹\n",
    "    stacked_cells = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.DropoutWrapper(tf.contrib.rnn.LSTMCell(rnn_size), keep_prob) for _ in range(num_layers)])\n",
    "    \n",
    "    #임베딩 레이어와 RNN 레이어를 통합하기 위한 함수\n",
    "    outputs, state = tf.nn.dynamic_rnn(stacked_cells, \n",
    "                                       embed, \n",
    "                                       dtype=tf.float32)\n",
    "    return outputs, state"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decoding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "디코딩 모델은 학습 단계와 추론 단계에서 서로 다른 프로세스가 이루어진다. \n",
    "학습 단계에서는 타겟 데이터에 정해진 라벨 대로 정해진 값이 다음 스텝으로 전달되지만, 추론 단계에서는 매 스탭마다 결정된 동적인 값을 전달받는다."
   ]
  },
  {
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VcgfytEVIbt+9TqZkMRe0cJGP8Bk3bb2DifcwLWhHIVkEcoGwgwkUBBAYFtBFEbt2HfgbXsuScT/7EUMAAQQQQAABBMYQ6JnttQN/Y2xF0EkF8s5cOnTHBGz6sVwrZkfM8sTwmMUjOAJLIdA78A4m3sOUrq1D48cJpoMt11LaxeWqL3KLAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCLRCgE6mVlQDmUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEElkuATqY69fW975mdfbbZxo1mvV7x79BDDyzfq7vGzUzvKvAw1103HLuv83EcQml94hMHXtYdp6f3tegl3kojNUyTtufHxx8acUe2v1hc+VG+fDuNlW+9Eyo1+HZ6b4TCyc+3dcuybVPxTbJMZfM0fSzzqkH162F9/MUJ7/pMpe91qvqXTWi6YYOZtql6lFq8ryiPGrSN4nPnsjz7Pq60vHwaK17t+1pfNpSlrfAql/YRT9/jrFPHMle5FX+cL82rXFX5UvphWTxtLVfcypeWKW9l8Sj/cX34fqp9pqpOyrzi5aFfvE5tSFgGedQZVJ6w3r3sddw9/nmU3dMKx8pjaDJJ3sP4ND2rsshV9a78hfu0pqvaZs+P9pfU9l5G1W/ZvuhxhGPFp23C46NuXsJ44mnVQXzc+udP1T4k53B/1bTvs2p7PJ8aTzoovjiNOK5UGOVNgx8bYRur+py0XKk6UNyj2qdUHuNy+HzK1cujMGFc347exa350EtlZUAAAQQQQKClAn2z1/7WbJfep9I36+tP01qmdVXZ1guzfRsfr5jdWbWN1q2Y/cLDa/xbsy/4NuFyTevdBsG68zXvYermU9v3zd6jdLR9WFZPQy8B75tl75Px9MJxqqzaJo/7yPwl4qGh8vmeMI487OkyCsrwi3y+9CXXYZk9v3G88Xz+YvOsvJ5Wvm1l3U7rFOdj3PmU87T71Dh5SKWvZXEcoWlcJ3p3UFhnY+6neo/Kx/L9tHCceDr5u4niLA3m8/TvDI8z5SHfz0pfrJoqe7CPv2fF7NE8D496YmE5fZmP15htC508Ll9fZxzmSfHF24TxazpeXzafG2XlyctUeVyk4pnUORVX3WXTtNdlaajd830u9FR9558DQ/t/RVwnezsbxVXLV/Wdfx4N6iaqn9L9N5Unxaf9PjoWVK7K9j4Vly/L60Bta5zHfSp71edmeLy4j+JVHeTl9mN+6LPD0x819nh9nDrufJ2PlS+PN9+vx/qcLStXXrZUHSj+yrr0vPk4VQ7Pc5x+WJ48D9l3GzPb49sE4z2eRj6uvb8HcSx2sr/sw7ZtWQUNKmLPntmW6H3vK8aff9kdpOfznq7GvqzOOMztFVfU33bTpn7/xz8Ot+73p0k7zqtcy4YdO/r9Qw4Zndc4jnvvHb2N5+OYY/p9hU8NcZ1rm3ioCiM3T8fHSq9qiPeDI4+sCl29LpU31Z3KW+WqdWUmJ544XCaVU+XyMmqscPGQyk+4jaaV9vXXx1semE+lrTUKH8cTzitv8T7sKWj/DsNWTSv/ZUO8nfKaco7jUL7q5EH7QVmdlOUpXp7yi/Pt82E+U/Wm/UjuVfvR5s1xDorz8yx7mLIc5ellTY1VJ7GX5suGWZYl5Z3Ko+ogNWj7qnoJ4wrrORWXlo2qZ8WX+kypilt1ELcZYb58WuapYzf1GaT0Um1BmVNZeX254vN8+NjX+TgVZppjo6xcMhjlpbKnhlQeU+G0LJV+6JeKy23icdXxUpZ+vDzOzyzijNNYJfOL/QVA6ggggEB9gfDkqj6Hq06w1I+1GDI/ITb8OZ9/lunEXH4yLg4zOAkTn2jLvzNUdda8Z+h7RdCZFa/LTx4dGZ9ECsPlJxBPLpbu4Fx4gjHcLp7OwyVP7sX1oW1zm5PjTqso3o95TkZ5l510i8sen0Dz+DXWycq8MyGus6H5cDtNN+UkuzityKiwf896n4rTrppP1XOd/M9iP81P7vpJ5qH6crOytkAdiyV2hbg8r7FDquz5Pn6+px2MszqN981gfSFNLS/Ld5yPcD6Vp6o0om0LefByV+V5VFui+Kd1DvM4zvSo9kN5z+urUO7U/uvpqlO5znGvtH2b1Hiadkfx5aaDjo2qOs738dL2Po+v8jND8eedv+oUKnilyufLSnwL2+eeyQ6Ukn1PeR3qsPI0xx3H5Ukdd3GYaY+NVLmUb7VpcVrhfF7u5PeFMJymU+Vwmzh9zfu6PB+FOorjjuaHPq/CuOpMx/mpOgbrxDcqDHcyVQnpDo5/+IeqELNd98tf1o/vrrvMrrqqfvhZhdTV2Vu3mo2TV0/7F7/wqdHjxx4zOz/ZFo7edlQIvTh+8+ZiKKXnd6MV1xyYuzO6CO7P/iwVavJlSv/006tdZa4wVfkMc3DhhWaKt2pQfabuuIu3UdoXXFB9tX+4je4KUPiqQXnT3RKpu4F+9auqLYvrlP+yO7SKIQ/Mvec91c7Kj/KlY2zUoLDj1Mmo+KZdL1O5Vx2fu3eX1+Oiyq59Wo6pfSE0UZ3Ed2qE68PpWZVF8ejOmzrHSZh+OO3HWVW9hOGVlrYpG/z4GhXfxz9eFsPwcq+DUW2GtlQdlB27ccxPPz26LYi3aWJe5ZJHlVnVsRHnSW2UDEZ5jdNuxmkwjwACCCCAwCoR0FXTa8zeV1VcvSA7dfdAuE3P7B/D+Xz6rMSybNGK2R+H6/pm3+6ZVTzCIev8+HTP7MRwu3Ba+ewfeNl5uHgwXfdF33k811ddiT6I9MDEf+ubfbZXcQeUmV2Rnyj/2ChvMxsn7SgrB07U9s0e7ZltGlpZY0GDTjVSPxhkHvvUwdRmN7ViNvF+mt/1dn3dOohzrZP0fbNbe2bHxOvieR1L/QN30yVP7kbhj9B+GS1b2tm+2T9M05Y06FxpOqv2Okwk79TeUWefU9ulPITb+3RuMnG7E5iWtvGelsbax7Wva7twuU/nd2bdWVXPeTxH1miTPVrL62DobrpBgHwi91RbXuvkat5ujDxu43RmPT9N+5XKS17+yrYjr0vd2VunLUolwzIzo5OpbDfQI3XiDqZNm8zuvfdg37Kmr7jCTJ0WsxwU37Ztw2kdEx3ryt84j1aaNo86samTcNMOhxxyoJNnz56Dlg8/nO74qXqE0TT5eO97h7f+2teGl2mJTr7GJ7/f9a502EmX6qRy1clPj1dhLr/c56rHo+pKj1gKw6hetD//+McH6kV1ov0wHHSSNrYI1/t03ZPbOkF7ww2+1fBY+/z115spL97fv2OHmfIaDnVNdHJ8VP7POKN44ljHo9L09HXcqy3wYZw68W2aGtftCPnH1O9vM1tU2dWhXGf/H8dtVmWp01lbla/4OKsKG67Tsalt40Ftft3jK962bF7HRNzJfeKJxc8gHQPhZ9CoY9fTCtsYX7aIcd029jOfqZe7XbuK7UTVVnXbzao4WIcAAggggEBHBXRCe41ZdAXgZIXtmX22b1a4crNvVnp1YM/sLWFKvfTja8Igr6qTV3X0jDqp1zfTFW1bzeyleiC/xmZWuEJIJwhXzC4KM1A23TPbUt6pVeAAACAASURBVOekft9MVwJeURZPuHzFbKIfvfmJVXV4RT/awtjrTc/aqV6qB0PNYZ86mNjspqbaT/tmhRMOfTNdubrVXxxhZsea2QXqlI2znNe9OpgGdZ+He3Ow/dY8zmxz7bcrZh+I44rn6xx78TYtnn9VnQ7YvC0ZuqOxSecqs1m2155OfmdFoQNgxUxX+x8btI3a3wZtu/aF+I6MadudlKnnsWqsfT3vaBo6Mbxi9tE67XJV/PE63UUTHgu5iz47/LPk2BWzwrtb+gcuMBjKXxx3GG+8bo7zU7VfqXyq/Knl8bK6bVG8HfOBwNI/kSR+TEz4CJlpCpd6vE/q8UCeRmpdnDedpq4aFF5/qbi0nZbHj1vS45BSw7hpHzyFfuBUurYPh1Ta2kaPt5JVmGfVgR7JFceh5Xrc1cMPhzEXp/XYnTAvCh8PdcpWJ0ycVtkj8FSWUXmK81g1n8qb4tdjl/QoQh/kFD+mz/MRG8Zl8XDy88e5eXyKP1WfHs7T93Fc/nifq5O24lL8qbApd+W77DFTiit+XJPKm8q/O8Rj1YEbKi4vUxyv8hbu226isdaF8abSD8PXmQ7j07TyWTaU7Ucy9rwo72Xh4ngXVfZUW6t2Tvl2ey9H3P7JSOWNh1mVJY7H60dphseq8qd5Ldc2Pmgf823CsY4pryOF1XRZPbmBxxkfj4pX+2J4vCjdVDiFVTrxEKedane1TVwe1Uc4lHkpXPg5oeMtdArjGDUd51VliodUGIWre2x42+Dx1i2X6kplS+2nYf0o3lQePb14nEq/zE9lVFn9T/OzHuL8NJHGrPPc0viCr+NMIoAAAq0WyO9+GXy+VD0qZtyCpB7vlj/eZfCYGKWfeOSL52cQTmkrb4PPQf88DB6B5/lTJ1AYTo8V8nU+Dtf7dP74oY/phKTC5XkrPF5IYcuutM8fyVPIs6encZz/knwNvX9KaYZxK39xXF6GIGz2nivdLRU/IikPU3jMj/IX14Pmw/ynyuDpyiS84l/pqh60D8RxhGWJ16XSGMNpyN7z5+N4/y5xHHpHWJ19KlWWsmXxcZfnb2T+FW7S/TSvEz+2fDzUyeF59uPA52OrsndYxenE9VdSdi+Xjl0//nQsjjSJ69TzO+k4LqfMq+LyfSscj1FH2fvWwvjj9Cd1DuOsMz3r9lppxm2K3smUykvi+Co8big2ceu67U4ezvf5bJyXN9zfdAHB4J1gnobG8WP84n3cw+bpDNoPbwN9fTiOHbTf5/tNmM/kXVSJ8hRcE+5eZt3Nk8WpMsTlivNUNR+WRdOp4zAOo/kxjo2hO9rqlEt5VhlTYVOfR3EeU+VwhzhOzfu6cFzSxg21ZeE2k0zH+Um1l5PE29ltEg3JTColEa8OuLHiTsVRVRH+QVkVJt5B1HCkwk+QdthIDR38cYOeH/iFRj2Vj3BZnfLF+U4d4HEY5SVMR9N1wqTK5I1pGF+iES/9khVuVzadylv+4ZW8sqDkebcjPyDKGjPlSx/cYUNZ9qVEYeP8xvHG++SofSP1AyZ2r7OvhPnPp4duAU6EGdq3w3pKPDO84ByFLTynV07h+kmm4/xWxRnXi7aVbSrdVB3F7dmiyp5It7StTX0Qx/ujyp+Ic6J6THwxU95K44rt4+NMdVRVp6nwcXpxe5TPl7UdQydZUunHccbHY1iueB8N96NU/eThx/rsDNOLp1P7fZ0wFcfG4GXXQdkK+a0oV/ILvX54BHFln63aJ8N81imHhy9Jv5BHDxsf66njw8NOOo7z00Qak+aN7RBAAAEEmhGI2/7U94lJUtZ3jsRnZvKEjOKPP+dS3zNKTuwNfX+Lvy+mTqTFecvnh34LjlOOUb9zYus8zcEJSTmkwpR9J0yZpX57Kl/xd0LNx/Uax5f6HpDHXzi/UPX9Mk4jL2Py+62HTRmo7n19HkeqM27oO1Rcz/H+Pct9KszfqOmSMo7M/zT7aSrN2KMq3/E+VFXvsbvS9rhT+cjDD8J42NQ4jnucMqTii5cpvjiNOEw4H4fN51NtydA+W3KMxe/LSv4uUR4SadcyDPOfx9NEe12IM9XmeD5S+4Sv03jadifed/P5ZDuUt5c/Dm3jvKd+25fth6n2V3GH5dN0HGf8GzMMH++j8X4Ut+VKLw4TxjfJdOij6VT54zD5fOrYKOwrCpfKb0m5Cr/Fw7LUPD9Z+DxLlcPjjNNP5VFhU/tz2AZ6fNOO4/w0kUaYRx6XF2oE02vM/m8wm03q2cp5x0SyoYnDjzvfM/tJvI0am3zne09qR+6Z6bm0jQ99s1PCRHRLZm/Ec7PD8JpOlU/L8/KdnpevUJ4Rz5SOkxhrPr/1vWC+YlZ4jp5OFka3ev+kV/GM7bEyEATumV1e5rMm8WLDFbOXBJsnJ6vy2Y+eP65btUsa9/6oZ5+nEq/aN0qea63HQwyGlEX+5V5fus7XvtKPjpeVmsfCGrPS5/MlblnXc8sLHyg+P+q5uoPCzHGiZ5Z81leNR3/o+AyeAZhlei5lj9PVIzF6Zrem2LQ8fLRCKoyWxXHmz58fux7jR6jkz+n/RFm68fL4ONM++zyzxDPwDmzZM/tE+BgALe2b/Q+PV21l2B5pec/sutTxonVV+3pVnGZ2r+/n8di3qztWfZXVZ904ZhGu4tgoeU5qdap6hEPPbG8qlNreuH0ynu2comIZAggggMAqF1gZ/v6p7zaFR3WFRFW/bzyc3qm0YlZ4xnt/+DfekfH3xdRvLo/Tx/n3mi/6vI/1naDOd1SFT31vyzup9DvnYyvBdz+P38xeEUwnJ/tmu1Jx98zuiTfQ77E4bD7/nTBs/L0zXFc2rbLEv+H16Kay701l8cT5U7hZOJWlV7W8yX2qKt1J102zn6a+t+t8QP77u9CJF+cv9Vuli78r4nJPMl9RR/q9WzhHFcfftHOcns830V7HceaPnkv+breKx5lO2+6kTHtmH0+1Q/LQ8vi8Vp73QWdf4lzAL8vOBSg+teFuXTaO49TnWPx73ecnPI839PlWlpemllccG7U/Z+O8TXt+Mo6P+XKBteWrVvcafbiuHOhIGTxLNv+SpWeFXv9bs91rzO6p80V3HEmdSF8xO1snsONndy64RzDuWPtOWYNbVV51mpnZWWoc45P0iyhf3+z/9MwGLx6KTyrrZbBhvhS+qnxTrLu3bFt9qY0vYYj3jdS2I/bNQqdOavuKZa+qWKcv/4+tqf5iNPSlacXsv8dx6oN+xeydPbMT4h8qYZ3E21XNq5OgLG/xlW9V8aTW1amT1HYzXjZ0tWEe/5B5mO6iyp5Kt5fo4I/yqhcyRy+oOxgiFefBtaOnPO68rRq0/9oy9SN9RIyFY6VvVvjhXrLtv1nxZdL/LQgXt8NaVRqn2uiVA508pV4z6PxQ3MlOQWUuf45+UISFTZYdG2XLKzO6xuzBygAHHvsyqC/fr0Zsw2oEEEAAAQRWm0DhAkNdbLOm5CKOHKb0N1MIt8ZMF5EM3vOUv9dEnR9+gUjhSv78N8L3wjhKpn9eslyLq9YVNssvXNVFnPqdU/i+OenvHDP7VSGRgzN6n048pJZlv+Pizrd4wxrzQ78z1xx4/1SNTYtBGnIqJlJzrsF9qmYOxgpWtS9WrcsSyS/6K1yAmJ+w3rZipt9ie/T9P3E+aPDdd6zcHgy8LL8rDuZ48qmqetDjI6ssq9bVyVGlc0UETbTXhTgr0k6uyjuX1K5P2+6kfi//SzLRgwtT7eihB1cP5an0d7u2yX9fvi/YPjU5VM5UoJJlhXMTqTAjziGmNmliWdWxUbUumZdZnZ9MRs7CIYEpvsMMxdW5BT0zXU00eLlcWMD8hWg78lsyC19Sw3DjTOd38jy8xux9bTshFedHB+o4ZVPY/BFCepzXFXEH07hxzSp8fKV/fvXB4NbMuNNpjdn/nlXaYTyJL2jh6plPx5024yQQ/xBKbDt2wx/Gkd8qrNtZ9+g4myavYbw1pkdeITgijrAzYETQ1q1eVNlT6Y5qW8p+QDtqKk5fV2fs9fj6ROBReStskjhWni4EGHMmdbdecLKkLLbK4zEVZ1lEqeUr0YmRVJiOLpuoc6qjFhQLAQQQQACBiQQST+XQxTalQ93fTKm733XxmkccP6Wjzl3/vu00Y50QzR/he706cxLfFaeJvhXbpi4erPF9tZD3Njq1dZ8qwM1oRlf9l53vyc/jXN8303vICo+h5HfFjCpgRDSLcm6ivU7EOaL0Q6uzTp1p253Ub1pd7D2U2hgL4vNYZcdUEOXI35dxnMG2Iye7+HkzstAHAlSeD6kZB8FqCtDJVAGlL0M9szfGt9uHm+QH+R7ddREuH3daHTBVtzPq6ipdUaLxuHE3FH6sKw50d0HfTF+mC1dqed7U4KpsVdYedpbj/Er/wuMUdPeS0tCVU2F+8yt6pvqgmSTv+R0VhU37ZlOdrC5EduD5tbt7Zr26f/H2Y86HV3dkm64JyrNi9tGyK+jU6ev7yajbyMfMU1nwC+qarDHbWBbJki5fVNmH9o/QL+7wDtdVTM+qLGNdNZa4SGGsdrOiPINVqfZhsPLAxMgrlqLwmj227n5fdst/Is7VtuiwsMBzaq/CJJlGAAEEEEBgGQUKn59xAdT5EC8rm088yugtCqvfpeFvDX1f02PUy+KZ5fK+2WfLvsvqu0L+O+cfZplmG+Ia90kDbXVq4z7VRP3qHIkuttVjDhO/Z7Ik8/MkV+QXSldlg98VVTqzW7cI55m1186gdrDu79A8XNUTNSof7+hparwmcXPBuO1WGF/JtF/MWrK6/GktZRvo/Ok4XmXxrPLlQ+efwvOTq9xm7OLTyTSCTL3XzzPbkt9+eUFZ73Pf7IoRUVWu7kfPns4/zC9Qumo0dAJ7jdlb+mYPVEbU0Mq4cyu+w2dUsitmF4UdNgqvLy1+MnON2Ya8jBO9H2NU+lXr15j9Y7heZdOJ28QVbo3lbcQPplQH5lSdTIn6PCE0mHK68qS2d+JFaWSPc9MHue7kC9flx9zW/Dg4VPtJfkzqNvKZDannT6+YvWFmCbQ4ogWW/aGYZcXs+HhZNJ+6lX0QZFZlScUTtwmDRMsnClfj6tGP5UEHawrHT9ihvMbs/w1CHZx488HJ4lR+EiXZse8hU+8fNLP/6esZlwqU7oe5e7x+ZHtV8TkQx1WaKVYggAACCCCwTALxb2t1wIy4gGZD3fLl798dPJVEF4fmF4aeGsZR5z0YYfhJp/MLGAuf6fljhd+c/855af475+xJ02jDdiXfLQvmVflss1Pb9qkqx2nXqaNJF5OtMdMJ2K35vjoUrS6U9mO2pO75XTGkNt2CRTk30V7H5zfzdrp255BLlpjUbncs/aSmUftuoT3P8/Ijz1PC60Rflxqn7saKwzV8Hi9OrivzhfMrcaGqzk/GYX2+7GKRfH1leh5HV8d0MtWs2fxqjs+qM0QdI4kGI9XADMVe1hse3/bYM9OV97rSqfAuld4UJ73L0h7KZGJBoryH/HbEi+n8y4aii2+D1UvT9aUlvgW15EWniRzNbpHuWAsb67wz7PToCjddUdHYS/D6wXuhwpLlnV0fDJdpetLnWns84YlrLcs/zAu3u3vYcBzWabg8nJZffOu8r9dJ1PxRk75IVxPq6kG/AmXoUWfq9EvZN/HIxfhuA+W14sRvWIax7nAZbDh6YuZ3vpQluYiyq32Lr47rmW0pM9d+FbeVqfLMqiyJdk8v1jw/laYvC4+RxPY6uVG6va4EjDvj1xQvLBjqqOibfTBM0/Ohcd/s6nC+ZHrwRdjXV8UZhGlqn/ckWj3WC8THcY/f55XqMIxffCsApRG/rHxMmGme2z1mUgRHAAEEEEBgPIE1Zj+Nt1gx+3S8TPP5Z+LQ76JUWF/WN/tfPq2xTib1zf4sXLbG7AvhfFPT8SOu9D1RF5HGj5Kb9gkpTeV/jHiHLiLTb92y7/eKN/xO1XanNu1TY9TJVEH1W1z7qi6ALnnyjD9mvM2/Kxr/XT3N+bYxK2ghzk2016k7Rur8hg3bjNxuqnbHzFLbV/3e02+0wbvdlYf8LqzwyUfxuVxdRJE8F5A6T5baJ5o8j5dKrwvLpjw/mRHE53X0PsXEPqh9QOerKi/yHWG69OdY6GQqqeHUDuNB1TES3yrt60aNdUePxz3iQ2joeZxqeKY5sT5G2kPFyF90WViuE/ArZvvydy0NDgbNqwNqxewDhQ2KM0PvVZFLL/rSX9ykubn4OdzxSb2+md4R1NigDq0VszvDL9+5653xSfX8w8tfWjtRnlL1qXdlqd7iHzbKkz4MVdcj6jTMS3brvO/jqlvF0T/YmTQIO8o27mjVhmWdWINIJ5zom/2feFPlWSf/w7rJ86B3tn1M72UzM/9iHW8+1Xx+V93gTjb3nCrSko0XVfa4/vMvAbfm+0vWrqjcvz1wAqDWHaOzKksvsT+Y2fXxceL7t46RcF8oOWmh7Qv7k/YtxRk/MjU/1gePb8k7xFNfVtV2DN4lp/iUl7CjvKTa1cH8vbCTXeHyTmc9olXH7OBKsrycp6su9Bz2sjhXw/LcKOWuNrvwouTc47bIZajDML8S9GNyVti87R36DIjiqZzN8zm4gCCsz8oNWYkAAggggMB8BOLPR11Mp9+Yqd9F345/F43KYvw+Xf2WDq9A1omj+KLHUXHOcH3yPRHx79AZpjeXqPKLyO4KE/Pv94nvwHqkvr77VL0SoFVOLd+nQvaJpv17aGpj1e0as2tS67Sszb8r5vG7eprzbWWmqeULdG6ivdbv/sEdp/l+pHNjqfOMai+yc419s52hzbTtjraPO1DzO2uz33t+XOS/h/UbWZ9Hhc6EntlnojzdHc7n034uIPuNncenNtAvuk5scnDRHM7jHUysW1PTnp+Mz8HowvrB9xSvR51TnYYtv5A13DcG59mniZdtxxDIv6j0+2b+NzghO0Y0Q0EVr04e5196CnGqYdMLO4M0+/kLPAvx5J0Enq/k2DcI49J0Hn/2zGlvyFbMfpEIp5OaQ8M4aWvjOF6VP440P7GaLEe8vebDOPIPicG2eVnCk6JDph5nIh86QTuIS9OThIm3yeu7EG+QzuBEa7zduPOJfbYszbLlAzdPO/ZNmXhYH6e2CcqbTDus02ni8XTy/WBgqw4uX+fjfL/zhladDUP1r7CpvHkcPlaZPd+psY611HHm21eMC21EKu46y+J2JU4vLGOJQzIfKddEZ+JCyq6T3nE5q+bj+knV6azqMY+n0NZX5S1fV6iDvEMmeTzViGvoWM87fmrFF1spvXAf8n2yZP8YmYZv7+NUPKn0PPwk49R+H8eTChPv775NKs9x2JIwI328fvMOUk9yME7Vj28Tjks+mwr7mUc6an9LHS++bd1x7DGLOOumTTgEEEAAgcUIxG3/LD/fx/mNWfLZmfxMdKkR8SevKvdtw89jTVd95mldGD4OW/L9pHBxSd65lvqOUShjXB9Kt6xOUmG1zMsYjlN5DNdrelQ5FSa/4Gno3EXoE097Oqk85OdkBhfhTOOUKnuclzLLII+6MDNVT1pWuU95HHXGdesuzku874Vpjao/panjLP9Oqd/mg5Oceb3qxGpc9jDM0O/5RPh4+6HzOamyj6qXqJyVv+HGiSuM16enPd82TR0pDymfSZy9PHXHI9rTQr3+//buXVeSowwA8N9jYh6BJ3Bkh2xiiQ2cEWxgEgKvcAhCQLwWIkVrh1wsYkv7AIglJTSZn2DfgAfYg/6z1e06dapneu6X/VZazZye7rp8VV3dVX2ppe31zD7/IKw2bz2/fdqdYvrRTJrXpiXT1hsPzjBn+nHd8Hpx98ql3Ydbm97fvfreC6cX3z7L2rT00tGu0yvbMQ1tmnvrtuu04a/7u5TBND45xluOQd1ya8Nry7yXxgw329Z2287f3WP1mK4lnx2PvcNcF68nmdbolDul8krkq7qwI+Kb+g6oDGKIeNEJ6nV7Vb6zzv2i3lXziMjt84Cbdzy/LHcAPbjKPxde2XbpumuC+eGnVcQfOo8J/rDCmm/tk0Llqv83o+toutRrTVQ7/9R7+iEDK3cp1I+97hzH3IYb7t6aNisT+x3ktX1DxK+P5b00P7nf1HcP5mvzeq86i4jvyr7wXbnb/6B1ewTOO1jyVZXj36f+nHvX9SnSca68Z/mX+dk2ZrP4PJjnqLfRofJSwsk7lXaub6uIP+3SbuYrRWdeE/nVFvtXznu38V/udxnfxhWtMAksLYMs+6wD04bVl/Z1K9VP09ese+1dcdOPnS+riH91FltEgAABAgQuVqD0MRedaw3v5vTdKi8zd35nHy/jXHT3+FYRzqzcPgFTVsuxhryxNfv8r/Np6H3OO2eiPvnifPp+ZnxkY1quwelS6tRGzB1XyLGaMk/yq7F+1nW0Djb7cdlnGpddSr/iBP3qxWN9o80hP8/lfIz2OqfR2KW/3Hru0+5kWDkusUu7Vfprv2zTU8JcNLaUY2BL5wc85jheLw+3sGxp370dn6zy/o8lx+YypvLojSVVONPXbDeXpmva6Aq+uMi0ZyGVivY8G/k2qDJA2bv41K6arwVYcgEnG6iNA6wZ+DZxP0rMzIIS5qdLByNX1cBszi/VXkhro8nflwy6tdsd6u9VxNe9sNoLZL119l02RLxc4JPzWH22b1zj9uUg+sk2DVtdpmM4vc8h4hfrThTKfnM/71i7/RDx+boGPH8bZu6+a8Pa5e8ysP+svdi1IaxHr7fcsH7356yD69y6Gx1w4bnynieWm9qVdBkivlia3UPlpZysbrOfPKgL2W7mXH6b8jfma9w3PoiYnfS57F/rXiuSd019O0T8cQx302eJ78W6fa8OY+l69Ta39L1MUru205Bta5lTbup41wal3n9bL6u/V21dd/t63fF76XDOhjmu55MAAQIECFyKQOlj5tMPm453edz9ftt057Gxd36dr7rJuLcNb9f1y411m84d8nx37Tq7xn/q7bL/HxGL+lT1eeU1OF1KnTp1mbbx5QWmPJ9tl19Cv+LY/erSbi0a62t9DvX3OZyP1V5nn2lpf7n4PZp+I5fv2u6MZVK2f7rgeHS/SenvfVjarTGY6bOME/+2buOmH8uX0ufLN5h089Suf8xxvDauW/l7n/HJNKjq/ewNMTn+sm4Mp2c5RHy5rm70trn0ZS4yzZRQTkA3N/herjLne4ZzkDwblNknS6pG7p9t5alPdkulzYb1z/XyjKtcfPi4hDWT4seLl8b9eMv5JZnOsuN8nAeBOq25VWPzYICzXCDJBnYaHE2TcpfJs0NeQJnPwfwvmbf2jpfS4E9zosxvvf8vlc/UearKP31mB513jT0PUKuIJxHxPOtZpzyzfP5TnjR5unTQuqnPU+ctw896M0R8Mlefx0H9kp5227xTKve5veak2uSVJwNl/rOsr7nvTunIbat6nieWuW8eJD2N21QPSpz/602MuSkv2/5+rryX+v2sV+7Z1uaFmvTZJj+Hyku1nzxKXymbrNc5sP9sri407ebUBpbtx3Ywn+zLfK5tc9Kh7Ldj/ZxOdvZpT3P/zn0zIvJiU87JNIXb5PP+2LdNWdziuvUxdsxfdUzLOvtkU52t2v2pTmQYWZ9KO7l129ILs0rfg3ZlXO6TAAECBAicU6Cc//90PAcZ0zIeE8v59trzo3Gb3mdvns1VxN976x5zWX3uUJ9nlf7x/fluRDy4YemY6Tl22Hkuvor4SZ7Llz5Ve26Z/cz7vmGdlmtwupQ6Vbsd6Hu+5vBRPyDDLue5ec563wfuXWAa03DufsUp+tVz9bRYneSc+xzOx2ivs7xKf/lpGWec+kZjnSrjUvn2jeeriE/H5e3nru3OGE7mr2m3HoxBjGNa2fdf0t/LepL9unb8tIz17TS+VY1PHHQcbzS4tc+mPZjKcyzLdeOTo0Wp91mOOW76IIw8xu0ynj0XZsZZ4riZ84HR8eI/O+/vPOr7BS8eRAJ3FujN4zI3l8bOkUREp87muz2vtt523vH56J3K+3jZlgABAucU6L3zvPc+6XOm8ZRxtx5z75k+ZZrERYAAAQLHFWjb/ms7Drb9lbn5M46rKPRbElCnbqk05YUAgVsRaNvm8qrPW8ne1vnoeBx17PlHW6fQBgRuVOBtxG9WET+us7eK+Ev9t+8ECBAgQIAAAQIECBAgcB0C5Wa+fEpq+jec4SmmKXJfrl5Anbr6IpQBAgQIEDiCwC2+Lu9VXqnM/3nF7ghmgrxBgXyKaYj4VZ21fBw3H0Otl/lOgAABAgTeN4H6DqiIyEmg/SNAgACB91hgFfG7sc996XcJ3zVzHJXX1D2aT/k9Lk5Z31JAndoSzOoECBAgcBKB9snzMg3ISeLOSG7xItPJ8ER0vQJ3ET8bU192wpz49cFTTEPEy3EdnwQIECBAgAABAgQIECBwuQJNH++jtxHZx3vwFNNdxN82zZl4uTmUslMLqFOnFhcfAQIECFyrgNflXWvJSfe+Aq/riYOGJrScmHQV4Q63xsWfBAgQIECAAAECBAgQuESBu4gv7yJej2nr9PHerCK+Hn/3SWCTgDq1ScjvBAgQIEDgncDVX2T6IOL38e6/MiVwEIG7iDdDxBcHCUwgBAgQIEDgygVWEU+uPAuST4AAAQJ7CAzvbr5rr9nsEeJ5Nh0iPvcU03nsbzVWdepWS1a+CBAgcH0C5z5f87q866szUnxEgbuI74eIn+t8HBFZ0AQIECBAgAABAgQIEDiRQJmH6dkQ8e8TRSmaGxdQp268gGWPAAECBLYWcJFpazIb3IJAXkyq81H+frGK+HCI+G/9m+8ECBAgQIAAAQIECBAgcNkCnT7em7cRfx3e9fG8Cv2yi+8iU6dOXWSxSBQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYhbrKAAAAgtJREFUgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgMCRBf4PHRukYrDdLxsAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "두 단계가 서로 다른 방식으로 임베딩 데이터를 사용하므로 디코딩 계층을 만드는 함수를 각각 생성한다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decoding - 학습 단계 (4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "학습 단계에서는 입력에 따른 사전 정의된 임베딩 값을 사용한다. \n",
    "\n",
    "<a href=\"https://www.tensorflow.org/api_docs/python/tf/contrib/seq2seq/TrainingHelper\">tf.contrib.seq2seq.TrainingHelper()</a> 함수를 사용하여 입력 값을 전달한다.\n",
    "\n",
    "RNN 학습 과정에 사용되는 helper 함수로 단순히 입력 값을 읽어오고, 다음 스텝에 사용될수 있도록 해당하는 인덱스값을 리턴한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, \n",
    "                         target_sequence_length, max_summary_length, \n",
    "                         output_layer, keep_prob):\n",
    "    \"\"\"\n",
    "    Create a training process in decoding layer \n",
    "    :return: BasicDecoderOutput containing training logits and sample_id\n",
    "    \"\"\"\n",
    "    dec_cell = tf.contrib.rnn.DropoutWrapper(dec_cell, \n",
    "                                             output_keep_prob=keep_prob)\n",
    "    \n",
    "    # for only input layer\n",
    "    helper = tf.contrib.seq2seq.TrainingHelper(dec_embed_input, \n",
    "                                               target_sequence_length)\n",
    "    \n",
    "    decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell, \n",
    "                                              helper, \n",
    "                                              encoder_state, \n",
    "                                              output_layer)\n",
    "\n",
    "    # unrolling the decoder layer\n",
    "    outputs, _, _ = tf.contrib.seq2seq.dynamic_decode(decoder, \n",
    "                                                      impute_finished=True, \n",
    "                                                      maximum_iterations=max_summary_length)\n",
    "    return outputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decoding - 추론 단계 (5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "추론 단계에서는 매 스텝마다 생성되는 결과물을 재 입력 받아야 하기 때문에 동적으로 임베딩 계층을 통과시켜야 한다.\n",
    "<a href=\"https://www.tensorflow.org/api_docs/python/tf/contrib/seq2seq/GreedyEmbeddingHelper\">tf.contrib.seq2seq.GreedyEmbeddingHelper()</a> 함수를 사용하여 현재 스텝의 결과물을 임베딩 계층에 통과시켜 다음 입력으로 사용될 수 있도록 한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id,\n",
    "                         end_of_sequence_id, max_target_sequence_length,\n",
    "                         vocab_size, output_layer, batch_size, keep_prob):\n",
    "    \"\"\"\n",
    "    Create a inference process in decoding layer \n",
    "    :return: BasicDecoderOutput containing inference logits and sample_id\n",
    "    \"\"\"\n",
    "    dec_cell = tf.contrib.rnn.DropoutWrapper(dec_cell, \n",
    "                                             output_keep_prob=keep_prob)\n",
    "    \n",
    "    helper = tf.contrib.seq2seq.GreedyEmbeddingHelper(dec_embeddings, \n",
    "                                                      tf.fill([batch_size], start_of_sequence_id), \n",
    "                                                      end_of_sequence_id)\n",
    "    \n",
    "    decoder = tf.contrib.seq2seq.BasicDecoder(dec_cell, \n",
    "                                              helper, \n",
    "                                              encoder_state, \n",
    "                                              output_layer)\n",
    "    \n",
    "    outputs, _, _ = tf.contrib.seq2seq.dynamic_decode(decoder, \n",
    "                                                      impute_finished=True, \n",
    "                                                      maximum_iterations=max_target_sequence_length)\n",
    "    return outputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decoding 계층 통합 (6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decoding_layer(dec_input, encoder_state,\n",
    "                   target_sequence_length, max_target_sequence_length,\n",
    "                   rnn_size,\n",
    "                   num_layers, target_vocab_to_int, target_vocab_size,\n",
    "                   batch_size, keep_prob, decoding_embedding_size):\n",
    "    \"\"\"\n",
    "    Create decoding layer\n",
    "    :return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)\n",
    "    \"\"\"\n",
    "    target_vocab_size = len(target_vocab_to_int)\n",
    "    dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))\n",
    "    dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)\n",
    "    \n",
    "    cells = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.LSTMCell(rnn_size) for _ in range(num_layers)])\n",
    "    \n",
    "    with tf.variable_scope(\"decode\"):\n",
    "        output_layer = tf.layers.Dense(target_vocab_size)\n",
    "        train_output = decoding_layer_train(encoder_state, \n",
    "                                            cells, \n",
    "                                            dec_embed_input, \n",
    "                                            target_sequence_length, \n",
    "                                            max_target_sequence_length, \n",
    "                                            output_layer, \n",
    "                                            keep_prob)\n",
    "\n",
    "    with tf.variable_scope(\"decode\", reuse=True):\n",
    "        infer_output = decoding_layer_infer(encoder_state, \n",
    "                                            cells, \n",
    "                                            dec_embeddings, \n",
    "                                            target_vocab_to_int['<GO>'], \n",
    "                                            target_vocab_to_int['<EOS>'], \n",
    "                                            max_target_sequence_length, \n",
    "                                            target_vocab_size, \n",
    "                                            output_layer,\n",
    "                                            batch_size,\n",
    "                                            keep_prob)\n",
    "\n",
    "    return (train_output, infer_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Built the Seq2seq model (7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1~6번 과정에서 정의한 함수들을 통합하여 seq2seq 모델 생성을 위한 함수를 정의한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "def seq2seq_model(input_data, target_data, keep_prob, batch_size,\n",
    "                  target_sequence_length,\n",
    "                  max_target_sentence_length,\n",
    "                  source_vocab_size, target_vocab_size,\n",
    "                  enc_embedding_size, dec_embedding_size,\n",
    "                  rnn_size, num_layers, target_vocab_to_int):\n",
    "    \"\"\"\n",
    "    Build the Sequence-to-Sequence model\n",
    "    :return: Tuple of (Training BasicDecoderOutput, Inference BasicDecoderOutput)\n",
    "    \"\"\"\n",
    "    enc_outputs, enc_states = encoding_layer(input_data, \n",
    "                                             rnn_size, \n",
    "                                             num_layers, \n",
    "                                             keep_prob, \n",
    "                                             source_vocab_size, \n",
    "                                             enc_embedding_size)\n",
    "    \n",
    "    dec_input = process_decoder_input(target_data, \n",
    "                                      target_vocab_to_int, \n",
    "                                      batch_size)\n",
    "    \n",
    "    train_output, infer_output = decoding_layer(dec_input,\n",
    "                                               enc_states, \n",
    "                                               target_sequence_length, \n",
    "                                               max_target_sentence_length,\n",
    "                                               rnn_size,\n",
    "                                              num_layers,\n",
    "                                              target_vocab_to_int,\n",
    "                                              target_vocab_size,\n",
    "                                              batch_size,\n",
    "                                              keep_prob,\n",
    "                                              dec_embedding_size)\n",
    "    \n",
    "    return train_output, infer_output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "모델 생성 및 학습을 위한 하이퍼 파라미터 설정\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "display_step = 300\n",
    "\n",
    "epochs = 13\n",
    "batch_size = 128\n",
    "\n",
    "rnn_size = 128\n",
    "num_layers = 3\n",
    "\n",
    "encoding_embedding_size = 150\n",
    "decoding_embedding_size = 150\n",
    "\n",
    "learning_rate = 0.001\n",
    "keep_probability = 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_path = 'checkpoints/dev'\n",
    "(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = load_preprocess()\n",
    "max_target_sentence_length = max([len(sentence) for sentence in source_int_text])\n",
    "\n",
    "train_graph = tf.Graph()\n",
    "with train_graph.as_default():\n",
    "    input_data, targets, target_sequence_length, max_target_sequence_length = enc_dec_model_inputs()\n",
    "    lr, keep_prob = hyperparam_inputs()\n",
    "    \n",
    "    train_logits, inference_logits = seq2seq_model(tf.reverse(input_data, [-1]),\n",
    "                                                   targets,\n",
    "                                                   keep_prob,\n",
    "                                                   batch_size,\n",
    "                                                   target_sequence_length,\n",
    "                                                   max_target_sequence_length,\n",
    "                                                   len(source_vocab_to_int),\n",
    "                                                   len(target_vocab_to_int),\n",
    "                                                   encoding_embedding_size,\n",
    "                                                   decoding_embedding_size,\n",
    "                                                   rnn_size,\n",
    "                                                   num_layers,\n",
    "                                                   target_vocab_to_int)\n",
    "    \n",
    "    training_logits = tf.identity(train_logits.rnn_output, name='logits')\n",
    "    inference_logits = tf.identity(inference_logits.sample_id, name='predictions')\n",
    "\n",
    "    # https://www.tensorflow.org/api_docs/python/tf/sequence_mask\n",
    "    # - Returns a mask tensor representing the first N positions of each cell.\n",
    "    masks = tf.sequence_mask(target_sequence_length, max_target_sequence_length, dtype=tf.float32, name='masks')\n",
    "\n",
    "    with tf.name_scope(\"optimization\"):\n",
    "        # Loss function - weighted softmax cross entropy\n",
    "        cost = tf.contrib.seq2seq.sequence_loss(\n",
    "            training_logits,\n",
    "            targets,\n",
    "            masks)\n",
    "\n",
    "        # Optimizer\n",
    "        optimizer = tf.train.AdamOptimizer(lr)\n",
    "\n",
    "        # Gradient Clipping\n",
    "        gradients = optimizer.compute_gradients(cost)\n",
    "        capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]\n",
    "        train_op = optimizer.apply_gradients(capped_gradients)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Padding source and target sequence"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)<b><center> 데이터 패딩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def pad_sentence_batch(sentence_batch, pad_int):\n",
    "    \"\"\"Pad sentences with <PAD> so that each sentence of a batch has the same length\"\"\"\n",
    "    max_sentence = max([len(sentence) for sentence in sentence_batch])\n",
    "    return [sentence + [pad_int] * (max_sentence - len(sentence)) for sentence in sentence_batch]\n",
    "\n",
    "\n",
    "def get_batches(sources, targets, batch_size, source_pad_int, target_pad_int):\n",
    "    \"\"\"Batch targets, sources, and the lengths of their sentences together\"\"\"\n",
    "    for batch_i in range(0, len(sources)//batch_size):\n",
    "        start_i = batch_i * batch_size\n",
    "\n",
    "        # Slice the right amount for the batch\n",
    "        sources_batch = sources[start_i:start_i + batch_size]\n",
    "        targets_batch = targets[start_i:start_i + batch_size]\n",
    "\n",
    "        # Pad\n",
    "        pad_sources_batch = np.array(pad_sentence_batch(sources_batch, source_pad_int))\n",
    "        pad_targets_batch = np.array(pad_sentence_batch(targets_batch, target_pad_int))\n",
    "\n",
    "        # Need the lengths for the _lengths parameters\n",
    "        pad_targets_lengths = []\n",
    "        for target in pad_targets_batch:\n",
    "            pad_targets_lengths.append(len(target))\n",
    "\n",
    "        pad_source_lengths = []\n",
    "        for source in pad_sources_batch:\n",
    "            pad_source_lengths.append(len(source))\n",
    "\n",
    "        yield pad_sources_batch, pad_targets_batch, pad_source_lengths, pad_targets_lengths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch   0 Batch  300/1077 - Train Accuracy: 0.4215, Validation Accuracy: 0.5110, Loss: 1.9840\n",
      "Epoch   0 Batch  600/1077 - Train Accuracy: 0.5141, Validation Accuracy: 0.5131, Loss: 1.1287\n",
      "Epoch   0 Batch  900/1077 - Train Accuracy: 0.5156, Validation Accuracy: 0.5600, Loss: 0.9501\n",
      "Epoch   1 Batch  300/1077 - Train Accuracy: 0.5831, Validation Accuracy: 0.6200, Loss: 0.7324\n",
      "Epoch   1 Batch  600/1077 - Train Accuracy: 0.6425, Validation Accuracy: 0.6502, Loss: 0.5848\n",
      "Epoch   1 Batch  900/1077 - Train Accuracy: 0.6660, Validation Accuracy: 0.6701, Loss: 0.5478\n",
      "Epoch   2 Batch  300/1077 - Train Accuracy: 0.6780, Validation Accuracy: 0.6839, Loss: 0.4700\n",
      "Epoch   2 Batch  600/1077 - Train Accuracy: 0.7217, Validation Accuracy: 0.7074, Loss: 0.4078\n",
      "Epoch   2 Batch  900/1077 - Train Accuracy: 0.7238, Validation Accuracy: 0.7330, Loss: 0.4036\n",
      "Epoch   3 Batch  300/1077 - Train Accuracy: 0.7278, Validation Accuracy: 0.7379, Loss: 0.3529\n",
      "Epoch   3 Batch  600/1077 - Train Accuracy: 0.7853, Validation Accuracy: 0.7518, Loss: 0.2771\n",
      "Epoch   3 Batch  900/1077 - Train Accuracy: 0.8098, Validation Accuracy: 0.8139, Loss: 0.2763\n",
      "Epoch   4 Batch  300/1077 - Train Accuracy: 0.8725, Validation Accuracy: 0.8438, Loss: 0.2163\n",
      "Epoch   4 Batch  600/1077 - Train Accuracy: 0.8702, Validation Accuracy: 0.8675, Loss: 0.1758\n",
      "Epoch   4 Batch  900/1077 - Train Accuracy: 0.8855, Validation Accuracy: 0.8384, Loss: 0.1922\n",
      "Epoch   5 Batch  300/1077 - Train Accuracy: 0.9243, Validation Accuracy: 0.8697, Loss: 0.1424\n",
      "Epoch   5 Batch  600/1077 - Train Accuracy: 0.8891, Validation Accuracy: 0.8697, Loss: 0.1355\n",
      "Epoch   5 Batch  900/1077 - Train Accuracy: 0.9152, Validation Accuracy: 0.8803, Loss: 0.1337\n",
      "Epoch   6 Batch  300/1077 - Train Accuracy: 0.9449, Validation Accuracy: 0.8782, Loss: 0.0973\n",
      "Epoch   6 Batch  600/1077 - Train Accuracy: 0.9301, Validation Accuracy: 0.8967, Loss: 0.1025\n",
      "Epoch   6 Batch  900/1077 - Train Accuracy: 0.9324, Validation Accuracy: 0.8999, Loss: 0.0924\n",
      "Epoch   7 Batch  300/1077 - Train Accuracy: 0.9626, Validation Accuracy: 0.9119, Loss: 0.0785\n",
      "Epoch   7 Batch  600/1077 - Train Accuracy: 0.9405, Validation Accuracy: 0.9048, Loss: 0.0765\n",
      "Epoch   7 Batch  900/1077 - Train Accuracy: 0.9492, Validation Accuracy: 0.9233, Loss: 0.0809\n",
      "Epoch   8 Batch  300/1077 - Train Accuracy: 0.9585, Validation Accuracy: 0.9137, Loss: 0.0586\n",
      "Epoch   8 Batch  600/1077 - Train Accuracy: 0.9524, Validation Accuracy: 0.9105, Loss: 0.0633\n",
      "Epoch   8 Batch  900/1077 - Train Accuracy: 0.9426, Validation Accuracy: 0.9041, Loss: 0.0676\n",
      "Epoch   9 Batch  300/1077 - Train Accuracy: 0.9675, Validation Accuracy: 0.9254, Loss: 0.0453\n",
      "Epoch   9 Batch  600/1077 - Train Accuracy: 0.9576, Validation Accuracy: 0.9286, Loss: 0.0559\n",
      "Epoch   9 Batch  900/1077 - Train Accuracy: 0.9652, Validation Accuracy: 0.9332, Loss: 0.0544\n",
      "Epoch  10 Batch  300/1077 - Train Accuracy: 0.9630, Validation Accuracy: 0.9371, Loss: 0.0442\n",
      "Epoch  10 Batch  600/1077 - Train Accuracy: 0.9535, Validation Accuracy: 0.9421, Loss: 0.0522\n",
      "Epoch  10 Batch  900/1077 - Train Accuracy: 0.9566, Validation Accuracy: 0.9471, Loss: 0.0499\n",
      "Epoch  11 Batch  300/1077 - Train Accuracy: 0.9605, Validation Accuracy: 0.9393, Loss: 0.0364\n",
      "Epoch  11 Batch  600/1077 - Train Accuracy: 0.9647, Validation Accuracy: 0.9524, Loss: 0.0378\n",
      "Epoch  11 Batch  900/1077 - Train Accuracy: 0.9641, Validation Accuracy: 0.9570, Loss: 0.0463\n",
      "Epoch  12 Batch  300/1077 - Train Accuracy: 0.9663, Validation Accuracy: 0.9364, Loss: 0.0306\n",
      "Epoch  12 Batch  600/1077 - Train Accuracy: 0.9542, Validation Accuracy: 0.9634, Loss: 0.0414\n",
      "Epoch  12 Batch  900/1077 - Train Accuracy: 0.9621, Validation Accuracy: 0.9513, Loss: 0.0455\n",
      "Model Trained and Saved\n"
     ]
    }
   ],
   "source": [
    "def get_accuracy(target, logits):\n",
    "    \"\"\"\n",
    "    Calculate accuracy\n",
    "    \"\"\"\n",
    "    max_seq = max(target.shape[1], logits.shape[1])\n",
    "    if max_seq - target.shape[1]:\n",
    "        target = np.pad(\n",
    "            target,\n",
    "            [(0,0),(0,max_seq - target.shape[1])],\n",
    "            'constant')\n",
    "    if max_seq - logits.shape[1]:\n",
    "        logits = np.pad(\n",
    "            logits,\n",
    "            [(0,0),(0,max_seq - logits.shape[1])],\n",
    "            'constant')\n",
    "\n",
    "    return np.mean(np.equal(target, logits))\n",
    "\n",
    "# Split data to training and validation sets\n",
    "train_source = source_int_text[batch_size:]\n",
    "train_target = target_int_text[batch_size:]\n",
    "valid_source = source_int_text[:batch_size]\n",
    "valid_target = target_int_text[:batch_size]\n",
    "(valid_sources_batch, valid_targets_batch, valid_sources_lengths, valid_targets_lengths ) = next(get_batches(valid_source,\n",
    "                                                                                                             valid_target,\n",
    "                                                                                                             batch_size,\n",
    "                                                                                                             source_vocab_to_int['<PAD>'],\n",
    "                                                                                                             target_vocab_to_int['<PAD>']))                                                                                                  \n",
    "with tf.Session(graph=train_graph) as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "\n",
    "    for epoch_i in range(epochs):\n",
    "        for batch_i, (source_batch, target_batch, sources_lengths, targets_lengths) in enumerate(\n",
    "                get_batches(train_source, train_target, batch_size,\n",
    "                            source_vocab_to_int['<PAD>'],\n",
    "                            target_vocab_to_int['<PAD>'])):\n",
    "\n",
    "            _, loss = sess.run(\n",
    "                [train_op, cost],\n",
    "                {input_data: source_batch,\n",
    "                 targets: target_batch,\n",
    "                 lr: learning_rate,\n",
    "                 target_sequence_length: targets_lengths,\n",
    "                 keep_prob: keep_probability})\n",
    "\n",
    "\n",
    "            if batch_i % display_step == 0 and batch_i > 0:\n",
    "                batch_train_logits = sess.run(\n",
    "                    inference_logits,\n",
    "                    {input_data: source_batch,\n",
    "                     target_sequence_length: targets_lengths,\n",
    "                     keep_prob: 1.0})\n",
    "\n",
    "                batch_valid_logits = sess.run(\n",
    "                    inference_logits,\n",
    "                    {input_data: valid_sources_batch,\n",
    "                     target_sequence_length: valid_targets_lengths,\n",
    "                     keep_prob: 1.0})\n",
    "\n",
    "                train_acc = get_accuracy(target_batch, batch_train_logits)\n",
    "                valid_acc = get_accuracy(valid_targets_batch, batch_valid_logits)\n",
    "\n",
    "                print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.4f}, Validation Accuracy: {:>6.4f}, Loss: {:>6.4f}'\n",
    "                      .format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))\n",
    "\n",
    "    # Save Model\n",
    "    saver = tf.train.Saver()\n",
    "    saver.save(sess, save_path)\n",
    "    print('Model Trained and Saved')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_params(params):\n",
    "    with open('params.p', 'wb') as out_file:\n",
    "        pickle.dump(params, out_file)\n",
    "\n",
    "\n",
    "def load_params():\n",
    "    with open('params.p', mode='rb') as in_file:\n",
    "        return pickle.load(in_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save parameters for checkpoint\n",
    "save_params(save_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checkpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "\n",
    "_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = load_preprocess()\n",
    "load_path = load_params()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Translate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from checkpoints/dev\n",
      "Input\n",
      "  Word Ids:      [200, 176, 91, 139]\n",
      "  English Words: ['i', 'like', 'apple', '.']\n",
      "\n",
      "Prediction\n",
      "  Word Ids:      [285, 109, 346, 1]\n",
      "  French Words: aimé proches pensez <EOS>\n"
     ]
    }
   ],
   "source": [
    "def sentence_to_seq(sentence, vocab_to_int):\n",
    "    results = []\n",
    "    for word in sentence.split(\" \"):\n",
    "        if word in vocab_to_int:\n",
    "            results.append(vocab_to_int[word])\n",
    "        else:\n",
    "            results.append(vocab_to_int['<UNK>'])\n",
    "            \n",
    "    return results\n",
    "\n",
    "translate_sentence = 'i like apple .'\n",
    "\n",
    "translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)\n",
    "\n",
    "loaded_graph = tf.Graph()\n",
    "with tf.Session(graph=loaded_graph) as sess:\n",
    "    # Load saved model\n",
    "    loader = tf.train.import_meta_graph(load_path + '.meta')\n",
    "    loader.restore(sess, load_path)\n",
    "\n",
    "    input_data = loaded_graph.get_tensor_by_name('input:0')\n",
    "    logits = loaded_graph.get_tensor_by_name('predictions:0')\n",
    "    target_sequence_length = loaded_graph.get_tensor_by_name('target_sequence_length:0')\n",
    "    keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')\n",
    "\n",
    "    translate_logits = sess.run(logits, {input_data: [translate_sentence]*batch_size,\n",
    "                                         target_sequence_length: [len(translate_sentence)*2]*batch_size,\n",
    "                                         keep_prob: 1.0})[0]\n",
    "\n",
    "print('Input')\n",
    "print('  Word Ids:      {}'.format([i for i in translate_sentence]))\n",
    "print('  English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))\n",
    "\n",
    "print('\\nPrediction')\n",
    "print('  Word Ids:      {}'.format([i for i in translate_logits]))\n",
    "print('  French Words: {}'.format(\" \".join([target_int_to_vocab[i] for i in translate_logits])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 연습문제 해답"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1 시퀀스 투 시퀀스 RNN을 사용한 어플리케이션에는 어떤 것들이 있나요? 시퀀스-투-벡터 RNN과 벡터-투-시퀀스 RNN은 어떤가요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seqeunce to sequence RNN application : 날씨 예측, 기께 번역, 비디오 캡션 생성, 스피치 투 텍스트, 음악 생성, 노래의 화음 식별\n",
    "\n",
    "시퀀스 투 벡터 RNN : 음악 샘플을 장르로 구분하기, 책 후기에 대한 감성 분석, 뇌에 심은 인공칩에서 익은 데이터를 기반으로 실어증 환자가 생각하는 단어 예측하기, 사용자의 영화 시청 이력을 바탕으로 복 싶어 할 영화의 확률 예측하기\n",
    "<br>\n",
    "벡터 투 시퀀스 RNN : 이미지 캡션 생성, 현재 아티스트를 기반으로 음악 플레이리스트 생성, 일련의 파라미터를 기반으로 한 멜로디 생성, 사진 속에서 보행자 위치 찾기"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2 왜 자동 번역에 시퀀스-투-시퀀스 RNN 대신 인코더- 디코더 RNN을 사용하나요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "일반적으로 문장을 한번에 단어 하나씩 번역하면 결과가 매우 좋지 않음\n",
    "- 예를 들어 프랑스 문장 'Je vous en prie'는 'You are welcome'을 의미함\n",
    "하지만 이를 한 단어씩 번역하면 'I you in pray'가 되버림. 따라서 먼저 전체 문장을 읽고 난 다음에 번역하는것이 훨씬 좋음\n",
    "보통의 시퀀스- 투 시퀀스 RNN은 첫 단어를 읽은 후 즉시 문장을 번역하기 시작하지만 인코더-디코더 RNN은 먼저 전체 문장을 일고 난 다음에 번역을 함\n",
    "이는 다음에 말할 것이 확실하지 않을 때마다 침묵을 출력하는 시퀀스-투-시퀀스 RNN으로 생각할 수도 있습니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3 동영상을 분류하기 위해 합성곱 신경망과 RNN을 어떻게 연결할 수 있나요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "화면 내용을 기초로 동영상을 분류하려면 초당 한 프레임을 받아 각 프레임을 합성곱 신경망에 통과시키고 이 CNN의 출력을 시퀀스-투 벡터 RNN에 주입하고 마지막에 소프트맥스 층을 통과시켜 모든 클래스에 대한 확률을 구하는 구조를 생각해볼 수 있음.<br>\n",
    "\n",
    "훈련을 위해서는 크로스 엔트로피를 비용 함수로 사용하면 됩니다. 분류에 오디오도 사용하려면 매 초의 오디오를 스펙트럼 사진으로 변환하고 이 사진을 CNN에 주입한 다음 이 CNN의 출력을 RNN에 주입함"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4 static_rnn() 대신 dynamic_rnn()을 사용하여 RNN을 구축할 때의 장점은 무엇인가요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 메모리 부족 에러를 피하기 위해 역전파하는동안 GPU 메모리를 CPU 메모리로 대체할 수 있는 while_loop()연산을 기반으로 함\n",
    "2. 입력과 출력에 하나의 텐서를 사용하기 떄문에 텐서의 리스트를 사용하는것보다 사용하기 편리함 \n",
    "    - stack, unstack, transpose 연산이 필요 없음\n",
    "3. 더 작은 그래프를 만들기 때문에 텐서보드에서 확인하기 쉬움 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 5 가변 길이 입력 시퀀스를 어떻게 다룰 수 있나요? 가변 길이 출력 시퀀스는 어떤가요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "가변 길이 입력 시퀀스를 다루기 위한 가장 간단한 방법은 \n",
    "1. static_rnn()이나 dynamic_rnn()함수를 호출할 때 sequence_length 매개변수를 설정하는 것 \n",
    "2. 가장 큰 입력의 크기에 맞추기 위해 작은 입력값으로 패딩을 추가하는 것\n",
    "\n",
    "가변 길이의 출력 시퀀스를 다루기 위해서는 \n",
    "1. 출력 시퀀스의 길이를 미리 알고 있다면 sequence_length 매개변수를 사용할 수 있음 \n",
    "2. 출력 시퀀스의 길이를 미리 알지 못하면 패딩 트릭을 사용할 수 있음 \n",
    "    - 즉 항상 같은 크기의 시퀀스를 출력하고, EOS 토큰 이후의 출력은 무시합니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 6 여러 GPU에 심층 RNN의 훈련과 실행을 분산시키는 일반적인 방법은 무엇인가요?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "여러 GPU에 심층 RNN의 훈련과 실행을 분산시키이 위한 일반적인 방법은 각각의 층을 다른 GPU에 배치하는 것입니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 7 임베딩된 레버 문법"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 먼저 문법에 맞는 문자열을 생성하는 함수가 필요\n",
    "- 이 문법은 각 상태에서 가능한 전이 상태의 리스트임\n",
    "- 해당 변환은 출력할 문자열과 다음 상태를 지정함"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "from random import choice, seed\n",
    "\n",
    "# 일관된 출력을 위한 유사난수 초기화\n",
    "seed(42)\n",
    "np.random.seed(42)\n",
    "\n",
    "default_reber_grammar = [\n",
    "    [(\"B\", 1)],           # (상태 0) =B=>(상태 1)\n",
    "    [(\"T\", 2), (\"P\", 3)], # (상태 1) =T=>(상태 2) or =P=>(상태 3)\n",
    "    [(\"S\", 2), (\"X\", 4)], # (상태 2) =S=>(상태 2) or =X=>(상태 4)\n",
    "    [(\"T\", 3), (\"V\", 5)], # 등등..\n",
    "    [(\"X\", 3), (\"S\", 6)],\n",
    "    [(\"P\", 4), (\"V\", 6)],\n",
    "    [(\"E\", None)]]        # (상태 6) =E=>(종료 상태)\n",
    "\n",
    "embedded_reber_grammar = [\n",
    "    [(\"B\", 1)],\n",
    "    [(\"T\", 2), (\"P\", 3)],\n",
    "    [(default_reber_grammar, 4)],\n",
    "    [(default_reber_grammar, 5)],\n",
    "    [(\"T\", 6)],\n",
    "    [(\"P\", 6)],\n",
    "    [(\"E\", None)]]\n",
    "\n",
    "def generate_string(grammar):\n",
    "    state = 0\n",
    "    output = []\n",
    "    while state is not None:\n",
    "        production, state = choice(grammar[state])\n",
    "        if isinstance(production, list):\n",
    "            production = generate_string(grammar=production)\n",
    "        output.append(production)\n",
    "    return \"\".join(output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Default Reber grammar에 맞는 문자열 만드는 것을 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BTXXTTTTVPXTTTTTVPSE BTXSE BTXXTVPSE BTXXVPSE BTSSXXTTVVE BTXSE BTSSSXSE BPTTTVVE BTXXVVE BPTTVVE BTSXXTTTTVPSE BPTTVVE BPTVPSE BPTTVPXVVE BPVPXTTTVPXTVPSE BTXSE BPTTTTVPXTTTTTTTVPXVVE BPTVVE BTXSE BPTTTVVE BTSXXVPSE BTXXTTTTTVVE BPTTVPSE BPVVE BPTTTVPXVPXTTTTTVPXTTVVE "
     ]
    }
   ],
   "source": [
    "for _ in range(25):\n",
    "    print(generate_string(default_reber_grammar), end=\" \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Embedding Reber grammar에 맞는 문자열 만드는 것을 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BPBPTVVEPE BTBPTVPXVVETE BPBPTTTVVEPE BPBTXSEPE BPBPTTTTTVPSEPE BTBTSXSETE BPBPVPSEPE BPBPVVEPE BPBTXSEPE BPBTSXSEPE BTBPTTVVETE BPBPVVEPE BTBTXSETE BPBPTTVVEPE BTBTSXXVVETE BTBTXXTVPXTVPSETE BTBPTVVETE BPBPVPXTTVPXTVVEPE BTBTXSETE BPBTXSEPE BPBTSXXTVPSEPE BPBPVVEPE BPBPTTTTTTTTTTVPXVVEPE BPBPVVEPE BPBPVVEPE "
     ]
    }
   ],
   "source": [
    "for _ in range(25):\n",
    "    print(generate_string(embedded_reber_grammar), end=\" \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 문법을 따르지 않는 문자열을 만들 함수 생성\n",
    "- 문법을 따르는 문자열을 만든 후 하나의 문자만 변경"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_corrupted_string(grammar, chars=\"BEPSTVX\"):\n",
    "    good_string = generate_string(grammar)\n",
    "    index = np.random.randint(len(good_string))\n",
    "    good_char = good_string[index]\n",
    "    bad_char = choice(list(set(chars) - set(good_char)))\n",
    "    return good_string[:index] + bad_char + good_string[index + 1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 여러개의 잘못된 문자열 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BPBPVPEEPE BPBSXSEPE BPBPTVVBPE BTBPPPSETE BTBPVVSTE BPBTSSXXTSTVVEPE BPTTSXXTVPSEPE BPBTXSTPE BTBPTTTVPSBTE BPBTSXXTTTXTTVVEPE BPBVXXVPXTVPXTTVVEPE BPBPTTVXEPE BPBPVVEXE BPEPTTVVEPE BPBPVXSEPE BPBTVXXVVEPE BEBPTTTVPXVVETE BPBTSSXTEPE BPBPVXEPE BEBTXSEPE BTBPTVPXVPXVVETS PPBTSXXTVPXVPSEPE BPBTSXXTTTVVSEPE BPBPVPXVVTPE BTBTSVSETE "
     ]
    }
   ],
   "source": [
    "for _ in range(25):\n",
    "    print(generate_corrupted_string(embedded_reber_grammar), end=\" \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 문자열을 바로 RNN에 주입할 수는 없음\n",
    "- 먼저 벡터로 바꾸어야 함\n",
    "- 각 벡터는 one-hot 인코딩을 사용하여 하나의 문자를 나타냄\n",
    "- 예를 들어, 벡터 [1, 0, 0, 0, 0, 0, 0]는 문자 \"B\"를 나타내고 벡터 [0, 1, 0, 0, 0, 0, 0]는 문자 \"E\"를 나타내는 식\n",
    "- 이런 원-핫 벡터의 연속으로 문자열을 바꾸는 함수로 생성\n",
    "- 문자열이 n_steps보다 짧으면 0 벡터로 패딩됨\n",
    "(나중에, 텐서플로에게 각 문자열의 실제 길이를 sequence_length 매개변수로 전달할 것)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "def string_to_one_hot_vectors(string, n_steps, chars=\"BEPSTVX\"):\n",
    "    char_to_index = {char: index for index, char in enumerate(chars)}\n",
    "    output = np.zeros((n_steps, len(chars)), dtype=np.int32)\n",
    "    for index, char in enumerate(string):\n",
    "        output[index, char_to_index[char]] = 1.\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [1, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 1],\n",
       "       [0, 0, 0, 1, 0, 0, 0],\n",
       "       [0, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [0, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0]])"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "string_to_one_hot_vectors(\"BTBTXSETE\", 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 50%의 올바른 문자열와 50%의 잘못된 문자열로 이루어진 데이터 셋을 생성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_dataset(size):\n",
    "    good_strings = [generate_string(embedded_reber_grammar)\n",
    "                    for _ in range(size // 2)]\n",
    "    bad_strings = [generate_corrupted_string(embedded_reber_grammar)\n",
    "                   for _ in range(size - size // 2)]\n",
    "    all_strings = good_strings + bad_strings\n",
    "    n_steps = max([len(string) for string in all_strings])\n",
    "    X = np.array([string_to_one_hot_vectors(string, n_steps)\n",
    "                  for string in all_strings])\n",
    "    seq_length = np.array([len(string) for string in all_strings])\n",
    "    y = np.array([[1] for _ in range(len(good_strings))] +\n",
    "                 [[0] for _ in range(len(bad_strings))])\n",
    "    rnd_idx = np.random.permutation(size)\n",
    "    return X[rnd_idx], seq_length[rnd_idx], y[rnd_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, l_train, y_train = generate_dataset(10000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 첫번째 training instance 확인"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [1, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 1, 0],\n",
       "       [0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 1],\n",
       "       [0, 0, 0, 0, 0, 1, 0],\n",
       "       [0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 1],\n",
       "       [0, 0, 0, 0, 0, 1, 0],\n",
       "       [0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 1],\n",
       "       [0, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 1, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 1],\n",
       "       [0, 0, 0, 0, 0, 1, 0],\n",
       "       [0, 0, 0, 0, 0, 1, 0],\n",
       "       [0, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 1, 0, 0],\n",
       "       [0, 1, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0]])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "데이터 세트에 가장 긴 문자열이 존재하기 때문에 0값이 많은 것을 확인 할 수 있음.\n",
    "\n",
    "- 이제 좋은 문자열을 식별하기 위해 RNN을 만들 준비가 됨\n",
    "\n",
    "MNIST 이미지를 분류하기 위해 앞서 만들었던 시퀀스 classifier 만들기.\n",
    "\n",
    "주의사항\n",
    "1. 입력 문자열은 가변 길이 이므로 dynamic_rnn 함수를 호출할 때 sequence_length를 지정해야함.\n",
    "2. binary classifier이므로 각 입력 문자열에 대해 예상되는 log probability가 높은 하나의 출력 뉴련만을 필요로 함."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "reset_graph()\n",
    "\n",
    "possible_chars = \"BEPSTVX\"\n",
    "n_inputs = len(possible_chars)\n",
    "n_neurons = 30\n",
    "n_outputs = 1\n",
    "\n",
    "learning_rate = 0.02\n",
    "momentum = 0.95\n",
    "\n",
    "X = tf.placeholder(tf.float32, [None, None, n_inputs], name=\"X\")\n",
    "seq_length = tf.placeholder(tf.int32, [None], name=\"seq_length\")\n",
    "y = tf.placeholder(tf.float32, [None, 1], name=\"y\")\n",
    "\n",
    "gru_cell = tf.nn.rnn_cell.GRUCell(num_units=n_neurons)\n",
    "outputs, states = tf.nn.dynamic_rnn(gru_cell, X, dtype=tf.float32,\n",
    "                                    sequence_length=seq_length)\n",
    "\n",
    "logits = tf.layers.dense(states, n_outputs, name=\"logits\")\n",
    "y_pred = tf.cast(tf.greater(logits, 0.), tf.float32, name=\"y_pred\")\n",
    "y_proba = tf.nn.sigmoid(logits, name=\"y_proba\")\n",
    "\n",
    "xentropy = tf.nn.sigmoid_cross_entropy_with_logits(labels=y, logits=logits)\n",
    "loss = tf.reduce_mean(xentropy, name=\"loss\")\n",
    "optimizer = tf.train.MomentumOptimizer(learning_rate=learning_rate,\n",
    "                                       momentum=momentum,\n",
    "                                       use_nesterov=True)\n",
    "training_op = optimizer.minimize(loss)\n",
    "\n",
    "correct = tf.equal(y_pred, y, name=\"correct\")\n",
    "accuracy = tf.reduce_mean(tf.cast(correct, tf.float32), name=\"accuracy\")\n",
    "\n",
    "init = tf.global_variables_initializer()\n",
    "saver = tf.train.Saver()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_val, l_val, y_val = generate_dataset(5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   0  Train loss: 0.6844, accuracy: 54.00%  Validation accuracy: 58.32%\n",
      "   1  Train loss: 0.6495, accuracy: 62.00%  Validation accuracy: 63.44%\n",
      "   2  Train loss: 0.5680, accuracy: 78.00%  Validation accuracy: 69.04%\n",
      "   3  Train loss: 0.6128, accuracy: 72.00%  Validation accuracy: 65.34%\n",
      "   4  Train loss: 0.4428, accuracy: 88.00%  Validation accuracy: 81.08%\n",
      "   5  Train loss: 0.4864, accuracy: 82.00%  Validation accuracy: 75.56%\n",
      "   6  Train loss: 0.2839, accuracy: 90.00%  Validation accuracy: 82.56%\n",
      "   7  Train loss: 0.2792, accuracy: 88.00%  Validation accuracy: 83.32%\n",
      "   8  Train loss: 0.1639, accuracy: 94.00%  Validation accuracy: 92.76%\n",
      "   9  Train loss: 0.0233, accuracy: 100.00%  Validation accuracy: 96.52%\n",
      "  10  Train loss: 0.0572, accuracy: 100.00%  Validation accuracy: 98.14%\n",
      "  11  Train loss: 0.0266, accuracy: 100.00%  Validation accuracy: 98.44%\n",
      "  12  Train loss: 0.0207, accuracy: 100.00%  Validation accuracy: 99.14%\n",
      "  13  Train loss: 0.1537, accuracy: 96.00%  Validation accuracy: 90.56%\n",
      "  14  Train loss: 0.0088, accuracy: 100.00%  Validation accuracy: 99.26%\n",
      "  15  Train loss: 0.0019, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  16  Train loss: 0.0012, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  17  Train loss: 0.0010, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  18  Train loss: 0.0008, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  19  Train loss: 0.0007, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  20  Train loss: 0.0006, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  21  Train loss: 0.0005, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  22  Train loss: 0.0005, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  23  Train loss: 0.0004, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  24  Train loss: 0.0004, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  25  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  26  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  27  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  28  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  29  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  30  Train loss: 0.0003, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  31  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  32  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  33  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  34  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  35  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  36  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  37  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  38  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  39  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  40  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  41  Train loss: 0.0002, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  42  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  43  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  44  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  45  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  46  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  47  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  48  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n",
      "  49  Train loss: 0.0001, accuracy: 100.00%  Validation accuracy: 100.00%\n"
     ]
    }
   ],
   "source": [
    "n_epochs = 50\n",
    "batch_size = 50\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    init.run()\n",
    "    for epoch in range(n_epochs):\n",
    "        X_batches = np.array_split(X_train, len(X_train) // batch_size)\n",
    "        l_batches = np.array_split(l_train, len(l_train) // batch_size)\n",
    "        y_batches = np.array_split(y_train, len(y_train) // batch_size)\n",
    "        for X_batch, l_batch, y_batch in zip(X_batches, l_batches, y_batches):\n",
    "            loss_val, _ = sess.run(\n",
    "                [loss, training_op],\n",
    "                feed_dict={X: X_batch, seq_length: l_batch, y: y_batch})\n",
    "        acc_train = accuracy.eval(feed_dict={X: X_batch, seq_length: l_batch, y: y_batch})\n",
    "        acc_val = accuracy.eval(feed_dict={X: X_val, seq_length: l_val, y: y_val})\n",
    "        print(\"{:4d}  Train loss: {:.4f}, accuracy: {:.2f}%  Validation accuracy: {:.2f}%\".format(\n",
    "            epoch, loss_val, 100 * acc_train, 100 * acc_val))\n",
    "        saver.save(sess, \"./my_reber_classifier\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "이제 RNN을 두 개의 까다로운 문자열로 테스트 해보기\n",
    "첫번째는 나쁜것이고 두번째는 좋은것.\n",
    "두번째와 마지막 문자만 다르며, 두번째 문자가 \n",
    "항상 마지막 문자와 같아야 한다는 패턴을 알아 차릴 수 있다는 것을 보여줌\n",
    "\n",
    "- 이를 위해서 상당히 긴 단기 메모리가 필요함 - GRU Cell을 사용하는 이유"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./my_reber_classifier\n",
      "\n",
      "Estimated probability that these are Reber strings:\n",
      "BPBTSSSSSSSXXTTVPXVPXTTTTTVVETE: 0.33%\n",
      "BPBTSSSSSSSXXTTVPXVPXTTTTTVVEPE: 99.99%\n"
     ]
    }
   ],
   "source": [
    "test_strings = [\n",
    "    \"BPBTSSSSSSSXXTTVPXVPXTTTTTVVETE\",\n",
    "    \"BPBTSSSSSSSXXTTVPXVPXTTTTTVVEPE\"]\n",
    "l_test = np.array([len(s) for s in test_strings])\n",
    "max_length = l_test.max()\n",
    "X_test = [string_to_one_hot_vectors(s, n_steps=max_length)\n",
    "          for s in test_strings]\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    saver.restore(sess, \"./my_reber_classifier\")\n",
    "    y_proba_val = y_proba.eval(feed_dict={X: X_test, seq_length: l_test})\n",
    "\n",
    "print()\n",
    "print(\"Estimated probability that these are Reber strings:\")\n",
    "for index, string in enumerate(test_strings):\n",
    "    print(\"{}: {:.2f}%\".format(string, 100 * y_proba_val[index][0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "참조 자료\n",
    "<list>\n",
    "<li>https://www.data-blogger.com/2017/08/27/gru-implementation-tensorflow/</li>\n",
    "    <li>순환 신경망 LSTM, GRU 설명 : https://excelsior-cjh.tistory.com/185</li>\n",
    "    <li>GRU Wiki : https://en.wikipedia.org/wiki/Gated_recurrent_unit</li>\n",
    "    <li>순환 신경망 모델 만들기 :https://ratsgo.github.io/natural%20language%20processing/2017/03/09/rnnlstm/</li>\n",
    "    <li>LSTM example : https://m.blog.naver.com/PostView.nhn?blogId=wideeyed&logNo=221158850266&proxyReferer=https%3A%2F%2Fwww.google.com%2F</li>\n",
    "    <li>LSTM exmaple : https://tykimos.github.io/2017/04/09/RNN_Layer_Talk/</li>\n",
    "    <li>워드 임베딩 : https://datascienceschool.net/view-notebook/6927b0906f884a67b0da9310d3a581ee/</li>\n",
    "    <li>워드 임베딩 : https://dreamgonfly.github.io/machine/learning,/natural/language/processing/2017/08/16/word2vec_explained.html</li>\n",
    "<li>희소 벡터, 밀집 벡터 : https://wikidocs.net/33520 </li>\n",
    "    <li>기계 번역 : https://github.com/tensorflow/nmt#introduction</li>\n",
    "    <li>FR/EN 기계 번역 https://github.com/denisb411/seq2seq-NMT-tensorflow</li>\n",
    "    <li> 기계 번역 코드 상세 설명 : https://github.com/deep-diver/EN-FR-MLT-tensorflow/blob/master/dlnd_language_translationv2.ipynb </li>"
   ]
  }
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