diff --git a/docs/source/mda_COG.ipynb b/docs/source/mda_COG.ipynb index fc8d440e..870ecabe 100644 --- a/docs/source/mda_COG.ipynb +++ b/docs/source/mda_COG.ipynb @@ -27,9 +27,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\jd15489\\Anaconda3\\envs\\kinisi_dev\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + "C:\\Users\\jd15489\\AppData\\Local\\miniconda3\\envs\\kinisi_dev\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", - "C:\\Users\\jd15489\\Anaconda3\\envs\\kinisi_dev\\Lib\\site-packages\\MDAnalysis\\topology\\TPRParser.py:161: DeprecationWarning: 'xdrlib' is deprecated and slated for removal in Python 3.13\n", + "C:\\Users\\jd15489\\AppData\\Local\\miniconda3\\envs\\kinisi_dev\\Lib\\site-packages\\MDAnalysis\\topology\\TPRParser.py:161: DeprecationWarning: 'xdrlib' is deprecated and slated for removal in Python 3.13\n", " import xdrlib\n" ] } @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "id": "61cc6b61-7e5b-4b87-ab8c-58ba55def62e", "metadata": {}, "outputs": [], @@ -84,7 +84,6 @@ " 'time_step': 1.2e-03,\n", " 'step_skip': 100,\n", " 'specie_indices': molecules,\n", - " 'center': 'Mass',\n", " 'masses': masses\n", " }" ] @@ -107,9 +106,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "Reading Trajectory: 100%|██████████| 2001/2001 [00:01<00:00, 1005.53it/s]\n", - "Getting Displacements: 100%|██████████| 100/100 [00:00<00:00, 33333.10it/s]\n", - "Finding Means and Variances: 100%|██████████| 100/100 [00:00<00:00, 469.49it/s]\n" + "Reading Trajectory: 100%|████████████████████████████████████████████████████████| 2001/2001 [00:01<00:00, 1110.84it/s]\n", + "Getting Displacements: 100%|█████████████████████████████████████████████████████████████████| 100/100 [00:00" ] @@ -143,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "id": "bc9db243-e5f4-4401-b337-f37eb9e9e4da", "metadata": {}, "outputs": [ @@ -151,7 +150,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Likelihood Sampling: 100%|██████████| 1500/1500 [00:01<00:00, 1302.09it/s]\n" + "Likelihood Sampling: 100%|███████████████████████████████████████████████████████| 1500/1500 [00:01<00:00, 1473.93it/s]\n" ] } ], @@ -161,17 +160,17 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "id": "4787d956-9134-4116-904d-3b6bb8840f78", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.0003046646228906288, array([3.60344013e-05, 6.48523844e-04]))" + "(0.0003010770502832941, array([3.40486342e-05, 6.19601563e-04]))" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -182,17 +181,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "id": "e8d462cb-97c9-45c9-bc42-cecfe2e98cb1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(-244.43769441859047, array([-1132.02323319, 485.91332031]))" + "(-242.20344284741233, array([-1056.39869662, 500.22415756]))" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -203,18 +202,18 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "id": "efe816d8-9994-4e1d-89f9-2c85f1e5695f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([3.48760620e-04, 3.27744596e-05, 4.43573268e-04, ...,\n", - " 2.38686875e-04, 2.98764022e-04, 3.69741570e-04])" + "array([6.69987641e-05, 1.75476218e-04, 5.06413294e-04, ...,\n", + " 3.67801731e-04, 3.88731638e-04, 3.39251706e-04])" ] }, - "execution_count": 15, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -225,13 +224,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "id": "24f70169-6ce7-48c0-ba7b-8c4d04070a35", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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lU9HKAvoRiUYF6rv9ONATQDRPS9AZvIiIiEaABfQjJ4RAs0vB7k5f3q8WMngRERENk0cOo5EF9CPS7Q9hp8MLtxzO9FTSgsGLiIhoiDRNoM2roCvHmndmk4Aawc4OH9p9SqanklYMXkREREMgh6No6A1CzvMtsVQJRwT2dvlwyBlAIS4UMngRERENUpdPRZtXgZanhd+ppGkCDc4g9nX5oUaz/0zFVGHwIiIiOolIVEOjS4ZHKYw6pGRzeBXs7PDBF+IFCAxeREREJ+CRw2hyycc9poaOz6OEsSsHD7JOJQYvIiKiYxBCoNXDAvrhUCMadjt8aHLl5kHWqcTgRUREdBQW0A9PVBM42BNAfZcfEdbBHRODFxER0RFYQD88LW4Zux0+BMMMqyfC4EVERAQW0A9Xb18DVGeBNEAdKQYvIiIqeF4ljEYnC+iHIqBGsMvhQ5u3sBqgjhSDFxERFSwhBNo8Cq+6GwI1omFflx8NBdoAdaQYvIiIqCAp4SgOsYB+0KJRgYO9AezvDnBlcAQYvIiIqOB0+1W0elhAPxhCCDS7Fezp9EFm4fyIMXgREVHBiEQ1NLlkuFlAPyidPhW7HF54FHacTxYGLyIiKggsoB88dpxPHQYvIiLKayygHzw5FMWeLh+aXTI7zqcIgxcREeUtJRxFgzPIpp4nEYkK1Hf7cbAngCjr3lKKwYuIiPJST0BFi5sF9CeiaQKNThl7u31QI9yCTQcGLyIiyissoB+cdo+C3Q4ffCEWzqcTgxcREeUNnxJBgzPIAvoTcAbC2OnwojcYyvRUChKDFxER5TwhBNq9Chw+FtAfD4/4yQ4MXkRElNNYQH9iPOInuzB4ERFRzmIB/fFFNYGDPTziJ9sweBERUc6JagJNriBcMgvoj9Z/xM/eTh9XAbMQgxcREeUUnxJBoyuIUJSrOEfr8qvY2cEjfrIZgxcREeUEFtAfH4/4yR0MXkRElPXUSKyAPhDi1tmReMRP7mHwIiKirNYbCKHZLbOA/gg84id3MXgREVFWYgH9QJom0OCUsa/LB5U1bjmJwYuIiLKOX411oGcB/WHtHgW7HD74ecRPTmPwIiKirCGEQIdXhcOnsGapT28gjF084idvMHgREVFWYAF9Ih7xk58YvIiIKOOcwRCaXTILxdF3xE+nHw0uHvGTjxi8iIgoYzRNoMUto4fbaIhGBQ728oiffMfgRUREGSGHozjUG4QSKeytxf4jfvZ0+iDziJ+8x+BFRERpx8OtYzp9KnY5eMRPIWHwIiKitGFvrhiPHMYuB4/4KUQMXkRElBaBvt5chdz4Uw5FsafTh2Y3j/gpVAxeRESUcp0+FW2ewg0b4YjA/h4e8UMMXkRElEKRqIZGlwyPUphbizzih47G4EVERCnhU2Jbi4XaGqHNLWN3p59H/FACXaYnMFJtbW34l3/5F1RUVMBms+Gss87C1q1b448LIfDwww+jpqYGVqsVl1xyCXbv3p3wPVRVxd13343Ro0ejqKgIixYtQmtra8IYl8uFJUuWwG63w263Y8mSJXC73el4ikREOUUIgXaPgv09/oIMXb2BMNYd7MXmFjdDFw2Q08HL5XLhwgsvhNFoxF/+8hfs2bMHv/rVrzBq1Kj4mMcffxxPPvkkVq1ahS1btqC6uhrz58+Hz+eLj1m2bBnefvttrFmzBuvXr4ff78fChQsRjR7up7J48WJs374dH3zwAT744ANs374dS5YsSefTJSLKeqGIhv3dAXT4Cu+YG78SweYmF9Yd6kGvzIawdGySELlb5ffggw/in//8Jz799NNjPi6EQE1NDZYtW4YHHngAQGx1q6qqCo899hjuuOMOeDwejBkzBq+//jpuuOEGAEB7eztqa2vx/vvv44orrsDevXsxc+ZMbNq0CXPnzgUAbNq0CfPmzcO+ffswffr0Y/58VVWhqocvFfZ6vaitrYXH40FpaWkyXwoioozzyGE0uoKIFNg5NzziJ3vUVZfgxrPHJ/37er1e2O32pLx/5/SK17vvvotzzz0X3/3ud1FZWYmzzz4bL774YvzxhoYGOBwOLFiwIH6f2WzGxRdfjA0bNgAAtm7dinA4nDCmpqYGdXV18TEbN26E3W6Phy4AOP/882G32+NjjmXlypXxrUm73Y7a2tqkPXciomwhROzYn4O9gYIKXdGoQH2XHx/Wd+MrJ0NXpmga0OpW8M8GJ75o8WR6OieV08Hr0KFDePbZZzF16lT89a9/xZ133ol77rkHr732GgDA4XAAAKqqqhK+rqqqKv6Yw+GAyWRCWVnZCcdUVlYO+PmVlZXxMcfy0EMPwePxxG8tLS3Df7JERFlIjUSxr8uPrgJqBCqEQJNLxocHurG701eQdWzZQAlHUd/lxz8O9mBnhxfeHOn+n9NXNWqahnPPPRcrVqwAAJx99tnYvXs3nn32WXz/+9+Pj5MkKeHrhBAD7jva0WOONf5k38dsNsNsNg/quRAR5ZreQAgtbrmg+lJ1+lTs6vDCo+bGm3w+cgfDaHAF4fCpyMXGcDm94jV27FjMnDkz4b4ZM2agubkZAFBdXQ0AA1alurq64qtg1dXVCIVCcLlcJxzT2dk54Od3d3cPWE0jIsp3UU2goTeIRlewYEKXT4ngnw1O/LPRydCVAUIDOjwKNja6sLHJBYc3N0MXkOPB68ILL0R9fX3Cffv378fEiRMBAJMnT0Z1dTXWrl0bfzwUCmHdunW44IILAACzZ8+G0WhMGNPR0YFdu3bFx8ybNw8ejwefffZZfMzmzZvh8XjiY4iICoFfjWBPpw/OArlqLxwR2NHuxd8PdvNcxQwIRzQc6g3i40M92N7uhTsPzvjM6a3Gf//3f8cFF1yAFStW4Prrr8dnn32GF154AS+88AKA2PbgsmXLsGLFCkydOhVTp07FihUrYLPZsHjxYgCA3W7HrbfeiuXLl6OiogLl5eW47777MGvWLFx++eUAYqtoV155JW677TY8//zzAIDbb78dCxcuPO4VjURE+UQIgQ6vCodPydWFhiHpr+Pa7WDH+UwIqBE0uGS0exRE8+yqhZwOXnPmzMHbb7+Nhx56CD/72c8wefJkPP3007jpppviY+6//37IsoylS5fC5XJh7ty5+PDDD1FSUhIf89RTT8FgMOD666+HLMu47LLLsHr1auj1+viYN998E/fcc0/86sdFixZh1apV6XuyREQZooSjaHAGEQxHTz44DzgDYXzZ4YErD1ZXconQgC6/iiaXjN5g/q6o5nQfr1yTzD4gRETp0OVT0eZVoBXAW4Ua0bDL4UWTS870VApKKKKh2SWjxSNDCY9sdfGyU0fjiUWnJ2lmhyXz/TunV7yIiCg1wlENjc4gvAVQSC6EwKFeGXs7fQixNUTaOANhNLmD6PSpKIBcH8fgRURECZzBEJpdhdEmotcfwvYODzw50gMq10WjAm1eBU2uIPxqYWxdH43Bi4iIAMTaRDS75IK4YlGNaNjV4UWTm9uK6eBXI2h2KWjzyAV1usGxMHgRERG8ShiNTjnvu7BrmkCDM4g9nf68f66ZJjTA4VfQ4lLyulh+qBi8iIgKmKbFtn4K4cifHn8IX7Z72AA1xeRQFC1uGa1uha04joHBi4ioQAVDETQ4ZSiR/K61UcJR7OzwocXDbcVUEQLo9qtodsvo9nN160QYvIiICowQAg6fig5vfjdDjWoCB3sCqO/yI1IAFwpkQiiiocUto9k98lYQhYLBi4iogKiRWDPUQCi/V7la3TJ2OXwF0/Q13dzBMBr7Dqpmph0aBi8iogLR7VfR6snvZqjOQBg7O7zoLYArM9NNaECHT0GjU4ZHYVf/4WLwIiLKc+GohiZXfr9ZBkNR7HJ40epRMj2VvKOENbS4g2hxsVg+GRi8iIjymFsOo8kVzNveSeGIwP4ePw72BAqi4Ws6ufq2Ewuts3yqMXgREeWhqCbQ4s7fw4aFEGh0ytjT5YMa4SpMskSiAu0eBc1uGT623UgJBi8iojzjUyJodAURytNtoU6fil0dXvbjSiKfEkGTS0a7V0E0T1dHswWDFxFRnhBCoN2rwOHLz2aoPiWCnQ4fHD7WcSWDpgHtXgXNeV7/l20YvIiI8oASjrWJyMf2CWpEwx6HD42uYF73HUuXoBpFk1tGm0dBOE9XRbMZgxcRUY7L1zYR0ajAgR4/9ncH2AA1CXoDITQ6g+hiZ/mMYvAiIspRUU2g0RmEO8+2iYQQaHYr2NPpg5yHK3jp1L+d2OAMws+auKzA4EVElIOCoQgO9Qbzrq9Stz+EnQ4v3HJ+hcl0U8JRNLlktLi5nZhtGLyIiHJMt19Fi1vOq3onnxLBLocPHSycHxFXoO8oH7+KvPoFySNDCl6yLMPpdGLcuHEJ9+/evRunn356UidGRESJNE2gySXDmUfH4agRDfs6/WhwBcAuBsPT33uryR2EX+XWbLbTDXbgH/7wB0ybNg3f/OY3ccYZZ2Dz5s3xx5YsWZKSyRERUYwSjmJvlz9vQldUE9jf7ceH9d34ysnQNRw+NYI9Dj8+OtiD3Z0+hq4cMegVr0cffRRffPEFxowZg88//xw333wzfvzjH2Px4sUQvNqEiChlnMEQmlxy3ly12OqWsdvhRyDMYu+hEhrg8Clocitw5empBPlu0MErHA5jzJgxAIBzzz0Xn3zyCa677jocPHgQkiSlbIJERIVK6zv2pydP3mB7A2Hs7PDAycL5IYsfVO1WeERSjht08KqsrMSOHTtwxhlnAAAqKiqwdu1a3HzzzdixY0fKJkhEVIjUSBSHevOjIWpAjRXOt3lZOD9UvYEQml0yi+XzyKCD1+uvvw6DIXG4yWTC7373O9x1110Dxm/ZsgVz5swZ+QyJiAqMq29rMZrjW4vhiMC+bj++6vWzhmsIolGBVo+CZlcQ/lDuB29KNOjgNX78+OM+duGFFwIAurq68MYbb+Dll1/G3r17EY3yF4aIaLCEiL3hdvlz+6xFTRNocAaxt9OPkMZtscGSQ1E0umS0umVEmFTz1oj7eEWjUfzpT3/CK6+8gr/85S+YMmUKvvOd7+D1119PxvyIiApCKKLhkDOAQI6vcLR7FOxy+OAPsXB+sGJH+cg5H7hpcAYdvLq7u/Hkk0+ivLwcy5YtQ319PV555RW88cYbAIDrr78emqbhv//7vzFz5syUTZiIKN945FjTy1xe5XDLYexo9+bNhQCpFo0KtHsVNLrYe6vQDDp4LV68GDNnzkR5eTnGjRuHYDCIa665Bi+//DKuvPJK6PV6PPfcc6mcKxFRXhEi9ubr8OXuSkcwFMWeTh+a3XKmp5ITAmoUzW5uJxayQQevffv24ec//zlOOeUUPPTQQ7jnnnvwb//2b5g6dWoq50dElJfCUQ0NziB8OXpwcSQqUN/tx8GeQM5fBJBqQgO6/CqaXfnTGoSGb9DB6yc/+Qm+/e1vo6ysDL/4xS+wYcMG1NXV4ayzzsKSJUtwww03pHKeRER5w6dE0OAMIpyDhedCCDQ6Zezp8rGf1EmEIhqaXTJaPDKUMF8rihl08Lrjjjtw0003wWw2w2g0AojVfb3xxht48cUX8e///u/QNA1r165FbW0tSkpKUjZpIqJc1eFV0J6j/aw6fSp2dnjhzdFVunRxBsJocgfR6VPBxUA6miSSdN7P1q1b8corr2DNmjUIBAKYP38+3n333WR867zh9Xpht9vh8XhQWlqa6ekQURpF+rYWczG0eJUwdnb40Mmr7o4rflA1e29l1GWnjsYTi05P+vdN5vv3iNtJ9Js9ezZmz56NJ598Eu+88w5Wr16drG9NRJTT/GpsazEUza3tJjWiYY/Dh0ZXkE3Tj8OnRtDsktHmURBlsTwNwrCC149+9CNce+21OO+88wY8ZjKZcP311+P6668f8eSIiHKdo29rMZfekqOawFe9AdR3BXKyDi3VhAC6/SoanTJ6WSxPQzSs4NXR0YGFCxdCr9fjmmuuwbe+9S1cfvnlMJvNyZ4fEVFOytWtxTa3jF0OPwLh3Jp3OkSjAm2eWO+tXG90S5kzrOD1yiuvQAiB9evX47333sPy5cvR1taG+fPnY9GiRVi4cCFGjx6d7LkSEeWEXLxq0S2H8WW7lys4x8CjfCiZklZcv3fvXrz33nv44x//iM8//xxz587FokWLcOONN2LcuHHJ+BE5j8X1RPktFxuiBkNR7Hb40OJhA9Sj8Sif3FNQxfUzZszAjBkzcP/996O7uxvvvvtu/KrG++67L1k/hogoK6mRKBqcubMFFY4I7O9hA9SjRaICrW4FLW5enUipkbTgdaQxY8bg1ltvxa233pqKb09ElFV6AyE0u2VoORBgNE2gwSljX5cPao5dZZlKPiWCRlcQHV6VVydSSg07eGmahtWrV+Ott95CY2MjJEnC5MmT8T/+x//AkiVLIElSMudJRJR1oppAkysIlxzO9FQGpd2jYJfDB3+IhfNA7OrELp+KBpcMF2vbKE2GFbyEEFi0aBHef/99nHnmmZg1axaEENi7dy9uueUWvPXWW3jnnXeSPFUiouyRS725nIEwdjpYON8vEhVocctocgchh7L/74/yy7CC1+rVq/HJJ5/g73//O77xjW8kPPaPf/wD1157LV577TV8//vfT8okiYiyRS4V0AfUKHZ3etHqyc0jipItqMauTmzz8OpEyhzdcL7od7/7HX70ox8NCF0AcOmll+LBBx/Em2++OeLJERFlEzUSRX23P+tDVyiiYWeHD2sPdBV86BIC6AmE8HmLG+sO9aLJFWToylO9n/8Vrbu3QsvyNi7DCl47duzAlVdeedzHr7rqKnz55ZfDnhQRUbbpDYSwp9Of1VctaprAwZ4APqzvxoEePwo5X0SiAo29Mj491IstzW50+7nNms+0sIrWt/4/rPnRzdi4cWOmp3NCw9pqdDqdqKqqOu7jVVVVcLlcw54UEVG2yJUCehbOx/jUCJpcMtp5dmJB8ez6JzQ1iNLKGsybNy/T0zmhYa14RaNRGAzHz2x6vR6RSPr/41+5ciUkScKyZcvi9wkh8PDDD6OmpgZWqxWXXHIJdu/enfB1qqri7rvvxujRo1FUVIRFixahtbU1YYzL5cKSJUtgt9tht9uxZMkSuN3uNDwrIsoUvxrBnk5fVocujxzGp4ec2NTsKtjQJbTYmZibm9xYf8iJFpfM0FVgnF+sBQDM+PrV0OmGFW3SZthXNd5yyy3HPZtRVdNf/7Blyxa88MILOOOMMxLuf/zxx/Hkk09i9erVmDZtGh599FHMnz8f9fX1KCkpAQAsW7YM7733HtasWYOKigosX74cCxcuxNatW6HX6wEAixcvRmtrKz744AMAwO23344lS5bgvffeS+8TJaKUE0Kgw6uiw5e99VFKOIrdnT40u+ScOoA7mUIRDS1uGc1uGUo4u+t6KHXCfje8+z4DAMy8ZGGGZ3NywwpeN99880nHpPOKRr/fj5tuugkvvvgiHn300fj9Qgg8/fTT+PGPf4zrrrsOAPDqq6+iqqoKv/3tb3HHHXfA4/HgpZdewuuvv47LL78cAPDGG2+gtrYWf/vb33DFFVdg7969+OCDD7Bp0ybMnTsXAPDiiy9i3rx5qK+vx/Tp09P2XIkotbK9A300KnCgx4/67sLtOO8KhtHskuHwqTnRtJZSy739H4AWhXX8NFTUnpLp6ZzUsA/JziY//OEPcfXVV+Pyyy9PCF4NDQ1wOBxYsGBB/D6z2YyLL74YGzZswB133IGtW7ciHA4njKmpqUFdXR02bNiAK664Ahs3boTdbo+HLgA4//zzYbfbsWHDhuMGL1VVE1b/vF5vMp82ESVZbyCEFrectYGmySVjT6cPcjg7Q2EqRaOxNh7NbhlepTC3VOnYnFtj24zlsxecZGR2SMmRQem0Zs0afPHFF9iyZcuAxxwOBwAMuBCgqqoKTU1N8TEmkwllZWUDxvR/vcPhQGVl5YDvX1lZGR9zLCtXrsQjjzwytCdERGmX7QX03f4Qdjq8cGfp/FLJr0bQ7FLYe4uOSeluQbB5L6DToezsSzM9nUEZVgXa5s2b8Ze//CXhvtdeew2TJ09GZWUlbr/99rTUebW0tOB//a//hTfeeAMWi+W4444+vkgIcdIjjY4ec6zxJ/s+Dz30EDweT/zW0tJywp9JROmXzQX0PiWCDY0ufNrQW1Ch68hi+U8POdl7i47LtfVvAIDSaXNgLCnP8GwGZ1jB6+GHH8aOHTvin+/cuRO33norLr/8cjz44IN47733sHLlyqRN8ni2bt2Krq4uzJ49GwaDAQaDAevWrcOvf/1rGAyG+ErX0atSXV1d8ceqq6sRCoUGtL84ekxnZ+eAn9/d3X3CthpmsxmlpaUJNyLKDkIItHsU1Hf7s+7YHzWiYVurB3870A1HFhf4J1s4qqGhN4h1h3qwrc0LJ484ohMQQsSvZiybPT/Dsxm8YQWv7du347LLLot/vmbNGsydOxcvvvgi7r33Xvz617/Gf/3XfyVtksdz2WWXYefOndi+fXv8du655+Kmm27C9u3bMWXKFFRXV2Pt2rXxrwmFQli3bh0uuOACAMDs2bNhNBoTxnR0dGDXrl3xMfPmzYPH48Fnn30WH7N582Z4PJ74GCLKHf0d6LPtqsWoJlDf5cdf93WhwRUsmKsV/WoEexx+fHSwF/u6/JB5hSINQqBxN0K97dCZrRhVd1GmpzNow6rxcrlcCSs969atS+hkP2fOnLRsq5WUlKCuri7hvqKiIlRUVMTvX7ZsGVasWIGpU6di6tSpWLFiBWw2GxYvXgwAsNvtuPXWW7F8+XJUVFSgvLwc9913H2bNmhW/ynHGjBm48sorcdttt+H5558HEGsnsXDhQl7RSJRjsrWAvsUtY7fDh2CBFM4LAXT7VTQ5ZfRwZYuGwdW32jVq1tehMx2/3CjbDCt4VVVVoaGhAbW1tQiFQvjiiy8Sish9Ph+MRmPSJjkS999/P2RZxtKlS+FyuTB37lx8+OGH8R5eAPDUU0/BYDDg+uuvhyzLuOyyy7B69ep4Dy8AePPNN3HPPffEr35ctGgRVq1alfbnQ0TDE9UEml0ynHJ2vcn39BXOZ2ONWSooYQ1tHhktHhlyiCtbNDxaJAzX9o8A5NY2IwBIQgz9f/vuuOMO7Ny5E4899hjeeecdvPrqq2hvb4fJZAIQCylPP/30Ma80LGRerxd2ux0ej4f1XkRp5FcjaHAGs6qWK6BGsLPDh/Ys2+5MBaEBXX4VrR4ZXYEQCmYPlVLGvWs9Gl75CQylFaj7P/8FSRdbKLns1NF4YtHpSf95yXz/HtaK16OPPorrrrsOF198MYqLi7F69ep46AKAl19+OaEvFhFRJvR3oHf4lKx5r1fCUezr8qPRFcz7Q6zDEQ3NbhnNLhlKJHtCL+U2pbMJ7X9+AQBQfvZl8dCVK4YVvMaMGYNPP/0UHo8HxcXFCVtyAPD//t//S9jKIyJKt2zrQB+KaDjQE8DBnvzvOO9TImh0BtHuZWd5Si7n1rVo+cOvoIUUGErKMPqib2d6SkM2rOD1gx/8YFDjXn755eF8eyKiEcmmAvpoVOBgbwD7uwMIa/m76tO/ndjoktkGgpJOC6tofecZ9G76EwCg+NSzMemmn8BYWpHhmQ3dsILX6tWrMXHiRJx99tkYRokYEVFKZFMBvaYJNDpl7Ov2Q4lkx6pbKoQjGlo8CppcQR5UTUmhRcKQ2/ZD7WmD2t0GtacNgeY9CPW2A5KE6su/j+oF38+5LcZ+wwped955J9asWYNDhw7hBz/4Af7lX/4F5eW50TGWiPJTNhXQt7pl7Hb4EQjn75mC7mAYzW4ZHdxOpCSJyD70bnwP3Z++hbC3Z8DjhuIyTLzpxyiddm4GZpc8w7qqEYgdAP3WW2/h5ZdfxoYNG3D11Vfj1ltvxYIFC056HE+h4lWNRMmXTQX0Dq+C3Z0+ePL0EGceVE2pEHI60PXpH9C7+c/QVBkAoLeVwjp2CsxjxsNcMQ7m0eNQfOrZMNhOXD+et1c1ArHjcG688UbceOONaGpqwurVq7F06VKEw2Hs2bMHxcXFI5oYEdHJKOEoGl2ZL6Dv8Yew2+FDbxZscaaCT42g2SWj3aPwzERKGqFp6P70D2j/84sQ0VgfO0v1ZFRecgPKzr4MOkN29ANNtmEHryNJkgRJkiCEgJbHxaNElD06fSravUpGt7k8Shi7Onzo9KsZm0OqCA1w+BQ0uRW4WCxPSRb29qLpd7+Ab3+s32fxKWeh6tLFKJk+J+93zYYdvI7caly/fj0WLlyIVatW4corr4RON6wjIImITkqNRNHolOEPZW6rSwlHsafTj6Y8PE9RCWtocQfR4lKgZkG9HOUfz56NaP79Y4j43ZCMZoz/1g9Rcf41eR+4+g0reC1duhRr1qzBhAkT8D//5//EmjVrUFGRe5d0ElFu6faraPVkbpUrGhU40OPH/u4AInlWUO4KhNHoDsLhU9lZnlJC6WxC58e/h/Oz9wEA1ppTMOlf/gOWqokZnll6DSt4Pffcc5gwYQImT56MdevWYd26dccc99Zbb41ockREABCOamh0BuFVM7fK1e5RsLPDl1dXKkajQLtXRpNLhi+Dry3lL6Fp8NZvQfenf4Cv/vAxgmO+/l3UXH0bdAbTCb46Pw0reH3/+98vmCVBIsosZzCEZlfmmqEG1Ai+7PDBkUdnKgbVKJrdMlrcMovlKSUiAQ+cn3+Ino3vQu1uid0pSbDPvACVl9yA4ilnZHaCGTTsBqpERKkUicbO+XPJ4Qz9fIH93X4cyJMjfoQGdAdUNLlk9ARYLE/JJ4SA/6vt6N30J7h3fBK/UlFvKUL53Ksx5sJrYa6oyfAsMy8pVzUSESWTRw6jySVn5IgdTRNocMrY1+XLi+LyUERDi1tGs1tmZ3lKOtXZAf/B7fAd3Ab/wW0Ie7rjj1nHT8PouVejbPZ86M22DM4yuzB4EVHWiGoCrW4ZPRlqX9DmlrErTzrO9wZiW7SdfhV5sGBHWSAq+xFsO4BgS33s1rwHIVdnwhid2Yqycy7H6LkLYaudnqGZZjcGLyLKCj4lgkZXZo786fSp2N3pgztD25rJEo0KtPadm5jpprKU+yJB7+HVrK+2QXE0Dhyk06Oo9jQUn3o2ik89C8WT6qAzWdI+11zC4EVEGaVpAm1eBV0ZaELa6w9hV6cPvTneIFQOR9HkZLE8jVwk4EHPpj/B/eXHkNsP4ujlUlNZFWy102EdPx222ukomjiT24hDxOBFRBkTUCNodMlQIuldnXHLYex25H7HeWcgjCb23qIkUDqb0PXpH+D8/EOI8OH/LixVE1F86tkoOfUcFE2eBWNJWQZnmR8YvIgo7TJ1sLVPiWBPpw9t3txtDdHfe6vRJcPP3ls0Qv6vvoTjH2/Ct++z+H3WmlMx5qJvo3TG+TCWsjl6sjF4EVFaKeEoGpxBBMPpW+UKqFHs6/Kh2S3n7MKQX42gxa2glduJNEJCCPj2fw7H315H4NCO2J2SBPvpF2LM1/8HiqecyV6dKcTgRURpk+6DrYOhKPZ1+dHsDiIXs4rQgA6fgmYeVE1JoIVVeHatR9e6/4dgyz4AgKQ3ouK8q1B5yQ0wjx6X4RkWBgYvIkq5dB9sHQxFUd/lR1OOBi45FEWTS0arR0E4D3qJUWYF2w/Cufl9OLeuRVT2AQAkoxmj5y1C5SXXw2Qfk+EZFhYGLyJKqZ6AihZ3ela5QhEN9d0BHOrNvW7z7CxPyRQJeODa9g/0bvkL5Nb98fuN9jGoOO+bGH3Rt2EsHpW5CRYwBi8iSolwVEOTS4ZHSX1vrKgm8FVvAPu7AghloNv9SCjhWGf5Vg87y9PIiGgE3vrP4NzyATy7N8aP7JH0BthPvxAVc7+JkmnnQtLpMzzTwsbgRURJ5wqG0JymIvAWt4zdDl9ai/VHSojYSmCzS0FXgK0gaPiiqgxf/Ra4d62Hd8/G+FYiAFjHTUX5nCtRdvZlXN3KIgxeRJQ06TzY2qOE8WWbN2PHCw2HGtbQ6ok1OpW5ukXDEJX9CLbuR7BlH/wNO+HbvxUicvi/AUPxKJSdMx/lc66ArebUDM6UjofBi4iSIl0HW4ciGvZ0+tDgDObEQlFsdSuEFnfs3MScmDRlnBACYW8P5PZDkNsPQuk4hGDrfqjdLQPGmipqYK+7CKPqLkLRpNO5lZjlGLyIaEQ0TaAlDQdba5rAIWcQ9V1+qDlwpV8oEqvdavHIkEPZP19KHyEEIj4nQk4HVGcHQk4Hwt4eRPweRAJuRPwuhD29CduGRzKVj4Wtdjpstaeh9LTzYKmezL5bOYTBi4iGza9G0OgMpjQICSHQ4lawt9OPQDj7O7W7AmE0uoPo8oXS1q+MsltUCSDQuBv+hp0INOxAsKUeWmgQpyfodLCMmQDL2Cmw1pwC27hTYRs/HQbWa+U0Bi8iGjIhBNo8SsrPOuz0qdjl8MKjZHfgikZjB303uYLwq7lT5E+pozo74N7+Edw7PkGwdX+sX8iRJAlG+xiYy8fCVF4N46gxMBSXwVA0CoZiO4zFZTCPGQ+d0ZyZJ0Apw+BFREMSDEXQ4EztwdZeJYydHdl/iHVAjTU6bfPwGJ9CJ4RAqLcNnj2b4Nr+DwSb9iQ8biofi6LJs1A85QwUTTod5tHjoTMYMzRbyiQGLyIaFCEEHD4VHd7UHWytRjTszfLCeSGAbr+KJmfq69ooe4loBHJHA/wNOxBo2An/oR2I+JyHB0gSik85G2VnfQOlM+bCNKoyc5OlrMLgRUQnpYSjaHQFEQilZpVL0wQO9gZQ3xVI+VWRwxWOaGj1KGhyB1ksX4DCPhcCDTsRaN6LYNMeBFsH1mlJegNsE2ei7IxLMOrMi2EsrcjQbCmbMXgR0Ql1+1W0elJ35E+7R8HODl/WFs77lNgFBO1elcXyBSQq++H/6kv4Dn4B34EvoDgaBozRW4pgm3Q6iifPQvHkM2CbcBprsuikGLyI6JjCUQ2NziC8amoCkVcJY0e7L9a5PcsIDejwKWhyy3AHU98MlrKDEAL+g9vQs/E9eHZ9ChFN/N23jD0FRZNmomjCTBRNnAnzmFpIOl2GZku5isGLiAZwBkNodskpOWg6m+u4gmoUzW4ZrR4F4RzoFUbJEfY54fz8Q/Ru+hPUntb4/ebR41Ey9RwUTz0HJaecxTYOlBQMXkQUF9UEml0ynHLyi8Y1TaDBGcTeTn9WHWQtNKDLr6LZxWL5QiCEQNjVCX/Dzlhh/KEdUDqb4o/rzDaUn3M5KuZdA9u4qRmcKeUrBi8iApDaI3/a3Ar2dPrgC2VPHZca1vpWt2QoPDcxLwgtiqgS7Ov+fvgWcjmg9rRB7W6F2tsGTZUHfK2tdjoqzr8GZWdfCr3ZloHZU6Fg8CIqcJGohha3kpJVrk6fij2dvrQcmj1Y/Z3lO30qWCufXkLTEJV9iAS9gKYBOj0knQ6STh+7GYyQ9Ma+jwaIaARaWIEIqdDCCiJ+D9TetliI6m2H2tOGiN8NTZURVYMQ4UHWC+p0sI2bFuupNeUMFE+q4zYipQ2DF1EBc8thNKdglavXH8KuTh96s2TrLhoF2r0ymlwyfCm6WIAOE0JA6WyC/9CX8H+1HYqjMbYKFfDEAleK6cw2GIpHwVA8CsbiMhjto2EePR7mMeNgrhgHU8VY6AymlM+D6FgYvIgKUKpWuZyBMPZ0Zs+VikE1iia3jFY3O8unktCikNsPxWum/Ie+RMTvPu54naUIkqSDEBqgRSG0aOwKwuMtQUo66EwW6K3FMFfUwDx6HEx9H42lFdCbbdCZrdCZbdCbrWzpQFmNwYuowKSilssVjAWubDjiR2hAd4Cd5VNJC6sINu+Dv2EH/Id2INC4G5oaTBgjGc0omng6Sk49C7ba02AoLYexaBT0RfbjHpUjopHY9mIkDBENQzIYoTNaIOkNkCQpHU+NKOUYvIgKhKYJtLiTG0a8Shh7HH60+5STD04xJayhxR1Eq1uBEmGxfDJFgl4EGnfHj8YJttRDRBPr9nRmG4om18WaiU45M9ZMdIjbeZLeAElvgM5kSeb0ibIKgxdRAfApETS5glCT1JsqGIpib6cPzW45o724hAB6ArGeY10BFVnXGCwHCU2D0tWMYNNuBBp3w9+4C2pX84BxhpIyFE/uK06ffAasNVMg6fQZmDFRbmHwIspjmibQ5lXQlaQtQCUcRX13AI3OYEqaqw5lHi1uha0gkiDscyHYuh/B5r0INO1GsHkvorJ/wDjzmFoUTTo9HrbMo8dx+4+ygk6SYDPqYDPpMbY0++v7GLyI8pRfjZ0xmIxVroAaxf5uP5rdqelmPxj9tVvNbhndgRBXt4Yh7HdDbq2PBa3W/Qi21CPs7howTjKaUVR7GmwTZ6J48iwUTZzJdguUcRajDsVGA4rMBhSb9Cg2G2Az6WA26NH//wBTKooyO8lBYPAiyjOaJtDuVZJS6O5XItjX7UerR0amLgqUQ1G09B3jo7J2a1CEFoXa2w6l4xDkjkOQ2w4i2LofYU/3wMGSBPOYWtjGT0PRxJkomng6rDWnQNLz7YHSS6+TUGTS990MsJn0sBr0sBp1sBj0kPLkWMyc/i9r5cqVeOutt7Bv3z5YrVZccMEFeOyxxzB9+vT4GCEEHnnkEbzwwgtwuVyYO3cu/vM//xOnn356fIyqqrjvvvvwu9/9DrIs47LLLsNvfvMbjB8/Pj7G5XLhnnvuwbvvvgsAWLRoEZ555hmMGjUqbc+X6GSStcoVimjY2+VHgzOQkcDFY3wGT2hRKJ1NCLbUI9iyD8GWesiOhmM3E5UkmEePh238NNhqp8M2fjqs46ZCb2GndkqPI7cFbabYypWt72Y5YuUqn+V08Fq3bh1++MMfYs6cOYhEIvjxj3+MBQsWYM+ePSgqii03Pv7443jyySexevVqTJs2DY8++ijmz5+P+vp6lJSUAACWLVuG9957D2vWrEFFRQWWL1+OhQsXYuvWrdDrY8WiixcvRmtrKz744AMAwO23344lS5bgvffey8yTJzpCsmq5Mn2eYuzKRB7jczxaWIXiaECw7SDk9oOQ+z5qoYFXlUoGEyzVk2AdewqsNVNiIavmVIYsSjmLQQeryRALWMZYqLIa9bAZ9TAZdAURrk5EEiJ/Ds3o7u5GZWUl1q1bh69//esQQqCmpgbLli3DAw88ACC2ulVVVYXHHnsMd9xxBzweD8aMGYPXX38dN9xwAwCgvb0dtbW1eP/993HFFVdg7969mDlzJjZt2oS5c+cCADZt2oR58+Zh3759CStsR1JVFap6+I3Q6/WitrYWHo8HpaWlKX41qFAka5Wr3aNgtyMz5ym6g2E0uIJw+HhlIhBbqVd72qB0fAW5owGK4xDkjgaoPW2x5cCj6MzWvlWs02CrPQ3WcafCXFHDqwwpZaxGHWxGA2xmPYr6QlXszwboMrglOGf8KFw7a2zSv6/X64Xdbk/K+3dOr3gdzePxAADKy8sBAA0NDXA4HFiwYEF8jNlsxsUXX4wNGzbgjjvuwNatWxEOhxPG1NTUoK6uDhs2bMAVV1yBjRs3wm63x0MXAJx//vmw2+3YsGHDcYPXypUr8cgjj6TiqRIlbZWr1x/CLocPvSk4q/FEhAY4fAoaXTLcWXSWYyaEfc7YNmHzPgSa9yLYvA9R2XfMsYYiO6w1p8I67tS+j1NhqaxlyKKk6t8StPbVW1kNse3BIpMeNqMhb+qtMiFvgpcQAvfeey8uuugi1NXVAQAcDgcAoKqqKmFsVVUVmpqa4mNMJhPKysoGjOn/eofDgcrKygE/s7KyMj7mWB566CHce++98c/7V7yIRioZfbm8Shi7HH440tz8NKhG0eKR0VagxfJhnxNy24H4VYXBlvpjFr1LBiOsY6fAUj0F1rGTYameDGv1ZBhKK9jGgZLC0r9q1V9zZYxtCVq5JZhSeRO87rrrLuzYsQPr168f8NjR/0gJIU76D9fRY441/mTfx2w2w2zO/p4ilDs0TaDV09dOYZiUcBR7Ov1ocgXTtqsXjcZWt1o8ClwFVCwfkX0INO5BsGkPgm37IbceQNjbM3CgJMFSOSG2VThxJopqT4Nl7JTjHq1DNCgSYitVRkN8taqov5g9w1uChSwvgtfdd9+Nd999F5988knClYjV1dUAYitWY8ce3vPt6uqKr4JVV1cjFArB5XIlrHp1dXXhggsuiI/p7Owc8HO7u7sHrKYRpcpIV7kiUYH93X4c6AmkrReXT42gxaWgzZP/h1QLTYPa3YJg6/5Yx/eGnVAchwYe/NzfvmFc35WFtSx6p+HT6yTYjEcGqsMf86kFQz7J6eAlhMDdd9+Nt99+Gx9//DEmT56c8PjkyZNRXV2NtWvX4uyzzwYAhEIhrFu3Do899hgAYPbs2TAajVi7di2uv/56AEBHRwd27dqFxx9/HAAwb948eDwefPbZZzjvvPMAAJs3b4bH44mHM6JUiWoCbSNY5eq/UnFftz8tW3v9tVtNbhmuYP7WboVcXQg07ozVZLXuh9x2AJoqDxhnHj0ORZPqYlcVjp8Ka80p0JsZsmjw9DoJxSZDX7jSwWYyxMOWycBklWtyOnj98Ic/xG9/+1v88Y9/RElJSbzeym63w2q1QpIkLFu2DCtWrMDUqVMxdepUrFixAjabDYsXL46PvfXWW7F8+XJUVFSgvLwc9913H2bNmoXLL78cADBjxgxceeWVuO222/D8888DiLWTWLhw4XEL64mSwadE0OgKIjSMVS4hBJrdCvZ2+hAMR1Mwu0RyKIpmt4xWtzKs+WYzoUUhOxpiB0Uf2gl/406EXQNXwXUmC6w1p8I24bRYx/dJdTCWVmRgxpRrDDopoc6qv7dVsUkPi5EXTuSTnA5ezz77LADgkksuSbj/lVdewS233AIAuP/++yHLMpYuXRpvoPrhhx/Ge3gBwFNPPQWDwYDrr78+3kB19erV8R5eAPDmm2/innvuiV/9uGjRIqxatSq1T5AK1khrudrcCvZ0pr41xOFDqoPo8udP7VbY29t3fuE+BBp3IdC8F5oaTByk08E2bmqs03vtdNjGT4OlcgKvLqTjMut1sJr1KDLo+64WjNVaFZl0MHLlqmDkVR+vbJfMPiCUv0ayytXhUbCnywePktrAFY5qaHUraHbLCIZSv5qWKkIIhN1d8SsM5bYDCLbtR8TnGjBWZ7ahaMIMFE2eheLJs2CbOINbhjSAxahD0RHF7P39rWwGA/TM5CnHPl5ENGgjqeXq9KnY2+mDM8X9sDxyBM3uIDq8KqI5WCx/ZL+sYEs9gq31iPjdAwdKOlgqJ8A6fhqKJ52Ookl1sFRP4moWQSdJsBp1sbYLpuxqHkq5gcGLKAt4lTCaXPKQV7l6/CHs7vShN4UtGiJRgXaPghaPDG+KV9KSSUQjCLYdRKBhR2y7sKX+mHVZ0OlhrZ4E6/jYdqFt/FRYx54CncmS/klTVjh8nmCsoL2oL1TZTHqY2d+KRojBiyiDoppAq3voB0E7A2Hs7fKhc4Rd60/EI0fQ7Aqi3atCy4GKhKgSQKBpLwJNuxFo2IlA466BZxhKEiyVE2GbcBps4/tbOZwCnZH99gpRfFuw79ib4r6AZTWyDQOlDoMXUYa4giG0uBWEh3AYtUcJY4/Dj44UdZvXNKDdq6DZJcOjZGcrCCEEwt4eqJ3NULqaIHccQqBxN5TOxgE9s/TWYhRNqkPR5FkomjgTtvHToLcUZWbilHb9Pa6OPKTZ2ncMDmuuKFMYvIjSzKdE0OaVERhCUXpAjWBPpx+tHjkl3eb9agQtbgWt7uxpdCo0DSFnB5TOJiidjX0fm6B0NQ+8wrCPqXwsiibORNGkOhRPOQOW6smQWHST1ww6CUUmA2wmXV+fK0Os7oo9rihLMXgRpUkwFEGbR4FXHXydlByKor7bj0ZXEMnOQ4cbnWb+GB8hBEIuR6zgvXkfgq31CLbuh6YEjv0FOh3MFeNgqZwAS9VE2CbMQNHEmeyZlYf6i9n7Q5XVEGsiajXqYTHqYNQzXFFuYfAiSjGvEkanTx1S4AqoEdR3B9DsTn7gyoZGp0LToHQ2wn9oB/yHvkTg0M5jnmEoGYx94WoSLFUTYe77s3n0OJ5jmEfMeh0sRj2sJl1sa/DIY2+MehazU15h8CJKASEEXHIscA2la7xXCaO+K5D0LcVMNzrtD1q+g9vg/2o7/F99iWjQmzhIp4e15hTYaqejqPY02GpPg6VqIiQ9/5nKZUa9Ll5bZTHqYTHoYre+FSuLnoXsVFj4LxpREqmRKHoCIfQGwkMqmk9VDZcciqLVI6PVo0AJp3d1K+TqhG//5/Du/xz+A18gEvAkPK4zWVA08XQUTTkDxVPOQNGEGWzhkKMsBh2sJgOKjLr4UTf97RcMei5XER2JwYtohPpXt3oCIfiGsJ0IxILRvi4/mpK4pdhfu9XiVlLa3+toIU83Aod2wH9oJ3wHtkLtbkl4XGeyoGjSLBSfehZKTj0LtvHTuZqVI/r7WhWbDfErBPubiNrYNJRoSPivHtEwhaMauv0h9ARCQ1rdAoBgKIoDPQE0OoOIJqlHVn/tVotbQTjFtVtCCIScjr5tw+3wH9qBkLMjcZCkg23CaSidNgcl02ajaOJMBq1sJiFWxN63UmUzxo68KTaxrxVRMvFfQaIhCoYi6PSF4JJDQ94W9Cph7O+O1XAlY4VLaECnX0GrR0F3imu3wn43vHs2xuq0Dn05sAu8pIO15hQUTzkDxVPORPHUs2Gwlhz7m1FGWPqPujHoYTPGtgfj9VcGhiuidGDwIhokORxFu0eBexiNRV3BMPZ1Ja/xqUeOtaZo96Z2dUt1dsCzaz08O9fD37AzlvT66fQomjADxaecGavRmlTH5qSZJAFWgw4WowE2gw5Wkw5WowFWY6y4ncGKKDsweBGdhBqJot2jwikPfUUpmUf7qGEN7V4FrR4ZfnXwV0oOVcjVBdeXH8G17e+QW/cnPGYdNxWlp52H4lPORtGk06E3W1M2DxpIr5P6+ln1Hc7cd5ag1aiD2cC2C0S5gMGL6BiEEPAoEfQGQvAo4SFvKfb4Q6jv9o84cPUXyrd6lNh5jilqKh/29sK981O4tv8DgUM7Dj+g06F4ypmw112EUadfCFN5dWomQAmOPEOw2KhHkdmAYnPfqhXDFVFOY/AiOkJAjaA3GIJLDg/56BwlHEWTS0ajU0YgPLSrG4/Wf4RPmyd1W4lhTw/cOz+B+8t18DfsSDjnsGjKGSg7+zKMOuNiGItHpeTnF7Ije1vFrhCM/TlW1M6rBInyGYMXFbxQRIMzGEJvMAwlMvQtvE6fiq96g+j0KSNakIpGBRx+FS0pOsJHRCMINO+Fr34LvPVbEGzZlxC2bBNmYNQZF6PsrEthKqtM+s8vJJKEI7qvG/r+3H84sx569rYiKlgMXlSQhBBw9/XeGspRPv2imkCLW8ZXPQF4hvH18XloQE9QRbtHRadfRTSJ5wMJIaB2NceuQjz4BXz7tyJ61NmHRZPqMOqMizFq1te4jThEep0Ub7nQ334hfswNC9mJ6DgYvKigjKT3FhDrldXoCuKQMwg1MvwtQJ8SQatHQbsneeclxnprdcB/cBt8B7bB99U2RLy9CWP01hKUTD8XpdPPQ+n0OTDaRyflZ+czq0mHYpMBRSYDivsL2016FrMT0bAweFHe0zQBjxKGSw7DLQ+9UF4IgS5/CId6g3CMYDsxHNHQ5lHR5pXhVUZWAxb/nj4XfPVb4Dv4BfwHtyF0VG8tyWBE0aQ6lJx6NkqmzoZtwmmQdPqk/Ox80n+1YOwWC1jFFgOKjQauXBFRUjF4UV6KRDW4lTDccgTeYVyVCABqREOjMziiYnmhAd0BFW0eBV3+ELQRdqkXQkDpOATPno3w7NmAYPPehDqteG+tU89GydRzUDRxJnRG84h+Zj6xGGOrV8VmA4qMehSZuXpFROnF4EV5oz9suYJh+NTIsFemuvwqGnqD6PApw+4un8ytRKFFEWjcDffOT+HZ+cmAVS3ruKkomXYuSk49G0WT66A320b083KdQSfB2heqivuOvCk2G2AzGqDnYh8RZRiDF+W0UESDR4ltIY4kbLnlMNo8ClrdyrBXt/obnLZ5lCEfln00LRKG/+AXcO9cD8/u9Yj4XPHHJKMZJVNnwz5zHkpnng+TfcyIflbOOeJMwSKTAba+NgxWox4Wow5GPfcGiSh7MXhRztA0gbCmIRQR8KkReJQwguHhd3B3BcOxTvAjCFv9LSDak9DgNKoG4d33GTw7P4Vn7yZoR1yBqLcUofT0CzFq1tdQOn0OdCbL8H9QLuhrxxArZo9tC1r7urXzwGYiymUMXpRRmiYQ0QSiQiCqxW794Soc1RDWBEIRDWFNG3JD02P9rJ5gCB0eFe0+BfIwQ1usBUQI7R5lxC0gwj4XvHs2wL1rPXz7P4eIHD4H0lBSDvvpF2LUGV9H8SlnQWcwDvvnZCODToLNFGu9EG8g2l93xaJ2IspTDF6UMv2hKtIXmiKagBrRoIQ1qNEo1MjIw9TJRKICnT4F7V4VnT4VoWG0kOjnDobR7lXh8CpQh1m3JYSA4miIrWzt2YBAw66Eg6dNFTUYNetrsNd9DUUTZ0LK8RbmBp2EYnPsKsEiswFWgw42kwE2E7cEiejY9JIEnSRBpwMkSNBJR3yUAAkAJECSJPT/KyJJEiQAJebsjzXZP0PKGtG+EBWOxkJUOKolfIxoApHo4RWskV7BN1weJYwefwgOn4rugDrsAnkA8MoRdPgUdHgVyOHhha2oEoDvwBfw7vsM3n2bEXZ3JTxuHT8No+ougr3uIliqJ0PKscvr+sNVrO5KD6sp1qm92KyHycBwRZQtJAC6vn9f+j9KiIUZ9IUb4Ihwg+Pcd8SfdbpYSDL0fdTrYu1ZDDodDDoJegkw6HXQSxIMegl6STr8uB4w9H2ul3TQ62LfbyQqi7P/Km4GrwIh+rfyhIAmYiFK6/uzJgRE30dNILZCFRUIHxW0MhWkTiagRtAdCKHbH0JXQB1RY1OhAS45jE6/ik7f8MKW0KIIth6Ar/4zePd/jkDjbkA7vK0pGUwoOfVslJ42F/a6C2Eqqxr2fNPJoJNQZDKgyKRHicWAErMeJWYDLEZeKkg0WP0BxNAXNPRHBBcgFoj6w5AuHkqkvnH9oaZ/RUiCoe8+XV94MeiO+DqdBIMkxb7XCAMNJQ+DV57wKrGr8o7MRgI4ImxlZ2gajmAoip5ACN0BFT3+8IgPpNY0oCcQ24rs9IeGdSh12NsLb/0WePd9Bt/+zxENehMeN48ej5Lpc1A643yUnHpW1vbW0kkSbEZdrM9V3/ZgUd+xOEauXlGBiG919W9n9a0G9a/06PpWiHR940x6HUwGCSa9HiZ93+d6CSZD7HOjPrb6Y+gLSFTYGLzyREQTI7rCL1uFIwJeJQynHIYzGIJTDg+7KP5ISjiKnkAYnT4VvcHQkAvko2oQ/kM74DsQOwNR6fgq4XGdpQglU89B6fQ5KJk2B+aKsSOeczJZTTqUmAyxKwb7j8HhGYOUpYw6HUx6HYwGCfr+AHREMNJLOGKrS4qvCh25WqQ/4mt0utj36d/6in3UQde3AkWUSgxelHGhiAY5HEUwFEUwrMGvRuBTI/CFIkkJWUBsC9Epx7YjuwMq/OrQvq/QNMhtB+DZuwm++i0INO9N2D6EJME2fhpK+s5ALJo4E5I+8/959QesYnPsVtJ35iAbidJw6aXDoebwRx2Mur4ttL7Pj94W6w8/sWCkgw59BdHSEStIfQXUwOFtNaNeyrm6R6ITyfw7AxWEcEQgEO4LVEoE/lDszwE1ikiKtkGVsIZuv4ruQAi9gdCQr6CMqkH49m+Fd89GePZuQsTnTHjcVFGDkqnnoOTUc1A89RwYi0clcfZDIAHFRn3C1YP93dpz/KJIGiGdFFstihcy62JXkxr7AlFsCwx9H/u2w/R9QapvvF4nxQIRV4OIkoLBi5IiGo1tdQbjK1exj4FQBIFQdNjtF4aivzC+O6Ci2x8aVvf4kNMBz54N8OzZCP/B7RDRw321dCYLSqadG6vTmjo7/duHElBsihW0l/SFK/a8Kiz9W25mgwSzQQ+zQXfsm14Ho04HvZ5BiSjbMHjRCQnR13srokEJR+Mf5bAGOaJBDkUgh7UR9ccaiYAaRW8wtqLVM4xVLS2kwH/oS3jrP4dv/xYojsaEx00VNbGjeWbMQ/EpZ0BnMCVx9sdn0utQajbErh60GFDaF7QYsLJTwsqSLrZSpOvbhtMBsdUiSTqqLunwdlr/qpJeH7sKzdD3Ua+XYNTpYNRzy40oXzB4FShNE30hSoMSiR7+2B+y+u5TI9GRnIKTdHIoGiu0D4TQEwxBGWK7B6FFIbcdgHf/Vvj2b0WgYWfCqhZ0OhRPmoXSmfNgnzkP5soJKX2z0+ukvm3B2EpWsTkWssxGJqx00EmAQYptvxn0iF+VZtTHVo6MfcHHoJf6tud0R/Ui4pVqRDQ0DF55IqoJBNQIwppAOHr4uB0lHOsQr0Y0hKKHV63SsfU3UkIA/lAE7mAYzmAYTnkYQUsIqD2t8B/4Ar4DW+E7sA1R2ZcwxlhW1Xf14bkomXoODLbSZD6NmP46LEuswL1/u9Bq0oOLGIOjlyRYDPrYlW39Bd59AcjYF5aMfZfyG4/oc6Tr626tPyIw9fc34lYcEaUbg1eeaHLJ+Ov+7kxPY0Q0DfDIsYDlksNwBcPDOlIo5OqC76ttfWHrC4Q9ia+LzlKEklPOQsm02SiZPgfm0eOTuqpl1OviwarUcjhkFXqhuwTAZNDBYtDBYtDDYtDB0BeS4n2Ojrq8v7/w26xnvRIR5QcGL8oIIWLbhh4lDLcSgSsYhlcNYzgXOIZcnfB/9SV8X22H/6vtCPW2Jzwu6Y0omnR67ArEabNhGz89aa0eik16lFqMCQEr37cJjyzwNhn0MPc1ijT2hSRjX/NIQ19tUixQ9a1CcUuOiAocgxelXCQq4FUi8CrhWDsJNQp/KDLkpqUAIKIRyO0H4W/YhUDjbgQadw1Y0YJOB9v46Sg59WwUTz0HxZPqoDNZRvw8zHodymxGjLIaYe8LW4YcXoUxSBJMhv7+S4fbDJgMuliY0uvj4cpkkGDWxwIXwxMR0fAxeFFSKeFoPFx5lDC8SgTB0PCaoAohEPZ0I9i8F4GmPQg07UGwpR4iEkoc2Be0ik85K3abXAe9pWjEz6XYpEd5kQnl1ljYspqyu+uoTgIsBj2sxtg2nuWoj2aDjlfIERFlGIMXDYvQYoXvXiUCrxr76FMjwzrnsF/Y24tg634EW+oRbK1HsKV+QNNSANBbi1E0qQ5Fk05H0aQ62GpPg95sHcnTAQCUmA2o6Ata5TZj1pxNaJAk2EyxQBW76Y5YjYrVP1mMsZ5ORERHix26ffjw7SPPncQRj6HvcRz158OPHnnfkeMS/yfuWP9Ld6z/z+v/vkd/z8Q5SMd87HhfW2TK/liT/TOkjAtHNfiUaHyr0KtG4Fejwz54W2hRqD1tkNu/gtx2AMH2g5DbDiDicw0cLOlgHTsFRRNnwjZxJoomzowVwyehUr3UYkC5LXNBSy9JKOoLVP3nJdqM+niYYlE5UWadKLAk3H+ixxLuP/ZjuiR+r4Fz478f2YbBi+KiUcSP8vGpEfj7jvZRIsNbxRJCIOJ3Q+lshNLZBLnjK8htB6E4GqCFlIFfIOlgqayFrfY02MZPh612Oqw1pySlPgs4HLQqbEaU2Yww6lMbtHQSYDXEenQVmwzxYFVkjoUtrlBRIZEQCxi6/oOqJWlA0NCNOGQMPrTEfz4DC6UZg1cBEhoQCMfOSfSHYitYPiV2tM9wRZUA5I4GKB1fQe44BNnRAMXRiGjQe8zxktEM69gpsNacCtu4U2EdNxXWsVOSFrIAwGLQYXSRKX5LxYqWXpL6iu0N8a1A2xFbgixEp3Q5VtDQHRFYdLqBAac/fPSP053g6449JvG+owMMwBBDdDQGrzwlNEAORxE44uzE/nMTg+EohtuOXouEoPa0Qek4BLmjAXLHISiOQwg5Hcf+AkmCqXwsLFWTYK2eBGvNqbDWnALzmPGQdMktVpckoNxqwphiE0YXm1BiTv6vd5HRgKoSE8psJpRZY+0j+KaSP44OL4dXYAaGlyODy9BXU7idRFSoGLzyhDMYwr5OfyxYhSIIhKPD6oklhEBU9iHk6kTI1YmwqwtqbxuU7hao3a2xgCWOvfVotI+GdewpsIydAuvYybBUTYalagJ0RvMIn93xmfU6jCk2obLYjIoiU9LbOxgkCRVFJlSXmFFVbEaxhf/JZIruqG71el3fWYfxDvWJKzk63eGtrcPbXBgw9nCoYnghotTju8gQ/eY3v8ETTzyBjo4OnH766Xj66afxta99LdPTQrtXQYMzOKixQosi5OqE2t0Ctacdam87Qr19H10OaKp8wq/Xma2wVE+ObRWOndIXtKak5qidYyg261FVbEZlsRl2qzGpR+4UmwyxGjCrCRVFsV5dXE1Irv7jfvq71fefeajXHdm1XhrwGP8eiCgfMHgNwe9//3ssW7YMv/nNb3DhhRfi+eefx1VXXYU9e/ZgwoQJmZ5eAiEEIj4n1O5WqD1tUHtaoXS3Qu1uhtrTBhEJn/DrDcVlMJVVwVRWCVP5WJjH1MI8ZjwsY2phKClP+5vgKJsR1cWxVSebOTlblHpJQpnVeLiFRJGJBe8jYNBJR/QJO3zA9NGfc2WJiAqZJMQwewIUoLlz5+Kcc87Bs88+G79vxowZuPbaa7Fy5cqTfr3X64XdbofH40FpaXJWh4QQ2LdvH/7zvU/w1sdboHQ1Q+lsgtrVfOwrB/tIBiPMo8fBPHo8TBU1MFfUwFwxFqbysTCVVaV0e3Cwymwm1JSYUV1qhikJgUgnAWWWWA3YmGIzym1G6BkCTuroQGXSHxGmdIdDFVekiChfJfP9mytegxQKhbB161Y8+OCDCfcvWLAAGzZsOObXqKoKVVXjn3u9x77Cb6TmzJmDQCAw8AFJB1NZFcyjx8M8JhayLJW1MI+ZAFNZZdKL25NhlNWIsSVmVJdaYEnCmYdGnQ7VJWbUlJpRVWLJ6SN+RkoC4tt5uiPqpI7c0uvfAmSgIiJKDQavQerp6UE0GkVVVVXC/VVVVXA4jn1F38qVK/HII4+kdF6SJGHOnDlo7HTCY6uCpXIiLFUTYamcAFNFDXQGY0p/fjIUm/WoKbWgptSSlGN5bEY9qkvMGFtqwZgiU85ubUkADLpYHdSRheL6I4rE+/8cKzQfWHB+5OMMUEREmcfgNURHv3kJIY77hvbQQw/h3nvvjX/u9XpRW1ub9Dl99NFHWL2lGb/+tCHp3ztVLEZdLGzZLUlp+1BuNcbDlt2a2bCpl6S+w6RPflVdLCzh8JV6fcXlBp2O26BERHmIwWuQRo8eDb1eP2B1q6ura8AqWD+z2QyzOfO1UtnCqNehutSMcaUWjErC1YgVNhPG2WMrZbY0HmCt6wtW5r6Dp819fzYZYvVPDExERHQ8DF6DZDKZMHv2bKxduxbf/va34/evXbsW3/rWtzI4s+ymkyRUFptQU2pBZbEZ0gjLtipsJoy3WzDOboHFmLywpZMkWAw6WAx6mAxSXwG5Dia9lFAXlavblkRElB0YvIbg3nvvxZIlS3Duuedi3rx5eOGFF9Dc3Iw777wz01PLOnaLEeNHWTC2xDzio3oqrCaMHzXyGrAjV6pMeglmQ+y8RKtRB7Mh+y40ICKi/MPgNQQ33HADent78bOf/QwdHR2oq6vD+++/j4kTJ2Z6alnBqNdhnN2C8aNGXrdlM+oxYZQVE8usKBrm9zLoJJSYDSg2xQ6qthr1LDAnIqKMYvAaoqVLl2Lp0qWZnkZWGW2LrUhVl1hGtJWolySMs1swscyGMcWmYX0Pg05CuS3WEHW4gY2IiChV+M5Ew2I16jDObsV4+8hbQJRbjZhYZsN4uxVGw9BXpPSShFKLARU2E4/4ISKirMbgRYOm10moLjZj3CgLym2mEV2VqJckTCyzYkqFDaWWobV/0EmxLcTYTQ+bib/GRESUG/iORSfV37ahusQM/Qg7v1sMepxSYcOkctuQz0U06CRUFZsxptjMlg1ERJSTGLzomKwmHcaVJmcrEQBKTAZMqyxGrd0y5JYMJr0OVcVmjM7hLvREREQAgxcdQa+TMLbEjHF2K8psI29wCgB2swHTK4sxzm4Zcu2VTorNp6rEzLotIiLKCwxehFFWI8bbLRhbmrxDpEdZjThtTDFq7JZhfX2p2YAJZVb21yIiorzC4FWgTHodapLUc+tIFVYTTqsqRlXJ8I5KMup0GN9XvE9ERJRvGLwKzOgiE2pHWVBVPLKeW0cbU2TGaZXFw+q/JQEotRgxusgEO9tBEBFRHmPwKgClFgNqSmNbiRZjEtMWgKpiM04bU4yKYQQuvSShqiRWNG/UJ3deRERE2YjBK09ZDLHje2rsFhSnoIP72BILTqssRpltaD24+o3ua1FhYOAiIqICwuCVZypsJkwoS/5WIhCrv5pQZsWUchtKLMP71ek/g5HH+RARUSHiu1+eqCm14OtTylMSaErNBkwpL8KEMuuwr3rUSxJqSi0YU2xiDRcRERUsBq88UW4zJT102c0GnFZZgnGjhtcSot8oixETyqys4yIiooLH4EUDJCtwmfQ61I6yYpR1eHVgRERE+YbBi+JGWY2YPrp4xIELACqLzagptfBMRSIioiMweBEqbCacVjn8pqdHshr0mFjG4nkiIqJj4btjARtTZMbMyuH14Dqarq94vpLF80RERMfF4FWAyq1GzKwuQWXxyFe4AJ6rSERENFgMXgXEbjZgZlUJxg7z4OqjGXQSxtutqCjiuYpERESDweBVACwGPU6vKsGEMkvStgHLrbEzH9l5noiIaPAYvPKYQZIwbUwRpo4uhn6YjU+PZtbHuteXWtgigoiIaKgYvPKQXpIwqdyG6WOKYDEmp+5KAlBdYkF1iRk6toggIiIaFgavPKKTgEllNkwfUwyrKXmF7sUmAyaWWZMW4oiIiAoVg1eeqLAZsWBaJWxJDFwSgLGlFowtTU4xPhERUaFj8MoTdqsRTjmctO9n0uswudyGYjZCJSIiShq+q9IAoyxGTCq38bgfIiKiJGPwojidJGG83YIxSWqsSkRERIkYvAhArNfXlAobrCygJyIiShkGL8Jomwm1o6xsE0FERJRiDF4FTC9JmFhmRZmNR/4QERGlA4NXgSoy6TGlvAgmA4/8ISIiShcGrwI0tsSCsaXmpJ3bSERERIPD4FVAjLpYb64SC//aiYiIMoHvwAXCbjFiUpkVBj23FomIiDKFwSvPSQDG262oLGFvLiIiokxj8MpjFoMek8utsJn410xERJQN+I6cp9ibi4iIKPsweOUZvSRhQpkV5ezNRURElHUYvPJIkUmPyeU2mA089oeIiCgbMXjliRKzAWVWI3tzERERZTEGrzxhZJsIIiKirMd3ayIiIqI0YfAiIiIiShMGLyIiIqI0YfAiIiIiShMGLyIiIqI0YfAiIiIiSpOcDV6NjY249dZbMXnyZFitVpxyyin46U9/ilAolDCuubkZ11xzDYqKijB69Gjcc889A8bs3LkTF198MaxWK8aNG4ef/exnEEIkjFm3bh1mz54Ni8WCKVOm4Lnnnkv5cyQiIqL8krN9vPbt2wdN0/D888/j1FNPxa5du3DbbbchEAjgl7/8JQAgGo3i6quvxpgxY7B+/Xr09vbi5ptvhhACzzzzDADA6/Vi/vz5+MY3voEtW7Zg//79uOWWW1BUVITly5cDABoaGvDNb34Tt912G9544w3885//xNKlSzFmzBh85zvfydhrQERERLlFEkcv7eSwJ554As8++ywOHToEAPjLX/6ChQsXoqWlBTU1NQCANWvW4JZbbkFXVxdKS0vx7LPP4qGHHkJnZyfMZjMA4Be/+AWeeeYZtLa2QpIkPPDAA3j33Xexd+/e+M+688478eWXX2Ljxo3HnY+qqlBVNf651+tFbW0tPB4PSktLU/ESEBERUZJ5vV7Y7fakvH/n7FbjsXg8HpSXl8c/37hxI+rq6uKhCwCuuOIKqKqKrVu3xsdcfPHF8dDVP6a9vR2NjY3xMQsWLEj4WVdccQU+//xzhMPh485n5cqVsNvt8VttbW0yniYRERHlqLwJXl999RWeeeYZ3HnnnfH7HA4HqqqqEsaVlZXBZDLB4XAcd0z/5ycbE4lE0NPTc9w5PfTQQ/B4PPFbS0vL8J8gERER5bysC14PP/wwJEk64e3zzz9P+Jr29nZceeWV+O53v4t//dd/TXjsWIdGCyES7j96TP/u61DHHM1sNqO0tDThRkRERIUr64rr77rrLnzve9874ZhJkybF/9ze3o5vfOMbmDdvHl544YWEcdXV1di8eXPCfS6XC+FwOL6CVV1dHV/Z6tfV1QUAJx1jMBhQUVEx+CdHREREBS3rgtfo0aMxevToQY1ta2vDN77xDcyePRuvvPIKdLrEBbx58+bh5z//OTo6OjB27FgAwIcffgiz2YzZs2fHx/zoRz9CKBSCyWSKj6mpqYkHvHnz5uG9995L+N4ffvghzj33XBiNxpE8XSIiIiogOXtVY3t7Oy6++GJMmDABr732GvR6ffyx6upqALF2EmeddRaqqqrwxBNPwOl04pZbbsG1114bbyfh8Xgwffp0XHrppfjRj36EAwcO4JZbbsF//Md/JLSTqKurwx133IHbbrsNGzduxJ133onf/e53Q2on4fF4MGrUKLS0tHDbkYiIKEf0dyVwu92w2+0j+2YiR73yyisCwDFvR2pqahJXX321sFqtory8XNx1111CUZSEMTt27BBf+9rXhNlsFtXV1eLhhx8WmqYljPn444/F2WefLUwmk5g0aZJ49tlnhzznlpaW486ZN95444033njL7ltLS8vQA8tRcnbFKxdpmob29naUlJScsCh/qPqTOFfS0ouve2bwdc8Mvu6Zwdc9M45+3YUQ8Pl8qKmpGVDWNFRZV+OVz3Q6HcaPH5+y788rJzODr3tm8HXPDL7umcHXPTOOfN1HvMXYJ+vaSRARERHlKwYvIiIiojRh8MoDZrMZP/3pTxOOPaLU4+ueGXzdM4Ove2bwdc+MVL7uLK4nIiIiShOueBERERGlCYMXERERUZoweBERERGlCYMXERERUZoweOW43/zmN5g8eTIsFgtmz56NTz/9NNNTyisPP/wwJElKuPWfBQoAQgg8/PDDqKmpgdVqxSWXXILdu3dncMa56ZNPPsE111yDmpoaSJKEd955J+HxwbzOqqri7rvvxujRo1FUVIRFixahtbU1jc8i95zsdb/lllsG/P6ff/75CWP4ug/NypUrMWfOHJSUlKCyshLXXnst6uvrE8bw9z35BvO6p+v3ncErh/3+97/HsmXL8OMf/xjbtm3D1772NVx11VVobm7O9NTyyumnn46Ojo74befOnfHHHn/8cTz55JNYtWoVtmzZgurqasyfPx8+ny+DM849gUAAZ555JlatWnXMxwfzOi9btgxvv/021qxZg/Xr18Pv92PhwoWIRqPpeho552SvOwBceeWVCb//77//fsLjfN2HZt26dfjhD3+ITZs2Ye3atYhEIliwYAECgUB8DH/fk28wrzuQpt/3EZ/2SBlz3nnniTvvvDPhvtNOO008+OCDGZpR/vnpT38qzjzzzGM+pmmaqK6uFr/4xS/i9ymKIux2u3juuefSNMP8A0C8/fbb8c8H8zq73W5hNBrFmjVr4mPa2tqETqcTH3zwQdrmnsuOft2FEOLmm28W3/rWt477NXzdR66rq0sAEOvWrRNC8Pc9XY5+3YVI3+87V7xyVCgUwtatW7FgwYKE+xcsWIANGzZkaFb56cCBA6ipqcHkyZPxve99D4cOHQIANDQ0wOFwJPwdmM1mXHzxxfw7SKLBvM5bt25FOBxOGFNTU4O6ujr+XYzQxx9/jMrKSkybNg233XYburq64o/xdR85j8cDACgvLwfA3/d0Ofp175eO33cGrxzV09ODaDSKqqqqhPurqqrgcDgyNKv8M3fuXLz22mv461//ihdffBEOhwMXXHABent7468z/w5SazCvs8PhgMlkQllZ2XHH0NBdddVVePPNN/GPf/wDv/rVr7BlyxZceumlUFUVAF/3kRJC4N5778VFF12Euro6APx9T4djve5A+n7fDcl5GpQpkiQlfC6EGHAfDd9VV10V//OsWbMwb948nHLKKXj11VfjRZf8O0iP4bzO/LsYmRtuuCH+57q6Opx77rmYOHEi/vznP+O666477tfxdR+cu+66Czt27MD69esHPMbf99Q53uuert93rnjlqNGjR0Ov1w9I2V1dXQP+T4mSp6ioCLNmzcKBAwfiVzfy7yC1BvM6V1dXIxQKweVyHXcMjdzYsWMxceJEHDhwAABf95G4++678e677+Kjjz7C+PHj4/fz9z21jve6H0uqft8ZvHKUyWTC7NmzsXbt2oT7165diwsuuCBDs8p/qqpi7969GDt2LCZPnozq6uqEv4NQKIR169bx7yCJBvM6z549G0ajMWFMR0cHdu3axb+LJOrt7UVLSwvGjh0LgK/7cAghcNddd+Gtt97CP/7xD0yePDnhcf6+p8bJXvdjSdnv+6DL8CnrrFmzRhiNRvHSSy+JPXv2iGXLlomioiLR2NiY6anljeXLl4uPP/5YHDp0SGzatEksXLhQlJSUxF/jX/ziF8Jut4u33npL7Ny5U9x4441i7Nixwuv1ZnjmucXn84lt27aJbdu2CQDiySefFNu2bRNNTU1CiMG9znfeeacYP368+Nvf/ia++OILcemll4ozzzxTRCKRTD2trHei193n84nly5eLDRs2iIaGBvHRRx+JefPmiXHjxvF1H4F/+7d/E3a7XXz88ceio6MjfgsGg/Ex/H1PvpO97un8fWfwynH/+Z//KSZOnChMJpM455xzEi6NpZG74YYbxNixY4XRaBQ1NTXiuuuuE7t3744/rmma+OlPfyqqq6uF2WwWX//618XOnTszOOPc9NFHHwkAA24333yzEGJwr7Msy+Kuu+4S5eXlwmq1ioULF4rm5uYMPJvccaLXPRgMigULFogxY8YIo9EoJkyYIG6++eYBrylf96E51usNQLzyyivxMfx9T76Tve7p/H2X+iZERERERCnGGi8iIiKiNGHwIiIiIkoTBi8iIiKiNGHwIiIiIkoTBi8iIiKiNGHwIiIiIkoTBi8iIiKiNGHwIiIiIkoTBi8iIiKiNGHwIiIiIkoTBi8ioiNs2LABkiThyiuvPObjy5Ytw7XXXjvg/ltuuQUPPvhgimdHRLmOwYuI6Agvv/wybrzxRnz00Udobm4e8PiWLVtw3nnnJdynaRr+/Oc/41vf+la6pklEOYrBi4ioTyAQwO9//3ssW7YMl156KVavXh1/LBwOw2QyYcOGDfjxj38MSZIwd+5cAMA///lP6HS6+OeXXHIJ7rrrLtx1110YNWoUKioq8JOf/ARCiPj3+8Mf/oBZs2bBarWioqICl19+OQKBQFqfLxGlH4MXEVGf3//+96iursZ5552Hm266Ca+88ko8LOn1eqxfvx4AsH37dnR0dOCvf/0rAODdd9/FNddcA53u8D+pr776KgwGAzZv3oxf//rXeOqpp/B//+//BQB0dHTgxhtvxA9+8APs3bsXH3/8Ma677rqEYEZE+UkS/C+diAgAcOGFF2L+/Pl4+OGH4ff7UVVVhT/+8Y+4/PLLAQDvvPMO/vVf/xU9PT0JXzd9+nT88pe/xDXXXAMgtuLV1dWF3bt3Q5IkAMCDDz6Id999F3v27MEXX3yB2bNno7GxERMnTkzvkySijOKKFxERgPr6emzYsAGLFy8GABQXF+Nb3/oWXn755fiYbdu24cwzz0z4ur1796K1tTUezvqdf/758dAFAPPmzcOBAwcQjUZx5pln4rLLLsOsWbPw3e9+Fy+++CJcLlcKnx0RZQsGLyIiAC+99BLmzJmDadOmxe+76aab8NZbb8VD0fbt2wcEr3fffRfz58+H1Wod9M/S6/VYu3Yt/vKXv2DmzJl45plnMH36dDQ0NCTnyRBR1mLwIqKCF4lE8Nprr8VXu/pdccUVKCkpwZtvvgkA2LlzJ84444yEMX/84x+xaNGiAd9z06ZNAz6fOnUq9Ho9AECSJFx44YV45JFHsG3bNphMJrz99tvJfFpElIUMmZ4AEVGm/elPf0JnZyfq6uqwa9euhMe+9rWv4aWXXsJdd90FTdOwY8cOtLe3o6ioCKqqYsuWLXjnnXcGfM+Wlhbce++9uOOOO/DFF1/gmWeewa9+9SsAwObNm/H3v/8dCxYsQGVlJTZv3ozu7m7MmDEjHU+XiDKIwYuICt5LL70EAJg/f/5xx3zxxRd49NFH8cADD+Cpp57Cvffei5kzZ2Lu3LmorKwcMP773/8+ZFnGeeedB71ej7vvvhu33347AKC0tBSffPIJnn76aXi9XkycOBG/+tWvcNVVV6XmCRJR1uBVjUREw7Ro0SJcdNFFuP/++xPuv+SSS3DWWWfh6aefzszEiChrscaLiGiYLrroItx4442ZngYR5RBuNRIRDdPRK11ERCfDrUYiIiKiNOFWIxEREVGaMHgRERERpQmDFxEREVGaMHgRERERpQmDFxEREVGaMHgRERERpQmDFxEREVGaMHgRERERpQmDFxEREVGaMHgRERERpcn/D/LcdmSLWbPkAAAAAElFTkSuQmCC", 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" ] @@ -258,13 +257,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "id": "b94b1262-a061-45d3-b576-c550df6028d6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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