{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 55 entries, 0 to 16\n",
      "Data columns (total 4 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   T        55 non-null     int64  \n",
      " 1   Al2O3    55 non-null     float64\n",
      " 2   TiO2     55 non-null     float64\n",
      " 3   Density  55 non-null     float64\n",
      "dtypes: float64(3), int64(1)\n",
      "memory usage: 2.1 KB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "density_train = pd.read_csv(\"data/density_train.csv\", sep=\";\", decimal=\",\")\n",
    "density_test = pd.read_csv(\"data/density_test.csv\", sep=\";\", decimal=\",\")\n",
    "d_data = pd.concat([density_train, density_test])\n",
    "d_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "d_data.hist(bins=30, figsize=(10, 10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x123f26c30>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1011.11x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "sns.catplot(\n",
    "    y=\"value\",\n",
    "    data=d_data.melt(value_vars=d_data.columns), # type: ignore\n",
    "    col=\"variable\",\n",
    "    kind=\"box\",\n",
    "    col_wrap=2,\n",
    "    sharex=False,\n",
    "    sharey=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(d_data.corr(), annot=True, fmt=\".1%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 55 entries, 0 to 16\n",
      "Data columns (total 4 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   T          55 non-null     int64  \n",
      " 1   Al2O3      55 non-null     float64\n",
      " 2   TiO2       55 non-null     float64\n",
      " 3   Viscosity  55 non-null     float64\n",
      "dtypes: float64(3), int64(1)\n",
      "memory usage: 2.1 KB\n"
     ]
    }
   ],
   "source": [
    "viscosity_train = pd.read_csv(\"data/viscosity_train.csv\", sep=\";\", decimal=\",\")\n",
    "viscosity_test = pd.read_csv(\"data/viscosity_test.csv\", sep=\";\", decimal=\",\")\n",
    "\n",
    "v_data = pd.concat([viscosity_train, viscosity_test])\n",
    "v_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYL+LBZuHChXI4HJo7d26klwIAAADQQUU02GzZskV/+MMflJWVFcllAAAAAHRwEQs2x44d08yZM/XYY4+pW7dukVoGAAAAABQfqYkLCgo0ceJEjRs3Tr/4xS+aHOfxeOTxePz3q6qqJEler1derzfodese44ozAY8NF1enlteMxNrR7FkKvG96Dk0wPYd7bSk6PZ88X3s5pgOZs67XUP4NBACgo4lIsFmxYoXeeecdbdmypcWxJSUlKi4ubrC9tLRUiYmJra5hwShfi2PWrFnT6vkbc9/owMeGe20pOj1LgfdNz+ERSM+RWDuaPUvt55gOZk632x344P9TU1MT9GMAAGgPwh5sPv74Y91yyy1yu93q3Llzi+OLiopUWFjov19VVaXMzEzl5eUpOTk56PW9Xq/cbrfu3honj8/R7Nhd88cHPX9zhs1fF/DYcK4dzZ6lwPum59AE03O415ai07PU/o7pQOZ0xRktGOVTbm6unE5nwDVI/7rqDQBARxP2YLNt2zYdPHhQ559/vn9bbW2tNm7cqN///vfyeDzq1KmTf5/L5ZLL5Wowj9PpDPqEfjKPzyFPbfMvgkKZv9E1W1gvkmtL0elZCrxveg7T2gH0HIm1o9mz1H6O6WDnDLanSH39AQCIdWEPNmPHjtXOnTvrbbv++us1ZMgQ3XHHHfVCDQAAAACEQ9iDTVJSkoYNG1Zv22mnnaYePXo02A4AAAAA4RDxP9AJAAAAAJEWsY97PllZWVlbLAMAAACgg+KKDQAAAADrEWwAAAAAWI9gAwDosEpKSnTBBRcoKSlJvXv31pQpU7R79+56Y8aMGSOHw1Hv9sMf/jBKFQMAmkKwAQB0WOXl5SooKNDmzZvldrvl9XqVl5en6urqeuNuvPFG7d+/33+77777olQxAKApbfLhAQAAxKK1a9fWu7906VL17t1b27Zt02WXXebfnpiYqLS0tLYuDwAQBK7YAADwf44cOSJJ6t69e73ty5YtU8+ePTVs2DAVFRWppqYmGuUBAJrBFRsAACT5fD7NnTtXF198cb0/KH3NNdeof//+ysjI0I4dO3THHXdo9+7deuGFFxqdx+PxyOPx+O9XVVVJkrxer7xeb9B11T3GFWcCHhur6uqL9ToDQS+xiV5iUyi9BPMYgg0AAJIKCgq0a9cuvf766/W2/+AHP/D///Dhw5Wenq6xY8dq3759GjhwYIN5SkpKVFxc3GB7aWmpEhMTW13fglG+FsesWbOm1fO3JbfbHe0SwoZeYhO9xKbW9BLMFXKCDQCgw5szZ45eeeUVbdy4UX379m12bHZ2tiRp7969jQaboqIiFRYW+u9XVVUpMzNTeXl5Sk5ODro2r9crt9utu7fGyeNzNDt21/zxQc/flup6yc3NldPpjHY5IaGX2EQvsSmUXuquegeCYAMA6LCMMbr55pu1atUqlZWVacCAAS0+Zvv27ZKk9PT0Rve7XC65XK4G251OZ0gvTjw+hzy1zQcbW178hPq1iCX0EpvoJTa1ppdgxhNsAAAdVkFBgZYvX64XX3xRSUlJqqyslCSlpKSoS5cu2rdvn5YvX65vfOMb6tGjh3bs2KFbb71Vl112mbKysqJcPQDgZAQbAECHtXjxYklf/xHOky1ZskSzZ89WQkKC1q9frwcffFDV1dXKzMzU1KlTddddd0WhWgBAcwg2AIAOy5jmP2ksMzNT5eXlbVQNACAU/B0bAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAKDDKikp0QUXXKCkpCT17t1bU6ZM0e7du+uNOX78uAoKCtSjRw917dpVU6dO1YEDB6JUMQCgKQQbAECHVV5eroKCAm3evFlut1ter1d5eXmqrq72j7n11lv18ssva+XKlSovL9dnn32mq6++OopVAwAaE/Zgs3jxYmVlZSk5OVnJycnKycnRq6++Gu5lAAAI2dq1azV79mwNHTpUI0aM0NKlS/XRRx9p27ZtkqQjR47o8ccf129/+1tdeeWVGjlypJYsWaI333xTmzdvjnL1AICThT3Y9O3bVwsXLtS2bdu0detWXXnllZo8ebLee++9cC8FAEBYHTlyRJLUvXt3SdK2bdvk9Xo1btw4/5ghQ4aoX79+2rRpU1RqBAA0Lj7cE06aNKne/XvvvVeLFy/W5s2bNXTo0HAvBwBAWPh8Ps2dO1cXX3yxhg0bJkmqrKxUQkKCUlNT643t06ePKisrG53H4/HI4/H471dVVUmSvF6vvF5v0HXVPcYVZwIeG6vq6ov1OgNBL7GJXmJTKL0E85iwB5uT1dbWauXKlaqurlZOTk4klwIAICQFBQXatWuXXn/99ZDmKSkpUXFxcYPtpaWlSkxMbPW8C0b5WhyzZs2aVs/fltxud7RLCBt6iU30Epta00tNTU3AYyMSbHbu3KmcnBwdP35cXbt21apVq3TOOec0OrY9/WTL1anlNSOxdrR/mhdo3/QcmmB6DvfaUnR6Pnm+9nJMBzJnXa+R/skW/mXOnDl65ZVXtHHjRvXt29e/PS0tTSdOnNDhw4frXbU5cOCA0tLSGp2rqKhIhYWF/vtVVVXKzMxUXl6ekpOTg67N6/XK7Xbr7q1x8vgczY7dNX980PO3pbpecnNz5XQ6o11OSOglNtFLbAqll7psEAiHMSbwM3eATpw4oY8++khHjhzR888/rz/+8Y8qLy9vNNzMnz+/0Z9sLV++PKSfbAFAR1RTU6NrrrlGR44cadWL6I7GGKObb75Zq1atUllZmQYPHlxv/5EjR9SrVy8988wzmjp1qiRp9+7dGjJkiDZt2qQLL7ywxTWqqqqUkpLS6ufE6/VqzZo1+snbneSpbT7YfLhwYtDzt6W6Xr7xjW+0ixdq9BJ76CU2hdJLMP+GRuSKTUJCggYNGiRJGjlypLZs2aKHHnpIf/jDHxqMbU8/2Ro2f13AY8O5drR/mhdo3/QcmmB6DvfaUnR6ltrfMR3InK44owWjfBH/yRa+fvvZ8uXL9eKLLyopKcn/ezMpKSnq0qWLUlJSdMMNN6iwsFDdu3dXcnKybr75ZuXk5AQUagAAbSeiv2NTx+fz1Xu72clcLpdcLleD7U6nM6R06vE5WvzJVrjTb0vrRXJtKTo9S4H3Tc9hWjuAniOxdjR7ltrPMR3snMH2ZPtP9dra4sWLJUljxoypt33JkiWaPXu2JOmBBx5QXFycpk6dKo/Ho/Hjx+uRRx5p40oBAC0Je7ApKipSfn6++vXrp6NHj2r58uUqKyvTunWB/+QTAIC2EMi7sTt37qxFixZp0aJFbVARAKC1wh5sDh48qOuuu0779+9XSkqKsrKytG7dOuXm5oZ7KQAAAACQFIFg8/jjj4d7SgAAAABoVly0CwAAAACAUBFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAA6tI0bN2rSpEnKyMiQw+HQ6tWr6+2fPXu2HA5HvduECROiUywAoEkEGwBAh1ZdXa0RI0Zo0aJFTY6ZMGGC9u/f778988wzbVghACAQ8dEuAACAaMrPz1d+fn6zY1wul9LS0tqoIgBAaxBsAABoQVlZmXr37q1u3brpyiuv1C9+8Qv16NGj0bEej0cej8d/v6qqSpLk9Xrl9XqDXrvuMa44E/DYWFVXX6zXGQh6iU30EptC6SWYxxBsAABoxoQJE3T11VdrwIAB2rdvn376058qPz9fmzZtUqdOnRqMLykpUXFxcYPtpaWlSkxMbHUdC0b5WhyzZs2aVs/fltxud7RLCBt6iU30Epta00tNTU3AYwk2AAA0Y/r06f7/Hz58uLKysjRw4ECVlZVp7NixDcYXFRWpsLDQf7+qqkqZmZnKy8tTcnJy0Ot7vV653W7dvTVOHp+j2bG75o8Pev62VNdLbm6unE5ntMsJCb3EJnqJTaH0UnfVOxAEGwAAgnDGGWeoZ8+e2rt3b6PBxuVyyeVyNdjudDpDenHi8TnkqW0+2Njy4ifUr0UsoZfYRC+xqTW9BDOeT0UDACAIn3zyiQ4dOqT09PRolwIAOAlXbAAAHdqxY8e0d+9e//2Kigpt375d3bt3V/fu3VVcXKypU6cqLS1N+/bt009+8hMNGjRI48fH9tu+AKCjIdgAADq0rVu36oorrvDfr/v9mFmzZmnx4sXasWOHnnjiCR0+fFgZGRnKy8vTggULGn27GQAgegg2AIAObcyYMTKm6Y9SXrduXRtWAwBoLX7HBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAemEPNiUlJbrggguUlJSk3r17a8qUKdq9e3e4lwEAAAAAv7AHm/LychUUFGjz5s1yu93yer3Ky8tTdXV1uJcCAAAAAEkR+AOda9eurXd/6dKl6t27t7Zt26bLLrss3MsBAAAAQOR/x+bIkSOSpO7du0d6KQAAAAAdVNiv2JzM5/Np7ty5uvjiizVs2LBGx3g8Hnk8Hv/9qqoqSZLX65XX6w16zbrHuOJMwGPDxdWp5TUjsXY0e5YC75ueQxNMz+FeW4pOzyfP116O6UDmrOs1lH8DAQDoaCIabAoKCrRr1y69/vrrTY4pKSlRcXFxg+2lpaVKTExs9doLRvlaHLNmzZpWz9+Y+0YHPjbca0vR6VkKvG96Do9Aeo7E2tHsWWo/x3Qwc7rd7sAH/5+ampqgHwMAQHsQsWAzZ84cvfLKK9q4caP69u3b5LiioiIVFhb671dVVSkzM1N5eXlKTk4Oel2v1yu32627t8bJ43M0O3bX/PFBz9+cYfPXBTw2nGtHs2cp8L7pOTTB9BzutaXo9Cy1v2M6kDldcUYLRvmUm5srp9MZcA3Sv656AwDQ0YQ92BhjdPPNN2vVqlUqKyvTgAEDmh3vcrnkcrkabHc6nUGf0E/m8TnkqW3+RVAo8ze6ZgvrRXJtKTo9S4H3Tc9hWjuAniOxdjR7ltrPMR3snMH2FKmvPwAAsS7swaagoEDLly/Xiy++qKSkJFVWVkqSUlJS1KVLl3AvBwAAAADh/1S0xYsX68iRIxozZozS09P9t2effTbcSwEAAACApAi9FQ0AAAAA2lLE/44NAAAAAEQawQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAevHRLgAAAHQsw+avk6fW0eyYDxdObKNqAITi9Dv/3OIYVyej+0ZHvhau2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQCgQ9u4caMmTZqkjIwMORwOrV69ut5+Y4zuuecepaenq0uXLho3bpz27NkTnWIBAE0i2AAAOrTq6mqNGDFCixYtanT/fffdp4cffliPPvqo3nrrLZ122mkaP368jh8/3saVAgCaw8c9AwA6tPz8fOXn5ze6zxijBx98UHfddZcmT54sSXryySfVp08frV69WtOnT2/LUgEAzSDYAADQhIqKClVWVmrcuHH+bSkpKcrOztamTZsaDTYej0cej8d/v6qqSpLk9Xrl9XqDrqHuMa44E/DYWNUee4n1OgNBL7HJll5cnVo+nuuO+VD+DQwEwQYAgCZUVlZKkvr06VNve58+ffz7TlVSUqLi4uIG20tLS5WYmNjqWhaM8rU4Zs2aNa2evy21p17cbne0SwgbeolNsd5LMH94szW91NTUBDyWYAMAQBgVFRWpsLDQf7+qqkqZmZnKy8tTcnJy0PN5vV653W7dvTVOHp+j2bG75o8Pev621B57yc3NldPpjHY5IaGX2GRLL8Pmr2txjCvOaMEoX6t6qbvqHQiCDQAATUhLS5MkHThwQOnp6f7tBw4c0LnnntvoY1wul1wuV4PtTqczpBcnHp9Dntrmw0Asv/g5WXvqJdTnNZbQS2yK9V5aOpZP1ppeghnPp6IBANCEAQMGKC0tTRs2bPBvq6qq0ltvvaWcnJwoVgYAOBVXbAAAHdqxY8e0d+9e//2Kigpt375d3bt3V79+/TR37lz94he/0ODBgzVgwADdfffdysjI0JQpU6JXNACgAYINAKBD27p1q6644gr//brfj5k1a5aWLl2qn/zkJ6qurtYPfvADHT58WJdcconWrl2rzp07R6tkAEAjCDYAgA5tzJgxMqbpjyt1OBz6+c9/rp///OdtWBUAIFj8jg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1wh5sNm7cqEmTJikjI0MOh0OrV68O9xIAAAAAUE/Yg011dbVGjBihRYsWhXtqAAAAAGhUfLgnzM/PV35+frinBQAAAIAmhT3YBMvj8cjj8fjvV1VVSZK8Xq+8Xm/Q89U9xhVnAh4bLq5OLa8ZibWj2bMUeN/0HJpgeg732lJ0ej55vvZyTAcyZ12vofwbCABARxP1YFNSUqLi4uIG20tLS5WYmNjqeReM8rU4Zs2aNa2evzH3jQ58bLjXlqLTsxR43/QcHoH0HIm1o9mz1H6O6WDmdLvdgQ/+PzU1NUE/BgCA9iDqwaaoqEiFhYX++1VVVcrMzFReXp6Sk5ODns/r9crtduvurXHy+BzNjt01f3zQ8zdn2Px1AY8N59rR7FkKvG96Dk0wPYd7bSk6PUvt75gOZE5XnNGCUT7l5ubK6XQGXIP0r6veAAB0NFEPNi6XSy6Xq8F2p9MZ9An9ZB6fQ57a5l8EhTJ/o2u2sF4k15ai07MUeN/0HKa1A+g5EmtHs2ep/RzTwc4ZbE+R+voDABDr+Ds2AAAAAKwX9is2x44d0969e/33KyoqtH37dnXv3l39+vUL93IAAAAAEP5gs3XrVl1xxRX++3W/PzNr1iwtXbo03MsBAAAAQPiDzZgxY2RM4B+RCgAAAACh4ndsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAIBmzJ8/Xw6Ho95tyJAh0S4LAHCKsH8qGgAA7c3QoUO1fv16//34eE6fABBr+JcZAIAWxMfHKy0tLdplAACawVvRAABowZ49e5SRkaEzzjhDM2fO1EcffRTtkgAAp+CKDQAAzcjOztbSpUt11llnaf/+/SouLtall16qXbt2KSkpqcF4j8cjj8fjv19VVSVJ8nq98nq9Qa9f9xhXXMt//Lo187el9thLrNcZCHqJTbb04urU8vFcd8yH8m9gIAg2AAA0Iz8/3///WVlZys7OVv/+/fXcc8/phhtuaDC+pKRExcXFDbaXlpYqMTGx1XUsGOVrccyaNWtaPX9bak+9uN3uaJcQNvQSm2K9l/tGBz62Nb3U1NQEPJZgAwBAEFJTU3XmmWdq7969je4vKipSYWGh/35VVZUyMzOVl5en5OTkoNfzer1yu926e2ucPD5Hs2N3zR8f9PxtqT32kpubK6fTGe1yQkIvscmWXobNX9fiGFec0YJRvlb1UnfVOxAEGwAAgnDs2DHt27dP1157baP7XS6XXC5Xg+1OpzOkFycen0Oe2ubDQCy/+DlZe+ol1Oc1ltBLbIr1Xlo6lk/Wml6CGc+HBwAA0Izbb79d5eXl+vDDD/Xmm2/qqquuUqdOnTRjxoxolwYAOAlXbAAAaMYnn3yiGTNm6NChQ+rVq5cuueQSbd68Wb169Yp2aQCAkxBsAABoxooVK6JdAgAgALwVDQAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6EQs2ixYt0umnn67OnTsrOztbb7/9dqSWAgAg4jivAUBsi0iwefbZZ1VYWKh58+bpnXfe0YgRIzR+/HgdPHgwEssBABBRnNcAIPZFJNj89re/1Y033qjrr79e55xzjh599FElJibqv//7vyOxHAAAEcV5DQBiX3y4Jzxx4oS2bdumoqIi/7a4uDiNGzdOmzZtajDe4/HI4/H47x85ckSS9Pnnn8vr9Qa9vtfrVU1NjeK9car1OZode+jQoaDnb078V9UBjw3n2tHsWQq8b3oOTTA9h3ttKTo9S+3vmA5kznifUU2NT4cOHZLT6Qy4Bkk6evSoJMkYE9Tj0LSOfF4Lt/bYS2uO01hDL7HJll5i6rxmwuzTTz81ksybb75Zb/uPf/xjM3r06Abj582bZyRx48aNG7cw3j7++ONw//PeYXFe48aNG7fo3wI5r4X9ik2wioqKVFhY6L/v8/n0+eefq0ePHnI4Wv6p9KmqqqqUmZmpjz/+WMnJyeEsNWbRMz23Zx2x71B6Nsbo6NGjysjIiFB1aAnntabRS2yil9hEL18L5rwW9mDTs2dPderUSQcOHKi3/cCBA0pLS2sw3uVyyeVy1duWmpoach3JycnWfxMEi547ho7Ys9Qx+25tzykpKRGopuPivBZ+9BKb6CU20Uvg57Wwf3hAQkKCRo4cqQ0bNvi3+Xw+bdiwQTk5OeFeDgCAiOK8BgB2iMhb0QoLCzVr1iyNGjVKo0eP1oMPPqjq6mpdf/31kVgOAICI4rwGALEvIsFm2rRp+uc//6l77rlHlZWVOvfcc7V27Vr16dMnEsvV43K5NG/evAZvA2jP6Llj6Ig9Sx2z747Yc6zjvBYe9BKb6CU20UvwHMbwmaAAAAAA7BaRP9AJAAAAAG2JYAMAAADAegQbAAAAANYj2AAAAACwnpXBpqSkRBdccIGSkpLUu3dvTZkyRbt376435vjx4yooKFCPHj3UtWtXTZ06tcEfV7PJ4sWLlZWV5f/DRjk5OXr11Vf9+9tbv41ZuHChHA6H5s6d69/WHvueP3++HA5HvduQIUP8+9tjz5L06aef6rvf/a569OihLl26aPjw4dq6dat/vzFG99xzj9LT09WlSxeNGzdOe/bsiWLFoTn99NMbPM8Oh0MFBQWS2u/zDGnRokU6/fTT1blzZ2VnZ+vtt99udvzKlSs1ZMgQde7cWcOHD9eaNWvq7Y/msRHuXmbPnt3gmJgwYUIkW/ALppf33ntPU6dO9R/HDz74YMhzhlO4e2npvBRJwfTy2GOP6dJLL1W3bt3UrVs3jRs3rsH4aJ9Lwt2PLcfMCy+8oFGjRik1NVWnnXaazj33XD311FP1xoTluTEWGj9+vFmyZInZtWuX2b59u/nGN75h+vXrZ44dO+Yf88Mf/tBkZmaaDRs2mK1bt5oLL7zQXHTRRVGsOjQvvfSS+fOf/2w++OADs3v3bvPTn/7UOJ1Os2vXLmNM++v3VG+//bY5/fTTTVZWlrnlllv829tj3/PmzTNDhw41+/fv99/++c9/+ve3x54///xz079/fzN79mzz1ltvmb///e9m3bp1Zu/evf4xCxcuNCkpKWb16tXmf/7nf8w3v/lNM2DAAPPll19GsfLWO3jwYL3n2O12G0nmtddeM8a0z+cZxqxYscIkJCSY//7v/zbvvfeeufHGG01qaqo5cOBAo+PfeOMN06lTJ3PfffeZ999/39x1113G6XSanTt3+sdE69iIRC+zZs0yEyZMqHdsfP755xHtozW9vP322+b22283zzzzjElLSzMPPPBAyHPGci8tnZciJdherrnmGrNo0SLz7rvvmr/97W9m9uzZJiUlxXzyySf+MdE8l0SiH1uOmddee8288MIL5v333zd79+41Dz74oOnUqZNZu3atf0w4nhsrg82pDh48aCSZ8vJyY4wxhw8fNk6n06xcudI/5m9/+5uRZDZt2hStMsOuW7du5o9//GO77/fo0aNm8ODBxu12m8svv9wfbNpr3/PmzTMjRoxodF977fmOO+4wl1xySZP7fT6fSUtLM7/+9a/92w4fPmxcLpd55pln2qLEiLvlllvMwIEDjc/na7fPM4wZPXq0KSgo8N+vra01GRkZpqSkpNHx3/nOd8zEiRPrbcvOzjb/8R//YYyJ7rER7l6M+fpF2uTJkyNSb3OC7eVk/fv3bzQMhDJnKCLRS3PnpUgK9Wv41VdfmaSkJPPEE08YY6J/Lgl3P8bYeczUOe+888xdd91ljAnfc2PlW9FOdeTIEUlS9+7dJUnbtm2T1+vVuHHj/GOGDBmifv36adOmTVGpMZxqa2u1YsUKVVdXKycnp933W1BQoIkTJ9brT2rfz/OePXuUkZGhM844QzNnztRHH30kqf32/NJLL2nUqFH69re/rd69e+u8887TY4895t9fUVGhysrKen2npKQoOzvb6r7rnDhxQk8//bS+973vyeFwtNvnuaM7ceKEtm3bVu95jYuL07hx45p8Xjdt2tTg377x48f7x0fr2IhEL3XKysrUu3dvnXXWWbrpppt06NCh8Ddwktb0Eo05o71uU+elSAlHLzU1NfJ6vf7Xh9E8l0Sinzq2HTPGGG3YsEG7d+/WZZddJil8z431wcbn82nu3Lm6+OKLNWzYMElSZWWlEhISlJqaWm9snz59VFlZGYUqw2Pnzp3q2rWrXC6XfvjDH2rVqlU655xz2m2/krRixQq98847KikpabCvvfadnZ2tpUuXau3atVq8eLEqKip06aWX6ujRo+2257///e9avHixBg8erHXr1ummm27Sj370Iz3xxBOS5O/t1L/ybnvfdVavXq3Dhw9r9uzZktrv93ZH9//+3/9TbW1tUN/HlZWVzY6P1rERiV4kacKECXryySe1YcMG/epXv1J5ebny8/NVW1sb/ib+T2t6icac0Vy3ufNSpISjlzvuuEMZGRn+F8vRPJdEoh/JrmPmyJEj6tq1qxISEjRx4kT97ne/U25urqTwPTfxAY+MUQUFBdq1a5def/31aJcScWeddZa2b9+uI0eO6Pnnn9esWbNUXl4e7bIi5uOPP9Ytt9wit9utzp07R7ucNpOfn+///6ysLGVnZ6t///567rnn1KVLlyhWFjk+n0+jRo3SL3/5S0nSeeedp127dunRRx/VrFmzolxd5D3++OPKz89XRkZGtEsBomr69On+/x8+fLiysrI0cOBAlZWVaezYsVGsrGNr7rx0ww03RLGypi1cuFArVqxQWVlZu3gN0VQ/Nh0zSUlJ2r59u44dO6YNGzaosLBQZ5xxhsaMGRO2Nay+YjNnzhy98soreu2119S3b1//9rS0NJ04cUKHDx+uN/7AgQNKS0tr4yrDJyEhQYMGDdLIkSNVUlKiESNG6KGHHmq3/W7btk0HDx7U+eefr/j4eMXHx6u8vFwPP/yw4uPj1adPn3bZ96lSU1N15plnau/eve32uU5PT9c555xTb9vZZ5/tf6tDXW+nfiqY7X1L0j/+8Q+tX79e3//+9/3b2uvz3NH17NlTnTp1Cur7OC0trdnx0To2ItFLY8444wz17NlTe/fuDb3oJrSml2jMGUvrnnxeipRQern//vu1cOFClZaWKisry789mueSSPTTmFg+ZuLi4jRo0CCde+65uu222/Stb33L/46ccD03VgYbY4zmzJmjVatW6S9/+YsGDBhQb//IkSPldDq1YcMG/7bdu3fro48+Uk5OTluXGzE+n08ej6fd9jt27Fjt3LlT27dv999GjRqlmTNn+v+/PfZ9qmPHjmnfvn1KT09vt8/1xRdf3OAj2z/44AP1799fkjRgwAClpaXV67uqqkpvvfWW1X1L0pIlS9S7d29NnDjRv629Ps8dXUJCgkaOHFnvefX5fNqwYUOTz2tOTk698ZLkdrv946N1bESil8Z88sknOnTokNLT08NTeCNa00s05oyldU8+L0VKa3u57777tGDBAq1du1ajRo2qty+a55JI9NMYm46ZutexUhifm4A/ZiCG3HTTTSYlJcWUlZXV+3i7mpoa/5gf/vCHpl+/fuYvf/mL2bp1q8nJyTE5OTlRrDo0d955pykvLzcVFRVmx44d5s477zQOh8OUlpYaY9pfv005+VPRjGmffd92222mrKzMVFRUmDfeeMOMGzfO9OzZ0xw8eNAY0z57fvvtt018fLy59957zZ49e8yyZctMYmKiefrpp/1jFi5caFJTU82LL75oduzYYSZPnmz1xz0b8/WnyPTr18/ccccdDfa1x+cZX39EqsvlMkuXLjXvv/+++cEPfmBSU1NNZWWlMcaYa6+91tx5553+8W+88YaJj483999/v/nb3/5m5s2b1+jHPUfj2Ah3L0ePHjW333672bRpk6moqDDr1683559/vhk8eLA5fvx4TPXi8XjMu+++a959912Tnp5ubr/9dvPuu++aPXv2BDynTb20dF6KlV4WLlxoEhISzPPPP1/v9eHRo0frjYnWuSTc/dh0zPzyl780paWlZt++feb99983999/v4mPjzePPfZYvX5DfW6sDDaSGr0tWbLEP+bLL780//mf/2m6detmEhMTzVVXXWX2798fvaJD9L3vfc/079/fJCQkmF69epmxY8f6Q40x7a/fppwabNpj39OmTTPp6ekmISHB/Nu//ZuZNm1avb/n0h57NsaYl19+2QwbNsy4XC4zZMgQ81//9V/19vt8PnP33XebPn36GJfLZcaOHWt2794dpWrDY926dUZSo3201+cZxvzud78z/fr1MwkJCWb06NFm8+bN/n2XX365mTVrVr3xzz33nDnzzDNNQkKCGTp0qPnzn/9cb380j41w9lJTU2Py8vJMr169jNPpNP379zc33nhjxINAa3qpqKho9HXI5ZdfHvCcNvXS0nkpVnrp379/o73MmzfPPyba55Jw9mPTMfOzn/3MDBo0yHTu3Nl069bN5OTkmBUrVtSbLxzPjcMYYwK/vgMAAAAAscfK37EBAAAAgJMRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg3QiNmzZ+v000+PdhkAgA5u6dKlcjgc+vDDD6NdSrMcDofmz58f7TLQwRFs0GE4HI6AbmVlZU3OUV1drQULFigrK0uJiYlKSUnRpZdeqieffFLGmHpjDx06pF//+te67LLL1KtXL6WmpurCCy/Us88+G+FOAQCx7Jvf/KYSExN19OjRJsfMnDlTCQkJOnToUBtWFj5vvvmm5s+fr8OHD0e7FHQgDnPqqzGgnXr66afr3X/yySfldrv11FNP1duem5ur7t27y+fzyeVy+bcfOHBAY8eO1d/+9jdNnz5dl19+uY4fP64//elP2rhxo6ZNm6Zly5apU6dOkqRXXnlFV199tb7xjW/oiiuuUHx8vP70pz/ptdde0z333KPi4uLINw0AiDnPPvuspk+frieeeELXXXddg/01NTXq3bu3rrzySq1atUper1cul0sOhyMK1Qbm+PHjio+PV3x8vCTp/vvv149//GNVVFTwDgi0GYINOqw5c+Zo0aJFDa60NGXChAlyu91atWqVvvnNb9bb9+Mf/1j333+/Fi5cqDvuuEOSVFFRobi4OPXv398/zhijcePG6Y033tChQ4d02mmnha8hAIAVvvzyS/Xp00cXXXSR1q5d22D/M888o2uuuUYrVqzQtGnTolBh6Ag2iAbeigY04tTfsdm8ebPWrVun2bNnNwg1klRSUqLBgwfrV7/6lb788ktJ0oABA+qFGunrt8NNmTJFHo9Hf//73yPaAwAgNnXp0kVXX321NmzYoIMHDzbYv3z5ciUlJemb3/xmo79js3XrVo0fP149e/ZUly5dNGDAAH3ve9+rN4fP59NDDz2k4cOHq3PnzurVq5cmTJigrVu3+sd89dVXWrBggQYOHCiXy6XTTz9dP/3pT+XxeOrNFch6J/+Ozfz58/XjH/9Y0tfnwrq3en/44Ye6/PLLNWLEiEa/LmeddZbGjx8f8NcROBXBBgjAyy+/LEmNvmVAkuLj43XNNdfoiy++0BtvvNHsXJWVlZKknj17hrdIAIA1Zs6cqa+++krPPfdcve2ff/651q1bp6uuukpdunRp8LiDBw8qLy9PH374oe6880797ne/08yZM7V58+Z642644QbNnTtXmZmZ+tWvfqU777xTnTt3rjfu+9//vu655x6df/75euCBB3T55ZerpKRE06dPD3q9k1199dWaMWOGJOmBBx7QU089paeeekq9evXStddeqx07dmjXrl31HrNlyxZ98MEH+u53vxv4FxE4lQE6qIKCAtPUITBr1izTv39///0pU6YYSeaLL75ocr4XXnjBSDIPP/xwk2MOHTpkevfubS699NLWlg0AaAe++uork56ebnJycuptf/TRR40ks27dOmOMMUuWLDGSTEVFhTHGmFWrVhlJZsuWLU3O/Ze//MVIMj/60Y8a7PP5fMYYY7Zv324kme9///v19t9+++1GkvnLX/4S8HrGGCPJzJs3z3//17/+db266xw+fNh07tzZ3HHHHfW2/+hHPzKnnXaaOXbsWLPrAM3hig0QgLpPrklKSmpyTN2+qqqqRvf7fD7NnDlThw8f1u9+97vwFwkAsEanTp00ffp0bdq0qd7bzJYvX64+ffpo7NixjT4uNTVV0tcfUOP1ehsd86c//UkOh0Pz5s1rsK/uAwjWrFkjSSosLKy3/7bbbpMk/fnPfw54vWCkpKRo8uTJeuaZZ/y/41pbW6tnn31WU6ZM4XdPERKCDRCAutDS3EdzthR+br75Zq1du1Z//OMfm3x/MQCg45g5c6akr8OMJH3yySf661//qunTp/s/YfNUl19+uaZOnari4mL17NlTkydP1pIlS+r9Xsy+ffuUkZGh7t27N7n2P/7xD8XFxWnQoEH1tqelpSk1NVX/+Mc/Al4vWNddd50++ugj/fWvf5UkrV+/XgcOHNC1117b6jkBiWADBOTss8+WJO3YsaPJMXX7zjnnnAb7iouL9cgjj2jhwoX8ww0AkCSNHDlSQ4YM0TPPPCNJ/qsYdYGnMQ6HQ88//7w2bdqkOXPm6NNPP9X3vvc9jRw5UseOHQu6hpY+Qjrc60nS+PHj1adPH/+fYXj66aeVlpamcePGtWo+oA7BBgjAv//7v0v6+m/fNKa2tlbLly9Xt27ddPHFF9fbt2jRIs2fP19z5871fxQ0AADS11dtdu3apR07dmj58uUaPHiwLrjgghYfd+GFF+ree+/V1q1btWzZMr333ntasWKFJGngwIH67LPP9Pnnnzf5+P79+8vn82nPnj31th84cECHDx9u8Kmeza3XmOYCU6dOnXTNNdfo+eef1xdffKHVq1drxowZTV6lAgJFsAECcNFFF2ncuHFasmSJXnnllQb7f/azn+mDDz7QT37yk3qfYvPss8/qRz/6kWbOnKnf/va3bVkyAMACdVdn7rnnHm3fvr3ZqzWS9MUXXzT4+2vnnnuuJPnfHjZ16lQZYxr9Q9B1j/3GN74hSXrwwQfr7a87V02cODHg9RpT97syhw8fbnT/tddeqy+++EL/8R//oWPHjvFpaAiL+GgXANjiySef1NixYzV58mRdc801uvTSS+XxePTCCy+orKxM06ZN839uvyS9/fbbuu6669SjRw+NHTtWy5YtqzffRRddpDPOOKOt2wAAxJABAwbooosu0osvvihJLQabJ554Qo888oiuuuoqDRw4UEePHtVjjz2m5ORkf1i54oordO211+rhhx/Wnj17NGHCBPl8Pv31r3/VFVdcoTlz5mjEiBGaNWuW/uu//kuHDx/W5ZdfrrfffltPPPGEpkyZoiuuuCLg9RozcuRISV//4G/69OlyOp2aNGmSP/Ccd955GjZsmFauXKmzzz5b559/fshfS4BgAwQoPT1db7/9tn7zm99o5cqV+tOf/qT4+HhlZWVp6dKluu666+pden///fd14sQJ/fOf/2zwh8wkacmSJQQbAIBmzpypN998U6NHj27wy/ynqgsgK1as0IEDB5SSkqLRo0dr2bJlGjBggH/ckiVLlJWVpccff1w//vGPlZKSolGjRumiiy7yj/njH/+oM844Q0uXLtWqVauUlpamoqKiep+mFuh6p7rgggu0YMECPfroo1q7dq18Pp8qKirqferZddddp5/85Cf87inCxmFOvb4IAAAARNhDDz2kW2+9VR9++KH69esX7XLQDhBsAAAA0KaMMRoxYoR69Oih1157LdrloJ3grWgAAABoE9XV1XrppZf02muvaefOnf7fLQLCgSs2AAAAaBMffvihBgwYoNTUVP3nf/6n7r333miXhHaEYAMAAADAevwdGwAAAADWI9gAAAAAsF7MfXiAz+fTZ599pqSkpHp/EwQA0DJjjI4ePaqMjAzFxfGzq1jAeQ0AWi+Y81rMBZvPPvtMmZmZ0S4DAKz28ccfq2/fvtEuA+K8BgDhEMh5LeaCTVJSkqSvi09OTg768V6vV6WlpcrLy5PT6Qx3eW2KXmITvcQmevlaVVWVMjMz/f+WIvoCPa/xPRyb6CU2tZde2ksfUuR6Cea8FnPBpu4yfXJycquDTWJiopKTk9vFNwi9xB56iU30Uh9veYodgZ7X+B6OTfQSm9pLL+2lDynyvQRyXuMN2AAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAoBnz58+Xw+GodxsyZEi0ywIAnCI+2gUAABDrhg4dqvXr1/vvx8dz+gSAWMO/zAAAtCA+Pl5paWnRLgMA0AyCDQAALdizZ48yMjLUuXNn5eTkqKSkRP369Wt0rMfjkcfj8d+vqqqSJHm9Xnm93ibXqNvX3Bhb0EtsopfY0176kCLXSzDztdtgM2z+OnlqHc2O+XDhxDaqBgBgq+zsbC1dulRnnXWW9u/fr+LiYl166aXatWuXkpKSGowvKSlRcXFxg+2lpaVKTExscT232x2WumMBvcQmeok97aUPKfy91NTUBDy23QYbAADCIT8/3///WVlZys7OVv/+/fXcc8/phhtuaDC+qKhIhYWF/vtVVVXKzMxUXl6ekpOTm1zH6/XK7XYrNzdXTqezVbUOm78uoHG75o9v1fyBru2KM1owyqe7t8bJ46v/Q8ZIrB1J4XheYgW9xJ720ocUuV7qrnoHgmADAEAQUlNTdeaZZ2rv3r2N7ne5XHK5XA22O53OgE72gY5rTEvvVDh5jXBrbG2Pz9Fgu60v3kJ5XmINvcSe9tKHFP5egpmLj3sGACAIx44d0759+5Senh7tUgAAJyHYAADQjNtvv13l5eX68MMP9eabb+qqq65Sp06dNGPGjGiXBgA4CW9FAwCgGZ988olmzJihQ4cOqVevXrrkkku0efNm9erVK9qlAQBOQrABAKAZK1asiHYJAIAA8FY0AAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsF5QwWbx4sXKyspScnKykpOTlZOTo1dffdW///jx4yooKFCPHj3UtWtXTZ06VQcOHAh70QAAAABwsqCCTd++fbVw4UJt27ZNW7du1ZVXXqnJkyfrvffekyTdeuutevnll7Vy5UqVl5frs88+09VXXx2RwgEAAACgTnwwgydNmlTv/r333qvFixdr8+bN6tu3rx5//HEtX75cV155pSRpyZIlOvvss7V582ZdeOGF4asaAAAAAE4SVLA5WW1trVauXKnq6mrl5ORo27Zt8nq9GjdunH/MkCFD1K9fP23atKnJYOPxeOTxePz3q6qqJEler1derzfouuoe44ozAY+NVXX1xXqdgaCX2EQvsSmUXtpD/wAAtEbQwWbnzp3KycnR8ePH1bVrV61atUrnnHOOtm/froSEBKWmptYb36dPH1VWVjY5X0lJiYqLixtsLy0tVWJiYrDl+S0Y5WtxzJo1a1o9f1tyu93RLiFs6CU20Utsak0vNTU1EagEAIDYF3SwOeuss7R9+3YdOXJEzz//vGbNmqXy8vJWF1BUVKTCwkL//aqqKmVmZiovL0/JyclBz+f1euV2u3X31jh5fI5mx+6aPz7o+dtSXS+5ublyOp3RLick9BKb6CU2hdJL3VVvAAA6mqCDTUJCggYNGiRJGjlypLZs2aKHHnpI06ZN04kTJ3T48OF6V20OHDigtLS0JudzuVxyuVwNtjudzpBenHh8Dnlqmw82trz4CfVrEUvoJTbRS2xqTS/tpXcAAIIV8t+x8fl88ng8GjlypJxOpzZs2ODft3v3bn300UfKyckJdRkAAAAAaFJQV2yKioqUn5+vfv366ejRo1q+fLnKysq0bt06paSk6IYbblBhYaG6d++u5ORk3XzzzcrJyeET0QAAAABEVFDB5uDBg7ruuuu0f/9+paSkKCsrS+vWrVNubq4k6YEHHlBcXJymTp0qj8ej8ePH65FHHolI4QAAAABQJ6hg8/jjjze7v3Pnzlq0aJEWLVoUUlEAAAAAEIyQf8cGAAAAAKKNYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAIwsKFC+VwODR37txolwIAOAnBBgCAAG3ZskV/+MMflJWVFe1SAACnINgAABCAY8eOaebMmXrsscfUrVu3aJcDADhFfLQLAADABgUFBZo4caLGjRunX/ziF02O83g88ng8/vtVVVWSJK/XK6/X2+Tj6vY1N6Ylrk4moHGhrBHI2q44U++/kV47ksLxvMQKeok97aUPKXK9BDMfwQYAgBasWLFC77zzjrZs2dLi2JKSEhUXFzfYXlpaqsTExBYf73a7W1WjJN03OrBxa9asafUaway9YJSvTdZuC6E8L7GGXmJPe+lDCn8vNTU1AY8l2AAA0IyPP/5Yt9xyi9xutzp37tzi+KKiIhUWFvrvV1VVKTMzU3l5eUpOTm7ycV6vV263W7m5uXI6nfX2DZu/rvUNNGLX/PEBjWvtuq44owWjfLp7a5w8PkdE145ELyfP2dzzEm7h7vlUbdlLpLWXXtpLH1Lkeqm76h0Igg0AAM3Ytm2bDh48qPPPP9+/rba2Vhs3btTvf/97eTwederUyb/P5XLJ5XI1mMfpdAZ0sm9snKfW0cTo1gn0RUeo63p8jgZzhHvtSPTS2JyBPn+hCHfPzT3e9hfRddpLL+2lDyn8vQQzF8EGAIBmjB07Vjt37qy37frrr9eQIUN0xx131As1AIDoIdgAANCMpKQkDRs2rN620047TT169GiwHQAQPXzcMwAAAADrccUGAIAglZWVRbsEAMApuGIDAAAAwHoEGwAAAADWCyrYlJSU6IILLlBSUpJ69+6tKVOmaPfu3fXGjBkzRg6Ho97thz/8YViLBgAAAICTBRVsysvLVVBQoM2bN8vtdsvr9SovL0/V1dX1xt14443av3+//3bfffeFtWgAAAAAOFlQHx6wdu3aeveXLl2q3r17a9u2bbrsssv82xMTE5WWlhaeCgEAAACgBSH9js2RI0ckSd27d6+3fdmyZerZs6eGDRumoqIi1dTUhLIMAAAAADSr1R/37PP5NHfuXF188cX1/kDZNddco/79+ysjI0M7duzQHXfcod27d+uFF15odB6PxyOPx+O/X1VVJUnyer3yer1B11X3GFecCXhsrKqrL9brDAS9xCZ6iU2h9NIe+gcAoDVaHWwKCgq0a9cuvf766/W2/+AHP/D///Dhw5Wenq6xY8dq3759GjhwYIN5SkpKVFxc3GB7aWmpEhMTW1ueFozytThmzZo1rZ6/Lbnd7miXEDb0EpvoJTa1pheukAMAOqpWBZs5c+bolVde0caNG9W3b99mx2ZnZ0uS9u7d22iwKSoqUmFhof9+VVWVMjMzlZeXp+Tk5KBr83q9crvduntrnDw+R7Njd80fH/T8bamul9zcXDmdzmiXExJ6iU30EptC6aXuqjcAAB1NUMHGGKObb75Zq1atUllZmQYMGNDiY7Zv3y5JSk9Pb3S/y+WSy+VqsN3pdIb04sTjc8hT23ywseXFT6hfi1hCL7GJXmJTa3ppL70DABCsoIJNQUGBli9frhdffFFJSUmqrKyUJKWkpKhLly7at2+fli9frm984xvq0aOHduzYoVtvvVWXXXaZsrKyItIAAAAAAAQVbBYvXizp6z/CebIlS5Zo9uzZSkhI0Pr16/Xggw+qurpamZmZmjp1qu66666wFQwAAAAApwr6rWjNyczMVHl5eUgFAQAAAECwQvo7NgAAAAAQCwg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAekEFm5KSEl1wwQVKSkpS7969NWXKFO3evbvemOPHj6ugoEA9evRQ165dNXXqVB04cCCsRQMAAADAyYIKNuXl5SooKNDmzZvldrvl9XqVl5en6upq/5hbb71VL7/8slauXKny8nJ99tlnuvrqq8NeOAAAAADUCSrYrF27VrNnz9bQoUM1YsQILV26VB999JG2bdsmSTpy5Igef/xx/fa3v9WVV16pkSNHasmSJXrzzTe1efPmiDQAAEAkLV68WFlZWUpOTlZycrJycnL06quvRrssAMAp4kN58JEjRyRJ3bt3lyRt27ZNXq9X48aN848ZMmSI+vXrp02bNunCCy9sMIfH45HH4/Hfr6qqkiR5vV55vd6ga6p7jCvOBDw2VtXVF+t1BoJeYhO9xKZQemkP/ceavn37auHChRo8eLCMMXriiSc0efJkvfvuuxo6dGi0ywMA/J9WBxufz6e5c+fq4osv1rBhwyRJlZWVSkhIUGpqar2xffr0UWVlZaPzlJSUqLi4uMH20tJSJSYmtrY8LRjla3HMmjVrWj1/W3K73dEuIWzoJTbRS2xqTS81NTURqKRjmzRpUr379957rxYvXqzNmzcTbAAghrQ62BQUFGjXrl16/fXXQyqgqKhIhYWF/vtVVVXKzMxUXl6ekpOTg57P6/XK7Xbr7q1x8vgczY7dNX980PO3pbpecnNz5XQ6o11OSOglNtFLbAqll7qr3oiM2tparVy5UtXV1crJyWl0TGvfidDclTpXp5bfhRCMQK/stXbdundNNPbuiXCvHYleTp6zLa8Gh7vnph7XHq7stpde2ksfUuR6CWa+VgWbOXPm6JVXXtHGjRvVt29f//a0tDSdOHFChw8frnfV5sCBA0pLS2t0LpfLJZfL1WC70+kM6cWJx+eQp7b5YGPLi59QvxaxhF5iE73Eptb00l56jzU7d+5UTk6Ojh8/rq5du2rVqlU655xzGh0b6jsRGrtSd9/o4GtuTqDvWAh13cbePRHutSPRS2NztsXV4HD33JSOfmU7FrWXPqTw9xLMOxGCCjbGGN18881atWqVysrKNGDAgHr7R44cKafTqQ0bNmjq1KmSpN27d+ujjz5q8idbAADEurPOOkvbt2/XkSNH9Pzzz2vWrFkqLy9vNNy09p0IzV2pGzZ/XfiaUeDvWGjtuq44owWjfAG9eyJUkejl5DnD8byEu8bWvuOEK9uxp730IUWul2DeiRBUsCkoKNDy5cv14osvKikpyf97MykpKerSpYtSUlJ0ww03qLCwUN27d1dycrJuvvlm5eTkNPrBAQAA2CAhIUGDBg2S9PUP8bZs2aKHHnpIf/jDHxqMDfWdCI2Na+kdCMEK9EVHqOsG8u6JUEWil8bmDOV5CXeNob5o7OhXtmNRe+lDCn8vwcwVVLBZvHixJGnMmDH1ti9ZskSzZ8+WJD3wwAOKi4vT1KlT5fF4NH78eD3yyCPBLAMAQEzz+Xz1fo8GABB9Qb8VrSWdO3fWokWLtGjRolYXBQBArCgqKlJ+fr769euno0ePavny5SorK9O6deF9exgAIDQh/R0bAADau4MHD+q6667T/v37lZKSoqysLK1bt065ubnRLg0AcBKCDQAAzXj88cejXQIAIABx0S4AAAAAAEJFsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6wUdbDZu3KhJkyYpIyNDDodDq1evrrd/9uzZcjgc9W4TJkwIV70AAAAA0EDQwaa6ulojRozQokWLmhwzYcIE7d+/33975plnQioSAAAAAJoTH+wD8vPzlZ+f3+wYl8ultLS0VhcFAAAAAMEIOtgEoqysTL1791a3bt105ZVX6he/+IV69OjR6FiPxyOPx+O/X1VVJUnyer3yer1Br133GFecCXhsrKqrL9brDAS9xCZ6iU2h9NIe+gcAoDXCHmwmTJigq6++WgMGDNC+ffv005/+VPn5+dq0aZM6derUYHxJSYmKi4sbbC8tLVViYmKr61gwytfimDVr1rR6/rbkdrujXULY0EtsopfY1JpeampqIlAJAACxL+zBZvr06f7/Hz58uLKysjRw4ECVlZVp7NixDcYXFRWpsLDQf7+qqkqZmZnKy8tTcnJy0Ot7vV653W7dvTVOHp+j2bG75o8Pev62VNdLbm6unE5ntMsJCb3EJnqJTaH0UnfVGwCAjiYib0U72RlnnKGePXtq7969jQYbl8sll8vVYLvT6QzpxYnH55CntvlgY8uLn1C/FrGEXmITvcSm1vTSXnoHACBYEf87Np988okOHTqk9PT0SC8FAAAAoIMK+orNsWPHtHfvXv/9iooKbd++Xd27d1f37t1VXFysqVOnKi0tTfv27dNPfvITDRo0SOPHx/bbvgAAAADYK+hgs3XrVl1xxRX++3W/HzNr1iwtXrxYO3bs0BNPPKHDhw8rIyNDeXl5WrBgQaNvNwMAAACAcAg62IwZM0bGNP1RyuvWrQupIAAAAAAIVsR/xwYAAAAAIo1gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAoBklJSW64IILlJSUpN69e2vKlCnavXt3tMsCAJyCYAMAQDPKy8tVUFCgzZs3y+12y+v1Ki8vT9XV1dEuDQBwkqD/QCcAAB3J2rVr691funSpevfurW3btumyyy6LUlUAgFNxxQYAgCAcOXJEktS9e/coVwIAOBlXbAAACJDP59PcuXN18cUXa9iwYY2O8Xg88ng8/vtVVVWSJK/XK6/X2+TcdfsaG+PqZEIpu8m1WtLadV1xpt5/IykSvZw8Zziel3DXGOh8TT2utY+PJe2ll/bShxS5XoKZj2ADAECACgoKtGvXLr3++utNjikpKVFxcXGD7aWlpUpMTGxxDbfb3WDbfaODq7Mla9asCWhcqOsuGOULbYIARKKXxuYM5XkJd42BzteUxnqxVXvppb30IYW/l5qamoDHEmwAAAjAnDlz9Morr2jjxo3q27dvk+OKiopUWFjov19VVaXMzEzl5eUpOTm5ycd5vV653W7l5ubK6XTW2zds/rrQG2hDrjijBaN8untrnDw+R7TLCdqu+eP9/x+O5+Xk+ZoT7vlOnTMcz0swaweqNX0397zYpL30IUWul7qr3oEg2AAA0AxjjG6++WatWrVKZWVlGjBgQLPjXS6XXC5Xg+1OpzOgk31j4zy19oUDSfL4HFbW3tjzFMrzEuiLvHDP19ScoTwvkXjxHUrfgR5Xsa699CGFv5dg5iLYAADQjIKCAi1fvlwvvviikpKSVFlZKUlKSUlRly5dolwdAKAOn4oGAEAzFi9erCNHjmjMmDFKT0/335599tlolwYAOAlXbAAAaIYxkf9kLwBA6LhiAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA68VHuwC0bNj8dfLUOpod8+HCiW1UDYBQnH7nn1sc4+pkdN/oNigGAIB2hCs2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYL+hgs3HjRk2aNEkZGRlyOBxavXp1vf3GGN1zzz1KT09Xly5dNG7cOO3Zsydc9QIAAABAA0EHm+rqao0YMUKLFi1qdP99992nhx9+WI8++qjeeustnXbaaRo/fryOHz8ecrEAAAAA0JigP+45Pz9f+fn5je4zxujBBx/UXXfdpcmTJ0uSnnzySfXp00erV6/W9OnTQ6sWAAAAABoR1t+xqaioUGVlpcaNG+fflpKSouzsbG3atCmcSwEAAACAX1j/QGdlZaUkqU+fPvW29+nTx7/vVB6PRx6Px3+/qqpKkuT1euX1eoOuoe4xrjgT8NhY1R57ifU6A0EvscmWXlydWj6e6475UP4NBACgowlrsGmNkpISFRcXN9heWlqqxMTEVs+7YJSvxTFr1qxp9fxtqT314na7o11C2NBLbIr1Xu4bHfjY1vRSU1MT9GMAAGgPwhps0tLSJEkHDhxQenq6f/uBAwd07rnnNvqYoqIiFRYW+u9XVVUpMzNTeXl5Sk5ODroGr9crt9utu7fGyeNzNDt21/zxQc/fltpjL7m5uXI6ndEuJyT0Epts6WXY/HUtjnHFGS0Y5WtVL3VXvQEA6GjCGmwGDBigtLQ0bdiwwR9kqqqq9NZbb+mmm25q9DEul0sul6vBdqfTGdKLE4/PIU9t82Egll/8nKw99RLq8xpL6CU2xXovLR3LJ2tNL7HcOwAAkRR0sDl27Jj27t3rv19RUaHt27ere/fu6tevn+bOnatf/OIXGjx4sAYMGKC7775bGRkZmjJlSjjrBgAAAAC/oIPN1q1bdcUVV/jv172NbNasWVq6dKl+8pOfqLq6Wj/4wQ90+PBhXXLJJVq7dq06d+4cvqoBAAAA4CRBB5sxY8bImKY/1cfhcOjnP/+5fv7zn4dUGAAAAAAEKqx/xwYAAAAAooFgAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAKAZGzdu1KRJk5SRkSGHw6HVq1dHuyQAQCMINgAANKO6ulojRozQokWLol0KAKAZ8dEuAACAWJafn6/8/PxolwEAaAFXbAAAAABYjys2AACEkcfjkcfj8d+vqqqSJHm9Xnm93iYfV7evsTGuTibMVUaWK87U+69tTn4OwvG8NPe8R3K+U+cMx/MSzNqBak3fzT0vNmkvfUiR6yWY+Qg2AACEUUlJiYqLixtsLy0tVWJiYouPd7vdDbbdNzospbW5BaN80S6hVdasWdNgWyjPS2PzNSbc8zU1ZyjPSzBrByqUvht7XmzUXvqQwt9LTU1NwGMJNgAAhFFRUZEKCwv996uqqpSZmam8vDwlJyc3+Tiv1yu3263c3Fw5nc56+4bNXxexeiPBFWe0YJRPd2+Nk8fniHY5IYnFXnbNHx/w2JO/d2Kxl9Zqrpdgvj6BiMTxV1djc8d9JATTS6Bfx7o5W/r+au3zUnfVOxAEGwAAwsjlcsnlcjXY7nQ6A3rh0tg4T62dL0I9Poe1tZ8qlnoJ5gVwYzXHUi+haqyXcAeESHytTq0x0H8fQhVML4HWc+qcTX1/tba/YB5HsAEAoBnHjh3T3r17/fcrKiq0fft2de/eXf369YtiZQCAkxFsAABoxtatW3XFFVf479e9zWzWrFlaunRplKoCAJyKYAMAQDPGjBkjY+z8dC8A6Ej4OzYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAemEPNvPnz5fD4ah3GzJkSLiXAQAAAAC/iHzc89ChQ7V+/fp/LRLPp0oDAAAAiJyIJI74+HilpaVFYmoAAAAAaCAiwWbPnj3KyMhQ586dlZOTo5KSEvXr16/RsR6PRx6Px3+/qqpKkuT1euX1eoNeu+4xrriW/5haa+ZvS+2xl1ivMxD0Epts6cXVqeXjue6YD+XfQAAAOpqwB5vs7GwtXbpUZ511lvbv36/i4mJdeuml2rVrl5KSkhqMLykpUXFxcYPtpaWlSkxMbHUdC0b5WhyzZs2aVs/fltpTL263O9olhA29xKZY7+W+0YGPbU0vNTU1QT8GAID2IOzBJj8/3///WVlZys7OVv/+/fXcc8/phhtuaDC+qKhIhYWF/vtVVVXKzMxUXl6ekpOTg17f6/XK7Xbr7q1x8vgczY7dNX980PO3pfbYS25urpxOZ7TLCQm9xCZbehk2f12LY1xxRgtG+VrVS91VbwAAOpqI/1Z/amqqzjzzTO3du7fR/S6XSy6Xq8F2p9MZ0osTj88hT23zYSCWX/ycrD31EurzGkvoJTbFei8tHcsna00vsdw7AACRFPG/Y3Ps2DHt27dP6enpkV4KAAAAQAcV9mBz++23q7y8XB9++KHefPNNXXXVVerUqZNmzJgR7qUAAAAAQFIE3or2ySefaMaMGTp06JB69eqlSy65RJs3b1avXr3CvRQAAAAASIpAsFmxYkW4pwQAAACAZkX8d2wAAAAAINIINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYj2ADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACwHsEGAAAAgPUINgAAAACsR7ABAAAAYD2CDQAAAADrEWwAAAAAWI9gAwAAAMB6BBsAAAAA1iPYAAAAALAewQYAAACA9Qg2AAAAAKxHsAEAAABgPYINAAAAAOsRbAAAAABYL2LBZtGiRTr99NPVuXNnZWdn6+23347UUgAARBznNQCIbREJNs8++6wKCws1b948vfPOOxoxYoTGjx+vgwcPRmI5AAAiivMaAMS+iASb3/72t7rxxht1/fXX65xzztGjjz6qxMRE/fd//3cklgMAIKI4rwFA7IsP94QnTpzQtm3bVFRU5N8WFxencePGadOmTQ3GezweeTwe//0jR45Ikj7//HN5vd6g1/d6vaqpqVG8N061PkezYw8dOhT0/G2pPfZy6NAhOZ3OaJcTEnqJTbb0Ev9VdctjfEY1Nb5W9XL06FFJkjGmVfWhobY6rzX3PRzI900sqfseDuT8FetisZdgzvknf+/EYi+t1Vwv4X5NFInjr67Gtj53BdNLoF/Hujlb+v5q7fMS1HnNhNmnn35qJJk333yz3vYf//jHZvTo0Q3Gz5s3z0jixo0bN25hvH388cfh/ue9w+K8xo0bN27RvwVyXgv7FZtgFRUVqbCw0H/f5/Pp888/V48ePeRwBP/ThKqqKmVmZurjjz9WcnJyOEttc/QSm+glNtHL14wxOnr0qDIyMiJUHVrS2vMa38OxiV5iU3vppb30IUWul2DOa2EPNj179lSnTp104MCBetsPHDigtLS0BuNdLpdcLle9bampqSHXkZycbP03SB16iU30EpvoRUpJSYlANR1XW5/X+B6OTfQSm9pLL+2lDykyvQR6Xgv7hwckJCRo5MiR2rBhg3+bz+fThg0blJOTE+7lAACIKM5rAGCHiLwVrbCwULNmzdKoUaM0evRoPfjgg6qurtb1118fieUAAIgozmsAEPsiEmymTZumf/7zn7rnnntUWVmpc889V2vXrlWfPn0isVw9LpdL8+bNa/A2ABvRS2yil9hEL4iktjivtafnnV5iE73EnvbShxQbvTiM4TNBAQAAANgtIn+gEwAAAADaEsEGAAAAgPUINgAAAACsR7ABAAAAYL2YDzaLFi3S6aefrs6dOys7O1tvv/12s+NXrlypIUOGqHPnzho+fLjWrFlTb78xRvfcc4/S09PVpUsXjRs3Tnv27IlkC37h7mX27NlyOBz1bhMmTIhkC37B9PLee+9p6tSpOv300+VwOPTggw+GPGc4hbuX+fPnN3hehgwZEsEO/iWYXh577DFdeuml6tatm7p166Zx48Y1GG/L8RJIL9E8XqTg+nnhhRc0atQopaam6rTTTtO5556rp556qt6YaD43CK+NGzdq0qRJysjIkMPh0OrVq6NdUquVlJToggsuUFJSknr37q0pU6Zo9+7d0S6rVRYvXqysrCz/HxvMycnRq6++Gu2yQrZw4UI5HA7NnTs32qUELZrn10j49NNP9d3vflc9evRQly5dNHz4cG3dujXaZQWt7jXRqbeCgoI2ryWmg82zzz6rwsJCzZs3T++8845GjBih8ePH6+DBg42Of/PNNzVjxgzdcMMNevfddzVlyhRNmTJFu3bt8o+577779PDDD+vRRx/VW2+9pdNOO03jx4/X8ePHretFkiZMmKD9+/f7b88880xE+2hNLzU1NTrjjDO0cOHCRv9Kd2vmDJdI9CJJQ4cOrfe8vP7665FqwS/YXsrKyjRjxgy99tpr2rRpkzIzM5WXl6dPP/3UP8aW4yWQXqToHC9S8P10795dP/vZz7Rp0ybt2LFD119/va6//nqtW7fOPyZazw3Cr7q6WiNGjNCiRYuiXUrIysvLVVBQoM2bN8vtdsvr9SovL0/V1dXRLi1offv21cKFC7Vt2zZt3bpVV155pSZPnqz33nsv2qW12pYtW/SHP/xBWVlZ0S6l1aJxfo2EL774QhdffLGcTqdeffVVvf/++/rNb36jbt26Rbu0oG3ZsqXec+J2uyVJ3/72t9u+GBPDRo8ebQoKCvz3a2trTUZGhikpKWl0/He+8x0zceLEetuys7PNf/zHfxhjjPH5fCYtLc38+te/9u8/fPiwcblc5plnnolAB/8S7l6MMWbWrFlm8uTJEam3OcH2crL+/fubBx54IKxzhiISvcybN8+MGDEijFUGJtSv4VdffWWSkpLME088YYyx63g51am9GBO948WY8Hx/n3feeeauu+4yxkT3uUFkSTKrVq2Kdhlhc/DgQSPJlJeXR7uUsOjWrZv54x//GO0yWuXo0aNm8ODBxu12m8svv9zccsst0S4paNE6v0bCHXfcYS655JJolxERt9xyixk4cKDx+XxtvnbMXrE5ceKEtm3bpnHjxvm3xcXFady4cdq0aVOjj9m0aVO98ZI0fvx4//iKigpVVlbWG5OSkqLs7Owm5wyHSPRSp6ysTL1799ZZZ52lm266SYcOHQp/AydpTS/RmDPa6+7Zs0cZGRk644wzNHPmTH300UehltuscPRSU1Mjr9er7t27S7LreDnVqb3UaevjRQq9H2OMNmzYoN27d+uyyy6TFL3nBgjWkSNHJKnBsWib2tparVixQtXV1crJyYl2Oa1SUFCgiRMnNnhtYZu2Pr9GyksvvaRRo0bp29/+tnr37q3zzjtPjz32WLTLCtmJEyf09NNP63vf+54cDkebrx+zweb//b//p9ra2gZ/1blPnz6qrKxs9DGVlZXNjq/7bzBzhkMkepG+flvNk08+qQ0bNuhXv/qVysvLlZ+fr9ra2vA38X9a00s05ozmutnZ2Vq6dKnWrl2rxYsXq6KiQpdeeqmOHj0aaslNCkcvd9xxhzIyMvwnPZuOl1Od2osUneNFan0/R44cUdeuXZWQkKCJEyfqd7/7nXJzcyVF77kBguHz+TR37lxdfPHFGjZsWLTLaZWdO3eqa9eucrlc+uEPf6hVq1bpnHPOiXZZQVuxYoXeeecdlZSURLuUkETj/Bopf//737V48WINHjxY69at00033aQf/ehHeuKJJ6JdWkhWr16tw4cPa/bs2VFZPz4qqyIspk+f7v//4cOHKysrSwMHDlRZWZnGjh0bxco6tvz8fP//Z2VlKTs7W/3799dzzz2nG264IYqVNW3hwoVasWKFysrK1Llz52iXE5KmerHteElKStL27dt17NgxbdiwQYWFhTrjjDM0ZsyYaJcGBKSgoEC7du2y9ncgJOmss87S9u3bdeTIET3//POaNWuWysvLrQo3H3/8sW655Ra53W7r/3238fzaFJ/Pp1GjRumXv/ylJOm8887Trl279Oijj2rWrFlRrq71Hn/8ceXn5ysjIyMq68fsFZuePXuqU6dOOnDgQL3tBw4caPKXttPS0podX/ffYOYMh0j00pgzzjhDPXv21N69e0Mvugmt6SUac8bSuqmpqTrzzDNj9nm5//77tXDhQpWWltb7hVKbjpc6TfXSmLY4XqTW9xMXF6dBgwbp3HPP1W233aZvfetb/p+2Ruu5AQI1Z84cvfLKK3rttdfUt2/faJfTagkJCRo0aJBGjhypkpISjRgxQg899FC0ywrKtm3bdPDgQZ1//vmKj49XfHy8ysvL9fDDDys+Pj7iV60jqS3Or5GSnp7eICCfffbZ1r61TpL+8Y9/aP369fr+978ftRpiNtgkJCRo5MiR2rBhg3+bz+fThg0bmnx/a05OTr3xkuR2u/3jBwwYoLS0tHpjqqqq9NZbb0X0PbOR6KUxn3zyiQ4dOqT09PTwFN6I1vQSjTljad1jx45p3759Mfm83HfffVqwYIHWrl2rUaNG1dtn0/EiNd9LY9rieJHC933m8/nk8XgkRe+5AVpijNGcOXO0atUq/eUvf9GAAQOiXVJYnXwc2mLs2LHauXOntm/f7r+NGjVKM2fO1Pbt29WpU6dol9hqbXF+jZSLL764wUehf/DBB+rfv3+UKgrdkiVL1Lt3b02cODF6RbT5xxUEYcWKFcblcpmlS5ea999/3/zgBz8wqampprKy0hhjzLXXXmvuvPNO//g33njDxMfHm/vvv9/87W9/M/PmzTNOp9Ps3LnTP2bhwoUmNTXVvPjii2bHjh1m8uTJZsCAAebLL7+0qpejR4+a22+/3WzatMlUVFSY9evXm/PPP98MHjzYHD9+PKZ68Xg85t133zXvvvuuSU9PN7fffrt59913zZ49ewKe06ZebrvtNlNWVmYqKirMG2+8YcaNG2d69uxpDh48GFO9LFy40CQkJJjnn3/e7N+/3387evRovTE2HC8t9RLN46U1/fzyl780paWlZt++feb99983999/v4mPjzePPfZYvZ6j8dwg/I4ePer/d0WS+e1vf2veffdd849//CPapQXtpptuMikpKaasrKzesVhTUxPt0oJ25513mvLyclNRUWF27Nhh7rzzTuNwOExpaWm0SwuZrZ+KFq3zayS8/fbbJj4+3tx7771mz549ZtmyZSYxMdE8/fTT0S6tVWpra02/fv3MHXfcEdU6YjrYGGPM7373O9OvXz+TkJBgRo8ebTZv3uzfd/nll5tZs2bVG//cc8+ZM8880yQkJJihQ4eaP//5z/X2+3w+c/fdd5s+ffoYl8tlxo4da3bv3t0WrYS1l5qaGpOXl2d69eplnE6n6d+/v7nxxhsjHgRa00tFRYWR1OB2+eWXBzynTb1MmzbNpKenm4SEBPNv//ZvZtq0aWbv3r0x10v//v0b7WXevHn+MbYcLy31Eu3jJdh+fvazn5lBgwaZzp07m27dupmcnByzYsWKevNF87lBeL322muNfv+eek6wQWN9SDJLliyJdmlB+973vmf69+9vEhISTK9evczYsWPbRagxxt5gE83zayS8/PLLZtiwYcblcpkhQ4aY//qv/4p2Sa22bt06Iynq5yGHMcZE/LIQAAAAAERQzP6ODQAAAAAEimADAAAAwHoEGwAAAADWI9gAAAAAsB7BBgAAAID1CDYAAAAArEewAQAAAGA9gg0AAAAA6xFsAAAAAFiPYAMAAADAegQbAAAAANYj2AAAAACw3v8HAVFgvAEQQ8MAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v_data.hist(bins=30, figsize=(10, 10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x122dc5850>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1011.11x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(\n",
    "    y=\"value\",\n",
    "    data=v_data.melt(value_vars=v_data.columns),  # type: ignore\n",
    "    col=\"variable\",\n",
    "    kind=\"box\",\n",
    "    col_wrap=2,\n",
    "    sharex=False,\n",
    "    sharey=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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792BtZUnThl6M8JlOs7frY2JsTIumDVm25vsctbOgSIqIRpuSimkh/Z4iTSFbEh9GZnpN4sPIDPlNC9mS9DAq0/wmDtaUGtWJ0x2mYlvTg/g7QcT7BRPvF4za2BjL0m7E+t43SHsKmtDdZzl+9tmqpaeTNjWFbEl67v03LWRLzJV7mZbxXz5DCw933D54ixPNxlH4oyY8Ou5LcngMIb+doPKiwRhZmpEa9zhnjcvnfv99D6dO/aN7/eBBMHv+t5UPPuzPn7v2A3Dpki/VqlXC+7NP2H/gL13e6OgYoqNjuHXLjxMnzxH28CodO7Zi69ZfM9wnOOQhAC4uhQgOfqhLd3F24vyFK5nWrXGj+lSqWJaBn4xi3pyJ7N59gPj4BLb99DufDu5jkPbnG3k0nLF161a8vb1ZsWIFnp6eLFy4kJYtW3L9+nWcnZ0z5P/5559JSnq26CA8PJxq1arx4Ycf6uVr1aoV69at073O7ZGCbAUXU6dOxdbW9t8z/guNRpOhYclJYTkuNyeKuLvi5GjPibPnKV82LZiIjYvj4tXrdH4vLQKsVrkC0TGxXLl2k0rlywBw8ux5tFqFqhXLZ1puxXJlMDY25uSZ87zT5C0A/O4FEBTykGqVM14T8SiSFes2sWH5fAC0Wi3JKSlA2reI1DdkJYOSnErMRT8cG1YmdNeZtESVCoeGlfFf+79Mr4k6exPHhpXxX/VsnN6xUVUiz9zINH+5aT25t/JPEoMiUFUvjcr42bdzlbEa1Utm2b/uUuMek5DuH/HEkEc4NKysCyaMrMyxrelBwHd7My3jv3yGFb/sz43J35ManwhGalRPekyefjZvwjLh2Ng4YmPjdK+tra0wNTVFm+4fu9RU7UtXgjz9hqoxzfwfET8/f4KCQmja5C0uPAkmrK2tqFu3BitWbciQX6PRsHjxTHr2GopWq0VtpMZElRZ0mpiYYPQGfDavwoIFCxgwYAB9+qQFaytWrGDnzp2sXbuWcePGZcjvkO5L6pYtW7CwsMgQXGg0Glxd/33puKFkK7jo2rVrppFTQREfn4B/wLPJTQ8CQ7h24za2Nta4uTrzceeOrPpuC8WLFKawuwtLV3+Ps5MjzRrWB6B0iWK8Va82U+YuYtLoYSSnpDDr6+W0bt4I50KOAISEhtF/uA+zJo6iSsVyWFtZ8n67FsxbshpbG2ssLS2Y9fVyqlWuQLXKFTLUce6ilfTq+j4uhZwAqFG1Ir/vPkD9ujX56ddd1Kha8RW8U/nD3RU7qbx4MNHn7xD1zy2KDWyDkYWGwC1pk9gqL/mUx8ER3Jq5BYB7q3ZR55dJFB/UltB9/+DWsT421UpxddSqDGU7vF0Fy9JuXB72DQBR529j6VEYp6bV0RR2REnVEnc784lwb6p7q3ZR6rP3iPcLJsH/IR5jO5MY8oiHTwMHoNZPE3j452nuPwke/u0zfF7hHk1JDo8hdM85ACJPXaf0qA+wreWBU9PqxF67T0p0wV6x9l/ExMRy+PAx5syZQELCY+75B/B2Qy8+7tGJUaPThiJKlixG5w/fZe/ew4SGhVOksDtjxgwhIeExu3bv15V1+dJhvpgwWzcRc/GSNYz3Gc7NW3e4e/c+U6eMJjAwhF9/zRj8TfhiJLt3HeD8+bRA5NjxM8ydPYH1G7by6eDeHDt2JsM1BZoBV3lkNs8wsy/ZSUlJnD17Fh8fH12aWq2mefPmHD9+PEv3+vbbb+natSuWlvpz8w4dOoSzszP29vY0bdqUGTNm4Ojo+B9b9O+yHFwYar5FXrp87SZ9h43VvZ63JO0fnQ6tmzNzwuf07f4hCQmPmTJvMTGxsdSsWokVX01HozHVXTN38hhmLviGfsN9UKtVNG/cgPEjB+vOp6Sk4ucfQMLjZz9IY4d/glqtZuQXM0hOTqZ+3VpMHDUkQ/2OnjyL/4MgZk96tmlQt07tuXLtJh8NGEmViuUY3Le7Qd+T/Czk1+OYOtpQesyHaJztiLlyj3Pd5ugmCJoVdkLRPptoHHXmBpcGp+1fUWZ8V+L9gjnfez6x1/QnAarNTKgwuw8XBy6CJxOVE4MiuPbFOiotGoQ2MZnLw5ejfZz5RLg31d2lv2FkoaHi/AEY21gQeeo657rOQZv47H2yKO6C6ZN9KuDfP8OnTAvZUmrEe5xqN0mXFv3Pbe4t/4MaP4wlKSyay8O/yf1G5lMf9fiUmTN82PDdEhwc7Ljn/4CJk+ax8kkPw+PHibzVoC7Dh/XH3t6WkJAw/vr7BA0bdSD0uWXy5ct5YGvzbJ+YL+d/g6WlBSu+mYednQ1Hj56mbfseGf4hrFSpHB90ak+tOs/21di+/Q8ave3FoQM/c+PGbXr0HJrL78IrZsBhkdmzZzN16lS9tMmTJzNlyhS9tLCwMFJTU3FxcdFLd3Fx4dq1f59gfurUKS5fvsy3336rl96qVSvef/99SpYsye3btxk/fjytW7fm+PHjubbNgUrJ4jIQtVpNcHBwrvVcJIfJ/gL5xcFK4/O6CkLkO20e/fXvmcQrk5KUu/P0Ena9fHPE7FA3/SRLPReBgYEULlyYY8eO4eXlpUsfM2YMhw8f5uRJ/dVB6X3yySccP36cixcvvjTfnTt3KF26NPv27aNZs2bZbE3WZLnnIv14nxBCCPHaMuC/eZkFEplxcnLCyMiIkJAQvfSQkJB/nS8RFxfHli1bmDbt31ftlCpVCicnJ27dupVrwYXMwBFCCCHSy4OlqKamptSqVYv9+5/Nk9Fqtezfv1+vJyMz27ZtIzExkR49evzrfQICAggPD8fNzS3LdcsuCS6EEEKIfMLb25vVq1fz3Xff4evry+DBg4mLi9OtHunZs6fehM+nvv32Wzp27JhhkmZsbCyjR4/mxIkT3L17l/3799OhQwc8PDxo2bJlrrXjzd0lSAghhHiRPJoK0KVLF0JDQ5k0aRLBwcFUr16d3bt36yZ5+vv7Z1iCfP36df7++2/27NmToTwjIyMuXrzId999R2RkJO7u7rRo0YLp06fn6l4XWZ7QmdtkQmf+IRM6hchIJnTmL7k+ofPXeQYry7zDGIOVVVBIz4UQQgiRnixiyBGZcyGEEEIIg5KeCyGEECI9A+7Q+SaS4EIIIYRIT4ZFckSGRYQQQghhUNJzIYQQQqQnPRc5IsGFEEIIkV7+2KWhwJJhESGEEEIYlPRcCCGEEOnJsEiOSHAhhBBCpCfBRY7IsIgQQgghDEp6LoQQQoj0ZBOtHJHgQgghhEhPhkVyRIILIYQQIj1ZipojMudCCCGEEAYlPRdCCCFEejIskiMSXAghhBDpSXCRIzIsIoQQQgiDkp4LIYQQIj1ZipojElwIIYQQ6ShaWS2SEzIsIoQQQgiDkp4LIYQQIj2Z0JkjElwIIYQQ6cmcixyRYREhhBBCGJT0XAghhBDpyYTOHJHgQgghhEhP5lzkiAQXQgghRHoSXOSIzLkQQgghhEFJz4UQQgiRnjxyPUckuBBCCCHSk2GRHJFhESGEEEIYlPRcCCGEEOnJUtQckeBCCCGESE926MwRGRYRQgghhEFJz4UQQgiRngyL5Ei+CS4OVhqf11UQTzS5MiuvqyCeGFx7TF5XQTxxw7lSXldBvEKKrBbJERkWEUIIIYRB5ZueCyGEECLfkGGRHJHgQgghhEhPVovkiAQXQgghRHrSc5EjMudCCCGEyEeWLVtGiRIlMDMzw9PTk1OnTr0w7/r161GpVHqHmZmZXh5FUZg0aRJubm6Ym5vTvHlzbt68mattkOBCCCGESE+rNdyRDVu3bsXb25vJkydz7tw5qlWrRsuWLXn48OELr7GxsSEoKEh33Lt3T+/8vHnzWLx4MStWrODkyZNYWlrSsmVLHj9+/J/emqyQ4EIIIYRIT6sY7siGBQsWMGDAAPr06UPFihVZsWIFFhYWrF279oXXqFQqXF1ddYeLi4vunKIoLFy4kAkTJtChQweqVq3Khg0bCAwM5Jdffvmv786/kuBCCCGEyEWJiYlER0frHYmJiRnyJSUlcfbsWZo3b65LU6vVNG/enOPHj7+w/NjYWIoXL07RokXp0KEDV65c0Z3z8/MjODhYr0xbW1s8PT1fWmZOSXAhhBBCpKdoDXbMnj0bW1tbvWP27NkZbhkWFkZqaqpezwOAi4sLwcHBmVazXLlyrF27ll9//ZUffvgBrVZL/fr1CQgIANBdl50yDUFWiwghhBDpGXC1iM8EH7y9vfXSNBqNQcr28vLCy8tL97p+/fpUqFCBlStXMn36dIPc47+Q4EIIIYTIRRqNJkvBhJOTE0ZGRoSEhOilh4SE4OrqmqV7mZiYUKNGDW7dugWguy4kJAQ3Nze9MqtXr57FFmSfDIsIIYQQ6SharcGOrDI1NaVWrVrs379fl6bVatm/f79e78TLpKamcunSJV0gUbJkSVxdXfXKjI6O5uTJk1ku87+QngshhBAivTzaRMvb25tevXpRu3Zt6taty8KFC4mLi6NPnz4A9OzZk8KFC+vmbEybNo169erh4eFBZGQkX375Jffu3aN///5A2kqSkSNHMmPGDMqUKUPJkiWZOHEi7u7udOzYMdfaIcGFEEIIkU906dKF0NBQJk2aRHBwMNWrV2f37t26CZn+/v6o1c8GHR49esSAAQMIDg7G3t6eWrVqcezYMSpWrKjLM2bMGOLi4hg4cCCRkZG89dZb7N69O8NmW4akUhQlX+xxusela15XQTwhj1zPP+SR6/nHeOvovK6CeE6pS3tytfzY0e8ZrCyrL3cYrKyCQnouhBBCiPTkwWU5IsGFEEIIkZ48uCxHZLWIEEIIIQxKei6EEEKIdBTpucgRCS6EEEKI9CS4yBEZFhFCCCGEQUnPhRBCCJFeNnbWFBlJcCGEEEKkJ8MiOSLDIkIIIYQwKOm5EEIIIdKTnosckeBCCCGESCefPBmjwJJhESGEEEIYlPRcCCGEEOnJsEiOZKvnwtfXl3Xr1nHt2jUArl27xuDBg+nbty8HDhzIlQoKIYQQr5xWMdzxBspyz8Xu3bvp0KEDVlZWxMfHs2PHDnr27Em1atXQarW0aNGCPXv20LRp09ysrxBCCJHrZPvvnMlyz8W0adMYPXo04eHhrFu3jo8++ogBAwawd+9e9u/fz+jRo5kzZ05u1lUIIYQQBUCWg4srV67Qu3dvADp37kxMTAwffPCB7nz37t25ePGiwSsohBBCvHIyLJIj2ZrQqVKpAFCr1ZiZmWFra6s7Z21tTVRUlGFrJ4QQQuQF2f07R7Lcc1GiRAlu3rype338+HGKFSume+3v74+bm5thayeEEEKIAifLPReDBw8mNTVV97py5cp653ft2iWTOYUQQrwWZEJnzmQ5uBg0aNBLz8+aNSvHlRFCCCHyBQkucuQ/baIVGRnJrVu3APDw8MDOzs6QdRJCCCFEAZatTbTu3r1L27ZtcXJywtPTE09PT5ycnGjXrh13797NpSoKIYQQr5jWgMcbKMs9F/fv36devXqYmJgwffp0KlSoAMDVq1dZvnw5Xl5enD59miJFiuRaZYUQQohXQeZc5EyWg4spU6ZQrlw5/ve//2FmZqZL79ixI5999hmtWrViypQprFmzJlcqKoQQQoiCIVvbf2/dulUvsHjK3Nyc6dOn07VrV4NWLq8U7dOCEp+2x9TZltir/viOX0f0P7dfmN+lvSceYztjVrQQ8X7B3Jy+ibD953Xniw9uR8mh7QHwW/Ib91bs1J2zrelBhTl9Odl6Akrqm9N/dub8JdZt+omr124RGh7BotkTafZ2fd15RVFYtuZ7fvp9NzExcdSoWpGJo4ZSvGhhXZ6o6BhmLfiGQ0dPolarad64AT4jBmFhYf7C+yYmJvHl0tXs2neYpORkGtStxYRRQ3BysNeVOX7GfE6du0jxIu5MH/8ZFcp66K6f8dUyiri70rtbp1x4V/KXd0d2pk77Bji4OZKSnMK9S3fYMX8zfudv6uWr0qQm7Ud8SJHyxUhOTObGyassGzjvpWV3+KwLDbs1x8LGgltnrvPDhFU8vBsMgLGpMb3mDKb6O3WICo1k48TV+B69pLu25cB3cXB3YvOUtYZvdD5jVqsKtr0/RFOxDMbOjgSPmEL8gWO680aOdjh81h9zr1qorS15fPYSYbOXkeIf+MIyrTu1xqp9c0zLlAAg8epNHi1aR+Ll67o8tr0+wK5PZwAi124lasN23TlNlfI4TRjGg4+Gwev8N+s1btqrkOU5F2FhYZQoUeKF50uVKkVERIQh6pSnXDp4UW7qx9z+6idOvONDzJV71Nrig6mTTab5bWuXpcqK4TzYdJATzcfxcNcZqq8fhVX5tOEhq4rF8BjzIRc/WczFQUvwGNcFqwpFAVAZqakwrx9Xx6x5owILgISEx5TzKMUXn3+a6fm1G7ex8affmDR6GJtWL8TczIxPvCeQmJikyzN26jxu+fmzeuEsls2bwtnzl5kyb/FL7zt38UoOHT3JghnjWb90HqFh4YwcP0N3ftV3W4iLT2Db2iXUqVGVyXOelXfhsi8Xr1zn484dc9b4AiL4TiCbJq1hcktv5n4wgfCAh3y2YQJWDs9+F2q28qT/18M4uu0gU1uPYk6nCZz89a+XlttqUEea9WnDD1+sYlbH8SQmJPLZhokYa0wAeLvbOxSvUorZ74/nyOZ9DFg0UnetUxFnGnZtzo75m3OlzfmNytyMpBt3CJu5NNPzLoumYFzEjZDhk3nQ+VNSgh7itnouKvOMXwKfMqtTjbhdhwjqO5rAHiNJDQ7FdeVsjJwdATAtWxL7IT0JGTOLkLGzsB/WG5MngQhGapwmDids2qLXO7AgbVjEUMebKMvBhZubG1evXn3h+cuXL+Pq6mqQSuWlEoPaEvDDAQK3HCbuxgOujl5DakIS7t0aZ5q/+MDWhB+8wN1v/iDuZiC35/5I9CU/ivZtCYClhzsxvv5E/H2FiL8uE+vrj6WHe9q9hrTn0YlrRJ+/86qal2809KrD8IG9aN6oQYZziqLw/Y+/MLBXV5o29KKcR0lmTRzFw7Bw9v+V9q3t9l1//j5xhqnjRlC1UnlqVqvM+M8Gs2vfYR6Ghmd6z5jYOH7+Yw9jhg3As1Z1KpUvw/QvvDl/6SoXLvsCcOeuP62bNaJEsSJ80KE1fvf8AUhOSWHal0uZNHooRkZGufSu5C+nfvsb36OXCLv/kMCbAWyd8R0WNpYUKV8cALWRmq6T+7Jt1vcc3riHEL8ggm4FcGbn8ZeW27xvW/5Ysp3ze08TcO0ea72XYOdiT40WdQFw8yjMhX1nCLwZwMENu7FxstUFND1mDmD73B94HJuQu43PJxL+Ps2jJeuJP3A0wzmT4oUxq1aRsOmLSbxyg+S7AYRNX4xao8GqdeMXlhk6bg7RW38n6fodkv3uEzr5a1RqFeaeNdLKLVmUpBt+PD51nscnz5N0ww/TkmlfiOx6d+bx2UskXrmRK+3NV2RCZ45kObjo2LEjo0aNIjQ0NMO5hw8fMnbsWDp27GjIur1yKhMjrKuWJPyvZ12wKAoRRy5hV7tsptfY1ipD+JFLemnhBy/o8sf6+mNZyg2zwo6YFXHCopQrsdfuY17cBfeujbk1e2uutaegCggMJiz8EV61a+jSrK0sqVqxHBcuXwPSehFsrK2oXOHZ51Kvdg3UahUXr17LtNyr12+SkpJCvefKLVW8KG4uzrpyy3qU4tS5C6SkpHLs5FnKli4JpPWk1KlRRe9+bxIjE2Pe7vYO8dFxBPjeBaB45VI4uDmiKAqTdn7J/FOrGbH+C9zLFn1hOU5FnbFztsf36LPnECXExHPn/E1K10x7b+/73sOjdnlMNKZUalSNyJAIYiOi8ezQkOTEZP7536lcbWuBYZrW06M815uHoqAkJ2NWs/ILLspIZaYBY2O0UTEAJN3ww6REYYxcC2Hs5oxJicIk3byLcRE3rDq2IGLJekO2QrymsjznYvLkyfz555+ULl2aHj16UL58eRRFwdfXl02bNuHq6sqkSZOyVFZiYiKJiYl6aUlKKqaqvP1GaOpgg9rYiKRQ/WekJIZGYVmmcKbXaJztMuRPCo3C1DntuStxNwO5OWsLtX78AoCbM7cQdzOQWtu+4Mb0jTg1qUbp0R+gTU7h+oTveHQi838Y3yRhEY8AcHwyD+IpRwd7wsLTzoWFP8LBzlbvvLGxEbbW1rrrM5Qb/ggTE2NsrK3SlWtH2JMhvf4fd2b6/KW07tyXwm7OTPMZyb37D/ht1342rlzA1HlLOH76HJXKl2HK2BFYW1kapM35VdWmtRi4ZCSm5hqiHj5iQY9pxD5K+0fIqZgLAO+O6MzWGesJDwilxYD2jN4ylQlNhhMXFZuhPNtCaZ9pdGikXnp0aBS2hewAOPrjAYqUL860fV8TGxHDiiELsLS1ooN3F77sOpmOn3elbvsGPPQPYf3ob4gMKfjDsf9Fst99kgNDcBjZl7Bpi9DGP8a25/sYuxbCyMkhy+U4fNaf1NBwEk6c05UbsWgdbqvSnnIdsXAtyX73cV09h4iv12DRoDb2gz9GSUkhfO5yHp+99LLiCyzlDe1xMJQsBxf29vacPHmS8ePHs2XLFiIjIwGws7Pjo48+YtasWTg4ZO0Hevbs2UydOlUvrYdFJT62ynq0XZAEbNhHwIZ9utfund8mJTaBqDM3aXB0ASdbfoHG3YEqK4fzV53hKEkpeVjbN5u1lSXzpozVS+s7bByfD+nHH3sOEhAYxO+bVzNlziJWrNvE6GED8qimhuXZoSEfzxqoe72o9yxunvbl2vHLTGszGisHaxp2bc4ny7yZ1dGHmPBo3YMMdy7bzrndJwFYN3oZXx5fSa22XhzZtPc/1SU1JZVNk/RXnfX58lP2r/+TYpVKUqNFXaa0HkWrQR3oNqUvywfP/4+tLuBSUgn5bBqFpnpT4ujPKCmpJJw4R/xfp+DJZ/NvbPt1wap1I4L6jkZJStalx2zbScy2ZxPPrd59ByUugcQLVyny21oedBuKsUshnOeNx79VT0hOzqz4gk2CixzJ1iZa9vb2LF++nPDwcIKDgwkODiY8PJwVK1ZkObAA8PHxISoqSu/oYlkh25U3tKSIaLQpqZgW0v9GrClkS+LDyEyvSXwYmSG/aSFbkh5m/oRYEwdrSo3qxLXx67Gt6UH8nSDi/YJ5dPQqamNjLEvLw9+ertwIT9cDER7xCCfHtHNOjvZEROq/xykpqUTFxOiuz1Cuoz3JySlEx+h/ow6PiMTpBT+/O3buwdrKkqYNvTh97iLN3q6PibExLZo25PQ/FzO9piA6v+8009qM1h13L6atjkpKSOThvWDu/HOT78YuR5ui5a0uzQCICk37fAJvBujKSUlKIfT+QxzdnTK9z9NrbJ70UjxlU8iWqHS9GU+V86qEe5miHPhuN+XqVeLSwXMkJSRy5o9jlKtXKSfNLvCSrt7kwYeD8fPqyL2mXQke/AVqWxuSA4L+9VrbXh9g17cLQQN9SLrh98J8ajsb7Af3IGz2MjRVypN8L4AU/0Aen76AytgIkxKZ9+qKN1u2gounVCoVzs7OODs76769ZIdGo8HGxkbvyOshEQAlOZWYi344NnyuB0WlwqFhZSLPZD6BKersTf38gGOjqi/MX25aT+6t/JPEoAhUajUq42ftVhmrUan/00fyWini7oqToz0nzp7XpcXGxXHx6nWqVS4PQLXKFYiOieXKtWfLIk+ePY9Wq1C1YvlMy61YrgzGxsacPPOsXL97AQSFPNSV+7yIR5GsWLeJ8d6DAdBqtSSnpPUqpaSkkPoazZZPjHvMw3vBuiP5+XH856jUKkyejPXfu3SH5MQkXEu5684bGRvhVLgQ4Q8yzs0CCLv/kMiHj6hQv4ouzczKnFLVy3D7XMbfGWONCd2n9WfDF6tQtFrURmqMTNI6XI1MjFEbye8LgBIbj/ZRFMbF3NFUKkP8gZdPqrXt8yH2n3QnePB4kq7efGlexzGDiPr+Z1JDwkBthMr4uQ5vY6PX9m+WojXc8SbK1k/Fn3/+Sf/+/RkzZgy+vr565x49evRaPBX17oqdFO7eFPfOb2NZxp0K8/phZKEhcMthACov+RSPL57t53Fv1S4cm1Sj+KC2WHi4U3rUB9hUK8X9tf/LULbD21WwLO3G/bV7AIg6fxtLj8I4Na1O4Y+boaRqibv94vXpr5P4+ASu3bjNtRtp35AfBIZw7cZtgoIfolKp+LhzR1Z9t4WDf53gxm0/xk//CmcnR5o1TNsLo3SJYrxVrzZT5i7i0tXrnLt4hVlfL6d180Y4F0pbUhcSGkb7bgO4dDVt/b61lSXvt2vBvCWrOXX2Aleu3WTCrAVUq1yBapUz9pzNXbSSXl3fx6VQ2rfwGlUr8vvuA9y+689Pv+6iRtWKr+KtyhOm5hreG/0RpWqUwaGwE8Url6L3vE+xd3XgzM60FTuPYxM4tHEP737WhYoNq+FSyp0eM9KGiZ5fMTJ9/yJqtKyre71v7U7aDutEtea1KVyuGP0WDCMy5BH/7Mk4UbP9sA+4dPAf7l9J+2Z968w1arb0pEj54jTt2YpbZ17vOUoqczNMy5XCtFwpAEwKu2JarhRGroUAsGzRELPaVTEu4opFEy/cVs0h/sAxEo6f1ZVRaOZo7Ef01b227dsZh6G9CJ30FSkPQjBytMfI0T7T5avmXjUxKV6E6M2/AZB45TomJYti/lYdrD9oA6laku8GZLjutSCrRXIky3MuNm3aRM+ePWnVqhXXr19nyZIlrFmzhu7duwOQlJTE4cOHc62ir0rIr8cxdbSh9JgP0TjbEXPlHue6zdFN2jQr7KS3bjnqzA0uDU7bv6LM+K7E+wVzvvd8Yq/p/8KpzUyoMLsPFwcuAiXt+sSgCK59sY5KiwahTUzm8vDlaB+/hmOXmbh87SZ9hz2b2zBvySoAOrRuzswJn9O3+4ckJDxmyrzFxMTGUrNqJVZ8NR2NxlR3zdzJY5i54Bv6DfdBrVbRvHEDxo8crDufkpKKn38ACY+fTR4eO/wT1Go1I7+YQXJyMvXr1mLiqCEZ6nf05Fn8HwQxe9JoXVq3Tu25cu0mHw0YSZWK5Rjct7tB35P8RKvV4la6MPU7NcLK3oa4yBj8Lt5m7ocT9YZBfpr1PdoULf0XDMPEzBS/8zeZ/9EU4qPjdHncShfG3NpC93r3il/QmGvoOfsTLGwsuXn6Ggt7zSAlUf9n371sUWq3rc/UNqN0aWf/PEG5epUY8+M0Qu4EsnrEolx8F/KeplJZ3Nc9m1PiOCbt6dQxv+4hdMJ8jJwccRw9CCNHO1JCI4j9fR+PVmzUK8PYzVn3NwfApnM7VKamuHytPwH/0Tff82j597rXKo0pjj5DeDh6pu761JAwwmcvo9D0z1GSknn4xZf6q1WEeEKlKEqWdvioUaMGffr0Yfjw4QD8+OOP9O3bl0WLFtGvXz9CQkJwd3cnNTX1P1Vkj8vrsbvn66DJlVl5XQXxxODaY/K6CuKJ8dbReV0F8ZxSl/bkavmh7zQyWFmF9hb8L97ZleWei5s3b9K+fXvd686dO1OoUCHeffddkpOTee+993KlgkIIIcSr9qbOlTCULAcXNjY2hISEULJkSV1akyZN+OOPP2jXrh0BAa/puJsQQog3jgQXOZPlCZ1169Zl165dGdIbNWrE77//zsKFCw1ZLyGEEEIUUFkOLj777LNMn4gK0LhxY37//Xd69uxpsIoJIYQQeUZRGe7IpmXLllGiRAnMzMzw9PTk1KkXb3m/evVqGjZsiL29Pfb29jRv3jxD/t69e6NSqfSOVq1aZbte2ZHlYZFGjRrRqNGLJ7g0adKEJk2aGKRSQgghRF7Kq2GRrVu34u3tzYoVK/D09GThwoW0bNmS69ev4+zsnCH/oUOH6NatG/Xr18fMzIy5c+fSokULrly5QuHCzzY4a9WqFevWrdO91mg0udqOLAUX0dFZnyVtY5P5o8mFEEII8XILFixgwIAB9OnTB4AVK1awc+dO1q5dy7hx4zLk37hRf+nxmjVr2L59O/v379cbTdBoNK/0yeVZCi7s7Oz+dSdORVFQqVT/eSmqEEIIkV8o2uwPZ7xIZg/r1Gg0GXoPkpKSOHv2LD4+Pro0tVpN8+bNOX785buuPhUfH09ycnKGR3IcOnQIZ2dn7O3tadq0KTNmzMDR0fE/tujfZSm4OHjwYJYKu3Tp9Xw6nhBCiDeLIYdFMntY5+TJk5kyZYpeWlhYGKmpqbi4uOilu7i4cO1a1najHTt2LO7u7jRv3lyX1qpVK95//31KlizJ7du3GT9+PK1bt+b48eMYGeXOozeyFFy8bK5FTEwMmzdvZs2aNZw9e5ahQ4carHJCCCFEQefj44O3t7deWm7MeZgzZw5btmzh0KFDegswunZ9tklllSpVqFq1KqVLl+bQoUM0a9bM4PWA//jgMoAjR47Qq1cv3NzcmD9/Pk2bNuXEiROGrJsQQgiRJxRFZbAjs4d1ZhZcODk5YWRkREhIiF56SEjIv86XmD9/PnPmzGHPnj1UrVr1pXlLlSqFk5MTt27dyv4bk0XZCi6Cg4OZM2cOZcqU4cMPP8TGxobExER++eUX5syZQ506dXKrnkIIIcQrkxdPRTU1NaVWrVrs379fl6bVatm/fz9eXl4vvG7evHlMnz6d3bt3U7t27X+9T0BAAOHh4bi5uWW9ctmU5eCiffv2lCtXjosXL7Jw4UICAwNZsmRJrlVMCCGEeNN4e3uzevVqvvvuO3x9fRk8eDBxcXG61SM9e/bUm/A5d+5cJk6cyNq1aylRogTBwcEEBwcTGxsLQGxsLKNHj+bEiRPcvXuX/fv306FDBzw8PGjZsmWutSPL+1zs2rWL4cOHM3jwYMqUKZNrFRJCCCHymiFXi2RHly5dCA0NZdKkSQQHB1O9enV2796tm+Tp7++PWv2sX2D58uUkJSXxwQcf6JXzdMKokZERFy9e5LvvviMyMhJ3d3datGjB9OnTc3WviywHF3///TfffvsttWrVokKFCnz88cd6k0SEEEKI10XWnheeO4YOHfrCxRGHDh3Se3337t2XlmVubs7//vc/A9Us67I8LFKvXj1Wr15NUFAQn3zyCVu2bMHd3R2tVsvevXuJiYnJzXoKIYQQr4yiVRnseBNle7WIpaUlffv25e+//+bSpUt8/vnnzJkzB2dnZ959993cqKMQQgghCpD/vBQVoFy5csybN4+AgAA2b95sqDoJIYQQeUp6LnImy3MuXsbIyIiOHTvSsWNHQxQnhBBC5Km8nHPxOshRz4UQQgghRHoG6bkQQgghXidv6nCGoUhwIYQQQqSjKBJc5IQMiwghhBDCoKTnQgghhEjHkI9cfxNJcCGEEEKko5VhkRyRYREhhBBCGJT0XAghhBDpyITOnJHgQgghhEhHlqLmjAQXQgghRDqyQ2fOyJwLIYQQQhiU9FwIIYQQ6ciwSM5IcCGEEEKkI0tRc0aGRYQQQghhUNJzIYQQQqQjS1FzRoILIYQQIh1ZLZIzMiwihBBCCIOSngshhBAiHZnQmTMSXAghhBDpyJyLnJFhESGEEEIYlPRcCCGEEOnIhM6ckeBCCCGESEfmXOSMBBcig8G1x+R1FcQTy8/My+sqiCdiBvTJ6yqIV0jmXOSMzLkQQgghhEFJz4UQQgiRjgyL5IwEF0IIIUQ6Mp8zZ2RYRAghhBAGJT0XQgghRDoyLJIzElwIIYQQ6chqkZyRYREhhBBCGJT0XAghhBDpaPO6AgWcBBdCCCFEOgoyLJITMiwihBBCCIOSngshhBAiHa1sdJEjElwIIYQQ6WhlWCRHJLgQQggh0pE5Fzkjcy6EEEKIfGTZsmWUKFECMzMzPD09OXXq1Evzb9u2jfLly2NmZkaVKlX4888/9c4risKkSZNwc3PD3Nyc5s2bc/PmzdxsggQXQgghRHpaAx7ZsXXrVry9vZk8eTLnzp2jWrVqtGzZkocPH2aa/9ixY3Tr1o1+/frxzz//0LFjRzp27Mjly5d1eebNm8fixYtZsWIFJ0+exNLSkpYtW/L48eNs1i7rJLgQQggh0lFQGezIjgULFjBgwAD69OlDxYoVWbFiBRYWFqxduzbT/IsWLaJVq1aMHj2aChUqMH36dGrWrMnSpUvT2qEoLFy4kAkTJtChQweqVq3Khg0bCAwM5Jdffsnp2/RCElwIIYQQuSgxMZHo6Gi9IzExMUO+pKQkzp49S/PmzXVparWa5s2bc/z48UzLPn78uF5+gJYtW+ry+/n5ERwcrJfH1tYWT0/PF5ZpCBJcCCGEEOkYclhk9uzZ2Nra6h2zZ8/OcM+wsDBSU1NxcXHRS3dxcSE4ODjTegYHB780/9P/z06ZhiCrRYQQQoh0DLn9t4+PD97e3nppGo3GgHfIfyS4EEIIIXKRRqPJUjDh5OSEkZERISEheukhISG4urpmeo2rq+tL8z/9/5CQENzc3PTyVK9ePTvNyBYZFhFCCCHSyYsJnaamptSqVYv9+/fr0rRaLfv378fLyyvTa7y8vPTyA+zdu1eXv2TJkri6uurliY6O5uTJky8s0xCk50IIIYRIR5tHe2h5e3vTq1cvateuTd26dVm4cCFxcXH06dMHgJ49e1K4cGHdnI0RI0bQqFEjvvrqK9q2bcuWLVs4c+YMq1atAkClUjFy5EhmzJhBmTJlKFmyJBMnTsTd3Z2OHTvmWjskuBBCCCHyiS5duhAaGsqkSZMIDg6mevXq7N69Wzch09/fH7X62aBD/fr12bRpExMmTGD8+PGUKVOGX375hcqVK+vyjBkzhri4OAYOHEhkZCRvvfUWu3fvxszMLNfaoVIUJV88nmWPS9e8roJ44kfzlLyugnhi+Zl5eV0F8UTMgD55XQXxHIcdh3O1/F9dPzJYWR2CNxmsrIJCei6EEEKIdPLFt+4CTIILIYQQIh1DLkV9E8lqESGEEEIYlPRcCCGEEOloVfLI9ZyQ4EIIIYRIR+Zc5IwMiwghhBDCoKTnQgghhEhHJnTmjAQXQgghRDp5tUPn6yLbwyIBAQHExsZmSE9OTubIkSMGqZQQQgghCq4sBxdBQUHUrVuX4sWLY2dnR8+ePfWCjIiICJo0aZIrlRRCCCFeJS0qgx1voiwHF+PGjUOtVnPy5El2797N1atXadKkCY8ePdLlySc7iQshhBA5ohjweBNlObjYt28fixcvpnbt2jRv3pyjR4/i5uZG06ZNiYiIANKeviaEEEKIN1uWg4uoqCjs7e11rzUaDT///DMlSpSgSZMmPHz4MFcqKIQQQrxqWpXhjjdRloOLUqVKcfHiRb00Y2Njtm3bRqlSpWjXrp3BKyeEEELkBa0BjzdRloOL1q1bs2rVqgzpTwOM6tWrG7JeQgghRJ6RORc5k+V9LmbOnEl8fHzmhRgbs337dh48eGCwigkhhBCiYMpycGFsbIyNjY3udVhYGABOTk6688WLFzdw9fJO6TEfUqRHU4xtLIk8fR3fMd8S7xf80muK9mlBiU/bY+psS+xVf3zHryP6n9u682WnfkzhLo1IjU/kxsxNBG8/qjvn0t4T985v88/HX+ZamwqCd0d2pk77Bji4OZKSnMK9S3fYMX8zfudv6uWr0qQm7Ud8SJHyxUhOTObGyassGzjvpWV3+KwLDbs1x8LGgltnrvPDhFU8vJv2mRqbGtNrzmCqv1OHqNBINk5cje/RS7prWw58Fwd3JzZPWWv4RuexM+cvsW7TT1y9dovQ8AgWzZ5Is7fr684risKyNd/z0++7iYmJo0bVikwcNZTiRQvr8kRFxzBrwTccOnoStVpN88YN8BkxCAsL8xfeNzExiS+XrmbXvsMkJSfToG4tJowagpODva7M8TPmc+rcRYoXcWf6+M+oUNZDd/2Mr5ZRxN2V3t065cK7kj9oWnZA06oDRs6uAKTev0vCj9+RfO4kABaDPsekWi3U9k4ojxNIuX6Z+A0r0T7wf2m55t36omneDpWlFSnXLhG3cgHaoCdfDo1NsBwyBtO6DdBGRhC38mtSLp7VXWvWsStqJxfi1yzKnUbnE2/qXAlDydYmWpGRkQwZMgQnJydcXFxwcXHBycmJoUOHEhkZmUtVfPVKDH2XYv1bcXXMGk62mUBqfCI1t/qg1pi88BqXDl6Um/oxt7/6iRPv+BBz5R61tvhg6pQWkBVqURO39xtwtsssbkzfSKWvPsHEwRoAY2tzPHy64jvu9fuHK7uC7wSyadIaJrf0Zu4HEwgPeMhnGyZg5fAssK3ZypP+Xw/j6LaDTG09ijmdJnDy179eWm6rQR1p1qcNP3yxilkdx5OYkMhnGyZi/OQzfbvbOxSvUorZ74/nyOZ9DFg0UnetUxFnGnZtzo75m3OlzXktIeEx5TxK8cXnn2Z6fu3GbWz86TcmjR7GptULMTcz4xPvCSQmJunyjJ06j1t+/qxeOItl86Zw9vxlpsxb/NL7zl28kkNHT7JgxnjWL51HaFg4I8fP0J1f9d0W4uIT2LZ2CXVqVGXynGflXbjsy8Ur1/m4c8ecNT6f04aHkvD9SqJGDSBq9ECSL53DatxMjIqWACD19g3ilswhalhPYqaNAlRYT54P6hf/aTd7rxuatu8Tt/IroscOQkl8jPWk+WBiCoCmRXuMS5cletynJO75HSvvibpr1c6uaN5pR/zG1bnZ7HxB5lzkTJaDi4iICDw9Pfnuu+/o1KkTX331FV999RXvv/8+69evx8vLS2/Pi4Ks+MDW3Pl6B6G7zxJ71Z/LQ5ehcbHHuXXtF15TYlBbAn44QOCWw8TdeMDV0WtITUjCvVtjACzLFCbi2FWiL9wheMcxUmLjMS9WCIAyk7pz/7u9PH4Q/iqal6+d+u1vfI9eIuz+QwJvBrB1xndY2FhSpHxar5jaSE3XyX3ZNut7Dm/cQ4hfEEG3Ajiz8/hLy23ety1/LNnO+b2nCbh2j7XeS7BzsadGi7oAuHkU5sK+MwTeDODght3YONnqApoeMwewfe4PPI5NyN3G55GGXnUYPrAXzRs1yHBOURS+//EXBvbqStOGXpTzKMmsiaN4GBbO/r+OAXD7rj9/nzjD1HEjqFqpPDWrVWb8Z4PZte8wD0Mz/5mOiY3j5z/2MGbYADxrVadS+TJM/8Kb85eucuGyLwB37vrTulkjShQrwgcdWuN3L+3beHJKCtO+XMqk0UMxMjLKpXclf0g+c4zkcyfRBj1AGxhAwsY1KI8TMCpbEYDEvb+TcvUi2tBgUu/cJGHTGowKuaB+0tORGbN2H/J42/cknzpK6r07xC2ahdrBEVPPtwAwKlKcpNNHSb1/l8e7dqC2tUdlYwuAxSfexG9YCQmZD5EL8VSWg4tp06ZhamrK7du3WblyJSNHjmTkyJGsWrWKW7duYWJiwrRp03Kzrq+EeXFnNC72RBx51iWeEpNA1Llb2NYum+k1KhMjrKuWJPyvZ9egKEQcuYTdk2tirtzDtlopjG0tsa5aEiMzU+L9QrCrWw6bKiXxX70rV9tVEBmZGPN2t3eIj44jwPcuAMUrl8LBzRFFUZi080vmn1rNiPVf4F626AvLcSrqjJ2zPb5Hn612SoiJ5875m5Sumfb53Pe9h0ft8phoTKnUqBqRIRHERkTj2aEhyYnJ/PO/U7na1vwqIDCYsPBHeNWuoUuztrKkasVyXLh8DUjrRbCxtqJyhWe/H/Vq10CtVnHx6rVMy716/SYpKSnUe67cUsWL4ubirCu3rEcpTp27QEpKKsdOnqVs6ZJAWk9KnRpV9O73RlCrMX2rKSozM1KuX8l4XmOGpmlrUoMD0YZlvjWA2sUNtYMjyReeDXMo8XGk3PTFuFwlAFLv3sK4QhUwNcWkel20EWEo0VGYvt0ckpNIPvnyXsLXhfRc5EyW51z88ssvrFy5EhcXlwznXF1dmTdvHoMGDeLrr782aAVfNdNCdgAkhkbppSeFRqFxtsv8Ggcb1MZGJKW7JjE0CssyaePS4YcuEvTT39T730xSHydxedhyUuMfU2FePy4PX07R3i0o1q8lSRExXB21mrjrAQZvW0FRtWktBi4Ziam5hqiHj1jQYxqxj2IAcCqW9vP37ojObJ2xnvCAUFoMaM/oLVOZ0GQ4cVEZn3tjWyhtDD86NFIvPTo0Ctsnn/fRHw9QpHxxpu37mtiIGFYMWYClrRUdvLvwZdfJdPy8K3XbN+ChfwjrR39DZEhE7r0B+UhYRFpvpKODvV66o4M9YeFp58LCH+FgZ6t33tjYCFtra931GcoNf4SJiTE21lbpyrUj7MmmfP0/7sz0+Utp3bkvhd2cmeYzknv3H/Dbrv1sXLmAqfOWcPz0OSqVL8OUsSOwtrI0SJvzG6NipbCZswxMTVEeJxA7ZwLagHu685pWHbHo+QkqcwtSA+4RM/VzSEnJtCy1nQMA2ij9n19t5CNUT84l7v8ToxKlsV28ASU6itj5U1BZWWPerS8xE0Zg/lE/TN9qijY4kNilc1EiwnKp5XlLkTkXOZLl4CIoKIhKlSq98HzlypUJDn75hMenEhMTSUxM1EtLUlIxVb36Lk7XTg2o+OUA3et/us/NtXvdnv8Tt+f/pHtd6vNORBy5jJKSSqnP3uNY49EUeqcmVZZ8yokW43OtHvmFZ4eGfDxroO71ot6zuHnal2vHLzOtzWisHKxp2LU5nyzzZlZHH2LCo3W7wO5ctp1zu9Mmta0bvYwvj6+kVlsvjmza+5/qkpqSyqZJa/TS+nz5KfvX/0mxSiWp0aIuU1qPotWgDnSb0pflg+f/x1aLrLK2smTelLF6aX2HjePzIf34Y89BAgKD+H3zaqbMWcSKdZsYPWzAC0oq2FID/Yny7o/KwhLT+o2wHD6e6AnDdQFG0pG9JF84jdreEbMOXbEaNYVon6GQnPQvJb/ohqnEr1qol2Q5dByPd27HqFQZTDzfIuqzfpi/1w3L/sOJnTcphy0Ur6MsD4s4OTlx9+7dF5738/PDwcEhS2XNnj0bW1tbvWNrnG9Wq2JQobvPcrzpWN2RFJH2DVlTSP+bmGkhWxIfRmZaRlJENNqUVEzTXaN5yTUWHu64ffAWt+ZsxaF+RR4d9yU5PIaQ305gU60URpZmOW5bfnd+32mmtRmtO+5eTFtZk5SQyMN7wdz55ybfjV2ONkXLW12aARAVmvZNOPDms56dlKQUQu8/xNHdKdP7PL3G5kkvxVM2hWyJSteb8VQ5r0q4lynKge92U65eJS4dPEdSQiJn/jhGuXovDrJfN09XboSn64EIj3iEk2PaOSdHeyIi9XvtUlJSiYqJ0V2foVxHe5KTU4iO0e9pCo+IxOkFf0d27NyDtZUlTRt6cfrcRZq9XR8TY2NaNG3I6X8uZnrNayElBW3wA1Lv3CDhh9Wk3r2FWbsPdKeV+Di0QQ9IuXqR2C8nYVS4GKaeDTMtShuZ1mOhttV/j9V29iiRmffGGVeugVGxEiT+uQOTyjVIPnsSEh+TdPQgxpWrG6aN+ZAMi+RMloOLli1b8sUXX5CUlDEaTkxMZOLEibRq1SpLZfn4+BAVFaV3dLGskPVaG1Bq3GMS7obojrjrASSGPMKhYWVdHiMrc2xrehB15kamZSjJqcRc9MPxuWtQqXBoWJnIF1xT8cv+3Jj8PanxiWCkRmWS1mujMn7y/0bZWshTICXGPebhvWDdkZyY+TctlVqFiWnaqo57l+6QnJiEayl33XkjYyOcChci/EFopteH3X9I5MNHVKhfRZdmZmVOqepluH0u4+djrDGh+7T+bPhiFYpWi9pIjZFJWiefkYkx6jfgs3mqiLsrTo72nDh7XpcWGxfHxavXqVa5PADVKlcgOiaWK9eeLRc+efY8Wq1C1YrlMy23YrkyGBsbc/LMs3L97gUQFPJQV+7zIh5FsmLdJsZ7DwZAq9WS/KTrPyUlhdTUN+hPuFqNyuRFK9dUoFLBC85rQ4LQRoRjUrXms0RzC4zLVMh8HoeJKZYDRxK3/CvQatPu/XQSrZHxS1elFHQSXORMlodFpk2bRu3atSlTpgxDhgyhfPnyKIqCr68v33zzDYmJiXz//fdZKkuj0aDRaPTS8mJI5EXurdpFqc/eI94vmAT/h3iM7UxiyCMe7jqjy1Prpwk8/PM099f+D4C7K3ZSefFgos/fIeqfWxQb2AYjCw2BWw5nKL9wj6Ykh8cQuuccAJGnrlN61AfY1vLAqWl1Yq/dJyX6zZuNbWquoe3QTlzYd5rIh4+wtrehSc9W2Ls6cGZn2sqEx7EJHNq4h3c/60JEUDjhD0JpNfBdAL0VI9P3L+LneRt1EzH3rd1J22GdCLkbRNj9h3T8vCuRIY/4Z0/GiZrth33ApYP/cP+KHwC3zlzjQ5+eHN12kKY9W3HrTOaTFAuq+PgE/AMCda8fBIZw7cZtbG2scXN15uPOHVn13RaKFylMYXcXlq7+HmcnR5o1TNsLo3SJYrxVrzZT5i5i0uhhJKekMOvr5bRu3gjnQo4AhISG0X+4D7MmjqJKxXJYW1nyfrsWzFuyGlsbaywtLZj19XKqVa5AtcoZv2jMXbSSXl3fx6VQWu9UjaoV+X33AerXrclPv+6iRtWKr+CdevXMewxIWy0S+hCVuQWmbzfDuFJ1YqaNRu3ihmmDpiSfP40SHYnasRBm73dHSUok+dwJXRm2SzYQ/8Nq3UTMx39sw+zDnqQGBaANCcb8o75oI8JJOvl3xvt37knS2ROk+qUFjim+lzHvNQijA7vQtHmPFN/Lr+aNEAVOloOLIkWKcPz4cT799FN8fHx0j1dXqVS88847LF26lKJFXzxjvyC5u/Q3jCw0VJw/AGMbCyJPXedc1zloE5N1eSyKu2D6ZJ8KgJBfj2PqaEPpMR+icbYj5so9znWbk2GSp2khW0qNeI9T7Z6NU0b/c5t7y/+gxg9jSQqL5vLwb3K/kfmQVqvFrXRh6ndqhJW9DXGRMfhdvM3cDyfqDYP8NOt7tCla+i8YhomZKX7nbzL/oynER8fp8riVLoy5tYXu9e4Vv6Ax19Bz9idY2Fhy8/Q1FvaaQcpznymAe9mi1G5bn6ltRunSzv55gnL1KjHmx2mE3Alk9YjXa/Ogy9du0nfYs7kN85akbfPfoXVzZk74nL7dPyQh4TFT5i0mJjaWmlUrseKr6Wg0prpr5k4ew8wF39BvuA9qtYrmjRswfuRg3fmUlFT8/ANIePxsrtXY4Z+gVqsZ+cUMkpOTqV+3FhNHDclQv6Mnz+L/IIjZk0br0rp1as+Vazf5aMBIqlQsx+C+3Q36nuQXalt7LEeMR23viBIfR+rd28RMG03KhTOo7B0xrlgVs/YfoLK0Rhv1iJQrF4geNwQlKlJXhlGR4qgsnk12fbxjMyozcywHj0rbRMv3EjHTR2eYo2FUrCSm9ZsQ5d1Pl5Z0/BDGlatjPXMJ2sD7xC6YnuvvQV55U7ftNhSV8jRKyIZHjx5x82ZaJOvh4ZHluRYvs8ela47LEIbxo3nmM83Fq7f8zMt3HRWvTsyAPnldBfEchx0Ze4UNaVGxHgYra4T/DwYrq6DIcs/F8+zt7albt66h6yKEEELkC2/qXAlDyVJw8XQXThsbG95///2X5v35558NUjEhhBBCFExZCi5sbW11+wvY2tr+S24hhBCiYJOei5zJUnCxbt06pk2bxqhRo1i3bl1u10kIIYTIUzKhM2eyvEh56tSpxMZm3FpZCCGEEOJ5WZ7Q+R8WlQghhBAFklaeLZIj2Vot8nTehRBCCPE6kzkXOZOt4KJs2bL/GmBERLwZT4sUQgghROayFVxMnTpVVosIIYR47clEgJzJVnDRtWtXnJ2dc6suQgghRL6glfAiR7K8WkTmWwghhBAiK2S1iBBCCJGOTOjMmSz3XGi1WhkSEUII8UZQDHjkloiICLp3746NjQ12dnb069fvpftRRUREMGzYMMqVK4e5uTnFihVj+PDhREXpP71bpVJlOLZs2ZKtuv2nB5cJIYQQr7OC0HPRvXt3goKC2Lt3L8nJyfTp04eBAweyadOmTPMHBgYSGBjI/PnzqVixIvfu3WPQoEEEBgby008/6eVdt24drVq10r22s7PLVt0kuBBCCCEKGF9fX3bv3s3p06epXbs2AEuWLKFNmzbMnz8fd3f3DNdUrlyZ7du3616XLl2amTNn0qNHD1JSUjA2fhYS2NnZ4erq+p/rl+VhESGEEOJNoVUZ7khMTCQ6OlrvSExMzFH9jh8/jp2dnS6wAGjevDlqtZqTJ09muZyoqChsbGz0AguAIUOG4OTkRN26dVm7dm22511KcCGEEEKko0Ux2DF79mxsbW31jtmzZ+eofsHBwRnmQRobG+Pg4EBwcHCWyggLC2P69OkMHDhQL33atGn8+OOP7N27l06dOvHpp5+yZMmSbNVPhkWEEEKIXOTj44O3t7demkajyTTvuHHjmDt37kvL8/X1zXGdoqOjadu2LRUrVmTKlCl65yZOnKj77xo1ahAXF8eXX37J8OHDs1y+BBdCCCFEOoZc5aHRaF4YTKT3+eef07t375fmKVWqFK6urjx8+FAvPSUlhYiIiH+dKxETE0OrVq2wtrZmx44dmJiYvDS/p6cn06dPJzExMcvtkOBCCCGESCevVosUKlSIQoUK/Ws+Ly8vIiMjOXv2LLVq1QLgwIEDaLVaPD09X3hddHQ0LVu2RKPR8Ntvv2FmZvav9zp//jz29vZZDixAggshhBCiwKlQoQKtWrViwIABrFixguTkZIYOHUrXrl11K0UePHhAs2bN2LBhA3Xr1iU6OpoWLVoQHx/PDz/8oJtcCmlBjZGREb///jshISHUq1cPMzMz9u7dy6xZsxg1alS26ifBhRBCCJFOQXi2yMaNGxk6dCjNmjVDrVbTqVMnFi9erDufnJzM9evXiY+PB+DcuXO6lSQeHh56Zfn5+VGiRAlMTExYtmwZn332GYqi4OHhwYIFCxgwYEC26ibBhRBCCJFO/g8twMHB4YUbZgGUKFFCbwlp48aN/3VJaatWrfQ2z/qvZCmqEEIIIQxKei6EEEKIdArC9t/5mQQXQgghRDoFYc5FfibBhRBCCJGOhBY5I3MuhBBCCGFQ0nMhhBBCpCNzLnJGggshhBAiHUUGRnJEhkWEEEIIYVDScyGEEEKkI8MiOSPBhRBCCJGOLEXNGRkWEUIIIYRBSc+FEEIIkY70W+SMBBdCCCFEOjIskjMyLCKEEEIIg5KeCyGEECIdWS2SMxJcCCGEEOnIJlo5I8GFEEIIkY70XOSMzLkQQgghhEHlm56LNo/+yusqiCduOFfK6yqIJ2IG9MnrKognrFevy+sqiFdIhkVyJt8EF0IIIUR+IcMiOSPDIkIIIYQwKOm5EEIIIdLRKjIskhMSXAghhBDpSGiRMzIsIoQQQgiDkp4LIYQQIh15tkjOSHAhhBBCpCNLUXNGhkWEEEIIYVDScyGEEEKkI/tc5IwEF0IIIUQ6MuciZyS4EEIIIdKRORc5I3MuhBBCCGFQ0nMhhBBCpCNzLnJGggshhBAiHUW2/84RGRYRQgghhEFJz4UQQgiRjqwWyRkJLoQQQoh0ZM5FzmR7WGTy5Mncu3cvN+oihBBCiNdAtoOLX3/9ldKlS9OsWTM2bdpEYmJibtRLCCGEyDOKAf/3Jsp2cHH+/HlOnz5NpUqVGDFiBK6urgwePJjTp0/nRv2EEEKIV06LYrDjTfSfVovUqFGDxYsXExgYyLfffktAQAANGjSgatWqLFq0iKioKEPXUwghhBAFRI6WoiqKQnJyMklJSSiKgr29PUuXLqVo0aJs3brVUHUUQgghXilFUQx25JaIiAi6d++OjY0NdnZ29OvXj9jY2Jde07hxY1Qqld4xaNAgvTz+/v60bdsWCwsLnJ2dGT16NCkpKdmq239aLXL27FnWrVvH5s2b0Wg09OzZk2XLluHh4QHAkiVLGD58OF26dPkvxQshhBB5qiCsFunevTtBQUHs3buX5ORk+vTpw8CBA9m0adNLrxswYADTpk3TvbawsND9d2pqKm3btsXV1ZVjx44RFBREz549MTExYdasWVmum0rJZlhVpUoVrl27RosWLRgwYADt27fHyMhIL09YWBjOzs5otVn/eIxNC2enGiIX3ShXKa+rIJ6w85AJ0/mF9ep1eV0F8RwTp1K5Wn6Loq0MVtae+7sNVtZTvr6+VKxYkdOnT1O7dm0Adu/eTZs2bQgICMDd3T3T6xo3bkz16tVZuHBhpud37dpFu3btCAwMxMXFBYAVK1YwduxYQkNDMTU1zVL9sj0s0rlzZ+7evcvOnTvp2LFjhsACwMnJKVuBhRBCCPG6SkxMJDo6Wu/I6UrL48ePY2dnpwssAJo3b45arebkyZMvvXbjxo04OTlRuXJlfHx8iI+P1yu3SpUqusACoGXLlkRHR3PlypUs1y/bwcXTuRXpJSQk6HWzCCGEEAWVIVeLzJ49G1tbW71j9uzZOapfcHAwzs7OemnGxsY4ODgQHBz8wus++ugjfvjhBw4ePIiPjw/ff/89PXr00Cv3+cAC0L1+WbnpZTu4mDp1aqYTRuLj45k6dWp2ixNCCCHyHUNO6PTx8SEqKkrv8PHxyfS+48aNyzDhMv1x7dq1/9yugQMH0rJlS6pUqUL37t3ZsGEDO3bs4Pbt2/+5zMxke0KnoiioVKoM6RcuXMDBwcEglRJCCCFeFxqNBo1Gk6W8n3/+Ob17935pnlKlSuHq6srDhw/10lNSUoiIiMDV1TXLdfP09ATg1q1blC5dGldXV06dOqWXJyQkBCBb5WY5uLC3t9dFTWXLltULMFJTU4mNjc2wnEUIIYQoiPJq86tChQpRqFChf83n5eVFZGQkZ8+epVatWgAcOHAArVarCxiy4vz58wC4ubnpyp05cyYPHz7UDbvs3bsXGxsbKlasmOVysxxcLFy4EEVR6Nu3L1OnTsXW1lZ3ztTUlBIlSuDl5ZXlGwshhBD5VX7ftrtChQq0atWKAQMGsGLFCpKTkxk6dChdu3bVrRR58OABzZo1Y8OGDdStW5fbt2+zadMm2rRpg6OjIxcvXuSzzz7j7bffpmrVqgC0aNGCihUr8vHHHzNv3jyCg4OZMGECQ4YMyXLvC2QjuOjVqxcAJUuWpH79+piYmGTnfRBCCCGEAW3cuJGhQ4fSrFkz1Go1nTp1YvHixbrzycnJXL9+XbcaxNTUlH379rFw4ULi4uIoWrQonTp1YsKECbprjIyM+OOPPxg8eDBeXl5YWlrSq1evbC/YyNI+F9HR0djY2Oj++2We5ssu2eci/5B9LvIP2eci/5B9LvKX3N7n4u3CzQxW1pEH+w1WVkGRpZ4Le3t7goKCcHZ2xs7OLtMJnU8neqamphq8kkIIIcSrlL8HRfK/LAUXBw4c0K0EOXjwYK5WSAghhBAFW5aCi0aNGmX630IIIcTr6E19VLqhZHsTrd27d/P333/rXi9btozq1avz0Ucf8ejRI4NWTgghhMgLhtyh802U7eBi9OjRukmdly5dwtvbmzZt2uDn54e3t7fBKyiEEEK8agXhkev5WbZ36PTz89NtpLF9+3bat2/PrFmzOHfuHG3atDF4BYUQQghRsGS758LU1FS3Znbfvn20aNECAAcHh39dpiqEEEIUBDIskjPZ7rl466238Pb2pkGDBpw6dYqtW7cCcOPGDYoUKWLwCgohhBCvWn7foTO/y3bPxdKlSzE2Nuann35i+fLlFC6ctvnVrl27aNWqlcEr+CpYWlqwaOEM7t45Q0zULS5eOMjAAR/r5flm2Vyu+x4lJuoWQQ8u8vP2tZQrV/pfy54yeRT3750jJuoW/9u1BQ+PkrpzpqamrF+3mIiwa1y98hfNmjbUu/Zz70Es/Hq6YRqZz5nVqoLLkmkU27+ZUpf2YNG0vt55I0c7Cs0YRbH9mylx6jdcl8/EuJj7S8u07tQat/VfUfzodoof3Y7r6jloKpfTy2Pb6wOKH/qR4od+xLZnJ71zmirlKbx1GRhl+9ekQNO07IDN12ux3/gn9hv/xGbON5jUfPasAotBn2O7fBP2W/Zgt/5XrHxmoi5c7F/LNe/WF7tvf8Z+yx6sp3yF2u25jfOMTbAc8QX2G//EdtkPGFetpXetWceuWPQfYbA25ldnzl9iyJjJNHm3O5UbtGb/kWN65xVFYenqDTR+9yNqNelA/xE+3Lv/QC9PVHQMY6fMxfOd9/Fq+QETZ39NfHzCS++bmJjEjK+W0aB1Z+o0f4+R42cQFvFsgn5UdAxDxkymTvP3+KD3EHxv3NK7fsZXy1i/eXsOWy9eJ9n+q1msWDH++OMPLly4QL9+/XTpX3/9td62owXJ/C8n07JFY3r1Hkblqo1ZvHgNixfNoF27d3R5zp27SP8B3lSu2pg2bT9CpVKxa+dm1OoXv4WjR33K0CF9+XToOOq/1Z64+Hj+/GOjbn/2Af27U7NmFd56+13WrPmB7zcs1V1bokRR+vXrzsRJc3Ov4fmIytyMpBt3CJu5NNPzLoumYFzEjZDhk3nQ+VNSgh7itnouKnOzF5ZpVqcacbsOEdR3NIE9RpIaHIrrytkYOTsCYFq2JPZDehIyZhYhY2dhP6w3JmVKpF1spMZp4nDCpi2CVK2hm5uvacNDSfh+JVGjBhA1eiDJl85hNW4mRkVLAJB6+wZxS+YQNawnMdNGASqsJ8+Hl/wumL3XDU3b94lb+RXRYwehJD7GetJ8MDEFQNOiPcalyxI97lMS9/yOlfdE3bVqZ1c077QjfuPq3Gx2vpCQ8JhyHqX44vNPMz2/duM2Nv70G5NGD2PT6oWYm5nxifcEEhOTdHnGTp3HLT9/Vi+cxbJ5Uzh7/jJT5r38b/PcxSs5dPQkC2aMZ/3SeYSGhTNy/Azd+VXfbSEuPoFta5dQp0ZVJs95Vt6Fy75cvHKdjzt3zFnj8xmZ0Jkz/+krWWpqKtu3b2fGjBnMmDGDHTt2FOidOb28avP9Dz9x+Mhx7t0LYM23G7lw8Sp169TQ5Vnz7Ub++vsk9+4F8M/5y0yaPI9ixQpTokTRF5Y7fFh/Zs1exO+/7+HSJV969xmBu7sLHTq0BKB8+TL88ccerl69wTfLv8PZ2Qknp7TNypYtmY3P+JnExMTmbuPziYS/T/NoyXriDxzNcM6keGHMqlUkbPpiEq/cIPluAGHTF6PWaLBq3fiFZYaOm0P01t9Jun6HZL/7hE7+GpVahbln2udqUrIoSTf8eHzqPI9Pnifphh+mJdM+T7venXl89hKJV27kSnvzs+Qzx0g+dxJt0AO0gQEkbFyD8jgBo7JpE7kT9/5OytWLaEODSb1zk4RNazAq5ILa+cWPYzZr9yGPt31P8qmjpN67Q9yiWagdHDH1fAsAoyLFSTp9lNT7d3m8awdqW3tUNmkPR7T4xJv4DSshIT73G5/HGnrVYfjAXjRv1CDDOUVR+P7HXxjYqytNG3pRzqMksyaO4mFYOPv/SuvhuH3Xn79PnGHquBFUrVSemtUqM/6zwezad5iHoeGZ3jMmNo6f/9jDmGED8KxVnUrlyzD9C2/OX7rKhcu+ANy560/rZo0oUawIH3Rojd89fwCSU1KY9uVSJo0eipGRUS69K3lD5lzkTLaDi1u3blGhQgV69uzJzz//zM8//0yPHj2oVKkSt2/fzo065rrjx8/Qrt07uLun/XFs3Kg+ZcuUYu/ew5nmt7Awp3fPLty5c4/79wMzzVOyZDHc3FzYf+DZniDR0TGcOvUP9TzTunwvXrxKg/p1MTMzo0WLRgQGBhMWFkG3bu/xODGRX3/dbeCWFlCmaQ/JU577doaioCQnY1azcpaLUZlpwNgYbVQMAEk3/DApURgj10IYuzljUqIwSTfvYlzEDauOLYhYst6QrSiY1GpM32qKysyMlOtXMp7XmKFp2prU4EC0YQ8zL8LFDbWDI8kXzurSlPg4Um76YvzkOTapd29hXKEKmJpiUr0u2ogwlOgoTN9uDslJJJ/8K1eaV5AEBAYTFv4Ir9rPvvRYW1lStWI5Lly+BqT1IthYW1G5Qlldnnq1a6BWq7h49Vqm5V69fpOUlBTqPVduqeJFcXNx1pVb1qMUp85dICUllWMnz1K2dNrw7tqN26hTo4re/YSA/zChc/jw4ZQuXZoTJ07otgQPDw+nR48eDB8+nJ07d/5rGYmJiSQm6j+Q6emzSfLCiJETWbF8Hv53z5KcnIxWq+WTwWP46++TevkGfdKLObO/wMrKkmvXb9GqTTeSk5MzLdPVxRmAkJBQvfSQh2G4uqadW7d+C1WqVODShYOEhUfQ7aNB2NvbMWXSKJq98yHTpo6h84fvcufOPfoP/JzAwOBcaH3+l+x3n+TAEBxG9iVs2iK08Y+x7fk+xq6FMHrS05MVDp/1JzU0nIQT53TlRixah9uqOQBELFxLst99XFfPIeLrNVg0qI394I9RUlIIn7ucx2cv5Ur78iOjYqWwmbMMTE1RHicQO2cC2oB7uvOaVh2x6PkJKnMLUgPuETP1c0hJybQstV3aZ6SNitBL10Y+QvXkXOL+PzEqURrbxRtQoqOInT8FlZU15t36EjNhBOYf9cP0raZogwOJXToXJSIsl1qefz2dA+HoYK+X7uhgT1h42rmw8Ec42NnqnTc2NsLW2lpvDoVeueGPMDExxsbaKl25doRFpH1m/T/uzPT5S2nduS+F3ZyZ5jOSe/cf8Nuu/WxcuYCp85Zw/PQ5KpUvw5SxI7C2sjRIm/PSmzqcYSjZDi4OHz6sF1gAODo6MmfOHBo0yNiVl5nZs2czdepUvTSV2gqV0X97omp2dOv2HsuXPZvH0K59D+rWrYGnZ006vtebe/4BNHzLkyWLZhIUGML+A8++MW3a/DP79h/BzdUZb+9BbN60grcbdcwQKGVVSkoKw0d8oZe2ZvUCli5bS/XqlXj33ZbUrP0Oo0d9ysKvp9G5y8D/1uiCLiWVkM+mUWiqNyWO/oySkkrCiXPE/3UKshiQ2vbrglXrRgT1HY2S9CwgjNm2k5htzwJiq3ffQYlLIPHCVYr8tpYH3YZi7FII53nj8W/VE14QTL5uUgP9ifLuj8rCEtP6jbAcPp7oCcN1AUbSkb0kXziN2t4Rsw5dsRo1hWifoZCc9C8lv+iGqcSvWqiXZDl0HI93bseoVBlMPN8i6rN+mL/XDcv+w4mdNymHLRTZYW1lybwpY/XS+g4bx+dD+vHHnoMEBAbx++bVTJmziBXrNjF62IA8qqnhvKnDGYaS7WERjUZDTExMhvTY2FhMTU2zVIaPjw9RUVF6h0ptnd2q/Ce//76HWnVa6I4zZy8yY/o4Ro+eyh8793Lpki/fLF/Pj9t+w/uzT/SujY6O4dYtP/76+ySduwykfDkPOnbMfIVMcEhaF7GLSyG9dBdnJ4KDM+8+btyoPpUqlmXZN+to/HZ9du8+QHx8Att++p1Gb9fP9Jo3RdLVmzz4cDB+Xh2517QrwYO/QG1rQ3JA0L9ea9vrA+z6diFooA9JN/xemE9tZ4P94B6EzV6Gpkp5ku8FkOIfyOPTF1AZG2FSovALr33tpKSgDX5A6p0bJPywmtS7tzBr94HutBIfhzboASlXLxL75SSMChfD1LNhpkVpI9O+/apt9XuZ1Hb2KJERmV2CceUaGBUrQeKfOzCpXIPksych8TFJRw9iXLm6YdpYwDg96bEIT9cDER7xCCfHtHNOjvZEREbpnU9JSSUqJkZ3fYZyHe1JTk4hOt38rvCISJwcMu8Z3LFzD9ZWljRt6MXpcxdp9nZ9TIyNadG0Iaf/ufif2ideL9kOLtq1a8fAgQM5efKkbibsiRMnGDRoEO+++26WytBoNNjY2Ogdr2pIJDY2jtu37+oOExNjTE1N0Wr1VwSkpmpfuhJEpVKhUqnQmGoyPe/n509QUAhNm7ylS7O2tqJu3RqcOHk2Q36NRsPixTMZPGQsWq0WtZEaE+O0uQYmJiYYvWHLIV9EiY1H+ygK42LuaCqVIf7A8Zfmt+3zIfafdCd48HiSrt58aV7HMYOI+v5nUkPCQG2Eyvi5jj1jI1Qv+Xl47anVqExMXnBSldaD9ILz2pAgtBHhmFSt+SzR3ALjMhUyn8dhYorlwJHELf8KtNq0ez+dLGhk/NJVKa+zIu6uODnac+LseV1abFwcF69ep1rl8gBUq1yB6JhYrlx79rN+8ux5tFqFqhXLZ1puxXJlMDY25uSZZ+X63QsgKOShrtznRTyKZMW6TYz3HgyAVqsl+cmQWEpKCqmvyeoqxYD/exNl+7d08eLFlC5dGi8vL8zMzDAzM6NBgwZ4eHiwaNGi3KhjroqJieXw4WPMmTOBRm97UaJEUXp+3JmPe3TilycTKkuWLMbYMUOpWaMKRYu641WvNlu3rCQh4TG7du/XlXX50mE6dHjWk7F4yRrG+wynXbt3qFy5POvXLSIwMIRff/1fhnpM+GIku3cd4Pz5tD+2x46foWPH1lSpUoFPB/fm2LEzufxO5C2VuRmm5UphWq4UACaFXTEtVwoj17SeH8sWDTGrXRXjIq5YNPHCbdUc4g8cI+H4s0Ct0MzR2I/oq3tt27czDkN7ETrpK1IehGDkaI+Ro32my1fNvWpiUrwI0Zt/AyDxynVMShbF/K06WH/QBlK1JN8NyM23IN8w7zEA44pVURdyxahYqbTXlaqTeGQfahc3zN7vjlGpsqidnDEuVwmr0VNRkhJJPndCV4btkg2YPNeT8fiPbZh92BOTOvUxKlYKqxHj0UaEk3Ty74z379yTpLMnSPVL+wcyxfcyJvXexqh4KTRt3iPF93Luvwl5JD4+gWs3bnPtRtrk+AeBIVy7cZug4IeoVCo+7tyRVd9t4eBfJ7hx24/x07/C2cmRZg3TejZLlyjGW/VqM2XuIi5dvc65i1eY9fVyWjdvhHOhtCXYIaFhtO82gEtXrwNpQx7vt2vBvCWrOXX2Aleu3WTCrAVUq1yBapUrZKjj3EUr6dX1fVwKOQFQo2pFft99gNt3/fnp113UqFrxVbxVuU6rKAY73kTZnnNhZ2fHr7/+yq1bt/D1TVumVKFCBTw8PAxeuVflox6fMnOGDxu+W4KDgx33/B8wcdI8Vq7aAMDjx4m81aAuw4f1x97elpCQMP76+wQNG3Ug9LnlXeXLeWBr82zeyJfzv8HS0oIV38zDzs6Go0dP07Z9jwxzNCpVKscHndpTq86zfTW2b/+DRm97cejAz9y4cZsePYfm8ruQtzSVyuK+br7uteOYQQDE/LqH0AnzMXJyxHH0IIwc7UgJjSD29308WrFRrwxjN2d47hfZpnM7VKamuHytPz7/6JvvebT8e91rlcYUR58hPBw9U3d9akgY4bOXUWj65yhJyTz84kv91SqvMbWtPZYjxqO2d0SJjyP17m1ipo0m5cIZVPaOGFesiln7D1BZWqONekTKlQtEjxuCEhWpK8OoSHFUFs8m9T3esRmVmTmWg0ehsrQixfcSMdNHZ5ijYVSsJKb1mxDl/WwPnaTjhzCuXB3rmUvQBt4ndsHru7Hc5Ws36Tvs2dyGeUtWAdChdXNmTvicvt0/JCHhMVPmLSYmNpaaVSux4qvpaDTPhqTnTh7DzAXf0G+4D2q1iuaNGzB+5GDd+ZSUVPz8A0h4/Ozv0Njhn6BWqxn5xQySk5OpX7cWE0cNyVC/oyfP4v8giNmTRuvSunVqz5VrN/lowEiqVCzH4L7dDfqe5JU3tcfBUFRKPpkSa2z6Bo1n53M3niwPFHnPzuO/TRYWhme9el1eV0E8x8SpVK6WX8nF898zZdGVkJP/nuk1k+1hkU6dOjF3bsZdI+fNm8eHH35okEoJIYQQeUmGRXIm28HFkSNHMn20euvWrTly5IhBKiWEEELkJZnQmTPZDi5etOTUxMREHrkuhBBCiOwHF1WqVNE9Zv15W7ZsoWLF12OWsBBCiDebDIvkTLZXi0ycOJH333+f27dv07RpUwD279/P5s2b2bZtm8ErKIQQQrxqb+pwhqFkO7ho3749v/zyC7NmzeKnn37C3NycqlWrsm/fPho1apQbdRRCCCFEAZLt4AKgbdu2tG3b1tB1EUIIIfKFN3U4w1CyPefi/v37BAQ826nw1KlTjBw5klWrVhm0YkIIIURekdUiOZPt4OKjjz7i4MGDAAQHB9O8eXNOnTrFF198wbRp0wxeQSGEEEIULNkOLi5fvkzdunUB+PHHH6lSpQrHjh1j48aNrF+/3tD1E0IIIV45RdEa7HgTZXvORXJyMhpN2pNA9+3bp3sSavny5QkK+vfHXwshhBD5nfYNHc4wlGz3XFSqVIkVK1bw119/sXfvXlq1SnsKaGBgII6OjgavoBBCCPGqKYpisONNlO3gYu7cuaxcuZLGjRvTrVs3qlWrBsBvv/2mGy4RQgghxJsr28MijRs3JiwsjOjoaOzt7XXpAwcOxMLCwqCVE0IIIfKCDIvkzH/a58LIyEgvsAAoUaKEIeojhBBC5Lk3dTjDULIUXNSsWZP9+/djb29PjRo1UKlUL8x77tw5g1VOCCGEEAVPloKLDh06EBgYiL29PR07dszlKgkhhBB5S3bozJksBReTJ09GrVZTp04d+vXrR7du3bC2ts7tugkhhBB54k3dWdNQsrxa5PDhw1SqVIlRo0bh5uZG7969+euvv3KzbkIIIYQogLIcXDRs2JC1a9cSFBTEkiVL8PPzo1GjRpQtW5a5c+cSHBycm/UUQgghXhnZ5yJnsr3PhaWlJX369OHw4cPcuHGDDz/8kGXLllGsWDHdbp1CCCFEQaZFMdiRWyIiIujevTs2NjbY2dnRr18/YmNjX5j/7t27qFSqTI9t27bp8mV2fsuWLdmqm0rJYVgVFxfHxo0b8fHxITIyktTU1P9UjrFp4ZxUQxjQjXKV8roK4gk7j8S8roJ4wnr1uryugniOiVOpXC2/kG05g5UVGnXdYGU9r3Xr1gQFBbFy5UqSk5Pp06cPderUYdOmTZnmT01NJTQ0VC9t1apVfPnllwQFBWFlZQWkBRfr1q3T7cANYGdnh5mZWZbr9p/2uQA4cuQIa9euZfv27ajVajp37ky/fv3+a3FCCCFEvpHfhzN8fX3ZvXs3p0+fpnbt2gAsWbKENm3aMH/+fNzd3TNcY2RkhKurq17ajh076Ny5sy6weMrOzi5D3uzI1rBIYGAgs2bNomzZsjRu3Jhbt26xePFiAgMDWb16NfXq1fvPFRFCCCHyC62iGOxITEwkOjpa70hMzFmv5PHjx7Gzs9MFFgDNmzdHrVZz8uTJLJVx9uxZzp8/n2nHwJAhQ3BycqJu3bqsXbs228FWlnsuWrduzb59+3BycqJnz5707duXcuUM120khBBC5BeG7LmYPXs2U6dO1UubPHkyU6ZM+c9lBgcH4+zsrJdmbGyMg4NDlhdYfPvtt1SoUIH69evrpU+bNo2mTZtiYWHBnj17+PTTT4mNjWX48OFZrl+WgwsTExN++ukn2rVrh5GRUZZvIIQQQrzJfHx88Pb21kvTaDSZ5h03bhxz5859aXm+vr45rlNCQgKbNm1i4sSJGc49n1ajRg3i4uL48ssvcye4+O2337JcqBBCCFGQGXKVh0ajeWEwkd7nn39O7969X5qnVKlSuLq68vDhQ730lJQUIiIisjRX4qeffiI+Pp6ePXv+a15PT0+mT59OYmJiltvxnyd0CiGEEK+rvJrQWahQIQoVKvSv+by8vIiMjOTs2bPUqlULgAMHDqDVavH09PzX67/99lvefffdLN3r/Pnz2NvbZzmwAAkuhBBCiAKnQoUKtGrVigEDBrBixQqSk5MZOnQoXbt21a0UefDgAc2aNWPDhg3UrVtXd+2tW7c4cuQIf/75Z4Zyf//9d0JCQqhXrx5mZmbs3buXWbNmMWrUqGzVT4ILIYQQIp2C8OCyjRs3MnToUJo1a4ZaraZTp04sXrxYdz45OZnr168THx+vd93atWspUqQILVq0yFCmiYkJy5Yt47PPPkNRFDw8PFiwYAEDBgzIVt1yvImWocgmWvmHbKKVf8gmWvmHbKKVv+T2JlqWFiUMVlZc/F2DlVVQZHv7byGEEEKIl5FhESGEECKdgjAskp9JcCGEEEKkk09mDBRYMiwihBBCCIOSngshhBAiHSUXH5X+JpDgQgghhEhHhkVyRoILIYQQIh0JLnJG5lwIIYQQwqCk50IIIYRIR/otcibf7NBZ0CUmJjJ79mx8fHyy9XAXkTvk88g/5LPIP+SzEK+KBBcGEh0dja2tLVFRUdjY2OR1dd548nnkH/JZ5B/yWYhXReZcCCGEEMKgJLgQQgghhEFJcCGEEEIIg5LgwkA0Gg2TJ0+WSVL5hHwe+Yd8FvmHfBbiVZEJnUIIIYQwKOm5EEIIIYRBSXAhhBBCCIOS4EIIIYQQBiXBhRBCCCEMSoILUWAcOnQIlUpFZGRkXldFZKJ379507Ngxr6vx2pgyZQrVq1fP62rI7534TyS4yAGVSvXSY8qUKXldxQLp+PHjGBkZ0bZt25fmO3ToEB06dMDNzQ1LS0uqV6/Oxo0bM+SLiIhg5MiRFC9eHFNTU9zd3enbty/+/v56+ZYvX07VqlWxsbHBxsYGLy8vdu3aZdC2FVRZ+VlftGgR69ev17vu/v379O3bF3d3d0xNTSlevDgjRowgPDxclyc5OZmxY8dSpUoVLC0tcXd3p2fPngQGBr7iVr467du3p1WrVpme++uvv1CpVLz//vvs37//Fdcso/r16xMUFIStrS0A69evx87OLm8rJfI9CS5yICgoSHcsXLgQGxsbvbRRo0bldRULpG+//ZZhw4Zx5MiRl/4Dc+zYMapWrcr27du5ePEiffr0oWfPnvzxxx+6PBEREdSrV499+/axYsUKbt26xZYtW7h16xZ16tThzp07urxFihRhzpw5nD17ljNnztC0aVM6dOjAlStXcrW9BUFWftZtbW31/tG5c+cOtWvX5ubNm2zevJlbt26xYsUK9u/fj5eXFxEREQDEx8dz7tw5Jk6cyLlz5/j555+5fv067777bh61Nvf169ePvXv3EhAQkOHcunXrqF27NlWrVsXR0TEPaqfP1NQUV1dXVCpVXldFFCSKMIh169Yptra2eV2NAi8mJkaxsrJSrl27pnTp0kWZOXOm7tzBgwcVQHn06NELr2/Tpo3Sp08f3etBgwYplpaWSlBQkF6++Ph4pXDhwkqrVq1eWh97e3tlzZo1/60xr6kX/az36tVL6dChg+51q1atlCJFiijx8fF6+YKCghQLCwtl0KBBL7zHqVOnFEC5d++eoaqdryQnJysuLi7K9OnT9dKf/vwvX75cmTx5slKtWjXduYMHDyp16tRRLCwsFFtbW6V+/frK3bt3ded/++03pXbt2opGo1EcHR2Vjh076s5FREQoH3/8sWJnZ6eYm5srrVq1Um7cuKE7f/fuXaVdu3aKnZ2dYmFhoVSsWFHZuXOn7r5Pf++e/vfzx+TJk5WpU6cqlSpVytDOatWqKRMmTDDU2yYKEOm5EPnKjz/+SPny5SlXrhw9evRg7dq1KNnY5y0qKgoHBwcAtFotW7ZsoXv37ri6uurlMzc359NPP+V///uf7hv081JTU9myZQtxcXF4eXnlrFFvoIiICP73v//x6aefYm5urnfO1dWV7t27s3Xr1hd+tlFRUahUqte2+93Y2JiePXuyfv16vfdg27ZtpKam0q1bN738KSkpdOzYkUaNGnHx4kWOHz/OwIEDdb0JO3fu5L333qNNmzb8888/7N+/n7p16+qu7927N2fOnOG3337j+PHjKIpCmzZtSE5OBmDIkCEkJiZy5MgRLl26xNy5c7GysspQ7/r162fouRo1ahR9+/bF19eX06dP6/L+888/uh5F8eYxzusKCPG8b7/9lh49egDQqlUroqKiOHz4MI0bN/7Xa3/88UdOnz7NypUrAQgNDSUyMpIKFSpkmr9ChQooisKtW7d0f4gvXbqEl5cXjx8/xsrKih07dlCxYkXDNO4NcvPmTRRFeel7/+jRI0JDQ3F2dtY79/jxY8aOHUu3bt1e68eC9+3bly+//FLv53vdunV06tRJN7/hqejoaKKiomjXrh2lS5cG0HtvZ86cSdeuXZk6daourVq1akDaZ/Hbb79x9OhR6tevD8DGjRspWrQov/zyCx9++CH+/v506tSJKlWqAFCqVKlM62xqaoqtrS0qlUovYLeysqJly5asW7eOOnXq6NrSqFGjF5YlXm/ScyHyjevXr3Pq1CndtzZjY2O6dOnCt99++6/XHjx4kD59+rB69WoqVaqkdy47PR/lypXj/PnznDx5ksGDB9OrVy+uXr2avYYIney895A2ubNz584oisLy5ctzqVb5Q/ny5alfvz5r164F4NatW/z111/069cvQ14HBwd69+5Ny5Ytad++PYsWLSIoKEh3/vz58zRr1izT+/j6+mJsbIynp6cuzdHRkXLlyuHr6wvA8OHDmTFjBg0aNGDy5MlcvHgx2+0ZMGAAmzdv5vHjxyQlJbFp0yb69u2b7XLE60GCC5FvfPvtt6SkpODu7o6xsTHGxsYsX76c7du3ExUV9cLrDh8+TPv27fn666/p2bOnLr1QoULY2dnp/oCm5+vri0qlwsPDQ5dmamqKh4cHtWrVYvbs2VSrVo1FixYZrpFvCA8PD1Qq1Uvfe3t7ewoVKqRLexpY3Lt3j717977WvRZP9evXj+3btxMTE8O6desoXbo0jRo1yjTvunXrOH78OPXr12fr1q2ULVuWEydOAGQYesqu/v37c+fOHT7++GMuXbpE7dq1WbJkSbbKaN++PRqNhh07dvD777+TnJzMBx98kKN6iYJLgguRL6SkpLBhwwa++uorzp8/rzsuXLiAu7s7mzdvzvS6Q4cO0bZtW+bOncvAgQP1zqnVajp37symTZsIDg7WO5eQkMA333xDy5YtdXM0MqPVaklMTMx5A98wjo6OvPPOO3zzzTckJCTonQsODmbjxo106dJFN2fgaWBx8+ZN9u3bly9WSbwKnTt3Rq1Ws2nTJjZs2EDfvn1fuiqjRo0a+Pj4cOzYMSpXrsymTZsAqFq16guXrVaoUIGUlBROnjypSwsPD+f69et6Q35FixZl0KBB/Pzzz3z++eesXr060/JMTU1JTU3NkG5sbEyvXr1Yt24d69ato2vXrjkOekQBlmdTSV8zslokZ3bs2KGYmpoqkZGRGc6NGTNGqV27dobVIgcOHFAsLCwUHx8fJSgoSHeEh4frrg0LC1NKly6tVK5cWfnzzz8Vf39/5fDhw0rDhg0VZ2dn5fbt27q848aNUw4fPqz4+fkpFy9eVMaNG6eoVCplz549ud7+giSrq0Vu3LihODk5KQ0bNlQOHz6s+Pv7K7t27VIqV66slClTRvc5JSUlKe+++65SpEgR5fz583qfZWJi4itqVd7p16+fYm9vrxgZGSkPHjzQpT+/WuTOnTvKuHHjlGPHjil3795V/ve//ymOjo7KN998oyhK2ooOtVqtTJo0Sbl69apy8eJFZc6cObqyOnTooFSsWFH566+/lPPnzyutWrVSPDw8lKSkJEVRFGXEiBHK7t27lTt37ihnz55VPD09lc6dO+vKfv737ujRowqg7Nu3TwkNDVXi4uJ097lx44ZiZGSkGBkZKSdOnMjNt03kcxJcGIgEFznTrl07pU2bNpmeO3nypAIoixYt0vsj16tXrwzL4gClUaNGeteHhoYqw4YNU4oWLaqYmJgoLi4uSu/evTMsc+zbt69SvHhxxdTUVClUqJDSrFkzCSwykdXgQlHSljj26tVLcXFxUUxMTJSiRYsqw4YNU8LCwnR5/Pz8Mv0cAeXgwYO525h84NixYwqQ4ef/+eAiODhY6dixo+Lm5qaYmpoqxYsXVyZNmqSkpqbq8m/fvl2pXr26Ympqqjg5OSnvv/++7tzTpai2traKubm50rJlS72lqEOHDlVKly6taDQapVChQsrHH3+s+4wyWwI+aNAgxdHRUbcU9XkNGzbMdFmqeLOoFCWbM66EEEKITCiKQpkyZfj000/x9vbO6+qIPCRLUYUQQuRYaGgoW7ZsITg4WPa2EBJcCCGEyDlnZ2ecnJxYtWoV9vb2eV0dkcckuBBCCJFjMsIunidLUYUQQghhUBJcCCGEEMKgJLgQQgghhEFJcCGEEEIIg5LgQgghhBAGJcGFEEIIIQxKggshhBBCGJQEF0IIIYQwqP8DvmIRIp18DXMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(v_data.corr(), annot=True, fmt=\".1%\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}