diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 4a25b49..5921151 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -33,13 +33,183 @@
"### Import and explore the data. Clean the data for outliers and missing values. "
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "boston = pd.read_csv(\"../data/boston_data.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "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": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston.head()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "bo"
]
},
{
@@ -52,11 +222,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your plots here"
+ "# Your plots here\n",
+ "import seaborn as sns\n",
+ "\n",
+ "sns.pairplot(data=boston, y_vars=boston.columns, x_vars='medv', kind='reg')\n",
+ "\n"
]
},
{
@@ -84,11 +281,47 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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/LhzaCUAlTx+0RbIh2oRYrO2LD9tY2NiRmZZKXm4uKrUabUIsVva6oS1rRxcsbOwwNddgaq6hSu2GxN65gYNb1Semvg8icNdmTu7L933NOiTFFrZFclwMNg7G3wWe899P4/alHzoDiNFm4mpTmBlwsTYjLrXkIaFz4cm422mw1ZiQnJFDXP6QQmJ6Nkeux1PHzZpzpZhXscdvPQd2/gWAl0894mMK58LEx0bjUCSLeD8qtZo2nbqxbcOv+Pboy6E9W+k7cDhCCNyqVMPFzZ3wO7eoVaf+Q8tRlIjEdNwdLAq+V7a3ICopo7hNQgbx2mjSs3JJz8rl+LU46lWx42Z0qlFahZoZVLYv1HSz0+hpajML52sdDI5hen+Bg5VpwXCOb11XLt5N0uu3pSE2NRvnItkdZyvD/q/haMEHHT35YucVUoqUZ09ILHvyHzoY1rJqqYYT9/itZ38R38eVwfcH92yl3yP6Pjolk0pFMkOVbPWP/bqVbfjqxXoA2Fua0raW7tg/dKVwWEubmcPp24m08XLkeoxx/WD3lvXs26Fri5q16xEXHVmwLi42Cgen4m0Rej2EyPAwxgx/EdBlhz8Y/gILVv1llO6/zlM0p6i8gyKB4ZzBg3rWvXxnXpHP977/p56Oa9vzRdr21HXu4NMBHNu1icbtunD76iU0llbYOujPbSmJ9NQUTM00mJiacmLfNjzrNkJjafydS3BECtUcLKhspyEmJZOudV2YsvVyMZuXl50o+Px5bx/8r8eXKkBo3KUvjbvongy5efY4Z/f54dPKl8gblzG3sCwIeO4hhKBqncZcPXWE2q18ueS/F69mbQCo2bQNB35dTF5uLrk52UTduEzT7i89UfV9EK17vkjrfN9fPhNA4K7NNGr3LHeuXsLcSN8DZKRpCb10loHvf2bUdpejtFSxt8At/4LwrI8zM3ZdKWbjbqchPP9C7e1ihYlakJyRg8ZEpZvPk52HxkRFCw87Vp8oXbaue9+BdO87EIB/jh9lj9962vh259rlC1hYWusNDSiKQlR4GG5VqqEoCmcCj+BerToATi5uXAg6SZ2GTUlKiCMi7BaulasY1Q4AZ28lUsPVimpOlkQmptO3eRXeX1n8icI95yKY/koj1CqBqVpF0xoO/Lj/egl7fDjn7iRRw8WKqo66AKxPU3fG/PpPMRtnG3Ni84d5GnvYIYQoNr+lT1N3/B5h6AzgSrSWKnbmVLIxIy41m461nPj2vqffXKzN+Ky7N98duFHQD+5hpzEhKSMHF2sz2tZwYOJflx6qWdT3Z/J93zbf95ZG+t65iO8TjfT9pfAUPBwtcLfTEJ2SSbd6rky+r/wvLD5e8HnK83U4ci2OQ1disbc0JSdXQZuZg7mJipY1HFgdYPip1QfRo99AevQrbIvdW9bTtnMPrgZfwNJKvy2atWrP8vW7C74P69PhyQuI4Ike7ipvyjvo2AdsFkLMUxQlTgjh+NAtKoBVs16nQ3NvnO2tubZrOtOX7mDVXwHlqlGnWWtC/gnkm/eHYGZmzoDRHxes+3nmh/Qf+SG2js7479jIwS2/o02MZ97EN6nTtDX9R31IdNgt/lg0E5VKjWvV6vQf9dEjlSNXge/2XmP+wAaohGDb+UhuxqbxYv4jueU1r6ZGo5aEnjvJqo/ewMTMnG5vFY6U/jX3c7q+MQ5rByfaD3iLnUtnErBpJS4etajfoQcAju4e1GjYgrVfjEQIQf2OPXGuWgOAnUtnEXb5HBnaJH4a/yqtXhgKot6/Ut+pferQzMMOewtTtrzbih+P3mLrucgHbnM/tZu25sqZ48z94FVMzcx56d1C362a9REvjpiEraMzx3b8yRG/39AmxrNw0lv4NG3FSyM/BODSiSPUatwCM41FSTIGyVNgwcEbfPOC7pHwnZeiCI1Pp09D3TyPreej6FjLiR51XcjJU8jMyWPaTl3Q5GBpyvTndY8Mq1WCv0NiOHkrsUStkmjSsh1BJ/0Z98aLmJtrGDHhi4J1sz8fwzvjPsfOwYmlc74kPU03qdbDy5s339cdIy+9+hZL50zloxGDUBSFwW+9h62dfUlyJZKbpzB5/Tl+Hd0GtUrwR8BtrkSk8Fr7GgD8ejSUa1FaDl6KZs+nnVEUhd+O3SIk4tHnkuTmKUz58wKrR7REpRJsOB7G1UgtQ9rqhijXHbtN78ZuvNquOrm5ChnZuXywujBo0piqaF/bmc82nH8k/TwFlhy9xfTedVAJ2BsSw+2EdHrV1WUodgbHMLiZO7YaE95trwtEchUYu0k3FeHT7t7YakzIyVNY4n+rYEJ2aWma7/uxJfj+7XGfY+/gxJIivq9exPcv5vv+w0fwfa6i8M3uqywY3Cj/5zgiuBGbxkvN3AHY9IBA09najC/71EElBCoh+Ds4mqPXynaj1LRlO/457s+Y4S9gZq5h1MQpBetmffoBI8ZPxtG55CyapGIQhud5lGGHQgwHJgG5wL2jfZuiKBvz178OtFAU5b38ydTbFEXZKISokf+5Qb7dyqLbGaKih89+W/V5Rcoze+eVhxv9Swzt4PFwo3+RNUcM//7I42JCT/3fYHqcLD54s0L15/RrUKH6L3x7oEL1TcwqNoldr07FXkyn9yj593b+bUasPVNh2gArhjavUH2AJh42jzV1Y9F+crlfa9OPTn8i00/lfmQrirIKMPxjDLr1K4GV+Z9fL7I8FGhQ5PvrSCQSiUQikTwm/lNzdiQSiUQikTxmnqI5RU/PlHKJRCKRSCSSByAzRRKJRCKRSEpGPpIvkUgkEolEwlMVFD09NZVIJBKJRCJ5ADJTJJFIJBKJpGRUcqK1RCKRSCQSyVOFzBRJJBKJRCIpmadoTpEMiiQSiUQikZTMU/Q7ReX+mo/HyV/nIiu08IOHz6hIeS7umVOh+n6Xy+e9aY9Kb59KFao/dvOFCtP+oX+jCtMGaPmRX4Xqb/64W4Xq51bwedOqgl8zsijwVoXqj21Xo0L1x/z5aO+mKy8Ojm37eF/z0WVm+b/mY9+nT2SkJTNFkkdCBkQVFxBJJE8zT3tAVCE8RcNnT09NJRKJRCKRSB6AzBRJJBKJRCIpmadoTpEMiiQSiUQikZSMHD6TSCQSiUQiebqQmSKJRCKRSCQl8xQNn8lMkUQikUgkEgkyUySRSCQSieRBPEVzimRQJJFIJBKJpGTk8JlEIpFIJBLJ04XMFEkkEolEIikZOXz230dRFPx+WUDImeOYmpszcPQnVPHy0bM7tnMTR7dvJC7qLl/8tAUrW3sA0rQpbPzha+KiwjExNWPAux/h5uFVLmVbOuVVenVsQEx8Ci0GzCyXfd6Poigs/X42JwOOYq7RMOHT6dSqXVfP7ruvJnM+6BRWVjYAjP9sGjW96xBw5ACrf1yMSqhQq9W888EkGjRu9kA9/9+WcOv8SUzMzHn2zQm4VPfWs0uOiWTv8llkpqbg7FGLLv+bhNrElJv/BHDir1UIlQqVSk27QSOo7N2AhMg77F02q9j2z/QbSm+fkaVuh+ULvuF0oD/m5hrGfDLVYDvMm/kFF4JOY2VtDcDYT6bh5V27VBoPonk1O0a080AlBLuDY9gQVPz1KK1r2DP0markKQp5ebDs2C0uRWrLpKkoCkvmz+ZEwFE0Gg0TPpuOt4E6z5kxmXNFfD/xs2nU9KnD2TMn+fLjsbhVrgJAu07P8tqbpWtvgM4N3PhqcBPUQvDrkZss3HlZz6ZtbRdmDGqCiVpFvDaTF745CICthSnzXm9BnSp2KAqMXXmSU9fjjK7/uuVzOX8qADNzc94aO5nqtero2f38/VeEXg0GFCq5e/DWuMloLCyJuBPKz/NncOt6CC8NG0nPl141Wv/35fM4f/oYZuYa3hgzmeq19PvSijlTuHXtMmq1CZ4+dXlt9MeYmJiQqk1m5fdfERN5F1NTM14f8xlVqtc0Sn/1ku8IOuGPmUbDyAlT8PTWr//yudO5cSUYBYXKVTwYOXEKGgtLtm5Yw7H9OwHIzc3l7p1Qlv2xB2tbu4dqN3CzZkgzd1QCDt9IYEdwTLH1bjbmvNWqKtUdNGw6F8WukNiCdd19nOhY0xFFgbCkDH46HkZOnnGv3FIUhV8Wz+GfE7rj/d0Pv8TLQN3v8fPCbziweytrth0B4O7tUH74dio3r11m0Bvv0nfgUKP0W1a3571OnqhVsP1CNOtO3S22vp2XA2+28UABcvMUFh26yfnwFACszdVM6loLTycLFGD23mtciijbuUBiPP9vg6KQf44TGxHGpIVruX31EptXzOW9WUv17KrXaUCd5m1Y/uXYYssPbPqVyp7eDPvwK6Lv3uKvH+fzzpR55VK2NVsDWfrHIX6cPqxc9meIk4FHCb9zm59+38rli+dZNGcG81esNWj71rvj6dC5+As2mzRvRev2vgghuHntCjO/mMSKdVtK1Lt9/iSJ0eEMmfkzUTcuc/jXRbz82fd6doF//kSjbi/i3dKXQ2sWEHxkNw06P0/Vuk2o0aQ1Qgji7txgz7KZDJ7xIw5u1Rg45QcA8vJyWT3xNbyatS11O5wOPEp42G2WrdtCyKXzLJk7k++WrTFo++a7Y2nnW34vGlUJeLd9dT7bFkJsahbzX6pP4K0E7iRkFNgEhSUTGKp7j1oNRws+6VaLEX+U7d1KJwOOcjfsNr/8ofP9wjkzWFCC798ere97gAaNmzL920VGa6uEYParzRjw3SHCE9LZM7kru4PCuRKRXGBja2HK7NeaMWjeEe7Gp+FsY16w7qvBTdl/IZK3lgRgqlZhYaY2ugznTwUQFX6HWcs3cCPkIqt/+IbJc3/Wsxv89lgsLK0A+H3FfPZt28hzA4ZhZWPLkBHjORN4yGhtgAunA4gOv8NXy3T6a5d8w6ff/aRn19q3B/+b8CWgC5CO7vHDt/dL7Fi/impePoz+bDYRd0JZt3QOE74qvS+CTh4j8u5t5v6yiWuXL/Dzwq+ZvmClnt1rI8ZhaaW7CVizbB57/NbT95XX6TNgKH0G6IKB04GH2bnpt1IFRELA0BbuzDlwk/j0HL7oVpOgu8mEJ2cW2KRm5bDuTDhNq9gW29bewoSuPs58tvMK2bkKo9pWo1V1O/xvJpa63gD/nPAn8u4dFqzazNXgC/z4/SxmLlpl0PZ6yCVSU1OKLbO2seWN0RM5eeygUbqgO97HdPZi4qaLxGizWDq4Ef434rkVn15gc+ZOEv43zgLg5WzJl719GLY6CID3OnlyIjSBKdtDMFEJNKZPUHZGzin673Px5FGad+qBEILqPvVJT9WSnKB/x1nF0wdH18p6y6PDQqnVQJcZca1SnYSYSFIS48ulbP5nrhOflFYu+yqJwCMH6NKzD0II6jZohFabQnxszMM3zMfC0hKRfyBkZKQXfC6J0KAAarfpghACt5p1yUzTkppYvL0VReHu5bPUbN4BgNptuxIadAwAU41FgUZ2Vgagr3c3OAg7l8rYOJX+ZbCBRw/xbI/nEUJQp34jUo1sh7Lg42pNeHImkSmZ5OQpHL4eR5saDsVsMnLyCj5rTNWUx6uoA44eoGsR36empBD3mOrczMuRm9FabsWmkp2bx+YTt+nZ1L2YzcutPdh+5i5343XHQGyK7qJprTGhtY8za4/cBCA7N4/k9Gyjy/DP8cO0fbY3Qghq1mlAWqqWxPhYPbt7AZGiKGRlZRac923tHfH0qYda/Wj3jEGBh2n9bK+H6jds0RYhBEIIPL3rkhAbDUDEnVDqNmoBQOVqNYiLjiQ5ofTnntMBh+jQ9TmEEHjXbUhaagoJcfr69wIiRVHIyszE0DEXcGAPbX27l0rXy9GS6JQsYlKzyc1TOHE7SS/4ScnM5WZ8OrmKfk9Xq8BMrUIldP8T03NKpVuUU8cO0bGbzvc+9RqSqjVc97zcXH5d/j2vvT2m2HI7B0dq1an/SL6v42bN3aR0IpJ1x/v+K7G0q+lYzCY9u+jxrio43i3N1DSuYsv2i7o+kJOnoM3MNboMkrJTIUGREGKkECIo/++mEOKAEEIrhPhKCHFWCBEohCjTa9CT42Oxc3It+G7n5EJyfOkvDJVr1OTC8cMA3LkaTGJMFElxj+fCUh7ExUbj7FrYhM6ulYjNP+nez6rlCxk1vIEdZkAAACAASURBVD/LFnxLVlZWwXL/Q/t4e0g/vpj0HuM+mfpAvdTEOKwdXQq+Wzu46AVFGdpkzCysUKnVBTbaIoHqjTP+/Pb5/9jx/Rd0fmOcnsa1E4eo1cr3geW4H107uBV8d3KpRFwJ7bBmxWLef30gKxbOIbtIOzwqTlamxGoL75JjtVk4WZnp2bWp4cCyVxoytZcP8w/eLLNubEw0Lvf5Pi7GcJ1XLlvIyGH9Wfp9cd8HXzjHyOED+GzCu4TeuFZqbTd7i4JgByAiIZ3K9hbFbLwq2WBvacbmSb7sndyVgW2qA1DDxZq4lEwWvPkM+6Z0Y+7wFlg+QqYoIS4GR+fCY9/RyZWEEo7dn+ZPZ9zQ3kSG3aLL8wON1ipZv7D9HZxcSHzAuSMnJ4fAA7uo37w1AFU9a3Em4CAAN69cJC46koQ4w/4zqB8bg6NLob6js2uJ2y+dM5VRg3oScSeUHv1eKbYuMyODs6cCaNn+2VLpOliYEJ9WGMTGp2fjYGFaqm0T03PYdTmWOX1qM79fXdKz87j4CMPI8bExOLsUP97jDRzvu7asp3mbjjg4ORutURIuVubEpBQeQzEpWbgYON7b13Rk9bAmfN2vLrP36o4tdztzEtOz+bh7LVYMacSkrjXRmDxBOQuhKv+/J5QKKZmiKEsVRWkCPAOEAXMBKyBQUZTGwGHg7TKKGFhY+hSg7wuvkp6awvyJb+G/80/cPWsVXMz/CxiqvjBQ/zdGfMCKdVv4fsU6UpKT2LC2cJihXacurFi3hS9mzWf1isUP0dMX1NczYFMkA+XVrB2DZ/xIz/emcOKv1cXscnOyCT0bWJBlKjWGymUg6zX8nfdZ8utm5i7/FW1yEhvX/WKcjgEM9TZDfgkITWDEH+eZvvsqQ5+pUmZdQ+kmQ3V+Y+QH/PjbFhb8qPP9+l91vq9Vuy5r/tzF0lUb6PfyYKZ+oh+gloShhOL9xTFRCRpVd+DV74/wyrzDjO9TD69K1qjzl688cJ0uU/eSlpXD+73150I9lFL6HOCtsZOZu2oblavV4MSRv43XKiUPyrSuW/It3g2a4FO/CQC9+g8jTZvC1A+GsX/rRqp5+Rh17lEMdwCDtiMnTuGHdTtw96hBwKE9xdadCTyMT/1GpRo602mUsiwGsDRV0bSKLR9uC2HclmDMTQRtqtuXTreoXil8Hx8bQ8Chv+n14it6tmWiFH0f4Oj1eIatDuLzrSG81cYDALUQ+Lhas+VcJG+vO0d6di5DyuNcUF5UUFAkhOgphAgRQlwTQnxsYL2dEGJrfjLlohDijbJWtaLnFH0P7FcUZasQIgvYlr/8NGBwcocQ4h3gHYBRk7+he//CiXDHdm3mxN+6XVStVZukIndHSXEx2DqW/q5AY2nFwNGfALoDbfboQQaH2Z4ktv75O7u2bgLAp259YqOjCtbFRkfh5Oyit41j/jIzMzO69+7Hn7/rj783bNKciPA7JCUmYGdfOPxzYb8fl47sAsC1hg/aIpk4bUIMlvbFU8caazuy0lPJy81FpVajTYjB6j4bAHefhiTHRJCekoSFje6EfPv8KZw9amFp56Bnfz/bN/3B7m26dvCuU5/Y6MiCdXExUTg6ldwOpmZmdO3dj02/r9azMZbY1GycrQvnyzhbmxGfVnIG6kJECpVtNdhqTEjOMG7owO/P39npV+j7mPt872jA905Fff9cPzb+pvO9Vf6wCkDLth1Y9N1MPd+XRERCOlUcLQu+V3awIDIxvZhNeEI68dpI0rJyScvKJeBKDPWr2XP8SizhCemcuakbKtp6KowPepc8SbYo+7Zt5PBu3Zw3T++6xbID8XHR2D/g2Fep1bTs0JWdm9bSodvzpdK7nwPbN3J4t18R/cL2T4iLwa4Efb/ffiIlKZFRowsfJrCwtOKNsZ8DunPPJ/97CedK7ga3v8cev/Uc2PkXAF4+9YiPKdSPj43GwVHf//dQqdW06dSNbRt+xbdH34LlAYf20ta3xwN1i5KQloOjZWFmyNHCtNRDYPXcrIlJzSIlf8jodFgytZwtCbj18DlFu7asZ98OXd1r+tQjNqb48e5w3/Eeei2EyPAwPhj2IgBZmRm8P+wFFq7+q1RlLYkYbSYuNoWZIRcbM2JTSz7ez91Nxt1Og53GhBhtFjHaTILzs2OHrsYx5JmqZSrPfx0hhBpYjC4WCANOCiH8FEW5VMRsNHBJUZQ+QggXIEQIsVZRlEdO9VdYUCSEeB2oDryXvyhbKQzzcymhbIqiLAeWA/x1LrJYIN6254u07anr6MGnAzi2axON23Xh9tVLaCytsHVwKnX50lNTMDXTYGJqyol92/Cs2whN/hyEJ5U+Lw+iz8uDADhx7DBb//ydTl17cvnieaysrQ1eGONjY3B0dkFRFI4dOUB1z1oAhIfdpnKVagghuBYSTE52NrZ2xe/cGjzblwbP6k6it84d5/z+rdRq6UvUjcuYW1hhZV+8vYUQuNduxPXTR/Bu6UvIsb+p0aQNAElR4di6VkYIQcytq+Tl5KCxLpyPcO3EQbxb+paqHZ576RWee0l3F3gy4AjbNv1Oxy49Cbl0Hkurh7dD4JEDVPcs/dM+JXElWou7nTmVbMyIS82mY00nvtl3vZhNZVtzIvInotZ0tsRELYwOiAD6vjyIvvm+P37sMH5//o5vvu8tra0NBsRxsTE43fP94QPU8NL5Pj4uFgdHJ4QQXL50njwlT8/3JfHPzXi8Klnj4WxFREI6L7b0YOTywGI2u4LuMuvVZqhVAjMTFc28nFi29wrRyRmEx6dRs5IN16NS6Fi3ElfCk0tQKk6X5/vT5fn+AJw96c++bRto1bEbN0IuYmlprRcUKYpCdEQYldyroSgKQSeOUrlq9VJpGaLzc/3p/JxO/9xJfw5s20jLfH0LSyuDQdmR3X5cOhPI+BkLUakK75zTtCmYmevOPUf2+OFdv0nB/KeS6N53IN376ob//jl+lD1+62nj251rly9gYWmtN0ykKApR4WG4VdHV/0zgEdyrFdY/LVVL8LkzvPvRtFK3wc34NFxtzHG2MiUhPYeWHnYsC7hTqm3jU7Op6WSJmVqQlatQr5I1N+PTH74h0LPfQHr209X9TOBRdm1ZT7vOPbgafAFLK/26N2vdnhUbdhd8H/p8hzIHRAAhkVqq2lvgZmtOrDaLZ32cmbHzSjGbKnYa7ibpHrTwdrHCRC1Iyj/eo1OyqOag4U5CBs097LkV9+/OOzWKiplo3RK4pijKDV0RxO9AP6BoUKQANkKXDrQG4gHjT6BFqJCgSAjRHJgIdFAUJe9h9o9CnWatCfknkG/eH4KZmTkDRhdm3n6e+SH9R36IraMz/js2cnDL72gT45k38U3qNG1N/1EfEh12iz8WzUSlUuNatTr9R31UbmVbNet1OjT3xtnemmu7pjN96Q5W/RVQbvsHeKZNB04GHOXNV55Ho9Ew7tPCk9vkiaMZ+/EUnJxd+WbaJyQlJqAoCl7etXl/4mQAjh78m327tmJiYoqZuTkfT/3mgUMAHg1bcuv8SdZ9+iYmZuZ0fmN8wbrt8yfj+/pYrOydaNP/LfYum8WJzatw9qhJ3fa6O9EbZ44SEvA3KrUJJqZmdBvxSeHE68wM7lw6Q8ehHxjdDi1at+dUwFHeGdw3/5H8LwvWfTnpPd7/6AucnF35bvpnunZAwatWbd6d8JnRWveTp8CSo7eY8VwdVAL2hMRwOyGd3vV0AcqOSzG083Kki48TOXkKWTkKX+8t/fydkmiZ7/s3Bj6f/3MMhb7/fMJoxn08BScXV2ZPLfR9Te/afDBJ5/sjB/aybfN61CYmmJuZ88nU2Q+daH+P3DyFj9ee4Y9xHVGrBOuO3iQkPJnhnXRB5qpD17kakcKB85EcnNqdPAXWHr7B5bu64OfTdf+w5J1WmKlV3IpN5YOfTxhd/0Yt2nLu1DE+frs/ZuYa3szPugDMmzKO1z/4FDsHJ36aN430tDRQFKp51mLoaN0xnpQQx7Sxr5OelopQqdi75XdmLPn9oYHJPRq2aMv5U8f47J0BmJmb8/qYQv3vvxzP8Pc/wd7JhV9/+AYnVzdmTXoHgGZtOtFn8FtEhIXy89xpqFQqKnt4MvyDT42qf5OW7Qg66c+4N17E3FzDiAlfFKyb/fkY3hn3OXYOTiyd8yXpaakoioKHlzdvvl94jjzpf4CGzVuh0VgYkjBIngJrT4czoZMnKhUcuZFAeHImvvmTjQ9ej8dWY8KU7rWwMFWhKNCttjOf7bjCjfh0Tt1J4ssetcjNg9uJ6Ry6bvyDLU1btePMCX8+GPYCZuYa3p00pWDdrE8/YMT4yQZviu6RGB/Lx+8O0/leCHZs+o25P60vmJT+IHIV+P7ADb59sR4qIdh5MYrQ+HT6NtTN7/I7H0VHbye613UhN08hMyePaTsKg6YFB2/weU8fTFSCiOQMvt5T9nPBk0zRUZ98lucnPe5RBSgaVYcBre7bzSLADwgHbIBXyhpTCENjsP82QohfgB7AvRz3KWCQoijW+ev7A88rivL6g/Zzf6bocTN4+IyKlOfinjkVpu13OeLhRv8ivX3KNA+/zIzdfKFC9X/o36hC9Vt+5Feh+ps/Lr+fTngUDD099TixMqvYmQ+LAm9VmPbYdjUqTBtgzJ9l+8mM8uDg2LaPNXVj0W9ZuXf49C0jHlgHIcQAoIeiKP/L/z4UaKkoyvtFbPoD7YDxQE1gL9BYUZTSpZgNUCFHlqIohiZD/a/I+o3AxsdXIolEIpFIJAapmOGzMKBake9V0WWEivIG8HX+1JtrQoibQB3A+BRzPk/uc3ESiUQikUieVk4C3kIITyGEGTAI3VBZUW4DXQDyf8anNnCjLKIV/fSZRCKRSCSSJ5kK+F0hRVFyhBDvAbsBNfCzoigXhRAj89cvBaYDK4UQ59H9KMJHiqLo/1qnEcigSCKRSCQSyROHoig7gB33LVta5HM4ULqfXC8lMiiSSCQSiURSMk/Ru89kUCSRSCQSiaRESvuTHP8fkBOtJRKJRCKRSJCZIolEIpFIJA9AZookEolEIpFInjJkpkgikUgkEknJPD2JIpkpkkgkEolEIoH/eKZo9n1vIH7cVOS7xwDqd59YYdrjvjL+5azlSdPRf1So/sFvXqpQ/baf7Xi40b/ItcX9K1S/7rgtFaqvTdJWqH7TljUrVH/uCw0qTPu5WfsqTBvgwJQeFapfETxNc4r+00GRRCKRSCSSf5enKSiSw2cSiUQikUgkyEyRRCKRSCSSByAzRRKJRCKRSCRPGTJTJJFIJBKJpESepkyRDIokEolEIpGUzNMTE8nhM4lEIpFIJBKQmSKJRCKRSCQP4GkaPpOZIolEIpFIJBJkpkgikUgkEskDeJoyRU9FUNTa04GxXWqiVgn8zkay5vgdg3Z13axZMbQpk/2CORASWyZNRVFY+v1sTgYcxVyjYcKn06lVu66e3XdfTeZ80CmsrGwAGP/ZNGp61yHgyAFW/7gYlVChVqt554NJNGjcrExlusfSKa/Sq2MDYuJTaDFgZrnssyiRwac5u3kFipKHZ6tu1O46oNh6RVE4u3k5kcGnUZua02LwGByq1QIgK13Lmd8XkhR5C4Gg+eAxONWoY5R+tyZV+OaNVqhVglX7rvDdX+eLrR/btwGvdPACwEStonYVO6q/9RsJ2izsLM1YPKod9TzsURQY9cNRTlyJMUpfURTWLP2OoJPHMDfX8M6EL/CspV+HFfOmc/NqMIoCblU8GDHhCzQWllw6d5p5Uyfi4uYOwDNtO/Piq/8rtb5v/UpMH9gIlUrw29FQFu3Wfx1OGx9npg1shIlaRbw2k5e/O4K5iYpNEztiZqLCRK1i+5m7zNkabFTd70dRFL6bPRP/o4fRaDRMmT6TOnXr69m9/fprpKalApAQH0f9Bo2YM3/RI2n61nNl2sBGqITgN/9bLN5joP7ezkwd0DC//ln0n3cEdwcLvh/eHBdbDXmKwtqjofx04LrR+l0auTN7WAvUKsHqA9eYt/VisfUfPF+PAW09gXv9z5aaIzZgaW7C0lHtqGRvQZ6isHL/VZbuumy0fsvq9rzXyRO1CrZfiGbdqbvF1rfzcuDNNh4oQG6ewqJDNzkfngKAtbmaSV1r4elkgQLM3nuNSxGlf6WJoiisWvIdQSf8MdNoGDVhCp7e+n1/2dzp3LgSjIJC5SoejJo4BY2FJWmpWhbPnkxsdBS5uTk83/81fHv0LbW+bz1Xpg5oiFoIfjt2i8V7rurZtPF25sv+DTFRCxJSs+g/7ygAc15rSteGbsSmZNJ1xv5Sa5aEoigsX/ANpwKPYm6uYewn0wxeA+bNnMyFoNNYWlsDMO6TaXgZaLOKRAZFpUAIcUxRlLZG2PsCExVFef5RNR8FlYAJ3Wox5o/zRKdk8vPwphy5FkdoXJqe3bu+Xhy/mVAuuicDjxJ+5zY//b6VyxfPs2jODOavWGvQ9q13x9Ohc7diy5o0b0Xr9r4IIbh57Qozv5jEinXl876nNVsDWfrHIX6cPqxc9lcUJS+XoD+X0n7kdCztndg/bzyVG7TC1s2jwCYy+DTamHB6fLqM+Fsh/LNxCc+O+w6As5tWUKluM1q/8Ql5OdnkZGcapa9SCeb+rzV9pu3mbnwaR77uw/ZTt7kcllRgM9/vAvP9LgDQq3k13n++PgnaLAC+fbMVe4PCeO27A5iaqLA0M/4QOXvyGJHhd/jupz+5fvkCKxfNZur8X/TsXn1nHJZWuhPhr8vnsWfrBvoOHA5A7QZNmDh1ntHaKgEzBzdm0PyjRCSks+OTzuw+F8HViJQCG1sLU2YNbsKrC/y5m5COk405AJk5eQyYd4S0zFxMVIK/PuzE/guRnCnDMXHs6GFu377Fpq27uHD+LF/PmMbKtfrvrVux8teCzx+O/4BOnZ99JD2VgK8GNWbwAn9d/T/uzJ5zEVyNLF7/mYMb8+rCY4QnpONkYwZATm4eU/88z4U7SViZm7Drk84cDo4utu3D9QXfvdGSF2b9zd24NA7M6MWOM2GE3C3sfwu2XWLBtksA9GxWldG96pKQmoWZqZrP157mbGg81hoTDn31HAfORxTbtjT1H9PZi4mbLhKjzWLp4Eb434jnVnx6gc2ZO0n43zgLgJezJV/29mHY6iAA3uvkyYnQBKZsD8FEJdCYGjfDIujkMSLv3mbeL5u4dvkCPy38mhkLVurZDR1R2PfXLJvHbr/19Hvldfb4baCKhxeTps0jOTGB8W/1p/2zvTAxNS1V3We80pghC/yJSExn+0e+7DkXqef7rwY14rVFATrfW5sVrNsQeJuVh24wf3hzo+pcEqcCjxIedpvl6/wIuXSeH+Z+xdxlvxq0fePdcbT37WZwneTx8shziowJiCqSepVtCEtMJzwpg5w8hb+DY+jo7aRnN6B5FQ6GxJCQllUuuoFHDtClZx+EENRt0AitNoX42NJnHCwsLQui84yM9HKN1P3PXCc+Ke3hho9A/O2rWDlXxtrZDZWJKVWbdiT8wvFiNhEXAqn+zLMIIXCqUYfs9FTSk+LJzkgj9sYFarTqDoDKxBQzC2uj9FvUcuZGZAqh0Vqyc/LY6H+D55/xKNF+YHtP1vvfAMDGwpR2dSuxap/u7jI7J4+kR+gPpwMP075Lb4QQ1KrbkFRtCgnx+pnHexcFRVHIzswsl6dem3o6Ehqdyu3YNLJzFbacCqNH48rFbF5sWY0dQeHcTdBdKONSCgPPtMxcAEzVKkzVKhSlbOU5dGA/z/XphxCCho2akJKSTGxMdIn2qampnDpxnE6duz6SXtMajoTGPKT+z1RlZ1A44QX11/k4OjmTC3d0AUhqZg5XI1Nws9cYpd+8lhM3ovL7X24emwJu8VzzaiXa929Tg43HbgIQlZjO2dB4ALQZOYTcTcLdwdIo/Tpu1txNSiciOZOcPIX9V2JpV9OxmE16dl7BZ42pinsutjRT07iKLdsv6vyTk6egze8PpeV0wCE6dH0OIQTedRuSlppCQtyD+35WZibiXu8XkJ6eiqIoZGSkYW1ji0qtLpV2kxoOhMZouR2X7/vTYXRv7FbM5oVnqrIzKKLQ99rC4/v4tTgSU7ONqu+DOH70IM/2eB4hBHXqNyLVyGvAk4QQotz/nlQeOSgSQmjz//sKIQ4KITYKIS4LIdaK/BoLIXrmLzsKvFRk2y+FEBOLfL8ghKghhLASQmwXQpzNX/ZKGeoGgIuNOdHJhSf96JRMXIrcHQC4WJvRyduJzUERZZUrIC42GmfXSgXfnV0rERtr+GKwavlCRg3vz7IF35KVVXiQ+h/ax9tD+vHFpPcY98nUcivbv0l6YhyW9s4F3y3snEhPiitukxSHRVEbeycykuJIjYvE3NqO07/N5+85Yzj9+wJyMjOM0nd3tCQsNrXg+924NCo7Whm0tTBT07VJVbYEhgLgWcmG2OQMlo1uz7Fv+7J4ZDsszY3PFCXERePkXOh7R2dXEkrw/bK50xg9pBfhYbfo3rewu18LPs+n7w7hm8ljCLtV+iEcN3tNwQkfICIhncr2FsVsvCpZY29pysbxHdj1aWf6ty4MGlUC9n7+LOfmPMfh4Cj+CS1b5jQmOopKlQovTK6V3IiOLjkoOrh/L8+0ao21tXHB8D0M1f/+wMarkjV2lmZsGNeenZ/40r+VftBS1dGSBtXsjK6/u4Mld+OK9L/4VCo7Whi0tTBT07WxO34nbuut83C2olENR05dN24Y38XKnJiUwnNITEoWLlZmenbtazqyelgTvu5Xl9l7r+nKbmdOYno2H3evxYohjZjUtSYaE+MuEfGxMTi5FO/78XGG/b10zlRGDupJ+J1QevTT9f0efQcSfjuUd4f04sMRgxk2agIqVenKUNnegogivo9MyKCy3X1939UaO0tTNoxtz46PfXnZgO/LC901oLDvO7lUIq6E88CaFYt47/UBrFj4LdlZ5XNjLnk0yuvps6bAWKAe4AW0E0JogBVAH6AD4Fby5gX0BMIVRWmsKEoDYFdZC2YoHr3/5ndsl5osPnSTvDLeFRfTMLAvYaA0b4z4gBXrtvD9inWkJCexYe3PBevaderCinVb+GLWfFavWFx+hftX0a+4Xr0NtbMQKLm5JIZdx6tdb7pO/B61mYaQfRuNUjd0B6KUkO7o3cKDwJCogqEztVrQxMuJFXsu03aSH2mZOUx4saFR+jq90pULYMT4L1j063bcq9Ug8PBeAGrUrM38VX7M/GEd3fsMZN60D0utbaiP3V8cE5WgoYcDQxcdY8j3/oztXQcvV10QkqdAtxn7af7xTprUcKS2u22ptQ2hGOoPD7hL3L1zBz16PffIeoZ2fb8/1CpBIw97hi0OYMiCY8XqD2BprmbFiJZM2XAebUZOuevfo1ezqgReiSEhtfhF0MrchDXjOvHJmpOkpBuZuTCkb8Ds6PV4hq0O4vOtIbzVRhcUq4XAx9WaLecieXvdOdKzcxnyTBWj5I3x98iJU1iybgfuHjUIOLQHgHOnA6le04cf1u3k6x/WsnLxt6Slln5Ok355imNyz/c/BPDqwmOM7VUbT1fDN01lxdB5x1BbDH/nA5b++hfzlq8lJTmJjev0h9orHPEv/D2hlFdQdEJRlDBFUfKAIKAGUAe4qSjKVUXXOwwPphbnPNBVCDFbCNFBURS9wXQhxDtCiFNCiFNRx/0eusPolExcbc0LvrvamBOrLX4SquNmw/S+ddk0siWda7swsVstg0NsD2Prn78z+vWBjH59IE7OLsRGRxWsi42OwsnZRW8bR2cXhBCYmZnRvXc/rgRf0LNp2KQ5EeF3SEosn/lO/yYW9s6kJRbe3aYnxaGxc7zPxon0ojaJcWhsHbGwd8bCzhnH6rUBqNq4HYlhxk10vRuXSlXnwpNcFSdLIhMMDxX2b+fJhqM3C76Hx6VxNy6VU1d1ZdscGEoTz9L1g71bN/Dp6Ff5dPSrODg5Exdb6Pv42GjsnfR9fw+VWk3rjt046a+b3GlpZY3GQjds0qRlO3JzckhJSixVOSIS03F3KLw7ruxgQWRienGbhHQOXowiPSuX+NQsjl+NpV5Vu2I2yenZBFyJoXP9ShjL+t/XMmTgiwwZ+CLOLq5ERUUWrIuOisTFxXBbJCYmcOnCOdp16GS05j0iEjL06h+VlKFncyC//gmpWQRejaVeVV3wZ6ISrHinFZtPhLEzKNxo/bvxaVRxKtL/HK2ITEg3aPtSkaGze5ioBWvGdWK9/022njT8QMiDiNFm4mJTmBlysTEjNrXkzMO5u8m422mw05gQo80iRptJcKQuCDl0NQ5v14dn7Pb4refjUUP4eNQQHBydiYsp3vcdHB/c99t06saJowcAOLhnKy3bdUYIgVuVari4uRN+59ZDywC6vl+5iO/dHDREJqXr2Ry8FF3g++PX4qhXxe7+XT0y2zb9zvtvDuT9Nwfi6OxCbHRh34+LicLRwHng3jXA1MyMriVcAySPj/IKiorOhs2lcAJ3SbmXnPu0NQCKolwBmqMLjmYJIb64f0NFUZYritJCUZQWlVo9/KmE4IgUqjlYUNlOg4lK0LWuC0euFR/OeXnZCV5aqvs7EBLDnL3XOHw1roQ9lkyflwexeOV6Fq9cT5sOndm3ayuKohB84RxW1tY4GgiK7o0xK4rCsSMHqO6peworPOx2wZ3GtZBgcrKzsbWzN7pMjxuHat5oY8JJjYskLyebsH8O416/ZTGbyvVbcevkfhRFIS70MqYWlljYOaKxdcDC3pmU6DAAoq+excbNuPT26Wux1KxsS3VXa0xNVPRv58V2AxcXW0tT2tdzY9vJwqGLqMR0wuJS8c7Pjvg2rMzlsNIFI936DGDm4rXMXLyW5m06cXTfDhRF4VrweSytrHFwdC5mrygKkeF3Cj7/c/wI7lVrAJAYH1vg++shF1GUPKxtS3fiDgpN9PiYmwAAIABJREFUwNPVmmpOlpiqBf1aVGXP2eLDwrvORtDS2wm1SmBhqqappwNXI1NwtDbD1kI3oVVjqqJDHVeuGTHJ+B4DB73KuvWbWbd+M76du7B96xYUReH8uSCsrW1wdnE1uN2+Pbtp39EXc3Nzg+tLQ9AtA/U/V7z+u89F0KqWrv4aUzVNPR0LJuN+93/snXd4FUXbh+85J72QhHRKEhJC7wRC76AggmJFLIiviKKCYlekWBAExUITRRFFsCC9Sg8QAqEkdAIppPfeT+b744TUE0hCMHwy93VxkbP77P5mZndmn3lmZvepLoTEZvDd7pBa6Z+4koSXizXujlYYazWM6enO1kAD95+5MX1aO7M1MLLc9m8n9uRiVBqLttZu1d/F2Eya2Jrj0sAUI41gUAsHDl9JLmfT2KZ0ONHb0RIjrSAtt5Dk7ALiM/Jpaqff39XNlvCkm889HDbqUT5bsprPlqzGp9cADv6zBSkll88HY2FhhZ29gXs/qvTeP+F/kEZN3QFwcHThzKljAKSmJBETGY6Ta/WiVafDU8tf+65N2BUUW85mR1AM3b1Kr30nD7ta3eNVMXLM43yz4ne+WaF/BuzZsRkpJRfOBmFhefNngH+ZZ8CdxN00p+h2Lsm/ADQTQnhJKa8AY8vsCwNGAgghugDNiv9uBCRLKX8pnrM0/lYToZOwYFcICx9th0YINgfHEpqYzYOd9JMv63IeUVm69ezLsSN+THhsJGZmZrz23uySfdPfmMzUd2Zg7+DEvNnvkpaagpQST++WvPLGdAD89v3D7u2bMDIyxsTUlHdmzauzG2nlnPH07eqNg60VIds/4qOlW1m5/kidnFuj1dLpoUn4LZuBLCrCw3cIDVzduXpoGwCevYfj0saH2PPH2fHJRLQmpvg8PqXk+E4PvUDAqgUU6QqxtHfGZ+zUGunriiTTvvdnwwfD9Eui91zmfGQqzw3TR59+2HkRgFHd3dkdFEV2XvnhkTd+OMqKKf0xMdIQGpfBpEV+NS6DTt16c/rYYaZNGIOJmRkTX5tesu/z6VP539T3sbGzZ9mCWeRkZ4GUuDXzZvzLbwMQ4LeH3Vv+QqvVYmxixuR3Pqn2tdcVSd5fc4rVU3qj1QjWHArnUkwGT/XTLwFfdSCUkNgM9p2NY/f0wRRJyepDYVyMTqd14wZ8Nd4HjUagEbApMIp/gmNvonhjevftzyG/Azw48h7MzMz4cHbpKyCmTJ7IBzM+xtFJ7yTt3LGVZyY8f0t6uiLJB2tOs/qV3mg0sPZwcf77egCw6mAYIbEZ7D0Xzz8fDKJIwm+HwrgYnUE3L3se7uHGucg0dr43EIDPNpxjz9m4GyhW1n/jpwDWvTMYrUbwy74QLkSlMWGwNwAriifxj+zWlD3BMeXuvx4tHRnb14szESkc/FQ/hDj795PsqkHESifhq71X+fzBNmiEYNvZOMKScxjVXh/x2xgcRz9ve4a1dkRXJMkrLGL21tJXFny97yof3NsCI40gJj2Xz3bWzDns3L03p44dYuqzD2JqasYL00r7tXM/mMLzr32ArZ09S+bPJCdbP6Ha3dObCa+8A8CD455j6fxZvPXC40gpGfvcy9XuDOqKJNPXBvHry73QaARrj+iv/ZPF1/6Xg2GExGay71wcu94fWHztw7lYvDLz22d96NnCgYZWJhz75B4WbLnAmsPVi1IZwqdHX44f8eP5sfcXL8kvnRc6483JvPq2/hkw/6P39M8AJJ7NWzJ52ge11rxd3MlOTF0jqppvcdMDhciUUlpVXGovhPgWOC6l/EkIcS+wEEgE/IB2UsqRQghzYAPgBBwD+gDDgZbA50ARUAC8KKU8XlUaes49UIezgGrOrxO639zoNtJ22Bs3N7pNvPbJq/WmDfDVikP1qr9v3pibG91GRs/dXa/6F756oF71W79WN6+nqC2ZabWf51IXdO7uVa/6XzzQrt60R8279XcI3Qp7Z9xTr/oA3s7m/6qX4vjs2jp/1ib8+Ngd6WnVOlIkpbQq/n8fsK/M9pfL/L0d/dyiisfmAMMMnDYM2FHbNCkUCoVCoahb7qZIkfr2mUKhUCgUCgV3yWc+FAqFQqFQ1JK7J1CknCKFQqFQKBRVo4bPFAqFQqFQKO4yVKRIoVAoFApFlahIkUKhUCgUCsVdhooUKRQKhUKhqJK7KVKknCKFQqFQKBRVcjc5RWr4TKFQKBQKhQIVKVIoFAqFQnEj7p5AUe2/fXYnsPhwWL0mPl9Xv2UXn1FQb9pfvv91vWkDvDDz5Zsb3Ua0mruolTBAexfzetVPyi68udFtxFhbv9ff1qx++7MhSbn1pu1gWb95PxubXa/6AMsebvuv3oCNJq2r84dd9NIxd2QjqiJFCoVCoVAoqkTNKVIoFAqFQqGoR4QQ9wohLgohQoQQ71RhM0AIcUoIcVYIsf9WNVWkSKFQKBQKRZXUR6RICKEFFgFDgUjgmBBio5TyXBkbW2AxcK+UMkII4XSrusopUigUCoVCUSX1NHzWHQiRUl4tTsMaYDRwrozNE8A6KWUEgJQy/lZF1fCZQqFQKBSKO43GwLUyvyOLt5WlBWAnhNgnhAgUQjx9q6IqUqRQKBQKhaJqbkOgSAgxEZhYZtN3UsrvbqJacRWcEdAVGAyYA0eEEP5Syku1TZdyihQKhUKhUPyrFDtA393AJBJoWuZ3EyDagE2ilDILyBJCHAA6ArV2itTwmUKhUCgUiioRQtT5v2pwDPAWQjQTQpgAjwMbK9hsAPoKIYyEEBaAL3D+VvKqIkUKhUKhUCiqpD4mWkspC4UQLwM7AC2wQkp5VggxqXj/UinleSHEdiAIKAK+l1KeuRVd5RQpFAqFQqG445BSbgW2Vti2tMLvz4HP60rzP+UUSSnZv3oJYUEBGJmYMey5aTh5eFeyS0uIZdvST8nNzMDJvTn3THwLrZExAJEXTrN/9VKKdIWYW9vw8DvzAdj1wwJCTx/FooEtT35ceRhUSsmh35YQHnwMIxNTBk2YhqN7Ze30hFh2fTeHvKwMHNyaM/h/b6I1Mib05BEC1q9EaDRoNFp6P/4Crt7tSIm9xq5lc8od3230U3Qc+mCV5RB7PpDTfy9HyiKa+Q6l5ZBHKqX19N/fEXs+EK2xKT5jp2DXtDkA+TmZnFjzDWmx4QgEXcdOwd6jVTVKv/osnTGO4f3akZCcgc8jn9bpuSvSysmSMe2dEAj8I1LZfTm53H4nKxOe6OxKExtTtpxPZO+V5CrOVH1aOlrwQDtnNAKORqSxJ6TyOR9o60RrZ0vydZI1p2KISssDoG8zW3zdbBEC/MPTOBiacts1+3na4etmg5QQm5HHmlOxFBZJhrWwp4ebDZn5OgC2XkjkQnxWjcpCSsmuVYu5cioAY1NTRk58E5dmlevF8Z3rObb9b1Ljo5my5E8srG1qrHN47VKuFde/AeOn4eDevJJdemIsu7/7jLxsff0bOOENtEbGXD66h9Pb/wDA2NScPuNexr6pJ4UF+Wz6/E10hQVInY5mXfvgM+opg/oHi+u/sYkpg29Q/3cs09d/R/fmDCmu/9eJC73IX5+8xrBJ79Lcp2/J9qIiHX/MfhVLO3tGTpl907LY+fMirpwOwNjElJEvvIWrgTI/tnM9x7avIyUumteW/lVS5mcO7ebIpjX6sjAzZ/izU3B296pSL+ZcICfXfYcsKsKz5zBaD63c3pz86ztizh1Ha2JK93FTadi09NoUFenY9flrmNva0++FGQAEb1lFVPBRhBCYWtni++RUzG3sq8zv7Sr73Su+IDzoKObWtoz9aFmVZXCdts5WPNrJBY0Av9BUdlxMLLff2dqE8T6NaWprxoaz8ey6lFRuvwDeG+xJam4hiw5F3FTv30K90bqOEEL8JIR4+HZqlCUs6BipcVE889mPDB4/hT2rvjFod+iP7+k8bAzj5/6IqaUVZw9sByAvO5O9q77l/imzeOqT5Yx46YOSY9r0GcYDr39SpXZE8DFS46N54tMV9H96Cgd++dagnf9fP9Bh6IM88ekKTC2tOH9wBwBNWnfi0ZlLeHTGYgaOf419KxcCYOfSlEdnLObRGYt5ePo3GJmY4tmlV5XpkEU6Tv21lN4TZzLs7UVcO3mA9NjylSv2fCCZCdHc894yujw6mZN/LinZd3rdcpxbd+Ged5cy5M2vsXZuUqVWbVm1yZ/RkxfV+XkrIoCHOziz7Egkn+25SpfGDXC2Nilnk52v46/gOPbUgTN0XXNMe2eWH41k3t5QOjeyxtmqvGYrJ0scrIyZsyeUP07H8lB7ZwBcrE3wdbPlK79wFuwPo42zJQ6WxgZU6k6zgZkRfZrZ8uWBcObvD0MI6NzIuuS4A1dT+OJAOF8cCK+xQwRw5XQAKbFRTFrwE8Ofm8r2nwx/M69Ji3aMfXcuNg7ONdYAuHbmGOlx0Tz28Q/0fepVDv5quP4F/LWC9kMe4PGPf8DUwoqLfvr6Z+3gwv1vzOPhGUvofN9YDqzSp1NrZMzI1z/j4Q8X89D0RVw7E0jc1cpTFsKDj5EWF82Tn65gwNNT2LfKsP7hP3+g09AHeXLOCkwtSus/6J2DI3+uoGm7rpWOC9q1HrtGTSttN8SV0wEkx0bx4oKVjHjuNbb/+JVBu6Yt2vLEu/MqlbmtowtPTv+C5z9bTp8HnmTrD19WqVVUpCPwjyX0mzSLe99bTHjgftJiyrc3MeeOk5EQzYjp3+Hz2MsE/r643P7L+zbSwKV83loNeoh73/mWe97+hkbtunF2+29VpuF2ln3r3kO5/7WPq9QuiwDGdnblG79wZu64QremNrham5azyc7XseZUTCVn6DqDve2Jzcirlp7i9vCfmmh99eQRWvcaghACV6/W5GVnkZVa/uaTUnLt/Gm8i3sCbXoP5cqJIwBc8N+LV5feNLDXvxTTooFtyXGNW7bHzMqaqgg7dYSWPQcjhMDFqzV52ZkGtaMunMarq167Za8hhJ06DOh7ZNe98YL8XAytRow6fwobR1es7at+cCRHXMbSwRUrBxc0RsY06dyP6DNHy9nEnPHHvdsghBDYe7SiICeLnLRkCnKzSbx6Bg/fYQBojIwxMbeqUqu2HDpxheS02/9RRXc7MxKz8knKLkAn4WRUOu1dyucnM1/HtdRciorqRtPNzoykrAKSr2tGZ9C2gmY7FysCr6UDEJGai7mxFmtTLU5WJkSk5FCgkxRJuJKUQ3uXqu+5utAE0AqBsVagEWCi1ZCWV3cfW70ceIR2ffR1snHzNuRlZZKZUvmB4OLRHFtHl1rrhJ3yx7u4/jl7tiY/J5Ps1PKO7vX651lc/1r0HELYKX3dd/Fqg6mlvqydPVuRlarv4QshMDbTf/y2SFdIka4QYaBuhp46QstepfU//0b1v7jtadVrCFdPHi7ZH7x7I15de1eKkmUmJxAWdIw2fe+tVllcCjxMh75D9WXu3Ybc7EwyDJa5t8Eyb9KiLebFZdHYuzXpyQlVaiWHX8LaUd/eaI2McevSj6hg/3I2UcFH8eiub28cmpW2NwDZKYlEnzuGZ89h5Y4xNrco+bswz3B7eJ3bWfaNWrYvuS9uRrOG5sRn5pOYVYBOSo5fS6Njo/LHZuTpCE/JRWfgQ+y25ka0d7XCLzS1Wnr/JvU00bpeqFOnSAjxtBAiSAhxWgixqnhzPyHEYSHE1etRIyGElRBitxDihBAiWAgxuni7pRBiS/HxZ4QQj9VEPzM1EauGjiW/rewcKjXAuZnpmFpYotFqS2yuN4CpsZHkZWfy52dv8tvMyZw/tKva2lmpSRW0HStVzNzMdEzMy2o7lkvf1ROH+O2D/7H1qw8Z+OxrlTRCAvbT3HfADdORk5qEha1DyW9zG3ty0sqnIyctCfOyNrb25KYlkZUUi6mVDYG/LeSf+VMIXPN1cYP0/xMbM2NSckof8Kk5hdiY3TzycmuaRqTmFJT8TsstxKbCF81tzIxIzS1NV1pOATZmRsRm5ONpb4GFsQZjraC1kyW25jcf4b4VzfTcQvZdSWb6EC9mDPUit6CISwmlDmvvZnZM6+/BYx1dMDeueXORkZJY0skAsG7oQEZK4g2OqB3ZqUlY2ZXe05Zl6vV18irUfb1NZWfhwqEdNG3nU/K7qEjHX7Mn8/MbY2nSpjNOnpWHk7NSytd/y6rqf1n9ho5kFdf/zJRErp44TNsB91U6t9+aZfR65LlqP0gykhNpYF+algYNHWtd5qf3bcOrY/cq9+ekJmFuW6plYetgsL2xqNDeXLc5ue47Oo6aYDBvQZt/ZuOH4wkP3Ee7EU9WmYbbWfY1wdbcmJQy9TAlp6Ba9fc6j3Z04a+gOGSlV/HcAYjb8O8Opc6cIiFEW+B9YJCUsiMwpXiXK9AHGAl8VrwtF3hQStkFGAgsEPpacS8QLaXsKKVsB2yvUSIM3UsVKps04KFfv0JFOh3xYZcZ/dpHPDDtU45uXE1KbGT1pA2ct3KP0oBNmfR5dunN2I+/596XZxCw/udydrrCAsJO+5dEmW6Qkpuno4pykjodqZFX8Ow9giFvfIXWxIyLu/+8id4djIGKdwc2NyXEZ+azJySZF3o25XnfJkSn5xnsUdYl5sYa2rpY8cnuq8zadQUTI0GXxg0AOByWyqe7r/LF/jDS8woZ1aYWnxUylP7b0Es0WK8r1n3DN365X9EXTnPRbye+YyaUbNNotDz04SLGzV1FfOglkqPCDCXgpuc2ePcVp9Hvt6X0fHgCGo223O6w0/r5LIbmRlaFoXzWpmcedvYUp/ZtZ9Dj/6vZgRW1qiib6DMBmFrb0tCt8twvgA4jn2bU7J9w7zqAkIObq9a7TWX/b9Le1YqMPB0Rqf9/O6H/FepyovUg4E8pZSKAlDK5uCKul1IWAeeEENfHfQTwqRCiH/pldI0BZyAYmC+EmAtsllIerChS9i2YY9/6BGsrK87s3waAc7MWZJYJ9WamJGJl27Dc8ebWNuRlZ1Gk06HRaslMScTSVj+Bz6qhI+bWNhibmmFsakbjlu1JvHYVOxfD82rO7NnIuYN6v83Jo6J2AhYVtM2sbMjPKaudgGUFG4BGLdqTnhBDTkYa5sXh3Ijg4zi4NcfCxs5gWkryZ+tAdpkeck5aEmY2FcrA1p6csjapSZg1aIgQAnMbBxq6twSgScfe/6+dorScAuzK9NRszY1Izy24wRF1oJlbiK15aTTKxsyItNzCyjZlIjk25sYlNgHX0gi4lgbA8FYOpOXcfCjrVjS9HSxIzi4gq3gydVBMJh4NzTgRlV4ywRrAPzyV57pXb35Z4K4NnNqrXzDi6tmS9KTSzxFlJCdibWt4wmxNObt3ExeK65+jRwsyy0RDslISsawwMdfMqnzdz0pJLFf/kiJD2f/zQoZP+QgzqwaV9EwtrGjUsgPXzh7H2a0ZwXs2lsxHdK5Q/7MM1G0zKxvyy+onl9rEh19mZ/GCipzMdMKDj6HRaIkLvUDoaX/CgwMoLCigIDebXcvn8sgr75c79/GdGzhZXOaNPFuQnlSalvTkBKxqWOZxEVfZ8v0CHn9rzg0nvevbklKt7NREzBtUbG8qtEmpSZjbNCTylB/RwUfZdO44RQX5FOTm4P/zfHo8/Ua54919BnBg2UzajRhXsu3fKPsbzd00RGpOAXZl6qGduTGp1ai/AF72FnR0taadixXGWoG5kZYJ3Rqz4lhUjdJwu7iTh7vqmrp0igSGO+J5FWwAxgGOQFcpZYEQIgwwk1JeEkJ0BUYAc4QQO6WU5ZZalH0L5uLDYRKg4+BRAISePsrp3Rtp4TuA2KsXMDW3KHF4ShIgBE1adeTy8YO09B3AuUO78OzSEwCvzj3Z+8siinQ6dIUFxF29QOdhY6rMcLtBo2g3SK8dHnSU4D2baN59AHFXL2BqbmlQu1HLDlwJPIh39wFcPPwPHp302mlx0TRwckUIQUL4ZYoKC8s1zCEB+/DuPqDKtFzHrqk3mQnRZCXFYm5jT+TJA3R/snwj49rWlyt+m2nSuR/J4RcxNrfAvNhxMrd1ICM+EmunJsRfPo21S/Umd96JRKTm4mBpQkMLY9JyCujcuAGrAiu+ELVuuZaai4OlMQ3NjUnLLaBzI2t+ORFTzuZsbCa9m9lyMjoDN1szcgt0ZOTpHRArEy2Z+TpszY3o4GrF1343X4FyK5qpOYW425ljrBUU6CTeDhZEFvdWrU21Jelq72pd7QmgXYeOpuvQ0QCEnDxK4K4NtOk5kOgr5zG1sMTKrm6corYD76ftwPsBiAgK4OzeTXh160986AVMzC0rdUqu17+rgQdp3n0Al478g3tx/ctMimfXko8Y+Nyb2JZZXJCTkYpGa4SphRWF+XlEnT9Jx3v1q6vaDxpF++L6H3ZaX/+9i+u/iYXh+t+4ZQeuHD+It+8ALhz+h2bF+k/PXVlit/uH+bh39MWzSy88u/Si50P6qFXUhdOc3PEXQ59/u1JZ+Awbjc8wfZlfPunP8Z3FZR5yHlNzS6xrUOZpiXH8tXAmo198B3vXGzvCDd1akJEQTWZxexNx4gA9n3mznE3j9r5cPrAZty79SAq7iLGZvr3pMGo8HUaNByD+chAX9vxd4hBlxEdh7aT/zFVU8FEaOJVPx79R9jUlLCUHJysT7C30zpBPUxt+CKjeSMP6M/GsP6PvPLRwtGBoC4c7xiG626hLp2g38LcQ4kspZZIQonIIpBQbIL7YIRoIuAMIIRoByVLKX4QQmcD4miTAo0N3woKOsfLtZzEyMWXoc9NK9q3/4gOGPPsaVnb29HnkObYt/ZQj637C0a05bfveA0DDRm54tPfh1w8nIYSgbb97cWjiAcC2pXOIvBBEbmYaP7w+Dt8HnqJF73tKzu/WvjvhwcdY/d4EjExMGfjs6yX7tiyczoDxU7G0tafnw8+xa9kcAv5eiYObF6376M9x9YQfF4/8g0ZrhJGxCUNfeLd04nVeLtfOnaDfU6/etAw0Wi2dHpqE37IZyKIiPHyH0MDVnauH9NE0z97DcWnjQ+z54+z4ZCJaE1N8Hp9Scnynh14gYNUCinSFWNo74zN2ak0uQbVYOWc8fbt642BrRcj2j/ho6VZWrj9S5zpFEv4KimNSz6YlS9VjM/Lp5aGfQH84LBVrUy3T+ntgZqRBAv297JizJ5S8wtrNvC6SsO5MPBN7NEEIfeQnLjOfnu763vaR8DTOx2fR2smSdwc1o6B4efx1nvFphIWJlqIiybrgeHIKbp6OW9GMSM0lKDqD1/u5oyuCqPRcjkToI1Uj2zjSuIEZEkjJLuCPoNgal4dXp+5cOX2UpdOewdjElPsmljroaz9/jxH/ex1rOweO7fibo5t/JzMtmR/enYhXx+6MeH7aDc5cnqbtuxFx5hhr3p+AkYkZA8aXzsnb9vV0+j2tr3++D01g9/LPOL7hZ+ybetGqt36Cb+CW1eRmZXDoV/2qSKHVMub9r8lOS2Hfj/ORRUVIKfH06Yt7B99K+u4d9PX/l3f19X/whNL6v2nhdAY9MxVLO3t6PvIcO5fNwX/9ShybetGm7z2VznWrNO/ky5VTASx+/eniJfmlTsqaee9x3/PFZb79b45sXktmWjLL35mIV6fujHx+Ggf//oWcjHS2/ahfgafRannu48UGtTRaLV0ensT+xR/ql+T3GIqNqzshfvqoVfM+I3Bt40PM2eNsmf08RsVL8m9G0KaVpMdHIoQGSztHuj42uUrb21n2O5fNIepiELmZ6fz0xpN0H/0kePczaFskYc2pGKb0dUcjBIfCUohJz6Ofpz66f+BqCg1MjXhvsCdmxhqkhMHN7Zm5M4TcWrY3/xZ3U6RIGJ5jU8uTCfEM8CagA04Wb94spfyzeH+mlNJKCOEAbAKMgVNAb2A40BL9S5iKgALgRSnl8ar0rkeK6ot8Xf3OUInPuL1DQTfiy/cNL63+t3hh5sv1qq/V3D2NhCHau5jXq35Sdt2tkKsNxtr6vf62ZvX7irmQpPqb++JgWb95Pxt7+1fO3oxlD7f9V29Ar2nb6vxhd2XB8DuyEa3Tu0tKuRJYeYP9VsX/JwI9DZiEoX+lt0KhUCgUijuAuyhQ9N96o7VCoVAoFIq65W4aPvtPvbxRoVAoFAqForaoSJFCoVAoFIoquYsCRSpSpFAoFAqFQgEqUqRQKBQKheIG3E1zipRTpFAoFAqFokruIp9IDZ8pFAqFQqFQgIoUKRQKhUKhuAGau+hltSpSpFAoFAqFQoGKFCkUCoVCobgBd9Ocov/XTtGqgzf/gvjtZOV4n3rV7zx5bb1p1/e3x5bN/LZe9Tf/NrNe9cfM2lav+nGrnqpX/eavrq9X/fy8/HrVHzWsTb3qT+7hXm/ao+fvrTdtgK3vDKpX/frgblp9pobPFAqFQqFQKPh/HilSKBQKhUJxe7mLAkUqUqRQKBQKhUIBKlKkUCgUCoXiBqg5RQqFQqFQKBR3GSpSpFAoFAqFokrupkiRcooUCoVCoVBUyV3kE6nhM4VCoVAoFApQkSKFQqFQKBQ34G4aPlORIoVCoVAoFAr+w5GiHs3smDrYC61GsPF0LKuOXjNo19rFiuVPdWb6xvPsvZgIwPvDW9DLqyEp2QU8uSLwltMipeS7r+cR6H8IU1Mzprw7i+YtW1ey+/LTDzlzKhBLKysApr47G0/vljXWG9qpMfOe9UWrEazcfYkF64PL7Z86qh2P9fUEwEiroWVjG9yf+42UzHxsLExY9GJv2rjZIiW8uNiPgEsJtch1Ka2cLBnT3gmBwD8ild2Xk8vtd7Iy4YnOrjSxMWXL+UT2Xkmu4kx1w9IZ4xjerx0JyRn4PPJpnZ9fSskfyxdyNvAIxqZmPD3lfdy8Kl/HHxfMJDzkAlojIzy82/DES2+hNTJi17pfOXZgJwA6nY7YyHDm/bwFS+sG1dIf3LERc5/2QasR/Lw3hC83ni23/9WRbXikdzPg+vXVVY9dAAAgAElEQVRvgNfEP8jOL2Tbh/dgYqzBSKthw9Fw5vwZVKv8z53zCX4H9mNmbsZHn3xG6zZtK9mNf+oJsrOyAEhOTqJd+w4s/GYxAMcCjvL5Z59SUFiInZ0dK1b+Um39AW2cmPVIe7RC8NvhcBbtvFzJpqe3AzMfbo+RVpCSlc/DX/oBMP/Jzgxp70JiRh5DPt5T47wDDGznwidjO6EVgl8OhvLNtguVbHq1dOTjxzthpNWQnJnHA/P2AdDA3Jgvx/vQqrENUsLUn45x/EpSjfTbulgxtrMrGgEHr6aw7UJiuf0u1iY8270JbnZm/B0cx86L+vM7W5vwQs+mJXaOViZsOBPPP5eqry+lZOXi+Zw8pm/rXnxjJs28W1WyW7pgNlcvnwcpcWnsxktvzsTM3ILMjHSWLZhNXEwkxiYmTHr9Q5o2a15t/f6tHZn5UHu0GsGaI+Es3hVSbn+P5vZ8P7E715KyAdh+Ooavtl8CYEL/Zozt5Y4Q8NvhCH7Yd7XaumXzv+Lbzzlx9BAmZma88tZMPFtUbuuv8/3X89i7fSO/bvUrtz3kwlnefXk8r0+fQ8/+Q2qcjrrmLgoU/TedIo2AaUObM2VtMPEZeax4pjMHQ5IIK64IZe1eGuDJ0dCUctu3BMfxx4loPryv5g6JIQL9/YiOjGDZ6g1cPBfMki8+ZcGyVQZtJ7w0ld4DhtZaS6MRfPG/Htw/ewdRydkc/Ox+thyP4EJkWonNwo1nWLjxDADDuzbllZFtScnUf8vp8wm+7DoVyZML9mJspMHC5NZuEQE83MGZJYevkZpTwOv9PTgTm0lcRum3o7LzdfwVHEd7V6tb0qouqzb5s3Ttfr7/6Onbcv6zgUeIj4lk5tK1hF06y5ol83lr/vJKdt36D2P86zMAvYN0aNcm+g1/kKFjxjF0zDgAggL82LNxbbUdIo0QLHi2Ow98+g9RSdns/WQ4WwMjuRhVev2/3nyOrzefA+DeLk2YPKI1KVn663H/x7vIyivESCvYMfNedp2K5nhIokGtqvA7eICI8DA2bdtJcNBpPp49k1/X/FHJ7qdVq0v+fn3KKwwcNBiA9PR0Pv1oFouXfY9ro0YkJVX/oawR8PFjHXni60PEpOaw5e0B7AyK5XJsRolNA3NjPnm8A09+e4TolBzsrUxK9v3hH8FP+6+y8JmuNcpzqb5g7rguPLJgP9EpOeycPoQdp6K5FJNeTn/uk114/MuDRCVn42BtWrLvk7Gd2XMmlueWHMFYq8HcRFsjfSFgXNdGfLEvlJScQj4Y6smp6Axi0vNKbLLydfx2MobOja3LHRuXkc/snVdKzjP//paciEynJpw6doiYqGss/PFvQi6c4fuv5/DJNysr2T096XUsLPX1/eelX7Bjw++Mfnw863/7EXevFkybOZ+oiDBWfDuX6fOWVEtbI+DjRzowbtERYlJz2PRmP3YFx3I5NrOc3bErSTy7LKDcthau1ozt5c798w9SoCti1Us92H02jrCErBrl/8RRff6/XbWey+fP8N3COXy2+GeDtiEXz5GVmVFpu06nY9V3X9PRp2eNtG8navjs/zltXK2JTM0hOi2XwiLJP+cT6OdtX8nuka6N2XcxgZTs8h93PBWZRnpOQZ2lx99vP4PuGYkQglZtO5CVmUFy4q1FX6rCp7kDV2MzCIvPpKCwiD8PXWVkN7cq7R/t04zfD+l7RNbmxvRu7czK3fqedUFhEWnZt/bhS3c7MxKz8knKLkAn4WRUOu1dyjs/mfk6rqXmUlR0S1LV5tCJKySnZd/csJYEBfjhO/BehBA0a9mO7KwM0pIrOxbtfHohhEAIgbt3a1IS4yvZHD/4Dz79qu8kd21uX3r9dUWsOxLOfT5Nq7R/uJcHfx4OLfmdlVcIgLFWg7FWIGW1pUvYu2c39496ACEEHTp2IiMjnYSEynkr0czKJCDAn4GD9T3ibVs2MXjIUFwbNQLA3r5y3a2KTh52hCVkEpGUTYFOsiEwkmEdXcrZPNCtCdtOxRCdkgNAUmbpPX40JInUrNrX/S6eDQmNzyQ8MYsCXRF/B0Rwb+dG5Wwe6uHGlhNRRCXr78HEDL3DYmVmRI8WDvx6UH89CnRFNW6HmjU0Jz4jj8SsAnRFkoCINDpVcH4y8nSEJeegu0F9a+1kRUJWPsnZNdM/fng//YaOQAiBd+v2ZGdlkJJU+d6/7hBJKcnPz9P3noCoiKu069wdgMZuHiTERZOaUj2nuJO7HWGJWSXXflNgFMPau9z8QMDb2YoTYSnkFujQFUn8LydxbwfXah1blmOH99N/6H0IIWjRpj1ZmZmkJFVu63U6HT8vW8jTL7xaad+2v9fSo99gbOzsaqyvuHVuq1MkhPAQQpwXQiwXQpwVQuwUQpgLIToJIfyFEEFCiL+FEHZCCHchxGUhhIMQQiOEOCiEGFYbXUdrU+LL9IziM/JwLNMbBH1ouL+3PX+firm1TFaDpMR4HJxKK6e9ozNJBh6AAKuWL+KV8Y+y/Jv5FOTX3CFp1NCCyMTS3k1UUjauDS0N2pqbaBnSqQkb/MMAaOZsTWJ6Lssm9+Hw56NYNKk3Fqa3FimyMTMmJaew5HdqTiE2Zsa3dM47ndSkBOwcnEp+2zk4kWqgYbyOrrCQgH07aNvFt9z2/Lxczp3wp3PPAdXWbmRnQVRS2eufhauduUFbcxMtQzo2YuPRiJJtGiE4OOc+QpY9wt7gGAKv1CxKBBAfH4ezS+n97uzsQnxcXJX2e/75B1/fnlgVDxuHh4WRnp7Oc+Of4vFHxrBpw/pqa7vamhNT7OwAxKbk4mpTPv+eTlbYWBjzx9Q+bH1nAA/5Vu001hQXW/MSZwcgJiUHV9sK+s7W2FqY8PebA9g1fQiP9tR/cd7D0YqkjDy+ntCN3TOG8sUzPljUMFJkZ25MShlHKiW7EDvzmte37m42HA1Pu7lhBZKTErB3LL32DR2cSU4y3NYtmT+LSY/dQ/S1MO4d/TgAbp4tCPDTD1uGXDhDYlwsyTdwqMviYmtW4ugCxKTm4mxb+d7v0qwh29/pz8oXfWnhoncYL8Zk4NvcHlsLY8yMtQxs64SrnVn1Ml2G5MR4HJycS37bOzqRZKADvG39Wrr17I+dvWO57UkJ8Rz128uw+x+qsfbtRIi6/3en8m9EiryBRVLKtkAq8BDwM/C2lLIDEAzMkFKGA3OBpcA04JyUcmdtBA2Vd8UO79TBXizaH0pRLXrCNcZAd9tQOPKZia+w5Je/+eK7X8hMT+PP1T/WWMrQeWUV3f0RPm74X4wrGTrTagWdPO1ZvvMCvd7cSHZeIdMebF/jNJRPUOVN/0aR1yeGyvtG4ec1S+fTvG1HmrftVG57UIAfnq07VHvoTK9jID1V2A7v0gT/iwklQ2cARVLS990ttJn8F128HGjdxLba2qWCNcv/tq2bGT7ivpLfhTod586d5ZvFy1jy3fd8t3QxYWGhVR5/0+RU+G2kEXRws+XpxUcY981hpg5vSTMnwx2HmlKd8jfSCDq42zHuq4M89uUBXr+/DZ7OVmiLt/+09wqDZ+0iO7+QV0ZUPR+lutS0vmk1go6NrQm8VnOnyOC1N9giw4tvzGDJb9to3LQZR/brm/rRjz1DVmYGb096gu0b1uLRvCVabfUcQ4PtfoX0nIlMo+eHu7j3s/38tD+U5c93AyAkLpMlu0L49eWerHqpB+ej0tHV4uFQnbqfnJjAkf3/MGLMY5Vsf1w0n6cmvlrtPCvqnn9jTlGolPJU8d+BgBdgK6XcX7xtJfAHgJTyeyHEI8AkoFOlMwFCiInARIBmD07D2XdUJZv4jDycGpSO0ztZm5KYWT7q0srFmo9G6RscG3Njeno2RFckOXC5ZpMaq2LLurXs2LwOAO9WbUmMjy3Zl5QQR8MKPQSAhg76bcYmJgwZMZp1awyPRd+IqKQsmjiUNvCN7S2ITTE8VPRw72b84Vf6sIlOyiYqKYvjl/XRgb/9w5j2wK05RWk5BdiZl95mtuZGpOfW3dDkncL+LX9xaNdGANyblx8KS0mMx6ahg8HjtqxZQUZ6KhNfqjzhO/Dgbrr1rdkky6jkbBrbl73+lsSW6T2XZUyFobOypGUX4Hc+jiEdG3E+MvWmumtW/8q6P38HoG279sTFlt7vcXGxODo5GTwuNTWFM8HBfPn1opJtzs4u2NnZYWFhgYWFBV18fLh08QIeHs1umo6Y1JxykTEXOzNi03Iq2SRn5ZOTryMnX8fRkCTaNLYhNL5m80cM6qfk0LihRclvVztzYlPL60en5JCcGUt2vo7sfB1HLiXQtqktRy8lEp2Sw4lQ/UKDTccjeXVE5UnKNyIlp6BcZMjOwojUGg7BtXexIiIll/Q8XbXsd2z8nT1b9dE8r5ZtSEoovfbJiXGVoiFl0Wi19BwwlE1/rGLAPaOwsLTixTf08+yklLzy9CgcXRpVeXxZYlJzaVTm2rvamhGfllvOJjO3NGq991w8Hz+qwc7ShJSsfNb6R7DWXx81fev+VsSklj+2Krat/51/tvwNQPOWbUiML42KJiXE09C+fN0PDblAbFQkk598AIC8vFwmPzmaRb9s4Mql83zx0bsAZKSlcuLoITRaLb59BlYrLbcLNaeobskr87cOqLLrKYSwAJoU/zQ461ZK+Z2U0kdK6WPIIQI4H5NBUztzXG3MMNIIhrR25GBIeWfnoWUBjFmq/7f3YgLzd4XUmUMEcN+Yx/h6xVq+XrGWHn0HsmfHZqSUXDgbhIWlVYkDVJbr84yklPgf3It7M68a6waGJOLl2gB3JyuMjTQ83NuTLccqr7xrYGFMnzYubD5WOnQSl5pDZFIW3o30kYkB7V25UI0H4o2ISM3FwdKEhhbGaAV0btyAMxUmPv4X6H/fQ7y3cCXvLVxJhx79OLp3O1JKQi+ewdzSyqBTdGjnRs6dOMqEabPQaMpXxZysTC6fPUkH3741SseJK0l4uVjj7miFsVbDmJ7ubA00cP3NjenT2pmtgZEl2+ytTbGx0D9QzYy1DGjnwqXo6kULHn9iHL+v28Dv6zYwcPAQNm1cj5SSoNOnsLKyxtHRsFO0c8d2+vUfgKlpaSdm4KDBnAg8TmFhITk5OQQHBdHMs3p14XR4Ks2crGhqb4GxVjC6axN2BcWWs9kRFEN3L3u0GoGZsZZOHnaExFae8FobToYm4+lshZuDJcZaDQ92d2PHqehyNttPReHbwgGtRmBuoqWLpz2XY9KJT88lOjkbL2f9kE6/1s5ciq7ZROew5BycrU1xsDRGqxF0d7PhdFTN8tbd3YaAiOrX+3tGPcrcpauZu3Q1Pr0GcGDXVqSUXD4fjIWlFXYVnAIpJbFR10r+DvQ/SKOmHgBkZWZQWKB34vZsW0/r9p1L5h/djNMRqTRztCy59vd3bcyu4PLDto5lJrV3dLdFIyiJlF6fcN/Izpx7O7qy8XhUtXSHP/AoC5b/xoLlv9G9zwD279qClJJL567nv3xb37VHX374aydLf9vM0t82Y2pqxqJfNgCwZPWmku09+g9m4pR36t0hgrtr+Kw+Vp+lASlCiL5SyoPAU8D1qNFc4FcgHFgOjKyNgE7Cgl0hLHy0HRoh2BwcS2hiNg920k+cu9k8oln3t6KLmw225sZseMmX7/3C2VShYa0JPj36cPyIHxPHjipekj+zZN/MN1/mlbc/xN7BiQUfvU9aagoSiWfzlrw07f0aa+mKJNO+92fDB8P0S7L3XOZ8ZCrPDdOvpPth50UARnV3Z3dQFNl5heWOf+OHo6yY0h8TIw2hcRlMWuRXSaMmFEn4KyiOST2bohFwNCKN2Ix8ennofePDYalYm2qZ1t8DMyMNEujvZcecPaHkFd6emdcr54ynb1dvHGytCNn+ER8t3crK9Ufq7Pztuvbk7PEjzJj0KCamZjz1ynsl+xbNnsa4ye9ga+/Ib0vm09DJmflvTwSgU4/+jHh8AgCn/PfTulN3TM0MzweqCl2R5I2fAlj37mC0GsEv+0K4EJnGhCHeAKz4Rz+JfmS3puwJiil3/V3szFn6Ym80GoFGCP72D2PHyeo9GMrSt19//A7sZ+TwoZiZmTP749Io2ORJzzNj9sc4Fc+72LFtKxOee77c8Z5eXvTu05dHHhyF0GgY89DDeHu3qHb+p68N4teXe6HRCNYeCedSTAZP9vUA4JeDYYTEZrLvXBy73h9IkYTfDoVzMUbvOHz7rA89WzjQ0MqEY5/cw4ItF1hzOLzaedcVSd759QRrX+uHViNY7RfKxeh0numvd+pW7r/C5ZgM9gbHsm/WMIok/HrgKhei9M7Pe6tPsmSiLyZaDeGJWby6IuBGcpUokrD6RDRT+3ugEYJDV1OITs+jv5d+0u7+Kyk0MDPig6FemBtrkBKGtHDgw22XyS0swkQraONsxarj0TdRMkzn7r05FXCIKeMfwNTUjEnFUR+Az95/lYmvT8fWzp7Fn88gJzsLKSXuni147tV3AIiKCGXxvBloNBoau3vywuvTq62tK5JM/yOYVS/1QCsEa/0juBSbwZO99XO2fjkUzojOrjzVx4PCIkluvo6Xfyp95cqy/3XDzsKEgqIipv8eTFotFtt08e3DiaOHmPzkaEzNzJj81sySfR+/8yovvTHdYIdYcecgqppvUicnF8ID2CylbFf8+w30EaD16OcOWQBXgWeBDuidot5SSp0QYh2wSUpZ5cSannMP1Ov0lJXjfepTns6T19ab9vNP1e9y0WUzv61X/c2/zaxX/TGzttWrftyqp+pVv/mr1Z98fTvIz7u1VZm3yqhhbepVf3IP93rTHj1/b71pA2x9Z1C96gO0a2z1r8ZafOfsr/Nn7dF3+9+R8aLbGimSUoYB7cr8nl9md48K5vvLbpNSjrmdaVMoFAqFQnHnIoS4F/gK0ALfSyk/q8KuG+APPCal/PNWNP+TL29UKBQKhUJRN9THHCAhhBZYBAwFIoFjQoiNUspzBuzmAjvqQvc/+fJGhUKhUCgU/6/pDoRIKa9KKfOBNcBoA3avAH8B1Xuh1U1QkSKFQqFQKBRVUk9L8hsDZZfORgLl3nArhGgMPAgMArrVhaiKFCkUCoVCoaiS27EkXwgxUQhxvMy/iRVlDSSl4oTvhehfBF29l2pVAxUpUigUCoVC8a8ipfwO+O4GJpFA2W/wNAEqvivCB1hTHMlyAEYIIQqllLVenqqcIoVCoVAoFFVST8NnxwBvIUQzIAp4HHiirIGUsuQ190KIn9C/AuiW3tehnCKFQqFQKBR3FFLKQiHEy+hXlWmBFVLKs0KIScX7l94OXeUUKRQKhUKhqJL6+iyHlHIrsLXCNoPOkJRyfF1oKqdIoVAoFApFlagPwioUCoVCoVDcZdzWb5/dbv48HVOviV9xpPLXx/9NZhV/5LU+WHO29h/IrQtGeNvXq/7IsTPrVf/3n6v/oczbwbqzdfKetFpzX2uHmxvdRqyN6zfIbmNiXK/6PwfV7oOxdcF7A73qTRug49R19aoPkLRy7L8auun3xaE6f9YeeL33HRl+UpEihUKhUCgUCtScIoVCoVAoFDfgLppSpJwihUKhUCgUVaMmWisUCoVCoVDcZahIkUKhUCgUiiq5iwJFKlKkUCgUCoVCASpSpFAoFAqF4gbcTXOKlFOkUCgUCoWiSu4in0gNnykUCoVCoVCAihQpFAqFQqG4AZq7KFT0n3WKpJRs+fEbLp70x9jUjIdeeofGni0q2R3Zvo7DW/4kOS6a975fj2UDWwAOblzDqYO7ACgq0pEQGcF7P6zHwqpBjdPStakNL/R2QyMEO84n8MepmHL7e3jY8lS3JhRJSVERLDsczrnYzFrkuhQpJauWLuDUscOYmpoxcdqHNGveqpLd8i8/IvTyeaQEl8ZuvDDtQ8zMLTgXFMiXs97A0aURAN16DeTBcf+rlnZLRwseaOeMRsDRiDT2hCRXsnmgrROtnS3J10nWnIohKi0PgL7NbPF1s0UI8A9P42BoSq3y/sfyhZwNPIKxqRlPT3kfN6/Kn0T5ccFMwkMuoDUywsO7DU+89BZaIyN2rfuVYwd2AqDT6YiNDGfez1uwtK75tTfE0hnjGN6vHQnJGfg88mmdnLMsUko2rPia8yf9MTEx5bGX36WJZ+X8/7pwNpFXL6LRGuHWvDUPv/AGWiMj4qPCWbvoMyKvXmL42P8xYPTYGum3c7HiiS6N0Ag4cDWFrecTyu13sTblOd8muNuZsS4oju0XE0v2DWthTz+vhkgJkWm5/HA0ksKimn1hoL7rvpSSv374inOBRzAxNWPcK+/R1MD9t/LLWVwLuYBWa4Sbd2sef1F//10n/PJ5vnjnBcZPm0XnXgNrlP9fl33B6eOHMTE14/nXpuNhoO7/sPBjQkOu1/2mPP+avu4f3rudLX+uAsDMzJxnJr+Fm4HyM0QbZ0se6eCCEILDYSnsvJRUbr+zlQlPdW1EU1szNp1L4J/L+v1GGsHr/Tww0gg0GjgZlcGWCvdNdfO+6Iu5HD1yEFNTM96a/hEtWrWpZDd39gcEnTyOpZU1AG9N/4jmLVqRmZnBnBnvEh8Xi06n49Fxz3DvyAeqrT+ovStzxnVBoxH8sv8KX205X8mmdysnPnmiC8ZGGpIy8hg1ZzcAk+5pyVP9vZBSci4yjVe+9yevoKjGZaC4Nf6zTtGlk0dJjI3k9a9/5drlc2z8/kte/HRJJTv3lu1p1aUn38+aWm5731GP03fU4wCcP36Yw1v+qJVDpBHwUh933t98kcSsfBaOaYt/eArXUnJLbE5FpuMfdgYAj4bmvDu0OS+sDa6xVllOHztMbPQ1FvzwF1cunOGnb+cya+GPlezGTXwNC0srAH757kt2bvqDUY8+A0DLdp14Y9aXNdIVwJj2zizzjyQtp4Cpfd05G5tJXGZ+iU0rJ0scrIyZsycUN1szHmrvzNd+EbhYm+DrZstXfuHoiiTP+zbhfHwmiVkFNUrD2cAjxMdEMnPpWsIunWXNkvm8NX95Jbtu/Ycx/vUZgN5BOrRrE/2GP8jQMeMYOmYcAEEBfuzZuLbOHCKAVZv8Wbp2P99/9HSdnbMsF076kxATyTvfrCbi8jn++u4Lpny2rJJdl35DeWKK/htqvy6czdHdm+l1zwOYWzVg9IRXORvgV2NtIeApn0bM3xtKck4hHw714lRUOtHpeSU2WfmFrD4RTefG5cvU1tyIIS0ceH/bJQp0khd7NcXX3YZDoak1SkN91/1zJ/xJiL7G9MVrCLt0lt+XzWfavMr3n0+/YTw99UMAVn4xk8P/bKLvvQ8CUKTTsfHnJbTu1L3autcJOq6v+/OW/8mVi2dYuWgeM75cUcnuiYlTMbfQ1/3Vyxfyz6Y/GPnoMzg6N+K9z5Zgad2A08cP8+M3nxk8viICeKyjK1/7hZOaU8DbAz0JiskgNqO07mcV6PgjKJaOrtblji0sknx1MIw8nUQjYFr/ZpyNzSQsJadGeQ844kfktXB+/mMz588G8dW8j1m0YrVB24mvvE7/QcPKbdvw5xrcm3nxyYJvSU1JZvxjoxh8z30YG9/8W3MaIZj3dFcemreX6OQc/pk5jO0no7gYnV5i08DCmM+f9uGR+fuISs7GwdoUAFc7cyYObUGvd7eSW6Djh8m9GePrzm9+oTXK/+3iLgoU1e+cIqHntqTh/PFDdO53D0II3Fq0JTcrk/SUpEp2jZp5Y+fkesNzBR3aTYfeg2uVjhZOVkSn5xGbkUdhkeTAlSR6etiVs8ktLO0NmBlrqYsv7wX6H6DP4BEIIWjeuj1ZmRmkJCdWsrvuEEkpKcjL41bvfTc7M5KyCkjOLkAn4WR0Bm1drMrZtHOxIvCavqGISM3F3FiLtakWJysTIlJyKNBJiiRcScqhvYu1IZkbEhTgh+/AexFC0KxlO7KzMkgzkPd2Pr0QQiCEwN27NSmJlT9yevzgP/j0G1rjNNyIQyeukJyWXafnLMvZY374DNDf++4t2pKbnUl6SuX8t+7SsyT/bs1bk5ak75lb29jh1rw1Gq22xtqeDS2Iz8gnIasAXZEkICKtkvOTkacjNDkHnYGPUWs1YKLVoBH6/1NzCmuchvqu+8EBB+le5v7Lyco0eP+17dqzzP3XhrQy99/+rX/RsWd/rGzsKh13M074H6D3oOH6ut+qPdlZGaQa0L/uEEkpyc/PK1lh5N2mQ0knoHnLdiQnVe/jvx4NzUnIyiepuO4HRqZVcn4y83SEp+SiM9DI5RVv1GoE2lo+FQ4d2MuwEfcjhKBNu45kZmaQlFj9iJMQgpzsLKSU5ORkY93ABm0160EXz4aExmUSnpBFga6Iv49GMLxLk3I2D/dwZ3PgNaKS9fU/MaO0s2CkEZiZaNFqBOYmWmJSa+YQKuqGf90pEkJ4CCHOCyEWA8nAFSHE90KIM0KIX4UQQ4QQh4QQl4UQNe8mFZOenICNg2PJ7wb2jqQn1zwcm5+Xy+VTAbTt0a9W6bC3NCYxs/TGT8zMx97SpJJdTw87lj3WnlnDW7Bw3633DlKS4rF3cC753dDByeBDH2DZF7OZ/MRwoiPDGTbqsZLtIeeDee+lJ5g3fQqR4VeqpWtjZkRqTmlkJy23EBszo8o2uaUPu7ScAmzMjIjNyMfT3gILYw3GWkFrJ0tszWsezExNSsDOwankt52DE6lJVV97XWEhAft20LaLb7nt+Xm5nDvhT+eeA2qchvokLSkRW/vS/Ns0dCQtqfJD8Tq6wkICD+ygZS2iEhWxMzciObv0+ifnFGBnXr0vuqfmFLL9QiLz72/JwtGtySko4mwthpHru+5XLH9beyeDTtF1dIWFHNu/g9ZdegD6+zfI/wB97qn+sE1ZUpISsHesUPeruP+XfzmbV58cTsy1MIbc/2il/ft3bqRD157V0rU1MyKlTN1PySnEpprXHvSRpncHeTL3vpZciMuqcZQIIOFIBl4AACAASURBVDEhHkcnl5Lfjk7OJCYYbvdWLP2G/417iMUL55Gfr49mPfDwWMLDQnl05GD+N+4hJr/2NhpN9R6TrnYWJc4OQHRyNq525uVsvFwaYGthwoZ3BrF71j081tsDgJiUHL7ddoHTX4zi3FcPkJ5dwL4zsTXJ+m3luvNel//uVOorUtQS+BnoDDQFvgI6AK2AJ4A+wBvAe7UVMNAJrdWFuBB4GLeW7Wo1dAYYjLwYStuRsBReWBvMRzsu81S3xrXSuplGVfl/4fUP+faXLTRq6oH/Af1cCg+vlixc+X/snXd8VMXXh5/ZTdn0XmgBQkLvIL0EpEgRFEFAVPiJIoiNJiAivQhIlaqiiCDSpPeeQOhgqKEmIb33hLT7/rEhhWxgQwLhlXn45MPuzrn3O+eWuWfOzL13BzOXrafTm++yYOo3xa7T0whPTOPInWg+bV6BT5qWJzj+oc5swtNQdCzzpH2/YcU83GrVw61W/Xy/+5z1wrVG3RIdOnsRKDpyjU/yf+vP83GtWQ/XmvWKL65DRld9dGFqqKJBOUu+2eXLiO03MDYQNK9oXeQqlPa5r9PfJ8hvXPkjVWrWo0r29t/66yJ6fDj0mTJ12grof858MuJ7Fv2xm7IVKnMmex7VI278e54TB3bS93+f67eyYl7nFGDWkXtM2HuLSrYmlLE0foaV6Hfsf/zZV/z+9w6W/fYX8fFxbFirHR48d+YkblWrsXHXYVb9sYkl82aSlKRfYK7rEHu8OgZqQb1KtvSff5w+c48yqkdtqjhZYGVqSNeG5Wk4eie1vt6GmbEBfVpU0kv3RaASJf/3slJac4r8FUU5LYSoBNxXFOUKgBDiGnBYURRFCHEFqPT4gkKIIcAQgCHfzaFj7/dzyk7v+4dzh3cBUL5KdeLypE3joyKwsLEvckV9Th6hXqtnGzoDiExKx9489+S2NzciOjmtUPurIQmUsdRgqTEgPrVoQwcHd27i6L5tALhWrUlUZFhOWXRkONZ2DoUtikqtplmbjuzespa2nd7MGVYDqN+kJb8vnUNCXCwWVk++SMWlZmCdp3dopTEg7jE/4lIzsM6TPbIyMcyxOfsgjrMP4gDoUt2eOD2HT47v3sLJgzsAqOiWfygsJjIcK1vd+373htUkxMcy5LOCE54veB7mtdYd9NIvbU7u3cqZ7GO/QpXqxOYZ8oiLjsDS1k7ncgc2/kZifCwDP51eIvWISc7A1jR3/9uaGOo9BFbT2ZyIpDQSHmYCcCEwHjd7U7z9nz6nqLTP/RN7tuB9cCcALm418m3/2KhwrArR3/v3ahLjYxk8bEbObwF3fVnz42QAEhPiuH7BG7VaTd2mhWesDu3axPF92wGoXLUmURH5z32bp5z7Tdt0YM+WP2nT8U1tHe7f5tfFMxk9dSHmllZP8T7bz5SMfFlBGxMD4lKKNh8QICU9i1sRSdRyMickz1y0wti2eQN7tm8BoFqNWkSE52ZYIsLDsLMv6Puj34yMjHij21tsXL8GgP27ttPvw48QQlCuggvOZcvxwO8+1WvVeWo9gqOTKWdrmvO9rK0poY8NgQVHJxOV8JDktEyS0zLx9g2nlou2TfWPSCQqezht14UHNHGzZ9Mpv6fqSkqW0gqKkvJ8znvUZ+X5noWO+imKsgpYBbD535B8cXizN96mWfZExZsXvTm97x/qtmzPg9vXMTY1w9JG94WhMFKTE/G7/i/vfjGhSMvl5VZ4ImWtjHGyMCIqKZ02VeyYczj/UFQZS+Ock7+KvSkGalHkgAig45t96PhmHwAunfXi4M5NNG/bibs3r2JqZo7NY4GBoiiEhQTiXLYCiqJw6YwnZctXAiA2OhIrGzuEENz1vYaiZOnVOD6ITcXezBBbE0PiUtNpUNaCPy/mv9vuWmgiLStbcyk4ARdrDanpmTkXQnMjNYlpmVibGFC3jDmLvQL08r1tt3do2+0dAK6cP8Xx3Vto3LoDfreuYWJmrjMoOnlgB9cvnuGraYsLpMhTkhK5fe0Sg0Z+r5d+adOySy9adukFwPUL3pzcu5X6LV8n4PZ1NKZmWOq4KJ85tAvfy2cZOmmh3kMET+N+dDKOFsbYmxkSk5JBExcrVno/0GvZ6KR0qtiZYqQWpGUq1HQy5360fkMopX3ut+n6Dm26ao+/a+dPcWLPFhq20h5/GlPdx9+pgzu5ceksn09ZlG/7T165Kefzn4tnUKtxiycGRAAduvehQ3ftuX/5rBeHdm2mWdtO3PW9iomZOdY6zv3wkECc8pz7ZcpXBCAqPJQlM8bx6ajJOJdz0ct/AP+YFBzNjbAzNSQ2JZ1G5a347VyQXsuaG6nJVBRS0rMwVAmqO5pz4FbhQ455eat3P97qrZ0Yf/rkCbZt+ot2Hbtw45oPZuYWOoOiqMgI7OwdUBSFkyeOUNnVDQBHJ2cunTtD3fqNiI6K4kGAP2XKlS+wvC4u3Y/G1ckCF3szQmJSeLupC0NWnMpns/diED980Ai1SmBkoKJRFTuW7/fFzNiAxm72mBipSUnLpE1NZy7fLzgPrrR4mYe7Spr/7N1n1Ro049bFM8z/cgCGRsb0+mxsTtmaWWN5+9MxWNrac2rPFjx3/EVibDRLxgymaoOm9BqqHSq6ftYTt3qNMdKYFCbzVLIUWO7lz/Ru1VEJOOAbQUBMCl1rak/UPdcjaOlqy+tV7cjIUkjLUJh98E7xnAfqv9aSf8+dYtRHvTDSaBgyYmJO2dyJX/Px1xOwsrFj5Y9TSElOAkXBpbI7gz7XbqezXkc4vHsLarUaQyMNw8fN0OvEyFJg69VwhjQrjxDazE9YYhrNK2oDKm//OG6EJ1HD0Yzx7SuTnn1L/iMGNi6LqZGarCyFrVfCSXmGW1JrN2rOtfPeTBr6LkbGGj74IncUdunUUQwYPg5rOwf+Wj4PW0cn5o0dot1mzdrStd9HAFw+fZwa9ZtgXIx9XxhrZg2idSN37K3NubNvGtNW7GHNNu8SW3+Nhs24edGb2Z/3x9DYmL6fjc8p+2XGGPoMG4uVrT1bVv2IjYMTSyYMA6B20zZ06jOI+JgoFo0dQmpKEkKo8Ny9mTEL/0BjavZU7SwF1l0IZlTbyqhU4HkvhuD4h3hUsQXg2N1oLDUGTOrkhomhCkWBjtXsmbDnFveiUzj/II7Jnd3IzIKA2BSO3y34OIenUdrnfs1Gzbl2wZupw/rm3JL/iBXTRtN/+DisbO3ZuGIeNg5OLBj3KQB1m7WlS9//FVnvceq91hKf86cY8/E7GBtr+DjPuf/jpK/56Evtub9q/lRSk5NQ0J77A4drfd/2168kxsfxx7I5gDaTNGXRmqfqZinw9+VQPs9+/Ii3fywhCQ9pXVk7WdzzfgyWxmrGtndFY6Dd9+3cbJl28C5WGgM+bFwWlRAI4EJQPFefYT5Z0xatOXPKkw96d0Oj0TDmu2k5ZeNHfMaobydj7+DIzEnjiIuNQVEUqrhXZ8RY7TZ6/6NPmTNtIh8P6IWiKHzy2ddYWes32T0zS2Hs2vNsGuOBWiVYf+IevkHxDGqnDbh+P3qHWyHxHL4Sguf0LmQpCmuP3+NmkDYzvuNcAEenvEFGVhZX/GNYc0y/eZySkkXomn/xXAW1Q2a7FEWpnfdzdtnv2d83P16mi8czRS+a1Xr2gJ8XUzoVfPbJi2LDtdKdBNjVvWg9/5Kme//Jpaq/8Y+JTzd6jmy9pt8dSc+LbjWKPhxWklgYlm5/0spI/wnMz4M/fIJLTfvbdlVKTRug3tdbS1UfIGpN/xeauum28myJX2t3f9rkpUw/vfAzW1EUP6D245+zvw/SZSeRSCQSiaR0EMV+WMv/H+S7zyQSiUQikUj4D88pkkgkEolEUnxe5lvoSxqZKZJIJBKJRCJBZookEolEIpE8AXlLvkQikUgkEgnyhbASiUQikUgkrxwyUySRSCQSiaRQVK9QqkhmiiQSiUQikUiQmSKJRCKRSCRP4BVKFMlMkUQikUgkEgn8P88ULT12v1T1fxvQsFT1W0zYU2ra/bvXKjVtgF5T9paqfmm/e+zdD6c93eg5EnlmSanqt5x5pFT109MzS1W/dtWCb35/kQxt5lJq2s2/21dq2gCHpnYvVf3SQN6SL5FIJBKJRIIcPpNIJBKJRCJ55ZCZIolEIpFIJIUib8mXSCQSiUQiecWQmSKJRCKRSCSF8urkiWRQJJFIJBKJ5Am8SnefyeEziUQikUgkEmRQJJFIJBKJ5AmoRMn/6YMQ4g0hhK8Q4o4QYpyO8gFCCJ/sv1NCiHrF9rW4K5BIJBKJRCIpSYQQamAp0AWoCfQXQtR8zOw+0FZRlLrANGBVcXXlnCKJRCKRSCSFUkpzipoAdxRFuZddhw1AT+D6IwNFUU7lsT8NlC+u6H82KHqtojWft62MWsDua+H8dT4oX3lLVxv+19wFRYHMLIWfTtznanACAH/9ryHJaZlkZZcN3eBTZH1FUVi+8AfOenuh0WgYNWEa7tVqFLCbN30iPpfPY2ZmAcDoCVOpUrU6/148x+RxX+Ncppy2vm3b8/5HQ/XS9qjlxLR366JSCf7y8uOn/bcK2DSvas/Ud+tioFYRnfiQd370xNhAxdbRbTAyUGGgVrH7YhDzdt7QS7Oagylv1XZCJeBMQBxH7kQXsHmrliM1nMxIy1TYcDmEoLiHALRxtaGpixWKAqEJD9lwOZSMLIVOVe1o5mJFYpr2lQp7bkZyMzzpqXV5vV5ZfviwMWqV4I+jd1iw41q+8i+716RPy8oAGKhVVCtnSZUhm0hOy2Dv950xMtT6v/2MP7M2P9u+3756MTcuncbIyJi+n4+nvGu1AnbrFk4l8J4vKrUBLm416P3paNQGBoQH+fP30tkE3rtFl/4f49Gzf5Hr8CRWTBpAlza1iYhOoHGfmSW6btD6P3f2DLw8T6DRaJgyfRY1ahZ8LcxHAweQnKTdn9HRUdSuXZf5i5dy7Mhhlv20CJVKhVqtZvTYb2nQsJHe+i3cbPnmjaqoVIJ/Lgbzm5e/TrtaZS344+PXGLv5Koeuh1PRzpQ5fWrnlJezMWH50XusO/2giFsgl1budozrVh21SrDlfCC/nPDLV/5aZRuWvF+foJgUAA5dC2f50XvPrAdQr6wFg5qURyUER25Hsf1qWP46VbahR20nAFIzMvn1dCD+MSkYqgSTu7hjqFKhUsEZv1g2/RtaJG1FUdj48wKunvfGyFjDwK+/w6VKwWP/1x8nE3DnJmq1mkruNRkwfCxqAwNSkhJZPX8K0RFhZGVm0vHt/rTo8Oyv1fCo6cjk3nVQq+CvkwEsO3i7gE0zdzsm966DgVoQk5hGn4Unn1lPURTWLJvHpXMnMTbWMGz0ZCq7Vy9gt+LHqdy7fQMUBedyLnw2ZjIaE1MSE+JZ+eNUwkICMTQyYujI76lQ2e2Z61NSPI+YSAgxBBiS56dViqLkzfSUA/KefIFA0yescjBQ7Pc//SeDIpWArzxcGfPPNSIS01jRry6n7kXjH52SY3PhQRwn7/0LgKu9KZO6VGXg2ss55SO2XCM+NeOZ63DO24ugwAB++3snN69dYcm86Sz+eZ1O20+Gj6R1u44Ffq9drwHT5v5UJF2VgJn969FvoRchMSnsGd+O/T4h3A5JyLGxNDFkVv/6DFh8kqCYFOwsjAF4mJFFnwWeJD/MxEAl2PZNW45cDeXi/ZgnagqgVx0nVp4OJC4lna9bV+RaaCJhiWk5NtUdzbA3N2TWkfu4WGt4p44Ti70CsNQY0KqyNXOO+pGRpfBBozI0KGvBucB4AE7ci+HYvSfr5/df8OP/mvDWzEMERSVzdEYX9lwIxDcoLsdm8a7rLN6l7Wy80bA8w7vWICZJW9c3px8k6WEGBmrB/slvcPByMOfvROqtD3Dz0mkiQgIZt2Q9Abevs2XVfL6avbKAXcM2HXnvK+071NYtnMqZw7to0fktTMwt6fnRl1w761UkXX1Zu/M0K/4+zi/TPnwu6z/peYIAf3+2797PFZ9/mTV9Cn+s31jAbvWa3PNh9Igv8Gj3OgBNmjWjbbv2CCG45evLuNFfs3Wnfm2dSsD4rtUYuvYSYfEPWffJaxz3jeReRFIBu686uuF9NyrnN/+oZPquOJtTfmBUK47ciCiy/3k1JrxZg09+u0BYfCp/D2vG0RsR3H2sLhf8Yhm+9tIz6+RFCPioWQVmHLhDVHI6s7pV4/yDOILiUnNswhPTmLL/NklpmdQvZ8knzSvw3Z5bpGcpTN1/h4cZWagFTOlSlctB8dyOTNZb/+oFb8KDA5m6ciP3fa+xfvlcxs37pYBdk7ad+GjkJAB+nTcJrwM7aNu1F8d2b6FMhUoMnziXhLgYJg3rR5O2nTEwNCzytlAJmP5uXd5bcoqQ2BR2fdOWg1dCuR2aty00YEbfenyw1JvgmBTszI2KrJOXy+dOEhL0gIW//cOdm1f5ZfEsZixZU8Duw6EjMTUzB+CPFfPZv30jPfsNYttfv1GxSlVGTZ5HUIAfq3/6gYlzlherTi8r2QHQk4a7dIViik5DIdqhDYpaFbde/8k5RdWdzAmOSyEk/iEZWQpHbkXS0tU2n01qelbOZ42BSveWLgbeXkfp8MabCCGoUbsuSQkJREU+ewOrLw0q2+IXnkRAZDLpmQrbzwfSuV6ZfDZvN6nAnsvBOb3TqISHOWXJD7VZGUO1CkO1CkWPDeNioyEqKZ3o5HQyFbgUnEAtZ/N8NrWdzbnwQBvoBMSmYmKoxsJYDYBaCAzVApUAI7WKuIfPHow2crPjXmgCfuGJpGdmsdXbn26NKxRq37tFJTafyn2xcFK2ttZ/oZf/j3PtnBeNPTojhKBi1VqkJicSH1MwsKrRsDlCCIQQuLjVIC5Ke3xYWNng4lYDlVpddHE9OHnxLtFx+l/oisqxo4fp3qMnQgjq1qtPQkI8ERHhhdonJSVy7swZPNp3AMDU1CwnXZ+SklykbmrtcpY8iE4hKCaVjEyF/VfD8KhmX8Cuf9MKHL4eQXRSmo61QFNXWwKjUwjJE0wUlTrlrXgQnUxgTArpmQp7fEJpV8PxmdenD272poTFPyQ8MY3MLIVT92N4rYJVPptbEUkkZWdfb0ckYWeWG3A8zNC2i2qVwEAlitwu+pzxpFm7NxBC4Fq9NilJicRFFzz26zRukXPsV6pak5go7fEhhCA1JRlFUXiYkoKZueUznwf1K9ngF5FEQJS2LdxxIYhOdZ3z2bzVuDz7LgcT/KgtTNR9POjL+VPHadOxK0II3GvUITkpgZiogv4/CogURSEt7WHO5T8o4B61GzQBoJxLJSLCgomNiSqw/Ivm0b4qyT89CATyNt7lgWAddasL/AL0VBSl2BvruQZFQohtQogLQohr2akyhBCDhRC3hBDHhBA/CyF+yv7dQQixRQhxLvuv5bPq2psbE56Qe3BHJKZhr6MH0KqKLWs+qM+snjWYc/BOzu+KAnPfrsnKfnXpnp1mLiqREeE4OOYua+/oRFQhF4bfVy5h6Ie9WbFoLmlpufW+cdWHoQP7MGHUZ/jdu6Nz2cdxttbknOAAITEplLE2yWfj6mSOtakhm0e2Zt+37eid543XKgEHv2uPz7xunLgRxiW/p2dprDQGxKak53yPS83ASmNQ0CZP5i0uJR0rjQHxqRkcuxvNxA5VmNSxCqnpWdyKyL1gt6xsw6i2lehbzxkTw6cfrmVtTAmKyu2JB0UlUcbGRKetiZGaDvXKsuNMQB7/BZ6zunFnZR+OXgnhwt2iZYkA4qIisbbLvfhZ2ToQp6NhfERmRgYXTuynWv0mRdZ6GQkPD8PJOTcQd3RyJiI8rFD7o4cP0aRZM8zNcwPpI4cP0uvNLnw1fCiTps7QW9vRUkNofG4gExb/EEdL4/w2Fsa0q+7ApvOBha6nc20n9l4tvM764GSpyRdUhcWn4mRlXMCuvosVWz9vzoqBDaniaFYsTVtTI6LyBHpRyWnYmBWeZWnnbsfl7KwsaOPPH96sxs996+ATnMCdImSJAGKjIrBxyG33rO0ciI0qvDOYmZHBmaP7qNWwGQAe3d4hNNCfsYN6MO3LD3j3k69RqZ7tMlWgLYxNwdlak8+msqM5VqZGbPyqJbvHtuWdJoV3oPQhOioCO4fcwMvW3onoKN3t/vJ5UxjatzPBD/x4o2c/AFxcq3LW6wgAd25eJTIslOgndCj+45wD3IUQlYUQRkA/YEdeAyGEC7AV+EBRlILzRJ6B5z189pGiKNFCCBPgnBBiNzARaAgkAEeAf7NtFwELFEXxynZ0P1BwEo4e6My56ejyeN2NxutuNHXLWvJRcxdG/6MdUvli0xWiktKxNjFk3ts1CYhOwSc4vuAKnoQOPV3R8f+GfomtnT3p6eks+mEqG/9czfsfDcWtWg3WbtmHiakpZ095MmX8CH77e+dTZYUO7x+vioFKUMfFhncXeGJiqGbHWA8u3ovmXngiWQp0nH4ESxNDfh3WjGplLfEtqu9FwMRQRS1nc2YcvkdKeiYDG5elYTlLLgbFc8ovloO3tIH/G9Xt6VHTkb+fMsdBVweksN5ul4blOe0bkTN0BpClKLQevxsrU0P+HOlBjfLW3AiMLZJPig7FJ/WMtv48H9ea9XCtWey7SV8OdCe4CzXft2c3b7/TO99v7V/vSPvXO3Lh/DmW/7SYFb/8ppe0Puf+mDfcWXToDlmFHBgGakHbavYsPnRXL82iVObxulwPjqfjXE+S0zJpXdWeJQPq03XBs89p0bmVC/GzlrM57d3s+H5f7rVEUWDsTl9MDdWMbleZCtYaHsTqny3Tdew/KdO3fsVc3GvVx71WfQCuXTpD+crujJi+hIiQIBZ9/xVutepjYlr0YFFnW/hY9QzUgjouVvRbfAqNoZrto1tz0S+a+3rMXdSJjguNrnoADBs9iazMTH5bOhfv4wfw6NyDnn0Hsmb5j4wd+h4VKlehkls11M8pY1wU9L2FviRRFCVDCPE52lhADaxWFOWaEGJodvkK4HvADliW3cZmKIrSuDi6zzso+lII8Xb25wrAB8BxRVGiAYQQm4Cq2eUdgJp5Lh6WQggLRVES8q4w7+Ssqu9+Q9kWPQuIRiQ+xNEiNzPkYJ6/9/Q4PsHxlLXSYJmduYhK0mY9YlPS8bwbTXVnc72Coh1bNrB3x1YAqtaola93HBkehq29Q4Fl7LJ/MzIyolO3nmz+Szv+bGaW22tu0qI1P/04k7jYGKysbZ5Yh5DYFMrmyYyUsTEhNDYlv01MCtGJaaSkZZKSlsmZ25HULG/FvfDEHJv4lHS8b0XQrpbTU4OiuNQMrE1ye6NWGgPiHpuPFZeagXWe7JGViSFxqRm425sSnZyek873CUmkkq2Gi0HxOROsAU77xzK4ydNvLAiKTqacXW4DWs7OjNCYFJ22vR4bOstX3+R0vG6E0aFeWb2CopN7t3Lm8C4AKlSpTmye3mFcdASWtnY6lzuw8TcS42MZ+On0p2q8zPz91zr+2bIJgFq16xAWGpJTFh4WioOj7mGj2NgYrl314cdFuufONWr8GpMCA4iJicHG5snHPmizMc6WudkAJ0tjIvIMDwPULGvJD721E6qtTQ1p5W5PZlYWR29qs3mt3Oy4GZJQ6NCavoTFpVLGKm9dNITH569L0sPcY9zzViQTe9TA2tSQ2OR0noWo5DTszHLbPjtTI2J0rMvFRsOQFi7MPnSXxDx1eERyeibXwxKpV87yqUHRsd1b8Dqg7cBXdK9OTERuuxcbFYG1bcHhS4Bdf/1KYlwsA8aPzfnN+/BuOr/zAUIIHMuWx96pDKGB/lSu+vid2E+nQFtobULYY8OhITGpRCeG57aFd6KoWc6qSEHR/h0bObJnGwBVqtUkKiK34xYdGYaNXcF2/xEqtZrmHh3ZuWktHp17YGpmzrDR2rlWiqLwxYc9cHAuq3dd/msoirIH2PPYbyvyfP4Y+LgkNZ/b8JkQwgNtoNNcUZR6wCXA9yl1aa4oSv3sv3KPB0SgnZylKEpjRVEa6wqIAG6GJVLO2gRnS2MMVIL2Ve05dS//3VBl8zRW7g5mGKgF8akZaAxUOcM0GgMVjV2suB+lXwq5xzv9WL5mI8vXbKRFm3Yc2rcTRVG4cdUHU3PznAAoL4/mGSmKwqkTR6nkqr3TIDoqEiW713Hz+hWylCwsrayfWofLfjFUdjSngp0phmpBz8blOfBvSD6bff+G0MTdDrVKYGKopkFlG26HJmBrboRldnCjMVTRurojd0IL7IICPIhNxd7MEFsTQ9QCGpS14FpoYj6ba6GJNKpgCYCLtYbU9EwSHmYSm5JBRRsTDNXaYNjd3jRn6PPRnCOAOmUsCH3s4qaLi3ejqOJsQUUHcwzVKno1r8ieCwXvHrI0MaRVDSf2XMgdQrGzMMbK9JH/ajxqO3MrOK7Asrpo2aUXI+etZuS81dRq0przx/ajKAr+t66hMTXD0qbgheHMoV34Xj7L+19PeuYhgpeFvv0HsGHzNjZs3oZH+9fZtWM7iqLg8+9lzM0tcHDQHRQdOrCf1m09MDbOHVYKCPDPOfZvXL9Geno61tZPP/YBrgUn4GJnSllrDQZqQefaThz3zT902W3RKbou1P4duh7OzN2+OQERwBt1nNl3pXhDZwBXg+JxsTOlXPbx3bWuM0dv5h8KyTusX6e8JSrBMwdEAHcjk3G2NMbB3Ai1StCisg3nA/Mfw3ZmhozycGWppz8heYI0C2MDTA2155yhWlC7jAXBesyp8uj2Dt8tWsN3i9ZQv2kbTh/dh6Io3Lt5FY2pGVY6giKvAzu4fukMg0dPzXfs29o7c/Pf8wDEx0QTGhTwzEHBv/6xVHI0y2kLezQqx8Er+TPNB3xCaOKmbQs1hmoaVLLRq83LS+ce7/LDivX8sGI9jVt4cOLgHhRF4faNK5iamWNjl99/RVEIDXqQ8/nCaU/KVqgEQFJi+LvOGQAAIABJREFUAhnp2v1/ZO82atRpkDP/qDQppTlFpcLzzBRZATGKoiQLIaoDzYCfgbZCCBu0w2fvAFey7Q8AnwNzAYQQ9RVFuVxwtU8nS4HFx+4x562aqIRg7/Uw/KJTeLOOdqx755Uw2rjZ0bmGAxlZCg8zspi6V5tCtjE1ZFp37S2UapXgkG8E5/yLNnwC0KR5a855e/G/d7tjrNEw6tupOWXfjRrOiHGTsHNw5Icp44mLjUFRFKq4V+PLMdq7kTyPHmTXPxtRGxhgbGTM+Ck/6HUgZWYpTNhwmfVftUStEmw46c+tkAQ+aKO9BX3tifvcCU3g2LUwDk98nSxFYf1JP3yD46lRzpJFgxqjUmknPe+8EMShK0+/JTdLga1XwxnSrDxCwNkHcYQlptG8onaCp7d/HDfCk6jhaMb49pVJz74lH7STrn2CExjZpiKZWRAUn4p3gLYR717TgXKWGhQgJjmdTT5Pr0tmlsLo38+ydfzrqFWCP4/d4WZgHB91cAdg9SHtLbndX6vAEZ8QkvNM6na2MWHFsJbZ/gv+Oe3H/ktBOnWeRI2Gzbh50ZvZn/fH0NiYvp+Nzyn7ZcYY+gwbi5WtPVtW/YiNgxNLJgwDoHbTNnTqM4j4mCgWjR1CakoSQqjw3L2ZMQv/QPMMQwi6WDNrEK0buWNvbc6dfdOYtmIPa7Z5l8i6AVq1bovXiRP07NoJjUbD5Om5t/1/MWwI30+ZljPfbv/e3QwaPCTf8kcOHmDXzu0YGBhgbGzM7LkL9G5EM7MUZu/xZfkHDVAJ2H4phLsRSfRurH20xebzT96fGkMVzVxtma7noyieVpcZO2+yalBD7fF0MYi74Um8m53x3Hg2kE61nejbpAKZWQqp6ZmM/rvoj4DIS5YCq88E8m2HKqhUgmO3owiMTaVDVW2m8tCtKHrXdcbcWM3gZuWz6wnf7vbFxtSAz1pWRCW057+3XywXA4s2dF67cQuuXvBm4qd9tLfkfzkhp2zJlFF88Pk4rO0cWL9sLraOTsz5RrvvGzRvS7d+H9G17yDWLJrO1C/eB0Wh18DPMLfULyB+nMwshYkbffhzeHPUKsHf3gHcCkng/VaVAPjTy487YYkcux7OgW/boSgKf53yxzekaEFRXho0acnlsyf5atBbGBtrGJqd9QGYPeFLhoyciLWNHcvmTiIlOQlFUajoWpXBX2of1hwUcJ9lc7SdpHIVXfl05MRnrktJ8vKGMCWPUJ7l9hp9ViyEMbAN7bMGfAEHYDLa4bLRaGeR3wCiFUWZIISwR/v0yhpog7UTiqI88cE87Radej6V15PfBjQsTXlaTNjzdKPnRP/uBZ878yL5Zf3ZUtX/89tOpar/7ofTSlU/8sySUtVvOfNIqeqnpxcccnqR1K5a+JDMi2BonpszXjQfLn4+j6rQlx3ftC9VfYAGFS1eaJzy0YYrJX6tXd2vzksZaz23TJGiKA/RPp47H0KI84qirBJCGAD/oM0QoShKJND3edVHIpFIJBJJ0VG9xMNdJU1pTGSYLIS4DFxF+96SbaVQB4lEIpFIJJJ8vPAnWiuKMvpFa0okEolEInk2XqFE0X/zNR8SiUQikUhKhpf5brGS5v/3fcASiUQikUgkJYTMFEkkEolEIimUVyhRJDNFEolEIpFIJCAzRRKJRCKRSJ7Aq3RLvgyKJBKJRCKRFMorFBPJ4TOJRCKRSCQSkJkiiUQikUgkT+BVuiX//3VQNK9n7VLVbzJ2R6nq31nau9S0t14JfLrRcyRs7Qelqj9s85WnGz1HSvvdY/ZNvyhVfZ99c0tVX1XKOfbroUV7UWtJM+fInVLTPvJ96b53cMzOa6WqD7Dt48alXYX/LP+vgyKJRCKRSCTPl1dpns2r5KtEIpFIJBJJochMkUQikUgkkkKRc4okEolEIpFIANWrExPJ4TOJRCKRSCQSkJkiiUQikUgkT0BmiiQSiUQikUheMWSmSCKRSCQSSaHIidYSiUQikUgkyOEziUQikUgkkleO/2ymSFEU/lj+I5fPnsRIo2HoqElUdq9ewG7V/Gncu3UDBYUy5VwYOnoSGhNTkpMSWfrDRKLCw8jMzKBb7/fx6NxDb/12tZ2Z0b8+aiH40/M+S/beLGDTopoD0/vVx0CtIjrxIW/NOQaApYkhCwY1pno5KxQFvv79HOfvRhVrW/z4w0xOep1Ao9EwadpMqteoVcDuk0Hvk5ScBEBMdBS1atdl3sKfnlk3r/7Btcu4e/kshsbGdB8yBufK7gXszh/Yxrl9/xAbHsxXyzdjamH1zHo/zJqB14njaEw0TJsxmxo1C/o76IP3SE7S+hsdHUXtOnVZuGQZAOfOnmHu7JmkZ2RgY2PD6jV/6q1f29mc9xqWRSXgxL0Y9tyIyFfubGHM4KblqWijYatPGPt8I3PKOlW1o00VWxQFAuNS+fVMIBlZSpH9nzt7Bl6e2v09Zfosnf5/NHBAfv9r12X+4qUcO3KYZT8tQqVSoVarGT32Wxo0bFSkOhTGikkD6NKmNhHRCTTuM7NE1vkkFEVh1eI5nD/thbGxhq/HT8WtWo0CdgtmTuTq5QuYmpsDMGL8VFx1tBf6aq5cNIdz3l4YazSM/Fa35vwZE7ly+QJmZtmaE6ZSxb063p5HWfvLMlRCoFIb8OmXY6hVr0GR9LevXsyNS6cxMjKm7+fjKe9arYDduoVTCbzni0ptgItbDXp/Ohq1gQHhQf78vXQ2gfdu0aX/x3j07K+3dqMKVgxtVRGVEOy7Ec6mSyH5yptVsuHDJuXJUhQysxRWnfTnWmii1n+PyjSpZENsSjrD/i6Z1+i86P3foLwlHzdzQSXgoG8kW31C85W3qWJLr3rOAKSmZ7HipD9+0SkAmBmpGd66Ii42JijATyf88A1PKnIdngev0OhZ6QVFQojJQCJgCZxQFOVQSa7/8rlThAYFMP+3rdy5eZXVS2YzbfHvBeze/3QEptmN0tqVCziwYyM9+g7iwI5NlHdxZczUBcTHxjBqcG9ate+CgaHhU7VVQvDDgIb0+fE4wTEpHJjYgf2Xg7kVkvu+IksTQ354vyH9FngSFJ2MvYVxTtmM/g04cjWUwcu9MVSrMDFSF2tbnPI6QUCAP1t37uPqlX+ZPX0qv6/7u4Ddz7/nXvi/Gfklbdu1L5buI+7+e5aY0CCG/vg7wXdvsO/3xQyaUvDdXeWr1satQTPWzxhdLD0vzxME+Puxc+8Brvj8y/Spk1m3YVMBu9/Xrs/5PPKrL2jX/nUA4uPjmTltCstW/kKZsmWJitI/IBUCPmhclnlH7xOdksH3HatwOSie4PiHOTZJaRmsvxhMg3KW+Za1NjGgQ1V7Juy9RXqmwrAWFWha0YqT92OL5P9JzxME+Puzffd+rvj8y6zpU/hj/cYCdqvXrMv5PHrEF3i00/rfpFkz2rZrjxCCW76+jBv9NVt37i1SHQpj7c7TrPj7OL9M+7BE1vc0zp/2IjgwgFXrd+B7/QrL5s9g/krdAe7/PhtBK4+OJaIZ9CCAXzbswPfaFX6aN4OFP+vWHPzZCFq1y69Zv1FTmrXyQAjB/Tu3mPX9N6xav01v/ZuXThMREsi4JesJuH2dLavm89XslQXsGrbpyHtfTQS0AdKZw7to0fktTMwt6fnRl1w761UEr7VDLMNbV+LbnTeJTEpj0Tu1OOMXS0BMSo7N5cA4TvvFAFDJ1oRvO7kzZIMPoA0idlwNY/TrVYqk+yRe5P5XCfi0hQuT9t4iKimduT1rcDYglsDY1BybsISHTNjlS1JaJg3LW/JZq4p8s0PbYR7crAIXA+OZc/geBiqBsYEcyCkNSn2rK4ryfUkHRAAXvI/TukM3hBC416hDclICMVGRBeweBUSKopD28CGgDYmFgJSUJBRFITU1GXMLS1Rq/YKThq623A9PxD8yifTMLP45G8AbDcrms3mnmQu7LwYRFJ0MQGSC9qJprjGgWVV71nneByA9M4v4lPRn2gaPOH70CN3e7IkQgjp165OQEE9kRHih9klJSZw/e4a27ToUS/cRty94U7tVB4QQlHOrycOkRBJjCgYazpXcsHZwLrbe0SOHebPHWwghqFtP62/EE/1N5OzZ07R7Xevv3t07eb1DR8qU1e4zOzs7vbVdbU0JT0gjIimdzCyFswFxBYKfhIeZ3I9OIVMpmAFSq8BIrUIltP/HpmTorf2IY0cP071HzyL5f+7MGTzaa/03NTXLmViZkpJcot3EkxfvEh2XXGLrexpnvI7RvnN3hBBUr1WXpMQEoiMjnr5gMTjteYzX38jWrF10TRNT05ztn5qaUuRJrtfOedHYozNCCCpWrUVqciLxMQXbvhoNmyOEQAiBi1sN4qK0dbSwssHFrYbe7d0jqjqaExyXSmjCQzKyFI7fiaZZJZt8NqkZWTmfNYZq8p4BV0MSSHhY9OP9SbzI/e/uYEZI/EPCEtLIyFLwuhdN04rW+Wx8w5NISsvM+WxnZgSAiaGKWmUsOJSdNc7IUnLsXgZUQpT438vKCw2KhBAThBC+QohDQLXs334XQvTO/jxbCHFdCOEjhJhXHK2YyAhsHZxyvtvaOxITpfvCsGLeFIb1e4OQB3507tkXgE493iU4wI/h73Vh7Kf9+XDYKFR6vhrb2dokJ9gBCIlJoYy1ST4bVycLrE2N+GeMBwcnduDd5hUBqORgTlTCQxZ/9BqHJ3Vk/sDGmBYzUxQRHoaTU26w4ejkTHh44RfJY0cO8lrTZphnp5KLS0JMJJZ2jjnfLWztSdDRSJcU4eFhODnn+uvk5Ex4WFih9kcOHaJp0+Y5/vr7+REfH8/gQR/Qr08vdm7Xv5duY2JAdHJuEBudko6NydOziwCxKRnsuxnJvDersbBnDVLSs3KGFoqC1v8yOd8dnZyJCC/c/6OHD9GkWf79feTwQXq92YWvhg9l0tQZRa7Dy0JUZDj2jrnHgp2DE1GRuo/9tT//xOeD+vDzkrmkp6U9s2ZkZDgOeTTtHZ2ILERzzaqf+GxgH1Ytzq956vgRhrz3FpPGfMHX4ycXST8uKhLrPOebla0DcTo6hI/IzMjgwon9VKvfpEg6j2NvZkREUq4PkUlp2JkVPPZbVLZhVb+6TO1ajQVH7xVL82m8yP1va2pEZB7/o5LSsDU1KtS+QzV7LgbGAdoh9biUDL5sU4n5b9VkeOuKL1WmSPUc/l5WXljdhBCNgH5AA6AX8Npj5bbA20AtRVHqAtOLo6egYx5GIdHp0NGTWLZ+D2VdKuF9/AAAPhdOU7FKVZau38usZev4felckpP0u0Dpknm8NgYqQd2KNgxY5EnfBScY+WZNXJ3MUWf//vvRu7w+5SDJaRl80bXgGHhR0LUtntT73L93D527dCuWZv4K6L8vnpfek/zdu2cXXbrm+puRmcn169dYsmwly1f9wqoVy/Dzu6+fts59r9+cIFNDFQ3KWfLNLl9GbL+BsYGg+WM9Tb3QKVe4//v27OaNx/Z3+9c7snXnXn5c9BPLf1pc9Dq8JCh6HgsDh3zJij+3sWDVOhLi49i8/rfiiBbU1LH9B336JavWb2PRz1rNTetyNVu0bc+q9duYOGsBa39eVjT5Ip7vW3+ej2vNerjWrFcknWfl1P0YhmzwYeq+W3zYpPxz1XqR+1/3JtZ97tcuY0GHavb8cTYQAJVKUMXelL03Ihi57Tqp6Vm8U6/4WXNJ0XmRc4paA/8oipIMIITY8Vh5PJAK/CKE2A3s0rUSIcQQYAjAtzMW0uu9/+WUHdixkaN7tb1616o1iY7I7R1HR4ZjY+tQaOVUajXN23Zk16Y/8ejcg+MHdtLj3YEIIXAuVwEH57IEP/DHrXrBCauPExKTQjlb05zvZWxMCI1NyWcTHJNCdGIoyWmZJKdl4n0rgloVrDlzK5LgmBQu3o8GYOf5QL7sWvQJfxs3rGPb1s0A1KxVm7Cw3Al/4WGhODjo3haxsTFcv+rD3AUF5/wUhQsHt3P56B4AyrhWIz5Pli4hOhILa/2HpPRhw/p1bN2snTdTq3YdwkJz/Q0LC8XB0VHncrGxMVy9coUFi5fm/Obk5IyNjQ2mpqaYmprSsHFjbvnepFKlyk+tR0xyBramub1jWxNDvYfAajqbE5GURsJDbdr8QmA8bvamePs/fU7R33+t458t2nlTWv9zJ7iGP8X/a1d9+HGR7gn1jRq/xqTAAGJiYrCxsdFp87Kxa+sG9u/aCoB79VpEhuceC1ERYdjaFTz2be21vxkaGdGha0/+2fBHkTR3btnA/p3ZmjVqEZFHMzI8DDv7J2t27NqTLTo069RvxPzgB8TFxmBlXfj2P7l3K2cOa5vMClWqE5vnfIuLjsDSVvf5dmDjbyTGxzLw02L1QQFtZsjBLDczYm9mRFRS4UP/V0MSKGNpjKXGgPjUkhs2K439D9rMkH0e/+3MjPJljR9R0daEz1tXZOq+2znnelRSGlFJadyO0E6s9r4fkzMh+2XgJR7tKnFedBar0C6zoigZQBNgC/AWsK8Qu1WKojRWFKVx3oAItENes5avZ9by9TRu4YHnod0oisLtG1cwMTXHxs7+8XURGvQg5/PF056UraAdxrJzcObq5XMAxMVEERLoj2OZcno5eel+NK5O5rjYm2GoVvF2Exf2Xw7OZ7PvchBNq9qjVglMjNQ0dLXjdkg84fGpBEcnU8XJAoA2NZy4FRyvS+aJvNtvAOs3/sP6jf/g0e51du/cjqIoXPG5jLm5BfYOui+Shw/sp1UbD4yNjXWW60ujjj0ZPHMlg2eupGqjllz1OoSiKATduY6xqRnmNiUbFPV7bwAbt25n49bttHu9Azt3bENRFHz+1frrUIi/B/bvo03b/P62a/86Fy+cJyMjg5SUFK74+FDZVb/Jn/ejk3G0MMbezBC1StDExYpLQfrtv+ikdKrYmWKk1rZANZ3M803QfhJ9+w9gw+ZtbNi8DY/2r7Nrx3a9/D90YD+tH/M/IMA/p4d94/o10tPTsbZ+hoxVKdG9Vz+WrN7IktUbad66HUf270JRFG5e88HUzDznApiXR/NMFEXhtOdRKlZ2K5Lmm+/046ffN/LT71rNw/uyNa/6YGb+dE1vz6NUytYMDgzI2f53fG+QkZ6OpdWTt3/LLr0YOW81I+etplaT1pw/th9FUfC/dQ2NqRmWNvYFljlzaBe+l8/y/teT9J4a8CRuhSdS1lqDk4UxBipBWzfbnEnVjyhjmXucVbE3xUClKtGACEpn/wPcjkiijKUGR3MjDFSCVq62nH2sQ2NvZsS416uw4Nj9fOd2bEoGkUlplLXSbp+65Sx5kGeCtuTF8SIzRSeA34UQs7N13wRybokQQpgDpoqi7BFCnAbuFEesfpOWXD53khH/extjYw2fjvo+p+yH775iyIjvsLKxY8W8yaQkaydUu7i689EX4wDoNWAwK+ZNYeyn/VAUhf6DP39qw/SIzCyFcesu8veINqhVgvVe9/ENjmdgW+2Fdc3xu9wOSeDolVCOTelElgLrTtzjZvbF89v1l1g+pClGahX+kUl8ufpscTYFLVu35aTXCd7u3hmNRsP3U3Nvhf5q+BC+mzQ9J5NwYP8eBn70SbH0HqdK/Sbc/fcMK0YNxNDImG5Dcu8u+3vut3T9eCQWNvac2/8PZ3ZtJDEuml/HD6FKvSZ0/WRUkfVat2mL14njdO/SEY3GhKnTc/0dPvQTJk2djqOjdr7Z/r17+Ghwfn9dq1ShZavW9Hm7B0Klotc7vXF3r6qXdpYC6y4EM6ptZVQq8LwXQ3D8Qzyq2AJw7G40lhoDJnVyw8RQhaJAx2r2TNhzi3vRKZx/EMfkzm5kZkFAbArH70YX2f9WrdvideIEPbt2QqPRMDmP/18MG8L3U6bhkOP/bgYNHpJv+SMHD7Br53YMDAwwNjZm9twFJfZE2zWzBtG6kTv21ubc2TeNaSv2sGabd4msWxeNm7XmvLcXn/R/M/uW7Ck5ZZPGDOfLsZOws3dk3rRviYuNQUHB1a0aw0d998yarzVvzTlvLwb3fRNjjYYR3+Zqfj96OF+N02rOmarVRFFwda/G56O1miePHebwvp0YGBhgZKxh3JQ5Rdr+NRo24+ZFb2Z/3h9DY2P6fjY+p+yXGWPoM2wsVrb2bFn1IzYOTiyZMAyA2k3b0KnPIOJjolg0dgipKUkIocJz92bGLPwDjanZE3WzFFju6cf07tVQC8GBmxEExKTQtaa2bdlzPZxWrra8Xs2ejCyFtIwsZh+8nbP82A5VqFvWEkuNAWs/aMDac4EcuFm8SdEvcv9nKfDzqQAmdamKWsChW1E8iE2lc3VtELb/ZgR9G5bBQmPA0JbazndmlsLo7TcA7bIjPVwxUAvC4h+y+IRfsXwvSV7midEljdA15vrcxISYAHwI+AOBwHWgNtqhspPAdkCDdgLEPEVR1jxpfRf84l9c5XXQZZrOZNYL487S3qWmvfVKYKlpA/Rr4FKq+sM2l8xzVJ6Vn3rVLlV9+6ZflKq+z765papfAomVYnE9tOjZ45JkmZdfqWkv7lW31LQBxuy8Vqr6ANs+bvxCo5SJ+26X+LV22hvuL2Wk9UKfU6QoygzgSbeyFO/2B4lEIpFIJCXKK5Qo+u8+0VoikUgkEknxke8+k0gkEolEInnFkJkiiUQikUgkhfIqTbSWmSKJRCKRSCQSZKZIIpFIJBLJE3iFEkUyUySRSCQSiaRwVKLk//RBCPFG9vtS7wghxukoF0KIxdnlPkKIhsX2tbgrkEgkEolEIilJhBBqYCnQBagJ9BdC1HzMrAvgnv03BFheXF0ZFEkkEolEIikU8Rz+6UET4I6iKPcURUkDNgA9H7PpCfyhaDkNWAshyhTHVxkUSSQSiUQiedkoBzzI8z0w+7ei2hQJOdFaIpFIJBJJoTyPhzcKIYagHfJ6xCpFUVblNdGx2OOvG9HHpkj8vw6K3pp7tFT1/xnXsVT1a4zYXmraI/vVKzVtALcvt5Wq/sJPm5aqfsuZR0pVv7TfPVb3jTGlqo+5banKu3m0LlX9jZ+1KDXttxZ7lpo2wF9DS8/30uJ5BEXZAdCqJ5gEAhXyfC8PBD+DTZGQw2cSiUQikUheNs4B7kKIykIII6AfsOMxmx3Ah9l3oTUD4hRFCSmO6P/rTJFEIpFIJJLniyiFBxUpipIhhPgc2A+ogdWKolwTQgzNLl8B7AG6AneAZOB/xdWVQZFEIpFIJJKXDkVR9qANfPL+tiLPZwUYXpKaMiiSSCQSiURSKM9jTtHLipxTJJFIJBKJRILMFEkkEolEInkCr9K7z2RQJJFIJBKJpFBUr1BUJIfPJBKJRCKRSJCZIolEIpFIJE9ATrSWSCQSiUQiecV4JTJFHjUdmdy7DmoV/HUygGUHbxewaeZux+TedTBQC2IS0+iz8GSxNBVFYf2q+Vw5742RsTGDv55IRbfqBexWL5qB3+0bgIJTWRcGj5iIxsSUkAd+rF44Hf+7vvT6cChv9Bqgt7ZHTUemvlsXlRD8ddKfpQduFbBp7m7PlD51MFCriE5Mo/cCT8ramLBoYCMcLDVkKQrrvPz49ehdvf099fcKHlw5h4GRMR6DRmFf0a2AXXxkKIdXzeZhcgL2Lm60+2g0agNDbp85wr/7NgFgaGxCqwGfY1fBlYz0NHbOHUNmRjpKZiaVG7WicY8Pnur/lD51UAvBX6f8WXqg4P5u7m6fu7+T0ui9wAuAee83oEMdZyITHtJh+rO9SkNRFHb/tgTfS6cxNNbwzmfjKOdatYCd976tnNq9meiwYL79ZRtmltYAeO7YwGXPgwBkZWUSERjAt79uw9TcUi/9Fm62fPNGVVQqwT8Xg/nNy1+nXa2yFvzx8WuM3XyVQ9fDqWhnypw+tXPKy9mYsPzoPdadfqBzeX1QFIVVi+dw/rQXxsYavh4/FbdqNQrYLZg5kauXL2Bqbg7AiPFTcXUveL4UlxWTBtClTW0iohNo3Gdmia8foGMTN+Z91RW1SvD7rovMW5f/tRTW5hpWjn+LyuVsefgwg09nb+P6/XDKO1ryy4R3cLI1J0tRWL3jPEs3ny6yfks3O8Z2q4ZaCLZeCOJXTz+ddrXKWbJuSBPGbPTh4LVwAAY0q8A7jcsjBGw5H8Sf3gFF0lYUhV+WzOXCaS+MNRq+HDeFKlUL7u9HrFr0A0f27mDDPm17+8+GNRw/uBeArMxMAgPus2bbYSwsrYpUj0e0crdjXLfqqFWCLecD+eWEX77y1yrbsOT9+gTFpABw6Fo4y4/eeyYt0Pr/29K5XDx7EmNjDcO/mYyre+H+/7pkDkf37+DPXdr2x/PwHrZtWAOAxsSUT74aT6UqBduOF80rNKXo5Q2KhBAewGhFUboXZz0qAdPfrct7S04REpvCrm/acvBKKLdDE3JsLE0MmNG3Hh8s9SY4JgU7c6Ni1h6unPcmLPgBs1Zt4p7vNf5YNoeJ81cXsOv/ydeYmJoBsOHnhRzetZlufT7EzMKS9z4dycXTx4ukqxIwo189+i8+SUhMCnvGteOAT8hj/hoys389Biw5pfXXQutvRmYWU7Zc4eqDOMyMDdg3vh0nboTnW7YwHlw9R3xYMH2n/0r4/Zt4rvuJt79dWMDu7JbV1OnwFm5NPPD8cwm+Xvup6dEdC3tn3hw9B2MzCwKunOPE2sW8/e1C1AaGdB85G0ONCVkZGWyfM5oKtRs/0f/pfevx3uKThMSmsHusBwd8Ht/fhszoV5f3fyq4vzedDuD34/dYOLCRXttbF7cunSEyNJCRi9fx4PZ1dvyygGEzlxewq1itDtUbNueXKV/n+711j3607tEPgBvnT3Fq9ya9AyKVgPFdqzF07SXC4h+y7pPXOO4byb2IpAJ2X3V0w/tuVM5v/lHJ9F1xNqf8wKhWHLkRUSTfH+f8aS+CAwNYtX4HvtevsGz+DOav/FOn7f8+G0GIvcYSAAAgAElEQVQrj+f7PsG1O0+z4u/j/DLtw+eyfpVKsHBkd7qNWENQRDxeP3/KrpM3uemXux2/+bAN/94Ope+EDVR1sWfhyO50/fp3MjKzGLd0H5dvhWBuYsSpX4dy+PzdfMs+VV/AhDerM+T3i4TGp7JhaFOO3ozQuf9HdHLn1J3c/e/maMY7jcvz3sozpGcqrPiwASd8IwmITtZb/8KZk4QEBrB83XZuXb/CigWzmLv8D522d25eJykxf9vydr+BvN1vIABnTx1n56Z1zxwQabdFDT757QJh8an8PawZR29EcPexbXHBL5bhay89k8bjXDp7kpCgByxZs43bN67y86JZzPpJt/93fa+TlJTff0fnckyZ/zPmFpZcOnuSlQumF7r8i0Sl872r/01e+PBZ9jtKXphu/Uo2+EUkERCVTHqmwo4LQXSq65zP5q3G5dl3OZjg7N5CVGJasXUvnTlBi/ZdEUJQpXptkpP+j73zDo+q+BrwO5u26b1AIEBIgNB7r4J0RBEURAEbgihFRbCCIFakqjQbVXrvHQKEEmooCTWU9N4TyOZ+f2yyyWY3sKHF38e8z8ND9s65c+bcuTP3zJmZe9NJTow3kCtwiBRF4e7dHJ1H7uDkQpVqNTEzK53f2qCyi9beeK29G4Lv0KVeOT2Zl5pUYFtRe9O09sam5nD+dgoAGTm5XIlOw8tJbZLe8DNH8W/RESEEnr4B3M1KJzM5UU9GURQiQs/i20j7MctqLToRfiYIAK+qNbGytQfA07cGGcnaayWEwEJtDUCeJpc8TS7iPg1UW9/puvrecPIOnesVq+8mFdh2JspofR+7mkByxj2TbC6JS8GHadC2C0IIfKrVIjsjndSkBAO58lX8cfYoZySHQs4d3kPdVh1N1l3b24HbiVlEJGWTq1HYcT6G9tXdDOQGNKvInotxJGYYv9eb+bpwJzGLqJRsk3Ub49ih/TzXpSdCCGrUqktGehqJ8Y/maD0Kh09dIzHF9Id8aWkSUIFrEYmERyVxL1fDqj0h9GytH/GqUdmD/Se10YjLt+Kp5OWEh7Mt0QnpnLms/WxTetZdQsPjKO9mmjNcQJ0KjtxKyOROUha5GoVtIdF0CHA3kHutuQ+7L8SQWOTe93W35dztFLLv5aHJUwgOT6JjTcNz78fxw/tpn1/f1QvqO8GwvjUaDf/MncHgYaNKzCtwzw7adOxaKv1FqVPBkduJ2mtxT6Ow9Vw0HQI8Hjo/Uzhx5ADtnu+BEIJqNeuQkZ5OUgn2L54/gzfeHal3vHqtetjZa+vcP6AOCXGxT7S8EkOeinMihKgshLgkhPgdOAX8KYQIFkJcEEJ8U0SuqxAiVAhxCOjzOHR7Oal1Dz+AqOQsgwd9FQ87HG0sWTmqFVvGtePlphWLZ1NqkhLicHErbIAurh5GGwfAnzMmM+aN7kTfuUnHnq88kl4De5MM7fX11Nq7akxrtn3Wnr7NDO2t4GJD7YqOnA5PMklvZnICds6FD19bZzedY1NATnoqVja2qMzMisgYOguhh3foRYPy8jSsmTSCRZ8MoELNBnj4ljytUs7Jmqgi9kcnZVPO0VpPxtfDDkcbC1aNbs3W8e152Yj9j0JqYhyOboUPEwdXd1ITS+8I3M3J5sqZ49Rq3tbkczwc1ESnFjoyMak5eDhY6cvYW9Ghhjurgu+UmE+X2p5sOx9T6jIXJyE+FjePQqfU1d2ThHjjHf3iBb/ywZB+LJj9M/fuPvrApCwo727PndgU3e+IuFS8izk2IVej6d2uJgCNA7zx8XTE211fxsfLifrVynHiYsl1ZAwPByuiU3J0v2NScvC0N6z/jgEerDyhn/eV2AwaVXbC0doCtYWKNv5ueDmaNigqIDEuFjd3T91vV3cPEuMM7/2t61bQtFVbXFyNO1052VmcPn6EFm1NHxAUx9NBrefUx6Rm4+loZSBX38eRtR+0YO7ghlT1sH1ofQCJ8bG4FrffyCBg+4YVNG7RDucS7AfYu209DZq2fKTyPC6EePz//qs8zUhRdWCRoigNgI8VRWkM1AXaCSHqCiHUwAKgF9AG8Co5K9MxFlVQFP3f5maCOj6ODJ5zlNd/DWJUt2pUecTGYaCEkj+q9/bor5i2cDPlKlbmeODuR1JrTEXxopipBHV9nBj0WxCvzTrC6O418PWw06XbWJmx4L2mTFgVQnp2rkl6FSP2Fi+MghGZYvUTGXqWsEM7adbnLd0xlcqMl7/+jYE/Lib2xmUSI8JNKlOhXn3MC+z/PYiBs48wulv1R6/vovqMXorS9wKhJ4/gU722yVNnUPxqGi/P2K7+zNx9lTxj1YG2PbSr7qZbZ/IoGLsvjF2LwUNHMnfJeqbPX0paagqrl/39yLrLAqP9TbE7cOqSQJzs1Rz9azjDX27G2SvR5GrydOm21pb8+21/xs7aRlpmTvHsHqDfkOI1MK57dabvvGJQ/zfiMvgrMJz5Qxoyd1BDwqLT0ZR0k5SAUelihUqMj+PI/t30eKl/ifmcOHKQGrXrPfTUmTG9YNgWLkam8vzPgfT5NYilQbeYPbD+w+vDtH4wMT6OoAO76fbSqyXmc/7MCfZu38Dr74wsUUbyZHiaa4puKopSsGrwFSHE0Hz95YCaaB20G4qiXAEQQiwBhhbPJP+8oQBO7YZjV6vLfZVGJWdR3rkwUlDOyZqYYlMCUUnZJKbHknVXQ9ZdDceuJlDT25EbsRnFs7svezav5uCODQBU8Q8gsciIODEhFicXw2mMAlRmZjRt04lta5fS5vmHX0YVlZStb69zSfbG6Ow9eiWemhUcuB6bjrlKsGBoM9Ydv8O2M5H31XVh3yZCA7cD4F65GulJhZGhjKR4bB1d9eTVdo7kZGaQp9GgMjPTyji56NIT7tzgwKIZdBs1GbURR8DKxo7y1ety+0IwYHzxYVRyFuWK2O/lrCY6JctAJjHj7iPXd1GObl/HiT2bAahQtQYpRUaHqQlx2DuXXPclce7wXuq1Lt1IOSY1Gy+HwtG9p4MVcWn6D9aa5R34sa92QbWTjQWt/d3Q5OWxL1Rbf639XAmNSitxau1BbF67nB2b1wLgX6MW8bHRurSEuBij0QGX/MiahaUlnbr3Zt3ysl9H8TBExKVSwaPwQe7t7kBkvP66kbTMHN77fr3ud+jKMYRHJQNgbqbi32/7s2LXOTYcvFRq/TGpOXgViYZ4OloRW7z+vR346ZU6ADjbWNC6mhuaPIW9l+JYdyqSdae07X5kJz9iUh88fbp13Qp2bl4H5Nd3XGGEMSEuVle3BVy/EkpUxG2GDewNQE5ONsNee4G5yzbqZAL37nykqTOAmJRsyjkWbQtqYlP1r0VGjqZQ5+V4vnohACcbC5IzTZ9C375hJbu3au33q1aThOL2u+q3/RtXQ4mOvMOHg14EtBHhDwb15tdF2mfHzetXmPvLZD7/fjb2jk4ml+NJIrfkPxkyAIQQVYBPgI6KotQFtgAFd+4DhyWKosxXFKWxoiiNH+QQAZy9mUxlD1squtpgYSZ4oZE3u0Ki9WR2nouiqZ8rZiqB2sKMBpWduWrC4uLidOzZl29mL+ab2Ytp0KIdR/ZuRVEUroWex8bGzsApUhSFmMjbur/PHD9EuQqVSq23KGduJlHFw05nb+/GFdh5LkpPZse5KJoVtbeKi24h8i9vNORqdBrz91x9oK5aHXrx8te/8fLXv1G5fguuBO3R2nT9EpbWttgUcXhAGyEoX70u109qd+NcDtpNpfotAEhPiGXXnMl0eHssTp4VdOdkpSWTk5kOQO7dHCIuncbJq+TprrM3k/Xtb1SBXef063vHuSiaVi20v/5D1ndRmnd9iQ9//pMPf/6TgKatOX1wB4qicOvyBaxsbHFwdn1wJkXIzkwn/OJZAhq3KtV5FyLT8HG1obyTGnMzQZfanhwI05/G7DHzCN1naP/tvhjLd1vCdA4RQNc6XmwPefips559+jP7r5XM/mslLdp0YO+OzSiKQuiFc9jY2hk8JAHdFIOiKBwN3EelKoY7F/8XCA6NwK+CC5XKOWFhbka/jnXYcihUT8bRTo2FuXYK+c1ejTh09qYuIjR3/IuEhccxa8WRh9J/PiKVSq42eOfXf7c6XuwP1Z++6TbtEF3z/+26EMuUzZd0C+pdbC0A8HJU06mmB9uKtR1jdH/pVWb8uZwZfy6nWev27M+v77AL57C1tTNwghu3aMM/63axYMUWFqzYgpWVWs8hykhP48LZkzRr1f6hrkHRa+HjaoO3szUWZoLudb3YF6of/XQrssmiTgUHVIJSOUQAXXu/wtR5/zJ13r80adWeA7u2oCgKly+GYGNrZzBF1qh5G/5YtZPfl27m96WbsbRS6xyiuJgofp74CR+On0z5R3wWPE5UQjz2f/9VymL3mQNaBylFCOEJdAP2A6FAFSFEVUVRrgEDHocyTZ7CVyvPsWREC8xUghVBt7gclcbrrSsDsORQOFdj0tl/MZadn3dAURT+PXKTsKhHe0jWbdySc8FHGP9uXyyt1Lw1+ktd2vQJYxgy8nMcnV35c/oksjIzQVGoWMWPN0aMAyAlKYFJo4eQlZmBUKnYtWE5385ZrluYfT97v1x+lmUftkKlghVHbnI5Ko032mjtXRwYztXoNPZdjGX3l8+Rp8C/h8MJi0yjSVVX+jb34eKdFHZ+3gGAHzZcZO+FBz8gK9Zpwq3zJ1j+xVuYW6ppP2SMLm3brK9oO2g0tk6uNHv5LfYs+IHgDYtwrViVGq06A3ByyzKyM9I4vPQ3AISZGX2+mEVmShL7/56KkpeHoij4Nm5DpbrN4NK5Eu3/asU5ln7QEpVKsCJIa//r+fYvCQznanQ6+y/GsOuLDvn2F9b3r282pkU1N1zsLDkxpQu/bAll+RHjW9pLonqD5lw+dYxpIwdiYWlFn/fH6dIWfj+Ol94bi4OLG0e2riFw47+kJycye+zbVGvQjD7DPgXg4vFA/Oo1xlJtXZKaEu3/YWsYc95ogErAhtNRXIvLoG9jbwBWB0fc93y1hYrmvi58u6n0UQpjNG7ehuCgQ7w7oFf+lnzdEkImjB3ByHETcHXzYOrkz0lJTkJBwdevOiM+/vI+uT48C78fQptG/rg52XF1+2Qmz93KwvVBjy1/jSaPMdO3sOmXQZipVCzccopL4XG801u7Ru6PDcHUqOTOH1/0QZOXR2h4HMN+0EaNWtbxYWDX+oRci+boX8MBmDB/NzuOGr5SokT9eQrfbQ5j7uCGmOW/kuFabAb9mmgHGqtO3H+N0rT+9XCysSA3T2HK5lBSTZw+L6BR89acPHaIYQN7Y2WlZuS4ibq0SeM+5IOxXxt1iotyNHAf9Rs3R21dunu/OJo8hSmbQpk/pCEqIVh3KoJrsRm80lR7LVYev0Pn2p682rQimjyF7HsaPllhvF8xlYbNWnP6+GE+HNQbSys1I8ZO1KV99/lIhn301X3tX71kAempKSyY9QMAZmZm/Pi78d2akieDMDoH+riVCFEZ2KwoSu383/8AzYDrQA6wUVGUf4QQXYEZQDxwCKh9vy35FUdsePKFvw/LR5u+APZJ8Mq0/WWm+6P+9cpMN8D0R+y8HpUZ7zUrU/3frrtYpvpXDS/bBaB1u44tU/3YuTxY5gni175Nmepf+X7Z1X/fXx/tHXKPyr/Dyn7xc92Kdk811LLg2M3H/qx9t1ml/2S46KlEihRFCQdqF/k9pAS57cDjf2ObRCKRSCQSyQP4z768USKRSCQSSdnzX14D9LiR3z6TSCQSiUQiQUaKJBKJRCKR3IdnKFAknSKJRCKRSCQl8yxNKT1LtkokEolEIpGUiIwUSSQSiUQiKZGH+UzR/yoyUiSRSCQSiUSCjBRJJBKJRCK5D89OnEg6RRKJRCKRSO6DfE+RRCKRSCQSyTPG/3SkyNyybIuveQrfjbsf6SnpZabbwqxsRw53c+6WqX57i7K99+7d05SpflVZD6fK+NtjpCeWqXozszKugDLs+nJyyvbeV1uW9c3/9Hl24kQyUiSRSCQSiUQC/I9HiiQSiUQikTxZnqElRdIpkkgkEolEUjLyPUUSiUQikUgkzxgyUiSRSCQSiaREnqXoybNkq0QikUgkEkmJyEiRRCKRSCSSEpFriiQSiUQikUieMWSkSCKRSCQSSYk8O3Ei6RRJJBKJRCK5D8/S9Nn/W6eobQ13JrxUE5UQrDh2m7l7rumlN6vqwvy3G3MnMROA7eeimb3zKr7utswe3EAnV9HVhunbLvP3wfBS6VcUheXzpxNy8giWVmreHPUVlfyqG8gtmDqBm1dDMTMzp0q1AF4fMR5zc3My0lP5Z+YU4qIjsLCwZMioL/CuVNUk3R3rlufHQY0xUwkW7bvK9E0X9NJH9qxJv5ZVADA3U1Hd24Gq763CxsqcucNb4elkTZ6i8M/eK8zdHmqyvYH/zuFmyAksLK3o+NbHuFfyN5BLjYtmx7zvyclIw72SH53eGYuZuYUuPeZGGGumjKHzsM/wa9xGdzwvT8OqSSOxdXal56hJ9y1Lh9peTBlQHzMhWBJ4g9nbDG1oWd2db/vXx9xMRWJ6Di/+tB8AB2sLpg9pTA1vRxQFRv9zguBrCSZdg6LXYs2fM7l4MghLKzUDP/ycilUN637h9G+4nV/3Pv4B9B/+KWbmhU3y5pVLTBv/HkM+/oYGLTuUqgwFtPZ3ZXyPGpipBGuC7/BHsfu4SRVnZr9en4ikLAB2X4hlzr7rD6WrAEVRmDfzJ04EHcJKreajzyfhVz3AQG7alK8IOXMSW1s7AMZ8MYmq/jUICtzH4j9+RyUEKjNz3hs5llr1GhicXxLPN/Vj6qjumKkE/2w+xdSlgXrpTnZq5n32IlW8XcjJyeW9H9Zz8UYsFTwc+OOLl/F0sSNPUfhrYzC/rT76SNeiOHMnDKRb29rEJabRuN93jzXvAlr6ufBp12qoVIJ1pyL5+9BNo3K1ytuz6J0mjFt9nt0XY6nkasNP/Wrr0r2drZmz7zpLj942WbeiKPwx+2dOHtPW/chx31C1mmHdFzB/1o/s3baR5dsO646FnAnmz1+nosnNxcHRiSkz/zBZf9vqbnzZOwAzlWDlsTvMK3YvN6vqwtwhDbmdqL3fd56P4dddV3XpKgHrR7ciOiWboX+dNFmvMRRFYf6snzh59DBWVmpGffaN0XYw/buvOX/mJLZ22nYw+rNJ+Pob9heSp8NTcYqEEE7Aa4qi/P409KkETHq5Fm/MPUZ0cjYbxrRm9/kYrsbofyvsxPVE3vkjWO/Y9bgMekw9pMvn6MSO7AyJKXUZzp8MIjbyNlPmreJ62AWWzvmJz3/500CuefsuvPPxREDrIB3auZH23fuwdeVCKvpWY8QXPxJ1O5xlc6fy8ZRfTbBd8MubTXnx+91EJGSy79tubD11h7CIFJ3MrM0XmbX5IgBdG1ZgRLcAkjLuYmlhxpdLT3I2PBE7tTkHpvRgX0iU3rklcTPkBCkxkbz+3V/EXA9l/+Jf6fflTAO5I6v/pP7zL+HfrD37F83iUuAOanfoCWgdn6DVf1GxdiOD887tWo9z+Yrczcp8oP0/DmxIv18OEJmUxc6vOrHjTCSXo1J1Mg7WFvz4ekP6Tw8kIjETN3srXdqUAQ3Yez6at+cEYWGmwtrS7IG2F+fiqaPERd7mq9+XE375AivnTeXjnxYYyDVu25lBo78GYOG0iRzZvYk2XV/SXguNho2L5hBQv2mp9RegEvBFrwDe/fskManZrBjenH2X4rgWl6EndzI8mRGLTz+0nuIEHz1ExO1b/LF8I2EXQvh16hRmLFhiVPbt98fQusPzesfqN2pG89btEUJw4+plvv/6U+YvW2+SbpVKMOOjnvQYs5CIuFQOLXiPzYdDCQ2P08l8OqgtZ69E8+oXy6nm48aMj3rSffQ/5GryGP/bds5cjsLO2pIjfw5jT/A1vXMflcWbjjJ3xQH+mDzoseVZFJWAz7pXZ9ji08Sk5rD03SYcCIvnerE6VwkY9bwfQUUc/psJmbw697gufefHrdl7qXS2nzx2mKiIW8xZsoHLl0KYO/17fp6zyKjs1bCLZKSn6R1LT09j3ozvmfDjr7h7liM5yfRvzKkETHypFoPnHyc6JZu1o1qy52KsYb9/I6lEh2dIm8pcjUnHTv3oj8aTRw8ReecW85ZtIOxiCHOmfccv8xYblX3r/dG0av+80bT/As/S4uOnZasT8P5T0kU9HyduxmdyOyGLexqFTacjeb62Z6nzaVXNjZsJmbpRdGk4c/QgzZ/rhhCCqjVqk5mRTnJivIFcncYtEUIghKCKfwBJ8bEARN0OJ6BuYwDKVaxMQmw0qSZ0EI38XLkek0Z4bDr3NHmsDbpJj0YVS5Tv26Iyq4/cACAmOYuz4Vod6dm5hEWkUN7ZxiR7b5wJonrLjggh8KoawN3MdDKS9SMsiqIQEXqWqvkRoBotO3H99BFdesiejVRt1Aobe0e989IT4wg/d4Kabbo+sBwNfV24EZvOzfgM7mnyWHf8Fl0blNeTebm5D1tORRCRHyWMT8sBwE5tTvNqbiwN1F6Pe5o8UrPumWR/UUKOB9K0Q1dtnVavTVZGOilG6r5Woxa6uq/kX5OU/LoHOLB1DfVatMPO0bnU+guoU8GR24mZ3EnStoOt56LpEODx0PmZytHA/XTs2hMhBDVq1yUjPY3EeNMfrtY2NrpwfXZ2VqlC900CKnAtIpHwqCTu5WpYtSeEnq1r6MnUqOzB/pPaCMLlW/FU8nLCw9mW6IR0zlyOAiA96y6h4XGUd3MwWbcpHD51jcSU+zv2j0JtbwduJ2YRkZRNrkZhx/kY2ld3M5Ab0Kwiey7GkZhh/MPKzXxduJOYRVRKdqn0Hz+8n/adtXVfvWZdMjLSSEwwrHuNRsM/c2cw+L1RescP7t5GizbP4e5ZDgAnZ9M//FvPx4mbCRncTtTe71vORNGplun3u5ejmvYB7qw8bnpk7H4cPXSA57rkt4NapW8HkpIRQrgIIXYJIa7k/2/QUQohKgoh9gkhLgkhLgghRhnLqzhPyyn6AagqhDgjhJguhNgjhDglhAgRQvQGEEI0EUKcE0KohRC2+UbUfkC+RvFyUhOVXOjIRKdk4+WoNpBrWNmZrZ+04e+hTfD3sjNI79mgPJtORT5MEUhKiMPFrdARc3Z1J9lI51BAbm4uR/dtp1aj5gBUqOLHqaD9ANy4fIGE2GiSEmJLPL+A8s42RCQUjgojEjMo52JtVNba0oxO9cqz8fgtgzQfN1vqVnYh+Jrhw9wYGUkJ2Lm4637bOrsbOEXZ6alY2tiiMtNGX2xd3MlI0sqkJ8Vz/dQRarXvYZD3oeXzaNnvbZMejl5O1jpnByAqKYtyTvr2+3ra42Rjybqx7dn1VSdeaVEJgMrudiSk5TDrrSbsmfA80wY3xuYhIkUpCfE4uRZ2xk6uHkadogI0ubmcOLCDgIbauk9OiOPc0YO07vJiqXUXxdNBrfdQi0nNxtPRykCuvo8jaz9owdzBDanqYftIOgHi42Nx9/DS/Xbz8CQ+3vi9u3D+r7w/uB/zZ/3MvbuFD+gjB/Yy9LUXmTD2Q0Z/NtFk3eXd7bkTWxjZjIhLxbuYYxNyNZre7WoC0DjAGx9PR7zd9WV8vJyoX60cJy7eMVn3fwEPBzXRqUXrPAcPB/0697C3okMNd1YFl2xbl9qebDtf+gh5Ynwsbh6F/Z6rm4dRR2DruhU0bdkWF1d3veORd26SnpbKF6Pf5aOhr7Fvx2aTdXs6qolKLrQ9OjkbTyP9foNKTmz6qBV/vtMYf8/Cfv/L3gH8uDkMRTFZ5X1JiI/FrUg7cHX3JKGEdrB4wW98OOQVFsyeqtcO/isUDN4e579HZDywR1EUf2BP/u/i5AIfK4oSADQHRgghaj4o46flFI0HrimKUh8YC7ykKEpDoAPwixBCKIpyAtgIfAv8BCxRFOX8wygzdrmL3+cX7qTSetJeuk8NZGFgOPPeaqyXbmEm6FTLk61noh6mCMbLdZ8bYdmcn/GvXZ9qteoD0K3vIDLT0/hm5CD2blpNRd9qOmfi/joMj5XUyLs1rMDRy3EkFRst2lqZs3hMOz5bfII0UyMlRpUUL4wRmfwCH/p3Li36voVKpW9j+NljWNs74VHZcH2SMYzaX+y3uUpQt5IzA2cG8ur0g3zUqya+nnaY5R//Z981On6zi8y7uXzYveT1ECWhGLWzZPmV836has16VK1ZD4C1f87khUHDTKrv+2LCvXAxMpXnfw6kz69BLA26xeyB9R9NpzElgDBSmCHvjWT+svXMXLCUtNQUVi39W5fWst1zzF+2nq++n87iBabPuhvTU7w+pi4JxMlezdG/hjP85WacvRJNriZPl25rbcm/3/Zn7KxtpGXmmKz7v4DRvq9YdYzt6s/M3VfJK6FfMDcTtKvuxq4LDx6EPUiXMRLj4zhyYDc9+vQ3SMvTaLh2+RJffT+LiT//xsrFC4i4bXxNVHGM265foAt3Umk3ZT+9ph1m0aGbzBnSEIAOAe4kpOdwISLVSC4PibF2YKSDGjz0Q+YsWce0+UtIT01h9bK/DWTKGvEE/j0ivYGF+X8vBAxGkIqiRCmKcir/7zTgEuD9oIzLYqG1AL4TQrQF8tAW0hOIBiYBJ4BsYKTRk4UYCgwFcO34AfZ1DKdUopKz9aIDXo5qYoqFgdNzcnV/778Ux+S+AmdbC5IytE5A+wAPLkSkEJ9uute+b8tqDu7YCEAV/wAS4wtHWkkJcTi6GIaxATb++ydpKckMH/G97pi1jS1vjv4S0Dbsz97pg5tneaPnFyUiMRNv18LRvreLLdElTP/1KTJ1VoC5mWDxmHasPHyDTSfuH0YO2buRCwe3A+BZuRrpiYUjwoykOGyd9EPfajtH7mZmkKfRoDIzIyOxUCb25hV2ztPan5Weys2QE6hUZgFPMXcAACAASURBVMTcCOXG2aPcDDlO7r173MvOZNeCH8H8OaNlikrKwtulcMqvnLM10cn69kcmZZGYHk3mXQ2ZdzUEXY6jVkUnjl2OJzIpi1M3tFOIm4LvMLK7/tRLSRzcuoagXZsA8PELILlIVC85IRZHZ+N1v23FX6SnJvP28Cm6Y7euhbHwl4kApKelcPFkEGZmZtRt1takshQQk5JNuSIjZU8HNbGp+g/5jByN7u/Ay/F89UIATjYWJGeWbtpw05rl7Ni0FgD/gFrExUbr0uJjY3B1czc4xyX/mIWlJc93782a5YZrT+rUb8S0yNukJCfh6PTgqcSIuFQqeBROv3q7OxAZr79uJS0zh/e+L1yjFLpyDOFRyYB248G/3/Znxa5zbDh46YH6/mvEpGbj5VC0zq2IS9Ov85rlHfixrzYI72RjQWt/NzR5eewL1UYzW/u5EhqVVuLUWnG2rlvBzi3rAPCvUYv42MJ+LyE+VlfPBVy/EkpUxG2GDewNQE5ONsMGvsDcpRtxdffE3tEJtbU1amtratZtSPi1y3hXrPTAckSnZFPOqdB2LyfD+71ov38gNI5v+tTE2caCRpWd6VjTk3Y13LEyN8NObc4vA+ry8b/nTLoGBWxZu4Idm9cWuRaF7SAhLsYgMgb67aBT996sNdIOJAZ4KooSBVrnRwhx33lSIURloAFw7EEZl4VTNBBwBxopinJPCBEOFNzJLoAdYJF/LKP4yYqizAfmA1QZs8XouOTc7RQqu9tSwcWamJRsejUoz6gl+gtJ3eytdGtJ6vk4IoTQOUQAvRqUZ2Mpp8469OhLhx59tWU4cZh9m1fTtO3zXA+7gLWNLU5GnKLAHRu5eOooH307G5WqMHCXmZ6GpZUacwsLAnduxL9WfaxtHjy1cepaAlW97KnkbkdkYiZ9WlTinV8PGcg5WFvQOsCTob8f1jv+69AWhEWk8NvWBz8Q6jz3AnWeewHQRnRC9m7Cv2l7Yq6HYmlji62Tq568EALv6nW5FhyIf7P2hB7ZTZX6LQAY9ONCndyeP6dSqV4zfBu2xLdhS1q8/BYAEaFnOb1jDc+/O45jf58wWqbTNxLx9bTDx82WqKQsXmrqw7D5+juItp+J4PuBDTFTCSzNVTT0dWXersvEpmYTmZhJVU97rsWk0TbAk8uRpo0c23Z/mbbdXwbgQvARDm5dQ8PWnQi/fAG1jZ1Rh/jIrk1cOn2cD76ZqVf3E+et0v29ZNYUajVuWWqHCOB8RCo+rjZ4O1sTm5pN97pejF2p38m72VnqHP86FRxQCUrtEAH0erk/vV7WjvyPHznIpjUraNepK2EXQrC1szN4MII2YuDi5o6iKAQF7qNyFT8AIu/copx3RYQQXA27RO69ezg4OplUjuDQCPwquFCpnBORcWn061iHId+s0pNxtFOTmX2Pe7ka3uzViENnb+oiQnPHv0hYeByzVhwxlv1/nguRafi42lDeSU1sWg5danvy+Rr93ac9ZhbaNunFAA5eTtA5RABd63ixvRSbS7q/9CrdX3oVgOCgQLauX0Gb57pw+VIItrZ2Bo5A4xZt+GftLt3v/t1aMXepdjDZtFU75s/8EY0ml9x797hy6Twv9BtoUjnO3U6hklthv9+jfjk+WnpWT8bN3pL4NO39XreiIyohSMq8x9Rtl5m67TKg3aH2drsqpXaIAHr0eZUefbTX4kRQIJvXLqdtx66EXQzBxvbB7eBo4D4qVTFtl/HT5EnsyC8a4Mhnfv7zvSB9N+BlcCJ8UUo9dsAaYLSiKA/s0J+WU5QG2Of/7QjE5jtEHYCiQ4D5wFdAFeBH4IOHUabJU5iw5jyL3muKSiVYdewOV6LTea2lDwDLjtyiez0vBraqhEajkH1Pw8hFhU6T2kJF6+pufLEq5GHUA9oF1CHBR/hiaD8srawYMupLXdrMiR8x+MPPcHJ1Z8nvP+Hq4cX3Y7X3RsMW7eg14G2i7oTz17RJqFQqyvlUYfDIz022/ZN/jrN2fEfMVIIl+68SGpHCWx21009/7bkCQM8mFdkbEkVmkZFT8+ruDGhTlfO3kgj8Tru2Z9LK0+w682DnsFLdptwMOcGSz97C3NKKjm99pEvbNOMrnhs8GltnV1r0e5ud877n6PqFuFesSs02XUyyy1Q0eQrjl55ixZi2mKkEyw7dICwylcHttB3NwgPXuBKVxr6QaPZ/05k8BZYevE5oftj882WnmTO0GZZmKm7GZzDyr+OlLkPNRi24cDKIScNf1W3JL2Du5E8YMGI8ji5urJw7FWd3T6aPfw+Aus3b0e3VNx/DVdCiyVOYsimU+UMaohKCdaciuBabwStNKwCw8vgdOtf25NWmFdHkadvBJytK/yAoTpMWbTgRdIi3X+2FlVrNmM+/0aV9/ckIRo2fgKubBz9N+pyU5CRQFHz9q/PBJ9o2cnj/HvZs34S5uTmWVmrGf/OTyWsQNJo8xkzfwqZfBmGmUrFwyykuhcfxTm/t9PgfG4KpUcmdP77ogyYvj9DwOIb9oI0atazjw8Cu9Qm5Fs3Rv4YDMGH+bnYcvfLI16SAhd8PoU0jf9yc7Li6fTKT525l4fqgx5a/Jk/hh61hzHmjASoBG05HcS0ug76NtbMGq4Mj7nu+2kJFc18Xvt30cFGyRs1bc/LYIYa93hsrKzUjx03UpU0a/yEffPK1UceggIqVfGnYtCWj3n4VlVDRqceLVMp3lh+EJk/hm3UX+fvdJpgJwaoTd7gSk86AFtqNJv8G3aZbXS9ea+FDbp5Czr08Ri0581B2mkLj5q0JDjrE0AEv5G/Jn6hLmzj2Az4c9zWubh78MvkLUpKTUFDw9avO+x+X6pn/P0vRAEcJ6Z1KShNCxAghyuVHicoBRud6hRAWaB2ipYqirDWlXKL4nOuTQgixDKiLdnqsBtpo0BmgFdANaAu8qChKHyGEGXAE+ExRlL0l5VlSpOhpsXB4i7JUT6+JW8pM9+T3W5eZboBvS4gUPS0Wf/xw7w16XHy09PFtoX8YNo5u82ChJ0jtPt8/WOhJkm76VvEnQfXeL5Wp/n+HNi8z3b2mHSwz3QBbx7YrU/0A1TxtnurbFDeFxDz2Z22vOp4PbYMQ4mcgQVGUH4QQ4wEXRVE+LSYj0K43SlQUZbSpeT+16TNFUV57gEg4sChfVgM0e9JlkkgkEolEcn/+gy+0/gFYKYR4G7gF9AMQQpQH/lAUpTvagMsbQIgQoiAk+LmiKFvvl/H/2zdaSyQSiUQi+f+HoigJQEcjxyOB7vl/H+IhNrpJp0gikUgkEkmJGHvVxf9XnqW3d0skEolEIpGUiIwUSSQSiUQiKZH/4JqiJ4Z0iiQSiUQikZSISk6fSSQSiUQikTxbyEiRRCKRSCSSEnmWps9kpEgikUgkEokEGSmSSCQSiURyH2SkSCKRSCQSieQZ4386UlSzRskfFnwa2FqW7eVr0LTsvqbspC5b21/oXLNM9TtaWpSp/trVyvbevxj9wI9NP1H82pftt9fMzMp2PBm2YV3Z6u9Tq8x0V6zoWGa64dl6kWEBz5LN/9NOkUQikUgkkieL6tnxieT0mUQikUgkEgnISJFEIpFIJJL78CxNn8lIkUQikUgkEgkyUiSRSCQSieQ+PEtb8qVTJJFIJBKJpETk9JlEIpFIJBLJM4aMFEkkEolEIikRuSVfIpFIJBKJ5BlDRookEolEIpGUyLO0puj/rVPUqKIjQ1v6oBKCnaFxrDoTpZfe3s+VvvXLAZB9T8NvgeHcSMwC4IXannQJcEcAO0Lj2BASU2r9iqKwaM4vnDl+GEu1mmEfT6CKfw0DufnTJnP98iUUFMp5+zDskwmorW3YtGoxR/ZuA0Cj0RBxO5x5K3Zi5/DgV9w3reTEB+2qYKaCLedjWRYcoZfeyteZt1r4oACaPIVfD9wgJDINADsrM8Z28qOKqzUK8OOuq1yMSi+17TsX/ca1s8exsLSi53ufUq6Kv4HciZ3rObF9LUkxkYyZuwYbe61t5w/vIWjTcgAs1NZ0e3MUnpVM/6RJLS87BjQoh0pA4PUktoXG66V72VvyZtMK+DirWRcSw86wBAA87S15r0VFnZy7nSUbzsey+3JCqe1fOm8aZ4OPYGml5t0xX1HZz7Du/5zxLTeuXkJRwMu7Iu+O+Rq1tQ1H9m1ny+rFAKjV1gwe8Sk+vtVM1l+vvD1DmlZAJQR7rySw4bz+/du6ijMv1PYEIDtXw59H73AzKQsLlWBiN38sVCpUKjgWnsyqs9Glsr3A/g1/zeLS6aNYWlrx6gefUcG3uoHc0hmTuHM9DJWZOT5+AfR97xPMzM2JjbjJit9+4M71y3Qb8A7tew8olf5Wfq6M61EdMyFYezKCPwPDjcrV8nZg6dCmjF15jl0XYgEY2LwiLzeugBCwJjiCJUG3Sm1/Sz8XPu1aDZVKsO5UJH8fumlcf3l7Fr3ThHGrz7P7YiyVXG34qV9tXbq3szVz9l1n6dHbpS5DScydMJBubWsTl5hG437fPbZ8C1AUhY1/zyLs1DEsrKx4ZcRneBu5d49sW8uhLatJiIng6z83YOvgBEBmehqrf/+BhJhIzC0s6ff+OLx8fE3W36Sg7xOw5UIs/xrp+95s4YOi5Pd9B29wPr/v+/fNhmTe1ZCXnzZs+bmHsn/+rJ8IPnoIKys1oz+bhF/1AAO56d99xfkzJ7GxswNgzGeT8PWvwe2bN5jxwwSuXb7EoHc+oM+AwaUuw5NA7j4zASHEaGC+oiiZpTxvCLBTUZTI/N9/ANMURbn4sGUpjkrA8FaV+HJLGPEZd5nepxZHw5O4nZytk4lJy2H8xkuk39XQqKIjH7atwkfrL1LJ2ZouAe58tO4i9zR5TO5enRM3k4lMzSlVGc6cOEJ0xC2m/b2Wq6Hn+Wv2D0ye9Y+B3OvvjcHGVtswFs+bzs6NK3nh1SH06vcGvfq9AcDJowfZtvZfkxwilYBRHXz5ZO0F4tLvMndAXQ5fT+RmvsMHcOp2CoevnwXA182Gid2rMWjRGQA+aFeF4+FJTNgShrlKoLYo/QzrtbPHSYyOYPgvC4m8eontf8/kzUm/GshVrFYL/wbNWfLtx3rHndy9eP2raVjb2nP1zHG2/jnd6PnGEAIGNirPtP03SMrK5cvnfTkTmUZUkfrLuKvh39NRNPC21zs3Ju0uk3Ze0+UztVd1Tt0p/Te+zgUfITryNj8tWM21sPMs/O0nJkz/y0DutaGjsbbR1v2yBTPYvWkVPV8ZjLtneT7/YQ629g6cDT7C37N/MHp+Sfa/1bwiU3ZeJSHzHt/3qE7w7RQiUgrv/dj0u3yz4woZdzXU93bg3RYV+XLrZe7lKUzacZWc3DzMBHzTrRpnIlK5El+qJk7o6aPERd1h/Oxl3LpykTXzpzHqh3kGcg3bPs9ro74CtA7SsT2badnlRaztHOj91kguHD9UKr2gvf+/6FWDof+cIjo1m+XDmrEvNI7rcRkGcmM6+3PkaqHD6+dhy8uNK/DavGPc0yjMHdSAg2Hx3Eo03X6VgM+6V2fY4tPEpOaw9N0mHAiLN6p/1PN+BF0r1H8zIZNX5x7Xpe/8uDV7L8WV+hrcj8WbjjJ3xQH+mDzoseZbQNjpY8RH3WHs7KXcunKRdQum8cH3cw3kKtWoTY1GLZg/cbTe8X1rl1Cuij+DPp1CbMRN1v8xg6ETppukWyVgVHtfxq7L7/v61+VIsb7vZLG+b0K3agxefEaXPmbNBVKzcx/GdACCjx4i8s4t5i/bSNjFEH6fNoVp85YYlX3z/TG0bv+83jF7B0feG/kpRw/te+gySB6NR1lTNBqwMZYghDC7z3lDgPIFPxRFeedxOkQA1TzsiEzNIToth9w8hYNXE2he2VlP5lJMOul3NQCExaTjamcJQEVnNWEx6eTk5pGnQEhUGi2qOBvoeBAngw7QplMPhBD4B9QhMyONpIR4A7kCh0hRFO7m5ICRMGXQvp20bN/ZJL01vOyISMkiKlVr+97L8bSq6qInk3UvT/e32kKFUlAWSzPqeTuwJX/UnJunkJ6jMUlvUS6fPELdNs8jhMDbvybZmemkJRlGW7wq++Pk7mVwvEK1Wljbah0Wb/8AUhNNfzBUcbEmNi2H+Ix7aPIUjt9KoX4x5yctR0N4YhaavBIyAQI87IjLuEti5j2TdRdw6uhBWj3XDSEEfjW0dZ+caFj3BQ6RoijcvZuDyB+O+desi629AwB+1WuTmBBrsm4/NxtiUnOITb+LJk/hyI0kmhT7gObluAwy8u/9K3EZuNoWftw2J1d7UcxUAnOV0N0bpeHCiUM0bt8FIQSVqtUiOzOd1CRD+wMatkAIgRACH78AUhK09Wzv6IyPXwAqs/t1I8apU8GRWwmZ3EnKIlejsC0kmg4Bhh/Pfa25D7svxJCYfld3zNfdlnO3U8i+l4cmTyE4PImONUv34d3a3g7cTswiIimbXI3CjvMxtK/uZiA3oFlF9lyMIzHjrpFcoJmvC3cSs4gq4sw+Dg6fukZiSumc3NJw4cQhGrUrrPusjHRSjbR97yrVcPEoZ3A89k44frUbAuDhXYmkuGjSkhNN0l3D047I4n2fr37fl1207zNXPdT9fT+OHdrPc116IoSgRq26ZKSnkRhvev/l5OxCtYDamJn9tyZxxBP491/lgU6REKKyECJUCLFQCHFOCLFaCDESrWOzTwixL18uXQgxSQhxDGghhPhaCHFCCHFeCDFfaOkLNAaWCiHOCCGshRD7hRCN8/MYIIQIyT/nx4c1ytXGgvj0wshAfMZdXG0tS5TvXMOdk7eSAbiZmEXtcg7YW5ljZa6isY8T7nZWpS5DUnwcLu6eut8ubh4klfBwmzv1G4b370rU7XC69H5VLy0nO5uzwUE0bf2cSXrdba2ISyvsaOPS7uJuxPbWVV1YNKg+P/QO4MddVwEo72hFctY9xnf2Y8FrdRnbqSpq89L7zWmJ8Ti4Fj5MHFzcSTPyUDSFs/u3UbVeU5Plna0tSMoqdGSSMnNxti79F+2b+jhy7GZKqc8DSEqIw9Wg7o13jAumT2Lk692Iuh1Op16vGKQf2LmRuo1amKzbxcaShCIP2oTMuzjblmx/B39XzhSJhgkBP/aqzoJX63AuMo2rpYwSAaQkxOPk6qH77ejiToqRAUEBmtxcTh7cQfX6ptdzSXg4WBGdUtj2Y1Jy8LTXb78e9lZ0DPBg5Yk7esevxGbQqLITjtYWqC1UtPF3w8tRXUr9aqJTi0SkU3PwcDDU36GGO6uC7xQ/XUeX2p5sO1/6afuyJjUxHseide/qXqpBTbnKVTl/7CAAt69cIjkuRucsPwg3Oytii/Z96XdxszPe9y18oz7f9w7gp/y+D0BR4OeXajKvf1161vY0OM8UEuJjcfMoHOi5unuSEG+831+84Fc+GNKPBbN/5t5d486x5Olj6hOvOtqpsrpAKmAJRAIdFEXpkC9jC5xXFKWZoiiHgF8VRWmiKEptwBroqSjKaiAYGKgoSn1FUXRxTSFEeeBH4DmgPtBECPHiwxhVmvnPuuXt6VzDnb+PaTuo28nZrD4Tybc9qjOpezVuJGSiySv9eEIxNgYpoWDDPpnA78u2Ut6nMkEHduqlnTp6kGq16po0dabVYawshhy6lsigRWf4clMYb7fwAcBMCKp52LHhXDTvLjtH1j0NrzXxNk2vnj5DjeIhJqXDL5zhzP7tPNf/nVKfq1+e0mGmEtTztufk7YdzilBM1/jumK+ZuWgL5StW4VjgLr20S2eDObhzE6+++YHJ+Rm9yiUUp5aXHc/5ubL0VGShqALjNoUxfNUF/NxsqOhUOqdAq6509b92wTR8a9bDt2a9Uusy0GO0PPqM616d6TuvULxZ34jL4K/AcOYPacjcQQ0Ji04vdds3qr9YFmO7+jNz91UD/QWYmwnaVXfTrXP6n8LovW9622//4kCyMtKY8cnbHN62hvJV/EyOGJpy7UHb9w1efIavNoXxVn7fB/DhqhDe+/cc4zZc4sW6XtQt72ByuQv1mXbvDx46krlL1jN9/lLSUlNYvezvUut6mqiEeOz//quYGqO7rSjK4fy/lwAjjchogDVFfncQQnyKdorNBbgAbLqPjibAfkVR4gCEEEuBtsD6okJCiKHAUIDaA8fj0+Ylg4ziM+7hViS642arP3ouoLKLNSPbVuHrbZdJyymcR94ZFs/OMO3IdlDTCiSkm+bF79y4kn3btMX1rVaTxLjCkV5ifCzOLiWH4lVmZrRo9zybVy2hfZcXdMeDDuyiZfsuJukHiEvPwd2+cHTkbm9JfAkheoBzEamUd1TjqDYnLv0ucek5XIrWLqw+cCWB15pUMElv8M4NnN63FYDyvtVILTK6S02Mw87J1WQbAGJuXWfLH7/Q/9PvdQuwTSEp655eZMjZxpzkrNJNgdXxsuNWUjappZg63L15FQe2bwCgSrWaJBSve9f7132ztp3YumYJbZ/vBcCtG1f4c9Z3fDJphukOMdrIUNGoqKuNJUlGpgB9nNUMbenDD7uvGZ0izbyn4WJMOvW8HfTW4pXE4W1rObZnMwAVq9YguUhUNCUxDgcX4/W/c+XfpKcmM/i9bx+owxRiUnPwcixs+56OVsSm6a8HrOntwE+v1AHA2caC1tXc0OQp7L0Ux7pTkazLdxJHdvIjJrV001cxqdl4ORQ6kp4OVsQV11/egR/7ahdUO9lY0NrfDU1eHvvyNwS09nMlNCqtxKm1/xpHtq/j+G5t3Vfwq05K0bpPiMPBxXD6sCTUNra8MuIzQOtg/Diiv9FpNmPEpefgUbTvszPe7xdwLlLb9zmozUnNziUhQ9tOkrPuEXgtkRpedpyLfPCaws1rl7Nj81oA/GvUIj62cHNCQlwMLkbavoub9piFpSWduvdm3fJFJtkoefKY6hQVd3+NDQeyFUXRAAgh1MDvQGNFUW4LISYCDxpymuQ6KooyH5gP0GPecaNjrcux6Xg7WuFpb0lCxj3a+rny855rejLudpZ80dmfX/ZdJ7LYvL2j2pyU7Fzc7SxpWdmZT9abtuSp8wuv0PkF7RTI6WOH2LlxJS3ad+Zq6HmsbexwdtXvHBRFISbyDl7eFVEUhVNHAylfsZIuPTMjnUvnTvH+uEkm6QcIi06ngpM1Xg5WxKff5blqbny77bKejLejWrfw1t/dFnMzQUr+4sLYtLtUdFZzOymbRj5O3EwwbfqkcefeNO7cG4Arp48SvHMDNVt0IPLqJaysbbF3Nt0pSomPYc2MifQePh7XcqY5ZQWEJ2bhaW+Fm60FSVm5NPVxZEFQydMUxmhayZHj+dOpptKpZz869ewHwJnjh9i9eTXN23XmWth5rG3tcHIxrPvYqDt4ltfW/eljgZSroK37hNhoZk8Zz3sfT8TL28dA1/24Fp+Jl4MV7naWJGbeo2UVZ2YV233lamvBx+19+S3wpt4CdHsrczR5Cpn3NFiYCWqXs2ejiVM4rbr1oVW3PgBcPBnE4W1rqd+qI7euXERtY4uDs+GD8djuzYSdOc6wCTNQqR7PK9POR6RSydUGbyc1MWk5dKvjxbhVIXoy3aYVLuD+9qVaHLgcp1vQ7GJrQWLGPbwc1XSq6cHr84+XSv+FyDR8XG0o76QmNi2HLrU9+XzNBT2ZHjOP6P6e9GIABy8n6BwigK51vNj+EDtey4qWXV+iZVft4PTSySCObF9LPb26N73tZ2WkYWGpxtzCguN7NlMloC5qG1uTzg2NSce7eN+3Xb/vK++o1vX3BX1fanYuanMVQmjXW6rNVTT2cWTRcdP6jZ59+tOzT38ATgQdZPPaFbTt2JWwiyHY2NrpHKCiJMbH4eLmjqIoHA3cR6UqfibpKiv+u3Gdx4+pTpGPEKKFoihBwADgEOAH2APGFgsUOEDxQgg7oC+wOv9YWv55xTkGzBRCuAFJ+Xpmm1g+PfIUmHPoJpO710AlYFdYHLeSsuiWv+By26U4BjQsj4PanPdbax9EGgVGr9V2Xp939sdBbU5unsKcwzd1C7JLQ/2mrThz4jBj3nwJKys17338tS7txy9HMXTMlzg6uzJ36kSyMjNQFAUfX3/e+nC8Tu7E4X3UadQMtdraZL0aBWbuu87PL9VEJQTbLsQQnpjFC3W0c+QbQ2Jo6+9K5wB3NHkKObl5TNpa2HHM2n+dL7tWw1wliErN5oedV0tSVSJ+9Ztx7cxxfv9oUP6W/LG6tOU/fU6Pdz/C3tmNE9vXEbR5BekpiSwYP5Sq9ZvS892PCVy3hKy0VLb9PQvQRlLe/vZ3k3TnKbDsVCSj21VGJQSHrycRmZpDu6raxfIHriXhoDbny+erYm2hQlGgUzU3vt52hezcPCzNBDU97VgcHPkATSVTr0krzgUfYew7L2NlpeadMV/p0n6ZMJq3Rn6Bo7Mr86dNIjszAwUFnyr+DB7xKQDr//2T9NQUFv3+k87+b2YuNNn+v47d4fNOVVGpBPuvJHAnOZtO1bQPpt2XE+hb1ws7KzPebq51ODV58PmWMJxtzHm/VaX88DYEhSc/1O67gIbNCT0VxA8fDMDCyopX3/9Ml/bHlLH0Gz4ORxc31sz/BWd3T2Z/MRyA2s3a0rnfEFKTEpg5bijZWRkIoSJwy2rGzlhk0sNRk6fw3eYw5g5uiFn+lvhrsRn0y494rjpx/wfdtP71cLKxIDdPYcrm0FLvRNLkKfywNYw5bzRAJWDD6SiuxWXQt7F2Gnp1sS3ixVFbqGju68K3my6VSq+pLPx+CG0a+ePmZMfV7ZOZPHcrC9cHPbb8azRsTtjpo/z04WtYWlrRb0Rhf/bXd5/Sd9inOLi4cXjravZvWE56ciLTP3mLGg2a03f4p8TeucmKX79DpTLDo0Il+g4fZ7LuPEXbf/30Yn7fd1Hb9/XK7/s2hcTQ1s+VLgHu5Bb0ffkDRmcbCyb31L42w0wl2B0WvXEitwAAIABJREFUx4mbpRsYATRu3obgoEO8O6BX/pb8b3RpE8aOYOS4Cbi6eTB18uekJCehoODrV50RH38JQFJCPKOHvkZmRgYqlWDD6qXMWbRWtyGnzHiGvCJhbA5UT0CIysBW4CDQErgCvAG8DYwAohRF6SCESFcUxa7Ied8C/YFw4DZwU1GUiUKIl4HvgCygBbAN+ERRlGAhxGvAZ2irYKuiKJ/er2wlRYqeFpO6GL575mny8frzZab7rdYVHyz0BDl47SHX+zwm3mlUugjW42b64Rtlqv/1huUfLPQE+Xxl6d8h8zgxMyvbjwGEbVhXpvr/Xfhlmemeue96mekGmN+/QZnqB/D3tH6qbsrRa8mP/VnbvKrTf9LVMjVSlKcoyrBix2ZTJJJT1CHK//0lYNByFEVZg/7ao/ZF0pYBy0wsk0QikUgkkifMs/RGa/ntM4lEIpFIJBJMiBQpihIO1H6QnEQikUgkkv9//Id30D92/luvzZRIJBKJRPKf4hnyieT0mUQikUgkEgnISJFEIpFIJJL78QyFimSkSCKRSCQSiQQZKZJIJBKJRHIfnqUt+dIpkkgkEolEUiLP0u4zOX0mkUgkEolEgowUSSQSiUQiuQ/PUKDowd8++y9zKjy1TAs/++jNslTPh80rlZnu9WFl+xXvl2p4lan+BSdvl6n+frU8y1T/T3tL/6Hgx8m0F8v4fbJl3G2GxaeVqf4Bg78tM92H139XZroBxqwN+T/2zjs8quJrwO9s2qaQnpDQAqF3KSKdKFVQioWqgKiICogIigVpKlJEKUoRC72oNOm9hd6k9xLSN723zXx/bNi0DdmlGH8f8/LkYe+dc+fM3Cn3zJmZe0tUP8C+D1v8q3bK43jWNqzo/J+0tdT0mUKhUCgUiqIRj+HvYZIjhLsQYocQ4lrO/273kbUSQpwWQmw0J25lFCkUCoVCofhfYgywS0pZFdiVc1wUHwCXzI1YGUUKhUKhUCiKRDyGfw9JN2BRzu9FQHeT6RaiHNAFWGhuxMooUigUCoVCUSRCPI4/MVgIcSLP32ALklRaShkGkPO/dxFyPwAfA9nmRqx2nykUCoVCofhXkVIuABYUFS6E2AmY2lHzuTnxCyFeACKllCeFEAHmpksZRQqFQqFQKIqkJLaJSSnbFRUmhIgQQvhKKcOEEL5ApAmxFkBXIURnQAs4CyGWSilfu59eNX2mUCgUCoXif4kNwICc3wOA9QUFpJSfSinLSSkrAr2B3cUZRKCMIoVCoVAoFPfjP7YlH/gWaC+EuAa0zzlGCFFGCLH5YSJW02cKhUKhUCiK5L/2QVgpZTTQ1sT5UKCzifN7gb3mxK08RQqFQqFQKBT8P/YUSSlZNPc7zhwLxFar5d2PxlGpao1CcvNnTOLm1UtIJL5lK/DuqHFo7R1ISU7ixyljiYqMQK/P4oVXXiOgY1ez9dfxcaJvwzJoBOy/GcvmS7p84T6l7HjzmXL4uWlZczaCrVeijGEdqnnQurI7UkJwfBq/HA0mK9uyt6z/2/kPu3iS02sWILOz8W/WgZrtXy2UntN/LSDs4gmsbO1o0m8E7uWrGMOzs/XsmPYh9q4etH5nHADnNi0h5NxRhBDYObnyzGsjsHfxMC/vP03n9PFA7Oy0vDtqvMm8z/tuIjevXQIp8SlbgfdGj0dr70BSYgLzv5tIRFgwNra2DBn5JeUrVTGhyTS1Sjvyaj0fhBAcuh3L9qvR+cJLO9nyeqMylHfV8vdFHTuvGcKtNYKRrStirRFoNHA6JJFNBeqNOUgpWf3z95w/cRhbOy0DRnxBhcrVC8n98t14gq5fxsrKiopVa9Hv/U+wsrYmNTmJX2dMIEYXQbZeT/sefWje7gWz9Tcq78KQln5ohGDrpUj+OB2WL7xpRTf6NylHtpTosyULAu9wITwJgA8DKtGkohtxqZm8u+rBPqcgpWTh7GmcPHIQO62W4WMmULlazSLlF8ycwu4tG1i5NRCAtSsXsW/HFgCy9XqCg26xaN0uSjm7WKb/aI7+T4rRPytH/5ZA47lzZ07wy5zp6LOycHZx5euZZr9mBSklG36bxZVTR7Gxs6Pn+59S1r9aIblDW9ZwcNOfREeE8OUv63F0dgUgJSmRP3/6luiIUKxtbHn1vU/wqeBvtv77MW9cP55vXQddTCKNX330n+swtP3vOHM8EFs7Le+OKqLf+24SN69dQsqcfm/0uDxtfxIRYcHY2tryzsixFrX9Jn6uDAvwR6OBTecjWH48JF94C3933mxewVD3JczZe5NzoYZPtjjZWTG6fRUqeTiAhCk7rnMhrGQ/53IP8d9yFD1WHspTJISoKIQ4b+L8XiFE4weIb6AQYs7DpOkeZ44fIjwkiO9/W8PbH3zGL7O/NSn3+jsfMmXecqbOW4Gntw/bNqwGYPuGPyhbwZ8p85bz5bT5LF0wk6zMTDPzAa83LsP3+27x+ZZrPFPBhTLOdvlkkjOyWH4qlK2Xo/Kdd7W3pl01TyZsv87YrdfQCHjGz7zOuKTyn52t5+Qfc2k9ZAKdPvuJOyf3ER8WlE8m7OIJEnWhdB67gMa9hnJy9U/5wq/t3YCzT/l852o89zKdxsyh4yezKVPnaS5sXWFm3gMJC7nLD7+t5e0Rn7Nw1mSTcv2HjGTqvBVMnb/SkPf1hryvW/EbfpWrMXX+St4bPZHf535nll4wTJX3qu/LnMAgJu24TuNyLviUss0nk5yp54+z4ey6lt9YysqWzDxwm2923+SbXTepVdqJim72Zuu+x/mTh4kMDWbi/NX0e/8Tls+dZlKuSZsOjP9pBWNnLyUjI52D2zcAsHfTX/iWr8jYWYsZ+c0c/vx1ttl1XyPg/VYVGbvxCu+sPEtAFQ8qFMjDmeB43lt9jqF/nOf7PTf5ICD3gbvjShRfbLxscZ7zcvJoIGHBQcxdtp73PvqCed+bLn+A65cvkpyU/8HTo/cAfvhlJT/8spLXBg+ldv2GZhtERv0hQcxdaob+K4X1JyUlMv+HyXz+9ffM/v1PRo+farZugCunjxIVFszo2ct46Z1RrP15hkk5vxp1eOvL73Dzyr/rec+apfhWqsqH3/1Gr2GfseG32Rbpvx9L/j5Ct/d/fGTxFSRfvzfiM36ZVUS/NySn35u/Il/bX29s+yt4d/QEFlnQ9jUCRjznz8frLjBg0WnaVvfCzz1/3T91N45BS8/w1rJ/mLL9GqPb5xpcwwL8OXY7jv6LTjNo6RnuxKQ8wB1QPCz/b6fPTh7eR6t2XRBCULVmXVKSE4mNjiok5+DoBBhGGBnp6blzpwJSU5ORUpKWloJTKWc0VlZm6fZ3dyAyMQNdcib6bMmxoHgalHXOJ5OYrudWTCp6Ex/ktdKArZUGjTD8H5eaZWHu/938x9y5SikvX5w8fbCytqFCw9aEnDuSTybk3FEqNnkOIQSelWqQmZpManwMACmxUYRePI5/sw75rrGxdzD+zkpPw9zVeScO7aN1+86W5T0j3Rh9SNBN6jRoAkDZChXRRYQSFxtd6HpTVHS3R5ecQXRKJnoJJ4Pjqe9bKp9MUrqeO7Fp6E04/9JzTlppBFYP2DrPHj1A02c7IYTAv0YdUpOTiI8pnP+6jZsjhEAIQcVqtYiNNuxqFUKQlpqClJL01FQcncyv+9W8nQiNTyM8MZ2sbMm+6zE0rZj/s0RpWbnvUdPaWOX7tur5sEQS0y2v73k5FriXgI4vIISgeu16JCclEhNd2OOm1+v5fd4PDBjyQZFxHdi1jVZtO1muv0OO/lr1SE4uRv87+fXv37mFZq2ew6u0LwCubu4W6b9w/CCN2nRECIFftdqkJieRYKL+lq1UDXdv30LnI4NvU6VOQwC8y/oRqwsnMS7GojQUReCpG8TEP76H/clD+2jV3sJ+LyMdkeMKCQ66RZ0GTwP32n6Y2W2/pk8pQuLSCIs31P3dV3S0rJy/7FIzc+u+vY2V8cPCDrZW1C/rzKbzhg9tZ2VLktL1lmX+MfLfW2f9+HgURpG1EGKREOKsEOJPIYRD3kAhxNyct1VeEEJMyHP+aSHEISHEP0KIY0KIUgWu6yKEOCyE8HyQRMVE6fDwyv2SuLunNzHRpl5lAPOmT2BI706E3r1Nx269AOjYtSehQbd5r+/zfPxOH/q/+xEajXm3y83empiU3JF1TGombvY2Zl0bl5rF1stRTH+xOj90q0lqZrZxasES/s38p8ZFY+/qZTx2cPUkNT5/R5IaH42Da25R2rt6GGVOr1lA/a6DjB1TXs5uXMyGLwdy5+Re6nQudjelIe/ROjzyjH7dPUsXmfe50ycwpFdHQu/eplO33gBU8K/GsYO7Abh++TxREeHE6ExfXxBXrTWxqbllH5uahYuZZQ+GzuLT5/yZ0qU6lyOSuR2bava194iL1uGWp+xdPbyIM/FQvoc+K4uje7ZSu2FTAAK6vEx48B0+GdiVScNfp+fbI8yu+56OtuiSM4zHUckZeDgWzn/zSm4s6F2PiZ2r8/2em+ZmzSxidJF45sm/h5c3MbrC+d+8dhVNWrTG3cOrUBhAeloqp48dolnrQus5768/KhJP7zz6Pb2JiSpCf/PC+kOD75CUmMDnI95m5OC+7Nlm1ncsjSTEROHikfuCXxcPLxJizJ+G9a1YmfNH9wNw99ol4nQRxN+n/vyXMLR9C/q9Xvn7PT//qhw/uAeA65cvWNT2PZ1siUzMrfu6pAw8newKybWq7M7iAQ34tntNpuy4DkAZFy1xqZmM6VCFhf3qM7pdFbTW/yGfxRNkFT2Ku14dWCClrAckAO8VCP9cStkYqAe0EULUE0LYAquAD6SU9YF2gLH3F0L0wPCBt85SysJmvhlICg/DTT10AYaMGsfc5ZspU6Eih/dtB+DsySP4Va7GT8u38O1Py/j9x2mkJJtpnJhQYyo9pnCw0dCgrDMfb7zCh+svYWctaObnap7eYvT9a/k3KCuQIFP5F4SeP4ZdKVfcK5iet6/3Qn+6Tvwdv0YBXD9g5sPBhK6idk+8O2occ1dsoWz5Ssa8d+s1gOSkRD4Z0pet61dRsUp1rMz0lDxsY5fA5N03+XzLVSq62+PrXLhTLT4OE/f6PosCls+bRtXaT1G19lMAXDh9lHKVqjLl9w18/sMiVs6fQWpKssXpuB+HbsUyeOVZJm69Sv8m5R5p3CZbWoHsx0TpOLR3J1169C4ynuOH9lOjTn2Lps6giKpegJgoHYf27aTLS4X1Z+v13Lh6ibGTZzF+2o+sXvIzIXfvPGQCzK+YAd37kZqcyA+j3iRwy1+UqVTFbE9hSSMtaPtDRo1j7orNlCmf2+917TWA5KQExgzpy7b1q6hYpZrZbd+kFhPpOXAjhv6LTvP5hssMal4BMHiGq3o7sf5sOG8t+4e0LD19n3607UJhHo9iofVdKeW9FYJLgeEFwnvmfNPEGvAFamHot8KklMcBpJQJYHxoPws0BjrcO5+XnLgGA3z+9Q+81PcNY9j2DavZvWUdAP7VahGtizCGxURF4uZuekQIoLGyolmb9mz8YykBHbuyd/vfdOs5ACEEPmXL4+VThtC7d6hSo3axNyQ2JQt3h9zRsbu9jdlTYLV8nNAlZ5CY4zo9GZxAFU8HDt+JK/baksq/vasHqXG5I8mUuCjsnd0LyHiSEpdr36bGRWPv4k7wmYOEnjvK3xdPkJ2ZQWZaKkcWT6dp/1H5rvdrHMD++eOp07mfyfRv27Ca3ZsNea9cvRbRuvA8eY/ArQhvgDHvAe35+48lBHTsioOjE++OMiz2llIyrH9XvHzKFHl9XuJSs/J5Bd3srYlPNW89Tl5SM7O5qkumdmknwhLSi5Xfu+kv45ogv6o1iM1T9nHROlzdTTtcN674haT4OPp9+onx3OFdm+j48usIIfAuUw7P0r6EB9+hUrVaxaYjKjkDL8fcNVSejrZEJxed//Nhifg62+GstSYh7cGnzTavXcX2jWsBqFqjNlF58h+ti8TdM3/537x2mbCQuwzp1w2A9PQ0hvTtyrzlG4wyB3ZvN3vqbPPaVWzflEd/ZB79UWbq79eVecs24OFVmlIurmjt7dHa21OrXkNu37hK2fJ+Reo/tHUtx3YaBg3lqlQnPo93JD5ah3MR5W8KrYMjPd//FDDU/ynv9zY5zfZfYXuetu9f3US/Z0bbv9fvOTg6MSRP2x/ev5vZbV+XlIF3nvWDXk62ROXxmhbkbEgCZV20uGit0SWmo0tM51LOrMC+a9H0bVzWLL3/Bv+1LfmPk0dhFBU0hY3HQohKwCjgaSllrBDidwyv2xYmrrvHTcAfqAacKKQsz/dSTt1OyBdHh6496dC1JwCnjh5k+4bVNA/owPXL53FwcMLNw7NgXESEBuNTtjxSSk4dOUCZnI7H08uH82eOU6NuA+JiowkLvoO3r3mV9FZMCt6l7PB0tCE2NYsmFVyYf/iuWdfGJGdS2cMBWytBhl5Sq7QTt2LMm0Ipqfy7V6hGoi6UpOhw7F08CDq1n2YDRueTKVv3Ga7t30iFhq2Jvn0FG60D9i7u1Os6kHpdBwIQee0sl3evNRpEiZEhlPI26Aw5dxRn76JHTh279qRjnrxvW7+a5gEdDXl3LD7vJ48coEz5igAkJyViZ6fF2saG3VvWUbNuA+MahOK4E5uKt5MtHg42xKVm0qicC78V2IFSFE62VuilJDUzGxuNoIa3E9uvmucoDejyMgFdXgbg3PFA9m76i8at23PrygW0Do64mHgoHty+gYunjzJi0ux802Punj5c/ucEVWs/RUJsDOEhQWY/GK5GJlHGVUvpUnZEJ2fQpoo7U3beyCfj62xnNPQqezpgrdE8lEEE0LlHLzr3MEyBnDh8gM1rV9HquY5cvXgOR0enQlNUjZu14ve1O4zHvTu1yGcQJSclcuGfk3z4+VcPpn9djv5L99G/Jo/+51swb5lBf5MWbVgwcwp6fRZZmZlcu3Serq+aHgzco3mnHjTv1AOASycPc2jrGuq3aEvQtYtoHRxxdit+1+Y9UpMTsbE11P9juzZSqWY9tA6OZl//b1Oo31ufp98zo+3n7fcepu1fDk+knJs9Ps52RCVl8Fx1LyZtuZJPpqyLlpD4NACqejtibSWIz6n7uqR0yrvZczc2lYblXbhtZr+veLQ8CqOoghCimZTyMNAHOAi8mBPmDCQD8UKI0sDzGF6gdBkoI4R4Wkp5PGc90b0acAeDIbVWCPGqlPLCgySqQZMWnDkeyIg3emBnp+Wdj740hk354gPe/vALXN08mDt9PKkphgXFfv5VGTRsDAA9+r3JvOkT+Pid3kgp6fPmUJxdzJvGypaw7GQoH7WphEYDB27GEpqQTkDOoru9N2Jw1lozrkMV7G00SAntq3vy+ear3IxJ5cTdeMZ3rII+G4LiUtl3w/JFjv9m/jVWVjR8ZQj7fvrSsCW/aXtcfP24ftDwYtEqLTvjW6sxYRdOsGni21jnbMkvjrN/LyIhMhghNDi6edGo1/vm5/1YIB8M7I6dndY48gP49vPhDB45Flc3D36aNi5P3qvx5nBD3kOCbvHT1HFoNBrK+vnzzsixZukFQ9mvOhPO0BYV0AjB4TtxhCWm06qSYbHxgVuxONtZ8clz/mitDWX/bBV3Ju24gYvWmv6Ny6ARhnHZyZAEzj/AerI6jZtz/uRhxr7zqmFL/vDc7yfOnvARrw8dg6uHF8t/moa7d2mmfmz4OHWDZm3o0nsQnXsNZNHMr5g47DWQkpcGvIeTs/l1f+6B23z1QnWshGD7ZR1Bsal0rmVY47L5YiQt/d1pW92TrGxJRlY23+64Zrz+k3aVqVfGGWetNUteb8CS48Fsv2zZepZGTVty8uhBhvTrhp2dluGfjDeGTfxkGENHf1nIc1OQIwf28FTjpmjtLd/9Z9T/mgn9Y4YxdNT99Zf386dhk+Z88GYvNEJDuy7d8bNgW3iNhk25cvoIU4f1xdbWjlffH2MM+/Wbj3llyMc4u3sSuPlP9q5fSVJcDN+PGkSNBk155d2PiQy+w6o536DRWOFdzo9X3v3kPtosY9HkgbRqVBVPVyeub53EpHmbWbTu8COL/17bHzEwp98blaff+/wD3h6Z0+9NK9Dv5Wn7c6eOz2n7lRhsQdvXS/hh902mv1QbjYDNFyK5HZ1K13qG9Y0bzobTuqoHHWt5k6XPJiMrmwmbco2mmXtu8cXz1bDRCELj0/h2+7WiVP3rPElb8oWpOVizLxaiIrAZ2A80B64Br+ecGyWlPJHjHXoGgwcoHdggpfxdCPE0MBuwx2AQtQNeARpLKYcKIRoAy4AXpZT5h5o5FPQU/dvMPmLBPP9jYFjTot3pj5t1VyKKF3qM9Khh6uPJ/x4/nzTP8/e4eLV26eKFHiNTd18vUf0zutcpUf1mLhF8bFyJKtn31/QZYJ4H7XEQuO7Rv9/IEj5c82Dvz3qU7Puwxb9qplwMTX7kNb5WGcf/pKn1UJ4iKeVtDGuEChKQR2ZgEdceB5oWOP17zh9SytNFxK1QKBQKheJf4j9pvTwm/t++0VqhUCgUCsUj4Amyiv5DL0JQKBQKhUKhKDmUp0ihUCgUCkWRPElb8pWnSKFQKBQKhQLlKVIoFAqFQnEfnqQt+cooUigUCoVCUSRPkE2kps8UCoVCoVAoQHmKFAqFQqFQ3I8nyFWkPEUKhUKhUCgUKE+RQqFQKBSK+/Akbcn/nzaK3ll2qkT1L+zfqET1d5m8q8R0f9y3fonpBug2fU+J6j80sWOJ6m/2xdYS1b/7yw4lqr/7rAMlqj89XV+i+suXdylR/SX5/bEW3T8rMd0A0cdml6j+kuBJ2n2mps8UCoVCoVAo+B/3FCkUCoVCoXi8PEGOIuUpUigUCoVCoQDlKVIoFAqFQnE/niBXkfIUKRQKhUKhUKA8RQqFQqFQKO6D2pKvUCgUCoVCgdqSr1AoFAqFQvHEoTxFCoVCoVAoiuQJchQpT5FCoVAoFAoF/D/2FDXzd+ejDlXQCMH6M2EsOhxkUq6Wbyl+HdiQz9ZeZPdlHbZWGhb0fwobKw3WGsGuyzoW7L9tsX4pJb/9OJ3TxwKxs9Py3sfj8a9ao0j5X2dPZc+2v1my0fD5gpCg2/w0bQK3rl+m9xvv0bXn62brDqjlzYRX62IlBCsO3eHH7dcKyTSr6sn4V+pibSWITc7gle8PAjD9tQa0q+tDVGI67b7abVF+D6yYy51zx7GxtaPtoI/w8qtaSC5BF862+ZNJT07Ey68K7d4ajZW1jTE84tYV/vr6QzoM+ZQqjVsBsOvXGdw5exT7Uq70mTS/2LS0qenF+JfrYqURrDx8h592XM8X3rSKBwsHN+FudAoAW/8JY+bWqwAMalOJPs39EAJWHAril703zb4Hee/FjzOmcPTwAezstHw8dhLVatQqJDdl4hecPX0CR6dSAHw8dhJVqtUgKSmRyeM+JTIiHL1eT89+A+j0QneL0wGGujD+lbpYaWBFYBA/7ShcF5pW9citC0kZvPpD4APpMoWUkgWzpnLiyEHs7LSM+HQiVarXLCT3/TdjOX/mJA5OTgB8+OnE+7YXc2lZ1YMxXWpgpRH8dSKYhQXa8tOV3Jj92lOExKYCsPNCJHP3WF7meWld3ZMvutXESiNYfTSY+QXie6ayO/MGNuRujEHn9vMRzMlTRzUC1o1oQXh8GoN/PWmx/qf9XBnaphJWAjZdiGTFiZB84S383XijWQWkBH22ZM7+W5wPTQRgxRsNScnQk50TNmTlWYt0SylZ9NN3nDkeiK2dlndHjaOSiXKc/90kbl67hJQS37IVeHf0OLT2DiQlJjD/u0lEhAVja2vLOyPHUr5SFYvvQVHMG9eP51vXQReTSONXH/2nSqSUTJ38NYEH9qPVapnw9WRq1qpdSG5Q/34kJycDEBMTTZ269fh+1o/G8AvnztG/Xy++nT6D9h06PfJ0WswT5Cp6pEaRECJJSul0n/DPpJTF1kRz5YpCI+DjTlUZuvwfIhLSWTSoEfuvRXErKqWQ3NDn/DlyM8Z4LkOfzbtL/yE1U4+VRrCwfwMOXY/hfGiCRWk4fSyQ8JC7zFq0lmuXzrNw5mS+mbPIpOyNKxdJTk7Md86plDNvvD+K44f2WqRXI+CrXvXpOyuQsLhUNn0SwPaz4VwLz43f2d6Gr3vX47U5hwmNTcXDydYY9seRIH7fd5MfBlj2Xbc7544THxHKa9/8SsTNy+xdModXv5hZSO7Qn7/wVPseVH0mgL2LZ3HpwDbqPPsCANnZeg7/+Svl6+TXXbNFe+q1fZGdC6ebl/9X69Hvx8OExaXy9+jW7DgXzrXwpHxyx29E88b8Y/nOVfMtRZ/mfrw4/QCZ+myWvNeUXRciuK1LtuheHDt8kOC7d1j8x0YuXTjLzKlf8eOvy03KDh42kjbP5f+O2Po/V+JXqTJffzeHuNgYBvbqStuOXbCxsTEZR1FoBHzVsx59Zx8iLC6VjR+3ybkXeeuCNV/3qs/rPxauC4+CE0cOEhocxILlG7hy8Rw/zfiaGfOXmpR9470PaRnQ/pHp1gj4/MWavP3bSSIS0lj1blP2XNJxo0B5nrwdx/tLTj8yneN71GbAgmOEx6ex5oPm7LoYyfWIAvXvVmyRBs/AVhW5HpGEk9by7lkj4IMAf0avvYAuKYN5vetx6GYMd3IMMICTd+MJvPkPAP6eDox7vhoDlpwxhn/41wUS0rIs1g1w5vghwkOC+P63NVy/fJ5fZn3LV7N/LyT3+pAPcXA0PCqWzPuebetX0633QNav+A2/ytX4aPw0QoJu89ucKXwxde4DpcUUS/4+wrxV+1g4qf8jizMvBw/sJyjoDus3b+Pc2X/4ZtIElqxYXUju18XLjL8/GjGMgGfbGo/1ej0zv59OsxYtH0saH4QnaffZvz19Zu6X/B7qi3+1yzhzNyaVkLg0srIlOy5G0qaaZyGee1qvAAAgAElEQVS5Xo3LseeyjtjkzHznUzMNH3u01gisrQQSaXEaThzaR+v2nRFCUK1WXZKTEomNjiokl63Xs3TBTF57+4N8513c3KlSozZWVpZ1jE9VdOO2Lomg6BQy9ZL1J4PpUN8nn0z3p8ux5UwYoTmj4+ikDGPY0evRxBW4H+Zw68xhqjdvixACn8o1yUhJIjkuOp+MlJKQy/9QOccDVKN5O26ePmQMP7drA5UbtcChVP6PXZapXhc7x1JmpeMpPzduRyUb8//3yRA61PUp/kKgamknTt2OJS1Tjz5bcuRaNJ3q+Zp1bV4C9++hQ+cXEUJQq059kpISiY7SmX29EILUlGSklKSmplDK2QUrKyuL02GoC7n3YsPJEDrUK1AXGpdj65lQk3XhUXD04F6e6/gCQghq1K5HclIiMRbci4ehbjkX7sakEBybSqZesvlsOM/W9H6sOutXcOVOdDJ3Yww6N50Jo11t83X6uGgJqOnF6mN3H0h/jdJOhManEpaQTla2ZPfVKFr4u+eTScvMNv7WWmseoHcrmpOH9tGqfReEEFStWZeUZNP93j2DSEpJRkY6Imd7U3DQLeo0eBqAshUqoosIIy42utD1D0rgqRvExKcUL/iA7Nuzixe6dkMIQb36T5GYmIBOF1mkfHJyEsePHeXZtu2M51YuX0rb9h1wd3cv8jrF4+OxGEVCCF8hxH4hxBkhxHkhRCshxLeAfc65ZTly64QQJ4UQF4QQg3POFZKzFK9SdkQkphuPIxLS8SplV0DGloDqnvx1KrTQ9RoBy95qzPYPW3D0ZiwXQhMLyRRHTJQOT6/cB5CHV2liogo3jq3rV9OoWWvcPAobbQ+Cr6s9YbG5o8Lw2DR8Xezzyfh7O+HiYMMfI1qyeUwALz9T/qH1JsdG4+TuZTx2dPMqZBSlJSVg6+CIJucB7+juRXJOh5cUG8XNU4eoHdDlodLh46o1PuABwuLSKO1qX0iuYSV3to5pw6J3n6Gaj8HguhKWyDNVPHB1sEFrY8Wztb3xddNanIYoXSRe3rll7+VdmqgiOsZf583mrX4v89MPU8nIMBgk3V/pw53bt+j5Qlve6vcy73/4CRqN5U218L1Ixcc1f34qeTvh4mDL6g9asOmTNrzc5OHrQl6ioyLx9M7fDqJNtAOAJT/PYejAV/l59jQyMx7eOCvtrCUsPs14HJGQRmkXu0JyT1VwYc3QZswb0JDK3o4Pp9NFS1hcrs7wuDRKuxSuQw38XPl7ZAt+easxVUvnOte/6FaTKRuvIB/QUvF0siMyMffe6ZIy8DTh/WtZ2Z1Frz/F5G41mZpn6k5KmNajFvN71+OFOqUt1h8TrcPDK/c6d09vYqJNl/e86RMY0qsToXdv07FbLwD8/Kty/OAeAK5fvkBURDgx9zEq/mtERkTg45M7kCpd2ofIiIgi5Xfv3EmTZ5rilDNtHBkRwe5dO3ilZ+/HnlZLEOLR//1XeVxrivoC26SUXwshrAAHKeUBIcRQKeVTeeQGSSljhBD2wHEhxF9SyjEm5CzC1P2WBXqZke2rMHv3TbJNdD7ZEvotPIGTnTXTXqlNZS/HQi734iioDzCOhu4RE6Xj8L6djJ9R/DqZh6FgSqw1gnoVXOk1MxCtjRUbRrfm1K0YbkValsf8Skz14gVLwoRMzj05uGIezV4ZhEZjuUfkfhoNScuv93xwPM2+3EFKhp5na3nz89tP02bSbq5HJDF3x3WWDW1GSrqeSyEJ6E1VkOIwo+wB3nrvA9w9PMnMzGTGtxNYueRX+r85hONHA6lSrTrf/biQ0OC7fDx8MHWfaoijY5Ez0yYx5fIumDRrK0HdCi70nnUIrY0V60e14tTth6wL+fSZdy8GDB6Om4cnWZmZzJ42kT+X/0afge88nHITlaFgci6GJtB+2gFSMvS0qubJ7H5P0fn7B19TZU79uxCcQJuv95KSoadNDS/mDmxIuyn7ebamF9FJ6VwISeCZyg/mJTCtv/C5gzdiOHgjhnplnBnUrAKj1l4EYNgf54hOzsTV3obpPWoRFJPKWQuWDpgs7yKmXoaMGke2Xs9vP07j8L7tBHTsStdeA1g89zvGDOlL+UpVqFil2gN5SUsKU/faVH2/x9Ytm+jx8ivG42lTvuGDD0f9T+X5/xuPyyg6DvwqhLAB1kkpzxQhN1wI0SPnd3mgKnBfX2mOR2kwgF+3kXg9/WIhmcjEdErn8QyVdrYjqsC0QE3fUnzdw7D41dXBhuZV3NFnS/ZdzXX1JqVncTIojmb+7mYZRVvXr2bX5nUAVK5WiyhduDEsWheBm4dXPvnb168QHhrM8P6GW5CRnsaw/t2ZvXhdsbqKIiwuFV+3XM+Ij5uW8PjUQjIxyRmkZuhJzdBz9Ho0tcq6WPwgPLd7Axf2bwWgdMVqJMXkToskx+pwdM3fsWudXMhISSZbr0djZUVyTK5M5J1rbJ8/GYDUpATunDuORmOFf8PmFqUpLC6NMnny7+uqJTKPtwAgKc96iT0XI/mqpwY3R1tikzNYdSSIVUcMi/I/frFGvlH//Vj350o2r/8LgOo1a6OLzC17XWQEHp5eha65d87W1pZOXbqzerlhzdm2jevp3X8QQgjKlq+AT5my3L19ixq165qVlnuExaUWuBf2RBS4F2GxacQkRT50XcjLxjUr2bZxDQBVa9QmKjJ/O3D3KHwv3HPuhY2tLe06d2PtysUPrP8eEfFp+Obx0pR21hKZkJ5PJjldb/x94GoUY7vWxNXBhrgUy6eQAcLj0/DN443zcS2sMyk9t/7tu6xjwku1cHOwoVFFN9rWKk2bGl7YWVvhpLXmuz71+GiF+YuddUnpeJfK9Qx5OdkSnVy01+1saAJlXLQ4a61JSMsiOmfqPC41kwM3Yqjh41SsUbR9w2p25/R7/tVrEa3L9YzEREUW6vfyorGyollAezb+sZSAjl1xcHRiyKhxgMHAGt6/G14+ZYrPeAmyasUy1vz5BwC169QlPDzMGBYREY6Xt+np07i4WC6cO8uMmXOM5y5eOM+Y0SMN4bFxHDywH2sr63zTayXBf9ix88h5LEaRlHK/EKI10AVYIoSYJqXM18sJIQKAdkAzKWWKEGIvUOxchZRyAbAA4Omv95ocxl8MTaSCuz1lXLREJqbTvpY3Y9ddzCfT/cejxt/jXqjBgevR7LsahauDDVl6SVJ6FnbWGppUdGPxYfPm9zt160mnbj0BOHXkIFvXr6bFsx25duk8Do5OhabIGjZtyc9/bDMev/5Cq4cyiAD+uRNHJW8nyns4EB6XSrdG5Rj624l8MtvOhvFVz/pYaQQ2VhqequjGz7uuFxFj0dR9rit1n+sKwO1/jnJu999UbRJAxM3L2Do44ujqkU9eCEHZ6vW4ceIAVZ8J4PKhnVR6qhkA/afkLkLf9ct0/Oo/Y7FBBPBPUByVvByN+X+xUVmG/34qn4xXKTt0OdOr9f1c0QiIzXlweDjZEp2UQRk3ezrV96XHdwfN0tv9ld50f8Xg8j4SuJ91f6zg2fbPc+nCWRydSpk0iqKjdHh4eiGlJHD/bir5G3bZeJf24fTxo9R7qhEx0dHcDbqDb9lylt+LO3FU9M69F10blWXY7/kX924/G8akXvWMdaFBRTcW7r5hsa68vPBSb154yXAvjh/ez8Y1q2jdthNXLp7DwdHJaADlJSZKh3vOvThyYA9+j2DH0fmQBCp4OFDWzZ7IhDQ61/Nh9Or8Boank61xwFS3nDMawQMbRABn78bj5+lIOXeDAdrlKV9GLvsnv85StkTlTHHVK++CRghiUzKZvuUq07cYdkE+U9mdN9tUssggArgckURZV3t8cgaCz1Xz5KucnZX3KOOiJTTHOK7q5Yi1lSAhLQuttQYhIDUzG621hsYVXFh8LLhYnR269qRD15x+7+hBtq9fTfOADly/bLrfk1ISERqMT9nySCk5deQAZcr7AZCclIidnRZrGxt2b1lHzboNjOuP/qv06tOPXn36AXBg315WrlhGp+e7cO7sPzg5lcLLy7RRtGPbNlq1CcDOLncAv2nbLuPvLz8fQ6s2ASVuEMF/e7rrUfNYjCIhhB8QIqX8WQjhCDQEFgOZQggbKWUm4ALE5hhENYCmeaLIK2cxeimZuu0as/oYOvsN/4RxMyqFlxoaRhxrTKwjuoenky3jX6yBRgg0QrDzUiQHr1u+0K/BMy04dSyQ4f27Y2un5b3R44xhkz8bzjsjx5p8ONwjLiaKMe/1JzUlGSEEm9esYMYvq4vtIPTZkrGrzrJsaHM0GsGqw3e4GpbIa60qArD0wG2uhyex92IEOz5/lmwJKwLvcCXMsG5qzhuNaVbNE3cnW45/3ZHvNl1m5aE7xebXr14T7pw7ztJPB2Fta0fbQSONYX//MJbnBozA0c2DZq++yfb5kzmybhFe5StTq1XHYuPePn8yIVfOkpaUwO+jXqNJt9eAskXn/49zLHmvKVZCsOpIEFfDE3mthaHTXRp4h84NfHm9ZUWysiVpGXqG5jEU5r/1NG4OtmRmZzN29TniUy2vgs80b8XRQwd4/ZUuaLVaRn8xyRj26Yfv8dFn4/H08uabcWOIj4tFSknlqjX48JOxALw26B2mThrLW/1eQkrJ2++NwMXVzeJ06LMlY1efZen7zbDSCFYdDjLUhZYVDffi4G2uRySx92Ik2z97FiklKw7l1oVHQeOmrThx+CBv93kxZ0v+BGPYuNHvM/yTcXh4ejN90meGe4HEv0p13v/oi4fWrc+WfP33ZRYMbIhGCNaeCuFGZDI9mxgMzNXHgulQpzS9mpRHny1Jy9QzapVlRogpnRPWXuS3t5/GSgj+OB7MtYgk+jQzrNVacfguz9fzoW+zCmRlS9Izs/lgaVGOdMvJljBr702mdq+FRgi2XIzgdkwqL9Y1rPP5+1wErat40LGml0F/VjYTcwwxNwcbJr1g2D5vpRHsvKLj+J04i/Q3aNKCM8cCGTGwB3Z2Wt4Z9aUxbMrnH/D2yC9wdfNg7rTxxs0Efv5VGTR8DAAhQbeYO3U8Go2Gsn6VGDxy7KO4LUYWTR5Iq0ZV8XR14vrWSUyat5lF6w4/svhbtm7DwQP76fp8B7T2WsZPyt1EPfTdwXw5YRLe3oay2LZlE2+8NfiR6VY8GoSpOeAHjixnS74QYgAwGsgEkoD+UspbQogpQFfgFDAIWIfh6XYF8ALGSyn35pWTUvYrSl9RnqJ/i4X9Ldu2/qjpMnlX8UKPiY/71i8x3QDTV50rUf2HJhZvzD1Omn2xtUT17/6yQ/FCj5Husw6UqP70PNNuJUH58i7FCz1Gvutep8R0t+j+UJuTH5roY7NLVD+Ag82/67sJjs145M/acm62D5wHIYQ7sAqoCNwGekopY03IuQILgToYFrUOklLe1wp+pJ6ie+8oklIuAgq9lEdK+QnwSZ5TzxcRT0E5hUKhUCgUCoAxwC4p5bdCiDE5x6ZshpnAVinlK0IIW8ChuIjVZz4UCoVCoVAUyX9wS343ch0vi4BCr/wXQjgDrYFfAKSUGVLKYueDlVGkUCgUCoXif4nSUsowgJz/Ta1m9wd0wG9CiNNCiIU5a5zvizKKFAqFQqFQFIl4HH9CDBZCnMjzl2/VuRBiZ87Lnwv+dTMz2dYYNnnNlVI2AJIxTLMVe5FCoVAoFAqFSR7Hsu68r9cpIrzIdxEIISKEEL5SyjAhhC9g6rXnwUCwlPLe+3f+xAyjSHmKFAqFQqFQ/C+xARiQ83sAsL6ggJQyHLgrhKiec6otcLGgXEGUp0ihUCgUCkWRFPWplhLkW2C1EOJNIAh4FUAIUQZYKKXsnCM3DFiWs/PsJvBGcREro0ihUCgUCsX/DFLKaAyen4LnQ4HOeY7PAI0tiVsZRQqFQqFQKIrmP+coenwoo0ihUCgUCkWRPEE2kVporVAoFAqFQgGP+Ntn/zZnghJLNPEj1pTs97d+7tOgxHRPP3CzxHQDDGvmV6L623z2d4nq3znxhRLVP2HHlRLVP7FjjRLVr7Ut2fFkSS98fWv5qRLTvWVo8xLTDeDRZFiJ6gdIPT3nX60AkYmZj/xZ613K5j/pgFKeIoVCoVAoFArUmiKFQqFQKBT3oaQ9k/8myihSKBQKhUJRNE+OTaSmzxQKhUKhUChAeYoUCoVCoVDchyfIUaQ8RQqFQqFQKBSgPEUKhUKhUCjug3iCXEXKU6RQKBQKhUKB8hQpFAqFQqG4D2pLvkKhUCgUCgVq+kyhUCgUCoXiieOJ8BRJKfn9p+mcPhaInZ2Wd0ePx79q0d9O+nXOVPZu+5vFfx94YJ1N/FwZ2qYSVhrYdD6S5SdC8oW38HdjULMKSECfLZmz7xbnQhMBcLKzYnS7KlTysEcCU3Zc52JY0gOnRUrJgllTOXHkIHZ2WkZ8OpEq1WsWkvv+m7GcP3MSBycnAD78dOJ971NR1C7tRM+nfNAIOHgrjm1XovKFly5ly8DGZSnvqmX9hUh2XI3OFy6Az9r6E5eWxY+BQRbrl1Ly65xpnDoaiK1Wy7CPx+NfrXB+77Fw1lT2bN3Ass0H852/fvkCnw4dyMixk2nWpp3Z+p+r68vkfg3RaARL991g5qZLhWRa1PDm674NsbHWEJ2YTtfJuwAY0rE6r7epjJSSi8HxDFt4hPTMbLN1gyH/i36azunjOfV91HgqmSjHed9N5Oa1SyAlPmUr8N7o8WjtHUhKTGD+dxOJCAvGxtaWISO/pHylKmbrb1DOmbeaVkAjYMeVKNacDc8X3rqyOy/V9wEgLTObeYF3uB2TCoCjrRXvt/Kjgpuh7s/Zf5srkckW5/+3H6dxKqe9v//xePyrFl3+v8yeyp5tG1i60VD+B3ZtZt3KRQBo7R14+4NPqVi5mkVpyJuWBbOmcvKIIS0ffDqhiLb3JefPnMQxp+2N+HQi/lWrP5TOB23vd+/c4odvx3Hj6iX6vzWUl/oMMFt3Ez9XhgX4o9HApvMRLD9esN9z583mFciWEr2EOXtv5u/32lehkocDSEO/dyEs0eK8T538NYEH9qPVapnw9WRq1qpdSG5Q/34kJxvqVUxMNHXq1uP7WT8awy+cO0f/fr34dvoM2nfoZFEa7se8cf14vnUddDGJNH71m0cWr+LRUeJGkRBiLzBKSnnicek4cyyQ8JC7zPx9LdcuneeXWZP5evYik7I3rlwkJcmyhlgQjYAPnvVn1JoL6JIymNenHoE3Y7iT0/EDnLobT+DNfwDw93RgfOdq9F98BoChbSpx7HYs4zZdwVoj0No8nEPvxJGDhAYHsWD5Bq5cPMdPM75mxvylJmXfeO9DWga0f2BdAujTwJcfDtwmNiWLT9v6czY0kbDEdKNMSoaelWfCeKqMs8k42lb1IDwxHa2N1QOl4dTRQMJC7jJnyTquXTrPgh8m8+1Pi03KXr9ykWQT5a3X61myYBb1GzezSLdGCKb2b8TLU/cQGpPKzvEd2Ho6hCuhCUYZZwcbpvVvzKvT9xISk4JnKTsAfN3sGdy+Gs0/3Uxapp5f3m/BS8/4seLgLYvScOa4If8//LaW65fPs7CI+t5/yEgcHA0PxMXzZrBt/Wq69R7IuhW/4Ve5Gh+Nn05I0G1+nTOFsVPnmpl/eKd5BcZtuUp0cibTutXkWFAcwXFpRpmIxHQ+33iF5Aw9Dcs5815LPz7ecBmAN5uW51RwAlN33cRaI7Cztrzunz5myP/sRYby/3nmZCbPMV3+N65cJDk5f/l7+5RlwoyfcSrlzOljgcz//qsiry+Okzltb/7y9Vy5eI65M77hu/lLTMoOem8ELR6i7d3jYdt7KWcX3hn+MUcO7rFIr0bAiOf8+WjNBXSJGczvW5/AGwX7vTgCl8YAOf1el+r0X3QagGEB/hy7Hce4jQ/e7x08sJ+goDus37yNc2f/4ZtJE1iyYnUhuV8XLzP+/mjEMAKebWs81uv1zPx+Os1atLRYf3Es+fsI81btY+Gk/o88bsWj4YmYPjt+eB+t23VGCEG1WnVJTkokNjqqkFy2Xs/Sn2fS7+0PHkpfDR8nQuJTCUtIJytbsvtqFC0qu+eTSc0z+tfaaLj3CWIHWyvql3Vm04VIALKyJUnp+odKz9GDe3mu4wsIIahRux7JSYnEROkeKs6iqORuT2RSBlHJmeil5MTdeOqXKZVPJjFdz53YNPSy8IeXXe2tqevrxMFbcQ+chuOH9tGmfZc85Z1EbHTh/Or1ehbP/4H+7wwvFLZl7Sqatm6Li5ubRbob+rtzKyKJO7pkMvXZrD0axPMNy+WTeaWpHxtP3iUkJgWAqDwGo7VGoLW1wkojsLe1IiwuFUs5cWgfrdsb6nvVmnVJSTZd3+8ZRFJKMjLSjW9oCwm6SZ0GTQAoW6EiuohQ4mKjC11viqpejoQlpBORmEFWtuTgzRie8XPNJ3MlMpnkDL3xt4ejLQD2Nhpq+5ZiZ45nMStbGuUswZLyX7LgB15/O3/5V69dH6dSBoO9as26ROsiLU7DPY4c3Pevtb17PGx7d3Vzp1rNOlhZWTZmrulTipC4NMLic/q9Kzpa3qffs7ex4l7HZ+z3zkcAD97v7duzixe6dkMIQb36T5GYmIDuPuWXnJzE8WNHebZtrid45fKltG3fAXd39yKve1ACT90gJj7lkcf7uBHi0f/9V3kgo0gIUVEIcVkIsVAIcV4IsUwI0U4IESiEuCaEaCKEcBRC/CqEOC6EOC2E6JZzrb0QYqUQ4qwQYhVgn3P+XSHE1Dw6BgohZj+KTMZG6fDw9jEee3iWJiaqcEPZun41jZu1xs3D86H0eTnaoUvMMB7rEjPwyun489KysjuL+z/Ft91qMmXHdQDKuNgRl5rJmA5V+LlvPUa3q4z2AUbLeYmOisQzb/69ShNtIv8AS36ew9CBr/Lz7GlkZmSYlLkfrvY2xKZmGo9jUzNxtTe/c+1Z34e/zkYgKWwwmUtMVCSe3qWNxx5e3kSbeChsWbeKp5u1wc3DK9/5aF0kRw/uocOLL1us29fNwWjsAITGpODrZp9PprKPM64Otqwf8xy7JnSkV4uKAITFpjJny2X+mdGVizO7k5CSyd7z+aeezCEmWoeHV255u3uWJibadHnPnT6BIb06Enr3Np269Qaggn81jh3cDcD1y+eJiggnxkzDwN3Blqjk3HoTnZyBu0Phun+PdtU9ORUcD4BPKTviU7MY3roiM7rX4v1Wfg/kKYqJisTDK3/5mzIKtq5fRWMT5Z+X3VvW0aBJc4vTcA/L2t6PDBvYk59nT3+gtvdgOh+uvefF08mWyLz9XlIGnk52heRaVXZn8YAGfNs9b7+nNfZ7C/vVZ3S7Kg/U70VGRODj42s8Ll3ah8iIiCLld+/cSZNnmuKUM4UYGRHB7l07eKVnb4t1/39GPIZ//1Ue5mlbBZgJ1ANqAH2BlsAo4DPgc2C3lPJp4FlgmhDCEXgXSJFS1gO+BhrlxPcn8FKe+HsBqwoqFUIMFkKcEEKc+Gv5b2YlVJrwSIgCpmpMlI4j+3fSqXsvs+K8LybK29Qj/uCNGPovPsMXf1/hzWYVALASgmreTqw/G87by8+Smqmn79NlHyo55uQfYMDg4cxbuo7vFywjMSGeP828v4+Kur5OJKbrCcoz1fIgmFveh/ftpPNLhcv7tx+n8/rg4VhZWT59Z2oEVDA51laC+hXd6TNjH69O28NHXetQuXQpXBxs6NywHA1H/U3tEetwtLPm1eYVLU5DIYUUvaX23VHjmLtiC2XLV+Lwvu0AdOs1gOSkRD4Z0pet61dRsUp1s++F6RGgaQO3jm8p2lX3ZPGxYAA0GkFlTwe2XNIxct1F0jKzebm+j8lr74ep8i+YsHvl/3yPotv7+TPH2b11Pa+9VdiTaEFiTCTFVNsbxtyla5mxYClJD9n2Sqq9my76wmk5cCOG/otO8/mGywxqntPvaQRVc/q9t5b9Q1qWnr5Plyt0bXGYLvqiH8Bbt2yiU+cuxuNpU77hgw9HPVDbV/z/4GHWFN2SUp4DEEJcAHZJKaUQ4hxQESgHdBVCjMqR1wIVgNbALAAp5VkhxNmc3zohxE0hRFPgGlAdCCyoVEq5AFgAcCYosUh3wrb1q9m1eR0AlavXIjoyd8QdHRVRaHR4+8YVwkOD+WBADwAy0tMYPqA7sxats+imAOiS0vEqlTs69iqVf/RckLMhCZRx0eKitUaXlIEuKZ1L4YaF1fuuRT9Q57BxzUq2bVwDQNUatYnKm39dBO4mRsfunoZzNra2tOvcjbUrLV9HEZeaiZu9jfHYzd6GuNQss66t7OFAfd9S1PFxwsZKYG9txaCny/JrgcWaptiybjU7N60FoEr1WkRF5o4Oo3WRuBfw/t26fpnwkGDef607AOnpabz/Wjd+XLqeG1cvMWPSpwAkxsdx6mggGisrnmn5bLHpCI1Joay7g/G4jLsD4QWmwEJjUohOTCclQ09Khp7DVyKpXcEwxXRHl0R0znTaxpN3aVLFkz8O3S5W77YNq9mdt77rcss7xkR9z4vGyopmAe35+48lBHTsioOjE++OGgcYHrDD+nfFy6dMsWkAg2fIM49X1MPRlpiUzEJyfu72DG3lx8St10jMmSaJTs4gOjmDazrDAtjDt2KNC7KLY+v61ezcnFP+1WoRrTOj/EODGdbfUP4Z6WkM7d+NOYvXA3Dn5jXmfTeJzybPppRL/um/4ti0ZtVDt701Fra9kmrvedElZeCdt99zKr7fK3uv30tMR5dYoN9rbN5gcNWKZaz58w8AatepS3h4mDEsIiIcL29vk9fFxcVy4dxZZsycYzx38cJ5xoweaQiPjePggf1YW1nnm157EvkvT3c9ah7GKErP8zs7z3F2Trx64GUp5ZW8F+VY7UUZM6uAnsBlYK00OeQzj47detKxW08ATh09yLb1q2n+bEeuXTqPg6NToSmyhs+0ZMHqbc5CwMQAABDXSURBVMbj/i+2eiCDCOBKeBLlXO3xcbYjKimD56p58tWWq/lkyrpoCYk3eESqejlibSWITzMYD5GJGZR303I3No1GFVy5E235HPQLL/XmhZcMLuDjh/ezcc0qWrftxJWL53BwdDJ2iHmJidLh7umFlJIjB/bgZ8GOo3vcjk3F28kWDweDMdS4vAu/5HgCimPd+UjWnTe4+at5OdC+mqdZBhHA89178nx3Q3mfPHKALetW0/K5vOWdP7+Nmrbil7+2G4/7dW7Jj0sND8S5y/82np89ZRyNm7YyyyACOH0rBv/Spajg6UhYbCo9nqnA4HmH8slsORXClNcbYaUR2FpraFTZg7nbruBoZ03jKp7Y21qRmqGndS0fztwyby1Px6496di1QH0P6Mj1y6bru5SSiNBgfMqWR0rJySMHKFO+IgDJSYnY2WmxtrFh95Z11KzbwLj+qDiu6ZLxddbi7WQwhlr6uzNjz818Mp6OtoxpW5nv994iNCG3G4lLzSIqOYMyLnaExqdTr6wzd830Gnbq1pNO3XLLf+v61bR49v7lv/CP3PJ/7YWWRoNIFxHGtPGjGDZmEmXK+ZmlPy9dXupFlxwP5PHDB9i4ZuUDtL3KFuksqfael8vhiZRzy9PvVfdi0pZ83X/+fs87f7+nS0qnvJs9d2NTaVjexbgjsTh69elHrz79ADiwby8rVyyj0/NdOHf2H5ycSuHlZdoo2rFtG63aBGBnlzvFt2nbLuPvLz8fQ6s2AU+8QfSk8Th3n20DhgkhhuV4kBpIKU8D+4F+wB4hRB0M02/3WINh2u0O8MmjSkiDJi04fTSQDwZ0x9ZOaxwFA0z+bDjvjBxrstN4UPQSZu65ybQetdAIwZYLEdyOSaVrXcM6hw3nImhd1YMONb3QZ0vSs7KZuDnXaJq19yZfdKqGtUYQlpDGt9uvP1R6GjdtxYnDB3m7z4s5W3QnGMPGjX6f4Z+Mw8PTm+mTPiM+LhaJxL9Kdd7/6AuLdWVLWHkmjP9r79yjpKquPPz9GpQmoRGFmBXNCGI0LlQGEYyEdzQaVnxFWWYxGoMTF0EDxDGwNBIRxBgwzoxJCCa2QQjgSkYUH+BrUBAE5SEgNAqIDeIQxvggIE+B3vPHOQWXsqu7qrvoYqj9rVWr7uvc3777nnPvPvueW/XT7q0pkZi/YQubt+2hR9swYHlu5RaaN2nMHRe2DQPMDS78WktGvriO3ftye/U8Ex2/0Y2lC+fzk+uuoElpeCU7xT23D+Hmofk930n2Vxm3TV7CY8N60ahEPDq3kjWbttG/d7jhTJy9jrWbt/HSys3Mu6cPVWZMfqWS1ZvCuJqnF29k9qjvsK+qipXvbWHSnHdztuHc87uyfNF8ftr/Spo0KWVgor6PGT6EAbfeSYvjWzL+13exa+cOzIzWbc/gR0NuB2DTxvWMv+8uSkpKOLl1W358651Za1cZlC/YyF19zqCRYNbaj3n/H7u55Mzg7xdWf8j3O36FstLGDOza+oDPhj4VfragfMFGbu3VlsaNxAfb9vDbuRtyPv6O3+jGskXzGXz9FRzbpJSfDBt5YN29dwxhYC3tfdqUcrZv20r5b8cA0KhRI8aOr/7trdrodEE3lrz2KgP6XR5fyT9oy8hhgxh82whatjqRfx89/JC2d/PPhtdJL2jWr71v+fgjbhnwL+zcsYOSEvHUtKk8+Ocnag2M9xs88HIl9191FiWCZ1f9nQ0f7+Ly9iHb9/SK/6XH6S25pN2J7NtfxWf7qhg182DQ9JvZ6/lFnzM4pkT8betuxrz4Ts7H3q1HT16dN5fL+1xMadNSRo4++Nr7oJsGMGLUaE6M4w1feG4mN9w4IGeN+jDpV/3pft7ptGrRjHXPj2b0H55l0pOvNagNdaGIEkWoLskYSW2AGWZ2dpyfGOenpdYBnYEHgG8SfLrBzC6V1BR4BGgHLCeMTRqSeiVf0gygnZm1rc2Omh6fNQS3PLGykPKU9zu3YNr3z6usfaPDyOAuuffg80nPO56pfaPDyKy7Ly2o/qj/XlP7RoeRuy/J/fez8knpsYV9cbfQA1VvfHRpwbSfG1T3ge/5oOX5gwuqD7Br2bgGrQCf7qnK+722rEnJERlr1SlTZGYbgLMT8/0zrPtxNWV3ARmH9ptZYa/2juM4juMUJQX/8UbHcRzHcY5cCp2ZbEiK4scbHcdxHMdxasMzRY7jOI7jZKSYXsn3TJHjOI7jOA6eKXIcx3EcpwaKKFHkQZHjOI7jODVQRFGRPz5zHMdxHMfBM0WO4ziO49SAv5LvOI7jOI5TZHimyHEcx3GcjBTTK/l1+u+zowVJA8zsIdd3fdcvHm3Xd/1i13cyU+yPzxr2L5Jd3/Vd/0jQdn3XL3Z9JwPFHhQ5juM4juMAHhQ5juM4juMAHhQV+pmu67t+seoX87G7vusXWt/JQFEPtHYcx3Ecx0lR7Jkix3Ecx3EcoIiDIkmXS7q90HbkC0kLcty+l6QZh8ueNK2Jkvo2hJZzZCNppKShku6WdFGh7Uknn+1CUgtJN+djXzlo3iLpC3Uo11/SSYn5hyW1y6F8G0kV1SyfI6lTHe0ZV4dy22tZf0eW+8lqu3xTV385+aMogyJJjc3saTMbU2hb8oWZfbPQNji1o0BRtrskZjbCzGY1lF6B/N4CaNCgCLgFqDYoktSohnL9gQNBkZndaGZv5de0I4Jsg52CBEVO4TlqL86Srpe0QtKbkibHbMV/SJoNjE32ROK6ByXNllQpqaekCZLeljQxT/YMlLQ8ftZHre2SfhltfF3Sl+ux/+3xu1fsbUyTtFrSVCn8Hqmk78RlrwJXJcqOlDQ0MV8Re35flDQz2lch6ftZ2nKI7+PiHpIWRP/2jds1k/SSpKWSVkq6Ii6vk241drSJ57Bc0ipJL0pqKqlD9PcKSdMlHS+ptaR3JLWSVCJpnqSL66Jbgx3jgU+Ad2NPvCKen4skzY/65+dDM+o+KemNeOwD4rIfSVob60h5og18SdLjkhbHT9c82jFc0hpJs4Cvx2UHsoeSxkh6K56P+/Oom/T7UuBPkpZEf4xKbFdtu8gDY4DTYpv/zwx1vXM87tJY71dJOjvLY1staVIsP03SEEJgM1vhOke8xtwtaSHQRdKIeH4rJD2kQF+gEzA12tpUiYyFpH7R5gpJY2swq3GaPYcEZwrX2Or83zleG96UtEhSWVq570p6TVKrrLweynxF0tx4PBWSuksaAzSNy6bG7aprI5/brhat1LnI2KbjuZ0Qfb8scf6bSvpL9NlfgaZx+U2S7kto9Jf0u2yP36kHZnbUfYCzgDVAqzh/AjARmAE0isv6A+Pi9ETgL4CAK4BtwDmEoPENoEMebTsGmAdcBhhwWVx+H/CLeux3e/zuBWwFvhrtfw3oBpQC7wOnx+P8L2BGLDMSGJrYVwXQBrgaKE8sP64evn8s2tMOWBfXNQaax+lWwLpoW866GWxpA+xLnb94zNcBK4CecdndwANx+kZgGjAM+GMez3kboAq4IGFTsn5NSNS9J/Ooe0L8bhrP6cnAhnhOUvUw1QYeBbrF6VOAt/Nkw3nASkL2onk8x0NjnegbbVnDwZc+WhwOv6f5oxEwB2hfU7vIk35FTXU9zt8D3A/8Hvh5Dvs2oGucnxD9uoHY9uJyA65JrxNxejIHrz9zgE6JdXMIgdJJwEbgS/EYXgauzMGeA/vN4P9jgUqgc1zXPOr0B8YB34v19Pgs/ZK6Dv4MGJ7QK0uur6GNtKxuuyzORY1tGrgXuC5Vx4G1wBeBW4EJcXn7uJ9O0d/rEhrPEdunfw7v52jNFH0LmGZmHwGY2Sdx+WNmtj9DmWcs1L6VwAdmttLMqoBVhEqfL34DvGxmzwCfEQI1CA0pXzqLzOx/ov3L437PBNab2TvxOKdksZ+VwEWSxkrqbmZbsyiTyfdPmlmVhZR8KiMm4F5JK4BZhJv2l+uom4n1ZrY8Tr8BnEa48b4Sl00CekRbHwbKgIGEC3o+ec/MXk/YlKxfLyXqXps8ag6R9CbwOvBPwA+AV8zsEzPbSwhUU1wEjJO0HHgaaJ7eY68j3YHpZrbTzLbFfSfZBuwGHpZ0FbAzD5pJkn6/RtJSYBkheG9H3dpFXchU1yEE5t8m3Azvq754tbxvZvPj9BRC5yed/cDjifnekhZKWkloq2fVotEZmGNmH5rZPmAqsb3UwZ7q/P91YLOZLQYws21RB6A3cBvwXTPbUoud6SwGbpA0EjjHzD7NsF16Gzk9R50UtbXpi4HbY/uaQwjGTyH4cgqAma0gdNgwsw+BSkkXSGpJ8NN8nMPO0RoUidBrSWdHDWX2xO+qxHRqPi9/nCupP9AaSKWO98aGA+Hila8/6E3an9xvpt9f2MehdaEUwMzWcrCn/ytJI7LQzuT7PWnbAFxL6BGdZ2YdgA+A0jrqZiLdFy0yGh7S/V+Ns83qoVkdybqXXr+SdS9fda0XIdDpYmb/TLgRramhSEnctkP8nFzDjSRXMv7uR7wBnk+4cV8JPJ8nzRQ7ACSdSgh0LzSz9sBMYj2vyb48Um1dj+tOINS3ssSybEi3u7rj2J3qCEoqBcYDfc3sHKA8C71c/go0oz01+D/T9QJCBqkMOCMHG4Kw2VxCwLEJmCzp+vRtMrSRXPyfpLY2LeDqRPs6xczeTpmbYZ9/Ba4hZM6nJ+4VzmHkaA2KXiL0SloCSDqhwPYg6TzCReG62JtoaFYDp0o6Lc73S6zbAHQEkNQRODVOnwTsNLMphPR+xyx0cvH9ccDfzWyvpN6EgLGuutmyFdgiqXuc/wGQyhqNJfSERxBuGP+fOQ7YYmY7JZ1JeHT3BaCnwhiqxoSLbYoXgUGpGUkd8mTHXOB7cexEGeGx8QEkNSM8Hn2WMEg4X7rpNCcESFsVxu71ictrahf15VPCTR0y1PXIQ8CdhLpX05iddE6R1CVO9wNeTdNMJ3XD/yj6PflGaKZyCwl1ppXCQO1+HGwv2diToib/nySpM4Ckslg3Ad4jjPH6s6TaMlqHIKk1wd/lwJ84eA3ZK+mYOF1dG6Ga7fLBC8Bg6cD4znPj8rmEgBmFsWTtE2WeIHQU+hECJKcByFdm4ojCzFZJ+iXwiqT9hB5AoRlE6BHOju1iSUOKm9nuOJBwpqSPCBes1IDOx4HrY2p3MeF5N4Rn5L+WVAXsBW7KQicX308FnpG0hPCYb3VddXPkh8AfYmaokpBm70l4VNDVzPZLulrSDWb2SJ61G4rngYHxcc0awuOBTYSxDQuBvwFvEYJEgCHA7+P2jQkX64H1NcLMlsYBpMsJN7l5aZuUAU/FLIaAf6uvZgY73pS0jPBoo5L4KKKWdlFfzY/jYNsKQrs6M72uxwzGPjN7NAYdCyR9y8xezkLibeCHkv4IvAM8SHgk/5ykzWbWO82ef0gqJ2RgN0SbUkwktIldQJdEmc2Sfg7MJpyfZ83sqRzsuSzuJ5P/P1N4keJ3kpoCuwjZm5T+GknXAo9JuszM3s3CLxDGVg6TtBfYDqQyRQ8BK+JjvH/l822E9O3M7NosNWtiNPBA3KcI/r+U4KNHog3LgUWpAma2RdJbQDszW/T5XTqHA/9Fa8cpIiQ1M7PtsTc+nTDIc3qh7XJyQ1IbwoDwvARwjuMEjtbHZ47jVM/ImBGsANYT3oxxHMdx8EyR4ziO4zgO4Jkix3Ecx3EcwIMix3Ecx3EcwIMix3Ecx3EcwIMix3Ecx3EcwIMix3Ecx3EcwIMix3Ecx3EcAP4PVuQsEQF6NPkAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Your response here\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "plt.figure(figsize=(10,8))\n",
+ "sns.heatmap(boston.corr(), annot=True, cmap='Blues')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "boston.drop(['tax'], axis=1, inplace=True)"
]
},
{
@@ -102,11 +335,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"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": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "boston['medv'].describe()\n"
]
},
{
@@ -128,16 +382,19 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import r2_score\n",
"\n",
- "def performance_metric(y_true, y_predict):\n",
+ "def performance_metric(x, 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:"
+ " # Your code here:\n",
+ " y_pred = regressor.predict(x)\n",
+ " score = r2_score(y_pred)\n",
+ " return score"
]
},
{
@@ -150,11 +407,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X = boston.drop(columns = 'medv')\n",
+ "y = boston['medv']\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state=8)"
]
},
{
@@ -177,11 +440,47 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 27,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "depth= 2 train r2= 0.6391329783333366\n",
+ "depth= 2 test r2= 0.573927925040211\n",
+ "depth= 4 train r2= 0.8899172254028203\n",
+ "depth= 4 test r2= 0.7498065522915165\n",
+ "depth= 6 train r2= 0.9436685341414969\n",
+ "depth= 6 test r2= 0.7992085961169215\n",
+ "depth= 8 train r2= 0.9642603805678478\n",
+ "depth= 8 test r2= 0.8138505350136236\n",
+ "depth= 10 train r2= 0.9701990022417171\n",
+ "depth= 10 test r2= 0.8195502152556325\n"
+ ]
+ }
+ ],
"source": [
- "# Five separate RFR here with the given max depths"
+ "# Five separate RFR here with the given max depths\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "\n",
+ "depth = [2, 4, 6, 8, 10]\n",
+ "\n",
+ "train_r2 = []\n",
+ "test_r2 = []\n",
+ "\n",
+ "for z in depth:\n",
+ " regressor = RandomForestRegressor(n_estimators = 100, random_state = 0, max_depth=z)\n",
+ " regressor.fit(X_train, y_train)\n",
+ " y_train_pred = regressor.predict(X_train)\n",
+ " y_test_pred = regressor.predict(X_test)\n",
+ " r2_train = r2_score(y_train_pred, y_train)\n",
+ " train_r2.append(r2_train)\n",
+ " r2_test = r2_score(y_test_pred, y_test)\n",
+ " test_r2.append(r2_test)\n",
+ " \n",
+ " print('depth=', z, 'train r2=', r2_train)\n",
+ " print('depth=', z, 'test r2=', r2_test)"
]
},
{
@@ -193,13 +492,40 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 29,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "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",
+ "\n",
+ "plt.plot(depth, train_r2, label='r2 train')\n",
+ "plt.plot(depth, test_r2, label='r2 test')\n",
+ "plt.legend()"
]
},
{
@@ -211,11 +537,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 31,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\nMore depth trees you have, more accurate will be the performance.\\nAlso, train score is much higher than the test.\\n'"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "More depth trees you have, more accurate will be the performance.\n",
+ "Also, train score is much higher than the test.\n",
+ "\"\"\""
]
},
{
@@ -228,11 +569,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\n",
+ "# It is a high bias with depth 1, and high variance with depth 10."
]
},
{
@@ -245,11 +588,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\n",
+ "# 4 depth is like the maximum efficient parameter. From then, it decreases a lot the performance."
]
},
{
@@ -267,11 +612,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 34,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\nThe data collected in 1978 is not relevant for now. Also the model cannot make predictions because of the old data.\\nI think that we should make some changes to be applicable in a rural city. Changing the features to get a consistent results.\\n\\n'"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "The data collected in 1978 is not relevant for now. Also the model cannot make predictions because of the old data.\n",
+ "I think that we should make some changes to be applicable in a rural city. Changing the features to get a consistent results.\n",
+ "\n",
+ "\"\"\""
]
}
],
@@ -292,7 +653,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index 9739877..272919a 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": [
@@ -56,11 +56,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "\n",
+ "from sklearn.pipeline import make_pipeline\n",
+ "from sklearn.preprocessing import StandardScaler\n",
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "svc = SVC(gamma=0.001)\n",
+ "svc_1 = SVC(gamma=1)\n",
+ "svc_2 = SVC(gamma=20)\n",
+ "\n",
+ "classifiers = [svc, svc_1, svc_2]"
]
},
{
@@ -72,9 +82,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"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",
@@ -86,7 +107,8 @@
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"cm = plt.cm.RdBu\n",
- "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
+ "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
+ "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
"\n",
"# iterate over classifiers\n",
"for name, clf in zip(names, classifiers):\n",
@@ -129,11 +151,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\nWhat I see it is that when you increase the gamma, more accurate is the graph.\\n'"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "What I see it is that when you increase the gamma, more accurate is the graph.\n",
+ "\"\"\""
]
},
{
@@ -146,11 +182,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.93"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "svc_3 = SVC(gamma=0.7)\n",
+ "svc_3.fit(X,y)\n",
+ "svc_3.score(X,y)"
]
},
{
@@ -162,11 +213,28 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.9875"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"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=0.2, random_state=8)\n",
+ "\n",
+ "svc_2.fit(X_train, y_train)\n",
+ "svc_2.score(X_train, y_train)"
]
},
{
@@ -178,11 +246,46 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 19,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.5125"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "svc.fit(X_train, y_train)\n",
+ "svc.score(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.9375"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "svc_1.fit(X_train, y_train)\n",
+ "svc_1.score(X_train, y_train)"
]
},
{
@@ -194,11 +297,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'\\nAs said in the first comment above, when you increase the gamma, the model is going to be more accurate\\n'"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\"\"\"\n",
+ "As said in the first comment above, when you increase the gamma, the model is going to be more accurate\n",
+ "\"\"\""
]
}
],
@@ -218,7 +335,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.3"
}
},
"nbformat": 4,