Created
October 29, 2012 15:55
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Teaser on machine learning with scikit-learn
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{ | |
"metadata": { | |
"name": "Machine Learning with Scikit-Learn" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "import matplotlib.pyplot as plt\nimport numpy as np", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from sklearn.datasets import make_moons\nX, y = make_moons(noise=0.2, n_samples=200)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "X.shape", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 30, | |
"text": "(200, 2)" | |
} | |
], | |
"prompt_number": 30 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "y.shape", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 31, | |
"text": "(200,)" | |
} | |
], | |
"prompt_number": 31 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "print(y)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "[0 1 0 1 0 0 1 1 1 0 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 0 1 0 1 1 1 0 0 0 0\n 1 0 1 0 1 0 0 0 1 1 1 1 1 1 0 0 0 1 0 0 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 0 0\n 1 0 0 1 1 0 0 0 1 1 1 0 1 0 0 0 0 0 0 1 0 1 1 1 1 0 1 0 0 1 0 1 0 0 1 1 0\n 1 1 1 0 0 1 1 0 1 0 0 1 0 1 1 0 0 1 1 1 1 1 0 0 0 1 1 0 1 1 1 1 0 0 1 1 1\n 1 0 1 1 0 1 1 0 0 0 0 1 1 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 1 1 0 0 0 0 1 0 0\n 1 1 1 0 0 0 1 0 0 0 1 0 0 0 0]\n" | |
} | |
], | |
"prompt_number": 32 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "plt.scatter(X[:, 0], X[:, 1], c=y, s=100)\nplt.figsize(14,10)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
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nlye4XC527tyJ2+2mSpUqxMbGZvykHLRq1SrGjRvPsmVL8XjcVKhQmUceGUKf\nPn1ybO2Sz+dj8eLFfP75NE6ePEPFimW5//5+IdnZKiwsjBtuuCHH+zEajQwfPoSXX55GcnI30h44\n/wvYQ9++92XY3ubNm+ncudv5A1YvXBtTFqgPLAGmAf3+6Ss6ei/t2z+apddxJRITE7njjp6sXv0z\nLtc1eL1FMBh28+WXd1GuXAkWLpyn9T0iIpJlK1asYMWKFdnSVo6O9HTq1InRo0dz3XXXAdC2bVvG\njRt3yXQpjfRIXmSz2Rg79iUmTnwfv9+MwWDE5TpFly5defHFMdm6S1hm+P1+Ro4czaRJH5OcfC1+\nf21SD+s8jNX6K/HxPlavXp7mlw5ZsWfPHm6+uQMnTjix2a4CrISFncFs3kL9+lczf/7sHBlpyQ1c\nLhdt2tzKpk3HSU5uxb9bwHuA7URFLWf69E/TnC72X507d2P+fBt+f7N0IvzAh0BLoAZwmOjoWRw/\n/hdRUZmfPpdVHo+H5s1bs2WLm5SUW0gdgfo3x/DwdZQosZ1t236lWLHAZwGJiIhcjqzUDDk6b6lM\nmTIcOnTon/8/fPgwZcoEPjxQJC9ITEykSZPrGT9+AYmJd5GUdD+JiX1xOh9kxozD1K/fmG3btgU1\npw8++JBJk77E4eiL398EiAHMQFXs9m4cPFiSW2/tlK1fMCQkJNCsWUsOHqyOzdYXaAJcjc/XAofj\nQdavd3LDDbfgdruzrc/cJCIigmXLFvLII7dTuPAMoqM/Ijr6c8zmt2na9DSLF8/PVMFz7tw5Fi1a\niN9fP0CUAbgW2ATswGKZzdSpnwW14AGYO3cuf/xxlJSUdlxc8KTm6PU25cyZOMaPfzuoeYmIiASS\no0XPbbfdxmeffQbA2rVrKVy4cLZ/yywSCoMHD2fv3giczs5AiQuuWPH5WpGY2JIOHbrg8126+Dwn\n+Hw+nntuLA7HLaSuA/kvAx5Pa3bvPsyaNWuyrd/XXx9PYmIFfL5rufRMpzBcrpvZu/c0c+fOzbY+\nc5uIiAgaNqxP2bLlcblO4fMl4vN58Pl8OByOTLVx9OhRIiJiSS1SA4nDYDhEzZp/MH/+LDp16pTl\n/C/Xa6+9g81Wn0BneKWkNObddycF7fc/M/x+Pz/88APt23chPr4CpUtXomfPe9iwIb2tu0VEJD/J\n0vS2nj17snLlSk6ePElcXBxjxoz55xvdQYMGATBkyBAWLlyI1Wrl448/TnMnME1vk9zu9OnTLFy4\nkMTERIq4APUDAAAgAElEQVQUKcJ99/XH6XyIixeVX8hPdPQUvv76I2666aYcz++XX37hxhtvx2Yb\nQKCbUYNhDffeW56PP/4gy316vV6KFo0jMbEnUDxA5DaaNElg7dofs9xnbvTMM2N4/fVJ58/UqUHq\nd0ke4A8slhWMG/d/DB78UMA2/vzzT2rWvIbk5BEEPhB4H1WqbGTPnuCOIl6oaNE4zpzpBQReuxYR\n8SrHjh3KFVMbXS4Xt99+JytW/ILdXp/Uw2R9hIXtxmzeRN++vXjnnfHagEFEJJcL2UYG06ZNyzDm\n3XffzUoXIgE5HA62bt2K2+2mRo0alChRIuMnXQa73c6DDw5l5syZGI2V8XqjgD9xOouTfsEDYMBm\nq8HXX88NStFz/PhxwsOLEPiGGfz+WA4fPpotfZ49e5aUlBQCFzwAZdm166ds6TO3WbFiBa+/PgGH\n415Sz835mxGog8NRllGjnqRFi+u55ppr0m2nXLlylCpVmn379pH2YaSpoqL+oH//3tmV/hUJDzdy\n6Rb3/+XD5/Nk20GwWTVw4GCWLdtNcnI/Lvxnz+cricPRgI8/nk7ZsmUYPXpU6JIUEZEcpb2IJU86\nd+4cQ4eOoGTJ0tx881107NiX8uUrc9ttd7Bz5+UdBJme5ORkrr++DTNnbsHpfBCb7XaSk9uRnNyM\n1PUyGTGTmGjLllzS43A4+Oijj3j++Zex2TJTzCQRF5dRkZI5EREReL1u0jo/5mJuTCZTtvSZ27z8\n8us4HE24uOC5UBFSUhryxhuB17cYDAYef/wRrNafgPTWPx3BYNjJgAH9s5Bx1rVteyNhYTsyiNpD\nlSo1iInJzN+TnPXXX38xffp0kpM7kfb3fFE4HJ148cVXzhfxIiKSH6nokTznzJkzNGzYjMmTV2O3\n9yUx8T7OneuN0zmEb7+10ahRc3799dcs9/P22++wc6cdp7MjF4/qFAYSSN1NK32RkSepWbNqlvNI\nz9KlS4mPL8uIEW/xyy8l8XpTgCMBnuEnOnob/frdky39x8TEUL16bWBPwLjw8B20a3dLtvSZm/j9\nfpYuXQjUCRjn9V7NN99kvKapf//+dOrUAovlS2Af//5+pQDriYqawfTpX2T7aObl+t//hmM2bwLs\n6UR4sFrXMnr0w8FMK11Tp04FahN4vVRxoATff/99cJISEZGgU9Ejec5DDw3j0KHCuFwdSC1A/mbG\n729OUtKNdOzYNUuLqH0+H2+++e75UZ3/ThkrR+oN6cEALTgxGLZn6nyWK7F+/Xo6d+5GUlIXbLY7\ngLpAC2ABqTfJlwoPX0vp0oWz9Qyb0aMfxmpdQ/rTnZKIiNjEI48My7Y+cwu3231+XnFEBpFROJ0Z\nb2hgMBiYOvVT3nzzcSpU+BmL5R0KFfqIyMi3uekmWLFicUg2Lvivhg0bMnToICyWqcBhLi7+T2Gx\nzKZly6vp06dPiDK82IEDh0hJKZxhnMdTlL/++isIGYmISCio6JE85dSpU3zzzTe4XC1If/1KbZKS\nDCxevPiK+zl27BiJiUlAWlusG4AbgG+AM2lcd2GxzKFXr7spW7bsFecQyMiRT+JwtOTiQywbA6VI\nPctlM6nTpPzAEczmucTH72TJku+ydbF2r169uOmma7FYZpA6+vU3P7Afi+VLRo9+JOB6lrwqIiKC\nmJgiwMkMIhMoVSpzvwcGg4GBAweyf/9Otm5dz08/fcvhwwdYvPhbGjdunOWcs8tLL73A668/Q8mS\nC4mJ+ZiYmLkUKvQlMTFfMHz47cybN5vw8P9uZx0axYoVJjw846IzPNyhA5lFRPKxLB9Omi1JaPc2\nyaRZs2bRv//zJCbenkHkagYNqsZ77024on4OHTpEzZr1cDgCjVBsAJYCtYCrASPh4X8SGfkbnTu3\n57PPpuTIQu7Dhw9TrdpVOJ1DST189EJ+YBewHtgLQHx8WYYPH8wDDwyicOGMv/G+XF6vl5deeoXX\nXx+Pz2cFYvD5TlKkiIWxY5/NNd/454THHnucN99cgdt9a7oxFstcXnjhHh5+eEQQMwsOn8/HqlWr\nOHbsGLGxsbRq1QqzOaNtt4Nry5YtNGvWBofjIS49V+hvDszmiRw+fEAHqoqI5GIh271NJNicTic+\nX2YWxUdis2XujJS0xMfHk/pF9UnS353sWsBBtWrHiI7ejcfjoWHDeowY8Tp169a94r4zsnfvXiIj\n43E60/pzMJC6bXINYBdNmhxm7dqVOZYLQHh4OE899QSPPTaSn3/+mXPnzlGqVCkaNmyYr7cAXrx4\nMTNnzsHt3k/qiOCla3sMhg3ExJygX7++Qc8vGMLCwmjZsmWo0wjommuu4eqra7Fp02o8nrRy9WM2\n/0D37t1V8IiI5GMqeiRPqVKlCnCU1BGN9G+ozebj1K7d/Ir7MZlMDBo0gLffXoHL1T6dKA9W6x98\n+OH0oN74mc1m/P7M7DLlxmJJ66DSnGEymXL9DXB2mTVrFvfeOxCH41agNTAN2ALUBwoBZ4mO3kKh\nQimsXLmc2NjAZ9pIzpo7dyaNG1/H8ePnSElpApQk9TPkEFFRa6lVqxCTJr0T4ixFRCQnaXqb5Cl+\nv5+KFavz55/NgcrpRCUTGTmB/ft3UapUqSvu6+TJk1xzTUOOH6+B19uMi5fAOYmKmkfbtjWYO3d2\nUEc0UlJSKFGiNElJdxPojByrdQ6vvjqIBx98MGi5FQRJSUnEx5fF4ehJ6hoqSF0/te38TzIGg4uW\nLeuwePFCIiIy2uhAguHMmTO88cZ43n13Ek6nC7/fS9GixXj00WEMHvxQrpuWJyIil8pKzaCiR/Kc\nOXPm0Lv3/edvOv9705+CxTKTvn3b8+67b2W5r8OHD58/+2cfTmdtfD4LZvMZ/P7t9OzZk/fffzck\nN7WPPfYEb7/9HU5nV9Ie8TqM1TqTo0cP5YqzUvKTiRMnMmrUB9jtXQJEJREVNZmjRw9plCeX8Xq9\nnDhxgrCwMEqUKJGvp2CKiOQ3KnqkwPnkk0948MGhGAw1SU6uChgxmQ5hNP7G3XffxfvvT8jW3aM2\nbdrErFmzOXPmHJUqlad3796ULl0629q/XH8fnPr778k4nS2Bv9cieIDtREUtY9asqbRvn97UPLlS\n7dp1ZuFCExmdzxMbO5Wvv55EmzZtgpOYiIhIPqeNDKTAue++++jYsSMffvgR3367BI/HzbXX1mPY\nsMlUr1492/tr0KABDRo0yPZ2r1RUVBSrVi3j6aefY/LkDzEYYjEYIklJOUq9evV4/fUFNG9+5Wua\nJH0ul5vAB13+zYjHk975RSIiIhJMGukRyeNSUlLYsGEDTqeTypUrU6lSpVCnlK+NHv0kb765Epfr\npgBRbszmd9i5cyvly5cPWm4iIiL5maa3iYgEycGDB6lZsw5O50NAVDpR62nd2s3y5YuCmZqIiEi+\nlpWaISzjEBER+VuFChW4//7+WCwzgbTOgtqF1bqKN998JdipBc3BgwfZtGkThw8fDnUqIiIimaI1\nPSIil2n8+NcxGk1MnDgRg6E2Tmc84CI6ejdms4O5cxdQr169UKeZ7WbNmsVzz73Ivn37MZlicbnO\nULv2VbzwwtO0a9cu1OmJiIikS9PbRESu0LFjx5gy5WO2bPkdiyWK225rT8eOHTEa89/3SU899Sxv\nvjkZh+MGoBqpEwW8wA4sluWMHfs0I0YMS/O5drud06dPU6hQIW3hLSIiV0xrekREJMcsX76cTp3u\nwm6/F7CmEXEWi+VTVq9edtEI18aNGxkz5iUWLVqA0WjB7XbQuHFTnn76MW655Zag5V/QJCYm8vnn\nn7N69S+EhYXRpk0L7rrrLiwWS6hTExHJEhU9IiKSY265pSOLFxuAa9ONCQ9fRc+e5fj88ylA6lS4\ne++9n+TkZvj9dUnd5jv1HCmLZRVPPvkITzwxOhjpFyiTJr3Ho4+OIiysCnZ7WcBPdPRB/P5DfPjh\ne9x1112hTlFE5Iqp6BGRPO306dPs37+fiIgIatasiclkCnVKcp7f78dkisDrHQlEBog8S6FCn3Pu\n3EkOHDjAVVfVw+HoCcSnEZuExfIp3347gxtuuCFnEi+AJk/+kIcffhKH407+PbD4b8ewWGbwxRcf\n0rVr11CkJyKSZSp6RCTP2Lt3L0uWLMHpdGI2m1m0aBkLF35PREQx/H434eFuhgx5kCeeGE1UVHpb\nQkuwuN1uIiPN+P1PA4YAkU4iI9/G6bTzyCMjmTBhHS7XjQHiN3LjjR6WLl0QsP+//vqLyZM/ZMOG\nzUREmLjttlu588479bvxH06nk5IlS5OU1BMomU7UAeLjl3HkyH7CwrR5q4jkPSp6RCTXO3LkCH17\n9WLdunXUMBgwejzsc7s5jRE3NwFNzkcmYDavolYtC6tWLdM6hFygaNGSnDnTnfRvpgEOUrHiGvbv\n30GpUhU4dqwDEBcg3oXR+Bp2exIRERGXXPX5fDz22BO8++5E/P6rSEkpDXiIjt4HHGb69C/o0KFD\nll5XfjJ16lQGDXoBm+3OAFF+YmI+YfbsD7jppkCH64qI5E46p0dEcrVjx47RtGFDfKtXM9TppENy\nMre43TwI9MNDNEsxsPZ8dBxO5+388YeLkSO15iM3eOCBgURGbgoYY7H8xvDhDwBgt9uAjIrVCMLC\njDgcaZ11BI8//hQTJ36F0/kAKSm3AtcADbDZumGzdaN7996sWLHicl9KvrV16zZstrSmEl7IQEpK\nGX7//feg5CQikpuo6BGRHPfEyJFUPHWKFh4P/12tUwroj5twlgL2848acDpb8cknn2K325HQGjZs\nCBbLPmBLmtfDwtZTqNBJ+vbtC0BcXCngZAatJhIWZiAmJuaSK8eOHeOtt97G4ehO2rvFlSU5+SaG\nDHn0cl5GvhYZGYHB4M0wLizMmy+3VBcRyYiKHhHJUefOnWPmrFk09XjSjSkC1AIMbLjg0cIYjfGs\nWrUqp1OUDMTHx/Pjjz9QosRaoqNnANuBQ8AWYmKmUrr076xeveKfM3iGDh2IxbI5YJvh4Zvo1asX\n4eHhl1ybMuVjDIarSLvg+Vst9u//ky1b0i7ECprWrVtjte4FAk378GIw7KJ169ZBykpEJPdQ0SNS\nwHg8Hg4dOsSRI0fw+Xw53t+WLVuIj4wkOoO4q/AQwb7/PGpOd/qTBNfVV1/Nn3/uZeLE0Vx//Wlq\n1tzIDTfY+eijF9i3byeVK1f+J/bee+/Fak3AYPg1ndb2Yzb/xmOP/S/Nq7/9tg2ns1QGGYURHl6W\nHTt2XNkLymdatWpFsWIWIP2pawbDRmrXrslVV10VvMRERHIJjXGLFBCnT5/m1VdfZ9KkybjdPvx+\nH9HRVkaMGMyIEcNzbMMAn88XcM+vv6XGXPgttR+v9xiVKlXKkbzk8pnNZvr06UOfPn0CxsXGxvLj\nj8to1aotdvs+7PZrgKJAElFR2wgP38u8eV9TrVq1dPqJBM5mmI/B4ElzE4SCyGAwMGvWVG644WZs\nNidQl3//iXcTFraBmJiNTJ26OoRZioiEjnZvEykAjh49SuPG13H8eDFcriZAifNXjhAV9TNVqkSw\nZs2KNNdXZNXJkyepVK4cg51OAm0yPJ9wNtEMP23PP7KLatW2sHPnFgyGzJRNktvY7Xa+/PJLJkz4\nkISEBGJjY+nbtxcDBvSnePHi6T5vxowZDBjwzPntl9PjwGyeyJ9/7qNEiRIB4gqWzZs388ADw9i8\neTNGYyUMBnC59tK0aTM++GACVatWDXWKIiJXTFtWi0hATZq0YNOmCDyelmlc9RMZ+T2dO1fjq6++\nyJH+77rjDk588w0t05lOZwPewoibYUAh4AQWy3S++uoTOnbsmCM5Se7lcrmIiyvL2bPtgMppxphM\nS7nttrLMmjUtuMnlEbt27eK3334jLCyMRo0aUaFChVCnJCKSZSp6RPKxv/9uXOlox9atW2nSpDXJ\nyYOBSxeNp0rGbJ7AwYN7KVky0FksV2b//v00adCApufO0cDvv2i621ngM8I4y9X4uAazeRfwO5Mm\nvcN9992X7blI3rB8+XI6duyKw3EDUId/f3ftmExriIv7i02b1mmUR0SkANE5PSL5jNfrZfr06dSv\n3wSTKQKj0UTNmnWZMmUKKSkpl9XWnDlzcLlqkX7BAxBFeHg1FixYkKW801OpUiV+WruWgzVqMMlq\nZWlYGD8Cs61WPoiMpGK9etS+2kTDhvt5/PGOHDiwRwVPBrxeLzNnzqRRo+sxm62YzVaaNGnJ7Nmz\n8Xoz3ro4t7vhhhtYtmwRjRufIirqHWJjvyY2dgZm8yTuuKOyCh4REbksGukRyWVcLhcdO3ZlzZo/\nsNsbAdVJXea/D6t1PTVqFGXFisWZXn8zYsSjvPXWFuD6gHFm8yLGjevJ0KFDs/oS0uX3+1m/fj3f\nf/89zuRkqlWvTo8ePYiOzmhvN7mQ0+mkffvO/PLLLuz2a4GqpG4CsQerdQPNm1/Ft9/OyTeL/Hfv\n3s0ff/yB0WikadOmFC1aNNQpiYhICGSlZtDubSK5zPDhj7Jq1Z8kJ/fm4tGZatjtVdm+fQG9e/dl\n7txZmWqvUqXymM0/4nQGjjOZzlCmTJkrzjszDAYDjRs3pnHjxjnaT343aNBg1q49RnJyHy7+HamD\n3V6bVavmMHjwCD74YGKoUsxW1apVS3enNxERkczQSI9ILnL27FlKlSqH0/kApHuyjQuz+R3++GML\nFStWzLDN48ePU758ZVJShkC6+6edJCZmKidO/EVkZOSVJS9Bcfz4cSpUqILTOZj03087ZvMkDh8+\nQLFixYKZnoiISI7Rmh6RfGL+/PkYjVVIv+ABiMDnq83MmTMz1WbJkiXP74A2HXCnEZEMTKdFi+tU\n8OQBs2bNwmCoQfoFD4CV8PBqzJkzJ1hpiYiI5Gqa3iaSi5w6dQqXy5phnMsVTULC8Uy3e/jwX4AP\nmAQ0JnUbYB+wC9gAVOOHH5Zx5swZihQpciWpS5AcP36c5OSM10A5ndEcP5753xEREZH8TCM9IrlI\n8eLFiYiwZRgXGWkjPj4uU23u2bOHzZu3APcAXYAjwEzga+AccDfQifDw6nzyyadXmroESbFixYiK\ncmQYFxlp19Q2ERGR81T0iOQit912G17vPiApQJQL2M6dd96ZqTY3b95MRERFwASUB+4ABgMPAZ2A\neAAcjvL8/PP6K85dguOOO+7A798BBNq6PBmfbxddu3YNVloSYj6fD186h/+KiIiKHpFcpVChQvTv\nPwCLZQHgSSPCh9m8iPbt21OuXLlMtRkWFkbqVLaM+AgLC3SWj+QGpUuXplOnTpjNi0n7ffURFbWY\nbt265chBs5J7uN1uPvvsM666qgEmUwQmU8Q/53m5XK5Qpycikqto9zaRXMbtdtO1a3dWrPg1jXN6\nNlCnTimWLv0eqzXjtT8AR44coWrVWjidQ4D0NyqIjp7Nm28OY8CAAdnxMiQH2e122rS5he3bT5w/\np6fK+St7sFrXU69eWZYsWUBUVKDNDiQvS05O5uabO/Drr4fOf05UJfVzYi9W63pq1y7B8uWLMv05\nISKSF2SlZlDRI5IL+Xw+5s6dyyuvjOfXX9fj9/uoVasOo0aNoEePHphMpstq79ZbO7FkiROfL70D\nSo9htU7l+PGjWCyWrL8AyXEul4svvviCcePeYvfu7QDUrHkNo0YN5+67777s3xHJW+65px8zZ/6K\n03kbl07a8GE2f0fHjtWZOXNqKNITEckRKnpEJKADBw7QsGETzp6tj8/XiH83bvQDB4iKmsfHH0/K\n9DohyV3+XsuROpVR8rsTJ05QrlwlUlIGA+l9SZFCZOQ77Nu3k9KlSwczvXT5/X5WrlzJq6+O56ef\nfsLn81KjRi3+979hdOvWTYW6iGRI5/SISEAVK1Zk/fqfadLESVTUu1gs32E2LyImZgqlS69k+vRP\nVPDkYWFhYSp4CpBvvvmG8PAapF/wAERiMNRi1qxZwUorIL/fz8CBD9Gx4118/72HpKT7sNsHsmlT\nee6//2maNWtFYmJiqNMUkXxM5/SIFBCVK1dmzZoV7Nq1ixUrVuB2u6lduzatW7fGYDCEOj0RyaRT\np06RkpLxNFSn08KpU6eCkFHGxo17jalTF+Jw9AXMF1ypjd1ei23bvqdHj94sXDgvVCmKSD6nokek\ngKlevTrVq1cPdRoicoVKlCiB2WzDbg8cFxVlyxU7+LlcLl56aRwOx51cXPD8zUBKys38+OO77Ny5\nkxo1agQ7RREpADQfQqSA2LZtGw8//ChduvSgf/9B/PDDD1pLJ5IHde3aFa93DxCo6knG59tBt27d\ngpVWulI/a4oAJQJEGXG76/Dpp58FKy0RKWA00hMEXq+X7777jkWLluJ0plCv3tX06dOHwoULhzo1\nyYDP52Pp0qW8/fYkdu/ei8Vi5a67ujJgQP88c9q9zWbjjjt68tNPq3G5rsHrLQocYMaM+4iLi2HR\novlUqVIlw3ZEJHcoWrQo99xzD59/voDk5NuB/56v5SUqaiF33NGduLi4S57v9/v5888/SUpKolSp\nUjn+WZaQkIDPF5thnMcTy6FDf+VoLiJScGn3thy2evVqunbtgdNpJimpCmDEYjmGz7ebp556giee\nGK31FLnUmTNnuOmmDuzceQSb7RogHnBisewAdjF9+hd06tQpYBsnT55kyZIl2O12KlasyA033EB4\nePAOAPV6vbRo0YZNmxykpLTj4psjP2FhGyhWbBNbt/6a5s2RiOROLpeLTp1uZ82a7dhsDbn4nJ4N\nNGpUle+/n4fZ/O90Mr/fz+eff87zz4/jyJHDGI3RuFxnadmyNS+88AyNGzfOkVznzZtHnz6jSUwM\nvFlKWNhyHn64Ma+9Ni5H8hCRvE9bVudSGzdupGXLG3E4OpB6wOSFzmGxzGTUqIE8++zToUhPAvD7\n/TRp0oLNm324XDeTejNxoSNERc1g+fJFNGnS5JLnnzt3joEDBzNv3lxMpip4vZGEhx/HbHYzbtxY\n7rvv3qC8jvnz53P33cOw2e4hvdmsERELGTasJa+++kpQchKR7OH1epk7dy7jxr3Fb79tAKBOnfqM\nGjWcrl27YjT+O5nD7/dz//0PMn3699jtLUk90NYAuIDNREWtYtq0T+ncuXO25+lwOChZsjR2+31A\nkXSifFgsE1m1ajH169fP9hxEJH9Q0ZNLNWnSkl9+KQqk9wGehNn8Pn/+uY8SJQLNdZZgW7ZsGZ07\n34vN1p9LC56/baRNGzc//PD9RY8mJSXRqNF17N9vweVqDURdcPUwFst8xowZyf/+92jOJH+BVq1u\n5scfrUC9AFGniIn5ktOnEy66SRKR4HM6nSxdupRTp05RsmRJbrzxRiIiIrLc7tSpUxk4cDR2e28g\nMo2Iv7BYprN3707i4+Oz3N9/jRr1OBMmzMXhuINLZ9b7MRpX0qCBm3XrVmV73yKSf+icnlxo9+7d\nbN26FagTICoGg6EWU6Z8HKy0JJPefnvS+SltgaYe1mHNmtUkJCRc9Ojzz7/IgQNGXK5bubjgASiL\nw3E3Tz89hoMHD2Zz1pfaseMPoHwGUcXweLycPHkyx/MRkbR5vV6efPIZSpQoTa9e/2PIkHe5667h\nlCxZhhdeePGfA2iv1Nixr2G3X0/aBQ9AaXy+mrz//uQs9ZOeF198nlatqmG1fgn8AfhIPRz5EFFR\n31Cu3F/Mmzc7R/oWEQEVPTlm27ZtmEwVyGiviOTkMqxduzE4SeVzPp+PX3/9leXLl/PHH39kqa29\ne/cDGa1xiSAyshiHDh365xGXy8X7739ASsp1pF8wxeLz1WHChPeylGNmGI0mwJNBlB+v150t3yaL\nyOXz+Xx0734348d/hc3Wh8TEnthsHUlM7MW5c3fy0ksf0bfv/Vf87WZCQgJ79+4GqgWMczqvYurU\nnDnM1Gg0Mn/+10ye/AJ16uzFYHiBsLCxlCq1hDFjevPbb+u1rlBEcpTmsuSQ1MXq3kxE+jCZ9DZk\nhd/vZ8KEibz44jiSktyEhxfC7T5FuXKleOmlMXTt2vWy24yOjgacGfWMx+PAarX+88ju3bvx+SKA\n4gGf6XJVY/HiZYzL4fW6t9zSls8/34HHE+isjn2ULVueIkXSm2ufv2zcuJHvvvsOhyOZqlWr0KNH\nDwoVKhTqtKQA+/rrr1m8eC0ORx/A9J+rJXA47mT27E/o1WsJN99882W3b7fbMRqjSEnJ6HvOKByO\nDA7/yYLw8HDuvvtu7r77bjweD16vl8jI9EaeRESyl+62c0jTpk1xuQ6QeuOc1mFsqaKj99Gu3SPB\nSivf8fv99O17PzNn/oDDcRNQltQRFh87d+6hd+9BjBmzn//97/L+jHv16sbWrR9htwc6JO8wsbGW\niw7S83q9GAyZ2Z0tDI8noxGYrHv44aFMn94Sj6c+EJNGhBeL5WdGjfpfvt9FcN++fXTp0oO9ew/i\ndNbE54vAav2eYcMeYeTIR3nuuWfy/Z+BBI/D4WDmzJn88stGwsPDaN26Jbfddlua6+ZeeWU8dntj\nLi14/haJ3X4tr7zy5hUVPSVLlsTjcQAOwBIg8jjly2c0HTZ7GI1GrSEUkaDS9LYcUrJkSW655VbC\nw38OEHUEOMyddwbexjOvcDqdTJkyhdq16xEZGYXFEsNNN3VgyZIlObZRxddff82sWYtwOO4GyvHv\nlLIwoDr/z95dB1ZZvQEc/97t3t3c6O7ukpbRIRIDQUJCSWkklDAQDPiBdCMIA0kBkXAiI6VDRueA\njcGAkdtu7db7+2OixHbX927jfP7Se8/O+wzGu/u855znMRp7MGHCt/+cr0q8Dz/8EJksBIjv3I0N\njeYAY8aMxMPjv39GxYoVw2Z7BkQ7nd/T8zY1aryVpJiSo1KlSowdOwqNZg1wm9g99M89Rq3ezNtv\nl6Jv374vfV1ERATTpv1Ar179GTp0OLt27UrxmQJ3unPnDrVq1ePixdwYjYNxOJoBDTAY3sNk6seM\nGTtZQggAACAASURBVP6MHj3G3WEKmcTy5SvInTs/Q4f+wMKFV5k37yK9eo0lT56C7Nq166WxkiRx\n+vQxoGwCs5bl6NHDyYpHp9PRtq0fHh5BTkZJ6HRnGTFicLKuIQiCkN6J6m1pKDw8nGrVavHkSRls\nttr8d4BUAq6jVgewdu0K2rdv78YoU8eTJ09o0KAZISEmDIbqxB6etwOX0WpP0aVLW5YtW5zqT9Kr\nV3+b06cLAhXiHePp+RcffliC5cuTdkB3z549+Pl1xGR6G0mqQuyKnQTcRqP5i+bNq/Lrr7+8lPQA\nfPRRX9asCcZubxLPzBY0miUcPrybqlWdVVVLPStW+PPFFxOJjrYjk+VEJjPgcDxi8OCBfPfdJBSK\n2CfMDoeDTz8dy6JFi4FymM25AAs63VWyZlWwY8evVKlSxSUxp6aePfuwbt0NJ38nRlSqxVy4cFo0\nahVSZMUKf4YOHYPR2Al4dVtpCGr1Fnbs+JUmTWJ/Fh0OB3K5Akn6EufPIWNQKudgNidv+9mFCxeo\nXdsXo/E9oOgr70rI5X9RtOgDLl068+/9QBAEIb0RJavTsbt379KnzwD++usv5PLY5qSSdIe8ebOx\ncOHsZG1VSI8aNGjG8eNmLJZmvH6APwaNZj0TJgxi7NjPUu2aZrMZnc4Hu30cr3ckf9EjcuX6lYiI\nu0m+xpkzZ/jqq28JDPwTL69s2O0msmfPwrhxoxg0aNBrCQ9AWFgYVavW4OnT2kjSW7z852FCo9lC\nhw5v8/PPrq3a53A4OHbsGOHh4fj4+NCgQYOXGhcCDB48jJUr/8Bo7ABoX3hHAi7g7b2PU6eOUrr0\nq32n0q+oqCjy5CmA2TwQ0MU7TqHYw6BBNZgzZ6brghMyFZPJRO7c+dHrPyD+QihXKV48iODgS/8+\nBCpSpBS3b/vyejLy8teVL3+FixdPJzu+2FL8HXE4imM0liN2q9sjvL3Pki+fhv37d5EvX75kzy8I\ngpDWRNKTAYSFhXHw4EEsFgvlypWjVq1ameb8wNmzZ3n77aYYjUOI/0llBFmzbiQi4m6qPUV89uwZ\nefIUwGJJaFtSND4+/kRGJr8k85MnT7h79y5qtZoSJUok+Hd37do12rTpwL17TzEYyiBJKlSqx8Al\nevfuzdy5M9Pdfvbr169TuXJNzOZBxHcOTSY7TNu2Wdi6daNrg0uBEydO0Lx5F6KieiUw8gbVq9/g\n1KnkbSEShNWrVzNo0BT0+s5ORknodD+ya9dm6tatC8DcuXMZN24pJlNH4q76KKHVrmPBgs/56KOU\nNTZ+9uwZK1b4s2rVBqKjoylSpBDDhg2gTZs26e6eJAiC8KqU5AziDucihQoVolu3bu4OI02sXPkz\nMTEVcb41IzcOhw/79++nefPmqXJdHx8flEolFstjIIeTkeEULVo8RdfKnj072bNnT/T40qVLc/Xq\neQ4fPsyWLVuJjIymTJnGfPjhh+m2LOv8+Yuw259v44ubJFVn1675PHz4MMM01I1djUvMDVKKc+VO\nEBLr1Kkg9Pr8CYySYbcX4ezZs/8mPX379mXevCWEhu7Dam3Ey/dSO15egZQo4UPXrl1THGPWrFkZ\nOXIEI0eOSPFcgiAIGYlIeoQUu3PnHnZ7lgTHSVJWIiIiUu26Hh4efPxxP+bNO4TF8k58V0WnC+LT\nTz9Ptesmlkwmw9fXF19fX5dfOzlOnDiN1VoogVEqlMp8XL16NcMkPeXKlcNmewpEAvH/nCqVN2na\ntJGrwhIyIYXCk9imm87JZPZ/2hrE0mq1HD16AD+/9zl7dgExMRWx272Ry6NQKM5Tp05Nfv11gyjv\nLAiCkALisaaQYvny5cbDw3m1MgCZLIqcOZ33r0mq0aNHotPdQCY7G8e7EnL5fvLl86RTp06pet3M\nyNNTTuJ6S9ky1DYYrVZLz549USicVVKMQiY7z+DBA10Wl5D5NGzYAG/vkARG2ZGkYOrVq/fSqzlz\n5uTIkf0cObKHkSNr061bDkaNeptTpw6xd++fZM2aNY2iFgRBeDOIMz1Civ399980aPAuRuMg4s+j\nH+Ljs56HD8Px8vJK1etfunSJZs1aotcriY4uD3gjkz1Bqz1HsWJ5CQz8Pd1uKUtPpkz5H99++ysm\nU2sno56h0SwnIiL8paas6d2jR4+oVq0W9+8XwWarx8v9UB6g0fzGF18M5/PPx7krRCETsNvt5M9f\nhIiIJkDcVQBlslNUr/6EkyfF2TFBEISkEoUMBLerVaseZ84o/tmP/upBXCsazS+MGdOTr7/+Kk2u\nb7Va2b59OytWrOHx46cUKpSfgQP70qhRo0xTMCKtPXr0iEKFimE29wLiXpHz8gqgb99aLFw4z6Wx\npYYHDx7Qo0dvDh06hExWBrvdC6XyIZ6eT/n++28YPHiQu0MUMoF9+/bRps17GI0tgHL89yDIhkwW\nhLf3MY4dO0i5cuXcGKX7ORwO9uzZw9atO9DrjZQvX5qPPkq/Zx4FQUgfRNIjuF1ERARvv92Qe/cU\nGI01iG0UageuoNWeoFWr+qxf/3OcB8Xv3LnDwoWL+eOP3VitVt56qyojRgzhrbfSvnmn8LKfflrO\n8OFjMRpbE1s+93nCaMLL6xAFCjzk77+PkS1bNvcFmUIhISH8+eefmEwmihUrRqtWrURfEiFVHTp0\niH79BhMWdh+ZrBjgwOEIplKlivj7//jGJzznzp2jTZsOPH1qQa8vDahQqSKQpEsMGPAxM2f+8NKZ\nJ0EQhOdE0iOkC3q9nuXLlzNjxjzCwm4ik8moUeNtxo0bSfv27eNccZk3bz5jxnyOJFUkJqYU4Imn\nZxhK5Rnatn2Hn39eIT6QutjmzZsZMWIMz55ZkKS8eHhYsVpv0KpVa5YuXZikKnaC8CY7deoUZ8+e\nxcPDg7p161K2bFkgtsfYL7/8wqFDsefMfH3r0qlTJ9RqtTvDdYnr169To0ZdoqIaApV4eWeAEY1m\nMz17vsPixQvcFKEgCOmZSHqEdMfhcCCTyZxuLVu/fj19+w7HaOwGvLpyYEGj2ULXrvX56aclaRqr\n8DpJkjh06BA3btxApVLRpEkTcud+tbu8IAhJtWHDBvr3H4Qk5UOvLwyATncbCGfJkgWZtrXBc+3b\nd2bbtqdIUnxVLc2o1Ys5c+Z4hmqCLAiCa4ikR8hwJEmiYMHihIc3Iv4u5GZUqgVcv36JggULui44\nQRCENLB582Z69vwYk6kTkO+Vd++j0WzE339Rpq02+d+5wSFA/KtaCsVeBgyoxrx5s10XnCAIGUJK\ncgZRslpwi8OHDxMVZQOKOBmlQpIqsHz5CleF5TZPnz5l4cKFfPLJSL744kuOHj0qHgQIQiZit9sZ\nOHAYJlN7Xk94APJiNLZn4MBh2Gw2V4fnEteuXUOpzIuzhAfAai3MiRNBrglKEIQ3RsZptiFkKrdu\n3QLy8Hqlt5fFxOTk6tUbLonJHRwOB198MYHZs+fg4VEKozEnMlkMc+Yso1Ch3Gzdukls8RCETGDn\nzp3ExKiBwk5GFcJq1REQEICfn5+rQnMZT09PJCkxCZ09Q/UCEwQhYxArPYJbaLVaPDxiEjHSTJYs\n3mkej7uMGDGauXPXYjYPwGhsB9RDkppgMAzk6tUi1KlTn9DQUHeHKQhCCp07dw6jMX+C4wyG/Jw/\nf94FEblepUqVsNufAs+cjlOrg2nVqqlrghIE4Y0hkh7BLRo3bozFEgLonYyS0Omu0qFDOxdF5VrX\nrl1j2TJ/jMbOwKuJnQxJqkFkZHnGj0+b3kaCILiOXC5HJkt4y6qHh5RpVzk0Gg0fffQhXl6Hgfj+\nLB4jSZf5+OP+rgxNEIQ3gEh6hDQVFRXFggUL6Nq1J127fsiSJUvQ6/Vky5aNTp06o1QeIL5ffjLZ\nOXLkUNKkSRPXBu0i8+cvwmarjLP97Q5HTbZs2cKzZ86fjAqCkL7Vr18fpTKY+D/sA0golcHUr1/f\nVWG53Pfff0PBgtF4eQUCphfekYBbqNVrmTt3Frly5XJThIIgZFaiepuQZpYsWcrIkaPx8CiBwVAI\nAK02FEkKYdGiebz33nvUrduQGzccmM31gOclkfV4eJzC2/sChw/vp0KFCm77Hp5zOBwAcTZXTa4a\nNerx998lgBJOx2XJsopdu9ZRq1atVLu2IAiuJUkSZcpU4vr1MkDleEadp2TJS1y7dtFpuf+M7smT\nJwwYMJTt27fh5VUCh8MLmew+WbIomDVraqatXicIQsqlJGfInGvogtv5+69k1KgvMJl6ATn+fd1g\nqA5EMHDgKFQqFcePH+T776ewcOES7HYFHh4KLJYndOjQge++W06xYsXc9S1gs9nYsGEDU6fO4uLF\nM0iSRMmS5Rkz5hN69uyJUqlM0fyxCZQjwXGSZE/VZEsQBNeTyWT88stq6tdvgl5vBaoCnv+8awfO\notMdZMOG3Zk64QHInj07Gzeu5eHDh+zduxez2Uzx4sXx9fXN9N+7kDCz2UxwcDCSJFGiRAk0Go27\nQxIyCbHSI6Q6i8VCrlz5iYrqBOSNZ1QYOXMGcP9+GJ6enlgsFq5fv47NZqNYsWL4+Pi4MuTXxMTE\n8O67fpw4EYzBUAsoRWyluZtotScpXTorBw4E4u2d/CILX345genTdxMT846TUc/QaJbz8OE9ceMX\n3kiPHj3iwoULyGQyKlWqRPbs2d0dUoqcO3eOvn0HcfHiJTw9Y1d57fablCtXluXLF1GlShU3RygI\n7vHkyRO+nTgR/xUr0MpkyIAou52ePXvy1aRJ5MmTx90hCumAaE4qpCsbN26kb9+viI7+wOk4b+9V\nrFs3l9atW7sossTr338Qa9Yc/qenhucr70oolQG0aFGYbds2Jfsad+/epWTJcpjNfYGscY7x8gqg\nb9/aLFw4N9nXSU0nT55k9vTpHNi3D5vNRoXy5Rn+2We0adMGT89X/5wEIflCQ0MZNWosv/++A5Wq\nAAAxMeG0a9eeGTP+R4ECBdwcYcpcvnyZU6dOAVC9enXKly/v5ogEwX0iIiKoW6MGOR88oI7FwvNH\nG5HAcYWC29mzc/TUKdGoXBBJj5C+TJw4kUmT9gONnY6Ty3czebIfn332WYqvabfbCQ8Px+FwkD9/\nfhQKRbLnevr0KfnzF8ZsHgRo4xllQaWax5Ur5ylSxFmDVedmzpzFV19N/adc9YvlbGNQKA6TL99d\ngoJOuP3ptiRJjP30U5YvXkx1s5kyDgeewG3gtE5HkcqV+X3XLrTa+P68BCHxrl+/Tu3avkRFVcRu\nr8l/xT4MeHqeIGvWK4waNZxVqzZw9+5tlEo17dv7MWrUcJE8CEIG1Kp5c4wHDtDYao3z/cOenpiq\nV+fg8eMujkxIb1KSM4iDAkKqUygUeHraExzn6ZnyBnQGg4Fvv/2OvHkLUbZsFcqXr07OnPkYM2Y8\njx8/Ttac27ZtQy4vQfwJD4AXDkd5Nm7cmKxrPDdq1EjmzZtCjhzb8PZehVr9J1rtNlSq+TRvno1T\np466PeEBmD93LuuXLKGv0cjbDgc5iF2bqgx8qNejP32anl27ujlKIbPo2PEDIiNrYrc34OXqhlrs\n9mo8fmzgq69WcPVqFfT6/jx+3JGVK69Ro8bbLFq0xF1hC4KQDCEhIRw+dAjfeBIegDp2O5cuXODi\nxYsujEzIbEQhAyHVNWnShClT5mMwNCX2HExcHHh6XqNxY+erQc5ERUVRt25Dbt50YDb7Afn+eech\nc+fuYd26DZw4cZh8+fI5m+Y1jx8/xmLRJTjOYtESEfEo6YG/ok+f3nz4YU8CAwO5desWKpWKFi1a\npJtlfJvNxvfffMN7BgNxnSryAN41m5m3ezfXr1+nVKlSrg5RyET+/vtvbtwIxeGIa9urA1gD1MXh\nqPfC61pstobYbJUYPfpzSpQoRosWLVwTsCAIKfL7779TVibD2f4MT6CsxcL27dvTRUVXIWMSKz1C\nqqtTpw758mUHzsU7RiYLomTJYlStWjXZ1+nTZwA3bigxm9/jv4QHIBcxMa25f78YHTokffUhV65c\neHlFJzhOqdSTL1/qHKyUy+W8++67DB48mD59+qSbhAdg//79aK3WeEtSQOzTk0p2Oyv9/V0UlZBZ\n7dq1C4ulDHH/erpK7MpPvTjeA8iOydSYr776Ls3iEwQhdRmNRrycrPI852WzYdA7a2guCM6JpEdI\ndTKZjE2b1uLtfQCZ7ATw4s3Mikx2FG/vI2zY8DMQex7neR+cxLp//z47duwgJqYx8a0m2Wz1OHv2\nfJKXw/38/LDbbwLOEp8Y4BKdO3dO0twZ0b1798ieiP2z2axW7oSEpH1AQqZmNpux2eLbhHAWqJ7A\nDOU4d+4sd+/eTeXIBEFIC0WLFuWxOv4m3c891Wop6sY2FkLGJ5IeIU1UqVKFo0f/wtc3BpVqHj4+\nv+HjswWVai4NG0ocPLiXvXv3UqxYWRQKLxQKL6pUqcnatWux2xM+DxQQEIBcXhpQORnlidVanl9/\n/TVJsWfJkoV+/fqh0QQAtjhGOFCpduLn55fhK0glRpYsWdAnok+QwcODbDlzpvr1bTYbv/32Gz26\ndKFdy5aMHD6cCxcupPp1hPShVKlS6HTxbRvVA9kSmEGOl1c2IiIiUjkyQRDSQtu2bbkvSTjbLB4J\n3HQ43ogHjULaEWd6hDRToUIF/vprNzdv3iQoKAiAGjVq4OPjg69vE0JCLBiNdYAuSJLEuXPX+Pjj\nL1m5ci07dmxxWoEtKioKm81ZwhPLZlMRGRmV5NhnzJjGzZshHDiwCr2+Bi/36TlF1apF8PdfmuR5\nM6JmzZpxz27nGfEV1gYJuKhWM7lbt1S99tmzZ2nzzjuojEbKREejBs7s3k2DZcto2KQJa375RfQv\nymQ6dOjAoEHDgMe82Ng4lprYxMcZB1ZrJFmzxvfTKghCeqJSqfhq4kRmTphAV6ORV0/UmoAtGg2j\nR49OUW88QRArPUKaK168OB07dqRjx44UKVKETp26ExyswWjsBBQj9sfQEyiHwdCDQ4dC+PTTsU7n\nLFSoEF5eTxK8tlr9jKJFk15SWqFQsG3bZlavnsvbbz9FpZqPUjmXatVu89NPk9m/f9cb82Fbo9HQ\nv39/AtVq4luDOyqXU7BECWrVqpVq17158yZNGzSgzoMH9IiOpiZQEWhktzPEZCJ0zx46tG0ryt1n\nMhqNhm+++RqNZjOvbzEtD5xOYIZgChcuTLF0tA3m5MmTDBgwmJYt29GzZ292796d5C29gpCZjRg1\nil4jRvCjSsUehYIQIBTYJ5ezRK2mXZ8+TJg0yc1RChmd6NMjuNTVq1epVq02JtMw4l9ojEKtXsqD\nB3fjfapjNpvJlSs/en0PXn8a/JwRlWohYWG3yJkG267eJBaLhXatWhF89Ch1jEZKELvu9QA4qVTy\nMEcODh0/nqoFGPp8+CG31qyhUTwfDu3ATzoda3fsoGHDhql2XcH9JEni+++n8N13U5DJKmI2FyW2\nKfANYmLOAu2BuCo4GdFoVrNs2XQ++MB5c2RXePLkCW3adODs2UuYzZVxOLIBenS6i+TJoyMw8Pd0\nlZwJgrsFBwezYO5cDu3fjyRJ1K5Xj6GffEK5cuXcHZqQTri1OenOnTsZMWIEdrudfv36MXbsy0/o\n9+/fT7t27ShevDgAHTt25Msvv3w5CJH0vDEmTfqG777bhc3W3Ok4b+9NLF36JV26dIl3zNSpP/DN\nN/MxGrvCa8WULWg0m+nV6x0WLJiT8sAFbDYb/v7+zPrf/7gRGorC0xONRsOgoUMZPmJEqvYT0uv1\n5Mudm4Em02tbHV50QiZD07YtG7duTbVrC64hSRJGoxGIXd2RyV4vSBIeHs7ixT/y11/HkMmgSRNf\n6tatw/vvf4DJVBaL5S0gO7HFUi6i1R5l4MBeTJ/+P5d+L3GxWCxUr16Xa9fUWCxNeXljhYSHx0ly\n5TrHhQtB4qGMIAhCIqUkZ0jRmR673c7QoUPZvXs3BQoUoGbNmvj5+b2WkTds2JBt27al5FKCGxmN\nRtatW8eff+7FZrNTp051+vTpnaxf1A8ePMRmS7gHjs2mS7C56Jgxn3Lv3n2WLl1GTExV7PbYczcy\n2S00mjO0adOMOXNmJDlGIW5yuZx+/frRr1+/f85U2ciaNSseiShykFR37tzBRy53mvAAFJQkDomi\nBhlKTEwMy5Yt44cf5nL3bgggI0+e/IwePZwBAz5+adto/vz5+eabia/NceFCEDNmzGbZsp8wm01I\nkp169Roxfrw/LVu2dNn34symTZsICdFjsbTl9QqTMhyOWjx79og5c+bx7bdi244gCEJaS9GnlRMn\nTlCyZEmKFi2KQqGga9eubI3jiatYxcm4Nm3aRO7c+RkxYg4bN+rZsiWGiRN/oVChokye/L8k/90W\nKJA3UT1w5PIo8uRx3gNHJpMxe/YMjhzZS48exShSZD+FC++hQ4dsBAZuYd26n5HLk5fXm81mAgMD\n2bx5M8ePHxc/w6/w8fEhe/bsaZLwAHh5eRFjt5PQn7r1n7FCxmAwGKhXrzFjxswnNLQuNtt4bLZx\n3L3bmC+++ImaNesRGRmZ4DwFCxZk1qzpREU94cmTh5hMRg4cCHRbwhMeHk5QUBAhL5Rsnz59Lnp9\nNeJv0AwxMdVZsGCRuL8Ibxy73c6ePXtYuXIlW7ZsITo64c8FgpBSKVrpuXv3LoUKFfr3/wsWLMjx\n48dfGiOTyThy5AhVqlShQIECTJ8+nfLly78218SJE//970aNGtGoUaOUhCbEIyYmhqCgIEwmE8WL\nF6dIkfgP+QcEBPDhhx9jMnUB8v/7uslUFWjA5MnzkcvljBnzaaKv361bN777bhrQGOLtv/wMh+Mu\n7777bqLmrFKlCv7+yxIdgzNWq5UJEyYyf/4iPDxyAhocjodky6ZmypRJdO/ePVWuIzhXtGhRND4+\n3DUacXZK6KpSSav27V0Wl5Ay/foN5OJFK2ZzF15OBgpjMhXixo0/6dbtI37//bdEzSeTydxazSkw\nMJAvv/yWc+fO4OWVDas1isKFCzNx4nhu3AgGfBOYIQ96fTTR0dH4+Pi4ImRBcCtJkliyeDHfTJiA\nKiaGHJKEycODj6xWevXqxbSZM1GpEq7MKrw59u/fz/79+1NlrhSd6dm8eTM7d+5k6dLY0r2rV6/m\n+PHjzJs3798x0dHReP6z9/+PP/7gk08+4dq1ay8HIc70pDmz2czXX3/DokVLkMl8kMmUxMTco1q1\nt5gxYzJ169Z9abwkSRQrVobQ0NpAyXhmfYZa/RP3799J0i9sP7/32bUrlJiYVry+2GhFo9nI8OGd\nmDLFtV3VbTYbLVu25ciR25hMTfmvQIIEhKLR/MGECaMZO/Yzl8b1ppoxfTrLJkygs8kU55L0E8Bf\nrebC1asvPXwR0qcHDx5QtGhJzOahxN9fy4pKNZfLl89RtGhRF0aXdIsX/8jo0Z9jNDYCyhH7DNEB\nBKPR7Mfh0GM29yL2zFF8HHh6TkGvjxIf9IQ3woQvv+SnWbNoYzS+8CgVooA9ajVZq1Zl1/79YgVf\niFdKcoYU7U0pUKAAYWFh//5/WFjYa9WbvL29/92j/e6772K1WnnyJOFSw0LqMZvNNGjQjHnzfic6\nuhtRUb2IjPwAs3k4R49mpWnTdwkICHjpa44cOcLjx0aghJOZNdhsWShduhI6XVZy5MhH7979E2wc\nuXatP1WqKNFq1wKXATNgAILQ6VbSunUNvvvO9Xvcly5dytGjNzCZOvJyRTgZUBSjsTuTJk3mypUr\nLo/tTTRs+HDy16jBr2o1L57ukoDrwFqNhh9mzhQJTwaxdetWPD0TaiiswOEoz+bNm10VVrJcvnyZ\nUaPGYDR2Byrx36YJD6A0RmMPrFYHHh6XE5jpKhUrVsswCc+9e/eYMGEib71Vl0qVatCjRy9OnTrl\n7rCEDOL8+fPMnzmTbq8kPAA+QDuTiftnz7J48WJ3hCe8AVKU9NSoUYPr168TEhKCxWJhw4YN+Pn5\nvTTmwYMH/2ZkJ06cQJKkVK3yJCTs22+/5/z5SEym94AXiw/IgaqYTJ3o3PmDl/bUXrp0CYejAPHv\nR48EfsRqVfHgQUMMho958qQTq1ffolat+sydOy+erwOdTsehQ/tYuvQbqla9hUo1D7V6MQ0bGvnl\nlx/ZsGE1np6eKf/Gk0CSJKZOnY3R+DaxPYPi4oPVWoXZs+e7MrQ3lpeXFwGBgbQZNozV3t787OPD\nJh8fFmm1nClZkmVr1/LxwIHuDlNIpGfPnhETk3BvK4tFzdOnz1wQUfLNnDkXq7Ua8a/iaLDbqwNH\niL+ZqhWt9hjjxo1MkxhT29KlyyhevDQ//PAnQUGluHChMuvW3aVhw1Z06NCFPXv2MGHC14wZM45V\nq1b9W5lPEJ6bO3Mm1SyWeAvUeABvG43M+eEHsftHSBMpLln9xx9//Fuyum/fvowfP54lS5YAMGDA\nABYsWMCiRYuQy+VoNBpmzpxJnTp1Xg5CbG9LMxaLhdy5CxAZ2QXIFe84rXYL06Z9zODBgwFYuXIl\nQ4fOQ69vG8doB7AYqALUi+P9Z2g0q9m4cSWtWrVK+TfhAhERERQuXIKYmNE4O3gM9yhUaA+3b193\nVWgCsauVR48eRa/XU7hwYSpXrhxniWMh/Vq1ahVDhsxAr+/gdJxavZ0ffujNkCFDXBRZ0uXKVYBH\njzrw8kOkV1mRyaaiVufCaGwJFOa/e8sDNJpAWrWqwS+/rE33P8tbtmyhe/f+mEzdeL0vmhWZbB0e\nHg9xOKohSXJ0uggkKYwpU75j2LCh7ghZSIdKFipE8zt3yOtkjATMVCoJvn2b3Llzuyo0IQNxa5+e\n1CCSnrRz8uRJmjZ9n+joPgmMvEijRlHs27cTgJCQEMqVq4LZPIzXCw5cAQ4B/ZzOV61aGKdPH012\n7K50584dypSpgtE4PIGRj8ibdzv37oWkfVCCkIlERUWRN29BTKb+xG5miYsRpXIBYWG3yJUr/nry\n1QAAIABJREFU/oc07ubtnR29vi8kUFRdLp/C3Lmz+P77aURGWvD0zInDEYVcbmD06JGMHz82zSog\nphZJkihRohy3btUi/u3OFmA20B/I9s9rj9BoNvHNN58xevQoV4QqpHNF8+Wj7f37Th8VAMxRq7kQ\nHEz+/K9ughMEN57pEdI/s9mMh4cyESOVmEymf/+vaNGi1K1bF0/P43GMPQdUT2C+sly+fJnQ0NAk\nROs+uXPnxsPDATxNYGQYFSq8Xn1QEATnfHx8GDhwABrN78QWG3+VDbX6d7p3756uEx6AAgUKAQ8S\nGPUElUrFwIEDCQu7ye7dv7Jq1bfs2LGSBw/u8sUX49N9wgNw6tQpHj6MAoo7GeVF7Mr/mRdey4nR\n2JUvv/w6wZ5rwpuhYqVKJPSJ4BEgk8vT/T1AyJjS/x1XSJHixYsTE/OAuD9k/MfT8x4VKpR96bWV\nK5eSLdtFPD33E1ts4Llo/nuaF++MKJXZiYiISHrQbuDl5UXv3r1QKJwdynWg0wUxevQwl8UlCJnJ\ntGlTaNXqLbTaFcApYs8GRhFbxMSfRo2Ks2hR/OcB04tPPhmIVnvG6RiF4m/69euLTCZDJpNRu3Zt\n/Pz8aNCgAQpFfOX605+QkBA8PPLgfNsvQB7g1bNYWZHJyrB8+Yq0CU7IUIZ/+ilBOh12J2NOennR\nb8CADPVvRMg4RNKTyRUoUIDatWsTuzoTHxtK5RmGDRv00quFChUiKOgErVplR6mcj4/PJnx8fkUm\ne0z8h3Ofk7Bao8iaNWsKvwPXGTfuM3x8gpHJTsNrbTHtKJW/U6VKcd555x13hCcIaU6SJMLDwwkO\nDkavT+jfeNLJ5XJ++WUNv/22khYtJLJmXU3WrD/TqJGJX375kR07fssQpWp79uxJtmx6PDyOxTPi\nEhrNVUaNGuHSuNJCbPXVmESMNBNX7zWTqTCHD59I7bCEDKhZs2ZUrF2bbWr1a49hJeC4pyd3smZl\n9GeiLYSQNsSZnjfAqVOnaNiwOUbje8CrzUhtqNXbaNasJNu2xV8m9v79+5w4cQKHw8GNGzeYOPEn\n9PouTq4aTMmSQVy7dj7dH9J90bVr13jnnTY8fmwhOrosoMXT8zFeXudo0MCXTZvWotM538efGd2+\nfZs7d+7g7e1NhQoVMsS2HCHxHA4H/v7+TJ48g7t37yCXq7Fa9fj5tWPixC/ibCj9pgsNDaVRo+Y8\neiSh11citpJbNDrdRby8HhEYGMBbb73l7jBTLDo6mjx5CiRwFgtgKdAQKP3K62d47z0lv/66Ps1i\nFDIOk8lEn549Cfj9dyo5HGSzWDDKZFzSaMhTpAhbAwKcNk0XBFHIQEjQ7t27ee+9TkhSQQyGMoAS\nT8/7KJVnadasERs2rE50rwiz2UzhwiV4+LAusT0qXmVCq13N4sX/o0ePHqn5bbiEw+Fg9+7drFmz\ngSdPnlGiRBH69etDxYoV3R2ay+3du5evx43j3Pnz5FIqMdjteHl7M3rsWIYOGyaSn0zA4XDQrdtH\n7NhxCIPBl9jD6jLAiIdHEGr1CQICttGgQQM3R5r+WK1Wtm3bxsKFPxEefo/s2bPRr19PunTp8m9/\nusxgwIAhrFp1DLO5LXFvc7sA7AWG8uoGEq12C1On9k/X1fjeRDExMVy4cAGr1UqJEiVcfobm5s2b\nrPT35/bNm2TJnp3OXbtSt27dDPWQVHAPkfQIiWIwGFi7di2//LIVk8lE+fJlGDp0IJUrV07yXOfO\nnaNhw2YYjaWwWKoTW8bUClxEqz1G//7dmTnzB3EDy8DWrFnDsP79aWIy/dtvXgLuAPs0Gmq3bs3q\n9etF4pPBLVq0iE8//QGjsRtxbU+Cm/j47ODu3dA3cpXT3W7cuMHixUu5ePEKGo2G99/3o0OHDi7d\nBmgwGKhXrzFXr8ZgNvsCz0sJG4ETxJ7P6gGvFSOOQK3+mfv37+Dj42yVSHAVg8HANxMnsmzJEnQy\nGQqZjAcxMbRo1ozvpk2jXLly7g4xWWw2G8ePH+fZs2fkzZuXt956S3z+yKRE0iO4RXh4OLNmzeHH\nH5dhNOpxOOz4+jZm3LhRvPvuu+4OT0iBO3fuUKF0aXqYTMTVKcEKrNFomDB/Pr1793Z1eEIqkSSJ\nwoVLcudOQ17f+vofrfZXpk8fxEDRDNZlrFYrffsOZOPGTdjtlbFa8wAWvL2vI5c/Ztu2X/H19XVZ\nPEajkcmT/8eCBYux2xXIZHJiYh4jSTKs1mpIUkNiH41A7OORMDSarSxcOIOPPvrIZXEK8dPr9TSo\nUwfpxg3qm83/dlwyA6dlMk5qtfy5dy81a9Z0Z5hJ4nA4mPq//zF1yhQcRiMWhwMJUKvVDBs9mm+/\n/dbdIQqpTCQ9gltJkoTRaESpVCKXyxP+AiHd+/Lzz9k7cybvxMR/gDkYCCpZkvPXroknahnUlStX\nqFGjAQbDYJxX57pM3boPOHJkn6tCe+N16/Yhv/12EpOpA7EloV8UjEaznSNHDlClShWXxmW1Wrl2\n7RpWq5WiRYvy5MkTunXrxblz54AyOBxyvLzCUattzJs3g86dO7s0PiF+A/v149Tq1bSJiYnzX/sV\n4GDu3ITcvZshfpdLkkTXjh35Y+tWvB0O3ib20Y2d/7oJVqxRgyMnTojfUZmISHoEQUhVFUuVok5w\nMIWcjHneOftaSAh58zrrsS2kVydPnqR58y5ERib0JD6UihXPcf68s5LuQmq5ePEiNWvWx2QaxOsJ\nz3MnaNZMIjAwwJWhxevKlSvs27cPi8VCuXLlaNasWbK3vlqtVrZs2cLMmfO5ceMGSqUKP7/WjBgx\nlNKlXy2UICRGVFQUBfPm5WOTCW8n41Z7e/PDqlW0b9/eZbEl1/r16xnQowfF7Hba8Xo5YjOwHOg2\nfDiz5sxxfYBCmkhJzpD+U3lBEFzOZDKRUEtbGaCSy19qaitkLAULFiQm5hGxGxad9cV4SLFiRV0R\nkgDMn78Yq7UK8Sc8AFU5dGge4eHh6aJzfdmyZSlbtmzCAxPw+PFjGjZsTmhoNHp9VaAaYGHZsnP4\n+9di2rTvGTpUFEVIqoMHD1JQocA7gft16ehoftu0KUMkPd9PnIjVbqctcfdfUQGdgB8XLWLqDz9k\niHL4QtoSJ5AFQXhNyZIluZfAGD1gstvJkyePK0IS0kC+fPmoWbMWsdW34iOh051j2LABrgrrjXfm\nzAVstoQSGS+UyrwEBwe7JCZXkCSJd95py7VrWvT67kBFYkuB58VqbYzJ1IsxY75m+/btbo404zGb\nzQk+yAJQAiaDIa3DSTGTycTla9eogvOn97kAH6uV3bt3uygyIT0TSY8gCK8ZPHIkZ3W611q0vui0\npyed3n8/U5XmfRNNnjwRtfoAcD+OdyUUij2UKJGHpk2bujq0N5ZS6QXYEhwnSdZM9fT64MGDXL0a\nitXalLjPmGXDZGrO+PETXRxZxle8eHHC7Xan93SACC8vSmeAvlwWiwW5TEb2RIzNTmyvQUEQSY8g\nCK9p3bo12YsXZ7dCEecvyWtAkFrN+AkTXB2akMp8fX1ZufJH1Oq1qFR/ACHEJkBn0elWUaaMkd27\nA0Rpchd6771WaDTXExj1BLv9KVWrVnVJTK6waNEyDIbKOC+qUZpbt0K5evWqq8LKFKpWrUru/Plx\n9lMVA5zz8KBv//6uCivZvL298ZTLiU7EWIOHB1mzZk3zmIT0T/wWE1KV3W5Hr9fjcDjcHYqQAnK5\nnJ1792KvVIllOh3HgZvEboLaqNOxK2tWAgIDKVWqlJsjFVJDp06duHHjCmPGvEuZMkEULryHRo0M\nrFkzm6Cg4+TMmdPdIb5RYks8B0O8m0wlYDdms5khQz7BaDS6Lrg0FBp6B0nKkcAoDxSKnISHh7sk\npsxCJpMxdfZsdmo0RMTxvgX4TaOhc5cuFC1a1MXRJZ2Hhwddu3XjNODs00Yk8Egu55133nFRZEJ6\nJqq3Cani6NGjTJ48nZ07dwAy5HI53bp1Z+zY0aLaTgYmSRL79+/nx/nzCQ0JwcfHh64ffUSXLl1Q\nq9XuDi9dMBgM7N+/H4PBQJEiRahVq5Yojyqk2ObNm+nZsx8mUwugLP89o4wE9gKPgPdRqQ5SvryC\nQ4f2Zfh/k61bv0dAAICz1SsJnW4p+/dvo3r16i6KLPNYvXo1g/r3p6xMRimTCTlwVy7njEJBKz8/\nlv/8MwqFs6Im6UdERATFChSgus1GXJtv7cBamYy2Q4Ywa948V4cnpBFRslpwq3nzFjBu3ARMpjpI\nUmVia6ZE4ekZhEoVxG+/baRZs2buDlMQUpXJZGLcZ5/hv2IF+eVy1JLEA0lCkz07302bRpcuXdwd\nopDB7dmzh8GDR3Dt2g2gILHP4yOAykBTYqu7SajVm5gwoSfjxo11Y7Qpt3HjRvr2/Yro6A+cjLpL\n7tx/cO9eqNhymUyPHj3ip2XL+HPbNmIsFipVrcqQTz6hUqVK7g4tyY4ePUrT+vUpYrdTHyhA7MpP\nMLDfw4Nyvr4EBAZmqrNvbzqR9Ahuc/DgQVq2bI/R2BPIFseIULTaLVy/fol8+fK5OjxBSBMxMTE0\nbdAA/blzNDGbyfLP6xKxJ2ICNBq+mjKFYcOHuy3Gx48fExISgpeXF+XKlcsQzQaF1w0aNIylS49h\nt5citk5VIV4vZX2XXLkCuHcvFE9PT9cHmUqsVisFCxYjIqIOENcHcCta7Xq+/XYoI0eOcHV4Qjr1\n9OlTRo8axaZ16zBZLEhA8cKFGf/11/Ts2VPc+zIZkfQIKXL//n2WLPmRjRu3YTKZKF26JCNGDKZ5\n8+YJPklr2bItf/4JUCPeMSrVTsaMacmkSV+nbuCC4CZTJk9m9Xff0clkivPI9VNguUrFucuXXb4/\n/vLly0wYP54/du4kl0pFjN2OXaFg8LBhjB0/HpVK5dJ4hJQpUaICN2/WI/YZdvw0mrlcvhxE4cKF\nXRNYGjl37hwNGzbFYCiL1Vqd2IdpDuA6Wu0RWrf2Zd26VWKVR3iNJEkYDAbkcrm4z2ViIukRkm3D\nhg307t0fSSqP2VyW2Cr999DpzlKuXEECAwPIkiVLnF9rNpvx9s6CzTb6n6+Lz10KF95HaGhC1YgE\nIf2z2+0UzpePNg8f4qyTSqCXF28PG8a06dNdFtuxY8do1bw5NQ0G3pIknv/afwAcVKvJUrEigQcO\nZPizH2+SokXLEBraBMjrdJxOt5CzZ49SvHhx1wSWhsLCwvjf/37A338lDocMuz2G0qXLMW7cKLp3\n7y7OzAnCG0wkPUKyHDhwgHffbY/J9AHwaoNJB15ef1K9uorDh/fF+Uvm0aNHFCxYjJiYTxO4UiRZ\ns67m6dO4asYIQsZy48YN6lSpwtAEGviFAkFlyxJ0+bJL4rJYLBTOl4+mT54QV+kQCdiiUtF84ECm\nz5rlkpiElGvfvjPbtumRpNpORj1Fq/Xn8eMHKJWJaUGZMVitVh4/foxKpRIlhwVBAFKWM4j14TfY\nmDFfYTI14fWEB8ADi+Udzp+/xpEjR+L8+ixZsiBJdiChcqlPyZEjVwqjFYT0wWq1okjE1hr5P2Nd\nZcuWLWS1WuNMeCC280kjs5mfli3DZDK5LC4hZUaPHoZGE4SzZqUKxUl69+6VqRIeAIVCQd68eUXC\nIwhCqhBJzxsqNDSU8+fPAc46L3tgMFRm/vzFcb6rUCho3/49PDzOOL2WRnOWwYP7JT9YQUhHChUq\nhN5mS7ApXphMRsUqVVwSE8CWX36hdLTzqLIDOT08OHr0qGuCElLM19eXJk3qolZvIbZ95IskPDxO\nkCXLLT7/PGNXbhMEQUhrIul5Q4WFheHllYvY59Hxk6TcBAeHxPv+55+PQaU6AcTXKO4iSuVdevfu\nlcxIBSF90Wq1dO7cmVNOqmTZgDMaDUNHjnRZXIboaBJzdFcpk4mVngxEJpOxadN6OnasiVI5Dy+v\nncBJZLIDaLVLKF06jOPHD4nqmIIgCAkQSc8bSqvVYrcnpou3CW9vbbzvVqlShTVrVqDRbMDLazex\nR6YNwG3U6h1ky3aAvXv/JFu2uMpZC0LG9NWkSVzy9uasTMarO4utwDa1mpr161OvXj2XxVSqXDki\nEijN6gDuW60UK1bMNUEJqcLLy4uff17B9euX+OKLVnz0UV6GD6/Krl2buXTpbKYoXiAIgpDWRCGD\nN5TdbidfvsI8fNgGnNSg0uk2MWfOSPr06eN0vlu3bjF//kJWr16PwRBNjhy5GTy4H/369SVHjhyp\nHL0guN+lS5fwa9kS27NnlI2ORg08Uig45+lJ6zZtWP7zzy4tm3r58mXqVa/OkH+6rMc5BrhesSJ/\nnz/vsrgEQRAEIbWI6m1Cskyb9gOTJi3FaOxC3NvcgsmS5Q/Cw2+j0WhcHZ4gpHsOh4PAwEA2rV9P\ndGQkxUuXpm///pQoUcIt8XTp0IErO3fiF0fiEwGsU6tZ/9tvtGjRwh3hCYIgCEKKiKRHSBa73U67\ndu+zb995jMb6QBFiazwZ8fAIQq0+yZ9/7nDpFh1BEJLPbDbzwfvvc2T/fqqaTOR3OLAC19RqrgCL\nly2jW7du7g5TEARBEJJFJD1CstntdhYvXszUqbN49OgJcrkaqzWKNm3a8s03X1GuXDl3hygIQhKd\nPHmS+bNnc+n8eVRKJa07dKBvv37kyiVKx6eFO3fu4O+/kqtXg8mWLQsdO75HgwYN0nUTzYsXLzJr\n1jyOHDmOTCajYcN6fPLJUMqUKZNq15AkCYPBgIeHh9gtIAhCqhBJj5BikiQRGhqKyWSiQIEC+Pj4\nuDskQRCEdM1qtfL++13ZsSMAh8NGbN0+L+RyFfnz52LXrt9TNYlIDQ6Hg2HDRrBixWoslqrY7bFF\nLRSKG8jlZxk6dCBTp05OUcKm1+tZtGgxM2fO49GjB0iSgyJFSjJmzCf07t0bLy+v1Pp2BEF4w4ik\nRxAEQRBcrHbttzlx4jRQD3gL0AKRwN/ASby9lVy6dIGCBQu6M8yXfPnl18ya9TNGY2dA/cq7BjSa\n9UyYMIyxYz9L1vyPHz+mbt2G3LnjiclUCyjwzzs30WiOUa1aAXbv/sOlRT4EQcg8RNIjCIIgCC60\nZs0aevToC/QFcscx4jawhi5dOrJ+/RrXBhePqKgo8uYtiMnUD8gSz6jH6HQ/ExERjlr9alKUsMaN\nW3D4sAmrtSmxZ0Rf5ECt3kr37nVZunRRkucWBEFISc4g+vQIgiAIQhKNHz8R8CXuhAegMFCVTZt+\nxWAwpPh6wcHBbNy4kc2bN3Pnzp1kzbFp0yY8PIoRf8IDkAOZLD/btm1L8vxXrlzh+PGTWK2NeT3h\nAfDAZGrB6tWrefbsWZLnFwRBSAmR9AhuER4ezvHjxzl//jx2u93d4QiCICSaJEmEhd0idkubM2/h\ncEBoaGiyr3X27Fnq1m1E5co16ddvMn36fEupUuVp3rw1t27dStJcISGhGAzZExxnMmVPVswbN27E\naq0AeDoZpUUuL8GOHTuSPL8gCEJKOG/fLQip7NixY4wbN4Hjx4+hVObCbjeiVnvy6aefMGrUSOQJ\ndJQXBEFwN7PZDEjEnuFxxgdJsiX7vnbq1CkaN26OXl8fGIrJ9HweC3v3nqR69TqcPHkk0X2hdDot\nCoUFq9X5OLk8Bq02oe/tdQ8fPsZmS7hKm82mESs9QroRHBzMzytXcvf2bXLkzk3Xbt2oVq2au8MS\n0oBY6RFcZvv27TRp0pIDB9SYzcOJjPwQvX4gDx+2YtKkZbRt20Gs+giCkO6pVCo8PeVAdAIjnyKT\nySlevHiSryFJEh06dEWvbw5U5+VnlF44HPWIjKxO9+69Ez1nmzZtkMsvA87us1bgKq1bt05yzIUK\nFUCpjEpwnEIRSd68eZM8vyCkJoPBQEc/P2pUqsTeqVO5v2oVx2fOpIWvL/Vq1eL+/fvuDlFIZSLp\nEVziyZMndO3aA5OpM7FbQhQvvFsAo7ELf/11hTlz5ropQkEQhMSRyWS0a9ceOJnAyJP4+tZFLpcj\nSRIHDhxg0KChdOrUnTFjxnH16tV4v3Lfvn08fRoDlI93jMNRnXPnznPlypVExV2+fHmqVKmEXH40\n3jEKxUF8fX0pWrRoouZ80QcffIBMdgmIcTLqKZIUnqykShBSi81mo1Xz5oQGBjLMbKaZ1UpNoLHD\nwWCjEWVQEA3q1iUyMtLdoQqpSCQ9gkssX74CKMV/5Utf5YnR2IDp02fjcDhcGJkgCMkRExPDrVu3\nuH379hv5b/bbb79GoTgF3I1nRDAeHpfw91/GrVu3KFu2Mm3adGPJkqts2mRg1qwjVK1amzZt3ouz\n0MGePXvR60sQd0GA5+RAafbv35/ouDdtWkuuXNdQKHYCT1945wleXr+TP384a9f6J3q+FxUsWJD2\n7dujVgcQ92pSDBrNDkaM+CRZleEEIbVs3bqVO+fP09psfu2chwfQ0GZD9+ABixeJKoOZiUh6XMBo\nNPLTTz/RsmU7GjRowZAhw7l8+bK7w3KpDRt+w2gsm8CogkRFmbh+/bpLYhIEIenu37/PiGHDyJMj\nB7UrVaJq2bIUzpuXKZMn/3PW5c1Qvnx5Nm9ej5fXWmAn8IjYFY77wFbk8s3s3LkdnU5HnTr1CQ4u\nhF7fH0nyBaphszXFbB7Gnj1htGzZ9rWtvRaLhcQcu5UkT2w2W6LjLlCgAGfPnmLAgNpotf54e/+I\nt/eP6HQ/M3hwA4KCTpArV67E/0G8YsWKH6lTJw863SrgDBAFPEMmO4FWu4KOHRswadKEZM8vCKlh\nzg8/8JZe7/RDcA2TifmzZomWKpmI6NOTxnbt2sX773dFkgqi15citlv3PRSKc/j5tWbVqp/eiO7U\nFSq8xaVL1Ygt4xo/H5/lHDiwlapVq7omMEEQEu3WrVvUq12bos+eUctqJds/r98FjqjV6MqWZc/B\ng8k6BJ9R3bhxg9mz57Fy5c8YjXq0Wh/69u3F6NEjKFCgAGPGjGfOnH1YLO/GM4MDnW4l69cveGnL\n16pVqxgyZBp6fScnV5fQ6Zbz228raNq0aZJjN5lM/1aAK1GiBEqlMslzxMVutxMQEMC0aXM4f/4s\nHh4e1K1bl88+G0HDhg2RyZytXglC2suZJQu9oqLwTmDcFLmcR0+fotPpXBKXkDDRnDSdOn78OE2a\ntMRo7MDrH/atqNVb8POrxvr1q90Rnku1b9+JbduMSFItJ6NiUCrncudOCDlz5nRZbILwogsXLhAa\nGopWq6VOnTrppnP8xYsXWbJwIVcvXkSr1dKuc2c6d+7ssm1CkiRRtUIFCly9Su04trNJwHaViupd\nu/LjihUuiSm9s9ls5MiRl6ioDwBn97QzNGpkZN++P/99xWg0kjt3fgyGnk6+9hb58+8nLOwmHh5i\n44Y7SZKEzWZDoVAkPFhwu9zZstH92TOyOhnjAKZ4ehKl16eb3wOCaE6abo0ePR6jsSFxr24oMJne\nY9u2gDdiq9snnwxGqz1L7G0kPmdo0qSZSHgEtwgICKBquXI0rl2bcd27069dO/LnysW4zz4jJsbZ\nwey0ZTab6dKhA/Vr1uT8kiVkP3AAKSCAaUOHUihfviSd50iJo0ePEnH7NrXiOb8jA5qYzaxbv16U\nI/7Ho0ePsFptOE94AApz6dKll17RaDRMnToZjWYTL5+9ee4+Gs12Fi6cIxIeNzp69Ch+fu/j5aVC\nqVSRJUtORo/+jLCwMHeHJjjRsGFDriaw4hgMlC9VSiQ8mYi4U6aR0NBQ/v77b6CSk1EKrNYqzJ+f\n+Q/KNWrUiEqVSqJU7iTuxCcUjeYI33//tatDEwT8V6yg5/vvU/7KFQYbjbwfGUnPqCh66PUELFhA\ny6ZN/zlj4Xo9unTh0s6dDDGZaGS3UxaoCnTW62kdGUn71q0JCgpK8zh+3bSJckaj02P1OqCYQkFg\nYGCax5MRKBQK7HYrsetgztj+KYH9siFDBjNlyueo1T+h0WwFTgOn0Ok2odWuY/nyhbRr1y4NIhcS\nY8aMWTRr1pYdO4zYbCORpK+IivqA+fOPUrFiNU6cOOHuEIV4fPLpp/yt0RDfKUQ7cFyrZeS4cQnO\nZbfb2b59O+82aULJQoWoWKoUn48dy+3bt1M1ZiHlRNKTRoKDg1Eq85PQQVSbLR/nz2f+lR6ZTMbO\nnduoUUOLVrsUmewYcAu4jFa7BZ1uC9u2bRYNwQSXu3fvHsOHDKGbyUQZXr4p5gDeM5l4cPo0M2fM\ncHlsp0+f5sDu3bQ3meK8kxQH6hmNfDlmTJrHEvnkCepEbClQORzo9fo0jycjyJ49O/nzFyL2Xhc/\nT88rtGgR95mc4cOHER4expQpvejc2YcPPsjO7NkjiIgIp0uXLmkQtZAYgYGBTJgwGaPxQySpNqAm\ndr0zJxZLc6KiWtCiRWtR8jidqlevHp169mSdRsPDV96LBH5Vqyldty7du3d3Os/Tp0+pV7Mmw7t1\nQ7VvHy3u3KFOcDAHZs+mUtmyrPT3T6tvQUiG5LWJFhKkUqmQpMRsibGgUqXO4dH0zsfHh4MH93Do\n0CHmzVvM9etX0Gi0dO/+MT179sTbO6EjhYKQ+n5cvJgKkhTvBiQPoL7JxILZs/lszBg8PT1dFtvi\n+fOpEhPj9EZdFZh36BD3799P04aPRUuW5IJSCQls9Xvk4UHBggXTLI6MRCaTMXbsCEaPnonRWASI\n62dHj5dXEKNGzYp3nqxZszJ8+HCGD0/a9S9dusTp06eRyWTUqlWLUqVKJW0CIV4TJ07BaKwPZIln\nRBlstsv/Z+8+A5uq2gCO/5M2bZKmg9HWUsouIFD2kI0gMgWRPRRkCchUeGUpS0RAGYKATEGm7D0E\nSlllgyB7tEzLLm1yM5rxfqgLaNJC26Tj/D5J7+m9T6Tc3ueec56HJUuW0K9fP2eGJqSATCZjxqxZ\nFChYkIkTJpDDasXPYkErl3PXYqFHz55MmDQJd3f7d1+bzUazhg2Rnz9PZ5PpuVnwEJObvnRQAAAg\nAElEQVSJ8sCgPn3IExxM/fr10/0zCckThQzSiV6vJyAgD1rtR0BOu+O8vNYyZUpfunfvzq5duzh1\n6hRyuZxq1apRs2ZNUeVGENJZ5dKlefPcOQolM26WlxcHTp2iaNGiTokLoGalShQ8cYLCyYxb6uvL\n4m3bqFatWrrFcvv2bUqEhtLPaMTea5p7wObcubkdE+PU5DAjM5vNNGjQlMjIO+j178A/Ne9swF3U\n6m18/nkPxo4dnWbXPHXqFN27f8qlS5dxcysE2DCbr1OuXFnmz59FiRL2G54KyXvy5AlBQSGYTJ/h\n+N3xNcLCLnH2bHJNbAVXSkhIYPfu3cTExODn58e7776bogqUBw4coG2jRvTU6ewu+z0P3C5XjshT\np9I05uwsNTmDmOlJJyqViu7duzFnzh4MhuYk3WDuNnALf39/8uQpgCS5IUl5kclAqZxJrlxqVqxY\nTNWqVZ0cvSBkHyaTiZQUjfdwc3N6QQOlUklKdhIZrdY0KzdsT0hICK1at2bT2rW0SGK5XTywRa1m\n1LhxIuH5D3d3d7Zv38TQoSOZO3cubm5vYLOpgceo1TbGjh1Dz57d0+x6x48f5+2330Wnqw3U59/Z\nJTNHjpzmrbdqcvhwBKVKlUqza2Y3sbGxeHhoMJmSe4Ty4cmTx06JSXh9CoWCRo3slZS3b96sWZRO\nZp9jceC3S5e4ceMGhQol92pNSG9ipicd6XQ6qlWrw5UrZgyGWvw742MG/kCt3scXXwzi22+notc3\nBwr+57ttwCXU6h3s2bODt956y9nhC0K20L5VK2LXreMtB/cgCZilVHInJgZfX3vLWdLe9OnTWTx8\nOM0lye6Yh8AqX18u37jBvn37iI2NJSgoiHfeeSfNy+eaTCbatWpF5N69lJMk8ttsWIAr7u78rlAw\n6H//46vRo9P0mlmJJEmEh4cTFxdHcHAwNWrUSNPKazabjYIFi3LzZjmgZJJjZLJTlCp1l7NnT6TZ\ndbOb2NhYAgODMZkGgsNXJlcoW/Y6p08fcVZoghPVqlKF/MeOUSSZcct8fZm/aRO1atVySlxZnZjp\nyaC8vLyIjIxgxIivmD9/AXJ5TmQyT4zGe5QrV46JEzfx/vut0etbAPlf+G4Z8CaSZKFz5x5cunRW\nLHUThHTw6cCBtNm5k0pabZI7LgBOyuU0b97cqQkPQOfOnfly+HDuAXmSOG4D9nl6EhoaSsGQEELc\n3VFbLMS6ufFULmfo8OF8Nnhwmt07PDw8WLtxY+K+vO+/Z++ZM7i7ufF2/frMGTiQ4sWLp8l1siq1\nWv1cA9K0FhERwePHesD+8jWbrSzXrx/i9OnTonDMa/Lz86NGjVrs3XsOqGB3nEZzjt69+zovMMGp\nfHx9sf866l86i0XsWc4gxEyPk+j1ek6cOIHRaKRw4cIULFiQDRs28NFHg4mP/9DBd9rw8prN3r2b\nqVzZUWNPQcj4LBYLe/bs4dq1ayiVSt555x3y5Uuqj5Xz2Gw2mjZowN0DB3jPYHjpTdBF4Ddvb46c\nPOmSjeAbNmzg4w4dqKfXU4J/Fys9JjHhuefhwRtmM+/q9c9tqX4AbFWraf7xx0yfOdPpcQvON2bM\nGMaM2YPNlnQluL95eu5g0qT29H/FyghXrlzh/PnzKBQKqlSpgr+/f2rCzdQOHDhAw4bNkaROJNZ5\nfNFZcueOJCrqChqNxtnhCU6wdOlSvundm7YOqlXeBbYHBBB9755Y9ptGRHPSTEClUlGzZk3eeecd\nChZMXMZ29Ogx4uOTe+CTYbEU4vhxsRFSyNyWLVtG/qAgerVqxS+DBzOrf39KFi1K0wYNiImJcVlc\nMpmMNRs3Urh+fX5Uqdjn5sZ54CSwzNubA/7+7AoPd1nlq/fff5+NO3YQU7EiM1QqVvn6ssTHh6Ua\nDXlq1SKHxcIHLyQ8AAFAO0lixaJFREZGuiJ0wcksFis2W/IPVjabG2azOcXnPXbsGJUq1aBs2Sp0\n6TKajh2HEhJSkJYt23H//v3UhJxp1axZkxkzvkelWoK7+37gCWAA7qBSbSZnzkOEh+8SCU8W1qpV\nKx4rFFyyc9wMhKvVDBwyRCQ8GYRY3iYIQrqbM3s2Xw0eTDNJIuQ/X28AHN67l7cqVOD4mTMue3Os\nUqlYu2kT58+fZ96cOVy/fBmNtzcTOnSgWbNmab435lXVqlWLg8ePc+3aNaKiolAqlVSqVIlKpUvz\nliTZXZanAsrr9UybPJmq69alSSyPHz/m999/B6BUqVIEBASkyXmF1AsLK4W39yri4x2NsuHhcTvF\nhQwiIiJo3Lg5kvQ20A+9/u+fNj2bNkUSGVmZU6eOpmu59Iyqa9ePqVKlMlOm/MDatcsxGCT8/d+g\nT58e9OzZg1y5kpoBErIKpVLJlp07aVivHvclifIWC94kLju+ARxUq6nw7rsMHDTIxZEKfxPL21zo\nVZa37dmziSpVqjgtNkFIKw8fPqRQvnx0NRjsFm/fpVBQomNH5i1a5NTYMjOtVkvuHDkYajY7rB70\nFPg1Vy7uPXqUquvduXOH/w0axKbNm8mrVCZ+zWCgUcOGTJo69Z8ZbMF1TCYTAQHBPHvWEgiyMyqa\nN97Yy927UckWUUhISCAoKB+PH9cHO4XT3d3DadQoN5s2rUlV7IKQWV27do0J48bx66+/onJzw2ix\nkCdPHgZ98QXdu3d/7t+Z2WzGbDaj/OseKrw6sbwtk2ratCkKhRa46WDUeYKDA8R+nlTQarXs2LGD\ndevWcfr06WyZYLvSvLlzKSGTOehWBVUTEli5ciUPH77YG1uwx2Kx4CaXO0x4IPEmb7ZYUnWt6Oho\nKpUrx7316/nUaKT9s2e0f/aMvkYjTzZvpkr58ly5ciVV1xBSz8PDg5kzp6JWryVxV9eL7qFSbeSn\nn2akqGrcpk2bMJm8sZfwAJjNVdm1a6dLl6gK2dvDhw85ceIEf/zxB5ZU3uteR5EiRViweDH3Hz/m\n6LlzXLpxgwvXrtGzZ0/kcjk2m43Vq1dTrUIFPD088PbyIjgggPFff83Tp0+dHm92JpIeF3J3d2fx\n4vmoVOuBKBInRf9mAy6iVv/G4sXzROW2ZCQkJJCQkPDc13Q6Hb179yUgIA9t2w7k44/HUrNmQ4oW\nDWPLli0uijT72bdzJwX1eodjvAGVwUC+vHnp1rlzqh6gHz16xLcTJlCvenVqVq5M/z59uHTJ3qrr\nzMvHxwdfHx/+TGbcTaBUKptRftSuHWWePOFtiwX1f76uAmpZrVR59oz2LVum6hpC2ujUqRMzZ05G\nrV6Kl9ca4ChwBI1mFd7eq1m8+CeaNWuWonNt27aL+PjkWuMq8fAoxIEDB1IbuiC8krNnz/J+48YU\nCgmh9Tvv8G7VqoS88QbfjB+PyZSSDmdpS61WU7BgQYKCgv55ZrNarXRs25bBH39M3lOnGGGzMcJq\npenDh6wbP57yYWHcvn3b6bFmVyLpcbGmTZuyZs0yAgP34u29GDe3Pbi770ajmUf+/KfYvXu76NFj\nh9Fo5KeffqJIkZJ4eirx9FQSGlqKuXPnEhsbS/Xqb7No0WH0+u7ExbUnLq4FOl1vrl0rQ9u2XVi8\neLGrP0K2YLVaU3SjUQHNTSaily2jSvnyr/UQ9fOiRRQMCWHduHEEHj5MgePHOTdvHtXKl6dn164u\neQuYXmQyGX369+eYg2USVuCURsOA//3vta9z8eJF/jh7lspWq90x5W02bt+4wcmTJ1/7OkLa+fjj\nLjx4cI8ffhhE164hdOuWn9mzh/PgwT1at26d4vMYDEZStvVX4ZKHTCHriY2N5YcffqBjmzZ81L49\n8+fPR6fTvTQuIiKC2tWqYdqxg35GI12ePeMTrZZmjx6xdPx4Gr3zTob4mZw4YQLHt27lQ52OkiRW\n35SR2IKgmcFA0ZgY3mvYUKxAcRKxpyeDsFqt7Nq1i9OnTyOXy6latSo1a9YUMzx2aLVaateuz6VL\nsUhSZf5t7HoDtfoovr4Gnj71w2BoAUkuAHqEUvkz0dHXCAwMdF7g2dCw//2PA9OnU9/BLyA9MB3o\nB3gB14GtPj7cuHUrxb1xNm7cSNf27emg15P7hWNGYI1aTcPOnflh1qzX+hwZUWxsLBXLlCH/vXvU\nMJufSy4TgO1KJT4VKrA7IuK1qwf98MMPrPjiCxoaDA7H/ebmRuOxYxk+fPhrXUfIeL777nu++mol\nen1TB6OseHnN4cCBHaLvj5AqM2fMYPgXX1BEJiNEkrAB0RoNN61WZs+bR4cOHYDEJr8hQUE0jYuj\nUBLnsQJrVCpaDx7M6LFjnfkRnpOQkEBwQACtY2OxV+7FBszTaFi5bRs1a9Z0ZniZltjTkwXI5XIa\nNmzIsGHD+OKLL6hVq5ZIeBzo0qUH58+bkaS2QCESExsZUBhJas2ffz7AYKhB0gkPQG6gBHPnznNS\nxNnXJ336cFYud9jE7QQQSmLCA4k7CPJZLCxZsiRF17DZbPxvwACaJJHwAHgCH0gSPy9axL17914l\n/AzNz8+PA0eOoC9blllqNeFyOceB3xQKZiiVFGrQgC07d6aqXKrBYMA9BeWN3S2WDPFmVUg7Xbp0\nxma7BDgqB3eZkJAgkfAIqTJ3zhy+HjqUj/V6mksS5Uls+9pSq6WDJNGve3fWr18PwKpVq8hjtSaZ\n8EDig20dvZ5ZM2a8tOzdmQ4ePIi31Wo34YHEJ5SSOh1LxcoTpxBJj5Dp3Lt3j61bt2I01ifppOYJ\noAGHtxowGELZtGlnOkQo/FeBAgXo07cvq9Rq4l44ZgNOk7jr4O0XjpXQ6ViRwmpuR48eRfv4sd1f\ngpC4fK6EzcaihQtTGnqmEBQUxOHjx9l54ABVPvuMoM6dqTd0KKf++IPVGzbg5eWV/EkcKFq0KPdV\nqmTHPdJoXNbLSEgfuXPnZsiQz1GrVwNJNWC8g0q1kx9/nOLs0IQsRK/X88WQIbSSpCQL3rwBNNPr\nGdinD1arlbUrVlDMQUNQSPztr7ZaOXXqVHqEnCJPnjzBOwXjvG02HolCIE4h+vQImc66deuAYiS+\nv0+KBbEOPWOZMGkSKpWK7yZPpjAQYDBgAv4g8W+qM7z0y04DxMW9mCYl7fr16wTJZMlWMgswGrly\n4cIrRp85lC9fnvLly6f5eZs0aUJPNzdiSHz4SMpjEjuPf/DBB2l+fcG1xowZhcViZcqUqUAJDIZg\nwIxGcwO4y4oVv1C3bl0XRylkZuvWrSMP4KhLW35AptOxZ88eJK0WvxScVymTIUmO1hikr8DAQJ7a\nbNiwv+YEIFYup2S+5BrVJ4qJiWHr1q3ExcUREhJC06ZNRfnrVyBmeoRM58mTJxgMagcjcgCxJO4U\nsc/N7Q5lyqSsQZ+QOjKZjFFjx3InJoZO48axXy4nAWgO9CLpX3aPgDx586bo/CqVClMKloMaAVUq\nZz6yG4VCwbeTJ7NerSap4qpxwFq1mjHjxqFKwYyQkLnIZDLGjx9LdPQ1Ro5szvvvK2jd2psZMwbz\n4ME9mjZ1tN9HEJL3x7lzvJHMzI0MCDaZuHDhAkWKF+d+MiXXzcB9k4kCBQqkWZyvqlq1alhVKu46\nGGMFziqVdOne3eG54uLiaN+qFaEFCjBrwADWDB3KV127ksffnwnjx2f7ffEpJWZ6siGtVsvTp0/x\n9fXFx8fH1eG8soCAANTqeOy/wFEBRYHjQC07YxLw9DzDwIET0yNEwQ5fX18GDx7Mnu3bUezdi713\nWzbgrEbDt/36pei8derUIcpkQgIcpcNXvb0ZKGYjXlnX7t2J12oZMWwYJWQyCuj1yIBopZILwIgR\nI+g/cKCrwxTSUWBgICNGiCIVQtrz8PDALJNBMg/uFrkcd3d3evXtS8NVq6gqSdjbrXgBCAsLc2nT\nZLlczsjRo/l68GA6SNJLv5tswB4PD0qWLetwll6n01G7WjU8r12jr9GI0mhMPGAy8QT46ZtviPnz\nT6bPnJleHyXLEDM92ciRI0do3Ph9cub0p3jxsuTOHUidOu+yd+9ep8ZhNBpZvnw5VarUIji4IEWL\nlmbs2HEpbm7XqlUrLJYr4HBrfCXgAHAxiWMmVKoNNGxYN12WAwnJ+3LcOA6q1dy3c/ywmxtuAQEp\n7ieSM2dOPvjgAyI8PLD3a/M8YNFoaNCgweuEnO0NGDiQqFu3aDFyJLp69dDWq0eToUO5GhXFUFGx\nTRCE11S3Xj2ue3nZvXdD4qL1K0Dduom/t6vUrMkWpZKkmhD8CexVqRj/3XfpEu+r6NmrF+179WKh\nWk2kTMYzQAdcAlZ4eSGFhrJu82aH55g+bRrWGzdoaDTy4kK2nEA7SWLZokUu3b+UWYiS1dnE0qVL\n6dmzH3p9NaAMifthEoA/UKsPMn78Vwwc2D/d47hz5w61atXj4UMZWm1pErcbSiiVF5DLL7Fq1dIU\nLZfo0aM3y5YdRK9vAS+96zGjVq+nYcMSHDx4GL1eSXx84h4gheIhbm5nadGiOT//PB8PD4+0/5BC\niqxatYqeH39MKYuFkiYTKhJ7yP+u0WDOnZu9Bw6QN4XL2yCxfHONypVR3rpFDaORHH993QCclMk4\nqdGwOyJCVJkSBEHIQGw2G8UKFaJMdDT2Fpwfk8t5VqECB48dAxLLVrdq3pzTkZGUkSTy2GwYgcsq\nFVeAxcuW0aJFC2d9hGQdPnyYaZMnszc8nISEBIoWLkz/IUNo06YNnp729ieDxWIhX1AQTR8+JI+D\n8x90cyNvu3YsWro07YPPYFKTM4ikJxu4dOkSFSpURZI6kvTuiVjU6iXs3r2FqlWrplscJpOJ4sXD\nuHUrPxZL9SRG3EWtXs2BA3uSnYExmUw0a9aSQ4fOodWWB4r8deQqGs0patcux/r1q5HJZGzdupXV\nq9cTH6+jePFQevbsRuHCyXUZF5zh1q1bzPnxR9asXImk1xOSNy99Bg2idevWr7U589mzZ4z56isW\nLVyIr1yOQiYjxmikQf36fD1pEsWLF0+HTyEIQkYRFxfH8ePHMZlMFCtWjEKFHNV0FDKKU6dO8U7t\n2lTXainLv3svTMAJuZzTPj4cPn6cIkWK/PM9NpuNI0eO8OO0aVy+eBGVUknzNm34uGtXcuZMqg5c\n5nP37l1KhYYyUO94j3IMsDskhKu3bjknMBcSSY/g0CeffMrChRcwm+vYHSOTHeW997zYuHF1usWx\natUqunf/Cq22PfZqmchkR2naVM2mTWuSPZ/VamXLli1MmjSdM2cSO8GXL1+RIUMG0KRJE+TJbHRM\njs1mw2Aw4OnpmepzCc6l1+s5d+4cZrOZ0NBQ/P0d1QUSBCGzi42N5YvPP2fFihUEeXigAO4YjZQt\nW5ZJ06dTuXJlV4coJOPs2bMM7N2bU6dOUdDDAysQZTJRo0YNZsyZky1fVt6+fZuyxYvTSpKIIfHJ\nKQRe6kf3ANiRNy/Xb992eozOJpIewaGcOQN5+rQtkMvBKAPu7lMwmQzp1hS1WrW3iYzMDXYnsBPj\n8PScwYMH91xWZCEqKorJk6eyePFijMbEtysNGzZl+PDBVKtWzSUxCYIgCEl7+vQp1SpVwuf2bWqY\nTPz9m8MMnAMi1GrWbt4sSmtnEteuXePMmTPI5XIqVapESEiIq0Nymf3799Pw7bfxsFopSGK1t+tA\nINCYf5OfIzIZPu+/z6p161wVqtOkJmcQ1duyAUnS8m+ve3s8sVoTO6o7Wl+aGnfu3AHeTGaUEoVC\nw4MHD1yS9Bw8eJBGjZphNIaRkNAV8AMMbNt2lvDw9/j6668YNGiA0+MSBEEQkjZ4wAB8b9+m0Qt9\n19yBcoCfJNHmgw+4e/9+uv1+E9JOkSJFnlvGll3t27ePFk2a0NRq5U3+rTxmBk4BP5PY484POK1W\ns27wYNcEmomINTvZgL//GyR2PXHkKWq1Jl1/IXh7+5BYt8QRKwkJOry9U9LHOG09evSIxo2bo9U2\nJSGhLvzT/kyJzVYZSerMyJFfO73anSAIgpC02NhYfl29mpoOGk0XBPytVtauXeu8wAQhFSwWC53a\ntuU9SaIkzz+suwOVSWzIsYXEPmn1GjdO1z3ZWYVIerKB3r27o1KdcThGoThN165d0zWODz9sg0p1\nIZlRVwgNLUpgYGC6xpKUBQsWYjYXBOytG/ZFkqoxbpzo7SMIgpARREZGktfDA00y40Lj49m6YYNT\nYhLSnsFgYMWKFYwdO5ZJkybx+++/uzqkdLV9+3Y89Hq7TyMAFUgsYFCxeXMWL1+eblsTshKR9GQD\nPXv2QKW6ReLq5qRcRan8g88+S99lW927d0MuvwrYqy5iQK3ez8iR/0vXOOxZuHApen1YMqPCOHRo\nP/Hx8U6JSRAEQbDPZDKRksYDCsCYTAUsIeOx2Wz8MG0aQf7+fP3JJ+wZPZqNI0dSr1o13ipfnuvX\nr7s6xHQRER5OwWSeM9yA0ioVtd5+G3d3sVslJUTSkw3kzp2bfft2kyvXIby81gPXgMdAFGr1Znx8\ndrBjxxby58+f7nGsW/cravVa5PLD/Ntc1ApcxMvrF7p2bU2bNm3SNQ57YmOfAsktq1OgUKh59uyZ\nM0ISBEEQHChatCh3EhKSbFL5X396elKiTBmnxCSknW+/+YaJI0bQSaulTXw8dW023k1I4FNJIufv\nv1O9cmVuZcEyzWaz+aUOhEmRk1jJVkgZkfRkE2FhYURFXWHSpJ6UKnWRwMANFCt2mjFj2hMVdcVp\nVcneffddjhw5QIsWOfH0nImX1494eHxHmTJRLFo0lR9+mOqyKVp//wDgaTKjDJjNEjly5EhmnCAI\ngpDe3nzzTYoULcpFB2MMwB8yGT0++cRZYQlp4N69e3wzbhztJOmlEs1yoIrVypt/lSrPaspXrMg9\njeNFmzbgplxOWFhyK1SEv4mS1YLL6HQ6Hj58iEajIXfuF29pzvfjjz/yxRfz0Onsd3GWyY7SpImK\nzZvFhlhBEISMYP/+/TRr2JDWej15XzhmANao1TTq3JkfZs1yRXjCaxr91VfsnDSJhkaj3TES8KOn\nJzfv3iVXLkdtOTIXvV5PnoAAOmi1BNgZcxk4XagQF65dy1b7eVKTM4iZHsFlvLy8KFCgQIZIeAA+\n/PBDlMr72N/7dB+lMpIvv/zCmWEJgiBkG5IksXjxYoYM+R8jR44kPDw82QecWrVqsWz1alZ7ebFW\no+F34Dyw28ODWUolDT76iKkzZjglfiHtREZEkN9BwgOgBvIolZw/f945QTmJSqViyvTprFareZjE\n8Whgu1rNj/PmZauEJ7XEzidB+IuPjw/h4buoU6c+en00en1ZElt/6VAozqJQ/M6CBXNEZ28hS9Hp\ndMTExKBWq3njjTfEL1DBZWbO/JGhQ0cgk+VFq30DMDN9+s/kzKli3bqVVKhQwe73NmnShLv377Ny\n5Uq2bdiAZDBQs3x5fundmwIFCjjtMwhCWvm4a1dsNhufDRhAXpmMvFotViDK25s4hYKVy5eLhruv\nSCxvE4QXPH78mPnzFzBr1nwePoxBrdbQtm0rBgzoS9GiRV0dniCkicuXLzN+zBjWr1+Pl7s7erOZ\nkLx5+Xz4cDp37oxc/voLAe7du8exY8ewWq2UKVOGwoUdFV4VBJg6dRojR05EklrBczs4bMAFNJrd\nHDq0j9KlS7soQsHZxo4ezbaJE2lkMNgdowNmK5XcvHuXnDlzOi84J5IkiV9//ZWTx44hd3OjVp06\nNGvWDIVC4erQXCI1OYNIegRBELKBhw8f8uzZM/z9/Tl//jxNGzSgvCRR3mrFi8RHy+vAQS8vqjdp\nwpIVK1458YmOjqZ/796Eh4dT0NMTORBtMlGuXDmmzZ5NGVE9S0jC06dPyZMnHwZDN8BekZjjVK+u\n5+DBPc4MTXChP//8k6KFCtHDYMDXzphwNzfytmzJ0lWrnBqb4DpiT48gCIKQpI0bN1K1fHkK5s1L\njXLlyBMQwLu1alFFq6XmXwkPgAwoAnTU6YjcupXZr7jpOyoqircqVEDatYt+RiMt4+JoERdHP4MB\nTWQkb9eowfHjx9P64wlZwKJFPyOXF8V+wgNQlpMnT3Djxg1nhSW4WFBQEKPGjGGFWs2DF45ZgEi5\nnMs5cvDt99+n6XVjY2M5deoUv//+O8Zk9hQJmYuY6REEQciivhoxgrnTplFLkihOYjM7I/A7EAE0\nAUok8X23gL158nD99u0Uz/a8Xb06nkeOUNVOz4gLwMmQEK7evCn2DQnPadWqPWvX6oFyDsf5+Kxn\n0aKv+OCDD5wTmJAhzJ41iy+HDcPfZiO3JGF2d+eyXE6JUqVY+uuvabZnKyoqilHDh7N+wwZyeXhg\nsdmQgO6ffMLIr77C2zu5Pn6CM6QmZxCFDARBELKgHTt2MHf6dD6SpH9mcwA8gcpAPmAJkAfwe+F7\nQwDp2TMuXbpEiRJJpUXPu3r1KmdOn6avgyZ5bwKHnz5l79691KtX7xU/jZCVJSbWKXmIsaZqr5mQ\nOfXu04du3buzadMmrl27hqenJw0aNEjRvSmlLly4QO1q1QjTaultseD11z6iR8BvM2awbfNmDh49\niq+vvYV2QmYg7h6CIAiv4Ny5c/Tu0YMalSpRt1o1Jk2cyKNHj1wd1ksmjx9PNZ3uuYTnv94ASgMn\nkzgmAzTu7sTHx6foWvv27SNUJnP4Fk0GFNFq2bN7d4rOKWQf9erVwssrKplRRozGKCpVquSUmISM\nxcPDg1atWjF06FAGDRqUpgmPzWajRZMm1IiLo7bF8tw9MzfQzGjEKyqKfr16pdk1BdcQSY8gCEIK\nJCQk0LljR2pXqcLlRYsodOIEb0RGsnrMGArmy8fSpUtdHeI/JEni4JEjlExmXBlIspO9GXhkNBIc\nHJyi65lMJtxTsNzAHTA6qMQkZE8dO3bEZrsJxNgdI5cfo06dOin+mRQyHkmSmDt3LmHFiqH29MTX\ny4vmjRoRHh7u0rjCw8ORHj2ijJ17mAyobTKxfsMGHj9+7NzghDQlkh5BEIQU+Jqc+J0AACAASURB\nVLRnT45t2EBvvZ7aFguFgWJAU72ej/R6BnzyCdu2bXN1mEBi7x1Pd/dk1y+rAVMSXz8PlC9Xjrx5\nX+xvn7QSJUpwx80t2QVKMV5elBIlh4UXaDQa5s2bjUr1K4ltF//7k2RGLj+Cr+855swRDUYzq4cP\nH1K5bFmmf/YZZa9cYaDJRE9JwrJjB+3ee4/+n37qsr3dG9evp5hWi6OdhmqgkELBnj2iemBmJpIe\nQRCEZERHR7Ny5UpaSBIeSRwPABpKEv8bMCBDFGXx8/PDBiS3OO0h4PPC1x4A4SoVoydMSPH1ateu\njZuPD9EOxjwGbtlstG3bNsXnFbKPDh06sGzZfIKC9qLRLMLTcycq1TaUyhlUrixx4kSkaDKaSdls\nNt5v3Jhc0dG01ukoQuLeQg1QCfhYp2Pjzz/z48yZLolPFx+PMgXjPGw2JElK93iE9JPqpGfHjh0U\nL16c0NBQJk6cmOSY/v37ExoaSpkyZTh9+nRqLykIguBUC+fPp7TViqeDMaHAoz//zBD3OIVCQfv2\n7Tnt7niu5zDgD9wnsWLbDk9PlqpUzFqwgNq1azv83pMnT/JRhw6EBAYS7O+Pr68vaz08uJfE2Fhg\ntVrN1xMmoFarX+9DCVleixYtuHMnig0bFjJ5cnumTu3KmTNHiYyMoFChQq4OT3hNx44d4/rFi7yd\nkJDkbIoKaCBJfDtuHBaLxdnhUaRYMR4pHac9NhLvkwULFnRKTEL6SFX1NovFQt++fdm9ezfBwcFU\nqlSJZs2a8eabb/4zZtu2bVy7do2rV69y9OhRevfuzZEjR1IduCAIgrNcPn+eAFNSC8H+JQOC3Ny4\nceMG5cuXd05gDgwZNozKv/5KXrOZpB4Xj8nlaH19KVCyJL/dvIlKqeT9Nm1Y07u3w30TNpuNEUOH\n8tPMmZQ3GHjfasUduPnkCY+VSpbI5RRUKikiSciB22o1V6xWxowdS7/+/dPr4wpZhFwup169eqLC\nXxayeOFCwvR6h8vHggE3g4HIyEhq1Kjx3DGbzcbly5d5+vQpAQEBFC5cOE3j69ylC+PHjKEOiQlY\nUm4Bcm9vatasmabXFpwrVUnPsWPHKFKkyD9Tzu3atWPjxo3PJT2bNm2ic+fOAFSpUoXY2Fju379P\nYGBgai4tCILgNGqNhvspGGcElMm8MXSW0NBQNm7bxvtNm1LQYqGkJKEhcZnZOY0Gva8vkfv3v/Ib\n9Llz5rBk5ky6vVAK2w8IMxjY6umJtWBBfEqWxGq10qlqVTp36ULOnDnT8NMJgpBZxNy5g6+DcvZ/\nyyGT8eDBv21IbTYbv/zyC9+OGcPDmBh8FQqemEwUKFSIUePH07x58zSJLygoiC4ff8z6JUtolcQS\n5qfAFrWa6d9/L0qmZ3KpSnru3r1LSEjIP3/OmzcvR48eTXbMnTt3Xkp6Ro8e/c9/16lThzp16qQm\nNEEQhDTzfqtWDN64kSoOSjjHA3cSEqhVq5bzAktGrVq1uH7zJosWLmT5okU8i4sjKCiIYX370rp1\n61dO0CwWC+NGjaLJCwnP3+RAI6ORmTdusHzNGooXL54mn0MQhMzLPyiIKJkMktnv+MxmI1euXP/8\n+X+ffcaKuXOpK0kUInE23QpcOX+eHh06cG30aD4fMiRNYpw6YwafSBI/rVlDGaORfBYLFuCqpyfn\nZTK++fZb2rdvnybXEl7Nvn372LdvX5qcK1VJT0q7ar+4sTep7/tv0iMIgpCRNGnShE9VKi7Fx5PU\nY7wNiPD0pEOHDvj4vFgawLVy5MjBZ59/zmeff57qcx04cACFwUAeB2PcgdIJCfy8cCHfTpqU6mtm\nBba/NkB7enrinsw+K0HIaj7s0oU2q1ZRzUGFtBhAr1BQvXp1AHbu3MnSefPoLEnPLTmTA8WBPJLE\n+FGjqPvOO5QrVy7VMbq7u7Ng8WIGDh7MzGnTOHPyJO5ubtRv1CjZJb9C+npxImTMmDGvfa5UzdMF\nBwdz+/btf/58+/btl0qcvjjmzp074odHEIRMxd3dnQ1bt7JTo+GwTMZ/O808BjZ5emIuXJjJU6e6\nKkSnuHfvHilZpJbDbOZ2dHR6h5PhxcTEMHzoUPz9/Mjl54fS05O3q1dny5YtGaLKnyA4Q/Xq1Qkq\nUIBDdhJ+E7DLy4vBQ4f+81Lg+wkTqKLT2d1j4wNUMJmY9t13aRprWFgYPy1YwNEzZzh08iRjv/5a\nPLNmIalKeipWrMjVq1eJjo7GZDKxatUqmjVr9tyYZs2asWTJEgCOHDmCn5+f2M8jCEKaio+PZ86c\nOXTp0IEuHTsyb948dDpdml6jYsWKHDp2DE2TJsxUKvnF15eFPj4s8/bmnb59OXD0KN7e3ml6zYzG\nz88PXQpm+LUyGTlz53ZCRBnXhQsXKFOyJOHTptEuLo5hZjPDrFZyHD5Mz3btGNC3r0h8hGxBJpOx\needOovLkYb1KxS0Sl6klAL8Di728qP3BB3w+eDAAVquVvQcOJNtcuZTFwratW9M3eCFLkdlSedfd\nvn07AwcOxGKx0K1bN4YNG8ZPP/0EwCeffAJA37592bFjB15eXixatOilykYymUzc/AVBeC0L5s9n\nUP/+FJLLCfkr0bmp0XDTauXHn36iU6dOaX7Nhw8fcv36dRQKBSVLlswwxQvSm16vJ09AAJ21WnLY\nGWMDfvLyYs3Onf8sVcluTCYThfPlo9KDB0l2eTcAy7y8GDV9Ot26dXN+gILgAnFxccyfN4+ZU6dy\n89495HI5NapUYdAXX/Dee+/9s/XBaDSiUasZYbU6rPimB35UqYgXvXOyldTkDKlOetKCSHoEQXgd\nS5YsYXDv3rSRJPxfOHYfWKVSMfvnn2nTpo0rwsuShg4ZwuYff6SlXo9bEscj3dyIKVaM03/8keJ9\nn1nNr7/+ypfdutFBq7U7Jgo4nD8/l6Oisu3/JyH7slgsyOVyuz/7ATlz0vrpUwIcnOMGcLRAAS5F\nRaVLjELGlJqcQdTeEwQhUzKZTHzevz8fJJHwAAQCLfR6Bn76qUsa3mVV4775hgI1arDcy4urJM7s\nQGKSucXTkwv+/mzavj1bP8gvXbCAEg4SHoACQOyjR1y4cMEpMQlCRuLm5ubwHtGzVy9OejpqBw2R\nwN3797l48WIaRydkVSLpEQQhU9q0aRM5rVaCHIwJAVRGIzt27HBWWFmeQqFg47ZtDJs+nTNFivCt\nuzvfeXqyxs+PRoMHc+rcOfLly5euMRw/fpzvvvuOiRMnsnXr1gyX1D5+/JjkdnfJAF93d2JjY50R\nkiBkKv0GDCBao+GMneOHSOyfU1uvp2G9epjNZidGJ2RWonZmBmKz2Th69CjR0dGo1Wrq1KmT4crf\nCkJG8ccff/CGg745f8uj13PhwgWaNGnihKiyB3d3d7p160a3bt2Ii4vDbDbj5+eX7o37zp49S7t2\nH3Hz5j0SEkKx2eSoVHNRKg3Mnv0DLVu2TNfrp1RQcDBPT550OMYKPDaZRGEfQUhCYGAgeyIiqFC6\nNKesViqQWLHtKXASMAMfAr7AJa2WzZs306JFC6fGaLVaOXToEPfu3cPPz4/atWtnm/2dmZVIejKI\n1atXM3jwcJ48kZDJ3kAmM5CQcJtOnToxdepkvLySagUoCNmXh4cHVrkckun0bZHLRW+UdOSsFzPn\nz5+nRo23iY+vBTTn74UK8fEQH3+LDz/sSUJCAu3atXNKPI5069WL3nv3UsFBX5KrQMFChShSpIgz\nQxOETMNoNJJTpaKyTsd5EgsXeAG1gFD+XapUMj6eZYsWOTXpWTB/PmNGjkQmSeQCdDIZD61Wen/6\nKaPHjUOhUDgtFiHlxJNABjBr1myGDBmFJDUmcaX3378m4/nll3COH6/L4cP7UKnsVawXhOynTp06\nzFCpqKfT2X2wtAJX3d2fa2wmZE7du/chPr4aUDaJo/nQ61vTo0dvmjdv7vJ7ZYMGDdAEBXHoxg1q\nJLH07hmwW61m7tdfOz+4LOL3339n6dLl3Lt3n+DgN/joo06UKlXK1WEJaSg2NhYfd3dKAY7+ZjXA\nn48fOykqGPXll8yfMoXGkkQw/z6xPQHWz5jBmVOn2LR9O25uSZV6SV+PHj0iPj4ef39/NBqN06+f\n0Yk9PS52584dPv/8CySpPVAQnnt888ZgeI9Ll/RMmDDRRREKQsZUtWpVcgQFcc7BmNMyGfkLF06T\njt2udvLkSbp36UL1ChWoV706U6dO5enTp64OyymuXLnC77+fJemE529BQDC//vqrk6KyTy6XszM8\nnJt587LGy4trgI7Eh6IDbm78rFYzdMwY3n//fRdHmvk8evSIGjXepmrVukydepTly58wZUoklSvX\npk6d+tnm30R2EBQUxOOEBBzP5cMTmYzgkBCnxHTmzBlmfP89HSSJvDz/xJYTaCVJXD58mJ9//tkp\n8fxt7dq1VClblvzBwVQJCyMwd27atGjBmTP2dkVlT6JktYsNHz6SKVP2YjQ2cDDqPjlyrOXBg7ti\nmY4g/MeZM2eoW7Mm1bRayvHv1HUCcFIm47i3N/sjIylRooQLo0wdg8FA+1atOBgeTlmDgTxWKybg\nilrNVWDx0qVOX8vubEuXLqV376lotc2SGXmUrl1DWLDgJ6fElRxJkli2bBk/TplC9O3beHp40PS9\n9+j/2WeUKVPG1eFlOpIkUa5cFaKi/EhIqMvz720teHjsITRUz4kTh8XeiizAZrNRpnhxwq5coai9\nMcB8jYalmzc7ZUa/64cfcnvFiiRncP92DThdpAjnrlxxShXLwYMGsWLePGrodBQD3EhcCnhGJuOI\nSsWKNWto1KhRusfhLKJkdSa2detvGI2hyYwKJCFBztWrV50SkyBkFmXLlmV/ZCS6atWYoVSywdub\n9d7ezFAqSahRg0PHjmXqhAfgw3btuLF3L70kiRpWK4WA4kAzSaK9JNG1Y0ciIiJcHWa6y4wlsNVq\nNT169ODMxYvEarXcf/KEBYsXi4TnNS1atIg7d2wkJNTj5ccXN0ym+kRH61m+fLkrwhPSmEwmY/SE\nCexWq3mWxHEbEK5QEFSoELVr13ZKTLt/+41iyVSLLAxcv3mTuLi4dI9n3bp1LJ83jw91OkrAP73T\nVEBVm43WkkT71q158OBBuseSGYhpAxdLSDCRkr8GuVxBQkJC+gf0msxmM+Hh4dy/f58cOXJQt25d\nl6+rF7KHUqVKEX7oENeuXeP06dMAVKxYkYIFC7o4stQ7d+4ce3bt4lO9Psm7RB6grl7PiMGDOXj8\nuLPDc5qKFStiNt8ALJBkS9REGs1tatRo7bS4BOf67rsZSNJbYHcXnwydrgKTJ0+na9euzgxNSCcf\nfPABUdev8/WoUZQ3mShhseAB3ANOe3mhCA5mz2+/Oe2liNliSfaJTQYo3Nyc8sw2cdw4aup02Hva\nygsUs1iYN3cuI0aOTPd4MjqxvM3FOnbszMqVf2K1VncwSodSOZv79+9muBLWNpuNKVOmMX78t1gs\n3litfsjlWqzW+3z6aR++/nqMWJInCK+pX+/enJ83j9oO3ixagBkqFSfOnaNw4cLOC87JKlWqwYkT\nuYDydkbcx8trOQ8e3EOtVjszNMEJbDYb7u4KrNbhOEp8wYRC8T0mk8FZoQlOcO7cOWZMncq2LVsw\nmkwUKlCAvp9/TuvWrZ26lPGdmjXxPXiQ0g7GPARW+vhw/8mTdC1m8OjRI/IHB/O5yeTwX8RN4ETR\nopy9fDndYnGm1OQM4mnUxQYO7MvGjU3R6SoDSZc4dHM7QcuWLTNcwgPQt+8Afv55E5LUEvhvv4kn\nzJixjj/+uMCmTWvTvX+HIGRFVy5cIDCZpRRuQJCHB1FRUVk66VmwYBbVq9dBq1WQWMvpv29276JS\nrWP27Bki4cnCZDI5yc32gQW53PlVs4T0FRYWxtyFC10dBv0GD2bQmTOU0mrt7g857uHBJ336pHv1\ntvj4eLwUCtxMJofj1IBWq03XWDIL8STqYpUqVeLdd+ugUq0HXvzBtQFn0WjOMW7cKBdE59iBAwdY\nvHjVX5XnXmywlxNJasW+fWdYuXKlK8IThExP7eWFMQXjDDZblt+4Xbp0aSIidlO48AW8vH7CzW03\nMtlevL2XkSPHRhYunMmHH37o6jCFdCKTyahUqSpwKZmRl3jrLUcrJwTh9TVt2pS8pUqxzdOTF19H\n2YCjcjl3/fwY+Nln6R6Lv78/ktmMPplxD4Hg4OB0jyczEMvbMgCTyUS3bp+wZs06rNYwTKbcgB5v\n78v4+bmxbdvGDNl/oFmzVmzZImGzVXEw6iJhYdc5ezbr7jcQhPSyePFiJvftS2sHb+keA8u8vbn3\n8CGenp7OC85FbDYbkZGRREREYDabCQsLo2nTpmIZbTawYcMGOnXqj073EUmvjDDh5bWY1avnOaxW\npdfruXLlClarlSJFiuDt7Z1uMQtZj1arpX3Llhw6cIDSCQnkMJvRyWRc8PIiR548bN65kwIFCjgl\nlnYtWxK7fj1VHTxDr9RoGDlnDh07dnRKTOktNTmDSHoykOjoaBYsWMilS9fx9dXQuvUH1K9fP8Mu\nDfPzy82zZx8Bvg5GWZHLx6PXS3h4eDgrNEHI0J48ecLCBQvYsWkTCSYTpcuXp3e/fi9VmtPr9YQE\nBdHk2TMKJXEeG7BepaJR3758O2mSU2IXBFex2Wy0adORbdtOIEkNgVz/OfoItXo7LVrU5JdfFia5\nsf3p06eMHTWKRQsX4uPmhgx4mpBA27ZtGf3119nybbhOpyM+Pp4cOXJki5cmaenChQssWrCA21FR\n5Midm/adOlGzZk2nVpo8e/YstapWpZUkkVSnokg3N67nzcsfly9nmb9fkfQILqHR+KHT9QS8HI5z\ncxtPfPwzUc1NEIDly5fTq3t3igKhf1Vlu+Puzu8KBc1btmTeokXPzVpERETQvHFjqkkSZYG/f23d\nBw6oVPiWKsXu/fuz/PI2QQCwWCyMHj2O6dNnIJP5Y7V6I5c/A54wePAgRowYluSLwkePHlG1YkVy\n/PknVU0mcv719XjgmLs7V/38OHzsWJao+pgSe/bsYeK4cew/dAiluzsmq5X3mzXji5EjRUn1NGCz\n2bBYLE6Zgd6xYwftWrWiqMVCSYMBNfAIOKvRYM6Viz3795MvX750j8NZRNIjuESFCtU4dSoEcNQH\n5S6BgTuIibnlrLAEIcPavn07HVu2pL1eT8ALx0zAWrWaOu3bM2f+/OeOnTlzhi+HDiUiIoIAT0+M\nVitGNzd69+3LsBEjRMIjZDtGo5Hdu3fz6NEjAgICqFevnsPVBO83bsyT3bupZ6eM8FG5nAclS3Li\n7Nn0CjnDmDxxIpPGjqW6JFGKxIWCEnBGLueYUsmSlSt57733XBxl5mOz2dixYwdTvv2W8IMHsdls\nBOXOTa9+/ejdpw+5cuVK/iSv6cGDB8yfN49Vv/xCvFZLcJ489BowgFatWmWZGZ6/iaRHcImVK1fS\nvfuX6HQdsdc3QaXayKhR7fjii/85NzhByGBsNhthRYtS5to1u93FjcBMpZI/Ll9O8s3c/fv3iYqK\nwsPDg7CwMBSKpCs+phebzcb+/fuZPnkyBw4exGq1UrJECQYMGULz5s3FvhohQ7pz5w4lQkPpZzBg\nLy2yArPVarbv30+FChWcGZ5ThYeH06ZpUz6SJJKqB3sX+FWt5tylS4SEJLVgSkiKzWaj/6efsnbJ\nEqr81ShUAfwJnFQque/rS8ThwxQqlNRCZeFVpCZnyJibRYRMoWXLlhQrlhtPzx3wUh0TK+7u+wkI\niKdXr09cEZ4gZChnzpzh4Z9/EupgjCcQZrWyYN68JI8HBgby1ltvUb58eZckPL179KBtkyYYt23j\nw2fP+Dg+nsCjRxnSpQvv1K6NTqdzakyCkBI7duygqJub3YQHEh+GihkMbN682VlhucSkr7+mqp2E\nByAYKGE2M+fHH50ZVqY396ef2Lh4MZ11OsoCHiS+Cs4DvGcwUPrhQxrWq4clmRYEQvoSSY/w2hQK\nBeHhO6lZMxcq1Uzc3fcAJ5HLI1CrZxMWpiMycj++vo4KHQhC9nDt2jXy/LV52pEAk4nL5887JaZX\nMWH8eHatWEFXnY7KNhu+gDeJHXM+1GrRnjpFlyxSHUjIWiRJwtNsTnac0mpFGxfnhIhcw2g0snf/\nfsKSGRdmMrFy6VKnxJQVWK1WJowdS31Jwt5C40pWKwmPH7Nz506nxiY8TyQ9Qqr4+Pjw229bOXHi\nIJ99Vp327XPQr19Z9u3byqlTRwgKCnJ1iILwEpvNxs2bN7l8+bLTmrapVKqXOnElxUhif56MxGg0\n8v2kSTSRJJJaHS4HGhoM7Nq5kxs3bjg7PEFwqECBAjxMQfXQx2o1hUMdzcVmblqtFo9kZrwANEC8\nmLVNsTNnzmCKj0+yetrfZEDJ+Hh+WbDAWWEJSRBJj5AmSpQowcSJE1i+fDHTpk2hUqVKrg5JEF5i\nNpuZMWMGhUNCKPfmm9SpWJEgf38+6tCBq1evpuu1a9asye2EBJJLsa56e9OsZct0jeVV7dq1C3+Z\njNwOxihIXJq39JdfnBWWIKRIo0aNiHVz476DMfHAVauV9u3bOyssp/P19cUKyd6DHgFvBLxYakWw\n58mTJ/imYBbfB3h439FPoZDeRNIjCEK2YDabeb9JE2YMHUqdu3fpr9fTS6ult8HA3VWrqFKhAseP\np18TXV9fX9q1a0eEpyf2tmBeBiSViqZNm6ZbHK8jJiYG3xQsD/Ixmbh3+7YTIhKElFMoFIz95hs2\nqNUktXhND6xXq+k/YAB+fn7ODs9p3N3dadumDafd3ByOO6tW06NvXydFlfkFBATw1Gy2e1//Wyzw\nRjbsBZWRiKRHEIRs4dtvvuHawYO0kyTy82+9QS+gltVKg/h43mvYEKPRmG4xfDdtGqZChdjs6cmT\n/3zdCByRydih0bB+8+YMVwUtR44c6JJ5UALQurmRy9/fCREJwqvp1bs3/YYPZ55SyW8eHtwAooFw\nd3d+Uqlo0rkz4775xsVRpr8hw4ZxwtMTe00kzshk3Fer+eijj1753JcvX6Z/nz6UKVaMsNBQunTq\nxKlTp1IXcDoxGo2sWLGCRvXqUaVMGZo3asSmTZteq9BAWFgYvrlzE+VgjA34Q6Ph4549XztmIfVE\nyWpBELK8hIQEggMCaBUbS6CDcSs0GkbNnZuuS1y0Wi2jv/yShfPn4yuX4y6Tcd9opG7duoyfNImS\nJUu+0vkePHjAxYsXcXNzo0yZMnh7e6d5zPHx8QQHBtJDr7db9ckCzFKr2RsZSenSpdM8BkFIC9HR\n0cz+8Ucidu/GZrVSsWpV+g4YwJtvvunq0Jxm165dtP3gA4paLIQZDGiAJ8BZLy8eqNXsiYh4pf8f\nNpuNUV9+yQ9TplA2IYEiZjNyIEou54xSyXt/NV12S8GLkxdZLBa2bt3K3JkzuXPrFj4+PrTr0oUP\nP/zwte9158+fp0G9enhLEiXj4/EGngLnvL1R+PuzKzz8lZt5/vLLL3zRqxedJOmldu024KC7O49C\nQzl9/jwyWXIL4QRHRJ8eQRAEB44ePUqb+vXpGh/vcNwZQNa4Meu2bk33mAwGA2fPnsVkMhEaGkpg\noKN07GVXrlxh2Oefs+u338ijVGIF7ptMtG/fnm8mTUrzRniD+vdn9/z5tNDrefHRxQbsUyiwVaxI\nxOHDaXpdQRDSXkxMDHPnzGH54sXExccTGBBAj759XyuZ+GHaNCaNGEF7SULzwjETsFqtpmn37kyZ\nPv2Vzvvnn3/y7ttvo7t7l9JaLblJbKJ6wcuL225ubNy6lRo1arzSOWNiYihTsiQ1nj6ldBLPnZFu\nblwJCuLsxYtoNC9+GsdGjRzJrKlTqaDXU9JmwwO4B5xSqzEGBLDv0CHy5MnzSucUXiaSHkEQBAd2\n795Nv1ataPfsmcNxl4EHNWqw+8AB5wT2ms6ePUvdmjUpHx9PBZvtnzKpcUCkQsH9N94g8sQJAtJw\nM7LJZKJ548ZcPXKEKjodRUhcIngXOK5SYQgKYn9kZJpeUxCEjM1kMhEcEECbZ8+w9y9fB8xWKom+\ncyfFL2NMJhPlSpYkMDqaWmbzS0UCrgObNRqOnjxJ0aL22j2/bMSwYeydOpWGDpYxr1Wr6TV5Mn36\n9Enxef8WGRnJ9O++Y+euXZgSEigQEkLfzz7jo48+wiuDVeXMrETSIwiC4MCVK1d4q2xZ+un1Djcy\nHpTLCW7fnvKVK7Nu+XJ0Oh2FixalV79+1K5dO0MsS7DZbBQtWJDSN29ibxHZHoWC3O++y7otW9L0\n2mazmaVLlzJt4kTOX7mCXC4nMHdu+n/2GZ/06pUuS+sEQXhZXFwcERERSJJE/vz5qVKlikvuT5s2\nbWJIp050SGYWfbNKReeJE+nXr1+Kzrty5UpG9ehBe63WblW0A25u5OvQgYVLlqQ4Xn8/P9o+e4aj\nnYc3gJNFivBHOlf0FF6PSHqygDt37jB79k+sW7cFo9FAsWJFGTToU9555x3kclFvQhBSq1Lp0hQ6\nd44Sdo5bgemenljlcorIZBT/q9FcjEzGWS8vCpcqxaYdO1zebHfv3r10bt6cbg4eBozADE9PLt+4\nkW7LKYxGI2azGbVanSGSQUHIDnQ6HUMGDWLp0qXkVShQ2mzct9lQ58zJhO+/p1WrVk6NZ+bMmSwf\nMoQGBoPDcQeB0gMG8P20aSk6b60qVQg6dszu/RoSS2/PUSp5+PQpSqW9tqD/MhgM+Gg0jEimWIEE\nzFGreSZ6FWVIqckZMlaJoGzq558X06dPf6zWUhiN5QAPoqLucfBgd0qVKsjOnZvx+T979x3X1Nn+\ncfxDICQkLFFQUKu4B7hXHXXvWuuo27pr1Tpa+3Q9PtXarbVL62yr1lHrbOve2yJuceDELaigrCQk\nIfn9QdufAxJkJALX+/XqH+bcOecLVMl1zn1ft3dGy4eFEJnxydSp9O7SCzZgGQAAIABJREFUBX+9\n/om7fBZghVJJislEH4uFh5ewlrJaqZuUxKZjx+jcvj079+936of8DevWUcFGwQOgAsorlezYsYN+\n/frlSg6VSoVKld5WpUKIjOh0OpKSkvD19cU9ExumPkyv19OicWPMkZEMMxjw1uuBtDV1UUlJjBgw\ngHt37/L6iBG5kDx9Wq2WlEw0KDAoFHg+xQ2jq1evUsPOGE/AXaHg7t27lCxpa2vQNO7u7lisVkyk\n7SuWkRRA9ZQ/G5E3yCMEJ9u8eTMjR76FXv8qKSltgFJAIFCbpKRBHDum56WXHHvnRoj8qG3btnwz\naxa/qNVsUqm4CtwGDgPzPT2J1Who+VjB8w8F0C4lhYsREezZs8ehuR+nS062u6M6gNJiwWDn7qsQ\nwjG2b99Om2bN8PPxoXypUvh6e/Nqnz6cOXMm0+f48vPP0UdG0slgeKSLogtQBuij0/HOW29x8+bN\nnI6foXbt2nHebMbWvzQWIFKtpnPnzpk+r0ajQW9njAUwmM2ZXiujUCho0aQJp+yMO+Xq+sztlSZy\nhhQ9Tvaf/0xAr28F6e51riAlpT2HD5/I1U0ThSgoBgwYwNmLF2n99tscq1SJPcHBKNq1Y9rPP6Mz\nGKhu470KoHpyMrOesgNRTqtYpQp3PDxsjrECtxUKypUr55hQQogMff7pp/R+6SU0u3fzttnMWwYD\nb6SkcPu332hYty6bNm2yew6z2cysGTNobDBk+JTXDwixWpk9c2aO5rclMDCQ9u3bs9vdPcPNOQ+6\nulKmQgVq1aqV6fN27dmTM3aeJJ8DqlSsiJ+fX6bPO/799wnTatFlcDweOOLuzpjx4zN9TpF3yJoe\nJzp//jw1ajRArx+NrfpTodhH//6lWbBgnuPCCVGAHDlyhO4tWzLQTne3q8CJqlU5csrevcLcExsb\nS+kSJRhuMJBR24ArwM7AQC7fuCFrAoVwoNu3bzN39mz+XLkSg8GAb5EiRJ44waCUlHT/vl4HVmq1\nnL1wgcDAwAzPe/bsWVrUq8frSUk2r38ZiKxWjYMnTmTr63gaDx48oEn9+rhdvUrDlJR/u7jdB8KV\nSq77+bE/PPyp9r65fv06IZUq0VenS3dvtRRgkVbLVz/9RM+ePZ8q7ztvvcWSOXNoodNRlrQnZRbS\niqgdGg0ffPwx495666nOKRwnOzWD/DZ0omvXruHuXhR7PwaLxZ9Ll2zt9SuEyA6NRoPObM7wTuU/\nUgCtRuOISBkqXLgwY8eNY5VGk+7dyljSOiVN+eYbKXjyKavVislkcnYM8ZglS5ZQqWxZNk2ZQrUz\nZ2h8+TKXw8NpkkHBA1ASqJSaytzZs22e22QyoczE32c3wGQ2P3X27PD19eXA4cO8OH48K3x9meXp\nyRwvLxZotdQbPpzDJ0489WafJUuWZM5PP/GrhwfHgH/+b7eS1q56iVZLx1696NGjx1PnnfL113w5\nZw5Hy5ZlhkbDLz4+fO/hweXq1flp2TIpePIxedLjRAcPHqR16x4kJg62M/I4HTu6sG7daofkEqKg\nsVgsBBcvTpvoaErYGPeHRsOAzz5j7NixDsuWHovFwrvjxzN39myqWSyUNBqxAJc8PIi0Wvl2+nSG\nDB3q1Iwi5x04cICvv/iCtRs3Yk5Nxc/bm8HDhjFm3DiKFy/u7HgF2vbt23mlUyd66/X/PukwAlOB\nd7C9cP4GsLd0aSKjMr65mZCQQPGiRRlhMGBrBct+hYLAXr1YuGTJ034JOcJkMnHlyhUsFgulSpXK\nVFc1W/bt28fkCRP4KywMP5WKRJOJYoGB/GfCBAYOHJitpjJWq5ULFy4QFxdH0aJFCQ4OzlZW4RjS\nsjqPMpvN+PsH8eBBd0j3AW4aL69lzJnzIb1793ZcOCEKmG++/ppZ//sfvXQ60utF9M80lCs3buDr\n6+voeOmKiopi9syZHAkLw9XVlZbt2zNk6NBMbwAo8o6vv/qKzyZOpJ5eT7W/N6SNBY65uxOpVrNp\n+3bq1Knj7JgFVsPatSlx9ChVH3otCZgF/MfOe+8DywsX5ta9ezbHvdqnDzeWL6dpBi2XTcA8rZZ1\nO3dSt27dzIfPA2JiYoiOjsbLy4vg4GBpk1+ASdGTh02e/AlffrkYna4HpPtRKxI/v53cunVV2sMK\nkYtSU1Pp2qkTZ3fvpqlOR3HS5nobgZPAXg8Pfl21ivbt2zs3qChwNm/eTL+uXemv05Fe099IYLuv\nLxevXpXtDZzg0qVL1A0N5Q29/pHf4mZgCjAOsDUp9iJwukoVjp4+bfM6ly9fpn6tWrwQH08oPNLQ\nwAj84eFB1Xbt+G21zAoR+Zes6cnDPvjgPRo3LodGs4y0ZdL//CCTcHXdg5fXFjZtWisFjxC5zNXV\nldVr1/L65MlsKVaMWVotC3x8+F6lIrVVK7bu3i0Fj3CKzydN4oUMCh6ASkCQycSiRYscGUv87dq1\nawS4uz9x29INqAIcs/P+k1otw954w+51ypQpw859+zhWogQLPD356+9zb3V3Z4ZaTZ2uXVm0bFmW\nvgYhCgJ50vMMMJvNzJo1iylTviU29j5ubmpMpkS6devOxIkfUL58eWdHFKJAsVgsREZGotPpKFmy\nJEWLZjz9VIjcFBsby3NBQbxlNNrcTfwCcMHBXbtEmvDwcLq3asWQxMQnjsUAvwC9Id31gsdcXDjk\n70/kxYt4eWXU7uBRFouFLVu2sGbFChITEihXsSKDhw6ldOnS2fgqhMgbZHpbPmG1Wrl27RopKSkE\nBQXh6enp7EhCCCGc6OLFizSuWZMRdloVxwBbSpTg4vXrGY6xWq0cPHiQqKgoNBoNTZs2fWbWp+Vl\nZrOZEkWL0iUujmLpHD8P/E7aE7nagCdwj7QnPHc1Grbv2UOlSpUcmFiIvCs7NYOtG0fCwVxcXChV\nqpSzYwghhHhGFC5cmESjERO2O4A9AAICAjI8vnr1at576y2SY2Mp5uJCiosLV41GevbsyTfTp2f6\nKYN4kpubG6PHjWPR55/T47F1PQAVgDbANrWaeH9/kpKSKFa0KK+NHk3//v3ley+Eg8iTHiGEEOIZ\n1rZ5c9S7dmFrP/tVnp6M/fZbhgwZ8sSxH+fN4/1x4+ig0xHM/y+ATwJ2q1QYy5Zl38GDMrsgG8xm\nMy937Mj5fftorNPxHGnfZx1wVKHgiEbDhq1badCggZOTwt27dzlw4ABGo5HKlSsTEhLi7EhCZJpM\nbxNCCCHyqd27d9OlfXv66fWk14z8hIsLB4sU4XxUFFrto7u4REdHUz44mEEGQ7rvtQJ/qNW0Gz2a\nz6dMyY34BYbZbGbmzJl8O2UK8ffvo3Z1JcFkonPnzvzvo4+oWLGiU/PduXOHsSNHsm79ekq7u+MG\nXDebCS5blq9/+IEmTZo4NZ8QmSFFjxBCCFJTU9m0aRPhBw9itVqpXacOHTt2xM1NZjLndT/Nm8fb\n48ZRKyWF0NRUNMBd4JiHBzf/XhdSpUqVJ9738eTJrPv8czoYDBme+x7wq7c3N+/ckU6hOcBqtXLl\nyhUMBgPFixd/JtqI37lzh/q1alHyzh0amkx4/P26BTgDbNNo+HXVKtq1a+fElELYJ0WPEEIUcFu2\nbGFw//646/U8l5iIC3Ddy4skpZJ5CxbQqVMnZ0cU2XTq1Cm+//pr1qxeTbJeT2BAAMPfeMPmhrRN\n6tWj1KFD2OsB+qOXF2v37KFGjRo5H1w43Ssvv8zRtWsxWSzoSNs3KASoDqiBa8Dv3t7cjIlBrVY7\nM6oQNknRI4QQBdj27dvp1qkTnfV6yjx27CqwxsODRcuX8+KLLzojnnCiBjVrUun4cYLtjFvo48Py\nbduoU6eOQ3IJx9m5cydtW7SgHGnd43yBeOAoacVObyAI+M3Tk/dnzqR///7OCyuEHVL0CCFEAWW1\nWin73HM0vHEjw7v5V4DNRYpwPToaV9fHe0vlHJ1Ox6FDhzAajZQrV47gYHsftUVuGz5kCBcXLuSF\n1NQMx+iAH1Qqrt26hZ+fn+PCiVwXExNDpbJlaZ2cTNV0jp8F1gPDgXOAb48eLPrtN4dku3TpEgvm\nz+fa5cv4FCrEK7160bhxY1xcXOy/WRRY2akZFDmcRQghhAPt2rUL04MHlLMxpjSgTklh48aNuZIh\nMTGRMaNGEejvz5CXXmLsK69Qs0oVmjVsyMGDB3PlmiJzRo4ZwwmVCqONMUcUCjq9+KIUPPnQrB9+\noJzRmG7BA1D57/8Ok7aHidFo6/+UnKHX6+ndvTu1QkLYOWUK93/9lTOzZtGzfXuqV65MVFRUrmcQ\nBZMUPUIIkYcdOXKEUikp2Ls3WjIpiSNHjuT49ZOSknihQQP2//QTg3U6+ick0DM+ntEGA75//UW7\nFi3Ytm1bjl9XZE716tXp0LkzqzQaHm9lYAVOAcc9PZn8+edOSCdy209z5lDbZLI5pi5wDLilVlOt\ndu1czWO1WunaqRNn169ntMFAa5OJ2kATq5XXkpMpeeECjevXJyYmJldziIJJih4hhMjDFAoF1kxM\nB7FCrkxt++Cdd3C9dIlOKSn4PvS6G1AT6KLT0aNrV/R6fY5fW2TOz7/8QrPevZmhUrFZpeIocABY\n4OnJoaAgtu/ZQ/ny9lodiLwoOjYWfztjigAJwGmrlSFDh+Zqnu3bt3Pq4EFeMhie2GzXBahnsfDc\ngwdM/eKLXM0hCiYpeoQQIg+rX78+l5VKbM1wtgJXtFrq16+fo9dOTk5m4cKFvGDjSVMpIMhqZfny\n5Tl6bZF5bm5uzP7xR85cuEC799/Hq0cPgocMYdby5Vy+fp3q1as7O2KmnT59mpkzZ/Lmm2/y4Ycf\nsnbtWpKTk50d65mlUaux993RkXaTYuy4cRQrVixX83z/1VfUSErC1u2XeiYTP//0k0Om2omCRRoZ\nCCFEHma1WqlSrhyhly9nOG//ArA/KIhL16+jUOTcva6dO3cyvEsX+sbH2xx3HFC8+CKr1q7NcExq\naioKhUIWMYt0nT17lsH9+hEREYHVZEID+AE6FxceqFS8Nnw4n335pewz9JiB/fpxc9kyGttoZLEX\nuFupEsfPnMn1v39lihenw61bdp8+fa/RcDwykpIlS+ZqHpH3SCMDIYQooFxcXFiwdClbNBpOwSNP\nfKxAJLBeo2HB0qU5WvAApKSk4J6Jce6AIZ3pbfHx8Xw1dSrBxYvjrlTirlTSonFj1q5dKzfCCoCk\npCT27NnDtm3buHbtWobjIiMjadKgAQ+OHkVtMtEbGAX0AYZarQw1GNg0axYdW7fGZGf9SkHz5n/+\nw2F3d+IyOH4fOOLhwc+LFzvkhoObmxtmO2OsgNliQal8fAKcENkjRY8QQuRx9evXZ/OOHZwtX57Z\nWi2b/167MVer5VhwMH9s3EjTpk1z/Lrly5fnptFIxveQ00QrlVSpVu2R127evEmt0FCWTJxIy1u3\n+J/Vyrupqfju38+I3r0ZOnCgFD75VHx8PCOHDycoIIAhnToxunt3QitWpE2zZhw7duyJ8cMHDaJK\nQgLXgYFASXhkOqUv0N1o5MaRI8yePdshX0NeUb16daZ++y2LNRqOwL9d/Eyk7dOzWKPhs6++onYu\nNzD4R4vWrTnv5mZzzHWgcOHCFC1a1CGZRMEh09uEECKfsFqthIeHExYWBkDt2rVp1KhRrt7BbVKv\nHv6HDpHRqhAj8INazeGICMqVK/dvzlqhoRQ5d47G5ifv+xqBXzUa3pg8mbfGj8+17MLxHjx4QMO6\ndfG8do3GRiM+f79uAk4AezUa1m3eTOPGjQE4f/489WvUoJxejxZobuPcV4C9JUty4epVmSb5mD17\n9vD5Rx+xe98+tEolySYTTRo25P2JE2nWrJnDcpw+fZrGdesyVK/HM53jFmC5RsPwTz9l3LhxDssl\n8g7ZnFQIIYRTHDhwgA6tW9Ndp+Px2fdGYJVGQ+NXXuHHBQv+fX3v3r306tCBYUlJGTZAuA38Ubgw\nN2JicnVDVeFYg/v358zy5bQzGtP92V8EthQqxI2YGJRKJaNHj2bHDz9wz2qlK2Brmb0V+Eat5lxU\nVK4vyM+rEhISiIuLo1ChQvj4+Nh/Qy74aOJE5nz1FS/qdBR/6PV4YIeHB741arBl1y7c3TMzeVYU\nNNmpGWw/YxRCCCFsaNiwIctWraL3K69QEiiXlIQ7cFup5ISrK127dWPWvHmPvGfR/PmEJCfb3Fso\nEFAZjRw4cIAmTZrYzHD+/HnmzZ7NudOn0Wi1vNS9O926dZNF7c+YBw8esGLlSl7PoOABKAeEm838\n/vvvRJ45wy9z51LKaiUVbHb8grQpb24KBeZ0nh6KNN7e3nh7ezs1w8SPPqJ48eJMmjABN4OBIlYr\nOoWCGyYTAwcNYsq0aVLwiFwhT3qEEEJkW3JyMr/++ivrVq8mxWCgSrVqDB85kgoVKjwx9uUOHXDb\nuJFQO+dc7e3NpAUL6NKlS7rHjUYjQwcO5M81a6iWmkpRkwkjcN7Li1hXV1b9+afdgkk4zvr163mn\nb1962On2dwhIbdmSw3/9RXudjj9JK4LLA7ZWnsQBizw9iYmLk0XwT8loNKJQKHCzs94mJ6WmprJn\nzx5u3ryJl5cXLVu2xNMzvUlvQvw/edIjhBDCqbRaLUOHDmVoJjY3DCxRgosKBVgsGY6xAvetVgIC\nAjIcM6h/f46vXcsog+GRLnK1EhO5CHRq147dBw7kqX1o8jODwYAyEx9W3IEjERHU1+spC3gBhYFw\noAYZP/E5pFQyeOjQPFXwHD58mPXr15OclETZcuXo1auXw6adJScnM2/ePKZPm8bVW7ewWq1Ur1yZ\nce++S58+fXK9AHJ1daV5c1urtITIWfKkRwghhEOFhYXxcqtWvG5jittNYGNAAFdv30631XZERATN\n6tdnhF7/xM7u/zgIKNq0Yd3mzTmUXGRHREQELRo0YKROZ7N17GaVikNGI+OtVjyAG8AS0vblKQS8\nzKN3bK3AIRcXjhUuzNGIiDyxnufy5cu80rkz1y9fpqLBgMpiIVaj4aLFwptvvcWkjz/O8RbzD4uN\njaVZw4Zw/Tp19XqeI+37eAE4qNVSoUED/tiwQaaZiWeO7NMjhBAiz6hfvz7BlSqxU6kkvV9demCT\nRsP7H36Y4Qe/WdOnU8NozLDgAahJWteq27dv50BqkV2hoaGULF2aSBtj9EAEYLZaUf/9WgmgF6Aj\nrUPbV8Am4BiwB5ilUnG1XDn2hoXliYLn5s2bNKpXj2JnzjBCp6OVxUIT4GWdjtcMBhZ/9x3jc7lz\nWa9u3fCNiqKbXk8p0tZDKYCKQN/kZG4cOMA7b72VqxmEcDQpeoQQQjiUi4sLf2zYQGzp0qzQaLgI\npABJpN2xn6/R0HXwYEaMHJnhOU6dOEGQjV3mIW2aVFGVikuXLuVk/Fx3//59Tp8+TVRUVL6bBTH1\n++/Z4uHBrXSOGYDVGg0DBw8mqEgRYh46VgoYQ9pTnhDSngQeAo5qNCzfvJmIc+coW7ZsrufPCR9+\n8AHlHzygnsXyxIcwb6BHcjILfvyR8+fP58r1z549y5HwcJqbTOk+aXUF2uj1/PzzzyQmJuZKBiGc\nQYoeIYQQDhcQEED48eOM/eYbjleowLfu7szVaHBr147f1q/n2+nTbe61olKpMGXiOiarNc9M0Tlx\n4gTdOnWiZGAgbZ9/njohIVQoXZpZs2ZhsbH+KS9p2bIlPy9ZwjKNhjVaLRHAWWC7UslMtZqWffrw\n7fTpvDZyJEcf677nQlp3txeBIUAxDw/+O2kSTZs2zTP78iQkJLB8xQrq2yjYPYBqZjMzvvsuVzL8\ntmwZVU0mm93wvIFSbm5s2LAhVzII4QyypkcIIZ6C0Whk3bp1nDt3Dnd3d1q3bk21atWcHavA+fbb\nb1n03//ykk6X4Zh7wFIvL27dvfvMt6/etm0b3Tt35nm9nhp/T+2yAleBPRoNddq149cVK3J1nYcj\nJSYm8ssvv7B57VqMKSmE1qzJ66NG/fu05s6dO1SrXJmG9+9TPZ3PB4ddXDjm709EZCSFChVydPws\nO3z4MN1btmRQQkK6x5OBS6Q9yXpQpgwRkZE53pjhjREjuDh7Ns/bGbfJw4NXp01jxIgROXp9IbJD\n1vQIIYQDzP/5Z0oULcr7Awey8X//Y9UHH9Di+edpUKsWFy9edHa8AmXgwIFcsFrJaLWOFdjj7s7Q\n11575gue+Ph4XunSha46HQ0eWsviApQG+uh0HN60iVmzZjkvZA7z8vJi1KhR/LlpE5t27mTq118/\nMj0tICCAHXv3Eh4QwDJPT04B14CTwFJPTyICA9m5b1+eKngAFApFuuvYUoDfgelAJGkb+yZcuULx\ngAB+mDEjR28MBxYvTkImCql4pTJPrJESIrPkSY8QQmTCjOnT+fi99+iq0z2yK7wFOKJQcMjHh7Aj\nRwgODnZWxAJn5cqVDHv1VVrr9VTm/+/iPQC2AlEKBcFly7J+61ZKlSrlvKB2TJ8+nfnvv0/n5OQM\nx1wFdhUvzqXr1/PMVK6ckJKSwsqVK1kwdy737t6laLFiDH79dV5++eV/py3qdDqWLVvGhjVrSElJ\noUr16gwfMYIyZco4Of2TdDodQQEBDEpOxvfv14zAQqAY0Iq06W3/iAbWarUMefNNPvr44xzJEBUV\nRY0qVRhtMGTYCCQO+MXTk9t376JWqzMYJYTjZadmkKJHCCHsiI2NpXSJEgwxGMjovvJehQLv9u1Z\nvW6dQ7MVdJs3b6bnyy9jNhgIJO0D5F3S9nNpBhxzdeVMQADHTp3Cz8/PmVEz9EK9epQ4dIiKNsZY\ngZlaLXuPHKFiRVsjC5bNmzfTq3t3igPlk5JQAreVSk66utK7b19mzJ7t0A03M2PMqFGE//gj7Y1G\nAHYDd4DukG5jgSTgRw8Pwo4dy7GffY8uXbi8aRMdDYYnpvwYgeUaDf3Gj2fi5Mk5cj0hcopMbxNC\niFw0/+efqejikmHBA1DXYmHrtm1ER0c7LJdIK0iLurkxAKhHWqHzJtAWUAENUlPxj4tjxvTpTkxp\nW1Jy8iN399PjAmhcXUm28TSooDlw4AC9unala1ISryQlUQOoCrQymRhlMLDz11954/XXnR3zCZM+\n/ph7xYqxQ6nEABwBmpB+wQPgCVQ3mXK0scH8xYvR1qzJ4r+nDiYDicBhYL5WS6MuXXh/wgTWrFnD\nuDFjGD1yJPPnz0dnYw1dXme1WtHr9XITPh+TokcIIezYt3MnpfV6m2PUwHNqNcePH3dMKAHA91On\nUjMpiQCgAlCGtFbVD6ubksLM779/Zj/MBJctyx0gFdJd7wFpd9/jjEZKlCjhuGDPuHfGjqW5Tsdz\n6RxTAV11On5dsoSoqChHR7PJz8+PA4cO4d2iBd+7u5MK2Fs5U95sZve2bTmWQavVsn3PHr74+Wdu\n16nDXK2Wnz09sbRqxcI1a+jz6qs8FxTEuwMGcGb6dC7MmsU3Y8YQFBDATz/+mGM5ngUXLlxgxGuv\n4a3V4uPlhdrdnZ5du3Lo0CFnRxM5TIoeIYQQGbJarYSHhzOgb1/qVqtG4zp1+Pyzz7h7966zowFw\n/uJFStoZUwx4kJDwTD4luXHjBm4qFVuAT4BPgVXA9cfGnQQaN2pEQECAoyM+ky5cuMDp06cJsTFG\nDVSzWJj7DDaACAgIYO2mTWzYsiVTjTYUQKqdfamelpubG6+88gr7Dh3iQVIScYmJrN+6FaVSSY8u\nXWgXG0vfxEQaAc8D3ZKS6JeczPtjx+abwmfr1q3UrVGDyPnzGabX89/UVN40m4n//XfaNmvGj3Pn\nOjuiyEFS9AghhB0NmzblqoftCUgG4HpKCtWrV3dMKAcwGAx07dSJTi1aEL1sGaEREZQ+coTfP/mE\nsqVKsXTpUmdHRKlUYrYzxgKkWiw53vo3uw4dOkSNqlW5+eefDAc+BMYDxYHlwMG/x90E9np4MPHT\nT52U9Nlz4cIFSri729xrBqCY0cjpEycckikr6tevT6qbG/ftjLuiUFCzTp1cz2O1Whk1bBjtdDrS\na8niD/TQ6Rg/blyen+p28+ZNevzdNbGZ2YzP3697AM9brfTT6XjnzTc5ePCgrdOIPESKHiGEsGPw\nkCFEWq02P5gcViho0aIFgYGBDsuV2wb06cPlHTt4LTmZhhYLpYDyQAe9nv56PW8MHcqWLVucmrFl\ny5actbN3zTmgZkjIM9W6Oj4+ng6tW9MmIYHWRiOFSVvT4QE0AIYC+4Cl7u78ptGw6LffqF+/vjMj\nP1Pc3d0xZmKcCVA9w93H1Go1AwcNItxGQW4CjqnVjBk/PtfzhIeHE3v7NpVsjPEHSrq4sHz58lzP\nk5tmz5xJZbOZjPo6FgYa6PVMlZsN+YYUPUIIYUeRIkX45PPPWabRcOexYxbSNko84e3NtO+/d0a8\nXHH27Fm2btrES3o96fW+CgDa6PV88Pbbjo72iLFvv80RtZqM7jmbgDCtljffe8+RsexauHAhJc3m\nDDu2+QAtAQIDuXT1Kp06dXJcuDygfv363DYaSX+Lz/93wdOTF7t2dUimrHp/wgSuFSpEmKsrlseO\n6YGVGg1tOnWibt26uZ7l5MmTlLJaM2yq8I+gpCSOHT6c63ly09KFCwlNSbE5prrVytqNGzGb7T1P\nFnmBFD1CCJEJY8eN4+Ovv+Y3b2+WeXmxw8WFLW5uzNRouB0Swr6DBx/ZXDGvmztrFtVMpnQLnn9U\nBK5cusSZM2ccFesJ9evXZ+ioUSzRarnBo40A7pDWerd+27b07NnTSQnT98u8eYTYWWNUFbhx+zau\nrvYmcaXv9OnTDBs0iCI+Pqjd3SkdFMSnn3zCvXv3snS+xMREZs6cSd1q1QgOCqJ2SAjfffcd8fHx\nWTpfdnh5edGnTx/2qlQZNn+4Ctx2caFHjx6OjPbUihYtyv7wcO5WqcJsrZYdCgV/AevVan5Qq2nV\nvz8LFi92yP5Mrq6uWDNxHQs8c63An9aDhAS87IxRA24KBUlJSY4JVuzgAAAgAElEQVSIJHKZ7NMj\nhBBPISUlhT/++INz586hUqlo1aoVtWrVcnasHPdi69Zot22jip1xK318+GLJEjp27OiQXOmxWq3M\nmzuXTydNwpqcjJ+LC4lAokLB6HHj+GDChCwXDrmlTPHidLh1C387437Qagk7efKpN9qc//PPvDV6\nNLVSUghNTUVL2v5Fx9Vqrnp4sHXXLqpVq5bp8508eZK2LVpQ1GAg5O+NNROAU1ot193c2LB1q0Oe\nRDwsPj6eRvXqobl6lSYpKXj//boZOAXs0mj4bc0a2rRp49Bc2XH48GHWrF5NYnw8pcqUoV+/fhQt\nWtRh1z937hwNatbkjQye8P5jkZcX0xYtonPnzg7LltMqli5N46tX0+3+949kYIa7O4k63TP3b0hB\nJZuTCiGEyFE9u3bFsGYN9sq5Rd7ezPv9d5o3b+6QXLZYLBb++usvYmJi8PX1pUmTJs9c84J/1K9R\ng/InTlDexhgj8I27O7fv3MHHx8fGyEft27ePzm3b0keno0g6xyOA/YULc+HKFTw9Pe2e7+7du4RU\nrMgL9++n2y0tEtjq7c2JM2coXrx4pnPmhPj4eN57+22WLFlCMXd3lMBNo5FqoaF8+e23PP/88w7N\nkx+80KABXuHh1Mvgc9llYGuRIlyPjs7ThcAXn3/Oqo8/5kUb2xHsc3UlqGdPFi5Z4sBkwhbZnFQI\nIUSO6tqzJ+e8bE/+iANiLRanfbC8f/8+X0+bxgv16lEnNJR+PXtitVrp0qULLVq0eGYLntTUVPoP\nHUqEVmtzXATQrEmTpyp4AD6bNIlGGRQ8AKFAgMHA4sWLM3W+ObNnU0qvz7A9dCWgosGQo5tnZpaP\njw+z5s3jZkwMs1at4qtff+VIRAR7Dh6UgieL5i1cSLi3NwddXB7pjGgBzgB/ajQsWrYsTxc8AEOH\nDeOKuzuRGRy/BRxWqXj7GVsPKLJOnvQIIYR4gtFo5LnAQFrGxVEhneNWYI1aTduRI5kybZqj47F2\n7Vr69epFeaCiToeKtPUbJzQaQurWZfXatZl6iuFIW7ZsYdrnn7N9zx5cAIXVSkerlfSanMcCSzQa\n/ti8mcaNG2f6GgkJCRTz9+dNo/GJTVofdgE4X60a4Zlo51w6KIi2t28TZGPMPeA3X1/u3LfXfFnk\nBefOneO1gQM5ceIE5RUKFMAVoGjx4vzw4480adLEyQlzxuHDh2nfqhXBKSnUMBjwAxKBk0olEUol\nC5cuzdNT+PIjmd4mhBAixx08eJD2rVpRNzmZmlYr/+xUFA3s8/DANzSUrbt3o3ZwS+ADBw7QoVUr\neuj1PD6ZygKsV6ko0rAhG7dvd8ji78x47+23WTB7Ng2SkwkBlKS10l4DlCOtTbU/oAMi3Nw46u7O\n19OnM2jw4Ke6zpUrV6gXEsIoO00S7gLrAwOJunXL7jlVSiVvm802iygrMBkwmc15/gmA+H/nz59n\n//79WCwWqlevTh0H7BXkaHfu3GHe3Ln8PHs2d+Pi8PL0pFffvowaPfqp19KJ3CdFjxBCiFxx5swZ\nJn3wARs3b6awuzsmq5VUpZKRo0fz7vvvO2Xvm5aNG+O9fz81MjhuAeZotfy5Ywf16tVzZLR0LV26\nlP8MG0Y/nQ7NY8d0wAbgkkIBbm5oPTzo2q0bY956i6pVqz71tR48eEDxokV502jE1uS+S8DpqlU5\ncuqU3XMW9vbm1cREfG2M0QHfu7ujt9MCWAghskOKHiGEELkqLi6OqKgoVCoVlSpVclq72uvXrxNS\noQJjDAab3aUOKBQE9enD/EWLHJYtPVarldAKFahx8aLNpgXLPD2ZMHs2ffv2zfY1WzdtiueePRkW\nhQB/aLUM/OwzxowZY/d8wwYNImrRIpqkpmY4JkyhwLdLF35duTILiYUQInOkkYEQQohc5efnR+3a\ntQkJCXHq/hxXr16lqEpls+ABKGqxcDEyoyXKjnP58mVu3bxJOTvjqiYl8cu8eTlyzfc+/JC9Gg0P\nMjh+Drju5saAAQMydb6x48dzRKUiNoPjD4BwtZo333knC2mFEMIxpOgRQgiRZ2g0GvSWx/etf5IB\n0NjpjuYIcXFx+CiVdne49wbiYjMqK55Oy5Yt+fDTT/lFoyHMxQUdaWtu7gFb3d3Z4u3Nhq1bM90V\nLiQkhK+//54lGg1HSGulDWACjgGLNBomffbZMzGVUAghMiJFjxBCiDyjWrVqmJRKou2Mi/T0pFuf\nPg7JZEtAQAD3jUYynhiW5j5QLMhWf7SnM2bcODbu3IlPly58p1TysYsLy3x8aDRmDMdPn37qjUQH\nDRnCH5s3k9qqFV+7ufGdSsVXbm4kNGrE8rVrGT12bI5lF0KI3CBFjxBCiDzDzc2N0W++yS4PjwwL\niSvADReXHFkfk12lSpWiYqVKnLMzLsLLiyEjRuTotevVq8eyVavQp6SQYjRy98EDvpw6lRIlSmTp\nfImJiVy7ehVPd3eKublRysODQ0eOsGzxYhISEnI0uxBC5LQsNzKIi4ujZ8+eXL16ldKlS7N8+XJ8\nfZ/s7VK6dGm8vb1xdXVFqVQSHh7+ZAhpZCCEECKTTCYTndq140pYGE11un/3j0kBjgMHNBrWrFtH\n8+bNnZjy/61fv56BPXrQT6dLtwNamELBpeee48yFC05dL2XLkiVLGD1sGO31esrDv9P1EoHdKhWm\nMmXYFx7+zO2NJITIX5zSve2dd96hSJEivPPOO3z55Zfcv3+fL7744olxwcHBHDlyBD8/v4xDSNEj\nhBDiKZhMJr75+mu+nzaNVL0etasr9wwGWrZowaTPPqNGDVu9yxzv+2+/ZeIHH1DbaCQkNRUVEAMc\n02hIKFSIXfv3U6pUKWfHTFdsbCzBJUvSX68nIJ3jVmCtSkXzESP46ptvHB1PCFGAOKXoqVSpErt3\n76Zo0aJER0fTrFkzItPplBMcHMzhw4cpXLhwxiGk6BFCiAIhIiKCb7/6ilWrVpGk11PUz48hw4cz\n8o03KFas2FOfLzU1lcjISAwGA8899xz+/v7ZymcwGFixYgXbN23CbDZTu359BgwcaPPGXWadPHmS\n76ZNY+2ff2JISaFk8eKMHDeOV199FS8vL7vvN5lMrF69munTpnHp0iWUSiXtOnZkbBb39Mmsr6ZO\n5bdJk3hRp8twTBywyNOTW3fvOnyzWiFEweGUoqdQoULcv38fSNuHwM/P798/P6xMmTL4+Pjg6urK\n8OHDGTZs2JMhXFyYOHHiv39u1qwZzZo1y0osIYQQz6j5P//MW2+8QR2jkdDUVLRALHBMpeKiWs2m\n7dupXbu20/KtW7eOAX37UsxiITgpCVfglkZDpMXChA8/5J333sPFxV4fttwRFxdHm2bNiI+KomZS\nEsVJ65521s2No0ol/500ibdzqWV0q8aN8d+/n0p2xs339mbFtm1P3SRBCCEysmvXLnbt2vXvnz/6\n6KPcKXpat25NdPSTPXI+/fRTBgwY8EiR4+fnR1xc3BNjb9++TWBgIHfv3qV169ZMnz6dJk2aPBpC\nnvQIIUS+duDAATq1bk1fnY70nvufBXb4+nI+Kird9aG5bfv27XTv1Inuej2PL/OPB37TaBj34Yf8\n5913HZ7NarXyQoMGWI8fp5XR+ET76wRgsUbD9Pnz6dGjR45fv0m9epQ+dMjuXkOLfXxYsH49jRo1\nyvEMQggBubg56datW4mIiHjiv5deeunfaW2QVtgEBKQ30xcCAwMB8Pf3p0uXLuk2MhBCCJG/fT55\nMg0zKHgAKgMljEYWLlzoyFhAWlExZvhw2qdT8AD4AD10Oj7+6CPi4+MdHY+wsDAunj6dbsEDaXv8\ntNHp+OiDD3LlBmK1WrW44epqc4wBiDYYKF++fI5fXwghckKWW1a/9NJL//5yWrhwIS+//PITY3Q6\nHYmJiQAkJyezZcsWQkNDs3pJIYQQeVBycjLbduzA3r/+oTod82fPdkimhx06dIi46Ggq2BjjC5R1\ncWHx4sWOivWvn+bMIVSns7nBaVngXnQ0EREROXptq9VK3QYNCAcWAMtI65BnemzcMRcXWrVqleEN\nUCGEcLYs98Z877336NGjBz/99NO/LasBbt26xbBhw1i/fj3R0dF07doVALPZTN++fWnTpk3OJBdC\nCJEn3L9/H41Sicr0+EflR/kC92Jjn/r8VquV/fv3ExUVhUajoXnz5k/VeOD06dOUBJtFBUCgTkfE\nsWNPnS+7bly5gp+dJzguQBE3N27fvk21atVy5LpxcXG82KYN186do0lqKgGADjgJbAd6AiWASCBc\nq2XflCnZut7t27e5desW3t7elCtXzmnrp4QQ+VOWix4/Pz+2bdv2xOtBQUGsX78eSGticPz48ayn\nE0IIkef5+vqiM5kwAu42xsUDhZ+yS9ry337jvfHjMcXHUwwwuLgw0GSiW7dufD9zJt7e3nbPoVQq\nMWfiA7YZULrb+gpyR6HChUnKxLhEiwUfH58cuWZqairtWrTA/exZhj42rS4UOA8sBvy1WlI1Gjat\nW0eVKlWydK09e/Yw6YMPOHzkCH7u7iSZzRQOCOA///0vQ4YMkeJHCJEjsjy9TQghhMgMT09PWjRt\nir2JVxEaDQNfey3T5509axZvDB5M05s3GZKUxItJSXRPTGSEwUDkypU0rlfv3ynWtrzwwgtcNJsx\n2hl32cuLVm3bZjpfTuk9YABn7LS0vgWYVapsdU4zm838/vvvtGnalOIBAVw7eTLDdUQVgPouLlSs\nU4ert25Rr169LF1z6dKldG7XDp/9+xlrMDAoIYE3dDqev3KFT8aN47XBg6XRkRAiR2S5ZXWOhpDu\nbUIIka/t27ePl9q2pb9OR3rPcs4BW318OB8VRaFCheye79atW1QqW5ZBBkO657MCf6pUtB49mi+n\nTrV7vg6tWmHatYvGqanpHr8IbC9ShOvR0bjaWdSf01JTUylXqhTVb92iZjq/K02kdZd7beJE/pPF\nttWxsbG0bd6c+1FRVE9K4hhQE6hu4z1JwGy1mpjYWDQazVNf8/r164RUrEi/DDY9NQKLtFq+nDeP\n3r17P/X5hRD5T651bxNCCCFyQuPGjZnyzTcs0mjYr1CQCFiAO8BmlYot3t6s37IlUwUPwNzZs6kK\n6RY8kLbGpVFKCj/OmUNKSord882ZP5/ThQqxx9WVh0enAieAtRoNy1atcnjBA+Dq6srGbdsIK1SI\nLe7u/LPqyULaeprFWi11OnRg/NtvZ+n8VquVjq1bo46MpH9SEtWBZCDQzvs8AQ9XV2JiYrJ03Vkz\nZhDy91qh9LgDjZKT+eqzz7J0fiGEeJgUPUIIIRxi6GuvsX3fPor17MkcDw8+dnFhlZ8fzd98k5Nn\nzz7VFKltGzdSzmCwOaYIoAEiIyPtnq9kyZIcPHoUr7Ztma5Ssdrbm9+9vZnh4UF0rVps2bmTF154\nIdP5clqlSpU4duoUjUaPZrGXF9PUar50c+N8SAifzpnD0uXLUSiy9it9586d3LxwgVYm079T2dwA\ne6WiFTCYzajV6ixdd82KFVQx2p5UWAGIPH+e2Cw0uBBCiIfJ9DYhhBBOYbVas7xIvX6NGlQ+cYJg\nO+MW+Piwcvt2ateunelz37p1i7CwMMxmM6GhoVSuXDlLGXNLamoq9+/fR6VS4WVnrU9m9O7WjfjV\nq6n/0Gs7SCt62tt430XgaNmynLpwIUs/x9KBgXSKjqaInXHTNRqOnj3Lc88999TXEELkL9mpGbLc\nvU0IIYTIjux05apRuzYXT50iOIM1OJDWXvleSgply5Z9qnMHBQX9u93Cs8jV1ZUiReyVCpl3JSrq\niT2KagOzgTqAfzrvMQP7NBomvP9+ln+OpUqXJsZO0ZMEpFgs+Punl0IIITJPprcJIYTIc0aNHctx\nd3ebHdcOKxR07twZX19fh+XKi7y9vdE99poPaU95fgEiSFvbBGlT2m4Av2o01G/fnkGDBmX5uiPH\njeO4pye27tkedXWlR48eeHh4ZPk6QggBMr1NCCFEHjWof3/+Wr2aLjodD68qsQIRLi7s9vLi4NGj\nT/2kp6CZP38+X48ZQ/ekJ3cDugzsBaIBLxcXFFotSk9P3nrnHcaMHZvldUQARqORWqGh+F++TFOz\n+YnW2BeB9Z6ehB05QoUKjz+LEkIURNmpGaToEUIIkSeZzWbGjhrFLwsXUhXwT0nBAJzz9MTdz4/f\n168nJCTE2TGfeTqdjtLFi9P6wYMnprlBWkvsX9Rqug0fzqDBgwkJCclWsfOwmJgY2jZvTvyNG1RL\nTKQIaZ3jzmq13HRz488NG2jYsGGOXEsIkfdJ0SOEEKLAunnzJgvmz+fiuXN4ennRuWtXWrRokWMf\nzAuCsLAwOrRuTU29nlqpqXiS9sTsIrBfo+H5jh1ZvGxZrnxPU1NT2bx5M3NnzODa1at4e3vTe+BA\n+vbti6enZ45fTwiRd0nRI4QQQohsuXDhAp9PnsyKlSvxcHXFYDbzXMmSjP/gAwYMGCBFpBDC6aTo\nEUIIIUSO0Ol0xMTE4OHhQdGiRbPVZU8IIXKSFD1CCCHEYywWC9u2bWPLpk2kGAxUrVaNPn364O3t\n7exoQgghskCKHiGEEHlOTEwM+/fvx2w2U6VKlRxtOnD48GF6vPwyloQEyiYmogRitFouWSz893//\n45333pMnGDkgKSmJxMRE/Pz8UKlUzo4jhMjnZHNSIYQQecbt27cZM2IEmzZvJtjdHTerlWupqQSX\nK8e3M2fSqFGjbJ3/5MmTtGnenNZJSVSG/2+FnJzMA2DGJ59gNBr538SJ2fxKCq7Nmzfz5ccf81d4\nOGo3N4wWC926dOHdCROoWrWqs+MJIcQT5EmPEEIIh4mOjqZezZoE37tHQ7P53/11LMBpYLtGw4o/\n/qBVq1ZZvkbrpk1R7dlD3QyOJwJz1GouXb1KQEBAlq9TUE2eNIkfpk6lkU5HVdLuniYDxxUKDqnV\nLFu9mrZt2zo5pRAiP8pOzSCtWIQQQjjM6Ndfp8y9e7R4qOCBtF9GocDLOh29u3fHaDRm6fxXrlwh\nPDycGjbGeAFVgB/nzcvSNQqyjRs38sPUqbyq01Gd/58uogUaWSx01eno2a0bMTExTkwphBBPkqJH\nCCGEQ0RHR7Np82aeN5szHFMaKGKxsGrVqixd49SpUzzn7o7SzrgSBgNHwsKydI2CbMrHH9NYpyOj\n3XOeAyqmpjJ3zhxHxhJCCLuk6BFCCOEQBw4cINjd/ZEnPOkpk5jIlg0bsnQNV1dXLJloUGD5e6zI\nvISEBMIOH6aKnXEhBgO/LlzokEx5XWxsLDNnzuT9997jiy++4Ny5c86OJES+JY0MhBBCOITJZMIt\nE3Ox3QBTFqe31alTh6sGA3rAw8a4y1otr8u6k6eSkJCARqnEzWSyOc4TSExKckyoPMpsNvP2uHH8\n9NNPVFQo8NHpMCiVfDl5MnXq1mXpypX4+/s7O6YQ+Yo86RFCCOEQVapU4VpqKhY74257eFC9du0s\nXcPf35+OHToQZuMpTjRwxWqlX79+WbpGQVW4cGEMqano7Iy7BwQWK+aISHmS1WplQN++bJo/nxEG\nA510Ol4A2phMvKHXY/rrLxrVq8eDBw+cHVWIfEWKHiGEEA4RGhpKcNmynLExJhE4a7UyaPDgLF/n\nmxkzuFi4MHtcXXn4eZEVuAws12iY/eOPeHl5ZfkaBZGHhwcvvfgiJxS2PzpEeHry2ujRDkqV9+zf\nv5/t69fTXadD+9gxN6C5yYTX7dt8+/XXzognRL4lLauFEEI4zL59++jUti1ddDpKPXYskbSCZMjb\nbzPxo4+ydZ2bN28ybOBA9u3bR3lXV5RWKzcVClSFCvHNDz/QqVOnbJ2/oDpx4gTNGjaku05HiXSO\nH3Zx4XjRopy7dAmNRuPwfHlBj5dfJunPP6lv43NPDLCyUCFu373r1LVnOp2OHTt28ODBA4KCgmja\ntKmshRNOlZ2aQYoeIYQQDrVlyxb69OiBv8VCmcRE3Eib0nbGYuE/777Lh5Mm4ZKJZgSZcfXqVXbu\n3InRaKRy5co0btw4x85dUK1fv55+PXtSyWwmJCUFLWlT2k5qtdz39GTH3r2UL1/e2TGfWWWKF6f9\nrVvY2yHqWw8PTl+8SFBQkENyPcxoNDLhvfeYO3cuga6uaK1WYgGjSsWEjz7i9REj5O+RcAopeoQQ\nQuQpKSkprFq1iq0bN2IyGqleuzYDBw2Sxdt5xK1bt5g7eza//vILicnJBBUrxmujR9O3b1+02scn\nbYmHlS1RgrY3b1LUzrhv1GrOXr5MYGCgQ3L9w2w282Lbttz46y9a6/X4PnTsFrBBo6H/G2/w2Zdf\nOjSXECBFjxBCCCFEntCvVy/urFhBI0vGLT1uAhv8/bkWHY3CzhqqnDZnzhy+eusteut0pDeRLRn4\nycODrfv2UatWLYdmEyI7NYM0MhBCCCGEcJCx48dzTK3GkMFxKxCmVjNy7FiHFzxWq5Xvpkzh+QwK\nHgAtUCslhW+/+sqR0YTINil6hBBCCCEcpG7duvTo35/fNBruP3bMAGxSqXAtU4ax48Y5PFtCQgJR\n169Txs64ihYLu3bscEgmIXKKbE4qhBBCCOFAM2bN4pPAQKZNnUoJhQJfgwGDUsm51FQ6duzI3Pnz\nnbI2ymQy4aZQYK9FgRtpa3+EyEtkTY8QQgghhBPodDrWrl3LjRs38Pb2plOnThRz4sauFouFYoUL\n88qDBza7y50AEps0YeuePY6KJgQgjQyEEEIIIUQO+N9//8vmadPomJKS7nEL8IunJ98vXSr7XQmH\nk6JHCCGEEEJkW2xsLLVCQ6l85w4NUlMfmepmBjaq1XjVrs223btlo1LhcFL0CCGEEEKIHHHt2jU6\nd+hA9JUrVNXp0Fqt3FcqiXBzo3nLlixatkz2YxJOIUWPEEIIIYTIMVarlbCwMJYtWcL9e/coGRzM\ngEGDqFChgrOjiQJMih4hhBDCSQ4fPsw3U6eybt069CkpBPr789qoUQx//XWKFCni7HhCCJFvSNEj\nhBBCOMF333zD5AkTqGMwEGqx4AHcAY6q1dzQatm+Zw9VqlRxdkwhhMgXpOgRQgghHGzTpk3079aN\n/jodPukcP+HiQri/PxeuXMHDw8Ph+YQQIr/JTs2gyOEsQgghRIHw6Ycf0iyDggegutWKj07HihUr\nHJpLCCHEk6ToEUIIIZ5SdHQ0x0+epLKdcSFJSfw8a5ZDMgkhhMiYFD1CCCHEU7p37x6+KhX2dinx\nBe7eueOISEIIIWyQokcIIYR4SoULFybeaCTVzrh4oIi/vyMiCSGEsEGKHiGEEOIpBQYGElq1KpF2\nxp3y9GTg8OEOySSEECJjUvQIIYQQWfDfyZPZpdGQkMHxk8B9Dw969erlyFhCCCHSIUWPEEIIkQUd\nOnTg3YkTWajREObiQjJgAaKBDSoV+woVYvOOHdKuWgghngGyT48QQgiRDWFhYXwzZQrrNmxAbzQS\nWLgwr40cyYhRowgICHB2PCGEyDdkc1IhhBDiGWC1WnFxcXF2DCGEyJdkc1IhhBDiGSAFjxBCPJuk\n6BFCCCGEEELka1L0CCGEEEIIIfI1KXqEEEIIIYQQ+ZoUPUIIIYQQQoh8TYoeIYQQQgghRL4mRY8Q\nQgghhBAiX5OiRwghhBBCCJGvSdEjhBBCCCGEyNek6BFCCCGEEELka1L0CCGEEEIIIfI1KXqEEEII\nIYQQ+ZoUPUIIIYQQQoh8zc3ZAYQQQoiCzGQycenSJVJTUylVqhSenp7OjiSEEPmOPOkRQgghnCA5\nOZkPJ0ygeEAAzevWpe3zzxMUEMCwQYO4fv26s+MJIUS+4mK1Wq1OD+HiwjMQQwghhHCIxMREmjZs\niOXiRRoaDBT953XgkKsrkT4+7P3rLypUqODMmEII8UzJTs0gRY8QQgjhYIP69+f0ihV0SEnBJZ3j\nR1xcuFimDKcvXMDFJb0RQghR8GSnZpDpbUIIIYQDxcXFsXLlSpplUPAA1LJaiY+JYe/evQ7NJoQQ\n+ZUUPUIIIYQDbd++nWClEq2NMS5A5eRk1qxa5ahYQgiRr0nRI4QQQjhQcnIyaovF7ji11UpSfLwD\nEgkhRP4nRY8QQgjhQKVKleKOQoG9WemxKhVlpJGBEELkCGlkIIQQQjiQxWKhVGAgbe/coWQGYwzA\nD2o1kZcuERQU5Mh4QgjxzJJGBkIIIUQeoVAo+HTKFNZpNKQ3ec0E/O7hQZ++faXgEUKIHCJPeoQQ\nQggnmDZ1Kh99+CHVLBbKG424AtcUCo6p1bR98UXmL16MUql0dkwhhHhmyD49QgghRB505coVZs6Y\nwfZNm0hNTaV6rVqMfvNN6tSp4+xoQgjxzJGiRwghhBBCCJGvyZoeIYQQQgghhMiAFD1CCCGEEEKI\nfE2KHiGEEEIIIUS+JkWPEEIIIYQQIl+TokcIIYQQQgiRr0nRI4QQ/9fe/cVWVa55AH63gPEIipLR\ngpQJI5QUChQI2nhBBiJFS6WBaCKJJDgaQ6KOemOMV0cnSsRoIoYLEvUCE5NhiBZOIiViYqNRaxP+\nnByDUWLEKX9KDEgGBa2Vby5OhjlKS/fZbffu+fo8V917fV3rTd/1bvh17a4NAGRN6AEAALIm9AAA\nAFkTegAAgKwJPQAAQNaEHgAAIGtCDwAAkLWSQ8+OHTuirq4uxowZE/v37+933Z49e6K2tjZqampi\n06ZNpR4OAACgJGNL/cZ58+ZFa2trbNiwod81v/76azz66KPx/vvvx9SpU+OWW26JlpaWmD17dqmH\nBQCGyLfffhtvvfVWnDh6NP7pxhvj3rVro7a2ttJlAQy5kkNPMS+KnZ2dMXPmzJg+fXpERKxduzZ2\n7dol9ABABZ07dy7+bd26aGtri7oLF2JiT08cHDs2Nr/4YixuaIj/fPvtmDRpUqXLBBgyJYeeYhw7\ndiymTZt28XF1dXV89tlnfa595plnLn69dOnSWLp06XCWBrFqLu8AAAqISURBVACjUm9vbzSvWBH/\ns29f/PtPP8WV/78hlvX2xgeffBL/ettt0bF/f4wfP76SpQKjXHt7e7S3tw/Jvi4behobG6O7u/uS\n5zdu3BirVq0acOeFQqHoQv429AAAw2Pnzp3x33/+c6z76adL/rB3TETc3tMTb3d1xeuvvx6PP/54\nJUoEiIhLL4Q8++yzJe/rsqFn7969Je84ImLq1KnR1dV18XFXV1dUV1cPap8AQOk2v/hiLPrhh37v\nZFSIiFvOn49XX3pJ6AGyMSS3rE4p9fn84sWL4/Dhw3HkyJHo6emJ7du3R0tLy1AcEgAowV8OHYp/\nGWDNP0fEt8ePx88//1yOkgCGXcmhp7W1NaZNmxYdHR3R3NwcTU1NERFx/PjxaG5ujoiIsWPHxpYt\nW+KOO+6IOXPmxL333usmBgBQQWOuuCIuDLAmxV9/oXnFFT7OD8hDIfV3maacRRQK/V4tAgCGTvOK\nFXHF3r2x+DJrvoyIL2bPjgOHDpWrLIABDSYz+BUOAIwiTzz5ZOwbPz56+tn+a0R0jh8fTzz1VDnL\nAhhWQg8AjCLLly+PFatXx39dfXV8/7ttZyNi5x/+EDNuvTXuu+++SpQHMCy8vQ0ARpkLFy7Ef/zx\nj7H5lVdiSqEQE3t748exY+NIb2/cf//98dIrr8SVV1458I4AymgwmUHoAYBR6vz589HW1hbd3d0x\nadKkWLlyZVx77bWVLgugT0IPAACQNTcyAAAA6IfQAwAAZE3oAQAAsib0AAAAWRN6AACArAk9AABA\n1oQeAAAga0IPAACQNaEHAADImtADAABkTegBAACyJvQAAABZE3oAAICsCT0AAEDWhB4AACBrQg8A\nAJA1oQcAAMia0AMAAGRN6AEAALIm9AAAAFkTegAAgKwJPQAAQNaEHgAAIGtCDwAAkDWhBwAAyJrQ\nAwAAZE3oAQAAsib0AAAAWRN6AACArAk9AABA1oQeAAAga0IPAACQNaEHAADImtADAABkTegBAACy\nJvQAAABZE3oAAICsCT0AAEDWhB4AACBrQg8AAJA1oQcAAMia0AMAAGRN6AEAALIm9AAAAFkTegAA\ngKwJPQAAQNaEHgAAIGtCDwAAkDWhBwAAyJrQAwAAZE3oAQAAsib0AAAAWRN6AACArAk9AABA1oQe\nAAAga0IPAACQNaEHAADImtADAABkTegBAACyJvQAAABZE3oAAICsCT0AAEDWhB4AACBrQg8AAJA1\noQcAAMia0AMAAGRN6AEAALIm9AAAAFkTegAAgKwJPQAAQNaEHgAAIGtCDwAAkDWhBwAAyJrQAwAA\nZE3oAQAAsib0AAAAWRN6AACArAk9AABA1oQeIiKivb290iUQ+jBS6EPl6cHIoA8jgz5Unh784ys5\n9OzYsSPq6upizJgxsX///n7XTZ8+PebPnx8LFy6MW2+9tdTDMcwM88igDyODPlSeHowM+jAy6EPl\n6cE/vrGlfuO8efOitbU1NmzYcNl1hUIh2tvbY9KkSaUeCgAAoGQlh57a2tqi16aUSj0MAADAoBTS\nIBPJsmXL4uWXX45Fixb1uf3mm2+OiRMnxpgxY2LDhg3x0EMPXVpEoTCYEgAAgFGg1Ohy2Ss9jY2N\n0d3dfcnzGzdujFWrVhV1gI8//jimTJkS3333XTQ2NkZtbW0sWbLkN2tcCQIAAIbLZUPP3r17B32A\nKVOmRETEDTfcEGvWrInOzs5LQg8AAMBwGZJbVvd3pebcuXNx9uzZiIj48ccf47333ot58+YNxSEB\nAACKUnLoaW1tjWnTpkVHR0c0NzdHU1NTREQcP348mpubIyKiu7s7lixZEgsWLIiGhoa46667YsWK\nFUNTOQAAQBFKDj1r1qyJrq6uOH/+fHR3d0dbW1tERNx0003x7rvvRsRfb2Jw8ODBOHjwYHz++efx\n9NNPR4TP+Bkpiu3Dnj17ora2NmpqamLTpk1lrDB/p0+fjsbGxpg1a1asWLEizpw50+c6szA8ijm3\nH3vssaipqYn6+vo4cOBAmSscHQbqQ3t7e0ycODEWLlwYCxcujOeee64CVebrgQceiKqqqsu+E8Mc\nDL+B+mAOyqOrqyuWLVsWdXV1MXfu3Hj11Vf7XGcmhk8xPShpHlIFfPHFF+nLL79MS5cuTfv27et3\n3fTp09OpU6fKWNnoUkwfent704wZM9I333yTenp6Un19fTp06FCZK83Xk08+mTZt2pRSSumFF15I\nTz31VJ/rzMLQK+bcfvfdd1NTU1NKKaWOjo7U0NBQiVKzVkwfPvjgg7Rq1aoKVZi/Dz/8MO3fvz/N\nnTu3z+3moDwG6oM5KI8TJ06kAwcOpJRSOnv2bJo1a5Z/G8qsmB6UMg9D8jc9f6/a2tqYNWtWUWuT\nO7sNm2L60NnZGTNnzozp06fHuHHjYu3atbFr164yVZi/P/3pT7F+/fqIiFi/fn3s3Lmz37VmYWgV\nc27/bX8aGhrizJkzcfLkyUqUm61iX2Oc/8NnyZIlcf311/e73RyUx0B9iDAH5TB58uRYsGBBRERM\nmDAhZs+eHcePH//NGjMxvIrpQcTfPw8VCT3FKhQKsXz58li8eHG89tprlS5nVDp27FhMmzbt4uPq\n6uo4duxYBSvKy8mTJ6OqqioiIqqqqvp90TQLQ6+Yc7uvNUePHi1bjaNBMX0oFArxySefRH19faxc\nuTIOHTpU7jJHNXMwMpiD8jty5EgcOHAgGhoafvO8mSif/npQyjxc9pbVg1Guz/jh8gbbBx8cO3j9\n9eD555//zeNCodDvz9ssDL1iz+3f/ybJTAytYn6eixYtiq6urrj66qujra0tVq9eHV999VUZquP/\nmIPKMwfl9cMPP8Q999wTmzdvjgkTJlyy3UwMv8v1oJR5GLbQ4zN+RobB9mHq1KnR1dV18XFXV1dU\nV1cPtqxR5XI9qKqqiu7u7pg8eXKcOHEibrzxxj7XmYWhV8y5/fs1R48ejalTp5atxtGgmD5cc801\nF79uamqKhx9+OE6fPh2TJk0qW52jmTkYGcxB+fzyyy9x9913x7p162L16tWXbDcTw2+gHpQyDxV/\ne1t/78fzGT/l1V8fFi9eHIcPH44jR45ET09PbN++PVpaWspcXb5aWlpi27ZtERGxbdu2PgfbLAyP\nYs7tlpaWePPNNyMioqOjI6677rqLb0dkaBTTh5MnT158jers7IyUkv/olZE5GBnMQXmklOLBBx+M\nOXPmxBNPPNHnGjMxvIrpQUnzUOKNFQblnXfeSdXV1emqq65KVVVV6c4770wppXTs2LG0cuXKlFJK\nX3/9daqvr0/19fWprq4ubdy4sRKlZq2YPqSU0u7du9OsWbPSjBkz9GGInTp1Kt1+++2ppqYmNTY2\npu+//z6lZBbKpa9ze+vWrWnr1q0X1zzyyCNpxowZaf78+Ze92ySlG6gPW7ZsSXV1dam+vj7ddttt\n6dNPP61kudlZu3ZtmjJlSho3blyqrq5Ob7zxhjmogIH6YA7K46OPPkqFQiHV19enBQsWpAULFqTd\nu3ebiTIqpgelzEMhJbcCAQAA8lXxt7cBAAAMJ6EHAADImtADAABkTegBAACyJvQAAABZE3oAAICs\n/S/HGv84ZtKfzwAAAABJRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from sklearn.cross_validation import train_test_split\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.4)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 34 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "X_train.shape", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 35, | |
"text": "(120, 2)" | |
} | |
], | |
"prompt_number": 35 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "X_test.shape", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 36, | |
"text": "(80, 2)" | |
} | |
], | |
"prompt_number": 36 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from sklearn.neighbors import KNeighborsClassifier\nknn = KNeighborsClassifier()\nprint(knn)\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "KNeighborsClassifier(algorithm=auto, leaf_size=30, n_neighbors=5, p=2,\n warn_on_equidistant=True, weights=uniform)\n" | |
} | |
], | |
"prompt_number": 50 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "knn.fit(X_train, y_train)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 54, | |
"text": "KNeighborsClassifier(algorithm='auto', leaf_size=30, n_neighbors=5, p=2,\n warn_on_equidistant=True, weights='uniform')" | |
} | |
], | |
"prompt_number": 54 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "y_predict = knn.predict(X_test)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 55 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, s=100)\nplt.scatter(X_test[:, 0], X_test[:, 1], c=y_predict, alpha=0.3, s=100)\n#plt.scatter(X_test[:, 0], X_test[:, 1], c='w', alpha=0.3, s=100)\nplt.figsize(14,10)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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YO3caa9bsIj9/Wqc3+h5PG3FxwaO+B7uyfft2li+/Cq/3sxy9cegoOkZ6VgNP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s2bCZIktwkPVD+hdDOZWPDFF94Kq0UTSY/Q5OTl5bF8+XJstiupOakpA/Tg8aMGrNZkli5d3QAR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\nRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 56 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "\ny_predict", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 57, | |
"text": "array([0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0,\n 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1,\n 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0,\n 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0])" | |
} | |
], | |
"prompt_number": 57 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "y_test", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 58, | |
"text": "array([0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1,\n 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1,\n 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0,\n 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0])" | |
} | |
], | |
"prompt_number": 58 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "knn.score(X_test, y_test)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 59, | |
"text": "0.9375" | |
} | |
], | |
"prompt_number": 59 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from sklearn.svm import LinearSVC\nsvm = LinearSVC()", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 60 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "svm.fit(X_train, y_train)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 61, | |
"text": "LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n intercept_scaling=1, loss='l2', multi_class='ovr', penalty='l2',\n random_state=None, tol=0.0001, verbose=0)" | |
} | |
], | |
"prompt_number": 61 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "y_predict = svm.predict(X_test)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 62 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "plt.figsize(14,10)\nplt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, s=100)\nplt.scatter(X_test[:, 0], X_test[:, 1], c=y_predict, alpha=0.3, s=100)\nw = svm.coef_.ravel()\na = -w[0] / w[1]\nxx = np.linspace(-1, 2)\nyy = a * xx - svm.intercept_ / w[1]\nplt.plot(xx, yy)\n\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 65, | |
"text": "[<matplotlib.lines.Line2D at 0xb08fbec>]" | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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YO3caa9bsIj9/Wqc3+h5PG3FxwaO+B7uyfft2li+/Cq/3sxy9cegoOkZ6VgNP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\n" | |
} | |
], | |
"prompt_number": 65 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "import pandas as pd\ntrain_data = pd.read_csv(\"kaggle_insult/train.csv\")\ntest_data = pd.read_csv(\"kaggle_insult/test_with_solutions.csv\")", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 66 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "y_train = np.array(train_data.Insult)\ncomments_train = np.array(train_data.Comment)\nprint(comments_train.shape)\nprint(y_train.shape)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": "(3947,)\n(3947,)\n" | |
} | |
], | |
"prompt_number": 67 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "comments_train[0], y_train[0]", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 68, | |
"text": "('\"You fuck your dad.\"', 1)" | |
} | |
], | |
"prompt_number": 68 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "comments_train[5], y_train[5]", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 69, | |
"text": "('\"@SDL OK, but I would hope they\\'d sign him to a one-year contract to start with. Give him the chance to be reliable and productive, but give themselves the out if all his time off has hurt his playing skills or if he falls back into old habits.\"',\n 0)" | |
} | |
], | |
"prompt_number": 69 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from sklearn.feature_extraction.text import CountVectorizer\ncv = CountVectorizer()\ncv.fit(comments_train)\nX_train = cv.transform(comments_train)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 70 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "svm.fit(X_train, y_train)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 71, | |
"text": "LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n intercept_scaling=1, loss='l2', multi_class='ovr', penalty='l2',\n random_state=None, tol=0.0001, verbose=0)" | |
} | |
], | |
"prompt_number": 71 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "comments_test = np.array(test_data.Comment)\ny_test = np.array(test_data.Insult)\nX_test = cv.transform(comments_test)\nsvm.score(X_test, y_test)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 72, | |
"text": "0.81677370608235733" | |
} | |
], | |
"prompt_number": 72 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "index = 8\ncomments_test[index], y_test[index], svm.predict(X_test.tocsr()[index])[0]", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 73, | |
"text": "('\"To engage in an intelligent debate with you is like debating to a retarded person. It\\'s useless. It looks like you\\'re bent on disregarding the efforts of the government.\"',\n 1,\n 1)" | |
} | |
], | |
"prompt_number": 73 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 28 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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