643 lines
450 KiB
Plaintext
643 lines
450 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Probabilistic Weighted FTS\n",
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"\n",
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"Silva, P. C. L; Guimarães, F. G.; Sadaei, H. J. Probabilistic Forecasting With Fuzzy Time Series. Under publishing.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib as plt\n",
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"import matplotlib.pyplot as plt\n",
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"#from mpl_toolkits.mplot3d import Axes3D\n",
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"import importlib\n",
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"from statsmodels.tsa.stattools import adfuller\n",
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"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
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"\n",
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"from pyFTS.common import Util\n",
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"\n",
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"#from sklearn.cross_validation import KFold\n",
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"%pylab inline\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"from pyFTS.data import TAIEX\n",
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"\n",
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"taiex = TAIEX.get_data()\n",
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"\n",
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"train = taiex[:3000]\n",
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"test = taiex[3000:3200]\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"from pyFTS.common import Transformations\n",
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"tdiff = Transformations.Differential(1)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"data": {
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"image/png": 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XQ693gULhFwGY3Sh8NpfCj87PGWtg0PWRX/yxxwAM3uusfAWs/wQw/8hYY5WaqT/7/Gdx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V1qXL\nlxHy2iOmLxfqnmnUpUHMj+9Ddd+lDyaJZJeDsU67AQajrqpqCSQAgJqYTF7qx+ZBRYUq7QoKwT3z\n+So0LIutvCayAAAgAElEQVSXq7ushnJbTXMcj6Z4bg2RDPaVHhSa97cIxfYx7Pnx0lXj6o6rAmmn\nuiHX63Wkowfm81WIBggqG/J4pqPSH+FDsKd0gHFZ7SIc8qMX0NQ15GYZmj5FBYoHq+0KzoJ70Opf\nAEXDGqoLd1l1BwVd19H6rYe98BCjsrrDSfP+Fj5/ALq+j6eamusc08cBMNHR05/Q/K72oJCKHmDS\nGECfqfkudXtiA6LfU3tQuOgN8DHYQ1dpXRKGjx4Potwfqnlorw7f4BE/gu+VJv5X2hWcBvYQfLwB\nxmo2a4ZGXbjPQNn7EgC0HnrYCw0x/AkDDM2XRutBzX/X2WCC2fMIw+AAze93Sp4JiPelZDgOf2eG\n2Ysa08d8X+qpHaxe9gb4EOyrNXwMw2WWCOKyp24LjkgkO5Tqeu0GGIy6qnXUXh8BgLqYTDYiH5U1\n5NF0hNvOLQqJY+Dxq7KGPKpUoB3soxNTd1Bo/9YHdOAwHVTekA/y7wAAjw9qVl0nNTFAmCWgrCHP\nZjM0Gg1kDtOYPY8UNuQyfL4ohsO4soZ88zLEWNdRjGjo9VReIengNBsHNE1dQ65/AQC87JeU1SVd\n11FpV1BMHAODJ6BbVfLcYbkCBAKopXzK6lL3cYjxYIrDdED5YHU/9xaa5lNWl8ZGXdIOA8oHq5nD\nNDCZYdpS83NDdWE0SiurS83RBI3xBMWIhn6/oiz/qFzr4ugwCvg1XKiqS4bhMjgsKd0Mu366RjHx\nDtBnQFPNYYwMn8e3SVy31Wx+jIdTPDcHOEwHMLr5Bl1R5kfz/hax/UNovghaD2qMELMupYJo3qnd\nWM0cphc+A7dogKBp78wNEG4Jw2eIUgQYDL5jMlHTb66qXSQiASDsU1eXDJXyCZR3JJK12g0wmEQE\nEtUBnqj/CkT2cZg/waWiL/7Xp6+Y6TMU0p/VNuSrMiKlc+yF9pQdFFo/xOErfXKgrCHrsxma93fI\nffhgfAZFB4VqHwj4EH17oKwhPz4+YjKZIHck0sNVNuR4vIhkck9ZQ6Zm+Esyqbwh/+2b5MJnYFft\nC6D5EHnzWdlBofHSwPPoGWcpgy6gaDtsWC4j9OE93h28V1eXjOFB6vQA08dHTFpq7tY372+R/fAB\n0OafgVu0mRV+t69ssPry8oJOp4PcUW7hM3Cr17tCJPIOqdSRsgHGZX9el6bTPgaDH2qeW+3gl3wS\nQaWDVWH4hI7+BldVNVlaw+kQt51bnKV/WfgM3BpVKvAfHuLNu3NlGxiPv4lck/TpATCZYHSrZuDY\nvL9F5uQUwbBf2fvShOrS2320Hr5jpuAaFBk+uTf5hc/ArW7vCn5/DAcHH5UbPp+SggLV76vprZfV\nDs5zCWRCQbM2qlIpl8S3HYlkrXYDDCZ9a/YwnurKEaqoXwDZzyjl91BW1JCvn8Q0v/D2f5l/Bmbp\nuo5hpYJwsYDCQUHhQaEPn19D+m9OlDXkTrOB8XCAN4UPCEb8yhyFSa2PYDaK9MmpsoZMzTD/4Uh8\nBmUHhTIS8RJyuZz6g8KB+GdV0ZCb3SGavRH+3Zs9ZEMBdQ25/gU4/IgPb1LK0GCVJ/Hvs/hOXV0C\ngGGljHChiLP9M/MzcIu2H7J/K+gRKvJ5RoMXPNdryJ6cYi8dUTbAmNT68O+FcHj6Dr3HFgZd/o2e\nRkOEU+ffC2SgusFqGfF4CdlsVtlglYYHf3vw1vgM/IYEGT6f8kkUYmF1g1XD8Hnz7gM6wwmqz/xX\nV26ebjDTZyi++XtA86sbrF6VES7O65KKd8NXdUnBdhgZPumTUxwexdUNVmvC8Nk/O8J0PFYSfE6G\nT/7kCFrQp6wu9XtlxGNF5HJ5NBoNJcHnVBP+ncK6BIjNsPN8Ep/ikZ+ygaHrUBp8/nvSboDBJLq3\npJpAgtqvQPYzzvMJdIYTJSSScrsMv+bHh5P/qKwhT2o1zDodhItFMcBQ1JBbDz0c5GOIlgoA1DTk\nhhGgmT55j9RRXNmdznG1j0A+hvTxqbKGTMODN2fHoiFX+V8+xuNnDEdVxONFZLNZpQ35NBJCLnkO\nYH7fnVMmGSmfxHlMYUOufwFyvyhFg9FQs/DmD0D0UBxWmDUbDDC+vTPr0u3zrRISSetHD9FkEPt/\nWwQwXxdnfaZBIEmfnIq6pHAzjOoSMK+PnKLhQf7dG/j3w5goqEu6PkW/XzHr0vPzsxISyUVvgITf\nh+KB+C6pOChYkfPnKg8KtS+m4QNASWAe1aWz9CcgdWZer+OUrutiM6xYQPGgiKfhk5Lg89ZDTxg+\nf1cANE3JYPW5Ucd4OED63SlSbxUOMKpk+IhhjYrgc3pfyuayCORiSt6XALGBQXVpPB4rCT43BxiH\n76FpISX5PGT4FHOiLl32BkpJJOd5cX5Umc/ze9JugMEkCqQqZNUSSPDSAnK/oGR88VUEwFTaFZwk\nTxAKJ4F0QUlDpkYYLpbUNuQfXaSO4gidnQE+n5KGTPe808fqDgqz4QTT9hDBfAwZ46CgoiHXajXs\n7e0hEo2IhqzAUegZg4N4/Fx5Q/4UjyASOYHPF1JyUKBg3/N8Ap9UNeTJEGhWzMEqACXXSMrtMvbD\n+0hHM0D2F3FYYdbo+hrQdYRLRRQPipjqUyUkktZDD6m3cQTyefgSCYwq/JsfRCBJH79H6m0c7Wqf\nnUSiz3SxGZabDzBokMKper2OQCCAg4MDBPIxJVdIXl5uMZuNEDc2w4D5JginLnoDnMcjCIUOEArl\nlNQlq+HzKRbB3WDETyLRdTHUtNQlFQMM0/DZ+wDkPit5X5rUaph1u+ZgFYCSrdXWD2H4BBNxBE9O\nMFRQlyjYlwarL88jJSSSSbWPoGWw2lRUlwAgm80imIsp2Vgdj58wGtXMzTDr5+DUZV8YPolgCPH4\nmdK6RBsY3ekMP3Ykkn8z2g0wmHRVEwSSaEghgYQaYfYTSga6VQWJpNKumG4Nsmoa8qhCA4wCzvbP\nzM/BqfFIBFKl3sbhi0QQPDlW05Dv7xA/OEQ0kcThURwvnTE7iWRiEAWCuThSx+QoqGnI1BRVNWQK\nyrMeFLgb8sQIpDqPR+DzBRCLnSkJ8ryqdZEMB/BmL6KuITcrgD4Fsp/x3mjIKhyF6/Y1CvsFaJo2\nPygwD2uoHoQLBfOgwB2Yp+u6GGAcJaBpGsLFoprB6v0t/IEADvJvcHgUx2yq47nOSyKZtofQxzME\n83HsZbIIhiNKNjCoLvl8PgRzMYzrL+wkEnpBTxiDVQBKrpFc9gc4j0UAAPF4UVFdmiPnP8Uj0AF+\nEkmvDrw8ArlfkE6EkYqHlGyGXT9d43TvFCF/SAxWW9fswedWw0fpAMMYrIpnF5Vshi0bPvQ5ODUb\nTDB9GiKQjyMUiWIvmzNJKJwyDZ9IBIF8DNPnEWYD3uBzqkuqBxhk+ABAPKamLlGAJg0w6HOoUijg\nw4dM3Nyc3WlRuwEGk66qHXOIoEzkMGZFQ07HQ+wHhdF0hLvOHc4Ozoxnf1bTkMtl+A8PEUinzeEJ\ndzCVSSB5YzTkgqKGfP/NnOrTywB34j+tIgbyMWUN2QykMoYIZkNmJpH0elfw+aKIRN4ik8kA4G/I\nXymQihpyvKTIUeigmBcH3XNVDZmubuQ+K0OD6bqOcrtsvqwj+xkYtNlJJMOrMhAIIPT+PT7sf4BP\n87HXJSKQpI5iAIBQsaBosHqL1Ntj+Pz++UGBeTvMWpc0nw+pdydKBqu1Wm0+WM3HlJBIaEU6Fivg\n8PAQgUCAvS61xhPUR5PFutQvs5NIrMh5qkvsQZ4WwwcASrmEsiskhX2qS5+M4HPeGmE1fLLRLJKh\npDrD54jelwoi+HzMOzC3Gj70vsQ9wKBN0WBO1OD0uxMlA4xlwwfgDxi2DjCi0SiSyaRSw4eePRjc\nswefX1aF4ZPfC5tDXZUoVUBsy6owon+P2g0wGDQnkKhGqH4BwvtA8g0A4WZwr2rfPN9gqk/nGxi5\nz0oa8rBcQbggXgIy0QySIX40mJn0b3EUuBuyrusikIoGGKajwNukRCCVhkBKFO308Sl7Q26325hM\nJq8bMvM1EhGUV4Sm+ZQ1ZArPNJ3OWFEJiaRc6+LcyOX5pOygcAFoPiBdAqAGDdYcNPE8el4cYADs\n22HDSgWh9++hhUII+8M4SZ6YIcdcelxRl6atFjuJpHl/h5RRl2ioy31QmCwdFDIn/HVpMBig0+mY\ndSmQV1eXIpF3CATi8Pl8yGQy/HXJqAXzg0LRIJE8sD7Xipz/GA0jqClAqVoMH0DUpasab/C5iZyn\nupQjEglzXbIYPpqmobBfYA8YJsPHHGCUiiL4/BvvxpTV8EkchgWJRFVdMmpD+uQ9Wj/uMZvxXYNa\nNnzo2RMFdcnvjyESEWGaKgKGVxk+AH/w+VWtg5Jh+KRDAWSCAVwoJpEUc0llwee/N+0GGAwiAony\nDYz6FzFA0DQAYu2JGw1mBlLtWzYw6LMwyQykKomhiaZpKB4U2Z3O1g8RSLWfiwIQbgZ3Q+5QIJW1\nIUf40WCTah/BbAyaT3yX0sen7A2ZmuCC0wl+EgkhVEkqGjK9nJfiYQBAPMHfkFu9ERrdkYl2TgUV\nNeTar8DhRyAoXj5UoMGoFrwaYDDnYAzLVwgX59+lwn6Bvy4ZL+eHR/PNMICXRCIIJFUzHycY9mMv\nw08iGVf78O2F4IsGAACpdyfsJBIaGpgHBYVO58+qS3RQSMTPjc/CFzC8jJwP+jScqSCR1H9dMHzO\n80l0BrwkEhM5T3UpXVQSfD68KpuGDwCT3Mb5bkjIeapLoQJ/8LlJIDHqkqZpgkTCvhkmCCR+Mnze\nnYjg89/4gs+JQELvS/7DiBF8zl+XYrECNE0cH1UEn1MtmF9tK5mfhVNX1e4CiEFpwDA9M5/AbEci\nWamtAwxN0/5B07Q/apr2n7f8uY2//9cka/CLMlkIJCQVJBIKpPq4/1H8goKGbCWQkFSQSIhA4veL\nHxt6PmdDnhNI5g1ZBYmEkv5JJomEsSFbA6kAa0Pme/kgAknCaIiAOKioaMinkRDifpGRQwcFThIJ\nrUdbN8OUoMEMAglJBYmEBqvmZlgix04isRJISCpIJEQgiSZCAAynEwLnyvZMC4GEpCJgeGwE5ZEy\nJ+8BgHULY3mw6osE2EkkcwLJvC6pIJFc9AaI+314Fw4CgDlA4Two3DReI+cpYJhV9YsFw4cOKpzX\nSEwyEg0wAmF2Egkh58nwAURdbA/brMHnRCAxDZ+zM0EiKfMN6Qk5TwMMAEpIJEQgMQ0foy5SoCiH\nlt+XNJ+mhETS7V29el8aj8d4enpieyZtrJLhE42espNIiEBSWlGXdiSSfxvaOMDQNO0PAKDr+p8B\ntOmvV/y5PwL43+R/vN+nrqrdn0AgaQgCiWWAUczxf/Gv29eCQOIXL88IhNlJJDQwIKcREE4nN4lE\nBOXFzb8OKWjIdL/b2pAF25xvym4lkJBMEglzQ6ZAKsDSkBlXInt9us95bv4akUhYG7KR9E+KRE6g\naSHWYCoKglp1UGBryJORQSD5ZP4SvRBwDzD2w/tIR9LiFzRNrIrXL9ieOfr6VRBIiotO51Sf4tsz\n35aWNSgPwJxEwjhYbX5fXZfa1T5mTCQSK4GENE/8561LRCAhBfK8dclKICGpIJFc9kSAp2Yc6oPB\nA4RCWSV1yep0fopFcDsYoc9FtVlh+JRMQhJjXXqqzAkkJGYSySrDhzLLOK/dth76C4aPLxoVJBKF\nhg8ApN7wk0gmtcXBavqdEXx+p26AARjB54x1yUogIakIGF42fHy+AOKxj4relxYNn59FIlFBbvu9\nadsGxn8CQDzBawB/5P04fxm6rHVwcqiaQDIPyiOpQIMtBOWRsp9YGzK9mIdLi04nwJesPR5N8dx4\nMdchARgkEt6G3Ly7NQOpSNxosDmBZN6QTRIJY0O2BuWRuEkkvS4NMBZXtenzcIgCqT5ZBhg+X4Ad\nDXZV7ZgEEtI5d0Nulg0CyXwDQwUajILy6CAGQNSl2q9sJBJzsFpcdDrp83BI13U8PvSQejOvS5qm\nIVwosA5WG3ffDALJkflrqbeCRPLERCIhAol1M2wvk0UgHGYfYBCBhBTMxTCu8ZFIrEF5JBWJ/xf9\nwUJdos/AWZdWIefPTRIJ0xbGCsMnY5BIOAPzTOQ8GT7APPh8wnN1ZZXhoyL4nJDzVoULBTNQlEOr\nDB/uIE8yfKx1KRSNIZnJstclq+EDGMHnT3wkkp9Vl5YNH/oM3O9LABY2MH5GkCeRSLiDz3+P2jbA\nOABgTQJLL/8BTdP+YGxo7GSoXO0uuJxKRM6ipSFzo8GIQPJ6gPELc0OuwH9wAH8qZf4a9wBjOZCK\nFC4WeRvy91ukjeEBiRsNRncoA3nLtgkziYQCqZYHGNxosF6/bBBI3pm/xt2QbwZDjHTdbIYkbjTY\nVbVrEkhI7EGeS0n/AD8a7BWBhJT7xSCR8AymhuWKSSAhEYmEKzCv1x5iNJgubGAAQKhUZB2str7f\n4dAgkJDY65IZlGcZ1vh8SL87RUPBAMMqk0TyyPNzY6KdY/Pv8OHhIfx+P9tglQgkrw8KRYNEwjOs\nWYWcZ0cWrjB8AAo+590MM6+1kbJG8HmD5zC2yvDJRrNIBpNsAcNW5LxV4WIRQ8bg81WGz6FBZ+Kq\nS1bkvFUZ5uDzdYYPwBcwbEXOk7iDz1cZPuIzFDEY3GM65flntSLnST8DpQoIQpIKxPPvTTJCPFPb\n/8hfj8bTGa4bXfP6hjLVKJDqaOGXOdFgRCAxkWAkQoMxNeRhuYxwsbhwEONGg5kEkhWOAldDnhNI\n3i/8OrejMK71FggkJE40GBFIaE2axB2Y1+teIR6fB1IB/A15OSiPxI0GE0n/i4NVGqLwHRS+CAJJ\n5nzhlznRYK8IJCQaojDlYAzLZZNAQiISCVtd+rEY4Gk+t8BLImnc3S64nICFRMKUg0GZE9bNMABI\nH/PVpcFggOfn55WDVYCvLnV7V4iE3yIQmP+8cpNILjfUJUEi+cHy3FXIeXYSiUkgWRxgnOfF+xLH\nsOYVcp7EHHw+LJdfGT6apqFwwBcwvIycJ4WLBWA8Zgs+FwSSRcMnmYqwkkisaGerUozB5+sMH+7g\ncyty3irOgOGvL2sMHzNgmOc7bEXOk9KhANI/gURSyifxrdnbkUiWtG2A0cZ8QHEAYCFgwM72haZp\n/6hp2r9omvYv3AiwfwsiAon6DYxFAgmJk0TyKpCKxIgGWyaQkLhJJCaBJB9d+PVwqcjWkDuNOsaD\nl1cHBRMNxnZQWCSQkDjRYMtBeSQVDdnqJpA4G/IygYTESSIhAslysDA7GmyJQELiJJG8IpCQ6BoL\nE4lkmUBC4iSRLKOdSZwBw8sEEhI3iWSZQEJKH5+ykUiWCSQk9sFq78qsB1blcjnlg1VOEsk65DyR\nSFg3w1YYPpwkkq9PXxeR86RMSQSfsw0wKq8MH4CXREIEklebYWZdkt/j1hk+3CQSIpAsGz4ZI/j8\nqSo/+Hyd4cNNIiEyktXwAXhJJBTguWqwSp+JQ1fVOXLeKiUBw0vakUhWa9sA478AoHHxGYA/A4Cm\naZRmdWZQSv4RQGpVyKeu6/+k6/rf67r+98uHk79EXf0MAgkgmp9lTZtUMkgkHA250q7Ap/nmBBIS\nkUgYGvKkVheBVIXXB4Wz/TM2EskygYQUZmzI5CouOwpmQ2Y8KCy7CeJz8DXkVYFUgKUhM6xEriKQ\nkDhJJJe9AU4sgVSkeIyvIV+tIJCQWBty/eKVyyk+RwI6U0N+RSAhmSQS+XVpNhhgfHe/gCokEYlk\nPJW/pdV6WCSQkEwSCcMAo/X9HgBeDVYBsQnyyHiFJLiiLnGSSNbVJUEiCbEE5q0ikJCy2Syenp4w\nHMrv55dLBBKSSSLpy/8ubTJ8WAlJawyfYo6CPOVvh9F1jVeDVSKRMJDb1hk+9DnawzZaA/lbWq2H\n/gKBhDQnkcj/Li0j561KHcXY6tKktkggIVGQKMf1tnWGj+bTEMhGWa+QrHtf4go+X2f4EImEYwNj\nFYGE9DNIJBRwvLtGsqiNAwxd1/8bYFJG2vTXAP6r8ft/0nX9T8avHaz4n/ir0+XPIJB060C/uRCU\nR+JEg1XaFZwmTxcDqQDWhjwsi8PdKqezeFBkI5G0Hnqv1iEBIPTxI1tDbpgDjBUNmQkNNhtOBYEk\nt2qAcbLwuWRqVSAVwIsGmxNIVh8UOBvyspsA8KLBLs2k/9d16ZyrIU9GQKvy6p45wIsGq7Qr2Avt\nzQkkJE0TwxSGAcbo61dgNlu4Z04iEsnN843057Z+9F5dawOsJBLGwerJqoNCHI8MJBJ9povNsA11\niYOQVKvVXhFISIF8nKUumQSS2Oq6BPDk81wsEUhIJomky1CXqq8JJKRzThLJGsOH6hJHYB4h5xcI\nJKTsJxZC0ibDhzM3bJ3h44tGETw+ZkE8rzN8ACB1lED/eYRBT/4Qea3hY5BICDktU+sGq4DICOJA\nPJPhYw08J3HWpXWGD5FION6XTDLSCsPnPB5BZzrDg0ISycdMHH7m4PPfo7ZmYBgbFH/Wdf2fLL/2\n71f8mYJlwPFXq6ufQiB5HZRH4kSDVZ4qr90EUu4zS0MeVUSztaIKSVxosIlBIFlehwQsaDCmhhzb\nP0A0uffq97jQYBMzKE99Q163ocWFBlsVSEXiasgUSLV8nxPgRYOVqx0kwgEc7b9+7ieuhtyqALPJ\nyg0MTjQYBeUtH8QAiM/CQCKhDazQmg0MANKDPE0CyYoBxpxEwlOXlgkkpNRRHLOJfBLJKgIJaS+T\nEyQSBkJSvV5HJpNZIJCQuEgkZl1ac4WEPpdsXfZfJ/2TKMhTtjYh5z9xkUg2GD7peAiHsSDKHBsY\ny8h5q3I8weebDB/KLuMIGF5GzlsVLhZZEM+bDB+uIM9VyHkSkUgad/KvF68zfAAgkOMhkaxCzpM4\nyW3rDB8AiMV5gs9XIedJn7hzw1YoFPDhQzrGYvj8niUjxHMni66q3ZUuJ6togJF73ZC50GCj6Qi3\nz7c42z9b/QeY0GDDKyOQKv0KiMOGBntcQyAhhQsFlobcvL9FZoXLCfAFeZoEkhVOJ1dDns1mGwcY\nXGiweSDVu1e/x9WQiUCyriFzocEuq10Uc4mVh3q2IE/awFoxwOBCg+m6jspT5XVQHin7mYVEMiyX\ngUAA4Q8fXv3ex/2PgkQi2ekkAslygCcpVOQbYCwTSEhsdYkGqyvqkiCRnLBthi3fMydxkUhMVGHs\n9TCMi0TyOJ6gNppsqUvySSSbkPPnXIn/FOK7wvDRNA2lfJJtA2Ot4ZP9LHDTkoPPTQLJCsMnF8sh\nGZQffL4KOW9VuMgTfN6822D4vOUJGF6FnLcqzUQiWUUgIdEwRfY1klXIeVI0GkUikVBq+ABAIl7C\nYHAnnUSyCjlPYqtLW3SeT7ISkn6P2g0wJIoIJKvWjli1hkBC4iCREIHk1T1zElNDXkUgMR/JRCJZ\nRyAhcaDB1gVSkfgOCgaBJB1d+fscaLB1gVQkrsC8VQQSEheJZF1QHomLRHJV66wNFmZDg5kEktdO\nMsBDImkOmngaPq2vS3SdRTKJZBWBhMRFIqGX8VWbYQAQLpZYSCSrCCQkLhKJSSDJr/5nTR+foiW5\nLq0jkJC4SCSrCCQkLhKJnbo0nfakk0iuquvr0plBIpGez0OboSsMH4CHRLIWOU9iIpGYyPkVhg8X\niWQdcp4ULhrB57dyf16b39cbPlwkkjmBZENdkhx8vo5AQuIKPt9k+AA8AcPbDR8eEskqAgkpY5BI\nLnckkp+u3QBDor41+z+JQHIh3IRVK9MQ10iuanJJJHRNY/0VEvkkEl3XMaxUEFrhJgBGQ94vSF+J\nbD304PO9JpCQTBKJxIbcaRKB5PV9TsBCIpHckNcRSEgcJJJN9zkBS0OW7Sj0yyuvj5Cy2az0hkwv\n46VYeOXv0+eRSSJZRyAhEYlEekOufwEOPwDB1T83xVwSt5JJJGvJSCRaG5d8vW1ULq8M8CSd7Z/x\nDVbXDjDkB3mOBwM816tr61Iw7EcyHZEemLeOQEJKH5+i+9jCoCfPodpal3JMTmevvPL6CInjoEB1\naf0VEiNguC/PkFhHICERiYRlM2yj4SNIJLWOvO3RrYZPpiSGvdIHGOsNH0DUSdlXbrfVJZNEciWv\nLm0zfDRNw+Eb+UGe41p/JXKexEEi2Wb4+A8jQEA+iaTXK68kkJDofUlm8Pn2wWrR/GwyVa6tJpCQ\nWAOG16iUEySS6zpPGO3vUbsBhkSZSf8bvvgsqv+6MiiPxIEGK7fL8Gk+fNj/sPoPMJBIJrU6Zs/P\nCBfXv9xxoMFaP3rYXxFIRaJ77zIbMt3nXud0cqHBxtX+yusjpPS7E+kNeV2iNokDDTYeP2M4/M3W\nAEN2Qz6JhBAPrM7I4UCDUV0qbrjads7RkGtfVt4zN5/JgAYzEar7a4YJiRwQOZAaMDwbDjG6u1t5\nz5xUPChKJ5GsI5CQaG2ccoNkqPld5N9k1hwUAJ6A4XFtdYAniepkU2I+zzqEKskkkUisSyaBJLb+\nu8RBIrkwCCTHSwQSUsI8KMirS0Qg2XTl9jwWYRisbjd8ALnB5zS8XHvlloLPFRo+gHhfehw+ovki\nL/jcRM7n1hg+RCKRmBu2zfABjLokfTNsi+HDWJfWvS9pPg3BnHwSCSFU14kj+Hyb4RONvoemBaXW\nJTJ8VhFISGzB5xtkBp8z5PP8XrUbYEjUVU0EUm06KEhXr2EEUq0fYHCgwa6frnGaPEXYv7qwcDTk\nUWX9fU4SBxpsXVAeiaMhNzcEUpFko8FMAsmKQCoSkQdkN+RkMrkykArgQYP1jUC6VUgwEgca7NJI\n+l8nDjTYPJBqs6MgtSETgWTFPXMSBxrsun2NvdAeMtHM6j+gaWI7TOIGhkkg2VCXzg7OMNEn+PYs\nLz9mW10KvHkDXzwud7Bq1KXUpoPCG7kkEn2mC1ThhrqUMeuSvH+/9Xp9LYGEFMjFpNall5c7zGbD\nlYcbqjkAACAASURBVEF5JI6A4cv+AKUVBBJSMHiIUCgjty7ZQM5/ikfw7UUyiWSL4UN1SWZg3lrk\nvFXZz2LoK0m2DB9j0EuIVxlaRyAhmSQSiZth2wwfQCCeZZNI1hFISCYhSeL1tm2GD2AEn8s2fNYg\n50kcAcPbDB+fL4CY5ODzTch5Elvw+QZ9yMTg92m7IE+LdgMMibqsdnB8GFVLINkQlEfiQIOV2+X1\nbgIp+0lqQx6agVTrp8Cy0WCT0RRPjRekjtY3KY6G3NhAICHJRoNNNgTlkYhEIrMhbwrKI8lGgxF6\na5ujQJ9PhiYzHeX+cO06JMCDBrvaQCAhSUeDEYFkzT1zQKDBApLRYBSUt+4gBsBAFsojkdCAILRl\nAwMAyk9yaoSu62j96K0NygPElpbsIE8ikBy+ebv2z6TeyiWRTNtD6KPZxs0wDhJJrVZbSyAhBfNx\nTGp9aSSS3k+oS8DmpH+S7IBhO8j5c9kkEpNAsv59KZMQJBKZhs9a5LxVkoPP5wSSzYYPIDf4fB1y\n3irZweebCCQkGvbK2g7bhJwnhaIxJNNyg8+3GT6AyOSYPg2lBZ9vQs6TOILPL7YYPvSZZL4vbULO\nk86NjRCV10jCAT8+pGM7lKpFuwGGRF1VN9+bYtEGAglJNomECCRr75mTJKPBNhFISLJJJCaB5O3m\nrRrZaLBNBBKS7GRtk0CywVGQTSLZRiAhySaRzAOpjtf+GdkNeVsgFYnjoLCOQEKSjgazMViVTSIh\nAsnWupT9BXh5lEYiGZbLgN+/kkBC+rD3QSqJhAgkmzYwACNgWOYVkg0EEpLsgOHxBrQziUgkdMVF\nhuwNVmPQx/JIJHYGGKlUCn6/X9oAYxuBhCSbRLKJQEKizyQtyNNEzq+vSxwkko0EElLuFxF83pTz\nHjFHzq//LskmkYw3IOetCpfkBp9vQs6TZL8vbULOW5U+Of0pdQmQl88zJ5CsH2DIJpEQgWRbXZJN\nIiECySbD51NcXI9SHeS5I5EsajfAkKTJzyKQ1L8A4b21gVSkYi4h7Yv/7fnb5kAqEpFIJDVkus+5\n6SCWjWaRDCalrURuI5CQZJJIKJAq9W7zAEM223weSLX67iopcyyvIVMg1bYBhuzAPBFItZpAQpJN\nItkWlEeKx4sYDO7lNeRad2uwsHlQkNWQ6xcbCSSkUi4h7QrJVgIJySSRyNkOG1bWE0hIkUAEx4lj\naQeFbUF5pHCxhGmzicnjo5TnNu9vzS2sdTowXp5lXW+jVehNTidgIAslDVa3EUhIAcmEpF6vvJZA\nQiISiazBqv26JEgkw+GDlOeWq9vr0lk0jIAmcbBqw/ABRF26kkQi2UogIdFQRVI+jx3DR9M0nB3I\nCxjeRiAhySaR2DF8kocRBMJ+aXVpbvhs/mdNH5/i8buc4HO7hg/VSlnXSHr98kYCCUlmwLATwwcA\nej053+GranctgYREJJKfEeS5I5HMtRtgSNKNQSDZtHbEotoX0fg2rUxDLhpsa9I/SWJD1nXdTNTe\nJNloMJNAsiaQihQuFqQ1ZAqk2tqQJaPBJtUegpkYNP/m71JKYkPeFpRHko0G2xZIRZJJIqFmd74m\nkIokEw322Buh0R1uDRZOy27I9V83EkhIMtFgW4PySJKRhaOr7XUJmAcMy5CJUN16UDCCPCVsh40H\nAzzVqmYOzjqFIgEk0xGJm2E9+JIh+GKrAyZJMkkk24LySLKdzu5PrEt2Dwrd3qXnZxJyvrilLgV9\nGs6iEoM8bRo+5/kkniWRSIhAsjZYmJQuGiQSOfk8dgwfQGytSh+sbqlLoQIRkrw/167ho/k0pN7E\nJBo+vY0EElL6+AST8QhPtarnZ9o1fPwpuSSSTch5q2QGnzsZrALyAoavah1b57jzeFg+4nmLSvnk\njkRi0W6AIUll477kpkAqFtW/bAzKI8lEg1WeKpsJJCQTDea9IU/qRiBVwd5BQRYa7PHBIJAENv+o\nmGgwCQ2ZAjLT2xqyZDTYuLY5kIqUOT6V1pDpJTyTWRO6aEgmGmwy6RgEkvVBeSTZDfk4ElwbSEWS\niQajratNidokCvKUovrFxjVtkkw0GL2Eb93ASOQFiUTCAGNOINlyOIGoS7JIJI9EIEluuFMPuSjV\n1o97AJvvmZNSR3G0HuS8PI+3BHiSZCb+2x1g+CIB+PfkkEhMAsmGNW1SLpeTRiK57A8Q8/vwbg2B\nhJSQWJecIOelIgttGj50gJERmLcVOU8KRozgc3WGDyAGvo/DRynB59uQ86RwwQg+L3s/dNo1fACq\nS/I2wzYRSEhEbJKRz2PX8NF8GoISg8+3IedJMkkkdg0fEXwelFKXtiHnrfoUj+JCMYmE3uN2JBKh\n3QBDkui+ZCG3efIsVb0G0G9sXYcE5KLBKu0KTpIn6wkkJJNE4r0hk4MYLtkbYMhCg7V+9DYGeJJM\nEomEhkxr0NucTkAeGmw2nGL6uDmQimQeFCQ05FqthmQyiWh08wuPTDSYnXvmJNkN+VNs8z8nQGiw\nkBRH4dJGojaJUKqeG/JkJK6N2RhgyESDVdoVJEPJ9QQSkqZJS/yfE0js1SVZJBI7QXmAXBIJ5d7Y\nHWA8VnueSSQmgcRJXZJAIiECyeHh4dY/G8jLIZHMCST2Dgr0Ob2KgvJ8Ww71cxKJ97rkBDl/Hg/L\nI5HUf7Vn+JjB597r0lbkvFWS6pJJILFh+NDAV8YWxjbkPMkXjSL47p2UwapJINli+ADA4ds4+k9y\ngs+3IedJKYnB53RtbJvhA4jtMBmDVTvIeZLsumTH8PH5ggaJRF5dskOSPI+FlZNIPmbiOxKJRbsB\nhiRd1bo4SUURCwXUPdRGIBXJPChI+OJX2pXt65Ck7GcpGxi02WD3oAB4R4NNKJBqyzokMCeRjCQE\n5jW/320NpCLJIpFM6vYCqQC5aDA7gVQkQSKRMcDYjlAlyUKDTWY6Ki/bA6mAOYlEhqNQrnURD/nx\ndkMgFYnQYL+NPDbk1vVWAglJZkOuPFVQPChuXZkGIHIwJJBIqC5tIpCQzIPCk7caoes6Wg/9rfkX\ngIVEIqku+fybCSQkIpE8N7w559Mng0Bioy7tZ3MIhMLSNjC2EUhIskgk9POu+qBwaYNAQqIgT69y\ngpz/FI9CB1Dxeo2EkPM26tKcRCJhA2Mbct4qSSQSEzlv0/AB5AwwtqGdrRLB5zI2Vo0Bhs0NDMB7\nPo8d5DwpHBMkElnvS3YMH0AeicQOcp4kvS7ZMHwAuXUJsLdJLz03zIaIRLLbwBDaDTAk6araseUm\nSJWNpH9SOi4HDTaeju0RSEjZz0Cz4rkhD8tl+Pf3NwZSkWi44jUH47Hah65jI6rQqnChIMXpbN7d\n2nI5AXlBnnYIJCRCg3ltyLPZDI1GY+uaNimQi0lpyN3eFXy+yEYCCUlWQ/42GGI403Eet/ESCyAW\nL0pBg11WOyjmk7YO9dLQYLRxZcPpDAV8UtBguq6j0q5sz78gZT8LEknP23/XYfkK8PsR2kAgIcki\nkfTaI4xeJvYPCoWiJKfzG1Jv320kkJCoZnrdDqO6ZOegoPl8SL07luZ02q1LwZwcEsl8M2x7bz08\nPJRCImmPJ6iOJlvvmZPi8aIUEokT5DzVTM91qWa/LmmahlIuKYXcZgs5T5IUfG4i5wvbv0u5WA6J\nYMLz+5Id5LxV4WIBw5sbz8HndpDzJFkoVTvIeavSxycm6tWL7AR4kmQFn9tBzpNisRgSiYTngGFC\nztt9X4rHS3gZ3GE69YbutoOcJ1HNVB/kmdxtYBjaDTAkaDKd4bres3XPXKookGpvuyMmCw1283yD\niT6xP8CQhAYblssIley5q7LQYGZQng2nEyA0mLeGrOs6mt/tDzBkocHG1T7g304gIaVPTj035Ha7\njfF4bL8hSwrMEwGe2wOpgDkazGtDngfl2fv3KwsNdlnt4txmsDB9Nu8HhS8ANCCzPWMEkIMGaw6a\naA/b2/MvSJIChodlQSDxbSCQkIhE4vWg0HoQ/66cOJ0ySCTNeweD1Tc0WPX239UugYSUOT71PMAg\nAondzTAa+nrN5+n1rhAOHyEQ2G6E+P1+ZDIZzwMMuwGepHj8HNNp1zOJxAlynkgknvN5zI3V7RsY\ngLh26zX43DZyniSJkDQsV4ThY+OqAQWfe31fsoucJ4WIRHLnbWOqdX9nuy4lU4JEImuwasfwAeSQ\nSIhAYn9jVU7wuR3kvFUyAoa/2SSQkMR2iO55C8MOcp6UDQWRCvqVB3me5xO42ZFIAOwGGFL0rdXH\naDqz3ZClqX4h3AQ7K9OQgwaj9WfHBwUPDVnXdQwrFVv3OQF5aLBHI5DqwObLc1hCQ+40Gxi9vNhv\nyJLQYJOaEUi1hUBCktGQ7QblkWShwcQAY/s6JEkGGuzSZiAVSQYajAgkdoOFCQ0m5aBgg0BCkoEG\nsx2UR6I1co/X20blii2Xk3R2cOY5YPjRCMd0MlgFvJFIxoMBnuo123UpFAkgmYp4DvIc1/q2CCSk\n9Ml7dFtNTySSRqMBwHld8j5YLdta0yZls1nPg1Vaf7Zdl2IU5Ol+O8wpcj7k8+EsGsGF11VtB4YP\nIOrS82CCuofgc9vIeVLaCD73mIPhxPABjOBzj1du7RJISOGi+K572Vp1avjIIpHYRc6T0ifeg8/t\nEkhIJolEQl2ya/gA8/clL8HnTg0fWcHndpDzVkkNGLapokEi+drYkUh2AwwJMgOpVG9g1H61dX2E\nJAMNVmnbJJCQCA3moSFP6nXMnp5s5V+QZKDBWg897OeiWwkkJBMN5qEhk3uYUd2Qqz3bbgIgBw3m\ndIAhAw1mEkhizg4KMhqynUAqkgw0GG01FB3UpfN4WMIVki+27pmTZKDBaKvB9gAjkQci+54ChmfD\nIUa3t7bumZOKB0V8e/7miUTS+tFFJLGdQEKiAYuXayStH/eArtu6Z06SETA8rvZsXR8hzfN53A+R\naShgty75ot5JJLo+tZ30T8pms55JJBc9QSA5jtj7LiUShFJ1X5fcIOel1KXaF0eGz7kZ5Ol+GGYb\nOU8KRoDDj57qkkkgsWn4AOLabWvQ8kQisYucJ4XPPgKAp+DzTrPuyPAB5JBI7CLnSRQw6iX43On7\nkkkikWL42P8uyQg+t0sgIYng86Cn9yW7yHmrzmOSgs8d6FwikOH3rt0AQ4LoPpKdQCppckAgIZkI\nHo8N2RaBhGSiwdwPMCgY08lBgUgkXhuyXZcTsKDBKt4HGI4PCh4a8mxkn0BCMtFgHg4KTgKpADkk\nEjMoL+HsoDAej/H8/Oz6uZd9+4FUgLUhu/8uXblAO3+KR3HZ99CQp2PbBBKSDBLJ9dM1kqEkslF7\nL3eCRPKLpw2M0c2NbQIJiUgktx33L7Kth75tlxMAAkdH8MVinhDPZl1yeFBoV/uuSSS6bp9AQkqb\ndcnbQcEugYTklUTy8nJvm0BColVy2hhxo0ubBBLSnETivi65Qc5/ikfw7WWEFy8kkvoXR3WpJKEu\n2UbOW5XzVpdM5LxDwwfwFuRpFzlP8sVinoPP6f3DruEDyCGR2EXOk+aEJHUDDMAgkXioS06Q8yQZ\nuWF2kfMkk0TS9/K+ZB85T5IWfO5AFHxelhAw/HvXboAhQZe1Lo4PfxaBZHsgFYkmi14md46C8kjZ\nz54GGLTR4GRVm4I83TbkyXiK5/qL7QBPYI4G87Kq3XQQSEU6PPLWkM1AKgcN2USD3blHFjoJyiMF\nc97QYGZQXsyZowDA9br2VHcWSAUIEolXNNhV1T6BhHQeC+N54qEhNyuCQOLgoPAhE/NMIim3yyjs\nF2yvTAMQtbPmnkRCdSnk0OkE3AcMCwKJ/aR/gEgk3oI8G/e38PkDOMgf2f57Do/imE5mrkkk07Z9\nAglpTiLxdlCwSyAhBXMxTyQSJ2hnkte6BBgIVQd1CRC100tdcoOcP49HoAMou71GQoaPg7qUSYRw\nEAt63sBwZPgAoi55CD43kfNFZ1fbAG8DDLvIeau8Bp/T+0fK2LyyI68kEifIeVI4FkMinfFUl+wi\n560K5GOYtoeYDd0Fn3upS14GGIR2dqJ4vIhe10tdso+cJ/2MIM9wwI/3EoLP/xK0G2BI0FW148hN\nkCIzUdv+BsYcDebui08EEtv3OUkeSSQmgcRGIBWJVjbdHhQefxMEEicHBUDkYHhryPbvc5K8Jms7\nDaQCvKPBiEBiN5CK5BUNRgSSaNT+C49XlOrNiyCQ2A2kIsXjJU+r2k4IJKRPXhsyrT7n7B8UCA3m\ntiETgcT2mjYp9wvw0nJNIjEJJB8/2P57Pu5/hAbN9UHBJJA42AwDjLrkxek0CCT+gP0hvdeAYScE\nEpIMEomrwWo+7olE4uag4JVEQgQSu/fMSfFEyROJ5LLacYycN5GFruuSYaA4qEuapuHcI4mEBquO\nlKXgc3c/r06Q86R8LO+JRDInkDisSxR8PnHXzwk5H9vbt/33eH1fcmP4ABQw7G1j1bnhI/5Z3V4j\nofcPJ9k8RCJxW5ecIOetisfPPZFIiEDixPDxXJdc6nxHIgGwG2B41s8jkFw4CqQCrGgwd1/8b8/f\nnBFISDmPDblSQahoP5AKmKPB3B4UaDrv+KDgoSHPA6nsH64B747CuOaMQEJKn7hvyE9PT44IJCSv\ngXlOCCQkIpG4bchmgKeLAcZgcO+aRHJVs08gIdFhxv1B4QKAJsLoHKiUS7peiWwNWs4IJCSPAcOj\nSgWh01NbBBJSJBDBcfLYe11yMVidNhquSSTN73dIORyszkkkHg8KDpxOwBuJhAgkTutSwCMhqdcr\n2yaQkLySSJwGC5PisZInEkm5Zp9AQiISievBqgvDBxD5QVe1rqthjWPkPMkkkbjLwXBj+FDwudsg\nz8eqMwIJySSR3Lr7eXVj+CRTEQRCPveGT8254QOIaySt73eugs/dGz5G8LmHumQXOW+Vl4BhQs47\nH2AUAejo9d311quafQIJiUgkylGqBolkOPnrJpHsBhgeRQQSJ8EvUlR3FkhF8oIGKz85DMoj0TUX\nFw3ZDKRy4CYA3tFgrR/OCCSkUKHguiHPCSTvHf19XtFgk2ofwWzUdiAVKf3uxHVDdhqUR/KKBuv1\nrhwFeJK8NGQzUdvhSuQcDeb8O9zuj1DvDB0PVjOhgLeGXPtVEEhCzn5uvKDB6Gec1qBty0Spuhtg\nDK+c1yUA3uqS8dLt5GobMF8nd3O9bTwc4KlWdXTPHLCSSNxvYPiSQdsEElLq+NQ1iYTyJJweFMzB\nqpe65GD7guSpLvWdIVRJXgKGyfBxEiwMCBLJx2jYPYnEIYGEdJ5L4Oll7IpEcvN8g6k+df6+5JFE\nMiyXHRs+gLfgc3r3OHR8hcR98Llbw0fzaSLI08tmmBvD59g9icQpcp4U8Bh87sbwAbwFn1+4NHxo\nS8TtNZLLatdRsDCJgjxVSkbw+V+CdgMMj6JtBifoHSlyGEhFIhKJm4Z83b4WgVR7H5z9jdSQXQRT\nTRsNxwQSUvGg6NpRcEogIZloMBcHhZZDAgnJK4lEBFI5OxABczTYs4sXaDeBVIA3NNg8kMr5AIPQ\nYG4Gf5f9oaNAKtL8oOD8uzQPpHI+WP0Uj+Cy55JsUL9wFCxMKnlAgzlGO5OSbwwSifODwmw0ckwg\nIZkkkpnznJHWQw+RRBCxPftbH8B8ndzNNZLWd+cEEpKXgOFxrY+gi7qUMT5n67vz7TC3dckkkbio\nS0QgSTgIyiN5IZFcOiSQkIhE4qYueUHOi7rkYTPMheEzDxh2PgxzXZdMEonzumQi590MVj2QSJwi\n50nhghg6uwk+d2v4AGKDze3GqlPkPGke5KmuLhGJxP0GhjPkPCmXy7kOPp9vhjkbYJjB5y6CPJ0i\n5636FI94Cz53ITpvuqlLf0naDTA8iu5HFrIqCSRNcW/bxQCDJoxugqnK7TKOE8eIBJwVFrMh15xv\nYAxdBFKRzvbPXDdkp0F5pDkazHkRbRgDDCeBVCS3aLDZaIppa+B4TRuYo8EaLta1nRJISF7QYCaB\nxKXT6RYNdtF7cdyMASAaPXWNBjMDqdw6Cv0X5w3ZJJDYDxYmlTygwSrtCpJBBwQSkqa5Dhgeff0K\nzGZi48qhzvbPBInk2fnPjQjKc16XTBKJC6fTJJC8cz7AODyKo/1bHzOH4Za6rovNMC91yQWysFar\nOSaQkAL5mKu6NCeQuKtLgDsSyUVvgFIsbJtAQgoGDxEMpl3l83hBzp/HI7hxSyKp/eqqLhU91iXH\nBBKSy7pkIudd1CXaFHGzheHW8PHFYq6Dz+dkJOfvS4dHcfSeRhj2nQ+RnSLnSSbi2UXwudsBBuC+\nLrlBzpO8BAxf9AZ4Fw4i4dDwESSSD67el9wg50nn8Yi34HMXIhKJl3yevwTtBhgeRQSSeFglgcR5\nUB6plHdPInEVlEfK/eKqIZsEEpcbGIDzhmwSSBzmXwAWNJjLhuw0kIrkFg3mNpAKsDgKLhqym6A8\nUjDvjkQyD8pT15CJQOJ0TRuwoMFcHRQEgeTdgbMBESAcBVcNuVkBZmPH98wBa0N2N1gtHDgkkJCy\nn12RSOZ1yfl3ieqS08A8NwQSkkkicbGBYRJI3tgnkJBSRCKpOwtWEwSSqauDwn4uj0AojNZ3d4NV\npwQSklsSiZe65CVg+KI3cFWXALGu7W6w6h45/8kgkVScXiMxCSTO61I2EXZNInFFICHlKPh85Ohv\nc4OcJ3kaYPxwhpy3KlwsukI8u0E7k9wGDLshkJDCsbggkbjcDHNj+ADifckNicSsSw6Q8yQvJJLL\nvvu6FI+XXF0hofOQ2w0MAO63Vl1oRyIR2g0wPOqnEEhMhKrzAQahwZyuHrkmkJCy7hrysFKBz2Eg\nFcktGqxddUcgIXlpyOl3zt0EwH2QpxsCCckkkThsyBRI5XaAEcjHXJFIKJAqGnUWSAW4b8jfXkYY\nznTH9zlJ8XjR5RUS5wQSkuuG7ALtTKKG7IaQdN2+9jZYfWmJQ44DDStlxwQS0of9D9Cg4brt7Hpb\n/8kdgYQUdolSbd7f4vDorSMCCclt4v/Yw2CVSCRuNjDcJP2TAvmYIJG0nf3ceNkMIxKJ08EqEUjc\nbIYBxkHBBYnkqtZ1TCAhuSYkuSCQkETweQJlF3Wp0q44J5CQTBKJs59XL4YPkUgcGz6jKZ5dEEhI\n4VIRo69fHQefezF83NalSd19XQKMgGGXm2GuDZ8cBXk6GyJTXXJCICG5JZF4MXwAUZfckEjKNefI\nedK8Lrmjn7hVKZfYXSH52R/g9yyTQOLCTfCkGgVSvXP8t7pFgxGBxHFQHin72V1DNgI83RzE3KLB\naCrvfoBRcNyQdV1H8/7O1T1zwONBwUUgFSl9fOK4IROBxGlQHslEgzm819ntXSIeK0DTnK0mAu4b\nMjU19w3ZHRrMbSAVYGWbO2zI9S8ANCDj/C4/4A4N1nxp4nH46H6A4TJgeFQuOyaQkKKBKI6Tx67r\nktMAT1K4UHBFImne3yJ94vyeOTAP9XPqdNKGlRunExCurFMSyXA4xNPTk4fNMEIWOvtn7fWuEA6/\ncUQgIfn9fqTTacd1ie6ZezkouCGRXFU7rgPPXZNITAKJ8wEGILZWL6vOSCSuCSQkl3VpWC67NnyI\nRELZHXb1aBg+butSqFCE7iL4vHnn3vBxSyLxYvgA4n3JafC5d8PHXV0i5LxTAgnJTcAwIefdGz5G\n8LlDEokb5DwpE/QYfO5S5/kkvjX7f9Ukkt0Aw4NuiUDyMzYwXARSkUou0GCuA6lIJhrM/jUStwQS\nEpFInAZ5th560HwaDlw2qVCRGrL9zYRuq4nRS99VIBVgIZE4dRRcEkhIbtBgXu5zAhYSicMBRq9X\ndrWmTaJkbSeiLQa3TmfCRUMmAonbYGFCg7nawHBBICGdu0CD0c+2+4OCsVbuMGB4WHYXlEdyW5cA\nD4NVY6185OAaiVsCCckticQtgYSUNkgkw77959LPtvvBqsu61HcXlEeigGEnuuyLn20vAwzAWZCn\nV+Q8kUgunV4hqV8AoaQrwwewkEi69uuha+Q8KeMu+JwCPF1dp4M7Eolb5DzJDBh2sB1mEkhcGj5E\nInG8serZ8HnvOPjcq+EjSCSaY8PHLYGERO9LTs4ZXgerCZfB526Q8yRN03Ae8xB87lKlfBLTme4q\n+PwvRVu/mZqm/YOmaX/UNO0/r/n9fzT+7/+U//H+bYvuRSrfwKABhkuVXKDBzEAqpwQSkkkisT/A\nMAkkLgKpSG6Qha0fPRy4CKQimWiwsv27eJQj4SaQCrCQSBw6neNaHwGXLicwR4M5achuEaokvws0\nmAikenC1pk1y05Av+u4CqUj0eZ3c6zQJJB7Qzq7QYDV3ZCRS0QUajLYYXK9qJ98A4X1HAcNEIAm5\nCBYmFfYLuHm+cUQiaT30EIkHEU26O9RTHXVyUDAJJC7rEiCcWTebYW63LwBr4r99V9frYNUXDcC3\nF3JUl3R9hl6v4nmw2m63HZFILnoviPqcE0hIZl1ykIMhAzl/HndRlzwbPgaJ5P9n793DIznrO99v\ntS4tdUujuzQzmossaWZsDAaPB4MhNmBsQrgkkNjLZrNZEoLHbMjmcjZrTvY8559z9nlYkjx7SEII\nYxMg9yV2gBAIgTHY2MbYZmZsfJ2RWhrd5qLWrXVpSd3q7jp/VP2qS6261/tWS5rf53n0jKarVb/3\nrcvvrXov36+P2WGBLeeJukatM9hHXjIGfEI8L5Hw+cK691laQS3niSDC54YDSQBhYaItgJVq+AEf\nLY/6ET4P+7ykCZ/71w0LajlPBBE+vxDQgYQwnEh85KWglvNmjiYDCp+HIIwhw27B8Q1NUZTjAKCq\n6qMAMvR/0/a7ADyqquqDAPr1/18z0DKMIIJUgTEcSPwLUhFHDSFPHw1yUAcSIoATieFAEkCQighi\nDRZUKI8wrMF8NMizIQSpCL9OJIYDSQCrQoLK66dBDiNIBQRzIimvMw830pnP5302yGuBRxOAzFXJ\nRQAAIABJREFUYA3yUAilf+KY3waZHEgCrDMnjgZQ/CcHku5EsNEpKIpWZh8dq/mLF4FiMfQMjELJ\nnxMJCeUFHV2t3b9fcyLxoc9TFsoLNjMM0EZm/TiRGA4kIfJSZwDLwnQ6jZqamkAOJESdT8X/tbVJ\nlErrgdaZE0GcSC5k13E06d+BhKivb/ftRDJsCOWFy0vjfp1IZs6HyktBHJJowOe6lusCx0XXDb5m\nYISxnCeCCAwHdSAhYsmk7kTiPS+R5XzQGRiA9rzk14lEcyAJ/7wUZccq4N+JJIzlPBFEYHhoNRdq\nwCeIE4kxEB1iJj0Jn0/n/em4hKG/K4mYgmvaicQt43wEQEb/fRRAZQdFv+mzUf3/1wzDVXEgCS7g\nSQwaHsLeL/xQQnlEt78GmR60g1gVEn6VtcM4kBBlJxI/LwqTaNzTEkiQimjb58+JJIwDCRG0QQ7T\nGANag+xnqraIDgy/Qp4kSBV0PSdgapB9eJuHcSAhfDfI86O6A0nwvEROJCkfwlTkjBT0pR6Ab8vC\nsrVzuA4MwHteUlUVC1fDdawaTiQ+OlbnQjiQEO37Er6cSIqLwR1IiD3d3aitj2NuyrtDUhgHEsKv\nEwnd15G/KGTD5SXAv8DwcAgHEuJYsgEl+HAiETDg09UUR0ujP+HzUA4kRPf1wLx34XMhAz56XvIj\nMDx/JbgDCeFXYFjUgA8AzF/x9hxRygd3ICEMJ5IIB3wALS/5cSIxnpcCOJAQQZzbwg74ACQw7GfG\nanAHEiKwwHAI4rU16OtIBnJu2y24tdStAMxD1x3mjaqqPqjPvgCA4wDOCCzbtmdoerkKy0eCW6gS\nfq3BNoobGF8aD9+B0XXMd4Mca2lBbYiXXb8vCmEdSIj4wIDPF4XxwOvMCXqI8Lqu0xCkCtUgJ3w1\nyKVSSUgHhl9rsGx2GLFYPJADCeG3QSYHEiENsq8lJMsY7G4K9VJ/1G+DHFIoDwhmDRbK2pnouh5Y\nnQNWvL0A5lLkQBJ8dPW6luugQPGcl1YX88itFgIL5RF+89JsCAcSon2f1kZ6nR22EVLAEwBisRq0\n7/fnRDIzMxN4nTnh14mE7uswS9v8OpEsbhRwNb+BYwGnaRNNyaPIZoc9z9Iiy/kgDiQETS33nJdm\nwuclRVFwtKfJ10jnSGYE/S0hx/O6rgdKBc/C5+RAEmbAx6/wuTHgEzIv1fsUPp+bmgg94FO2UvX2\nHCxiwAcAOnr9CZ+HcSAhyrph3jqRDQvVRPC8lEgkkEwmIx3wAXQnkjXvwuc04BPEgYSomhNJTxOG\nAjgk7RaEiHjqS0vOqap6zmLbSUVRziiKciaIJ/B2pVAsYXQ2WwUL1XCCVEDZicSrNdjE8kQ4QSqi\n6watQZ739tCeGwnuQEL4tQYLK5RH+LEGC+tAQvh1IimQIFVH8J59QLcG89iBEVaQiiAnEj8NcjIx\nGMiBhPDrRBJWkIrw60QyPL0SWli4bKXq9UXhAsI4kBBHu5s9j3TOr8+HcyAhfAoM51MjgR1ICHIi\n8ar4Px9SKI+IDw76ciKZn5oM7EBCGE4kXvOSgI5VQJte7tXiOawDCWE4kXicHZZdDe5AQvh1Igkr\n4EmUnUiuevq+CMv5gUQcNUq5Dq6EsFA148eJJLTlPNHlLy+R5XyYAR9yIvEqMCxswGfwiC/h87mp\nidADPuREsuBxBkZYBxKi86B34fOwDiRE2YnEY14KYTlvxo/AsMgBH0DF6qq3aziM5TxBTiRRC3le\n604kbh0YGQDt+u+tAOZsvneXqqqfstqgz9I4oarqibA34XZiYn4V+UIpWv0LQBvpDCFIRQz2NHlu\nkEML5REkPOpBB0NVVeSHwwlSAf6tweYv6w4kIR+ey9Zg7g2y4UASQpAK8G8NtjG9itrO4IJUhGYN\nNgW15L4uWcR6TqD8EOHVGmwlOxxqlJPw40QSVpCK0MrtzYlkcXUD6eVc6Jlhvq3BZl4D2g4HdiAh\njvQ0eW6QqVMyfF7y+aKQSiEeQsCTGGjxLjAc1tqZoHJ7cSLZyK0jk74a2KqQqG+oRVN73LNg3sb0\nKmJNdahJBhMrJTp6D2JlbtaTE4movGQ4kXjMS5rSf/Bp2kSgvCRgCQngTchTlOV8fSyG/sa495HO\n9PnQAz6ASfjcgxNJaMt5otOf8DkJeIZaTgctL3mdgSE6L3kRPqcBn/aQHRhKTEHb3iTmr3iciRzS\ngYRo7/UufE4DPqGflwwnEq/PS8Et5834ET43LOeFPC/Bsz5PGMt5gpxIorZSHexuuqadSNw6ML6K\nsq5FP4BHAUBRlFb6gqIoJ1VV/UP992tGxJOWX0Q/AyOcIBVx1IcTiRBBKkAbnfXYIBdnZ1EMKUhF\n+LEGMxxI6sJNTipbg7knUcOBJOQMDLIG8/yikF4NPR0S0K3B8jkspqddvxtWUZswGmQPIwplBxJx\nLwqeGuSQDiSEYQ3mYRnJkID1nECABjl9PtQ6c4Kswbw4kRgdq2FnYDTv8+xEUnYgCZ+XBlq9O5GE\ndSAhynnJPR+SA0lnyLwEaMtIPHesispL+swRL0KeYS1UCT9OJCIcSIju7m5kMhnk8+7LM8mB5GBA\nBxKibKXqnpfGBVrOH036sCwM6UBixPThREIOJKFnYJATiYfnpbCW82YGWgc8O5EYDiQh79d4v/aa\n4aVjlQZ8ws7AALQZbV6fl8I6kBCUT+cuuc9aFZWX/DqRiOxY9Sp8bljOh+xYTTT2QVFqPeWlsJbz\nZo4mGzC0uh6pE0kQQ4bdhONbGi0J0TsmMqYlIt83ff4ZRVFGFEXx7ru0C6DlF9VxIAnfgWFYg3mY\nrj2SGQnnQEKQE4mHBjmnN2QiRjrJGsyLE8nC1dXQowlA2YnES4NM05zDCFIRbR69zTVBqnAOJIQh\n5OmxQW5qagolSAWYGmQPU7WzWe0ciHpR8N4gr4dujAGTE4kHIc9hQ1E7fF465rVBJgeSENbOBI2E\neM1LoRxICMOJxF1gOH9xTHMgGRDzolAoFTC55P6CvXAlnAMJUXYicb+WROal9n0JT04kIhxIiE4f\nAsMzMzOhHUiIuu6EpyUk6+tToR1ICD8Cw0PZHI6EcCAhNCeSdk9CnsPGgI+YvDS2lsO6FycSQQM+\nRl7yoIMxmhkNZzlvpusGrXPYBREOJIQf3bCwDiQEOZGQjocTogZ8AH9OJBvp1VAOJITh3OZBB0PU\ngA+gLcnzPuATzoGE8CMwLGrARxM+v85bXkqHdyAhjiUbsFgoRupEcl2n5kSSukadSFyzjr4E5FGT\nWCdUVb1F//dRVVXbVFUd0P99VGZhtxND0yvoba2WA4mIkU7v1mAjmZHw0yGJrus9NciGIJWgGRiA\ne4Nc2ChiMb0aWpAK0J1IPDbIs5PhBakIrw1yIb0KqOHXmQMmb3MPDbIIoTzCqzWYIUglaAkJ4N4g\na4JU66HXcwL+rMGGppeRqK/B/pZwHUSANqLgqUEmB5Lu8Hmpv0tzIvHyokB5KexLPQCt82XGfQYG\nzagKo/RP0IuC23RtVVUxfyUrJC8pioJ6j0Kec5PjugPJ/tBx2/cnPTmRGA4kAvLSnu5u1NbVe3Ii\nSafToR1IiLoebaTTzYlkpQp5CdCWkIjIS4DWKexlqjbdzwNdAkY6E5oTScrNiUTggE9Xs+ZEMuSh\nYzW05fymwN6Ez8vOSOEHfLw+LwHhLefN1A96y0siHEgIr04khuW8gLwUTyTR1N7huWNVxIAPYBY+\nd16eWXZsE5eXvAgMX8iuCRnwAciJZMj1e4blvICB6Go4kTTUaU4kPAOD8cVwekXIaIIvBAlSAWUn\nEreRzo2S5kASejok4dEaLDcS3oGE8GoNlple0wSpQgrlEfHBQWMmiRNzl8ILUhGGsrZLg7whSFEb\nKFuDzbs0yKIcSAivTiRlB5Jwa/kB7y8KE2t5rAsQpCK8WoOl0tp6zlgs/Eu9ZyFPAdbOBDmReJmq\nPbo4Ki4vdd2gOZFkZx2/lh8ZAWKxUA4khOFE4qLPs7qkOZCIelHQ8pK3GRhhHUgIr04kNMVZRF6K\nxWrQ3nvQ8xISkR2rXpxIRFg7E+3t7YjFYq55SZQDCeHViUSk5byRl9yEPAUO+JATScpLXhJhOU90\nexM+NyznBQz49CR6kKxLuuYlEZbzZuKD3oTPRVjOE16d20Q5kBAdHoXPRealshOJ87OhyLzk1YmE\nHEhEPi9pTiTOzy4iLOcJ38LngjjS02RYwV5rcAdGAIolFSMz4ZX+fTMjRpAK0BrkI93u1mATS5oD\nSWhLMIKswVwbZDGCVIB3azAScxI5opAfHXVskFVVxdzkRGhBKsIYUXCxBitMkwOJmAajo/egMTJi\nhyhBKsIQzHNxIslmh5EQIEgFlBtktxEF6oUX9aLg1RpsaHoZg91i8pLnEYX0eYhwICGOdLtbg9GS\nMHF5yZvAcG44FdqBhGisbURvU6/rSGdZKE/Mw3N8cADFmVkUMxnH781NTggZ5QS8O5GIsHY203HA\nPS+JciAhKC+5LSPJZodCO5AQNTU16OzsdM1L9NIvbqRz0JMTiUjL+X7dicQ1LxkWquGXtgHAYHcz\nhtLLjp01wiznCa95KZVCbM8eIQM+iqJ4EhgW5UBCxD0Kn89NjRuzPsNiCJ+76GCIz0uHXIXPRQ/4\nUNndZq2KsJw340VgmBxIROYlzYnE+RoWYTlPdNbVoq3Wh/C5II50N2PsGnUi4Q6MAJADiagG2TOC\nBKkIL9Zg1IiJG+l0V/w3HEgEjCYA3q3BFq6sCnEgIQxrsEn7BnllQZwgFeDdGmwjTQ4kYlKAZg3m\n3CCLEqQivFqDZbMpIevMCS/WYEOrYpT+CS/WYORAImpmmGEN5jZVe+a8EAcSwos1mPC8RMtfXPR5\nciMjQpaPEF4EhssWqmLOqyHk6TA7bCOf0xxIBOUlciJxG+ncSItxICE6DhzSnUjsc8TsrDbrRnjH\nqoe8JGKUk/DyoiDK2pkoC3naDw6ItpyP604k7jPDLgD1TUCLmBexoz1NyKxuYHbFfvaoMMt5ovMo\nAMVVn0eE5byZgVb3DgxRlvME5VWn2WGG5fyBcNbOhOFEctXDDAwBlvNEx4FDmvD5jH2Ho+gBn9r2\nRt2JxL0DI6zlvBl6XnJ6z6B7+XqBAz6Ac14CxFjOE4qiGLphUXKkR3MiGZv1JtC6m+AOjAAY66ai\nnoGRPi9kmjbhxRpsJDMCBQr6WvrEBCVrMAcdjOLcnO5AIughAN6sweYvZ9HSFd6BhChbg9nHnZuk\n9ZxiRhS8WoNtTItR+ifae90bZFFWhYQXa7BCYQXructC1nMSXpxILmTFCFIRXqzBaBqhCAFPwIcT\nyYzYvOTFGoweroVp8zTvA+J7HDswSvk88uPjqA9p7Wymv7Xf1Ylk/koW8WRtaAcSol4XIHXS5yEH\nElEdGID2ouNlCYmIdeZEhwchT5FCeQAQS9Qh1lzvaPFcdiARm5fcnEguZNeFOJAQXqxUZVjOH016\nyEuCLOeJI93kRGI/O0yY5TxhOJHYz8AQZTlvZqB1AHPrc8is28/SEmU5TxhOJA7PS4blvKDnJQCe\nnNtEWc4T5bxkr88j+nlJqVFQ15lwtXgWZTlPeHEioXv5iKCO1UTjYShKrePzkijLeTOUl6J0IqG8\n5EXPcLfBHRgBGBYo/OKZ1Xkgmxaif0F4sQZLZVI40HwAjbViep69NMhlQSpxSdSLNdi8rvQvCi8N\nMj1Yk+WfCNyswQwHEoEvCoY1mEODnE6nhQlSAd6swUSu5yS8NsiiZl8AZA1W5/iiQEJORwQtIQE8\nNMjFDWB2WGgHhhdrsFQmhaa6JvQkesQEVRRXgWHDgWRQ3LU02Dro6kSycFkTyhM1ulq3fx8UFycS\nyksiLFSJ9n1JLDg4kaiqqiv9C+zAOOjegUEOJO3t7cLi1vU4O5FoDiRrQvOSF8X/C9l1IQ4kRH19\nh+5E4p6XRFrOH014cCKZEWPtbMT0IHwuzHLeTLezE4lhOS9wZpgXgWFRlvNELJlE3f79jh2r5EAi\nasYqoD0vZTM5R+FzUdbOhBfhc+pYFTVjFXAXPhdpOU940Q0jB5JmQQM+sVi97kTikJcEWc6b8Sx8\nLpD+Ls2JxIvw+W6DOzACMJze2Q4kBI3UOl34o4sCBamIrhscp0SKFKQi3JS1ixslLKbFWKgShjVY\nyn4q5tyUOAcSws2JpDCzpjmQCLAEI8ojCvYvYiIFqQi3BllGB4bbi4JIBxKi7ERi/3A3nNYcSEQI\nUhFkDZa2a5DnLwpzICGoQXayBqO8JOqlHoBuperQgaFPbZbxomAnmEcOJKKWjwCAEoshPjDgOFV7\nbmoCsZoaIQ4kRPv+JIobJSzNWuu4FBfzUHNFIRaqREt3j+5E4tyBIcqBhKjr0Sye7ZxI6D4WubTN\ny4vCkOC8BLgLDMuwnD+W1JxIRtZsZo+SA4nAAR9yInESPhdmOb8psLPwedlyXvzzktOyW1GW82bq\njzgLnxvWziIHfPQ6LFy1fo4QaTlPNCSb0NTe4Sh8LtKBhHBzIhFpOU946VgVZTlvxi0vibScJ66v\ngpAnOZF4sZ7fbXAHRgCGpleEXvSeSIsVpAI0JxIna7CN0gbGlsbETYc0Ah8D5lL2DXJqWJggFeHm\nbb4gWJCKcLMGm52aEDodEnC3BqOpzSJHFAxrsEnrGRiiBamIum63BnlImAMJ4faiQA4kchpke2uw\n4ekVDApyICFchTwFC+UBmhOJmzXYSGZEQsfq9cDqrK0TSS6V0hxI+vqEhSQnEruRzrIDibh7FYDW\ngeEyA6NtX68QBxKizRAYtp4dRlObRc4Mi8Vq0NZ7wHUJiei8VNudgJq3dyKhqc2JhLiXTjcnksWN\nAq7kNnBU0DpzgqxU7WZpybCcd89L4pyRiLLwuXNeErasjXARPjcs5wfEXUvkRGKXl0RazpuJDww6\nCp/PTk6gsXmP0AEf17wk0HLeTMeBQ44Cw7KelwB7JxKRlvOEm/A5DfgIf15KDGJtbcLWiUSk5TxB\nuTVqIc/B7iZeQsK4Qw4kIqcdeUKwIBXgbg02uTSJQkmgIBVhWINZ9+7nUyNCBakAd2uwBUMoT3CD\n7GANpqoq5gUKUhFu1mBlQSqxDUbHgUPGCEklS0tLQgWpCDdrsOxqSpgDCeFmDUYiTqIEqQg3a7Dh\n9LLQ5SOA2bLQ7kXhAjQHEnEdGICzNRg5kIjvWHUWGM6lRjQHknhcWEhyIrGzeBYtlEfEjww6OpHM\nTYlzICHKI53WeYmWXIhcQgJo083tZoaRA4nomWGUl+yWkWSzw4jH96Kubo+wmOREYpeXhnUHEtEz\nMJqSRzQnkvy0dVwJlvPkRGI70imhAwPQhc9tnEiEW84T3S55aUR3IOkW17aSE4ldXhJtOU/EBwcd\nhc/nLk0Yy8JEsaejAbV1MVt9HpGW82acnEhowEfGjFXAOS+JHvABnAWGRVvOE8kmZ+FzkZbzRFe9\n5kQStZDn0R7NiSRfcFhStwvhDgyfyBCk8sSMWEEqwskazBCkEj7Sqb/sWOhgqKpqWKiKxM0abP6K\nWEEqIj4wCDWft2yQVxbmkFvNCp+B4WYNVhakEnv7UweGVYMsWiiPcLMGy66IFaQiurq6bEcURAtS\nEU7WYItrG5heygmfGeZqDZZ+DWg9JMyBhHCyBqN7WMoMDMDWsjCXSqFeoLAwMdBqLzBM97DokU4S\nIrWarr2RzyEzfVV4XqpvqEVTW9wxL4l0ICE6DhzC8tyMpROJaAcSws2JhJT+ReMlL4lfQqILea5s\nna4ty3I+Hovhusa48wwMwQM+gKZ7ZudEItxynug4AkCx1cEQaTlvpr+13z4vCbacJ5yEz8lyvqNX\nbAeGElPQ5iAwLNpynug4cNBW+Fy0AwlR294I1Cj2z0sCLefNOAmfi7acJyi/2i0jEWk5TyiK4k1g\nWDDkROIkfL4b4Q4Mn9A0nchnYKTFClIRZA1m5URCDiRCBakAzRrMxomkODeHYiYjdJ054faiINKB\nhDCswSwaZHIgESlIBbg7kYh2ICE6DhxCIWfdIIu2UCVqOxptnUjIgUTkOnPCyRqMHEhECVIRtC7V\nSll72MhLYjswyBrM8UVBoP4F4dQgS+vA2LPf1omEHEhErjMnBloHbJ1IyIEksUeMawRBQqRWgnll\nBxKxM8MAXWDY4UVB5PIRwsmJRFbHqpMTieFA0iQ+Lzk5kYh2ICHKloVb89L4XFaa5bxjXhLsQEKU\nhc+3zg6jZwvhMzDqE7bC56It580Mtg7aOpGIdiAhaODKSvjccCARPAMDcHYikTfgo+VXK+Fz0Q4k\nhFJDwufWdV3JDkt7XrITPqd7WPQSkkSiz9aJRLTlvJlj7EQSGdyB4ZOUrhcR6QwMCQ4kBDXIVstI\nRhZHxDqQEIYTydYXBRK8lPWiYOdEItqBhDCcSCxGOmlas0hBKkJ7Udjayy7DgYTodFD8lyFIBTg7\nkWRXxQtSEeREsrS0tGWbDEEqgJxIai2FPEnASfQSEkB7sBiyapCLBeEOJEZMB4ekkcyIWAcSgpxI\nLASG82Njwh1ICMOJZHnrLK2FK2IdSAjDicQiL81LcCAh7JxIZDiQEIYTySXrvFRTU4O2tjbhce2c\nSNbXLwl3ICGog5hmlpgZEuxAQjg5kVBekjHg4+hEMnNB2oAPAEvBvNHMqJwBH0DrJLbIS4blvKQB\nH8BaYHjhyqpQBxLCcCKxED43nJEED/gAJieSta1LfUU7kBA0w81qeZusDgxAFz63yEsyHEgIJ92w\nIcEOJISTE8mwBAcS4qib8LkEDCeSa0zIkzswfDI0vYze1kY0VcWBRPyLAo2MWPXcjWRGxK8zJ7qs\nFf9ppoJIQSrCTsizuFHC4sya8OmQgLM12NzUuHBBKqJ9n7U1WNmBRHyD3N5LDbL1SKeMxhjQlpFY\nTYmkKc2ylpAA2DJdu6iqGJYgSAWQE4l1gzw0vYzGOrEOJMTRZAMyVg3y/KjmQCIhL13XaW8NNrKo\nCeWJfqkHoI3aWiwhyRvWzuLzIYn+VeYlVVUxr1uoikaJxRDv70cutfVamjUcSPYJj9u2z9qJpOxA\nIj4vGU4kFpaF5EBSUyP24RnQlpFYOZHIEMoj7PISoFkVihbwJOwU/+n+lTHgY+tEQgM+AoWFia7m\nOPY01Fo+L5HlvFAHEiOwtfB5+XlJwtK2Fnvh8/krWeHL2gg74XPDcl5CBwbVpVI3TOaAT0OyCU1t\n7ZbC52Q5n0iIj1vXnUBxYavwedmBRF5esurAEG05byaZGLR5XpI3EH2sCkKeDXU1ONyRvOasVLkD\nwyfD1XAgkdiBYWcNZjiQiJ6mbQS+XmuQi5tfsGUIUhF21mAZ/SFTxosCYG8NNjc1KWU6JGBvDVYW\npBJfV7IGq+zAUFVViiAVYWcNll0dRixWj8ZG8cfYzhpscl2OIBVh96KQSmt5SaQgFWFrDUZ5ScLM\nMCdrsJHMiPhp2kT3DZZOJLnUiOZAcp340dX+ln4oULa8KBgOJBJmhgG6wLDlSOek7kAiVosCsBcY\nJhHeum4JncjkRGIhMCxD6Z+o7dGdSBY3v2AbHRgJ8SOddk4kS4UiruQ25Oal1dSWWVoyLeePueYl\n8TMwNOHzZusZGDIs54kua+Hz8oxV8dfS3uReJGoT1gM+gi3nzcQHj1gKn89N6Q4kLa3CY5ad2yry\nkgTLeTMdBw9HnpcM4fOZzc+GMizniWQyaSl8LsuBpBzXWvhchuU84Sp8Lokj3U08A4OxxxCkilrA\nMy1HkAqwtwaT5kBCkDXY3ObGMT8sR5AKsLcGkyWURxjWYMXyC7aqqprSv2BBKsLOGqwwnZUiSEV0\nHDi0pQNDliAVYWcNJkuQCrB3IpElSEXYWYNpglRy8pJhDVbZINOLQudRKXGtrMEW1hcwvz4vXiiP\nMASGN88Oy6VSqD94UKgDCdFY24j9Tfu3vCjQw7S0vDQ4gMLMDIoV65LnpsbR0StWwJNo32v9okBa\nETJmhgFAR+/BLTMwcrkcMpmM9BeFytlhK9lhxOt7hDqQEDU1Nejo6NiSl4YkCXgSyeSgNgW9wolE\npuU8OZFsGemUYDlv5khPE4anNwufS7OcJ2yEz3OpYcSam6UM+CiKgoHWrcLnsiznifjAgKXw+awE\nZyTCcCK5bJ2XZMwMA/S8VCF8Lstynqi1yUsyLOfNWAkMGw4k0maGDQIobXEikWE5T3TV16LVSfhc\nEkd6mjA2m72mnEi4A8MHE/OryBVKwhW1XZHkQEJYWYNJcyAhDGuwcoNsOJBI0L8A7J1IyIGkTVIj\nFR/UnUgmyg/QhgOJpBkYezqsnUhkCVIRVk4ksoTyCNsGeWVYymgCYdUgyxKkIsrWYOVrmBxIZAkL\nkzWY5YtC62GgXs6DLFmDmZ1IpAnlEbRuPl35opBCvYR15sRg66Btx6q0mWGDWwWGDQcSSXmpvtHa\niUSWAwnRefDwFicS0omQNjPMxokkm5Wbl7q7u23zkqwODBL+MzuRyLact3UiMRxI5LyIHeluxkKF\nE8nE0oTcAZ/Oo7ByIqHnJSnL6WAtfG44kMiaGWYhfG44kEjqwLBzIpHlQEJ0HNwqfE4DPrLykp0T\nicwBH8DaiUR2XrITGB6aFm85T7gKn0viaE8zCteYEwl3YPhguFoOJJIEqQhyIjE3yCOLkhxICGqQ\nTcJUxfl5aQ4khNWIwvwVOQ4kBNXHLORJwk0yBKkAkxPJ1YoXBUmCVAQ5kSzNlhtkmYJUgN4g1yqb\nhKlkOpAQVk4kQ5IcSIhyg1x+uEul5TiQENQgb52qfUHKNG2CnEjGZsvndTSjjaRIe1EwnEjKeUmV\n6EBCkBNJoVSeNr0gyYGEMJxITMtIFi5fkuZAQlg5kRTSchxICHrxmTdN15adlwwnElNekulAQlg5\nkQxl19EYU4Q7kBBGXlot5yWynJc5Y9U6L52XOuBjCAyny7PD6JlCWseq4URS7sCQ6UDmboZfAAAg\nAElEQVRCWDmRLFxZleJAQtT3604kpuellQV5DiRE+77klqVtG2nZAz7kRFIe3JKdlwwnki0zVlPS\nn5cqhc9pmYWsAR9yIjF3YMh0ICGO2QmfS4Q6ZMx5abfDHRg+GK6WA8nKtLTpkIDpwp/e3CD3NvWK\ndyAhyInENNJJQpcyBKmIgdaBLQ2yLKE8gpxIzCMKNJ1Z1ogCsNUarJQvojgvR5CKoPrMTm5ukGUJ\nUgF6g9y52Rqs7EAi7+HOyolEpiAVACQaD2+xBiNBKlkjCgAMb3OjQS4WgLnhSPKSeRlJKpOS40BC\nKIpWJ9OLQo4cSCQICxMDrQMolAqYWC7fN/OSHEiIuv37oDQ2VuQlTVCOFPJl0FbhRKKqqjYzTGrH\nqlafWZNlYTqdluZAQtT1JDZZqRoOJAm5eQnY7ERyIbuOI4kG4Q4khOFEsjJkfEb3rcwZq0cTDbhY\n6USSPi9FL4ygJTHmZbdkOd/X0ictbqXwueFAIkFYmKClemYnElmW80RNUxK1+/dtEj43npckLbkF\ngLZ9CawsbHYikWU5T5SdSKLrwAB0JxJTXqIBH9nPS8BmgeEL2XXslzjgo2mg9W16XqIXfJlahrbC\n5xIhJ5IhC+e23Qp3YPhguCoOJPpIoMSRTitrMKlCeUSFNVhuhJT+5fUCV1qDGQ4kkqZDAtbWYHOX\n5AlSEZXWYDIdSAi7BllmYwxstQYrK/3LHekEyg8cMh1ICCtrsOHpFWkOJAQ1yDPUIC9cBIp5qTPD\nrKzBRhdH5TmQEBUvCjQSKHtmGFCeYSLTgYRQYjHEBwaQHzG9KFyaRKymBm379kuL2647kSzPaU4k\nxSV5DiRES89e1NTVbbIslOlAQhhOJHrHnyGUJ3EGhpXA8JDkvASUhTyJKCznyYlklJxIDAcSeR0Y\n3boTyaYZGLIs5zcF3ix8Ts8T9ZJnYACbnUhkWc6biQ9uFj43ZqzKnIGxX7tOaRaGTAcSwnAimYpu\nwAcwOZHkteWZMi3nCSsnkqHsurTlI0RT8simGasyLecJ0vTYMjtMIuREkuIZGIwVQ7rwS6TMyBWk\nArZag5EgFdn7yQt8rKJBTkkTpCIqrcHIgaRtn7zGAthqDSZzPSdRaQ1mOJBE2CCTA4nsDoxKa7Bs\nVp4DCVE5omA4kEgSpCIqrcGG08vSBKmILdZgkoXyAGtrsFQmJU8oj+i6HsjOANk5APrMMEkOJMR1\ne7R903pzciCRJeBJxAcGNo10zk5OoHXvfikOJER7hcAwaUTIzEuxWA3a9x+oSseqmi+hmNFesLNZ\nbYaCDAcSgpxIKC8tFYq4LNGBhEgmtbxEnTVRWM5Tp4yRlyQ6thGKomi6YRUzMCLJSybh85xh7Syv\nA6PSiUSm5byZSuHzualxNDTvQaMEy3miXX8GpOVtUQz4AEB7hfC5TMt5wnAi0Z8JZVrOE8lkEolE\nYuuAj+znpSQJn2s5WKblPGHkpYidSDThc56BwVRQFqSqlgOJvCm9hjWYfuGTA4n0GRhdNwClDaNB\npvWcMkdX9yb3bnIiKQvlyT2v8cEjRoNsOJBI7sDY+qKgO5B0Shwlgm4NpjfIi4uLyOfz0gSpiC0N\nsmRBKmCrNZhsQapy3CObnEiGppelWzsfq2yQjRcFeR0YgGYNRh2r5EAiTf+CqBAYlulAQiTqEuht\n6jVeFOghWvpI55HBTU4kc1Pj0nR5iErLwrIDidy6dhw4ZExFl+1AQlQ6kch0ICEqnUhkO5AQyeSR\nTU4kMh1IiIFKJxLqWJVg7WzmqMmJRLrlPNFVmZfIgURe21rpRLIwLddynqgUPp+dmkDngUNSnw33\ndDRuciIpO5DIrWunSfhctgMJUSl8XnYgkZv7zQLDhgNJBHlJcyLRruHhaXmW80R3lZxIjl5jTiTc\ngeGRyao5kMgVpCLMTiS0vCK6FwXtZSg3MiJ1NAEoO5HQVO35K1koCqQ5kBDUIG9MTiK7MC/VgYQw\nrMGMFwW5glSE2YkkivWcgKlBNjowUlKnQxKkrA2UXxSkT9U2nEhGpTuQEOREMmQe6ZToQEKQE0m+\nUJIvlEfQshhTXpLpQEIMtg4auZdmTcl+UTCcSEZGsJHPYXF6WnpeMpxITHlJpgMJYXYike1AQlRa\nPEeVl0hgGIiuA6PJJDAs24GEICeScl66IH3AByg7kcxl8/It54kK4fN8akT6gA+gC59X5qUIOlYB\nbfmeqqqYn5qUPuBDTiRUx0JargMJQU4kS7NpLC0tSXUgIQwnEspLqynpAz7AZicSEvCMpgOjvHxv\nOC3PgYSwFT6XDDmRjM1dG04k3IHhEUOQKvIlJHIFqYgj3WUnklQmJdeBhOg4Aq1BPo/C3ByKCwtS\nBamI/tb+8gyMK1m0dCekCVIRVK9cKoXZKfmCVMBWa7ANyUr/RMeBg0aDLNtClTBbgxUKWayvX5I6\nHZIwN8iyBakIEgDMZoeN9Y6y85KiKIaQJwDpQnkEOZFcnM0aHRjSXxTIiSR9vuxAIlHAk+hv7cfY\nouZEMn85i3hCngMJQR3GueEUFi5fgqqWpL8oAJsFhmU7kBgxdX2e+UuTkXWsak4kddiYXtUdSFKR\n5aWFhQXk83lckOxAQlC9stlhw4EkiiW3RxOmvDTzmvaiL33AR6vX0PSyfMt5oj4BtB0G0q+ZLOfl\nPy8NtAxgdm0Wi7lFw3JelgMJQU4kuVSqbDkvUViYaNuXiH7Ap7csfB7V85LmRNJoLN/TLOejyUsk\nfE737BHJHRhlJ5IhY8BH9swwwEL4PAIo35qFz3cz3IHhEUP4JcoZGIYDifwXBbM12GhmVK4DCWGy\nBotCkIowW4MtXJErlEeUG+QRzOsdGDIFqQiyBlM3dAcSyTNNALM12GQkglTAZmswmioo0xKM6O7u\nRi6Xw9LSUiSCVMBmazBa9hWFtTN5m6vFDc2BRPI0bWCzNdjI4giSdUl5DiSEyYkkPz4OFArSZ4YB\nWl7aKG1gcnnSEMqTPbpat3+/5kQykjKWfUXRgdG2X3MiKRZL0h1ICFoaMzc1gZmZGekOJERdTxIb\n6VWsr1/WHEgimhkGaE4kQ6tyHUiI+vpOzYkkOxyp5fyxpOZEkiuVpFs7E1SvVHpFvuW8mS5N+Nyw\nnI8gLxnC55kR6ZbzhOFEkhoxBDxlWjsT7fuSWFnIIb9WkG45T3RU5CVAfgcGoC3Z20ivRmI5T5gF\nhof0AZ89kgd8yIkkm01Jt5w3c6xS+DwCBrqaNOHza0QHgzswPDI8vYz9LQ3VcSCJaKQT0C78VCYl\nfzSB6LoeSJ9HLqWJCEXRIJM12PBcCpn0mnQBT8DcIGszMGQLUhFkDZadXNEEqSKagQEAs5Pjkazn\nJMgabIWE8iJ8UZhOpyMRpAI2W4MNReBAQpATyfz0sO5AIj8vma3BSChP9ks9AKMDoyyUF81IJwCk\nFrQXBdkCnoDuRNLfj3xK68CQ7UBCkBPJ0viS5kASQV4iJ5LZKW2ks6OjQ6oDCVHXnUBhehUrK5SX\nohnpBLQXBdnWzmZIyDNKy/mjuhPJxbmr0i3nie7mOJp14XPplvNmdOHz3AVteVt9BDPD6FkwlUlJ\nd0YyEx8YRC6VMlnOy5+BQXWbm1yWbjlPNDQ1IakLn8/MzBhil7Kp606gOL+OlcXo81I6ndbyUgTP\nS4BWN3peAuQ6kBBHK4XPI6ChrgaH2hObHJJ2M9yB4RFNkCpq/YtoBKmAsjXY+asL0QhSGYE1a7Dc\n0JB0QSqC1tAPj41rglSS13MS8cFygyxbkIoga7Cl4QUAiGREgZxIou7AICeSlcUh6Q4kBNXt5fQs\n1iIQpCI0a7DhSBxICHIimZ56Sfsggg4MsxNJtB2rNwDZGeRefUlzIOmX7MgEGCO4qSsXkcsWontR\nGBxEbjgViQMJQXVbHIouL5mdSGZmZqSvMyc0J5Iilue09jyZPCo9ZkdHB2KxGMbSM5E4kBBJPS8N\nXY3Ocp7qljbykvwZGCR8Th2r0nV5iG5N+Dz302cByLV2JvYl92lOJHOj0i3nzcQHNSeS2ckxNEi2\nnCeobovDmUgcSIgO3YkknU5Hlpco5y5dfQVANAM+1DkzPTOD4dVoZqwC2vPS2toELlzNRDbgs0X4\nPCIqHZJ2M9yB4YGqOZBEJEgFlBvkV2cvRuNAQuhOJPkLr0QiSAWUrcEuTWhCbrIdSIj44BHkRkcj\ncSAh6EVhbXIZiMl3ICE6Dh7G9KVLkTiQENQgryxeiESQCig7kbyc0Xq8o3xRWFubxHAEDiQE1W11\nWr6Fqpkj3U24MHM1GgcSQu80zr32onQHEoKcSK5MaPatkb0o6E4kcxNj0h1IiHJe0h60ZDuQEB0H\nDmFmajISBxLCyEuZC9IdSAhyInmlCnmpUFjG0PRCZHlpIBFHDMDq9KvaBxEM+AC6E0l6MdoBH73T\nOHf+xcgGfMiJ5NKlmUgcSAgSPp8bHYlswKdZdyJZm9LuG9kOJETngUOY1bV5opyxCgArC9EN+ADa\nMpKhhaVIHEgIciK5cGVWugMJQU4k0Qt5XjtOJNyB4QHDgSSCaUebSEcjSEUc6WnC2JLmztHfKn/E\nEYDxEpQbHYtkmjZQbpAXr65DUYDWnmhe6uMDA1gvFSMTpALKTiTFmbVIBKmIjt6DmJvXXsSibpCz\nq9EI5RFdXV0YXssDkC9IRSSTg1jdiOPqUi6yvNSlN8i1M+eB1kPSHUiIIz1NmFq5CCACoTyCXhRG\nL0aiy0MMtA4gM6098ET1olA/MICiomBxZhrtEXVgkBNJcXYNsaR8BxKi48AhLK1onSZRzgwDgNUq\n5KWUnpeiXEJSUhWMzq5FJnhOTiS1MxeAuiSw50AkcQe7m7G4cSUaBxJCdyLJj44hPhDRcjpoy24X\nr+YAIJKlbYC2bE8FMHdlKrLnpVhMQeveBIoza5E4kBAdBw5ho6hiY2MjuuclXfg8uxaNAwnR1dWF\n1Hr0eQkAUunVSJa1ARbC5xFxpPvacSJxfZtRFOUeRVHuUhTlgSDbdwNlAc8qzMCIQJCKONLdjDVc\nhgLF0ImQTudRFNZrUFzKRqJ/QQy0DqA4X4uW7gRq66JJ3PEjg1jRleCjEKQCyk4ksZV8JNO0iY6D\nh7AR06YPR9kgl+pzyKtXI5kOSXR1dWGypEQiSEUkk0dwOauJWUY1M4yswVoyqUimaRNHe5qh1k0D\niMBCldjTC7WmGfmrC5HnpdJ8bSQOJET8yBFk43VQVTUSYWGivUp5qRTXOqyjmhkWS9RBaa7Bmjoe\naV7q7u7GFGrQEIEDCdGUPIKZtQ7kCtEKnh9LNqA1M6wNiMSi6aQ/2tOEWFzLS5F1YOhOJLlLc5Es\nHyEGWwdRm0lEYjlP1A8MIldbg3w+H9mMVUCb+Vazko92wOfAIZTi2st8VHmJnEjW1LHIn5fSdVpd\no+rASCSuw1ohiZmsEomwMHGsCk4kZj3D3Y7j3akoynEAUFX1UQAZ+r/X7bsFsqSJqucOALC2AKxc\njWyaNqBd+LH6aXTE90YjSAUA9QnkSr3arxEIUhEDLQNIrrShuTuaBztAcyJZNjowohlRAID2nkbE\ni2okAp5ER+8hFOONaIjHIxGkArQGudirzfqIeqRztiGJ/vroBH4TiT5cyWr3TZQzw65vrEXv8hjU\nCPPSYLf2ohCPJeQ7kBCKgnxtP1BSI5sZBmh5qSXbjUR3TWSjq3X792Nlj9a2dfRGl5fa9ibQWCih\ntivavFSq1xw5onAgMdi/ipKyHnleWkg2o6+uBjVRXUt1HZhe0+oYpeX80WQDDi6Pohjl81J3s96B\nEZEDiU4hMYjiagH1A9Hlpf7WfrSv7UO8PSbdgYSoaUpidf9eANE4IxHt+5JoLKqo6YjoGRjUgaHF\ni2rABwCUHgUbtenI89J8cg+6apTIBnxisXrMbdwMIOK8lKieE8m1YKXqlok+AiCj/z4K4C6f23cF\nqfQK9rc0oLkhmmmuAEwOJNGOdMbiaeypjWYKJpHb0F5KohxRuK65Hy1rXSi1rUUWs6YpidX2FtTH\naiIRpCK69tRDAaC0RdPbDdBIZwOSdRG69gAodGs2ZE0RCOURnV1dyCSa0KtG10jFYvVIrx9FfU0B\nB9qie9C6pTSDenUDy23RHd+BribUxNPYU9Mb2Us9AOQKel6KcgZGywDa1/ah1BrdtFMlFsNaTycU\nAG37eyOL29HegDpFQaEpuhzRuncvSo0JNNbVRuJAQlBeSiSiHelcSDRHmpcURcFsXntmiXIGxutr\n1tGTn8dsS3T3as+eOOKNs0jEuqIb8AGQ29BG6OP90XWaDLYOom2tJ9LnJQBY36vVNdIOjK5GJGPA\nRmN0eamhqQmx5lbUKUpkAz4AUOjWdOAS8eg6w7q7u7W8VIouLwHATF5bFhr1DAyAnUhkoThNbVEU\n5RSAU6qqnlMU5S4Ad6uq+imv2/XvnARwUv/vMQAXRFdiF9MJYPYaict13X0xqxWX67r7YlYrLtd1\nd8a9VmJWKy7XdffFrFZcruvui1mtuNdSXXcyh1VVdZ2KJL2LUVXVBwE8KDvObkRRlDOqqp64FuJy\nXXdfzGrF5bruvpjVist13Z1xr5WY1YrLdd19MasVl+u6+2JWK+61VNdrAbclJBkA7frvrQDmfG5n\nGIZhGIZhGIZhGIYJjVsHxlcBkB1FP4BHAUBRlFan7QzDMAzDMAzDMAzDMCJx7MBQVfUcAOj6Fhn6\nP4Dvu2xnxFCtpTfViMt13X0xqxWX67r7YlYrLtd1d8a9VmJWKy7XdffFrFZcruvui1mtuNdSXXc9\njiKeDMMwDMMwDMMwDMMw24FoDJ0ZhmEYhmEYhmEYhmFCwB0YDMMwDMMwDMMwDMNsf1RV5R/JPwAe\nBnAawFkAxyu2nQTwQMVnp/TvjwC4p+K79PlxizifMcXpt4vr8DnFPQ2g3xTzrOlHpW02cf/VZt+W\nZXf4/JQppltd7WJuqY/f+jsdX9PnIwBa3c6fw/m23K/T9sqYLmXZchyDxKzcv9O1AWDB9Pkpt2Ng\nE3fRah8OZbO7b2zPh4+Ybvv2dI053KuWx8vhc7dcYHd9eK2r1TVjd9/YnmubutqW3eracDjffuL+\nd6uYVnWC83XtJwfbxfR87pzK4vf4wiG/2Rx3rzl4HMBLdmX0s2+nMtocX7djU5kP7e4nr3Et6+py\nzdjdN75ysMMxs7s/bPdvdU5s/u7vXc6TkQ9djoGfHGwX0+1+rzzXfnOw0zVpeR9YHUefcf/e6rpz\nOKdu96SXvE919fNs5Kt98llXt3wV5jnYLqbn/APvOfhVAFNezqPDtbOpbm6x9e2PVZxbt7ziep94\nuM7+DcCQOYZVXKfy23zfrY3yVFe7/VjVy8Px2lJXh/Nnd806Pcd5ycNbysU/KndgSD/A2gX6Gf33\n4wBOm7ad1m/oB0yf3UUXODRr2gX9934AZyt/N/2dsW/991et4tqVR//8lOnzsxZ16QfwsEPc/wHg\nosXnlmV3+P0uimNVFo8xLesTtP4Wx5d+f0A/h62msm85fw7n23K/TtsrY5q+a1WWLccxSEyr/dtd\nG1bXidMxsIn7QQDTLt8x/25339ieDx8x7fbt6xpzqMNTVsfL7jjCPRfYXR9e62p1zdjdN7bn2qGu\nlmW3ujYczrefuB8EsGRx7BzPk8117TUH28UMdO7s6uz1+MIhv9kcdz852Pa8+Nm3UxmdYjocm8p8\naHc/Bc39Tvfnw6Z9W903fnPwWZtj5rpPi2PlNQd/AnqOqIjpmFMtjoGfHGwX0+1+rzzXfnOw3fG1\nvQ+sjqPPuP8DwJSPc+p2T3rJ+/Rs6OfZyPU6tzknXurq9AwY9jnYLmag/OOQZ44DmNOP/Wdtzp2X\nZ3+3utnl1iFTjGfsYnq9TzxcZ89Q2U1/45jPLHKC1XOtlzbKta52+7Gql1u5rerqcP6crlmr+8dr\nHrY8nvyj8hKSCHgUwKdN/8/QL6qq3g3g/orvj0LreYOqqhkA8/rn90CzrYWqqqMA3l3xd3dBuyGg\nam4wvTZx7cpzS8XfH7eoyykA99nFBfAlAG0W+7Yru93n89ASAAC0AzgTIKZdfYLWv/L4nlAUpR/A\n3QDM7jt258/ufG/Zr8v2Wy1iwqYsdsfRb0y7upoxXxv9APoVRXlYUZTT+t86HYMtcQGsAeiw2Idd\n2e2Ou+358BHTbh9+r7EtMfW/eyOsj5fdcbTNBS7nyUtd7a4ZuzrZnmubuh63K7vP+8NzXAA3AKi1\niOl2noDN17XnHOwQM+i5qyzLlpgux9c2v9kcd885uOK8bCqjz337zsGmbZvi2hxLu2smaFyr81H5\nud015jcHH4G/XG67fx85+Dk9VmVMt5wKbD4GfnKwXUzb+93mXPvNwXbH1/Y+sDmOnuMC6KJ9V1x3\ndufOtixe876+vwH4a7fsjr2fHGxXV7t8GPo52CFm0PwD2Ofgz0C7Fi4j+D3oVjer3PpPAIZNMW6y\ni+njPnHL/V/T45pjuOWzyvJbfd+tjfJaV7v9WNXLrdxWdfX77mZ5n3jNww7H85qHOzAko6rqqKqq\nGUVRaOrSpz18f1RRlH5FUc5CvyEAdAAY0G+As9h6QXdAu4GIklVch/KcBfARAFAU5Z7KcumfndZv\nTMu4etJVLfZtV3bLz9WyPe8IYEwD8xvTsj5B64+txxfQEvL92NxJYXf+7LDar9P2RGVMh7LYHUe/\nMS33T1hcG/MAPq2q6r0APoWt589L3HkA6xb7sCy73XH3cD5cYzrsw+81ZhUT0HrhrY6X3XF0ygW2\n58ljXS2vGYc6uZ3ryrrGHMpuhd216iduB4AaizzjeJ4srms/Odgypss+/NxjVjEB++Prlt824ScH\neyij130HycF2ca2Opd014zuuXV0rP3e4xvzm4KK+f6+53G3/rnFdcoFtTrU5Bp5ysMO14XS/27XD\nfnKw5fH1cB9swmfcswDq9f3fY/Md876dyuI17wNAAf7aLbtj7ycHO9XV6hlQxHOwZcyg+cdHDnb7\n3A7bujnEbsLmcx5ziOnpPvGY+2ctPrOtq01bWvl9tzzsta52z2VW9fKShyvraonDNRvkeTho/r6m\n4A6MiFBV9X5oPd8Pu31XUZQH9O/dp6oq+QfPAWjXe+3ebbGfOWg9fZ7iVn6uxxlVFOU0tF7aykT5\nB7D2Mt4S1yKmXdktP1cU5SSAc6qqDuj7echvTLf6BKh/Zcx6aAnZ6oHa6vzZYXnerLbrx2WjMqb+\n+ZayOBxHzzF1bOuqs+naUFX1nKqqj9DvANoVRWm1+VvLuPrfbVjsw7bsdsfd5Xx4iWm5D7/XmFVM\nnaLV8XI4jk73jdN5cq2r271ncd+4nevKupasyu6AXV7zE3cOmmW4ZUyH81SZ8/zkYLuYQc+d1/xr\neXw95LdNBMnBDmX0tO8AOdgyrt2xtLtmAsa1q6vl5zZtot8c7CeXu+3fNa5+HItW14BLTt1yDLzm\nYLuYdufO7b7xkYMtj6+H+8ASL3H141CyuO4sz51dWfzkfZ08/D0b2d03nnOwS10tc2rY52C7mCHy\nj+dnYJfP7XCqm13sFZRnLAFa/re7djzdJx5zf6fFZ051tWpLK5/h3Y6/p7ra7cemXl7ycGVdbbF5\nTgzyPBw0f19TcAeGZBRF+Yx+4wBaT1y7y/fvAnC3qqq3UI+hzjn972l6UiWPQrtZoSjKcQAZq7h2\n5VG0aU2n9eR5St8fTNu8xP0KgCsWdbUru93nA9BuYNqP75h29QlSf4uYx6GJ8tytJ8kTAL6vP1DZ\nnT87KvdbOV3P2A7gZwGsVcaENmVuS1lgfxw9x3Sqq759y7WhKMoDeiKn7fM2147TsfgsgBmLfViW\n3e64ezgfrjEd9u3rGrOJeRzAjNXxcjiOdveN3XXg5/haXjMO943bua6s62s2ZbfD7nx7jgtgCUC6\nMqbTebLJeZ5zsF1Mh33Ynjsf+df2+HrIb5X4ycHHAbziUEZP+w6Qg8/YHBvLY2l3zQSIa1lXm1xo\nd435zcFpq2PmsB+3/dthvobfBmCiMqZTTrU5Bp5zsENMu/vd7lz7zcF2x9ftPtiEz7gfBPCKxXVn\nd+7syuIn79P16+fZyO6+8ZP77epqmQ8FPQfbxfSdf7zmYAD7EfwetDsWTrHPQ1v+RDFetInp5z7x\nkvtfVxHDtq425bfL5U552FNdHfZjVS8vebiyrpY4PCcGeR4Omr+vLdRtIMSxm3+grbk6jbIC7V0V\n2zep0EKbdmRWrD1bsY0+vwdaD91CxXaaGvVGq7hO5UFZjfhhbFYpfgBbxYas4j4GXUTOYt+byu70\nuVUZA8bcUh8/9Xc5vmY14tOm/dueP6vzbbVfL3HNMSv2ZS6LU119x7SKW3ltVBxLimur3O4S91+t\n9mFzPCyPu9XnfmM6ndPKaybA9UvH3/J4OXxueT9VnqcAdbW8ZlyupU1l9FBX27LDw/0RMO4XKmO6\n1MnuuvaTg7fE9HPuAuRfx+MLm/xu0w75vYb/p9Xx8rrvoDnY7jw5HEun+8xrXMu6WpXFpa5+crBl\ne+5yf1h+7iMHW7atcM6HVsfATw52a88t25TKc2113IMcX6fzJ+i+IQe1ymcuqzbOsSw+8j61N36f\njVzbpxB1rczNop6Dt8T0UM+gz8CvQnOr8H0PuhwLq3uqXz8+ZmcOc/63jOnxPrF7BjDqjLIzR+Uz\nmFUecmpLK69xq+vSd11t9mNXL6tyONbV5t53e060un8q92GO63ge+UeFoh8ohmEYhmEYhmEYhmGY\nbQsvIWEYhmEYhmEYhmEYZtvDHRgMwzAMwzAMwzAMw2x7uAODYRiGYRiGYRiGYZhtD3dgbCMURTmp\nKIpKqr2mzz+j6N7QldtkxjVteyCqmIqinNLrOqJYe0HLivuw6RgfjyKmafuI4s1mNHRMRVEW9Dqe\nVTTvb6E4xD1pOq/Sj6/+2VnTj+3xFxlX//yUKW4k15Lpvjktqp5+84KIPBUkF3Z7r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OmU7KiLwBfXbmA4/gdNgp/8c3PlIXvPSUN+Hutt+y+8KDPFqNtiCVnvImnF3h7TlX43a7KS0t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6kEznjGzbappobWr78m9Pdr0MbGKh3OiMyLm8es6Fm8e/pdTB7SPefErgrMZitzbveuJ699\nRW7cgKWlhebPPWOWB2NXJ0U/fEtG1gKiU8cpHc6IRMQHkjE7hlN7Kunp9Ix9teNoLdZ2EyHLvWec\nlv7m/e4+rBYLBd97xnHVYrGQn59PQkICGRkZSoczIuogPwLnx9F5rA6zh8yeU1+/g46OS6SlPYck\neecDt/nz5+Pn50d+fr7SoQC91Rd/K60hUaflvthwpcMZEbXan9SUp2lqyqe17YTS4fiMtXHhJOi0\nvFLqOQ8yPd1gR6V1gH1o1BKgfwNFep/XSmx/CwMoKm9mX3EDuTnj0GvVSofjO/L/G3QhMD9X6UhG\nTKNW8dyyDE5VtfLLxXqlw6HCUMG/Sv7F2klridBHKB3OyE2+C6In91boWJWfqrbx3XeRrVYin1mv\ndCgjJkkSuZm5XO24yvcl3ysdDt0dJk7trWT83BjC47xonJZ+AmbPJmDRQhrfexdrt/I3MCd2bKe7\n3cACL62+sMu6IxVjt4VTHvBkWzZbMfxSgV9aCLp0L6xqswmLjWPK0mWc2LmdzrZWpcPhzJkzNDc3\ne231hV1QThJIYMjzgH1VliktfR1//zRiY+5QOpwRCwgIYP78+Zw5c4aGhgalw2F/SzsFbZ28kBqL\nn8o7G4UAEhMfRqMJpbRUVGG4ik6l4rmUGA61dnCwpV3pcLzCYN+gMKCpz9+/6bQty/JmW/UFwByg\nwIWx+ZTXdxcTFqDl4QXe+5TQ49RfgLPfwPz14O9dfQn7Wz07iYRQPa96QBXGu6ffRSWpeGLaE4rG\nccNUKsj+E9Sfgwv/UjQUc0MDLV9sJfSee/BLSlQ0lhu1NHEpUyKmsOXUFsxWs6KxnNxTianHwtzb\n0xSNwxWiNj6Lpb6Blq+UHV/AZOyh4PttpGbOJn78JEVjuVFRScGkzYjk+K4KjN3K7qudRXVYWo2E\n3Oy91Rd28+9di9lopOiHbxSNw2q1kpeXR0xMDBMnTlQ0lhulCdURmBVLx9EaLG3KjjHU2LgXQ/sZ\n0lKfRZK8+4HbwoUL0Wg07Nu3T+lQeKW0lhg/DQ/GefGDIUCjCSI5+UkaGnZiMJxTOhyf8XB8JFFa\njajCGCKXNAHaupYUybJcNMB7uZIkFUiSVFBfr/zTZSWcqW5l1/k6nl4yjkCdRulwfEf+//QO2rnw\nOaUjuWF+GhUbl2VQWNbMoZKmwT/gJjUdNfyz+J+smbCGmIAYxeJwmWmrISK9d5YaBRuGmj74ALmn\nh8hc762+sJMkiQ2ZGyg3lPNT6U+KxWHsNnNydwXjZkYRleQ9szk4EjB/Hv5z5tC45R1ko3IDT57a\n9TOdrS0sXONFUyc7MXdVGj0dZs7kVSsWg2yRadtbgTYpCN0E725sB4hMTGbigiUc+/F7ujuUe1p4\n/vx5GhoayM7ORuXFT7Ttgm9KBlnGkKfczBn26gu9LoG4uN8pFoerBAUFkZWVxYkTJ2hublYsjoLW\nDva1tPNccgx6H5iBMDnpMdTqIDEWhgv5q1U8mxLDL80Gito8ZzwsTzXYt6gFsDcVhgGORm1aIcvy\nSwO9YavSyJJlOSs6OnqEYXq3N/ZcJlin4bHFaUqH4juarsCprTD3SQiMUjoal7g/K5moIB2v7ylW\nLIYPznyALMs8Of1JxWJwKbUGlv47XD0BxbsUCcHS0kLzx58Qsup2dOO8czyB/panLGd82Hi2nNqC\nVVame87pX6ro6TQzd1WaItt3NUmSiNq4AfPVq7R+950iMVjMJo5+9xWJk6eRNGW6IjG4Wlx6KEmT\nwzm+sxyzUZkBfbtO1mNp6iZkeYpXd3Poa8Hq+zF2dXL8R2W6ksmyTF5eHhEREUybNk2RGFxNE6En\nYFYMHYevYlFo9pzmlkO0th0jNXUjKpVWkRhcbfHixahUKvbv369YDK+U1RKhVfNoonfNPuaIVhtK\nUtIj1NVtp6OjROlwfMbjCZGEadT8b5mowhjMYA0Yn/PruBbpwE4ASZKuPUKQJClXluW/2n4Xg3j2\nU1xn4IfTV3lscSqh/r5xMvAI+18Blbp36lQfodeqyc0Zx77iBorKR/9JQUNXA19e/JK70u8iMci7\nuzn8RuYDEJIEeX9VpAqj6aOPsXZ2Erlhw6hv211UkopnZjxDcUsxe8r3jPr2TUYLx3eWkzw1gtg0\n75vNwZHA7Gz0U6fSsHkzsnn0uzyc+WU37Y0NPlN9YZd1RxqdbUbOHbg66tuWrTJte8rRxgWgn+Ld\npeN9xaSlkz53PoU/fIOxu2vUt3/p0iVqamp8pvrCLnhZMrLZSvt+ZSqGSktfx88vhvj4+xTZvjuE\nhIQwa9Ysjh07Rltb26hv/5Shk52NbeQmRROo9u4uOX2lJD+JSqWjrOxNpUPxGUEaNeuTovmpoY0z\n7aN/XPUmTo/69i4htoaJlj5dRHb1ef1lSZIuS5KkXG2WB3tjz2X0GjVPLfGNJ68eobUKjn0Msx+F\nkHilo3GphxekEhag5fXdo1+F8eHZD+mx9PDMjGdGfdtupfGDpX+EisNQOrr9YC3t7TR9+CFBt9yC\nfpJ3jyfQ321pt5ESnMKmk5tGfdyWs/uq6TKYyPKR6gs7SZKIfHYjprJy2rb/OKrbtlosHPlmK3EZ\nE0jNnD2q23a3hAlhxI8PpeinMizm0a0Y6jrTiLmui+DlKUheOG2iMwtXr6O73cCJHdtHdbv26ovQ\n0FAyMzNHddvupo0JwH9GFO0HqrGO8uw5La2FNDcfJDVlPWq1blS37W5Lly7FarVy4MCBUd/2K2W1\nhGhUPJXkW1Xofn5RJCY+SE3tN3R1ec501d7u6aQogtQqUYUxiEGbrW1dQHb2GawTWZbn2v67U5bl\ncFmWM2z/3enOYL1NWWMH35yo5uEFKUQG+dbJQFEH/g7IsOQPSkficoE6DU8vGceu83Wcrhq9Ed5b\ne1r57Pxn3J52O2mhaaO23VEz+xEIiu0dC2MUNX/6KdbWVqI2+k71hZ1GpeGZGc9wrukc+6pGr2HI\nYrJy7OdyEiaEkeAD4wn0F3zLLegmjKdh01vIozh7zvkDebTW1rBgzQM+083BTpIkslal0d7cw4XD\nNaO2XVmWMewuRxPlj/8M3+jq2Ff8hEmkZs6m4LuvMRlHb+DJK1euUFlZydKlS1H70BNtu+DlKcg9\nFtoPjm7FUGnpG2i1ESQmPjCq2x0N4eHhZGZmUlBQQHv76I3bcr6ji3/Vt/J0YjQhGt/bV1NSngHU\nlJVtUjoUnxGm1fBUYhTf1bVwqUP5Wck8le/U3Xmgt365jFolsT5HzC7rMu11UPh+b7eAcN+c0eWx\nxWkE6zS8sXf0qjA+PvcxneZOnsn0seoLO61/b3ejK79AxZFR2aS1q4um994ncOlS/GfMGJVtjra7\n0u8iPjB+VKswzh+6SkdLj89VX9hJKhWRGzZiLL6MYefoPBOQrVYOf/050SlpZMyZNyrbHG3JUyOI\nSQ2m8McyrJbRaRjqvtCM6WoHwcuTfa76wm7h6nV0trZwevfPo7bNvLw8goODmTVr1qhtczT5xQei\nnxJB+/4qrD2j05WszXCaxsa9pCQ/hVodMCrbHG3Z2dmYzWYOHTo0att8tayOALWKZ3ys+sJOr4sj\nIeE+qq9+RXf36HfR81W5yTHoVRJ/LxdVGI6IBgw3qW7p4svCStZlJRMbolc6HN9x8DWwGHsHZvRR\nof5aHl+cxvbTNVyqNbh9e+3Gdj469xE3J9/MxHDvnorOqblPgn8E5P3XqGyuZetWLE1NRD27cVS2\npwStWstT05/iRP0JjtYcdfv2LBYrhT+WEZMWQtKUcLdvTykhq27HLzWVhrfeGpWGoUtHDtBUXcmC\nNeuQfGg8gb4kSWLuqjTa6ru4VFDn9u3JsoxhVznqcB0Bs3zz5gUgaep0EidP48i3X2Exu7/LQ3l5\nOaWlpSxevBit1nfHFQu5OQVrp5mOQ6NTMVRa+gYaTQhJSY+MyvaUEBUVxbRp0zhy5AidnZ1u396V\nzh621TbzeEIkkX6+OwNhasoGwEJ5+RalQ/EZUX4aHkuI4uvaZsq6lJ1W2VP55pWKB9icV4Isw4ab\nRPWFy3Q2wdF3YNoaiBqvdDRu9dTSceg1at7Ye9nt2/rswmcYjAZyM3Pdvi1F6YJg0XNw6afeWUnc\nyGo00rjlHQLmzSNg7ly3bktpqyesJso/is0nNw++8A26dLQWQ2M3WXek+Vw3h74ktZrI3Fx6zp6j\nIy/PrduSZZlDX39OeEISExYsduu2lDYuM4rIxEAKt5ciW93bMNRzuQVjhYHgZclIPjBtojML16yj\nvbGBM7/sdvu28vLyCAgIYK6PH1f9koPRTQjDkF+JbHLv7Dnt7Repr/+J5KTH0WiC3botpWVnZ2M0\nGjlyxP2VmK+W16JVSTyb7ANT0jvh759EXOy9VFV/Ro+xQelwfMazKTGokXit3P0N7t7It8+qCqkz\ndPPpkXLWzEkkKdw3S/EUcfgtMLZD9v9VOhK3iwj045GFKXxzvIqyRvfNB91p6uQfZ/7BksQlTIvy\njanonJqfC7pQt1dhtH69DXNdnU9XX9jp1DqemPYEh2sOc7zuuNu2Y7XKFG4vIzIpiLQZvjEVnTOh\n99yNJiGehjfedGsVRknRUerLrrDg3rWoVL7XR7svSdVbhdFc00nJ8Xq3bsuwuwJViB+Bc2Pduh1P\nkJo5m7iMCRz5ZitWi/tutqurqykuLmbRokX4+fm5bTueIuTmFKztJjqOuLcKo7TsTdTqQJKTH3fr\ndjxBXFwckyZN4tChQ3R3u298gcpuI1/UNPFwfCQxOt+tFLJLS3sWq7WHivJ3lQ7FZ8TptDwYH8Fn\nV5uo7lZmWmVPJhow3OCd/CuYLFaeXebbVQKjqru1twFj8l0QO1XpaEbF+ux0NGoVb7qxCuOrS1/R\n3NPMhkzfG2RyQPpQWJAL576FunNu2YRsMtH49tvoZ2YSsGiRW7bhadZOXEuYLsytVRiXi+poqe0k\na5VvV1/YSVotUevX03XiBJ2HD7tlG7Isc/jrzwmNiWXykpvcsg1PkzEnhrDYAAq2l7qtYaintJWe\nklaCc5KQNL5/mSVJEgvWPEBrbQ3nD7ivYigvLw+9Xs+8eb45Tkt/unGh+I0LwZBXieym2XM6O69Q\nW/s9SYkPo9X6bre8vnJycuju7qagoMBt23i9vA4JiedSfLv6wi4gYByxMXdSWfURJlOL0uH4jOdT\nYpCReaNCVGH05/tn1lHW3GHkw0Nl3D0zgXFRgUqH4zuObultxMj5k9KRjJqYED0PzEvmq6JKqlpc\nPx90j6WH90+/z7y4ecyO8a1pE51a8CxoAyH/f9yy+tbv/4WpqoqojRvHxI02QIA2gMemPkZ+VT5n\nG8+6fP2yVaZweynhcQGkz/bd8QT6C12zBk10NA1vvuWW9ZefOsHV4gvM/91a1Brf7aPdl0olMff2\nVBoq2ik73eiWbbTtrkAVqCVwfpxb1u+JMubMIzoljcNff+6W2XNqa2s5f/48CxYsQK8fO+OKhdyc\ngqXVSEeRewbzKy3bhEqlJTnlabes3xMlJiaSkZHBgQMHMBpd/2S7tsfEJ1cbuT8unCS971cK2aWl\nPYfF0kFFxQdKh+IzUvx13BcbwUfVjdQbR3daZU8nGjBc7L39V+g0Wnh+uai+cBljBxx8HcavhIQx\ndKMNbLgpA1mGzb+4vgrjm+JvqOuq8/2xL/oLjIR5T8HpL6HRtXmVLRYaN21CN3kyQcuWuXTdnu6B\nyQ8QrA3m7ZNvu3zdpacaaKzqYO7tqah8dDaHgah0OiKeforOw4fpLCpy+foPbfuMoIhIpt50i8vX\n7ckmzI8lOFJPwQ+ur8IwVhroudhMUHYiKj/f7pLTl6RSMX/1/TRVV3LpyAGXrz8/Px8/Pz8WLFjg\n8nV7Mt34MLTJwRj2ViJbXLuvdnVVUVOzjYSEdej8fG+aX2dycnLo7OykyA3H1Tcr6jBZZV5M9f3u\nY30FBU0iOmolFZXvYza7fwD6seLF1BiMVpm3Ktzb7dHbiAYMF2rrNvHegVJumxbLxFjfHghpVBW+\nD52NY6r6wi4xzJ81cxL59GgFdQbX9dc0WU28c+odMqMyWRA3ti4IAVj0Aqi0sO9vLl2t4aefMJaW\nErVxw5ipvrAL9gvmwSkPsrN8J8XNrpsCWJZlCn4oJSRKz4R5Y+uCECD8/vtRh4fT8JZrqzAqz5+h\n8uxp5t29Bo0Pz+YwELVaxZzbUqm90kblhWaXrrttdwWSXkPQwniXrtcbTFy4hPD4RA59/blLG4Ya\nGxs5c+YM8+bNIyBgbI0rJkkSIcuTsTR103nCtWXkZeWbAYnUlPUuXa83SE1NJTU1lf3792M2u26q\n2kajmQ+qGlkdG06av85l6/UWaWnPYTa3UVn5sdKh+IyMAD33xITxflUDzabRmVbZG4gGDBf68GAZ\nhm4zLyyfoHQovsPUDQdehbRsSFmodDSKeHbZeMwWK+/kX3HZOn8o+YHqjmpyM3PH3I02AMFxMOcx\nOPEZtFS4ZJWy1UrDW5vwS08neOVKl6zT2zwy5RH8Nf5sOe266dQqzzVTV2Zgzm2pqHx8NoeBqAIC\niHj8cTry8uk6c8Zl6z287Qv8Q0KZccttLlunN5m8KI7AUD8Kt5e6bJ2mmg66zzYStCQBlX5sdMnp\nS6VSs2D1/dSXXeHKMdeNL7Bv3z7UajWLxsiYQv3pJ0egjQvEsKfCZbPn9PTUcfXqF8THr0GvT3DJ\nOr1NTk4OBoOB48ddN/j0lsp6uqxW/m2MVV/YhYRkEhGRTXnFO1gsru/6PFb9ITWWDouVLZWiCsNu\n7F0Nukmn0cw7+66wbFI0M5JClQ7Hdxz/GAxXx2T1hd24qEDunpnAh4fKaO648f6aFquFLae2MCl8\nEjlJOS6I0Est+QMgw4G/u2R17Xv30nPxIlEbcpHUY6d0vK9wfTjrJq1j+5XtlLeVu2SdBdtLCQzT\nMXkMPtG2C3/4IVTBwTS+tckl66u5fInS44Vk3bUarW7sjCfQl0arZvatqVRdaOFqsWsGnWvbU4Hk\npyZ4ydi8IQSYvOQmQqJjOfTVZy6pwmhpaeHEiRPMnTuXoKAgF0TofSSVRPDNyZjru+g645ppKsvL\ntyDLFtJSfX+mLEfS09NJTExk3759WEkvIO4AACAASURBVFwwe06rycyWynrujA5lUuDYPK4CjEt7\nAZOpiarqz5QOxWdMCfJnVVQoWyobMJjdO62ytxANGC7yyeFymjqMvHizGPvCZSwm2PcKJM2DcWNj\nhHxHnl8+nk6jhff233gVxo6yHZS2lY7d6gu7sGSY+SAUfgCGGxsgTZZlGt58C21SEiF33umiAL3T\n49MeRyNpeOf0Oze8rupLzVRfamH2rSmotWP3dKUODibi0Ucw7NhBz6VLN7y+w9s+Rx8YxMyVd7gg\nOu81dWkC/sFaCraX3fC6TPWddJ2sJ2hRPKqAsdUlpy+1RsP8393H1eILlJ8+ccPr279/PwCLFy++\n4XV5M//pUWii/THsrrjhhiGjsYnKqk+Ijb0bf/8UF0XofSRJIicnh5aWFk6dOnXD63uvqgGDxcof\nx2j1hV1YWBZhYQsoL3sbq7VH6XB8xh9SY2k1W3i/yjWNmN5u7F4RulC3ycLmvBIWpUcyNzVC6XB8\nx8kvoLUccv4DxvKNNjAxNpjbp8Xx3oFS2rpHPhKxVbay6eQm0kPTWZG6woUReqml/w5WExx89YZW\n07H/AN2nThGZux5pjMzm4EiUfxS/n/h7vi3+lqvtV29oXQXby/AP1jJ16dh9om0X/uijSAEBNGy6\nsalq68tLKT56iNmr7kE3xsYT6E+rUzPzlmTKzzRSV9Z2Q+sy7K1E0qgIyk50UXTea9qyFQSFR3D4\n689vaD1tbW0UFRUxe/ZsQkPHdmWrpJIIXpaM6WoH3eebbmhdFRXvYbV2k5b6rIui814TJ04kNjaW\n/Px8rDcwe06H2cLmynpWRIYwI3hsH1cBxqU9T4+xluqrXykdis+YFRLA8ohg3qyoo8MFFUPeTjRg\nuMDWwkrqDD2i+sKVrBbI/2+ImwETblU6Go/wws3jMXSb+fDgyJ8W7q3YS3FLMc/MeAaVJL7+RGbA\n9Pvg6LvQMfIpFRveehNNXByh997rwuC815PTngQJ3j397ojXUXuljYqzTcxakYJ2DM3m4IgmPJzw\nBx+g7YcfMJaWjng9h7d9gZ+/P7NX3e264LzYjJuS0AVoKLyBKgxzUzedx+oInB+HOmjsTJvoiEar\nZd49v6fi7Ckqz4983JaDBw9itVpZsmSJC6PzXgGzolFH6G+oCsNkaqOi8h/ExKwiMFBcs9qrMBob\nGzl7duRTgP+jupEmk2XMV1/YhYcvJiRkFmVlm7BaxfSfrvLvqbE0mSx8XO2eKcC9ibiDuUEmi5W3\n9l5mTkoYizIilQ7Hd5zZBk2XRfVFH9MTQ1k+KZot+SV0Goc/ErEsy2w+uZmkoCRWjVvlhgi9VPb/\nBVMHHH5zRB/vPHqUroJCIp9+GpWfuHkBiA+K53cZv+PrS19T3zmyQacKtpeiC9Aw/SbxRNsu8okn\nkLRaGt4e2VS1TdWVXDiYz6xb78Q/SMyUBeDnryFzeRIlx+tprGof0ToMeZUgQVBOkouj814zbrkN\n/5BQDm/7YkSf7+jooKCggMzMTCIiRGUrgKRWEXxTEsYKAz0jHLelsvIfWCztpKU+5+LovNeUKVOI\niooiLy9vRFUYXRYrb1bUkR0eRFZooBsi9D6SJDEu7Xm6uyuprf1W6XB8xvywIBaHBfFGeT3dlpFX\nDPkC0YBxg7Ydq6KqpYsXb54wtscTcCWrtbf6ImoSTBZPCft64eYJNHea+OTw8AdIPFB9gDONZ3hm\nxjNoVGO7m8NvxEyGKffA4U3QNfyLwoY330IdGUnY2vvcEJz3enr605hlMx+c+WDYn22oNFB6soGZ\ntyTjNwZnc3BEEx1N2Nq1tH7zLaaqqmF//sg/v0Sj9WPunaJSqK/Mm5PR6tQU/jj8KgxLWw8dR2sI\nzIpFEzr2pk10RKvTk3XXakqPF1Jzefjjthw6dAiTycTSpUvdEJ33CpwbizrEj7bdw589y2zuoLzi\nPaKibiE4eIobovNOKpWK7Oxs6urquHjx4rA//+nVRuqMZlF90U9k5HKCgqZQWvYmsiy6PLjKv6fG\nUmM08XnNjXUl83aiAeMGWKwyb+wpZlpCCMsmRSsdju+48APUne2deUQldtG+5qaGszgjkk15JXSb\nhn5CkGWZTSc3ERsQyz0Z97gxQi+V8yfoaYOjw3uy3XXiBB0HDhD51JOo9GN31PGBJIckc8e4O/ji\n4hc0dzcP67OF28vQ6tXMWCaeaPcX+fRTIEk0vjO8QVJb62o5m7+bzBW3ExAa5qbovJM+UMuMZYkU\nF9TSUts5rM8a8qpAlgm+KdlN0XmvmSvvQB8YxOFtwxsLo6uri8OHDzNt2jSio8W1VV+SRkXQTUkY\nr7TSc6V1WJ+tqv4Es7lFVF8MYPr06YSFhZGXlzes7jlGq5XXy+uYHxrI4rCxOUuOI5IkkZb2PJ2d\nV6ir2650OD5jaXgQc0MCeLW8FpOLplX2RuLu8AZ8f7Ka0sZOXrx5vKi+cBVZhrz/hPBxMG2N0tF4\npBduHk+9oYetBUN/AlNQW8CxumM8Nf0ptOqxO0K+Q/EzYcJtcPAN6Bl6GXnDW5tQh4YStu4BNwbn\nvZ6Z8Qzd5m4+PPvhkD/TXNNBcVEdM5YloQ8U+2p/2vh4wu69l5Yvv8JUWzfkzx399ktUKhVZd692\nY3Tea+YtKag1Kgp/GnoVhqXdSMfhqwTMikETIRow+9MFBDB71T0UHz1EfXnpkD935MgRjEYj2dnZ\n7gvOiwXOi0MVpKVtz9CvASyWbsrLtxARvpTQ0FlujM47qdVqsrOzqa6u5vLly0P+3Jc1zVT1mPhj\naqy4DxhATPRtBASM50rp68jy2O7y4CqSJPHH1Fgqu018VTt2qzBEA8YIWa0yr+8pZkJMELdOjVM6\nHN9RvAuuHofs/wNqUTo+kN7ZbsJ565cSjOahnRA2n9xMpD6SNRNEo5BDOX+CriYofG9Ii3efO0f7\nnj2EP/4Y6iDR73UgGWEZrEhdwafnP6XNOLRZHgp/LEOjUTHrFvFE25HI3PXIFgtN7w1tXzU0NXB6\nzw6mL19JcESUm6PzTgEhfkzNTuDioRraGrqG9Jn2fdXIZivBy8W+6sjsVXfj5+8/5LEwenp6OHTo\nEJMmTSIuTlxbDUTlpyY4O5Gei80YKwxD+kz11S8wGhtIS3vezdF5r5kzZxISEkJeXt6QljdbZf5e\nXktmsD/LI8SYQgORJBVpac/S0XGRhoZdSofjM1ZEhjA9yJ+/l9VhucFplb2VaMAYoZ/P1nKxtp3n\nl49HpRKtri5hr74ISYJM8UTbEUmSeGH5eKpauvjnscH7wZ+sP8mhq4d4fNrj6DXiKaFDyfNhXA4c\neBVM3YMu3rBpM6rAQCIefngUgvNe62esp93UzqfnPh102db6Li4eqWVadiL+wWJAVEf8kpMJufMO\nmj//HHPz4N1zCr7bhtVqZd49vx+F6LzX7JUpIMGxnwcfY8jaaaL9YDX+M6LQRotpEx3xDwpm5q13\ncuFgPk3Vg5+vCgoK6OrqEtUXgwhcGI/krxlSFYbVaqSsbBOhoVmEh88fhei8k0ajYfHixZSXl1M6\nhJmevqlrprTLKKovBhEbcxf++hRbFcbYvNl2NUmS+ENqLCVdPXxXN7IBfb2daMAYAVnurb5IjQzg\nrsx4pcPxHWX7oeIQLPkDaMTNizPLJkUzLSGEN/YWYxmkD9zbJ98mVBfK/ZPuH6XovFjOf0B7LRxz\n3uWhp6QEw08/Ef7ww6hDQ0cpOO80JXIKOUk5fHTuIzpNzscXOPZzGZIKZq1MGaXovFdUbi5ydzdN\nHzgfJLWzrZWTO39kavZyQmPEE21ngsL1TF4cz7kDV+lo6XG6bPvBq8g9FoKXi311MFl33otG68eR\nb7Y6Xc5kMnHgwAHS09NJShLj3zij0mkIXpJA99lGTDUdTpetqfknPT01jBPVF4OaM2cOgYGB5Ofn\nO13OKsv8b1kdkwL13B4lrgGcUak0pKZuwGA4RVPTPqXD8Rl3RocyIUDHK2W1WMdgw5BowBiBXy7W\nc6qqleeWZaBRixS6TN5/QmAMzHlU6Ug8niRJvHjzeEobO/n+ZLXD5c43nWdv5V4emfIIgVrRzWFQ\nadmQvAD2/y+YjQ4Xa9y0GUmnI+KJx0cxOO+1fsZ6Wnpa2HrR8Q1Me3M35w5eZcriBILCxWwOg9GN\nH0/wrbfS/NHHWNocd88p/Nc/MZuMzL937ShG573m3JqK1SpzbKfjKgxrj5n2/VXop0TgFy+Oq4MJ\nCA0j85bbOJe/h9a6WofLFRUV0dHRQU5OzihG572CFicg6dROqzCsVjOlZW8SHDyDiAhR1TIYPz8/\nFi1axOXLl6msrHS43PaGVi52dvPH1FhUovpiUPHxq9Hp4igtfV3pUHyGylaFcb6jm58bhtZF15eI\nu+9hkmWZV3cXkxCqZ/Vs8YTAZSqOQsleWPwiaP2VjsYr3Do1jgkxQby+pxirgyqMt0++TZA2iIem\nPDTK0XkpSeqtwmitgJMDj5xvrKig9fvvCV+3Dk1ExCgH6J1mxcxiQfwC3j/zPt3mgbvnHNtRjmyF\nObeKJ9pDFbVxA9b2dpo//njA97vb2zn+0/dMWriUiARxvhqK0Gh/Js6P5UxeFV2GgRsxOw7VYO00\nE3Kz2FeHKuvuNUiSxNFvvxrwfbPZzP79+0lJSSEtLW10g/NSqgAtQYvi6TpZj6l+4Oq2urp/0dVV\nzri050U3hyGaN28eer3eYRWGLMu8UlpLur+Oe2LEjE5DoVLpSE3JpaX1KM3NR5QOx2fcGxNOqt6P\nv5XVjLnuOaIBY5gOlTRRWNbMxmUZ+GlE+lwm/7/APxyynlI6Eq+hUkm8cPN4Lta28/PZ659qlbSU\nsKNsBw9OfpAQvxAFIvRS41f0zkqy73/AYr7u7ca3tyCpVEQ8JfbV4diQuYGGrga2FW+77r3ONiNn\n86uZtCCWkCjRgDlU+ilTCFq2jKb3P8DacX0Z+bEfv8PY1cWC1aL72HDMvT0Vs8nKiV3XP9mWTRYM\n+ZXoJoThlywG7huq4Mgopi1bwek9P9Pe1Hjd+ydOnKCtrU1UXwxT0NJEJI0Kw97rqwVk2cqV0jcI\nCpxEVNQtCkTnnXQ6HQsXLuTChQvU1NRc9/6uJgOn2rt4MTUGtWgUGrKEhHVotZGiCsOFNCqJf0uN\n5YShi71NQxvQ11eIO/Bhem3PJaKDddyfJUYdd5mrJ+Dij7DwedCJebSH484Z8aRFBvDankvXtb5u\nObUFvUbPI1MfUSg6L2WvwmgqgTO/vdk21dTQsm0boff9Hm1sjEIBeqes2Cxmx8zm3dPvYrKYfvPe\niV3lmM1W5t6epkxwXixq4wYsra00f/bbiiFjVydFP3xDRtZColPHKRSddwqPC2T8nBhO7q2ku+O3\n+2rHkRqs7SZRfTEC8393H1arlYLvv/7N6xaLhX379pGQkEBGRoZC0XkndZAfgfPj6DxWi7npt9Vt\n9fU/09lZTFrac0iSuNwfjgULFuDn53ddFYYsy/yttIZEnZb7YkUF5nCo1XpSU56hqXkfra3HlQ7H\nZ6yNCydBp+VvZbVjqgpDHNGGobCsmf3FjeRmp6PXqpUOx3fk/zfoQmD+eqUj8ToatYrnlo3ndFUb\ney/WX3u9oq2CH678wNqJa4nQi5PssE26E6Kn9FYGWX+dqrbxnXdBlol8+hkFg/NOkiSRm5lLTUcN\n35V8d+317g4Tp/ZWMWFuDGGxYjaH4fKfNYvAxYtofO89rN2/3sAc//kHujvaWSiqL0Zk7qo0TN0W\nTvV5si2brRjyKvEbF4JunBi4b7hCY+KYmr2cEzt+pLOt9drrp0+fprm5mZycHNHNYQSCc5JAkjD8\n8mvFkCzLXCl9nYCAccTErFIwOu/k7+/P/PnzOXPmDPX1v15b7W9pp7CtkxdTY9GKGQiHLTHxITSa\nMErL3lA6FJ/hp1LxfEoMR1o7ONjifEBfXyIaMIbh9T3FhAdoeWiBePLiMnXn4ey3MD8X/EVfwpG4\nd3YiiWH+vLrr1yqMd06/g1pS8/g0McjkiKhUkPMnqD8P578HwNzQQMsXXxB6zz34JSUqHKB3WpKw\nhKmRU9lyagtma2/3nJO7KzD1WJi7Kk3Z4LxY5MaNWBoaaPmyd3wBU083hf/6J2kz5xA3fqLC0Xmn\nqKQg0jKjOLG7AmN3777aUVSLpdUoqi9uwPx712I2GSn81z8BsFqt5OfnExsby8SJYl8dCXWojsCs\nWDoKarG09s6e09i4l/b2s6SlPoskiQduI7Fo0SI0Gg379v06c8bfSmuJ9dPwQJx4MDQSGk0QKclP\n0NCwC4PhrNLh+IyH4iOJ9tPwStn1XZ581aANGJIk3SdJ0gpJkv48kvd9xemqVnafr+PppeMI1GmU\nDsd37Puf3kE7Fz6ndCRey0+jYuNN6RSVt3CwpJGajhq+ufwNqyesJiZAdHMYsWmrISKjd3YcWabp\n/feRTSYi14vqi5GyV2FUGCr4sfRHjF1mTu6pZNzMKCITRfexkQqYNw//uXNp3LIF2Wjk1O6f6Wxt\nYcGadUqH5tWyVqXR02HmdF4VskXGsLcSbXIwuvGisX2kIhKSmLRwKcd/+p7u9nbOnTtHQ0MD2dnZ\nqFTimdpIBd+UDLKMIa/SVn3xGnp9ErGx9ygdmtcKDAwkKyuLkydP0tTUxJGWdva3tPNcSgx6MQPh\niCUlPY5aHURp2ZtKh+Iz/NUqnk2OIa+5ncLWsVGF4fQbKEnSHABZlncCLfa/h/q+L3l9TzHBeg2P\nLU5TOhTf0VQCp7b2DtwZGKl0NF5tbVYy0cE6XttdzHun3wMZnpouBpm8ISo1ZP8fqDmJufCfNH/y\nKSGrVqEbJ8YTuBHLk5czPmw8b598m5O/VNDTaSbrjjSlw/JqkiQRtXEj5poaGr/+mqPffkXS1Okk\nTZ6mdGheLXZcCMlTIzi+o5z2whosTd2ELE8W3Rxu0ILV92Ps6qJo+7fk5eURGRnJ1KlTlQ7Lq2ki\n9ATMjqXjSA2N1Xm0tR0nNXUDKpVW6dC82uLFi1GpVOzfv59XymqJ0Kp5JEFcr94IrTaE5KRHqavb\nTkdHsdLh+IzHEyIJ16h5pczxVNW+ZLAmxHVAi+33EmDFMN/3CRdrDWw/XcMTi9MI0YuTgcvs+xuo\ntL1Tpwo3RK9VsyEnnYOlpWy9+CV3Z9xNQlCC0mF5v8x1EJpM8+t/wdrZSeSGXKUj8noqSUVuZi7l\nTZUU/FRCyrQIYlLFLDk3KnDpEvTTp3P8o/dpb2pk4eoHlA7JJ2StSqPLYKLppzK08YHop4jS8RsV\nnTqOjKyFHNqzi9raWlF94SLBy5KQzVZKzv0vOr9YEuJ/r3RIXi8kJITZs2fz06USdjcZ2JgcQ6Ba\ndMm5UcnJT6JS6UUVhgsFatTkJkezo7GNU4aBp1X2JYOdMcKApj5/9292HOx9n/DGnmL8tWqeXCKe\nvLpMayUc/xTmPArBcUpH4xMeWpBCcOx+TBYTT894WulwfINai2XuszQVtBK0aCZ60UfbJW5NvZUl\nrXdg6ZKYe3uq0uH4BEmSiNiQy0WNTHRkNCkzZiodkk9ImBDGtJQg1B0mArOTRPWFiyy4dy3tweH4\n+2mZMWOG0uH4BG10AJa59RhUJ0iOfwqVSqd0SD5hyZIlFCZPxF+28kRilNLh+AQ/v0iSEh+itvY7\nOjvLlA7HZzyVGEWwWsX/joEqDMnZlCuSJG0CNsmyXCRJ0gpgpSzLLw31fdsyuYD9seUk4IKr/xGC\nV4sCGpQOwseInLqHyKvriZy6h8ir64mcuofIq+uJnLqHyKvriZwK/aXKshw92EKDjUbZAtjrJcOA\nxmG+jyzLm4HNgwUijE2SJBXIspyldBy+ROTUPUReXU/k1D1EXl1P5NQ9RF5dT+TUPUReXU/kVBip\nwbqQfA6k235PB3YCSJIU5ux9QRAEQRAEQRAEQRAEV3LagCHLchGArXtIi/1vYNcg7wuCIAiCIAiC\nIAiCILjMYF1I7F1A+r8219n7gjAMYv9xPZFT9xB5dT2RU/cQeXU9kVP3EHl1PZFT9xB5dT2RU2FE\nnA7iKQiCIAiCIAiCIAiC4AnExNuCIAiCIAiCIAiCIHg80YAhCIIgCIIgCIIgCILHEw0YgstJktQs\nSVKh7WdTn9dzJUnaIUnSZUmS5gy2fL91vmz7bKEkSekDLTNW2PIXNpTXbTn/s5N1jfm8SpK0tU8O\n5vR777r8SZK0qc/+OocBiLw6zd0O2891eXG0b9veG/M5hWt5LezzI9vzMZQciTwObLDzkNg3h6b/\n997R/upsP+7zWZFXG0fnKWc5cnb+F7n9Vf/vdp/z1GVJku7r8/pgxwiRU4Z/LB3CdYHIq3A9WZbF\nj/hx2Q+90+ludfB6oYPfr1u+32fnADv6/z4Wf4A/AzIQNtjrwA7ba38WeXWYz1zg5YFyMFD+gBX2\n/dW2fKHI64B5HSh3ucAmR7lztG+LnDrNc3q//dFpjkQeB8+jg/fFvjm0PA52znF2fbC132sir7/m\nYsDzlLMcOft/IXL7m1z85rttO8fbz1NhQLPt98GOESKnQ8tT/3wPdl0g8ip+BvwRFRiCq6UD6X2e\nFthbS+8DPgeQZbkEuGWQ5ftaQe/JGLl3qt4st/4LPJQtNyuBoqG8LsvySmCDk1WKvMJO4C99/m6x\n/+Igf030XtQARAAFA6xzzOfVQe7m8tu89H2KOOA+3MeYz6kDm4D1tt+HkiORx4E5PA+JfXPohnDO\n6bu/Dva6yOuvHJ2nHOZokP8XIrc4/G6XAC8DyLLcQu85Hwa/VhU57TXcY6nD6wIbkVdhQKIBQ3C1\nJuAvsiyvBV7CduABIoEMexkYvx6EHC3fVyS9J5WxbhO9FyRNQ3x9MGM+r7Isl8iy3GIrcyzktxeJ\nAy1fBL0lkPTuq2J/HbpCYB1A37Jcm8H2YZHTfmw53GG7yIah5UjkcWDOzkNi33SBAfZXp68j8nqN\nk/PUSHMkctvruu+2Ldcltm5OhdgaMxj8WlXktNdwj6XOrgtA5FVwQKN0AIL3sx101gElsiy/hK11\nVZblIkmSImx93RqBdFmWV9r+vgKE224Ir1u+38VMI72tumNK37wCl+m9yCuRJKnvMrkDvT5EYz6v\ntv0VWZY3SJL0Mr0n2wwnn80Fimz7cTq9J98v+y025vI6UE77k2V5syRJGZIk7aB3n26xfXYo+/CY\ny2lfDvL7//i1kg2GlqMxnUdHHJ2HgPsR+6ar9N9fB3td5LWfAc5TI83RmM+ts/OObdyQdcB6+0OL\nIVyrjvmcwvCPpY6uC/oQeRUGJCowhBsmy/KXsiyvlWX5JUmS/mwfNMp2g9dkO8AXYWt17ds44WT5\nvnbSW3aGbfCqgcr2fU7fvNJbZrfSdpDPAnbZTgqOXh+KMZ9X2+BQuba3mujtFuKM/aLRvvxAxlxe\n++2rA7J9v3fYSps30ZsnGNo+POZy2lf//NrLcvsdK4eSozGdR0ecnIfEvukCDvZXh6/biLzaODlP\njTRHIrcOvtuSJK0AVsqyPNfeeAFDulYVOWX4x1In1wV2Iq/CgEQFhuBSsiz/1db3rdD20lrb6zsl\nSVrZ5/X1zpa3P92WZTnc1opbZDvwgfM+tj5JluVr/2ZbHtbaTgqOXh+QyOt1/gJslSTJ/m9fO8Tl\n1/VdXuR1cLYnLy9LkvQSvU9Z7MeAAfdhkVOnro0pZOcoRyKPg3Ny3hL7pmtct786er1vbkVerxnw\nPDXcfU/k9ldOvtsrgaw+xwJsjRmDXquO9ZzC8I+lQMtA1wUir8JgJFmWlY5BEARBEARBEARBEATB\nKdGFRBAEQRAEQRAEQRAEjycaMARBEARBEARBEARB8HiiAUMQvJwkSbmSJMnS9fOS29/7sxJxeTtH\neZUkaZPUOx3wZWngab8EYVQ5OwbY3r88jMF9BUHwIgN9/22vFfb5cXh8EARB8DaiAUMYNU5uCF+2\n3RAWihPsiGwANtM7INo1tkGPNikSkW+4Lq+2EcqxjZg9F3hbmdC8k5NjwNY+x4A5SsXnxQY8BsC1\nKQHFcXWYnOyrzX1uCsXxdZic5DW3T8OwOAYMz3Xff1mWN9sGn5xL70CKX8qyXKJUgN5okIcYheJ8\nNXxDeDC0Q9wHCEMhGjCE0TTQDeEcYI7thnA94oZ7WPoc6F+i3+jMtpyKEZtHwEleS4CX4drUf46m\nUhUGNtAxIBco6XMMeFmh2LySs2OA7b2V9E5jLQzPQPtqOrDTfmPYd2R9Ycgc5XWD7RiwEtEwPGTO\nvv99bMI2u4MwLI4eYkTYGobWI/bV4XJ0DWC/Zn0J2KpMaII3EQ0YwqhwcpJdAeyA3inB6J0fWhi6\nDcCmPtNRiacBrjFgXmVZLrFNB5pumyZM3GwPkZNjwE56pwm0czgNsDAgZ8eATbb3RUPbMDjZV9OB\n9D4VQ+JJ4TA4yeu16VRtVQK3jHJo3szpNYCtm+MOZ9OrC9dzsq82AfbueBFAwWjG5c2c5HQuv70P\nENexwqBEA4YwWhydZCPpfaotjEwusNbWXSQMUXHhKg7zaivJ3wqsl2V5s0LxeSNnjUIttnL8Qn7b\nmCEMbsB91fZUa4coGx8RR+erJuAvsiyvpfcifIdSAXopZ9cBGfZuZIgHGcMx2DXA/6P3ibcwPI7O\nV0XQO64Qvd9/cQwYOkff/0JgHVxrcBOEQUmyLCsdgzAGSJLUzK8t1fYy3A32ASZlWf6rfTlZlsMV\nCtOr2EoZX7KV3WEbpO9K3/zZbmLC7PkVBucsr/3fE4bO0TGg3zLp9N50Z4x2fN5okH11E7+OfZFF\nb0PxLeJJ7OCGsq/2WW6cyOnQDHIdME+W5bUDnceEgQ12DWA7nm61dXcQhsHJvpoLZMiy/JItv4Vi\nXx0aZ8dVSZJeprfyogS4X+RUGIxG6QAE32c7yRb0P8nS2xq7k94y/L/aWmNFOd7QbaDPmCG2p9gF\nkiTdJ8vylwrG5e0c5hWYB2TZvatH6gAAAUlJREFUnhLa3xcXh4NwdgywXbhctlWzNNFblisMjbNj\nQN+qoR3AWnGjPbhB9tVrDe62m5cmkdOhGeQ6oAjIgGv7sGJxepnBrgGudc0Rhm6QfTUDaLQtKrrm\nDdEgx1X7g4uXbPcB4hpAGJSowBDcTpKkrcDnfW+qbRfUm2RZ/rJPyyv0DuQlSp4FwYc4OwbQ24i5\nlV8vWl6SZXnn6EcpCEM6X23l18qW9faScsG5IV4HrLC99RfRCC8oRZyvXG+Ix9UwesfAWi8ahoXB\niAYMQRAEQRAEQRAEQRA8nhjEUxAEQRAEQRAEQRAEjycaMARBEARBEARBEARB8HiiAUMQBEEQBEEQ\nBEEQBI8nGjAEQRAEQRAEQRAEQfB4ogFDEARBEARBEARBEASPJxowBEEQBEEQBEEQBEHweKIBQxAE\nQRAEQRAEQRAEj/f/AfGvh6osrqggAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f4d08a76cc0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from pyFTS.partitioners import Grid, Util as pUtil\n",
|
|
"from pyFTS.common import FLR,FuzzySet,Membership,SortedCollection \n",
|
|
"taiex_fs1 = Grid.GridPartitioner(data=train, npart=30)\n",
|
|
"taiex_fs2 = Grid.GridPartitioner(data=train, npart=10, transformation=tdiff)\n",
|
|
"\n",
|
|
"pUtil.plot_partitioners(train, [taiex_fs1,taiex_fs2], tam=[15,7])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[ 10:44:33] Start training\n",
|
|
"[ 10:44:33] Starting batch 1\n",
|
|
"[ 10:44:34] Finish batch 1\n",
|
|
"[ 10:44:34] Starting batch 2\n",
|
|
"[ 10:44:34] Finish batch 2\n",
|
|
"[ 10:44:34] Starting batch 3\n",
|
|
"[ 10:44:34] Finish batch 3\n",
|
|
"[ 10:44:34] Starting batch 4\n",
|
|
"[ 10:44:34] Finish batch 4\n",
|
|
"[ 10:44:34] Starting batch 5\n",
|
|
"[ 10:44:34] Finish batch 5\n",
|
|
"[ 10:44:34] Starting batch 6\n",
|
|
"[ 10:44:35] Finish batch 6\n",
|
|
"[ 10:44:35] Starting batch 7\n",
|
|
"[ 10:44:35] Finish batch 7\n",
|
|
"[ 10:44:35] Starting batch 8\n",
|
|
"[ 10:44:35] Finish batch 8\n",
|
|
"[ 10:44:35] Starting batch 9\n",
|
|
"[ 10:44:35] Finish batch 9\n",
|
|
"[ 10:44:35] Starting batch 10\n",
|
|
"[ 10:44:35] Finish batch 10\n",
|
|
"[ 10:44:35] Finish training\n",
|
|
"Probabilistic FTS:\n",
|
|
"(0.002) A1 -> (0.42)A1, (0.557)A2, (0.022)A3\n",
|
|
"(0.108) A10 -> (0.631)A10, (0.204)A11, (0.003)A12, (0.002)A8, (0.159)A9\n",
|
|
"(0.101) A11 -> (0.219)A10, (0.629)A11, (0.145)A12, (0.002)A13, (0.0)A14, (0.0)A8, (0.004)A9\n",
|
|
"(0.089) A12 -> (0.002)A10, (0.164)A11, (0.62)A12, (0.21)A13, (0.003)A14\n",
|
|
"(0.075) A13 -> (0.006)A11, (0.242)A12, (0.621)A13, (0.129)A14, (0.001)A15\n",
|
|
"(0.048) A14 -> (0.0)A11, (0.009)A12, (0.198)A13, (0.666)A14, (0.125)A15, (0.002)A16, (0.0)A17\n",
|
|
"(0.029) A15 -> (0.006)A13, (0.203)A14, (0.58)A15, (0.196)A16, (0.015)A17\n",
|
|
"(0.03) A16 -> (0.006)A14, (0.18)A15, (0.532)A16, (0.269)A17, (0.012)A18\n",
|
|
"(0.04) A17 -> (0.014)A15, (0.199)A16, (0.58)A17, (0.201)A18, (0.005)A19\n",
|
|
"(0.038) A18 -> (0.001)A15, (0.01)A16, (0.209)A17, (0.559)A18, (0.214)A19, (0.007)A20\n",
|
|
"(0.035) A19 -> (0.0)A16, (0.008)A17, (0.233)A18, (0.574)A19, (0.177)A20, (0.009)A21\n",
|
|
"(0.004) A2 -> (0.225)A1, (0.541)A2, (0.225)A3, (0.008)A4\n",
|
|
"(0.028) A20 -> (0.011)A18, (0.217)A19, (0.574)A20, (0.182)A21, (0.017)A22\n",
|
|
"(0.02) A21 -> (0.017)A19, (0.267)A20, (0.493)A21, (0.207)A22, (0.015)A23, (0.0)A24\n",
|
|
"(0.021) A22 -> (0.011)A20, (0.201)A21, (0.621)A22, (0.166)A23, (0.002)A24\n",
|
|
"(0.01) A23 -> (0.029)A21, (0.297)A22, (0.462)A23, (0.195)A24, (0.017)A25\n",
|
|
"(0.009) A24 -> (0.022)A21, (0.033)A22, (0.179)A23, (0.532)A24, (0.221)A25, (0.013)A26\n",
|
|
"(0.009) A25 -> (0.019)A23, (0.194)A24, (0.511)A25, (0.275)A26, (0.001)A27\n",
|
|
"(0.005) A26 -> (0.054)A24, (0.413)A25, (0.517)A26, (0.015)A27\n",
|
|
"(0.0) A27 -> (0.286)A25, (0.656)A26, (0.058)A27\n",
|
|
"(0.008) A3 -> (0.002)A1, (0.132)A2, (0.595)A3, (0.27)A4, (0.002)A5\n",
|
|
"(0.018) A4 -> (0.001)A2, (0.115)A3, (0.628)A4, (0.25)A5, (0.006)A6\n",
|
|
"(0.043) A5 -> (0.0)A2, (0.002)A3, (0.102)A4, (0.645)A5, (0.247)A6, (0.003)A7\n",
|
|
"(0.06) A6 -> (0.002)A4, (0.179)A5, (0.636)A6, (0.178)A7, (0.005)A8\n",
|
|
"(0.057) A7 -> (0.002)A5, (0.184)A6, (0.644)A7, (0.166)A8, (0.004)A9\n",
|
|
"(0.048) A8 -> (0.006)A10, (0.008)A6, (0.197)A7, (0.581)A8, (0.207)A9\n",
|
|
"(0.064) A9 -> (0.27)A10, (0.006)A11, (0.001)A12, (0.004)A7, (0.155)A8, (0.564)A9\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from pyFTS.common import fts,tree\n",
|
|
"from pyFTS.models import hofts, pwfts\n",
|
|
"\n",
|
|
"pfts1_taiex = pwfts.ProbabilisticWeightedFTS(\"1\", partitioner=taiex_fs1)\n",
|
|
"pfts1_taiex.fit(train, save_model=True, file_path='pwfts')\n",
|
|
"pfts1_taiex.shortname = \"1st Order\"\n",
|
|
"print(pfts1_taiex)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[ 11:33:09] Start training\n",
|
|
"[ 11:33:09] Starting batch 1\n",
|
|
"[ 11:33:09] Finish batch 1\n",
|
|
"[ 11:33:09] Starting batch 2\n",
|
|
"[ 11:33:09] Finish batch 2\n",
|
|
"[ 11:33:09] Starting batch 3\n",
|
|
"[ 11:33:09] Finish batch 3\n",
|
|
"[ 11:33:09] Starting batch 4\n",
|
|
"[ 11:33:09] Finish batch 4\n",
|
|
"[ 11:33:09] Starting batch 5\n",
|
|
"[ 11:33:09] Finish batch 5\n",
|
|
"[ 11:33:09] Starting batch 6\n",
|
|
"[ 11:33:09] Finish batch 6\n",
|
|
"[ 11:33:09] Starting batch 7\n",
|
|
"[ 11:33:09] Finish batch 7\n",
|
|
"[ 11:33:09] Starting batch 8\n",
|
|
"[ 11:33:10] Finish batch 8\n",
|
|
"[ 11:33:10] Starting batch 9\n",
|
|
"[ 11:33:10] Finish batch 9\n",
|
|
"[ 11:33:10] Starting batch 10\n",
|
|
"[ 11:33:10] Finish batch 10\n",
|
|
"[ 11:33:10] Finish training\n",
|
|
"Probabilistic FTS:\n",
|
|
"(0.0) A0 -> (0.707)A4, (0.293)A5\n",
|
|
"(0.001) A1 -> (0.013)A1, (0.169)A2, (0.08)A3, (0.51)A4, (0.228)A5\n",
|
|
"(0.005) A2 -> (0.005)A1, (0.113)A2, (0.22)A3, (0.377)A4, (0.236)A5, (0.044)A6, (0.005)A7\n",
|
|
"(0.061) A3 -> (0.002)A1, (0.016)A2, (0.138)A3, (0.472)A4, (0.314)A5, (0.049)A6, (0.005)A7, (0.004)A8, (0.0)A9\n",
|
|
"(0.399) A4 -> (0.0)A0, (0.001)A1, (0.004)A2, (0.058)A3, (0.446)A4, (0.424)A5, (0.058)A6, (0.006)A7, (0.002)A8, (0.001)A9\n",
|
|
"(0.44) A5 -> (0.0)A0, (0.001)A1, (0.003)A2, (0.048)A3, (0.37)A4, (0.478)A5, (0.088)A6, (0.01)A7, (0.001)A8, (0.0)A9\n",
|
|
"(0.08) A6 -> (0.0)A1, (0.004)A2, (0.069)A3, (0.297)A4, (0.437)A5, (0.155)A6, (0.028)A7, (0.009)A8, (0.002)A9\n",
|
|
"(0.01) A7 -> (0.003)A1, (0.013)A2, (0.098)A3, (0.237)A4, (0.357)A5, (0.211)A6, (0.067)A7, (0.013)A8, (0.001)A9\n",
|
|
"(0.002) A8 -> (0.034)A1, (0.063)A2, (0.281)A3, (0.163)A4, (0.252)A5, (0.175)A6, (0.032)A7\n",
|
|
"(0.001) A9 -> (0.183)A1, (0.065)A2, (0.077)A3, (0.052)A4, (0.104)A5, (0.085)A6, (0.433)A7\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from pyFTS.models import pwfts\n",
|
|
"\n",
|
|
"pfts1_taiex_diff = pwfts.ProbabilisticWeightedFTS(\"1\", partitioner=taiex_fs2)\n",
|
|
"pfts1_taiex_diff.append_transformation(tdiff)\n",
|
|
"pfts1_taiex_diff.fit(train, save_model=True, file_path='pwfts_diff')\n",
|
|
"pfts1_taiex_diff.shortname = \"Diff\"\n",
|
|
"print(pfts1_taiex_diff)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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acBGwz92fcPcZ4C7gsvIT3H2/uz8ElCqufQ3wbXfPu3sB+DZwSTsaLdmQz+cX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\nzMzMzMzMMvP/AeG5qzDkcLtBAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f4d0e4f67f0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"pfts1_taiex = Util.load_obj('pwfts')\n",
|
|
"tmp = pfts1_taiex.predict(test, type='distribution')\n",
|
|
"f, ax = plt.subplots(3, 4, figsize=[20,15])\n",
|
|
"tmp[0].plot(ax[0][0], title='t=1')\n",
|
|
"tmp[20].plot(ax[0][1], title='t=20')\n",
|
|
"tmp[40].plot(ax[0][2], title='t=40')\n",
|
|
"tmp[60].plot(ax[0][3], title='t=60')\n",
|
|
"tmp[80].plot(ax[1][0], title='t=80')\n",
|
|
"tmp[100].plot(ax[1][1], title='t=100')\n",
|
|
"tmp[120].plot(ax[1][2], title='t=120')\n",
|
|
"tmp[140].plot(ax[1][3], title='t=140')\n",
|
|
"tmp[160].plot(ax[2][0], title='t=160')\n",
|
|
"tmp[180].plot(ax[2][1], title='t=180')\n",
|
|
"tmp[199].plot(ax[2][2], title='t=200')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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4xS9+oc9//vM655xzdOGFF87q9yaTSQ0MDGjPnj0lqg5AHIyOjqq7u7soj8KNV1NTo46O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\nAAAASUVORK5CYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f4d0c2f0710>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#pfts1_taiex_diff = Util.load_obj('pwfts_diff')\n",
|
|
"tmp = pfts1_taiex_diff.predict(test, type='distribution')\n",
|
|
"f, ax = plt.subplots(3, 4, figsize=[20,15])\n",
|
|
"tmp[0].plot(ax[0][0], title='t=1')\n",
|
|
"tmp[20].plot(ax[0][1], title='t=20')\n",
|
|
"tmp[40].plot(ax[0][2], title='t=40')\n",
|
|
"tmp[60].plot(ax[0][3], title='t=60')\n",
|
|
"tmp[80].plot(ax[1][0], title='t=80')\n",
|
|
"tmp[100].plot(ax[1][1], title='t=100')\n",
|
|
"tmp[120].plot(ax[1][2], title='t=120')\n",
|
|
"tmp[140].plot(ax[1][3], title='t=140')\n",
|
|
"tmp[160].plot(ax[2][0], title='t=160')\n",
|
|
"tmp[180].plot(ax[2][1], title='t=180')\n",
|
|
"tmp[199].plot(ax[2][2], title='t=200')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[6418.54880273569, 10388.617021717171]"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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iaNx3FOWa3IlZmUWrWlwwAVkZ9B/xMtvbdsTh727opMSWwpZxghszD2P97CP2NWhM6X/+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Gxd/avrdNrbT+rJu8/U0sJAD0ZJzVp9WlKuIw+9Squ/ekua970aKpaqofLH0Bg3STJGmSXbKrtX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\nYII=\n",
|
|
"text/plain": [
|
|
"<matplotlib.figure.Figure at 0x7f4d0c4221d0>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from pyFTS.benchmarks import benchmarks as bchmk\n",
|
|
"\n",
|
|
"tmp1 = []\n",
|
|
"tmp2 = []\n",
|
|
"for dist in tmp:\n",
|
|
" tmp1.append( dist.quantile([.05, .95]))\n",
|
|
" tmp2.append( dist.quantile([.25, .75]))\n",
|
|
"\n",
|
|
"f, ax = plt.subplots(1, 1, figsize=[15,5])\n",
|
|
"\n",
|
|
"ax.plot(np.arange(0,200), test,color=\"black\")\n",
|
|
"\n",
|
|
"bchmk.plot_probabilitydistribution_density(ax, \"Blues\", tmp, f, 0)\n",
|
|
"\n",
|
|
"bchmk.plot_interval(ax, tmp1, 1, label=None)\n",
|
|
"bchmk.plot_interval(ax, tmp2, 1, label=None)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pyFTS.benchmarks import benchmarks as bchmk\n",
|
|
"f, ax = plt.subplots(1, 1, figsize=[15,5])\n",
|
|
"\n",
|
|
"ax.plot(np.arange(0,200), taiex[3000:3200],color=\"black\")\n",
|
|
"\n",
|
|
"\n",
|
|
"#tmp1"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pyFTS.benchmarks import benchmarks as bchmk\n",
|
|
"\n",
|
|
"def plot_sidebyside(model, data, **kwargs):\n",
|
|
"\n",
|
|
" tmp = model.forecastAheadDistribution(data, 20, **kwargs)\n",
|
|
"\n",
|
|
" f, ax = plt.subplots(2, 5, figsize=[20,15])\n",
|
|
" tmp[0].plot(ax[0][0], title='t+1')\n",
|
|
" tmp[2].plot(ax[0][1], title='t+2')\n",
|
|
" tmp[4].plot(ax[0][2], title='t+4')\n",
|
|
" tmp[6].plot(ax[0][3], title='t+6')\n",
|
|
" tmp[8].plot(ax[0][4], title='t+8')\n",
|
|
" tmp[10].plot(ax[1][0], title='t+10')\n",
|
|
" tmp[12].plot(ax[1][1], title='t+12')\n",
|
|
" tmp[14].plot(ax[1][2], title='t+14')\n",
|
|
" tmp[16].plot(ax[1][3], title='t+16')\n",
|
|
" tmp[18].plot(ax[1][4], title='t+18')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_sidebyside(pfts1_taiex, taiex[3000:3200], method=1, h=0.15)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_sidebyside(pfts1_taiex, taiex[3000:3200], method=2, h=0.15)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_sidebyside(pfts1_taiex, taiex[3000:3200], method=3, h=0.15)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"plot_sidebyside(pfts1_taiex, taiex[3000:3200], method=4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pyFTS.benchmarks import Measures\n",
|
|
"from pyFTS.probabilistic import kde, ProbabilityDistribution\n",
|
|
"\n",
|
|
"importlib.reload(Measures)\n",
|
|
"importlib.reload(kde)\n",
|
|
"importlib.reload(ProbabilityDistribution)\n",
|
|
"\n",
|
|
"def evaluate_individual_model(model, test_data, evaluation_data, method, h, kernel):\n",
|
|
" import numpy as np\n",
|
|
" from pyFTS import ensemble\n",
|
|
" from pyFTS.models import msfts\n",
|
|
" from pyFTS.models.seasonal import SeasonalIndexer\n",
|
|
" from pyFTS.probabilistic import ProbabilityDistribution\n",
|
|
" from pyFTS.benchmarks import Measures\n",
|
|
" \n",
|
|
" forecasts = model.forecastAheadDistribution(test_data, 10, method=method, h=h, kernel=kernel)\n",
|
|
" crps = Measures.crps(test_data, forecasts)\n",
|
|
" \n",
|
|
" return {'method': method, 'kernel':kernel, 'h': h, 'crps': crps}\n",
|
|
"\n",
|
|
"\n",
|
|
"evaluate_individual_model(pfts1_taiex, taiex[3000:3010], taiex[3010:3030], 4, 0.15, 'gaussian')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"import dispy\n",
|
|
"import dispy.httpd\n",
|
|
"\n",
|
|
"kernels = [\"gaussian\",\"epanechnikov\",\"triangular\",\"logistic\",\"cosine\",\"sigmoid\"]\n",
|
|
"processadores = ['192.168.0.100', '192.168.0.110']\n",
|
|
"\n",
|
|
"cluster = dispy.JobCluster(evaluate_individual_model, nodes=processadores) # , depends=dependencies)\n",
|
|
"http_server = dispy.httpd.DispyHTTPServer(cluster)\n",
|
|
"\n",
|
|
"jobs = []\n",
|
|
"for m in [1,2,3,4]:\n",
|
|
" for k in kernels:\n",
|
|
" ini = 3100\n",
|
|
" for dt in np.arange(0,5):\n",
|
|
" test = taiex[ini : ini+3]\n",
|
|
" evalu = taiex[ini+3 : ini+13]\n",
|
|
" for h in np.arange(0.1,1,0.05):\n",
|
|
" job = cluster.submit(pfts1_taiex, test, evalu, m, h, k)\n",
|
|
" job.id = dt + h*100\n",
|
|
"\n",
|
|
" jobs.append(job)\n",
|
|
" \n",
|
|
" ini += 10\n",
|
|
"\n",
|
|
"results = {}\n",
|
|
" \n",
|
|
"for job in jobs:\n",
|
|
" tmp = job()\n",
|
|
" if job.status == dispy.DispyJob.Finished and tmp is not None:\n",
|
|
" if tmp['method'] not in results:\n",
|
|
" results[tmp['method']] = {}\n",
|
|
" \n",
|
|
" if tmp['kernel'] not in results[tmp['method']]:\n",
|
|
" results[tmp['method']][tmp['kernel']] = {}\n",
|
|
" \n",
|
|
" if tmp['h'] not in results[tmp['method']][tmp['kernel']]:\n",
|
|
" results[tmp['method']][tmp['kernel']][tmp['h']] = []\n",
|
|
" \n",
|
|
" results[tmp['method']][tmp['kernel']][tmp['h']].append(tmp['crps'])\n",
|
|
"\n",
|
|
"cluster.wait() # wait for all jobs to finish\n",
|
|
"\n",
|
|
"cluster.print_status()\n",
|
|
"\n",
|
|
"http_server.shutdown() # this waits until browser gets all updates\n",
|
|
"cluster.close()\n",
|
|
"\n",
|
|
"dados = []\n",
|
|
"ncolunas = None\n",
|
|
"\n",
|
|
"for m in sorted(results.keys()):\n",
|
|
" for k in sorted(results[m].keys()):\n",
|
|
" for h in sorted(results[m][k].keys()):\n",
|
|
" tmp = []\n",
|
|
" tmp.append(m)\n",
|
|
" tmp.append(k)\n",
|
|
" tmp.append(h)\n",
|
|
" tmp.extend(results[m][k][h])\n",
|
|
"\n",
|
|
" dados.append(tmp)\n",
|
|
"\n",
|
|
" if ncolunas is None:\n",
|
|
" ncolunas = len(results[m][k][h])\n",
|
|
"\n",
|
|
"colunas = [\"method\",\"kernel\",\"h\"]\n",
|
|
"for k in np.arange(0,ncolunas):\n",
|
|
" colunas.append(str(k))\n",
|
|
"\n",
|
|
"dat = pd.DataFrame(dados, columns=colunas)\n",
|
|
"dat.to_csv(\"experiments/taiex_pwfts_kernels.csv\", sep=\";\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"colunas = []\n",
|
|
"for k in np.arange(0,ncolunas):\n",
|
|
" colunas.append(str(k))\n",
|
|
" \n",
|
|
"tcolunas = ['method', 'kernel','h']\n",
|
|
"tcolunas.extend(colunas)\n",
|
|
" \n",
|
|
"dat = pd.read_csv(\"experiments/taiex_pwfts_kernels.csv\", usecols=tcolunas, sep=\";\")\n",
|
|
"dat\n",
|
|
"colunas = []\n",
|
|
"for k in np.arange(0,ncolunas):\n",
|
|
" colunas.append(str(k))\n",
|
|
" \n",
|
|
"m = len(dat.method.unique())\n",
|
|
"l = len(dat.kernel.unique())\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(nrows=m, ncols=l, figsize=[15,30])\n",
|
|
"\n",
|
|
"for ct, m in enumerate(sorted(dat.method.unique())):\n",
|
|
" for count, k in enumerate(sorted(dat.kernel.unique())):\n",
|
|
" dados = []\n",
|
|
" labels = []\n",
|
|
"\n",
|
|
" for h in [tmp for tmp in sorted(dat.h.unique()) if tmp <= .3]:\n",
|
|
" df = dat[(dat.method == m) & (dat.kernel == k) & (dat.h == h)][colunas]\n",
|
|
" tmp = df.to_dict(orient=\"records\")[0]\n",
|
|
" ret = [k for k in tmp.values() if not np.isnan(k)]\n",
|
|
" dados.append(ret)\n",
|
|
" labels.append(h)\n",
|
|
"\n",
|
|
"\n",
|
|
" axes[ct][count].set_title(k)\n",
|
|
" axes[ct][count].set_xlabel('CRPS')\n",
|
|
" axes[ct][count].set_ylabel('h')\n",
|
|
" axes[ct][count].boxplot(dados, labels=labels, vert=False, autorange=True, showmeans=True)\n",
|
|
" \n",
|
|
"plt.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"http_server.shutdown() # this waits until browser gets all updates\n",
|
|
"cluster.close()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"from pyFTS.benchmarks import benchmarks as bchmk\n",
|
|
"\n",
|
|
"f, ax = plt.subplots(1, 1, figsize=[15,5])\n",
|
|
"\n",
|
|
"ax.plot(np.arange(0,200), taiex[3000:3200],color=\"black\")\n",
|
|
"\n",
|
|
"bchmk.plot_probabilitydistribution_density(ax, \"Blues\", tmp, f, 0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {
|
|
"collapsed": true
|
|
},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.6.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|