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Machine learning in Python - introduction to scikit-learn (sklearn), on the Iris dataset example.
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{
"metadata": {
"name": "scikit-learn intro barc meetup"
},
"nbformat": 2,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Scikit-learn @ Barcelona Python Meetup",
"",
"* Machine learning in Python",
"* Download from: http://scikit-learn.org/",
"* I've learnt it at [BIG DIVE](http://www.bigdive.eu/), Oct 2012, Turin ",
"* At [The Barcelona Python Meetup Group](http://www.meetup.com/python-185), 7 Feb 2013.",
"",
"### by [Piotr Migda\u0142](http://migdal.wikidot.com/en)",
"",
"* PhD student in theoretical quantum optics (ICFO, Castelldefels (Barcelona))"
]
},
{
"cell_type": "markdown",
"source": [
"## Exploring data",
"",
"As an example, we will use",
"[Iris flower data set](http://en.wikipedia.org/wiki/Iris_flower_data_set)",
"introduced by Sir Ronald Fisher."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from sklearn import datasets"
],
"language": "python",
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"datasets.load_iris()",
"iris = datasets.load_iris()"
],
"language": "python",
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print iris.DESCR"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Iris Plants Database",
"",
"Notes",
"-----",
"Data Set Characteristics:",
" :Number of Instances: 150 (50 in each of three classes)",
" :Number of Attributes: 4 numeric, predictive attributes and the class",
" :Attribute Information:",
" - sepal length in cm",
" - sepal width in cm",
" - petal length in cm",
" - petal width in cm",
" - class:",
" - Iris-Setosa",
" - Iris-Versicolour",
" - Iris-Virginica",
" :Summary Statistics:",
" ============== ==== ==== ======= ===== ====================",
" Min Max Mean SD Class Correlation",
" ============== ==== ==== ======= ===== ====================",
" sepal length: 4.3 7.9 5.84 0.83 0.7826",
" sepal width: 2.0 4.4 3.05 0.43 -0.4194",
" petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)",
" petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)",
" ============== ==== ==== ======= ===== ====================",
" :Missing Attribute Values: None",
" :Class Distribution: 33.3% for each of 3 classes.",
" :Creator: R.A. Fisher",
" :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)",
" :Date: July, 1988",
"",
"This is a copy of UCI ML iris datasets.",
"http://archive.ics.uci.edu/ml/datasets/Iris",
"",
"The famous Iris database, first used by Sir R.A Fisher",
"",
"This is perhaps the best known database to be found in the",
"pattern recognition literature. Fisher's paper is a classic in the field and",
"is referenced frequently to this day. (See Duda & Hart, for example.) The",
"data set contains 3 classes of 50 instances each, where each class refers to a",
"type of iris plant. One class is linearly separable from the other 2; the",
"latter are NOT linearly separable from each other.",
"",
"References",
"----------",
" - Fisher,R.A. "The use of multiple measurements in taxonomic problems"",
" Annual Eugenics, 7, Part II, 179-188 (1936); also in "Contributions to",
" Mathematical Statistics" (John Wiley, NY, 1950).",
" - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.",
" (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.",
" - Dasarathy, B.V. (1980) "Nosing Around the Neighborhood: A New System",
" Structure and Classification Rule for Recognition in Partially Exposed",
" Environments". IEEE Transactions on Pattern Analysis and Machine",
" Intelligence, Vol. PAMI-2, No. 1, 67-71.",
" - Gates, G.W. (1972) "The Reduced Nearest Neighbor Rule". IEEE Transactions",
" on Information Theory, May 1972, 431-433.",
" - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al"s AUTOCLASS II",
" conceptual clustering system finds 3 classes in the data.",
" - Many, many more ..."
]
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris.target_names"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 58,
"text": [
"array(['setosa', 'versicolor', 'virginica'], ",
" dtype='|S10')"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from IPython.core.display import Image "
],
"language": "python",
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='Iris_setosa.jpg') # from Wikipedia"
],
"language": "python",
"outputs": [
{
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NhO4T79z/AErvLYY8dWX2kAcgpwA4rrVIwipU8z2FLQm7lkZS2Tt2qmnMeNBdS4MpwSK4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\n",
"output_type": "pyout",
"prompt_number": 60,
"text": [
"<IPython.core.display.Image at 0x542fe10>"
]
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='Iris_versicolor.jpg')"
],
"language": "python",
"outputs": [
{
"jpeg": 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BFrbY+nzxROmmNw7HmIIj5bkpYnyJK3IH5SCCuPpml0gYwMbwAt3TwUwBHMuy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\n4NG4lg+C0m5AK//Z\n",
"output_type": "pyout",
"prompt_number": 61,
"text": [
"<IPython.core.display.Image at 0x5444ef0>"
]
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename='Iris_virginica.jpg')"
],
"language": "python",
"outputs": [
{
"jpeg": 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BxFp9PLhstNrlGXcb+y0m1XkfNpZYzcRTSmUEjoQ1tQ+t8R+mRa/2p/qN913y\nJudVlTTxQ+/RGKoi8MgO/wBflgcLngn7eRVYUUn0Woqk5zlQjmVzTsLEo2km3kcaHo4al7sj+H5f\nMXN7XwFeHo8lymPlw5c0KufHJcux+bXvb0xsx6TBj/kiKlNy7Y+ZBHk9Q4NO7I37ml7fQ2OLniX9\nJVjdFSysNUE0dRbbSvgb6g2OMsoqPaogq1vsy4ezTNJK2oyWGKYG7sspiBP+FbAn1wqWnxPlom5o\ntvkeTcHx0seVItPUTNyiXvI8vUkKnVz02FvXbBRhGEKiq/PmV2+SemzDmyu8MU8rqSXjilUgMepl\nlJClh3RCQov9Gwt/n+ERoq5xT0ebqtNmtDRVnMWxh5Zne37Y2UKO172F+uGyxQmvj5+5VGWcV+ym\nMtJNwpUxJLYFsuln1Kp8klPf0bb1xzNR6X/Xh/Qik12ZRmQrKSQ0WYU0tNUU7DVHKpV18tj/AB74\n4s9+N7JINS4KFWhfxSX8Q64TbUimTiIU8Ebobhtmw/Kt8bRYNraUoCY7aWNxi9Pk3Lkomgp0hh1T\nt4iNrYZ26CSII+WJVZyGXpg5Ljgvg5IKOzm4F/CL4nQLDWXMXpEbXYnqMc3PkkptUShpyKnRS8lS\n7HVuRfbGnJ2ND1LS0zVWnL1Aktd2OyoPMnDdPgyaiWzGiOUYKx3yDhXKpj71noR1iIUyVQKgt1si\ndOnfc747uD0/FhrjcxEssp/Q1zJ8nyuwgio6NQya4ikSlSo2IG3UH+IwWWTirXSKSL60dYstlpUk\nVBpiYkJoHkB5Yr3MVd0WrLCZZK5XnSAi+8cXhX6t1P5YB6iK/lX6/lBBGKjiij0IoVe6qNIPztjP\nLLKTtkO5NESDxaB2C7YpXJkKuiOZ7IhYnqWO+G24rkKwPmSULF4vfKYSC90Mygj6E4n8Q15JbPn/\nANr9MsQR4WilDEjmRyKwBBsQbHAZNRvjUhuJ2zj2f5acx4bpoKaJqirjQs0KEF0W+xK9Rg8GobSV\ng5XyXpuHcyWYqtKyv1ALAXxtWQSzw01dQWklhlS34rdPrie7JA9D9wZxTLIqRVISpCsqkS7MlzsQ\n3cYqTU1w6YQWzeoqKMztPLzo53ZIWvsL9iOu3TDse1K/kA7KFVEK1xNJV+7RxIyKeWzPpNtS6rgA\nNYA73t5Y4Gs9ZwR1b0knTjVvxb5r+xohgls3/M9NB72l4WzCpghuNOWPBDGoH4dQJtsOga/1x0IZ\nYtXGSYtquwRV0eX0q1Jhy2mgaRbvJW5nIzW62JI8R8hcjG/G5Orf7AlEVUFPFy4qvLWpgBpVZ2lV\nSf3UjA/p540RTfPN/b/0qgJ7Q8nh4o4Oq53j11uW0zTw5hIrQjSo1GJQfEwYA9e9rYx6/SxyQcq5\nROmfPIqTULp1DSo29ceYlhvlBvk9WoUU5W5LH8sFiummUe0sM2ZaaamaLmhWYcyURg2HS52v5Dvi\n9Pp55cmyBPJSVKhQ0FXHJHMhty3FiMPnjeOVSVMs8KCIAEeLFSaSIeRq8jamawHngXyiHq1Yiuil\nyAeowMsalyyGwUgjho6iRo9T+nb5YwSu+QpKjjKa5oGiMMbhynOYpBzeu1mBIBUjz+mPW+mYlDTK\nXmXImbuQTqs4gSKSOnnaOKUhmSJnjMht2V1JH0NsaZ7rsEe/Y3xJNFxLT5bL761NMkljUM5s225u\nOtgB8hjLll7kXF9hLg3qaeOJNTMLfPGCMHJ0hlges4oyjL4ObW10FMhNl57hNR+vbBZYe1TyNL+5\naTfQDzr2jZHl1HDO+YQzc2+mOkIma3nsdh88KyajT4u5X9uf8BKEn4FDO/a/SxrpyrLp5pJPCslW\nNCA9NlBLHf5Yz5PUVVYo2GsT8lWppeJ+KqJW4hzOTLaJwT7nSx8tmHm2/wCRJPph2HQ6vVq8s9q+\nS7Bc4x4irFmr4MyGClkjWhNXV9FeSbYm5sCBa1xbbf8Anjpw9AwY4c3fzZFkb7Fijp6Kj4xoVpoq\nLRCkiTQJGOXISD59ev5bYy+n+l//ACHNq4q+/sFlypwpCjn2USZDxIwhkl0yNzaOVWKNpvt4hazK\ndj8r98c7WaT+GyyTdRXK/PoSOXfHkfqX2p57khiTPoaPPkddRZhyZUsemtRZvmRgNL6jOafyQt0G\nsu9sXDFWTHPleZ01XNdQjtG8Oo3suoH+WOni1sZS2tUDRUouIMrq+I1kpovdvGNVPpZRYWuwv8wb\nY18bvhKoe81hqKqsjeNzU08JWM3jNg7DUCU677bg36bG+OD/AKk9Vz6R48en4f8AM/k66X/LRo02\nKM7cvsG8pe7IwvzZPEumSwYX3KOLagL9D07jHzDLrMnvPNN2222/q/n8jqOMXHb0XtdJPIyVdHSV\nLudIaWJYJRcX+P4WP/rj6J/p3Xy1mnbaXwuuDm6jFskAq/L4qSvHuVDPltUx0rHWTwnW3lFzRIOl\ntlYfLHrMUk48v/P70ZWLmYT1NFAajMKqste7NTT0+wv+yAGHboMdGEW3SX+SqPaHXU0rmYPNAY2B\nLFm/Cb6mNl6ddIN/O2B1S/2p1xwymZFxp7NlgeWt4bjJiJLSUd919U9PT7Y8Pg1TaqQZnbUoAaNz\noa9iLbjDHNxdooh5TRTKtPrDj4XXqDh2GcoyU0WM+RZxTZnTrT53F7woIV/wup80btt9L9sei3Q1\nuLbPslFXjvhGs4b5FZTMcwyasP8AZq5R5/gkH4XH2NtscGXE5Y5dx7RBTnjmVCWDXPQAYqMkyHN2\njAUA7emKlTZDXaivENJJDEwOr4jjnzh5Cn2Q1RNohG0gR1UaY206rDuTtb1x7D097tLjb+QiXbL+\nUuYQvKaNpWGlizOxjXfdieg9Nr4ZlVghXK8zfLc/oa+kZpvdH5kjMwAZbWZABsosfvbyOOLrdT/C\nyjL9fsaMMN9o02r9p9JX5dKMmhrJapEukVREVHzLC48z5ntio+rYKbhFuXhfMP2JLsTTwxmuaZg1\nTnFaGrmeJZVcEsHlJWOMX2W1iTbYAdb4W/S8md+9qZW/kukH7iiqghdztaPLZFjhRedpDSPrLBjY\njboADuene3a+F5dPjwvZBFqTlyaH7P8Ah6myyghznMIFOazrzIg67UyfhsD0c9SeoFhtvjq+n6G1\n7k19hGSdukMlTNqBeQFgx28Nz+f8sd6Ea4QtALMHkhZZ2kELMTGLn4R3H5i5+mGTSlFxQVmZcQZd\nJlmarmUYaSCazttfSHBNj/HBYoLGqQuT5CVbl/8AtJkS0iuq1iJ71QSMALyWsUv5MFt87HHM9S0v\nv43Xa6/PqSMnF2AeH6Ki4hytqCuL0tVGWHOIu0Mo28Q7rcbr9txj5vLJLS5nu66aHqmJ1fw/WUGb\ny5bmEQhq0sSL3Vwd1dG7qRuCMdiDi470+CtrTof/AGcw5fnHFVJlefNVUtXOvKp6iMqVaUAWUg9C\nwGx8xbvjrabWwkku38wWmfRtHllDTVslKWcx1U5pUXUSECRa4wvlYFt+569Bh+ox+/jamrVc/rQU\nXt6I5aWnqKJatlX3WbRPUFRp5bEWaUW6MrA6rdjftv5T1D/TuLJK48O+TTj1DiRySVFDNy64J70o\ndYZW3FSqrdo2A/Fp8VrbjxDoQOLD0/Weg6lZ8C343/Ml8vt+6/T7u3wzraVJ6iKrpWWnZY4phc0N\nYoeAi4+A7gehFxtewx9PwRU4xyR5TXDX5+fU58k06YBkoGheb9D1PJlvqegq0YrGb3AD3PhPZvED\n6Y345tpbl/f88lH7LMvgWdGn5F3/AFcwUFNGoWIKlbAbnodx54Zm+KLjX/oLMm4Q4kly3OJ+F+IW\nKVVHM1LDO52fSbBGPna1j3GPAanTONuPa7CTsJcZ8I0Gda6mi00uZjqxHhl9G9fXCcOoceJdFmJZ\n7NmOUVr0tTStBOh6MOo8we4x0MaUuiFeRA1L+kKfws5s6D8Ddx9euNWHUuMtpDZ/ZLW0WbZFT5Pn\n5E1FUs6PFqvpBuVP3GOT6pl3eoxkuOFf3objp8MXvad7P8y4SqUrKBhXcOyNZaq12pz+xKO3o3Q+\nhw6EoNd8gSjtZntRmUcMpjjhEgXYtbqcOjibVsqwzWTiJkKliSfh8zhC5VIloPzo/JplA8ZjUabH\nUDbf0Fseu0ENungvoIk/iZboWJodDhkic+FAbmQ9LsfxdCbemGZFzYJJGzSyRxpGSZW8Snaw7A28\nyd8eZ9S0+TV6n249RS/VmzDNY4W/JqPB2X06SSCnBkkRiuvVsZRYam9FJLfIDzx0tH6fj06UkuV5\n/PmLnlci/wAQe0TIMnWdKNJM1kTlokEG0Y5ZY+OU/FdnYtYG97YvJq8ceIu3z+/5wWoSqxb9lmUx\ncT5pXcQ5zDC60kqCGFRpjWY77r0KhbWB7m+E6aH8Rlc5lze1UjTai2q92d2YkBRc3+Z2x6GHQmjg\n07iQLIbzBblzvoB/ni96q10WK+fQiarip4iyxxggb7npq++ofbGvG3tt+SWQTUoUvG664ijQsR1U\nofCx+hGI3fQLIMooo0oaRGiEBVtSsFJsfMHyOEZCjNuKIswy32kZvLlsLys0oklhRdySoJIHcd8e\nD9X0ynlkPxxbXAealg42yP3DVys1p7nLpn8JR+rU79wrHp5Nv3OOJp88tLPbLoOrVeTLIsxrRVil\nmEtPWQSeCTo8Uinv5EMPyx1px9t+9jF9n13wFxHTcV8N0WbFhFWQOWq4VXYVF0DW9D1Howx39Nm9\n/GmvKr7VZXTDtPOlHNQw2100h5Tk7/ECjfTUgv8A4sPlic1J+Vz/AM/4ZdnklHfL1ppA50bqbXKl\nWsCD5owADfskX6YXFJyrx+fn3IL1bC0VL/ZY6Uk/3kJWwJYkkDcWVjcgfhfUt98bdPFQlt6Xj8/L\nXJG77A9JU85kkoVmkgjBWzPplhYbMqsd9uhRrj1x0JQVfF+fnzKL1NKKkLK0sMgjveTklSu9iGA+\nH7W9Bin8KpX+v5/2Royr258Mu9TT5/SqjRVAWmrSlvDINo5Ljswst+xUeePNeq6d45e9HryUnXAG\n4F4lapq1yHOpbV6+GmnY/wB+vZSf2v4/PHn8uNSXuQCG/PeFaHP6M0uaRXt8Eq7PGfMH+WE48zg+\nCGLZ7wvmPB+YmnrFFRls5Kx1CjwSDyP7LDG/3FkW+PZCLI5ZsqzGOooZQ8AbUik7qfLEcY5HufYc\nHTs+g+G+IocxAWR0kgqouVLSy7qxI3BB7EY5+o3Ycql4f+Rje5GX8X+xnNRnk0nCKQS5RKBJGk82\nloSese/UA9D5EY6WPUxcfifIgV8tpDT5nBVVhVpVcGOPtc9Pnh0Eo/CiJB3MgXnddTXBuy6rA79y\nOg+f0GPYYYbMaT8Ga7dlSB3FNJIXU6zojtsAO5H2+wxUkmywplUgEXvxHijIbra9th+VsZnj/wBx\n/UJvihhlz+mygLkTNb31FaqZT8NwBp/8rXP088c31XPKMFih/f7fIPGvIq8TxNkj6FjLxSbowGxG\nOThkpqzRv4Nd9g+v/dxM72WaXNJyQB5KgH5Y7np6XInI+R1KaGA8Ls25Cm1vnjr3YJ7CqrCZZX1L\nquE6ardz6YqTbe1IgvVcMklTM9hrWxA9V8bfTcDGyMko/n2RR3VIxarkAKyJpmW34hp3H2B+2Auk\ngSxTQxrTwKY2FOQGSVVLAX3sQPw9cJyTq2QxTj3O1PtWzuCnbRLSiFEZWPiKxrqsfQ48l6ilPIx0\nHS4DOW8Q0WcTouYkUuZ2stWBbmeQk8/n1x57PpWxrnu7KHtL4Sraylk4hoYb1AF6+FBcsRtz0t1B\nFifv5406PK1D25+AJd2UPY1xuOG88aPMJGjy+q0xzP8A9tr+CX1AOx/dJ8sb9FmWnzV/S+wXyfS9\nbOoHu7anWSaToPhDAOR6jWevyx6nHD+teEv24/wCTPVmenE3OUsSJlPbwrokHqpAFx6k9sKWFRlt\nr6f8osD5nCWaaWI3WQEqpIJkRh44z57gb9mNxjXiSaSkuv2+v54II09U1BmkkxDrG5VJ3hAN1YeC\nUr+IEDS3kb9MbquKvloh5UZlFSTxSrL4mXwShyqTAb21fhYfvf54Fu0Q/cS8SZdUcD5/HWs6o1E6\nAOVLcwgaBt31abbY5nqG32ZbugT514lVqqnp6uB9NQANWk2II7jHjtM9strDNW9lnHf+0EKZPnMo\nGdRL+qkJsKpR/wDuO479cK1Om2/HDonY+VdNBX00tLWwpNBINLxuLg4yQm4u0Qxvi/g2o4YqGrcv\nR6nJpG/WW3eD1PmPX746OLKpr6kTotZROo5OliCDqV1OxB6YTq6yRaCTo1zJOLIBl6LX6veF2JU/\nF6/PHPjqdi2y7I0YMKORJKOvJMjrIrle5AOPR45KDUvkG4cUX81Chn1yERk6rptsf4k49TjyKcVI\nyJU6BDyNNIVA0IoCKL7LqIAt9B1w2/JdUMvDKrUPLCVFgdQU9Cd7YiXNlJC1xfK0XE2YvKzDluqn\nV3Ohcef1iUs0kxseh14VzWi4jyUZbmuzlbRSH+uODmhPBLfHoKqHT2Oz1GSZxmPCeZS/qq0+90Eh\nGzSKtnS/mUAI/wAJ88dr0zWRkwZcmj8q8dvwknUO59L49KpcgInVDyFZzYP1Hkg3IH2wDfxUvH+S\nwPAyvWLqtco0ki9PjY/yxpaqNL8oE7ihdSjx7q0S6l/aCkg29bHFSkuV9SHlToyShnrop2gpKeIz\nGCUBonUdAp/Dfbbzxh1GVRi5SIfJvEshqM6q8zo6r3ip94aYyn9tjcqfMb2x5SUpuTnLyNGClqIZ\n4oKoLqjkUMB3U9x9Dhbj4IanwNnhekSJZWblmy77j0xzs0afBaBHtI4Fiemlz/IYFCaS1bRxja3e\nRB/9l+o74KGTevqUNPsN4pGbcOJlOZnXXUAtDKxuainVhpN+7JsD5ix88eq9N1TyR9tvkpryPkck\nnvEcTjTGl1DAi0b6QpPyvp+l77Y7jitrku3+6/LIV21FeWqMqwHmrY7x32Nr9V7X7CwPS+GJK9zf\nfH3/APSwNxTR8+narp1UhNmDGweOQgMh8vEQwPY3tgoPb8L/ACihHjzBZ1nhmJWY2bZgomFyNR8n\nFviXyNxa+KnxyUzHfaZxQcwqkocqdjltO+suqhTO47kDbSO1rA9fLHnNZqVmk4LotLyCcs0V5F5C\npI3F++OHkTxOiynBQVH6V1RVBhaFg8cqGzKR0IONePIpxLSt0b77OeNE4lpzQ5g6LnVOLMRsKlR+\nNf3vMfXHL1Wn9t7o9EHS4a6SKDcWIIuGHrjKnXRRn3E3B8lFJJXZGuqmPielHVD3KenmMaYzUlT7\nIL8GevHGEZNVu5wuWlTdl2VaqtEFJAkSKdhe526Y7W0fuKT11I1MErJCZQdrbkf5Y26bUSw8eBM4\np8+SJ6ZJYi9O4lQm9x1BtYXHbHVxaqM3wxLTQSyypNJSliSNctybbjSNvzxui+LRVnnFTRZvNFWi\nmHOkAhmANwxUWDW7GwsfkMcX1PGoSWZeeGMg74A66qGlMUSmMJuCOoPpjlJxkxvgPcM8Z86anir5\n+VV08iyUtWOqOpuD/l0OMeXA8MvcxAdn0Vw9m0PEOVe9QgLWLaOphT4Y2tcuv7rdR9u2PTen61ai\nFvx2Lapl2uuIGspFxyx9cdHHy/3J4AeX6qieqqE/6haFCN/7tgL/AHvjTJpJL85BC00kNLQPUzyR\nQxUx5rvK+hQp2J1H/V8Y8uVQtyZDEvatxaeJYBl2R5gi5NA5fSRZp28/MKN7D1v5Y8/qtYssqXX+\nRqhXZkmX0s9PI0MUAeFz497i/njDmzQfKfKIEctEtCZopAywFtQVuqH0PcHC98ZK0XQ05BmXulQs\nsZ8P4gDjLqMd8opGwcL52h0HWDG/5HGGLplszr2qZNU8F11Fn3C7vS0/vXMUx7immNzpI/YbewO1\nrjHU02Vppx7RX0DHDnt7yipCjiXK6mhn35stGonge6lT4CQ6gg9PF88elxa9ONS/PJVDfl/tL4Jr\n4g1Ln9j0Blp5VcHs3w7MPsbsD1w+XqOGP87r86/OuCU2RjjbhCoqHoGrmqZKpSvIp6eRY5DbcDVY\nC/l9sNxeo49RJQxSTf1/OSNMxf2s16U+bjKMopfcsvljSeV2kLzzBiSVYn4FuD4V69STjLrpz3e2\n3wUjNq8aa9XQfqrAEHv8schrwwiSkq41qgI1FibWGM2bE65ITTAK0kYudZ+2AxptKS8EPxkkoKil\nfLnennis4kRtww7jDof7luRZvHAHHNPxNRe71+iHOoV/WoNlmA/Gv8x2xzNTp/ae6PRBimzTl+EG\n588Z0qKFLNMjoMwrHqWhdWf4uW2kE+dsaI5XRDJK81FRUrHE0h/w47jryFy+gnlWRqH5lc526KTt\nf1OKcvkEo/MvzRQZZOJDKCGHwefr6YRJ7uuwnAsnTNHFItzC6i+3W+q5+l8eo0W7+Gg5PlqzJL+Z\noocRV0mWUNImwady172N1A/iSDjJ6nP4VD5/8BY+HZTpqtYqVzWSc533It0H9MecyY938vA4iRcq\nmlRkskh/D2wndniqfJVWP/ssz6qynjvJYRIzUdVMKSUBuqPsAf8Ay0kYfop7cqkuGymuDfM/n5FN\nzdLaFDyAEdWUXtj2eHi/mKbEbN+Nci9n2XzQ5hUNVZiJjPT5fT7yyrIoN2PSNbkm5+gOM+r1ai+C\nJWZHxlx/mfGkSzVkMVBlcL3p6GFiwDftOx+NvoAOwx53VamWaagMSoTK9g8uldiFucLxduTCkBDW\nVNGxeGokBv0vfBPFDJ2gRgybN62tpJEdkaRRezD4hjJl00cck1wi49ljKpppk5kGlZ1J1QdnA6ke\nvpg5qntI+R14Wz3lPpuQvR4z1XHOz4tvxR6KNcyyWi4hyeoy3M7SU88Rjc99PZh6qdx6jA4p07If\nNPGGXJw3xDVZRnVIdcD25kY8MqndXHoRY47GNuSuLKokypMhZLR1M1Kx3XrheX3PKssZYsnhzai0\n0mYQy1Cm6ENpYEdCLdDjDvngnuXAV2L2d5fnk9fJNnDTVdSqhBM1iSo6DbHYetWdqU2DQs15OwlF\niOxFsOcVRCrAoUNKikrfdrdDjPJutrLCMrhpN7XC3OMUU49FA+teQOAWtt1xqxUyHFI9dSzxVlLM\n8U0Tho5V6qcHJx6ZDfeAs8g4spOVKUizSJbzQjbWP209PMdscjUYXidx6IOKZeqKAQD88ZdxDM58\nnjy+TRAoaUDxHy+Z7Y76W4e1XQKzBXSFnnYBx8IHbF9FUwJUUyPMsjy626m+CiC0GKLPqSCmgpzR\nyTPGukuHW3XawOOhD1F4cag10Jljt2BuKa5M0EI5OlYSzCR2uz3t26AC3bGTPrVqHwqoNQpcgdIZ\nHgcgbEWvhTrguJDRPDCw5r6jbqfPEap2UgxlHPkMxEhABDI6mxXyP3wDUfkMStcjVlfG/FVJLWUb\n5xLOtcebJLUASuGChdQZrlTYAbYatRlwpyjIU4ryJedUksVVLNM7zSTOXaV2LM58yT1wOLP7q+pD\npXD5Si91a5H1xnkqzNl2cQS0jTO8xa5W22GPd1EnbB8sdC0hEUjayTYHBJz8olHWVRsmbRgt4QDt\n54mZ3CmXHlliuglUVD0rMoD60ZTYqwxmjkuUVIFhjKcy9+Ea1ZFPmA+CUCyy/wCfmMFkgmXY9cM8\nQT0E6rL4WBuVPQ/L0xyskHil9Ch14x4do+POHlemijkzWCItSNbeVerQk/8A18j88aNPlcarotHz\nhK8dPKVEbak2IYWII6g+uOsnuRRwKl4Zkq6RirnuNt8KpSWyROhirc5rjSU+YRTuNNlmjO4tjNGM\nE3ja+wyVdogataWd+dBFNG+97dMbNPFyimLB+d6oqZUpY1SEnUVA64dOFrkhXECy06zL4SRY3xkS\n5aZCpXRAtGWuQRbEwvuiH5KwwsY1AMY/CRgni3q32Qv5dXSUtZDWZbO1JWwtrjYdj/MemFzjKKqS\ntENlyr2tZfLQRHOKOWGuAtKIU1Ix/aXyB8sYpaRN3F8EFDNeI5WOqFbDzI/h/XHVURznYArcyctz\nJG1N2B3wSigXJg81igeIEu56DBpUA2VGiqHlYBjGh3tiNJkLdMAFKSnW/YnCJw2PdEojmmkVtGoI\np2tg09ysJM8y+nhljaGpZdDNYEdRgcja+JFJDTwZBlOUZsaepnkJmSyiS5Bxny5JShuiPxuKfIQr\naCiZKwLMBUG/KF+3bEjN5GgJJN8CqshaNqCp1CSMeFjg8kXCW+PTFHlBTymB0mASx29cVOXO4JIq\ntSKXdASr+uNEakrJ0DZKN6eYlidXYjcYIou5dY10byixAO+F5H8NFxfJapc0jevmo1S6OSL+RwjN\nD4VNeCSdsgaKRo5IZ7B4ydBHUjBblxNdMEPZDmYmpo0q+o2Vm64RljUtr6LNQ4HzNoZDFAzMPiVb\n30H+mMTi8bqJK+Qte27KcumpqPibL0WCorJWp8wgXoJwLrIP8QBv6jGj0/U+7cfxFtGV0whSMRSG\n6y/kcbckX/MvBRay+o0mWmnOtOh9fXCcuPclkgWn4I66RqUx8kkRHbDdJNttME4RppiVYMwPQ43O\nl2UWpImeAUaKdRFw1sY+pbiwUWljlVJB4l2IPpiKlbRC7lOQ5vnFUwo6GSRSdmIsMPj0Qa6D2UZ/\nOxepaGnHkcFVFpNhhPZtNEoSbMoA463OA9uDJtYpSye+Q8ncSDpbEUaC+hWjpIIZiayQ7DucFfyK\nr5kFXVQsQKONSVOxOAcq7KdeCGStknBSaIhxtcdMGmSz0QOwVkezd7dsXLlFHQjNSVjVS0w6Yzcw\nf0IWHyKrBszpFffrfDdy8hbWEqR4q6OKhduZVxNcSjrYYyZF7L3R6ZRS4lrJ485hCXVoht6nDcEU\noX8y+uT9NXPX1IkWICZANhhqVqmRu2SE1E5BF9fYYQ0opplk1Xk8stTFLIWS43ANrnCcWo2qim7I\n62gq6RxzVjaI9LnfGmOZXTKZzS5ROJ1lZ1EZ7HFzyxaqJI9nTZfT09WW96iVtV+39cA5uUaaI+yx\nPRU006u1YoeMaiRbcYTCTiqrhlA2qWAlmSovE/QjzxfxS4a5RAvkOcVNLJFJTyMZojs97ffzwjLj\nUuJFrg1zIs0yzjPJqnKs5pojPPp94QLpY6fhZD5i/XARgtNHcuW/Jd7nZknHfAs/CdSrVJafL5W/\nUVQGx/dbybGzBqvd48gi9HGJF5kOnUOpPfB3t+FohY0+8UzQsBqO6+hwmnjnvQTVqzjLaLMi15YG\nRAetuuOg2pR48ghjh+iWqzBP0hVCFA1xbY4GeJUrIP3I4Ky3L5Z6sLNW6+trk4pKMUXwA8w9oS0l\nUI+HKXSo76ME8iSJfyAXEHHHEeYJ+sllhX9xCPzwtZHJl2xXlrcxdy0tVVljv8RwVg8mg/8AD6aJ\nmYprI2NxhNyj0PaSAOcUdBVIDNK0f7w2GJGeQF7WDly3L41BgqgzD1GGKUvKB2r5ktPlTVEoX3pA\nrHcgbgYP7FbQvV5VCWSnoW0Kg8cjd/6nETDa8IW6tpKKq5cDLsfjvgZK1wLfDO80nlemWp5rO6bF\nS35YRjdPbIJu+SzkJtlsuYU4AqZPCin/AF54XndPY+gTjOaWqnaB5f8AmGOnDsTUYX4LdncEK0tb\nE7DTIlgy+fmDgHOlYX1YyVsdNmKwz5WGSRdpEt/rfCsrbjZbV9FCvpajklmqXAQhhY4Xhdu6BaI8\n+zeGeggRqZpJF21g3xqh8TroOU0A4czlmmCsLoTYL3wftpdC3JtnMtB7zMeWoY36W3wxZNvEgS7P\nQtHKrodytmU4VBppxLPPdfd00aLRubi/Y4Tvalz2UeJzSCQyqB1tti5JPhIugpR1s1Py6qCUrNH+\nIGxxlqnsfTKNc4V4ny/i3K5cqzqOOQzKFkhkGzjzHkfXGTNjngnaf2YX0Fao9lS5fmc497Z8rc3g\nb8QH7Levr3x0tNqP4jiX8yJGKfZxnOQ5TkFOr07apl3Gre5xuW2PLCfCpC3mmfVclIXWNFC7AWti\nvdW6kALuUU9dmWZmOErqN2J7KMBklv4KKlfNL7zPFJKjFGK3GA2pcEOcprky+XnMjPbe+knEzY5S\nVIgx1PE0eYZarinGm9r6LYzw0k4u7Cc2wVJNVO2pY1APQacaY4uOWTcylm0sjhQzsQPM4djDyBXh\ndRU0U6zjmKLgBt8VNU+AIoB1NPEldKqoAobYYYnwVXJfoEVKun0i13F/vgS12M/FQEYRY/CNHbbA\njJcGdyszVZVmJU9r4JulwJLdCTqZLkqDax3xnmvIcQ5KoiqKNI/Cg3sPPFY0pXZPI7SwxstK7ICw\njuD64xZG4zpBtcitSxqc5qnIBbURc+WHTfwIjCWXzSR1SqjWVnAIt1wEeiiXPI1TOAqiyvGGYdic\nRpJWTIBYIkFZLHpGi/TGjuCl5Fn56SBHBWJQb4m9/MtFapkeKuiaM6TcdMElui7K8l/igaaNJV2k\nBHiGxxm0je9ohHRMZ6JDN4zt1xoy+GRgmuGmVwNha+KiyF3KlDUzXF7jGLU8ZCBqlgjioJauJdFT\nGupZFJBBBxunFSxPcOaTjZuPBUr5nk0Ar254lTx6u+ODbjK0KPnTiWvqhnlbDz3Mcc7ooJvYBrAb\n472Jb43IllKqmkkgs7kjBKKoj6LXDEslPRZhPCxSURmzDr0OD8gi7AA1OGO7HcnzwUu0QuZW7CoZ\nL+Epe2LmuAodhHQoIQCyk3t64BtlMtzOwYAHa2Kjyij/2Q==\n",
"output_type": "pyout",
"prompt_number": 144,
"text": [
"<IPython.core.display.Image at 0x6607350>"
]
}
],
"prompt_number": 144
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris.feature_names"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"['sepal length (cm)',",
" 'sepal width (cm)',",
" 'petal length (cm)',",
" 'petal width (cm)']"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Image(filename=\"Petal-sepal.jpg\")"
],
"language": "python",
"outputs": [
{
"jpeg": 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ZXhtlKleZAwv51vi8Vp3MVozlzdoJWeciWc9UOB9TXqY8etAn8Ffd3csyg6tK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\nYgCQAcUqYBHl4H+9qzbZVE8KKQe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"output_type": "pyout",
"prompt_number": 63,
"text": [
"<IPython.core.display.Image at 0x57c2a30>"
]
}
],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris.data[:3]"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 5,
"text": [
"array([[ 5.1, 3.5, 1.4, 0.2],",
" [ 4.9, 3. , 1.4, 0.2],",
" [ 4.7, 3.2, 1.3, 0.2]])"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"iris.target[:3]"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 54,
"text": [
"array([0, 0, 0])"
]
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"colors = ('r', '#66ff66', '#4444ff')",
"X = iris.data",
"Y = iris.target",
"",
"i, j = 2, 3",
"pylab.figure(figsize=(10, 10))",
"pylab.xlabel(iris.feature_names[i], fontsize = 20)",
"pylab.ylabel(iris.feature_names[j], fontsize = 20)",
"pylab.scatter(X[:, i], X[:, j], c=[colors[y] for y in Y], s=50)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 132,
"text": [
"<matplotlib.collections.CircleCollection at 0x5c30610>"
]
},
{
"output_type": "display_data",
"png": 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fnw9/f3+4urpq1S5duoTCwkIEBATA2dm5TtfU2BQXF+PChXvvgQ0LC4OpqekT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\nRK5CYII=\n"
}
],
"prompt_number": 132
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean([x for i, x in enumerate(iris.data)",
" if iris.target[i] == 0], axis=0)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 36,
"text": [
"array([ 5.006, 3.418, 1.464, 0.244])"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean([x for i, x in enumerate(iris.data)",
" if iris.target[i] == 1], axis=0)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 37,
"text": [
"array([ 5.936, 2.77 , 4.26 , 1.326])"
]
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mean([x for i, x in enumerate(iris.data)",
" if iris.target[i] == 2], axis=0)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 38,
"text": [
"array([ 6.588, 2.974, 5.552, 2.026])"
]
}
],
"prompt_number": 38
},
{
"cell_type": "markdown",
"source": [
"## Using a classifier (for supervised learning)",
"",
"In the example: K-Nearest Neighbours Classifier (voting of a few nearest neighbours).",
"",
"Other popular:",
"",
"* Support vector machines (SVMs)",
"* Random forest"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from sklearn import neighbors"
],
"language": "python",
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"knc = neighbors.KNeighborsClassifier(n_neighbors=5, warn_on_equidistant=False)",
"step = 5",
"knc.fit(X[::step], Y[::step])"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 179,
"text": [
"KNeighborsClassifier(algorithm='auto', leaf_size=30, n_neighbors=5, p=2,",
" warn_on_equidistant=False, weights='uniform')"
]
}
],
"prompt_number": 179
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"knc.predict([5.93, 2.77, 4.23, 1.3])"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 180,
"text": [
"array([1])"
]
}
],
"prompt_number": 180
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"knc.predict_proba([5.93, 2.77, 4.23, 1.3])"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 181,
"text": [
"array([[ 0., 1., 0.]])"
]
}
],
"prompt_number": 181
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"Y_pred = knc.predict(X)"
],
"language": "python",
"outputs": [],
"prompt_number": 182
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"i, j = 2, 3",
"",
"X_ok = array([x for k, x in enumerate(X) if Y[k] == Y_pred[k]])",
"Y_ok = [y for k, y in enumerate(Y) if y == Y_pred[k]]",
"X_bad = array([x for k, x in enumerate(X) if Y[k] != Y_pred[k]])",
"",
"pylab.figure(figsize=(10, 10))",
"pylab.xlabel(iris.feature_names[i], fontsize = 20)",
"pylab.ylabel(iris.feature_names[j], fontsize = 20)",
"",
"pylab.scatter(X_ok[:, i], X_ok[:, j], c=[colors[y] for y in Y_ok], s=50)",
"pylab.scatter(X[::step, i], X[::step, j], c=\"w\", marker=\"s\", s=15)",
"pylab.scatter(X_bad[:, i], X_bad[:, j], marker=\"x\", s=50)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 183,
"text": [
"<matplotlib.collections.AsteriskPolygonCollection at 0xd7f0a30>"
]
},
{
"output_type": "display_data",
"png": 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Pmz9/AQ888CTBwTPw9h6GyWRDevrXnDgxmUcfHctzz/29xt91Y/Loo0+yYMHXtGjxNu7u\n12AYxSQlLebkySdYuPBjhgwZ0tAtNnqa7PcCCnEiIvWvb98hnD07kMDAhytst1hK+f77IEJCXsDG\nxkJ+/ncAGIaZFi3eZufOa2jWrD9Nm4ZSUPDTf4+yIyjoDX78sQ3h4TPw8xtVYcyysgL27o1h8eJ3\n6du3b7V7tFgshIS0wctrJvn5P1Jc/CsANjYeBAQ8y+7dndmy5QuioqIqHFdaWoq/fwghIYtxd+9R\noVZcnMrOne3Ytet7wsLCKtQKCgrw82tB27YbSU2djcWSAoCDQzCenvexa1cn4uP3ExAQUO1zaEwO\nHTrEVVf1ISbmEHZ2zSrUMjI2c/r0OBITj2JjY9NAHVoHTfYrIiINJiUlhW3bvsfff0KlWnFxEqWl\nhQQEjCcraxGjRrVk2rTBnD27lIyMr2nR4ikKCxPJzFzI2LGtmTZtMImJC0hKWgSY8fW9rdKYNjZO\neHk9wPvvz6lRn9u2baOw0B4PjwEkJX3MI490Y9q0wRw58g4FBSfw8bmHjz76tNJxmzZtws4uqFKA\nA7C398LHZwyffDK3Um3t2rW4unaiadMoEhLe5YUXBjBt2mB++eUVTCYzPj4jrPq26iefzMXHZ3yl\nAAfQrNl1GIYnW7ZsaYDOrjwKcSIiUidSU1NxdvbFxsa5Uq2kJAUHhwDMZgcArr/+ekaPHk3//kMB\ncHJqRUnJ+StUAwcOZPTo0Vx33WBKS7NwdAzBZKr6Ko6TUyhnzybXqM+kpCScnVuV34IdPnw4o0eP\npl27rgA4OLTizJnKYyYnJ+Po2Oqi49rZhV70OHv70PKfR40axejRo/H0bA6ArW0o587V7Bwak9On\nk7G3v/j34uQUSnKy9Z5fY2Lb0A2IiMiVqXnz5uTnn6O4OAV7e+8KNUfHFhQWnqKkJAPDgBkz3mHp\n0pXs378bV9cRZGf/hKNjCIYRzxtvzMDPbzG//LKPpk2Hkp//C2Vl+VWGw7y87XTrFlZp+x9p3bo1\nmZm7sFhKAXjhhWk0berKuXMnCQ2FgoIdtGtXecywsDCys3dgGEaVz+AVFW2nbdsOVR6Xl/chhmFg\nGPDII09gY2NDXl4mAMXF24mIGFCjc2hM2rUL4/vvdwD3VqoZhoWsrJ8JC3u6/hu7AumZOBERqTOj\nR9/Njz+60qrV2xW2l5Sk8+OPbQgIuAt39wHk5u79b8WEp+cgdu/ujafnIHx8bic398AFtYHs3NmL\n4OBHCQ5+rsKYRUVn2L27M999t4HIyMga9dm5cy8KCkZjZ+dLQUHC+U8z2dKsWV/277+OQ4d2ExQU\nVOEYwzBo06YT9vZP4ud3Z4Vabu4B9u27hoSEX/Hy8qpQs1gstGgRjqfn65SVZVNcnAqA2eyIq2sX\nfvllEKdPJ9C0adManUNjce7cOcLC2tGx4/c0adKmQu3s2dkYxrvs37+9xi+f/NXomTgREWlQM2a8\nism0kcOHbyMjYwv5+cc4c2YO+/Zdzbhxt2IYq0hLm42bWze8vYdjZ+fOr78O5Z57RmE2f0t6+nzc\n3Lrj7T0MW9umHD58I/fffzd5ebM5cuRusrJ+JD//KKdPv8++fT145pnHahzgABYs+Ijk5JfIydlE\ns2bX4u09FJMJDh26gTfe+L9KAQ7O/yW7ePGnJCY+wbFjj5OTs5u8vF85efJ1Dhzox/vvv1MpwAGY\nzWaWLp1HQsJECgsP4uHRHy+vwVgsWfzyy43Mnfux1QY4AD8/P955520OHOjDyZNvkpf3K9nZOzl2\n7FHOnPkHixZ9ogBXW4y/iL/QqYqINCpZWVnGq6++bkRERBu+viFGnz5DjC+++MIwDMPIyMgwXnll\nutG6dZTh6xti9O8/1Fi/fr1hGIaRnp5uvPTSy0ZYWEfD1zfEGDBgmPHVV18ZhmEYqampxosvvmSE\nhkYavr4hxsCBNxubNm26rD7PnDljPPPMs0ZISDvDz6+lcfPNdxg//PDDJY87efKk8be/PW0EB7cx\n/P1bGbfdNtbYsWPHJY87duyY8dBDjxlBQeFGQECoceedE4w9e/Zc1jk0Jj/99JMxcuSdhp9fSyM4\nuI3xxBPPGImJiQ3dltWoTm7R7VQRERGRRka3U0VERESuUApxIiIiIlZIIU5ERETECinEiYiIiFgh\nhTgRERERK6QQJyIifzlJSUkcP36ckpKSGh139uxZEhISKC0traPOGieLxcKJEyc4ffq0ZnpoRBTi\nRETkL+Obb76hc+draNmyDTEx1+HnF8yUKS9dMpStW7eOyMirCAvrQKdO1xAQ0JLp01/HYrHUU+cN\nwzAM/v3vd2jePJSOHXsQEdGJtm1jWL58RUO3JmjZLRER+YtYu3Ytt98+npCQmXh734LZbEtu7gFO\nnHiUq6/2ZunS+VWuJLBkyVLuuWcyLVv+P7y8bsRksiEnZzcnTjzMwIHtmD37/QY4m/rx6KNPsnBh\nHMHB7+Hm1hXDsJCWtoHjxyfxxhtTmDBhfEO3eMWqTm5RiBMRkSuexWIhJKQNXl7v4enZv0KtrKyQ\nPXsiWbXqE3r27FmhVlpair9/CC1bLsXNrfvvarns3NmGLVu+ICoqqs7Pob4dPXqUqKjudOnyK3Z2\nzSrUcnMPcPBgb86dO4mTk1MDdXhl02S/IiIiwI4dOygosMXDo1+lmo2NI56e9/Lxx/Mq1TZv3oyt\nbfNKAQ7A1tYFb++7+eSTysddCebNW4Cv7+hKAQ7AxaU9rq5RrF+/vgE6k98oxImIyBUvLS0NZ+eg\niy687uDQgqSktCqPc3QMuui49vYtSE5Or7U+G5OUlHRsbFpctG5v34L09Cvz3K2FQpyIiFzxIiIi\nSE/fRVlZYZX1/PzviYpqU2l727Ztycj4CYul6hcfCgq+p2PHysddCSIj21BU9F2VNcMwyMr6njZt\nrsxztxZ6Jk5ERP4SevcexJkzvQgO/meF7Xl5v7B3b08OHtxFixaVrzx17tyL/PyRBAY+UmF7Ts5u\n9u/vy/Hjh/H29q7T3htCdnY2gYGtiIhYjbv71RVqZ89+QnHxmxw+vOeiVzfl8lQnt9jWUy8iIiIN\nau7cWfTo0Yf4+AN4eNyNnV0zMjLWc+7cTN55560qAxzA4sVz6NmzL4WFu/DwGIetbVMyMtZw7tx7\nfPLJB1dkgANwdXVl8eJ53HrrTfj63kuzZsOxWApJT59PVtZqtmz5SgGugelKnIiI/GVkZmby4Ycf\nM3fuUvLz8+nRoxuPP/7gJd8uTUtLY9asD1mwYAVFRUVce+3VPP74Q7Rr166eOm848fHxvP32u2zc\nuAVbW1tGjhzK/fdPxNfXt6Fbu6JpipELKMSJiIiItdAUIyIiIiJXKIU4ERERESukECciIiJihRTi\nRERERKyQQpyIiIiIFdI8cSIiYpUMw+DYsWPk5OQQFhaGi4tLhdrRo0fJy8sjLCyMJk2aVKgdOXKE\n/Px8WrdujbOzc4VafHw8BQUFhIeHV3txd4vFwq+//kpxcTERERE4ODjU3onWk+LiYg4fPoyNjQ0R\nERHY2Ng0dEtyCboSJyIiVmfDhg20b9+FmJhruOGGsfj5teD++x8hPz+fdevW0bZtDJ07X8eAAXfi\n5xfEww8/TmFhIatWrSY8PIquXfsyYMCd+PoG8dhjT1FUVMTy5SsIC4ukW7f+XH/9aHx9g3jiib9T\nXFz8h73Mn7+Ali3bcvXVA+nf/w58fYN49tkXKSsrq6dv4/JYLBZeeeVV/PyC6dt3JNdcM5SgoNZ8\n8MFHDd2aXILmiRMREauyfv16br31Llq1moWX142YTGYKC09z4sQTNG36KydPniYs7CM8PQf9t3aK\nEycex9X1CKdOJRMa+jEeHgMwmUwUFJzgxIlH8PQ8y/HjpwkN/QQPj37/rR0nIeFhYmKcWLlycZWr\nE8ya9SFPP/0yoaFzcHfvhclkIj8/nuPH76dPnyDmz5/dAN9Qzdx//yOsWLGDli0/wMWlHYZhkJ39\nE0ePjuOZZyby5JOPN3SLf0ma7PcCCnEiItbPMAzCwiJxdX0dL6+Bv6uVsW1bR3x87qBVq2cr1MrK\niti61YdOnb7A3b1XhZrFUsz334cTHPw0QUH3/65WxO7dkaxaNZuePXtWqBUWFuLrG0S7dptxcam4\nckNZWT4//xzOli1fXHI1iIZ09OhRoqK6ExOzh6NH78JsLsQwLDg4tMbf/wV2747mzJkTuLq6NnSr\nfzma7FdERK4oBw4cICMjH0/PGyrVTCYbgoIeIy/vQKVaTs5O7O0DKgU4ALPZnqCgyeTm7qqi5oCn\n5wTmzFlYqbZx40aaNu1QKcAB2Ng44+19F/Pnf1bdU2sQixYtxsfnDgzDIDd3J/Pnv8Snn07l2LFP\ncHIKwdPzWtasWdPQbcpF6MUGERGxGllZWTg5+V104XUHB39KS7MqbS8tzcLBwf+i4zo4BJCdva3K\nmr29P+np+6vsxd7+4mPa2vqTllY5UDYmGRlZmM3nz8HOzoFrr72W0tJSzObzLzXY2vqTlVX5+5TG\nQVfiRETEaoSHh5OZeYiSkswq62lpG3B2jqi03cWlHTk5Oykry7/Icetxdm5bZS0vL44uXSIrbY+M\njCQ9/VssltIqjysoiKNz58rHNSadOkVSVLQZk8lEdnYaQ4aMZOjQ24Dzt/KysuKIjGzc5/BXphAn\nIiJWw9vbmyFDbuTkyecqPS+Ul3eIc+c+wWTKrlQrLc3GZDJx8uTUSrWcnN2kpCwFcip9Xnb2DlJT\nVzJhwvhKtY4dOxIWFszp0zMq1TIytpCZGcedd47+E2dZf2JjY8nP30N29h7atVvCqVO3cvr07XTq\ntJ6zZz/Ey8ux0rOA0njoxQYREbEqGRkZ9OrVn8zMZnh6TsLe3pusrI0kJc3ilVemMHPmLHJz/fDw\nuAc7O0+ysjaQlPQhr702jddff4eiomA8PCZga9uMrKx1JCfP5o03XuHll1+ntDQcD4/x2Nq6kZW1\nluTkOcyb9xE33XRTlb0kJCTQs2dfbG1jaNZsLDY2TcjMXElKykKWL19I//796/nbqbnvvvuOIUNu\nxtMzFje3WzCMYjIyFpCfv4WtWzcSEVH5yqbUPb2degGFOBGRK0dhYSGLFy9m9uxFZGfncNVV0Uye\nfD9t2rShoKCAzz77jDlzlpCbm8fVV3fm4YfvIzw8nPz8fBYuXMicOUvJz8+nV6+uPPTQfYSFhZGX\nl8e8efOZP385+fkFXHdddx566D5atmz5h71kZ2fz6adzWbhwJcXFxfTr14sHH5xEUFBQPX0bl+/s\n2bP8v/83i/Xr47CxsSE2djATJoynWbNmDd3aX5ZC3AUU4kRERMRaaIoRERERkSuUQpyIiIiIFVKI\nExEREbFCCnEiIiIiVkghTkRERMQKadktERGpc4ZhsG/fPjIyMggPD8ff379Cbe/evWRlZREREYGv\nr28Ddmr9CgoK2LXr/DqwMTExODo6XvaYOTk57NmzB1tbW2JiYrC3t7/sMeXyNeorcadOneLaa68l\nMjKSiIgIXn311Sr3mzx5Mu3btycmJqb8f7giIlK7ioqK/lRtw4YNtG7dkT59bmb06GcJC2vPTTfd\nSkpKCmvXrqVVq/b07RvLqFH/pFWrNtx88x2kpaXVxSlc0SwWC88/Pw0/vxbExj5CbOxkfH2DmDr1\nZSwWy58as6SkhMceexp//2Buu+0Jhg+/H3//EN56a6am7WoEGvWVOHt7e9577z06dOhAbm4uMTEx\n3HDDDURFRZXvs2zZMk6ePMmBAwfYtWsX48ePZ/fu3Q3YtYjIlcnR0ZGBAweybt06AEpLS7Gzs+PF\nF1/khRde4JZbbmHZsmXA+b/87e3tmThxIgsXfk5o6CeEhAzEZDJRWprDwYPT6NSpKzk5hYSFfUpo\n6PX/rWWzd+8L9OrVn507v8fJyakhT9mqPPzw31i+fAcdOmzD2bkVAPn5R3j33TFkZGTy1ltVXwj5\nI3feOYFvv00hOnovjo6BAOTmHuDll+8gPz+ff/7z6Vo9B6mZRn0lztfXlw4dOgDg4uJCx44dOXPm\nTIV91q5dy5gxYwCIjo6mtLSUxMTEeu9VRORKt2TJEtavX8+gQYPKAxzAxIkTmTdvHsuXLyc2NrY8\nwAF8991uhpfrAAAgAElEQVROQkLeJT9/K/v3d2Lfvii2b2+Nr+8DpKUV0arVB3h6DsBkMgFga+tK\ny5ZvkpPjy6JFixrsXK3NqVOnmDPnUyIiVpcHOABn5zDatv2CWbM+5OzZszUac9++faxfv4mIiOXl\nAQ7AxaU9bdqs4ZVXppOdnV1r5yA116hD3IUSEhLYvn07vXr1qrA9MTGxwtImgYGBCnEiInVgxIgR\n5UHutwB39uxZ/Pz8GD16dHmQ+y3A7dmzh4SEBLy9h1NQsJ0pU+7nyy8/pVWr5qSkLMNiseDlNaTS\n55hMJjw87mX2bIW46lq+fDk+PrdgZ+deqWZn54GPz02sWLGiRmN+9tlivLzuxMam8tVQR8cWeHr2\nLL8qKw2jUd9O/U1ubi4jR45kxowZNG3atFL99/flf/sX3e9NmTKl/Pe9e/emd+/etdmmiMgVb/jw\n4eW/j4mJwc/Pr/znW2+9lTvvvBM4/2esvb09jo7NMJvP/1UTGhpKVFQUYWFt2bu3CDs7D0ymqq8l\n2Nt7kZOTV4dncmXJzc3FZPK6aN1s9iI3N7dGY+bk5GFjE3DRuo2NF3l5+m9UW+Li4oiLi6vRMY0+\nxJWUlBAbG8uoUaMq/OHxm8DAQE6dOsVVV10FnL8yFxgYWGk/qBjiRESkZi68hfrOO+/w0EMPMWjQ\nINatW1fhFurbb7/No48+yj/+8Q+Ki9MpKDiOxWLm0Uefwc3tNQ4f3oefXz+Kik5TWJhY4Vbdb7Ky\nvmLAgJh6PT9rFhMTw8yZzwOvVKoZhkFOzlfExLxRozG7dYthxYp5wBNVjFlGevrXREdP/pMdy+/9\n/uLSiy++eMljGvXtVMMwmDBhAu3ateOxxx6rcp/Bgwczf/58AHbu3ImNjQ3NmzevzzZFRP4SLryF\n+uCDD5bfWh09enR5gEtJSeGRRx5h3rx5rFixguDg5pw48ThBQW/j4PAKhYVPEBz8KS4u0dja2nD8\n+KNYLKUVPic39yBJSbN4+OH76v0crdWAAQNwcMjm7NlPKtXOnv2Qpk1L6du3b43GHDFiBIWF+0hJ\nWVWpdurUa4SFBRMdHf1nW5ZaYDIa8TvC3377Lddeey0dO3Ysv0X68ssvc/LkSQAmTZoEwEMPPcQ3\n33yDg4MDH374ITExlf/1ZjKZ9Dq0iMhl6NWrF0uXLq1wC3XVqlVs3ryZb7/9li+++AIvr//d0lu6\ndCnbtm1j165D7N2biKfnJBwcmpObu5WkpNm89trLLFy4jF9+ScHDYyIODgHk5m4mKWkO7703gzFj\nRjfEaVqtgwcP0rv3DTg5dcfNbSSGYZCdvZiioh1s3ryBiIiIGo+5fft2brhhKG5u19O06XAslkKy\nsuZjY3OUrVs3VngmXWpXdXJLow5xtUkhTkSkYVgsFjZs2MBHH80nNTWDmJj2PPDAREJDQykrK+PL\nL7/k448XkJaWSZcukTzwwERatmzZ0G1bpezsbObOncfKlRswmUwMH34Dd945usrnyasrPT2djz6a\nzZdfbsHOzpbbbhvKbbfdpulf6phC3AUU4kRERMRaVCe3NOpn4kRERESkagpxIiIiIlZIIU5ERETE\nCinEiYiIiFghhTgRERERK9ToV2wQERHrUFZWxo8//khaWhpt2rQhPDz8sscsLS3lu+++Izs7m8jI\nSEJCQi6/0UYkNzeX7777jtLSUrp3746np2dDtyRWRFOMiIjIZVu1ahX33fcoZWVNcXIKIj19B5GR\nHViw4CNyc3Np3759hf0tFgtm8x/fDJo3bz6PPfY0trb+2Nv7kJb2Ez16XM3cuR/g6+tbl6dT5ywW\nC88/P5UZM/6Nm1tHzGZ70tK2c8cdo3j33TdxcHBo6BalgWmeuAsoxImI1I2NGzcSGzuG1q0/o1mz\n6wCwWIo5ffptcnL+w5kzx/Hw8CAtLQ2AM2fO0Lx5c4YNG8bnn39e5ZiLFi1h0qS/ERGxHFfXLgCU\nlRVw6tQ0YDV79/5k1ZPNPvHE35k3bzOtW3+Go2MLAIqLUzl27F66dHFgxYrPGrhDaWgKcRdQiBMR\nqRudOvXAMJ7Ax+eWSrX4+NGEhJxh8+Y4PDw82LdvX/n61ikpKRWW6fqNYRiEhLTB23tWeSi8sPbL\nL4OYNu02xo8fXzcnVMdSUlIICWlNly7xHDp0I6WlSQCUlZmJjt7Brl0d2bp1LR07dmzgTqUhabJf\nERGpU+fOnSM+/he8vG6qsu7peTcZGUU89dRTpKenXzLAwfk1QHNzS3F3v7ZSzWQy4eFxN/PmLa+9\nk6hn69atw9t7APb23qSn72Tbtq/YuTOOgoIzlJXl4+k5imXLrPf8pP4oxImIyJ9WUFCAvb0LZnPV\n78nZ2rpTUFDAI488Ur7N1dX1ogHuf2O6YTKZLjpmfn7B5TXegAoKCjCb3cp/DgkJISQkBFfX89+J\n2exOXp71np/UH4U4ERH50wIDAzGbS8nN3V9lPSPjC2JiOpRfgbvvvvvIzs7+wxDXpk0bcnISKCxM\nrLKelfUF11571eU330C6detGevqXWCylmEy2REX1oEOHq8jMTMZksiU/fy09eljv+Un90TNxIiJy\nWV566RXee+8r2rRZg42Nc/n23NwDHDjQl5ycZOB/t1CffPJJXn/9dUJDQzly5EiVY06e/DdWrDhG\nePgizGb78u1ZWds4dGgIBw7spEWLFnV7YnWoe/fepKdfh6fn7ZSVZQNgNjuSm7uLzMxpJCQcxtZW\ns4D9lenFhgsoxImI1I2ysjJGj76bDRu24uV1D/b2QeTnf09y8iJmzXqXv/3tcfbt21fh6tu0adPY\nsWMHK1eurHLMoqIibrrpVn7++TCenhOws/MjL28TqamrWLRoLoMHD66v06sTZ8+e5brrbiA31w03\nt1GYTA7k5i6nqGgvcXFf0rZt24ZuURqYQtwFFOJEROqOYRhs376djz+eR3JyGlFRbbn33rsJCAi4\nrDG3bt3Kp59+RkZGNl27dmTChPF4e3vXYucNp6SkhFWrVrFs2ReUlJQyaFBvbr/9dpydnS99sFzx\nFOIuoBAnIiIi1kJTjIiIiIhcoRTiRERERKyQQpyIiIiIFVKIExEREbFCCnEiIiIiVkgzCYqISAUl\nJSVs2rSJ5ORkwsPD6datW/kSWCUlJXz99dekpKQQERFB165dL7o8VkM6d+4cM2bMICsri8GDB3Pj\njTeW13Jycti4cSP5+fl06dKFiIiIao2ZlZXFxo0bKSoq4qqrriI0NLRax6Wnp/P1119TWlpKjx49\nCA4O/lPndKGkpCTi4uIwDIPrrrsOf3//yx5TrI+mGBERkXJ//8ff+ejTj3AKcsK1lSvJ25Nxd3Rn\n6fylbNjwFS+//DqOjq1wcAgmK2sbvr6uLF06j3bt2l10zIMHD1aqWywWzObavxlksVgYOvQW1q/f\ngKtrDHZ2XmRkbMbFpQlxcV+wZs16XnllOh4e3bC1bUZq6jd06RLDZ599go+Pz0XHfO65qcyYMQNP\nzx6YzS6kpGzimmt6sWDBxzRr1qzK48rKynjiiX8wa9YsvLyuwWx2JCXla66/fgCffjqLpk2b1vj8\niouLuf/+R/nss4V4e/cGzKSkbCI2dgSzZs3E0dGxxmNK46R54i6gECci8se+/vpr+vfvD8BEYyIA\neefymO8/H7PZjMViwdbWnd69MwAoKclk8+ZmODo24fjxI/j5+VU5rslkokOHDuzbtw+A1NRUvL29\nmT59Ok899VStnsOIEbezdu1PREdvxNm5FQAWSzHHjk3h9Ol3ado0kLZt1+LkFPzfWhEnTjyPvf1X\n7NmzDTs7u0pjPvvsi3zwwVoiIlbg4HB+8uKysgISEp6iWbOdbN++tcpA+sgjT7J48U+Ehy/B3t7n\nv8flcezYwwQHnyYubn2Nr2KOGjWeLVtSCQubi52dOwClpVkcOXI3Xbs6sHz5ghqNJ42XQtwFFOJE\nRP5Y997dyemYw8GZBwFwcnOiIKvg/O89PWne7CmOHHkaOzsvevY8SlycGwDBwfcwZkxzpk2bUuW4\nv4XDDh068M0335SvuFBcXFxlaPqzcnNzcXf3pWvXbbi4dKhQO7+ixNU4OYUSGTm/Uu3gwWuYOfMx\nYmNjK9RycnLw929BdPReHB2Dfnechb17Y5g7dzo33HBDhVpqairBwa3p0iWe/fv7UVh4CoDi4gJ6\n9Ehk//7urF49hx49elT7/I4dO0bHjt3o1u0ENjZNKtTKygrZsSOEn36Ko02bNtUeUxovTfYrIiLV\nkp2dzZ4de7j69asJ6H7+atNvAa7j0x0pyS2kRYvH6dp1GyUlqeUBrk+ffLy972bx4qrXQAXo168f\nGzduZP/+/XUW4ADmz5+Pg0NgpQAH5/9CDAy8j+zs7VXW3NzGsmhR5XP45ptv8PDoWinAnT/OTLNm\nY1i6dFWl2oYNG/D27oO9vRd5eUc5dGg3p04dwcXFldLSTJo1G82KFZWP+yNr1qzBx+eWSgEOwMbG\nES+vkaxevbpGY4p104sNIiJCSUkJZlszZjszLr4uFWp2znaYbWwxmWxo0uR/V3lsbFywsXHCxsaZ\n4uLiPxw/Kiqq/PcRERG1HuAACgoKsLG5+Lqj58OP5SI1Z4qKKp9DSUkJZvPFxzSbm1R5XHFxcYXj\nPDw8cHFxwcnp/HdrMjWhqCj7ouNWpaSkBJPp4r2YTE0u+d9Briy6EiciInh4eODr70vCqgR+Xfnr\n+W0+HgD8/MLPmO1MZGR8U34FrnPnOMrKctm82Zv09FX07t3romP/9gwcwPr16zl8+DCRkZG1fg43\n33wzeXm/UFR0rsp6UtJinJxaV1nLyVlF//6Vz+Gqq64iJWULpaU5VR6Xm7uSfv0qH9ejRw9SUr7C\nYinCZLKjXbvOBAe3JSnpJGazPXl5K//wO6tKz549ycxcg2FUDqKGYZCdvYpevWo2plg3PRMnIiIA\nzPpgFpMmTgJg6OahOHo7cmrtKX584scK+/Xpk4+NjRNZWT+xfftVmM227Nmziw4dKt/GBMof3v/t\nFupvz8gNHTqUVatqdkvxUjp06Mq5c95ERX2O2Wxfvj019Qv27h2Jj09v2rVbidn8vyuByckrSEx8\ngOPHD+Pq6lppzNjY0fz8sz1hYR9iMtmUbz93bj7JyX8nIeEwTk5OlY674YZhxMe3ICDgKSyWXABM\nJgcyMzeSk/Max44dwta2+jfEDMOgS5de5OT0p0WLKRVeijh58mXs7Jazb9/2Rjnli9ScXmy4gEKc\niMgfMwwDP38/8kvzCRsXRpNWTcjcnsmRJUeI6hBFUVEJR44k4ud3F7a2wRQW/khS0kruvPN2Pvhg\n1kXHfeihh3jrrbcq3EL94YcfOHz4MHfddVetnkN2djbh4Z3IyMinefNJ2Nt7kZKykqysH5g583U+\n/3wd27cfwNNzHDY2zcjLW0dBwW7Wr19Fly5dqhwzJyeHIUNiOXjwJM2ajcFsbkpe3mpKS39l48Yv\nLhpeMzIyGDDgJk6cyMTNbTRmsyO5uZ9jNify9ddrCQ8Pr/H5nTt3jr59B5OebkPTprdiMpnJyVmC\ni0se33yzjsDAwBqPKY2TQtwFFOJERKonPj6eT+d9ypnkM7Rr3Y5xY8fh5eUFwOHDh5kzZx5JSWlE\nRkYwduwYPDw8GrjjyubMmcPMmf8hL6+I7t2jeO211/Dy8sIwDLZt28aiRcvIzc2nZ8+u3HbbbVVe\nSbuQYRh8++23LF36Ofn5hfTu3YMRI0bg4OBwyeM2bdrEihVrKC4uoX//a7n55psv65nAsrIyvvzy\nS1avXg/A4MHXM3jwYGxsbC5xpFgThbgLKMSJiIiItahObqnx26lHjhwhPj6etLQ0ALy8vAgPD6dV\nq1Z/rksRERERqbFqhbhNmzYxd+5c1q5dS0pKSpX7+Pj4MHjwYMaMGUOfPn1qtUkRERERqegPb6cu\nWbKEqVOncuDAAQD8/f2Jjo4mJCQEd3d3DMMgMzOThIQEdu/ezdmzZwHo0KEDzz//PCNGjKifs6gG\n3U4VERERa3FZz8T16tWL77//nvDwcMaPH88tt9xC69ZVz6/zm19//ZXly5cze/Zs4uPj6dmzJ1u3\nbv3zZ1CLFOJERETEWlxWiIuJiWHq1KnceOONNf5gwzD44osvmDJlCjt27Kjx8XVBIU5ERESshd5O\nvYBCnIhI3crNzWXNmjWkpaXRtm1bevfujdmshYFE/ozq5Bb9v0tExEpt3bqV0tLSCtuKiooa5B+s\n7/3nPQJaBPDCvBf4YP8HjHlsDGHtwti9e3e99yLyV6ErcSIiVuq35ZVKSkqwtbWloKAAZ2dnevbs\nybfffltvfSxavIgHn3mQfuv74R7uDpx/rObYZ8fY9dgu9u/aj7+/f731I3IlqPXbqcXFxaxcuZLt\n27eTkZFBWVlZlft9/PHHNeu0HijEiciVJikpCT8/P+D8clO/rfuZlZVV5RqgdcEwDNpEtSHszTAC\n+1de8unHB35kmM8wpk6ZWi/9iFwpajXEnThxggEDBhAfH3/JfS0WS/U6rEcKcSJyJbowyEH9BjiA\nxMRE2se057ak26pceP3ct+c49vgx9v20r956ErkS1OqKDZMnTyY+Pp4HH3yQ0aNH4+PjowdWRUQa\n2O8Dm7Ozc71+fllZGWbbi/9dYLYzX/SujYhcnmqHuE2bNjFs2DBmzpxZl/2IiEg1/fYMHJyfpzM8\nPBw7O7vyZ+TqQ1BQEE2cmpDyUwo+V/lUqp9cdpIBfQbUSy8ifzU1upTWoUOHuupDRERq6LcAl5WV\nRevWrTl37hwAdnZ29daD2WzmH0/+g5/u+4nC1MIKtTObz3Bk9hEmPzC53voR+Sup9j/VunfvXr78\nloiINLx33nmHMWPGlN9S9fX1JSkpiTVr1tRrH/dPup+TiSd5N+JdWt7aEscgRzK/zyTlpxSWf7ac\nVq1a1Ws/In8V1X6xYdu2bfTt25fPPvuMoUOH1nVftU4vNoiI1K1Tp06x8LOFpKal0r5te0aOHFnv\nz+iJXClqfYqRuLg4hg0bRvfu3enSpQsODg5V7vf888/XrNN6oBAnIiIi1qJWQ1xaWho33ngj27Zt\nu+S+mmJERERE5M+r1SlGHnnkEbZt28aNN97IqFGjNMWIiIiISAOq9pU4d3d3YmJi2LRpU133VCd0\nJU5ERESsRXVyS7UvpZWVldGzZ8/LbkpERERELl+1Q1ynTp1ISEiow1ZEREREpLqqfTt17dq1jBgx\ngi1bttClS5e67qvW6XaqiFyJcnJyWLZsGWfOnCE4OJhbbrkFJyenSx6XlZXF0qVLSUpKIjQ0lOHD\nh190xoHakJyczLJly8jIyKB9+/YMGTKk3laVqC1Hjx5l1apVFBUV0aNHD6655poq14sVqQ21+nbq\nnDlzWLZsGRs3buTOO++kS5cuODo6Vrnv2LFja95tHVOIE5Erzdx5c3lw8oMEXBdAkzZNyNmTQ/L2\nZOZ8OIdhw4Zd9Lj/zPoPTz79JIH9A3EOcyZrRxbpe9P5bO5nDBhQu0tkGYbBtJen8errrxJyYwj2\nze1J35pOcWIxK5eupGvXrrX6eXWhpKSEu+6axMqVq/H2jsVsbkpW1hr8/Jqwbt0KgoKCGrpFuQLV\naoir7puoJpOpUS52rBAnIleSb775hlvuvIV+6/rh2sq1fHv6wXTihsbx9dqv6dy5c6XjVq9ezfiH\nx9P/q/64tXYr3352y1m2jNjC93Hf065du1rr8z+z/sOLM1+k/4b+OPv/b+LfhM8T2HHfDvbv2o+/\nv3+tfV5duO++yaxZc5Tw8MXY2DQBzofTxMRXKSmZwy+/7KnXpc7kr6FWQ9wnn3xS7Q8dN25ctfat\nTwpxInIl6T2wN6ZRJrIPZbP3jb3Y2ttSmFfIwDUDyY7Pxv8nf5YuWFrpuM49O+P5hCctb25Zqbb7\npd20P9Wej9//uFZ6tFgstGjdgq4LuuJzlU+l+o8P/Mgw32FMfWFqrXxeXUhNTSU4uDVduhzB3t6z\nUv3AgWuYOfNRYmNjG6A7uZLV+ooN1kwhTkSuFBaLBXsHe8Zlj+PnJ3/mnjb38NBDDzFt2jQ+L/6c\ntve3ZU3HNWSmZlY4Li8vDw8vD8bmjMVsW/nuSubhTLYO3MqZ42dqpc8jR47QvV93bkm4pcpnx87E\nnSHxH4ns+n5XrXxeXVixYgWPPvoR4eFVr0d76tRMunffzyefvF/PncmVrlanGBERERGRxqPaIW77\n9u1MnTqV5OTkKuspKSm8+OKL7Ny5s9aaExGRysxmM7369eLYkmPYNLXhsccfw8nFianTpmLb1Jbj\ni4/Tf0D/Ssc1adKEDjEdOLH6RJXjJixJYOCAgbXWZ6tWrXC0dSTlp5Qq6ycXn2ToDUNr7fPqwjXX\nXENq6ncUF6dVWc/OXszQobX7MohIdVX7dmpsbCx79uzhyJEjF90nLCyMmJgYFi9eXGsN1hbdThWR\nK4m1v9hwfMVxfr7/Z73YIHIRtbp26g8//MCQIUP+cJ9+/fqxdu3a6g4pIiJ/Up8+ffj39H/zYO8H\nCbg2AOc2zuTuzS2fYqSqAAcwdOhQXjr7Ek92e5LAfoE4hTmR/XM26XvTWTJ/Sa0GOIBJ904iOSWZ\nV9u9SvCQYBwDHUnbkkbx6WK+XPNlow9wADNnvkFu7n18/nkIPj6xmEz/m2Lkq6++VICTBlPtK3H2\n9vY8/fTTTJs27aL7PPvss0yfPp2SkpJaa7C26EqciFyJcnJyWL58OadPnyYkJISbb7652pP9Llu2\nrHyy32HDhtXpZL8pKSkVJvsdPHiwVU72u3r1agoLCzXZr9S5Wn071cPDgxEjRjBr1qyL7nPvvfey\nZMkSMjMzL7pPQ1GIExEREWtRq2+nRkdHs3LlSnJycqqsZ2dns2rVKjp16lSzLkVERESkxqod4iZO\nnEhKSgqDBg0iPj6+Qi0+Pp7BgweTkpLCxIkTa71JEREREamoRpP93nXXXXz66aeYTCZCQ0Px8vIi\nNTW1/I3VMWPGMGfOnDpr9nLodqqIiIhYi1pfscEwDD744ANmzpzJgQMHyrd36NCByZMnc8899/z5\nbuuYQpyIiIhYizpddisvL4/MzEzc3d1p0qTJn2qwPinEiYiIiLXQ2qkXUIgTkYaWmZnJwoULOZZw\njKDmQdxxxx14e3tf1pjz58/ngQceoLCkkCaOTViwYAEDB55fdSEpKYmFCxdy+uxpQluGcscdd+Dm\ndn6C33PnzrFw4ULOnDtD69DW3H777bi6uv7RRwH/W70nKTWJ9m3aM336dHx8Ki9uLyKXx+rXTr37\n7rvx9fUlMjKyynpcXBxubm5ER0cTHR3NSy+9VM8diohUz4KFCwhqGcTMzTPZ7L6ZWT/PomV4S955\n750/Paanjyfj7hmH92Bvop6LwvU6V24cfiOBLQJ5+99vE9omlA/3fMhm983M2DSDoJZBLFq8iOmv\nTyesbRgf7/+Yze6beWvDWwS1DGL5iuUX/SyLxcK1/a+lR+8exHvHw02w8cxGmoc051//+hevvvoq\nZWVlFY45ffo0hmHw6quvYrFYKtQSExP1D2uRy3TRK3GdOnVi6tSp3HTTTX9q4FWrVjFlypTLWkt1\n69atuLi4MHbsWPbt21epHhcXx5tvvsmqVasuOZauxIlIQ/nhhx8YfMtg+n/VH48OHuXbs49n81Wf\nr5jz7pxLrojze1FRUfx69leG/zi84rJbB9JZ1XMVRonByEMjcWnhUl5L25PGuuvW4eTlxA1xN+AS\n+L9a6s5Uvh70NXFfxlU5VdRd4+9ixdYV3PTdTTj7/m/5rHPfn2PtgLWU5pUCUFpaio2NDXv37iUq\nKoqnn36a6dOnA1BWVobZbGbHjh107dqVl156iX/+8581Om+Rv4rLuhLn6urK8OHDCQ8P55VXXuGX\nX3655AceOnSIl19+mfDwcIYPH46Li8slj/kj11xzDc2aNfvDfRTMRKSxe+XNV+jwXIcKAQ7AtaUr\nnV7txEuv1/wuwi8nf6HnzJ4VAhyAR3sPuv6rKyZ7U4UAB+AZ5Ymtly1d/921QoAD8Irxou3f2vLa\njNcqfZbFYmHR54u4bvZ1FQIcgF8PPzpM7kB4h3AAbG1t2bVrF1FRUdjY2PB///d/nDx5EgAbGxt+\n+uknunbtiru7uwKcyGX6w2filixZwosvvsjBgwcB8PPzIzo6mpCQENzd3TEMg8zMTBISEti9ezfn\nzp0DIDIykueff57Y2NjLbjAhIYGhQ4dWeSVu8+bNxMbG4u/vj4+PD2+++SZRUVFVn6iuxIlIA3Hz\ncuOmfTdVWAD+N2XFZcx2nk1xUTE2NjbVGi8/P58mLk2YUDABG4fKx+Qn5bMwZCETCiZU2F6SW8Kn\nPp8yPmc8ZpvK/4bPOpLF5v6bOZtwtsL2vXv30qVnF+7KvqvKZaZSd6Wyrv86ju4/SkBAAHD+z9wL\nb6GeOnWKFi1aAODm5tYoV/YRaUyqk1v+cOG6kSNHMnLkSL7++mvmzp3L2rVrWbduXZX7enl5MW7c\nOMaMGUPfvn3/fNc10LlzZxITE3F0dGTDhg0MHz6c48ePX3T/KVOmlP++d+/e9O7du+6bFJG/PBsb\nGywlliprRqmByWSq0RqcdnZ250NSqaXKEGcpsUAVw5nMJgyLgVFmQBV50VJiqTJI2tjYYFgMMKhy\nXEuJBZPJREpKyv/OyzAoKysrHy8pKam8lpWVhcViwWxu1I9li9SruLg44uLianRMtVYf7tevH/36\n9QPOLwAcHx9PWloaAJ6enkRERNCyZcuadfv/2bvv8KjqtI3j30nPpJJQEwg1JFQJhCZSAyooILCK\nKB1EQNG1r7oK+MquYKUoUqSjIiguKwJKIEBQkN5LAoHQAoSEkl7mvH+EjcQJmMCkyf25Lq8Lz3N+\n5zxnFmfvOeV3bODGy7X3338/Tk5OxMXFUbly5XzXvzHEiYgUl67dunL8q+M0fq2xVS36q2g6Pdip\nUFNCaXAAACAASURBVIHG0dERR09Hjn11jODhwdbbXBSNvZN1GHMwO+BRw4MTy09Qu29tq3rMlzE8\n3O1hq+UNGjTAxc2FU6tPEdAtwKp+dMFRagfUzr2EeurUKfz8/HBwcCArK4tdu3blXkLdu3cvAQEB\n2Nvb594jJyLWJ5fGjx//p2MKFOJuVLt2bWrXtv6PvyTEx8dTvnx5AHbs2EFycrIedReRUuf1l17n\nvk734Rvqi3+Yf+7yC79dYM+be1j57cpCb7N98/ZEvBSBTyMfKrb8/XvvzLoz7Py/nZgMExd3XKRC\ns9+nMDm15hSZ5zLZ/sJ2vIK8KN+kfG4tdmUsUTOi+OqXr/Ld37PDnuWTwZ/QfUN3ytXLuVfZMAxi\nlsVwdO5RslJyHmjIysp5wOHs2bP4+fnh4+PD1atX8fb2JjExMWdfsbEEBAQQEBDA6dOnC33sIpKj\nVM8T169fPzZs2EB8fDyVKlVi/PjxZGZmAvD0008zdepUZs6cCYCTkxMff/wx7dq1y3dbuidORErS\nunXr6DeoH67VXPG+x5trR65x+eBlZk+fTa9evW5rm0FBQRw7dQyfhj74NPLh4o6LXI26StOGTXn5\nlZcZMXoEPo188KjrQeKuRDLOZvD1wq85c/YMo58bTfkm5XGv407CjgSyL2bzzaJvaNOmzU33N2jI\nIBZ/vZiKLSviWduTuMg40uLSmP3pbPz9/enYsWOe9RMSEjh16hSJiYlWt6/Ex8cTFxdHw4YNb+vY\nRf7qNNnvDRTiRKSkZWVlsWbNGk6cOIGfnx/dunXD2dn5jrYZGxtLly5duHDhAv7+/kREROReoUhP\nT2flypWcO3eOmjVrcv/99+PgkHMBJjU1lR9//JHz589Tu3ZtOnfuXKAHKy5cuMCECRM4f/48zZo1\n44UXXsjdpojYjkLcDRTiREREpKwo829sEBEREZH8KcSJiIiIlEEKcSIiIiJlkEKciIiISBmkECci\nIiJSBhXqufBLly4xZ84ctm3bRmJiItnZ2fmut27dOps0JyJSUuLj41mwcAEHjh6gSoUqDOw/kLp1\n65ZIL1u3buXNt97kzIUzVKtcjX+9+y9CQ0P/dFxMTAzzF87n1LlTBNYMZPDAwblvtFm3bh3j3x3P\nhYQL1KpWi0nvTaJBgwYAREVFsWDRAs5eOEv9wPoMGjgod9qSss4wDLZs2cKSJd+SlJTCffe14LHH\nHsNstn6vrUhpV+ApRg4fPkz79u3zvBvvZm586XFpoSlGRKSgvl7yNU+NfIrqParj3cKblBMpHJt/\njGGDh/HhxA8L9Z7TO9W9V3dW/7SaOk/WwbeJL5d2XSJ6cTQ9HurBt0u/vem4cf83jo8mf0Tt/rVx\nC3Tj6u6rHF92nI8/+Jj5i+bz2/bfCBoShFewF+d/OU/MtzEMGTgEr3JezJozi9oDa2OuZebyb5c5\nueIkMz+bSb/H+xXbcReF1NRUHnmkL9u2HcTXdyD29uVISVlNSsouVq9eUaBgLFJcbDpP3MMPP8yq\nVasYP348Q4cOpXLlymXqnXcKcSJSELt376bDAx3osrYLPo18cpenJaSxtvNaxo4ay4inRhRLL+PG\njWPSjEl0Xd2V5FPJucu963mz4t4VvPncm7z55ptW477++mueH/8890fcj7nS72eYLh+9zA9tfgAn\n6L6pO5b0nB/c//t+/K7Zd/jU9qFrRFdcfF1yxyXsS+Dnzj+zfvV6QkJCivCIi9aQISMJD08kMHAR\ndnaOucsvXPie06dHERNzBE9PzxLsUOR3Ng1xXl5edOnShWXLltmkueKmECciBdF/aH+OBR3L92X1\n5zadY99T+zh+6HixnI0r51+OZh8149DkQyQdTMLTw5PTp09Tb0g9KnWsxL439hF/Kt5qXKPmjag6\nrioBD1m/rP7Apwc4vuw4vrV9ObfyHB7eHpw4fIL7v7+fzc9uptPiTlRpV8Vq3N6Je6l1uBaL5y4u\nkmMtapcuXSIgoA6hoVE4OVlfGj569DFefrkdY8Y8WwLdiViz6WS/hmFQr169O25KRKQ027R5E9W6\nV8u3Vvm+yly8cJH4eOvgVBSunL9C9e7VIQvGvj2WU6dO8d5773Hl0BVq9KhB4vlEqzHp6ekc2n2I\nqg9WzXeb1XtW5/Khy5AJH773ITGHYnjxlReJ3xVPxrUMKretnO+4gJ4BbIrcZNPjK047duzA17dp\nvgEOwMOjB2vXRhZzVyJ3psAhrmnTpkRFRRVlLyIiJc7R0ZGslKx8a0aWQXZGNk5OTsXSi8nOlNtL\nSkoKCQkJpKSkAJCVkoXJzvpsoL29PSaTKfdS6R9lpWRh55Tz1Z+UlERCQgJpqWmY7EwYmQaWzPzH\nZSZn4ujkmG+tLHB0dCQrK+Wm9ezsFJydi+d/VxFbKXCIGzt2LP/5z3/YsmVLUfYjIlKi+vToQ8zC\nmHxrMd/FcE/oPXh5eRVLL/41/Dm64Cgufi5MmDABf39/Jk2ahGtVV47OO0r1WtWtxjg4ONDxgY5E\nLc7/R/eROUcoV78crtVcee2t1wioE8D8xfPxrO2JuYqZmO9ucuwLYujTo49Nj684tW7dmpSUYyQn\nH7GqGYbBlSsL6Nu3Zwl0JnL7bjrFyPz58/Pc82EYBg8//DCdOnWif//+NG/eHGdn53zHDhw40Pad\niogUg+eeeY4vQr/Au6k3gQMCc892nd9ynu1/3863i27+RKitffDuBzw59Ek6L+1M2PKw3HtkYlfG\nEt43nGVf5n+P8jtvvsMDPR7AK9ALvw5+QM53eMyyGKJnRpOekU7TfzYl5N2Q3Fr0l9EknU5i2/Pb\n8KjuQaXWlXJqFoPoRdGc+uYUz217rngOvAi4uLjw5pv/YNKkxwgKWoGra04AtljSOXnybby9U+jR\no0cJdylSODd9sOF2nzw1mUw3nT+uJOnBBhEpqP379/PYgMe4lHyJis0rcvX4VVJPpTJ9ynT69C7e\ns1GffPIJ/xj7D1wqueDTyIdLey6RfjGdDyZ8wLPP3vwm/NWrVzPk6SE4VHDAO8ib+F3xmDHz9fyv\nWbFiBRM/mYh7dXe8g7y5uO0i2UnZfPHpFzi7ODNyzEjM1cx41PLgwrYL+Jh9+GbhNzRq1KgYj9z2\nDMPgX/+axHvvTaRcuebY25cjPn49zZs3Y8mS+VSoUKGkWxTJdUdPp86bN++2dzx48ODbHltUFOJE\npDAMw+C3334jKiqKChUq0KlTJxwdS+aesKysLKZNm8aRI0cIDg7mmWeewcHhz+dqz87OJiIignPn\nzlGzZk3uvffe3CssaWlpfPLJJ5w8eZKQkBCGDx+e++M9MzOTdevWcfHiRQIDA2nRokWxzo1X1JKS\nkvj5559JSUkhNDSUoKCgkm5JxIpNpxgp6xTiREREpKyw6RQjGzduJDY29pbrxMbGsnHjxoJuUkRE\nRERuU4FDXIcOHf70EuuCBQvo2LHjnfYkIiIiIn+i7Lw3S0RERERy2TTEnTt3Dg8PD1tuUkRERETy\nccvHm8aPH5/nxrqIiIh81zMMg9OnT7No0SLatGlj8yZFREREJK9bPp1a2Lni/P39Wb58OaGhoXfc\nmK3p6VSRv664uDhmz5nNrgO78PX2ZdATg/JMp2FrS5cu5aXXXuJy6mVc7V15ccyLvPbaa0DOj903\nxr7B6fOn8fXy5a3X3qJ3794AhIeH8+a4Nzl78SwVylXg7X+8Tc+eOW8JWLNmDW+98xZxl+Ko6FOR\ncW+M4+GHHwbg8OHDzJo7i5hTMdQKqMWIoSOoW7cuAAcOHGD2vNmcPHOSwBqBPDX0KerUqQPAvn37\nmD1vNqfOnaJuzbqMGDaCWrVqFclnIiK2dcdTjNx45q1Tp04MGjSIQYMGWa1nb2+Pr68vwcHBtz1J\ncFFTiBP5a1r27TKGjhhKjT418G3rS+qZVI7PPs59ofexZOESm8/tFtoqlD379lB3SF0qtarElagr\nHJh2AA9XD9q0bMPKNSsJHhZMheYVuHzkMgenHaR+UH0qV6zM2vVrCR4eTPlm5Uk8mMjB6Qdp0qAJ\nHu4ebPxlI/VG1MO3iS8J+xI4NOMQLZu1pH279kz5bAqBwwLxrO/J1f1XiZoTxUvPv0RySjIz5syg\nzrA6eAZ7cnnPZaLnRfP6K69z4eIF5i2eR53hdfCo68HlXZeJnh/NuLfG8eLzL9r0MxER27PpPHGD\nBw+mV69eub8ayxqFOJG/niNHjtDivhZ0/rkz5ZuUz12elZZFxCMR9GvZj3fHv2uz/b388stMmzuN\nXtt64VnLM3d5xpUMljVZRua1TPrs7IN7gHtuLT0xne9bfU9KXAqPHXwMN3+33FrapTSWNlyKyWSi\n947emKuYc2upF1JZ3nw5ZECvPb1wreiaW0uJS2HlvSsxsgweCH+A9IT03JrZ38yKkBWYK5vpurEr\nzuV+fz1iUmwSq9uuZuncpXTq1Mlmn4uI2J5N54mbN29emQ1wIvLXNOWzKQSOCMwT4AAcXBwInRLK\np9M/JT09/SajC2/Gghk0G98sT4ADcPJywj3AnRb/bpEnwAE4l3OmzadtcPF1yRPgAFx8XTD7mWn1\nUas8AQ7AtaIrrT9pjWN5xzwBDsBc2UzTfzfFvrw9Rz49wtbHtnLsuWN83+p7zq49i8nTROhHoXkC\nHIB7gDsN32rIxE8m3ulHISKlQOm89ikiUgCbf9uMfzf/fGvedb1x8nbi+PHjNttfemo6Ad0C8q1d\nOXrlpjX/Tv4kn0kmKzXLetyRm48L6BbA5UOX8/01Xq1bNS4fvoyRZfDGK2+wd+te3nnnHS4fvUzy\nqWT8w/L/XKp1q8a2rdtudogiUobcNMTZ2dlhb29fqH/+N0ZEpDi4urqScSUj35phMUi/mo6rq2u+\n9dtix0335+DicNNaZnJmznBH669ce1f7m47LuJKBvat9vg9oZFzOwME1Z4KBS5cuceLECRITEzHZ\nmcD0+z7zG+fi6pJvTUTKlpuGuHbt2tG2bds8/zRq1AjDMDCZTAQFBdG6dWuCgoJyr9s2btyYdu3a\nFWf/InIX69erHzFzYvKtnVp1Cn9/f6pXr26z/VX0qcjhWYfzrXkFeXFwxsF8a0fnH8Wrrhd2DtZf\nud5B3hyaeSjfcYdnH6ZcvXL51o7MPoJ3PW88Aj2YOncqoR1CWfDdAjzreOId5M3ReUfzHRc9N5pH\n+zyab01EypabzhP3xznhzp49S5s2bXj00UeZPHkylStXzq2dO3eOv//972zbto3Vq1cXWbMiIjca\nPGgwH039iN3/t5uGrzTEwSXnKy1ucxxbntrColmLbDrNyNyZc+n2SDfKNSxHvRH1sHOwwzAMTq06\nxbmN54jbFIdPQx+ChgZhZ59TO7niJL+99huGxeDI3CMEDgzMrZ1YfoL4HfFc2nUJr7peBD4ZiMnO\nhGExOL7sOLsm7MLZ0ZljS45R69FaubXor6KJ+jQKi8WCS1UXesf0xmQyYcm2EL0omszTmex7Zx/u\nAe5U71E9t3Z07lFiF8Xy0taXbPaZiEjJKfDTqQMHDmTfvn3s3Lkz3y9Fi8VC06ZNady4MQsWLLB5\no3dKT6eK/DWdOXOG/sP6s3PnTqq0qELSmSQsiRamfDiFv/X5m833N3v2bJ595VmwA5/GPlw9dpWM\nyxkMfWIoXbt2ZcBTA8g0MvFp6MOV6CtkJ2Uz6Z1JVKlShSGjhpBtyqZcg3JcibqCJcXChxM+xNPT\nk6effxqLg4Vy9cpx+chlSIdpH0yjQYMGDH56MPHX4vEJ9uHSwUtUKleJ+TPnk5GRweCnB5OYmohP\nkA/x++Pxr+jPglkLuHr1KkNGDiEpKwnvQG8u7rtIQJUAFs5eSMOGDW3+uYiIbdl0ipFKlSoxdOhQ\n/v3vf990nddee4158+Zx/vz5wnVaDBTiRP7ajh07xsGDB/H29ubee+8t8vtzp06dSmRkJIGBgYwf\nPz7P/pYvX86OHTsIDAxkwIABeebPXLZsGbt376Zu3br0798/t2axWFi6dCn79u2jXr169OvXL7dm\nGAa7du3i9OnTBAQEcM899+T+mDYMg507d3LmzBlq1KhB48aNc/dlGAbbt2/n3Llz1KxZk0aNGhXp\nZyIitmPTEGc2mxk0aBDTp0+/6TqjRo1i3rx5pKamFq7TYqAQJyIiImWFTeeJq1evHt988w2xsbH5\n1k+ePMmSJUuoX79+4boUERERkUIrcIh75ZVXSExMpHnz5kyaNImtW7cSFRXF1q1bmThxIs2bN+fy\n5cu88sorRdmviIiIiFCIy6kAH3/8Ma+99hpZWdYTVjo6OvLee+/xwgsv2LRBW9HlVBERESkrbHpP\n3P+cOHGCxYsXs3PnTq5cuYKXlxfNmjXjySeftOl8TLamECciIiJlRZGEuLJKIU5ERETKioLklptO\n9isicjc7ePAg02dN58DRA1SpWIXhA4fToUMHTCYT+/fv57NZn3E4+jB+lfx4atBTtGvX7k8nFt61\naxfTZ08n+kQ01f2rM2LICFq1avWn43777TdmzJlBzKkYagXUYuSwkYSGht72sRmGwaZNm5g1fxZn\n4s4QVDuIZ0Y8o/njRMqYm56J27BhAyaTiebNm+Pq6srGjRsLvNHS+OotnYkTkYL68JMPeeff71B3\nRF18W/hyLeYax6Yf476Q+whpHML7n7xP3afr4hOaM9nvsc+OEdY6jIVzFt50fro3x77JZ7M/o+6o\nupS7pxxXDl8heno0vbr2Ysa0GfkGOcMweP6l51n87WICRwfiXd+by/svc/Szowx5YggfvPdBod9I\nYbFYGDBsAGs3r6X2qNp41vEkYUcCRz8/yqsvvMobr71xW5+ZiNjWHV1OtbOzw2QycejQIerWrZtn\nsso/22l2dnbhuy1iCnEiUhCRkZH0fKInD25+EPdq7rnLs9KyWNl6JakXUum+rTtufm6/11KyCH8w\nnOd6P8eLf3/RapsrVqzgqVeeosOKDiSdTMpd7tvUl3Vd1zFu5DiGDxtuNW7x4sW88v4rtP2mLUkn\nfh/nE+LD2o5rmfz2ZB577LFCHd8nUz7h46Uf03lNZxzMv1+MSTmXwqp7V7Fk9hLCwsIKtU0Rsb07\nCnHjxo3DZDLx7LPP4uvry7hx4wq807Fjxxa62aKmECciBfFI30eIbxdPg2caWNV+6PwDtR+rTb0R\n9axq57ecZ8eTO4iNjrU6O3Zf5/twHu7MlSNXuLjgIgG1A4j8OZIWb7agfIfyHHv5GId3H7ba5j0t\n78HvbT/i1sdxecVlqtaoSuTPkdz70b241XAj4cMEtkduL/CxGYZBQGAAzRY1o1KrSlb1w7MPY/7B\nzKrvVxV4myJSNPRgww0U4kSkIAICA2j9Q2u8g7ytal9W/5KHIx7Gs6anVc0wDBZ5LeLcqXN4eXnl\nqXn6eNLraC/2T91PD7sejB07ls8++4yZ+2fSYloLvnD8goyMDKtLsQ6ODgxOGsyO13cwoOoAXnzx\nRSZOnMiShCU0easJX1b8krSUtAIf29WrV6noV5GB1wbmexn22slrhLcN53xs6Xt1osjdxqZvbBAR\nuRu4ubuRFp9/MHIwO9y0lpmUSXZWNs7OzlY1VzfX3HFxcXHs2bOH06dPA5CekI6js2O+t6y4uv8+\n7syZM+zZs4ezZ88CkBafhqu7a6GOzdnZGSPbIDMpM996WnwaZjdzobYpIiWnwCFu0KBBLFy4kDNn\nzhRlPyIiJar/Y/05NutYvjWvul4c+vRQvrWo+VF06doFFxcXq9rjjz3O0VlHKVe/HP/95b88NPAh\nFqxcgFdjLw7POkzvx3rne2bs0cce5eiso3g39GbJ2iU8NPAhvo34Fu8G3hyZeaTQ98M5OzvTpVsX\nouZF5VuPnhnNgL4DCrVNESk5Bb6ceuOvxLp169KpUyfCwsLo2LEjPj4+RdagrehyqogUREJCAvc0\nvwe/IX40fLEhDmYHLNkWTnx3gi0jt+Dq6kqtZ2vR4PkGOLjm1I4vPc6OMTuI+DmCJk2aWG3zzJkz\nhLQIIfDVQOqNrIe9sz2WLAtRC6PY89oetmzaQlBQkNW4Y8eO0aJNCxq804CgIUHYOdqRnZHNkS+O\ncOidQ2z/dTs1atQo1PHt2bOH9p3b02xyM2r1rYWdvR1ZqVkcnHKQE5+dYM+2PVSsWPF2Pz4RsRGb\n3hN36NAhwsPDCQ8PJyIigitXrgA54a5x48a5oa5du3a4ubn9ydaKn0KciBTU6dOnGTZ6GL/+8ivl\n65Xnyskr+FX04/PJn1O1alWGjhrKtt+2Ub5eeS6fuEyAfwAzJs+gZcuWN91mVFQUw0YPY8+ePfgG\n+ZJ4LJE6teowa9qsfIPf/+zfv5+nnn2KQ0cO4VPHh4SoBOrXq88Xn31BvXrWD1gUxNatW3n6+aeJ\nPROLdw1v4g/H07x5c7747ItCh0IRKRpF9mCDxWJh586duaFu8+bNpKamAjnvUE1PT7+9jouQQpyI\nFNbp06c5duwYFSpUoH79+nlqsbGxnDhxgooVKxIcHFzgbcbExBAbG4ufnx+BgYEFHhcdHc2ZM2eo\nWrUqtWvXLvC4Wzl8+DAXLlygRo0aBAQE2GSbImIbxfJ06p49e/jxxx+ZPHkyFy5cAHJCXmmjECci\nIiJlRZG8duv48eO5Z+DWr1/PxYsXAahRowbDhg3TJJEiIiIixaDAIW748OGEh4dz8uRJACpVqkRY\nWFjuvXA1a9YssiZFREREJK9CP53apUsXxo8fT6tWrYq0MVvT5VQREREpK2x6T1z79u3ZsmULmZmZ\nODo60rx5c8LCwggLC6N169Y4OjrapOmiohAnIiIiZYXNH2xISUlh06ZNhIeHs27dOnbv3o3FYsHV\n1ZW2bdvmXl5t1qzZHTdvawpxIiIiUlYU+dOpiYmJrF+/nnXr1rFs2TIuXLiAyWQiOzv7djdZZBTi\nRAovJiaGaZ9PY9OWTbi4uNCvVz8G9B+Au7t7SbdmE9u3b2fK51M4eOQgFcpXYHj/4fTs2RMHBwe2\nbt3KtJnTOHT0EBUrVGTEwBF0797d6v2mIiJFoUhD3P8C3M8//0x4eDjR0dG5NU0xIlL2/fe//6X/\nkP7UHlwbv25+ZF7N5MS8E2QeziRyXSR+fn4l3eIdmfDeBD6Y+gHBzwVTvlV5kk4mET0tmkCfQFq1\naMXncz8n6LkgyrcoT9KJJKKnRlO/Sn3+++1/cXJyKun2ReQvzqYh7sZLqeHh4ezevTt3456enrRr\n1y73HrmGDRveefc2phAnUnDx8fHUCqpF2OowKjbP+wqmXeN34farG+tXry+h7u7cxo0b6TWgF2Gr\nwkg8kJi7vErHKvwy7Bfifomj94HeuFb8/QXzlkwL63ut58kWTzL+7fEl0baI3EVsGuKcnZ3JzMwE\nwMXFhdatW9O5c2c6depEaGhoqb/EoBAnUnAT35/IooOLuHfuvVa17PRslgYsZcfmHdSpU6cEurtz\nvR7vxcW2FzE5mDgx8QRNmjUhMjySCm0qEPJhCN+3+p4BcQOwd8r7vZawP4GI+yOIOxVX6r/zRKRs\nK0husbtl9QZNmzblzTffJDw8nMTERMLDw3n99ddp2bKlvsxE/mJ27tuJb3vffGv2zvb4tfJj//79\nxdyV7ezdt5cq7auAAV3u78J/l/6XuXPmYm9vj3ddbxxcHUg9n2o1zqehD+mZ6Vy6dKkEuhYRyavA\nk/3++uuvRdmHiJQi5bzKceLciZvWk88m4+XlVWz92Jqnlycp51IAiDsbx8aNGzlw4AAAWSlZZFzN\nwNHDetqkzKRMMlIycHNzK9Z+RUTyU+AzcSJy9xjYbyAxX8SQnW79pPmFbRdIO5dG27ZtS6Az2xj8\n+GCiP4vGu743hy8fZsg/hzBnzRzKty3P0QVHMVcw4+ztbDXuyJwjhD0QphAnIqXCHU0xUpbonjiR\ngjMMg159e7E/eT/NpzbHs5YnhmFwdt1Zfhn8C1MnTuXJJ54s6TZvW1JSEs3bNMelowuN32qMi68L\n2RnZRH8Zza5XduHp4UmFPhVo/EZjnMs5k52eTdTCKPa+sZeN4Rtp1KhRSR+CiPzFFSS3FPhyqojc\nPUwmE0sXL+Wf4/7J5y0+x62yG+lX0/Hx9GHW5Fn06d2npFu8I+7u7kSui2TMS2P4ts63eFXz4tq5\nazRo2IDwVeEEBAQw5qUxLKu1DO8Ab66cucI9Te5h3Zp1CnAiUmroTJyI3FJqaipRUVG4uLgQGBiI\nyWQq6ZZsKjExkZMnT+Lr60u1atXy1BISEoiNjaV8+fJUrVq1hDoUkbtRkb+xoSxRiBMREZGywqZT\njIiIiIhI6aEQJyIiIlIGKcSJiIiIlEE3fTrVzs6u0DcwG4aByWQiO9t6bikRERERsZ2bhrh27drd\n1gb/ak+uiYiIiJRGejpVRIrVggULGD9xPHEX43BwcCCsdRjTpk7Dz8/vluNmzpzJhI8mEH8pHkdH\nRx5s/yDTpk6jfPnytxy3YcMGPpn+CQcPHaScTzmGPzmc/v374+Liclv9G4bBmjVrmDJzCtHR0VSq\nVImnBz1N3759cXBwYNWqVUydOZVjx49RpUoVRg4eyaOPPoqDg6blFJGCK/NTjAwdOpSVK1dSsWJF\n9u3bl+86zz33HOHh4Tg7O/PFF18QEhKS73oKcSIl7/EnH2f5j8tp8o8mVO1SlbT4NPZP3c+FTRfY\nFrmNhg0b5jvuoZ4PEb45nJA3Q/Dr4EfKuRT2fbyPxB2J7N22l9q1a+c77q3xbzF93nSCXw6mUptK\nJJ9KJmpqFN7XvIn4KQIPD49C9W8YBqOfH813P31H8MvBlA8tz9VjV4n6JIoarjWoUb0Ga35ZQ9DL\nQfiG+HI16ipHPz5KkE8QP3z3A05OToX+zETk7lTmQ9ymTZtwd3dn4MCB+Ya4b7/9loULF/L999+z\na9cuhgwZwu7du/PdlkKcSMlavXo1PR7tQZ89ffCs5ZmntuXVLVz89iJnj521Grd48WKGPjuUrCNE\nkwAAIABJREFUHpE9uLD1Alz/z7jqg1XZ9e4u0jemc+zAMatxGzdupPfA3nTb1g3XCq65yw3DYPPQ\nzbTzaMf0KdMLdQzLly9n9FujefCXB3Hy/D2QWbIt/NDqB7JSsui+tTuO7o6/17IsrO+xnqHthvLG\nP94o1P5E5O5VJCHu7NmzhIeHc/bsWdLT0/Nd5+233y7MJm/pxIkTdO/ePd8QN2zYMLp160afPjmv\nAGrYsCGrV6/Od2Z1hTiRkhXSMgSjg0HLiS2tahnXMlhUeRHbNm+jSZMmeWpBjYPwfMwT72BvDr58\nkI5hHdmxdQcJlgQe3Pggi6st5tjhY1SvXj3PuN79enPh3gs0GNPAan9Jp5P4b+P/Enc6DrPZXOBj\naHd/OxwHO1LniTpWteWtlnPPK/dQq08tq1r8znh+6fULZ0+c1X3DIlIgNn936ttvv817771HVlbW\nn65XHE6fPp3nNTlVq1bl9OnTej2OSCl0+vxpmrVtlm/NycMJr0AvIiMjrULc+Uvnqdu2LmkX02gS\n2oRFXyxi06ZNDHpjEC7lXXDzc2PLli1WIe7g4YM0eMU6wAG4V3XH2duZc+fO3fRSbH6OHj5Kpzad\n8q0lxSRR+d7K+dbKNy3PpfOXSE1NLVRoFBG5lQKHuMWLF/Puu+/StWtXRo0aRY8ePRg0aBC9evVi\n/fr1TJ8+nYcffpgxY8YUZb9W/phSb/Urd9y4cbl/7tChAx06dCiirkTkj9xc3UiKTcq3ZlgMUs6m\nWL27FMDF2YWk2CQcXB24cO4CP/zwAwcOHADAkmkh9WIqAQEBVuN8fXxJik2ifFPrBx+yUrNISUjB\n29u7UMfg7eNNUmwSHtWt76VzKudE0qkkzFWsQ1rK+RTsHexv+2EKEfnri4iIICIiolBjChzipk+f\nTs2aNfnPf/6T+5RVzZo16dGjBz169KB379506tSJfv36FaqBO1G1alVOnTpFy5Y5l2f+7CzcjSFO\nRIrXU/2fYtJHkwgeHoy9k32e2skVJzFZTHTv3t1q3JO9nmTe+/PouLgjsT6xvPz5ywBUebgK0V9H\nY3Y307p1a6txw/sP591p71K9R3VMdnl/3B2dd5TW97XG19e3UMcwtP9Q5kydQ+X7Klv9YPQI8GDf\nB/sI+ybMatyhaYfo268vdnaaX11E8vfHk0vjx4//0zEF/kbZt28f3bp1y/OY/I2T+rZt25bu3bsz\nefLkgm7yjnXr1o3FixcDsHPnTuzt7fH39y+2/YtIwb322mu4Zrmy+qHVXD5yGYDsjGyiFkWxfsB6\nJvxzQr4hZ8KECRAP29/cTtNPmtL+h/a0WdYGh/IORI6M5KN3P8p3f0888QQ+aT5EDorMPQOYlZLF\ngU8PsH/sfj76V/7jbmXU06MwHTGx5dktpJxLASDjagZ7J+0leU8yWbuz2Pr8VlLOX69dyWD3hN3E\nzoll/D///AtZRKQwCnwmLjU1FR8fn9x/d3V15cqVK3nWqV+/PlOmTLFZc/369WPDhg3Ex8dTrVo1\nxo8fT2ZmJgBPP/00ffr0Yf369TRo0ABnZ2fmzp1rs32LiG05ODgQvT+aBx9+kO+afoeD2YHM5Ew8\nynkwedJkRo0ale84FxcXovZH8cDDD7Cs0TIc3B3ITMrE29ebL6Z/wcCBA/Md5+zszPrV63n9rdeZ\nHzIfJw8nUhNTadOuDRvWbqBx48aFPgYPDw82r9/MK2+8wjf1v8HZy5nUxFTC7g9jQeQCypUrx8uv\nv8yyoGW4eLuQmphKlwe78NWmr6zu2RMRuVMFfjq1atWqPPLII0ybNg2A4OBg/Pz8WLduXe46Q4cO\n5euvvyYlJaVour0DejpVpPRISkpi9+7d+Pr6Uq9evQKPu3r1Krt376ZKlSoEBgYWeFxaWhrnzp3D\ny8srz4/RO5GSksL58+cpV66c1b11ycnJnD9/Hl9fX7y8vGyyPxG5u9h0ipHu3buTkJDA5s2bAXjm\nmWeYMWMGS5YsoWfPnqxfv55HHnmEkJAQIiMj77x7G1OIExERkbLCpiFu5syZvPjiixw5cgR/f39i\nY2Np2rQpCQkJuTv63ytnwsKsb+wtaQpxIiIiUlYU+Rsbjh8/zkcffcTRo0epUqUKo0ePzn1StLRR\niBMREZGyosy/dsuWFOJERESkrChIbinwFCPjx49n48aNt1xn06ZNvPPOOwXdpIiIiIjcpkKFuD+b\nSXjDhg0FmpxORERERO6MTacPt1gsermziIiISDGwaYjbs2cP5ctbv6dQRERERGzrlm9s6NixY54z\na/Pmzcv3kqphGJw5c4bo6OhifXeqiIiIyN3qlk+nFvRlzSaTCV9fXzp37szkyZOpUKGCzRq0FT2d\nKiIiImVFQXLLLc/EWSyW3D/b2dkxduxYxo4da5vuREREROS23TLE3WjOnDmEhIQUZS8iIiIiUkCa\n7FdERESklLHpZL8A2dnZTJkyhZYtW+Lp6Ym9vX1ube/evYwePZrDhw/fXrciIiIiUmAFvpyakZHB\ngw8+SEREBH5+fnh7e5OUlJRbr1OnDgsWLMDNzY3333+/SJoVERERkRwFPhP3/vvvExERwfvvv09s\nbCxDhw7NUzebzbRt25b169fbvEkRERERyavAIW7x4sV07NiRl1566aZTj9SrV4/o6GibNSciIiIi\n+StwiIuJiaF169a3XMfNzY3k5OQ7bkpEREREbq3AIc7Z2ZmrV6/ecp1z587h4+Nzx02JiIiIyK0V\nOMSFhISwatUqsrOz862npqaycuVKWrRoYbPmRERERCR/BQ5xI0aM4NixYwwePDjPU6kAiYmJPPnk\nk5w/f56RI0favEkRERERyatQk/0OHTqUefPm4ebmhoeHB3FxcTRt2pT9+/eTkZHB6NGjmTZtWlH2\ne9s02a+IiIiUFQXJLYV+Y8O8efOYPHkye/bsyV3WoEEDXnzxRYYMGXJ7nRYDhTgREREpK4okxP1P\nSkoKiYmJeHl54e7uflsNFieFOBERESkrijTElTUKcSIiIlJWFCS3FPi1W/9z7do1li9fzu7du7ly\n5QpeXl6EhITQq1evMnFGTkREROSvoFBn4r755htGjhzJ5cuXrWre3t7MmDGDRx991KYN2orOxImI\niEhZYdPLqT///DNdu3bF0dGRoUOH0r59e3x8fEhISCAiIoI5c+aQnZ3Njz/+SJcuXWxyALakECci\nIiJlhU1DXNu2bdmxYwebNm2iWbNmVvXt27fTtm1bQkND2bRp0+11XIQU4kRERKSsKEhuKfBkv7t2\n7aJv3775BjiA0NBQ+vbty65duwrXpYiIiIgUWoFDnJOTE35+frdcp0qVKjg5Od1xUyIiIiJyawUO\nce3atWPz5s23XOeXX36hXbt2d9yUiIiIiNxagUPce++9x969e3njjTfIysrKU8vMzOT1119n3759\nTJw40eZNioiIiEheBX6wYciQIcTExLBx40Z8fX1p1apV7tOpW7Zs4dKlS7Rr145atWpZjZ0zZ47N\nGy8sPdggIiIiZYVNn061syvwSTsrFovltsfaikKciIiIlBU2fWPD8ePH77ghEREREbENvTtVRERE\npJSx6TxxIiIiIlJ6KMSJiIiIlEEKcSIiIiJlkEKciIiISBmkECciIiJSBinEiYiIiJRBCnEiIiIi\nZZBCnIiIiEgZpBAnIiIiUgYpxImIiIiUQQpxIiIiImWQQpyIiIhIGaQQJyIiIlIGKcSJiIiIlEEK\ncSIiIiJlkEKciIiISBmkECelWmZmJsnJyRiGUdKtiIiIlCoKcVIq7dq1iz4PPoiH2Ux5b28a1qjB\nzBkzFOZERESuMxl3yf8rmkwmBYAyIjIykl4PPMDYlBQGAe7ABuAVs5lWTzzB1FmzSrhDERGRolWQ\n3KIQJ6WKYRg0qVOHsceP0/sPtStAI7OZ5Rs30qxZs5JoT0REpFgUJLfocqqUKrt37yb5/Hkeyafm\nBYxIS2P+zJnF3ZaIiEipoxAnpUpcXBx1HBxu+hcz0GIh7uTJYu1JRESkNFKIk1KlVq1a7MvMJPMm\n9R2OjtSqX79YexIRESmNFOKkVAkKCqJ2UBAzTSar2ilgroMDw0aNKv7GREREShmFOCl1Zn31Ff/y\n9ubvTk7sJSe8zQLuM5t58513CAwMLOEORURESp6eTpVS6ezZs0z54AOWffklKWlptAgN5bk33qBT\np04l3ZqIiEiR0xQjN1CIExERkbJCU4yIiIiI/EUpxImIiIiUQQpxIiIiImWQQpyIiIhIGaQQJyIi\nIlIGKcRJmZWYmMi5c+ewWCwl3YqIiEixK/UhbvXq1TRq1Ij69eszceJEq3pERAReXl6EhIQQEhLC\nu+++WwJdSnHasGEDHUNDCahUiXtq1aJ25cp8/MEHCnMiInJXcSjpBm4lPT2dUaNGERkZSaVKlWjd\nujX3338/ISEhedZr3749K1asKKEupTitWrWKwX368HFqKmsAp8xMtqel8fexYzm8bx8z5s8v6RZF\nRESKRak+E7d161YaNGiAv78/Dg4O9O3bl5UrV1qtp0l87w4Wi4UxQ4fyVWoqTwBO15eHAqtTUli1\nbBk7d+4swQ5FRESKT6kOcadPn6ZatWq5/161alVOnz6dZx2TycSvv/5Ko0aNCAsLY8+ePcXdphST\nX3/9FXNyMh3zqbkDw9PTWTh7dnG3JSIiUiJK9eVUk8n0p+s0a9aM06dP4+Liwk8//cQjjzxCTExM\nvuuOGzcu988dOnSgQ4cONupUisPFixepYTJxs78VNbKzOXr2bLH2JCIiYgsRERFEREQUakypDnFV\nq1bl1KlTuf9+6tSpPGfmANzd3XP/fP/99+Pk5ERcXByVK1e22t6NIU7KnqCgIHZkZZEJOOZT3+rs\nTNA99xR3WyIiInfsjyeXxo8f/6djSvXl1ObNm7N//37OnDlDZmYm33zzDV27ds2zTnx8fO6fd+zY\nQXJyMhUrVizuVqUY1KtXjzrBwUy3s/5rewT42s6OoSNGFH9jIiIiJaBUn4lzcXFh+vTpPPDAA1gs\nFgYMGEDTpk2ZMWMGAE8//TRfffUVM2fOBMDJyYkvv/wSu3z+T17+GuZ88w0dW7Vib1ISQ9LS8AJ+\ntLPjIxcXPpo2DX9//5JuUUREpFiYjLvk0U6TyaSnWP8iLl68yIzPPuO7hQtJTUuj1X33MebVV2na\ntGlJtyYiImITBcktCnEiIiIipUxBcouuO4qIiIiUQQpxIiIiImWQQpyIiIhIGaQQJyIiIlIGKcSJ\niIiIlEEKcWIzZ86c4dChQ6SkpBRq3IoVK5gxYwZxcXFWtdjYWA4fPkx6enqe5YZhcPLkyXxrt2IY\nBjExMRw5coTMzMxC9SkiIlKaKMTJHYuMjKRtkybcU6cOj7RsSbUKFXjp2WdJTU295bgRI0ZQzmSi\nf8+ejB85klpVqlCzUiUSEhJYs2YNzYODaR4cTI8WLahWvjxvvfYamZmZrFy5kmZ169KyXj26N29O\nQIUKjH/zTbKysm65v2+XLaNxrVq0adCAh0JDqV6xIu+9+y4Wi8WWH4eIiEix0Dxxckc2bNjAo926\nMSUlhT7kvNM0FnjVxYX4kBBWb9yIg4P1i0EGDBjAikWLmAv0BOyB48BoYIudHS5OTsxMS+Oh67Uo\n4O+urlwNDubY4cPMSk2lKzm/Qo4CY8xmfO+/n8XffYfJZLLa3/y5c3n72Wf5IiWFMMAEHABGmc3U\n+9vfmDF/fhF8OiIiIrdHk/3eQCGuaDQPDuYfR47Q5w/Ls4F73d15bf58evfunbeWnU05BweWAeEu\nLux0dgbAlJXFouRkWgLPAC//YZvpQCDwOnDI1ZVDTk4AOGdlMTc5mVZubixeu5ZWrVrlHZeeTkCF\nCvx87RqN/7DNJCDIbGbN1q00bNjwNj8FERER29Jkv1KkoqKiOHvqFI/kU7MHRiUl8eX199zeaNKk\nSXgAXYCVTk48OmkSry5dyhbDYB/wAjlnyf7IGRgD7Ab+Y2fHoGnTeHXpUlanphIDDE9N5cu5c63G\nrV27lmCTySrAAbgDg9LT+XLBggIetYiISOmgECe3LTExkSqOjtjfpF4VSLx0yWr5yZMn8SPnkibA\nvffeS5cuXWgeHAxANSDxJtu8sda2bVu6dOlC0zp1APC3WEi8cCHfPv1vcd+bf3Z2vuNERERKM+ub\nlUQKqE6dOhxLTycB8MmnvsnBgQbNmlkt79GjBwtnzCAJwGLhH889h7eHBweOHcMErAWCbrLP/9W2\nWiw8P3w47mYzx86cwQRscnGhQWio1ZgGDRrwT8MgG/INnJvMZu7Lp08REZHSTPfEyR0Z9OijeKxY\nwdSMDG58nCAGaOXqyrpt22jQoIHVuApOTgzJzKTn9XUhJ2AFA/cBw+zsmPKHs2f7gVZ2djwDdLVY\nOH19uQNQG3jA1ZVDMTFUqlTJan+tGzXiiYMHGfOHbf4KPGw2c/zsWby8vAp9/CIiIkVB98RJkftk\n5kx+rVmTbm5ufE9OKPqXvT33ms2Mf//9fAMcwLKff2Y68A7gBdQCDgHtgSYtWvCTvz99zGZWAr8A\nbzs40MnVlYmTJ/NtpUp8ZjbjA9QE9js48JDZzKwFC/INcACLvv+eD3x96e/qyk9AJPCqoyM9zGYW\nLVumACciImWOzsTJHUtNTeXLL7/k65kzuXrlCo1DQ3nm5Zdp0qTJLcfFxMTw6N/+xslduzAMA2cP\nD/4xYQJjxozh2rVrLJg/n2Vz55KakkLztm0Z/cIL1KtXj6tXrzJv7ly+mz+ftNRUWrZvz+gXXiAo\n6GYXYXMkJiYyZ/ZsVixeTEZGBm06d2b03/9OrVq1bPlxiIiI3DFNMXIDhTgREREpK3Q5VUREROQv\nSiFOREREpAxSiBMREREpgxTiRERERMoghTgRERGRMkhvbBCbsFgs/Pjjj1y4cIGOHTtSs2bN3Fp2\ndjaff/45586do2/fvjRq1Ci3ZhgGBw4cIDk5meDg4ALP12axWNi/fz9paWnUq1cPDw8Pmx+TiIhI\naaYpRuSOvfvuu3w8fjz2WVn4AieAOtWrsyoykpdffplVS5bgApQDTgLl3N3ZtHs3+/bu5fXnniM9\nMRFfBwei09N54okneH/qVMxm80339/VXX/HWSy/BtWt42tkRk5nJ4MGD+ffHH+Ps7FwsxywiIlKU\nNE/cDRTiisaECROY9M9/8hXQlZyX2scDLwPL7OxwsFhYAtx/vXYBeAH4L+Du4sLCtDQ6Xa/FAS+5\nuHA+JIQ1mzZhb2/9ptOF8+fz1ujRLExJ4b7r484AY1xdyW7Thu9/+gmTyWQ1TkREpCxRiLuBQpzt\nWSwWKjg7syAriwgXFzZcPwt2LSODtampNAaWAD+4uvKLkxMAKddrnYHHgX/+YZvZQHN3d95dsoRu\n3brlqWVmZlK9YkVWXr5MyB/GZQKN3NyYtWoVbdu2tfmxioiIFCdN9itFavXq1dhlZdEV2OTszNMf\nfsi0n34is3x5lgLuQBiw0cmJZ6dMYdpPP3HV05NdwIvAvny2aQ88lZTE1198YVWLjIykqsViFeAA\nHIFhKSl8PW+erQ5PRESkVFOIk9t28eJFfPj9L1GDBg1o0aIFDWvXJhWoSM7lToCGDRvSokULGlx/\nT2kl4NpNtlsJuJqYaLX86tWrVLrFpdKKhsHVhITbOhYREZGyRk+nym3r0KEDI8m5z80uO5uXR46k\nnKcn2/bu5VHgMJBwvfb8sGF4e3iwff9+7IAfgOCbbDfc2Zkm995rtbxx48ZsSU8nFXDNZ9w6V9d8\nx4mIiPwV6Z44uSP31K5No+PHeZWcJ08h5+xbFaAj0Af4OxB7vWZHzpm29kBvBwcWZGVx47m1XUBn\nV1f2HD1K1apVrfbXIyyMBps28a/MzDzjfgG6m80cjY3F19fXlocoIiJS7HRPnBS5NZs3s9bVlUHk\nnHVzAiLICWkP/e1vfGcyMQy4TM59az8DHYA2YWEcDgykk7s7i4HVwItOTtxvNjNr4cJ8AxzA7K++\nYmW1ajzo5sbXwCpgjLMzPd3cWPzttwpwIiJy19CZOLljKSkpvPXWW/xn/nwy09KoUrs2Ez76iLCw\nMK5cucLjjz/OzrVrMSwWzL6+/OuTT3jiiSfIyMhg2bJlLJ0zh+Rr12jWti1PP/ssNWrUuOX+0tLS\nWLJkCd/Nm0dqSgqtwsIYMXr0TYOfiIhIWaMpRm6gECciIiJlhS6nioiIiPxFKcSJiIiIlEEKcSIi\nIiJlkEKciIiISBmkECciIiJSBinE3YUMw2D79u389NNPnDx58s8HXJeVlcXcuXP597//zbZt2/LU\nkpKSGDRoEA888AALFizIU4uLi6NGjRr4+vry3HPPWdVatGhB3bp1+eCDD/LU4uPj6dy5M6Ghocyf\nPz9PLTMzk8jISH7++WcuXrxY4GNIT09n48aNrF27lgS9oktERMoy4y5xFx3qLa1evdoI8vc36rq7\nG529vIzyLi7GQ+3bG6dPn77luH+8+qrhaWdnVAejFRhuYNT09TX2799vNAsJMdzBqAlGSzDMYJQz\nmYyffvrJcHV0NNzAqHW95gqGFxiTJ082fD09DTcwaoPR4oba8uXLDb/y5Q0zGIF/qG3cuNGY8dln\nRhVvb6Opp6fR0cvL8HZxMYb162ckJSXdtH+LxWJ88sEHRkUPD6O5p6fR4fq40UOGGKmpqbb+mEVE\nRO5IQXLLXZNsFOIMY/369UZFV1djDRgWMAwwUsAY7+Bg1PHzMy5fvpzvuLFjxxreYETcMC4JjJfB\ncADDB4zI68sNMK6BMQYMRzDKg/HrDbUrYIwEwx2MCmD8dkPtMhjDrtcqg7HzhloCGAPA8ACjppOT\nseeG2iUwBri4GGGtWhnZ2dn5HsOkCROMhmazcfCGcRfA+JuLi9GzSxfDYrEU5UcvIiJSKAXJLZrs\n9y7StkkTxuzZw2P51Pq6utLq//6PF156Kc9yi8VCBWdnFmVlsdrVlTUODgCcT01lR1YWTYDlQNgf\ntpcJ+AI/AvNcXYm8Pi4xPZ2dGRn0AHoDR81mttrbA3A1PZ3tGRncDwwBZnh4EG+Xc8U/LT2dbWlp\n9AG8gGpmM/uvj0vPyGBrejqd3d35aPlyOnfunKeXpKQkAipWZGdqKjX+0GcGUM/NjS/Dw2nZsmWB\nPkcREZGipsl+Jdf58+fZf/gwvW5SH56ayrJ586yWr1+/HiMriweA3U5OvDFtGt//9hu1g4KYALgC\nnfLZ3neAJ9AG2OnkxIS5c/n+t9/w8fNjL/A8OS+73+HgwKRFi/j+t98wV6jAoeu1ncBFk4kvv/6a\nX7ZswcPTkw3AGCAa2GYy8eny5Xz/22+kmc2cAAYnJbFs0SKrXtauXUtzR0erAAc573odlJrK0i+/\nvOlnJyIiUhopxN0lUlJS8HRwwPEmdR8gJTnZanliYiKe/P4XpXr16gQHB1OralWukBPUTPlsLwHw\nvqFWs2ZNgoODqVGlyu/7u16rVasWwcHBVK9UyapWu3ZtgoODqVK5cm7tf73UqVOH4OBgqlWo8Pu4\nq1eteklOTqacxXKTIwcfi4WUa9duWhcRESmNHEq6ASkeVatWJcPBgUNAvXzqa+ztCb33XqvlHTp0\n4DxwErDPzua5oUPxdnfn4PHjvA2sBM4Cfn8Y1w14EbgA2GdlMfzxx/FwdWVvVBQvAN8CDYEz2dkM\n7tMHNxcX9kRFYQ98DzQC1mVn80jPnri4uHD4yBEcgP+Q85fW3mLhsQcfxMXJiUMnTmAPrDGbad2+\nvdUxhIaG8lJ2NhnknHn7o9Xu7vRp2/ZPP0MREZHSRPfE3UX+7+23ifzgA/6TmorLDcuPAu3MZtb8\n8gv33HOP1bh7mzSh3J49fAycu77MxO+XUjsDS8n7i2An0AF4EPg/IO76crvr/3S5Xvv3DTV7IBvo\nCvQEBgBR12uOQOD15Z3t7HjPYuF/E4s4AEnAAA8PjsbG4u3tbXUMXdu1I2TLFiZkZuY5c7gCGOnt\nTfSZM5jN5vw+NhERkWJXkNyiEHcXycrK4snevdm9bh0jUlIIMAw2Ozmx0M6ODz/9lMFDh+Y77urV\nqzSsUQOHxESeA/yBn4FFwOMDB/LtggVUAJ4DKgM/AV8C1QIDORcVRZXrtQrAKmAJgKsrDqmp+JNz\nn5sv8AM5Z+g8K1Ui5fx5AoBngXLknIFbDjQMDcUuNRW7kycZnJSEF/Cjqyur7e1ZtnIl7dq1y/cY\nzp8/zwP33YdnXBwDk5JwA/5jNhPh4MCKn3+mRYsWd/z5ioiI2IpC3A0U4nIYhsGmTZtYNGsWCefP\nExwSwvBRo6hRo8Ytx1ksFj788EPmT5tGelISAfXrM/HjjwkNDSUtLY2ePXuyLTwc++xsTJ6efDJ9\nOk/8f3v3HlVVnf9//LUPGIJcFFRUsMAaa0ApUCtTSyrvpZam4gVvNY5Wms5UUzOG5s8am8Zy1WSW\nmZp5txpNxwktupvmZRwbLM0biIGiaIDc9+8P43zFczAwYp8tz8daLj2fz+fs/f7spfha+/LZQ4cq\nJydHrVq1UtmpU/LSuTNmD06erNmzZ+vkyZOKjY3V6SNH5CXprLe3Zs2erYcfflinT59Wx44ddSw1\nVV6Sin199crrr2vYsGEqKSnR+++/r3feektn8/J08x13aNSYMQoJCbnoHIqLi/Xee+/pn0uXqqig\nQJ179lTiyJFuz9wBAGAlQtx5CHEAAMAuWGIEAADgMkWIAwAAsCFCHAAAgA0R4gAAAGyIEAcAAGBD\nhDhUUFxcrE2bNmnVqlX65ptvamSbBQUF2rhxo1avXq19+/ZV6Nu/f79uv/12tW/fXn//+99rZH8A\nANQFLDECp+XLlukPEyaoZVmZwkxTW0pK9JuoKC1cvfpn15GrzGtz52rq44/rWsNQY0mfFxerXfv2\nWrBypTrGxemHY8cUpXMLAX+uc29tWLJune66664amxcAAHbDOnHnIcRd3Np//lMTEhLFXxZYAAAY\n5ElEQVT03tmzav9TW7GkOQ6HXmnSRDu//VZBQUHV2ubCN97Q/5s4UWvz8xX1U1uhpBne3nqxrEzB\nZWVKlnTtT30Fkv4s6TVJ+44dU7OfXnoPAEBdQ4g7DyGucqZpKu43v9Gz33+vnm76E/z8dNOMGXpk\nypQqb7O0tFRXN2umVSdOqMMFfTk69+quLyRd+KZWU9KNkkpjY7Vjx45qzAIAgMsHi/2iSg4fPqwf\nMjLUvZL+kfn5enfx4mptc9euXfIrLHQJcNK5l963kGuAkyRD0gRJh3ftqtb+AACoawhxUGFhoRp4\neVX6lyHgpzHV3WaAw/0W8yT5X+S7AZIMzpoCAHBRhDgoMjJSeV5eSq2k//169dQxPr5a22zbtq32\nFRUpw03f/ZL2Ssqq5LurJXk3blyt/QEAUNcQ4qArrrhCD06apIf8/JR/Qd/XkubXq6cJkydXa5sB\nAQEaOXKkHvL1VdEFfack1ZM0TucenjhfsqS1kha+9Va19gcAQF3Dgw2QdO5BhPuHDdOH69ZpTGGh\nwkpL9amvr9ZJWrh8ufr27VvtbRYWFmpI377a8/nnGp2fryamqU1+fvrQ4dALc+fqwREjFKhz98A1\n1rnwtllSn4EDtWrVqhqdHwAAdsLTqechxFXN9u3btXThQp3KylJ0+/YaOXq0Gv+CS5umaerLL7/U\nirfeUu6pU4rt1EkjEhMVFBSkkpISJSQkaPPatXKUlsqveXOteecddejg7nEIAADqDkLceQhxAADA\nLlhiBAAA4DJFiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAG/LoELdx40a1bdtWUVFRmjVr\nltsxEydOVHR0tOLi4rRz585arhAAAMAaHhviCgsLNX78eG3cuFG7d+/W6tWrXULamjVrdOTIEX3z\nzTd64403NHr0aIuqBQAAqF0eG+K++uorRUdHKywsTN7e3ho8eLDWr19fYcyGDRs0YsQISVJsbKxK\nSkqUnp5uRbkAAAC1ymNDXHp6ulq2bOn8HB4e7hLQqjIGAADgcuRtdQGVMQyjSuMufCXFxb43bdo0\n55+7du2qrl27XkppAAAANSolJUUpKSnV+o7Hhrjw8HClpaU5P6elpVU463b+mJtuuknSuTNz4eHh\nlW7z/BAHAADgKS48uTR9+vSf/Y7HXk7t0KGD9uzZo6NHj6q4uFgrV65Ur169Kozp3bu33n77bUnS\njh075OXlpbCwMCvKBQAAqFUeeyaufv36mjt3rnr06KGysjKNGDFCcXFxmjdvniRp3LhxGjBggD76\n6CNFR0fLx8dHb775psVVAwAA1A7DvPCmssuUYRgu988BAAB4oqrkFo+9nAoAAIDKEeIAAABsiBAH\nAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQAAADZEiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4\nAAAAGyLEAQAA2BAhDgAAwIYIcQAAADZEiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLE\nAQAA2BAhDgAAwIYIcQAAADZEiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAh\nDgAAwIYIcQAAADZEiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYI\ncQAAADZEiAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQAAADZE\niAMAALAhQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQAAADZEiAMAALAh\nQhwAAIANEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQAAADZEiAMAALAhQhwAAIAN\nEeIAAABsiBAHAABgQ4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQAAADbksSHu5MmT6tatm2JiYtSjRw/l\n5OS4HRcREaGYmBjFxsbqxhtvrOUq7S0lJcXqEjwSx8U9jot7HBdXHBP3OC7ucVwunceGuKSkJPXp\n00e7d+9Wr169lJSU5HacYRhKSUnRzp07tXXr1lqu0t74h+Mex8U9jot7HBdXHBP3OC7ucVwunceG\nuA0bNmjEiBGSpOHDh2v9+vWVjjVNs7bKAgAA8AgeG+KOHz+ukJAQSVLjxo2VlZXldpxhGM7Lri+/\n/HJtlggAAGAZw7TwNFa3bt30ww8/uLTPnDlTw4cP15kzZ5xtgYGBFT6Xy8rKUtOmTXX8+HH17NlT\ns2bN0p133ukyzjCMmi0eAADgV/RzEc27lupwKzk5udK+Jk2a6MSJE2rcuLGOHz+upk2buh1X3t6k\nSRMNHDhQ27ZtcxviuOQKAAAuJx57ObV3795asmSJJGnJkiXq3bu3y5j8/Hzl5+dLkvLy8rRx40ZF\nR0fXap0AAABWsPRy6sWcPHlSgwcPVmZmppo1a6aVK1eqYcOGysjI0AMPPKD169frwIEDuueee2QY\nhvLz8zVkyBA9/fTTVpcOAADwq/PYEFdTNm7cqEcffVSlpaUaOXKkHn/8catLstyYMWO0fv16NW3a\nVP/973+tLscjpKWladiwYTp16pSKioo0duxYPfbYY1aXZbmCggJ16dJFJSUlysvLU58+ffTCCy9Y\nXZZHKC0tVfv27RUeHq5169ZZXY5HiIiIUGBgoLy8vFSvXj2WffpJTk6OHnjgAX333XcqKirSggUL\n1LFjR6vLstS3336rIUOGOD8fOHBAM2bM0MSJEy2syjMkJSVp2bJlcjgcatOmjRYvXiw/Pz+3Yy/r\nEFdYWKjrrrtOn332mUJDQ9WxY0e99tprio2Ntbo0S3366afy9/dXYmIiIe4nmZmZOn78uNq0aaPc\n3FzFxcVp1apVuv76660uzXJnz56Vr6+vSkpK1LlzZz377LOKj4+3uizLzZ49W9u3b9ePP/6otWvX\nWl2OR4iMjNT27dsVHBxsdSke5b777tO9996rhIQElZWVKTc3V4GBgVaX5THKysoUFhamrVu3qmXL\nllaXY6n9+/ere/fu2rt3r6644goNHjxY3bt319ixY92O99h74mrCV199pejoaIWFhcnb21uDBw++\n6HpzdUWXLl3UqFEjq8vwKKGhoWrTpo0kyd/fXzExMcrIyLC4Ks/g6+srSSoqKlJpaalCQ0Mtrsh6\n6enp2rBhg+6//34emroAx6Oi7Oxs7dq1SwkJCZIkh8NBgLvApk2bdPXVV9f5ACdJwcHBqlevnvLy\n8lRSUqL8/HxdddVVlY6/rENcenp6hb8U4eHhSk9Pt7Ai2MGhQ4e0bds2de7c2epSPEJZWZluuOEG\nhYaGKj4+XlFRUVaXZLnJkyfrb3/7mxyOy/pHaLWxbqerffv2qUmTJho0aJDatGmjxMRE5ebmWl2W\nR1m+fLmGDh1qdRkeITg4WH/4wx905ZVXqkWLFmrYsKHbFTfKXdY/gVgbDtWVm5ur++67T3PmzFFA\nQIDV5XgEh8OhXbt2KT09XZ988kmdf0XO+++/r6ZNmyo2NpazThfYsmWLduzYoc2bN+vNN9/Upk2b\nrC7JcmVlZdq2bZseffRR7dmzR8HBwZoxY4bVZXmMoqIirVu3Tvfdd5/VpXiE77//Xi+++KIOHTqk\njIwM5ebm6u233650/GUd4sLDw5WWlub8nJaWxulaVKq4uFgDBgzQ0KFD1b9/f6vL8ThBQUHq06eP\ntmzZYnUplvriiy+0du1aRUZGKiEhQR9++KESExOtLssjuFu3s65r2bKlwsLC1KFDB0nSwIEDtWvX\nLour8hz/+te/1K5dOzVp0sTqUjzC1q1bdcsttygkJETe3t6699579dlnn1U6/rIOcR06dNCePXt0\n9OhRFRcXa+XKlerVq5fVZcEDmaapsWPHKioqSpMnT7a6HI+RnZ2tH3/8UdK5BxySk5PVtm1bi6uy\n1jPPPKO0tDQdPHhQy5cv1+23367FixdbXZblWLfTvZYtW6px48b67rvvJJ27/+u3v/2txVV5jmXL\nljnvF4R0zTXXaMuWLTp79qxM09SmTZt0zTXXVDre0jc2/Nrq16+vuXPnqkePHiorK9OIESMUFxdn\ndVmWS0hI0Mcff6zs7Gy1bNlSTz/9tEaPHm11WZb6/PPPtWTJEsXExDifXn722WfVs2dPiyuzVkZG\nhhITE2WapgoKCjR06FD16dPH6rI8CrdtnJOZman+/ftXWLezb9++VpflEd544w0NGzbMeZP6xS6P\n1SV5eXnatGmTXn/9datL8RgdOnTQwIEDFRMTI4fDodjYWD344IOVjr+slxgBAAC4XF3Wl1MBAAAu\nV4Q4AAAAGyLEAQAA2BAhDgAAwIYIcQA8WteuXav1ZoSIiAhFRkb+ihXVnlGjRsnhcOjIkSM1ts0T\nJ04oODhYkyZNqrFt/hIZGRny8/PTn//8Z6tLAWyHEAegRjkcDsXHx9foNqu7jIddlv2YNm2aHA6H\nPvnkk0rH1PRckpKSVFBQ4DGhqUWLFpowYYJmz57NaxGBaiLEAahxdglRdlCTq0AdPXpU8+fP19Ch\nQ51vV/AEkyZNUnFxsf76179aXQpgK4Q4ALBYbS3X+eqrr6q4uFhjx46tlf1VVcuWLdWtWzctWrTI\n+YYQAD+PEAfUEYcOHZLD4dDo0aO1d+9e9e/fX8HBwfL391eXLl2UnJxc6XeXLVum+Ph4NWzYUL6+\nvoqKitLMmTNVVFTkHLNw4ULnvWspKSlyOBzOX9OnT3eOe+2113T33XcrPDxcV1xxhYKCgtS5c+da\nWcW+KvMoV35ZODs7W7/73e/UvHlz1a9fX23atNHChQvdbr+wsFDTpk1Tq1atVL9+fbVq1UpPPvmk\nCgoKXC4zR0RE6Omnn5YkxcfHVzheFzJNU/PmzVPbtm3l6+urZs2aady4cTpz5ky15r9kyRI1a9ZM\nHTt2dNufn5+vWbNmqX379goICJCPj49at26tcePGKTMz0zmu/F69Q4cO6cUXX1R0dLR8fX0VFham\npKQklZWVOfd3ww03yMfHR6GhoXr44YdVUFDgdt/33nuv8vLy9M4771RrTkBddlm/dguAq4MHD+qW\nW25RTEyMxo8fr4yMDK1YsUK9evXS0qVLNWjQoArjx4wZo4ULF+rqq69WYmKiAgMD9eWXX2rq1Kna\nvHmzkpOT5eXlpdjYWCUlJWn69OmKiIjQqFGjnNvo2rWr889TpkzR9ddfr/79+yskJEQnT57Uhg0b\nNGLECH377bfOYFPTqjqP8+Xk5KhTp04KCAjQyJEjlZ+fr+XLl2vMmDFyOBwVXnxvmqYGDBigDRs2\nqHXr1nr44YdVVFSkt956S7t375ZU8TLz5MmT9d577+njjz/WqFGjFBERUWntjz32mD788EMNGDBA\n/fr10+bNm/X6669r//792rx5c5Xm/8033+jw4cMaMmSI2/5Tp04pPj5eu3fv1nXXXaf7779f/v7+\n2rdvn9asWaNhw4YpNDS0wnceeeQRbdmyRQMHDlTfvn317rvvasaMGSosLFSjRo30zDPPaNCgQbrr\nrrv073//W//4xz905swZLVq0yGX/5QF3/fr1GjlyZJXmBNR5JoA64eDBg6ZhGKZhGOYTTzxRoe/r\nr78269evbzZq1Mg8c+aMs/3NN980DcMwhw8fbpaUlFT4zvPPP28ahmHOmTOnQrthGGZ8fHyldaSn\np7u0FRcXm7179zbr1atnHj16tELfbbfdZjocjirP86qrrjIjIyMrtF3qPAzDMB955JEK7fv37zd9\nfHzMqKioCu2LFy82DcMw77jjDrO4uNjZnpOTY0ZHR7s9LklJSaZhGObHH3/sdi4jR440DcMwW7du\nbWZlZTnby8rKzG7dupmGYZhbt279mSNyzvz5803DMMznnnvObX9CQoJpGIY5ceJEl76CggLz9OnT\nLnVde+21ZnZ2trP9zJkzZosWLUxfX1+zRYsW5oEDB5x9xcXFZmxsrOnl5WUeO3bMZR9lZWWmv7+/\nGR4eXqX5ADBNLqcCdUxISIjL2a527dppzJgxysnJ0bvvvutsnzNnjho0aKC5c+e6nKWaPHmyWrRo\nUe3LoGFhYS5t3t7eGj9+vEpKSqp8Zqk6LnUegYGBLjfbX3311erSpYtSU1OVn5/vbC8/u/Tcc8/J\n2/v/LnIEBQVpxowZv6j+pKQkNWnSxPnZMAznmc5t27ZVaRv79u2TJLdn/LKysrRixQpdeeWVeuGF\nF1z6fXx8FBgY6NL+1FNPKTg42Pk5ICBAd999twoKCvTQQw9VWOrF29tbgwYNUllZmXbs2OGyLcMw\ndNVVVykjI0Nnz56t0pyAuo7LqUAdc/PNN1cIGeVuu+02zZ07V7t27VJiYqLy8/P1n//8R82aNdPz\nzz/vdlsOh0OpqanV2v+RI0c0a9Ysbd68WWlpaS7/YWdkZFRrez/nl8wjOjpaPj4+Lu3NmzeXdO4S\npJ+fnyRp586datCggeLi4lzGd+7c+ZdMQR06dHBpa9asmbOGqsjOzpYkNWzY0KVv27ZtMk1T3bt3\nr9aafO3bt3dpK3/q9WJ9ldVcXlt2drbCw8OrXAdQVxHigDrm/DMn7tpPnz4t6f/+o/3hhx8uep9a\ndZYTOXDggG688Ubl5OTo1ltvVc+ePRUUFCQvLy8dPHhQixYtUmFhYZW3VxW/ZB7uApwkZ9ApLS11\ntp0+fdrlnrFyjRo1qnK97rirw10NVWG6eRI2JydHktS4ceNqbat+/fqV1nUpNZumWWtP6gKXA0Ic\nUMecPHnyou1BQUEVfo+Li9PXX39dI/uePXu2Tp48qVWrVmnAgAEV+tauXev2hvdf6teYhzuBgYGV\nPi1aHpKsFBISIsl9LeVnwE6cOFGrNV0oJydHhmE4awVwcdwTB9QxW7ZsUXFxsUt7SkqKJCk2NlaS\n5O/vr+joaO3Zs6fKl+ykc2e0Kjub8t1338kwDPXr18+l76OPPqryPqrjUudRXXFxccrLy9P27dtd\n+ip7I0P5/Xm1cfapdevWks4tNXOhm266SQ6HQx988EG1z+zVFNM0deTIEYWFhcnX19eSGgC7IcQB\ndUx2draeeuqpCm1ff/21FixYoIYNG+qee+5xtk+ZMkVFRUUaO3as25vN8/PznctnlAsJCdHRo0fd\n7rt58+YyTdMlsH366aeaO3fupU7pZ13KPKqrfLmRxx57rEJIPn36tKZOner2O+VnnGrjdVM333yz\npHP37l2ocePGGjJkiI4cOaIpU6a4hMqCgoJqr0lXXfv27VNeXl6la9gBcMXlVKCOufXWWzVv3jx9\n8cUXuuWWW3Ts2DGtWLFCpaWlmjdvnvz9/Z1jR48ere3bt+uVV15Rq1at1KdPHzVv3lx5eXlKTU3V\np59+qsTERL3yyivO79x5551avny5BgwYoOuvv14Oh0O33XabunTpogkTJmjZsmXq37+/Bg8erBYt\nWuh///uf1q1bp379+lW60OsvPVN1KfOorsTERC1fvlwbN25UmzZtdPfdd6u4uFjvvPOOYmNjlZqa\n6vLQwO233y6Hw6HHH39cu3fvVkBAgCTpL3/5yy+arztRUVGKiIhwnnG90Msvv6w9e/bopZdeUnJy\nsrp3764GDRro4MGDSk5O1po1a3TrrbfWeF3lyuvq06fPr7YP4LJj1domAGpX+Tpxo0ePNvfu3Wv2\n69fPbNSokdmgQQOzc+fO5gcffFDpd99//33zrrvuMps2bWp6e3ubQUFBZrt27cw//vGPZmpqaoWx\nWVlZ5tChQ83Q0FDTy8vLdDgc5vTp0539mzZtMjt16mT6+vqaAQEBZpcuXczVq1ebKSkppmEYFcaa\npml27dq1WuvERUREuKwTdynzuNh6d6NGjTIdDod5+PDhCu0FBQXmU089ZUZGRpo+Pj5mZGSk+eST\nT5rZ2dmmYRjmPffc47KtJUuWmDfccIPp6+trGoZRYa6V7cc0TfOjjz5ye7wuZurUqaZhGObnn3/u\ntj8vL8+cOXOmGRMTY/r5+Zk+Pj7mtddea44fP97MzMysUl3Tpk0zHQ6H27XvFi5caDocDnPRokUu\nfT169DD9/f3NH3/8scrzAeo6wzR5FAioCw4dOqRWrVpp1KhRWrBggdXl1CmffPKJunbtqieeeEIz\nZ860rI5jx44pMjJSw4cP1/z58y2r40JpaWmKiIjQhAkT9NJLL1ldDmAb3BMHADUkKyvLpS03N1dP\nPvmkDMOocL+hFZo3b64HHnhAS5cudVurVebMmSMfHx/96U9/sroUwFa4Jw4AasikSZOUmpqqTp06\nKTg4WJmZmVq3bp0yMzP1+9//3u0CuLUtKSlJS5cu1TPPPKMXX3zR6nJ07Ngxvfrqq5o8ebLbt3kA\nqBwhDgBqSL9+/ZSWlqZly5bpzJkzzuVNZs6cqTFjxlhdnqRzT6KWv73BEzRv3ly5ublWlwHYEvfE\nAQAA2BD3xAEAANgQIQ4AAMCGCHEAAAA2RIgDAACwIUIcAACADRHiAAAAbOj/A3bD40g2p6ufAAAA\nAElFTkSuQmCC\n"
}
],
"prompt_number": 183
},
{
"cell_type": "markdown",
"source": [
"## Cross Validation"
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from sklearn import cross_validation"
],
"language": "python",
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"cross_val = cross_validation.KFold(n = len(X), k=10, shuffle=True)"
],
"language": "python",
"outputs": [],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"def avg_miss(Y_true, Y_pred):",
" return (Y_true != Y_pred).sum() / float(len(Y_true))"
],
"language": "python",
"outputs": [],
"prompt_number": 184
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cross_validation.cross_val_score(knc, X, Y,",
" cv=cross_val, score_func=avg_miss)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 185,
"text": [
"array([ 0.06666667, 0.06666667, 0. , 0.06666667, 0.06666667,",
" 0. , 0. , 0.06666667, 0. , 0. ])"
]
}
],
"prompt_number": 185
},
{
"cell_type": "markdown",
"source": [
"## Any questions?",
"",
"Or:",
"",
"* Problems with installing it on Mac? [https://gist.github.com/stared/4730202](https://gist.github.com/stared/4730202)"
]
},
{
"cell_type": "markdown",
"source": [
"### by Piotr Migda\u0142",
"",
"* PhD student in theoretical quantum optics (ICFO, Castelldefels (Barcelona))",
"* pmigdal@gmail.com, [http://migdal.wikidot.com/en](http://migdal.wikidot.com/en)",
"* add me on [G+](https://plus.google.com/106995958967645931823/posts) or Twitter ([@pmigdal](https://twitter.com/pmigdal)) or GitHub ([stared](https://github.com/stared)) :)",
"",
"#### Shameless self-advertisement",
"",
"* **[Open Science and Science 2.0](http://offtopicarium.wikidot.com/v1:open-science-2-0)**;",
"also, gathering programmers wanting to upgrade academia/science",
"* **[An independent camp for high school geeks](http://warsztatywww.wikidot.com/en:indie-camp-for-hs-geeks)**",
"and gifted education",
"* **[Offtopicarium](http://offtopicarium.wikidot.com/)**, an unconference series I'm organizing",
"* Also, I'm am looking for an internship in data science / software engineering!"
]
}
]
}
]
}
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