diff --git a/data/boston_data.csv b/your-code/boston_data.csv
similarity index 100%
rename from data/boston_data.csv
rename to your-code/boston_data.csv
diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 3176602..c3e1d52 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -35,11 +35,261 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0.15876 | \n",
+ " 0.0 | \n",
+ " 10.81 | \n",
+ " 0.0 | \n",
+ " 0.413 | \n",
+ " 5.961 | \n",
+ " 17.5 | \n",
+ " 5.2873 | \n",
+ " 4.0 | \n",
+ " 305.0 | \n",
+ " 19.2 | \n",
+ " 376.94 | \n",
+ " 9.88 | \n",
+ " 21.7 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 0.10328 | \n",
+ " 25.0 | \n",
+ " 5.13 | \n",
+ " 0.0 | \n",
+ " 0.453 | \n",
+ " 5.927 | \n",
+ " 47.2 | \n",
+ " 6.9320 | \n",
+ " 8.0 | \n",
+ " 284.0 | \n",
+ " 19.7 | \n",
+ " 396.90 | \n",
+ " 9.22 | \n",
+ " 19.6 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 0.34940 | \n",
+ " 0.0 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 5.972 | \n",
+ " 76.7 | \n",
+ " 3.1025 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 396.24 | \n",
+ " 9.97 | \n",
+ " 20.3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.73397 | \n",
+ " 0.0 | \n",
+ " 19.58 | \n",
+ " 0.0 | \n",
+ " 0.871 | \n",
+ " 5.597 | \n",
+ " 94.9 | \n",
+ " 1.5257 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 351.85 | \n",
+ " 21.45 | \n",
+ " 15.4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.04337 | \n",
+ " 21.0 | \n",
+ " 5.64 | \n",
+ " 0.0 | \n",
+ " 0.439 | \n",
+ " 6.115 | \n",
+ " 63.0 | \n",
+ " 6.8147 | \n",
+ " 4.0 | \n",
+ " 243.0 | \n",
+ " 16.8 | \n",
+ " 393.97 | \n",
+ " 9.43 | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age dis rad tax \\\n",
+ "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
+ "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n",
+ "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n",
+ "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n",
+ "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n",
+ "\n",
+ " ptratio black lstat medv \n",
+ "0 19.2 376.94 9.88 21.7 \n",
+ "1 19.7 396.90 9.22 19.6 \n",
+ "2 18.4 396.24 9.97 20.3 \n",
+ "3 14.7 351.85 21.45 15.4 \n",
+ "4 16.8 393.97 9.43 20.5 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your code here\n",
+ "data = pd.read_csv(\"boston_data.csv\")\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(404, 14)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim float64\n",
+ "zn float64\n",
+ "indus float64\n",
+ "chas float64\n",
+ "nox float64\n",
+ "rm float64\n",
+ "age float64\n",
+ "dis float64\n",
+ "rad float64\n",
+ "tax float64\n",
+ "ptratio float64\n",
+ "black float64\n",
+ "lstat float64\n",
+ "medv float64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim 0\n",
+ "zn 0\n",
+ "indus 0\n",
+ "chas 0\n",
+ "nox 0\n",
+ "rm 0\n",
+ "age 0\n",
+ "dis 0\n",
+ "rad 0\n",
+ "tax 0\n",
+ "ptratio 0\n",
+ "black 0\n",
+ "lstat 0\n",
+ "medv 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.isnull().sum()"
]
},
{
@@ -51,11 +301,100 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
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yiEMJgLi4OLVq1Urly5fXgw8+qOjoaElSv379NGTIEKcGCAAAAACAI2w21z3uBA4lAF5++WWZTCZFRkbK19c3vb1r165atGiR04IDAAAAAADO4dAeAEuWLNHixYsz3Grg7rvv1rFjx5wSGAAAAAAA2ZHX9wBwNYcqAC5dumR35f8/sbGx8vLyynZQAAAAAADAuRyqAGjSpIlmzZqlt956S5JkMBhktVo1YcIENW/e3KkB3q7aPVqpQf92KhgSoDMHorR0zLc6vnF/pn2L1ymvFiOeUPBd4TL7eOn8iVht/W6ZNnx1dRlDtU5N9PDE/hnGvlf+KVmSUnJsHrcroFs7BfV9TKbQICUfOKbT705X4qbdmfb1rVdVJWePz9B++IFnlHz4hCTJ/9FWCh8/OEOf/VU6yJacd+bt1e4R+XR8XMagIFkij+rS9KlK3b3jxgNMZvl06yWv5vfLGBgka+wZJc6braSlCyVJng0by6dLdxnDi8lgMsly8oQSf/5BySuWuGhGmevV93ENHNRHoWEhith3UCNHvKd/122+Yf97G9XR6HdeVfmK5XT6VIymfThDs76eZ9fn6Wd7qGefx1WseLjOxsXrj9+W6N0xk5WUlCxJGjL8Ob0y/Dm7MTGnY1W9QhPnTzCLTPVby3xfBxn8AmSNOaHkP76W9di+TPt6PvaczLWaZWi3nj6uxI/S/rY9KteTuVlHGYOKSB4essadUuo/C5S67e+cnMZta9ejnR7r/5iCQoN07MAxTR8zXbs3ZP75bvhAQ7Xr0U5lK5eV2dOsYxHHNGfyHG35e0t6n5LlS6rH4B4qV7WcwkqE6fMxn+t/X/3PVdMBAABwGSoA7DmUAJgwYYKaNWumTZs2KTk5WcOGDdPu3bt19uxZrVmzxtkxZlmlhxro/pE9tOjNr3V8U4RqdWuhx78Zps9bDdOFk3EZ+qckJmnTN0sUszdSKYlJKlG3gtq+20cpl5O09fsV6f2uXLisz1q8Yjc2L33593uwicJee0anxkxT4pY9CujaViW+GKvDDw5QavSZG4471PppWS9eTn9uOXve7nVLwiUdbvOMXVte+vLv2bi5Cjz9vC5Nm6zUvbvk9cDDKjRmvM4920vWMzGZjvEbMVqGgEBd+vB9WU5GyRgQIHl4pL9uTUhQ4rzZspyIlC0lRZ717lXBl19Vwvl4pWzZ6KKZ2Wv/6AMaO26ERgwZq43/blWP3l0058fP1bTBw4o6EZ2hf4lSxTT7h880Z9Z8Pf/Mq6pbv6bGTRypuLiz+uO3tFuGdOz8kF4bNViDn39DGzds1V13ldaUae9Kkka9djU5tG/PAXV5pG/6c6vFksOzvTGPqg3l+WBvJS/4QpZj+2Wue7+8e72uxA9flu18bIb+yb9/rZTFc642GI3yeeEDpe5al95kS7yolJU/y3omSrKkyqNCbXl2HCjbxfOyHNzuimndUpOHm+iZUc9o2hvTtGfTHrV9sq3GfjNWA1oO0JmTGT/fVepX0dbVWzVz/ExdunBJ93e5X6NmjNLLHV7W4d2HJUle3l6KjozW6j9W65lRz2Q4BgAAAPInhxIAlStX1o4dO/Tpp5/Kw8NDly5dUseOHfXcc88pPDzc2TFmWf1+bbVt3kptm7tSkrR07GyVbVpNtbq30sr352Xof3r3MZ3efXXPgvMnYlXhgboqUa+iXQJANpsunTmfYXxeEdT7UZ2bv0Tnf1wsSYp5d7oKNK6lwG7tdGbizBuOs8SdkzXh0o0PbLPJEhvv5Gidx/vRLkpaslBJS/6QJF3+YqrMtevJ+8EOuvzNFxn6m2vXk6lKdZ3r+4RsFxMkSdaYU3Z9Undus3t+5bef5NXyAZkqV821BED/557S99/+pO++/UmSNHLEe2rWopF69Xlc746dnKF/z95dFXUiWiNHvCdJOhBxWNVrVtGA53unJwBq162ujf9u1S/z0353JyJP6tefFqpmrap2x0q1WHQmJuOX69xgbvSQUjcvV+qm5ZKk5IUz5XF3dZnqt1bKku8yDki6LFvS1QSXR6W6kncBpW65+tm2HtljNyR13UKZajWVsXTFPJMAeLTfo1oyb4kWz037fE8fM121mtRSux7tNHP8zAz9p4+Zbvf8m/e/UYPWDVS/Vf30BMCBHQd0YMcBSVLv4b1zdgIAAADIMxxKAEhSkSJFNGbMGGfGki1Gs4fCq5bRuk8X2LUf/nunite+O0vHCLunlIrXulurJv5o1+5ZwFvPr/lQBg+jTu85plUTf7RLHOQqs0ne95RT3PQf7Jov/bNVPjUr3XRo6V8/ltHLU0mHIhU3ba4u/2tfOm/09dFdK2ZKHkYl7T2sM1NmKWnvYWfPwDEmk0zlyuvKj/Zf/FK2bJSpUpVMh3jWb6TUg/vl0+kJeTVvLVvSFSX/u0aXv/1KSk7O/DTVa8mjeAmlfv2506eQFWazWdVqVNbUKfYJjVUr1qpO/RqZjqlTr4ZWrVhr17Zy+T96okdHmUwmpaamasP6LXqs68OqUauqtm3ZqZKliqvl/Y31w/f2ZeBly5bU1r0rlZycrC2bdmjc2CmKPHbCqXPMEg+TjEXLKuXvX+2aLQd3yKNkBWWlLsVUp4Wsh3bKdu7GCQ1j2SoyFi6q5EVzbtjHlUxmk8pVLacfptl/vreu3qpKtW/++f6PwWCQTwEfJZxLyIkQAQAA8rQ75fZ8ruJQAmDHjszXWBsMBnl7e6tkyZI33QwwKSlJSUlJdm3Z3TzQN9BPRpOHLsbaX6m/FHteBUP8bzr2hfUfyzcobfzqKT+lVxBIUuyhk1rwyueK2XdcXgV9VLfPA+r10yh98cAIxR89na2YncEUWEgGk4cssefs2i1x8fIoHJjpmNQzZxX9xoe6suugDJ5m+XdooRLfvKvI7sOVuGmXJCnp8HFFD5+kpIijMhb0VWDPDio19wMdaf+8Uo6dzOlp3ZKhkL8MHiZZz521a7edi5cxMCjTMcYi4TJXriolJyvhnTdkKOSvAgNflqFgIV368GrZu8G3gAJnzZfMnpLVokvTpihl26Ycnc+NBAUHyGQy6UyM/RKWMzFxCgktnOmYkNDCmfY3m80KCg5QzOlY/e/nPxVcOEj/WzRbBkNaomHml99r6pQv08ds3bRDg54doUMHjyokpLBeGtpfC5Z8p2YNHlZ8vGsrYgy+fjJ4eMh28Zxdu+3iORkKBtx6vF+APO6uqaQfPsz4opevfF/9XDKZJKtVyQu+lPXQTfaRcKFCQYXkYfLQues+3/Fn4hUYkvnn+3odn+kob19vrf59dQ5ECAAAgDuJQwmAGjVqyGBI20zB9v8plf+eS2lfJrp27arPP/9c3t7eGcaPGzcuQ/XAqFGjZHYkmOtdl+IxGAy3zPrM6jxWnr7eKlaznJoP76qzR09rz29p64RPbj2ok1sPpvc9vilC/f54R3WfaqMlo2c5I2KnsGWYpEFS5hNPPhKl5CNR6c+vbNsnc3iIgvp2VNT/JwCubN+vK9uvbp6YuHmPSv/6kQJ7PKyYt3PnanimMp32Dd5wg1GySRcnvC3b5bSlD5e//EQFR4zVpU8np1cB2BIv69wL/WTw8ZG5ei359hsoy6mTGZYHuNL176/BYLhpOjPT/ro65N776urFIf01YshYbdm8Q2XKltRb415TzOkzmjzhM0nS8r+ufmHcpwPatHGb1m9drC7dHtHnn3zjjGndvgzv943/zq9lqtlMunJJlr2ZLONITlTi1KEyeHnLWLaKPNv2kvXs6QzLA3JTZu9nxs98Rk3bN9WTLz+psf3G6nxc3l3GBAAAkFPYBNCeQ7cB/OWXX3T33Xdr+vTp2r59u7Zt26bp06erQoUK+u677/TVV19p+fLleuONNzIdP2LECJ0/f97uMWLEiGxN5HJ8gqypFhUMCbBr9w0upEuxN/+P7/njZ3Rm/3Ftm7tCG75apCYvdbxxZ5tNJ3ccVlCZItmK11lS4y/IlmqR6bqrgR7BARmqAm4mcds+eZYueuMONpuu7Dwgz9LFHIzUuWwXzstmSc1wtd/gHyjrucz3LbCejZM17kz6l39JshyPlMFolLFwyDUHt8kaHSXL4YO68ssPSl6zSj6dn8yRedzK2bhzSk1NVWiY/dX+wiFBOnMm48aWknQmJjbT/ikpKYo/e06S9OprgzR/3m/67tuftG/PAf35+zKNe2uKXnj5abtk3rUSLydq754IlSlbKvsTu022ywmyWSwy+AXYtRsK+Mt28dZfbE21W6Tt7G9JzeTgNtnOnpI1+qhS1/yu1N3rZW76qJMiz54LZy/IkmrJcLU/oHBAhqqA6zV5uIlenPCixg0cp23/bMu5IAEAAHDHcCgB8M477+jDDz9U3759VbVqVVWrVk19+/bV5MmTNXHiRD355JP6+OOP9csvv2Q63svLS4UKFbJ7ZHcJgDXFouidR1Smsf367zKNq+rE5gNZPo7BIHl43rwWIaxySV2MySOb46Wk6srugyrQsKZdc4FGNZW4dW+WD+NV+S6l3mJOXpXKKjXm7E37uExqqlIPRshcs45ds7lmHaXu3ZX5kL27ZAwqLHn7pLcZixWXzWKRNfbGd0uQwSCD2Sn1KbctJSVFO7btUZNmDe3amzRrqE3/bst0zKYN2zL0b9q8kbZv3a3U1LQvwD6+3rJarXZ9LBZL2lxvkADw9DTr7vJldfr0TX5XOcWSKuvJw/IoV82u2aNcNVkiM7/N53+MZSrLWDhcKf+/eeCtGWTwyJ33+3qpKak6uPOgaja2/3zXbFxTezff+PPdtH1TvTzxZU14YYI2Ls+dzSsBAADyApvN4LLHncChJQA7d+5UqVIZrwKWKlVKO3fulJS2TCA6OuMtynLSv1/+qQ6Tn1X0jiM6seWAaj7RQv5Fg7VlzjJJUrNhXeVXJFALBqeVONfueb8uRMUq9lDamvYSdSuo/tPttOmbq/d8b/xiR0VtPaCzR07Jy89XdXu3VljlUlr85kyXzu1mzn79i4q+P0RXdh1Q4rZ9CujygMzhIYr/Pu3e9iFDnpIpLFjRwyZKkgJ7dVBKVIySDhyTwWySf4cWKvTAfTrx/Nvpxwx+vpuubNun5GMn0/YA6NFe3hXL6vSYabkyx8xc+eUHFRzyulIP7Ffqvt3yeuAheYSEKmHhb5Ik315PyxgcoouT0m5vl7TyL/k83lMFXx6uxNkz0vYA6POskpb+mV7+7935SVkO7JflVJRkMsuzTgN5tWijS59MyrV5fv7JTH38+Xht37ZbmzdsU/enOqtY8XDN+jrtzhavjXxZRYqGatCAtCqaWV/PU5+nu2n0O8M055v5ql2vhp7o8ZgG9rt6K8sli1aq/8Be2rVjb9oSgDIlNez1QVry54r0xMDIt4Zq6aIVOnEiWoULB+ulof3l51dQP163UaCrpKz5XV6dXpA16pAskREy120lg39hpW5I+7yaW3eToVCQkudPtRtnrt1SlsgI2WKOZzimuckjskQdlu3sKcnDJI8KtWSq2UTJv2W8i0Ru+eXLXzRk8hAd2HFA+7bs0wPdHlBI0RAtnJ32+X7q1acUXCRYE19O+3w3bd9UQyYP0eejP9e+rfvSqweSriTpckLaXRFMZpNK3l0y7WdPk4LDglW2clklXkpU9DHX/rsNAAAA13EoAVCxYkW99957mj59ujw9PSWlXal87733VLFiRUlSVFSUwsLCnBdpFuz9fb18AwvqvkGPqmBogM5EnNDcpyboQlTart8FQwPkXzQ4vb/BaFCzV7sqoESIrKlWnYs8rRXj52rLnKtXCr0K+erBcf1UIMRfSQmXdWr3MX3b5S2d3J5HdsOXlLDwb50O8FPh57rJIzRIyRFHdfzpUUo9GSNJMoUEyhx+tcTdYDYr9NW+MoUFy3YlWUkHj+n40yN1adXVje48/AqoyFuD5BESKGvCJV3Zc0jHnhymKzsiXD6/G0levUKXCvnL54meMgYFy3LsiC6MelXWM2mbMxqCgmUMCb064EqiLrwxRAUGvCj/KdNlTbig5NUrdPnbqxvfGby9VWDgyzIWDpEtOUmWE5G6+MHbSl694vrTu8xvvyxSYFCABg97VqFhIdq/94C6d+mvE8fTElehRQqrWPGrt988fixK3bsM0Jh3h+upft10+lSM3nz13fRbAErSlAmfyWaz6dU3XlSR8FCdjY3XkkUr9N7bVzfJCy8apmlffqCg4EDFxZ7Vlk3b9dD9T6Sf19UsO9cq2begzM07ydMvUNbTx3Vl1rvpu/ob/AJl9L9uY0QvX3ncU1/Jf3yd+UE9veXVvp8M/sFSSrKsZ6KU9OPHsuxcm3n/XPD3gr/lF+Cnbi92U1BokI5GHNWoXqMUE5X2+Q4MDVRI0auf77ZPtpXJbNJz7zyn5955Lr196Y9LNXlI2m0jg8KCNHXR1URJpwGd1GlAJ+1Yt0PDuw530cwAAAByns166z7uxGDLyk5S11m7dq3at28vo9GoatWqyWAwaMeOHbJYLPr999/VoEEDffvttzp16pSGDh2a5eO+Uyp31lnnptePzdG+8g/mdhguVzFioeLaNc3tMFwu+I9VCg+onNthuFz0uT269Hrn3A7D5Qq886MeLOl+n++FkQtzOwQAAABJ0sHKbVx2rnJ7FrvsXI5yqAKgYcOGOnr0qGbPnq2IiAjZbDZ16tRJ3bp1k5+fnySpR48eTg0UAAAAAIDbYb1D1ua7ikMJAEkqWLCgmjRpotKlSyv5/9dPr1iRVibdvn1750QHAAAAAACcwqEEwOHDh/Xoo49q586d6fejvnbncIvF4rQAAQAAAABwxJ2yO7+rOHQbwBdffFFlypTR6dOn5evrq127dmnVqlWqU6eOVq5c6eQQAQAAAABAdjlUAbBu3TotX75cISEhMhqN8vDw0H333adx48Zp0KBB2rp1q7PjBAAAAADgttisVABcy6EKAIvFooIFC0qSChcurJMn024LVqpUKe3fv9950QEAAAAAAKdwqAKgSpUq2rFjh8qWLav69evr/fffl6enp6ZPn66yZcs6O0YAAAAAAG7b7d/0Pn9zKAHwxhtv6NKlS5Kkt99+Ww899JAaN26s4OBgzZs3z6kBAgAAAACA7HMoAdCmTZv0n8uWLas9e/bo7NmzCgwMtLsbAAAAAAAAuYU9AOw5lADITFBQkLMOBQAAAAAAnMyhTQABAAAAAMCdxWkVAAAAAAAA5CVWG0sArkUFAAAAAAAAboAKAAAAAABAvmSjAsAOFQAAAAAAALgBKgAAAAAAAPmSzZbbEeQtVAAAAAAAAOAGqAAAAAAAAORL3AXAHhUAAAAAAAC4ASoAAAAAAAD5EncBsEcFAAAAAAAAboAKAAAAAABAvsRdAOxRAQAAAAAAgBugAgAAAAAAkC9xFwB7VAAAAAAAAOAGDDYbqyIAAAAAAPnPxmKPuuxcdaN+cdm5HJWnlgB8WLJ7bofgci9Gzta5J5rndhguF/D9CiW89HBuh+FyflMWqExw9dwOw+WOxG3X5Ql9cjsMl/MdOkONi7XM7TBcbnXUMl0a+Xhuh+FyBcbOze0QAAAAbipPJQAAAAAAAHAW9gCwxx4AAAAAAAC4ASoAAAAAAAD5Ehve2aMCAAAAAAAAN0ACAAAAAAAAN8ASAAAAAABAvsQmgPaoAAAAAAAAwA1QAQAAAAAAyJdsVADYoQIAAAAAAAA3QAUAAAAAACBfsuZ2AHkMFQAAAAAAALgBKgAAAAAAAPmSTewBcC0qAAAAAAAAcANUAAAAAAAA8iWrLbcjyFuoAAAAAAAAwA1QAQAAAAAAyJes7AFghwoAAAAAAADcABUAAAAAAIB8ibsA2KMCAAAAAAAAN0AFAAAAAAAgX7LmdgB5DBUAAAAAAAC4ASoAAAAAAAD5EnsA2HNKBYDFYtG2bdsUHx/vjMMBAAAAAAAncygB8NJLL+mrr76SlPblv2nTpqpVq5ZKlCihlStXOjM+AAAAAADgBA4tAZg/f766d+8uSVqwYIGOHDmiffv2adasWXr99de1Zs0apwZ5O6r1aKVa/R9UgdAAxR2I0t9jZuvkhv2Z9i1at7wajXhcgXeFy+zjpQsnYrVrznJt/WqRXb8afduoWvdW8isWrMSzCTq4cIPWjP9BlqQUV0wpSzzv7yCvh7rKGBAsy4mjSpw1VZb9O288wGSWd8ee8ryvlQwBQbKePaOkX+coeeWf6V0MvgXk3bWfzHUby1DAT9Yz0Uqc/alSt/3rghk5ztzoQXm26ChDoUBZT0Uq6ZcvZDm8J9O+3t1ekrleywztluhIXR7/XE6H6lTd+3TRM88/pdCwworYd0hvvf6+Nq7fmmnfkLDCen3sEFWtUVmly5bUzOnf6a3XJ7g44ttnqtFcproPyFAwQLbYKCUv/17WqAOZ9vVs20emKvdlaLfGRunK129ebfDykbnxYzLdXUvyLiDb+TNKXjFP1iM3+fy42CO92uuJAV0UHBqsoxFH9dGoadqxIfP4gkOD9NzIAapQrbyKlymm+TN+0cejpmXo17lfRz3Ss73CiobqXPx5rfrjb30+7ksl56F/10x175f5vodlKBgg65kTSv5zlqzH9mXa1/PRZ2Wu2TRDuzXmuBKnDpUkeVSqK3OTR2QMKiJ5eMgad0qpa/9Q6vbVOToPAACQe9gE0J5DCYDY2FgVKVJEkrRw4UJ17txZ5cuXV9++ffXRRx85NcDbcffD9dVkVHeteGOmTm6KUNUnW6jDN0M1u+WrSjgZl6F/yuUkbZ+5VLH7IpVyOUlF61ZQy3G9lZKYpF3frZAkVXikoRq92lV/Df1CJzcfUGCZIrp/Un9J0t9j57h0fjdibtBcPj2fU+KMKUrdv0terR5WweHjdeGVp2SLi8l0TIEXR8ngH6jL0yfIeipKBv9AyehxtYOHSQVe+0C2C+d0acpoWc+ekTE4RLbERBfNyjGmmvfJ69F+Spr/mSxH9sjc8AH59B+tS+Oek+3cmQz9r/w8XUkLZl5tMHqowLCPlLr9H9cF7QTtHmmjN98ZppFD39GmDdvUrVcnfT1vmlo3fFQno05l6O/p6amzcfH6ZNIX6jOgRy5EfPs8KtSVucUTSl76raxRB2Wq3kxenV7WlRlvyJZwNkP/5GXfK/nv+enPDQYPeT81Rpb9m652MnrIq/Mr0uULSvptmmwJ8TL4BcmWfMUVU8qSFu2badDogZr02kfauXGX2vd4SBNmj1OPZn0UczLj59vsada5uPOa9dEcdXn6sUyPef+jLdV/xNN6b8gE7dq0WyXKFtdrk4dJkj4e/WmOzierPKrcK8+2vZT8+1eyRO6XuW4reXcfrsSpQ2Q7n/Hf8+SFM5Wy9LurDUYP+Qwcr9TdVxOWtsRLSvn7V1nPREkWizwq1JLnIwNku3ReloM7XDEtAACAXOXQEoCwsDDt2bNHFotFixYtUqtWrSRJly9floeHxy1G55xa/dpq97yV2j13peIPntTfY2br4sk4Ve2R8QqvJJ3ZfUwRv63T2YgoJZyI1f5f1ujYqp0qWq9Cep/wWuUUvfmA9v9vnRJOxCpy9S5F/G+dQquVddW0bsmrXWclr1io5BULZT0ZqcRZn8gaFyOv+9tn2t9Uva5Mlarr0vjhSt21RdbY07Ic2ifLgd3pfTybt5WhoJ8uTXxDlohdssWelmX/LlkjD7lqWg7xbPaIUv5dqpT1S2Q9fUJJv3wp67lYme9rm/mAK5dlSziX/vAoebfkU1Ap//7l2sCzqd/AHvphzi+aN/sXHYo4orden6Dok6f0ZJ8umfaPOn5SY197Xz/P+10JFxJcHK1jTHXaKHXnall2rpbtbLRSVnwvW8JZmWo0z3xAcqJ06UL6w1iktOTtq9RdV5M7pqqNZfApoKRfp8oadVC2C3GyRh2Q7cxx10wqC7o+3Ul/zP1Tv3+/UMcORurjUdMUczJGj/Z8ONP+p06c1kejPtHi+Ut16cKlTPvcU7uydm3apb9+Xa5TJ05r49+b9df/VqhCtQqZ9s8N5obtlLplhVK3rJAt9qSS/5wl24U4meren/mApETZLp5PfxiLlpW8Cyh1y8r0Ltaje2TZu1G22JOyxZ9W6vo/ZT0dKWPJiq6ZFAAAcDmrCx93AocSAL1791aXLl1UpUoVGQwG3X9/2n/I/v33X1WsmDv/kTKaPRRatYwi/95l135s9S6F1747S8cIuaeUwmvfraj1V0tMT26MUGiV0gqrnvaFv1DJEJVuXl1Hl29zWuzZ4mGSR5nySt2xya45dccmmcpXyXSIuXYjpR7eL6+HH1ehT36Q36RZ8n5ygGT2vNqnVkNZDuyRT++XVOizn+T3/gx5dXhSMuThO0d6mGQsXk6WffZl75Z9W+VRulKWDmGuf78sEdtli89YLZBXmc0mValeSatXrLNrX71inWrXrZ5LUTmZ0UPGIqVkPbrbrtlydLeMxcpl6RCmqo1lPbZHtgtXrx57lKsh68lD8mzVXT4DJ8v7qbEy1W8nGfLGbrEms0nlq5XXhlX2n++NqzarSp17HD7uzg27VL5qeVWqkfaFP7xkuBq0qKd1y9ZnK16n8fCQMbyMLIfsr8pbDu6QR8nyWTqEqXZzWQ/vku187A37GMtWkbFwuCzH9mYrXAAAgDuFQ0sARo8erSpVquj48ePq3LmzvLy8JEkeHh4aPnz4LccnJSUpKSnJru2/YzjKJ8hPRpOHLseet2tPPHNeBUICbjq2z78fpY//d/LP2j13ZfprEQvWyyfYT51/GikZJA+zSTtm/aVN0xZkK15nMRTyl8HDQ9bz9ndgsJ6Pl8k/MNMxxtBwmSpUlVKSdWnSSBn8/OXb5yUZChZS4ufv/3+fojKGFFHymr90afwIGYsUk0/vFyUPDyX9PCvH5+UIQ4FCab+LhHN27baEczIWCrj1+EKB8qhUW1e+/SBnAswhgcGBMplMio2xL4uOPROnkLDCuRSVcxl8/GQwesh2yf7zbbt0QYYC/rc+QAF/GctWVfLv0+2P6x8iY8lKsuxZrys/TZExMEyerbpLRqNS1+X+Z9w/yF8mk4fiY+0/3/Gx8QoKDXL4uMt+W6GAYH998suHMhgMMplN+uWb/2nOJ3OzG7JTGHzTPsu2i9e/3+dlKBhw6/EFA+RRroaS5n+c8UUvH/m+8qlkMklWq5J/nyHrobyz3wMAAHAubgNoz6EEgCR16tQpQ1uvXr2yNHbcuHEaM2aMXduoUaOU+dfV22Oz2ewbDJm0XWd+p7dk9vVSkVrl1Gh4V507eloRv6VdTS3WoJLqPt9BK96YqVNbDyqgdBE1Hd1dl2Ie0YaPfnVCxM6Scd7XN119Le3FS1PfkRLTSoQTv50m35dGK3HGFCklWTIaZLsQr8QvJko2qyxHImQMLCyvh7rm2QTAVdf/Lgy6xZ+AJMlcr6VsiZeUujOPXAW9Tdf/nRsMhlv+7d/xDAZl5c01VWkkXbksy4EtGcbbLl9Q8pKZks0my+ljSikYIHPdB/JEAuA/GaaYhX/XbqbGvdXVY9CTmvTaR9qzda+KlS6qF8c+p7iYs/pmyuzsBetUmcwxK+93zabSlUuy7NuY8cXkK0r89FUZPL1lLFtFng/0kDU+RtajmW8UCgAAkJ9kOQHw0Ucf6ZlnnpG3t/ctN/obNGjQTV8fMWKEBg8ebNfm5eWlz2b0zWo4GSSeTZA11ZLhar9PYf8MVQHXu3A8rdw7bv8J+Rb2V4OXO6YnAO59pZP2/bwmvSogbv8JmXy91PK9Ptrw8f+y9J/RnGS7cF42i0VG/yBZrmk3FgqU7UJ85mPOnZX1bGz6l39JskQdk8FolDE4RNZTUWl9UlMlm9WujzEwWPIwSZbUnJqSw2yXLqT9LvwC7dbgGAr6y3ZdVUBmzPXvV+qmFXlybjcTHxev1NTUDFf7gwsHZagKuFPZEhNks1oyXO03+PrJdvnCLcebqjZW6p51ktVi1267dD6t7ZrPsTUuOu0qs9EjQ39XO3/2vFJTLQoKsU+PBgYHKv5M5p/vrOg3tLeW/LRUv3+/UJJ0eN8R+fj6aOj7L2vWh3NyPXFku5z2Wb7+ar+hgH+GKpDMmGo1S9vI05LJ+2ezyXb2tGySrKeOyRhSTOYmHZREAgAAgHzJSgGAnSwnACZPnqwnn3xS3t7emjx58g37GQyGWyYAvLy8sl3yfz1rikUxO4+oZOMqOrT46nrZko2r6PCSzVk+jsFgkIfn1V+LycdTNpv9lg42i1UGgyGrFx9zliVVliMRMlWro5RN125uVlspmzO/HWPq/l0y128qeXlLSWm7nRvDS8hmtcgadya9j2ejlnZXWI3hJWSNj827X5AtqbKeOCiPCjXtruJ7VKih1F03v3WhR7kqMoYUVcr6JTkdpdOlpKRq1/a9uq9ZAy35Y3l6+33NGmjpnytzLzBnslrSvqyVqmx3Fd+j1D2yHMz8Vof/MZaoIGNgmJJ2ZrzVmzXqgDwqNdC1JTPGwDBZL57L9S//kpSakqqIHRGq26S2Vi+6+nmu26S2/lns+O1WvX28ZLXa/+NlsVhkkCFvVI5YLLJGH5HHXVVl2Xv1Kr7HXVWVum/TTQZKxtKVZQwO15UtE7N4MoMMHuZsBAsAAHDnyHIC4MiRI5n+nJds+fJPtZn8rE7vOKzoLQdVtVtz+RUN1s7ZyyRJDV/tooJFArXk5c8lSdV6tlLCyTjFHzwpSSpat4JqPfOgts+8+iXwyF9bVbNfW53ZdUynth1SQOkw3ftKJx1eukU2a25/+0+T9MeP8n1uhCyH9ys1Yrc8Wz4kY+EwJf2VVsLs/Xg/GQNDdPnTcZKk5DV/ybtjD/kOeFVX5s+Uwc9fPk/2V/LKP9PK/yUlLf2fvNo8Kp9ezytp0S8yhheX9yPdlLTo51ybZ1Ykr/xV3k8OluX4AVmP7pP53gdkDAxRypo/JUmeD/WU0T9YV+bYJ7HM9VvLcnSfrKcicyPsbPty2rea9Ok72rl1j7Zs2q4nej6mosXC9d3XP0qShr45SEXCQzVk4BvpYypVSdsAzregr4KCA1WpSgWlpKTo4P7DuTKHW0ndtFie7Z6W9dRRWU8ekql6UxkKBSl1+0pJkrnxYzL4BSp54Zd240xVG8ty8pBssVEZj7lthUy1Wsnc8gmlblkmQ2CYzA3aKWXLMldMKUvmfTFfb3w4XPu2R2j35j1q372dQouF6tdv0z7f/Yf3VeHwwnrnxfHpY8rdc5ckyaeAjwKC/FXunruUmpyqoweOSZLWLF2nrs900oFdB/9/CUAx9RvaW/8sXSurNW/sYZuy9g95dXxO1qjDshyPkLlOKxn8Cyt1Y9odOsytHpehUJCSf55mN85cq7ksxw/IFnMiwzHNjTvIcvKwbGdPp22gWr6GTDUaK3nBVy6ZEwAAcD0rewDYyXIC4PqS/RsxGAyaODGrV16c68CCf+UT4Kf6Lz4q39AAxUWc0P96TVBCVFoZdIHQAPkVvVombTAa1PDVLvIvESJrqlXnj8VozXvztHPO1auoGz76VbLZdO/QzipYJFCJcRd0+K+tWjvhR1dP74ZS1q9Qol8heXfsKUNAkCzHj+ri+OGyxZ6WJBkDgmUsHHp1QNIVXXz3Ffk8NUh+73wm28ULSl6/UlfmXf1PsO3sGV0cN1Q+PZ6T3/ivZI0/o6Q/f1bSb9+7enq3JXXrP0ryLSSvNmlfDqzRx5T4+Zj0Xf2NhYJkCAyxH+TtK1P1hkr6eXomR7wz/PHrYgUG+WvQ0GcUEhaiiL0H1efx5xR1IlqSFBpWWEWLFbEbs3DVD+k/V6txjx7p3E4nIqPUuOaDLo09qyz7NyrFp6DMDdunlYLHRinppynpu/obCvrL4HfdxniePvIoX1vJyzP/u7UlxCvpx4kyN39c3k+Nle1ivFI2/6XUDQtzejpZtvy3lSoUWEhPvdxDwaFBOrL/qIb1GKHTUTGSpOCwYIUVDbUb8/WSq3/LFatXUOuOrRR9/JS6NHhSkjTrw9my2WzqN6y3QooU1rmz57Rm6Xp9MT7vfBG27FqnZJ+CMjd7TJ5+AbLGHNeV2e+l7+pv8AuU0f+6TS69fORRuZ6S//wm84N6esnroT4yFAqWUpJljT2ppJ8+kWXXusz7AwAA5DMGWxZrPZs3t7/X9ubNm2WxWFShQtpVxIiICHl4eKh27dpavnx5Zoe4pQ9Ldndo3J3sxcjZOvfEDe5jno8FfL9CCS9lfh/z/MxvygKVCc4nt+a7DUfituvyhD65HYbL+Q6docbFWuZ2GC63OmqZLo18PLfDcLkCY/PGXRQAAMBVvxbp5rJzPXLqO5edy1FZrgBYsWJF+s+TJk2Sn5+fvvnmGwUGpm1OFR8fr969e6tx48bOjxIAAAAAAGSL0ZFBEydO1Lhx49K//EtSYGCg3n777Vwr/wcAAAAA4FpWFz7uBA4lAC5cuKDTp09naI+JiVFCQkK2gwIAAAAAAM6V5SUA13r00UfVu3dvTZw4UQ0aNJAkrV+/XkOHDlXHjh2dGiAAAAAAAI6wGrgLwLUcSgB89tlneuWVV9S9e3elpKSkHchkUt++fTVhwgSnBggAAAAAALLPoQSAr6+vpk2bpgkTJujQoUOy2WwqV66cChQo4Oz4AAAAAABwSJZueedGHEoA/KdAgQKqVq2as2IBAAAAAAA5JFsJAAAAAAAA8qo7ZXd+V3HoLgAAAAAAAODOQgIAAAAAAAA3wBIAAAAAAEC+ZOUugHaoAAAAAAAAwA1QAQAAAAAAyJesogTgWlQAAAAAAADgBqgAAAAAAADkS7bcDiCPoQIAAAAAAAA3QAUAAAAAACBf4i4A9qgAAAAAAADADVABAAAAAADIl6y5HUAeQwUAAAAAAABugAoAAAAAAEC+xF0A7FEBAAAAAABALpg2bZrKlCkjb29v1a5dW6tXr87SuDVr1shkMqlGjRq3dT4SAAAAAACAfMlqcN3jds2bN08vvfSSXn/9dW3dulWNGzdW27ZtFRkZedNx58+fV8+ePdWyZcvbPicJAAAAAAAAXGzSpEnq27ev+vXrp0qVKmnKlCkqUaKEPv3005uO69+/v7p166Z77733ts9JAgAAAAAAkC9ZXfhISkrShQsX7B5JSUmZxpWcnKzNmzerdevWdu2tW7fW2rVrbzifr7/+WocOHdKoUaNu/5ehPLYJ4IuRs3M7hFwR8P2K3A4hV/hNWZDbIeSKI3HbczuEXOE7dEZuh5ArVkcty+0QckWBsXNzOwQAAACXGjdunMaMGWPXNmrUKI0ePTpD39jYWFksFoWFhdm1h4WF6dSpU5ke/8CBAxo+fLhWr14tk8mxr/J5KgFwqkmz3A7B5Yr8vVKvlH4it8NwuQ+Ofq+Ylk1zOwyXC122SibPYrkdhsulJkfpdHP3e7/DVqxSo2ItcjsMl1sTtVxLwh7P7TBcrvXpuVpftGNuh+FyDU7+nNshAABwQ1YXnmvEiBEaPHiwXZuXl9dNxxgM9psH2Gy2DG2SZLFY1K1bN40ZM0bly5d3OMY8lQAAAAAAAOBO5OXldcsv/P8pXLiwPDw8Mlztj4mJyVAVIEkJCQnatGmTtm7dqueff16SZLVaZbPZZDKZtGTJErVocesLT+wBAAAAAACAC3l6eqp27dpaunSpXfvSpUvVsGHDDP0LFSqknTt3atu2bemPAQMGqEKFCtq2bZvq16+fpfNSAQAAAAAAyJdsDtyez1UGDx6sHj16qE6dOrr33ns1ffp0RUZGasCAAZLSlhRERUVp1qxZMhqNqlKlit340NBQeXt7Z2i/GRIAAAAAAAC4WNeuXRUXF6exY8cqOjpaVapU0cKFC1WqVClJUnR0tCIjI516ThIAAAAAAIB8yZWbADpi4MCBGjhwYKavzZw586ZjR48enekdBm6GPQAAAAAAAHADVAAAAAAAAPKlvF4B4GpUAAAAAAAA4AaoAAAAAAAA5Eu23A4gj6ECAAAAAAAAN0AFAAAAAAAgX7IacjuCvIUKAAAAAAAA3AAVAAAAAACAfIm7ANijAgAAAAAAADdABQAAAAAAIF+iAsAeFQAAAAAAALgBKgAAAAAAAPmSLbcDyGOoAAAAAAAAwA1QAQAAAAAAyJeshtyOIG+hAgAAAAAAADdABQAAAAAAIF/iLgD2qAAAAAAAAMANkAAAAAAAAMANZHkJQGBgoAyGrO2gcPbsWYcDAgAAAADAGbgNoL0sJwCmTJmS/nNcXJzefvtttWnTRvfee68kad26dVq8eLHefPNNpweZXT6PdFCBJx6XR1CwUo8e0YWPpyplx84bDzCbVbBXT/m0vl/GoCBZzpzRpW9nK3Hhn64L+jY17H6/mvV/SH6hATodcUL/GztLRzbuz7Rv6ToV1G74Ewq9q6g8fbwUH3VG675bptVfXZ1f2N3F1WZwJxWvWlZBxUP0v7GztHpG3pu/T/tH5NvlcRmDg5R69KguTpuqlJ07bjzAbFaBHr3k3ep+GQODZI09o0tzZuvKooWSJO8HH5J36zYylS4jSUqN2K+LX32h1P37XDGdGxrQv5eGDB6g8PBQ7d4ToSFDRumfNRtu2L9J4waaMGGU7qlcXidPntYHEz/V9C++TX+9b59u6tG9k+65p4IkacuWnXrjzfe0cdO29D79n+mp/v17qHSpEpKkPXsi9PY7k7Vo8YqcmWQW+HR4RAW6Xn2/E6Zm4f3u2Us+ra75LM+ZrSt/pr3fHqVLq2DvPjKXLy+PIuFKmPqxLv8030WzybpHe7VXtwFdFRwarCMRR/XRqE+0fUPm/4YFhwbp+ZHPqmK18ipeppjmz/hFH476xK7Pxz9OUq2GNTKMXbtsvYb2fC0npuCQEk/dr9LPPSzP0ABd2n9C+96cpXP/3vqzGFC3vOr8OkoX9x3X+pbD09vr/DxSQY0qZ+h/ZukWbe3+vlNjd7awXg8o/NkO8gwN1OWI4zo2coYSNuzNtG+he+9R5Z/eytC+rckLunIwKqdDBQAAeViWEwC9evVK//mxxx7T2LFj9fzzz6e3DRo0SFOnTtVff/2ll19+2blRZoN3i+Yq9MLzujBpipJ37ZRv+/YKfP99xfbsJWtMTKZjAsaMkjEwSOfHT5AlKkrGwADJw8O1gd+G6g81UPuRPfXzmzN0dNN+NXiylfrNHK4J97+icyfjMvRPTkzSmllLFL03UsmJV1SmTkV1erevki8n6d/vl0uSPH08dTYyRjsW/qv2b/Zw9ZSyxKtZcxUc+LwSPpqslF27/o+9uw5v6nrjAP5NmjR1N9yd4u5SYDjDpdjQwZDijKETBmzYDx3OYMgYw8ZwilspUFqoU3f3Nknz+6OskCaFalro98OT5ykn5968b0+kOfe950K3X38Yr12HmK9yH1vj5asgNDVFwi/rs8bWxERpbLUbN0H6jetIcnOFIiMDeiNGwWT9L4iZNAGZUVEaykzZsGEDsPHXVfhm1re4/+AJpkweiwvnj8C2cRcEBoao9K9atRLOn/sde/f9gfETZqFd25bY9r+fEBkVjb//zvri27lzWxw/cRYPHjohLS0NC+bPwL8X/0CjJt0QEhIGAAgODsWyZWvh7eMHABg3dhhO/7UfLVr1wqtXnhrL/z+Srl1hOPMbJG7ehAxXV+j27w+TdesQPeED473y7XhvWA/Z29ey4L3xFkh0IA8JQZqjIwxnfqN2HyWt+4AumLNqJn79dgtcnrhi0Nj++OXIz7DvMhHhIap5i7XFiIuOw6GtRzBiylC1+/x2ykqIxe/e/o1NjXHw6h7cvHCr2PLIL+uBbVHn+/F4vWQf4h57oOI4OzQ7tgT3O85HWrDq+9p/RIa6aLhtJmLuuELb0ljpvudf/Qrhe3mLzQzR9sY6hJ9/VGx5FAXzAe1RZfVEvPl2DxIfv4b12F6oe/Q7vOgyBxnBub8vPe8wE/LE1Oz/S6MTNBEuERFRqZLJGgAlBVoD4PLly/jiiy9U2nv16oVr164VOqiipDd8GFL/uYjUf/6B3D8Aif/bhszICOgNGqi2v3arVtBu3ASxixYj4+lTyMPCIH3tDqmrm4Yjz7vOk/vi8cmbeHziJiJ8QnBuzWHEhUajrX0Ptf1D3Pzw/Nx9hHsFITYoCs5n7sLjtguqt6yb3SfQxRcX1v6B5+cfQJYh01Qq+aI3dDhS/72ItIv/QB7gj6Qd25AZEQnd/rmMbctWEDdujLhvF0Pq/BSZ4WGQebhD9urd2Cas/QGp585A5uMNeWAAEjduAARCaDdtrqm0VDjMmYL9B45j/4FjcHf3xvwFKxEYFILp08ap7T9t6lgEBAZj/oKVcHf3xv4Dx3Dg4AnMd5ie3Wfc+FnYtfsQXrxwg4eHD6ZNXwihUIhu3Tpk97nwz1X8e+kGvLx84eXli+Ur1iEpKRmtWzUr9pzV0R82HKkXLyL1v/HenjXeegNyH2/txo0Rt2QxMv4bb3d3SN3ejbfMwx1Ju3ch/eYNQJqhqVTyZcSUYbhw/F+cP3YR/t4B2LJyOyJCIvDluAFq+4cFhWPLyu24dOoqkhKS1fZJjEtETGRs9q1lp+ZIT03DjfOlZwKg6vS+CP7jJoKP3kSyVwg8lh9GWnA0Kk5Q/772n3q/TEHo6XuId/JSuU8Wl4yMyPjsm3lnW2SmpiP8/MPiSqNIlJvaH5HHriPyj2tI8w6G/8r9yAiJhvW4Xh/cThoVD2lkXPYNmVwHmYiIqKwr0ASAubk5/v77b5X2M2fOwNzcvNBBFRmRCOLadZD+5IlSc/qTJ9Bu2EDtJjrt20Hq4QH90aNg+defsDj6OwxnfA1oa2si4nzTEmuhQsNq8LyjXAbteccFVZvXztM+yjeoiirNa8Pnkfpy0lJJJIKodm1kOCmPbcbTJxA3aKh2E+227SHz8IDeiFEwP3EKZoeOwGDah8dWIJFAIBIhM7FkjpyJxWI0a9YIV68pfzG7evUW2rZpoXabNq2b4+pV5f5XrjqiefNGEInUF/3o6elCLBYhNiZO7f1CoRDDhw+Avr4eHj56mv9ECiu38XZ6AnFD9eMtad8+67U8chQsTp6C+eEjMJheel/L6ojEItRpVBuPbzkptT++5YSGLdS/hxVEv5G9ce3sTaSlphXZPgtDINaCYaNqiHZUfl+LvuUCkxa5v6+VH9kZelWs4ftL3k7jqDC6K8LOPIA8Jb1Q8RYngVgE/UY1EHfrhVJ73K3nMGxRN5etsthe+RXNnu1DvROrYNRO/euEiIjoc5epwdunIM+nALxv9erVmDRpEhwdHbPXAHj48CEuXbqEvXv3fnT79PR0pKcr/8ElkUgKEsoHCY2NIRBpITM2Vqk9MyYWQjMztdtolS8PbVtbKDIyEPfdcgiMjWHs4ACBoSES1pW+c0T1TY2gJdJCYmS8UntiZDwMLYxz2SrLdw+2wcDMCEKRFq5sPoXHJ0ru3O78EhobQ6AlQmas8oKTmbEfGNty5SC2tYVCmoH4Fd9BaGwMwzkOEBgaIfGXdWq30Z8yDfKoSGQ8LYEvvQAsLMwgEokQEa5c5hsREQVrGyu121jbWCEiIkf/8CiIxWJYWJghLEy1bPynH79FcHAYrl2/o9TesGFd3L19Djo6EiQlJWPosMl4/Vr1yGpxy2285bGx0DbNfby1bW2BjAzEvR1vo7kOEBoZIWG9+vEubUzMjCESaSEmSvk9LDYqFuZW6vPOr3pN6qJGvepYu+CXItlfUdB++76UnuN9LSMyHhIrE7Xb6FWzQa3vRuHJgNVQyD/+EWzUtAYM61WGm8Puogi52IjMDCEQaUEaFafULo2MhziX30VGRCx8F+xA0ktfCLVFsBjSBfVOrsKrISuQ+OhV8QdNREREpVaBJgAmTJiAevXqYevWrTh9+jQUCgXq16+Pe/fuoXXr1h/dfu3atVi9erVS28qVKzE9l/6Fpshx3odAkPtykEIBAAXiv/8BiuSs8tmE7dthsmY1EjZtBjJKZ5lwTllXbPjw+S47hq2Gtr4OqjSthT6LRyLKPxzPz93XTIDFKed4vyUQCgEFkPDTu7FN2rkdRivXIHHrJpWx1RsxCjpduyN2/pwSLw9X5MhJIBCotH24v/p2AFgw/2uMHDEQ3XsMU5mY8/DwQfOWPWFibITBg/tg/77N6GY3pEQmAQCoPKUF6hqz78wa7/gf34134o7tMF61BgmbVce7NFMZt4+Mf370G9UbPq998fp5yS50qZ6aAVeXt1AA252z4LP+FFJ8Q/O05wqjuyLxdQASnvkUPkxNUHkOqGl7K80nBGk+79YHSXrqCUkFc5T7eiAnAIiIqMzhCgDKCjQBAACtW7fG0aNHC7Tt0qVLMW/ePKU2iUSC2BuOBQ1Hrcz4eChkcpUjwkJTE5UjidnbREdDHhmV/YUBAGT+/hAIhdCysoQ8qHStoJwcmwC5TA7DHItdGVgYITHqw2XrMUGRAIAwj0AYWBij55whn8wEQGZ8PBRyGYSmOcfWVKXi4z/ymGgIoyKVxzYgIGtsLS0hD343trrDRkBv9BjELZwPua9v8SSRB1FRMZDJZLC2sVRqt7Q0R0R4pNptwsMiYG2do7+VBaRSKaKjlX838xymYcniWej1xUi8fKl6CohUKoXP20UAnzq7oEXzJpj1zWTMmLm4EFnlX/Z4q7yWcx/vzJhoyHOOt7/68S6t4mLiIZPJYW6pnLepuQliItXnnR8SHQnsBnTF3l8OFnpfRSkjJgGZMjkkliZK7doWxipVAQAgMtCFcdMaMLStirprJwIABEIBBEIh7IKPwnnET4i5+27tB6GuNmwGtYPP+j+LNY+iIItJhEImh9jSVKldbGEMqZrfRW4Sn3rCckjnog6PiIiIPjEFWgPgfampqUhISFC6fYxEIoGRkZHSrThOAYBMBqmnByQtlM+VlrRogYxcFvXLeOkKLQtzCHR1s9tElSpBIZdDHqH+C1dJkkvlCHZ9g9odGim11+5gC7+neV+pXSAARBJxUYdXfGQyyDw9od1ceWy1m7eA1M1V7SZSV1domVtAoPNubLUqVswa28h3Y6s3fCT07cchbskiyDzVX0pRU6RSKZydXWDXvZNSu51dJzx46KR2m4ePnsLOTrl/D7vOePrUBTLZuwUd58+bjmXfzkXffvZ46vyBS+m9RyAQQCIpgXPo/xvvFmrG2zXv4y2qpDrepZlMKoOHiydadlJehLJlp+ZwdSr8wqTdB3SBWFsbl0+XrsVbFVI5El3ewLyzrVK7eSdbxDmpvq/JElNxv/MCPOy+OPsWdOgakr2C8bD7YsQ7eyv1txnQFkJtEUJP3VHZV2mjkMqQ7OID406NldqNOzVGolPeqzb0G1ZHRnjhJ42IiIg+NVwDQFmBKgBSUlKwaNEinDx5EtHRqpdjksvlhQ6sqKSc/BPGy76F1MMDGW5u0OvfH0Ira6ScPQcAMJg6BVoWFoj/aS0AIO3adRiMHwfjJYuRuP8AhCbGMPx6OlIv/ltqS4Zv7f0HozbORKCLL/ydPdFmdHeYlLfAw6NZf9T3XjQSxtamOD5/JwCg3dgeiAuJRsTbEtFqLeug85R+uHfocvY+tcRasK5V8e3PIhhbm6J8/SpIT05DtH+4hjNUL+XUSRgtWQaZpwekr9yg27cfhFZWSD2fNbb6k6ZAaGGJxHU/AQDSr1+Dvv04GC5aguRD+yE0MobBtK+Rdund2OqNGAX9CV8h4afvkRkWll1hoEhNhSItVX0gxWzTlj04dGALnj59gYePnmLKJHtUrlQBu3/7HQDw4w9LUL58OUz8ag4AYPdvv2PG1xPxy/qV2Lv/KNq0bo6vJo7EmLEzs/e5YP7XWL1qIezHfQM//8DsioGkpGQkJ6cAAH74fgkuXbqBwKAQGBoaYMTwgejcuS369huj4d9AluQ/T8J46TJIPTwgdXODbr9+EFpbIeXteBtMngKhpSUS1maNd9q1a9AfOw5Gi5cg6eB+CI2zxjv13/deyyIRRFWqvv1ZDKGFBUQ1akKRmgp5SOmoEDix508s37IU7i884Pr0FQba94N1BWv8/ft5AMD0JZNhUc4CP8z5OXubWg1qAAD09HVhYmaMWg1qQJohg5+Xv9K++43sjTuX7yIhtvRdHs5v1z+w3TYT8S98Ee/kiYpj7aBT0QJBh7Le12ouGwkdGzO4ztoBKBRIcg9S2j4jKgHydKlKO5BV/h9xyQnS2CSN5FJYob+dR42ts5Hs4o1EJw9Y2/eEpIIFwg9fAQBUWjoG2jbm8JmzFQBgM7kf0oMikOoRCIFYBIshnWDery08Jn0aa18QERFR8SnQBMDChQtx8+ZN7NixA+PGjcP27dsRHByM3bt34+eff/74DjQo7cZNCIyMYDB+PITmZpC9eYPYxYuRGZ71JVbL3Bxa1tbZ/RWpqYiZtwBGc2bDYs9uZCYkIO3mTSTu2VdSKXzUiwsPoW9iiB5zBsPI0gRhnoHYN3EdYt9eH9rIygSmFSyy+wuEQvRZNBJmlSwhl2UiOiAcF9cfw8Oj17P7GFmbYt7Fd2PZZVp/dJnWHz4PX2HnyO81l9wHpDveRJKRMfTHjoPQzBwyvzeIX7oYmRFZYys0N4eW1buF8hRpqYhbNB+Gs+bAbMdvyExIQPqtm0ja/27hSt0BAyHQ1obxKuUckw8dQPLhgxrJK6c//zwHczNTfLfMAeXKWcHVzQP9B4xFQEDWF1QbG2tUrlQ+u7+fXyD6DxiLX35Zha+/Ho+QkHDMdViBv/++mN1n+rTxkEgk+PPEHqXHWvP9r1jz/UYAgJWVBQ4e2Ipy5awQH5+Ily9fo2+/MSoLBWpK+s2bSDQyhsG4d+Mdt+Tda1ndeMcumA/D2XNgvitrvNMcbyJp37vxFppbwHzvu9e2/shR0B85ChnPnyHWYa7GcvuQ6+ccYWRqhIkO42BuZQZfDz8sGLsU4cFZeZtbm8G6vPKCkAevvBvXuo3roOdgO4QGhmFom9HZ7ZWqV0Tj1o0wd+RCzSSST+FnH0Db1AA15g2BxNoESe6BeDb6Z6QFZb2vSaxMofPe+1pe6VUvB9M2deE07MeiDrnYRJ+7B5GpISo6DIfYyhQpHgFwt/8RGcFZlSzaVqaQvP8ery1CleXjoW1jhsy0DKR4BsLd/gfE3XAuqRSIiIhKTKagpCMoXQSKAqwkVblyZRw+fBhdunSBkZERnJ2dUbNmTfz+++84duwYLl68+PGdqBHWqUuBtvuU2dx2xIKqo0o6DI37xe8YIrqXvfNRra7fgki7QkmHoXGyjGCEdy1742198xbaV+hW0mFo3L3gG7hiPbKkw9C4nuHH8bD84JIOQ+PahJwu6RCIiIhytaKq5qpX1/gVbI08TSrQGgAxMTGoVq0aAMDIyAgxMVkL6nXo0AG3b98uuuiIiIiIiIiICigTCo3dPgUFmgCoXr06/Pz8AAD169fHyZMnAQDnz5+HiYlJUcVGREREREREREWkQBMAEydOxIsXLwBkXdJvx44dkEgkcHBwwMKFpfN8UiIiIiIiIipbFBq8fQryvQigVCrFuXPnsHv3bgBA165d4e7uDicnJ9SoUQONGzf+yB6IiIiIiIiISNPyPQEgFovh6uoKgeDdcoqVK1dG5cqVizQwIiIiIiIiosLILOkASpkCnQIwbtw47NtXei+LR0RERERERETK8l0BAAAZGRnYu3cvrl69ihYtWkBfX1/p/o0bNxZJcERERERERERUNAo0AeDq6opmzZoBADw9PZXue//UACIiIiIiIqKS8qlcnk9TCjQBcPPmzaKOg4iIiIiIiIiKUYEmAIiIiIiIiIhKOx7/V1agRQCJiIiIiIiI6NPCCgAiIiIiIiL6LPEygMpYAUBERERERERUBrACgIiIiIiIiD5LvAqAMlYAEBEREREREZUBrAAgIiIiIiKizxKP/ytjBQARERERERFRGcAKACIiIiIiIvos8SoAylgBQERERERERFQGsAKAiIiIiIiIPksKrgKghBUARERERERERGUAKwCIiIiIiIjos8Q1AJSxAoCIiIiIiIioDGAFABEREREREX2WMrkGgBJWABARERERERGVAQKFQsEpESIiIiIiIvrszKg6XGOPtcPvpMYeq6BK1SkAvrY9SzoEjav+8opGn5SlxQ6/k0haOqSkw9A4g7V/QVe3SkmHoXGpqf6IG9OtpMPQOJOjNzCiyqCSDkPjTvifwaPyg0s6DI1rHXIaLlX7l3QYGtfI7zzSnp4p6TA0Tqf5oJIOgYiI8oBHu5XxFAAiIiIiIiKiMqBUVQAQERERERERFRUuAqiMFQBEREREREREZQArAIiIiIiIiOizlFnSAZQyrAAgIiIiIiIiKgNYAUBERERERESfJQXXAFDCCgAiIiIiIiKiMoAVAERERERERPRZ4hoAylgBQERERERERFQGsAKAiIiIiIiIPktcA0AZKwCIiIiIiIiIygBWABAREREREdFniWsAKGMFABEREREREVEZwAoAIiIiIiIi+ixlKrgGwPtYAUBERERERERUBrACgIiIiIiIiD5LPP6vjBUARERERERERGUAKwCIiIiIiIjos5TJGgAlrAAgIiIiIiIiKgM4AUBERERERERUBvAUACIiIiIiIvosKXgKgJJ8VwDs27dPbbtMJsPSpUsLHRARERERERERFb18TwDMnz8fQ4YMQUxMTHabu7s7WrVqhZMnTxZpcEREREREREQFlanB26cg3xMAz549Q3h4OGxtbXH16lVs374dzZo1Q8OGDfH8+fNiCJGIiIiIiIiICivfawBUq1YNt2/fhoODA7744gtoaWnh8OHDGDlyZHHEl29GI/rDeMIwaFmaQerjj+h1O5Hm7Kq2r06LRih/4BeV9sABkyB9EwgAKLd/A3RbNlbpk3L7EcJmLi/a4Auhk31P2E0bAGMrE4R6BuHPNQfh88Rdbd8mvVqho31PVKxfFSJtEUK9gvDP5j/x+vaL7D5CkRZ6zRiENkM6w8TGDOG+ITjz81G8uvVC7T5LiqhNL2h3HAiBoSkyIwKRfuEAMv1eq+0rGfoNxM27qrTLwwORunlu1v5a2kHctDOENpWz7gv2Rcblo8gM8i62HPJi6tSxcHCYBhsbS7x65YVFi1bj3r0nufbv0KE11q1bjvr1ayE0NAIbN+7C3r1H1fYdNqw/Dh/ehvPnL2P48Klq+yxYMAPff78Y27btw8KFa4okp4LQthsASd8REJqYQx7sh9Tft0Pu8TL3DURi6Hw5FtodekBgbIrMmCiknz2CjFuXsrsI9PShM3wSxC06QqBviMzIUKQe3QXZi0cayChveo7tjf7TBsHE0hRBXoE4tHof3J+8Utu31Rdt0MP+C1StXw0ibTGCvAJwatNxvLj9XG3/dv07YM62BXhy+RF+mbq2GLMoGlbjv0C5rwdC28oUqZ6B8F+xH4mP1b/mDds2QP2/vldpf9FpFtK8g4s71AIzt+8Dy2mDIbIyRZpnAELW7EFKLuOt36YhahxXHTeP7l8j3ScIAGDUqy2sZg6DpGo5CEQipPuFIHLPGcT9fbNY88ivE1cf4OCFW4iKS0SNCtZYNK4/mtWtlmv/41fu4/iV+wiJjIWNhQmmDOyG/p2aZ9//141HOH/HGd6B4QCA+tUqYNaIL2Bbs1Kx50JERKUHLwOorECLAF64cAHHjh1Du3bt4OHhgT179qBTp04oX758UceXL/q9OsN88XRE/fA/pD1zg9GwvrDZ+SMCB06GPCwy1+0C+01EZlJK9v/lsfHZP4fPXQOB+N2vSWhihIqndiHpyu3iSaIAmvdri6ErJuD48r3wdfJAhzF2mHnwW3zfwwGxIdEq/Wu2rgf3uy44t+EYUhKS0XZYV3y9dzHWf/ktgtz8AAADFoxEq0EdcXTJboT5BKN+58aYunshfhnyXXafkiaybQdJ34lIP7sHcn93iFv3hO6EZUjZNBeK+CiV/unn9yPj0pF3DUIh9OZshPzl/ewmreoNIHW5i8zzHlDIpNDuNBC6X61Ayua5UCTEqOxTE4YO7YcNG1ZgzpzlePDACZMnj8aZM4fQrJkdAgNDVPpXqVIJZ84cxIEDx/DVV3PRtm0LbNnyPaKiYnDmzL9KfStXroC1a5fh7t3cv+w2b94IkyaNhouL+i8gmiJu0wW6Y2ci9cAWyDxdIenWHwaLfkbCoolQREeo3UZ/9goIjE2R8tsGZIYHQ2BkCmhpveugJYL+kg1QJMQheesqZMZEQWhmCUVaitr9lYS2/dpj/IqvsG/5bng4ucNudC8sPbQc8+xmITpE9Xler1UDvLzzAsfXH0FyQjK6DOuORfuWYdmgRfBze6PU16KCJeyXTcDrR26aSqdQzAa0R5XVE+H37R4kPn4Nq7G9UOfod3DpMgcZwaq/i/+86DAT8sTU7P9LoxM0EW6BGPfrgHIrJiNk+S4kO72C2ZgvUO3gKnj2mAlpSO6fY+5dpyl9jsney1Een4iI7SeR7h0EhVQGw+4tUWnDHMii45B0+1mx5pNXlx68wPrD57Hsq0FoUrsKTl1/hBnr9uPvDfNQzsJUpf/Jqw+w9cQlrJg8BA2rV8RLn0Cs2fsXDPV10aV5fQCA0ytf9G7XBI1rVYFELMKBC7fw9c978df6ebA2M9Z0ikRERKVCvk8BmDZtGoYPH45Fixbh9u3bcHFxgUQiga2tbYmvAWA8bggST19C4ulLkL4JRPT6XZCFRcJoRP8PbiePiYM8Ojb7hsx3Z3BkJiQq3afbthkUaWlIvnKnuNPJs26T++H+yRu4f+IGwnyCcWrNIcSFRqGTfU+1/U+tOYSru8/B38UHkX5hOLfhGCL8QmHb/d2Rk1ZfdsSl7X/DzfEZogMjcOfIVby+/QJ2kz/8u9Qkccf+kDndgMzpOhSRwci4cACK+GiI2/RSv0F6ChRJcdk3YcWagI4+pE/fHQVLP7EFsoeXkRnqB0VkMNJP7wIEAmjVsNVQVqpmz56MgwdP4ODB4/Dw8MbChWsQFBSKKVPs1fafMmUMAgNDsHDhGnh4eOPgweM4dOgk5s5VProvFApx4MAWfP/9Jrx5E6B2X/r6ejhwYAtmzFiMuLh4tX00RdJ7GDIc/0WG40VkhgQg9ch2ZEZHQGI3QG1/UaOWENVtjOT1SyFzc0ZmVDjkvu6Qe737sqvdpTcEBkZI3rQcck83KKLCIfd0RWaAr6bS+qi+kwfixolruHH8GoK9g3BozT5Eh0ahp/0XavsfWrMP53b/DR8Xb4T5heL4hiMI9QtF8+4tlfoJhELM2uKAPzcdR3hAuCZSKbRyU/sj8th1RP5xDWnewQhYuR8ZIdGwHpfLa/4taVQ8pJFx2bf33+NLG8vJgxB78ipiTlxBuk8QQtfshTQ0Cub2vT+4nSw6HrLIuOzb+zkmP3RFwuWHSPcJQkZAGKIPnEeaux/0W9Qv5mzy7veLd/Bll5YY3LUVqlewxqJxA2BjboyT1x6q7X/hrjOGdmuNL9o2RkVrc/Ru1wRfdmmJA+dvZfdZ+80ojOjRFnWrlke1ClZYOWUIMhUKPHYt2YouIiLSLIUG/30K8j0BcO/ePTx69AgLFiyAQCCAjY0NLl68iDVr1uCrr74qjhjzRiSCpH4tpNx3VmpOvf8UOk0+/EdOhZM7UfnGMZTbsw46asr932c0+AskXboFRWpaoUMuClpiLVRuWB2v7yiX5r++44LqzevkaR8CgQA6+rpIiUvKbhNpiyFLz1Dql5GWgRot87bPYqclgrB8Dci8nis1y7xeQKty3mIUt+gOuY8LFHG5H1WDWBvQ0oIiNSn3PsVILBajaVNbXL+uPOF0/fpttGnTXO02rVs3w/XryhUq167dRrNmthCJ3lWzfPvtHERFRePQoRO5Pv7mzd/j0qUbuHnzXiGyKAJaImhVqw3ZSyelZtlLJ4hqNVC7ibhZO8jeeEDSbySM/ncShr8cgs7o6Vlj+l4fuZcbdCfMgdGOUzD8eR8kA0YDgny/NRYLLbEI1W1rwOXOc6X2F7efo3bzunnah0AggK6+LpLilZ/DQ+cMR0J0Am6euFZU4RYrgVgE/UY1EJ/jNKT4W89h0OLDv4uGV35F02f7UPfEKhi1a1icYRaKQCyCbsOaSLyjfFQ+6c4z6DWv98Fta/+zBfUeH0K1oz9Av+2HJywN2jWCpHoFJD8uHZUfUpkMr98Eo22jWkrtbW1r44Wnv9ptMqRyaIuVixgl2mK4+gRCKpOr3SYtXQqZTA4jA72iCZyIiOgTlO9TAJ4+fQqJRKLSPnPmTNjZ2eVpH+np6UhPT1dqU7fP/NAyNYJApJV1BP898uhYaJmrlg8CgDwqBpGrNiH9lRcE2mIY9LNDub3rEPrVQqQ9VT2vWNKwDrRrVUPkio2FirUoGZgaQUukhcRI5aOzCZHxMLIwydM+uk/pB209CZ7+8yC77fXtF+g2uR+8Hr9GlH846rRviMY9WkAgLB1fjAR6hhBoaUGRpJy3IikOAkOTj29vaAKt2k2RfmLzB/tpf2EPRUIM5N4uhYi24CwsTCESiRARoVzeHB4eBWtrS7XbWFtbIjxcuX9ERBTEYjEsLMwQFhaBtm1bYMKEEWjdOvejisOG9UeTJg3RoYP6I+yaJDA0hkBLC5nxyq/vzPhYiIzN1G4jtCoHUW1bQJqB5E0rIDA0ht7EORDoGyJ1z4bsPsL6TZFx/xqS1y+F0KYidCfMBrS0kP7378We18cYmRpCS6SF+Kg4pfb4qHiYWKp/X8up39SBkOhJ8ODCu0mcOi3qousIOyzu7VCU4RYrkZkhBCItSHP8LqSR8RBbmajdRhoRC98FO5D80hdCbREshnRB3ZOr8HrICiQ+KtlTWtT573NMFhmn1C6NjINhLu/nsohYBC35H1Jf+kAgEcHky26ofvQH+I78VukLvtBQD/UeHoRQWwxFZiaCv9uJpLvPiy+ZfIhNTIE8MxPmxgZK7ebGBoiKT1S7TbtGtfG34xN0a9EA9apVwKs3wTjj6ASZXI64xGRYmhqpbLPl+L+wMjNGm4Y1iyUPIiIqnUpv3V/JyPcEwIe+qNepk7cjr2vXrsXq1auV2lauXIlx+Q1GrRylFwJBrj2lfkGQ+gVl/z/9xWuIbCxhPH6o2gkAw8FfIMPrDdJdPYok0qKUs+REIFBtU6fFgPboO3cYdk3ZgKT3zhn9c/UBjPl5OlZe3wyFQoEo/3A8+NMRbYd1KerQCylnjgLVJjVEzboCacmQvXqcax9xp4EQN+6A1D0rAZm0cGEWkkKRc3wFKm0f6/9fu4GBPvbv34wZM5YgOseE2X8qViyHDRtWon//sSqTdSUqZ84CAXIdcKEQgALJ238CUpMBAKlHdkJvzkqkHtwCSDMAgQCKhFik7t0IKDIh9/OC0NQckr4jSsUEwH/Upf2h8f9PuwEdMXTuSPwy+SckRGdNluno6+CbzQ74bckOJMaq/3JVqqn8MtS0vZXmE4I0n3frZCQ99YR2BXOU+3pgqZwAeEfN6z2Xnum+wUj3fbegYYqzB7TLWcByypdKEwCZSanw6jMHQn0dGLRrjPLLJyEjMAzJD9UvklsSBFD+vFaoafvP1MHdERWfiLErt0OhAMyMDTCgc3McPH8LQjUT1QfOO+Lf+8+xb/k0SLTFxRA9ERHRp6FAiwCeOnUKJ0+eREBAADIylMvEnZ2dc9nqnaVLl2LevHlKbRKJBMF/Ffz8cnlsAhQyObTMlY8GapmZqFQFfEi6y2sY9Ouu0i7QkcDgiy6I2X6owDEWh6TYBMhlchhZmii1G1oYIzHqw+dsN+/XFvbrpmPvjI3wuKc84ZEUk4jdUzdAJBFD38QA8eGxGLRkDKIC1S+2pmmKlEQo5HIIDEyU2gUGxlAkxX10e3GL7pA+uwXIZerv7zgA2l2GIHXfamSGqS9B1YSoqFjIZDKVo/1WVuYqVQH/CQ+PhI2Ncn9LS3NIpVJER8eifv3aqFq1Ev76a1/2/f/9wZyY6INGjbqiYcO6sLa2xP37F7L7iEQidOjQGtOnj4excS1kavA8akViPBRyOYQmZni/uFdoZAJFvPrXtyI2GpkxUdlf/gFAHuIPgVAIoZklMsODoYiLQaZcBigy3+sTAKGpOaAlyvX5oSkJsYmQy+QwyfH6NjI3VqkKyKltv/aYvv4bbJqxHi/vvatgsa5SDlaVrLFo37LsNoEw60vWHz5/waHrTIQHhBVZDkVFFpMIhUwOcY7KB7GFMaSReV+fIumpJyyGdC7q8IrEf59johw5iiyMIfvIeL8v5ZkHTL7sotyoUCDDPxQAkPbqDXRqVoLVjGF4UwomAEwN9aAlFKoc7Y+JT1KpCviPjrYYa6YNw/JJgxETnwgLUyP8df0R9HUlMDVULvE/dOEW9p29id3fTkHtyuWKLQ8iIiqd8nLQpCzJdz331q1bMXHiRFhZWeHZs2do1aoVzM3N4evri969P7xI0X8kEgmMjIyUboU9BQAyGdJfeUG3bTOlZt22zZD2PO9HerTr1oQ8UnW1d/1enQBtMZIuXC9cnEVMLpUjwNUX9To0Umqv26ERfJ/mXqnQYkB7jP1lJg7M2QrXm7mvAi1LlyI+PBZCkRaafNEaLledcu2rUXIZMkN8IKqlvGaDqGYjyAM+XKGhVa0BhBblIHNSP5bijgOh3W0oUg98j8xgnyILuSCkUimePXuJbt06KrV369YRDx8+VbvNo0fOKv27d+8IZ+eXkMlk8PDwQfPmPdC6de/s2z//XMWtWw/QunVvBAWF4ubNeyp9nj59gePHz6B1694a/fIPAJDLIH/jCVFD5XUPRLbNIfNSfx6zzNM164u8RCe7TViuIhSZcmTGRGb30bKuoFQpJLSpiMzYqBL/8g8AcqkMvi990KhjE6X2Rh2bwPOp+st8AllH/mf8OhtbZ2/EsxvKz5MQnyAs6DEbi3s7ZN+eXn0CtweuWNzbAVGhua+mX5IUUhmSXXxg3En5NW/cqTGSnHL/XeSk37A6MsLzPimsSQqpDKmu3jDo0FSp3aBDE6Q8VX+pQ3V0GlSHLOIjVy0RAIJSciRcLBKhXrUKePjSS6n9oasXGteu8pFttWBtbgItoRCXHrxAp6b1lCoADp6/hd/+vo4di79Cg+oViyV+IiKiT0m+KwB27NiB3377DaNGjcKhQ4ewaNEiVK9eHStWrEBMTMlcJu0/8Yf/gtXaRchw80Tai1cwGtYXonJWSDyZdRTTdM5XEFmZI3JZ1vm/RvZfQhYSjgxvPwjEYhj06w6Dnh0RNne1yr4Nv/wCKTfuIzOX8xFL0o29FzB+4yz4u/jijbMn2o+2g2l5C9w5ehUAMHDRKJhYm+HQ/O0Asr78j/91Jv5cfRBvnnnCyDLrckgZaRlIe3uprKpNasLE2gyBr/xgYmOGvnOHQSgU4OrusyWTpBrSO+chGT4b8iAfyAM8IG7VAwITC0gfXQEAaPcaA4GRGdL//J/SdqKW3SEP8ERmeKDKPsWdBkK7xyikHd8MRWxkdoWBIiMNyCiZhR+3bt2Lffs2wdnZBY8eOWPSpFGoVKk89u49CgBYs2YRype3weTJWVU1e/YcxfTp47Fu3XLs338MrVs3w4QJIzB+/GwAWWtwvHrlqfQYcXFZp3/81y6VSlX6JCenICYmVqVdU9L//RN6Xy+F/I0HZF6voN2tH4Tm1ki/fh4AoDNiMoSmFkjZ9TMAIOP+deh8ORZ60xYj7a+DEBgaQ3fUNGTcupRV/g8g/do5SHp+Cd2x3yD9yt8Q2lSAzsDRSL/8d4nkqM4/e8/im01z4ePiDS9nD3Qf1RMW5S1w9ehlAMCoRfYwszHH9nlbAGR9+Z+5cQ4Ord4Hr2ceMH5bPZCRloHUxBRI06UI9FS+6kNyQlaVRM720ib0t/OosXU2kl28kejkASv7ntCuYIHww1mv+UpLx0BsYw7fOVsBADaT+yE9KAIpHoEQikWwGNIJZv3awnPSupJM44Mi955BpY3zkOrihRRnd5iN/gLi8paIPpp1CU+bReMgtjZH4PxNAACLrwYgIygCaZ7+EIjFMP2yC0z6tIfftJ+y92k5YyhSXbyR4R8KgbYYhl2aw3RwNwR/t7MkUlRrbJ+OWLbjBOpXr4jGtSrjrxuPERoVh2Hd2wDIOn8/IiYBP84YAQDwC42Eq08gbGtURkJyKn6/eBveQeH4/uvh2fs8cN4R2/+8gp+/GYXylmaIisv6/NbT0YaeTiEPOhAR0Scj8xNZnV9T8j0BEBAQgHbt2gEAdHV1kZiY9YE6duxYtGnTBtu2bSvaCPMh+fItRJsYwWT6GIgszZDh7Y+wGd9BFppVti6yNIOonFV2f4FYBPP5U6BlZQFFejoyvP0ROmMZUu88UdqvuEoF6Da3RejUJRrNJ6+eXngAfRND9JkzBEaWpgj1DMSOiWsR8/a62EZWpjCtYJHdv8NoO2iJRRj5w2SM/GFydvuDU474fcEOAIBYIkb/BSNhUdkK6clpcLv5DIcctiE1ofRcH1328j6gbwjt7sMgMDRFZngAUg/+lL2qv8DQFEITC+WNJHoQNWiD9Av71e5T3OYLCERi6NovVGrPuHYCGddL5jKXp05dgJmZKb79djZsbKzg5uaJQYMmICAg67xfGxsrVKpUPru/v38gBg2agPXrV2DatLEIDY3A/PmrcObMvyUSf1GRPnREqoERdL4cB4GJGeRBfkjasBSKqKxL2AlNzCA0f/f6RnoaktYuhO74WTD8ficUSQnIeOSItJPvxl4RE4mknxdBd+wMGK7di8zYKKRfOo3088c1nV6uHly4B0NTIwyZPQKmVqYI9AzAzxO+R1Rw1vPcxMoM5uXfnfJhN7oXRGIRJv0wDZN+mJbd7vjnDexcsFXj8RelmHP3IDI1RAWH4RBbmSLVIwAe9j8i4+3vQmxlCsl773UCbREqLx8PbRszZKZlIMUzEO72PyD+xsdPVSsp8RfuQmRiBOs5IyGyNEOapz/8Jq6G9G2OIisziCu8G2+BWIRy306E2MYcmWkZSPcMwJsJq5Do+K7yQ6irgwrffw1xubd9fIIQ4PAr4i/c1Xh+ufmibWPEJ6Xgt9PXERmXgJoVbbB90USUf3s6RFRcIsKi47L7Z2Zm4vA/d+AfGgmRlhAt69fA4VUzUMHy3WmAJ68+hFQmx/zNR5Qea/pgO3w9tIdG8iIiIiptBIp8nhRRvXp1nDp1Cs2aNUPLli0xefJkTJs2DVeuXMHIkSMLVQXga6v+uvWfs+ovr2BG1eEf7/iZ2eF3EklLh5R0GBpnsPYv6Op+uKT1c5Sa6o+4Md1KOgyNMzl6AyOqDCrpMDTuhP8ZPCo/uKTD0LjWIafhUrXga9l8qhr5nUfa0zMlHYbG6TQfVNIhEBFRHvSv3E9jj3U+4MLHO5WwfK8B0K1bN5w/n1VyO2nSJDg4OKBHjx4YMWIEvvzyyyIPkIiIiIiIiIgKL9+nACxbtgwVKlQAAEyfPh1mZma4e/cu+vfvn+dFAImIiIiIiIiKW14ujV6W5HsCoGbNmggNDYWVVda5tsOHD8fw4cMRHR0NKysryOXyj+yBiIiIiIiIiDQt36cA5LZkQFJSEnR0dNTeR0REREREREQlK88VAPPmZV1iTCAQYMWKFdDT08u+Ty6X49GjR2jSpEmRB0hERERERERUELwMoLI8TwA8e/YMQFYFwMuXL6GtrZ19n7a2Nho3bowFCxYUfYREREREREREVGh5ngC4efMmAGDixInYsmULjIyMii0oIiIiIiIiosLK51XvP3v5XgPgwIED/PJPREREREREVEg7duxAtWrVoKOjg+bNm+POnTu59j19+jR69OgBS0tLGBkZoW3btrh8+XK+Hi/fEwBEREREREREn4JMDd7y68SJE5g7dy6WLVuGZ8+eoWPHjujduzcCAgLU9r99+zZ69OiBixcv4unTp+jatSv69++ffbp+XnACgIiIiIiIiEjDNm7ciEmTJmHy5MmoV68eNm/ejEqVKmHnzp1q+2/evBmLFi1Cy5YtUatWLfz000+oVasWzp8/n+fHzPMaAERERERERESfEoUGrwKQnp6O9PR0pTaJRAKJRKLSNyMjA0+fPsWSJUuU2nv27In79+/n6fEyMzORmJgIMzOzPMfICgAiIiIiIiKiQlq7di2MjY2VbmvXrlXbNyoqCnK5HNbW1krt1tbWCAsLy9Pj/frrr0hOTsbw4cPzHCMrAIiIiIiIiOizlKnBCoClS5di3rx5Sm3qjv6/TyAQKP1foVCotKlz7NgxrFq1CmfPnoWVlVWeY+QEABEREREREVEh5Vbur46FhQW0tLRUjvZHRESoVAXkdOLECUyaNAl//vkn7Ozs8hUjTwEgIiIiIiKiz5JCodDYLT+0tbXRvHlzXL16Van96tWraNeuXa7bHTt2DBMmTMAff/yBvn375vv3wQoAIiIiIiIiIg2bN28exo4dixYtWqBt27b47bffEBAQgOnTpwPIOqUgODgYhw8fBpD15X/cuHHYsmUL2rRpk109oKurC2Nj4zw9JicAiIiIiIiI6LOkyTUA8mvEiBGIjo7GmjVrEBoaioYNG+LixYuoUqUKACA0NBQBAQHZ/Xfv3g2ZTIaZM2di5syZ2e3jx4/HwYMH8/SYnAAgIiIiIiIiKgEzZszAjBkz1N6X80u9o6NjoR+PEwBERERERET0WVKU4gqAksBFAImIiIiIiIjKAFYAEBERERER0WcpM5+r83/uWAFAREREREREVAawAoCIiIiIiIg+Szz+r4wVAERERERERERlACcAiIiIiIiIiMoAgULBVRGIiIiIiIjo89O+QjeNPda94Bsae6yCKlVrAHxTdURJh6Bx2/xOYFNl+5IOQ+McAo7g5yplL+8l/kdQ16plSYehce4RT9CmfJeSDkPjHoY4YmnV0SUdhsat9fsDg6sMKOkwNO60/zn0rtS7pMPQuH8D/8Vtm2ElHYbGdQr7E1esR5Z0GBrXM/x4SYdARESFUKomAIiIiIiIiIiKSiaXAVTCNQCIiIiIiIiIygBWABAREREREdFniUveKWMFABEREREREVEZwAoAIiIiIiIi+ixxDQBlrAAgIiIiIiIiKgNYAUBERERERESfJQUrAJSwAoCIiIiIiIioDGAFABEREREREX2WeBUAZawAICIiIiIiIioDClwB4OPjg82bN+P169cQCASoV68e5syZgxo1ahRlfEREREREREQFwqsAKCtQBcDly5dRv359PH78GI0aNULDhg3x6NEjNGjQAFevXi3qGImIiIiIiIiokApUAbBkyRI4ODjg559/VmlfvHgxevToUSTBERERERERERUU1wBQVqAKgNevX2PSpEkq7V999RVevXpV6KCIiIiIiIiIqGgVaALA0tISz58/V2l//vw5rKysChsTERERERERUaFlQqGx26egQKcATJkyBVOnToWvry/atWsHgUCAu3fvYt26dZg/f35Rx0hEREREREREhVSgCYDly5fD0NAQv/76K5YuXQoAKF++PFatWoXZs2cXaYBEREREREREVHgFmgAQCARwcHCAg4MDEhMTAQCGhoZFGhgRERERERFRYSg+kdJ8TSnQBMD7+MWfiIiIiIiIqPTL8wRAs2bNcP36dZiamqJp06YQCAS59nV2di6S4IiIiIiIiIgKKpOXAVSS5wmAgQMHQiKRZP/8oQkAIiIiIiIiIipd8jwBsHLlyuyfV61aVRyxEBERERERERUZrgGgTFiQjapXr47o6GiV9ri4OFSvXr3QQRERERERERFR0SrQIoB+fn6Qy+Uq7enp6QgKCip0UERERERERESFxTUAlOVrAuDcuXPZP1++fBnGxsbZ/5fL5bh+/TqqVatWdNEVQEf7nug+rT+MrUwQ6hmEv9Ycgs8Td7V9G/dqhY72PVChflWItEUI8wrCxc2n8Pr2i+w+QpEWes4YhNZDOsHExgzhvqE4+/NRvL71Qu0+S0qjsXZoMa0P9K1MEO0VjFurjyD4sYfavuVb1kbHpSNhWqMcxLoSJARFweXoDTzbdym7z9ATy1CpbT2VbX2vP8fZib8UWx751XSsHVpP6wMDSxNEeQXj2uojCHqiPu+KLWqjy9KRMK9RDqK3eT//4waevJc3AEiM9NBp4TDU+aIldIz0EBcUiRs//AHfm6VnzEdNHIpJM+xhaW0Bbw9f/PTdRjx99FxtX0srcyxePRcNGtdDleqV8PueE1i7fKNSn2H2gzBweB/UqlsDAODm4o5NP27Hy2evijuVfBkyfiDGfD0S5lbmeOP5BptWbMOLxy/V9jW3MsPslTNQt1FtVKpWESf3ncbmlduU+uw4tRnN2jVR2fbetQeYP25pcaRQIG3s7dBxWj8YWpkgwjMYF9Ychl8uz/MqLergiyUjYVWjPMS6EsQGR+HxH9dxb9+/2X1ajuyKpoM7wqZOJQBA8Ms3uLzhBIJe+Ggkn7z6YmxvDJw2GKaWpgj0CsD+1Xvx+on652TrL9riC/veqFq/GsTaYgR6BeDEpmN4fvuZUp8hM4eiXJVy0BKLEPomBOf2nMGtvx01lFHe9B3XF0OnDYWZlRn8Pf2xe/VuuD12U9u33Rft0HdsX9RoUANibTH8Pf1xZNMRON96txhv5dqVMXb+WNSyrQXrStbYvWo3zuw7o6Fs8q7chJ6oNGMgtK1MkOwRBJ8VB5DwSP3n9/uMWtZB479XI9k9EM52C7PbBSItVJr9JayHd4bExgwpPiF488NRxN58XoxZ5F+lCT1QdWb/7Lzdlx9GXB7yNmlZGy3OrESSeyAedl+S3d7i9AqYta+v0j/yqjOe2a8v0tiJiOjTk68JgEGDBgEABAIBxo8fr3SfWCxG1apV8euvvxZZcPnVrF9bDFkxHieW74Ovkwc6jLHDjINL8UOPeYgNUT1loWbrenC/+xLnNhxHakIy2gzrgml7F+GXL5chyM0PANB/wQi0HNQRfyzZjXCfENTr3BhTdi/AxiHLs/uUtNr9W6PLSnvc+O4gQpw8YTumGwYdWojD3RcjUU3e0pR0PD94FVHuAZCmpKN8yzqwWzsRstR0vPzjJgDg/NTN0NJ+9/TQNTWA/aWf4PXPI43l9TF1+7WG3Qp7XF5+EMFOnmgyuhuGH1qIvXaLkaAu79R0PD10FZGvAyBNTUfFlnXQ66eJyEhJx4tjWXkLxVoYeWQJkqMT8PfXW5AYGgOjcubISE7TdHq56j2wB5Z+Pw9rFq+D8+MXGDFuMH47vgX9OgxHaHC4Sn9tiTZiouOwa/N+jJ82Wu0+W7Vvjn/+voJnT1yQnpaOyd+Mw76T29Cv4whEhEUWd0p5YjegK+au/gYbvt0Ml8cvMWjsAGw6uh6juoxHeHCESn9tbW3ERcfh4JYjGDl1mNp9Lpm8HCKxOPv/xqZG+P3aPty4cKvY8sgv235t0HfFOJxdvh/+Tp5oPaY7JhxcjE09FiJezfM8IzUNDw9fQejrAGSkpqNqizr48qdJyEhJx5NjNwAA1dvUh8u5+zjv7AVZuhSdpvXDV78vweYei5AQHqvpFNVq368DJq6YjD3Ld+G102v0Gv0Fvju0EnPsZiIqJEqlf4NWDfDiznMcXX8YyQnJ6DbMDkv3fYclgxbijZsvACApLhF/bfsTQT5BkGXI0KJ7S3zzyxzER8crTRSUpE79O2HaymnYvmw7Xjm9Qp8xffD94e8xrds0RIaovhZtW9vi2Z1nOLT+EJLik9BjRA+s2r8KDgMc4OOWNaGjo6uDsIAw3P3nLqaumKrplPLEcmA71FgzEd5L9iD+iQfKje0B2z+WwamTA9KDVcf7P1qGeqjzv28Qe+cltC1NlO6rumQkrIZ0gueCXUj1CoZp1yaov38hnvdfhmRXv+JNKI+sB7ZFne/H4/WSfYh77IGK4+zQ7NgS3O84H2nBqq/v/4gMddFw20zE3HGFtqWx0n3Pv/oVQvG7z2+xmSHa3liH8POl5/ObiEiTuAaAsnytAZCZmYnMzExUrlwZERER2f/PzMxEeno6PDw80K9fv+KK9aO6Te6LBydv4MGJGwj3CcZfaw4hNjQaHe17qu3/15pDuLb7HAJcfBDpF4bzG44j0i8UDbs3z+7T6suOuLL9b7xyfI7owAjcPXIVr2+/QLfJJZdnTs0m94brCUe4HndEjHcIbq0+gsSQaDQa211t/0g3f3ice4Boz2AkBEXB/e978Lv1EhVa1cnukx6fjJTI+Oxb5Y4NIU3NgOc/jzWV1ke1mtwbL044wuW4I6K9Q3B9zREkhEajqb36vMPd/PH63ANEeQUjPigKbn/fw5vbL1HpvbwbDe8MHRN9nJ6yCcFOXkgIjkaQkyciXgdoKq2PmjB9NP764yxOHT0LXy8/rF2+EWHB4Rg1Yaja/sGBofjpu19x9uRFJCUkqe2z8OvlOHbgFNxdPfHG2x/L5/0IoVCAtp1aFmcq+TJq6jCcP3YR5/74B37eAdi8chsiQiIweNxAtf1Dg8KwacU2/HvqCpITktX2SYhLRExkTPatVacWSE9Nw/XzjsWXSD51nNwHTicd4XTCEZE+Ibiw5nfEh0ajjb2d2v6hbv54ce4BIryCERcUhedn7sHztguqtXz3PD8xdzseHrmG0Ff+iPQJwekleyAQCFCjfUNNpfVR/ScPxPUT13Dt+FUEewdh/5q9iA6NQi/7Pmr771+zF2d2n4a3izdC/UJxdMPvCPULRYvu757Dbg9d8ejyQwR7ByE8IAz/HDgPf3c/1GuperS0pHw55UtcOXEFl49fRqB3IHav3o3IkEj0HdtXbf/dq3fj1K5T8HzhiRC/EBxadwghb0LQ2q51dh/PF57Y9+M+3Dp3C9IMqaZSyZcK0/oh7NgNhP1xA6lewfBdcRDpwVEoN1795/d/am2YiojTd5H41FPlPquhnRCw9TRirz9DWkAEQg9dQazjc1Sc3r+40si3qtP7IviPmwg+ehPJXiHwWH4YacHRqDihxwe3q/fLFISevod4Jy+V+2RxyciIjM++mXe2RWZqOsLPPyyuNIiI6BNSoEUA37x5AwsLi6KOpVC0xFqo1LA6Xt9xUWp/fecFqjWvnad9CAQCSPR1kRL37kuSSFsMabryH0zStAzUeO+P6ZIkFGvB2rYa/G+7KrUH3HFF+ea18rQPywZVUL55LQQ9zL3ksOGILvA8/wCy1PRCxVtUhGIt2NhWg98d5bz9bruiQh7ztm5QBRWa1ULAe6WWtXo0Q7CzN3p+Px6znLZj0pW1aDtzAATC0nHZS7FYhAaN6+Keo/KRnHuOj9C0ZaMiexxdXR2IRCLExyYU2T4LQyQWoU6jOnh064lS+6NbT2DbokGRPU7/UX1w9ewNpKWWjooPLbEWyjesBq8c72ted16ich7f18o1qIIqzWvD99HrXPuIdSXQEouQGqd+gkjTRGIRatjWxIs7ykfln99+hrrN6+ZpHwKBALr6ukiKzz0n2/aNUL56Bbx6pL68XtNEYhFq2daC821npXbn286o3yJvkxQCgQC6BrpIjEssjhCLhUAsgmGj6oh1VD7NKvaWC4w+8FlrPbILdKtaw//XP9XeL9QWQ5Gm/PmdmZYB49Z5ew4VN4FYC4aNqiHaUfn1HX3LBSYtcn99lx/ZGXpVrOH7y6k8PU6F0V0RduYB5Cml4/ObiEjTMhUKjd0+BQVaBBAAkpOTcevWLQQEBCAjI0PpvtmzZ39w2/T0dKSnK38QSSSSgoYCADAwNYKWSAuJkfFK7YmR8TCyMMnTPrpN6QeJngTO/zzIbss62t8X3o9fI8o/HHXaN0SjHi0gEBZo7qTI6ZoZQijSQkqUct7JkfGokqMcMqfJj7Zmb/9w02m4HndU28+6cXVY1K2EKwv3FFHUhadnmhV3cs68o+Kh/5G8ZzzcCr23ed/dfBou7+VtUskKVdpawO3sfZycsAFm1WzQ8/vxEGoJcW/rmaJPJJ9MzUwgEokQHRmj1B4dGQ0LK/Mie5x5y79BeFgk7t8uHRUfJmbGEIm0EBOlXJ4eExkLcyuzInmM+k3qoma96vhpfuk5R1bP1BBaIi0k5XhfS4qMh6GFcS5bZVny4H/QNzOCUKSF65v/gtMJx1z7frF4JBLCYuB9zzXXPppk+Pb9PC4qTqk9PioeJh95ff9nwNRB0NGT4P6Fu0rteoZ62PPoAMTaYmTKM/Hb8l14cfd50QReSEZmWXnHRio/z+Oi4mBqaZqnfQyeOhg6ejq4feF2cYRYLMRmhhCItCCNjFNqz4iMg2ku461TzQbVlo3Bi4ErAHmm2j6xji9QYXo/xD18hTS/cJh0tIV5r5YQaJWOz2/tt6/P9Byv74zIeEisTNRuo1fNBrW+G4UnA1ZDkUve7zNqWgOG9SrDzWF3UYRMRESfgQJNADx79gx9+vRBSkoKkpOTYWZmhqioKOjp6cHKyuqjEwBr167F6tWrldpWrlxZkFDUUJ55EQgEeTrvo/mAdugzdyh+m/ILkqLfHfU8tfogRv08Dcuvb4JCoUCUfzge/umINsO6FFG8RUSRM2/VtpxODv0eYj0JyjWriQ5LRiDOLxwe5x6o9Gs4sgui3AMR/sK3KCMuEoqcOeYh76PDvoe2ngTlm9ZElyUjEOsXjtdv8xYIBUiOTsClJfugyFQg3NUPBtamaD2tb6mYAPiPat4C1bYCmvTNWPT9sifGfTkdGekZH99Ag3LmKBAIPjbcedZ/VB94v/bFq+cfX3yrxAlyvtOp2j1sDbT1dVC5aU18sXgkov3D8ELN67vTtH5oPKAd9oz8HrL00lUeru71nZfx7jCgE0bMHYWfJ/+I+GjlL1epSamY33sudPR10Kh9Y0z87iuEB4TB7WHpmPwAcnuefzzxzgM7w36ePVZPWq2S96dAJUVBLgMuFKLezjnw33ASqb6hue7PZ/kB1PplGlre3QIoFEj1C0f4iZuwHtG1aAMvtDx+jgkFsN05Cz7rTyHlA3m/r8Lorkh8HYCEZ6VrgU8iIk3iGgDKCjQB4ODggP79+2Pnzp0wMTHBw4cPIRaLYW9vjzlz5nx0+6VLl2LevHlKbRKJBPMPjitIOACApNgEyGVyGOY4WmBgYYTEqA//IdSsX1uMWTcd+2Zsgsc95RXFk2ISsWfqLxBJxNA3MUB8eCwGLhmN6EDVRcdKQmpMIjJlcujlyFvPwlilKiCnhMCsBaWiPYKgZ2GMNg6DVSYARDraqNO/DR5s/KtI4y6slNisvA1y5K1vbqxSFZBT/Nu8Iz2CoG9pjA5zB2dPACRFxCFTJoci890bRbR3MAysTCAUayFTqnr5S02KjYmDTCZTOdpvbmGmUhVQEF/NsMe0ORPx1dCZ8HzlXej9FZW4mHjIZHKYWyof7Te1MEFMEeQt0ZWgx8Bu+G3DgULvqyilxCZCLpPDIMciXwYWxkj6yPM8NijreR7uEQgDC2N0nzNEZQKg45S+6DJzIPaN+Qlh7oFFG3whJL59P8951NvY3BjxOaoCcmrfrwNmrp+FX2asg8s91St3KBQKhPlnfXnye/UGFWtWxOAZQ0vFBEBCTFbeZjmqWozNjVWqIXLq1L8T5m6Yi5+m/4TnpaSiIa+kMYlQyOTQznHUW9vCGBlqnudaBjowbFITBg2roeZPk7IahQIIhEJ0DDqOlyN+QNw9V0ijE/Bq4gYIJGKITQ2RERaDat+NQVop+fzOiElApkwOSY7PMW0LY5WqAAAQGejCuGkNGNpWRd21EwFkTVoLhELYBR+F84ifEHP33eksQl1t2AxqB5/16k+RICKisqlAdXDPnz/H/PnzoaWlBS0tLaSnp6NSpUpYv349vv32249uL5FIYGRkpHQr7CkAcqkcga6+qNtB+Tzouh0a4Y2axYH+03xAO9j/MgMH52yF283cV4GWpUsRHx4LoUgLTb5oDZerToWKt6hkSuUIf/kGVToqL95VuWNDhDxVXRwoNwKBQGnV///U7tcaWtoivD59r9CxFqVMqRxhL9+gao68q3ZsiOB85A2BAKL38g5y8oJpFeu3JRRZzKqVQ2J4bIl/+QcAqVQGtxfuaNe5tVJ7u86t8OyJSy5b5c1XM+3x9bxJmDJyNlxf5H6+eEmQSWXwcPFAq04tlNpbdWqBl06FP3/brn9XiLW1cen01ULvqyjJpXKEuL5BrQ62Su01OzREwAfe13ISCAQQScRKbR2n9kO3WV/iwPh1CH75pkjiLSoyqQw+L73RuGMTpfbGHZvA/WnuFRodBnTCN7/OwabZv+DpjTy+RwsEEGuLP95PA2RSGbxeeqFpx6ZK7c06NsMrp9wvydl5YGfM2zgP62etx5MbT3LtV1oppDIkuvjCtLPy57dJ50ZIUHO5S3liKpy6zMNTu4XZt9DDV5HiFYyndguR8Ez5M0CRLkVGWAwEIi1Y9G2D6Eul43ekkMqR6PIG5p2VX9/mnWwR56T6+pYlpuJ+5wV42H1x9i3o0DUkewXjYffFiHdWnrS1GdAWQm0RQk/dKdY8iIhKO64BoKxAFQBisRiCt1+QrK2tERAQgHr16sHY2BgBASW3WvqNvf9g3MZvEODigzfOXmg/ujvMylvgztGsP+oHLBoFY2sz/D5/O4CsL//jfp2JU6sP4c0zLxi+PcomTctAWmIqAKBKk5owsTZD0Cs/mNiYoc/coRAIBbi2+1zJJKmG895/8cWmrxHu4otQZ2/Yju4Kw/LmcDlyHQDQfvFwGNiY4vLbcwAbj7NDYkg0YrxDAADlW9ZB86l98PzgFZV9NxzZBT5XniKtlCwO9r7He/9F/01fI8zFF8HO3mgyqiuMypvj2dGsvDsvGg5DG1NcmJeVd7NxdkgIjka0T1beFVvWQaspffD00Lu8nx25huYTeqDHqrFwOngFZtVs0HbmADgdvKz5BHNxcNcfWLd9NVyfv8Jzp5cYPvZLlKtog+OHsqo05i2bCatylljyzarsbeo2zFpQSk9fF2YWpqjbsDakGVL4eGZ98Zv0zVjMWTwdC77+DsGBodkVBinJKUhJTtVsgrk49tufWLn1W7x28YCrkxsG2veHdQVr/H0467X49dIpsLSxwJo5a7O3qdWgJgBAV18XpubGqNWgJqQZUvh5+Svtu/+oPrh9+S4SSsmih++7s/cihm+cgSAXXwQ4e6HV6G4wKW+BR2+f570WjYCRtRn+nL8TANBmbA/EhUQj8u3zvGrLOug4pS/uH3r3HO40rR96zBuG43O2ITYoMrvCICM5DRmlZKGw83vPYvYmB3i7eMPD2R09R/WCRXlLXDn6LwBgzKJxMLcxw9Z5mwFkffmfvXEu9q/eA89nHtlrBWSkZSAlMQUAMHjGUPi4eCPMPxQibRGadW2BLoO74rfvdpZEimr9vedvLNi8AF4uXnj99DV6j+kNywqWuHjkIgBgwuIJMLcxx68OWZfc7TywMxZsWoBdq3bB3dk9u2oiPS09O2+RWITKtSpn/awtgrmNOarXr47UlFSE+uWtlLy4Be++gDr/m4XEFz5IcPJEOXs76FSwQOjhrPfnqt+OhqScGTxmbQMUCqTkqFiRRsUjM12q1G7YtCa0y5kh2dUP2uXMUGXBcEAoQOD2sxrN7UP8dv0D220zEf/CF/FOnqg41g46FS0QdOgaAKDmspHQsTGD66wdgEKBJPcgpe0zohIgT5eqtANZ5f8Rl5wgjS19n99ERFRyCjQB0LRpUzg5OaF27dro2rUrVqxYgaioKPz++++wtbX9+A6KifOFB9A3MUTvOUNgZGmKUM9A7Jj4M2LfXkPYyMoEZhXelU53GG0HLbEII36YhBE/TMpuf3jKEUcWZP1BKJaI0W/BCFhUtkJ6chrcbj7HYYftSE1I0WxyH+B5/hF0TAzRes6X0LcyQbRnEM6M34DEt9cQ1rcygWH5d1dtEAgFaL94OIwrWSJTlok4/wjc/fkEXI7eUNqvSTUbVGhVB3+N+Vmj+eSV+4VH0DU1RPvZWXlHeQbhzwkbkPA2bwMrExjlyLvz+3kHRODWuhN49l7eiaExODF2Hbovt8ekSz8hMTwWTgcu4+HO8xrPLzf/nr0KEzNjzJw/GZbWFvBy98G0UXMREhQGALC0tkD5CjZK25y5cTT754ZN6qP/kC8QHBCC7i2yLqE3esJQaEu0sXW/8gJ42zb8hm0bSsfij9fO3YSxqREmOYyHuZUZfD3eYJ79YoQFhwMALKzMYVPBWmmb36/uzf65XuM66DW4B0IDw/Bl65HZ7ZWqV0ST1o0we+R8zSSSTy8vPIS+iQG6zxkMQ0sThHsG4eDE9Yh7+75maGUCk/fe1wRCAXotGgGzt8/z6IBwXFp/HI/fThgAWZMEIokY9rsclB7r2ua/cH1z6Tjd596FuzA0NcTw2SNgamWGAE9//DhhDSKDs05tMLUyhUV5y+z+PUf3gkgswtQfvsbUH77Obr/x53VsW7AFACDRk2DKD9NhXs4cGWkZCPYJwpa5G3Evx0KBJen2+dswNDXE6DmjYWZlBj8PP6wYvwIRwVll62bWZrCqYJXdv8+YPhCJRfjmx2/wzY/fZLdf/fMqNs7bmL3N9svbs+8bOn0ohk4fCpcHLlg8fLGGMvuwyLP3ITI1QJV5Q6FtZYpk90C4jvkJ6UFZz3Nta1NIKuTv6kNCHW1UXTIKupWtIE9OQ8yNZ/D45n+Ql6LP7/CzD6BtaoAa84ZAYm2CJPdAPBv9M9Le5i2xMoVOPvMGAL3q5WDapi6chv1Y1CETEX1yuAaAMoGiACuHOTk5ITExEV27dkVkZCTGjx+Pu3fvombNmjhw4AAaN25coGC+qTqiQNt9yrb5ncCmyvYlHYbGOQQcwc9Vyl7eS/yPoK5Vy493/My4RzxBm/JdSjoMjXsY4oilVUeXdBgat9bvDwyuMqCkw9C40/7n0LtS75IOQ+P+DfwXt22GlXQYGtcp7E9csR758Y6fmZ7hx0s6BCKifKlu0fTjnYqIb1Tup5SXFvmuAFAoFLC0tESDBlnX3ra0tMTFixeLPDAiIiIiIiKiwlAoPn7Z1LIk34sAKhQK1KpVC0FBquebEREREREREVHplO8JAKFQiFq1aiE6Oro44iEiIiIiIiKiYlCgywCuX78eCxcuhKtryV83mYiIiIiIiEidTCg0dvsUFOgqAPb29khJSUHjxo2hra0NXV1dpftjYmKKJDgiIiIiIiIiKhoFmgDYtGkTBAJBUcdCREREREREVGQKcNG7z1qBJgAmTJhQxGEQERERERERUXEq0BoAWlpaiIiIUGmPjo6GlpZWoYMiIiIiIiIiKiyuAaCsQBMAuZVRpKenQ1tbu1ABEREREREREVHRy9cpAFu3bgUACAQC7N27FwYGBtn3yeVy3L59G3Xr1i3aCImIiIiIiIgKgGsAKMvXBMCmTZsAZP0Sd+3apVTur62tjapVq2LXrl1FGyERERERERERFVq+JgDevHkDAOjatSv+/vtvmJiYZM+o8KoAREREREREVJpksgJASYHWALh58yb++usvNGzYEDo6OtDR0UHDhg2xd+/eoo6PiIiIiIiIiIpAgS4DuGLFCmzcuBGzZs1C27ZtAQAPHjyAg4MD/Pz88MMPPxRpkERERERERET5pfhEVufXlAJNAOzYsQN79uzBqFGjstsGDBiARo0aYdasWZwAICIiIiIiIiplCjQBIJfL0aJFC5X25s2bQyaTFTooIiIiIiIiosLiVQCUFWgNAHt7e+zcuVOl/bfffsOYMWMKHRQRERERERERFa0CVQAAwL59+3DlyhW0adMGAPDw4UMEBgZi3LhxmDdvXna/jRs3Fj5KIiIiIiIionzK5BoASgo0AeDq6opmzZoBAHx8fAAAlpaWsLS0hKura3Y/XhqQiIiIiIiIqHQo0ATAzZs3izoOIiIiIiIioiLFNQCUFWgNACIiIiIiIiL6tHACgIiIiIiIiKgMKPAigERERERERESlWSZPAVDCCgAiIiIiIiKiMoAVAERERERERPRZ4iKAygQK/kaIiIiIiIjoM2RqUFNjjxWb5K2xxyqoUlUBsKWyfUmHoHFzAo6gY4XuJR2Gxt0Jvo7/VSp74z0r8Ah0dauUdBgal5rqj90Vy954Tws6gnpWrUo6DI17HfEYU6oOK+kwNG6P35+YV3VkSYehcRv9juOKddnLu2f4cVwqg3l/EX4cdpV6lXQYGnct8HJJh0BEBZQJHu9+H9cAICIiIiIiIioDSlUFABEREREREVFR4RnvylgBQERERERERFQGsAKAiIiIiIiIPkuZrABQwgoAIiIiIiIiojKAFQBERERERET0WVLwKgBKWAFAREREREREVAawAoCIiIiIiIg+S1wDQBkrAIiIiIiIiIjKAFYAEBERERER0WdJwQoAJawAICIiIiIiIioDWAFAREREREREnyVeBUAZKwCIiIiIiIiIygBWABAREREREdFniWsAKGMFABEREREREVEZUKAJgCNHjuR638KFCwscDBEREREREREVjwJNAHzzzTe4cOGCSruDg8MHJweIiIiIiIiINEWhUGjs9iko0ATA8ePHYW9vj9u3b2e3zZo1CydPnsTNmzeLLDgiIiIiIiIiKhoFWgTwiy++wK5duzBo0CBcuXIF+/fvx9mzZ3Hz5k3Url27qGMkIiIiIiIiyrdP47i85hT4KgAjR45EbGwsOnToAEtLS9y6dQs1a9YsytiIiIiIiIiIqIjkeQJg3rx5atutrKzQtGlT7NixI7tt48aNhY+MiIiIiIiIqBBkGcElHUKpkucJgGfPnqltr1GjBhISErLvFwgERRMZERERERERERWZPE8AcHE/IiIiIiIiok9Xga4CEB8fj5iYGJX2mJgYJCQkFDooIiIiIiIiIipaBVoEcOTIkejfvz9mzJih1H7y5EmcO3cOFy9eLJLgCqLRWDs0m9YH+lYmiPYKxu3VRxDy2ENt3/Ita6P90pEwrVEOYl0JEoKi4Hr0Bp7tu6TUr8mkXmhkbwfDCuZIjUmE98XHuLfuJOTpUk2klCeDxg/AqOnDYW5lDj9PP2xduQMuj1+q7WtuZYaZK6ajTqPaqFitAk7t/xv/W7lDpd+wyYMxaNwAWJe3QlxsPG79cxu71+5FRinK23acHZq+He8Yz2Dc+cB4l2tZG+2WjoRpzazxTnw73s/3Ko9340m9YDtWebwf/Fyy4z116lg4OEyDjY0lXr3ywqJFq3Hv3pNc+3fo0Brr1i1H/fq1EBoagY0bd2Hv3qNq+w4b1h+HD2/D+fOXMXz41Oz2KVPsMWWKPapUqQgAeP3aCz/9tAVXrjgWaW75UX+cHRpP7wM9KxPEegbj/qojCMtlvG1a1kbrb0fCpGY5iN6O9+sjN/DyvfEWirTQ5Jv+qD20I/RtTBHvG4pHP51AoKOLplLKk1ETh+CrGWNhaW0Obw9frP1uE54+eq62r6WVORatnosGjeuiSvVKOLLnBNYu36TUp0ffLpg6ZyIqV6sIkUgE/zeBOLjzKM79+a8Gssm7LvY90WvaQBhbmSDEMwgn1hyA1xN3tX2b9mqFLva9UKl+VYi0RQjxCsL5zSfhdvuFUr/uX/VBlzG9YFbBAkkxCXj670OcXv8HZKXofa2dfQ90ndYfRlYmCPMMwpk1h/Eml7yrtaiDfktGw6pGeWjrShATHIkHf1zH7X3vPoeta1VE73nDUNG2OswqWuLMmkO4vb90jTUAVJrQA1Vn9oe2lQmSPYLgvvww4h6pz/t9Ji1ro8WZlUhyD8TD7kuy21ucXgGz9vVV+kdedcYz+/VFGnthVJrQA9Vm9ofEygRJb/OOzWPerd7mff+9vAFAZKSHWktHwLpvK4iN9ZEaEAn3Vb8j6vrzYsoi/waM64dh04bB3MoMfp7+2LF6F1wfu6rta2ZlhunLp6KWbU1UqFYBf+8/i52rdyn10RJpYdTMkeg5zA4W1hYI9A3C3rX78MTRSRPpEBF9Mgo0AfDo0SO1C/116dIFy5YtK3RQBVWrf2t0WmmPm98dRIiTJ2zHdMPAQwtxpPtiJIZEq/SXpqTjxcGriHIPgDQlHeVb1kH3tRMhTU2H6x9ZpzzUGdQO7RePwLWFexDy1Aum1WzQY+M0AMDtNeq/UGlatwFdMHvVDGz8ditePnHFgLH9sOHIWozt8hUiQiJU+ou1xYiLjsfhrUcxfMoQtfvs8WV3TFs6BT/P3wBXJzdUql4R325aBAD436qdxZpPXtXq3xodV9rDcdlBhDp5ouGYbuh/eCGOdluMpFzG2+XQVUS/fjfeXX+eCGlKOtzejnftQe3QbskIXF+4B6FOXjCpbgO7t+N9d3XJjPfQof2wYcMKzJmzHA8eOGHy5NE4c+YQmjWzQ2BgiEr/KlUq4cyZgzhw4Bi++mou2rZtgS1bvkdUVAzOnFH+o79y5QpYu3YZ7t59pLKf4OBQLF++Dj4+fgAAe/uh+PPPPWjTpg9ev/Yqllw/pEb/1mi3yh53lx1E2BNP1Lfvhj6/L8TJrrmPt+vBq4h5O97lWtVBx58nQpaajtdHs8a75aKhqDW4PW4t2oc47xBU6twIPffOxZmBqxHt5q/pFNXqPdAOS76fh+8Xr4fz4xcYMe5L7D6+Gf07jEBocLhKf7FEGzHRsdi9+QDGTRuldp9xsQnYvfkAfL38IJVK0aVHB/y4ZTmio2Jx7+bD4k4pT1r0a4cRKybi6PI98HbyQOcxPTD74DKs7OGAmJAolf61W9fHq7sv8PeGP5CSkIz2w7rim71L8NOXSxHo5gcAaD2wA4YsHoODC3fCx9kD1tXKYeIvMwEAJ78/pMn0ctWkX1sMWjEefy3fhzdOHmg3xg5TDy7Buh7zEafmeZ6Rmo67hy8j5HUAMlLTUb1FHQz9aTIyUtLx8Nh1AIC2rjaiAyLw/OJDDFo+TtMp5Yn1wLao8/14vF6yD3GPPVBxnB2aHVuC+x3nIy1YNe//iAx10XDbTMTccYW2pbHSfc+/+hVC8bs/c8Rmhmh7Yx3Cz6u+35UUm4FtUe/78Xi1ZB9iH3ug0jg7ND+2BHfzkHejXPIWiLXQ8uQypEfF4/mkTUgLjYFOeXPIk1KLO50869K/M75eOR1bl22Dm5Mb+o7pi7WHf8CkblMQERKp0j/r75Y4/PG/4xgy+Uu1+5y4cALsBnfDxkWbEegTiBadW2DVnhWYM8gB3m4+xZ0SEdEno0CnAKSnp0Mmk6m0S6VSpKaW3AdMs8m94XbCEW7HHRHrHYLbq48gKSQatmO7q+0f6eYPz3MPEOMZjMSgKHj8fQ/+t16ifKs62X3KNauJ0Kde8Dj7AIlBUQi44wrPsw9g1ai6ptL6qBFThuKf4//iwrGL8PcOwP9W7kBESAS+HNdfbf+woHBsXbkdl09dRXJCsto+DZrXh6uTK66duYGwoHA8uf0U187eRJ1GddT2LwlNpvTGqxOOePV2vO98ZLyj3PzhdVZ5vANyjnfzmgh18oLnmazxDrztCq+zD2BdguM9e/ZkHDx4AgcPHoeHhzcWLlyDoKBQTJlir7b/lCljEBgYgoUL18DDwxsHDx7HoUMnMXfuVKV+QqEQBw5swfffb8KbNwEq+7l48TouX74Jb+838PZ+g1WrNiApKQWtWjUrljw/xnZqb7gfd4T7MUfEeYfg/qqs8a4/Tv14R7v5w+fsA8R6BiMpKApep+8h6NZL2Lw33rUGd8Cz/51D4I0XSAyIxKvfryPQ0QWNp/XRVFofNX76aJz+4xxOHT0LXy8/rF2+CWHB4Rg5Qf3kXUhgKNZ+txFnT15EUkKS2j5P7jvj2kVH+Hr5IdAvGL/vOQHPV95o3qpxcaaSLz0m98Pdkzdw98QNhPkE48Sag4gNjUJn+55q+59YcxCXd5+Dn4sPIvzC8PeGY4jwC0Xj7i2y+1RvVgfeTh54fO4uooMi8eqOCx6fu4eqtjU0ldZHdZ7cF49O3sSjEzcR4ROCM2sOIy40Gu3te6jtH+zmh2fn7iPcKwixQZF4euYuPG67oHrLutl9Al18cX7tUTw//wCyDNXP7tKg6vS+CP7jJoKP3kSyVwg8lh9GWnA0Kk5Qn/d/6v0yBaGn7yHeSXVSUhaXjIzI+OybeWdbZKamI/x86ZjkArLyDvrjJoLe5u3+Nu/KH8m7wS9TEHL6HuLU5F1xVFeITQ3wbMKviHviibSgKMQ99kDiK9X3+ZIyZMpgXDpxGf8ev4QA70DsXL0LESGR6D+2n9r+4UHh2LFqF67+dQ3Jier/brEb0h1/bDuOxzefIDQgDOd/vwCnW08xdKr690oiorKqQBMALVu2xG+//abSvmvXLjRv3rzQQRWEUKwFK9tqCLitXD7mf8cV5ZrXytM+LBtUQbnmtRD88F3pXcgTT1g1rArrxllfAI0qW6Jq18bwu/G8yGIvDJFYhNqNauPxLeUStye3nqJhiwYF3u/Lx66obVsb9ZpkfVkqV7kc2nRrhQfXS8cfTrmNd8BtV5RrkbfxtmhQBTbqxtu2KqybvBvvKl0bw6+EyibFYjGaNrXF9et3lNqvX7+NNm3Uv9Zat26G69dvK7Vdu3YbzZrZQiR6dzTs22/nICoqGocOnfhoHEKhEMOG9Ye+vi4ePXIuQCaFIxRrwdK2GoJyjHfQbVdY53G8zRtUgXXzWgh9b7y1JCKV0m95mhQ2LWsXPugiIBaL0KBxXdxzVD5iec/xEZq2bFRkj9OmY0tUrVEFTg/VX+1F07TEIlRpWB2v7iiX77vdcUGN5nmbhBQIBJDo6yI57t0kiLfTa1SxrY6qjWsCACwqWcG2a1O43NT8c1odLbEWKjasBs87yqegeNxxQdXmeXtOVmhQFVWb14bPo1fFEWKxEIi1YNioGqJznHoTfcsFJi1yz7v8yM7Qq2IN319O5elxKozuirAzDyBPSS9UvEVFINaCUaNqiMqRd9RH8q7wNm+fXPK26tUccU6eqP/zV+jqugvtb21A9TmDAGHpuEqTSCxCbdtacLr9VKn96e2nqN9C9ZSNvNLWFiMjLUOpLT0tHQ1bFvxvISKiz1GBTgH48ccfYWdnhxcvXqB796yjb9evX8eTJ09w5cqVj26fnp6O9HTlD2CJRFKQULLpmhlCKNJCSlS8UntqZDz0LU0+uO1Xj7Zmb/9o02m4HXfMvs/z/EPomhti2F8rAEHWH6Yuh6/Bacf5QsVbVIzNjCESaSE2KlapPTYqFmZWZgXe7/VzN2Fiboztf2+BQCCASCzC34fO4uj244UNuUhkj3dkjvGOiofeR8Z74uOs8RaItPB402m8em+8vc49hK6ZIYbkGO+nJTTeFhamEIlEiIhQLnkOD4+CtbWl2m2srS0RHq7cPyIiCmKxGBYWZggLi0Dbti0wYcIItG7d+4OP36BBHTg6/g0dHQmSkpIxYsQ0uLtrvvxf5+14p+Yc78iPj/eYJ+/G++nG03A/5ph9X+Ctl2g0pTdCH7kjwS8CFTo0QJVezSAUFmhutMiZmJlAJBIhKlK5FDg6MgYWVuaF2reBoT4cXf6BtrY2MuVyrFm8HvdvPS7UPouKgakhtERaSIiMU2pPjIyDsYVJnvbRY0p/SPQkcPrnfnbbk/P3YWhmhMV/fg8Isr6I3Pz9Mi7tPFN0wReCvqkRtERaSMzxPE+MjIfhR/Je8WA7DMyMIBRp4fLmU3h04tO5co/227jTc+SdERkPiZWJ2m30qtmg1nej8GTAaijkmR99DKOmNWBYrzLcHHYXRchF4r+8M/KZd+3vRuHRB/LWrWIFsw4NEHr6Hp6OXge96jaov/YrCLSE8Nl4uqjTyDdjs6zneWyO13dsVBzMLE0LvF+nW08xdMoQvHz0EiH+oWjaoSna9Wxbat7PiYhKiwJNALRv3x4PHjzAhg0bcPLkSejq6qJRo0bYt28fatX6+NG4tWvXYvXq1UptK1euRMHf9t9RKBTKDQI1bTmcGvo9xHoS2DSrifZLRiDOLxye5x4AACq0qYeW3wzEze8OIuyZN0yq2qDzKnskRwzC461niiDioqGSYh7y/pAmbRtj7Owx2PjtVrx69hoVqpbHnDUzER0Rg0ObjxQu2KKkZrxVfxnK/hryPcT6Etg0rYm2S7PG2+vsu/FuMWsgHJcdRPhzbxhXtUGnVfZIiRiEJ1vOFE8OeZBzLAUCwQfHV13//9oNDPSxf/9mzJixBNHRseo2z+bp6YvWrXvDxMQIgwb1xp49v6JnzxElMgkAQO14f+x5fm5w1nhbNauJ1ktHIN4vHD5vx/v+it/Raf0kjHDcACgUSPCPgOeJ26g9olNxZVAwOdP+yPjnRXJSCgZ3s4eevi7adGyJxWvmItA/GE/ul46j4YBK2oBAAIVqq4pWA9pjwNxh2D5lPRKj312Zpnab+ujzzRAcXb4Hb557w6qqDUasmIj4iFj887+/ijb4QsiZo0Cg2pbTtmGrINHXQZWmtdB38ShE+Yfh2bn7H9ym9Mnj+7lQANuds+Cz/hRSfEPztOcKo7si8XUAEp6VxnPB8/i+JhSg8c5Z8P5I3gKhEBlRCXCd/xuQqUCCyxvoWJui6sz+pWIC4D/qP9cKvr/tK3di3vq52O+4F1AAIf4huHzyCnoNV3/aEBFRWVWgCQAAaNKkCY4eLdiiaEuXLsW8efOU2iQSCXbtn1TQcJAak4hMmVzlaL+uhbFKVUBOCYFZC85EewRBz8IYbRwGZ08AtF0wFO6n72VXBUR7BEGkJ0H3n7/C4/+d/eiXzeIWHxMPmUyuMmtuam6K2MgPf7n7kMkLJ+LKX1dx4VjWStK+7m+gq6eLhesdcHjL0UJ/+Sis/8ZbL8dREl3zfIy3exB0LY3R2mFw9gRAm4VD4XH6XnZVQLR7EMS6EnRd9xWebNX8eEdFxUImk6kc7beyMlepCvhPeHgkbGyU+1tamkMqlSI6Ohb169dG1aqV8Ndf+7Lv/+8ISWKiDxo16pq9JoBUKoWvb9ZieM7OL9G8eWPMnDkRs2Z9W2Q55kXa2/HWzTneFsZI/ch4J74d7xj3IOhaGKPFvMHZEwBpMYm4MnkztCRiSEwNkBIWi9bfjkBigOoiVCUhLiYOMplM5Wi/mYUpoiNVL8WaHwqFAgFvggAA7q5eqFGrGqbOmVAqJgCSYhMhl8lhnOP93NDCGAkfGe8W/dph3LqvsXvGRry+p3wllEHzRuLh6du4e+IGACDYIwDauhKMXTsNF7edLvH3teTYBMhlchjlyNvAwhhJH8k7JijrORvqEQgDC2P0mjP0k5kAyIhJQKZMDkmOvLUtjFWqAgBAZKAL46Y1YGhbFXXXTgQACIQCCIRC2AUfhfOInxBz1y27v1BXGzaD2sFn/Z/Fmkd+/Ze3tpq8c1YFAMp518uRd8/go3B6m3d6eCwyZXIg893zOckrBDrWphCItaCQyos1r4+Jj8l6nptZKf/dYmJurFLNmL/9xmPl5NUQS8QwMjVCdFg0Ji+dhLAA1cVSiYjKskLXRaWmpiIhIUHp9jESiQRGRkZKt8KeApAplSPi5RtU7thQqb1yx4YIfZr3o5UCgQBa2u/mRUS62lAolMvsFPJMCAQCCErB6XQyqQyeLp5o2Un5fPCWnZrD1cktl60+TkdXgsxM5T+G5XI5BBBkH00uSf+NdyV1461mUaTcqIy3jjYUmcrjnZlZcuMtlUrx7NlLdOvWUam9W7eOePjwqdptHj1yVunfvXtHODu/hEwmg4eHD5o374HWrXtn3/755ypu3XqA1q17IyjoA0eWBAJIJNqFTyyfMqVyRL58g4o5xrtix4YIL8R4/0eeLkVKWCyEIi1U69MK/ldK/kswAEilMri9cEe7zq2U2tt1boVnT4r2UoUCgQDa2uIi3WdByaUy+Lv6ol4H5XUO6ndoBJ+n6i/7CGQd+Z/4y0zsnbMFL9Wc16+tK1F9P3/7+i4Nb+hyqRxBrm9Qu4OtUnvtDrbwe+qZ5/0IBAKIJKVjLPNCIZUj0eUNzDsr523eyRZxTqp5yxJTcb/zAjzsvjj7FnToGpK9gvGw+2LEO3sr9bcZ0BZCbRFCT91R2VdJUkjlSHB5A4sceVt8IO+7nRfgfvfF2bfAQ9eQ5BWM++/lHfvEE/pVbZSe0/o1yiEtLKbEv/wDb/9ueemF5h2VF5Rt3rEZXjkVfu0KaboU0WHR0BJpoWOfDrh/9UGh90lE9DkpUAVASkoKFi1ahJMnTyI6WvUyNXJ5yXzAOO/9F702fY1wF1+EOnvDdnRXGJY3x8sjWZdCard4OAxsTHHl7TmAjcbZITEkGrHeWZdSK9+yDppN7YMXB9+tY/Dm2jM0ndwbka7+CHvuA5Oq1mi7YCh8rzpDkVmyR4v+c2LPKXy3ZQncX3jC7ekrDLDvC6sKVjjze9Z569OWTIJFOQv8OGdd9jY1G2Steq2rrwsTM2PUbFADsgwZ/Lyyjvbeu/oAI6YOhZer99tTACpg8sKJuHv1PjIzP36+pSY83/Mvemz+GhEuvgh76o0GY7rCoII5XN+Od9u343317XjbjrdDYvB7492qDppO7QOXnOM9pTci3fwR/swHxlWt0WbBULwpwfHeunUv9u3bBGdnFzx65IxJk0ahUqXy2Ls3qwJnzZpFKF/eBpMnZ1XV7NlzFNOnj8e6dcuxf/8xtG7dDBMmjMD48bMBZK3B8eqV8h+XcXFZE3fvt69evRBXrjgiMDAUhob6GDZsADp1aoMBA0rmMmIvf/sXXbd8jUgXX4Q/9Ua9t+P96ves8W61ZDj0bUxxc27WeDcYb4ek4GjE+mSNd7mWddBoWh+4HXg33lZNa0DfxhRRbv7QtzFDi3mDIRAI8HznBc0nmItDu/7Az9tXw/X5azx3eonhY79EuYo2OHEoq5TXYdkMWJezwpJvVmVvU7dh1qlYevp6MLUwRd2GtSDNkMHH8w0AYMrs8XB78RoBfkEQi8XoZNceA4b3wZpF61Qev6Rc3XsBkzbOgr+LD3ycPdFptB3Mylvg1tGs8fty0WiYWpth//xtAN5++f/1G5xYfQC+z7yyj6JL0zKQmpgCAHhx3Qk9JvVDgNsbvHnmDcuqNhg4byReXHNSmfgrKbf2/oPRG2ci0MUXfs6eaDvaDqblLXD/6DUAQN9FI2FkbYZj83cAANqP7YnYkChEvH2eV2tZB12m9MPdQ5ey96kl1oJ1rYrZPxtbm6F8/SrISE5DlH/pODrqt+sf2G6bifgXvoh38kTFsXbQqWiBoENZeddcNhI6NmZwnbUDUCiQ5B6ktH1GVALk6VKVdiCr/D/ikhOkseqvilGS/Hb9g0Zv845z8kSlt3kHvM279rKRkNiY4eUH8s7MkXfgwauoMqkX6v04Hv57L0O/ug2qzxkI/72XUFr8tec0Fm9eCE8XT7x6+hp9x/SBVQUrnD/yDwBg0uKJsLCxwDqHDdnb1KiftTivjr4uTMyNUaN+dUilMgR4ZVWs1W1SBxY2FvB55QNzGwuMc7CHUCDAiZ0nNZ8gEVEpVqAJgIULF+LmzZvYsWMHxo0bh+3btyM4OBi7d+/Gzz//XNQx5pnX+UfQNTFE6zlfQs/KBNGeQTg7fgMS315LV9/KBIblLbL7C4QCtFs8HMaVLJEpy0S8fwTu/XwCL4/eyO7zeOsZQKFA24XDYGBjitToBPhee4b7G0pPKeGNc44wMjXCBIexMLcywxsPPywauxThwREAAHNrc1iXt1La5sCVd1dxqNu4DnoOtkNoYBiGtxkDADi85QgUCgUmL5oISxsLxMXE4d7Vh9izbh9KC6/zj6BjaohWc76EvpUJoj2CcP798bY2gUGF98ZbIEC7JcNh9N543//5BFyPvBvvJ2/Hu8174/3m2jM8KMHS0VOnLsDMzBTffjsbNjZWcHPzxKBBExAQEAwAsLGxQqVK5bP7+/sHYtCgCVi/fgWmTRuL0NAIzJ+/CmfO/Juvx7WyssS+fZtgY2OF+PhEuLq6Y8CAcbhx426R5pdXPucfQWJqiOZzs17fMR5B+HfcBiS9HW89K+XxhlCAVkuGw7By1ngn+Efg8doTePXeeGtJxGi5cBgMK1tCmpKOwBvPcWPOTmQkpGg6vVz9e/YaTMyMMWP+JFhaW8DL3QfTRzkgJCgMAGBpbYFyFayVtvn7xrvTsxo2qYf+Q75AcEAI7FoMAgDo6elixbpFsC5nhbS0dLzx9sfiGSvw79lrGsvrY5wu3IeBiQH6zRkKY0tThHgGYuvEnxATnHXqi4mVKczeG+9Oo3tAJBZhzA9TMOaHKdnt90854sCC7QCQdZ6/QoFB80fBxMYMidEJcLnuhL9/OabZ5D7g+YUH0DMxQM85Q2BkaYJQz0DsmfgzYt/mbWhlCtMKyp9jfReNgtnb97XogHD8s/4YHhx9N5ZG1mZYcPHd5E7Xaf3RdVp/eD98hR0j12guuQ8IP/sA2qYGqDFvCCTWJkhyD8Sz0T8jLSgrb4mVKXTef33nkV71cjBtUxdOw34s6pCLRNjZBxCbGqDm27wT3QPxNEfeuvnMOy0kGk4jfkLdNePQ/uY6pIfFwn/PJfj+72xxpFAgjudvwcjUEPZzxsDMygx+Hv74dvx3iHj7d4uZtRmsKiifyrb78s7sn+s0qo3uX3ZDWGAY7NuNBwBo62hj4sLxKFe5HFJTUvH4xhOsm7s+18sdExGVVQJFAU56rFy5Mg4fPowuXbrAyMgIzs7OqFmzJn7//XccO3YMFy9eLFAwWyqrv67552xOwBF0rKD+OuafszvB1/G/SmVvvGcFHoGubpWSDkPjUlP9sbti2RvvaUFHUM+q1cc7fmZeRzzGlKrDSjoMjdvj9yfmVR1Z0mFo3Ea/47hiXfby7hl+HJfKYN5fhB+HXaVeJR2Gxl0LvFzSIRARFYkCrQEQExODatWqAQCMjIwQE5O1GFWHDh1w+/btD21KRERERERERCWgQBMA1atXh5+fHwCgfv36OHky6/yq8+fPw8TEpKhiIyIiIiIiIqIiUqAJgIkTJ+LFixcAsi7pt2PHDkgkEjg4OGDhwoVFGiARERERERERFV6BFgF0cHDI/rlr165wd3eHk5MTatSogcaNGxdZcERERERERERUNAo0AZBT5cqVUbly5aLYFREREREREREVgzxPAGzdujXPO509e3aBgiEiIiIiIiKi4pHnCYBNmzblqZ9AIOAEABEREREREVEpk+cJgDdv3qhtVygUALK++BMRERERERFR6VSgqwAAwL59+9CwYUPo6OhAR0cHDRs2xN69e4syNiIiIiIiIiIqIgVaBHD58uXYtGkTZs2ahbZt2wIAHjx4AAcHB/j5+eGHH34o0iCJiIiIiIiIqHAKNAGwc+dO7NmzB6NGjcpuGzBgABo1aoRZs2ZxAoCIiIiIiIiolCnQKQByuRwtWrRQaW/evDlkMlmhgyIiIiIiIiKiolWgCQB7e3vs3LlTpf23337DmDFjCh0UERERERERERWtPJ8CMG/evOyfBQIB9u7diytXrqBNmzYAgIcPHyIwMBDjxo0r+iiJiIiIiIiIqFDyPAHw7Nkzpf83b94cAODj4wMAsLS0hKWlJdzc3IowPCIiIiIiIiIqCnmeALh582ZxxkFERERERERExahAawAQERERERER0aeFEwBEREREREREZQAnAIiIiIiIiIjKAE4AEBEREREREZUBnAAgIiIiIiIiKgM4AUBERERERERUBnACgIiIiIiIiKgM4AQAERERERERURnACQAiIiIiIiKiMkCgUCgUJR0EERERERERERUvUUkH8L4T5caUdAgaNyL0KA5XsC/pMDRuXPARhHfpUtJhaJy1oyN0dCqXdBgal5YWgMCW3Us6DI2r9OQ6/JvZlXQYGlfF+RpCO3Qt6TA0rtzdm3hYfnBJh6FxbUJO4365ISUdhsa1C/0Lr2v1KekwNK6e10WsrVL2/m5Z6n8EOyqVvbxnBB4p6RCIqIjxFAAiIiIiIiKiMoATAERERERERERlACcAiIiIiIiIiMoATgAQERERERERlQGcACAiIiIiIiIqAzgBQERERERERFQGcAKAiIiIiIiIqAzgBAARERERERFRGcAJACIiIiIiIqIygBMARERERERERGUAJwCIiIiIiIiIygBOABARERERERGVAZwAICIiIiIiIioDOAFAREREREREVAZwAoCIiIiIiIioDOAEABEREREREVEZwAkAIiIiIiIiojKgQBMAt2/fhkwmU2mXyWS4fft2oYMiIiIiIiIioqJVoAmArl27IiYmRqU9Pj4eXbt2LXRQRERERERERFS0CjQBoFAoIBAIVNqjo6Ohr69f6KCIiIiIiIiIqGiJ8tN58ODBAACBQIAJEyZAIpFk3yeXy+Hi4oJ27doVbYREREREREREVGj5mgAwNjYGkFUBYGhoCF1d3ez7tLW10aZNG0yZMqVoIyQiIiIiIiKiQsvXBMCBAwcAAFWrVsWCBQtY7k9ERERERET0icjXBMB/Vq5cWdRxEBEREREREVExKtAEAACcOnUKJ0+eREBAADIyMpTuc3Z2LnRgBVVzvB3qzOgLXSsTxHsG49mK3xH1yOOj21m0rI2up79DvHsQrvT4Nru9Qp8WqD97IAyqWkMo1kKibzg8dl+E/6m7xZlGvtUZb4f60/tAz8oEcZ7BeLLyCCIefzxvyxa10Ouv7xDnEYQLPZdltxvXroAmC4bAvFE1GFSyxJOVv+P13svFmUKB6A4cCP2RIyE0N4fszRskbtsG6cuXuW8gFkN/3Djo9ugBoZkZ5JGRSD5yBGn//gsA0KpaFQYTJ0Jcpw60bGyQuG0bUk6d0lA2uZs6dSzmzZsGGxsrvHrlhYULV+Pevce59u/YsTXWrVuB+vVrITQ0Ar/+ugt79x5R23fYsP74/fftOHfuMoYPf3cKT4cOreDgMB1Nm9qifHlrDBs2GefPXyny3PLDYOgAGNoPh5aFOaS+fojduAMZz9WPt6RZY1jt3qjSHjp0AmT+gVn/0dKC0cTR0O/bE1qWFpD6ByJ+2x6kPXhSnGnkm8GwATAeNwxaFubI8PVD7C87kP7MVW1fSfPGsNnzq0p78OCJkPkFZv/fcPRgGA7tDy0bK2TGxSPl+h3E/m8vkCEttjyKgt6XA6E/agS0zM0h8/ND/JZtkLp8+DVvOHEcdHraQevtaz7p8FGk/vOv5oIuAtbjv0C5rwdC28oUKZ6B8F+xH4mPX6vta9S2Aer/9b1K+/NOs5DmHVzcoRYpm/G9UH7Gu7zfrDiAxEe5593w9BqV9mcdZyO1FOdtOrovzCYPgcjKDOle/gj/8TekOrmp7avXyhZVjq5TaffpNRUZvkEq7UZ9O6HC5iVIvPoAQTNUnxMlqdlYO7Se1gcGliaI9ArGtdVHEPRE/d8tFVvURtelI2FeoxxEuhIkBEXh2R838GTfpew+tkM7ot+v01S2XV97IuTpped9rcE4OzSdlvX3WoxnMO6tPoLQXP5es2lZG22XjoRpzay8E4Oi4Hb0Blz2vstbKNJCs5n9UWdYR+hbmyLONxQP1p5AoKOLplIiok9MgSYAtm7dimXLlmH8+PE4e/YsJk6cCB8fHzx58gQzZ84s6hjzrNKANmiyZiyclx5A5BNP1BzbDZ2OLsKlzouQEhyd63ZiQ1203jod4XfdoGNhrHRfRmwyXm05iwTvEGRmyFC+R1O02jQV6VHxCHP8wB+dGlR1QGu0WGWPR98eROQTT9Qa2w3djyzEuS6LkRzy4bw7bJmOsLtu0LFUzlukK0FSQCT8LzxGi1X2xZ1CgUi6doXhN98gcfNmZLx8Cd0BA2Cyfj2ix49HZkSE2m2MV66E0MwMCRs2QBYcDKGJCQRaWtn3CyQSyENDkXbrFgxL8Ln8vqFD++OXX1ZizpzvcP++EyZPHoOzZw+hadPuCAwMUelftWolnDlzCPv3H8PEiXPQrl0LbNnyA6KionHmjPKXnsqVK2Dt2u9w9+4jlf3o6enh5ctXOHz4JE6c+K3Y8ssr3R5dYDJvBmLXbUX6C1cYDO4Hyy1rETb8K8jD1Y83AIQOGY/M5OTs/2fGxmf/bPz1V9DrbYfYH3+F1D8QOm1awHz9akRMmg2pp3ex5pNXej27wGzB14hZuxVpL9xgOKQvrP63FiFDJ0EelnvewYPGIzM5Jfv/7+et37sbTGdNRtTqX5D+wg3iKhVhvnohACD2153Fl0wh6XTrCqPZMxH/62ZIX7pCb2B/mP2yDpFjJyAzl+eA6ZqVEJqZIv7nDZAHBUNoagq895r/FJgPaI8qqyfizbd7kPj4NazH9kLdo9/hRZc5yAiOynW75x1mQp6Ymv1/aXSCJsItMuYD2qHqmonwXboHiU/cYT22J+ofXYZnned+MG/n9t98Mnkb9ukE62VTEbZqB1KcX8F0ZG9U3rsGPr2nQxYamet2Pj2mQJ707vUtj4lX6SMqbwWrJZOR8kT9ZGFJqtevNexW2OPy8oMIcvJE09HdMOLQQuyxW4wENX+3SFPT8fTQVUS8DoA0NR0VW9bBFz9NhDQlHc+P3czul5aQgt+6LVTatjR9+a/ZvzU6rLTH7WUHEebkifpjuqHf4YU41m0xktTkLUtJx8tDVxH9OgCylHSUa1kHnX+eCFlKOl79kZV3q4VDUXtwezgu2oc4nxBU6twIvffMxelBqxHl5q/pFInoE1CgywDu2LEDv/32G7Zt2wZtbW0sWrQIV69exezZsxEfr/ohpCl1pvXGm2OO8P3DEYleIXi24ghSQ6JRY7zdB7drsX4S/P++j2gnL5X7Ih+8RvC/Tkj0CkGyfwS89l5G/OsAWLSqU1xp5Fu9Kb3hfdwR3sccEe8dAqeVR5AcEo3a47p/cLs2677CmzMPEPlU9YtO9AtfPP3hGPzOPURmKT0iqD9sGFIvXkTqP/9AHhCApG3bkBkRAb2BA9X2127VCtpNmiBu8WJkPH2KzLAwyNzdIXV7d6RF5uGBpF27kH7jBiAtHXnPnj0ZBw+ewIEDx+Hh4Y2FC1cjKCgEU6eOVdt/8mR7BAYGY+HC1fDw8MaBA8dx6NBJzJ07VamfUCjEwYNb8cMPG/HmTYDKfq5cccSqVb/g7NlLKveVBMPRQ5F89l8kn70ImV8A4jbugDw8AgZD+39wO3lMLDKj392QmZl9n34fOyQe/ANp9x9DHhyK5L/OI+2hEwzthxV3OnlmNGYIks5cQtKZfyF7E4DYX3ZCHh4Bw4/mHZdr3tqN6iPthStSLt2APDQcaQ+fIuXSTWjXr13c6RSK/shhSLlwEakXLkLmH4CErduRGREB/UED1PaXtG4J7SaNEbNgCTKcnCEPC4f0tTukruqPrpZW5ab2R+Sx64j84xrSvIPhv3I/MkKiYT2u1we3k0bFQxoZl317/znwKSg/rT8ijt1AxB/XkeoVDL8VB5AeEg2b8Z9P3uZffYm4U1cQ9+dlZPgEIvzH3yANi4Tp6L4f3E4WHQd5VGz2TSVHoRAVfl2IyC1HkBEYWowZFEyryb3x4oQjXhx3RLR3CK6tOYKE0Gg0tVf/d0u4mz9enXuAKK9gxAdFwe3ve3hz+yUq5fxbTKFAcmS80q00aTylN16fcMTr446I9Q7BvdVHkBQSjYZj1ecd5eYP77MPEOsZjMSgKHj+fQ+Bt16i3Ht51xnSAc7bziHg5gskBETC7ffrCLjlgiZT+2gqLSL6xBRoAiAgICD7cn+6urpITEwEAIwdOxbHjh0ruujyQSjWgmmjagi7pXxUPuzWS1i0qJXrdtVGdIJBVSu4/Xo6T49j1aEBDGuUQ+RD90LFW1SEYi2YN6qGkFvKM/yht1xh+YG8awzvBMMq1nixMW95lzoiEUR16iDjiXKpdsaTJxA3aKB2E0m7dpB6eEB/1ChY/PknzH//HQZffw1oa2si4gIRi8Vo1swW167dVmq/du0O2rRprnabNm2a4dq1O0ptV6/eQvPmjSASvSv6WbZsLiIjo3Hw4ImiD7yoiUTQrvv/9u47rKnz7QP4N4uw91RRXFhAcK+qgIq1ddaFVXHV2jrq3m3dWqv+tI7aWrVqndXW0erroFVQq6KyHQzZWyDsnYTn/QMMBAIiBhLL/bkur8ucnBPuO+ec53lyn2WLooe+cpOLHvpBw0nx+n7F8uTPaHbtHMx+3AFht87ybwo0wIrlL2FixcUQduqojKjfHp8PDTtbFPrI5134wA/CTva1LtrszAE0v3EW5ge2Q9i9k9x7xQFPIbSzhYZD2SCS39wKWv16ovBu9TNB1AafD4GtLYofy38XxY99IeioeH0J+/WFOCwMupM/gfnFczA7cxx682ar9T5fFUfAh45TW2TdDpKbnnU7EHrd36t1WUfPnega8Avszq6H/vtqsk3XEUfAh65TW2TdDpSbnnU7CHrday/Ad/r7f+geeBj259apd94CPjQd2iH/X/nLJvP/DYBWV7taF2395z60v3cSLX/9Ftq9nKq9b/rlREgzspH9h2ov21KEK+DB0rE1ou/Kj1ui7zxFi241j1sqs3BoheZd2yPuofxYTENHE3Pv7cY8n70Yf2QpLBxaKS3ut8UV8GDm2Brxd+Tzjr/zFBa1jNcqM3VoBctu7ZFUaQzK0+BDWiR/wEJaJIZlD/Uu6BJCVKdelwBYWlpCJBKhVatWaNWqFXx8fNCpUydER0eDMfba5YuLi1FcXCw3TSgU1icUGQ1jPXD5PBRVqfYWpWVXO739ayr7zAAAT2NJREFUFd3WFnD6+hPc/HgjmLTmIwQCPS2MCPgBPA0+mLQUfquP4eUd9TilTvgq73T5vAvTs9HM3FDhMnqtLdD1qwm4PmZTrXmrM66BATg8HkozM+WmSzMzoWFsrHAZXrNm0HB0BEpKkLVmDbgGBtBfvBhcPT3kbN/eGGG/MVNTY/D5fKSmyp/umpqaBgsLM4XLWFiYITU1rcr86RAIBDA1NUZKSir69OmOadMmoFevDxssdmXiGhqAw+dBmlFlfYsyoWmieH1LRSJkbNmJkpAX4GgIoDPUDWY/7kDa7CUoDigrFBb5PIbe5HEoDgiGJCEJwh5doeXyPjjcetVGlY5XnnepqEreGZng1ZR3ugiiTbtQEhIOaAigO3QwLA7swMvPl6LYvyzvAk9v8IwMYXlkNwAOOAI+cs/9hZxjvzVwRvXHNSj/LqpuAxmZEJoYKVyG18wKGo6OYMUlyPxqbdk+v3QRuPr6yN6qnvt8VXxjPXD4PIjTs+Smi9OyIaihjS9JzUTUsh+R9yQKXA0+TMe6wu7cejwfuxa5D583fNBKIMu7Sp8uTsuChpmhwmVKUjMRsewn5AdHgqMhgPk4Fzj8vg7Pxq5Djo/65c030geHz4OkyrqVpGdCx1TxNi1Jy0Dy13tQ9DQCHA0BDD4eiJbHv0WsxyoUlp/qr9XVHobjhyB65JcNnUK9aBuVjVvyq4xb8tOzoVPDun1lns9eaJePe/7dfQFBv3nL3hNFJuHKsoNIC42Hhq4Wenw6BFPOr8UvH36FzJiXDZDJm9Esj7uwyjZdkJ4N69fkPfXRXmiV7xOPv7+AkEp5x91+gk6zPkLSw1Bkx6aiRT8H2HzQFVw16ccIIeqnXgWAgQMH4vLly+jatStmzpyJxYsX448//oCvry/GjBnz2uW3bt2KDRs2yE1bt24daq9311HVAgSHo3A2DpeDPj/Ow9P/nUdeVEqtHynOK4Kn21fg62jCop8DOq+fjLzYVKQ9UHwjIlWoWnjhcFD9u0BZ3v1/mIegneeR+5q83wnV8la8vsvfBBhD9ubNYOXXhOfu3w+DDRuQs3s3UOVmluqk+vrl1Fpsq74bcGSfo6urg6NHd2Pu3JUQVflhqfaqplzDdg4AktgESGIrbopV8uQ5eBbm0PNwlxUAsnbuh9HXS2H5+1GAAZLEJORfvgGdEbWfYtzYWNXEy7dlRSSxCcirlHdGcAh4lmbQnzIeaeUFAGG3TjCYOQkZW/ei+Gko+NbNYLxsHgzSRcg+fKrB8lAKhW2d4lk55W9mbdxSsc/v+xGGm9cje+dutd7nq6m2UyuYVq4oMglFkRX3B8nzC4ewuQms5ox6ZwoAr1Rr5zicmla3wrw1mpmi2eyRalkAkFE0bqlh3ZZEJ6IkuuKGhoWBoeBbmcFk5hgkPH4Kro4Wmv1vGZK/3gtppvre+wBADfty7QeRTo7fBA1tIZp1aYcBqyYgM+Ylnv/1AACQFBCJpIBI2bwJvuH49P82o/v0D/D3+hNKD7++6jpeq+zi2E0Q6Ahh0aUd+qyegOyYl4j4syzvf9edgOv2mZjovaNsjBObitBzd/Ceu3NDpUAIecfVqwBw8OBBlJZfbzZ79mwYGxvj33//xYgRIzB79uzXLr969WosWbJEbppQKMSlnz+tTzgAgJKMXJRKpNCsckRE01S/2lkBAMDX1YJx57Yw7GiDrlumASj7cczhcjE+/jhuf/IdUu+VDxgYQ1559TjrWSz02zeD3YKRalEAKC7PW6tK9VjTxKBalRkoy9u0cxsYd2yFnpvl8/aI/RX/TNqGlHtqPFAqV5qdDSaVglvlaD/X0BClGRmKlxGJIE1Pl/0QAABJbCw4XC54ZmaQJqrfXaLT0zMgkUiqHe03MzOtdlbAKy9fVj87wMzMBGKxGCJRJuztbWFj0xIXLhyRvf/qSEFeXhScnAYgKkq9bhxUmpUNJpGCV+VIL8/YqNpZAbUpfvIcOh9V3BOkNCsbouVrAQ0BeAYGkKalw+DLWZAmqUdxTCrLW3475xkZvmHeIdAdWnGNqeHc6ci7+g/yym8KKY6IRpaWJoy/XozsX06/djCqCqXZZd8Ft8p3wTWqeRuQijIgTathnzc3gzRB/fb5qiQZuWASKQRm8tu+wNSg2tHx2uT6hcNsrIuyw2swr/LWqNKnl+WdVefPyfUPh9lY9fwhJMnMAZNIwa+ybvkmhpCIsur8OYWBoTAYNQAAIGhpBQ1rS1j/XOlxzdyyAvB7IZcROWQWxHGqbd8KMsvGLVWP9mubGFQ7K6Cq7Piys9vSwhKgY2aAfovGyAoA1TCG5OAoGLW2VEbYb62ofLymXWWb1jIxQMFr8s4tzzsjNAHaZgbosXiMrABQlJGL65/tBk8ogKaRLvJTMtF79QTkxtV8E0lCSNNWrwJAQkICrK2tZa/d3d3h7u4Oxhji4+PRsmXLWpcXCoVvfcp/VaViKTKDo2Hp3BGJ1yquEbVwdkTiDb9q84tzC3HddaXctHbT3WDezwH3P9uDvNoaTg4HPI16P0FRqUrFUoiCo9HMuSPir1fkbeXcEfE15P3XwFVy0zpMc4NlX3vc/nxv7XmrE4kEkrAwaHTvjuJ/Kx7JqNG9O4rv3VO4iPjpU2i6uoKjpQVWWHaHaL61NZhUCmmaeuYtFovh7/8Egwb1x19/VTyGcdCg/rhyRfG1nT4+/hg2TP7Gl25uzvDzC4ZEIkFYWCS6dpV/f/365dDT08XSpesUPllA5SQSlISGQ7NXNxR6V6xfzZ7dUHhH8fpWRKNDe0jTFRSISsSQpqUDPB60BvZH4T+3lRH125NIUBISDq1e3VDoVSnv3t1Q6H2/zh+j0aGdXN4cTWG1m4YxaWnZoahajj6qlEQCcXg4hD26o/hO5X2+G4r/VbwNlDx5Cq0BLuBoaYIVFgEAeK/2+VT13OerYmIJ8oMjYeDcCZnXK+7RYODcCZk3an4UaFU6Hdug5OW7c8YPE0uQFxwJQ+dOyLhWkaehsxMybtT9MZ26HVtDrK55iyUoehYBnb5dkPt3xY9Ynb5dkPuPT50/RtO+LSSpZTmWRMYjaugcuffNFk8FV0cLLzf/DHFyzU9PaCylYilSnkSjdf+OCL9RMW5p3b8jwj2rj1tqwqnDWMzCvhVSw+JrnaexlIqlSHsSDev+HRFdabzWon9HxLxB3jWNQaXFYuSnZILL56Ht0J6IuKLG93QhhKhUvX7Ftm7dGsnJyTA3N5ebnpGRgdatW0MqlSoluDcV9vM19No3BxlB0Uj3e4G2HgOh3dwEkcdvAgAcv5oAbUsjPFxwoOw0qTD5Z+YWpedAWiSWm243fyQygqKQF/MSXA0+rAZ1hs34fvBbdbRRc6tNyKFr6LtnDkRBUUjzi0B7jwHQaW6C8BNleXdZ5Q5tKyPcW/gzwBiyFOVdLJabzhXwYGDbvPz/fGhbGsPIoSUk+cXIVYNr6QAg//ffYfDVVxCHhUH87Bm0RowA18ICBX/9BQDQnTULXFNT5GzdCgAounkTOlOnQn/lSuQdPQqugQF0Z89G4bVrFacC8/ng29jI/s81NQW/XTuwwkKVnSGwd+9hHDnyPfz9g+Hj44+ZMyfB2roZDh06CQDYtGklmjWzxMyZiwEAhw+fxJw507Bt2xocOXIGvXt3xfTpEzB16nwAZffgeP48XO5vZGeXnSpaebqOjjbatrWRvbaxsYaTkz0yM7NUUiTIPf0HTDasQsnzcBQ/eQ7d0cPAszRH3vnLAACDeTPBMzNFxvqyZ2TrThwDadJLiKNiAAEfOh+5QXuQM9JXVBwZ03B4DzxzU5SER4JnZgqDz6eCw+Ug57j6XAufc+o8TDetRHFIOIqDn0NvzDDwLc2RW5634ZczwTM3hWhtWd56k8ZAkpQCcWRs2Q3khrpBx80ZqcvWyz6z8I4P9CePRUloBErKLwEwnDsdhXceqPUd0/N/+x2Ga1ZDHBoG8dNn0Bo5HDwLCxRcKvsu9L74DFwzM2RvLt/n//4HetOmwOCrlcj75VjZPQDmfYHC/7v2Tp3+n3zwMtruXYD84Ajk+obBwuMDCJub4uXxsiKg9erJ0LA0QeTCvQAAy8+GozghFYVh8eAI+DAd6wyT4X0QNrP68+PVWdLPl9F+3wLkBUUi1y8MFh6D5fJu+dVkaFgaI2LBPgCA1axhKI5PQ0F53mbjyvIOnam+93sQHbmI5juWovDpCxQGhMJwwocQWJkh88xVAIDZ0ungW5ggecVOAIDR9FEQJ6Si+EXZ/m0waiD0P+yHhHmbAQCsRIziF/JncElz8wCg2nRVenT4GkZ8PwfJwVFI9I9A54kDoN/MBAGnysYtLivcoWdphCtLfgYAdJ3qhpxEEUTll3i06NEBPWcNhd+vFYXwfgtHIzEgApnRKdDQ00L3GUNgbt8SN9Yca/T8ahJ06BoG7Z6D1OAovPSLgP3kAdBrboKnJ8vy7r3SHTqWRri5uCzvjtPckJsoQlZEWd5WPTug8+dD8eRYRd7mndtC19II6c9joWNpjB6LxwAcDgJ+utL4CRJC3gn1KgAwxhRea52XlwdNTc23Dqq+4v/ygdBIFw5LRkPT3BDZYQm467EDBQllFW8tc0NoNzd5o8/kaQvRbesMaFkZQ1pUgtyIJPh8+RPi/6p7db6hxfz1EEIjPTgtHg0tc0NkhSXg5pQdyE8se6asloUhdJqZvtFnalkYYYTnt7LXDnOGwWHOMKTcD4Hn+C1Kjb++ir28kKuvD91p08A1NoYkOhpZK1ei9GVZgYJrYgKehYVsflZYiMxly6C3YAFMfv4ZpTk5KPLyQt4vv8jm4ZqawuTwYdlrnU8+gc4nn6AkMBCZixY1Wm6V/fHHZRgbG+KrrxbC0tIcz56F4+OPpyEurqwgYWlpDmvrZrL5Y2Li8fHH07B9+1rMnj0VyckvsWTJelwqP927rrp1c4Kn5znZ6x07yn44nzjxO2bNWvr2ib2hwr+9kWWgD/3PpoBnagxxZAzSF62GNKXs+e88UxPwLCuKkhy+AAYLvwDPzBSsuBiSqFikLVyNovsVRxM5Qg0YzP4U/OZWKC0sRNG9hxCt/Q4sL7/a31eVAk9vZBjow3CWB3imxiiJjEHqgq8gTX6VtzH4lfMW8GG0uCJvcVQsXs7/CkX3KvLOPnwSYAyG82aAZ2aK0sxsFN59gMwfjlT7++qk6JYXcgz0oTt9KngmxpBExyBz+SpI5fb5iu+CFRZBtHgZDBYvgOnhAyjNzkGhlzdyD/5S059QS6K/7oFvpIcWi90hMDdCQVgcQj22oCSx7CwGDXMjCJtXtPEcDT5arZkGDUtjlBaVoCA8HqEem5F1y7+mP6GWRH/dh8BIDy2WjIdGed4hHt+iOKGGvAV8tFo7VZZ3YXg8nk/eotZ55169g5eGejCdNwl8c2MUh8cgbtY6SJLK9m++uREEzSou6eIIBLBYNRN8CxOwohIUv4hF3GdrkX/bt6Y/oZZCrjyElpEe+i4YDV1zQ6SFJ+Dc9B3IKR+36JobQr/SuIXD5cB1pTsMrM1QKilFVlwqvLedRcCpW7J5hPra+GjrTOiYGaA4twAvn8XilPtmJAdFNXp+NYm4XDZe675wNHTMDSEKS8CVaTuQV563toUhdCtv0xwOeq9yh3553jmxqfD57iyenazIm68pQM/l46Hf0gzigmLE3QrEP4t+QklOQaPnRwh5N3BYXW7bX+7Vdft79uzBrFmzoK2tLXtPKpXi4cOH4PF4uFfDKdivc9Zqcr2We5dNSD6F4809VB1Go5uaeBIvXV1VHUajs/D2hqZm7ZfI/BcVFcUhvofi5xz/l1k/vonYKpdbNAWt/P9Bcr8Bqg6j0Vn96wWfZq+/Ee5/Te+kC7hvNVbVYTS695PPI6R903vWut2Lq9jaqumNW1bHnsSP1k0v77nxJ1UdAiFEyd7oDICAgAAAZWcAPHnyBBqVnqWsoaGBTp06YdmyZcqNkBBCCCGEEEIIIW/tjQoAXl5eAIAZM2Zgz5490NfXb5CgCCGEEEIIIYQQolzc+ix09OhRuR//OTk5uHTpEkJDQ5UWGCGEEEIIIYQQQpSnXgUAd3d3/PDDDwCAwsJCdO/eHe7u7nB0dMT58+eVGiAhhBBCCCGEEELeXr0KAHfu3EH//v0BABcvXgRjDFlZWdi7dy82b96s1AAJIYQQQgghhBDy9upVAMjOzoaxsTEA4Pr16xg7diy0tbUxbNgwvHjxQqkBEkIIIYQQQggh5O3VqwBgbW2NBw8eID8/H9evX8cHH3wAAMjMzISmpqZSAySEEEIIIYQQQsjbe6OnALyyaNEiTJ48Gbq6umjZsiVcy5/nfufOHTg6OiozPkIIIYQQQgghhChBvQoAc+fORa9evRAXF4cPPvgAXG7ZiQRt2rTBli1blBogIYQQQgghhBBC3l6dCwBLlixROP3u3bvVpr3//vv1j4gQQgghhBBCCCFKV+cCQEBAQJ3m43A49Q6GEEIIIYQQQgghDaPOBQAvL6+GjIMQQgghhBBCCCENqF5PASCEEEIIIYQQQsi7hQoAhBBCCCGEEEJIE0AFAEIIIYQQQgghpAmgAgAhhBBCCCGEENIEUAGAEEIIIYQQQghpAqgAQAghhBBCCCGENAFUACCEEEIIIYQQQpoAKgAQQgghhBBCCCFNABUACCGEEEIIIYSQJoAKAIQQQgghhBBCSBNABQBCCCGEEEIIIaQJoAIAIYQQQgghhBDSBFABgBBCCCGEEEIIaQI4jDGm6iAIIYQQQgghhBDSsPiqDqCyX1p4qDqERjcz4SS+a9X08l4VexI+zcaoOoxG1zvpAjpZvq/qMBpdUMp9XLCcpOowGt2YlNPI+WKIqsNodPo/38AB66bXrs2OP4kZNmNVHUajOxpzHmeaTVZ1GI1uYtIp3LMcp+owGl3flD/wsAn2372SLmB7ExyvrYg9ifyNTW//1ll7StUhENJg6BIAQgghhBBCCCGkCaACACGEEEIIIYQQ0gRQAYAQQgghhBBCCGkCqABACCGEEEIIIYQ0AVQAIIQQQgghhBBCmgAqABBCCCGEEEIIIU0AFQAIIYQQQgghhJAmgAoAhBBCCCGEEEJIE0AFAEIIIYQQQgghpAmgAgAhhBBCCCGEENIEUAGAEEIIIYQQQghpAqgAQAghhBBCCCGENAFUACCEEEIIIYQQQpoAKgAQQgghhBBCCCFNQL0KABs2bEBkZKSyYyGEEEIIIYQQQkgDqVcB4Pz587C1tUXv3r3xww8/IC0tTdlxEUIIIYQQQgghRInqVQAIDg5GcHAwBg4ciF27dqF58+YYOnQoTp8+jYKCAmXHSAghhBBCCCGEkLdU73sAODg44Ntvv0VUVBS8vLzQunVrLFq0CJaWlsqMjxBCCCGEEEIIIUqglJsA6ujoQEtLCxoaGhCLxcr4SEIIIYQQQgghhChRvQsA0dHR2LJlC+zt7dG9e3f4+/tj/fr1SElJUWZ8hBBCCCGEEEIIUQJ+fRbq06cPHj16BEdHR8yYMQOTJk1C8+bNlR0bIYQQQgghhBBClKReBYABAwbg8OHDcHBwUHY8hBBCCCGEEEIIaQD1KgB8++23yo6DEEIIIYQQQgghDajOBYAlS5bU+UN37dpVr2AIIYQQQgghhBDSMOpcAAgICJB77efnB6lUig4dOgAAwsPDwePx0K1bN+VGqAR2U93gOHsotMwNkRWeCJ/1J/HyUdhrlzPv3h7D/vgGmWEJuDTk60aItP66THFDry+GQtfMEOkvEvHPhpNIeKw4xxbdbeG6+hOYtLUCX0uInIR0BJ6+hce/XJebT6ivDefl49Hhwx7Q1NdGVkIabm0+jSivoMZIqd4spn0IqzmjoGFuhILweMSuPYLcRyEK59Xv4wD785uqTQ90no+iiMSGDrXe3KePwfS5k2BqboLIsGhsX7sHAQ8VrxdTcxMsXT8f9k4d0LKNNU4f/h071u6p8bM/HOWGbT9vxK1rd7B4xqqGSqFe2kx3Q/u5w6FpboicsEQErz0O0cPX78vGPWzhfHENckLjccvtK4XztBjVBz1/no+ka77wmaFeRUyBy3AIPxgPjoExSpNiUXTuAKQRT2tegC+AcNhkCHoNBEffCCwrHcVXz0B831M2i8ag0RA4DwPX2BwsLwdi/7sovngEkKjPk1wcprqh0xdDoW1uiMzwRNzbcBIpNbTdlj1s0Xv1JzBsV9au5SakI+TULQQfrmjXuHweuswbAdvx/aFjYYSsqGQ83HoW8d7BjZVSnQzwGIKPvhgFQ3MjJIbH4/TGo3jxWHEb1m1ILwzwGIKW9jbgawiQ+CIef+4+h6d3AuXm09LXxthlk9Dtw97QMdBBWnwqzm7+FcHe/o2QUd20m+YGuznDoGVuiOzwRPivPYG0OvTVpj1sMej8N8gOS8D1wRX7d9tJA2Azvh8MO1gDADKeRCNo61lkBEY1WA7KYjl9CJrPHVnWj4XFI3rtMeQ8rKEfe98Bjhc2VJvu328BCiOSGjrUejOv1FcXvqav1quhrw6q1Fdr2VqjxfJPoOPUFkJrc8SuPYKUw1caNIf66DzFDT0rjddu1TJea97dFi5VxmtBp2/BV8F4rf/y8bAtH69lJ6TBS83Ga/zubhD0GQaOniFKUxNR4nkCpXGK89YY+QUEnZ2rTS9NTUDhgZXVpvMcekNz7HxIQn1RfO57pcdOyH9NnQsAXl5esv/v2rULenp6+PXXX2FkZAQAyMzMxIwZM9C/f3/lR/kWWo/ohV7rPXD/62N4+Tgc73kMxJATy3F+wErkJ4lqXE6gpwWX3bOR9O8zaJkZNGLEb+694b3gttYDN9YcQ6JvODpPGgj3X5fjsNtK5CjIUVxYDL9f/0ZaSBzEhcVo0aMDhnw7AyUFxQg6U7aeuQIePjm5CvmiHFycswe5yRnQtzJBSX5RY6f3RkxG9kWrDTMQ/dUh5D4KgcWUIXjv1DcIcl2IksT0GpcL7DcP0txC2WuxKKcxwq2XIaMGYcXGhdiy6n8IfByMcVM+xo+nd2K082SkJL6sNr+GUIBMURYO7fkVUz7/pNbPtmphiSXrvoTfg8AGir7+mo/qDaeNUxG46ghEj8PResog9D29En87L0dhYs37Ml9PC933zUHa3WcQmukrnEerhSkc101C+gPFg09V4nd3gab7bBSd/gHSyGcQOA+D9vzNyFs/CywzTeEyWrO+BkffEIXHv0dpWhI4eobgcHkVn9lzAISjP0Xhr7sgjXoOrnlzaE1fBgAo/v3nRsnrddqO6IX313ng7tfHkOIbDvvJAzHs+HKcHbgSeYratYJiPP31b4hC4iApKIZljw5w/m4GxAXFCDld1q71WD4OtmP64vaKX5AZmQRrFycMObQIFz/eANGz2MZOUaGew9/HpLUzcGLNIbzwDYXr5A+w5NjX+HrwImQkVW/DbHvZ49m/QTi/4xQKcgrQb/wALDy8CptGr0bcs2gAAE/Ax/IT65Ajysb+OTuQmZIBYysTFOUXVvs8VWk5sje6bpgC36+OIv1RONpNGQiXUytw1XUFCmrZvwV6Wui9ZzZe/vsMmlX6avP37RB76QH8fI9DWlwC+7nDMeDMKlwdsBKFKZkNnVK9mY56H603TkfUqsPIeRwKyymDYX/6K/g7L661H/N7f/47048Zl/fVMeV9tfmUIehw6hsEv6avDqqlr+ZqCVEU9xKiK/fRav2nDRp/fb03vBcGrfXA32uOIaF8vDbu1+X4xW0lcmsYrwX8+jdSK43XPvi2rF2rPF5zP7kKBaIc/Fk+XtNTs/Eaz743NIZMQcnVo5DGh0PQdSA0J61A4Y8rwHKq511y4zjEN3+rmMDlQeuLbyEJeVhtXo6BKTQGT4Y0NrQhUyDkP6VejwHcuXMntm7dKvvxDwBGRkbYvHkzdu7cqbTglKHj5x8h/DdvhJ/xRnZEEh6uP4n8JBHspg6qdbl+332KyEsPkOof0UiR1l/Pzz5C0FlvBP/mDVFEEm5uPImcZBG6eCjO8eWzWIT89QDpLxKRnZCOZxfvIfrOE1j37CCbx8ndBZqGOrgw63sk+r5ATqIICb7hSA2Ja6y06sXq8xFIO3MTaaf/QVFEImLXHUFJkggWU4fUupw4PRvitCzZP5SWNk7A9TDli09w8cxlXDx9GdEvYrFj7R6kJKbCfdpohfMnxadg+5rduPL7deTm5tX4uVwuF1v3r8NPOw4jIU79zn5o/8VQxJzxRsxpb+S+SELw2hMoSBShzTS3WpfrsuMzJFy4jwy/F4pn4HLQY/88PN9xHvlxqQ0Q+dsRuo2B+N4NiO9dR2lKPIrPHUBpZho0XIYrnJ/n0B18W0cU7FsDaWgAmOglSmPCII16LpuH38Ye0shnkDz2AhO9hDTEH+LH3uC1sm2stF7LadZHCD3rjdDfvJEVkYT7G04iL0kE+ymK2zXRs1hE/PkAmeGJyE1Ix4uL9xB/+wmsKrVrtmP7wf+HvxDnFYTcuDQ8P3ET8beD0enzoY2V1mt98NkI3Dl3C3fO3kRyZCLObDyKjGQRBnoobsPObDyKaz//iejgSLyMScb5HafxMiYFnQd1l83T330gdAx1se/zbYjwC4MoMQ0vfEMRH6IeRQ8A6PD5R4g6442o097IiUiC/7qTKEgSof3U2vfvHttnIvbifaQr2L8ffPkjIn79B1nPYpEbkYxHyw6Dw+XCop9638C42Rcj8PLMLbw8fROFLxIRvfYYihNFsJr2Qa3LvUv9WNW+Ok4JfXV+UATiNx1Hxp/3wErU50ymyrp/9hGCy8drGRFJuLXxJHJrGa+llo/XRC8SkZOQjucX7yHmzhO0UDBeu1hpvJboG440NRqvCfp8BEmANyQB3mDpSSjxPAmWLQK/ew37d3EhWH627B+3WWtASweSwDvy83E4EI6eC7H3HyjNVL/+mxB1Va8CQE5ODl6+rH6kMTU1Fbm5uW8dlLJwBTyYOrZG4h35U2UT7zyFeff2NS7X3t0Zeq0sEPD9hYYO8a1xBTxYOrZGzF35HGPuPEXzbjXnWJmFQys079oecQ8rqqftB3dFon8EPtg0DfN992Om51b0mTcSHC5HqfErE0fAh45TW2Tdlj/lLet2IPS6v1frso6eO9E14BfYnV0P/fc7NmSYb4Uv4MPOqQMeeD+Sm/7g9iN06uH4Vp/9xdIZyBRl4eIZ9TtlkiPgwdCpNVKrnKqdevsJjHvU/KO11Scu0LUxR8jO8zXOY7d0DEpEOYg9462scJWHxwe3ZXtInvvJTZY89wOvrb3CRQROvSGNfQHhkPHQ/e4UdDb+AuHYWYBAo2L5iKfgtWwPrk3ZIJJjagl+xx6QPKl+dEUVuAIezBxbI75K251w5yksa2m7KzNxaAXLbu2R5FPRrvE0+JAWyf8wkBSJYVXLNtSYeAI+bDq2xbO7gXLTn90NQttuHRQvVAWHw4GmjibysyqKfV3ceiDSPwweG2dh9+NfsOnG9xg2dww43HoNAZSOK+DB2Kk1Um4/kZuecvsJTGtZ360nOEO3lTme7qpbX83TEoLD56EkK/+t4m1IHAEfuk5tkOVdtR8Lgl6P2reBzv/sQI+gQ3D4fR0M+qpvkeNVX51dpa/Ovh0I3df01R09d6JLwC94T837akVqGq9Fv8F4zdyhFZp1bY/4SuO1toO7Isk/AoM3TcM83/2Y4bkVvdVpvMblgWvVGtJI+f1bGvUEPOu65c3v4orSqGdg2fJnhwicx4AV5EASeFtZ0RLSJNTrKQCjR4/GjBkzsHPnTvTu3RsA4OPjg+XLl2PMmDGvXb64uBjFxcVy04RCYX1CqZWmsR64fB4K07LlphemZUPLzFDhMvqtLdBj9QRcGbMJTKq+1fNXtI3KcsxPl88xPz0bOjXk+Mpcn73QLv+O/t19AcG/ecveM7Q2R6s+pnj2532cm74Dxq0t8cGmaeDyuLi395LyE1ECvrEeOHwexOlZctPFadkQmBsqXKYkNRNRy35E3pMocDX4MB3rCrtz6/F87FrkPnyucBlVMjI2BJ/PhygtQ266KC0DpmbG9f7czj0cMXriCLi7TXvbEBuEsHw7LaqyLxenZVc77fcVndaWcPj6E9wZtaHGfdm4hy1sJrriZg33BVA1jq4+ODweWE6W3HSWmwWOvpHCZbhmVuC1cwATl6DgwEZwdfWhOfFLcHT0UHS87N4GEt/bKNIzgM7ynQCHAw6PjxLvyyi5ca6hU6qTmtrugvRsWL+mXfN4tBda5W2B7/cXEFqpXYu//QROsz5C8sNQZMemokU/B9h80BVcNfkhrGekBx6fh5wqeWenZaGjqWGdPmPIrJEQamvi0f/dk00za2kBu/c74sGlu/h+xhZYtLbClI2zwOPz8Nfe35WZQr3I9u8q/VhRWjY0zRXv37qtLdD5q0/wz+iNde6rO339CQpTMpByt5b7Z6iY4FU/VmUbEKdlQ6OGbV/8MhMRSw8gLzgSXA0BzMY7w+H3dXg6Zh1yfNTwsqZ69NXi8r46v1Jf/d659QhR075akZrGawV1GK/N8Slr17h8Hu4pGK8Z9DHF8z/v44/pO2DU2hKDy8dr99VgvMbR1gOHywPLl8+b5WeDo/P6S2w5uobgteuE4gv75aZzrW3B7+KKwp9XKzNcQpqEehUADhw4gGXLlsHDwwNicdnRFD6fj5kzZ2LHjh2vXX7r1q3YsEH+hjXr1q2DdX2CqQvG5F9zFEwDwOFy4LpvHvx3nkdOdEpDRdMgWB1zrOzU+E3Q0BaiWZd2cF01AZkxLxHy14Oyxbkc5ItycH3VL2ClDC+fxkDXwgi9vhimtgUAmTf4Looik1AUWXGTpDy/cAibm8Bqzii1HlRUS5HDed3qrpG2jja+3b8OG5Z9h6yM7NcvoEpVc+QomAYAXA56/jQPITv+QF6U4n2Zr6OJHvvnwn/ZYZRkqM+ZS4opSrwGHA7AGAp/+Q4oKkApgKI/DkLr829QdOYHQFwCnq0ThB9NLLuvQHQouObNoDlhDjSyM1By9XRDJvJmqmzUZanVvqH/OXYTBDpCWHRph16rJyAn5iUi/ixr1+6tOwGX7TMxwXsHwBhyYlMRdu4OOrhXv9mUKjFUzbtuR/J6jeyHjxe5Y++sbcitdG00h8NBTno2jq0+AFZaitinUTA0N8ZHX4xSiwLAK9X7MY7C/ZvD5eD9/fPw5H/nkVvD/l2V3dzhaDWqD26N24zSYvU8PVyOgn6spk2/MDIJhZX6sVy/cAibmaL5nJFqWQCQecu+WuMd6KsVUrhua2/XTo/fBEH5eM1l1QRkVRmvFYhycKPKeK3nF8PUogBQ4Q36sUr4nZyBogJIQ30rJmpoQvjxHJRcOQwU1nxpIyFEsXoVALS1tfHjjz9ix44diIyMBGMM7dq1g46OTp2WX716dbXHCgqFQpw8PLM+4dSoKCMXpRIptKpUlLVMDVCYXv2HjkBXC2ad28CkYyv02Vx2JJTD5YDD5WJGzK+4Pmkbku+rV0dTkFmWo26V6rGOiUG1KnNV2fFlNxBLC0uAjpkB+i0aI+tQ8lKzUCqRgpVWNNiiiETomhuCK+ChVCxVbiJKIMnIBZNIITCTPzIqMDWodjSlNrl+4TAb66Ls8JQiMyMLEokEpubyR/uNTY0gSs+oYanaWds0R/OWzbD3+HbZtFdHRP0S7mBU34lIiFXtPQGKy/flqkcDhaYG1Y4aAmX7slHntjDoaINO304HULEvf5xwAvcmbEVJVj50Wpqjz/FlsuVenTL5ccIJ/N13KfJjVXtNIcvLAZNKqx3t5+gZgOUovolZaXYGuFkioKigYlpyHDhcLrhGpihNTYJw5DSIH96E+F7ZnaRLk2JQLNSEpsdClFw789riYUOrse02Udx2V5Zb3q5lhCZAy8wA3RePkRUAijJyceOz3eAJBdA00kV+SiZ6rZ6A3DjFN1NsbLmZuZBKpDCo0p7rmxogu8rR0qp6Dn8fM7bNxY9z/4fn9+QvlclKy4RULAWrdL10cmQCDM2NwBPwIRVLlJVCvbzav6uemadpql/trB8A4OtqwaRzWxh1tEG3LfJ99YS44/Ce+B1e3qvoq9+bPRT280fCa8JWZIXEN2gub0v8qh+rsu0LTA2qHTGvTVk/pl6FrVeU1Vfn+YXDVE37akVejdeqHu3XNjFAQR3Ha+nl47W+lcZr+alZkKrxeI0V5IKVSsHRMZSbztHRr3ZWgCL8zi6QBP8LlFbkwTWyANfIHMJPllb6wLL+W/ub4yjcvwyM7glASI3qVQB4JTk5GcnJyXB2doaWlhYYY3U6UiEUChvklP+qSsVSpD+JRvP+HRF7vaJy2Kx/R8R5+lWbvyS3EBcGyT/2zG6qG6z62uPWF3vVZpBYWalYipQn0bDp3xHhNypytOnfES8U5FgjDgd8jYrNIcH3BRxG9ZEdTQQA49ZWyH2ZqfLOpCZMLEF+cCQMnDsh83rFtcwGzp2QeeNRLUvK0+nYBiUv1fMO0RKxBCHBYejt0hO3rlXcDKe3Sw94X79br8+MjojFWFcPuWnzVn4OHV1tbF+zGylJ1e/30diYWIqs4GiYuzgi6VrFdm7u0hHJ16tv5+LcQvzjukJuWpvpg2HW1wEPZ+1GflwamLS02jz2K93B19VE8JrjKKjlKSGNRipBadwL8O26QhJ4XzaZb9cVkqAHiheJfAZBt/6AUBMoLrsLNNeiBVipFKWZZddPcjSE1X7kl/045KDm0yoaT6lYirQn0bDu3xExldru5v07IuYN2zWeRvVuTlosRn5KJrh8HtoM7YnIK+px7wOpWIKYp5Fw6NcJ/pXaLPt+Tgj8+3GNy/Ua2Q+fbp+LAwt2I9ir+mP9InxD0XtU//IzhcrWrWXrZsh8maHyH/9A2frOCI6GpXNHJFRa35bOjki8oXj/vjpA/lFg7ae5waKfA/6dtQd5lfrq9+YMg8PCj+E9aRsygqMbLgklYWIJ8oKjYOjihIxrFduAoYsTMq7XvA1UpePYGiWp6tmPNYW+WpHK47UXVcZrEW/RriX4voC9gvFanrqM10qlKE2OBq9NR0jDKvLmtXGEJKz2vLmt7MA1sUTROW/5j0xPQsFP8m2AxoDx4Ag1UXz9BFi2GvTfhKixehUARCIR3N3d4eXlBQ6HgxcvXqBNmzb47LPPYGhoqFZPAnh68Bpc9sxBWnAUUv0i8N7kAdBtboLQEzcBAN1XuUPb0gh3Fv0MMIbMsAS55QtFOZAWi6tNVyePDl/DiO/nICU4Con+Eeg8cQD0m5kg4FRZji4r3KFnaYQrS8oe79V1qhtyEkUQlZ9O16JHB/ScNRR+v1Y8Izzg5D/oNn0wBq+fAt9jnjBubYk+80bC99iNxk/wDSQfvIy2excgPzgCub5hsPD4AMLmpnh5vCw369WToWFpgsiFewEAlp8NR3FCKgrD4sER8GE61hkmw/sgbOY2VaZRqxM//4Yt+9bieVAIgnyfYqzHKFg1t8Dvxy8BABZ8NRvmVmb4Zn7FM5M7OJTdaEdbRwtGJobo4NAeYrEYUeExKCkuQUSo/HOxc3PKTomvOl2VXvx8FT32zUVmUBQyfF/AxmMgtJubIup42Xbu8NUEaFoZw2/+T2Wnd4fK77PF6TmQFpfITa86jzgnX+F0VSr+5wK0ZiyHNDYc0qgQCPoPBdfYHCV3/g8AIPx4BjiGpig6Vnb5lfiRF4RDJ0Nr2lIUXz4Bjq4+hGM/g/ieJyAuAQBIgn2g4TYG0riI8ksAmkNz5DRIgn0Aph73Pgk+dA0Dd89BanAUXvpFwH7yAOg1N8Hzk2Xru+dKd+hYGsFrcVm75jDNDXmJImSVP/fcsmcHdPp8KJ4eq2jXzDu3hY6lEdKfx0LH0hjdF48Bh8NB4E/qc+NLz8OXMWvXAsQERyLCPwwukwbDpJkpvE6V5TFuxWQYWhjj8NJ9AMp+/H+2cz5ObziCyIBw6JcfXRQXlaAwt+wsEK+TNzBo2lBMWvcp/vn1KixsrDBs7hj8c+yqSnJUJOzgNfTeOwcZwdFI932Bth4Dod3cBC/K9+9OqydAy9IIPgsPAIwhu0qfXFTeV1eebjd3OByXj8P9efuRH58mu1+IJL8IkgL5+xCpk6SfL6P9vvnIC4pCrm8YLD0GQ9jcFCnl/VirryZBw8oEL+aXbQNWs4ahOD4VBWHx4GjwYT7WGabD+yDk09dfkqkqVftqc48PoFGlrxZYmiCqSl9dEBYPbnlfbTy8D8Ir9dUcAR9ati1k/xdYGUPbwQbS/CIUx6jHZZ2+h69hmILxWmD5eM15hTt0LY1wtXy81qV8vJZRPl5rrmC8Flg+Xhu0fgr8j3nCqLUles8bCT81Gq+JH1yDcPQclCZHQ5rwAoKuA8ExMIHEryxvwcAJ4OgZoeTPA3LLCbq4QpoQAZZWpU+WiqtNY+VnvVWblxBSTb0KAIsXL4ZAIEBcXBzs7Oxk0ydMmIDFixerVQEg+vJDaBrpocui0dA2N0RmWAI8p+5AXvlzhbXMDaHb3FTFUb6d0CsPoWWkh74LRkPH3BDp4Qn4ffoO5JTnqGtuCP1mFTlyuBy4rHSHgbUZSiWlyIpLxe1tZxFw6pZsntzkDJydsg2D1nhg5vVvkfsyE75Hb8Dnp8uNnt+bEP11D3wjPbRY7A6BuREKwuIQ6rEFJYllR4Q0zI0grLS+ORp8tFozDRqWxigtKkFBeDxCPTYj61b1o2jq4safN2FgZIDPl3wKM3MTRIRGYd7kZUhOKBvgmFqYwLK5hdwy527+Kvu/Qyc7DBs7BInxyRjaY2yjxv42Ev/0gdBIF+8tGQNNc0PkhCbg3uTtKEwoO6qtaWEI7eYmKo5S+SS+t1GkowfhsMngGBijNCkWBT98A5ZRdnojx8AYXGOzigWKi1CwezU0P5kLna/2geXlQux3B8V/HquY5eppMDBojpoOjqEJWF42JME+KLp0DOoisrzt7r6wrO3OCEvA1WkVbbeOhSH0Ku/LHA56rXKHXnm7lhObioffncXzkxXtGk9TgB7Lx0O/pRnEBcWIuxWIW4t+QklOQbW/ryqPrtyHjqEeRi4cDwMzIySGx+H7Gd9CVN6GGZgbwaRS3q6TBoMv4GPq5s8xdfPnsun//uGFX5b9AADISBZh59SNmLhmBjZd34XMlAz8ffT/cPXApUbNrTZxf/lAw0gXDotHQ8vcENlhCbjtsQMF5c+E1zR/8/273TQ38IQC9D+8SG76k53n8XSn+j7lJ/3P++Ab6cF6yThomBuhIDQOzyd/i+Lytk5gId+PcTX4sFk3taIfC0vA88lbkHkzQFUpvFZGeV/dvLyvLgyLQ1ilvlqgoK9uqaCvzq7UVwssjOD49y7Z62ZzPkazOR8j5/5ThIxb23jJ1SL0Slm79n6l8doflcZrOgrGa87l4zVWabwWWGW8dm7KNgxc44EZ5eM1v6M38FCNxmvS5z4o0daFwHk0NHQNUZqagKLTO2R39efoGoJrUGX/FmqBZ9cDJddPqCBiQv7bOOx1dx5RwNLSEjdu3ECnTp2gp6eHoKAgtGnTBtHR0XB0dEReXv1uyPFLC4/Xz/QfMzPhJL5r1fTyXhV7Ej7NXv/EiP+a3kkX0MnyfVWH0eiCUu7jguUkVYfR6MaknEbOF7U/1/q/SP/nGzhg3fTatdnxJzHD5t0pqinL0ZjzONNssqrDaHQTk07hnuU4VYfR6Pqm/IGHTbD/7pV0Adub4HhtRexJ5G9sevu3ztpTqg6BkAZTr2cf5efnQ1tbu9r09PT0Rrm2nxBCCCGEEEIIIW+mXgUAZ2dnHD9+XPaaw+GgtLQUO3bswIABA5QWHCGEEEIIIYQQQpSjXvcA2LFjB1xdXeHr64uSkhKsWLECz549Q0ZGBu7du6fsGAkhhBBCCCGEEPKW6nUGgL29PYKCgtCzZ08MHjwY+fn5GDNmDAICAtC2bVtlx0gIIYQQQgghhJC3VK8zAADAyMgIw4YNQ48ePVBaWvbYqMePy55RO3LkSOVERwghhBBCCCGEEKWoVwHg+vXrmDp1KkQiEao+RIDD4UAqlSolOEIIIYQQQgghhChHvS4B+PLLLzF+/HgkJSWhtLRU7h/9+CeEEEIIIYQQQtRPvQoAqampWLJkCSwsLJQdDyGEEEIIIYQQQhpAvQoA48aNg7e3t5JDIYQQQgghhBBCSEOp1z0AfvjhB4wfPx53796Fo6MjBAKB3PsLFixQSnCEEEIIIYQQQghRjnoVAE6fPo0bN25AS0sL3t7e4HA4svc4HA4VAAghhBBCCCGEEDVTrwLAN998g40bN2LVqlXgcut1FQEhhBBCCCGEEEIaUb1+vZeUlGDChAn0458QQgghhBBCCHlH1OsX/LRp03D27Fllx0IIIYQQQgghhJAGUq9LAKRSKbZv344bN27Aycmp2k0Ad+3apZTgCCGEEEIIIYQQohz1KgA8efIEXbp0AQA8ffpU7r3KNwQkhBBCCCGEEEKIeqhXAcDLy0vZcRBCCCGEEEIIIaQB0V38CCGEEEIIIYSQJoAKAIQQQgghhBBCSBNABQBCCCGEEEIIIaQJoAIAIYQQQgghhBDSBFABgBBCCCGEEEIIaQKoAEAIIYQQQgghhDQBVAAghBBCCCGEEEKaACoAEEIIIYQQQgghTQFr4oqKiti6detYUVGRqkNpVJQ35d0UUN6Ud1NAeVPeTQHlTXk3BU01b9K4OIwxpuoihCrl5OTAwMAA2dnZ0NfXV3U4jYbyprybAsqb8m4KKG/KuymgvCnvpqCp5k0aF10CQAghhBBCCCGENAFUACCEEEIIIYQQQpoAKgAQQgghhBBCCCFNQJMvAAiFQqxbtw5CoVDVoTQqypvybgoob8q7KaC8Ke+mgPKmvJuCppo3aVxN/iaAhBBCCCGEEEJIU9DkzwAghBBCCCGEEEKaAioAEEIIIYQQQgghTQAVAAghhBBCCCGEkCaACgCEEEIIIYQQQkgT0KQLAMeOHYOhoaGqwyB15OrqikWLFtV7+ZiYGHA4HAQGBiotJnXxX86NEKJY5TbRxsYGu3fvVmk86ob6+KZt/fr16Ny5s0pjeN24Rdn77duOkxqKusb1LqLvkihDky4ATJgwAeHh4aoOg9TRhQsXsGnTJlWHQQghaufx48f4/PPPVR0GeUtNZXCv7B++HA4Hly5dkpu2bNky3Lx5U2l/gzS8+m7/06dPx8cff6z0eAj5r+KrOgBVEYvF0NLSgpaWlqpDIXVkbGys6hAIUUslJSXQ0NBQdRhEhczMzFQdQoOh7btpkkql4HA44HLrd6xKV1cXurq6So6KEELeff+pMwBKS0uxbds2tGvXDkKhEC1btsSWLVtkp0efO3cOrq6u0NTUxMmTJ6udHvjqdLEjR46gZcuW0NXVxZw5cyCVSrF9+3ZYWlrC3NwcW7ZsUV2Sb+BV3lX/ubq6ynK/ceMG7OzsoKuriw8//BDJycmqDrtGVU93/fbbb/Hpp59CT08PLVu2xMGDB+Xmf/ToEbp06QJNTU10794dAQEBcu8rOj300qVL4HA4stdBQUEYMGAA9PT0oK+vj27dusHX17dB8quLmrbxV6KiojBgwABoa2ujU6dOePDggew9kUiEiRMnokWLFtDW1oajoyPOnDkj9/l//PEHHB0doaWlBRMTE7i5uSE/P7/R8qsLV1dXLFiwACtWrICxsTEsLS2xfv162ftxcXEYNWoUdHV1oa+vD3d3d7x8+RIAEBoaCm1tbZw+fVo2/4ULF6CpqYknT540dir15urqii+//BJLliyBqakpBg8eDA6Hgxs3bqBLly7Q0tLCwIEDkZqaimvXrsHOzg76+vqYOHEiCgoKVB3+G7t+/Tr69esHQ0NDmJiYYPjw4YiMjJS9f//+fXTu3Fm2r7/ajytfEvP8+XMMHToUurq6sLCwwJQpU5Cenq6CbOonPz8fU6dOha6uLqysrLBz506596seUV2/fj1atmwJoVCIZs2aYcGCBY0ccf0p2r537doFR0dH6OjowNraGnPnzkVeXp7ccseOHUPLli2hra2N0aNHQyQSqSiD+pk+fTpu376NPXv2yPrryMhIzJw5E61bt4aWlhY6dOiAPXv2yJYpKiqCg4OD3Nkf0dHRMDAwwKFDh1SRBoCKdfjll1/K9ttvvvkGjDG4uroiNjYWixcvluUJVPTJV65cgb29PYRCIWJjY/H48WMMHjwYpqamMDAwgIuLC/z9/WV/y8bGBgAwevRocDgc2euqlwCUlpZi48aNaNGiBYRCITp37ozr1683+HchkUgUfg+K1GU7v3fvHlxcXKCtrQ0jIyMMGTIEmZmZCj/v+vXrMDAwwPHjx5WeV339+OOPaN++PTQ1NWFhYYFx48YBULz9x8TEQCqV1roPrF+/Hr/++iv+/PNP2XLe3t6Nnperqyvmz5+PRYsWwcjICBYWFjh48CDy8/MxY8YM6OnpoW3btrh27Zpsmdf1S69r91evXo3evXtXi8XJyQnr1q1ruGTJu4/9h6xYsYIZGRmxY8eOsYiICHb37l126NAhFh0dzQAwGxsbdv78eRYVFcUSExPZ0aNHmYGBgWz5devWMV1dXTZu3Dj27Nkz9tdffzENDQ02ZMgQNn/+fBYaGsqOHDnCALAHDx6oLtE6kkgkLDk5WfYvICCAmZiYsDVr1rCjR48ygUDA3Nzc2OPHj5mfnx+zs7NjkyZNUnXYNXJxcWELFy5kjDHWqlUrZmxszPbv389evHjBtm7dyrhcLgsJCWGMMZaXl8fMzMzYhAkT2NOnT9nly5dZmzZtGAAWEBDAGGPV1j9jjF28eJFV3i0cHByYh4cHCwkJYeHh4ezcuXMsMDCwMdJV6HXb+HvvvceuXLnCwsLC2Lhx41irVq2YWCxmjDGWkJDAduzYwQICAlhkZCTbu3cv4/F4zMfHhzHGWFJSEuPz+WzXrl0sOjqaBQcHs/3797Pc3FyV5auIi4sL09fXZ+vXr2fh4eHs119/ZRwOh3l6erLS0lLWpUsX1q9fP+br68t8fHxY165dmYuLi2z5/fv3MwMDAxYTE8MSExOZsbEx+/7771WWT324uLgwXV1dtnz5chYaGsp++uknBoD17t2b/fvvv8zf35+1a9eOubi4sA8++ID5+/uzO3fuMBMTE/bdd9+pOvw39scff7Dz58+z8PBwFhAQwEaMGMEcHR2ZVCplOTk5zNjYmHl4eLBnz56xq1evMltbW7l9PSkpiZmamrLVq1ezkJAQ5u/vzwYPHswGDBig2sTewJw5c1iLFi2Yp6cnCw4OZsOHD2e6urpybeKr7fj3339n+vr67OrVqyw2NpY9fPiQHTx4UHXBv6Gq23dISAj7/vvv2a1bt1hUVBS7efMm69ChA5szZ45sGR8fH8bhcNjWrVtZWFgY27NnDzM0NKzWxquzrKws1qdPHzZr1ixZv11UVMTWrl3LHj16xKKiotjJkyeZtrY2O3v2rGy5gIAApqGhwS5evMgkEgnr27cvGzVqlOoSYRXrcOHChSw0NFQW98GDB5lIJGItWrRgGzdulOXJGJONS95//3127949FhoayvLy8tjNmzfZiRMn2PPnz9nz58/ZzJkzmYWFBcvJyWGMMZaamsoAsKNHj7Lk5GSWmprKGCsb03Xq1EkW065du5i+vj47c+YMCw0NZStWrGACgYCFh4er5HtgTH6/ZYy9djsPCAhgQqGQzZkzhwUGBrKnT5+yffv2sbS0NNnfe9UmnDlzhunp6bFLly41WH519Squx48fMx6Px06fPs1iYmKYv78/27NnD2NM8fYvkUhYSUlJrftAbm4uc3d3Zx9++KFsueLiYpXkqKenxzZt2sTCw8PZpk2bGJfLZR999BE7ePAgCw8PZ3PmzGEmJiYsPz+/Tv3S69r9J0+eMAAsIiJCtszTp08ZABYWFtbYXwF5h/xnCgA5OTlMKBSyQ4cOVXvv1Y+j3bt3y01XVADQ1taWdSqMMTZkyBBmY2PDpFKpbFqHDh3Y1q1blZ9EAyosLGS9evViw4cPZ1KplB09erRao7F//35mYWGhwihrV7UA4OHhIXuvtLSUmZubs59++okxxtjPP//MjI2NWX5+vmyeVz+S3qQAoKenx44dO9YwCb2humzjhw8flk179uwZAyAriigydOhQtnTpUsYYY35+fgwAi4mJUX7wSuTi4sL69esnN61Hjx5s5cqVzNPTk/F4PBYXFyd779X38OjRI9m0YcOGsf79+7NBgwaxwYMHs9LS0kaLXxlcXFxY586dZa+9vLwYAPbPP//Ipm3dupUBYJGRkbJpX3zxBRsyZEijxtoQXg34nzx5wn766SdmYmLCCgsLZe8fOnRIbl9fs2YN++CDD+Q+Iz4+/p0ZJOXm5jINDQ3222+/yaaJRCKmpaWlsACwc+dOZmtry0pKSlQQ7durun0rcu7cOWZiYiJ7PXHiRPbhhx/KzTNhwoR3qgDAmHw/V5O5c+eysWPHyk3bvn07MzU1ZfPnz2eWlpayH4Sq4uLiwuzs7OTa1pUrVzI7OzvGWPUfvowx2bjkdUV2iUTC9PT02OXLl2XTALCLFy/KzVe1ANCsWTO2ZcsWuXl69OjB5s6d+waZvZn6fA+VKdrO+/btW+vfW7hwoazQfevWrbdPQglexXX+/Hmmr68vN85WNN/rVN0Hpk2bphZFr8pjE4lEwnR0dNiUKVNk05KTk2UHEV/XL9Wl3WeMMScnJ7Zx40bZ69WrV7MePXo0QIbkv+Q/cwlASEgIiouLMWjQoBrn6d69+2s/x8bGBnp6erLXFhYWsLe3l7sGzcLCAqmpqW8XcCObOXMmcnNzcfr0aVku2traaNu2rWweKyurdyovJycn2f85HA4sLS1l8YeEhKBTp07Q1taWzdOnT583/htLlizBZ599Bjc3N3z33Xdypx03trps45W/EysrKwCQfSdSqRRbtmyBk5MTTExMoKurC09PT8TFxQEAOnXqhEGDBsHR0RHjx4/HoUOHajytUNUq5wlUbLshISGwtraGtbW17D17e3sYGhoiJCRENu3IkSMIDg6Gv78/jh07JnfZx7tCUXtW+XuxsLCAtrY22rRpIzftXdrHX4mMjMSkSZPQpk0b6Ovro3Xr1gDKLvcICwuDk5MTNDU1ZfP37NlTbnk/Pz94eXnJrgnW1dXFe++9J/tsdRcZGYmSkhK5NszY2BgdOnRQOP/48eNRWFiINm3aYNasWbh48SIkEkljhasUVbdvLy8vDB48GM2bN4eenh6mTp0KkUgku0QpJCSkWhtfnzZfHR04cADdu3eHmZkZdHV1cejQIVm7/crSpUvRoUMH7Nu3D0ePHoWpqamKoq3Qu3dvuba1T58+ePHiBaRSaY3LaGhoVGvfU1NTMXv2bNja2sLAwAAGBgbIy8ur9h3UJicnB0lJSejbt6/c9L59+8r1DQ3hTb6H123ngYGBtY4BAOD8+fNYtGgRPD09MWDAAOUm85YGDx6MVq1aoU2bNpgyZQpOnTpVp8vS6rIPqIPK2y6Px4OJiQkcHR1l0ywsLACUbdOv65fq2u5PnjwZp06dAgAwxnDmzBlMnjy5wXIk/w3/mQJAXW7mp6Oj89p5BAKB3GsOh6NwWmlp6ZsFqEKbN2/G9evX8ddff8kVNxTlxWq4Lk0d1bZe6pIHl8utNp9YLJZ7vX79ejx79gzDhg3DrVu3YG9vj4sXL75l5PVTl2288nfyasDx6jvZuXMnvv/+e6xYsQK3bt1CYGAghgwZgpKSEgBlndXff/+Na9euwd7eHvv27UOHDh0QHR3dANm8nZrWPWNM4Y/5qtODgoKQn5+P/Px8pKSkNHi8DUFRe1Z1/b/rbdcrI0aMgEgkwqFDh/Dw4UM8fPgQQNnN4RSt86r7dWlpKUaMGIHAwEC5fy9evICzs3Oj5VFfb9ouW1tbIywsDPv374eWlhbmzp0LZ2fnau2bOqu8fcfGxmLo0KHo2LEjzp8/Dz8/P+zfvx9ARZv9LvVdb+LcuXNYvHgxPv30U3h6eiIwMBAzZsyQtduvpKamIiwsDDweDy9evFBRtG9PS0ur2v48ffp0+Pn5Yffu3bh//z4CAwNhYmJS7TuoC0VthboUgOuynddlHNC5c2eYmZnh6NGjardf6Onpwd/fH2fOnIGVlRXWrl2LTp06ISsrq8Zl6roPqIPX/YaoPC57Xb9U13U3adIkhIeHw9/fH/fv30d8fDw++eQT5SVF/pP+MwWA9u3bQ0tLix75UsX58+exceNGnDt3Tu5o/3+dvb09goKCUFhYKJvm4+MjN4+ZmRlyc3PlbnJX+aZhr9ja2mLx4sXw9PTEmDFjcPTo0QaLuzZvu43fvXsXo0aNgoeHBzp16oQ2bdpUGyhyOBz07dsXGzZsQEBAADQ0NFRW8KgPe3t7xMXFIT4+Xjbt+fPnyM7Ohp2dHQAgIyMD06dPx9dff40ZM2Zg8uTJctsJUS8ikQghISH45ptvMGjQINjZ2cmdmfLee+8hODgYxcXFsmlVb9TZtWtXPHv2DDY2NmjXrp3cv7oUhlWtXbt2EAgEcm1YZmZmrY+x1dLSwsiRI7F37154e3vjwYMH79SNLivz9fWFRCLBzp070bt3b9ja2iIpKUluHnt7+2ptfNXX7wINDQ25I8N3797F+++/j7lz56JLly5o166dwrNWPv30U3Ts2BHHjx/HihUr8Pz588YMWyFF66N9+/bg8XjV8qzN3bt3sWDBAgwdOhQODg4QCoXVbuApEAhq/Tx9fX00a9YM//77r9z0+/fvy/qGhlLb91BZXbZzJyen144B2rZtCy8vL/z555+YP3++cpJQIj6fDzc3N2zfvh3BwcGIiYnBrVu3AFTf/oG67QNvsj2pi9f1S3Vt91u0aAFnZ2ecOnUKp06dgpubm+xMA0Jq8p8pAGhqamLlypVYsWIFjh8/jsjISPj4+OCXX35RdWgq8/TpU0ydOhUrV66Eg4MDUlJSkJKSgoyMDFWH1uAmTZoELpeLmTNn4vnz57h69Sr+97//yc3Tq1cvaGtr46uvvkJERAROnz6NY8eOyd4vLCzEl19+CW9vb8TGxuLevXt4/Phxgw8WavK223i7du3w999/4/79+wgJCcEXX3whd/T74cOH+Pbbb+Hr64u4uDhcuHABaWlpKsu3Ptzc3ODk5ITJkyfD398fjx49wtSpU+Hi4iI7pXj27NmwtrbGN998g127doExhmXLlqk4clITIyMjmJiY4ODBg4iIiMCtW7ewZMkS2fuTJk1CaWkpPv/8c4SEhODGjRuyff3V0ZZ58+YhIyMDEydOxKNHjxAVFQVPT098+umn78SgUVdXFzNnzsTy5ctx8+ZNPH36FNOnT6/x8WjHjh3DL7/8gqdPnyIqKgonTpyAlpYWWrVq1ciRK0fbtm0hkUiwb98+WT4HDhyQm2fBggW4fv06tm/fjvDwcPzwww+Ncod3ZbOxscHDhw8RExOD9PR0tGvXDr6+vrhx4wbCw8OxZs0aPH78WG6Z/fv348GDBzh+/DgmTZqEcePGYfLkySo/QhofH48lS5YgLCwMZ86cwb59+7Bw4UIAZXneuXMHiYmJr30aR7t27XDixAmEhITg4cOHmDx5crUj4TY2Nrh58yZSUlJqvHRt+fLl2LZtG86ePYuwsDCsWrUKgYGBspgaSm3fQ2V12c5Xr16Nx48fY+7cuQgODkZoaCh++umnat+hra0tvLy8ZJcDqIsrV65g7969CAwMRGxsLI4fP47S0lLZae1Vt//S0tI67QM2NjYIDg5GWFgY0tPT34mznV7XL71Juz958mT89ttv+P333+Hh4aGCbMi75j9TAACANWvWYOnSpVi7di3s7OwwYcKEd/J6V2Xx9fVFQUEBNm/eDCsrK9m/MWPGqDq0Bqerq4vLly/j+fPn6NKlC77++mts27ZNbh5jY2OcPHkSV69elT0Sr/Lj5Hg8HkQiEaZOnQpbW1u4u7vjo48+woYNGxo5mwpvs42vWbMGXbt2xZAhQ+Dq6gpLS0t8/PHHsvf19fVx584dDB06FLa2tvjmm2+wc+dOfPTRRw2UjfJxOBxcunQJRkZGcHZ2hpubG9q0aYOzZ88CAI4fP46rV6/ixIkT4PP50NbWxqlTp3D48GFcvXpVxdETRbhcLn777Tf4+fmhY8eOWLx4MXbs2CF7X19fH5cvX0ZgYCA6d+6Mr7/+GmvXrgUA2X0BmjVrhnv37kEqlWLIkCHo2LEjFi5cCAMDg3o/Y7yx7dixA87Ozhg5ciTc3NzQr18/dOvWTeG8hoaGOHToEPr27Ss7Ynj58mWYmJg0ctTK0blzZ+zatQvbtm1Dx44dcerUKWzdulVunt69e+Pw4cPYt28fOnfuDE9PT3zzzTcqirj+li1bBh6PB3t7e5iZmeHDDz/EmDFjMGHCBPTq1QsikQhz586VzR8aGorly5fjxx9/lN37ZP/+/cjKysKaNWtUlQYAYOrUqSgsLETPnj0xb948zJ8/X/a4wo0bNyImJgZt27aFmZlZrZ9z5MgRZGZmokuXLpgyZQoWLFgAc3NzuXl27tyJv//+G9bW1ujSpYvCz1mwYAGWLl2KpUuXwtHRUXZpZPv27ZWTcA1q+x4qq8t2bmtrC09PTwQFBaFnz57o06cP/vzzT/D5/Gqf16FDB9y6dQtnzpzB0qVLGyy/N2FoaIgLFy5g4MCBsLOzw4EDB3DmzBk4ODgAqL79x8XFYfbs2bXuAwAwa9YsdOjQQXafgHv37qkivTdSl36pru3++PHjIRKJUFBQIDeuI6QmHKZuFwgRQgghb+HUqVOYMWMGsrOz63TNLCFEuVxdXdG5c2fs3r1b1aEQQgiponrJkBBCCHmHHD9+HG3atEHz5s0RFBSElStXwt3dnX78E0IIIYRUQQUAQggh77SUlBSsXbsWKSkpsLKywvjx47FlyxZVh0UIIYQQonboEgBCCCGEEEIIIaQJeDfufkQIIYQQQgghhJC3QgUAQgghhBBCCCGkCaACACGEEEIIIYQQ0gRQAYAQQgghhBBCCGkCqABACCGEEEIIIYQ0AVQAIIQQQgghhBBCmgAqABBCCCGEEEIIIU0AFQAIIYQQQgghhJAm4P8B2Yv0QijnTSEAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Your plots here\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sn\n",
+ "\n",
+ "corr = np.abs(data.corr())\n",
+ "\n",
+ "mask = np.zeros_like(corr, dtype=bool)\n",
+ "mask[np.triu_indices_from(mask)] = True\n",
+ "\n",
+ "f, ax = plt.subplots(figsize=(14, 14))\n",
+ "cmap = sn.diverging_palette(220, 10, as_cmap=True)\n",
+ "sn.heatmap(corr, mask=mask, vmax=1,square=True, linewidths=.5, cbar_kws={\"shrink\": .5},annot = corr)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#best correlated variables with the target\n",
+ "import seaborn as sns\n",
+ "\n",
+ "selected_variables = [\"rm\", \"lstat\"]\n",
+ "\n",
+ "for variable in selected_variables:\n",
+ " sns.lmplot(x = variable, y = \"medv\", data = data, scatter_kws = {\"alpha\":0.3})\n",
+ " plt.ylabel(\"medv\")\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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cubP+uPLKK/He974XO3fuxPnnn4/h4WFs3769/jGO42DHjh3YuHFjS9pYK8oxnrdOmoeWUmI8b2GkJ8aiHEREFJq29aiTySQ2bNgw57l4PI7+/v7687fccgu2bt2KtWvXYu3atdi6dStisRhuuummlrSxVpRjsmBj/1QRg8kIIroKy/UxnrdYlIOIiELXEfuoT+fWW29FuVzGzTffjJmZGVx99dV48MEHW7qHmkU5iIionYTs8r1FuVwO6XQa2WwWqVRq3p9HSsmiHERE1HId3aPuJCzKQURE7cDlykRERB2MQU1ERNTBGNREREQdjEFNRETUwRjUREREHYyrvpvE7VlERNQODOomjOes+oEnjh/AUBWM9MR44AkREYWOQ99nMJ6z8PCeCbw4noMqBOKGBlUIvDiew8N7JjCes9rdRCIi6mLsUTcgpcSu0RwOz5QgJXBgugzPD6CpCvpiBgp2CbtGc7g+aXIYnIiIQsEedQOZkovfjmUxkbcxlrcQ1VX0x01EdRVjeQsTeRu/HcsiU3Lb3VQiIupS7FE3YLk+Dk6X4PkSQ6lIvdccUVSYmoJjOQsHp0uwXL/NLSUiom7FHnUDluujYPuIGSqEqLxftD1Yrg8hgJihomD7DGoiIgoNe9QNRHQVCVPDVNHBdNFF3nbhSwlVCCRNHRISyYiOiK62u6lERNSl2KNuIKKr6IvrmKwOcSsCSBgaFAEcnC5hMmehL86gJiKi8DCoG0hHNeiqAl1XsaI3ikACBdtDIIEVvVHougpdVZCOcmCCiIjCwYRpIFv2YGoKVvTG4AUB+hIGFCEQSAnL9ZGO6jA1Bdmyx1rVREQUCvaoG7C9AKau4pUrejGcrvSoLddHIIHhdBSvWNELU1dhe0G7m0pERF2KPeoGTE2BoSowdQWXLkthIu+g7PmIaioGkgbKbgDbV2Bq/HuHiIjCwaBuoCemY6Qnhp2HZiAlMF1yjp9MljMgBPCKFb3oientbioREXUpdgUbEEJgOG3iaKaM3UdzKFouPD9A0XKx+2gOR7NlDKd5fCgREYWHPeoGpJQYy9rQNQW5soMXxm14QQBNUTCUNDGUMjGWtXHxUsmwJiKiUDCoG8iUXDxxYAp7j+VhuT6Wpsz6qu+S42PvsTx6YjpeubKHq76JiCgUHPpuoOx42DWaRdbyYGoqCnaAjOWhYAcwNRVZq/J62fHa3VQiIupSDOoGxvM2juVs+EGAguNDVwViugpdFSg4PvwgwLGcjfG83e6mEhFRl2JQNyTheAEcXyKmK9BUBUIIaKqCmK7A8SuvA7LdDSUioi7FOeqGBAxNgR9IlN0Api6gCCCQgO0G0FUFqiIAcCEZERGFgz3qBgarK7s1VSBmKLAcD3nLheV4iBkKNFVgKGViMGm2u6lERNSlGNQNRA0NG0bSiGoqpgoOHM9HEACO52Oq4CCqq5XXDQ5MEBFROBjUDfTEdKwdTCIR1RAxVEihwJcBpFAQMVQkIhrWDiZ5MhkRUZeTUmKm6GAsa2Gm6EDK1q1NYlfwDKQE0hEdQwkTbiDhBhK6IqArApYXoIXfKyIiaoPxnIVdozmMZkpw/ACGqmCkJ4YNIykMpiKhf332qBvIlFwUHQ/rlyVh+xJHshaOZMo4krVg+xLrlyVRdDxkSm67m0pERCEYz1l4eM8E9k7kkYroWN4TQyqiY+9EHg/vmcB4zgq9DexRN2B7AaaLDqYKDnQFWBLX4XgShiagK8BY1oHrg2UuiYi6kJQSu0ZzyJYdnNcfrx8VHTc1nGfEsX+qiF2jOVyfDLfmA4O6AUMVmMjb2DtRwETOxkzZgR9IqIpAb9TAQMpEIBMwVG7PIiLqNpmSi9FMCYPJyElBLITAYDKC0UwJmZIb6jHSDOozOJIp47kjObi+D1VVIAC4vsTRbAmTBRtRXW13E4mIKAS2F8DxA0RO83s+oquYLNqhj6pyjrqBsuNh/2QRZddHIAE/kPCDyr+BBMquX3mdZ30TEXUdU1NgqAos1z/l65brw1AVmFq4UcqgbuDFiQKmig5UBfXjQwHUjxFVFWCq6ODFiUKbW0pERAutJ6ZjpCeG8bx10nYsKSXG8xZGemKhb9Hl0HcDMyUXjh9AFQIxozL0ISVQm6oo2hKOH2CGq76JiLqOEAIbRlKYLNjYP1XEYDKCiK7Ccn2M5y2kYwY2jKRCXUgGMKgbEhJQhYCiAF4AaErlrG8JwAskFEUAQeU6IiLqPoOpCDatG6jvo54s2jBUBWsGki3bR82gbmDtUByJiIai7UEXgCdlvUetC8CRqJxONhRvd1OJiCgkg6kIrk+ayJRc2F4AU1PQE9ND70nXcI66geF0DOuXpqApApYfwFAUxAwFhqLA8gNoisD6pSkMp2PtbioREYVICIHeuIHhdAS9caNlIQ2wR91Qb9zAWy9fhqLjYXSmXFn97UkoQiBhahjpjeKtly8Ldf8cERGd2xjUDQgh8JoLlmC66OC3Y1lM5V3Yvg9TVdGf1HHRcBqvuWBJS/+yIiKicwuD+gwGUxG89fJlOG9JHC+OF1ByfMQMFRcMJnDpSLolCwmIiOjcxaBuwmAqgk1xHf1xAzMlB70xA5eOpKCqPJWMiIjCxaBuwu4jWdy/awx7xnIouz6iuop1wyn8PxuGsX5Zut3NIyKiLsagPoPdR7L46kN7cWi6CFUBFCgoWC7GshZemiji5uvXMKyJiLqclLJt27MY1A0EQYAfPTmKPcdyUIREEAhI6UMIQFEk9hzL4UdPjuKi4SQUhTvdiIi60XjOwjOj2batU2JQN7B/sognDkyj5ASADOBLgcq5ZAKqkIBQ8MSBaeyfLOL8wWS7m0tERAtsPGfh3359BHuOFRBICSEkpBTYO1HE/ski3nr5stDDmt3ABo5kLBzLWSg7LspeANv1Ybk+bNdH2QtQdlwcy1k4krHa3VQiIlpgUkr8/MVJPHUwgyDw0RvVMZCIoDeqIwh8PHUwg5+/OHlSwY6FxqBuwHY9FJ3KnITjBXCDAJ4v4QaV920vqLzusswlEVG3mSk6ePLADDQFGE5FYeoqFCFg6iqGU1FoCvDkgRnMFJ1Q28GgbiBuqAgCwPECyCCAEAKKIiCEgKyGdRBUriMiou4ykbcxVbCxJGEeL5tYIwSWJExMFWxM5O1Q28E56gaEUqk7bbkBHF9CBB6Ayjy1lJWSl5qqQCg8mYyIqPsIoFox8VRk9ZLq/4SGPeqGBExNgapUQtkLKuUtvaDyvqoApqYg7G8SERG13kDSQH/cxFTROWkeWkqJqaKD/riJgWS49R4Y1A2kojp0VYEiBHRVgakpMNVKeM9+PhXV291UIiJaYL1xA69a2QvfDzCet2C5PoJAwnJ9jOct+H6AV63sDb0wE4e+GzDUShDrmgL1pOENCV9WXjdU9qiJiLqNEAKvXVspzPTCeB7ZkoPa9KeiCLxiZS9euzb8wkwM6gbcAEhGNLh+AADwAwkJCQEBtTovnYxocIN2tpKIiMIymIrgba9YhmcOZ/HiRP74gScDSVy6nAeetJ0A0J8wEdVVZMoOXE8ikJV61Lom0BM1EDM1zlATEXWxwVQEr7/YxKtW9fII0U4zkDQx0hPF4Zky/EBi2nfgB5Uhj6SpI2poGOmJYiBptrupREQUIiFE6HPRp8OgbqA3buCCwQR+czgDKSUGkiYUIRBIiZLtwSkG2LRuoG3fPCIi6n4M6jNIRXSkYwYm85VN7bWhb1NTMZA0kIpwxTcREYWHQd1ApuRiLFdGf8xAIAOUHBV+EEBVFMQMBX0xA2O5MjIll71qIiIKBYO6Acv1cXC6BNeXSEd0SOnC9QFdVZCO6HB9iYPTJViu3+6mEhFRl2JQN2C5PqYKDgq2ByEAXVERUVX4EsiUXUgJOL7GoCYiotAwqBswNQW252Om6CBhapi2XfgygCoUJEwVBduDXj2pjIiIKAwM6gZsLwBkpWc9XXIhhISQgBTAdEkgpiuArF5HREQUAgZ1A6amwPYDlBwfXhAgqFbMEgJQBFCSErYfsEdNREShYVA3YLk+CpYHLwigKgIRRYEQlbB2gwBeEKBgeZyjJiKi0DCoG7BdH5YbQFMEFAiUHA++BFQBRDQVQgEsN4DNoCYiopBwzLaBgh0ggISUQNHxEKAy7B2g8r4EEECiYHOOmoiIwsGgbiBhKpCBhOUFkAB8X8L1JXxfQqLSm5aBRMLkbSQionBw6LsBQ1PgSQnPl9BVAXVW3Wk/qIS2JyUMLiYjIupajhfA8QMEUrbl2GgGdQOOL6EJAV0V8GW1J11d9Q0AuiqgCQHHl+1tKBERvWxSStjVUHa8oPK2F0DKyu94U1cZ1J2mYHlQFAWmrsByfAQQEEICEFAgYeoKFEVBwfLa3VQiIjoLfiArPWUvgO37cLwAri/rodxJGNQNJCIqhKh8QwNUDjaRUkIIAVMT8AMJISrXERFRZ/L8Si/Zdo/3ll1/8SwCbuvk6te+9jVcdtllSKVSSKVSuPbaa/GTn/yk/rqUElu2bMGyZcsQjUaxadMmPPvssy1rn6mpkFKiYHmw3QCGKhDRFRiqgO1W9lBLKWFqDGoiok7geAEKtoepgo2j2TIOTBVxcLqEsayFmZKDou0tqpAG2hzUy5cvx//8n/8TTzzxBJ544gm8/vWvx9vf/vZ6GN95553Ytm0b7rnnHjz++OMYHh7GDTfcgHw+35L2GaqA5fqQqJxE5vqVOQvXD6AIVFd++zBmLTIjIqLwVeaTfeQsF5MFG6OZMvZNFnF4poTxnIVs2UXZ8eEHnTeUfbaE7LAB+b6+Ptx111344z/+Yyxbtgy33HIL/uzP/gwAYNs2hoaG8OUvfxkf+chHmvp8uVwO6XQa2WwWqVTqrNry0+fH8anv7kTJ8eD4snKEKACBSnAbmkBM1/CX734FXnfh4Fn+lxIRUTOklJWha68yfG17flvmk01dxUhPtKVfE+igOWrf9/H9738fxWIR1157Lfbt24exsTFs3ry5fo1pmrjuuuvw6KOPnjaobduGbdv193O53Lzb5Ho+XN+vh/RsgQQcT0JXfLgeTyYjIloIJ4ZybU65w/qULdX2oH7mmWdw7bXXwrIsJBIJ/PjHP8b69evx6KOPAgCGhobmXD80NIQDBw6c9vPdcccd+MIXvrAgbVMVAccL6j1pbdYItydrYV05B5yIiM7O7FA+1XYoqmh7UK9btw47d+5EJpPBD3/4Q3zgAx/Ajh076q8LMTcEa6uuT+e2227Dpz/96fr7uVwOK1asmFfbDFUgwPGQnr38QBPVsK5eR0REjdmeXw9khnLz2h7UhmHgggsuAABceeWVePzxx/FXf/VX9XnpsbExLF26tH79+Pj4Sb3s2UzThGmaC9K2o1kbihAQqAx9K0pl9V0AIAhqc9UCR7P2GT4TEdG5pRLI/pzeMkN5fjru7EspJWzbxurVqzE8PIzt27fXX3McBzt27MDGjRtb0paooUFVBAwV0JRKOHtB5V9NAQy1MjweNdr+9w4RUds4XoC85WKqYONIpoz91dXXE3kbubJb2T2zyENaSolsyals8yo6Lf3vaWvC/Pmf/zne/OY3Y8WKFcjn8/jud7+Lhx9+GPfffz+EELjllluwdetWrF27FmvXrsXWrVsRi8Vw0003taR9wykTpq7C84P6YrLaqu+gWu7S1FUMpxamB09E1Olq517b7vHecrDIQ/hMpgoOXjhWwFTRQszUYKgKRnpi2DCSwmAqEvrXb2tQHzt2DO9///tx9OhRpNNpXHbZZbj//vtxww03AABuvfVWlMtl3HzzzZiZmcHVV1+NBx98EMlksiXtG05H0RvRkCm6CFAJZgWVsPYkEPhAb0TDcLr1y/WJiMLmzlno5cN2uz+UTzRVcPCrfdPIWy6GUhEs64nCcn3snchjsmBj07qB0MN6Xvuov/CFL+B973sf1qxZE0abFtTL2Uc9mSvjXX/3SxycKSHwK8U4akU5pAQUFVjZG8P3/uQaLEkxrIlo8XJnFaKoLfrqhsNCXg4pJR57aQYHp4sY6Y3CUBX0J8z6a/unilgzkMT1Fw00XOT8cs1rjvqHP/whLrzwQlxzzTW45557MDExsdDt6giHZspwA4mkoUKtrvL2UflXFUDSUOEGEodmyu1uKhFR04JAouz4mClW5lwPTBVxaLqEYzkLmZLTNSd6vVx5y8OxfBn9CeOkIBZCYDAZwWimhEzJDbUd8wrq3/zmN/jNb36D17/+9di2bRtGRkbwu7/7u7jvvvtQKpUWuo1tkym7lXNjHR+erGzJqj08CRScyl+dmXK43yQiovmqHbWZLbsYz1s4NF3C/qkijmbLmCk5KDkeQ/k0HE/C9YPT1nOI6Gp9H3iY5r3q+5JLLsHWrVvx0ksv4aGHHsLq1atxyy23YHh4eCHb11YpU0PBduEHlSNDUT3fG6Lyvh8ABdtFyuSqbyLqDK5/vCjFkUwZ+6dKGJ0pY6pgo2AtvoIU7WRoArqqwD7N6ZOVWg8KTC3cDVQLkjDxeBzRaBSGYbSsYEZLyABe9fhQtfp9qI9+iOp2LV8Ckj/4RNR6QSDrc8q1Ize9gL+PFkoyomEoGa3OUauo7PmpkFJiPG9hzUASPTE91HbM+8+Affv24Utf+hLWr1+PK6+8Ek899RS2bNmCsbGxhWxfWx3O2vV5idr+6dqjNtIhhMBhHnhCRC1QqxY1kbfnDGFPFyvlGxnSC0sIgbVDCSQjOkZnyihV5+6Ltof9U0WkYwY2jKRCXUgGzLNHfe211+JXv/oVLr30Unzwgx/ETTfdhJGRkYVuW9tJWT2RTFT2Tc/+v0CtglYgseg38hNR5/H8AJZ3bu1X7kT9CQNXre6r76M+nJEwVAVrBpKdvY/6+uuvxze/+U1ccsklC92ejjKUMgEZ1MP6xO1ZgQQgg8p1RETz5Plzz7+2Pa667iT9CQN98V7YXoC+uAlTU9AT00PvSdfMK6i3bt260O3oSAoEdE2BXT2ZTEUlsGshLQHomgIFLMpBRM2prMIOYLmcV15MhBBIxwwMp8PvQZ+o6aCeXZHqTLZt2zavxnSeyoo/U5HwpYSsDnULUQltVVReB4OaiE5j9hC2xYpRNA9NB/XTTz895/0nn3wSvu9j3bp1AIDnn38eqqriiiuuWNgWtpEQlX1yAgKB78MNKoGtCgFdEVBUFaauoEWjH0TU4Wq9Zds9vhKb26G6Q60ohypE5w59P/TQQ/W3t23bhmQyiXvvvRe9vb0AgJmZGXzwgx/E7/zO7yx8K9skFdUxkDBxZKaEkh/ADWpz1JXATqgKBhImUtFwl+YTUWeqnYVtzVrwxd5y92l3UY55nfU9MjKCBx988KTFZLt27cLmzZtx5MiRBWvgy/VyzvqeLtj4xHefwpP7Z+D5Epoq6gvJau9fcV4v/vrdr0JfggvKiLpZbc9yfW6ZC77OCacryjGet5COGi0pyjGvxWS5XA7Hjh07KajHx8e76sCTVERF0fYhhEAicsJctC5hexJF20cqcurj5YhocQoCWT8aslY1ikPY5x4pJV44VkDecutFOVRFIG5qOM+IY/9UEbtGc7g+aYY6DD6voP693/s9fPCDH8Tdd9+Na665BgDwy1/+En/6p3+KG2+8cUEb2E67juRRcnwMJiNwAx+OGyBA5ZQYQ1eRjqooOT52HcnjFSt7291cIpqHWtUopzqfzHllqjmbohy9cSO0dswrqL/+9a/jM5/5DN73vvfBdSsFKTRNw4c+9CHcddddC9rAdpopOZCQ6IvrOJrxUa7OPwkhoCkK+pI6Co6HmZLT7qYS0RnUFno5s4KZh4hQI7OLckgpUbIDKIoDXVEQN1VEdBWTRTv0ohzzCupYLIavfvWruOuuu7B3715IKXHBBRcgHo8vdPvaqjdmwPeBQzMlQAqkozpUIeBLCccNcGimhFTEQG8svL+kiOjsef7cQGYvmeajVpRjsmBjuuSgYHkwNQWaqqAvbmAgYXZ+UY6jR4/i6NGjeN3rXodoNFrvbXaLS5YmoChA0fYxlDSgqsfnog0FOJZ30BOrXEdErSelnNtDrr7NRV60EJIRDVFdwy9fmoSpKYgZGkxNRSAljmZK2DdRwOsvGgq9KMe8gnpqagp/8Ad/gIceeghCCLzwwgs4//zz8eEPfxg9PT24++67F7qdbXE4Y6MvbiBTdJApe9DVAAKVE8lcP0DcUNEXN3A4Y2P1ALdoEYVtdpWoWihzOxSFSQjA9gLkyg4UIWBoKiAlhAJEdL0l52jMK6g/9alPQdd1HDx4EBdffHH9+Xe961341Kc+1TVBnbc9pKI6zh9IYNeRLHJlDxKVtd8RQ8GFQ2mkojryttfuphJ1HRaloFbzA4mpgo3xvI3Jgo1D02U8vn8a43kLRduH4wdwfYlLR1JIR3WkIiqOZsuduZjswQcfxAMPPIDly5fPeX7t2rU4cODAgjSsEyRNDbmyhxfG85BSwtQEpABEtWLWC+N5rB1KIWkuSFlvonPW7GFr1+f517TwXD/AVMHBRN7GRC2Mq2/XnpspOmhm1mQwGcFFwwkcy9k4OF2C5fqhtn1eCVMsFhGLxU56fnJyEqbZPQd/LO8xMZGzkC17lepZiqjUuhSA9CVsz8NEzsLynu75byYKW606VG2RF3vK9HI5XoDJQiVsJ/OVEK6F72TeqYfwQv2U2V4AIRTEDBXTJbczg/p1r3sd/uEf/gH/43/8DwCV/WRBEOCuu+7C9ddfv6ANbKddR/LIlCvbzwIJqFJCqb5d+6srU3ax60ger1zV176GEnUohjK9XLbrY7LgzO0Fn9Arrv2eXijp6vHR6aiOiYIFQ1UwkDSRjGgYSEYqo6hSouh4SJgaInq4h17NK6jvuusubNq0CU888QQcx8Gtt96KZ599FtPT0/j5z3++0G1smwPTJZRdH7pSPTa0+hAC0Kr1qcuujwPTJQY1nfNqw9ecU6ZmlV0fE6cYgq4852A8byFnLewaoN6YjiUJE4NJE0uSJgYSJgaSx99fEjdgVoM3V3bx7785iqPZMvwgQG+0Et6uF2CqaMPQVKzojXVmUK9fvx6//vWv8fWvfx2qqqJYLOLGG2/Exz72MSxdunSh29g2JcuDH0goQkBTAF05vrxPBhK+rCw+KC3wDxJRp6ud4GW7fjWcGco0V8nxKsGbtzFRcI4PSReOB3N+AX93CgC91b3NA8nqI2FgIGliSfW5JQkTxlnseU5GNJy/JAHHDxAEEgXbQ1C0oSkKhlNRKIrARcOpztyeBQC9vb14y1vegle/+tUIqos+Hn/8cQDA2972toVpXZuN9EagCsDxJUxThTJrHX4gJCzbh6EKjPS2vpA4UavUQnn2MDb3KZ+7pJQoOtWecK0XPLtHXH27aC/cvK0A0JeohPDgrOCtv50y0R83oKsLe/CIEAJrhxKYKTnIWS6W9UTQFzcRyEpo98QMbBhJhX5+yLyC+v7778cf/uEfYmpq6qQ9jEII+H64E+utkooaSEZ0zJQdWF4AXVWgCsCXlV9eqgIkIzpSUZ5MRt3BqxeiYCifi2Q1gI4Hr4OJvFX5d9ZCrfICLp5SBNAfn9ULTtZ6xZH6231xA9oCh3Cz+hMGrlrdVy9zWXQ8GKqCCwaSLStzOa+g/vjHP453vvOd+NznPoehoaGFblPHGEpFsHogDn9cwnZ9+L6ECwkFAroiYOoaVg/EMdSCbxTRQpsdyrXeMkO5e0kpkbO8+rBzbWX0nF5x3oa1gOdWq4rAksQJw9HVXnCtN9wXN6AqnX2iZX/CQF+8F7YXoC9uwtQU9MT0lp3EOa+gHh8fx6c//emuDmkAiBoarljVC9uVmClZCAIgkJU5a0UB+mMRXLGqF1GD+6ipc9WO2XR9yeHrLiWlRLbsntwTru4broXxQhaP0FWBJQmz+jAwmKz1go/3invjxpwpw8VMCIF0zMBwuvUds3klzO///u/j4Ycfxpo1axa6PR2lJ6bjylX9sN0ARzNlHJwpwfYCmJqClb0xLO2J4spV/aEvJCBqxuxzr11f1ss3eoHkMZuLWCAlMiUXkwUb47lZq6JP6BW7/sJ9j3VVVBdjzV6YVe0Jpyr/9sT0rgnhTjevoL7nnnvwzne+E4888gguvfRS6PrcoPrEJz6xII1rNyEENoyk8NJEAbmyg+W9Mbi+hK4KxE0VS3uiLVlIQHQiP5CzKkP5rA61SPmBRKbkzF0NXV0lPTErhL0FHP0wNaU6/GxgIBmZtTjLwGAygoGEiVRU4++1DjKvoL7vvvvwwAMPIBqN4uGHH57zDRVCdE1Q1wgBCEVFIqJACAkpBYQQ4I8xha1WQ9md1VOu9JIZyp3ODySmi6c4snLWCumporOgUxARXTm+MnrWXPDs3nEywhCeDyklsiUHqhAtn6MWch5jYsPDw/jEJz6Bz372s1CU9qzEa1Yul0M6nUY2m0UqlTqrj5VS4qHfTmDvRB4jaQM7XpzGdMFBX8LAdRf0YTTrYM1AEtdfNMAffHrZaqFcW3Ftu+wld6oTizdMnLhHOO9gqmg3dW50s6K6Wg/gwdpQdPJ4EC9JGEiYDOEwTBWc+qrvmKnBUBWM9MQ6e9W34zh417ve1fEh/XJlSi5GMyX85nAGX314EnnLg6yeTPbgs2N47QVLENHV0CunUHeZvbjLPaEYBbXfQhZvaFbcVDGYjFSHo+fuFa71huMs/tMWUwUHv9o3jbzlYigVwbKeKCzXx96JPCYLNjatGwg9rOf1nf/ABz6A733ve/jzP//zhW5PR7G9AA/99hh+9sIknABQgfpZ3zMlDw/sGkPR9nDD+uF2N5U6kB9UF3TNCmLXkxy2biPHC+acjDV7W1Lt/ZnSwp4bnYpoc46qnLNIK2FiSdJAjDtHOpKUEi8cKyBvuRjpjcJQFaiKQNzUcJ4Rx/6pInaN5nB90gx1JGNePx2+7+POO+/EAw88gMsuu+ykxWTbtm1bkMa1m5AenjgwA6f6e9WvPmqcAHjiwAyE5BGi5zKvtvVpdiD73P7UarXiDePVbUknV1EKr3jD7MM6liTmhnHY50BTePKWh2P5MvoTxklBLITAYDKC0UypM+tRP/PMM3jlK18JANi1a9ec17ppfuSh56eQsxqfwJOzfDz0/BTefVWiRa2idqkFsOtJ2L5fH7rmGdfha1S8ofYIo3jD7HOiBxLH54IHq/uFz+bcaFp8HK8yKmZqp/5jK6KrmCwu7P70U5lXUD/00EML3Y6OdHAyt6DX0eJw4qKu2mpr7kUOR9uKN9T3Bs8+rMOoH+LBECZDE9BVBbbnI2KoKDkBlJIDXVUQN1VYrg9DVWCG/LPCiZEGDkxbC3oddabaPmTbPT6fzFB++U4s3lA7rOPE+eGis7DnRvfNCuGTjqxMhlO8gbpTMqJhKBnFb4/l6tWzTF2BpijoixlQFIHLl/d0bvWsc4He5Ch+s9dR+80uz8iayfPXruINteMq6wUbkpF6KcPBZGRRnBtNi4cQAkuSBsafLyNreViajqA3aqDkeNh9NIe+mI43XTLUmdWzzhVqk9vPmr2OWmf28LVT3QLF+eTm1Io3nLgaevZ+4cmQizfUjqqc/T5DmFpNSonJvIOBVARLkkDB9jBTcqCpCtYvTUEIYCxr4+KlsvNWfZ8rVvZFF/Q6Wni1LVCuP/d8a+5JPrVa8YaTKifNOrJyomDDWcAQ1hQxZ0/wYPKEXnHCRE+MIUydp7bqe2VfDBFdhedJJKIadKUyR11y/M5d9X2uiJnNzTs0ex3Nj+sH8Krbnzy/UmSi9hx7yMfVijc07AmHVLxh8BSro2uPdJTFG2hxmr3qWwiBmKmgN3Y8kDt61fe5oq/Jv5CavY7OrNY7tt3jq665H7kycjBTck65LWmyOkccVvGGE+sH14o3LEkYSEdbd94xUavNXvV9qnLGXPXdATyvucMRmr2OKmYfoenNObnr3NwC1XHFG6rvp1i8gc5xtVXfB6eLGOlVgVmlmKSUGM9bWDOQ5Krvdnp0/0zT173r2pAbs0j5gZxTYOJcK8foB7I+9Dy7fvDsXvH0Qp8bbainrJy0ZFYZw7ipMoSJzkAIgbVDCcyUHIzOlDGUiqAnkLBcH+N5C+mY0ZJSxwzqBiay9oJe181qc8ZuEMCvLuqy3O4ux1gr3jB+wrakMIs3JEytGrzGSVWUasHM4g1EC6c/YeCq1X316lmHMxKGqmDNQLKzq2edK7QmV6E2e91iFwSVIK4PWde2PXXhkLXjBZWe8GkKN4RWvOFUhRtmvR01eG40Uav1Jwz0xnsxmbcRMzUkTQ2r+mMtqyDJoG7g/IEYfvpSpqnruoUfyMp8cVDpIXt+ADeQ8P3uqfpUK95w4nzw7GMrwyreUB9+rm5Lmh3MLN5A1JlOVY9632SH16M+V5w/kAJwpMnrFo/Zw9S1MK5teVrsK6xPWbzhhLfDKN4wd1X03J7wkoQBkyFMtCjV6lHnLAfpiI64oSEIJF4cz3V2PepzRX+8uV+uzV7XKrUh6koIH3/brQbyYh2mLlfPjT6pjOGsIysLdnjFG2pzw8ePrzTRH2fxBqJuVatHPZYrQ0rgWM6GOV2CplbO+i7Ypc6tR32ueGxfc6u+H9s3g7e88rxwG3OCEw/+mD13vNh6xbOLN8zuAZ+4MKtoh1O8odYLHkyyeAMRHZe3PLw0mcd00YEvJXoiBvriBhw/wFjegiYEfjuWxStX9vBksnZ59khz5Subve5s1I7G9ILqPHF1jtjz5aLqFZ+qeMOpesILXbyhPz57T/DcMoYDCRP9CZNHVhJRQ7YX4Ei2DN+XWJIwoakKFEUgoqgwNQXHchYOTpdgLeDvr1NhUDfQ7Nqps11jJaWEH1QCt/ZvrSfsBnLRFI+QUiJX9ub0eltRvKE/btT3B8/uDbN4A9HipAgBRQgIgepDQBGV5wUACECg8nr13ZM0O/R86o+tfH7Uvn7181muj0AC/XEDicjco3CFEIgZKqZLLoO6nfpizd2e3qhaH4oOqiEcyMpcsS9l/d/a2dSLYWi6cfGG4/uGF7J4g66KahlD87RB3BPjudHU3WqBUwmLaoBU35573cnXz3l+1sfVP/Q0r4lqINa+njhhxqeZYGz09U98XpkVxp188E5vzEBP1IDt++hVKj1sy5VQFQFTEyg6HhKmFvqODQZ1A6v6YgAyZ7yuN2bi4HQp9PYslNMVbzixV7yQxRsMTakuyDJYvIE6Wq1nV/tZVJTjITa7h6fUw60aONWAO+m50wRs5dMsntA6F0V0FSv7YnjhWB6/PpxDICWEkJCyMgIwkDCwciDGoG6nnrjZ1HWpWOcU5fADiUzJOWkOuFXFG47XDzaqPeHKkZWpKM+Npvk5qbcnjoemUg242tBoLewEqkF7wlAmKpfOHWatfpyqCP6M0hw9MR1L0xE8dWAGUgYQEoAUEJCQkMhbHpamIzzru52a3epTdBZ2X+7pnFi84VQnZoVRvKFWKel0J2YlWbyBcOpAVZS5c41z5h5nzQvWnquE5dwQ5s8WtZOUld+DvbEoIoYKRQgEUsJyfJRdH61YTsSgbqDoNjf/Wl6AeVrPDzBVDeHZi7Fm94rDKt4wkJi7LWmwvlI6wuINi8DsHuSJvc36/OTs3ijmBuXphmtPN9d50hwqfz6oS2VKLoqOh6tW92OiUPkd7Hg+NFXBcE8UAwkTRcdDpuRye1a7xJs8Vzl6hvmJWvGGU4Vv7e3pooOF/MMsYWr1bUlLTjEfXKmgxG9/K5zYizxxyLYeqjg+XHviEG4tC2d/DgYlUbjsaj2D5T0xDKdMTOQdlD0fUU3FQNKAhMDhTAn2Ai6qPRX+pm4gbjR32IXnB/j1ocxph6NDKd5wijKGs0OYxRvm51S9ypPD8XjwKqLSI1UahDGDlGhxMjUFhlrZL30sW8aLEwUUHR9xQ8UFAwkMpaMwVAVmyKcTMqgbsL3m+rg/+vUx/OjXxxbka/ZE9ePD0UmjXsZw9lYlFm84TlXE8YcQUKr/zh7WPVWIcgiXiM6kJ1Y52/u7jx/AkYyFkutDSgkhBJ49ksOyngje/epVXEzWThMFa0E/X29MP16oofrvYGru++fiudFC1EL29AuKagGsKqJ+DQ81IaKw7TmWw/PHCvACiXREg6EpcLwAmbKLgu1hz7EcgJFQ28CgbiB3FqUOj58bXS1jWF0lXVuc1e3FG04XsLO3zRxf7FS5Vqs9eJ42EXWgqbyFn784BU1R0B/T4EoJNwBUVcFQwkTW8vDzF6cwlbewJBUNrR0M6gZKTnMLBF45ksDd774i5Na0zuwea60HqynH52PVWhBX3+b+UyLqRr85nMVkwcJA0kDc1OD5lQOjFCGgqYChK5gsWPjN4Sxev55B3RYDieaW2y9p8rpWm7MFp3qgQ60HezyET36doUtEBBSdAIEEtOrwoKYCsw9U1RSBQFauCxODuoGVvc39hbQs5KLhp6IpClRVQFdqw8iV92vDyezlEhG9PMt7I4joKvKWD0Obe6aElBJ5y0dEV7G8N9wMYFA3EDWb6ymbxstb8VdbTKWq1aMMhahvAaoFrlLv8SrQVYYwEVHYLluexkVDSew8lIFpAVHDgKoAfgCUHQclx8MrVvTgsuXpUNvBoG5AU5vbntXoutp8r6ZWQlZTxKyer8LVy0REHUpVVfzhxvMwdv8eTOYteL4DTRXwfImy62M4HcUfbjwPqsqiHG0zVWzuDO+8FSAR0erBq6uzhqMZwkREi9Zr1w4AAL77q4PYcyyPsuvD1FW8alkv3n3VyvrrYWJQN9BssQ1FAQaTrZ+nJiKi8F04lMQ7XrEMjx+YQbbsIh3V8epVvbhwKNmSr8+gbkCgud5ws9cREdHiMp6z8PCeCWTLDtYvTSOiq7BcH/umSpguedi0bgCDIS8o5kkTDQwkmlsk1ux1RES0eEgpsWs0h2zZwXn9ccRNDaoiEDc1nNcfR7bsYNdoDjLkWpcM6gZSkeYCuNnriIho8ciUXIxmShhMRk7aaSOEwGAygtFMCZkFLrx0IgZ1A5NFZ0GvIyKixaNW5vJ0hZAiugrHD0Ivc8mgbmCmWF7Q64iIaPGolbm0XP+Ur1uu35IylwzqBo5km+spN3sdEREtHj0xHSM9MYznrZPmoaWUGM9bGOmJhV7msq1Bfccdd+DVr341kskkBgcH8Y53vAN79uyZc42UElu2bMGyZcsQjUaxadMmPPvssy1pn9Lkau5mryMiosVDCIENIymkowb2TxVRtD34gUTR9rB/qoh0zMCGkVToJ0W2Nah37NiBj33sY/jlL3+J7du3w/M8bN68GcVisX7NnXfeiW3btuGee+7B448/juHhYdxwww3I5/Ohty9uNnfaTLPXERHR4jKYimDTugGsGUgiZ7k4nCkhZ7lYM5DEpgvD35oFtHkf9f333z/n/W9961sYHBzEk08+ide97nWQUuIrX/kKbr/9dtx4440AgHvvvRdDQ0O477778JGPfOSkz2nbNmzbrr+fy+Xm3b5Yk/MOzV5HRESLz2AqguuTJjIlF7YXwNQU9MT0ltVc6KiEyWazAIC+vj4AwL59+zA2NobNmzfXrzFNE9dddx0effTRU36OO+64A+l0uv5YsWLF/NvjnHoBwXyvIyKixUkIgd64geF0BL1xo6WFkTomqKWU+PSnP43Xvva12LBhAwBgbGwMADA0NDTn2qGhofprJ7rtttuQzWbrj0OHDs27Tb7fXAA3ex0RES1OUkrMFB2MZS3MFJ3QDzmZrWOOEP34xz+O3/zmN/jZz3520msn/uUipTztXzOmacI0zQVpk9VkMfBmryMiosVnPGdh12gOo5kSHD+AoSoY6Ylhw0iqJXPUHdGj/m//7b/hX//1X/HQQw9h+fLl9eeHh4cB4KTe8/j4+Em97DDIJu9Os9cREdHiUjvre+9EHqmIjuU9MaQiOvZO5PHwngmM56zQ29DWiJFS4uMf/zh+9KMf4b/+67+wevXqOa+vXr0aw8PD2L59e/05x3GwY8cObNy4MfT2CdlkUY4mryMiosWjU876buvQ98c+9jHcd999+Jd/+Rckk8l6zzmdTiMajUIIgVtuuQVbt27F2rVrsXbtWmzduhWxWAw33XRT6O3rTxgLeh0RES0eZ3PWd288vBxoa1B/7WtfAwBs2rRpzvPf+ta38Ed/9EcAgFtvvRXlchk333wzZmZmcPXVV+PBBx9EMhl+HdCl6ebmHpq9joiIFo9mzvqeLNqhn/Xd1qBuZrhACIEtW7Zgy5Yt4TfoBKlIc7en2euIiGjxmH3Wd9w8+fc8z/ruAPunmyu20ex1RES0ePCs70Wg3ORBJs1eR0REi0ennPXNMdsGlsSb24/d7HVERLS41M76ru2jnizaMFQFawaSLdtHzaBuYFlvcwHc7HVERLT4tPusbwZ1A5lyc0PazV5HRESLU+2s73bgHHUDXtDckvtmryMiIjpb7FE30Btrbki72euIiGhxklJy6LsTDTR54liz1xER0eLT7qIcDOoGYqYOFUCjGWi1eh0REXWfWlGObNnBYDKCiK7Ccn3snchjsmBj07qB0MOac9QNqAI409lpsnodERF1l04pysGgbiBTdnGmKQghKtcREVF3OZuiHGFiUDeQs3yc6Q8lKSvXERFRd2mmKIfjB6EX5WBQN9AbVXGm2x9UryMiou4yuyjHqbAoRwdwm9wf3ex1RES0eMwuyhHIAAXbw0zJQcH2EMigZUU5uOq7gfG8s6DXERHR4lEryrFvsoD/77kJBFJCCAkpBRQhsG4owaIc7aY0ee+bvY6IiBYfKQHIAI4bIJCV3/kRXTnjGqaFwqHvBtKR5oYzmr2OiIgWj9r2rJzlYjAZgaEpEAIwNAWDyQhyltuS7VnsUTeQihmIqECjRd0RtXIdERF1l0zJxW/HspjI2/CkRE/MgKEqcPwAxwo2NCHw27EsXrmyJ9SCHexRN3DhYALxM/SW4xEdFw4mWtQiIiJqFcv1cXC6BNcPMJgwEdFVKIpARFcxmDDh+gEOTpdOuyp8oTCoG+iJG4jrKk43BS0AxHUVPW0qfUZEROGxXB8F20fMUE954EnMUFGwfQZ1O03kHbiBhCIqN0oRsx7V991AYoKrvomIuk5EV5EwNRQdDyetHJMSRcdDwtROeyDKQmFQNzA6U0LZ9ZEwVZha9a+p6vfK1AQSpoqy62N0ptS+RhIRUSgiuoqVfTEYqopjeQu26yOQErbr41jegqFVXg87qLmYrAHXlwgCCdcP4AZz/5pyAwl4AXRVgeu3aI0+ERG1TE9Mx0XDKdhegCCQmC458GwXmqJgOBWFoghcNJzigSft1BfTEUgJy6sEsapUhrsDAH4A+IGEqkj0hfxNIiKi1qsdeDJZsJEpO1jaE4EiBAIpUbA99MSMlhx4wqHvBnpjGvzqvIQiAEggkJV/a4ec+FKiN8a/d4iIutFgKoJN6wZwwUASflCZl/YDiQsGkth0Yfi1qAH2qBs6lLGhKgKakPDlybWpNQVQFYFDGRsXLmtLE4mIKGSDqQg2JQwcmCohb3tImhpW9cegKK3p6zKoGyg5PnRFQaAG8Ly5QS0A6AqgKwpKDstcEhF1q/GchV2jOYxmSnD8AIaqYN9kDBtGUuxRt9tITwSAhBMAqkAlneXxf50AMCGr1xERUbcZz1l4eM8EsmUHg8kIIroKy/WxdyKPyYKNTevCH/7mHHUDy3sjUBUFflDZQidlZSFZ7W0/AFRFwfJeBjURUbepnfWdLTtY1ReDlEDOciElsKovhmzZ4Vnf7bZ/yoJWnYPwgZMmqQUATVGwf8rCYDre6uYREVGIMiUXo5kSTE3FM0dymC468PwAmqqgL25gIGFiNFNCpuSGetY3g7oBy/Nhez50pTLMfSJdAWzPh+VxjpqIqNvYXoCpoo3pgouy5yMd0WFEdDh+gLGchWzJRV9Ch+2dIiAWEIO6gSAIYHsB/NN8D/wA1Y3w4X6TiIio9QxVYDLvIG97WN4Tre+XjigqTE3B4UwZgZQwVO6jbhtFCPhBgNP1l30AfhBACXmzOxERtZGUJxVnEtXnW4E96gYsx8OZRrU9v3IdERF1F8eXGEiaUITAsbyFnqgBXVPgegEyZQfpmIH+uAEn5GOkGdQNFGwPZxrUDqrXERFRdzG1yqKxvriOibyLqaJdP+t7aTqGgaQOQMDUwh2cZlA3MF1061unT0dUryMiou7SE9Mx0hPD3ok8NowkUXLicP1KMaaYoeDAVAlrBpKhF+XgHHUDepMLBJq9joiIFo9aUY50tHJ8qACQiugQAA5MlZBuUVEO9qgbWDMQa2roe81ArBXNISKiFqsV5agdITpZtGGoCtYMJHmEaCeYKTU399zsdUREtPgMpiK4PmkiU3JhewFMTUFPTA+9J13DoG5guuhCARr2qhVwjpqIqNsJIUI9fawRzlE3oKmi4UIyoLLQTOMcNRERhYRB3cCq/ubmHpq9joiI6GwxqBuYzLtN9agn8xz6JiKicDCoGyhYzS0Sa/Y6IiKis8XFZA1MFZ0FvY6IiBYnKSVXfXeiVLS529PsdUREtPiM56z6PmrHD2CoCkZ6YtxH3QkGEs19A5q9joiIFpfxnIWH90wgW3YwmIwgoquwXB97J/KYLNjYtG4g9LDmHHUDPTF1Qa8jIqLFQ0qJXaM5ZMsOzuuPI25qUBWBuKnhvP44smUHu0ZzkCGXu2RQN/D8seKCXkdERItHpuRiNFPCYDJy0ny0EAKDyQhGMyVkSuHu/GFQNzCWKy/odUREtHjYXgDHDxDRTz1qGtFVOH4A2ztTVYiXh0HdQK7c3LarZq8jIqLFw9QUGKoCy/VP+brl+jBUJfR61AzqBhJNruZu9joiIlo8avWox/PWSfPQUkqM5y2M9MRYj7qd1g+nFvQ6IiJaPGbXo94/VUTR9uAHEkXbw/6pIutRd4KNa/qgCcBrsKBPE5XriIio+7AedYc7knVg6oDX4OAxU69cN9zbunYREVHrtLseNYe+Gzg0UwakAu003wtNAJBK5ToiIupatXrUw+kIeuNGy0IaYI+6ISklAgkYmoAeSLgBEEhAEYCuAEIRCCRC3+xORETnLvaoGxhOR6AogO1J+BJQFEBVKv/6svK8olSuIyIiCgN71A2kowbipoaS41SCWgBCAlJUetYCQNzUkI4a7W4qERF1KfaoGzBUgYimQK1ORQQS8Kv/AoAqgIimwFBbN1dBRETnFgZ1A44XwPUD4HRT0BJw/QBOyMfHERHRuYtD3w3kLA8Fx4OPyjD3iXwABcdDzuIRokREFA4GdQPZkg3LCeohPXs1fm2ht+UEyJbslreNiIjODQzqBjKWD4nKyLd6wiSBEEBtVDxjnfrAdiIiopeLc9QNCMjKSm+gPk8tav3r6qrvyuvcR01EROFgUDewojcGQ1UhqmEtqoebiGpICwEYqooVvbF2N5WIiLoUg7qBgaSJvrgORQCurDw8efxtVQB9cR0DSbPdTSUioi7FoG4gZuoYSJiQqPagT3gEAAYSJmJmuLVIiYjo3MXFZA3oClB0PZiaCil9SKkggIQCASECCKGi6HrQ+ecOERGFhEHdwKGZMkpOgN6YDkMzUbQ9eIGEpgjETQ2OF6DkBDg0U8aSVLTdzSUioi7EoG4gU3ahKQo0TaJo+5WjQ2XlCFHb9RE3VXiBQKbstrupRETUpRjUDfTGDBiqQK7sIWc5cHxZL3NpqAJSGkhFdfTGWJSDiIjCwaBuYMOyJHRVYLxgQwaVxWNA5ehQ35ewPBv9CQMbliXb2UwiIupiXAbVQLbsoWB58IJKOCsC0JTKvz4qJ5MVLA/ZMs/6JiKicDCoG3hhLIfJogNDAQylcsBJIKsHnSiVVeGTRQcvjOXa3VQiIupSbQ3qn/70p3jrW9+KZcuWQQiBf/7nf57zupQSW7ZswbJlyxCNRrFp0yY8++yzLWvf88eKsL0AMUNFb7wyH52KaJV56biBmKHC9gI8f6zYsjYREdG5pa1BXSwWcfnll+Oee+455et33nkntm3bhnvuuQePP/44hoeHccMNNyCfz7ekfbomoAiBoHqWt64I6KoCXamc9x1AQhECunaqIphEREQvX1sXk735zW/Gm9/85lO+JqXEV77yFdx+++248cYbAQD33nsvhoaGcN999+EjH/nIKT/Otm3Y9vGyk7nc/Iel1w0nETNVlGwPvu8CQgFq55TJAL4EYqaGdcNcTEZEROHo2Dnqffv2YWxsDJs3b64/Z5omrrvuOjz66KOn/bg77rgD6XS6/lixYsW823D5ih6sG0zADyRsT8JxfThuAMf1YXsSfiCxbjCBy1f0zPtrEBERNdKxQT02NgYAGBoamvP80NBQ/bVTue2225DNZuuPQ4cOzbsNiqLgshU9MDQFAXDSw9AqrytKx95GIiJa5Dp+H7UQc+d/pZQnPTebaZowzYWpZjVTdDBZcDCUjGCm7MB2g/rXN3UFvVEDkwUHM0UHfQlW0CIiooXXsUE9PDwMoNKzXrp0af358fHxk3rZYRnP29g/WUR/wsC6oQRytgfHD2CoClKmhsmig/2TRYznbQY1ERGFomPHbFevXo3h4WFs3769/pzjONixYwc2btzYkjbkyi7Kro+YqUJRVfTETAwmo+iJmVBUFTFTRdn1keNZ30REFJK29qgLhQJefPHF+vv79u3Dzp070dfXh5UrV+KWW27B1q1bsXbtWqxduxZbt25FLBbDTTfd1JL2paI6orqKsu0jbswdcpdSomz7iOoqUlHWoyYionC0NaifeOIJXH/99fX3P/3pTwMAPvCBD+Db3/42br31VpTLZdx8882YmZnB1VdfjQcffBDJZGu2Qw0mTZy3JIa9E0XMFG34EghkZe+0KgA3kDh/II7BJIe9iYgoHEJKKdvdiDDlcjmk02lks1mkUqmz+lgpJX781Cj+8ZcHcHC6iLLj1atnRQ0Nq/rieN81q/B7rxppuMCNiIhovjp2MVknENVTxybyFmzXh6EplZPKpITt+hjPW9A1wZAmIqLQdOxisk7g+z627z6GQEpENQHHC1CyfThegKhWCeztu4/B9/12N5WIiLoUg7qBZ0Zz2H0kh5Lro+D4CAIAkAgCoOD4KLk+dh/J4ZlRVs8iIqJwcOi7gemCjfG8jZLtQQhAUQABAYlKLWq37CEIKtcRERGFgT3qBkqOh7LtQQL1ld4CgCoq70sAZdtDyfHa3FIiIupW7FE3IFE501tWt2VJf9Y+asjK8wLo6mXzRETUVuxRN2B7Epp6fKi7UpdaIoCEH1QCWlMFbI9RTURE4WBQN7C8NwJDU6ApgK5WetN+NZN1VUBTKhW0lvdG2thKIiLqZhz6bmAgEUFv1MCEZ0FTBFRVrb/m+wG8AOiNGhhIMKiJiCgcDOoGYqaGi5cm4foBio6HYNYhbkIR6InouHhpEjGTt5GIiMLBhGkgoqu4fEUPhAAOTJWQtzz4QQBVUZCMaDivP4ZLl/cgoqtn/mRERETzwKBuoCem46LhNCw3wPn9MfzmSA4Fy0ciouKyZSlomoaLhtPoibF6FhERhYNB3YAQAhtGUvjF3gn87MVJzJQ9BEEAJa9gquDgtRcswYaRFM/6JiKi0HDV9xk8fyyPx/bNIFtyYaoCSUODqQpkSy4e2zeD54/l291EIiLqYgzqBnzfx/994hDylovhdARRXYWiCkR1FcPpCPKWi//7xCEW5SAiotAwqBt4ZjSH58fyUBWBshcgomtIRXREdA1lL4CqCDw/lmdRDiIiCg2DuoHpooOc7UEREjFdhaZWak9rqkBMV6EIiZztYbrotLupRETUpRjUDWiqgAwkIMRJC8aEEICovK6pXExGREThYFA3sGZJHL1xA7nqau/ZgiBAruyhN25gzZJ4m1pIRETdjkHdQMzU8erz+hDRVRzJlJEruyg7HnJlF0cyZUQNFa8+rw8xk/uoiYgoHNxH3UBPTMd1Fw4iV3bxzGgWEwULXgBoCtAfN3HpSBrXXTjIA0+IiCg0DOoGhBAYTpvQFIGVfVGsHUwAAoAEbM+HplZe54EnREQUFgZ1A1JKjGVtLOuNYTgdxXTJgRcE0BQFfTEDiiIwlrVx8VLJsCYiolAwqBvIlFyMZko4f0kcMVNF0fbh+gF0VUHcVFGyfYxmSsiUXPTGjXY3l4iIuhCDugHbC+D4ASK6CgGBxAnlLCO6ismiDdsLTvMZiIiIXh4GdQOmpsBQFViuj5hR7VEHAXSl0qO2XB+GqsDUuHieiIjCwaBuoCemY6Qnhp2HZiAlKnPUfgBNrcxRCwG8YkUvV30TEVFo2BVsoLbq+2imjN1Hc1AF0BszoApg99EcjmbLXPVNREShYlA3MHvV9/qlKfgSmCk78CWwfmkKy3piGMvakFK2u6lERNSlOPTdAFd9ExFRu7FH3cDsVd+QEkXbRbbsomi7gJSI6CocP+CqbyIiCg171A3UVn3vHc/jubE8xnJWvUc9nIrg4uEkklGdq76JiCg0DOoGemI6/EDi/mfHICWwJGnA1AzYno/9k0UcmCrixlct56pvIiIKDbuCDUgpcXimBNeXSEU06KoKIQR0VUUqosH1K69zMRkREYWFPeoGDkyVMJazccmyFMpugILlwpcSqhDoiZtY2hPFWM7GgakSVg8k2t1cIiLqQgzqBvK2B9vzsbwnClURsLwAfiChKgIRTYEfSOydLCBve+1uKhERdSkGdQNJU4OpqSg5HlJRA1FdnfN6yXFhaiqSJm8jERGFg3PUDazqj2HNQByjGQsymLsFSwYBRjMW1gzEsao/1qYWEhFRt2NQN6AoCt50yTD6Yjp+e6yAXLly1neu7OC3xwroi+t40yXDUBTeRiIiCoeQXb5kOZfLIZ1OI5vNIpVKzetz7D6SxQPPjmHvRBG258PUVKwZiONNlwxj/bL0AreYiIjoOE6uNmH9sjQuGk7iwFQJedtD0tSwqj/GnjQREYWOQd0kRVG4BYuIiFqOXUIiIqIOxqAmIiLqYAxqIiKiDsagJiIi6mAMaiIiog7GoCYiIupgDGoiIqIOxqAmIiLqYAxqIiKiDsagJiIi6mAMaiIiog7GoCYiIupgXV+Uo1bFM5fLtbklREREcyWTSQghGl7T9UGdz+cBACtWrGhzS4iIiObKZrNIpVINrxGy1uXsUkEQ4MiRI0391XImuVwOK1aswKFDh854Y6mC9+zs8Z6dPd6zs8d7dvbCuGfsUaNSR3r58uUL+jlTqRR/sM8S79nZ4z07e7xnZ4/37Oy1+p5xMRkREVEHY1ATERF1MAb1WTBNE5///Odhmma7m7Jo8J6dPd6zs8d7dvZ4z85eu+5Z1y8mIyIiWszYoyYiIupgDGoiIqIOxqAmIiLqYAxqIiKiDsagPsFXv/pVrF69GpFIBFdccQUeeeSRhtfv2LEDV1xxBSKRCM4//3x8/etfb1FLO8fZ3LMf/ehHuOGGGzAwMIBUKoVrr70WDzzwQAtb2xnO9ues5uc//zk0TcMrXvGKcBvYgc72ntm2jdtvvx2rVq2CaZpYs2YN/vf//t8tam1nONt79p3vfAeXX345YrEYli5dig9+8IOYmppqUWvb66c//Sne+ta3YtmyZRBC4J//+Z/P+DEt+/0vqe673/2u1HVdfuMb35C7d++Wn/zkJ2U8HpcHDhw45fUvvfSSjMVi8pOf/KTcvXu3/MY3viF1XZc/+MEPWtzy9jnbe/bJT35SfvnLX5a/+tWv5PPPPy9vu+02qeu6fOqpp1rc8vY523tWk8lk5Pnnny83b94sL7/88tY0tkPM55697W1vk1dffbXcvn273Ldvn3zsscfkz3/+8xa2ur3O9p498sgjUlEU+Vd/9VfypZdeko888oi85JJL5Dve8Y4Wt7w9/uM//kPefvvt8oc//KEEIH/84x83vL6Vv/8Z1LNcddVV8qMf/eic5y666CL52c9+9pTX33rrrfKiiy6a89xHPvIRec0114TWxk5ztvfsVNavXy+/8IUvLHTTOtZ879m73vUu+d//+3+Xn//858+5oD7be/aTn/xEptNpOTU11YrmdaSzvWd33XWXPP/88+c899d//ddy+fLlobWxUzUT1K38/c+h7yrHcfDkk09i8+bNc57fvHkzHn300VN+zC9+8YuTrn/Tm96EJ554Aq7rhtbWTjGfe3aiIAiQz+fR19cXRhM7znzv2be+9S3s3bsXn//858NuYseZzz3713/9V1x55ZW48847MTIyggsvvBCf+cxnUC6XW9HktpvPPdu4cSMOHz6M//iP/4CUEseOHcMPfvADvOUtb2lFkxedVv7+7/qiHM2anJyE7/sYGhqa8/zQ0BDGxsZO+TFjY2OnvN7zPExOTmLp0qWhtbcTzOeenejuu+9GsVjEH/zBH4TRxI4zn3v2wgsv4LOf/SweeeQRaNq593/Z+dyzl156CT/72c8QiUTw4x//GJOTk7j55psxPT19TsxTz+eebdy4Ed/5znfwrne9C5ZlwfM8vO1tb8Pf/M3ftKLJi04rf/+zR32CE8uNSSkbliA71fWner6bne09q/mnf/onbNmyBd/73vcwODgYVvM6UrP3zPd93HTTTfjCF76ACy+8sFXN60hn83MWBAGEEPjOd76Dq666Cr/7u7+Lbdu24dvf/vY506sGzu6e7d69G5/4xCfwuc99Dk8++STuv/9+7Nu3Dx/96Edb0dRFqVW//8+9P89PY8mSJVBV9aS/NsfHx0/6q6lmeHj4lNdrmob+/v7Q2top5nPPar73ve/hQx/6EL7//e/jjW98Y5jN7Chne8/y+TyeeOIJPP300/j4xz8OoBJCUkpomoYHH3wQr3/961vS9naZz8/Z0qVLMTIygnQ6XX/u4osvhpQShw8fxtq1a0Ntc7vN557dcccdeM1rXoM//dM/BQBcdtlliMfj+J3f+R188Ytf7PoRwrPVyt//7FFXGYaBK664Atu3b5/z/Pbt27Fx48ZTfsy111570vUPPvggrrzySui6HlpbO8V87hlQ6Un/0R/9Ee67775zbv7rbO9ZKpXCM888g507d9YfH/3oR7Fu3Trs3LkTV199daua3jbz+Tl7zWtegyNHjqBQKNSfe/7550OpT9+J5nPPSqUSFGVuJKiqCuB4T5GOa+nv/wVfnraI1bYz/P3f/73cvXu3vOWWW2Q8Hpf79++XUkr52c9+Vr7//e+vX19bnv+pT31K7t69W/793//9Obs9q9l7dt9990lN0+Tf/u3fyqNHj9YfmUymXf8JLXe29+xE5+Kq77O9Z/l8Xi5fvlz+/u//vnz22Wfljh075Nq1a+WHP/zhdv0ntNzZ3rNvfetbUtM0+dWvflXu3btX/uxnP5NXXnmlvOqqq9r1n9BS+XxePv300/Lpp5+WAOS2bdvk008/Xd/O1s7f/wzqE/zt3/6tXLVqlTQMQ77qVa+SO3bsqL/2gQ98QF533XVzrn/44YflK1/5SmkYhjzvvPPk1772tRa3uP3O5p5dd911EsBJjw984AOtb3gbne3P2WznYlBLefb37LnnnpNvfOMbZTQalcuXL5ef/vSnZalUanGr2+ts79lf//Vfy/Xr18toNCqXLl0q3/ve98rDhw+3uNXt8dBDDzX83dTO3/8sc0lERNTBOEdNRETUwRjUREREHYxBTURE1MEY1ERERB2MQU1ERNTBGNREREQdjEFNRETUwRjUREREHYxBTUR1+/fvhxACO3fubHdTiKiKQU1ERNTBGNREREQdjEFNdA4KggBf/vKXccEFF8A0TaxcuRJf+tKX6q+/9NJLuP766xGLxXD55ZfjF7/4Rf21qakpvOc978Hy5csRi8Vw6aWX4p/+6Z/mfP4f/OAHuPTSSxGNRtHf3483vvGNKBaLLfvvI+omDGqic9Btt92GL3/5y/iLv/gL7N69G/fddx+Ghobqr99+++34zGc+g507d+LCCy/Ee97zHnieBwCwLAtXXHEF/v3f/x27du3Cn/zJn+D9738/HnvsMQDA0aNH8Z73vAd//Md/jOeeew4PP/wwbrzxRtY0JponVs8iOsfk83kMDAzgnnvuwYc//OE5r+3fvx+rV6/GN7/5TXzoQx8CAOzevRuXXHIJnnvuOVx00UWn/JxvectbcPHFF+N//a//haeeegpXXHEF9u/fj1WrVoX+30PU7dijJjrHPPfcc7BtG294wxtOe81ll11Wf3vp0qUAgPHxcQCA7/v40pe+hMsuuwz9/f1IJBJ48MEHcfDgQQDA5Zdfjje84Q249NJL8c53vhPf+MY3MDMzE+J/EVF3Y1ATnWOi0egZr9F1vf62EAJAZV4bAO6++2785V/+JW699Vb813/9F3bu3Ik3velNcBwHAKCqKrZv346f/OQnWL9+Pf7mb/4G69atw759+0L4ryHqfgxqonPM2rVrEY1G8Z//+Z/z+vhHHnkEb3/72/G+970Pl19+Oc4//3y88MILc64RQuA1r3kNvvCFL+Dpp5+GYRj48Y9/vBDNJzrnaO1uABG1ViQSwZ/92Z/h1ltvhWEYeM1rXoOJiQk8++yzDYfDay644AL88Ic/xKOPPore3l5s27YNY2NjuPjiiwEAjz32GP7zP/8TmzdvxuDgIB577DFMTEzUXyeis8OgJjoH/cVf/AU0TcPnPvc5HDlyBEuXLsVHP/rRpj923759eNOb3oRYLIY/+ZM/wTve8Q5ks1kAQCqVwk9/+lN85StfQS6Xw6pVq3D33XfjzW9+c5j/SURdi6u+iYiIOhjnqImIiDoYg5qIiKiDMaiJiIg6GIOaiIiogzGoiYiIOhiDmoiIqIMxqImIiDoYg5qIiKiDMaiJiIg6GIOaiIiogzGoiYiIOtj/DyBVIkGYCaoLAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your plots here"
+ "#worst correlated variable with the target\n",
+ "\n",
+ "selected_variables = [\"chas\"]\n",
+ "\n",
+ "for variable in selected_variables:\n",
+ " sns.lmplot(x = variable, y = \"medv\", data = data, scatter_kws = {\"alpha\":0.3})\n",
+ " plt.ylabel(\"medv\")\n",
+ " plt.show()"
]
},
{
@@ -83,11 +422,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here: tax and rad have a high correlation.\n",
+ "\n",
+ "other_variables = [\"crim\", \"zn\", \"indus\", \"nox\", \"age\", \"dis\", \"rad\", \"tax\", \"ptratio\", \"black\", \"medv\"]\n",
+ "data_selected = data[other_variables]\n",
+ "\n",
+ "corr = np.abs(data_selected.corr())\n",
+ "\n",
+ "mask = np.zeros_like(corr, dtype=bool)\n",
+ "mask[np.triu_indices_from(mask)] = True\n",
+ "\n",
+ "f, ax = plt.subplots(figsize=(14, 14))\n",
+ "cmap = sn.diverging_palette(220, 10, as_cmap=True)\n",
+ "sn.heatmap(corr, mask=mask, vmax=1,square=True, linewidths=.5, cbar_kws={\"shrink\": .5},annot = corr)\n",
+ "\n",
+ "plt.show()"
]
},
{
@@ -100,11 +464,31 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 404.000000\n",
+ "mean 22.312376\n",
+ "std 8.837019\n",
+ "min 5.000000\n",
+ "25% 17.100000\n",
+ "50% 21.400000\n",
+ "75% 25.000000\n",
+ "max 50.000000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "data[\"medv\"].describe()"
]
},
{
@@ -126,7 +510,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
@@ -134,8 +518,9 @@
"\n",
"def performance_metric(y_true, y_predict):\n",
" \"\"\" Calculates and returns the performance score between \n",
- " true and predicted values based on the metric chosen. \"\"\"\n",
- " # Your code here:"
+ " true and predicted values based on the metric chosen. \"\"\" \n",
+ " r2 = r2_score(y_true, y_predict)\n",
+ " return r2"
]
},
{
@@ -148,11 +533,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "features = data.drop(\"medv\", axis = 1)\n",
+ "target = data[\"medv\"]\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(features, target, test_size = 0.20, random_state = 0)"
]
},
{
@@ -175,11 +566,130 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 33,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.7901346114702512\n",
+ "0.7716234308258076\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Five separate RFR here with the given max depths\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "\n",
+ "forest_2 = RandomForestRegressor(max_depth = 2)\n",
+ "\n",
+ "forest_2.fit(X_train, y_train)\n",
+ "score_test_2 = forest_2.score(X_test, y_test)\n",
+ "score_train_2 = forest_2.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_2)\n",
+ "print(score_train_2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.871594139451017\n",
+ "0.9082766630867739\n"
+ ]
+ }
+ ],
+ "source": [
+ "forest_4 = RandomForestRegressor(max_depth = 4)\n",
+ "\n",
+ "forest_4.fit(X_train, y_train)\n",
+ "score_test_4 = forest_4.score(X_test, y_test)\n",
+ "score_train_4 = forest_4.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_4)\n",
+ "print(score_train_4)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9009803316365101\n",
+ "0.9493001652722264\n"
+ ]
+ }
+ ],
+ "source": [
+ "forest_6 = RandomForestRegressor(max_depth = 6)\n",
+ "\n",
+ "forest_6.fit(X_train, y_train)\n",
+ "score_test_6 = forest_6.score(X_test, y_test)\n",
+ "score_train_6 = forest_6.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_6)\n",
+ "print(score_train_6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9102943653082779\n",
+ "0.9661692330175936\n"
+ ]
+ }
+ ],
+ "source": [
+ "forest_8 = RandomForestRegressor(max_depth = 8)\n",
+ "\n",
+ "forest_8.fit(X_train, y_train)\n",
+ "score_test_8 = forest_8.score(X_test, y_test)\n",
+ "score_train_8 = forest_8.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_8)\n",
+ "print(score_train_8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.90413581632639\n",
+ "0.9748375264941384\n"
+ ]
+ }
+ ],
"source": [
- "# Five separate RFR here with the given max depths"
+ "forest_10 = RandomForestRegressor(max_depth = 10)\n",
+ "\n",
+ "forest_10.fit(X_train, y_train)\n",
+ "score_test_10 = forest_10.score(X_test, y_test)\n",
+ "score_train_10 = forest_10.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_10)\n",
+ "print(score_train_10)"
]
},
{
@@ -191,13 +701,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 41,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Produce a plot with the score for the testing and training for the different max depths"
+ "# Produce a plot with the score for the testing and training for the different max depths\n",
+ "score_test = [score_test_2, score_test_4, score_test_6, score_test_8, score_test_10]\n",
+ "score_train = [score_train_2, score_train_4, score_train_6, score_train_8, score_train_10]\n",
+ "max_depth_values = [2, 4, 6, 8, 10]\n",
+ "\n",
+ "plt.figure(figsize = (10, 6))\n",
+ "plt.plot(max_depth_values, score_test, marker ='o', label = \"Test Set\")\n",
+ "plt.plot(max_depth_values, score_train, marker = 'o', label = \"Train Set\")\n",
+ "plt.xlabel(\"max_depth\")\n",
+ "plt.ylabel(\"Score\")\n",
+ "plt.legend()\n",
+ "plt.show()"
]
},
{
@@ -213,7 +745,7 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here: bigger depth increases the train test - the model is overfitting"
]
},
{
@@ -226,11 +758,53 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 42,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.6036194840938223\n",
+ "0.5724619070572388\n"
+ ]
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "forest_1 = RandomForestRegressor(max_depth = 1)\n",
+ "\n",
+ "forest_1.fit(X_train, y_train)\n",
+ "score_test_1 = forest_1.score(X_test, y_test)\n",
+ "score_train_1 = forest_1.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_1)\n",
+ "print(score_train_1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.6036194840938223\n",
+ "0.5724619070572388\n"
+ ]
+ }
+ ],
+ "source": [
+ "forest_10 = RandomForestRegressor(max_depth = 10)\n",
+ "\n",
+ "forest_10.fit(X_train, y_train)\n",
+ "score_test_10 = forest_10.score(X_test, y_test)\n",
+ "score_train_10 = forest_10.score(X_train, y_train)\n",
+ "\n",
+ "print(score_test_1)\n",
+ "print(score_train_1)"
]
},
{
@@ -243,11 +817,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 69,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9006732466424906\n",
+ "0.9140620163372475\n"
+ ]
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "forest = RandomForestRegressor(n_estimators = 10,\n",
+ " max_depth = 20,\n",
+ " max_samples = 150)\n",
+ "\n",
+ "forest.fit(X_train, y_train)\n",
+ "print(forest.score(X_test, y_test))\n",
+ "print(forest.score(X_train, y_train))"
]
},
{
@@ -276,7 +866,7 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -290,7 +880,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.10.9"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index 3776411..95e8b19 100644
--- a/your-code/lab_overfitting.ipynb
+++ b/your-code/lab_overfitting.ipynb
@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -55,11 +55,18 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "svm_classifier1 = SVC(gamma = 0.001)\n",
+ "svm_classifier2 = SVC(gamma = 1)\n",
+ "svm_classifier3 = SVC(gamma = 20)\n",
+ "\n",
+ "classifiers = [svm_classifier1, svm_classifier2, svm_classifier3]"
]
},
{
@@ -71,9 +78,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"from matplotlib.colors import ListedColormap\n",
"\n",
@@ -134,7 +152,7 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here: With gamma = 1, the prediction is good."
]
},
{
@@ -146,11 +164,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.93"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "svm_classifier4 = SVC(gamma = 0.70)\n",
+ "\n",
+ "svm_classifier4.fit(X, y)\n",
+ "svm_classifier4.score(X, y)"
]
},
{
@@ -162,11 +195,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gamma 20: Accuracy score train data: 0.9875\n",
+ "Gamma 20: Accuracy score test data: 0.85\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.20, random_state = 0)\n",
+ "\n",
+ "svm_classifier3.fit(X_train, y_train)\n",
+ "print(f\"Gamma 20: Accuracy score train data: {svm_classifier3.score(X_train, y_train)}\")\n",
+ "print(f\"Gamma 20: Accuracy score test data: {svm_classifier3.score(X_test, y_test)}\")"
]
},
{
@@ -178,11 +227,39 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gamma 0.001: Accuracy score train data: 0.55\n",
+ "Gamma 0.001: Accuracy score test data: 0.3\n",
+ "Gamma 1: Accuracy score train data: 0.8875\n",
+ "Gamma 1: Accuracy score test data: 0.9\n",
+ "Gamma 0.70: Accuracy score train data: 0.8875\n",
+ "Gamma 0.70: Accuracy score test data: 0.9\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "svm_classifier1 = SVC(gamma = 0.001)\n",
+ "svm_classifier1.fit(X_train, y_train)\n",
+ "print(f\"Gamma 0.001: Accuracy score train data: {svm_classifier1.score(X_train, y_train)}\")\n",
+ "print(f\"Gamma 0.001: Accuracy score test data: {svm_classifier1.score(X_test, y_test)}\")\n",
+ "\n",
+ "svm_classifier2 = SVC(gamma = 1)\n",
+ "svm_classifier2.fit(X_train, y_train)\n",
+ "print(f\"Gamma 1: Accuracy score train data: {svm_classifier2.score(X_train, y_train)}\")\n",
+ "print(f\"Gamma 1: Accuracy score test data: {svm_classifier2.score(X_test, y_test)}\")\n",
+ "\n",
+ "svm_classifier4 = SVC(gamma = 0.70)\n",
+ "svm_classifier4.fit(X_train, y_train)\n",
+ "print(f\"Gamma 0.70: Accuracy score train data: {svm_classifier4.score(X_train, y_train)}\")\n",
+ "print(f\"Gamma 0.70: Accuracy score test data: {svm_classifier4.score(X_test, y_test)}\")"
]
},
{
@@ -198,13 +275,13 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here: it was overfitting a little bit, but the results were good."
]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -218,7 +295,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.10.9"
}
},
"nbformat": 4,