tumor_size.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": "Using TensorFlow backend.\n"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = pd.read_csv('dataset/Train.csv')\n",
    "test_df = pd.read_csv(\"dataset/Test.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "   mass_npea  size_npear  malign_ratio  damage_size  exposed_area  \\\n0    6930.90     2919.02       0.42116      51.8298  9.888294e+05   \n1   15635.70     4879.36       0.31206     223.5500  2.058426e+06   \n2   10376.20     2613.88       0.25191     127.3370  1.434676e+06   \n3   13093.80     4510.06       0.34444     155.4400  1.812195e+06   \n4    7545.21     2882.36       0.38201      85.1237  1.043918e+06   \n\n   std_dev_malign  err_malign  malign_penalty  damage_ratio  tumor_size  \n0         109.487     2758.76              72       39.3620      14.103  \n1         248.881     5952.53             240       22.0253       2.648  \n2         160.093     4635.26              73       29.9963       1.688  \n3         173.015     5273.87              32       28.1354       3.796  \n4         124.414     3263.35              57       35.0200      18.023  ",
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     "metadata": {},
     "execution_count": 6
    }
   ],
   "source": [
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
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   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "train_df.boxplot(figsize=(5,5),rot=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "(9146, 10)"
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "train_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "q1 = train_df.quantile(0.25)\n",
    "q3 = train_df.quantile(0.75)\n",
    "\n",
    "iqr = q3-q1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_red = train_df[~((train_df<q1-1.5*iqr)|(train_df>q3+1.5*iqr)).any(axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "train_red.boxplot(figsize=(5,5),rot=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "(8329, 10)"
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "source": [
    "train_red.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = train_df.drop(columns=['tumor_size'])\n",
    "y = train_df['tumor_size'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler,RobustScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs = RobustScaler()\n",
    "mm = MinMaxScaler()\n",
    "\n",
    "x = rs.fit_transform(x)\n",
    "y = mm.fit_transform(y.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train,x_val,y_train,y_val = train_test_split(x,y,test_size=0.15,random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_test = rs.transform(test_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,Dropout\n",
    "from livelossplot import PlotLossesKeras\n",
    "from keras.optimizers import Adam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Model: \"sequential_5\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\ndense_12 (Dense)             (None, 64)                640       \n_________________________________________________________________\ndropout_8 (Dropout)          (None, 64)                0         \n_________________________________________________________________\ndense_13 (Dense)             (None, 128)               8320      \n_________________________________________________________________\ndense_14 (Dense)             (None, 128)               16512     \n_________________________________________________________________\ndropout_9 (Dropout)          (None, 128)               0         \n_________________________________________________________________\ndense_15 (Dense)             (None, 32)                4128      \n_________________________________________________________________\ndropout_10 (Dropout)         (None, 32)                0         \n_________________________________________________________________\ndense_16 (Dense)             (None, 1)                 33        \n=================================================================\nTotal params: 29,633\nTrainable params: 29,633\nNon-trainable params: 0\n_________________________________________________________________\n"
    }
   ],
   "source": [
    "model = Sequential()\n",
    "\n",
    "model.add(Dense(64,activation='relu',input_shape=(x_train.shape[1],)))\n",
    "model.add(Dropout(0.4))\n",
    "model.add(Dense(128,activation='relu'))\n",
    "model.add(Dense(128,activation='relu'))\n",
    "model.add(Dropout(0.5))\n",
    "model.add(Dense(32,activation='relu'))\n",
    "model.add(Dropout(0.3))\n",
    "model.add(Dense(1,activation='linear'))\n",
    "\n",
    "model.compile(loss='mse',optimizer=Adam(lr=0.0005),metrics=['mae'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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2ERGJJMlZClgiIlGsqwHLAguNMUuMMfN99/Wz1pYB+I5923uiMWa+MabIGFNUUVFx+BUfKNEDzbvB2+r/1xYREfE3BSwRkagW18XzjrHWlhpj+gKvGWNWdfUNrLX3AvcCFBYW2h7U2LmENHdsrN3bnUlERCRcKWCJiES1Lo1gWWtLfcdtwLPADGCrMSYPwHfcFqgiO5XocUdNExQRkUiggCUiEtUOGbCMManGGE/b18ApwHLgBeBS32mXAs8HqshOJe4zgiUiIhLuFLBERKJaV6YI9gOeNca0nf+YtXaBMeZj4EljzLeBTcD5gSuzEwm+ESy1ahcRkUiQnAX1VeD1Qkzkb0cpIiL7O2TAstauBya3c/924KRAFNUte6YIagRLREQiQHIWYKGxRmuHRUSiUOR/dKYpgiIiEknaQpWmCYqIRKUoCFiaIigiIhEkOcsdFbBERKJS5AesPWuwNIIlIiIRQAFLRCSqRX7AapsiqDVYIiISCRSwRESiWuQHrLhEiE3QFEEREYkMClgiIlEt8gMWQEKapgiKiEhY2b6rkXUV7Xz4l9TW5KIquAWJiEhQREfASvRAk0awREQkfPz6+S+44qGigx+IS3AfDGoES0QkKnVlo+Hwl+jRCJaI+F1zczMlJSU0NDSEupSok5SUxMCBA4mPjw91KQHTPyOJN1ZtxVqLMWb/B5OzFLBExG90vQqs7l6zoiNgaYqgiARASUkJHo+HoUOHHvwHsvSYtZbt27dTUlLCsGHDQl1OwORlJNHQ7KVqdzNZqQn7P5icqYAlIn6j61Xg9OSapSmCIiIdaGhoICcnRxcrPzPGkJOTE/WftOZnJgNQWl1/8IMawRIRP9L1KnB6cs2KkoClESwRCQxdrAKjN/y75mUkAVBe3c5FWQFLRPysN/xeDZXu/ttGR8BKSFObdhERCSt7R7A6CFgN6iIoIhKNoiNgJaZrBEtEBEhLc5uvl5aWct5557V7zsyZMykqaqe73T5uv/12du/evef7uXPnUlWlQNAdfdISiYsxlFV1MkXQ2uAXJiISBqL5ehUlASsNmuvA6w11JSIiYSE/P5+nnnqqx88/8IL1yiuvkJmZ6Y/S/M4YU2yM+dwY86kx5qArsXHuMMasNcYsM8YUBKOu2BhDv/QkytobwUrKhNYmaN598GMiIr1INF6voiRgedxRjS5EJIpce+213HXXXXu+/81vfsMf//hHdu3axUknnURBQQETJ07k+eefP+i5xcXFTJgwAYD6+nrmzZvHpEmTuPDCC6mv3zuictVVV1FYWMj48eO54YYbALjjjjsoLS1l1qxZzJo1C4ChQ4dSWVkJwG233caECROYMGECt99++573Gzt2LFdccQXjx4/nlFNO2e99gmCWtXaKtbawncdOA0b6bvOBu4NVVF5GEqUdjWCB1mGJSFTQ9Wp/0dOmHdw0waT00NYiIlHpty9+wYrSGr++5rj8dG44Y3yHj8+bN48f//jHfO973wPgySefZMGCBSQlJfHss8+Snp5OZWUlRx11FGeeeWaHi3DvvvtuUlJSWLZsGcuWLaOgYO8Azk033UR2djatra2cdNJJLFu2jKuvvprbbruNRYsW0adPn/1ea8mSJTz44IN8+OGHWGs58sgjOeGEE8jKymLNmjU8/vjj3HfffVxwwQU8/fTTXHLJJX74lzpsZwH/sNZa4ANjTKYxJs9aWxboN87LTGZZSTtTVTz93bG6BDIGBroMEelFdL1yQnm90giWiEiYmjp1Ktu2baO0tJTPPvuMrKwsBg8ejLWWn//850yaNInZs2ezZcsWtm7d2uHrvPXWW3suHJMmTWLSpEl7HnvyyScpKChg6tSpfPHFF6xYsaLTmt555x2+9rWvkZqaSlpaGueccw5vv/02AMOGDWPKlCkATJs2jeLi4sP8F+gyCyw0xiwxxsxv5/EBwOZ9vi/x3bcfY8x8Y0yRMaaooqLCL4XlZ7gpgvbAtVZ5k92x9BO/vI+ISCjperW/6BjBagtY6iQoIgHS2Sd3gXTeeefx1FNPUV5ezrx58wB49NFHqaioYMmSJcTHxzN06NBD7s/R3qeFGzZs4A9/+AMff/wxWVlZXHbZZYd8nYOCwj4SExP3fB0bGxvMKYLHWGtLjTF9gdeMMaustW/t83h7H5Ue9INYa+8F7gUoLCz0S/eJ/hlJNLV42V7XRJ+0vf8+ePqDJx+2LPXH24iI7KHrlRPK61V0jGDtmSLo3+FQEZFQmzdvHk888QRPPfXUni5L1dXV9O3bl/j4eBYtWsTGjRs7fY3jjz+eRx99FIDly5ezbNkyAGpqakhNTSUjI4OtW7fy6quv7nmOx+Ohtvbg7qzHH388zz33HLt376auro5nn32W4447zl8/bo9Ya0t9x23As8CMA04pAQbt8/1AoDQYteVluFbtZVXt/CGQP1UjWCISNXS92iu6RrA0RVBEosz48eOpra1lwIAB5OXlAXDxxRdzxhlnUFhYyJQpUxgzZkynr3HVVVdx+eWXM2nSJKZMmcKMGS5/TJ48malTpzJ+/HiGDx/OMcccs+c58+fP57TTTiMvL49Fixbtub+goIDLLrtsz2t85zvfYerUqcGcDrgfY0wqEGOtrfV9fQpw4wGnvQD8wBjzBHAkUB2M9VcA+Zlus+HS6nomDszY/8EBU2H1y9BQDUkZ7TxbRCRy6Hq1l+ls+MzfCgsL7aF62ffIjvVwx1Q4+26YcpH/X19EeqWVK1cyduzYUJcRtdr79zXGLOmgE2C7jDHDcaNW4D40fMxae5Mx5koAa+09xs03uROYA+wGLrfWdnox8tf1qqK2kek3vc5vzxzPpV8Zuv+Da9+AR86Bb74Aw0847PcSkd5L16vA6841KzpGsBK0BktEpDey1q4HJrdz/z37fG2B7wezrjY5qQkkxMZQWt3O/P78qe5Y+okClohIFImONVh7pggePP9SREQkVGJiDP0yEttfg5WSDVlDoVSNLkREokl0BKy4RIiJc/tgiYiIhJG8jGTK2hvBAsgvgC1qdCEiEk2iI2AZ40axNEVQRETCTNteWO0/OBWqN0FdZXCLEhGRgImOgAVuHZZGsEREJMzkZSaztaYBr7edplIDCtxR7dpFRKJG9ASsxDS1aRcRkbCTn5FEc6ulclfjwQ/mTQaMNhwWEYkiURSwNIIlItGlqqqKu+66q0fPnTt3LlVVVZ2e8+tf/5rXX3+9R68vXdfft9lwaXvTBBM90GeURrBEJKLperW/6AlYCWkKWCISVTq7YLW2tnb63FdeeYXMzMxOz7nxxhuZPXt2j+uTrsnLcJsNl1V10OhiQIHrJBjEfSlFRPxJ16v9RU/ASvRoiqCIRJXrrruOdevWMWXKFK655hoWL17MrFmzuOiii5g4cSIAZ599NtOmTWP8+PHce++9e547dOhQKisrKS4uZuzYsVxxxRWMHz+eU045hfp694f+ZZddxlNPPbXn/BtuuIGCggImTpzIqlWrAKioqODkk0+moKCA7373uwwZMoTKSjVk6I78TDeC1XGjiwLYtRVqSoNYlYiI/+h6tb/o2GgY3BosjWCJSKC8eh2Uf+7f1+w/EU67pcOHb7nlFpYvX86nn34KwOLFi/noo49Yvnw5w4YNA+CBBx4gOzub+vp6pk+fzrnnnktOTs5+r7NmzRoef/xx7rvvPi644AKefvppLrnkkoPer0+fPixdupS77rqLP/zhD9x///389re/5cQTT+T6669nwYIF+10UpWuyUuJJjIvppFV724bDSyFjQPAKE5HopOtVyK9X0TOClaA27SIS/WbMmLHnYgVwxx13MHnyZI466ig2b97MmjVrDnrOsGHDmDJlCgDTpk2juLi43dc+55xzDjrnnXfeYd68eQDMmTOHrKwsP/40vYMxhvzM5PbXYIH7wyUmTuuwRCSq9ObrVRSNYPmmCHq9EBM9uVFEwkQnn9wFU2pq6p6vFy9ezOuvv877779PSkoKM2fOpKHh4D/iExMT93wdGxu7Z8pFR+fFxsbS0tICgNW6IL/on57U8Rqs+CToO06dBEXEP3S9CrnoSSKJaYCF5rpQVyIi4hcej4fa2o6nPldXV5OVlUVKSgqrVq3igw8+8HsNxx57LE8++SQACxcuZOfOnX5/j94gL7OTzYbBTRMs/USNLkQkIul6tb8oClged9Q0QRGJEjk5ORxzzDFMmDCBa6655qDH58yZQ0tLC5MmTeJXv/oVRx11lN9ruOGGG1i4cCEFBQW8+uqr5OXl4fF4/P4+0S4/I5lttY20tHrbP2FAATRUwc4NwS1MRMQPdL3anwnmcFphYaEtKioKzIsv+xc88x34/seQOyow7yEivcrKlSsZO3ZsqMsIqcbGRmJjY4mLi+P999/nqquu2rOI+XC19+9rjFlirS30yxscBn9frx79cCO/eHY5719/Inm+fbH2U7YM/nYcnPt3mHie395XRHoHXa8Ce72C7l2zomgNVpo7NqmToIiIv2zatIkLLrgAr9dLQkIC9913X6hLikj5bZsNVzW0H7D6joW4JDdNUAFLRKTbwul6FUUBS1MERUT8beTIkXzyibrbHa68TN9mw9X1QDudrWLjXTdBdRIUEemRcLpeRc8arATfCJb2whIRPwqnrkTRpLf9u+al+zYbruqs0UUBlH4K3tYgVSUi0aS3/V4Npu7+20ZPwGobwWrSCJaI+EdSUhLbt2/XRcvPrLVs376dpKSkUJcSNOnJcaQkxB66k2BzHVR+GbzCRCQq6HoVOD25ZkXhFEGNYImIfwwcOJCSkhIqKipCXUrUSUpKYuDAgaEuI2iMMeRlJPmmCHZgQIE7ln7i1mSJiHSRrleB1d1rVvQELE0RFBE/i4+P328XepHDkZ+ZTGlnI1g5I921bMtSmHJR8AoTkYin61V46fIUQWNMrDHmE2PMS77vs40xrxlj1viO7azaDaL4ZDCxmiIoIiJhKS8jibKqTkawYmIgbwqULg1eUSIi4nfdWYP1I2DlPt9fB7xhrR0JvOH7PnSMca3aNYIlIiJhqH9GMhW7Gmlq6WCzYYABU6F8ObQ0Ba8wERHxqy4FLGPMQOCrwP373H0W8JDv64eAs/1bWg8keNSmXUREwlJ+RhLWwrbaQ3QSbG2EbSuCV5iIiPhVV0ewbgd+Buz7sVs/a20ZgO/Yt70nGmPmG2OKjDFFAV94l+jRRsMiIhKW8jJ9rdoP1UkQNE1QRCSCHTJgGWNOB7ZZa5f05A2stfdaawuttYW5ubk9eYmu0xRBEREJU/kZrsVvaWfrsLKGQnK2NhwWEYlgXekieAxwpjFmLpAEpBtjHgG2GmPyrLVlxpg8YFsgC+2SRA801IS6ChERkYN0aQTLGDeKtUUBS0QkUh1yBMtae721dqC1digwD/i3tfYS4AXgUt9plwLPB6zKg2tq/4EEjWCJiEh4SkuMw5MY13knQXABa9sKaNodnMJERMSvutNF8EC3ACcbY9YAJ/u+D7hz7nqX/355ZfsPJnrUpl1ERMJWXmZS5yNY4DYctq2wdXlwihIREb/q1kbD1trFwGLf19uBk/xf0qF9XlLd/gNJGVC/E7xet5+IiIhIGMnLSD50wMovcMfid2DQjMAXJSIifhVxKWRsXjory2vanyaYPxWad0P5suAXJiIicgj5mUmUVR9iimB6Hgw7Ht69HXYFuPuuiIj4XUQGrNqGFkp2tnOBGnaCO65fHNSaREREuiIvI5nKXU00trR2fuLcP7o1WAt/GZzCRETEbyIyYAGsLGunW6CnH+SOhQ1vBrkqERGRQ+vva9Vefqhpgrmj4Ngfw7InYMNbQahMRET8JeIC1pj+HoyBlWUddAscPhM2vg8tjcEsS0RE5JDyM7rQqr3NcT91+2K99BNd00REIkjEBazUxDiGZKe0P4IFMPwEaKmHzR8FtzAREZFDyMt0I1iHXIcFEJ/spgpuXwPv3RHgykRExF8iLmDB3kYX7RpyDJhYrcMSEelFjDGxxphPjDEvtfPYTGNMtTHmU9/t16GoEfaOYJVWdWEEC2DkbBh3Nrz1B9ixPoCViYiIv0RswNq4fTe7GlsOfjApHQZM0zosEZHe5UdAB5skAvC2tSaeBNMAACAASURBVHaK73ZjsIo6UHJCLJkp8V0bwWoz52aIiYdXroH2OuiKiEhYidiABbC6o1Gs4TNhyxJo6GC/LBERiRrGmIHAV4H7Q11LV/RPT6KsqyNYAOn5cOIvYO3rsOL5wBUmIiJ+EaEBywPAig4bXZwA1gvF7waxKhERCZHbgZ8B3k7OOdoY85kx5lVjzPj2TjDGzDfGFBljiioqArf/VH5mFzYbPtD0K6D/JFhwHTR08OGiiIiEhYgMWAMyk0lPiuu40cXA6RCfonVYIiJRzhhzOrDNWrukk9OWAkOstZOBvwDPtXeStfZea22htbYwNzc3ANU6eRld2Gz4QLFxcPrtUFsOi34XmMJERMQvIjJgGWMYk5feccCKS4TBR2sdlohI9DsGONMYUww8AZxojHlk3xOstTXW2l2+r18B4o0xfYJeqU9+ZjI7dzdT33SIzYYPNHAaTP82fPQ3KP00MMWJiMhhi8iABTAuL53V5bV4vR0s+B0+EypWQU1ZMMsSEZEgstZeb60daK0dCswD/m2tvWTfc4wx/Y0xxvf1DNy1b3vQi/XJy+hGq/YDnfgrSOkD//wGrHhBTS9ERMJQxAassXkedje1snHH7vZPGH6CO254K3hFiYhIWDDGXGmMudL37XnAcmPMZ8AdwDxrQ5dM+u8JWN1chwWQnAnzHoWEVHjyG/DgXNiy1M8ViojI4YjggOU6CXY4TbDfREjO1josEZFewlq72Fp7uu/re6y19/i+vtNaO95aO9lae5S19r1Q1tm2F1aPAhbAoBlw5Ttw+p+g8ku4bxY8812o3uLHKkVEpKciNmCN6uchxnQSsGJiYNjxbh2WplCIiEiY2DOCVdWDKYJtYuOg8Ftw9Sdw7H/AF8/CX6bBv2+Cxl1+qlRERHoiYgNWUnwsw3PTOg5Y4NZh1WyB7WuDVZaIiEinkuJjyUlNoLSnI1j7vVg6zP4N/OBjGDMX3roV7pwOFV8e/muLiEiPRGzAAjdNcGVHe2HB3nVYmiYoIiJhJC+zB63aO5M1BM57AL79Gnhb4OGzoWqz/15fRES6LMIDloctVfVU725u/4SsYZA5WAFLRETCSv/0ZMqq/DCCdaBBM+CSp6GxFh7+GtRV+v89RESkUxEesHyNLso7mCZoDAw7AYrfBm839xsREREJkHx/j2DtK28SXPRPqN4Mj57nwpaIiARNRAescYfqJAhuHVZDNZRpU0YREQkPeRnJ1DS0UNfYEpg3GPIVOP8hKFsGT1wEzQEYLRMRkXZFdMDq60kkOzWh84A1rG0d1pvBKUpEROQQBmS5Vu3Lt1QH7k1Gz4Gz73L7QT79bWgNUJgTEZH9RHTAMsYwNs/TeaOLtFzoN0HrsEREJGycOKYvfdISufX/VhPQPY8nz4M5t8Cql+ClH3e+bYnXG7g6RER6kbhQF3C4xvZP5x8fbKSl1UtcbAd5cdgJ8PH90FwP8cnBLVBEROQAaYlx/PSUUVz/zOe8urycuRPzAvdmR10Fu3e4Fu7JWXDU99z2JTvWwfZ1sGO97/sNrknGRU9CQkrg6hERiXIRPYIFrtFFU4uXDZV1HZ80/ARobYTNHwavMBERkU5cUDiIMf093PzqShpbAtyIadbPofDb8N4dcNsYeOh0ePFH8OE9LlxlHwFTvg7F78DT31FjKBGRwxD5I1i+RhcrymoY2c/T/klDvgIxcW4d1vCZQatNRESkI7Exhl98dSzf+PtHPPReMfOPPyJwb2YMzP099J/o9snKOcKFqoyBEBO797y+4+HVa2DBdXDare55IiLSLRE/gjWibxrxsabzdViJHhhQqHVYIiISVo4bmcvM0bn85d9r2VHXFNg3i4mFwsthxhVwxIluc+J9wxXAkfPh6B/AR/fC+38NbD0iIlEq4gNWQlwMR+Smdd5JENzIVdmnUL8zGGWJiIh0yS/mjmV3Uyt/fv3LUJfinPxfMPZMWPhL+OK5UFcjIhJxIj5ggdsP65ABa+TJYL3w0X3BKUpERKQLRvbz8PUZg3jkw02s3bYr1OVATAycc69rePHMfNik9csiIt0RFQFrbF4622ob2b6rseOTBhbChHPhzVuhfHnwihMRETmEH88eRUp8LDe/sjLUpTjxyTDvcbdG6/F5rtugiIh0SdQELKDzdVgAp/0ekjPhuaugtTkIlYmIiBxan7REvjdrBG+s2sa7aytDXY6TmgOXPOUaXTxyLtSFSV0iImEu4rsIAozNc90DV5bVcOzIPh2fmJoDp/8J/nkJvH0bzLw2SBWKiIh07vJjhvLIBxv575dX8tIPjyU2Jgw6+GUPh6//07V1f+BUyBkBrU3uQ8rWpr1fWy+Mnuv23Ert5DosItILRMUIVk5aIn09iYdehwUw9gyYcJ7bcLH888AXJyIi0gVJ8bFcd9oYVpbV8PSSklCXs9eg6XD+Q5CQCjWl0FDj9smKT4bUXMgaCml94e0/wp8mwKvXQtXmUFctIhIyUTGCBW6a4IquBCxwe4FseMtNFbxiEcTGB7Y4ERGRLjh9Uh4PvLuB3y9czVcn5ZGaGCaX6dFz3K0zFV/Cu7fDx/e726QL4ZgfQ+6o4NQoIhImomIEC1zAWlexi6YW76FPTsl2UwXLP3efuImIiIQBYwy//Oo4KmobufDe93lj5VastaEuq2tyR8HZd8HVn0Lht2H5M/DXGfDPb7gPNbX2WUR6iSgKWB6aW23XW9yOPR0mng9v/R7KlgW2OBERkS6aNiSLP8+bQnV9M99+qIgz73yX11dEUNDKHARzb4Uffw7H/QTWvwkPnQG3Dndha+k/oKYs1FWKiARM1ASscXs6CXZxmiDAabdCcjY89z1oaQpQZSIiIt1z1pQB/PunM7n13ElU1zfznX8Uccad70RW0ErLhZN+DT9ZARc+AuO/BiVF8MIP4bYxcM+x8PpvYfNHECk/k4hIF0RNwBrWJ5WEuJjuBayUbDjjdtiqqYIiIhJe4mNjuGD6IN746Qncet4kaupb9gSt98KllXtXJKa5BlNn3uHC1pXvwuzfQGI6vPtn+PvJ8JdprruvRrZEJApETcCKi41hdD8PK8u7EbAAxnwVJl4Ab/8BSj8NTHEiIiI9FB8bwwWFLmj93he0Ln3wI976siLUpXWfMdB/Ahz7H3D5K/Cz9XDWXZDWD974LfxpHDx6Aax8UTNLRCRiRU3AAjdNcPmWmq41utjXaf/jWs0+cg6ULAlMcSIiIochPjaG8wsH8eIPj2VEXw/ffXgJn2zaGeqyDk9yJky9GL71Kvxgies6WPaZ26/ytrGw4OduDVdzfagrFRHpsqgKWHMm9Ke6vpkFX5R374kp2XDZy5CQ5jZTXPNaYAoUERE5TBnJ8Tz0renkehK5/H8/Zs3W2lCX5B99RsDsG+A/voCL/gVDvgIf3Qv/OBNuGQwPzoVFv3MdCZsbQl2tiEiHoipgnTAql6E5KTz0XnH3n5xzBHz7NbdL/WMXwqeP+b0+ERERf+jrSeKRbx9JfGwM33zgI7ZURdEIT2wcjDoFLnzYTSG86F9w5JVuFOut37uOhLcMhge/Ch/dBy2Noa5YRGQ/URWwYmIM3zh6KEs27mT5luruv4CnnxvJGnqs24T4nT+ps5GIiISlwTkp/ONbM9jV2MI3/v4h23dFYdBISndh65T/gvmL4NpiuOhJmHEFNFTBK/8Jd0xV0BKRsHLIgGWMSTLGfGSM+cwY84Ux5re++7ONMa8ZY9b4jlmBL/fQzi8cSEpCLP/bk1EscL/ML34KJpwHr/8GFlwP3m6u6RIREQmCsXnp/P3S6WzZWc/l//sxuxpbQl1SYCVlwKhT4dSb4Mp34JvPQ8agvUHr4/s7D1r1VbB+sQtkmz6A1m78ezXVuSUEq17Rh68i0qm4LpzTCJxord1ljIkH3jHGvAqcA7xhrb3FGHMdcB1wbQBr7ZL0pHjOKRjAk0UlXH/aGHLSErv/InEJcM59rqvRB3+FXeXwtb9BXA9eS0REJIBmDMvmrosLmP/wEub/o4gHL59OYlws1lpKdtazrKSaZVuq+LykmpVlNWQkxzM8N43hfVLdMTeV4bmp5KYlYowJ9Y/TdcbA8Jkw7AQXmhbfDC//FN7+k9vgeMK5ULEKtiyF0qXuuGPd/q+RmA7DjocRJ8ERJ0LW0L2Peb1QvgzW/dvdNn8Irb7OhkOOddu89BkZnJ9VRCKK6c6GhcaYFOAd4CrgH8BMa22ZMSYPWGytHd3Z8wsLC21RUdHh1Nsla7bWcvKf3uKaU0fz/VkjDu/F3vsLLPwlDDkGzrkXMgb6p0gRETmIMWaJtbYw1HUE63rlT08vKeGn//qMGcOySYqP5fOSKnbubgYgITaGsXkexualU9PQzPqKOjZU1tG4T9ddT2Ic04ZmMW/6YE4a25f42AhbRWAtrF8Ei26Gko/2f8yTB/kFMGCqO/YZ6QLXujdg7b+hpsSdl30EHDHLN9K1CHZvd/f3m+DuP+JEqNoEr/3arQk77qeu5bw+gBXplTq6ZnUpYBljYoElwAjgr9baa40xVdbazH3O2Wmt7XSaYDAvWBff/wEbKup462eziDvci8TnT8ELV0NMHMy9FSZd6D45ExERv1LAOjwPvruB2xZ+yaDsFCYNzGDiwAwmDchkdH8PCXH7Xwu9XsuWqnrWV9axvmIX6yp28fqKbZTXNJDrSeSCwoHMmz6YQdkpIfppeshaN+JUUuT23MovgPS8zs+vXLN3pKr4bddV+IgT3W34TLdGe1+1W+H/roflT0OfUXD67TD0mED+VCIShg4rYO3zIpnAs8APgXe6ErCMMfOB+QCDBw+etnHjxh6U330Lvyhn/sNLuPviAk6b2Mkv1q7asQGevRI2f+B2pD/9z5Cac/ivKyIieyhgHT5rbY+n+rW0elm8uoLHP9rEotXb8Fo4bmQfvj5jMLPH9jsopEUlbyuYmK59kLrmdXj5P9yoVsE34eQbITnLTS9sqILdO6B+hxsJq69yTbQyBwX+ZxCRoPBLwPK90A1AHXAFYTpFEKDVaznh94sYkJnMP797tH9e1NvqpgwuugmSMuHMv8DoOf55bRERUcAKI2XV9Tz5cQn//HgTpdUN9E9P4k8XTuHoI/Th4n6a6mDxLfD+XyEhFWITXKiy7TTISsqAcx+AkbODX6eI+F2PA5YxJhdottZWGWOSgYXA/wAnANv3aXKRba39WWevFewL1t/eXMfNr67i1R8dx9i8dP+9cPlyePa7sHW5+8Tq1N9Bosd9OrWzGHZu8B2LoXoLjDsLCr7hv/cXEYlSCljhp9VreevLCv7r5RUUV9ZxzaljuPKE4ZHVECMYypbBh39zjbJSctwtOdv3dbY754Wr3d8OJ/7Srd/Sv6FIRDucgDUJeAiIxbV1f9Jae6MxJgd4EhgMbALOt9bu6Oy1gn3BqtrdxFE3v8HXpg7g5nMm+ffFWxpdx6J3/+ybDtDqpgPsKyXHzeOu2uiC2Gm/h/gk/9YhIhJFehqwfGuFi4At1trTD3jMAH8G5gK7gcustUs7ez0FrIPtamzh2qeX8fKyMk4e148/nD+ZjOT4UJcVWZp2w4tXw+f/gjGnw9fucR/QikhE6uiadcg27dbaZcDUdu7fDpzkn/ICIzMlgbOnDODZT7Zw7ZwxZKYk+O/F4xJh9m9g1Bz44G736VTWMNfite2WlO6C16Kb4O0/wtYv4IKHIWOA/+oQERGAHwErgfamK5wGjPTdjgTu9h2lG9IS47jz61OZNjiL372ykjPvfIe7Li5gfH5GqEuLHAkpbhuY/Kmw8Fdw30kw79GutXu31q3l2rF+/9vOjZDWFwYWwoBC99qJaT2v0dsKnzzspjwOnA6n/PfeETgR6ZJur8E6HKH4RHBFaQ1z73ibn88dw/zjjwjqe+9n5YuuSUZ8Mpz/kLoNiYi0oycjWMaYgbiZFjcBP2lnBOtvuHXCj/u+X41vDXFHr6kRrM4VFe/g+48tpWp3M/999gTOL1Tjhm7b8Bb86zJobXZ7bY6Z6+73trolBhWrYNtKqFgNlatds63Gmn1ewLiGGZlDoLrELU8A16AjdywMKHCha8ix0KeLW9asXwz/9ws3jbHfBFdDUgbMuQUmnt+1KY3VJVD2meu+mJDa1X8NkYjktyYXhyNUF6wL7nmf0up63rxmFrExIZzvXLEanrjY/RI85SY48ruafy0iso8eBqyngJsBD/Cf7QSsl4BbrLXv+L5/A7jWWlt0wHkh6XobqSp3NXL145/w3rrtzJs+iEu/MpShOakkJ8SGurTIUbUZ/nkJlH0KI0+BmlLXMr61ce856QMhdxTkjIDs4XtvmYP333+rbjtsWQJbilyL+i1L9i5d6DsOxp0N48+G3Hb6kVWudXt+fvmqe92Tb3Tnb1vh1o1tKYIjToLTb9t/M+Y21rrA+PF9sOoVsK2QmAFTL4Hp34acEH7ALRJAvTpgvbysjO8/tpT7vlnIyeP6HfoJgdRQ7UayVr/i9tM6/XY3ZUBERLodsIwxpwNzrbXfM8bMpP2A9TJw8wEB62fW2iUdva5GsLqm1Wu57bXV/HXRuj335WUkMaxP6n63KYMyyUnTZrztaq6HBde70aM+I10Ayh3jRqH6jHTLDXrCWjeFcM1rsOJ52PQ+YN1rjzvbNeDy9Ic3b3XBKC4Zjv8pHHnV/uvFva3w8f3wxo2uM+Ksn7tzYuOgoQY+e8I9XrnaNfUo+IYbNVv2hHtfbyuMPBlmzHchLaYXtPqXXqNXB6zmVi/H/c8iRvRN45HvhMG0e6/XrcladJNrgpGS7X6BJmVCYrobjk9Kh5Q+boh/0AwtghWRXqEHAetm4BtAC5CEW4P1jLX2kn3O0RTBAFu7bRcry2rYUFlHcWUd6yvr2FBZR3V9MwDxsYaTx/Vj3vTBHDuiDzGhnE3SW9WUwaqX4IvnYOO7gIWYeDfaVPBNmPULt5arI9Ul8PJP4csFkDcZBkyDZU9C0y637mvGfBj/NbcUok1tORQ9CEsehF1b3Vr1GVfA2DO1H5hEhV4dsADu/Pca/rDwS84pGMBRw3M4algOg7KTQ9tmdv1iWPWy+wSoodrNrW6o9t1qoLHanWdiof9EGHIMDDkaBh8NqX1CV7eISIAcTpv2Tkawvgr8ANdF8EjgDmvtjM5eSwHLP3bWNbGuYhcLlpfz9NISdu5uZmBWMhcWDuL8wkH0z1Bn3ZCo3QqrXoStK6DwW9B/QteeZy2seA5e+Zn7W2XCOTD9Chg4rfPntTTByhfgo/tg8wfuvswhMPQ4GHac24A5Y+DBz9u9w01T3LbSHZt2w1d+4P4mEgkDvT5g1TQ086vnlvP2mkp21DUBbhrDkcOyOXJ4DkcOy2ZYn9Tw2tejsRY2f+SG9Te+7+ZAtzS4x/qMcr+Qhh0PQ4+HVG38KCKRz18ByxhzJYC19h5fm/Y7gTm4Nu2XH7j+6kAKWP7X2NLKwi+28sTHm3h37XZiDMwa3Zczp+QzKDuF3LREcj2JJMV3voar1Wuprm+mancT+ZnJhzxfAqC5AbzNPZtdU7HafcBc/DYUvwP1O939WUNd4Er07A1Vu7bufV5Shgt4jbUweZ4bcevKKFhTnfswu6XBjbrljoEY/X9G/KPXB6w2Xq9lbcUuPly/nQ827ODD9Tuo3OUWk541JZ/bLpgS2kYYnWlphNJPYdN7sNF3a9rlHus30YWt4Se4Ea6eztkWEQkhbTTcO2zcXsc/P97Mv5aUUFHbuN9jGcnx5HoS6etJJDs1gfqmVnbubmLn7mZ27m6iur6Ztj9d+qcnceNZ4zllfP8Q/BRy2LxeF6bawlbxO9Da5EJQ33HQd6zvNs6tF2uognf+BB/c455/1JVw7E8gOXP/17UWNn0Anz7ipkS2/a0EbmlG/lQXttpa26fnBe9nlqiigNUBay3rK+t4ekkJdy1ex3nTBnLruZMiY354azOUfgIb3nTdezZ96DoPmVi3bmv0aTB6btf21xARCQMKWL1Lc6uX1eW1VNQ2sq22wXds3HPcUddEcnws2akJZKbEk5WSQFZKPFmpCaQmxPHAuxtYVV7LnPH9+e1Z4+mXfugph00tXlaV1zCmfzoJcWq4EFasdbdDNcKo2uzWsX/2hAtXx18D078DdZXw2WPw6WOuwUd8qlsXNvViSO27T4fFIihf7kbhwHVlnH6Fa9ChNe/SDQpYXXD7619y++truPToIfzmzPHhNV2wK5rr3ZTCDW+6rkHly9z9OSP2hq2BM1znHxGRMKSAJd3R3Orl/rc3cPvrX5IQG8PPThvDxTMGH/QhqbWWL0preGpJCc9/uoWdu5sZkpPCNaeO5qsT8yLvei9O2TJ47dewfpFrDLZ7O2DdmvUpF7tOiR1tutzc4P5OKily68M2ve9ay0+7FI68EjIGBPVHkcikgNUF1lp+98pK7nt7A1eecATXzhkd2b90qza7bj+rX3UjXN5m10L1iBPdqFbm4L03T76Cl4iEnAKW9ERxZR2/eO5z3l27nWlDsrj5nImM6uehclcjz32yhaeWlLCqvJaE2BhOHt+Po4fn8PD7G1m9tZbJAzO47rSxHH1Ex2uZG5pbWbx6Gy9+VkbFrkbOnjKAM6fkk5ao62ZYWPuGaxXfbzxMuciNSHVXyRJ4/y+utbyJgfHnuIYaeZP3ntNU5zZ83rHe7Wm6YwPExrv1Y5lD3DFriEbBehEFrC6y1vLL55bz6Ieb+M9TRvGDEzueXtfc6uWlZaW8+FkZDc2ttHotXmvxWrcI11qLBWaO7st3jx9Oaih/ETfUwLp/u7BV/LbbzJB9/rc3se7TmswhMGK226OrO3OSrQVvi/tFIyLSQwpY0lPWWp5ZuoX/enkFdY0tFA7J5uPiHbR4LZMHZXLetIGcMSmPzJQEwF2nn1lawm2vfUlZdQMzR+dy7ZwxjM1za5ibW728u7aSFz8rY+EX5dQ2ttAnLYGslATWbNtFSkIsZ0zK58IZg5g6KDOyP5CVvXZuhA/vgaX/cGu3Bh0FxrhQtW/TDXAfWntbXBfofaXkuLCVng8JHkhIdSNpCaluDVhCmmtn721x6+tbm1wTjj1fN7ow11jru9Xs83WtC3ATznF/q2kZSEgpYHWD12v5z399xjOfbOHXp4/jW8cO2+/xusYWnvh4M39/ez2l1Q0Mzk6hryeRmBhDrDHExECMMcQYQ31zKx9t2EFfTyLXnDqacwsGhsf6rpZGt6dF1ab9b5Vfuh3lTYzbEHDKRW5qYXw789qbdrsFqWtfc1MSqzbBkK/AqFNh1Bw3NVEXHBHpBgUsOVzbdzVy08srWbppJ6dO6M95BQMZ2a/jEYWG5lYeeq+Yvy5aS21jC1+bOoCUhFhe+bycHXVNeJLimDO+P2dOyefo4TnExhg+3VzFEx9t5sVlpexuamV0Pw/zZgzia1MH7AlwEuHqq2DpQ26vr6QMyB7m9vHKHu67Ddvb2bB+J+wsdreqjXu/ri13Qalplzu2NnXtvWMTfKHM4/ZHTfTsf9tZ7GYmWS/kF7igNeFcSMsN2D+HtE8Bq5taWr384LFPWPBFObecM5F5MwazrbaBh94r5uH3N1LT0MKMYdlcecJwZo7q22loWrJxBze+tJLPNlcxcUAGvzp9HDOGZQfxp+mm7evcAtHPHoeaLe4XyITz3Hzm5EwXpta+5sJVS4Pb/X3Y8e5TlPWLYety9zrZw13QGjXHdTaM8110Wpr2/rJp3u2+jkt27VY1rC7SqylgSahU7W7irsXr+N/3iokxMHtsP86YnM/M0bkkxrXf1ru2oZkXPyvjiY83saykmoTYGI4ZkcPscf2YPbZfl5puHIrXaymtric/Izk8PqCVnjvw75+YOIhLhNhEd4xLdOGqKx9O15TB8qdh2RNQ/rmbiTTiJLeJszFuPdqe2053rN8Jg6bDMT/WyJefKGD1QFOLl/kPF/HmlxWcMq4fi1ZX0NzqZc74/sw/fjhTB2d1+bW8XssLn5XyPwtWUVbdwNyJ/bn+tLEMyk4J4E9wmLyt7hOSTx9zC0Db9uACNzo14mQYORuGHLv/CFfVZljzf7B6gXt+a6Pr5BMb736ptHXtaU9SpgtaGYN9x0FuZ3lr3W7z1uvqsl73vYlxAS49P3D/DiISNApYEmrV9c3ExZhuT+v/orSap5ds4bWV5WzeUQ/A5IEZnDyuH7PH9WN0P0+3phEWV9bxzCdbeGZpCSU768lMiefo4Tl8ZUQfjjkiJ/z27pTQ2boCPn8Slv0Lakr23h+b4KYrpuRAcpabmrh+sft7buwZcNxPXMt66TEFrB5qaG7lsgc/YummKs6fNpDvHDecYX1Se/x69U2t3PvWeu55cx2tXsv844dz9Ukjw79VbEM1rPCFrBGz3dB4VzTVwfo3XWdD6/XNP26bg+z7Oj4VmutcMKvevP+xqfbQ7xETD5MugK9cDX3HHN7PGUitzW5ud84Rmjop0gEFLIl01lq+3LqL11duZeGKrXy2uQqAQdnJTB+azeh+Hkb19zCmv4f+6Un7haSahmZeXlbG00tKKNq4E2Pg2BF9mDm6LyvLanhvbSWl1e7DzryMJL5yRJ89I2bpSd1bA72yrIbFqyu4+KjB3X6uhCmvFypXQ3yKC1UJqQf/vbGrAj68Gz66HxqrXeOzY38CQ4/t+G+Txlr3d6An/9At9A9VX0uDuzXXu6MxbuplhP5dpIB1GFpavTS0eP3aLai8uoFbF6zimU+2MC4vnTu+PoURfTU9bj/Wuk0F6yrdSJWJcbuvmxg3FB4T6+ZIf3wfLH0YWuph1GlwzI9g8FFd+4/V63VD5nXboK4CdvmODTXQZ4Sb25w1tOf/4TfXu+YiK1+C1a+4nyd/Kpz0axg+K2J/oYgEigKWRJttNQ28sWobb6zcyvItNZTX7J0N4kmK2xO4auqbeW3FVhpbvIzom8a5BQM5e2o+eRnJe863qMhy8gAAIABJREFU1lK8fTfvrq3kvXWVvLduO1W7m/EkxXHp0UP51rHDyE7tfA3Yhso6/vTal7y4rBRrYWBWMnd8fSoF3ZiVI1GgoRqKHoD373J/Aw2cDmNOh92Vbu1YbTnUlvnWkfk2ak5Md10V86fCgAJ3zByy928Zr9etQdu2wndb6W41W1xb/NbG9mvx5Lmg13ZLCeNlNAdQwApTC78o57pnPqeusYVffHUs3zhqiIb8e6JuuwtaH/4N6ne4/b6O+ZH7RVCzxTX0qNnC/7d35+FRV/fix99nJvu+7wTIQiCEHVmKICgqKnWpqNVqrdXaWlv1/npva3trW7v9ertrF+3V2mJFq1atirsoiIrsayALJGQh+75OZjv3jzOBAAkzgcQE8nk9zzzznW9mJmfOk3zPfM7yObQeOfa4vdoEb9p16vcOjulzMfFcUMKTBg6Oulug+G048CocfNfMsw6KNMFf4lTY8r9mhG7CYlj+I7OT/EC0Nvt0FLxmRvQi045NnYxKN4/9Ak+31oQYdSTAEue6li47RbUdFNa2U1TTTmFNOwU1bVgsiitnpHDt7DSmp0X69F3A7dbsqmzh8Y0lvLGvhiA/KzcvSOcrizNIOGH9V1VLNw+vK+b57ZUEWC3ctmgCCzJi+d5Le6lutfGtSybxtSWZXtd5dfY4eX5bBdWtNqYkRzA1JYKJcaH4WYd3Jo7LrWnrdhDtJYAUg+Tohl1r4KOHTLIyvyDzHSc8+fj7gFCozYeqncdv0hwcA8nTTcd0fYH5ztMrKh0Scs13Fv9gc/ML6nMcbJ5fugEOvW86oVHme1bWRSbYikgxUx0t/mapidXf89jv9DupGw+ZMvmd+d+SBFijWF27jf96fg8biupZlhPPL1fNID584C/N1a3dbD3cTGxoANPSImVovy97l7lQfPywuVCcKDACIlJNSvrwZLO+KzQBQuP6HMebdKp1B6BqBxzZYS4odQeOD8aU1fyDH71ZzH13i7nwhCWa3qApK00w1ZvC3tkD2/4GH/zK9BRNXgkXfh8Sppifu11Q/gkUrDW3lnIzaheWaFLEavfxnyks0SQUybkcpq2S9WjirCYBlhiLer+LnUkHa3FtO39ef4iXdx3Bz2rhhrnj+OoFGQT5W/nz+4d46pMyAG6an87Xl2WSEG4CsNZuB997aS+v7almUVYsv7t+5knBGZjsjKs/PszqTWW0djvwtyocLlPuIH8LOUkm2MpNjmBGWhRTUyKGJClHXbuN57dV8vTmco60dDM1JYLL8pJYkZfkdeZPt93FzvJmthxuwt9qYd7EGKanRQ6YtGRMc7vMVMCgSO+Bi7PHjFBV7TS36j3mdQm5kJhr7uNzBpe4zO0y73XwXbOv2ZFtJ3/fOVHiNLj4QROM+cLWCht+aTrjl/8QPvNN38s3AAmwRjmtNU9uKuPnrx8gLNCP/7l2OstzEwHT2/VJSSMfHWzko4MNlDR0HvfajLhQpqdFMj0tihnjIpmaEkmQ/xi/eLicZkpedxNEpJmAKiIVgiJO/z3tXWY0qWqnmVbodnpuLs/N8zg4ygQ7qXNPPVe5px0+eQQ+/oM5nn6D2ey58A2T7ccaCJnLYPIVZvQrLN6s42qrOrZGraUcWstNb1L1LkDBxMXmvaZ81lzw+tNeC9W7oWa3ec3kKyB+skxZFCNOAiwhzszhhk4e3XCIF3ZUojX4Wy30OF1cN2cc9yzPJjUq+KTXaK15dmsFP3o1n9AAP359/QyW5SQAUNHUxWMbS3huWwU2h5tLchP52tJMpqVGcqi+g/wjbeyvbiO/qpX9VW202ZyAWSN2+bRkLp+WzKxxUYMKttxuzaaSRtZsLuPt/Fqcbs3CjFjmZ8TwQVE9O8rNurbM+FAuy0tmRV4SU1Mi6LK72F7WzObSRjaXNLG7sgWHS2NR4PZ83Q3wszBrXBTzJ8YwPyOWWelRhATIhtGjTnczlH1sOq1ddvP9ymU334PcDhPk7X3epKzPuhgu+enA6/DdLtj5FKz7sfl+NfsWuPAB07F+hiTAOksU17Zz7z93sb+6jYtzE6lptbGvqhWtISTAyvyJMSzKimP+xFhauu3srmhhd2UreypbqG0zc1utFsXs9CiumzuOK6Ylj+wGxz7YXdFCl93F/IkxYzMFbVcTfPhb2PKYGfaedKkJeLKWD673p/GQ2a9j73NmQ0RrIORcZka1eqcaVu82t+M2S1SAhphMM9o25UozFfJMFrIKcZokwBJiaFS1dPP4xlI6e5zceUEGmfFhXl9zsK6dbzy9k4Kadm5dOJ7mLgev7a3GouCaWancuSSTrISB30drTWVzN1tKm3hjXzUfFDVgd7lJiQzisgGCLbdb02l30tHjpN3mZH1hHc9sqaC0oZOoEH9WzU7jxvnpx5W/ptXG2/treGNvDZtLG3FriA8PpLnTjtOtsVoUeamRLMiIYcHEWOZMiMbl0mw93MSW0ia2HG5i35FW3Br8LIqZ46L47IwUVk5PJjZMpt2fNZw9ZtnFhl+ZdWJzvgRLv3v8fmBlm+DN75jvPukLYcUvIGXmkBVBAqyzSI/TxW/fLuLpLeVMSYrgM1mxLMqKY0Za1CmzDda22dhd0cKuihbezK+hpL6T0AArn52RwnVzxzE7fXh2mne7zQW12+EiJ8n3gKDH6eJXbxby+IelAIyPDeHz56Wzak7aKadInrN6OkyAdaZzgrU20xr3PGv2yOhqMOeV1YxSJU83a9OSZ0Binpl/XfiaWTNW+oHpJQpPNlMXM5eZC1h3k9lHo7vJBITdTaZXyT+oTwrYmGPHITEmW2L0hMGVvasJKjabcvqaqVKcUyTAEmJk2Rwufv76AZ7cVEZogJWb5qdz+/kZJEUOfk+vNpuDd/fX8vreY8FWUkQQ4UF+dPQ46bA56bA7OfGr6HkTorlpfjqX5SV7nZHT2NHDuwdq2VjcQHpMCPMzYpkzPtprYrJ2m4Md5S1sKW1k3YE6Cmra8bMolkyK5+pZqVw8JZHggHNrNtCRlm5iQgLOuc9FZyNs+AVs/atZK7b4W2YWz3s/hfwXzQymi39sNmMe4u/BEmCNMVprtpc18+zWCl7bW02X3UV2QhjXzx3HyhnJBPtbcbk1Lq1xu/Hca1xujUUpLBYzEma1KKxKHT1u7LBTXNdBUW07B+s6KK4z9zaHmSd7waR4vnf5FK+B1sG6du55xozU3bwgnbnjY3hmSzmbS5vwsygumZrIjfPSWZQZNzZHtYaKywHlm0wq/MRcs6j0VLqboehts+/ZwXUmM2NfAWGeQCra7FnmtHk2MWwyr+WE60lMhsmWmHmhmbp44pRFrc2i2eK3zO+t3HJsznXqHHMxnHrN6a8rc9ig/oCZQtlQaNbYxU+G+ElmrzUZpRt1JMASYnQoqe8gNjSQyJChWefdG2ytO1CHy60JD/IjLMiP8CB/wgN7j01WxezETz+rckFNGy/tPMLLO6uoabMRGmBlRV4y18xKZX5GDP6DSOLhcmt2VTSTX9WG3enG6dY4Xb33GofbjculsVgUSnH0e5ZFmZufVXFZXhIZPow6+uq1PdX8x7O7mJwczpo75hN+Lq7fry+Cdx6AojfNY78gs6nyonshYHj2nZUAawzr6HGydncVz26rYKdn3vJQSIkMIisxnEkJYWQnhtHc5eDP7x+ko8fJDeeN4z8unnR0EW0vrTVPbynnJ2v3E+xv5ZerZnCxZ60ZwMG6Dp7dWs6/tlfS3OVgXEwwV0xLITrEn5AAK8EBfgT7WwkJsBLkbzUX46TwQV34BqK1prShky2lTZQ1dXHzgvH9zlU/l/Re8PvtIbR3Qe0+M00xONrcTpWx0O0yo1q9O8fX7DUp6g9vNEP3ymrSwGZeaFLgl34Axe+YrI5gRtSyLzV7cVTtNKNvNXsABeMXQd7nIPcqk5Dk6AfoMSN/9nZz31FrAraavebWUHQsMYk1wMzf7uUfYnayj8sxi3Hjc0zwFT3RrIXzWnl29uXvZs1bH3HJRctZNifP+2uEVxJgCSFGktut+aS0kZd3VvH63mrae5yEBfqxMDOWJZPiWZIdx/jYk/dD7ba72Fhcz7sHTBDZ2Gnv593BosDPasHPotC6Twe31seN5CVGBPLqN88/6XvU6fjHpsP84JV8chLDOVjXwZzx0az+8rxzd73+offN+q3Zt5hMhsNIAiwBmDVeHx5sQGszQmU5OkIFFk8Piltz9J/d5T52c2tNRJA/2YlhZCWE9dv70dxp5w/vHeQfnxwmwGrhaxdkcsfiDIIDrDR12vnOC3t4Z38ti7Pj+M11M/rNVARm+uBb+bU8vbmMT0qaTvmZIoL8WD4lkUvzkliSHe/z0LfLrTlQ3caW0ia2Hja3ho5jF8SUyCCeumP+oHqQ9lSaKZpXzUwlMnh09w69X1DH9/+9j+YuOzcvGM8diycOyYX8JE47VG41wdah90zwhIaAcMhcaoKqrOUQkXzyaxuKYd+LsO9fJlhSVjPU3xtQ9aaJPVFEKiRNM1Mgk6aZW/REkwK2ocikkq333DcUmaQhvSz+EJvVJ+jKMdMem0qh8aApU2MxurkM1SerZGfMVEJzLzGfJW3ekKR/HYskwBJCjBY2h4sNRfVsKKrng6J6KpvNrI7xsSEszo7j/Kx4WrvtvLPfTFHscboJD/JjWU4Cy3MTmT8xhiB/K/5W8/3K32I55awcrTVubUbTrn3kY6anRbHmjvmn3YmsteZ37xbz8Lpilk9J5I83zeKt/Brue3YXy3ISePTmOadceiK8kwBLfKoON3TyizcKeDO/hqSIIG5ZOJ4nNx02QdaKyXx50USfp/653Zpuh8vc7C667Oa4y+6kqdPO+sJ63tlfS2u3g2B/K0tz4lmRl8SyyQmEB/rR0GGnrLGTssYuypq6KG/spKypi+LaDjp6TLajtOhg5k2I4byJMZw3IQabw8WtT2xBKXjyy/PJTfGeffDpzeX86JV87C43oQFWrps7jtsWTei3p2sk1bbZePDVfF7fW0NWQhi5yRGs3VOFv9XCjfPSuXNJBikDjNx1212sL6zjtb3VrC+sJzEikMXZ8SyZZBKv+JRQpavJBCtJ03wPQnqnEua/aPYyCwwz0xUDw0zq/d7j4Biz19hgNynsaTeBU33hsaCrvsBkJ+qbJtYvCGKzaAhK51+lgTSHjOfmixfy5ltrmWXfxhxLMcrtNOWZeAFkXQjJM00q/bDE0w+6uls8o3J7PPf7zHTPxFxImHosLe5ZtDnjQCTAEkKMRr2bPH9QVM/G4no+PtRIl910sqVGBXNxbiIX5yYyb+LgphMO5KWdlfzHs7v5yuKJ/PcVuYN+vcuteeDlfTy9uZzr56bx82umHd2rbM3mMv77pX2snJ7MQ5+fhXUMLcXotrv4/r/3cdfSDK9p/n0hAZYYEVtKm/jZa/vZXdlKZnwoD31+FnmpA6QOPwMOl5stpU28ua+Gt/JrqGvvwd+q8Ldajl4AwaxtTIkMZnxsCJnxYcydEM28iTEkR54cUByq7+DmxzfT2ePk71+eN+Au9z1OFz98OZ9/bq1gyaR47l6aybPbKnh1dxVOt+aS3ERuPz+D8yZEH5dkxOlyU1DTzvayZnaUN7OrooVgfyuTk8LJSYpgcnI4k5PCSYoIGpLkJC635qlPyvjVW4U4XG7uuSibryzOIMDPwuGGTh5Zb9L6KgWr5qRx1wVZpMeG0G138b4nqHq/oI4uu4vY0AAumpJAbVsPm0sbsTnc+FsVc8ZHszg7nsXZcUyIC6Xd5qSt20Fbt8Mc28yxv5+Fa2enDcv0hN6MVG02J+0283vbbQ4cLs0Fk+IH9zsdNjNq1dVokm5EpPHBwUa+8uQ2xseGsOaOBcSHB1LR1MXnHvmYCNXN85c6iKneaPbyOHEvtuBoCEsyqWHDk8xji5/Z58xi9eyt5rl3O836seo90FJ27D3CkiDJk5ykNt+zMWOfnyXmmg2oXZ40ti67577HjCZql1mLFpFibpFpx47DU0zikkFqOlLM1rVPcMGtPyAo6Mym1UqAJYQ4G9idbnZVtBAe5MfkpPBhSSL2w5f3sXpTGX+8aRYrp/u+FtnmcHHfP3fxZn4Ndy3N5NuX5pxUvkc3HOIXbxRw47xx/PyaacNS/tGmsaOHO57cxq6KFv7n2ulcP3fcGb+nBFhixLjdmu3lzeSlRH4qmWt6d7Z/O78Wm8PF+NgQJsSGkh4bQlp08KA2GKxs7uLmxzdT197DY1+cy6KsuON+Xt3azV1P7WBXRQt3L8vk/12cc7QnqLbNxj82lfHU5jJauhxMT4vkurnjqG7pZkd5M7srWul2mOAvMSKQWeOisTldFNa0U91qO/o7IoL8mJwUwbS0SJblJDBvYsygh/T3HWnlv1/ay+7KVhZnx/HTq/P6HVmrbO7iLxtKeHZbBS63Zu74aPZUmnLGhQVw6dQkrpiWzLyJMUd7wmwOs+/IB8X1bCxqYH91m09lmhAbwv//3HQWZsYO6rOACRbLm7oorm2nuK7jaMKV8sYu2ntOzkjVa1FWLE986bzT3mTy/YI6vvrUdjLjw3jq9nnHpfPdX9XGDX/ZREpUMM99dSGRwX4mXX7jQWivgY466Kg5/ri7xaxd065j931HzGIyIGm6yfyYNMPc9923Q2tor4ba/VCXbzbDrs03v8Mv0NysgWbkrPdeWaCj3qx9s/WzJjMh12wVMGmFWTNnGaCuOhsg/yW6d/yT4BpzXS+87Fly5q84rbrtJQGWEEIYdqebGx/7hAPVbbx89yKfkn+02Rzc+eQ2Pilp4oGVudx+/sAZeX/5ZgF/Xn+IO5dk8N3LJg9pkNXR46SkvoND9R1EBvuzdFLCiCYtO9zQyZf+toXqVhsPfX4WK/KShuR9JcAS4jTVtdu45fEtlDZ08qcvzD6alGNzSSN3P72DbruL31w/gxV5/awhwgxHv7izkr9+WEpJfSd+FsXUlAhmpUcze3w0c8ZHkxJ5/ChVa5eDwtp2CmvaOFDTTmFNO3uPtGJ3mumH52fHcdHkRJZOju83kUhdew+H6jsoqe9kT2UL/9peSUxoIA+snMKVM1K8XkRr22w89kEJ64vqWZARw+XTkpk/MdanaQT17T18fKiBurYeIoL9iAjyJyLYn4ggf8KD/IgI9md/VRvfe2kv5U1d3DhvHPdfNsXrmrWCmjae2VzOlsPNHKrvwO48Foj0JlyZEBtCVLC/yUrVm53Kk5lq35FWHng5n0unJvKnm2YfDRB99c7+Wu5es4OcpHD+cfs8okJOnu738cEGbv3bFmalR/Pk6S4g1toEW2iwDvM6PnsntFWbYKt3A+vSD0zmSbfTjLBlXWwCrqyLzGhbwetmc8dD74F2UazH8bZ1CReu+hpTcqefcZEkwBJCiGNq22xc8fCHRAT78fLdi06Z/W9PZQv3v7CXotp2fn3dDK6elXrK99Za84OX8/nHJ2X85yWT+MaF2T6XS2tNe4+TmlYb1a02Djd0csgTUB2q66SmzXbc8yclhvHNC7O5fFrypz4lcWd5M7ev3obWmsdvPY854/ufkXQ6JMAS4gy0dNm59W9b2Xekld9eP4OmTjs/e+0A6TEh/OWWOT71KrndmkP1HaRFh5zWSF6X3cnHBxt5r7CO9wvqjo5yTUuNZN7EGOrbeyhp6KC0vpPOPtMig/wtfG52Gt+5dPKQpdsdCt12F797t4jHN5YQFxbIj6/KO6lHyeZwsXZPNU9vLmNHeQsBfhYWZsSSkxROVkIY2QkDJ1zpz98+KuXBV/ezak4av7x2us+9aW/sreabz+wkLzWS1V+ed8pg8JXdVdzzzE4uy0vijzfNPjvntttaTQBV9BYUv22mSCqrCficNogcx76YS/ivokno+Fz++qXzhizjpgRYQghxvE9KGvnC45u5eEoij9w8+7hOUq01m0oaeWT9ITYWNxAR5MfDN85iaU7CKd7xGLdb863nd/PSziN8ceF4EiOCjibbcHsyG2qt6XG5qW/roabNRk2rjZo223FLMADCA/3ITAgjMz6MzIRQcx8fSn5VG3947yAH6zrIjA/lmxdms3J68qA7Ons1dvRw/4t7qWzu5ppZKVwza+D9U9/Or+Gef+4kITyIv9923pCmvgcJsIQ4Yx09Tu5YvfVoVsPlUxL57Q0ziBiBvSS01hyobuf9wjreK6hjd0ULSZFBZMSHkREXSkZ8KBlxYWTEh5IUETSq9xLbW9nKt1/Yw4HqNi7LS+LBK6fSZnOwZnM5L2yvpM3mJCM+lJvmpXPt7DSiQ88sO9/v3y3i9+8Wc9uiCfxgZe4pR/PsTjd/+6iUX75VyMxxUfz9tvN8CuYe31jCT187wBcXjufBK6ee8ndorWntdlDb1kNtm43aNht17T3Ut/fQbXfR43Rhc7ixOV3YHC56nG56HG7CgvxIiw4mLSqY1Ohg0qJDSI0KJjkq6LSmQGqt2Xq4mUA/C9NSI4/9zbhdZuPqojfB3olrylX8bE84T3xcxoWTE3j4xlleN/QcDAmwhBDiZL3tyv2XTeZrF2TidmvWFdTx5/UH2VneQlxYIHcsnsgX5qcPeo8rp8vNvc/u4rU91f3+XCnwsygSwoNIigwiKeKE+8ggxseGEB8WOGB753Zr3thXwx/eK6agpp2JcaHcvSyLq2emDCrQ2lXRwl1Pbaex086U5Ah2V7TgZ1Esm5zADXPHsTQn/uj7PbnpMD96JZ9paVH89da5xIWdYquZ0yQBlhBDwOZw8eCr+aTHhPLVJRmjJnDRWp/VC1QdLjePbSzh9+8Wo4Aep0masSIvmZvmpbMgI2bIPp/Wmp+sPcATH5Vy3/Js7ls+qd/nvVdQy0/WHqC0oZOLcxP5/Q0zfcuS6PHz1w/wvx+UkJcagb/V0mfrA1MGl1vTZXdR39Fz3HTHXuGBfoQEmv3eAv0sBPlbCfKzEuhvIdDPQmu3gyPN3dS02XD3uYwrBZMSwvn6skxWTk/xaQQtv6qVn649wKaSRgBiQgNYkh3HBTnxLM6OP9oodfQ4ufeZnawrqOO2RRP4/hW5Qz5CJwGWEEKcTGvNN57ZyRt7q7nnomxe31tNUW0HadHBfPWCTK6bc+aJo2wOFxZlNj+2KIXCtClD+f3C7da8vb+WP7xXTH5VG+kxIdy9LJNrZqWdcn251ppntlTwo1fySYgI5NGb55CXGsnBug6e317BC9uP0NDRQ3x4IJ+bnYrDqXnio1KWTzEdgSEBQ9cR2JcEWEKIUa+kvoNHNxwiMz6MVXPSjksiMZTcbs23X9jDv7ZX8oOVuXy5zyLgQ/Ud/GTtftYX1pMRF8oDn81lmY9TLU78Hb95p5BdFS1YlDq6z5w5NvvQBflbSQgPJCEiiMSIQBIjgkgMDyIhItDnhtLhclPTaqOyuZsjLd1UNnfxxt4aCmvbyUoI456Lslk5LbnfzoC6Nhu/fruQ57dXEhXsz33LJxEV4s/6QrPnS+9GmdNSI1kyKY73Cuopqm3nR5/N5ZaFEwZdJ76QAEsIIfrX2ePk6j99RHFdB5MSw/j60qwzmmo3krTWvFdQx0PritlT2UpqVDBfX5bJqjlpJ83CsDlcPPDvfTy/vZIlk+J56IaZJ81mcbjcrC+s57ltFbxXUIfLrbl5QToPXpk3rFP1JcASQog+nC4333h6J2/m1/CrVdO5NC+Jh98t5u8fHybY38q9y7P54sIJZ+UmjL1TMR5aV0RRbQfZCWHcuzyby/NMoGVzuHjsgxIe2XAIh8vNlz4zgW9cmH3c2jK3W5Nf1caGojo2FNWzo7yFEH8rf/zCbC6YFD9sZZcASwghBlbXZqO4roOFGbGjZhbNmdBas76onofeLWZXRQvJkUHctTST6+eOI8jfSkVTF3et2c6+I23cc1E2916U7TVgqmu3cbC2g4WZscM+u0cCLCGEOEGP08Udq7fx0cEGokICaO6yc8PccXzrkpwBF8yeTdxuzWt7q3loXTEH6zrISQznypkprPmkjKpWGyumJnH/ZZOZEOd9M+zWbgdWixrS9Vb9kQBLCCHGHq01Hx5s4KF3i9lW1kxCeCCr5qTx9JZy3G7N726YyUVTEke6mCeRAEsIIfrRZXfylSe34XRpvn9FLtPShn4j7JHmcmvW7qnioXXFlNR3kpcawfevyGVBxuD3IBtuEmAJIcTYpbVm06FGHlpXzObSJiYnhfOXW+b0u3fnaDBQmzW8XZFCCDHKhQT4seaOBSNdjGFltSiumpnKyukpHKrvICs+7JyYWiKEEOLcopTiM1lxfCYrjsKadsbHhpxx8o6RIAGWEEKMEVaLYpIPe7YJIYQQIy0n6extr86+1dtCCCGEEEIIMUpJgCWEEEIIIYQQQ0QCLCGEEEIIIYQYIhJgCSGEEEIIIcQQkQBLCCGEEEIIIYaI1wBLKTVOKfW+UuqAUipfKXWv53yMUuodpVSx5z56+IsrhBBCHKOUClJKbVFK7fa0UQ/285ylSqlWpdQuz+0HI1FWIYQQY4MvI1hO4Fta6ynAAuBupVQucD+wTmudDazzPBZCCCE+TT3AhVrrGcBMYIVSqr+NzTZqrWd6bj/+dIsohBBiLPEaYGmtq7XWOzzH7cABIBW4Cljtedpq4OrhKqQQQgjRH210eB76e256BIskhBBijBvUGiyl1ARgFrAZSNRaV4MJwoCEoS6cEEII4Y1SyqqU2gXUAe9orTf387SFnmmEbyilpg7wPncqpbYppbbV19cPa5mFEEKcu5TWvnX0KaXCgA3Az7TWLyqlWrTWUX1+3qy1PmkdllLqTuBOz8McoPDMi00c0DAE73MukzryTurIO6kj30g9eedrHY3XWsefzi9QSkUBLwHf1Frv63M+AnBrrTuUUpcDD3mmt5/qveqBstMpxwnkb8M7qSPvpI58I/XkndSRd4Opo37bLJ8CLKWUP7AWeEtr/VvPuUJgqdYPijG7AAAHW0lEQVS6WimVDKzXWuf4XPQzoJTaprWe+2n8rrOV1JF3UkfeSR35RurJu0+rjpRSPwQ6tda/PsVzDgNztdbD/iVD/ja8kzryTurIN1JP3kkdeTcUdeRLFkEF/BU40BtcebwC3Oo5vhV4+UwKIoQQQgyWUireM3KFUioYWA4UnPCcJE9bhlJqHqbta/y0yyqEEGJs8PPhOYuAW4C9njnuAN8DfgE8p5S6HSgHrhueIgohhBADSgZWK6WsmMDpOa31WqXU1wC01o8Cq4C7lFJOoBv4vPZ1frwQQggxSF4DLK31h4Aa4McXDW1xfPa/I/R7zyZSR95JHXkndeQbqSfvhqWOtNZ7MMmXTjz/aJ/jPwJ/HI7f7wP52/BO6sg7qSPfSD15J3Xk3RnXkc9JLoQQQgghhBBCnNqg0rQLIYQQQgghhBjYWRVgKaVWKKUKlVIHlVL3j3R5Rgul1BNKqTqlVN+0xDFKqXeUUsWe+5NS6I8lSqlxSqn3lVIHlFL5Sql7PeelnjyUUkFKqS2evYLylVIPes5LHZ3As+/STqXUWs9jqaM+lFKHlVJ7lVK7lFLbPOfGXB1Jm3Uyaa+8k/bKO2mvfCft1akNV3t11gRYngXMfwIuA3KBG5VSuSNbqlHj78CKE87dD6zz7PWyzvN4LHMC39JaTwEWAHd7/n6kno7pAS7UWs8AZgIrlFILkDrqz73AgT6PpY5OtkxrPbNPqtsxVUfSZg3o70h75Y20V95Je+U7aa+8G/L26qwJsIB5wEGtdYnW2g78E7hqhMs0KmitPwCaTjh9FbDac7wauPpTLdQoo7Wu1lrv8By3Yy42qUg9HaWNDs9Df89NI3V0HKVUGnAF8Hif01JH3o21OpI2qx/SXnkn7ZV30l75Rtqr03bGdXQ2BVipQEWfx5Wec6J/iVrrajAXayBhhMszaiilJmCyjm1G6uk4nqkEu4A64B2ttdTRyX4PfBtw9zkndXQ8DbytlNqulLrTc26s1ZG0Wb4ba38bPpP2amDSXvlE2ivvhqW98mUfrNGiv1TxkgJRDIpSKgx4AbhPa93m2XtUeGitXcBMZTZufUkplTfSZRpNlFIrgTqt9Xal1NKRLs8otkhrXaWUSgDeUUoVeH3FuUfaLHFGpL06NWmvTk3aK58NS3t1No1gVQLj+jxOA6pGqCxng1qlVDKA575uhMsz4pRS/pjGao3W+kXPaamnfmitW4D1mLUSUkfHLAKuVEodxkz5ulAp9RRSR8fRWld57uuAlzDT5cZaHUmb5bux9rfhlbRXvpP2akDSXvlguNqrsynA2gpkK6UmKqUCgM8Dr4xwmUazV4BbPce3Ai+PYFlGnDJdf38FDmitf9vnR1JPHkqpeE9PIEqpYGA5UIDU0VFa6+9qrdO01hMw16D3tNY3I3V0lFIqVCkV3nsMXALsY+zVkbRZvhtrfxunJO2Vd9JeeSftlXfD2V6dVRsNK6Uux8wntQJPaK1/NsJFGhWUUs8AS4E4oBb4IfBv4DkgHSgHrtNan7iweMxQSp0PbAT2cmwu8vcw89qlngCl1HTMYk4rpvPlOa31j5VSsUgdncQz5eI/tdYrpY6OUUplYHoBwUxDf1pr/bOxWEfSZp1M2ivvpL3yTtqrwZH2qn/D2V6dVQGWEEIIIYQQQoxmZ9MUQSGEEEIIIYQY1STAEkIIIYQQQoghIgGWEEIIIYQQQgwRCbCEEEIIIYQQYohIgCWEEEIIIYQQQ0QCLCFGOaXUUqXU2pEuhxBCCHEq0l4JYUiAJYQQQgghhBBDRAIsIYaIUupmpdQWpdQupdRflFJWpVSHUuo3SqkdSql1Sql4z3NnKqU+UUrtUUq9pJSK9pzPUkq9q5Ta7XlNpuftw5RS/1JKFSil1iil1Ih9UCGEEGc1aa+EGF4SYAkxBJRSU4AbgEVa65mAC/gCEArs0FrPBjYAP/S85EngO1rr6cDePufXAH/SWs8APgNUe87PAu4DcoEMYNGwfyghhBDnHGmvhBh+fiNdACHOERcBc4Ctns66YKAOcAPPep7zFPCiUioSiNJab/CcXw08r5QKB1K11i8BaK1tAJ7326K1rvQ83gVMAD4c/o8lhBDiHCPtlRDDTAIsIYaGAlZrrb973EmlHjjhedrLewykp8+xC/nfFUIIcXqkvRJimMkUQSGGxjpglVIqAUApFaOUGo/5H1vlec5NwIda61agWSm12HP+FmCD1roNqFRKXe15j0ClVMin+imEEEKc66S9EmKYSa+CEENAa71fKfV94G2llAVwAHcDncBUpdR2oBUz7x3gVuBRT4NUAtzmOX8L8Bel1I8973Hdp/gxhBBCnOOkvRJi+CmtTzUCLIQ4E0qpDq112EiXQwghhDgVaa+EGDoyRVAIIYQQQgghhoiMYAkhhBBCCCHEEJERLCGEEEIIIYQYIhJgCSGEEEIIIcQQkQBLCCGEEEIIIYaIBFhCCCGEEEIIMUQkwBJCCCGEEEKIISIBlhBCCCGEEEIMkf8DXWKfiS6vta4AAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Loss\n\tvalidation       \t (min:   22.173, max:   39.130, cur:   23.794)\n\ttraining         \t (min:   23.267, max:   66.350, cur:   23.772)\nmae\n\tvalidation       \t (min:    3.618, max:    5.106, cur:    3.725)\n\ttraining         \t (min:    3.763, max:    6.202, cur:    3.811)\n"
    }
   ],
   "source": [
    "h = model.fit(x_train,y_train,\n",
    "            validation_data=(x_val,y_val),\n",
    "            epochs=50,\n",
    "            batch_size=128,\n",
    "            callbacks = [PlotLossesKeras()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor,GradientBoostingRegressor\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.svm import SVR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "RandomForestRegressor()"
     },
     "metadata": {},
     "execution_count": 168
    }
   ],
   "source": [
    "reg = RandomForestRegressor()\n",
    "reg.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = reg.predict(x_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "3.986833213316576\n"
    }
   ],
   "source": [
    "y_pred = reg.predict(x_val)\n",
    "print(np.sqrt(mean_squared_error(mm.inverse_transform(y_pred.reshape(-1,1)),mm.inverse_transform(y_val))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test = reg.predict(x_test)\n",
    "y_test = mm.inverse_transform(y_test.reshape(-1,1))\n",
    "y_test = np.squeeze(y_test)\n",
    "sub = pd.DataFrame({'tumor_size':y_test})\n",
    "sub.to_csv(\"Submission.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}