{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# P300 with Extra Electrode\n", "\n", "I was interested in whether the results of the P300 cats and dogs experiment could be improved by adding an extra electrode over the occipital lobe. With a dry, hair-penetrating electrode roughly placed around Oz and kept in place by a wool hat, I collected the following data. - DM\n", "\n", "Stimulus were presented for 200ms at an interval of 600ms with a random jitter of +- 100ms.\n", "\n", "I recorded 4 runs of 2 minutes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import sys\n", "from collections import OrderedDict\n", "\n", "from mne import create_info, concatenate_raws\n", "from mne.io import RawArray\n", "from mne.channels import read_montage\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "from glob import glob\n", "import seaborn as sns\n", "from matplotlib import pyplot as plt\n", "\n", "sys.path.append('../muse_lsl/muse')\n", "import utils\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read data and convert them in MNE objects\n", "\n", "Data is read from this folder's data/visual/P300 folder. Data will come from folders with the model `subject {subject}` and `session {session}`\n", "\n", "Data is saved in csv file for more convenience. Then we will convert them into MNE data object so we can pre-process and epoch them" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating RawArray with float64 data, n_channels=6, n_times=30720\n", " Range : 0 ... 30719 = 0.000 ... 119.996 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=6, n_times=30732\n", " Range : 0 ... 30731 = 0.000 ... 120.043 secs\n", "Ready.\n", "Creating RawArray with float64 data, n_channels=6, n_times=30720\n", " Range : 0 ... 30719 = 0.000 ... 119.996 secs\n", "Ready.\n" ] } ], "source": [ "subject = 3\n", "session = 3\n", "raw = utils.load_data('visual/P300', sfreq=256., \n", " subject_nb=subject, session_nb=session, \n", " ch_ind=[0, 1, 2, 3, 4], \n", " replace_ch_names={'Right AUX': 'Oz'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Power Spectrum" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Effective window size : 8.000 (s)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/dano/anaconda3/lib/python3.6/site-packages/mne/viz/raw.py:614: DeprecationWarning: In version 0.15 average will default to False and spatial_colors will default to True.\n", " 'spatial_colors will default to True.', DeprecationWarning)\n" ] }, { "data": { "image/png": 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bDMFms2E2mzGbzaxevVpfTs+Ug2exWIhEIkSjMxeXMZvN7N27l2uvvZa8vDxW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "raw.plot_psd(tmax=np.inf);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks alright. We can see the 60hz peak pretty clearly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering\n", "\n", "We filter data between 1 and 30 Hz" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting up band-pass filter from 1 - 30 Hz\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw.filter(1,30, method='iir')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epoching\n", "\n", "Here we epoch data for -100ms to 800ms after the stimulus. No baseline correction is needed (signal is bandpass filtered) and we reject every epochs where the signal exceed 100uV. This concerns mainly blinks.\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "785 events found\n", "Events id: [1 2]\n", "sample drop %: 9.29936305732484\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mne import Epochs, find_events\n", "\n", "events = find_events(raw)\n", "event_id = {'Non-Target': 1, 'Target': 2}\n", "\n", "epochs = Epochs(raw, events=events, event_id=event_id, tmin=-0.1, tmax=0.8, baseline=None,\n", " reject={'eeg': 100e-6}, preload=True, verbose=False, picks=[0,4,2,3], add_eeg_ref=False)\n", "print('sample drop %: ', (1 - len(epochs.events)/len(events)) * 100)\n", "epochs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epoch average\n", "\n", "Now we can plot the average ERP for both conditions, and see if there is something" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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NwfAwBJnaosZCI4gauwZrkY1ts0SwsRsbcw1uh8ZM086liDT52mcsGKN/ez/V\nG2rZ2H4IETW532FZFq87/XTue+ABQGOPJXKiCUyTW4BAB0uSPii8PBgJRgjz7cKBfn8g9/7a6DdD\nOHNd38bnxzlypznnvvNqCepr2K/72ME+AF6rXkWsoQFlz7qfJwiCIAjLyrTfTI7j/BQ4EtNo9seu\n65ZcbTmOozCRqH9yHOdc13UvXJKZCstKqEO8ME/M9JuF94tHxoCQQys2lUx1a7SNUFFK0WDXFTTB\nzEaaUhWKsRqo7htE65BUmKIy4/q2WPzB/slfWhrw9WTdlEnPK5d7ng1NjTS8qBmpVwwnjahcqvS8\n4WCE3ke76ThlDQ2ReiJ5b13t+5x18kn89sEHee87/wrbC6kILKqsKhJhggF/kE0VGzNjeVSo8jzX\nwssHT3u5PmH5ZKNMFaqC1mT1zIP0x7F+/hvOavF54XCbnuoEN4W/YhQTCW6lgaNjW7CqpY5JEARB\nWH3MtIJ8AXiV67q3TieYAFzX1a7r3ga8OnONcBCQ1h4Fe8oDcULgxUPM0VL1TEopajL9gQCqreqC\n+qb86Ed/S8Z23PfKagbhDwxMzqe+PrcLDpn0vDJFmmxlY8ViNIyZxzfkm3oMr4xRsyxBVjQ93MXa\nU9ZTpaqI5PfCSUxw1umnc/+DDxGGIRFswvFxWmzT5HYgzwxiKeYnHNyEOqTX6yuKMgHsShur8Y32\nupnTFsYnsH/4C1QyxSHxCl6bOgqAl+ikHyPGzrZeQ7SxaaZRBEEQBGHFmPZ7znXdq4C7Hce50HGc\nWVearut6ruv+Y1lnJ6wY+QYNWocwOERPu2KiMiOaKovrmSpVBSpPJE0VUVVWFTXK7EYPNFuogTj4\nQVltx/14RjTV1qBsm7FgLHdbjV1TttqprPhqTJnaomHM/SxVel7/xAADf+rjyFO3oJQqSM8LExNs\n2rCempoantuxw4imRCLnoFcomqRXkzB3Qh3S6/dP+x7NRpo2hjP0ThqfwP7+z1HxEbRtEbzrL3l9\n9em8UZ2ChcVaWvgb6y0cXX00VlSioIIgCMLqZLbE8T7gB8Cw4zjXA9e5rvvi0k9LWGnynda076Pi\nI7x4uBEctVYNHZH2omum1jAB1No1jOYJl9ZoC+PpCdOr6XkTafK0VzYzCD+e6dFUb1J8smYUFopa\nq6ZskSalFLayaPAqgTGGbZOGWG7R5GsfDTz9h23UHdZAW5N53rOiSWtNmDD3/ZrjX8mTTz/N4Udu\nBjTNGPcbUOgPAAAgAElEQVSxQYk0CQsg1CGdXhfpsPRrZjgYIR6YCOtGij8PABhPGMHUN4hWivAd\n58LGtQCcYh3DiXorEWyUFcGuF7c8QRAEYfUy4yrVdd1LgLXA/8a45z3vOM49c40+CQcuBeYMngfx\nEXZmmtoeVnFoQUQpS1UJ0VRlVRWk6GXrmgZaFGoigR41gipZphQ9P24Egm7Iiibj9lVn1xGx7JLz\nXigWNg3aRM5GKtKEOix7r6asCHv6gW10nLyGBrs+I9jM208nkyYSCJxw7LE8/qenc/VOTdo8B5Ke\nJyyEQT8+rWCCySiTjc16SkSaEknsm+6YFEwXnYd+xREFp0RVxERO6+tQlnylCIIgCKuXWbf2Xdcd\ndl33P1zXfQ1wAvBn4NvAPsdxrnEcp3SzHuGAxstPzxscItQBuzaal8sRlSXqmWBag4FY3vF823EA\n3d0HFNqbL4Yg09iWBrNrnY001dt1ZYsyZbGVTYNl7iewYCw0ArCcwiQrml54yKX91LU02IUmEGFi\nsmbrxGOP5cmnn8ZWFgpFU1AFQEInmcjUdoloEuZCOkwzWqInUz67U6aeaT2tBTV2ACRT2Dfdieru\nz0WYpgqmHJEIqrqm9G2CIAiCsEqYVz6U67rbXNf9KLAO+ABwFvD8UkxMWDlMX6DJaInuHWDfOkW6\nwgidUv2ZKqyKaaM4+c54LRnb8cFmRaiAXuN2V64eQn5WNDVmRZOJNNXb9WWrZ8oSUTaNscnC9SHf\nFLSXs27I1z7JRJKubV20nthuRFO+CUReI9HjjzmaZ1wXz/OIYNMcTC5Es7bjodZLUnclHFwMBkMU\n2z4UsisjmjaqNYU3pD1j+tDZiwbCt52NPubIaceJ1DWgmDkCvCbaTmOkoayRYkEQBEGYD/NeRTqO\n0wZciUnZOw74YbknJawsRX2T+gfYeah5qTRZjTRFih2uStUzZYmpyXavbZFWAAJbMdikUP1xdOCX\nL9KUaa6pGpcn0lRd20Q0bZaXwxmBVk5R4mmfxx/+A41bm4jWRDOiKc9u3JsUm7U1NWzasIFnnn+e\nCBFqqCKGMaqQFD1hroQ6JBFMzHhOIkzQ45veZJvyRZPWWHfci9rbbcZ6y1noV26ddhwVjWFVVs14\nX7V2DdV2Nc2RpgIHTkEQBEFYTuYkmhzHsRzHOd9xnJ8B+4D3AdcD613Xfc9STlBYftJTnbL647y4\n2QiOwys2l7xmJtGUH2lqjbQQyYiX7g4FA3G07xPooPh+54n2fcIx0/Ml29g2K2TqrfJHmmxsVEMD\nDSNGNMVT5e/V5Guf393337Sf3AFAg90waQLheegpNtAnHHsMT2572hTXK0WzZZ4HcdAT5spYOD57\nlCm5O3fOhjwTCPXAE1h/3gFAcPap6BOPnn4QpbBnsRi3lCoQSvV2HVXWzCJLEARBEJaCGVeRjuEL\nGKF0KzAKnO267tGu637Vdd34ckxSWF6m2o2nRwbZuyGTmld5eNH5CmM3Ph0RFck1lbWVTXvEFI13\ndVio/iG0bxbxibxGuAvBH4pDdinX3AhMiTSVaMa7GCLKhqZJ0TScMPVZ5a1pCnj4/odoP9U4juVH\nmsJ0YXQuTKc54ThT15QVpk1aHPSE+TEWjM96zq4xI4w6aKYq+97v6ce671EAwmO3oE8/YcYx7LoG\nrEh0xnOqrKqi961EmwRBEISVYDbL8Wcxxg9fAG4UkfTyIH9RrYOAPbFBAjsrmopNIGJWbNYoTkzF\nSGgjitbG1tDpd9PdruD3w+hUCmpqSYQJGli47XC8d/fkL82NpMM0ycx91tv12PPPRp2RiIpAQz2N\nw0Y0DaXN26NckSatNT293ex2d3H0iScQIUKVNdnYVqcnxe3E9m0M/uQ2NieS3PDok9jaAgXNFDvo\nLTaiJxy8+NonNcvmRZhOsSu9F8hLzdMa++7fobRGN9YTnn8WzFB/ZFVWYtfUzjqfGqu6+NoyR4wF\nQRAEYS7MJppe67ruA8syE2HVUFDT5Pu82GTqGzqSNdTaxS5Xc0mXqbAqcpGkNVGz0OpaY6ECj7B/\nEJpbSOgkWusFFXuHOmS03yzktG1j1dQwkicUGuw6bDXby31+2MqG+loaMiZjQ+FkTdNCH0c+nvb4\n79/8N0edcTR2zKYhUl/Q2DbMiKZgZIT4f/4cdMiWiMULe/cxev/v4axjc72apKZJmAvjwcSMqXla\nhyTifXRioqobMe9l9fTzqD1dAIRvOgOi00eQVCSK3Th7tEgxt88WQRAEQVgOZlxFZgWT4zhfnuW8\nv1/sRBzHORv4HNAA2MB/uK77lcWOK8yP7II/ix4b58UNIWBxWLCm5DUz1TNlqcgzg1gbM+OM1Csm\nKqGipw+2HInWmpROUalmH28qI8EIesiYQFBfg1Iq55wHSxNpsrGxlEVjMgaExG0jLjUmxXE6C/a5\nktZp7vvlfWx5vUOISc3L3i9MRprid92BTiZRlZU0rD+EQxvu5am77uao07fSHK0HbepUUmGKCqsC\nXwdlayYsLD9jwTjVVtWS/P3Gw5lT88KxUfYHXQQYd82NqgPCEOt3j5nbt2xGbzmUKFE8fJgqwewI\nkeYW1BzmXmFVlD2lVhAEQRAWyly/dV815efVwF8Bl2LsxxeF4zhrgDuAT7uuuxV4I/AZx3FOXezY\nwvyYGoWY6NlP15pMal7N/OuZssSsPNEU7cj9v7vDgv5BdGBS2ibCxLznHOqQ4WAUPZQRSfV1AIyE\nJgRUqSoyKYTlXYBZysJSimbfpBAlbZ9EZv6paZr1ptNpPv7xj3PCCSdw9913zzj+uDfBA/f+nkPO\n3AQY0WQrC0tZ6CBABz5eTzdJ91kAGs/7S5reegHHtrbwp/2dWE88k4s0waTtOJRwSBQOCCbCBL1e\nHz1eb1mbKEPG3n4GF0vt+wTjY+zRxhmviTrqVQ3quRdRg2bDIjzrZOqoYR2ttNBQOIAVIdrSirLn\nFvGtLpGaJwiCIAgrxZy+vVzXPavUccdxPlmmeQTAZa7r3pu5v52O4/wZY2n+cJnuQ5gDU0XT3rGX\n0A0KpTWbmpyi8+dSzwQQVVEspQi1psqqosGqZzgcobtDsXnAmEEoO8JoMEaT3Tiv1LaRYIRAB5AV\nTQ21ueNgokxAzoyinERUhOagFjCNbQf8QTbE1pMMU9RP0Wi+73PWWWfR2trKpz/9aa644gp27NjB\nFVdcUXLsRx55hLUb1kK7grR5HDnnvEyUKfG8C4BVW0f18SeglOLE44/n0SeewHroj9SddAw2NgEB\n/f5ALsqX1mkqWVwkTFheQh3S55m0uESYZDQYoyGy8BrAqYwFYzPeHowOgdbs1PsB2KTWGovxB580\n8zt8I2pNB82YNNI6qklrj1HGQSkizc1zFkwANbaIJkEQBGH1sNhV5FeARafmua7b57ruz7K/O45z\nOHAM8OBixxbmRzosFE27talTaB+0qaqoKzp/Pilo+f2astGmrg4LBiYd9AIdzJoilI+nPeJBJi1v\nOCuazEIyazc+Na2tnNjY1FbW53o1ZaM5pfpO3XDDDVRUVPDzn/+ciy66iLvuuovPfOYzdHd3lxz7\n9h/dznlve2Pe42jI1WWFmf5MyReMaKo80skJzVPOP5/tA3EYG8fa10NLJtrU7w/kxpa6pgMPszkw\nGV0aD2fupTRfxmZ434UTY4TJJEmdZi+mP9MRbEDt2o/q7AVAn34C1RQ2uW6iHhubSH0DVjRWcuxS\nxKwoUTWzs54gCIIgLCeLFU3HQXm3qx3H2QD8Avh313W3l3NsYXYKnPN0yO6qIQA2xStRkeJd4gpr\nYaJpXcxYaO9bl2lw603e73BeLdJs9HsDkzVYI2anXDUUN7ZVLI3rlq1sVH09zUNZ0WQMFzxtek9l\nSSQSXH311Xz+85/PLSodx+H9738/V111VdG4QyND/OLHd3Lhey7KPY4Guz5nJa7TacJEgvTePQBU\nHbkld+3xJ53MnrFxJjwfa8ce2pSxX+/NRClAHPQONLTWDGdeB1lSYbLgNbYY0mG6aMMkS+h7+Jmm\n0S/RSYhGoThcrUc9+ISZ37p29Ob1VFNYj2gpRXvDJqzq2Z3y8pHUPEEQBGG1MadcCcdx/khRRS/V\nwGHAzeWajOM4J2Bqm77huu4XyjVuPrfffjvPP/88Rx11FBdccMFS3MUBTb5ddtpLsr/RREw2pZpL\nFm/nGzzMRsyKmURMYHPFJhiFvjaLiWCcyvEJyDS6TIVpkmFyVoOJZJgq7O2UEU00mVqK/PS8ctcz\nZYmoCKqxgaa4pqcdBrxJl7qUTlOtjPvXt771LU466SROOumkguv/+Z//maOOOoqHHnqI0047LXf8\nph/exEl/cTK1a+sIu0x0wfRoyogmzyO58wXQIVgWFYcdkbs2Fouxdf06/jwY58Qdu2k7awvwEr1+\nnmiSSNMBxVg4XiSQNCbaVG8XR4Dny3RRK61D/PgAZDYmduh9gGloW9U9grXTOFaGp5+AUhZVU0RT\npLGZysZGxtKdpOYh1GutYpdOQRAEQVhJ5rr1/nOMmMn/uR64GHh/OSaSEUx3Ax9dKsF0//33c+WV\nVzI6Osrf/d3f8cwzzyzF3RywaK3x8kTT/uRegozW2GQV+31YShUYPMxGfqRpY+wQLG0iLrsPsdA9\nfQXnDvpDs46X744XJpOoVGZRlhFNWZvtpkhjTmyUm4iyobmR5ngm0pQvmjIpelprrr32Wj7+8Y8X\nXV9XV8e///u/8+EPf5ggCHLnf/c73+Wv//avGc6mHlLY2FZ7HskXngegYuNmrMrCxeqJxx3Hn/oH\nUN39tCWNcOvz+nPmAUHGQU84MBidEmXKMj6HRrRzYbqU2GAoDpnUWa01L2gjko5QG7AeMrVMurkB\nvfUwKqnAykvNizQ0Emk0Uc46e+6RpqiKzOtzRRAEQRCWg2lFk+M4uW1v13WvLvHzBdd1f+q6bph3\nzYLc7hzHqQR+DPx/ruv+ZCFjzMbw8DCXX3451113Hddccw0f+8TH+Id//iT93sDsF79MmFrnsmvi\nRQCa4iH1zcWiKTaPKJM5P0p2SRWzYqy12839bLRQ/QM5Bz2AZJic0Ukv0EHhgnEwT2Q1NTAejOeu\nb4u0YpXZbjyLjQ2tTZOiKa8fUjYK9sQTT+B5HqeeWvrt8e53v5va2lq+/OUvo7XmX/7lX7AiNn9x\n9hm5VMUINtVWNbay0b6PDgNSu18CoOKII4vGPPP1r+cPvea13b7bRBF8fOLB5PMk0aYDg1CHJWvk\nwLxPFit+Pe2VTM0LkwnC5OR7sJc4I5j33JGDdajtL5jzTjsBLCuXmpdIJvl/P/kpe4cmBX+NVcNc\nrV2kN5MgCIKwGplpJXmb4zifcxyncbZBHMdpcBznc8CtC5zHBcBm4LOO4zyX9/NvCxyviKuvvppz\nzjmHN73pTaTDNG//2wt48tEnePAPDxVYMb+cmSqa9iTMrvLGfRrV0Vp0/nzqmcDUFEXyirs3Rw8B\nYNchFqp3sKCuCSA+w99lJBgtzBeN54mm5iZ6/f7cr23R1iXr92KrCDQ35WqaRvRYLsUxlVnQ3nTT\nTVx66aXTOgIqpbj22mu58cYbOfbYY7n11lu57qfXYVkWQ75ZeDZEGnKNbbXnEYyPmygAULHhkKIx\nzzj9NP7Q208QhrQ824fKLFnz65rEDOLAIBEmpm04qzHCKZ9gYgKvtxuvtztnsDITpaJVGp2rY8ry\njDYivY5q1v3qGRSZKNPxWwGoooI/PPUnjnv9G7jh1tu44IILSCSM6LKVTfUc3fAq5/m5IgiCIAjL\nwUw1Ta8GbgT2OI5zK/AbYBswiPmubgGOBd4AvAt4BHjNQibhuu6PgB8t5Nq50N3dzQ033MAzzzxD\nqEN6vD4qqip530f+hpu+8wOOO+FY6uzal71bU7rABELTqYzw2NAF6symovPnU8+UJWZF8QJzP5tj\nG3kw9ThdaxSpR/up9D1gcpc5FaYZ9kdK2ioX2SPHzQJPV8awKyroGzPioMaqodqqXrJIU0TZqJpq\nmhLmtaMVDPlDtEZb0cBYeoxbbrmF3//+9zOOs3XrVp566il+/OMfc+IpJ2K3mfGygr7ZNs9/hAiB\nN4HXtT9zpSK6dn3ReGva2uhobuK5+BCv2GMc9PoZptfr46gqYx0vounAIDFFFE1lIkzkBIk/Mow/\nOBk9D1P7ibavwaqYXoiUiuiG4+OQF/nVWrNd7wTgmOE2IjuNa2N49qlg28SIQqD5n5/6FJ+75hou\nfc97uOSSS/jwhz/M9773PQDq7DrGg9kd/+YbwRaElSYVphgPJ7CwqLfrpHG4IBykTPvOdl2323Xd\nc4ELgQ7gu8B2oBPoAp4BrgPWABe6rnue67o9Sz/l+fPFL36Ryy67jLVr1zLgD+YWi29+x5v57d33\n4vk+8TnU0Bzs5KcADQfDjEVMjdCG8WqIFgvK+UaagAJhuqlqMwDaUuy1B4oiTQCDQbxocZ8IEwW1\nVwA6I5qyjW37MpGm9oiJkC1ZpAkbhaJR16IyxfIDeRGye377azZu3MiRRxan0BWNZdtcfPHFtG1o\nyx2LB2aspkgTtrJQSqE9j/R+U5AfaW2ddkH82te8mke7+1DDo7QF5nkRM4gDj8QsDZ+zoipMpQoE\nE4AOAryebsJ0aROGUql/2vcJRgsdLLsYYBBz7Lhfmdee3tCBPso0vK6mkm//4Ae0d3Rw6Xvek4ue\n3nHHHezatcucY1VRMUut0nzrJAVhpUmHaTq9bob8YQb9OHvT+2d9zwqCcGAy63aI67q/dl33rUAT\nsAU4NfNzJNDsuu5bXdf9zdJOc+F0d3dz/fXXc9VVV5HMNITMsn7TBtYeso4/PPgHxoLxl70Nc0pP\nLp72pszCyA40Hbq5yG7cVtaCInOxvGtqYnWsSZvF/I6OJOFYiTQhren1+rjl1ls48cQTOeSQQ7jl\n9luKB872aKo3Bed9nhFNbdG23HyXAqUUtjJ9aOozUxgMJuuafnHHL7jwwgvnNeZEXmQhF2mKNBU0\ntk13mkhTbN2G3LnGDGIyBfDM153Foz2mh07bsLm2ID1vGovpcpJMJunt7V3y+zlY8bVftEEwFU97\n+NovEkxZdGiEkw6La59SOlWQ+qfR+EODxpUxj2yUqWncZsML42jbJnjLWZBJOU2NpPnCN/6Dr3/z\nP3JpqLW1tVx44YXcdtttuXGa7JmzvWPz6PsmCCuN1po+v3+y7QWm3rY73cOgHy84LgjCgc+cV5Ku\n6wau6+50XfexzM9O13VnT5hfYfKjTPnNPbOc97bzuOeO/wLMLvxsRdXJMMm+9P7i9LADnHSYLmic\nuS8jmtb0aCKNTUV24xWz2IFPR77QUiiOtDYB8NyRFrq7B13i+f/JrT/lyo9eyTWfv4Zrr7uWf/jI\nJ+nrLnTbmxRNhZGmtmykaQka22aJKBvdVE/rgJl7b0awhWHIPb/4L97ytrfMeSyz85/M/T+el55n\n5znn5UTTepOapyJRou1riHWsyS1az/yL03m8d4AgDGnvNm/VvrzXuK+9JftS11pz+eWX09DQwKGH\nHsovf/nLJbmfg52ZzFDyGRvrJ0xNn8anAx8/Plh0fGrqXzg6gvYKN48CHfJ0RjQd+1QKBYTnng4d\nk++tG2++jfPOOYdXHH10wbUXX3wxP/rRZOZ1tV09Y7RJ6pmEA4mRYLSklb4Ghvxh9qX3k5zGxGU+\naK1FgAkHHVprUmGKQT/O7tReutM9RTW6q42DOvG2p6cnF2Ua8AdLOkSd+9bzuOfOe9Bakw69ksIq\ni699erw+0qFHr9d/UEWmUrrwsexLm0X5hs4Q2pqLzq9c4I7w1OjU1hpTXzPYbDEwvA/tF/6Ndjy3\ng6v//l+5/s4bOOKMLThnHsU73/tO/vWj/1I48HBGxDbWkQ7TDGVc4tqjS5ueZ8aOQGMDHX3mS60n\nbbJUtz/5NDV1Naw9oth5cDryi/7HwjH8TGOr5kgTEYxznj8UJ8ykT0UzkaZoaxvKsrCqqrCbzN+r\nvbWVw9a0c9++Ltp3myheWnu550ZjHPWWgltuuYXHHnuMoaEh7r77bt7//vfT07Mqs3dXNRNzqAHS\nOmQs3j3recHoCGGiUITlf0GFqSTBWLG1+QvsZRQzj+O3BYSvOAL9mmPzBtF88/obuOrTny669rWv\nfS09PT0899xzuWMz2Y8vpE5SEFYC03B6eMZzPO3Tle7KNSifL6EO6fcG2JPey36vU+pQhYOGsWCc\nPel97E93MeQPE+iAiTBBZ7qbAX9w1W4SHNSi6Ytf/CKXXnoptR11035oHbH1CKqqK3n6iW2A+UNO\np3T7vYGCBpP59s0HOvl1DaEO6fTNImx9p4a2lqLzZ2s8Ox3GQW9SwGyIbaAmYSIjz1udMKWu6fOf\nvoYPfuJDbD32qNyxj/zTFTx434MM9uftnA8ZEaGaGun3B3LCoy1i0vOWyggCjB24am6gozcjmvxe\ntNb8+j9/zTnnn8twMFLQNHgmxvL65eS7Opr0PJswLzUPZRFbsxYrVlHQp8murUPZ5jn+Hxe8he89\n49L27CBWJnWv25sUL0uRotfd3c2VV17JjTfeSFVVFWeeeSaXX345V155Zdnv62Am1CEJPfuuWzA8\nRCKYW0TK6+3J1Tfl1zPpwMcfKv159sT4UwBs3h3SVt1B+PY35NLyAO74ya848VXHc+xxxxVda9s2\n73znO7n11klj1Wprehe9hdRJCsJKMBaO409pOF0KjVk7dKd75iV6fO2zPyO4Ah2SDj06010H1Wat\n8PIjW3LR6/UVNWwPwxDf9xn2R2YMYKwkB61o2rlzJzfccANXXvVRBmboxaSUykWbspQyhcjv+zN5\nbGJJP8C01kwEE2UJ789Gfj1Tvz9ACvPhvqEzLLIbV0otakc4P9pkR6NsGTApdW5jnNCbFBcP/vYB\ndro7ufSDlxVcX1FRwatPezWP/O5hAMLAh9GM2GhuyqXmxVSUBts47y1lpCmibFRzEx19Ju0toZOM\nBKP8+s57eMNbzkFrPSdb+1CHBa+x7DVVVhWVVqWxG0+nSWec86Lt7ahoFKuqsK+NsizsBlM7csGF\n76BzfJxn93TSmjGD6MoTTUthBvHZz36WSy65hFe/+tW5Y5/61Ke455572L9//wxXluaBBx7ggQce\nKOcUDwiSYXLW3bYwlSRMTBAQzFr7BCYq5fV0EabTJDP1TKHv4fX3QVh8fXxgLzsqTU3aa9wYwcV/\nCdHJ+sYgCPnWdd/nqn/8x2nv8+1vfzt33XVX7veIipSsh4yqSK5uTxBWO1OjTOkwzf50J53prpKb\nZBNhgn2p/fR6fbNuommt6fF6i0RWoEN6vN6ixeZiGAvG6fZ66Up3MxKMrNodfuHAJ9QhXV4PY3lt\nLhITCa7/+v/jzK1nsKX2CE5YezxfvvpLdA11r0qDtnmJJsdxKhzHOWypJlNOPvGJT/DRv/8odqs9\nbY+TLOe97TzuufO/cr8nwmSBUAl0wIBfXA8ALDjsPhvJMMne9D66vV66ve4lFWehDgvG35/uBCCW\n1rQMW6imwuLtChWbtufQXChYMEWibEmvAWBPq89oevKL6BvXfJ2//9ePU1HCHe60153GQ/c/ZH4Z\nHMo519HSmJt/e6QNpUyHoqUVTRFoaaatb/KV9sgfH2FifIJXvuaVgPli6kp3z5ivOxFOFHxhTdqN\nm+ffVjY6ncLr7gIgumYtAFZV8c69XVuHUoqatet5zzFb+dKTT9PcZ56D/EjTXCNgc2Xv3r3cfPPN\nfOpTnyo4XldXx8UXX8x3v/vdeY331a9+lYsuuoh3vOMdbN++vZxTXfXMVs+kdYg/PPmlkmJunxE6\nCEh37md8sAs/PoDf1wthiUXY2DhPvfBrtFJUT4Bz8luhulCg3/erB+hoa+e1rz972vs79dRTee65\n5xgcnPwMrbaLG9hKU1vhQGEimChI99+R3MkXur/CN3uv5Ru93+FL3V9j28T2IgGiMd8F+9NdMzrs\n9fn9JWulwKT89ZVhF97THvvTnfR6fUwEEyTCJP3e4EFZsy2sPIEO6PIK10B/fPSPvOXkN/Po7x/l\naz/4Os+P7eCXj/+KXTt2cekbL2H/cCc9Xu+iG7iXkzmJpkzz2u8DI8CzmWOtjuPc7zhO+1JOcCHc\nddddbNu2jfd+5HLCOeyaHHvicYyPjrPjuR25Y31eP0P+EMP+CPvS+6cNw4+Hs9cczJdsXmf2PkOt\n6fZ6lkw4TXXQ6vTMonxNj8ZqbCiyG19oal6WmJVnBhGJcHjVYcTSGm3BM2NmYbz7xd3scHdy3tvP\nKznGaWedxsNZ0ZSfptfSxAtJU7R+WMWhAFhLKJggI8ia6on5iqa4eXP/4pY7eevFb8OyJt9iiTBJ\nZ7qb3ak9DPrxog+CsSlNRvPtxsGIs9BL4/WY1Mlox1qUslAlRKWyLFRlFVErxiVnnUpLZQXXX/5D\n4s8O0pWerH8pd6Tps5/9LB/4wAdoby/+WPjgBz/Iddddhz+HhqtgIkxf/vKXefjhh/nKV77C+eef\nz9A0KWQHIxOzfLaEY6MFvZQScxRNBs346ABhMgGltpU8D370C57Yaj6Djg8PI9JcWNuoteba79zE\nJz/xiRnvqaKigjPOOIN77703d6y6hECqmWPzW0FYaYaCSUv+J8ef4vr+mwpE0HAwwi2Dt3Pn0F0l\nF3yBDuhK9xRFkzxtUvCmfhdMZSKYmLNJTCmSYZL96c6SwszTPr1eP7tTe+hKd5d9Y014+eFrn850\nd+71lk6n+fLVX+KD7/oA//CZT/Lt277DK19zPJZlsX7TBr5649fYcvQWrnzPRxhOjbB/muit1pph\nf4Tdqb3sS+9n2B8pOqfczDXS9A1gLXAWkP0EmAD2AF9bgnktmG3btvG+972P713/PfzY3ELYlmVx\nzvnnFESbPO0x6A8x4A/mXOXS6TT/9OFPc9bRr+Peu4zLeqCDsqbPhTosmU7o64D9XtecCsPny1QH\nrZGe1vkAACAASURBVM60EU1ru0N0cwPKLkyZmakmYS4UOOhZNrG2NWx93jzH24MX0L7Pz27+Kef/\n1fnEYqXTAJ1jtjIyPErn3k4YNOJCx6KMVIX0+Cad6IhK00MmssSiKaIiqFgM6mro6NOEQchDP32A\nt1389pLnBzpkyB9mf7ozt+sy5A8VfQnm240DWKEiGB0lGDLHo2vWYFVVTRv1s6uqsZSiYsM6vnTG\nKbz51Vv5/d/ey20X3szT20wNn6fLJ8SfffZZfvKTn/CJaRbRxx13HJs2bSpI1ZqJa6+9liuuuIJD\nDz2USy65hBNOOIEf//jHZZvvasbX/oz1EsHYaJFpw1wjTZPnTyOYtca663e49YOM1ZnX1on1Jxad\n9vCDT+ClPM6/6KJZ7+vcc8/lnnsmU6ArVWVBGwBLKSrV4jZjVhMTYYL96U5eSu2m1+uTOpSDiFSY\nKvjcvnPoLjSajkg7V3R8iI+0f5AjKkxCzqPjj3Pb4E+nTacbDybYl+5k2B8h7g+xL9055/XEgDew\noFQ6T3uZ3fuZrw10mNno6xIDCmHBBDqg25us53vh2Re46HUX8sxTz/Cfj9zNGy94U9E1Sik++83P\nMTGe4Nv/51u5zYTxzGaC1prxYJx96c7MGj0gHXoM+IP0z1COUw7mKpr+ErjEdd2HyGxLuq47AVyB\nEVIrThAE3Hzzzbz5zW/ma1/7Gsef9qp5faCc+/Y3cvdP7pr2Gt/3ef/b/4a+7l7+1xf/F//7E5/h\n9h/cDsB4OPOu0HwYCoanrU3QWtPr95X9Ayz/Q1prTZdnIhFrezQ0N0JkUnRElL1oW+Cp9QyqtoZj\nXzLiaE/lEAOJPn5280+58LLpF2OWZXHKa0/hofsfQg9kog8NdexMvZi5jwibKzZm5ry0dRIRIijL\nhsY62vs0fY/1EGuu5MijZm5o62V2X7rS3QyWyN0dLLAbt1C+j9fTlbs92rEWq3p6AZu9zVrTgVKK\nv123mbfcfyGH/dWRvPfN7+H2H9xOoMOy7CRqrfnYxz7Gpz/9aVpbW6c9773vfS8333zzrOPF43Hu\nvPNO3vve9+aOvfvd7y4wFDiYmW6RrXWIPxQnGC127fIxQiv50ouMPvjfjNx/77S9m9LaQ1M65UE9\n+QzWn57jsRPM+/4w1tGiGorO+953fsgnPvpRbHv2TYmsaMp+viqlqM1z0auyphf/BxoTwQQ96R5S\nYRqtdSYdq5N+b6DkZ7fWmtFgjF6vj26vlyF/Zkc2YWWJZ2qZtNbcMXQXae1RbVXxN/XvpO3/Z++9\nw6So0vfvT1V1mJ6enIc05CHnKKAogghIUkRQEREDhnWNuMGwrmnNrqIrYkARJCcVAUFQBEkCImFI\nzgxMjj2du6vqvH/UTDPDzMAQ3N/uvt/7uriA7lOnqrtP1XnuJ9yPL4ykYARTom+kj92o6fzF+yvz\nSr44yz0tKFFLKVPL67U/NF3D7a5pZwSFSvk51PvqOpdRE9XwdCdVaOQGfh+H7f/hfxtVdX5VqawL\nPpzP5GE3MXn6ZOYs+5DEFEOoy7gHSsgPFuCojOKazWZe+/B1Pn1vLr/s/gVVaBQEi8jynyTTn0VB\nsG5buEJz/m5lMwANtSZ1oL68mP+InIpBgwbRvHlz5s6dy5AhQ0LNWRuKfpf3w+f1sfPHHfQZ2LfW\n+5+99ylCCN5b+D6KohAVHcWj0x9hzE1j8Ege4k21ZbnPF0IIKrSa4cWtm7aSdyqP8TePR5Ik9Erl\nkUbm1EtiZAghaohAlGvl+Cr/3yhfR/SORarWMNWu2C/6nCbJhCLJoQe3ZDbTyhePzVuA1yaxZNMy\n7JF2OnTtcNZ5+g7qy+6tOxnXr4fxQkxkKDWvhbV5iCz9nj2aoKrBrYwaG0NyYQFH1x8ibXwLdKEj\nN6Cp7pmRPjAeNk7dyCuPNcUa9Uz+AMF8g9AqkVEodjuSpX4CK5lMSGYzSmoqKhBZ6idCjqblhDZM\nvPJG/jHueZJSErlx5I0XTSy/+uorMjMzue+++8467vrrr+exxx7D6XQSGRlZ77h58+Zx7bXX1iBg\nI0aMYPr06RQUFJCcnHxR1/ufjkAdEUDd50F1VNQp2ACAEJSt+xL/T9tDLzm3bSFu7ARs7WveS776\nolJlFchrt1AcJ3G8pXHf9JTb1xp2YH8Gv53I5pbbpzXo87Rr1w5d1zly5Ajp6UabgSglMpROESnX\nL0P+3wSv7qUgWFgr4VFwejO3yhZkZKMptmTCrblrOMo8eAiKIInm+p0P/4f/N/DpvhB5OOzLIMN3\nFIBr6IfV4UPj9LN8hKk3NruFze6tZPiO8knxPKYkTD6v9Paf3XtZm7ueNQ+tJndzDnFJsTz/5osM\nvW4oYDhZIxR7gxvNl2nldbZeORc0oZMfLCRGRIcyH/4P/30wnjVBrLL1d68h9et+8oL56EKgqip/\ne/gZdvywnUUbF9OijRGJLQwWsc21g4PeQyF7B6C5JY0rowbRpnFrnn7tGR6Z9hCrtn2JLdzWIBGU\nUrWUcNn2uzjMGxpp2gk8Wf2F9PT0WOAtYNulvqgLwdy5c/n+++8ZMmQIAT3QICWp6pBlmWkP3MGH\nb31Y672C3AJm/eMdnn3r2ZBXtdeA3jROa8LKL1YSFOolif54dW8oZK6qKrePmcqTD/yFj9/+kMfu\nfBS/3yAzfj0QYuMXC7/w1/BuHSk6ijOrAlkTJBXVlhu3yxdPmqBmtEk2mTAlJNDhsHEzfLnwa8bd\nfP05SWHbjm05eugYlBnfhRYTxbHKSFMba6vQuH+HIpchBhFD0d4iSveXkDaxFaX1iIc0BIXq6ea9\nSeZETJgMufFqIhCSJCPXk75YBcUWjiUxCSEbguMpvsroU5qJtz97h0enP8LhI4fPOse5UFBQwN13\n382sWbPqTaesQnx8PIMGDWLlypVnHffJJ59wxx131HgtPDycESNGsGzZsou63v8GVK81EwiCJUVG\nc9qzECZ51cYQYVJiYpFtNoTfT8nCeXgPHawxvM7UPCGQv/wOKaiy9TKDjEcSTjvSag2dM3s+9z9w\nL1ZbwzZeSZIYNmwY69evD71mlsyEyzZiTTGE/w/UM/l1P/l1EKba4wJ4dR8uzU25WndmgVNz/Ucq\nR/3/HVWCUEIIvnV8B0BzUulCSxDCqAV0e0DXQQ1ypb8z10RcBUBmIJs5RZ+cs14JjDT9VWVfMz9z\nIYuun09Yko3r906myyu9eOSehzhy8EjoOkqCDdtn/Lofx0VGMctVx39cYX59qBK4cmtunJqrXhtN\nExpllfXrTs1FqVpGqVpGuerArbnx6X78uv+CUiEvJYQQaEK74OsoChZTECyiVC0nL1BAfqDgd/tM\nQREkP1gQIkyPTHuYrOOZLNm8jBZtWlIcLGF+ySLeLJjFdvfOGoQJIDOQxcfF89hQsYkR14+kc4/O\nvPTnFxp8fl0Iii/C/jobGkqaHgampqenlwLW9PT0o0Ae0A8jRe//Odq0OZ0KdaEFkuNuHs/P23/m\nt2O/hV4TQvDUg3/lpjsm0bJtqxrjH/jzH3j3H7PQdb1epZvzQfUePYs+Xojf52ftnvUs2riEspIy\nXvnry6H3y7XyS/LgqopyaJrGC088z/Qe0/j2hq859c4BFFUgJZ32dl6K1LwqWKpLlpvNiKR4euzT\nCLqDHFt/jD7X1472nYnW7dpw7PBRRJmxERxqoYeK59uEta523b8/aVJQEHExfLhhH93u7YopzERm\nIPuC56tSuLNJYUTJkYbcuN8fSs8zJ6cgWc8t+y6F2TCZrJBoeAdTSk8r6PUe2Ie7Hrqbh+7/4wU/\nPHVd59Zbb+X2229nyJD6FdSqY9KkSSxYsKDe97Ozs8nKymLw4MG13ps4cSKLFi26oGv9b0L1SJPm\ncCACZ69zkHYfQN57CIDw7j1JeeBhku75Q0hhsXTFYoLFxaHxddU/SfsOI584iScM9nQxtoY+Usca\ntUcA2Vk5bN/2M/fdd359t86sawJIMMcTa4qp54h/HxpSfH82GL1Hii+pEVKultfon/d/aDj8up+y\nyprk+lTqqlp6FAdLyAnkkunPCtVH1DW2OFgS2ucPun4lTzWe0VeqnZF//BnlnXmYXngf06sfobw5\nF3n9VvC46e9rw9ioEUhAbjCf2UUfnTUFUwjB6vI1bHNuZ/vjW2g7IJ03Z71Jx+j2JPVJoePMbkyb\neDuByn5rHt2LswFqd9X7F1ZHlShEcbCkQanabs1DzgX2i9KEhl/3/27iEkERpEJzVv6e2ZwK5FIQ\nLKIoWMxJfw5Z/pMUBovw6b4QWToZOBVaK4YAmINy1UGpWkZBsIjcQB45gTyyAydr9er8d0EVKjnB\nXLL8J8kOnDqr8mJdKAoW11ojHt37u/RCCugBcgP5aEJHCMET98zEUVbO7CVzCI8MZ2PFZt4qmMWv\nXsORF61EMTTqKu5LuouZqQ9za/wkGpsbAbChYhMrylfz9Ot/Y+PXG1m74psGX8fFiqXUhwZZkxkZ\nGYfS09PbAiOANoAXOAqsy8jI+PevoHPgQr8oW7iNqfdNZeZdj/PJ6rmE28P58K05FOYV8s9579Qa\n33dQXywWM3t37OWqgVcCFx6FEUKEDH6X08U/X3iLD5Z+iMlkwmQy8coHr3Jtr2sYO3kcnbp3QheC\ncs1x0aHyKpnrvz/yN44ePsbd6+7jqPs4u2/fyKcpMCXutEFzKcO5FtkMlStHqiRNzU4JHMsySeiR\nxG8R2XSldrPM6ohLiMNsNlOYV0iSLPNdmpG61sbaiiRzYmjc7y0EYZzDxILNP+EMBLihRwuOAZn+\nLHrZe1zQfAVBQ8wi2ZyEJEnIyOg+L8FCY6M2p6QiW8+d5iFbrZgxIVISkQpKSM4JQhODNAkhmHr/\n7Sz/fDmLFy/mxhtvPK9r1DSN6dOno+s6zzzzTIOPGzNmDPfeey8lJSXEx9dunLxq1SpGjhyJyVT7\n8TR06FBuvvnmc6b3/TdDCBFqOqz7fOiecxhEeUXI3/xgjE9vgf2665BkBVN0NPGTplD4/jvoHjcl\nC+eRNH0GusWEyhlGi8uNvNbohbVjWCJB2YkZEz2l9Fqn+/ijxdx65xSio2rXOZ0NQ4YM4a677iIQ\nCIQikv8pfZk0oVFYmSN/ISTOoTkuea2pwJCebmxudF6p2HplnaJZMqOi4tY8+ISfoB5ER8cuhxNj\niv6P+e4vBkJVEZqKZLYgyTJe3UuJWlojBc1BBYqkYJfDscgWhBB4hQ9ftcyO0Fi1ggrNiV0OJ0y2\noqCgoeHSPCHxB9XlZINjEwAt3TG0/OBbJJcHn6pS4PESabEQKwTy1p+RDh5DmziCbo2aYY0ex7wT\nC8nyZjHL+z7TGk8h1ZJS6zNtdG5mu3snh2b/itlh4pM3P8ZmtdE+rB0LShfDeMhe+Ruffv4p02+f\nDkCJWoKtspcfGG0FhBpEqBpoGo5AGa5AkdGTWjYhm004TUE2uL5nn/fX0Nq1SWF0De/CwMh+xJ2l\n5KBKrjzWFEuM6dzPAY/moUJz4tW9lcRNEKFEEG+Ku6B2IJow+tIZgjlB/CKAT/efk9BoQsOluXFp\nbiTq1A09y7E6FZoTl+4iSokiQjbSIiVJMqJAaOhCR5EUFEkJ3Yc6OgERDAmIaGgomLAr4djkMCQk\nrJK13ns8oAfIDxaEhIGqlBeTzAk16kLrQ4XmrJdUOzUXZslEzCVyXPl0PwXBglDpxdx3PyHj18Ms\n2riEgCXAR4WfcSpo9GqMUiK5OupKuod3rbEGom1RtAlrxdLSlezz7men+2esEVbe+XwWd994FyVF\nJUycdhNCCH7avI3Vi1azcc1GLGYzXXp15YV3XyQ23rCLS4Il2CyNL2m9bIOfmhkZGT7gPz4vxuhy\nX38vnHNhxmP38tvR37hj7O00ad6Uzes2sfz7FXX2CpIkiWvGDuebFWsYeNmAi7nsGql5H7/zEZcN\nvozOPTqH3o9LiOPx557gL/f/meU/rECWZcpVB7rQiTXFhBadEAIVFSEEFvnskQiX5sKvB/jwrTls\n37KDRRsWMcv9AfbYCO69qR9vv7OZiZoeKlq7WKnx6qgeaZIkGZISQJLIWXicFve14xfPfkbGXHPO\nXO3WbVtyPL+Q4iGNKLQanuIhUYNrjPl3GAeb1m/i3bmLWTB4IJk5cCwdfvNnXfB8p0mTUbujqIJg\nSTFUynWbk1POWs9UBUlRMJvDECmJsO8wqcdd0NdIyyzXyok1xfLsP//OQ7c+yMiRI7HbG0b8i4qK\nuP/++ykqKmL16tV1Epz6EBERwTXXXMOSJUu4++67a72/cuVKZsyYUeex4eHh9OnTh++//56RI0c2\n+Jz/TQiIAAIQuobqOEdTZH8AZck3SJqGiI5EHzMEnxTASiUpiY4mbsJNFH/6EWpRIWWrlmG5fgxU\n30OEQP76eySfn6DNwvZOxhrrJrUl/AxFu+IyJ1+vXs/OA7vO+3MlJCTQpk0bfvrpJy6//PLzPv7f\ngTK1HItkPq/aTVWoIXGAS42AHqRMK2+Qc0wXOsVqCW7NjYB6jcKq2iqLbCZCjiBKiWxQ7eV/CvRA\nAN3jRnM6EdUk93WzQr7NgwgPq1GHC4ahWaE5Q466s6FKvKOuyKNWUc5B1wHyMTz0Vy0pwFsW5PV9\nv7Lyt2wio6KocLmxyBJdYqJpFG5DX7+Z7Eg7B45lEtRVtDCdoCvAd1et55G/PMrwTsNChve3Fd/x\nnfN7Crbl8dtnR/l6yxpsVsNZKUkS42KvIyeQS7sZnXj/mfeYeutUTCYTeqXAQ2LADhUu9GqRaVVo\nFFGEQA+th0JRzmf6NzhwIYQhXnR8QQZ6UGdPt11su2U7VyQNZEjUYEwoCJ8X3edFD6pIsoxstSKH\n2ymlDLfuJt4UXysLRRc6Ts2FQ3MQCPoQPh+634cIqiA0SiUJh2QiWUnAFhaFbLUiWSwhAlwXvLq3\nUlDlEogXYaQ+i2AAAkGE0I1WHbZwwyapB7oQRjQK456XK2vNzwc6wRpzmCUTsaZYIs547ng0D4Vq\nUZ3zFwWLUSTlrM5sv+6vU425OkrVchTJROQ5CFgVMazPnnJpLorU04qOO7Zs592XZ7F083LKTQ7m\nFn4eEmjoa+/N8OirsdaTuWSSTEyIG4dcJrPHs48trm1c0XYgC9Z9wR9ufYAX//QC1jArjdIa0350\nB4YtHUkQleOfZTBq4Eg+/3I+zVs1JyhUStRSEsy1nbMXinotnfT09DIaSMQzMjIuXgXhEuG0J+PC\nIMsyL/3rH3z41hyiYqL4w18epHFak3rHDx87nLsn3MWTLz1Z75iGoCo6pmkaX8xZwEcrP641ZvzN\n41kwZz4rv1jBuMnjgSovghOzbEZCMlSxKhdtlBJJlBIZ8oZUhy50StQy1iz7mo/f/ojFm5YiRyhU\nOI1F3c8Uzaa0piyct4zbHzBqS2y/E2kCkGxh5JgV8rLK6HxVU3zCz6+eg3S3dz3rPK3TGnMgO5vy\noUbdRVtra5pZm9YY83sLQRw8eJAZU+/h7blv0GzJGqRsw8tSppVTrjoa5Ik7E9UjTQByUA01tZVM\nZkzxCch1EPm6YLGEI1KNNMukLDeSsCEko/dXrCmWnv17MmDgAF5//XWefLL+dSyEYNu2baxYsYKP\nP/6YyZMn8/HHHxN+FgW/+jBp0iTeeuutWqSpvLyc7du3s3z58nqPHTJkCBs2bPgfJk2G11ercNTd\ndLYKQiCv/g6p1IGQZbQJw8EWhhc/0ZzeAMNatCL66uE41q/Be2A/wWgbXN0bKp8J0g+7kQ8ZAir7\nb2iLUzb61fWTOtY8n2zis3kruO7G0aSlNLugz1aVovefSprAiO5YZWuDnS3lqqNWWp7b5SbreBYe\nl5tufbufl1PhTDhUB+GVkY/6ENADlT1/ThuTtcQohCA3O4eo2GgioyIJ6EFK9TIcmoM4U9w5jaaG\nQBc6PuHHLJkaLE5wJjShoQmthtNP6Dq624Va4UAE61YgzA8UGClrLhOmqCjksEtXJyeEjlpWiu7z\nsknbBRK0/E0j9pif2374iaZd0ln/rzfp1KQtQgiyc3LY9t1Gjq77BskfYFBMNOkfvkxqj87kR/iZ\nffQTfl28j4eveZCFt/dn4oOTyCKb7MApnL852PXIVt58+wVSE2uaVjbZxrjY6/iwbxlSpMLsxR9w\n76QZCE3FVVKEL6CRSByWyrWrCo18ShBCA58fdJ1Sk5ePTGvw4EPRZfKePc6xrSeYcM+NOKM8rF+1\nnm+uX4Xznw4OtTnEePkKUjltdAoNtGAAzeVEsoSh28PJCfMTJlsJk8MM+WfNj8/nNIiWz28cVPtL\nRRNB8vQCGgd1TK6qfVpCtliMdhoWC0gykiThwUehVmJQPyFAkozm9cr53VtC6OhuN7rPW7mWzrhT\nKhzIYTbkMBuS2XzO+c+XMNUFozdWER7dQ7QShSzJoahnvZ8DyA8WkmpOrtOhrQudwmBRreeApmm1\nFE+LgsV4dS9xptjQcy+gB/DoRtNjtTKqJ6CSqIURJlsN2xKZcs1RQ10xPyefB2/9A6/OeQ1bYxvv\nF32EW/dglszcGDeejrba4kJnQpZkxseOxq/7Oeg7zGbnFirinXy2ZT7+Ch/bCnewP+pgyOY3YSb9\n8U6QKHH7LVNZ9/16zGYzFZoTmxyGXbEjhED4fMgNrMWtC2dbDX+s9u8U4D5gKXAAoxaqKzAaePGC\nz/47wHkJ5L9NJhN3P3JPg8a269wek9nM3p/30bR/kwv22FUp2G3ZsIWk1CTSO7WrNUaSJGY+N5NH\n7niYEeNHYg0zNlEBdSriVHkUZUki5Ywbq0QtZcfWHTz1x6f4ZNVcGjVtFFKeA6Ox7YwJo7jvjQ+4\n5Z4p2CxhlzRiI0uGelRVOF02m1mRfYpRac1oXWrncKqPn9w7z0maWqYk8pXzIG2jJMyYGB4ztMb7\niqT8rlLGRUVFjBo1ipdeeYneg/qjf/sjjXLLMekSqizIDGTRzXT2NMMz4dbcocLIlCrSFNBCpMmU\nnIxsNiM10BBTbDaUSrU5kwaJQTuFFhd5wQLa24x19uRzTzG43xXcdddddSrT7d69m4ceeoiCggIm\nTpzIjz/+SNu2bRv8mTyahxK1lAglglhTDNdeey133HEHOTk5NG7cODTuq6++4vLLLycion4D7uqr\nr+bOO+9s8Ln/2xAQAXQ1iO49u8SvtPsA8gFDvUsfehk0Nn43H4Fayo0Rlw0kkHsK74H9qFt3IBcX\nIrp3QMrKRf5pLwBa+5ZsSzMiW+k0qykzLinkOT0smruINTu+qddDeC4MGzaMmTNn8txzz13Q8f8O\nVHntG6JQqgq1VhHzprWb+NM9M4lNiEVIUFZSyo0zJnL3/fdgQzptRFYKuUi2cPJzClg6bwmZxzKJ\njYvlpjsm0SrdqKEVQGGwkEaW1Dqvwaf7ya9UqaoL5aXlvPfKu6xYsNxIA3d5aJLWhD8++RDXjB2O\nhk5RsJgKrQK7HI5cqWxapcpWVTt7tr0tKAzPuUt3hwikXQkn0ZRwXntiMOgj132SQMCNWZNI1mOR\ndYHQahvdmrOCQH4emqMcf7iJQIIVEuNAUw3RFKUCkz0CKbxm5MCILgRB0wAJyWo5e2TB60GtMFQr\nD7sOkx9u3CMDNviYunUHPYcN5Nm/ziRJjjXmkyTSmjQh7dYpBIZfQ+HHs8HjRazbitY4hWQ9nodb\n38PyP3xDs+tasOfvO/jTlY/RfEwrNJ9K5hfHmPn4/Qzo0x21rATJbMUUGxsy3luHtaK9LZ2cO7OZ\n986nTLv+VuQyF+gqQSDPn0P40Xy0gkKCRQVQVIJS7kTSdYIKLJlqwZMqYw1IFP75GBW5FSxbMYeI\nyAgkk4n7Rt7Cy5+/w7IpK5HmD+eD5uVcRQ8GZNhR8opB1RAJsYi2aYhIUAM+kBVUxYRLMlIDje+2\n2nr0B5CycpFO5oHLDUENbGGI+GhEkxSKUmVSTVUN0QV6wF8jWuYXQfIpRtTpEpdAUZDNJiNKZbbU\nmbouVBXd40LzuA3SVR+EQPd6Tj9/JRlJUYx5LWZQTEiKqcH7b92nEBw9dJTCvAK69upKZHQUQL0R\nzrPNkxcsINmUWENMx2hPUxxyomiaxitPvszcWZ8QCAQYPXEMz73zPPaI05Etl+amwl+OWTPuhaCi\nI5tqOz6qpzjWBb/fz/2T7+XWGVPoemW3EGEKk6xMS5xCE0vjOo+rC4qkMCl+AktKV7DPu589nn3s\n8ewz3owAdKPlS/+IPjSypLLNtR0xVbB503qeevEpXnzqRQSCfNcpon1mIrxG/D2secsGX8OZqPdX\nz8jImFv17/T09LXAhIyMjO3Vx6Snpy8AngLeveArOD1Xb+BtIAEIAi9mZGR8ej5zeDTPv72XgCRJ\nDB87nG+Wr+GafkMvqEFjlcoLwOJPFjLhtvprS3oP7EO7zu2Y9/5n3PHg9AbOb9xYiaYEIhQ7Ls3F\nLxn7uXfSPbw65zU6djM8ynlBwyiPKxWEBaBT/+6kfrWBnzZv49prajcgu1hYJDPeKg+UYmLF3gO8\n1rMb4bt1Do+Ck4FT5ARyaWxpVO8c5S29nNpSQVtgbOx1pJhrGvy/Zz2TqqpMnDiRm266idum3EaW\n/yQiJgpTSTlNysPIjPOS6c+iW/j5kaaqKBOcjjQpAY1AgVGzZUlObXCUCUCyhmEKC0eNjUIqqyC5\nwkxhwmmxCYBGzRsxZcoUZs6cySeffFLj+HXr1nHLLbfw4osvMnXq1Ab15akOn+6nQC1CCEGZWo5Z\nMhERFsGYMWNYtGgRDz30UGjs+++/zwMPPHDW+Xr27MnJkyfJz88nJaV2TcB/O/x6AFEHYdqyfSdf\n792Emi4zrutlDPzGIDt6egtE3+rOBYEHHxHVukFIkkTcuAmUmk149+5BPpIJRzJPH5HWiN/GdyEP\no9C2v3w6NRhJxhQfzysP/5Gp999Oy2YXvuH079+fQ4cOUVpaSlzcf0yCAprHje73GTL9igm/Yff+\njQAAIABJREFUHmhQWodDq6gRZVo8dxFvPfcmD7z/R8q7OjkVzKX8cCnLXl3OvE/nMfDxy+lxRRfs\nsg0B5B7J57t3NnF03RHaX9eRtj3T0QsEE4dM4PYHpnHv4/chSRJqZR1DdahCxaEZ3ui6BCh8Xh9z\nZ33CnLc+4Jqxw1m0cQnNWjRD13W2bdrKC088z9J5S3h1zutEx0bj1wM1BI3K1XLMsjlUX2eVw4hQ\n7ETI9hAR0oVOuebAoTpqmbNuzYMmCkgxJ9dLnIQQ6B7DQNW8XnLUPIKVyo4akIefFOKRK8mrHgjg\nPfgrnr0/4888UWMuEyBSEtH7dkF0bWeQp4pycFZUGriGwSRUFaqLKEkSktmKbDEjmS2gyKDpiIAf\nzeeDyhRA38ls1tp/BKDFCY33f8wirWt7/vTkH0mOaoo5Ijr0XNb9fjSXEwsQf8tUiud+iOT2oHy2\nEm3a9dj1CG4xX0vPlu35dXY3dm3YTfGuQuK8kbz2+cM0j4uFQAAsFkTQT7CoEFNUFFK4HQmJEdHD\nOHzVEX7++w7mf/8Zt3S8Djxe5G+3Ie3PwK8a++qZlH/NUBO5qTKSEMT++RA7vj/CgoemExZUK7+b\nIFbgyYn3kahH8/EdC7hy0XC+jd9FlqJx484gtmraJHrb5uiXdYdmjRBnRsWFgJN5yD8fRDpwDEmt\nP6VONSnkNkrFntYaa1pzLE3TQt+lKjQKKa2HMAEI0FR0TQVfZWmGbEK2mEBSQr+5CJ4hXOF0Ie0/\nglRUBl4fRIRT3NjG4ZbgizBhkhSaSSk0FckoQkeoQWqUy0uyQaTCwoyomHzufVEIwbpV6/jHX14i\nGAjQuFljDu47yMgJo/jzS38hMqr+Ol1N08jJzsHtdNGuc/uQQ0cIQX6wkAj99L1ZopaG7uVAIMC9\nN83A6/Uw+5ePyDXl89WTKxl3+RgWf7uYyHAbQg2ge70INViz2lWSjM9oNiOZzWCq7EmpKLVSYKvw\n3GN/JyE5kVsemsKHxXMp1xyYJRNTEiafF2GqgiIpTIgbR7IziS2uraGsLBmJXvYeXBl1BVFKJCIQ\noH14GgvESjwvulk5djmjrr2K3k07gdAoBsowrrs1vwNpOgOXAT/X8fr2yvcuCunp6VZgOfBoRkbG\nF+np6a2BXenp6XsyMjL2N2QOIcTvogTSEAwZeTVP//FJAi8FCOP8SZNf+BFAaXEpWzZu4cX3Xjrr\n+EeeeZQpo25l8p03YwtvWJhRVPZ3cmgOKtwV3Dn+Dh566mGuGHZFaExuwCBNqfmVG0pqMsPHXcua\n5WsYd+248/5c54JFtoTU+37evR+T1UKXhDj0fU7iRiZQKjnZ7trJ+LgxdR7/q+cg2T2DVDxVTr+D\nFroPqx2V+j3rmZ566ilMJhN///vfUSQFGQkt1vDOt8iVyYyDDN/RBvdrqkKBapCmaCUKm2xDliSk\nYDAUaTKnpBibewMhWyxYJAvBlESksgpSCgT7zyBNPt3P3/72N3r27Mn8+fOZPHkyAF9++SXTpk1j\n+fLlDBhwYXV7Dq1m+lKJWka4HM706dO5+eabmTFjBmFhYezbt48TJ04wduzYs85nMpkYPHgwGzZs\n4Oabb76ga/pPRkD40bw1xWx2/foLD9z7Z5qMak7upycpf6YCqXcKAw4ZdUycERFxn0GawOjbZR09\nElfjaOSfDyDlFSEiwhFd26EP6sU2aRMAqcSTRiUZrSRMP27+iV92/8KrH75O+EUIwlitVi6//HI2\nbNjAhAkTGnzc8ePHadq06Tkl7S8Uyz5fxMhRQ2ncOAVkBclsplQpRzH7iLJGh8hUVVoQskwQlQr1\ndOuHjAMZ/OOv/+CupTP4tVEGVaruMe3iGPTBEHLWZ7Pl1R/44aXNRLWOwVvooeK4g9Y3pzNi43gs\nUcZn86Jx5/X3snr6MrweL488/TBCU/Frxpo4VXoUXdfwqR6EroOuI4QOAiRZJojM4kWrmf3abLr0\n6srCDYtqKL8qisLAIYNYuXU1//jzS4wdMJpZC96r1RfvzAwGn+7Dp/sooSSUtRAQgbM2SjUKwwtJ\nMSfXThH3egiWloTS7cqFM0SYqhDQfRQ5MonMdeI9fBDfkcOIQHXjV4IIO8LrRdI0pPwilJUbEDt+\nITh8IDRNRYbaBnONDyoQAR8uRzm5OfloqkarNs1PO4eEQNp9gPXSj5R3U1BUQfGiCo6VlbNg7hsk\nN26P1VKz5ky2Wo0/YUbT5phJN1M+71Mkh9MgTrePh3BoTyrtSWXCVVcgNf7NiPouWotU+bwUTZLR\nr+qPaNEE1VEObheyJYxYyUQ/S2cO3LiPRfNXMfr2VsSu+AnJbThbhCxDaiIiMQ6RGAtxMRyJd7Ej\nbgcAHXaG8cbaX5g37Aoijp9EzPoc0SUdvUcHI1pXXsG98S3wJDZj/dTv6LX0Go62VvjXXWYmb44k\n6VApUjCIfCQT+UgmolESeqe2kBQHQRXpVD7S4RNIJadl8wVASgIiLgbMCrh9SPlFSC4PkqqhZ5/C\nmX0K5w/G76pERyPHxxGMtSNsFiRFMQitLBv3YdW9GGaFSDsiIRbiokGScGoVZJXmsmfvAZqkpNA1\nrT1xShToOtLxbKTdB5COZIa+56wmEuv6mslqVm2fNoqeCNet9BJt6W3qRGT1litCRwR8aAEfWoXD\nIE/hdoNcyLJxX+q6EXUTOqey83j2iefJPpHNc+88T/8r+iNJEi6nixf/9AIje1/Lm3P/SY9+p8Wj\ndDWI6nKy7PMVvPHyuygmBVlWSG2Syl9ffpKuvbuFxtYX/XnxiRdQRZBu7/dhjbweBDR5tiWFzxYx\nfdrtzHv37foj6kIYzoNa6q1V0T2zUYsWZpDGBR/O56fN21iweSGflc6nSC1GRmZy3ESaW2u3rmgo\nZElmcNQgLovoy2/+TMLkMBL0KMI0Gb08QDCYG4oejhWXUdCogLbTOvLM3//Bin/NwSyZQNPQDx9F\n2nMQnux3wdfSUIsyG3goPT399YyMDBUgPT1dBh4Azq+LbN0YApCRkfFF5d/H0tPTvwImAQ0iTaVa\nGZEi6hJcyvmja++unMo6xam8HDo0Of9r8FXKyq5csIIhI4aEQrX1Ib1TO3r268WCOfOZ9oc7zjr2\nTPj1AK898yqde3ThpmmTaryXFzAiGakFOsJkQk6M49rxIxg3aCxm3cSlLg2yVqtrWjp/OWPGXoPk\n8KAIQW9nU9ZGHWSvZz9XR19FlFLTA1OmlrG0bAVhCWFIqqDXvkgYVvscv1c906JFi5g3bx67d+8O\nba4myUQw3lCh6XRA5btOhic6059Fy7AWDZ47v6qeqTJdQVYFqtOJ7jLym83JqUau93nAYgnHlZII\nh46TkumBjobiUkAPYJEt+IWf1IhkFi1axNChQ8nNzcXlcjF79mxWrVpFv34X9pARQtSSR9WEhkOr\nYMCAAXTv3p233nqLmTNn8vbbbzNjxgzM5nPXQgwfPpyvv/76f440BUUQNeAPebcBSkvKeOCev9Dj\nb31pMbwlpe1T2D7rF9YsaUJ8jx60sdV21Hjxowm9lly4TwogenVC69UJ/AEwm0CWKREOMnRDIr+f\n1MnYRCUZU3wC5Q4XT9w9k5fnvEqYLeyiVTSHDh3KunXrGkSahBC89NJLvPTSS1gsFh5//HEee+yx\nizp/XVj563e8//48RowYwqOPzSA6OhIBFOBGIp6wM2owhRDkUkJQMqIWHq+f+2+6h8GPX0FmI2NL\nbE4qA+WuJBFLUA9S0ukIBS92Yf+xExSUOLFGWujUvRVR8SlYohLxSH4Oit8opYKs2FMMnH0F39z6\nJVYtyN33TQmd2+WoGXGqgt/vZ8nCL/ngX5/TvkMb3p7zD7oN6Itcj2CM2Wzmr688Sbc+3blt1K08\n+uxj3Dh14jlTEnUEnoDLiCzoOiIYQGgakqLgC6os+HQpP32/HYvFwj2P3kOXXl0pVItIMiUigkba\nqe5yoVcjMv6AB8fxX5Czc6CoDKnCCW4veHwEhaBGxxVZJqxNOvZuPdBaNaXY7DKITWYO+s59/BSd\nza4eDvLUpeTOO0XgoIfUmGR6t+nCoL59DWIM6AEfhwuPsOyH79i27meyd2YTnmRHRsJf5mfwqAE8\nOGkijQ4dY0PjU+zubZhLlkU+1qzdyRdr5hHXOI1oc/3KY4rdDiQRKQTixok4vvgCqbgM5ZPl6EMH\nIBJjkU7mI/+0Fym3sNbx0qkClE9XoHRqjzzianw2DV010kGvoBtbb9jDilGL+eq6jdzqBmE2oQ/u\ng+jeAao9F7zCzyp9KQCpWjwr3/yW6X+8nVZ9uiM2/oTkdCPtPRRqW1CFRzt24MSmcoof3EfKrB6U\nROu8P9rD+OuG0v5gEHnbXoP45Bai1HH9ACIpnmDPdhzpYueIpQAbVlJJoIPUHBkJHE6kk/lIJ/OM\nFL7CEkCgOcrRHAbpOpfLUQfKYyUOdTCzLSnAurm7OLUum6hW0fiKvEiKxDWPXc4N1mQ67/YQVrn0\n8ppY2TDMxuFGhvNWCEHxqiyyl58g52ARcoSJ6LaxHB6dweYrfqZbtoXuWTbS/HHIzZog2jaHqAhA\n4HWUk7nHMFdt4TZs4WH4fX5Onczjm6++Y+03m7h+2ihu/udE8mwFfONYT5I5kc72jjz/zgt8++V6\n7pl4F5PumMwt02/Crsjs2rKdF198G581SLf3+hHfJQE0sK4OMn3cNN7/7C269OhsrH9FRujCEEcR\nAIIvl69h49frGLbsOspkBxISTUmiiHK6zuzFholf89TcN3h26GTkojJwug1iag9HpCQYBLpOUY7T\n0T3d5wWHgxUr1/H2y//ik28+Y3lgNTnBPCRgQtw40m1t6pijJsySGbNkQkcP2cS1xqDQWktFc7pB\nc9Wp62KTrFwvX0XJVAdfX7OcjzbNY4avpRFV9F64SFwVGkqaHgKWAH9OT08/iWE+pwJhwPnpFNeN\ndhgS5tVxBGiwXrNH8xDJ/xvSZDKZ6Hd5fzZs2ECH285d4HYmfLoPIQSLP13EU68906Bj7v/TA9wx\n9nYm33kzYZUPRyF0tPJS9ICKZFJQoqKRz4hI7Nm+h1WLVvH1zpp69wE9QLFmROoa5QtIiEOyWGiS\nFkeTZk3Y9sM2rrrqqvP+bGdDlfHlcrpYu+Ibvlo/HzFnEZLPT48sO993CcMrfGx2buG6mNPpgbrQ\nWVy6Ar8IYPfLpNsjyfYGqCuJ7/eING3bto377ruPb7/9lsTE6tLmJqiUukz6zUWK3Ih8vYi93v3n\nRZqy/IbxWlXDoAS1UH8mqFTOO49IE4DVaocUQwwi5ZgTsBpGoVpIU0sThBAERIBu3bqxePFili1b\nRkFBAdu3b6dp06Znnfts8AlfnbUWHt1DLDG8/PLL9O/fn2PHjrF06VIyMjIaNO/o0aN54oknashX\n/y+grtS8Z198g6RhqTS9tjlXfxug17EkBlcEKdiSy4+DsmlD5zpmErjxElWtDYIudNxUI7DV+nz9\nJA4ARjPbjlJLQMIUG4dkMvOnGU8w6sbrGHDlACyy+YIkgqtj2LBhvPHGGwghzmmgP/XUU3z55Zcc\nOnQIr9fLoEGDGDRo0AWT+PrQ5U896GLuwcE393P9uGm8P/sVWrVuDggKKCVBxGCvTL3WhU4JDoIE\nQmUbzz/9Okmdk7CMM/agPlIHhkv9kDUdae9h5K0/k1xWQQfgSuyAHfKBo2VAGSL6FHrvzlzVfRTb\nwo6xXuygIt7L4E+GsXTyV4TZwrhtWt1brUGWvuKDf82jfYc2/O29mYR1juAoJ/mp8FcqJA8BgsiS\nTIQcQSNLKm3DWtMhrB1mycSIscNo07oZj8/4E198MI/pM6Zw2RV9ibCHh4wxKsm3keZUR/E8sH/f\nIWY+8hxt2rZg9HVDKSlzcPeEO7nnwWlMvvUGgsEcEqgpiqOWluDcugX3vt0owfrTt4QiY27SlIgO\nXbB17IwSEUFABCmsVLFDknA2j2NBM5UczORsOMmuJ7eR1C+F+C4JZLsL2b9hMS8//w6SgKhkO25f\nAG+xj+TLUmg6pjnd3uyHOcJw2Hjy3Rz99DCjb76Pptc2p2XrtihHFfI/ySR3cw6frfyIRq1bEm2K\nPucaVux20BKIatsJbdxYXEuXIRWVosxfXWus3rIpolcnREoC1kIn8vc7CebmoP16CJGVQ/yVQyjr\n2gRNDxJ+KJPR+Wa29U9l9aHf6N2/N617XWtEW6p/d0LwpdiCEw8mFPwflyHLMrfdMRGhKGgdWyP9\nfNAgbuWnhQdEuA16deIfMyYx6bZH6PC5gu9WC268fCFt5MpOPRnUaQJKVq4RuTmZh1ThMqJcsVGI\nNmnoHdtwvJHKKrEFB64ay6a5SGW8PJiomChETBSic2WNrMdrEMiScqRSB5Q5kPyVNWi6zqn4ILvb\nqRRFC5zhOposcNsEXm+QQ7P3cvyLI7S+OZ3Rm8YTp1hx2yF3ax5rn/yevQMa0edPvUkMWAjYzZRb\n/IBhSNtyTPzy9C5cOeXcefVg+va3U1iayyqliA1fHGHXk9vYflUTEnslE5NoJ+rQFrQlDkqzPZzK\nc5JXUErjpqnIkozX68Xr8WGxWkhIjqPdVelcv+pGXCkB1rON6o/hNY71DIq4jCtGXsmStgt496VZ\nXN11GP5AgKSmCbS8vx2pI5ueXmcK+MeaGRw9hLtvfZDZH79Cx061W0McyTjB80+/zsiPx+CO8qMg\nM1G+mrZSMwKajyXqN3jeuoLVE74mXfcy9WRtwSphUiA5AVEZtSQqAhFpN4ii3QayjMPhZNZbH7Hu\nm8289+nLbIrYRGYgF4DRMSPpGl7X/nQaJkkhxhRTwzGuCpVitTRUbqMH/YZ4h9dLvfp0mmaQvgo3\nzYrLGBQVz6lHezD3teWMGH01LbySETxsfWEiRqHrbcigjIyMdenp6Y0x+jQ1BqxADrA+IyMj76wH\nNwx2aiwjqPz/hTc++jdj0NWD2LT+Ox647f7zOk4IgU/42b/7F7xuL30G9mnQcR26dqBLry4s/PgL\nbrt3KkLXCBYXhTzUIqCiFhdiik1ADqsiVYJnH3mGJ174E3EJNesJ8oMFoaWYmq8jWsWFCk/HXj+W\nJUuWXHLSpEgKVtnCgkWr6Hd5f5KapCJSEpAyc7DlljOgV0++9f/ITtcuLo+4jOhKFbotrq1kBgw5\n7zHrBGXhEZz0+qjLjLrUpGnXrl2MHTuWuXPn0rVrzXRAs2RGSjRqICRVo0swjXyliF89BxkdM6JB\n11KhOSlUiwBoaTWIliECYUQBldg4FJuh6nM+MFtPK+hFOQU23YxXNrp2N7UY6pA+3Y9VtjJ48OA6\nG8teCOrrmebXA6hCpU2bNrz66qtUVFTw+OOPk5SUVOf4M5Gamkq7du3YtGkTw4bVEWL8L4X/jNS8\nnTv2svXHXQz95jpiy3T67VRRwiOYMuU65n+4gZRBjckXJaRItWtvynESLsJCdX1OPHXWBfhEgL3i\nCGA0szVJCkpkFLI1jNmvv09hXgH/nPc2wAXVbJ6Jdu3aoWkaR48ePauYyI4dO/jggw/Yv39/yDnx\n6quvcs8997B3796Lvo7qGPCTyp6Rdjo/25usxUe5ZfydfHDTeLq0awWRERRH2XFERGMKj8Bvk9HC\nTIYn32Jm1cp1bP95L32XDQagq2jFtbnNUQ5vQ9qXEUqZAqN2TG/bHCIMaWj5WJbhXXc4Ub7dirxp\nO4M6pxPfszMLk3/FkxRk6NxrmXfLYnIzTxqTFJWCquH3eFmy+lvmzF9Ju5bNeODZG8i/DL6z7q9p\nV4jTf3t0L4VqEXs9v2DDSi+pPf2lTrRIiWPh0vf4atW3LJi7mJkPPk1KahJpzZvQLK0xac2b0rxF\nU7p264A9ombaZzCoMvvdz1gwbzl/fvpBRow63eT68oG9mHzDDFqlNaZPv+4IBIlSDIGcUzh//B7v\noQOhtBoB0DgZkZKAiI02jDJ7OCLKDgmxaIqJcKLQsOITPoopR2CkBgbRWKB/Sw5FnFyTya/P7+Hp\nP02hlU3jRKKPg+ky/jBD1ttX5MWd48YSZSG8sZ0Ut0yb4zop3wkkEaQ4XuJYCxv2x3rQbnpHMj46\nwI6ZWzD7TFxz5RV8uO1dYlIbYZIUIuWGKQ4qUVEIXSO2cy+0CBvejRsNUYTKzy3aNkf064ZoYTyL\nrVhIjm2H1LYX7p0/Ub7+G3RnBeWrliOtllAUBUlV6SPB5aPas+qVH1m+rjv3m8OwAZIlDCUsDKxW\ndnr3cMDxGwAdTrbltY9eYfnmpVjj4tE8HuP8fbui9ekCTjdSaTkiOgpiIkGSsAPvffwaN42bzjNd\nnuZEzxxy1Hy+E7vJIo/RzS8npsU1xgdVVVAUkAwl3/ViJzvFwdD30MzcBB2dU8FcMsnjA7Gau+03\nEaWHoQdU0FUItyFap0HrtBrL2CN8LNM3cYxT+Ep8ODMr8Oa58eS5KdlXTMG2PNKuTuOR92/isjwT\nLf/lwqL6UWU40TyBrW+N5dPZP7D21m/o9ff+xHU0npkR/jC0hU5WvLOC26bdyB2zJ2M2G3t1sqbR\nucLFo+4KNpXuY+XObZzYdYqThV4Uq0JEWiQxYxNp0z6dfmlRpATCidPthAsrmqZSbPWQE+lFVQSu\nyobids1KYyUJP0FOUoBH97C24lt2V+ziCnt3nnzuj9zz4A386PmJA02NqGK4WzBkc5C0HNh1WTg/\ndQxivtLO1U9ewd3THuOjT9+gbbvTKbgOh5MH7/0rI54YTrCDQbauDwwg/bgPKWMttqNZTA4GMI2z\nU/Z0X956/UfSHhzJ4II40IUR/QsEkVQNcgrwZuawOSePTadyKfH5Ceo6ZkWmJKhyotzB6KsH8faK\nF9kYv48i3RBKuVrqTXdnKgFXXqXjRTJEQnQdZBmT2Up8eDJRlhhkpWY03CSZSJLiKPR7cTgLaqfX\nlpQhHcs20kBLyqHCXeM5C3C1CTKmp3Fi4VGe1jN5e+j12Dt2huiL6+94Pn2anMDCizpb/XABZ+Z8\n2Ctf/6/AgCEDeefFt0PpTg1FQAQqo0yLueG2Ccj19CeoC/c98QAzbrybm6ZNQvG6aqT0VEF1lGG2\nJCHJCl8v/QpdCEZPrF0jlFPpGYhwQ6QbtMS4kDrMmFGjmTC24fUH54NwOZyFHy3kj089hGQyI5IT\nIDMHqaCEPvKVbJV/xqN7WVa2ilsTJnHMd5y1jm8B6Can0/GXfTSNjCDbUbc0p/kSkqZt27YxZswY\n5syZw4gRI2q9b5KUEGkC6FQUw/oUI9py0HuYLuGdznmOE35jczOhkFYpnW4K6KFIU1WU6XwVAa0W\nO0REIOw2JLeXFLeN3yKDRnF5pWvCJ3xEX+JorUerv9G0R/cSpUQyderUC5p73LhxrFix4n+KNPk8\nFSGZ8UAgyNNPvESXv/bAHGFmyIogcq+uaFf2ZVIwwDuvLSToDrI94gBjpEoJb0lGiYwCTUXzuCkU\nZaSIeCSggrrVjn4VxwmioqDQU0pHslhRIiL58bsf+ejtD1lWrU/d2WSvGwpJkhg2bBhr166tlzQF\nAgGmTZvGG2+8USOaO2nSJD7//POLvoYz0e9kLP0+9fH5OAkmtMESY+XOx5Yy54pBdK28p3UggFFc\nX/VUOVHh5KU1Gxg8dxhmu5mUAsGYjw9gVg+E5haShOjUBn1AD0hOqHFebWBPKCxB3rnfIFjBINKe\ng3TaA1pHmSVjzbgbq4x953IO/MFoPvzMrQ/hCapsyyukc0IcT4zvxYkpyexPPm00RLgETUrNJJoT\niU5Ow6rY0NFx4CZTGAarFz8/iL1sFwfoL3Win9SJ68YO47qxw/D5/JzMziU76xRZmac4cvg4a77a\nwMEDR0hv25J+XTuQaAsj/1Q+K37YToemjVjy1wco6WBmvmslTouKXbEzuGkPXnnzKR558BlWLZuN\nVFRKzt4jiKyTp7+fiHD0vl0R3duD/Wwy4YJSHCArhiKoJRZkGYFgmfNLcryFlB0oYf8zP/PJ3Dfp\n0LEtCEGXrBxG7s0lmwJOxgVwh4PcJIwkOY60QGPi5UikFDeYypCKyyDPxdWnNNzxNnLaRmB6aAxx\nj8cRJUdgiokPOSGjlXNHmarDFBMLQpDQoiMltzfBWZYDmm6Qw2q1yTaTnWQlESlotA+J6HsZ1lZt\nqdi4Du/BX43on2rIP9MqjXv6d2Vt7G4yNmSwcPhGbku4GYvZ+B4PeQ/zpWMtAG2kVnz6h4+Z+fwT\nNGlh1JfI4RGYfCqmCg9+zYc/SkZEVSOCsiHf3iK1CW9/Pov7Jt3LX19/kqQhyezx7OMEuczSl9Bb\n6kBPKZ04JQoNnYP6b2wSe4zfC2hsbsT42NFEeMOJiIrkV+9BlpatwClczPOt5u7EaVhlK0JTEQG/\n0dQ7GAzZNMXCwXx9LVm/neTXt/ZS8EMeqS1TSEyNJzUljoFX9eCqZweQntDidEryCBW13AmSREub\nlZbhNsbNmsL7X3zOojuXk9IqhaS4BA5sP0Tn7h354utPadkqDc3nDfVDRFEgNhprbDTXNGnKNV1G\nUSoqyBb55OiF5PpyyLc40RTj+ZBrD5BL7fo5kyrocFin1x6NFlk+SJDRe3SgvEt/vrcdYrc4TDHl\nLBXfGSw6vvIP0DxLZ+LyAJGV1vCo5U5ichW+GWpGGhnN6IwOTL3+Hp64aiBju3fiaLmD+xesoGfv\nFqjjjLV62W7osmZ9zWsCbtgVh2dMDMV7ivjzgo08+eHjDI3oY0g8lJajncxn7tdfMnv1t8S2iiFl\nYhPsjSKIQMZWqtJBtjCpUQxlza0sjTcarEsCRskD6SlXKkALzWiyXA3huoV4fxRKwE8QI91YUpSQ\nmIbQNYSmEQMIYcGB0UtL+iUDefcBpPyium+ySgibFXNSPBMz48h+2s36m7/mg9U9uSOqGxdHmRpI\nms7Vs+kS9Gk6ADx6xmvtgV8uct5/G9JapmENs7J3/176dG1YtAgM777X4+WrJV/y1Y50xHzWAAAg\nAElEQVQ153XOLj270K5LexZ9+DkTx9djOOoamqMc3R7Jq0+/yvOzXqiTmOV4jU0sNa9ycScnICkm\nFEmme6fueDweTpw4QcuWF646Uhcy9h6mpKiYQVcPQgoG0StTyCgoxhKAYVFDWFH+JUf9x3m74F+U\nqeUIINWcwsjiDsA+mkVG8H1p3U1AL7RXyJnYvHkzN9xwA5999hnDhw+vc4xJMkNkBCLcxv/H3nmH\nyVXW7f/znDZ9ZnuvaZtGSE8ISUhIpAVDlSYtBAsoKirvK8j7s4GvCioKiq8KSFO6iPQaIBBCS8BA\nsglpm91sttfpZ87z++PMzu5mZze7yYKoubn2usKUZ545c+bMt9zf+xahMIHGEOPLx7E1+hEvdb7C\nVNfkAwpCbI/YSVOZoxRd6EhpocQTxOrtpNYoKBxxlwlsMQhdcZAoyEVsr6GgGXb6+otBRAfhER8s\nTGmmnObToSdpOliceuqpLFmyhFtuuWVExYYDQZqmrRo0QpXA0UA41Ds4fedv78LjheLjy3FGoGrB\naViF9jyGz2Ew9ohKmtbv4/1jnRwv5+PU3OjZOakOsXB7iLW0UGPtQ0clMYiz50ZpM6MninLcigst\nkMm7b7zLNy76OrfcewtFpb3E19EyuF65ciU33njjoEqJv/zlLykvL+ecc87pd7sQgscff3xU9tAX\nibNXkJ+fzcWdDdwdexE+U4Zyo8Kl//U6fzjrFI70+aA7hOjjERQxTb6+5nUWrjoSY2YWekxyzsMx\njGS8JTP8yCnjsGZNhcw+xQhF7e+/lZeNtWIJLDsqOVeyBRpbOPIDi7hu8ujJOk1TXEy/61heWnIP\n4zMCuDWNzy87gk1nZrJubO95OqVacvS6GCW1EoUo0I107kXOnoo1dxr4PCxmOh0yyJvyA96UHxIj\nzstyA+tj73HkRzpHfmhRVJdgIgoTewbvS4qhtJjIEVN4t6aOdW9v4qN4DL9hcPvio/BNzORvM3ZS\nV9z3e9jGR1YtiwyNEwvz+eUlV/HjBXN7G185mVgLZiCPqAKt9z20yS466MaLi2wCqfk6xelEcTrt\nofM+yl3vBjfyfngTZsRk45Vv8aNfXs+0RQts5TzTRFaUoFWUMAYG1cySOZlQWdIvyHEB43o+Mpcb\n1edPfbc0oR6Ur5WWmYXQdXJaBGqWQju9xT7hcJKZWUKuMz9ldpvo7CDR3oaek0P2WedhtrYQb2rC\njIRorfAh/R5ygXMvPYO/3PYwxZ8p47bWeznaN5+GeCOvdK3FQpKlZlJ38y7KKss54/wzALsAkq1l\n4XA6kAGJFQwSC3XRFW+nQ43YUuwud+pYz104j7ueuJsvnvkF5jw5h6VfWc7Gwk2EZYTX5fu8Lt/H\nIYxec24p6dzchvMNgzVrnuV37/8Ky7IIZAQ4dsUyTvnOaTzKE+yLN3Bf60Ocn30OqqohXBqKy67k\nSWnREm3mztan2LZ2K29861VO/9IpXPmLywn4PLbQgkxK0u+v3qdpkNNfoMOjuPjmBV/mss9fxrsb\nNtHVGeR7P5lK5fjeM0P1BbDMODISSa5r2mKL0kKaJln4yRJ+pisTwAsJadESbqSpbjONwb20G1FC\nhoWKSiCqUdzpYkJ7AHcURHcDgnZobkN99jWynn2NU/NzmF3s56VJXWyrsJDJRNwTkiypK2Sm60jU\n1QHMuIloakXUN3HUvkaa/tHEO0dA6JvjuNrp4/Y/rePqJ1/ArWl8c9F09vx0EiGgeK/Fcc/YiZxU\nFGRFMbKqEllViRLwcY6MkbjGxcPXPsoPL/4pr1y5hPkTprP57a387ebHET6VOb9fQvaRueyP1uRf\nD/IbLU5+Ok6F+BBrfAiK85AeNygCzARqAvx4cBsaImBCH2q9TCTSWgv42kzMN98ismEDItqbkEq3\nE72sDEd+ESLgR/j9JPwuOn0CHDoIQR5wvlXMrot28uBXHiRyr8nsjBlMZGGab+fwMNwy/Df2+38V\n+3qyEvjpQb96L14CzKqqqlXV1dV3VFVVHYk91n/tKKz9iUAIwcLli3juuedHljTJCM/87Wmmz51B\nYUl6H46h8NWrr+CKcy/jtJOXYhjpg2krEua2//sz4yaOZcGS9GKHe+J1AJTWJZWQymxpSJdiq/8s\nX76cF154YdSTpltuuoULv3wRqqra/hnJSqyIxqC9ndm5R9Lp6+LFrpdpMpsB8CleLsw+F+NDO6cu\nCfipqds3YG1VKKPidP/8889z7rnnct9997Fs2bJBH6cLW2FLZgdsXnZLO0s9C9ka/YgGs5FN4Q+H\n7DZJKdketWV0xzrs4yxjMdRYArPJrqzoRSUjFoHogWG4CBfmwvYaCmpiUAn74vtSsyWmTGBKc9Qo\njYMNc/YgbIWHNdcyGCZMmEBxcTH33nsvF1xwwUGtsT/MtlbMjg6EpqHn5aN8gvNSMSuGGbG7BXV1\n+7j9j/ez8k/HExWCKbICvbC/vPpxixfz1Nq1FB1byjbqmJl1VD8jRkXT0XNyiLc0E0/ThQZokm3U\nYg9wzxATUL1+nn/qRa75yjXc8Icbmbeol/SqCXXUzo2TTjqJL3zhC3z00UeMGzeu33319fXccMMN\nrFu3Lu258bH5rglBIFDAhfIUbrP+DstLmHXjIr5w9ZP8+KdXs3TZ0TZvPhwl2NLGV791HTnzKnFd\naVdUj28cS+aSYhIuJzIvG3yeXlVDIVDdHoTbg6LpdkXdtAe2ZSxiUzKdDuT86STmT4dYHNo6mB6L\nE27fwTMZm9lbbCcW8TuX06jEeU+0pTSlS8jjOGUeZZPzYWwMuacea9M2xKatiEgUsfYdxGvvIiuK\noSiPDMPg+I5uFjXrrB0XYf0clYhusX5SlPWTwBGR5DeZ5LRY5LRI+69VkiUlRxcVcHRRAVJT6S70\nsXaWZN3kKFbyUjt+e4LSWotNk1UacxVenWGy7Pyp/M/3H+etphZmLZyNnDHZHqJPfZYCaei8bG3g\nz089SKi+m8DELObNnc3ZgZV4XVlpvZTazXb+3m4XG+tvrWH2zNl89qzPAqDn5iODQRLh0ODqeUJF\nJBO2AYG3UFEcOorXP2A2OFPLPOjfFtXrQ3G5yenqwm120yGCOJx+Aq6sfv5nQgi0QAaqx0u8uQkr\nEkbLykbLslsQCdlNO50oLjdfvehKHvvdU+x+bCfiFMH9rQ+n1snTcqlcX8LPHvgpj637O0IIvKqH\nPD2332upXi8urxcXhWRYMRrNpgH+j5OmTebJt5/mnv+7m5+c82PC4RCZ5VlEXTEUt4LiUJGmJNoS\nJrgzSKY/g+UnfoavXfM1ps+ZjtfvY8+uPdz5mz/xtYVf4ZLffIGd02qpjmzjyY5n+80ugy2kdEfb\nn9ny7Ie8fe06/vfun3DKsenVdKVp2ia+lgTTxDJNWxQh+f7sxNtWejMQLD1xoB9hDxRNB+8g8VQ8\nihUKY4VtvydVKOS5C8gbX8CUtM9IPg9sKmpdgy3DvmmbXYRpaKa0AS58F9oC0FLhR58wntzx0zEm\n9idgydws5GT7enmiZdJsPsFutYmNXy7gh0u/xuQ6NyEjxp+n1xFyR3GYCmfunYRYkYmZmwl52f1m\nWQGcwuBC/WQ8/+vh7/c8xfPXP89jex8l64gcJl5xBMXHlZEhfEwU5RSQjYZKiAgtdBAkTFTGyY44\nqdgaZtKLdWjdEtiLuntv2uPQlfxDCLSsbPSCQvSCIozCQtSMLBRDJxEKEaurJbLlQyLbtgLSvtQp\nCnLKeIwZ08kqn4yuDvyMvDLOPlqwktTdI7WJfO9b/81VO67l+SufoeuGIF8tvmyIT2poDHem6c50\nt1dVVT0E/Ai4+6B3YK8fr6qqOgX4bVVV1TXYk3mrq6urtx7Kup80Fh67kIfufIjvfvuaYT8nYkV5\n8M4HOf+L5x/Ua06bMp6x48p59JGnOOuclWkfU7tnL3/89W08+vrAwVOwRTSapN2pKa2TyIAPkWHP\nD/WINSxfvpwnn3xyVE1F9+zZw5NPPslbv3wbwA748rKRioKwLMS+ZmRZGcv8S/CobvbG9lFsFDLV\nNRmPcGG22HsuKy1kz/p3Bqw/GgHeE088wapVq3jkkUdYtGjRkI/VhQ6aiszKQOzZB63tlCoFVDnH\nUx3ZxvOdLzHJVTVo96s10UZ7wqYzjE3OM8l4DKu+gZ5Gr1FUfNCBvMNwE0oaoOZv74JjdCIySkei\ngwzNVoCKWlG0ETqsD4aYHELml15lvb6mfCPFrbfeyooVKzj++OOHPQ81GKxoxJb1BaRpS7wbRcWH\nZGI4EkSCHSn/mF9ffwunzhhDeIb9PTzSM3CYdsniBdzz1UcA2KLXMSvNPoWqoWVlYzY39femSaKn\ny+TDTXZ3Jt/+7v+w8c2N3PqXW5l99Jx+jx2tLhPYym3nnXced911Fz/84Q/73fed73yH1atXM378\ngRWXRguKy43QDWQ8jl94OF85gdutv5NzbAGLfnssP/zmL3j+2Vc57oRjaGlu5e4/PcSYIyrw/7AE\nKSQTKGVW2dJUlTgFIVA9XhSPt5+Pi0gaZALgdKL4A8hgELO7yw7cDT1F5TuKQnJkGX+1XgZgl9ar\nUpaJj+XKHCZT2ZtMOgzkuHJ7LmTZUSjr30O8vQkRjSF21sLOXsFbL3BCDRz9Nrx9jJ93x8dpc8eJ\nOgU1pYKa0v6JgZCQkXCTLQJE1AT1tKQ6mJn4+axyNGMqciGji4Vt7dyvb6A6o52XTnWzOv55vvvH\nZ3jkxu/gTBqzC01H9XiQThe/33w7d3/tDsJNYbKn57Lltg/YvWgHzT9o49L8i8jR96M2ygQPtP6V\nqIwS2hJk8wObeOqtZ3r3ikAkj31P50AoAlTN9plR1QGJmEyYKSVAMch10KEYB9Vl6nccVRUtIwM/\nGQckRAtNwygotL2surqwYjGwLDL1bMIuBzJ5LG+69SYuOfMS5n9mPg3uRnyKj6nuyZTXFnPJFZfw\nh4f+QHZuNoaik6MN7T9mKAZFeiHNZssAGWuf38dlV13OZVddTmN9I3t27SEY7Ka2o46WUCsuzUV5\nfhlHVB1BQfFAH72yyjL+58b/x2dWHscV53+V0352Bt0Lo6zrtm1AVwSORxEKDfFG/tR8D1vXVvPW\nd9fx84d+yYlHpWd59Bwn0RPSOg6suHewUHQHSsCB9Pttj7FQEGkOzqjodctKSqSXFGCVFMDxCxE1\ne+1YIWEh3U58Y0vx5eckiwnCTvIMJ0JRkAkTKxZDxqIgJZqicbZ+PH+0HqNV6eThSTW8MSmXVjoJ\nYxcsVxpLyZxXOQhNTKC4XChuD7phcIG8kKO/vpg3Ln2TplgzhmJQYhQxzZhIiZULZhyZsOz3IZN+\nZz0re4AZwLQEiY9qEB9ss2c1O4eYsJESs6UZs6WZ8AdDi2QrHi+e2XPxzp5r08+HONYOw02B6qRB\n7UA4HCiGg5kUcvdtd3Hl5d/kuRWPH5Lm96FGAxuBxYe4BgDV1dUbGQXPpwOhKd7My11rqY3Vscy/\nhCPcQ9UGRoajlizgv754FZFIBKfzwAFGXMbZsX0HWz/cyrKTl4/49aS0SHR3cfkVF3PVlT/itDNO\nSg0w9sA0Tb5/7Y1cdMlZFBekv1Du6fwo9e+SOgs5Ni9FAeuRBV+2bBnf+ta3sCxr1KhQN910E6tW\nraI0u4Ta5EyVcLpsmcuGZsTeRmQsgvB4Oco7r99zrWgE0WYnGNnFBYRDYbq7uvH6en/MDoWa1yN1\nfPPNNw9bclsRCqpQMJMiG6KlA2nGWe5fytbINprNFp5sf5ZTMlekff7bQdsKzSkcvYa+0TiJvfY8\nkxrIQPV6R6yc1wPD4UYW24lFfkMCIXWksCl6qaRJxvCMkv7KgTpNAN1W8JCSptmzZ3PRRRdx4okn\nsmDBAmpra9m4cSMLFizgsssuY+HC4bfhzZb+Pm/SShBvbEAvLBq0u2FFoyQ62gCB4vGgeg4+mAp3\n20WAPTV7eeWVN7nmhpN5BzswLmVgQlg1cSxmV5zuPV1sLdtOXMbTnvOKpqNlZGG22VK+qfcnJZuk\n3dn0bdA47esXcsJpJ/HEm0/iTjNbMhrzTH1x8cUXc8opp/D9738/dU15+umnWbNmDZs2bRrV1zoQ\nNJ8fPScPKS1kIkFhIocLYmdxR8dfcM/yc8LfT0W9L8rtf7wPn8/L2V85jT3HdRIUETLwcqpyTO85\nkjRLVZ1OhMuFomp4FDcexY0qNAQkfd3seRwLi4RMENNjdHg6iHS3kQgG+3U9xotSvqqcyR38H7PF\nJHQ0KkQhYyke2sDb58FavgAWz0Fs243YthPR1gXRGDLghdws5JhSXGWFLNI0FkpJK53UyAaaaKNF\ndtJCO610YWEhBbRpIdronZ9yoDNPTGGhOBJD6GAAedkoedmcLku5zfo7jaKNxrN0xr8+lptu/D3f\n+d6VaD5fioZ136YH+N0ZN1N+6hgu+PZFrMg+nnca3uU75/8XT3/jcfgVfCn/EjK1XrrVC51r2BXb\njWVafHjtRv77uu+QWzCQQgRDdw76ol8ym+5+IPsACcfHBcXlRnH1/15mJ7pojtvXrSPnTOfUz53K\n65ev4cY//ZyiwmJee2Etq1dfwrU/vZbpc2cgsDtPw+mSKUIhT8/FrbhpMVvS+nHlFeaRV3hwxar5\ni+dz+6N38IXTV7P4u0vRTnSxrns9OyI7ydIyqY5so+m9BtZ94xV+dNf1QyZMowm/6sOnetGFTtAK\n0W62E5cDO/VCKKgeL6rHmzLPtellEhB2gq7bhskCYTNpTBMZDpEIhuzixvgK5PiKAWsrLjeK12ef\nt32gYsd9MhrFikbxmA4ujp3MI4mX2EU9ddiMFAOd05UlTBQDvZF8woP0uIm69ysMCBjrrGTsMJV+\nJRIZiyEjYRKhMMgEqGqK+gdALIYrBFnSh6JpoOl2whWNEm9pIr6vPvVntjT3P76GA0dFJe6p03BN\nntqveCmEguJyIrSk4a6qIZIGvEIIHIA0O2kxe8mDRd4i7r/rPta/+saw3t9gGO5M07Q0N7uBM4Dm\nNPd9KrElXM09LfdhJQOHv7Q+yN54Pcf5l40K5SOQGWDC5AmsfW0ty5cdOAmKWFEe/NMDnHL2KSOW\nTZZIEu1tYCWYMesISsuKeOTBJzj7vN7WtZSS711zAwCXfOFczI5OdIezX3VNWgl2h20lutxWcEUh\nUZRvm5YJkRK1KCkpITc3l/fee48ZM2aMaK/psHXrVu68807effddDMXAqTiJWBGEriOL8hANzVDf\niBVN362Q8Ti02caSIieT0soy9uysYdK0XoPGg02aOjo6uPjii9m3bx9vvvkmJSUlw36uLnRiuckR\nv9YOZCxOsbeIY3yLWNP1KuuDb1FiFDHL0/8YBhNB1nXbxoPzvXNRhU1XVOMJYnvtsohRVGxXQA+y\n8+Fw+OyZK58HvStITsRJkytCfbyBiS5bsnQ055pi8sBrhazQIVH0AK677jrmzp1LbW0tRx11FNdd\ndx1r1qzh9NNPH3bCmwiFsAYY+IEVixJvqEfPyet33HuSpUQo1GeNIDIetwe+RwhpmkQj9nzDbb+6\nnXPHVrB3ml14qRLlaY+PoigsPOYoGl+vx1vqY1vkIya70lseKE4nqj9AorN3ZmovzXTQTbwrxp+v\nvJ/v3/Qjjls5uKjGaCjn9cX06dMpKCjgV7/6FVdeeSVtbW1ceuml3Hnnnfh8hzque3AQQkFoCmg6\nFY6xnKudxZ9b7ifsj2J8SeesKy9CQWVD6D1iMoaBzrmB0/DrRXZ1OPn9FMlJkEwtE7/qGzJIVVHR\nhY4TJz7FR4vqptPbhRWPImNxu6JrJfAk7GvxSvcyUJJza2qSXtYzRK0oCKHYgZVp2gFNMAQGyCnj\nkFPGDboP+/0LsgmQLfrLDyekRTtdtNBJi+yglQ50YVCg5TFRH4Ozr3eXlHYAaZo4hMHnlOX8n/UI\nXYSY9aOjuW3FH5gwewbnrLLn1R5+9RGuv+iHVF0ymXMv/zynZ65ECMGiwoXc8dc7ufDE81l381rE\n1wVnZ51BuVHGK11redl2QSV6Xze5GbmceWGvWJGh6PaMadJKwZTp5/nAplX3JLEWFjEZS2uTABDQ\nAqNePDgU+BQv7aI99f6u+el3+d2Nt3Lq/FNwOJ0kEiY333NLimaboWWMSKgKwKt6cClOms0WgonQ\ngZ8wAhwx8wjuevIeLv7shcxvORrjXA8NNNJgNtL8biOvf2UN37v1B5yx7PQRrSuwu2UKClEZHfTz\n7Atd6GRrmf2KeD7Vi0dx02g2p+Sv076eph3wd1kg7CDfF0Dx+rCC3SS6g3ayAUn6oAvF4xlAB+23\njlAQTheK0/7O5ZDLJfFyNnRvpNlsRpcaR1BJZsKdWlcYBqrhpNBTgttpzwmGrTCN8aYhzakP+H4M\nBxgOFJ/fTgZDYWS893fUZ2SS7RgoZY7Hg5aVhWt8r1S6FYvZ/m2xKKrbg+Lx9JsrFkJJFiY99lzj\nAWKGgOYnaIWIWP29mfpSzg8Gw42+NtKTPvdHO/ClQ9rBJ4TuRJCH2/6GhSSg+vEqXurie3m5ay2l\nRvGgwcZIcfSyhTz97DPDSppau1u5/477eOClh1K3SWS/Idd06EmYrEivMtl/XfMVvnjxt3E4DE49\n40T21Ozlpz++heamVm6/+5f2vJNlYnV3ofp6T2Kru4tayxYDKK1JVlOK7E6TQ/T/cVi+fDnPP//8\niJKm6upqtmzZQlVVFVVVVQghiEajnHvuufzwhz+krMzWzPerPiJWBEXXSBTlwYYPba8GK4EVjw24\niFiRCEqr3WkiO5OyylJqduyfNI08uWhqamLRokUsW7aM++67L6UaNlxoQoOU7LiJ1dYOWVks8y9h\nd7SGnbHdPNz2N1rMVpb6F6cSu1e7XreDMGGw0HsUADIaRZcK8b32vJleVHLQXSYAh+4CoSKL8xFb\ndpDfotBUAvXRXteAA1HqhouYNXjg0ReWlISsEB714LtbhmFw5pln9rttypQpVFRUcPrpp/PGG2+k\nzrNB9xEcnEZgRSLE6mpRvF4Uh4NEMIgVTv8DarbbXSctY3DDy3RIdHcTI05zUytPP/MKj5x9HL8v\nsAPtcWKQpF1ROWrJIu5/9SE4Gz4Ibx7yOqZ6vJDsTiMlm+UuALbc+A8WL1s8ZMKkC23EwdZw8MAD\nD7BgwQIaGxt59NFHOfPMM4ecG/y4oCvpCywTXRP4Qu4q7mm5jy6rm7eS3WCwA9aLcj6f8lPrCwHk\n6rl4R3heCyHI0bMxFIMWWpD6wOuPlpmT5pn7r6PY1wrdSAZoQRLd3b0BWr8HqyhOh32NVRVbqEJR\nIJFIJWwqkCcyyde0ZGV3ILVtMBRTwond3fy9/Sl2+Gq58uFv8/uLbuXlp9cgDckrL77CnOuPYv5J\nR3FK5op+wdAE/3h+de8tXLp0Ff5xGXSe0IVTOAhLOxAytmo8c8tLPLTmEYQQveIG+yU2IStMd6Kb\nRPL9q0LFrbhxK64BCa0lLdoTHXQmOvtdw5yKg0x1ZN/rjxtCCDK0AM1xu6Kuqipf+e+vcso5pwJQ\nUFyAlgzmDUUnQ00TwA4DqlDJ1/PoVoI0m83Durbvv0+/6sOtuIhYUToTXanPYsLkCdz3/AN8e/W3\n6Hysk7FLxrG3pp6atbv4+a2/4PiTR9Zh8qs+MrRAip5vSYvORBdtZltamppbcdl7G4TxoAiFAj2P\noBKkPdFBXMZH/P73h6boOAIFqAGFWDxMREaH7HA6FIMsLRNTJuhMdBK1+v9Oa7qDOZn92TgySaPr\n+Z7m6bn9fmddiotCvYD6eEPqszhYCKEg3F4Ut9emuEYiuOKCnLg3rbhDOiiGgZI1UFOuR4RFcR04\nUdofeXoOtbG6Q/68+mK4UWW6fl0EaKqurj64NPUTxt/aHydohTCEzhdyVxFQ/dzefDc7o7t4ov0Z\nxjvHjYrS2qJli7j+quvgpzcc8LH33H0PM+fPoqKylHhzU3JY1f5whaYnW7TefkmUtBKYra39snmA\nSZPH86c/3ciXL/42/+87P8FQVC49eRkX3fBdXH3kTBPBboRuoDhdWKFu4t1d1CZbuqV1touLLC5E\nCGXAD8/y5cv57W9/y1VXXXXA92ZZFjfeeCM33HADs2fP5sMPPyQjI4MTTzyRNWvWUFJSwmWX9Q7j\n2dQVBUs3kEV2u1+EItDRhfQHoE+yYPPTQ9AjM56bTVllObt37O63B22En6dpmpx99tmceuqp/OQn\nPxnRc3vgEA5Efh+KSGMzjB2DKlTOzT6Le1ruoya2hzVdr/J28F2muCYRtEJsCtteFgu881IXbxmN\noITjxFpt+oVRXIwywiSuLxRheyMkivJgyw4KaqNsKumvoJeQ1qiIQURHkHwFDzFpGgwrVqxg9erV\nfO973+OOO+4Y9HHSsrBCQ1dQpbRIdHWSSK9s3w9meytC01C9w6fqxbs7MDF54m/PsrSkiJYp9jmg\noVLOwLkAAC2Qwcz5s/jNr34LQHVkG5a0hu5qeP0obg9mRzubg7vo2NZO7XM13Pv+0DLeh0KhHArl\n5eU8/vjj/OAHP+DXv/41y5ePnKY8GijQ88kxcmk12wZUJksdJVyR/2XeCW7kw8hmBIJxjrHM9c5O\nq/5oKDq5Ws6A6+dI4Fd9qCg0xpsGl60dBLrQcSoOdKGhCBUFYQ/oZ1hEg+10RtuIJSI2pcVwIJzO\n9IU6TbcdGUcB8zxz2B7ZyYeRLWzM/YBvPvFfbHr0faqVbXzmqysoKC3g89lnp73uzKuYwy0P/Iav\nnHY5mkejcJEtUlTZUcadX/oj1/36eirHVeJQDAr0/LTnv1tx4Vb2dzVJD0UoZGmZZKgBuq1uYlYc\nTagjlhj/pOBTfHQqXf1EG0rK+xdadKFRoOcf8v69qgen4qAh3jggcB8MAsjXclPXEFcySWmIN6W+\na2WVZdz/wgM88dAT7Ni6nSNnTuOcW87FnzFwfkUADsVJXMb7BfuqUMjVcgZcq2lM5bcAACAASURB\nVBShkKEFcCgGLWYrMSuOEAKP4iZDDQy7GORRPanfKVOaRCx7Hni4x0EVCm7Fnezc9TkXdWg122g3\nOwa+VyHI1jLxq73Hwat4aDFb6TzAj5FApIRWApo/bQHHUAzy9BzbemSUIFQNw5tJoWEb/UppC3NI\nK2F3vZLKkPSo5VmWnWjFY8i4ibQshK6juFyoHu8hzRRrQqNAL2BffN+oJU7D3c1D1dXVc/a/saqq\nKlBVVbWhurp6dCXVRhnbIzv5ILwZgJMCx5OV5EV/NuNEbmn4HW2Jdl7tep1j/ccc8msdOXc69Xvr\n2bp165DGjSEzzG2//iPX3fQD25R2P7nMhngjL0bfpqMjiE/zc4JjEdkJn50spfvwY3EmrH+fF05a\nTtyyUIVAUxTk3X8jsep024gR7OG7thaE4UDGojTTTiQ5NFhaa0FOJsJnf7mc+3WalixZwvnnnz+s\nma2f//zn3H///bz11ltUVFRgWRbPP/88r776Ktdeey3Lly/vdwG3FX28tOsJyMtBqgoiYSH2NpLI\nzLQHqXtc6UNB2y08eRxEQS6llaVs27yt3x6MESZN3/ve93A4HFx//fUjel5fOBUnwutGety22VpL\nK9JKIBQVr+rh0tyLeKL9ad4MvkO3FWR98O3Uc0uNEhb7jk79fyIaQanv9SMwCosPWjkvtT+Hh2BS\nDKJwVxjmG7RYbf38xSJWFO8hikGMhOYXHAWK3mD45je/ybhx49i9ezfl5QP53QBWOIw8SIrCYIg3\nNyE0LeXpMhTMzg5icTt4ePzBJ/hmeTnbkjLS5RSm7ZiqXh+K08X4yRPoauok2haBTNgTq6XcMXRX\nTSgqrd4ELcEOdj3yESs+f3La4KQvhhtwHgxmzJjBo48++rGtP1w4FQdFRgHtZjutZnu/+7yql2P8\nCznGP/SMnEMxKNQLRkW106N6yIMDJk660HEpTpyKE6fiGLzgoYAn4CGLYkJWmDazbdgB36FCEQpn\nZZ3Obc13sidWx1rxBpwG+RSjovL57LP7BYb745g5x3DbA7fxpc99CfWEOZSWlXDbHb9j1Vcv4cTT\nT0IV6qgd97579qt+e5DkUww7sM4aNPA1FJ0CPX/UlC81oVGoFxyQstazt3SJjP155bM3Xp86B4UQ\nnPy5k4dcz626ydGy0IRmGxXLCGErgootAT/U5+9SXJQYxUStKLrQD+lc0YSGV9Xwqh66E8FBkye3\n6sav+jCEPuTxz9IyEQjak5YqYMcSuXr2gGJ+Tzfawhog0pEOutCG7JC6FBcZWiBt0jYYBIN7EOlC\np9DoLV4IkZztQu/3/E8KTsVBgZ5PQ7zpkDtqcICkqaqqai5wFDCtqqrqCga+17GQZkL5UwQpJc91\nvgjYBmtzPLNS9xXo+czzzmVd93pe6XqNuZ5ZeBQ3MhpFmiZW1A5ktIzMIVun0Eur03Wd0847jdtv\nv33IbsVtd/wRv9/LjIkVAxKmkIxwr/UMHXSDhPp4M7XxvZyvnECRSEPNkBLl/icRNfUIIdDnT7dv\nfnsToqkV5Yk1WGcc30feFVuBBdgmbX8md0SQ1yyR0wtRekQg9quUBgIBpk6dyrp161i6dOmg7239\n+vXccMMNvPXWW6lAVVEUjjvuuCGNSH2Klw46ES6nrRy1t9EWg5g8LkUrlEgS4TBinz1KJ3UdkZdL\n2ZhyXnji+dRaI5Ubb21t5dZbb+Uf//gH6iH48ziEgVB1W3Y8GEqKQZgIw15TExqnZJ7MIt/RvNn9\nNvvMBqJWlGnuI5jnmZ3aszRNWzZ1jy2QoWXn2Eo3xqGVfg3DTXeyk1e4z04UJJL6+L5UsG1T9A6t\n8xMdxjxTD0ZDRW8wZGZmcumll3LjjTdy8803p32MFbJ/eGQiQfiDfxDa9D4oCpkrVh5AqWcoSFtE\noqBwSLVDaZok2tqIE2fnjhoa6puYN38ON47TAMk4UTzgOYrbm6LYqqrK9NnTif8jimOxk82R6gMm\nTWBT+SzTouaxnfzy6V8M+VhFiFGfZ/o0I0PLwKk4aTFbR5RU9FCYRjNw96geCoVKQ7xxwOyBIgTZ\nWvZBKbm5FRduw0V3optWs23ImZ+RQBUKAdWPW3ETk/F+VC5DMbgo+/M82fEs/wh/QFzGqTDKOTnj\nhLQUx/0xb8F8nt/wAg/f9RD1tXu58/G7qJpqy71nH4IE+L8DXIorFcD3hU/1kq1ljfqx6aGsdSnd\ntJsdaf34Bgv6e9CTUNXF6+3OwwGQoQVSBe+e57uEq3/XZhg4lA5wOnhVD17VQ8yKEbLCmNJEEUpK\nTGK4yNQy8KoewlYYTegHLFTlaNlErWhakYq+GM7n35O0te1XLOqBmvQl8yjuVMLZ020LJeeGLCzc\niptsLQt1KHGafwKcipNSo5i2RDthK3zgJwyBA5UeXMAyQAe+meb+MPDdQ9rBx4ytkY+oidmJwWcC\nxw6oZi/zHcO7wY1EZZQXW17gBGvOAGneeFMjitNFTJe8FnmLlkQ7ix1zyLMCSdfqBAiB4nCg+gOc\nceHnuOjEC7juuutSfOK+qKur4wfX/IDb7rxxwH4sKXnEWkMH3aioLBBH8Kb8kBAR7rae4kvKaWSI\n/j+S4p0PUHbY7zFx/EJkMmkSOZmoT72C8sFHyAmVyGlV7I8t0qa0Taw2USQkxpfb/i7J4dj90TPX\nNFjSFI1GueCCC7j11lsHrewPBkMxcCgGpqYjC/Psmaa9trxuItgNimonslai1xG6IBthGPZM085e\nl/mRVtVuvfVWTjnlFIqLBwapI4EQAofuJpSVgaiph9Z2ZCwG+yU7WVomJ2R8ZtB1ehL2xO4aAIyy\niuScwqFRSB0Or+0Hk5uFr6kVT0wjaJjsDe1JBdvDUb0bCpa0iI2wgn2oKnpD4corr2TixIlcd911\nBAIDOf091LzWvz5IeFOvn3ZDXS0555yPUTx8IZC+kFaCeH0dWnZuWqqetCzizY1IaRHD5PEHnmBF\naTGt+Sohpx1EjO07z6SoaIGM1ABwD2bMm8nW97bB4gBbwls5ITD4edWDD8KbaXi9npyiXCZMGrwj\nDr1ebf9JcCpOivRCuqwu2sz2Aw5LCyBfzx21av7+eyk2imiK24WiHslrj+I55ODEm1wnZIXosoKE\nE6ER0wF71/L0C5gMDAyhUx/flzp+btXNmVmnstI6iaAVImMIypsixABKTU5eDl/69pf73eZSnHgP\nUQL83wG5ml1QDVohu3ugfvyiFT7Vi0/1kpAJuhJdBK0QqtDwKp5hzfMZikGulk1TvHnI8y5LyyRD\nO7h5rE8KhmIc8tynLvS03kPpoAiFXD2X+qTXYjr4VO+wf1cztQycioM2sz0VA6hCJaD604rZ9O22\n/StAEQrZ2sCZqRGvM9Sd1dXVL1dXV68Enquurq5M8ze5urr6V4e8i48JUkpe6FwDQIVRxnjH2AGP\ncavuFCXqzdh7tFlpWpTSYluoml+0/Z6Xwut4P7aZ33TdzUuh1yGR1KqXFlYkTLy5mTHjyimtKOOp\np55Ku6+LLr6Icy44napJA5WMtlHDR0kR+RViAcuU2axSVuDEIEyUh6wX+1cFu4Ioz78OgDV1fCph\nApBzjsAaawfCyjNrbcPEPuiWIfZgt/QnVSdst+gxpaDrg1ZjepKmwXDTTTcxceJEzjjjjEEfMxS8\nihclqaAHJMUgbNfvRGc7MplM0NNpKsgFTaW4vIR9tfWYpl112V/EYihEIhFuueUWvv3tbx/UnveH\nS3MhU7Lj7YMbKw4BKxyCRAJzj50IOsorEI5DH8R36G5bDKK0EAEUNtkBy95orxFdVEaHVfkbDFEZ\nHXHg1aOi93GgoKCAxYsX8/e/D/Qps6JRpLSI7NyeSpgcFZUIXcfq6qT5nj8lxR0ODlJK4s2NxPbW\nkejqTHpb2B2meMM+rIh9PkdljL//9RlWjilnT6X9OTtxkItNq1A9Xtts1zmw+jhz/iwaN9jf40az\niVZz6P22mq3Ux/ex66/bWXleem+3vvAp/5kBqT287qfEKMYYRCiiB7aq2sfXjdOERqFhz7YVG0X4\nVf+oVXOFEHhUDwV6HqWOEjwjLF7oQiNfzyVPzx2wJ0MxyNfzBlBUDMUgU8tImzD5VR9ljhLKjbK0\nM2P77z1H/+dIgH/aIIQgT8+l3CilQM/7RFX+VKGSoWVQbBRRoOeNKJD2ql7y9Ny0lC37PeV86hOm\nfxacioN8Lf2xcyqOA/px7Q+X4qLIKKTMUUKRUUCZUUKGFviP7uLuj0GPRFVVVd+r1eeqqqr8g/19\nAvs8KGyP7qQ2biuPHetfMmhFa76YghcXFhZ/s14ZUN2qlY3cZz1PiAgaKn48SCQvyXeok039F7NM\nzJZmVl1+Md/61rdoaOjlGdfU2F2DjEw/X/zSuWn3st6yBQHKKWCmYneGCkQ2pyr2vFUtjTwj16ce\nrzyzFhGNIR0G1vH78e2FwDp5iW0WGwoj3upvILY1Sc3TTcHYHRayvMg2WtT0QVve8+fPZ9u2bdTW\nDnQHq6+v54YbbuAXvxia7jMUPKrbnrcqs+kaIhqDffsdYylTnSZZlI9A4HA4yM7Lob7WVoIbSdfi\n4YcfZtq0aUyZMjqeXQ7hgB6/kJZ2rNDI2sGWGUfGY6j1LSnTPEd55SFT88Ce8xK6njq+RbvtitJe\ns8FW28EO9EdCr9sfByNbbkmZUsT6OHDWWWfxwAMPDHzdaARpWXQ88yQAelExOReuJnf1lxEOJ1Y4\nRMv9f7Yl7g8BVixKvKWZaG0NkV07idbWpLqJAG9v2IhmmkzNzmTPZDtAKCEXIQSq14fqzxhUrWz6\nnOls27AVIylJvSUytCf4B+HNWHGLfS/Xce6Z5w35WFUoI6a//LtBFSpFeuGgQahP9X7qVNUOFprQ\nyNfzyNdzcR+gw+hSnOTruclEa/Ag2ak4ydYPXOEVQIGRT46ejSa0VEKUq+cMOgORrWWOioDTvxP+\nFQNcj+qh0ChA6XO+ORSDIr3gcBfxAHCrbnL3M342FN1ORA+SIaAJzZ7P/g9jGAwHQ327+k4VtgNt\naf56bv9UosfHoUQvZqwjvWGXFYuidkc4UbFlnndRzzrZm1zUySbutZ4hjokfD5crZ3CF8jlykhXg\nF6230yyaYNmSWZx77rkcd9xx/OxnP2PVqlVMn253gX7yk/+2JcD3Q5NsZwd2kjdP6R/ATxTlLBBH\nAPCW/JA3rQ8R23ajfGCLH1jLF4A3zQ9Xhh8505bhVl57F/r4HvVIDo/dJTFMkOPLU5LWgwUIDoeD\ns846i7vuumvAfVdffTWrV69m3LihvUCGgiY0XIYXsjORfvtiKbbv6f+gzm5EOBmYF/Uqi5WNKaNm\nx2470BvBDMaDDz7IeecNHTyOBE7FgSi0kyYhJTS3IBND8477wgravHR1d9LU1h9AzciwPREOEYpQ\nMAynnSADRfX2vhppxYz2Jndh6+ATmIOl97UPwqceDaxcuZKXX36Z9vb+ryEjEcKbPyC+zz7WGcef\nhFAUjIJCsk4/C4B4fR0tDxx64tTnVfv9nykT/O2eh1lZXooQgj0F9v3FIhfF6epnEZAOgcwAhSWF\n+HfZ3/8t4eohH/9BeDPN7zaSW5FHQWF6Zb4eeFXv4R9O7O9NoV5AhtZLJ+vpsOTqOf92x8ijeigw\n8ql0lFPqKKbYKKTYKCRfzyVfz6XcUUqhUTBs1Uu/6j9gISugBdLOcfhUL4VG4QATX6/qGVI84jD+\ntdBDic3Rs8nXcyk2ikZ9/ujfFV7Vm7QqsGehCvWCj4UqfBhDzzQd3+ffxzK4WManErWxOrZHdwKw\nxL8w7Y+aTJiYbW2AZIoYw1axh/fkNp6Tb9JhdePHw8tyA3FMXDi4QDmBLGFfpI9VZvGA9QLbqWOn\n3EulKOq3tmXG+Nrq88jLyWH3nj1MnTqV/73magonVGGK9MHXW9LuMvnxUMXAeaDlYg5Nsp1t7OEp\nax3OHQozAVlSgJw1eJfEWjQbsWEzIhxBrNuIXDKXvbKZbdjJyJQP7ERKjq9ANXQ0oQ5ZvVu1ahXn\nn38+V199deq4rl+/nueee44tW7YM+rzhwqf56DIM5JhSxMbNiJ21yEWzU/enRCCEQBT3SZoqy6jZ\nWTOiGYzu7m5efPHFISWpRwpNaDjziolqGsI0EY2tyHj8gGIiYIsyWOFk8rLbpsw5KioRyZm50YBh\neIgGfEifh8J99jxPAouGYB0ljvGAnTSN3KLVRrou1dqu19kZ3c109zQmuyampRbZ/h2dH0sg5Pf7\nWbp0KY899hgXXnhh6nYrEuml5VWOxVHeW1xxVU3Ev+x4Ol94hsi2apruvgP/kmPRsnJIdHcR27WT\n6O6dxOr2YMViKE4Xnllz8M5bgOoefqczGA/x1HNreeC4pYTLcmjSbCnZElGAGhheB2Pm/JnE3g/D\nWNgZ3UXUiqYNONrMdmpitdS/UsfC4xYdcN3/VGpeOgghUlLUMRmz7QX+zZKldNCFnpKAchyCBnmu\nlk2dFU0rOuFQjCG7dU7FQYlRTKvZRoJESrb6MP69YCgGBqPvB/efAL/qO/yd+AQwaBRXXV39ap9/\nr/lEdjOKWNNpbz9Py2Wic6AAgkyYxFubwertAJwojqJRtlJPC28mExgAH27OV04gV/SGkZOooIgc\n9tLMeusDKtX+SRNAKBFk9WdPtnXmpRyy22DKBO/LjwCYLSaipmmxK0LhDGUpd1iP0yBaeWR5gmaX\nzqKqRehD/Xj7vcg5UxFvvIfy+gbMWZN51m1T/HI6FKZ9YCFL8iE7A6E7DsjNnzt3Lrqu89prr7Fw\n4UISiQRf//rX+fGPf4zPd+hfWo/iRtEMrDElsHEzomYvxOPQI4LQI8Odm2kr7SVRmjS49SrD51M/\n+eSTLFiwgMzMg00R0iPDmUVDTibsa0I0tdpzTWnmUfaHjIRtA0rLwqqxKZBGeSVCUQ9ZBKIHDqeX\nLiGQZUVkfrANR1wQ1SV10TpKsJOmnrmmkQaFMSs2YGi+OryVJzueBWBzpJpKRwWrcy604zAh+nnE\ntJptuBX3x1IlO/PMM3nwwQdTSZMVi5EIhwhvszsz7qnTkFISJJwcYtfwLzoGpEXni88Rq9lF8123\nD7q+1d1F18svEnz7TXLOu3DYAhLPPv8c5W435X4vW48uBWx7hPLAWIQyvLmVGfNmsnbNWvyn5ZDA\nYltkO1Pdkwc8bkPoPQAaXqnnlN9cO+SaTsXxsRja/qtDEcp/lJrgaEEVKgVJmem+FHg9SQk80LVG\nEcrh+aXDOIzD+Kdi0MikqqpqA8PsLlVXV88ctR2NAhrijXwYsTsei31HD3T8jkXt4e79khinMFit\nrOQVuZG35IcY6JSIPI4Tcwnsr1gnBLPFJB6Tr/IRtURlHMd+3ZkQEdv/xTwArcdMsLt6LZGJdsdn\nxv+9jZJVj3X0TCjpT59xSo1VL2Xxl7HN7C5TeOVolfdZwxSrEi8uWuigTjbRQicaKln4mSQqmLJ4\nMtkbtyAjUV7f/Sy7JtkO4ic8HUG1ILF4jh3AGvoBkyYhBKtXr+aqq67iL3/5C9dccw2BQIALLrhg\n6Pc5TChCwesI0FFZar9ewkLU1COTohaizmaOyoJclD7dm7LKcp7929MjmsF4+OGHD1q0Yih4HRk0\n5mXb81hNrVjRGMMpAiWS1Dz27IOo3bFxVow5ZH+mvnBoLlA1ZFkh6gfbKGyQ7CqBfVYTlhlH0fTU\nXNNIg8P9TW1DVohH2h4DbJnjkBVmZ3QX7ze/yWSzFNXr7Uc/s6SkM9HVT1p2tHDSSSdx+eWXp3zG\nZDRCZFs1mCYIhfjECmppJEECBwaF2Dxx/+KlaNk5dL32CvG9dan1VH8AR0UlRlkFqsdDdE8NwbfW\nYwW7afrTH8g68xxcVZMOuK97b7+H08aWIx0GtZX28c4mgNeTxl5gEMyYN5Nbf/ZbzjUuZldsN1si\nWwckTVJKNoTeI7QvSLQhwqy5swZZzUam9u8xp3MYnx4YikGBXkBDvIGEtFKeLoepRIdxGIfxr4Ch\nrlT/fLfBg8QrXa8BkKEGONJtzwFZ0QgyFsWKx3sV2NJAEyrHilkcy9ABBUCVKEfItZgk+Ig9TKG/\nx6/EIkwUN3Yg1C3TCAJEoqj3PcHmKY2ARtFei8zGGDTuQNmyA2tMKXLeNGRmANHQgrJuA969jVz8\nBjxzTh7rK7top4vX5PsDlo4RJ0SEWtnIcwYUXObGDEuac+yEaWytQtU2C1mQixxXDqqGUFRcw1CB\n+sY3vkEkEmHixIksXbqURx99FEUZvQHUgDOLDq8bmZ+NaGhBbN1lJ03dIcR2W1BDjint5xZdVllK\n7Y7aYXdH4vE4Tz/99KD+PYcCoWkYuQXE2IJoasUyY0hpDTrMD0kBiKR/llJtU0u1nFy07OxRo+aB\n7SWlGAZWhS2vXlRnsqtEo142250ur538h6zwiBXBIvvNQr3cuZYuqxtdaHw5dzWPdzzN1shHvBRd\nz0SlGILdKG5PP+piZ6KTDHX0FXuysrI48sgjWbNmDSeccIJNzftwEwBKZSnt7t7iRpQYnTKIX9hd\nS/eUI3BPOQKzrTXpu2Wg+vvLJbsmTcFz5Aya772TRGcHLffdQ8aJn8U7d/6ge6rbu5d1mzbzkzNO\nRh45kVrFpp6W6gM710NhbNVY2tvaKerKZ5fDTppMafYLRmtie2gxW9n36l7mL52f1g6hB07F8R8v\nAHEYHw+cioNio4iuRDcB1f8vKVxwGIdxGP+ZGIqe94NPciOjhVazlfdCtpDDIt8CRCxOrLPJriaP\nMjzCSQWF7GQvm+UupogxAx4TJIwbJ6ZM0Mp+cuaRKOqdjyIbmth8mh0UT3JNILEiB+XN921j2h17\nYMeeAeuqR07hhMrFTFfaeUdWs0c2ECVOFj4KRDYFZJMgwW72sVnuIkKMfZ4weOwfqGmbEnz2qQgC\nSBw7z/aZMgxUoQxLjUhVVb773e9yzjnnUFpaijGKnRAAl9OPjkGiaoydNG3cDMfMQfxjK0JKpKEj\nJ40DrZe+VDl2DLt27Bo2reytt95izJgx5OWNvj+zUBS8+WW0ArS0g2kioxGEc/BZlx4BCACx1U6a\nnMlOxWiIQPRAFzqK7sDKzUJ63RTusxOdfbRihsOoXnumKJgIjrjjs78IRE/H9yjPPHL0HJY6F7A1\n8hFNtLGZXUyRlSS6OtEyetW1LCntgEob/dmmFStW8Pjjj3PCCSeQCAbtThMQnzTwu9tKBwmZIANf\n6nzSModWAdPzC8i79Ms033sX8YZ62p98DLO9jcDy4xFpigp/+PWvOLG8BK+uY86eSj1PA1DsLB3R\n+1IUhelzZxB7P4KYY3f4NoU/ZLp7Wuoxbwfftd/XK0187vQvDrne4S7TYXyc0IR2+Bw7jMM4jH85\nDKsnXlVVJYDLgFOAImzaXi3w1+rq6j98fNsbOV7sfBkLC5/iZXq8ErOr+WN9vUmigp1yL1vlHuLS\nRN+PZhAkTETGUFCw6DPrYVkoDz+L2NfErjKFoNcOyiZlT0fmZJCYNQVRvRPl1bdtryKwfZTKCpEL\nZ6WoagVks0IsSC2ren12gG2amF2dTJcTWCGPZjt17JVNKBYUv1nHxOdqkNkZJM5egqy0Zy8Uh2NE\n/kYAY8cO9L4aDQghCBgZNM+bhli3ERGLo6x/H7FlBwByyniEx52ah1GFwpg8e4i/tbWV7OwDc9/X\nrFkzqEnvaMCRnGkRUtrS4x4vyiBJk5SW7c0E0NyGaLFV3nroXaPZaRJC4HB4MEUbckwphfW2RHWM\nOK3xZgqsHISiEpfmoIIC6WBJq58zfHO8mRbT7mpOctlzhUUxP2MpYTu1vGNtZopaiRUJD+jCtSc6\n8KqHbt65P1asWMHKlSv59U03Ea3ZlVLEk+PLeh+kaAhVQcZjdNCNhSSb4fuEqP4Auau+QMuDfyG6\nfRvdr79KoqOdrFPP7DeXFg+HufuJp/jtkgVYR0wgmOOiy7LPgWLnyE2WZ86byba3t1K1aAJbIltZ\n170+lTQ1x5vZEHoPK25Rv66OY353zKDruBTn4S7TYRzGYRzGYRzGfhgukfgW4GzgYeAlbC2dSuB/\nq6qqjqiurv7ax7S/EcEODGya2kI5DTUyclNRuoOIDZtRtu6yxRu8buS0KuTEMZCmUjxRlPOkfJ0Y\ncXZRz3gGVogTyf/6QnlhHcpHuwH48PgyYB85ZJAjktU3IZATx5CYOMY2pQ2GweOEITo6qtfXOx/i\nAN3pJN7SjJaAKsqoEmW2yPyCWZiTO8HnAbU3KBUO56dK4tNnBGhze5GzpyLWbUCsfQdh2YmnNX0i\nimYHoBlagEzVNkocO3YsO3bsGFbS9NJLL3HFFVd8bPvX8wpA08GMIxpbsfJzBqXoyVAIkgIKPV0m\nxe3GKClFqGo/GuJowGF4CAqBHFNK7qZqNFNiaoJ62UJ+NIJw2bS0oBUa9jmxPzVvS8SWw3crLkqN\nEpt+GI0wQ0xgu6xlJ/WEZAQ3TmQkgnD1JpQJmaAx3pQy9BwtTJ06Fcuy2LRhA4U19vdPBnwQsAfO\nhG6gZWYhVI1EdxeJrg66COGTHowRzF0oTic5511I2+OPEtrwDuEP/kFTVyfZZ30e1WvPR/7u+uso\n8biZnJtDYuk89tl9SQAK9PwRv7eZ82dy849/zRnez7ElspU9sTr2RGspdZTwbOeLWEgi7wepqKwk\nJz930HU+jnmywziMwziMwziMf3UMNwq4AFhUXV39Xt8bq6qqfgu8CnwqkqYXOtcgkfjxMFNMGPHz\nxebtKH99HtHHj0UAVO9EZvqxjp2PnDyuX/LkFx7yyaKBVnbJesaLA9NqxNZdKK9vAMCaPZVt+bYa\nXJUoS/8EQ7f/hlrTcA7wcxGqhpaRidnSNPAJGf2pT0J3IBT1U5U0aU4X2d0BGhfMQLz9D0TcpljK\nvCwoLUToOn7V1y/IGzNmDNu3b2fOnDlDrh2LxXjjjf/P3p3HyXVVh77/+BMuvAAAIABJREFU7X3O\nqbnnQd2teTySJ9nCMzbIljHYYAwEjA1xwMG8AGZMct8lkJsHSch0EwKPkFzyuSHADcEYDPgRBhuD\nbONJHuVZR4M1S62h1XN3jWe/P0519VDV3dVzSV7fz0cfq6vOqd7d7ladddZeaz3OD37wgzlbvw6H\ncZqbyRw5jGo/gTlnbVFwMCTb3zd83ktBF8XI2vUordHh2e/UFdZhlBPGrFqC7cOiY4bDixVHOcl5\nySR6KGiawha95JhW40NDVtdF1qKVJtvfA8BatRTbWGTJscPsZ5Ny8ZMD6DHfl0E/SU+ud1bbqCql\nuPHGG/nRj+7m9qrg+zo06BelCgET5LO2libb1UkXPTQz+YDOUZ/Lsqh7+7uwa+vo2Xo/6QP7Ofb1\nfyRx+ZV0th/l7+7+Cf/7misxF50LdTW0+0EQV2/VlqwlU0oRUg5pk8GY4h495124kZe2v8RStYQm\nu5ET2ZPc1fkjNkbP5cXBoBuo9RhsfvPmcdcct2IV9W+AEEIIUSnKDZoGGOqDO9rLQH+Jx6fEdV0N\nfBF4N2ABJ4BPep73dLmvcSJzkudNUNT9BnV+0Ta5yajHt2Pd+zAAJhwKLnATcdTBo+hXD6I6e7Du\nvg/z84cwbU2obA56+qG3j1VbLI5dpNnX8QrqUAJz9toJgxx9z/3B51m8iI63nM9JfghQVsBVevEK\nu7b0/nAdCmPFE+RGXJSXPC4SXKRFprg9by6pUJiYihBL1DPwgXcGXfMSsWA7oVJUh2qLWtCuXr2a\nPXv2TPraTzzxBOvWraN2nO/bbNCOQ2jxkqDjWr7jX26gODjwk8nhTo7HOwrbMWPnbQxep4xW5VMV\n1iF0OESuKoFpqqf1WA+HF2vaTQd+KoXBoFBkTJaB3MCkgylhdD1T0k+yLxUEAW5kbX77YfBPRVg5\nrGEJO9jPy2Yvm3CDz1kiCxfMbZrd2RO33HILt/3e73HrltcDYJYFTResRHXRLC0djWMbw0B3V8kO\nmRPp6e3loce3UVtTw1lveweD9/0Cf3CQ7vvv5UtPPMsbl7Sy4bJN+FuCwdrtdADQGmot+Xq1Vg11\ndi2+8TmZ7aAvN/qf3qrqKpauXIr3wg6uP/vN/EfH9+jInuI3vQ8C0Oa08ovfPMEtX7ll3DXXWuVv\nQxRCCCFeS8ptW/N3wBdd1y1cMeT//qfAP8zCOu4gqJe6zPO8dcA9wH9O5QUe6fwtBqglwflTzDKp\nnfvQQwFTWzO5O96P/7arMJsvxr/1RrIfuRl/bTBsVg0m0XsOovYfQXV2o7I5Vu0NLniP1qbJ/PI3\nWF/+d9RDTxU3n8hnsNRAEhMOkfuda9ml8gNMcVjK1LfkAFhVNRMOTtVV1TDJvBcViRDSTkV1MtLh\nIPtVTw1qcSvm4vOCTF80QoIYzfHiDmPr1q1j586dk772XNczQRD0hRbn26YfOQG+j0kn8TPDwYXB\nkOsdbhCinw3uTVg1NYRXBvViKjL7maaQChWaS5g1y2hrDzIXR+nA+LlgrlReR/YU/pjZS2MNtSgf\nsj91AB8fBayLrMGkUjAiO3KWCurPXuUIgyZ4rlRXy7SfKdr2N1OXXHIJyf5+XjpyNFj70hawbHSi\neJBrcjDJ4088jx+J0cPENx5GymQyvPcjH+Xv/vlf+O9/+Ze84b99lifP2kjHkuV86bmX2XbiJJ/7\n8Afwb7oOnOB395gJtue1OsVbEm1lUZMf+quVptlpKhnIbrr0dTyz7Rnc6Fpua7y10DL+wvgm3pq+\nlvbDRzn/4vNLrjmiw5JlEkIIIcZRbjrmncBG4BOu6+4jyAYNVSrvdl23cOtymjObHgce9jyvK//x\nT4G/dV037HleaoLzCnb6+wkT4Q3qAuypFI+f6kb/+FcowLQ2kfvgO4eHqA5Z1Ij/vhvwOzpRu/aj\nTnWD42CqYlCdYInOoMwj+Fqxf7mFuyuNtfVxzPZX8N9yBWbdSkim0D/JZ5gA/x3XQF0Nu3OPA7CK\nxSUH2k5GOSGsePHF3qhjlMauriHbdar087aDtp0pN4GYDzoSwR7I0WCqOUnw4xEnSpPdWLIb2YYN\nG/jGN74x6etu3bqVz3zmM7O+3pGUZRFemp8tlU4HXfSa6sn19qLrg++139+PGZrjlcuhXsgPWt24\nCaU1yrLQs9yZEIIL71AoRlYp/PWraLs32Hk7QJIeBqhPpcAJ1pgxWbpy3RNu0xvwB0ZtGTuUCW4G\nNNlNRHWU7GDHqOPXqWVYRpPDZ6c5wEa1Fj+VLtkooyfXO+XW5xNKp7nx0ov56U6PDa2LoLkBK54Y\nNWQX4PD+Q3z0lo/S29VDOp3hL778Z9xyyZuwzOSdGT/7V3+NY9ts/eFdWJbFL36zlb/5p69zuP0o\n57guD37n/5CuyjFAMIYgY7KcyP98t5aoZ2qw64tuaMR1jIHcwKjHLrhkEw/e+wAfvOM2VkVW8sct\nn2TAH6DRaeTb3/sWV1+/ZdxW40NBmRBCCCGKlRs03Z//Myc8z3tyzEPvAp4sN2AaUkc1G9Xa8k/w\nfawf/wqVTGFiEXI3XVccMI3UUIdpqCua+BsFFuV20E4He951Hmt/k0U99SKqsxvrez8LCs3TGdRg\ncMfcv+ZyzPpVZEyWVwkuLqe7Nc+qKW97mY7GUP39mEzxt3SoFqqc+UzzTUej5Ab6SagY2gQdCONE\nxx32un79enbs2DFh2/FUKsUTTzzBlVdeOZdLB8BpW4IKhTHpFPrw8aDNdypJrq8XZVnkensKx6pd\n+1H9wUV0/PxgTthc1DMNiVgRBp0wZkkLzX1htG/wteIIJ6hN1mONiMUnm53U54/eKnYkHWRxFofa\ngq15I7NI+w4Te3w7K6+Osruhn50cYCNrCzOqxurP9ZOz62etk56fSnLD6hXceu99fOo9b8XWGh0b\nHaydaD/BTVtu4raP38aHPnU7jz34GJ/54Kd4/ZNvYG11W9A+3gkVGqkorcE35Pr7eG77du7+2c94\n9lf3YeWfv+7qq7ju6uHMpjGGAxwb/nx0YfL/sozNNMWtGHErXvR1xEp0uNt0yQV85c+/PHyMFStk\npO69515+/xO/X/J7EtWRkp9DCCGEEIGygqbZmNnkuu7NBF34xur2PG/1iOPeC3wGuHqqn2OzumBK\n2Rr16LOoQ+0A+DdeU9QcYSpWqFbaTQf7nJP4198Irzsb6xcPBdv4unsBMPk7vObyCwDYTzvZfFe9\nNWoJoNDRKH4mXdZcKR1LoJ3ysxBWbS3ZE8dhRNinQuHheqaKDJqGL2Zjanh942Vf6uvriUajHDly\nhMWLS7dt3rZtGxs2bKCmZu7rN6xIhNDixaT2vkro8CmS+Z1RI7fkDVHbg6159vLl2PVB04G5qGca\nElbhoK4pncRevYrW9t0cblMcNMfYkFk5qsbIN4aeXC+1dvH3zDc+A/7owc2H08HNgMWhtlFb89TL\nu9E/ug+V89kQt9h9vcPu7AGyTg47S8m6JkPQxW+2aptMKsnqbAq3rpbvvLKT26PxUZ8zk8nwyVs/\nzrt/793c/ukPA3D55st55/vexf/9h/+du79/N6HxblZUxfnSN7/BrR++mWy1IWtyZMgSZvTW114G\nMCNGELSbIBMXVRFqRtQVWcqi0S7dCdJSFmEdIuUPb6VcsWYlgwODtB9up2XxcPDVcaKDl597iSuv\neUPR64S0wyJn9meVCSGEEGeScuc0WcDbgbXA2Ctr43neX0z2Gp7n3QncOcnn+RPgY8A1nuc9X87a\nhtRRxbmq/JlBau8h9NZtAPgXnIVZt2Iqn67ICtXK4+ZFjnKSpEkTWdRI7gPvhANHUEdPQjqD2ejC\nv30X8hmQ3eYQAIuop1olsOvqCxfJfiZFrqcXkx6nnkNbWNVTC/K07WDF48NNIZQuZKocZWNPsXnG\nfFC2jbKd4S1seWObKYy0YcMGXnnllXGDpq1bt7J58+bZXOa4VChEaPFSUntfRR1ux8EmQ4mAuH8A\ntStonDCUZYK5qWcaEtbh4bomdyXLDu7kcJvmQPYIhAwmlUKNCNp6cj3UWNVFGbw+v3/U1ryeXA89\nfnCjYInThj+Qz0IdPob+4b3BcOLaKtxj8FMypKwc+5P7WR1dhUmlS37Nfbn+WQuaMidPkOvs5PMX\nXcBNv3iAG/+ij9b870E2m+VzH/sTIrEon/z8p0ad96k//TTXX3QdP/zF3dxy/c1F3wff+GzznuCh\nrb/lC19/gEE/S/9gkE3SaKpNghgR0qSLBl0f012Qg9ZQy6jXrbISE2bYYjo2KmhSSvG6y17Htoce\n58Zb3lF4/P7/+hVXXvMGwpHiLbiltv4JIYQQYrRy3ym/B9wFfIigvmnsnxlzXfcvgJuASzzP2z7V\n8y9T55b/xn/0BPr7P0f5PqahFv/NV0z10xVZTnBX12A4QJC9QilYvhhz6UbMGy4szIIZssscBPIt\nmOvqRmUVtBPGaWjESpS+ULSra0rO+5mMrqpGxxKgLOz6hsKso0ouANfR0dkWZVmF7Fgp69ev55VX\nSjV7DMxHE4ghygkRyg+5zRxrpzEdR5f4tVPPe8EMqpBD/Ozz8uc6c1LPNCSsQsHrK41ZtZRlR4OL\n9aPqFBmTxU+N3i6XNTn6/eJmmb253lEfH85vzdMoFtnN+MngdfTWbUHAVF9D7kPvIfE77yw0oNh5\n6AmAkttHAVJ+kpzJlXxuKkwmQ3JvMCB5RV0NN73vRj5y88d4dtuzvPjsi3z8fXdwov04X//Pfy5s\nrRsSjUX57Jc+y59/9oucTI+u0cqaLMcyx/na33+Nmz90C9XV1di19YXg3senix6OcLxQmzdSu+oE\nirfmTZb9LbVF74abbuSub9816rF77ryHt7zjLUXHaqUKzSKEEEIIMb5yUwvXAZs8z3thLhbhuu61\nBLOgXud5Xsdkx5eybuyMo64e1Iu7UJ3dkEpDOAS2Db19qB17g4u3WJTc+24InpuhqArTQgPtdLDP\nHC1ezxinTA8d+bvNbnxDyQJ4yHfGi0TI9fYG25wAu6ZmwkzLRJTS2DW1mJqaUYXv0RIXX5XCrqnF\n7+vD5Du4Tdb4YsOGDezYsaPkc8lkkieffJIrrph5oFwOHQoRXr4iCKB9H//V/Sxav5ZjdOAPbc8y\nBp3fmuecdVYhULJic1tjopQirMNkwyF847MstAQ4Sk4bDnOClenin4mObCdRHS1kP/py/aMyHTC8\nNa/ZacJJZshi4FA7es8BgKDFdiL4+V3Xt4QjHOaVxl7e3NeHcsKUSigFW/T6qZ5hswI/laL/QBA0\n0dbMpz/6flb911buuOWjVNVUcfX1W/j0n32GcLj0TYRrb3wz3/zav/HNb32TO26/g6iO0JXrpifX\ny6s793DvT37Jr577deF4q7YO4/slOwMWvjZt0Z4NZqmNDJoUk48ACOswjrLJmOHs5bU3Xstf/Lcv\nssfbw2p3Ndt++zhHDx7h2hvfXHR+REfHrf0TQgghxLByg6ZDwKtzuI4/AqqBR1zXHfn4e8cO1J1U\nJoP+rweCO/cTHGaqE0Hjh/rZq2tZOVTXZI5OeuxQlilCiBU1pZtX2MoKqo+cMLo+HAQNOR81Tver\nqRjbKawSm0AMUbaNVVdH9lQQT+v4xMHEhg0buOeee0o+9/jjj3POOedQVTW7s38mYtfWE1q6nPSB\nfQzueJn6DWfRYoIA28cPtnAeDzobVl9wSeE8PcdBEwR1TYPhCH4ySWLVOuo6D9NZpzmYPsQK1Yrx\nc6gR7epzJsfJbAeLnGaMMXRmO4te83C+c95ip43cYFDrpB8Mer2Y5nrMhuFttGe1vI4HOExPtWL/\nzmdZmXhDYUbUWH25gVkImpKkD+wL1rKsFScW4z0fuIn3fOCmss5XSvH5v/1TPvzu23n91VeweNni\nwtbEL3/hH/j9T36IuobhLoOKYGBurrsLf3Cg5Gv2xnKkuoMbIiODppAOlZU9j1txurLD2/1CoRDv\n+b2b+N7//k8+/3d/yj9+8ct84vOfxCnR5KZUpkoIIYQQxcq9+v4U8K+u634dOAKMGtried6BmSzC\n87ziW6DTMTCI9b2fFZo7mFgkGFwZCUEyDbkc2BZm5VLMBWeBPTvduIasUK08Zl7kKB1BXZMaP4M1\nFDStia4pWbOggBZnESEdoivbxalsV7Adz5792gNbWRVZzzSSVVUNvsFk0pN2lBuqaSplPuuZhqhw\nmOj6s0gf2Edy5yuYXI6Q5dBiGumgi8y2oHxPtywisiw/D8yy0eNkO2ZTREdQ+e+nWbucZa9AZx0c\nHDgA4Ysw6RRqTBa0PzfAAf8glrJGZTgg6Ao3lGlqs1sw/Sno7kXvDuq1/CsvLNT0ATQ7zbSdDHGk\nLs12ay8ruRKTThdqrUZK+Ul848+o/ibVfQq//XgwYmBZW8nPM5nzLtzI7Z/6MHfc8lHu/PVdhMNh\n7r3nXp569Cn+9l//Z9HxSmns2npylkWub/RWRiybdjsImC00TU5j4alys78JHadrTI3UzR+6hbde\nfD3PbnuGnu4ebrz5HSXPlaBJCCGEKE+5V8orgBuAm8c8rgh2zsxu9DEtBv2DXxYCptzVl2Iuu2DW\nA6OJLBtR17SfdlxKb9EbMMlCq/H1kdKDeBNWgpAOgq4aq4Z+f6BoG9RsienpbfWbT0op7Nry2qsv\nWbKE3t5eurq6qB1zzgMPPMDnPve5uVjiuHQ4THT9Brrv+zn+4CCpA/uJrFxFSNk0ddm07wiSuNUX\nv76wVWpsC+y5EtHhYDByPnu5PFXHc3SzP9JFzvjocWYnZU2ObIkao55cT6H9eJsJur6pl3YBYCJh\nzPriZi3nZ1dwhJ28vCzFdd2niFfVQIlgxgBJP1lyqGs5TC5H195XUPnMkFmxZMKh0BO5/dMf5sVn\nX+Qtm97MBRefz7bfPsH/uusbxOLjr82qqgGlhtvM2zZ2dS3tySDAb3aaRt28mGxr3pCQDhHSDml/\nuFnKkuVL+MWTv+Dg/oMsW7m8qD4LIKxDFX+zRAghhKgU5d6y/SuCduFXAJtG/Lkg/98Fp555Gb3v\nMAC5G67GXHlhyYApTpRaqrHHixctG6u6FruuAbu+Ebu6Fsq8sx1VYVoJLhRfNYfHPW4HB/DxsbE4\nK7q++GtRijq7dtTHTXbjhNsNZ+JMu9uslGLjxo0888wzox4fHBzk6aef5vWvf/38ricUxq5vwGkO\ngurBl18sPNf32G+DmqZYjPi5GwuPT1a3NVtsZWMpCyufbVpVFQTxqZDhQOrAuLOTxjO0NU+jacoE\nX4N+IR80bVhd8nfynKYLsbKGjKN46fhT4zaDAIpam09FdqCf5IG9wVoa69B14w/rnYxSiq98+6t8\n9dtfZfX6Nfzk4XvYeNH5k55nJapxmltwmloINbWgwxGOZoIbPVNtAjFSQhdv5WxbtphLrryU1iWt\nJc85HW6WCCGEEJWi3NuMBvgzz/MmHx60QPSjz4Dj4G90MZvOGucoRS1VOMomYaIc4cRwMT6A0qM6\nygEQBicSwaSSmGw2qNHwc6NeUzkhlG1hcjnWJJdy1HTgmQO8xVxassj6ResA+OBG15W8MKrSiaI7\nwCEdImEl6M31TeG7MjlFZc5nmqnNmzezdetWrr56eNzXY489xnnnnUciMT8ByRAdCqGUJnr2OWSO\nt9P/9JMkLrwYk83S98TjACQuvgyVrzmZrDvgbAvrMJlwBPr7qF25nubj2zjerNnV/QorIyuK6pom\ncii/NW+R04yd8eFkJ6o9aHJgzilduxezYmw4HOfFxQM8tOgQ5yYHGO//0OAMgqYTA0fwDx5GA2Zp\n64w7EyqlOO/CjZx34cbJDx553pjsVqmgKaSdKW1DTFgJOrNdRYO3Jz5HhtkKIYQQ5Sr3Xfl/Ah+f\ny4XMlMr5mJoq/LcUD28cEiOCkw9GbGXRyOitW3Zt3eiAaei1LRsdS2BV1+IsasFubMKua8RubMJp\nacVpbMKurcdpaOKcxgsB6KKXY5wa80LBt3tvJqjvOC96Tsl1jjePptaumfVsU0RHzsgZLVdddRVb\nt24d9dhC1DMNUeEwicuuwKqtAz/Hqbvv4tSP7gJjsBsaqXr98M/tfDSAGCmiwqhQCFAQCeN2BD9/\nXihfG5gqP9tUGGqrmwGDejGfZUrEMCuG52apMb9nV/W56JyhO+7zWG47/pi5XEMyJkt6CttUsyZL\nT66Xjuwpevo6UAfzX9Oy1vzXvLAGcgN05YJ6pJYRQdNU24Dbyp5SB8ywDuGo4n/rhBBCCFFauVfL\nW4D/4brucdd1t7uu+8zIP3O5wKnw37oZSgxvHFLD6IvRmIoQJ9iioqOxUXOSxqNQaCeMjkTQTrho\nVtKS0GJq8h2+dkZPYFfXYiWqsKpqcBYN1zyFVYj10eJ6pqiOFGqZxnKUQ9UsDfgccqZu0bn88svZ\nvn07/f3Dc4W2bt06b/OZxtLhMDoUou5tQUF+5ng72Y6TANS9/V2FLBPM39a8IREd/BwPBRHrQqsA\n6KjOcTJ1En+CdtkjGWM4nAk6R7bm65l0vl7LbFgNWgMq+F1oWoTdtKhQS9XQsoZLnwoyuA+b5+jI\nD4UtZdAvbz1pP83h9FFOZjroHDwJ7cdQmSAYMyuWTrueaTYdSAcNYRSKJaG2wuPTmZuWsMr/uYmX\n2M4nhBBCiPGVGzQ9Cvy/wNeBHwP3jPmz4Px1KzBrl4/7fBVxwiW62dVRhdYOVk15TQYmo5RiQySo\nU3olvRsdT2BV1WAlqkZ1GtsYO7fknd6aSVoqN9j142aipiNmnVn1TENisRibNm3i4YcfBmDPnj3s\n2LFj3uYzjTXUpS2yZi3Vm7fgtLQSWbeehpveF8xxGjpunrfmAYRUCAWFroSLl55LdCA/dPbk80VD\nbsfTletmwA/aarfmaoNZaceCwNCsDwIxHYsXBjZr2wlqBgHqqtn8bIh4vyGjcnyv9ydkTOls06CZ\nPGgyxtCeOVYYiGtSSdSBIKAziRh6UeNEp3Mic5IHex7mpcFX8I0/4bEzsT8fNLU4i0YFSqX+rZpM\nXMewysway9Y8IYQQYmrKutXqed4Xx3vOdd3ZaRc+Q/4bLx73OQebOkoHI7ayaGpYQaeafq3EWGdF\n1/N4/xMczbRzLHOcRU4zAE/2Pw0ERfJvrCq+eLeUnnSLjVKKRqeBaquKLDkGcgP0+X34ZirVDAFH\n2Wf0Fp2hLXpvfvOb+drXvsbtt99ONLowQeLI9uHVm7dQvXlLyePmO8sEoJUmpEPkwmHoDbKu63dF\neHZViucjB7ksl8XPZkpuXR1paGuehUWzqUXtfAkAEw7B8iU0qwaS1dUkGQ6GdDhoeW5SSSIti3n3\nPXv4zi0h2v2T/Kzrl7yj7oaiz5MqI9M04A+M6u6XGxhAH8wHTUtbC23Wx8qZHD/p/CnPDGwv1Ac1\n2028v+G9o9qBz5Z9qWBaw/LQ0sJjVv7/x1QppYjrOD253gmPk655QgghxNRNq5jFdd3Fruv+D9d1\n91IhmSZi418M11ODHmfqvRVPUJdYNKt3XleGlxcyRj/r+iXGGHpzfTzU+wgAm2IbqbOLO3fFdKxk\n44hSQjpETEdpdBpYEV7OivAy2kIt1No1tDjNLA8vnbQGaio1EKejLVu2cNddd/H000/zne98hzvu\nuGPB1qJsu6iOpxSdmL+huyOFVRjthCDf8OH8zEoA2mszHPWPY5KTByqHMkHHyEW6AVtZKC/fqW7t\ncmqtGqqqmmiLLqY1tIiQHrEdsToYMG2WL2btqz6bHw3ClSf6n2Zval/R58kZn5Q/cfare0Tg4KeS\nkM2gDgRBXVDPVPr/xf09W3k6HzBF83VFx7Mn+N6pu8bNfE1X1mQ5nA6+Z8vDw+MJwmW2Gi+lnH/H\n4mfollwhhBBiLpUdNLmuq13XvdF13f8C9gG3Av8C4wwjqhAWFtFxLkKU42DXB7UXTXYj0XG6yIV1\niLgVw1IW1VbVpHNiLGVxfU2QgNudepWtvQ/xrZP/h14/6Hz3xuorS54Xn0HgppUmoiPU23XE8mut\nt+smrIE601qNj3XllVfymc98hiuvvJI3velNLF26dPKT5tBkw2p1KDzjjm7TNbQ1bGiL3rK2c2k4\nFWxLe7Zve1l1TQdSwVazJTRBMoXKjwBQ7mqqiWPnt8BGdZRaq6ZwnrYdlBPCLA9qejY/kKIlGzx/\nT+fPyJripp0T1TWl/TTJEc/7A31w4hSqL9g6aFYsQTnF3+cdgx4P9gbbOS+Kb+JP2v6YDzS8HwW0\nZ47zq+7fTPo9mIoj6aNkCbJhIzNN06lnGhLREewSw7JHOlPrGIUQQoi5NGnQ5LruStd1vwQcAv49\n/98M8BbP8/7O87zjc7zGGami1AWCQocjhFraUPmhj0opWkMtNDmNxHSUkHYI6xDVVhVtTiuL8tmb\nRqeBZrsRa5ILk3OiZ7E2HAzyvL9nK0czx1D5vE+DXV90vKV04c72bKqza0tm2ZRSZ2Sr8ZGUUnzi\nE5/g+eef56tf/epCL2fSWiWramGyTDBcQ6Pz2xdVbQ0X7Aou3l8IHyaV6sfkxp84kDXZQrvxpaYZ\ntXs/yvcxWpNYcxZWOIKyh7eEjQ0MrGgMGusw0TCWgRv2LEERZHm29T1V9PmSEwRNQ93oAEwui59M\noXYHHStNPIZa3Fb4XRziG5+fdd8LwBJnMTfUXo+tbNzoWq6sCuZ6PdL3GEfT7eN+3qnanw625tVY\n1dSOmMs2k6AJJm4I4ShnWlv/hBBCiNe6CYMm13XvB3YQDLH9Q6DV87yPALmJzqsISmElqqmtXYxV\nVY1VVY1T30h4yTIiK1YSah0OmEaqshK0hBaxJLSYxaE2Gp2Goi1zWmmanImHzSqluLHubSwNLSGs\nwlhYvKvu7eMeH9XRsrfmTYWlLBrtBhqdBlqc5sKao+rMbDVeypo1a2hpaZn8wDk2Xh0NgFIavQD1\nTENCOoRSChUOQ/6GwPnZFWjfkHR8XjR78AfHr/s7mmknSxBULVW1lCeUAAAgAElEQVTNw1vzViwm\nHqkpaqPuKGdU0wIVi4HWmCXB/6elu/rZqF0AHuvbVtSMIWmSJRs0pP00fbnhjom53h7AoHYHAYpZ\nsxQVLg4avOROOrLBiIB31L1tVM3PNdVX0WDXYwhugJSjM9vF0/3P8kTfU4VmFGO9mt96uCw0OgMa\nmcH2PCg96HZIfJIsuRBCCCFKm6wa+GrgLuCfPc97aB7WMyuUHWy7S4SqicxB8TYEW9uanEaOZ06O\ne0y9XcdHm28HgjvZEwUpc7lVbuSd52aaSJvMpF36xOzToRBKWxi/+CLaqq5G6YUNYsMqRNKk0JEI\n/mA/iRVr2bBjBy+dZbEt+zybBs4udL4ba39+a14VcWr8KGpXkNlR7mpCykHHii/WwyrMgAkCMaU0\nOhLFLG6BXftRB9u5hOvYjsepXCe7U3tYFxkejusbQ3euhzp7dNfLocAHwM9m8AcHIJ0ermdavRyr\nxBbIh/uCIcMrwytoC7WOes5WNldXvZEfdP6YV5Ieh9KHWRJaXPQaQx7qfZhfdt9f+Hhncjc3N7x7\nVCDWl+tnV3IPAO6Ir8tR9oxvZoR0iLAOkRozz0ox/gw4IYQQQkxssnfnc4BjwE9c133Vdd3/x3Xd\nVTClwfPzStkOdkMjlu2U3AY3mxJWglq7ZvIDYdILofnaKhe34vkte6+NLFOl0SXmiCmlCs0QFlJo\nzBY9lrRw6fPBz8kxq5t92YPjDp0dmje0VDWj9x1BpYIL9oi7HuU4JWu1xm5D0+EwLA0yTaqji9Zk\nnGV2EJw83vdk0fndue5RWZy+XN+oWqdcd7BNT+07HAy/BszqpeCMbgJxJH200HDiisSlJb++jbFz\nabKDGzAT1Ta9PLijEDDZBBm7l5M7+G7H90dlxp4beAEfn5ByODu6ofD4TLfmDSk1h6nKqpKueUII\nIcQ0TXjl7Hney57nfQpoA74IvAnYBcSBt7uuW1mdBJTCrmtAaYs6q25eLhAm2gpTLkc5cjHzGqFK\nDFDWiaqSW0Xn26hmELYNWrMsuozW9uBif5v/Ev6IYcFDjDGFJhBLWYQaGmjb2kSspgkrVvp3JDIm\nQFBOGLN4UeGOjDp0jIuss4Fg+1x3tnvU8b4xdGRP4RufjMlwMtsx/NzgACYdBFBqZ5D1YvEiiMeK\nWqc/ks8yNdj1uJHigdMQ3PS4pjoYjLwrtYedyV1Fx5zMdPCDUz8CYInTxv9Y/NnCOV5yFw/3PVo4\n9tmB7UBQ+zgyUApNYz5TKQkrPmr7sIKyb/AIIYQQolhZ6QbP85Ke533b87wrgPMIhtz+GXDUdd1/\nmcsFToWVqELZNpbS87YNJaRDODMMeMbr2ifOPFaiCmUN/7wobWHXFrefXwgjB6raQ/VVa1dy6ZNB\nNmeH2c+p/mNFDSE6c530+EGL76UM1zP57iqihNHR0nU0Y1trK9uGaBSagwyxOtTOhuxSwiqMIcjY\njNWX6+dA+iDt6WOFWWXGz5HNZ5nIZlEv7cqvZyXKHh2U9OR6eX7gBQAuT1wyYQb2nOhZhfqjn3fd\nNyrLlTVZvn/qblImTVzHeX/De3GUw9XVb2RTbCMA93X/hldT+9iTfJUjmaChxAWx80d9jrGB5HTZ\nyi5krxXQ4DTIjRkhhBBiBqa8R8vzvJc8z/skQfbpU8C5s76q6bCtwoybuI7PSVOF8cx03tGZ3sVO\nDFNaF9rcA9h1dRWRZYLhZhAAKhoDZWHWLOPcl3xi/QajDE+al/D7+0ad99JgEMxECNN6NIfqDbJR\n9vp1WNoOmkuUoJUmPKaTmw6FgromgMPt2CjcUNCF8uXB4qAJgoxTJt+W3GDIdnZCPqBR3j5UMhVs\nzTvPRY+Zz7St70ly+ERUhE1jApixlFJcX3MtEHT1u6/71xhjMMbwy+5fcTgT1E29p/4d1IzI6txQ\nez31Vh0+Pt888W2+dfK7QJDZWhlePvz6zF6mCaDJaaTBrqfZaZJaJiGEEGKGpl3YMib7tODseHWh\njfB8XyDMtCOVZJpeW6x4HKexCaehEauqshpyDGWblNJY8RhEIziLW7no2SAIecZ4DPZ3Y7LD2aYX\nBl4CYL1ajuPlW3vXVhNqbkFHJ+4KObYhiQqFMUN1TQfbwfdZr1YAsDe1j0F//A5+ALmursK2PAD1\n3CvBelYthZqqUfOZMibDtv6gnflF8U1l1RMtCy/lwvgmAH7b9yg/6ryH73Z8n0f7tgFBtmpkwwoI\ntj3e2ngLjXYDPoYcOeqsWm5tuGVUZsvRzqzWGtrKpsauntH8NyGEEEIEKq4bgOu6N7mua1zX3TyV\n84YGh4Z1aN7nkERUpOQspHIErZcrI9Mg5o+VqKq4gAlGNyIYqr/y167g4qezaB8GSfGc75E5dRKT\ny9KZ7eRQJhhie7ZaOVzPtH4lYRUabioxjriOjxrGqkIhzLJgyK1KZ+DYSVZlF2Fh4WPYMbhz3NfK\n9XThD46ouertG241fv764LERTSC2DzzPgD+ARnFZ4pLJvjUFN9a+lQ2RoB360wPbC9sGz4uew1tq\n3lTynEVOMx9v/gM2V13Jptj5fLT5wzQ7TaOOGbtdUQghhBCVo6KCJtd1m4G/Ak5Ndux4qiYY7DhX\nlFLE9PSyTZJlEpVk5Iwg7YTAsjFnraGmF855Ocg2PWieJZUdJHPyJNtPPhGcR5hVnXHUieBX13dX\nEcYZt55piFJqVGZYOQ401GISwXlq/xEixmK1E2xjK1XXBJDt7iI3Ztugfvw5lDGYcAizfhVoq9AE\nwhjDI71BA4izo2dNqUmCpSxubng3VyYuZ2loCYvsZq6veTPvrf+dCeuGQjrEtTVbeHf9O0iUyP7I\nNl0hhBCiclVU0AT8M/D3QO90TtZKkdALMyA0Ps2gabYKv4WYDWO3qFmRCNRVY5Ys4poHslg+9DHI\nY+YFBnP9PJV9EYANajn2jn0AmGgYlrURceJBc4dJVFlVhU5vChVs0RvKNuXnK60zQQOG3ck9RcNi\n/YE+/IHRARMDg6gng7WZSzaC4xSy0QC7U3s4nj0BwBWJyyZd41iOcriu9lo+2nw7n2r5GFdUXTbj\nOsrwLNYzCSGEEGJ2VUzQ5Lrue4Fa4BvTfY1qq3rB5g9F9cS1G+ORu8uiktjKHr1dLr+9zj9nHfVd\nhkueDtqP/9Zs55v+T+mkF43mIjagn/MAMO4qQjqEFS+vlsZS1qhmKjoUwizPB037j4AxrPGDOqeU\nSRdmQgH4mTTZntGtyAH0Y9tRmQwm5OBfGnSvGwqafOPz654HAVgWWsLS8JKy1jmXLKXnfVuxEEII\nIco3bz1oXde9GfinEk91A5cBfw1c5XmecV13Wp9jITtEaaWJ6Sj9uYGyz7GVJW2ARcUJ6zDZ/M+x\ndsKgbczZazD3PszmB9O8fH4NXU6KE3QBcL26nLZjBnU8mJPkn7+BUBlb80ZKWHEG8k0elDMiaBpI\nwslOapvqaVS1nDRd7EruYWV4BSaXJXuqA8yYWdvdvahtzwNgLjoXovnW26EgaHpmYHsh8Lq6+o3T\n+RbNurDcPBFCCCEq2rxdsXuedydwZ6nnXNe9G/gbz8u33pqGart6wQOQuI5NKWiSLJOoRGEVpp/h\nn2MdieD7WcyqJcT2HORjPwjz8Ps2sJ1dbFRruVCvR29/CABTVwPLWgmr8LitxkuJ6RhKKYwxQV1T\ncwMmEkYlU6j9RzBN9ayijZMEQdM18TeQ6zwFfq7otfS9DwdZpmgE//ILggctG2XZdOd6+GX3rwA4\nO7qhqNPdQonI1jwhhBCioi349jzXdauBq4HPua67z3XdfcAS4E7Xdf+o3NcZ27p4IcR0DGsK2wMl\naBKVaGydnY4EP6fmsiAAib16nKsPtvKH1i1s0RdCNod6Idia55+/HpQiEquZ0nZVrTQJHWznU5YN\nljOcbdod3EtZo4JtdIczR+g+vh+TzRS9jtq5D/3KnmAtb7ocYsG2Px2O0JE9xb8e/yYD/iAh5fC2\nmreUvb65Jv8WCCGEEJVtwfeGeZ7XA9SNfCwfOH3Q87wHFmBJ06aVpsqqoitbXGMxlmL6zSOEmEth\nFS5kfYAgY6QszKqlmNYm1NET6Iefxl+xOHj+sWdRgymMUpjzgq21kejUt8o22PVkTJakn0SHQxh3\nJXh7UXsOQDrDCqcVC00Onz3mEOepNaNfoKcPfc+vATBLWzDnbwAga3I86W/ngWOPkjJpbGxurn/P\nqAG0C2m2h9oKIYQQYvYteKbpTFM9ohPYRKI6KvOZREVSShFVw5kPhUJHwqAU/hWvA0DvOYB68gXo\n6kE/FAyINReeA7XVWFjYsal3sdRK0+I0E9ahoK5p3UqMUqhsDrXnACHlsIygIcQuDo4+OZfDuvte\n1MAgJhwi945rQCleMfv4J/+H3Nv/ACmTJqIifLDx/ayPrpvmd2f2hXV4wRrYCCGEEKI8C55pKsXz\nvBULvYbpspVNzJq8timxAPOkhChXREcKjRkAdCSGPziA2bAaf+US9N5D6J8/CNEwKpvFxKP4V18a\nnOvEUdb0bggEgdMiDoUGGYxHYWkrHDiC8vZiNqzGVcvYa46wyxwiZ/xgO6wx6J9uRR04CoD/9qvx\n66r5lf84j5mg7bhCcXH8dWypvqrkjKSFJFvzhBBCiMontzfnQK018bYfrZRszRMVLTaiBTiAigRb\n9FAK/73XB9v0oLAtz7/ujRAJaqHC0ZnVF1rKojW+lJAK4a9fGXz+nXvB91mnlgGQJMVBjgGgH3gC\n/Vww9NZ//Sb8Dav5kXmgEDCtcJbxiUUf4ca6t00pYHKUTa1dM+dBlgy4FkIIISpfRWaaTndhHSam\no6Pu1I9UbVXPeBCmEHMppENYSpMzwVwmhUJHo8EQ2XCI3O++Hf3YdkxVHLN6KTQMlyVGYjOvFQrp\nEG2RJRxd303uvkdQgynUS7upP3cdTdRygi48c4CVT3egH3oSAP/cdfhbLuNR8wIvmlcBuNA6mxub\n3zWtrbBNTiMRHcEYQ8ZkSPnpGX9dYymCGjIhhBBCVDbJNM2ROrt2/Oes8Z8TolJEx2SbdGzEx7Eo\n/pbLMBefNypgQttEwrOTmbEjMerrluGvWxG89ENPgu/jquUA7EztDrYIAv7KJfhv38IBjnG/CYKo\nc9Rqbqy5floBU9yKFbbNKaVoshvLqlWcKqlnEkIIIU4P8m49R8I6XDRsV+ezS5JlEqeDsVtItRMG\na+LktBWJ4ChnVj6/jkYIKwf7ja8HQJ3sRL24q7BFryM0yKE2MIsa8d97PRnL8BP/IQyGRmq5wXoj\nOjb1bbCKoJPfSCEdImaV/1qW0tTaNbSFWlkaXkxYl+6OJ/VMQgghxOlBgqY51GDXFy6WtFK0OC0L\nvCIhyldq7pgVmziLFE7UztpNARUKo5Smpm0VvhvUNun/7zcs+/F2mk8E7dAffGOE3PtvgHCIB82z\nnKIHheJdejOxRC1qGvmhqBUrOSh77E2Q8VjKYnGojXq7jogO4yiHRU5zyRluQ7OphBBCCFHZJGia\nQ0opWpxFtIQW0ea0Fg0NFaKSKaWIj7mo1/E4jBMUKSdMJDR7QYBSChWJECMCb7oSU51A5XLYL+zi\nDY8Eg213rDIcS6TYZQ7yiHkegMvUObTpRej49DpUVuvS50V1lJCeOIsW/M43FwVdtrJpdVqwR2wV\njOkooXEyUEIIIYSoLBI0zTFLWXJxJE5bVWNa4yul0dHSgZEVj8/6kFYdjaKUItLQTO6jt+BvOgtT\nW8XZ9ZuoNcHavuvfy/f9+/Pb8mrYrF6HXVODmkatkK2sCbfhTZZtqrNqCI9zcySkQ7SFhm+e1Ngz\n6zIohBBCiPkj3fOEEOMK6zAh7ZD2M4XHrHgCf6AfMMMHahsVjY5buzNdVjRGlg4ihBmIhPFvuBoI\n6o62+E3cbbbSQz8AtSS4VV9POJJAR6fX0n+y+WkJneCU6sQ3pui5kHaomWTcgK1s2kKt9OX6ixpt\nCCGEEKJySdAkhJhQQsc55XcVPla2jVVdQ65n+DG7Nqgfmu322cpxUI5DOF0cjJ2rV9NkannW7KTH\n9HOtvoTaSAN2XX2JVyrPZJkkrTTVVjVd2e6i5xrthrLruSptwK4QQgghJiZBkxBiQgkrwals16jH\nrHgC/By5gQF0OIwOB13z5qJ9thWLE85kUEZj8Ec916IauE5dBoCOJbBqaqbV/AGCIbOlGkCMVW1V\n0Z3tHplno9qqkk54QgghxBlMapqEEBOylV0yILCqaggtasWuDTI7s701b8jQVrsI472+wq5rwK6Z\nXre8IWPrt8ZjK5sau2bExxb1dt0EZwghhBDidCdBkxBiUuUEFLO9NW+IjkRQlj1u0GTX1aEjM6sP\n0koR0+XXQdXbdcStGGEdojXUIgNqhRBCiDOcvNMLISYV17FJ63XG6xo3G+zaWqKUyHZV16Ij02v6\nMFK1VT3lwKfZbqLNaZ21Yb5CCCGEqFwSNAkhJqWVJj5BJkYBoTkMHnSiirATxWH4c+hoPKitmulr\nK0XtJF3vSlFKzdogXyGEEEJUNgmahBBlmagdd9SKzekWNaUUTkNDfg0KK57Aqq2dldeusWpke50Q\nQgghJiTd84QQZYnpKLayyJpc0XNVeu5baOtojPql6+gb2I+yZuefLktpaiwZMiuEEEKIicntVSFE\n2Uplmyylp9REYSYc5RBxZu9zTaeWSQghhBCvPRWTaXJddwvwFSAG9AIf8zzv0YVdlRBipBqrumhG\nUcJKzGttT0InSPmnZvw6WinJMgkhhBCiLBVxi9V13SXAD4GPep63Gvgb4OMLuyohxFiWskZlmxTB\nYNf5lLDiM5jGNPQ1xKm36yXLJIQQQoiyVEqm6VbgIc/zHgbwPO9O4M6FXZIQopQaq5reXB8A1Xb1\nvLfctpRFVEcZ8AenfK4CFjnNROawPboQQgghzjyVEjRdABx3XfeHwHnAXuCPPc97oYxzLYD29vY5\nXN7ssW2bQ4cOLfQyhJgR32Tpynbj2BaDamDeP/+AP0BHZupb9Grsak5aJ+ZgRWI+bdmyZQVwyPO8\n7AxfSt4/hBDiNWQm7x/KGDP5UbPAdd2bgX8q8VQ38CpwFnAVsBv4PPD7gOt5XnqS170C+O3srlYI\nIUSFW+l53r6ZvIC8fwghxGvStN4/5i1omojruj8AejzP+1D+4wgwAJzved7zk5wbBi4CjgLFvZCF\nEEKciWacaZL3DyGEeE2a1vtHpWzP2w2sG/Gxyf+Z9AvyPC8FPDxH6xJCCHGGkvcPIYQQ5aqU1lHf\nAq5zXff8/McfIdiyt3PBViSEEEIIIYQQVMj2PADXdd8PfJEgw3QEuMPzvBcXdlVCCCGEEEKI17qK\nCZqEEEIIIYQQohJVyvY8IYQQQgghhKhIEjQJIYQQQgghxAQkaBJCCCGEEEKICUjQJIQQQgghhBAT\nkKBJCCGEEEIIISZQKcNthXhNc133W8AHJjnsNuDfxzyWAw4BdwJf8DwvmX89B/hL4FagHngG+ITn\neU/P4rKFEELMo9l+r8i/pg38PfAp4DbP87415nNWAV8B3gFEgYcI3k92TfsLEeI0JJkmISrDp4DW\nEX96gH8Y89ij+WNvG/HYOuALBAOhvzzi9f4x/9gfAecAu4H7XNdtnuOvQwghxNyZ1fcK13WbgF8B\n103wOb8FvB74HeAyoJfg/SQ6O1+SEKcHyTQJUQE8z+sGuoc+dl3XAH2e57WPeCyS/2vXyMeBV/PB\n0F+5rvuHgAI+DHzR87zv5c+9DdgP/F8EGSghhBCnmdl8r8hnm94PdAG/S5CJGsV13XXAu4DrPM97\nIP/Yh4CjwPuAf5vFL0+IiiaZJiHODC8AFrAUWAOEgEeGnvQ8Lwf8ErhqQVYnhBCiEox8rwD4CUFQ\n1D/O8VuADLB16AHP83qAp/LPCfGaIUGTEGeGlYAPHGQ4g5wdc0wHsGo+FyWEEKKijHyvwPO8fZ7n\nmQmOXwMc8TwvNebxvcDauVmiEJVJtucJcRpzXVcDFwGfBf7d87yk67qvErwpvo4R2SaC2qaq+V+l\nEEKIhVTqvaLMU6sIapjG6gOqZ2l5QpwWJGgS4vTzPdd1c/m/h/L/vRP4DAR73l3X/T7wWdd1f0uw\nHeM2ggLesXcLhRBCnJkmfK8QQkyNBE1CnH4+A9yf/3sOaPc8b3DMMXcA/0HQajwH/BdBy9j3zNci\nhRBCLKhy3ism003pjFINIxpSCPFaIEGTEKefds/zdk90gOd5ncBb8+1ks57ndbqu+8/Ai/OyQiGE\nEAtt0veKMuwC2lzXjYzZ0rcW2DHD1xbitCJBkxBnINd13wXs9Tzv2fzHYeBG4I8XdGFCCCFOJ/cR\ndNu7hmDHAvm25ZuAry7guoSYdxI0CXFmug1wXdf9PaAT+HPgBPCDBV2VEEKIiuG6bj1BvdPQFrwa\n13VbADzPa/c8b5/ruv8B/KPruh0EM52+TJCB+uFCrFmIhSItx4U4M90GPEcwm+kpgoG3b/E8b2wb\nciGEEK9dPyIYVOvlP/5K/uOjI475CPAb4GcE7ydZgmG3mXlcpxALThkzUXt+IYQQQgghhHhtk0yT\nEEIIIYQQQkygYmqa8vtqvwFcCmSAb3me9+cLuyohhBBCCCHEa10lZZr+HTgOLAMuAd7kuu66hV2S\nEEIIIYQQ4rWuImqaXNdtA/YDbZ7nnZjiuTawBDgkRe5CCCHKJe8fQgghylUp2/POJ8gy3ea67q2A\nD/wvz/P+pYxzlwB7f/3rX8/l+maNUopKCFSFEOI0pmbpdeT9QwghXlum/f5RKdvz6oBmIOV53rnA\nrcDfuK77poVdlhBCCCGEEOK1rlKCpi7AAP8E4Hne8wTzAK5byEUJIYQQQgghRKUETbsBB4iPeMwQ\nDFATQgghhBBCiAVTEUGT53ke8AjwOQDXdVcA1xNkm4QQQgghhBBiwVRKIwgI6pj+zXXd/UA/8Cee\n5z24wGsSQgghhBBCvMZVTNDked5e4OqFXocQQgghhBBCjFQR2/OEEEIIIYQQolJJ0CSEEEIIIYQQ\nE5CgSQghhBBCCCEmIEGTEEIIIYQQQkxAgiYhhBBCCCGEmIAETUIIIYQQQggxAQmahBBCCCGEEGIC\nFTOnSQghhBDiTHAq20naT1NlJYhb8YVejhBiFkjQJIQQQggxSwb9Qbqy3YW/N2KoshILvCohxEzJ\n9jwhhBBCiFlyKttZ+LsBOrId+MZfuAUJIWaFBE1CCCGEELNgIDdAyk+Pesw3hp5c7wKtSAgxWyRo\nEkIIIYSYBf3+QMnHe3I9GGPmeTVCiNkkQZMQQgghxCwY9AdLPp41uXEDKiHE6UGCJiGEEEKIGUr7\nabImN+7z4wVUQojTgwRNQgghhBAzNDBJJinpJ+dpJUKIuSBBkxBCCCHEDA1MkknKmCxZk52n1Qgh\nZpsETUIIIYQQM+Abn5SfmvS4Qck2CXHaqrjhtq7r1gIvAb/yPO+DC7wcIYQQQogJpU2acnrjDfqD\nMuhWiNNUJWaavgpMfrtGCCGEEKIClFuvJJkmIU5fFRU0ua77NmAN8B8LvRYhhBBCiHIkTXryg4Cc\nyUldkxCnqYoJmlzXrSPIMt0G+Au8HCGEEEKIspRTzzSdY4UQlaNigiaCgOnrnuftXOiFCCGEEEKU\nI2uy5CaYzzRWqsyslBCislREIwjXdW8AVgEfXOClCCGEEEKUrVQ9U8Zk2Nb3FAbDZYmLsdXw5ZZk\nmoQ4PVVE0AS8lyBoetV1XYBawHZd1/U877IFXZkQQgghxDiSY4Kg/akDfP/U3XTlugF4YeAlbml4\nD3V2LQApI0GTEKejigiaPM/73ZEfu677BWCFtBwXQgghRCVLm8zw3/00/9nxA3r9XhQKg+FQ5jDf\n7biTO5r/AKUUvjFkTAZHOQu4aiHEVFVSTZMQQgghxGklPSJz9Ejf4/T6vWgUH9Y38h59NQBHMu3s\nTu0pHFcpW/QG/EF6cj0LvQwhTgsVkWkay/O8Lyz0GoQQQgghJpI1WXwTjLXtzfXxYO/DAFykzqJN\nNdJqGlhCM4c4zm97H2VtZA0QNINY6BG3HdlTdGeDgGnAT7LIbkIptcCrEqJySaZJCCGEmAVZk6U/\n1z+lTmri9Jb2hzvhPd3/DGmTJozDG9QFACiluFyfC8Du1KscTbcXnbcQsiZLT3Y4wzSQG+BE9uQC\nrkiIyleRmSYhhBDidNKRPUVPtgeT/7jerqU2X/gvzlwj24e/MPgyAOeo1cRVpPD4epZTRxWd9LJ9\n4HlaQy2j6qAWQle2u/CzOqQv109YhamxqxdkTUJUOsk0CSGEENNkjOF45gTdIwImgFPZLk5k5M79\nmS6dD5pOZU9xNBNkkc5SK8EYOHIMjp1EK816tRyA3cmgrilncguWkcyZHL253pLPdeW68I0/zysS\n4vQwaabJdd0w8B7gTcC5QBOggBPA88B9wA89z6uMqkYhhBBnBN/4aFXZ9/ZOZE/Sl+sv+Vxvrg9H\n2ZJxOoOl/SBj9OLgKwBECbPSG8T6+bdQvf0YwL/qElZdsZjHeJGj2WP05fpIWAnSJk1URed9zUk/\nWZRlGpIzPn1+H9WWZJuEGGvCdyPXdT8C7AO+DMSBnwB/DXwJ+DEQyz+313XdP5jTlQoxD4wxZE91\nkDneTrbzFMaXO25CzDff+BxNt7M/dYDObNdCL2dcJzLjB0xDTmW7OJJu50j6aNE8H3F6841PJr/N\n7sWBYGve+nQbzo9+jeoNfi4UYG3dxspf7sLKX3LtTr0KDAdc8y05yZyo7mwPxowXVgnx2jVupsl1\n3R8Ba4FPAz/wPK/k1aPruoogE/V513Wv9Tzvd+ZkpULMMWMM2RPHyA0M5B8ZINfbi9O8CB2JTHiu\nEKJYV7abpJ/E0Q51Vm1ZWSNjDO2Z4yT9JACd2S4sZVFtVc31cqekJ9dDb66vrGOHvpajmXYWOc3E\n9PxnF8TsG6pL6sv1cShzGICzH+tEZTKYWITc+25AP/E8+sGb2s0AACAASURBVHmPyJMvs3TzYv5/\n9t47TK7qvv9/3Ttlu7Y39YI0CFWEhBEd0XsvphkMwXbs2I7thMT55ZvEdnBwXGIwuIANGIPpBgQI\nJNERCFFVkBh1rbRtep+57ZzfH3d2VqvtVQLm9Tz7SDt7y5mZe+85n/b+7C4Isj25jYXF83MG11jT\ncT32hiFNkiJFqaNkjEaUJ89ng75msG3AkV6v99HeDCYAr9crvV7vY8Di7D4HlYSVzHn1ElaCiBml\nzfDhNwJ5L1+ePrEi4f0MJhspLPS2VqzkwBZHefLksQmZYUJmmJRIEzVjNOstA6rh8JuBbou6gBEk\nZIZHa6iDRhMaQSM06P2klIQPofeRZ3h01DPt0fcCoEqF6WvtuiZx5gkwoR5x4anI+hoADttg1xFt\n13chpcztP5YIKQak3Be1omMwmjx5Plv0ajR5vd5bgRc8Hs+lHo/H0d+BvF6v4fV6/2VERzdIMkLD\nb/jJiAwZoeEzAvakbaWIWwlajTZiVpyElSBgBGnWW/JN3fIAIA0DKxbFkqKHIliJGfAjjYOrdiSk\nQBNavkg3zyFPwkoSMbsuugxp0ma093n99pXuFjGj3Y55sAiYwV5rQvpDE/pBl5vOMzJ0fI97tCYA\nGsNO3AbISY3IebPsjVQV6+wTAZiZNZpiMkHQDB4UoykjtQFdu5rQ847mPHkOoL9cCT/wILDP4/Hc\n5vF4po/BmIaElBK/EejzYSClJGAE8RkBYlYcTegEjNCAUyzyfH7RQ35aRYC9tLGXdiIy3iWnW0qJ\n4fcdtDzvhJWkSd9Ls95Ku3HwxpEnT3/0FU3RhE6b0Y52wGKsQ4Guv2dx2IpgSnPExjoUElYSbZhG\nT6wX5bI8XRE9OrEOHTrS8zqMpinb7QipOHI27N8kdsp4xOwZNLRLnNnLtyXZhJByzK/n/lLz9ifv\nVM6Tpyt9Gk1er/caoBH4MbZ63laPx7NyoNGnsSQuEkPOD/Ybgbzh9AVGmibNqX1ksBdyEkmEOBG6\nXhNC1xCJsV/sRMwIPsOf6zqfFpl8E8I8hyxxEcfoYyGYERrNeittejsJK0nMitFqtPUrqAC2cRU0\nB58WN1KMVHpdUiTzjo9+CBhBdmtNtBpth6zhZEg7athstAIwpclCOh3I2TO6bSuOWYBDQH27/V72\nZfYBjHm/psFEj5JW8pD97PPkORj0Kznu9XqjwN3A3R6PZz7wVeB3wG88Hs/9wD1er3fnqI5yAMSt\nBIUMvbjWjlLJARcbR80YmtQoVUsodhQP+bx5Dj7JeBCdrOfYF0R9fR3KnlYSUiIXLqJ86Qk4ymz5\nVTMSQS0tQ9nfiziKxK0EoR7UwxJWEqfipMpZOSbjyJNnIAgpCA8whS4l0qREetDnODBKNZZErVif\nBuFAsaRAkxqFSl5gpicyIpOLxmlCx2cGaHDVHeRRdcXusyTYpzcjsA2LyXsF0nMYFBbYG6kOu1+T\nFDCpEVlfw4S2CM0TVFrMdmS2vmgshUH0A5TzYlaMdsPH9IJpOJSuvnAJJETykBNhyZPnYDGoBhhe\nr3eD1+v9LjAeuAU4Bdg6GgMbLGIEmsQFjOCAwtFRM0bQDJGwkrSb/oOmgJNnZIgmfPZ/Wn047nsK\ndfMOlGQKJZUm9fYa2n93J4avHQBpmYj42ESbTGkS6KM5ZsSMEjXz6RN5Dh3iVuKgNewcbUxpErFG\nTv58MGlSXzSCZghpmpiREEbARyIVOuQ+rwNFIKpDgrIkyHkeAJzlFbjqG3DV1KG43KAoiKPn0dhm\nRxhbpR+RTo9pXZMpzVzGAoDP8HNH+++4L/AXftl2JxtTn3TbJ5HPwsmTJ8eguwZ6PJ5a4DvYKXvz\ngYdHelAHk4ARItlHmkjCSnRJD7FrqYJjMbQ8o4CZSZMwYxCJ4fjzMygZDVlUiHXmCYgTFiPdLkQy\nif/+ezH8tnFlRiNjkloTMaP9FuwGzVA+7zzPIYGUksjnWHErbEa6LDiHS77IvmcSVpKMlcEIBxDp\nFNLQMUMBQrHWgz20LnT0WGrSbKNp8l6JdDiQ0yehuAtRi0tRUFCcTpzVNaA6kHNnMd5vL7vSik4o\n7RtTo2n/KG3UjHJf4EFSwlaMDVsRHgk9QbPe0mWfjNAOeh1hnjyHCgMymjwej+rxeM73eDx/A/YB\nNwL3ARO8Xu/1oznAg4HfDPSobpQWafw9eP4zItOnoZXn0CWe8CORqKvetg2mwgKs6y9CHrMAsewY\nrOsvggI3IpUk9PgjSNMck2iTKU3iAywWDxgh9unN+I1APgc9z0EjLj7fUaaR9rhn5KEVOTlUiFpR\nrFgMzK4L9Vi4FT116AhodBg7rYYtMT6hVSAnN4LLiaO8HACX4qTeVUuduw5neSW4XdRWT8Vh2cZ3\ns9aMbuljVt+m7WegvRx/nagVw6W4uKLqEqqdVUgkz4Sf6zaH5IVL8uSx6dNo8tjcjm0oPQrEgVO9\nXu8cr9f7a6/X+7lsOCGkpM1o72I4JawEbXp7r57/aP6h8pkkngpCUwvq5u0AiNOPg4aazg0m1GNe\ndS4Ahq+N2KurATCj4VGd6KJWbFCSxrowiFsJ2g0/e/V9RHqog8qTZzQZqJH/WWSw9+NAEFLmpccP\nICMypPUkItWTgSoI+nYi9EPjM9OlTtJKEhP2dd/QLpDTJqIWFqE6XSiKQr2rjhJHCWWOUoqKx6EW\nFuKY46Hel03RSzcjNG3MUvw7RCdMabIptRmAZWUnsbB4PhdW2PPcPqOF95IfdtkvbsXzzrg8I8Jn\nXQCnv0jTFuBc4HayUSWv1/vW6A/r4GNKi1ajjZAZpkVvw9ePnHlGZA5qgfKhQMJKsldr/sx4pcxM\nirSZxLFyDQCyoQa58PDuG06dgFy6CID4mjfRW5qRljWq0aaUlep/o16wpCBkRvL1TnnGDEMaw5bh\nPlQRUozaMy0fbepK1Iohkr1nbcRlEr29DWkd/IimIQ1ajfbc7w0+iZw+CbXIFnWocVbjVt25v5c7\nylFLypDTJ+VS9FpT+xBaZsxS9PTsGmVbZnvu2ltQPBeAwwpnML/I/v+b8TVdjCRLinwaeJ5hkxZp\ndml72K3tIWSGx8wQF1KMWBZEf0bTiV6vd+7nOarUF5YURMzogAtQo1/gh4ohDQJmwP7XCBIyw0jz\n0M6DTiZCyH2tKM32xCdOOxbUnm8Ja9nRKFVVgCT68kr7tVGSH9eFPiIKXSErnBcpyTMmDEQufCjo\nQh+Teoq+jJeAGRw172i+rqkTIQVJM4lI934tCQQJM47ha0eKgxf56BBUaM1KjVeGBQVKAYyvQyko\npEB1U+Yo7bJPiVqMu6AYpbCIeoedzeB3JRCZzJjIjgspMLMLx/WpTQBMcU+mwlmR2+aksuMBe+7Y\nltneZf+oFctHm/L0Sn9Rc0ta+LLlLUJKImaUJn0vASPYq0GTFmna9Hb26c1DUlrtGFez3soebS8t\netuQjrE/fUqOd0SVPB7PL/vZ7nvDHYjH4zkVuA0oBxzA3V6v91fDPe5YkhQphBSoyqD1NT7z+I1A\nrkhaGBp+/1Yss4Ty4hpcNbUojkOqrRdgp+ap720EQNZWIadP6n1jpxPz1C/heHwF2o5tZHbuoHD6\nDISuo7rdve83BDoKc4dLRzPnRnfDiBwvT57eGOl6H0tavJ14l5djr6GicFTJkZxcdgIljpIRPU8H\nfj1ArVlHuXNc7jUpJX4zMGoGIRxc+fRDjZRIYSUTtkR3HyRIUaoVYQb8uOrqx2h0XelwRrVqttHU\n0C6RUyeiFhWjKGqPrSAURaHEUYJeUkJNzVQgQLRUkgm1k6mZCKPcPkLLSo3rQmdLxgvAguJ5XbZp\ndDcwxT2ZPXoTa5Pv4SmalfubJQUJkWCcYxx58uxP0krSbvgpVouoclZ2ibCCbbC3G/5uxpGQkpgV\nx5BGt3VKRmRoM3w5h1Wb3k6Nq2pQ15+QglajDStr7GdEhqgWprxg6PfaQFf3Rx7wsxi4HLgWW358\nWHg8ngbgGeCHXq/3cOAs4Ecej2fpcI89lkgpv5BNcuNWIucxlZaJGQohTYMwMcxUAsPffsjlsVqZ\nNKmoH6WjlmnJvFwHd8XlxlE2DkdpGezXt0LOno4y3p6kY6+sREqJFR/56OJQPSo9kRaZYaX65cnT\nHxmhjUhktANLWjwQeIgV0ZXoUicjNdYk1nJ/4CEsaY3asyRohoiYkVwqR6vRPqoGE4Ahzbz3PktC\npLA6okxSonh3oT7yPI57H0dZux6ytUwZ7OvNSiUxYwdHrbHjem/Neq4b2wVyynjUomIK1UKKeum7\nVKQWoRQVU1M/M/dacN+naJnRz1LpSJ/dre/JGX1zi47ott0xpUsA2JrZRuiARtKfldT7PGOHKU0C\npq0gnRJpmvWWLjXVVrbUpa+MrbTIEN5vn7iVoM3ovm4MGqFBrY8SIpEzmACksGj3bRvw/j3Rb3Nb\nAK/Xe0pPr3s8nn8e1tk7sYDrvF7vy9nz7fB4PJuxJc3fGaFzjAlxEaecL44nRkjR5cFqhsMgbG+C\nQBAlQWVGxQqHcFZVH6xhdiMVDyI/2oRqCWSBG7nA7q1hG0ud359aWmYbgXoGFAVz2Zdw/OVZ9H17\n0fc2oU6djqyqHrFmt5a0RjxlJ2iG7cl6jBry5vliMdICEC9GV7Fds/ulLy4+kjJHGa/G36DZaOFV\n30qWqYth0uQRPWcHITNC2IygKmqXyXY0yUiNYmXsmpseiggpSGWiOcU8dfU7qG93ihE4mtuRaz+2\n1UyrykmQphL72awWFKIWFIzpeA1pYEoTvxUEJRtpOrERpaCA0j6a3RcphaiKyriSGorCKmm3IBDZ\ny8RMctSzVDrqppq0fQDUOWsp7SFyO6doNiVqCUmR5OPURpaNO6nzGMIgLdK9GoV5vnhEzGhXwwT7\nOWpKizJHKT7DPyCnWtiMELWiOHD0ur0EgkaQ4oKJAxpb1Oycm6QUmKEg0hxe/eBw79BfAcNOz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AdbkoHEykSXEDUOeyU6X9NQrKnmbSidCI1wlpQkNIaTcLBSzN4o5v/ZLb7rqNcy46k7JghukT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\nEWtijrBV7kciSSCG65RBmMLrV80CGOwYwC/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wo4bXt1T87aqQlZUVBnwHPJ6dnf11VlZW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dOnT2fKlCksXrwYU3HSLy0tjblz53Lo0CGkKnxG3sJiQa9Ti3rHTnIoSeU45/E6CxFZwvhM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\nIfosZIRoSDX2eFy+FZclFWK75PP5+NnPfsaVV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "conditions = OrderedDict()\n", "conditions['Non-target'] = [1]\n", "conditions['Target'] = [2]\n", "\n", "fig, ax = utils.plot_conditions(epochs, conditions=conditions, \n", " ci=97.5, n_boot=1000, title='',\n", " diff_waveform=(1, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm not exactly sure what to make of this. Clearly, there's a strong pattern of positive deflections around 150, 250, and 350ms at POz, TP9, and Tp10. There's a slightly greater deflection around 350ms for the target stimuli but in the positive direction rather than the negative direction as would make sense based on Muse's refernce position." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decoding\n", "\n", "Let's try the decoding pipelines to get a better sense of signal to noise ratio\n", "\n", "Here we will use 4 different pipelines :\n", "- **Vect + LR** : Vectorization of the trial + Logistic Regression. This can be considered as the standard decoding pipeline in MEG / EEG.\n", "- **Vect + RegLDA** : Vectorization of the trial + Regularized LDA. This one is very utilized in P300 BCI. It can outperform the previous one but can become unusable if the number of dimension is too high.\n", "- **Xdawn + RegLDA** : Xdawn spatial filtering + Vectorization of the trial + Regularized LDA.\n", "- **ERPCov + TS**: ErpCovariance + Tangent space mapping. One of my favorite Riemannian geometry based pipeline.\n", "- **ERPCov + MDM**: ErpCovariance + MDM. A very simple, yet effective (for low channel count), Riemannian geometry classifier.\n", "\n", "Evaluation is done in cross-validation, with AUC as metric (AUC is probably the best metric for binary and unbalanced classification problem)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.pipeline import make_pipeline\n", "\n", "from mne.decoding import Vectorizer\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA\n", "\n", "from sklearn.model_selection import cross_val_score, StratifiedShuffleSplit\n", "\n", "from pyriemann.estimation import ERPCovariances\n", "from pyriemann.tangentspace import TangentSpace\n", "from pyriemann.classification import MDM\n", "from pyriemann.spatialfilters import Xdawn\n", "\n", "from collections import OrderedDict\n", "\n", "clfs = OrderedDict()\n", "\n", "clfs['Vect + LR'] = make_pipeline(Vectorizer(), StandardScaler(), LogisticRegression())\n", "clfs['Vect + RegLDA'] = make_pipeline(Vectorizer(), LDA(shrinkage='auto', solver='eigen'))\n", "clfs['Xdawn + RegLDA'] = make_pipeline(Xdawn(2, classes=[1]), Vectorizer(), LDA(shrinkage='auto', solver='eigen'))\n", "clfs['ERPCov + TS'] = make_pipeline(ERPCovariances(), TangentSpace(), LogisticRegression())\n", "clfs['ERPCov + MDM'] = make_pipeline(ERPCovariances(), MDM())\n", "\n", "# format data\n", "epochs.pick_types(eeg=True)\n", "X = epochs.get_data() * 1e6\n", "times = epochs.times\n", "y = epochs.events[:, -1]\n", "\n", "# define cross validation \n", "cv = StratifiedShuffleSplit(n_splits=10, test_size=0.25, random_state=42)\n", "\n", "# run cross validation for each pipeline\n", "auc = []\n", "methods = []\n", "for m in clfs:\n", " res = cross_val_score(clfs[m], X, y==2, scoring='roc_auc', cv=cv, n_jobs=-1)\n", " auc.extend(res)\n", " methods.extend([m]*len(res))\n", " \n", "results = pd.DataFrame(data=auc, columns=['AUC'])\n", "results['Method'] = methods\n", "\n", "plt.figure(figsize=[8,4])\n", "sns.barplot(data=results, x='AUC', y='Method')\n", "plt.xlim(0.2, 0.85)\n", "sns.despine()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All pipelines are the same and the mean AUC is ~.62. I'd say that's not great" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "Based on this initial results, I think I'll have to try this again. I might want to try and change the site of the electrode (I just eyeballed it) or try the experiments on a different subject." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }