TSK_AIBA/LR1.ipynb
2025-01-07 15:22:33 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Лабораторная работа №1\n",
"## Вариант №7"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv('data.csv') "
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 369 entries, 0 to 368\n",
"Data columns (total 14 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 stock index 369 non-null object \n",
" 1 country 369 non-null object \n",
" 2 year 369 non-null float64\n",
" 3 index price 317 non-null float64\n",
" 4 log_indexprice 369 non-null float64\n",
" 5 inflationrate 326 non-null float64\n",
" 6 oil prices 369 non-null float64\n",
" 7 exchange_rate 367 non-null float64\n",
" 8 gdppercent 350 non-null float64\n",
" 9 percapitaincome 368 non-null float64\n",
" 10 unemploymentrate 348 non-null float64\n",
" 11 manufacturingoutput 278 non-null float64\n",
" 12 tradebalance 365 non-null float64\n",
" 13 USTreasury 369 non-null float64\n",
"dtypes: float64(12), object(2)\n",
"memory usage: 40.5+ KB\n",
"None\n",
" year index price log_indexprice inflationrate oil prices \\\n",
"count 369.000000 317.000000 369.000000 326.000000 369.000000 \n",
"mean 2000.000000 7898.648297 3.610542 0.041748 39.743171 \n",
"std 11.848225 7811.336862 0.482481 0.039579 25.452654 \n",
"min 1980.000000 168.610000 2.230000 -0.040000 11.350000 \n",
"25% 1990.000000 2407.100000 3.320000 0.020000 19.410000 \n",
"50% 2000.000000 5160.100000 3.600000 0.030000 28.520000 \n",
"75% 2010.000000 10279.500000 3.980000 0.057500 57.880000 \n",
"max 2020.000000 47751.330000 4.680000 0.240000 98.560000 \n",
"\n",
" exchange_rate gdppercent percapitaincome unemploymentrate \\\n",
"count 367.000000 350.000000 368.000000 348.000000 \n",
"mean 27.897548 0.037114 20719.964674 0.068908 \n",
"std 49.620521 0.037850 17435.037783 0.043207 \n",
"min 0.900000 -0.110000 27.000000 0.020000 \n",
"25% 1.330000 0.020000 2090.250000 0.040000 \n",
"50% 5.440000 0.030000 19969.500000 0.060000 \n",
"75% 15.055000 0.060000 36384.000000 0.090000 \n",
"max 249.050000 0.150000 65280.000000 0.260000 \n",
"\n",
" manufacturingoutput tradebalance USTreasury \n",
"count 278.000000 365.000000 369.000000 \n",
"mean 328.084820 -15.996384 0.059024 \n",
"std 622.395923 154.557170 0.033086 \n",
"min 0.590000 -770.930000 0.010000 \n",
"25% 80.380000 -25.370000 0.030000 \n",
"50% 188.160000 -0.140000 0.050000 \n",
"75% 271.977500 19.080000 0.080000 \n",
"max 3868.460000 366.140000 0.140000 \n"
]
}
],
"source": [
"print(df.info()) \n",
"print(df.describe()) "
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['stock index', 'country', 'year', 'index price', 'log_indexprice',\n",
" 'inflationrate', 'oil prices', 'exchange_rate', 'gdppercent',\n",
" 'percapitaincome', 'unemploymentrate', 'manufacturingoutput',\n",
" 'tradebalance', 'USTreasury'],\n",
" dtype='object')\n"
]
}
],
"source": [
"print(df.columns) "
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"stock index NASDAQ\n",
"country United States of America\n",
"year 1980.0\n",
"index price 168.61\n",
"log_indexprice 2.23\n",
"inflationrate 0.14\n",
"oil prices 21.59\n",
"exchange_rate 1.0\n",
"gdppercent 0.09\n",
"percapitaincome 12575.0\n",
"unemploymentrate 0.07\n",
"manufacturingoutput NaN\n",
"tradebalance -13.06\n",
"USTreasury 0.11\n",
"Name: 0, dtype: object\n",
"0 United States of America\n",
"1 United States of America\n",
"2 United States of America\n",
"3 United States of America\n",
"4 United States of America\n",
" ... \n",
"364 Spain\n",
"365 Spain\n",
"366 Spain\n",
"367 Spain\n",
"368 Spain\n",
"Name: country, Length: 369, dtype: object\n"
]
}
],
"source": [
"print(df.iloc[0]) \n",
"print(df['country']) "
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" index price\n",
"country \n",
"China 2329.655417\n",
"France 3166.182683\n",
"Germany 5030.647561\n",
"Hong Kong 14790.129091\n",
"India 14204.314516\n",
"Japan 16142.580000\n",
"Spain 7735.470294\n",
"United Kingdom 5323.457097\n",
"United States of America 2282.994878\n"
]
}
],
"source": [
"grouped = df.groupby('country').agg({'index price': 'mean'})\n",
"print(grouped)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" stock index country year index price log_indexprice inflationrate \\\n",
"307 CAC 40 France 2000.0 5926.42 3.77 0.02 \n",
"304 CAC 40 France 1997.0 2998.90 3.48 0.01 \n",
"303 CAC 40 France 1996.0 2315.70 3.36 0.02 \n",
"302 CAC 40 France 1995.0 1872.00 3.27 0.02 \n",
"301 CAC 40 France 1994.0 1881.20 3.27 0.02 \n",
".. ... ... ... ... ... ... \n",
"228 SZCOMP China 2003.0 1467.88 3.17 0.01 \n",
"227 SZCOMP China 2002.0 1561.31 3.19 -0.01 \n",
"226 SZCOMP China 2001.0 1940.96 3.29 0.01 \n",
"235 SZCOMP China 2010.0 2795.88 3.45 0.03 \n",
"244 SZCOMP China 2019.0 2928.94 3.47 0.03 \n",
"\n",
" oil prices exchange_rate gdppercent percapitaincome unemploymentrate \\\n",
"307 28.44 0.92 0.04 22420.0 0.10 \n",
"304 18.33 5.84 0.02 3694.0 0.12 \n",
"303 25.23 5.12 0.01 4097.0 0.12 \n",
"302 19.03 4.99 0.02 4099.0 0.12 \n",
"301 17.16 5.55 0.02 3582.0 0.12 \n",
".. ... ... ... ... ... \n",
"228 32.13 8.28 0.10 1289.0 0.04 \n",
"227 29.46 8.28 0.09 1149.0 0.03 \n",
"226 19.39 8.28 0.08 1053.0 0.03 \n",
"235 89.15 6.77 0.11 4550.0 0.04 \n",
"244 59.88 6.91 0.06 10217.0 0.05 \n",
"\n",
" manufacturingoutput tradebalance USTreasury \n",
"307 197.71 18.15 0.06 \n",
"304 32.50 6.67 0.06 \n",
"303 35.44 4.36 0.06 \n",
"302 36.32 3.90 0.07 \n",
"301 31.23 3.18 0.07 \n",
".. ... ... ... \n",
"228 NaN 35.82 0.04 \n",
"227 NaN 37.38 0.05 \n",
"226 NaN 28.09 0.05 \n",
"235 1924.32 222.40 0.03 \n",
"244 3823.41 164.99 0.02 \n",
"\n",
"[369 rows x 14 columns]\n"
]
}
],
"source": [
"sorted_df = df.sort_values(by='stock index', ascending=True) \n",
"print(sorted_df)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"df_dropped = df.drop(columns=['USTreasury']) \n",
"df_dropped = df_dropped.drop(index=[0, 1]) "
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [],
"source": [
"df['real_index_price'] = df['index price'] / (1 + df['inflationrate'])"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"df_cleaned = df.dropna() "
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [],
"source": [
"df_filled = df.fillna(value=0) "
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"for country in df['country'].unique():\n",
" plt.plot(df[df['country'] == country]['year'], df[df['country'] == country]['index price'], label=country)\n",
"plt.title('Индексные цены по годам')\n",
"plt.xlabel('Год')\n",
"plt.ylabel('Индексная цена')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T2wz3eiQNllFBVFDKW92F4xq2uRSqa9DQWWg2y6OuzboutONxtPOejwsVk3uvhepU4isSR/xdtnXS3x+S5m9YTTGDu8wD4aKmCQAAIAzUNAFxUE1OfEtyqH+P9rnShLOsjZaHiGttNYRHy4WoxgVA5GF4DlEhsYfnAEQnhufwTxA0AQAAhIGaJgAAgDBQ05RI1Ovkt99+cx2QL3UBSQAAcHlpwE1rnWr5rostUUPQlEgUMIWuAwUAAPxBq0jEtzSUEDQlEmWYvCdd6yQBAIDId/ToUZf08D7H40PQlEi8ITkFTARNAAD4SzilNRSCAwAAhIGgCQAAIAwETQAAAGEgaAIAAAgDQRMAAEAYCJoAAADCQNAEAAAQBoImAACAMBA0AQAAhIGgCQAAIAwETQAAAGEgaAIAAAgDQRMAAEAYCJoAAADCQNAEAAAQhtSWjJYuXWovv/yyrVq1yvbu3WvTp0+3li1bxtpny5Yt1rdvX1uyZImdOXPGSpcubZ9++qkVLlzYXX/ixAl74okn7OOPP7aTJ09ao0aN7M0337S8efMGbuPnn3+2Rx55xBYtWmSZM2e2Dh062JAhQyx16v//4S9evNh69eplmzZtskKFCtmzzz5r999//2V8NgDgnyv61OzLdl+7hza7bPcF2JWeaTp+/LiVL1/e3njjjTiv37lzp1WvXt1Klizpgpr169fbc889Z+nTpw/s8/jjj9tnn31mU6ZMcYHVb7/9Zq1btw5cf/bsWWvWrJmdOnXKli9fbhMnTrQJEyZY//79A/vs2rXL7VOnTh1bu3at9ezZ0x588EGbO3duEj8DAADAL1LExMTEWARIkSLFeZmmtm3bWpo0aey9996L83eOHDliV111lX344Yd2xx13uG1bt261UqVK2YoVK6xq1ar2xRdfWPPmzV0w5WWfxowZ47JXv//+u6VNm9adnz17tm3cuDHWfR8+fNjmzJkT530rq6WT5+jRoy5DpWPKmjVroj0vAJAQZJqAhNHnd7Zs2cL6/I7YmqZz5865QOb66693Q2558uSxKlWq2IwZMwL7aFjv9OnTVr9+/cA2ZaU0dKegSfSzXLlysYbrdHt6kjQU5+0TfBvePt5txEXDe3qSvZMCJgAAEL0iNmg6cOCAHTt2zIYOHWqNGze2efPmWatWrdzQm4bhZN++fS5TlD179li/qwBJ13n7BAdM3vXedfHto8Dq77//jvP4+vXr56JS77Rnz55EfPQAACDSJGsh+MUyTdKiRQtXtyQVKlRwdUkaXqtVq1ayHl+6dOncCQAAXBkiNtOUO3duN7tNs+WCqV5Js+EkX758rsBbtUfB9u/f767z9tHl0Ou96+LbR2ObGTJkSIJHBwAA/CZigyYNu9188822bdu2WNu3b99uRYoUcecrVqzoCsUXLFgQuF77K6iqVq2au6yfGzZscMN9nvnz57uAyAvItE/wbXj7eLcBAACQrMNzqlnasWNHrKn/mvKfM2dOV8zdu3dvu+uuu6xmzZquHYBmsqm9gNoPiAqwO3Xq5Por6XcUCHXr1s0FO5o5Jw0bNnTB0X333WfDhg1z9UvqwfTYY48FhtcefvhhGz16tPXp08c6duxoCxcutE8++cQVogMAACR7ywEFPwqGQqn5pHopybhx49xMtV9++cVKlChhAwcOdHVOHq+55UcffRSruaU39CY//fSTa26p+8uUKZO7fRWYhza3VO3U5s2brWDBgq4fVEKaWyZkyiIAJBVaDgAJk5DP74jp0+R3BE0AIgFBE3AF9mkCAACIJARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAACEPqcHYCcGUp+tTsy3p/u4c2u6z3BwCXgkwTAABAGAiaAAAAwkDQBAAAEAaCJgAAgDAQNAEAAISBoAkAACAMBE0AAABhIGgCAAAIA0ETAABAGAiaAAAAwkDQBAAAEAbWngNwxbmca+uxrh4QPZI107R06VK77bbbrECBApYiRQqbMWPGBfd9+OGH3T6vvfZarO0HDx60du3aWdasWS179uzWqVMnO3bsWKx91q9fbzVq1LD06dNboUKFbNiwYefd/pQpU6xkyZJun3Llytnnn3+eiI8UAAD4XbIGTcePH7fy5cvbG2+8Ee9+06dPt2+++cYFV6EUMG3atMnmz59vs2bNcoFYly5dAtcfPXrUGjZsaEWKFLFVq1bZyy+/bM8//7yNHTs2sM/y5cvt7rvvdgHXmjVrrGXLlu60cePGRH7EAADAr5J1eK5JkybuFJ9ff/3VunXrZnPnzrVmzWKnubds2WJz5syxlStXWqVKldy2119/3Zo2bWqvvPKKC7I++OADO3XqlI0bN87Spk1rZcqUsbVr19qIESMCwdXIkSOtcePG1rt3b3d58ODBLggbPXq0jRkzJskePwAA8I+ILgQ/d+6c3XfffS6YUbATasWKFW5IzguYpH79+pYyZUr79ttvA/vUrFnTBUyeRo0a2bZt2+zQoUOBffR7wbSPtl/IyZMnXRYr+AQAAKJXRAdNL730kqVOndq6d+8e5/X79u2zPHnyxNqm/XPmzOmu8/bJmzdvrH28yxfbx7s+LkOGDLFs2bIFTqqVAgAA0StigybVH2nYbMKECa4APNL069fPjhw5Ejjt2bMnuQ8JAABciUHTsmXL7MCBA1a4cGGXPdLpp59+sieeeMKKFi3q9smXL5/bJ9iZM2fcjDpd5+2zf//+WPt4ly+2j3d9XNKlS+dm7AWfAABA9IrYoEm1TGoVoKJt76TCbtU3qShcqlWrZocPH3ZZKc/ChQtdLVSVKlUC+2hG3enTpwP7qMi7RIkSliNHjsA+CxYsiHX/2kfbAQAAkn32nPop7dixI3B5165dLjhSTZIyTLly5Yq1f5o0aVz2RwGPlCpVys1669y5s5vlpsCoa9eu1rZt20B7gnvuuccGDhzo2gn07dvXtRHQsN+rr74auN0ePXpYrVq1bPjw4W6G3scff2zff/99rLYEAADgypasmSYFJjfeeKM7Sa9evdz5/v37h30baimgppT16tVzrQaqV68eK9hRkfa8efNcQFaxYkU3vKfbD+7ldMstt9iHH37ofk99o6ZOneoabZYtWzaRHzEAAPCrZM001a5d22JiYsLef/fu3edtU1ZKAU98brjhBlcjFZ8777zTnQAAAHxV0wQAABBJCJoAAADCQNAEAAAQBoImAACAMBA0AQAAhIGgCQAAIAwETQAAAGEgaAIAAAgDQRMAAEAYCJoAAADCQNAEAAAQBoImAACAMBA0AQAAhIGgCQAAIAwETQAAAGEgaAIAAAgDQRMAAEAYCJoAAADCQNAEAAAQBoImAACAMBA0AQAAhIGgCQAAIAwETQAAAGFIbZdo8+bN9vPPP9upU6dibb/99tsv9SYBAACiJ2j68ccfrVWrVrZhwwZLkSKFxcTEuO06L2fPnk38owQAAPDb8FyPHj2sWLFiduDAAcuYMaNt2rTJli5dapUqVbLFixcnzVECAAD4LdO0YsUKW7hwoeXOndtSpkzpTtWrV7chQ4ZY9+7dbc2aNUlzpAAAAH7KNGn4LUuWLO68AqfffvvNnS9SpIht27Yt8Y8QAADAj5mmsmXL2rp169wQXZUqVWzYsGGWNm1aGzt2rBUvXjxpjhIAAMBvQdOzzz5rx48fd+cHDRpkzZs3txo1aliuXLls8uTJSXGMAAAA/guaGjVqFDh/7bXX2tatW+3gwYOWI0eOwAw6AACAaHPJfZqC5cyZMzFuBgAAIHqCptatW8d7/bRp0/7J8QAAAETH7Lls2bIFTrNnz3YtB4K3JYT6O912221WoEABN7Q3Y8aMwHWnT5+2vn37Wrly5SxTpkxun/bt2wdm63k0NNiuXTvLmjWrZc+e3Tp16mTHjh2Ltc/69etd3VX69OmtUKFCrng91JQpU6xkyZJuH93n559/ntCnBgAARLEEZ5rGjx8fOD916lQXgFzqrDkVlJcvX946dux4Xgbrr7/+stWrV9tzzz3n9jl06JBrrKllWr7//vvAfgqY9u7da/Pnz3eB1gMPPGBdunSxDz/80F1/9OhRa9iwodWvX9/GjBnjOpnr/hRgaT9Zvny53X333a7XlArb9bstW7Z096/ZggAAAIlS03SpmjRp4k5xUdZKgVCw0aNHW+XKld2ad4ULF7YtW7bYnDlzbOXKla4jubz++uvWtGlTe+WVV1x26oMPPnDr440bN861RihTpoytXbvWRowYEQiaRo4caY0bN7bevXu7y4MHD3b3rftToBWXkydPupNHwRkAAIheCR6eS05Hjhxxw3jKEnndyXXeC5hEGSUNGX777beBfWrWrOkCpuAZgGrEqeyVt49+L5j20fYLUVYqeFhSw34AACB6JTjTNGrUqMD5M2fO2IQJE1xncI+WUkkKJ06ccDVOGkZT/ZLs27fP8uTJE2u/1KlTu9l8us7bR404g+XNmzdwnVol6Ke3LXgf7zbi0q9fP+vVq1esTBOBEwAA0SvBQdOrr74aOJ8vXz577733ApeVBUqKoEm1Sv/6178sJibG3nrrLYsE6dKlcycAAHBlSHDQtGvXLrucvIDpp59+cgsFe1kmL2g7cOBArP2V/dKMOl3n7bN///5Y+3iXL7aPdz0AAMAl1zSpuFp1QQpSkjpg+uGHH+zLL790S7UEq1atmh0+fNhWrVoV2KbA6ty5c25dPG8ftTbQbXlU5F2iRAk3NOfts2DBgli3rX20HQAA4JKCJrUCUC+kjBkzuplomskm3bp1s6FDhybottRPSTPZdPKyWDqv21SQc8cdd7j2ApoBd/bsWVdjpJMCNilVqpSb9da5c2f77rvv7Ouvv7auXbta27Zt3cw5ueeee1wRuI5506ZNbn08zZYLrkdSKwPNwhs+fLhbFub5559396vbAgAAuKSgSQXQ69ats8WLF7tGkB7NPkvogr0KTG688UZ3EgUyOt+/f3/79ddfbebMmfbLL79YhQoVLH/+/IGT+ip5FFCpKWW9evVcq4Hq1avb2LFjA9drZtu8efNcQFaxYkV74okn3O177Qbklltucb2Z9HvqCaX+U2q0SY8mAABwyTVNCiYUHFWtWjXWAr3KOu3cuTNBt1W7dm1X3H0h8V3n0Uw5r5Hlhdxwww22bNmyePe588473QkAACBRMk2///77edP8ve7ewUEUAADAFR00qZGk1pzzeIHSO++8Q+E0AACIWgkennvxxRfd0iebN292M+dUVK3zqjNasmRJ0hwlAACA3zJNKrTWDDcFTOXKlXNF1hqu05IjKrQGAACIRpe0YO8111xjb7/9duIfDQAAQDQFTXFR5qlhw4buvPoiqe8RAADAFRs0qY9SXLPk1B5g/fr1tnr1akuZ8pIbjQMAAERH0NSyZcs4t6uDt4ImNYcEAACwKz1oGjBgQJzbT5w4YUOGDEmMYwIAAIg4iTaORmNLAAAQzSg+AgAASIrhOS2qG5ezZ88m9KYAAACiN2has2bNBa+rWbPmPz0eAACA6AiaFi1alDRHAgAAEMGoaQIAAAgDQRMAAEAYCJoAAADCQNAEAAAQBoImAACApJg9N2rUqHiv7969e0JvEgAAIPqCpp49e1rBggUtVapU7vKePXssf/78ljp1areUCkETAACIRgkOmuT777+3PHnyuPNZsmSxJUuWWPHixRP72AAAAPxb06QMU/CSKTq/YsWKxD4uAAAAfwdNGppbsGCBO798+XI7d+6cW4/u6aeftpiYmKQ4RgAAAP8FTQ899JDdf//9VrJkSatbt6517tzZDdd9+eWX1qBBg6Q5SgAAAL/VND311FN200032bp166xYsWLWpk0bVwC+bNky69GjR9IcJQAAgB8LwRs2bOhOwdKlS2djxoxJrOMCAACIKDS3BAAASIpMk2bLvfrqq/bJJ5/Yzz//bKdOnYp1/cGDBxN6kwAAANGXaRo4cKCNGDHC7rrrLjty5IibOde6dWtLmTKlPf/880lzlAAAAH4Lmj744AN7++237YknnnBdwO+++2575513rH///vbNN98kzVECAAD4LWjat2+flStXzp3PnDmzyzZJ8+bNbfbs2Yl/hAAAAH5tbrl37153/pprrrF58+a58ytXrnQz6BJi6dKldtttt1mBAgVc24IZM2bEul7NMpXB0tp2GTJksPr169sPP/xwXg1Vu3btLGvWrJY9e3br1KmTHTt2LNY+69evtxo1alj69OmtUKFCNmzYsPOOZcqUKa73lPZRUPj5558n6LEAAIDoluCgqVWrVoGO4N26dbPnnnvOrrvuOmvfvr117NgxQbd1/PhxK1++vL3xxhtxXq/gZtSoUa6VwbfffmuZMmWyRo0a2YkTJwL7KGDatGmTzZ8/32bNmuUCsS5dugSuP3r0qGuPUKRIEVu1apW9/PLLrvZq7NixgX3U2VzDjAq41qxZYy1btnSnjRs3JvTpAQAAUSpFzD9c+0TrzumkwElZo0s+kBQpbPr06S5YER2WMlCqnXryySfdNg0F5s2b1yZMmGBt27a1LVu2WOnSpV2Wq1KlSm6fOXPmWNOmTe2XX35xv//WW2/ZM88844YV06ZNG2jQqazW1q1b3WUVtSuAU9DlqVq1qlWoUCHs3lMKzrJly+aOUVkvwM+KPnV5h9p3D20WtY+PxwZEtoR8fv/jPk3VqlVzM+j+ScAUl127drlAR0NyHj2oKlWqBBYI1k8NyXkBk2h/zeRTZsrbp2bNmoGASZSt2rZtmx06dCiwT/D9ePvEtxDxyZMn3RMdfAIAANErwX2aZs6cGe/1t99+uyUGBUyizFIwXfau0888efLEul4z+nLmzBlrHy33Enob3nU5cuRwP+O7n7gMGTLEtV8AAABXhgQHTd7wmTekFjy6p8tqfnkl6Nevn8uweZRpUpE5AACITgkenjt37lzglDFjRtuxY0fgcmIGTPny5XM/9+/fH2u7LnvX6eeBAwdiXX/mzBk3oy54n7huI/g+LrSPd31cNFNQY5/BJwAAEL0idu05DakpaPFm6nnZHNUqqY5K9PPw4cNuVpxn4cKFLoBT7ZO3j2bUnT59OrCPZtqVKFHCDc15+wTfj7ePdz8AAADJGjSpn9LatWvdySv+1nmtaaehvp49e9oLL7zg6qg2bNjg2hpoRpw3RFiqVClr3Lixde7c2b777jv7+uuvrWvXrm5mnfaTe+65xxWBq52AWhNMnjzZRo4cGWtorUePHm7W3fDhw92MOrUk+P77791tAQAAXFJNU/AsMQU2CnyCtyVkmEqBSZ06dQKXvUCmQ4cOrq1Anz59XCsA9V1SRql69eouuFEDyuBlXRTc1KtXz82aa9OmjevtFDzjTg04H3vsMatYsaLlzp3bNcwM7uV0yy232IcffmjPPvusPf300659gloSlC1blr8SAABwaX2aFJgoWBL9auj5K6UQPBR9mhBN6NOUeHhsQPR8fic407Ro0aJ/cmwAAAC+lOCgqVatWklzJAAAANFUCD5+/Hi3uG0obZs4cWJiHRcAAIC/gyZ1wlYxdSh15n7xxRcT67gAAAD8HTSpHUDosiRSpEgRdx0AAEA0SnDQpIzS+vXrz9u+bt06y5UrV2IdFwAAgL+Dprvvvtu6d+/uZtGpvYBO6sKtBpFqKgkAABCNEjx7bvDgwbZ7927XTDJ16v/361q2RN26qWkCAADRKsFBk5Yk0VIkWt5ES55kyJDBypUr52qaAAAAolWCgyaPlhrRKdiBAwdczRMAAIBd6TVNWrctLloDrkyZMolxTAAAAP7PNGkhXa3PMnLkyEB2SYvffvXVV/baa68lxTECAAD4L2hatmyZNWjQwA4fPux+atZc9erVbePGjZYvX76kOUoAAAC/BU0q+F66dKk1bNjQ3n//ffvPf/5jDz74YNIcHQAAgF9rmkQZJQVOVapUcTPp/v7778Q/MgAAAD9nmnLkyGEpUqRw50+fPm3Hjx93M+bSpEnjth08eDDxjxIAAMBvQRPF3gAA4EqU4KCpQ4cOSXMkAAAA0VbTtHPnTnv22WfdOnRqOSBffPGFbdq0KbGPDwAAwJ9B05IlS9yyKd9++61NmzbNjh075ravW7fOBgwYkBTHCAAA4L+g6amnnnLrzs2fP9+tQ+epW7euffPNN4l9fAAAAP4MmjZs2GCtWrU6b7tm0P3xxx+JdVwAAAD+DpqyZ89ue/fuPW/7mjVr7Oqrr06s4wIAAPB30NS2bVvr27ev7du3z/VrOnfunH399df25JNPWvv27ZPmKAEAAPwWNL344otWsmRJK1SokCsCL126tNWsWdNuueUWN6MOAAAgGiW4T5OKv99++23r37+/q29S4HTjjTfaddddlzRHCAAA4MegyaNMk06emJgY27NnjzufKlUq6psAAMCVHTStX78+zu1//vmn1a9f38qXL2+5c+e2efPmJcbxAQAA+DNoqlChgisAV2YplLavXr06sY4NAADA38Nz6gZ+1VVXxdqm5VSqVq2aWMcFAADg/6CpcOHCrpllsPTp0yfWMQEAAERH0DR37lxXt5Q1a1YrVqyYFShQIPGPDAAAwO9BU4cOHWLVMRUtWtTuvPPOxDwuAAAAfze3VAdwnU6cOGG//vqrLV261Dp27Gjvvfdeoh/c2bNn7bnnnnPZrAwZMtg111xjgwcPjlWErvPqGZU/f363j2bw/fDDD7Fu5+DBg9auXTuXGdMyMJ06dXL9pUJnBdaoUcMNM6qVwrBhwxL98QAAgCsoaApucqlA5dZbb7VnnnnGZs+e7QIY9WhKrOG6l156yd566y0bPXq0bdmyxV1WMPP6668H9tHlUaNG2ZgxY1yBeqZMmaxRo0YuqPMoYNq0aZPNnz/fZs2a5QK9Ll26BK4/evSoNWzY0IoUKWKrVq2yl19+2Z5//nkbO3ZsojwOAABwBTe3jKsVgTJQiWn58uXWokULa9asmbusYcCPPvrIvvvuO3dZQdprr73mlm/RfjJp0iTLmzevzZgxw62Tp2Brzpw5tnLlSqtUqZLbR0FX06ZN7ZVXXnEB3gcffGCnTp2ycePGuWCwTJkytnbtWhsxYkSs4AoAAFy5LjnTdDloPbsFCxbY9u3b3eV169bZV199ZU2aNHGXd+3a5RYO1pCcJ1u2bFalShVbsWKFu6yfGpLzAibR/ilTpnSZKW8frZ+ngMmjbNW2bdvs0KFDcR7byZMnXYYq+AQAAKJXgjNNOXLkcMXfF6L6ocTy1FNPuWBECwRr2E81Tv/+97/dcJsoYBJlloLpsnedfoa2R0idOrXlzJkz1j6qmwq9De86PeZQQ4YMsYEDBybaYwUAAFEWNGk4zBsae+SRR2zQoEHnBSWJ5ZNPPnFDZx9++GFgyKxnz55uSC14Bl9y6Nevn/Xq1StwWcFd8Fp8AADgCg+agoOVbt26WZs2bax48eKWFHr37u2yTapNknLlytlPP/3ksjw6jnz58rnt+/fvd0XpHl1WjZVoH3UrD3bmzBmXEfN+Xz/1O8G8y94+odKlS+dOAADgyhDRNU1//fWXqz0KpmE6r+BcQ2oKalT3FJzxUa1StWrV3GX9PHz4sJsV51m4cKG7DdU+eftoRt3p06cD+2imXYkSJeIcmgMAAFeefxw0xVff9E/ddtttroZJ7Qx2795t06dPdzPaWrVqFbhvDde98MILNnPmTNuwYYO1b9/eDd+1bNnS7VOqVClr3Lixde7c2c26+/rrr61r164ue+W1RrjnnntcEbj6N6k1weTJk23kyJGxht8AAMCVLcHDc61btw6cVy+khx9+2PVG8kybNi3RDk6tAdTc8tFHH3VDbApyHnroIdfM0tOnTx87fvy4aw2gjFL16tVdi4HgtfBUF6VAqV69ei5zpSFF9XYKnnE3b948e+yxx6xixYpuiRjdB+0GACByFH1q9mW7r91D/1+rG+AfBU0KMDz33nuvJaUsWbK4wnOv+DwuyjapGF2nC9FMORWTx+eGG26wZcuW/aPjBQAA0SvBQdP48eOT5kgAAAAiWEQXggMAAPg203TTTTfFe/3q1av/yfEAAABER9CkGWoZM2a0Bx980LJmzZo0RwUAAOD3oGnjxo2u6eR7771nAwYMcLPn1DsJAAAgmiW4pkkNH9UTSb2Mxo0bZ2XLlrXPPvssaY4OAADA74XgderUcV22tQab+ijVrVvX1qxZk7hHBwAA4Nfhubi6ZDdt2tT1QapcuXKspUgAAACu2KDpQtmkSpUqJcbxAAAAREfQtGjRoqQ5EgAAgAhGc0sAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAASIrZc6NGjYr3+u7duyf0JgEAAKIvaOrZs6cVLFgwsN7cnj17LH/+/JY6dWpLkSIFQRMAAIhKCQ6a5Pvvv7c8efK481myZLElS5ZY8eLFE/vYAAAA/FvTpAzT2bNnA5d1fsWKFYl9XAAAAP4OmjQ0t2DBAnd++fLldu7cObce3dNPP20xMTFJcYwAAAD+C5oeeughu//++61kyZJWt25d69y5sxuu+/LLL61BgwZJc5QAAAB+q2l66qmn7KabbrJ169ZZsWLFrE2bNq4AfNmyZdajR4+kOUoAAAA/FoI3bNjQnYKlS5fOxowZk1jHBQAA4O+g6ejRo/FenzVr1n9yPAAAANERNGXPnt0Nx4VSEbi2B8+sAwAAuKKH56ZOnWo5c+Z0gVLTpk3tnXfesauvvjrxjw4AAMDPQdOtt94aaG6pvk0qDNdsOgAAgGiV4JYDyjD98ssv7vyhQ4fsr7/+subNm7vZdAAAANEqwUFTzZo1XZ+moUOHWosWLaxixYquuWWtWrVswoQJSXOUAAAAfgua3nzzTStbtqy99957bqbcBx98YI8++qjNmTPH+vfvnzRHCQAA4Leapnz58tmHH3543vaqVava6tWrE+u4AAAA/J1pik/u3LkT8+YAAAD8m2lS/VJ8RowY8U+OBwAAIDoyTWvWrAmcXn/9dVu+fHng8tq1axP9AH/99Ve79957LVeuXJYhQwYrV66cWyDYo15RqqXKnz+/u75+/fr2ww8/xLqNgwcPWrt27VwNlppzdurUyY4dOxZrn/Xr11uNGjUsffr0VqhQIRs2bFiiPxYAAHAFZZoWLVoUOJ8lSxZX31S8eHFLCmppoJ5QderUsS+++MKuuuoqFxDlyJEjsI+Cm1GjRtnEiRPdAsLPPfecNWrUyDZv3uwCIFHAtHfvXps/f76dPn3aHnjgAevSpUugNktLw2gtPQVcWj9vw4YN1rFjRxdgaT8AAIBLam55ubz00ksu6zN+/PjANgVGwVmm1157zZ599lnX/kAmTZpkefPmtRkzZljbtm1ty5YtbmbfypUrrVKlSm4fZcjUyfyVV16xAgUKuBmAp06dsnHjxlnatGmtTJkyLmumocYLBU0nT550p3DX5AMAAP6WqIXgiW3mzJku0LnzzjtdB/Ibb7zR3n777cD1u3btsn379rkMkSdbtmxWpUoVW7Fihbusn8oYeQGTaP+UKVPat99+G9hH/acUMHmUrdq2bZvLdsVlyJAh7r68k4I7AAAQvVJfSiDjOXfunC1YsMA2btwY2Hb77bcn2sH9+OOP9tZbb7ni86efftpli7p37+6Cmw4dOriASZRZCqbL3nX66S354kmdOrXrbB68T3AGK/g2dV3wcKCnX79+sYrilWkicAIAIHolOGhq2bJlrMsPPfRQ4HyKFCns7NmziXNk/xeUKUP04osvusvKNClAU92RgqbklC5dOncCAABXhpSXEshc6JSYAZNoRlzp0qVjbStVqpT9/PPPgUabsn///lj76LJ3nX4eOHAg1vVnzpxxM+qC94nrNoLvAwAAXNkiuqZJM+dUVxRs+/btVqRIEXdeQ2oKajREGDxMplqlatWqucv6efjwYVu1alVgn4ULF7ogT7VP3j5Lly51M+s8mmlXokSJOIfmAADAlSfBQZOCkrhOO3bssFSpUrlaIWWDEsPjjz9u33zzjRue0+2rRcDYsWPtscceCwwH9uzZ01544QVXa6VWAe3bt3cz4rxhRB1L48aNrXPnzvbdd9/Z119/bV27dnUz67Sf3HPPPa5OSv2bNm3aZJMnT7aRI0detJEnAAC4ciS4pkkz0RSshNL0f23XsFdiufnmm2369Omu6HrQoEEus6QWA+q75OnTp48dP37ctQZQRql69equxYDXo0nUUkCBUr169dysuTZt2rjeTh7Nfps3b54LxipWrOiWg1HDTHo0AQCAf9SnaerUqS6jFOzPP/90rQESW/Pmzd3pQhSoKaDS6UJ0rHEtMhzshhtusGXLlv2jYwUAANEr9aXWGoVO4w8tpAYAALArPWjSEiXKLGktN9UFxTVcBwAAYFd60KTaII8KqG+55RZr3bp1Yh4XAACAv4MmLV0iWndN2SZ17V6yZIn17ds3KY4PAADAn0GT1yPJox5Hms127733Wu3ata148eJ21VVXBdZ1AwAAuGKH5+Kiqf5eFkr9mgAAAOxKD5q0DMnixYtt586drjFklixZ3MK2uXLlssyZMyf+UQIAAPgtaPrpp59ch22t/6a6pgYNGrig6aWXXnKXtZguAAAIX9GnZl+2+9o9tNlluy+70pdR6dGjh1WqVMkOHTpkGTJkCGxv1apVrDXgAAAAruhMk7pmL1++3LUaCFa0aFH79ddfE/PYAAAA/JtpOnfunJ09e/a87b/88osbpgMAAIhGCQ6aGjZs6BbN9agb+LFjx2zAgAHWtGnTxD4+AAAAfw7PDR8+3Bo1amSlS5e2EydOuNlzP/zwg+XOnds++uijpDlKAAAAvwVNBQsWtHXr1tnHH39s69evd1mmTp06uQaXwYXhQLS7nLNdhBkvAODDPk2pU6d2HcABAACuFJcUNG3bts1ef/1127Jli7tcqlQp69q1q5UsWTKxjw8AAMCfheCffvqplS1b1latWmXly5d3p9WrV1u5cuXcdQAAANEowZmmPn36WL9+/WzQoEGxtmv2nK5r06ZNYh4fAACAPzNNe/futfbt25+3XTVOug4AACAaJThoql27tusKHuqrr76yGjVqJNZxAQAA+Ht47vbbb7e+ffu6mqaqVau6bd98841NmTLFBg4caDNnzoy1LwAAwBUZND366KPu55tvvulOcV3ndQqPa7kVAACAKyJo0tpzAAAAV5oE1zQBAABcicIOmhYuXOjWmzt69Oh51x05csTKlCljS5cuTezjAwAA8FfQ9Nprr1nnzp0ta9as512XLVs2e+ihh+zVV19N7OMDAADwV9CkRXobN258wesbNmzoZtQBAABc0UHT/v37LU2aNPEu4vv7778n1nEBAAD4M2i6+uqrbePGjRe8fv369ZY/f/7EOi4AAAB/Bk1Nmza15557zk6cOHHedX///bdbe6558+aJfXwAAAD+6tP07LPP2rRp0+z666+3rl27WokSJdz2rVu32htvvOEaWT7zzDNJeawAAACRHzTlzZvXli9fbo888oj169fPYmJiAp2/GzVq5AIn7QMAAGBXenPLIkWK2Oeff25//PGHffvtt27NOZ3XtmLFillSGzp0qAvSevbsGdim4cLHHnvMcuXKZZkzZ7Y2bdq4ovVgP//8szVr1swyZsxoefLksd69e9uZM2di7bN48WK76aabLF26dHbttdfahAkTkvzxAACAKO8IniNHDrv55putcuXK7vzlsHLlSvvPf/5jN9xwQ6ztjz/+uH322WduweAlS5bYb7/9Zq1btw5cr2FDBUynTp1ymbKJEye6gKh///6BfXbt2uX2qVOnjq1du9YFZQ8++KDNnTv3sjw2AAAQ+XyxjMqxY8esXbt29vbbb8cK0tSJ/N1337URI0ZY3bp1rWLFijZ+/HgXHCkLJvPmzbPNmzfb+++/bxUqVLAmTZrY4MGD3XCiAikZM2aMy5QNHz7cSpUq5Wq27rjjDpp1AgAAfwVNGn5TJqh+/fqxtquZ5unTp2NtL1mypBUuXNhWrFjhLutnuXLlYtVbqQZLy8Fs2rQpsE/obWsf7zbicvLkSXcbwScAABC9wi4ETy4ff/yxrV692g3Phdq3b5+lTZvWsmfPHmu7AiRd5+0TWqDuXb7YPgqE1E4hQ4YM5933kCFDbODAgYnwCAEAgB9EdKZpz5491qNHD/vggw8sffr0Fkk0g1DDg95JxwoAAKJXRAdNGn47cOCAm9WmZVp0UrH3qFGj3Hllg1SXdPjw4Vi/p9lz+fLlc+f1M3Q2nXf5YvtoceK4skyiWXa6PvgEAACiV0QHTfXq1bMNGza4GW3eqVKlSq4o3Duv9fAWLFgQ+J1t27a5FgPVqlVzl/VTt6HgyzN//nwX5JQuXTqwT/BtePt4twEAABDRNU1ZsmSxsmXLxtqWKVMm15PJ296pUyfr1auX5cyZ0wVC3bp1c8FO1apV3fUNGzZ0wdF9991nw4YNc/VL6m6u4nJli+Thhx+20aNHW58+faxjx462cOFC++STT2z27NnJ8KgBAEAkiuigKRxqC5AyZUrX1FIz2jTr7c033wxcnypVKps1a5brZK5gSkFXhw4dbNCgQYF91G5AAZJ6Po0cOdIKFixo77zzjrstAAAAXwZN6twdTAXi6rmk08U6mcendu3atmbNmkQ7TgAAEF0iuqYJAAAgUhA0AQAAhIGgCQAAIAwETQAAAGEgaAIAAAgDQRMAAEAYCJoAAADCQNAEAAAQBoImAACAMBA0AQAAhIGgCQAAIBrXnoO/FH1q9mW9v91Dm13W+wMAXDnINAEAAISBoAkAACAMBE0AAABhIGgCAAAIA0ETAABAGAiaAAAAwkDQBAAAEAaCJgAAgDAQNAEAAISBoAkAACAMBE0AAABhIGgCAAAIA0ETAABAGAiaAAAAwkDQBAAAEAaCJgAAgDAQNAEAAIQhdTg7IWkVfWr2Zb2/3UObXdb7AwAgGhA0AQCAJFM0ihIDDM8BAACEgaAJAAAgGoKmIUOG2M0332xZsmSxPHnyWMuWLW3btm2x9jlx4oQ99thjlitXLsucObO1adPG9u/fH2ufn3/+2Zo1a2YZM2Z0t9O7d287c+ZMrH0WL15sN910k6VLl86uvfZamzBhwmV5jAAAIPJFfNC0ZMkSFxB98803Nn/+fDt9+rQ1bNjQjh8/Htjn8ccft88++8ymTJni9v/tt9+sdevWgevPnj3rAqZTp07Z8uXLbeLEiS4g6t+/f2CfXbt2uX3q1Klja9eutZ49e9qDDz5oc+fOveyPGQAARJ6ILwSfM2dOrMsKdpQpWrVqldWsWdOOHDli7777rn344YdWt25dt8/48eOtVKlSLtCqWrWqzZs3zzZv3mxffvml5c2b1ypUqGCDBw+2vn372vPPP29p06a1MWPGWLFixWz48OHuNvT7X331lb366qvWqFGj847r5MmT7uQ5evRokj8XAAAg+UR8pimUgiTJmTOn+6ngSdmn+vXrB/YpWbKkFS5c2FasWOEu62e5cuVcwORRIKRAZ9OmTYF9gm/D28e7jbiGDbNlyxY4FSpUKAkeLQAAiBS+CprOnTvnhs1uvfVWK1u2rNu2b98+lynKnj17rH0VIOk6b5/ggMm73rsuvn0UWP3999/nHUu/fv1cAOed9uzZk8iPFgAARJKIH54LptqmjRs3umGz5KZicZ0AAMCVwTeZpq5du9qsWbNs0aJFVrBgwcD2fPnyuQLvw4cPx9pfs+d0nbdP6Gw67/LF9smaNatlyJAhyR4XAADwh4gPmmJiYlzANH36dFu4cKEr1g5WsWJFS5MmjS1YsCCwTS0J1GKgWrVq7rJ+btiwwQ4cOBDYRzPxFBCVLl06sE/wbXj7eLcBAACubKn9MCSnmXH//e9/Xa8mrwZJxdfKAOlnp06drFevXq44XIFQt27dXLCjmXOiFgUKju677z4bNmyYu41nn33W3bY3xPbwww/b6NGjrU+fPtaxY0cXoH3yySc2e/blbf8OAAAiU8Rnmt566y1XaF27dm3Lnz9/4DR58uTAPmoL0Lx5c9fUUm0INNQ2bdq0wPWpUqVyQ3v6qWDq3nvvtfbt29ugQYMC+yiDpQBJ2aXy5cu71gPvvPNOnO0GAADAlSe1H4bnLiZ9+vT2xhtvuNOFFClSxD7//PN4b0eB2Zo1ay7pOAEAQHSL+EwTAABAJCBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgaAJAAAgDARNId544w0rWrSopU+f3qpUqWLfffddch8SAACIAARNQSZPnmy9evWyAQMG2OrVq618+fLWqFEjO3DgQHIfGgAASGYETUFGjBhhnTt3tgceeMBKly5tY8aMsYwZM9q4ceOS+9AAAEAyS53cBxApTp06ZatWrbJ+/foFtqVMmdLq169vK1asOG//kydPupPnyJEj7ufRo0cTfN/nTv5ll9OlHOOl4rElHh6bPx8fjy3x8NgSRzQ/tkt5fN7+MTExF985Bs6vv/6qZytm+fLlsbb37t07pnLlyuftP2DAALc/J06cOHHixMl8f9qzZ89FYwUyTZdIGSnVP3nOnTtnBw8etFy5clmKFCmS/P4VGRcqVMj27NljWbNmtWjCY/MnHps/RfNji/bHx2NLHMow/e9//7MCBQpcdF+Cpv+TO3duS5Uqle3fvz/Wdl3Oly/fefunS5fOnYJlz57dLjf9MUXbP4uHx+ZPPDZ/iubHFu2Pj8f2z2XLli2s/SgE/z9p06a1ihUr2oIFC2Jlj3S5WrVqyXpsAAAg+ZFpCqLhtg4dOlilSpWscuXK9tprr9nx48fdbDoAAHBlI2gKctddd9nvv/9u/fv3t3379lmFChVszpw5ljdvXos0GhpUP6nQIcJowGPzJx6bP0XzY4v2x8dju/xSqBo8Ge4XAADAV6hpAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAIAw0HIAAAAfOXDggDupAXOwG264wfxu8+bN9vPPP9upU6dibb/99tstEhA0+YyabS5ZsiTOP6ru3bsn23HhwhYtWmR16tSxaJMjR44411nUtvTp09u1115r999/P81hI8zZs2dtwoQJbrWDuD54Fy5cmGzHhvitWrXKNWDesmWLWy/N+3/Tef3Ua+tXP/74o7Vq1co2bNgQeEzivcdEymMjaPKRNWvWWNOmTe2vv/5ywVPOnDntjz/+sIwZM1qePHl8HzQdPnzYpk6dajt37rTevXu7x7d69WrXXPTqq682v2rcuLEVLFjQBQ96w9MilNFATWD//e9/W5MmTVwHffnuu+9cQ9jHHnvMdu3aZY888oidOXPGOnfunNyHi//To0cPFzQ1a9bMypYte1kWGL+cojko7Nixo11//fX27rvvuvfFaHrtevToYcWKFXOvm37qveTPP/+0J554wl555RWLFDS39JHatWu7f5gxY8a4xQXXrVtnadKksXvvvdf9wbVu3dr8av369Va/fn33uHbv3m3btm2z4sWL27PPPuuyapMmTTK/UmD73nvv2cSJE23Tpk1Wt25d69Spk7Vs2dKteehXbdq0sQYNGtjDDz8ca/t//vMfmzdvnn366af2+uuv29ixY923R79SIP/JJ5/Emd1VUO/Hxcn1/6QvYNGoa9eugaAwf/785wUWr776qvlVlixZ3JdnZXGjTe7cuV1AqyFGfQ4oaCpRooTbpsBJjzsiKGiCP2TLli1m69atgfObN29257/55puYEiVKxPhZvXr1Ynr37u3OZ86cOWbnzp3u/Ndffx1TpEiRmGixatWqmK5du8bkypXLnbp16xazdu3aGD/KlClTzA8//HDedm3TdbJjx46YjBkzxvjVyJEj3d+jXrO0adPGPPTQQzH169d3/39PP/10jB/lz58/Ztu2bTHRSv9Xs2fPjolGLVq0iJk6dWpMNMqePXvMjz/+6M4XL148ZuHChYH3kAwZMsRECobnfERZpZQp/9+ERw3H6ZtvqVKlXFS+Z88e87OVK1e6DEUoDctpHcBocdNNN1m+fPksV65cNnToUBs3bpy9+eabVq1aNZdBLFOmjPmFhk8/++wze/zxx2Nt1zZdJxpG1rdjv9Jro0zZ3Xff7bIXffr0cRlQDU0ePHjQ/Ejf2keOHGmjR4+OquEdj7K30ZiJkXfeeccN8W/cuNENreozIRKLpS+FHo9GTzQ0V6VKFRs2bJh7LfX/p/+5SEHQ5CM33nijCy6uu+46q1Wrlnvj9oZ+9AfnZ1qU8ejRo+dt3759u1111VXmd6dPn7b//ve/LkiaP3++VapUyX1o6cNYi0RrGPLOO+90M0f84rnnnnM1Syp092qa9Pf5+eefuwBQ9Fj1t+pX+mJyyy23uPMZMmSw//3vf+78fffdZ1WrVnWvod989dVX7jX74osvXJAe+sE7bdo087NoDgpXrFhhX3/9tXvtQvm9EPzZZ591X7Jk0KBB1rx5c6tRo4b7gjl58mSLFNQ0+cj333/v3rQ1E0sFju3bt7fly5e7IEofxuXLlze/evDBB13Rn2pHlKVQjVOqVKlc3U/NmjXttddeM7/q1q2bffTRR242iD5s9VhDg1xl0woUKHBe0Wqk0xu4PpxUgyaqQdDj9QINv9M3XNVm6QuLAl0VtD/00EOuZqtt27a+zDZdbDbj+PHjzc80A0tBod5Hoi0oLFq0qAsm9IVFheDR7uDBgxecpZtcCJoQEY4cOWJ33HFHIDBUAKFAQsNWylxkypTJ/KpevXouUFKhvjJqcdEMMwUgfs7KRCO9bprtOGDAAHvjjTfcrM5bb73V/Z3q9dQsJkSWaA4KNdS9du1au+aaaywaPwPOnj0bGNoPDpxSp05tWbNmtUhA0ISIosBB49rHjh1z9T+aUYfIpczYjh074pzarQyh3+kx6aQ3bfn4448D2V1lnPw8+xH+o3omDVkpmI82TZo0sdtuu80effTRWNs11D9z5kz35TkSEDT5yP79++3JJ58M9B8Jfen8PJ4d7X744Qc3ZBBXcKHaND/65ptv7J577rGffvrpvL9Fv9dXRLtoa6NwpVBfNJUqqJ1CuXLlzht69HOvvpw5c7ovzZrcFGzr1q0uu6vyjUhAIbiPqLuy3uQ0nh1X/xE/0z+7ZryE/tOrXkaZDD/XNL399tuuYFp9SDRzLvh103m/Bk3qz6Q6n9mzZ0fV36Pq6VRzppmqOh8fPy5bMWrUKHvmmWfc+4kmJ2g4Sw1lVcSvpqR+pKy0vkyq/kX1Z/H9Lfo5KNTsucyZM7tVIXQKpsfs56Dp5MmTrkwhrkk0f//9t0UKMk0+G89etmyZVahQwaKNWgsoBVuxYsXz3uA0jfaXX34xvypSpIhLOfft29eiierMNJQabdO7FSypnk5tPXQ+eEmHaMimlSxZ0tVoaeam3lP0Gga3UfDjjMCBAwe6ejOtjqDz8dFjR+SpU6eO+7KihrjBFMjry4s++yIBmSYfUUFqtMa4Sr2q31QoFf+prYKfHTp0yLUTiDbqpaIsYLQFTVr+xWtzofPRJhrbKAQHQldKUBS6NpvfvfDCC66GVUG8Js+IsofKgGq2aqT4f50S4QsaonrqqafcMiPRRh+8WrMslPqRRFJjs0uhgCmS/ukTi1oLqCeOmj5qIVF9Gww++Tkz6H0Q6Xx8Jz/SELHXKqFw4cKuNs0LEKP1S1k00RI4qmdSwKuThojVq8/vbr31VteHSskB1dupSa4+F/ReouL3SEGmyUfuuusut1ivppsqDR1aBOjHnjGeXr16uTWj1OhRa7N53zKGDx/u63om0T++6tD04RRNxZtae85bRNQTDSuua5g4XH7swKz/Lz1G1f6onkkd3VUY7rVR8Dv93Wl9uQsVuvv5fXLEiBHuvUTvlQoyvGalqi9URj60O7/fVKhQwT744AOLZNQ0+YgWfL3YdFQ/e+utt9zskN9++y3QyO355593TTz9TMsCXIiCix9//NH8SLPm4uPXTIy3VJEntKYpeDjEj4FhtLdRUG2WCqaVBVWXaRW9Kzs/Y8YMd51fv6R47yWq2Qp9T9Rng94r/TacfPTo0UD/pbhWhAhGnybgApRtUtpZs0SA5PTll1+6Av4XX3zRNVoVDSHow1jbGjRokNyHiBDKxGuGoKblBzeD1DZlez/88EPzq/Tp07t150LrCNXSRFnsEydOJNuxXQqt+rB3795Yky5CRVrmmuG5COfHSPyfioa15q4Umqqu4dMtW7a4y6VLl7YePXpETcfinj17uuZ61atXD2xr1KiRGx7v0qVL4HH7cXKCupkHv24aqgvtxuxHmvmoAEL0xUudpsVbfsTPFCxp2PHpp5+OtV1rsylT6DcLFy4M/M2pj50fEDRFOPUd8SLx7Nmz+yISvxTR3rhTLRNURxJXjYXqFPxo7ty5rqZHdQhefYWa02m9LxVxRkMWRkGh/u9CaaanXydkLF261L1u+pKlPluiLIwWSdXr5vdO7gULFnTvmSpyV/CuSRjq46RZWBdaxsgvNDSn2la9hsH/c3rfVDDlN7X+b9ko9WdS3ynVR+r1i2QMz0U4/SHpn0P1B6HNzEL5ed0ytdBXQKECx7gaJbZo0cL8Sm9o+pDSLEB1t1UvEn3g6l9Pb+b6tuVHKiRW1mXo0KGxtmuGpz6o/NxE0KMAQkMimp3kLZCqAF81JRoKudj/ZCRSFkZDjaoh1PCI96VEvcRU27RhwwbzM/39KSBUNkYZmHvvvdfVR+r9RYXSoX+vfqOZqip097KE6qCt+i39P/pZlixZ3N+eXqtIRtCEiBDNjTsrV67sgkJ9S/SaCSpz2K5dO2vcuLHrFu5HCib0Jhc6LLB9+3Y3Ddpv9RVxUR+qVq1aucekqdCyZ88e95hVWOzHHlWqF1SdT4kSJWJt37Ztm/v/i6Tuy4lBNWg66TXT2maITC1atHCzNyN9QhPDcz5z+PBh++677+Jcw8zPs8yiuXGnvhF+9NFH7rwyhvpQUq2FhkP0RuHXoEm1Z/rwDQ2atE1BYTTw+sTMnz/fZQm9b/ZqwufXpoLKbupvMjRo0rby5ctbtFFWzSvi96OL1bJGS11rkyZNXJZQX8S0MoRWHIjE9h4ETT6iegNlJ44dO+b+OULXMPNz0OQ17vzPf/4T8enZhNI/v1fHpKFH1cmo7kf83O28c+fOrhhaLRO8DtOqr3jppZdc361oof+thg0bulM00JR7Fesri6YO4KJZZW+88YYbugpuTOrHtfW8rJmW4wgewlIz1tBA0Q8uVMsaFz/Xfj766KMXrPGMpJpdhud85Prrr7emTZu6qc6avRNtBe9q3KmCwGhr3NmyZUs3/VlBhordtUiqFkudNm2ae9ya1u5HeutQsKsGpF5vrQIFCrg1wLRelNcHyO9Uk+ZNUAjN7o4bN8783ocqlN8blH766afWtm1bV+TuZZgUFKoQXD2pvKasfhFcN6daSH251PtHcAsM9WkaMmRIxA9tRQOCJp9lLJS69PuyIlda405lYpQd1Lf248ePu6JNr5mgvlX5rQmkZun861//irXNW79MNVsKfHW9gkK/Ux2ahlH1ARzXBIXp06dbtDUlDea3v03RjDll5PW6BdOadO+//77L9PqV1mR78MEH3WLLwdR7auzYsbZ48WKLBidOnHA1k5GIoMlHVCSnb1ChH1jA5aQ3swu1FFBmQn+fCgo17dvvFCgNGzbMLWYLf1CmWkOMcTWAVM2WMtp+fmyaSBLX5AsV8fv5sZ09e9aNoqgvmmao6jEpQaDeWirZ6NSpk0WC6MifR7HgdbA0xKOhj82bN8e5hlmkFMolxreM0F5Gfi5wDKaMU+gQj98em2qWFMBrWLFKlSrnBUxaC8uvbRRC6e/Qq9eKNnofiatvmN/fR2rXru1m4oYGTfq7jKSFXy91wszbb7/tAvlgWjbGm93pV//+97/diIMem0oZPGrRojKASAmayDT5vP7A49f6A4+GrbRchYZ+/vzzz/Ou9/Nj03pQ6j+l1HnwNHw/141oqGP06NGuyZ6K2vUYvKZ7Cpj0RhcN9DepmY5+7yQdOlysNgoa6g9eV88bevTj32MwZSq0xpwC+OBC9ylTprjhVtXd+TVA/Pzzz11NlgJC7wuLZlMri6ZaLtW8+tW1117rJgJpCNJrzeL1tlP9lrrYRwKCJkQEFQ6rjf7gwYPdUIhm8vz666/un0gzelSj4FdqTqp/M81YUoPE0LoYvzYl1Wwk1S3pddNabPqpgmm/zriKi16zSZMmucekU2h214/d3NWrSE0tlZ3QArD60NUXFdXavfLKK77PxkT7F031CVNj0uAWGA8//LDvM00ZMmRwj0l1dMFBkzKi6nWnLH0kYHjOB/TNXZkKfVsKHcrRukoaPtC3Kz+/2alGRh9OSq1rDSw9Fn3z0D/QBx984OugSf/86uLrx+nO8dGUbn37U52IsjHRFjCJamO8hqtaKDUaaLaV3lNy587tAgydtLaeZl+pHcGaNWvMz0KHv6ONgiPV/kSb0qVLu2HV0MkHU6dOjahu5wRNPqDxXI3xxlX7ojWwHnroIfeN189Bk1oKeLMC9Ti9FgN6M/dr80fPzTff7L4dRkvQFNyDSS0TlEVTYDFhwgTfZ2FC+WUR0YRQdkXf5EWBk9pF6G9TH1bqb+TnYFAZMy3M69EXMQ0la/hfrT8U6Pt5/bngHlqhWTNN0NB6e359fP3793ezpDXCoMBXWWz9Peo1nDVrlkUKgiafZCpUfHsharqntLqfKWBS7Y/+6UuWLOlqm5SSVQYqrgVT/UTDIEqf681AtT6hQzx+y86EZiJUb6A2A8Hb/dot26NC94vRY1Qdid/ob1DvKRqaU12MCm/Tpk3rpqz7uZ2JWgwoU+0FTarZUvGwehppCOvll1929UzPP/+8+ZW+nHj/W6G1aKL3FtUWqqwhUqfsX4hWR9D7vV5HtddREKXu9ZG2+DdBkw9o+mXoB20wNRH8/fffzc80JKc3ctX3qHmb6i5UaHz69GnfZyz02qg3jB5jNDQQjMbsS1wZ3Gil+jNlXkSF0fpfU5Y6V65crvmjX2n5HtVEevRYFBRqtpk3rKWsk5+DJvUF0+QEzaLWl0pRTZoazOqx6cuL3j/1Gvvxi3SNGjXckkWRjEJwnzRr0z+F0stxURpTnaY1KyZaqAGf6oBU1+S3TExcY/X6ptunT584C8H92EAQ0UXD4Rpq9XOGUJkVzSLzCqI1tK/1zJ555plAN221avEasfqRAiUFho0aNYq1fe7cuW6GpwIoLSSton4/N/E8FsGtWcg0+YCmkeofonHjxuelXLX4q75hBI/j+42ySXpsKmb3mrYpkIiWYEIBoPpthfaNASJtyFFZ63z58rnhEGWg/ERfSDTEr6BJvadWr17tMmkeBUvxZez9QEOOcb0vapuu84bw/NhYdpdPWrMQNPmAUq3KJmntOf1ReQXFmp6pqfn6Y/K+TfmR3sguVOAYDerWreuGHgmaEOlDjvp2r2yN6vCUvQ5diiTSv1xqaEr1n8q2qHt28OQYvccoa+9nqvdUCxbVn6kOzfvSqW26TlQ7qQDSb+69914XIGk9x7gy8pGC4TkfZSs0i0xp2OACQKVpFTipqNPPHn/8cTfrQ//80UZvcC+88IJ17Ngxqju5I3potpJWnVfHcL/4448/XDZNnb/VAkPdpdXE06OmiWp2qc7TfqXlifR+oTYRXtmCMkz64qzXTI/vvffes3379rm6Jz/JnDmzL1qzEDT5jPri7NixwwVOGspSHUI0UKNETS3VY6pYsaKbPRHMz8Xg8TXbi6S0M+A5fPiwC/L9uOiyetfpA1gNPEPrtrTdy9D4lYYZ1btOa7OJgox77rkn0EbCr+rUqeNGTOrXr2+RjKAJyUrF61qMUd8C4wssomUts2gSzT1jAFxeO3fudK1ZNEwXya1ZCJqQrPRtUEWLefLkcZfVY2TUqFG+HJOPi+oNtDyApkNHy3pswRm0+OoO/NwzBohUqjlT248DBw6cN8NMvY386ptvvnEZM81yjOTWLBSCI1mFxuxffPFFoIdMNFDgoIxLpPzDJ6Zo7xkDRBr1nFJtqzq5a5Zj8JcWnfdz0NSxY0e3XMpHH31EITgQX7ZCRYtepil4ocZo8e6777raEBVo5syZ06LFldIzBogUai2gAn19WYk2mTJl8sUsYzJNSFb6NhH6jSJSv2FcKnU2V/G+lnDQm15okbv6yfhRNPeMASJ1ItCdd95p0aiuT1qzEDQhWSnRqbWhvIJhNTVTMWBoYOHHWTyeC3Vy97to7hkDRCIFTPPmzXPvkdHmtttuc61n9IUrkluzMDyHZBW8Hlt8xo8fn+THgoSJ5p4xQCQaMmSIa7/SrFmzOAOL7t27m1+l9ElrFoIm4DL1vZk6daqr7VEAodomDcspC3P11VebX0VrzxggEsXXxFiBRTStPxqpCJqAy9DPSA3btIyFptNu27bNFbprVpk6LqupJwAg7i+c77//vltCLBIQNAFJTAHTTTfdZMOGDYs1O1DDW6F9SfwmWnvGAEheCxYscDOP1dpE6wj++eefFgkoBAeS2MqVK12Dx1AallO9j19Fc88YIFL06tXLtfbQ5Bidj4+fl5uSPXv2uPpVnZSFb9u2rQua4lsx4nIjaAKSmGYGHj169LztqgO66qqrzK+0CLEWP43GnjFApFizZo2bleqdjzanT592/dzeeecdW7ZsmTVu3Nhefvllu/vuu91adKVLl7ZIwvAckMQefPBBl1r+5JNPXAG4apy0fIxaEdSsWdNee+0186OsWbO65WGiqREp4OdJGX6cgJEnTx7XokRrzqmlgrcIvWYGqpQh0oKmC8/xA5AotKzIsWPH3JvD33//bbVq1XIN3LTiujI1fu8ZAyBpvfrqqxcNmJSh8aMzZ84Emhzry2SkY3gOSGKaNTd//nz7+uuv3TcnBVAqDFeBuJ8p8NNyKVpoM9p6xgCR5Omnn7ZcuXJZ+/btz7tO7ycKmCKlUDqhfvvtN/v0009d0XePHj2sSZMmLusUqStDMDwHJBFllTQDpHnz5u5yv3797OTJk4HrU6dObYMGDbL06dObH9EzBrg81OPtvvvus8mTJ8fqjK3FzbX2o2avLlmyxPLnz29+tnPnTlcEPnHiRLeagOqatGKElliJlCwUQROQRMaMGWOzZ8+2zz77zF1WvUGZMmUsQ4YM7vLWrVutT58+bukAAIiPCqWVidF7Su3atV3ApAyTZuAqYNLaltHi3LlzbuFvZZ/0/qn3zj/++MMiAUETkERq1KjhgiKtqSTBPZpEDdveeOMNW7Fihfmd9zYSqSl1IBqo15vqIP/73/+6lh7KxihgKliwoEWr33//3S3HdLF2C5cLheBAEtmxY4er9fFoGC54faXKlSvb5s2bzc/UzVyPUdkznbQGnd7gACQ+fQlTbzT1LVLAtHjx4qgOmERtWSIlYBIKwYEkbP8fXMOkb0yhKejg6/1GjfRUCK7lDW699Va37auvvnIrsCuVzrAjkDhat24d67ImXaiprIbrgk2bNu0yH9mVh6AJSCL6Brhx40a3iG1c1K/Jz98SX3/9dXvrrbdizehRkarqtp5//nmCJiARZ+AGU4E0kgc1TUAS0bfAL7/80latWnXeDDnNrKtUqZJrOzBy5EjzIz0mBYVqPRC6Hp2G7E6cOJFsxwYg8h09etQ1yfUTapqAJOytcvDgQZdp0rIAKt7UScWc2nbo0CG3j18pWFKX81CaFn3dddclyzEB8I8cOXK4dgmitgIqaYh0ZJqAJLRr1y5XuKnmlsEzzBo0aGBvvvmmr5cgUUO6u+66y2XLvJomNfBUbyoFU61atUruQwQQ4cOO33zzjZUqVcpNktm/f3/Er8dJ0ARcBso4aTadl6HRGnTRQEOPWuJhy5Yt7rLe/J544gm78cYbk/vQAES4Nm3auC9aet9Q64RbbrnF0qZNG+e+CxcutEhA0AQAAC67v//+23X/VidwrdHZuXNny5gx4yWtv3e5EDQBSHDxZjj8VuAJIPnUqVPHpk+fbtmzZ7dIRtAEIEFUexBf52+9pej6s2fPXtbjAqLRzJkzw943eF06P4uJ4BUGCJoAJIhqDzx6+2jatKlbF+vqq6+OtV+tWrWS4eiA6BK8ioAXSAR/bAcHFn7/ojJp0iQ301htS+T666+33r17u8WKIwXNLQEkSGgwpNXHq1at6uuZgECk0soBHvV969u3r7344otWrVo1t01rVz777LNum5+N8MkKA2SaAPwjoQsRA0gaZcuWtTFjxlj16tVjbV+2bJl16dIlMIvVj4oVK2YDBw6MtcKAqFBcKwyofUskoLklAAA+oFlmcRVKq9/R7t27zc/27t3rWg6E0jZdFykImgD8Y5FYsAlEm5tvvtl69erlmkB6dF51P5UrVzY/u9YnKwxQ0wTgH624rjXmVHeQKVOmWNtZcR1IXOPGjXOd9gsXLmyFChVy2/bs2eOCihkzZpifDRw40K0wsHTp0jhXGIgU1DQBSJAHHnggrP3Gjx+f5McCXGn0ka1lmbZu3eouq5u2ljKKhmzvKh+sMEDQBACAzyjDmy5duqgIlvyEmiYAAHzSfmDw4MGuJ1rmzJkDM8o0Vf/dd99N7sO7IhA0AQDgAy+88IJNmDDBhg0bFmthW7UiUINZJD2CJgAAfNIxe+zYsdauXTvXVNZTvnz5QI0TkhZBEwAAPvDrr7+6qflxDdudPn06WY7pSkPQBACAD5QuXdp1/w41derUiJphlhiOHj3q2ihEWpdz+jQBAOAD/fv3tw4dOriMk7JL6oW2bds2N2w3a9Ys87N//etfVrNmTbf23N9//22VKlVyXc41wf/jjz+2Nm3aWCQg0wQAgA+0aNHCPvvsM7dwr5rJKohSJkbbGjRoYH62dOlSq1Gjhjs/ffp0FywdPnzYRo0a5QrgIwV9mgAAQLLKkCGDbd++3XU616K9BQoUsKFDh9rPP//shiWPHTtmkYBMEwAAPlC8eHH7888/z9uujIyu87NChQrZihUr7Pjx4zZnzhxr2LCh237o0CFLnz69RQpqmgAA8AHV+Jw9e/a87SdPnnR1Tn7Ws2dP10pBTTu1tl7t2rUDw3blypWzSEHQBABABJs5c2bg/Ny5cy1btmyBywqitKht0aJFzc8effRRq1y5sluAWPVZKVP+v4EwZdCoaQIAAGHxAgitMxf6kZ0mTRoXMA0fPtyaN29ufnfq1Cm3PMw111xjqVNHXl6HmiYAACKY2gvopGGrAwcOBC7rpKE5tR3we8D0119/WadOnSxjxoxWpkwZVwAu3bp1cwXhkYKgCQAAH1AGJnfu3BaN+vXrZ+vWrbPFixfHKvyuX7++TZ482SJF5OW+AACAoz5FXbp0cYGEzsene/fu5lczZsxwwVHVqlXdMKRHWaedO3dapKCmCQCACFWsWDH7/vvvLVeuXO78hSjQ+PHHH82vMmbMaBs3bnSF31myZHFZJ53XT3UKP3LkiEUCMk0AAETwkFxc56NNpUqVbPbs2a6GSbxs0zvvvGPVqlWzSEHQBAAAktWLL75oTZo0sc2bN9uZM2ds5MiR7vzy5cttyZIlFikYngMAwAfUk2nChAmuL5M3iy7YwoULzc927tzpZsppSE7Lptx0003Wt2/fiGpuSdAEAIAPdO3a1QVNzZo1s/z588cqmJZXX3012Y7tSkHQBACAD6jdwKRJk6xp06YWbVKlSmV79+61PHnyxNqutfa0La7lY5IDfZoAAPCBtGnT2rXXXmvRKOYC+Rs179TjjhQUggMA4ANPPPGEK5AePXr0eUNzfjXq/3pP6fFoppwW7PUou6QFe0uWLGmRguE5AAB8oFWrVrZo0SLLmTOna/qodeeCTZs2zfym2P/1nvrpp5+sYMGCbpjOowyT1tUbNGiQValSxSIBmSYAAHwge/bsLnCKJrv+r/dUnTp1XNCXI0cOi2RkmgAAAMJApgkAACS7X375xWbOnGk///yznTp1KtZ1I0aMsEhA0AQAQATTkFVchd/ZsmWz66+/3p588klr0KCB+dmCBQvs9ttvd+vNbd261cqWLWu7d+92s+rU5DJSMDwHAEAEmzhxYpzbDx8+bKtWrbLJkyfb1KlT7bbbbjO/qly5sltGZeDAgYEFe9WfqV27dta4cWN75JFHLBIQNAEA4GMaulLQpHXa/CpLliy2du1au+aaa1xm7auvvnIzBBU8tWjRwmWdIgHNLQEA8LHmzZu7IS0/y5QpU6COSUvEaB06zx9//GGRgpomAAB8LNK6Zl+KqlWruuxSqVKl3DIxauS5YcMG14ZA10UKgiYAAHzs3XfftQoVKpjfhxiPHTvmzquuSedVq3XddddFzMw5oaYJAIAI1qtXrzi3HzlyxFavXm3bt293y41UrFjxsh/blYZMEwAAEWzNmjVxbs+aNatrNaAhLG85Er8qXry4rVy50nLlynXeDEG1HPjxxx8tEpBpAgAAySplypS2b98+12Yg2P79+61w4cKubisSkGkCAADJYubMmYHzc+fOdQ07PWfPnnVNL7Vob6Qg0wQAAJItwyTqeB4ajqRJk8YFTMOHD3dtFSIBQRMAAEhWxYoVczVNuXPntkhG0AQAABAGOoIDAIBksWLFCps1a1asbZMmTXKZJxWFd+nSJWKKwIWgCQAAJItBgwbZpk2bApfVBbxTp05Wv359e+qpp+yzzz6zIUOGWKRgeA4AACSL/Pnzu8CoUqVK7vIzzzxjS5YscUuqyJQpU2zAgAG2efNmiwRkmgAAQLI4dOiQ5c2bN3BZAVOTJk0Cl2+++Wbbs2ePRQqCJgAAkCzy5s1ru3btcudPnTrlloUJXqD3f//7n2s9ECkImgAAQLJo2rSpq11atmyZ9evXzzJmzGg1atQIXL9+/Xq75pprLFLQERwAACSLwYMHW+vWra1WrVqWOXNmmzhxoqVNmzZw/bhx46xhw4YWKSgEBwAAyerIkSMuaEqVKlWs7QcPHnTbgwOp5ETQBAAAEAZqmgAAAMJA0AQAABAGgiYAAIAwEDQBAACEgZYDAADgsps5c2bY+95+++0WCZg9BwAALruUKWMPdqVIkcKCQxJd9pw9e9YiAcNzAADgsjt37lzgNG/ePKtQoYJ98cUXdvjwYXf6/PPP7aabbrI5c+ZYpCDTBAAAklXZsmVtzJgxVr169VjbtbxKly5dbMuWLRYJyDQBAIBktXPnTsuePft527Nly2a7d++2SEGmCQAAJKuaNWta+vTp7b333rO8efO6bfv377f27dvbiRMnbMmSJRYJCJoAAECy2rFjh7Vq1cq2b99uhQoVctv27Nlj1113nc2YMcOuvfZaiwQETQAAINnFxMTY/PnzbevWre5yqVKlrH79+rFm0SU3giYAABAxTpw4YenSpYuoYMlDITgAAEhW586ds8GDB9vVV19tmTNntl27drntzz33nL377rsWKQiaAABAsnrhhRdswoQJNmzYMEubNm2sVgTvvPOORQqCJgAAkKwmTZpkY8eOtXbt2lmqVKkC28uXLx+ocYoEBE0AACBZ/frrr3HOkNOw3enTpy1SEDQBAIBkVbp0adf9O9TUqVPtxhtvtEiROrkPAAAAXNn69+9vHTp0cBknZZemTZtm27Ztc8N2s2bNSu7DC6DlAAAASHbLli2zQYMG2bp16+zYsWNusV4FUw0bNrRIQdAEAAAQBmqaAABAsipevLj9+eef520/fPiwuy5SEDQBAIBktXv3bjt79ux520+ePOnqnCIFheAAACBZzJw5M3B+7ty5li1btsBlBVELFiywokWLWqSgpgkAACSLlCn/34CX1pkLDUfSpEnjAqbhw4db8+bNLRIQNAEAgGRVrFgxW7lypeXOndsiGUETAABAGKhpAgAAl92oUaOsS5culj59enc+Pt27d7dIQKYJAAAky5Dc999/b7ly5XLnL0T1Tj/++KNFAoImAACAMNCnCQAAIAzUNAEAgGR19uxZmzBhguvLdODAAbdob7CFCxdaJCBoAgAAyapHjx4uaGrWrJmVLVvW1TFFImqaAABAssqdO7dNmjTJmjZtapGMmiYAAJCs0qZNa9dee61FOoImAACQrJ544gkbOXLkeUupRBqG5wAAQLJq1aqVLVq0yHLmzGllypRx684FmzZtmkUCCsEBAECyyp49uwucIh2ZJgAAgDBQ0wQAABAGhucAAECyyJEjR5w9mbJly2bXX3+9Pfnkk9agQQOLFAzPAQCAZDFx4sQ4tx8+fNhWrVplkydPtqlTp9ptt91mkYCgCQAARKQRI0a4oGn58uUWCQiaAABARNq+fbtVrVrVDh48aJGAQnAAABCRTp486bqFRwqCJgAAEJHeffddq1ChgkUKZs8BAIBk0atXrzi3HzlyxFavXu2G55YuXWqRgqAJAAAkizVr1sS5PWvWrK7VgJZPKVasmEUKCsEBAADCQE0TAABAGAiaAAAAwkDQBAAAEAaCJgAAgDAQNAEAAISBoAkAACAMBE0A8A/t3r3bUqRIYWvXrk3uQwGQhAiaAOAyOXXqVHIfAoB/gKAJgO+dO3fOhg0bZtdee62lS5fOChcubP/+97/ddRs2bLC6detahgwZLFeuXNalSxc7duxY4Hdr165tPXv2jHV7LVu2tPvvvz9wuWjRovbiiy9ax44dLUuWLO72x44dG7je61h84403uoyTblN0G7otHUuBAgWsRIkSNmjQICtbtux5j0Hraz333HNJ8OwASCwETQB8r1+/fjZ06FAXdGzevNk+/PBDy5s3rx0/ftwaNWpkOXLksJUrV9qUKVPsyy+/tK5duyb4PoYPH26VKlVyyz48+uij9sgjj9i2bdvcdd999537qdveu3evW/rBs2DBArff/PnzbdasWS7w2rJlizsej25z/fr19sADDyTK8wEgabD2HABf+9///mcjR4600aNHW4cOHdy2a665xqpXr25vv/22nThxwiZNmmSZMmVy12m/2267zV566SUXWIWradOmLliSvn372quvvmqLFi1y2aOrrrrKbVcmK1++fLF+T/f7zjvvWNq0aQPbFMiNHz/ebr75ZndZ52vVqmXFixdPhGcEQFIh0wTA15S1OXnypNWrVy/O68qXLx8ImOTWW291w3lelihcN9xwQ+C8huAUHB04cOCiv1euXLlYAZN07tzZPvroIxfQqc5JmTFloABENjJNAHxNtUr/RMqUKS103fLTp0+ft1+aNGliXVbgpODrYoIDNo8yXaq9mj59uguodH933HHHJR0/gMuHTBMAX7vuuutc4KTaoVClSpWydevWudomz9dff+0CJQ2riYbWVIfkOXv2rG3cuDFBx+BlkvS74UidOrUbStSwnE5t27b9x8EfgKRHpgmAr6VPn97VGPXp08cFLxp++/33323Tpk3Wrl07GzBggAtQnn/+ebe9W7dudt999wXqmTSzrlevXjZ79mxXCzVixAg7fPhwgo4hT548LuiZM2eOFSxY0B1TtmzZ4v2dBx980AV1XiAHIPKRaQLge5o198QTT1j//v1dIHLXXXe5eqOMGTPa3Llz7eDBg67oWkNgqn1SMbhHtUQKqtq3bx8oxq5Tp06C7l+Zo1GjRtl//vMf11qgRYsWYWXIbrnlFitZsqRVqVLlkh43gMsrRUzoYD4AIMnprVeBk2bkKdMFIPIxPAcAl5mGCT/++GPbt28fvZkAHyFoAoDLTDVQuXPndl3F1XgTgD8QNAHAZUZVBOBPFIIDAACEgaAJAAAgDARNAAAAYSBoAgAACANBEwAAQBgImgAAAMJA0AQAABAGgiYAAAC7uP8Pi34bkl5H8xUAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.groupby('country')['index price'].mean().plot(kind='bar')\n",
"plt.title('Средние индексные цены по странам')\n",
"plt.ylabel('Средняя индексная цена')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['index price'].hist(bins=30)\n",
"plt.title('Гистограмма индексных цен')\n",
"plt.xlabel('Индексная цена')\n",
"plt.ylabel('Частота')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.boxplot(column='index price')\n",
"plt.title('Ящик с усами для индексных цен')\n",
"plt.ylabel('Индексная цена')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iFwCrq8YXsKBiikZedt4uS3K37vAs5c0izc4XLI7T4sWL+zwveTzs04Hu6LhwcfGlhOMsv7PAO4OLNK/Dc3q6KPoCtpWFgvICiwCqIxdc106boR5zyhQoppQVnUuZ3oDcIxRPd2VWd2CfOOelDXQOcofMZ4xSI3fdrrEAvoJSNvD2jprHj9bdtzt1y1LhLNCAwjUA4mtlTgHKiN4CVZf9SPOIN+B1UNchwtwI0NzgrHiMBIbzGlwfXfcb1/ihXJv4nAKuQ67PacG6dnBz5OkxzsCgz7VpoHPcet3Y2FivnhPwPqzGCeBaTnQGn+N33313QJsI1wg+V5Ty16xZo9cKOnsHa+AZaRhPk5+BDyTEybrD9BZcqCnJeWLh1sLi6o2gI2qo4AKNVOp8B8/3EAzuzDy9Lh1ZfEAGU46ISKC27U1iMW21eEL4G6tzzxXutoVtRoEZDCh4EFnutN21t7ruV9eyCXfgP/vZz/p1Y0F66EgBHHOIzU9+8pM+d5b4J+gOc+7eYd9DiFDWBto/Vru/c9syd/GuLf68N94jBMf1rnag9+YJlBfwYkGEUI240KJyjdQxpyOI7iCe31dwl89+8abLjBIvRI+738HABZ+bge9973v6HnjPvpYNXWEpO3QgDgbICoTbm8eOFtx9xvhv13b4gWB12PF59gaQK85xbpjoIhwuUR2P1/D22oSKyc0V121Xwmr9LWo+EQJciyF57kipM7j5AAOd41zPIU7f//733ZJy1+f0BVybsFPglxrsho1OYVQ+ynR8vkbCTuArjNLkJ0CxoS2XRYsPEB8AZGBnsHBywvJzJHBn3xKMm8XVU9s7dwgw/wcffFDvsqln8zfeqCyegE+HkiCLMF4mSjLcQSE7c5cDWJi4e6JNlLszXg8vACf7QHfElAz5IPoy4gFJFyO8892NM/DJcHdIOQfjMBdB7ly8JQX4xdhnyOh8eLkz46LERZ56vKc7Kcoqp512mpaT2FcsajwPZl8MndZdHMQPgoEPAZmaRYMLNGSLv7FarlGteAwEw7Vc4gr2+Q9+8APdn1yUUHHYR8jz/L0Fvmf7MFajDl166aVK4DZs2KDH2WrN9xbI8OTyOLeMDwZfjjn7z5NqNdBnjPcOKeV8dc4Wss5F9gmEHv8EXineN3k0gxnNMeuyf1msrLZvXwHpsT7zPJ9VquTYQECdAWm2HgvJ5bzic8V/j2QbvK+gHMf5TGmIUgrXHci9q7fJEzg+fAa48aJ871zC5z3zeUC1ci6t8ljOHT6HfAadYzScgXqFsd4C5xrnqPPP8BW5g7evMVR4e23ixobzkmsKBAMvIDcjqNZsO4qytR9RY+bPn69RL6hPrB+c2yhLqK18z7nCZ5QRPK5eStfX5XHnnnuuKj28LmsIx5imDY7zYNciT2B7WLdomBkIRNXgK+P1vPG7jRrGrE/PYEBYLZ7eflktvlbLJa3+zq2Yri2j4MiRI9pSHh8fb4uLi7NdfvnlttLS0n6t1t5GDtBK++GHH2oraHh4uLaO/uxnP+vzOLbp/vvv19+FhYXZFi9ebHv22Wf7tZpa2+vcXu5u/7hrP/e0ne5+/84779hWrlxpi4iIsGVmZtruuusuR7u4N+3qtEwTPZCSkqLvp6CgQFuZXWMVXNHY2Gi788479TVDQkK0fZf34q6d/+c//7lt1qxZ+jiiGWg7rq6udvz+c5/7nO3kk0+2vfjiix7fszN++9vf6uuxvTwv54S7x4Hf/e53eox4bEJCgh7nl19+2afIAdruacd23T5PkQNDOeYXXXSR19vj+nyDfVlt7StWrNDPyO7du/s9l2vkwC233GJLSkqylZSUjEjkQFBQkLa687zl5eWDRg7ExsZqm/krr7wy7pEDO3futJ1xxhkaGZCcnGy7+eabNT7F9XrkzX5w9+W83y08+eST+jv211Cf1/nLihzw5TWGGzngy7Xp7bff1jZ/4jY4LgsWLOgXSXLgwAG9VqWnp+u1hEgKoln+/ve/O15v2rRptm9+85v9rl/u1g+wadMm26WXXqrnOtcIzu9PfOITtnXr1g05coCf3XHHHQNG6RCJwvv82te+5vZxYxk5EMD/jR9lM7DAnSKyKyzaNWl4KI8bbfDaeE6G4vExMBgPWJ8d1E7XFGILdL/xOHdGVIPRBwrLQNc2jgtfrsnvqLaUmDHBW0GvI42xeA0D/4fxNBkYGBgYTGjQdEAJipLURH4NA/+H8TT5CfBx0H3jLl9pKI8zMDBw/9kZyDNFPAAeLoPxwWDXNvxSzn4mTMz40Ah+xWw+GsGHY/EaBhMHpjxnMCSY8pyBgcF4wxoCfcUVV6gRfjSGFY/FaxhMHBjSZGBgYGBgYGDgBYynycDAwMDAwMDACxjSZGBgYGBgYGDgBUxxdoRAqBxjRRiTYYyCBgYGBgYGEwO4lBglQxMIQZ4DwZCmEQKEyZpsbmBgYGBgYDCxwNgkBl8PBEOaRgjWIFZ2uvNkZwMDAwMDAwP/BbMyET3cDXp3hSFNIwSrJAdhMqTJwMDAwMBgYsEba40xghsYGBgYGBgYeAFDmgwMDAwMDAwMvIAhTQYGBgYGBgYGXsB4msYY3d3d0tnZOd6bYWAgISEhEhQUNN6bYWBgYDBhYEjTGOZAlJWVSV1d3XhvioGBA/Hx8ZKenm6yxQwMDAy8gCFNYwSLMKWmpkpkZKRZpAzGncS3tLRIRUWFfp+RkTHem2RgYGDg9zCkaYxKchZhSkpKGu/NMTBQRERE6L8QJ85NU6ozMDAwGBjGCD4GsDxMKEwGBv4E65w0PjsDAwODwWFI0xjClOQM/A3mnDQwMDDwHoY0GRgYGBgYGBh4AeNpGmc0tHVKW0f3mLxWeGiQxIaHyPGCU089VRYtWiQ/+tGP/OJ5DAwMDAwmNgxpGmfC9NN1+6SmuWNMXi8xKlQ+t3b6cUOc/vnPf2oWkYW8vDz5whe+oF/DeR4DAwMDg+MThjSNI1CYIExhwUESGTq6nUstva/Fa44naaKTEB9NYODoV4YTExP96nkMDAwMDCY2jKfJDwBhigoLHtWvoZIySlOf/exn9SsuLk6Sk5Plnnvu0Zwf0N7eLl/+8pclKytLoqKi5IQTTpDXX3/d8fePPfaYBig+/fTTMmfOHAkLC5OioiL9u69+9auSnZ2tP5s2bZr89re/dRCrG2+8UfLz87UtfubMmfLjH/+4z3Z9+tOflosvvli+9a1vSUpKisTGxsqtt94qHR0dfbbdUpX478OHD8udd96ppM0yQFdXV8uVV16p208n2fz58+Uvf/lLv33grE6hWN1///1yww03SExMjOTk5MgjjzzS52+OHDmizwvhYr8sW7ZM3n//fcfvf/nLX8rUqVMlNDRU398f//jHPn/P9v3617+WCy64QLdr9uzZ8u6778r+/ft1e3jOE088UQ4cONDn7/7zn//IkiVLJDw8XAoKCnT/dHV1+XzcDQwMDEYbnd09crS+1bGeTAQY0mQwKB5//HEJDg6WDz74QMnLD37wA3n00Uf1d5ApFvO//vWvsnXrVrn88svlnHPOkX379jn+nhDF//f//p/+zY4dOzQT6Nprr1Vy8pOf/ER27dqlBCE6Olof39PTI1OmTJGnnnpKdu7cKffee6/87//+rzz55JN9tmvdunX6t5A0nosyGiTBHfgdz3nffffJ0aNH9Qu0tbXJ0qVL5bnnnpPt27fLLbfcItdcc42+14Hw8MMPKxHatGmT/M///I/cdtttsmfPHv1dU1OTnHLKKVJSUqJkccuWLXLXXXfp+wL/+te/5I477pAvfelL+pqf+cxn5Prrr5fXXnutz2t8+9vf1v20efNmmTVrllx11VX62K997Wvy4Ycf6oWG/W/hrbfe0sfz3Ow39imk9bvf/a5Px9vAwMBgtNHW2S1/3VAsv3z9gPxtQ7ESqImAANtEonh+jIaGBlVi6uvrVfVwBgtzYWGhKicoABYqGtrk/724WxIiQ1UNGk00t3dJbUuHfPWcWZIae2wbBgOqBuGHkB1Lnbn77ruVDLz44ouqZqAcZWZmOv7mjDPOkBUrVqgaw6INIWDhX7hwof5+7969qq68/PLL+lhvADkgVf3vf/+7Q2l65plnpLi42JE19Ktf/Uq+8pWv6DGg/Odq4PbW04S6A0n5/ve/79gHrs9z0kknOdQhPkKMIoGwoXahOqG+HTp0yG1pb/Xq1TJ37tw+6tQnPvEJaW5uVvIG2Ndf//rXlTiB9957T1atWqVqHAoXgKiyb1tbWx37fe3atUqqLPzpT39SwlZaWur2vXo6Nw0MDAxGC+1d3fLPj0pk65E62XakXkKDA+XkGSly45p8iRkH+8hA67crjKfJYFCsXLmyT54PizdKy7Zt27SUNmPGjD6Pp/TmnHxOCWrBggWO7yFQpE+jxnjCz3/+c/nd736nhAxSQNkN4uIMSJhzYCjbhcoDkcrNzfXqvbH9kDtULJQhXoftHyyI1Pn9sG8gTdZIEt7f4sWLPXqhUMdQtFyJlGsJ0vk10tLS9F/Kh84/g/TwgeeDjqL1zjvv9FGWeH88BrXPhKsaGBiMNzq7e+TpzaWyo6Redh1tlKSoUClvbJdXdpar7/a2U6ZKRrx9WoE/wpAmgyEDggL52bhxY78RHFapDeBLciZd1vgOT0BBQamBmEGE8A099NBDfTxBIwWeF7KCigQhwSuEEuXsjXIH12463p9Vfhvs/XkL59ew9p+7n1mvy/FA7br00kv7PZdRkQwMDMYb3T02eX7bUdlWUi87jjZISnSozM6I1VLd+4U18v7Baqlt7pBbT5kqc7PixB9hSJPBoHAlK5SKpk+frmoKSgYKC+UqbwE5YaF/44033JbnUEswOeMVsuBqeAYoK6hQFklhuyBrmMvdAcWL7XV9rYsuukiuvvpq/Z7tonyIaX2oQCHCv1VTU+NWbcLUzeted911fbZjOK8JMIDjq8JUb2BgYOBP6OmxyUs7ymRzUZ1sL6mX+IgQJUzc/EWEBsua6cmyqahOdh1tkO//d49cvTJXTp+V6ndTC4wR3GBQUCL74he/qAsyhuuf/vSnajamLPepT31KzccYrfHGYKB+4IEHHN4cd8ATBGHAm/Pvf/9b/w4zt2X0hpBhdH7ppZeUwNCtt2HDhn7PgxpElx2m5+eff16+8Y1vqPfJU5wBr/vmm29qGa6qqsrxWnir1q9fr2UzjNbl5eXD2l90zVGuo7sPMnTw4EH5xz/+oYZ5gO8KrxcddBjmMdaz/1DXhgMM83/4wx9UbcKDxvtBtcMbZWBgYDBesNlssm53hWw8XCPbSuokOixY5mXG9SFEwYGBsiw3Qaalxsjh6hZ59K2D8sT7RdLR5V8GcaM0+QHIUPLn14AUoehg7qYMB2GyPDm///3v5Tvf+Y52gkFGiCTAA4WZeiBAGOiIQ02i7Z+2fb4HEBe60q644gr9UEFCeNwLL7zQ5zkwPUN6Tj75ZPUh8bhvfvObHl+Tzjmem1Z/Hs8HGUIBqTn77LPV88P7guxgCBwqULT++9//6j4577zztOUfFQmfFuD5KQliNGdfYsJmP2I4Hw54D88++6y+T7oVKeVhaL/pppuG9bwGBgYGQ4XNZpM391XJB4XVsvVIvYQHB8uCKfESGNhfQeJ6PzM9RqLDg2RzUb3846MjUt7QJjedXOA3ocyme24cu+cmQiK4v44QoXuurq5OlSqDocN0zxkYGIwm3jtYLa/trpDNxXUCT1qSkyDBQYMXuepaOtTnFBQYIIuy4+V/Tp0qWQmj08xiuucmCCAvkBgze87AwMDAYLLho6JaeX1PhSpMyDOLc70jTCA+MlROmZ4sHxyqlQ2HauT+5zvlM6cUqEo1njCkaZwBiTFExsDAwMBgMmF7Sb3GCNApR8zAsrwECfGSMFkIDw2W1dOSZXNxrewpa5Af/Hev3H76NFmeN36jrQxpMhgQziNR/AkYqQ0MDAwM/A97yxvlxe1lsqO0XuMEluYk6IzVoYC/Dw0OkrCQIDlc0yzv7K80pMnAwMDAwMBg4qOwqlme3VKqhKmhrUuW5sRrpMBQMp1K6lqlpLZF6ls71SR+9tx0ufoE74KLRwuGNI0hjOfewN9gzkkDA4ORQm1zhzy7tVR2Hm2Q2pZOWZIdL1FhvttPIEmQL0Z/NbV1SX5ylNxwUr6syk9y23U3ljCkaQxgpTgzymKk0qINDEYCnJPuEs4NDAwMfFWGXtxRJoWVzVLR2C6Ls+MlJsK360pXd48crmmRsvo2JU7hwYFy2dIs+dTKPInz8blGC4Y0jQHINoqPj3fMJiMPyN9STg2OP4UJwsQ5ybnpOgbHwMDAwBe8f7BavUwHKpskPylKu998uR4RvXOoulnqWjqltbNb08JvOblA5mf1DcEcbxjSNEYgIRpYxMnAwB8AYbLOTQMDA4OhoKSuVdYfqJbdRxskOjxYcpO8z1Nq7+qWQ1UtUtloV5dQp65ckSOXLpkiEaH+dzNnSNMYAaackZEhqamp0tnZOd6bY2CgJTmjMBkYGAwHbZ3d2il3sLJJ//uE/CSvlCHUpfLGdimqblay1Nltk6W5iXLLKfkyNSVG/BWGNI0xWKTMQmVgYGBgMBnw+p4KJUxH6lplTkasRgMMhpaOLjV6Vzd16GSM5OgwHdBLd1xosH+PxDWkycDAwMDAwMBn7Clr1PEo/JsSHSZpsQOPYuqx2aS0rlWO1LbqmBQJCJBTZqTITScVSGb8xGiSMqTJwMDAwMDAwCc0tHXKK7vK1fwNZqUPXFJrbOuUg8QINHdIY1uXZCdEyPWr8+WkGSk6X26iwJAmAwMDAwMDA6/R02OTl7YTL9AkVY0dsjgn3uNMua6eHjlS0yql9a1S39IpwcGB8rGFmXLtqlxJjA6TiQZDmgwMDAwMDAy8xsaiWtldRrxAs2QnRnqMFyCcktymutYOaWnvlulp0VqKW5qb4FcxAr7AkCYDAwMDAwMDr1De0CZv7a2U3WUNEh4SJAUpUf0ew4DeQ1XNUk6MQEunRIUFy1Un5MoVK7IlOmxi046JvfUGBgYGBgYGY4LO7h6NF6Dzram9S1bkJUqgk2JEjEBVkz2kErLU3t0jC6bEyc0nT9WwyskAQ5oMDAwMDAwMBsWbeytlf0WTFNW0yPTUaIl0GsRLRhNkqqqpXXOXEiJD5frluXLBwixVpCYLxj0QoaSkRK6++mpJSkrSuWzz58+XDz/8sA9zvffeezUYkt+fccYZsm/fvj7PUVNTI5/61KckNjZWE45vvPFGaWpq6vOYrVu3ykknnSTh4eGSnZ0tDz74YL9teeqpp2TWrFn6GLbj+eefH8V3bmBgYGBgMDHAeJQPD+NlapD4yBBHRICtN0ZgS3GdFNe0qAJ14tQkefgTC+WyZTmTijCNO2mqra2V1atXazLxCy+8IDt37pSHH35YEhISHI+B3PzkJz+RX/3qV/L+++9LVFSUnH322dLW1uZ4DIRpx44d8vLLL8uzzz4rb775ptxyyy2O3zc0NMhZZ50lubm5snHjRnnooYfkm9/8pjzyyCOOx6xfv16uvPJKJVybNm2Siy++WL+2b98+hnvEwMDAwMDAv9Dc3iX/3VEm+8sbpdtmk7mZ9nlw/Hx7SYPsq2iUysZ2SYwKlS+fOVO+ceFcyU3q73WaDAiwQRPHCXfffbe888478tZbb7n9PZuWmZkpX/rSl+TLX/6y/qy+vl7S0tLksccek09+8pOya9cumTNnjmzYsEGWLVumj3nxxRflvPPOkyNHjujf//KXv5T/+7//k7KyMgkNDXW89r///W/ZvXu3fn/FFVdIc3Ozki4LK1eulEWLFilhGwwQs7i4ON0+FC8DAwMDA4OJDtbh/2wulfUHqmT30UZZmB0ncRGhOm+upLZFS3EQqNNmpmjuUuogAZf+CF/W73FVmp5++mklOpdffrnOZFu8eLH85je/cfy+sLBQiQ4lOQu8sRNOOEHeffdd/Z5/KclZhAnw+MDAQFWmrMecfPLJDsIEUKv27Nmjapf1GOfXsR5jvY4r2tvbdUc7fxkYGBgYGEwmwvTangrZXlKvXqbM+HAJCgyUbSX1Wq7D9D0lIVLuvXCOfOXsWROSMPmKcSVNBw8eVBVo+vTp8tJLL8ltt90mn//85+Xxxx/X30OYAMqSM/je+h3/QricERwcLImJiX0e4+45nF/D02Os37vigQceUAJnfeGTMjAwMDAwmEyE6d0D1bK1pF5CggIlKCBACRQeJn5/2dIs+cEVi+TEqckSOIFSvSds91xPT48qRPfff79+j9KEh4hy2HXXXSf+jK997WvyxS9+0fE9SpMhTgYGBgYGk4kwbTlSL60dXRITFiKHa1qktbNb4wNuOblA5mfZvU3HE8ZVaaIjDj+SM2bPni1FRUX63+np6fpveXl5n8fwvfU7/q2oqOjz+66uLu2oc36Mu+dwfg1Pj7F+74qwsDCtfTp/GRgYGBgYTBbCxDDe6qZ2CQ4MlIrGNgkJDpQbVufLQ5ctlAVT4o87wjTupInOOXxFzti7d692uYH8/HwlLevWreuj6OBVWrVqlX7Pv3V1ddoVZ+HVV19VFQvvk/UYOuo6Ozsdj6HTbubMmY5OPR7j/DrWY6zXMTAwMDAwOL4IU4eW5YgRWJqbKN+/fIF8amWuRIROrhiBCUOa7rzzTnnvvfe0PLd//3554oknNAbg9ttv19/DYr/whS/Id77zHTWNb9u2Ta699lrtiCMOwFKmzjnnHLn55pvlgw8+0G68z372s9pZx+PAVVddpSZw4gSIJvjb3/4mP/7xj/uU1+644w7tuiPygI46IgnIi+K5DAwMDAwMJjthenX3McJUVt+mP4uLCJHPr50u3754nkxNiRnvzRx/2MYZzzzzjG3evHm2sLAw26xZs2yPPPJIn9/39PTY7rnnHltaWpo+Zu3atbY9e/b0eUx1dbXtyiuvtEVHR9tiY2Nt119/va2xsbHPY7Zs2WJbs2aNPkdWVpbte9/7Xr9tefLJJ20zZsywhYaG2ubOnWt77rnnvH4f9fX1RDfovwYGBgYGBhMFrLMvbT9q+/azO2yX/uJt25rvrbOd9YPXbfc9s8NWWtdim+yo92H9HtecpskEk9NkYGBgYDDRAAX48/tFOi9u4+FaqW3ukOyECLnxpAI5aXqKBB0HXXENPqzfZvacgYGBgYHBcYj2rm75xWsHpKG1U7YcqZO2jm45b36G3LQmXxKjw8Z78/wShjQZGBgYGBgcZyCc8unNJVJc0ypHalvUQ3zPBbNl1dTk47IrzlsY0mRgYGBgYHCcgHlxr++plG0ldRpUicqUlRAh37l4viQZdWlQGNJkYGBgYGBwHHiXdh5t0MG7ZQ3tsudogzR1dMniKfHy7UvmS3jI8Rsj4AsMaTIwMDAwMJjEqGvpkH9+VCJl9a1KnCoa25VEnTojVb589kxDmHyAIU0GBgYGBgaTED09Nnn3YLW8d7BafUsHKpqkpbNbchOj5NOr82RVQZIEB41rXOOEgyFNBgYGBgYGkwxH61vlrx8US0Nbp2w7Uq+p3tFhwXL96nw5d36GUZeGCEOaDAwMDAwMJgk6u3vkD+8eltrmdtlWUq+5S4QxnjknTW5aUyBxkSHjvYkTGoY0GRgYGBgYTAJQhmMMSkldqxRWNUlXt02mpkbLl86aKVMSIsd78yYFDGkyMDAwMDCY4DECj7x5UP/deqROemw2iQ4Lkf85baqsyEs0uUsjCEOaDAwMDAwMJiDogNte0iCv7CqT/RVNUtXUoT8n1fu6E/OPixEoYw1DmgwMDAwMDCYYGts65d+bS+VITYt8VFSrXqb85Cj5xoVzJT4ydLw3b9LCkCYDAwMDA4MJpC5tPVIv63aVy9H6Ntlb3ihd3T2ydk6a3LF2hlGXRhmGNBkYGBgYGEwAVDe1yyu7ymVfeZOSJUhTWHCg3HnmDFk7O814l8YAhjQZGBgYGBj4MVCSNhyq1e64w9XNOmy3vrVTshMj5e5zZsv8KXHjvYnHDQxpMjAwMDAw8FOU1rWqunSwslnVpfKGNuno6pF5WXFy97mzJDcparw38biCIU0GBgYGBgZ+hvaublm/v1o2Hq7VzKXCqmZpbOtSz9JJM5Lly2fOlMTosPHezOMOhjQZGBgYGBj4EQ5WNqnR+3B1i6pL1c32KAFGn5wzL11uO3WqRIaa5Xs8YPa6gYGBgYGBH4Bwyjf2VmpAJeW4opoW6e6xSUjvUN1PLs+RT63McXxvMPYwpMnAwMDAwGCcYwR2lDbIW/sq5VB1i+wrb5T2zh7tjGvr7NZ/bzm5QEMrTYfc+MKQJgMDAwMDg3FCXUuHrNtVIbvLGnpTvdslNjxEgoMCddhuYlSofPHMGXJCQdJ4b6qBIU0GBgYGBgZjj54emyZ5r99fJYdrWtTHBFGamhKt+Us1Te2SERch/3v+LJmdYSIF/AWGNBkYGBgYGIwhKhra5OVd5XKgokmDKhvaOiU7IVKiwoLkYFWz1DR3SF5SlHz9/DmSn2IiBfwJhjQZGBgYGBiMAZgPR0DlB4U1GlJZVN0qEaGBsjwvQepbu+RAZbPUtnTIzPQY+b/zZ0tWfOR4b7KBCwxpMjAwMDAwGGUUVbdoSOWhantIZVtHjxSkRElWfLgcqWuTomoIU6csyo6Xr503S1Jiwsd7kw3cwJAmAwMDAwODUQLdb2/urZTNxXUaUFlS2yLxkaGyaGq8hAYF2n9W1yp1LZ2yamqi3HX2bImLDBnvzTbwAEOaDAwMDAwMRiFGYF9Fk7y6u0JLcXTGkbk0JzNOUmPCxCaiP8P0jafp9FkpcueZMyUqzCzL/gxzdAwMDAwMDEYQkKDXdlfIzlJ7jEBFY7sSJbxKBFNCnshiKmtok+b2bs1fuv20aZr4beDfMKTJwMDAwMBghNSlLUfqNaQSD9OByiYJDAiQRdlxkhhlnxPX1d0ju8sbpbKhXUt3ly3LkhtWF0hosEn5nggwpMnAwMDAwGCYqG5qV6M3EQL7KhrV1J0VFy5TU2N0yC5o7+yWPRCmxnbp7LbJ1Stz5VMrcx2/N/B/GNJkYGBgYGAwRKAcbThUq1ECeJcOVTVLWEiQLMtNkJjwY4Zukr4JsMTwjfp0y8n5csniKRJoCNOEgiFNBgYGBgYGQ0BpXauqSwzXJUaAgbt5yVGSkxipxAh09fTI4eoWOUqHXGunpESHyc0nF8jps1LNHLkJCEOaDAwMDAwMfEB7V7es318tGw/XSmFVkxTXtkpMWLCsyE+UyNBjy2pTW5fsr2ySmuZ2aenoliW5CfL5tdM1/dtgYsKQJgMDAwMDAy9BiW3drnJVj1CXSPmemRatc+Is5QhDeGk9gZUtOpCXct21q/LkiuXZpkNugsOQJgMDAwMDg0FA6e2NvZWy9UidluPK6tskKTpUZqXH9ul8Q4ViHEpVY7s0tHZque7206fK4uwEU46bBDCkycDAwMDAwANQjXaUNmiq9+GaFs1XgvrMz4qT5Bh7jIAFBu0SM4C61NVjkzPnpsktJxVIYnTfxxlMXBjSZGBgYGBg4AaQn3W7KmR3mT2kkg44ynDTU6MlOOiYukRY5eGaZjla16Z/kxAVKtevzpOz52aYOIFJBkOaDAwMDAwMnNDTY5OPimrlnf1Vqi4VVjYpSVqamyBxEaF9HtvS0aXZTKhMzR1dsmBKnHz+9BmSnxI1bttvMHowpMnAwMDAwKAXFQ1t8vKucjlQ0aRG74a2LslJiJT85Kh+mUoQJQ2ybO5QUnXlimz51Al5EhFqzN6TFYY0GRgYGBgc96ALjoDKDwprNKSS7rjI0CBZkZcgUWHHQiod3XF1bVqSgzilx4bL59ZOlxPyE43Ze5LDkCYDAwMDg+MaRAMQUnmo2h5S2dbRI1NTomVKwrEYAWf/ErEDDNsl3XtOZqx85eyZkptkynHHAwxpMjAwMDA4LsHAXGIEthTXSWFVs5TUtkhcZKgsmhovYcH9S2zECewtb9I4AcIqT5uZIp8/Y4bERfRVogwmLwxpMjAwMDA4rkB5DfLz2p4KLcXtq2iSnm6bzMmMk9SYMLcltsa2TlWhqps7RGwiV52QLVevzOuT0WQw+TGuR/ub3/ymnpzOX7NmzXL8vq2tTW6//XZJSkqS6Oho+fjHPy7l5eV9nqOoqEjOP/98iYyMlNTUVPnKV74iXV1dfR7z+uuvy5IlSyQsLEymTZsmjz32WL9t+fnPfy55eXkSHh4uJ5xwgnzwwQej+M4NDAwMjg/Ut3RKdVO7+Asa2jrl6S2l8s+PjsiGwhrZXtIgceEhsnJqkqTFhrslTJWN7ZrVVN7QJhEhQXLnmTPk+tX5hjAdhxj3Iz537lw5evSo4+vtt992/O7OO++UZ555Rp566il54403pLS0VC699FLH77u7u5UwdXR0yPr16+Xxxx9XQnTvvfc6HlNYWKiPOe2002Tz5s3yhS98QW666SZ56aWXHI/529/+Jl/84hflG9/4hnz00UeycOFCOfvss6WiomIM94SBgYHB5DNX/2VDkfzolX1SXNMy7urS5uI6eXz9IXl7X5VsOFQj9a2dsig7TuZlxUmIU+6S89+gRO0pb9CMpikJkXLfRfPkrLnpxvB9nCLAxlnhA7Zu3Trg7xcsWOCT0vTvf/9byYwr6uvrJSUlRZ544gm57LLL9Ge7d++W2bNny7vvvisrV66UF154QS644AIlU2lpafqYX/3qV/LVr35VKisrJTQ0VP/7ueeek+3btzue+5Of/KTU1dXJiy++qN+jLC1fvlx+9rOf6fc9PT2SnZ0tn/vc5+Tuu+/26r00NDRIXFycbndsbKzX+8DAwMBgsoL07D+9d1g2FdXK/CnxSjjGI+wRwsO8OPKU9lY0qoE7Kz5cpqbEeNyeru4eHbZb0dCu5Iphu185a4akxUWM+fYbjC58Wb999jQtWrRIGbbFtZwHFPLfqD++YN++fZKZmallsVWrVskDDzwgOTk5snHjRuns7JQzzjjD8VhKd/zOIk38O3/+fAdhAihEt912m+zYsUMWL16sj3F+DusxKE4AlYrX+trXvub4fWBgoP4Nf+sJ7e3t+uW80w0MDAwMjmF3WaMSFkgHKs9zW0vlY4uyxuz1IT4bDtVqlACKEWZvMpSW5SZITLhn83ZrZ7fs7d329q4eOX9Bhtx6ylSJCjM24OMdQzoD3n//fVWBIErz5s2T559/XnJzc31+HhQeymkzZ87U0ty3vvUtOemkk1QVKisrU6UoPj6+z99AkPgd4F9nwmT93vrdQI+B5LS2tkptba0SPXePQdnyBMgd22tgYGBg4L4zjTlsR+vbJDsxUv/924ZiWZaXKJnxo6/WlNa1aowA8QCYvhm4y/DcnMRICfRQWmNNq2hs1+gBAisp2d24Jk8uW5rdZ2yKwfGLIZEm1B5M1wB1CRP2UEjTueee26esB4nieZ588kmJiPBvCRRlCh+UBUgYJT0DAwMDA1HChFKDr2l2RoK28KP2PPLmAbn3grn90rVHCsQCrN9fLRsP10phVZMU17ZKTFiwBk9GhAYP+HeFlc1SiTLW0impseFy+2lTZfW0ZONfMnDAZ+oMWdq7d6/+N16i5uZmJT+WP2g4QFWaMWOG7N+/X9LT07V0hvfIGXTP8TvAv67ddNb3gz2GuiXELDk5WYKCgtw+xnoOd6ATj+dw/jIwMDAwsGNPWaN2nUWEBEtkaLDMSIvR0tiHh2rlxR32SsBoELU/rD+k/qUPCqtVbZqZHq0z4zwRJtQltnNrcb0U1bZIU1uXrJmeLA9/YqGsmZ5iCJPB8EjTOeeco0bqW2+9VU4//XT1/lBiu/rqq9XYPRw0NTXJgQMHJCMjQ5YuXSohISGybt06x+/37NmjEQN4nwD/btu2rU+X28svv6wEZs6cOY7HOD+H9RjrOSgB8lrOj8EIzvfWYwwMDAwMvAelsIOVzVJe3yYZ8eH6M9rz52XGqV/oLx8USVlD64i+3nNbj8pTHxarh2nrkXr1H60sSJbMuEiPxKejq0dLd7vLGqS8sU1iwkLk82unyT0XzBmTEqLBcUCayDO69tprpbi4WAnTn/70J23pJ9fo6aef9um5vvzlL2uUwKFDhzQy4JJLLlHV58orr1Qn+4033qglsNdee03N2tdff70SGUzg4KyzzlJydM0118iWLVs0RuDrX/+6ZjuhBAHI3cGDB+Wuu+5Sj9IvfvELLf8RZ2CB1/jNb36jkQW7du1SIzkKGq9nYGBgYOAb7CGQ7dJtE8l06jZLiQlTT9HR+lb5zZuF0tPjU/O2W5Voe0m9xgi8ubdCc5fIhJqfFScLpsQPmKPE47YeqZOimmZpbOvS8t3DVyyUCxZmGf+Swch5mqKiouT+++/v9/OCggIlPr7gyJEjSpCqq6vVWL5mzRp577339L/BD3/4Q+1kI9SSTjW63iA9FiBYzz77rJIcyBTbdt1118l9993neEx+fr5GDkCSfvzjH8uUKVPk0Ucf1eeycMUVV2hEAflOGMfpEKTc6GoONzAwMDDwjjRR8ooKC+pDXFB8ZqbH6O8on63bVSFnzh3adbaupUNe2VUhe8oaZH+F3T+VERch09OiJTjQM+nBY3WoqlmDKunqi48MlatX5sh58zNNWKXByOc0GbiHyWkyMDAwsCeA//rNA/L2/iqZkRotWQmR/R5TXt8qGw7XSnZCpHz/8gWSHGMv4XkD1KmPimrlnf1VcrimRQorm1QZmpsZK3ERoQP+LR1xB6uapLalU9o7e2RJbrz8z6nTtKtuKICAVfbOoStIjho1c/tEgs1mk64em9uw0OMyp8k5kdsd/vnPf/r6lAYGBgYGkwR7KM0xNsUmOpbEHehMy4qPkJK6VvnNW4Vy97mzVIUipqCju0diPWQoVTS0ycu7yuVABTECjdLQ1iU5CZGSPwhhIa8JgkVZEFIXExEinz4xVzOj3A3mdYfuHpuWHMvr21WlKmto03+ZSdfc3i1nz02XM+Yc39WJ1o5u+ftHR+RITYuSprjIYD2WNAKgOtIUwL+RoXwFS1TvzydSOdRn0kSCd0xMjFx00UVaHjMwMDAwMLBAuYyso5jwYI+LIQRpWmq0qjTvHqyW7z63SzLiwrXdH9UGT9I589IdAZQoOgRUflBYo7EFh6tbdOFdkZcgUWGeQypBTXOHRg+QAo4JfeGUOPmf06bJtNSYAdUSHm8RI77ImWpo7ZSm9i41nvN75th1dds0roBk8eOZNHV198gzW0plZ0m9bC+tV5LJPqFUGhYSKOHBgRIeEqRkSr+C+TdAj+PFi7J0WPKkJE10nn3pS19SY/aDDz6oJnADAwMDAwNI0JHaVvUXze1dBCEgdKk1d3Qr2WjusJMOVAkWVUpmm4prZVMxgZg9uvhuO1KvJbhLl0yRlOgweXV3hQZOoi61dfTI1JRomZIQMWAcgKt3CXXpyhU58vGlU3Tx9gS297ltR3UbLJLE3/MFQULRCgsOlNjwYJmZFivhIYG6rfsqGqW9s1vCBnhuXwEpI4gz2s+TyG02m8ZI7Cit107E9LhwSYoKU+UQospxbevqVmUQMsUXJbwem03fH+Nt7lg7XRblJIi/w+cjsXbtWtm0aZPGDHzmM5/R0SY/+MEPfJo5Z2BgYGAwSbvmmtp1IUyOti+a+ypQeTqUOEFkKL91dtsEN21wUIAunGX1bUqATp6erKSEjjjynCBgeUmRUtXUISW1LRIXGSqLpsYPWFJjAa9u7lDChBrEGJRF2Qly66kFA6pLx95Dk2wprpONh2p1WyFYUaFB6llKjAqVyLDgPonivB7xBnTgbSutl2W5iSOyLyEg/91Rrvvwy2fNkBAvy4jjgTf3VcnmojpVmCjHzUqL0SauQb1P3T2yp7xJCfGP1u2Tz542TRPj/RlDKiRyctOOz9y4k08+Wb9uuOEGDbs0MDAwMDj+wCK4+2iDlDe0S3xkiHp9tpXUa8AkQ29RbCjXZcSGy4IpcXLazBQ5f36GnL8gU2IjQvTvUSUSI0NVpUJdYVbc9pIG2XW0QaLDQmReZuyAhIkyGaSHx1NaCw8NkltPKZDvXjrPK8IEqXtrX6USLsjbKTNTNBEcBSQnKUqiw0P6jWAJ6CWI/O2W4vph70eM7m/urZRnt5QqeVt/oEqzp/wVHxXVyrv7q/RYh1KODQiQ9wpr1Ow/UJ8Z+w0iiIF/Wkq0FNW0yE/W7ZP3DlbJpFKafvKTn/RL8SYLifymp556ShobG0dy+wwMDAwMJgDw/EBUals7NJtp59EG9ROhJJHITTnNnceJatbcjFglBqgV6hVq7VTShbITF2FfpgifXH+gS2ZnxEpqTFif0pyV6o3Xqa61Q5Ws5XmJOmTXl864jw7X6uIN8VuQFTdgdIEz4iJCJEACZGfp8EgTqtKL28tkW0mdkkX2H6WsDw7VyInTksXfsK+8UV7dVaEKE8c5JSZciqpb1DDP8SCTa1ZGrEQMULK0YijY1ahOP3/1gHT1iKzxw/c7JNJEdpI7MI7EwMDAwOD4HZtCGQ2vEgsmCz5jU5bnJUhilD1s2BMy4iMkIapJ/47MJUpilGluOblAClKiZX9Fozz6VqFsO1InGw7VKCmblRGjHVgQDRQpfFT4jlB9PnVCjpwzL8On3CWUMMgJo1hiI4IlMXrg+AJnUJLC50QKektHl26Xr8Db9fSWUi1xopSx7ZAx3tf7B6t1UsVgJa+xRGldqzy/7ajsPFqv5n3ILNte29IhKdHhUt/WofsSc/+c9FjJTIjwOCgZ4jQ9NUYCAwL1vf/y9f1aujt1pn3GrT/B5yNbWFg4OltiYGBgYDAhQUlpc3GtlNW3qneJhZ7072UDzHyzAMk4WNWsSg3AWH3+ggy5/bRpjqwfSmvfvWS+vLTjqPxtwxFdsFmM8TvVYdJu6ZRum03ViVtOKZCs+P7ZUIOB3Kfimhb1Ji3PTfBp5hzbHB0erN6trcV1snKqbyIC6syzW0vVTA7xQkmDeEE6KPtBBreVNMjC7HjxB9Q2d8h/NpfI7jI8bB2yOCdeVT6OA91wK6cmqkK2qahOYx4+PFwrmfWt2iHnydRudVSSHLGjtEEeefOgKoZnzE71q/l//m3JNzAwMDDwe7xzoEo7oyitAbrb5mXFaXfcQESLnCa+IBt011EOg3SR8eQajshzkdp94tRkeWz9IXljT6X6lwDdWteuypEzZqcPKfOHDjvIzsHKJkmLDVPvki9gUU+KClWyuOVIvdekibIij2fAMEodhvipqVGSFhMum4vrHN1zkKYfvLxHfnvd8nHPNGrp6JJ/bSrR7S2pbdXj3NTWrUQKTxrjaCzf2YlTk+RIbYu+R8qeGPRnpsVIblKUx3MDZZH3jEfqd28flO6eHs3A8hfi5DNpYk7bQKCTzsDAwMBg8oNF/6OiOs1Q2lFSr4s83WO5SZ6H5AIeV1jZrKUcvlhkUaVQKeia21XW4PFvGXvyhTNmyGmzUuWpDcWqXFy/Ok/SnGbc+foeIGB06tEGT5kIQodHxxeCEheJSVy0vOQNUGJe210hHx6qUWWlqb1TFmTHaas+RnQUL4gFsQZ4nFB0GHR89crccSMQHV098p/NpZrFhTo4PTVa9/+WyjpNWWfIsfOgY7YzOzFKQ04t4oS5Hf8bZIvyozvgQ6MSibH+sXcOqeJ0wYIMvyBOPpMm4gYsvP3227J06VKJiLDvJH94QwYGBgYGow/KRigkkCba41GMpsRHDmi87urpkeKaVi2voZ7gR5qSECnzs2K1jMeijJentK5NaprbB/RCLZwSr1/DBWoVZbHDNc2SlxQlwYEBamJHNaPLzwrYHAxx4SESGhyk/iqM7HQEegK+L8pxO0sb1EQNIJvEGdABiKEeYkm5irRz1BrI5T8+OqKerXPnZ8hYAyL5wvajanbHsD0lPkKyEuyGf44l8RGY593xAPYLxvycxAhHyQ51kbLr1JQot+Q0JzFKFScUtz++d0jPHUIwx5tn+EyaXnvtNcd/kwz+xBNP6LBeAwMDA4PjAyySLPqUaCBMRAoEBQbKvKzYQee+8bcQErKN8L5kxB4LqYQwEVfA89FJd/rs0U3Ydo4YoDSYnRiphnBM7JTsIHXEDnjTRUeoJcoJOVX4u06e4d7EjNkdwzedZ4yciQkL1gR0izhQ8qJzkPIkSg77BKIEaUJt+sO7h+x+sTHMM0KNe21PhapEqGLEQkDoSH5nmwgrXZydoKRvIKTFRsja2WFKtPBuQRjxwUG0eY+cE86AUEOciDV44v0iDRf9+JIp4zrjz3+s+AYGBgYGfg8W/SfeP6zt+SyizF2jcyw+IqTfogdQjyAIO47W944i6VJ14bSZqZIZ17+MlxAZqqbu7V6WuYYD54gBvDYs0Pw3JABAVEgG9xYJkSFa4sO07Q4oLH/dUCRbimuVOOCfWpQd7yBMkDT7PLsuyU+JcpjoIRSQJ1Qwtu9nr+3XLsOxAkZuRthsL21QgzrZSgR/MtJGu+ViwiQ32TvzPWQQhfCUGSl6zmDoR33CiL/xcK0qlqhtFij3oWBBZP+2oVjT4ccTxghuYGBgYOAVWLgoEVFWgmxkJ0TqosdCNzM9on92UlO7HK5qsY8haevURXJRfrwkxXguu1HWgrzsOTq6mX8oSu8X2iMGmJOXFB2qyhNmbkzpmNkheXh36GbLShicFMRFhOq2s39cQWcZfiB+x/6akRrd7znxVUGY8HihMllAfSOGoanNTjjp8sMY/s0L5+rw49EEaiLeK4zZYqMsSglO5FDvceW/F02J9xgn4AlkcOFLY7jvoeoW3e+UJEl+h5ilxoYpWcRcDlGHbEHQOF5nSNrEIU1PP/2047/JjVi3bp1s377d8bOPfexjI7d1BgYGBgZ+ATwof99YrEZnxl7MybB3x+EF4l9nAzCKCWSDUhVlOXKh52TEyvS06EFLXRAYlKvi2pZBvUHDwdv7qtQr5BwxUNnYpioTis6s9BjtiNtYVKtKCAZ0d0qaMyjPse0QSt53QlSoY3/8e3OJ7C1r1NeclxnXj+zQlVbR2CaN7V0yxyX5HIM8z23fH8GS1h2u89oe/u8e+foFc7z2XfkKyB0+Jo456s/y3ERVxTiu7Cs6JklpZ67fUADRImmdL+b2HappURIFOSKklCgGzh2b2DQL6+aT8rWDcjzhM2m6+OKL+3zP/DkLnHTd3cdkNQMDAwODiQ8UgH98VCK7jzaq0ZlSFm3+LKaYmnUmW2iwqkuoMygh5CdBQFALFmbTKRXqldmYrjKIEsoDg3xP8eANGg5o7Sco0zligG3Ho8M2p8eGa2ksOzFI2+RRNwjVPHl6yoB+GmdPFj6ctbPT9P08u/WodpzxPChY7tQhu5epS9OzpyYfU5mstTU1OkwN9OxfTNV0LNKRRqnuS2fO9CnI01uS/PRme7QACiOp7mEhQRo6CWmmWy4xMsSr8TTegOdGfYOoUs7lNVGZAOcQX7vKGmVhdsuIveZQ4PNeRl3y9GUIk4GBgcHkAiTinxuPyK7SevXRUB6irIRXCUWAhY1xGTyO0R90orGwU+rCr0PgpDeEyfLOQE54bsjGDg/eoOFAIwb2VvSJGACoJig5nT02zQqyyApz8Ojig8ThQxoMPFY9WSX1+lp0GBLHQBAkJSf2lSvYdxA2SoYYrN0RIFQrCBXbERQgSpxQ+N7ZVyW/f6dQCedIQZWxTSXaWYjaxD6w1KwiCHFvmChhmwNlcfkC9j0mc8qXmMvxTGXFR8iMtBg9HyCc+J4goOOJYVHTtra2kdsSAwMDAwO/AirSP/EwHW2QvRVNkpccqa3gQJWAjm71mnR3E9JYJ0fqWnTBQ71hIK8GFXq5qKJsdHTb/SsYpindDJTXNFRABCB/VsSAFaKJAbu5o0ujA5KdRqhAYBZnx0l4cJCOCeFxAyE2PFiC8DUdbVASyBddYuQZzUqPddsyTymSjrmo0CCNGHD/vHajvT1xvUM9TivyEpRcUEL716YjAw7I9RaQ1We2lGpnH0ocJBmjN6hv7VRCzL+oYYONx/EGnEOoWVtL6pSQ4YMjXX1+VryO4YGYQ8Ap2546I1U+sSxbJhRpQk369re/LVlZWRIdHS0HDx7Un99zzz3y29/+djS20cDAwMBgjIHaQPIzd/4sapi+IRkWqprbdeYY5MbegWYnEyggKwuSJCrMe58Liz1KDJ1hzos3nhbIxKhFDPQasSEi+HR4PxDDfh19UWEyO9Mep0CHV1unvbvOHSgthoUEarntvzvKVGViHxEr4M4szfvTtv2ObvV8uSahW4B8WoOKj9S19r5WqPqMKOvRWcZ7Gw44Di/vLNcYCY5HRly4Yx9xPAqrmpXcQmqY/TfcY8HzEc9AuY9jT9YT3jfKvZQi2YedXT1y0owUefjyhXLXOTP7eOcmBGn67ne/K4899pg8+OCDEhp6jI3PmzdPHn300ZHePgMDAwODcUl+LtHFEx9JRny4Kg4WmaCMRDcY5mC+MO1Sdjp9VqpmHfkaQIhywiLqrJTwvBC3rT60/A+Gja4RA70qGOoWpAXCwva7AwoQuUEYtjcervOo6vAcmLjbu3o0mJHypXOsgCsoE+IZQ4nK7VXxPAFlJzw4UD1TFpJjwmTBlHjdh4+8WSiFVUOPIqCbcOPhGi2zkh9Facw6lhqw2WwvmxEZ4IncDQbIF2RoU1GtltxQriiTUpbES0b5kX3Cfluenyjf+/hCufeCOTLDg0o31vD5Xf/hD3+QRx55RD71qU9JUNAxd//ChQtl9+7dI719BgYGBgZjCMgL4Yt4ciBNKdGhMiPVvnhCFFjUMFHzL2CxZx7ckpyEPh1f3oLnZPG0lKpTZ6Ro6QlAPNiOkQCKzgcuEQPW62tprr1LMuPCPb4HVCISwvFnUT7ErOwOdIHBxSB8lDBp0bfejzsfj6VwQVAGG9uCyRyDOiNXIFoWshMiZGoqEQmt8vj6Q0Mq02Hqf3NvpfrI6B6cr9ECdpLCvkH5qeslxyhevkIjKBrtwZ+UOUl9b2nvUiWLpHCOD/4pXov9/J2L58l3L57fZzv8AT53z5WUlMi0adP6/RwjeGfnyMmoBgYGBgZjC1SA57YeVVKEKZc5aLMz7Hf4KD+UU1j4WOwhAqFBgXLG7LRhDZFlZIgVZkhZJjkmXDLjIjQ9HAK39UjdiLy3d/ZX94sYAJiaG9s79b0XpAys9PCe6QTUWXtHG7WjKzH6GIGgs4yyFqZyZtex/ZTQPJEIjVVo61K/kjuDuCtQd/BbMWKG1vw5mXH6c94LSiDEhrE2EM35PoyYYb+8uL1MfVgaLZCf6IiG4H2Q3k03ZHhIkM6M85XEUNKzDOQQr+4eUZ8U/i+OR3Vtu+BjJ+bhihXZsjI/adwHE3uCz1s1Z84ceeutt/r9/O9//7ssXrx4pLbLwMDAwGAcZouR8k2QIXlA5AVZLfqUmlj4IEwMp0WNWJzruezkDSAOh6tblIiBE/Lto0FQGlCwQHFtqyoSIxMx0OyIGLBQrtlM3ZqDRBr5YEiNCVflDTKx4XCtdPQSPr7fV9GkChzlSwglRKyx1b2YgJnaMtPPTI/2ugstKTpM1TDIpjP4WUFylAZgPvFBkddqEyU3NX6XNajpmo44S23jOfB/VTe363bOy4zzSU1ENdp9tEFJHASRfcNxzU9mPAoJ6W1KpHKTouTuc2bJw59YJGumpfgtYRqS0nTvvffKddddp4oT6tI///lP2bNnj5btnn322dHZSgMDAwODUQOL4393lutYEbqYdB5aZrw9pLKyWRd3ykEQC7xAlJMIYkyJHl4aNSTMyuIhu8gyj7NospBSHqRs8+a+SjlnXsawIwa6e3ocEQNWKc0iLhibvVVQpqfFSE1Lhyo7m4rrZEVeopKLigZ7ZxmKCXPSNH6hoa1f+KNdZbJ7mSi5MejYl1Et4SGBSjasAccW8GORrs3oF0qRJxQkDfhcvG+8a1a5jHElzkGZpfVtWjJjH/HcUxK8M2GjVrG/KXtCsvGLQZbSE8Olo6dH4xXYdtS1y5Zmy9rZqR5LmP4Gn+ncRRddJM8884y88sorEhUVpSRq165d+rMzzzxzdLbSwMDAwGDU8PreSvnwUI2arvHMkMvDYsn3lG4gNgQ7UorDPI3KMa83EXw4yhakA0+Ps8pkYWZ6jKZws7j+/p1DQ34dWuetiAGImLOBubw3zJJuN6tLzBvwvjFDQzCO1LSqCsf+qu4lF5Q0IUO8FgTBFQRDUrJq6+xRguXLAFqymtgvKFu8pjN4vWmpUUpq//Zh8YDZTZQSn9laquVEiPHU1Kg+421QhSCC/JsSHSaLs+MHJZVdPT0abMqwZeIKUPi6baJ5SxBu3jedggRY3n7qNPnpVUvk/AUZE4YwDXn23EknnSQvv/zyyG+NgYGBgcGYguTq9w9Uq3coNDhACpIj1dtCqQa/SU5ShFx/Yr4qGxsO18iBiibtJBtofpw3YMwKiztAcXAt+2C8xusDuYDY7C9vlGlpvrW54yliXIprxACAdKAMUZrLTYrsQ6ZY7OmSg2R5IoZkJhEjQBgnJUaQ3Esu2HZrpArlL6oygb0eIYeXqbVTVaMMH1voIS74gehAg3S65jrhByusapE9Rxvkrf2VbhPV2YZXnEI3naMFAAoYRBNCGxMWIivwOA1QMrNhpm+0+6z4W9S2oN7tZL9y/DjWfH/Vwmy5YEGWlngnInwmTQ0NA4eNxcbaa+AGBgYGBv6N/RWN8uquCg1fRBFIjgyVnaWNuqCHBAfKRYsy5dpVubLraKP6nHaVNigxyPXCtDyYIsHsMogZWJyT4PZx87JitQzI4+75z3b5yy2rhhwxoDlJTgQIMoP3iLlmzsSD906HHT4eFnqMz54A2cA8vresSfOZluclOMgFKpQO2W1nEG2XqkMANcoe19AjS3ITfB50C/BeUaJDBXImZIDXn5YSpWXDpz48IqunJvchPJQ7X9tT6TD7x4X3jRZAVWRGHoSJv0MBZMSJJ7JU19LZa/LuULLEeQTZjQwL0vIf7zU+KlQuWpQllyzOVKP/RIbPpCk+3r1Ex84zs+cMDI4/8NmnBGLNhzKYGKA9nU45Ws0xYjOmg9IKRIHS2I1r8jVGgATtt/dXKbEKDQlydNMNBzwnhAVgqvaU+UMpigUYbxUL8nsHqmXl1IF9OoNFDLiW5iAgqEIA4zYKmKaTd/Wo1yctNtyRiO0K9gPm6PTYCE3zprRpAYUqMTpUiQ2GZ6ukZuUyUaIil2go4P3gEWpqb9P3kRHXV61Kj4uQ+KoWfe+v7KqQc+ala6lu85E6HUVCaCi/Qwmb59TSjzJHkCnbzL5YNTXJ4zDeprYuLXnid+LYsL+YP0hHHFlOlOHYzouXZMrlS7N1myYDhlSeo1MuMbFv/dnAwOD4BITpnx+V6F3lNy+cI0F+3PliYAek4D+b6ZhqlMPVzTquoqqxXaLCg+Walbly+bJsLT9h5H2xd8o9ycy0og931hgLc32vKoHKMncAJYfFnG431CYe/8NX9spfC1Z6Rdo8RQwAzlWUJjxF87OiHb8rdgpwzEuOUnLx4eEaWTsrVUI9dI1Z5TJ3SIgI1S469iPEDKJqEYxZeUMnn+w3jPP4pUprW/uRJo4R3iZGuPxz0xGZmxkjb+6r0tIqZTfiA7JQyVKjj0UL9NiUJEKYWjt7ZGluvNv31dbZreSa14b8tbR3K/kiZNPWY1ODfGRokJw9N11HnrAfJxOGRJpWr14tqakjP3nawMBgYoEL7fsHa+RQVZN237xXWCOrpyWP92YZDAAIgw5jLbMbpBm82trRo63mt5xcIDPT7RYLVBim3FsT55cOMbzSFYxlgTgAIg0GI2GUvShzsVhDaAjepNQzECAn9oiBJkl3iRg4FjPQpWQxM96u9kAA8AhRCmRcDLEHnd2kV7fI5uJ6Lb35SnLYbkpb7L/dZQ1K4FCbsgcJiETlQYnjCwLiLgqBTCueH6XJHSBVqFsQv1+8fkCVIcpoqGGQSOd9YgWMKhFq7ZS5mbH9jPEYx0vqWlU14zGN7V3qW0Kh5D6JaAXI00nTk5UsjYQiOWlI086dO6W6ulq759LT0/uMUzEwMDh+QC4NF2JMqU3t3apKGNLkv2Dh++N7h6SwslkX8ZbObvXlXLk8W85fmOkgRdpZtaW09/i26gLoqUzjC2hFx2ANGaAkR2luMFCeYzGGNDFQ98/vHZYLF2R67DjTiIE9laoaQT6mubwGP6tsYGxKlw4UxrejZTkCHFs6JTIsWH1M/JwW/PrWDlVW1CztpZcLQga5QCFDWYMo1TR3anI38+UgQRahYHvbunqU1BCyyb/sHzxPKFLcmJw6K0UiQvou1/ERIVq+xHuFchfnRKx4TghmUABltE4lqni3pqfESFZCRD8yQ/wB2wu5I+vJ2ePE60MytazYak8ipymP0hvHBSM9xHdFfpJ8fGmW5nz946MSyUuqk9kZMbqPIXjHNWlau3atw8OEAW3WrFlyww03yJ133jnyW2hgYOCX4BrwQWG1LiiYhqMDArRFne+9XVwMxg4Qg5++ul8XRvxJLMiUnW46uaCPqsBxXbe7QktyeI84lulxI2Pe3XKkXss3gHlp3rTao7TglbHUqcqmdnnkzYNy66lTPZaLUU1QWPJT+kYMAN5/Uwd+qgAp6B1ArHPVWjqU1DFs2Mo+okRJtAJlLmIF8EWxLe7AfsPwfbQ3egDiA3mCMAEGAS/LTdTjwOOcSRI+MkqCHBO+MMoHBQZqACSkq6i6VX1mzgjuTQeHNEF6LNIEuWQALj41SCCvTsltWkq0THHzuaR0WFRjD7DMiA3X42KNzOF98Hlm3/PV2d2jRI39gmLZ0tMtC7Lj5MrlObJoSrz8h5DM8ibtyqOrkKgC9hlGe4goBIrX8CViYcKTpsLCQt2ZjEyhk660tFQ++OADueeee6Srq0u+8pWvjM6WGhgY+BU0+6a6RTN7ZqfHSm1zu5pon91aKred2n/UksH4gYXxifeL9FjRuo8n5q5zZumAXddWciII6DojdiA+IljHc4wEUJhQsFhsKSvlJXlHrFnAMU2z7ZifMXiv21Uun16dK+Eu6guL+lt7K3XcC2SJAbuusObMJUeFSnR4sJIWyk74vHISIvuZs1FmKpratdT34aFaLT85KzW8JzxCR+vadESIkqDObiV7czJiNQOKAbj8HCLD8/B7iyBBlmA2EDXUGwIkdTxLlN1EzvFg+1xJE8BHRJgl+4ZSJ2oRbf8QHEgbkQaU2jiWh2taZFZGbJ9MJN4z24NpG8/Vsjy7Zw1FCQVZQ01bO6Wtq1u3LykqrFct7NZ8qStX5DjiCDCY7zxa32ueD9NzjHIfz0OXHr8nTZ3hzyh4U1NjNGrCOZxzUpKm3NzcPt8vXbpULrzwQpkxY4bcd999hjQZGBwH4MYJ/xIlkLCgQL1I0gJ9qKZFDbifPjGvTyeRwfgAEvHugWp5v7BaSW55fZuae++7aJ7bfCDIxmu7KzWJO0DsJu2R8qWgQrI4g8XZvvmD8DVxniFQoHRAEr73wm755sfm9XkcZA/VhcV6QWZcv3Z+yBJEob2zRwqyowQRCFWKtnie17mTzALfQzwod1Fu4zUwXlPe4/n4t7PLpv9SUosLD5ElGXiCIpRMQPIoY6HaMKqEfylvQarwNdFhhyJDRIGrv4uRKWwXKlhbZ1c/kkiZj9/znsjZ4n0QIMnzMOi2IDla95mSoyp7SXZRtj3egW2H4HBM2D6iBVDBaA6obMK3hALWpUZxXqerx6ZkDxJ9xfIcWTMt2UF42IdKmkob7GSxd9/PEVFiiJJXWt+q41RQMDccqpW0mDAlfYSEkgjunETuzxixq9onP/lJmTt37kg9nYGBgR+DiyRdV9xdW+MnuFNFESB/Z92uCrlgYeZ4b+ZxDY4Px6Gwd7Fk0cff89DlC9wuUKgKz221zyBDScAsbHVWDRcQBxZkVIqo0GCH+dpb4GtigcY3l58UKfsrm3RUCGTAyj9yjhig7R0y4go1gHd0a4YQLfAoOBASsok0j8hp5hoEyE6KunX2HWSgvjXAXvpqatcxKZZfSYlFVIgsTY2RtLjwPmTNbgYPlIY2m5I9FKRluQl6DAYjjhAi1B2UI7xleI2cwXMzIxCFC18h28y+JZPKGkkDUHXKGkj4bnE8x+5eAkf5jmiJisYOKatvdZQO2TQ+0xBL9g+q0OXLslWddFWrGPYLAeP1UZ6c3z/HjbIcX4yxITiU/Y5fjr/BA8XXnWfN0OM8KUlTXV2dxg4cOHBAlSXiB7Zt2yZpaWkjv4UGBgb+pzIdrNEyAF4mq5zBApCTGKV3+S/vLNfxCJOxe8bfQfmLWW14cDB8Q57odGIo7LcvnuuWMOGD0U65CnsHFZ10I6kUUp6xhvIuG0IXWlQYGUhBakKGlNAxBgH5339tk198aqk+BqVDIwZau2RFfv/XsAdq2rOZKHXxni0vE76tzF7lDeMzvihKY6gkECNKaHTSWUNweQ4eDwFKJOcpMkSjBVxfk9dAuYFgWQSCgbS+lKRSY8PsSk1df9IEEbUmpUBseF/kRrluBySSUSbMwmM/4UnSshuKW3KUEkHIEj/jLbK/IT5KwuIi5JLFWXL2vHT9O2ewb57ZelRVTM6bRU7Dft0Bn1ZWQqR+EcqJv21Lcb28d7Bavv/SHvnSWTMdmVn+Cp8/FVu3bpUzzjhD4uLi5NChQ3LzzTcraWJwb1FRkQ7uNTAwmLw40LsQEzHAQux8gcaYiu9ElYCSejWVGowNWNAxbr+2p0KPD1EBtc2d0k7mUFKk3HP+XElxk8ZstfEzToNxIxiG3bW4DxWQEggLXxA2d9vgla8pOkwqGtqVzGAsphxFRhHbjJJD+Q+VCdO6s8pigTIUZAcTMmNTeCxeJFQTPDaW+ZkyFr4nHh8SFKBEAbUHJQklBH8Q20CY5azeeAZ3gIBAvlDwUMEAz+Wrh0ejBULtsQXOA3ohTCg1kGQLeAvdEVKUQ6IlUK4sUzflV1QqK5yS44PJPTjQTpZSY0LlwoUZcsHCLLdExkbDwK4Kja7AF8Ux8eW8oYksOTpc1kwP0RIyKiHE6ctnzejTCTjhSdMXv/hF+fSnPy0PPvigxMQcY73nnXeeXHXVVSO9fQYGBn4ELpT4Y4prWnVBcU35xcPBXTu+hee3HTWkaYyAAvPa7gr1lDAahVIMYZTBQQESFxkmXz5rltuQQcjVs6oU2Ie20laP8XkkgdJSXu9+KK8vwCsEYYDMMDyYri7KZF//9zYdw8L3dIvFR4Tqa1JZJEdIu7wD7ENyaY/HR8TjIAsQjhV5x8aEYKQm44nf5adE6vnrWqJkG945UK03DxC0tNj++wvSxf6kIw3linIZRmx8QpSoUFy8BUQHNctuzm7WEqsVREmpC1KKhwkSRfkxK/6Y+R2SSCkMhQ1jOGqUBcqXkLmOLjxXKHkhSsrwj318SbpcPMjIk20l9bKpqFY/6xBKa7QO6hrb4qpKeQKvTfL4ewdqtOPuof9CnGY6yq4TnjRt2LBBfv3rX/f7eVZWlpSVlY3UdhkYGPgh8MdwZ4+pc2YqJtP+d7WU65DrNxTW6PwqFAKD0QGL55YjdTrmxBqNAejCIkiRo3P7aVNlUU58P/JL+e7V3RXqYYJkYfAlemAkS6os9HSXkRHEIjichTAmwp4LBOGh3YwMoPUHqvWchORQKmLBRmHjPfA2eCfO/93RW24icwiyQcnKIokobpSpIGUYs90RJsB7oHNsa3GdbDxcJ2tnhTpIF/uVjlLKafiF2N7lBUm9nXD2TjQIjC8jReyp6OFKfvjC3K2EqcFOmKamRKvfChKDrwnSBFniPaKIQYzwZUGgUfrYB3jLrNlyKMOYvGnkoKR++dIpg25fWb3dtwhhgpDOzbArdZDQrSV1eu5xHWDbKKt6S5zePVitHYr2Ut0MSYgKm/ikKSwszO3Q3r1790pKSspIbZeBgYFfqkw1ejEOCQyQdA/T2bnD5A6cCzhq0zWr8sZ8W48HsCC+srNcCereikYlEyhFeG8qGtrUoHzbKQVy+qy+XlNUAMjSh4dqVJkiK2jhlDhJHIUFyl7KsnfMrchzP5TXW7C4W76mmpZOyYyPlLPmBKu/zspwUgTYPTkoTvw3ZSe6+iGYGXHB+veYl1moSf1msddOsgp7JxkmcXxXA5ng85OilPxAjhiMa3We2T1h9tIeRIkUcatUSOkaosPwYF/nsPFcKE7sS50V2NSuJA8CRZcc/02ZEV+RGrybOhxkCeIGCaQsSdAlhMkCpTiUs7UzUuSKZdmS25tbNRBaO7o1VgR1kn1JUrwVEIpnyhqETCcfPiwGGvO8nuYLWmA7VhUkqb+J0TUPvbRXvnK2/xEnn1sjPvaxj2m0ADlNgBMOL9NXv/pV+fjHPz4a22hgYOAHIA+msJJxKa3qXxhoOvuU+Ajtynl9T6UqDQYjB/bn+gNV8sd3D+udOSWNjs4e7chipzNDDuXg+lX5cuHCrD7KES3k//joiJqByf9hAV2elzgqhIlFFKINadHBu5CYYYDzzfLMUP4CmJdZjCl3YYDm944RJB1dGoWxPDdR2+NPnpGiJnLUGTw+87Ji1eyuQ2p7vUfsKsp1g5ngISAQLpQbbg4grttLG/SzAWEhH4pkfGdvVVxEqBIYCI+vQEmibMb+LKq15yfxGSRYkv2CEZ3HoLRRFoScYRDPjAt3ZCtBpCFRHAsA0clNjJL/9/GF8pWzZnpFmHp6bPLCdrvxm5unmWmxjnEslkrHvl2QFa8EHsUJr9nb+6p0HA1/PxhxIlyU/b/xcI08+NIeqRnC/vIr0vTwww9LU1OTzp5rbW2VU045RaZNm6b+pu9+97ujs5UGBgbjrzIdZABqq/onXAeEuoJ5VAkRIbqIsEAbjAwoz/z5/SL5744yLX9SKmXxRNHAj8NiiW/lk8tz5LJlU/oQJpSRv7xfpDlDm4trJTIkSAmTp4Tr4eJQb9ceILdnJBBPl1pwoCouvE8ICyoTJJ3OMdrhUSsgM5SfPjpsL13id0J54V/M8QQsUoq0vEE1TfbspiU58V6XENlvEDU+DyhqVrs+pTuUKldlBdM1pMkqWfoCZ6qBKka6OPlG1o0LqhilRsu/hb8IZYt9VNZg30dsDz5ERrao14s/DBB58sMiHZkDERpsu947WK0ZXpBMSJGVFM+5RRI6hJTzkVExJ0JUZyariRxvF9lM7xZWaySJ1YXokTjlJ6li/dHhWiVOHEt/gc+fFrrmXn75ZXnnnXdky5YtSqCWLFmiHXUGBgaTE6T60lV0pK5VpuFlGmQMAhfz7MQIHZvx4o4yOWWmGfA9HKAUQD43HqpVMkKAI23klIUoy3BsMDCzoEKWrlmV2+cYUUp5gSydskb13GQlhMv01GPzxUYDLKQQBEC32kjAPocuSBdRBvJaJug5mcfeC+3sxAFAMHcdtUcHULqEtODngTwszLJ7vAp7x41QZkJ5ouTnC8hEgsBAOHh91D4Svd3tVxQeSowQGLoAM7003FNm5flRkSxA1lw/g3wuIRr4jSCIvA5RCarEBQXofzOvbnZmjKRFh8u+3lEzlBjxQzHehH3HeyA53PV90CH3dm+AZURIoEzvjT9AvTxY1aTqF0ofpnfr71Kiw+X0WWFKVomdgFhBUNlv/L2nXCZLcWIYOGbzB1/cLV85e+aAxvSxwpCTy1avXi3/8z//I3fdddeIEKbvfe97uqO/8IUvOH7W1tYmt99+uyQlJUl0dLSW/8rLy/v8HaXB888/XyIjI1X9IjeKcS7OeP3115XY4cdCFXvsscf6vf7Pf/5zycvLk/DwcDnhhBN0NIyBgYGVy1St8joeiCwv/Rh0FbFQ7ChpkMIqu0HZwHdg7v7D+kNqvKUUR9QDagaBhBAmSBCKC6WQCxZkyI1rChzJ0pZC+K+PSmRzUZ12cM3MiJYZaaM7gd6aUwYwMQ9UyvUFeJpQayASqJ4QgYXZfYMcAe+NEtkZs1PlhPwkLV2xqFOempsVq0N5UeZQQvk5xAcS6St4HUpRBDqePD1ZO0c97VcrNoF9gSLoDWy9hEnJRnOHYz+y7c4gjBK1i3OFJg1KgEQMQJgo1VLuoux42sxUyYyLlKCgQI1LOHNOmv48PDhI/Vhv7K2UR98ulIf/u0d+vG6fvLm3Qkkl/qQXnAIsF/SqXOpjKm9SHxMkTr1gLgqb5rclRelrQfY4dpj3KdlBwJzJoDPY9hMKErX8R9MCilNVo3f7za+Ups9//vNKPPjXGT/72c9k//798qMf/UiG2pG3YMGCPj9nAPBzzz0nTz31lCpcn/3sZ+XSSy9VlQt0d3crYUpPT5f169fL0aNH5dprr5WQkBC5//77HbPyeMytt94qf/7zn2XdunVy0003SUZGhpx99tn6mL/97W8apfCrX/1KCRPvgd/t2bNHiZiBwfEM4gXwSbBI0Q3j7bBN7hbpTOKi/+yWo/K5tdNHfVsnE1CNyFxi9ASLIW37DD9lsbOyeriDZ5QNis5Zc9PlttOmOcpCkBZCRrlT39G7OFF+wlsz2sCsjMIDluK1GqH9wbnEQg3gD0QPDFROY8GGyKCaoDyhNFG66tcpl2UfUjsU8Hkg1NUbUKqC9EF62jq6JHyA0ijk4kAvYaITj0RuDOF4hPgs4kHimHIOVPSqZewj3gekmd2EIrQgLVZykiL7jWhxJnJ8ETaJSZ39wvkCQaJZANJLGY70/wqnAEtbL/mh9EYZEO/YQKNQIFMoWERf8PyHa5r1PCmpa9Fhvu5K/kqc8hM1wwni9P9e3CN3nztrXDtyA2wDFRfdgGiBp59+WmfOOeOjjz5Sk/iRI0d82gCrvPeLX/xCvvOd78iiRYuUtNTX12s33hNPPCGXXXaZPnb37t0ye/Zseffdd2XlypXywgsvyAUXXKBDg600cogPpvTKykoJDQ3V/4Z4bd++vc/IF1LNX3zxRf0eorR8+XIlfoCTJzs7Wz73uc/J3Xff7dX7oKMQYsd2x8Z6DjwzMJhI4PLw1MYj8uaeCimtb5PVU5N9mlDOYv7OgSodr/LotcskagKMSfCHfc6iwl0/OUosnFZwYVLMscUClYSSCflDmJy/es6sPu3ddDix2OwsrdcFa7C05pECpOaDwmolKSgc58/PGPb+QJlBUYPsMOMNQHaGUvaFWGwvrdcSGQSGAbxjNSfRvm9qlCgwlBeDuqsyYz2O6AQN2Wy2J5ajLPLeCYLkPSzOjtdkdD5jeMfYT6g/rOicB9NTo9Vf5O75B93O7h4l45SByZYijoDPfX5ylOT1GsYxlkOsIFIEotLF5wvxrG/p0EYGTPuQI4YbU2J0fQ4rPoGMKlSzixdlyf+cNrIDwX1Zv33em9XV1frkruCFqqp8N3xSfkMJci3xbdy4UTv0nH8+a9YsycnJUdIE+Hf+/Pl9xregELEDduzY4XiM63PzGOs5Ojo69LWcH0NSKd9bj3GH9vZ2fR3nLwODyQYuVizaXDzxpfhCmKy8IBY3Lvz/3dW3tG7QH5CCf3xUIv/ZXKKlOFK6uateOTWpD2FiMeUuH8JECePLZ8/sQ5hYiHYfbVSvSnR4sCzLPTZXbbQBkaNUCOZnDu8G0upsowSEV4c7fDwzeIMwXft4z9+3U44YhPzBO+VGEqg9S3LjtaMNJY5jbClnztuIAoMaZSlMECb+Nio0WEveqFC7yhrVx4bCZO0HFMg5mbFyxuw09QwNhTDpdgYFSl5ytJw0PUVLnHz2SZXP7Q2whMjYVaYOPT/nZHlf7uX9ciwPVDXrOQth4j1zrjKDjm5LgC+LkFIUJtQvyoKYzyFn4wmfzxZKcyg0lMqcgepTUFDg03P99a9/VYWK8pwrCMpEKYqP7xvKBkGyQjT513XenfX9YI+B5ND9V1tbq2U+d49B2fKEBx54QL71rW/59H4NDCYa1MtUZ++Yc04a9hZWeYRF/pWdFXqXaObRuV9IiABYv79K1aWDVS0SGhQgS3Pi+7Xqs9hSroNgoR7dfc5sJRHOYLGhbMLMs9np9g6vsQILKQs54NgPFWQp2d9npz4fSd6Lc+IlPMTuR2rixrWt0+tyo2unHPPpxiN1GvLKa7+z3/7ZIpwU1YjPBYZ/yC6eJBQkFBxKV3xkOO6U4iBMlgHbQmhwkOQnR8qM1BhH0OaIbW9IkKaQW+jq6VH/E3Pj6NrjHPVmsDOlUa4DqIZ4sDSNvNf3BolERSNlneclAqOpvVMfx9g+CNtFizI1c8zbpHG/GqMCYaL8dfrpp+vP8AkRReCLn6m4uFjuuOMO7cTDfD3R8LWvfU33hQVIGCU9A4PJArpqWLT4F0l+qAsvZQjMnJjB8dcsyR36KI3JCBYSvEfsa0oyDJzFg8I+d1X2IEr7epWS2Rmx8r/nzdKMHldAmiifRIcF+TzrbDiA6FgGcDrYhkKQIQWQAyu1G0LJe52ZFuPYH/aE7XZVLLwhTWzTIadOublD6JQbSWBcx6vz9v5qHaocHhwo+cnRDi8YBIJyFTEKqHZ0r1oz4pzDKVFpUKLYN5jbRxs2fEwQm+Z2HfZLYKmV0zRQGCaKGGU8zc/qVSEZRExsQ1F1s4aRkkhP1hXvky97iTFGLlmSpd41mh78AT7v5RtuuEFLU2Qyffvb39af0XX2y1/+Uk3Y3oKSWEVFhfqZLKD4vPnmm+oteumll7R0hvfIWW2iew7jN+Bf1y43q7vO+TGuHXd8TzkxIiJCgoKC9MvdY6zncAc68fgyMJisoN2XriyrE2mogGzlJEbI9hLm0ZUZ0uR0542Sh8cFdYmFkTTq5fnHUqSdFytUCcgESg6G/HsumO22BZt2fPwfLFL4oMYSlBMhJoB5cL6inTEoFU1KHCCIUeHBsjQ7oU9p0jJUQxgqmzpkpofnYp8xkJft0c45UqpbO1W1QJEZbzCUlmNNojn7rbp3G8lRQkFMiwnXAcyVTW3qK3JWliwwvmRaWvSYbXN5Y3vv+JZO3YcQY0/7Hp8V5nElgZCl9i4d5YL6OCM1WmIiQuzxGTUBeowgYc5lRubt3XxyvizJ8a/rxZCo6W233aZfqE0QD+IAfMXatWtl27ZtfX52/fXXq28J8zaqDV1wqFhW0jjdbEQMrFq1Sr/nX8gb5MvqckO5ghDNmTPH8Zjnn3++z+vwGOs5KAFiaud1Lr74YocRnO9dS5AGBscLWKAZiYAZlNTg4ZZ30mMj1JdCCQoFJDV24qnLIwlIEhEC+EKsNm5MsFZAoTPokNpf2aRkiMVzamq03HPhHEnzEP2gpbkme3t6SuzY3dhRtmHRQylCQbCSp70FfwthomUeNWJKIgGOcW69WKRjY+JGiXIFnVwswoQoslC3tHdLS2e3jv5BwaNd3l9KxKkxzGeL0nPASjlflpeoZu7NR+wz3NgXzO4DJJ+nx4ZpOZZOwqrmdpkmY0Oa2JeHeuf84VPEO+W6HymBUl5DAUR1bOzd/6hGqGYFyVHqIeMc4TrA4wjUJB4BspgQGaLHh8HD5fVt8pN1++Xqlbmydlaq3xyzYel5w5k1R4L4vHnz+vwsKipKM5msn994441aAktMTFQiRDcbZIfOOXDWWWcpObrmmmvkwQcfVP/S17/+dTWXWyoQUQMoV+RJoZK9+uqr8uSTT2pHnQVe47rrrpNly5bJihUrtMzY3NysJM7A4HgDi9dbeyvtKtMwfSkWuGjSUswIiGe3HZUbVufL8QhKFXTF4WOhzEEHHCnXeHVcyQHHgeRrggPtQ2pFzpufITetyZf4KPclKf6GEg9qQFxEsFdek5HCgYpmNWeDoZh1eY+QIIjCgqw4t51UFmLCgtVr08RA2tZOLU2xmDP3jedBlWlu79bFGVWKhGoSwEfa7zNc2AfqMliZ92knRqW1rUry8DRZ/iUIMASLEE8CJFHMCJrl/XKTT/PSaAJiY5WFQ4ICZWlufJ8sMMgR43sg65QWVTHr7JHoiGBZlBOnkQz8nWUCp3uQ980XhAmcODXJkelFRAQEmhuAR986qATq8mXZY1pqHlHS9Pe//12JB6oPJTRnYOweKfzwhz/UkwGliZIgXW9EE1igrPbss8+q6gWZgnRBfpiNZyE/P18JEplPP/7xj2XKlCny6KOPOjKawBVXXKGq2b333qvEi9gDzO6u5nADg+MBtLtzF0u5iGGbI2UiJrMJ5eqNPRVyzQk5EjJG3Vz+ABYWuraYxYfKhOrGXfnczFhJiQnrRw7w4KBCoT6wQGKCvumkAg0nHKiDkViIow32u3zGbIwl7ITHTu4Ya+Lr/rHyplAbUNMGUhboCuNxqG87jjaoURpFgwUbkzf+F1QlWuRJwfYXlcIZkAcIMWSju5fccaxR2ixAIIjrwNPlfJ6gtKE2cX6QrZQxhP3Na0FC2FcDhY/yWBLnIUztXT2ysiBRy8eUUjGsV1nDgdu79KaAg8GxWZgdrTdKXD8gXdyE4W2yk6VOfc+EanYFBGgZ1jmnifc5Iy1G3+Omojqdl0iZkuDWgbKg/DKn6Sc/+Yn83//9n3z605+WRx55RNWYAwcOaAccCs/xOn/O5DQZTAZQCnps/SFNkWYBIk15pNKcrWRx1IgvnTVTE4InCqxBo75GLgCMx6/uqlAFiHEm+HBSo8O0XOGuJdzqGkMx4W79hIIEzaXxpntx3a5ynSOGV4R28ZE6doOBBZUQTpQP/G+MwPAFSn5KG3QRXlWQ6JVJG/JJOzorGIqMEozoUA1PZCTIUNvtRxt8DjC5E+5Y1dih2w4JQh3D52YBcsBQ4PTYcLekj3OJoEtUmRX5vu1vbogotdG9BnFiJE90mH3or/0rWOfUcdpzLkLwUMWmp0WrGkT501L0GNBLfhIEh/Iy8QT8N9sM+edvdbRLO12QXSqoMUiZ85/P1caiOt0H585zn+fF5+H9whqdRrAkN0E+d/o0SRnhcSq+rN8+K00oPZClK6+8UseRUPYiagCVpqamZjjbbWBgMM4gbI55VNw9kh49kouuFT/AQsfA2YlCmrjwM4aEu+TrV+f1iwDwBBYEynDM6yKYkcWHQamYfCmxuHs85UvuyOtaOyQmLESuW5UrFy2e4lVZgtIH5Qza8WnhHivCBPDkQHgA728oJAJyiaoy2DBoC/ji2I94mJhzmJMQOWgn13hDu8+qm/UYQ0I4ZpStIAaugLTQeepJJeMY4xtDafKlRMf5zLlMJAWkiG2qaLA3bNiH+toH+/IvRIX9S+xDSHCgljwhxxAlFL2wEPugYNLJIazWOUeH3zGy1NsxFyCSFReuChImeEud5E+6yRXwsL94/5lx4VqO5GYOwnX7aeM3XcBn0kRJ7sQTT9T/xgTe2Nio/42vCK+RlaptYGAwscDdIwNhWdyZkD4aGTbcpXInu7usQTYdrpXFIzRiY7TARfu/O8o1QZrFgov9p0/MG/TvWBBf2Vmuvgy8IHRxZcVj+o1xW+7UESG92UssMnPSY+Wzp0/TsRPegnIeHXMt/H3G2HWHUXphP/FFho6vreEQdEgiKsvsPO9DEiEMJKFPFLCfUNN4r1aHIbAiGiB8RAegLL1fWK3n0AeHamRlfpLbc4ZyHvsbdY996G1zBaSaEhkE/szZqao2QYrYLpSgZi2f9Z8HB4EqrWtVtRVym5sVJRnx4Y6xPZZSzWM4DynBYR7ndYhFmJEW3Y/U8jtrhp0zOJfoJqT7ju2ym+FFZwQS1Dqe8Jk00YaPopSbm6vp3O+9954sXLhQZ7z5ms5qYGDgH+Czy5wzMpm48GFMHg1wgS1Ijtb039+vL9QOHH8z5zqDdvDNxbVKmFjoXt1VLlcsm+IxRZqFkYWOuAZKZJRAWNyX57rPs6EsUW6NCCEsMChQLl86Ra5ZldcvsHIwQEQZaBoaEjimvg/8b/hjAOUkX8D7p1OTrkCSpfFuTUagojGclsUfEuAMzg/IEmVFq6TIEF3GDzF3DmUW1deVTEJemAkHuaLc5g1pslQmCA05YNY5SZikBc5HHeHS2K7XBbYvNChIELKmpkTLlITwfpEYlOkYJA2B4z1ao1H4rE9Ljer3eAuQwYDe8wClFQbB58xKOue5eAzXiUsWZ8kJBUnjntfkM2ki0JLZc4sXL1Y/EwZrjOEffvihDtM1MDCYeLCPqmiUQ9UtevEezZEblOg00qC8Sf69uUSuWJ4j/ghKXW/tq9R8KdrbyaSxgig/tiir3+N5T6hLjBHhvTV1dGmLNXfZrguelY7MImN1EVFiuu3UaRp66KtxWWMJGO5a36YL6VgZn60sJBZJlr9ML0trFjBBM4OMxZwwR380bA8HkAESvutbO9Sk7ywssPhjeJ+aHN2v/Eo3IOcBqeEQb0pS7rLSUHx4Hs4lb0p0lMsgIqg7zKZz3VbIe0mtPQsMRZghvMkDENmmti497yFuGlzZ3qXmbvxKpJkPdkMEIbKUJoif1U2In5L3hTfu4sVZWvL1F4+az6QJPxMHB2D8JiJg/fr1Oqz3M5/5zGhso4GBwSgC/8GbeyvlYGWzhJJlM4wgS2/AhXJ2eoz6p/6zqVROmZEi6T4utqMNFpcXtx9V83Z7d7fe+WN8/fBQu7y4o0wuWJDpMIVDWNYfqNLSpob11bZKbHiIrHSZa8aCyaJiN9XaW7PbOro10BJ/100n5Q/Z4KqZPY3tSsbwmFgLGgoQz0+L/mgsOiyuVkI1pM8X0oOygJepXkekhGtJeLKAY405nvIsKgz/7evIE7xzdFduLLIrnZTtXI8hJXRKdGRSkY+UHO35/EEFtRQcsteclU9IK9ta2TsgOCEqVNO+3SlENiIGeskSvijOs+YOexbTvMxYTTb3NhqAMT/WKcONG9vBuXrW3DQduYT/yd+ItM+kCSbrzGY/+clP6peBgcHEBInUmL+RxRdmxw2pQ8xXJEaHqXmUDqjfvl0o/3vebL+5OFK6eHpLiX1OWXOHLM1JUOUtOZouoxC988dzsmpqspKV13aXq0LH41kEZqXbfSnW+4EcEEJYXt+upRn8S3QbQRQuXJAp58xL146j4bx/yB1GbA2VDA1WIsPPWNQA20+HFplQLEoM8aXsMtx9zvu3/Dm+RhxUENZJ67mOSfG/xXE45w8z1PiXfWNlLUF48tTb4/3Ik6yESCXhkB3Uy9kuA5C5AUmLsQ//5TM8EGmyvEwoO/iLLEDqSB6ngxGSTZ7Vopz4Pl4lZ1WxpK5V6vDetXVpnhRl5EXZcUrEvCXmfAbwPrF/+G+AsnXmnEy5cGHmsCYQ+B1p2rp164C/X7BgwXC2x8DAYAwBKdhQWKMm5ISokD7ehtEG5QFUF9qJUZ1OnJos4w3udJ/eUqoLFIsVJSPGPVgLFOSGNu+/bzyid+QoABjnIUR0D81Kj3XcZUNc6Gwi+diejGz3Z+ALOW9BhpqYIWHDBcQDIse+xEPC4gaZwSNFZEFQUIA0NbcrgeL12b6wIHtrOYpCTHiweqCY/+VLGCaqlkUIWDh98aZBlEp6c5kYF8IsuYkOFEdKTNZ8O4sMANS/+VlxPnf3cbxmpkXr53RvRaOOgIlwIVyUz8KrAqWswe5Bckc+UZm0k40ysFOXIeeIFVrZ2tljn/GXHtOn89JSzZQstXRqdEBbR4+S8KUZsTIlMcKr88bKhoK8OStU/Jzz56vnzFLPkr/DZ9JE8CMHxfngWHVavmd+nIGBwQQxf++uUHJAKN2iMQ5DZJFFldlUXCd/WH9IJ717MliP1f54aUeZelAoVVCmpNvPGZQR91Y02VUlyks1LQ4DNEZmvRtvIZma0D/7XTSt2YT3kZt0wcIMVWRGslSmY1Oa7Xk/dDM5e0x4LXwzTIyvbIA42YehsqijerGAQaKUSAXbjbveltnUAN6bVM7oC1+Al4tOLTrNUU8mssoEIaEdHuUEIsC+tQAZwJcznE5UziuOCft7a2m9Zqc5A/UwKjTYPq+vpdMtASUhXrcrQGRmerSeKxx7lF5SvMHyvIQ+Cg+P4TkxeOPJgnC1M+okwj7qBP+aN8G3rp1wPA8xBlGhQUokUUghz/6Q9u0NfL5C0SVn7QjGnTDXjU46AwODiQUUEhb/Q1VNalYejy62zIQIXXBol//rhmK5fhzHq6B20am082i9DgslDd0ZXOjZTjJs6PbaVdqgpnkC/yjLFfeqDJAV/EqoKZTpSPE+Z36627lyI4HdRxvUCIxqBflF7YAYYVy33gPBhdEpIZKfcmyhZ0HEW8VjKbtQTtJU7/YYHfQ7UJnWrhrYfVm8p4y4cB9VJjrmOvXvSOyeiKDsChmBeJBb5DoHb25GrEZGDPeY8/fTU2NUScIDVpDc1sf7hsoDuYf8EJjpSppQTzk3ISsQk8Lqlt4xJ92qHOF5w7NnETuOD+cxJBCixd/xHDzv0twYx6iTwWA9j+WjskhXXHiIKriWQsV5V2+zaQbUpCRNzgRJp59PmWJIk4HBBAMXQUZ6MMaBIaD4i8YDXHy5gBIA+cL2MiUYEJGxBmrN2/uqZEdJvYQGBfYZRmrdlaMqQS66e+wLCCUG7pbxg5CvhDeERQHFhjIHXiXUJV+jA3wBixILKQRoZnqsvSzX3KGKHcqdpwUbpQvVzDLgQ4IgW5DG3WWNSgLoWHL1tThet6ld3yvIddMdOBAoE7GIUqCgIWCiqUyWcsK+hniw753B8WaOmrchqN4As/e0lCgtDfN1+qy+oZeEYIaHBNpLcCmUBu0jZSBHVkMAA5WlixmBTfrf1kBnOuToVONnlJOJOXAedZISTSBltNtxP56uLZB4qxxIOY+bCjr9lubESFpcX9IFcSKmiX05ETB+WriBgcG4AR8T7cVcJBdkxo3YfLmhAG8EigiL0KNvH5T7PjZvTMzo7jrl8Oksz0907A9Uo4NW6GRbl874+tiiTP3Z+gPVsuVIvX0BCBAd3bFmerKsnZ2qZa6xeA+azdTUrttgKUWd3TZZnhfvk3LIYghxxiBOxhTqCYsYQYJ0RbmCTkuLLFBi8RYoXKpgtHZJZny4Ixl6ogB1bGfveYJCp0TECZS3luQkjEqpieNjEWQUz4KUY2ZuZr3RBACR33CoRkvHnV09GlzpHByZSGhtRIimiTPQGTLGY1GirFEnnOc9TqNOUF29IUttnd16c4GHj88NzwNSeZ7UGH1td8+D546fQvImPWliB0y0uwQDg+Md1iwn7jjjw0P0YjbewByN52FzUZ28urtczpiTPiavC9H4z+YSVZqcO+VYaAj6xB9kBTfOyYpVVczeMdamCcmQjHlZsXLevAxZ6oFgjGZ5iNIcJSIuw6hObCs+MW/ToV3BYkoEBDMCUQve3l+ppRtncsP5Y83iw0DuCzljUbW8NZQAJwooe9ISjzesrrlT2npjFpzVErxCqH2jNb4G1Q8SU19oJ27MnCO+QF8/KFCyEsL1HOYc4ByOiwiVbluPkheUntNmpejPLED8UBc5f1CjlOQEiI4socPPWx9Ws9UJ1+ujI1Gcmw62D4VqMMUtuHd/oW5OStKUkJDgIEpNTU0acukcQWDmzxkY+Dfe2FuphICL3YoC34MUR2tBoO38w8O18sQHxTqAFAVqNMGioZ1yFU3qq7I65SAF3Mnj92ARwFytAZW98Qz4gFgU8PRQyluemyRrpo/9OA8IHT4XVDD2nz2nB3VgeGQE9YHOPt4rfpS391fL0twEVR4gPdqp19Cmj13gg8p0LI3a3sFldSX6MzhH8P6h4EFGnDviUHbokISgoC4RKjrawCOHDwyyw0iWxTnHxhDhe2JuH+cCJWJ47aaiWj2POYctwqSjTupbpaLB3sGGugTRI3QWkuNNmrzNQyccr4vHD6XV21gFS9WdtOW5H/3oR6OzJQYGBqMOykoYmCEFWYkReuH3F2AwZeGhVPDH9w7L7adNG92ZcjvplGvQlms65fApoSKhsLAg4POg1EbCcWFVkw7TZYguAX6QE8oklEJe2nlUPrYwQ4LGOLGYcmJVr7eIEguLD+M2RqLUysJL19e2kjrNHCKXikgFfEjsH8Ai7AtRsHKC4OioMv4MlEZM1eUkaLfbPUHOniWUHX6WEh0mS3PjPY4JGWlwg0OsBcSdbLCpKVEOJYffOROe8l6CyjFDfbRGnaCSNvow6sSdn6u0V4F17YRjNIuvpUmrjI2aNxHg8xXzuuuuG50tMTAwGFXgJ0FlYso6lykulv4ELvqUbKqaqmTdrnI5bWaKzMn0bZaZt4AIbNVOuQYtScVGBMuW4jo1erd3dqsRHFM6j9tV1qARArPT4/qQBFrBUcPwhq0/WK2m77ECqg2dj5h2Kb2oFysv0eccoIEA+SKyADWN0hSeFwuYgsnV8lalZPvY1gaXmWf+BptTKz5kwEry5n2itKHIWGSBEhbq5Fj7ATnnyAvDsL+5uF5Omt7/OED6rK41srjwLlqdnXyhCM1Ij5ZpKTFezXLzthNuKGD/2Saz0mRgYDAxsfFwrZZWWBRohx5P8/dApaHpKVGy62ij/O6dQ/K9S+eP+PgPFkbiBShxQDjYDyxAmHxZkK5emauDY1GRKIHge6ITzdXjwd8RNriluF6e3XpU1kzznkQMFyiFlocJM3J+cpR6SEYalspCejj/bWFFXpLHzjp3oBxEwCf7zDmN2p9AIjalWkpuVso5oDTLecGYGnw7kANGjBDpMF6l7Wm9HkDyrijTuiZoaw5Wqz0qgG5PFGZr1AmjWbhh8kYR8rUTbigIsjxNhjQZGBj4C7iLgwSQ/B0bHqxKgb+CLqGSujbZWVovz207Khe5GY47HFCCQ0kg1BPg76K8tSI/UW5YXaDJy+8eqNa0b36+LNf9DC6QFhshkWFNuq10ss3OGB1lzBUfHqq1j6Do6JaEyFANGxzpBZzn31fRqH4e19LJB4dqdPGFOGGIDw4KUDLhjohDQnTRbe3Ujq+BykAQF4hJflLUmOWGQYohx5qa3Vt6BGQh4dmiLAtBYT9QwuV8GG+ljH0D+XSdS8cNAQGX3BzhcQN8T/lsYVac5CZHeUV2h9oJNxRYQ3snrRHcwMBg4mFTUZ36GVBT6IbyB/O3JwT3msIxIjOuZPXUJEke4iBbV7CooArZw/46e4MBw+SaVbmyZlqKvLi9THaU1sv20nrtTFo+SPs4v8tJjFLC9J/NpWNCmuzeFHtnH1iSm+CT6jMYrMymYqbdNxFh0KP7aUluvHq56KzDF/P+QXuKMwuefgXaj11YkD1h3CJU7d10cHXq7wZSmXhfEFpKoRCUlflJo3qeQgzIpaITkNe04gNQFE/IT9TyEwQaoz2lOmIx5mXGjcrg46GAuXRFta1S1juXDkJT2pu6zfvhOEaFBmtmmLfls+F2wg0FPD+HufV4iBwwMDDwf3Cn/1FRrRpbyWgZ77tkb8DiTMmBrrbfrz8sXz5rxrAXUJSEP713WD0Z5N3Q9XTqzBS5aU2+3rn/86MjGj0AAYqLCJF5Wd6ZqskbosMKkscCZgVGjhaeeL9IimuYMN+hBl+UppEC+4gSFeWdqsYOsYlNPS8QbSvGAO8W6gY+GeaVUf7pVr5xLA8IOJMpsqOYoeZpTA7ExZqXx/lKYnhpQptkjULJkfe4raReSRP70PLSYKKm7JYQFdarRNqT1QMlQLsH6fjzp5sNay4dpA7PWUWTvYTm/H7OmJ026Dk8kp1ww1GaOJcmAnzeE7///e/liiuukMhI/51CbGBgcAx4bqxAQeZLTQSwOM1Ij5HyxjZ5Z3+lmsKX5SUO+fkowb2ys1y9QJRiWBDuOmemnDQtRV+DES4QJsiPlVPj7QJJByIjUiClRBjccvJUGS1wHIlEYEFHxUFFGCmg9Fh5VdZIkKjedGvnfB8UJOdWdxLTCVJs7+7WOXss2qg0/Dfhivw32zo9Lcbja6NsQWAo0bBI8/2WI3WSGhMqIb1ZRMMF28n7Y/9BEiyPFscPUoSPjWOOhwclErWGuW6U40ZDYRkO1Jitc+Fa1afEe6Kcyo0A/jP2O5/1gQjTaHTCDdXTFDCZjeB333233HHHHXL55ZfLjTfeKCeeeOLobJmBgcGwQdfSxsM1UlTdognA3mSw+Au4+M9Mi9GxEb99u1BLdr62dnMhfmd/lXyECb66WUkT+TVfP3+2Zivtr2iU57YeVSM4xIqQTc1k8lFRoHwBkaE78eoTckflzhxf0d82FOnCz8IOcRmJIEXKUmT2QFRYfC0yQXcgZarBYinYBpQ69SANoYoKQaPUiGJCV9jC7Dhd9Dke212yiIYCyAEdjhri2N6l7xFACBZPSdDSlXW8USFJO4dM8P4hjCNZ+hypY2XvYrOPOuEzbgGvIiphaky4RwXSMVtOIwlGthNuOEoTXasTAT5/sktKSuSZZ56Rxx57TE499VQpKCiQ66+/XqMI0tPHJsXXwMDAO2w9gpepVX0O3DFPNBC4x2KHAvT7d8humuo1oaHcQ7o4Cybt+SgoXJhPm5UmqwqStGT56q4KR94RfpWhJmlTziOzh8Xo+e1H5bKl2TKSYKF7ZmuplsQwsLPgM/NtOGCxZd+W1LaowmANZgVZ8ZGyLG9kvVKetoFkeogThH6+lkQDdfHmeEFyIVKJUUNrXMCADlnm/WEyByzQpLgTBul8LlEW3KtKW7vu32W5nmfvjTWsLjZ71pXLqJO0GN1/3FzwGBS1WRn9ldKx6IQbjqfJGvnij129wyJNwcHBcskll+hXeXm5/OlPf5LHH39c7rnnHjnnnHNUfbrwwgv7pIQbGBiMPbhIkrB9uKZFYsND/K7E4A10gcuM04G+EKCVBYmDlulQE17fU6G+G8hWeX27Ln5RocESHhwoly2bIq/srlD1CdM3JSFCIYezf1igcpIidVH6745yuXhR1ogZhlFKXt1doaGk5EqxaFI6GcrzQ1LwrUAkWVxb2ruVUDu/j4LkKO3GG+3Fi/fFwGgSq1ksMZpb5SBa/KelRusx/KioTk6flerTgm75fHi/KC8WUBLJnnKdC8jrM3jZPk/OJifmJ41ZYOWg+Vb1rf1GnZAKDlmCrHPM2F/WXDo8dcyLG6wTDsJFGZqOwPH0agX2Kk0QOK5ZQYFjN4poKBiWhpyWliZr1qyRvXv36te2bdtUcWLUCt4nlCgDA4PxAWZXVKba5k4lBRMV+GowPHMn/Zu3Dup/uzOzswjjV6JEhpEXBQPMnxKnCwqKCoSLhRhFYcfRBuHyjJ9lJJLRkxmCGhmifhhI3qkzU2UksKm4Tj48VKMdffUtHY7huoMBUlTfOwqGYagQCchBW1ePo0RlgXJMZGiQ5CVH9lNgRguoZpSa6ts6ZV5GrIaMOgPyBmHQ6IPyJp27NhggFuwnyljOYZyZcREaKeGOaHLeoGhBONhXkKrxjuRAES2tb1MS3mfUSULvqBOXETTcFPAZZz9NS4vW48d7OerUCcfzBI9yJ9yQPU0BlB5tSvC8CdscTwzpSoHC9Mc//lGJ0cGDB+Xiiy+WZ599Vs444wxpbm6W++67T8nT4cOHR36LDQwMvOoQYqHFy8RQWW+Hb/pzmY4FhMWN0MvPnT6tz8IOIXhlV7mW4ej+qmnq0PRuun90iGlLh2YJcUFGYSLpOz4iWOaOYAs5d8x5iVGy+Uid+qQYfDtc8kHeDiVEFDHeE9saHRKkI00GAkTA8j6xENG9RvnJ1TOGOsa8MpTIsTD9Ore2Uzbj2KTFhLk1ifNeKdO921qtHY3ZCWRiBQ8aH4CxH3IIUFFILh9oIUbFgZxxDhESSrTAeKHPqBOL6Hg56gQSRPwEpm5Kzq6dcDPGoBNuOOU5SH5ze7fE+3mPmc97j9LbSy+9JDNmzJCbb75Zrr32WklMPCaXR0VFyZe+9CV56KGHRnpbDQwMvAQGWtq2MbQunsAqkwXusiE4KDiv7a5Qg/IJBUm6OOJNWr+/StWlg1UtEhpEi7i93MaFmP3AnTYkisUR9Y3yFgvkSCsq+EIiK4J00dp4qFaW5Q+94w9CQbjnnnI8Vx1KfslNWjAlbtBSFX+LcsKXM2j5Z14ZZarx8ut0O8ULhGDGzulfLnOOnsC7BRGmTLd6Wt/sJso5247UKyFk37T1EkPKVqsKknWfDQQIBsSUv+W1UCXHo1QFicQMz/Gy5sJZRIdj5Smqwd864YYCDj3nMzPyII3+Dp9JU2pqqrzxxhuyatUqj49JSUmRwsLC4W6bgYHBEBclVZlqWiQ6LEizmSYDKNPRYs+MuN+9U6gG1vcKa9S3hMLU1NqlyklecpSDVFjDd7lbR42wyi90Ro0GICIsUHiPfvXmAflka4caz331B7Gt/9lcou+LMhYmcxSU6AjiDQa+FYco4lmyhsxCAjgHUN342/E22nJeklbNe1yemzigesK2z0yP1fb/soZWze2iREX5bW9Zk9S3dui8QEgHoMwKofbm+PL67F/IRnhokBrfx7JrDBA2C9FhG/Cq6aiTEPuoE0g9EQIDwWMnXMT4dMINBRxjPjc9ti7HcZxUpOm3v/3toI/Rmntu7lC3ycDAYBjYWdrgMIUuyh758RrjCfwYLDKU6X7xxgHNB2IRhlAtz+877oQWfVURmjs0gycwIFCW58WNiH9pIECauMtnGx99q1BVlatW5moJzBuwEJJazoLO9kMSIH8Y1hdlxw1KevAJ0ToPKYA84uVhTtp4dEa5AnWp1ClewJvwSkprs9JjdXYihLmlvUuVNGsuHiC9HU8PeVnenO9247e9o5KS3vKpI+Nr8wZWmKQVs0AZjmOLKsTYFkj/YCogChueLYdB3LkTLjdG0mLHpxNuqMBrpUrTBIgd8Pks+clPfjLg7z//+c8PZ3sMDAyGARYD5oIV1TTrIjCSadH+AO7MAYSAchyL3pKchH6LJUZnSmTchTOXC/UF8jAWKgulJkqJGJs3FddqiQ1id8PqfJk2QMCjhTf22j1MeJLocGKRhSBg1M5NjBrUy8Z+scgEZMl1mOt4wYoX4JhBIH2Zl8f7QFHkRoAuN8ufZcUHTEuN8ZokaNdeZZOW5CgHLc5O6GdCHw3wurx3a9SJltA6urXzbUlOrHq2BvPX+Xsn3FCB39Dq5px0pOmHP/yhxxOiuLjYkCYDg3EEhtkjNS06AoO71ol4AfV0Z03JySq3QQgDev9H6cp6n1yHWJQgDlb2Dwsj4yTGel/goTo1IkU2HKrVL0pMly2dImfOSfdI3lBSPjhYo12AqGd0yWFwZoGclxk76KJKxxWPtbduB2qnoT+A4wLp4ZiwOBIv4I2nir9jv6HaWbAIE0QJwuRr+am0V6FhW6alRKviNZrg/ULQjvmNOrWDkZIpfiMI4WBk3lMnHA0S01Oj/KYTbqiwjmFL5yQsz3nyKrW1tZnRKgYG4wjKDMw/Q9UIDw3USeQTHZbBlTIV3hVasVFxbj65QN7aV6ldarTk42NBZTtY1axlCxYnfB2dPT0aKTBe5BED75rpybL7aKMcqCKg85AcqGiWq1fmajyBM+h0pAOQKATeNwsq8QUskOHBQZKf7HnYLbDPbGvR0pw1E89fuiYhKah+KCMQncHCKi1VBgO4a9YSiA4L0ZsCTwZyT4AoQahRrBhwO3cUbyx0EHDvqJPG1k5N8IbMJkSFyuKcaM1TGkgdG2gmnL92wg2rg663pO7vGLE9zok3We5qDQwmIgjzY5FlccJIOtE/jxCkwupmfT8WCbp2Za5ctDhLfS4E/JFLQ+o5ygykgaBE/EQYYPF4hEvguJcoWRjnZMZqTACdfi9sP6ojV64/MU9m9s6Ow9tC4jclOZQI0tvxeKCyoCyQUTRY9xNDfHks5JE791lelALHAph7UQkhQRCVaSkDb5fVMg/BqGpsl252hIgeR/bL5iP12pIPofImu8kC58X+cntZLio0WJbljk65lv1vT+8+NuqEc5HuPLbXmnE3GTvhhgrrOEyE+XOTg6YaGBznsFQmFuPwkMBxD+cbDlg0UCZQzAhnJPQOJYlBuJhkLdAhddHiTFUhKP1QrqDF/PSpqbrIMKiYdnZ/IY+Ycxk8/OGhOjU1QwY/vnSK5jkx6Jc5eKhkC7Lj1NCOIoK6QBmLtvPBiAkLNYs0yIgPlzg/UJk4lvt7y3I66y3bc7wA5ALSyMJJd501U40SK51tlu9oTkaMvNfaqaVojOTRXqgtPBeBpig2ULDl+YkjHqKIn6zMzagTSBJl0sH8Rn064SBL7ROvE264pGlSKk2MR/GXi5CBgYEdLEyQjPL6NpmTOXG9TCz++FdQJTB9o0xcuypPzpiT1s8DQ8mOsheLEd1H4NsXz5O391XJ+gNV9lBPP4tbCA8JlhOnJSk5oKvu9+8UajwERIFBsVNTo5QcaHdUAwGHnVqGGWiBh5hw7Fmo+W9/UpnIl8KUz2KIEd9dvADHnPdOWVEf26s24FtjeC9p3s7nM4oNQ5X3VTTKZjfZTa7gtSFYlOR4bsq1I6k+uh11AnGNC5cZ6TF6Dg60fZOtE26oqeDAOvaTijT961//cvvzjo4O+eQnPzkS22RgYOADWCjfP1itBnAmzXNnOxGVMlqwiUoge4dF5vTZqXLTmnxJi+vblg7BeHNvpXqZDlY06Ww9CAPKk+6H2lap6R0d44/kkQWQvKnk6FBVnN4vrFEVhuNGvACwxmfwWJKgBwIlHIbRUprzN5WJY9rY2qXHhg5H1+NIKjjlMo6ftf3EB8zNiFVV0V35zJ7dFKMKI9lNKHJ5HvxeEDEIKvunrbNHBwJb+3hER51oJ5t91Im3Y0omayfcUID6iALIMZp0pOmiiy5y+/P29r7JswYGBmMDSlN4RrgAu5tu7u9AUUJdooTDwkE30w1r8mT11JR+pRzUpZd3lsmh6hbN2aGksTQnQf1MJEa/ubdKesQmMRNgdExKTLjOpyNXKzQ4QGZl2H1ovCd7iadLF+CBwh8hJpBGK2Ig2I865lCZIMBMr5+dfuy85FhBbC1iaBnXIUjMvYMQDdZZh/I2Oz1WB1JvOVIvHd02HfDrrMiokby8URUmfFGU+EYifgHlihKaM9mhqxGSNz0l2u1cxOOpE244o1SYkejvMJ4mA4OJrjIV1siR2hZVK8gkmijAA1JU2yJH6+zdbmz/JUuy5JoTciU+KrTfXflb+6rUSE3GDn+THBOqCycLlt0H1a7KBp4uiNREAIs/88KcgYKCagFQLAYCC69zSYuOuTg/WHTt0Q+9KlNUqHrsKEPxM44RJTmL6AHKbfMy43zqBsPPxPumCYAhzDwfI2ZI0abcdbDKnusEkTwxP0mSfVBg2X78SM5Kl+uoE74P9XLUyfHUCTcUsJ8hvJPS0/TFL37R7c+7u/3/zRoYTDag0KC+UCaY2TvdfCIAFaCwqsnR7Ya6cNNJ+Ro06Poe3KlLdBE5L4L8DTlGPbYezTfyh/LUUMuUSjba7LPyBlId2A/FLiqTL91kowm6v+p6VSZKTShLEHuIAiTPAhlbC7PjHaog41HwCDFKZLBzmd8z6Dc+MkRzsCjTsd9SokOlvq1Ts8oiw4JkZX6i1+oN5AaFjHBYTNiLpsRLVy8BtMqI1qgTSqwM9x1o1Mnx2Ak3VE9TwGTtntu0aZPH35188snD3R4DAwOfVaZWCQkM0NwXfwcLIj4WShssIpQyrl06RS5blq1kx/WxZDFRgnGoS9GhWsZyV77Bz7U8L0kmMlCO7F1XtkEJEGpKQ2uXo8vMn1QmhiRbZSuON0ShtsVuVLc64hjxY7Xf4w/CCE3JziIleKBoBBhs/hplTroS+SygAlESRCXCE3RCXqJXCo6lBGGoh8gr4evq0fcAwfF11Mnx3Ak3LKVpMpKm1157bXS2xMDAwCe8s79aO7C4i53u4ufwN7AosYjgvbIrEDZZlJMgt5yULzPS7VlFzoBUvbC9TN8fnU8sQvOy4iZ0lII3+8jyMqXGhA/Y+ceCfqTOn71M9tl3EaFBOnAYBcnqiCPcckp8pHpYIBOQP8gO5S57zhSPtGcdQaTpQsuIi1BFydM5DoFBebSGMoPEyFAJDRmcmPC6kCXM4mw3Czdkj+e0Rwd02kedZCdINmRnALLUrxOOjKae46sTbjiepklpBP/973+vXXIREf5/V2tgMFnBbLJ39lfKjpJ6iQoj6NF/P486vLbSnsKM6ZeW+qtOyJFz56f3UxEgDnSU4V9CXcLkzIJDKcSbsRsTGZRxUEk6e0taA5WntCutrctBRlCZxttAbJW2aEyAIAPLo8Jxtrw/mPspz0IuKNVBcix/D96e/OQoPVdQqHgcWV2QbVQajPGpseGqRFnAWE6HHK+JGsRcO/4lhgNCtDgnQcmbK1C3insN6Vb3HmUiiBok3blUdPL0lAFjH0wn3PDAfodMosZRovY16d2vSdPdd98td9xxh1x++eVy4403yoknnjg6W2ZgYOBxwfzvjnLZSWpyj01W5CT65UWGEhMlNbwsjEDh+zXTknUEirsuJhaul3aUy+6jDaouoULMTI2WDC8n109kOIzTbXbjNGVIT4CIlJE23dqp+4UFZzxVJrad0pvlr6LEaNMGcgaxBkpeYqSWVOkQK29s12235xF1SXtnj+ZpUfLKdfL3oOwUpETre4T8UO4jCwlixE0Cig03CpAhQiurmu1KFSVNCDZ/R7mO8ljz/i4d6kzsgdWAwGcIkgOJtwgOo2rovGT/6qiT7HglVZy/mM3Jd3KF6YQbWaWJY4MPLjxwZINHx5U0lZSUyDPPPCOPPfaYnHrqqVJQUCDXX3+9XHfddZKenj46W2lgYKDgrvvpzSV6Zw0RWZaT4JdGUhYPupcYD8KixFDS61bnyWkzU91m75CG/fLOcg05ZJFkAVuR650fZTKAY4mXhjttyjgDkURKSSR/qz0oYPxUJssHhKeOuAirJGcBVWhuRpyEBAfaVZhGe8nKGvWC+rI42z6DzdM4Ey2L5STIwilxSpwKq1qUINW32kcGcX7wmuy3BVnxasxm32EsP3VGimwsqlUyuv5AtXqJMIazvZAqCJM1cgawWDPqZlZ6rMNrxeujdqF6EYVBsKanTrhw0wk3bE8TxwPlcKTT2kcSPl9tg4OD5ZJLLpH//Oc/UlxcLDfffLP8+c9/lpycHPnYxz6mP+/plYwHwy9/+UtZsGCBxMbG6teqVavkhRde6DME+Pbbb5ekpCSJjo6Wj3/841JeXt7nOYqKiuT888/XYcGpqanyla98Rbq6+mY9vP7667JkyRIJCwuTadOmKeFzxc9//nPJy8uT8PBwOeGEE+SDDz7wddcYGIwquJg8vaVEZ26xEMzLiBs0E2aswUWPLqatJXV6N9/e3SPnLkiXH16xUM6YndZvccSbA1n6x8Yj8uGhWp2flxEbrpk6x8vC4wiBbO+UhIgQVVE8gcW+sslOPtiX46UyoQruOtqorf6aRN/Q1ocwEU55Qn6SBAUFyLYj9ZreXVprn43H8T11ZoqOj8lKiPRq/ltQYKDkJEXJKTNT5Jy5aVryAviQSM9enpsgU1P7do/SGLCyIEmJGyVPa0Yhnx1IHucqj0cVwyt3yvQULcOx/63nwbCOX5DvNhXVKfHbVlKvX3Sultfby5B0wp05J13mZcUfN+etJ7Bf2d9DUZpQo/09dmBYRzctLU3WrFkje/fu1a9t27ap4pSQkKDeJ5SogTBlyhT53ve+J9OnT9cLx+OPP67hmXTozZ07V+6880557rnn5KmnnpK4uDj57Gc/K5deeqm88847jpgDCBMK1/r16+Xo0aNy7bXXSkhIiNx///36mMLCQn3MrbfequRu3bp1ctNNN0lGRoacffbZ+pi//e1vGqXwq1/9SgnTj370I/3dnj17lIgZGIw3qPO/sK1Mdpc1yoGKJslPifIpd2YsgD+FhQTFhJA67vpvWlOg4zPcKScstC9sO6oeGN4X75GOqvEesDvWQImra+6Qto4eWTAl3qNR2BqXQsccD2GxnxIfMaYqEyUw5hs6ZxVZUAJis5ueKceh3DDmBmWos6tHwyc5JwYK6/QG/D37iYiJ6uZOiQgJ9HjzoOnrmbFaAtxUXNsn7gCFiViHmYOMOslJitT9DtGCOEEIrE44BmOTF2U64eyAOOO3bGrv1ugHy8A/WHkd3syxouvR3wMuA2xWD6gPQO354x//qMTo4MGDcvHFF6u/6YwzzpDm5ma577775K9//ascPnzY5w1KTEyUhx56SC677DJJSUmRJ554Qv8b7N69W2bPni3vvvuurFy5UlWpCy64QEpLS5XAAYjPV7/6VamsrJTQ0FD9b4jX9u3bHa+Bkb2urk5efPFF/R6itHz5cvnZz36m36OUZWdny+c+9zn1cHmDhoYGJXb19fWqmhkYjCTe2Fspb+6t0Iu2ZYz2F58PiwhGXUgQZQuk9QsXZMiVJ+TonborIEeUTd7aWykHq5q1zJJ4nJi93QEPF2QT/8/ps9yXLy2VacuROt3PlGRZYE6fmTImpAkzP96eiob2PiNPAKZsyq9sH2b2E6cma/AoSedWhMCKvATJjB+Z8SW+qrOldXaDtpLT1g49x4gzGGzUiWsnHKU4AFmik9N0wvXf1xzzikb7OULyEp4zSBPknv2F+ucJ7x6o0uvHQ5cvVFI8lvBl/fZZabrwwgvlpZdekhkzZmhpDmUHomMhKipKvvSlLynx8QWoRihKkC7KdBs3bpTOzk4lYhZmzZqlZUCLNPHv/PnzHYQJoBDddtttsmPHDlm8eLE+xvk5rMd84QtfcMzM47W+9rWv9RlKzN/wt57A2Bjn0THsdAOD0QAlEC4o20sadIHCc+EPhMkK7iN8Ek8O3Uhzs+LkMycXeCR1lFPW7a5Q8+6usgZdjFi8uCP1h/c01tC5cc0d0tLZLUsyYgcsVVkzzvSOvEckawy8TCyEeImODZPFS2W/zw4NClTFk/LVnvIm/R3kNyUmVPaW29O42V68RmNNmCB5lOEgeU3tdrN3cFCAdu+xvQOVtZ074XhPvG9gV0JsEhESrMn7x+P5OhDBRFXEqE95jWT2xjbOnRbHcUDtY78RIYHR3pVwQma5EWj1c6XJZ9JEueqNN95QYuMJKESUxbwBJT2eC/8SviUGAs+ZM0c2b96sSlF8fF/GCUEqKyvT/+ZfZ8Jk/d763UCPgeS0trZKbW2tEjZ3j0HZ8oQHHnhAvvWtb3n1Hg0MhgpUmP/uKJNdR+1ZRXTw+EOnHASpsLpZL5Is/Nx9X7syVy5anOXWxIl36YPCGvmgsFrLOxh6IYCU7sjuOR5BaWtPWYOWfaLDgjUDyBPYf0quOrrtE+EDZFTTv62RJ/bcKDvpgDAASlEoNbMzYpR8aL6Rk4mdYwvBo0zLNlKSG8t9Wmp1s/WaziF303vjDgY61wbrhGOQMGGrDAk+Utc6YoN/Jzq6nAgTqiKmfTofwaIpcVJc16qRIyh1lEfxPGLUd42PwP8GIec5/Bk+X61++9vfDvoYGHhubq5Xzzdz5kwlSMhif//739UTBSnzd6BMOY+UgYRR0jMwGClwgXl2a6mao+tbumRpbvy4l6/sM97a1OPBQklw3wn5iXLLyVM1JdkdCKh8fU+FXiz5bxb+3MQoyU2OPG7LGyghEGFyjeAiy3ITBvTF6ILUq/KwpOSMkpeJBRCipEnWKEutnTrsFnCsMEzj40mMCutjYqcTDZUJ7xKkhY4zus3GqowMsStxN+okPVYKUj2POrE64RhDVONFJxwqLzlimMrTY8IkZJC08qGC7cIT1txuz69yTcv3F3T32PT6hEGec2BuVqzmbFkIInIiKUq/OC58/p3jIyJDgxy+spDe87+lfZKRJk9lqIqKCiVA1AVRaXbt2uXV86Em0dEGli5dKhs2bJAf//jHcsUVV2jpDO+Rs9qEn8qKNuBf1y43q7vO+TGuHXd8T92SgM6goCD9cveYgSIU6MTjy8BgNECJ4D+bS7XMQdYRcvd4d8qxaOO9YUHEv8Jd4rWrcuWMOWluyRyLEWRpV2mDepcgWxhuVxbE+3VL8WiDkhf7hPIVig4dXlaGkKcFtJx2/V4fEUrTSKtMLH6oQ0qAnNrxAd4UfClzMmP7laXIZ7KiEvKTw3QAM4oCoY7MlBtNUsx+IXqBRRjCY406YSGmm43F29NNBqpZjetMOMakhA08Ew7TN/sIf9f20gYNzhwJcB5oyGdvKnpz73tBYYSzrp6WNOBA4PFAT49NZ0FSemMfck7OSPUcl4G/kf2FEoVSp/ERBN5yU9ja6WgA8ff5cz4fBQiMu53CCczPa2pqhrVBmLDxCkGg6IKj242oAUA3GxEDVmmQf7/73e8qYbO63F5++WUlRJT4rMc8//zzfV6Dx1jPAWnjtXgdDO3WNvA93XoGBuPSKbf9qGYxkYpNeWOgRXUstse+ULDAdOjnfO2cNLlxTZ6kxfYvKbHYcjf+3oEqVaQgTFwxmGJPaOPx7AWxvB8sFoyMQGEaKGIA4BdDAbHauMkSGimVCfKAcRfvCV15DLpFbbKAwjErLVY7yFz9VlzzIQ8QLFQd9Wc1dWiplhmAo9VRZoVpWtEBFuGJjgjWQMqcxEiPo04GmgnnTSccJJC8J/vAaXt2k6W6eQtS3FFTLHKkZK+9S5UlSFJnt11lgiyxyzlG20oatJTtL7DZbJqnBtHmGExLidb94s1nG89wTmKUfjW1dcp7hTX6PNb5DVn0ZwyJulJGczZ/g+rqak0J97XEde6556q5u7GxUTvlyFTCaI5iRUceJTBeCyJENxtkBxM4OOuss5QcXXPNNfLggw+qf+nrX/+6ZjtZKhBRA3TF3XXXXXLDDTfIq6++Kk8++aR21FngNSgLLlu2TFasWKGRAxjSCe00MBhrvLGvUrNtSMUmZI9FYLyA6sDiYC1OLBI3rMmT1VNT3Hqr8GC9urtC/4ZsHiR5/C9TU2K8yuOZzNBSBuM+mLPW0SULp8TLFC+OrWUAtyOgT/ljuCNPID2QHY4zC7UFylnkHmGa9qTWWCoTygAeFQgTCiLl2tEIXLUaDyDwlIY5t9ogPOEhMjcvVlPmPZ1jHmfCRYfK0jTfZsIReEl8Ag0adLOeNit10L/l2PMZgiwT+Mp2U8q0iBLECKKHSpYWFaqqC0GavJ31B+0+QMqF7Ofxhs1m0xshSmyQx7zkSJk3JW5IN0Oo53RWvr2/WmqbOwW+2to5yYzgYPXq1f3yi1zLW94AhYjuO/KVIEkEXUKYzjzzTP39D3/4Q2WlKE2oT3S9/eIXv3D8PWW1Z599VrvlIFN07kF+iDywkJ+frwSJzCfKfmRDPfroo46MJkApkIiCe++9V4nXokWLNI7A1RxuYDDa2FfeKO8frNYLMqZV8m7GQ5lBbaDUQmmQRZVF8NIlWXLNyjyJi+xfJuSOGZPsliP12k3HwhYTHiwr8hKHncszGeAoZeD9aO3UUpc35AfDPQsTSgrnAYoOJbKRGHlC+z3qEuVCCyzcGJxnp8cMGNJoqUyQD4gK28lpCmEa6ePNvoNo4rVC6YS8ow4lRIZorhedl56aIzx1wg13JlxBcpTDNI5PxwrbdOeXgpxSskRBQVFCYWR7yZdKciJIkDF3ZJPzhFDOrUfq5aTpyeOq1NpshNe2aEkUkoyZe+GUhGGVYVFNaXDhugeJ3Hm0USZVThMkBrUGQoH6k5mZqQcR0sR/04l2PMLkNBkMF9xxPr6+ULvMWChPKEgaF+O3vfTQpCoChmW8CrecNFUWZve/m4Qscbe9ubhWF+IDlc161zw9lbt3+ygKfwF3+yg8bDMGW/7lzpYBryxYMWHBA06wHyq4xFop7uxbOrkoVXqzb9inKI4svjwehQOFaijbwHMwSw2lg5Kas3eERQ8yBpnzRs3gfUDsIYE6bDUwQFYVJKnPbSSPF89vzeRjm0n/Rh2amRY74PnlqROOBPKRmglX2dgm7x6s1jLambPTlGRq91d7twZ6Vve+NmQJ0ss+xhuGckyuFQZvb84BSC0DrGkMWT0teVyHcxfXtOhIGUqcbMfy/IEbGHzBO/urVL1i3zz8iYVavpsUOU1g7dq1jv/GE8TQXpK6DQwMho4PD9VIUU2rDjVdkBk35oQJ0sYFkbtyFlik8+uWTZHLlmX3a9Xm9x/1dhFxJ493iYUpPS5MCdNokA9fAHFjsbJ8I5bBlveoX914R3p0YWY/s4ARvId6wZ0/ptXY8OGTKBbRQpdSxlwvCZPdb9SmizALLn+Sl+R7qRY1qLjGbpbGON3SQaJ4gGMbeM9skzVvzZv3xOLJ8yoCAmRxTvyIESZUzvIGlKVjZIl9kRITLjPTYjz64gbthBskcsBXoA5BgFCaSBtn4DCqEvtFVaUO+3xACHleRpRkJ0QMqZmDUun0lGj5qLhWy/bjFaoJeT1c3awlRrooGXU0kr41zPeQMZ7/B//dK9+6aK7E+eHAY5/PICt/iXIZPiYSwYkIIHnbwMBgaOAukqnsjEiJDw+RxAGm3I80bL1m4KJqe8mmo9smi3IS5JaT8mVGet+7Lhb+DYdqZEdJvfpDkOpZIChzLM9LGNcOP+7IKSdqGaa9Uzo6j3lGOnoJEqUkFiGIEV8BgSI1TR3qN2lqsqsDkCjKJBApHoPyAoGCSPnq1UHZsVrhs3wsZVjDjjEOo+awLahiwxl5AtnguXAvkQ1F1tKU+Eivs78sEgg5QYUEczJjRiSzCBILAS+z4g56S2koYDPSo+3Hy82+G2on3HDBtsxMj9XPDtsNuWWf4JXCm0QuFKQKk/lwFdesxAg5XNOiJJrMI/xmYwl8dRz3qqYOPQ7MFRzpmzr7ZzNQ1WDiOH66br/cdc4svxtIPqQxKu7w5ptv6qw5ht4Sbvn+++/L8QRTnjMYDv6zuUTe3Fupd61jGfjIRZ6LsLb+tnVKUlSYXHVCjpw7P71Ptg3q0weHarTzCwUAZQkywl3/SN/BDwUQDGbYQX5YvCAakBPeQ2xEsJZFUAYgQCgP7hYxuqkgguyLGkqTvcnE3E2HhdhJFESDRRACRWcZC7Onu20WcbofuXtOjQ3ThcYX5Won41Uqm9S/AzFYlpvoMQur38gTXWDt4yzYH7QvQpbIXOJ9YPBmUfdle1gq2CYIIIs3mJYS47ZsOxSyy8IM4WWbOXaZ8XZlyVMpzVMnHLEWlDHHaiYc/p4PD9foog/BQ3HCqzTSIbSQSUr3PO/ZxHyMUkaUM6wcrqLe8ykmPFhWT00elcgQjuXGwzWaCs7nDWZy0aJMufmkglEv8496ec4dGNxrqVAYtA0MDLwDd3DcWfEvnWZjQUBYhFmoMPPS0s73mExvPrlAspxGXvB7lCV7XpT94sliRYmAKARPoYFjBUzCbBMXdtQG3gcdfpQPWDwhNt5ecGMgQxEhMr3X1ItaxRT7iqY27eyp0a8OXdC5+7XKepRfUIAgVHyhMuBpcdyZqwrnG2FCKYEIQoBYjMODg5QEeDPyRMlH78gTEBJkJ0vshqnJURrQ6Ouix36GNGP4xicESMqeP8SuKYCnSkds9JI7ymm8V5ShgUadjGQn3EiA45IWm6H/PZplacqffPGZ3F3epCraaIIyKbEC5DBhZI8JC5GV+YmjlrHGsbdG1SzPTZB39lfrkPLMuAi5YGGm+AtG7OqMQdzbFHADA4NjF6Y39lTIoaoW/d4aPzCaYKE5WNXkKP9gvLxudZ6cNvPYsFjUpLf2VqlSAiGhzCRi0wsYasd4J5MDPCMoc7Sh814gLkty433OzfGE6LAQiU4NcZRCWOS5G7aPg7AHQLJgo0yx30IdZb0g/Z6fM29rKC34hFlqOU0TrkQy48I97nNIBMeozGnkCXfp9qG+NiVMHDdydCCFQzlHPzxcq9uDkgcwo6PmDIUweRp1wn4m78dT157nTrhw9SwNtRNuJDAWHj4IBcobJWRU1WnJURIxSknhfLa4UdIROa2dqqDR4RY2iqG0fGY4fNyUoS4uyU3QG7Y/vX9YMuIj9PX9Af4VMWpgcJxhU3GdHKpu0RIDi9poZhlxMeIuVXNuWu2t4uctyJDrVuVKcky4Y2Faf6BKPjrMdjWr4ZdyAN4MjKzjbfC2SgaQFys/SseyJEXqZPTRJHPcYaOu8GVtBwTATqQ67HlHbV36L6CEx525r0nOWnZqsGc5cYwgPu7Kcp5GnrCdkCZ8XMlRodqph0duqARnW0l9b9mzS/fvmunJWsb1FRC60jp7+VM72tq7dFtRvqaiWnpYkPt0wvWSLOeZcKM9tNifQJmZDsD9FY2yrXR0Ai+rekkZqirxCHTPcoxGO2ctkJGKAQGqGvLZggxzTSRu4eev7ZdvXjhHcpLGrqPOEwxpMjAYJ7CIvHewWs3flHXoXhpNozkkA4WExRhF66Y1+XrR5UJltcW/tpsZcS0aTMmiTAmOct14BVOSaUSpC6WEBZZt4n1QmuGiznbRxYMReaxVBl6PEhJf+SnimCYAaapv7dLjOVDWkSegZDV1dPV29gVoeKM1YgLwc95/qcvIE/YPjyI4UVW3nHhVEYe6X/AtcW7yWjw/JPDUmSk+lWQdo060fGo3pDuPOvFk0vbcCRc0Kp1wEwUcS0qX+Jsw+RNf4XxuDAfsc0rdJP9zDqJsETw5nHPI9/KcfTsg/8EB9iBXSHJRdbP84GX/6Kg7/s46AwM/wdv7qlTJYXGg82w0LkyUbiBB+Fx4HRbWK5bnyJUrsnURBPwcsoSvijtMHotpmrvL8excQdnYVWaf0XagolkJHNtKKQ4fFtu4NCd+3GfyudoUEqLC9GuowEPCe8fEzF03KhrnhkYQNLRLSV3fkScc0/CQAPVB8d/M9kKZGqoJmteBLNm7wlp7R7eEySkzUrz2CrHwQdBLXEedhAfLouw4HdjsTrXktTGa87pj2Qk3kYBPDzKxvTfw8uQRCLzkOrGvvEkqm9rso3AiQ9RXNJYqXpCW57iBE+nutgmHme+Jw9BrwdEG+cm6/fLVce6oM6TJwGAcQJmMssfBymZJjw8f8YXfGpNBrgoEAwPv3Kw4+czJBY7J86gHhFJiuOROjtEILIqkLI+UL2iooDOPUEfiANo7e3Th3HbEHkZJwCElAybYT7bRLCwOqIKUSfH5UBoldZkSoOvIExSfiPAQ3TcYtVEdSKYejjkfMznnZXNbl8PwnZ8craqVtxlOlCpRweqsUSedvbPdBhh1YgVZamREW99OOG9mwh1vgBTjMyRgEy8bnp+hgv1NWj3NDqiWHCOuAWNNTIIISVXnpE1vFqwrEOcL/qa391epMv/Y+sIx6agbUdLEXDaymRie29FhNwZa+PznPz9S22ZgMCnBAvf6nkolKsjQBNeNJCBIlLBY9FhkuWu8dmWuXLQ4y9H5wp38ul0VqiztL2+S+jZGIkRKQXL0uBMRa+QI5beWzm7JiA3Xkg4ZUgQMYdBGcRjudqKAQEy4c/cXoPJRhlJliRETYcGyp6ypz8gTtpnyW1uXPWmajkvyloZLvCFr3M1bgZJgYXa8hpUOBhSiKm3/7z/qhOegvOquBd/fOuEmCvoEXpbUS1rc0PaTlb/EZw0iPi8rVqalxozLPg/qVZqsmybn+zbeL8rXW/ur9QZiPOHz1WLTpk1y3nnnSUtLi5InhulWVVVJZGSkzqMzpMnAYGBwkWNMSVFtq8xI9S0rZ7C7fBYffAkMNGXxoXPrlpOnOozEKBjvHqiWjYdrHUZv/CXLcxP9osxlDQO1CB8lRDxYLMJ4N1iIiQJ4e1+lzMuKU8IwlDtO9sPO0gYlYydOTfIL4kSpTYf59naTQZBQ1fCusL2cJyg2LCj4PIhVQIUZripoZfFQxmXx5HXtfpbEQQcKW1lJlAytQEqIEDlFS3NjtOvK3fHx1AnH46enR0uihyBLg5EJvNTZkjUtqgiiDGLwZwwOJHW8EBAQIMFB9mPe2XNseLQFSoVcL9Pj3J9TYwWfrxQMvr3wwgvlV7/6lYZBvffeexISEiJXX3213HHHHaOzlQYGkwQoA3Sn4dFh+Comy5EACy13jBg4GzEhx4bLtaty5QxC8IICdXGj3MV8JzV6lzfq4oapdKyMnt6A7ipr5AiqGHefLMT4WVgUurt7dCgw7+HDQ7VSldyhHTa+lhLYX2QgoYpsLKqVk6aN7yBUQDmV7UK1IZwToPhQloqPCNWfYaqmZEW5whMh8QWcF6iNqD14x3ht9iVBnAMtoK6jTlCIur0YdWI64UYOnBeY4lUhLGuQnMSIAQMvLXO91e3Jucb3SX7kDQzuLcF2drnP3PaH7l2fSdPmzZvl17/+tRoeCbFknEpBQYE8+OCDct1115kZdAYGAwDCxB0e5GZZ7vDN35SyUAnoeIEA8Hxr56TJjWvyJC02QlUJVKVNRbUafIhqwZ0pLePjbfR2BUQJ9cvKPUIBwxcDKbIygQKDgzSvJTUmXDYfqdXWaxYNcoMIkfQWOu6i205MUDvIe7JCLccDLGC8d0pwFpkBkCWIDKbvqNAgWZKdIDlJI9PNiKK06yhelg49HwFEFcWBhdQdHOU0MqHa7RELYiMrKUx9Zu5GnZhOuNEDxDY1LlwT4HeVNWrshrvMJWummw4Qbu/WsjdkleYKIin8gYwAukWt88xf4fOZiqoEYQKU4/A1zZ49W1Wn4uLi0dhGA4NJARbnTUV1ukDTjj7cu2oMwZSydG5aW5d2Wd2wJl/HHOB3Wb+/SjYXM1DXHk5JUB3qFhfWoeTsjDZpIOYA4kT3TFxEsBImuoRYjJ0XYv4b4pAYFSIbDtfqYvDOgSolV5QhvfFjoPh1dtuUlLCoMB6EBYh077EE24HBm041yIulMAFKkxAT7r4x76MKjlQOFQoW8wOd/UuMmKHF3N15qaNO6tukvN6pnBYgkhVPsGSM2zZw0wk3+giwAi8b2/VaYIWDckNQ1dyhPjP8cEqUaBiwERwZIvNTozV3zdcMsdGGRd7clef8BT7vscWLF8uGDRtk+vTpcsopp8i9996rnqY//vGPMm/evNHZSgODCQ7utl/bU6EeIhbrGWlDn0+ofoTaFu00YjFi4bl0SZZcszJPO094ne0l9brI8XosiizAdMR4Gno6nkAN21PWaO+U6+rWbYQwYR6G4HnaXsoJJ09PkZ1H67VdektxnZa4ZqXH6Iysgd6nfbBqj2TERylJ4/VJvT6Vtno3Kg77XDt6PMyt8xW8zyNOI09QAFzHgLKNzDHj/YykEoPSCHG3hxfah+6i5LlTHPqNOmnv0i4nwk5RidyVdEwn3NiC/UoTBzcdm4/USUp0mKP8BlFi36PaclPFTQWP97drQJ8OuoAAvUb6K3z+JN5///3S2Nio//3d735Xrr32WrntttuURP3ud78bjW00MJjwoAzCQnWoplnyh3GHzUKHiRxSwaKKCnPLSVMlPS5MW3LpfsIMDlnirp4EYUzeQxmfMZadcpSHMHxjdIZEMBJjaV7CoGUofj8/K17LdZCeohq7rwvVJCM2TJKjw1XZcF4kNMm7NzwSpYlhuqhVfOH7mpMZ5yA2tGGj5GkMQFePKnWYnHXeXESIx+G/AxFEErxdR55EhgXpImeB58bEP5JBfrzvA5UEg7bqTD0INl1J7kIwUd8o+1LWsbxHqFwM+SW9Oyqs//lkOuHGBxw3SO/RBvyAbY5rA+U3sszykiN1308EohrUO0plUpXnli1b5vhvynMvvvjiSG+TgcGkAovvW/sqNZMpNDDQMYbDF7DY4nmhxIe6xB3+dcumyIqCJNle0iAv7TiqF0xroG5yTKgsmBLn114R1045UtG52EMgSCr3pRTForB2VopsK2lQ71ZJbYuWkiJCm7TtPT0uQskOd9yQH/Yniw1lQF6HctH6A9WqOAEsRWwTSgvbZFdkWPBtqrygODH2g23meSF7EB1PSpS7kSc8jr+hUw5lxgK+orWz0kY0+oHX/6ioTlo77f4WAGFcNTWxDwGC7ECW+ow6CQ5Sck7px92oE9MJN/6g+3NmWrR25nIOogKiPo3WcN3RgjW0l3BLf4X/XlENDCYwaPmHwGC85l9CJlmsFmbH+XS3DbGgNFJU3aLehI5umyzKSZCLF2fp4v2vj0qUIFDq4WkhBxPFK4Ix2LlTDrIXFBio89qGQvbCQ4JleV6iLMnukSM6ZLhF97nOPKtvk8iQIDWLs6jQyh8SGKCva5UxEqJCVCnB38T+g1iFBgfp/LbMhAht8cd3RNcYahbHGAXKmURRFrSUKIgUd/c68qS2VcukfDGEN6ZXpeJ1Gzrt6eZ4ziAXI5FB5QxUI5Kj2Q/WXDx8MChqvI416sTefn7MqA3BnJcZq+GW7s4n0wnnX+A45STi6bOrTxMRgZoCPgk9TQMdkI8++mi422RgMC44VNWsF34WPjxAqAjekg8WXhbp4ppWDa2E6NhnkHXqXTtqBeZvXzJ1KK8drGLSeIcutpi3z52frosZOUUQJcpwLHx4FSaSVwSiBJHkvbH9fHV29ciqqUnDXmyDggLVC8QXMv+R3uPCDDv2I8qSJf9vJf2a+IEOu6JkAcJEFxnRDc6KV1RosN7BW48pb8Dv02GfBm+RqNpWCQ0JVIUGMoU/g/MAEy5ECqKGOkNSO+cYid+oOxBF/Cd5Sb4rkZ6AZ+pgZZOSR8ILUbVO6M3jgSxRetRRJ832ZgK6qtgmT6NOTCecf2O8g2lHJhU8QG9q/BU+n90XX3yx48PzwAMPyK233qoBlwYGExksHE9+WKx32ywULC4seLERweqvwSPDYmKRKYgVC6+qSYTE1bdpN5tFkqzuIssDwyLFgukNWFwx0ULCrMV2cU68GnXLSV2ubdXX5d5lvAfqDqdTDsLEe0MBau3skaW58armjCQgPNyB8wXJgdDu0Ywq++8PVzVr8nZEaJBMiY+Q+KhQ2VXaoASDvx2oRAihzk6M0i+rDItSxeDjlvYuqXWZlsC5wzGDqECcUHtIa6dsy6gYzhf8PyORl8O5ib+N85CSoFWOO2lGsp7bnKOuo05Qx5ZmxMqUxP7k23TCGYwFggMpb4t64SYNafrGN77h+O+HH35YAy3JaTIwmMj4oLBaFYm95U0qb/OhhYZARig5UHpB4YEEYZ5lgSBThLtsVAYWH8BiyEKIYRYTtq/KD4sc6hJ3/mqIjg7Vrje2gfgAQh0BJRA6mCYSWbLmkqHoWZ1yEFBKVHOzYrW0MJrgmE1Li1GCBmkjfRiihCJFx55z1xydeIRerp2VqiU6b94bx47zgPMCNV4VeZv9HKJTD3ICCSP4kRwkzrFtR+r1XwgL6uSi7OHtA9QyiA1+Ls5NlC+AAsQgX/tcOJdRJxEhsiA7XrLcjDoxnXAGY4nAQFH7gpWh5o8wOqrBcQ/Ugb1ljVJU06qZM2QDsVi0dHZJcxv5JpQg7HfWeD8wKVJzD+glSbHhwbqAsBAONUeH10NZ4u7f8p3kJkeqQsIdPiZwbr6mJIR7nBDvz6AcBVnC/wKxgDBF9RImCOYML+abjQQgNxxPlJOIkGCpbemUqakBfcgCqgkEBq8Y6eMDhZBa5SrKfyhIlP9QtFAVMyLCNS+LwMruTpuW9iBPNc2okR2OEiHnENtkH1Vq31e+Gnh5XYiN5UmizMx7BKsKkpW4bSmu18e5jjpx19VmOuEMxrN7rnsyKU0GBpMNHxyq0fJagNgkOzHC8eGNCQvRL0+wG5eHv3CgBjACBTLR1MGMtRAdnMuit7m4VhcrVAB8SyMVbjhWgFRYeVFa1uk1C1PupJyJwZoZcmNlXEUl4cs6fvXtnTqL76TpyY4uMnuMQZzUt3RoGZR2fGbcuQICwvvCn9XQW+KCLJEvBVlC1YG8MFyX4E2CKiHAPJ7ybl5yrBISyLK1SJDcHhkSrMbwlNgwJTaeCJTdk4S/qFXqUCZ7057ZlahqkK+MuIj+o06iCaSM1lKo6343nXAG4+1pCkBpmkyk6Ytf/KLjvzs6OjSriTRwCz/4wQ9GbusMDEYZGGR3H23Qxc/XUsNwCBOKAySJ7Cb+GxMx6hGdWnioUJZQLJhePtVD95K/A8KACRkFhrwjiIG22AcH6Pf2mVeDZzGNJChfWQqPtfizncQNrJmW7EhIpmw4JyNONhbVyOai2j7kxTL94wtizh9qWWwvWeKYWSSKx1MSo1x7qKrFbrZu79LSKmNfKONBlutbQ1R5yk+OVHM45wWdkkW19vmE7Ke0mHAt1fK9DsltalclCOJpeZKiI4K1O7O6NwkaJYj3a58pB/HxPOoEcgS5cu2EowQ8zXTCGYxp5IBIx2QiTZs2bXL894knnigHDx50fG/uQAwmGjYcqtE7azpcKXuNXkmoWxciFlzrDp4FFkLBhYJSlT6us1u6G9t1ocTkjX9qosG11Mh7xnwcHx3aW+K0dxJS9hpr5YzX5y7WarVHBcLMzDnw3sEaWT0t2UFQMUSXN0Zqlx8K0MLseM2AstKx8QxFhwcrqSAKQstzrV3qy6DMS+Ag3Wt7y+zp27we/jTKv6wJGNLxHvE7lKwlOfYyYGtHl5aKS+paVEliHzJbDLM6hJqqmypH7Z3aZUSMwsLsaO2u3HKkrk8nIOdcZpx91AnqnledcCFBMiM9WtVO0wlnMPbluQC9hnB++iOn8PkT8dprr43OlhgYjDFYrHaWNuiimBEfPuI+IT70qAZkBlGCo0OqvbtbyZJzzT4sKEgXzfS4cC3bTGRjLcShsLJZlRLeO+/S6hpkf0MOV+Qlapv9eFwQLaUpJDBQj0FUBNlOSfLugSpVWd4vrNaoAc4FlBo6FjH6013JcSMYEyLC8FxmwVHuQh3SLsceUWP5rIwYJYN00aHy8L4hZySco/JYY2Mqm+zpzShPi7OPjYtB7UIR4ssiUBDQmpYOfR22i8eSZI4XLBrSx1zD4lrdNtQnAOmZnhatXXvedsItyIpTY/xEVDYNJo/S1GOz6Y1F7/xev4K5jTA4bvFBISpTqy6e3P2PFCyvCd14zi3d2HxZTC3CBJlYlpeoC+lEB0QA8lneaCcClpmZLxQMjNYMnUV9GU9flipN3TZVbTCjky8EQSC76J39VaoMMY6FkEyOE99DeCAjkCrA3/D3VhmO9w7RhfSGhQbJ4ZoW9RbpIGWnchyvw+szqkVLe21dMj0tRuZmxLqdd+dKoNo6KQu26r7NTYxUYkcn3P6KRsf8Osv8fdrMVFUrnWE64QwmiqfJZhs5z+hIw5Amg+MSeIh2lNZrCz+dQCOxkEOWWEhRJRxkqatHokODtBzFglbb2qklN9QIlAB/vCj4AlQbSltlvaoF3YXsSYgGZIJ9QI7UnIyYEckfGg505lx7l3rIwoJDlMCEh9iPO+RuZUGivL3fHj3B7yBGzsqNBUzebY3HgjABz8nfkfZtCWh4gqxyHAsBz0NJDuUKEs0wYua4eau4kXg+PTVGt6nUmgvXO+oESc9KMec1nQmTcyecDt2lA9Rms8/3M51wBv6mNIm9j5QO5VD9zr9gSJPBcetlYiFhQcE7NBL5Q/hd7MSBlvoeVZAy40NUGVBvT0e3qhELs+LGnUAMF6g0KBYoMSgW2pnVY3N4YOxDd0NkXlaS5hL5gzeBwEp751yABpeyvRAjZ1KC8RnzOq370izqxYL0UDbFywQZJh4A4ktJl64yjj/ecp6v20bplWezaeea5SOCKFGu418Iy/K8BMnqTRb3BrwG+7TEZdQJ2z87HSLVrceCSAC6LAHnHZ11lQ3tphPOYEJ5mkAXn1U/FOENaTI47sACz2BLOtSSY8KGbLZmIaPryTI8W6Ua7uBnpUdKU1unKkv4mXgNFsrshMgJvVChwLAQVzSgcthVCwpCkJDAEEzM9oUcU3NuUqTHstN4wG4C79FQS1vv3Szb2qNlq3ZViuwZRsf8ZniwIEMokhxfyldzM+O8LjNyjqDwkPoN2eHvV+cnSZKXyefqi8Os3TvqpNEadRIaJIumxElOUpSO00HtYzsZ0mwdIyuZ3nTCGUwUBATYw4Stmxx/hCFNBscd8KzgZUItmZ6SMKTnQDHAX6LJyq1d+gGnLX16DonT9nEaOmC3q0dnlZH7M9EmjjuDshYqh/NCjAozNTVa/QcQA943ZGJWeqxfGontJnCbbrflK2vr6NGkdQgRxJf3khkfLiHBgVJcTfdah5IW7oAxSM9Kj/G6owzCA9mCjEGuIWAMI2ZYry+lXouQs62uo050aG5vaRQFqay+XWpaTCecwcRFUK/7u7PLP2MHvP4UPf3001497mMf+9hwtsfAYNQX/62940ho0WY8ii8g3p9sHUohlGqULEWjLMXqHRLqFT9nESPrZ2lBoqTF9g8RnAiwSkKoHJQfrTZ7soJmp8dKQWqULs47mXHW3iWL8OikRou/wm4C71FztUWaOF4tvQoU3p68xCipaSVXqqPPfpiVFiuzMmK9fi2e/0Blk5JniCYeoxV5CY4cKE+wOtuc1UvLrI0HiiwoywfHdlFKVLLXe2fO+zGdcAYTGSG9Ci6epglNmqxBvQNB8xW6+xokDQz8CR8VoTK16cJCKcMXUGZjIbSHD3ZKYmSIrMhM1C44OqZIUaZrjgVzamqUhiNOtARvC/h2IIfOJSHa7FmIrWRyiIZFEtkXlpfGX9HSqzQFdnXrCBwA4SAZG7LX2Nophf+/vTeBj6wq0/9Pkkolla2ydjp7dwPddNN7Qzc7+AdZ3QB/gqIgi9uov3FcUEeF0Rl11EHFEXXUj+I4+lcZB2dGHBRBZICWpdlpaJrel/SSzr5v9ft833PPrVuVSlJJqlI36fNAdSVVN1V3Pee57/u8z3usRwTbLMs2oUliG1851CWeTER6YCiS3ovotidEp7w/A6oIEWqz/3AU3zCJJ5UYVtKMub0vptVJ+TitTlieFDORTm4EAMTWVsJZzHUEnJsCY0LrN0wpXnvo0CG1YMGC9K2NhUUaAVHSTW97ZDJKNl0hmpbWHhE+k67BHBHxLR449BF7fn+HpOKoHKNJr1QvFSanWfErYcK/ighJz4B2u15fU6IamIg9Ez9aGkiHaGkaSn1dCSjO2X30TxtVwwPRwRirgcHhEbUXzZLT5oUIIfoz0qpsUUFeQL10oEM9vadNm5CaPxbypH8zZCniiRj1OX31aBMz3r5hfdCHkWLj/DGCes4fUoHxrU5MJZxU+A2NSAoPVBXlqaULbSWcxfwRgw95tIV+gk1yWxw3wPyPO3lSSdyNJwMmsR1He8QxmYgKpfQYETKRvnqYaqhBIVJMU3wmJeF+Jg/JEKaXmzvFkwg91gZHvB6/TUQ32JfsE6rL/EoSpeVJa69q6dEmkwYMynjCHIT49Q8JYUKsv7K2RIiOlxwuJeUYUerVw9oPiYMNL8l27AWynM+TPeT8TpRnZV2hnA+JUrOuDUAH1Yc6skTGkFTusupiIfXev0tUCQfhAhsXl8/5AgMLi3iDS1LpfoQlTRbHBZh0ntnbLhEFrABMc9bxQKSASIoxqERXgjUBBo0tXYNq+9F2t0UIFXhUMs31qiQiI0KYujRhos1JorJ4UlGk7iAaVJ+tSJKAzjb54/ixLeJN5KSwoDakrhDyE6k50NEnJAcBO2QlkcYNMoK5JE1uze/TBfuVqBLCeYiPIWE14Xz5flK93s9nmfhKOM5N0SmNQtTDqjFN7X8sLDJpcDnk0/5zljRZHBcghab1IsOSepkIECG0S0QmiCIhfKa1BuJa2l+gU0G7ROn6uoYy1VRZMOdTIhCmrc0dQjIGJiBMgPJ89g2icJbzU3+8gaERaVsj/lEOyUCLtbiySB3t6hfRN8TF9GarKckX0hffaiQRZkKWTKRIrBqcvnGcM7iFE8nyVtS5PeHa+8dUwpESxhgT/Vw4FJRWLhYW89HgcniuR5ok/DzHJwaL4xNMklv2tEqUKRwKjDtBMlkhEt/bSnRpUCbY+vICSdlAFHa2dIuTOBMu4l5E0aTp5jrYnmQJE2kls3/Q2zDp++UYH3DIEkJqiAYkg2NEymtrc5dUlxGloZUIWFgSktRWOsc1Il6QHwibSashCMcCAM8kb8TT2xOO6CaETyrh8gNuJRzrjkkm20ILnlT3S7Sw8IumaXiuR5qYUJYuXTrpANPa2pqK9bKwSBmoMhL9Td+gEILxIgFEl5i0iKKQ/qD/GM1QqZyCJDCRFQRz1KbF5UKa5sNNhBCmg1HCRJXXRE7VECZT4r6mPpzxCBt3owc7+oVo4JcFYeLYYQ/QWFYgJOPFg50SdYJYsb6kZzGaXBhOnxWEaXVieszxOwageCadWFUc49mVbE841p+UI+difWmBtOaxsJi/mqaImtOk6cc//nF618TCIg0gMvLU7laZ7IkwxeuOjGMzUShsBEjN0eqE7vZEl6iagyxRybGoolCdUlfiq3TUTNDvIUz0yDu1UVeMjQcICcJlSJPW32ROwwXRYF1MiT4PBlvSV0RxSKu+1NzhEilT3ba6rlRE4bRIgQCnGui8YnytBrRDOuQHwbz33IEEERmL7wknJqkJesJBDFlGu5KXzAvSbmExfqRpjqfnrr/++vSuiYVFGvDSwU6ZxLAGWNdYOiZ1QnsLIks80ChhF4AfD5VSkCgmQSrmNi4Kjyn/nuuEiYbFOFVDmDZAmCZItY064m8IU3FeQITRmYC35YmQpb5hqWAjdbWsukh6sL1yqFMbQ/YNK6yKqIYjOkNFYGlhrmru7JPPKshNTWrVaJBID4qv1cCwpHbRUhGNa3J8rRLqm5LsCSfVdtLnb0i7e8+DtLCFxXhCcIk0zfX03HjYuXOn6uvrU8uXL1fZ1kzNwkcgGmGiTIi4SXeYSY6UDqXoTKaIbKlewheHiUzE3r2DEp2AHBBVmU/aER1hwodpUNJz6xtLJ9UmSVuYnkH5W1qBzLZpJ8cM0rO/tS+m5Uldab6k4hhgXzvSIylY3uMmtb4spJbXFEsD3S17BlVOdrbKzdYtVIjg5M8w0mRanaBZ4ntJw6FBEl+rxhLV4LQ6magSDqJOTzgE3RO1VyEixd+w3mihLCzmK7KdSJNx7Z+zpGlwcFB98YtfVE8//bQ6/fTT1ac+9Sn1zne+U/3qV7+S95ctW6Z+97vfqUWLFqVzfS0skgaRFDQgTFJrGkrlQiT9trNF+y619QzJ5E9z2bxAlghsEXoTKSBFQtTJdKmfLxhwCBMExBCmyUrW6dG3r40+bEOqpjRf1ZSGZm19DTExff6MmSapqxU1JXL8cGNv7R6Q99ACERHEUBLtkiEctGRAU4QZpZCm7KxpE7/4Viek1ojWQcrpMYjezdvqhIgleqXp9oQjTUGBAqQMIjiZXYaFxdxPzyk14tPec0mPGp/+9KfVd7/7XbVw4UL1ox/9SF155ZXqmWeeUT//+c/VL37xCxUIBNRnPvOZKX35l7/8ZXXaaaep4uJicRqnVcu2bdtilunv71cf/OAHVUVFhSoqKlJXXXWVOnz4cMwye/fuVZdffrkqKCiQz/nEJz6hhod1yNvgoYceUuvXr1d5eXnqxBNPVHfdddeY9bnzzjuF9OXn56tNmzapJ554YkrbY+EfEBF59LUWaYHBpMSERkoHUfiBtl6Z9Kiq2rSkTIgUhImJiUmX9irnnFTla8LE9hH9ISpG2oyJPCnC5BhXEhHBpDMZjx/69EEOGMxW1YZnJUUJ2SDax/EixbrfOWYQoXNPqhKyR6QMh/e9x+gFOCBE5MwTKtXZJ1a6hCnacy4i0Ua0aeyr3OysKZuQkhokRcZ3ogUjggkhJ1V2xpJy9bqTF0jEjs/lO9CKsf4v7O+Q8/Bwx4DsOyrhXr+8Wq2sLU3KlZ7oJ8QMGK8oC4v5LQTPkugx48CcjTT9+7//uxCNyy67TL366qvq5JNPVvfee6+69NJL5X3IyrXXXjulL//zn/8shAjiBMn527/9W3XRRReprVu3qsJCPZj/zd/8jXzP3XffrcLhsPrQhz4khO3RRx+V9+l1B2GCzD322GOqublZXXfddSo3N1d96UtfkmV27doly7z//e9XP/vZz9QDDzygbr75ZlVTU6MuvvhiWeaXv/yl+uhHP6q+973vCWH65je/Ke9B4mzrmLmHx3e1qn2tfTLR0vKEiRe9SWvvoIhxqRJjytx+GJ2OtheoDuerNXVhVZSEZ89sg+gIaSnTDLib6MbQqOof1oSA11ZPUM2GJublQ10ykQthaiwVHdBkgLjgCUSUA+uF2dg36MiIbBFh4meiOET+ViwqUWUFuZJaheSaHm1oh9Y3lUmaKxERIqLG9hfn58sz+3IqYv5ErU7Y55VFY1udTFYJh9B+KmQNoiaVgf26QGGuG6haWCRlbiktiSBN2n3fT8iKJEnlICG7d+9WdXV18nsoFFLPP/+8Oumkk+R3yEpDQ8OYCM9UcPToUSEokKlzzz1XdXR0qKqqKolmvfWtb5VlXnnlFdFPbd68WdKE//M//6Pe8IY3qIMHD6rq6mpZBuLzyU9+Uj4vGAzKzxCvF1980f2ua665RrW3t6v77rtPfocoQd6+/e1vy++jo6OyPR/+8IclFTkZOjs7hdSxziUl/nNIPp7AZHvXo7vUE7taVffgiCrIzZYUCWShrjSkFlcVig4FQoCmSdpn1JX4qhUFlyWTvSFJPPidCNPAkDPx52aLgzTLUImFq/WqBMSJifflQ51uiocIUzLNdfmO5/e3i8AZg8/zllWltQksGp/9TssTRNwcL3r5oUsiHXe0a1AiTiLy7h+SdWGbeUyUasOja/exXhFlo02jjxy6I6KJk9kZEFnS+y3a6mRBSZ46Oa7VyfiVcHlqaXWx/M107Bn4TFzaOVfPX7YgJoJmYTEf0T80ojbvOCY3uG9aUxtzbRNVX9MQVjedvSSl3zmV+TvpSBMRHYiT+4eBgMrJid6tIQKfaSiNFQbl5eXyvGXLFjU0NKQuvPBCdxkiXI2NjS5p4nnVqlUuYQJEiD7wgQ+ol156Sa1bt06W8X6GWeYjH/mIq9fiu0hBereHv+FvE2FgYEAe3p1u4Q/8/qVDrpYJz55DnYPSHoPoEiHf7Ye7RbjLRMedPzoUr29OpsD1w8TMejNJEv1iACGihK4IkkBlHx49CNfLCoMStaAlyOadx9RrR7rlc7zEic/c0dItESaiNuiAmiqSM6Q0veWIzmzESDFNhCm+5QmaHyoWVy0Oq9pwvhDeFw50CsE1HlHYPyDSn1QPNDIq5Iv9QLqVaCNkZqLjnbDVCe7hpWNbnUBkm8ephEOzBMmZLhE3Zqt8/4LifLeQwcLieNA0RSIRuX5nu+gkpdVzv//974WNmUgMaS4TvSFqMxPweZCYs846S61cuVJeO3TokESKSktjS8UhSLxnlvESJvO+eW+iZSA6VP61tbUJKUy0DJGt8fRYn//852e0zRapBSLu/3hmv0w0GFXqtExEiBECWkMCmHghHxsay0XXlOnoEpM0hAGtEcQGEsG6E9XID+RI+geSxDMRn/j1rSjKkzYvQpyOxhInyIiIkHsG1aLKAiEayWwvOi8iTJBLInB892y1PFnfUKYaKwp08+DDum0NxwzyVl2cL15ZyXpEyTkwGpGBGKsEvosIWj692xKsD6k/U6lmWp1w7kCWvNVtM6mESxZ4PZE6ZruJVmX6PLWwmD3LASeCOzKqZq/sJA2kKd6r6X3ve1/M7zO5qNE2QcAeeeQRNRdAVAoNlAEEjHSexewDzc1Te9qkWo47fogDkxmanSWVhTL57DjSLdVfTJikc2i8m8k7GITCEDj0LxAaokoQFSJhxfkBtXRBsUQ2IAfJaGAgTqcvqVB/8RAnNDCIlcX9uiRfrakvm/QaJZUHWeIhzug52pgxlRN2fMsTCBNkEIE0BpCQHEiviY71Do1IKuyUmpIpe2VBmrhbDQZyJOrId2NHgOGku8yg8U3qF/LD+pDGY10gQKZabbJKuBMqi1QoCWF3MhBbjHatZULPVVlk03IWxweyPUUaQz6soAtMJRKULiDu/u1vf6sefvhhVV9f776OuJvUGVEsb7SJ6jneM8vEV7mZ6jrvMvEVd/xO7hJtFmlGHomWMZ8RD6rweFhkBkwqCL2f3N2qXjvSJdEl8V1CODxEI9lymRiZfLUGZlhExFgPoDPJFIieSFSpS6dzIEtM2rmBbIkm0Vi2oig4Lf1LZRxxQhMA6SCdRJ+yycgX+wnNgFfrta4xnDIi4LY8cciAaXkCgT2xqkhC8hIZMxqigWFVlBeQBstEC6ezT9zKOYckIcpGYIobuImmjWl1Ul0khphmu8frCVfk6QnHdqQSnMd8l25tY6NMFscXAs5YNehDV/BApic+hNb33HOPWAIsXrw45v0NGzaIjoo0IFYDgGo2LAbOOOMM+Z1n/KOOHDniVrndf//9QohWrFjhLoOHlBcsYz6DFCDfxfdge+BNP0LoLPwDIiFUTj21p1XtaemRSZiJluPFBDOET09RnkyIRFkgAFx+REtOWlA85TLzlKyzU37Og3RX78CI6hnU2pfSUFCdXFMsOqVUTLwQpzX1peqZfW2idQL00Jvos00TXjGw7B2UkDgkhWq5VBAm0/LkQHuvS5YwmqTlCRE1ojroh7CCgNxC9CBsq2pL1JKqohkZi+r03KiqysuT9WBbAcRsV0uvq6Ei0oXea0lVtNUJVXMcs0SVcBQO1JVOrRJuKuMiZI70YFkoV0TwFhbHEwLONT88PA9I07Fjx8QzCezbt0/94Ac/EF3QG9/4Rql4m2pKjsq4//zP/xSvJqNBQjdFBIjnm266SdJgiMMhQpAsyA4icIBFAeToXe96l/rqV78qn/HZz35WPttEgrAaoCrulltuUTfeeKN68MEHxZSTijoDvoP046mnnqo2btwolgM9PT3qhhtumOouskgDmGhfPNAhDyY8Uhc8k/9uKi9Qw5FRtaelV3VHhqVGFa0MxKmyOE+trQ9nrFSbCRCBtomuUD5PlANTw0UVBVLFlerUFxO9NHhVesAheoTYPf57WDe8jvYc63FbxojWqyk1Wi8I7uEuyFBfTMsTRNxEcxBx8/1ECDtw+e4dkvdJn6IhQrw/UxDJQ9fGfkYzZlyGqZ6EHBKBIlpENaFJ17qVcES8BlJXCZcsOE/EfX0Qz7DSjDdFtrDIWKRpZA6n51544QUhRhAlbAYwtLzkkkuEWFBp9o1vfEO8nEykJhlglgnOP//8Mc2B3/3ud8vPfC6fT6SJajWq3r7zne+4y5JWI7VHtRxkCn8nyM8XvvAFdxkiWBAkPJ/uuOMOSQH+8Ic/dD2awNVXXy0WBbfeeqsQr7Vr14odQbw43GL2wKSLezdECeJxtKtfIktMKEyo9BpbWBISryIMB40BI8JhRLnrGspUU+X00jqpwuGuAZmA0VURAVtXVSh+UOmoRIMQbDvcJRomJv4VtSVq55EeicwBL3EihQmZMpV6FL5CCBCKz1TrJS1PpD9cfMuTkETVaJzMay8e0KX0/IyWq7ZUu3zzfqr2h6mcO+ocB7YXkA6lKbO0OnG2d9xKuHC+kLyZVMJNBUbLBNGrDftNBmthkX4wfkvTXicyPCd9mjCxxGYAz6Kf/vSnQlQgHUSaABEgyvb/8pe/qOMR1qcpdWASxUvnxYMdcrfPZEe6gpsOUiNEaMwExsSIrgmiRMoLgkQbC6IHmW5qSqQLR2jWn/U968TKtKUHuYxfPdwtEy5EhAgFEZuWrgHROA2MjIqoGaLQ3NkvfkhElyAHCI3Res3UA4h1gBxCljogQ/1aeI8IHd0SJf9ousRJG5E3vdqGRiSlSCrQ63uUiv1Be5XdDjGECJrUHCTpjatr3WMxXiVcQ2mB7MNUVMIlC777uX3tkq6kvQ9idAuL4w2vNHeKt5yMWXWlc9On6cknn5S01urVq9WaNWvU97//ffVXf/VXbpNeSJNJmVlYTBVMrrs8USXjqowGCD0O7SnidT/obzD+Q2sCYaJCakNjqZCmTAtn2R62AwLDJE3bj3TqqWh1Ajnj+xBVn1ClJ1vSk6c7dgREnIhgcPdGJSHEAMNHUoVUrEwXpqpMN0DWxpNEuqh0I9pVXhCUFNnOo91CBkgDGi8mvj+Vx4voJGk4yCPfY3RdVCSSXoMc0bSXzWVfzUYl3NSjTEOSNiQKZmFx3Ho1qSwZN/yGpEeF1tZWt5KMHnCkwcrKytz3+bmrqys9a2kxb4Fp4zN728V5Go3SESeqNOpEldY1lsmzd1IlYgBJONSpG6aS6kLIe8Hyal+YVAJ6jVGyTxoMIXY6248QjcMpm0hJbVlImtV69xfEyfg4sSxvYWdANG6mzV8hJntp5utpeVJZGFTLF2l7AI6jsTDgfUgbx2htQ1gtqihKGZGEpEIaTcsRIjZElxaGQ0KoX7dsgUSe2E9DalQ9f6BDNFSzUQmXLFgPjiHkjXVJp/u6hYX/+88pX6bnpnQrFX83mOm7eYu5Cy4GJq7Hdx4ToTAkqK1vUOXlZKum8kJVVxYao62JFy5DSCinJ6qxtqHcN4SJiQ/hN5EMqrHQ8qQLELOdLfhSDYpX04bGsoRRI4gTjWxfPdKl6ktDM47uQDaILBHJMWk2TXJLVY2jwzkiuian7UnfsIIDoJvikSpiEt/qBOE3QvsLTl4gjumkboOBLBFyQxh5HhwaVfuO9UrKMt2VcFMBUTAiXtwAJNPmxsJifruCZ4nWcU6TJsTZpiKtv79fqtJMY11vSxELi4nSJ68c6lKbd7RIU1ZSckz8kJ/1CaJKXrdmliX1Io7eeQHRyfC3uGYvSINj9XQAkdvpeCTRNw0NUbpuLtBMbT/SJR5CEAX8jCYScUMiNi3Wla8pb3lSFxZyyKZCaPceQzOlRd5YreCqTQ+5mUa2xmt1AlniHLps1QJ11fp6aRVz12O7JepEFOqZPe2y7vwdqCjMnZVKuKlEXI0AffnCzBqvWlhkGtk07SXSNJdJU7wb+Dvf+c4xy1x33XWpWSuLeQeiRJCeR19rkeapRItIxRXmBzRZGkeEzN8xMSIeJp3CBIhGB63MC/s7JOVyWtPkTtez5cekdUxDko+n191MPIYmApP/K4c6VWv3oAwuGxeXT9qHbaZkELKE1ixRyxPuDCFxe0z0qU8bMy5w2p6kqtGsaXXCuYOWjZQWZPCyVQvVm9fVScQIGF8s3odQKTWk8nOzRdcUDgUk7euHc8YAbVX3wJAK5mSrJQtslMni+EaOpOf8WT2X9CiLDYCFxXSAnuXR7S3iUk0EgjQEvb9W15Wq8qLxK6aYhCFalNAzUWPyd90ZTRLV+P+f2Cdu3wuK8lJWoj5TkK4STcrAsBDBZPujTSda9+rhLomykWI6fXHFuKQzpS1P0CQNxLY8gRTqKKDpITekegZGJMqWKr+nRK1O0E5h4XDlujr1xjW1aoFjAEkKDuNTCgRMA2O0Va9fXq2aO/vU4ztbRefkJ8KERs/0uzthQZFrrmlhcbw37R2ey5EmC4upAgJBZInyUaIURIswLTt5YbGUoY83cRFNEvGwo4dhuQuXV6sbz14kkYu7t+yX1B59iUix+AFU8rGNCKLrywskPZQOEHnb0dItaUqIJAQSH6F0TORUconBo6flCT5KtBjhZ+4CiRiiJzI95CT61FQmjWtToRGCgLIebC+kAkNK2s1ctrJGXbJyoSovynOjmE/tbhUiTdSG88Okce98xzoR4n/9D9skGkgq008QPdbAsOwvKh8tLI535JhIkyVNFscDSOX8+dWjkj6jdcbull5FLxNE0dgGTFTeTjQDQ0tE1EySeDLdePYSdeYJFfJ32w93SQSBybqpMnOVTvHRGGMvQLpxbX1p2iIZOFlDZCBnRHrwEUolaB3C5xuDxfiWJ5iKQjzQE4l5pfT1G5IyfggV65MKPQ4RK4gzei1+ZvCEiL1hTa16/Ypq0VFBrrce7FRb9rQKIaeggGgUJ1sQczylxOelsjhfUoa4CzME+6VgAEA8D3foKBPbl2lvMQsL/1gOKNfB30+wV6hFSsGEe+8LzWrHkS4xWyRigQiYaqCJSqiZPJj4uOsmQkDj1CvX16l3nb5IhQui6bcndreKYSETeWNZeqI5U478HNWEiQscHVO6iBzpOKwMiOAhYF5VnzqR+UQtT2hpwmQu5pXdA2pfG41rtcibIU2WWVg8Y00Vn89nQgxbSckODIuT+KLKAnXF2np1/slV8h2IprfsaVPP7G2T9d3f3qsOdwyI7xREEl0TxwSjzcYKrQ8iZQi5ZW/5RWTNzcW2Q12yzawYruMWFhZK2mMRabKkyWLeggmPViYPbTsqhGlvW59oTpIpL4cM7GrpFmNEStdPXlii3nvuErU6jhQgQqZUnCgHFUYzMWRMFRAl60qyYSldR2ic1kq5ngFVlJerTmsqT4mPj2kmvN/TLFdanlDttrDY9Zci2oPImwgXkzxkGI0ZTt4z7evHuYN43riZsy8lSlRdLJqls06qlOgQ+4B0L+fZoY4+ta+1T/YHGisqKb2VcGigAIQdoINindlnmbYWAOxndGkQO6r6IJ3p9PKysJiLmqbRSEQefqhwNbCkySIld8x/fPmwen5fu3r5UJdEKiA1k2ltiBiQuqOnnOhP8nPVu09rUFdtqE8YtSAVg7aFC8gIfzMJiMRex8SSbT2xqjjtlXJs+8bFZTNuZpu45YlSC0vyJM0WdoTlkFgE7hArJvreoRFpu8IyCKxnEukyvluk1KiMFF1PlhJzzqs21KmNiyqEcEPUHtne4rbVISLJvkevtNZp/+JdDwZZiAjciCgYELuBkVGVwxdkGIjZdxzlvNENhCkaIDVnYWERq2ki0MQ1ku2D69bAkiaLGU8Av32+WdIhTOyEVbEAmMiPh8kS40N0SZAltCaUgL/vvCXqxAWJiQcXDhVRiHzpUZbpaAHpRGMvkJebrdY1lKYl8pWoUm4mVXljWp7I/tfWACtqi10CQlQGQgVJgQQTqaEVyca6colCzeTOL6bVCZ/dr927aYHz1g0NYpBJVZ6phHuluUsiS5Cl/qFRWUcibeP1hIPEs0201YmJNA2PyvmZKZh+eET10GpBCDmeFT7xGLOw8FukKRKJqJGRUd+k1IElTRbTAifz8/s71IOvHBHCxISGwSSptYkIDWkTHKyZNJgwSWdde3qjunRlzYRpPKqjMP/rHBhSpy6Mtu9J9zbS+4iIGJ5DRHx45ne2AyLDa/hGpaNPGd+PKD5VlXLjtjzxRI0gpxCUA550HSXwq2pL1JKqooS+U5AgtGhkC0tDQfFDShSB4rNJsRqROUSGZc88sVK9dUO9YwRKC5reMZVw/C3ruLahcNJ9zbEZHokIyYNgG00TZCpThQOGZKMb49wX4reozKbkLCwmMLcE3FRnPq8QhSVNFlMGpOGBl49IN3aiP0SLli0sUjUl4/vfSMWVpxQced+5J1Wpm89d7BoSToSXDnbIhEubFSqnUg2TKoLICTEa0pMspIkJmweVZdGfdSUWWpR0lPwDBNHotyA5i2ZQKUckh/0e0/KkIFesAYz1A9tPCo4IFKk60mUcSr4TIfh46UAjhKfSDRKEgJ/UHmQM00mOFcsc7hxw+8LRC46y///vZO3ezT4kDI9TfKJKuNpwvmx/snebbB+RspqSfJfkoYfi9XQagE4m+EbAz7lPpI6UnJ/uni0s/ITsLC0GB0SN/QRLmiymBIjL755vlrvml5103KlNE98xoz8RG4EeLfIlZXLDWYvVuUurkkqzMeHxfZAI+qalo5yfdCF2BqSuhh1ixGTPpM065mZnCXEoystWoWCOKgwGVEkoV0hHuivlqkryxojip9ryBDLYG9fyxKQTmcgxHUWE3eFsf21pvuiWJjMONRWP6KMgQpAyPoNIFeJtHhApoj88ikMB8Vi6Yn2dVLoxID69t109vadVjm+iSrippmL5Ho6fVyeE2zapvfLC7Bgizyen0+iSfWHSq0bw7ZciBgsLvyIrK8u94fGbK7glTRZJAQLx4oFO9eArhyWyQIPdysI8dXJt8bhVXExcRDhIxzB5YGz5htU16vozF0lz2WRBBALywGReV5765rdMZtgYmIm/vjhfTBoRGhfk5ahQbkDl4vszS3oYUynHREul3MYpVsolbHmSp9vVeE0n2W5IT4uQKh2JqSzKk4o40lqTbS+RI+OCXhsOSSsXjjlaNdzfIS9sC6AvXEVRUK1pKBXNEss9tuOYVMKJ59MElXBTBdsBGhyDUW1loKvnTKSJgfi5/e1yTjWUhaSwIBXViF7g8k0fQs4rUphm//vJjdzCwq8IOOMU162fYEmTxaRAkPvIay0SiUHsjYAY08DaCaI+RC12He2Rpq00dWX5m89eok5dNLWeX0x4Ww92yASERiXVLSaYvLc7xpRMmmcsqciozoTUJ6mcaE+55CvlTMsT7eIdbXmypi6sfbKcOzeWQ4xMTz80S6bp7pr68ITH1AuI0s6jRMIGhQBzXIkaQZAhCQx4JopDPzXICaJ5iNJLBzulAg99kbhhT1AJN1VwvkivuSzlRppIt/YNDse4gbMMRJGUJfuLdOXiikJpsTJT3RPfQ+ROBN89gxJpO21JxZRuFCwsjnfkOuMVnR/8BEuaLMYFEwqTHLolNCZ7W3tk4p0oHcddAVGoQ526jBxTxHdsbFTXbGyUiXE6aTOTYqJJb6pBpIWIDtEJKrIySZiIELGvISRM9JuWlCdVKZdMyxNDEFkOrZD0ketHiJ2j1jaE1aKKoqTTYEQNSZdyfhDBWlVXIpE60+qEyBZEiT5qaKKI7og9Q2uvrCORKI4n38e6k6ZNlU4NcTukMC8nxyVNRLvi3cD7h7XuiYEZUsr6tPUMqZJQt2oqLxTd0VScw/ksbiYg3xh/QkRJRxOxQ/A9UTWphYXFWGAPIpW8ozbSZOFzMOn+ZccxqY5jkkVbw91zY3nhuD3FjJCaCRFdEELqlfVh9b5zl6jlNeFpr4t4MzkTbFVRavVDkCUxVHRakjBRZgqkyjRhGpS0FhqmmnBoxi1PvBYPRD4gPLh9o6lB4I2B5FQiKxCQbYc0sWMoo6Lt5eYu3ah3cESIBpqdJQsKhThxLuxu6RRPIsgUxA0iReTr5YParPO1w92yvYkq86YK9h0Epig/R5U7RqOJ3MAHhkbVyEhEyNr5y6rkpmCboz2C/KDBI23XUF4gxHC8iJYhSux7vhviC3HjEqkvK5BUpBV8W1hMHehluWYpxvETLGmycMGgT5sS2lMwEVPmz2SDaNh0tE8EJgqWNdVBpQVBdf2ZTepNa+pm1OcL3QlEgshIqr2ZSIPtONItkyR6GwwVM6U1gYiwnURq2N/rm0qFoI4HU7of3/KE9BIO7KZ/mfFkIlVEmpRjw00bQvzlNcVTjn5AhEnPUjLPMec4o0eCPJD2QmCOmSQi7mMe00rIEnuWyNOb1taq85bqdiikXb/5x+2i+yHSR4pvpulXQ5qqi6N9CRO5gRNpImXIenPcabIMaeYY4AsFUX+pf0huGEhZNlUUSqSUCF1b36AQbWNjwGdx3CBHpBeXhvOlopLlrX7JwmKGTXutpsnCb2DAf3pvm3jjoImBABH5WFgSiknvxINJGV0MaRcmRyZzPIvec84SiSTMFNztQw6Y9FYsTF1qjvU2DXb5mX5xmYoGQHpecSJMDA4Qh/EsGMZreQIJOjmuDQf7DLJEJIflSPdhYHlKXYlM7FMFpOOZfe2OBkqLuznmRTQobghLSgtmxPqZyBdkkP1KFIk+gqc5Dt8GK2rD6vNvOkX90x+2qRcPdEiLlNMWlU9asTcRIF9SOeeIwEFPAjdwIk1E6hD6G0Bw2Ec8SLHhbt/c3ifVb6SI0dRBtIQoDY2ITQKaMSKCVBsSCfVDA2kLi/lkcDnks/5zljQdx2AiZLJ6fFerlIhDlohGUBW3ui48oYkgEyLLMykzQdKH7LozmtSFy6tTkmYxqTn8ffJzsmVyThUghkTFIBZr6kslYpIJMDGTEqJ6jXFh05IK2Y9JtzwJOy1PPLonokEYWIoRKDYDA9qTaUNTuaoumXrbE/FvckTfkExTDYeJJWlAUlCileroV4fRVA1oawPIxNknVQlZOqU2PG6UsKY0pG594wr1rQe2S0oY4nTqonKp4ptJ5RzrZdCTwA0c0sN6j0fQOCcoCugZGJLqTfrcUYxA+rMkP6AaygqEKLEfrH2AhUX6mvZyc+MnWNJ0nMB0kKdaCR0Mz6RWjEcP5Kc0lKs2LppYDM1EA+mAZPG3TMKvX1GtbjxrcUr7waGRIRrEOqayTFtcsR3xN2mXJVUzj4hNB3z/qw5hIkJz5pKx7TQkvdY7JLYNE7U8AUSpOC4cV8gSRBbbBAwsx9OhTQRK5CGWfCafp9czS9KttIwhukJbFzRs6KUgoBARvKsuW7lAvXldrUQpkzlukL5bLjlZ/fB/d6k/vHRIPb7zmJBZUmZTgeiMIHVZSrRIBvFu4AzC/A6KJylOIIUJ4VxVO6Jaewcl2kRq0abdLCxmJ9KEu7+fYEnTPAWaHUwCIR2k0EiZMFEzuVHhJOLVPl2GjeEgHjKTRVyYtMWksndQPmNRZYG66ewlckee6rtt483ETUYyjuHJRtbwP0KPQhSNyT8Tkx8prNeOdEkER2wOTqgYkzKDkOKBpI+TTq9VxLU8ARw/IiBEoVgOgpObna1OoXJuQdGU047xrU6I0jB4cW7wjIs76S58mCRa169TX0SGrlhXJz5clO1PFWiZ3n/eCfI5/75ln6QCaQ6MVUWyx8i0uWGbOTcN4t3AdWpOd05PJPJOhGBuzrS2y8LCYmaaJsYkP8GSpnkEJo0ndrWqXS3dQpTE2NCpqoIoUNWT5UxQxaEcEQ2XFeSKw/VEExNRDOP8zGSO78xbN9Spa09fJCLqVEN7M3XKNnBnnwqdiPRxwzeqd0iqMU5bVJq0/1EqAcHBHJTIDRPxmUvKVYknvZao5UlZXMsTsz2QYNGT9Q25rWkQYqNvmmovPI5xfKsTqt8gMUSUCnJzpBgAMmsq4SAe6KkgSqRly5xqtZkMkm87tV56GP7wf3dKJA5t3aq60phIGdvOd3MHSjmyPI+M6jQclXN5gZj0nnYDH5E+hwBixd/jJWU1SBYW/kS2jTRZpBNEJe7felgIE1ojyAGnGu0/IEXVYYSqeaLhSDZVYyZmKoj4PCZwGvK+99wl02rrkSwgZ6T/qMDCnToVONw1IBEUyAWkIpWpxGRhKhKJMFG1RUrOpEIhB+hmiN5M1PIE8L637YlUi5Xky77yErBkwN/qlK0mSxxjSPGiigJVXRKSYz/QPyJpLEwpvZVwb15bKx5Lqeznxjn1upMXCOm544FXxf+px9FlGXIE6eHukyibPEaVGnF+5sahqbLQrcKLuoFH5DoAEChIIqnG6bqOW1hYzI7lwLC0s/IPLGma42CSeHRHi3pqV6ukzihDLwkFxAiyvEC7Lk+H3JDe293Sq446RAOydfVpDeqqDfVpb3oq3kySuspSlXE6n+mACMSelh4hgEzGy1JYiZcMmLhJn6H/oUqOdOjpi8tFL5Oo5UlRgpYnAEIDOZZecn1Dkr4irbesukjVhPNV9hTagHB8m13x9rCU6kMqTqgqlFQcv2873CmGjxA8CJ9UwjWE1ZXrxlbCpRqr6sPqtjeuULf/4VW1tRkX+kG5CWBvQCAhO7S2CQZoc5MtaTZIJlG585Yt8GznqBBSrxu4IV1FITv8WVj4FQHnOrc+TRYpA6XnRJfwuaEKi5MLskR6Y7pRIGOEyAQPWcJJmQn8vectUScuKFbpBpEEvIBo3oqGZ6aRACZHBOWIeKnqW98Ym+pJN4ho7DrWI+J7okiQHGwZ2KydLd2iO3NbngTHtjwx+wRixWcQZYJYkbZcWlYshODVI93yPtEYhNiQrsJgIKHODJIGAeIY8700sS3MyxFBPBEmdG772jq0+SNaAumFopKqhEs1GsoL1d+/ZaX649bDsp7hgoCIxtlOqtbYTvbZRH0BdcpOD7rGM4wKQ+3RZIc/Cwu/p+dGrKbJYqZgEqU0+6ndbUKY9rf3yR32hsbwjO7+iS4wkZMWY3ImKvOOTY3q0pU1s6b9gOAwoTPZpSI1B/kjwgRZwANoNtuk8L2kS0ltQkBJj65rKhVdkyFARJek5UltiTqxKla4zWDBcgfao75M6LDEiJMWM5398h0IsY+JlYLW6KBFgiBA0Ig6Qi4gOkTviFIZ8TbVdZgwckfHPpfKMw/Ki4Lq7BMqp1QJl2oQ4bxiff20/964gQP2C0DbB2lKpY2FhYVFmoTgkVG5mfdLxaodNeYYKAG//6VDasfRHhHK4j9D24rpePAYkLpobu8XAbIRFOPafNM5i1NWuTal1FzngEQQZkpwiOzgSo32R9qklIZmjdSiBYIckd5Cb0PrkHB+rmyfaXlC5dzS6iJpZeJ1wjYtaUjF4cmEiSSHls/AtJHefjT0ZbsgRjS6RbjN9rb2aGsCPp+UHyQMIgUxgjxwbCFRRKT4HcE5BAJCwSDFz5C7C1dUT7sSzk/wuoFz58q+pXkvz5PZDVhYWGTeciAS0TeQdBrwA+yoMUfAwE/z3CfRLh3tFvKErxKps5lEgUjRiI1Az6BM5lRD3XDWYhH4zmYaCzDRI5SG6EByZgK2S9qkdA9KOgdB9WzcqRD54fjQvgTyAjlhnxLd2dHSPW7LEwNIq/Tvc6JTkBhMFLEQIEKy7ZC2TEDfxD5iu0jllRUGXUPH0dFRiT6+erhboofGkBLDSYwZ+UwIF3dxUkE4NCKRJ1MJ9/oVCzNm+JlqxLuBQxRJ1yExtZEmCwv/m1uORrS3WqpMk2cKO2rMAaBBwfQPcsOkiYj35BlGl2DuRDJMfzBYPBPm9WcuUhXTdGOeKXRz3n5pBIvx5HTB/hHjyJ4BudBOaypP+wUn0aUWJ7rktJTBIiA3kK0NJ50IXqKWJwBiw/GQ/n2O1oj0KClKbB32OscKEshAQusXXKm9x9/0mqMYAFIEQYAwkOJCVI5mSbtaI7LM1oaUgyNpq4TzA9jGQY8buE7NjcoNASTSwsLC35EmpaiajahZVFZMiPk1Qs5DPLuvXT3w8mG162i32ovYN5QrndNn0tiUCXUXnkV9g9KZHgPBm89eIn3PMpU39nozlebnTrsXHGQFYokuixL1M5aUq+I0eEl5QYpLbB4cvyRSXRhQQqQgbuO1PAFM6Aj62W7d101bDayrL5UWI0zyVI/RRoUIE1GzU5vKYqwFTJsVyDURKiPwJsrFd0JAcXznfSrH3J5ws1QJl0nQRgbht9k+IwKXlKVP7lwtLCzGgkSHKQRiLPULLGnyOUjNoE1p7hiQCIXX4HAmWhuiS6SGrt3YqK7e2Cg6l0yCdKNEUnoG1eq60ml9BuQB40gIExEGtD7p9GOKjy4R4SoM6ooutoP3+f4VNbEtTwDRDnRkbDNkidRoflC3KGmqKJS7LKJObA9ECKLjTccZLZrottqxhdDpVUgRRQFrGkqlh+CR7gH13L72aE+4YHI94eYL4t3AIaEjHs8mCwsLfyIrK8vVMZliDj/Akiafgz5jF568UHX27Zd+X9OBERaLVoaWHEMjamV9WL3v3CVqeU1Y+QEYJ1LZhWCZqq3pwJTlE0mjEm2muqipRJfgHqTRuLghTNglrKgNq8qiWLJkLB2ILhknb5rALqsuFkE4ERD6vvHZVM3xWehvSMeZHnxE09hXRI5MBR4Eje/c0FQsESb8l57d3y7kEV1TuCBXXb5K94RbUpmZSrhMYIwbuBNponLQwsLC38h1vOdspMliSpiJYJUJgwlYtDJ9QyLwvf7MJvWmNXWub02mAdFAgwQJIK01HW8mtg/dD2koyuhPSZPwmwgR1Wu0G6EyjuhSPqnSLITswwlbnnib77KOpEWJ9CFwRJe0vKZYIiFEglh/CBFkiQdk5zQnHSetTog6On3hSMNRmVdVlK+WLaQCL1vSfBxvYytQNcOecHMZidzAdQuV0TECfAsLC/8h4ESafBRosqRpPk8YTKDSm8wRJmOqSAsU0j9+Ak108RyC4DWWTz3yBXnA34noD3ogojLpSDtJRd5RfJ8GJB3HPkZQTW82vpeUmLQ8iSNrRHtoewIhMs13iSBiIQDZOtCu9UyQJkgYxpIQnqaKArW6XqcqEYkTRSPNBjlDVU4hABEqPgOxOZqn+J5w86kSbqqIcQPP06SJVJ24gVvSZGHhewSysyXSbiNNFmnXcVBpx+RORIK+ZNef0aQuWF7tK/ErJImozZY9bZKyCuUGpLXIdCrlICRs28bF5TMSyScC5Ajd0J5WbQXARKyh+/pBXBriWp7Iug2NqL1tvepIp+4nx3Eh/UZ0iagzZBGCJETJ8VAiakV6klQc1XNE3yC/RI44lhCk2nC+WrqgWA1RAdmuqx/T3RNuLns0KWe/EqnjmABIroWFxdyooBvyUajp+B5V5xm4g0ZQTbNbUnGkh16/olrdeNbijDSoTUQ+SD2RPkKQToNaeoqhCyKKwoQ/40q5FE+GTLJUr0F6+B6iFoBeZ1QdLqqIbXkCmJw5DsZqgBYp8jfBgFStIewXkhRRKi83WyriaH1D9InJnCgTZInKSaJbTP6UzEOkTlhQKBEpPJ8gUaYSbk1DWNJw87kSbjqVc4PDumMdFY1EmYjCEQk0fegsLCz87wo+7KOmvZY0zRMwOYtJZe+gRCUWVRaom85eos5YUpGwB9lsR5MgSVSaQZogSuh1WhwSAnEgrVU3Bc2NqZRDy5SuSjmIHG1QSIdBXgA6MMjSkriWJ4BtoZIOQbpx5R4dVTJBQ4SwEwgGImIbsaQ4T9JrWBCYCBURLI4hpIpjyHbxHQi3SdWxHq8e6ibdCakAAE3TSURBVHYr4fjcs5dWiW3AytpwRo+zv93As2Tf9DukiV516L8sLCz8jewsJ9Jk03MWqQJRDXRLRDWILjEZvHVDnbr29EVSzTXboPILsTIaHsiSET6T1oIMcPcPSSjKyxVNz4KSvGml0/Y5lXJ8bqor5UiXPbO3XfYtqTHAOrO+uHjHry8EDhIo+jGnIg5Q7TjqvAf5OX1JmVS4xUemIEhEpgwB5EE6CXF3vXgsDapXDnW5lXClx2kl3EzdwEUEPjIqx8/uMwuLuZOeG3aabvsBljTNUZiJmggOxIHUw8k1Jeq95yxRq+tnp2VIfFWYeSDIhjgQ9WrpGpRliCbhVYSTOWRuOhVyBkSrEEajY6pJYaUc6T7t8zQgRIXIBKDqbH1jaUKNENEkCCLHgujS0OioaMiWLihSe1rRM7H9Sm06odwtewfsky6HLLEdECciUWikcAGvKs4XEvVSc2e0Eq74+K2Em4kbeMB1A3dE4AVWz2RhMafScyOWNFnMMBKyu6VXWo5ATnC8vvq0BnXVhvpZEf+SRhKC5ESSEHFLhKV3UB3tHhBxM3f3hcHAjKJJ41ewOZVyISrlymdcKUc0CLE2qTjSXpA9QIUV6c1wguozSCrEDQInlW/iBRQUw8hwKKC2NndJ+hGys2lxhUuY3FYnuHc7/f74W75rbX1Yton9ufVgx5hKuItW1IgFgUVyQO8F8aWVDeC8tB5NFhZzBzlOem44YtNzgocfflh97WtfU1u2bFHNzc3qnnvuUW95y1vc95lgbrvtNvWDH/xAtbe3q7POOkt997vfVSeddJK7TGtrq/rwhz+s/vu//1tlZ2erq666St1xxx2qqCgqKn7++efVBz/4QfXkk0+qqqoqWf6WW26JWZe7775bfe5zn1O7d++Wz//KV76iLrvsMuUnGGNETCohKYMjESEN7zl3sTpxQbEsY6IjqfZgIrX2SnOX7oFGxZaThoI0GKEyUZKFxSG1oCQoguxUR7sgJ68c6hTCJJVyi8pnJHo2pp87W7qlBxuEz2BtQ5m2BIgDuXVtoomxpE6lFecH1Ma6clVXFpKo0svNnRIlgoDR8gbfKBMZPGBanWC6OKhbnayvKZbjxbHFfsBWwqUGpIL7vW7gjqbJ2g1YWMwuIpGIRHlHzLPzwKvO+7t5XxqNDw7Lz5gOUCG8eUeLjKFkFzKJjI4ePT09as2aNerGG29UV1555Zj3v/rVr6pvfetb6ic/+YlavHixkJqLL75Ybd26VeXn6x137bXXCuG6//771dDQkLrhhhvUe9/7XvXzn/9c3u/s7FQXXXSRuvDCC9X3vvc99cILL8j3lZaWynLgscceU29/+9vVl7/8ZfWGN7xB/hby9vTTT6uVK1cqP2DQ9CDr1mmgyuI8de3pTeqSUxYKccBs8dm97TJh9wxox2/SdFR3TTcSA0GgOu3FAx2SBmRShyThBwSY6NHXQC5IvaWzJQfRn1cPdQmxgZicvnj6lXJcwPgs7aPKsFeTP6J3gO0468TKMaSTixcNFS7dkCWOQV5ujlpdFxY9FSSOiBU2Aib6dEpdiWooC7nu3XwP6TxpdRLKVSvrwkI2EY97K+EQtb9lXa2thEuhGzjHnOggz5Y0WVhMDK4TQ2gY1+JJzYhLemJ/j3+fmxRSayOjo/J58rmez+eZ8XzU88xnDA1HFP8ZkKJDX8rfMA9lElkR1toHICrhjTSxWrW1tepjH/uY+vjHPy6vdXR0qOrqanXXXXepa665Rr388stqxYoVEkE69dRTZZn77rtPIkT79++Xvycy9ZnPfEYdOnRIBYM6zfKpT31K/eY3v1GvvPKK/H711VcLgfvtb3/rrs/pp5+u1q5dK0QrGUDOwuGwrGNJSUnK9gv74a5Hd6ufPb5HJmYO1lknVKibz1kiZerbj3RLabrpgQYRYPLl7ho/n4byQrVpcblaUVciJe3JgCjJCwc6pIEunwlZ4ISF8ZcUBFRNSb4qL8ybtQmd9dl+WFfKQczYnoqiqD5oKoC4kFaDhEFsmEgB+5YKtCVVhTF6KxON2tvaozr7hh0rByVESbtw57jLUfm2X7RWg+qEqkKp5qO/nLfVSXlhUJ1QVeSmBL2VcBsWldtKuBSB4/HNP26XZtfLa0okdfr4rlYhsBefUq2KrE+TxXEezUlIekYjMk4NO+8ZMhNPbCKOrEG/FyVA8qyiv6cS5sacyPvHLlqW0s+eyvzt21uuXbt2CdEhQmTARm3atElt3rxZSBPPRIwMYQIsT5ru8ccfV1dccYUsc+6557qECRCtIv3W1tamysrKZJmPfvSjMd/PMhCr8TAwMCAP705PBw529Ksnd7fKSQpJoWkvk8B/PXdQ9Q0yiQ9LW41mSE1WloQuyxYE1d62HvXq4W712tEe9dz+dnkdEfaGRWVq+cKSMQ1LqSqCgL2wv0O0PTpV1KcJWG5ALVtQpKrDoVlv8AppE2uBrgHZflzNp+NwjRaKirvWbowmhz0GlbpnHC7iEEEvsEaQ6j8nGsVAUldKA96SMZMun32grU+10PoklCutO6h46+qLtjppqghJSpX9GlMJt7pavXltja2ES4MbOPu+MC9HGvXSPgWtnV/aB1kc3zAkY6JoTSJSY97HzoRzWqI5vD6SfDQnlvR4fvZEdwwYkxj2cebOztbibJy68T7TP9NYV/9sii8gXqyj+Wzjb+f5VEURMZ9DxTfzUWEwIC3DivP0cyg3R4pjnth1TPUNjYo5Mx5/jJmZhG9JE4QJEFnygt/NezwvWLAg5v1AIKDKy8tjliG1F/8Z5j1IE88TfU8ikMr7/Oc/r9INGr4SISI9hu6G6M/Ooz1yEnNBcJJiwFhbGhJXajQy+YFsVVWSp0ZHMVnsFw3Uc/s6JNX2l53HVE1pvlrfWCYtOuiVRrPclw52uBElnhHVVBQEhSCk2jAyWZDSMn3zuKgQZU91XSB9aJD4DOPKrb0/GAKUGEayH7xRM5YhGiX9+kinDY2KOzfptvKC2Aa8gP1FJEq0Vg6phBhxfPBiwgGcCRxi5a2EI6p0ua2ES6tHE0eDaKCQ3pGIDPR+csW3mPvRnKlGcuKjOWMIDc9qnCiOhxCZ5ePByMYQZcgOUevcbEgKj2xNchyiQ6Ac4oIsgD5veJjlOr9TQMHf8TOfYSrZEpoWdw+o/a19cr2REmcbWZ4blPzcbHkmms6jMEjnh4C8xvdNdKOYkzUq36kJmC+SYv4lTX7Hpz/96ZjoFJGmhoaGlH8PAz6T9VN7WlVBMFu19g661V1ekJYjKsPkD0MvKwyKuzT6jY2LK+TigoAwmRM9gXzVhg9Lmgs2D0EhhQThQoBMCi5TkwsXBwRj7zEI06AqDgVEwzSVFitcuOwToy9C58W1ycXKnRAX4qr6sGoqL3AvWnRNECz2o/zN4IgK5+eqdfWlqqY0lPDiRksGicVagcGSuz8mbFKjNO3FDRzSairhIGmXr9I94WwlXPoA8fW6gRN5YuCNj7BazG8YchGfsopGa8ams7yRHK3L0efO0DjRnIlJz9j3kormZBlSEyU5ORAZ52dDcnhfSE5An+dCdpyoj/mcdEWvI05xC2N1B03IiaqPRsRyhWwIY+dMZQZsA6svZNWSpomxcOFCeT58+LCqqalxX+d3tEZmmSNHjsT83fDwsFTUmb/nmb/xwvw+2TLm/UTIy8uTR7pBFOPPrx6N6aMFkUIbQ+k06R4dEh2RCIbR3RAx4uKBRHExEaEhrEnkCFHeoc4BSd9lH+2R8Cgk69Sm0rRUvU0FXBy7j/Wq/W060kPKDMKE6DoZQHxIkxlxNaSFwYUKNwYS9g3RNdJxJSGd5mNQRHsEcTT6o/xgjlrXUCrNjROlJCFlpN+YnCFOgP2NPQBElO9hO2wlXGYASfa6gRONtXYDczOaI+RlqqRnRJMd0uQJozlJanLGi+ZAb7Ljojn4gZH+JXITJTo6eiOvyc/R6E3AGZ+FCDlEB5Ljdz1jxLFNIbIk2tD+IbkRJXq+ojZxNH5m5pZZcjyQkPgBvh29SalBWh544AGXJBHNQav0gQ98QH4/44wzxIoAy4INGzbIaw8++KCkpdA+mWUQglNZl5ur7+yptFu2bJmk5swyfM9HPvIR9/tZhtczDYgObTeIjHACcd5ADMxEzQmlLzR9V5Gbl60HEifPzaTe41Sf7WvTdyNCpALZksrj3EZQTvoJl+5MEiYGJ6I2kJeWngG5CDclWUHGBMnf4Yze5RAfyCXtWfhcSExP/7AIvRFai6jesXAgAkf6zNwpEaEj1clQSZqOQUwGxqwsGRykimNUk1VE3Mb9u7Y0XxuOtvTYSjifuYEbTRORRotZiOZ4U1TxxCbmPSe1FaHKytHnmGiOmromx7yXKJWTMJpj0lRO+klHbrzpK0N0dDRHbkTN8jlOyiuN0Ry/oRNtaGvUzJfriiKL5YsoNMpL+X7QKUF+0vOZH5DREaS7u1u99tprMeLvZ599VjRJjY2NQmL+4R/+QXyTjOUAFXGmwm758uXqkksuUe95z3ukyg1i9KEPfUhE4iwH3vGOd4j26KabblKf/OQn1Ysvvig+Tt/4xjfc7/3rv/5rdd5556nbb79dXX755eoXv/iFeuqpp9T3v/99lWmQ9718da1UZFHaT7dnKr4QEfcP8fOwnLhEPpjQJQ2h9CAUf44xkEC4THm9AWQDgkFaD+duk7uGVBVI3pmQb5bOcZufs3WeO1VgYEWIjv8R24pG69SmsklThAywEKWDHTq9CGHiro7+cAx4pPe4wHnttEXlQqLMNpOmZF+09SDyHo2ZcLcd7lJ8s2ifZKDVP5vSdRO9y80ZVYsqOS46/Yk3UEGe7QnnOzdwR2dh7QY0TLojnrgkjORMQHq4/qYazTHpqxlFc7Kc9JRDXoTcjBPNkdSVvDd3ojl+g+g8neh/V5++WeSGnmj8wtLQjDo8TAQhpDL6Khlj/YCMjiAQk9e97nXu70YjdP3114utAAaUWAHgp0RE6eyzzxZLAePRBH72s58JUbrgggtcc0u8nbwVd3/4wx/E3JJoVGVlpbr11ltdjyZw5plnijfTZz/7WfW3f/u3QtKonPOLR5MBJyZpKh6lBRMvy2A0aAjW0IgYKdJGgskDYkV4tdtpQgsMmQoMaLEgzJ7UINeCSXGYwcZEtoI5WuRnUoAmny6kKu7niQYpCAupQlJqeECh+1nXWDZhpR4DNsuj0YIokZY0VgCk1CBEhzoGJMJGFI02KAzSLzd3yd0S+wThtgHrSMqTyjwRb+ItIq1OtCUAE8PwaJRscvnyOUzCEDO3Em6NrYTzkxt4MDdbJnZj+pqpooZUYHQaxCaeECWK5iTU5LgRmwSaHI+eZ8JoTpaOFJgIjltpZQjNRNGc7GyVg0jZQ3Ts9TS7YD7AF1CKaJgvyFoMjojU4bTFZaq+tCDt5JNjzvkB/NK01zc+TXMd6fJpApt3HFP/unm3NItNBzgFIFQHHV0PJIDT1KTxgjk68iRVIiJ2jsQ8cwaxvJbdqnEJFlEs9FNEfejRRlUaF4KJ3hARgmyQ0hrvYhR/I+wQ2nqFKEFc+N6G0gK1bGGRaLxeO9IlnwXZQYyNESgEiXQNkSAiSQZE09B5UaFo0mcmZ8++aPO0OkEPQ6QKQSZ2BN5KuNcvr7aVcD7CL5/cq+555oBU6kCkse2AQF+2siZpfVyqojkucUlAbFzCE0eChp33DMGRknJPCXd8Kiq+wsorRvYuP1E0B05iUlYmmqM1Opq8eMmOqawKeG6OTGVilOToz7WYO2A8JtLPeCk9TQdHVO+QLqooysuROaixokDG8NkC1y7FNGcsqZTxdk1DWN109pKUfse88GmymD0wsIVyA2K6yMMAnQ/+SJAoic4MjgiZgfiU5OVK+aiUlAZ0JAlixLXEXYkRVOu0obbFH+2NpgyJgsUP4tydEtn5y65j8rlGf2UGZTRH5jM7Xd+kkFpeUywRBKo4TL6dz4bMsMyOI91Cesz9AdvLRLqqLiyfHV8NAnls79NkifWGWC0t12QIB3HuuJjA0D3ZSjj/RpoQf1cV5bntU8RbZhJdmSkRN4QlhtgkEBwnSm2Jd85IeqM5cnPiTVs51VV5zp25ITgQGLec3C0lj6awTAUWJMeIbi2OL3C+IlGgcXibc7PJuEdGguuFarjGsgIx683JQFrT2Lj4JdJkSZPFuKDKq7GCR6H8jsC+tUdX5kEuCN0yJRiLA1JbVKaduqhcNVUUyIVHmowy/la5IBEOOtqrHPRX+mflTADMD97+b17BJhOD8TcxgCgxWZFyY7LhLoT14nMQJ/LZXnsGdFtonahk85Il/pZtiW91gkklHktmUPFWwr1lbZ06Z2mlrYTLMCAVpE459sZUj2fulnmdCYBzAgLD+YNrezwJ0saAlJSPzlo0R6esTDRHTwymwkr75njIzjjRHEOaLNGxGA9ynjqpXa+RpoyXw3q8NFF5bpLRyXKeUQHMGA5h8o6VmYDRtUo1rA881uyIb5E00IyR6uJhSBRpLLRD3KUQoYFEPbWnTcpOiUTR443oESCkT4qrNkxZflAqmYyAUE9+WnfVN6i1WISIiXIRMSBaADkLh/JkgtEaIywWhpyBQOfgAReWl3zJujvCdhF5H+pyJyRIFeJ6BhCcwvkMyF9TeaEaHBmR7fJWwl25vk6aJNtKuOmDQZv9HU90eB5wXpdjMhJ9j7SrPDvLcT7oh66K85oJQoJInUKKaMbMseMYAvzJEhkFJh3NwcHYEB5P5ZWpunIJjo3mWKQZWlaB5EALsxnbuH7cKKnnmjD+UKba0FQmGt0r5yVj9opaqoBDbnsoPyDHuUFgzPfDalnSZDEjEoWPkmk/AomCeJhIVPfgsBicNZWHVGlhcMILkYkkGMiRR5YaksgPkSou+mBujtq4uFy9Y1OTpNSYc5gwcTd/aNtR9erhLiFnEB6+I746kOmPgeNoV7862hV/IcaGfCFmTIJYOkDgxLagLKTOPqlSrVgYVqFgQPLrxvafSjnu/ufzROiN5hgyk4j0RH83pGhEKl4G5O8oSIhWeSbU+CQQNxtNjyHJPOMzZpyYo946Wk8HWA8mhnCI/oshWT+ihAhaKYv2RnO0JsdDdkgzo7ujeMEhOTaaY5FpcL4TCdIRIU2QsFCBJHF+yzXoXCfjy5R1pNMI9fmZaP1J1UWqLhxSBT6tLM1xIrREgkMq86zJn3vJYs6SKKI00+kNN6astX9YZsJTakvUOzY1SnTH5NOZRB957ZjasrtV2suQigk61W+QNYDXEhV4tKFh+YFhXQmHaSbRMcwPjScTETGGmehdWUQqRHKHdFSAaMYj21vUk7vaYjRWpmKQCsJwKKhKQro9ACk7ImoMQqZ1AK/xjB5sNiZgk8o0g6qX3MS+BhnSurN4EgT5NNYWJpqTuBcW38f7+nnYtIkQoqN/Nn/rJTruXvB45+jITpSoUDhDdIf9DWEt8UZzTKm5+7OO5nDuPL23TV7/l3dtkCKK3z7fLPYPJ6WpmMLCIpVgzEIqwM2geO3hO+YSJH2tsgzXDec+4w6SBAx78wJa3xZjsEk1omPXEH+N+R05zg0u44kfYEmTRcZBeBgyc6QTskSDW6WWVhepa05rUGecUBmTUydl9/uXDqtthzrV1uZOiUhBVmhjQsiZC2xtfalqqiyMpv5UljrWo/vqkbaBNECwSLch5oZoEVkS3yZJAwbUwtJ88WmCMBirBtzFoxVN0Ts6c1HrXktUCGqBvJdg5cYRrLCHYEGmiFwZ4bvRt7D63hRVlATFpqqiUR7j3TV+NMekr7y6HiNaHoorSY+J5jiCZS/RyZamm87ga55FuBnV4hQEoyksd3+Y6qs0RXOMgJumynwmx5f9MZftBizmPxhjkAtQtcaD37mWGZM4n7lOiMRzQ0cEH4sTNKS0l8qEQHu2oFPaVghuYTGm5QkTP1Vt/+fUBnXe0iq3Gz2TNsaRz+5rV68d6RaCs/1wt/bhCWSLSBtehd7pnJMqXbEgg83Bjn75fMgSA1B5UVBSfVgDIE5/bl+b2tva51bbndBY5n7vRGCdiL70Do7KnaBxB+8bHJaBD/JiSJWkjhwBsLFhYCAQCwbRv+Q4ZdpOpMXjQC4/EzlCxOlqFTzRHIfAGbITX4WlJovmOK8FPNGcqDGgbvTpNTU10Ry9jv4cqDmP2FdMKOa4sz8ombaw8AsYH7gRgyBpaxOIkqPXwzMvJ1vLGyoKJIoULghKpfJciA6lEmYs5CbOD7CkyWLWEd/yhOgJPduuWl+vLlxR7VakMXi8dLBTPbevXUwscQuHZJmSf+6+TH+91fVhVV+mHT/J/SNKR8PEsnw+BpdnnFAhYnDE48/ubZOqPibYhSV5UiViohJj0lBxKSlDVCAv8YJi8zuRFf2zJjCUppMGm2nTSeOHZcBgYjQ6RpCsI1e6cbOYoUqEi8iXvlNlufk88KK74jgRTSTFwUTE5tJP0MIik+C8xOONtBvPpN0MUSKCDCmiSKamlIbfoaRu4OY7AkTdHWsEP8CSJotZQ3zLE/QyC8P56s1ratVlq2vc9AkpOKJKpN9wJYdgES1icOGuA+Jh0l98Dk0iISgvHuzQVVNOXzjIGY7dS6qKxOQSMvXKoU63oo+LkbTY0a5BdbhzIOkmnvEwokoIjESUPJVWrlFgdpz42PjooI2Ki+ZAaCBmg05qUHRFOLYP6fSctmrQWiTIm6TnhLZpRFNe0dSX93eJckkK0XFyd1KCOjVovLGiRoZzjWCJEFxhO6EbJxNx1KTSVjxazD4YU7hRoxKYalzjg2Rc6rnJoQsCnnMQfT+U1fsJOVbTZDGfYUiGN1oDeSFSxMBhqj8YKOgFd+YJFTJp//Hlw2p3S6876UGWqFKD/EgaLidbPgeSU5oflJQLgvHCYEC9ekj7NEkEaFT7RuGxZCJBe4/1qJ1Hu4VgGR8dTUyoqoo46TItOPY245ReVo5pYEzKCpd0Q4AcsmNSbikVV0a7BY0L9q8RbJuWOdqiIZZgUbmmzRZjBx6TAsxJkmCNqTZzfjZaLD8QLM4f1qKsMFdMSinLthORxWyPg7piU7trk8LHYJfrlGuEJuyLKgqkMpdiFD9cN35FdraWN9j0nIVvIO0exgiGPa0f4svBE1VQeTQ2ukoqtgO57t82qkryA1LRVpQfUJ39g+q3zx8UATLvsQzrwuTMz0RQuFiMWFqHsLVWiOq0ojzs/LNc12Ymxy4hZsNOc+IoSSCKhV0BuiWvW7KftTnJgG3Q+yeQpD+SJq1GZGpSA+zr/ikQLK/pqHk20ap8sY4Yvw+hN6KWDrAtrDm+M0Sa0JnRCsjCIt2AHFHNyw0dUW/GIq4zLiWkAYtrC1V9aUiKQCxRSg6m7yBzix9gSdMcjuaMIS9xVVLjkp5RnR8WoiNuyONrc2Lcjh1zNBB/ufOySU/JsyPgk7Lx7CwhS3g40fARMkP/OKlAcxQ6/A3ECO0Rg8ui/ICII7lTY+AxUSIiSG/f1CiT++6WbolgGW0SKbvyojwxe+Muj+hCQ1lIXMCppDrewXFA6M1jMkBCB0ZGVN/AqOobHlb9jvWAafhsTChN/0A9nkUHNSM2TxS9EqLltONJNcGSRtWSxs2Sc2nroU7VPaCbjFpYpANcE9LYtmfAuWnTNyZSwZkXUCctKFYN5TaiNF2YMWTQkiaLZC/IzTta1J5jvXLnYgz+Evax8hAbL/FJBLe5rqexptHi6DSUTrmQ6iI1w0RbkKs9h0LOA5LC+/K78x7VbTy4u6IPHHdd7T1DEj2S0lHHiJDPDodyxC4AA8IlVYXiRHugrV/sB2h3AfGBJFFlhkCbCRbB9yvNXbIMlXFEFWQdcnO0n8nAiKzPsoXF0kfPCimnB4hNKDugQsI1g5MSLPRVVBLqCBYkazRGhyUEa3iaBEuMT42YPbadiH42v4u6TEzw+NuK4qBq2zEo52JtaRK5TguLJMF5Lq2kegZVR5824uXB2BzKy5GKN3RKtJeay5FsPyDHSftLi6OYMpjMwJImnwMd0AsHOtTQCOXzfW70xpSLG38OKcsUwXGO25zTtG8wFVduCbynRxb/FgYDcid08sIStaiyUDVVhFRpKJjUXRGTIJGeh7YdkWoQBhE0RtxpMUmyXrgw4ylCdRu93PiupvICVVMaUsV5AbW7tVfMI5/e2y7WAmgAykJBtaquRO082iODE5NiU0WhrqJr75dJ2JC1roEhmaSLQgG1tiEsvfIy3S/peALEJj87oJIJ5umeV9od3OiwTPTKpAklkkWqd1AbZnoJlja8HJse9BItzkmycfh5Ed0k1ch3HenqHxPJshOaxXSJEmNO7xCmkxSmZKuacEg1VhRIhHM++ybNNszNlKlCzjQsafI56Cx9/rIF6ieP7ZaThzQDF2VNOF/uuk3/IO16re/ujR6or19rgPTJpiNPJq9mJp/RyKg6MBwR0fXz+zscV9lctaSyUBrTNjhVHd6IDQ1tdx3tETduokoQO4wjW7oGZBLju5YuLFaXrapRJ1QWqqqSfNEgxZMwxN5/2HpAPoPvb27vFyK0vrFMJrOXDnaIezeEidf5PsrJJcqVnaM6+7S3U1koV62uK5VIlR2s/A2Oa36uJliOQ8S44LzleIvA3UkPMknFEywxAI0jWJwjv3uhWU53znvpNxiIekwZ4oXInTQhz2PSg960YXa2/J3F8QWKKiBJPBjnOA+9RAmrksayAq2VtDdqaY00cZ/vBzG4JU0+B3c2W5s7ZALJzcqS0nvErXgWSRmmpz8XoJqLNBoXNDl0HY3RqTY8e9zqME+lU//gsGruHFBHOvvVjqPdEmLGG4noEGXb4YJcdeKCIkmjYSxJtEcM2XoHhfgwgfFZlMu+cU2NunJ9/YR95jp6h9SjO1rUiwc6JM2GEzeTGNYB5QW5amdLrxhPkn5DC8X28X2k/7Jzs2X72R+VhXlCzohkWa3A/APnt/hM5eao0oIktEzDukoTby+aPlcUZouvF743GxeVqfa+YZn4tHcXqcOI29/Q3E+4aWuPwN0QrGCOU0VI9aRLrhJrsSzBmrvgpo+G30e7BpxCAkuUMokcrj+5NrU3XqZhSZPPwdBLixBIAoM9MB3evTBl34z65i68O2vE1YhImbwzsBszRKNh4ncEi6XVxVJqz98SNZJU2+EuETQ+u7ddSrhh+xA57Vo7KnfpRKXedUbTmJYn8eBvntjVqrbsaZPJjVQcTX4XVRSq6uJ8dbirXz21p1siZRAyJk0muYqiPBGN8xrkqKYkX8gSZbuWLFmALEOwnIhRKJgrUVJSxrjMf+Etq2ImRYoLWnsHVWv3oGrtGVLtfQOqvXdYJklsCiDpnHsUIAjBoqpwcES19mrNYDIESxzf3WiVx54hRoelr0OLzIMxlnEPuQHRdH3sKTCxRCmTyPHc4HNDn2lY0uRzICS84exF6gcP7xSDRiOmRWDb0T8kxo8MxJAeBmh4uLinOmk5sQAYVmrUqT7zdoM3p59pqeG213BabXCeFuYH1IjTIBKXbdPxnmWqi/PUhSsWqrNOrJCoFhUkpvca62LutlmX5/Z3qMd3HnNF3hAjUoyU3x7tHlTP7W+XlgLSe84JwZIShNRB0hioIFe2Es5iIpjmwEV52bpn12hEtCZecF5yDvFoLC+c8PMgWAjbIVZUc0K0eCZtTMRUN1UddCdZrc9yIlgeguX9btcDyyVY2SooLXUmryS0BCv1YEyjSpexCaLMuMp5s6A4Xwg3kWxLlDKHLKfrAfBD/zlLmuYAcrJojRGQfmmJoJ2uuyR1RoUZ2h4E0t7R2jvUQobgJaZnWUx3e2fSMU1dGfyNvQEPIlQVRblCZqhs23qwQ716uNPTxiPqhE06jb9hoGdygSyRzmOSQCfF3TyEiKo3r/EkYGLhu20lnMVUIOcvjvH4eg3rAbY6nDftz4Pk0BCVB5GrySZfrkUc5yWC5bTL0ORKEy0IFmXpCNQhdeKLxTXWqzWHWZP4YhEx1j0LLcGaKTheRNNJ4RJdRCPJGAhZWl5TLHIDG8n2BwKOm78fvJosaZoHgFAhnh4YKlHbj3SJB9Kox5fJVM15m8Hqjtk6VWD6l+UGAqqIu2vHCNE0iCUmRXRJO3prwzZASxQhSc7AEhkTtdKTDu/iz2RSiiMBbU2AaH08QKAwpCS6xroSMvemEwMJWpTwbLUkxzcM6efmgfONc5JzaDbABGsIlumDOB64JiFLbX1EroakvYZLsHoHJdrB6zx392tdDdsmzYfjCBbbmJOIYOU4BEtSlrTL0YJ2k6r3WjUYA8HjAex7btb2t/fJ/iZKyE0jMoAVNSVivnu87Iu5goATaTLa3YyuS6ZXwCJ1QNOxsq40odu3MSLU+gyn6ggHaBrPaoMnR2intUM6LTHiGFPmqsriPLWsutg1pmSgobLJOIBzSpsH4DO5m/aCgZs7uYnIkhek6vCmEnuF7LgUYlw60dgwGO8eMxkImfIQqyjJGvu7HSjnPpj8OIeJtBLd5Pwg8uo3cK4V5AXkEXfJjgHXMASQyCyREZMmZMKXNKGjwWJ7pafjkIdg9UUNaSciWFw3NIslTYgeK2H0yvHImqsEi/3IftrX1qs1a4YsFQbVyYtKbEGJjxEwUg8babKYrXwwg2LBBB6FEJ8jnQPqQHuv3KXTfRvx40WnLFRXra9TVcWxd+u4bpNq424Nu4G9x3qlGS7RKNIipNziMVk+mjTc4opCD6lzHiOmQW00hUhqkejX0OhI1E4hzvjMEKl4oiWu5Y62xPt+MK7U3FQZBrw/e343ka65OonMN0jrHCeaybHCCJZo6mxFmtIFzi3j5I63WTIEq6NvWPzOuAEiqgKhEpG7U/XKdcpNjRSNODcyHX16HIhN5Y81HWU8CTlO7sFEVg2en70i3kyBG0X2gamGM2MU6bdTm0pUdYklS35HAMsPscixpMnCRyJIBhQq9BCVv2F1rXrbafWqbpxab+6Ql+DjVFGgnt7TJnYF+EcxIEFeuHvj9CatwGcawlQYpOcSOqwRIS6JKuGKprj+ECbMPw3RinmGaJlneaDjYnKNRskSuaaPIVrZ40S5PNWJ3sooTbCiOi+bTkw/jBYPsG85zthvYJlxvMBLsBaGJyaLpj8j1z3pQYiFpAR7tf6KaxmCBQEjKqMdr7muSNXr/o7uZznXTCKCxU2YVBG6aUFTyZs+gsV6ir9StyZKjDcmxVlWkKvWNZZKgYAlS3OraW8k85zJkqbjFW5e3xFBkgYjpXHh8mr19o2N4gw+EYjuvHyoUz32Wova24p9QLcMTugnSOfRzoT0mknxoU/SQtkRGTSpSklFJZw26WSQTs6RetzUJSTLsWowqUwv0YJ40Z6Dnwekl9+ouNPG2/qj4EppOtElXf5MJ5qJl7TQpMZzntVl/QuDHLPslG2H0TOxj1kTfi4tDE7oGXY8g/1OcQUPosqT+mCNjEpK8BgCd0foLmlBSXVp0Ttky/Rf0wSLrga6yMOrwfLecHgJFseKNGHUWHQsuXJbMsWdN+hdWCeqeCF7prUJUTQ+F7sAOhFUh/OtE/wcQ45zvG2kyWLWweAHudnX1ifaCIgNYfazTqxU79jUqJZWF086ieHe/fD2FrW7pUfIEmk9sScIBmSAam4flGcmecgSBEtIWTBHWrXQZ84PlXDJpi4TQewcJIoV0T3W4tOJ2DQMz246MT59mI50oqR/hked9I6ORpiWOeyP+CFtom/ROpocqcIsyg+owrwcOYc4T6YzqRk9E9ttok4LS6ZfOWcR54MVyFELSngkR7A4N1wNFs+O95W2adBaLHHZdt3dJydYJprFuYyGMzc7y62S5O9IN3I+GsNddEprKkol6mZbK81d5Dg3oT7gTJY0HU9gkqOJLoMYegZOxA2LytW1mxrVytrwpKkiNAH/u/2o9Jbb09orn8XgSDqPSQpzSgY/JkPzGmRJesI1hsUTZ74MXEJaRNehVOEULqOpphMN2Up5OtER9k6aTnR6uZnO7d0DUZJEZI5nVsc01B2X68St89CorsZsjwyqQ519MZEEiVaGAkK4C51oFH8+7KkIHfNwHMH5mc9h/7GvJktRWaSPYFUV85h8/3PciFS1dmNBMuBEsDAa1VqsdieChfEk+iTdMopCkWH3fDDVwgact4XOGET7JSp9xc3dOe85tzlnOc9NE2ijY/RDBNciFnKjp4g0qYzDkqbjAIiyqRhp6R6QgQasqgtLGm59U9mkfi5EozbvOCa96dA+4eTN5+DDhFaBu0gm1qBDlpjksRhAO7C63vaES1U6cWh4RPYr+96YKWL/QJrQ+Gg5hZByi27sIoj/SHRronSix9Q0nmgxGek0pSYlBkw2EJuq4qCkZJkovelEr4g+0WTE5CeeRk65vVRLDiBIHlJHurT409tY191GJ6pgGk/HP6Otk0jDLNoNWEwfnEeVRfnyUKpYjh1jFWk280xbE9zd0UcK2e7VESqJ5Dr9CY13FecBpJkbtvh0TlR3NVZ/ZVKFkiJ0CBbnbyKhuyZclmDNeqRpTCx79mFJ0zwG+XxIDhYBTEjMd6TfrtnYoE5fUjFp1Ie7ui2729RTu1ulSm7n0R7RCvB3pFCYtE2FUmEw4JY5VxXlq5Oqi2wJrwOIhvG2AuJcpf/Xv5smyubFiN73NKiVZrXSsHZYjidESCJQ0m9Q/yzpDKcBsxn4dRpOp+yMJxcElznEpEM4dvIZzvPw8NQGJMjxyKj27komnWj0KPHpRETLaNtEGO8UCRhiCOHvGxqV3RIV0keJmJnU5NnZTs67rc2dso7jGcJa+AsQJZoqv9zcKb0oIUdavK1b20gxCednFpFEfbPGTVlZQZ48U5gSD9ErOg3M+XzOe64p7dqu7VfEXJQornMdqUnMRb0tcyRF6IjcJzMa5Wc7FqamaW+mYUnTPASDAQJvmvsKsRmJqMVVBerqUxvVOUsrJxXGMtjQTHczbU9addsTUnOASQ87ApYR07xAjkzAo5FRaYsCKbM94fQxMOXd5q6YaI8X8btI24BqIZBpVzPsIUj8Z1JrRPkqC3UKC2+dfiYYJgMmBUO4RkakBY737syIpL0pPkO4vIO8mQjQG+HRRZGAuav3phPNa+lKJ3K+8d0imDfpxHjyFJdOZDezbvxca9NzvoVJnUGUth/ulqgSYxYPjiHHE4JdFAyopopCGVeIZCfb0oTjbyoJJwPX5sDIiOob4EZFWzF4CRbXFOd1v0uw+KvY62pM9Mrbk1AIltbwWYI1dch+zLI+TRYpBpPXwY4+8U8issTFXl8WUv/n1AZ1wcnVEh2aCExuO472qEdfa5HBjDRcc3ufnKictCKyjGiyxEfx+QGVLZV2J1Ud3z3h2HdUDEKSpFWGYzIog+7QqK6Yc0hRbKH2WHGjGBBm61LtEkckTfrLTBoMuskMqpp4RfVIkF3OEUOKdOWUdoxOhyt0fHWiEC3HF4h9YkTy06pOnCCdyCbwuWznzx7fK/0b2W+c/9Ht9v6sJ7M859m8Z+0gUg/OCW7AiATS+ulwR7+k3uihyflAxAgTXYg6BHm2yAPHOpQdUCEZwoKTEiyKPXoHNakiGiYEi4IQMRCOVuDqSLBs+cQEy/xuIsMUSeQaghVt7hzv5G5S18dPpCmS6VWxpGk+gDsfhI4QJpmsB0dEAHvFujp16aoamTAmA0Tr4e1Hpb0J1XGIvPkcTlSTApLJ1SFnfquEywQgBKZhK3oLSJNJAzD5M+BVFOaKHwwGerS7AWYM1Yoj5wfPsMq4YOwIZoIsV6yeo8ax2/J1daIQLjMZQbCGElcnurYQTnWiabXAhPLYjhaXVLn+QE7EyuhSxvpoRXsnIiaWZtgeciWkyv1Zk055dpaZzcl+roD02rZDnWrrwU6JgkOUuCGjSXdeTrZu3l1WMCfGEohNfpKaRM5jUoSkAMUCwdxIEb1yfKMkVUiUdhDNIH81NgqckGA5z1KEIW7uuppQ0t/SLmdsJGuuEqwcZ/ut5YDFjMCkghv3wbY+0X8QTcCL5OpTG9Sb1tSKR81kwGPl0R0tko5D/7S7pVf6XZkqL2ZwLj7u8ZmkqIRbUVs8JyvhuOBMOokJ1ptWMhPwpF5DHjDYiQ+MMxAy3jHR1peGRPzOsUhEfGTYcseuuTmIpRtCdJyBfqrViUzKz+9vl9/XNpQmTCd2Dg1J6hKRPBPVaKI+jU5Ey6REzV2/7uXmqTiM+xnSxHkgNgrBwJgIlkvAYqJdjgHkHLumJvOBI2LNmELUGqNJKmyJNKG3KyvMlS4ARFHnK8nkPMrP1QRrknaELsEiaiUVqjwPDWuC5doyTE6wEumvzOtGg2XO4RhS5U0bZvsr0pptNU0WMwHhYcTdtDzB14S7uNLCXPWmtbUSXUqmzJeL8PFdreLmfcCpiGOQg0S4UQLnooFgILY8qaHY95VwxiOGqI8Wk+qUlBF+6vJkTTjjy5Xl5ylelUyUpNCaKgpk3/DzXL2bmw8wkVGOIm0ykrkWppROlBZBIy7JkvNGdGNRnZhXBC+6HCe6lecQrxyvgamnutCYO5roFlouIVwJ0okmuuWndCL7BhE3kWrGE8YoIrBYnECURiJKFedz01UixSJ+HkcyTbAmiwzLOOdUDUr0ilShEK5YOxC5KZwmwaIHoUROncjsePqrXCJYaT6W2nIgenOTSVjSNAdbnmAfQNktpKA4L6DevLZWdEvJNCYldfHc/nb1l52trn0AAxoXGzB31jrSFPF1JZyXIFFlxYN9YqrDvMaShgyJJkYmKUqdcyQiYCYl+mkRVZtoM12xtlPNVV4UdNNuFv6AiHVHI1M+LulOJ2IX0U4UF9LO9eV4TLnnZow2a/J0YtTeYeJ0oku8UpxO5PrDvFKTJO3bZlLVjClIBdiWgrwc1VRZoGrDBbINFinywhJSnaMm6ffsEizRpHoE7t4qQnOTAMGK1xImS7Dy5NwaS65idVj6vJ0qdGWtLmJhPTMJO9rPAXDSMwDhk+RtefL65dXqmiRanpjPePVwt5hTQpawDyC1ZxrrmgHbBFogYH6rhGOSQQMBYUTUzH6IJ0hExdgGLlgmkIrCPAn/5+dlq0Jzx041lvVYmbdgMiD6U5yfMyfSiROZncakEx2ClWw6UQTETirG24onPp0o6+ykExlX0CvGpxN5hojSqLvHMTk93DmgWvFP6sNra1DMJ1mG7ywrCKolVUXybCNK/iFY4SkQLB3FiiVY/Z5WU0MDozGGoua7xnhfjWPdEB+R53zjPORmB6LNTYAh9Do9Z9ZP3+BnCpY0+RycpH/apomOKak+uaZYvX1jk1pdH05K5M3fPrTtqNwR0vpkv6OBAnJCQkhEbJetGspDvqmE4wLhwjUd2tFfSVm9265Eu1EzOXCB1RSGJCVD9IcI3EyF1BZzD5AJzhHulIvyMn8Oz1bvRDcF7aQTRSjvTHDx6USdjo6WbSaTTuRSImLr1QCaSZTIBX/LTQo97CBdjFO8R8QpStImNju1yBy05YI5rh79lEn1kZ4e1TYeQqoj+obEPa9izi3nvCRkNQ24GsK4Zs6GZNFAOpOwpMnnINz92pEu10AScsAd4n89e0Dd9+Ih+V2IQmFQPHtKuFsMIvLLlujUX3YeE2autQa9clfIYGuMFPk5LxhQiysK1WIfVMKRPjQkCX8jIkrRPL0u3edOhGo0SskrC/NEJ2EJkgWQHnijozIhc9c6nzGddCLXO9EgXSpPWltHjbqxpRjQomPGDZ5N2tBYVGjvrhy3SbOZJLU3VsRNkXuRrNlpTH/EMVqv2PcSNeu1iCXSpvdi4p9H3ddMVImUMtFZdznncyDK/DzVUv8ssQbRx8n1YnNUVUb/x0dycxOfDtTrqaNbidDc0acyCUuafA7K1S9ZWaPufmqv3PFBIjqODol7M3JXU44KqYIs6dYm+k7PWAlw8kG+vAI6U+peGAyocEGu6h4cFpM5b75awqyeUKo37Oou5wyIif4GmPYWMa0ulHlNpyZ4ploEokQEzHgbcSFzQUHkKgqDcheLtoo7WjtoWiQCd8UM9MZp/HicMONNR73NpE3rEe8katJ+ZlKDyJQWBOVaaygvkEcTj8pCVVVERWiWeBOZVDnFKBAt9IT6MeTqDLmeSaOLu7dxone8i3oH9ffys/dqZh34PRHRMuONW83o/JzI7DQa3YqmIydKFbqEQ8hg4vL2yYYdr+bReWHMr9IGKAGZ8RIa73vuGOpJ58qzM4br3w0B8bwf114o9mdnez3CapPaNYayjLvMJ1IJik5O/OGUbEQ2+Ql5jm6j2bXSJS4uHTeV8VqT8hHpj9rWoxs7E13iGdAmKZM4vkaVOYrG8gKpAkJjFJ97NneKWmcwrHYd7ZGLi4GRk5zBDzIyXsUBJIyHgZzwoo3w/OxcUOP9LFoK7985KT8zQpi7C/1zdADw/q7LbfUgz51lOD9XNVCRVpKvwlYXYZEk6Hhv3OrnwzljJj/T8oZtM/o9c70YQmRSKPGNjL1O9Fyf3Hzh64N9iJCjojxVVZInvd/qSkNSCYpdxkRR59xQUJWEgqqudGrbYmw6MN9lItQ9FHVRizz6MY2EhOneihAvES8PRtOOo8OMF/RcHDum8Uois1NzQ+clX8Ys0WQqXUIC+XB+d/ebl/0k/nHy7Y/7ZTJC4yU9U+25pgteos9YCLgRO485puiIKB4IOlq23EDGr5sst4owoBZ4ql+p9N7Z0i0kLJOwpGkeiPvwOznQ3idVK5z4aH9I13Fnh4GccZguL8xTJ1QVynsy+DLAOiFZ6T2GT1GE8Khp3aFLVfXdCK9F75C8Idwht1w/Nuwa32dNn+t6+JGBzJAv0VJki/i8ppTGnXmTtnqxsBg30jQaUYV5mTt/zDUgeg8nauHVe0Sfo6+bqIKQI352+gpCFEy0QSZRVwyuP8PjjepEgrUWhOgA9hdc69XF+eKwXVkUVAtK8iW1DVmiPcls2hToyVBHMEitTwVsL9Et0+D5WA/p+0EtQO8ekEeflNY7thCQLCfFaPbXkHf/Oo/0I3qD6f02V7TvWLt4CY238kx+z86WyE22Z9x0yaCT9pI2RE5lsNECmUhbpq0oUgX2BYgXn882LGma4yD9hoEcKS3Kf8sLclV+MEccdwEX42z1hDPhbcYiaYMRiahsTNK8Eam4KJWFRTo0TYXBiUP4JsJg0hljSE3c66Mx57ZDYuLID+c8Nxmm+auJWsSkp+NIlYlyRC0x4lJUbrsYPZGKNQZl5gW5qqIoKNWhPENCSKdBjkpDQdFzzZbOj+1BDG6iRUSHTJTIvAaB0VGusTqXGALg7ABNGGmvE21czWck8lczRrX8jW7w7CzrNLKO7kdNROLTXDrVNVZKEI30JJ6kY1r6jKPbMtvsbVTtJUcm4uNWM04hnXi8IcfZF9anyWJaoCplx9FuGRyOdPVLaS93lxAnQKSmfpYr4YwwVcMKsy1i4SUaulxekw2ZpLzRFCc6YHQlXnIRM9l5X/NYcxCl4Tp4dm+bngw9uhDv54PIJMQmhuQ4y4H4qcwM4zL5u6lqU3KtI0BUozER0mCZ9Jgp6YcEQXIK83MlQlYUpN9gjhR2YANA02TeR6OVKtfwqNVBNKqsW9F429LolGBsM+bo+8b2g/S/MZE16UKWIV1ozBchs+ykMan/BD8zN3JemHSkN3VljokhVzx5rRMYAyGUVE4W5c3MXsTcBBp9WH+i6sQE+433EDIn6p0I3BThBL0TTTpRzhfHiV4TLq8/V7xfV9RGYj5WJ+ZY0mQxHdCKYPuRbrlA6QbOgIpID6E3Q0iBjyrhLOYHzOQx7E0jecTE+nUnjRRn3BiTcnKIkpfkxBATDwkymjcjdvVUyLskR69bdGIyxIffmeT2t/e55CY+Nex9zRWsEhHI1looYyZpPIq0KSSTMloLfIwcc0hDfoLZKhSgclX/DhHSy0YbrZrS6ckms1Enda5T5tGfcdY2+3Mo7j0hPR7yYzRQ8aRIu5vryd5URkUjabHE1lgTxKcVzbHn84xvT1Q07Z3AtcM5N3QiInasTaLH2BBgr5BZfwq80KSstOBb77+A87M5XqluMj1edWIoqCb1OEpoduoQrX5jdioETJudCska1s1/o8fT6VoQ1+TXrM8YUbwnShev23LNJZOsTjTpPL9WJ+Y465Tp/nOWNMXhzjvvVF/72tfUoUOH1Jo1a9Q///M/q40bN2Z0nRhgCHFjH8CAhSkld6E8uMtjKigO5aoTqwrnZE+46cAbMvc2wNU/en6Ja4Trvh/3N7GfE52E1UTvez7DrE/8a97J3puedAc75y7bq+8y3+2NckRfixKNaDpBpyEm3D+efTCW1IwlN1pXo32w4iNAY15zyNBoPBmagoB1sgIE7/4zOhGvoFe8xiJKJiVO/5V1paKNcycRz10970cnFkNmnInYiQ7F7sux55J3H8tE2DeqOpWn3D7uWLmkwPnFm5bTzvZOIYQTpYnXMMXv7/jUoVnWLRWPqcqK6qSiacNY0iq71ckJuums+HPVSXXpSrUsIYy0VzJmhOKoPwstNeYCYsxOk/DS80JHtzSRMnYrkKsBnOXNOQJxHjYRLica6FQjJkonxgvgx0snjludGKe7yvGkE73O9NFrNPWwkSYf4pe//KX66Ec/qr73ve+pTZs2qW9+85vq4osvVtu2bVMLFizIyDpRevnrp/dLiwIRuAZzJLoEWTInEuSJsPTRLtoX6PTcTJHowvO+kuiymOxiif/MRKQjqXWL+czxiZC7XPwyCf4+4ecn+Lv4G8BEk6j3771EzlTgGEKgf3ZeNSTBI5yPIWPRzUtI0CaD98gkqtBJx92bJj/R6M54xCge461JzHkCaUiwJJMMkQ3cqREKR1NrsWTOa3sxVcSTcPOq99yYLDLmPZ7mnxgy4yzrPTcMZLKLI9tR0m3SgZoI0hYokKO93aITXzSKo1/XaSDvJOrHSMPxAn3stNkpY/uUI8KOzUQy6USiWwMOsU5VOjFXCNfU0ole88qJ9guwpMlH+PrXv67e8573qBtuuEF+hzzde++96kc/+pH61Kc+lZF12nqwUzV39Et4uzwvIFoNLgoDTiAmh/bejKzevIeetKIXc/xl7dVWmBdcQuT5I02CYqudvGkomSQTkEfz/TFpJQ9BNZPqpPB8bPROU0+UsaQtbhtiti9K6LyRsaRtKrxVk57v9FYYudtl3vNu59hNGQPTHBaNTfT7TVTP+U7SLu42Ot4z7v5Orp48/q3s8T5DqpqiqUBJUrn7Knr8crIc8hJv5EjkJkGpvIXFROnE/FSkE11/L3+kE/sGtdmluNlnEJY0ORgcHFRbtmxRn/70p93XmFQuvPBCtXnz5jHLDwwMyMOgo6NDnjs7O1O6XoGRftXf062G+wfVwHCOCtNMd4rZt0mHWM/k5f47ztxhBn9/IXrnPvadSf80ieUSp7riX0iU6nPXL+HOnHglJ1v3+IjYGELn/cElP3HmWZN0OjCLjbdiyYxfky0z2dkUX649GXLR3fRnttWChcV8Ra7zUEhmcxJXo3qrR73p++G49yeqThwPvT3ZKZ9nzeclsy6WNDloaWlRIyMjqrq6OuZ1fn/llVfGLP/lL39Zff7znx/zekNDQ1rX08LCwsLC4njFE0qpf31/ej67q6tLhcMTx+gsaZomiEihfzIYHR1Vra2tqqKiIuXhc1gwZGzfvn2qpKREzTfY7Zv7mO/bON+373jYRrt9cx+dadpGsSvp6lK1tbWTLmtJk4PKykqVk5OjDh8+HPM6vy9cuHDM8nl5efLworR0Cj0FpgFOkvl6MQC7fXMf830b5/v2HQ/baLdv7qMkDds4WYTJYP7XpieJYDCoNmzYoB544IGY6BG/n3HGGRldNwsLCwsLC4vMw0aaPCDddv3116tTTz1VvJmwHOjp6XGr6SwsLCwsLCyOX1jS5MHVV1+tjh49qm699VYxt1y7dq267777xojDZxukAW+77bYx6cD5Art9cx/zfRvn+/YdD9tot2/uI88H25gVmY67m4WFhYWFhYXFcQarabKwsLCwsLCwSAKWNFlYWFhYWFhYJAFLmiwsLCwsLCwskoAlTRYWFhYWFhYWScCSplnCww8/rN74xjeK4yiO4b/5zW/GmGi++93vlvcLCgrUJZdcorZv3x6zDBV973rXu8Rss7CwUK1fv179+te/jlkGV/Jrr71WjL8w27zppptUd3f3vNm+RYsWOY1Yo49//Md/nBPbt2PHDnXFFVeoqqoqOT5ve9vbxpipZur4zeY2ZuoY0vrotNNOU8XFxWrBggXqLW95i9q2bVvMMv39/eqDH/ygOPsXFRWpq666asz67927V11++eWyD/icT3ziE2p4OLbX3UMPPSTnL1U+J554orrrrrvmzfaxbfHHjwfX71zYvv/7f/+vePJxbKiQToTnn39enXPOOSo/P18cqL/61a+q2cBsbePu3bsTHsO//OUvvt++5557Tr397W+X4xIKhdTy5cvVHXfcMea70nUNWtI0S8Dvac2aNerOO+8c8x4FjJw8O3fuVP/5n/+pnnnmGdXU1CTNgvk7g+uuu05OsP/6r/9SL7zwgrryyitlUmJ5Aybcl156Sd1///3qt7/9rUyE733ve+fN9oEvfOELqrm52X18+MMf9v328XzRRRfJwPTggw+qRx99VJpEQ1IwUc308ZvNbczUMfzzn/8sgzETA/t3aGhI1td7Dv7N3/yN+u///m919913y/IHDx6U89CA/pQQCrbrscceUz/5yU9kMMamxGDXrl2yzOte9zr17LPPqo985CPq5ptvVr///e/nxfYZcK16jyGToN+3z+DGG28Ui5nxWnXwuZzfNHH/2te+pv7u7/5Off/731fpxmxto8Ef//jHmGMI0fL79m3ZskXOtX/7t3+TsfIzn/mMtDX79re/PTvXIJYDFrMLdvs999zj/r5t2zZ57cUXX3RfGxkZiVRVVUV+8IMfuK8VFhZG/vVf/zXms8rLy91ltm7dKp/z5JNPuu//z//8TyQrKyty4MCByFzfPtDU1BT5xje+EckkprN9v//97yPZ2dmRjo4Od5n29nY5Nvfff7+vjl86t9EvxxAcOXJEtunPf/6zu665ubmRu+++213m5ZdflmU2b94sv//ud7+TbTx06JC7zHe/+91ISUlJZGBgQH6/5ZZbIqecckrMd1199dWRiy++ODIftu9Pf/qT/E1bW1skk5jO9nlx2223RdasWTPm9e985zuRsrIyd3vBJz/5yciyZcsi82Ubd+3aJX/zzDPPRDKJIzPcPoO/+qu/irzuda9zf0/nNWgjTT7AwMCAPBMKNsjOzpaw4iOPPOK+duaZZ6pf/vKXksLhzv0Xv/iFhDLPP/98eX/z5s2S0sHR3IBIAJ/1+OOPq7m+fQakcgjdrlu3Tu4C41Mjftw+liEC4zVlY3mWM8v49filchv9dAw7Ojrkuby83L2D5c6XfW5w8sknq8bGRjk2gOdVq1bFGN5efPHFEp3grtcs4/0Ms4z5jLm+fQakfWpqatTrX/96iSrONqazfcmAZc8991xpreXdB0TW2tra1HzYRoM3velNErU5++yzJcI/2+hI0fbxOeYz0n0NWtLkA5iTghAjFyWh8a985Stq//79EjI1+NWvfiUnFJMNE9P73vc+dc8990i+FqApiA+RBwIBOZnSrTeYje0zuXrI1J/+9Cd5/0tf+pK65ZZbVCaRzPadfvrpotP65Cc/qXp7eyUc/fGPf1zSIWYZvx6/VG6jX44hpJyQ/VlnnaVWrlwpr7GPmSjjG29DIMz+5zm+Q4D5fbJlIB59fX1qrm8fROl73/ue6A15oC3hxubpp59Ws4Xpbl8ySGYfzPVtRCt0++23Swrs3nvvFdJE+n02idNoiraPNDI3214ZQzqvQdtGxQfIzc1V//Ef/yGiXybInJwcYcmXXnqpaEkMPve5z6n29nbJQ1dWVopQF83P//7v/8rd4fGwffQHNFi9erVcYEy8CAwzZa2fzPYhjGaA+sAHPqC+9a1vSfQFMSNCRX72O1K5jX44hugqXnzxxTERsPmCdG7fsmXL5OGNEFMA8I1vfEP99Kc/VbOB+X780r2NjK/e6xBxNtohor5En+bK9r344ovqzW9+s7RWQRs1G7CkySdAgIdgjTAjd/FMQJs2bXJTNQxKCN04SU455RR5DdEuhALhLnd+VJ0dOXIk5nNJe5Du4r25vn2JwGewjVSDeAdyv20f4KJmO1taWiSCxN0Ux2XJkiXyvp+PX6q20Q/H8EMf+pArsq+vr3dfZz3ZLoi7906Xyh2z/3l+4oknYj7PVPZ4l4mvZuJ3qgmp9pnr25cINDifLQIzk+1LBuMdP/PefNjG8a5DxNlzZfu2bt2qLrjgAokwffazn415L53XoP9vcY8zhMNhmYwo5X7qqaeERQPSHSA+KsEdv6lMOuOMM+RkIy9sQBUT73NBzPXtSwQmcf4m3ZU7M92++Ls8BgSODSTJ3NnNheM3023M5DEkIsZgTcqX9Vq8ePEYUkhE7YEHHnBfQ8dCCT7HBvBMZaeX3DLRMBivWLHCXcb7GWYZ8xlzffvGO4ak7fy+fcmAZZnMkQp49wGEvqysTM2HbZzrx/Cll16Syrjrr79effGLXxzzPWm9BmcsJbdICl1dXVKpwIPd/vWvf11+3rNnj7z/q1/9SqpSduzYEfnNb34jFUZXXnml+/eDg4ORE088MXLOOedEHn/88chrr70W+ad/+iepTLr33nvd5S655JLIunXrZJlHHnkkctJJJ0Xe/va3z4vte+yxx6Tq6tlnn5XP+bd/+zep3rruuut8v33gRz/6kVSAsG0//elPpTLwox/9aMwymTp+s7WNmTyGH/jAByLhcDjy0EMPRZqbm91Hb2+vu8z73//+SGNjY+TBBx+MPPXUU5EzzjhDHgbDw8ORlStXRi666CLZhvvuu0/W/9Of/rS7zM6dOyMFBQWRT3ziE1L5c+edd0ZycnJk2fmwfRw/jv/27dsjL7zwQuSv//qvpeLuj3/8o++3D7DenNfve9/7IkuXLnXPeVMtRwVXdXV15F3vepdUi/7iF7+Q4/kv//Ivad2+2dzGu+66K/Lzn/9czk8eX/ziF+UYcv36ffteeOEFOSff+c53xnwGlXizcQ1a0jRLMGW68Y/rr79e3r/jjjsi9fX1Um7JCfPZz342puQVvPrqqzJJLViwQE6I1atXjynRP3bsmEyyRUVFUiZ8ww03yGQ4H7Zvy5YtkU2bNslFl5+fH1m+fHnkS1/6UqS/v39ObB9lywzGLAMZuv322yOjo6O+OH6ztY2ZPIaJto3Hj3/8Y3eZvr4+KV+m5Jxz8IorrpAB2Yvdu3dHLr300kgoFIpUVlZGPvaxj0WGhobG7Mu1a9dGgsFgZMmSJTHfMde37ytf+UrkhBNOkOMHKT7//PNlgpsr23feeecl/BzK8A2ee+65yNlnnx3Jy8uL1NXVRf7xH/8x7ds3m9sIaeLa4+8ZZzZu3BhT5u/n7bvtttsSfgY3cbNxDWY5G2JhYWFhYWFhYTEBrKbJwsLCwsLCwiIJWNJkYWFhYWFhYZEELGmysLCwsLCwsEgCljRZWFhYWFhYWCQBS5osLCwsLCwsLJKAJU0WFhYWFhYWFknAkiYLCwsLCwsLiyRgSZOFhYWFhYWFRRKwpMnCwsLCwsLCIglY0mRhYXFc4t3vfrfKysoa87j55pszvWoWFhY+RSDTK2BhYWGRKVxyySXqxz/+ccxrBQUFGVsfCwsLf8NGmiwsLI5b5OXlqYULF8Y8SkpK5L1f//rX6pRTTpFlFi1apG6//fYxf3/XXXeNiVStXbs2A1tiYWExG7CkycLCwiIOW7ZsUW9729vUNddco1544QX1d3/3d+pzn/uckKR4QLKam5vl8bGPfSwj62thYTE7sOk5CwsLizh8/etfVxdccIEQJbB06VK1detW9bWvfU20UAYDAwMqGAxKhAoUFRVlbJ0tLCzSDxtpsrCwsIjDyy+/rM4666yY1/h9+/btamRkxH3t2LFjbjrPwsJi/sOSJgsLC4tpYufOnWrx4sWZXg0LC4tZgiVNFhYWFnFYvny5evTRR2Ne43fSdDk5Oe5rDz/8sDrnnHMysIYWFhaZgNU0WVhYWMQBQfdpp52m/v7v/15dffXVavPmzerb3/62+s53viPv9/X1qR/+8Idqx44d6tJLL1WHDh2S17u7u9Xw8LBqbW1V5eXlGd4KCwuLVCMrEolEUv6pFhYWFj4Hgu729nb1m9/8JuH7WA7ceuutomOqqalRH/7wh9XHP/5xeY8quhtuuGHczz7vvPPUQw89lLZ1t7CwyAwsabKwsLCYIiBNkKJEFgTPPvus+shHPmJJk4XFPITVNFlYWFhMEaFQSIXD4YTv5ebm2tSchcU8hY00WVhYWFhYWFgkARtpsrCwsLCwsLBIApY0WVhYWFhYWFgkAUuaLCwsLCwsLCySgCVNFhYWFhYWFhZJwJImCwsLCwsLC4skYEmThYWFhYWFhUUSsKTJwsLCwsLCwiIJWNJkYWFhYWFhYZEELGmysLCwsLCwsFCT4/8BGHYm05kzxYYAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot.area(x='year', y='percapitaincome', alpha=0.5)\n",
"plt.title('Диаграмма с областями для ВВП на душу населения')\n",
"plt.xlabel('Год')\n",
"plt.ylabel('ВВП на душу населения')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(df['oil prices'], df['index price'])\n",
"plt.title('Диаграмма рассеяния: Цены на нефть vs Индексная цена')\n",
"plt.xlabel('Цены на нефть')\n",
"plt.ylabel('Индексная цена')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['country'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90)\n",
"plt.title('Распределение стран по индексной цене')\n",
"plt.ylabel('')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}