{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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instantdtedayseasonyrmnthholidayweekdayworkingdayweathersittempatemphumwindspeedcasualregisteredcnt
012011-01-0110106020.3441670.3636250.8058330.160446331654985
122011-01-0210100020.3634780.3537390.6960870.248539131670801
232011-01-0310101110.1963640.1894050.4372730.24830912012291349
342011-01-0410102110.2000000.2121220.5904350.16029610814541562
452011-01-0510103110.2269570.2292700.4369570.1869008215181600
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" ], "text/plain": [ " instant dteday season yr mnth holiday weekday workingday \\\n", "0 1 2011-01-01 1 0 1 0 6 0 \n", "1 2 2011-01-02 1 0 1 0 0 0 \n", "2 3 2011-01-03 1 0 1 0 1 1 \n", "3 4 2011-01-04 1 0 1 0 2 1 \n", "4 5 2011-01-05 1 0 1 0 3 1 \n", "\n", " weathersit temp atemp hum windspeed casual registered \\\n", "0 2 0.344167 0.363625 0.805833 0.160446 331 654 \n", "1 2 0.363478 0.353739 0.696087 0.248539 131 670 \n", "2 1 0.196364 0.189405 0.437273 0.248309 120 1229 \n", "3 1 0.200000 0.212122 0.590435 0.160296 108 1454 \n", "4 1 0.226957 0.229270 0.436957 0.186900 82 1518 \n", "\n", " cnt \n", "0 985 \n", "1 801 \n", "2 1349 \n", "3 1562 \n", "4 1600 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from datetime import datetime, date\n", "\n", "bikes = pd.read_csv(\"day.csv\", parse_dates=['dteday'])\n", "bikes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show correlation table" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "bikes = bikes.loc[:, bikes.columns != 'dteday']\n", "corr = np.corrcoef(bikes.T)\n", "\n", "plt.figure(figsize=(10, 10))\n", "sns.heatmap(\n", " corr,\n", " cbar=False,\n", " annot=True,\n", " yticklabels=bikes.columns,\n", " xticklabels=bikes.columns)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(bikes[['temp', 'registered']])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.2894397189330029, test: 0.29427542275712537\n" ] } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import train_test_split\n", "\n", "feats = ['temp']\n", "label = 'registered'\n", "\n", "X = bikes[feats]\n", "y = bikes[label]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "\n", "linear_reg = LinearRegression().fit(X_train, y_train)\n", "score_train = linear_reg.score(X_train, y_train)\n", "score_test = linear_reg.score(X_test, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "y_predict = linear_reg.predict(X_test)\n", "\n", "plt.figure(figsize=(8, 6))\n", "plt.title(\"Linear Regression (Least Squares - No Polynomial)\")\n", "plt.xlabel('temp')\n", "plt.ylabel('registered')\n", "plt.scatter(X['temp'], y, edgecolor='black', color='w')\n", "plt.plot(X_test, y_predict, color='orange')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear (Polynomial)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.3427117865309586, test: 0.371685603196769\n" ] } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import PolynomialFeatures\n", "\n", "feats = ['temp']\n", "label = 'registered'\n", "\n", "X = bikes[feats]\n", "y = bikes[label]\n", "\n", "degrees = 3\n", "X_poly = PolynomialFeatures(degree=degrees).fit_transform(X)\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X_poly, y, random_state=0)\n", "\n", "linear_reg = LinearRegression().fit(X_train, y_train)\n", "score_train = linear_reg.score(X_train, y_train)\n", "score_test = linear_reg.score(X_test, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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pipQyqh/g98AnXX7/APiq/v2rwIP69yrgIJAKlAONgFHftwe4Fs3Kfw64PVC+S5culQqFQlFVVSW3bdvmtm3btm2yqqoq5mWpra2V5eXlctu2bdLhcMht27ZJq9Uqa2pqJlW+RKqjIn4Ae6UvLfa1IxIfIANoB3Jdts1Ai8I/rv/Nc9lXA5wAjgG3uWxfBryj7/sZIALlrcReoVBIKaXBYJAOh8Ntm8PhkAaDIeZlCVaUQy2ft05EeXm5rK2t9Xl8VVWVNBgMsqqqyudxiqlF3MQ+nh8l9gqFQsrEsnqD7XiEU75gBTzUjoFi6qDEXqFQXLZEUtwmaxH76njk5ua6lc9iscjq6uqQyzeZMsSq86O8CtFDib1CobismYzAuJ5rMplkTU1N2J0GX2P2H/jAB9zKV1NTEzXxjeewhvIqRBcl9gqFImZMJ8stkDhFwt0uhPApvtFoy3ha9vH2Kkx3lNgrFIqYMN0st0DiFAmL2FceNpstKm0Zz2uUSMGS0xEl9gqFIiZMN8vNVZxcreysrCxZW1sbsG7BWOa+xLesrCxqbRkv78t0uz8SDSX2CoUiJkw3y80pTt4EubS0VBYWFkYk6t2b+E63tpRy+nl+Eg0l9gqFIiZMN8vNKU4VFRVe61VWVubz3Mm2RSTbMpHiKBKpLNMNJfYKhSImTDfLrba2VpaVlUkhxARhCmRlT9Yyd23LTZs2yYqKCimEkGVlZRPa05+ATrdrovCNEnuFQhEzJmu5JYrlN9lI/EhY5rW1tdJms8mioiKf5QhUzunmbVH4Rom9QqGYEiSSFepPJIMpV6TqEkisA+2fjmP/Cu8osVcoFFOCRLJCfYmkN5e+LyLhpQgk1oH2J1KbKqKLEnuFQjElSCQrNFFEcrKWfay9JYkyDHM5osReoVBMCRJFYKVMnCGFQOUIppyREODJrBlQXV2tOgAxQIm9QqFIOLyJR6wENpQ3xDmPs9lssqysLC6CFai80bamg70uvjprJpMp7p2mywEl9gqFIqHwJx6JIlyTPSfcsiWiBRyMx6W2tlZmZWVNKHukXuGrCIwSe4VCkVDE2l3vKqJmsznkvGNR3kh0KMLxWATTqQgUS+Gv7N7aKdQ4jETtBCUaSuwVCkVCEctAPE8hCifvWJR3sh2KYDsL4XQqwg0SrKiokBaLRdbU1ES9Xgol9gqFIsGIpWXvmVc4eUdqgRx/1ulkOxTBljGcugQKvPP1ml4hhMzJyZGlpaUT3isQrFgnUtBmoqPEXqFQJBSxtNY8RTQeY/bBnB/suLi3oEan4AazpG+4nQrPvKurq8fr5KvsziET13MrKiqkzWYLqt0mU97LESX2CoUi4YjVOKw3IaqpqZFmszmkvCdT3mCFPNQpds4374WypG+kLGXXdHyV3ZfFH4pQK8s+eJTYKxSKy5ZEGPMN1jr116HwNy7uuc3fkr6Rag9vHhNPD0Okhj/iff2mCkrsFQrFZU28o7kjIXrBdhiCWdI3Eu0RCW9FsMT7+k0VlNgrFApFHImE6IVq2YdavlDFNJTof+drgrOysqTNZvO5+p63MgR7vkKJvUKhUIRNpKzKyaYTzpi9t7w9VwJ0DbQLtSNSXV0tzWazFELIzMxMabVaJwQPOoW6qKhoPF+TySSrq6v91s0Z7e8tkr+wsFAJvheU2CsUipgSi1XwYuHWTbTxYn/R+P6W0nXWYdOmTRPE07mUrStO74C/tAOl69oR8bbfarWOpxcomt9ze0VFhQrQ84ISe4VCETOiLZCxFODpEAnuWgdv9fEXC+CvnQOl6zrEEKgd/b1O2FfZ1NS7iSixVygUMSPaAhlLAZ4Oc7ydwXoGg0FmZWXJTZs2ue0P1ar2JtCB2inQfmXZRwYl9gqFImZEWyBjKcBT3bKvra2VVqvV7+p1NTU1E44JZo58JC17NWYfGZTYKxSKmDGdLPtoDhnEIu7AnwgHet98KALtbUy+qKhIZmZmypqaGq/7PdtRReNPHiX2CoUiZkynMXtnfoFEOVThjlUd/I2FCyGk2Wx2i4oPtYyeUf5Wq1UKIWRFRYXctGnTeCCeEMLrLAA1dz6yKLFXKBQxZbpE4wdblki/RW6y5XG2jdls9vrGOU/LPlKL7wRbr3A7O4l03RMRJfYKhUIRJcIR7mjFHXgTUecrZn2N2UdyCCTYevlqs7KyMp9pJ9o0yEREib1CoZiSTAVLLhzhjpZl7y+q3Vc0fiSDG4Otl7/hBV/XeKoHS8YCJfYKhWLKES1LLtgOhL+AMdftNpstZBGKVt3CneIWKcEMtl7+Agd9lWU6TIOMNnETe8AEPAEcBeqB64A84CXguP7X7HL814AG4Bhwi8v2pcAhfd9PAREobyX2CsXUJhrCFMp67r6mgoW7ZK23skTaaxHuFLdIekyCqVd1dbXMzc0dP6ampkaWlpZKm83m8yU+yrIPTDzF/nfAp/XvKbr4Pwh8Vd/2VeD7+vcrgINAKlAOnACM+r7dekdBAM8BtwXKW4m9QjG1iYYlF6xgOAXIVbRqamp8LvJSVlaWEMMNoUbQx6OsvuIKcnJyApZbjdn7Jy5iD+QAJz2tcN1qt+rfrcAxecmq/5rLcS/oAm8Fjrpsvwf4VaD8ldgrFFObaFhy/saKXYVPCOFVWAItNJMIxFvMAxFoAR7XbZ7r83tO30u0usWbeIn91bpF/lugDvgNkAl0ehzXof/9GfAxl+0bgb8GlgEvu2y/HviLjzzvA/YCe0tLS6PWoAqFIvpEw5Lz14FwTd+XBe+0Pr2dHy6xEOdEyiNYj00w6/Mr3ImX2C8DRoAV+u+fAN/xI/b/40Xs7wKWexH7pwPlryx7hWLqE2mRCtSBcAp3uC+HiXR5IkGi5RGKZR9off5E92LEmniJvQU45fL7euAZ5cZXKBTxxCkQ3gLBnILuzwMQSYHxN1UuUsLlK/4gkoFtoQy5eOsY2Gw2r0GO/oZN1Bj+ROIZoPcaME///gDwA/3jGqD3oP69yiNAr9ElQG8PcK1LgN7tgfJWYq9QKPwRSNDjuZyt04MQifz8xR+Eiq+OTqjBlK7plJWVjUfhO9cDCGZ9/lhF508l70E8xf5qfQz9beBPgBmYAWxFm3q3FchzOb4GLQr/GC4R9/qQwDv6vp+hpt4pFIpJEkjQI/mQ95VWoBiCSAiXL1e42WwOKR1/7RVJ4fXsCPia1uivgxGpazfVvAdxE/t4fpTYKxSKQMQqcM2XYPjbF6ko/0hNYYyFJ8RbOs7598F2lEwmU1jrHoRa50REib1CoYgrU8kVGmmCWejG033teUw08w+WQJ2GSFxjX2W12WwT0q6trZVWq3WCqNfU1PicxhcqU23VPiX2CoUibkw1V2ikCUYwotlGkUo7Flaut7batGmTLCoq8lp+Z5ClayfA3zS+UFGW/RT4KLFXKBKDqfbAjDTB1j+a3o9IpB2LTpu3tqqoqPC5aqGveIRIWfZTraOqxF6hUMSNWLlCJyto0RLbRBKMRG0j1/Q928rX9DshhKypqYnYuwr8lWmqDEEpsVcoFHEjFpb9ZAU12oIcqmBEQ2ASqdPhD8+6l5WV+bXeXY/PycmRQojLdlldJfYKhSJueIpMTU2NNJlMMX3bW7TPjyTREuV419F1MSNvAYn+zvNsj6KiIrlp0ya/xyRiRybaKLFXKBRxxfVB7y2CerIP5ckOFYR7fjQscKcou6ZdUVEhbTbbpNKNV2R5bW2ttNlssqioyKvb3Wq1yurq6oBpuLazzWZz67iEEsU/nVFir1AoEoJoWZfxsOyjZU0aDAa5adMmr9ZsNJbmjaZl72wjZ5Cdv7nxodTNs+1DjeKfriixVygUCUG0rMt4jNlHs+PiKwJ9MmlHo3MSyLPhbCPndfd3/UOtm2ve3qLyo9GGiY4Se4VCkRBE07qMdaR5NDsu/l4AM9m0I7kEcKDlhrOystzE2N/1n0zdQoniT9QFcSKBEnuFQpEQxCqQKhbTpaLZcSkoKJAVFRVu5U80qzSU5XNramqkxWKRNTU1Ple9m2zdPK95bm6u1/KF+k6AqYQSe4VCkTCEIsThiHasptFFK9iwtrZWlpaWep07nkjjzYFc8p5C65yFIYSQubm5bq/bjUaHL5Jv+5sqKLFXKC4TptICIIEIV7SjPVTgaxqh2WweX741GoF0ZWVlAcsWy2sfyCXvayGcWM2Dd3YkXNskEh6EREaJvUJxGTDd5hqHK9rRnGLmy2KNpIUfTvnjce395RnvOf2ByjddUWKvUFwGJMIDNpKEK9qhtkMoFrG3MkW63cNJL17X3lfbJYrQTidPVzAosVcoLgOm2us4AxGugIUiNKGKkrcyRbrdwxHKRLz2l5vQJgJK7BWKy4DpYNm7CoTNZpsQqBasdRis0ITjBfAUYpPJFJU58aEI5XS49orJo8ReobgMSBTXqbMskYiiLywsjGogV7jj4651q66ujnu7J9K1V8QPJfYKxWVCIrhOEzGKPpw8oz1FMNIkQhkU8UWJvUKhiBmJGEXvC18dk0Sw1qcb8eqMXE6dICX2CoUiZsQqij5SeBODyZbFW5pTUXQiVeZ4DTNUV1e7vU45Wgv4JApK7BWKGDEVH+iRJhZR9J7nRbrNJ+Nl8BV7EG6wYbyIpEDHoyNXW1sbtaV5ExUl9gpFDIhnkFQidTKqq6vDXmQmUD1iERxXW1srzWbzhDIEK07ehG0qvoEtkgIdjyGaQCv8TUeU2CsUMSCebuhEGV92lsV1mVKTySSrq6sjlrZrPa1Wq6ypqXE7bjJt7qstQ3H/ehO2yYpdPDpzkRToePxvRPJ1ulMFJfYKRYTw99CNpfVSW1sry8rKpBBC5uTkRFTwJkMoD/VozSWfTJv7ysNsNgctsJG27P0FEUazAxBJgY5Hh9RX+U0mU0IPn0wGJfYKRQQI9MCKpvXiudhMSUmJ3wdnvFZPC7bDE81V4sJpc2f7enuRTahtGekxe3+iFU3xjLRAx9o74csTFAkvU6KixF6hiADOh67rQ6uiokLabDYpZfSsF890g7ESE92yD3f9d29vMZus6AW6bk7L3tv6777EK5LR+NHs5IRTj6nEVC9/qCixVygigMFgkJs2bZogDEVFRUEJQLh4CqO/h3+ijNkHEt9whjyqq6ulxWJxS9tischbbrllUm3ur+PhzKOmpibsefiTXZwnmsMXiRTvoZg8SuwVighQVVUV0ajqYEXAUxj9uXWFELKsrCzi7txQxNRzyMHbcrfhWvbRGCbx9+51s9nsNR7CbDYHVZZQxDSUBX4iFZgYr6DSRGWqewKU2CsUEaC2tlYKIXwKgy9h85VWsCLg+UCura2dMP5bWloqCwsLJ8whnuzDy1s5i4qKpM1mC0r0fdUxmmP2oRJoipav6+1wOCa0rxAi6LRDKUe0phw66xeoHpcD08HLocReoYgQzvnjrmzbtk2WlZWFFIAVatS6t4CvrKwsKYSQWVlZ4+LrKn6ReHj5KmdFRUXAtAJFtkcrGj9UfA0POKPdfdXBOR3PX0colA5KoKliocQMBIsz7sGb52AqiVwkmA5eDiX2CkUEqK2t9RpVXVpaKm02m89OgDdCtVLDGcuNxMPLXzkDpeXv3HAspmhZXr4C/5zt7Mu17uvVtq4doUhY9tGMuq+trY3KK3qnIvFY+CfSKLFXKHwQinXkLxrfn7s3GNe8lKE/YAOJn78yBWsJ+itnoAdhoMC3aMY5hEKgh7yvPIPpCE12zD7SiwaFUn/nfTJVx69DRVn2k/gAp4BDwAFnIYA84CXguP7X7HL814AG4Bhwi8v2pXo6DcBPAREobyX2ikCEaikGcrN6e1CUlJQE7ZoP19r19UAOJLbBrjvvq5yBHoT+zg3XYorFbAcpg3vIl5WV+fTmBNNZ8Ia3sfNoW5ve6l9TUxP2ksdTFTVmP3mxz/fY9iDwVf37V4Hv69+vAA4CqUA5cAIw6vt2A9cBAngOuC1Q3krsFYEI9SHvb/x606ZNsqioyGvQnK9gp2hH/gYzfzwYq6W29tJqfc66htJZmMw686HUJ1zCTddms/kd0olEoGQsrE1v9b9cXfsqGj+yYn8MsOrfrcAxecmq/5rLcS/oAm8Fjrpsvwf4VaC8ldgrAhHOuLnnQ65j74cAACAASURBVNH5cDcYDDI9PV1WVFS4PSicwVyRJtiHkvO4SK0MF86DMFIiHU3hC6duznUXXM/btGnThJiEydQ/VtamZ/2nw/j15Ug8xf4ksB/YB9ynb+v0OKZD//sz4GMu2zcCfw0sA1522X498JdAeSuxVwQiHPHwJwqxekCGIwDxHo+MhMWUaAIUaLZBoOOCbft4WJvxvl8U4RFPsS/W/xbqLvrVfsT+f7yI/V3Aci9i/7SP/O4D9gJ7S0tLo9SciulCpK2mSD0gAz3cw+2kTPXxyEQRINfrYzKZJqyu59mmidZJCYbpcL/4Y6q7632RENH4wAPAPyk3viKRiOQ/fSQekMGkEa54JPoDLlD5oiFAobaJr4h5fzMcEqWTEiqJfr+Ey3TuyMRF7IFMINvl++vArcAPPAL0HtS/V3kE6DW6BOjtAa51CdC7PVD+SuwV8SDUsfRwlpGdquLhj2AfwJHunBUWFo7HWVRUVMjCwsKID4fEo24K30zH/x8n8RL72bp4HwQOAzX69hnAVrSpd1uBPJdzatCi8I/hEnGvj9u/o+/7GWrqnWIK4+/hH4zVHmnLJBFEJh4PYH/R9L6Illcl3tZmrO6BRMhnKg6rBEtCuPFj/VFir0hU/AlbsKIXqYdmIrjGpYzPAzgrK8trW2dlZfk8J1qdknham7GM+I93Ps6poJNt6+rqamk2m8dfllRdXR3ROoSLEnuFIoHwJ2yxtvAiLTLhlj8eYufvpUa+8FU/5zr64Xa+4mltxqrtfeVjs9kiau37y6e8vNzruwBC+R/z9y6FeKPEXqFIIAI9XGPpVo+0yIQrHPFwY/tbAS9QWV2vTyTeQBdPyz5aHQ3PdvLWufK2GNVkr7uv+rh6clzL5jlVMhC+PAPRWE8jVJTYKxQJQKhTtmJBpEUm1De3uRLr2IHaWu+vCo7HYj/xHLOPRkfD16wFz3X+KyoqIp63r/pEaunhcDxCsUKJvUIRZ8KZshWvcgX7vnpv+LKWo/nmtsmQSIv9hFuWydYhGh0NX4LreR9EY+1/X/XxdW+G2rFQln2CfZTYK2KNv4duIk/3qa0Nf+17z3S8vQLYYrFE/c1t8WQ6BNdF2qvi2gFyTTsrK2t8eemqqqqICbAn3uoTqbZSY/YJ9lFir4glgR4kiT7dJxKC5UzD9UFbUVEh09LSgqp7KIITzmI40RoimG4u+Ejgei/4a5tYt12k7gMVjZ9AHyX2ilgS6KHrbX9NTY3XN8JFglAfapHojPh7L3ogQQrloV9dXe32+tWamhppMpniNofd1TPitFxjNUSRqJ1IZ5sHMyafCOs8TBeU2CsUUSbQQ9dTcGpqaia4AiMlQOGIm6/OSlZWVtAPYF9plJWVBSxPKOsLuL5+NZi6RtP6jfdiOIlq2UuptU00xuQTjUTqrCixVyiiTDAPXc/pPtF6SIcjAN5Eq7S0NOR31/tbzMTfAzFYC9WZhvPYYOoaTes33mIbrXn/4ZbFM894t0+0iXdnzxMl9gpFlAn1nz6aAhRo0R5fIuDc5wzUc90X7AM6XCsnWFFwpus8Nph2jKbgJIIbPRrz/sMpg69ORyKJYaRJtM6MEnuFIgaEInT+XN6TJdAKYoEevPEQsGA7S1VVVW4roAXrUYmW4CTaw17K+JTJX56J5OaONInQ2XNFib1CkWD4WtAl0FvXgk17MvOMQx2SCHdut7epUcEsvONc8tTphXCuwLZp0yZZUVEhhRCyrKzMq9fC1fqNhAAlmhtXyvgIUKKJXqxItM6eEnuFIgGx2Wzjr1d1Ck6k3OXe9gf7QI72dKlInO8p3DabLehlVyMt0IlmuSaaZT+dSbTOnj+xF9r+6ceyZcvk3r17410MxVSgvx/274ejR2FgALq64MIFGBqKXp7FxXzz29/mgX/7N4xXXQUNDZCVxcjoKN/+/Of5zo9+BH/3d5CeDmlpbqdu3ryZmpoaNm7cyKpVq9i5cyf33nsvGzZs4J577vGZ5cKFC/nv//5v1q5dO75t+/bt3H///bzzzjtuxz5a+yjf+vm3ONl1Eku5hRtuuQHbXBtdg11s2bKFlStXUlxcPH58U1MTu3bt4kMf+lDAqvs7/0uf/hIAuam55KXncXHgImlJaQyODNJwsYHqa6oxp5vJz8gPu26hHJuIbN68mQ0bNlBfX8+CBQuoqam5dN17T7Lrzz/ixac388l7bmNmYRp2u50dO3ZwzfLlAOyvq6OzowOT2cySxYuprKwMnGlSNqSYQBjBkAyGNOg/C/nXQdENbP7Dc2Hdk9MBv9cjxggh9kkpl3ndp8ReMa0ZHIS6Ojh2DN54I96lceNxXfRKXETvvC56d/sRzQnnzZvH24ODfO7hh3l9717IyAAhJpy3efNmvl7zdX70ix+RUZ7Bn9/6Mw8/9zDLr1lOZYX7A7/hRAN1++vo6OzAbDKzeMni8WMe+vVDfPreT2MwGMaPHxsb4zcbf8N9n7kvYL0ne34waS4oWEDVjCpuWXQL/T39pCVd6jAZjUYGBwdJTk4e3zY8PExaWhqjo6Nh5R8tPIXklvWruHDkKb5z/3pmFqa7CbmraDc0NEwQdYDde/awZs0aLBaLz3NDwTWfjMxMDELQ29t7qSOx/huQtwySsrzek/EikQQ6kvgT+6RYF0ahiDhSalZ5ezs8+6z2dwqwZPFiduzY4fXh64/Ojg4sFsulDceOUTU2xieOHoUvaZZxz1APvY5eWvtb6RzspDcnjRPvmc3s+8u599F76ejsIDMjE2EQbNu2jbr9deOC3nCigT27J4oCQGVFJWaTGbvd7maZ2+12zCZzUPX2d76/TkYoada31rP14FZMHzLxxee+6HZs7kdz+dD/fYjPr/88a8vWkmxMZufOnSxYsCCo8vsjYiIyNsrW3/8rR5/+JS989zosluuw2+289OL/cdM/3EyJJROAkuJi1qxZw65du9wEu7KycoKAP75lC2vWrBnvJPo6N1gaGhq8dh7WrVt3Kb3Tv9c+rhgzYP7/g8zSkPOMRPv68owB00LwfaHEXjG1cAr7z34GIyPxLs2kcD4Qd+3aNW6BBWNlmcyasJUUFzMqRznZcYqGluOkzEnh1dOvej0nq3uQ1c8f4erubtra+hgagpHkAUZnFZE39yoOZY7x2Gu7QUrq6g6wZs2aceEsdhWFikoWL/HeSVl+jf9OihNf55eWlvrtZISTprcyLV6ymG2vbGNUjrLFsmX82NX3reYHu35AfkY+19quZbZ5NqlJqUHVCSYhIlJC5yE4/j9um9vrtnDf36x0E2eHw+He0QMsFgudHR3jv71Z9ZWVlRM7iV7ODYX9dXUhdx4ule3Hl8p21Y2QewVYboSkTJ/5RUqkN2zYwMaNG8eHcdauXcvGjRu5//77ldgrFHHlj3+EF16IdymigjcLzB9nus6SMT+dF+pfoLjLSnp6BgMD/TQ1NVNYWOD33O7ubi5caKW42OW8082YBgR35OSwtj8P+y92cfeQg/ktDQjRwIn5Fo4tKmasqIiOTk0UnMK7a9eucQvc21CAzzr7OL9uf53fTkY4aXo7z9exJeUlNFxsoOFiA2+ee3PCeStsK7i54mZKsksQXlzSIYlIyytwerPfOnmKc0NDAykpKeMdPSd2u52UlBQaGhoA7656cO8kunYInOeGat2H2nnw5QkAqKw8BU3PXjrY9kGwrNfiA3QiJdL19fWsWrXKbduqVauor68POo2piBqzVyQehw/DT38a71LEnTE5xs4zO922dXd309bWxtCQA6PRwOjoGKmpKeTn55OTk+M3vcbGRiwWCxkZGePb+vv7sdvtzJ49W3eaHMVoNGCz2XweB7Dn+koa5xcykhI5eyEaY/nRZrZ5Np9c/EkKMwv9xwL0noNDD4SUtmdsxuNbtlBeVsbxhgY3wdy2dSvz58/neEMDSMmaG27wGgeyZPFidu/Zw5zKyglphDN2H2rMia/jX3j+ebKys30HCybnQlUNxvS8iMRaTPUATX+oMXtFYjM8DBs2QHNzvEsSPGlpWvBfBBkeG6GueT+DI97T9WqZNzUHJfQAQ0MO0tMz3Lalp2cwNOSgsbFxvAORkZHB+fPnKSkp8ek5WP5aA8tfaxj//fY1szi6qITh1PAfKZONBYgHjR2NfHPbN2k40UDSB5P47pPf5Ssf/AoZSWlw/JdcOPIcm7+UG7LQw8SYjs6ODpbcdRdms9lt6GdgYACz2cyaNWt45i9/8WltO4V0586d3HTzzZMeu3ctX19vH/v27aOnp5usrCyvngJfnoCRkRHKy8rYvWcPwMQyDHfBgX9h85dyOfbS91h427fGg/3CibWoqanh3nvv9TpzYDqjxF4Re6SETZvg9dfjXZLQMRphdDQiQt8x0MGhC4eCPr6trY3iYuu4xZ2RkUFxsRW73T5B7HevqaStKIdkxwiLdp+hqKmT1NQUBgb63Sz2trZWOjKTyL1qLnJWEQ1jAzx/9CDCUkKLvZmkgWGK83JYvOJq5pmLWLjvLOl9QwgEkktewUW7T9M800ybJXCnwxeTjQXwxvKS5cydMRfHqIMth7f4PdaUZsKabaUos4jCzEKKsoooyCggPTmdwZFB+of76XP0cb7nPH848ofx85wBjdddVcrOA//OjfJV3jOrMmDApa+xdSeeMR3JycnY7Xa3oZ/zTU28uuNV9tfVcdddd5GUlOTVzW8yax0me0tLUOP+weAsw/bt2xkbG2P9+vVu120AM1dWzrjUvi7DCAAk59Bwfph9zRaerm9h5Y2f4if/+QJvvfZbdj31IOfrHnVrmyWLF7P7pR/SlnYtK69fF7ZIO13+999//3ig3+UwRVC58RWxY2AAfvlLLcDuMmVodIi9TfsYHbsUXOjqmvfnkq+vP8r8+fPdZjA5Xe8LFswPmLenZ6DbMcjuC2cpWzCXbJOJMYNAGgQXe7o53niCnoF+Vq9Zw4wLPeR09PtN+8QCCx0zMpEGwdj4xzD+23X7qNFAR36m1yGAcKPxJ0N6cjqWLAtpSWkYhAGjMGI0GMf/jskxTnacpK2/beLJYw5O7KnFUmQhLzubyiG42Hia/p5ekpOTWHzVVZTNLMWIwCgEBqH9ra87SNeJkww7hjGZzePueX+u9EcefdSrqC5buoxXXtnOHXfeyfbt2zEYDD5neLzxxpskJSWxes3qkKd8+iJYd/6lMfu1WGYv58SZFh55ZDN3vu8D5OZk8+ZLDzPU1866deu8ju1fufwm2pjDxt89TkPjKWaWlvOpez/Dbbe/VxvbzywDY0rI5Z9OKDe+In709MCDD2qL1FyGOKPlm3rOe93vyzUPTBB8b5b5wEA/qanBPeCc6dnt9vGOhW1olPIBQV/yECPJRgxjkqzRJJKatHTLj7UElXZFvT2o47yx8+b5tFpz6c9KpbKiMuri7smYHGNkbIShkSHG5BijcpTmnmZGxnzM9hjugs6D4z8dQw4yMjIYGhvlcDIwzzbeCWujD866B351dXVzofUCxQuKycjIYHVyDnUHjrC4cg776+qorKz0avVfu2IFr776Kq/ueJWenu7x2RvpGRlkZ+ewY8cOrl2xAvA+w+PxLVtYt34dA/39EzwoW7du5T3XXRdW+wUbqOfsxPzv5ufp6X+aubNm8PH3XUVlpZHRsV529LVjMpv9RPlv5+4P5bP2Oze5pHoS3nWN7zHAom9DWmFYdZnOKLFXRJ6xMXjsMXjllXiXJC44Roepa97P0GjgFfja2trIzc1xE+Dc3Bza2tomiH1+fj5NTc0TOgaBovAB2guzye4eJIcct3QbGxtx9PSSOzo2vq2/vx+j0UB+fv6EdAYyU6m/qoTjVRZGko2IMYlhTCKk9tf5ES5/M3uHKGzqouh8JwX27glprnpR8/T0ZaXRas3h4FgPu0838AY95ORFxrovyirCnGbmaNtEr9LQyBBnu86O//bqXZhlgY79AFRm5LKyZC5LcvJJNRj5fb2dFeZyrFYro1IyJiVnm5t4g2Zur1zKucE+TvR309jfzZnBXtra2yguKSYzU+u0vTbSTV95Hi821WMaGoRD++g4fJQ7V6+dYJ3PnTePk40nuePOO92E2mAwcO2KFeOC6s074BRlox4A6ewQJCUlkZKaGvbCOhPc80CzvY1nGiq4z3Ij2F8e315ZWcm80roJngDnjIIlixfz499t54Nf+TbMuBoQIEcpdAxw70dyuXvD92G4G7qPQfdR7SNdO2Vj8PY3IbcKzIsh/1q3iP7LGSX2isjR3Q0PPAB9ffEuScwZHRvlnQvvcLb1bFAueSdDQw7GxronCPjw8PCEY71Z5oWFBUEF58240DP+/WJBNq2WbJKGxyjo7p7QgTh/vomcnFyv6dptJoSUWM920m1Kpyc3ndFk46UDpCSnY4DC5i4Km7spsHeT1TUwIZ3enDQOXlPGmcp8TO19WM51snDfWfL2NVB1oZWbiq2kp5cwcKqfvQd2Yl/XxegNixkzGiakFQwtvS209LZQZipjQcECSrJLONN1hhdPvOh2nNuCQkUzGDi7nebm1+iSBeTm5rDabOXK7DwsqRmkGIwIIVi+eAlvvraT1atXY8jLZd+507x4cB9ps0o4cKKOYTnmlodjyMGcvALWzyhheW4BzUP9PNVyij+cOUNnTgoPnTyEpdzC/osN2Prt3FFQyurVq3n99de5+0MfwlJUNC7UWVlZGAwG+vv62F9XB3gXenAXZee4//mmJl58QWuDcKbfgffFoV7dsYMf3rdcE+XcKpCjmjD7OH7b1m1UzplD5fX3c/x/zrLr7YvcsE6/1o5uDu74PZ9/bzEc+wkMNLkXQCTDjOXa0r1DbXDyd9B1WPucegSyKqDys5CSG3LdphNqzF4xeTo74StfiXcpQsNshjAXE3HlfM95Tlw8Afh2yfsT5HfffdfrNLdz584xd+5ct2NHko28/P5FdJvSSet3cMWBc1Qe8e4+7zJnkDo0QurAMCLA/3iwMQOh4khNoqXYxEiKEeuZDtIGHAxmpHBoWSkNV1hIdoxSfPoitlPtFJ/pIGl4lGOnTlJUbMWUcml5W9dpf3mf/gIlq25jf/8JHj/8uM+8M5IzGBwZZMxDaAOxZcsW1l63gPzUi+Pb+vr6sbfYqdCnHXrS1dVNa+sFhodHMAiBwWjEVmRhoaWY/tER7EMDSCQGBEty8+l76yDXLF1KZ2Yq9X2dNPZ309Xby7lz57BYLDQ1NXmNzajYfZSv3HtpCqKveeu+xv29Hf/Siy8ipWR4eJjk5GSKioq4/fbbJ1bSehuMDsKF7V7b4FBDO2/s2sHYYBt5ee7Bhr6W7vUVnBh0vdKL2Xmog0d+/yRJQ2e5rsrMimVX++6wLP4hJGd53zdNUGP2isgjJXz963DxYuBjE5EwhV5KyeHWw1wcmFjvUKLlh1OSOF1ZwGj9Ua/T4UZH3UVq103zOTWnACFh9tEWrt3+7oT8t9+xkKZZZjxVIrNniMojduYebiZl0LvHIBLi7knK0AgzT14KahvITOXYlVZM7X3c9Ke3yffi0h8ZHCI32f3FP0WmIs7sOcN1a97Dmcf/wKHf/JTuwmyqZs/gXNkMuvIyuMa2gvfOey+FmZfGakfGRjjUcog3z73JAfsB/4V1dELX2yws6mBGivu1zcjIwDHk8HqaJvStWK3a+Ht/fz/Nzc045Bgn+i/VLzcphUXZM+gecfCWNYunD+7EarWOn9N0vonc3FxtCKe9jf7+/nE3P2gdnpcKUhg9Ucd7TEUszy0IeQU7z+j+lJRUjEYj61wC/rZt3crOXbtYtXIlGNOh+HYatn+f/Vs+5S7Mc6tg3hc0q1kIrlzUxpXrDkLHAei5dG/6E25fwYBBrSyZnMPhQ3Wc2bONb35qDRbLzR6L9HgR/Le/BaV3Qf57Emqd/lihxF4ROi0t8K1vxbsUMUVKyemu05zpOuPzGG/z2A/dciWvPXWG+9OSSR0c5lz5DI5fYWXl1mNUHmmmUQ+6o9BMsmOUZMeIW9DdoeWzOLLYxqjRQEW9u8h3d3fT0t7OgyVDtJaYWDxaTKXIAyBlcBjbyXZKT7RhPdeJYXSMgYwUjl1ZzJmKfNqKcih/9wJXPLXXzarvuLqcpAXlZHUPYj3bQUZv+G/+y07JJtmYTMdgJ1KOUTCcTO6eJhyj3oUTID3lUhCiNctK/vs+zF9MyXzV1MC+9xrJvWhh5slkbCfbufrNU3zkRAZ5paUYhnIgq5O2YjjSfpTDFw5ztO0ogyODGISByrxKqgqrmJ8/n87BTn574LcMjQxp47+dWkegLD2bIUMKhiEHMu1S0GN/fz8pPoIg29rbsFqt48KcmZmB1WrF3mInN/dSB6prxMFrHXrgZW4OErC32HEMOUhJTaGwqHD8+PwZ+Qyft/PpJdezpLQcu93O8we305Bk4K09e9iWkYIlvwDh6GB+VipWKTHo4hVoCp3Tff/QQw8BknXr17t1FtatX8/3f72VrfsvYk1tJitrIyMjI6y/8UYsFguHO2Zz5xd/xb8+cC/3zDfAuae0YEWnaz21EFLzNXc6HkvqzryLkkVXsDTpP9m/Y5PfIYOAK0sOd3O47lX/nZ2S94L1VjAkQX+T5tI/uQna3oCyj0K61Xf60xAl9org2b8ffvWreJciplwc6OCdIOfCO6Pl0zMz2bO6gqbSPCqf2c9fdabgKE+i7rpylu5qxHby0ot6BheUsvvUGZYJQVJaOv26679j6Wzeft819GelUlFvZ8Urx93yujDQx7/ldzHr725itW4x7X/5Fa480cF7BtIoOt+JkJK+rDSOLdQF3pKNGJNUHG3hpj+97TbscHz1fLblC+q37eTWljSuFlkYRie6/6UQDKcYGTMaSOu/JNpGg5HRsVEEAnO6GaMw0j7QzphDkmQwMiLH6HX0BmzDgvwCLhxvZdXiVYwywhsbv0d9t53qJXMxnumgc0YmBe//COuueB+5gxJH3V7sb2yl7w+/pnNTO13GYc7PymN4QTkrlq1mQcnVzM+fz8DIAH8+9meeOvoUIKH1NUALtltUVE6ywcDuUyfolKP0nD2DtfiSpd7U1ERhoffo7pFBh9sQDPj3BDjJzc1x6wy4kmNMQo7CH197hVeGtpKXmk6SHKN67U1YLBb2nznJpr27aMhI4sH6PZTkmrnOXMR1pkJG2jtJSkri0c1PcPXy66mqLPKah8lsnhhFn38dlrFdLLQOcMedl6z9p559lT39t/CB5fexqLueP/5XN7tf+AJU3gUYIHsOFN6gWfQe4+n7jnXyV//wCRCjcHEvnH2SyvwRXrnYARkzwZACowMw0g/DnX7bzBNfswDsFzqgcC3kLNBiBUiCjGJY8M/QugvO/gHe+Q5YboaSOy6bAD4l9orAvPQSPPFEvEsRM4ZGh9jfXMewHwvUyUiykRPzi+jKy6RsoI+Glmbq776O+b1DrPv1Ds41N9GyrJLyjkE3q/xMRT5JI2MsONOBLTOfC83NDA05aDOncexvlpJxzZVUHrFzzQ53ke/PSmX7HVX8evtzrFy5loqcGRhf3IflraPc0TZAkuEgQ5WlHFk2hzMV+Vws0F4tKkbHmHuo2W3Vu7a2NhzL5nJmlgVrUxd/X9fDYM8M7EfryV1cRdMsM62WHHYPXWRrw2E6ujrHo9OXVS3jWvOVlJ3qpOv5P8G58xiEgVRjKhcHOsBlwR3PKWzOjoEr6ckZ2LJLSC1M5XVe59WGHePehvfk52NqGqVqxIApNYX+F1/g4uDvOTPQQddQF02DPRzoaSfd3k+FzGJZdy5XDCTD/jdoMu/h57lnOTM7n0FjB/QcA8CAoCAlncb+bhr6uwBoPneSFXMXUCgNdDecIvniGQqychgdS+VjK+9ESskFxwBvdl7g2VbNw5OUluLV5e7LExCI8WGBUivtGRmc1eM3bDYbr19sgIsN5CalMHPeHAxHj9N6voXzwLPDQzxx6ijtJ+18dOlirp2Rz1uvbSMV7+P3SxYv5rXXXuP0hVFml1lhsAXa3sBut5ORkcGuXbt46PlOBtPm8ncffD/vvLCBD8w5CnKYeQUp/OTwRT5R/neaZ+Tck+PtOo4hDZIyWTrPRMuB31JSMguyyqH4VvYeuciv9u7iswu/AXIMOuqg4aGQ28rbLAC73Y6l0KzFFnjGF2TO0jomRWuhZTs0PwetO2H2J8FUFXL+Uw0VoKfwTXc3/PM/xy6/jAzo1xdvSU2FofBdyOEwODLI7vO7QzqnqTSP4jOXxnjPD/czdNbuM9jt5LwikhyjbmPZAIPpKRy4toyT8wqpqLdzzY4Gt/2n5CAbcjp4d6iL2em5zD7TxefmLif1+HkuXGgldUE5FxfNYl/2GH88+BbLV1xDZUUlYnSMBQfPs/iNkxPK7lykB4PgYkEWF6y5tFiy+M8X/8Q9n9cCwZzR6etWXc+85Gx49yztrxzgdtuV5A90+WyX9sJsWq05ZPQOYW7rw9wzzMjYKK6dAIDcNBOWrCK6h3po7mlizGigY0Ym7YXZXCzIYsmVN7E0fxFtR/bScXgvI+8eZWRIi+7PTM5ksGuIk0caueHaG7Bai7Hb7bzy2itYF1pIytJtmdF+TZRcSBICQ14Ggytt5C4spiwzh8f/73eYdYs33WzCWjUfQ+EMap9/hrnvucZtDN7JpTF7K8W5JrKHRtnfeJzUQm3aYlt727irPn9G/gRrPicphYqMHGan51CRkcObzz7PwmuW05uTzrHeTt7t7+L1tw/6XEypuLh4PI/k5GQKCgrG8/AMLLxpho2b823kJKdA5iye3fIL2tvb3cbsa/+4neffSeFHG/6ZhSWj2BvfYseOHZxu7uFr/7EZzFfx+p632f/E/VR/6oM+rz/GDMiuZPveszzww0f59g/+j5WrrueH3/sXtj71vxRn93HHCpPv9fBNi9i7dw+NdX/2ucLg8YZG9ux5i5U33EHJcU9DewAAIABJREFUovezp0Hy0c9+nf/87lf4qzWl0L4bBsNYgjt/JZR/DIRhyr333l+AnhJ7xUSkhIcfhl27YpNfaio4HFq+caDP0ce+5n0hndNqzSXZMYKpPTLTDFutuRQ0exfPP89O4/C7x7izqJL5XaMMd/dy/nwTg6UF7DD0kHrLtWQsuBQp3tTUxO5Xd/LTjAVYz04cvx1OSaLVmsMfG97GvGYZxoUV49Pnmpqa2L9jJ59afTN5rb2ceO4Vrsu3YRs2kpGUzpgco6P7ottLcQDOludTd10ZPeZLFq6pvY81zx3xOvWuY0YWmb2DDLZe9DoToCjLgpRjdA910y8ddOZl0mvNI2fulRRfcS0VV67GnG5mzcKFPPjlL7PAOoNd+55kqOEoaacvaOWbma8JPZCTlEy2MZnspBSyjcmkGY0IYFRKzv/9Ip59ey+H7ecpmD+HnhQjzd2dNDc3k5ubQ3dPj9dI/LuKZrMmz8rZkyfZXbefNwY6OZKThJQwMjJCkjGJ4hL3wD1XMfbGsSNHuWXJciozc7VOQEY2L/7pz6xcuZIii4VWxyD2oX4ONZ/l9frD5F0xl/bhwaBXV/zb4rmsyrvk+t65axcNx48zMOigbziNvMwRbrn1Vs1aziwD01Xsqu/lgx++j6Y9D9Fy8GHvkfEpZsiq1Czn7DmQboHBVug7zc4XH+XNrY+RI1pIT89g3fp1E6Psl34AbB+AkT5o3EhD/f4JgX1bnt7J2vW3cFWlPoXOmM6xY0c5uH83nZ1ah6Bq8Wqqrv845C2HDJsWiCfHoP889DZAz3G4GMT/+qINbH7yJa+v1E3kpXWV2CuCR0r4xjegzcvSoNMMKSV7m/YyMDJRjM6XzcA4MkrR+S6kEJyuzOfoVSVcLMwGILXfweoX6ils8m3dBkNvThpZ3f7X2ff1trqz587RzxhzFy/CgCC9b0ivl/aQB9wE9EJxLk2lZtqKcnCkJnH8/BmO7q3jpqrFVBgyMDY20X/wXebn5jOzcCaFGYU89djTfOZTn8ZoMNA12MXR9qMMDg+Ni8jOmxdwes6lRX1SBodZ/uoJyo67r5jYm5PGjtuuoDP/0tSnhobjHN+1h/desYQ5Ih1jYzM9B46yMKcAU3b2hHZIMiSRZEhCSsmAHKYrL4MnDu/lyg/dQU9eJkkjY+S19pJ/pom0A28zN7+IGclpZCclkyQMOOQog6Oj9I2O0D86Qt/oMAP6cEJnZyfGGdmcXJhLR14S3dlJtBiGONN8HovFMi7QtxWUcnO+jQxjEj0jDp5sOcWuDm36o6uVP9p8gS9dvZLlZRWX6nvuLH95cxdXrFnF6cEeTg/00upwv/dONDZiKbK4Dwu0djF8vp2/Wr6EJSWzuNjWxjO7Xyenspyh3EzODvRyvPHEhPNcLfuurm43L8NdpfNYUT4HS2o6hSnpJOkL7Tz00EPc++lPjy+8AzA6NsbG3/xGu74pKVTOmYOlqIj9++t4eX8nXYZyPv6pz3HHjStgsIUnH/kJF07uRcih8eNXrVw5cVnd/JXsOJnPT777Bf74gztg7NL/weNbtvCelTdgW/MAmK4EIS69ma7udeg8BJ1vQ9cRGPMx3JZaCOZFkDJDiwvoPaHN+5c+VkZ0JauSD3/xl/zDV/+L69e/b3xzor8dT029UwSHlPC5z0Un7eXLQX+rVSLQ2tdKfZv391d3zsik5FQ7Q2nJHF4yk3cXWhnISh3fb2rr5YZnj5DZ41uk+7LSGDMKsrsGGMxI4XxpHrmd/eTbu+kyZ7B/5WyyOwdYtvOE23mDGSmcLZ9B8ZmO8fS7RhwkVc3EXmrGkZpEytAoOe29XLCfwTJsQLR2ku6xhG5KSjKzZ1e4Lb9bCBM6J93dubQ9sVubSZCUxlLbAq6qvIq0JG36W16umXNNZ2kzttOnB9gNDPRzpDgD+50LcaQkYW7tpeJoC/Pe1pYETjGmIJLSGBkb5tX1c+haNJfinBI6Lxx2y7uu7gArb7qBkeJi6gGWzaJpVSk/3foGP/7UP1LZn0ZSUwtdjYdxnG6EvqHx8X8DYG7rZX1fCpbnD2kdITkKQ62MDI/QLwy0Dw/RPjyEY8jBRTlInXWMczOToTSfEmMmee3DzDvaj7ljBCRkjxhZdNAliFDC6aEx0maPYrrNysJZJXSPOPjvU+/QODDRpZ97oZNvLl1LVWkZDz30EEtKy932lxeXkHGxm5sLbOPb+kdHODPQy+kBTfyNhQMca27SpuWZbHT29HO2tZFCSyYPHduP4+03tSGBknxyU8ZgQFssKX9GPs3NzVitVhbMKKRyNIkLJ89y/ZJraR9x8EzTKZJKLeNehidOHWVHXzu5phmIlBwKskuZbSrnzIDV6zh4dnYOd//N3dqKfS+/zOlTp7lh7Q3c9ddOC/07NLAce0sLvc2N3HnHTW7T+eBSQN3WhgKe/9PvmJPzECazmVsrOnj8sYc1N/2CJTD7Xu750W8Y/N5j4PI62/F3zifnQMFK7TM2DN3vasLfeRAcLp6soQtgf9nPC4cMUHInmBZCagH0noQTG2G0D3obWDerkfdkPg0H3tBW4rO9f0q/9z7qYi+EMAJ7gfNSyjuFEHnAY0AZcAq4W0rZoR/7NeBeYBT4gpTyBX37UuC3QDrwLPBFOV1dEvGirw++9KXopZ8gQt833Me+psBuvDfXzuXk3ELGktxXbLM1trHmuSN+zx0zGMjsHWQgM5VDy2eR0TvE7KMtDKcY2bdyNkLC2r9MtAwcacmk9TuoPGKnpSSXw0tsnJ2dzyN/sfO+0jQWjsHMxnZtydkLHSTLZEYMYzQ1NVFcXDy+kM/r3XbO/vUS2nMKyWvtJfV4Gm3HTk2YSz9mNJBaUcbVN9xCOWZy2noQLn7gkbFRMudnsPXYtgkLBd1UWECOSx0MwkBOmgkpJf3D/fQbhiEvl6oDTQwdtjOSYmRlspHhFCPDKUkMpxg53tDB6oVJFKdlUWZZQJllPkPlgqUbVvH/WjZgN3RinmlmydVXs/TKKmaebGfuO81uswDy8/O5cNbO4lnZOAyCruER+vv7SUvTOiuOIQeDg4Nk52exNikTe+sQ589eIC89izxSMYxJHCkChO56T770SBwZGSF3EDJO9rDnWCNPOJq8zs+ekZyGKTmF/QP97JT91J0/zrH8TB599yAl+YWkG42kGZLobm/HkZeDfaifNIORdEMS6QYj87NMzM8y0Tk8xArLlTz+znl+f2Ab2UlnyDelMKtk4li/J879srmVdxvO0J6eSWpRLj85sodOxxDW2eVkp6UwhiQzp4A8YyH7Dh1j3bqlyOFuLnTUY+g5xj23zZuwut1PHn6dO++6F6O5jJLkbJKTX3V7kc7/Z++8w+Mor7d9z/a+0qptUe/VXe7GBWNqiKmhdwwppAdSSEICJCQh5QtJCCQkYEroEJpxlY0tXGRbLrJsy+pl1bXavto23x8jS5YtGychIb8kz3XNtdqZeWfeLdrznnOe85zjJW/r160jHo+PpwEYL+dbv26dpHu/Zw+9jY18+brFWK0XjC0GcrKzWbt5D35SmKpbx7c/Y+Xo+oconzobFHpQGNi79xBLZ+dLBl2ul1j0YZfUqyAekZj9J+F0df4xVBTNvgxG+qHjdek6YdeEKME4AVA2xvn4e1rq/rvgX+HZfwk4DBz/tn4T2CiK4iOCIHxz9Pl9giCUAtcAZYAd2CAIQqEoijHgcWAVsAPJ2F8ArPkXzP0/H/E4vPEGrFv30ef+H4UoirhCwx9ZQteVncThqQ56HeZTftSFuMinXtiN8aT8c1ijPEWoJqhXUT89HXk0TvmedpThGI2lVkY0SmZWN09677hMxkCakfbcZHrSEzC6g6T0eFiw/iiL2wwMb/8Au92GmJLAMa3IVqGfm1JSUCgUOLucYxK6A1qBWRYby2vdgJuwWsFQcgJvdoeZeW4RrhQD7gQt81JnsMSfQkbrELJD9RD0gUpFrLiQlgwTz3W+S9HBbhwmIz6NnN8qhnhf2U6xwcw31XZMci0gkeRMahOReIQPi3QEVTK00USE0IikGxARUIaj6HwjKCMxFOEYZlFFktJEUpuB8g09aE1ufOGtNEf8+P0+fqFWIrb7kEVVhPe7kG3dgslsxmo9qYwsHsWkCqCxKuh0u1BE4+gUCjJNFlJMZnRyOQ0tLagsSYREAXd/kGwgPapF9PvITzOikcnpT5azNiVCmxAgMzuD2bnZDHcPUFN7hGKfFllviMqN/UxJ1tKZocaXYya7wE4EkWBcSg2E4lEEnYbDg70odVr6rAk8c2TfBOGc7u5uUmwpHDx2UnpRppJCzpo0EAdB52T5bMcZv6uTwWw2wajRd56QUhhsa+e89ArsJgdGdQImIYou1MOb+3czSxdlvzdIUyxEb0xgk0FDZkUxH1Rvo79vGINWwR2XLaIwPygZvMRpPFvl5aov3gAxr8TCj3iwWq2Ew5KhtFqtoDRLnrcoYo2/SzgcRqVScfDgwfHFgHUFjpwkpqrn8eTjv+Lzd63izVeeZerUKVxzSSW73vsVieFzxox005Yt/P6eStj3zbN+T84kPFSUnzl+oj4LUs+RuAejm3l6Jq++8yhXXrIQq3GYDze+ye13fvX/bN/7f6qxFwQhHbgYeBg47jZ+Glgy+vczwGbgvtH9L4qiOAK0CILQCMwWBKEVMImiuH30mquBlfzP2P9jEEWorf33r5s/kaF/ttDrwe8nGo/S4+ul2TUeKj+ZPQ9wrMzG4WnpeBO0p1xKHQhTfMBJ+Z6JYjodOcmktw5OMPRes5a6mRmEdCpmVDdjdgXotScQMKopOHQqK1gUBLqyLfRbTcS1Ggz9bgrrnMzZfAxBFBEFgWGLnv7ZheyNWak6VIvd2c6NgypuGs3DiyJEolFKCooJGNQ0djSwf5odoTCToRQDfqMaZ3c31bFEMuxmbhGmUdYYRb72gLTQMxqJT59Ga6aZrbp+DhzbxtQNbSxt7CeikrNvbjZNJVYuqe3kG/s6IQqCXCDNkIZaY2DrJVPYquv/SEUyu9GOQWVAr9LjHfHSOdRK46wYh3btZmXFPM6L55Oy4xgtx1ooLSzFL/hp62qjqLR4TK9fp9OCCIHBAVJVYfQKBdYEC2mpqShHc8zBWJThaJiukJ/h6AgDREiIR9ALCmxqHQlKNSa5kgNDDfhiEdpCPoQArFDocHtjDNW10axtw5kmJ5aTyJFUE0pfmKmHBrjUloPQ7YNuEWr7IN8CBUmQkwgqOY0x3bgXWTibmt272V9/CHc0gsdiIC09A5/uBO9TnSIZeFUiRL3g+ttIomfCwOAAVnsGemMCUaGPD9v2oddLPI48ow1r0IdSr6VAb2aKMQl3NEytZ4BazwB1RNBPK2a2dRqvP/YOJWm3Q+l8Kd/truP6JUZ69z+HIz0XkJQee3p6SEhIpHlQTUu/nPw0NzjfGzumVKqYc+41LLn1KW587PUJ4fmS5Qv43cX388vXHub+S3/Ot57+NmVlUMcz3PP/HsSmfJfFUxPO2P73dDjbjnz426RNY5OMvtLM+Zfdhpc0fvinB6mwvEOixcJTD61i6Weu/hs/jX8P/LM9+18B9wInsm3SRFHsBhBFsVsQhONqFQ4kz/04Okf3RUb/Pnn///D3QBThwAF45RXo7/+kZzM5Zs2ClSuhrg5efPHsxqSmwnnnIb71Fr4BJ05fN72+cd34oxV2VOHYhJat/TYzVReXEVGf9G8giiT3eik86CSnYSLR7OgUB9kNfRNK59yJOg5WZuJKNjDjwxYcrYP4DRpcyQbSnKcKhXjNWgJ6Nelp+awI6ji680Ni8SgxuYwBq4n66emMaJTEFDIM7hCWAR/XdPmY3SonP70IRYFiTIVuY7GZdRoTs6+fx4hWSWNTktTIRWvFplMSP9CIce123k1ezLwPNMARsNsRV6ygNdPEDmUv1Z0foujxUbG7nUvre4jLBA5Pc+A3aKjc2si0Ha2ApIiXZrAyeOFiXnH4aPc7aWzacdr+80JcxBABXSCC2F5H1B8mHoozo1/kwk4XMkHOQH8GDY9volMep1+vIjknmRHtCHJRQTgcQRAkkZp5+ZU4D9eSZY5iz7GjrcymP01g44Ea9FNs+BONNLmH8AdElBEFyaKWAoUez74Q0/PzyDAlEQ6M0N7ex5FjXbg0MkyRUUIj4IqGQauGUJBcVQJTvUrym0wYWpWIooqjRzoRhBPy+cEIsQM9hPc5CYtxIvEYejFOeoKRl1evpYcIQ0kKvKWpJ4XgBYm1rkmWGriEB8cEfk7GUoud5OEAzfWH8bvcmBLMFFWUY8vIIBiPEoxFCcVjBEcjC6F4jN6RIEf9w4RHwui1kmBNuj2VptZOdGqBSCRCo7KJeDyOoBZoah6VEVanSbrxhlJQ6PEDVa4+wotN3Lf+NjKPWJmblg5BFWsHIlS9tZnvXqol3WrG2eti6yirfgawa9MLaEfD5i39ClZ+fQcrr/kGt37qIczW7Wzbto2lS5dKv0VRL7s3v8u8Yg1HNvyYx++2wK67APhMPnzmJ+cC5076/kyAOlUSyNFYQZUAggJiAV4/UsU0zxxmTy+TcvERH0cP7CKqPE2nyFA3tL809vTKfLjy/gtOOGEIdn9Oul9CBSgMUhMezUd3nvykcUZjLwiCl5MLY0+AKIqnTSQJgnAJ0CeK4h5BEJacxVwmcw3EM+yf7J6rkML9ZGZmTnbKfzf6+uBPf4KWU2uu/y2QnQ2rVoFCAffee3Zjpk6FykrE999n6I+/pm24bYJSW1OxtKovOjhR2evNG2fjN03UYJdHYmQf66fooJPEgYlqbz6zlqhCNkZCA3AlGzg4K5Oe9ATK97Qzf0MDsrjk6eh9IfSTCMYJCiXlpCILyjl89AAbUgxEchOJKqTSt8RBPyX7u5CdpI1v1phJTk6mof0YrRdNp3uZRIbasmULlUsrGdFKnlJxZg55XV7kqzeR1xMg3WdiZsUCCs45H7Gigo4cCztDTex27mDYOYwqFKF8bwdFB5wIIgylGEgYClBaO76+dpgcGOcv5eDSMp7v2UrIW4+2M0zoSCOxPQf4bOkUHHY94e4BnM9WU5LWgkNjRBOMopQpkAkyZIIMuSBDBIKRAEPHG9ToQWFSEJlZiJBiwTS6uBoJjWAOmjgnfQ4E2omnj1CTEiL78gtpNOk47HNxxD9M45RkenoPM8VURFGahRJDIsX6BFJUGgRBoDEjgbd374TcQo4QZsjipzstSErKOMNeEYljHo4yd8SAfscIhdpEtGGBUCyGJxrBGwwwqFVwyOciEo8TFuOE43Hik/0MBWAmegDEIXhhruTnpBgz8GozCYlyiUjob4Xg+HfJpFBxWVo2cxPSxqRvGxsb2bX/EBeflG+2KtSUf4SH+/KhbuYnFZPusFN7pI61Hf2kFZXRr5JxYKAHp9PJwbYoBfMWgCAHREnFLuwCfyuKqBejQgEJMgRy2HW4i4272klP0ZE3MxFXMMTadW9CWGqgY7c7xrzuYTK47HtbONb8DukpBtSCjwfuXgTtr/HUt+dT9ecryPWcT3qagZ6eHpqrNnPXuXBw3aMsW1A59tpP1yhH+ocog4wrJWW800Fp4ObP/4Br7j5ePrdYKp+750Uefvj/wezR8rmID9x1MFgjPZ4Ocr20YACJ/NcrEQ8RBLBfeMbP498BZ1V6JwjCD4Ee4Fkk43s9YBRF8adnGPNj4EYgCmiQcvavA5XAklGv3gZsFkWxaJSchyiKPx4dvxZ4AInEVyWKYvHo/mtHx991pjn/r/TuJLz1Frz77ic9i3HY7XDVVfD229DcDEuXwuzZ8JOfnN14qxXmz4ddu+g6vItOTycj0Yns+D67+RT2eUduMttWFE9olWp0BSg81E3ukV5UI6eW5QT16rGyNpAEYw7OysSZZSH3SC+VW5uQR2OnjEs3ZQDQ7esmFo8S0qqIKmXEFHKiChnKcAyjO4jX7WZgYIChWJjBRC2q8jwKNWYcrYNoFVp6h3oZGBjg92lh6uw6BLkMn8835klXpGXgaBsivWVwTAc/116OY94KmDoVZ2Yiu1x17HbuZiAgRSQUkRjF+7sore1EGT71NeuUOjLNWWjzitkbamawpwVtIIw2EB5biJxYEhiXyQjplPi8PnwtHeTl5iEIwoSuc3K1Fn95EbKyMnqtRnYM7iejeZCCd/bi6u7FbrdRbC1BEZCzZ/tmptw8nYyVhTTH/Gxrb+a9A3tJLitEBJSCjAK9mUKdmf1vv899t905gVwYF0UOeofYONjFLmf7GcVtklUaBoaGaO3tJRgeQSaTYUlMIFOXhKbbi9DcT7FgIjWkQOeOIJzmJ1MWiSILhFCMRNEplWgTzLSlpdKQZ6cz28KAJYrob4K49F26OCWT85LT0con97lOKVUDupxOqqurT9tE5kQjebymvbq6evw6BZ+FxGm8vf5tbvni9Tz93EO09e2hbegInpHRCgO5HtQWUFlArpHU9YI9Y6VxbreHof5+riycwkU5RQguD+vXraPLrcHj9ZLrMKMkQEV5GTNmzuTll16eQOhrbGykpmY3Xq8Ho9FEKBTCH1Ezd9nlzCpJpfHwnklJddbKL7Lsmh+ATD7hNZ8sfLN06VKqqqpO+/yMwjjxmFSL76qFvs2Tn3Mycm+XvPt/g+Y6H0fp3fmiKM454fnjgiDsBE5r7EVR/BbwrdEJLAG+LoriDYIg/Ay4GXhk9PGvo0PeAl4QBOEXSAS9AmCXKIoxQRC8giDMBXYCNwGPneW8/4d/Zjnd34MZM+Caa6CzE558EoKjhLeqKmk7G0yZAseO4X1xNbXde0972smGftuKYtoKpKyREBdxtA1RdMCJtdOFKAiMaCbXyD5u6F3JBmrn5dCdkYCjdYjrHj81/JqgSSDPkoc75KFxaFzqNiaXoQmGYfTl+o0ahpINbDdGqWKYrCuXYM5KJ2lbPRlv78GYmgImE71DvfzENEzCTedRYbOR0tPDls2buXrGfBbGTWTsGcTSvxOQatlVy1ZQecFtDKZbeLd7DweOvYanrhN9MIolGMXu9lNR03ba98xhcpCmt9Lv7+Pw4BFG/E0EdSqiWiV9djNBnZKgTkVIp2L1O0e44eLpmLwjmIcCpPR4SEHJYDCMXp+AmJ2DuqgEQ+k0UsrnEFCIbP/wJZxVb1G6upOM0XsaE20UKrLYf+Awt+9ay6fuVNORH2NfiYu+xp24/T56urtJVsiZLTcwPyOXFJWGYCzKse4uoglG1g904Y2F6R4JcNA7kZNxOh36BIUao0LJyLAbuvq4sqSczJRUwsMe9uzezVBkCL9Bi2NqJj6fAN0BbMEYupE4erkS46hQj0GhJOjz0e4bIG42EDCBK66jq6sPa1hG6eAwpdsDpKo0WGflYC7JQxjN80+ATDOh1vys880AqiT21bdQf4KR3LtnD+vXrWPzoTCXPfgXUOsh1Ac9G1lureeeRV7UPWtRhoLIlWZQpYEyUXLngr2427ZOukgaGBzAarOxJ+5nT9NejIEwKrWcG6+6mMKCGTS09vHbx59iyqKpyPUZzKicx+aqzSxZugSr1YrC4GB74x6OtkF5kYm7LptDYf5omWLEPU6qK14OmVfhmGvHZh6tb7/uoQkv+y9/+cspwjfXXXcdt99+O7W1tWcvhBMbAV8zeEeFd3yTE2nHIUgqgTFJBIiBDyH7OtBM3kPh3wFn69l/CPwWeBEphH4t8HlRFOef1U3Gjf0lgiAkAS8DmUA7cJUoikOj530HuA0pGvBlURTXjO6fxXjp3Rrgno8qvfufZ49kSL/85U96FhLOPRcuvRRCIXjkkX+ol3wsHqO64/Tqfp4EHSMahVSiNoq3rpuFN1GHJhAm73APhXXd6HwjBAxqnJkWzK7AaRXsvGYtO5YW4DVrmb/xKNbOU/PwJcklKGQKWodb8Ya9Y/tFQcCTqGMoWU9dxMMWZzOHIh7UyZJXXru3lmWz5rCsNz5GAjzev739C5/iVzUbWbBwIelpVtK63KS3DJK2t5nBTueYgl1Iq0KZm0d59hwGeprp7WkkPDSAJhTBrDYhQ0YwGiQUPb0uQIouhe1z0+nQRQjqVAR1Kka0SkTZuLeiiMRI6vWS0u0hpceD+4M9FNmysVmsqC0pKItKaIsq+P6fnmX94SMglxNyD3L0gzc4/N4z2E+SCM635JNaWon7wmUcMPvZVfO9sfr1E0Vg9Co1ZTYHEVGk0dmJxSGVAZ6tKh1ApTmVBYlpJCjUmBRKdHLFWCTg2VdeJmPmVIJGLW1+L8NdQ4hNg6gb+ikK67DKtBgVSqKyGL2iB48iRDjDhKqykKFEPTuGe+k+3ESxKhmbsoTEoRCJPX2k9g+jc7kpz85DPpnTJwiwOB8qksBwatnY6Tz7V95cz4IV11G5eDSM7W8D53sTz5dreetoDvc+8GuMgpNHf3o3KuMALR4nzQEPDUP9OHu6ySuoIFmXRI5WT44sQq7OQIbGQGtzMztrdjFtwXwa3UN8cOQQXZEgHq2SYwMRliy/BJlCAzI1r//1XebNm43NoiNVAZ9JsZPQ386G9esIhcJ0e1S0u1Q09cYIBIIsKFFTma9g7pw55OfnT4hG7OzJ4oX17Xh8IyhPIPFFIhE0Gg2x2MQIWnl5OY899pjEARjFycI3kwrhRP3jht17DPztSGRDQWrQc1wJ0JgPSuP4GHc9uPaD+9CYOuMEWJdD+mVSp71PAP+wgp4gCNnA/wMWIBn7aiRj3PqxzfJjxn+9sd+6FZ577pOeBVx2GRQUQH09bNsGw39bZ6sTIWZmsm7vKxNC6idj24oSco/0jjHunVkWPji/hMQBP0UHnWQ2DSCLx+lJT6Cx1IrZFaR0bwfyk3Lkx9FUbCWzeWDSUDeAXqVneGiYjr4OvBEpDK8sy0FVlocr2YArSU9cIRvTmD8xNHlwXRULW/zcmTJR5rSxOI1NCiy3AAAgAElEQVTVu7Zww/xlhF7bRJbVzuDguKRsUlIyTqdzTAbVZrDhiQXoU4wQ1KkwJNtIsxcS1Ck5FGwnec8R5C3OMVlauVxGLBbHmayl/tIZWGZM3gRE6xshtPsQ4ZrDWPv9FAV1FGXmk5+VjyYzl/3Dfn7+xpt89Xe/Y85FF7Gtuprbb7uNG85ZRM/ODWT6uknXndofYHBKAXvydPTbTDQ2NSIMVp82xK6WyTEqlJjkKkwKFYHBIfpa24h6/aiMBlrSJvfac7QmrrblkqM1Tgjvh+MxOoJ+WoNeWoNe2n0eGrbuY54hndS+MFmDIgmiHINcSVtvB6SoyZ5bhjtVxV+b95NQXsy+ePCUhcZL645w+9VXckliAlOUYZJUGmKRKC/89k/cuGIl9AegzwfdPvCfRvFNIYNF2VCWAgYVjU1NbNq6hyUX30xuxVL2Hh3kji89yKVXXM/WNav53ddmUJY/7vk/+eST3P6VRwlpHWzY8nu21u/CWJhDi99De28Pdrsdi8FIUlTE3dDMlDQH0a4h4t5T8+LHFw7BQIBf/qWOq7/yNPMXLWfr1q1cfv1KfvX4d0iwRmgbqOPV9S9RMmX0OywoQGkiLjfy6l/X8pfvPIOxvY3G93+KGAtTViaF9o+H5lXJ03js9RYe+NkzLFy0iG3btnH55Zfz+uuvjxnwv/zlL3z3u9+lubmZ0tLSCWF4uVxOKBQ648IgEolgtagZbN05btyPd+cTFFKDnjGp3zwpdfFREOPgbRoV8zkAoZ6Jx5MXQNbVZ3etjxH/cBh/1Kh/+uOc1P/wT8Rf/gKbN3/Ss5CM/IYNUh3/P4K5c6nVuvE+/QSnFsdJCOlUbL6wlAte2ze2r2ZRPnG5wPmv7Sdx0EdEpeBYuY2GctuYet1HSdXmHek54/G68CB/1veRccc5aAuy6O7rZdOmTeQMCywsnocmGEEbCBPauJu7iyvIcEZxbD9Aco+HQCCJzuEgQYPUv93j8TAwMEDk8BFukMtI395Ed1xJf38fZrMZv8LHJu0IbmUf3jwly1ZOYUSvJqBVYk3JptIxm5nJxRzsO8hLde8z79UdFAz5x1rZms0mInjY/5l5jMwooLtvlOBnVlOQk4d5yE94z2Gie49i6w9gi6qQDQosXXY+jksWcCgU4ut/+D1X33Q7Sy+/GN2Ih/IZydzx63swfeMy5pkNPGJW4qt+kfl2G9qs4jERnj2FFkYWVjCYahjLbbob34H+fmx2G4utWSSGohzdt5+5liym5BVglCtRy8dD3aIo0pbi42mjhu4Ryasyn/BZlBoSucaWR5paUhOMiXE6Q+OGvTXoo8/rJak/TGpvmKz+OLNdIl6nQFZajJRsO6oSC2SYaJJ5qT40jKm4gEcbD+HrFrFmW9GLQQRhvG99/54AP/z8VSyuf4zFshAOvQyJogQ9/X2oHYlQelJoNxSFPj/0+RncUs/wkc6xxU7CUIikXTFQGMg3FODUTuXWG/5II4+xtDKHl79bSnH+AF2zplFdvZWi3CvoDPlpCXqpTdHxtQ+eIKiW09TcjC3LilmvY3lyGkHjDDa/tZ09R9pJsuUxq/IKjtW8z+euXTAhLw5SL/kXqoa57MEXmD5rHr/59XMsnpUFfetZ5mjkvW8X07Txh1Seu4xPZRTR25PMecuvw1w2kybfABsa3sTTe4yZ+SreqPkxAP5CC+rOPlrbj1H2qe/jmHEONvM+rrjiCl577bUxw7506VI+//nPc/311/P888/T2dnJ/fffz9NPPz1Bnx7g2muvpaSkZJzdP4ptW7eycFYB9G0D7zG66jby+N0J0PRHKVVizIOk2ZKBN2T/fS1uBRmYCqQt8wopPTJ8ENpflo4PVEubIU/y9i0z/vZ7fMw4W8++EEnYJk0UxXJBEKYAl4qi+NBHDP3E8F/r2b/zjkR6+w9B9KtfpvrLVyCc9D2NqBQMphqxdroYTDXSlp/CjA/H82w96Qkk9flQhqO4kgw0VNhoLUxF6w8za1sT9rahk2/1N2HPwjxcSXq2v7WGuYWlOHRGtP4w2kCESO8g/UcbyU+2jnm0JzcqOW7YR0bCKBQKEhLMuN0e7HYbOSm5xNDx4NFN7HJEMM+uoLGpaUJUYOOmjVy48EJuO/82ZtlnIRNkvF33GgOb10xopQsSka71/Gk8MdTArHMWYrfbx0Ly8kMtBHfWcZ4tj+DAEH19/RSVzkI7vYLaqIdfb32PsqsuILs0D8+Ih7aONqq3bePuxRdibx/C3u4i+YR0yXHSnsJipqHMRnteMofCbqo//JCrrrqKgqQCKtRyin01bH9nDYsWLDwjAS0aj1Pvc/FSTxMD4VMXZna1ni9ll2NWqOgNB2kNSIa9LeijI+RDCEVJ7QuT0RejYEjAPhzHJFdiUCpR28yQYebVXRsIOPRYF8xgSKukpqeTfe0tpKSkYDKZxvoMFBcXM92UzFSThdLUaRgjgzz15G9ZtWrVaZXazlQbfnzMvKWXk1F5G0fe3cDBR3/JUkcm1pREKY8cC3G4vo7CL1yEbJqVIaK0BL00+t28vGUTtimlREdJkHFfgFhnL3OnX8YD33uRhgNeDNrxXgSRcJgLZ6pZdYHU2c9oNFFZOWtsfvsHc7jlm6up3b2LK86fxg++fiPP/f4HPPydVciPsxK1dqLabBZeeAvyhCJq9jUwpyyVYluM79+1AJs1Reo8uGUzaVPL2aGK0hFTENfY+PPzbxCLwyP3PsK9C+4lGo2iVqsZGTk1ZK9WqyktLaWtrY233nqLpUuXTiDiGQwGTCYTK1eu5L333uHZJx5hdkkiTbXvs+mtJ5g1tQizOYEPtu9lz1E3g2EL19/9AJ++9vOSof5nIuKB+p9JjP3jqPghaNNOP+ZjwsdB0PsD8A3gCQBRFA8IgvAC8G9r7P8r8dvfSjX0/yHYLx/A/aXLT6m9/OCCUiIqOUvePYTPrEUUhAmGHiDV6aE9L5mjFXYGrEZ0/jAXvlKLyfU3CvScBjNHNe0dh70Ux93EFV5COhVBvYqwI5margZ2aNxULpqBtWsYdbOKYHDcg+/r6ycxJwODToens5t+l4up517F3OvuoilDz2MNq/F1LKd97fuojx1DROSdd99BHpGj7lUTaguxYfcGBGCnYjVzqxrI94Q42ay8fd0sHn31CPfMLcLxxC4uafSTtq2WxAGfJNwDbPIEaT0nhZcibaRcsZSdBVkIMgGjKp2ZBVew5q9r+MnMJTj6h0kZVLD+r+9w2Ug/Q8EhApHx99Nt0fOqK0zxrQvxJhsQBIHshGxuTsjn3e+9x28efwDloQckMWytkbWu4UkJaH3DLrYOdfO8sxFxkvI2AYFVGZJkaWvQy586j9IW9BGKR9EGYjj6YpS5BC4ZEEnxxKUudyodgt0IM8yQaSZg1bE/4uOof5jXvBq8aoHAvmri8TgymQyz2YzZbMIUiTNXric9LucySx4ZjlGJj9gw7d39JCQmAowZzOrq6rFysY8Sgdmzd5SIZlVDx/OUT4HER5awtmo7N18xl5HGAVz7OvA0KzjwynYCb8posyrozFDTnCSi02pZmlZEbtoschyLSUiexYuvvM7DDz+Mt8dAzY4ali5ZIpWTNfyGfTU13LxEx4IF4978fb/ZzZW3Xc7K82ZQZjnCZYWHofZr/OSOLLa//3MSLYnUD9qomHfZaIhbx46Nr5NqMfDWM58FjyQd3djYyIfVHzDscqFSqVBkXsryqx5luS4TEXh+zfO8FagmYo3Q7Grme1XfQ+fSYUozneqZb9tGaWkpdXV1yOVyFi5cOJGIN38uez54jcd/+lWM3U/z1OdyOfLqDRwBeoej9AXNvPNMI+0uNb9+4nVuHk0P3HLLLQSE5H9+xzqlCaY+CAEntD4rkf1aVkP29WcuFfwn42yNvU4UxV3CxNKCs2gd9D/8y/Dcc5+coS8rk8iAzR/FYD07RGIRtnduP2V/1SXlOLMsJHd7OPftg8hjcQzu4IQWqgGDmmNlNgZTDeQ09HP+6/tOuc5kONHTPt4pzmwyjxmbsEZJR3YSQb2KkFY5ZthfNnZTfk4OyVnpY+Fpp9PJbm8C5c3DVOxuRxMM40lOxunsxm63MTAwgN1uQ6HX4yvKYcU3f0PagqUM/ubPPHvkFaoPS+RDq9VKNBpFqVCyfPlyfD4fNTU1LFm5hCKViayNB9H/v7dJTU3BcEJOvCc9kf2zs0gc9FG+u52ft2gofWILM3pUJNc0E8y1cWhGBv02E2FDOs+vDvLSV37MnTPn0fz8EyTpk9ArdcjaO4gG9nH/X5/mprT9BMMBDnccJilNTadHqsMfSjHSnpdMe14y3gQtu55tZ7oulxsrr6QgqQCdUkfVpg28eHOCZOhPwLj2uB1XZIRtQz281HqYnjQVB51SJcOJRD2DSs0UewZRo44nOupBFDH7RMpdMuYNCWT0x0j0i+jkKgSVAtJNMMcEGWYCqVqOjXhp8Ls56m+ho2lcBCFk0BLyeEhPTyfJYCQzLsd/uJFzjCqczS3MrpQKkbZs/oD5y68mK0Wgx9nMtlHP/Tjy8/PPTuFNlwGqRN7e8Qeu+OIq0KXw1tqt/PJPjxOWtVBSLmPv/ipG9BrEaSLezBSSjg5wgczGfJcK1R6Bw/WdpC06n/JzVvFGTSs33XzXeGnZt7+NkW663/o0Xe7xSMOhQ4c4b8UKHBWXgdaBI6mVH92jY8e270L+VXR3DyLTWSH9cvJL8tnNhzxw+yqe2PQ7Xvqjlem5e+mpe5P2LZu4pMI3ZugB8qdfSP7yByChgoy8CmAHjjnNLFxoZ9u2bXzns99hxD3C3V+4m0sqLuH5rc/z/Jrnybw5kysfvZKHvA9x84qb2bl95xh7HqCkpIQPt27ixSe+y19/exsV1j1w4FXmmqNkfH4Or71bzWubO2kbSuIbP3ySG8+5cAIjf+myZYCUHnj66ae55557/nXtaXV2KLlXYuq3vwZ1D4LtfLBfBPJTCZn/bJxtGH8N8AXgFVEUZwiCcCVwuyiK/7ZKAv9VYfxHH4Vjxz76vI8bhYVSvXxNjdRI52PAwd6DuEITmfp7FuRyZKoDBIGkXi8XvFr7sdwLpFr8+pgPofYYlQnWCc1eUlNT2HbHElwphtOOb2xqZMf2HSxbJvXo9jZ3IH99C5eGDATdngk93z0eD0d8Q2xXhbj+u4+w7Lw7EQWBoeAQC+5cQOWKSuwnhLSdTifr1q9jxXkrsNvtrHnhZW5LKmBZ4zjb/zhz//h9BlONmIaDZKnTcHq7COlUHFKMUDXQTqw8h+q+dh685kfcddFdVFdXTyhLqiwp4fF77mGWRiMRKr1eOro62FKzhcLKQoY8Qzid3cRKMvHNLqIjNxm/ScNU61Rm2GZQnFzMmjfWTCiF6lpzKx9WvXWKlyuKItVH63mubg++jNRJe76f2DJWp9MRDPhRH3ZSMiiwQG2jJKzHGAKZAOiUkGEe2wJJahqDHrY0HWVbWyM9kRDKSQiAAL7GNs4vLmdxVj6ZGiki0eV0sn7dOhYuXDg2748UejkTyr8vqayN5oc9Ix5mLJvBTV+6gY7+Go62bCAza7SNcWiEkXYnC/KKWJBXSI45k/0NIR7941rWVDcxP7uQKwsKCNfUoOnrQ6VSkTW7kkW3raQ/tI6qo9uZPXs2wIT51hwZ5pHvfg45oxLPqiSiuhyWr7yLh3/9EjeuupeHH/4R137maskb9dTzqx+sYsE0By2trWPXycnOpqW1las/95ikImcqnmC85HI5Tz/9NN/73vdoa2tDr9eTkJBAV1cXpaWlY4uSe755D/ZKO39c+0e27t6Kq9+FQ3Dwrc98kc9dshzB38T+ba9yaNcafD4vt9+xCrkxW2LIGwuJaDLRGJLR6XRjof7jmIyBfzpG/78EES90vAYD20GdDFnXQcLkxNh/BB8HGz8XeBKYD7iAFuB6URRPX7D7CeO/xtjfdUZtof8zOJ0378yyAKAJhLH0TyJJ93dizVXTGUo1ktTjofBnr5/SL/6ppem8fWgPV51GvOREVFdX4z3YwHmdERYGVRiNRtxuD6mpKWM5+73zc+nMtuBN1PHqi68y/5z5Ewx7TU0NR48eHVs0HM/5Bj1eHljyaRZsOsbRQ/UT8v4w3ru+pKQYg9qIIauQrUon/Vapf73fqAZBoKe1h4anGjh64CgJCQm43W5Kiov50V13cWluLtTVcWzDBmp27WLxOeegNCvZ17mfzq4ORKBeHeWYwwBLp2MrL2FO+hwuKriITW9t4kc/+tEEwRKAd57+DoszWiYYxbgo0hhw825fO0f8UlXGyX3Wjxtjt9vDgLObKf0iFUENc1VWCiJ6Rlxeup3djGgEkqfnkjazADLMBBOUHAt4aPC7aQi4aQ/6GHa7JywWji8m8qw2FmbkUm6wUGxI4Lmn/nTaHu6rVq36+79kxV8FUxGRWIR2dzstwy20uFpodjUz5O2gt3Ufvv4GkuIyFheVMtORRY7WSIpKQ1OfjJ8+sYYnX6wGVSrEYhCNQizGay+/zE8efphf/uwnzE6J4n3jV/RtPYDNkoLZZMIrhqkP9zDntk9B5nEKo8Cvn3qDcz+9irI5n5ZC8qpEqqqquPTSTzG9JJ3vf/kqzp1lk8L+omQQJ3ARcmZxyKnks9/+PTMWXkpV1eZJhWpOLIeLi3Fi8RibNm/iK1/9Ctt3bicajxITY8TiMWJijEiwj/qOzWxrq2LI54RYALtaz/xEB8uyFlK9v5d7H/wDj/z2ZZYsO3/s7a2qquLOO++kubn5jHn/43P7p/eiF0XpfROjEI+CGBl9POG5u17qGSDGwDILsq6VZIo/JvxDOfvRFrWfFUVxuSAIekAmiqL3o8b9D/8CfPjhv+5eN98Mzzzz9483GsE7+dfmTL3lz5ZI11Bux23RMX17C4rI6VfuA2kmtlxYijwW5/rffgDA4ZEwWq1k6N+/cT6DJgWqeBxX9QZeeeWVCXrvEyCKZDQP8rt9MTyeFAaCUhoAvKSmpjA0M591i/LGpGxBigSMxEbYuHEj55577phhb2xsJCcnh81bNuNr9jFbYeHxpBzCRw9j89Qi0+lQq8fz/gAKmQJnPMjWbAM9l5TTbzWN6vwXjN3vzpl3MtM2Uyo/uwfw+SSvva4ODh0a2441HqOmfjfeRC9r6tcQicdpNMnY75BTn6qieySKPW7iocxbufVTtwJSSdT9998/QdDkjjtuY+2DuVz74HkAjMRiHPK5+ObRnbgip5ZMnih4I4+KFLplzNsfhX0DlBmy0Ck1BIMBmt1OBqfnkbx8GtWb21lw+YU8u7OaHFs6R909tPf4TsnvDwwOYLPZMBkM5GuNVKRkY7Hk0rKrlivLsyEWB08Eq9JMX10LtpRUiIkQjzPQ3UuqV0H7hloyHelj+4mJ0qbJAF8rREXpOnER4iKiyoHHNJN+Xx+D7/+CQW8vbt8gQjyOLBbFEQszNTKMRa7CIlcRG7bT2dzGVGcMmdIjCd/IFOTERGa+2w5fe3D0qyYiIiLGYxjXvsLakkR0z3+fqCiiQcSSlEJnfz+CTktMBFlLgP43mnDeez1RjZ2oJg3XHBvn/fAJvnGfhZLiLhoObmTTO8/w45+X4bCaGRJ38GJ9nJgoEhVFYmKcWEI6BwsW8e1na2jvfpdUayp55+Xx/NEXWPn1lVyWcRmt7a189rXP8nz/8xQWFZJ+ZzqffvLTLDm2hLS0tLGFa+Wtldy7/hsQC0ptacOe0fa0o8TL0bI9NGk4lWZejRmwpVzIOdeV8yVhJjffumoCK/+WW24mPBIi05HGhx+sZ/Gi+WNGtab6A86bl88PHriP797/DQYaN/H+e+/wi29/DvqrTzXCkxrnqNQ6d8LjJOOOHxP/xsz20G6p7M+6/G8b93fibD37TaIoLvsXzOdjw3+8Z795s1Ri938YHyWOcybUzcykfno6yb1eMpsGyK8/tascSKx9AGU4SktRGrVzs7n8mZ0Tzmlubmb9qsUYinLG9jlHWeELFiyQfqhmV0oGXxRJGAowb2MDlv7JFy9bLiqjM9tyinzmibX2fr+fPXv24PF6MBgMXLzgYq4uW4L8/bXIP9g1xh9QKhSIgMNhJxKJMtg5QHFhMbsuKmajzk/V1g/G5zYKo9rID5b8AL1KL3kbbW2Sca+rg9ZWEEVErRavEKHf1Uld4x4Ge/qwOuy4C+3sTRRY3bKf5Nwsumu7+fWXf83Vy6+Wwv633caPHnqIa666ilnTpvGLn/2McxYsgEgEdn+V7u4etu3chW5mOTsGexDiIrI4yOMiQhxkcRF5DARRRBOKY+0JU9gPuVojRoUSAWgaZfTrdTrQKMBmpC/oZX9TI9q0FJp6utFZLAz09GFNTkEWF0c3RjcRHXJGuvuZkpmLRaFCMfozFxdFjhw5SlFxEXFARMQ9SphMs1nRaDQEgkF6+/pQqlQEQyFi8TgKlRJNQgYWfRxRFMfGRuJx3LEwLkUCMYWSuFxGXCZI2+jfsXgAITqISa1GqVAQEyAqg5gMokoDm/e3kF82jcSUZKJyiAoiPYP9bN9TQygeRWfWU1hgw2IcIS4TaGlvJyMni7hcIC5DuocAtUdaSMspYX9DGz2uAGJyAkVzZox+N0SIeOluq6ff2YBSDKHSjEdS5IIMhSAgl2uRa1JRaK3INSnI5SrkghyFTIFCpkAuyPjlLx7lipWXUZxfgFwAOQItTY389Y3X+c699yEXRPbv3UvVxg0M9fdSlpPE+fOKyU9PQCHIkAsCcgQUMhlyBOm51oZCm4ICkItx5EIcNdB95CjbPqjCNdRPgtmIXIgzEvSj1SjRaVXMmzuHHTt3IiCMKfSdXAnR5XSybu1aFi1adIa0i0xKsQgKSRBn7FEpPR4/NuG4cvzx+L7jx088duKYCecrQWv7WGV2P44w/s+R3IVXgLHkrCiKr39ck/y48R9t7Pftg8cf/6RncWakp0NJCaxfP+nhweAgh/oO/c2XdVv0HJ7qIKXbQ0bLwKRa9iAp1x2e5sDR5sLkClA/PZ2yvR2nnPfmjbPZ3995iuDNiQZeMSRw8M9vcPPMsgmtak8k9fUkaWk7rwLlgqmn/ed9ZVSo5Hj4XoiLROqayHvlQxZas0/7mj0eD4NtQ4TcIdbmyOhMlRGPREnUGykpKCDT5kCIi1yUcx7FiQUIbjccPAgDExXrgtEQw6FhXEEXA4HxjofHy+XitiSiChkmuQ6NX8mONdVcfsmlZDocY2Hkro4OqquruerKK/nDH/7ArbffSjjUT99ALR0hP4gwPDyMTqcjNBIiHosjk8vQqDWo1BNJSVqZnDSVFqVMRhzJEIuItLd3kpKTzqAYwRuPSMZMBn1Dg6CQoTHqERRyhv1eElOSEEePx2UCogx8IyHCfj+BaARBqcBgMaM26okIIr6REAMeF1aHXTKUajNxQaSpqQ6ZWsFINIpMo0St0+INBki2pqI2p+L399Pd10tiajKGBBNxGcS0aYgJRYiCcNJnLkKoD32gGeVx4yYI44ZObUGRNAe5OgGFTEHt3lre/uvb3HLTLRQXFtPU2MQffv87rj6vjKVlOjxuN4frDlFcWECmPZ2tWz9gSnk5tuRU5JoUFEmVHD7WxR+eeBy5KHLP5+6mtKiItiM11Kx7mmXzppCfkzNu0AUBuSAbNbgCMgQp8iPTSOVhk3q9o8+JS+I9H0faQ1BONHyyicZ0776DvPr6m8gVGnr7BkmwJOMLjHD9DTexYOGSsXEXXHQJX/v6fTz3wos0NreSkZnLLbfewQUXfQoEBZG4SFFxGc0t7Wcw3v/kcrx/ET6O0jsLMAic6N2LSI1t/od/JTyeT87QCwIkJsLQGULrixZJDW66u+HHP570lF1du84o3QrgSdQxkGYk90jvhP16b4i5VQ1ElfLThuvb8lPodSQwe8s4afFkQ79rcQFBvQpLv4/lMROlKYU0vb6ZY14fiXoD92dX8Jm2LBS7umgcbGJKSx8FGssp9fEOhx2NXofMKGNk3X6y6wdJSbQgi4nI4nEsajMZOjv+oJvibS5m9DYiCI1j81DIFBx0hWBiBdoYUvSplCSXcNgkpTlKjh9QIv0HNgTI7Y+jkCkQD23AyXop5CvGGYmFcYVcBCOnLzd0JRk42BFGU2BHVMiIy2TIDRbcgkht1gi23BDb5E1j3qg/cYT3+lx0OzrZvFxPv+5dVMka4ply4jIz/pERuvtBVIyQZUwhwyvD7AxAtxQFOW7wPSY5DTY1PVYFfalKIioZcRkgCDQ1q7CmydDrE8fm6fcH6OyUtOIVCsUokS9tLAWQrzOjlcsZ7B+go81FSWEJ9oQEfB4PR+sPU5BnRa/V0FJXT8n0UjIKFyL3t44Z4FigjWlTpmBPTUUhyFi/fj35C2YT0mtoD/kIBs3ojXLae3vIy58Fci25Jhv5Jgf5Zht5WiP64VqEkR4aG5smJ/IpE6Sw7XHjKUYh7oeFuRw0L+Zw7Z8Y3uSiSKVizVVlVFZWSC/eDl1mK9XV1ayYOpfcKbPZVVNDzuJkrAkCPU3vcKRqEzdnjXDhRRfisPeDt58SB1Scv1iKUBVLZLATSYYGgwFvCNp7/FiSU1m6bDkzZuad6rWe5O3u7l3L7OFips2olELY/jY6Dm0eK0OcAFMxmErAXCIR08au+dHG9dPnZwAJrF69eix0f9NNN/H2fW/S0THeHqUzVooifQXPrPkx5eXlPPTtifK526qq0KWUgi59bN/JzXPO2BznPwRnq6B36z97Iv/DWSASgW98419/3wsvhK4uqbTvTIYeYMcOSap3EoRjEXZMQsI7GQGDGpMrMGlN/HEDf6a8fFZjP1mN/ac9DkxYCIxBSKd5oBmrwoKuw0Ub0lyDwQBqtWqsPt5ut9HT04PVaiWSnkJILpAklyHPzaWprRWTLY24XEAWF1H3D9LaI0UDEhVSzj0ajY4tGFQqJaoyo6oAACAASURBVEqFgl5HAu25yaT0eMg+Ni7GsSNDRluBnLhsCjG5DHE0RKyMxEjrGsbWMQzdTWPnu5IMdGclEJfJMHgiONrCKJHSGZ3ZFtrzknFmWmhoax7tQ38EVYmKSoeclRes5MC+A6xft57e7l5UaWpW73mbRNt4n3qn08mOokQyimKoTWY29vZhd9jRabWoenzkNg0xa1CBVZ5IOCjl6MMqGa4iC0Oij2UrF0GanqhMwBD0IgQ8BAIeBiPji7/p1nQGOrpw5Oej0Os4OtSH0+lEJZMha3OSrzbwxfI5zC4qPeUjfHnXK9yx4LyJQj2J6ax9/30MRiOfnT5vNJQbBe34j7+lYibv763BM7WMYY2C9VEPDaEhhBFQCDKytAYWJVrZX9/O1+wWLEo1ghACmsDTBKO6QpOJ62yu2kIYPaVlKVL3OJlSaisb6htrmVqRn0xFvkQGffLJJ5kxc+aE12W1Wlm3e5ir772J/FwFjWzkS489RcT9LgunpLJy+TyqNm08feMclYUP63384NdH+daPXuayRVK712/dcgsPPfQ70tPTueT66+npeeEUSdoJiHi4/NpVPPW7n/CVOy4hK1VBT0831VVbKJtzMVhXjMvOKvSnjv8bMDw8PIFlv3TpUlavXs2ll1464bzvfOc73H777Tz11FPcd9993HLLLaco7h0v5YPJm+ecqMr3n4qzMvb/FxX0/uMgivCFL3wy916z5uzPjUQm3e0e8bC/58w17yGtCk0wjM53KpErrFGiCk1+bYABq4nObAvTdrROevxgZRYDacYJBjMuE7D0+7C3u7B1uFBEYiSfUA9/chnewMAAsil57Di3nB+8/yp33LEC2QmhTLUnyIdPHCY7QUtKt2dMuOY4dDo9nZ2dyGQy7HY7h84rZ7s5ztrt27jULvDplgFKBmWE0zLYUKalpShtrBGNEBex9Hm5MlZEVpsXVWc3iBbcSjMtc3TUJ0TwBd2kdbkprOtGEYkR1ijHauB70hPG2vo2NzWzf81+fvnFX3LteddSXV3Ntddfy7qj6zjYfpCbvngTqlQV+5v2s3nzZrKzs6nZVYNryEVz8zEumGlC8LWRE9Ey50iUmXv7MHeH0MhUxM0G6gJDNJTJGXGYKCzKZF5+FoIg8NPVf8ZkGOFoby+tQS9xRGQI5OiMVBgtxEWRYDzGMYWboDWJD9qOoQuEKVDpub54JsuKK1DIzuwRnq5TXDQaHVPlE0WR7pEALUEvLQEvLUEvXWE/w+lmBhr2oQ6EcSBnuTqBOTNvxpFUgUKhYU/NDqqad/DEY6vJz5y89G5vbS3Tl9+NY/HdoM/BIQjYzVVc96UvsG/bz8HXCIO7IdA+6fwbGxtRqVSS/kDuTEhdBMnz+GDrTnb0bwdjEXjquaDSwgWFl0zokldbu3dMtwAEMORQ1ybyYl0hq6b+iFU3VPDYY8+y5ATjebz2vK6ujueff5577rmHxx57TDJ+osi1l68Y15P3NUKolwvyIfea6bzyxntUH+hDNORxw12/Ydp1N53xs/lb4ff7Wbhw4YR9CxcuxH9Sme9xA33TTTcxPDyM3+/n8ssvx+PxUFJSckrHu//P3nmHxVVn//91h2FgKjPUYYCBoQZI771HY4sm1iTGlqK71m3WdV1XY9t117KuGs1udKOJJvYYjZqQQnpIJ0BC6AydGToMw9zfHxcGCAMhzfL97ft5ePIwc+/n3gtk3p9zzvu8z/Lly1m5cmW3TcTKlSt/3B78nwD9rdlvo91BTxTFYe2vHRdFceAlvr/zxv+5mn1dHfz+9z/1XZw7xoxB3LOHHQXdo31REMiLDyY/JhDfplbMpyvdw2u6Yu2yCURmVzBuy8ke77Uq5BwdZebkIBP+5fUeDXS2XplMsSXA/b28tQ1jkZ3w3CrC8qvxbXQgCgLloX60yWX4VTfSZi2npLqKBkcLOm8FxoBgmuNNPJm/j/EPLkbm5cX6jz/mmuQRDHIpGd0cgCwnl7qCvG49713RkRXYHiTgmjsZZaJ0jL+tmdFbS2j5ei+xM4axI0nDyYGhuLxk+DS1ElpgY0S1gqmNwXg3ttDobKIk0IdMo5wj6nq8ausx51YRX9qKEjl1Cjhl1pIdpaXM5Ifo1UmOgapAJkdO5qEbHuKyqy/jqx1fkWfPIyguiPCkcI6lH+Pyyy7v0eu/c+dOJo0dR8HG77nZpOU6wUhUtUhLdQ2lpaVUKlxkhynIi9ZRF62nvKSAm4eMJirE2N4OZ+d4ZRnW0hLiomOIUmqJU0tp9+a2Nk411pDbKJG/UiYnSWMgWWsgWWNA7+3Tjz+yTniaFJdVWMCX+3YSN3EcuY215LW77QGovORYlDosSi0WlRaLUos6ZCJr9vrwxB//yOoVLzI6QUXe4Q3s/u59BgwY0G2Qi9s/QGmCkGmozFOpqWvBW3BIU9XqT9Nmz2Llq4/3Xc+W+ZJ98ji79+xHbZ7MPz86wpMvvsfE8SM5vH0tH775RxbfOIGBsR0++zKkKW2dyMrO5/0vDjDvrj8zeNICUvce6eajcLahMa0OB5ZQX4pOpJB54Ct2fruKxYuulw70UrX3t7dPg1OZe8yVv9jQarUe++fnzJlD3RmdPb1F655G2/ZneM4vFRejZv8/B72fEvn58Pbbl2ZtX19p7OzFxj330JKVQdnnq8mz53Z7K2uQiRalN8HWGqZ8c6KH7z1I0+bKTTpuWdFTrS8KAtlJRo6MjsSvycX8t1J7HJM2MYbMwSYQBHwbHITnVRGeV42x0IZXm4tWhZziSH+sZgOKFiexGaXorQ20+HrjigjBEuRPc0U1B5ptvOxTRFVrPWFqFRHfHyXBIefyfA323dsxmUJpCtBTpFZwqr6McUFBPe6lItSPv/pYCV50GV998zVLEqIIahSYmy0nJL2YzDor70bVYpkXg87WyMC0Qkz51Qx3BBCkCsLm5WCPqY7D0U4K9ALBJRUk5bZwY7kTrVxNozqEY4PlpBlFKkL9uo2llQkywnRhmP3MKOVKjpUfI9OUSXFOMVMWTOGq8Ktoq27jozUf0drS6o6K5Q4nQaV1DCpuYdABG/dVn6D6dCsDvYMhSIk1uJGvfaqwXh1Dsc6L5qYm6otLSHAqaXG5+MexPRirTGjUKvydEFBQxpwBgwg2mchuqGGXvYw6pzT9LVKpZXZQBAM1/lhUWmR9qJPPZmwzeOgQ1u1IIXToIGqUco5XlJJemE+QMYicikLCfdWM0QcT3U7uwQpl51S8gU+Bjz/UZDB/XDpDnh3E8U33cHytZAGbnJzMqHbHvDCTiSlTpvDamkO8+O9/g5ca6rN54FoTRd8swWLsnHZWarX2rGerzCDXQEOeNCpV4ceLH55m0W8+ZPKYJAJMb3LgwwVkfVCGr4+CX904lTZaef/D9dTYqwkJan/25LGgHwz6wSSMjGOgsI7bf7ecjIwHe0S1PYbGuNo4sHUdi6+MgJNvUJqxlb/fpYf8D4kzavl7ejWLI+eDNh6UoaxZu5bly3/7o9W59Xp9j5T8HXfcgV6v73HsuUTrHofnpKaSmJjI/2X0l+wrBUGIQZIE0e6g57nX6X+4+Hj3XaiquvjrKpWSza0nJCSATie5450rbrkF3nqLUns++TXdfZeqg7TEHy9BEEVqDSpOJ0ojZLum6Ov9lMRklnqcOFcWpufAxGjkrS5u+M+eHu+fHGji4HgL8W16BqalE55bRUC5FAXU63w5NTCUoqgAbIFqYjLKGLo3D1V9C3V+SiqNOjS1zWhrmihyNrFNrCZ6RBLPNsnwKazAWlQEGQdxJsXgGj+EzLJaVm09gCWvgElyGROMRnRaafZ1m5eM/ZNjyY8NxKmQs/edvSwxhRIl9+eKLXbC8nKpdTZxNC6Y7BAtMZUq5qzej6K5FZ2vH2Kkhe3BAhkhTho0ShKKmxhdADftb8FPoadeo+DIcC+2B9ZTFqRCIffB6XIiit2jPZfoorCmkMKaQuQyOWY/M+pqNcuXLWfIsCGcqjrFPtc+ps0eTd4XPxDz9UESmr2IrJVh1obTbJdRHeiLT5I/xQFVhC0azramSt7ec5yAASGo1V4IgFKlxGUysreoiBGRUUxWqGg6XUB9TQGNejVeZhM/0IhoPYXGy5tkjYFkrT9JGj1auYLs7GzStm9icx/udGfWw0tKStiwYytHmmtp9deR21RHoaOB6nA/KrMOIm9yEKFQsSg6mYmxCZiVGhRnRqO6RDDfIJmdFHwkpavbDWWSYkNJ8lRHV0eC2kKIUUPNP6+Fk29I/eLAkmsT2J3yGQoPA3EIGCuJ1OqypOsIXmAYBn5JILbh3fIsE3TfwYmvmBIrMGXgPbS5XDz/3DO48OLQ/u3MmDoVY+x4jhfJWPjwP3no0cXMX3AzAPfffz8ffPABdrsdvV7PtGnTuhHdk48/wvJHFhHw9K9JNisoObWTnJQf+P3No8jL3MPr723l8hsehMH3sn3XUXaVfwshU4Hzr3NfiBDupZde4qGHHmLp0qXk5uZisVhobm7mlVde6bH+iRMnuP/++7utP3HiRDIyevp3dK3x91bXv9jP8nNAf8n+XiQHvQGCIBTT7qB3ye7qf+hEebn0dSngiejHjZOul5V13ss6P/yA8oayHkQPUu356KhICmICUTY6mPlFTz//rl73HajX+XJwfDStCi+u+uhgj/cbNT4cGR2Jf0U913yYhrq+GVEQqArRcnhsFEVRAdT4q1A2OBhw1MqUb07g7XBSYdRhC9QQlleFtst1HQUlzDUa8bE2Uxmio2RiAulekXz83QHUB0pI3niShUYNY4wqamqcbre84yPMZCcZadB1n2MdKQQxOsXKVRVKqo9+gcoUCoF6jAdzEK0laCKMFJsNlEQFYA3XoxIUjK3w4c7TzZjKG1F56ajXqzk+WkGKwU6+TgRBBCQRlKOt+4x0QRAI04YRpY9yfwWoAsiszOQxr8c41bCfuk+2EGytZdzxXMgppsXmxPvQCZJvuo3oq6dQVbaC1JNpRCcMYGVuJpnDA/i0QPrZNzhaiFCpEBCIVGpIUOuJidDy/bECxk8fSEpOFrvkLdRpwUfeyjAErgmOZKDW4LakBYnAv9i7F5fL1c1kqOu41Y5ovtxuo1mnZmNFAS2t1eQ21lFmCaA05yhJsjgilVpmBoRhCR+ARaXtuwRgnAltDqhJlzzLARQBUrra2dM/we3jHzlAEtk15FNmtTLIouHNd1bh5ahwb1JGjxrlHohzsiacaXOfJHaiBSp2SYI8uVYafertBw0FkrkKMDwhgJwyF3Ex8eByQGMRpcUFRIX5s2bjYeYseoGw6beBt4YhA+EFn1FS5LpgAffffz/r16/nk08+6SSw2+djUlXy2L03QH02N8flM+KhBA5u/hvrcuzYnQFkl6m4992tCAo/7r33Xqbd+DgpqaksXrKkG/mdT537QoVwHcd03Ievry/PPPOM+/U1a9bw6KOP9jr+trdoveP8+++/303cntL9F/NZfg7ob83eIopiblcHvY7XLv0tnh/+T9Ts166FlJQf95peXlJP9XlAFEVy7bnuISldcXyEmZwBIdTplQgukYFpBQzed3a3Zae3F8dGmqnX+TJpk2eXPYePHEEErUtOg+igxGygKCqA4ih/mlVSq5euupGkQ0VYTpYjc7l6bd1rVikoD9Xxn4OpjLrzZuzBWkQvGVOMY5hXH8Ur02cwa8pIjlmPuofm2IZYqJ45lPJQXY8e+0hfI60ffEpEaiatrU4UCm/UajX1DQ1kebeSE+RLTVIEB+orkGXZubw1iF/FjWG8PhSZIOAICSTLrOY7v0pO+tT3acARHxDPUONQovRRRPhFoPBSUNtSy5GSw2w/8Anep/MILqmhavNekg2SH73Y6sPmjDzm3f8Iydddx/Or/4NXzuv4q5upVMnZ4e3EpezuKa/x8oaMHK4cMoKxkTEUtzRwvM7G7pJ8DhXmERgQSEN5JTPjkhgXFoV/Qwv7dqT28MfviNQFBCZPmdytzl5YXMxXu1PRJ0SzPSsDZXQEDd5ebsvb5NAwRoRFEanUsPfzDfzhrqV9pv/dUEdBY5HU9ibzAV2C9G9rreQHL3oWgWZnZ7Nv337GTr8Bc/JUsrJOsXHt3zEZZD3MXCJGLWbSvMckIi/fLkXy3SAAonRdbRzIVeBycnT/Dxzfv0nKXEQOJKNEwUN/XsmSh15g4aLbe60zr169mnvuuYc/PLiUY7s+Q96Uy7hBgYweGM6JE+nccedi6bk76u2aaOmaXXC2qLW3OrePjw+CIHg8p6ttbgcupmWtxWLh3//+t8f1O0SGZyPx/uJSP8vFwsUw1TkoiuJwD4uO6O2cnxq/eLL/4QdYt+7Hu94VV0BSkmSlei7q+3a0upzsLuxp39vmJeOz20bT0k66vg0OJn6XSYjV3ud6oiCQkxCCPVDtHifrCVqFlqioIWSGKvheXUZJhAGXvF2UJooEl9QyIvV0n7769Tpfjo6K7OYlv27dOiaOG89kr0AWVJkw5VWRVZDF7tO7iY6Opt5PyZFRkRRFB+D07p4a9hIFAkrsTP7mBC3lVe52PaVSxeEQBeutWWTpvRg0cSyDWoKpWvE9C83J1B45ht1mo1zpg/PywTTMTaDWoOrlriXMjJ7JlXFXSm557SirK+XE4e85uP1jgktqUJzIp6molJYWB061D0JoPKnZZdz34qvc/cwzvPbPfzJx8kRyM1aQlfsV3xZmk2UtJKaL0FDlJWeRKZ5EjZ7GNiebso7x/ckTCOZQ5L6+tDQ10VZUyoyYATSfyuOacRMJ7xgHS8859dAppvt6wwauv30R+c0N5DbVkts+k/7oiRO0Cb4MijIxKCjULaLzttdzcPcebrrxRo/rnomudf427yAGTZrPxFk3QXMFVO0DRx8lMm28JExTW/jmm69J3/wqOqEMvcGAs7WVKVOnSpsU09UQPJHU7VtZ/+aDvPKIpxlhAqjNoI6WNm3OBql84KwDZKCNIeVQFX9+9VNSD5wiMbGzBa4H2YgiqZs/4+U/30NMiIjBqxJLmFbaKJgiySkXef6fn7DzaBlZRQ73AJ7zTUX3RnZLly4lIyPDoyDuUgvhZDJZvzzxLwZ+KaK+8xboCYIwAEgG/ARBmNflLR3g6/ms/+GC4XJdeqIXBKmdLzERfv1raGmBFSvgZE/V+9nQJro8En2D1pfv5g1xE72x0MaML4+ddb1Ko47qQA3xx629HqP31RN+yzK+15Tzlus0CE4gAMElYqioZ/iuHIxFfW8oUi9LJD82sHu0LErnPySYMD//A9MGTUUZ0Mi3eXuxWks4NSOJI1OH0qjpniL2aXQQWmgnLL+6W598cWUlzhHxbJ81mKpgaeBFdEYwCf89xruDp/DxK/8gLCqcbdmH0CyZTO4gA9mNdrZs2cLYai2xhu51a5kg48q4K5lonohBKYm+RKeTgkNbyd3/PdaD2wgqqUHR4mQUUNzayI7aCibfvoxrbrqbo4XlLF6yhCvm3MDtrzxJtjOb/bKdrH//Ppzt9X7RxxtHiwMfmRdLIxIZoNZzssFOer2NL8rzKG1pBAF8w4zIi8rR2xtJ0OgZO2wCsbGxrNh7hNDQ0G737e73RvLLL2iuZ1ejjapWG9+G+LD98DbUahVyQUaEfwLhLh0mWSG+tjoeGDYNuVfnhqpN5ccWm41iq7WzHt4LTmbn8sFXR7ju9icZOH4ex3Z/ybENf8TI8d6tU8OuBb8BoAyTFPXFX4B1I1fEwhWx17oPu3LZO9z43H/A1wBVe+Hwo4zTuDhh6GLg5K0Hv2TwDZGyBnWnoWKHlFnwUoLfwHaBXTLI1UxLhGkLeppRPfH4Yzzxm9t544WHGGRRYs3cSsHWb7hxpMikabP5x7sbuOryPxE26UZQRRAnyFikvoFPrruuG9Gfayq6a0184cKFfPDBB93Eci+88ALe3t4e0/qXWginVqs9rq9Wqy96tH2xn+WnqP/3GdkLgnAtcB0wB/iyy1t1wFpRFH/ESSznhl9sZN/SAg88cPHXnTxZGpyjUMDgwZL5zZAhsGyZZK361lvntWyOLZei2s4PN7GdOFuU3nw3d4g7bT96W3av/vUdaFL7UOfnS7C1BpkgI8LPTHl9GU3Ozlq6l0xO65K72OpfQ0md1E8eUFZHcEkNxiI7wdYadD46altq3ec0aHxR10sdB5VGHUdGR1IargdBYHDIYDQKDceydhCRaWXonjy8ELAYoimzlnLUepQtagdHo3QETB5BbGwc2aezOZx2ED+rnTEuNWNcavQldndaPzAwEJ1Ox86ZA3h82+csWbyYgOomLLk2xpQrCKkT+fLbLxkw/yr+cvBrcs1+JE+f1K3lrbK0ku0/bOf69tan5KBkJkdOZlDIIGStTlqzT1KctpXSwztoykrHyylFF7V6FeUmHfKERAZOmMutCx/kjVfeYNKUSeTacsmqymLj3o189N1H3HDT9Zze+x7GECNqtZRB8BZkjJSpsadnMXjaJNLrbGQ12GkVXcgFGQlqfbu4zkBIVyU7gE8w4OLj1W+6299EUaS0pYl9hTn8cPwwIYOSKG5uwIXI6ZwcksLMhCKnPiefUZOe5PJpt1G1+V62b9vC6FGjOHjoUI9WumKr1W2S43HMrJcaAseA30DGTL+Bd5cvZFBAYbfzu2UDvNQQfYc0rlV0SnX8ws+guadAFPONEDAa5BpunhXH3+9L6nFvn36zl/uf/lAi8+ZysB+FpvaNq2+IdB39EKlu31v7mssJDfnSZqO9xz076xgHDx0it8hGvWBiytWLuf2+Z8krbcZXqTxr5HmuqegzNwc33XQTW7Zsoa6uDq1Wy8KFC/nXv/7l8Xpr1qzh4YcfprW1lTVr1vTZDne+xBcQEIBCoeDDDz/stgFxuVwUFva0xu4vPN0P0O/Wvv6sf7HWOhPnHdmLovgF8IUgCONEUTy79dn/cOG4mC12Mhm8/LK0gfjb3ySiT0iQiH7ECJg1C+691/O5ISFQVub5vXYU11kpqi2kOCqAYGsN3g6pG7NV4cXmOYOo0yv7NX9eFAQEUUTZ0EKyIhyTeTCFtQUU2PO7TTKrNOrYPykGbd4OwnbXMLS0FkNlA3U1NVRWVlLV5KBeKZFt7qzBOHzkJB8sRF3f3IPkBwYPZFroeE58/wGKrTuY057mV3gp0Pno2KsoJ+PaCIqihqKUyxiDFL27NqeRuPs492tNGORGGpsasRYXo9XrsViCKJG38VJbMYrLEpio13FbrZpZb2/DKMoRBYGTYX58ZIQPL9Mze3YYh+oM2Ow2LjeFMz16Ok6XkyNlR3AFu6i0V3JF7BVMDBxOQImd5u3HKDq8gqqMQ9Q12RAFAXuAmvIkI2UmP0xDJzEycTqXByYiCAJ59jwyWzJJU6Txybef0NrWiiAIhIaH0lxYjd62j8CAQEpKShgeaSEuIJim2no+zzyCb2ggGSWnCVGomOQfSrLGQLzar6eaHSRPdVcztJRT72xFnRTH33duRhdvoVouUFVfR0lJCeHGEGK8vJkdFIFFqcWlCOZE2iEsV75NgcZGxbeP898vH0ej0WCOjHSn3rds3sL0Gd1H/06ePLknyZulqJbWOik9f/I1Fg/PJMmQj9SXLsFoNHL8tJ2bYu+RomrRCfZjcORxcHhwiIycL40jdbVIG4HDj4LYxvK7oti2bVv7+NfhHCwLY/nLG3j0V/PA+g0466XramOle/MbJHnPd0EHsZw+dYJZY2P4/d3XMnlYKNTnduoHfI3gP5LYy+ZzhCP895vXyMjI4LOjn6LwiyR1504SExN5+umn+fzzz90kdd1113WLPDMyMjya1HhSrEN3Ud6aNWs4cuQIn3/+eTdiXbNmjZugOiLdDjJ7//33KSoqco+hjYyM5LnnnutB9Oer8tdoNCxatMgttNPpdLhcLt46z8Clr/tZvnw5y5cvPydRX2/4qUx9+luzfwl4FmgCvgWGAA+Jorj6kt3ZBeIXGdnbbPDooxdnrWuvhSuvBLtdIvzaWrBYICMDfHwgIACsHtLkISGgUkFu79pLURTZVbSbGo2cw2OjGLonD02tpH5vk8v4Yc4gmlUKZn1+FHVd/3r4QzRGog3RONpayKrMot5R794EdKBZpcC3UVKdt3nJaFYpaCsud9fEbQlh7DApyEvdxyKCCPNW9SD55MBE5gnJsGsnhZs/o7WLir3NS8bhsVHkxQfTrFIguEQCyuswFdgw5VfjX1FP7unT+EWGU5sUQbOvN8ZiOz4F5WRWl9F662XU6pVo0rLx2Z3O8HAL9ro6Upsr8bt8Gt6TRrK76DibUzYzavQohiUNw5Hn4N9v/pvFv19Mi5/kHDhUFU3Q0Vp2v7yKm8eM4OTuLdQL9cjVPrTFh+MaGE1ZmB8VRh0TEmYy0jSSKH0UBTUFZFVlkVWZxWnbaVrbWlm3bh3XTb+O2aNmE+sfS5Ojke++u5ud+dnumryjroHiinKaW1pQK3wYExbJNEs8yVp/AhW9V+ucLhdFzQ3kNtWR01hLblMdFQ4pC1NbU4urohpNfTNRSi0zkgczLiGpeyYgdhmffnuA5gOPU19b7VazA91a7A6mpZGeno7D4ejZlmcYCppYaCyE2gxJaNeO7OxsUlNT3ecNHDaRpMlL2JHl4qHfPU7aD/+G/I/dlrVuCHKJ4PXJ0FAo1dUrd5J98kS3Hv+kYVMpYiQff7ACP7GAMYl6Ro4YRmzCYNC3p+f9knuI4aQfXgPffPw6G9b8g98um0NUkIzSUivbtm4jefQVDJlwfbugLha8pXZOT0R0yy234Ovry/Dhw9mzZ0+3KHfBggXccMMNvP665CN/rpF91zp113O7Rr46nY7XXnuN8PBwFi5cyPXXX09KSkq/r3O+wrfezrvrrrt47rnnzjtF/mMI8S5l/f9iCPQOi6I4VBCEuUhp/d8AKaIoDrmgO7uE+MWRvSjCz+EUSAAAIABJREFUPfdc2Br+/pJ3/Q03SFF7TY1E9HZ77+TeH1xzDXz1Vfttiuwo2MGp5FDSh0cw7et0/KqlD0uXl4z9k2IILqnFktV3VqADPnIf4vzjMfjqKaotIs+e12MuOUCTSkFFqI6KUD/avGSEFtoIz60iOyeH2nEDKJucTGBZLQPTCqHcxu6GClh8tZvkh7mCuc5mJGjXYXJtuVjrit1rZw4JIychBFuQBp9Gh0TuBTZMhTYUza3uFr5isz9/2/UtNy6cz7D9hUTkVOLwkVNm1LFp3y5utQzGt9FBm0xgfWEGCUvmM/HqX/NRyles+nYV5Y5yDHoDc8fN5fYrb8febGd3wS62b/gcxZF8Hhx0JTOUZsqPH2PHgR006pwU6OSoxg3BkRxFutjA5p07WDZtGfffeD9Ol5OTVSfJqsoiuzqb1jYpEgzXhZMQmEB8QDyHNh/i6aef5p7n76FYnoWtYEv7EJkgt7re5KNmoNZAssafWJXOoyWtKIpUtbaQ207quY11FDTXu+v8ermP24EuWqXD7KvBx6uXFHX4XKm3PN1zX7MnF7weqXdlGDhskiGNB3T25E+lqN7AX97cQurhImYMC+SqQQ1MmTSue2bASyVF3wqDFFXXnpBS6O1/ix3rTZh6FWGDryUzI4PNn77GVdOHS+v4Gt3mNmhjeg56cdig9lSn9WxzCR+vW8f4CZMJT5jYrpKPZdvBIu594Hc88cQTPQhr+fLlHonotttuo66ujs8++8wj+eW2b9zPNX3clfg6CGr9+vU91pg/fz7e3t7cfvvtfPjhh+Tn5/eq3E9KSur2TLfeeut5EV9fhBkZGXneKfIfQ4h3KTcUF8NBr+PJrwTWiKJYLfSnzeV/6D8efvjCzo+Lg1OnJEObadOkSP4f/+hMxZ8P0Q8YIP3bheg3Ve9jzzWDqDBqmfnFMTfRgxQZj9nqYcBMLwjVmrDoLTjaHOwq2kWbq+d/ptz4YI6MiaJB60NooY2kQ0UYi+y0KuRkDA3jj64MHokLZ+rGdFT1LVQYdRyeOopnN33CAwFqhqVXc3OJAUNLOfWOXA5WZtDU2og10p9TyaFYIwz4V9YTkVPJ2JRTbj/7ZqWC4kh/iiMNlEQYcPh6o65t5urNKmb+ZycqlRStyZ0uAjOKmVKrpDxUR0FMIDZDOBvfa6JZoeTPf56DrcZGsE8wj1/7OHMuu4as9G3sX/MyQcV25tXI+Y0rCSt+7Pl8I4/qm7EGqVAuHc43OelMnDqFxOhEZlhmcI2vnjHGFF5d/SotYS3u3vpwXTiTzJOID4gnPiDerczPs+dREFZAzK9j+D7tz7S2tqDwURAWHMKE8CgGav1J0hgweOhHb25zktdUT25TLTnt/vEdjnfegowopZbpASbJalal9bhGDwSOk6LwvP9C0We9Htabv32HwA+AlqpuvvBnImXnUUZf/RgHbGo++s/zrPjDSIzG2e2DabZKB3nrIWS6NNGtPgcK1veM8gEQ+CH1KDOvmE+kSQ0VKQwMlOFz7Xyef3sjK9evAd/gzsNFEZrKoO5kZ829Q/Ev85U2A4Fj+OPqd0h/9kPw6Yz8x0+K58SJEx5JOT8/32Ma3mq1Ioqix/fy8zvbW8+1v7yr+UyHQM1TCnrNmjXMmTOHzz//nAULFvCvf/2rh5jt6aefxmg08vrrr3d7JpPJ5FH4ZjKZGDhwYK/ReW+COT8/vwtKkf8Y7nrna+pzoegv2X8lCEImUhr/14IgBAGXwGP1/1MUFUnkfL4IDJSIfuFCSYhXV3fh0/GioyEz0/1tvaOedX5W0i4bQZuXjOkbjrud6TrQUbM/G5RyJXEB8fjKfUmzHqClTUpf2wI11Pn5Yj5dSZ2fkpSrkqnX+RJ1qoKkw0XoqxpoUvtwcHw0OQnBmHMq+WOxDwM2HaMh2sju6fFUGHX47s/iiRIlv9vYiME3AFEUybZlc4pqTowLpzRcT0BZHZGnJM/9rtH70VGRWCMNVAdp3Cp930YHY1JOEXuihFpRj9VaQnhYOENjxlCkM/Dg7vdw3BzP4DEDaLO18cnG94kYG8H6lPX8Zt6D3BwznsMb1rPvn3+nYPV/CXIIyAoqKW1o5GiEH65J0XjPTOKdzSeZMHEmJpOJCL8I1j6wlwWPLaC8sZyvT31Ni7MFl9xFmb2MCeYJJAQkEBcQh0ahkT5wH56DrclGQ2wDmmgNo0ePJjYyhFidFW+/GGYFhpOsMeCylnN472HSbTaKDQaGDh2KKjxUitjbo/aSlkZERGpqanFWVqOpayZKqWFG0mDGD0jC61zmf/saJee4yt3S11ngNrDpEtkXlLdyqjZcEsc1l0k97D0gk9L6+oF8uvMd7lqUQ9aWT/jr/Z1ZgrDIJIZflsS///sBzw2cCEXtU7q9dZJYzmPwJiJzVGIxKtvFdYPAL5koUc6q695mpU+gdD8dUXtddqcxj1wrRe3GGVIbnyrMHfUrApJI3bW3B7Ho9XqPhHX99df3SkT5+fm9KtO7Yv78+f1OaXfdHHSo8cvKyjxuKhobG9297Xa7vQeZvfHGG3z66ac9nmnu3Lk9LHE7ShNnbgy63lNvhGm3289Jl3AmfgwiPh9Tn4uBfqXxAQRBMAC1oii2CYKgAnSiKHqQq/488ItK499994WdLwiwaBGMHg1bt8L69f0/97LLJBOdzZt7PaSupY5/DHdQbAlAaHMxeVMG4bnnY98rYNSEoFaoKaotpqV9pv2hcRYyB4cxbE8uA44UUxpuYPf0OMynK0k8UoyqvoWQ+OHkjozhK3UxlpPlDEwrRFXfQqZ3K++4ShgxejSjq12YDuVRkVnJ2EFjiY6JxlpnZWOkgxqDCnVdM2H5tm7Re4nZ0C167wplfQszvziGzi6liuUyOaGaUAr0YfwjZRsb5bloRhkwmUxYrVZsdhuBWj1L4mdS9lEqyyZOQ11bit1eioiIXe7NNwXZ5OnkBFw7FmWcmdKyMrZt28ao0aPY8s0W/vLYX/Dx9qGotojVa1YzYcIERiaMdKflS46X8MhvHnGn+1yii9fef40/rfwTYpjI1KmdBi+lWd/xYFIycxKHoPOW2h+zs7PZun8f5tHDqFUpOFpmZW9eNob2tL7ay9vdz+5VYaf0aDqXTZnaw/q117a1i4CutrjBE54i7XAGa974Hb+6aSQDYiN6nuATLJnjCHIol0youvbwL16yBC9tNCBAYwFtba289fa73Pvoq9KMc4etPfq29VxbaQL9IK6Y/ygP/+VNpk2fIc1wr8/jyM5P2PjRqzx2302dWQZFQKd5jTaONZ9tZvlzz3mMUHtLq/eVBo+KiupRs1epVJSWlhIcHNzDR97lcvHSSy9dlDavNWvWcO+99/LJJ5/0moJOSUnh+uuv54033uh2zYyMjF7T44GBgahUKgoKCkhMTKShoaFXs5yuaW5PqvneSh3nkiL/JdvinnfNXhCE6aIobjmjx94NURQ/vUj3eNHxiyH7nBx48cXzP18QYN48SXG/caPUo382REXB9OmSic7TT0uZgF7Q6CPjkUktEhGKIteu3o+m9vySOj5ePmQkBhKeXY53i5PTiUYOj4nE5SVj8rcZGIts5McG0aD1IS69lBhlGIYho8kdHc/bdduIySx1k3yFUUdeXDDKRgcRKcepqqzEYXOgb9OTNCSZllEWjjcX4NUmYiy296i9nxm9d0DucBKZXcnYlJP4yn1pdjbjK/fFMGQMkTfdjXfSQA6UH+bdg++6jw8qrSO5RsGweg2hFc1U15Wzccc3hE4eTnmYnnKTjvJQPxpU3qx6bxWzL5/drc2upKSE1B2pIMCECRMYkTCChIAEcg/k8uazb/L+u+93I4Mn/vIEiVMSSS9P54D1AOvWraOtrY3JkydjMpm4Nu5yZtd8S0lJCdt2pjLmytnktJvVbDy0D40xBLVahZcgI8JXjV+zE1tmNkuvvo4gha9bRNef2vnZBtOcF4wz+Sy1ko0fvkiYbwFJFn3PdQU5KEOlHvL6nB5LZGdnk7r7AIIgMHP6JOkZVBHgl8TejFpeeP5ZPnvzXqjN7HEuusTO+rtvILQ18/VHr/PlB3/jD/fMxRIsUFpSxLZt29AbE9l2sJitaVa89Anc/7s/9Wnn2tGb3vWYhx9+2D2aNTIyEqfTyfvvv++RsLrW8k0mEzKZjFWrVlFUVMRvf/tb/Pz83D7ydXV13HTTTXz99dcXrc3rzA3K008/zRtvvOEeJ9sxT/7M+nZfderXX3+9GxlfSN38Ura1/RJwITX7KcAW4BoP74nAz5bsfxFoaLgwogeQy+GLL8DZjxT68OGSU57ZLHnfn2VkbmqCiv/GNYIoJ6TI7tHHvj8ojvQnO8nI4H0FRB8vpsykJ21iNLYgDTpbI4NXp9KYZyWjxYF3dh4TzCMYePN9ZAyP4MXiz4jdd4hrDxa6B9YURwWgqWli1I5s6Ueg92fGgBmU1JeQ3VZBnncTuqMHsAClLQ183lLFXnkjJWF6EoaGEhtj7nZ/3i1OInKriDxVgamgmtraWnIqK3HUOdgRYGT2oy+x8NZF7C/ez/uf301wSS3Di2sIsdYwqFVPiDIYJ22cVJezJbCeskE63hb0DJtq6kbqpVYrTqezRz16SMwQNvxzA8/85hneeeEdfvvWb5k4YCKplam8Wv8qdy6+k4K6AsKHhzPmt2PY57ePfYf3uc+32W0IhQJvvfEW8vSnyM1/n4+a6shuqOEH7GzLlUb/Bnj7oq1vYVF0MrFqPyJ8NXjLZLS5XKzceYhgH2W3+zpb7fzMwTRnetqfM0JmSARuP8rc2OPM/dPlEqmLbdBNtClI7XKNvfdSx8bG0oqSd9ftYu1zu3js+fcYN3A8p1L+yukf3uB3c8x8vPIZ9ybFPOwmxs5eJgkHXa1SKr5sixTxNxZyVaxI/MJBbPjyM3Ydq6BNFU3UoAV89vZ3rFz5X571kG5+/PHHWbVqVbfU9apVq7jrrru6EY+3tzdffvlltw3BLbfcwtq1az0SVse5ZxKoXC7nySefRBRFt4/8xW7zOjO1HxISwqefftrt3jv+5rtGyGazuddnOjPNfiF1858qRQ4//4xAv9P4vzT8IiL73/wGGj2rid2YOVOyzr0QWCySUY9KJW0KVq+G3X3XTnfMHcFqxwEGHeifh31v2DRvKEmHi4jIqaRB60vahGgKowNAEAgtqGbkB7soL69gcNQghsWNJjMggPlfrCTkjgHMbtGQ3E7yIKn9ZW3dMxdymRynq3OjIwoClSFarJH+7BJr+PrUMaZM7Z6GHjV6FMmhZsLzqjGfriS00OZu8autraWqsAr9n57lyjseZMuGT3n5qXsI9a0nus6FsdGFt7ecIeYROI1m3j22lVRtBTaLnuRRw4mNkUgu+3Q2+/f1JEIRkXmz5nH5yMvdgrq0XWnuyMbtWJZ3gsiRkUy7eRraKC3Nzp7ZFL2vHovBwnNPPEebsoErZ/khU0pCOV+ZHEOri4bT+dw6czYWpRadt6J/Svd2nO3Yc1mrT+gGSLXtmhOSQE7mI02EE9uk3vb+QvCW0ud+SdKX0gRiG9vWPkrZoX+7id1kMlFQUMDgWb8hYdwC9h7M4O9P/5o/3DOXcQMDO810BG/QWDotczXR4NUpRDybqrovO1dXewaurxYytVrdJ3H0JwK+lOry3rzpO9rfzoyw77jjDqqqqmhqaur2TGem2T1F5x2K/5deeulHJdD+EvjPJaNwMVrvfuvh5RogTRTFwxd4f5cEP3uyLy+HJ5/s+5iRI+FCn+HFF6Fj/nNRETzzzFlP2RGrQNx8YRuMRo0PhZYA4k6UIgoCx0dEcGJoOC65DMElMuuzIwSV1lJ0tIgpw6cQdvfdZA8K51/p/8Fn836M3x1iWLilX9fqrfa+rp2MOiKNkuOZtG0+QEJJI8Nr1BijQlBoFO51DLGD+Num3YwbP42cXd+ib6jApFGgUCiwOZrwHjaAudc/zM7acm7/4ClcRlm3GnnHRqIr4R86eAhbsY0wnzB+deOvMHobWf6n5T0+FJ5+9mlGzBpBenk66RXplNRJboMGpQEvwYvKxspen78sOxVZyUlCRC8uHzqCEWGRYKtl+9ZtjBkz2uPwmTM3IZ7q8Gc7dsWKFVI9vEurXpvLxcp332XZsmX9+t0h10piNkEuTYET26TvxX4SkTK8k9y1sVJa39kAlXulkbVnIngK1935J/70yH0Mj9O6a/XFVitbtu5i0a+eljYMujhp5rysM/l55gf/iRMnPJJ5B5FqtVq+/PLLHmQ4Z84c6tpLZxdCxv1p4eo4prS01H3vFouFlpaWC3KZO9u9JyYm9rqJEQThrKS4Zs0aHn/8cfLz84mOjuapp54iPDz8RyXQcyHwn8ugnItB9h8CI4Gv2l+6CtgPDADWiaL40kW614uGnz3ZP/ggNJ+l9h0UBBUVnt+LjJQc8nozv7niCslYRxCkOv7338OnZ6+6VDRUkFHZP+XqmWhSKVB2Mb3xanORmxDCobFRNGl8kDldxKeXMCL1NJF+kZj9zFzx7ru8VniUtZkfo957iFHbsxFFyMzMJDFxQO/3adRhjfTHajYwZfIidhXtpqy+e2//indW8MBNtxKVZ0O1LxPv44VMSpiI0xLI7rJjtB3LJjQwiKTwZCJ04TSpFKxZ/TYKgzf66AgaYkPJ8G1j/cnDTB16K9PmzyAlVxKArV271l0j74C1Paq9c+GdDA8d7o7c/Xz9ut2XO3rPl6L3KTdOQROlobWtFblMTlxAHP5Kf46UHqHe0XOAj85Hh8VgIVofhaXwPSKVGopy89izdy+OlhacTicaTbsav8uI2K6RrdVq7V5nTxjsMZLueq5KrUYmCNTX16M3GHA4HEybNu3CInufYCmKb2voZojTK+RayajGLwn8EiUVvShK0bjtaHtL3xmfad56CBwrHVN7ihVv/kPapPgY3MY1rb5RKANicDo7M0ddyb1rfbzjg3/hwoXcddddPPvss+5zun7AR0RE9DjnTDvXCyGJ/pDRmjVreOihh/D19e1TO3A2nIsY7q677qKgoKDPKX1d15o2bRopKSk9ouefmkDP5fo/l0E5F4PsNwHXi6JY3/69BlgPzEWK7pMu4v1eFPysyb6xUUrhnw8GD5Zq7hs29H7MU09BxwdwVRX8619SVH8W5Nvz3TPoTyWHUmnUMXbLyW4udp6QGx9MbkII07/qHHJTFazlwKQYKo06FM2txB8rYci+PIwaI3H+cQhhYRTefztj7xrDsvBIpmV3igQbGxspLS0lusvUNYCcASFYzf7oho1h3shFmLQm0qxprEhb0e04TU0T5tOV1HyewmhtMImmRL7YlkbYbVdgayt2D9gRHDKsR61MmDWBfKGG7EAZ7x3dRfiVU1EOsODrrcRf6c+BrAPs3LmTG7sQ2Ip3VrBk8RJk7VHtmPAxJPonMiFxAq5GzyLJFmcLWVVZ7ui9okHayOl8dGgUGtQKNZWNldiaeqrCp0ZNJS4gjmhDNAZfA0LJpj571Ttw1khePxhaqqGp778PT+tsTdlKW5uTGTNnnptaX66VWvFcLZ2e8X1BN6CT4JVh7RtYJ9Rlk/r1m5ze+wEtDVU9BYJyrTQXvmMD4xPEnvQqnvrbap586T0mzpjrFmieLZWcmJjIO++80+ODf968ed1q1l3JtoNotVptN9HcK6+80qciv2NDYLVaz1r77U+aua9RsP0hzd42FVdddRVffvllj01Ec3MzKpWq34r63jYs52u4c7FwLgT+U29MOnAxTHXMgKPL961ApCiKTYIgnENR7X8Azp/oIyPh6FHpyxPCw+GJJ6SIXxQlD/xVq/q19Pb87dT4qzl2WSIFMYGEFtqY+nV6n0SfmxDCvskxGItr3EQvCgK7p8eTmxCMuq6Fkduzic0ow1+uZZB5IjJBRsHNV/D32m8Z//AC3i6XU378MI3tI2CbmhqxWksIDg5CFASOjo7EapaU80tHLuNW41DkMjkrV6/kD9/9AZvdhkFvYHpsElPatJhPV2KorEcukyOPmsbGXbtpSvKmSV1J4OH9BLWL76MNMWTG+PEPxwn2Xh1AoHk8AgIpedtZkhAFgkCzsxlrnRWj0YjN3p2A9Qo9QxjCrbNuRe8rlUlSUlJIiu7c94qiSEl9Cenl6RwvP052dXY3fQFIDoK1LbXdBvd0YMGgBUwwT0DeJZWM6IL9/XdaPHjoEFOmTOnsMzeZmDJlCivWHeTpx2dIQ1rOc52p06aybetWdu7c6c4SjB41itjE4Z6jdG2clD2oz+nsQ+8NxpkSwWvj3FPbaK2XpsvZj4I9neyTxynYv5+Z0zwJBOOksoA2ttN2VqFnycKBXHfdg9y27PesXGnoFqW//PLL7sufKWzLzc312L9dW1vbqxis49+OHu0O0VxXMj5TUGY2m2lubu4hZOt6bFf0p2++oKDggnrP+xL5uVwuli5dSm5uLomJibzwwgsYjUZuu+22fvWr97X2j2Fw0xfO5fo/lVHOuaC/ZP8hsEcQhC/av78GWCMIgho4cUnu7P8qvvvu/M/N70Mot2SJNNymuBiOHHG73vUHX9Ue4PAVSRRZJOFcsLWGaRt6343mDAhh/+RYXILAhB+yMJ+WItTchBD2TYlFZ2tk4neZmE9XIgoCA0MH09RYy56GLPYm6hjx0mO4ezl1kmVraak0b11Q+nDs6sEwYbC79v678b8jPiAegIKaAu78z53s37uPeUPGMKJORsCRPJrf30dwcBAJpgSiLSOo9XZhtWYxMkZF5Zbv8G8TaGpqpDU8iH1zRlCuhpryGqz7I5gz4U7WHFsDgEEvGbp0Tc+npaXh7e3NO4+/Q4I8geuvuh75Njl/3f9Xklcld/vP/dQzT3Go5BDHy4+TXpHuMUrvihZn517Z28ubq+KuYqJ5Ilofbc+DK3ZB7nt9rncmeijqDcMwulyEKa3SVLXzXQdJmV9fX99enxckMVt9TneiF7wlx7jaTKk+3ht8Q8E0W2p7U7SXPUQRmkrayf1oe4td5+azxwYkfiKDFCN5+K//5dPvv/LoSZ+RkcGhQ4dITk7uRtKlpaXdSPPMoTF9ffD3Fbn1h4zPVNh3jYgvxpCUCyXNsw3Q8RT9Wq1WVq9efVZVfF9rr169+icl0HMh8J+yC6C/6BfZi6L4jCAIG4GJgADcI4piR458oadzBEHwBbYDPu3XWS+K4lOCIPgDHwFRQB5wkyiKtvZzHgMWI/lYPSCK4qb210cAqwAlsBF4UPylthF88sn5nxsZCV5eUm9+V0yfDjt3Sir7s+kAzsAzyVUURY1wpzPDc6uYsjHd47F5ccHsnRaHUy7DfLqSSZuk/+wGXwPrLo9A5nIxZWO62842d3g0YkMDssxODeeI1J4aBN8gf/IXjMdqNnTrew9UBfLklCdReCnYlL2JT098gn9FPabP97JCbcK0tcPf3ouAmNGk709HH2PgSOkRShQt+DU40Ol06HQ6UoxynmrIY/TUYcyOHkagtYVn1j3DkCuGuIkeYNjwYe5JZsPihlG+pZySlSVs+nBTtwEjt9xyC+PHj+e+++8joziDiBERjPvdOHbpdrHrQM/Jz9LI3ggsegteMi/y7Hn8sP8HDhw8gP20HYtg4S+//gtXxF3h+Re17/yMl3q40dkOUVpait5guLB1kDZoKq2/pFKvz+ne764IkCxixVbPvewAAWPAOEsytun4vbucUJMBtiNQcwxaehcm2m02QobcCgFDQW0BLwUD4lr54pq/eB4+QyfxdSXYjnSrp+M6CPKJJ57o4fR2KYjnXCfT9QcXGnWebbPQ23v92ej0tfZPTaDnev1zcSf8KdDfyB4koq0VRfE/giAECYJgEUWx99Fo0AJMF0WxXhAEbyBVEIRvgHnAZlEUXxAE4VHgUeARQRCSgFuAZMAE/CAIQrwoim3Am8AyYA8S2c8GvjnHZ/3p0YdLXZ8YNQpuugleecVzdL9ly3kt+/qdyRRVSMSuaG7lxpXd2/F8vHzcVrYfLZuA09sLQ0U9I1NPE2ytcR+3I1nLiNQcDFX1bjvbkgg9V310sNdrN6sUpM4aQFmYXw9jG4BJkZOYFT2L1/a8Sk3GYczZlSw8ItWVM3IbCB3gBQJE6S2EBUSR7efi/bKdZI0SsFSEEHmsgDZcnE4ycmxUJPpQC9PST/LNjm/4YsMXGPQGhs0e5lbOd2DpzKXMD5zPKy+8wsaMjfj5+XVzDJs2bRor/7uS+56+j4hbIpj4/EQmMrHH/fv5+hHrH4tFbyHaEI1Ja+J4+XFS8lI4XX2avJw8Dn91mLf+8BZzZ8x1fwDLBFn3DwyHHQ4/0tevsU8MH9a5eTmzrn4h6xSX1bLhmx1cNmWER1Mbtxf8mTDfCEGTwauzC4LWOmnErP0o2PoehwxIE+mCJvHaXTuJywtmmiXB/dbZItb+Et+ZxxmNRpqbm93is0tFPJcidX2hpOnpZ9ahKyguLmbhwoV88MEH57SRcItU2214ezv/pybQn/r6FxP9Feg9haTGTxBFMV4QBBOSCn9Cvy4i2eumAr8C3gemiqJYIghCKLBVFMWE9qgeURSfbz9nE/BnpOg/RRTFAe2vz28/v89Q52cp0OvNFnfIECn13huGD4eDvRPn+eC7P8zjk4xP8W10MPG7TEKK7R6P+/b6oVQZdfg0Ohi6N4+YjDLkghdtZ9Sea/zV5MUFEVhWR1he71a6265Iwhrpj8tLErYFqYPcQrUOmNRGnCczGXSgEGNRzzR4Tk4OraMSufHmx9mrrGaTI4Oc/Gy8PtnOg/oEaGggPzaII6MjqTN4jvC6Ykb0DK6OvxqVd89jvby8aGxqJNuezYaTG8ix5eByuXh35bssW9rZXhaqDWVwyGCiDdFY9Ba3Ar+muYYdBTvYlreN2pZagtRBTI2aygNzH+CNV97oW9Bz9E+SD/wF4mK53GVnZ5NQw05bAAAgAElEQVR28BBV1TYCA/q5jk8gRC0Cvy6dFaIoCfNsh6B4Az3U8z0gQOQtUiZA3mn8c769zefSO30xj+sPfi792p7uq6tBTmNjo1tXcKaL3tme/2wufD83M5pfEi7KiFtgGHBQFMVh7a8dFUVx8FnO8wLSgFjgDVEUHxEEwS6Kor7LMTZRFA2CIPwT2COK4ur211ciRe95wAuiKM5sf30S8Igoild7uN4ypAwAZrN5RH5fNe4fG3V1Z3WsO2f4+Eg2uWdDfDzk5YFD0liWPvV7Xty2nGG7cok6Ve7xlGaVgi8WjsTlJSPhqJVBBwqQt7ZREarrFtV3nTmv8FK4J7F1RWF0IHunxtGi7KzrXTvgWiobK9lVuAtRFJE5XSQeKWboHs/JIqvZn+Iof8pNfrgcRlatf4/xN4wnJDAQ/10ZhGxMI04fSP3AKA6PjcIWpDnrj+Wvl/0VnY+ux+su0cWJihNsOLmBl1a81K1XH6QWu72b97L+r+vdUbusy2AYURTJseWQkpdCmjUNl+hiYPBAplmmkRyUzNq1a1m4cGGvhisfrF7N/Nhtfd77BRO4bkDv6fULhX4IRFwPypDO11ytYD8ORV9Ac8nZ1xC8IWAUBE+SUvS9TNk8sz1OLpe7I+/+ksaFkPWlIOefuxPbhSrPfy7K9f+LuBhkv08UxdGCIBwURXF4uzBv99nIvsv5euAz4H4gtReyf6N9za5kvxEoAJ4/g+wfFkXRk4WvGz+7yP5Ch910QBBgxgwIDobt2/tuqQsNhQUL4PPP4fRpACqvms5XW94iJrP3GUYFMYHsuDyRsLxqRuzMQVvTRKvBj2aXA21NU7djvWRyLPooGhwNlDdWdIv490+K5eSgUPcHtSAIPDzhYVqcLXx46H2E0zkM2ZtHUGlP5Xab3IuD4yyUmA3U+fm61zD7mSmoKSA7+xTC9weYml1HOAocCREUXj2ScpNfj7W6IsY/hgfGPICv3Nf9mq3JRnZ1Nj/k/ECePa/b8R1OeDdcdgN3T78b+yk7v1r6K48f5q1trey37ueVL17hh30/YKu0Ee4K54mFT3DPIklB30EOMpnMYyvXa08t4sYRtd3a1zz1yRcUFPTLGKcHjLOg9Pu+jzkfBIyFsGskL/kONJVK7YG2Xny3/EdIwrwmq+Se52qWXO+CJ7dH8WfPynTgfFvYLpSs/38krrO1pJ1ts9LX+Wf24P+YG52f+yarP7ig1jtBmoqxQRCEtwG9IAhLgbuAd/p7A6Io2gVB2IpUay8TBCG0Sxq/I7QsArqOtAoHrO2vh3t4/ZeDsnNMxfaWtn/wQUhMlGr0H3/ctx/+k09KSvdXX3VvCKqaqjjxrz8T08elj400kxcXzPSvjhNa2JlC97bV0HUmnEahITk4mfL6cvLsed1aynZcLrXvdRC0xWDhgSHLICeHfe++jGzzFmZ5uHZ+bBBHxkRRp1d6eFdCgT2fsLxqrjxQh8EVhm2UhsNjo7BGGnqN/gAi9ZHcOfRO/JX+5Nfkk2vLJa0kjXy75+xPuC6cq+OvZujVQ1m7di3Lly/nvcXveax3VjVWsS1/G6kFqRzJOMLBbQd56ranWDJ7Cfv37Gfx4sX4yf2YP3++u9WotLS0Rx205Mtr+es9o1CqVOzcudNtiNPR395Q30BaWhons7K4fPbsHu10Hed4hP9IqD5wcYleGweWOzoJ3mGHws+g5FvPx6siwHSVpM63H4eKHVCdJrnn+Y+QSF4T0+fvsTd4auFatWoVS5cupbm5udcWtgv1jr8UgrqfO/rSFfS2eYLOn3tv55vN5rOee6nQn/v+paO/kf1B4BHgMiQ1/iZRFPv81Gifed/aTvRK4DvgRaThOlVdBHr+oig+LAhCMlKL32gkgd5mIK59pO5+pKzAXqRo/3VRFDf2df2fVWR/oVG9n5/UP+9ySX3zmX2kX5ctk1rwqqokQV+5tJdqbWtld1HffvhHxkTh29RKwtHiPo9LDEzE0fb/2Dvv8KjK7I9/Jp30hFQI6dQEMCJFpAUUFRUQ1JUii7hEaa6u/lAJLouKYltdsawFFimJuoJsEBsl9BZ6DwSSUEIoaaS3eX9/3MxkJnOnJRMS9H6fJw+Z29733gz3+55zvuecKs4XnadaXa3dXuDnzs+PxiHsVDhVVDNC1YnhteHYHT9BTsYBzuaf1btOlYsj++6KJLujvzaGbwoBlwq5bbfkCSjxasOhvmFkR/ubJYfugd3xdvHmTN4ZckvkPRodvDpwb9S9xAbE0sZRfrGhu/Lv0rULT/7fk7h2c+XIFSlX/bag23h/5vt8/ubnDB06VHuerqWna9Vorpd19gQf/dmeQYMGER0drVdyVlN/vrysTEv62ratlpSpVTlKinhbwd4NOs+UXOuV1ySL/NKP8nnzKgfJnR8wUMqVL8uBq1ulXPnaMnAJlAje705wcDM835ppWVAARc7ibmrlsz+iZW/KG2JJi1lj51dXVxvt9tfcz/L38ne0hRv/E2CpECLNikF7AF8D9oAd8J0Q4jWVStUW+A6pUM954FEhRH7dOYlIXoMa4DkhxM912++gPvXuZ2CWudS7VkP2QsAzlhdBMUBICDz3nETwSUnGG+f07QuTJkld8HJzpSp62ikItp3f1vg56MDf1Z+iyiKD2PzhvuEUe7kQeKmIITUhhJc7o0JFbsllMvIztMdldgrgXJdArrTzQlhA8AA+10q4bXcW7c7nU+7mzNE7QsnoGmhwfhvHNpRXlxu5ij46eHWgX0g/YvxjCHIP0rZ1NQbNC+qzLz/DPsye5duW88P6HxjYbyBTh09lUNggfNv4miUPg5fKhTVc2r9YW2I2IyODtLR9FBffwNvHh8KCAp76y19YtWqVtulMkxvQ2LnU91+3FOETwS1UUt7npUHJWXndQP+/QLv7wakuUqeuhvwDEsmXZEilcX1ul0jeo2OjrHg5WPKyliPxpr7kW6ugrrlhzOVt6eJJ7vyWrJjXWsrdNhW2qKAXDzytUqmygVLNRlMxeyHEESRRX8PtecAwI+csAAxyNupy+mMtnGvrwmefNf7c8HCpWM433xhviOPiIlXkCw+XFhY//yzF6OugFoLtNiJ6gGtl8rX6e+7JIsoniiCPKCprKskuyebijQtUujiS1b0d56P8uBbshbCz/OXuUVDGbXuyCT17jSoXRw70jyS9ezvUDvKLBFNE7+fqR/fA7sT4x9CpbSecHZyNHiuH+e/NZ8JbE/ip6icqTlbQObozb/q+yWdzP2P0s6O1x5lLndKmMX31FYNck8nNzWXTxo106dKF06fPkJaWxpB4qbnOgf37OVZSyuKvvgLQFrVpcjqdpUTvFgZukZIFn7VCb5cmvNB76ETC75zKjiPXGf6Xp1mwAMaN85bi9de2wbVdUt175wDJyve7ExzrCwbZKk5qLD1s4cKF2mPkUtiamoPe0rngLQVjKWmWpg7Knb9gwYIWq5jXXNX6WpMOwFKyN1LpQ4FZmEqpM4d774X33oNC+bQ4hg+HkSMla/7QIdmFRVOJXqWyQwj5Wu8AjnaOdPAKJdAtgPyKfI5dPUqOYyXno/w4H3Ub1wM9rLbeXEsq6bE3m8hTV6h1sON0v45k9e7INbVhUxhjcLJ3orNfZ2IDYunm340AtwCr5gCSKv/Y1WOkZqaS3j6da67X6BPUhyHhQ4jwjqCmpoa/jvmr3jnmyGPcuHE4iyKu/fwIi+ss4ojISDKzsigpLtbG4jMyMjiTkcHwe4cTFBTEd99+py1qo4nLb92yleLiGzg5OVFVVcWBg1KOesMud41W7ZdmG1bZc/SGwCEkPPscr765ho514YohQ2HJV1/w77eeZtxtOVB8GrAD3zgpr96zs8H3wJZx0oakGxgYSHl5OUFBQVRXVxslcVuQ9e8pF7upaMriqSVLzjbH2K1NB2BpBb1WlMN2C6HAdKlUkwgLg88/l98XEACTJ0t96vftk6z5HEPNoqZNqrUod3OmTamU0meM6B3tHGnnH4mXyoVrJVfZUHqUzEhfLkRGku/v3ij3rHNZFbEHLtDpmDTv9B7tOHZ7BypdnaAB0fu08TEoRevn6kdccBwx/jFE+0bjaO9IY1BaVcqOCzvYkrWF62XX8XbxJrQslAddHuTBuPqMT2MWC5ggj+MLGROdCdH67vaMjAw2bdqktd4bloLt3fsONqdu1lr9bVxdUavVuLi4GDSiAQzEfbr7c69cMex6Z2oB4HO71DDHO1ZrlW9Je5BfBw6U9ldchavbGOi5ndNh56AqH0IeBv/+Ulc6I2iqOK4hNKSreclOmTJF+3fw9PRk4sSJja4vr8AyGPv+gxQyMWXhtqSXRDPGpEmTKCwspLS0lLCwsCZd09bf76bCopj9rYhWEbN//304fdq21xw6FB56SFLr//KL0Ra4RZU3OJxrJOXJShR7teFyBx86HcvB3s6Bdu7B2Ns5kNmmgmMhTpyP8qPQ17XR8VeHqhq6HbpE10MXsa9Rc65LIEd6h1Lm4WJwbKRPJOcK9Cu23d/xfm3MvCm4eOMiqZmp7Lm0h+raajq27ciQ8CHEBcXx3bffNS02K9SQNk12l4aUVagYNHgQ7du1k+0Vf/r0GbZv30ZNTY1FLWblYvtpaWmcPHWKYcOGGU/bc2orkbtPz7pGNIY2gb+fDz8lLaR3aFldvr4d6VddmDx7CbuOF1r0XWiuOKmxOPzIkSMJCwu7JVOqbImb7Vq+VXQNtp5nS+gAbBGzV2AthLAt0bdtK+XMX70Kr71m0mtQUVNhE6I/3CccYQe37c7Co6gCbxdv7FX2rOvmQHZkW25YUJ3OFOxq1HQ+mkPsgQs4VVRzPsqPw33DTV5Xl+hn9JlBj0CLSj0YRa26loO5B9mctZkzeWdwtHekb/u+xEfEE+JZn/HZJKsj/yBk/Nvobo0Vn5mZyaaNmxg6bKhsLXo3dzfcPTy0IrwvvvhCtjlNYd13Q655TWZWFsOGDWuQtjeEb37cywtDZoN3d2gTbJSsVyV9ztbvF/DSvYUc++FZyrrewV2jX2LXGRWPTU3gypViixd9xuKk7u7u2NnZ0a1bt0YRkbF0uLKyMhYtWvS7S6myBi3hWm5tFq4x2HqeLd21ryEUy765sH49fP+9ba7Vpw/4+cG2bVIlPhOoqq1i98XdFl86398dz8JyHKr1V5qFbd3wzpO0mHYqO+xV9my4tyMXI/3kLqPF0IihbMo0XatfVasm6tQVeqSdp73ajbPBbdjdK4D8AJlObyDl85de5VrpNZzsnRjRcQT3RN2j3/rVStyovMG27G1szd5KYUUhfq5+DA4fzF0d7sLNqWlpYHqwoIHNF198gbu7OyUlJbi6Sh6SstJSXNq0MbDAQ0NDtS54Jycn7hk+3CrLXusxcHAF7xjw7kG1W2dc3P2MWxvqWig8wv5fPiR97w8MHjKEoM73sP+CGw8/mcjly1fo1q0bo0eP5tNPPyU/P197qikr0hjxjB8/nqSkJO2/1lpW5hT2t2JKla3QEilmt4rS3dbzbAmPhmLZtwRsQfT29lLsfu9e08e5uUl5+HPmsC/H9AJHqFQc7R3K9UAPfK6X0uXwJQOiFyoV1Y721Dja41BdS26wB1vv7SrFzmUQ4BZAmHcYaZfSTBO9EIRlXKPP/ly6Cj9O+vnzbZwvV9t7yx4+qsso2nm047/H/8v1suvc0e4OHun2CD5trOvYVj+8IKswi9SsVPbl7KNWXUs3/274XvJl2SvLWHhyoaxbsyFhxcfHk5qaatoNasJtr4uMjAzatHGVCFSH1IcOHUpBQQHrf/uNqqoqvH18CA0N1aucd2D/fjZt3MhQGZc8GKr2L14pYVemKz2LB9B32ASte357aqq8tVGZX6eo3wHVRRzatY7eI16i/bDp4ORDn66wYkWEliiqq6t566239J6bKStS88zGjh1LUVGRnrdk2LBhzJo1q1GWlTmx1e+96I0ptEQRoNZm4RqDrefZ2jI1FMu+OdDU3Hpr8MQTUnvbc+e4dOMSZwvOGj101ZP9qHJyoOPxy9yxXf64tEHRXO7gw+07zxGSmUdGt2DSBkVZVPTGKISgXXYBt+3OwievhMK2bhzqG86lcF+ty7ezX2fSr6cDEBccx33R9/Hj6R85euUowR7BPB77OF38upgaxSiqa6vZl7OP1KxUsguzcXFw4c4OdxIfHs+mtZtMrr7lmnYsXryYpKQk46v1G2fg1HsWzc1UzvzYsWP1CuUYi8EfP35cuyBoKLbLyMjgn99msGbbeVx9I7n//hGsW7fOuLUh1FJ1u6tboajO0vOKgYBBOPjHUV5uWM9fY/k0tBAttSJNWVQVFRWNsqx0u6pFRkby+uuvG7S0VSx7Cc39PP6oMfuWgGLZ32z8fBO77y5fDkBOcY5Roi/xdGHjyO7cse0sYRnygj5NPXy34kri1x3Hs6DMoLa9NYj2jSYjP4OAnCKp6t3lIko8XdhxdxeyOklV70Z1GUX3gO5cLrlM0tEknB2cGdN1DEUVRby7413s7ex5pNsjDI0Yir2dvdVzKCgvYEv2FrZlb6OkqoQg9yDGdR9Hv5B+2tr4xuJ0Y8eOZeLEiXh5eTF9+nTt/q+//ho3NzfuvvturVWvZ31a2XdeLq6uibs37Dsvd+ztvXpx8OBBw8p5bmHQcTrRfbz5dDwMrHuRjRkzhj59+jB16lTOnTtHWFgYb775JuPG3idVwru2HaoKJBV9u/vBfwA4twWgS5duRi2f1NRUg1QlS61IUxZVYy2rhsp8cyl4fxQ0JcXMWmFfw055kyZN0vYpaI0E2toscVtDIfvmwP/+d1OHyyvL06tSV+niiHNFfYlU9xsVjFpRX/yw2smBtIFReBaWE7v/PGe7BLF7aEcCcooY/MtJEIJND8WS28F6d/mgsEFszd5KXvoh4vdk0S47n3JXJ/YO7khG10Ae6zmO50LupI1jG8qqy/jm2DfsubiHSJ9I4oLj+DXjV/LL8+kb0pexXcdqW8VaCiEEp/NOk5qVyqE6kWKPwB4MjRhK57adDSrlGSOkoqIivZrqMTEx0rOrK+mp+6KcP38+5zJOWE30gKwQLzc3Fw8PT4NCOQevhcoeq7sgIGQ0BA4Fe/2iQXIvspUrljNuRE/Jij/0CiDAsxuE/klS4zdYYMkRxYQJE8jNzWXWrFkGL0ZL3aLGCGj8+PFNJubW+AJvyUIrjX0e1gr7jB2/YsWKVk2ev+c0TMWNb2ucOwdvv33ThtMV5G29rxu9t53V5sg3xJmYYA70j6DGyYFOR3LovS2DrI4B7Ly7M9Encum9NYNi7zZsHhFjshmNKXgUlNFzbzZhGdeocnbg+O0d6PLoNO7p+oBeG9jTeaf5z8H/UFhRSO/2vSmqKOLU9VOEeIbweOzjdGzb0apxK2sq2XNpD6mZqeQU5+Dm5MaA0AEMDhtMW9e2Rs+zxK2p+QzIHvvh3ycxoV+pZaVqG0AuF37jxo3Y2dnRr29fySXvFQtFx4zmzd/eewBdhsyCwHiwN0xXNEBVkRSHv7YdqvLAwQP87wL/gfpd62RgDVFZ4xbVva6XlxeFhYWNVuO3ZtyqrmJr3f+/l1rztxqaXBv/VkSLkf3HH8PRozdlKN2a9/sGRBmNw6c+GEtOWH0OevTxy/TdfIYLkX5sv6cLvXaco9OxHHLCfNl+Txeqna13+LiWVNI9LZuok1LVu1M92jNq1se0D9In7Rp1DWvT1/Lr2V/xcPIgyD2IswVncbJ3YlTnUQwOH6y3KDCHq6VX2Zy1mZ0XdlJeXU4Hrw4MjRhK73a9LSqqY8nLVxM/BvRjy0JQuyeBxV99xdChQ63rJ68Da6rcZWRk8P36E/ja5+Lq4UuH3lMY/Nhr4GBmcSYE3DgpWfEFhwG11NM+YJDUf74JmQ1y0I2Ze3t7awV4xtrMtpaSos2NW5UErVWq3yoK/KagNX5vlZj9zcRNInpAr7mNHNGvH93DQOkenn6VPlsyyAnzZe+gaIb+eIzAS4WciAvhUL8Iq2rXAziXVxOz/wKdj0kV/E53b0f3P89mWrd7DFzml4svs/jgYi4UXcDFwYVqdTWn805zV+hdPNzlYTyc5VPvGkIIwfFrx0nNTOXY1WPYqezo1a4X8eHxRPpEmm1qo4uGbk1NjF73P+327dvx8vLSxnzj4+Oldq6HXiI3Nxd3d/dGEz1I1e7Mnu/bG0QN0dEqXu4UA0HDpN705nq+V9+AazslVX3ldXBwh6C7pU50LtaXEDaGhvHZsrIyvvnmG70FVHx8PAsWLGDixInalyPQqkqKNjdac0tcU+RlrVLdmuNbI2maQ2srhWsJFLK3Jepqk98MnLxm/OVwIi6Eg/0jDbaHZlyj/8Z0rrT34nCfMO5dfQjX0ip2DutMZpdAq8Z3qKqh6+FLdD0kpe6d6xxI0T0DmDDkWfzd/PWOFUKwJXsL35/4nupaSUtQUVNBqFco47qPI9LHcK5yKKsuY+eFnWzO2sy10mt4OnvyUOeHGBg60OrYvi5043Sa/8TDhg3T+0/8ySefAPDUU0/x80cjifYrrU9169PHonEaVafeKwZQSb3o7RwheDgEDQdHd+PnCAE30iWCLzgIohY8OknxfJ+4ZrHiG774Jk+eTG5uLo6OjsTHxzN+/HiWLFnCypUrTbY1ba0FV2yF1pqGZo68rBX2WXr8rUiacOsUCtKF4sa3JaZNk3rONzNq1LXsvLBDdt/24V3I7mhosbXPzGPwzye4HuhBeo/29N18hloHO7bc343rQcbrl+vCxcGFqooyOh3LIXb/BZwrqrkQ6cfhfuEM6PsoD3R8wEA1f6PyBl8f+ppjV+tdlG5ObozuMpoBoQMsctlfunGJzVmb2X1xN1W1VUT5RhEfHk9ccFyTCusYgylLIyNpWKMayxiLt+uVqdVFmxBJZFeSKbWFDRwMwffpdYwzQHUJXN8JV7dB5VWwd5W6zAUMlKriNRMscU1HRESwZMkS2RK2+fn5N9Xda4kl2VRr09j5cuSmETm2pEbBkr9hU9T4xo43Nu6kSZPw8vJqtdZ+aw1TKG78m4WbQPTqyAh2pn4tu2/PkI6yRB98voBBv54k39+dK+29uWv9KQr83Nkyohtl7uZbvbo5uVFWUUL7I1n0SMvGtaSS3BAfDvULR4SHMTVuiqyg7nDuYb4+/DWlVdquyAwKG8ToLqPNVqlTCzWHcg+RmpnK6bzTONo70qe91HEu1CvU7JythdkXU8VVOPKqZS53GTRsbCOVqR3Mjh07iI4bAeWXoaZYcrM7uEHFZUAFgUMkkncy4rkQAorP1MXiD4KoAfcoaP8A+PaSvAHNDHOu6eTkZLKzs2WPKS0tZfv27eTm5mqff0REBO10Mg5sCUssyaZam8Y8HbNnzyYnJ4d27doxZcoUzp8/j6enJzNmzGDevHktatUa+xueOHECe3t77f8Ja3QFlijb5ca9ePEi1dXVLFq0qNVa+63VQ2MKTaiUokAPFy827XxXM7FXNze44w62GyH6A/0jyYgxtN4CLhUy+KfjlHi4UNnGkdj958mO9ue3h3tYRPQIgd/xLB5M3k+/1NOUuTmzYVQPNo7qTuTtQ3l18KsGRF9ZU8mKIyv4NO1TLdFH+EQwZ+AcJvSYYJLoiyuL+fnMz8zZOIfP931OXnkeY7qO4e2732ZSz0k2Jfrk5GRiY2Oxt7dn+vTpjB49mqVLl1JRUcGECROIiIggOTkZsr+FI682aSy5HPnAO6az5XAB3y1ZwJlTh8DOBWrKpNi6/wDo+QaE/Ume6GtKIXcjHP0HnHpfKoDjPxBi50G32eDX76YQPdS/+HSxfft2IiIiWL58OdOnT9cel5ycrHdMWFgYjz/+OC+//DKLFi2ioqKCL7/8Ejs7O71jbQVd96smxLB48WI997Ilx1g7xtKlS3F2dqaiooJly5ahUqlo164dq1ev5o033mjUOLaEsb9hZGQkFRUVLFq0iMTERJv/TeTGnT9/PsnJyY1+/jcDmjBFamoq1dXV2joTGh1Ka4TixrcV3noLsrKa7/p2dpRWFrM/Z7/BrmO9QjncL9xgu1/uDYalHEVtp6LK2QH3GxUc7hvOsV4dzBbKcXN05b7KDgSu30VRxjGKfN041C+ci+G+uDi2YXz38fRp38dADJdVmMVHez7SknwbxzY8FvMYd4bcaVI4l1WYRWqmVMa2Rl1DF78uDI0YSvfA7lap8y2FMeuroqJCT1h2OWWUcVd7HSyJxWur37XvAF1nQ34alw6sYMeObdx1111s2bKF3r370PHOyVIxG2eZdEEhoOScZMXn7wdRDW4RkqLe9w6wly9n3Nww9ixLSkpwdHQkOTlZb/sbb7xBSEgI48aN44MPPmDOnDlGXfy27lJnifu1qS5aS85vqRCGMcyaNYtVq1bpaSomT57MwoULG1V50FKXv9x3Z9iwYVRWGq/U2FrQGoWFihv/ZqA5iR6o9HJn/6HNBttPx7bjcF/Dvsu+V4sZuvYYDtW1CJUKO7Vgy4gYLkYYzzkH6Ni2I/eISGJ2nCZ912qyHUs5fHcXsjv6I+xURPpE8tTtT+Hnqp+PrRZqfjrzE2vT12q3xUfEM7LzSFwd5b0WNeoa9ufsJzUrlcyCTJwdnBkQOoAh4UMI9mi+GDPIC2yWLl3K1KlTpW3lV4h3+4ZLGle7iVQ4uVg8oHdOz7g+jJx7hMXvDaH7yQ/IvXROG7Nv3649cXdP58l/rGH7+ImGg9SUQd4eieTLcyQPgH9/ieRdQwyPtwK2eGHJFWpZuHAhCxYs0IvHap7xyJEjCQwMxNHRkXHjxjFx4sSb1qXOEvdrU120lpyvG8JoaVdwcnIy69atY8qUKdq/oaurK59++qneM7c0a8CaMIjcdycsLKxVPBdzuNUK8ChkbwtUV5s/piHCwiA723C7kxNUVdV/7twZMWIEKe88SUO9fGanAAZqreAAACAASURBVNIGRRlY6d55pQxbewzHqhoAytyd2fxADIVtjbvPh4QPYahjJwI37KL28E9szEvjaO9QMrp1RW1vh0ql4sGOD/BApwcMLO3rZdf5e+rfqVVLq+72nu2ZEjdFr0WsLgrKC9iavZVt57dRXFlMoHsgj8c+Tr+QfrRxbFwxH2thLEaZmZkJWd/A1VRAv2WsHEzG4qOjQeUA3V6ic3QeX/MaJzYuYG+dB6B37z5E9x0P7R4g2sGXXSPfrb+wEFCaJRF8XlqdFR8G4U9A294GFfIag8ZURTO2MJB78ZkicbVazTvvvAOYJkdbq5wtUYk3paSs5vzJkyezdOlSAytZ9/7CwsKaNI6toLvwfeONNwBpoRoSov//11LCNVeC2tx3Jzk5uVU8l98bFLK3Bb74wvJjVSp44QXYsEGe7DVEHxgIEydCp058NH8EcTmFeoddjGjLrqGdDIh+kHMn4nfuI1/lST55XG3nZbJj3eOxjzPApROO636GtC8odYSvQnI4fX9vahwlZX1b17Y8FfcUUb5ReucKIdhwbgPfn6jv8Dclboqse18IQUZ+BqlZqRy8fBCBoHtAd+Ij4unq19Wq3HhdNNYyNUYwK5511xI9yJSjbQBTte2JfgacfOD8d1B8htjoAGKjpdazPYY8ScehL2pV8trOc7UVcF1jxV8EO2cp/h4wCNxsK0y0Jn2oMaI1Y8/Yy8tLr2jRzexSpxlzypQpZGdn4+bmhre3t8ExO3fuZOzYsRQWFuLt7c2ECROsWmxUVFQwdepUMjMzCQ4OprS01KA+/5tvvgm0fClfuYXvvHnztNkD1hKupSWoQf670xpLHP8eoJC9LXDkiOn9w4dD+/bwn/9AaCh8+CHU1Bg//vnnoYvU4S37yDbidmXq7b7S3pttw7sidDrR3d/xfoa4xnA98Tky87KpVddyJiaYfQPlO9bN6juLWKcQ+PFH2PEdODhwolcYn/qepdq5g/a4viF9GRc7zsDiLq4s5sXfXtR+7tWuF5N6TtI2mNGgsqaSvZf2sjlrMxdvXMTV0ZW7I+9mcPhgg1CAtWiKarohweze+gsX1/yJmppaLuXkyLaMlYNcbftjhR1ZcaQzCQUHIK9Be2KfOJziejBi1vssXvwgAwb4sX37dl59YRJfzhkJB2eDuhJcO0D4BGjbx7ISuI2ANQVeGpNXbIzEP/nkE71zdF/umi51ui93a124liwAVSoVGzdulP3eaNzaq1at0tvfv39/iwhnwYIFfPPNN3qLnLlz58q28tW9/5aC3KIsJCQER0fHRhGuKU+NruDO1HfnVnOR3wpQBHq2wNMmGqD06weTJ8Pf/w5Xr5q+zvDhMHas9qO6soLto+L0Drke6MnGkbHUONWv03oG9cSztIawhf9GIP090wZFczrWsGPdYzGPMSywH/zyC6SmglqNeuAAPmqbwcnKS9rjXBxcGN99PH1D+hpM88fTP+rF5ucNmUc7D/1Uqetl19mctZkd53dQVl1GiGcI8RHx9GnfBycbCcmaWnpUQwqD251gcE9vbo+TnrWu2K5b3GBio41XmtON2Qd2e4jd5/1Y8cE0XpwQqx/n9+4J7R8Ctw7asd9Z+DqeVacYM9CfB4bEEt2xq0TuAYMkl70F3g45YgMs8nZY8/waK1prTG52U2rHW3K+uftu6veqteZgG4Ot6/VbU4K6NT4PW+Jmi/iU2vjNiWPHYNEi4/sffxzS0uCs8T7zALz5JrTVF8+t/nNf/K7c0H4u8nXjt4d7UOWin1LVpqSSR5fv08bMN4zqwZUQfdckwMMR93NflgOsXw+VldC3L9eH3knikQ/0jovyjWJK3BQDyzuvLI85G+doP9/f8X5GdR6ldcELIThx7QSpWVIZWxUqbg++nSHhQ4j2jW60q14OycnJJCQkUFpaqnXFvvPOOzzyyCPWvUSMdapz9odK+XbADXEs4yrPfXyc2qIM/jLch769b6sneq9YieTdw+tPKL1QF4vfC+oKaNNOIvi2fc2Xv9WB3Ev18ccfx8XFRS9ebKr5jKUveWNFcaZMmSLpHGyIprwgLSFqc2TcVLK+Fevf25qUGjY2mj59ulYPAK3/edgCLdH0SCH75sQvv8APP5g+xsUFKirk98XHwyOPgIN+RKX4x9Uc/Lg+Z7PEqw2/PtyTCjd9q7htjRMPL9lJeXUZAP+b2JsSL8nl7mjvyNCIoWw5s4E7M2vo8dslju3axebCQk50jCb+pQnk+OfoXe+hzg8xouMIPRFerbqWlUdXsuN8fdW+9+99H3cnqWRreXU5uy7uYnPWZq6UXMHD2YNBYYMYFDYIbxfDRUdTkZyczMsvv2wggCoqKsLFxQVHR0cuXLhg+iLqatg3s+mT6TgdVHaQ/Y2UH6+BZ1cIGQnudaWAayulkrdXt0rCO5WjVPQmYJB0TCMWQnKkEh0dzZdffmkx0Vj6ku/QoQN2dnYGz1ytVpt/1iZga5KxhKib27K/VTvbNRf+qM+jJRZ9Ctk3J5KSoC7VShbx8ZK7XA7jxsGQIQabRWYmh557nOJKyaovd3Pm1zE9KfXUj9361Thx7+cbAKlH/eo/99G69++Nvpf7IoezdukcfDfuoP11N1YfPs6wjz+m26gRzPthHkvWLaF3n95ER0Xj08aHhF4JBnXq06+n889d/9R+fizmMYZFDgOkxjapWansvribyppKIn0iGRI+hF7tejVLGVsNjP0nmjp1qvQsqqv18oMNUJwBJ9+V32cpOjwCHh3hwvdSBTsNPDpB+5HgWVdoqCynzorfDbXl4BIsla/16ydVymsC5IituVzI9vb2LF26lLfffltLzC+99BKTJ09utBu/OUjA0rKvpsa1xbxaYw52S+KP+DxaIpyj5Nk3J0wRff/+hkSvUklpVV5eskRPYSFXX/2bluirXBzZMLK7AdG73ajg3uVbAcj39+CXR27Tdqx7Pf41AtIvkvniNILP7CO052BmHdzI377/Hr8eIby65VUqPSu1KWITB09kXPdxeuK6wopCvjrwFWfy6onsveHv4ebkpi1je+r6KRzsHOjdvjfx4fGEeRvm+zcHTKbNARs2bNCKfxq+ZJLndKZ7dBOEgW37QfA9cHm9RPQauIVDyMPg2VkqWXt9t0TyJWel9Dvf28F/EHhEN8qKl4OcECoiIqJZcpS7du1KSEiInkWSqskgaADd9rZBQUEGzW927txJamoq2dnZpKSk2LSZiCVpc+bU3rZQgysCM338EZ9Hayupq1j2TUFFBfz1r9ad06kTnD4Njz4Kd9+tv6+0lKq/zmL3xV2AZK1vGNWd/AD95id+uTe4d9UhALI6BrBjuKTcRwj+7v8I7TelUXr2JJsr0ikdcTePjl+AvZMD3x36jvWZ67XXUavVLJ65GPWF+pr+NeoaNp7byOqTq7Xb/hT7J/q078OO8zvYnLWZ/PJ8fNr4MDhsMANCB1jcmtZWMGXZu7i4cPDgQVxcXFixYkW9hda/H1d/fsx08xkAR09wCdS31kHaFjkFCg9Dzk/628Mel9z2FblSE5rru6C2TNrnP1BqRmOqS10j0dSYfVPHkruu7nGzZs0y+DvNnTtX2/3u7rvvbhbLx5ZW5B/RIlVgG7S2mL1i2TcF1ub+/vnPUFYmkf1tt+nvq6iAuXPZe0lK1VLb27H5gRgDog87c5UBv50C4ERcBy7d05f7gm9n/47/MjbdjvY3VqH29eHbO1w5GTmIv8fP4Vr5dfxH+/P1jq+1DUZUKhUPtHmAXV676m/n2kmWHlpKYYWU0+/u5M7jsY9z4toJVp1YRY26hs5+nXks5jF6BvVsdBnbpr5AjRUtqaio4PXXX9eunrXpYneEwuHntAVvUlNTDcvbxg4E3ziJyKtv6A/YcYa07cRb9dvsXSFqCnh2gfyDUn364jNShzqfOCkW72FYB8GWkLNAP/zwQ4Nttni5WGrt6qboyXlg1qxZw8qVK4mPj282y8dWVuSsWbNYsWIFN27coGvXrowePVqb7aAQvgJzaG31AhTLvin46CM4ftyyY8eOlVLr3n8fSkpg3rz6fdXV8K9/UXriMPtzpDmnPhhLTphv/TFC0CPtPN3TpEI8JwZ1o9O4GQywC2fjB8/ie+YivbrE4/DgSNb45fFz1npm9JlBSVUJ3xz7huPpx0nbK6WIjeo1iogbEUz9y1QWLFjA8FHD+e+J/3Lw8kHtcAFuAbg6upJVmIWTvRP9QvoRHxGvl2LXGNK21Wo3OTmZOXPmaAujuLm58e677xISEqK93sSJE6k88QkORfX3dfr0GXbv2c2wYcMICgri/NVqnn93PYnT7qV3dIPGMaGPSdb56QbZFh2nSbH3a9vg2k6oLQVnP8lN79/fdBva3zl045RyHhjd/cbavb7//vstTqbJycm88MILBiGI8ePHs2bNmpuiIle8CgqshSLQay6Yyq9viI8+kgrpvPAC3H8/jBolbVer4d//pvrAPnbVue+3D+9Kdkd/7al2NWru2nCK0LPXsVPZUfunx+g9fDKuP2/g4sYfOFWaTcRjTxP1yFQySi/w3s73iAuKQ6VS6TXOyTibQfZ32WTuyZQEVnNeom3vtqxNX4taGLbnDXALYEj4EO7scKdBffvGknZzKFRlX4p/epTvXgqQms/oFLxZtnw5jg6OnMwu5lhBJM9MnUSMaxo7duzgsUcflQ7yu0si7YYivsgpkvL+6jYoTgfswOc2yYr37NKsVvytAt2/r9x3ZMyYMaxevVr7909OTubVV1/l3LlzdOvWjRMnTqC+Ca2izcHU9/TkyZPNnh/ekgp2ZZFx60Ih++aAWg3Tphnfb28vxeX37JFI4KWXYPduqYrenDlSbXwhYOlS2L2bw1cOU1RRxO74TpztVl9+tU1JJfHrjuNzvQR/twDaP/YUnjX2sH07FaKa5X45qIffQ8LA56isreS1La+RV5aHq6MrZXXpeBq8N/w9bXz96JWjfHv8W66VGuaSxwbEEh8RT4x/jNHc+MaS9k1RqJblwLH5Bk1qDuzfz8Zdpxk66SPi+t/P1Q0JbNmyhTt63cHmzakk/PUfEDYezi2GKp16+O1GgLpGisXXFINT2zpFfX+jfeb/qC/MhiQ1f/58PvnkE60rPD4+nnXr1smSWFBQUKvJvTb1Pe3atWuzz7GlcvX/qGlyvxcoMfvmQGGh8X1t20JCAgQFwXffwb33StsPHQJvb6lkrhDw7bewezeVtZUUVRRxtHeYHtG3zb3BkJ9P4FWlomtQHJ4unrBtL6jViIEDWRZ0iWOVrvyj959RqVQkHU0irywPQI/o/Vz9eGPoG6hUKq6VXuO7499x5IphiV9NGdsAN+MV4zSwptSqLuTitPPnz8fLywt7e/umE+PJ96H4NFDfdW7Hjh0cySgk9bQHbyxaQ58OZ+HEP7Qx/K1btvLruSgSHNzg1Hv113KPAjtHMrZ+xP4DB9l6pJBT+QFk5ruQnf220bk2pYzvrQ65OGXD7mn9+/fX1qaPjIxk/vz5BAUFtapmJ8b0BJ6enjelZ3lj/381FY0pi6zg1oDtG4X/UbBzp/z24GBITITwcKlqnloNnTtLcfnjx6FnT8nST0nRpuXtubiH3BBvjvSpT10LT7/K8DVHCLfzpU+7PnhqFO+9esFrr3Ewvgv7SzMY2Xkkvm18+TXjV/Zc3GMwnREdR7Bg2AKq1dWkpKcwd9NcA6J/oNMDfHT/Rzwa86hFRA/1L0NdWCKu0qRGpaamUl1dzdy5c1m8eDGrVq2ioqKCRYsWkZiYSHJyskXz0EIIqRpeHdFrEB3Tn8cSt/HG6loqy4sZ5PotFBzQ7g/s/SzrD97g7b+E6SvwHdyh5CwnDqSycPlx2t3/Nf2e+JqMa84sXvwfk3OdPXs2dnZ23H333cTFxZGbm8vixYtbhMiSk5OJjY3F3t6e2NhY659rIzBu3DiOHTtGbW0tx44dk21rmpmZycqVK3FxcWHy5MnMmjWrVVmPDb+nqampTJgwgYkTJ96UOTb2/1dT0VKLDAXND8Wybyw2bpTfPm9efew2PV1y50dGSsr9qipJhb9+PfwkpW8VVhRJlxvZHQCVWnDb7ky6HbxIsHswHdvWFWfp2RNGj4Z27SivLuebzd/QwasDQyOG8tOZn/jfqf8ZTGVW31nE+Mdw8PJB/r3v3wb7ewb1ZNod0xpVxtZcPrMxN3ZDy8/Ly4tVq1Y1zZKouA5HZKytTs+CVzdJSZ/2DLPHetc3rfEfCPZtuJL2EXff5t4gFU8FbhEQMIg/TRnHR4uSGRgfz7TYWJYuXWpyrsnJyVRXV7Ns2TK95zJ//vyb/sJs7R6G1px7LeehuJnCwaa22W0sWltuuALbodli9iqVqgOwDAgC1MAXQoh/qVQqX+BbIBzIAh4TQhTUnfMK8BRQCzwrhPi1bnsvYCnQBvgJ+KswM/Fmj9l/+ikcPqy/7YEHYOTI+s9vvSWR/ezZsHw57NsHY8ZIVffqsP/yAb6achtqezscqmoY+Osp2p3Px8HOgf4d+ksHvfSStGCoQ/LRZLZkb+HZvs+yNXurnopeg1cHv0qtupY3t71psM/V0ZUX+79Ie8/2TXoExgjdmrhfk2P4GV9KZWh1EfY4BAyRfj/zmZQbj9S05tfN+xn08It088nW62oXHR0Njt7gfxf4DwBnX4P5NaUUq6YGwM2MR9+KNdoV1KMldB9KzP7WRosI9FQqVTAQLIQ4oFKpPID9wGhgMpAvhFioUqleBnyEEC+pVKpuQDLQB2gHbAA6CSFqVSrVXuCvwG4ksv9ICPGzqfGbnezllPiffQZ2dZGRigqpVe1998FDD0mEX1Ii7at75mcLzvLvB4K54euKR2E5I1emaS81MHQgqsBAeO01PZX3uYJzvLPjHdp5tKO0qlSbE69BgFsAj8Y8yid7P5Gd9t2RdzO6y2gc7R1l99sC1pBMowlJCEh7BpBIXJM3v2h3N+YkzmXc8Gg4+5X+OUHDydj+qWGOfa9RkqLeu4ektjcyv6Y0WXF2dmblypU39YV5q3VfU9A68EcVl/4eYIrsmy1mL4S4LIQ4UPd7MXASaA+MAr6uO+xrpAUAddu/EUJUCiEygQygT92iwVMIsavOml+mc07LoLpafrudzuPMyKiP12dmQnGxRFB1RC+EYE3PNtzwaUPczkw9ou8b0hfVnXcaEH2tupavD32NEIJLNy4ZED3A1dKrekQf5RuFncoObxdvnuv3HI/GPNqsRA/Wxf3kYqNPPfWUaRFU+RU9ot+blkbEPW/x5GdVfPavBYi9T5Px68v1x7eta9Ob+xvR0dE89uijJCQk8NizS4ge8y10flZKoZMpEqQ7P00teFNzNRZrDQsLu+kvTFvFfZOTk4mIiMDOzg4PDw86dOhwU2L/CloG5jQXCm5N3JSYvUqlCgfigD1AoBDiMkgLApVKpVGEtUey3DW4WLetuu73htvlxkkAEgBCQ0NtdwMNkZtruG3GDP3P6elSJ7uoKPjgA4PDzwU6kx/gzoRPt2m3Vbk4EufZCee+d0nV9hrE0lceXUluiczYMvhT7J84cPkAZ/LOcHvw7UzsMRE3p6Y1XrEU1sT9rK4ylf4xFB3Vfjxw8CDtH/qO3oPj4fS/GOBxhkt1Nf+ju/WWUujydISLds4QOVnqL29nb/ZeGs6vXbt2TJkyhfPnz8vO1Vis9c03DcMpzQ1bxH2NdRh87rnngNYR+1egQIF5NLsaX6VSuQOrgOeEEDdMHSqzTZjYbrhRiC+EEHcIIe7w9/eXO8Q2kGvp2b27/uf0dIiIkBYGDXrZ16hrOZq1R1vfHuDgnRH4iTa0vXMYTJmi5yUQQrDm1Bq9FrPG8Hjs4zwZ9yT/O/U/LhRd4Mm4J0nolXDTiB6st9YtsiSEWlLb6xA9fv0Z989C7upsB/uf1arpg4KCKCwo0M+Vd2oLPV6HOz6SmtIYIXo59bru/C5cuEBmZqZJpfkDDzzA2LFjcXZ2ZuzYsTzwwANWk6LcPKxV1o8bN44FCxYwa9YsXFxcGqV4X7BggVaU6OjoSHx8PEuXLsXDw6PVpMkpUKDAPJrVslepVI5IRL9SCKHprHJFpVIF11n1wcDVuu0XgQ46p4cAOXXbQ2S2txzWrTPcpmuFl5fD+fNSmtwbbxgcevDyAXxrygFI79GePH937tx0mp73PQ1Tp0qivjqUVpWy7PAyDuUeMriOLgaGDWR41HBS0lNIu5RGlG8UU+Km4OfahA5vjYTNa0KXZOnXpQfo/g+oKSP5b95cSVukVyUvNzcXbx8f6YNrB+g6G+ydzA5jC/V6cnIy69atY9WqVXrX6N+/v0HDGGtavxprcGNubk1VvJvrMKjANlDi5AqaG81m2aukfK7FwEkhxD91dqUAf677/c/A/3S2P65SqZxVKlUE0BHYW+fyL1apVP3qrjlJ55yWwfXr+p9ffFH/85kzUmxeRiB4vew65XVEv314F6608+LOTae5I34CqunTJdd/HU5eO8lrW14zSfQRPhHMGTiHPu378M9d/2R/zn5GdRnFi/1fbBGi18Bmcb/DrxoSfY8FkP4vOPkOt8fFsWXLFi7l5FCrVnMpJ4ctW7YQHTcCev0LYueaJHpda3nGjBmMHz9ez4q1Nj9etyiJsWtoyHzRokWy+fpy1/Dw8DCwsOXmZuu8emNx/4iICCUdy0Yw931QoMAWaE41/gBgG3AUKfUOYA5S3P47IBQ4DzwqhMivOycRmALUILn9f67bfgf1qXc/A7NaLPVOCHjmGf1t//63vmW/ZIlUJlcGW7O3Uu7mzJb7u+FSVsXgn0/gF9ObmAVfgLMzILWZXXNqDevPrpe9hgaTek6iT/s+pKSnsP7cevxd/Xnq9qcI9w5vyh22DtRWwf5Z+tvCxkF5LlxN1dusq8YvUgcScffrPDJ+qtkhLEkzsla93pT0PI2qX+4ally3OdKmjMXsKyoq+PDDDxXr0wZQUiQV2ApKbXxb4tIlSSWvi88/r/+9rExKuZPBldIr7LTLYfOIGLzzS4lfd5xCXzdGf7EF2rQB4ELRBd7Yauj6b4gP7vuAoooiFh9czIWiCwwMG8ij3R7F2cG50bfWalB0EtI/1N8W+hic/874OS6BEPUUuIUZP6YBLHnJWvrS1bhhs7OzSUlJaVR6noa45eYVHR3Nl19+afK6xu5n0qRJeHl5NdpFrGn1WlRUhIeHBw4ODnz88ccK0dsISoqkAluhRVLvfrc40qCm/IgR9b+bIHohBL/4FvDbwz3xLCxjyLrjFHm7MviD1dCmDXlleTz/y/MWEf3HIz5mz8U9LNi2gILyAqb3ns7EHhNvfaIXAtJmGhI9GCd6Oyd+zggndvwq7D0jrXJdG4tHnzhxAnt7e6KjoxkzZozZWui6bthPP/200el5Gre4nMCxuLjY7HXl7ufixYtUV1c32kWs0SCsXr2ayspK1qxZg5eXfPMfBY1DS5XGVfDHgkL21uLoUf3P8fFSPv22bUaJHuDkwC7svLszvtdLiF93nBJPF5xfmM0VSnh3x7vM2ThHr3mNi4OLwTXsVHY82/dZPtv3Gd8c+4bObTszb8g8egb1tNntNRWNjhnXlEq588JIDQM5hP6Jv36tZvyMdzh58hRdu3Zl9OjRFpOZsZdsZGQkFRUVfPnllzg7m19A6cbYn3jiCRYuXMjUqVNxdnaWVcDHx8czZswY7TOaO3euHnHLqegfe+wx7OzsGDZsGL6+vkyaNMngunL3M3/+fJKTkxutQ7BEg9Da0BL9AJqCRtWaUKDASihkby18ffU/nz0L//gHrFihv71fv/rfJ0zgx8gafK6XMnTtMcpdndgwqgc7i47ywa4PyMjP0DtVpVJRUVOh/RzmLbmmw73DWXxwMafzTjOu+zhm9pmJp7OnLe+uSWi00KjgMBz4m+UDBd0Dt39AcuoV/rvqB1avXq0dLykpifHjx1tERnIv2cmTJ/P6669riU3jntfcnxyJNLSox40bx8mTJ1GpVAbiRF1LWTPnJUuWGKTn6QocExMTWbduHUuWLKGyspKUlBQ9l6+p+zl37lyTGpvcao1RbkWxmy1SJBUoMAclZm8tXntNittbio4dKZ71NG8kT+OeNUeodrTnt4d7UOZhaLnLYVLPSSw/shzN3ynUK5QpcVMI9ghuzOybFVYLjdS1cHgOVJtoF6wL314QMgZc/MyOd/LkSYvinbopT66urnz66ac88cQT2v2aUrczZsww2od9wYIFzVoe2JpzGqZwlZaWsmTJkkaLv2418ditNl8FCmwJRaBnSzSsie/qKsXqjUB8+in/t3Iyw384grBT8euYnpR6Wkb0Gpd9da3k2r4v+j4e6vwQDnats1mhVUKjyjyJ6C2BWwSEPgoeURaP17VrV6te7snJyUyfPp3Vq1cbEMW4ceMoLy9nzZo1BvtGjhyJn58fZWVlTJ06lTVr1nDy5Ek8PDzo168fv/zyi8VzNrY4aYqAy5iafuHChRZZjnIK/3HjxuHo6Mg777yjbXxk6xzxxl5TEbsp+CNDEeg1F+LiTBI9PXuSd/EM9/xPivNvGNXdKNHb29nrxenvjb6XL/Z/oSX6F/u/yMNdH261RA9WCI2ubreM6J3aQtRfoNtLBkRvajxPT0+r450LFixgxowZBm7wMWPG4OzsTElJiaw7u6ysjCVLlmgV6hr38Q8//MDhw4eZNUs/fdDLy0t2zu7u7kZjzKGhobLnWFoSuqKiQtt1b+rUqVRUVJg/qQ4aF/OUKVNwdnZm6tSpvPvuuyxbtozExERmzZpl4DZ//vnnLaqfbyws0hRX/B9Z7HaraRUU3GQIIX6XP7169RI2h1otREKC5T8bNoisaePF+lHdxez/TBAJKQmyPx/s+kAs2rNI+3nGuhlixroZ2s+lVaW2v5dmQFJSkoiIiBCbNm0SVVVVYtOmTSIiIkIkJSVJgDfqbAAAHddJREFUB9RUCLHvOSH2JJj+SXtWiEu/CFFbZfV4wcHBYubMmVbP3c7OTlRVVYmkpCQRExMj7OzsRExMjHB3dxebNm0SMTExYtOmTXrnaLZrfo+KijLY7+Pjo7dNpVIZzDkoKEgkJibKPzMhREhIiAgNDdU7JzQ0VISEhJi9L3PzthTGruPj4yO7PSoqyuA+dGHqu9KUOZv9Dv5O8Ue9bwX6APYJI5youPGtgYnUOtzcoLRUb5Pw9GRT+i+sH92DAn93g1PaurZldJfRHLh8QLYnPcD7976Pu5Phua0VRt2vpRfguLm0Qjup1Wz7B8HRw6JrAzZxIcfGxjJ69GitG16j7H/zzTeprKzk+++/N1mwRs5VrIn3q9Vqo+N4eXkxffp03tApqyyXl7906VLefvtt7dw0HfjMuaZt5dY2Noc///nPVFZWyl5/w4YNRmPl5vQWTZnzH7H0rKJVUACm3fgtboE310+zWPYnTshb8PPnC3H4cP3n6dOFSEgQx/40VMz54nEDS376j9NFyqkUcb30unhz65vi6bVPi3/u/KfBcUevHLX9PdxsqNVCXFxr0pI/s3KoeH1SkAj2UYmYmBhZa6S5LZeZM2eKoKAgA4s7ODhYa2XqWv3e3t56Y1tq2Te8D41HQRea7Ro0xtLVzFWlUomoqCiDuYaHh1v4ZCQY8y54eXkZnVvD+9CFqfu2lTfijwRLvkcKfv/AhGWvxOytwcaNhtt69oTZs+GTuh7y/fpBTQ2VNZV8E+/P9SD91LgegT2YHz+fO9rdwfu73udS8SUGhA7g1PVTAHRq2wmAweGDiQ2IbdbbaXZUF8O+mXBprdFDjmQU8PSH6dw1OYnsK5VG47PNne+dmppKUlKS3vWTkpIoKChg/PjxpKam8sgjj7Bo0SJCQkJwcnIiKChIG9t/4oknyMvL04v3jx8/ngkTJuiN0zDNylgMXzfGbC4vvyF0Y96VlZV8+eWXvPzyyyxfvlybXlhWVmZVTNfBwUG2+52Tk5PRHHFTsXJTsXUl79x6/JG1CgoshLFVwK3+0yyW/cKF+hb9mjWS5bppk4G1v2fVR3pW+isbXhFHco8IIYRIv54unvv5OfHXn/8q3t7+tvaY749/L15e/7KYu3GuqKiusP38rUTD+LVVVnThCdNx+QOzhbi6U8TEdDOw4hITE4WPj4/euM1tuZi6vp+fnwgPD9da9DNnzjR4NjNnzhS+vr7C09NTqFQq7XHmYM5j0RhdgjHL2N3dXfs8rbWUTT2fpKQkER4ervUiLFu2zKznxZL7bvR37w8IJWavQAjTln2Lk3Jz/TQ72aelSdsuXdK67TU/tVOn6hH9Z2mfiaoa6UW568IuMe3HaSIhJUHM+mmW9phFexaJJQeWiGfWPiPO5Z+z/dytRKNfHrXVQmQmmRDfzRLi4o9C1FQKIQxJxNi4ISEhzera1SVIXaLx9PTUI9ZNmzaJkJAQA6JvyovWFLE1xqVtycLI2oWSZh66c42KitITCVpL0Aqh2xbK81SgkL2toCH0996TPldXC/HaawZWfdqSN/SIXggh1Gq1WJu+Vm8R8OKvL4qElATx7E/Pio3nNoqElASRcirF9vNuBBoVNy2/asKaf1qIc8uEqCw0OY4pq1QTPzdGqE152WkWGYmJiaJDhw4GsXsN4S9btkwEBgYaWNqJiYnWPSsL5qOJuTe8F3NEbcnfztr5JSUliYCAANm4vUIqChS0Dihkbyu88opE6AcOSJ+//16f6J9+WoiEBLH8l3dFQkqCeGn9S6K8ulxU11aLJQeW6BH9p3s/FRvObhAJKQnih5M/iOd/eV68ufVNUVNbY/t5NwLGrEMN+RgQ6rXdxon+5AdClF6QHWfmzJl6JG7KKk1MTBTe3t6yZG4LN2ZSUpJRwZlGkBcVFWXRIqgpIQZz92KJOM/a9D5LEB4ergjnFChoxVDI3lb4298kUi8qEuLkSS25a3/ef1+UvvyCeGbtMyIhJUEcunxIlFaVivd3vq8l+Vk/zRLbs7eLksoS8cKvL4g3t74pPtj1gZixbobILc61/ZythCkVd2JiooF13bljmNi7coo8yR/5hxAFxyRdg871Q0JChLu7u1CpVFoS0nWbm8tn1yUXc6pza4lIpVIZXWxERUWZ3G9sztbCWEjBx8dHJCYmWkTUcpqCprp4FcW3AgWtGwrZ2wIVFRKhz50rRGmpEC+9pE/0CxcKMW2a2PbB81rL/XrpdTEvdZ6W6N/a9pa4UnJFCCHEskPLxDNrnxHLDy8XCSkJYnPmZtvOtxGQswhDQ0O1gitvb299Ii7OFBd/eFB8+6KPPsnvf0GIK1uFUNcaXF/XFSznbpZbUOiSmy65mLOArSEiDTlqiujoQjNXlUpl1LrVPBtbiKN0C/zYqmiQLmbOnCl8fHyESqUSPj4+Fl9PSYlToKB1QyF7WyAnRyL1//xHiC++qCf5//5X+vf110XVU0+KeV9NFLN+miUO5BwQL/z6gkhISRBPr31apJxK0broT18/LRJSEsTHez4WM9bNEB/t/kiodazfloI5FbfWslOrhcj5VYg9CaJm11/E508hkfzeGUJcWCNETbnR6+u6wU2FCry9vc1a65ZUtTNHRA2V5L6+vgb59ppYvsYilltg2MJy1kCzoGgOcjVWT8AWmQMKFChoWShkbwscPSqR+rvv1hP92rWSKj8hQYg5c0TGlNHi6TVTxXs73tOWu52zYY44m39We5nq2moxL3WemP3bbDEvdZ54/pfnRWF5oYmBbx7MuWljYmLElg0pQhx/W2vFay37jMVCVOabvb7uGOZKsJojF1PztYSIjHky2rRpo6cNSExM1BOiNZfqWRPi8PLyEqGhoc3iNjdW3rZh8R9Tc1QU3woUtE4oZG8LbNum77ZfvVqycFeskFLvZs4USf93v54I7+tDX4vyan0rd93pdSIhJUEs2LpAJKQkiAM5B2w7zybAnCW5buXbYskMT3HxhwdFza6/iIs/PCjee9JbrFn5L+3xDWPMumpyXcveVG62blxc93ru7u4WpaXp5pM3RMP5yZ0fHh6upysIDw+3WuhnLSFqFh66z8fY/Jpi2RvTHKhUKpvdiwIFCloGCtnbAtev1xP9t9/Wi85efVWIZ54R6qlTxfx/jRUJKQni+V+elyXxKyVXxPQfp4uX178snl77tPjPwf/Ydo5NhDFLOnnlciGyvtWWtv32RR/x+VOIMfGRImnlSrPna0RlM2fOFAEBAcLPz88ghSswMFCEhIRo48kNyUWO5Kx1K1tTqraxpNrYYjGahYvunBrjNjdHztZY9orbXoGCWwsK2dsCW7ZIRL9iRT3RFxRoFwDp44aLZ1b/RXyw6wNRUF5gcLparRb/3PlP8czaZ8Ssn2aJVza8Isqqymw7Rx001iJreN7qlZ8JcfR1fQHe5Y1S8ZwGMOUZ0PxrKr0tPDzc5GLBnKVu7j4tzek317HNFEw9A1PkqSH5hudr0v3k8u0bwhJytiZmrwjyFCi4taCQvS2Qni7ETz/ppZGJPXu0ZJ+x4EWxNWurUaHd7gu7te79p9c+LU5fP23b+enAJhaZWi3E1R1CpM2sJ/lzy4WoNt5u15SlrBtrNiXMk7PofXx8bGJNWlKtT+NhaKqSXheWNHjRrVCnKwjULdFrDpaSs6VqfCXVToGCWwsK2TcXli+vd+3v2mX0sJLKEvG3X/6mJftVJ1Y167SabJFVlwlx5ss6hf00SXkvs4hpaFWbKrpiiYo+KirKYHFiS3IxluonFzaw5RiaezdXX16z8Jg2bZpsRoC5udmanBXLXoGCWwsK2TcX5s6ViP6ZZ4QoKTF62NeHvtYS/WubXxPVMi5wW6JJL/3is0IcfEUi+sOvClGSLXuYnFUsV05Vzg1vTAUvl2JnS3KxdQxaLoRgagxz5GlJrr8p2JqclZi9AgW3FhSybw7k5xvWypdB+vV0vT72F4suNu+8RCNf+upaIS6uE2LPM3Uu+xXaZjXWjKHbJEZXjd8wD133s7u7u1i2bJnetTSLE1vXXreVutwUERobw1LybOxirTnIWVHjK1Bw60Ah++bA7t31ZL9+vewh1bXV4u+b/q4l+/Vn5Y+zNax+6VcWCHHiPYnk9z0vRP5Bs2NYSkia3PGGzWN052Ns4eDt7S0CAgKajWCaQmSNtaItGbMpFrpCzgoU/HGhkH1z4Ouv68n+2jXZQ3S73L2/8/2bWiXP4pd+/iGJ4DUNayoNMwnkYAkhNcwdN3asqcWJrQhU7pyAgAARFRWlrXtvzcKiKaESc/NV3OcKFChoDBSybw7MmSMR/fz5srtzi3PF9B+na1vY5pXlNe98rEVtVX3f+b3ThMj5TVaEZwyWEJJc7rgGDYkxKSlJuLu7GxCgOQJtLDGGhITItmvV7c9u7nzNQkEzX0sXJpbMV7HQFShQYC0Usrc18vLqrfo1awx2q9VqvU53uy/sbr65NAZlOUIcmV8nwvu7ECXnG3UZc4SkIXlLW6M2Ri3fWJe3MRGcu7u7yfOEkO5bbqFgiWdAUbgrUKCguaCQva2xa1c92WdlGe6+sEtL9F/s+6JVNLkRQkiW+5UtUsOaPQlCZK40KcJrKjR15eVU+nLCu4ZWb2JiotkUtMa6060tG9vwvowVBTIHJXddgQIFzQWF7G2NpUslop8928D1XVxZLJ7/RWpz+3+//Z8oqTSekndTUV0ixOnP6lrQ/k2K1TczkpKStK1fdb0AUVFRRt3lltSu17WCG2spG/M2NDdht3bLXgkfKFBw60Ihe1vjlVckspd5ES49uFRr1R+7cqz55mANik4LcfClOhHeh0JU3rwue00hRktj/Y2J2RtzxVtCbk1Vy8vVJwgPD29xglWEgQoU3NpQyN6W0G2Ic/y43i7dnPrko8nNM741UNcKcSFFiD1PC7F3uhCXN1glwrMFmkKMlp5rqz4A1pzXFFLUHVdOKNhSBNvavQ4KFCgwDYXsbYkdOySif/ZZIarrK+FV11aLVze9KhJSEsTfN/1dVDZjLNwiVOQJcfydOhHePCFKL7TINJpCjE09tznd0ba6fmsiWEVPoEDBrY0WIXtgCXAVOKazzRdYD5yp+9dHZ98rQAaQDtyrs70XcLRu30eAypLxm43slyyRyP6LL/Q2p5xKEQkpCeKZtc+IrIKs5hnbUuTtF2Lfc3UivCQpza4F0RRibGwOfWt3R2vuS66bXUsRbGtaeChQoMB6tBTZDwJub0D27wAv1/3+MvB23e/dgMOAMxABnAXs6/btBe4EVMDPwP2WjN8sZK9WC/HyyxLZ792r3Xy5+LI2p37d6XW2H9dS1FRKnen2JAix/wUh8g+33FwaCVtYzK2dtMwtRlpqrrfCIkmBAgXG0WJufCC8AdmnA8F1vwcD6aLeqn9F57hf6wg+GDils30c8LklYzcL2V+7JhH9tGlClEm96NVqtXhvx3siISVBLNy2UNSqa20/riUovSC56/ckCHHqX0JUFbXMPJoAa8jG1KJAYy3r7mtN7mhTi5GWJlhFja9Awa2L1kT2hQ32F9T9+zEwUWf7YuAR4A5gg872gcCPJsZLAPYB+0JDQ23/JLdvl8j+gw+0m3ac3yESUhLErJ9miSslV2w/pjmo1ULkbpIEeHunC3F5400X4dkK1gjyTDWhCQ4ONtin6Q/fGmAsNi7n0m8qFPJWoOCPg1uB7D+RIfuxQG8Zsl9rydjNYtkvXiyRfWqqEEKIGxU3tDn1W7O22n48c6gqFiL9Y8maP/IPIUqbv6Nec8JSgZipRYFmX8O8fjc3t5tOdMaI9maFGax1yysLAwUKbm20JrK/dd34arUQL70kkX1+vhBCiCUHloiElATx8Z6PbVYlz+IXbuFJIQ7MrhPhJbe4CK8h5O7D3L1ZSoKmFgV2dnZi2bJlBiQXGBh4U8nLnPeh4b7g4GAxc+ZMm87BmkWFEq9XIAdlAXhroTWR/bsNBHrv1P0e00Cgd05HoJcG9NMR6I2wZGybk/2VKxLRL1gghBDi5LWTIiElQbzw6wuiqMI28XGLXri1NUKc/0HKnd//ghAFR20yti1hrHCMuXxySwnHnGVvrsvezYC5RjkzZ84U3t7e2v2JiYk2J1drUulau6hRwc2HsgC89dAiZA8kA5eBauAi8BTQFtiIlHq3EfDVOT4RSYWfjo7ivi5uf6xu38e0VOrdtm0S2f/4o6iqqRJzN84VCSkJ4tBl25WdNfvCLb8mxLG36kR4HxkV4bX0alzuPiwlYEvmbs5qNlb3/mYJ9JKSkkRgYKDB/JYtW6adw80gV2vGUHLsFTSEsgC89dBiln1L/tic7L/6SiL7CxfE//6/vfuPkaOs4zj++XotqQZiGyioBSzWqktWIHIimpVwKArtH40Jf1BUEjw9hPQgGg3YSwimuYjBP8CqQegR0ZStiYIt8isIZ3X5IT0U2oMFOUCgILGgAcFCr3df/9iluTvu9mZ3Z2d2nn2/kkm6s3Oz3/t2M9955nnueR7f6n3b+vyGh2+I9SNqXnBfftB9x0WVQXgv3TPnILx2uBuf7feIu5jUuimIuspeq8x1kVyxYsWBGJIorvV8F7iwYyZuALOHYt+sycnKojfr1/uLr77gF/z+Al//h/W+d3xvfJ/hs19wh+++w7939rIpg/BeqPscSV+0m2nZxyHtG55ao+3TGKQX5SlP2jlD+2mHawnqQ7Fv1ksvuff1+eSWLX7lvVf6+bec72OvjMV3/qqZF9x77yr61V9f7E9uPs39H1siDcJrxd14vd0CjfbZxynNrowoS+C2Y3FNu/sH7aUdv6OojWLfrO3b3fv6fGT4Ru/b1uc3l2+O79wzVC64x/rpHzcvfnuJP7Z5dV2D8OK+G29mVbl6R+PHJe2iFTVnaccJzIfvaLZQ7Jt13XU+fvFF/q1bL/YN2zf4+MT4/D/TjLFN1UF4G933vVbXj8Z9N561R3nt0hrhIgkgabWKvVXeD093d7ePjIzEc7JSSW/t26vNS57X6pWrdcTBR8Rz3rk8+2tp0fukw0+RzOr+8WKxqMHBQZXLZeVyOQ0MDGjt2rUNhdLV1aU333xTCxcuPLBvfHxcixYt0sTEREPnbKV8Pq+NGzeqp6fnwL7h4WH19/drdHQ0xcgAoLXM7CF37571zbnuArK+tWzVuw7Tri37uVrOnTyCOO2nCWl/PtDpxGN8NKpdHotHjaldb06aNV8hbeX/U7NzHwBIBsUeTWm3Flutgh5i0YnyO7XqJieOWQ0BJINij6DM96i+3W5OmhWlkLaq+yKO9QoAJKNWsX9XgmMHgFjkcjmVSqVp+0qlknK5nCRp7dq1Gh0d1cTEhEZHR2sOTiwWi8rn8+rq6lI+n1exWKw7njjOUUu5XFahUJi2r1AoqFwuH3g9X04ajTvKZzf6+QASNNddQNY3WvbhiutRfRznSaLbIErrupHlbON8PB9i9wmQNeIxPkITx6P6OPqZk+irbsUkPa0o4qF1nwBZU6vY83f26FhxzCGQ1DwEcc6dINUXd9yfDaA1av2dPX326Fhx9DMn1VddzziEmWbrm68n7mY+G0CbmKvJn/WNx/hhi+ORcVb67JsxV3zr1q1r67gB1E/02SMkSS/OE2VCm3btq55vToJ2jRtA/Sj2yIwoBaiRQXHN3CBkuQXM378DnYNij0yIWlgbKWCNjprP+sxwWY8fQHQUe2RC1MLUSAFrtIWb9ZZx1p9MAIiOYo9MiFpYGylgndqyd2/vMQUA4kOxRybUU1jrLWCd2mcPoHNQ7JEJrS6sjbZwaRkDyIJaxZ4Z9NBWmK0NABpTawY9ij0AAAFgulwAADoYxR4AgMBR7AEACBzFHgCAwFHsAQAIHMUeAIDAUewBAAgcxR4AgMBR7AEACFxmir2ZnWFmT5jZmJldmnY8AGorFovK5/Pq6upSPp9XsVhMOySgYy1IO4AozKxL0k8lnS5pt6QdZrbN3R9LNzIAsykWixoYGNDQ0JAKhYJKpZJ6e3slibUOgBRkpWV/kqQxd3/a3fdJ2iJpTcoxAZjD4OCghoaG1NPTo4ULF6qnp0dDQ0MaHBxMOzSgI2Wl2C+T9PyU17ur+wC0oXK5rEKhMG1foVBQuVxOKSKgs2Wl2Nss+96xXJ+Z9ZnZiJmN7NmzJ4GwAMwml8upVCpN21cqlZTL5VKKCOhsWSn2uyUdNeX1kZJenHmQu1/r7t3u3r106dLEggMw3cDAgHp7ezU8PKzx8XENDw+rt7dXAwMDaYcGdKRMDNCTtEPSSjM7RtILks6WdE66IQGYy9uD8Pr7+1Uul5XL5TQ4OMjgPCAl5v6Op+FtycxWSbpKUpek69295kif7u5uHxkZSSQ2AADSZmYPuXv3bO9lpWUvd79N0m1pxwEAQNZkpc8eAAA0iGIPAEDgKPYAAASOYg8AQOAo9gAABI5iDwBA4Cj2AAAEjmIPAEDgKPYAAAQuM9Pl1svM9kh6NsZTHibp5RjPh2jIezrIe3rIfTpCyPsH3X3WVeCCLfZxM7ORueYcRuuQ93SQ9/SQ+3SEnnce4wMAEDiKPQAAgaPYR3dt2gF0KPKeDvKeHnKfjqDzTp89AACBo2UPAEDgKPYzmNkZZvaEmY2Z2aWzvG9m9uPq+zvN7BNpxBmaCHn/cjXfO83sPjM7Po04QzNf3qcc90kzmzCzs5KML1RR8m5mp5rZw2b2qJltTzrGEEW4zrzXzG4xs0eqeT8vjThbwt3ZqpukLklPSfqQpIMkPSLp2BnHrJJ0uySTdLKkv6Qdd9a3iHn/jKQl1X+fSd6TyfuU4+6RdJuks9KOO+tbxO/7YkmPSTq6+vrwtOPO+hYx7+sl/bD676WS/i3poLRjj2OjZT/dSZLG3P1pd98naYukNTOOWSPpl17xgKTFZvb+pAMNzLx5d/f73P0/1ZcPSDoy4RhDFOX7Lkn9kn4r6V9JBhewKHk/R9JN7v6cJLk7uW9elLy7pEPMzCQdrEqx359smK1BsZ9umaTnp7zeXd1X7zGoT7057VXl6QqaM2/ezWyZpC9JuibBuEIX5fv+EUlLzOyPZvaQmZ2bWHThipL3n0jKSXpR0i5JF7v7ZDLhtdaCtANoMzbLvpl/rhDlGNQnck7NrEeVYl9oaUSdIUrer5J0ibtPVBo7iEGUvC+QdKKkz0l6t6T7zewBd/97q4MLWJS8f1HSw5JOk7RC0l1m9md3f63VwbUaxX663ZKOmvL6SFXu8Oo9BvWJlFMzO07SJklnuvsrCcUWsih575a0pVroD5O0ysz2u/vvkgkxSFGvMy+7+xuS3jCzP0k6XhLFvnFR8n6epCu80mk/ZmbPSPqYpAeTCbF1eIw/3Q5JK83sGDM7SNLZkrbNOGabpHOro/JPlvSqu/8z6UADM2/ezexoSTdJ+iqtm9jMm3d3P8bdl7v7ckm/kXQhhb5pUa4zWyV91swWmNl7JH1KUjnhOEMTJe/PqfI0RWZ2hKSPSno60ShbhJb9FO6+38zWSbpTlZGb17v7o2b2zer716gyInmVpDFJ/1PlThBNiJj3yyQdKuln1Vbmfg940YokRMw7YhYl7+5eNrM7JO2UNClpk7uPphd19kX8vm+Q9Asz26XKY/9L3D3rK+FJYgY9AACCx2N8AAACR7EHACBwFHsAAAJHsQcAIHAUewAAAkexBzAnM1tsZhemHQeA5lDsAdSyWBLFHsg4ij2AWq6QtKK6rvqVZvZdM9thZjvN7PuSZGbLzexxM9tkZqNmttnMPm9m95rZk2Z2UvW4y83sV2Z2T3X/N1L9zYAOQrEHUMulkp5y9xMk3SVppSpLhZ4g6UQzO6V63IclXS3pOFXmEj9HlcWKvqPKGuFvO07SakmflnSZmX0giV8C6HQUewBRfaG6/U3SX1Up6iur7z3j7ruqy4E+Kunu6mIiuyQtn3KOre6+tzoF6bAqNw4AWoy58QFEZZJ+4O4/n7bTbLmkt6bsmpzyelLTrzMz5+dmvm4gAbTsAdTyX0mHVP99p6SvmdnBkmRmy8zs8DrPt8bMFpnZoZJOVWUlMgAtRssewJzc/ZXqQLtRSbdLulHS/dWVB1+X9BVJE3Wc8kFJt0o6WtIGd5+5njiAFmDVOwCJMLPLJb3u7j9KOxag0/AYHwCAwNGyBwAgcLTsAQAIHMUeAIDAUewBAAgcxR4AgMBR7AEACBzFHgCAwP0f/EHk0+T9Vk0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "y_predict = linear_reg.predict(X_test)\n", "\n", "plt.figure(figsize=(8, 6))\n", "plt.title(\"Linear Regression (Least Squares - Polynomial)\")\n", "plt.xlabel('temp')\n", "plt.ylabel('registered')\n", "plt.scatter(X['temp'], y, edgecolor='black', color='w')\n", "\n", "colors = {1: 'orange', 2: 'green', 3: 'red'}\n", "\n", "for i in range(1, degrees + 1):\n", " plt.plot(X_test[:,i], y_predict, color=colors[i], alpha=0.6)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ridge" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.21131995467057785, test: 0.19818161857049388\n" ] } ], "source": [ "from sklearn.linear_model import Ridge\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "\n", "ridge = Ridge(alpha=20).fit(X_train, y_train)\n", "\n", "score_train = ridge.score(X_train, y_train)\n", "score_test = ridge.score(X_test, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ridge scaled" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.24767875041471266, test: 0.23615269197631883\n" ] } ], "source": [ "from sklearn.linear_model import Ridge\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "\n", "scaler = MinMaxScaler()\n", "X_train_scaled = scaler.fit_transform(X_train) # fit with the X_train\n", "X_test_scaled = scaler.transform(X_test) # apply THE SAME scaler\n", "\n", "ridge = Ridge(alpha=20).fit(X_train_scaled, y_train)\n", "\n", "score_train = ridge.score(X_train_scaled, y_train)\n", "score_test = ridge.score(X_test_scaled, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lasso" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.2842911095363777, test: 0.2813866438355652\n" ] } ], "source": [ "from sklearn.linear_model import Ridge, Lasso\n", "\n", "lasso = Lasso(alpha=20).fit(X_train, y_train)\n", "\n", "score_train = lasso.score(X_train, y_train)\n", "score_test = lasso.score(X_test, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lasso scaled" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train: 0.2865231606947747, test: 0.285332265748411\n" ] } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.linear_model import Ridge, Lasso\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "\n", "scaler = MinMaxScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "lasso = Lasso(alpha=20).fit(X_train_scaled, y_train)\n", "\n", "score_train = lasso.score(X_train_scaled, y_train)\n", "score_test = lasso.score(X_test_scaled, y_test)\n", "\n", "print(\"train: {}, test: {}\".format(score_train, score_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lasso as feature selector" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'instant': 4.6922455121283315,\n", " 'season': 403.43794430245987,\n", " 'yr': 0.0,\n", " 'mnth': -147.25674152072335,\n", " 'holiday': -0.0,\n", " 'weekday': 40.46762455840893,\n", " 'workingday': 830.067983219723,\n", " 'weathersit': -506.75253043165566,\n", " 'temp': 2732.6155708939527,\n", " 'atemp': 0.0,\n", " 'hum': -0.0,\n", " 'windspeed': -0.0}" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.linear_model import Ridge, Lasso\n", "from sklearn.model_selection import train_test_split\n", "\n", "all_features = list(bikes.columns.values)\n", "\n", "# removing all not feature suitable columns (dteday was already removed)\n", "all_features.remove('registered')\n", "all_features.remove('casual')\n", "all_features.remove('cnt')\n", "\n", "# then doing the regression with all the remaining features\n", "X = bikes[all_features]\n", "y = bikes['registered']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "\n", "lasso = Lasso(alpha=20).fit(X_train, y_train)\n", "\n", "# showing features with their coefficients\n", "feats_coeff = dict(zip(all_features, lasso.coef_))\n", "feats_coeff" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'temp'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.linear_model import Ridge, Lasso\n", "from sklearn.model_selection import train_test_split\n", "\n", "# getting only the NON ZERO features\n", "best_features = {k:v for (k, v) in sorted(feats_coeff.items(), key=lambda x: -x[1]) if v > 0}\n", "\n", "# getting the higher ranked\n", "best_feature = list(best_features.keys())[0]\n", "best_feature" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }