{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# (extended) elastic impedance\n", "\n", "_Last update: August 2018, added extended elastic impedance code and various helper functions._\n", "\n", "Connolly introduced the concept of elastic impedance ($EI$) in 1999 as an elegant solution to tie the interpretation of far angle stacks to well data (near-offsets can be tied to well data through simple acoustic impedance).\n", "\n", "He rearranged the Aki-Richards equations so that the output is not reflectivity but something like a proper log, which is strikingly similar in shape to acoustic impedance ($AI$), until something interesting happens (like a hydrocarbon-bearing sand) and then elastic impedance shows a different response from $AI$.\n", "\n", "The formula looks like this:\n", "\n", "$$ EI = V_p^a V_s^b \\rho^c $$\n", "\n", "where:\n", "\n", "$$ a = 1 + \\tan^2 \\theta $$\n", "$$ b = -8 k \\sin^2 \\theta $$\n", "$$ c = 1 - 4 k \\sin^2 \\theta $$\n", "$$ k = \\left( \\frac{V_s}{V_p} \\right)^2 $$\n", "\n", "The $k$ factor is usually kept constant in a given area.\n", "\n", "Connolly also presents an alternative form which \"can be used for generating synthetics\" (his own words, check the Appendix in Connolly, 1999):\n", " \n", "$$ EI = V_p \\rho^* $$\n", "$$ \\rho^\\ast = V_p^{(\\tan^2 \\theta)} V_s^b \\rho^c ) $$\n", "\n", "In practice we have $EI$ expressed as the product of velocity and a pseudo-density ($ \\rho^* $) that is angle-dependant. So any kind of 1D modeling can be used to generate angle-dependant synthetic seismograms, and the usual calibration of $ V_p $ through time-depth tables ensures the correct positioning in time. \n", "\n", "Whitcome in 2002 introduced the normalized $EI$ function to allow comparisons between $EI$ logs calculated at different angles:\n", "\n", "$$ EI^{NORM} = \\rho_0 V_{p0} \\, \\left[ \\left( \\frac{V_p}{V_{p0}}\\right)^a \\left( \\frac{V_s}{V_{s0}} \\right)^b \\left( \\frac{\\rho}{\\rho_0} \\right)^c\\right]$$\n", "\n", "\n", "Where the scaling factors $V_{p0}$ $V_{s0}$ $\\rho_0$ are averages of the input elastic logs computed over the range of interest or the values at the top of the target zone.\n", " \n", "I discuss some practical aspects of using elastic impedance in the context of generating synthetic seismograms and also show how I reproduced a couple of figures from \"Seismic Amplitude\" by Simm & Bacon in this notebook here: [\"The relationship between reflectivity and elastic impedance\", or how to reproduce figure 5.62 from Seismic Amplitude by Simm & Bacon (2014)](http://nbviewer.ipython.org/github/aadm/geophysical_notes/blob/master/relationship-reflectivity-elastic-impedance_Simm-Bacon.ipynb).\n", "\n", "## references\n", "\n", "* Connolly, 1999, Elastic impedance, The Leading Edge.\n", "* Connolly, 2017, Chi, in 79th EAGE Conference and Exhibition 2017.\n", "* Simm & Bacon, 2014, Seismic Amplitude: An Interpreter's Handbook, Cambridge University Press.\n", "* Thomas, Ball, Blangy, and Davids, 2013, Quantitative analysis aspects of the EEI correlation method, SEG Abstracts.\n", "* Whitcombe, Connolly, Reagan, Redshow, 2002, Extended elastic impedance for fluid and lithology prediction, Geophysics.\n", "* Whitcombe, 2002, Elastic impedance normalization, Geophysics." ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from scipy.signal import detrend\n", "\n", "from ipywidgets import interact, fixed\n", "import ipywidgets as widgets\n", "\n", "%matplotlib inline\n", "# comment out the following if you're not on a Mac with HiDPI display\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "code", "execution_count": 160, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def calc_ei(vp, vs, rho, alpha, scal=None, k=0.25):\n", " alpha = np.radians(alpha)\n", " a = 1 + (np.tan(alpha)) ** 2\n", " b = -8 * k * ((np.sin(alpha)) ** 2)\n", " c = 1 - 4 * k * ((np.sin(alpha)) ** 2)\n", " if scal is None:\n", " ei = vp**a * vs**b * rho** c\n", " else:\n", " vp0, vs0, rho0 = scal[0], scal[1], scal[2]\n", " ei = vp0*rho0 * ( (vp/vp0) ** a * (vs/vs0) ** b * (rho/rho0) ** c)\n", " return ei" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "w2=pd.read_csv('qsiwell2_frm.csv', index_col=0)\n", "\n", "z1, z2 = 2100, 2150\n", "ff = (w2.index>=z1) & (w2.index<=z2)\n", "scal=w2.VP[ff].mean(), w2.VS[ff].mean(), w2.RHO[ff].mean()\n", "ei = calc_ei(w2.VP, w2.VS, w2.RHO,30)\n", "ei_norm = calc_ei(w2.VP, w2.VS, w2.RHO,30,scal)" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "data": { "image/png": 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C3ykzXFG8PR3JPQtsnSFbD+xHG0c5sMZ/8pxXC+TNv0bynym7t3t07z/AyBx/NgL+p53pfWr0vBnt8Sv4NyXyb3qGzOZYWbF2hXd7JPLriAy5eyKZI3P864eNLn045d74auOAAiP5mOHaRGY5cAJQnyE7AfheO+O+oUCY4vyvmDK3YYrcdyOZ54GHMaX58ymyk7ByOJH/SMaz43zejNVlX06RG4vZQklkH0mLN6xOjr//FZTV20GuL/DTSO7ejPAdUBa+41Nk1gn5MpFRrK8v65v8jJzZPZgCfGX03MtzZMu/3fOkzEzAFOp4RH2nnHwYz6S4mYyRf6zNcCywRcq9L0d+vAhsn+HHHpTapMvTwl5lej8ZKy/rMu7XYaOWTVHYUstmqhh1rtWBdfINwhTvs8u+xR8y3AwtSwOt0nuKm29E8je0I7x1WDmQ+PVfUtpywHEhzuMR79Q4xRTTRG4O8IkMua2wujXxb48UmXpazoB7IC09A1/ElPMi4SvPc6+k5YEyN+tgM1cV0xNOIr38WgsbvEn8PrsT4qjd9WVN0n5HeLq6HSGhxYlzzxr6PTFKdE1kFOpBdpuQ0JNwpDWyppaF9es5/p1eJvvvtAwUZMdF4XwnQ2Z8mX/PkaLQRvLTI9kb2xmPceF7TIZMedxUVC6Du0S+IeXettH9C9sR/gcjf36VI9eHlpXDzyqEWbGRibxOkrgRuH+N0vVQSo2jd4G+ZfdHUVKkX89Kd0G2Py07uL7bxjAdF/nxOjAkRzbuhHgzLf6orZJ/SHT/5HbE+7TIn6ntTd/h/oll8TaqreErGJ44PU7JkVsLa2Ao1uHVv+z+yZE/h3RkmMPz4vJlFraTRJGjlXIW/JsS+Te9nWFbJ8qPWYrZgnD/yXY8Z3wU5hkF3UzP+97Y7KpY0WqlHHfAt2yolAbL8v8HwPoZcnWYEhmXyakdh0H+jEju/AyZaWX+nZnj3yhshDaRbbXUC7NEntyvqLxgs/4S+VbTzmlZR52b48/atBxA0XZ+tzqsvlOs4z+rwz/+dgtI6ZyJZM+LZH9SID5uJUNZrhD2AdjsNMU6elLTUyT/yeiZmR0aNc4Xv4ye2UrxCTJTI5lpHRiWfcryQNrxSzKW3GGjxqvSQMFnfiZyc387wr5f5M88cpaCYFtvx+/UKk6xTo4nw/0VwDYVnr8VpQ6bOyukrffI7yA/tVL4glyc55ZRbDneRZGbSstxB1FSzFsN9nVAHLW7vqzF4Yb3asPIsvP3UqXaxpewxAc2Op85jUltT/Fro0tHVvB7Dvl7Nd9Sdn6OqjZlPPtVbDo3wFphal8lzlYzgJLFGVjHAcCnpErjQGVcE/3/eAH5JdiaoPYST7lrk6X4MBX6I+F0KS2Np7VAVVdSmg4L8KUwlTWPszVj6lLg+uh/RYNzBTmcUnxcq6otdpVQm1Z9Wzhdl5xpkNiUyXXC/xeBH7cxTHF+OUdV5+fI/hqbBgw2GlbYcFkbaXc66kCOj/6fqtGU+A7i99H/I3LkPk9pm9g/pZQ1XRmnGwE/KXic1tGBUdU3sZEHgB3E9oYuJ4mv7pb+jqIUpjtV9Zo84S7iMlV9Le2G2tKIW6NLb5M//Taul4uUx/PJqctCfo2nlaa1G1rk8QLPjI0QtzAIHOqz7cPpYnKWgKnqO2Vhaxchrq8Lp2tE4cjjclV9Jed+bv0oImMpLedswmYtFDLIXMbnKE2bvygrPSWo6i1YfQimlHUG1bazuoqZwFaq+r+hzZRGbNxyUUF/F2e4r5YvRv8vVNW3MyUt/2Rt/5fwccw+C8B1QVfIRFUfw0a+wQykDikTicP3S1Wdm+PdLzCluhr+pKrP5AmIGbs8Kpy+hin8majqQkrl6lBK2yIm1DqOukV96Wvya0P5x62U4aph5+j/9ZlSJa6jtP57lwqy/ypXrsp4Ofq/ElsbmMcsYHL4P4bSVmhpNGPraDJR1ddE5L+U1qrvgK21SUXMqvxkrAE9GBvhTaOIVcx7Kyh5RXkW6xXsCxwhIndgBUg1lXycBu5U1XkV5O8E5mKdT6Ow930uQ7YJWxeXxwvR/7UryBYlXot5ZYbMFZQaJ8fQsiEcs0fsV1saUEGpiS0a5+Y1VW0WkRso2QDYBZsa3lE8Ef0/WUT+rap3dODzCiG2BWJiyX8JpQZ0R3It1nDoC3xGRE5Q1aUpcnFDJC2NPR79P0dEnlXVwlb7expiOxp8KBzDsWnBcQdgYhm7H2ZturzMeBzrbNxYRM7HRmQW0/XE+X96VwWiApn1ViCua+/KUTygpc2MMZlSJW5T1SUVZG7ERgShZIcFWNWYTq69oqovUpnHov/bld2L67M7NHt/8oQbqHJLMhHZEFsbPRobwYs79GJFfDPMWGgef69wv1L9uBulfDZD275/epzOK6WnhMcwWw5rici4MBjTLsQs6G+F2V4YjJUXCSOi/4UttHcQz2F2QMBmcAzH2od7YGngHhH5CTaTJG3wKlbO8gZBYuJ6aM3qgtuCOI/krutX1cUichs22yaLtqadvbC8szVmcydhp+j/nyuEb1kI32EFnwu2/LcSO1H6RncUbPeVl0vxc2odR92ivnQlvzaUK4O1NKKwafS/1f6cKcS9T5tUkJ1d4X5s4GJugQQay1faPuSl0LNWiScw5R6s0miV+cS2mzkbG00tkqaHFZDJUoqrQlUXiMjFwP9ileE1wE9DoXcf8JCqPlvBm6rSgKqqiDxGqdDahOz3eU9VK/VSx42wdqdtEZlMSaF+Lmd2yi3YVLXhwCdFZO0wslNObAjx4TYGazylxsrrBUejq8lr7UJVnxORP2OG5IZhxmNewvLD/cC/K4w2dRRx3D9WYUZITVDVuSJyKyWjep+irHMhbG+TjNK9gsVRObdj+WlrbLnRf0XkiXD9ASxO3+yQl4C7VXVKB/ndgtD5eRo2Qlu0ky6tjDwfUwbBGs9fEZF/YjMAHgIerdBp3FHUIv93NNXUtdXIFtmm67HKIjyPTZHtjxkTHRJ1ck+kVDZuKLYNWjWsVXYe12dFwvZcFLZMQifWsdhSqol5shFF2gKVFONK9WOt0ufk6P/dlSfotWItKr9LJsHA2RmYUb8iDy8Stx1G6Ez5afn10DF9OTad/wdYZ1DaNsFxx1jR7c3WiP63SaELAw7Jls9NFDNE+jj5Sn6cdq4QkSuqDNaqPCwia2AdPEn4ckfcA09SnZJfpP0dv9NRInJUpmQ65eVSzeIo0C3qS5+uXxvKp6qUT99vD/EU9SKKRywzrMJU7bTRr1VoWFhSRDZxEv2vlLbypvfExO/Tarp+yNgPY2uYinZarVFZhA8K+lWEbwMXYgUi2PTzY7D9Yp8R22f2N8GaahrVpoFyuRGZUrX/rkWIR/F/nyUUFMY/htO+ZE/NjvNbWidAEToyjmvFEbRcjjMBMzB2NfCyiDSI7Z07rhPCklCLuG8Llabsx9f+UFaWAaum7u6HWbhO2BJbq38D8IaIPCu2v3N5Bd4jENtveCZWBlUzC6dVGamqNwH/Q6lsHIzZivglZidhnojcICL7tiPIbaGr0mA1VCpnC9e1ZWm5SHlcsa4NeSGeIRaXh+1tz5R3RMR+tyVsrQiK0S3AxRRX8KFYW6C936NW6bPW36EwInIm1vn5cYop+FAsbjud0HF7IKVO+s+JyJdSROPOm6JxF4/et3VGb5w/5hdUBCu1WWqZduLOm/kVZh0lFG3vJxRpf9c6P9TUv+5SX/pIfm14G1tzkiT+bag8tb0omvG/iHxvILNCEZHNsTU2ScX6d2wXgJnYLgSLk5HF0NlRzTTutqyZSyUU0l8XkV9gSyl2x6bxJFONRmPbhRwnIueqat4a3LZ8326TJkJj7AvRpZ1FZHqOk/HR/2NoudYzjVq8a7eM4zCt9fMi8kPMpsEUbMpZsiXTOExBPVFEvqGqF3d0mMqD2InP+iulWR6fEJFRyeyLkNfjNJbXkfQ2sJeI7ISted2VllusTcRsYHxTRI4MFXdP4vfY1HuwUbyLsG18GrDGx9JESQkjF2mN3VWo6uVhmcph2EjYzpSm+Q8EDgYOFpG/A58rOFurlnSbsq4HklXXxu3E57G97auhFh3mlRTLM4CksZysvf0HNpX+XSydN8OqgYH/q0GY2kJ70mf8Hc6meiXy5coirQkj+NPCqWIdzddjI8xvA0sSRTQsk2jTczoTVV0epuonNgSOpfWSrngd/CARGaqqldLyetH/Itsz1opK+SNOOxdSebZQOfFWu1VPIWmDmyLt7/idbqXysptyymdI1DKOgO5RX7qSXwPC+tx7KBmY2YOUaUJtZB5m2AsscVRaJx6POL2fNoLVTSjaaxbLlffmf5WSgnOBqn6DbIYWDVhHEaZTn4Ot/+2LTVnfE1PYNscKwu+JSIOqXho5bYz+j6IYsVylNfydycG0HPXerwq3m4vITqr6YNn1uJd4dBvD1RFxHOe93EpORAqv31PVpwjGFcN62R2wpSpfxKb59QMuEpGXVDVtD+JaUou4r5qwzu86bEeEvlgl+utwexdKnUP/LrKGOKSpBwGCAZ2PYpXy4ViZOhjb/3lrVX26hq/SYYjINpTssjRg2xrmGUAqVEYGPy4BLgkdKhOxDqdDKC0R2hdTtL6Q5keNmYvNjgJLg7WchdUbqFjXikgdLUfo4vIszuPLVbW9bZvY77aErfx+PdYWALMdtJuqtmpwR3R2W6BWZeTcyP2fKxkGqyFfj/5/Q1V/mSPb5e2sKojt3Ewuv6mqH4jIm5SM+m5CiiJXxoTof1vriTh/DBGRvgVG8yvlozgNzlDVGzMlK1Mevj4FRvM7YqZj/E6zalAu1TKOVtHV9aVP168dcYLYW0Q2qpG/cQO1iCXdWOaFTKmuZ2MRKTIFasvo//Nl9z4S/f95BX+2qHC/U1HVFar6b1U9B9v7+MLo9vFl4lWlgVCQxJVWd0oHx1QWqdp9XJnukHK/CK9SMq6zfjAuVIlKeS3ula1ky2CDCvdTUdUlqnp3mP0xgZZGer6a4ayWxHG/lYgUXbtYC7Km7B+RIVMIVZ2vqrep6kmYEc+Hwq2+2PS7nkJcPv5fBQUf2lBGqvGsqv5GVffEZkMknVuHiUhnLGOpRf7vzbRSYFLYjNKa97fLjM6+SGmp2YekfbvcQMuyskjYJpK/Hn8zSkrEPRUUfOj8tkCt0me8TnnnTKnaE+/sk7cbE3SzdlYF4kHO+gyZuCOlSJx/LPpfxIZWK9R2gUlGkeux9mElKuWjmqWdYOT29XCaGHOtxIfb88wMap0fOjx/dUV96Up+7biaUsasA35dYT18KiJSrgzEBqM+U8CL2PhGmrGp7kI9ZVvrlCMi61GyzNtEa6M1cWOjkXyKxF2XEGZb/DC6VL6mMP6OewZDWnnsRmmU+T26iZIf1gfvHk6XAkNVVSodmAKcFISHpuSRO6P/XwojP1URKtbYsvohFd6lrkwmLa/F0/U2Tbkfk7dFYCFCb3+8fWDa2tR4RCCrYVPNM9/CdpAAW37yufb6WcWz76dkaXwHEdk0LAdJ8nps06Gtz1hIyy28qlnv29UULh9FZCtg4/Y+UFX/RKkzto7WBilrmv4Ccf6fWiM/exP7hBk/eXw6+v9AfCN0DiWKcz0VlnQUIPZ/r5TyvJyDK9yvJp33Bw6o4F+tuYvS9OMp7bCZEu+Cc3Rb2pdtJInfhQUMqxZpZ3VEGdAW4u0TX8+QiS3H5xm2S7aGTJTZJRS30J5GnEc+nSnFqlmA+1TwL047ny9QHlQiDt+BeYIhz7W7fZPC3ZTS0jahDmsPtY6jihSoL9uNK/k1IjSwT44u7Qv8vGhBLMaptN4D/UpKCs5nwxTMLD8mY3tDJ0wv8uwu5IwKI39nU0qjt2jrrePi6TXbkkFYu39s24LYJbTY7khVX8AMdYAZs5mW5TBMXYz3Hb6iGy3ZOJrStPW/asEtCtX2A0728B5Ea0XyZiCxgr4J8J02hi+2pvo9Ecnb5/ar2Bp4MPsPaRV6PAqQ2VANnTYnZ91vB2nbZsVTmWvVaxyv/T+v4CyIWvGH6P8XsQZ80ii9VfP3720LlbYi604ULR/rqGzroq2Ux1dHpL/fRc/ZQ0SqseK8OjAU+FbWzTB6FC+Q7XPXAAAgAElEQVR1S9tuMp5p9v1qZiqWt4FU9Xkg2VFlTeC7OW5HASdVeESczreq0Mn7XTpxWRGssvuRzLCqB37Tlo5o4CpKnRhb0XIafS7t7BBI4neUiGTOOBOR3akwcBPoiDKgKsIs0ridkLWs7SZKM/J2FpE9MuQAvk+pfXODVt61KI94BtqJIpJnNPUUbDlZHrdTUibH0rKNmEtG2rkq+v91EclbLnASKUaz20toP8ZttktCh0JFMt6p1nHUFmrfvlBVP2p4YCNpGh13ANvlyPfFFIDHg/wFKTJXR/69ga2tLJeZDLwWyf0p43lTI5lpBd4nkW0oIDs9kp+Scn98dL85/N4MDCmTqwNOj2SbgB1S/Ds/knkCWDtFZocQL81UeJdq46ZIHGFrbK7F1uDUZbgfUPaNb06R+URZuvo2IGUyA8v8mQesW4PvOiWSn97GfFGHzXRJ/DmoSvfHRm7vT7n/pbK0NQ1YI8OvdYFzMr7DS5E/d2WkqcOwLZ0SuRNynrMySsOt3hmrTO4t+7Zp6egU4LfA9jlxNAwz+Jn4k1aW7BXdv7W96TuKt6cjuWdIKaOCbD2wP/DptqSjFP82jp77MlaeJOcHV3B7AWY7ZVKOzLrY9j+Jnye1I6xTI39m1ODdc/MlNs0zub8SOCAjzfwxyjep5TfWoXUfttXUwIzwCKZ4JH68C/RNkXsjCtM6Bd5zela4IpnvRzLLsSVP9RmymwDfa2fcNxQI04xIZnwVaWNagedXypPTIpnmENdHp8iNwUblEtmZafGGld/3R3KvAXvmhG8N4CCsDN025f6nIr+agONSZMZindst0mZGuns78u9cyuparNw5JfgTp/PUuK7m2xX8HpsDiyK5m4AxGbKDMFsjW6Tc+0pZvE0DBuSEazLWQfPjdqT166Jn3g4MTpHZFzM+HcftjJz8l8g8Vf6t2hHO/bCt8VLrnkhuUpSuFFOsNsmRPzOSfROYnCLznUhmGbBRO9+lDps9k/j5MCllJbZ8rKlgmt63TO5iYFhOGDbBZphemXKvHtv+MvHrAWB0itwXsNH2mue54GY9rJ5J3N0DTMiRH4UN0MzsyDiihvVlew83vFd7TsUK82nYR9wD+I+IvIg15t8K90dhDdTdsL2eE9IMWJyATS2agBkBeVhE/oFNL1ZsbXC8hdzLWCXRnXkQKygOBF4SkZuwddEjMCUgnhb7I1VN21/211hjbiA2TWqWiNyITeHtB+yExa9gswK+3zGvkktfLKMfCrwrIv/G1v7MC+HeAPgkJcNCy2k9mwNV/YeI/IzSiO/52N6gf8d62jfA4nJMuN8E/I+qvtERL9UG9qa0t+r7mDXUavgT1ljpB3xURCaq6qo1VKp6pYhsixWagsXhV0XkNiw/rMQajdthHT+CdSQR+bFERL6AKcprYkrUi2L70z+Pfa/dgR0jZzfTciQ79u8NEbkMy4t1wE3heyWzMiZhI89rYgYZT0/zJzAA+DLwZRF5HVsn/iI2KjIUK0v2p7SFTyPwkxR/7ovc7BvCcw8tLTXfVE26CfF2CDZ9bm2sQfuIiNyP5fNGrOG6GWa9fi3gLFraD2gTqjpLRB7E8vqGlAzuzcMs8OcxDNs7/mQRmYU1pF7B4mIEVgbtQ8m45yyqtyyexfoikjm6msKLqvrnymIlVPVpEbkFK1/qgVtE5F9Y43EB1kD5JDbK8gy27CJrmYpg6xR3BpaIyENY58c7WNoei3VEbhi5OUPTDUb9DUvL9cB9IvJHrF5MpjQ/q6p3prjL4xysHjwI+14XAaeEenJ2CP962PriLbG6pvBITQ/nIqyT9HIROR5T1BZiS4gOotT+WAhMVdWmcg/UjAsfjLVhNsHi8nYReRIrP97C0sFIbF32jpTskLQa5VLVv4jtqjI1uLtERI4NYVtQFrYbsHJ7XNrLqaqKyPmUZqOcCnxKRO7ElP+xWNm4Idb2uoSOmTmViao+K2bV/yqsnXYQtivI7Vg+WojF3ZbYNnVrYG2Xcn8uCTMTv47F25nA14I/L2J7syf1wQ6U4uyidgT/J9hAVD1mKPhlEbkZ6+gagpXpSZ1YsZ2lqi+KyAvYN54E3BvqodhmyB1x/V6QfthswaNFpAGbLTILM1bdB2sbbU/LafpNwLGab5z1x9h774Klpf+IyF+wgaWBWLkXr4n/X1Vt1w4DIb8dhXWsDQ5hfj60k5/H8tZe2Ayt5dgAwNcq+Pl3Efk29j0FU3aPEJE7sE76heFZ47D8tllw+rcUv5pC+O7D2hw7AS+EdPECLdtKy7A2UjLzRKuNj5x3ej20Pf6GxcnHsHi6F6vPG7G20xhs9su2WDpOnWVRwziqZX3ZPmrda+DHql6aPWjZW1jpmINNqeuf4d/atOzpyjruJaOHOPgzNZKdVuA9cnuoy2SnR/JTUu6Pj+7PwBoKj+a8SzNwXoVn7os1CvL8+DmW6Sr1tlcVN0XiCLPOXTQNvAnsXuFZp9NyFDnteA/4VA2/65RIfnob88OfIj8ubaMf8SjtTzJkvoEVxJXiekXOc3ag5UhdVrq6BOhTIcwDsTXDeX5VTJ+YNf2i6eh5YMucMB1Ly97q8mNKmXyhtIJVfPcXDONpbUkDGc/9Sor/vyng7rdVxOnDwAbtDOfUKp5XfqTN7pkS3U/Nl1hnxX8q+P0o1tiYnpMG1scaxEXCugSzwp0VD+vRcuS1/JheJp8ZrjK5euA8rNFbKYwvtvNbNlQKE91nJH8qtsQpHkkuP+YAHyvw3KHYtmN55Ud8vA5snOFXH2ypRZ77f4ZnrorvDL8EuLSCX+9gilHFuK7m2xX5HpHcHrSc0ZZ37Jzjz7GYAlPEn6XA19uZ3o8mP18tx9qv46NrM3L826+Cf1PbEMZP5fiXdrxAzmyUMr+HA7dU8G8xGbP62hHvO5NfVi7E7CBUTNORnwdSmk1V6VgJnJ/j1xRajqSXHwuwDqJjomvfqUWeK3O7OZXrufh4sCPjiBrWl+1OQx3lsR+rPvYu2ChDsjfxQkxJmxMS5cXYaEqushD5dwC2DvVlrNJehI0+XQ0cWMB94cIgyBeqvILs9Eh+Ssr98dH9GeHaGlgP5H0hThLLolcCOxaMk/HYKO/zIcMswArwy4kqykrvUm3cVOHvZsD/YtNin8RGGVdilcKr2IjjV8iY1pPi30ZYY/ZRbBR/OVYRzMCm8Q+t8XedEslPb0MeGEXLjond2piXPhv5MYeMqU3YSPF3Q3y8FeJnSch/f8XWiGV2hAU/+mMj8Ldihf0ybKThaWwGSe6UwDK/6rFpdTOwhtmy8N2vBXatIh1tjU0LvAmbDTIfq0gWYSMW12PT4ypO+cJGX64O7sob/1PKZAunlSC/D7YP9fPYrIGV4b0fwUaU9qJsqUl7DqwBVt7x9dEC7uqwrfLOwHriX8LKjqbw+yxW1h5Yi/DSBUp+kOuHzQa7L6ThZZjydTs2ot4vyE3PSgPh/trYsphLsU6Pd7C8ldRnd2OjeOsXiIsx2LTq/4YwrSTjXSqFK8Xv8diI4oMhjCtCGn8RGxU+lpwpmAW/ZUOlMNGNlPxwbVNsicqzIX0vwJYJngWMqPL9J2F10INY3bMcq89ex2ZCnYeNRFecio2VB9dTKmffDGnziMQ9FZT8yK8DgL+E9Lg8fP//YJ3jo4vGdTXfrsj3SMmPR2Pl+Ksh3pI6/G7gB8CHC/gzGMvXyaj6wpDW52Jl7e8wOyXD25PWo+d9GCvXX6FUHz4D/IrQqUxBJT/IboW10Z4NYY87jqa2MYyTsPr96pC2G0OcLA1p4WGsc34/Cra5U9LXtSEOlmBtucexsiy1M6sG8T4Mm7HxGKV8+yxmEHZC0TRd5mf/4OZaSrMdVob3eSLE35eBsQX8GhnS7ONR+J7BBi82DjLfjMLXamlOW/Jchh+fCN/3yZAPVobwvIiVC98hZRlMR8QRNawv23NICIzjdDjBuvor4fRuVZ3SZYFxHMdxnF6IiEyjtOzrKFWd3nWhcRxndUZELqW0/ew+qtqenQecKnDr+o7jOI7jOI7jOE7NCDs+xVvoPZol69QeV/Idx3Ecx3Ecx3GcWvIVSkaX71fVd7syMKsbruQ7juM4juM4juM4hRCRS0XkQxn36sKOGT+PLv+yc0LmJPgWeo7jOI7jOI7jOE5RjgD+R0SewIxwvh6ur49tO7hRJHu9qv6pk8O32uNKvuM4juM4juM4jlMtW4Yji//D9px3OhlX8h3HcRzHcRzHcZyibI8Z1dsD2z5xLWAott3ca8A92Jaobmyvi/At9BzHcRzHcRzHcRynl+CG9xzHcRzHcRzHcRynl+BKvuM4juM4juM4juP0ElzJdxzHcRzHcRzHcZxegiv5juM4juM4juM4jtNLcCXfcRzHcRzHcRzHcXoJruQ7juM4juM4juM4Ti/BlXzHcRzHcRzHcRzH6SW4ku84juM4juM4juM4vQRX8h3HcRzHcRzHcRynl+BKvuM4juM4juM4juP0ElzJdxzHcRzHcRzHcZxegiv5juM4juM4juM4jtNLcCXfcRzHcRzHcRzHcXoJruQ7juM4juM4juM4Ti/BlXzHcRzHcRzHcRzH6SW4ku84juM4juM4juM4vQRX8h3HcRzHcRzHcRynl+BKvuM4juM4juM4juP0ElzJdxzHcRzHcRzHcZxegiv5juM4juM4juM4jtNLcCXfcRzHcRzHcRzHcXoJruQ7juM4juM4juM4Ti/BlXzHcRzHcRzHcRzH6SW4ku84juM4juM4juM4vQRX8h2nDBGZKiIqIjO6wn1b6arnOo7jOI7jdBahraMiMr6rw7I6ISJTQrw3pNybHu5N6/yQVcfqkn5cyXd6PVHBM6MGfk0VkWkislUNguY4jrPaEpXNRY6TInfTshqajtObEZGDojzxzwLyU1YXhaYIIjIjio8bKsje11OUVqdzKEs/lY6DytzWTBcpSp/OepDj9CA+AJ4HZqfcmwrsCjQAj3VekBzHcXotK4DGCjKLOiMgjtPNOTL6v4eIrKeqr3dZaHo2B4vItqr6SFcHpJfwFtZ2fq+rA9IJLMV0hUoyXYor+Y5ThqreBNzU1eFwHMdZTXhAVad0dSAcpzsjIiOB/YHFwM3A4cAXgfO6Mlw9nHOAfbs6EL0BVf0u8N2uDkcn8UdVndrVgaiET9d3HMdxHMdxnO7N4UBf4M/A/wvXjswWd3K4DVBgHxHZpasD4zgdgSv5jlNGmgG75Bo2VR/gd2Vrbxpy/PukiNwlIu+LyEIR+beIfL5CGIaEdaePBzcLReQJETlLRIa2490OFpHbRORdEVkmIq+LyFUisk0Fd8NF5Bci0hDcvSYil4nI+mmGWERkvIg0h+tb5Pg7KLybisjebX0vx3Ecx+nlJAr9VcC92JLCiSKyQ0c8LNTPnw1thKdCG2aJiLwkIr8VkU1y3K6yAyAiG4jIpaG9sUxEXhGRn4rIkBz3dSJyYmgDLQltlltEZKcavd7jwJ/C/x+2xYMQxmNE5G4RaRSRpeHdfisiEzLctGgvici+IvJ3EXkntJlOCtdbtENF5PMi8oCIzA9xcZOIbB75O1ZELgxttKXhG50qIvUZ4dhIRE4WkTtDmJeG7/vvcH1AG+Ij1fCeFF/DPiXFz7VE5FwReTK0FReFtPhDERmRE5aOTj89AlfyHacYS4A52NpRgPnhPDneTXMkImcAfwE+Hi4NBHYErpbIkFSZmwnAE8CZwJaAhOPDwPeBJ/Iq1ww/60TkCuAG4BPAcGzK37rY6MB/ROSrGW7XAx4FTgLGAU3AMOAY4BGgVWWmqg3AHeH0qJygHYrFyWuRvOM4juM4ARGZBGwLzAX+qaoKXBNud9Ro/lTgOqyNMAnTGeqAjYEvAzNFZM8KfkwGZgL/AwwJ7scDJwN3ikjfcgci0ge4EfgV1gbqE44DgHtE5OB2vlfCmVh75uMislc1DkVkTeDvwGVY+24QtgZ7PBY3T4rIgRX8OBm4FWuT9QWaM+R+DFwNbB8ujQIOAu4TkU1De/Bh4GvACCyuNgbOxeIwjeuAnwK7Y+26Jdj32TFcv0dEBueFvwrm5ByZtljEZlg8B5wKbIHFkWBp8XvAYyKyWYq7zko/3R5X8h2nAKr6R1UdAzwQLv2vqo6Jju1TnE3GKpEzgJGqOgwYA1wf7p9b3hMpIv0wRXwcpvjujVUeg4A9sZ77DYCbRKR/Fa/wHeBL2PS0M4DhqjocWA/rza4Dfi0iH09x+wes4pqDFZKDVHUw8FGsgP5JxjMvC79fTKvIA0kHwHRVTa3gHMdxHGc1J1Hkr1PVZLDhqvB7WGg71Jq5wIVYXT9MVYcAawCbh2cPxAYsBub4MR0zUvzh4H4QNkCwDNgOU4jLOQU4EFN6vw0MDe2VjbDBgP9r95sBqvoc1r4BW5tfDT/H2mfLgK8Ag0MbbzNgBhZPV4vIphnuRwM/Bi4Gxob3G0SpfZiwFfANbJBlaIjDLTEDdyMwewx/wNqLW4X7Q4DTg/uvSvpsypnBzwnAGuH5A4BPAS9g36Ymth7K2sotDiDZIeJ14KnEjYiMA24J73gZMDGEbyCm8N8GrA/cmDJboVPST49AVf3wo1cfWCWjwIyC8lOz5LHCW4GpBdwrcFrK/TWAd8L9L5XdOyJcXwFskeJ2ErA8yBxdJNxYofhBuHduip/12NQ/Be4pu7dbuN4M7Jzidjw2I0CBhrJ7/aL3PDDF7aaR3xt2dTrxww8/OveIyublwNsVjiGRu2lpZY4ffvTGI9TRb4Y0v0vZvSfC9UMy3E6J2iPjaxgmAW4P/h6Zcj955lNA/5T7F4b7/yq7HrdXpqW46w883dZ3itpw54XzDaM21YFlsvelhYPSjEYFjkt5xprAS+H+lTnf4+qccE6N5M5Muf+x6H4j1glTLnNnuP/9KuNoI6wNughYMyP8DSnukvK81XfLeM6pQX4xsG3ZvT+Ee7/McNsP6zxS4DNdkH6WkF9fPZ8TPzPam/+KHj6S7zgdx1LggvKLqroU+Ec4Le9h/Uz4vVlVnyq7h6o+Tamn93MFw7E31rO7HDg/xc8m4Afh9GMiMia6nUxrul9V709x2wBcm/ZQVV0O/D6cHp0ikoziz1DVVyq8g+M4vZe+2MhW3uHtFWd1ZW9gLPAqUF4PJ6P5nWqAT01r+Vs43TlH9Oequizl+s3ht7wNlLRXlgG/SHnuMmw6eU0IbY/Lw+kPREQKODsYK4/epjRjMfZzMaW21sFZ6+LJngUZsxybNVDO/ZS2aPuNqr6fInNn+M20i5SGqr6MKcJrYjMJao6I7E/JFsIxGm1jGOwBfDacpr170r5M2sLxUovOSj9rULnO6nK80nScjuMZVc3a2/mN8Du87HpiAO+uHH//VSZbiUTucVWdlyFzD7Ayxd+tw+99Of7fm3MvqQD3E5FVhV6o9L4UTi9v5cpxnNWJu1VVKhxpjVjHWR1IFPhrgnIdcw02OriviKxV6weLyHoi8mMReSQYZmtKDKVRUqLWyfHiPxnXK7WBHlPVrH3I764c8qo4B1OYPwwcVkA+CeO9YZAkjaSdNhCbwl/OEsz4XyUaVHVB+UW15Y3JfvStBoQCc8JveRwDICJ7icg1IjJLRBbHRvCw5aaQ/23bhIhMxDqn6rAZFdeUiWyHjdQDPCQib6cd2FR8sGn7CZ2Vfq6oUF8Nq8Ez2o0r+Y7TcbQqmCOSHtjytepJJf0G2bwefkcW7HWu6GeYXTC3TB7MwAvAWzn+v5nj77OYHYM+2H6+CftglccHmIEUx3Ecx3EixHbTSQy4XV1+X1VnYx3tfTADebV89q7As5hNn22AoVi7JjGaNj+I5q3Jz2oHJW2gPmXXk/ZHZruC/PZR1ajqG8Bvwum0nJH3hGraabF8zFwtZocor+3VVEEmuZ9m3PBX2Hr4w7Dp+X2waf/Jt03sPuR926oRkWHYFpBDgb8Cp6WIjY3+542UJ7szrBnJd3r66c64ku843ZNqjOp1pJ9FOhEqcWn4ja3sJ/+vUdUlNXiG4ziO4/Q2DsWmBoPtrNNq6zFKu/fUbMp+MJb7B8wY3B3hGQNUdZiWjKZ9MxGv1XO7kHOxNeibUjwe89pU5TMuysmaAdDhiMi+wIkhDNMw43v9VXVk9G0fSsRr+Nw6rKNqU6zz6AsZHR2JbjqvwAwvUdUptQpjb8OVfMfpXiRb8Y3LkVkv/M5NmbrXJj9FZA1gZJl8/H8s2eTdA9uqZT4wSUS2F5FRwCfDvdXHyqnjOI7jVEc1ivvWIvLhGj13J6yt0YgZpLs3zPiL6Yh1x0mbI2+aeM2nkKvqu8Avw+n3K+xWUKSdFk8hT91iuQtJ1rtfpqpnqeqslLZkR3zbHwP7AvOwNDU/Q27VMoMyG1FF6JL0011xJd9xqiPpdeyonutHw+9uOTK7l8kW9XMTEVk3Q+bjlKbNxf7ODL+75Pj/sbyHByM0yZqro4EvYOutnlLVrPV6juM4jrPaIiITsO3rwAygDc85bglytRrNTwYTXgh1eBp71uhZMUn7YysRGZIhs2sHPBfMEN77mPJ+bI5cEsYdRWTNDJmknbYI2+6uO5F825lpN8P2dRNq+UAR+QLwLWz2wGGq+mKO+H8p2Yiqdk/7rkw/3Q5X8h2nOpKex44yqpFYC91XRLYuvykikyhZ4L+uoJ//xMLdl5KhktjPeuCMcHqvqr4d3b4p/O4sIjuluN2AYoZqkin7h1HaF9cN7jmO4zhOOonC/riqPq6q72cdwJ+C7BcKrCkvQmK0bJMw068FIrI3+YMRbeUfWHulP/C/Kc/tB5zcAc8lxOPPwun3sH3Z07gRG/AZSUpnQFD8k7bWjTnG+bqK5Ntmzfr4EbWdpr8dJSPM31bVf+bJB0ODN4TT02OjzSl+9xGRQdGlLks/3RFX8p3Vib4iMqrC0cpASRlPh9+Dg0GcWvNHbN9bgJtFZM/EuJ6I7AHciinrT1PaOieXYOH/R+H06yJyWlIohpH9a7CR+mbg9DLnd2FGfQS4QUT2jcLzEeA2bIuXSmF4BNvTdBgwKbj5Q5HwO47jOM7qRKhnjwinRYzT3oIZSxsDfKIGQbgf2798JHCliIwN4RogIkdjStjcHPdtomz7uTNF5JthSzVEZDw28LB+uuuacAFmtX4sGTsYqeqrwG/D6XkicqyI9A9h3BTbWnACFn/ndGBY28rt4fc4ETk6WZogIhuIyBXA57Ep9e0mLM+8CbMrMV1VW21rl8Gp2FKRscADIvLpJI6DvxNE5CRsbf92yfVukH66Fa7kO6sTH8XW6+Qdefu9gu37vhxTit8TkTdEpEFE8raYK0zY+/MQbD/cDbDCeKGILMKM32wAzAYOzth7NoufAldiyvo5wPsi0gi8hq3PagZOVNV7ysKjmFX82VhheyuwSEQWAA8CI7ApWGD7kuYR7yd7i6q+lynpOM7qxEeztkmKjl9W9sZxeg1TKK35viFHDlg1Cp1s29buKfvBv++G088Cb4rI+9go6eXAS8BZ7X1OBj/GLLDXYyPr80VkHvAKtg/60R30XFR1IXBeAdGTsfZZf+D/AQtCGJ/Hvt0y4HBVfaGDgtoepgP/xpZoXg4sDmF/Fdva+ExKg03tZQtKywM+WaGMT5amoKoN2C5Mb2LW/2/E2sLvichS4EVsC8cJtDZy2Bnp59ACdda3KnvTsbiS7zhVoKrPAXthI9gfYL3m4ygVYrV4xkvYHqVn03L/06eAHwBbVltxqGqTqh6JTfX/J7bubBC29co1wA6qenGG29lYj/avMGW/Pri/FNiWUm9+pX2s49EIN7jnOE5CX/K3ShqNbbnkOKsLiaL+gqo+nStZIukMODBsVdYuVPVX2JroZFS/D/AcpgR+lPxtgtvz3JXYYMfXMWVzJbaW+2/Arqra0dvuXkT+FmzJiPG+wP9gsx0XY1u5vYoNaHxYVf/cweFsE2EwaU+sM+NlbJBnJdZp8UlV/UEHPXok+WV8C2OHwWbTROAUbCvmBdhs0CXYuv0fA9ur6t1l7joj/axR4V1GY23sLkWKGed2HMdJR0R+gE3zv0JVp+bIfQGbov8GMK4brlNzHMdxHMdxnB6Pj+Q7jtNmRGQEcEw4vT1PFvhK+P0/V/Adx3Ecx3Ecp2NwJd9xnFxEZEcRuVBEtkus7AaLprtjhvnGAg3krBsUkWMwOwbLgEs6PtSO4ziO4ziOs3rSp7KI4zirOYOBr4WDYMBkIKX1U43Aoaq6NHYkIusB9wX3I8Ll81U1d62b4ziO4ziO4zhtx9fkO46TS9gC5TjM4OBGwNqYIZMGzADhz1T1rRR34zFrps2YMZpLgR+ranNnhNtxHMdxHMdxVkd6lJIvIiOBTwP7Ax8G1sW2M3sS+B3wu1iBCHueHw9sBWwNfAiz4vtlVb2MHETkSOCE4KYJmAn8VFX/miFfD5yIbc2wCWb98d/AOar6QBtf2XEcx3Ecx3Ecx3EK09OU/K8Av8G2/boL285rNLbFx1BsTfBnw97ehC1E5gXnc7AOgfWpoOSLyE+xPTBfB67HpiUfhk05PlFVf10mL8B12PZkzwO3BNlDsW0WDumuW2k4juM4juM4juM4vYeepuTvjq0F/lvZiP0Y4GFMgf+Mqt4QrvcD9gAeU9W3RGQatr9nppIvIh/F9gSdhe2/OC9cHw88Ep4/UVUbIjefB67G9nHcI1mbLCLbY2uSPwA2VtUO2VPUcRzHcRzHcRzHcaCHWddX1X+p6i3la3pV9W1KFrunRNeXq+rf09YL55Bs8/XDRMEPfjUAFwH9gaPK3Hw1/J4eGx9T1f8AfwTWwkb5HcdxHMdxHMdxHKfD6FFKfgVWhN+V7fRn9/B7W8q9v5fJICL9gY8Ci4F7i7hxHMdxHMdxHMdxnI6gV2yhJyJ9gC+F0zTlvKg/AzFjfgszRv9fDL+bRtcmAPXAy6qa1sGQ5iYvDI9k3NoCWHYqWuIAACAASURBVIhZNHccxwEYD8xX1Q27OiDV4mWd4zhVMB4v6xzH6f2Mp0ZlXa9Q8oHzsMLyVlX9Rzv8GRp+P8i4n1wf1k43baG+f//+IzbYYIMRlUVb09xsKxzq6nrT5I220x3io7Gxkblz59bMv/r6esaOHcuAAQOqctcd4qI70ZPiY/bs2Sxbtqyrg1Fr2lXWdSQ9KW30ZPouXMgab7XsZ9f6ehZvsAHNfdKbLf5tui+1+DarY1nnaTqfnh4/b7zxBosXL151vhZmWAwRFq+/Pk39+7fL/54eP51Bd4yjWpZ1PV7JF5GvY5bwnwOO6KTHVmOtUKpxo6rbpnoi8sikSZO2eeSRrA7hfGbMmAHAlClT2uS+t9Fd4mP58uU8++yzPProo8ycOZPZs2czZ84c3nnnHebMmcOiRYsK+9XU1MT+++/PJZdcUlk4orvERXehJ8XHtttuy6OPPtrQ1eFoCx1V1nUkPSlt9Gjefx/GjoWlS0vXmprg8MPhnHNSnfi36b7U4tusjmWdp+l8enr8PPfccxyw//7MevllAN7F9us+V5Vjd98dfve7dvnf0+OnM+iOcVTLsq5HK/kicgLwS+AZzKp9Yzu9TEbdh2bcTxu1r+RmSIobxwGgX79+TJ48mcmTJ3PUUeX2HGHRokW8++67qxT/e++9l5/85CeZ/u26666oKraro+M4Tg+iuRkuugjOOKOlgp+wYkXra47jOD0NVSb+9788umABB1Ay6NUIHAfs2djIRl0XOqeX0GOVfBE5CfgF8BSm4L/TXj9VdZGIvAGsKyJjU9blbxJ+X4iuvYR1vm0kIn1S1uWnuXGcQgwcOJCBAwcyfvx4AF577bVc+cMPP5wjjjiCoUOHMnToUAYPHsyQIUPYZZddmDZtGv3bOf3LcRynwzjxRLj44tbXJ02CT3wCTj2188PkOI5Ta849F047jbnAq2W31h04kGE/+lFXhMrpZfRIJV9ETsHW4T8G7KWq79XQ+39h0/73AcrnyuwbyQCgqstE5AHgY+G4q5Ibx2krn/rUpzj99NOZN29epkxTUxONjY00NpYmttx3332cd955bL755tTX1yMi1NXVUVdXx7hx41JnETiO43Qar73WWsG/7DI46CAYObJrwuQ4jlNrliyBs88G4ERgdnRr33335eKLL2ZEGNhxnPbQ45R8ETkDOBt4BNi7BlP0y7kEU/JPE5GbVXVeeO544ARgGa2V/99gCv45IrKHqi4NbrYHDsWW2txQ43A6qyHrrbceM2bM4OKLL+bdd9/lgw8+4L333mPWrFksXLiwovtnn3221bWZM2fy8MMPc8ABB3Qr4yOO46xG/OUvLc/r6+Hoo8GXHjmO05u4/XYIhtWeii6vvfbaXHXVVQwfPrxrwuX0OnqUki8iR2IKfhO2hOXrKWuPG1R1euTmVGBiON0q/B4lIruE//ep6mWJvKo+ICI/B74JPCEi1wP9MGV9BHCiqjaUPfNa4GDgM8BMEbkFGBnc1ANfVtX5bX1vZ/VjxYoVPPHEEzz22GO88847zJs3j8bGxtTfIsp9JRYsWMCKFSt8Or/jOJ3P3Lk2VT+mqQmOPx6++EX4yEdM6Xccx+nJNDVZmRbYjtJ0/XfeeYfRo0ez1157cfjhh3PYYYdR7+We0w56lJIPJHsG1gMnZcjcDUyPzvcBdi2T+Wg4Ei6Lb6rqySLyBPA14FigGXgU+Imq/rX8gaqqIvJ54AHgaGwGzlLgHuAcVX2g4ps5qz1Llizhyiuv5Pe//z2PPPIIS9MMT3UAo0aN4qyzznIF33GcrmHoUJgwAV58seX1Sy6xY/RoU/hPO82Vfcdxei719bDVVnCvmdr7Iaa0JGuOV6xYwa233sqtt97KSy+9xJlnntlVIXV6AT1KyVfVacC0Kt1MaeOzrgCuqEJ+JWYI8BdteZ6z+vDWW2/xt7/9jVmzZvHqq68ye/ZsXn31Vd544w1Uq9md0airq2PEiBGss846rLPOOqy77rqr/o8dO5bRo0czcuRIRo4cybBhw1pNyU+2EHEcx+kS+vSBRx+Fq66Ce+6Ba66BuCycMwfOPBP23ttG9R3HcXoqt98O118P//gHm/31rzw1bx5/AK4DHo7Efv/737uS77SLHqXkO8Vobm6msbGRBQsWsGzZMlSVNddcE0hfk7060tHxISL079+fwYMHM2LECOrq6pgzZw7HHXccf/7znwv5MX78eLbffnvGjx/P8OHDGTFiBCNGjGj1f/Dgwb6W3nGcns2gQXDccbDPPnD11QA09+9P4957s2CHHVi2/vrommtCRpntdVz3pfzbpNWPjhOT1o4tp0fn+W22gS23hL32AmB3bD3xm5HI0KFD2/VuPTp+Oomu0AU6E1fyexnNzc289tprLF68uMX1JCE7RkfHh6qydOlSli5dyqJFi1h//fX5xS9+UVHB33DDDTn++OM54ogjGD16dIeG0XEcp8t57z249lp48EF4+GF46SXAFPzXTj6ZxdtvD6NG2ZT+PtlNFq/jui/l3yatfnRF30nIaseW0+PyvKqtyW9qorm5mabmZpo335wmQIGh4Uho7/v1uPjpArpCF+jMss6V/F5GY2Mjixcvpk+fPowZM4aBAwdSV1fHggULABg8eHAXh7B70NHx0dzczKJFi3j77bdZvHgxjY2NbL/99ohI5pT8Cy64gN13352JEyfSt2/fDgmX4zhOt0AVzj8fTj019Xbj3nuzePvt6TNxImPWWYeBgwblNo68juu+lH+btPpx1KhRXRlEpxuR1Y4tp0fl+XffRWfP5h1V5gDLc0T79evH+PHjGTJkSLse2aPip4voCl2gM8s67zrtZSQJdsyYMT6Nuwupq6tj8ODBjBkzBrDvcsghhzBz5sxMNyeddBJbbrklm2yyCW+++WamnOM4To/nxhszFXyABXvvDRtvzJh112XwkCFel/Ui0upHx0node3YhQvh1Vd5R5XXSFfw6+rqGDZsGBtttBFbbLFFuxV8p3vQ1WVdD885TjnLwt6bAwcO7OKQOFD6Dsl3mTx5MhdddFGum1dffZVrrrmmw8PmOI7TZdx1V+7tZQMHwtKlDHz9deiknUaczqW8fnQc6IXt2KDYvZ9xezSwRXMzE5YuZUT//j2/U8NpRVeVdZ6SehnJVHAvJLoHIgLQYor+8ccfz7PPPsuFF16Y6e6qq66ioaGB+fPnt8nivuM4Trfmq1+FHXaAjKVJ2qcPiFC3aBH4zKZeSVr96Di9rh07ciQMHsxYEdI2AJ0DPAm8v3QpvPZaJwfO6Qy6qqzrJTnIcbonScYuZ+LEiXzta1/jtttuS70/c+ZMNtxwQ4YOHUrfvn0ZOXIkG264ITvttBNPPPGEN4ocx+nZTJoEDz0Ey5bB/ffDoYdmyw4a1HnhcjqNrPrRcXoV/frBZpsxZJtt2GLTTRkzYEArEQXeAfD1872Srirr3PCe43Qhe+65JzvuuCMPPfRQpkxTUxONjY00NjbS0NDA5MmT6dOnD0OGDGHAgAGo6qqjubl51TFu3Dguv/xytt566058I8dxnCq44AL45jfT7/XtC5tuCimNYsdxnB5FYyN9X3mF5ozbfYYOhXXX7dQgOb0bV/Idpwupr6/njjvu4LLLLuOZZ55Zpcwnx9y5c1O3kVm5ciWNjY25fjc2NrLtttvyyiuvMG7cuI56BcdxnLZz442tr/XvD5tsYiNgruA7jtMbeN9W5Zevza+vq2PUWmuxzjrrdH6YnF6NT9d3nC5m0KBBnHTSSfz2t7/lwgsvZNddd2XhwoWMGjWq3VN8VJUVK1bUKKSO4zg15vvfbz16te664NalHcfpTYwZA/37M7zs8sCBA1l//fWpr09bse84bcdH8h2nG7H33nvz1FNP1cSvoUOHcuONNzJhwoSa+Oc4jlNz9toLZs+GO++Evfe2ay+/DEuWwJprdm3YHMdxasXAgbDFFqy7cCFznn9+1eWFCxfS3NzcewwNOt0GT1FOr+eFF17gm9/8Jttssw0jRoygb9++bLDBBuy2225861vf4pFHHmkhP23aNESkxbHGGmswYcIEjj32WBoaGjosrCtXrqwoM3z4cE444QTuvfdempqaWqzJj4/333+f3XffvcPC6jiOUxPq6mCnnVpe873TV1FeH6UdM2bMWCU/ffp0RISpU6cWfsYpp5zCHnvswfrrr8+AAQMYMWIEW2+9NWeddRZz587NdPfAAw+w3377MWLECNZcc0223HJLLrjgApqamtrxxo7TSxFhZb9+LS6NGTAgU8H3vO+0Bx/Jd3otqsrZZ5/N2WefTXNzM9tssw2HHnooI0aMYO7cuTz99NNceOGF/OxnP+PXv/41J5xwQgv3u+66K1OmTAFg7ty5/Otf/+LSSy/l+uuv56GHHmKTTTapeZhvvfVWjjnmGO7K2UN63rx5XHTRRVx00UWAFepHHnlkzcPiOI7TaTz3XMvzN9+E0aO7JizdlDPPPDPz3vjx/5+9+46PoswfOP6ZTUJ6NoUkBEhCCSXSg6IUAQURUQ8QBGwcFjw9y8EpioqAqOjdAYr68xA4sVdEFM+ogARpygHSewqBJKTX3fTM748hazbZTWOzySbf9+s1r9155pmZ726ys/udeeZ5ulzWtl977TWioqK44YYbCAoKwmAw8Ouvv7J48WJWr17Nr7/+SmhoqNk633zzDVOmTMHNzc303bpp0ybmzp3Lrl27+PLLLy8rJiFao7JqY6V7Go1QXg61NNeXz75oDEnyRau1ZMkSFi9eTGhoKJ9++inDhw83Lcu/dJWosLCQ119/ndzc3Brrjx49msWLF5vmKyoquPXWW/n+++9ZunQp69ata3BMRqORuLg4YmNjiY2N5eLFi2RmZtbocK8hHn30Ue655x5p6iWEcFyDBkHXrhAfr82Xl0OFtX6o26aq30e2lpeXh5ubW43y5557jqVLl/LKK6/w9ttvm9WfPXs2Tk5OxMTEcOWVVwLw4osvcv3117N+/Xo+++wzZsyY0WQxC+GIql/nNgD6/Hzw9bW6jnz2RWNIViBapbi4OF566SXatWtHdHS0WYJfVVBQEEuXLuWpp56qc5s6nc7UBOp///tfvWNRVZW4uDgURcHT05N+/foxadIknnjiCf71r3/x7rvvsnHjRn755ReOHj1KcnJyvbcNcOONN0qCL4RwTHl5Wg/79977R4IPWhN+GUfdbiz9yAeYNm0aAGfOnDErX79+Penp6cyYMcP0I79yOy+99BIA//73v5soWiEcS0lJCRnp6Zw9cYJTp0+bLfMCsPL5s4fm/OwnJCSYbi9ISEhgxowZtG/fHjc3N6688kq+++47i+sVFxfz6quv0r9/fzw8PPDx8eHaa6/liy++qHUfp0+fZvr06QQFBaHT6dixYwegXdRTFIXS0lKWLFlC9+7dcXNzo3fv3qxZs8a0rVWrVtGvXz/c3d3p3LkzixYtoqIFn4yWK/miVVq3bh1lZWXceeed9OnTp876zs71+yioqgqAi4tLvWMpKSlp8NX5qpydnRkyZAhdunQhODiYDh060KFDB9q3b0+nTp3o379/o7cthBDNQlXhX/+Cp5+uuczTE7p0kSS/Bdi0aRNAje+Zn3/+GYDx48fXWGfkyJF4eHiwe/duiqs1TRaircjNzSUrK4uCggKLnwMF6Aj4hIU1a5JvjS0++66urvXa17lz5xgyZAjdunXjnnvuISsri88//5yJEyeyZcsWrrvuOlPdkpISbrzxRrZv307v3r155JFHMBqNrF+/nunTp3Pw4EGWLl1aYx+xsbFcffXV9OzZk7vuuovCwkK8vb3N6syYMYPffvuNCRMm4OLiwvr163nwwQdxcXHh8OHDvP/++9xyyy2MGTOGb7/9liVLluDh4cHTlr7HWgBJ8tuYyx2SzZ4qE+rG2LVrF4BNO54rLy/n3XffBWDEiBH1Xu9yz/KVlZWxe/duzp49S0hICL6+vuj1enx9fWtMer0eT09P9Ho9V199tUP9vYUQbciHH1pO8KOi4Jtv6u54r9qxzdtKtRbhMr7LqrLWZNfNzY358+fbZB/Lli2joKCA3Nxc9u3bx86dO+nfv3+N7Z+61Dt4z549a2zD2dmZrl27cuzYMeLi4ujcubNNYhMCMH32W/RnHtADZ6y0+tQD4e3a0a5HD3B3r3NbjvrZj4yMrNe+Y2JiWLx4sVnfA3feeSfjx4/nX//6l1mSv3z5crZv385NN93Et99+a7pIt2jRIoYMGcIrr7zCLbfcwrBhw8z2sXPnTp555hmzEwD51b5nEhMTOXr0KL6Xbp144okn6N27N3PnzsXX15fDhw/T6dKQr4sXLyYiIoJly5bxxBNP1PtioT21vIiEsIGLFy8CmD6MVSUkJPDOO+8AmM4y+vr6MmfOHLN6lQcdgKysLDZv3szJkye54ooreP755+sdi4uLC56engB4eHhQWFjYqBMYaWlppKWl1bv+2LFj+emnnyTRF0K0PJZuMdLrISYGvL3hxAm7h9TSvfDCCxbL9Xq9TX/op6ammubHjx/Pe++9R2BgoFm9yn5s9Hq91ZgAcnJyJMkXbZ4O8AR80BJ8D4DISKhnq1BH/ezXV3h4OAsWLDAru/HGGwkLC2Pv3r1m5e+++y6KorBixQqzxDooKIjnn3+eBx54gLVr19ZI8oODg2vtwBDg1VdfNSX4AN26dWPEiBFs27aN5cuXm+UUvr6+3Hrrrbz33nskJSURHh5e79drL5Lki1apMom2lOAmJCTw6quvmpWFh4fXSPK3b9/O9u3bzcoGDhxITEyM1YObJc7OzkRGRppiqqiowGAwkJeXZ5pyc3PN5jMzMzl58iTr16+v936q2759O0VFRbjX4yyxEELY1V13QUYGzJ37R1luLvTrB5s2QQu8KtLcLqd1W31VniBPTU1l9+7dzJ8/n0GDBvHdd98RFRVV7+3U9h0sRFvi7OxM/86d0SUmmncmeuwYdO+undSsQ2v/7A8cOBAnC6MLhIaGsmfPHtN8fn4+Z8+epVOnTvTu3btG/crWu7///nuNZQMGDKjz9oGqfQxU6tixIwCDBw+usawy6b9w4YIk+aL52eNA0RKEhIRw8uRJkpKSaiwbPXo0eXl5ALi7u1u9v37RokUsXryYiooKkpKSWLZsGW+88QbTpk0jOjq60Z3d6XQ6vL298fb2ttjSACAjI4O+ffs2avuVbr31Vvbu3Yubmxvu7u6mx6rPLR1UhRCiySkKzJkDs2bBvHmwdq1Wfu4czJ4NdY1eUu27rLLZZfV7LEXjBAcHM3nyZKKioujZsyczZ87k6NGjpuWVJ7otjUwDmL5jG3JCXIh6ufTZb8mf+bS0NBITEwHtlstyvR7dgAGQkgKXkmnKyrTORvv1a1H9jzTHZ9/XysgCzs7OZre8Vu4zJCTEYv3KckutCDp06FBnHJZirmwtUNuy0tLSOrfdHCTJF63S8OHD2bZtG1u3buW+++67rG3pdDpCQ0NZuXIlycnJrF+/nrfeeovHH3/cRtHWdOTIEbNmU42xYcMGNmzYUGsdFxcXXFxccHV1xdvbu8ZJgKrPLZXVtjwoKIiePXvKlRwhhHW+vrB6tdbx1FtvaWW//QaZmRAQ0LyxCcLDw7niiis4ePAgGRkZtG/fHoBevXqxb98+Tp8+XeMKV1lZGfHx8Tg7O9OtWzdKSkqaI3Qhmk31CyhHjx6lY8eOBHbsiM7FBc6f1xaUlGhJv5WktTnZ4rNva5WJdmWrg+pSUlLM6lXVFn+LSpIvWqVZs2bx6quvsn79ehYsWFDvzj/qsnz5cjZt2sSSJUuYNWsWPj4+NtludSNHjuTvf/87K1asaJLtVyotLaW0tBSj0Uh2drbNtz948GDmz5/PlClT2uQBVghRD4oCb7wBcXHw/fdaWUJCreNGC/upHNa1auJy/fXX8/HHH/PDDz9wxx13mNX/5ZdfMBqNjBw5EldXV0nyRZtT2Rly5RXl8vJyzp8/T3JyMr6+vnTw88O98jdXUhK0a9ciT2pe7mff1ry9venevTtxcXGcOXOGHj16mC3ftm0bQINuL2jNZHBt0Sp1796dBQsWUFJSwk033cTu3bst1mtIxyAAYWFhzJ49m8zMTJYvX26LUC1ycnJi+fLlqKqKqqqUlJSQnJzMoUOH2Lx5Mx9//DGvvfYaS5Ys4dlnn2Xu3Lk8/PDDzJo1i+nTpzNx4kTGjRvHtddey1VXXUXfvn2JiIigU6dO+Pv74+HhYZeke//+/dx+++386U9/snjrhBBCAFqi/847cOlqEaoKxcVgMDRvXG3AyZMnLV4Zq6io4LnnniMtLY1hw4bh5+dnWjZ16lTat2/PZ599xr59+0zlRUVFpg60Hn744aYPXogWyMnJiYiICCIiIsyS3fLycq3Ppbw8itu1+2OFhAStTxI7c8TP/n333YeqqsybN4/y8nJTeUZGBi+++KKpjpAr+aIVW7hwIaqq8uKLLzJ8+HAGDx7MkCFD8Pf3N90vFRMTA2hXzuvr2Wef5T//+Q+vvfYajz32mKkJU1NycXEhJCTE6n1IjVF58mDz5s2UlJQQFRVFYWEhhYWFFBUV1Xhuqaz6coPBQHJyMufPnyczM9O0r++++47OnTuzbNky/v73v8tVfSGEubQ0+Mc/tM74KqkqpKZCEzT7dETWhtECmDRpEgMHDmzUdn/44QfmzZvHyJEj6d69OwEBAaSmprJ9+3bi4uLo0KEDa9asMVvHx8eHNWvWMHXqVEaPHs2MGTPw9/fn22+/5dSpU0ydOpXp06c3Kh4hWgtfX198fHxIS0sjJSXFlJSWl5eTVV6O6Redqmr361u5j10++3948skniY6O5ptvvmHAgAFMmDABo9HIl19+SVpaGk899VSDhrluzSTJF62WoigsXryYO+64g1WrVrFt2zY++eQTDAYDXl5edO3alYcffph77rmnQU17QkJCePjhh1mxYgWvvPJKk17Rt6Xy8nKKiopqTElJSZSUlODt7Y3RaMRgMGA0Gk1TXfOVZXl5eWRnZ9faueOTTz5Jr169uOWWW+z4yoUQLd699/7RVL8qabJvYm0YLYAuXbo0+of+2LFjefDBB9m1axeHDh0iJycHT09PevbsyT333MPjjz+Ov79/jfUmTZrE9u3befnll/nqq68oKioiIiKCFStW8Pjjj8vJXCHQ+nXq0KEDZWVlZlfNa3QXWOVqeXXy2f9Du3bt2Lx5MytWrOCTTz7hzTffxNnZmQEDBvD666/XuIWgLVPaSm/rjk5RlP1RUVFR+/fvr7XeiUtjC1e/B70l90LaHOz5flj7m9SHqqqkp6cTHx9PQkIC8fHxJCcnm66cN2QqKyuz9UtrlJ9//pnrrruuucOwqrJ1x+jRo5s1jvoYPHgwBw4cOKCqas2xXRxUfY91zcGR/jcczrRp8OWXptkTH3wAkZFEDh5cr56n5Tuu5artb1Pf78e2eKxrq8eb+v5PONpn/vfffzddyXcF+lWvMGAAWBntqTEc7f1pDi0xF7DlsU6u5AvRAqmqysMPP8w777zT3KE0mK+vLwEBAbRv3970qNfr8fT0ZNy4cS06wRdCNJPXXjNL8gFwdm5RQ0sJIURjFBUVmd0/XmNEdR8f7XgnhA3Jf5QQLdDx48dbTILv7u5OUFAQgYGBBAYGmp5Xf+zQoQMhISGmcUOFEKJeysvhkUfMy7p0gSbonVkIIexFVVVSU1NNvdQDuDk54VMl4SckBDp2lBOawubk17gQLVDPnj0ZOnQoe/bsae5QKCws5Ny5c5w7d67Ouk5OTnh6ehIQEEDHjh3p2LEjnTp1Mj126tSJXr16ERwcLPdrCiGgoABuugl27vyj7PHH/+hlXwghHFBpaSlnz57FUGWEEAUIq5rg+/lJgi+ajCT5QrRALi4u7Nq1i7i4OAwGA7m5ueTk5JCTk0N2drbpedX5qr3dV+8R317345eXl5OXl0deXh7x8fF11u/SpQvffvst/frVuDtNCNEWbN1qnuDfdx+8/jqcPNl8MQkhxGVQVZXY2FizBN+tXTu6lJTgVVng46ONHCIJvmgikuQL0UIpikL37t1tsq2ysjKzTviqngDYs2cPxcXF9OrVy2xovMpe8w0GAwUFBabnVedTU1NJSkpqdFwJCQlMmDCBc+fOodPpbPJahRAOpPrx44035EevEMKhpaamUlBQYJrv1KkTwR4e6M6c+aNSWJgc60STkiRfiCbUUkavcHZ2xsvLCy8vrxrLjEYjUL8efM+cOcOjjz7Kjh07bBabv7+/NN0Xoq3avdt8/vx56N27eWIRdtVSvh+FsLXU1FTT84CAAEJCQuDCBfNKVZvtC9EEJMlvZRRFQVVVKioq5MpoC1D5I6a1JLF33HEHDRnaLDg4mM6dO+Pj42M2GQwGkpKSGDp0KHPmzGk1748QooGqD100ZAj88AOKv798l7Vyre37UQiAiooKSktLzeZVVUWpfhw7eRK6dwdfXztHKNoKSfJbGVdXV4qKijAYDDI2ZgtQeT+WayvpJTooKKhB9VVVJSYmxmILAiGE4PnnIT4efvxRm8/PhzvvxPX77ylSFPkua8Va2/ejEKCdtHJ1daW4uBiA7OxsEhMTCe/UCQoLITtbq6iq2rEvMhLc3JoxYtFaSZLfynh7e1NUVMTFixcB8PT0lLPkdqaqKqqqYjAYTH8HR/mRWl5ezkcffcTOnTupqKigoqKCkpISMjIySEtL42QDO8NKS0sjJSWFHj16NFHEQgiH1rEj/PAD7N0L48ZBbi6cO4f3K69QNG9eje8y+T5zbI78/ShEfSiKQs+ePUlMTCQ3NxeA9PR0/Pz88OneHYqK4PRpKCnRmuyfOAE9e4KnZzNHLlobSfJbGX9/fwwGA0ajkQtV7v8pv3Tvj5OTU3OF1qLY8/3w8PDA39+/yfdjC1OnLCDISQAAIABJREFUTmXjxo02296///1vSfCFEHWLioKuXeHgQQD8v/wSw+TJGCMjzb7LrJHvuJartr+NI30/ClEfqqqSnZ1tupJfyWAw4OPjA66uWkJfUqItKC+H9HRJ8oXNSZLfyuh0OkJDQ8nKyiI/P5/i4mJUVTV1riZnzDVN/X5UNtfy9vbG39/fYe4pPXLkSIPqP/vss9x11134+/vj5+cnzS6FEI2zbp0pwQfQFRcTWlJCVmCg2XeZNfId13JV/9s46vejEPWRm5tb48SkTqfDt/Le+7y8P5rsV5Lm+qIJSJLfCul0Otq3b0/79u1NZTExMQAMGTKkmaJqWeT9sOz999/n1ltvJbv6F5AVhw8f5uWXX27iqIQQrZ6FnqZ1U6bQ3sXF7LvMGjmmt1zytxFtiaWTVnq9/o+LIJZOVgYGNnFUoi2S06dCCJPhw4eTlZVlum9SVVUmTpxosa6npyezZs2yb4BCiNbp7ruhb1/zslGj4OWX4fvvoUpv1UII0VJ5e3uj1+vNyrKzs0lOTtZmfHxqjipy9CgkJ2tX+Csq7BSpaO3kSr4QwqqEhAS++eabGuXjxo1jzJgxlJaWsnXrVgIDAwkMDKR9+/a4uLg0Q6RCCIfm5QUxMVD1qv2ePdoEMGMGfPpps4QmhBD1pSgKERERpKenk5iYaCq/ePEipaWlhIWF4dSjBxw48MdKpaVakg/aCYCePUE6GRWXSa7kCyGscna2fB7wp59+4umnn+aOO+5g7NixDBgwgI4dO9KuXTt69+7N7Nmz+fDDD0lISKj1PlohhDAJCICHHrK87LPP4OmnoVpnVkII0dIoikJQUBCDBg0y63AyMzOT33//nczsbMpDQiyvnJ8P585ZvIXp5ZdfNo0ycurUKYurv/feeyiKwkPWjqWizZAkXwhhVefOnfnwww8ZOHBgvdc5deoUa9euZebMmXTt2hWdTsfMmTNJTU1twkiFEK3Cv/8NWVmwcye88w5Ubfb6z3/CX//afLEJIUQDODk50adPnxqdEsfHx3M4LY3zQUFU9OoFXbpove5XysiA2FizdVRV5T//+Y9pGNE1a9Y0dfjCwUlzfSFEre6++27uvvtuUlNT2bVrF8nJyaSnp5Oens7Fixc5dOgQcXFxtW7jww8/xM3NjdWrV9spaiGEw/Lzg+HDwde35pX7M2eaJyYhhGiEdu3a0adPH06dOoXBYDCVl5eXk5qWRmFREV06daJd9VaP1Y59P/30E/Hx8cyaNYvo6Gjef/99li5dSrt27ezxMoQDkiRfCGGVwWAgMTGRxMREzp07x7lz58yeJyUlmcZArku3bt2aOFohRKvy5ZdQVGRe9tprzROLEEI0kk6no3fv3hQWFpKTk0NmZibFl5L4vLw8jubn015V8QO8AAUgLMxsG5VX7mfPno2/vz8rVqzg66+/Zvr06XZ9LcJxSJIvRBu1a9cujh07xt69e8nNzeXdd98lPT2djIwM01RQUNDg7QYHB9O1a1fCwsIICQnBaDRy5513MmrUqCZ4FUKIVmv0aHjhBfOyO++EzZtr/AAWQoiWTFEUPDw88PDwICQkhAsXLphuY6xQVdKANMAV6Am4JiRAjx7g4UFqairffvstPXv2ZNiwYfj4+LBixQpWr14tSb6wSpJ8Idqgt956i8cee8wm2woODiYsLIxu3bpx3333MW7cOJtsVwjRxo0eDQ8/rN2nX+n0aYiOhr/8pdnCEkI0H8WBep231vGwoiiEhoai1+u5cOECRqPRtKwYyAWCSku1IfU8PFi3bh2lpaWmYYv79u1LVFQU27Zt4+zZs0RERDT9ixEORzreE6KNUVWVF1988bK2MXz4cHbt2oXRaOTixYvs3buXzz77TBJ8IYTtVFTAhAk1y8ePt38sQghhYz4+PkRGRtKjRw+zclMbSr0eVVVZu3atqRPjSrNmzTItE8ISSfKFaGMURaFnz56XtY1du3Zx2223OdQZdSGEg1m0CG69tWZ5Xp79YxFCiCagKAr64mKCq5TlABUA5eX8/PPPxMbGcsMNN9CpUydTnTvvvJN27drx3nvvUVpaaueohSOQ5vpCtCKFhYWcP3+e8+fPk5SURHp6OpmZmaYpIyODzMxMkpOTL3tfGRkZFBYW4ubmZoPIhRCiivXr4eWXa5bfdhtccYX94xFCtAiVTeDz8/MB8Pb2bs5wLl9+Ppw/j0uVIhWo8PJC5+VlGpWosql+pYCAAG699Va++uorvvnmG6ZOnWq3kIVjkCRfCAcWHx/P4sWL+eCDD+y+72+//RY/Pz+771cI0cqpKtx/v/ZYacMGGDECAgObLy4hhLC1xERUVeVClSK9jw/OPXuSnp7Oxo0bAbjjjju44447LG5i9erVkuSLGiTJF8KBLVy4kI8++sgm2/L39ycyMpLOnTvj5+eHr6+v2dShQwf69euHv7+/TfYnhBAW/fRTzSb5Fy9Kgi+EaF2MRigsJL9acUlZGQDvv/8+JSUlDB48mIEDB1rcxLfffsuWLVuIj4+na9euTRywcCSS5AvhwPr162ezbWVlZbFr1y7T8C4hISEEBgbi5+eHn58f/v7+HD9+3PS8arler8fJyclmsQgh2rD162uW/fWv8M9/wn33wTPPgLP8fBFCOLicHEDrTb8qo9HImSNHWLNmDQBvv/02Q4YMsbiJ559/npdeeom1a9fysqVbnESbJd+SQjiwp556isGDB/Paa6+RnJzM+fPnyczMtDpsS30YjUZiY2OJjY2t9zqKoqDX680S/+rPfX198fLywtPT0/RY/bmHh4d05idEW/fAA/Djj3D+vHl5QgIsXAjXXqsNryeEEI7M3x+ysmhfVEQWULX7vJ937+b06dP069fPaoIPcP/99/Pyyy+zbt06XnjhhSYPWTgOSfKFcHBjxoxhzJgxpvmKigqMRiN5eXk1pvz8fLP53NxcTpw4QVZWFkajkZSUFAoLCxscg6qq5OTkkJOTQ3x8fKNfi6IoeHh41Ej+9Xo93bp1o2fPnkRERBAeHk6fPn3Q6WSAECFanauv1hL6w4dh40ao/sO1e/dmCUsIIWzKzQ369MG9qIh+OTlkJiVx7tKir7/+GoAHHnig1k106dKFsWPHsnnzZjZt2tTEAQtHIkm+EK2MTqfDy8sLLy8vOnbsWGf9mJgYAEaPHo2qquTl5ZGSkkJKSgqZmZlkZ2eTnZ1NVlaW2WPV57m51RubNY6qqhgMBgwGA2lpabXWvfLKK9m+fTseHh422bcQogXR6cDbGy71LG3i7w+hoc0TkxBC2JqigLMzusxMAtHGNo8HXnrpJZYvX06fPn3q3MRPP/1kNj9r1izT6AOi7ZIkXwhhUtnsXq/X07t373qvV15ezq5du1i5ciXR0dGNag3QUPv27eP3339n+PDhTb4vIUQz2LIFUlLMyzZvbp5YhBCiqRgMUFQEQNXejQoLCyktLcXFxcXyekLUQtq6CiEaxWAwsHz5ckJCQujQoQOjRo1iw4YNdknwAWbMmME111xjl30JIZrBxInm876+EBXVPLEIIURT8fb+4ynmif7x48dJS0ujvLzc7mEJxyZX8oUQ9VJYWEhcXBzp6emkpqYyY8aMeq+r0+nw9vbG29sbHx+fOp/XtszLy0vuxReiLWjXznxehu8UQrRGVX7TOAGdwXRvfmlpKYmJiVy4cIHg4GA6duwoHRSLepEkXwhRpx07djBx4kSys7PrrLthwwbCw8PNEnbpNV8I0WD+/qDXQ2WfHw8+2LzxCCFEU1AUrRO+S0322wcGUtauHSkpKVRUVABap8opKSno9Xq8vLyaM1rhICTJF0LUadOmTfVK8FeuXMnkyZPtEJEQok3o0gUOHdKeX/oBLIQQrY6rq+kYp5SVERIeTmBgIJmZmZyvMpxoQUGBJPmiXqTNqxCiTnfddZfVZW+//TbvvPMOx48f5/HHH7djVEKIVk9V/3i+eDH89luzhSKEEHaRnQ05OTg7OxMcHIyz8x/XZKVVpONRq36P2ZFcyRdC1OmVV16xuqyoqAi9Xs+xY8c4f/48er0eHx8fOnTogJ+fnx2jFEK0Grm5cOAAJCebl3/yCVx9dfPEJIRocoqioKoqFRUVbaP/nfJyMBqhtNS8PDMTfH2pqKigrKzMVCzDBjueyiTf3idoJMkXQtQqKyuLzz//3Oryv//97xbLFUVhzJgxTJw4kZCQEIKDg02Tt7e3nI0WQli2eTPcdhsUFNRclppq/3iEEHbj6upKUVERBoMB7yq9zrdKRiOcPg1VkniT0lJKS0s5ffq0WXFJSYmdghO2YjAYAO1/254kyRdC1FBRUUFRURGFhYXk5+fj7u7e4KHxVFVly5YtbNmyxWodvV7P1q1bGTx48OWGLIRoLb77znKCD/D553DzzXDPPfaNSQhhF97e3hQVFXHx4kUAPD09URSldV4YyMuznOADFBSQFh9f47eXXMl3DKqqoqoqBoPB9L9s75NWkuQL4UBUVaWoqAij0YjRaKSwsND03NJUn+VpaWkUXerspWq5PeTm5rJgwQKio6Ptsj8hhAN46CH49VfYu9fy8tmz4e67tR6phRCtir+/PwaDAaPRyIULF6zWqxw33snJyWqdFk9VwclJa7JvQUleXo2y48eP4+bmVuetDK3i/Wli9nyPPDw88LfzMLCS5AvRAm3evJlx48Y1dxh2cd111zV3CEKIlqRrV3j9dfjlF3jvPTh50nx5hw6S4AvRSul0OkJDQ8nKyiI/P5/i4mKLHZcZjUbA/ldHba68HAwGyMjQmu8D5YARKFAUkiy8di8vL3r37l3rZlvN+9OEmvo9UhQFV1dXvL298ff3t3sfE5LkC9EC/e1vf2vuEMz4+Pjg5+eHr68vXl5euLq64ubmhpubm+l5Q8pKS0vJzc3lyiuvpE+fPs398oQQzS0zE9auhZ9+gl27oLjYet1aRvsQQjg+nU5H+/btad++vdU6MTExAAwZMsROUdlIQQG8+y788IN2IvPS/doA54CFwAd1bGLIkCH8VsdIIw77/thRa3+PJMkXogW64YYbOHHiRHOHYZKXl0deXh7nzp3D2dkZd3d3s8nT0xMvLy+rU3l5OYqi0K5dO5ycnNDr9XTp0gU3NzcyMjLQ6/W4uLg098sUQjSHn3+GqVO1YaOscXaGoUPh1lvh0UftF5sQQtjKoUMwYULNUUMuGQuctbKqTqdj4MCBjBw5knnz5jVZiKL1kCRfiBZo5cqVTJ8+ncOHD1NeXm6aysrKMBqN5OfnW51yc3PJzs6mtPpwLDZSVlZm2pctubu74+vri16vN00Nmffx8ZF7z4RwRE89VTPB79EDrrwSBg3SpiFDwMeneeITQghbWLiwZoIfFqYd3wYNonTlSkhLM1s8adIkHn30UYYMGSJN70WDSJIvRAs1bNgwhg0b1qh1Kzvoy8nJsTrl5uZSWFhIbGwsJSUl+Pj4UFhYWOdUUVFh41eqqdx+SkrKZW+re/furFq1irFjx9ogMiFEk4qIgP37zcuiouCDD7Qr+EII0Rr06GG57P33wcOD6MmTeeSRR9i2bZtp8caNG9m+fTtPPfUU8+fPt2OwwtHJt6cQrZCiKKam9CEhIbXWrbwnafTo0XVuV1VVSktLayT+BoMBg8FAQUGBacrPzzebr74sIyODixcv2rxFAEBsbCxPP/00+6snDkKIlmflSvj+e6h6LPj8c615/mOPgZ07KxJCiCaxaBFs2aI126+0dSs89xwsW0ZkZCRbt25l0aJFLF261NT7e3Z2Ns888wz9+vXj5ptvbqbghaORJF8IYVVeXh6xsbG1DslnbZi+uuo2tQkTJjT5PoQQNhAcDEuXagl9VXPmaM1bp02DN98EN7fmiU8IIWzB21tL9G+7zbz89dfh7bdh0iSUVatYsmQJt99+O6tWreLtt982VZs6dSqbNm2SVoqiXhwqyVcUJQCYDNwM9AM6ASXAEWAdsE5V1Yoq9V2AvwIDgUHAFYALMFtV1bVW9jEcmAhcB3QBfIBkYCvwqqqqFvvEUBTFHZgPzADCgTwgBlikqmrL6UFNtHklJSXk5+ebOtM7cuQIBoPBdFU9Ly+PzMxMduzYwZ49e0xnkluygIAAAgMD6dGjB1dccQUTJ05k6NChzR2WEKI2RUVw+jScOAFnzliuk5en9bo/ZQqMH2/f+IQQwhZKS+HsWe1YZ62FYUkJfPEFjBsH999Pv379+L//+z8eeugh+vfvD0BRURGzZ88mPj7ejsELR+VQST5wO/BvIAXYBiQCwcBtwFrgJkVRblf/GFDTE3j90vNU4CIQWsc+vgICgd3Ax0AZMBS4H5ihKMoNqqruqbqCoiiuwGZgOLAPWHlpP7cDNyuKcr2qqrWPdSFELcrLy03N3CuT87y8PLN5a8+rzxfXNjSVHbm6uuLh4YGHhwfu7u6m59bK3N3d8ff3JygoyDQFBwcTEBAgPfML4Ui2bIEbbqh/fR8fGDy46eIRQoimsG8fTJoESUn1q+/iAsOHmxX169fPbD4hIYHXX3+diRMn0rVrV1tFKlohR0vyTwN/Av5b7Yr9s8BeYApawv/VpUVGYAJwUFXVFEVRFgOL6tjHa8CHqqqadX95aR8vA6vRWhFU9Xe0BH89ML0yNkVRPgc2Au8qitKvasxCAGRkZLBu3TpWrVrFwIEDqaiosJigFxQUNFuMvXv3xs/Pr97JeH0Sd3d3d+kJX4i2asGC+tcdNkxrqh8Y2HTxCCFEU3jllfon+IMGwfLl0Lt3jUWffPIJM2fOpKysDIC5c+fy9NNPs3HjRm666SZbRixaEYdK8lVV/dlK+UVFUVahJeGjuZTkq6paAkQ3cB//sLLoH8ACoK+iKAGqqmYCKIqiAA9dqvNU1UReVdVvFEXZAVwLjEJrfSCEyV//+le+/PJLAOLi4uyyTycnJ3x8fPD29sbHxwdVVfHw8KBLly5m5b1792bs2LEEyo9rIYQtTZwIv9WjcVufPrBrV9PHI4QQTeGWW2DDhrrrBQXBnj3g6mpx8ZQpU/jnP//JwYMHTWUlJSVs375dknxhlUMl+XWoHBS8rIm2r1bZdtWblLsDYcBpVVUt3SQTjZbkX48k+W1K5Zj2lZ3NVX2sfP7VV1/VvaFLvLy88PHxMUvEa3tubZm7uzvauSlNQ3rXF0KIy/bMM9C/v/YDuDZyG44QwpHde692svK666C2DocVxerxLi0tjZtvvtkswQcICwvjkUcesWW0opVpFUm+oijOwMxLsz800W5uB7yBX1VVzalS3uvS42kr61X2JtSzPjtRFMXamF+98/PzTQlZQ1UOU9bY9VsbW78fBw8e5KmnnqK0tLTuyvW0cuVKQkJCTM3bdY0cRio/P7/WYerkf8OcI70fTTH8oL001bGuKTnS/0aLpqpcc++9WOsrv6BbN7Kuvprzt99OaT3fa/nbtFy2+Nu0xWOd/E/XzlHen6i//hUfKwm+MTSUrCFDuDBlCkW//GKxztKlS9m3b59Z2fTp07njjjuIjY0lNjbW4nqO8v40p5b4HtnyWNcqknzgVaAv8L2qqj/aeuOKonQF3kS7kv9EtcX6S4+5VlavLPe1dVyi5fjoo49smuB7eHgQHh6OXq+vu7IQQjgY1cpVK2PnzmRHRZHbpw8V7drZOSohhLCtCivHuuL27cm68kpy+/alzNPT6vrOzjVTtY0bN3LmzBkiIyMJCAjA39/fbHJ3d7dZ/MJxOXySryjK42iJ90ngnibYfhBak/tA4BFVVXc3dBOXHtVaa1VWUlWLXQgrirLf29s7qrFNqqVJtjlbvx8PPPAA+60Ni9IIRqORFStWEBERgZ+fHwMGDGDGjBlN0ou8/G+Yc6T3w9vbu7lDaLSmOtY1JUf632jxfv0VXntNm6rwuHABj/XrCV2/Hpyd4frrYd487bGW1kzyt2m5bPG3aYvHOvmfrp3DvD8//6wd55YuBfWPVMA1I4POX39N56+/1prrDx8OTzyh3cZUJbHv378/EyZM4Lcq/ZgUFxdz4MABDhw4YHGXnp6eBAcHM2LECBYsWECPHj2a7vU5sJb4P2TLY13j2v+2EIqiPII2XN1x4DpVVbNsvP0g4Ge0Jvl/U1X1bQvVKq/UW7vk6lOtnmiFHnroIc6dO8fGjRt5//33eeONN1i4cCEPPvggPXvW606NGn755Rfeffddli9fzsyZMxk6dCiqWq9zRUII0bKFhsKKFZCfD488Ah061KxTVgY//aQNt+fkBHPmQGam/WMVQojGCgiAl16C4mKYPx/CwmrWUVXYuRMmT9buzZ89G86fB8Df359du3YRExPD448/TkRERJ27NBgMxMXF8cEHH9CnTx+2bZMuwdoih72SryjKHLTh7o4CY1RVTbPx9kOArUBvtCv4lhJ8gFOXHq1lcpWnz6zdsy9aibCwMMIsHbyB6OhoDhw4QG5uLnl5eeTm5pKTk8P+/ftJT0+v1/YPHjxIbm4uvr5y54cQopXw8oK33tKm5GRtXOkPPgBLnZKuXAkpKfD55/aPUwghLoeLizak3iuvQHo67N8PX3wB69bVrLt2LZw4oSX+aKMijRo1ilGjRrFy5UrOnz9PTEwMsbGxnDp1is8//9zqRaDS0lL27t3Ldddd15SvTrRADnklX1GUp9ES/INoV/BtneB3BrajJfgP1ZLgA8QCiUDPS/fuV1c5toXF4f9E2zBu3DimTJnCgAED8PT0JCUlhd27d9c7wQd45513JMEXQrReHTtCRQV8/bX1OtJPiRDC0QUGaseyTz6xXqeWY11oaCh33XUXzs7O/Pe//621lWdQUBD33GPzu5mFA3C4K/mKojwPLAH2A+OaoIl+GNpQd12A+1VVtXCK7Q+qqqqKoqwClgL/VBRluqqqFZe2NRFt+LzjaCcNRBuSlpbGSy+9RHR0NGfPnq3XOtdeey1/+9vfCAsLo1OnTgQFBVnsdEUIIVqF0lLIyIC0NO0q/X33aYm+JYsWac1dhRDC0ZSVabcbpadrx7p587Qm/JY88QQsWGBxUWFhIYcPH+aee+7hzJkzFut4enrSq1cv+vXrx6uvvkoHS7dDiVbPobIHRVH+jJbglwM7gMerjvd9SYKqqu9VWWc+2hV5gIGXHu9VFGXEpec7VVVdW2X97WgJ/n4gXFGUxRZCeU9V1YQq8yuAW4CpwG+KomwFwtCG3TMC91Um/qJtSElJoX///mRkZNRZt3v37jz66KPceOONREZG2iE6IYRoYkVFcOGCdl9p5ZSUpCXzlVN6OmTV8zx9YSG4WRt0TwghmklpqXZsq3qsu3ABUlO1Y1zl8S4z06zjPasSEqgIDeXixYvEHjlCXFwccXFxnDhxgsOHD3PmzBkqLJwI/dvf/sagQYOIiooiMjKSnZea+kuC33Y5VJIPVDaHdwLmWKmzHXivyvx4YFS1OsMuTZWqJvldLj0OvjRZEgMkVM6oqlqsKMpYYD5wJzAXyAM2AotUVT1uZTuilYqNja1Xgg/g5eXFnDnW/p2FEMKBbN0KY8fadpv33y8JvhCiZdm/H6ZOhYQEm20ybtQonpw7lx9++IHCwsJ6raPT6di6dWuL6iFetAwOleSrqroYWNzAdUY3sH6NpgH1XK8QWHRpEm3Y8ePHWbFiRb3r+/v7N2E0QghhR8uWXd76UVEwcSJ07QpdukD37tq9+kII0ZL8+9+Xl+B36wZ3360d57p2ZWtyMn+aPRuj0Vjraoqi0LNnT4YMGcKECRO48cYb8fPza3wcotVyqCRfCEcwdepUTpw4Ua+6o0eP5nPpKVoI0VrcdRf88EPj1z9wAG69FXQ68PeHkBDbxSaEELZy++3w/vvavfaNERcHBgNlqsrMf/yDT6sdN319fYmIiKB79+5069aN7t27079/f/r06YOHh4cNXoBo7STJF8IGsrOzmT9/PqtXr66xzM/Pj969e9OrVy/T1KNHD8LCwvDx8WmGaIUQooncfbeWpJ87p92PevGi1smUpcfsbMvbeOGFP5537gzjx2vTmDEgI4wIIVqCG2+EnBwtWc/MtH6cS0nRlluyfDnHgU8tLNLr9VxzzTV069aN8PBw0zDN7u7uTfmqRCsiSb4QNrBo0SKLCT5oJwD27NnDnj17TGWKouDn50efPn0YOHAgAwcOJCIigoCAAPz9/QkICKBdu3b2Cl8IIWxHr4f+/euuV1SkdU71pz/B4cOW61y4oI0ZvXYtODnB449DA26HEkKIJuPpCf361V2vpEQ71v3lLxAdbbYoEq2TsN3VVjl37hxvvfVWjU15eHhw5513smzZMvQypKiohST5QthAUFBQg+qrqkpWVhY7duxgx44d9V5v9erV3HfffTg5OTU0RCGEaFnc3CA8HA4d0n4Anz6tTWfOwIkT8Msv2pWySuXl8NprsHChXNEXQjiOdu0gNBS+/167ql/lWOdy8iQ7fvmFk+np7AZ2ApsAa+OOGI1G1q5dy7lz5/jxxx+xMMqYEIAk+ULYxLPPPsvgwYN544036Ny5Mz4+PuTl5ZGbm0tubm6N5wUFBY3az4MPPkhoaCjjx4+38SsQQohmFBysTdde+0dZaSlccQWcPftH2bXXSoIvhHBcAQEwdKg2XaKrqOCKm27iip9+4gGgBNjcsSPHHnuMc+fPk5iYyLlz5zhy5Ihpnc2bN5OSkkJH6ZhUWCFJvhA2oNPpuOmmm7jpppvqVT8jI4PAwMBG7Ss4OLhR6wkhhENJTzdP8AE+/LB5YhFCiKaiKLB5s2m2HXDzxo3cfNVVZtUmTJhAdJXm/nJ/vqiNrrkDEKItCggIaNR6d911F2fPnuXYsWOUlpbaOCohhGhBOnSoWfb99/aPQwghmpKigKqal33zTY1qN998s9n893I8FLWQK/lCNANFUfjqq6+YMmVKg9b7+OOP+fjjjwFo164dkZGR9OvXz2zq1KnOkIHuAAAgAElEQVST3KMlhHB8lk5kdupk/ziEEMLeOnc2PS0rK2Px4sW88cYbZlUSEhLsHJRwJJLkC9FMJk+ezO7du9m7dy/Z2dmkp6eTlpZGenq6acrMzKSiosLi+iUlJRw6dIhDhw6Zlbu5uaHX69Hr9fj4+Jgeqz6v+piYmGgaj7V9+/a4ubnZ4+ULIUTtiotrlq1cCSNGgL+//eMRQoimYOl33ltvacORdurEp59+yssvv2y2OCQkhKlTp9opQOGIJMkXopkoisLQoUMZWqXzlerKy8u5cOECZ86cMU2nTp3i6NGjJCYmWlynqKiIoqIiUlNTGxWXl5cXgYGBtG/fnsDAQAICAvDz86tzknvDhBA2c/IkVPtRC8DPP8PMmfDdd/aPSQghbO38ecvHumPH2HDttazq3p3NW7aYLXrhhRd48skn8fDwsFOQwhFJki9EC+bk5ER4eDjh4eGMHTvWbFlOTg5Hjx7lyJEjHDlyhMOHD3PkyBHy8vIua58FBQUUFBQQHx/foPUiIyP573//S9euXS9r/0KINu7CBYiMtL68emd8QgjhiDIzISysRvEOYAWwMT4eLPwWmzhxoiT4ok6S5AvhoHx9fRkxYgQjRowwlamqisFgMA3Zl5eXZ/a8ellubi6xsbHk5uZiNBrJyMigrKysUfGcOHGCr776iieffNJWL1EI0ZZUVMCBA1CtR2kTHx8YOxaeeca+cQkhhC2pKsTFQUSENgskAruA9cDXVlYbPnw4d999N/3797dPnMKhSZIvRCuiKApeXl54eXmZxk6tqKhg69at7N69m5CQEMrKyigpKTFNFRUVKIqCm5sbXl5e5OTkNGrfoaGhTJw40ZYvRwjRGqmq1ux+40bteeXVqoQEKCysWf/aayEmBnQyIJAQwsHs2QNffAFlZZCYSO7ZsxyIi+NIURHHgePACSDDyupRUVGsWbOGgQMHopNjoGgASfKFaOXmzp1bo0fWy+Xn50dQUBCBgYGEhIRwyy23MG3aNOm0TwhRt6VLYcGC+tX19IRt2yTBF0I4nvfeg3vv5SDwGrAHOFPPVadOncq8efO46qqrZMQk0SiS5AvRyjX03nprgoOD6dq1K+Hh4fj6+uLp6YmXlxeenp7k5+fz2Wef4eXlhbe3N97e3vj4+Jiee3t74+LiYpM4hBAOrr7HpHnztJMBTk5NG48QQjSF+HiWA/W5idHL05Nrhg5l2LBh3HDDDQwfPlySe3FZJMkXopV78803SUtL47fffrus7aSmppKamsqvv/7aqPXd3Nzw9vamqKiI/Px8U9l7773H9OnTLys2IYQDWbpUGx7vo49qr7dsGUyZAldfbZ+4hBDClp58kieXLLG46F6gDxAJXAGEffAButtus2NworWTJF+IVi48PJxff/2ViooKDh48yPHjx0lLSzMl7SdOnCA7OxuDwUBaWlqjO96rS+XQftXLZsyYwZIlS+jRowc+Pj7o9XqzRx8fH1M/A97e3qbnlZO0EBDCwQQFwX/+A+PGwezZWsJviapqw0tJki+EcADFxcVs2rSJ33//nWPHjnHkyBGL9QYD71YvPH++qcMTbYwk+UK0ETqdjqioKKKioszKY2JiABg9ejSqqlJSUoLBYGjUVFBQQF5eHvn5+eTn55s9r6iosBrb8ePHOX78eKNel6ura43E39oJgfqUlZeX4yTNg4VoGllZWnP9a67ROqKqzSuvwKRJ9olLCCEaQFVVkpKSOHPmDKdOneLUqVNs3LiRhISEWtcbDyyrXjh/Pjz4YBNFKtoqSfKFECaKouDq6oqrqyv+/v42266qqhiNRubMmcPatWtttl3QzpwXFxeTmZlpk+0pioJer6djx464urri5OSETqdDp9MxcuRInnvuOXx8fGyyLyHalIcegnfeqbvevn0weHDTxyOEEI1gMBgYM2ZMvW6D1AGTgMVAX8DsLvvNm2HMGJB770UTkCRfCNHkFEXB09OTNWvWsHr1agoLC8nLyyMvL4/c3FyzR0tlBoOB/Px8CgoKzKa6Wgg0hqqq5OTkWBxK8NdffyU6OppDhw5JhzhCNITRCGvW1K/u5MmwYweEhzdtTEII0Qh79+6tNcGf6+bG4KIi+gC9AavjDk2bpg0PKuPeiyYgSb4Qwq4URcHDwwMPDw86dOhwWdtSVZWioqIaiX9t85VleXl5JCQkcObMmQb1Q5Camkp5eTnOznL4FKLePDy0JqlLl9Zd9/x5rdO9N99s+riEEKKBrrnmGkaNGsX27dtrLNu9ezdD9+6FOXPq3lB2NixeDBs22D5I0ebJr1QhhEMpKyszJeuV/QBUneoqS0tLIyUlhdTU1AZ3MhgaGsr69eslwReiMV5+GV56CfLyID1dm7Ztg+eeq1n3rbfg2DEYPhxuuQWuugp0OvvHLIQQ1bi7u/PKK68wbNgws/Jp06bRtWtXGDoUHn8cCgq041xGBhw+rHU0Wt3XX8OoUTBkiHasGz4c5DeGsAH5LxJC2E1JSQnJyckkJSWRlJRERkZGg5P0Yms9cTeh6Ohoxo8fb/f9CtHqKAro9doUEQGlpdbrbtumTS+9pM3fd592ouAyWwAJIcTlGjRoEKGhoZyv0iv+F198wRdffEFYWBgdO3bkz3/+M3/+859x79YN/Pysb+yXX7Rp2aUu+SZNguXLoVu3Jn4VojWTJF8IUS/l5eUYjUaz5u6VPedb6k2/6nxqaipJSUmkp6c398sw4+fnR0hIiGkKDQ2lqKiIoKAgbrnlFkJDQ9Hr9c0dphCt17XXwurV8P33cOjQH1e+LHn3Xdi+Hc6ckY6qhBDNys3NjTfeeIPJkyfXWJaYmEhiYqKpH59vvvkGevSAL7+E9evht9+0oUNTUixvfONG7ViXlATu7k38SkRrJUm+EK1UWVkZubm5pk7kqk75+fmmYe9OnjxJUVERq1atMhsKr/rQeNXHuG8uOp3ObMg7T0/PGsPiWSqrLPf39yckJIQOHTrgbuHLs3JIwb59+9r5lQnRBimK1oS1shlrYaGW9D/9tPYjuLrsbG3oPRcX+8YphBDVTJo0iePHj7Njxw4OHjzIwYMH2bNnj1kds4sbU6dqE2jHsQ8+gCeeAAsd/VJQAAaDJPmi0STJF6KFU1WV3NxcMjIyzKb09HSz+czMTLNE3mAwNHfoNeh0Ojp06ECnTp3o1KkTwcHBFseury1xd3Nzk57thWitZs7UrnRZMmwYrFghCb4QosWIjIwkMjLSND969GizDvnOnTvHsmXLmDRpEhEREX+s+OSTsHKl5Y0GBMAnn0D79k0VtmgDJMkXopllZmayfv16Dh48iKIoFhP4hnYQ11Q8PT3x9PTEx8cHb29vs6m2soCAADp37kxwcLB0WieEsC4z0/qyffvg9Gm4+mr7xSOEEA2wdu1aevToYZpPTk5m3rx5zJs3jxdeeIGFCxdqC2o71mVnax31jRvXxNGK1kx+bQvRzG6++eZax1ttLJ1Oh16vx9fXt8bk7e1tujKenJyMu7s7UVFRpiS+8sp51cnd3R2d9G4thLgcp09DWhqkpkJycs3p+HHr65aUwKefwj332C9eIYSoJjs7m1OnTpGRkWHqSLhyio+Pt7reR8uXs3D3bu1Yd+SI9R1UVMCHH2pX+4VoJEnyhWhmubm5l7W+r68vffv25ZprrmHYsGEMGjQIf39/vLy86pWUV96DPnr06MuKQwghajV5stahVGMFB8uPXiFEs/riiy+YPn16g9fzAp7Py4Mff6y7sqLAggUND06IKiTJF6KZbdiwgZEjR5KRkdGo9XNycti5cyc7d+4EwNXVlV69evHggw/yyCOP2DJUIYRonJwc+Oabhq0THAz9+kFkJNx8M4wZI+NHCyGa1XprfYZYcRNwOzAN8LRWydcXBg6E3r21Jvo33QRubpcXqGjz5NtSiGYWGRlJeno6J06c4MyZM6Smplqdciz1wFpNcXExhw8f5tFHH+XgwYO88cYbFnuRF0IIu/H1hcWLYdGi+q+TmqpNW7Zow+f5+IC3t/ZY9bm3N11zcih3dwedThuWTzrnFEI0gblz5xITE1PvIYGjL01zgIBLU/tLj+VAKfBwTg7Xx8SgxMRoPe5XO75ZfBw0SDsZIMc6YYUk+UK0ENV7aLWkqKiItLQ0du7cyf/+9z/+97//sW/fPootDTWF1gEMwJo1a2werxBCNMjChdpUXAwXL2pjRCcna49r1sChQ9bXNRi0ycq40uGVT/7zH/jhB7jxRpuHL4QQQ4cOJS0tjfLyclJTU0lKSuLChQv8/PPPvPXWW1bXy7s0Wbpj/yu0EwHjAYxGbbp4se5g1q6F++9vzMsQbYAk+UI4kLy8PMLDw+uuWEVBQUETRSOEEI3g6grh4dpU6ZFHYP9+rQf9o0e1TqnOnIG8PG286IbYv1+SfCFEk3JycqJjx4507NiRq666ismTJ7Nw4UJ27tzJyZMnOXHiBCdOnCAhIYGsrCwqKipq3V68q6vWuaiq1j+IAwckyRdWSZIvRAtXXFzMgw8+SHR0dL2ah+l0OsLDw1FVlZkzZ/Loo4/aIUohhLhMgwdrU3U//gjjx9dvG56ecOutto1LCCHqITAwkMmTJ5uV5ebm8uuvv7Jt2zZ++uknfv/9d4vrhm/YAF26QJ8+9duZiwvcdttlRixaM0nyhWhhysrK+PTTT3nggQcoKSmpte6NN97IoEGDCAsLIzQ0lC5duhAREYGbdNgihGgNjMa6E/yBA0kKCyOvb18iH3sMOnSwT2xCCFGL/fv3c/3115OXl1drvWnTpnHdqFEQElL7Bq+4AoYOhWHDtI5IG9iyU7QtkuQL0cL861//4tlnn7W6fMCAAVx11VX8+c9/ZsSIEXaMTAgh7OzYsbrrhIRwYepUCkNDiZQEXwjRQmzZssVqgr9gwQLGjBnDkCFD8PDw0Ponyc+vfYOBgfDQQ3DllU0QrWht6h5EWwhhV9Y60at06NAhNmzYwP/93/+RkJBgn6CEEKI5DBoEt99ee53oaEI//9w+8QghRD3NmjWLAQMG1Ch/7LHHePHFFxk9erSW4IN2FX/OnNo3uH271nmpEPUgSb4QLcz8+fN58803a62TlZXFZ599xogRIygrK7NTZEIIYWfOznV3vKfTkTNwoH3iEUKIegoODmbfvn017tO3+LtNUerXyeiYMTaKTrR20lxfiBakrKyMTz75hKeffrre9YUQolUxGiEzEzIytMfoaPPligLdusFVV2mPs2aRlpTUPLEKIYQVqqqSm5vLgAED+Prrr03lR44c0Z4UFZkf6z77rOZGwsJgyBDo3h2mTYOoKDtFLxydJPlCtCArVqyod4I/bNgw1q1bh7OzfIyFEA7s+HGYOVMb+q4+Ll6EoCDzMknyhRAtxOLFi3nhhResLt+7cyelioJLXRs6cEC7ZUmIRpDm+kK0IHWNo1rV7t27iY6Opry8vAkjEkKIJrZsWf0TfL1eGyZPCCFaoNjY2FoTfAAvoM52mC4uWkd7QjSSJPlCtCBPPPEEq1atqnf9OXPm8PrrrzdhREII0cTGjatfvfvu0zqekiRfCNFCde7cmQ4WRvlwd3fnnhtu4BlnZ7YD7rVtZOxYiImBzp2bKErRFkiSL0QL4uLiwl/+8hdUVeV///sfo0ePbu6QhBCiac2YAYmJWid7tRkyBCz0VC2EEC2Fq6sr+/btq1FeWFjI0MmTWXrxIn27dKl9I0OHwrBhTROgaDMkyReiBSooKGDkyJHExMTUWs/X15eCggJef/111qxZw6effsqmTZv48ccf+f777+scjk8IIVqE0FDIyYHFi63XeeghOHzYbiEJIURjdOrUif9n777Do6rSB45/76RnkklCOikEEloohrqIsGJDARUEwdUVLICyFlQQu6CuK+q6iq5YWAEbIogiiEr5CSiICEgxdEgIaSSZ9N7v748bhoRkUmdCJnk/z3OeO3PvOee+E8M179x7ztm9ezfXXnttjf0vvvgi5R4ecOIEvP+++Q7++U/YscPKUYr2TmbsEqINqqiowMnJiaKionrrZWdn80J9fxQD69atIzQ0FHd3d9zc3HBzc8PV1RVFUSwYsRBCtEBWFuzeDaoKt98OK1fWXe/NN+Hjj1s1NCGEaKq//OUvbNmyhU8++YS7774bgNTUVK6+8kq+euwx/DMy4J57YPnyujt46SXYsqX1AhbtjiT5QrRBHh4efP/990yZMoWkFs4aPX78+HqPDx8+nLlz57boHEII0SwnT8Ldd8NvvzWu/tVXWzUcIYSwpGnTppmSfIAdu3bxyK5d1LFYXk1yrRMtJEm+EG3U8OHDiY+PJyYmhtzcXAoKCsjPzzeV8+/T09N58803m32eXbt2ERUVxcSJEy0YvRBCNML77zec4Ds7Q2AgPP44TJ3aOnEJIUQLqKrKihUrmFrHNcupvoahoTBjBjRyOWUhzJEkX4g2TKfT0b17d9P7srIy0tLSSElJ4fjx45w7d45Tp05hZ2fX7KX0DAYDA2QdViHEpTBmDCxZAoWF5usUF0OvXjBxIsgwIyGEDVi3bl2dCf44oN41lLp00SYj1cm0aaJlJMkX4hJQVZXCwkKys7PJysqqc5uZmUlqamqNkpGRYZHzP/LII1x55ZU4OTmhKAouLvUu5iKEENYxejQkJUF0NCxbZn68/Y8/wqpV8MgjrRqeEEI01Xfffcctt9xS57F1v/yC3f/9nzbmvi47dsD//gevv27FCEVHIEm+EK1EVVVmz57Nu+++a9XzuLu74+npiZeXF15eXhgMBvLz8zEajbi7u/Paa68xcuRIU/2GZvAXQgir8vSEkSO1yffqm1RPlpQSQrRxZ86cqTPB1+l0/O9//8Nu5EhwcTGf5AOMGGHFCEVHIUm+EK3k6NGjFknwfX19CQgIoGvXrvTp04e+ffvSp08fgoKC8PT0xL6htaaFEKItauiJor/9DY4c0cboCyFEG1RZWVlr+OTDDz/ME088QXBwsLajoWvY9Olw7Bj4+FgpStERyIAPIVpJt27dGDhwYIv7yczMJDExkdjYWA4cOMDmzZvZsmULTk5OkuALIWzXtdfCggXmx93HxsK5c60bkxBCNEF4eDh///vfa+xbvHgxDz/8MEuWLCE1NRX69oX33jP/xWZ6Ohw/3grRivZMknwhWomLiwu//fYbS5cuZfTo0XTt2hU7O7sm91NRUUFWVhaHDx9m48aNfPLJJ8ybN48ePXqQk5NjhciFEKIVKAq88AIYjfDrr7BwYe06586BqrZ6aEII0Viffvop77zzDq6uroB2d//bb7/l/vvvJzw8nH/9618cvPxyKhITYfdubfLRi+XnQ2VlK0cu2hNJ8oVoRY6Ojtx5553cdttt3HbbbcyePZsbb7yRTp06tbjvlJQU4uLiWh6kEEJcSt7e2vj7p56q/cfvFVeAkxPMng2ZmZcmPiGEqIdOp+Phhx/m8OHDXHfddTWOFRQU8NxzzzFgwAC8u3Vj8htv8JmzM3nffluzkzFjwM4O7rpLnmASzSLP9grRiiorKxkyZAh//vmnxfteuHAh/fv3t3i/QgjR6srLtcdZ16+vfaysDP77X9iwQRujL6uDCCHaoK5du7J582aOHz/Ojz/+yNtvv83Zs2dNx3NyclizZg1r1qwh0MmJdcCQizv59FNtdZFDhyAwsDXDFzZOknwhWlFubi5Hjx5tdP1JkyYRHh5OWFgYvr6++Pj44O3tbdo6OjpaMVohhLhEPv204eXyzpyBtDRtXWkhhGijevXqRa9evZgxYwafffYZ27dvZ8eOHaSkpJjqnCsp4XbgJHU8Zm00QlycJPmiSSTJF6IVeXp6snz5cqZOndqo+j/99BMHDx7E29vbVEJCQoiMjKRPnz706tVL1rgXQrQ/8+fXf9zXV5ukTxJ8IYSNcHd354EHHuCBBx5AVVXWrFnDlClTTMdjgHzAUL2RTqdd64YNa+Voha2TJF+IVnbnnXdy5513mt6XlpayYMECXn311Vp1s7Ozyc7OJiYmps6+FEUhJCSE0NBQunTpgq+vL6qqMmTIEG677TaZbV8IYZsCAyEpqea+//wHJk2SxF4IYfMURSGzjnlFDAAvv6xd63r1avW4RPshE+8JcYk5Ojry9NNP88ADD5j2eXl5NaqtqqrEx8ezc+dOVqxYwaJFi3j77be58847GTdunLVCFkII6/rgg9r75s6FsDC44QZtLL4QQtiw/fv313g/7/yL556D3r1h5EjYtavV4xLtg9zmE6INMBgMLF68mMWLF5v2nV8qLyMjw1TS09M5ffo0+/fvZ+PGjfX2uXPnTlRVRTG35rQQQrRVgwZpif6sWbWPbdqkjcc/caL14xJCCAtJuuhppccurrBzpzbLfmamNtO+EE0gSb4QbZSdnR0+Pj74+PjUOrZz584Gk/zCwkJKS0txcnKyVohCCNFyxcWweDE8/njj2/j6Wi8eIYSwhooK+OgjjLNm8QLw/UWHjUCtqfXkWieaSR7XF8KGFBQUEB0dTXJycqPqFxYWWjkiIYRooRUrmpbgh4XB559bLRwhhLCKLVtg1izmAe/VcfifwHog5/yOTp3gm2/kLr5oFrmTL0QbVFxczMGDB9mzZw9//PEHp0+fJiYmhtTU1Eb3ERUV1eix/UIIcck0ZVkoX1/YsQOCg60XjxBCWIO/PygKnVW1zsNrqooC9AVGjR3L456ehLZiiKL9kCRfCAupqKggLy/PIiUnJ4eKiopmxxIWFsa6dess+OmEEMJKxo6FPXvgiSegqEh7pLWiAg4cqF03Olr7Q1kIIWzNgAEQHc3L8+Yx+PRpFqekUKmqHM3PJ61aNRWIBqI//5xla9eybt06rrnmmksUtLBVkuSLDqOiooKioiIKCwtJSUmhpKSEP/74w7SvsLCwwdcFBQVmE/OioiKrfwZ7e3vCwsLo1q0bnTt3xt/fHz8/P/z9/Wu89vX1RaeT0ThCCBsxZAhs23bhvapqS+UlJNSuFxSklT59tAn6Bg3S6ssko0KItq5PH3Q//MBEYGLVLnXYMKJ//50vgC3AIeD8bZ6CggLuHD+e5I8/Rhk8WLsuyrVONIIk+aLdO3z4MJMnT+b48eOXOpQm6dGjB0OHDmXIkCFERkYSHh5OSEgI9vbyz1YI0c4VFkJ6eu39CQkXEv+vvzbtHubnR/JNN0FUFHh6tlKQQgjRQqqKEh9Pf6A/8CqQD7wA/KeqSkpBAS9OnswLoA1ZmjkTHn4YAgIuRcTCRki2INq9L774ok0k+B4eHqY77uaKr68vBoMBg8Egs+ILITouvR6+/BI+/FBL6pOStGWkzHBOS6Pb0qVw8CDs29eKgQohRAsoCqxcCYsWQVwcJCXhZjQSflG1ZWiJP0YjvPIKfPEFHDsGzs6tHbGwEZLki3ZvypQpLFmyhIyMjEsaR05ODjk5OZw8edJsHUVR8Pb2xs/PD19fX9PWYDCQnp7OmDFjGD9+PHYy06oQor27+WatnFdUBMnJWsJ/+LD2JcCOHTXbnDghj+4LIWxKUkQE++6+2zTJcuzp02zasqVGnX9c3CghAQoKJMkXZkmSL9q9qKgo0tLSyMzMxGg0kpaWxrZt28jKysLT05PU1FSMRiMFBQWmMfh1FdXMbKiWpKoq6enppNf1mCrw0Ucfcc8997Bs2TKrxyKEEJdcaSkcPapNwnfggJbcnzihJfsXqXB2xm7NGknwhRBtVnZ2Nvv27WPPnj2mcu7cuXrbvAQ8ffHOTz8Fb29rhSnaAUnyRYeg0+nw8fHBx8eH3r17mxL2UaNGNaq9qqqUlJTU+yWAJUpJSUmDsRw7dqwlPwohhGj7yspgzRq4445GVS/q3Jk/X3+dv1x/vZUDE0KIxlNVlYMHD/Ldd9/x3Xffsa+Jw4kmA89U3+HnBz/+CAMHWjJM0Q5Jki9EIyiKgrOzM87OznTq1Mlq5ykrKyM9PR2j0chjjz3G1q1ba9WRifeEEDYrNxf++U9YsgR8fLRSWFizFBVpSX5jRETA/PnsCQhAdXCwbuxCCNFI5UVFvDJmDO/u2IGxsrLeunpgENAP6AaEV227VR0DwMlJG7c/dao2Z4kQDZBsQYhWVF5ezqeffsratWtxcnLCyckJe3t7CgoKyMrKIjs727TNycmpsw8H+UNWCGGr3nsP3nhDe52bC7GxLetv0SIYNw51+/YWhyaEEJay4emnWfDzz2aPDwVmAUOA3kCDMy298w7cd5/F4hPtn00l+YqieAO3AOPQvvAKAkqBaGA5sFxV1cpq9R2AB4AoYAAQCTgAM1VV/aiR53QC/gD6AEmqqgabqdcJmA9MAAKBDGAjMF9V1cQmf1jRLs2cOZOPP/642e2vueYalixZYrmAhBCiNXXv3rT6Pj5QXAz5+bWPLVoEN9xgmbiEEMKCwqKi0AHm7uHvAVS05MQOoFMn7QmmvLzalf/1L+0OvhBNYFNJPtrQlPeBc8A2IB7wByYCHwFjFEWZrF6YIU0PLKp6nQqkACFNPOcrQJf6KlR9+bAL6AFsBb4EegH3AOMURblcVdUW3q4Q7cHZs2ebVD8wMJARI0YwYsQIxowZQ/em/oEshBBtyaRJsGkTNHbsvKsrbN0K/fpZNy4hhLCgqLvv5rvMTG6bO5c6vqIEYC9akv89MEanQ1m/Hho5V5QQDdFd6gCa6CRwMxCsqurfVVV9WlXVe9ES6gRgElrCf14hMBborKpqANoyk42mKMoo4DFgXgNVX0FL8N9SVfUaVVWfUlV1AvAI4Ae815Tzivbrww8/ZNiwYQ3W69GjB08//TTPP/88t99+O0OGDMHe3p7CwsJWiFIIIaxo9GhITITGDD2Kj4fVq60fkxBCWNjYOXPIzcsjw9OTPWh3AP8FjLyo3jhgaXo6tOBJTyEuZlN38lVVrT0LmbY/RVGUD9D+7YwCvq7aXwr82PsaNeUAACAASURBVJxzKYpiAD4GflJV9QNFUd43U08PTAUKgAUXHX4X7UuC6xVF6SZ380X37t357bffauzr0qUL8fHxNfadPHmShQsX1tmHwWAgICAAf39/AgICzBY/Pz+ZpE8I0TYFBWnrPL/9NmRlaZNKFRfDhx/Wrvvyy6DTwaOPgpdX68cqhBDNpLi50enMGTr9978MSUoCZ2eeLinhjg8/5MtqSzPPAUZ98gkRPj4wdy4EBl66oEW70J4ygPNT8ZZbqL93AC9gegP1LgdcgM2qqtYYSKOqaqWiKJuB+4CrAEnyRS3ffPMNCxcu5JdffsFoNDZYPzc3l9zcXE6ePFlvPUVR8PHxMX0h4OnpicFgwMPDA4PBYHqdkJCAq6srTk5OpmMeHh64u7tb6iMKIURt/v7wyis19y1YAJGRkJ1dc/9LL8HmzXDRl6RCCNHmeXrC88+b3irAyn//m0fDwxmWlgZAHnAn8PN//oPTmjUQEwN2DU7HJ4RZ7SLJVxTFHphW9XajBfq7BbgLmKGqanwD1XtWbc1lXKeqtj0aee4/zBzqlZeXx/ZmziCcVzWRR3Pbtzdt7efx0EMP8eCDD5KQkMCZM2fIysoiMzOTzMzMGq8zMzMpL2/c91iqqmI0GjEajURHRzc5Jr1ej7+/P/7+/tjZ2eHo6MiUKVPo2bNnw41tWFv73ahPXl0T9NgIa13rrMmWfjdskWN6Op4HDhDYtSteBw7UOl4cE8NuMz97+W/Tdlniv01HvNbJ73T9bPXnk5mZyd5t24j++Wf2X/Rl5u/Ad8At587x608/Ueno2Ozz2OrPpzW1xZ+RJa917SLJB14F+gI/qKq6qSUdKYriD3wI/Kiq6tJGNPGo2ta93tmF/Z4tiUu0f4qiEBoaSmhoqNk6qqqSl5dXI+mv68uA88vwqdUeBWuqgoICYmNjia22xNXWrVtZtGgRl112WbP7FUIIAKeUFDyjo/E4dAjPQ4dwTax/IZqzMru0EMIGOWZkcGDNGpZv3sz+zEzM/WXmDHQHEv72txYl+EJAO0jyFUWZDcwFjqONjW+p/1G1zJ4F+gLtqRzA7L/pGlRVHVRnJ4ryh7u7+8BRzZx18/y3VM1t396095/H7t27mTdvHqmpqeTl5VFQUEB+fn6Lkv7zgoOD2+3PDWzrd8OWh1RY61pnTbb0u9HmPfts7Uf1L+bvD8OHw+WXw9VX03PQIMw9RyT/bdouS/y36YjXOvmdrp/N/Hz++1/enT2bh80cNgB/dXDgqogIJowZQ7dbboErriBMUcy0aByb+flcQm3xZ2TJa51NJ/mKojwIvA0cBa5RVTWzhf1NA24C7lJVNamRzc7fqfcwc9xwUT0hrEZVVd577z0eeughq/T/zjvvMGHCBKv0LYToQJY24kG5228HPz9tsr3ERCgtBV9fbdI+FxfrxyiEEC318cesuGhXH7QxxlehLaFnf9992kR7vr5gNMKvv2rXvs6dwc2t1UMW7YPNJvmKojwKvAUcRkvw0yzQ7cCq7SeKonxSx/EgRVHO3wr1UlU1GzhR9d7cmPvzC5vXP0uaEC1UWFjIiBEjOFDHWNaGODk54ePjQ0hICMHBwaZtcHAwERER9O/fX2bqF0JYzoIF8MAD9ddZtMj8sbVrQb5wFEK0dU89xdypU5lcUmLadaRqa0CbLdx+8WLz7T/8EO67z5oRinbKJv9qVxTlSbRx+AeB61RVTbdQ178B5r4ymw4UAiur3p//17obKAKuUBTFvfoM+4qi6IDRVW+3WShGIeq0b9++JiX40dHRBAYGsn//fhwcHNrU40pCiHbuH/+AWbMgJwfi4+HsWThwQEv+G2PePEnyhRBt3+TJ3Dp5MlMmTmT12rWm3U9WlfOGAm8AIy9u//jjcO+9IDdaRBPZ3G+MoijPAy8BfwCjW/qIfnWqqq4CVpk573QgS1XVGRe1yVcU5TO0ZfJeQJsf4LyHgDBgk6qqsnyesIiysjKys7NrlcYsv3fegQMH6Nu3LwAODg7WClUIIcxTFG1pKU9Pbdm8xETQ66GgoOG2xcWgqlofQgjRxq1YvZprli3j/vvvr/P4HuCvwGKgE9oa3l6AV0UFXklJeAYFyROVokls6rdFUZS70BL8CmAHMFup/T/4OFVVP67W5imgV9XbqKrtPYqijKh6vVNV1Y9aGNozwChgjqIoUWj/VnsD44E04MEW9i/auYKCAs6dO0dSUlKtcu7cOVMin5WVRWFhYbPPoygK69atIyoqquHKQgjRWp5/Hl59tfH1ExO1ifn0etDrGVhZSbGfH1x3HQwdClddJXe+hBBthr29Pffddx99jh9n+VtvYW5WkloJQ2EhhIUB4K7T4Wlvj5ezMwG+vlzWvz+9b7iBkVdfTUREhBWjF7bI1v4P2LVqawc8aqbOz8DH1d7fAFx5UZ3hVeW8FiX5qqpmKIpyObAAmID2tE0GsByYr6pq/esCiXahsrKS/Px8cnNzycvLq7E9/9poNJKamlqjpKWlUdCYO1ctMGjQIJYvX06/fv2seh4hhGiWnGbMTWs0agVtbKvh2DH4+Wft2IABsHMnuLpaLkYhhGihK7y9uQJ4EbgD+KUJbfMqK8krLSWhtJQ/c3PZHBOjzU8CvPLKKzz99NNWiFjYKptK8lVVfQHtkfimtBlloXPX+0xg1bCBR6qKaKfS09NZv349O3fu5PDhwzUS+Pz8/FaJQafT4enpWWfx9vYmJCSEoKAg08R5/v7+2NnZtUpsQgjRLC+/DPv3w++/W6a/Awfg6FEYPNgy/QkhhCU8+ijExxO0ZAk/A8XAaeAYsBf4dzO7XbFihST5ogabSvKFuJQ2bdrExIkTW/S4vDmOjo74+/sTFBRUq3Tu3Blvb29TIu/u7k4dw1SEEMJ2eXrCuHGWS/JnzICBAxuuJ4QQrUh1cWGDXs8+ILmqJFVtGz+zUk12dna88MILFopQtBeS5AvRCGVlZXz00UcNJvhubm64u7tjMBhM2/Ov3d3d8fHxwc/PD39/f/z9/U2vPTw8JHEXQnQ86ekwezasXNlw3fN+/VV7DL9a+WXfPiodHBh11VXWi1UIIZqroID8hx/mpuXL2d7EpnfceCNTp0zB4OODwddXKx4euLu7y5OawixJ8oUATpw4wV133cX+/fspKytrcvtOnTqRmpoqM58KIURTfPxx0xL8r76C4cNr7a50dLRcTEIIYWnr17O0kQl+FHDVqFGEjh/PzTffTLdu3awcnGiPJCMRHV5OTg4DBgygqKio2X1kZmbSrVs3XFxccHFxwdfX1zQmPiQkxLTt1KkTer0evV4vS9cJIcTQoeDkBCUljas/eTIsXQqhodqM0+HhsoyeEKLti4piqKsrjoWFlDZQ9SBwevt2upw8yZYvvqBLeDhdLruMLmFhdOnShcjISDw8PFojamHDJMkXHV5paSkVFRUt7ichIaFJ9R0dHdHr9bi5udXYVn8NcOzYMXr27MlTTz1Fr169GuhVCCFsyF//CseOwYcfarPhHz8OGRn1t5k+/cLrPn1g+nR88vIo8fHRkv6AAJAvUYUQbUnv3lx++jT7Xn6ZF776ii3p6eSpqtnq+cCR5GSOJCfD3r3w5Zc1jn/6n/9wx6xZ2MkKIsIMSfJFh+fr68vPP//MnXfeSUxMDIqi4Orqil6vx9XVFVdXVxwdHSkpKaGoqKhGac6j/eeVlpZSWlpKVlZWg3V3797NunXriI+Px93dvdnnFEKINqdrV3j11Qvvy8ogLQ1SUuDNN+GLL8y3PXIE5syh7/n3Dz6o3dn384PgYOjVS/siICQERo6ELl2s+UmEEMK8wED6LV7M14sXo6oqiXFxHPntN47s28fprVuJO3SIs8BZoKEpnqfNncuMuXMJ1OmY4efHM3/9K7q+fbUnnIYMsf5nEW2eJPlCAMOGDeP06dNNbldeXl4r8S8sLCQ1NZWEhAQSExNN2/j4eE6ePNnsGIuKitDpdM1uL4QQNsHBAYKCtLJiBSxcCH/+CYmJEB9/oezfDwUFtdurKqSmauWPP2oe+/BDuO++1vkcQghhhqIohHTtSkjXrtxwxx3azpQUOHAANSGBjBMnOHviBGfPnuXs6dP8s7iYi28JlQJnKyt5PiWFgtWrWbh6telYl7vv5uxdd7Xa5xFtjyT5QrSAvb29aeb8ix09epQNGzZQUFBAXFwcZ8+ebfZ5/P39+fHHH02P8AshRIcRGqol/GlpYDRCbq5W4uLg3Xe1x/0ba8MGSfKFEG1TQADq6NGknzhBrF5PrLs7sd7exHp60vvAAXbV9aVmlR+BhdXe+/z6qyT5HZwk+UJYwZtvvsncuXNb3E94eDjvvPMOY8eOtUBUQgjRxqkqrF8PP/8MSUna3fvEREhOhvLylvXdqxc884xl4hRCiBZQVZXYFSvYuWIF0WfOEJueTkxeHrGlpeQ3sa8+1EzwcXHhzIwZlgtW2CRJ8oWwgg0bNjS5ze23384999xDv3798PX1lbVPhRAdR2kp/PorvPQSbN9u2b7nz4cFC0CGOwkhLrXKSt59/HEefuutZjW/CpgA9AAigC6AaZrRe+6B//0P7OzItPR1VNgcSfKFsIKXXnqJ2bNnc+DAgUa3WblyJStXrkRRFPz8/AgKCjKVXr16cd999+Hi4mLFqIUQ4hJISNCW0ktJqb+ej482c76HBxgMNcqZjAwq9HoiBg4Ed3dtv7MzRERoj/oLIcSllplJ4bXX8lgT/jb8R0gIfX186ObnR2RwMKHBwbWufzg7axPuhYVZLXRheyTJF8IKRowYwf79+ykpKeHEiRMcPnyY48ePk5ycTHJyMufOnSM5ORmj0Yh60RIqqqqSmppKamoq+/fvN+1/9NFHmT17NtOnT6d///6t/ZGEEMI6nnyy4QTfzQ38/aFHDzg/g/SVV0K3bgCcrbprFTFqlFVDFUKIZlu4EJcDB7gK2NLIJruBt5cvx+Gyy6wYmGiPJMkXwoqcnJzo378//fr1IzMzk5iYGGJjY4mNjSUjI4Ps7GxOnTrFjh07GtXfO++8wzvvvMPSpUu59957rRy9EEK0gsY8Rp+fry2Xd+QIfPONtk9R4P334f77rRufEEJYgk6HAmwC9gKJQALaknnxwBlg/0VNDiQkcHtUFGvmz4cXX2zVcIVtkyRfCAsqLCxk9erVJCQkkJWVRWJiIjExMcTExJCTk2Ox82zZskWSfCFE+/D++zBsGJw+DRkZkJ4OR49qy+TVR1Vh82ZJ8oUQtuHFF6F7d5SjRxmakcHQ9HQ4exaOHCERuNtMs/8D2LRJknzRJJLkC2EhGRkZ9O/fn+TkZIv2qyhKjUf6R48ezTMyQ7QQor1wd4eHHqq57623YM6chtv+8AOMH0+PigpKvb2huBiuuELrUwgh2hJnZ7h41vvVq+G221gO/GSmmQ545/ffCR86lPCQELpGROA0fDiMHAmdOlk5aGGrJMkXwkKOHj3apAR/1KhR3Hbbbbi5uaHX63Fzc6tV9Ho9Li4uKIpixciFEKKNufJK8PKCrKz66xUXw/r1dD7//tNPwc5OWy4vNBSCg7Xi4wMODjBhAvj6Wjt6IYRonL/8BQIDufrcOV6HOpfPywIeAdi7F/buRQFCgHAg3MODcD8/IoKD6dWzJ3369EHR6XD09aVUrnUdmiT5QljIFVdcweOPP84bb7zRqPrPPPMM1113nZWjEkIIGzRwIJw5Az/9pG0PHdLG46emQloalJWZb1tRcWH8/sUeeUTr8/LLrRe7EEI0VpcucOoUV2zdSsyff7L2hx/YcuwYu3JzOVdRUWcTFW0MfzywLScHcnLg1CnYto0o4F/ADXZ2HHnhBZDJSDssSfKFsBCdTse///1vFi5cyE033cTGjRvrrd+rV69WikwIIWyQhwdMnFh7v6pqf9SmpWklNhbuuqtxfRYVwe7dkuQLIdoOvR5uugm/m27i/mef5fwsI6kpKRzYtYs/f/+d08ePE3PmDKejo0lAS/TrchAYB+ysqCA0OrpVwhdtkyT5QlhAamoqW7duZePGjWzYsIHMzMwG23z66ac8++yzrRCdEELYsPR02L4d9uzRXufkQHb2hRIb2/i+pk6FadOsFqoQQjRbTg788gv89hukpeGfnc0NVYXsbIiJAaAEiAGWAour3l9suqsry265hZDWi160MZLkC9ECiYmJ3HHHHY1eAu88Ly8vRo8ebaWohBCiHTh4EB59FH7+ufl9bN8OYWEQFAT28iePEKINio2Fhx+GjRuhsrLB6r8BtwMp9dQ5XVJClkxA2qHJ//GEaIatW7cya9YsTp06ZbbOmDFj8Pf3x9/fHz8/P9PW29ubnj17otfrWzFiIYRo47KyYMEC+O9/W97X+PHw6qvaBHxCCNGWFBbC229DM1ZKWoOW4JebOW5nZ0e/fv247rrr5O/MDk6SfCGaKDk5mdGjR1NhZkKU8z766CO8vb1xdHSU2fGFEKIhjz6qzY5fn5kzoWdPCA/X7s57eYGnJz8fPIhqb88omWRKCNHWvfwyLFxYf52774bevaFbN/I6dWLxDz/w9U8/se/gwRrVHnroIa644gq6detGt27d8Pb2RlEUtm/fbrXwhW2QJF+IJnJxccHBwaHBJD8oKAgAe3t70xJ5dW31ej0Gg4HAwECCg4NNJSgoCFdX19b4SEIIcek15tHS//3vwmtHR22NaG9vLrOzo8xggB49YMwYmDQJ5MtVIURb1Jhr3ccfA9p4+yigrplH+gUHc+OYMVw/dqwFgxPthST5QjSRl5cXhw4d4sEHH2Tbtm0NJvvl5eXk5OSQk5PT5HN5enri6emJm5sb7u7uZrd6vR5VVSkpKaGkpIR77rmH0NDQ5n5EIYRofW++CYMGwSuvaDPr29tDUpJW1Drmki4thZQUSEnB8/y+nTth2TLw84OnnoIHH9S+DBBCiLbiiSege3eYPx+cnbVy7hwkJGhLgFaTRt0JPkB0YiI3jBvH5MhI5i9fTt+hQ60eurAdkuQL0Qw9evRgy5Ytpve///47r732GvHx8eTn51NQUEB+fj75+fmUl5sbOdWw7OxssrOzm9zuhRdeYMOGDYwbN67Z5xZCiFbl6Aj33KOV6kpL4dtvtTtbSUmQkaFt65OWBnPmwI8/wubNVgtZCCGazM4Obr1VK9VVVMCmTbBkCZw9CxkZhCQk8C7wUD3dfXX0KF//5S+sX7+ecTfdZM3IhQ2RJF+IRigqKiIzM9NU8vLyKCgooKCggMLCQgoKCujbty9du3Y1vT9fsrOzSUtLIy0tjYKCglaL+Y8//pAkXwhh+xwdISoKrrkGEhMhOlpL4svKGm67d682W7VOZ/04hRCiJezsoG9fuOoq7a7+kSOQns6IoiLeB04DfwDb62haCfyxa5ck+cJEknwhqhw+fJiJEyfWO2O+rZg2bRqzZs261GEIIUTzVFSA0ag9jr90Kbz7btP76NNHe/RfEnwhRFtVWQnp6dq1bsMGePZZKoBUIBF4DthSfw8A3D5sGA/MnWvVUIVtkSRfCEBVVcaPH09srLmRT61HURR8fX3x8/PD19fXVHx8fEzj7729vfHx8amxdXJyutShCyFEy5w6BbffDn/80XDdXr3gkUcgIoK9Z89S5uXF8JtuAgcH68cphBAtkZamPa6/Y4dpVyEwBfi+Ec1dXFyYMGECt99+O9deey0uLi7WilTYKEnyheBCYt0WknxVVU2P91/MxcUFV1dX9Ho9rq6uFBYWYjQaKSoqMtVZvHgxM2fOxEH+0BVC2JrPPmtcgg+QmgqvvgpubvSsrKTCxUVr7+YGXbvCuHEwZIjcyRdCtD1r19ZI8AG20bgEH6C8uJifv/2WA5s24e7nh6FzZ/Rubnh5eTFx4kQMBoPFQxa2RZJ8Iaps2bKFV155hV9++QUnJyecnZ1NBTCNtTe3LWvM+NAWKioqoqioiIyMDLN1HnzwQXx8fJgyZYrV4xFCCIsaPx7ef197fLUhWVlaAUx/zu7ff+H4P/8JPj4weDB07qyN6Z88We70CyEuvWuvhdBQiI837RoG9AOiG9G8TFVJLioiuagIMjPh+HHTsU8++YTrrrqKkVddxeDBg3Fzc7N4+KLtkyRfiCru7u4sXLiw3jrl5eU1kvvqr3NycjAajbVKenq66XVJSUmrfBZ/f/9WOY8QQljUoEEQFwfff6/NjB8XB3l5kJ9/oeTlaeNYGyM9HTZu1F4vW6YtqXfwIAQGytJ6QohLJzwcTp7UZtP/4Qc4cQLvggIO5OZyKCuLvXl57C4uJk5VyQNywbQtbET3W7ZtY8u2bcyfP5/XXnuNefPmoSiKVT+SaFskyRcdQlJSEsuWLcPJyQkPDw/+/PNPiouL2bx5c6278vXdsS8tLb3UH6VOOp0OX19fgoOD+eCDDxg8ePClDkkIIZpHr4cpU7RSnapqSX5mJiQna3fAkpIgJYWUgwdxzMqiU2nphWX26pKdDWFh2uvrr4evv9bOJ4QQrc3JCW6+WStVKsvKCDQauTwhgfCYGLLj48mNjyfv3DnyMjLIy8oiKzubc7m5JBcWklReTmoDp3nyySfpGxTE2L//3bqfR7QpkuSLdu/w4cMMGDCgRevVtyYnJ6ca4+7Pb11dXQkJCaF///7069ePfv364ePjI9/MCiHal2PH4O23tZmmQ0IuPJafmQlmruMBzTnPpk3wyy8wZkyLwhVCiKaqqKjgg1de4adPPsGYmIhRUUgrLSWrsU8pNZHfsWNW6Ve0XZLki3bv5MmTlzTBt7e3JyAggMDAQAICAujWrRvjxo3DYDDUmcjb2dldsliFEOKSmzEDdu3SXiclWe88Q4bAiBHW618IIczYuHEjD82fb5W+XYFIoCcQBkzu2pXLZFnlDkeSfNHu3Xjjjbz00kvMt9LFtCHl5eUkJiaSmJho2rdu3Tr+8Y9/0LVrV8LCwjAYDLi5ucldeSGECA5uXD1PT4iIgLAwkouLqXB2JqR3b212fb2+5vbifa6u4OEBcs0VQlwCR48ebVQ9TyBEpyNYryfY25tgb286ubvj7u6OwcMDdw8P3L28cO/UCYOPD+7e3rj7+bH32DEqnJ0Zfu212rVSrnUdjiT5ot1zdHTk+eef5/nnnzctT7dq1SpSUlIIDQ2lqKiIwsJC07b667r2VX/d3In04uLiePLJJ2vsc3d3p3fv3vTp04fIyEhGjhzJX/7yF0v8CIQQwnYsXQouLvDJJ/XXy86Gfftg3z78nZ0p1+shOhoMBq14eFx4ffH7gQO1P3yFEOIS8PX1bVS9bCC7spLovDxt0tG4OFyBTvb2eDs40MnJCW9XVzrp9XgbDHTy9MTby4vKigqiuneHnj3By8uqn0W0TZLkiw5FURT8/f3p378//fv3Z9SoUS3qr6KigoKCAvLy8sjNzTVtz5fs7GxSU1NJTk7m3LlzbNmyxWxfeXl57Nmzhz179pj2LVu2jHvuuadFMQohhE1xc4OPP4a33tKWmMrPb7CJXXExdsXF5ifcq8uoUXDXXdqyffJHsBCiFd1xxx38+eefLFmyhIKCgia1LQQKy8tJLC+HoiLtC08zbnn9dV7r14/us2bBpEkgqy91GJLkC9ECdnZ2GAwGXF1d+eGHH/j6668pLS2lpKSEpKQkEhISqGzBJCq//vqrJPlCiI7Jy0tL2r//HhISwGjUlsRLT6/5Oj0dKiqa3v/27VoB7amBadMsGb0QQpjl6OjIm2++yYIFC/i///s/jKmp5OzdS05SEjlZWeTm5pKTn09qfj57cnObfZ61QHZ0NFsffFBbQvT112HePMt9ENFmSZIvhAVMnTqVL7/80uL9jh071uJ9CiGEzXB0hFtuqb9OZSV/vvYa/Z95pvnnefddSfKFEK3Ow8ODSZMm1dh36tQpXnrpJb77/HOLnCO8+ptFiyTJ7yAkyRfCAk6fPm2RfiZPnsyoUaNwc3OjX79+DBgwwCL9CiFEu6Wq9H711ea3NxjgoYcsF48QQrTA7Nmz2bhxY4v6cAV6AY8Bf6t+4LHHWtSvsB2S5AthAcuWLWPmzJn8/vvvLernq6++YtCgQfj4+FBeXo7RaMTHx0dm3RdCCHN0Ooo6d8bB3COtERHaY6qenlrx8rrw2tMT3N1Bp2vdmIUQwozu3bs3mOSHVZWu1UqYgwNdnnwSr86dOWM0UuHuTtSoUReudQYDyDLNHYYk+UJYQL9+/di9e7fpfWVlJWlpaSQmJpKUlERGRgaZmZl1lgMHDtTo66mnnqrV/xNPPMFLL72Ek5OT1T+LEELYFEXh4KJF9FmwAO+6vmjV62HECBg8uPVjE0KIJlq0aBGDBw/m2WefrbH8cnVxVWV79Z1lZTi99hpDhw0jNDSUQYMGcVlUlNwo6qDkq2shrECn0xEQEED//v0ZOHAg/fv3p3fv3kRERNClSxc6d+6Mr68v3t7ejerv9ddfZ8aMGVaOWgghbFOlkxOx999f98FDh2DoUNixo3WDEkKIZtDpdEybNo2EhARKS0uZM2dOo9uWlJWxY8cOVqxYwZw5c7jssss4dOiQFaMVbZXcyReiBTIzM/nmm284evQo5eXlpKam1ihZWVkWO9fZs2ct1pcQQtgkVYUzZ2D/foiJgbg4OHuWIUeP4pyaWn+7hIRWC1MIIVpEVSEpCYd9+/hPYCB3TJnC3mPHKE5PJzMjg8zSUjKB08DeerqJjo5mxowZ7N1bXy3RHkmSL0QT5efnExcXR0xMDBMmTLB4/y4uLnh5eeHp6YmTkxMHDhzg/vvv5zGZLEUI0VHt2gUvvQR790JmZq3D+obav/giTJlildCEEMJiDh+G556D3buh2heXg6oKgBF4FtgMZDSiy8jISIuHKdo+SfKFaIJ///vfPPHEE42ur9Pp8PX1JSAgAH9//1rF19fXlNB7eXnh4eEh4+6FEKK6wkKYMAGMxobr7b1jIAAAIABJREFUGgzQp49W+vaFAQPgiitksikhRNunqnDrrXDiRM3dwFngYFV5sRFd6XQ6unfvzrx585gmy4N2SJLkC9EEH374YYN1DAYDkZGRREZG0r17d9PYe29vbzp16oSHhwedO3dGJ7M5CyFEbRUVcO6cltSnpsLmzQ0m+PuWLKHY358RN90EMsmUEMIWqKrpWpcXF8fZXbtIOHGCBCARSABigUNATj3dREVFMWjQIHr16kWPHj3o3r07CQkJODo6MmrUqFb4IKItkiRfiCZ46qmnmDlzZr11cnNz2b17d43Z9i/Wp08ftm7dip+fn6VDFEII23X2LAwfDsnJjW8TEEB+eLi2DJ4k+EIIW5CTA8OGcez4cZ4HvkG7Y99U8+fP58UXa9/bT61vjhLRIUiSL4QZqqqSkJBASUkJ+fn55OXlERgYyNKlS/n222/57rvvmt33kSNH2L59O1NkjKgQQsDq1XDbbU1v17UrfPUV5OVZPiYhhLC0zZvh+us5C9wB7GpkMy+0O/ZRV12lbaOi6NWrF46OjtaLVdg0SfKFqENxcTGjRo3i97rWXLaA0aNHc/3111ulbyGEsCl5eTB1avPa/vvfEByM7sABKmU+EyFEW6aqpmvdszQ+wY8Cho0cSfDw4QSEhOCm15Oens6RI0fw9PTE09MTg8GAncw9IqqRJF+IOhw4cKDFCf6kSZMICwvjyiuvJCAgwDQu32AwoMgjpUIIodHroWdPiI5uettbbwXgr+aO9+0Ln38Ol13W7PCEEMIiFEWbDHTTJgYAKxrZ7CBwcMcO2LGj0afy8fHhiSeekDH5HZgk+UJcpLy8nKCgILp3786pU6ea3c/XX38NwKpVq9i0aRPdunWzVIhCCNF+6HSwbx98+aU2Ft/DQ5tRPzdXG7e6dWvzvgAAbTmqqCi45hooKYHSUm07ahQsWABeXhb9KEIIUa/vv4e1a5l78iRX5+ez7/RpMrOySExPJyk5mcS0NJKAFKCyBadJT0/niSee4Mc338Rr4EA8AwJMqzl17tyZiRMn4unpaaEPJdoiSfJFhxETE0NycjL5+fns2LGD7OxsNm7cSFpaGmlpaaSkpJCcnExqaiqVlS25tNaUmJjIxo0bZZ1SIYQwx9ER6lvmadUq+Nvfmt//Tz/VfH/oEPz8M+zfL5P1CSFaj52d6QmkAVWlho0bYepUytPTSUGbZT+p2tYIZAHZ1crZek63LSUFfvih1v7zN6BE+yVJvugQ7r33XpYvX35Jzn3VVVdxW3MmlBJCCKFRmzPvdAOysy3fpxBCtISDA5SVYQ8EV5WGlAN/B1Y34TTJTVnBRNgkSfJFu1dSUsKKFY0d+dSwRx99lMsuuwy9Xl9vcXJykrH3QghhCatWWba/yEhtRn+5Rgsh2pK1a7VhSk1gD6yqKuXAK8CCBtrMmjWrWeEJ2yFJvrBZqqpSVFREbm4ueXl55Obm1ir5+fkUFBRQWlpqsfOmpqZy9913W6w/IYQQDZgzB9ata/od/dWrtUdjJZkXQtiC++/XHtmPiWlauw8+gPvuw15RyJs3D954o8bhOXPmEBISQnBwMJGRkTKEtAOQJF+0eUajkcWLF/PLL7+Qnp5eI4mvqKho9XiGDx/e6ucUQogObeRIqKyEoiKIi4PYWFi/HpYsqb/dlClw771w003g7g5ublrx8ICgIEn+hRBtS79+cPq0NkFofLx2rdu2DV57rd5mr8+axZP13J2PjIxk+vTplo5WtGGS5Is27bfffuP6668nLy+v1c6p0+nQ6/W4ubnRpUsXIiIiiIiIIDQ0lKFDh9KnT59Wi0UIIUQ1Li7Qu7dWli1rXJtly8zXdXSELVvgr2YX4RNCiNbn5ATdu2vl++/rrXoSeLKB7vJmzAB/f7jxRouFKNo2SfJFm7Zp06ZmJfh///vfMRgMuLm5odfrcXV1rTFePiYmBmdnZ0aMGGHad76OjKUXQohWlpEB585pS+cVFGglP//C67ref/NNy89bWqotp7dnDwwe3PL+hBCiPjk5kJhY81rX0PXuiy/q7TIYCAPi6qnzGOB3003csX699mSTaPckyRetrry8nPT0dIxGI2lpaRiNRoxGI9nZ2RQWFlJQUEBBQQGFhYUcO3asyf2HhYXx+eef11tn+/btAAwaNKg5H0EIIYSlfPABPPQQXILhV4A2zr+o6NKcWwjRcaxdC3fcAcXFFu3WFfgT+B8wt5569wG35eVhZ9Gzi7ZKknzRYpWVlaSnp5OSkmJK2Ksn7xe/z8zMtGo8f5XHLoUQwnasXWudBN/FBfR6rbi5XXit14OzMxw7pm2feUYb8y+EENb03XcWT/ABcpyc+MPJCZ1OV+/SoCP79cNOlnTuMCTJF41WVFTEypUrOXLkCElJSSQlJZGYmEhycrJFZ69vCjs7O9Pj9t26deOBBx5gypQplyQWIYQQTaSq2l38zZvN14mIgEmT6k7Wq/btPXqUCmdnhl1zjbbP1RXs5H6VEKKNUFWYPh2WLzdfx80NHnjA/JeT1fZVODtzNCGBr3/8kdffeIOi3Nw6u/T29ub1118nIiKCESNGgE5npQ8o2hpJ8kWdSktL2b9/P6dOneLUqVOcOHGC7du3k5aW1uK+FUXB29sbX19fU/Hz88PLy6vG2Pjq4+jN7XN0dLTApxVCCNFq3n4bHn208fXHjoVXX623SkFJifYiIKAFgQkhhAV99hlMm9b4+tdf3+As+jk5OcyaNYsvv/yywe7uvvtuli5dqt3hFx2OJPmiltzcXAYMGEBsbGyj23h6ehIYGIifn58pab84iT//2tvbGzu5wyKEEO1PTg6sWKEtc5eTA7m5NbcxMU0b/96tG8yebbVwhRCiWYqKYOVKOHlSu7ZdfL3LzNQm2Gssf3946qk6Dx05coSVK1dy+vRpVq1aVWed0NBQrr32Wvr370+/fv0oKSnBxcVFEvwOTJJ8Ucvhw4frTfDt7Oy44YYbGDJkCJMmTaJr167o9fpWjFAIIUSbkp8Pn34KDz7Y/D4GDQIfH/D21raRkXDXXdq4eSGEaAuKi+HLL+Gee5rfx4ABNa91ERFafwaDqYqqquzZs4d169axcOHCert79913mTlzZo2nW89PMC06LknyRS1Dhgxh+vTpLF26tM7jFRUVfP/993z//fd8/PHHHDp0qJUjFEII0WakpsLQoRAf37z2I0fCokUwcKBl4xJCCEsqKtKW2jx6tHnte/aE996Dq6+ut1pZWRlDhgxp8O/roUOH8u677zJkyJDmxSPaNXmGQ9Ti4ODARx99xIkTJ5g7t77FOCAuLo7o6OhWikwIIUSbEx3dvAR/6lRtDehffpEEXwjR9sXFNS/Bv/lmSE+H48drJfgVFRXs37+fZcuWMXv2bEaOHImHh0edCf4DDzzAL7/8QmJiIhUVFfz++++S4Auz5E6+MKtHjx688cYbHDx4kJ9++slsvWnTphEZGUmPHj24+eabufLKK1sxSiGEEJdMZSX06QMjRsDOnU1r+9ln2qz548dbJzYhhLAUVQU/P5gwAb79tmlt16+HVasovPtuEhISiI+PJz4+nsOHD7N69WqSk5PrbT527FiWLVuGv79/Cz6A6GgkyRcNGjduXL1JfmxsrGkM/5tvvsmECRNYuXIlzjKOUgghbM+ZM3D2rDZxlLmSkQFGI6SlNX+Ne39/7dFXIYS4FJKStMlA67jGVWZkcCw+npysLIrOl4oKCoEiM8XsMZ2OtOeeI70Jc5aEhoYyfPhwbr75Zv72t7+hKIplP7to9yTJFw167LHHuOWWW9i3bx+xsbGsWLGCP//802z9b7/9lk2bNjFe7s4IIYRt+de/4LnnLNunTqfNkt+z54USHg7DhmnrPgshRGtbuhTuv7/OLyl3ATcAeZY6V2UlZGWZPezj48OVV17JgAEDiIqKYsCAAXTu3NlSZxcdlCT5olHCwsLYsGEDCxcuJDs7u966AQEBDB06tJUiE0IIYTEbN1qmn7Aw7S79kCEQHKzNnN+zp2X6FkKIltqypc4EPx+4EQsm+NXY29sTEhJCSEgIoaGhhIaGMmLECK699locHByscEbRkUmSLxqlvLycuXPnUlpa2mBdvV7PpEmTcHNzw93d3VQMBgOdOnXC29vbtD1fvLy8sLeXX0chhLiknn0WxoxpeT9xcVpZs+bCvvvugzffBFdXkEdPhRCX0uOPw1dfaXfZq3ECmjkAydS+u5sbEaNGEdGzJxHduxMREUHPnj0JDAzEzs6uJVEL0Wg2lVUpiuIN3AKMA/oBQUApEA0sB5arqlpZrb4D8AAQBQwAIgEHYKaqqh81cC434DHgViAcUIF44FfgQVVVyy6q7wI8BfwN6ALkAtuBBaqqHmvJ524L7O3tGTt2LN82YrKRmJgYYmJimnWe4OBgPv/8c5m8TwghLoUbboAjR7TkPCVFG3Ofmnphm5PT/L6XLNGKs/OFtaF794bAQG07YQLIl71CiNYweLA2Hn/lSm1sftU1ziEtjb3nzvFOTg5fAhlN7LYEOJyfz+ENG2DDBtN+B52OzgYD4Z0702P4cLr37k337t0ZNmwYvr6+lvxkQgA2luQDk4H3gXPANrSk2x+YCHwEjFEUZbKqqmpVfT2wqOp1KpAChDR0EkVRwoAtQASwo+qcChCGlvTPAcqq1Xeqqn8FsA94u+o8k4FxiqJcrarq7837yG3HmjVrWLduHUuXLiUuLo68vDxTqWjuxEsXSUxMZObMmZw8edIi/QkhhGiiyEiYP7/uYyUl2h/D2dmQlwe5uRe2ublw6hS8/379/RcXQ2KiVrZvv7B/yBD4/Xe5yy+EaB1hYfD007V29wDeLS3lXaORpBMniDt1iqT4eJKSkkg6d44ko5FEo5GkxESS0O42NqSsspKz2dmczc5ma7Vl+FxcXPj1118ZMGCApT6VEIDtJfkngZuB7y+6Y/8MsAeYhJbwf111qBAYCxxUVfWcoigvAAvqO0HV3f+1aHfjx6uquv6i43ZA5UXN5qAl+GuA287HpijKKuBbYJmiKP2qx2yL7OzsmDhxIhMnTjTtO3jwIOvXr2ft2rUcPHjQIueJj4+nsrISnU5nkf6EEEJYiJMThIRoxZxZs+Cpp+D0afD11ZL5+PiG+96/X3tSwNPTcvEKIURzODpCUBBBQUEEXbS2vUlMDOozz5CxZw9J7u4k5eaSePYsSVCjJALmpt0rKipizJgxfPbZZwwePBgvLy9rfBrRAdlUkq+q6lYz+1MURfkA+BcwiqokX1XVUuDHJp5mKtrj/W9cnOBX9VnjlrWirWkxq+rtE9UTeVVV1ymKsgMYCVyJ9vRBu2A0Grn33nvZUO1RpObS6XS4u7ujKAoRERE89thjkuALIYSt6t8ffvjhwvt58+CNNxput3ixJPhCCNsRHo6yahU+gA9w2aJF8NhjdVYtBBKAU8AkOztKqz0Bm5qayujRowHo2rUrgwYNIjIyki5dutClSxdCQ0MJCQmRpalFk9hUkt+A84/Pl7ewnzuqth9XPbY/BvBEGxqwUVXVi4fnhAOhwElVVc/U0d+PaEn+1bSjJH/27Nn1Jvg9e/YkPDycgIAAAgIC8PX1xcvLC09PT9P2/Gs3NzdZ/1MIIdqrsWPhvfegsNB8HWdneOst+PFHGD0apk/XnhoQQghbcfXV0KkTZGbWOuQK9AR6OjiQHRzMQ2VlLEtMrFXvzJkznDlTVzoBgYGBDBo0iJ49ezJp0iQuv/xyC38A0Z60iyRfURR7YFrV25au/zMEKEZL7hdS82dUoCjKbFVVl1Xbd35NIHODyE9VbXs05uSKovxh5lCvvLw8tlcfv9gEeXnaYiDNbW+uP3NOnDhBt27duPnmm/Hw8KhxrLKykszMTDLruAi2Fkv/PGyZ/CxqsqWfR0P/Dtsya13rrMmWfjfaAqWsDOeUFFySkzHceishq1djV1xcd+XiYjhxQivr1pH39tv88cEHjR6fL/9t2i5L/LfpiNc6+Z2uX1v6+Sjl5TilpeGSnIzbrbcS8tVXOGaZeUD//9m77/AqivWB499J75XeQQiCVEGkiKIoYAML/lQE20XBjg2xIYqKogjIVcGCqFe9XqWKSlNREATpIr0EAiQESO9tfn9MElLOSU5yNieF9/M88+zZ3dmZSYjreXenZGfje/gwnwCTgF+Cglh06aX8s3cvhw8fJifH/rvK6Oholi5dytKlS5k2bRp33HEHo0ePtpm3Jv1+aqqa+Duy8l5XJ4J84A2gE/Cj1np5ZQvJn0AvCLN6xlv56d+YZTOHAe8CHyulIosMHSiIYO1NOVxwvFb0QUxNTeXIkSOkpKSQkZFRLGVmZhb7XJ6ffvqJ5ORkJk+e7IKWCyGEqAkC9u6lwxtv4B8ZWeky/A8dwj0tjVx/f+saJoQQFvI5fpyOkycTtHdvpa5vDtyVlMT5t91GetOmZGdnExkZyb59+4iKimLhwoVlLl29c+fOSrZcnAtqfZCvlHoUeBLYgxlP7wz3Itv5WuvxRc59mr+s3rvAM4DN+QFsNTF/q8vMVZBJ6x42C1Fqc2Bg4IUDBgxwsNriCp5Slbw+NzeXjz76iHfeeYfIyEiys7NLX+yE8847r1SdNYG938e5SH4XxdWm30dgYGB1N6HSqupeV5Vq099GtXrpJXAiwAdw+/hj+l97rcP55d+m5rLi3+ZcvNfJ33TZasTvZ8QI0/vIGdOmcfEdd5Q6fPPNN5cZ4Pfp04d3332Xnj172jxfI34/NVxN/B1Zea+r1UG+UuohzHJ1u4CBWmun+n9rrdOUUlmAF2aG/ZIWYoL8XkWOFbypDy6dHTA9A4rmq1EWLVrEAw88UCVlP//88zz//PNVUrYQQogaysY4U8DMtN+3LwwfDs2aQWjo2RQQIEvnCSFqF3v3uqAguOQSuOEGOO+84ve6wEAoY3Lp6OhoNmzYwIIFC4odb9OmDTfffDNDhgyhd+/e+Pn5WfmTiDqo1gb5SqlxwHRgJybAj7Wo6L1AZyDBxrmCATa+JfKD/TH37fK3NXLh95BKzmT8xBNPcOGFF+Ln54e/v3+xrZ+fH40bN8bDo9b+eQkhhKis2bPN5HklnToFixfDX3/Bvn0gXfGFELXZtGnQq1fp40lJZoWR9eth+/aylxwFli9fzscff8yGDRuIioqymefAgQMySbWokFoZhSmlnsGMw98GXKW1Pm1h8T9jgvxOwA8lznXK30YWOXYQM/N+hFKqtY0Z9q/O3zravd+lBg4cyI8//sgNN9xQZregkpYvX860adOqsGVCCCFqpauugg8+AHu9xE6cMG/A2re3fV4IIWqDiy6C+fPh5pttn4+Ph/37SwX5ubm5HDp0iLVr17JgwYJyl6N+4YUXJMAXFVbrgnyl1IvAK8BmYJCzXfRtmAM8DDyulPpSa30sv14f4LX8PP8tyKy11kqp2cDrwFSl1K1a67z8a4Zhls/bBfxmcTstc/XVV5OZmcmZM2c4evQoUVFRHDt2jIceesjuNeHh4S5soRBCiBpLa1i7Fr79Fo4cMUH8iRP2899zjwT4QojaafNm+PprOHgQoqPLvtcNGgSXXw7AunXr+PTTT9m2bRv//PMP6enpNi/x9fWlZ8+e9O7dm4svvpjevXvTtGnTqvhJRB1Xq4J8pdRdmAA/F1gDPGrjyVak1npekWsmAOfn73bL396jlLok//NarfXHBfm11nvyewpMA7YrpRYBqcBgTJf8DcCbJep8B7gOGA5sUEr9DLQAbgHSgHsLAv+aLDw8nPDwcLp3787ff/9dZl5fX1+ys7Px9PR0UeuEEELUGFrDqlXwww8mHTjg2HW9epm3/EIIUVusWwdLlpgu+OV8Py7Urh18/TUaGP2vfzF37twys19++eVMmTKFHj16yHBXYYna9lfUOn/rDoyzk+c3YF6R/SHAZSXy9M1PBT4uelJr/Y5Sai9m1v7hgDdwCJgIvK21Ti+RP1MpdSUwARgBPA4kAYuAl7TWuxz54arT5s2bGTVqFLt373Yo//Lly9m4cSP9+vWr4pYJIYSoUXJy4LbbTDfV8oSHQ5Mm0KoV3HWXmYjK3b3cy4QQotppDY88Au+9V37e0FBo3BhatIBbbzUz73t5EX3iRJkB/iOPPMKYMWPo2LGjdMkXlqpVQb7WehIwqYLXDKhkXT9Qekx+WfnTgZfyU62Sl5fH0KFDOVFWl6MSevXqxYUXXliFrRJCCFHjZGbChx/aDvDHjDHj8Zs0MalRI/D2dn0bhRDCWVlZ5s29rQD/9tth2DCzSkjjxib5+pbOBzRu3JjrrrvO7rj7Tz75hGHDhnHBBRdY2XohaleQL6qGUooGDRpUKMjfuHFjqeU7xo4dy+TJk6lXr57VTRRCCOEqWsNHH8HPP8OZM2dTXBykptq/bvJks0yeEELUFv/7HyxaBKdPF7/XJSfbv2b8eOjWzf75IpRSLFmyhEOHDvHDDz/w2GOPFTuflpbGzJkzGThwoDM/hRClSJAvUErx22+/MWXKFFauXElubi65ubnljssvafbs2Xh7ezNjxowqaqkQQogq98UX5q18RQwdCvKAVwhRm/z6q+laXxF9+8L555efr4icnBy2b99eKsAHcHd3584776xYG4RwgAT5AoCgoCCmTJnClClT0FqzZcsWPv74Y2bPnl2hcmQGUCGEqIX++gtGjjTr15fFw8OMsw8LM9vWreHee+Gyy0DGkwoharrdu81DzDVrys7n7m7ucwX3uubNzT3ymmvAzc3h6jZt2sTIkSPZu3dvqXN33XUXEyZM4PwKPjQQwhES5J/DIiMjWb16NceOHePYsWNERUURFRXF0aNHSUxMdKiMvn374ubmhlKKJ598kqFDh1Zxq4UQQlhKazMhnr0hWxs3mrf04eEQGCjBvBCi9rrzTti0yfa51avNOPvwcAgKqlAwXyAnJ4elS5eyefNmtmzZwo8//lgqT5s2bfjnn3/w8fGpcPlCOEqC/HPUnj176NKlC9nZ2ZW6/vrrr+edd96hbdu2FrdMCCGESyllvtjaC/J79YKePU2ekBDw94eAALMtSOXt+/tX6guzEEJYqnlz+0H+gAHQvbu514WFOX5/y9/P8vSkw8UXc+jQIZvFP/fcc9xyyy107dpVZtIXVU6C/HPUkSNHHArwb7jhBi6//HIuueQSOnfujKenpwtaJ4QQwqV++QXef99MKGXLpk32vxg7avBgs9a0l5dz5QghRGX997/w2Wdw//22z2/dapIDDgE/Af8AO4G/gQQb+YKCgvjiiy+kt6twKQnyz1GDBg1i3Lhx5U6St2jRIhYtWgSAr68vLVu2pFWrVjRo0ICgoCCCg4OLbW19DgwMxMND/tSEEKLG8veHp5+Gq6+G11+Hr782x5Uy3fmtsHw5XHEFDBwInp6lk5eX7eMOJM+4OLSHh5kRu+C4u7s17RZC1B1eXnDffWa5z8mToWAN+wre6/YAXYCyXpd9ccMNdG3alPaNG+N14ADMmlWxe5uj90S51wkbJPI6RymlmD59OiNHjuSzzz7j22+/JSYmpsxr0tPT2bNnD3v27KlQXW5ubowaNYpPP/1UuicJIURN1qkTfPWVSQDZ2RAdDceOwfHjJohOSTFL6RWkgv1jx8qfzOqPP0yyWD9bB2+8Eb77ToYJCCFKa9UKPvmEnDlzSEhIIC42lrgDB4g7eJD4yEhSEhJITkoyKTWVlNRUktPTTcrI4Pe4OJvFNgYeAB4FgvNfklW5AQPghx+gxNLW4txWqSBfKWV7sEnFzNBav2tBOcIJPXr0oEePHsycOZMzZ84QGRnJkSNHbG6TkpIqVUdeXh6fffYZvXv3ZuzYsRb/BEIIcQ7KzTUBeEHKybG9ddW5vDzTG6AmWbjQzKR9wQXV3RIhRGXl5UFWVqn7jndMDCo3F/bssXlPykxL48jx40SeOEFkdDSRMTFEnjzJqaQk4pKTiUtNJS41laSMDEubewxw+WPF1ath7VoYNMjVNYsarLJv8lsBidgeeuKIFkBIJa8VVUApRb169ahXrx49e/a0mSchIaEw4I+PjycxMZGkpCSSkpJsft65c2ex6x944AGWLVtGREQEjRs3pmHDhgQFBREQEEBgYCABAQGFn/39/XGX7kdCCFHalCnwyitg8ZfTOuemm6BDh+puhRCisubOhccfBxsvmfqUcdl7wFOAq++Qk6iGAB/g8svhkkuqo2ZRgznTXX+61vqVylyolMpzol5RTUJCQggJCaFr167l5s3JycHf35+srKxixxcvXuxwfX5+fjYfAPj5+eHp6YmXl1dhquj+nj17CucJcPR6T09P3KTbpxCius2cWTsD/ICAs6lgRuqCz35+4ONTfvL1tXn8z23byPPyou8VV5hj3t4yTlWI2u6992wG+OWZieMBvgJCgbAiKQQILJIC7Hwuuu8PFN5x/PyK3+8cvdfZub+Vmby9Qea9EjbIX4WoEh4eHjz99NO89tprlS4jLS2NtLQ0YmNjLWyZczw8PMp9KODsA4ii+z4+PgQEBODv71/4oKPovpfMUi3EuWfoUPjoI+vL7dfPjMn39DRfGotuHT1m64ttQID58lqFD0kzCv4/ERZWZXUIIVxs6FDYsqXClz0APOFAPn8PD84LCaGBvz/1/PyoFxBAvYAAgvz86NGiBf0jIlBeXrbvfUUfVBZ9cOnnJw8YRY1Q2SD/IsDOgrouuV7UAq+++iqTJk3i9OnTREdHExMTU7iNiYkhNjaW5ORkUlJSCrdFP9dEOTk55OTkVHczHPLLL79w+eWXV3czhBBWmzYNdu6E9eutLfePPyAkxHT7DAkxKTT07OeAAKhXz7w5EkKIqvbss7B5M3z/fYUuexxoDXwO7AcOYPvNfmpODjtOn4bTp22W8+GHH3LfffdVrM1C1BCVCvK11pudqdTZ60Xt4eHhQaNGjWhIbKTBAAAgAElEQVTUqFGFrsvLyyMtLa1U4J+cnEx6ejrZ2dlkZWUVporux8TEFBtS4GgZtcltt91GdHS0DDEQoq4JDITff4cFC8yMysuWgVU9nn74waSyLFoEw4ZZU58QQtjj5WXuNz/+aAL9Zcvg6FGHLr0hPwHkAceB3cDHwLcOVn/8++/NcntC1ELSXV/USG5uboVd06vC6tWrARgwYIDD12itycnJKRb0p6Sk8PLLL/P5559XSTud0aFDBwnwhajtYmPh5Zfh/feruyVnzZsnQb4QwlrJyfDqqzB1qqXFaswb/bnAPuCkg9fdCjx9/LilbRHClSwP8pVZCL0R4GnrvNbasUdwQtQwSqnCCfj885eKWr9+vWUBvp+fH76+voXJx8en3H13d3dyc3NLpS5dukgXMyHqghkzalaAD/DQQ9XdAiFEXfP555YH+ACfAfeUk8cb6AJ0A7oC/fP3GT/e8vYI4SqWBflKqVuACUBnikwwWYK2sk4hqltERAReXl6lVhGoqD59+tC2bVtCQkIIDQ0lNDS01OfAwEAaNWqEr6+vRa0XQtR4nTpZV9aIEdC9e+nZnb29Hdv38AClrGuPEEIU6NDBTFiXm+t8WTfcAH36gL8/iz/5BLZuLTN7rocHf+XkUO+qq7j9qafoctVVcq8TtZ4lAbdS6iHgXSAHWIsZ+lI7ZicTwgkdOnTg0KFDzJs3j5ycHLKzszl58mSxFBMTQ2ZmZpnlrF+/nvUOTqK1aNEihklXWSHODSNGmC+/774LKSmmS2tBSkyEY8cgz8FVab/6yiQ/PzOuPyjIbAtS0f2Czx06wKBB8oVXCFG1rrgC9u6FN94w97aC+1xKytl7naMTHy9aZJKvLw97e7PR3Z0TZTw8KJhQ+aeVK/lp5UpGjhxJmzZtuOmmmxxaNlqImsiqt+qPA7FAX631YYvKFMIltNakpKSQlpZGRkYGmZmZZGRkFPts65i989nZ2fj5+dG4cWPCwsJo3rw5hw8f5rhFY7u+/PJLCfKFOJd07w6ffmr7XGIirF0Lv/0GBw9CTAxER5uUYWel6LQ0k046OjoVM1a2YUOTGjQw22bNZH1mIYR1zjvP/vKgqalmRZHVq2HfPhL27MErLg6/hARzzpb0dAamp3MMOAbsAP7GTMBXcCwKSC9x2X/+8x8AXnnlFSY99hg333UX7Tp2xFtWFhG1iFX/d24KfCQBvqgKWmuysrIqHHSnpaWRlJREYmJi4bbg84kTJ0hNTSUzM5OkpCTyHH0TVgM8/PDD1d0EIURNERwM115rUlFaQ1KSCfb374fPPoNVq8xDgcp44YXSx1q0gJ9/hrZtK1emEEI4yt8frrzSJGBb0QmUk5PNvS4y0vRWWroU4uLMfRBQQPP8VOJOicaMNbY3G8CkmTOZNHMmQf7+PPDww/Tu3ZsGDRrQoEED6tevT1BQEEp6OokayKogPwozb4UQZYqOjmbv3r3s37+f/fv3c+DAAU6fPl3um/O6xNvbm7CwsMIUGhpa5n7BseDgYJktXwjhGKXMA4DgYDj/fLj+enM8L8+89UpONg8Binb/L7o/YUL5dRw9Cu3awV13mYC/ZUuTWrSAVq3M8ldCCFHVCoYZRUSY4UVgAvyCe52te1z+Z/XMM7wJTMG82b8G+MdGFUmpqbz55puljnt5eVG/fv3CoL/k97eSKTw8nPr168uDAVHlrAry5wFjlVKBWutki8oUdUROTg5Tp07l+eefr+6m2OXr64u/vz8+Pj6Fydvb25LPfn5+xYJ1X19fubkLIaqHm9vZL8RNmtjPN348rFtn3oydPGmSvZmvP/us9DFPT+jSBXr2hMsvh1tuMXULIYQrKAUBASY1bmw/3/jxsHkzbvv20eLkSf4+eZJ1b7zBNmA/sBfYBsTYuTwrK4vjx49XaEhmo0aN6Nu3L3379mXEiBE0Lqt9QlSSVUH+m0APYJVSajywRYJ9UWD8+PFMnz7dqTI8PT2LBc8lt/aOBQcHExQUVGwbHBzMvn378Pf3Z/DgwQQFBeHpaXPFRyGEODcpBf36mVRg9GgzNt+RZUOzs2HzZpPmzDHXDhliJvQrmgom+bN3XO7NQoiq1qOHSZiu/f0efph+b79tljAFcoGvgV8wE5CdKrK1MxtAmWJiYliwYAELFizgxRdf5LL+/WmYP4+TvRQcHExAQABeXl7yokg4xJIgX2udq5R6D/gW89+AvT9ArbWWWXrOMfHx8Q7n/eabb+jVq1epoN3qbuo6f5xWeHi4peUKIUSd1a6deWv/2Wem2//Ro7BnDxw5Yj4XbCMjISqq+LUpKfDddxWv08fHoYcCTU+cQHt4wL59ZjLAosndvfSx8lJ517i7y4oDQtRVTZvC9OkmaY378eOM3L2bkUXvc0eOwJEjpB0+XBj0nwbigbj8dKbI54J0AkgpUlV6ejrLVqxwuGnubm4EeHvj7+VFgI8PAT4++Pv4EODra7Z+fgT4+ZGakoKvjw9bv/sOLy8vPL288Ci69fbG09u78LNHwb63N54+Pnj6+Jhzvr54eHri6emJh4cHniU+e3h4yFDSGsqqJfSGAd8B7sBhzN+wLKEnAJg6dSotW7bkvffeo02bNmRmZnL8+HFOnz5dKu/AgQMl8BZCiJrOzc2Mu2/Vyvb5uDjYssUs/ff995WvJyPDpNjYMrO1q3wN1WP1arjssupuhRCiPEqZlUSaNbN52i8piZZbt9Lyk0/giy/KLS4XM7v/GmBW/ueKyM3LIzE9ncT09MpPpFoDLF68mKFDh1Z3M+o0q96qTwLSgGu11mstKlPUEfXr12fSpElMmjSJvLw8Dhw4wK+//srYsWOL5atXr54E+EIIUReEhZlZsAcOhL//huPHzURXDz5oHgCc6x5+2PxehBC1W1CQeWB32WXw/POmJ1NSErz8MvxTego/d6BTfroP2IQZ71/yjX/RdAZIzk915Q3qvffeS2xsrPQCqEJWBfntgc8lwBf2bNu2jWeeeYYNGzaQaOfJ4+233+7iVgkhhKhSSpkJ+Lp0MftPPlm97akpLrmkulsghLBa+/YmAbz9drnZPYDeFSg+HgirTLtqoL59+0qAX8WsCvJPA1kWlSXqmF9++YXBgweTk2P7+WODBg2YPHky9957r4tbJoQQwqVef90sueeoiy8249/d3c0QATufT8XFod3caNCokUP5HTpf1ueC8fham/kJtD772d7xgs/duhWu9S2EqKMmToTrrnM8f8G9roz7T6i7O6/s28fE3RXt5G9c17YtHu7uuLu5Fd+6u5feeniY8wVbNzc8lDKflcJdKTzc3HDPL1trjc7LM9uCFB6O7tQJnX8+L/98u3btGDZsWKV+BuE4q4L8+cAQpZSn1jrbojJFHfHTTz/ZDfA/++wzRo0aJTOFCiHEueDOO2HUKNi0CV55BZYuLTv/m286NHb9n9WrAWgwYIDzbRRCCGdde615uLd7N7z2Gnz1Vdn5H30URowot9gX81NcXBwHDx7k4MGD7Nu3j8WLF7Nly5Yyrx356qvceuutjv8MolazKsh/AbgY+FYpNU5rHWlRuaIOGDNmDH/88Qfr168vdW7NmjXceeed1dAqIYQQ1eLHH+GmmyDLgQ6A6elV3x4hhKgKf/0FgwdDQkL5eSt4rytYWu+iiy4C4PDhw+UG+elyPz2nWDUY4m+gOXA9cFApdUYpdchGOmhRfaIWadu2LevWrSM9PZ0RJZ5S/vTTT8yZM4elS5eyY8eOamqhEEIIl0hNhSeecCzAB7j+evjzz6ptkxBCWC0z00zE50iADzB6NCxbVqmq8vLy+M6BJUrXrl0rgf45xKog3w0z4ePR/JQEKBtJZlg4h/n4+HBZiW6Xx48fZ+zYsVx//fV07dqVkSNHVlPrhBBCVKktW6B5c7OWvaNycuDZZ6uuTUIIYbUjR6B1a1i1qmLXPfpopapzc3Nj2rRp5eb75JNPWLlyZaXqELWPJd31tdatrChH1H29e5c9j+jChQvJycnBw8OqkSRCCCFqhF9/hfj4il93xRXWt0UIIarK+vUQHV3x6wYOrHSV999/PytWrGD+/Pl284SGhtK9e/dK1yFqF3mzLlwiJyeHyZMn07Vr1zLzTZ8+XQJ8IYSoi+64A4YOdSzvk0/CkiVw4AC8+GLVtksIIax07bUOTaIHwP/9n5mAdMcO+OADp6rdtm1bmefj4+P56quvSEtLc6oeUTtINCVc4q233mLixIk2z33xxRcMGzaMwMBAF7dKCCGEyzRoYLqwlsXXF775xiw9JauuCCFqo8BA6Nix/HxffWWCfHf38vM6YOTIkbz88stl5pkwYQKHDh1izpw5ltQpaq5KBflKqf8Ddmqtd1XH9aL2yc62v7LiqFGjaNasGREREbRr146uXbty7bXX0qJFCxe2UAghRJXauBFmzrR/vls32LrVde0RQoiqEBUFL7xg/3zDhnDsGFjcc3XSpEnccsst/PHHH4wZM8ZuvtzcXEvrFTVTZbvr/xcY7kS9zl4vapkJEyYwffp0WrVqZfP8sWPH+OWXX5gzZw4PPvggLVu2pF+/fhw8KAsyCCFEndCuHTRqVPxYkyZwzTUwcSIsWlQ97RJCCCs1aAAXXFD6+ODBMGGCmZ+kioamRkRElNkd//XXX2fGjBlVUreoWZwZk68ta4Wo87y8vBg3bhyHDx8mPj6eb7/9lnvuuafMa9atW8esWbNc1EIhhBBVKizMBPpFzZwJ338PL78MLVtWT7uEEMJK3t7Qo0fxY2+8YcbeT5kCHTpUWdW33XYbjz/+eLFj7du35/Tp02itefbZZwkICKiy+kXN4UyQP0kplVuZhDwgOKeFhIQwfPhwHnzwwTLzeXt7c+WVV7qoVUIIIarc5s3F92+5BRo3Nm+2hBCirli/vvj+hAkQGgoOrGfvjFUllu176aWX2LhxI+Hh4VVar6h5KttX5HecD9Qjnbxe1EJ5eXns27ePf/3rX6xbt85mnnnz5tG0aVO6du1K/fr1XdxCIYQQVUIpM3v0U0/BqVNnj8fGmmXyhgwxb/p79YIrryzdtV8IIWqLGTNgzBgz9r5ASop5sHnlleZe16MHXHUVWDgH1fjx43mhyHwAS5Yswdvbm+HDh9OuZE8qUadVKsjXWg+wuB2ijsvNzeWRRx7hgzKWB5kwYQITJkwgODjYhS0TQgjhMnfeaZaWmjABpk0rfm7ZMpMKdO9u8t91l3kDJoQQtcU118CRI/Dhh/DAA8XPrVplUoEOHWDkSLj3Xqcfbj777LN89913hcvpbd26la1bt/Lcc8/RpUsXbrnlFm699VYJ+M8BznTXF8JhW7ZssRvg//e//yUnJ4cpU6ZIgC+EEHWdh4cZn1rG7M+AmWn/8cdNsH/mjGvaJoQQVnFzM/e5Z58FPz/7+Xbvhuefh/PPh0OHnKzSjZ9//pkrrrgCjxKT++3YsYMXX3yRjh078sMPPzhVj6j5JMgXLtGxjPVC586dy3/+8x+Sk5Nd2CIhhBDVxsMDZs8GrSE1FXbsgPnzzQR8l15aPO+RI2Y9aSGEqG2UgtdfN/e5jAzYtQsWLzYT8A0aVDxvYqJ5AOqksLAwXnzxRRYuXMgXX3zBsGHD8Pb2Ljyfk5PDJ5984nQ9omaTIF+4hL+/v90lO1asWMHdd99NREQEcXFxLm6ZEEKIauXnB507w003maX0fvsN+vYtnufRR+Hbb834fSGEqI28vU3X/KFDzZCl5cvhjjuK5/noI/jPf4qP5a+kgIAARo4cyaJFizhVdB4UYOHChWzZssXpOkTNJUG+cJlHH32Uq666yu75mJgY9uzZ48IWCSGEqJF++MFMTlXU//0fNGwIXbqYN2PHj1dP24QQwioffwwPPVT82KhR0Lw5RETACy/AgQNOVxMYGFiqi36PHj2YP38+2dnZTpcvah4J8oXLKKXYv39/mXkefvhhBg8ezIgRIxg3bhw///yzi1onhBCixggJgRUr4OmnzbjWov7+24xf7dAB5MGwEKI28/GBf/8b3nrLvOkvav9+eO01uOACWLvW6aoGDx7MDTfcUOzY8OHDueaaa5wuW9Q8lV1CT4hKufHGG5k+fbrd81u3bi22P3PmTG6++Wa++uorvLy8qrp5QgghaorsbLjtNggONuNUU1KKn09Ohi1bzGRVQghRW+XkwODB4OVleimdPFn8fFaWmY3/kksqVKzWmpiYGHbv3l2YEhMTS+X7448/yMnJKTVRn6jd5F9TuNS0adPo378/H3zwAVFRUZw5c4a4uDhyc3PtXjN//nwWL17M8OHDUUq5sLVCCCFcIi7OTEj1zz+wcyf89ZeZXT8rq+zrWrZ0TfuEEMIKiYlmNv1du8y9btMm2LwZ0tLKvq6Me11eXh5HjhwpFsz/+eefHDlyhJSSD0dtmDVrlgT4dZD8iwqXUkpx4403cuONNxYey8vLIzExkRkzZvDKK6/YvO7//u//CAwMpHPnzjRv3pzevXtz33334e/v76qmCyGEsJLWZjzq5MkQFVXx67t3hx49rG+XEEJYbcECM9leOcNWbWrd2kzWV0RSUhJLly7l888/5/fffyc9Pb1CRTZp0oSbb76Z++67j86dO1e8TaLGszTIV0o1AHoCoYC7rTxa68+trFPUfm5uboSGhjJ+/HhOnjzJnDlzbOZLTk5m3bp1AHzzzTfMmjWL3bt3Szd+IYSobdatg379ys/n7g4XXwwdO5ovus2amQmpmjWD884rPV5fCCFqkn/+gT59zPCi8lx0kRl/36bN2Xtd8+bmXufhQV5eHu+//z6PPPKIw9UHBATQoUOHUqlt27a4yf2zTrMkyFdKeQKzgTuxP5mfAjQgQb6wyd/fn8DAQNzd3cvsvl/g0KFDxMbG0qxZMxe0TgghhCVyc0uvD11W3nXrTPL2htBQE+yfdx60bWvSxRdXbXuFEKKybrjBsQAfzDClv/4yY/ODg6FVK3OPy7/f/S82lkfGj3e4ajc3N/r06UP79u1p3749ERERtG/fnubNm0uAfw6w6k3+ZOAe4CDwJRAF5FhUtjhHnDp1irfffrtC1zz00EMEBQURGBiIt7c3Pj4++Pj4lPt5165deHp6Ur9+fZvnPTw8ZPy/EEJUhdxcCA+H1NSKXZeZCTExJq1fX+xUg+eeI7aMJVqFEKJahIRU/JqsLDh1yqS//jpbVAWLycvLY+XKlaxcubLYcR8fH9q1a0dERERh4F+wDQsLq3h7RY1kVZA/AtgHdNdaV2xQiBD5wsPDueqqq0rdjMqyZMmSKmmLm5sb3t7e+Pr6EhQURFBQEMHBwaW2Pj4+5ObmkpubS05ODg888ACtW7eukjYJIUSd4OVlgvRFi2DvXvDzM2+67KWkJLPNy7NbZMfXX6flV19Bu3ZQv75ZlsrLC+rVg4cfhoYNXfgDCiFEvmXLzL1uxw4ICCh9X7OVcmy/Jx0MrAHmBAXhFxCAu58fCXl5xGdnE5+TQ7yvL/HJycTHx5NjpwyAjIwM/v77b/7+++9S50JDQ2nUqBENGzakQYMGNGzYkIYNG+Lh4UFwcDAjRowgKCjIol+OqEpWBfkNgPclwBfOcHNz46effuLjjz9m/vz5nD59mqSkJBITE0lMTCQ7O9tlbcnLyyM9PZ309HTi4uIcvu7tt99myZIlXHfddVXYOiGEqOWaNIEHH3Q8v9aQng6nT5uu+99+ayayKsI/MhIiI0tfO20abN9uHgAIIYQrhYfDv/7leH6tTa+l06fNzPvffQdffgmYcc+XAJckJZmHBCV5esKvv6L79mXZsmXExsYSHBzMvn372Lt3b+H21KlTdquPj48nPj6e3bt32zw/ceJEDh48SGBgoOM/k6gWVgX5RwF5rCOc5u7uzpgxYxgzZkypcxkZGSQmJvLPP//w6quvEh8fT1paGqmpqaSnp5OQkEBeGW96XEFrzfbt2yXIF0IIZ+3ZA3/+CYcOnU0HD0JsbMXKSU83PQYkyBdC1ESRkbBmTfF73aFDcOJExcrJzoadO1H9+uHr60vLli0ZMGBAqWzx8fHs27ePnTt3MmvWLLZv3+5wFadOneL48eOcf/75FWubcDmrgvx5wENKqWCtdaJFZQpRjI+PD9u3b2fw4MFldkOqTmPHjmXs2LHV3QwhhKjdliyBYcOsKWviRBg82JqyhBDCShs3mpVGrPhe+8QTMGJEudlCQ0Np06YNo0ePZufOnRWqYubMmRLg1xJWBflvAF2BVUqp8cBmrbWNfiRCOOfvv/+2JMAvGG8fGhpKQEAAAQEB+Pv7F34uue/v709oaChhYWHFUlBQkMxQKoQQVivRFb8YX1/o2hW6d4cuXaBxY7YcPUp2cDAXX3utmejK3eYqvkIIUbMsXmw/wPfygs6dzb2ua1do2tTMM1KQQkPBo3Kh3Ouvv24zwFdKcd5559G5c+diqW3btrjLfbVWqdRfhlIqD7McXqlTwKr8PLYu1Vprqx4siDpqy5YtjBo1il27dllW5p49ewgKCiIgIAA/Pz/WrFkDYLMbkxBCiGoWFVV8/4MPoH37s+tHl/iymbR6tfkQHu6a9gkhhBUSS3SAnjoVunUz97oWLcw4+yrQoEGDUsfWrl1Lt27d8Pf3r5I6hWtVNuD+HdtBvhBO0Vpz8803E2lr8qRyXHjhhbi5uaGUws3NDTc3N3r27MnLL79MaGio9Y0VQghhveho+OWXs/vu7nDnnWYWfiGEqCvi4+G994ofGz4cXLBK06hRo3juueeKHevSpYsE+HVIpYJ8rfUAi9shBAApKSkVDvDvv/9+XnrpJZo0aVI1jRJCCOEaWVnQu3fxY7NnS4AvhKh7Bg0qvj9+vEsC/JSUFPr06VPs2IABA2TG/DpGBhOLGiE3N5fhw4c7tPbm5ZdfTmZmJlprtNbMmTNHAnwhhKgLUlLg6NGz+wMGwOjR1dYcIYSoErm5Zom8An5+8MYbLqn61KlTHDt2rHC/WbNmfPDBBy6pW7iOJUG+UuqQUurRcvI8pJQ6ZEV9ou7ZuXMn8+fPLzff119/zc8//4yXl5cLWiWEEMKlSk4i9dRT1dMOIYRwpalTwfZ8ZpbbuHFjsf3ffvtNZsyvg6x6k98KCCknTwjQ0qL6RB0QHR3NI488Qv/+/bn11lsduiYhIcHepI5CCCFqu9jY4vurVlVPO4QQoiolJ5vZ8wt8/73Lql63bl2x/dYuGCIgXM+VM90HAFkurE/UYHFxcRXuYv/CCy8watSoKmqREEKIatesWfH9GTNMl/2+fc2SUfKQVwhRFwQGQl7e2f3ly838I8OGQaNGVXav27BhA++++27hvoeHB6mpqQQEBFRJfaL6VDrIV0q1KHEoxMYxAHegBTAckO76gjNnztCs5Be5EgIDAzl+/LhMAiKEEOeSjz8ufeyGG8y2fXtYscIsKyWEELXZ999DTk7xYw88YFKLFrBkCXTtanm1vUtMbJqTk0NiYqIE+XWQM2/yIym+jN5j+ckeBTzhRH2ijli+fDkZGRll5klOTubLL78kNDSU0NBQQkJCin32KDluUwghRO3Xpo39c3v3wt13w5w5Jp+7u8uaJYQQlmrZEtzcir/NL3D0KNx4IyxdCu3agaenJVWePHmy1LHPP/+cpk2bWlK+qFmciZQ+xwT5CrgT2AFss5EvFzgD/Ky1XuFEfaKOuOCCCxzK98ADD9g9V79+febPn0///v2tapYQQojqds01sG0bLFoESUnwzjvFz//6K0REmM+//QaXXur6NgohhLO6d4fdu+HbbyE+HqZNK37+8GEo+L783Xdw881OV3nixIli+6+//roMg63DKh3ka63vLvislLoTWKi1fsWKRom6rWvXrnz66ad8/fXX7Nq1q9gyHo46deoUl112GatWreKKK66oglYKIYSoFl27mhQVBbt2wbJltvM9+CDs3OnatgkhhFUiIuD55+HMGZPmzbOdb8wYM2zJyd5LnTp1okmTJoXBfnR0tFPliZrNktn1tdZuEuCLirj77rtZvnw5UVFRJCQksH79embNmlWhMrTWREVFVVELhRBCVKtJk+wH+ACnTtnu6iqEELXJzJn2A3yA1FSTnKSUonPnzoX7H3zwASkpKU6XK2omq5bQK6SUaq6UGqqUGpW/bW51HaJuCQ4Opnfv3oSHh5eb19fXF4DQ0FBee+01brvttqpunhBCiOpQztwtLFxoxrQKIURtVt5M+vPnQ1CQU1Xs2bOHwYMHs3z58sJj4eHhhd+rRd1j2exlSql2wPtAqb7TSqlfgIe01vusqk/UPVdddRXdunVj2zZbUztA+/bt6devH+3bt+fqq68u9jRSCCFEHXLfffDVV/bPN28Offq4rj1CCFEVXnoJXimjM7S/v1lGtJKysrJ45plnmDlzJlqfnS/d39+fefPm4S4TmNZZljwCV0q1BdYBAzHL5H0OTM3fHso/vjY/nxA21atXj02bNvHtt99y4YUXljq/d+9e5s6dyzPPPEPXrl3ZunVrNbRSCCFElcrKsr2UXoEBA2DBgipbR1oIIVxm5kz75y64wCyl5+dX6eInT57MjBkzigX448ePJyoqiiFDhlS6XFHzWdXPbQoQjllCr73W+h6t9bNa63uA9sDjQD3gdWcqUUqFK6VGK6UWKqUOKKXSlVKJSqm1Sql/KaXcSuT3VEo9ppT6VCm1TSmVpZTSSqnR5dTTQCk1VSm1UymVrJQ6o5TarJR6Willc+F2pZSvUuplpdRepVSGUipWKfU/pVQHZ37mc427uzvDhw9n06ZNzJgxw24+rTV79+51YcuEEEK4hJdX2QH8k09Cjx6ua48QQlSV886zf+6FF5x6iw8QGRlZ6tgzzzxDaGioU+WKms+q7voDgR+11qVmTtNa5wEzlVKDgCudrOcW4AMgGvgVOAo0BG4CPgauVkrdos8+rvIHCiLFk0AMUOYcAXiWRrEAACAASURBVEqpVsAGoAGwGvgJ8AEGYXonjFRK9dZapxe5xhtYCfQDNgEz8+u5BbhWKXWF1nqDEz/3Oeevv/5i3LhxZea54447WLhwIWFhYYSGhtrdhoSE4Ovri4eHZaNThBBCVKWFC81s0rZcf71ZbuqJJ1zbJiGEsNq//w39+kGRN+2Fbr8d/vqr9PJ6FTBy5Ei+/PLLYm/y//3vfzNx4sRKlylqB6uiHi/A9kDqs7YBzi5ouw8YCvyQ//AAAKXUc8BG4GZMwD8//1QacA2wTWsdrZSaBLxUTh1PYwL8SVrrl4vU4Q6swMw5cAtmKEKBJzAB/nfArQVtU0p9AywC5iqlOhdtsyhbbGxsuXny8vL43//+53CZXl5e+Pr64ufnh1IKHx8f6tevj5+fX+HxkqngeGhoKEOGDKFhw4bO/FhCCCEcMWwYzJoFjzxi+3xMjGvbI4QQVaFPH/j6a7A3kbSTy9wNHjyYrVu30q1bt8JjL730EvXq1aNLly5ccMEF8la/jrIqyN8OlDfevi2ww5lKtNa/2Dkeo5SaDbwGDCA/yNdaZ2HexFdEm/ztkhJ15CqlfsAE+fULjiulFDA2f3d80UBea71YKbUG6A9chul9IBxw9dVXM3v2bMaOHVt+ZgdlZWWRlZVFYmJi4bFDhw5VqIwhQ4Ywa9Ys2raV6SWEEKJKZGbC3Ln2A/zBg83a0kIIUZtlZ8Py5fYD/IsvhrffdrqaLl26UK9ePU6fPl147KGHHiqWZ/Dgwbz55pt07drV6fpEzWBVkP86sFApdbXWulRQrZS6FrgRsNP3zhLZ+dscJ8v5BxgCXAsUzuyWP97/aiAPKPqw4TygBbBPa33YRnk/YYL8K5Ag32Hu7u6MGTOGMWPGFDuelZXFqVOniI2NJTY2lri4OM6cOUNUVBSHDx8uTGfOnKmSdi1btoxOnTrx66+/0kdmdhZCCGtt2gRXXw1FvowW8+GHMHq0TLonhKjdDh+GSy+FY8dsn3/xRTPzvgWz3yuleOutt3jsscdISkqymWf58uXk5OSwatUqp+sTNYNVQX44JphdqpT6GfgdMwa+IeYN9hXA90A9pdSdRS/UWn+Ok5RSHkBBucucLG4qcB0wWSl1ObAFMxxhENAIGK21Ljqte/v8rb3lAffnbyMcqVwptdnOqfOTk5NZvXq1I8WUkpycDFDp662UnJxMSkoKGRkZpKenk5mZSUZGRrmpIF96ejqpqamkpKSQmppKWloaeXmuGwmRmZnJu+++S2ZmpsvqrEo16W+jJqhNv4+CttZGVXWvq0q16W+jtmo1dy6t7AT4cT16sKNdO/jtt1Ln5N+m5rLi3+ZcvNfJ33TZavvvp/GSJbS3E+CntmrFXwMGwJo1lS6/5O+nVatWLFiwgAMHDvD777/zlY0lSsPCwmrt77MyauLfkJX3OquC/HmABhRmcj1bE+wNBa4vsq/yr3E6yAfeADphJv9b7kxBWutYpVRvYC6m98EVBaeAj4CSj7iC87eJ2FZwPMSZdtUVr732Gr/88otLg3KrtWvXjmuuuaa6myGEEHXOyUGDaPXFF8WOHb73XlJatyZOek8JIeqI0/3703769GLHDt97L+lNmnC6f39ws2oBtLO01qxatYrvvvvO5vnRo8tcfEzUMlYF+fdYVE6FKaUeBZ4E9gCjLCivFWY8vi9m0r4/AD9gGDANGKaU6mOna77NIvO3NqbNLE1rbXNdIKXU5sDAwAsHVHIpjYKnVJW93lk7duzg7rvvrrK17f39/QkODiYkJITg4ODCz0FBQfj5+eHj44Ovry8+Pj74+Phw5MgRvL296d69e+GxoudL7nt7e9fZ2fmr+2+jpqlNv4/AQJsretYKVXWvq0q16W+j1po6tdSh1nPnmiXzbrzRrBttg/zb1FxW/Nuci/c6+ZsuW63//diYOLr13LnQsCFcc42ZkM8Jtn4/U6ZMsRngt27dmnnz5nHppc7Oj1671MS/ISvvdZZELVrrz6wop6KUUg9hlqvbBQzUWsdZUOw8oDPQVWtdMFFgEjBHKeWDWZLvJeDu/HMFb+qDsS2oRL46a8+ePTz33HMcPHiQ0NBQ3NzciI2N5eTJk8Um+yjQsWNH/P398fPzK7Z15FjRYD4oKAhPT88KtbUm/octhBDntCefhHfesX1u82Z47jlYvNi1bRJCCKu9/TY8/bTtcydPmklHN22yvNopU6bYPL5//37cLRj7L2qWWvtqUik1DpgO7MQE+OWvuVZ+mYGYOQTiigT4RRVMnFf0qeze/K29Mfft8rf2xuzXCTExMXTp0oXs7OzyMwNz585lwIABhIWFERgYiFsVdEsSQghRi5ToulqKvz+kpEBAgGvaI4QQVeGTT8o+7+MDCQkQYt1I32PHjtkc733llVdKgF9HWRrkK6XqY9aq7wD4a61HFzneGvhba51uQT3PYMbhbwOu0lrbmYa3wrzyt0FKKa/8JfiKKlg6r+jxg8BRIEIp1dpGN/6r87c2l/+rKzIyMhwO8AHuvffews9KqcLu9fZSWFgYrVu3Lkx+fn5V8WMIIYSoLuefD7t32z//9dewdCksWABX2pr6RwghaoEePWDPHvvn//gDGjUyS4mOGGFJldu3by+2f8cddzBs2DBuvPFGS8oXNY9lQb5S6l/Au4APZyfVK5jBoSGwHrgfKOfxVbn1vAi8AmwGBlnURR8ArfUZpdRuzEOKF/NTQb0+wAv5uz8XuUYrpWZjlhGcqpS6VWudl3/NMMzyebuA0tMB1yGtWrVi2bJlDBs2rMKzzmutSUhIICEhoULXderUia+++orOnTtX6DohhBA10CefQN++ZedJToaPP5YgXwhRe738Mnz5Zdl5MjPhrbcsC/Lj4oqHS7fffjvXXnutJWWLmsmSIF8pdRXwIbADM159MDC24LzWeqdS6h/gBpwI8pVSd2EC/FxgDfCoKr1WbqTWel6RayYA5+fvdsvf3qOUuiT/81qt9cdFrn8U+AF4If/nWoeZhO9qoCVwAHizRJ3vYJbdGw5syF9GsAVwC5AG3FsQ+NdlgwcPJiMjAzCBe2xsLAcOHCAmJqZYio6OJiYmhpMnT5KQkEBKSkql6tu5cyeTJk1i/vz5Vv4YQgghqkOfPhAdDdu2QUyMSc8+WzrfN9/AV19VyezTQghR5c47D86cMePuY2LMOPzx40vn27YNMjJM930nvf/++8X2d+/eTb9+/QixcEiAqFmsepP/DBANXKa1TlJKdbeRZwfg7Po3rfO37sA4O3l+w0yeV2AIZpx9UX3zU4HCIF9rvUopdRHwdP51D2MeKhwCpgBTtdbFXjlrrTOVUlcCE4ARwOOYyfoWAS9prXc5+PPVGUopGjZsSMOGDcvNm5OTQ1RUFKNHj+aXXyo2quHUqVP8+OOP+Pn54efnh6+vL/7+/rRo0aLOzoYvhBB1VqNGMGTI2f1HH4U334RXXimer149GDAA2raFtm0JO3OG5PPPRwghaoWwMBg06Oz+uHEwc2bpCfl8feH66wvvdTRvDl27QosWFaquadOmxfaffvppnn76aYKDg2ndujWDBg3innvuoX379th4gSpqIauioJ7Af7XWSWXkOQY0cqYSrfUkYFIFrxlQiXp2UMHl+PLnGngpP4kK8PDw4Pfff69wgA+wZs0a1qxZU+q4n58fPXr04OKLL2b06NG0b9/eiqYKIYRwJT8/07V140ZYtuzs8fh4WLiwcLcLoN3cYN48GOX0arpCCOFanp7w1FNmrH7Jifm+/750/rfeMvkd9Oqrr9rs+ZqYmMi2bdvYtm0bU6dOJTg4mI4dO9KpUyf69+/P7bffLi/Naimr+rp5Aanl5AnBvBEXopSePXvi7+9vWXlpaWmsWbOGt99+m4suuoi0tDTLyhZCCOFi//mP+ULburXdbvoqLw/uvNN0fRVCiNpo5kx46SVo3x68vOzne/ppOHjQ4WLPP/98fvrpJ8aMGUO/fv3o0KEDvr6+pfIlJiayfv16PvroI+68806ml7fqiaixrHo0E0nxZeVsuZizy82Jc5zWmqSkJOLi4oiPjycuLo4ZM2bw3//+l+zsbI4dO8ahQ4csqSs5OZkjR47QoUMHS8oTQghRRfLy4JdfzOzSp09DXJwZu3rmjPkcF2fylGXuXNtj+YUQoqbQGtavN/e7U6dK3+vOnIGskot8lTB9Ovz73w5XOWTIEIbkD4fKy8vj/fff5+WXX+b0afuLlG3dutXh8kXNYlWQvxgYr5S6RWv9bcmTSql7ML3pnreoPlHLpKam8uijjzJ37lyX192rVy/Ol7GaQghRs/36K9x9Nxw9WvkyfH2hXz/LmiSEEJbbuhVGjoRdTkzZ5eFh5iWppFmzZjFunL3pzQxPT09uuummStchqpdVQf5U4Dbga6XUcCAYQCn1MGYJuZuA/cAsi+oTtczixYstD/A9PT1p0KBBmalhw4Z0795dJhERQoiaKjsbvvgC/vUvx/IrBaGhEB4ObdpA27YcyMsj19+f9k89BQ5M+CqEEC6XlwfffQe33ur4NcHB5l7XuvXZyff8/eG668wkfJWwadOmUgF+//79adGiBS1atKBly5a0aNGCzp0706xZs0rVIaqfJUG+1jpeKXUZ8Dlm2bgC7+Zv1wAjtNbljdsXdVTPnj0JDw/nzJkzlpWZnZ3N8ePHOX78eJn5vL298fHxwd3dnZycHHJycjjvvPN47rnnLGuLEEKISpo+HZ55xv75fv3M+NSICJO6djXBfRHHVq8GoL0E+EKImurrr80bfHsuvrj4va5zZ7C4J2pKSgqXXnppqeP3338/1157LaGhoZbWJ6qPZdMlaq2PAgOUUl0wS+WFA4nAn1rrzVbVI2qniIgI9u/fz7x58/jnn3/Yt28fUVFRxMXFkZRU1qIMzsvMzCQzM7PYsb///psHH3yQgQMHUr9+/SqtXwghhBP++MOkoiZONLPuCyFEXbFhg0lFjR4NH31kWRW5ubbnQB81ahT16tVjw4YNtCnxEFXUTlbNrl9Ia71Daz1Ha/261vo9CfAFQFRUFOvWraNevXq0a9eOCy+8kF69etG1a1fatGmDp6eny9sUHx/PLmfGQwkhhHBOVhbcc49ZI7oili6tmvYIIURVyM6Ga66BSZMqdt3335tJ+iwSHBzMxIkTbZ47ffo0GzdutKwuUb0sXfhQKdUSqA9o4FT+231xjps9ezYPPvgg2sKblLOaNGlCr169uOSSS6q7KUIIUXekpZm16h95BBo0MKl+ffMlNSXlbEpONtvs7MrV8+STljZbCCEqJCsLvvkGxo41Y+QbNjT3Oje34ve6glSiR6nDnnrKzENSjuPHj/Pnn3+yfft2EhIS2LdvH2lpaXh7e5OUlERycjJJSUmFn20ZPnw41113XeXaKWocp4N8pVQ94DngdqBBiXMngS+BKVrrOGfrErXTihUrKhzge3h40LBhQwICAgqTv79/mdvy8nh7exdOwLc6f/ymu7u71T+uEEKcu159FaZMMZ9jYkyygoeHGZ/aqxfcfjtcdpk15QohRGV89BE8/LD5nJZmlsGzgpsbdOwIF10EN95oJtgrw+eff85jjz1GQkKCU9W++OKLvPLKK06VIWoWp4J8pVQ7YCXQHFBADnAm/3MY0Ah4ArhZKXWl1tqahc9FrTJx4kS2bt1KZGSkw9fk5ORw6tQpcnNz8fDwKAzSg4KCaNasGXfffTctW7asukYLIYSoOGcfnF56qZkxuiC1aGG2ERFmeTwhhKgJnL3X9etX/F6Xn/LatSMFSExMJCkpicT16822YD8xkcTERA4cOMDOnTvZuXOn0z/KXXfdxTNlTX4qaqVKB/lKKTfMW/oWwGrgVWCt1jor/7w3Zvm854HLgP8AfZ1sr6iFunXrxuHDh4mOjmbVqlWsWLGCFStWEBsbW+Z1WVlZxMTEEGPjTdCkSZPo0qULQUFBNt/2l3XM39+fkydP4uvrS1ZWFl5eXlX1owshxLlj716Ijq789ddfD0uWWNceIYSoCsePO7fG/YUXwtq1pKen8+GHH/LtN99w5MiRwq70lR3eGhISwv3330+TJk04fvw4/v7+9OnTh8DAQIKCgggKCiIwMJCAgAA8PCwdsS1qIGf+hQcBPYH/AbfrEn+RWutMYJVS6mfgG8zb/Ku01iudqFPUYo0bN2bUqFGMGjWKvLw8Dhw4wMGDBzl48CCHDh3i4MGDHDlyhDNnznDmzBnS09PLLG/Hjh2WtMvT09Pmg4CSDwuCgoIICwuzmUJDQ6tl8kAhhKgRFi0yXUudoRRs2gQ9ejg0BlUIIVzujz9g0CDTRb+yvLzI/fVXeo8bZ8l32aZNm3L77bczderUUsNSBwwY4HT5onZyJsi/GcgEHikZ4BeltdZKqYeBocBwTPd+cY5zc3MjIiKCiIgIu3nS09MLA/6CtHv3bubMmcOJEycsa0t2djYJCQlOj2cqsGDBAm509suuEELUJr//7nwZS5aY1KoVNGoE4eFnU1gYeHub8are3jBihDkmhBCu9OefzgX4+WWcvuIKHAnvL77wQoLr1SMoKIjg4ODCbdOmTenUqRMdO3YkKCjIufaIOsmZIP9C4A+tdbkzTWitY5VSa/OvEcIhvr6+NGvWjGbNmhU7/vzzz3PgwAFSU1NJSUkpTBXZL+gpkJGRQU5OjqXtvv3224mOjiY4OBg3N8tXqRRCiJrnscfg6FGYP9/5siIjTSrLI4/Azz+bca0y5EoI4Sp33w3bt8MXXzhVTENgBmbisrwy8rXesoU2w4YR2KULASEhBBbpcq+15ujRowQEBBAYGEhgYKAMQRWFnAnymwNrK5D/H8wM/EI4xd3dnfbt2ztVRtFuTFlZWaSkpPDee+/ZXTu0IjIzMwkLC0MpVfjU1c/PrzD5+vra3S/62d3dnczMTDIyMmjRogVDhw6VhwZCiJqpZUv47rvSx/PyID0dUlPPprS04vupqbBihVmOqiIGDiz8OKDgw5tvwvjxlf0phBCibOHh8PnnJhWltbnX2bq/FU07d8I77wDwWH7SQCKwELi3RHX/BVi82CQHeHl5FQ4xbdeuHQkJCfL98RzlTJAfBFSkf3MCEOhEfUJUCS8vL8LCwhg3bhwnTpxg9uzZlpSrtbZ0GMCAAQP49ddfLSlLCCFcws3NrCHt7192vm7dKh7k2/Lss2ZZKz8/58sSQghHKWXuO35+UK+e/XzHj8PMmZCbe/ZSIAS4BzPZ2QTgNyC1Es3IysoiLi6OuLg4IiMjWblyJaNGjeLzkg8lRJ3nTJDvBeSWm+usvPxrhHCK1pqcnBwyMzPtpoyMjDLP79q1i6ysLFauXFnq3K233lr4OTk5mZMnTxITE0NycnK1/twbNmwgIyMDHx+fam2HEEJY7sILzVjXMWMgKcl0wS9Inp7mnCOGDZMAXwhRczVtCtu2wQMPmIC/6L3Oy4vOGzfyQ24uOcB2YANmbfLk/JRSsA0OJjkiguT8YajJycl2XyqtWbPm/9m77/Aqqvzx4+/JzU1ueu89IUAgtNDRRRSwrB0L1uWrIKuyFOuuuiqK2FAsP9dekEVlLezaQKwgTekgCaEmgfTebvrN/P6Y5JKQntwkN8nn9Tznmbkz55w5E8LkfmbmnNNDJyesSVfnT+jcHA9iQMvMzOT1118nKSkJGxubDgXn9Xk6O71IX/b+++9LgC+E6L8mTtS+/J7tpptaD/IvuIAUf38Kxo9n9OLF3dc+IYSwhNhYaC7wfuAB2LED0AK0sXXJ7E9/ggkTtK5KF14IOl2j4u+99x7z5s1rUu3UqVMpKCjAw8PDYqcgrF9Xg/yliqIstURDxMCxePFiPv30095uhsXY2NiY+9I7ODiYU8PPLa07ODjg7u6Oh4dHk+Ts7GyeCkUIIQasbdta3nfbbfD++yTVjbMiU+8JIfqs1q51Y8a0OYvJNddc02yQv3r1aj766COuu+46Xn31VXx8fLraUtEHdDXI7+hf04H3+FU0YS1TfdT3xXd3dzen+gC74baGycXFBYPBgL29vTlg1+v1EowLIUR3efdduPxyqKxsuu/bb+GXX7DLy6PKy6vn2yaEEJby8stw441w8mTTffv2wQ8/wJAhEBysjXdyFnd3d959911efvllDh061GifyWRi7dq1rF27ltmzZ7NixQpCQkK660yEFeh0kK+qqgzTKDrlxRdf5OjRo/xqiXmVu6CqqorMzEwyMzPbXUZRFHNw7+TkhJOTE87Ozs0uW9rn7+/PmDFjZKRTIYRoj5kzoaICjh2DwYMb78vOhgsuYEr959degwULerqFQgjRdRMmwIkT2rgkbm5N91944Zn1xx+HpUubZJk7dy5z585l7dq1fP3113z//ffk5uY2yvOf//yH1NRUtm7tyCRpoq/p6pN8ITrM1dWVzZs3k5ubS3Z2tnkU0IYpLy/PvF5aWkp5eXmzqba2tdlFLU9VVcrKyigrK2ty0eyI8PBwZs2axdChQ4mOjiY6OprAwEB5I0AIIc5WXQ2//649xWrLY4/B3XfLa/tCiL7HZIK9e9t3rVu2DO6/H5ydzZtOnTrFCy+8wE8//URCQkKrxT09PbvaWmHlJMgXvcbb2xvv1qYZaYOqqlRXV7d4A6C1lJiYSEVFBd7e3h0qV11dbZFzT05OZmXdPKn1nJycGDRokDnor0+DBw/Gx8dHbgAIIQaeTz+F2bPbn//22yXAF0L0PT/9BDNmtD//jTc2CvD37dvH+eefT1FRUZtFH3jgAR555JHOtFL0IRLkiz5LURTs7Oyws7PDrbnXmlqxqW6QpmnTpnWonMlkory8nLKyMoxGI0ajkdLS0kbL5rY1XP72228UFBQ0qdtoNHLgwAEOHDjQ4vF9fHz49NNPO9xuIYTok559tmP5hw8HVZVAXwjRt7z8csfyjxunPfnX6aiuruaxxx5rMcC//PLLuf3224mOjmbQoEHY29tboMHC2kmQL0QH6HQ6nJ2dcW5w97QjMjIy2L17N2vWrGHTpk1kZ2d3qHxOTg6XXHIJWVlZVjOAoRBCdJvbbtMGnOpI/rw8uOYaCAzU5p4WQghrd8st8M037c9/zz3s3L6d6evXU2o0tpr166+/ZuLEieTm5hIfH4+rqysBAQEEBwfj6ekpb4r2UxLkC9FBqqpSUVFBSUkJJSUllJaWmtfP/ly/np6ezq5du0hLS+vy8d3c3DAYDBY4EyGEsHILF8KmTbBuXfvL3H+/ls729NOweDE4OlqseUIIYRGzZ8Nvv3Xoif47n31GaTvz/vOf/2x2u8FgICgoiKqqKs477zzmzZvHeeed1+42COslQb4YUFRVpbKykpKSEioqKjh+/Lh5IL3y8nKMRiP5+fnk5uaSm5tLTk5Ok/XCwkJMJlOPtNfZ2ZmIiAgcHR0xmUxMmjSJRx99FDt5OiWEGCjuuKNjQX5LHn4YnJxg0aKu1yWEEJZ2003w8cfarCHtcAPwbhcPWVFRwYkTJwBYs2YN//vf/8jNzZVX+vsBCfJFn1ZaWsrmzZv5+eefSUtLMwfrzS3r11VV7bX2Ojg4MGbMGIKDg/Hw8Gg1ubu74+7uLq9RCSEGtosvhvJy7YtvSQkUFGgpIwP274c33mh/XQEB3ddOIYToivHjITUVMjO1a11hoXaty8qCAwfg7be16UTrTAcqgVzACJTUpWLg2MyZpMbG4uLiwp49e9i9ezdZWVltNsHHxwe9Xt8tpyd6lgT5os9JSEhg6dKl7N+/n6SkJGpqanq8DXZ2dri4uODi4oKzs3Oz6w0/u7u7M2rUKIYNG4atrfy3E0KIDjEYIDRUW6+ogFmzYMOGlvMPHQq+vmBjow1OpddrU05NmdIz7RVCiM7Q6yEkRFtXVfjLX2DNmhaz2w0eTKCfn3atq63V0qOPsr6mhtWPPNLqYM5ni4qK4scff8TGxqarZyGsgEQbok/ZsWMHU6dO7VJgb2dnh16vx2Aw4ObmhqOjIw4ODualp6eneXo/Hx+fJuseHh7yurwQQvSWHTtaD/DHjoXdu3uuPUII0R2OHWs1wMfODo4cabK5pKSE92+7rc0A39nZmcGDBzNmzBjmz5/PhAkTutpiYUUkyBd9yvHjx9sM8B944AGuuOKKRoG7o6OjeV2n03V6Cj0hhBC9bOJE7Yn89u3N79+zB66/Hjw9m09eXmfWpd+pEMJaDRoEl18OX3/d/P6qKm1/QID5mnbvDz/w0o8/tlilh4cHEyZMYMKECcTExJgfYvn6+lJVVSUPsfoRCfKF1amuriY5OZkjR45w9OhRjh49Snp6Ovn5+WRkZLRZ/uTJk5x77rk90FIhhBA9ztERtm7V+q3efTf8739N83z2Wfvrqg/4i4pgwgRtKqsrrrBsm4UQoqNsbOCrr7TxSJ5+Gl55pWmeBtPuGYG2xuYvKChg48aNbNy4sdn97u7u+Pj4mAP/QYMGMWLECEaMGEFMTIzM7tSHSJAvelxJSQkvvPACf/zxh3kQvPLycrKyssjMzCQnJ6dLo9ffdNNNlmqqEEIIa6Qo2tOrlSvh8OFmX1ltl7IyLaWmap9TUrSbBllZ4OFhufYKIURn+frC44/Dli2wd2+L2ZyAu4DXu3CowsJCCgsLOXbsWLP7X331VRYuXNiFI4ieIkG+6FEmk4lRo0aRlJTU5brs7e3x9PQ0Jx8fH+bOncuf//xnC7RUCCGE1YuIgMOH2fLtt+hLSpg0eDDk50NenpYOHoT1688E8e3h768N9CeEENbCw0Mba6S0VLvG1ae8PG2ZkAAbNvCv48dZCRQCBXXLhqnhtgK9ntwJE/hl27Z2N+PFF1+UIL+PkCBf9JjS0lKee+65dgf4fn5+XH311QwZMoSwsDC8vLzw8PAwB/UODg7d3GIhhBBWT1EwOTtjcnbWBt0DbQT+iy+GzZs7VldAAPzyC8jfFyGEtVEUnTiNFwAAIABJREFUcHHRUliYtk1V4brr4IsvzNnsAb+61CKdDnbu5MWffupQkL9kyZLOtFz0AgnyRY/44IMPuP3229ud38nJifj4eLy8vLqxVUIIIfqlXbs6FuCPH6/dIAgK0vq4OjtrX6SdnZuu1ydF6b72CyFEeyQlNQrw2zRqFIwbp90k2LSJfz37bJtFFEVh8uTJjBs3jvLyct58803c3d3x8PBolNzc3NDr9V04GWFJEuSLbpeWltahAB/glVdewdPTs5taJIQQol8bOxamTYO6mVTatGuXltpr+HBtxOuIiM60TgghLCM8HGbNgnXr2pf/wAEt1bmnLrU2Epaqqmzfvp3tLc1o0sCqVauYM2dO+9oiupVNbzdA9H8uLi4dfiI/b948nn/++W5qkRBCiH6tqgreeANeegkiIy1ff3x8y9NaCSFETzEa4dln4Z13YMQIAMqBVOAP4FfgS2AV8BLwKPA34GbgEuADLBsMvv56V4b9E5YkT/JFt0tJSaGysrLD5Q4fPoyqqijySqQQQoizVVdDSQmUluKYlISuvBzKy6EnBl8dOxauuqr7jyOEEDU15mtdo+Wll8JZ368fBZ4FanqlobB48eJeOrI4mwT5otutW7eO0tLSDpf78MMP+fe//42TkxPOzs6NkpOTEw4ODjg4OGAwGDAYDOb19mw7fvw4dnZ2pKSkmLc5Ojpiayv/JYQQoldVV2uvk+7bp71Cn5zc/BfcqipzkQmdOc7DD4Ojo5YcHLTUnnUHB23+aiGE6AqTCQ4dOnOtO3FCu7adfb2rqGhXdbXAK3Q+wHd2dMTX2xs/X198/fzw9PHB1c0NV1dXXFxcGi2bW7e3t5cHc1ZEIhrR7W644QY+++wz4uPjO1y2traWkpISSkpKuqFlTRkMBvONBBcXlyY3F5rb5u/vT3BwMMHBwXh7e8sFTgghOuvwYbjkEm2+ekvw94e4OAgNBT8/cHKCoUNh5kyZJk8I0XsyMrTrUCe+GzfLxgabmTO5KzOT5xv0ue8IO4MBVaejvKaGIqMRbG0x1daiqmrdIWywtbXF29sbf39/QkNDMch11GpJkC+63ZAhQzh06BDFxcWkpKSQnJxMSkoKKSkpZGRkUFpa2mLqzGv+XVFRUUFFRQW5ubldrmv16tXceuutFmiVEEIMEN98Y7kAHyAzE9av156+u7pCVpa2/c474YknwNfXcscSQoj2+uUXywX4ALW1sHEjz9rZMczVla+Li0kD0pycyKispKam7ef7+fn55Ofnd+rwL7/8MosWLZIHXVZEgnzRY1xdXRkxYgQj6gYGaY+amhqMRmOzNwDKy8vNQXlr6+Xl5eTn55OdnU12djZZWVnU1tZ245lq5syZw8yZM/H39+/2YwkhRL9w/fXw2WcdG+m+Per769d7803w8ICnn7bscYQQoj3+/OeOzQDSTkpVFXOqqjCPb280UnvrreSsWEFaWhqnT58mKSmJkydPmlNKSgplZWVdOu6SJUuYNm0ao0aN6vI5CMuQIF9YNVtbW9zc3HBzczNvMxqNZGRkkJmZSUZGBvn5+eb1zMxMioqKKC4upri4mJKSEoqLi3skqD9bSEiITAMohBAdERYGO3eCqmoDSpWWtiudPnwYXXk5gU5OcOoUtGOqJ0aO7P7zEUKI5ri7a0/zVVUbX6Sd1zpzKi6G3Fz4/vs2D2UzejR+fn74+fkRFxfXbJ6qqiqKiorMKT8/n++++46VK1e263Q8PDwICQnp0I9AdC8J8oVVKSsr48iRIyQmJnLq1KlGwXz9ek/1zz+bXq/Hw8MDNzc33N3dcXd3b7Tu7u6OjY0NpaWl+Pn5MW/ePOzs7HqlrUII0acpitZn3mAAb+82s5+oexoWOG0a5ORAYKA2InVzRo7UnuRPnmy59gohRGcoCtjba6mD001TW6vdLGjhe3FZSAiOr78Ol13WZlV2dnb4+Pjg4+NDeXk5U6dOZffu3S3md3V1ZdiwYfj6+jJy5EgWLVokD7asjAT5otclJCSwdOlSdu3aRUpKinmAD0syGAzmEUBdXV0xmUw4OTkRERGBi4tLk+D97ADezc0Ng8EgfY2EEMLa+fjARx/B7NlN90VHayP3CyFEX2djA+vWaQP4naXGwYGdH3zAtOnTO1ztoUOHmg3wX3/9dYYOHcrQoUPx9/eX78RWToJ80Wtqamp4/vnnWb58eYf6AtnZ2eHv709AQAABAQFN1j09PZtM96HX6xvVsanuqc+0adMseEZCCCGswvXXw/nnwxdfwF13ndl+7Jj2aqy8ZSWE6A9mzICiIvjf/2COuSc+tuXl6IuLO1Xl6NGjueaaa/jiiy8abR83bhzjx4/vUnNFz5EgX/SaJ598kmXLljXaZmNjQ1RUFDExMURGRpqD94bJw8ND7h4KIYRomarC22/DCy803RcfD2PG9HybhBCiO3zyCTz2WJPNromJnapOr9ezatUq9uzZQ3Jysnn7e++9J0F+HyJBvug1OTk5jT4/8MADLFu2DHt7+15qkRBCiH7hwAH45z+bbr/pJoiN7fn2CCFEd8jJ0aYEPUvehAkUdmGk+7fffrtRgA/w1ltvkZeXx9KlSxk+fHin6xY9w6a3GyAGrsGDBzf6/P3331NSUkJ5eXm39MsXQggxQISEND9gn8EAy5fDO+/A+vWwb1+Lg1YJIYTVc3HRxho5S42LCyFr12qDjH79NezeDQUF7a529OjR6HS6Jts///xzRo0axYMPPojRaOxS00X3kif5otfk5eU1+nzgwAF8fHwAUBQFBwcHnJyccHR0xNHR0aLrVVVVTfrpCyGE6Ce8vGDLFm3wvYMHz2x///3m8//zn3DzzeDmBq6u4OiojXothBDWzGCAn3+GW26BzZvNm/1++klb+fe/G+efNw/uvVe7zrm5gZNTs9e6Cy64gKNHj/LLL7+wZ88edu/eza5duwAwmUysWLGCFStW8N133xEeHo6Pj495lilhHSTIF71mxowZrFixgqqqqib7VFWlrKysQwPydZSNjU2j4L/+BoDBYLB4cnV1xcPDQy5+QgjRU4YOhf374cUX4YEHWs/71FNaqqfTaV9+6weuuuYaeO45iIrqvvYKIURnBAfDpk2wejXcfjuYTC3nffddLdWzsdHeBigq0j5feiksWwZjxhAZGUlkZCRz584FYN++fcTFxTWq7uKLLzav63Q6vLy88PHxYezYsbz00ksyrV4vkiBf9Jpp06aRmJjIxo0b2bp1K7///jv5+fkYjUYqKyu7/fi1tbWUlJRQ0kOvatra2uLr64uvry9+fn7mFBwczFVXXUVoaGiPtEMIIQYMRYH774crr4SEBEhOhiVL2i5nMp0J8EEbpd/dvfGXYyGEsCZ/+QtMmwYHD3Lk558Z8tJLbZeprT0T4AN8+612/duwoUnWMWPGsHLlSu69995mqzKZTGRnZ5OdnU18fDyxsbE80NYNVtFtJMgXvSoiIoI777yTO88aNMRkMpmf5JeVlWE0Gi26bjQaqamp6dFzrampIT09nfT09Cb7Fi9ezN///neeeeYZmTlACCEsLTr6TL/V886DpUu1L7EjR2p9Vdvj3HO7rXlCCGERoaEQGkqGszOFcXFM/PlnWLUKRo3S3mxqj7OuddXV1Rw9epQ//vij2e+wLYmIiOhAw4WlSZAvrJJOp8PFxQUXF5duqX/Tpk3U1NQwfvz4JsF/ZWUlFRUVXU719ZSXl5OSktJmm5577jlmz57NGJnaSQghus/o0dqc0gCFheDh0Xr+c87RXtU/55zub5sQQlhIeXCwNg7J++9rT+ybGUivkbg4eOIJCs45hzefeYZXXnkFNzc3kpKSqK6u7tCxb7vtNq6++uoutF50lQT5YsCytbXFzc0NNzc3i9ZbXV1NamoqycnJ5vTkk0+2WS4oKIjIyEiLtkUIIUQDpaWQlHQm3Xdfy3mfeQb+/ncZgE8I0efYVFZiyMzUZhE5eRJae3X/r3+FN94ARSEvLw8/Hx9Mdf36s7KyWj2Ok5MTYWFhhIaGEhoayoQJE7jqqqvw8vKy5OmITpAgX4gOqqqq4vTp042C+JSUFPN6WloatbW1rdZx4YUXmi+IoaGhBAcHM3nyZBwdHXvoLIQQop/buVN7Yp+UpH3JTUrS5pRuj1mz4O67JcAXQli/hAT4z3+061zdtW5qRkabxVTguzFj2FBdTfyMGcTHx7ca1F966aXExsYyYsQIYmJiCA8Px8PDQ7qZWikJ8sWAV9//32g0YjQaycvLIzMzs0nKyMjg9OnTpKeno6pqp4+3f/9+Ro0aZcEzEEIIYVZcDF9+qQ1C1RHDh8NXX0FYWNuvtQohRG8rLYXffoOZMztWzskJ9u7liTVreGLZMti3r80iCQkJxMTEdLKhojdIkC/6hcLCQv744w8OHTpEZmamOWBv2Ne+4ef8/Hxzv/nuGMk/MDCQ8PBwwsPDCQsLM6+PHTtWXmESQghLiI+HxYthxw7OsbWl1s4OKiq0L74t0eshPBwiIs6kyEiIiYHY2B5ruhBCtFtSkjYN6Pr1YDCAgwMYjY1HxT+LamNDhZ8fDjEx2jWu/no3eDCJjo4suOsufv755yblDAYDMTExDB8+nOHDhxMREcGMGTPku2sfJEG+6NOeeeYZHn744R49pqIoBAUFNQng61NISAj29vY92iYhhBhQiopgwgQoKwNA31b+zZu1L7iBgfKUXgjRd9TUaKPd149qX14OBQUt5//hB4iK4teTJ1F1OqZNm9Zot6qqzAwNJTU1tdH2xx9/nFtvvZXw8HB0co3sFyTIF31WampqtwT4o0ePJjAwEH9/f/z8/PD39zenoKAgQkJCsLOzs/hxhRBCdEDdwFBtuvxybZ77cePgxhu7t01CCGFp7b3WzZwJ//0vjByJEh6O2kywrihKs1NIu7m5ERkZKf3r+xEJ8kWf5e/vz6hRozhw4IBF6z1y5AjvvfcecXFxFq1XCCGEhbi5wY4d8H//BwcPtp7366/PrD/8MCxdCnPmgK18BRJCWDlbW9iyBebPh02bWs/7ww9aAia7upJyyy0weTKc9XbpN998w0UXXUReXp5527333oufnx833XSTpc9A9BL5Cyf6LFtbW/bs2cO2bduorKzEaDRSWFjId999x3/+859O11teXs6yZcv473//a8HWCiGEsKgxY6DuJu+mTZvQlZXxp9degw0bWi6Tmgrz5ml5Pv+8hxoqhBBdEB0Nv/xy5nN5uTb7x6pVLRbRFxcT+vrr7Nu6lb0LF/LHoUMcPnyYxMRETp061WyZrgwqLayPBPmiT9PpdEydOtX8OSMjg7lz53apThsbGy6++OKuNk0IIURP+OADJj7yCA7tmDLKbONGUFWZIk8I0Xd8+SX84x+QmNhiFhX4EXgC2AlUHzwId9zRarUGg4EXXnhBnuL3MxLki34lOTm51Tnqvb29iYqKwtnZmcDAQCZMmICrqysuLi64urri7OxMaGgoAQEBPdhqIYQQnVJWBrffjkNHysTEaF+UJcAXQvQVVVVw1VWAFsgXAafq0mngBLAP2AsUtlGVTqcjOjqaGTNmcNVVVzF16lT0+jaHLxV9jAT5ol8ZN24cI0eO5GALfTRzc3PJzc01f163bh2+vr74+Pi0mtzd3XFzc8PV1RWDwSADkwghRG/66SdYsgQSEpruu+giGD1am+/e319LAQHg56dNPSWEEH3F3r1af/wDBzgI3An8AbQyUWgjERERxMXFMXr0aIYNG0ZMTAxRUVEygPQAIEG+6Ff0ej27d+9m+/btbN68mccff7zV/EajkaSkJJKSkjp0DFdXV3OqD/5LSko4cOAAd9xxB4sWLSI4OLirpyOEEOJsFRUwY0bz+zw94auvQL7ACiH6utpaGDvW/PEeYEc7inl6ejJ69Gjmzp0rr+APYBLki35Hr9dz3nnncd5553Hbbbfx8ccfk56eTk5OjjmlpaVRWFjY7DQibamuriYvL6/RqKQNrVixgu3bt7N169aunooQQoiGvvoKrryy8bbQUHKDgzGGhxP25JMS4Ash+r6tW2H27Eabfj4ry5AhQwgNDTWnESNGEBcXR2hoKJs3b+65tgqrJEG+6NdCQkL4+9//3mT7pk2bUFWVMWPGNAr+W0pFRUUUFxdTVFREVVVVm8fdtm0bt912G0OGDMHHx8fcJcDX1xdfX1+cnJzklX8hhOiohx9uum3wYMo9PKg1GOCbb8DFRUuurmfWG36WvqdCCGv31FOQnt5qloL0dGLd3QkwGnHMyiLXZOL3tDQSfX05kZmJk5sb6enpuLm54ejoKN87BxgJ8sWApSgK7u7uuLu7Ex0d3e5ylZWV5oC/uLiYlStX8tFHHzXJt6qVqU0MBoM54G/uJoCPjw8BAQFER0fj7OzcmdMTQoj+57LLID6+8bYffySkM3VddBG8+y5I1yohhLW59FJtFpAGXkJ7Zb9edkkJX/z+O/z+e5vV6XQ68wDTjz76KNOnT8fR0RFHR0ecnJzQ6XSWbb/odRLkC9FB9vb25gH5ANasWcPy5cv55ptv+OWXX/jpp58oLGx9bNOKigpOnTrV4lylDYWEhDB06FBiYmK47LLLuOCCC+RiLIQYmJ5+GkJC4K23tGmkqqs7X9fGjVpdQ4aAwdA0VVZCUhKcPAkTJsBLL8H48ZY7FyGEaMnCheDlBStXajc2KypYAkwBVgIbaXsU/YZMJhMFBQUUFBQwf/78JvvtFAVHVcXJ1hZHf3+cvL0b3QRwcHDg8OHDhISEsGTJEqZPn26Z8xTdRoJ8ISwgLCyMBQsWsGDBAmpqasyD/2VmZpKdnU12djY5OTnm9YqKinbXffr0aU6fPs0PP/zAq6++ip+fH9988w3jxo3rxjMSQggrZGMDCxZoqboajh6FQ4c4+eOP6MrKCPv4447XeeRI23m2bYPp0yEtTXvlXwghuttNN2nJZIITJ+CPP5hw4gRri4upXb6ceGAbkIk2pV5x3bJhqt9W3sahqlSVKqCwpgZSU7XUjAMHDrBhwwZOnDhBWFiYZc5TdIs+FeQriuIFXA1cCowAgoAqtNkkPgA+UFW1tkH+aGAWcBEQDfgBBcBvwMuqqv7SyrHmAAuAYYAJbfrJF1RV/aaF/DpgIXB73bHK647zlKqq2zt/1qKvsbW1ZdKkSUyaNAmTyURubi7Z2dlkZWWZ08mTJzl06BCHDh1qcQC/lmRlZbFy5Uo+7syXWSGE6C/0ehg+HIYP55SfHwBhjz0Gt94Ku3ZZ/ni2tmBvb/l6hRCiNTodDB6spTo2d93FiMWLGfHFF+2qogr4F/AftOn3ygBjg6XagebY2tpiL9dCq9engnzgOuANIAP4BTiFFrjPAt4FLlEU5TpVVet/V5cBs4EEYD2QDwwBrgCuUBRlsaqqr559EEVRXgDuA1KBdwA74Abga0VRFqqq+tpZ+RVgLXAtcAR4DfCsO/aviqJco6rqlxb7KQiLU1WVxMREUlNTqaiooLy83LxsuN6RbaWlpeTl5XHm19EyDAYDV199tUXrFEKIfmHIENi0CbKzISsL1q2D55/ver1Tp8Lq1TJyvxDCOgQFwZo12uv82dmwYwcsWtRidjtgMXArkANkAel1KQ04CRwDDrdxWG9vb77//nv8/f0tcRaiG/W1IP8oWoD+7VlP7B8GdgLXoAX89be1vgOeU1V1X8NKFEU5D/gBWKEoymeqqmY02DcFLcA/AYxXVbWgbvsKYA/wgqIo36iqmtygyhvQAvztwHRVVSvqyrwJbAXeURTlZ1VVSyzzYxCW9tJLL3Hffff1djNwdHTEz88PX19fAgICCAgIIDAw0LweEBBAZGQkbm5uvd1UIYToeTU1Wj/5hAQtnTwJ2dnEHTuGvrAQiovBaOxYnVFR4O0NgwbBsGFnUmSk9vReCCF6Wm0tpKScudYdP64F8/UpKwtKmg8rDgBrgNNoAX123TIX7dXk9po8eTJTp04lNjaW2NhYYmJi5Al+H9Kn/nqpqnr2FJH12zPrAurlwDTqgnxVVVe1kH+zoiibgJloY1g0fNflzrrl8voAv65MsqIo/wIeBW4DHm9Q5q665T/rA/y6MrsURfkP2o2za9G6FAgr1NPziQYFBZnnNQ0LCzMvo6KiCAkJkRH1hRCiobw8bc7on35qdrdrZ+t98EF47rlON0sIISzKaIR582Dt2nZlPwTsRXsKehRIROvD3BU+Pj68+OKL3HLLLTLtXh/Wp4L8NtQPsVvTxfwX1C2/a6bMBrQg/wLqgnxFUezRbhSUAVtaKHNrXRkJ8q3U+eefz1dffdVjx0tLSyMtLY0dO3Y0u9/NzY2QkBCCg4MJDQ1l+vTpXHHFFRgMhh5roxBCWAVVheuvh5+bvc/flJ0d+Ppqyc/vzHrDz97e4O+vvfIqhBDW4q672hXgVwG3KQofd7BLqJubm3mq5sDAQIKCgposIyIi0Ov1nTwBYS0US/cX7g2KotiiDYwXC1ysqurGNvKHofWdNwHBDV7Jd0Ibj6JUVdUmw+cqiuJN3Zsvqqr61W0bjnYj7ZCqqiOaKTMO2AXsVFV1YjvOZU8Lu4ZGR0c7vv32221V0aySuld6XGRUYKDpz8NkMvH777+TnJxMSUlJi6msrKw3m83y5cuZMmWKReuU343G+tLPY/78+Rw7dmyvqqpje7stHdVd17ru1Jd+N/oVk4lzrr4afQuvpjZUNHw4fzz7LDXyNpTVsMT/m4F4rZPrTev6689n/P/9H04pKY22qWjBSWFdKgAetLfn98rKZutQFIUJEyYwadIkgoKC8PDwwM3NDXd3dwneG7DG3yFLXuv6y5P8Z9EC/PXtCPDtgY8Ae+DBhq/kA/UdnYtaKF6/3b2LZYSV0el0TJkypc0AuqamBqPRSGVlJdXV1VRVVTWbzt5X/7myspK8vDzS09M5ceIElS1coFuydu1aiwf5Qghh1XQ6Dj/0ECMffrjNrG7x8Xjs2UPOeef1QMOEEKLrMjMz2bVrF0eOHKHC3R1SUszBfH1gX3t2oRa+P06cOJGHH37Y/Jq9NQWwomf1+SBfUZRFaAPlJaK9Ft9aXh3wb+ActFkkXujkYTvy+kN9Z5Z2lWnpzo2iKHtcXFzipk2b1oFDn7Fp0yYAOlu+v+npn4eqqtx99918+umnVFRUtF2gGfb29ixYsMDibZbfjcb60s+jL//x7q5rXXfqS78b/U57R7UfMoThd92lvZIvrIIl/t8MxGudXG9a1x9+Prm5uVx33XXmc+kqf39/3njjDcaMGdMvfj7dzRp/Rpa81vXpIF9RlAXAK2hT5E1XVTW/lbw6tMEmrwM+BW5Rm/ZVqH/q3tLQ5c09tW+rjOtZ+cQAdOrUKd5888028z344IN4eXnh4eGBu7s7Hh4e5uTr6ysD8gkhBqbExPblS0uDGTMgLAxCQ7Vlw3V/f7Cx6d62CiFEO2zYsKHdAb4j4IH2WrA74GdjQ4S7OxF+fkSEhxM+eDBRo0djbzTC6dNgMoFO132NF1avzwb5iqIsAV5C6w8/XVXV7Fby2gIfowX4HwN/UVW1ySwSqqoaFUVJA4IURQloOLVenei65dEG246j9e2PVBTFVlXVswfya66MGGACAwMJDAwkPT291XyrV6/G09MTLy8vPD09zev29vbmV/vvvvtuIiIieqLZQghhHWbOhPBwSE5uPV9pKfzxh5Zacu+98OKLlmydEEJ0mLe3d6v7HwUWoj1FbPIuU20t5Odr6fBh2LCh0e5pQNaMGTB1qtzYHKD6ZJCvKMrf0frh7wdmqqqa20peO7Qn91cCq4HbVFVt0rWlgZ/RXvu/mKaj4V/SIA8AqqpWKoqyHfhTXfqlrTJi4NHr9Xz++ec88sgj7Ny5E2ML8zhnZmaSmZnZal0rV67kp59+sqrXi4QQoluFhGjzRJ8+DadOafNHp6TAo492vK6VK+GRR8DT0/LtFEKIdrrwwgt54IEHWLFiRbP7n9bpeHL1au2a99BDHa7f78cfIT4eRjQZF1wMAH0uyFcU5VHgSWAPcGEbr+jbA+uAPwPvAfPbCPAB3kQL8h9RFOV/DUbeDwcWAJU0Df7fQAvwn1IUZbqqqhV1ZcYDs9FG5P+iA6cp+pHMzEzWr19PfHw8dnZ2uLi4tBjkt0dtbS0JCQkS5AshBpaTJ+GJJyA9HXJzIS+vc/XcdJME+EKIXqfT6Xj++efJz8/nvffea7LfZDLxjyVLeMbOjs7MVp8/diyew4Z1vaGiT+pTQb6iKHPQAnwT2pz0i+pHj2wgWVXVVXXrb6IF+LlAGvBYM/k3qaq6qf6DqqrbFUVZCdwLHFQU5XO0t2RmA57AQlVVk8+qYy0wC7gW2KcoyteAV10ZHXCHqqrFnTtr0ZelpaURExNjnqbDEu6//35uvbXVMSaFEKJ/2bIFzj9f62faHoMHwz/+AV5e4O4Obm6Nl0IIYSWee+45dDodzU2n+FxODi8DvoBf3TIG+AfgDRAQAI89pi0bXOe2HjxIjZsb06Rf/oDVp4J8oL4jsg5Y0kKezcCqs/J7A4+1Uu+mhh9UVb1PUZSDwN+A+WgzV+wFVqiq+s3ZhVVVVRVFuRHYDtyO1oWmAvgVeEpV1e2tnpXot3bt2tVigO/p6Ym3t7c5+fj4NFoPCAggICCAwMBAPD09aeYGlRBCDAyJie0P8AGOHtX6qt58c/tH5hdCiF7g5eXFW2+9xVtvvcXU2Fi2xMc32l8JnK5LAOvRnl6uAsjI0F7JnzMHHBzMZWpSUnqi6cKK9akgX1XVpcDSDuSf1oVjfQh82IH8NWgDAb7U2WOK/mfixIkYDIZmp83Lz89n+PDhLFy4kOuuu64XWieEEH3ETTdpg+49/XT7y9x/PzzwAAQHQ0SENnBfQICWAgPPrAcEgKNjd7VcCCHa7d3PPuOpm27i3/v3A+AENNfB80MgCG1078EsIoqwAAAgAElEQVSvvUb0a6/h7e+PEhkJ4eFEmkxUeXlBZmbja10fno5SdEyfCvKF6AtKS0tJTEzkxIkTZGdnM2vWLD7++ONm827ZsoVt27YxadIkQkJCerilQgjRRzg5wfLlWmrIZIKiIn7bsAF9URFjFyxovF9VtcH6Tp+GX39t/RihodpNgbvukqmnhBC9YnBMDKv37WN1g21Go5FtW7Zw0SWXNMrb5JZnZibDMzN5fft2ptZve/31pgcJCNCucw88AAaD5RovrIrMqSCEBXz//fdceumlKIqCi4sL48eP54YbbmDRokUtBvj1PDw8cHV17aGWCiFEP6LTgacnFUFBlAwbpk2ht2BB5wbWO3UKFi6EO+6wfDuFEKKTnJycuPDii3nvvfcIDQ1tNW88cB7wSWuZMjK0fvxXXmnBVgprI0/yheiirKwsLrrook6VPeecc/jwww9xc3OzcKuEEGJgifrXv+Dzz7te0ZEjXa9DCCEsoLa2lr1797J9+3b27NnT7odCR9uTSa51/ZoE+UK0g6qqnDhxgt27d7N7924OHz7MqVOnOHXqFMXFTSdOGDp0KEOGDCEgIAAfHx98fHzw9fU1r/v4+ODl5YVer++FsxFCiH4iJQVefZXx69bhlJzcuTrc3KCoSFu/4QZ45BGLNU8IITqiqKiIAwcOsH//fvbs2cPGjRvJysrqUB33AIua29HwWnf++U27P4l+RYJ8IdqQkpLCxRdfTGJiYrvyL1++nIcffribWyWEEANMYSGsWAFbt0J1NeTlaaPoow1O1cTUqeDjoyVf3+bXvbzAVr4KCSF6lqqqpKens2/fPvbv329enjx5ss2yCjAJuLxuGTZuHMFBQdj5+ZmvcQk5OZxyd2fUzJnaNm9vkAdLA4r8ZROiDTfccEOrAb6DgwOhoaGEhoYyZcoUHnzwwR5snRBCDAAmE8TFQVJS23mDguCFF7Sll9eZJMG8EKKX/fTTT8yYMaNDZbyBC4GJQBwwCnABcHaGV1+FyMjG1zo7O7I3bdIKjxxpwdaLvkT+4gnRitTUVH777bcW9+t0OkaNGkVERATh4eEEBQXx1Vdf4eLi0myylS+ZQgjRcRUV2lRQ7ZGWBjfe2HibXg9r18KsWZZvmxBCtENNTQ3XXnttu/L6A0vQBtEbDzQ730dpKdx+e9Ptb74JQ4Z0up2if5CIQ4hWeHh44OPjQ05OTrP7TSYTv/32W6s3AhoyGAxNAn9XV1dGjBjBVVddxYQJE7CxkUkvhBAD2Pffw+zZ2uv5llJdDe++K0G+EKLX6HQ6IiMj2bt3b5t5M4F/oAX7EUA0MLJB8kV7bb9Zr78Or7xiiSaLPkyCfCFa4eTkRGJiIqtXryYtLY38/HySk5NJSkri1KlTmEymDtVXUVFBRUVFk5sG69ev57nnnmPixIl8//33MqWeEGJgqq6G668/MziUJS1YYPk6hRCinRRFYevWraxZs4bExEQcV60iNz+fLCAb2NZMmcy6tOOs7XrAE/BqLg0ZQu769QQHBzNmzBiZwWmAkiBfiDZ4enqyZMmSJttrampIS0sjKSnJHPinpKRQVFTEsWPHiI+P7/Cxfv/9d/bu3cu0adMs0HIhhOhj9HoYPBh27bJ83ZddBtdcAy++CGFhlq9fCCHa4ODgwB133KF9OHkS/vc/87484GlgH5AEnAZaepRUDWTVpSY++8y8unjxYgBuvfVWli9fTkhISBfPQPQVEuQL0QmqqlJZWYnBYCA4OBh3d3eioqIoKCjgyiuv7HS9l1xyCVOmTLFgS4UQoo/59VdYuRJ+/hkyMrRUUGCZur/4Alxc4IMPLFOfEEJ01mefaf3nv/4a0tPxysjgxbw88+4aIBU4CSQAB+tSPFDawUP9+9//xt7ennfeecdCjRfWToJ8MSCoqkpBQQElJSWUlpaSkJBAeXk5BQUFlJaWmrc3XD97efa6qqodbkdQUBDTp08nLCyMwMBAAgICzEs/Pz/0Mr2JEGKgMxjg4Ye11FB1NaSnw/z5Wr/9zhoxomvtE0IIS7C1hb/9TUsN1dRAdja2999P+CefEA5cULerFjgFHEB7hX878Bvak/22jJBr34AiQb7otwoKCnj55ZdZu3Yt+fn55Obm9ngbbrjhBqKjo4mOjmb06NHExsaiKC0OlSKEEKIlej0cPNi+AN/RUXsl381Nm2aqPs2dC9IdSghhzWxttdlEPvmESuBztEB+H1pw35Gn+AEBAVxwwQUsWLCAyZMnd0drhZWSIF/0S6qq8qc//alT/eLby8HBAWdnZ5ydnXFxcWm09PT0ZO7cuUycOLHbji+EEANOVJQWwJeVtZ6vuhpUFcLDYdkyGDSoR5onhBAWERgIXl4sycvjzQ4U8/LyIjw8HCcnJ6ZMmcIzzzzTbU0U1k2CfNEv1dbWtjjtXUf5+PgQHh5OWFgY4eHhREREEBUVRVBQEH5+fnh5ecm0d0II0ROGDYPdu+Evf9GWLamuhsRELW3ZAseOgYNDz7VTCCG6wt8f9uwhZdw4aOFN1OHAdcAoIAoIc3bGNT4e/PzYtGlTz7VVWCUJ8kW/pNPp+Pbbb7n77rvZ1cVRmnNycsjJyWmxHp1Oh6+vL35+fvj7++Pn59fiuqenp9wQEEKIroiJ0UbfN5ngyBHYt4/TX36JQ3o63qWlcOBA4/xpadrT/1tu0crGxEB0tLbU6XrnHIQQoi1hYdz88stsuOWWZnfHA4nAMCAGiCgtJcLfn4jzzsPWywvv4cO1LkuxsVp3JzGgSJAv+q1x48axc+dOTCYTBw4cICUlhby8PPLz89m3bx/FxcXY2dmRl5fXKNXU1HToOCaTiYyMDDIyMtrMa2tri4+PT5MbAP7+/kyePJkJEyZIn30hhGgPnU57sj9sGCeCggC06UdjY6G5rlpr1jT+HBsLW7dqX4KFEMIK3XzzzQwdOpRPPvmE//73v5w8ebLRfhPwR10y27wZAPt160hdtgzviAj45ReZOnSAkSBf9Hs6nY64uDji4uLM2+pfYzp7PnpVVSkpKWkS+DdM2dnZZGVlkZmZSVZWFoWFhe1uS01NTas3BCIjI7nkkksYO3Ys55xzDoMHD+7w+QohxICjqthnZWlP+G+/He67r+0yhw7Bzp0wc2b3t08IITpp7NixjB07lhUrVnDi+HG+/+wztvz6K3v37+doVlaL5SoBH2BJUhJPb9yIw/z5PdZm0fskyBeiAUVRcHV1xdXVlYiIiHaVqaysJCsry5zqg/+G6/XLoqKiVus6efIk//rXv8yfH3roIZ5++ukunZMQQvRrZWWM/etfcTl2rGPlZs2CP/2pe9okhBAWptTWMmjhQgZt3MjddduKgYPACSAJeKKZci8DU2xtua6H2imsgwT5QnSSqqrk5uaSn59PcXExxcXFVFdXo9frcXV1RVVVDAYDnp6eBAUFUVxczNGjRznWgS+iq1evliBfCCFak5DQ/gD/wgvh7bchOFj64wsh+pbsbNi4sdEmV+DcugTwX7Sg/2zXz53LhLfeIi4ujkmTJjFx4kQiIyOxs7Pr3jaLXiNBvhAtqKqqMg+6V5+ysrJITEwkISGBhIQE8vPzu7UNTz31VLfWL4QQfd6YMeROnoz3jh1t5/3+exgyRJuHuj4FBsIbb8A553R/W4UQorP8/WHePHj33RazPArcCDQ3utTOnTvZuXMnb755ZlI+b29vAgMD8fb2prS0lOLiYp544glmzZqFra2EiX2Z/OuJAaO6uprMzExycnLYuXMnhYWF7N27t0kgX5/aerW+s+zt7bn66quJiYnB09MTLy8v87J+3dXVVQbgE0KI9tDpOLRsGf7ffcfQjAw4eRJOnNCeejWnslJL9fLy4NxzYds2mDKlZ9oshBAdpSjam0gXXgjffqtd506ehPR0c5ZrgSnAm2iD8Z0AjgPlLVSZm5tL7llT9M2ePZsnnniCxx57rFtOQ/QMCfJFv1BWVkZaWhppaWmkpqaSmpraZD0zMxNVVS16XGdnZ/z9/XF1dcXNzc3cn7+1NGrUKDw8PCzaDiGEGNB0OjIvvZShDQdTLS3VvgSPHt2+Os45R8vr5KRNuefoCNXVYDRqqbRUW770Elx1lbzuL4ToeYoC112npXplZZCUBNOnQ1YWgcCTDYqoQAaQAPwO/Abs0OnIM5laPEzpCy+Ary/cdhvY23fHmYhuJkG+6DMqKio4efIk8fHxHDp0iEOHDnHs2DHS0tK65bV5GxsbvL298fHxaZSioqIYNmwYw4cPJzg4WJ64CyGENXJ2hlGj4PXX4e67284PsH9/23muvRZefRUWLuxa+4QQwhIcHWH4cK3b0bXXQm0t1cARtCf5DdNpIB0obCXAXwrcX1ICd90Fycnw7LPdfQaiG0iQL6xKZWUlCQkJHDx4kKNHj5KUlERycjLJycntmoe+NYqi4Ofnh6+vL3q9Hjc3N2JjY5sE8fXJw8MDGxsbC52ZEEKIHmc0woQJWpD/+uuWq7eszHJ1CSFEV1VUUBoQwM6bbmL9mjV8COS2WaipXcC4hhvkWtdnSZAvrMKXX37JY489xsGDzY0J2jZbW1uCgoIIDg42L+tT/eeAgAD0ej0AmzZtAmBaw1c7hRBCWD9Vhfh4KCzU+tPn5RGycyf64mL46CPzNk6d0p5CWdrzz8tTfCFE91NVahISOLp/P/mpqeSnp5OflUV+3cxOBUVF5JeWkl9SQmZ5OfFAy8/nG7MF/IBAwL9ueSkwtmGme++Fxx+35BmJHiRBvrAKCxYsIC0trd353d3dmTRpEuPHj2fYsGFERETg6uqKs7Mzzs7OODk5ybQgQgjR35hMWt/5339vtDmqI3U4OsLgwVp/09aSj4+WVwghekHRZZcxfv162j/xcmMBwEhnZ6Lc3Ij08SEqOJjwsDACIyPxjozExt//zPXOyUnr7y/6DQnyhVUIDQ3tUJBfWFjId999x3fffddiHr1e3yjod3JywmAw4ODggNFoxM7OjrCwMPO2s5fNbWu4dHV1xcPDA0dHR+mXL4QQPSEtrUmA3yqdDgYNgmHDtD6rF1ygjaAvA0kJIaxZRQUHOhjgK0CsiwtToqIYMWYMw665hvMvvbS7WiisnAT5wir8v//3/5g3bx7x8fHU1NRYZBT86upqCgoKKCgosEALW2Zra4u7u3uzqbi4mAsuuICbb74ZZ2fnbm2HEEL0OydOwJw52vR2rSgaNoy8yZOJHDcOvL3Bywv8/LQAX97qEkJYu/R0uOsuDn71FYuBTS1ku9XREc+RI/H08sLT1xdPf388Q0LwGDaMIaNG4e7uDpzplioGLgnyhVUYO3Ys+/btA8BkMlFYWEheXh55eXnk5uaa1/Py8igtLcVoNFJaWmpODT8bjUZKSkowtTJyqCXV1NQ0O89ovU8//ZT4+HheffXVHmmPEEL0C1VV2qB57Zg9xaaqilp7e5nuSQjR96gqTJ9OYWIiE4DKFrI9ANwTHEzAxRfDffdpM4gI0QIJ8oXV0el0eHl54eXl1ek6VFWlqqqqUdBfXl5OeXk5FRUV7Ny5k8rKSqKioszbGi7b2lZeXk5xcTGFhYWUl5e3qz1CCCE6oLa23X1EXY4fx+X48TMj6Pv7w5o12rzRQghh7VSVWrQ57VuyAlhx9Cj+S5cydulSxgDD9HqGPPMMg+fPx9nFpWfaKvoECfJFv6QoCvb29tjb2zd7s6B+lP2ujq5fUlKCu7s7tbW1reZbunRpl44jhBADjsEAW7bAPffAr7+Chwd4eoKNjfZ0Py8PWrrJmpkJM2Zoo+2PHw+2tlrS65tf1+l69tyEEKKeosB33+H50ENs++IL7gG2Vle3mD0T+LYuUV0N998P999PkJ8fg8LDiQgNRWdjg7+/P7qyMrx9fbFzdMTeyQl7BwfsDQbs7e2xs7OTMaX6MQnyheiCmpoa80B+rfnoo49YtGhRD7VKCCH6iZgYaGmAVVUFV1coLW25/M03t+84itL2jQBLr/v4wNixEBenjWwthBi4wsPhk08YB2yp21RTU0NiYiJ79uxh7z33sKeggP1AS98407KySMvKYnODwUmXv/JKq4fVA/aKYk52ioK9jU2jZGdjg71OpyVbW+x1Ouzq121tsdfrcTcY8Hd2xs/ZGX8XF/xdXfF2cUFnb6/doI2L0653bm5d/1mJdpEgX4h2qH/9v6SkhJKSEoqLi0lJSeH48eOMGjWK7du3t1r+0UcflSBfCCEsSVHg+uvh/fe7Xpeqak/EqqtbfjugO40cCR9/rM0AIIQQaAM7x8bGEhsby5zjx+GppzABx4A9wEHgSF06DtR04hjVQLWqUtqN3UovAD4HPABcXLQbt1OmdNvxhEaCfNHvqapKSUkJ+fn5FBQUkJ+fz5YtWygpKeG3336jsLDQHLyXlJRQWlra7HpNTWcun5rIyEgLnpEQQggA3nsP7r6b+K+/Rmc0MtTZWZtmLzVVG626slIL3GtqtNRwvf5zK6/F9piDB+Gxx+CLL3q7JUIIa7RsGdx4I7r4eIaWljI0LY2b6691aWlUl5WRXF7OycpKkiorOV5eTrLJREptLSWqSqWqUgnmVIUW4PeEnwFPIAZQSko4du65PPn009xxxx1dGn9LtE6CfNEv5Ofns2/fPo4dO8axY8c4evQoJ06cICcnh4KCgh4baR/A1dWV4OBgHBwcSE1N5eabb+b+++/vseMLIcSAMnYsOSUlAAzt7DgrtbUt3wxo6yZBW+t//Wv7biRs3Ni5tgshBoZhw7TUDD0QXZfgzBR6Tcaeqq01X6Nqq6qoKiuj0mikqrycyrIyc6qqqKCyvNycqiortfWKCiorK7XPDVJ+cTGZ27aRaTSSCSQ008bD9SuqykMPPcSuXbv4Qm5sdhsJ8kWfVFhYyMGDBzlw4AAbNmzghx9+6NKT9vawtbXFxcUFFxcXnJ2dCQoKYtCgQURFRZmXoaGhuLq6dms7hBBCWJiNjTb1XndMvzd4MJx7btv5brjB8scWQoiGbGzAzg7s7LBxcsLg4YHBUnUnJUHdm6vVwHxgDS13I1i3bh3jxo3jzjvvZM6cOeZBsYVlSJAv+pR169axcOFC0tPTO1TOyckJDw8PPD098fT0xGQy4eLiwrBhw3B3d8fV1bVRAN/cuoxCKoQQohFVbfzaf31quG3nzrbreeQRLQkhhDVqeK1r5ppnqqigat8+rY8/WneAJ4BHOPN2QXP27NnDHXfcQW1tLfPnz++JMxkwJMgXVq2yspK33nqLzZs3c/DgQY4fP95i3ri4OGJjYxk8eDDR0dFER0cTGBiIh4cHdnZ2jfK2+BqTEEKI/uGPP+COO+D337XR6+un4PPwAHd37YnW2cF5C19gW9xuia5gf/87PPVU1+sRQgxMJ07AwoWwYQM4OICHB+Ps7alxcYGICPO1Lqu0lPdPn2ZFSgp/cnHBV6ejymSi2mSiqraW6tpa7bOqnvmsqlSrqjlwb2nZ1WH7DAaLvU8g6kiQL6zaSy+9xEMPPdTi/ri4OKZMmcLs2bOJiYnBwcEBg8GAjY1ND7ZSCCGEVamshOnTISdH+2w0aik1tXfbdTZnZ7j44t5uhRCir1JVuOIKSKjrBV9eDuXlONfvP3gQgFIgijPT731VUNCz7WzFqlWruPXWW3u7Gf2OBPnCqu3YsaPV/Xv37mXv3r289tprjbbb2dnh4ODQKBkMBvN6WVkZdnZ2rFq1qsm+lsq0tl1uLAghhBWpn4++p45Vf7zmUv0+e3ttLuxBgyA6GkJCYNw4mTdaCNF5iqI9vW/FF8C13d0MwE5R0CuKtrS1xc7ODr3BgJ3BgN7FBTsHB0JDQxk9ejSjRo1izJgxhIaGdnPLBi4J8oVVmzVrFuvXr+/woHpVVVVUVVVRVFTUTS1ryt7e3hz0BwYGEhoaSlhYGKGhoYSGhhIXF0dERESPtUcIIQYsnU7rC3/77fDDD9rTrq545RW4/vqmwbytrfYlWwghesvGjfC3v8FnnzXpQpQCzG6j+BrADm2EfrsbbkB/5ZXYOTigd3DAztFRC9QdHNDb22uBu17fZKnT6brn3ESnSZAvrNqcOXO4/PLLOXr0KCkpKY1SdnY25eXlTVJFRUWvtLV+GpHCwkIyMjLYs2dPo/06nY61a9dy7bXdfT9VCCEEQUFNp6XLz4d774UPP+xYXe+8A4sWWa5tQghhKV5e8MknqB9//P/Zu+/wqKr0gePfm957gyQkEBJqkCIdEQUWEMQVRV0XVlERF3cp4lr42RAX0FVEXAUVhbVQFUQQsIARkN47CQkkIYWQ3vv9/XGTkJBMMklmkkx4P89znpm599xz30E4znvvPecQHh7Ovn372PL99+QcOsSpxETqmjmkG9Cz/MPPP8Pq1XLxshWQJF+0eG5ubgwYMIABAwboVV9VVQoKCmq8AFB+EeDQoUMUFhbSvn37avt0HVfb/oKCgjrjKikp4YcffpAkXwghmktysjZW/447IDoa9u+HvXuhrovDEyc2TXxCCFFPYWFhvPDCCxw+fLjex/YCOlfeMHy4JPithCT5otVRFAUbGxtsbGxwdXWtsU75bPuGml2/tLSU/Px8br/9ds6fP6+znqenJxkZGTg5OclyfEII0ZRWrNBm22+Il14ybCxCCGEAy5YtY/r06XrV9QMCgB5Ab6Ar0B+o8qD98uUGjlA0F0nyhTAAMzMzbG1tuXLlSq31Fi9ezOLFi7GwsMDV1RVHR0fs7e1xcHDQWW7e7+joSNeuXfHx8WmaLyeEEK2BPuvVlwsJAU9Pbeb7xx+Hm5ZhFUKIluDgwYN6181DS/xKgayyogYGQrt2MGAAPPmktsyoaBUkyRfCQBRFYfny5Tz11FMUFRXVWre4uJjr169zvXx5pwaytbUlLCyMfv36NaodIYRo9f7v/+DCBdizp+66ixfD2LHGj0kIIRrhlVdeIScnh2+//bbOuinA72WlXEBWFi8/+ii9e/emq68v9sYKVDQ5SfKFuImqqhVj73Nzc6uV/Px8CgoKyM/PryiVP48bN45NmzY1Sax5eXmMGDGC5OTkiiEIQgghanDypH4JPsCxY5LkCyFavI4dO7Jhw4aKzwUFBVzbupWYJ58kNSODaGAPsAstyb9ZdEoKzzzzTMXnO++8kw0bNuDp6Wns0IWRSZIvbgl79+7l66+/5tSpU3h5eREXF0d+fj5WVlbVkvi8vDzUxi631IRcXV1lfL8QQtTl7bf1q/fUU1DpR68QQpgKa2tr2q1bR7tKS0j/E+0R/cvAxbISBvxQw/G///47W7Zs4YknnmiCaIUxSZIvWr2CggLuuecesrKymjuUOllYWODo6FjrGH0HBwesra2JioqiU6dOPPvss1haWjZ36EII0fKUlEB6urZ0XkgI7Nunu+706fDRR00XmxBCGEppKWRkQEoKdOhQYxVXoCPgescdeEydStpnn7Hnpqeb/P39ueuuu4wfrzA6SfJFq1c+yZ0hk3wLCws6duxIcHAwvr6+FbP5Vy7W1ta1fr55m4ODgzxyL4QQDeC5axfd5s9vXCPu7oYJRgghjGXHDhg/HnTM/RQJfAB8CHgDLmiP6aei3c0HtGFLOoYuhYeHY2NjY+CgRXOQJF+0eubm5uzatYt+/fqRmppqkDaLi4u5cOECFy5cAODdd99lzpw5BmlbCCFEPZw61fgEf8oUbWI+IYRoqRITYdw47QmlGhQBQ4H4ss/XykpdzMzMmDRpEosWLZIEvxWRJF/cEoKCgkhJSeHq1ascPHiQDRs2EBUVhbm5OZmZmRUlKyurQePx58+fz3PPPSdj44UQoinl50N8fN31yo0eDYGB0L79jRIUBK6uRgtRCCEaragI4uKqJPjZwAq0SfUuAlFAcS1NODs54e7hgYeHB97e3tx+++0MGDCAfv364eLiYtTwRdOTJF/cUvz8/PDz88O97LHMYcOGVdlfWlpKTk4OU6dOZd26dXq36+bmRlRUFEFBQYYMVwghRE1UFZ54Alatqt9xw4aBnR3Y20NCAnh5gbOzMSIUQgjDePllWLSoyqaTwEhAn4WYXxgxguHDhhH0wAP4tW+PtbW1MaIULYwk+UJUYmZmhrW1db0SfIDLly/TsWNH9u7dy+DBg40UnRBCCAAuX65/gg/w0kvVtw0YAGFhID98hRAtTW4uvPNOtc2r0C/BB3jn119559df4ZVXUBQFHx8fAgICCAgIoHPnzoSGhtK9e3c6duyIubm5IaMXzUiSfNFqFRQUkJ6eXlHS0tLIyMggKyuLY8eOkZeXx5YtW8jKyqp4VL/8taHWrVsnSb4QQhhb+/bw5z/D9983vq0DB8DWFtzctMf2b36t/N7DQ3u8v0MHkLGrQghjs7ODp5+G5curbH4YWIN+Y+4rU1WVhIQEEhISOHDgQJV9NhYWdPX2pntAAKEhIQwdMYJ+99+vxSBMjiT5wqRduXKFd955h+joaNLS0qok9Xl5eU0eT6dOnZr8nEIIcctRFNi0CXJyICeHAzt3YpafT79u3bRtubk1v6alwdKl1dtTVW3pqZSU+seyZAk8+yxYyE8qIYQRLFsG771X0d+Rm8uAnBzisrJIu3aNtOvXSUtJIT01lbS0NNLS07kcEwOnT5MGpAEJQDTapHylOk6TX1zMsbg4jsXFacuNrlrF58AT5RXmz4c5c7SLoqLFk/8jCZP23HPPsWnTJqOew9LSEldXV1xcXCrKzZ9dXFwICQmpNsZfCCGEEdnbg709+W3aaJ/79av7mFdfhS++gNOnITkZLl6EK1e0RL8hZs2CkBAYM6ZhxwshRF3s7LTi6VmxyRzwKCs3CwsLwzw3lzuio2HvXsjKggsXKIqMJK60lGi0ifrOAqeBM9yYlb+yJ9EuDtwB9Hj1Vbx8fOCppwz85YQxSJIvTJptPa8mBgYGMmTIEPLz87G1taVHjx44Ojri6OiIk4ZaLQYAACAASURBVJNTja82NjYya74QQrQWHh7wwgtVtxUVaXf5U1O118rvT52CFStqb9PX13jxCiFEA5TY2cHf/66VMpbFxQSmpxOYmsqdN/V5KVFRnF28mDtvaufNSu89n3+e7qtXV4zj7969O926dcPJyalJvpPQnyT5wqS99NJL/PTTT6To+YjllStXuHLlCq+88grDhw+XO+9CCCHA0lKbad/Lq/o+VYX9++HsWd3Hu7kZLzYhhDAUCwvtQqdH9fv/7sDQ8+dJ376dp4H1NRx+PSOD3377jd9++63K9meeeYZly5YZJWTRMGbNHYAQDXHkyBGGDh1Kjx499E7wK9u8ebMRohJCCNFqlJZCRgZER8OECbXX/eCDKutXCyGEyVBV7XH+mBiYPBlnYB2QCKwFpgH9qD1pXL58ORkZGU0QrNCX3MkXJmny5MlcuHChwcffd999BoxGCCFEixEfD3v2aD9ac3NvlLw83Z9r2lefyVvffRcGD9Zm/BdCiKaQkgK//aZdjLyp/wqOiMAsPx8++aTaPjUnh8TsbCKzs4nOzyezsJAsIAvILHutqeiasA+0O/nOzs7G/saiHiTJFyalqKiIyMhInQm+nZ0dHTp0wNPTEy8vL/z8/PDz88Pf37/ivY+PD3v27GniyIUQQhicqsKVK7jv24d9VBQsXgzbtjX9XXUzMwgMbNpzCiFuHaoKV6/CmTNaOXIENm+GgoIaq1eeJeQy8BOwC7gIRAI5Bghp4cKFjBo1iuDgYBwcHAzQojAkSfKFydi/fz9jxoyp9XGgGTNm4OrqiqurK05OTtjZ2WFnZ4e9vT22trbk5+eTlJREdnZ2vSftE0II0YJcuwajR8OJE4Qa6xwODuDiAq6u1YuLCzg7g7m5NrN+UJCxohBC3Mpyc7U+Zvfueh86CfjGwOE4OTmxdOlSHnvsMQO3LAxJknxhMtauXVvneJ9FixbVq01LS8uKiwCVLwjY2dnh4OCAh4dHRfH09Kzy3tPTE0dHx8Z8JSGEEA31229w4kTj2ujfHxYt0pJ1W9sby1TZ2mrFTKYuEkI0s6NHG5Tgp6Jfgv/01Kk4OTtXrDalq5SvOmVtbS2rTpkASfKFyXjsscfYvn07ERERBmuzqKiIjIyMBk8WMmXKFL744guDxSOEEEJPo0fDkCHaGtANdfAgJCeDrLQihGipBgyAsWPhxx/rdZgb8CzwUS112rdvzyefftqY6EQLJUm+MBm9e/cmPDycwsJC0tLSSEtLIz09veL9zSU7O5vc3FxycnJIS0sjLi6O5ORkg8a0cuVKlixZIuuDCiFEU3Nx0SbYKylh7/btmGdnM7BTJ7hyBS5dulEiI7UZ8mtiaQkdOjRp2EIIUS+WlrB1q7biR1YWpWlppEZHk3LuHCnnz5N86RIpMTGkJCSQkppKMpACxAE6er4K7u7uxo9fNAtJ8oXJsbKywtvbG29v74pthYWFnDp1ihMnTlBcXExmZibZ2dnExcURFxfXoGX29DFz5kxJ8IUQoqkcPAjvvaf96LW312aXTk6mV3Q0lunp2oz6pbXNAV2JtbX2CGzv3saNWQgh6uvMGfY+/zzLzp/HysaG7Jwc4rKyiMvLI76oiGIDnMLNzY3XX3/dAC2JlkiSfGHSfv75Z0aNGmXUc9ja2uLt7Y2Xlxfe3t74+voybNgwRowYIVdAhRCiqWzdCvfeW+Mu+/q21asX/PILSB8uhGhpjh1jfZ8+PGyg5szNzfHz8yMgIIDAwED69evH4MGDCQ0Nxdzc3EBnES2NJPnCZJWWlvLoo48arD1LS0sCAwMJDAwkJCSETp060alTJ/z8/HB1dcXFxUVm5BdCiKaWnAxvvAEf1TaytBJnZ/D0BA8P7bXyew8P8PODu+7SZsUXQoiWIitLmwh0wQIS9ajuDHSytsbdxgYPBwfcnZxwd3PD3dOT/JISnH18GP788/h26ICFhaR8txr5Ly5MlpmZGaGhoYSFhRmkvaKiIiIiIoiIiOCXX37R65jnnnuON954Q2bZF0IIYyguhj59ICZGv/r336/d7ff01O7SOzho69dLHy2EaOlGjIBDhwB4GsgAXqulegZwqKAACgq4t2dPZr3+Or3vugug4rdxQEiIMSMWLZgk+cKk/fLLL2zZsoXo6GgsLS0rJuKrPCFf5fcNnUVfl8WLFxMSEsK0adMM2q4QQgigqAjS0vSvv2mTVm62YQM8+KDh4hJCCENSVUhKqviYDvgCC4AoYEUdh2/5/XfS776b3R99BNOnGy9OYTJMKslXFMUduB8YC4Si/f0vBE4DK4GVqqqWVqofDEwARgHBgDeQBhwAlqiq+lsN5xgM3AfcBQQCTkA8sBNYpKrqJR2x2QIvAY8AAUAmEAa8rqrq+cZ9c6GLhYUF999/v971S0pKyMzMZPv27WRnZxMUFMTly5eZOnVqg88fGhraoGOFEELUwdZWG4t/552Na+ebbyTJF0K0WHn5+Rx9/XUOTZnCH8AWoKiebdwGsGqVJPkCMLEkH5gILAMSgN+AGLTEfQLaRa4xiqJMVFVVLas/H3gYOAdsA1KBTsB4YLyiKDNVVV160zm+AzyBfcA3QDEwEHgSeERRlJGqqu6vfICiKNbAL8Bg4AjwAeBfFu9YRVHuVlX1oMH+FESDmZub4+rqStu2bQEYNmwY8+fPr1cbr776KiUlJSiKwjPPPIOfn58xQhVCCJGYCE8/3bg2FAVmzTJMPEIIYWAnTpxg5MiRjVrm+d/ACwAvv2yosISJM7UkPxwtQf/xpjv2c4FDwANoCf93Zbt2AG+rqnq8ciOKotyJlpT/R1GUDaqqJlTa/T7wlaqq8TcdMxft39CnaE8RVPYcWoL/LfBweWyKoqwDvge+UBQltHLMonkUFRXx+uuvs3DhwgYd7+7uzrx581AUxcCRCSGEqOaPP+DiRd37X34ZOnTgdGIiRc7O9L77bm38vYODVqysmi5WIYRogG3bttWa4PcHhvbtS0jnzvgFBOAdGIibvz9ubdvi4OOD4uioLQkqRCUmleSrqrpLx/ZERVGWoyXhwyhL8lVVXaWj/u+KooQBI4FB3LgogKqqb+s4/dvAK0B3RVHcVVVNAVC0bO+ZsjovVE7kVVXdrCjKHuAO4E60pw9EM/rpp58anOADpKSk0KZNG5ycnCqKs7Nzlc91bXdycsJKfngKIUTdRo+G4GCIiKh5f1l/XnHl3cICbGy0x/xtbKoXXdtv3ufoqM3SX16cnG68t7XVng4QQggDmDRpEl9++SUXdVzQPAgcPHwYDh8GwBywA+wURStmZtiZm2vFwgI7S0vMAVsLC35wcsLO2ho7GxvsbG1xsLPD0cEBB3t7HB0dcXB1xdHDAwdPTxx9fLDz9sbM1VXr8+ztpa8zYSaV5NehfOhKsZHqq5XqllTaHgS0A8JVVb1cw3Hb0ZL8u5Ekv9l169YNBwcHsrOzG9zGtWvXuHbtmgGjgunTp/Of//wHOzs7g7YrhBAmzd4e9u6FuXPhyy+1ifhqU1wM2dlaaSqPPAIffABeXk13TiFEq9GuXTtOnz7N1599xvfvvcfuqCjSa6lfAmQBWaqqTdhXWqr1fTUxwO/VMcBngO/Agdr8Ju3bN7pNYXytIslXFMUC+FvZxx161A8AhgO5wG49TzMRcAQOqKpa+d9ep7LXcB3Hld9+0GsNC0VRjurY1TkrK6vBy8VlZWUBGGy5OVO2evVqNm3aRFFREba2tiiKQlFRETk5OeTk5JCbm0tubm7F+/LtOTk53JjuwbA+/vhjHB0dGT16tFHar4383ajKlP48ymM1Rcbq64zJlP5utDqTJmE5dixO585hGxdXpVjk5mKZmdl8sa1dS5S9PTGTJjVfDC2YIf7d3Ip9nfQ3tWuNfz7tu3Zl9uef81xGBtd27uTyuXNERkcTnpRERHY22aWlNEdPtx34EFi0fz9xs2YRMXt2M0RheC3x75Ah+7pWkeQDi4DuwDZVVX+qrWLZJHnfANZoj9fXuTaPoijt0f5+FwNzbtrtXPaqa2228u0udZ1HGFZ2djbp6enk5+dXKXl5edja2mJmZkZpaSl5eXlV9hcUFFBUVERpaSklJSWUlpaiqqrREnwAGxsbOnToYLT2hRDC1BW5upIyeHCN+7o8/zzeR3XlUsaX1aVLs51bCNG6qM7OeE2YgNeECfSvtD0tLY0X//Y3IprySaUyA8peM7t1a/Jzi4Yx+SRfUZQZaIn3BWByHXXNga/QJslbB7yrR/teaBexPIFnVVXdV98Qy171yhBVVe2jI46jjo6OvYcNG1bP02vKr1I19HhTEBYWxpQpU7hy5Upzh6I3f39/hg8fzrx582jXrl2zxHAr/N2oD1P683B0dGzuEBrMWH2dMZnS341bTXpdj/Hb2IC3tzYZn7W19rmmV322ARQUaCU/Hx59lNvatDH+lzRRhvh3cyv2ddLf1K61/vmoqsrOnTv5448/SEpKIikpievXr5OUlMT587pX5DZDW27MHrC2sMDKzAxrMzPsra2xNjfHxtLyRrGywtrKChsrK2ysrbGxscHaxgYbGxssra0psbCgSFEoKimhqLCQB0NDCbS3h3Hj6BISQmu5pNkS/w4Zsq8z6SRfUZRn0ZarOwcMV1U1tZa65sDXaI/drwcmqXXcmi1L8HehPZI/U1XVj2uoVn6n3rmGfQBON9UTRrB3717uuuuuJjmXpaUlHTp00DmpXl2T7jk6OsrEe0IIYUApAwficuqU7gr5+RAdXXVbSAhs3AhyZ0oI0YRUVeXSpUvExcWRkJBAYmIiCQkJJCQkcPLkSU6fPq1XO48AfwcCgLaAZfmOyuPz8/O1yUK3boWBAw36PUTLZrJJvqIos9CWuzuDluAn1VLXAliNluCvBv6mqmqJrvplx7QBdgKd0e7g15TgA5RPhalrzH1w2auuMfvCAPLy8prsXEVFRVy8eJFu3bqxYsUKevTo0WTnFkIIUZ33L7/U/6DwcJg/H9auNXxAQghRA1VVGTNmDD/9VOvo4lopaAnNKrSxx3XKy4MXXoA9exp8TmF6TDLJVxTlRbRx+CeAkaqq6lxcUlEUK7Q79/cBXwJT6lqvXlEUP7Q7+B2BZ1RV/bSW6pFADBCiKEr7GmbYH1P2WuPyf8IwRowYwfr16/n73/9OSkoKDg4O2NrakpycbLSx9GfPnqVv374kJCTg5uZmlHMIIYTQQ0P7+X37YOlSbRZ/Bwdo2xaGDJFlo4QQRpGZmal3gj9gwAB69OhBjx496Nu3LwEBAbg//jgWO+qcY7y6/fu1VUDs7bXi6Ql33w1mZvVvS5gEk0vyFUV5FXgTOAr8qY5H9K2BjcA9wOfA03ok+O3QlroLBJ5UVXVlbfVVVVUVRVkOLADeURTl4fJzKIpyH9ryeeeA3/X7hqIhFEVh4sSJTJw4scr2oqIirl27RmJiYsWs+Xl5eRw9epSCggICAgLIy8sjLy+PyMhIvvzyy3qdV1VVCgoKDPlVhBDi1hMRoS2Td/YstGunFTs7bcm8oiIoLLzxvobicLmmFWz1EBsLM2dW3TZsGOzaJYm+EMLgnLOyeKN3b944dqzOugcOHODAgQOAdvfe39qaTgUFhADt0SYL8yp7LS+2uhorKYFZs6pu69YNjhy5MdeIaFVMKslXFOUxtAS/BNgDzFCq/0/4iqqqq8reL0dL8JOBOOC1GuqHqaoaVunz72gJ/lEgQFGUN2oIZZWqqlcqfV4MjAMeBA4qirITaIf2NE0u8ERdFxeEcVhaWuLn54efn1+V7a6urkDVyTa+/vprvZL8nj17EhMTQ69evZg3bx5tZMIlIYRouNxcbaxoSor2uZbJpZpEWBhcvy7r3gshDKu0FIYP5/XwcJ5FGz/8E1rikVPHoSoQU1BADFDb4CR7tGTfDXDQUezL3589i8MHH+AQGoq9vT0ODg54eXnh7+/fiC8pWgqTSvLRLlwBmAOzdNT5HW2YSuX6HsBrtbQbVul9YNlrn7Kiq/6V8g+qqhYoijICeAl4FJgNZALfA6+rqnqulnMLA1NVlfz8fDIyMsjMzKxSyredOHGC1NRUPvzwQ+Lj44mPjycmJkav9v/73/8yWMcyTkIIIerJzEy7U99SLFggCb4QwvAURXv6CC0xmVFWCoGzQDxwDUi8qcQB0Wh3OOuSU1au6BvTSy9V2zRz5kyWLFmibwuihTKpJF9V1TeAN+pRf1gDztGg5/NUVc0DXi8rohGKi4uJjY0lJSWl1kS9tm3FlWcWNSBfX1+6yUzMQghhODY22njRceOgOZZAnTwZPvoITHiZNiGECVAUbSjQgw/C0aMVm62AXmVFl0IgCm0W74toiX8ScL1SSQIM8ev3hx9+kCS/FTCpJF+0Tnv27OGJJ57g0qVLzR0KLi4utG3bljZt2tC2bduK9/b29ri4uDBu3DhsZOySEEIYVrduUHlcfWkpxMfDtWvazNC5uVrR8T4uIgK76Ghcjx+v/7m/+gpGjtSSfSGEMKbAQG0cfDlV1fq5+Pha+zqr3Fw6lxUiI2H79mpNq2jrdV8H0oHsspJT6X14//4sO3iw1hD//Oc/G+a7imYlSb5oVhEREQwdOtTg7VpbW9e6Zn16ejouLi4MHTq0SjJvZ2dn8FiEEELUk5kZ+PlppS7Hj+M8cSIOkZENO5e7O/Tr17BjhRCiMRQFfHy0UpfISHjsMfjjj5qbAlzKSo2H29oy8OJFHXs1d911F2+99VbdsYgWT5J8YdIURamYWC8wMJAnn3ySIUOGYG1d+8qhYWFhQNWJ94QQQpigBQvqTvAVRVsyqk0bCAqCjh21CwhubnDvveDk1DSxCiFEQ334oc4Evwp3d3IcHclr2xaPAQO01UqcnFh25AjXP/64xkNef/11hg8fzuDBgzGTZfVaBUnyRbMKDg5m9+7dTJ8+nTNnzmBhYYG5ubney9KpqkpsbCyxsbHs37+fNWvWMGHCBB5++GEeeOABzM3NjfwNhBBCNJvMTLCy0r2/Rw/46Sfw8AAL+ckjhDBROTlgq3OBPHB1hdOntUlDLS05HBZGQUEBvr6+hIeHExERwZrvv9d5+NixY+nbt68RAhfNRf6PJ5rdHXfcwenTp6ts27x5M/PnzyclJYUr9ZyIaePGjWzcuJF77rmHH3/80YCRCiGEaHLFxdp69pGRWomIgLNntRIbW/uxPXvq9xisEEI0t9JSuHpV6+eiouDSJa2fO3NGm5RUVasdUgRcBiLatSN8/XoiIiIIDw/nzJkzJCUlodZwTE0s5CJoqyP/RUWLc+HCBaKjowkMDCQhIaHB7ezatYuioiIsLS0NGJ0QQgijuHJFexQ1MfFGQh8ZCdHRWqKvrw4dICAAxo6FqVONFq4QQjRIfDzs3q31dVFRN/q6y5d1LieajbZGeDTaDPsRQLiFBZeLi7Wl9U6ehOee0zsER0dHunbtSp8+fZg4cSK9etU2t78wRZLki2ZVWFhISkoKycnJJCcn884777Bjxw6DtL18+XJJ8IUQwhSsWgVPPqndyaoPS0vo3Jm4oCBS+/Qh9NlntcdWhRCiJdqxA8aPh6IivQ9JAboB127eUcfFTzMzM9q3b09wcDAhISEVryEhIQQEBKAoDVo1XJgISfJFk4qLi+Ojjz7iu+++IyEhgaysrDqPsbW1pUePHvTq1YuOHTvi6uqKi4tLteLk5CSPGwkhhCkKC6s9wS+fMK9DB+21Sxfo3l2bQM/SkoiyyVQlwRdCtGh79tSe4Ht6an1ceencmXMFBVybMkXnIX5+ftUS+bS0NNq0acPIkSON8CWEKZCMSDSZZcuWMX369HodM3jwYH7//XeZQE8IIVqzl1/WHtW/dKnq9pAQOH4cZHlTIURrMH067NwJN69Vb20NSUk1rvQxoKiIp/fv59NPP62y/Z///CeLFi2qcfnn8lWkxK1LknzRJI4dO1Zrgm9ra8vtt9+Oh4cH7u7uZGRkMGrUKB555BFJ8IUQojU7cACmTKme4AP84x+S4AshWofz52HyZDh6tPq+WbNqTPATEhKYNGkSu3btqrbvn//8Z40JvhAgSb5oIlZWVpibm1NSUlLj/ry8PHr06MGMGTPw8fHB0dFRxgoJIcSt4N134cKFmvfNmAGvvQYuLjeKs3O1zz6JiRQ7OGizT1fe7+QkS+cJIVqG5ctrTvAB3n5b239T/7Y2Lo5dOo55cOxY/Nq2xS8gAL/27bVXPz/8/PzIzc2VCwC3OPk/n2gS3bt3Z8uWLcyYMYNLNd2tAT766CM++uijis/Dhw9n1apV+Pn5NVWYQgghmtr998P334OOi8Ckp2ulFp1r2+ngAG5u2lJ6bdtq4/u9vMDcXPtBPXmyjOUXQhjf2LHw6aeQn1/z/owMrcTEVGy6G3AF0mqofioiglMRETpP52hhgb+rK35OTvi7ueE3dCh+nTvj7+9P79698fT0bNTXES2bJPmiyYwZM4aLFy8SHh7OmjVrePPNN2utv3PnTlavXs0LL7zQRBEKIYRocn/9KwwZAmvXws8/w7Vr2g/d9HTIzm58+9nZWqn0w7mKV1/Vlp8KDGz8uYQQQpc//UlbKnTdOti2TVtKLz1d6+8yM2s85DbgEvA/4AfgChAH6DM3f1ZxMeeuX+fc9evaEn2HD1fss7S05C9/+QsPPPAAd955J87Ozo38cqKlkSRfNCkzMzM6d+7MvHnz+OKLL7h69Wqt9T/44AOioqLw9/fH39+fkJAQ+vfvL4/yCyFEaxIQAC++qJXKiotv3N0qv6Nf/qO40vvECxewyM7Gw8Kiet26ZGbCmTOS5AshjM/bWxuGNGNG1e0lJVpfdHP/lp6OW0YGs9PTmV32uTQ9nevXr3M1OZmraWlczc7mam4uV6FK0fG8AABFRUV8+eWXfPnll5ibmzNu3DgWLFhAly5d5Dd2KyFJvmg2v/76K3/72984dOiQzjrx8fF88sknVbY9/fTT1bYJIYRohSwswN1dK7W4UDaT9LBhw25s/PlnWLoUfvyx9nP861/aHTYhhGgu5ubasCE9hg6ZAd5lpQ9ok5d++CGsXl1RRwVSqJr0X+3dm9hOnTgbHs7RSuP8S0pK2Lx5M5s3b8bV1ZXQ0FC6d+9OQNkYf39/f/z8/PD19cXKysqAX1oYkyT5otl06tSJgwcPkpuby9KlS5k/fz65ubl1Hrd///4miE4IIYTJSkiAMWOgtLT6vpgY7W6a/FgVQpi6vDwYNara4/4KEPW//9HvoYfoaWNT7bBDhw6xceNGfv75Z44fP16xPS0tjd27d7N79+4aT+fr60u/fv0YPHgwd9xxB7fffjtmZmYG/UrCMOS/imh2H3/8MS+//LJeCT7A22+/beSIhBBCmDQ7u5pn1e/SRZt0TxJ8IURrYGUF1tY17sr38oIaEnyAfv36sWjRIo4dO8a2bdsYNmyYXuPy4+Li2LRpE88//zz9+/fH39+f6dOns2bNGqKiolBVtVFfRxiO3MkXzW79+vW17vfx8eH++++nffv2TJgwgaCgoCaKTAghhElydoZPPoEpU6puP39ee/T/b3/Txv8HBDRPfEIIYQjm5rByJYwbV23XkPHj4eGHYe5c7QKnDmPGjGHMmDGoqkpsbCynTp3i4sWLXL16ldjY2IrXhISEakl8fHw8y5YtY9myZYD2m33atGnMnDkTV1m1pFnJnXzR7Lp161br/sTERLp06cK//vUvSfCFEELo5/HHISlJG3NfWU4OLFsGHTvCU0+BjmVdhRDCJIwdq03S99//VtlsVlQEX38N3brBQw/BqVO1NqMoCu3atWPcuHHMmTOH999/n2+//ZYDBw4QFxdHQUEBp06dYvny5UyaNAkPD49qbSQmJjJv3jw6duzIp59+SomupVGF0UmSL5rdrFmz8PHxqbXOjBkzOHnyZBNFJIQQolXw9IR33oFDhyA4uOq+4mL4/HNt+3/+0zzxCSGEITg7w7PPwtmz2pKklakqbNgAt90Gzz3X4FNYWloSGhrKtGnT+Oqrr0hISGDXrl289tpr/OmmyUtTU1OZNm0ad999t97DcYVhSZIvmt1tt91GdHQ0e/bsqbXeF1980UQRCSGEaFXWrYOICN37X3hB+yEshBCm7KefYO9e3fvffx+ysw1yKgsLC+666y7mzZvHZ599hq2tbbU6u3fvZsiQIXz//fdcu3bNIOcV+pEkX7QIVlZWDBkyhG3bttW438XFhQcffLCJoxJCCNEqnDhRd51BgyA21vixCCGEsejT1w0cCGfOGPS0UVFR5OXl1bjv+PHj3H///fj4+NCvXz82b95MTEwMBQUFBo1BVCVJvmgxzp07xwMPPFDjvgULFqAoCteuXZOZO4UQQtTPkiXQu3ftdQ4cgHbtQFG0sa01Lb8nhBAt2bx5MH587XXOnIHQUK2vW7AACgsbfdqhQ4fy73//u856hw8f5s9//jMBAQHY2Njg4uJCp06dGDp0KA899BDz5s0jLCxM5wUDoT+ZXV+0GJGRkTr/UU+fPr3ivb29PW3atMHb2xsfHx+8vb0r3vv6+jJ06FAcHR2bKmwhhBAtXffucPSo9l5VISUFrlyBqCjt8dUDB6rW/+c/tTJmDDg4VC2OjtoFgMxMKCqCf/wDOnRo8q8khBDVBAbC5s2EhYWBqjKsZ0+IjobLl2HNGm1sfmX/939aGTXqRv9Wub9TFK2vy8rSxvx37Vrjac3MzJg7dy5z584FICMjg8jISC5dusSRI0fYu3cv+/fvr3ZcRkYGGRkZhIeHA7ChLD4LCws8PT1xc3OrKK6urjg7O1NaWkphYSEODg7Mnj0bX19fg/3xtSaS5IsWY/To0bz22mu8+eabtdbLycnh0qVLXKplRuSpU6eyePFiHBwcDB2mEEIIU6Yo4OGhldtvBzMzmDix5rrbt9fd3pIlEBYGQ4caNEwhhGgURQFX0ZucIAAAIABJREFUV6307Alt2lRP8sv99FPd7X38Maxdqy3LVwdnZ2d69+5N7969eeihhwBtfP7ixYsJDw8nIiKC4uJinccXFxeTkJBAQkJCredZunQpp06donPnznXHf4uRJF+0GJaWlsybN4958+ZRUFDAr7/+yjfffMOaNWvq3dZnn32Gl5cXb731lhEiFUIIYTLy8mDnTu1uVkJC1RIfry2z1xiqCuHhkuQLIZpXUZF2wTEyksD9+7FKSYF3363a5zXW+fMVb0tLS7l+/TpXr14lLi6OlJQU0tLSdJbU1FTS09MpKipqfBxlioqKiIyMlCS/BpLkixYjKyuLhQsXsnDhQoO05+fnZ5B2hBBCmKgTJ6BXL+Oe4//+D/7yF+OeQwghahMVpU2oV3bRMtBAzWYD4WXlYp8+RJw9S8zQoRWJfaEBxvM3xoIFCxg1alSzxtBSSZIvWozly5fXmeBbWFjg6uqKi4tLtdfyUlBQwN13382Qm9cJFUIIcWt58smGHzt9Ori53Sg+PuDrC23bao+/Korh4hRCiMaYPbvhTyVNm4bq5sbejAyOpKZyMSOD8ORkLsbGEp+YeKPe0aM35jZpBEtLS5ydnXFyctKreHh4VMzB5eXlhZWVVaNjuBVIki9ajMDAwBq333///Tz44IMMGjSIgIAAFPlhJYQQQh/t2sGxY/U/zswM3nkH7O0NH5MQQhiav3+DD82fMYOJL77I1q1b632si4sL/v7++Pr64unpiaura7VSPmle+U05W1vbBscq9CdJvmgxJk6ciLW1dbV1Mzdt2kR4eDjbtm2TBF8IIYT+1qyBn3+GuDjIyYGXX4ZaJnuq8OyzkuALIUzH++/Dvfdqq4bk5JD37rvY6jMGf+JEPt6+vdYEv02bNvTt25eQkBBCQkJo3759RWIvE1y3XJLkixZl8uTJrFixotr2s2fPsnXr1ipL6QkhhBC1srGpumZ0u3Z1zwxtbg7BwdqEenJhWQhhCiwttWXwylwwN6fn7Nkoqlr7caGhBLVvj6IoqDrqJiQkcPLkSVRVJSQkhP79+8tS1SZAknzRorz55ps1JvkAmzdvJjs7m8DAwGqPAjk7O2Nubt7E0QohhDApDz2krSO9ahVcvw779mkz7FdWUgIzZsCgQdCnT3NEKYQQjZJx220c+fxz+p46pc2qf/Qo1LT09Guvcd/mzezfv5/vv/+ePXv2cOjQoWoz4EdHRxMdHc2WLVuYOXMmd955J+PHj2fKlCnY2Ng00bcS9SFJvmhRysf2xMbGVtv3888/8/PPP+s81snJqcqYHx8fH0aOHMn48ePx8PAwZthCCCFMRb9+WvL+xhvw7be66+XmQkYGODnJHX0hhMnJad8eHn8cliyBdet0VywspH9wMP0XLABFISMjg23btrFt2zaOHTvGuXPnqlTPy8tjx44d7Nixgx9//LFBY/mF8UmSL1oUW1tbjh49yv/+9z82btzI4cOHKdZn/CSQmZlJZmYm0dHRFdvWrl2Lubk5H374IX//+9+NFbYQQghTkJur3cFfuRLeeqv2uuXr3g8apI3rlzH6QggTYVZYiGV6utbXPfdcxXYVyAXSgNTy14kTSQbivbxI+NOfiM/IID4+nvj4eK5du1breS5fvmy8LyEaRZJ80eJ4enry/PPPM3v2bBITEzl27BgHDx6sKFlZWfVqr6SkhE8++USSfCGEaElKSyE7GwoKGl2CLl1CKSqC1aur7svNheRkrVy/Dnl59Y9z3z6tjBxp+D8DIUTrp6oG6+t0lrw8SE7m+rVrXLh+nYv5+VwAFgHJVE3qda5sn5QEX3+t99fy9/dn1apVjfuzEUYjSb5ocX777TceffRREiuvzdlIoypNRiKEEKIZnDkDS5dq40OvXoULFyA/3yBNN3zxKD2MGgVDhhjzDEKI1iQqSuvrLl3SEudz57TVPYwkE/gQ+Bwwxn11Ly8vAgICaNeuXcVrUFAQw4cPl+XwWjBJ8kWLsnXrVu69995GteHk5ISXlxeenp54eXnRo0cP5s6da6AIhRBC1NupU9Czp3ZHqzlZWYGnp1Y8PKq+1rTNzQ0s5KeSEEJPCQnQtat2d72JDALO1qO+tYUFbo6OuDo5aWvYe3jg5uNDWz8/2rZtW6X4+PhgZWVlrNCFEcn/uUSLkqDPmp5Av379mDRpEu7u7ri7u1ck9Z6enlhbWxs5SiGEEPWSmFh3gh8YCNbWDSqRV69SamlJcPfuVffZ2moJe3nS7uAgk+gJIYwnLa3uBL8BfV2OohCZk8OlrCwupacTkZrKpZQULiUlcTU1tUrz7QMC6NCxI+3atWP06NH4+PhoybyrK25ubnL3/RYhSb5oUSZPnkxqaiovvfRSrfUOHTpE9+7deeGFF3B1dcXDwwMzM7MmilIIIUS96POo6uef37h77ump3XXXU2xYGADBw4Y1LD4hhDAEfeaN+s9/IDj4Rl+nYwm6jRs38sADD9Tr9G3btuVCeDj79u0DYJj0ibcsSfJFi2JjY8OLL77I3r1761yS44svvuCLL74AwN7entDQUG677Ta6d++Ol5dXxVJ6Li4uuLq64uzsjKWlZVN8DSGEEJXVMUMzAMOH33ivKNCuHXTsCEFB2mv37tryd+7uxotTCCEaIymp7joTJ1b97Our9XHl/V23buR2785f//pXvU/bu3dvJk2axGOPPSaP1wtAknzRQvXs2bNe627m5ORw4MABDhw4UGs9e3t7XF1dsbS0xMHBgf79+3PPPfcwbNgwXFxcUOQxTiGEMLzHH4etW+HHH/Wrr6oQHa2VnTur7gsKgpAQ7dH7stI+JYUSW1s4efLGdnv7KnVwcNDWvHd0lEf2hRDGMXas1t/VZ9b5uDit/P57xSZboIulJcf1bCIqPJwvly/nzN69vPfGG1hkZ1Msy37e0iTJFy3Sm2++yfDhw9mxYwd2dnZYWlqSkZFBeno6aWlpFSU9PZ3k5GTS09P1ajcnJ4ecSo+Nnj59mhUrVgBgYWGBq6trRbG2tqaoqIji4mKKiopo27Yt7733Hp07dzbKdxZCiFbLxga2bIEjR+DyZUhN1UpKyo33lbclJekewx8ZqZVKAuoTi7U1eHuDl5f2uGx+vrbUXpcuMH8+BNSrNSGEuMHM7Mba9Bcv6tfXlZRUa0YB9hcV8SVwBigBYoFLwLkaTpuenc2J8HBOhIfzxcaNBAHtFIXlNjZct7BgamAgD7i4YJmfrz05sGCB1ueJVkuSfNEiKYrCsGHD9B5LlJiYyMmTJzl58iTh4eGkp6dXXBAof5+enk5paanONoqLi7l+/TrXr1+vcf+JEyfYtm0bq1evJjQ0FCsrK4KCgjA3N2/IVxRCiFuLokDfvlqpSUGB9lh/SYk2rvXiRW3pqXPn4OxZrRhCQQHExGilsiNHYNMm7Y6ak5NhziWEuDWFhmqlJkVF2iz8paXafCXh4Vo/d/681s+dOAGANTC1hsMPAquASCC6rNw81V8kEKmqkJcHwK7Tp3kW+C/A4cPwww/axdLAwMZ9T9FiSZIvWgUfHx98fHwYNWqUzjqqqpKVlUV6ejq//PIL6enppKSksG3bNk6ePKn3uR599NGK98HBwfzxxx94eno2Kn4hhLil/fYbPPCANjN1c8rN1X4US5IvhDCG06dh1CgtyW+g/mWlXCmQBCwAVgMpOo6r0ruWlkJmZoNjEC2fJPnilqEoCk5OTjg5OeHt7Y21tTV33HEHd955JxcuXGDWrFn1bjMiIoI9e/YwYcIEI0QshBC3iI0bmz/BLx9S4O3dvHEIIVqvH39sVIJfLgdIREvcU8teuwJzgBhgeQ3HLK38YcMG6NGj0XGIlkuSfNGqxcfH8/LLL7Oz0sRNWVlZZBro6uX48eMZOXKkQdoSQohbSlaW9pjqhQuQmFi/Y//yF22JPSsrsLYm9to1Si0tCQgOrrK94v3Nn21stHGp7dpp24UQwlhycyEiQhuCdPlyndVVtCQ+CUgaMYKkkhKuFRcTmZPD2bQ0zqamcjkjo14hdAoJwf3ixQaFL0yTJPmiVSouLubo0aMMGDDAIO29/fbbdOzYEW9v74ri4OAgs/ELIUR9XL0KU6fCjh0Nb+PJJ+GVV6qMJY0MCwMgQNaEFkK0BKmp8K9/QdlSz3X5FPgcuIaW3OeV7/j110aH4uLiwmdlk0yLW4ck+aLVSUpKYuDAgURFRelV393dnaCgIIKCgvD398fd3b1ihn03Nzf69++PvSxDIoQQjbd0aeMSfIDPP9fKtGmwvKaHUoUQopl99VWNCX4GcAQ4jjZT/iVgH5WSej2Zm5vj5+eHm5tblZWhyj8nJSXh6OjIkCFDGDBgAI6Ojo39RsLESJIvWp19+/bpneADpKSkkJKSwqFDhzA3N8fFxaWis7S3t8fOzq7Bxd7eHmdnZ5ycnOSuvxBC9O9fdx19ffMNfPQRyAonQogWJiU4mDNoSXxEWTkL6PvAvA3gDXiVl0cfxbdDB7p160a3bt0ICQnBupahRmFlTzfpu0qVaH0kyRetzsiRI3nooYdYv359vY8tKSmpSPoNyczMrMrFg/JSvs3b25sJEyYQIOszCyFam5KSG+tBnz5tuHbfeUcSfCFEy1FaCqmprP7iCx6fO5eiehyqAB7A28BEwL5sGwBvvgmvvmrYWEWrJ0m+aHXs7e1Zt24d69atIzs7m4SEBOLi4oiPj68o58+fJysrC3Nzc9LS0ipKTk6OUWIqLS0lNTWV1NRUnXVeeeUV1q5dy7333muUGIQQokmUlsKcOdos0hERoCigqvofHxwMvXpBSIg2072Xl1bK37u6gpmZ8eIXQgh9vfUWrFmjrXNvZgalpWyGOhP8nsDfXF0J7tSJjj16EBgSgo2v743+zssL3N3lQqZoMEnyRavm4OBAcHAwwcHBVbbreoypsLCwIuFPT08nLy+P3NzcipKTk1Pls66Snp5OXFwc6enpeseam5vLnDlzJMkXQpiutDTo3h3i429sqy3B79ABnnlGm+U+MBC6dgUZOyqEaOlyc+Hhh2Hr1hvbSksBeB74FW1pO11OACEjRzJ73TojBiluZZLkC1GJlZVVxez5sbGxxMTEANps/fn5+ZSWllJYWEhubi4ZGRlkZmaSmZlJRkYGGRkZpKWlkZqa2uAnAgYPHmzIryOEEE1rwoSqCX5devXS7oDFxMCJE7BzJzg4VC22tlBcDP7+0Lmz8WIXQgh9TZtWNcGvpC9aEj8P+A7Qdbvn++++o/jTT7Fwdtb6Ojs7ra/z9ISePY0Tt7hlSJIvRA0WLlzI3Llzm+RcZmZmBAQE8MQTT/Diiy82yTmFEMIoCgrqV/+77+pXf/ZsWLy4fscIIYSh5ecD2qz4XwOngTjgatlrAlBaRxOLSkqwmDat5p0PPwxr1xooWHErkiRfiBp8//33jTre3Ny8ylImlV89PT0JCAggMDCQgIAAfH19sbS0NFDkQgjRjNavh//+F5Yt0x7bLymB69e1kpXV+Pa/+06SfCFE81u2DLV3b4a+8gpHSutK528wA2YDL6FNtKfT5s1QWAhWVo2LU9yyJMkX4iZnz56tV9K9fv16vLy8cHJyqkjkHR0dZck8IcStx88PFi3Sys3y8yE5WUv4U1NhxIj6t//ee42PUQghGsvDgxnx8bUm+F5ubgR6e9Pl/Hm6AF2A24G2+rS/ZIkk+KJRJMkXopKcnByGDh1a6yz4N7vtttsICQkxYlRCCNEK2NhoFwH8/ComqNLbvn0wcKBx4hJCiAZYuXJltW2PPPIId9xxB0OGDKFbt26Ym5lBly5w8aJ+jW7YAA8+aOBIxa1IknwhKjE3N6eoqD4rm8LWrVsZNGgQffr0kcfuhRBCH3/9a/3q12cJPiGEaAJt2rTh0qVLVbatXbuWtWVj6R0dHenr6kq/mBg6AP5lxQ9w1tVofS+ACqGDJPlCVGJjY8POnTvp16+f3sfMmTMHADs7OwYMGEDfvn0ZMGAA48aNw8JC/okJIUQVqgrbt+tfv1072LYNDh3SngawtIROnWDwYJBhUUKIZrJ27VruvfdeEhISatyflZXFrqwsdtWwz5EbCX9F8m9ri9+339L19Gn827bV+rp27WDkSOnrRL1JBiLETW6//Xby8vJYsmQJ77//PklJSXodl5uby65du9i1S+vOhwwZwu7du2VsvhBCVKYo8OGH8I9/QGZm3fVjYuDf/66+XWafFkI0oz59+hAZGcnx48e5fPkyly9f5sqVK1y+fJmzZ89y7do1ncdmAefKSoW8PO1xfWAI8BzaHX+nHj1wWr8eJ2dnnJycsLW1ld+Wok6S5AuTVFhYSE5ODrm5ueTk5NT6vqZ90dHR5OfnY2VlVeNxJSUljY5x3759ZGZm4uys86EsIYS4NU2erJXsbDh/HubMgT176tfGunWwcSPY2XFHQQHF9vawfDk88IDc9RJCNAlbW1sGDRrEoEGDqmxXVZWYmBgOHjzIqVOniL1yhavh4cReuEBsVhb5dbS7t6wAcOoUdO5c47mnTZvG4sWLJekX1UiSL5pddnY2K1euZMeOHXh7e5Ofn19n8l5cXNzcYddpyZIlkuALIURtHBygb1946qn6J/kARUWQkYE5YJ6fDxMnakvszZ5t8FCFEEJfiqIQEBBAQEAADz300I0dO3eijhhBKhBbVq4C0xtwjvKnTh977DF69uxpkLhF6yFJvmh2U6dOrZikpKUwNzfH3t6+SrGzs6vxvb29PU5OTnTs2JHOnTvTsWNHrK2tm/srCCGE6fjrX8HWFir/GG6osDBJ8oUQLdPdd6Ps2IH76NG4A+Wp+ePAWmAH4AZsRUv+69KpUyc6dOhglFCFaZMkXzSrgwcPNijBL0/CdSXeNyfhN++7fPkyNjY2DBo0qMbjrGRtUiGEaDqnTsHcuY1v5+674Y03Gt+OEEIYQ2RkjX2dLTClrAD8FbhDRxMOgJOVFX8eM4ZFX32Fo6OjUUIVpk2SfNEs4uLiePzxx/n111911tmxY4fO5N3KyqpR44/CwsIAGDx4cIPbEEIIUYesLDhxAlJSqpbU1Bvvr13Tfw1pgOBg+N//wM1NKy4uhP3xBwDDhg0zzvcQQoja5OXB8eOQnKy7r7t+XZuDRI9l8oYAH1haMvOmZZ2dnZ3Zu3cv3bt3N9IXEa2FJPmiSe3bt48NGzawZMmSWusNGjSIUaNGNVFUQgghDO7KFRg0CHQsL6XT3XeDvz94et4oHh7aq5+fVoQQoqVITYWBAyE8vH7HDR4MHTpU7+c8PaFNG2a0b8/Mm25oZWRkEBoayqJFi3jxxRcN+CVEayNJvmgSJ06c4J577tG5lmg5Pz8/Jk+eXLH2vBBCCBM1b179Evzx4+GttyA01HgxCSGEoS1eXL8Ef9gwbVnQm2bkr8mWLVu47777KL3p7v+2bdskyRe1kiRfGN3Ro0cZNGgQhYWFtdZbuXIlfn5++Pr6YmFhgaqqsiSIEEKYKgeHmrePGwdjxmh3q9zdtdK2rfZZCCFMja6+rm9fbalQL68bfZ2PD7Rpo3fT48aNIykpicOHD7NgwQL2lK1Csnv3bqZOncqoUaMYOHAgvr6+hvgmohWRJF8Y3fHjx+tM8AGmTJlS5bOdnR1BQUH07NmTl156ia5duxorRCGEEIb23nsQGAjPP191+9atsHOn9ti9l9eNx1Nvfu/ufmPcvYMDyEVfIURL9MILWn/19NNVtx8+DCdP3hh+pKu/8/C40dc5OVXr69zd3Rk9ejR33XUXXbt2JSoqCoAVK1awYsUKAPz9/Rk4cCADBgzg9ttvJy4uDhcXF7lhdguTJF8Y3V/+8hcOHjzIN998Q15ent7H5ebmcvr0aU6fPs3q1avZtGkT9957rxEjFUIIYTBWVjBnDhw4AN9+W3VfXh5ERGilMV5+WfuBLYQQzcXMDKZOhbNn4YMPqu4rLNRm1I+MbNw5pkzBeuFCtm7dyqRJkzh27FiV3bGxscTGxrJ+/foq262trfHy8sLa2pro6GiKi4tZsmQJU6dOxdbWtnExiRZNknxhdPb29nz22Wd89tlngJa8JyQkEB8fT1xcHPHx8cTHx9fYOZUrKSlh//79kuQLIYSpWbkShg/X1q9PTNRml05KMkzbCxdqFwzuu88w7QkhREO9/Tb06gW//qrNR3L+PMTHG6btlSshO5su69dz5MgR9uzZw/bt29m/fz+HDx8mNze3xsMKCgqIjY2tsm3mzJmUlpYya9Ysw8QmWiRJ8kWTK38MPygoqMr2AwcO6EzyARYuXEh2djavvfYaHh4exg5TCCGEITg4wDPPaKVcWpqW8CclactKlZekJFixAgoK9G/f2dnwMQshRH1ZW8Njj2mlXGamlvCX92+V+7sNG+o3OWlZX6coCkOHDqVbt2589913uLu7s3HjxnqF6uLiUq/6wvSYVJKvKIo7cD8wFggFfIFC4DSwElipqmpppfrBwARgFBAMeANpwAFgiaqqv+lxTmvgKNANiFNVtca1exRFcQNeA/4MtAFSgB3Aa6qqXm3I973V3HbbbfTq1Yvjx4/rrPPhhx/y4YcfcvHiRQICArC2tm7CCIUQQhiEq6tWunSpuj0iAj76SP92/PzA3h7f777DIicHLCxgyBDDxiqEEA3l5KSVTp2qbk9Ph2XL6jy8FIgCzllYEBUfz+Vhw7icmMjl/HwuxMVRXFxcr3Ds7e1Zs2YN48aNq9dxwvSYVJIPTASWAQnAb0AMWuI+AVgBjFEUZaKqqmpZ/fnAw8A5YBuQCnQCxgPjFUWZqarq0jrOuQAIqK1C2cWHfcD/t3fn8VFV9//HX5+QHRJ2wlqigIqlrq27gij+XOrWurcVrWj9tmqtfov92rpWrLZYtXVt3Vr3pbW14o6Au7ihls0FEYVAIAGSkD05vz/OnTAZZrJOMpPJ+/l43MfN3HvunXPPvXNyP3c5ZwfgZeARYCfgTOAoM9vXObeindva6+Tk5PDuu++yYsUKvvjii6Zh5cqVvPrqq6xevbop7Y5BZTlo0CCGDx/OiBEjGDFiBAMGDCA3N5fc3Fz69u3b9HfksGLFCrKysigqKmqalpGRkahNFxER8Hf9MzKgrq5t6b/+GmbOZELo8733wqWX+u6pRESSVWYm9O3rg/0IFcAfgT/jA5dGgPp6eOaZVlaZyS677MIOO+wAQEFBAdOmTWPs2LEUFhaSm5sb542QZNbTgvxP8AH6nIg79pcCC4Hv4wP+fwSzngOud841uzVsZpOBF4E/mNnjzrmoz8qY2RTgF8BP8RcXYrkWH+Df6Jy7KGz5C4CbgduAw9u+mb1XWloa48ePZ/z48c2mNzY2cuqpp27zOH9paSmlpaUsWbKk09+dnp5Obm4u2dnZzYasrKxOf87JyaFfv37k5eU1jfPy8sjMzOx0vkVEUsaIEfDRR3DNNb5V6vp6f3e/oaHt67j2WvjqK5g8GU4/3V80EBFJJrm5vo679lp47TVwztd1dXX8EbiijatJN+PiqVM54cor2WWvvZrOK+fPnw/AlClTuiL30gP0qCDfOfdyjOlrzewOYBYwhSDId87dFyP9AjObD0wD9mPrRYEmZpYP3AfMdc7dYWZRg3wz6wv8CNjCtr/JW/AXCf6fmW2vu/kdl5aWxu23386gQYNYuHAhRUVFrFu3jsbGxtYXbqP6+nrKysooKyuL2zpbk5mZ2RTwhwf/eXl59O/fn/32249TTz1VV19FpPfYaSd44IGtn2tq/PurGzf6u15PPQWzZ7e8jvvv98Pf/w4LFnRtfkVEOuIb34A77tj6ua4OiosZdued8NvftmkV9c5x/dy53Pjyy4wqLGT06NGMGTOGxsZGhg0bxqZNmxgzZgyjR49m6NChpKWlddHGSLLpUUF+K0LP9rX15ZTW0v8JGAic1cp69gVygBecc+XhM5xzjWb2AnAOcDD+tRrpoEGDBnF72PtLDQ0NbNiwgbVr11JUVMTatWspLy9ny5YtVFZWxhy2bNnC+vXrqampobGxsWlaQ3vuFMVJbW0tJSUllJSURJ1/zz33MGPGDObPn8/kyZO7OXciIkkgPR3eew/mzoV586A9T26FngZIT6XTHRFJSenpsGQJP6msJGvsWH785ZdtXrTWuabXXMP96U9b30rOzMxkxx13ZPfdd6ewsJBjjz2WPfbYI27Zl+SSEv/1zCwdOD34+Fwb0o8FDgEqgVeizD8emA7McM6tamV1oZY0PokxP9QJ8A6t5Sv47vdizNqpvLy86fGb9iov99cfOrp8ssvOzqawsHCb6Q0NDdTV1VFbW0tdXV3T35s2baKuro709PSmaVVVVZSVlbFlyxa2bNlCRUVF0wWAiooKKioqmuZVVVV16/ZdfvnlXHXVVV2y7lQ/NtqrJ5VHKK89UVfVdV2pJx0bqcLq6tjntNPI2rCh3cvW5+Sw5JJLKH3ttS7ImbRVPH43vbGuU33TspQrn4YGdrvoIgZ89BGGb9TrDGBdMBRHjEPDauBrfKviramtreXjjz/m448/BuDqq69m5syZHHHEEfHemh4hGY+heNZ1KRHkA9cBk4BnnHPPt5QwaC3/QSALmOmc2xgxvwC4E3jWOXd3G7471HfP5hjzQ9PVV0UbOOfYsmULGzZsoKSkhIqKCqqqqqiurt5mHDktcn5tbW1C7s7HW9++fZk2bVqisyEi0m3yli9n4jXXkPt19M5pagcOpHrYMGqCYXN+PlUFBbjx46kaOZLGnJxuzrGISPvlfvklO113HfnLlm0zz4DB+fn0LShg1NChVBcUUBOMq0aPpmrkSBr69QOgqqqK9evXNw2rVq3iueeeY+PGlsP/FSv0kHGq6vFBftC43cXAMvy78S2l7QPcD+wPPApEe6nvr0AGcHa8shiMXYupQomc2zPqSszey8vL26OjDWgkawMcc+bM4eabb+bFF19ku+1BiRelAAAgAElEQVS2o6ioiOrq6kRnKy769u0bdcjLyyM/P7/ZEDkt/POgQYO6tIG+ZD02EqUnlUdeXl6is9BhXVXXdaWedGz0aC+9BD/9KcRqc2XwYDJHjSIz1A3fgAHUNTSQ5hwTx4+HsWNh1Cg1uJck4vG76Y11neqblqVE+Xz4IRxxBMQ6783LI2PsWDIGDCAvqOsYPtzXcaFhzBiI6E66traWgw46qNUA/8QTT+TPf/4zBQUF8dqiHiUZj6F41nU9Osg3s5/hW69fAhzinCttIW0f4AF8N3yPAT8M62ovlOZ04GhgunNu9bZriSp0p75/jPn5Eel6vYaGBhYtWsTzzz/Pr3/966bpke8RxUt4i/dZWVlkZWXR0NBARkYGQ4YMiTq/pWlZWVnk5ubSr1+/ZsF7+OecnBw1biIi0hFLl8YO8AFKSvwQZrvQH9df78dpaTBpkj8B/t734Ic/9F1WiYgki88/jx3gA5SXQ/BofUxmsOOOMG4cTJsGM2bwxL//zdtvvx1zkWOOOYZ77rmHwYMHdzDj0hP02CDfzC4EbgT+iw/wi1tImw48hA/wHwJOd85Fe4471PrE38zsb1HmjzKz0IWBgc65TcDy4HOsd+5D3ffGeme/11iyZAmXXXYZc+bMoaamJma63NxcRo4cyciRIxk0aFBT8Bw5bm1aTk4OGRkZmNk235GMV+9ERAQ480z48ku44Qb/eexY36r+5nZcK29s9F3xffQRzJkDDz3knxAQEUkWxxwDl1/uu9Grr/d1XVmZr+9cmx4A9umWLfPDnDlw662MvPNOzAwXYx1PPfUU5513Hg8//HAcN0aSTY8M8s3sEvx7+IuAac65mC3ymFkm/s79scDfgTOdc7FuEbwJ9Isx7yx8Q32hX0QoSn0LqAL2N7O88Bb2zSwNOCz4OK+17Up1p512Gh9++GHM+VlZWXzyySeMGTMmamAuIiK9QL9+vou8yG7yGhq2ngCHutPbuBHWrWPVq6+SvW4dw6qq4K23tl3n3Ln+jtfQobD99nDGGXD22dCnT7dskojINtLT4aqr/BCusdHfxY+s64qL/QXQ0PD669uu89NPmTJ1Km/l5vJcbi4rvvEN3qup4b+LFzdLtqQ9vZRIj9Tjgnwzuwy4GngPOKyVR/SzgH8CRwJ3A+e0EODjnHsU/65+tHWdBWx0zs2IWKbCzO7Hd5N3Jb59gJDzgELgeedcr2/ZYsyYMS0G+X369OGss87ipz/9Kccff3w35kxERJKac/6x1WefhUWLYMsWqKxsGoaWlJBWU+PvhrVk/Xo/vP22H+69t3vyLyLSFs7B8uW+rnvnHaioaFbXNRtasFdlJXtVVsKGDcwaN47fhM2bPHkyN4SelJKU1aOCfDObjg/wG4BXgQui3PFd6Zy7L/j7DnyAvwHfy8TlUdLPd87N72TWLgWmABeZ2W7AQmAi/umBYuBnnVx/Srj77rs5+eSTY3ZVUVlZyUsvvcTcuXNZu3Ytw4YN694MiohI93LO341atgxKS/279qWlzYfQO/gtvLvaobb0ly9vPY2ISLy8/76/SNlSXVda6i9idkIjvj/x54GXgf9+/nnTvB/84Ac88MADnVq/9Aw9Kshna9s6fYALY6RZANwXkX4IcHkL653fmUw550rMbF/gCuA44ECgBLgXuNw5F70PoF6kpqaGO+64o019UQ4aNKhHt6QrIiJt0NAA/+//+Ufp4y0tDXJztw6NjbBq1db5U6fCTTfF/3tFRCI5Bz/5Cfz1r/Fft1nzui4tjZ+uXMmdUd7HHzduHLfddlv88yBJqUcF+c65K/GPxLc1/ZQ4fneLL4kHrw38PBgkwhNPPMEVV1zRarrMzEyefPJJctTHsYhI6iouhilTfEv6bTV4MBx2GBx6KAwbBjk5TSe2b3/8MQ1ZWex36KF+WmamP/kVEUmkLVv8xcxo78/Hkp/v67lp02DkyOZBfOSQlUXx+vU89dRTvPXWW7z++ussiwjwMzIymD59Otdccw35+fkxvlRSTY8K8qXnKiwspE+fPjQ0ROvUYKtQ354Ajz32GCeeeGJ3ZE9EROLt3/+G447r3DpuvdX3eT9ihA/ys7N9n9BZWf7vjAwAqkL9QQ8c2MlMi4i00/z5cPDBnVvHH/7gGwUdMcI3EBqq67Kzm9V12y72B2bOnBlztXvvvTeHHnoogwYN4oknniAzM5OsrKyY49bmqXvonkNBvnSL/fffn3feeYdf/OIXLFiwoE3LnHLKKUyePFnv5ouI9DQbN8JJJ3V+PT9rpUmbzEzIy2PvjAwacnNh+HDfOn9eXvMhNC0/359EFxbCN77hT6JFRDqqvh7icUPql79seX5Gxjb12buNjcxcuLDFxd5++23efvvtzucPyM7O5pvf/Ca77LIL3/rWt5g4cSLjx49n7NixZMS4CCGJoyBfus3uu+/O/Pnzcc616UpgQUEB/fv374aciYhIXOXl+cdMV67s2u+prYWSkq0N761oZ0c2oYB/7Njm49BFgNzceOZWRFJNnz4wbhxsiNmbd3zU1W1toC8wHOgLdK6Zvrarrq7mvffe47333os6f+LEicyaNUs9ZCUJBfnS7aL0cNDMmWeeyfbbb8/5559Plu6yiIj0POnpvsu7G27wgX5Ghp+Wnu7/zsjw78zX1Gwdqqtb/zv8c3W1b7yvM4qK/PDmm9Hn33gjXBirnV8R6fXMYMECuOUWX+eF6rpQPReq62pr2163Rf5dVRW1rhsNfIpvcbwOqAdqgNoY45bmVY8aRUm/fmzYsIGSkpIOFcXSpUs55ZRTWL9+vd79TwIK8qXbLVmyJOa8VatWMWbMmG7MjYiIdIl+/aANDa5SXQ2bNvn+oMvLtx1Hm1ZR4YfSUli3jsZ160irq4v/Ntx6q4J8EWlZVhZcfHHr6WprfV3XnnquvNw33rdxI6xb54ew7kRHAKdEfE09sC4Y1kaMN+K7/yqLGMpXr+5sKQDwjW98g379+sVlXdI5CvKl261bty7q9KuvvloBvohIb1Fa6k+MH3jAv9faCV3WFFQLDVqJiLTJli1w2WVw++3NAvR42wjcBPwJ2NRl3xJd3759Oeecc7jsssvUOF+SUJAvXa6+vp4VK1awbNkyli9fzvLly7dJM3HiRC677LIE5E5ERLrdbbe13qheZ2VmNutmr9kQmt6vHxQU+Ab7Iof+/dUNn4h0zqOPwimR99rjqyE9ncvS0vhdbW2n1tO3b1/y8/ObDXl5efTv358hQ4Y0DUOHDm32eeDAgQrsk5CCfIkb5xwVFRUUFxdTXFzMunXreOONN7jrrrvYGOreKIq0tDR+9atfdWNORUQkYVat6lyAf+KJsPfeMHq0D8b79mXhxx/TmJ3NPlOnbg3i03WKIyIJVFMDP/hBx5efMgUOPxzGjPGNhPbrt+2Fy5wcXpw7l98dcUSbV5uTk8OLL77IgAEDmgL5vLw8+vTp0/G8StLRf0DpsJKSEi6//HJuu+22Di2fm5vL4Ycfzi9/+Uv22WefOOdORESS0sCB/oS1qKhjyz/+uB8A0tJg4EAmZWdTn5fnp//kJ3DYYfHLr4hIR/TpAxMnwn//27Hl58/3A/inigYM8PVnqA790Y/ghBOYMGECWVlZ1NTUtGm1VVVVjBs3juHDh3csX9IjKMiXDrvjjjs6FOB/85vf5Oijj2bGjBlsv/32rba2LyIiKSQvD5Yt8yevmzf791VDDU+VlW379xtvxF5XYyOUlNDU0d2yZfDkkz74HzzYD4MGbf07Px+++AJOOw2OP943mCUi0hXS02HhQt/6fnGxfx8/Vj1XXg6vvRZ7Xc75xvfCn4x9+mkAxg0ezMpRo5jXpw+V2dlszMxkZUUFt0Z5PRbgBz/4AQUFBfHcUklCCvKlw3bddVfS0tJobGxs13KLFy9m8eLFXHfddeTn57PTTjsxceLEZuPx48frsSERkVSVnw/HHNO2tB98ANdf799tLSjwrUu3prER1q/3QzT/+Q9Mnw733dfmLIuItFtOjn/kvi0++QSuvRb+9rc213V1wIaSEopKSsgDKoAtwfRIeXl5zJo1i5/97Ge6wdYLKMiXDvvud7/L4sWLmT17NsXFxZSUlPDVV1+xZs0aGtrYd3FZWRkLFy5k4cKFzaabGZ999hmFhYVqzENEpDdZvRouuQTmzvX9Q1dV+a6noG0Bfltt2BC/dYmItFdpqW91/8knt9Z1wSP3jevW8TLwIVAaDCVhf4eG8nZ83eLFi9WLVS+iIF86ZaedduKuu+5qNs05x+bNmykpKWHDhg3bDEVFRSxfvpylS5eyefPmqOt1zjFu3Lhm08477zxmzZpFfn5+l22PiIgkUG0t7LZb1wfghx8OEf+7RES6jXNwwAGwdCn1wKfAJ2HjV4FlcfqqSTvswLWzZyvA72UU5EvcmRkDBgxgwIAB2wTq4ZxzrFu3jqVLlzJ16tRW13vLLbfw2muvceGFF5KVldXuIV0tLYuIJLfqav+Ofmv23bdZV3hFZWU0ZmUxasKE5l3kRXabN348bL+9usYTkcRqbIRNmygF9gY+6+Bq0swYlJvLiAEDGDloECOGDGHksGHUpqeTN2ECJ5x4IjvvvHMcMy49haIeSRgzY/jw4WS1o+GjRYsWccYZZ3To+9LS0poCfjMjMzOT/Pz8pmmZmZkdunjQnmHo0KHk5OR0KP8iIikvPx9eeAHOPBM+i3Hae/DBPlgfNKhpKFmzhvr8fEZNnQpDh/qWp0VEklWfPvDss7x+8sl8FqOBvHAF/foxrqCAcaNGMW677Ri/ww6MnzSJnSZPpn///tuknx+0yq8Av/dSkC8JN3DgQC6//HKuvvrqLv2exsZGqqqqqKqqapq2Lp7vd7bDo48+yoknnqiGT0REIh1wAHz6KZxzDvz1r9vOnzfPD2EmRaY580y4554uy6KISKftuiv7vf46eaNGUd5K93frKipYV1HBG59/Dq+80jQ9Ky2Nv9xzD6dPn97VuZUeRkG+JIWrrrqKq666irq6OkpKSli/fv02Q2lpKdXV1dTU1HRoaG8vAF3p5JNPpqqqiumqlEVEops9G4YNg2ef9Xf1y8ravuy998Jf/uK7sBIRSVKDBw/mxRde4K8XX8ziZctYXFHRrsb0ahobueWmmxTkyzb030+SSkZGBsOHD2f48OFxX3d9fX1TwD9v3jzWrl3LW2+9xWuvvcbKlSvj/n2tKWvPCauISG+Tnw/XXOOHxkZYscL3cb9xo2+VuqQEbrzRj6O54gqYNat78ywi0k57H3QQe7/zDgCusZGv336bz954g08++YRFy5bx4cqVvPfVV9Q6F3X5sZs2dWd2pYdQkC+9Rnp6Ounp6fTt25fq6mouueQStrSlgacOyM7OZuDAgeTl5TUbNmzYwPr167nwwguZMWNGl3y3iEjKSUvz7+GPH+8/P/WUv9MfK8AHeOQRBfki0iOsXr2aOXPm8Mwzz7BkyRJWrVpFTSuP8AP8H3DxunXQ0ODf8xcJKMiXXuk///lPlwX4ANXV1RQXF1NeXk52djY5OTlNw+DBg3niiSeYM2fONvPCPx988MHss88+XZZHEZEep7YWbr0VLrqo9bQK8EUkydXX1/N///d/zJ49u13LbQ/8GTgS4Pe/V4Av21CQL73SpEmTeOKJJ2hoaOiy72hoaKCiooKKiooOLZ+WlsYHH3zALrvsEueciYj0MJs2wfnnwwMPRJ1dvsMOlE+YwMijjoLddvPd5BUUdHMmRUTa5/bbb29TgD8U2A84aMQIJu+5JxMOPJC8ffaBceNg5Mguz6f0PArypVc64IADeOSRRygoKKCqqorq6mqqqqr46quv+Mc//sGyZcvYlOB3nBobG3nppZcU5IuIPPZYzAAfIO+TT8j75BOYM2frxAkTfHd7U6fClCkK+kUk6YT3+NSS9cC/gX8XFcHTT8PTT5OJD/6HZmQwdMgQhhYWMnTiRIaNG0dVVRWjR49mjz32ID8/vwu3QJKVgnzptYYMGcKBBx4IQHFxMWeddRZPP/10gnO1VUZGBvvvv3+isyEiknh77w25uVBZ2fZlPv3UD3/5i/9cWAj33QeTJ3dFDkVE2u2iiy6isrKS66+/nurq6nYtWwusBlbX1UFRkR/efLNZmnPPPZf8/HymTJnC3XffzZAhQ+KXeUlqCvJFgHvvvbfTAX5aWhp9+/YlNze3aWjpc2tpd9xxRwYPHhynLRQR6cF23RW+/tqfwNbX+8f3N270w6ZNrF26lPSKCob06eOnLV3qG6IKt3Il/PKXsHBhQjZBRCRSeno6V155Jb/61a/4+OOPKS0tZWNRERvffZeNZWVsLClhY2kpGzdvZmN5ORsrKymtqmJ9TQ1VbewauqysjKeeeopf//rX3HnnnV28RZIsFOSLAPvvvz/Z2dntuoo6cuRIxo8fz/jx4xk3bhyFhYWMGDGCwsJCtttuuy7MrYhILzRwIBx5ZNRZy+bPB2DKlCk+yB8+fNsgH2DatK7Ln4hIB2VnZ/Od73xn64Qzzmh1mS0bNrBhyhTWL17MeuAy4L0W0i9evLiTuZSeREG+CP4d/ZUrV7JgwQJOPvnkNi2zZs0a1qxZwyuvvLLNvIMPPpg77riDHXbYId5ZFRGRWMrL4dxzfSv84WbPhkMO8Y3yiYj0UM45iouLWfrBByy94QaWLl7MUnxwv7GF5SZNmsRVV13VTbmUZKAgXyRQUFDASSedxO67787999/PCy+8wPDhw1m/fn1T//YbN7ZUhW41b948jjrqKD799NMuzrWISC9TVQUvvQSlpfDll7BiBbt98AE5a9bAhg3bpj/uOLj44u7Pp4hIZ9TVwdy5UFzMsvff56yHH2ZxaSmb6+tbXfSoo45i0qRJnHTSSUycOJGcnJxuyLAkEwX5IhEmTJjA1VdfzdVXX73NvLq6OkpLSykuLmbt2rWsWbOGoqIiioqKeOqpp1i5cmVT2s8++4zRo0czbNgwsrKy+PLLL9l5552ZNWsWe++9dzdukYhIilizBsaMgYh3UQfESp+XB5df3uXZEhGJqy1bfF23cSOLgb2A1podzUhPZ5ddd+Xmm2+mrq4OgD322KOrcypJSkG+SDtkZGRQUFBAQUEB3/rWt5rNO/vss7eZtnr1alavXt30uaioiLlz5/LQQw9x2GGHqWE9EZHWLFgAJ5wQ/S59pIwM33XejjvCxInw4x/7fqRFRJLdokVw1lnw/vtNk/4FHN/KYrcccgjTLriA7Y88kvR0H9rND9opkd5LQb5InEyaNIkrrriCBx98kHXr1lFeXh4z7WmnnQZA3759mTNnDpPVpZOISHSXX962AB9g//1h1CgoKIB+/eDFF+Hdd2HQIN9wX2jcvz+kpXVtvkVE2uP3v28W4AP8bxsWu+6dd3j+N79h6I03MnTYMIYOH05ZTQ15w4bRLyeHocOHM3ToUHJzc7sm35KUFOSLdEBlZSXvvfce1dXVlJeXU1ZWRnl5OZmZmZxwwgmUl5dTXFzM448/3uJ6tmzZwtSpU1m1ahWjRo3qptyLiPQgRx8NURo4jaojd68efhhOOaX9y4mIxNMRR/j6KMwxwI2tLPZ1WRlff/xx9Jm//W3Tn7mZmRSMGsXhhx/OzJkzKSws7FR2JbkpyBdpp6KiIiZNmkRpaWlc1tenTx/MLC7rEhHpEZzzLeBXVkYfqqq2/p2bCzNm+Aao1qyBmpr45uXiixXki0jXcM43oNeWuq6yEi64AObMgaIiqKzkj8BJwDxgMfAhUAxsABpb+NpoKmtr+eKLL7j99tu5++67mT17Nuedd57OQVOUgnyRdlq0aFHcAvyTTjqJmTNnMnLkyLisT0QkKd11F5x9dqJzEd33v5/oHIhIqvjnP+Nep+wTDOEa8V3mrW/HUBe2fG1tLRdccAHXXnstEydOZODAgc2G/v37Y2Y459htt93Yf//947pN0vUU5EvKqa+vp6amhpqaGmpra5v+Dp/2wQcfUFdXx+bNm2OmCf9cXV3dNGzatClueT355JPZc88947Y+EZGk09AAv/hF935n376+Zf28PP/+/fDh/j390HjIEMjK8o30RTSYKiLSYZdc0i1fkwYMBgbn5LBTfr6v6/Lzm+q5L2tqqB04kAn77gs5ObjRoynbYQfeePNNLr30UhYtWgTA2rVrWbt2bavfd/755/OnP/2pazdK4sqcc4nOg7SBmZXk5OQMmjhxYoeWDzUCl5eXF89sxV1jYyMVFRU452hoaGjT4JyjsbER5xw96Xju06cPO++8MxkZGQnNR085NrpLTyqPpUuXUlVVVeqcS5luGjpb13WlnnRsJJ0vv4SSkq7/nuxs2G47UJ/QSSMev5veWNepvmlZ0pbPmjXQhqC508z8Rcp+/aLOjiyfqqoqNm3aRG1tLRUVFdS087Wn7Oxsdt55587lOckk4zEUz7pOQX4PYWZfAPnAyg6uYqdgvCwuGer5VB5bqSya60nlUQiUOee2S3RG4iUOdV1X6knHRm+jfZO84rFvCul9dZ2O6ZapfFqm8mldMpZRIXGq6xTk9xJm9h6Ac07PhqPyCKeyaE7lIbHo2Ehe2jfJS/umY1RuLVP5tEzl07pULyN1EisiIiIiIiKSIhTki4iIiIiIiKQIBfkiIiIiIiIiKUJBvoiIiIiIiEiKUJAvIiIiIiIikiLUur6IiIiIiIhIitCdfBEREREREZEUoSBfREREREREJEUoyBcRERERERFJEQryRURERERERFKEgnwRERERERGRFKEgX0RERERERCRFKMgXERERERERSREK8lOAma00MxdjWBtjmf3M7BkzKzWzSjP7yMwuNLM+3Z3/eDKzM1ooi9DQEJa+sJW0jyRye9rCzE4wsz+b2atmVhbk+4FWlmn3/jez75rZfDPbbGYVZva2mU2P/xZ1TnvKw8wmmNklZvaymX1lZrVmts7M/m1mB8dYprVj7Nyu3UJpSTL/HsxsupktDNJvDpb/bke3tacxs8FmNsPMnjSzz8ysKiiH18zsLDOLek6i/dM9zOx6M5sb1IVVQXl/YGZXmNngGMv06n2jY7r9zOxHYf8vZ8RI0+XbamZ9gjL/KOx4f8bM9uvsNnaEmR1oZv8wsyIzqwnGL5jZkVHS9qrjx8yOCsri62BfrTCzx81s3xjpe1X5xOSc09DDB2AlsAm4Msrwv1HSHwvUAxXA3cAfgGWAAx5P9PZ0six2i1EOVwJzg218Oix9YTBtUYxlTkj0NrVhmxcF21AOLA3+fqCF9O3e/8B5wfwNwK3AjcBXwbTZiS6DjpYH8EgwfzFwJ/A74J9B+TjggijLnBHM+1eMY+bbiS6D3jwk6+8BmB3M/ypIfytQEkw7L9Hl1k375txge9cADwa/t3vw/78c8ARg2j8J2z+1wFvBPrkO+DPwTlAGq4Ex2jc6pjtZXmOCsikP8jEjEdsKGPB4MH9ZsA/uDvZJPXBsN5fLb4K8rAfuBa4F/hL8/n7fm48f4PqwvN+Fr5uewNdXjcAPe3P5tFh2ic6AhjjsRB/kr2xj2nygGKghLBgBsoE3goPzlERvUxeV05vB9h0TNq0wmHZfovPXie06GJgQ/NOaQstBbbv3f1BG1UHlVRg2fSDwWbDMvokuhw6WxxnA7lGmTw7+gdQAI6Is44AzEr2tGjq9/7vl9wDsF0z/DBgYsa6SYH2FndnunjAAU4GjgbSI6cOBVUEZfV/7J2H7JzvG9FlB+dymfaNjuhNlZcBLwOf4wGubIL+7thU4NVjm9fDjHvhOsG+KgbxuKpcTg7y8GO07gYzeevwEv6MGYC0wLGLewUEeV/TW8mlt0OP6vc8JwFDgEefcu6GJzrlq/JVEgP9JRMa6kplNAvbB342Yk+DsxJVzbp5z7lMX1DCt6Mj+/zGQBdzinFsZtsxG/NVm8HczkkJ7ysM5d59z7oMo0xcA84FMfGUuPUSS/h5Cn2cF6ULLrMRf/c8CzmxDfns059zLzrn/OOcaI6avBe4IPk4Jm6X9042Cco3msWA8IWya9g06ptvpAvxFkTOBLTHSdNe2hsr4N+HHvXPuHeBR/D46oS0b1RnB6xzXA5XAac658sg0zrm6sI+97fgZi3+1/G3nXHH4DOfcPPwTIUPDJve28mmRgvzUkWVmPzSzS83s52Z2cIx3T6YG4+eizHsFX9HsZ2ZZXZbTxPhJML7bOdcQZf5IM/tJUH4/MbNdujNz3agj+7+lZZ6NSJNKQv9Y62PM3y14x+tXwTuGo7srYxI33fV76K2/ofaI9nvT/kkORwfjj8Kmad+0Tsd0wMwm4h+zvtk590oLSbt8W4Oy3Q9f1q+243u6wn7AdsAzwMbg3fNLgvP4aO+b97bj51P8U5V7mdmQ8BlmdhCQh386JKS3lU+L0hOdAYmb4cD9EdO+MLMzg7uSITsG408iV+CcqzezL4BvAtvj32ft8cwsB/gh/t2du2IkmxYM4cvNB6Y751Z1aQa7V0f2f0vLFJnZFmC0meU65yq7IM/dzszGAofg/yHEOiH5ecTnBjO7C7iwhTtikly6/PdgZn2BUUCFc64oSh4+DcY7dGI7ejQzSwdODz6GnzRp/ySAmf0v0A/oD3wbOAAf4F8Xlkz7pgU6prcKyuJ+/OsLl7aSvDu2dTzQB/+Yd7SL+N1ZPt8JxuuA94Fvhc80s1fwbUOtDyb1quPHOVdqZpcAfwSWmNm/8I/DjwOOwb/i8JOwRXpV+bRGd/JTw734gGQ40BdfSdyJfzfkWTPbNSxt/2C8Oca6QtMHxD+bCXMSfnuedc59FTGvEvgtsCf+/ZuB+Pex5+EfsZsb/KBTRUf2f1uX6R9jfo8SXOF9EP+41ZXhj2IFvgDOx/9j6AuMxB9jK/H/bO7ptsxKZ3XH76E31rntdR0wCXjGOfd82HTtn8T4X+AK4EJ8gP8ccFhYoAHaN63RMZJg8yUAAA+0SURBVL3V5cDu+HZsqlpJ2x3bmkzlMywYnwvkAIfi705PAp4HDsI3EBjS644f59xNwPfwN6bPBn6Fb8fgK3x7WuGP8fe68mmJgvwU4Jy7KngvbJ1zrtI591/n3Ln4K185+Ba/28pCq413PhPonGB8Z+QM51yxc+5y59z7zrlNwfAKcBjwNv6Kb9QuXlJUR/Z/yhwzwSsu9wP749/Lmx2Zxjm3wDl3i3Puk+D3VuScexzfCMxG4NSIC2vSc3Xn76HH/346wswuAC7Gt378o/YuHoy1f+LIOTfcOWf4Gwffw9/1+sDM9mjHanrtvtExvZWZ7YW/e3+Dc+7NeKwyGHfltnbnOU3otVrD37Gf65yrcM4tBo4HvgYmx+oqLoqUOn4AzGwmvjX9+/B38Pvib8ytAB40s9+3Z3XBOGXKpyUK8lNbqNGXg8KmtXbXNT8iXY9mZjvj33n6Gv/OU5sEj3CFHu0/qKW0PUxH9n9blynrRL4SLgjwH8BfIX4M3y1Lmyvp4CmR0DGWSsdMKuuO30Nr6Vu7K5CyzOxnwM3AEuBg51xpRBLtnwQKbhw8ib/oPRj4e9hs7ZsodExvFfaY/ifAZW1crDu2NZnOg0NPCq5wzn0YPiN46iH0FMheEXlK+eMHwMym4BsmfMo5d5FzbkVwc+V9/EWQ1cDFZrZ9RJ56Rfm0RkF+ags9whL+uPnyYLzNuyJBhbwdvpGYFV2btW7TWoN7LQk9mphKj+t3ZP+3tMwIfPl83ZPfxw+2/WHgFOAhfCu3sRrca0kqHjOprMt/D865LfgTkX7B/EihFsu3eR8wlZnZhcAtwH/xwdDaKMm0f5KAc+5LfND6zbDGr7RvIuiY3kY/fJ4nAtVm5kID/nUQgL8G024KPnfHtn6G75Zt+6DM27JMVwlt76YY80MXAXIi0veG4wfgu8F4XuSMIL8L8bHs7sHk3lY+LVKQn9pCj/eEH8wvB+PDo6Q/CMgF3nDO1XRlxrqDmWXjH5VrBO7uwCr2CcapcsEDOrb/W1rmiIg0PY6ZZeIfBTsRf6fqRx24IBSydzBOpWMmlXXX7yGlf0PtFTSkdCOwCB8MFcdIqv2TPEYG41DdqH0TRsd0VDX4c69oQ6jr2teCz6FH+bt8W4OyfQNf1ge243u6wiv4oHNCcC4SaVIwXhmRp95w/IBvGwmad5MXLjS9Nhj3tvJpmXNOQw8e8K1EDooyfSy+hUcHXBo2PR9/t7EG+HbY9Gx8peeAUxK9XXEqmx8F2/OfFtLsDWRGmT4VqA6W3y/R29KObZ4S5PmBGPPbvf/xVz6r8S2aFoZNH4i/Iu6AfRO97R0sjyxgTpDmLiCtDes8MMo0A/4vWM96ID/R264heX4P+FeGXDB/YNj0wmA91eHrSuUB/9iuA96N9r9L+ydh+2UnYHiU6WnArKB8Xte+0TEdpzK7MsjfjERsK3Bq6JgGssOmfyfYN8V00/9x/GuCDrgmYvo0/E2qTcCA3nj84Bs1dsBaYFTEvCOC8qkCBvfG8mm1/BKdAQ2d3IG+oqzG98t4G/7dlSeCg97hA5jMiGWOw185rMAHNr/HNxDj8K14WqK3K05l82qwTUe3kGZ+UCE8jr8KfyMwN1jOAb9J9Ha0YTuPwzdIch++FWQHfB42bXZn9z++NXkHbABuDcrpq2Da7O7Yzq4oD3zPFKHA/Krg9xQ5TIlYv8M/3vVA8Hu7A/g4mL4F3wp1wsuhtw7J+nsAbgjmfxWkvzVY3gHnJbrcumnfTA+2tz4og2i/tzO0fxKyby7E9+s+F/gL8Dt8TyGfB2VQBOysfaNjOk7ldiVRgvzu2lb8hfnHg/lLg31wd7BP6oFju7EshrH1ptwr+AZ/Hw/yUQec2FuPH/xFxheD7ywD/kbwjj4+wHfAz3tr+bRafonOgIZO7kDf3dvDwQG8KagQ1gc/itOjHczBcvvjGwnbiL8g8DHwC6BPorcpTuUyMezHF3ObgLOAp/GPQlXgr/6twresvs0d22Qc2PrPMtawMh77HzgaWACU44PZd4Dpid7+zpQH/iJPS2kdvhu98PX/ISiHNfgLbJXB7+8WYPtEb39vH5L594APCN4J0pcHy3830WWWRPvGAfO1fxKybybhT1IX4U9U6/ENR70T7Leod6h7+77RMd3pctsmyO+ubcV3yfaLoOyrgn3xDAl4ehMYhO8R6wv8o+clwL+BfWKk7zXHD5CBvwj5Fj7Qr8c/afE0MW6q9KbyaWmwIJMiIiIiIiIi0sOp4T0RERERERGRFKEgX0RERERERCRFKMgXERERERERSREK8kVERERERERShIJ8ERERERERkRShIF9EREREREQkRSjIFxEREREREUkRCvJFREREREREUoSCfBEREREREZEUoSBfREREREREJEUoyBcRERERERFJEQryRUREUoyZTTEzFzYsS3SeehMzq4go/8JE50kkFamuSyzVdclLQb5IF0rmfz5m9nRE3s5IdJ5EJO4WAFcBt3THl5nZHDMrNbP0Tqyjy04U45G/NroWX+4fdvH3iIinuq75ulXX9XJdveNFxFsAzAc2xEpgZi8ChwJfA4XOuYYY6e4DpkdMrgS+AJ4GrnfObYyS/kzn3H1hyzwEvAvsBhzbno0RkR5jvnPuyu74IjPLAw4BHnXO1bdjuRHABudcXZR5Box2zn2VqPx1hHPu2uA7C4Fdu/K7RARQXdfp/HWE6rrkpTv5It1jvnPuSudc1CvMZrY9vkJ2wGjgiDas89/4q6dXAfcDA4FLgHfMbFBrCzvnHgr+If6rTVsgItKyI4Es4Ml2Lncl8JGZHRo+0cz2BN4E/hqX3HU8fyIi4VTXSdJTkC+SHM4GDLg++HxOG5b5V3Dh4Ern3LnAjsASYBxwftdkU0R6OjM7I/SKjplNM7NXg/cq15vZvWY2IEi3e/Baz8Zg/lOtPFr6PfxTRc+HfdeBZvYfM/vazGrMbK2ZvWVmV4Qtdy7+YuUdZvZ4MO2PwFPA34HvRuR/RJDPYjOrMrNFZjY97PWoK9uav2B9O5nZPWa2MshjcVAm/xOl7NqcVkQSS3Wd6rreTEG+SIIF70udAZQBVwPvA0ea2aj2rMc5VwH8Lfi4VzzzKCIp6RhgDrAeuAP4FF8X/cvM9gFew7/WdzfwOnA0MMfMtjl3MLMs/BNIzznnqoJph+NfUzoAmAvcgH9yqAb4aWhZ5z0C7AKMCCZ/E9jdOXdb+OOmZjYMeCPI51LgJuAD4Dbg57E2NFr+gulH4evc6cBi/An3P4A+wMyIdbQ5rYgkFdV1qut6Hb2TL5J4xwDDgb8656rMv0P/J+DHwG/buS4Lxi5+2RORFHUMcIhzbgFAcEL7PL5tkGeAc5xzD4YSm9nd+HrpaPzrQuEOBfJo/njo2fibCVOcc80aZTKzIWF/G3AScA3wUTB5MfC+mV0D3BV28vs7oBD4vXPukrB13AQsbGFbt8lfkIeH8OdCU0PlEDZ/dEfSikjSUV2nuq7X0Z18kcQLPZp/bzB+CKgFzop2FTkWM+vH1gb53o5f9kQkRT0cfgLnnGvEt+8B8N/wk97A34PxblHWdTxQh2/8M1JV5ATnXHgjpHfg31X9H+fc94NpFwHH4e9iPQ1gZpnAqcBm/Ely+Po+DMtfNNHyNx3IB26PPJEN1vl1B9OKSHJRXae6rtfRnXyRBDKzscA0YLlz7k0A51yJmT2Nf6fqMOC5GIsfF/bOWAH+SvVI4HO6qQsZEenR3o0ybU0wfi/KvNXBuNmdHDPrg69/5jvnNoXNehBfj71tZo8C84DXo5wkXkmUFqedc++a2b5h37cjkAO865wrj5K/14AZkRNbyN8+wfjZKOuK1J60IpJcVNd5qut6Ed3JF0msGfjf4X0R00OfW2qA71jgimCYjr/i+wdgr/Au9EREYtgcZVp9G+ZlREw/ABgK/DN8onPun/iGpD7AP/r6CPCVmb1rZtPC0hVF61IqmOfCupTqH4zXRd+cmNOj5g8YEIxX07r2pBWR5KK6zlNd14soyBdJkOCK65lA+GNjIc8Ca4GjzWx4jFWc6ZyzYMh1zu3snJvpnCvtwmyLiEQ6Ht8OSOS7qzjn5jjnpuK7+DwEuBHf0NTTZrZztJUFddrKKLPKgnFBjHzEmh4rf6E7XW1p5LQ9aUUkNamukx5DQb5I4nwXX4mmAV8H3aE4M3P496mG41+p+XEC8ygi0prjgLecc0WxEjjntjjnXnbOXQRcC2TiW4Buj2X4d153MbO8KPMPaGf+3grGbclHe9KKSGpSXSc9hoJ8kcQ5Oxg/je+2JXK4L5g/I2iRVUQkqZjZnsBYmrc0HZp3iJnlRFksdBeqsj3f5ZyrBR7FP8r6m4jv2hU4vT35w3c5Wgb8j5kdFGXZ0R1MKyIpRnVd1LSSxNTwnkgCBJXk4cBG4ETnXHWMdOPxV2wPBV7svhyKiLTJ8cE42onlDUChmc0HVuJ7DdkTmAp8iX9vtb1+FSw/08z2xvcjPQLfLdUz+DtZjW3Jn3Nug5mdBjwBzDOzZ/HdWuXj+7EeA2zX3rQikpJU16mu61EU5IskxgygD/BArAA/cBc+yD8HBfkiknyOBz52zn0WZd61wfxv4y9UNgKrguk3daSBUOfcOjPbL1jHkcDewHLgp8AW/IlvWdgiLeUP59wcM/s2cAn+PdrD8Bdfl+H7qe5QWhFJOarrVNf1KAryRbqZmaWx9T37u1pJ/jhwM3CsmQ1zzhV3aeZEJOU55+5j2x49QvPmA1FfDwoaiGqaZ2Y7ADsDV8dI/xjwWGfyGmO9q/E9ijRjZrOCP5e2JX9h61tMlMdfO5tWRBJLdd0261Nd14vonXyRbuaca3TOfSNoVfWjVtJWOucGOOcyQwG+c+6MYNn72vh97UovIinliqBBz2VdsO6WHl/tMmY2Msq0bwEXAKXAgmByQvIX5KciaER1mxN0EekSqutU10kYc84lOg8iKcvMpgDzwiYtd87tlKDsNGNmTwNHhU06UxcCRFKDmRUCZ4RN2uCcuyUhmYkzM1sDfAb8F//Y6gR8XZYGnO6cezCB2QPAzC7Ft6odcpNzblOs9CLSMarrEkt1XfJSkC/ShZL5n0/QsMoOYZP+5ZxblKj8iIi0hZldgX8ftRDIw/fr/BYwO3gEV0Skx1NdJ52hIF9EREREREQkReidfBEREREREZEUoSBfREREREREJEUoyBcRERERERFJEQryRURERERERFKEgnwRERERERGRFKEgX0RERERERCRFKMgXERERERERSREK8kVERERERERShIJ8ERERERERkRShIF9EREREREQkRSjIFxEREREREUkRCvJFREREREREUoSCfBEREREREZEU8f8BKtDQEVHr2P4AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 576x432 with 3 Axes>" ] }, "metadata": { "image/png": { "height": 413, "width": 508 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(nrows=1,ncols=3,sharey=True,figsize=(8,6))\n", "ax[0].plot(gr,z,'k', label='GR')\n", "ax[1].plot(ei,z,'r', label='EI 30')\n", "ax[2].plot(ei_norm,z,'r', label='EI 30 norm')\n", "ax[2].plot(ip,z,'k', label='AI')\n", "\n", "ax[0].set_ylim(2250,2100)\n", "ax[0].set_xlabel('[API]')\n", "ax[1].set_xlabel('[m/s*g/cc]')\n", "ax[2].set_xlabel('[m/s*g/cc]')\n", "ax[0].set_ylabel('Depth [m]')\n", "ax[1].locator_params(nbins=5, axis='x')\n", "for aa in ax:\n", " aa.grid(which='both')\n", " aa.legend()\n", "ax[0].set_title('Lithology')\n", "ax[1].set_title('EI')\n", "ax[2].set_title('AI and Normalized EI')\n", "f.suptitle('Comparison Acoustic vs Elastic Impedance at 30 degrees', fontsize=16);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to calculate EI in commercial software\n", "\n", "Just as an additional (and potentially useful) piece of information, here's how you would specify the constants discussed above ($k$ plus the scaling factors $V_{p0}$ $V_{s0}$ $\\rho_0$) in the well-tie module (\"Well Seismic Fusion\") in Halliburton's Decision Space:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "execution_count": 60, "metadata": { "image/png": { "width": 400 } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='DecisionSpace_welltie_EI_Calc.png', width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I haven't found further details on this but it looks like that you have indeed to specify the _Vp/Vs ratio_ and not the $k$ constant, so given $Vp/Vs = 2$ then $ k = (Vs/Vp)^2 = 0.25 $.\n", "\n", "The _normalization constants_ are those that I call scaling factors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## extended elastic impedance" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "def calc_eei(vp, vs, rho, chi, scal=None, k=0.25):\n", " '''\n", " EI (C) aadm 2018\n", " extended elastic impedance\n", " '''\n", " chi = np.radians(chi)\n", " p = np.cos(chi) + np.sin(chi)\n", " q = -8 * k * np.sin(chi)\n", " r = np.cos(chi) - 4 * k * np.sin(chi)\n", " if scal is None:\n", " vp0, vs0, rho0 = np.nanmean(vp), np.nanmean(vs), np.nanmean(rho)\n", " else:\n", " vp0, vs0, rho0 = scal[0], scal[1], scal[2]\n", " eei = vp0*rho0 * ( (vp/vp0) ** p * (vs/vs0) ** q * (rho/rho0) ** r)\n", " return eei\n", "\n", "def eei_scaling(wells,names,tops,start,window,brine=False):\n", " tmp0=np.zeros((len(wells),3))\n", " tmp1=np.zeros((len(wells)))\n", " if brine:\n", " idvp,idvs,idrho,fluidtype=['VP_FRMB','VS_FRMB','RHO_FRMB','brine']\n", " else:\n", " idvp,idvs,idrho,fluidtype=['VP','VS','RHO','insitu']\n", " for i,ww in enumerate(wells):\n", " z1 = tops[names[i]][start]\n", " z2 = tops[names[i]][start]+window\n", " ww = ww.loc[(ww.index>=z1) & (ww.index<=z2)]\n", " k = (np.nanmean(ww[idvs]) / np.nanmean(ww[idvp])) ** 2 # avg over interval of interest\n", " scal=np.nanmean(np.column_stack((ww[idvp], ww[idvs], ww[idrho])), axis=0)\n", " tmp0[i,:]=scal\n", " tmp1[i]=k\n", " print('{:.<12s} vp0={:<6.0f} vs0={:<6.0f} rho0={:<6.2f} vp/vs={:<6.2f} k={:<6.2f} ({:s})'.format(names[i],scal[0],scal[1],scal[2],(1/k)**.5,k,fluidtype))\n", " vp0,vs0,rho0=tmp0.mean(axis=0)\n", " k0=tmp1.mean()\n", " print('{:.<12s} vp0={:<6.0f} vs0={:<6.0f} rho0={:<6.2f} vp/vs={:<6.2f} k={:<6.2f} ({:s})'.format('[AVG]',vp0,vs0,rho0,(1/k0)**.5,k0,fluidtype))\n", " return tmp0.mean(axis=0),tmp1.mean()\n", "\n", "def eei_diagnostic(ww,ztop,zbot,scal=None,k=None,ln=False,chi_min=None,chi_max=None,brine=False,targetlog='GR',removetrend=False,name=None):\n", " label_eei = 'EEI'\n", " if ln:\n", " label_eei = 'ln('+label_eei+')'\n", " if brine:\n", " idvp,idvs,idrho=['VP_FRMB','VS_FRMB','RHO_FRMB']\n", " else:\n", " idvp,idvs,idrho=['VP','VS','RHO']\n", " ww = ww.loc[(ww.index>=ztop) & (ww.index<=zbot)]\n", " ww = ww.interpolate(limit_direction='both')\n", " if chi_min is None:\n", " chi_min, chi_max = -90,90\n", " chi=np.linspace(chi_min,chi_max)\n", " corr_eei = np.zeros(chi.size)\n", " eei_array = np.zeros((ww.index.size,chi.size))\n", " target=ww[targetlog]\n", " if k is None:\n", " k = (np.nanmean(ww[idvs]) / np.nanmean(ww[idvp]))**2\n", " if scal is None:\n", " scal = np.nanmean(np.column_stack((ww[idvp], ww[idvs], ww[idrho])), axis=0)\n", " for n,X in enumerate(chi):\n", " eei = calc_eei(ww[idvp],ww[idvs],ww[idrho],X,scal=scal,k=k)\n", " if ln:\n", " eei = np.log(eei)\n", " if removetrend:\n", " eei = pd.Series(data=detrend(eei), index=ww.index)\n", " target = pd.Series(data=detrend(target), index=ww.index)\n", " corr_eei[n]=target.corr(eei)\n", " eei_array[:,n]=eei.values\n", " maxcorr_eei=np.max(np.abs(corr_eei))\n", " maxcorr_eei_id=np.argmax(np.abs(corr_eei))\n", " print('max corr. EEI-{:s}={:.2f} @ X={:.0f}'.format(targetlog,maxcorr_eei,chi[maxcorr_eei_id]))\n", " fig = plt.subplots(figsize=(10,5))\n", " ax0 = plt.subplot2grid((1,5), (0,0), colspan=1)\n", " ax1 = plt.subplot2grid((1,5), (0,1), colspan=1)\n", " ax2 = plt.subplot2grid((1,5), (0,2), colspan=3)\n", " axtarget = ax0.twiny()\n", " axtarget.plot(target, ww.index, lw=1, color='.4')\n", " axtarget.set_xlabel(targetlog, color='0.4')\n", " axtarget.tick_params(axis='x', colors='0.4')\n", " axip = ax1.twiny()\n", " axip.plot(ww[idvp]*ww[idrho], ww.index, lw=1, color='black')\n", " axip.set_xlabel('Ip')\n", " ax2.plot(chi,corr_eei, ls='-', color='black')\n", " ax2.set_xlabel('CHI angle')\n", " ax2.set_ylabel('cross-correlation')\n", " ax2.grid()\n", " ax2.set_ylim(-1,1)\n", " ax2.set_xlim(chi.min(),chi.max())\n", " ax2.yaxis.set_label_position('right'), ax2.yaxis.tick_right()\n", " if removetrend:\n", " ax2.set_title('(de-trended)')\n", " ax0.set_ylabel('DEPTH (m MD)')\n", " ax1.set_yticklabels([])\n", " for aa in [ax0,ax1]:\n", " aa.plot(eei_array[:,maxcorr_eei_id], ww.index, lw=1, color='red')\n", " aa.set_xlabel('{:s}{:.0f}'.format(label_eei,chi[maxcorr_eei_id]), color='red')\n", " aa.tick_params(axis='x', colors='red')\n", " aa.set_ylim(zbot,ztop)\n", " aa.grid()\n", " if name is not None:\n", " plt.suptitle(name, weight='bold')\n", " return eei_array,corr_eei\n", "\n", "def eei_optimalchi(wells,names,tops,start,window,scal,k,ln=False,chi_min=None,chi_max=None,brine=False,litholog='VSH',fluidlog='SWE',removetrend=False):\n", " label_eei = 'EEI'\n", " if ln:\n", " label_eei = 'ln('+label_eei+')'\n", " if removetrend:\n", " label_eei = 'de-trended '+label_eei\n", " if brine:\n", " idvp,idvs,idrho=['VP_FRMB','VS_FRMB','RHO_FRMB']\n", " else:\n", " idvp,idvs,idrho=['VP','VS','RHO']\n", " if chi_min is None:\n", " chi_min, chi_max = -90,90\n", " chi=np.linspace(chi_min,chi_max)\n", " corr_litho, corr_fluid = (np.zeros(chi.size) for _ in range(2))\n", " fig,ax=plt.subplots(nrows=1,ncols=2,figsize=(12,6))\n", " for i,ww in enumerate(wells):\n", " z1 = tops[names[i]][start]\n", " z2 = tops[names[i]][start]+window\n", " ww = ww.loc[(ww.index>=z1) & (ww.index<=z2)]\n", " ww = ww.interpolate(limit_direction='both')\n", " litho,fluid=ww[litholog],ww[fluidlog]\n", " for n,X in enumerate(chi):\n", " eei = calc_eei(ww[idvp],ww[idvs],ww[idrho],X,scal=scal,k=k)\n", " if ln:\n", " eei = np.log(eei)\n", " if removetrend:\n", " eei = pd.Series(data=detrend(eei), index=ww.index)\n", " litho = pd.Series(data=detrend(litho), index=ww.index)\n", " fluid = pd.Series(data=detrend(fluid), index=ww.index)\n", " corr_litho[n]=litho.corr(eei)\n", " corr_fluid[n]=fluid.corr(eei)\n", " maxcorr_litho = np.max(np.abs(corr_litho))\n", " maxcorr_litho_id=np.argmax(np.abs(corr_litho))\n", " maxcorr_fluid = np.max(np.abs(corr_fluid))\n", " maxcorr_fluid_id=np.argmax(np.abs(corr_fluid))\n", " print('{:s} Litho: max corr. EEI={:.2f} @ X={:.0f}'.format(names[i],maxcorr_litho,chi[maxcorr_litho_id]))\n", " print('{:s} Fluid: max corr. EEI={:.2f} @ X={:.0f}'.format(names[i],maxcorr_fluid,chi[maxcorr_fluid_id]))\n", " ax[0].plot(chi,corr_litho, label=names[i])\n", " ax[1].plot(chi,corr_fluid, label=names[i])\n", " ax[0].set_title('{}-{}'.format(label_eei,litholog))\n", " ax[1].set_title('{}-{}'.format(label_eei,fluidlog))\n", " for aa in ax:\n", " aa.grid(b=True)\n", " aa.set_xlabel('CHI angle'), aa.set_ylabel('cross-correlation')\n", " aa.legend()\n", " aa.set_ylim(-1,1)\n", " plt.tight_layout()\n", "\n", "def eei_scanlogs(wells,names,tops,start,window,scal,k,ln=False,chi_min=None,chi_max=None,brine=False,litholog='VSH',fluidlog='SWE',removetrend=False):\n", " label_eei = 'EEI'\n", " if ln:\n", " label_eei = 'ln('+label_eei+')'\n", " if brine:\n", " idvp,idvs,idrho=['VP_FRMB','VS_FRMB','RHO_FRMB']\n", " else:\n", " idvp,idvs,idrho=['VP','VS','RHO']\n", " if chi_min is None:\n", " chi_min, chi_max = -90,90\n", " chi=np.linspace(chi_min,chi_max,10)\n", " corr_litho, corr_fluid = (np.zeros(chi.size) for _ in range(2))\n", " for i,ww in enumerate(wells):\n", " z1 = tops[names[i]][start]\n", " z2 = tops[names[i]][start]+window\n", " ww = ww.loc[(ww.index>=z1) & (ww.index<=z2)]\n", " ww = ww.interpolate(limit_direction='both')\n", " eei_array = np.zeros((ww.index.size,chi.size))\n", " litho,fluid=ww[litholog],ww[fluidlog]\n", " for n,X in enumerate(chi):\n", " eei = calc_eei(ww[idvp],ww[idvs],ww[idrho],X,scal=scal,k=k)\n", " if ln:\n", " eei = np.log(eei)\n", " if removetrend:\n", " eei = pd.Series(data=detrend(eei), index=ww.index)\n", " litho = pd.Series(data=detrend(litho), index=ww.index)\n", " fluid = pd.Series(data=detrend(fluid), index=ww.index)\n", " eei_array[:,n] = eei.values\n", " f,ax=plt.subplots(nrows=2,ncols=10,sharey=True,figsize=(12,8))\n", " for hh in range(10):\n", " ax[0,hh].set_xticklabels([])\n", " ax[1,hh].set_xlabel('{:s}{:.0f}'.format(label_eei,chi[hh]), color='red')\n", " axli = ax[0,hh].twiny()\n", " axli.plot(litho, ww.index, lw=1, color='0.4')\n", " axli.set_xlabel(litholog, color='0.4')\n", " axli.tick_params(axis='x', colors='0.4')\n", " axli.set_ylim(z2,z1)\n", "\n", " axfl = ax[1,hh].twiny()\n", "\n", " axfl.plot(fluid, ww.index, lw=1, color='blue')\n", " axfl.set_xlabel(fluidlog, color='blue')\n", " axfl.tick_params(axis='x', colors='blue')\n", " axfl.set_ylim(z2,z1)\n", " for n in range(2):\n", " ax[n,hh].plot(eei_array[:,hh], ww.index, lw=1, color='red')\n", " ax[n,hh].tick_params(axis='x', colors='red')\n", " ax[0,0].set_ylim(z2,z1)\n", " ax[0,0].set_ylabel('DEPTH (m MD)')\n", " ax[1,0].set_ylabel('DEPTH (m MD)')\n", " if removetrend:\n", " f.suptitle('{} (de-trended)'.format(names[i]))\n", " else:\n", " f.suptitle('{}'.format(names[i]))\n", " plt.subplots_adjust(hspace=.2,wspace=0.2,left=.05,right=.98)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## suggestions for a workflow\n", "\n", "1. compute scaling coefficients\n", "2. scan the entire $\\chi$ angle range and calculate correlation coefficients for each angle between EEI log at that particular angle and target logs (where target logs are usually lithology e.g. VSH and fluid e.g. SW logs)\n", "3. plot EEI against target logs and visually determine or crosscheck the results at point 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### define stratigraphic markers\n", "\n", "I will define some arbitrary markers to guide the interpretation (actually `top_sand` is the top of the Heimdal reservoir, as gathered from Quantitative Seismic Interpretation by Avseth et al., 2005)." ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [], "source": [ "wells= [ w2]\n", "names= ['WELL_2']" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [], "source": [ "tmp1={'top_shale': 2078, 'top_sand': 2153, 'owc': 2183, 'base_sand': 2250}\n", "markers=pd.DataFrame.from_dict(tmp1, orient='index', columns=['WELL_2'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case of multiple wells I would add the markers for the other wells in this way and have a single Dataframe with all my stratigraphic markers. " ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>WELL_2</th>\n", " <th>WELL_X</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>top_shale</th>\n", " <td>2078</td>\n", " <td>3000</td>\n", " </tr>\n", " <tr>\n", " <th>top_sand</th>\n", " <td>2155</td>\n", " <td>3100</td>\n", " </tr>\n", " <tr>\n", " <th>owc</th>\n", " <td>2188</td>\n", " <td>3130</td>\n", " </tr>\n", " <tr>\n", " <th>base_sand</th>\n", " <td>2250</td>\n", " <td>3200</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " WELL_2 WELL_X\n", "top_shale 2078 3000\n", "top_sand 2155 3100\n", "owc 2188 3130\n", "base_sand 2250 3200" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tmp2={'top_shale': 3000, 'top_sand': 3100, 'owc': 3130, 'base_sand': 3200}\n", "dummy2=pd.DataFrame.from_dict(tmp2, orient='index', columns=['WELL_X'])\n", "pd.concat([markers,dummy2],axis=1)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WELL_2...... vp0=2956 vs0=1382 rho0=2.19 vp/vs=2.14 k=0.22 (insitu)\n", "[AVG]....... vp0=2956 vs0=1382 rho0=2.19 vp/vs=2.14 k=0.22 (insitu)\n" ] } ], "source": [ "scal0,k0=eei_scaling(wells,names,markers,'top_sand',200,brine=False)" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WELL_2 Litho: max corr. EEI=0.43 @ X=57\n", "WELL_2 Fluid: max corr. EEI=0.60 @ X=17\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 423, "width": 854 } }, "output_type": "display_data" } ], "source": [ "eei_optimalchi(wells,names,markers,'top_sand',200,scal0,k0,brine=False,removetrend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thomas & al. (2013) suggest to use the natural logarithm of EEI and perform the correlation analysis on the detrended target and logarithm-EEI curves.\n", "\n", "From the quick tests I have run I think that detrending is effective only when using particularly long windows (how long? perhaps >100m?).\n", "\n", "Also, the articles states to de-trend the target logs too, specifically mentioning that petrophsical logs _\"will contain some trend\"_. That may be the case if using a normal acquired log as target like GR for example, but I'm not so sure about water saturation and porosity logs calculated with some more accuracy. \n", "\n", "The following is an example of scanning for optimal $\\chi$ angles using larger windows, using original, de-trended logs and ln(EEI):" ] }, { "cell_type": "code", "execution_count": 175, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "input: EEI, trend removal=No\n", "WELL_2 Litho: max corr. EEI=0.45 @ X=-121\n", "WELL_2 Fluid: max corr. EEI=0.59 @ X=-151\n", "input: EEI, trend removal=Yes\n", "WELL_2 Litho: max corr. EEI=0.39 @ X=-107\n", "WELL_2 Fluid: max corr. EEI=0.44 @ X=-136\n", "input: ln(EEI), trend removal=Yes\n", "WELL_2 Litho: max corr. EEI=0.39 @ X=70\n", "WELL_2 Fluid: max corr. EEI=0.43 @ X=-143\n" ] }, { "data": { "image/png": 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ciAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 423, "width": 854 } }, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 423, "width": 854 } }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 423, "width": 854 } }, "output_type": "display_data" } ], "source": [ "print('input: EEI, trend removal=No')\n", "eei_optimalchi(wells,names,markers,'top_sand',100,scal0,k0,chi_min=-180,chi_max=180,ln=False,brine=False,removetrend=False)\n", "print('input: EEI, trend removal=Yes')\n", "eei_optimalchi(wells,names,markers,'top_sand',100,scal0,k0,chi_min=-180,chi_max=180,ln=False,brine=False,removetrend=True)\n", "print('input: ln(EEI), trend removal=Yes')\n", "eei_optimalchi(wells,names,markers,'top_sand',100,scal0,k0,chi_min=-180,chi_max=180,ln=True,brine=False,removetrend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the `eei_scanlogs` function plots the target logs, i.e. the lithology and fluid logs (`VSH` and `SWE` respectively) with EEI curves at different angles superimposed." ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 40 Axes>" ] }, "metadata": { "image/png": { "height": 536, "width": 877 } }, "output_type": "display_data" } ], "source": [ "eei_scanlogs(wells,names,markers,'top_sand',100,scal0,k0,chi_min=-180,chi_max=180,brine=False,removetrend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## interactive parameters exploration" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [], "source": [ "def eei_optimalchi_interactive(filename,depth_range,scal,k,ln=False,brine=False,litholog='VSH',fluidlog='SWE',removetrend=False):\n", " ww=pd.read_csv(filename, index_col=0) \n", " label_eei = 'EEI'\n", " if ln:\n", " label_eei = 'ln('+label_eei+')'\n", " if removetrend:\n", " label_eei = 'de-trended '+label_eei\n", " if brine:\n", " idvp,idvs,idrho=['VP_FRMB','VS_FRMB','RHO_FRMB']\n", " else:\n", " idvp,idvs,idrho=['VP','VS','RHO']\n", " chi=np.linspace(-180,180)\n", " corr_litho, corr_fluid = (np.zeros(chi.size) for _ in range(2))\n", " fig,ax=plt.subplots(nrows=1,ncols=2,figsize=(12,6))\n", " z1 = depth_range[0]\n", " z2 = depth_range[1]\n", " ww = ww.loc[(ww.index>=z1) & (ww.index<=z2)]\n", " ww = ww.interpolate(limit_direction='both')\n", " litho,fluid=ww[litholog],ww[fluidlog]\n", " for n,X in enumerate(chi):\n", " eei = calc_eei(ww[idvp],ww[idvs],ww[idrho],X,scal=scal,k=k)\n", " if ln:\n", " eei = np.log(eei)\n", " if removetrend:\n", " eei = pd.Series(data=detrend(eei), index=ww.index)\n", " litho = pd.Series(data=detrend(litho), index=ww.index)\n", " fluid = pd.Series(data=detrend(fluid), index=ww.index)\n", " corr_litho[n]=litho.corr(eei)\n", " corr_fluid[n]=fluid.corr(eei)\n", " maxcorr_litho = np.max(np.abs(corr_litho))\n", " maxcorr_litho_id=np.argmax(np.abs(corr_litho))\n", " maxcorr_fluid = np.max(np.abs(corr_fluid))\n", " maxcorr_fluid_id=np.argmax(np.abs(corr_fluid))\n", " print('Litho: max corr. EEI={:.2f} @ X={:.0f}'.format(maxcorr_litho,chi[maxcorr_litho_id]))\n", " print('Fluid: max corr. EEI={:.2f} @ X={:.0f}'.format(maxcorr_fluid,chi[maxcorr_fluid_id]))\n", " ax[0].plot(chi,corr_litho)\n", " ax[1].plot(chi,corr_fluid)\n", " ax[0].set_title('{}-{}'.format(label_eei,litholog))\n", " ax[1].set_title('{}-{}'.format(label_eei,fluidlog))\n", " for aa in ax:\n", " aa.grid(b=True)\n", " aa.set_xlabel('CHI angle'), aa.set_ylabel('cross-correlation')\n", " aa.set_ylim(-1,1)\n", " plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Litho: max corr. EEI=nan @ X=-180\n", "Fluid: max corr. EEI=nan @ X=-180\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 423, "width": 854 } }, "output_type": "display_data" } ], "source": [ "interact(eei_optimalchi_interactive,filename='qsiwell2_frm.csv',\n", " depth_range=widgets.FloatRangeSlider(value=[1100, 1300],min=1050,max=1400.0,step=10,description='depth range',\n", " continuous_update=False,orientation='horizontal',readout=True,readout_format='.0f'),\n", " scal=fixed(scal0),k=fixed(k0),\n", " ln=widgets.Checkbox(value=False,description='Logarithm EEI'),\n", " brine=widgets.Checkbox(value=False,description='Use brine-replaced logs'),\n", " removetrend=widgets.Checkbox(value=False,description='Remove trend'),\n", " litholog=fixed('VSH'),fluidlog=fixed('SWE'));" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max corr. EEI-GR=0.67 @ X=121\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 5 Axes>" ] }, "metadata": { "image/png": { "height": 352, "width": 669 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "(array([[7428.42630264, 7435.45872116, 7425.73291988, ..., 7365.1181096 ,\n", " 7404.79823094, 7428.42630264],\n", " [7495.42225411, 7482.5136826 , 7452.02939007, ..., 7467.71951901,\n", " 7490.45190418, 7495.42225411],\n", " [7513.9552278 , 7498.2078052 , 7464.60830614, ..., 7490.83755298,\n", " 7511.47895923, 7513.9552278 ],\n", " ...,\n", " [6023.46950442, 6067.24320665, 6117.96311962, ..., 5958.92050795,\n", " 5987.2091003 , 6023.46950442],\n", " [5950.60131951, 6006.29358257, 6070.08845732, ..., 5866.15390373,\n", " 5903.70086319, 5950.60131951],\n", " [5810.51213916, 5870.32862874, 5940.41053779, ..., 5724.21442582,\n", " 5761.63167342, 5810.51213916]]),\n", " array([ 0.56141335, 0.47160573, 0.29526148, 0.00438255, -0.29279421,\n", " -0.47504501, -0.56447414, -0.60788964, -0.62981623, -0.64111897,\n", " -0.64678172, -0.64927174, -0.64990583, -0.64942924, -0.64827605,\n", " -0.64669174, -0.64479095, -0.64258012, -0.63995585, -0.63667775,\n", " -0.63230233, -0.62604143, -0.61645495, -0.6007446 , -0.5730102 ,\n", " -0.51970996, -0.40879206, -0.18253254, 0.14655723, 0.40148682,\n", " 0.52972325, 0.58999803, 0.62066129, 0.63782733, 0.64825489,\n", " 0.65501674, 0.6596313 , 0.66289751, 0.66524566, 0.66689371,\n", " 0.66791836, 0.66828378, 0.66784433, 0.6663231 , 0.66325689,\n", " 0.65787936, 0.64887528, 0.63384245, 0.60804653, 0.56141335]))" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ggg={'Gamma Ray':'GR','Shale Volumerosity':'PHIE','Water Saturation':'SWE'}\n", "interact(eei_diagnostic,ww=fixed(w2),ztop=(2000,2100,10),zbot=(2300,2400,10),scal=fixed(scal0),k=fixed(k0),\n", " ln=widgets.Checkbox(value=False,description='Logarithm EEI'),\n", " brine=widgets.Checkbox(value=False,description='Use brine-replaced logs'),\n", " removetrend=widgets.Checkbox(value=False,description='Remove trend'),\n", " chi_min=fixed(-180),chi_max=fixed(180),name=fixed('EEI Diagnostic'),\n", " targetlog=widgets.RadioButtons(options=ggg,description='Target log'));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }