{
"cells": [
{
"cell_type": "code",
"execution_count": 10,
"id": "b20887f4-26bf-4f39-babe-089e84be7e8e",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"df=pd.read_csv('OrangeQualityData.csv')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "eacde0af-a356-4520-86d3-3f0946e7ba93",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Size (cm) | \n",
" Weight (g) | \n",
" Brix (Sweetness) | \n",
" pH (Acidity) | \n",
" Softness (1-5) | \n",
" HarvestTime (days) | \n",
" Ripeness (1-5) | \n",
" Color | \n",
" Variety | \n",
" Blemishes (Y/N) | \n",
" Quality (1-5) | \n",
"
\n",
" \n",
" \n",
" \n",
" count | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241.000000 | \n",
" 241 | \n",
" 241 | \n",
" 241 | \n",
" 241.000000 | \n",
"
\n",
" \n",
" unique | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 5 | \n",
" 24 | \n",
" 12 | \n",
" NaN | \n",
"
\n",
" \n",
" top | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" Deep Orange | \n",
" Cara Cara | \n",
" N | \n",
" NaN | \n",
"
\n",
" \n",
" freq | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 75 | \n",
" 21 | \n",
" 149 | \n",
" NaN | \n",
"
\n",
" \n",
" mean | \n",
" 7.844813 | \n",
" 205.128631 | \n",
" 10.907884 | \n",
" 3.473900 | \n",
" 3.072614 | \n",
" 15.344398 | \n",
" 3.599585 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 3.817427 | \n",
"
\n",
" \n",
" std | \n",
" 1.086002 | \n",
" 56.461012 | \n",
" 2.760446 | \n",
" 0.421007 | \n",
" 1.323630 | \n",
" 5.323852 | \n",
" 1.205214 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 1.014410 | \n",
"
\n",
" \n",
" min | \n",
" 6.000000 | \n",
" 100.000000 | \n",
" 5.500000 | \n",
" 2.800000 | \n",
" 1.000000 | \n",
" 4.000000 | \n",
" 1.000000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 1.000000 | \n",
"
\n",
" \n",
" 25% | \n",
" 6.900000 | \n",
" 155.000000 | \n",
" 8.500000 | \n",
" 3.200000 | \n",
" 2.000000 | \n",
" 11.000000 | \n",
" 3.000000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 3.000000 | \n",
"
\n",
" \n",
" 50% | \n",
" 7.800000 | \n",
" 205.000000 | \n",
" 11.000000 | \n",
" 3.400000 | \n",
" 3.000000 | \n",
" 15.000000 | \n",
" 4.000000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 4.000000 | \n",
"
\n",
" \n",
" 75% | \n",
" 8.700000 | \n",
" 252.000000 | \n",
" 13.400000 | \n",
" 3.800000 | \n",
" 4.000000 | \n",
" 20.000000 | \n",
" 4.500000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 4.500000 | \n",
"
\n",
" \n",
" max | \n",
" 10.000000 | \n",
" 300.000000 | \n",
" 16.000000 | \n",
" 4.400000 | \n",
" 5.000000 | \n",
" 25.000000 | \n",
" 5.000000 | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" 5.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Size (cm) Weight (g) Brix (Sweetness) pH (Acidity) \\\n",
"count 241.000000 241.000000 241.000000 241.000000 \n",
"unique NaN NaN NaN NaN \n",
"top NaN NaN NaN NaN \n",
"freq NaN NaN NaN NaN \n",
"mean 7.844813 205.128631 10.907884 3.473900 \n",
"std 1.086002 56.461012 2.760446 0.421007 \n",
"min 6.000000 100.000000 5.500000 2.800000 \n",
"25% 6.900000 155.000000 8.500000 3.200000 \n",
"50% 7.800000 205.000000 11.000000 3.400000 \n",
"75% 8.700000 252.000000 13.400000 3.800000 \n",
"max 10.000000 300.000000 16.000000 4.400000 \n",
"\n",
" Softness (1-5) HarvestTime (days) Ripeness (1-5) Color \\\n",
"count 241.000000 241.000000 241.000000 241 \n",
"unique NaN NaN NaN 5 \n",
"top NaN NaN NaN Deep Orange \n",
"freq NaN NaN NaN 75 \n",
"mean 3.072614 15.344398 3.599585 NaN \n",
"std 1.323630 5.323852 1.205214 NaN \n",
"min 1.000000 4.000000 1.000000 NaN \n",
"25% 2.000000 11.000000 3.000000 NaN \n",
"50% 3.000000 15.000000 4.000000 NaN \n",
"75% 4.000000 20.000000 4.500000 NaN \n",
"max 5.000000 25.000000 5.000000 NaN \n",
"\n",
" Variety Blemishes (Y/N) Quality (1-5) \n",
"count 241 241 241.000000 \n",
"unique 24 12 NaN \n",
"top Cara Cara N NaN \n",
"freq 21 149 NaN \n",
"mean NaN NaN 3.817427 \n",
"std NaN NaN 1.014410 \n",
"min NaN NaN 1.000000 \n",
"25% NaN NaN 3.000000 \n",
"50% NaN NaN 4.000000 \n",
"75% NaN NaN 4.500000 \n",
"max NaN NaN 5.000000 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe(include='all')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a6b24d80-a8d1-460a-b723-ee3ad2573f49",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Variety\n",
"Cara Cara 21\n",
"Temple 18\n",
"Star Ruby 18\n",
"Navel 16\n",
"Moro (Blood) 16\n",
"Tangerine 14\n",
"Clementine 14\n",
"Washington Navel 14\n",
"Satsuma Mandarin 13\n",
"Ortanique (Hybrid) 13\n",
"Minneola (Hybrid) 12\n",
"Jaffa 11\n",
"Ambiance 11\n",
"Valencia 11\n",
"California Valencia 7\n",
"Honey Tangerine 7\n",
"Hamlin 5\n",
"Midsweet (Hybrid) 5\n",
"Clementine (Seedless) 4\n",
"Murcott (Hybrid) 3\n",
"Navel (Late Season) 3\n",
"Blood Orange 2\n",
"Navel (Early Season) 2\n",
"Tangelo (Hybrid) 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Variety\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "69623b00-d707-48ad-b639-cea488ff7004",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[\"Variety\"].value_counts().plot(kind=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c18af40e-2b27-4223-871f-840fc2ddec38",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Size (cm) | \n",
"
\n",
" \n",
" Variety | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" Ambiance | \n",
" 7.827273 | \n",
"
\n",
" \n",
" Blood Orange | \n",
" 9.500000 | \n",
"
\n",
" \n",
" California Valencia | \n",
" 7.885714 | \n",
"
\n",
" \n",
" Cara Cara | \n",
" 8.419048 | \n",
"
\n",
" \n",
" Clementine | \n",
" 7.578571 | \n",
"
\n",
" \n",
" Clementine (Seedless) | \n",
" 6.500000 | \n",
"
\n",
" \n",
" Hamlin | \n",
" 8.160000 | \n",
"
\n",
" \n",
" Honey Tangerine | \n",
" 7.742857 | \n",
"
\n",
" \n",
" Jaffa | \n",
" 7.090909 | \n",
"
\n",
" \n",
" Midsweet (Hybrid) | \n",
" 8.660000 | \n",
"
\n",
" \n",
" Minneola (Hybrid) | \n",
" 7.683333 | \n",
"
\n",
" \n",
" Moro (Blood) | \n",
" 8.475000 | \n",
"
\n",
" \n",
" Murcott (Hybrid) | \n",
" 7.733333 | \n",
"
\n",
" \n",
" Navel | \n",
" 7.662500 | \n",
"
\n",
" \n",
" Navel (Early Season) | \n",
" 7.850000 | \n",
"
\n",
" \n",
" Navel (Late Season) | \n",
" 8.400000 | \n",
"
\n",
" \n",
" Ortanique (Hybrid) | \n",
" 7.215385 | \n",
"
\n",
" \n",
" Satsuma Mandarin | \n",
" 7.038462 | \n",
"
\n",
" \n",
" Star Ruby | \n",
" 8.444444 | \n",
"
\n",
" \n",
" Tangelo (Hybrid) | \n",
" 7.200000 | \n",
"
\n",
" \n",
" Tangerine | \n",
" 7.607143 | \n",
"
\n",
" \n",
" Temple | \n",
" 7.638889 | \n",
"
\n",
" \n",
" Valencia | \n",
" 7.927273 | \n",
"
\n",
" \n",
" Washington Navel | \n",
" 8.207143 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Size (cm)\n",
"Variety \n",
"Ambiance 7.827273\n",
"Blood Orange 9.500000\n",
"California Valencia 7.885714\n",
"Cara Cara 8.419048\n",
"Clementine 7.578571\n",
"Clementine (Seedless) 6.500000\n",
"Hamlin 8.160000\n",
"Honey Tangerine 7.742857\n",
"Jaffa 7.090909\n",
"Midsweet (Hybrid) 8.660000\n",
"Minneola (Hybrid) 7.683333\n",
"Moro (Blood) 8.475000\n",
"Murcott (Hybrid) 7.733333\n",
"Navel 7.662500\n",
"Navel (Early Season) 7.850000\n",
"Navel (Late Season) 8.400000\n",
"Ortanique (Hybrid) 7.215385\n",
"Satsuma Mandarin 7.038462\n",
"Star Ruby 8.444444\n",
"Tangelo (Hybrid) 7.200000\n",
"Tangerine 7.607143\n",
"Temple 7.638889\n",
"Valencia 7.927273\n",
"Washington Navel 8.207143"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[[\"Variety\",\"Size (cm)\"]].groupby(\"Variety\").mean()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "36a1a169-21c6-4fc3-a9ec-0ac718b88df0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df[[\"Variety\",\"Size (cm)\"]].groupby(\"Variety\").mean().plot(kind=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "f07a55ff-c3fd-4c74-8826-8b874e4c1285",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OixYt6N69OzNmzPB5va7rvPnmm3Tp0oXmzZszevRoUlJSAn0agiAIQoDJsoRVcWDWjuI4sQML6aiqVNrFAvKa2t0LPy80j3vh5wFpgo+NjWX8+PF8/fXX+ZrfHQ4HI0eO5Omnn6Zu3brUrFmTe+65B4Dt27cDMHjwYJYuXUpOTg4Av/76Ky6Xi759+5KSksK3337LCy+8QIcOHahVqxajRo2iX79++X6vBeG0Ug8+77zzTvbv38/777/P119/jdVq5ZZbbsHhcJCamsqoUaOoVasWc+fO5d577+WNN95g7ty53te//fbbfPHFFzz//PN8+eWXSJLEmDFjcLlcpXhWgiAIQklSFAmrfpRDPz1I8ufXse3zG9n19c3oR1dgVkr/+1/fsz1/jee50k/l5QuAG2+80W/ze2RkJMOGDeP777/n2Wef5dZbb6V79+5AXuUOQO/evQFYunQpAAsWLODKK68kODiYLVu2ADBy5Ehatmzp/ffdd9+xa9eugJybUP6opXnw1NRUqlevzp133kn9+vUBuOuuuxg4cCA7duxg5cqVmM1mnn76aVRVpW7duqSkpPD+++8zZMgQXC4XH374IePHj6dbt24AvP7663Tp0oWff/6Zfv36lebpCWWQLEvkqk4y9RycmotwczB23QruUn8OEwThAlhJY9f82/E40rzbPDmn2Lf4MeoMfBs5pAm6bpReATPSzpvlgvJdotPN7/379/dpfj9x4gTXX389ERER9OzZk44dO9KsWTPvbyqA3W6nT58+LFq0iC5duvDHH38wffp0AAwj7xp//vnnBAUF+RxTlsX3quBfqQafERERTJkyxfv3iRMnmDFjBlWrVqVevXpMmzaNtm3boqpnitmhQwemT5/OyZMnOXjwINnZ2XTo0MGbHhoaSuPGjfn7779F8PkfWZZK90u4FPg7Z0WROCmnMWHNdPZlHwNAlWSur9WDYTWvRHWaSqOoglBhSVJeE/jpAMUfWZYwDINCsuSjKDLZh9b5BJ5nO7zyTWJ7v04utgspbvEKDS/efMUgNjaWCRMm8NRTTxEXF0dMTAyLFi0iLS2NxYsXYzLlfQeebm4/+30bPHgwo0aNYt68eVSqVImOHTsCeCuOjh075q0xhbyKIEmSGDduXGBOTihXSjX4PNuTTz7JV199hdls5p133sFut3PkyBEaNGjgk69KlSoAHDp0iCNHjgAQExOTL8/hw4cvqTyqemlPbIoi+/y3NDhVJ6meTA5mn6CyNYwoSwTBuq3cB6IFXVtJglzFySl3JodyThBlDSfKEo5ds2EYBtlKDnf+OZVUV6b3NR5DZ9aepURZwxkY3RldK9/X5lKVhfu2orqcrq0sKaCrZKQaGDqERkpIigfd0Lx53IpOpu5ib1YaoSYLMbYQggwVitAF0mRSOHFoXYHpjuPJKJLnkr/HL4VcOx7CIgtveg+LzMsXQDfeeCOLFy/mzz//JCYmhqpVq+JwOPjhhx9o06YNu3fv9taMnt19rW3btsTExPDWW28xfPhwb61m/fr16dGjB0899RQTJ06kQYMG/PTTT0yfPp0XXnghoOcmlB9lJvi8+eabueGGG5g9ezZ33303s2bNIjc3F7PZ7JPPYrEA4HQ6cTgcAH7zpKenX3RZZFkiIiLo/BmLIDS0dJ68j+Sc4uE17/Fv2h7vtqq2SN7qcB+1w2IKeWX5ce61PZxziof+fodt6fu826rZK/FWh/uoGVyVTUd2+gSeZ5u560d6V29LdGhEiZa5vCit+/ZyUNGvrctpsC/Zw99LnJweSyNJ0LyziXoJZixWmRO52UzduJIlB8/0CQwxmZnS8WqaRFRBlZXzHic7sjapBaSZQ6piMpuxBxXP9/jFkGQZ04Cb8ka7F8A04CakUmiafv755+nfvz8Affr0YfPmzUyaNImsrCxiY2O57rrrWLp0KRs3bmTo0KHe11177bW88cYbDBo0yGd/r7/+Oq+//jpPPfUU6enpxMXF8dxzzzFkyJBAnpZQjkhGYe0hpUDXdfr3709CQgL//vsvXbt2Zfz48d70nTt30q9fP+bPn8/+/fu577772LBhA1ar1Zvn/vvvx+Vy8c4771xUGTRNJyPDcUnnoSgyoaE2MjIcaFrgJhQG0FSNF7d8xu9HN+RLq2avxPT2D2LzWP28smyzkoOccxzXvrXIliBMNVrjUsJwY8KteHhm88esOr4l3+tqBFXh7fb/44eDq/i/7QsK3P/cbs8QpoeU5CmUeaV531Z0l8u11XItLJ7l9JvWY4iFoEpu5hz4l/e2rcmXblVUPu9+HcHa+bvAWPQTJM+6HkP35EurnvgElpp9Luo6F1fFw2napr/zRr2fXQMaFolpwE0ozdoW67EEobwo1ZrPkydPsnLlSvr27Yui5D3pyrJM3bp1OXbsGFWrVuXYsWM+rzn9d3R0NB6Px7utRo0aPnkaNmx4SWXzeIrnx0HT9GLbV1Flydn8cXSj37RDOSc54UonRj9TW2wyKUiShKZpaGW02TlYycGxZBLO5LMnOpYI6fsYSq3upMpOv4EnwL7sY6S6MqgbElvg/sPNwaioAX+vyqrSuG8vFwVdW1mWUFUFwzBwuzU/ryz7TKrK9vX5g8HTtvztplFvN7N3+f9+ytU8bDh1hCtCq5/3u0iSw6nVfyopPzyM7so+vZVKzZKwVe+Ew1lwOQJJadYWuUnrvFHtGWkQGo5cO75UajwFoawo1eDz2LFjPPjggz6dl91uN1u2bCExMZHKlSvzxRdfoGmaNzhduXIltWvXplKlSoSEhBAcHMzq1au9wWdGRgZbtmxh+PDhpXZepc2huTAo+Iv7lDODauYoZFkFzUTKZo3sDIOYWmYioyU8hrNM9QtVFBnPjl/PCTwBDDJ/eIGI25rhoPCakjRXFnWDY4m0hHDKmb/p/ZZ6fbDrVrRCrpsglARJknCaDXZmpvL74QNUsli5qnpNQjEhl434qcgMQyIrveDPUE6GgcfQyXQXPBXS/ux0pLAaQOEBuFuXUUOaUO+GWXgyD2FoDsxhtfBIwTg85kJfG2iSLKPUbVTaxRCEMqNUg8+GDRvSuXNnnnnmGZ5//nlCQ0N59913ycjI4JZbbsFisfDBBx/w+OOPc9ttt7Fx40ZmzpzJM888A+T19Rw+fDivvvoqkZGRxMbGMnnyZKpWrUqvXr1K89RKVZBiwyKbcOpuv+kxtkrIhkraEYWVP5xpHtuzRcMeItFjiBVDclzQ6NOSZNUzyPrrswLTnZu+JaT9TZhkFbefJjiAKtYI7B4rb7f/H4+sm87erKMAqJLCjbV7cGWV1mjOMnLCwmXFaTb436rfSMnK8G77ZMcWHmjWmu6VY8tXACrpVI6ROXHIf3JkVQmTJFPNHsKhHP/9r5tGRHvnlzwfjy7hIQw1NIKIiCBSU7NFjb0glAOlGnxKksTUqVN57bXXGDduHJmZmbRp04bPP/+catWqAfDBBx/wwgsvcO211xIVFcWECRO8S3oB3HfffXg8Hp544glyc3Np27YtM2bMyDcI6XISbFi5sXYiM3ctzpfWpnI8oXIQssfEqh/z98vKyTTYsNxNQhcTHs1/8BpoEgZ6TkFDC0DPOEqIbCepRldm7/0lX/oVUU0IluxomkGkEca01vfnzfOpuwkzBWHXbeAsG6uiCJcXySTx+a4tPoHnaVM2raVNYjShZWdc6Hl5PBp1mprZsUFDOydoliRo1MaErOnc3bg9j69Zku/1VW3B1A6OQBcPgoJQoZW5AUdlgabpnDqVff6MhVBVuVSfxD0WN3MP/M7sPUvJ1dwokkzPmNbcG38tFpeFtMNmVi32H1xKEvQdacZj5Aa41P5ZFReuH5/CtXul3/SQAc/hqt4Np+rky/2/8NWe33DqblRJpndsO8bWH4Ap9/J9GLkQpX3fVmT+rq3TbDDs1+9x6v6bmO9s3JyB0bXL1XuhKAoeh5nkdW6iIh1IGBxPs1OnqYol2I2ma2gmg5Wn9vP21tWku/IegttUjuXhhC4Ee0wX3O2nOO/bqKjLe9ChIARC+XmkFi6I6jRxY8yVDIjtRI6Wi1UxYzdsSLkykiLhKqRmwTAoM03uAE7dTHC3u3Ht+QsM3x9pOTQaNbYFDk1H1UwMj72Ka6t3waE5sSpmggw75IpaTaFsMqDAwBMg0+XyTtReXui6Rrgllfbh69FX/wa6Tu1WnSCoAxn/TfquuCW6RdSkTedYsjU3FlnBjoriltDL0pePIAglQgy3q8AkXSLIkKisqAQboOp5zxqaphNVreB59EIjJWSl7PwAGAbkWmOIGPEeavR/EzJLCpaGVxI+bDrZhJ7J65awu+xU0iIIcgWBu2R+uCVJQlXMmGQrJtlyWUwcLhQ/syHRolJUgelXRFfD4ylfI99DyUX/5A20RZ9hHDmAcewQ2o9z0D94mVA9x5tP8xhYXQqVNCvBbhOyWypTD72CIJQcUfNZQUmqkzTnbpb+8xZH03YQZq9K10a3ERfRFt1lQ7VoxNaVObgrfxNV6x4mdPzP01da3LqCFlQP++CpqLoDxWTCiZ1Mj4IR4JH5iqyiOU2sXeHmxCEPVrtEw1YmYupIuDxlo6uCUD6omsT9TVtx2x8/oZ0TeSVEVibGGoRR8MDwMkdRZKTd2+DIvnxpxqnjGJv+wtSyO26PiDIF4XImqmsqIFWVOJSxlk+WjeXgqX/x6E5OZqUw/+8n+XvPZ8iqG7fmomU3lZZdVWzBEpIMUdUlet1owRriKZPzfeq6QY5uI0etjBpeDZdhCnhNiaJIOLNUfv7CydF9OpoHsjMM1v7m5p9lHkxK4PuWqqqM0+wh2+TEafagqCVT26soMpo5C6f5FG5zBoqp7N0j5Y2uG0RJVj7s1pv2VWJQJIkIi4UxDZvxTKsrMJWjwBPAbLgx1iwrMN1YvwKzeEAThMueqPmsgDQ5nR83vOI3bdWOWbSqNQSJSFyeXGLqKVSro4IkYaCj6bloZWiOz7JGxszaX91+g94DO3SatDPB+VcGLDYes84fJ5P5IHk5J3KzCDPbGFm3A71imqA6i+/Z0lCdbHds4pOtUzmSvR+rYqd3zST61rwRObf0ljCsEDSDypKZx5u2xS3l3Vh2XUFzlp9BRl6SBIVNni7JeXnEV4wgXNZE8FkBOT2ZZDv9T01koHMqK4XK1kgMg//6k5V+nzJJkrAZJlSXjKFJGFadXJO7zI3y1TWJ9JMF/3IeP6gRXVsOyPKJkkniu0Mbmb79D++2dJeDaVt/5ZAjndG1OiEVQ59XRZHYnLWWKesf9W7L1XJYsPsT9mRs464mzyK7KvZ65SXNMEB2g4W890ujZO4fRZFxKA5y9FwkSSZIsmL2mIttUQkXCpb2ibDT/2pjUvvuOGUrVODlRcsaj8fD559/zoIFC9izZw9ms5nGjRtz++23exd3KQ1r1qzh448/Zv369WRlZVG9enUGDRrEzTfffFlPlXi5EMFnBSRLhb+tJtVWpjr2K4pMUI6F7M9dZO3OmxxQjpAIvtGMu7oHp1F2ZtmWpf8qbgq4fiaLRKCqdXIkFx/v+NNv2vy967mxdluCsFzycZxKBjO3vu43beOJv8jUThJG9Us+jlCyDFVnu2s/L637nIM5JwBoGFaDJxNGEiWFU8ig+yLTNAM9tg5S3UYYu7b6JsbUhPgWeC7DwNPQNVz71qNnnUAOroy5RkskueSbSFwuF6NGjeLw4cPce++9tGzZktzcXObOncvo0aN56aWXGDRoUImX41yfffYZL7/8MiNGjODOO+8kNDSUdevWMWnSJFatWsV7773nXdVQqJhE8FkBmeUQqoY14Eh6cr40ixpEmC2mTA1iCHJbSJ/ixDhralU91SDjHRdhD1lwR2plZ7lPRaNaHf8DtSQJKsfIuAPUXzbD48BZwIpOOgYnnFkEScUQfOoOTuYeKzB9V/pW2obFlcl+wkIeSYLjRhr3rX4T/ayHo23p+7hj5at82vlxbFrx1F5nGBZCh4xBObgHY/UvYOhIbbqi12xABtYL2pdNcaJ6MsGZjWQJxqWGkKuVr1oxx7ZfyFg8GT3zzGdIDqlCaO/x2Bomluix33zzTbZt28Z3331H1apVvdsff/xxcnJyePHFF+nVqxdBQYHrOrN9+3ZeeuklHnnkEUaMGOHdHhcXR2xsLDfddBPfffcdAwYMCFiZhMATA44qIi2IQW2exWrynSxZllSS2k9C0kILeGHgKYqMZ7vuE3ieLWeBC4te+LrtgeTR3LToYsIWnL85u/1VJgwCtyqURS782dGuFs+PtEk2IUsF10KEmSPKVE26kJ+u6nyw4zufwPO0LE8uS4+sRVWL7+cgw7CQUb0RzqSxuJLuIrN2CzIMa5HvE0mCUCUT549PkfpeEqkzb+bUe0m4f5lEiHJpC4AEkmPbL6R9Pd4n8ATQM4+R9vV4HNvyr8hWXNxuN3PmzCEpKckn8Dzt/vvv54MPPsBqzXsg2LFjB3fddRft27enadOm9OrVi5kzZ3rzT5s2jRtvvJEHHniAVq1aeZe5njt3LoMGDSIhIYEWLVowYsQINm/eXGC55syZQ2hoKEOHDs2X1qZNG2bOnEn37t2BvJrb1157jSuvvJKmTZvSvn17HnjgAVJT87qVHThwgPj4eN5++206depEYmIiGRkZ5z0XofSJms8KSNcNzHI1xvT4nN3HV7H3+BqqhNajceyVKHoEulZ2Jq1WZBn31oKb4Tz7DGy6XGYekwwDNCmXntdZOHHY4PAenaBQiZoNFSTVjefcNQVLULBsoX5oFXZk5K+VjLaFEqbYiqU7r8UIoX3VHqw8nH85RItipUZIPbEcYhnnktxsTttTYPrakzvoX6UTUHzfDbpukOv94F5YU7tNziXr26dx7Vt71lYD57alSJKMtccEcrWy81Dqj6FrZCyeXGiejJ9exdqgW4k0we/fv5+0tDRatGjhN71KlSpUqVIFAIfDwahRo+jQoQOzZs1CVVXmzp3Liy++SLt27WjUqBEA69evp1mzZixYsABN0/j555956qmneP7552nbti0nTpzg+eef5/HHH+ebb77xe9xNmzbRrFkzVNV/+NGhQwfv/7/yyissXbqUl19+merVq7Njxw4efvhh3nnnHR577DFvvoULFzJz5kwcDgcmk6lI5yKUrjLyky4UN103MFxh1K/Ul96Nn6JF7DAkdyV0rWy95QYGSnTBP3hyuIQhFX9gI8vSRU8Mr+sGLi2XiBg3zboY1E7Q0CRHQANPALNH5blWA6lkCfbZHmKyMrltErZi+nE23Coj4u8jNriWz3aTbObRNq9j9oQVy3GEkqOgEGWNKDA91l4Z5QKnaTj9GSqJBZgUd8Y5gecZuVuXYNYyiv+gxcy1b32+Gs9z6RlHce1bXyLHT09PByAs7PyfT4fDwciRI3n66aepW7cuNWvW5J577gHymsnPdt999xEXF0etWrUIDw/n+eefZ9CgQcTGxtK8eXOuu+66fK85W1paGqGhRWt9a9asGZMmTaJ9+/bExsbSvXt3OnfunG//w4YNo169ejRr1uyCzkUoPaLms4LLGy1edjv4u90atrZmcn70+B2nY+utkqu6i21AvqTouNRMdmdsJc15gnrhTYlQqyC77Be8L03TAzKqvSC6bhCOnQ86jWBX5nG2ZxylTkgU8aHR2N3mYp0yy+QK54k2/8cRxz62p26gsq0qDSNaYvGEYpShmnTBP7PHxOh6fRm/9l2/6YNrdMHjLtq9LCsSOaqLHRnHOJabQcOwqlQxh2J2K8XW/cLI8T9bx3+pGM4ssFQqnoOVED3rRLHmu1CRkZFAXrBXlLzDhg3j+++/Z9u2baSkpLB1a96AMV0/c19UqlSJkJAz3bnatm1LZGQkb7/9NikpKezZs4etW7f6vMbfsYpSJoCBAweycuVKpkyZwt69e9m1axe7d++mTZs2Pvlq1qx5wecilC4RfAqlzmFxEzLGTOZHLs7uMmntqiA1oNgCPEnROeDexkt/jsOln1nBqWFkC8Y1fwE5N7iQV5dNum5gcZpoao0lwV4dXTfQnYbfvn2XwjAMFGcw1ZUm1IxuimEYaE5DTNdYTui6QaPgmoysexWf7vqZ0++cSVZ5otlwIihaTZSsSOzTTjHuzy/J8ZwZtRgfFs2kNkMw5xbPT4pkK6y2TkIyl/25ZeXgysWa70LFxcVRuXJl1q9fz9VXX50vfe/evTz77LM8/PDDVKpUieuvv56IiAh69uxJx44dadasGd26dfN5zen+oad99913TJgwgWuuuYaEhASSkpJITk7m2WefLbBcLVu2ZO7cuWia5ndE+8MPP0yzZs0YPnw4Tz/9NN9//z2DBg2ie/fu3HnnncyYMYOjR48WWK4TJ04U6VyE0iWCT6HUuQ0PRi2D8CfM6EfBcBoo1WVcJg/ZxbjMp1NN58U/78et+w7133bqHxbs+YQhNe5EL6G14EuarhsBmRHAMAw8YmnEckl1mbgxticDqndiR+YBzLJK7eAY7JoNPEW777MVF/87J/AE2J5+lHe3/c599XtSHGPuNFMYpthmuA9uypdmqd8VtxpaFqYnLpS5RkvkkCqFNr3LodGYa7QskePLskxSUhKfffYZt912G9HR0T7pH3zwAf/88w+xsbHMmTOHtLQ0Fi9ejMmU113ndBO1UUh19rvvvktSUpJ38BHA0qVLva+T/PTJGDJkCDNnzmTWrFk+o90hb+7Pb775hvbt25Oamsrs2bN5/fXXfYLn3bt3Y7cX3FK1aNGiizoXIbDKVgdA4bLl0TUylFyyY5046rrIMDnILcaR44oikZy6KV/gedrS/QtwymW/H5kgXArZrRDsCqK1rSFNzfWwO+1FDjwlSWJP9gmyPf4/Qz8f2kqOVDxzuDkMGyEDXsAUm+Cz3VynA0G9xuMoB9MtSbJCaO/xheUg9KqHSnS+z7Fjx1KzZk1uvPFGvvnmG/bt28emTZt4/PHHmTt3Ls899xzBwcFUrVoVh8PBDz/8wKFDh1i+fDkPPPAAkDfivCAxMTGsW7eOzZs3s2/fPj7++GM+++yzQl9Xt25d7r//fl566SVeeeUVtm3bxp49e5g9ezZ33303PXr0YMCAAYSEhBASEsLSpUtJSUlh+/btPPnkk2zevLnQMl3suQiBJWo+hTLFMIwSmbZHkiROOo8WmO7SctEMjbI9flYQisfF1JLLMpzMzSowXTN03MUxUz15s0pkEoptwCsEu9MxnJlI1jA8aggZ2oXNFVqabA0TIWly/nk+Q6MJveqhEp/n02az8dlnn/Hhhx/y/vvvc+jQISwWC02aNGHmzJm0a9cOgD59+rB582YmTZpEVlYWsbGxXHfddSxdupSNGzf6nRYJ4Mknn2TixIkMHz4cs9lMw4YNeeWVV/jf//7Hhg0bvPs/1+23306dOnX49NNPmTdvHrm5ucTFxTF27Fhuuukm70j4N954g5dffpn+/fsTFhbmnWrp3XffJScnx+++L/ZchMCSDFEPnY+m6Zw6dWlzyamqTEREEKmp2WVuicjy7mKurSTBYT2ZiavG+E2vaq/OU22no7iKr9+nJIFFMiFrEpqq4wzwaPiLIe7bklMRru1ROYNRyz72m1bJEsQHV4zE4sp7hFNVGZOeAxi4pKASHZxXnNc2Kirk/JkuUGmtcCQIZZWo+RQuC4YBUZZq1AypT0rmjnzpIxuNw6yFFtua2lbJhClVxfGTG+2EjqmmTGhPGw6bC7dRxjurCUIBItUgEiJi2Zh6MF/aXY26Y9ct6JJOsJyFZ/cqcv+Zh6FrWJtdg71+d7KM0Muy350kK1hqtTl/RkG4TIiaTz9EzWfZdrHXVpLAY8nkyx3vsvzgj3gMD1G2GG5u9D/qB7VA8lz6UpQAZklF2aiQ/eU5fVZlCLvPTE60q1SnaCqMuG9LTkW5tm6rxkc7VvD9gU24dI0oawh3NepOm7CaKG6ZYDmLrG8m4Dm8xed1SmQNQm/4PzL14q9ZLOs1n4Ig+BLBpx8i+CzbLvXaSiYPTikLzXBjkmxY9dBifY9CNRtpzzr9jsaVK0kEj1PJkopvFH9xEvdtyalI11YyQY7kwm3oWCQVu2ZG03QURcZy4A8yFj7h93XBiePwNLq22GdMEMGnIJQvYrS7cMlkWcJjNnCYNZxmHcVUtm8rw61idoVjc0ehuoKLNRCQJNCPGwVOA6OfNJByy/b1EYTzMdxgc5kJdVuxuFRvTb4JJ7kbvinwdbmbFmHWys/a7IIglAzR51O4JLoKe1xpvPHPn+zIOIldNTG4VhOSajXBlFs+58y8ZJfpaQsCSBS+3qaU9/kQ7W2CcFkTVTDCRVMUmd3OVO75cxE7Mk4CkONx89nOf3hq3VLc5vLZtCjLEro5hxzTcRymE+hmB7JctIjSMECuLBX4WKdUltCt5fO6CML5uDFhbXFtgenW5gNxSuVvJTFBEIqXqPkULlquovH6vyv8pm04dYTjrhxipeASmbezpEiKwQkjhXfXP8/ejGQA6oQ1ZGyzx4lU4tCLsI65Q3UTfKOJrM/OGXCkQvBIMzmq//6gglDeaZqBHJOAKTYB98GNPmlq5TqYGnQnt4wOthMEIXBE8ClcNJfhYW9mWoHp/5w8TI3o+HI1uCJHOcmTy27zWQlpd/o2nlg5htc6z8KiVTrvPtyGB7mRRNjDFnKXuNFOgFpLwtpdJcdcdke6C0JxyNKDCR7wIvrBf3Cs/xoMHWuzAai125NVAiPdBUEof0TwKVw0RZIxyTJu3X8wFWGxlataT9lk8MPeL/wuwenScvl5/zwGVr8NrQjrvzsNN65QN+YkFVWT0RSdDM0h+roJl4UsPRilelcs1dshGQZu2YajHD2ECoJQskSfT+Gi2QyV3rH1/aYpkkzzyKrlqpbPg4Mtp9YXmP7vybW4KfoUSYYBTs2DAxeucrC6kSAA2ORcQvXjBGdsJsR9gCA526fPsyxLBMlZhLj2E5yxhVDjBDbZ93OhygpmzYyWHoo7LQyTx4xJ8a3rkFUXhukk6Z4tOEhBMmcWuW+1IAjlm6j5LCWS9N/AFr1k1jIPBMNtMDq+NVvSjrE7M9W7XZEkXmhzJTa9fN1eqqISYa3MvsydftMrWaMwKSqa22+yIJR7IUo2OT+9TObOZd5tSmRNwpJeI0uJQpIgyH2E9DkPoKWdWeXI0rgXId3HkakFYZJV3IdUkhe4ON2IIKtQo48Je10Jl+5GMeewfMcM1u2Zi/Ffc0CItTI3dnwdu1IDTfSJLhaJiYkcPHjmfTKZTN61zm+77Tbv9hEjRhAbG8vLL79cYmVZvXo1I0eOZOnSpVSvXr3AfLt372b69On8+eefpKamUqVKFbp06cJtt91GXFxciZVPCKzyFR1UALIsEaw7kFOPY5w8ihQVgx5WmUys5XLZOatT5rV2fdmfk86aE4eIstppHxWHXVORyllln67rXFljEBuOr/Kb3iOuPx5dQxIfG6ECsigajuXTcZ4VeAJop1JI/+o+Qm58DzBIm303etYJnzzOLT+jBFXG3PZ25FwTW792+nQx0T2w91s3jUaZUSM8bD68mLV7vvbZR2buCT5Zdie3J34OWngJnWXpMHSNrEPrcWefwBRUmeBqgVvbffTo0YwePRqA3NxcNmzYwBNPPIHNZuOmm24KSBmKasWKFdx999106dKFKVOmUK1aNfbv38+HH37Itddey//93//Rvn370i6mUAzEr2gAybJEmCsNz4eT0dLP1BRKlaMJu+VB0uXgcheAGgaYnTL11EgaVq+MYRh4XOWnqf1skqHi0pwMrDuChbs+89bIyMhcW/8WHO4cFMNUTKu/C0LZYtYySP33e79pWtohyDkGHle+wPO0nPXziWw/iv2rPQX2bT60zEP1ARortn/sN93pyeJQ6mZiQzqj6+Xru7AgaTt/4cDvk3FnHfNuMwVXoXq38YTXSyzx49vtdqKiorx/x8XFsXr1aubOnVumgs+MjAweeOABBg0axNNPP+3dHhsbS/v27XnwwQd58MEH+f777wkNDS29ggrFQvT5DKAgPRft0zfgrMATwDhxFP2r6djJP9ClvDAMA7dbK1cj2/PxqFQLqkW2O5Mn2r/JqCYPMKrJgzze/g1O5R4nLqQuhkd8ZIQKyu3Iq6IsgJ5xFC3zWIHpeHIxPOA4UXDQ6DxlgC6T40orMM+xzN3IcsX4nKXt/IU93433CTwB3FnH2PPdeNJ2/lIq5bLZbIWm79q1i7Fjx9K+fXtat27Nfffdx6FDh7zpmqbx8ccf07t3b5o1a0bv3r356quvfPaxZs0arrvuOhISEhg0aBDbt28v9JgLFiwgMzOT++67L1+aJEmMHz+eEydO8N133wHwyCOPcM899zB69GhatWrF9OnTMQyDDz74gL59+9K0aVNat27NHXfcwf79+737io+P56uvvmLUqFEkJCTQpUsXpk+f7nO8RYsW0bdvX5o1a0ZSUhIzZ84kPj7em56ZmcmTTz5Jhw4daN26NSNHjmTTpk2Fnp/gq2J8wssJJTcT48RRv2nGvl2Y3DkBLlEek0lBMcuo6uV9OxgGRMrVaBjRglfWTOC7PV/w7e5ZTF4zgeaV2xMuVS23/XMF4bzMdlCtBSYr4bEo4dUKTJcswaAYBFUreNCQvaoEskaoLbrAPNXCG6EXMINGeWLoGgd+n1xongO/v4qhB7aD68aNG1m0aBE33HCD3/SDBw9yww03YDabmTlzJh999BEnT55k+PDhZGVlAfDyyy/z9ttvc88997Bo0SJGjhzJs88+y6effgrA/v37GT16NI0aNWL+/Pnceeed/N///V+h5Vq/fj21atUiMjLSb3pMTAw1a9Zk3bp13m0///wzV1xxBXPnzmXAgAHMnDmT6dOnM378eBYvXszbb7/Nnj178vVlfeWVVxg0aBALFixgyJAhTJkyhTVr1gDw66+/8vDDD5OUlMTChQsZMmQIr732mve1hmEwZswY9u7dy/Tp0/nqq69o0aIFQ4cOZcuWLee5+sJpotk9kJy5hae7nAF9R3STRpqRyYJ9yzmSm0qnqKa0q9QIu9tWYZq8LpTkMdM8pBtTurTilPMYEhIRligsWgi6qPUUKjCnHIq97fXkrPwkX5papQG6rTISOkpkDbRT+/LlsXcYSS4WqrRRObZGwzg3ppIgposJj67Ro/GdLFj7dL59BFsrUyW0Abqr/H//ZB1an6/G81zurKNkHVpPSPU2JVaO6dOn8+GHH+Ydz+3G7XbTvHlzrr76ar/5Z82ahd1u59VXX8VsNgPw5ptvkpiYyMKFCxkwYACzZ8/mkUceoX///gDUqlWL/fv38+677zJ8+HC++uorKleuzFNPPYWiKNStW5fDhw/z0ksvFVjOtLQ0wsPDCz2XiIgITp065f07LCzMZ+BUjRo1ePnll0lMzOvOEBsbS9++fb21padde+21DBw4EIBx48Yxa9Ys1q5dS5s2bZgxYwZ9+vTh1ltvBaB27dqkpKTw0UcfAbBq1SrWr1/PypUrvYHyAw88wLp16/jkk09KdNBWRSKCz0AKDis4TVHAFhSwouiqxvLUjby46XPvtt+PbKCSJZTpHR4kxB10QbV8ZlVG9ejosoTToNz1XT2bocmYtDCi+e/9ciL6eQoVnkuTCW55I4bbhWPd194meHOtdgT3fZxMww5IhF3/JpnfPo37wD95L1TM2NsNQ23Sn2wPGKqLhiPM7JrvxpWe9z1gCpao1d+EbnWjaQY1IztwZdP72X9qI+Gh8XjcmaRm7qRP8/FInjBvf+vyzJ3tv2/sxea7WDfeeCMjRowAwOPxsHfvXl5//XWGDRvG3LlzvQHmacnJyTRt2tRne6VKlahduzbbt29n9+7duN1uWrdu7fO6Nm3aeGtJk5OTady4MYpyZlBVq1atCi1neHg4O3bsKDRPRkaGz0j5mjVr+qQnJiayYcMG3nzzTVJSUti1axc7duwgOtq3pr1u3bo+fwcHB+N2501jsnnzZq666iq/53Y6HaBnz54+eVwuF05n0afiu9yJ4DOAXCYbaouOGP+szJcmd+yFQ7UHbNlFh5zLy5tm5dt+0pnB61vn8Hijkciu89f0KYpEiFtHX7YTY9tRlBAL1h7xuCsHkV3+fz8E4bKSpdmxtBtDROsbwJWFZLLhVkPI1C3/PYwaZErhWPu/TLAnEzy5YAnBqYSS/V/LgEfXUMINGtxswnDmbZMtBi7Zhfv0vL+anZqxA9msx7P42AHCzDEMjU/CkCIqTKuLKahysea7WGFhYT5BWt26dQkLC+Omm27izz//pHv37j75DcNAkvJ3ndA0DZPJ5K1YODfP6a4Sqqp693O209sL0rp1a3788UdOnjxJpUr5V5I7evQoe/bs8RkkZbX6dhN5//33mTZtGoMHD6Zdu3aMGDGCpUuX5qv5PDfgPru8qqoW2u1D13WCg4OZN29evjR/+xX8K/V2xLS0NCZOnEjXrl1p1aoVQ4cO9fa9GDFiBPHx8X7/ffPNN0Be/xR/6XPmzCnFs/IvR1eh9/XInXuD6b+b1GJFvvJa9E69cRZh3fDioCgSG1J3oRdQu/Dnsc3kcp4uAuR9+YQ4PHheXYL+8zaM/akYW47g+b/fUZbtovAu7eWbJIFZMWHFgkUyoyil/lEShCJRVQPJlIVkykJV83/nODWFTCLINMeRIVXGoVl8WkEMAxy6lUw5ikxzHJlGOK5zuqRomk6u4cRpduA0O3AYud4FJyQJ0hUXo/6Yy4fJ69madpxVxw5w/8rv+WzPBjymihF8BldriSm4SqF5TMHRBFdrGaAS5ecvyGrQoAEbN27E5TozAPbEiROkpKRQt25d6tSpg6qq3t/p09asWUNUVBRhYWE0atSITZs2+ezjfANy+vfvT2RkJK+++qrf9FdffZWwsDCuueaaAvfxzjvvcM899/D0009zww030KJFC/bu3XtBLXENGzZkw4YNPtvO/rtBgwZkZWXhcrmoWbOm99/777/P0qVLi3ycy12p13w+8MADnDx5kilTphAZGcmsWbO49dZbmTdvHtOmTfNWhZ/2xBNPsG/fPq688koAtm/fjsViYcmSJT5PYiEhZXMN4QzdjKXzAKwdrkTyuDBMFhyqHZcnkF+4Eg6t4OYBAwPNOH9Dsw3Q5v0DuflnXdd/2Y6lXS0c5sDMZRdIqqygOs0c+sNNZoobU7BETCcT9jhw6KLZRSibFEVCV1JZufsLthxYgqqYaVVrME2q98FwBQdsMJ2uwltbVpHpzj+7x1d7/mVAzUZEYAlMYUqQJCtU7zaePd+NLygH1bs9VOLzfebk5HD8+HEgr3Zv3759vPjii1SpUoWOHTvmyz906FBmz57NQw89xF133YXL5WLSpElERETQr18/QkJCuP7663nzzTcJCwsjISGB5cuXM2vWLB544AEkSWLo0KF8/vnnPPbYY9x5553s27ePt956q9ByhoaGMmXKFO666y7S09MZPXo0sbGxHDx4kBkzZrBq1SreeustwsIK7r4WExPDihUrSExMRJZlFixYwE8//UTlykWvXR4zZgxjx47lo48+IjExkXXr1nkHUgF06dKFRo0aMW7cOJ544gmqVavGF198wdy5c719a4XzK9XqmpSUFFasWMFTTz1FmzZtqFOnDo8//jjR0dF8++23hIeHExUV5f23evVqli9fztSpUwkODgby+qfUrl2bKlWq+OQ9tzq+LHFqkC7ZSTOFk44twIFnXq1Ei0j/y2IC1A+tjlU6/5e/yaNjJPsfvQ9gJB8tkzWCqqpgUqz//TNf0JJ+siwhZ5nZ/J6TU1t03NmQc9Rg1zw3R/7Qscii2UUom3QllQ9/v4XVO2eTmXuc1OyDLN08jS9XjUMyZQasHLmSxoqjKQWmrziaUmFm3givl0jtfpPz1YCagqOp3e+VgMzz+eGHH9K5c2c6d+5Mt27duO+++4iNjWXmzJl+p1yKi4vj008/JSMjgxtuuIFbb72VqKgoZs+e7Z1f8/HHH2f48OG89tpr9OvXj1mzZjFx4kTvZPbR0dHMnDmTI0eOcO211/Lyyy9z5513nres7dq1Y968eVSqVIkJEyZw1VVXMX78eCpXrsz8+fPp1KlToa9/5ZVXyM3NZciQIQwfPpzk5GSeeeYZTp48yYEDB4p0vbp27cozzzzD559/Tr9+/fjyyy+58cYbMZlMACiKwocffkhCQgL/+9//GDBgAKtXr2batGl+g3nBP8koxZEhGRkZrF+/no4dO/r0lejVqxddunRh4sSJ3m05OTn06dOHa665hgkTJni3/+9//0OWZZ+pEC6VpumcOpV9SftQVZmIiCBSU7PL5NyXHpOb/9s1nx8O/uWzXZFk3u3wADXlmPP2vQrTDLQXfigwXbm2Odkt44r9/C/l2ppVK3u36CT/48GVC5WqyrTsasIU5EYrwvrrVsnM7q90co74P27TOy3kqo4LKlNZUtbv2/KsNK+tqhqs3Pseq3fm7+cNkNT+ZWKDr0DTSv7nwGHWuO6X2QUOKRrbqB3XRje8oGtUnNc2Kqr4W81Kc4Uj4cL89ddfVK5cmTp16ni3vfvuu3z99dcsWbKkFEtWsZRqs3toaCjdunXz2fbDDz+wb98+Onfu7LP9iy++IDs7O9/TU3JyMlFRUQwbNoy9e/dSs2ZN7rrrLrp06XJJZbvUJ+/TNX7+av5MMlhc2eBxY6gmnJYgPAFey1g1LNzTYDBtKzXkk92LOeXMpEVkPe5o0J8oOQJZl85bI6gpINWPwthx3G+6HF8171jFXItR2LUt9HWYWf2zh2P7z/w4nTyis+QrJ4lJFuzhxnkDbsmtkHOk4CA1M0UnqJFSbgdNXOy1LSpJArdskGNo6IaBTVaxGXK5vV4XoqSvbWF0OYOtBwvuj7Yh5VtqtOiIJJV82eySRIcqcaw8tt9veqfoGsCFfW+U5rUtCklWSnQ6JaH4rFixgoULF/LSSy9Ro0YNtm7dysyZMxk2bFhpF61CKfU+n2dbu3Ytjz32GD179vTO0wV5o+w+/fRThg0b5tOX0+VysXfvXmw2GxMmTMBut7Nw4ULGjBnDRx99dNFV4LIsERFRPNMehYb6NmvomWloy39G+/PnvHk/bXas3a9BbdMFKaSQqZhKRBADQzrROaYZmq5hV60Emy5smJCe1BrnlCXg9A3IlO71kSNsRNhLru/Wudf2fE4c1nwCz7Ot/dVFz+ut2OyF/3jlntJBosDlA1WzRFiY/YLKVRZd6LUtqr2Z6bz6z9/8fTyvu0a90HAebtmOhuGRmJXLoyaopK5tYTIduaiFdAkxKRaCgqyosikg5RmX0ImNv80j2+Pb7/PaWo2pag8hzHJx3aZK49oKFcvdd99NdnY2EyZM4NSpU8TExHDLLbf4zCcqXLpSbXY/25IlS3jooYdo3rw506dP9+mzuXLlSm655RaWLFlCXFycz+tycnJQVdWn2f7WW29FkiQ++OCDiyqLpulkZFxa06miyISG2sjIcHhHeVpwoy7+Cn3d8nz55e7X4L6iLy6jbD65F0SRJOxOD/qKXejbj0KwBSUxHq1qKI4L6Et5Qcf0c22L8pp9WxU2LM8/OOq0q2+2gFL4gCETJvYt1Ejf5ee4EiTcbcFlKr+Dji7m2hZVtqIx+o+fSHf5Xh9Fkvi4ex+iKsAgk8KU5LU9/7ElNhycw5J/3/CbPrLLu1SyNgnYoCNJlsiQXCxI2crKY/sINVsZXrc59UIqYbmIxRyK89oWV8WDIAgFKxM1n5999hkvvPACvXr18llV4bQlS5aQkJCQL/AEsNvz1zI1aNCA5cvzB3gXorj6ZGma7t1XsJaDtn6F33z6sh8xt+lKjlS+vvg8gFOWMHdvgNqlHoYskQ15zagl3JR69rU9H8MAs7XgmjVZBkkycJ9nf5rkpEYfG1s/cuI5ZzXUmn1NuBV3hegreSHXtihUVWbZkYP5Ak8AzTD4aPu/PNCwFbjLxLNwiSrua1sUHg80ib2KzfsXczh9m09a0+q9CbfWxO0ObJlsKAyLa8aQuMaokozikdBzDTyXsKRDaVxbQRAuXKkHn7NmzeK5555jxIgRPPbYY8hy/qfetWvX+u3DuW3bNoYOHcr7779PmzZn+tP8+++/1KtXr0TLfVGy0imwakHzgCMH7OUr+DzNpem4oMQDzoulaTpVYmUkyf9bUCNewZA9513KyDDAZcql8W1W0nfopO/UMYdCVGsVw+bBpZ9/0NLlSJdg1fHDBaZvOHUcJzoWAjPX7eVIdwVzXfvXOJy+hQ37FqLKFtrUSSLcWhPdXTpdRXS3gem/SVcKmndYEISKp1SDzz179vDiiy/Sq1cv7rjjDk6ePOlNs1qthISEoGkaO3fu9K6zerYGDRpQv359nnnmGZ566ikiIiL46quv+Oeff/j6668DeSpFc75+TCYxTY8kSUgSJTIARZfcdOxj4s8ffJveQyIkmnZQcXmK1tVC0wxycGBrKBPUUAHJwOl2iDU4CyFLEG0tOMCJtNhQROBZLAr6DBkGGK5gYoLaE9usLRISHreEXkBtsyxLGIYRsKZ4QRAuH6UafC5evBi3283PP//Mzz//7JN2em6wtLQ03G434eHh+V4vyzLvvvsur776KuPGjSMjI4PGjRvz0UcfER8fH6CzKDrNGowUWQXj1LF8aVL12rjN9gIHslR0JtkgSHPAsYPgckJMDVwme96qUMVE0z2ERcPVIy0c3K3hyDKoWlMhNBLc+vlXdDpXXvOeiDiLwuPSubZWfRak7PKbPqJeIyy6jCau50WTFMhRNPZlp5HldlEvrBLBmFDc5y6DaKC7Tm/z/cKRJLBLOci5J/Gc3IsSUgVCq+GQQgMyDZMgCJeHMjPgqCwpqXk+ZVkizJmK54NX8prg/yNFVEYePZ50JeSClgGrKMySjv1QMtoX74LnTK2k3L4HevcBZOq+NcLFMaefqspIkoSm6aU+zc/pKWXKQl+1kpyLUlfhj5OHmLJxrU8T64Cadbm1XhOU/AvelBuKIiFJMpqmF/gZPt+1laS8gTOGwYUPmlFgh/MUj/z9E7lnzVfbp3p97oxvh+osWq1yqJJJ5jeP4j70r3ebHFSJ8BvfIttSrcwGoGV9nk9BEHyVep/Py4muG2RYIwi+80mkE0cwTh5FqlINPaIKGbINo4z2lyxpdk8W2udv5euMqa/+FaVGPZS6rYp9dHBZCPRk1YVHSmfL0ZW4PQ7qVumAzRSFUUr970qa7IGularRtmdV/k09gdPjIaFSFUIktdwGnpICOarGxlNHOJSTSdOIKtS0h2NxKxf0IBkiaSjpmRg790GQDaleTXJUM64i7iJH8fDQ6h/xnLMs7o8HdhAfFkXfqHpo57nnrYqb7F+m+gSeAHr2SdK+vJfQER+RhQjMBEG4dCL4DDBNM0jHhhRVBzm6Lrqu58Vcl2ngaTIpGGv/LHAglv7bImy1GpFVwabhkVQn247+wE+bXvdu+3XL28THdKNPwsNozvI58Ox8ZA8EIXNFaDQgnTcgKsskRSLFk864Zd/h1M+sElE9KJQ3OvTD5lKK1F8yTNLRP/8WLeXQWTuXsA/rBzWr4zIKr7VUVZkVx1LyBZ6nfbbzH7pH18J8ntWUTVomWdt/9ZumZ52AzCNIwSGiD2g5M2LECGJjY3n55ZfzpT3yyCMcPHjQZ+3ykjr26tWrGTlyJEuXLqV69eolcjyh/Chfk0pWIIZh/NdEV9olKV2yBBw/UmC6kZ6KXAH7ATr14z6B52nbD//OzmPLK8za1gXRNCPgc10WN4fi4aHVP/gEngAHsjOY8u8KitJd2axI8Od6ODvwBDAMtFnfYfecv0pYliX2Z2cUmH7SmYMhFeGLxuOEAgJYAD37BJIkBoUJF6dly5YsX76cmJiY0i6KUAZU7F84oVgoigQmMEzFv3ydRzOgXpMC06XYWngCtOpKoJhMCmv3zCswfdWOz9CkzACWSLhQkiSxLyedbI//RQv+PLqPHOn8025ZNTf6yn/8JxoGxtbd530Q8Xh0WlWqVmB6/dBKKOepPQXAZEcyF9zlQ4moUer9o8srQ9c4dWgNR3b+yKlDazD0AK+nXAaYzWaioqJQLpOVzITCiWZ3oVBui866tGN8k7IFgAE1GpEQEY3FJRdLra2m6Uj1moA9GHKy8qXLfa4jFxMVahoASSMr93iByTnONIwKWNtbkUgSpDkLnprLAFyaRtB5vmIlw8BwFlK7mZl93tpGXTdoFBZFlDWI47n5B0re06QDZo9y3nk0c5VQ7B1vIfv3t/OlmeJaoFkixeQOF+HY7l/Y/udknNlnZjmxBFUh/orxVKmTWMgrA2vHjh28/vrrrF27luzsbGJiYhg+fDg333wzANOmTWPt2rUkJiby3nvvkZWVRWJiIo8++iiTJ0/m559/JjQ0lHHjxnHttdfm2/+5ze6JiYnceOONbNq0ieXLl2M2mxk4cCATJkxAVUVoUtGJmk+hQC6LwZPrlvLk2iWsPXGItScO8dS6pTy+dglOc/H9CmUqQah3PIZUs/6ZjeGVUG7+H46QKhWutkXXZOKrFfyjUyuqLQpijeqyTNcN6odVKjC9ksWGXTn/D6hHVpCqVy0wXapfs0iD42xuhf+7oj9tKsd6t0VZg3ihzZXUtoQX6TPk9kioTfoT1P0eJEtw3kZZxdqkLyH9nydHF/fkhTq2+xc2/jzeJ/AEcGYfY+PP4zm2+5dSKpkvh8PBqFGjsNvtzJo1i++++46+ffvy4osvsnXrVm++NWvWsGbNGmbOnMnUqVNZvHgx11xzDY0aNWLu3Ll07dqViRMnkpqaWqTjTps2jbZt2zJ//nzuvfdePvnkE7799tuSOk2hDBGPF4JfiiLzz6kDbEo9mi9tS9ox/j55kK5hNYul356mGaSZwrHdcDdmjwM0Dc1sI0u1l4lR6cVN03RqVmpNqC2aDIfv9VUklW6Nb0f3iI9mWRciW+gcXZPlR1Pypd3TpAN23XTeeUsdkkLYgB543pmdv3I/uhJ65cgijZrXdYNgt8pTzbqTgwe3rmNXTNg19YIGdWVrNkxNkghv2AvcOaBacSkhZGjifrxQhq6x/c/JhebZ/uerRNXqhiSXbFP0okWLWLx4cb7tLpeLVq1a4XA4GDlyJMOGDSM4OO/B45577mH69Ols376dRo0aAaDrOs8//zyhoaHUrVuXRo0aYTKZGDVqFAC33HILX331FSkpKURERJy3XF26dGHkyJEA1KpVi6+//pp169YxaNCgYjpzoawS3yiCX25ZZ/5/Te3+zN+7hfYtq6NqxTMAwTAMcjCRo5jg9PdwBQw8T5M8YYzsMp1ft7zD1oNL0Q0PcZWa0zvhIcxGlXI7+YGqymhSJpKkg6GCZq9wNdenqS6J8U07Uy+sEnN2/0u2x0VsUCh3N25P0+AqaEVYK13XDXLCw7DdcQP6wl8wDh0HVUFu0wQpsQPpKEXucWIYILslgvmvj7TGRU3a7/aAmzBQw7z7ES5c6pH1+Wo8z+XMPkrqkfVEVmtTaL5LlZiYyEMPPZRv+6uvvkpaWhqRkZEMGzaM77//nm3btpGSkuKt8dT1M/dQpUqVCA0N9f5ts9l8BhBZLHmzkjidziKVq27duj5/h4SE4Hb770ctVCwi+BT8MjDQC6lxKSxNOD9dN8AVwZWNJpDY+G4MQ0fGBpoNvYxO5H0+itnBzuN/sHz7R6TnHKVqeDxXNr2PCGs9dE/FXDpWdUrcUK0JA6o3RDN0VEnGpqlFCjxPcxoS7kqVsN8yGEXTQJLIVU04y+l9IORx5Zwo1nyXIigoiJo1a/rdnpaWxokTJ7j++uuJiIigZ8+edOzYkWbNmtGtWzef/CZT/sGfsnzxvffM5vzfC5fjQiuXIxF8Cn5ZDIVrasTzr59md4B+cfFYdEUsh3gJJAk8qOQShIaBVVIprRBNliWshobZ5UI/6cYqKWRLUpF/CGTVybLk91i398wo/sNpW/l0+Z0ktX+Z2OBO5X5qpYLoHgMLMqe70F/MZ0LXDbKQ4fQPuQg8yz2zvXKx5itJixYtIi0tjcWLF3sDzO3btwMiGBRKhgg+Bb88Hp32latTJySC3Zm+ncdrBIfTJbommrNiBhOBIMsSmaqbt7asYvmRFHQMGoZX5qFmXYhRggLa1KnKEJKThTZ/Kdreg2iA3KAm4QMSybDY0IrQbO6RMnwCz7Mt3vAqt3RtCppYHUe4fERUbYklqEqhTe+WoGgiqrYMYKn8q1q1Kg6Hgx9++IE2bdqwe/duXnrpJSCvX6ggFDcRfAoFsrhkXmvXl9+P7mXRvm0YRl6NZ2JMbSwuBeMCpj+yKjpWdw64XRhmC7mqHWcx9RctjxwmjbtWLOREbo5327a0E9yxfAEfdx1MJckasAUIgt1OPG/Nyuvs9x8jOQXP/80i5P4RpEmFz7MqyxJHM3YXmJ6ZewKXloVJLM0oXEYkWSH+ivFs/Hl8QTmIv+KhEh9sVBR9+vRh8+bNTJo0iaysLGJjY7nuuutYunQpGzduZOjQoaVdRKGCkQxRp56PpumcOpV/vrwLoaoyERFBpKZml/sR24oikyvnBSZW48JGzwKESU74eQ76htWg66CakDteiXHFVWToF97QXN6vraLI/JGewov//O43vWvVWkxo1BkpAP3uLYqEdemfBU50LvfuRE675rg9BX9NSBKccv3L5yvuLjDPXVfORfaUfvNiaSrv921ZVpzXNiqqeB+S/M/zGU38FQ+VqXk+BSGQRM2ncF6apmPSLq4/W5Dsxpj/EUbypjMbPW70ZT8g6xqWLgMuuxpQSYFlR/JPz3PaPycP45I0LJR8jYiqeTB2FlwWY/te1DbNcFPwe2QYEBEUh1mx4dLyT7xePTIBVQoWvYOFy1KVOolE1epG6pH1uHJOYLZXJqJqyzJR4ykIpUVMMn8ZKM31mE3OHN/A8yz6ql+wuXP8pgVCaV0XyZCItgUVmB5usSEXZTnEYmBIMgQVvKQiIfa8POcha6Fc1+EVZMn3eTbIEsGA1hMxPL4TlEtS6d6XghBIkqwQWa0NVev1IbJaGxF4Cpc9UfNZQUkSuE0SaR43h7JzqGy1UtliweohYPMuShKQcargDJoHnA4oJBArbooiEexxI6VnYmQ7kKpE4jKbyTEC9xzmdmsMrNGIr/ds9ps+vF5zbIaKJwB1hbmSTGiPdmgfzfebLndpg7MI94uuSVSyNuXOK79i26HfOJm1l1pRbYiLbIGshaP917tHkRVkTGSlg65BaISEIXvwaGJuP0EQhMuFCD4rKKdZ4uk169l06sxI9Ri7jdeuaE8Ysk8AKssSsiyhaXqxDnIxDCDoPP2n/MzzVlJUWSI4PR3tw3mQfaZ5WG3WgNABPcjQAxeAhkkWxjfrzKublvsM27qyWl3aV6qOJ0AzCei6gSemCsoVLdD//McnTb7qClzhoUW+J3RNRtIq0SzmOmRZRtN0NJeO9t8ZqopK2lGV1T+50P4b2yRJ0LidSq3GZtyaGFV7Pooio6oyHo9eYaeuEgSh4hPBZwVkmCTe/HeLT+AJcDjHwUMr/2LaFR0wu0CVFexuM55dOnqaga2OjBFhkC05iy0I1awhSJWrYpw4ki9NatAMl8lOoDoDBmsutPfmgNM3yDE2JSNXicB8RWtchQysKU6KR6JrpVq0TazOuhOHyNHctKkcS5hsQXUGtjk6y5Cxd2+PuWMLjJ37kFUZ6tQg12TCcRE1wnkDPvK/qbrbxJ/f+658YhiwebWHyGgzQZFShV0N6VKZTDIZipudGcfZnXGKemGR1AmJJMRjEoOXBEEod0TwWQHloPPHofzBHsCh7BxSXS5iZSvWoybS3nbCWS2eapxEyO02MqT8A0cuRrZsJXTk/egfT8E4dfxMQmxt5EE34zACcwvKsgT7juYLPE/Tl6/H1jYBlxS4j4TsgSBUukfUyptw3qOX2lKGOYZMjtmGpWUTQkNtxT4i22RS2bHWU2D6lr88dOhrQifv/ZFlCVWVMYy8bgqXM1WVOYaD+5Z9yynnmc9lJYudaZ2uoZJqFQGoIAjligg+KyCHphU6A+dJZy71TaH5Ak8Az36D3O89WPqrOPWCg4Wi0nWDDFMYQbc+gpKVhpGRihQZhccWSjrmgM1lKcsSxom0gjM4XXnTQJXCOICy1HxaYmUxJM5Zq8BHdoYBhoQkQYgB0uF0jI0HkYIsSK1r4LSoFM/jUPmTrbp5dOVPPoEnwElnDk/8/TOvtu+LxSPGjgqCUH6I4LMCClJVLLKMU/cfSMTYg9B26fkCz9Ny/9II62PGqVx68Al5AWgmVgiuihQSk7dcW4BbVzXNQIqrWnCGsGB0peL+gEsSqKoKhoRuaAEPeA10KscqHC5gVqfIKhLIOmGahOf95XA4/Uzikm2YBzaHFtVxXIbTEmd4XOzPTvebtjszlSyPCwvWAJdKEATh4lXcX9vLWJAhc129On7TWlWuRJiioqcX8iOuUWLNv6W1poFhGOiVIpAqhftNV/p0waGU1srqJUtVzGgOK5uWw5olBkd2q5gVW15XhADxeDRqNFBQC1gsqWlHEzIaxh87fAPP/2gLNmDJvTxHxOd6Cn8IzNWK5yFREAQhUETwWQHpbp0hNWswMr4eFiWvHVmRJK6MrcYTrZqjuHXUWgW3L8uVJAxT4INERZGxA0GGgVkt/lszS1aRxyQh1atxZqPNgnJtT1x1a+ApQ83fxUVVTKRsgSVfudi3XefoPp31v3tY8qUTxbASyKk2dZz0vM5CeOUzB7WHSHQdaEaxurG4dbQ/C16mU99wAJPp8psfMcJiRSngjVIlmTCzJcAlEgRBuDSi2b2CUl0G18fV5JoacTg8HqyKgg0ZyZm3IrsepqPWlvDsyR9kBg02kWtyQQArVEIlkJKPof+xA1werAmx2DvUJlOV0bTiCYR13SBdNmG7/mrMbhd4NAyLmWzVhLuYjlHWGB6Vzaud+bbn5sDGFW4SuppwewJTo6jpOrI5l079zeievMFEiknHkFx4PHreGkquQm66bFdAg+WyIkgyMaBmQ+bv3ZovbUjtxgRjJuD9WIQy75FHHmH+fP/z9562ffv2AJWmYNOmTWP+/Pn88ssvl7SfI0eOMGrUKL7++muCgoKIj4/npZdeYvDgwfnyJiYmcu2113Lvvfeed7+PPPIIBw8e5NNPP72g8hR2/HP3m52dzZAhQ/jwww+pVq3aBR2nvBLBZwVmuHVsgA31v5lvzvxA5UhOQm61kfuTh9yVGrhBqSxhH2xCq6kFdPRsCGB8sRZ9+9EzZf95G/rKPYSMSyStGJuHDQNykMhRLWfu/goaeKqqzKEdBfefOLBLJ6GzmQI7/5YAXTfQcYIESHkTzZ/mliWU+tEYyUf9vlZuVg23u3zWTpsUFatHRUvVMUkqHoo+p6mUCzfXb0WUNZgvdm0kw+0kzGxlWL0E+sTWB0fFvH8rEkPXOH50PbmOE1htlYmKLvnlNR9//HEefPBB79+dO3fmscce4+qrry7R45aWJ554gtGjRxMUFLhFSwqzfPlyQkLOM8/1f4KCgrjtttt44okn+PDDD0u4ZGWDCD4vU4YBGTgw91EJ62kGHXTVIFd1BXQwiiRJKMcz8Wz3E3BkOdF/3Y7lqkY4K2iAWNL0QvrulsK4r0I5gLCBCXimLIVz78EakWiVg0utz/DFkiSJEN2Kc6mHjJUu0MDSSiG0t40skxO9gEGB5zI5JJKqN6ZXbD3choZZVgg1TLgd5TMYv5wc2LuUf1ZPxpFzzLvNZq9Ci/bjqV6rZ4kdNyQkJF/wExISQlRUVIkds7SsWrWKzZs38+6775Z2Ubwu9DoPGjSI1157jT///JMrrriihEpVdog+n5c5l+4hU8kl05RLtuQM+Chok0lG/7uAIdCAvm4/lgBN/F7ReDw6VQvp2xtdQ0aSyk7wYhgG2UFm1Ad7IjWqCrIEdjNy78YoozqSVQ6b3IN1C5lvunAs0TCywciF3D810l9xEuw+01dTliU8ZoMcs4dcs4Zkyn+y7lwNu1MhzGXGlqvgDtAqWMLFO7B3KSt/neATeAI4co6z8tcJHNi7tJRKlvd5++CDD+jbty9NmzaldevW3HHHHezfv9+bJz4+nq+++opRo0aRkJBAly5dmD59us9+Fi1aRN++fWnWrBlJSUnMnDmT+Ph4b3pmZiZPPvkkHTp0oHXr1owcOZJNmzYVWK60tDSeeeYZunXrRkJCAkOHDmXNmjWFnsuHH35I796982b0uECDBg3i0Ucf9dn2xx9/0LRpU06dylse2uPx8Pzzz9O6dWs6dOjAlClT8Pw3EPDAgQPEx8fz9ttv06lTJxITE8nIyCA+Pp558+YBedf67bffpmvXrrRo0YLHH38cp9O3O5SqqvTq1YsZM2Zc8DmURyL4FEpfYR35ZKlM1c6VNyaLRo34/B9zRYWWXUx49LI1gtytG6TbTGjXt0Z+vC/yg1eSe0Ud0g0jYHPCFhdFkdG2G2jH8xfcyAbnHx7Mioqhwh4tnYfW/Mh1v3zB0N++4r3da3BZ9cuyj2tFYega/6yejP/2hbxt//z1KkZhzRMlaObMmUyfPp3x48ezePFi3n77bfbs2cPLL7/sk++VV15h0KBBLFiwgCFDhjBlyhRvMPjrr7/y8MMPk5SUxMKFCxkyZAivvfaa97WGYTBmzBj27t3L9OnT+eqrr2jRogVDhw5ly5Yt+cqkaRqjR49mzZo1TJo0ifnz59OwYUNuueWWAgNWh8PBn3/+SY8ePS7qOgwePJjFixeTm5vr3bZgwQJ69OhBZGQkAOvWrePEiRN88cUXvPTSS8ydOzffdVq4cCEzZ87kjTfeIDQ01Cftvffe44MPPmDChAnMmzeP4OBgvv/++3xlSUxMZPXq1WRnZ1/UuZQnIvgUSpXbrSF3qF1gutK2Fk6TuE0vlltzkXCFQse+JiKqyASFSNRpotB7mAXJ7CyTzdiGATmGQYYEGRK4yuksBCZDwbWm4MDC+Y+OyaNwwJ3J3SsWsiPjJAAuXeOblK08tPpHnObyee4CHD+6Pl+Npy8DR/ZRjh9dH7Ayna1GjRq8/PLLJCYmEhsbS/v27enbt2++QUjXXnstAwcOpHbt2owbN46wsDDWrl0LwIwZM+jTpw+33nortWvXZujQoQwbNsz72lWrVrF+/XreeOMNmjdvTt26dXnggQdo0aIFn3zySb4yLV++nM2bN/Paa6/RoUMH6taty8SJE2nQoEGBNYKbN2/G7Xb71Lae9tRTT9GyZct8/w4dOuTNM2DAANxuN0uWLAEgKyuLJUuW+AwUioqKYtKkSdSvX58ePXpw//3388UXX+BwnFn4YdiwYdSrV49mzZr5lMEwDD799FNGjhzJNddcQ506dXj00Udp1KhRvvLGx8fjdrvZujX/4MKKRvT5FEqVYYAn3IbcMg59/X6fNCnCjtSlHi6xdOAlcWlOwqvKXNFPxTAkJFnD7XGU2lKelwtDMpAKmftdsoCmGLyx8U+/dWO7Mk+xPyedempkmXxIEAqX6zhRrPmKW2JiIhs2bODNN98kJSWFXbt2sWPHDqKjo33y1a1b1+fv4OBg3O68FpPNmzdz1VVX+aS3adOGjz76yJsO0LOnb99Wl8uVr9kZIDk5mZCQEBo0aODdJkkSbdq0YdmyZX7P4/jxvGWbT9dSnu2+++7LVz6AESNGeP8/PDycxMREvvnmG6655hp++OEHQkJC6NKlizdP06ZNsVjOdJNJSEjA7Xazd+9eb7/amjVr+i1famoqx48fzxeUtmjRgl27dvlsO30Op8+pIhPBp1DqsoDg/s1Q2tVE/30nksuD1CoOGseQIUugix/eS6VpOtrpEdalGMvLsoxdMyHlyHnlCDJwmNx4tIoXCbt0jaBuFpz/+B/Zbuuukml2sjWt4B+av44doGGNypf9+vblkdVWuVjzFbf333+fadOmMXjwYNq1a8eIESNYunQp3333nU8+szn/4hunH4ZUVS100Jyu6wQHB3v7PhZlv5Kfvia6rhfYn/N0fn/lqFSpkt+g8Nx9DRkyhLFjx3LixAkWLlzIgAEDfPIoim/f+dPHOvscrNbCVxk79wHS3/mc3u+5x6uIRHumUCZkAZkxYbiHtsY9oj3ZzWJJJ29qHqFiUGWFoJMWsqZ4SH/JSfokJxkvubBsV7FIBSx9VI4ZhoERZWDpmP+HxNRAQmks4dF17AUt+wREWu1lutZT9EktWFR0S2z2KuTNK+aPhC0omqjoloEsltc777zDPffcw9NPP80NN9xAixYt2Lt37wXdbw0bNmTDhg0+287+u0GDBmRlZeFyuahZs6b33/vvv8/SpfkHW8XHx5ORkUFycrLP9rVr11KvXj2/ZThdU3t6cNDF6Ny5M1FRUcyZM4e1a9fmm5tz69atPsHt2rVrsVqtxMXFnXffkZGRxMTEeLsqnPbvv//my3vyZF7Xm4o4I8G5RPAplBm6bpCrGTgMo0KuNnS5s7vMpL/hRE898+NmOCDzYzfmU4rfGo/yLhsnpn4SYQ+ZsXZSsbZXCL3fjG2kSia52A2VwTUb+32tBHSKrhHQOXeLQpYlbJIVs8OGdMKKTbNhkSvm0rSXQpIVWrQff/qvc1MBaNHuoRKf77MgMTExrFixgp07d7J7925ef/11fvrpJ1yuos9BO2bMGBYvXsxHH31ESkoK8+fP95mMvUuXLjRq1Ihx48axcuVKUlJSmDRpEnPnzs3XnA/QqVMn4uPjefDBB1m9ejW7du3imWeeITk5mZtvvtlvGeLj47FYLN4m/oshyzKDBg3i3XffpWnTpvkC3cOHD/PYY4+xY8cOFi9ezLRp07jtttv81t76M2bMGD7//HPmzJnDnj17mDp1Khs3bsyXb8uWLVgsFho2bHjR51JeiOBTuCzJsoSiiNs/UEyqgmu1VuCqWTnferCWQC+gsvA+5+AiKyIXZbBB2Ggrzmpussjr76a5dZJqNaVphG8/OxmJZ1r3JEgvWzXCiiJhdlrZ/rGbLR84SZ7lYtPbTg4t1rErhTc7Xo6q1+pJxx6vYLP71mTZgqrQsccrJTrP5/m88sor5ObmMmTIEIYPH05ycjLPPPMMJ0+e5MCBA0XaR9euXXnmmWf4/PPP6devH19++SU33ngjJlPefasoCh9++CEJCQn873//Y8CAAaxevZpp06bRsWPHfPtTVZWPPvqIRo0ace+99zJkyBCSk5P5+OOPadGihd8y2O12rrjiClatWnXR1wLyRr3n5ub6XZGoZ8+eKIrC9ddfzzPPPMPQoUO56667irzvm266ifHjx/POO+8wcOBAduzYQVJSUr58q1at4oorrsBms13SuZQHklGW23RKiabpnDp1aVMdqKpMREQQqanZZa7mory7lGsrKwa6ks7R9O1k5Z6kWkQTgsxR6C57CZW2fCmp+9aimNA+BdcW/30X5VCJoIdUsuX8gxAuimLgUHPZmp5CmiuLphG1iVRCUV2lF8wVdm3dZp0jzmzWnDhIhNlG26hY7LqKFMAlbovCJlnZNsOF28/XY3Q7hUqdDFyewBe6OO/bqKiirUpzIUpjhaNA+Ouvv6hcuTJ16tTxbnv33Xf5+uuvvaPHA2HlypWMGzeOZcuWFbk28lx///03Y8aMYdmyZUVemag4OZ1OunbtytSpU/0G5hVNqQ84SktLY8qUKfz2229kZWV5q9zbtGkDwKOPPpqvs3J0dDR//PEHkNdB96233mLOnDlkZGTQunVrnnrqqQJHngmXL1nRSXVt44s//4dbOzOnW43KLRnU+nl0Z3Aplq5i0yUdpZoM+af2A0CpArpcTM/Bis4W514e/vM93PqZQKhjVGMeazocU27pNBFbLHlft7KfiliTS6amEkr9uLyR7U5nGYs6yRvY4TqF38AT4Pg6jSrtzRRYvX0Zk2SFKjFtSrsYxW7FihUsXLiQl156iRo1arB161ZmzpzpM91SIHTs2JFGjRrxzTffcP3111/Qa3ft2kVycjLvvvsu1157bakEnoB3TtPLIfCEMhB8PvDAA5w8eZIpU6YQGRnJrFmzuPXWW5k3bx5169Zl+/btjB07luHDh3tfc/ZIsLfffts78Wt0dDSTJ09mzJgxfPvttxf9BCRUTLqSwewV9+PRffs07TuxnlU7P6FjnTvR3BWv32FZ4PZohF5hxvGL5ne0va2fiRzZWSwj8XPUXCaseBeP4buzlce3sODACm6omogWwFWzQmQ3arYDfdVWXB6doIQG2MJDSNfzvp8kCSRTFiez97IzZTlB1ggaxiSiGGEYWtn5DpNlCWdawddN94DhoQz8qgiBcvfdd5Odnc2ECRM4deoUMTEx3HLLLdx2220BL8sLL7zA6NGj6dev3wWt7753714effRRb9eA0pCdnc2HH3542axuBKXc7J6SksJVV13F7NmzadWqFZA3QrR3797069ePe+65h5YtWzJlyhSuvPLKfK93uVx06NCB8ePHM3ToUAAyMjLo0qULL774Iv369buocolm97LtYq6tokjsy/id+X8/6TfdpFgZ23MOhivUb/rlojjuW9WkoGMgG/jswyQpWI6YyPzQhXH642WCoMEmjGY6uVz6akuqKrP41Gomb/7Sb3qIyc5nnR7H4rT4TS9uobILfvsbY4Xv4AKpUS3kwT1J083Ilky+XPU/jqbv8MnTv9WT1IrshuEpG/0+JQnUTCtbP/I/IEWxQuMxZhzk+k0vSWW92V0QBF+l2hM/IiKC9957j6ZNm3q3SZKEYRikp6ezd+9enE6n31FxANu2bSM7O5sOHTp4t4WGhtK4cWP+/vvvEi+/UH5IkkRGztEC091aLrohmgsvhaFKpKkePty7mec2/8XCo3twmHVkJa822W1oOGJchD5sJuxhC2EPmQl/woynuVYsgSfkvc+HHScLTM9056AHaKJTWZZQTqXnCzwBjK17IXkvVqvM6l2f5ws8ARatew5NSiv5ghaRYYASYmCt7L91oFpnFY9StpZrFQShbCrVBpLQ0FC6devms+2HH35g3759dO7cmeTkZCRJYubMmfzxxx/Isky3bt0YN24cISEhHDlyBMibMuJsVapU4fDhw5dUNlW9tLj89Ajb0h5pWxFdzLWVJIir1LzA9Iig6qiyBekS3/fy7nzXVpV1FM2BIZtwY/HOCWjIsCb9OBPXrPCu1rPy6CFmJm/mnS5XEm2yefM6zC4wn7vf4rvubSs35LPd/gc71AuNxSypl/z5LgqbCtqKDQWm6ys2ocbHsW7P/ALzJB9eRvPY69HKyNRjmuQm/iYLexa6ydiTVybZBDGdVCKaybjwBOTankt83wpC+VKmeuesXbuWxx57jJ49e5KYmMibb76JLMvExsby7rvveucIS05OZubMmd51Vc/t22mxWEhPT7/ocsiyRERE0fuMFCY0tOJPmVBaLvTaKo6aRIfW52hG/lqm3gnjiAytWlxFK/fOvbaG5kFLO0T26i/ITVmLHBJF8BW3oFapj2IP41B2Fs+tW5lvmchsj4fn163mzU6JRJxnBZDi0sARR/WgKA5k51856MEm11E1JP8yfCVBy8lCy3H6XToTAEcukoHP4Ld8WVypZfI7pMGNMp5s0N0GilXCFCyhmCSCKN0uAmXxWgmCkF+ZCT6XLFnCQw89RPPmzZkyZQoA9957L7fccguhoXn98Bo0aEBUVBQ33HADmzZt8i5n5XK5fJa2cjqdlzRPlq4bZGTkXMLZ5D2Bh4bayMhwlJlai4riYq+tJNm48YrX+XXz2/x74Cd0w0OYrSq9EsZRNaQ5qamX1s/3XLIs4ZCcaGiYMGHWVcr6xGb+rq0kSdiy93Lq09vA899USMd3cmr3SoI6347S4nr25GTjKmCZveT0VE7lOsARmCUizZKJ/2t3P29um8dvR/5BM3Ri7ZV5sMn11DZXK/b3uSAmk4q5SS3Yuc9/hvga6GaV6pHNOHBqk98sdaM7kZaWXTbvG+W/f4Ajq1RLUqzft8VV8SAIQsHKRPD52Wef8cILL9CrVy9effVVb02mJEnewPO0Bg0aAHDkyBFvc/uxY8eoUaOGN8+xY8cueYWA4hokpGm6GHBUQi7q2rpD6NHwIbo2vAPNcKNKVhQjDI9LpzgXPdfMHjZn7eGDHd9x2HGK+NDq3Bk/kBilMrKn7M/vd/a1tcsOMn544UzgeZbs5e8T2fRqXFrh0ZGmB3bVKovbykP1b+TuBoNwGxo2yYJNs6K5dDwB6vPp8ehYG9dH/20dpJ8TnVnMqN3akuUy0zvhQT76/VZ0wzc4rxbehHBbHG6X+P4oKvF9KwjlQ6l3kJk1axbPPfccN910E1OnTvVpQn/wwQe59dZbffJv2pRXQ1CvXj0aNmxIcHAwq1ev9qZnZGSwZcsW7zyhQsmTZQk7ZkI0KyG6FZNSMsGVJElYZDNmzYIzXUe9yEmaNbcC7nAUTxSGO6TYf6x0k8bcg78zYe10kjMOkOnOYc3JZG79czL/5uz2DsAJJJMKwXImIVI6dtmBLBe9DIonG8+RbQWkGrgP/EPt0LACV7COsQcRpAS+OVZyy9hddsLcIZhd5lJpgchUrZjuvB6pdUNQFJAkpMZ1MN07lCyzFV03CFLiGN39Q2pUylvj26IG0anBzVzX/hUMd9mshTMpZ+6nIDkHpRTuaUEQyq9Srfncs2cPL774Ir169eKOO+7g5Mkzo1StVivXXHMNd955J++88w79+vVjz549PPvss1xzzTXeEfDDhw/n1VdfJTIyktjYWCZPnkzVqlXp1atXaZ3WZcWMiuW4SvbXHjz7PUhWsHZTCe1iIqMYp1xRZAXVYWbfTy4y93qQVIhqrlK1kw0HuZSlhbocci4f7/zRb9or/85mRoeHsWiBmepHkiBYzsK55gvS18/DcOVgimlEcM8HcIbUwlWU5RvPG1dIBKEwon5jPtmx5ZwUGJ/QBpsmowWoxrEs8Xh0TkkWgvp1x9z7CiQkPCaVNI/M6fnvdU3FLtdmUKtJGJITkFCMEH8VzWVCiJKNa9MC0v+ejZGbiRpVl6DEcXgiG+DUA3NfC4JQvpVqzefixYtxu938/PPPdO7c2effCy+8QI8ePXjjjTf46aef6N+/P48//jhXXXUVL774oncf9913H0lJSTzxxBMMHToURVGYMWOGmGA+ABRFwnxMJf11F579eYGFkQuOxR6yP3YTZBTPD5EkgclpZssMJ5l7/xtd7YFjaz1s/9SFlbLzgydJsC/7GHoBw0xOODPI0i6tP/GFsEvZZH3zCDmrP8Nw5R3XfXgrqZ/djjljd5FqQDUlCFNM4wJSJUyxzcBlMKRGPSa160LD8EgiLVauiK7GjG69qW8L9+0/KpkJcVsJcVoJwlLua80UkwamNDzKUSRzBoqa/3yy3RKZig2lciVydJVzu8fquoHutmC4QjFcIXjK6IxFdtlB9k8vkr3sPYzcTAA8x3eR/uW9KEc3lMpId6FgiYmJxMfH89FHH/lNnzhxIvHx8UybNi3AJfNlGAbz58/3qYD69ddf2blzZ6Gv0zSN66+/nn///ReAESNG8Mgjj/jN+8gjjzBixIgilWfevHnEx8cXsfRnFHZ8f/sdO3YsP//88wUfpyIo1ZrPsWPHMnbs2ELz9O7dm969exeYrigK48ePZ/z48cVdPOE8rB4z2V/5/5V07zSwZ8hI4VzyYAmTbOLAr24MP+NVnKkGOYcN1FgJ7Tz9DgPBMMAiF16bqEiB+YGWJJAyD+I+9K+fVIOsJa9hH/wGORQ+OC8XO8F9HyPt09sw3L612UHdxuKUQ0AHxQXNbJG83KozGgYmZBSPgfHfakKyLBPssJA920X2zrxqP6WqRPAwC7mV3Lj9vcFlnGzJ4vdt09m073s0w4PdHE63xndQP6oHurvijbxWnKdw7VzhNy176RSCh36AB7FM7bl0XePw8fXkOE5gt1UmJqolcoDWdjeZTPz444+MGjXKZ7vH4+Gnn35Ckkr/4e/vv//mkUceYenSpQAcPHiQsWPH8sknn1CvXr0CXzdjxgxq1qzpM1d4aZo2bZrPCozn88gjjzBy5Ejatm1LeHh4yRWsDCoTA46E8kn2SGhHCg743Ds0lA7yJfepVHSFjD3+V1UBSNuiE11DQdPKxiTxMbZK2BQLDi1/u2m9kGoEy/aAlENRFNx7C15swXM0GUXPhfMEn7pukGOJJWL0LHL/mYsrZS1KSBS29iPRQuJwnNV0r+sGqg4qEmD41P8Geyykv+bEOKviVztikD7VRfgjFjxBjrI5qrsAsimHb9Y8wb6T673bclxp/PDPJGhuEB/VD0/ZuCWLhaJIePZvLTBdSz+CrOWALILPs+3et5QVayeTnXPMuy3IXoVOrcdTp0bPEj9+x44dWbZsGYcPH/aZE3vVqlXY7fZLmhmmuJzbbaoo3agyMzOZPn06n3/+eUkV64JdaABZq1YtEhIS+Oijj0ptac/SItpIhIsn451qxW9yiFQswYSBgWot+OlcDc7LVVbYPDaebzka+ZzOkkGqladbjMLsCUyXEMMwkOyFzGmpWqCItbCaLpFBJEab27BdOxW111NkBzfAoRdt7k5VVXBv0HwCTy8dcr53Y5HKxjKSReXQTvoEnmf7bcu7aHJGgEtUsgwDJGtYwRkkOW/GecFr976l/LRsgk/gCZCdc5yflk1g976lJV6GhIQEqlWrxo8/+vZD//777+nbt69Pzae/5ubVq1cTHx/PgQMHgLym5ccee4zrrruONm3a8M033wDw7bffMnDgQBISEujZs6dPU39aWhrPPPMM3bp1IyEhgaFDh7JmzRrv/keOHAlAz549mTdvHj175gXlI0eOLLBLwJdffkl0dPRFzWzzwgsv5FuyOzMzk4SEBG/tK8CcOXPo2rUrLVq04L777uPUqVPetMTERF588UWuvvpq2rdvz6pVq/I1u//888/079+fhIQEhg8fzqFDh/KVpW/fvsyePZvc3MAvS1uaRPAZYJL034ADRWGvxyBdUdBMCmWg5eOCucwerO0KiD5lUOvJxTLC2KN4iG5fcJRbuYWKy1WGmmw1aGyrzRfdJnJz3d50jU7g/kZD+KzzY1QxItD1wATKmqZjrt2+wADTlnANTuXC1rF2eyQcuhWnpl7QIC/FkHFvKzi/Z7eB4ik/X0eyLHE8Y3eB6Q53Bq4A9u0NBF03UKs0yHto8cNSrwtuRdR6nqbrGivWTsb/g3HethVrX0XXS/67q2/fvj7Bp8vlYsmSJfTr1++i9jdv3jxGjhzJ7Nmz6datGz/++CPjx4+nX79+LFy4kAcffJCpU6cyZ84cNE1j9OjRrFmzhkmTJjF//nwaNmzILbfcwqZNm2jZsqU3wJwzZw59+vRhzpw5QF4z9ujRo/2WYcmSJfTo0eOiyp+UlMT+/fu9ATDkBePBwcE+qy5+8sknTJ06lc8++4yjR48yevRon++92bNn88QTT/DBBx/QqlUrn2OsW7eOe++9l6uuuooFCxYwcOBA3nvvvXxl6datGxkZGT5luRyIZvcAkiQJh0nhyVX7SU51eLe3iAri8bbVMTvL6CiDAjg1D6FX23Dv1dDOXs1UgpDbzDhUV7FUSHo8GhFNTKTtlMjc47vDuF4qhsVTlio+AZA8MqGEMDK2D7pkIOngcQZqVfEzcuVQQgc8R8bCJ8E4c3Q1qh62DqPICFDAZ0gGcmTBT1hymIQhl7E3sRCGYRBsrVxguiwpqLIFytAzUXHIkUIIGzKZ9DkP4B2uDyjhsQT1/B+ZRZk94TJx+Pj6fDWevgyyc45y+Ph6YqNLdmrAvn37MmPGDG/T+4oVK4iIiKBx44IGEhauUaNG9O/f3/v3xx9/TN++fbn99tuBvObk7OxsbDYby5cvZ/PmzSxatMg7T/fEiRPZsGEDM2bMYOrUqYSF5dWoR0ZGYrfbiYzMa7EJCwsjKCj/dGO6rvPvv/8ydOjQfGmLFi1i8eLF+ba7XC5vgBgfH0+TJk1YuHChd1rG+fPnM3DgQFT1TFg0efJkb83qpEmT6N27NytXruSKK64A8gLH0/9/rs8++4xWrVpx7733AlC7dm2Sk5P55JNPfPIFBwdTvXp1NmzYQOfOnf3uqyISwWcAuVWZiecEngD/HM9myvpDTGheFdldvn6tMmUHQXdZ4Ri4t+nI4WBqouAwFe8Akhwtl5oDLGgZEmk7dFSrRHgDGY/Jg0svu0G7u5TfT5euQrX2RI6Zg2vXCvTsE5hrd4DwmmTqgZtD0uXxENrFRu4y/9fD1lshV3GVm2DNMCDCHofNHIbDlX8p30bVeqISXF5Op8g8uowU2ZTIMV/h2rsaPf0QphqtkSrVI9MIKVNTnpW2HMeJYs13KZo2bUpcXJx34NH333/PNddcc9H7q1mzps/f27dvp2/fvj7brrvuOgDef/99QkJCvIEn5FXEtGnThmXLll3U8dPS0nC73d4g9WyJiYk89NBD+ba/+uqrpKWlef8eMmQIU6dO5YknnuDw4cOsX7+eZ5991pseFBTk06Rfq1YtwsLCSE5O9gac516HsyUnJ9OpUyefbS1btswXfEJe0H3iRMnfB2WJCD4DKEuH7ecEnqetPJxJTkJMuRsnahiQJeUix0go1WU0w8DhKZ4az3Pl6k6kEKjUUSUkxEZqarZYzaQIXLqKS6qE2nAQkiSR7dExAtT0fzan3UPwTSayZrt9FpOydlOgFmVitoILIXlCGd7p//hs+V043Gf6d1YLb0zPpvehOStmLaBbl3ETiVK3X94Sspr+X1eS8vX+lTS7reCa8YvJd6lON70PGzaMpUuXepu2/TEMw9sX1ONn1NzZy1kDqKpa4Kj5s/d1Nl3XfWoZL4buZ0nfoKAgv0FhUFCQT/DZv39/Jk2axK+//kpycjLNmjXzCZD9jVrXdd1nGsdzr8O5zn0YM5n8fydomnZBo+QrAhF8BlCGs/ChrzkerdwFn6fpuhGQvkuGUXxLn15uSvu6OXFjbqwS/pQFT4oOHlBrybjMHrIpozOqF0LXwa7EcVuPzzmZvZfMnGNUCatHkLkKhiswMxqUJk3T0Spa1W4xiolqSZC9Ctk5x/EfmEsE2asQE9UyIOXp27cv7733Hl9//TVxcXHehVrOdjo4yszM9C5tnZKSct59161b17v64GkvvvgiBw4c4IYbbiAjI4Pk5GSf4G7t2rXeaZTODU7PN/1TZGQkZrOZ1NTU85atIKGhofTq1YuffvqJ5OTkfE34GRkZ7Nu3z7t09/bt28nMzPQ5h8I0atSIdevW+Ww79xqdlpqaSlRU1EWcRflVfnr4VwDh1oJjfVmCYNPl9eQjXH5chocMxUFuPRe5DV1kmB3kUna7TQCoqozJLGM25/98ahoYrlCqh7WhSUxfwi310F32fLM8yDJYLAq67kGWxdfu5UCWFTq1Pj3/9LnBVN7fnVo/FLD5Phs1akTNmjWZMmVKgQONWrRogSzLTJ06lf379/Pbb7/x4Ycfnnfft99+O99//z2ffPIJ+/bt47vvvuOLL76gV69edOrUifj4eB588EFWr17Nrl27eOaZZ0hOTubmm28GwG7Pe1jbtm0b2dnZ3r+Tk5PJzMz0e8yEhATv5PIXa8iQISxZsoSUlJR83RBkWWbcuHH8888//PPPP0yYMIF27doVeenu0aNHs23bNiZNmsSePXtYuHCh32mhUlNTOXToEM2bN7+kcylvxLdgAAVJ0Drafz+7K+PCsYlmK+EykVdTXrbvd1mWkMzpbD/+HT/8+ySr9kxHU48iK2eC5SDZIDJXRl2YivxhGtZVWURqCqazVvoxmTPIdG/hh43PMWf1YxzNWIXJnL+fqFDx1KnRk6u6vEKQ3bdWK8hehau6vBKQeT7P1rdvX7Kysrj66qv9psfFxfHss8/y+++/07dvX9555x0ee+yx8+43MTGR5557jtmzZ3P11Vfz5ptv8thjj3HttdeiqiofffQRjRo14t5772XIkCEkJyfz8ccf06JFCwAaNGhAt27dGDduHF9++SUREREMGTKEV155hTfeeMPvMa+88kpWr1590dcC8uZAjYiI4Morr/TW9J4WGRnJwIEDueuuuxg1ahR169YtsCz+NGrUiPfff5/Vq1czYMAAPv74Y7+L6qxevZqwsLAiB7UVhWSIHuL5aJrOqVPZl7QPVZWJiAjK1y/RbTEx9Z9DrDiUiUFejWevGuHc3iQatZyNdi8tBV1b4dKJa5tHkiQ8ylE+/uM2nwFFEhKD271IbGh7LIaCZbsH9wepvq2qQTKWCVVIsxuoajo/b57KpoNLfPZfIzKBIW2fx+0sZN5MociK876Nirqw6ceKojRXOKqo0tPTSUxM5OOPP6ZZs2YXtY+cnBw6d+7MW2+9VeCo9ZI2ZswYmjZtyv33318qxy8tIvj0oySDTwDDpJBtSDg8GkEmBTsGlLNR7qVJBEglR1zbPLIpl/nrJrD/5IZ8aYps4s4rvybSUQnnxCPgpyu3VNeMMjacfbnr+fRP/z8q/RIepGHMYJzn6QsunF9ZDz6FkvH222+za9cuXnvttQt6XXp6OqtWreKHH35g586dLFq0qFSWGd25cycjR47khx9+8E43dbkQze6lQHJrBHs8RGFgd3tE4FkOSRJgknCaDDwmUBTxUapIPEaW38ATQNPdpOccRt+f6zfwBDB2uVCcMn/vmVvgMf7aOx/dOFVguiAIhRszZgwpKSls3Ljxgl7n8Xh4/PHH2bJlC6+88kqprW8/efJkJk6ceNkFniBGuwvChVMkUiUXH23bzD+njhFpsTGiXiMSwiujFrwEvVCO6OeZo1bX3eAsvIbN0AxcWsFL5nk0J4Zx+dYuC8KlMplMfP311xf8ukqVKpWJFYWmT59e2kUoNaK6RhAugCxLHNZyuOW3xSw9tI+TubnsSE9l4to/mbHjX7QLnNrRpKjYJCs2yYpFMZXLZVYrIpMSRERQbIHpYUExyLUKnk5JilLBKtGs2pUF5mlUtQuKfPnVeAiCIIjgUxAugEs1eGXjGjx+aqwW7dtNplG0/nuSJGGXbZxaIbH5HRebprk4+L2BxW1DEVPxlDpZC+XqFo8i5ZsiB9rUuQ7VCMVt1VC6+plkWgLTsDCyzVA7uj2Vgmvky2I3h9O27vU4neJpQxCEy49odq/AVEVBMkzoet48g4bs8btaRUWiqDI5ko7T0DHLMnZDRncXX9NmrqGxI73giY3/OXmMnpHV0bTCj2mTLCR/6iL31JnxfmnJOhl7nDS53YJD9r8SlhAYmqZTydqQW3vM5JfNb3Mo9V9CrFF0bjiauIi26C4LmUD4NWHI9Sx4fszBSNWQapswDQzDFanjcmnIciQjOk9j7a65/LP/ezTdQ5NqPejYYASyEYWGaHYXBOHyI4LPCsqkWDiyF/5d5cLpAEWFegkK9VtYcXkK7odWnmlmmSVHjvDx9h2ku1zYFIUhdWoxpHYt1PP0zysq2U9N2NnMssz5lhlUFJnsfYZP4Hma7oZDf7iJ7mn6f/bOOzyK6mvA78xsTQ8khAChQ6iBQKQjGkAEsdBUUCwIitgQRQFRbB+IUhQUCyJgRylS/IFSFAUp0qVDqKEnQPq2mfn+iCys2YQEUjbhvs/Do3vvnZmzN7uzZ07FoYrSWyWJphqxStW5s8lbaNgBBVkLQHVc/ixd1DVMja1Yo03ImoRqgBRA07I/J5qmodlCaFHjMeJq9EKSQJGCyLLJaELxFAgENyjCv1cGMRgMJB7Q2fybE/u/BjTVBfu2qGz7w4VRMeV9glKIZJBZknicD/7ZRYojO+snS1X5+kACH+3eg2osHPemBYUW4RW9ywA0KV/hqj3KFVnm/O7cFY+UgxqyKr6aRY2iSARIaQS6ThKonsZfzkBRPD8nRlnDz5VJQEYqgY4sTNhyxOU6HCopwAVZJzWX4vl2B+haOYKDonC6xDO/QCC4sRF3wTKIpBnYtcF72nXiQY3GrY05u72VcjJlja/2J3idW5F4kgH16hJYCG9acek837g5g9esIMXh2Y/8+cbNsWr5UBolMOTR+luxSNl/H1GBt8gwyS6MSTtJXfp/aGlJgI5SripBd75Bll91XJqEv5KJa/t8Lmz4Gv71FphqtiawywjSCM7RQlMgEAgE+UOYV8ogLoeEKw+PbXqKXuayqtNdLuxq7uVxzmZlFcp71nUI0QzMuPk2nm/cjFYRkdxVrRYzO3ThlvDKyPkIqXU6XYQ3y/25L6KlglPOv8vdqJgwYEW1WVB0K0bFVOb+vlciSaAaDaQZFE5okGpQUI1Kvt+zJIHZdhrb5vmEdv4/wu6cTdjdXxHcbjjpv32In3YBo0HHtWsxGWs/dyueAI5D60id9yJ+UmYRvTuBoPCIj48nOjqamTNnep1/7bXXiI6OZurUqcUsWTaqqnLvvfe6e7RfkvfSv0aNGtGlSxc+//xzj+P69+/PiBEjilS2DRs2EB0dTWJiIgBvv/02s2bNKtJr3kgIy2cJIstSkfS3Vgx5n9NsocxZbcxXyRAPMBoL7T2rqo5FlbitfFU6h1dFBlxOjfyG8Ok6SH4qlW42cPIPT201sLpESLRM5lUSli5hMljZvNLJqaOXzxMWKdHqditOLavM/Z0B7CYj72xOZPOZy13Imob780pcFcxO51Xfs1l2oSbuIyDiYdQZB8Hx70OLn4ng3s/hSNyJtWoTLqz70uvxrrMHkDPPgqV6Ib0jgaDoMBqNLFu2jEcffdRj3OVy8euvv5ZYgXWAGTNmUK1aNRo1auQeGzBgAAMGDADAZrOxfft2Ro8ejdVq5YEHHigpUXnmmWe44447uPXWW6lWrVqJyVFWEJbPYkaWJQJ0C4EXLVgOmAhMtRKAuVBvAJKiEVHV+5/W4i9h9i+0S/kM/pJCk/LlvM5FWK2EGgs/zlVVNTSnlq14FhC77iAkVqfRYDOV2huIaKlQ7xET1e42kKnlLyHMaDCydbWTU0c9r590SmfdUgcGuezF9mpGhfe2nPBQPAG2nctg7KZEXIar98tWdAcma33UBfsuK54AmQ5cX+/CHFgfnJnojtxb7LqSjyDLZdi8LChUNF3l8NlN/HNsGYfPbrpqE4PCpHXr1mzfvp1Tp055jK9fvx4/Pz8iIyOLTZYrSUtL49NPP+Wxxx7zGPfz8yM8PJzw8HCioqLo3r07d955J/Pm5d4trDgIDg7mjjvuKDErcVlDKJ/FiCxLBNgtZHzgJGWCg/SZTlLetZPxkYtA1VJorlKX5iAu3khgiOcJTRbocI8JVS97bXgMLnilWRMq+XsGUwabTLzb+iasPtjB1KE5sRmzCL5JpVxbDTXIjk2zX/3Af9FdBk4keFd8k0/rqK6rK2KljQwdNp5O9zq39VwGGfmw9CqSBXX1Se+Tmo666RySJQTk3B1DSnAkelk0KwsKnd2JK5n88x3MWv04czeMYtbqx5n88x3sTlxZLNePiYmhUqVKLFu2zGP8f//7H127ds1h+Ni6dSsPPfQQzZs3p2XLlowaNYqUlBT3fHx8PGPHjqVbt260bNmS9evXo6oqs2bNokuXLjRu3JguXbrwww8/5CnXnDlziIiIoF69eld9D1arNc/5hIQEBg8eTMuWLWnevDnPPvssJ09e/o7nR75NmzbRp08fYmJiuOeee9i3b1+O63Tt2pWlS5dy+vTpq8osyBuhfBYjVtVE2qcO1CTPHy31lE7Glw4seuFYqnQdXLqNm3sYie9totktBm6+20Tn+01IRjuaVvZKvOi6jr9LYmqbVnzYrjVDYxoyoXULZnRoS5huuGoGeknidKo4nWqBlZm84noBHFm++56vlUxX3p/d9HxYoXWXDOe8K7AAnMlA1a1YY7p7nZYDwiCoUpkMaRAULrsTVzJn3UukZp31GE/NOsecdS8VmwLatWtXD+XT4XCwYsUK7rjjDo91O3bsoH///tSuXZs5c+YwZcoUduzYwYABAzx+N7777jtGjx7N559/TrNmzXjnnXeYNm0aTz/9NIsXL+ahhx7izTff5KuvvspVphUrVnDrrbdeVfYdO3awePFi7rvvPq/zJ06c4L777sNkMjF79mxmzpxJcnIyDz74IOnp2d/zq8l3/PhxBgwYQP369VmwYAFPPvkkH330UY5rNW3alKCgIFavXn1VuQV5I5TPYkTJklFPe//Fch7UMToKz1Kl6zpO1YbR30ZEDRd+oXacmq1MKp6X0DQdk0OnusHCbWEVqWcOwOygSOJqfQHDVZ5VzNay5xb2N+R9ywo0Xv2W5lIkqBiU67wUFYoDGUubQZhqtvWYk4MqEtL3I7Kk3I8XCCDb1b5023t4L1uRPbZ024RiccF37drVw/W+du1aQkNDadCggce6L774gujoaF577TVq165Ny5YtmThxIjt37uTPP/90r+vQoQNt2rShcePGOBwOvvvuO5599lnuvPNOqlevzgMPPMCDDz7IJ5984vWhWtM0du7cSd26dXPMffrpp8TGxhIbG0ujRo3o06cPUVFRdOvWzet7+/bbb/Hz82PChAnUq1ePmJgYpkyZQnJyMosWLSI9Pf2q8v3www+EhYUxZswYatWqRZcuXXjyySe9Xq9u3bps374933sv8I5QPosR7SqWKD3/Htd8o+v/xiaWUQXMG5fec1l3i0qKi6p1vH+FK1SRkA0+GGtwnfhJ0K5SoNe5FhUD8MuHvm3TQbm9gfdJRUZqVROHSyNN9cfS5VVCB84huM9kQh+eRdAD00k3VPRpS7rANzh6bmsOi6cnOqlZZzh6bmuRy9KoUSOioqLc1s///e9/dO+e07K/f/9+mjVr5jEWHR1NUFCQhxv6yoSbQ4cO4XQ6ad68ucdxcXFxJCUlkZycnOM6Fy9exOl0Uq5czjj9+++/n59++omffvqJhQsXMm3aNDIzM+nXrx8OR86Qsf3799OoUSNMpstP4+XLl6dGjRrs27cvX/Lt37+fBg0aoCiXDUD/3YdLlCtXjqSkJK9zgvwjlM9iRA7K45dRBinvsBaBwAOny0mT9oYcCmhkNZkWt5lwaWUvtld2qgxtWombKwd5VG1tExnIS80qozivrnDruo4tyILycCuwGi9PBFkwDG5PhvnyD1CmZsFmikQLuwmHf20y9MAb6kFOcO2k2/KnoOR33fVyyfVut9tZuXKlV0uirutek181TcNovPxdsVgsHscAOY675GUzGHKPnfbmiQsODqZatWpUq1aNWrVq0bFjR15//XX279/PX3/9lW+ZVVXFaDTmW77/Gityk1tVVeSrVFcRXB1RaqkYcRpVzLEy9q05v3CW9gp2kyvf5XoEAgC7y0bjdkYatTHjtIPRBJJBxamWzTJLAEa7k+cbR/BEo4pkuFT8DTJ+koRsz39tVIcEaj0/5OdboKdlIckSBFiwBSi4/vVQGGSJAIcR7Y909P02KG/A2jEIe5BOFmXPqiwoXAIsYYW67nrp2rUrn332GXPnziUqKopatWrlWFO3bl02bdrkMbZ3717S09O9rgeoWbMmBoOBTZs2eSQPbdq0ifDwcIKDg3McU65cOUwmExcuXCjQe/CmrNatW5fFixfjcDjc1s+kpCSOHj1Kv3798iVf/fr1mT9/vsc5/vnnH68yXLhwgRo1ahRIbkFOhPJZjGThILCXBSlAxbZOBRdgBOutBow3y6Tns8SOQHAlTtUJOJFM2R8p8lHovrQjO1UCgAAAV8EVQd2Uztdrn+Nc6kGP8erhreje/DVkRwABqQrOd0+C/V8t/oAdbX0GpgfKozUxYi/GcjmC0ke18FiCrBVIzTqH97hPiSBrBaqFxxaLPPXr16datWpMmjSJJ554wuuaRx55hAceeIA333yTBx54gOTkZN58800aNGhA69atvR4TGBjIvffey5QpUwgODiYmJoY1a9bw7bffMmzYsFzLCMbExLBz507uuecej/HMzEzOnTsHZFsjjx07xtixY6lQoYJXGfr27ct3333Hiy++yJAhQ3A4HIwfP57Q0FDuuOOOfMnXt29fvvnmG0aNGsWTTz7JsWPH+PDDD3NcS9M09u7dm0NmQcERymcxk4YNc1cDwZ1M2eYXk47d5CJdLXsuUoHAFzGZFbYc/zWH4glw5Nx6TqfspY61Fa7ZSZcVzytwfZeMtUFl7GUwplZQeMiSQtemw5mz7iVy9svNVsi6Nn0RWSq+kmhdu3bl448/zjV5JzY2lunTp/PBBx9wzz33EBAQQKdOnXjhhRc83O7/5ZVXXiE0NJSJEyeSlJREtWrVeO2117j33ntzPaZTp07Mnz8/x/gXX3zBF198AYAsy4SGhtK8eXMmTJjgteRSVFQUX331FRMmTHBnvbdt25b33nuPoKCgfMkXERHB7NmzGTt2LD169CAyMpInn3ySN954w+Nau3btIiMjI19Z+oK8kfSynpVxDaiqxvnzuReYzg8Gg0xoqD8XLmTgukp5GG+YDDIWpwpIOBUJm66XWTdqQbnevRXkzo2wt7o5kzl/PUlS2hGv87UrtqF3g3How8/leg7D4HDSahWsQ9mNsLclRWHubXi494S2a2V34kqWbnvPI/koyBpB16Yv0qBKx0K9VmkiJSWF+Ph4Zs2aRePGjUtanHzx+uuvk5mZybvvvlvSopR6hOXTx5AkCNJBX5OAtiYB7C4M9SMIuaMxaVYjLpHsIBBcJzqalrvVMnvuKt8zVQfKXikrQeHToEpH6lW+haPntpJuSyLAEka18NhitXj6IsHBwTz22GPMmjWLiRMnlrQ4V+X8+fP88ssvfPfddyUtSplApGz5GIE6qDP+Qvt1D2Q6QNXQd57COWklgVnOQuuCJBDcqJilQOpFdcl1vnG1u5ElM1JkLm5GCaRqZpH1Lsg3sqRQo0IcjaveTo0KcTe84nmJQYMGcfToUXbs2FHSolyVqVOnMnDgQKpXr17SopQJhPLpQ8iyhHwmDU5czDnpVHH9vBOL0D4FguvCYdNoVv1ugv1y9rSuGFKfqPJNyMCJ4aHy4EVHUO4IwWYS8Z4CwfViNBqZO3cuMTExJS3KVRkzZkyOPvSCa0e43X0Ig0FB256Y67y+5zRGVSdL6J8CwXVhcIXQ/+bP2H70Z/Yk/oIiG4ip1oN6lTogOQJQNZ2MMB3/1yqhLktBT7BDqAFD12CckTI2/QYoKSAQCARFhFA+fQhd15GsefRMNBvIjkUT2qdAcD24XBq4grip6gPEVL0bkDDr/jhsmjva06lpXLRomHsGYnQFocmQKqtomlA8BQKB4Hoocbf7xYsXee2117j55ptp1qwZffv29Shyu2rVKnr16kVsbCzx8fGMHz8em+1yPcwTJ04QHR2d49+PP/5YEm/nunA6VaS4qrnOy21rYjOKWCGB4GoYDDIWQyYSJ9HUI5gMF7GYPGM0JYNMqi5zzu5PksOfNF1GVnI+2Nk1lXTZRSYuEecpEAgEhUCJWz6HDRtGcnIykyZNoly5cnz77bc89thjzJ8/nwsXLvD0008zdOhQunTpwtGjR3nttde4ePEi48aNA2Dfvn2YzWZWrFjhUcw2MLBwy2UUF3arEVO3Rqj/2+k5USUEqU0tHKJEi0CQJ0aDjMuVyNK/XiI1/TgAsmykWfQAomv2wuY0oxkUtl7IYuLWk2Q4s79ToWYDr7WMopZFQVfF90wgEAiKihKt83n06FFuu+02vvvuO5o1awZku567dOnCHXfcwfHjxzl//ry74CzAwoULGTVqFFu3bsVkMvHJJ5+wdOlSFi5cWGhylXSdTytgznKibzqGnmlHaloFPSKINAlR6xNRL7EoKQt7azamMnd5PxyOtBxztzR/jcqVu3A4S2XwqoQc84oEs2+rS6Cr8F3rZWFvfRVfrvMpEAhyUqKWz9DQUD777DMaNWrkHpMkCV3XSUlJYcCAAchyzsgAl8tFeno65cqVY9++fdSuXbs4xS5ysoAsqxFjfF0kScLlUrPdfULxFAjyxGiUOXN2u1fFE2DTns+oUOlWvtid5HVe1WHxofP0rxWK6hQZ7QKBQFAUlKjyGRQURIcOHTzGli5dyrFjx2jXrh0NGjTwmHM4HMycOZOGDRtSrlw5APbv3094eDj9+vXjyJEjVKtWjSFDhtC+ffvrks1guL5wWEWRPf57Lei6jq7r2SWYZJFkdInC2FuBd0r73ppMBs5d3JPrfHrmaew6HE2157pmf0oWulzuuu8B/6W0760vI/ZWIChdlHjM55Vs3ryZUaNG0bFjR+Lj4z3mXC4XL730EgcPHuSbb74BspXRI0eOYLVaeemll/Dz82PRokUMGjSImTNn0rp162uSQ5YlQkP9r/v9AAQF5exFKygcxN4WHaV5b8NC6uU65+8XgVmWqBZk5kym0+uaOiFWQgIsKEX0wFea99bXEXt7daKjoxk3bhw9e/a86tpdu3bx8ssvc+TIETp27Mjw4cN54YUX2LVrF/Xr1y+Vib0C38BnlM8VK1bw4osv0qRJEyZNmuQxl56eztChQ9mwYQNTpkyhSZMmAJhMJv7++28MBgMmU3aJokaNGpGQkMCMGTOuWfnUNJ3U1Mzrej+KIhMUZCU1NQtVJC8UKmJvi46S3ltJgkzZyaGMJFaf3keIyY/bKjcgRLZiUPNX6aFihaaYjAE4nOk55uLqP45ZMvJogwg2ns45r0hwV81ypKZc3/ffGyW9t2WZwtzbwjI8XImqq+xJ3soFWxKhljDql49FKQVdjqZNm4YkSSxZsoSAgAA+++wzjh8/zoIFCwgKCipp8QSlGJ9QPr/++mv+7//+j86dOzNhwgS3Iglw9uxZBg0aRGJiItOnT6dVq1Yex/r5+eU4X926dVmzZs11yVRYCQGqqonkgiJC7G3RUVJ767CoDP/7Rw6knnWPzTrwF8817EinsPoorqu7VSVDMHfe+hm/rn2RtIyTAMiygaZ1HqZKxfZkZrmoaJQZdVMV3t96ksx/32eIWeHVFlEE6kX73sXntujwxb1dd3IlM3a+R7Lt8me6vKUCjzUaTutKHUtQsquTmppKgwYN3C0l09LSqFmzJnXq1ClZwQSlnhJXPr/99lveeust+vfvz6hRozwSjFJSUnj44YdJT0/n22+/JTo62uPYvXv30rdvX6ZPn05cXJx7fOfOnWUuCUkgKOvIRokfj2zyUDwv8cGulbS8pQYh5HzY/C9Ol47BEMVdHWZgd11AVZ1YzKHIUhA2Z7YrXXZptC5noUmn2qQ4VWQJgo0KFlVF8zHlRVB6WXdyJe9ueon/Zosm287x7qaXeCnu3RJTQHVdZ8aMGcybN4/jx49jNpuJi4tj9OjRREVFER8fz4kTJwD46aefaNGiBRs3bgQuu+579OiR5zkEgtwo0ejsw4cPM3bsWDp37swTTzxBcnIy586d49y5c6SlpTFu3DiOHz/Oe++9R7ly5dxz586dQ1VV6tatS506dXjjjTfYtGkTCQkJjBs3jm3btjF48OCSfGs3HJIRHEYHmlEVyVE3MJIkYZVV/LFjVryXZzAYZEwGGyYlE4Ph8mclS3Ky4OjWXM+96uRejP82WVAUCDSYCdZMBBrNKP/xYLpcGjaXHzqVkZXqOFzBbsXzEppLw+J0EYFOuK5jcrjQVFFSQlA4qLrKjJ3v4b1MSfbYFzsnoOolU1Vh9uzZfPrppwwfPpxffvmFadOmcfjwYd555x0A5s6dS2xsLF27dmXNmjW8//77dO3aldjYWNasWUO3bt2ueg6BIDdK1PL5yy+/4HQ6Wb58OcuXL/eYu/vuu1m2bBlOp5OHH344x7ErV66kSpUqfPLJJ0yYMIGhQ4e6XQQzZ87MYSUVFA2yAqlKBnOOrGJj0l5CzQE8VLMLdf2jMDiMJS2eoBjxk12Yzp9E+30JXEzGEFULv5u7kW4OxqllK34WYwYpJ9dzYs+PaKqDCrW6EFGrK3Y1GCTIcjlyPX+KMwtJAn/ZhPm8hut/51FPOZEqGgnuFoyjnES65j2JSCAobvYkb/VwtedEJ8l2hj3JW2kUFpfHuqKhatWqvPPOO+7k3sqVK9O1a1d+/vlnAMqVK4fRaMRisRAeHg6AxWLBaDS6X1/tHAJBbpSo8jl48OA8LZTvvvvuVc9Rrlw5xo4dW5hiCfKJJEmcky7w2Jp3sanZSsPRjDNsOz+N3tU68Ei12zE4hQJ6I2CWVIw71qIu/cE9pp87jbZtPf4DXyKtXFWMUip7f3+FlDPb3WsOb/qYk3vmE9v9M1x6EHFh1fk76YjXa9wcUReDJGE84MA+/ZzboKSfcWLfnonx0TCsMUayHKL3uqDkuWDzXkv2WtcVNvHx8Wzfvp0pU6Zw9OhREhISOHDgABEREcV6DsGNiSiKJrhmXEYnE3fNcSueVzL36GrS9MLPGBb4JlbNhvbL3JwTmoo2/wv8dTuZF/Z5KJ6XsGec4dTenzDrMs80iMcg5bwt1Q+uSFVrOcyZCs6vk716Mp3fJWPN8v0MYsGNQaglrFDXXQtJSUns27fP/fpSQ0NFUZg+fTr9+/fn/PnztGjRgtdff50BAwYU6PyFcQ7BjUmJJxwJSi92HGw5fyDX+Q1Je+ge1sbnsk8FhYskSXD6BGje/8560hkUnJza/1Ou5zidsJSIur0IlwKY2f4RPtrzG38nHcHfYKZX9WbcUzUWk12BNBUyc/k82XT0VBVCC+FNCfLEaNAxq2lIuoomm7BJgaJ81H+oXz6W8pYKJNvO4T3uUyLMUoH65WOLTIYZM2bwxx9/uN3gqampQLbH8I033uDpp5/m8ccf91hfkI7bH3/88XWfQ3BjIpRPwXUhIaHn0vdTkWTRi/5G4SpJZjogkbtVUpJkdEB3QZgUwOiGd+CUNSQdLJoRzfbvp0y6SjLb1eYF102gkoF9y4+kbP4R3ZGBUq4qAR2HooY1xKaZS1o8n0GRFB5rNPzfbHcJTwU0+3M6oNGLRVrvs02bNnzxxRcsWLCAmJgYpk+fTlBQELGxsURGRrJ27Vri4+ORZZmFCxfy66+/EhaWf0tsYZxDcGMi3O6Ca8aim2kZXj/X+RZh9YQ15AZA13UIr0SOlPN/kSIqo0omIuvn3lElsu5daFLgv+cD2SljthswOQxorit+tAPl7H/e8JchKHtOkkAzaqSb7Fw0ZGI3OXO0XlQUCcmYgaqcRTWcQzZmiUoNV8FPziJj2dtkrpuF7sgAQD1/jJQfhyGf3lroLUlLO60rdeSluHcpbwn3GA+zVCiWMkvt27dnxIgRTJ06lR49enDgwAE+/vhjAgICePfdd7HZbPTq1YsHH3yQ/fv388Ybb5CcnExiYmK+zl8Y5xDcmEh6Ae3jBw8eZPHixaxfv57ExETS0tIIDQ2lUqVK3Hzzzdx2223UqlWrqOQtFlRV4/z5jOs6h8EgExrqz4ULGWXW7SxJcNGQysB1E0hzesZ3DqjdlV6RHVBchW9cvxH2tqS41r01SRp+B7agLpj5nxMaUR4fSWpgRYxyOgnrxpJ8fK3HEr/gqsTc/hFZzsCrXsdqUrAc0nF8dAauFE8C0+AK2Ooo2FWVdKOdCf/8wvpzhwEIswQwtGEnmgRUQXHJyIpKijOBJVveJjn9KACRIfW5s9mrWKTKaEVQ/aYsfG4DHYlcmPmg1zk5KIKgfjNI1wOKWarC3dvw8Kt/DgtKae1wJBAUFflWPg8dOsSECRP47bffiIiIoFGjRlSuXBmr1UpqaiqnTp1i69atpKSk0LFjR4YOHVpqC70L5TP/yLJEhjGTX05uZO25XZQ3BdGvZkcqG8NRnEUT1XGj7G1JcD17a5VdmNPPo635BS6cQ6peF+mmDqQbArl0KrMhg6wLe0nc/T2a6qRi7TsIqdwKuyso33FifooBS7qMa2UK+gknUqQRQ6dgbEE6mS4ndrOLJ9d9zems1BzHTmpxL42slbDpJ/hs1YNoumdmvNngz6D4b8BR+IGjpf1zqygSpsPLSVv6dq5rQgf9QJpcoRilysbXlU+BQOBJvrSDGTNm8Nlnn9GtWze+/fZbYmNzD5Devn0733//PX379uXxxx9n0KBBhSaswPfQNB2r3UqviFu5s2I7DMjgktGdItjzRiNLM2Dzr4Cp64MouopLNuJw6R4WSrvLH0NwHLXbNgE0NCzYnBreEjJk2XsOU6bqItMKgb1DwK6jmSTO2+3gyn4YSkg761XxBJi6ZxUftOjDnzu/yKF4ZsuXwc7jy2hauR8ul/gMX4mug+QXkvsCSQZZlFYTCARXJ1/K5549e1i0aFG+anc1adKEJk2a8MwzzzBx4sTrFlBQOlBdGgrKvyqE+NG+EZFlCaOcjmpPxma7iDkgArMhGLvL4rFO03Qc2qVbT07tUjOZydRlTqSr+Bkkwq0yfrodzem5Ns1mz/4f++UxRZHZev54rjIeTkvCqasknv8n1zVHkjbRpEofRD6mJ5qmo4TXAYMFXLYc8+a6t+BUAqFkGvYIBIJSRL7urhMmTCjwiStVqiSUT4HgBkGWJUycY8eyoWSlXk40KFelNXXbjibL6Z+v87jMFr7dY2fhQTvav88wwWaJN9sFUM3qQnfmrdlomk4Vv9xd5sFGKwoyQdZwUjJPeV0T4heJjEHoUF7IkgIJ6TORiz8MBfVyNymlXFX8458jVRUKu0AguDoiNVEgEFw3JjmN7cue8VA8Ac4nruPIlmkYDVfvOmQyKaw96WLBgcuKJ0CKXWf472lkSKarnkNVNW4Kq45R9p7M0bdWC/x0C+2iH8v1HDfVuh+n6NLpFZcmYwupT7lBPxDY7TX82g4i5P4PCbxvGml6SEmLJxAISgkFfkyNj4/PLirtBVmW8fPzo1q1avTv35+bbrrpugUUCAS+jzPrLLZ075bEMwm/UK3pQJxXqf6ehpFvd6d7nXOosO6Ek25VDNjteSuy/pqJSS3uZfjfc7FdYZ2Lj4ymW+VGuGwa4f7RtIsewNp9M911amXJwB2xI7HKFXKrly8gWwFNJRSleickSSJD1dA1HRFuIxAI8kuBlc8777yTmTNn4u/vzy233EJ4eDjJycn88ccfnD9/nk6dOnHixAkefvhhZsyYQevWrYtCboFA4CPIsoQ940yu87rmQnXZLtXVzn0dEmdz614EHE1RUapd/Zalu6C2KZxvbh7IsYxkUpxZ1AmKIEi2oNiynT2a00qzqL40qdqd0yl7USQjFYLrIGuBaEVQHqwsImr4CgSCa6XAd9mLFy/SoEEDZsyYgb//5Tguu93OoEGDCA8P54MPPmDEiBFMmzZNKJ8CQRlH03QsQVVynZcNFhSDlauEayJLOtWCFI6mel/YMNyA05k/hUdXwaoaqWeKRDLjWaj+ktwuExLlqRzQLvu1Q/eS/iQQCASCwqbAMZ/Lli3j8ccf91A8AcxmM48++iiLFy8GoHv37uzevbtwpBQIBD6NYipPYFg9r3NVGt6PKgVf9Rz+mpPHmli9zgWbJZqEG3BeTYP9D7quo2l5u4M17eprBAKBQFB4XFPCUUaG9wLsaWlpuFzZ8VgGgyHX2FCBQFC2cKh+NOz4LuWi2rjHZMVEVOMHiKx3L07X1e8FTqdK/RCJoXF+BJour68dqvB+xyACdUeRyC4QCASC4qXAbvc2bdowadIkateuTf36l/t67927l/fff5+2bdsCsHz58lLfZlMgEOQPXQebK4harV+ndss0VFcmBmMAqhSMzZn/Z1yDw07HSgZaRAaR5tAxKhBgAKtqz7fLXSAQeOJyufjmm29YuHAhhw8fxmQy0aBBAx5//HF3aFx0dDTjxo2jZ8+eJSxt3mzevBld14mLiyMxMZGOHTvy5Zdf0rJly5IWTVAACqx8jho1ioceeoiePXsSFRVFuXLlOH/+PMePH6dmzZq88sor/Prrr3z77bd88MEHRSGzQJArkiRhlZwomgtNUsiSTMKlWkzoOuiShXSjFdWoY0bC4KV7kWKQyZIc6BJYdGOOblguuws/Y/Y6SQKLy4XrP8ktsixhkG1IugNdMuLSrOLvLPBZVF1ja/IBkmwphFmCiS1fB0UqnkqHDoeDRx99lFOnTvHMM88QGxuLzWZj3rx5DBgwgHHjxnHPPfcUiyyFQb9+/Rg3bhxxcXFERkayZs0agoOvHtYj8C0KrHyGh4ezcOFCFi1axIYNGzh//jy1atViyJAh3HnnnSiKQs2aNZkzZw4xMTFFIbNA4BWLpGJJOY22fD766USU0DCCOt6DM7I6GZpo+1fUOC0KW86n8c2+45zJslE3JICBDapT0WhEdmpIEthNLpae2MlPx7bh1FRurViXvrVaEuA0o2k6siyTKpv4aqeNjaec+BklekebaV/JjMGR3crIqNhxZRxi/+ZPyLh4GL/gqtRoNhhTUG0c/+mmJBCUNKtObuG9nT9w1nbBPVbBEsrwRvcSX6lZkV9/ypQp7N27l59//pmKFSu6x1955RUyMzMZO3YsnTt3LnI5igJFUQgPDy9pMQTXgKTr+lXNBU6nE6Ox4D/e13pcSaOqGufPe49rzS8Gg0xoqD8XLmTgcgl3YWHibW+NioT/sZ2o307LsV6+rRe22Fuwa6KnwtW41s+tZlb4JuEEPx484TEuAePaNCQ2MIA0bLzw948kpJ3zWBNstDKj/cP4O0ykyBYe/yUV+3/yimIrGBjVwoJFs5N+eiX7/nw7hwx127xEUOXbcaq++XcW9wRPZFnCYdBwoSEBfroR9RpDKwpzb8PDA6/r+CtZdXILwzd9muv8e3FPFKkC6nQ6adeuHffccw8jR47MMX/27FlOnz5Nw4YNadCggYfb/bfffmPq1KkcPHiQiIgI7rjjDoYMGYLJlN3sITo6mokTJ/LDDz+wbds2IiIi3NcYP348Z86cIS4ujnfffZdy5coBkJCQwDvvvMOmTZvw9/enZcuWjBgxwq1A9u/fn0aNGpGSksKvv/6Kpml07tyZ1157DX9/f6Kjo92y9+jRg6efftrD7X614/Mjg6B4yNdd+s4772TFihUFOvGyZcvo3r37NQklEBQUq5qJ+tOXXue0FT9hVbOKWaIbiwxdZ+5/FE/IdrhP3nqQVHR2XjyZQ/EESHFm8cPhTehGI59uz8qheAJsPeviVBYY5HQOrp/kVYaDG6egSGnX+1YExYBugGNaKiO2/EqvVd/x4B9z+frYdpwWnbKSp6rqGu/t/CHPNRN2/oCqF92DyPHjx7l48SJNmzb1Ol+hQgViYmJQFM+OYH/88QfPPfccffr0YcmSJYwZM4alS5cyfPhwj3Vvv/02DzzwAEuWLKF27dq88MILfPzxx7z33nt88skn7Nixg+nTpwNw5swZ+vXrR1RUFHPnzuWTTz4hPT2d+++/n8zMTPc5v/rqK8LCwvjxxx95++23+d///sesWbMAWLNmDZAd/vfKK694fU95HZ9fGQRFT76Uz3fffZdJkybRvXt3PvvsM44ePep13cGDB5kxYwZdunRh4sSJvPPOO4UqrECQG3JWBmR6746DpsKFpOIV6AZClmUOXkzPtb/NmSw76S6VpSd25nqO307tw4bE+pO597VcfdwJmgPV6f1HQnPZcNrOF0R0QQkgyxLHnakMXrOQPRezH0YyXU6+TtjO6M0rcBjLRuzu1uQDHq52b5yxXWBr8oEikyElJQWgwDGRn3zyCb1796Zv375UrVqVdu3a8cYbb7Bs2TISEy+30O3RowddunShatWqbgXu+eefJyYmhlatWtG2bVv2798PwHfffUeFChV47bXXqFWrFo0aNeL9998nKSmJZcuWuc9Zq1Ythg0bRo0aNejWrRs333wzW7ZsAXBbJwMDAwkM9G6hzuv4/MogKHryFfMZExPDTz/9xDfffMOsWbOYPHkyQUFBVK5cGavVSmpqKmfOnCEtLY1y5coxcOBA+vXrh9lsLmr5BYJscunl7cZQ+sI/Sg8aZiXv51hFlrAoud9uzIoBJAmjjFfLJ4DVKCFdpU2SJInuRL6Ow6Axaftarw8rOy+c4bQ9japyEFcPCPNtkmwphbruWrjk7r548WKBjtu9ezc7duxgwYIF7rFLEXoJCQlUqZLdVKJGjRrueYslO946KirKPWY2m3E4HO5zJiQkEBsb63Etu91OQkKC+/V/q+QEBgaSmpqab9nzOj6/MgiKnnzfqU0mE48++igPPvgg69evZ8OGDRw/fpz09HQqVqzIrbfeStu2bYmLi8thwhcIihrV4ocUVhE96XTOSYsVPSjvvuKCa0fToHqQH2ZZxu6lKXp0SAABikKvas1YeXKv13P0rBaLPxpda5r56YDd65r4KCO6ZMTsXwF7xtkc8yZrOQzmEFx5t34XlDAOVA6kJOc6//e5E9SoFIrLVbCGAr5GmCV/1sb8rrsWoqKiCAsLY+vWrXTr1i3H/JEjR3jzzTd5+eWXPcY1TWPgwIH06NEjxzFXxkYaDDlViNzqe2uaRqtWrRgzZkyOuSutmJdiSq+VvI7PrwyCoqfAkflGo5H27dvz4osv8sEHHzBjxgwmTpzIsGHDaNmypVA8BSVChmRBvu8JMP3H2i7LKPc/SYbsvXOOoHDw0yRGxkXnsEsGGA2MaB6NxaVRxVKOrlUa5Ti2fnBFOlasj2p30reemUoBOW9LDzawEKRoOLQgGsaPRVY8f2Ak2UiD+LE4dfED4uvISJjz8FSEmC3kIw/W54ktX4cKlrwfeiMsocSWr1NkMsiyTO/evZk/fz5nzpzJMf/555+zbds2Kleu7DFep04dDh06RLVq1dz/zpw5w7vvvptrk5mrUadOHRISEoiMjHSfMzg4mLFjx7pd80WNL8ggyEb4qARlAk3TSQ+oQMCzb6H/8zccOwARlZGatSPTGEhZTS6WJPDDidGRARlp4BeAy+xPBqbidVs6VWJDA5nVqTmLj5zidIadRuWDuKVyGIEauJwaBmSerNOBu6s2ZcHRrdg0J3dUiaFuQAVMDgUdMDvtTL7Vn51JGquOOwg2SdxV20yYUUNxOdEAxVKLm3p+z9lDv5CWtJuActFE1O6Ki1BKubHshsBPN3BH1WjmH8nZfllGomV4FKqj9H9hFUlmeKN7c812l4AXG91b5PU+Bw8ezJ9//sn999/Pc889R7NmzUhJSeH7779n/vz5TJgwgYCAAI9jBg0axNChQ5k6dSrdu3fn9OnTjB49mkqVKl1zVni/fv2YM2cOw4YN46mnnkKSJN577z12795NnTr5V8D9/PxISEjgwoW842mLUgbB9SOUT0GZwaXBRckfY/OOyM1uRZOk7K44pf93LFeCsaHN/Rz10B73mFylBsF9h5Ai+RVYAZXlq6caGwwymqbxXw+7ZFcJBR6vXRVVAlnTsdtdXKkPGhwK1eRyvFj3NnR0NJeO5tDd8X+6rmNy2LkpVKZFmBHQUZ129Ctc6aoqoVKO8rUfJKy2io6CrYA93wUlh+bU6V+7KTvOn+Zg6uUEMQkY0yweP63s/CzFV2rGe3FP5KjzGWEJ5cViqvNptVr5+uuv+eKLL5g+fTonT57EbDbTsGFDZs+eTYsWLXIcc/vttzN58mQ+/fRTPv30U4KDg7n11ltzZLsXhKioKL7++msmTpxIv379UBSFpk2bMnv2bMqXL5/v8wwYMIDPP/+cQ4cO5ZrxXtQyCK6ffNX5vNEQdT59G7G32fjJLgwLv0Dfuz3HnFSlBlq/Z0nX8xc/pRkksiSNfSkpKLJMnaAgrJqE5Lp8e1AtDpIcGRxMOU24NYhq/uXx16y4nOIWkh/E5/Yy2Q0HNBIzU1l/9jjlLX60jaiKn2ZEvoaYXV+t83mJkuxwJBD4ImXnEVMguMEwOTNR/1U8pdAwCC0PqRfRk86gJx7GYM+AfATvq0aJhYnHmbX3gNsCqUgSzzRuwK0VIpCdOi6rg9GbF7Hjwkn3cYFGCx+07E0VY3mhgAoKhK6DyS5TyxBKdNXy6LqOqwy42nNDkWTiwqKvvlAguEEo8KPX33//nWvAcWpqKj///PN1CyUQCPKB3YYUVhHnw69x+rZR7K79NCdvHYFzwJtQqRpkXd16L8sSR7IymHmF4gmg6jrv79jFWacDg1njs31/eiieAGlOG89u+JEMRRTwF1wbuq7jdKo3vCVYILjRKLDy+dBDD+VaD2v37t1eW3gJBIIiwC+ArJ4v8svqSNb8bmX3dgN//WFh6fJwMro9l6/yUqoi8eX+g7nOz0k4hF3WWZa4x+t8utPO4bRzyLJwIQoEAoEgf+TL7f7yyy9z6tQpIPtJ9fXXX8+RHQfZNcPCwsIKV0KBQOAVmyGENWtU7FmeLm+nA1b/5kfnPgqojjzP4ULjXJYt1/kzWVnYNQ1XHi0Az2Sm0thPypGAJBAIBAKBN/JlrujSpQu6rnvUXrv0+tI/WZZp2rQp48aNKzJhBQLBZRwOhZRk77GWWek6NvvVa+6akGn8bxcUb8SWL49Flgg1+eW6pm5IRZwi2/y6MSgSVtmOxaDmq+qAr6MoMhbFiUVxoFylA5ZAILixyJflMz4+nvj4eAD69+/P66+/nqOFlUAgKF60q+h7LoeOlwYkHuhOjQfq1OTX44m4/lP4wqoo3FEtCoumMCi6Ne/+szLH8fWCIwg3B0LuxlPBVVAUCX/tIvZdy7Ad+BPZEoRfi35oobXI1Epnc4QAOR3txHZsW+ehayqWmLswVGtJuh5Q6ttmCgSC66fA2e5fffVVUcghEAgKiNGsoxhA9VKaRpLA6i+RnyT0YBQ+at+G8dt2cCg1DYDokGBGxMYQoEo4VJWbK9RBa6Qzff86UhxZKJJEfGRdnm5wKya7qSyXUi1SJAn81WQufjUALfOie9x+6C+szXphbTmQrFKmgAbI6WQsfgVn4uUSYM7E7RjCaxPYezJpoguVQHDDU2Dl02azMWXKFNavX09aWhrafwK9JElixYoVhSagQCDwji67aNjSwI61ObXPOk0VdNkF+fCG6y6dKoqZCS1uwoaKQVEw6xIGp46mZmuvss3E7RViaFuhNlmqE7NiwB8zWpYsFM/rwCS7yPjtYw/F8xJZW+YR2rQnGCvnPNBHURQJ7eQ/HornJVznDuI8uBqlzl2oqvjUCAQ3MgVWPseOHcsPP/xAs2bNqFOnznVnuV68eJFJkybx+++/k56eTnR0NC+88AJxcXEA7Nmzh//7v/9j586dhISE0L9/fx577DH38Zqm8eGHH/Ljjz+SmppK8+bNGTNmDNWqVbsuuQQCX8flchFV14TV38g/61xkpulY/CQatDBQqSY4XPZ8n0vTdIINLkK0LHCBbgwgU/OMO3Q5dQyKH1YZJB0kDcp0+6hiwKRnkrF3Va7zjv2/YWz6cKmJqTXixLZtfq7ztm0/4Vc7nkxyjyEWCARlnwJrjr/88gvPPPMM3377LePHj2fcuHE5/hWEYcOGsX37diZNmsTcuXNp2LAhjz32mLt366OPPkr16tWZN28ezzzzDB988AHz5s1zHz9t2jS+//573n77bebMmYMkSQwaNAiHI+8sX4GgLOBUHZSv4uTWXga6PWyi470GKtZ0FUjxNJkU/ORkDm0Yz7q5PVg/rxdHNkzC33ARkyk7aUk3yBx2ORi5aS99fv2bQau38b/TSbjMV09qElyN3GMj9FJXQkAnz6BOXcvr7QoKkaeeeop77703x3jfvn2Jjo5m48aNHuPLli0jOjqa06dPX/e1o6OjmT8/94eQqVOnuvNICosDBw7w+++/F+o5/8uIESNo0KAB//zzT465+fPnEx1dfI0EEhMTiY6OZsOGDcV2zcKkwMqn0+l0WyWvl6NHj7J27VrGjBlDXFwcNWvW5JVXXiEiIoIlS5bwww8/YDKZ3AlOvXr14pFHHmH69OkAOBwOvvjiC5555hk6dOhAvXr1mDx5MmfOnGH58uWFIqNA4Ou4XBpOzY5Lt2X/11UwK5lRTeLvRY9w5vBydM2Fpjo4dXAxm5YMxKhfQFFk9mdm8swfO9h7ITsm9ILdyUc7DzPln0O4jCKT+VpxSlbMdW7Odd5c95ZSY/UEcGLG3OTuXOctMXfiUPyLUaIblzZt2rB7925stsvZgGlpaezYsYPIyEj++OMPj/WbNm2iZs2aVKxYschlGzBgAHPnzi3Ucz7xxBNelcLCRlVVRo4cKQxc10mBfzXat29faE8XoaGhfPbZZzRq1Mg9JkkSuq6TkpLCpk2buOmmmzBckbLbqlUrDh8+THJyMnv37iUjI4NWrVq554OCgmjQoAF///13ocgoEJRlrFaJxF1zcTnScsw5MpM4m7AKh1Fi8nbvjSV+P5lEWqmzzvkOds2I/y1PIZlz1k22NOqGag0vAamuHVXVUCrHYoisn2NOCY3CVK8TLteNZ/pUdY3N547yS+IuNp87ippH3dzConXr1jidTg+F7K+//iIoKIg+ffrw559/eqz/+++/adu2bZHLBeDv70+5PEq8+TIVK1bkyJEjfPjhhyUtSqkmXzGfP/30k/v/GzZsyJQpUzh79izNmzfHzy9n7M4999yTr4sHBQXRoUMHj7GlS5dy7Ngx2rVrx+TJk6lbt67HfIUKFQA4efKk2z0QGRmZY82lovjXisFwfdacS3XtvNW3M0lODK5UdEcmkskfpzEIp1bg8FufwSCDxZGBZMtENxpxmfywy6YiK6mS194KCogjjaSTa3OdPnf8N8rXupuTGbnXUtpzIZVbwkLRtBtPqSgIuX1ubcaKlBvwNVlb5+E4uBbJGoRfiweRKzYkC3+u81ZU7NgIIqjHezgP/0XW1vmgqVhi7sRUN54sOQhDEZQw9eV7wqqTe5m441fO2i4/4FWwBPJCzG3EV6pXZNe9ZMXcsmULN910EwB//vknbdq0oX379u7f8QoVKpCamsr+/ft5/vnns2VetYrPPvuMffv24XK5iI6OZtiwYbRp0wbIbijz1ltvsW3bNjRNo1mzZrz00ksebufDhw/z6KOPsnnzZoKCgujfvz9PPPEEkO12X7BgAatWrSIxMZGOHTvy/vvv88UXX7B3714qVKjAk08+Se/evd3nmz17NrNnzyYpKYlmzZoRFxfH/PnzWbVqFfHx8Zw4cYIPP/yQjRs38tVXX3Hx4kU++OADVq1axYULF2jYsKFHPsnUqVPZuHEjN998M1999RUXLlwgNjaW119/nZo1a+a6r1WrVuXee+/lo48+olOnTsTExHhdl5qaysSJE/n9999JSkoiJCSETp06MXLkSMxmM506deL2229n+PDh7mMWLVrEq6++ytq1awkICGDevHl8/vnnnDhxgsqVK3P//ffTv3//MtFRLl8az4gRI3KM/fzzz177uEuSlG/l879s3ryZUaNG0bFjR+Lj4xk3bhwmk8ljjdlsBsBut5OVld1T2tualJSUa5IBsvtdh4YWjmsoKMizTIqaepbUVVNI3fUr6CrIBvxiexDUbiBKYOnrDqVnpKFu+QvX8vlgy/57yDXrEdTnMeTyEUV67f/uraDgZKXaMBhz/6wbTIEYZRmJ3EP1gsxGgoNFAkl+8f659cN461NorR9Cko3I1uxyRJbiFa0Q8cdcrhfW+h1B15H9QpAkCXMRX9XX7gmrTu7l5Y3zcoyftaXx8sZ5jG/Rq0gV0NatW7N161b36zVr1jB06FAaNWpESEgIf/75J7169WLz5s0oikKLFi3YuXMnTz31FMOHD+e9994jIyODyZMn8+KLL/L7779jMpkYNmwY0dHRzJs3D5fLxfjx43n66ac9wt2+/vprxowZw5tvvsnixYuZNGkSMTExtG7d2qus77zzDq+99hrVq1dn5syZvPrqq7Rs2ZKoqCi++eYbJk2axKuvvkrz5s1ZtmwZU6ZMcRue5s6dS48ePejWrRtPPPEEqqoyYMAAnE4n48ePJzw8nK+//ppHHnmE7777jsaNGwOwdetWrFYrn332GRkZGbz88su88cYbzJ49O899feKJJ1i5ciUjR45kwYIFOXQQyO4Mefr0aaZMmUL58uXZtm0bI0eOpGbNmjz88MPcc889zJs3jxdffBFJyn4iW7RoEZ07dyYgIIA5c+YwceJEXnvtNZo0acLu3bt56623OHPmDC+99FLBPgg+SL6Uz5UrcxaXLmxWrFjBiy++SJMmTZg0aRIAFoslR1yF3Z6dSOHn54fFkn1rdjgc7v+/tMZqvfabkKbppKZmXvPxkP0EHhRkJTU1y11WxEwWtl/+D/vBNVdczEXm5h/RVSfG9s/g0IzXdd3iRFEkrHu2oC7+xmNcP7QX52fjkR4fSYZc+EqJt70V5I4sS6AZcdolVBeYrSAZVDTNhcnkT1T9+9l17lWvx1ZtcD/ICq0rluOv0+dzzBtlidpB/ly4kFHUb6PUk7/P7b/qma2s7Oe/9zPH9d1Pr0Zh3hMKy/Cg6hoTd/ya55pJ/yynQ2RdFKloLFmtW7dm7Nix6LpOQkICp0+fpm3btsiyTOvWrd3K599//01sbCx+fn4oisLo0aN54IEH3Od56KGHGDBgAMnJyURGRnLs2DHatm1LlSpVMBgMjB07lkOHDqFpmtsq17dvX7chasiQIXzxxRfs3LkzV+Xz0UcfpWPHjkC24vbjjz+yfft2oqKimDFjBg899JDbEvrkk0+ye/dudu3aBUC5cuVQFAU/Pz9CQkJYvXo1u3btYvHixW7v6Wuvvcb27duZMWMG77//PpBdMeTdd98lJCQEyG6i89577111Xw0GA+PGjaNXr15MnTqVF154Iceatm3bEhcXR7162Q8XVapU4euvv2bfvn0A9OjRg48++oi///6bFi1akJSUxLp169w5LdOmTeOJJ56ge/fuAERFRZGens4bb7zBc889d1UZfZ18KZ+VKxdtnbmvv/6a//u//6Nz585MmDDB/RRRsWJFzp4967H20uuIiAhcLpd7rGrVqh5rLv3BrxWXq3CUGlXV3Ofy01M9Fc8ryNq+GGvLh8kktFCuWxxYXTbU5d4zGvULScjnTqOG1fBoy1qYXLm3vowsSyXmkpZlGc1uYs0SB+kp2TJIMkTHKtRuYiQz005wZHPCozpw7vhqj2Mr1b4bS0gtsmwuno2pRUJKBmeyLmfRK5LEWy3qY3GBSzwE5JvS8rktjfjS3m5LOu7havfGmaxUtiUdp3l40ZQGbN26NRcvXuTQoUOsWbOGevXqER6eHUfcrl07t6Fn06ZN7uzz+vXrExwczPTp0zl8+DBHjhxhz549QHayDcDzzz/P2LFj+e6772jVqhXt27ena9euHu7gGjVqeMgSFBTkNh5548quiYGB2ZZ/p9PJhQsXOHHiBE2bNvVY37x5c7fy+V/2799PYGCgR9ieJEnExcV5xLqGhYW5Fc9L13U6nbnKeCXR0dE8+eSTfPTRR3Tu3DnHfL9+/Vi1ahULFy7k2LFj7N+/n+PHj1O9enUgWxm96aabWLx4MS1atGDJkiWEh4fTqlUrzp8/z+nTp/nggw88Yks1TcNut5OYmOj2ApdWChxoOHLkyFznZFnGz8+P6tWr061bN0JDr65Iffvtt7z11lv079+fUaNGeXx4b7rpJr7//ntUVUVRsku6rFu3jho1alC+fHkCAwMJCAhgw4YNbuUzNTWV3bt38+CDDxb0rRU5WkZOy5EbXUW3p4G59CifsupES72Q67x+8ghKRM0bMsFAliUUyYwtA9LTdAJCZYxmDZdmL9b2gopkYvk8O44rQjZ1DfZuVvELlKlYUyHD6UftNiOomvEQZxOWI8kKEbW6YLBWINOZ7VEIcOl81D6GvSnpbD57kUh/C+0jy+OvAULxFAhykGRPL9R110KFChWoXbs2W7duZc2aNbRr1849165dO1555RV27tzJ7t27efXVbO/H33//zYABA+jQoQNxcXHccccdZGVl8dRTT7mPfeCBB7j99ttZvXo169atY9KkSUydOpWffvqJsLDs8LFLv9lXkpchwpvrWtd1d8JxQYwYuq67XdlXommaRwKzt2sWhCvd7/379/e4/uDBg9m3bx933nknXbp0YdiwYe49vkSvXr0YO3Ysr776KosWLeLuu+/ONhj8m8Q5cuRId5ztlURGRuYwzJU2Cqx8nj59mi1btmC326lcuTLh4eEkJyeTmJiILMuEhYWRnJzMxx9/zHfffUdUVFSu5zp8+DBjx46lc+fOPPHEEyQnJ7vnLBYLvXr14vPPP+eVV15h4MCB7Nixg9mzZ/PGG28A2R+cBx98kAkTJlCuXDkqV67Me++9R8WKFb0+iZQ0kiUo7wXGUhY3pxjAYnXHev4XqVzEDZmEIssSkmrht58cZKZdfv/lKkq06WrFoXrfr6KQ48JZ3UPxvJLdG51E1jABKplOK4q1FtVaNMRiMXLhQgaZzstKpabpmBw6Tf39iasTiKbpuJxC6byELEvIsoSq6kVm6ReULsK8VDC4nnXXyqW4z82bNzNw4ED3eMWKFalduzbff/89/v7+NGzYEIAZM2bQsmVLD4vbpbbauq6TlJTEtGnTePzxx+nZsyc9e/bkzJkz3HzzzWzcuJFu3boVqvyBgYFUrlyZbdu20alTJ/f4jh07cj0mOjranUR1pfVz8+bN1K5du9Bku9L9PmPGDPf47t27Wb16NT/88ANNmjQBsq24x44d89CJunTpwptvvsmcOXPYtWsXEydOBKB8+fKUL1+eY8eO0bdvX/f6//3vfyxfvpzx48cX2nsoKQocaHLrrbcSGBjI999/z8qVK/n+++9Zvnw58+fPJyIigiFDhrB27VqqVKniNunnxi+//ILT6WT58uW0a9fO49///d//Ub58eT7//HMOHz5Mjx49+PDDD3nppZfo0aOH+xzPPvssvXv3ZvTo0fTt2xdFUZgxY8Z1P9EUBZopCEMF7x98U/WbcBlKV8/jLIMfcptclHyLFb1ytRtS+VQkM38s9FQ8Ac6f1tm62olBKZ64XkWRSUnKff9tmdlW0EuoKmRl5V27TtN0HA7VZ1ybJY2kSGSZVTamn2T+6b0cdJ3HYdK8Wl0ENxZNw6KoYMn7nh5hDaJpWO4GmsKgdevW/O9//wOgWbNmHnPt2rXj559/pk2bNm6vY2RkJPv27WPTpk0kJiYyb948PvjgAyA7vyIkJITff/+d0aNHs2fPHo4fP863336L0Wj0KJtYmAwaNIivv/6aBQsWcPToUWbNmsXSpUs91vj7+3PkyBGSkpJo27atu1vihg0bSEhI4I033mD//v08/PDDhSpbdHQ0Q4YM4dixY+6xsLAwDAYDS5cu5fjx4/zzzz8MHTqUc+fOeeSxWK1Wbr/9diZPnkxsbKw7VEGSJAYOHMhXX33FV199xbFjx1ixYgVvvPEGJpPJJ/WbglJgy+esWbN44YUXcsRf1K9fn+eee44PPviA++67jwEDBvD666/nea7BgwczePDgPNfExMQwZ86cXOcVRWH48OEe5Qp8lUw9gKCe75H64/O4ko+4x42RDQjo+ippeumK4XC4dCw33YqUfAZ9+xVdFvwDMTwyjDTFL1+9xcsajiyJjFTvSt+JQxpN2pmA/MUVXQ+qqhEanruia/WXkCTdncYuSRJGo/Lv/xe5eKUeWZE4qqby3Jqfsasu93jVgGAmt+yG1aEUa4iFwLdQJJkXYm7zmu1+iWGNOxdZstElWrZsicPhoH379jmUlnbt2jFr1iyP+p7PPvssSUlJ7t/m2rVrM3bsWIYPH86OHTuoVasW06dPZ/z48TzyyCNkZWVRv359PvvsM4/ci8Kkb9++pKSkMHnyZC5cuECLFi3o0aMHmzdvdq/p378/48eP58CBAyxatIiZM2cyfvx4nnnmGRwOBw0bNmTWrFk5dJfC4PHHH2fFihXuGNSIiAjeeecdpk6dyjfffEN4eDi33HILjzzyCCtXrvQIC+jZsyfz5s3LUSVowIABmM1mvvrqK8aPH0/58uXp2bOnuxxWaUfSC+gjio2N5f33389RnxPg999/57nnnmP79u1s2rSJgQMHsm3btsKStdhQVY3z568v29RgkAkNzc4CvtJKJMsSVtKRs86jpZ9DDopAM4eSqfuV2h8qP9mFyZEJyWfAzx8tMJQM2VpkoYC57a0vIEmQecHCn4tytyB26WdGNxSP692kWFj+vQO7l8vFxRupUN2Fy6XiNMFJWwbLEo+gyBLdqtSggtGKoeh15FKLzazy0Oq5ZLhyblL7itV4uX57pCumfPlzW9opzL0NDy9cD5S3Op8R1iCGNe5cpGWWyhJ//PEHderU8ajp/eqrr3Ls2LGrlkUS+CYFtnw2aNCAzz//nNatW3s8RV1qdVm/fnZni127duUo/i7Idltm4A9mfyRLVLbCWcp/hzI1A5mGIKSKQZcV6FL+nq4VXQf/oNzNhooBDCadgoRLKoqES9ZRkNBdBQu8V7ET39vC2p8dpJ7PPk5WoH6cgYjq4PxX8Xz3n79Zd/ZyY4afDh/k9irVGRwdg0F0kcuBJMGxjBSviifAmtNHeaZ+a/wLfosVlDHiK9WjQ2RdtiUdJ8meTpg5gKZhUUVu8SxLLFy4kISEBF5//XXCw8P5+++/WbRoEWPGjClp0QTXSIHvjC+++CKPPvoo8fHx3HLLLZQvX57k5GRWr15Neno6n3/+OZs2bWLSpEk8+eSTRSFzmaG0Wjpzo6y9n2tFMapERMmcOZ5Tw4xuZgDZlS/lXJYlsowq684eY8XJBAKMJu6t0Ziq1mAMjvz5xVVVR1ZstL/bhOqUUV1gsujosguny4WiyPx94YyH4nmJZYlHuK1KdeqZg2/I2N28kCSJi97Myf+iAw5NFcqnAMh2wRdVOaUbgVdffZV33nmHp556itTUVKpWrcqoUaPo2bNnSYsmuEYK7HYHSEhI4NNPP2XDhg2cP3+eihUrctNNNzF48GCqVq3KunXr2L17N4899lhRyFzkFKXbXXD9lIa9NRus/LPOxdF9KroGBiPUa26gen0Jh5p7rbsrsZk1hvy1iDNZnqVYuleNZlCtOAzO6w/MdBlhxJY17L3ovQxY64hIRjdsge70LeVTksAiqSiaE1U2YtMNxZ5lfl6x0X/1XK9z5cxWPm97D2bH5XIzpeFzW1rxZbe7QCDIyTU9lteqVYt333031/nWrVvn2sVAILgRsLuyaNjaSIMWJjSXhGLMtjY6XK6rHwxIRonvErbnUDwBlhzbR49qDYiU/K/b2qyjk5WHTJkuFyrXUBajCLFILizpSWirFsGZE8jhkZjj78YeHE6WVnyWxiDFTNsKVVl79liOuacatMJPM6LeqPEnAoFAkAf5ulP/9NNPdOjQgdDQUH766aerrr/W3u4CQVnC6XICTlBA0yhQHKxNUvlf4v5c55cm7ueJGnE4HNdXTsCsK3SIrMyXB1K9znesVBWjJqHm2tm9eDEqEpYje1G///jy4IUk1P3/YO4zEFfN2ALF014PBofESzHtmXtkF/OO7CLT5STSL5Cn6rckJigCVdRBFQgEAq/kS/kcMWIEP/zwA6GhoYwYMSLPtZIkCeVTILhOZElH1XJXXlyaWii1JDWXxl3VarPw6CFSHJ7hABFWP9pGVEK1+44S5admov7kPbtVXfQ1fs/UI0WyFps8BpvEA1Ex3FO1PqquYZQU/DSDKMAvEAgEeZAv5XPlypXufrArV64sUoEEAgEEajrxEVVZeuqw1/nbw6twqUCn1aIguy6gqw4kxYhuDCUzy1P5sVjMqE4FXQNZ0ZEUJ3Z7trvd3yUzvX1nvjq4m5UnjiFLEl2janB/zWisThnNR6yeAFJmWnZ1fG/YbUiZqeBffMongOrUsKAA2fGdLuFqFwgEgjzJl/JZuXJlr/8PYLfbMZlMoqOHQFCImJxOHqtcm7VJJ0l1elok24RVIsrhQNchwJhJ0qHfOLz9CxxZyRjNwVRt+AAV63Yn3eGHooBB9mPnWhdH9trQVAgqJxF7s4mA8gpOpx1V1fFTZQbXasyjdRphNCgYXeCyqz6leAJXr34v7kMCgUDg81xTdP6hQ4eYMmUKf/31F+np6fz444/8+OOP1KpVi/79+xe2jAJBmUSWJRwKZOoqqq7jryj4aTIul4ZdsVJx31pmNW7PvKREViefxM9gol/FGsS5VEIUM3bJwck98zm8/XP3OZ32FBK2TMOWfoqqzQbj0kP5c6Gdi1e02Uw9r7P6Jzsd7jETFK5gt2fHjepOHT+DTGiQHxcuXF+1h6JCswZAQBCke4lR9QtA9xOZygKBQODrFDiJdc+ePfTu3Ztdu3Zx5513usubGI1Gxo4dy4IFCwpdSIGgrCHLEsmSyohNm3lg5WoeWvUHT65Zx87MVHSDhF0FqUlbwr79hIG7/uETv/J8gJmOy+YTsu8fnAGhSK5Uju780uv5TxxYCGomGRd0D8XzSrb96UBXS1eP4EzFinLfE9mV8q9EllHufZwMpXhd7gKBQCAoOAVWPsePH0+jRo1YunQpI0eOdCufr7zyCr179+bLL73/GAoEgstkGnSG/LmWfRdT3GNns2y8tO5vzrgcSJJEquyHPPBljLUaELJzCwHHEpC790O9tQcZugmXPRVNzaX9kK6hOjM5czz3bPiUZB1dK11uapcKmWHVMDz3FnLb25BqRCO37oThubfJjKiB6/qS/wWCMsfixYu57777iI2NJTY2ll69evH99997rLlw4QI//vhjoV97xIgRREdHe/xr2LAh7dq1Y+TIkVy4cCHf50pMTCQ6OpoNGzYUupyC4qfAbvdt27YxadIkDAYDqup5p+/WrRtLliwpNOEEgrKIwSCz5vRp0p0562vqwGe79zK6SQyyUycFK4YGrTHWvwldkrGrkvuBT1YuWy0l2YDBFIDLkYGuOf+dN2INyLvVpy+HSEqS965ZDk3CYQjGdPM9KJoLVTbgcOk3bEtXge+j6hrbkk6RZMskzOJH07DIYmmvOXfuXN5++21GjRrFTTfdhK7rrFu3jv/7v/8jKSmJp59+GoB3332XxMRE+vTpU+gyxMbGMnXqVPdrm83G1q1befPNNzl//jyffvppoV9T4PsUWPk0m83YbDavcxcvXvTo9y4QCLwgS2xJSsp1eu/FFJzomP997XJpuNxOisvamGIKIrhiLFWqdiXYWgtSMiHISrrzJIcPfIesWKlYTUGSnF6VuJoNDchGF/iYtVA1QhYqxzLS8DcYibD44afKaKrnm3C4dLKLqPpYUpRAcAW/nTjExB1rOGu7HEddweLPCzHtuLVyzSK99rfffkvv3r2599573WM1a9bk9OnTfPnll27lsyi7gxmNRne1nEtERUVx7Ngxpk6dSnp6OgEBAUV2fYFvUuBHr7Zt2zJlyhROnz7tHpMkiYyMDL744gvatGlTqAIKBGUNGYgK8M91PsLPisLVTZJ2PYjYNu8Q+lsa8me/Is9Zgzx9OcH/O0XzdpNQDSFgcNH2DjP/NbKUi5CpH2fAZsvFbV9CuEww69Bu+q76mZc2/MFTa1fyyB/LOORMQ1J82EwrEHjhtxOHeHnjLx6KJ8BZWwYvb/yF304cKtLry7LMli1bSElJ8RgfNGgQc+bMAbJd4wsWLGDjxo1ER0cDkJqaypgxY+jQoQMNGzakbdu2jBkzxm142rBhA9HR0UyfPp2WLVvSo0ePHJ7Qq2E2m5EkyV0pp3///jnqiI8YMSJHEvO2bdu46667aNy4MX369GHXrl0A7N27l+joaP7++2+P9c8//7xbyRb4DgVWPocPH05mZia33347DzzwAJIk8c4773D77bdz6tQphg0bVhRyCgRlBodD5Y6qUbl++R6Oro05H7GYJtWF+uMKSDzrMa6fPY/65c8YbA6cDgfBESp3PGQhrqORRq2MdOxjpk13Ew41l3qZJYSiyKw5d5IFRw56FHhKdzp5ft3vZCg+ZqIVCPJA1TUm7liT55pJ/6xF1YsuXmTQoEHs2bOHm2++mccff5zPPvuMHTt2EBgYSI0aNYDsfI2uXbsSGxvLmjXZ8r788svs2LGDKVOm8MsvvzBy5Ejmz5/vVlgv8fvvvzNnzhzGjh2Loig5ru8NXdfZsmULs2fPpnPnzvj75/4g7o3PP/+cwYMH89NPPxEdHU2/fv04c+YM9erVo0GDBh5dGNPS0li5ciU9e/Ys0DUERU+Blc/IyEgWLlzIww8/jK7rVK1alczMTLp37878+fOJiooqCjkFgjJFIApvtWiOWb78FZSAvrVr0jg4BFW9/INkNCoEB1sICrJ4nMPktKMfzNlXHEA/dQ6DPbs+qNPpwKFlEllTpVYTDVNAFg5nJnk0UCoRshSNLw/s8jrn1DTWnz2FweBLXeYFgtzZlnQqh8Xzv5zJSmdb0qkik6FLly7MmTOH2267jX/++YeJEyfSp08fbr/9djZv3gxAYGAgFovFwz3etm1bxo0bR5MmTahSpQrdu3enYcOG7Nu3z+P8AwYMoHr16tSvXz9XGTZt2uROdoqNjaVhw4Y8++yzdOvWjfHjxxf4PT399NN069aNWrVq8frrr1O+fHm+/fZbAHr16sUvv/yC/d9739KlSwkMDOTmm28u8HUERUu+Yj7nzJlD27ZtqVKlCgChoaE8//zzRSqYQFCWkVw6MQHBfNWxA8fTM7CpKrWCArEiIzuy7X6KAibJTGoS7E9wYTJLVKtnwWBWsbmcYHfmfZEsG5j93C8vdTTyVXR0zmZl5Tp/JD0FuULVYpRIILh2knLrxHWN666VmJgY3nvvPXRdZ//+/axevZovv/ySQYMGsXz5csqXL5/jmH79+rFq1SoWLlzIsWPH2L9/P8ePH6d69eoe6/772huNGjViwoQJ6LrOwYMH+b//+z/q1avHc889h5+f31WP/y9xcXHu/zcYDDRo0IADBw4AcOeddzJ+/HhWrlxJt27dWLBgAXfddRcGwzWVNBcUIfkyI4wZM4bOnTvTpUsX3nzzTVauXElGhm8WoRaUXiRJQjHKSEYZRbkBLFyqjtUB0WZ/mvoH4++UkJ2XHc5mycqfS1z8ttDJgZ0auzar/O8bB8f2gNVgBIsZ5Dzc83nElfoisi5RIzA41/km5Sp4WIQFAl8mzJI/xSq/6wrK6dOneeuttzhz5gyQfX+Njo7m8ccfZ/bs2WRkZOSIj4Rst/jgwYN56623UBSFLl268Mknn9CsWbMca81mc46x/2KxWKhWrRrVq1enU6dOTJ8+nfXr1zNs2LAciU7/fe105nzA/q97X1VVd6JzcHAwnTp1YtGiRRw/fpytW7cKl7uPkq9f+MWLFzN69GgaNmzIihUreOqpp2jZsiUPPPAA06ZNY8eOHUWaLSco+7iMEoddmby3ezdv/bODv1KScZilG6Jtq66D9p+MbX8/Ewd3uDh/Nuf3ats6FaddwWY0Id/U2Os5pQa1cBhLV+UJiybxVMOmXudCzWYahpRHVcV9RlA6aBoWSQVL3g+AEdYAmoZFFsn1TSYTc+bMYdGiRTnmLmWXh4WFAXjcZ3fv3s3q1auZMmUKL774InfddRdVq1bl2LFjhfI7X7t2bV588UV+//13j3qjRqORtLQ0j7XHjuUMK9q5c6f7/x0OBzt37qROnTrusV69erF27VoWLlxI48aNPeYEvkO+bNF16tShTp06PPDAA0D2B2Ljxo1s2rSJ+fPnM2XKFIKDg2nVqhXt2rUrklphgrKLyygx48ABlhw97h7bcOYcUQH+vN+mJSZ7HgeXUTS7xIFdubvJD+9WadjWgt6xNbJBQVu/A1QVZAk5tgF0aUumXroUd1XVqeMXzKvNWjFl51ZSHNl/+Aah5Rkd2wp/VUb1tV7zAkEuKJLMCzHteHnjL7muGda4bZHV+yxXrhwDBw7k/fffJz09ndtvv52AgAAOHjzItGnTaNmypduF7efnx9mzZzl+/DhhYWEYDAaWLl1KuXLluHjxIp988gnnzp3D4Sic6hj9+vVj6dKlTJgwgfj4eCIiImjWrBmff/45q1atok6dOixYsID9+/cTExPjcezEiRMJCQmhevXqTJs2DYfD4dZNANq0aUNYWBjTp0/PkT0v8B2uKRCiatWqVK1ald69ewOwfv16vv/+e1asWMGvv/4qlE9BvpEkOOuweyielziensFPR45yf9XqaM4by92qI+HMQ+m227KtFTYk/No2Q4mpCzYHWEzoAX5kFTyX0CdQnNAmuCJN2t9GhsuJUZbxkw0YnRKq8K4IShm3Vq7J+BZdctT5jLAGMKxx2yKv8zl06FCqV6/ODz/8wDfffIPNZiMyMpJu3brxxBNPuNfdc889LF++nO7du7N8+XLeeecdpk6dyjfffEN4eDi33HILjzzyCCtXriwU66ckSbz11lvcfffdvP7663z88cc88sgjHD9+nOHDhyNJEt26deORRx5hy5YtHsc+88wzTJgwgcTERGJiYpg5cyYhISHueVmWueuuu5g5cyZ33HHHdcsqKBok/Ro+SadPn+bPP//kr7/+YuPGjZw/f56goCBat25Nu3bt3EppaUVVNc6fv76YVoNBJjTUnwsXMnC5bizFqSCYTAY+3L+PJUePEVchjA6VKmBUZP5JTmH58ZP4GRSmt2+H+YpYyBthb/1MJjau0Dh5xPv763CnkeBIDcuR46izFvBfg6ByX1cya1fHUcDtuRH2tqQQe1t0FObehocHFpJUlympDkc3KiNHjsTpdDJhwoSSFkWQC/myfDocDv7++2/+/PNP1qxZQ0JCAoqiEBMTwwMPPEC7du1o3LjxDRGfJyhsdCRJ5502zdiWfJyZB/4iS3XSMjyK8W1imbk7AaQbz+Ll0Bw0bWvl9HE72n/KW4aUlwgJkzBmZaH++EsOxRNAXbAC67CHcUjG4hFYIBDkiiLJNA+vXNJilHnWrl3LwYMHWbJkCd98801JiyPIg3wpny1btsRmsxEVFUWbNm0YOnQorVq1Ei2xBNeNy6XRp3Y13ti8kv2pl1tOrjyZwLqzx5jS5i4suox+gzXudrnA4ueky/1mtq1xcvqYhsEItRvI1G1mxEkW5iwbanouZVocTqS0DAgKKVa5BQKBoKSYN28ev//+O88880yOWFGBb5Ev5TMrK4uQkBBatWpFq1ataNGihVA8BYXGycwUD8XzEpkuJz8e2s6zdVqVgFQlj83uwmB20bKzCV01oAOKSSPjUi3Mq3kahCdCIBDcQEyaNKmkRRDkk3wpnz/99BN//PEHa9asYcGCBWiaRuPGjWnXrh3t2rWjSZMmwuUuuCYMBpnlCQdznV9z+ihP1L0JM/lr3eZLmGWwuJxILhe60UiW0YjDddlHLssyZknH4FBB1dDMRpxGGYfjsp/d5QIXV2SYXlGDXbOaISgAUtO9XNyEXsrqfJZajDJZkoZdVbEoCv66jHqDJcgJBAJBQciX8lmvXj3q1avH448/TmZmJuvWrWPNmjUsXLiQDz/80CPZqF27dkRGFk3dMkFZRMI/j3qUFsWIROl7sAmWVFixHm3TTlA1sJiw3toSU2wD0nUZo0HGL9OJOmcT+uFkAOQwf8x9mkFkMI58JE1kKkYC7u+K+vk8PHplSqDcdzsZihG0Gy9etriQJLCbJD7bs5cViSdRdZ0go5FH69fllogIDA6x9wKBQOCNa8p2v5KjR4+ydu1a1q9fz++//47L5WL37t2FJV+JILLdiw9JgtNkMODPBV7nB0Y3p3elhh6WJF/fW39JQ5n3C/q+Iznm5M5tyGrZFIuqo01YAZn/qZsngTysI+mBlhyF571hksHfbkNbuxX9xBmkCuWR2jcjy+qP/Rq+2b6+t76EyyTx2uat/HP+Qo655xo3pEtERZ/73MoGiSxZJ9XpRJYkAg1GrKpU6jtH+Xq2u0Ag8OSaG54mJyezdetWNm/ezI4dO9i9ezeapnltwSUQ5IauQ3mjH31rxvDdoR0ec3WCynFHlXqo9tL1w2i021G9KJ4A2uq/8W/TFPv2E8j/VTwBdNB+3omp303Y8qF8OjRwGC2YO7ZB0VRUWcGu6l4z4AWFywWX06viCfDF3v20q1gBSzHLlBeaQWJL6gUmbttJ6r9tCyv6WXk9LpYqBgu66B4lEAiKiXwrnwkJCWzZssX971Lbq7p169KmTRsef/xxWrRogdVqLTJhBWUTg1Pi/mqN6VS5FouO7SXdaadLlTrUCSyP2SGVKj1KkiQ4n5L7AocTTdcx7D+Xe/7+sQsoBbTe2FUdkEEoEMWCLEscTk3LdT7N6SRLVbH4SKyyJEmcctoZ8/dWj/HTmVk8u2Y9X3bsgL+ay8ECgUBQyORL+WzRogVpaWnouk7lypVp3bo1zz33HK1ataJcuXJFLeMNiyxn9zYv7S6x/GBwSkRK/jxdqyU6OqpLQ7PrpUrxBLK7f/hf8QDmb0UK8ENPScvuQCSBJEu4yvvnGskqBVvRZEnEa/owuq4TZsndrqlIEmZZAR9R6FQDzNi+z+ucQ9NYdiyR+6pUFaEWAoGgWMiX8tmqVSvatm1LmzZtiIqKKmqZBAaNTMXG3pRjZLhsNAypTrAcgOK45iiJUoGug8ORez/z0oIW6A+1q+Js1440PYD0dAgJ0fHLTMa4dzcOp4ahdQ20Pw54dY9rHaNxGWRw+IjmIsiBrkNlPyshJhMXvfS77lilEn7I4CP1aV3oHErL3VK75+JF1KiqxSiRoDgYMWIECxZ4j6e/xL593h9KSpL58+czcuRIn5RNUDhcd8JRWaQkE450g8a2jAO8uvULXPpl5aNTZHOGRvfGYC/bHWsMBgVJApdLJbdPpi8kbuSFwSCj202smu/AfkVppKByErfcbcKhZ2GQZUwHzsK3m7Kz4f9Fa1sT6bYGZJSQtdvX99aXkGWJszgZunYDKVcooA1DQ3jrpmYY/5PxVZJ7qxklXtu6je3J573O96tTk/7VauJyls4HHpFw5J20tDRsNpv7dbt27Rg1ahTdunVzj4WHh5eEaHlis9lIS0vzSdkEhUPZNqWVQtLkDF7Z8jnaf0xiK05tpmm52nQJbVkm3fAW2YHReQHHnt/RHen4126PHliFDM2vpEUrMJJu4reFTg/FEyD1vM7GVU6ax5twuBxQOxzLqC6oiRfRHS4M1crjMivYyuDftyyiaToVZCMzOrTlRGYm57Ls1AgKoJzRhNHhWyEjBhUerVeHoWs35JhTJInu1aqWWsWzNJDd2/0cSbYswixWmoaFF0tv98DAQAIDA3OM+bpSZ7FYsOQR1iIo/fiU8jlt2jTWrVvHV199BUD//v3ZuHGj17Xjx4/nnnvu4cSJE8THx+eYf/vtt+nTp0+RylvYGI0KK09tyaF4XuKrhF+5uWUMJtVczJIVLRbZjr53CRd+m+oey1z/FcaqzQns/iZpaukqlm7PhKx0HdkA9eIULEE6aWdlDmxzcfqohq5mf+0cqo5DklCql0eSINOliYShUoam6ZgdUMvoR22Tf3Z5LB9TPCFbzupWf56PachHO/fg+LcubKDRyOs3xRKoy4gSCUXDbyeOMWnHZs5mXW6FW8Hqx7CY5txaueRCHXRdZ8aMGcybN4/jx49jNpuJi4tj9OjR7vC66Oho3nrrLZYuXcrmzZsJDg7mwQcf5IknnnCfZ/HixUybNo3ExESio6O58847GTt2rNtlnpaWxrvvvsvy5ctxOp00bNiQ4cOH07hxYwCmTp3K2rVrqVSpEr///jt33303jRs39nC750eO3377jalTp3Lw4EEiIiK44447GDJkCCZT7nWkBSWHzyifs2bNYsqUKdx0003usalTp+L8tyTIJUaPHs2xY8fo1KkTkB2vYjabWbFihUeXpf8+7ZUGJEniRGbONpOXSLanoJe+eutXxWhP8lA8L+E8thnn3l8x1O+Jy1U6fhglCexZUL+9jn+dTJYc305i+nkaVq5Mx+b1Ob7WiuqSPL55ZdGSfaOh6/8mm/kwilMnPjyCNh0rcM5uxyhJhJrMWFXQSsn3q7Tx24ljjNjwZ47xs1mZjNjwJ++0bF9iCujs2bP59NNPGT9+PNHR0SQmJvLqq6/yzjvv8NFHH7nXvfvuu7z66qu89tprLFy4kEmTJtG8eXPi4uL47bffePnll3nhhReIj49n/fr1jBs3zn2srusMGjQIo9HIp59+SkBAAAsXLqRv37788MMPNGjQAICtW7fSuHFjFi5ciKqqbNmyJYe8ecnxxx9/8NxzzzFy5Ejatm3LsWPHeOuttzh8+DAffPBB0W+moMCUuPJ55swZXnnlFTZv3kyNGjU85kJCQjxeL1myhDVr1jB//nx3b/n9+/dTo0YNKlSoUFwiFxmqqtIqrD5LEtd5nW8YUgNF943SLYWFyaRg27wo1/nMTd8TWLczLgKKUaprR9choILKPutxnly9wG3FXnPmIF8dXMeHrR/AbAjH5qXEp0BQ5Lh0LECU9K/3xKH7SEpU2UPVNSbt2Jznmsk7NnNzpSrF4oL/L1WrVuWdd95xew4rV65M165d+fnnnz3W9ejRg7vvvhuAoUOH8u2337J582bi4uKYMWMGt99+O4899hgANWrU4OjRo8ycOROA9evXs3XrVtatW+eujDNs2DC2bNnCl19+yTvvvOO+zrPPPus2GnlTPvOS45NPPqF379707dvX/d7eeOMNHn74YRITE6lSpUqh7ZugcChx5XPXrl0EBwezaNEiPvroI06cOOF1XWZmJu+++y4PP/ww0dHR7vF9+/ZRu3bt4hK3SFFVncYhNalgCeGs7aLHnITEM/V7YnIZc3XLl1b0DO9JEAB6Viqlq9InpMuZvLl1cY6/U6bLwf9tW8LElvdhovh/bAQCQfGxLemch6vdG2eyMtmWdI7m4RHFJNVl4uPj2b59O1OmTOHo0aMkJCRw4MABIiI8ZalVq5bH64CAALdHcteuXdx2220e83FxcW7lc9euXQB07NjRY43D4cBut7tfly9f/qreyrzk2L17Nzt27PDI7L/kiUhISBDKpw9S4spnfHy815jN//L999+TkZHBk08+6TG+f/9+wsPD6devH0eOHKFatWoMGTKE9u3bX5dcBsP1KQeKInv8N7+YdH8+aTWMibvn8NfZ3ejoRPlX4KWG9xFlrICsSchy2fK9m+p1xLZnufe5Gi3RDFYM+uV9vNa9LS4SMy5gU51e5xLSzpHuslHB4JuWXF/f29KM2Nuiwxf3NsmWdfVFBVhX2EyfPp2pU6fSs2dPWrRoQf/+/Vm5cmUOy6e3mMlLip3BYEDTcreda5pGQEAA8+fPzzF35Xnzk1yUlxyapjFw4EB69OiRY42vJ1fdqJS48pkfVFXlq6++ol+/fh5PRw6HgyNHjmC1WnnppZfw8/Nj0aJFDBo0iJkzZ9K6detrup4sS4SGFk6SS1BQwTs+BePH2OaDuOhIx6WpBBithFmCC0UeX0SVYsgIjUK9cNxzQjESeMsQjCGhePtrXMveFgf2k3nXKlV1rdA+X0WFr+5tWUDsbdHhS3sbZsmfLPldV9h8/PHHPP300zz++OPusRkzZhQodrlevXps377dY+zK13Xr1iU9PR2Hw0GdOnXc46NHj6ZevXo8+OCD1/EOLlOnTh0OHTpEtWrV3GMbN25k9uzZvP766/j5lb6qKWWdUqF8bty4kZMnT3Lvvfd6jJtMJv7++28MBoP7qahRo0YkJCQwY8aMa1Y+NU0nNTVvd8nVUBSZoCArqalZ15xQ4s+/XxgXXMi6vrqjvowkBRDS9yMy188ma8cScNkxVW9BQMehZJkrkH7B870Xxt4WJdUDwpCRvIZHhFkCCDRYuHDBN/+evr63pRmxt0VHYe5tYT0YNg0Lp4LVL0/Xe4TVj6ZhJWOZi4yMZO3atcTHxyPLMgsXLuTXX38lLCws3+cYNGgQgwcPZubMmcTHx7NlyxZ3tRqA9u3bU79+fYYOHcro0aOpVKkS33//PfPmzeOLL74otPcyaNAghg4dytSpU+nevTunT592X09YPn2TUqF8rlixgpiYGK/dlbw90dStW5c1a9Zc1zULqwi0qmqiWHc+SCEIU+unCG3xMKDjkiyk6RZ0h05uXWJ8dW+tiokH67TmywN/5Zgb1ug2gjQTDh+U+0p8dW/LAmJviw5f2ltFkhkW09xrtvslno9pXiLJRpCdPf7mm2/Sq1cv/P39adKkCW+88Qavv/56vpN0br75Zt544w0+/fRTJk6cSKNGjbj//vv5+uuvAVAUhS+++IL33nuP559/nqysLGrVqsXUqVOv2Tjkjdtvv53Jkyfz6aef8umnnxIcHMytt97K8OHDC+0agsLFpzocjRgxghMnTng8OQHcc889tG/fnhdeeMFjfO/evfTt25fp06cTFxfnHu/fvz9hYWFMnjz5muQoyQ5HxY1kVLFLqTh1J2bJilkN9nmrTGnYW6dFY3fKSWYf+ItTWSnUCarA4/U6EGkKRrH7bsxuadjb0orY26LDlzsceavzGWH14/kSrvNZGGzcuJGwsDBq1qzpHvvkk0+YO3cuK1asKEHJBL6Oz1s+VVXl4MGD7lIOV1K3bl3q1KnDG2+8wZgxYwgNDeWHH35g27ZtzJ07twSkLT1IErjMaXy3fxprT/6KqrsINYfRv/5zNAhqgewU3SWuB6NNprl/Veo3r4SKigkDRqeCZhdKh0BwI3Fr5arcXKlKiXQ4KmrWrl3LokWLGDduHFWrVmXPnj3Mnj2bfv36lbRoAh/H55XPixcv4nQ6c9T8BJBlmU8++YQJEyYwdOhQUlNTadCgATNnzvQoxyTIiWrK4L3NL3Ioda977II9iSnbXmVo7Ns09u/g8xbQkkS2QrruINVpw6IYCVBMmB0G1Cs6FLlcGiaXDP+WVdJERUWB4IZEkeQSKadU1Dz11FNkZGTw0ksvcf78eSIjI3nkkUcYOHBgSYsm8HF8yu3uK5R1t7skwVkSeOWvAV7ny1sieKvlDAwO3+wSVdJ767SqLDy2nW8S1mNXszPbY8pV4dXY7gS7rLhcpbdHdknvbVlG7G3R4ctud4FAkJPSb/cXFBhZljl4cXeu88m2Mzh1WzFKVHowWw2sOLmXL/avcSueADvOJzJ03fdkGO15HF22kWUJp1HivKJyTLORZtTRjL4b3yrwbSQJXCaVC4ZMjurJpBizcJmE0i4QlAV83u0uKHx0Xae8Jfd2pEbZhEE2FqNEpYcLehZfHsyZxQ5wIvMixzLOU89YAdUHjZ+SJCFJ2aXEChtZlkgz6IzcsInDqWnu8Q6RFRnauCEGEesqKACSBFkmJ6O3/MTui6fc43Fh1RjdpDsmW9lqMywQ3GgIy+cNiKbp1AiKxqJ4L258a5XumLWgYpaqdODQXKQ4cu9IciDlLEajbz3TSQpkmbPY4zzMX+k7SDZcxGXKuxB+QbEZ4MW/NnoongCrT53mi30HQFhABQXAaVRzKJ4Am5KO8t7OX9BMIlpMICjN+NavpKDYMLmCGd1iKm9vfBaberkESHRoE3rWegzNJp5LvGGSFayKkaxc2mdGBZTD5fKdH0ZJgcOukwxb9xGZ6uWQgJsrxPBSw/sx2HK2rLsWkh12EjO8x0kvPXacB+vUQvQYEeSXNM2eQ/G8xNozB8mobycQUZFDICitCOXzBkVXJSKU2kxs/z3H0w9y3pZEzeB6hBjCkW1CTciNYNlCj+rN+DZhQ845k5XageG4bL7jc880ZPHsX1NwaJ6Wzj/O7qB2cGXur9gJ7TqVZVmWOJOeuzXYpevYNBU/hKtUkD9SnXn3O89wOYTyKRCUYoR56wZGVyWM9mBqm+NoGdKVclo1ZIdQPPPCmalxX8044iPreYxXsAQypXVfglRzCUmWE0WR2Xr+QA7F8xI/HP6NLCXvH/n8oGk6lfxz/9yYZRmrIhRPQf4JMeX+eZKRCDD6zvdMIBAUHGH5FPybgOI7rmJfx5ipMLRhJwbVa8/JzBSCjBbKmf0J0S3Y7b5j9ZRliZNZSbnOp7tsuHSNwvgZDzWaqB0UyMH/xHwC9KhZHX9dFnVOBfnGXzJzU1h1/k46kmOuU+X6+OuFEy4iEAhKBmH5FBQbslFGNerIRt//2JlMCppFQTMrGI05rXaGLJlgh5VG5opU1kOw2ow+pXhCdpH7mNBauc5X8Q/HWEjPnyYnjGt1E7Fh5dxjiiTRo0Y17qtZA80pFE9B/jE4ZF5pcgftImq7x2QkbqvcgKfq3YrkFAlsBSU9PZ0mTZrQpk0bHA7HdZ8vOjqa+fPn5zo/depU4uPjr/s6grKJsHwKihzdAOd1G98d3MGx9Is0CAmnZ/WGBGkm8C19DVmGLJPCX+cusuzoGQDuqF6R2LBgLA4V7T86lC+WVLqErutU96tIFb8wEjNzWkCfrdcTq2pBLQSLpK7rWB0wpmlTMnWVTFUl0GjET5dBlFkSXAMmm8KI+l3JaGAn0+XA32DGXzch2Uqf4qnqOtvOJZNss1HeYqFpeHkUqXjfx88//0z58uVJSkpi+fLl3HHHHUV6vQEDBvDAAw8U6TUEpRehfAqKFgU2p55izJaV7qFdF86y4MgeprS+g5rGUJ9q45llUnhl/W72X0x3j21LSqFBaCBvtKyP2YeSifKD2WFhaovnmLjnB9ae2YmOTpg5iGfr96Khfw3UQrRI6jooTp1AZAKRwQEIV7vgOpCdEoFYspOLrt9YVyL8duIkk7ft5GzW5cYdFawWnm/aiFsrVyo2OebNm0e7du04c+YM33//fZErn/7+/vj7+xfpNQSlF9/3fwpKNVmKyrjtq3OMu3SNN7f+RpZSuPUmrwez2cC60+c9FM9L7L6QxpZzFzGZSlfijK7r+DmsjIp+kLkdXue79q8yo9VLtA5ohOIUz54CQVHy24mTjFy3yUPxBDibZWPkuk38duJksciRkJDA9u3badu2LbfffjsbN24kISHBPd+/f3/ef/99Xn31VWJjY2nVqhXTpk3j0KFDPPDAA8TExHDXXXexY8cOj/MeOnSIvn370rhxY7p3787atWvdc/91u2/evJlHH32U5s2b06hRI7p3786SJUvc8yNGjGD48OGMHz+e1q1b06RJE4YMGcK5c+fca86fP8/LL79My5Ytad68OYMGDeLIkSPu+d9++42ePXsSExND586def/99wslxEBQ+AjlU1CknLWlY1O9K5ins9JJV33nxpCOzv/+dbV74+cjZyiFHj90HWSngr/Dn1BXMGaHBVUVCWYCQVGi6jqTt+3Mc83723ai6kX/XZw7dy5+fn7cfPPNdOrUCZPJxHfffeex5vPPPycyMpJFixbRv39/PvjgA5544gkGDBjAjz/+iNls5vXXX/c4Zvbs2dx9990sWrSITp068dhjj7FzZ873fObMGQYMGEC9evWYP38+CxcupHHjxowcOZKkpMshQUuXLuXixYt8/fXXfPjhh2zevJnJkycD4HK5GDBgAPv37+ejjz7ihx9+QFEUBgwYgMvl4o8//uC5556jT58+LFmyhDFjxrB06VKGDx9e+BsquG6E8ikoUq52W9V9KMteB7Q8fgg03ZekFQgEvsy2c8k5LJ7/5UyWjW3nkotUDpfLxeLFi7n11luxWq0EBgbSoUMHFi5cSFbW5VJrdevWZciQIURFRTFgwAAAunXrRseOHYmOjqZnz54cOHDA49x9+/bl/vvvp0aNGgwdOpSmTZsya9asHDI4HA6efvpphg8fTrVq1ahVqxZPPPEEDofDw3IZEBDAm2++Sa1atWjfvj133303mzdvBmD9+vXs2bOHiRMnEhcXR61atXjrrbe47bbbuHjxIp988gm9e/emb9++VK1alXbt2vHGG2+wbNkyEhMTC39jBdeF8Lvd4JgUA4pqQNcARcelOHG5Ci9OL8IagElWcGg5YyXDLf4EKmafSToK0OG2qApe3e4AXapWwA8Ju9dZgUAguEyyLW/Fs6DrrpXVq1dz7tw5unXr5h7r1q0by5cv5+eff6Z3794A1KhRwz1vtWa3Xo6KinKPmc3mHC7suLg4j9dNmjRh/fr1OWSIioqiV69efP311xw8eJAjR46wZ88eANQrsjarVauG0Wh0vw4MDMTpzO4mt2/fPoKCgqhZs6Z7Pjw8nBEjRgCwe/duduzYwYIFC9zz+r/GhISEBKpUqZL7JgmKHaF83qBIElglK6f+dJG0zYGugjlEIqqzCVOkikP33j6yoFhVhecbtWH8jj89xmUkRjXtgFVVUH3EnuhwqHSoHMbiI6c5mpbpMVczyJ9WFctht/lOjKpAIPBdylvy14Epv+uulUvlkJ599tkcc99//71b+bxS6buELOftHP3vvKqqmEw5a7AmJCTQt29fGjRoQNu2benYsSOhoaH06dPHY523Yy9hMBiQ8qgQoGkaAwcOpEePHjnmwsPD83wfguJHKJ83KGbJTMJcBxknLit+9os6B390ULuPCUMVtXAsoC5oW64qn7W7m9kHtpKYkUp0cBj96zQlFAuqD/VBB7A6NCa0bcRvJ87x67GzSEjcXi2CmyuVx+oojKJEAoHgRqBpeHkqWC15ut4jrNlll4qK8+fPs3r1anr27Mmjjz7qMTd79mzmzp3Lrl27rvn8u3btolOnTu7XW7ZsoV69ejnWfffdd5QvX97DJb9q1SrgsnXyatSuXZuUlBSOHj1KtWrVgOz316VLFz755BPq1KnDoUOH3HMAGzduZPbs2bz++uv4+Ynufb6EUD5vQCQJtHTZQ/G8kmO/Oqn7sBFXITmYFZdEFSmIUQ1uxomGCQXd6VtK5yU0TcdsU7krMpz4yDCQIECXcNiE4ikQCPKPIkk837QRI9dtynXN0KaNirTe58KFC3G5XAwcOJBatTwbTgwePJgFCxbkSDwqCLNmzaJq1ao0adKE77//nv379zNx4sQc6ypWrMjp06dZvXo1tWvXZteuXbz99tsA+c5Gb926NY0aNeKll15i1KhR+Pn5MWHCBMqXL0/jxo0ZNGgQQ4cOZerUqXTv3p3Tp08zevRoKlWqJCyfPohIOLoBkWWZ9MTcAy0dKTq4CveGqOs6OMHolEtU8TSZFIIliZAsFyEpdkJVnQAvHZccDhWTQ8Nk13A4fCQoVSAQlCpurVyJca3jqGD1dK1HWC2Max1X5HU+58+fT5s2bXIonpAdh9m5c2d+/vln0tO9x7lfjSFDhvDVV19x1113sXHjRj777DOP2NFLPPTQQ3Tt2pWXXnqJ7t278/HHHzNs2DAqV66co3xTbsiyzLRp06hUqRKPPfYYffv2xWAwMGPGDEwmE7fffjuTJ09m5cqV3Hnnnbz44ou0bt2aDz/88Jrem6BokfT82rxvIFRV4/z5jOs6h8EgExrqz4ULGYWawFMYyLKEdtLEwR+9x3VKCjQaYiKLog2Ev1audW/NZgW/VAeuL9ain/v3ZitLSG1rI3eKJsWHit2XFL78uS3tiL0tOgpzb8PDAwtJqsv4QocjgcCXEG73GxBN0/GrKCMbQfOif4Y1UVANLihjuTVWu4bzo98h/YpwAk1H//MAWrAVv7Y1yMwqnEQrgUAguIQiSTSvEFbSYggEPoNwu9+gOGQHdfuZkP/z+OFfSSKyvQGHq2xpnkajgpZ40VPxvAL9t70YheJZqpBlCYNBRpaFBUkgEAhKE8LyeYPi0lQMIdDoSTMZpzScaTr+lWWUQJ0sPeuqx5c2DAYZ/VRq7gsyHEguHQxCkfF1ZFkiy5jFofST7E87Qe3AStQKqIy/yyo6NwkEAkEpQCifRYAsSxiNvt8D3KWpuMhCqSxhkCRcmoazjIaiuVwapsrBudezDzCjG2Su3pNJUJLIssQFJYUh694n2X75YSLEFMDHrZ6nvB6Cpom/oUAgEPgywu1eiEiSRBAQdOwCxvnbcCzeQWCmE4uPG9M0TUdVNcpy6pnTqSJVCoZA7wWdpfh6OC3iWczXsRvsjNgy3UPxBLjoSGf45k+wGXwzSU4gEAgElxG/toVIsKajfvwHrqTLZSvUX/dgvrcZev2K2MuwclcayDTJ+D91C65Zf6Gf/ld5UWSkm+sgN4sizSZiPn2dNC2Tw+mnvM4lZpwjVcskDHMxSyUQCASCgiCUz0LCrEhoP+9CT8pZL039YQvWUbdjNwhDc0nicKjo/kb8nmiPlOUEh4oUYMZpUUgRtTxLBXZv5RmunFfFA4RAIBD4OkIbKiQsTg1t87Fc5/W9pzEI5bPEcTpVUnSdixYDF4PMXJAh/QZQPBVFwk9yEYAds1J6TfDBRn8Mkvd4akWSCTEFFLNEAoFAICgowvJZWOhAHkXK9Swn4OPBn4IySaDkQDmWgPbn/yAzHUudRljb3ka6IZDSVuvcT7PyQM1OzE74Jcdcn2od8NO8x/QKBAKBwHcQymch4TJIyFXLoR8773Vejo5AVcu+hU3gW/hLTqTlc1G3rnWP6cmrYPMaAoa8Roq5HKWqyZlTok/ULZQ3B/HFwaVcdKQTYvLnoZpduK3iTUh24V0QCAQCX0fcqQuJLElC6dUUvBS8lupWwBVkKdPZ5ALfxJiVgn6F4unG6UD7+TusUumLkTTYjXQt34pZrUcw9+Y3mNV6JHeGt8VgN5a0aAKBz+FyuZg9ezY9e/YkNjaWli1b8uijj7Ju3boCnWfq1KnEx8e7X0dHRzN//nwAHA4HL7zwAk2bNiUuLo6kpKRCfQ+XSExMJDo6mg0bNlzT8f379+fuu+/Odf61114jPj7+GEv+1gAApLxJREFUqg/k8+fPJzo6+ppkuBY2bNhAdHQ0iYmJxXbNokZYPgsJTdPJDLLgN6wj6uJ/0A+eA38TSoc66M2qkiY0T0ExYzDI6Pt25DqvH9yFUbWDVPpuA6pLx8JlF7sq6rMKfBhV19l+7iJJNgdhFhNNwkOKpbe7w+Hg0Ucf5dSpUzzzzDPExsZis9mYN28eAwYMYNy4cdxzzz3XdO41a9YQGBgIwB9//MGSJUuYNm0a0dHRhIUVTSvRyMhI1qxZQ3Bw8DUd37t3b1566SUOHDhAnTp1POYcDgfLli3joYceQiqGv01BiI2NZc2aNZQrV66kRSk0St+vjg/j0MHpb8Z6fxxGXcdgMpAB2Bxlq1WloBSh5NHsQJIQccgCQdHye+I5Jm87yNmsy619K1jNPN+0NrdUCS/Sa0+ZMoW9e/fy888/U7FiRff4K6+8QmZmJmPHjqVz5874+/sX+Nzh4ZdlT0tLAyA+Pr5IFTdFUTyuW1C6dOnCW2+9xeLFixk2bJjH3MqVK0lLS6NXr17XK2ahYzKZrut9+yLC7V7I6LpOpq6TYZCRg624tFKW0SEoM7hcGlJ0k1znpQbNcCiiJqbAdzErOsFaBiH28wTrmaWuUsPviecYuW6Xh+IJcDbLzsh1u/g98VyRXdvpdPLjjz/Su3dvD8XzEs899xyff/45Fku2B+HAgQMMGTKEli1b0qhRIzp37szs2bNzPf8lt/vUqVMZMWIEAPXq1XP/f0JCAoMHD6Zly5Y0b96cZ599lpMnT7qP79+/P6NGjaJPnz7ExcXx008/MWLECIYPH8748eNp3bo1TZo0YciQIZw7l71P/3W7p6amMmbMGDp06EDDhg1p27YtY8aMwWbz3mzCYrHQvXt3lixZksO1vnDhQtq2bUtkZCSnT5/mxRdfpE2bNjRs2JAOHTowefJktFx+zx0OB++99x7t27cnNjaWe++9lzVr1rjn58+fT3x8PAsWLKBz5840atSIXr16sXXrVvcal8vlDm1o0qQJPXv25I8//gByut0LKp8vIpRPgaAMYzcFIHe4I+eEfyDy7X2w6b7fBlZwYxIsO7Csmov2/kjUKa+ivT8Ky9qfCZIdJS1avlB1ncnbDua5ZvK2g6hFFJJ1/PhxLl68SNOmTb3OV6hQgZiYGBRFISsri0cffRQ/Pz++/fZbfv75Z7p27crYsWPZs2dPntcZMGAAo0aNArJd8a+88gonTpzgvvvuw2QyMXv2bGbOnElycjIPPvgg6emXa2HPnz+fhx56iO+++44OHToAsHTpUi5evMjXX3/Nhx9+yObNm5k8ebLXa7/88svs2LGDKVOm8MsvvzBy5Ejmz5/PnDlzcpW3d+/enDhxgs2bN7vHkpOT+fPPP+nTpw8ATzzxBOfPn2fGjBksW7aMgQMH8sknn7Bq1Sqv5/x/9s47PqezfeDfc84zshMhdqyUmInUpnaVmLX6oqSkqLel1aKlvFSHVmnt1mxDqao9qqq1SqtqU0SIiL1F9rPO+f2RX556ZAiy3d/3k7dy3/c55zp3nnGda44ZM4bdu3czZcoU1q5dS3BwMEOGDGHnzp32NTdu3OCHH35gypQprFixAlmWee+99+xK8KRJk1i2bBkjR45k48aNNG/enNdff52zZ9O+hh5VvvyIcLsLBIWYJE2H1KANBv9A1D+3QkIcUtXaSDXrEqe4otkKliVJkPdIkoSkS8CsxmKxJeNs8ETR3LFZsu/rxEW2ov20DO2fA/8OWi2ou39GtphxatGVZFv+Dhk5ejMmjcXzQW4kmTh6M4ZnixfJ9uvfu3cPIEvxkUlJSYSEhNCnTx/c3FJq5Q4dOpR58+Zx+vRpqlWrluGxrq6u9tjPVNfw3LlzcXFxYerUqRgMBiAlBKBVq1Zs2LCBPn36AFCtWjU6derkcD43Nzc+/PBD9Ho9fn5+dOnShV27dqV77SZNmlC3bl2qVq0KQNmyZVm6dCmnT5/OUN6aNWtStWpVNm7cSN26dQHYuHEjHh4etGrViuTkZLp06ULbtm0pU6YMkGKlnT9/PqdPn+b55593OF90dDSbNm1i1apV1KpVC4ABAwYQHh7OokWLaNGiBZBiif7ggw/se/naa6/xxhtvcPPmTVxcXPjxxx8ZN24c7du3B1Is06qqkpCQ4HC9R5UvvyKUT0GuIklSrpT2URQJm1CsAEjU9CR5lcHYaQCSasMq67BYNRD7I3hEZFlC1d1m1d9juBoTnjIm6ahbqTuNnumPzeSSLdcxWJKw3a943of6906cmrxAspy/GwrcSs6ahTar6x6V1OSUmJiYLK3t06cPmzdvJjw8nOjoaLvF83FcuREREdSsWdOueAIULVqUihUrOiiG5cuXT3Ns+fLl0ev/rVzh7u6OxZJ+VY4+ffqwfft21q9fz4ULF4iIiODixYtUqFAhU/l69OjB7NmzGTduHHq9nnXr1vHiiy+i1+vR6/X07duXLVu2sHjxYqKjowkPD+fGjRvp7sXJkycBCAkJcRi3WCx4eHg4jPn5+TncV+q6qKgoLBZLGiv122+/DeCQ3e/k5PRI8uVX8pXb/auvvqJfv34OY2PGjMHf39/hp1mzZvZ5VVWZOXMmTZs2JTAwkNDQUKKjo3NbdEEmyLKEm5yAu+kCLrcO4m69gqucRHbHpSsKuMkuOJtdUK8YMSa54Ca7oNMJ17KmQbIVklQlRfEUCB4DTRfL0j1v2BVPAFWz8nfkCg5Hr0Gnz6bXVvy9jOdUGyQnZs91cpBiToaHL3qEdY+Kr68vxYoVc4grvJ/z588TGhrK6dOnuXXrFp07d2bFihUUK1aMXr162csoPQ6apqWbeGSz2RwUy9R40/u5X2F92DWGDBnCRx99hKIotG3blrlz5/Lss88+9NhOnTqRmJjI77//TkREBKdOnaJHjx5AihW4V69efP3117i5udGlSxeWLVuWbtxsqhwAy5YtY926dfafn376KY37P7170zTNYU8exqPKl1/JN5bPsLAwZs6cSb169RzGT58+zZAhQ+jbt699TLkvg/err77ihx9+4NNPP6VEiRJMmTKFQYMGsWnTpiy/iAszkgSyLKNpGqqa+0qHLEu4qbe4t/JtbHf+bT+qL1ML9y6TiLW5Z9u1nDUXzq42E3/p36c/p6IS/r2NoDdhtYoi/wLB4yJJEJt0hZjEK+nO7zv7PQG+nYDHK4PjgNNDLKiG/N/JKtDHi+LOxkxd78WdjQT6eOXI9WVZpkePHixdupSBAwdSokQJh/mFCxdy5MgRypQpw8qVK4mJieGXX36xK0KpFsrH8VRVqVKFjRs3Yjab7d/Dt27dIjo62u5yf1JOnjzJrl27+PHHHwkMTEmstFgsXLhwAV9f30yP9fLyok2bNmzZsoWSJUvy7LPP2q2Su3fv5sSJE/zxxx/2klExMTHcvn073b1ILdl048YNu4sdYNq0aUiSxPDhwx96L6nW3uPHj9tDCCDFQtuuXTu7O/9x5Muv5Lnl8/r16wwcOJAZM2ZQsWJFhzmbzcbZs2epVasWPj4+9p9Ud4LZbOabb75h2LBhNG/enKpVqzJt2jSuX7/Or7/+mhe3k2+QJAlnyQnlnhNJp3RoN4w4S07Icu7+yZ2J596qEQ6KJ4Dl8nEStn6Gk5I9LidXnTPnf7I4KJ4Aybc1Tv9gwkkVWd0CwZMgyzK34s9nOG+yJmBTM49xzCpWJ1ek4qXTnZMq+GMxOGfLdXISRZJ4u/Yzma55u/YzOVrvc8iQIZQvX55evXqxbt06Lly4wPHjxxk7diyrV6/mo48+ws3NjZIlS5KUlMTPP//MlStX2LNnj70Ukdn86J/RvXv3Jj4+npEjRxIeHs6xY8d46623KFKkCB06pJMA+RgUK1YMnU7Hzz//zMWLFzl+/DjDhw/n5s2bWZK5R48e7Ny5ky1bttitnoDdgrhhwwYuX77MgQMHeP3117FYLOmet3LlyrRs2ZIJEyawbds2Ll68yKJFi5g3b95DleBUnJ2d6du3LzNmzGDbtm1cuHCBadOmcfbsWVq2bOmw9lHly6/kueXzxIkTeHp6smHDBubMmcPly5ftc+fPn8dkMjnESdxPeHg4CQkJNGzY0D7m4eFB9erV2b9//xO9yHW6J1PSFEV2+G9uIklgsBo5vdRM8p1/n4R0zlA1xIjN1ZxrT0hK0l1st8+nO2c6+yeureOw6h6tfll6e6uZJWLOpm/ZTL6lYU0EnVueP2vle/LydVvYKeh7K0lQ1K1chvMGxRmdzogiPfn9mSQX3Pq9ie3bL9Hu3PhXhhJlUF4aRJJi5P6P6Py6ty3K+vBpoxp5VufT2dmZpUuX8s0337BgwQKuXLmC0WikRo0aLF68mPr16wPQrl07Tpw4weTJk4mPj6dMmTL07NmTbdu2cezYMXr37v1I1/X19eW7775j6tSp9qz3Jk2aMGXKlDRxkI9LiRIl+Oyzz5g1axbLli3Dx8eHFi1a0L9/f7Zt25ah6z+VRo0a4e7uzu3btwkODraPBwQEMGbMGMLCwpg+fTolSpSgffv2lCpViqNHj6Z7rmnTpjFt2jQmTJjAvXv38PX15aOPPnqkmqHvvPMOOp2ODz74gNjYWPz9/Zk/fz5+fn4OHaMeR778iKTlIzvt6NGjuXz5Mt999x2QUnLh7bffplevXvz+++/Iskzz5s0ZPnw47u7ubN26lWHDhnH06FGH2JG33nqL5ORk5s2b91hyPOxFm9+xJKlE/GAiNipt8LHeTaLWa04YPXPnQ9p07i/ufP9GhvPFBi5DX7JqhvNZJe6ijX8WpF/bDcC/jxHvqnn+rCUQFGjuJV5n4fb+xCZdTzP3nP8AWtYYgk7Jvjan6r27aDG30WJuIXsXR/L0RvLwyrbz5xZ51eFIIMiv5Otv4zNnziDLMmXKlGHu3LlER0czefJkIiIiWLx4MUlJSUDaIF6j0WgvM/E4qKpGbOyTBbQrioyHhzOxsUnYbLmbgaY3G9NVPAEs8RrJMSqJalKuyOLimsmTvaxD1blw925CxmvSIb29NRqdkBTQMgjrNHhKj3ydp5G8fN0WZiRJQqcHo5NCcqJWYOOPZdmdfk2/YsXekdyKiwJAQiawfEfqVnyJuFgzkJ2uPwN4lELyLJ3irbEB6byPs/N1W6TIo3f7eRiKJOVIOSWBoKCSr5XPYcOG0b9/f7uZvkqVKvj4+PCf//yH48eP262dZrPZwfJpMplwdn6ymCCrNXu+eG02NdvOlVWU9KtS2LEkauCqkhs2b6veA0PF+pij/k4z5xzUDZPs8dj7c//eGg0qPrV13DiYtpWpR0UZ2Zh9f9Ongbx43RZWZEMitxMiORi1GptqoXb5zpTyrIFmccuV92B2o8g+9G44B7N6D7M1CRdDEXS4Y03WA3n7mhGvW4GgYJCvlU9JktLEh1SpUgVIaS9VqlQpICXLrFy5f2ORbty44ZAx9rQhGzVkA6gZGCCcikgk5dKXXqLNCY/g8STumEFy+DbQVFD0OAd1x1g/hHjbv5ULFEXGqKqggkUvY3mEL5EESzJlmrogyXDjkDXFAiqBdzWF8i8YiLMJq6cg95ENiWz9ZzLhV3bax85c20Npr2r0aDAVzZS/a1Wmh6pqoLqixxW9BFhSDJICgUCQVfK18jlixAhiYmJYtGiRfez48eMAPPPMM/j6+uLm5sa+ffvsymdsbCwnT550KM30tGHVWSjTXMfFX9NaAYtUk1H1tlw1UMTa3HBq+S7ezf6LZkkCgwtm2ZN4279xp+6AHHkT9fezYLKiCyyDa73yxCpylktExdkSKdncSMmGTtiSQTGCZFCJswjFU5D7yLLErfgzDopnKldiThFxbQf+xbqI8AaBQPDUka+Vz44dO/Lf//6Xr7/+mg4dOhAVFcWHH35Ix44d7Rnwffv2ZerUqXh7e1OmTBmmTJlCyZIladOmTR5Ln3dYrDY8qysoej2XdlmwJoBsgOJ1FYrXV0i0ZZyYk1Mk2/Qk4w16QMPBVOIGsPIQtlPX7GPa1Xuof5zD462WxMj/BuYbFB2KqsMcq6IochoXW4Lp/zNKU6MwHhKCIBDkFLKisv/cygznD5xbTeXircGWPV2BBAKBoKCQr5XPli1bMmPGDObOncvcuXNxd3enU6dODkVb33zzTaxWK+PGjSM5OZl69eqxaNGip77AfLJqxslfodozBjQrSApYdVYSrbmveGaGJEnobsVjvU/xtBOXjLozAmObqlg1CYPNyJXtVmIizCgGieJ1dXjX0pGkJRfI2DlB4UZDxZZR7AtgUy1oeRwjKRAIBHlBviq1lF+w2VTu3HkyV61OJ1OkiCt37yaIAPhMMBgUnNYfQ92fQUtUZz3yyOexaC6cWGBKE8fqUkrCr6eeJC1/KdUFFfG6zT4URebCvV2sPTAu3fmm/qHU8X0Fa9roGMEjkp2vWx+f7Ou6JhAI0id/VeQVPJ1kVu9OkpAkmSu/W9JNoEq8qmG6lRJfJxDkJ2w2FV/v2hT3SNvlxt2pGLXLvygUT4FA8FQilE9BnmKx2JAbVMhwXq5XHptiICYiY2vG7eM2dDolw3nBw5FlCavBxh0pgei425gVa6FX6BVFwmIwc08fR5w+Hqsh++9Zs7jTq9EMWtd4E29XXzydS9Kkyiv0b/4NktUrW69V0FAUGZNBJUZnIsFgRdNn/hwqEAgKD/k65lNQ+NE0sBZxQQ4si3r0ksOcVMQFuVllzCrIegmbKf0IEcUIKVlMgsdB0sFF610+O/AzkXE3AajmVYr3A4LxUdxRbYVwbxWNKNtVJh1Zxvn4lHjjGl4VeL9WX3wkL9Rsqh2kaaCZ3KhVqgc1yrTDYFBQLc6YTRraU/yatek1DsZeZuaJvdxKTkQCnitZnuE1GuNs1uVa+9/CTr9+/ShTpgyfffZZmrkHOwrmN2bNmsXs2bMzXbNt2zbKli2bSxJlnX379hESEpJv5csPCOVTkCu4SBoGixnMZjAaMekNJP2/MTMecO8SgK5+edRdZ9DMNuSgslCrDLGyhCJZ8XlW4crv6fsoi9XWYbHkTsemwkiMlMR//1yKVfvXunwq5iqD//iO75q9iout8CXv3ZVjef2PaQ73fCLmPIP3TuW7597HJZsz0K1WDZ3OHXdnV+4mJ/A0Pywpisw/8dcZf3CbfUwDdl+LJiruLrMadsRgEk65p53Q0FB69epl/71Hjx60b9+e0NBQ+5i3t3deiPZQgoKC2LNnT76VLz8glE9BjiJJ4IkNdc2v2MJT2vEhSxjq1ED/QhNi1ZQvmThALuOFoU89ZE0jKbWMkqqhYqNYkIGYcBuJNxy/tEs0UJBcbCLb/TGR9LAscp+DEpZKks3CpkvH6F26HjZrIdpgvca3Z3+237NB1qEBFtVKgjWZrVcO0KNEc6yF6Z7zEUmyldkn/0p37lJCLNEJMVTRFy1U1k+bqnH0ZgK3ki0Uc9IT6OOKUsjDWp4UV1dXXF3/bXWqKAouLi74+GTSsjmfYDAYCoSceYl4vBRkil4GL82KV8xdvGLu4KVZMTzCq8YVFXX5T2ipiiekKJT7/0H69U+c7juXqmokqxqJWtpWmElaEn699FT+jwHv6go+z+qoPtBIsYYSJi07e0k/XZiwcuzOpQznD92OxiIVrv41Zswcu3uOdsXrsLzWO6wp/yZrKr7F4ppv0cDbn/23wwvdPecnrJLKxYR7Gc4fvXMNRSk8X007L8bQfeMphu6I5IO9Fxi6I5LuG0+x82JMXovmQExMDBMnTqR58+YEBATQu3dvDhw4YJ+fNWsW/fr1Y8GCBTRr1oxatWoREhLCuXPn7Gvi4uL43//+R8OGDalTpw4hISH2xjB37tyhZs2arFu3zuG6U6dOpWvXro8l8+rVq3nxxRcJCAigdu3a9OvXjxMnTtjnW7Vqxfz58xk2bBhBQUE0aNCASZMmYb0v02/Pnj1069aNgIAAOnTowKpVq/D39+fSpZTPRbPZzJQpU2jatClBQUG89NJL7Nmzx378mjVraNWqFZ988gl169ZlyJAh7Nu3z+EcWZHj0KFDvPzyywQEBNCiRQsmTpxIfHz8Y+1LQaDwvMMF2Y6TpOF6LhrbF99i+/oHbF+vwPbFt7icOYeznNYqoShSmoQNXbIJLepyuudXD5zAyeKoOMqyhKKktQhoGiRpyUglTZTtCH5dDKjuJkyZ1FEUPBwdCj7OGbd4LO7kgU4qXMlcCgqDfdsyIr4+vjOP4TX/CEXmHsbvq1N8aAwm2KdOobvn/ISChKsu41CO0i4ehcbqufNiDO//Ec2NJMduFzeSLLz/R3S+UUBtNhuhoaEcOHCAyZMns3btWqpWrUr//v3tyiPA4cOH2b9/P/PnzycsLIwrV64wceJEADRNY9CgQZw/f5558+bx448/Urt2bXr37s3Jkyfx9vamRYsWDsqnqqps3LiRbt26PbLMv/76KxMmTKB///78/PPPLF68mOTkZMaOHeuwbtasWdSrV4+1a9cybNgwlixZwqZNmwA4deoUr732Gg0bNmTdunW88cYbfP755w7Hjxkzht27dzNlyhTWrl1LcHAwQ4YMYefOnfY1ly9f5vr166xdu5YRI0akK29mcoSHh9O/f3+aNGnChg0bmDp1KidOnCA0NLTQvBceRCifgnSRJHBKSMC2fDNY7ou1tFix/fgLxtg4e2aqrDOSbHPmzFUD1+4ZQXFCVuSU+bhMntxUFUz/rzwqMkl6HYfizOy5k8w9RcGmd1QAbHqVO3ICv948xbYrp4hTkkFXON+YuYXOJvPKM40znO9TqT6apXDtsUE18AKVcV5/Gu63sJusuH53nGCXWtjMheue8xPOqo6elWqmO2eQFYK8SxWKlqM2VWP6oSuZrpl++Aq2LLYPflw2btxIUFBQmp+NGzfa1+zZs4cTJ07wxRdf0LBhQ/z8/Bg/fjxVqlRxaG9ttVr5/PPPqVq1KnXq1KFfv34cPHgQgL/++ovDhw8zY8YMAgMD8fPz45133qF27dosWbIEgO7du7Nv3z6uX78OwN69e7l9+zYdO3Z85Pvy8vLi448/5sUXX6RMmTIEBgbSs2dPTp8+7bCuadOmhISEUKFCBfr27UvVqlU5dOgQAGFhYdSsWZN3332XSpUq0b59e4YNG2Y/Njo6mk2bNvHJJ5/QsGFDKlSowIABA+jQoYPDvgC8/vrr+Pr6Urly5XTlzUyORYsW0ahRI15//XUqVKhA3bp1+eKLLzh69Ch///33I+9NQUDEfArSxSBLqLv2Zziv7tiH8cU2mGUn1v5uIerqvx+gBh30bWvAy8UCbpkkbkiA0YCmyByJNfHRvovcn1jdrrwXg6sXRzFbsRpVvo7Yyc+X/rHPK5LMB0GdeNa9HJJVxE89DqqqUcG5GKGVm/DtmT/saTCKJPFWjefx0bmjFeAWpTqdjCRJWK2q3YJgVFWkrafTT/nRNKQ/zmF4oTrmfFhkX1FkZFlCVVVsBbQKgWrV6OpbjTMxt/jjxgX7uLOiY0qDYFxsukJRCeDozYQ0Fs8HuZFo4ejNBJ4tkbH34Ulp1aoVI0eOTDM+depUYmJiAIiIiMDd3Z0qVarY5yVJom7duuzevds+VqxYMby8vOy/u7u7Y7Gk3GOqu7t169YO1zGbzZj+v+1xs2bNKFq0KOvXr2fw4MGsXbuWVq1aUaRIkUe+r3r16uHt7c1XX31FdHQ0UVFRnDp1ClV1fN+mtuJOT+aTJ0/SuLHjw3fdunXt/z558iQAISEhDmssFgseHh4OYxUqVMhU3ofJER0dTVBQUJrjIiMjadCgQabnLogI5VOQLorNBrfuZrzgdgw6VWPXKZuD4glgtsJ3v5h5o6sRs4sLulLF0K7eSnMKrWZlkp2MxGkSE/+6mObrZkt0DAHFXGlVwpXdt045KJ4ANk1l/KH1fN9iEJ44P+6tPvXozDLdSj9Lu7I1Cb93FZ2iUMW9BE42PbKlYCr1ss6KVYrhxLXdJCTfwa9EI4q4lEezuCKrwK1MOphdi0POYWvUoyIrEomKyvG71zl97y7VvLyp4VUUF6uMms9kzQo6k8S7NZsSazNx+t4tvIzOVHTzwtmqoBVQpfpBbiVn7aktq+seF1dXV8qXL5/ueKryqWkaUjpFVlVVRaf7V03IrG21qqq4ubmxZs2aNHOpxymKwosvvsjGjRvp27cvv/32GzNmzHjUWwLgp59+4t1336Vjx44EBATQo0cPIiIi+PDDD9O99v2kPogqipJGWU1v3bJlyxySnwBk2dFx7OTklKm8mcmhqiqdOnViyJAhadYU1ox5oXwK0sWmKOjLlkC7dD3dealMCSw6IwfC0y9/ZLHCpVsqLkUVnHp2oOSqzWhXbtrntcrlOd+iMV6Kjl8i72Ro51h2+iZ1SjjzXWT62bEasOXSP/Qt2xCLJf8liej1MjIaNk3Gas1/8qUiWyXcMNLY0w9PT5cC3V5T1lmJvrubDQcn2i1of55ZQinPqrzU8AtsFnd0ZTzhbmL6JyhfFFWWIJ8odYoicR0Tb+zaRoL1X0XFXW9gTpPWFJMNBVMBNUt440QTD9//r4daGOyd/1LMSZ+t63ISf39/YmNjiYiIcLB+Hjx4kGeeSduhKz2qVKlCfHw8ZrPZwfU8btw4qlatSt++fYEU1/uCBQtYunQpbm5uPPfcc48l89y5c+nRo4c95hRS6n5Cxsr0g1StWpWjR486jN3/e+p93LhxgxYtWtjHp02bhiRJDB8+/LFkf5DKlStz5swZh4eEc+fO8fnnn/POO+/g7l74Wr6KmE9BuphsGvJzdUBO5yUiS0jN6pFkkx3CQR8kPlHjrsnG64dvsaNdG26//jIx/btz642+bGrUmDcO3MCiweWEjJOG7iRbAYlbyRnHjl5JjMl3nVEMskoR6z1c9mzEae18XI/swEtLIL83YiqISsyD2KQYB8Uzlav3wtkX+T1WRUVpWz0l7ONBdDJygwr5yuWepGiM+Xu3g+IJEGcx8/7+3ZgKeNyzqmqFMqki0MeV4s6ZK5bFXVLKLuU1TZo0wd/fnxEjRrBv3z4iIyOZOHEiERERvPLKK1k6R9OmTalWrRrDhw9n7969REdHM3nyZFavXu3gcq5YsSLPPvssc+bM4cUXX0RRHu9DsVSpUhw6dIgTJ05w4cIFwsLCWLp0KZDi6s8KoaGh/PPPP0ydOpWoqCgHS6wkSVSuXJmWLVsyYcIEtm3bxsWLF1m0aBHz5s3D19f3seTOSI5Tp04xfvx4zp49y9GjRxk5ciRRUVEPdecXVITymQdIEhgVCRfAmI9LiiQYnVAG9QCv+566PN1QXu1OorMziqxRxD1jra9UMZniznrumqx8+M9teh64Ra/wBF7af5Np4XdQ0dADDUtm/FRX3dsZvQQ1i5TOcE0Dn0r5Kv5NL2u4XD2LdfpY1N83o546gvrzCmyzxuOecLvQt63MS3Q6mYhruzOMGTwUtQarFEeSmxO60MbgbrTPSUVd0b3RnARD/npCiLOZuZqYfpjApYR44myi4kN+RJElhj+b8ecWwPCg0vmi3qdOp+Pbb7+lWrVqDBs2jO7duxMREUFYWBi1a9fO0jkUReGbb74hICCAt99+m86dO7Nv3z5mzZpFo0aNHNZ269aN5OTkxy6xBPC///2PYsWK0bdvX3r27MmOHTvsmeoPWjMzokqVKsyePZudO3fSqVMnZsyYwcsvvwyAXp/y4DBt2jTatm3LhAkTaN++PatXr+ajjz6ie/fujy37g9SuXZuFCxcSERFBt27dGDx4ML6+vnz77beZhjoUZCStMD5yPiE2m8qdO5nEhGUBnU6mSBHXNO5LoyThHG9C3XEa7UYcUhkv5BZVSHTWY86HVidFkXCxWVGSkwFQjUYSdXqsNg2dTubibQMrtqX98iteROLlNjpskpUZ/9xg56W0df1eqVac7uU9SZYkhuw49/9Wzn+RgHmt/SglS1zR7vLqnsVpVIqiRlcWNAnByZT3rqtUPLVE1JnjwGxKMyeVLIsaMoJ4LX9+oGT0ui0o6PUK+6Ln82fEkgzXDH1hPZi90CkyLlYbcpIFJAmbk55EnZxjmdaPu7dXSWLQ7l8znF/Y7AVKapnHmxV2svN16+OTvS7OnRdjmH7oikPyUXEXPcODStPC1ytbr1VQmD17Nn/88QfLly/PUzmOHTuGTqejevXq9rGNGzfy/vvvc/jwYYd4V0H2InY2F9HLEk7nbmFdss8+pl2KQd0fjcvg51BLeWDNRxY8AJtNIw4FnO5zDf2/jFarSmlvGz1a6tm6z0psooYsQfWKMm3q6cGahKzBsICS+Djr2HDuDiabhptepm/V4rxQ1gPNbMVZlpjVohLTDl/hwPUU97qvu4F3gspQXCehWlWK6zyY2bA3U47/woWEOwDUL1aRkbVewMViQM0n0WKSBNLdW+kqngDatUvozImgz5/KZ0HHalXxK9E4Q+WzjHctZM0JFbDaVGIlCVzu+1vkwxI/XgYjOklOtwuVQZbx1BtAGD/zLS18vWhaxlN0OAIOHDjA+fPnWbx4cZrEoLwgPDyczz//nMmTJ1OtWjWio6OZNWsWHTp0EIpnDiN2NxdxsanYVhxMO6FqWL/fj8tbrYgtYJ9Hms1C+WIyoR31WG0Sigw6yYbtvl7rOpOFED9vuvsVxaJqGGQJV03DZk6xdKqqhrtmZWxQKZI1Caum4SxLOKkqtv+3YshWiSqGEsyq35skzYJBp+Ck6ZFMoOY3473lIZqAzQb5x1BbqNA0jSLO5SjlVY2rMacc5iRk2ga8AzZnClJvdWdNoW/lqoRFnEwz90qVmrhoSqEoTVSYUWQpR8spFRR27NjBsmXL6N69O8HBwXktDj179uTGjRtMmjSJ69evU7RoUTp06MCbb76Z16IVeoTbPR1yyu3uFZuMdfr2jI8Z1YaYhwSo5wWKTo9KShycjA3VZnHopS7LEhZFwyJpSICLqtiVxpwgv7uGvdR4bF+OJt2G8+6eSEPGE0v+dJPm973NCpIEsiGefZHfcyhqDWZbEmW9a/FCwDu4KeVRbXkT0/kke2szwF+3r7Ho9D/cSEqkpLMrA6vWop53CRRRED9fu90FAkFahOUzN3mYnp/PngMURcKKE1sPWDhx3gwaVKsg07quMzrNhKqqaApEWxOYeewQp+7ewV1voGelKnQuVwldcl7fQd6QrHPG2LIT6vYNaeaUF18hXnHJl+7dwoKmgc3kRsMKg6hXqTegImlGsDmj5rOwlqyimKGZV2nqNS6BioaMhIuqYDWL15FAICh4COUzF9HcnVLa/5jTqU/k7oTqnL/iAG2SEws2mEi8T4k8EaVy7oqJ17oYUaRkzprjePPP7XanX5zFzDen/+Ho7Rv8L7AhuqcwFi1ZVdDVa4WuTAXUbevR7t5CKl0O+YUeJLv7YBWKZ65gtUpAihVLu+//Cyo2m4rBJpFaI8qKeB0JBIKCiVA+c5FEnYzLf57F9t0DvVolCV3vusTrJMgnlhmdTuFQpM1B8UwlyQSHI2zUqgZfHjyY7lf6wVs3uGVJppTklN8MurlCvKpHKVMVp74VkTUbVllPkqYvlPUMBQKBQCB4FPJvkclCiEXVMFUqhm5Ea+TaZZFKeyLXK49uVBsSS3nmq0x3m6ZwOjpjy0r4BRsmzUZUXNoSSqkcunUDJR/XMc1pbDaNBM1AHM4kqjqheAoEAoFAgLB85jrJGpjcjBi71ka2qdgUGZNNzXfxnrKk4WTMeN7ZKKFIcoYlYAA8DYb8dlsCgUAgEAjymKfXLJWHaBok21QSIUXxzIdoqpVGNTN+NmlcU4ezJtOmbLl05xVJIqho8Rwr2C0QCAQCgaBgIpRPQbqoqoaPp8az/mnL0gQ+I1PSW0Mzqwz0r0U5N8fSJDISE+s0xjmPStoIBIInR5YlpAJWd1ggEBQMhPIpyBDNaqJ5oMSQF400DdTRNFDHa12MtH5WRrWkdPBxMstMb9iSLxo25yU/f4bWqM33rdoT6F4UKR/FsAoEgocjSWA1aNyQE/kr7jLnbPcwGdSnOna7INOqVStatGhBfHx8mrnRo0fTr1+/XJNlzZo1+Pv7P3TdkiVL+PjjjwGYNWsWrVq1eqLrJiYmsmzZsic6B8CePXsICQmhTp06BAYG0qlTJ+bPn4/FYnn4wfkIVVXp3r07x48fz1M5RMxnHiHLErIso6oqah73dHdy0iHLMiaTBdsDCqNmNeMkQ8OqKVZMi8WMel+lKE3TMJigmtGLmuW90TQNqyX/u9oVRUaSJGw2VSQCFVDy03uosGAyqIw9+BsnY27Yx7yNzsxo1AEfxTnN54Mga9hUjaM3rNxOUinqLBNYXJdr7TWvXr3KZ599Zlfo8jMXL15k/vz5bNq0KdvO+c0337BmzRpefvnlxz7Hn3/+yZAhQ3jzzTeZMGECer2eQ4cO8emnnxIVFcWnn36abfLmNLIsM3LkSMaMGcOaNWswGPKmxKNQPnMZWQGT7h6R905wMf4clTyqUt69CgaLZ65/gSpGmThs7Lp+iRtJiQQVK055N3ecLBo2m+Nai8WW/kn+H1XVUNXM1+QHFFlBxsCNCyqJ8RrFy+px8dCwqiaRHFVAUBQJN6sF6eINtCvXkUoVRytTgnhFj00ooY+NpoeZJ/c6KJ4Ad0xJDN+7mQVNXsRoExbQR2XXBRPTDyRyM/Hfh3IfF5nhdV1oXi6TrM5swtfXl5UrV9K2bVuaNm2a49d7EmbPnk379u3x8vLKtnNmh3Hhhx9+4LnnnmPw4MH2sXLlypGcnMwHH3zAmDFj8PDweOLr5BaNGjVCr9ezfv16evbsmScyiE+SXESWJe5yiVF7+vDl4TGsPLOAyQdHMGbvK8Qr15Fz6UkYQDFInIiLoc+2n5hy7G8Wn/mH4Xu3887eHSTpC2eglyIrxN/Rs3mJif3bLJzYZ2XHajN/bLSiV5xz5Jp6vYLeoKDTPT1vtZy8Z1mW8EhKRJ21FNuS9ai//YXtuw2oM7/DPSkhV99DhY1Eycquq+fTnbttSuSGKV7EgD4iuy6YGPt7vIPiCXAzUWXs7/HsumDKcRk6d+5Mo0aN+N///peu+z2VM2fO8Prrr9OgQQNq1qxJmzZtWLx4MZBikaxatSq7du1yOGbcuHH06dMHALPZzJQpU2jatClBQUG89NJL7NmzJ8tyXr9+nZ9++omOHTs+0v1t376dXr16ERQURK1atejRowd//vknkOK2nz17NpcvX8bf359Lly4BsHr1aoKDgwkICCA4OJjFixejqhl77CRJ4vTp01y7ds1hvEuXLvz000+4uLgAKYruggULaN26NYGBgXTp0oUNGxw73WUmL8D58+d59dVXqVOnDkFBQbz66qucPn3aPh8TE8PEiRNp3rw5AQEB9O7dmwMHDtjnZ82aRb9+/ViwYAHNmjWjVq1ahISEcO7cOQc5goODWbRo0aNsdbby9Hwj5gPMulg+O/AOiVbHD4B7pjtMO/I+Vt2T9ZN/FOIljff3/56mTFJUfCxzTx5FcS58yUIyBvZsMvNgZaiYWxqn9lvR67LREaCDeL2NHy+fYfKpA/x6+yJJBq1wK0c6iTi9jR8uRzD51AG23b5Ecjbfs4tqxfbdBkhIcpxITEYNW4ermk73MEGWMNmsqJl0gbptSkQS2meWsaka0w8kZrpmxoHEHLfWS5LEJ598QmxsbIbu4aSkJAYMGICLiwvff/89P/30E8HBwUyaNIlTp07h6+tLvXr12Lhxo/0Ys9nML7/8QteuXQEYM2YMu3fvZsqUKaxdu5bg4GCGDBnCzp07syTnrl278PDwICAgIMv39s8///DGG2/wwgsvsGHDBlauXEnRokUZOXIkZrOZ0NBQQkNDKVmyJHv27KFUqVKsWLGCyZMn88Ybb/DTTz8xfPhwFixYwNSpUzO8Tv/+/bl9+zatW7cmJCSE2bNns2/fPvR6PX5+fuj+/7tj2rRpfP/994wbN46NGzcSEhLCBx98YI85fZi8AO+88w7Fixdn9erVrFy5ElmWGTp0KAA2m43Q0FAOHDjA5MmTWbt2LVWrVqV///4OMZyHDx9m//79zJ8/n7CwMK5cucLEiRMd7qlly5ZERUURFRWV5f3OToTymYvE22K4nXw93bno2DMkaXG5IofBoHDizi3MGTzpbbsSTfx9X+KKIuMsSzjLUoFNPFAUmVuX1TSKZypRJ22gZo/yKSkSEcmxvLxjM4tO/8P2Kxf54thBBvy+hduyuVAqoJJO4mTiXfru2My3p0+w/cpFphw7QOjuX7grW7LtnnXJJrQbd9Kd0+7cQ0lOpyWXIEu4KHpcdfoM531dvURs7SNw9IY1jcXzQW4kqhy9kfMPTGXKlGHUqFGsWrWK3bt3p5lPSkqyK0p+fn6UL1/ervCkWt26devGtm3bSExMUah37NiB2WwmODiY6OhoNm3axCeffELDhg2pUKECAwYMoEOHDlm2rh05coQqVao80n0pisK4ceMIDQ3F19eXqlWrEhISwu3bt7l9+zaurq64uLigKAo+Pj4oisJXX33Fa6+9RseOHfH19aVt27a8/fbbLF26FJMpfUt0UFAQa9eupXv37kRHRzNr1ixCQkJo2bIlv/32G5CS2BQWFsZ7771Hy5YtKVeuHN27d6d///72PXiYvAAXLlygWLFilC1blmeeeYZJkybx8ccfo6oqe/bs4cSJE3zxxRc0bNgQPz8/xo8fT5UqVRz22Wq18vnnn1O1alXq1KlDv379OHjwoMM9VapUCb1ez9GjRx9pz7MLEfOZiyRbM38KNttMuOaCHLIscTuTL2mbpmFRVZxR8ACkyJtof6aY7A2NKqJVLEaclO/q4meKJEFSUsYCq7bsu58kRWXc/j3YHjhhvMXCh4f+YkrdpoWu532irPK/A3+kuedYs5lPjuxjUlATdNmRh2Z9yBe1xQpO2XCdpxAXTUdI5SC+PvV3mrmgoqXwVIyQ/8O68w23k7L2gs/quielV69e/PLLL/zvf/9Lk9Dj7e1Nnz592Lx5M+Hh4URHR3Pq1CkAuzu6bdu2fPjhh2zbto1OnTqxfv16nn/+edzc3OwKbUhIiMN5LRZLlmMhb926hbe39yPdU7Vq1fD09GTBggVERUVx/vx5u9y2BxMXgDt37nDt2jVmzJjB7Nmz7eOqqmIymbh06RJ+fn7pXsvPz48PP/wQSHGN79mzhyVLlvDWW2+xZs0aTCYTJpOJ9957jzFjxtiPs1qtmM1mkpOTsyTv22+/zaRJk1i+fDkNGzakadOmBAcHI8syERERuLu7OyjpkiRRt25dh4eKYsWKOcTNuru7p8nKVxQFT09Pbt26laW9zm6E8pmLFDH6ICOjkvbDxqA44ab3gGwMAZIk0HRgRkWHhM4mo6oayclWAov5ZHhcGVc3nOUUxVNbvA81+va/k2dvgm8R3Ac0Ijb7RM1xbDYVn9IZW209vCUkWcuWL9dryQkkZqAknbl3lwTVimcheutJElxKjMOUzoc9wMm7t0nEikd23LOLMygKaTLiAGQZXF2e/BoFGEWRMUkSKuAkgfqQRMH7US0a7UpVRpYkFp85TLzFjCLJvFDGj9f866MzFT6LfU5S1DlrXqKsrntSUt3vnTp1SuN+v3XrFi+99BJFihShdevWNGrUiFq1atG8eXP7GhcXF9q1a8fGjRtp2rQpv//+O/PmzQP+TepZtmwZrq6OJhRZztr9SZKUadxleuzfv5/Q0FCaN29O3bp16dChA0lJSbzxxhvprk89/5gxY2jcuHGa+VKlSqUZS0xMZNq0aXTv3p2qVasCUKFCBSpUqEDHjh1p1qwZe/bsoW7dugBMnz6dSpUqpTmPwWDIkrwvv/wy7dq1Y9euXezdu5cvv/ySWbNmsW7dOjRNSzf0RVVVu+s/9VpZwWazoSh5E2JXeL4BCwBGzZ22FXry8/kVaeZ6PBOK0eaRjlr6eGg6uKkl8c2pg4Tfu0lpF3f6V65DJWcvFIuEj9GJ2kWLc+T2jTTHDqvxLJ6KAencFUfFM5WLd5EirqOrXgqrNf+XVYIUq6aTq0axUhK3rqY1cQY116Py5OZISYLkDJSwVDJqR1pwkUh+iEUyu+LaknR6nFrWR/1tb5o5uWkdknV6su1NVMCwGnT8dSuRHyNuEW+x0aikOy9VKYabakPLYokknVmiY/EqtCpZiSSbFaOi4KLpsvWh+GkhsLgOHxc5U9d7cZeUsku5RZkyZXj33XeZMGECvr6+dmVr48aNxMTE8Msvv6DXp4RepLrb788W79atGwMGDGDNmjUULVqURo0aAVC5cmUAbty4QYsWLezrp02bhiRJDB8+/KGylShRgvPnzz/S/SxatIgGDRo4WDG/++47B7nvV9aKFi1K0aJFuXDhAr1797aPb968mV9//ZXJkyenuYaTkxMbNmzAYrHwwQcfOMw5Ozuj0+koWrQolSpVQqfTceXKFVq2bGlfs2TJEs6ePcuHH374UHlv3brFV199xeDBg+nWrRvdunXj+vXrNGvWjL///ht/f39iY2OJiIhwsH4ePHiQZ5555pH2zmazERsbi49PxoaonEQon7mJRc+LFQZQ3KU0686Gcc98l6JOxflPldcILNIE1Zw9T8CKInEy+RYj/vrZnj5wIymB4bd/4vVq9WlfsgpKssYHdRqx/OxpNkSfJclmpYK7B0OrP4u/uwckmdH+OJfhNdQ/ozBUKYGVFDe+k2ZBr1lQkUjWOWOx5j+fvFU10SjYmdOHrUQet2GzgmdRiaDmelw8rFizoRWopoGvqzsyUrrJG95GJ9wUfaFyX2qaRkV3TyRIN12luLMzroouW+7ZpIK+fgA6Dzdsv/4JcQng5oLyfENs1SuTnE8VT6Oi4WRLRI1JxoAeK9lrRbTqdUw9cpW9V/+NG1937g5bL8Qwv7UfHpIty2ElqlXDCQUnlCf6m0l6MMlWNA2Mmg4KVi3uJ0aRJYbXdWHs7xlnmL9V1yXX6n2mkup+//PPP+3KZ8mSJUlKSuLnn3+mbt26nDt3zm4dTU2EAahXrx6lSpVi9uzZ9O3b127VrFy5Mi1btmTChAn2GMStW7cyb948PvnkkyzJFRAQwJYtW1BV1cFampyczO+//55mfa1atShVqhS//fYbBw4coGTJkuzbt48ZM2Y4yO3i4sK9e/eIioqibNmyDBw4kC+//JLSpUvTvHlzIiIimDhxIi1atEjXYphaF3PcuHFomkb37t3x9vbmwoULfPPNN5QsWZJ27drh5OREr169mD59Oq6urtSpU4cDBw4wZcoUBg0aBPBQeUuVKsXOnTu5cOECI0aMwM3NjVWrVqHX66lZsyalS5fG39+fESNGMG7cOIoVK8bSpUuJiIhgwoQJWdrnVMLDw7HZbAQGBj7ScdmFUD5zGcnkTLOiXWng0xobVhR0GG2e2MzZ962ZpNj47Mjv6SoC88IP0LJUJVzQoUvSePWZ6rxUqQo2TUMvy7hpCiaT9f999pl8W/2/JcsgqbjE3UTd/ANq9BlwccPluXZotRsTq+ZN8dqM0DQwWZN4JkhH5UADmgaSrKFiwpqNxbOdVYU+z1Rl6dlTaebeqVUHF5uCrZCZ51zQ0aNSFVaei0gzNyKgLs42GVsmmdSPQrwmo6tRBecqFZE1FU2SSNAbsORDK7wsS3ioiWg7fkI99Adm1YauZl2KtO5KrN6dbHjeQZLgusnqoHimkmhVWfDPdd6pVQIewQX/JMiyRILezJLIP9ly6QSqptG6VFVerfIc7lanpyppqXk5I580I02dz+IuMm/lUp3P9Pj444/p1KmT/fd27dpx4sQJJk+eTHx8PGXKlKFnz55s27aNY8eOOVgJu3btyowZM3jxxRcdzjlt2jSmTZvGhAkTuHfvHr6+vnz00Ud07949SzK1bNmS8ePHc/LkSWrWrGkfv337tl15u59vv/2WN998k1u3bjFkyBAAe4LOqFGjOHbsGH5+frzwwgv8+OOPdO7cmaVLlxIaGorRaOS7775j8uTJFC1alG7duvH2229nKFvPnj0pVqwYS5YsYdCgQSQkJFCsWDFat27N559/jpNTSqD5mDFj8Pb2ZubMmdy4cYOSJUsydOhQe33QrMi7YMECJk+eTP/+/UlKSqJatWrMnz+fcuXK2e978uTJDBs2DLPZTI0aNQgLC6N27dpZ2udU/vrrL6pUqYKvr+8jHZddSFo+au/y1VdfsXfvXrsZGlJqYs2ZM4dz585RpEgR2rZty1tvvWX/Y1++fDnd9lsff/zxYxdPtdlU7tx5srJHOp1MkSKu3L2bkOuu6dtKMiG7VmU4/2WD9lQ1eGeqW+p0Mq4nrmJbcTDdeaV7bZJql8Xl1gVsCz5Lo6hKlWuidn2VeC37FdC83NusYjPAkZhbhEX8w9XEBCp7FuG/1QIpY3BFycfVgJ5kb60GOHz3JmERJ7ielIC/pzf/rR5Iab0Lcj6+55zEkyTUBZ9CzAPhK04uKG9MIEZ2e+Jr6PUKYZF3+fFM+okDigTL21XBaM6dP4LJaOG1P5dyI9lRGfbQO/Ft0/44m/L3Z4KPj3s2SfUvednhqCAxatQo3N3dGT9+fF6LUujp0KEDAwYMoEePHnly/Xxj+QwLC2PmzJnUq1fPPnbgwAGGDh3K8OHDadu2LdHR0YwfP56YmBi7S+D06dMYjUZ+++03h9gOd/fs/wApKCgPqcWnz0IAuNWqgn8JKOkB1xxTi6Ti7lCjNAZrMuqGpelaSLUz/6BLiAGX4o8ke2FBMUN99+IE1GuBKmnoNAm9TULNh+EI2YXODA09SlC7vs9Tc8+ZodPJcOp4WsUTIDkRbe+vGJt1xZQNBkmDkvF7PjeVHEWR+f36mTSKJ0CsJZl1F47Qt2wDbJan6zWhyBLPlsy4jJUghaFDh9K7d2+GDh36yJnvgqyze/dubDZbGut1bpLnRRuvX7/OwIEDmTFjBhUrVnSY++GHH2jYsCGDBw+mfPnyNGvWjLfffpsNGzbY4zkiIiKoWLEixYsXx8fHx/6Tahl9GnFTDJR380p3zqjoKOXinqX4r1gJlMHPoXSvjVTGC6m0J0rXQOQhTYmVJBSbGe3axQyP1yJPPVWdfR7EZlPRW8BollAsPBXuxqfxnjNCp1nhn/0ZzmunjqC3PXkmj8Vio2VZzwzn25bzwimXHFwW2cr2q+EZzv9+LYJknlIzuOChlC9fnsGDBzsk5AiyF1VV+fLLL5k8ebJDhnxuk+eWzxMnTuDp6cmGDRuYM2cOly9fts+FhoamW6bBarUSHx+Pt7c3p0+ffuQsr0KPJDGsZmPG7t+KyfbvB70EvFUzbXmJjNA0uAfoAspirFEagCSdnGIVTQmYTGlWn1FPd2fXAlULVCDITjRJRjNmUvrJ6IwmSelnaT0iRXQSPSsXZeUZRytrCRc9fav6oOWSy12RFNz0GccxuuqMyNmcbCUoXPTv3z+vRSjUyLLM2rVr81qMvFc+W7VqlW7MJkD16tUdfjebzXz77bfUqFHDbpKPiIjAx8eHPn36cP78ecqXL8/rr79O06ZNn0iuJ7XYpXYCyouOQLctySw+fYopDYL581o0Z2NvU9LFjValn+GXixcobvQgwDXzmM8HMd23H6l7Y5Gc0QXUQzvyV9oDJAnZryqS9OR7+SB5ubep2BQbCSRxzxKPUTbgoXPB2eZMPgqhfizyw94WFlQJlMbPYz1xIN15+bkXMBlc0GVD1pFO0+hTuSgtynqy+uxtYs0p1tD6JdxwVVW0XPJASJpEr4r1+ON6ZLrzvSrVx1nSo+qy930iXrcCQcEiz5XPrGK1Wnn33Xc5e/asvU+q2Wzm/PnzODs78+677+Li4sKGDRsYNGgQ3377rb0G2aMiyxJFimRPryEPD+dsOc+jEBtn4587t3n7j9+pW7wE5d1KcMeUzJh9f2BWVV7y88fLK3vuT23XE8uFSLQ7N/8dlCR0/xmM4ulNEWPOZXPmxd4C3DbF8k3EZlad34Xt/2t2VnAryRf1/ksF95J5IlN2k1d7W9jQ9L6oDVuj/rXNYVz2D0CpGpjt+1zCA2oWc8WqaTjr8qZ4dBVTSTqVC2TjBce2fc1KVKZ+8Qp4OuVcIwDxuhUICgb5Ktt99OjRXL582SHbHSA+Pp7hw4fba2LdbylNTExEp9M51Od69dVXkSSJhQsXPpYcNptKbGzS493E/6MoMh4ezsTGJmHLjnoqj4BF0fjgyF4O3kpbQN7b6MTCpi/gYsseC4EkSbjYEpCuRKOFH0Xy8kaqVZ9koxuWHHq2ycu9lRWJH6/uYO7pDWnmihk9+abxu7hYs+8L0KqoxGsmouJu4qI3UtbZC1fNmGOF1PNybwsrTpoZffxd1CN7kWxWpMAG2Dx9SJQLb1y6SbFyyxLPL5dPYNVU2papTkmDJ0Zb/v9MyC7Dg0AgyJh8b/m8ceMGgwYN4tKlSyxYsICGDRs6zLu4pH2KrlKlCnv27Hmi62ZXCR+bTc31ckCyDUYH1mf4Xzu5nPBvgWM3vZ4vGjbHySJhfcQ2ZplxDyfk0lXRlauOpqUkQKTkFOTsfefF3ibLySyN/DXduVume0QnXKOKrkK2uN+tBpXFkX+yOvqQfcxZ0fNp3W5UMZbI0UL1ebG3hZV4dODsg1PL7ri7OxETk4DFokI2vgfzG4pVpqTkwavlnkOSUj4TNBNYC+FngkAgeHTytfJ57949XnnlFeLj4/n+++/x9/d3mA8PD6d3794sWLDA3lcV4J9//nmqk5A0DVytCrMateJSYjxn7t2hjKs7z7h74WKTUbOxoHoqqqphNheitj0ZYNYsxFsztopHxV+jqndFbE+4xzqdzJ47ZxwUT4Akm4URf6/khxaDcLXlTYFqweNhtaa8P/KPrylnsT+ICgQCwQPka+Xz008/5eLFiyxcuBBvb29u3vw3rtDb25sqVapQuXJlJk6cyIQJEyhSpAg//vgjR44cYdWqjIus5wd0OhlZllHVx39SVxQFFxc9mqYRH+9YskVVNQwm8NO5U6W4B6qqoZq1dFs+CrKOQdLjpnPOUAGt5FYqW8oLJUpmws78me6cTVPZeS2CLsVr2xUagUAgEAgKCvlW+VRVlc2bN2OxWHjllVfSzG/bto2yZcsyd+5cpk6dyvDhw4mNjaV69ep8++23aayk+QWdDC7aXcynd2O7HoG+TC1cKjQgQfbC9gh6hItsRL0CSQetaEZwaeCEzUvFZDU7rNM0DetTWuQ7J3BVnenn14av04n59HHywtelBJrpyfdbk+F6UmyG81Hxt5BLipI1AoFAICh45KuEo/xCTrXXVBRwiTvL3eVvgPVfS6VkdMPr5bkkGH2zZDVzk52IX2hGPffANZ+X0beWMdnM6R9YSMjr9ppWo4Wl57eyKnoX1v/Pdq/kXorPnh2Ml9UjWyyfVr2N946s4VTM1XTnx9fuSBOPZ7I9KSiv97YwI/Y258jv7TXzEqvVyrJly1i/fj1RUVEYDAaqV6/O4MGDHSrC+Pv78+mnn9KtW7c8lPbhHDx4EE3TqFu3LpcuXaJ169YsWbKEBg0a5Oh1t2/fzsqVK/n666+BlAY5s2fPZufOndy9excvLy8aN27M0KFD7X3Yc4o1a9YwZswYTp8+DaSUrOzatSvDhg3L0esCHD9+nIkTJ/LDDz88UZF6URQtF3FWY7m3epSD4gmgmeKJXfc+zsRncOS/ODnpSN5vTaN4Alh/U1Huyih5U2HlqUFn0tO/XHtWNJvAt03e4/um45jx7LBsUzwBDDYdQ6u1THfOy+BCbW9fkY0uEBQQVFXj3BUbR89aOXfFlmudv8xmM6+88gqLFy+mX79+rF27lsWLF/PMM88QGhrKunXrckWO7KRPnz5cuHABgFKlSrFnzx6CgoJy9JqxsbFMnDiRd999F0jZ15CQEK5du8aMGTP45ZdfmD59OteuXaN3797cuXMnR+XJS2rVqkWlSpVYsGDBE50n37rdCyNS0l3UxLvpztnuXEA2x4LuIWU+TDLW3zP2z5t2W3H6j4GE+MJt/cxzLBKu//+/1ATe7IynVVWN8oaifFLnRb785zdum1IeTGoWKc24wA64Wg3YRPxuvkCWJZw0FVlVsSgKJvFMILiPE+esbPrTTGzCv+9XD1eJjo0N1KiUs1/BM2fOJDw8nJ9++omSJf+tQTx27FgSExOZNGkSbdq0wdW1YJaXUhQFHx+fHL9OWFgYNWvWtLcA/+OPPzh//jwrVqzAy8sLgDJlyjBnzhwaN27Mpk2bCAkJyXG58orQ0FD69OlDnz598PTMuLVvZgjLZy6iPayPs+3hLfAkTUJLzljpkBMlNE3EAhYGZKtEXdcKLGwcwtJmr/JDi8FMCuyGp9XlibPpBdmDq6TiceMGuhU/IS9cidOWXRQxJ6EXn6wCUhTP7381OSieALEJGt//auLEuZxre2qxWFi5ciU9evRwUDxTeeutt1i4cCFOTunXm92xYwfdunUjICCANm3aMH36dMzmf40a/v7+diUrdc327dvZvn07bdu2pXbt2gwcONDBChgZGcmgQYMICgriueeeY8SIEQ6JxP369WPy5Mm8//771K1bl2effZb33nuPhIQE+zUBxowZw+jRo7l06RL+/v7s27cvS8dnRYYHMZlMLFu2jA4dOtjHUtt+79y502Gtu7s7GzZsoEuXLvaxQ4cO8fLLLxMQEECLFi2YOHEi8fH/ejnNZjNTpkyhadOmBAUF8dJLL6UpFfnrr7/SqVMnAgIC6Nu3L1euXMlQ3qxc89ixY/Tp04egoCDq1avHsGHDHM65bt06OnToQK1atWjatCmffPKJw9++atWqlChRghUrVmQqR2aIj8hcRHbzATn9J13J4ApOHg89h2rUUGpkrFxKdcFmzd4PNEWvIRnikPRxKDph1slNbDYVo1mHt80VD4sTOotc4Ft4FhacJA3dgePYFqxCi7yIdusu6sGTWKcvwS0mBkURD4FPM6qqsenPzD1QP/1pzjEX/MWLF4mJiaF27drpzhcvXpyAgACUdOK0fv/9d9566y169uzJpk2bmDBhAj///DOjRo1yWPfxxx/z8ssvs2nTJp555hlGjBjB119/zZQpU5g7dy7Hjh2zu2evX79Onz598PX1ZdWqVcydO5f4+Hh69epFYmKi/ZzfffcdxYoVY+XKlXz88cds3ryZsLAwALtS9v777zN27Nh07yuz47Mqw/0cOHCA2NhYmjdvbh9r1KgRNWvW5L333qNt27Z88MEHbNq0iTt37lCxYkW7NTA8PJz+/fvTpEkTNmzYwNSpUzlx4gShoaH2z/ExY8awe/dupkyZwtq1awkODmbIkCF2xfbQoUMMGzaMF154gfXr19OlSxfmz5+frqxZuaaqqrz22mvUq1ePDRs2EBYWxpUrV3j//fftx48bN45hw4bxyy+/MGnSJNavX5+maU+LFi3Yvn17hnI8DOF2z0VMsjuujfuTsCdt5yW3lkNJlj0eWjjcZDLj3t6Z2KMmtAcMqUoJCX0lhQSTJVvklWUJTRfDn2eXcvziZgBqlG1Lo8r9kK3euRa3JBDkR5ysFmy/plMOy6ZiW/kLzgN7EI8IwH5aOX9NTWPxfJB7CRrnr6lUKp39r5N79+4BPJZbdO7cufTo0YPevXsDUK5cOSZOnMgrr7zCpUuXKFu2LABdu3albdu2APTq1Yvt27fz9ttvExAQAECTJk2IiIgAYPny5RQvXpzx48fbrzN9+nQaNmzIli1b7IlOfn5+vPPOOwBUrFiRn376iUOHUuodp7rY3d3dcXd3t9/j/WR2fFZluJ8jR45QtmxZh9AEg8HA999/z7Jly/j5559ZsWIFy5cvR6fT8Z///IcxY8ag1+tZtGgRjRo14vXXXwegQoUKfPHFFzz//PP8/ffflCxZkk2bNrFq1Spq1aoFwIABAwgPD2fRokW0aNGCpUuX8uyzz9qTiSpWrEhERARLlixJ92/3sGtWrVqVu3fvUrx4ccqWLYskSUyfPp3bt28DcOnSJSRJomzZspQuXZrSpUuzaNEi3NzcHK7j7+/PkiVLUFXVbgl+FITymYuYbDpcAnrgUbQCCbsXYLt7CV2xiri2eB21WA0stqxZSpKdzbiPNpK4wYL1uIpkAKWRjGsrPYlycrZ1vtH09wjb9Spxyf+6JA5Greb0lZ0MaP4tmB8v1kMgKOjIsgQXrpNR2K124w46kxkMotf400pcYtYezrO67lHx9vYGICYm5pGPPXnyJMeOHWPt2rX2sVRLXWRkpF35TI2BBOzue19fX/uY0Wi0u2tPnjxJZGRkmuQgk8lEZGSk/Xc/Pz+HeXd3d2JjMy479yCZHZ9VGe7n1q1b9r28H6PRSGhoKKGhocTGxvL333+zfv16li1bhrOzM6NGjeLkyZNER0enmxAVGRlpD0l4MD7UYrHg4ZHiCY2IiKBJkyYO80FBQRkqnw+7ZoMGDRg4cCAfffQRs2fPpnHjxjRr1sz+EJHq/u/evTsVKlSgcePGtG7dmpo1azqcy9vbG6vVSkxMTLr78zCE8pnLJNqcUMo0w+0/Qcio2FBIllwfKYbPYrFhMyah763HuYcBDQ3VSSUuKSnbFE+dTuKfy786KJ6pxJtu88+lnwks3Yts9vALBAUGTXnI074k3O5PM+4uWfv7Z3Xdo+Lr60uxYsU4fPgw7du3TzN//vx5PvzwQ9577700dbFVVWXgwIF07do1zXH3J/ikV2pHyuB1r6oqDRs2ZMKECWnm3N3/LW9lMBgyvqkskNnxWZXhfiRJQn2gFe7KlSux2Wz06tULAA8PD55//nmef/55hg8fzq5duxg1ahSqqtKpUyeGDBmS5rze3t7s3r0bgGXLlqVJ+rrfmvhgqJVer8/0HjO7JsDIkSPp06cPu3btYu/evXzwwQfMmzePdevWYTQaWbJkCSdPnmTPnj3s2bOHH374gRdffJFPP/3U4ToPyvkoiJjPPMBmU0lQXYlT3UlU0yaPyLIMRgtJhtvE6a5jdUpAr3d0y6gqmMwWErRkEjUTyUnZ42q3n58kTl7+LcP5k5d/wyZl3GZSICjMqKqGVKo4yOl/0UplSmB9wi9RQcGmQkkZD9fMFUtPV4kKJXPma1iWZXr06MGaNWu4fv16mvmFCxdy5MgRypQpk2aucuXKnDt3jvLly9t/rl+/zueff+6QvPMoVK5cmcjISEqVKmU/p6enJ5MmTbK75nOax5GhRIkSaUonnT17lpkzZzok8aTi5uZG0aJF7dc7c+aMwz7abDY+/fRTrl69SuXKlQG4ceOGw5o1a9awevVqAKpVq2YPG0jl+PHjmd5jZtc8d+4cEyZMoGjRovTu3ZuZM2eycOFCIiMjCQ8PZ9euXcyePdteC3bJkiW8+eabbN682eE6d+7cwWAw2LP9HxWhfOYzdDqZBN1Nph0dxVu7ujFi90v8b29/TsTvA0PumRklScGgc8lw3qBzQRLxbIKnmCRFh/Li82knDHqUnm1JlMT742lGllPKKWVGh8aGlBCOHGLIkCGUL1+eXr16sW7dOi5cuMDx48cZO3Ysq1ev5qOPPkoTywcwaNAgtm7dyqxZs4iKimLv3r2MGTOG2NjYxy5t1KdPH+Li4njnnXc4deoU4eHhjBgxgmPHjtmVsKzg4uJCZGQkd++mX7Ywu2UICAjg8uXLDuELAwYMQJZl+vXrx2+//calS5c4fvw4c+fOZcOGDXarY2hoKKdOnWL8+PGcPXuWo0ePMnLkSKKioqhQoQKVK1emZcuWTJgwgW3btnHx4kUWLVrEvHnz7OELoaGhhIeHM3nyZKKiotiwYQPLli3L8B4fdk0vLy82bdrE+PHjiYyMJCoqitWrV+Pp6UmlSpXQ6XTMmTOHsLAwLl68yPHjx9mxY0caN/7JkycJDAx85L9BKkL5zGck6e4x/q+BnLp72D52O/kGUw+N4IopEp0ud/5kms1AA7/eGc438OuNpBpzRRaBID9i0iRMVf1Q3uyLHFQNqWIZ5NYNUN4OIc7VTSTkCahRSUefNsY0FlBPV4k+bYw5XufT2dmZpUuX0r17dxYsWECXLl0YNGgQ165dY/HixQ7lg+6nXbt2TJs2jW3bttGpUydGjhxJo0aNmD179mPL4uvry9KlS0lKSqJPnz707dsXSZJYvHix3VKYFUJDQ1m6dKk9OzunZahXrx6enp72ck4AJUuWZOXKldSoUYNJkyYRHBzMgAED2L9/vz3hB6B27dosXLiQiIgIunXrxuDBg/H19eXbb7+1hwdMmzaNtm3bMmHCBNq3b29/KOjevTuQYvlcsGAB+/bto3PnzoSFhaXrUk/lYdf09vZm4cKFXL58mZdeeomuXbty5coVvv32W9zc3GjSpAmffPIJq1atomPHjgwcOJAKFSrw5ZdfOlznr7/+onXr1o/8N0hFtNdMh5xqr/kw9HqF/THb+erY+HTnK3vVYGTt6Uim3HHnyYZEfj0xlVOXtzmMVynVjHa1xqCaM7aM5iSiTWHOIfb20ZEkMCgSsqpikxXMGeyb2NucI7+311TVlKz2uEQNd5cUV3tOWjwF2cv06dM5deoU8+bNy2tR8gXHjh1jwIABbN++/bGLzIuEo3yEXq9w8s7fGc6fu3cam2RBR+4on6rZhTbVR9LArzdHL2xE0zQCy3fE08k3zxRPgSC/oWlgsmqAlBKMLRA8gCxLOVJOSZA7DBgwgPbt2xMZGZkmm/5pJCwsjNDQ0MdWPEG43fMVqqpRwrl8hvPeTj5IWu7+yVSLC+5KZVpWeZdW/u/hoVTNUcVTliWUh2URCwQCgUCQS3h6evLBBx8wZcqUvBYlzzl27Bjnz59n8ODBT3Qe4XZPh7xyuwMkG+8wfFcPVC1tzaSBNd6nqU8HTKbCV99I02kkyRaO371MotVMoHdZPBVnFHNaRVS4L3MOsbc5h9jbnCO/u90FAoEjwu2ez3DRivBunS/58vB7mG3J9vEWZV6kXokWmJL+VTwlCXS6FFeOxZJNBT7zAE2n8XdsFB8f+Qnbfc9CbUpXY1jV1uhMwhIqEAgEAkFhQSif+QzVLFHZtTbTmq7kUvx5Ei3xVPSqgovkCUn/FpZ1lROQYi9jitiOpHfBvVobLAZvkgtgBnosyUw8vCnN+K9XTvFs0fK09q4qLEUCgUAgEBQShPKZD7GZwSB5UM31WSQkzDYbNtu/ype7kkD8TxOwRB+wjyX++Q0uTV7FOaAnSapTXoj9WOj1CpsvZVwwd2nkXzQqVgmDeKkKBAKBQFAoEP7MfIgLBtzuOGH7UcKyGIzhetw1JyRJQqeTsURsc1A8U0n8YxG6pBt5IPETIMGVxJgMp++YEjJqny0QCAQCgaAAIpTPfIYzBqy/adz7wozpgA3zCRvxiy3Ez7TgrjphVONIOrAiw+OTj6zBYCg4f1bVptGk+DMZztcqUha9JkqUCAQCgUBQWCg4WspTgi5OIXln2uQh200N0w4rsmxATY7L8Hg1MSal8GABwWZTqe3tSzGntC3eZCT+W605ilW8TAUCgUAgKCyIQLp8hMGgYP474zJKyX/aMLZyw+jXmOQTW9JdY6zWBpMqQQFyVrtYDHzd6GVmnNzGH9fPogGV3IsxslZbikvuaKJNoUBQ4NDrFBRbyleMTbFhsRa+EnH5ndGjR7N27dpM15w+fTqXpEmhX79+lClThs8++yxXryvIXwjlM5+hmTOZs4KmSbg0eZXk0zvBmuwwrxQpi1I6wCE5qSCgqhpuFiNjqgWTVN2CTVNxkvQ42XTYbELxFAgKEpIk4YwTN/fbuHXEiqZqFK2pUKKhM8lSsuh5n4uMHTuWESNG2H9/7rnneP/992nfvn0eSiUQCOUzX2GxqLjW1ZP8R/o1O42BMmbFhpViePcPI2HnLEyRe0Ex4BzYCef6/YjTPChIVs9UNA0ki4TLfa1DbQXwPgSCpx1njJz+zozp7r/v3+t/27hzUqVaqBOJJOWhdHmDqmrcvKySFK/h7CbhUyZ3eru7u7vj7u6eZszHxyfHry0QZIYIpstHaJqG5qOhr5L2Q0lyAueOekyqBZsqEacrif6FDyjy2jq8Bq1EavA6saoHomGVQCDIK3Q6mdhIzUHxTMUSr3HrqA298nQlEF44Y2X9giR++zGZPzab+O3HZNYvSOLCmbwPQ9ixYwfdunUjICCANm3aMH36dMzmf91v/v7+bNq0iZCQEPua7du3s337dtq2bUvt2rUZOHAgd+7cAWDfvn34+/uzbds2XnjhBWrXrk3//v2JjIzMUIbIyEgGDRpEUFAQzz33HCNGjODmzZs5fu+CvEUon/mMBEy4hOhx7aVHKSEhe0o4NVXwHG0kwWiyr9M0SLbpidM8iFfdMdvSKqyKDiyGeyTormM2xCDrC5Y7XiAQFCxkVeH2Pxl3W7tzwoasPj3K54UzVnZvMJEY76iMJ8Zr7N5gylMF9Pfff+ett96iZ8+ebNq0iQkTJvDzzz8zatQoh3Uff/wxL7/8Mps2beKZZ55hxIgRfP3110yZMoW5c+dy7NgxFixY4HDMJ598wtixY1mxYgU6nY6QkBDi4tImyl6/fp0+ffrg6+vLqlWrmDt3LvHx8fTq1YvExMQcvX9B3iLc7vmQOJJRAmWca+iQNAmLzkasmgSPoDuqxkR2X/uZ1We/IdEaj1420NK3E90qvYqc7JpzwgsEgqcXCWR9xu5kJZO5woaqahzcnkkQP3Bwh5myfkquuOAfZO7cufTo0YPevXsDUK5cOSZOnMgrr7zCpUuXKFu2LABdu3albdu2APTq1Yvt27fz9ttvExAQAECTJk2IiIhwOPfo0aNp3rw5AFOnTqVFixb89NNP9OrVy2Hd8uXLKV68OOPHj7ePTZ8+nYYNG7Jlyxa6deuWMzcvyHOE8pkHOEl6DGYdWjJIzmA2WElWLQ5rbDaVRMkMEo+kdALIOo1tV9azImKufcyimtkavZpbSdd5rdr/kMwFpwuSQCAoGFg1KyXqG7l3Nn3rZ/F6ClbZAhkbRwsNNy+raSyeD5IYlxILWsI3963BJ0+e5NixYw7Z8KlhW5GRkXbls2LFivZ5J6eU7w1fX1/7mNFodHDVA9SvX9/+by8vLypUqJBGQU2VITIykqCgIIdxk8mUqateUPARymcu44EziT9aSDxmSskLksFYX8G9oxNxJD/0+Kxgku+xLjIs3blDN/aQWPUergjlUyAQZC+qquHko1Gkuszdk45Pze4VJNwqSiQVsGocj0vSQxTPR12X3aiqysCBA+natWuaufsTknS6tGqCJGVuqX3wGFVVkeW0UX6qqtKwYUMmTJiQZu7BRClB4ULEfOYiLhhIWGbBfFT9NyFdBdNfNpI32nCS9dlynURbPCZbxors9cRLPOSzQyAQCB6LZNVEmecVqr5ioGgtBe8aMlX6GijfWUeSmj0P2AUBZ7esfchmdV12U7lyZc6dO0f58uXtP9evX+fzzz8nISHhic59/Phx+7/v3LlDdHQ0NWrUSFeGyMhISpUqZZfB09OTSZMmpWspFRQehPKZi+hMCpZT6T/1m/62YTBnjyHaqGRu1fQwFClITZAEAkEBI1kzYfM0UaKNRsl2QFETyZrpoccVJnzKyLg8RLF0cU8pu5QXDBo0iK1btzJr1iyioqLYu3cvY8aMITY29olLMU2cOJH9+/cTHh7OyJEj8fHxoV27dmnW9enTh7i4ON555x1OnTpFeHg4I0aM4NixY1SuXPmJZBDkb4TymYuomblXNNCyqfydk+ZBkE/jdOeKOhXHSy9qvAkEgpxF0zTMFitms/WpLCwvyxJ1WhkyXVOnpSFPko0A2rVrx7Rp09i2bRudOnVi5MiRNGrUiNmzZz/xuXv27MnIkSPp3bs3RqORJUuW4OzsnGadr68vS5cuJSkpiT59+tC3b18kSWLx4sUULVr0ieUQ5F8kTRSGTIPNpnLnzpO5HXQ6mSJFXLl7NwGrNcXa6ZHsTMzHGT/9e00wEqt/cg1UksBivMfkA+8QHXfWPu5p9GZ8/a/w0koX6M5B6e2tIHsQe5tziL3NObJzb318sjfW8MIZKwe3mx2Sj1zcJeq0NFCucuFKu9i3bx8hISFs27bNnrAkEKRH4Xrl53NsTiq6cjLWC2k/HA01ZCwGW7Y0J9I00Ju8GP3sTO5arnMp7hw+LqUp4VQWo82zQCueAoFAUJAoV1lHWT8lTzocCQT5FaF85iKJkhn3gU7EL7BgvfivAqqvIuHSS09sdvndSXF5KWZXilGJEp5+qKqGZhYtKwUCgSC3kWUpT8opCQT5FaF85iKaphGnJOPymgElSY8aryF7SFiNNuKkpBxryS4snQKBQCDIaRo0aMDp06fzWgxBASBfJRx99dVX9OvXz2Hs1KlT9O3bl9q1a9OiRQsWLVrkMK+qKjNnzqRp06YEBgYSGhpKdHR0boqdBr2iYFT1qCYtTT00TdNIwESscxLxPsnEGpNIxCyyz59SZFnCSdbjjAGdTlhGBAKBQFD4yTfKZ1hYGDNnznQYu3v3LgMGDKBChQqsXr2aYcOGMWPGDFavXm1f89VXX/HDDz/w8ccfs2LFCiRJYtCgQWk6LuQGsizjYXNG2a2QNM/GvXkmjJf1uJB5xqPg6cQNI87njVi+1TAtVNEfUPDQnEUsmEAgEAgKNXnudr9+/Tpjx47l4MGDDm28AH788UcMBgMffPABOp0OPz8/oqOjWbBgAd27d8dsNvPNN98watQoex/ZadOm0bRpU3799Vc6dOiQa/chSeCWbOTeVBNa4r/j5hM2nFooOD9vIIncV4gF+RNXzUjyChvmf/6N/bWeV5G32/B424lYKfvifwUCgUAgyE/kueXzxIkTeHp6smHDBgIDAx3mDhw4QL169RxadTVs2JCoqChu375NeHg4CQkJNGzY0D7v4eFB9erV2b9/f67dA4BR0pO41uKgeKaSvNOGPkm4VAUpSJKEdFNyUDxTUe9omHbb0Cvi9SIQCASCwkmeWz5btWpFq1at0p27du0aVapUcRgrXrw4AFeuXOHatWsAlCpVKs2aq1evPpFcOt2j6eUGs47EfzKu4Wk+oWJsosP2lPQ1zkkURXb4b0FDryiY/rBlOG/6y4Z7Uz2aPvcDgQv63uZnxN7mHGJvBYKCRZ4rn5mRnJyMweAYL2k0GgEwmUwkJaW4JtNbc+/evce+rixLFCni+kjH2G5lrlRKErh7pO3wIHh8PArofmqqxj0ybzWoNyg4eT3aazA7Kah7WxAQe5tziL0VCAoG+Vr5dHJySpM4ZDKlfGm7uLjg5JTSw9xsNtv/nbomvVZeWUVVNWJj0/GfZ4JR1mGoJmM+mb4Sqq8uc/fuk3VNEqSgKDIeHs7ExiYVSEuyJEkYG+sxHUzf+mmsr5AombHezdg6mlMU9L3Nz4i9zTmyc28f1fAgEAgenXytfJYsWZIbN244jKX+XqJECaxWq32sXLlyDmuqVq36RNd+1BZtNsmMe3dnLOdMaMmOc05NFSzONtFSL5ux2dQCu6eGEjr01WQspxzll70kjM0VYs15m3BUkPc2vyP2NucQe+tIq1atuHz5MqNHj2bAgAFp5sePH8+KFSsYOnQow4YNY82aNYwZMybf1er09/fn008/pVu3bk90nk8//ZRSpUrRv39/Zs2axdq1a9m+fXuadY+yD5cuXaJ169YsWbKEBg0aZFmWzK6f3nm//fZbrly5wtixY7N8jfxMvg6QqVevHgcPHsRm+9cCtHfvXipWrEjRokWpWrUqbm5u7Nu3zz4fGxvLyZMnqVu3bq7KqmmQ4GzCa4wR5zYKujIS+ioyHm8Y0LeVRaa7wIEETDi/rMM9VI++koyurIxLFx0eIwzEK8kPP4FAICgwaKrGvSgbt45ZuRdlQ1NzL55br9ezZcuWNONWq5WtW7c61KJu3749e/bsyTXZcpPDhw+zY8cOXn755bwWBYDQ0FBWrVqV5fV9+/bl999/58CBAzkoVe6Rry2f3bt3Z+HChYwdO5aBAwdy7NgxFi9ezMSJE4GUWM++ffsydepUvL29KVOmDFOmTKFkyZK0adMm1+W1qSr3lCT0rXQ4t9Dh5Koj1pSMxZL77lNB/ieeZJTKMoZKOtDAorORbDODMNwIBIWG2yetnN9sxhz7r8Jp8JCo0N5A0eo5/xXcqFEjdu/ezdWrVx2Sc//66y9cXFwcQtScnJwcQtgKE1988QUvv/wyer0+r0UBwNXVFVfXrId46PV6Xn75Zb744guWL1+eg5LlDvna8lm0aFEWLlxIVFQUXbt2Zfbs2bz77rt07drVvubNN9+kR48ejBs3jt69e6MoCosWLUqThJSbWGxWTIoF2VlGE62LBJlgs6kkYSZJMmO1iYcUgaAwcfuklYgfTA6KJ4A5ViPiBxO3T1pzXIaAgABKly6dxvq5efNmgoODHSyfa9aswd/f3/67v78/P/74IwMGDCAgIICmTZsyb948+/ysWbPo168fCxYsoFmzZtSqVYuQkBDOnTtnXxMXF8f//vc/GjZsSJ06dQgJCeH48eMOsuzcuZOXXnqJoKAgnnvuOT777DN7fseDaJrGwoULCQ4OpmbNmtSpU4fXXnuNixcvZrgHx48f5+DBg7Rv3z5rm3Yfv/32G1WrVuXy5csO4y+99BKffvqp/fcjR47QuXNnatWqRc+ePTlx4oR9bvTo0QwdOpTQ0FCeffZZ5s2bx6xZsxwq/URERBASEkLt2rVp27Ytf/31VxpZ2rVrx5EjRzhy5Mgj30d+I18pn5999hnfffedw1hAQAArVqzg+PHjbN++nb59+zrMK4rCqFGj2Lt3L4cPH2b+/PmULVs2N8UWCAQCgcABTdU4vznzcKvzm8254oIPDg52UD7NZjO//fZblhqxfP7557z44ousX7+e7t278+WXXzq4fg8fPsz+/fuZP38+YWFhXLlyxe6d1DSNQYMGcf78eebNm8ePP/5I7dq16d27NydPngRSlLv//ve/NG/enNWrV/PRRx/x888/M3LkyHTlWbx4MfPmzWPUqFH88ssvfPXVV0RFRfHZZ59leA+//fYbNWvWxMfHJ0v7dT8tWrSgaNGirF+/3j4WFRXF0aNHHQxhCxcuZMiQIaxbtw5/f3/69OnD9evX7fO//vorjRs3ZvXq1XTu3NnhGnFxcfTv3x83NzdWrlzJ+PHj+eqrr9LIUrx4capXr55hnGhBIl+73QUCgUAgKIjERqtpLJ4PYo7ViI1W8ayYs00lgoODWbRokd31/scff1CkSBGqV6/+0GO7du1Kly5dABg+fDjff/89Bw8etOdVWK1WPv/8c7y8vADo168fU6ZMAVJc+4cPH2bv3r14e3sD8M4773Do0CGWLFnCZ599xrx582jTpg1vvPEGAJUqVULTNP773/8SGRmJn5+fgzzlypXjs88+s1sNy5QpQ3BwMD/99FOG93DkyJE0NcMhpV54UFBQmvHUZGYAnU5H586dWb9+Pa+//joA69ato0aNGlStWpVLly4BMHToULtl9YMPPuDPP//k+++/5+233wbA09OTgQMHpivfTz/9RFJSEpMnT8bd3Z3KlSvz/vvv2/fkfvz9/Tl69GiG91pQEMqnQCAQCATZjCUuaxbNrK57EmrWrImvry9btmxhwIABbN68mY4dO2bp2AeVPzc3NywWi/33YsWK2RVPAHd3d/t8quu5devWDucwm812t3pEREQaC2y9evUAOH36dJrrt2rViqNHjzJz5kyio6OJjIzkzJkzlChRIsN7uHXrFgEBAWnGixcvnsbbCrB161amTp1q/7179+588803HD16lICAADZs2JBGkbw/yVmn01G9enXOnDljHytfvnyG8kVERFChQgXc3d3tY+kpxQDe3t5C+RQIBAKBQJAWvbv08EWPsO5JSXW99+nTh23btrFy5cosHZde/sT9uQyZ5Veoqoqbmxtr1qzJ8LyapjnEnQL2Cjf3t9ZOZcGCBcyaNYtu3bpRv359+vXrx7Zt2zK1fEqShKqmzeTU6XTpKoVFixZ1+P2ZZ54hMDCQDRs2kJyczK1bt9IozMoDLZFtNpu9KQ7w0ESuB/ND0rv31PPKcr6KmHwsCv4dCAQCgUCQz/AoL2PwyFyxNHhIeJTPna/h4OBgjh49yqpVq/D19U1jUcwJqlSpQnx8PGazmfLly9t/FixYwLZt2+xrDh486HBcakxpejJ+/fXXDB06lA8++ID//Oc/1K5dm/Pnz2ea3FuiRAnu3LnzRPfSvXt3tm7dytatW2ndurWDtRfgn3/+sf/bbDbzzz//ULly5Sydu1q1akRFRTnI+GBSVip37961txkvyAjlUyAQCASCbEaSU8opZUaF9gYkOXcsn9WqVaN8+fJ8+eWXWUo0yg6aNm1KtWrVGD58OHv37iU6OprJkyezevVqu2L56quvsnXrVubMmUNUVBQ7duzgo48+omXLlukqn6kxq2fPnuXcuXNMmzaNrVu3pumGeD8BAQEO2eePQ4cOHYiLi2PVqlXpFrv/4osv+O233zh79iyjR4/GbDZnuaZohw4dKFq0KCNGjCA8PJy///6bSZMmpbv2xIkTBAYGPtG95AeE8ikQCAQCQQ5QtLqOKr2MaSygBg+JKr2MuVLn836Cg4OJj49/rJJDj4OiKHzzzTcEBATw9ttv07lzZ/bt28esWbNo1KiRXaapU6eyZcsWOnXqxIQJE+jQoQPTp09P95yff/45ycnJdO/enb59+xIREcHEiRO5ffu2PfnnQZ5//nnOnDnzRNZPNzc3nn/+eTw9PWnSpEma+WHDhjF16lRefPFFrl27xrfffpvGOpoRLi4uLFmyBL1eT+/evXn33XcZNGhQmnW3b9/mzJkzaWJoCyKSJgpRpsFmU7lz58n6sOt0MkWKuHL3boJo95bNiL3NOcTe5hxib3OO7NxbHx/3hy96RDQ1JavdEqehd09xteeWxVOQwssvv0yrVq149dVXH/scISEhBAUF2TPYc5sFCxawc+dOli1blifXz06E5VMgEAgEghxEkiU8KyoUC9DhWVERimceMHz4cJYvX56pez4jfvvtN2bNmsXhw4fp1atXDkj3cMxmMz/88APDhw/Pk+tnN0L5FAgEAoFAUKipV68eLVq0SLe00sNYsGABS5cu5aOPPnJoUZqbLFmyhObNm9vLUBV0hNs9HYTbPX8j9jbnEHubc4i9zTnyu9tdIBA4IiyfAoFAIBAIBIJcQ1g+00HTNNRs6LerKDI2m7Bw5ARib3MOsbc5h9jbnCO79lZRhE1GIMhphPIpEAgEAoFAIMg1xCOeQCAQCAQCgSDXEMqnQCAQCAQCgSDXEMqnQCAQCAQCgSDXEMqnQCAQCAQCgSDXEMqnQCAQCASFlI0bN/Kf//yHoKAggoKC6N69Oz/88MMjn2fHjh2cPXs2ByTMOfbt24e/vz/Vq1dPt6+72Wymbt26+Pv7Z9gXPrvo168fo0ePfqJzjB49mn79+mWTRHmLUD4FAoFAIMhBNFXDfNpG0t9WzKdtaNlQyi8rrFq1iv/97390796dNWvWsHr1arp168Ynn3zC7Nmzs3yey5cvM2TIEG7fvp2D0uYcsiyzdevWNOO///478fHxeSDR4zF27FhmzZqV12JkC7q8FkAgEAgEgsJK8iErcT+aUe/+q3DKRSTcXzLg9GzOfgV///339OjRg5deesk+VqlSJa5du8aSJUsYOnRols5T0CsyNmrUiC1btqTpy/7zzz9Tt25d9u/fn0eSPRru7oWn+5awfAoEAoFAkAMkH7Jyb57JQfEEUO9q3JtnIvmQNUevL8syhw4d4t69ew7jgwYNYsWKFfbfr127xsiRI2ncuDE1atSgefPmTJs2DVVVuXTpEq1btwYgJCTEbnlbtGgRzz//PDVr1qRVq1bMmTPHrqTOmjWLVq1aOVxzzZo1+Pv7239v1aoV3333HcOGDSMwMJBmzZqxcuVKDh8+zIsvvkhgYCC9evXiwoUL9mMOHjzIgAEDqFOnDjVr1qRjx45s2rTpofsQHBzM33//7eB6T05OZvv27bRv395hbWxsLBMmTKB58+bUqFGDJk2aMGHCBJKTk4F/Xfm7du2iY8eO1KxZkw4dOrBjxw77OcxmM5MmTaJRo0bUrVuXL774AlV1bICwfft2evXqRVBQELVq1aJHjx78+eef9vl+/frx/vvv07NnT+rWrcu6desc3O5ZkSM/I5RPgUAgEAiyGU3ViPvRnOmauB/NOeqCHzRoEKdOnaJZs2YMHjyY+fPnc+zYMdzd3alYsaJ93WuvvcadO3dYtGgRW7ZsYeDAgcydO5ft27dTqlQpVq5cCaQolaGhoWzfvp25c+cyceJEtm7dysiRI/n666/ZsGHDI8n3xRdf0LRpUzZt2kSLFi344IMPmDBhAqNHj2bp0qXcvHmTqVOnAnD9+nVCQ0OpWrUqa9asYf369dSqVYsxY8Zw69atTK9Tr149vL29HVzvO3bswNfXFz8/P4e17733HseOHWPmzJn88ssvjBkzhjVr1jgo6wBTpkxh7NixrFmzBl9fX0aOHElCQgIAH3/8MZs3b+azzz5j+fLlXLlyhQMHDtiP/eeff3jjjTd44YUX2LBhAytXrqRo0aKMHDkSs/nf18yaNWsICQlh+fLlNG/ePN17y0yO/IxQPgUCgUAgyGYsZ9Q0Fs8HUe9qWM7kXLvVtm3bsmLFCl544QWOHz/OF198Qc+ePWnXrh0HDx4EUiyAXbp04aOPPqJatWr4+vrSr18/ihcvzunTp1EUBW9vbwA8PT1xdXXlwoULGI1GypYtS+nSpWnfvj1hYWHUq1fvkeRr1qwZL730Er6+voSEhGC1WunXrx8NGzakVq1aBAcHExERAaRYE4cOHcqoUaMoX748fn5+vPbaa5jNZs6fP5/pdSRJom3btmzZssU+9vPPP9OhQ4c0a5s0acKnn35KYGAgZcuWpWPHjtSoUYPTp087rBs+fDiNGjWiSpUqDB8+nPj4eCIiIoiPj2fNmjW89dZbNG/enMqVKzNp0iR8fHzsxyqKwrhx4wgNDcXX15eqVasSEhLC7du3HeJqq1WrRqdOnahcuTJFihRJ994ykiO/I2I+BQKBQCDIZmz3smbRzOq6xyUgIIApU6agaRoRERHs2rWLJUuWMGjQIH799VeKFi1K37592bJlC4sXLyY6Oprw8HBu3LiRxlWcSufOnVm9ejUvvPAC/v7+NGnShDZt2lC6dOlHku1+66uTkxMAZcuWtY8ZjUa7JdDX15fu3buzdOlSzp49y/nz5zl16hQANpvtodcKDg4mJCSEO3fuYDQa+f333xk1ahRXrlxxWNenTx+2b9/O+vXruXDhAhEREVy8eJEKFSo4rKtUqZL9325ubgBYLBaioqKwWCzUqlXL4T6qVatm/71atWp4enqyYMECoqKiMryX8uXLP/S+MpIjvyMsnwKBQCAQZDOKp5St6x6Va9eu8dFHH3H9+nUgxfrn7+/P4MGDWbx4MQkJCezfv5+kpCR69erF119/jZubG126dGHZsmWULFkyw3N7e3uzfv16vv/+e55//nkOHjxI7969HTLoH0xSslrTxrfqdGntX7KcvloSGRlJu3bt2L59O76+vrz66qssWrQoS3sBUKdOHYoVK8bWrVvZvn07VapUwdfX12GNpmkMGTKEjz76CEVRaNu2LXPnzuXZZ59Ncz6DwZBmLLPErPvvdf/+/bRt25ajR49SpUoV3njjDaZMmZLmmFSFPDMeVY78grB8CgQCgUCQzegry8hFpExd73IRCX3lnLEBGQwGVqxYQcmSJRk0aJDDXKqFrFixYuzevZsTJ07wxx9/UKxYMQBiYmK4ffu2XYmRJEcFef369cTHx/Pyyy9Tp04d3nzzTcaNG8fmzZsZOnQoer2e+Ph4NE2zHxsdHf1E97N8+XKKFi1KWFiYfWz79u1A1pStVNf7r7/+itFoTJNoBHDy5El27drFjz/+SGBgIJBiRbxw4UIaRTUj/Pz8MBqNHDx4kKpVqwIpind4eDgNGjQAUpK1GjRo4KCsf/fdd1m+l8KAsHzmAOvWraN9+/bUqlWLDh068PPPP+e1SAWe1My+9H5SMzEFj4/FYmHatGm0aNGCoKAg+vTpw6FDh/JarEJBQkICH330Ec2bN6dOnTq8/vrrDhm8gsfjq6++SlNw+9SpU/Tt25fatWvTokWLR7KMZTeSnFJOKTPcXzIgyTlj+fT29mbgwIFMnz6dadOmcerUKS5evMiOHTsYOnQoDRo0oG7dunYL54YNG7h8+TIHDhzg9ddfx2Kx2F3eLi4uAERERBAXF4fJZGLy5MmsW7eOS5cuceDAAf7++2+CgoIAePbZZ4mNjWX+/PlcunSJjRs3smbNmie6n5IlS3Lt2jV27drF5cuX2bp1Kx988AGAQ5JOZgQHB7Nv3z7+/PNPgoOD08wXK1YMnU7Hzz//zMWLFzl+/DjDhw/n5s2bWb6Gi4sLffv2ZebMmWzdupXIyEgmTJhgt0ADlCpVitOnT3PgwAEuXbrE6tWrmTFjxiPdS0FHWD6zmfXr1/P+++/z3nvv0aJFCzZt2sQ777xDyZIl7W9MwaMTFBTEnj17HMYiIiIYPHgwQ4YMySOpCg9ff/01q1ev5rPPPsPX15cFCxYwaNAgNm/eTIkSJfJavALN8OHDOX36NBMnTqRcuXKEhYXRu3dvNm3alGESgSBzwsLCmDlzpkOCy927dxkwYADPP/88EydO5MiRI0ycOBEvLy+6d++eJ3I6PauD18izOp/Dhw+nQoUK/Pjjjyxbtozk5GRKlSpF+/btee2114CUmNAxY8YQFhbG9OnTKVGiBO3bt6dUqVIcPXoUgCJFitC9e3c+//xzoqOjGTduHPfu3eOrr77i6tWreHp60rZtW0aOHAlA/fr1efvtt1m6dClz5syhXr16vPfee7z33nuPfS8hISGcO3eOd999F7PZTIUKFXjnnXeYOXMmx44do1mzZg89R1BQEMWKFcPX1zfdz7USJUrw2WefMWvWLJYtW4aPjw8tWrSgf//+bNu2LctWyREjRmA0Gvnwww9JSEggODjYofTUm2++ya1bt+zfXc888wyTJk1i1KhRHDt2LE0GfmFE0p4WG28uoGkarVu3pm3btg5vsldffZX69evb3+yCJ8disdC1a1cqV67MtGnT8lqcAk+XLl1o1KiRvf1bfHw8derUYebMmbRt2zaPpSu4hIeH06VLF+bPn28vlaKqKsHBwXTu3Jk33ngjjyUsWFy/fp2xY8dy8OBBSpYsSbFixezuynnz5rFs2TK2b99uj6/78ssv2bp1q0OWc16gqSlZ7bZ7Gopniqs9pyyeAkFBQLjds5Fz585x+fJlOnXq5DC+aNEioXhmM8uWLePq1auMGTMmr0UpFHh5ebFjxw4uXbqEzWZjxYoVGAwGhwxNwaMTFRUFQN26de1jsixTtWrVAtNVJT9x4sQJPD092bBhgz0mL5UDBw5Qr149h8SOhg0bEhUVledtISVZwuCv4Fxfh8FfEYqn4KlHuN2zkdRaY4mJibz66qucPHmSsmXL8t///jdNtwfB42MymZg7dy6vvPIKxYsXz2txCgVjx47l7bffpnXr1iiKgizLzJgxg3LlyuW1aAWa1Np+165dc3ClXb58GZPJlFdiFVhatWqV4WfptWvXqFKlisNY6ufDlStXKFq0aI7LJxAIsoawfGYj8fHxQEqHhI4dO/LNN9/QpEkTXn/9dfbu3ZvH0hUe1q9fj8lkSpNsIHh8IiMj8fDwYM6cOaxYsYJu3brx3nvvER4enteiFWgCAwPx8/NjwoQJXL16FbPZTFhYGKdOnXpqEgtyi+Tk5DRlZ4xGI4BQ9AWCfIawfGYjer0eSInx7Nq1K5BSTPbkyZN8++23NGrUKC/FKzSsW7eOF154QSRrZBOXL19m1KhRhIWF2d3DtWrV4uzZs8yaNYs5c+bksYQFF71ez5w5cxg9ejQtWrRAp9PRokULevTowT///JPX4hUqnJyc0ij0qUpnara2QCDIHwjLZzaSWrLiQdfPM888w6VLl/JCpELHnTt3OHz4cLo12gSPx7Fjx9J05IAUq93D2tYJHk7FihVZsWIFf//9N3v37mXOnDnExMSk6ZgieDJKlizJjRs3HMZSfxcVGwSC/IVQPrOR6tWr4+rqai9PkUpERISIncsmDh06hCRJ1K9fP69FKTSUKlUKIE3v4oiIiCy1dxNkTHx8PH379uWff/7B09MTDw8P4uLi+PPPP2natGlei1eoqFevHgcPHnRoT7h3714qVqwo4j0FgnyGUD6zEScnJwYOHMicOXPYtGkTFy5c4Ouvv+aPP/5gwIABeS1eoSA8PBxfX1+cnZ3zWpRCQ0BAAHXr1uW9997jr7/+4vz580yfPp29e/cyePDgvBavQOPm5oYkSUyaNInTp08THh7OkCFDKF26NB07dsxr8QoV3bt3Jz4+nrFjx3L27FnWrFnD4sWLRaURgSAfImI+s5nXX38dZ2dnpk2bxvXr1/Hz82PWrFn2tlqCJ+PWrVt4eXnltRiFClmW+eqrr5g+fTpjxozh3r17VKlShbCwMGrXrp3X4hV4vvjiCz7++GP69u2LLMu0bNmSd999N92+1oLHp2jRoixcuJBPPvmErl274uPjw7vvvmuPvxcIBPkHUWReIBAIBAKBQJBrCLe7QCAQCASFkFatWuHv78+3336b7vz48ePx9/dn1qxZAKxZswZ/f/9Mz+nv7//EfdpzisTERJYtW/bQdSdOnKBHjx6oqsqlS5fw9/dn37596a59lPvt16+fvUtcVnnY9R8877Vr1wgODraXdiyoCOVTIBAIBIJCil6vT7e9qNVqZevWrUjSv92W2rdvz549e3JTvGzlm2++YdGiRZmusVgsjB49mhEjRiDLea8ClSpVij179hAUFJSl9SVLlqRdu3Z89tlnOSxZzpL3Oy8QCAQCQSFGUzVs4UlY/4rHFp6EpuZetFujRo04evQoV69edRj/66+/cHFxsVe7gJSk2dSuXAWRrEQRbtiwAUVR8k3dbUVR8PHxSdMgITNCQkJYv369vX1vQUQonwKBQCAQ5BDWgwkkj7qA6fOrmOffwPT5VZJHXcB6MCFXrh8QEEDp0qXTWD83b95McHCwg+XzQbf7tWvX+O9//0tQUBAtWrTgp59+cjhHUlISY8eOpUmTJtSqVYsXX3yRrVu3AvDpp5/SqVMn+9p79+5RrVo1xo8fbx/btWsXAQEBJCYmomkaCxYsoHXr1gQGBtKlSxc2bNjgcL3IyEgGDRpEUFAQzz33HCNGjODmzZsAzJo1i9mzZ3P58mX8/f0zrK39zTff0KFDh0fZQiDFYtqoUSNmz57tML58+XIaN26MxWIBUlz/I0aMoHbt2jRt2pSwsDC7Urxv3z78/f1ZsGABDRo0oGvXrly4cMHB7W42m5k0aRKNGjWibt26fPHFF6iq6nDNIkWKUL9+/QzDKQoCQvkUCAQCgSAHsB5MwDznOtpdm8O4dteGec71XFNAg4ODHZRPs9nMb7/9lqkSZrVaGThwIHfv3mXp0qVMmzaNBQsWOKyZMWMGp0+fZv78+WzevJlmzZrx9ttvc+nSJVq1akVERIRdOfzrr7/QNM0htnHnzp00atQIFxcXpk2bxvfff8+4cePYuHEjISEhfPDBB/YYzuvXr9OnTx98fX1ZtWoVc+fOJT4+nl69epGYmEhoaCihoaGULFmSPXv2OFh0Uzl//jxnz56lVatWj7yHer2ezp07p1GI169fT+fOne0dDn/55ReKFCnC6tWrGTVqFDNmzGDx4sUOx+zcuZMVK1YwadKkNK7/jz/+mM2bN/PZZ5+xfPlyrly5woEDB9LI06pVK7Zv3/7I95FfEMqnQCAQCATZjKZqWL6/lekay/JbueKCDw4OdnC9//HHHxQpUoTq1atneMzevXs5c+YMn3/+OTVq1CAoKIhPP/3UYc2FCxdwc3OjXLly+Pr68tZbb/H111/j6elJnTp18PT05I8//gDgzz//pE2bNpw/f57r168DKZbP559/nsTERMLCwnjvvfdo2bIl5cqVo3v37vTv398ew7l8+XKKFy/O+PHj8fPzo2bNmkyfPp1bt26xZcsWXF1dcXFxsbuxFUVJc09HjhxBr9en210s1aL64M/99OjRg+joaA4fPgykKLOHDx92KOdVvXp1xo0bh5+fH507dyYkJIRvvvnG4TyhoaFUqFCBatWqOYzHx8ezZs0a3nrrLZo3b07lypWZNGlSuqEQ/v7+3Lx5M004RUFBFJoTCAQCgSCbUSOS01g8H0S7Y0ONSEapmrNNM2rWrImvry9btmxhwIABbN68+aFNDiIiIvD09HTozletWjWHBh+DBg1iyJAhNGrUiKCgIJo0aUKHDh1wd3cHoGnTpvz555+8+OKL7N27l7Fjx3Ls2DH27t1LjRo1uHr1Ki1btuTs2bOYTCbee+89xowZYz+/1WrFbDaTnJzMyZMniYyMTKMQmkwmIiMjs7QPqXWi01NMP/74YwIDA9OMv/DCC/Z/V65cmVq1arFu3TqCgoJYu3YtNWvWdAhVqFOnjsPxAQEBzJ07l9jYWPtYRq11o6Ki0rQ6NhqNaZRUSHG9A9y8eTNdK29+RyifAkE+IiIigq+//pq///6be/fu4eXlRd26dRk8eLCDlaJfv34AfPfdd7ki1y+//EJYWBjLly/P0ev07t2bkJAQgoODc/Q6AkFOo8Vkrng+6ronJdX13qdPH7Zt28bKlSsfekx6CTz3N0cICgpi165d/PHHH+zdu5dVq1Yxa9YsFi5cSKNGjWjVqhWffvoply5d4vLly9StW5eGDRuyb98+bt68SWBgIMWKFePy5csATJ8+nUqVKqW5psFgQFVVGjZsyIQJE9LMpyq7D0OSpDTxk6mUKFEiS+2Eu3fvzrRp0xg7diwbN27k1VdfdZh/0I2uqiqSJNnd8pCiUD4K6TWkSL2P9BTpgoBwuwsE+YQzZ87wn//8hzt37jB27Fi++eYb3n33Xa5cucJ//vMfjhw5Yl87YcKEdD+Ec4I7d+4wceJExo4dm+PXGjt2LB999BG3b9/O8WsJBDmJ5JU1pSCr656UVNf7qlWr8PX1xc/PL9P11atXJzY2ljNnztjHoqKiiIuLs/8+c+ZMDh48SOvWrRk3bhy//PILvr6+/PLLLwA0a9aMmJgYlixZQq1atXB1daVRo0bs27ePnTt30rp1awAqVaqETqfjypUrlC9f3v6za9cuFi1ahCzLVK5cmcjISEqVKmWf9/T0ZNKkSURERAA4JE+lR4kSJYiJiclQAc0KHTt2xGQyERYWxs2bN9NYkE+cOOHw+8GDBylbtmyWWkL7+flhNBo5ePCgfcxqtRIeHp5m7Z07dwAKbHUCoXwKBPmEb7/9Fi8vLxYuXEj79u2pX78+nTt3JiwsDG9vb7766iv72meeeYZnnnkmV+T66quvqFGjBjVr1szxa9WsWZMaNWrw9ddf5/i1BIKcRK7ihFQkc8VS8laQqzjlijzVqlWjfPnyfPnll1nK9m7QoAGBgYG8++67HDlyhOPHjzN69GgHy150dDQTJkxg7969XL58mS1btnDlyhW7a9zd3Z06deqwfPlyGjZsCKSUfrp8+TKHDh3i+eeft6/r1asX06dPZ926dVy8eJG1a9cyZcoUihUrBkCfPn2Ii4vjnXfe4dSpU4SHhzNixAiOHTtG5cqVAXBxceHevXt29/WDBAYGYrPZ0lXmsoq7uztt2rRhzpw5PP/883h6ejrMHzp0iClTphAZGcnKlSv5/vvvef3117N0bhcXF/r27cvMmTPZunUrkZGRTJgwwR4jez8nT56kdOnSFC9e/LHvJS8RyqdAkE+4dSslOeFBV5eLiwtjxoxxcEX369fP7nqfNWsW/v7+6f7c323jwIED9O3bl8DAQOrXr897771nf3rOiDt37rBq1SqHkikAt2/f5v3336dx48YEBQXx8ssvOzyt+/v7s3z5ckaPHk2dOnWoX78+H3/8McnJyUyePJmGDRvSoEEDxo4di8lkcjh3586dWbVq1UNlEwjyM5Isoe9TLNM1+t7FkOTMrXXZSWpnnPbt2z90rSzLzJs3j0qVKhEaGsprr71G+/bt8fb2tq+ZOHEijRo1YtSoUbRt25aZM2cycuRIunTpYl/TqlUrzGazXfksUaIEfn5+VKhQgYoVK9rXjRkzhv79+zNz5kyCg4OZM2cOQ4cOZdiwYQD4+vqydOlSkpKS6NOnD3379kWSJBYvXkzRokWBlPhMHx8fOnfuzMmTJ9Pck6+vL1WqVOGvv/56vA38f7p160ZycjLdunVLM9ezZ0/Onz9P165dmTNnDiNGjEh3XUaMGPF/7d15XNVV/vjxF6sbKO46iKCMYbJJoQhIKFoKsihoIosGrjFoZqL5GPc9lxDFBqU7Ci5pkiC44QSTGVOhqeSgKIgSmhuu+YsGBL5/8OPW9V4UFa46834+Hvfx6H4+53PO+Vz64+05533OBwQFBbFw4UKGDx9OVVWVxuz87777Tjly/DKSs92FeEFs376dBQsWYG1tTUBAAH369KFr164ap5L+uObz6tWrXL16VeX+xo0bOXz4MH//+99xcnLi6NGjhIWF0adPH4KDg7l79y4xMTE0a9aMpKQkGjfWPPqyY8cOFi9ezPfff0+zZs2A6n3s/Pz8KC8vZ/LkyXTo0IGEhASOHj1KUlISlpaWWFlZYWRkxJAhQ/D09CQzM5PExES6dOlC9+7dCQgI4NixY8TFxREVFcW4ceOUbf766684OTkxe/ZsRo4cWV8/rxDPxYMf/h/l20tUko90WulhMKoN+q83e449+9+0a9cuEhIS2Lt371PXkZKSwpo1a8jMzHwupyRdv36dAQMGkJaWVmvy0otOEo6EeEEEBQVx48YNFAoFCxcuBKozGvv27UtoaKjGTEyoPm6tQ4cOyu/79+8nIyODefPm4eTkBMDq1avp0qULGzZsUC5Qt7e3Z8iQIXzxxRcEBwdrrPu7777D0tJSGXgCJCcnU1xcTEpKCt27dwfA0dGRoUOHcvToUeVaMktLS+V79OrVi6SkJMrLy1m1ahX6+vq4ubmRmZnJ8ePHVdps2rQplpaWfPvttxJ8ipee/uvN0HNoWp39fqcCHZPqqXZtjniK3w0bNgyFQkFWVhaurq5P9Gxubi6FhYWsWbOGkJCQ53Y855YtW/Dx8XlpA0+QaXchXijvvfceR44cYfXq1QwfPhwjIyPS0tIYOXKk2kbFmuTm5jJr1ixGjhxJUFAQUH0KSU5ODu7u7lRVVfHgwQMePHigTDqo2YdPk+LiYjp16qRy7dixY3Tq1EkZeEJ19uaBAwcIDAxUXvvjlij6+vq0bNkSGxsblcxNExMTlQSGGqamprWeUCLEy0ZHVwe97k3Q72OEXvcmEng+R/r6+qxYsULjyUGPc/LkSWbPno29vT1jxoxpoB4+2pUrVzh06JDKkqqXkYx8CvGCadGiBd7e3sosytOnTzNjxgxWrVqFr6+vcn+3h924cYOIiAhsbGyYM2eO8vq9e/eorKwkPj5e7YQSePS2H/fv31fL0rxz545yjdWjGBkZqV2rS8ZnTTlNQakQQjwrOzs7du/e/cTPBQcH1zpLpC0dO3ZU7ibwMpPgU4gXwLVr1wgICOC9995jxIgRKvd69OjB1KlT+ctf/kJxcbHG4LOsrIzIyEh0dXVZt26dyp5yzZo1Q0dHh3feeUdjluujAsKWLVuqBYHGxsYaRyVPnDiBkZGRMvP0Wdy7d6/WIFsIIcTLTabdhXgBtGnTBn19fbZv366W/Q1QWFhIo0aNat0Eec6cOZw9e5ZPPvlEJRsVqkcge/ToQWFhIba2tspPt27diI2NVTlr+WF/+tOf1I5vc3R0pLi4mLNnzyqvlZWVMXnyZD7//PMnee1aXblyBVNT03qpSwghxItFgk8hXgB6enrMnz+fc+fOERAQwGeffUZ2djaHDx9m6dKlxMTEEBkZqbanHFTvD5qSksK7775LRUUFJ0+eVH5qthuZNm0a33zzDR988AGHDx8mMzOTcePG8a9//Qtra+ta++Xq6kp+fr7K6Ke/vz9mZma8++677NmzhyNHjjBlyhR+++03ZRb+s/jll18oKCjAzc3tmesSQgjx4pFpdyFeEP369ePzzz9HoVAQFxfHrVu3MDQ0pEePHkRHR6ucMfxHmZmZAHz88cd8/PHHKvdMTU3JzMykb9++KBQKYmNjmTJlCgYGBlhbW7Np0yZ69uxZa5/69++Pvr4+R44cUe4NaGRkxNatW1mxYgVLlizhwYMH2Nvbs2XLFpVzoJ/WkSNHMDAwoF+/fs9clxBCiBeP7PMphHikRYsWUVBQUKds+/oQGhpK9+7dtXKcpxBCCO2TaXchxCNNmjSJM2fO8OOPPzZ4Wzk5OZw9e5YJEyY0eFtCCCGeDxn5FEI81v79+0lMTGTHjh0N2k5gYCAhISHKbaaEEEL895HgUwghhPgv5OHhQWVlJXv37lXbd/fDDz/k8uXLbNmyRSt92b17N7NmzVLZJUOTxMREfvrpJ2bPnq18pjYffPDBM82SeHh4MGzYMOX58U/q2rVrxMbG8tVXX3H79m1MTExwcXEhMjKyXta/a9OmTZv4+eeftbbcSRKOhBBCiAZUVVlFZcFdqu6WodPCEN0/t9DaKUdXrlxh+fLlLF68WCvtPYvi4mI2btyodu76N998o7H8H4/91baysjJGjx5N586diYmJoX379ly5coW1a9cyatQo0tLS1La9e5HVzDgNGjQIR0fHBm9Pgk8hhBCigVScKKHs8/Nwp+z3iyaGGL5tiZ5DmwZv38zMjF27djFo0KAXfvuy2NhYvLy8MDExUbnetm3b59OhR8jKyuLixYvs3LlT2V9TU1PWr1+Pi4sLe/fuZfTo0c+3k0/AwMCA4OBgVq9ezWeffdbg7UnCkRBCCNEAKk6UULbxjGrgCXCnjLKNZ6g4UdLgffD19cXZ2Zk5c+Zw//79Wsvl5+cTERGBk5MTNjY2vPnmm8odLoqLi+nevTuHDx9WeWb27NkEBQUB1SOBK1euxM3NDQcHB95+++1aRyw1uXbtGvv27Xuq9d5VVVV8+umneHp6YmNjw+uvv87EiRMpLi5WlrGysiI6Opr+/fvj6upKYWGh8l55eTnOzs7Exsaq1PvZZ5/h4uJCeXm5Wpu6utXh01dffaVy3djYmNTUVPz8/JTXjh8/TnBwMHZ2dvTr148FCxao/C2uXr3K9OnTcXFxwdraGnd3d6Kjo5Vnz1dUVLBy5Urc3d2xsbFh8ODBagFiSkoKvr6+2NnZ4eHhQVxcnPL5S5cuYWVlxYEDBxgxYgS2trYMGDCApKQklToGDx6s3CO6oUnwKYQQQtSzqsqq6hHPRyjbVUhVZcOmXejo6LBkyRLu3bvHsmXLNJYpLS0lLCyMpk2bsn37dvbt24enpydLly7lzJkzmJmZ0atXL9LS0n7ve1kZ6enpDBs2DIBZs2Zx5MgRVq5cSXJyMp6enkyaNEktOKvN4cOHad68OXZ2dk/8jgkJCWzYsIGoqCjS09P55JNPuHDhAsuXL1cpt3PnTtauXcv69evp2rWr8rqBgQG+vr6kpqaqlN+zZw++vr4qxxXXcHZ2xsbGhpkzZzJo0CDmz5/P3r17uXXrFl26dFEeCJKXl8c777yDq6srqamprFq1itzcXMLDw6lJuZk4cSK3bt1CoVBw8OBBxo0bR1xcnHIP5+3bt3Pw4EGio6NJT08nJCSE+fPnc+zYMQA2b97MnDlzGDlyJKmpqbz//vsoFApWrFih0ufly5czadIkUlJSlP8g+WOA3q5dO3r06KFstyFJ8CmEEELUs8qCu+ojng+7/Z/qcg3M1NSUqKgokpKSOHLkiNr90tJSRo8ezfz587G0tMTc3JzIyEgAZYKQv78/GRkZ/PrrrwD885//pKysDE9PT4qKiti7dy9LliyhT58+WFhYEBYWxpAhQ1AoFHXq48mTJ3nllVc03nNwcND4qTl5rXPnzixfvhwPDw9MTU1xcnLC09NTLbnJz88PW1tbjQdrDB8+nKKiIk6cOAHAxYsXOXHihDK4fpihoSHbt29n5syZNG/enJ07d/LBBx/g5ubGwoULlaOlCoUCZ2dnIiIisLCwwNHRkdWrV5OTk0N2dja//fYbfn5+LFq0iFdffRUzMzNCQ0Np166dsv8//fQTTZs2xczMDFNTU0JCQti0aRNdunShqqqK+Ph4QkJCCA4OxsLCAh8fH6ZMmcLWrVtVTqcLCwtjwIABWFpaMnPmTCorK8nJyVF5LysrK7VrDUHWfAohhBD1rOruYwLPJyz3rAIDA0lPT2fOnDlqCT2tWrUiKCiI/fv3k5eXR1FREWfOnAFQTt0OGjSIhQsXkpGRgY+PD3v27GHgwIEYGRkpA9qH1ziWl5fTvHnzOvWvpKSk1gSdlJQUjddrEo48PDzIyclh7dq1FBUVcf78efLz82nfvr1KeXNz81rb79atG7a2tqSkpODg4EBycjI2NjZYWVnV+kyjRo0IDw8nPDyce/fukZ2dzZ49e9i2bRtNmjQhKiqK06dPU1RUhIODg9rz58+fx8nJiZCQEA4ePEhCQgJFRUXk5eVx/fp15W8fHBzMl19+yRtvvIGNjQ2urq54enrSunVrbt68SUlJCa+//rpK3b169aK8vJzCwkJat24NgKWlpfK+sbExgNqSglatWknwKYQQQryMdFoY1mu5Z1Uz/e7j46M2/V5SUsLbb79Ny5YtGTBgAM7Oztja2uLu7q4s07RpUwYPHkxaWhpubm58/fXXbNiwAUA5fbxt2za1DPSatZF16V9NsPWwRwWNAPHx8axbtw5/f3969+5NaGgoGRkZ7Nu3T6Vc48aNH1lPQEAA0dHR/PWvfyUtLY2xY8fWWnbXrl1UVFQQGBgIQPPmzRk4cCADBw5k6tSpHD58mKioKCorK/Hx8WHSpElqdbRq1YrS0lKCg4MpLS3F09MTPz8/5syZQ3BwsLKchYUFhw4dIjs7m6ysLDIyMoiLi2PZsmW1JpFVVFQAoK//e5hnaKj+/9rDu21WVFTU+W/2LCT4FEIIIeqZ7p9bgInho6feWzaqLqclpqamzJgxg3nz5mFmZkbHjh0BSEtL486dO6SnpyvXN9ZM+f4xOPH39ycsLIzdu3fTunVrnJ2dgepRQ4Dr16/Tr18/Zfno6Gh0dHSYOnXqY/vWvn17Ll68+FTv9be//Y3IyEiVPT8VCoVaYPU43t7eLF++nM2bN3Pjxo1HJj8VFBSQlpaGt7e32h6qRkZGytHGbt26kZ+frxJAFxYWsmLFCqZNm8bFixfJzc0lKyuLNm2qdz+4c+cON2/eVPY/MTGR1q1bM2TIEFxdXZkxYwZhYWHs37+foUOH0rp1a3744QcGDhyobOPYsWMYGBjQuXNn7t6t+9KO27dv065duzqXf1qy5lMIIYSoZzq6Ohi+bfnIMoYjumptv88agYGBuLi4qCSadOjQgdLSUg4cOMDPP//MN998w7Rp04DqxKIavXr1omPHjsTGxuLn56ccIevWrRv9+/dn3rx5ZGRkUFxcjEKhYMOGDZiZmdWpX3Z2duTl5Wkc/bxx44bGT01Q1bFjR7KysigoKKCwsJDo6GgOHTqk0ve6MDY25s0332T9+vUMHDhQmTSkSVhYGLq6uoSGhvLll19y6dIlTp06RVxcHKmpqcqRzvDwcM6cOcPcuXMpKCggJyeH6dOnc+HCBSwsLOjQoQMAqampXL58mWPHjhEREUF5ebmy/zdv3lQuebh8+TJff/01p0+fxsHBAR0dHcLDw9m6dSvbtm2jqKiItLQ0YmNjGTlypHJ6va5yc3Oxt7d/omeehox8CiGEEA1Az6ENhhNeVd/ns2UjDEd01co+n5osXrwYHx8f5ffBgweTm5vLRx99xP379zE1NWXEiBFkZGTw448/MmrUKGXZYcOGERMTw9ChQ1XqjI6OJjo6mnnz5nH37l3MzMxYtGgRAQEBdepT//79mTt3LqdPn8bGxkblXt++fTU+07dvX2VW98KFCwkICKBZs2bY29uzYMEC5s+fz6VLl+jUqVMdf5nq0d20tDT8/f0fWa5Dhw7s2rWL9evXs3TpUm7cuEGjRo2wt7dHoVDQq1cvAHr27Mmnn35KTEwM/v7+NGnShD59+jBz5kwMDQ2xs7Nj1qxZbN68mTVr1tC+fXu8vLzo2LGjcu1lZGQkDx48YNGiRZSUlNC2bVuCgoKYOHEiAOPGjcPQ0JCEhASWLVtGhw4dGD9+/COXDWhy8+ZN8vPz1XYJaAhyvKYQQgjRgJ7nCUcvk6ioKIyNjZk7d+5z60NKSgpr1qwhMzNTK2sfXyTx8fF89dVXbNu2rcHb+t/6ZYUQQggt09HVQe8VE/R7tUPvFRMJPGsRGRnJwYMHuXXrltbbzs3NJS0tjTVr1hASEvI/F3iWlZWxY8eOOq3PrQ//W7+uEEIIIV5I5ubmTJgwQe2kIW04efIks2fPxt7enjFjxmi9/ectMTERd3d35XKBhibT7kIIIYQQQmtk5FMIIYQQQmiNBJ9CCCGEEEJrJPgUQgghhBBaI8GnEEIIIYTQGgk+hRBCCCGE1kjwKYQQQgghtEaCTyGEEEIIoTUSfAohhBD/pSoqKti+fTvDhw/HwcEBR0dHAgMDSU5Opi7bfP/888/s27evXvvk4eHBunXr6rXOp5WYmMjixYsB2L17N1ZWVhrLff/991hZWXHp0qU61WtlZcXu3bufqC+Pal9TvYcOHSIiIuKJ2nhR6D/vDgghhBD/zaoqK6k8X0LV3VJ0WjRB17INOlo4vvHBgwdERERw6tQpIiMjcXV1paKigqysLJYuXUpGRgYxMTHo6enVWsfMmTMxNTVlyJAh9davpKQkGjVqVG/1Pa3i4mI2btzI3r17n3dXAPDy8sLNza3O5d966y0SExNJTU3F19e3AXtW/yT4FEIIIRpIxclLlH1xHO6U/n7RpAmGAa+h17NTg7YdFxfHDz/8wO7duzE3N1det7S0pHfv3gwfPhyFQsGECRMatB8Pa9WqlVbbq01sbCxeXl6YmJg8764A0LhxYxo3bvxEz4SFhbFkyRK8vLzQ1395QjqZdhdCCCEaQMXJS5QpslQDT4A7pZQpsqg4Wbcp3KdRVVXF1q1bGTZsmErgWaN79+74+fmxZcsWKisruXTpElZWVnzyySe4urri4eGBn58f2dnZJCcn4+HhAcDVq1eZPn06Li4uWFtb4+7uTnR0NJWVlUD11LGHhwfJycm8+eab2NjYEBAQwIkTJ5RtPzztvmvXLt566y3s7e0ZP348CoVC2R5onsJ+uI7jx48THByMnZ0d/fr1Y8GCBdy/f7/W3+fatWvs27cPb2/vJ/xlIS8vDysrK44ePapy/f333ycyMlL5vbCwkFGjRmFra4u3tzdZWVnKe+vWrSMwMJBp06bx2muvsWDBArVp96tXr/Luu+/i4OBAv379NC5/cHNz4969e6Snpz/xezxPEnwKIYQQ9ayqsrJ6xPMRyr44TtX/D9rq24ULF7h9+zavvfZarWWcnZ25fv26yjrG1NRUEhISiImJISEhAQcHBzw9PUlKSgJg4sSJ3Lp1C4VCwcGDBxk3bhxxcXFkZmYq67h+/To7duxg5cqV7Ny5E11dXWbOnKlxjWlaWhrz5s0jNDSUlJQUHBwciImJeaJ3zcvL45133sHV1ZXU1FRWrVpFbm4u4eHhta5rPXz4MM2bN8fOzu6J2oLqwL1Hjx6kpKQor/3yyy9kZGTg7++vvJaQkICfnx+pqakMHDiQsWPH8u9//1t5/8SJE7Ru3Zo9e/YwZswYlTYePHjAuHHjuH37Nlu3biU6Opr4+Hi1vhgaGuLi4qLy+78MJPgUQggh6lnl+RL1Ec+H3SmtLtcA7ty5A0DLli1rLVNz79atW8prQUFB/PnPf8bW1hYTExMMDAxo3LgxrVq14rfffsPPz49Fixbx6quvYmZmRmhoKO3atePs2bPKOsrLy5k/fz49e/bE2tqaiRMnUlRUxI0bN9T6kJCQgJeXF6GhoXTp0oWIiAj69u37RO+qUChwdnYmIiICCwsLHB0dWb16NTk5OWRnZ2t85uTJk7zyyisa7zk4OKh9xo8fr1ImICCA9PR0/vOf/wBw4MABjI2NeeONN5RlRo0aRWBgIF26dGHq1Kn07NmTzZs3q9QzZcoUzMzMsLCwULn+7bffkp+fz4oVK7C2tsbBwYFly5Zp7K+VlRU5OTmP+oleOC/PAgEhhBDiJVF19zGB5xOWe1I16xh/+eWXWsvcvXsXUA1QNU3R12jcuDEhISEcPHiQhIQEioqKyMvL4/r168pp9xqWlpbK/zY2Ngaqg9KHFRQUqCXL9O7dm7y8vFr78bDTp09TVFSEg4OD2r3z58/j5OSkdr2kpKTWtad/HNGskZOTQ1RUlPK7j48PH330ERkZGXh5eZGcnIyvr6/KuktHR0eVOuzt7fnuu++U31u3bq38bR527tw5WrRoQefOnZXXXn31VZo0aaJWtlWrVpSUNMw/YhqKBJ9CCCFEPdNpoR4kPEu5J2Vubk7btm3Jzs7mrbfe0ljm+++/p23btnTq1IkrV64APDLhpbS0lODgYEpLS/H09MTPz485c+YQHBysVtbQ0FDtWm1T4A9fr8uzfwxkKysr8fHxYdKkSWrP1RZg6ujoqAXMNTQF4FevXlX53qJFCwYOHEhqaiq2tracOHGChQsXqpTRfWhHg4qKCpV3e1xykabfS1NSUWVlpVpbL7qXq7dCCCHES0DXsg2YPCawNKnedqkh6OnpMXr0aJKSksjPz1e7n5eXR0pKCkFBQY/caumPjhw5Qm5uLlu2bGHKlCl4eXlhZGTEzZs367RnqCY9evTghx9+ULl26tQple8GBgYqI7j3799XWSrQrVs38vPzMTc3V34qKipYtmyZMqh+WPv27VXqeBoBAQFkZWWxZ88ebG1t6datm8r93Nxcle/Hjx9XK1ObHj16cO/ePZW/3YULFzSOZN+6dYu2bds+xRs8PxJ8CiGEEPVMR1cXw4Dak30ADANea9D9PseOHYubmxshISFs27aNoqIiioqK2LZtG2PGjMHJyemx2yw1a9aMy5cvc/XqVTp06ABUJyVdvnyZY8eOERERQXl5OWVlZU/Vx4kTJ/KPf/yD+Ph4Ll68yLZt20hNTVUp4+DgwM6dO8nNzeXcuXPMmDFDZQQwPDycM2fOMHfuXAoKCsjJyWH69OlcuHBBbS1lDTs7O/Ly8mod/awLFxcX2rRpQ3x8vEqiUY3NmzeTnJxMYWEhS5cu5dy5c2prR2vj5OSEvb09M2bM4OTJk5w6dYoPP/xQ4whnbm4uPXv2fOr3eB4k+BRCCCEagF7PThiOdVUfATVpguFY1wbf51NPT4+1a9cyY8YM0tLSCAgIwN/fn7S0NKZPn86GDRseuzdkYGAg586dw9fXF2tra2bNmkViYiKenp7MmjWLXr164e3t/dQJL+7u7qxZs4bdu3fj7e3Nl19+SUBAgEqZ+fPn07ZtWwIDAxk/fjy9e/dWWd/Zs2dPPv30U86dO4e/vz8TJkzAzMyMTZs2aZzCB+jfvz/379/n9OnTT9VvqJ5W9/X1paqqSuMm/BEREWzZsgVfX1+ys7PZuHEjXbp0qXPdGzZsoGvXroSHhzNx4kS8vLzUlhGUl5dz/PhxBgwY8NTv8TzoVD3tWLkQQgghHut5nXD0slq3bh3JyckNvn1QVFQUxsbGzJ0796nrmDVrFuXl5axataoee1Z3+/fvZ/Xq1aSnp8sm80IIIYSopqOri163dug7mqPXrZ0Eni+IyMhIDh48+FRrP7OyskhISGDv3r2MHj26AXpXN4mJiUyePPmlCjxBgk8hhBBC/A8yNzdnwoQJxMbGPvGzX3zxBTExMUyePPmpNqqvDwcOHMDExIShQ4c+l/afhUy7CyGEEEIIrZGRTyGEEEIIoTUSfAohhBBCCK2R4FMIIYQQQmiNBJ9CCCGEEEJrJPgUQgghhBBaI8GnEEIIIYTQGgk+hRBCCCGE1kjwKYQQQgghtEaCTyGEEEIIoTUSfAohhBBCCK2R4FMIIYQQQmiNBJ9CCCGEEEJrJPgUQgghhBBaI8GnEEIIIYTQmv8DKWs0DaNBnXAAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set_theme()\n",
"sns.relplot(data=df, x=\"Size (cm)\", y=\"Weight (g)\", hue=\"Variety\")\n",
"sns.relplot(data=df, x=\"Size (cm)\", y=\"Weight (g)\", hue=\"Variety\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "84984fe1-8a1d-43ec-9dff-44251cb03d76",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dfv = df[df[\"Variety\"] != \"Cara Cara\"]\n",
"sns.relplot(data=dfv, x=\"Size (cm)\", y=\"Weight (g)\", hue=\"Variety\")"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "c707980c-a2ff-4454-ad93-4ae3f7eb9495",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Variety\n",
"Star Ruby 16\n",
"Moro (Blood) 15\n",
"Cara Cara 15\n",
"Navel 14\n",
"Temple 14\n",
"Clementine 11\n",
"Washington Navel 11\n",
"Tangerine 11\n",
"Ortanique (Hybrid) 10\n",
"Ambiance 9\n",
"Satsuma Mandarin 9\n",
"Jaffa 8\n",
"Minneola (Hybrid) 8\n",
"California Valencia 7\n",
"Valencia 7\n",
"Honey Tangerine 6\n",
"Midsweet (Hybrid) 4\n",
"Navel (Late Season) 3\n",
"Hamlin 3\n",
"Murcott (Hybrid) 3\n",
"Clementine (Seedless) 3\n",
"Blood Orange 2\n",
"Navel (Early Season) 1\n",
"Tangelo (Hybrid) 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import sklearn\n",
"from sklearn.model_selection import train_test_split\n",
"df_train, df_test = sklearn.model_selection.train_test_split(df, test_size=50, random_state=1)\n",
"df_train[\"Variety\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "03c5cfbe-26dd-4549-89e1-cecbb8629463",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Variety\n",
"Cara Cara 6\n",
"Minneola (Hybrid) 4\n",
"Satsuma Mandarin 4\n",
"Valencia 4\n",
"Temple 4\n",
"Tangerine 3\n",
"Ortanique (Hybrid) 3\n",
"Washington Navel 3\n",
"Clementine 3\n",
"Jaffa 3\n",
"Ambiance 2\n",
"Star Ruby 2\n",
"Hamlin 2\n",
"Navel 2\n",
"Navel (Early Season) 1\n",
"Clementine (Seedless) 1\n",
"Honey Tangerine 1\n",
"Moro (Blood) 1\n",
"Midsweet (Hybrid) 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_test[\"Variety\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "63bb94e9-1685-4441-ad3a-4b84537f329b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Color\n",
"Deep Orange 67\n",
"Light Orange 58\n",
"Orange-Red 49\n",
"Orange 34\n",
"Yellow-Orange 8\n",
"Name: count, dtype: int64"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import sklearn\n",
"from sklearn.model_selection import train_test_split\n",
"df_train, df_test = train_test_split(df, test_size=0.1, random_state=1, stratify=df[\"Color\"])\n",
"df_train[\"Color\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "a713b480-a260-4ecf-8021-ba42b60e059c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Color\n",
"Deep Orange 8\n",
"Light Orange 6\n",
"Orange-Red 6\n",
"Orange 4\n",
"Yellow-Orange 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_test[\"Color\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "d9ed0c34-df90-4723-bf6b-9d0379d38b62",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(241, 11)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df.dropna()\n",
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "241b2de1-b3e2-473f-905a-54a9f8beac37",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Size (cm) 0\n",
"Weight (g) 0\n",
"Brix (Sweetness) 0\n",
"pH (Acidity) 0\n",
"Softness (1-5) 0\n",
"HarvestTime (days) 0\n",
"Ripeness (1-5) 0\n",
"Color 0\n",
"Variety 0\n",
"Blemishes (Y/N) 0\n",
"Quality (1-5) 0\n",
"dtype: int64"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "f85b1df7-165b-4f48-96f6-7ea0461bf46f",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import MinMaxScaler\n",
"\n",
"numeric_columns = df.select_dtypes(include=['int', 'float']).columns\n",
"scaler = MinMaxScaler(feature_range=(0, 1))\n",
"\n",
"df_scaled = df.copy()\n",
"df_scaled[numeric_columns] = scaler.fit_transform(df[numeric_columns])"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "e6c850eb-97dd-44e1-a257-154b9fdb68ec",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Size (cm) | \n",
" Weight (g) | \n",
" Brix (Sweetness) | \n",
" pH (Acidity) | \n",
" Softness (1-5) | \n",
" HarvestTime (days) | \n",
" Ripeness (1-5) | \n",
" Color | \n",
" Variety | \n",
" Blemishes (Y/N) | \n",
" Quality (1-5) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.375 | \n",
" 0.40 | \n",
" 0.619048 | \n",
" 0.2500 | \n",
" 0.250 | \n",
" 0.285714 | \n",
" 0.750 | \n",
" Orange | \n",
" Valencia | \n",
" N | \n",
" 0.750 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.550 | \n",
" 0.60 | \n",
" 0.476190 | \n",
" 0.3750 | \n",
" 0.500 | \n",
" 0.476190 | \n",
" 0.875 | \n",
" Deep Orange | \n",
" Navel | \n",
" N | \n",
" 0.875 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.200 | \n",
" 0.25 | \n",
" 0.809524 | \n",
" 0.1250 | \n",
" 0.000 | \n",
" 0.142857 | \n",
" 1.000 | \n",
" Light Orange | \n",
" Cara Cara | \n",
" N | \n",
" 1.000 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.750 | \n",
" 0.75 | \n",
" 0.285714 | \n",
" 0.6250 | \n",
" 0.750 | \n",
" 0.809524 | \n",
" 0.625 | \n",
" Orange-Red | \n",
" Blood Orange | \n",
" N | \n",
" 0.625 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.625 | \n",
" 0.55 | \n",
" 0.571429 | \n",
" 0.3125 | \n",
" 0.375 | \n",
" 0.380952 | \n",
" 1.000 | \n",
" Orange | \n",
" Hamlin | \n",
" Y (Minor) | \n",
" 0.875 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Size (cm) Weight (g) Brix (Sweetness) pH (Acidity) Softness (1-5) \\\n",
"0 0.375 0.40 0.619048 0.2500 0.250 \n",
"1 0.550 0.60 0.476190 0.3750 0.500 \n",
"2 0.200 0.25 0.809524 0.1250 0.000 \n",
"3 0.750 0.75 0.285714 0.6250 0.750 \n",
"4 0.625 0.55 0.571429 0.3125 0.375 \n",
"\n",
" HarvestTime (days) Ripeness (1-5) Color Variety \\\n",
"0 0.285714 0.750 Orange Valencia \n",
"1 0.476190 0.875 Deep Orange Navel \n",
"2 0.142857 1.000 Light Orange Cara Cara \n",
"3 0.809524 0.625 Orange-Red Blood Orange \n",
"4 0.380952 1.000 Orange Hamlin \n",
"\n",
" Blemishes (Y/N) Quality (1-5) \n",
"0 N 0.750 \n",
"1 N 0.875 \n",
"2 N 1.000 \n",
"3 N 0.625 \n",
"4 Y (Minor) 0.875 "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_scaled.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "2daba6a5-6ff9-4c02-99cb-75aa437eaa3f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Quality (1-5)\n",
"4.0 76\n",
"5.0 52\n",
"4.5 29\n",
"3.0 26\n",
"3.5 23\n",
"2.0 14\n",
"2.5 12\n",
"1.0 9\n",
"Name: count, dtype: int64"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Quality (1-5)'].value_counts().head(10)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "bd75c6b7-8faf-4a94-af2c-d34161476aa8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Ripeness (1-5)\n",
"5.0 58\n",
"4.0 52\n",
"3.0 46\n",
"2.0 27\n",
"4.5 23\n",
"1.0 17\n",
"3.5 12\n",
"2.5 6\n",
"Name: count, dtype: int64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Ripeness (1-5)'].value_counts().head(10)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "243cfbf0-a108-4459-8bd8-a070fbfa368d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"HarvestTime (days)\n",
"11 23\n",
"15 16\n",
"12 16\n",
"10 15\n",
"22 14\n",
"20 14\n",
"16 13\n",
"17 13\n",
"14 13\n",
"13 13\n",
"Name: count, dtype: int64"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['HarvestTime (days)'].value_counts().head(10)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "a3f0bb30-9f2f-4c47-a5f4-850e91b870c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"HarvestTime (days)\n",
"11 23\n",
"15 16\n",
"12 16\n",
"10 15\n",
"22 14\n",
"20 14\n",
"16 13\n",
"17 13\n",
"14 13\n",
"13 13\n",
"18 12\n",
"23 12\n",
"21 12\n",
"19 12\n",
"25 7\n",
"24 6\n",
"5 6\n",
"9 6\n",
"7 6\n",
"8 5\n",
"6 5\n",
"4 2\n",
"Name: count, dtype: int64"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['HarvestTime (days)'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0996b978-3471-4d87-9319-8956fc96311a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.11.7"
}
},
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"nbformat_minor": 5
}