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@rabernat
Created January 24, 2017 01:48
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{
"cells": [
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "import numpy as np\nimport xarray as xr\nfrom xmitgcm import open_mdsdataset\nfrom matplotlib import pyplot as plt\nfrom dask.diagnostics import ProgressBar\nimport cmocean\n%matplotlib inline",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "ddir = '/data/scratch/rpa/channel_topography/run_taux2000_rb0110_bump'\nds = open_mdsdataset(ddir)\nds",
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": "/home/rpa/xmitgcm/xmitgcm/utils.py:230: UserWarning: Not sure what to do with rlev = L\n warnings.warn(\"Not sure what to do with rlev = \" + rlev)\n",
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (XC: 400, XG: 400, YC: 400, YG: 400, Z: 40, Zl: 40, Zp1: 41, Zu: 40, layer_1TH_bounds: 43, layer_1TH_center: 42, layer_1TH_interface: 41, time: 117)\nCoordinates:\n * XC (XC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 ...\n * YC (YC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 ...\n * XG (XG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 ...\n * YG (YG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 ...\n * Zl (Zl) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n * Zu (Zu) >f4 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 -91.0 ...\n * Z (Z) >f4 -5.0 -15.0 -25.0 -36.0 -49.0 -64.0 -81.5 ...\n * Zp1 (Zp1) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n dxC (YC, XG) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n rAs (YG, XC) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n rAw (YC, XG) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n Depth (YC, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n rA (YC, XC) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n dxG (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n dyG (YC, XG) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n rAz (YG, XG) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n dyC (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n PHrefC (Z) >f4 49.05 147.15 245.25 353.16 480.69 627.84 ...\n drC (Zp1) >f4 5.0 10.0 10.0 11.0 13.0 15.0 17.5 20.5 ...\n PHrefF (Zp1) >f4 0.0 98.1 196.2 294.3 412.02 549.36 706.32 ...\n drF (Z) >f4 10.0 10.0 10.0 12.0 14.0 16.0 19.0 22.0 ...\n hFacS (Z, YG, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n hFacC (Z, YC, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n hFacW (Z, YC, XG) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n * layer_1TH_center (layer_1TH_center) float32 -0.1 0.1 0.3 0.5 0.7 0.9 ...\n * layer_1TH_interface (layer_1TH_interface) >f4 0.0 0.2 0.4 0.6 0.8 1.0 ...\n * layer_1TH_bounds (layer_1TH_bounds) >f4 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 ...\n iter (time) int64 8294976 8295552 8296128 8296704 ...\n * time (time) int64 8294976 8295552 8296128 8296704 ...\nData variables:\n PHL (time, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n V (time, Z, YG, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n S (time, Z, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n Eta (time, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n U (time, Z, YC, XG) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n T (time, Z, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n W (time, Zl, YC, XC) float32 -0.0 -0.0 -0.0 -0.0 -0.0 ...\n PH (time, Z, YC, XC) float32 0.07848 0.07848 0.07848 ..."
},
"metadata": {},
"execution_count": 4
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "ds['T'][0,0].plot(cmap=cmocean.cm.thermal)\nds['Eta'][0].plot.contour(colors='k')",
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.contour.QuadContourSet at 0x7fb369fce0d0>"
},
"metadata": {},
"execution_count": 23
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fb369fced90>",
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HYBPXCMXzjqGK5O54eN4qYNsJmhj3na87IsX9S24RdWU1TdBEqjqj4s6Z5ZhujpnMkcxW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KUcb7gyEz6TzI4LxG6L3F0idxdIH7KKp+9/twbnKmB112ermVpovBs4EjgWOMa/PgXc7t//Zt8P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VgtjufQ1gmPbTrKb9a+yuPbd6OBSf0G01iRZuWru+j2CrzvtGY+feEwGiuPDXSKdDtSoT1p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\nRlGExiqsq+ZtLCbypHhU4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POzWhkaLiHnXaZgpx3n+X39nDzjgAP8kcvXcqATMVjLmdbI\nqEWGPRMJo2mMJaMRNfkX532UW5/4Jl996Js8uvlxfuGMtzNnaPaULl8RYlsUe9NaWeTUT/Du/TPF\nAqPbxSgr+u6VffiOxdqxOrHOWTQ8yC+/7nT3bnkQ43RWDtxsHOtnIteTxoAte7dw/b1fpJO1+ciF\nH6ce18mtc18OxIZm5Fg9WUD1aNLi+spCsDCeaQYimNU/zCNbnvXf20p+GQFuiTKcsfBkVsxeztce\n+ibLZixhel8TazXrNtzDPzxyA+cteR1XnXROwWL1eq+UUvzZlZfy3+++n7988HH+7L5HABhp1Llu\n9Qp+7ezTGG40mMgSWnmNjolo5SU7IxF2uXdRiutd+oUsEmWheLCop5Ax7c7HJe+HA1GmOJ6ww6+m\nvdqZjP//YMcAzlFmuS0z3IaDUN2zIaEwtDsaqazDJKtJsLhqwKlMqrbUlGh/jFhZr+XwmUutwkyx\nWum2bq1KLRg8lHLaHPGJC/sUDihhtJSssARwSQSTDC417dwhcbHiKq9DrluEupkJwA3ur8HR7X1R\n6ZqCQILk20GrcjVbFvb05/F/ddDmoAnDuKfSERXZYf3n1OhiQK71ACNedlkBOxUNhVJoW4a8yyW0\njWZPRxXCaWmfSccP2mzCA4OWDx+2tjqoA+R5VLJMXdeSaM2skVPZvW89HPcGf/2GjBRUgq64ntxO\nqU/JJ9t2W+iaCoFODCQ2ZpAmOzuK72/t5/K5YySRc6uQaXa2XDXnxYMTzO3rkBrNvk7E3okEQ8x5\nK97D8jmruOnRr/Mfv/cnnL/0HK485VKmNYeLc4buKonMEQFrx+jC/dSIOrTzQ1ePLtlOATymyAEj\nCQAtik4eF9umJuJA2uTliQG2TtQL4CGCYQtkxrBuw4+5+YmbmD04h1+54KPM6J9RLBRSD14bkXGi\nau/uPlg5Abl3rSyvTCT0xzkrZy/iO+vvY/voKIuGXNSw02c5UTbgqpJrw3vOvI7//oM/5gv3fomP\nXfjLrHvmNm54/FYuWX4uHzrrKhqRLQCOuw/fF7UB4z7X4pjfv+hc/s35Z/Li3v3UYsWi4UEirclN\nxGinwYG0yYGswe60zpZWvdCjhe97M3LAI4rKhaGcr9QlHZydkTHLaXkolkXdUVWZ1Rjj3o9X3QLW\n90j2eS3ZMYBzlFk5qZQmOgfJyyKpyCshxSjKjMNlB48UGEXh/3aDnoJgfwAp7uhEyKGzq7ym0CVW\nCVHHdTSFopUrH3kU6nmcZUaRUVLi3QBNwI21MnCW521EpsjzAsKEVJkeY1UxgLvsxZO1J2GIuQiL\noXTzhGBn0rORn4LJRdqboK2KsHLrmbOu/aUt2nl1sppqdRUmtbO+hphMrkjbq6qeJhN3le4tnuxm\nb9p5t/jUMTfFwN0VtRaCUtlm1vApbN11NzZtQVKDQIfT7abKp7jbcJvIujTF3QyOHGtQa68R0mzY\nO8CcvgmSyAH6dhaRGcWedsz8vg4DcU5flDNcy9k9ETOaRsyZtoqPXrych168k3XP3Ma9z9/P2qXn\ncMWJFzG9v8yMK26O0JyOKqauUxKVY7UiswcXV4cMjsIW4EZM3Jry3VjWYE+nj5cn+tjdSSp9RhYW\ne1v7+fv7/55ndjzD2mUXcvXqq0iiBEkKKc8ps6pIZGKF1bXitlVFJBVQPGflx5vMKvamMafOPQGt\nFPe89CyLVq0qjt+tCdMKpvUP8+G17+cz6z7P/777r9m852UuXHYWHzjrbdSjMj+3EYBkIrRnc6Ti\nulg9jlg5a6R8HiZiIqszljUYz2uM5TG7O0nAepfJPkXU3QvYCBtzMJOfy34uQ4MX3dsq+xP2i2P2\nT2/HAM5RaJYgosG7YRJdRmJEXQMj4FdRTgsiAaASDaVVoMEptCMlyOk11Ui+G2Mh6VqMhCBMorGs\nddoWKJmKujXUNAWbIxO1dP5QF+TuQVV+l8Ei0S5UWyblcS+AFYZEJgaXWdcdKwquWcKIc+vo6jCq\nCqosT8/n0TUI6uD7vGuQDNmn4rtgX6VsEepuUQW4yYs2Ld0W3eZcGcVVldfXw7FirasFVPd6gF4i\n426Rcx68c9YqTAFyLLkvCRHW3RGWx/oJcsbQCgA6Y5upjSwlzIcTTZGt+HCS/Ilg2ZBjPTTSuHtT\nytKxiqcn2uxq9zOS5ETa3WstqrpGY20Z0hl9Uc5oFrF1rE5Kk1MXX8Gpi87nwefv5J6N67jruXs4\nc/HpvPHEi5k/PAeL9ZqUUrNkrGI0q1P3Yemxzr2mrffKvRvYhO5FjSXSpS4nt5p2nrCpNcy2iQat\nXLsUC+GzA557ZSPX3/c3WAsfWvtRVs5dUQAxWXiEKSXkmeW2BMxKgQ0eQR4wt9ZP5JGyjKYRcwcH\nWDV3CeteeIZrV612z6SLCQrTCayYvYwPr30//++PvshgY4Ct+3eSmbTonML+pCYmNTmRzolUjsZ4\nYFttS2sVWQBuxrIaY3nC7k6NscwJnVOjyQ00YltdsDCZtQm7g6psN9l6DQ1lf/qnATOWI9fUvMYI\nnGMA52g2rcRfbFwEhrLEuqSzQ2Ygst6vbiLAYGyhnHD8ggc5MtkWETu9/N/+r+Vgq3+/8iNgK4yE\nXztRYts41009MkRUGRMBB8W5rDBBqji3WN2Hn4sQdiIAOAVYwgGXSFc1NMZW2Y6QwelVaLOXTWJ3\nvDk9QygO9n+n0DcAhTsovBZh4IrrClaL3VXVDzWghQBJhJHdLE44UVvriykacREU05urr6PK55yZ\n3gVCxZq1GUS6SdraQW1kqb+3HIMmV7ripnK/ma7PVaZGows9s9P0ROQe5ABFAjutInZ2MnbaFmOd\nGk2lmZ4YlgyNM7ORutpLiJZGobRlpOaidvZ1YlqZBgY4a9mVnHn8JTy66W7u3nAH97/wEKcet5qr\nTrmcBSNzi64i7bYnrTOjNkpqIxfqHJnCXTOpIGQgzBWAE4Ia174u1LmV19iXNXhx3FUPD9MYgAPD\n971wP1998GssnnE87znr/Qw1B4rkm+I6DVMlyN9K+xYLnHLRI5vImGGtk9m0c83+NOachSfyxQdu\nZayTkjTKhUgvMyhWLziJ0xeu4aXdm3lh1yb++PYv8smL3svMZh2DRIjGaL8ySXRGrMvMzVACoczE\nRW2wVp4w7sHNnk5c9A3Rszm3u7DFQZ/vAjeOFasGanQvBKoFOMvjhPf+s0Rg/Z/aoTIZT7XPa8mO\nAZyj0IRiFbdMrAz9UeYTYln2tUb5xk9/wqPbXqI/qXPdmrWsnrsEpXyH9uyA9XqUojNLRw1Wo7Iy\nnXwNB79GrVwRvtyv9l2khRtkIixStSm1YGxUuKsmncpO/qei7Lx1P4lltszNInlagCJEXPRDQs0L\nGyOuqtx/eFXMvgAAIABJREFUF7rMDlV4MwRAU7E7lVsp2DEZFMv7avvSBhJt4yKsAhFyj0tRk1iX\n6kX0zFbtzbkrLW2jHZPmtU/SRoWo2GhaecnOyDMyOAbHNwSSHLKT66LMhERWRbqcHJJkELKWfwty\nFFER7h3qbaYSIMtvYaFNbd2KPiPF+OPuU3sZz+aycLDF8bWMk4yiHk3QjMfp84LaImquy0UhrNO0\nWsZILSuA4HiuGUvrrF50GScf93qefPk+7tnwff7LLZ/i9EVn8eZVb2bEAwmlLFsnGiRqOnMbBzBW\no72WRqKlClCjbBHNVIIUTTtL6JiYsazGeJ4wmsfsS+MCALsw57CDOJB/2/o7+fbjN3H2knN522nv\npOZrnXWMopXpCsCW9yc2yk/4rkSH8s8s9XoVYW6Uf56SK8rg+ptWlu0TNVbMWU5qbubR7dt4/eJ5\n5FYXY4gPzMR0MbOzBmayceeLfOTCj3D9PV/k3373M/zaBddxyuzjyLRLsjiRx5NC6CVaMbMRqYno\nmIi2iZkwEXtTB2xC0fSEf4/74px6ZMscWJRpLQTciChYd40JoX5OTFjzcJuKi77HgubnASTsFOPG\nofZ5LdkxgHOUmZscA6U/1jE3ftB8dufL/M4tXyHLc85dtIxNe3fzO7f8HV+85uPMGpjeK94EmNwZ\nZOUSmncpV36Tjt7tw8a7viQ00s9BbjDQXasmvIZD9V4NTbpWRFNEEflRWYn6waUeeQbEu6ZK0bAt\ntpUosF7VfUM2qTu5H5SutanaM7y/MlzYuUIE7OReFyRht+ISFEAW5ko52DmmslBgbO1kICYgtpuc\nLiLngpBwuX6JgpMKyVaVkWSGsl2NlbxKwXFNG61rBdvi9ilZHOzhu6bENJrIaoxyjq6cnJyUrXmH\nRZlmZtMw1MgLV65ichqFcuVtC62aAD6pSj6ocuraMp5rWplmzcLzOWXBOTy26cf86JmbeXLLY7zx\nlCtZu2wtiXbv47Z2nUgZBuKUWOUkPhpKXFFiolfJPWMxkce0TEwrd9E/B7IS2CTaUPMLAjmCTKK3\nPePAzcUrLueKk68sXLEdo5jIXBQclJN2yDIKCykgNiv6UnURVG37su1So5jTP4/BepPHtm3hokXz\ng/cmuNegr1kLzaRJK21x/Mxl/Malv8mXfvIl/vDWz/KGFWt515rXM6uvQaY0NWuIVDQpSlQKl3ZM\nxITR7E1drhsBN8LcZEZRiySiyfrcVuW9COgoxiklwRi2wo5K4H441khR4RIsTWa9Qvt54AgvUz/i\nfV5LdgzgHIUmBSwjH3YYawduRttj/O6tX2XB0DT+6xXXMK3Zz+5Wi7d96U95YvsmLhmY7gYkf5xw\ntd6rI4SAhmCfMi+H5I+Y3DFClqJSc0aJzmDyfZXshtC6JasgFrIMTV86ITUluHGrzWAi9p8LIKY8\n+2ApVqFybqHdxUSYXEmaF1DOWlXLGXS7BSttqYIEasUqkCBXSRXcdAOyw7Xu56j9CH44DFN4jxJS\n3jFVgamwMc4z5f8duMucYJUiCs/pYZwuZ6y9hzTdR6MxLziXY3Gq99AlOFbdrqrJDI8O/uccnoY9\najfbx+cwu69DUs8qUYZiMv3IV5FyNaYcSxjo0Xwb1rRjDmJlGVPQySPOWHIRpyw4gzvXf5sbH/0m\nP3nhPq5adRUnzV3BeBbx8kSTkSSmGeWFPi6iFBQbq+jYyLn4rKoU4BzPItrGtXB3CHPFlQj85KVH\nuPHRm7h4xaUFuNGqBDetTDORRWgfbShh0pEu3TWS+1JyqOTGg+xQmDvVe2OhbWKWTJvD83t2Fn1F\ndwG5CiOpYLAxQDtr08k6TOufwa++/le589k7uW39bdz53P1cuvwcrj7pHOYNDBftFwJ3qXc1msUc\nyKKiT4G49lzpDUlkKuAlJXBhq6Dem1+YaVUGbbj3znogUy4IsgKYliBHK+WSpf4Tg4VjDM6h7RjA\nOcos1i7ZX82Dm5rOSfy/b37mUcY6bf7zG97JtKYrSPfo1hcBWDQyEwApCyCZcuXvlBE6XZ9lIMit\ni8JxmUxN4d8vInVwlailv9QjS268nkOpIj9NtW6SAg+YHEAphdChuSRqhr7YeHAleh63ZXcIplJ4\nt1gJGMJJTsJABRChRJOgKoyLu68yIdh4piusSBEqKp+72i4EL84lR0VE3AlceXLNZdt4LcQUA5BM\nxGHoMlAwU4pShxRaNwUP0M5drpxWHrkq67iJUIdUvC4zGIeWaOvfC4porsy61fLzr9yFUgn14eWk\nPSKfjBePFjfUw3JVvlTdICdkcSw5KRPc19lIa/sJXL3kFSLPzog+TCYlN5mVq3SZsFLv6gwnPu1X\n9eLmkkr0ie7jyjW/wOsWn8utT3yTz//4c8wfOY5zjj+XNQtWs78+UICr7glfgG7mGYe4ADEOGPdF\nZcShXG/JKLj9X9y9mb/9yVc5fdEZXHHyVURennQgjRjtRIylEa0sJjeKJDIMJBlJ5KKRdJCIT1zW\nkh+n4/tVkbzPs5Zhnih5vwBG04ihxhC7Wvs8KPLlD3wWbanDlQeAaaTPhd7vGd/HzMFZRDrmkpWX\ncfaSc7jzmTu4Y8O93LL+x5w072QuOuFCTpi1FFUsgnqzDhIZ1s5dH42UK5YbB6J6KMcyATS5Lds3\nqoAb/H2Wz8GNcbbISyYBFwrH+GmLF5ZPFiy/tniSo9eOAZyjzIS1CWvWSPfZvG83C4enM7NvAIB7\nNz3Hf133Hc5beAInzJhPjs9Ia0t6tRe4CdmGYKFV/BUKWybV8azMSiyTRoX1sKXfPaIUAycausPR\npzKLG4TkuHVd/luqgRcCQVue1w3GnknogQ5KGSeV/aRNigld2YqrKQw1lwOEoaLQm3lRqnSdiYkr\nSFxRIWCCUggdMimVe/DXFHVNPu7YUw+l4Yo2NNHeCDMmTIbkF5KtRTsi1yjXrBVk1gNKC20Lo+l+\ntm7/PtNmnIOKG1jGivNJ5JNExfQuplmNuKr+Vr7BvWpVrTdbuTSrUa+ZCkPo2idMFVC9l9SD+NTn\nthHGUsCGFIdtxjmxtkzkmnkji/nA+b/BCzvXc9/Gddzw8De44eFvMG9kAUtmHM/coXn01frpr/Uz\nd2QBcdQotGRNn8NJais5zRMVxqbbPWMsjLUn+PzdX2Lu0Fzecdq1aN8E7VwznmoOdGJG05h2ppH6\nYLlVhYsRyj7dnarARVPZgt3s9TbJb45FBa0jcmMCdw3e9RZVy7945mjE5xbaP7GPaQOzCyDYrA3w\nplVXc8nKy3nwpQe4d+Pd/MW6v2De8Hzef+4HmDkws2iD6oKFQocn4Cb2C6peOj8R2kN5nMOpOyVA\nBuN4Sjeu4TMf+4SOGvL8n4bLEWbvSPd5LdkxgHOUWeJXFS6LsI+48BPUybMXcNPTj/Der36WZlLj\nmZ3bOPu4pfzexW8v/PsiHhWQ0Q1uJkV39LiGEOxINM5YGtGfuIG+G+RIqGl3TpleICcsnCcDV8Vn\n74FOoss08VkAxqTmkLiBasoixSDC8O/uUPAjMbe61QFTc/ADSQ6akLGS/DchuAm3DU3y2+TFBKy6\nfi9Fn+H+uel9n8UgDpUs0rLqDXMFWQJhdnCfIdAJ3YNyXAN0rH9GWDZtuQFjM2bOv5KU9KBCYnBM\nTWR1z1IMYr2+7/XdhD3Azom5vgaXLdklD3ZS/zC6gV6iLG1EPK0KN03sczjVI1MkpoyVq0eVaAeI\nTph9Iktnn8ToxAE27HiSF3Y+y/ptT3H3cz8qWm724Dw+eflvEUeuHpRE/onJswmz6fZSdHz5oRsY\na4/zyxd8jCRKUDgmppVp9ncS9rZrjKYu8WDTszahm0ipskYbuGebGn1QcBxaNyu4f6JFf61BbrW/\nlogJE5VBAF7w2xflGBSDdbcgG22POjAdLGQA6kmDtcsu4Nyla9mw41n+6sef4/p7vsAnL/9toBr1\nl1tV0Y0VNfa8azX242V4fBFSlzLqyTZVuowQ5Birvd5HF1mL3e9lHq6fp4l+6kj3eS3ZMYBzlFmi\nSwanoIn9wPvG5WvIreHZnduZyFLee+r5rF10EkY5H3UrjxnLy4EmFWAQAITupH1Q0sAyAYbunMxH\nzrQyt1JsJjkDHujIailWFh05bYYMJu680Mp0MWkUDERA6WpVAiaZREdqeRDp41ZHDrDpskYSMJZG\n2Div5N8JffeixRGdjUQvuZB1FzIfAgTrKe/xrApuBFSIe6rXtC2DY5gTp2NLECEmEV6hCBZceHtB\nl1txF7jfDpVITFidEPxoZRkIMhlLW7b9sxQxaid3UTA1H3Uk4DH8mxldRMq1c1WAN7nnsYktbH/l\nDmYveAt5rU7ORCXkO6wtpX1UlUZP0t5MZVKTKiMlIyUnJbcdjHdVAfxwe5OrYsO8ZqeY4Cwl65b7\npIohS9IXuwi9GfWscGV0uwrF7Rhm1HYiYPfvwcE+5g2eyYXLzgSgnWfs2Pcif3b7n7NrbAezkj30\n1foLZiPsY1AFN+H74Nwjigc2PcH9Lz7MtWe+h2l9M9HK0jGaXa2EbWMNdrZjsgLhWmpK+UWRe9e0\n1/X0xRIqD/tS7UPj5f0S4O1BkAXThWqEXYwUbN3/CmcvXMFoVscA7TxmLI8ZzSL2pxGjaUQ9kr5u\nqScuxeBEOkEnd+UnBESGppRm38Q+tNIsmr6kaKOOUYXOTiCKjCXi7nPPxRYsVDm+UOid+qIcl9PI\nM86oiq6u1JQ5K92/1ou+3bEyqzFWF2Vz3HGrfbIZH967/X9ixzQ4h7ZjAOcoMzfYTHbrOBeQ5qqV\nr4OVJXrPkciMiJaPNshsCW66j90rckp805K0q527rMgaW4ClTu5WLyZ1+zRi01U2wRIDxg+s4t6R\nVPEWsH5AEmmHpurqkqR+UhjPVU6HjIBNCK7d4mj6OBDalj71gBUKdhIdkOn6TcK2O+KW4uDgptfw\nZW1VpByyTd0Di9UUNXLccyg36M6a2+s8oXWDG4WlGZlKckQJr5ekflBS3LEuwc3kc8lKuWxXY52w\nGFw7btl+K3EyxOCcC3wo9+TWcUAkQvLZ9DKDISaZ9J2Am5QJ9zkAN3K8zTzPC/uWMLOeuhBhejNh\n8p5rpXxkorsPx0haz4Tarn19LSpbTY4o7JxSLnN3lu3l9p9+n9s33M+cgWl84vxrGKj3FXofeTdi\nZbEBK1Hcq62610Y743z5wW9yyrxTOO24M51bCxhPNXsmEvZ04uBZOJGsuLbd55LFk+/aeZmHyT3X\nno9i8vuKe78OTOxmx+guVsxazIRxwumWL3I56it11yNLf1CLSStNrGPSPC1BgCTkDM7/8KYH+fqD\nX+GMxedw5eq3F6AyXCSE4EZKv0y6dgLhOK5PdowuUgcI+yt5kQxVkFO0DaVmS2FJlMFqjTVSDNlt\nV9PG34skhHTbvtom/fdI93kt2TGAc5SbtQrb5caRCsQy2HZMVDA3nYC+lcKQxbGK/d1f5x4SbQvF\nQDyWRsXKKLOK1IMbF7GkitWfjVxEiojy5JhhDhrp9Fmw7JcwciOrLesGGXBJ/eTegEIDE47DxjpW\nx1hXksAad96a1LXp0Yt7hUoXv/nf24eg7aUEglgoOBZwI20rq81qeYPSpDJxou0k0Hm4Jgxft9sr\n0TYYzB1jkJrSNSXiYeN1ElOBm+q53PlyC1kwIWTWsHfvwwzPOAe0KkDH4ZrUmJqc9K/8LMxNN7hx\n1+XAkiXngdE2CwZqLBxoF0+pJ2hDAL2e5LZSWGJFAUDCKD+PjYmxNChLqIy39/P99T/iu+vvJdYR\n7zv9Ct5w4rkoVWMs05Us0e4cqoiYElanF6j9+sPfJc0y3nbaNVgf0dcxmn2dmN0TNed6K9qrZDFC\nZkTEt+Deuf2pG/K7C9SW19bbBFg8tuVxIh1xyrwTaPkxp5U7gDOWRQWw6W7XWpSQ5mnRpi4pKeQq\nCGk37oZmD87DkhQasSnBTRcDJM+p0I1R7iuC8rrOCwFx+NZLU8p7rZRLdGlwxXMls3usDGgKGYCc\nz9UTK+/l51CJqliQHuk+ryU7BnCOMuuurCtCTgqaXwCB6/wTJmI8jwumpczs690xqjoJSwK+Iny8\noPLd5Cfui8y4AVgmx0LQ6xmajo++iYyboCUstbyPktYWDYmxigxQPtoFW83Mq4Xh8RSyZC92+1fz\nT4TnyFGVATvMb1NtW9e+ru3cNtJeqXffSHKzUHcjAtVQ09DdrmHCvtA1Jtu7Dcs/BehDQE5VA3Mw\nE+q/m7WxuNIPfZ5dA9HclJEtIYzonuQqnEXAbIELHy8E3bY8bzvdQ5YdoD6wZEotjVhYYfxQGh2x\nVGWFW0qAkA0AVBiCvpPN3L/jJIbruxhO8sp9uHNWo9AsbqIqyyiUFmpjhCUo3VuAzfnptue447mH\nuPeln5LoiCtWnsebT7qIRm2Aluk9+ZRRfF7QrCyZF7CGoGD9jhe5+/n7eftp1zDYKOswOfamRsuo\nQuzt7s2zNZEpQv3BiZsT7Yps7vOMz8GmuG5GR9ov8qzEfS/cx6nzT6QW9zGeuwVVK9eMZbq4n+5x\nAAtxlLgyDYHJ2CaRhacsOJPNe1/m5idu4Mcb7uCUBa/jvGWX0lcfqGjQBNwcaqqulEvxzHRNq0qk\nqGOfy1FF2jHctxDbe4Y4VgajHEAuNYIu0WNRyHgKAHnMfr52DOAcZSb5RSAYAIQ29xOzi/6IJoEa\ni1/V+76ZqLKjSUcUetYJHt3EnBsYzyI6nrrOjSJD08ltIQLObZmh2EVHOPeQMU6/0UKX4a/aFmxP\najWNOEeqlpcRVpJwTdwDisEkI/Yag1AUWWqIqgUfxXJhinAhsd0J70SjImxSuK7PLbTyiNyXmRBw\nJCBHAEv5fMp9u4GNmAkmhfA6wtWo7CNgsj85PEpb8nAQDMoW51brj3L6YrdCzYpnrAL9R5lPSCb6\nMk9I92pYFW4Z+V3E37mxhVuk3dkFQK0+o+f19op6ct9HBwVE3ZobQ05u0wLcRCQoVYKb3KYoIh4z\nT7H+pX6uHJrFydPHaESmiFIzlqL+mbCOcVDNOgT9QBGqXAAia9mybws/2vgTHtr0OPsnRpk7NIt3\nrHkTFy07i/5aw7edB0WqWjLE42QiBXWdl0xGwPrlFowx/O0DN7Bw2iLOWnKe63PKciCN2HSgye52\ngsaJvMVqStHUlr7ANTRSzxhMcse0dFQRVTeVhYC9+M7n2km0Ycvu59m6bxvvOu1qRrO4iEDrePfb\nU9ueZPOu9Vy28iKm9Q0HUY4Wa12PUrj+WglFt8q3suayk6/hlAVn88hL9/Dgiz/mme1P8KuX/Bsi\n/6zDBKQh2yLvcmYgigI3XcHqwHgeoRT0RTmxcglEMw+RVbBIyqm6jN15bSEJiJWh4aNKHWuu6QCx\nKgMkxA38atsxGHVwOwZwjjKT6AahSMU61iUJy3zSq2IwDCYrGUDlT5mYzbknUqNp58pPqqULRSpF\nK2VJvehUKTxQUUVyMHBsA1C4wRqRKUI0xSTKIbMK4yfZOHCnYMuVLLhVU007IV/J2FBZbUqCvxC8\nhHlauoHLJPbG/y0yu/pjTuS6Eo3UC+T0ssrE1cUSKKrCX7keo9xkJqyWQRVh9WFiwUNZt+hYK0tf\nZApwI1FgYfRTqHWKtS3S70++r+q2NgBAZTZjS2ohQjHe2gxokvpMsn/k4TZka6zNpwQ33daxY9y6\nP0GpEVaMjNEXm7KdPQjO/VsQ+TaXsF/RZYRieRRseOV5vv7wt3hpz8sMNwY5Z/HpnL14DcdPP47o\nID5G0fX4wxTuMXnPe0X33L7hHl7eu41PXPzroBxEtMB4GjGaxkhmbgGZsXL9sD/JkXw/A7WMZmxo\n54owo3cv62ZtuvM+RR6UPfLyI4w0h1kx+4SCocyMAxqpyfnGg19mrDPK/S8+zPvPuZZT5p0IQJqn\njHXG6a/3V87VSyMFMH/kOBaMvJuB+gDrnrmFTtai30diAYW73OCvjzIyM2RmhAEuz+c0djWtiVRe\nPGthz2QslXNMZUUUFX7RVmgGXe09iyWdoujqP6YdExkf2o4BnKPM2lYzlkd01zISkWKRCwb3e5i9\n1fR4eZ0AWdHKIsYL91PJ+IgVKxTfyQXcSH4bmawNQLB6yqzTwESqdDGJDkDn0LK60qlChkm0B9a6\nFaK4WSRjqGzYVZGn0N+IWUrfd3f9KMnzIQkQ27ki86OsiwhSBWjDt6Hk0wkTB1ZAj50sUi5ccgFD\nIBOExTMu1hbuwGDuREGF1TpcV1UIbho+67MIX2UCsIjeIHA3KVeBmx4uG2F6kH/3OG+GQaMwxrD9\nldsZGFyOjmpAu7KdKXQyvfPe9BIbR7Z0YYXbymdFVIAba8vcObZL99Oye/nuvpSJbC4rpo0y5CP/\nCkYuWNnLu+uO71pLwHZmFU9seZo/v+t/s3jacfzqhR9k1bwV1CJd2UdsMtYpEw9CCXJcskozab8D\n7XFueuIHnHP8WSycvojMgPZMwVgakRqpHWeL665rQz021COX8Xyo7sBNx0eO9So50mui684AXWW6\nLGPtMWpxjU6eo3UcaFAM33nsm4x1xvjg2o9y38bb+cy6v2Ll7BM4c9HpbNqzGWMNS2Yun3zSSa3l\n+k87m+DRTT9h5dxVNGsDkxYSIC5zp5ORfuQyGzsWJy6eIcVoYvxiL1IOpEj/LPVWvYF/NxjLrQZl\nSJQhV44Bktxjsph8te2YBufQdgzgHGWWGk3bVAd+RbkS0cWgE9bXwf9WsgqiudjVjhlNo0JQWosM\nsQ6Akl+JVfQ7/rileNhFZwh4qflMod0rwoorRzn/vxTDlMmzKICoy+tOtGUgNoWGpBxo3QaJclOn\nHL8WGe9uscXAJZNXt8mEIqtlCY+W3CCJMpMEwt335MpfiIvQMTGTQJB3IYbh8OHzs56hyYuJVRXX\nEWGZyDS5z70S6RLk9IpyER9/PcqLmkVAISIWnVbIxiiqofGxtt4lOfkEYTVqAbnuWsoGMlhe2Pz3\nTExsZcmJv+VFwJPFwpPbswp6uveR0HFXcarjXFTeNSXMjbWlFmcqQbMmIrUT/HBsGz8Yy5lnj+OU\nAcv8gRbDtdyBAV1GW5Vsnarob+rKsGn38wCcPG85x89cAsqFZisrLEfJdhSCZMqwcPc5ZCOVf166\nAipyCzc/tY40z7hk5ZUl86JgLHU5byRyKNJl9JtbWDgGb6SR+mdtC/eSO2cVjEfB/Bu+9yGwERZE\nghEuPOFC/ucdn+Hff+e/smLuSoYa0xjvjPHsjqfZPbabK1Zdx9Dgat546imsOu5B7n/+Tv7uga9j\nsbzplCsZ6ZtDewr9efietzotvnL/52l1xrnkpHdMCmmX7csEhWX+oghf2BRNf5wXhXpTU45x7dxx\nXzVdLhClHQTkdFv30OD6h3Ol17SrIi8h6BaX/f3VNtvjug5nn9eSHQM4R5kJxTz5e9FflH+BokNV\n/0pUkGJ/J0YrSyOeHGEkk7/FT4i2pHpD/7Yk+AsH/uLctgoCKibbebdNz4KSKOpRXqykQsGfRJbk\nfgCT+jLSTuHcXCX5Ke61m/mRgTTpcquF+3Rbt6uqADnBd7JNmW246xhKDl4WDiW4HqUcixNpVYiw\npR0k6aPcgwDPxA/wopcRxqU7mWN5jQen3uU9yO3UxxDbP/Ycr7zyQ+YtfDe1/gV0aFdYFGvzg7qR\nDmZh5fHQNSXHC8FNWbe+bHFNhCIiUgkJDTSavWofPx6D2aPTWdKXM6evzay+DrWg9pMJFgjhouHK\nUy4nN4Zb19/F7c/ezdrjz+TCZecxd2g2kinZPZ5qmx1sMpF+FwKgsU6buzbcw3lL1zLcN+SYCM8q\nSvSbRClGhZjVsZ/9tYy+OK/0UUkPIP0gN6rCHsbKkkS2YDCLMHVxq6lqOPS8kcV88vJ/w483rOOl\n3S+yYccGGkmDxTOW8ZbTPshQ//GkuSZSirnTz+La2WcQsZ+ahr5ak30dPakNwg+5VezYv4VvPvQF\nxtoHuPbsjzHSN7PnPjZ4R5UCeV21TywqOsNYu/QV2rOj4prPrCKyCm3LGlOH89yq1+LapqYsNnCH\nTZWw8R/f1CH7aa99DvqrUv8WeAdwItAC7gZ+x1r7zGEdXanzgTuAx621rzvCi/tHt2MA5yizMIsv\nlKClF7gRCzP+utWkqxc0lkVoZanpjOd2bODpbY+zbf8W2mmLSCcMNIZpJv108pyZg4s4+bgLiHXd\nDZDaJYor06BXRa3hirBXDSQx0bUczGo6rNLrjxmwOInX57R9JE+4wvpZohUk4it0EhTCYB18Dg4t\nAMYoVbiiupOhSVbVSi4NAYxe0BgKwqv/cOZWl6JrcpONUW5/Efq6Sc5Wdu/ljxdmIdSBFPfTNTAK\nuDEI6LJgQ+BcHUx3vrKOWn02g7PXVtgbQ16Am6ny3ZRtmlf+LcJj48FLCHQinx9HAM9U4MZ9jkhU\nowA34XUcoMVPxzUvjPexfKDGcL1Df5JTi6zPF0PBwmllvSg54eo1b+aSlRdw2/p13P3CQ9z+zN2s\nnLOMy1ZcwMnzTkQrPeldNMGzln4Zfg7bHuCe5x+gnXVYe8JF/nuFUiZwHZfsrfJu5Eac059khRau\nyAB+EALBWsceTVgghcFaTjOWXEhues6sA23hK66BmQMzedtp7yzeFSl0OZ5GtDJdvGcKl+RzuD7A\nQC0virpWn1N577nJuf/5O1n3zE1M75/DBy74V0zvnz31TVB9951/2bvJcdm1xQ1YjF+2TJ1hrQM5\n4p2WxZQUABY7WGJU/LGMKrVKTMEE/zOyC4H/CTyAa8o/Am5VSp1krW0dbEel1DBwPfADYM6rfaGH\nY8cAzlFqutLhypVBd1iwUOGpRCYo67PVuiJ8L7zyBN9/8kZ2je5guDmDBdOW0BhcQJqnjLb38cqB\nrYDi6a33k5uM1x1/BTUvWOx2t/QKhw7BTZqnPLfjGSbScRbNWMa0vumHvEeJrpLPitLlUuqQDPXI\nZySDa1vFAAAgAElEQVTVmjQvV25ivSaM0OT3RJc5e8rthRUqQZy4k7ojskTgGX4uGKwpwI27gyCS\nRr6zVQ0M+DxDVpcTri5BjkKinhwcNOEMUVwPGGUrYMT6lZ4NmIli+yKyzF1vhGdxutpG9pXokInW\nZvoGlrp8MT00ML2sV2XxbgtdVg7EVNmb0LqBjSYiVg3q9Fd0P4acmIQB28fsKGYwyWnEGa0sYn+n\nD42lFjmXXyN2k30jzr071pJoV7IhSYZ566lXc/XqN/LgS49w54b7+MxdX2T2wAzefMplnLXoVOLI\nDandUWgl/1a1IqLNGu7acC+r569iuDlcumKgaNnIz9CRsiSRoRnnNOOcRlyCm2I75Z5dmR2bIq+V\nCyook3jumdCMR4a+xN17hc2wVdAuwAYcGJ/INBO5pp3p4j2SCvPKF74MXcP/H3vvHSfHcd37fqu7\nJ2wCFjknJgTmnMWgbMmUbUmWrSxLlq6DnuN9fk5XDvfaz/b7+NmWZNmyaGVZVrIkK1GBokSKFCHm\nBAIgQDCAIDJ2F7s7M91ddf+oOl3VPbO7AE1Q4BUOP0vsznSoDlX1q3N+53fsswyODYy1RvjiXR9l\n58HtXLDmKq5a+0qSuDatr6FXHzdYj5WKLPG4o8HgQU6iDHEsXinJKPQ8OMkY1VUkRhi+6g5nW52c\nqZ7wsTNNyOI68n2mM2PMT4V/K6XeCuwBzgdumWH3fwI+6U7zqqNs2jGxEwDnOLNMW6XRUFK+KpoF\nlskvceXU2Bo0mVYcShNXYTjjxgf/jfue/BEr563l2g1vZPHwGpRSpZBH7jKdPnrz/6DVGaMeGeY2\n0670Zuj23ITt2nd4Dx+79QOMTB4CIFIR153zOs5deVFxDCHihsceSHw2g1xruFoqajwF6bwH8oQ4\nMgXJLlwZyyBb0sUJMrMit/oFP7Dh/gqF+zBlkBB6oUKl4/BfbexkFAqQGedZS6V2TnE2ivsfDooC\nOFqZohPcKJnAYse/iJQh1qYYmEMTICWTUS+OUZgVJfeq8Ooo673JA/2jtoi6uYPk+QRRbaDibckL\n4m8v6wVuZL/q37nj3mhy54mJS+cJw1AJNhRVPoako0cMmAEGaLC8aVg8MM5QPS+9u70mS8kQauUR\n7bxWTOCzGymDtRprl13CGcsv4okDO7hxy0185PbP8LUHv8PPn3cdpy9Zj6SmF+cw9j6L90aK18rz\numnbnTw9tofXXvALpTZFCowrwt5fy1AKB8R0UStLhDO9qrgjkmdt9h7ew0S7RRInzBlYwEB9ls2y\niw1prpnMrOdFYyuFj7YTiqxG5xWKg/4lpVs6uU1YCMt6hGB9qJ4yvy/FGOtJ1oaiz8r9ABhvj/Hp\n2/+RVjrBGy59Nyvmnjzl+zOVY0TOaQVALXCzIozQ0ZBqm7SRKFOorwvXT0B7ZqTwqahby7G911p4\naVWvjni7fH96boDOc5RFNYy99Qem20gp9TZgDfAG4I+P+izHyE4AnOPMpG/ZGkw2s0aZcJDx9Ww6\nrjZTI7aaDhO5rQNzaLLFf9zxAfaM7eLFZ7yRtUsuLjQ9jBGdB//3wfGnGWvtZ8mckxiqZ1OGm6az\nbXs2MzJ5iDde8k6WDq/gQzf/Pfc+8SPOX3VRkYllKgMDUKiK9opZV8mP9cjQCMh7AgZCkDNVmECu\n1R/Pr8iEz1CtsQTdJF8R2asWFhUThVYoA8ICBCmXGu68Pnkw4E+V4aCNLQbZyT0wiR1/old40Iv0\n9VZRDq+l14AndaekPZkD0hNZRGrsxSXJLNLOwZ7ttcfIQcVHJObXy0LvTdUE3IRhKLuP9/zIdhEx\nNRIaSjHcaDNUzwsRRLutstE4+bsAw3ZprwwkyuoLaaMY6ySMdmo0YluTbf7sk3nzJWvYO7qTL973\nn7zv+x/m4tXn8/PnvYpm4kGXeP1iZd/hENyMtCb43D1f59wV57Bszip3/8oPNVJSBFQ78T5PNhYv\naKTA5OPcvmMjdzx+L48deJKqRvWioYVcsPpiLlh9ObW4SW4046kFnvVIO9FBipplpXCoKQtYptpn\nSIbv4FA9Y36fZcu1e4Sm5O9DE/v59MYP0MnavOGSdzN3cOG03ld5PuE9AffsHIAKz6GxoV3LyRHy\nfESsfQ2rUIUd7MJRGe9BrkKVKrgph+2nB83PtoU8pKPZ50hN2Unj74BbjDEPTbPdqcBfAFcYY7R6\nJhPIMbITAOc4tswostwTbCGoheOE+uquU09kEWNpzFg754t3/jMHxvfy2ot+g3lDq3oeu5j4jOKO\nR79Bf3026xevpx73qIMVeDVsWmZ3Rzl10XpmbR3mEz/8IJGKMMbwog0/NWM8WrxUR2LK8XHiyFhx\nvymIwkVz8SAouARQ5UwxqUej8AOGiOcV9wAv/Nd1vkp/DisdQzljRVLFKZ1ratOVbYT0maJo5eXj\n2HZ2W1GZHj9RVsFUeJ7clDWGOq4A6YQ2SEmAwaHT2Lf3e5CnRHFcgJF8ClAyU2jKt98CG/EETcXj\niVWNmFoJ3FQzqiIiaiYhISJRioFaXmT1+XCk00LRPlyUV56f3B9toJnkSFHW/a2YkY5msJYzNLCS\nd1z+Lu598g4+d9cXefzAk7z76ncw3Dc7APYW3EifNUCqDf96++cxxnDdWd6rL8Re61W0/Jua89hI\n5o6Am3pkUOT8cPsP+OoDN5DmKecuW8eLT/0ZVs5ZwmCjn8ks4/FDe7jryU18/YGvcvv223jdRW9h\nzuAKlIJWFlOva2qxJs8iG65UDuwGdbR8+zwAlixBjWJOs8Oi/g5AKTNT4d/hNG9zx47vc+vWb9Hf\nGORNl/4GwwOeTFx4Wt3fIfhUXZCtnDxgn7spwLvw16SOl/Qf67ExjtfmuU3hgmu6sct/F16ZHzuy\n50IHh+lDTlt33cHWp+8ofdbOpqXRVO0fgQ3A5VNtoJSKsGGp9xhjtsnHR3OSY2knAM5xZpO5DT3J\n6js3ihRP9gytGdsU54OdhJG2fZQ/2v5ldo08zqsv/C3mDa3qItMK6leOp/HkgS1s3nUHP3Xma5jX\n7zODQv6ICA4KmU4BRnntCIC5A/P51Wv+O4/ue4Tx9hgr5q5m8exlxTF6rfTkWKV6P10rIT+ISkmI\nZqwZzROU6a55Y+jmuch5hVwZKw0BsJKBLTfKUlcdN6Ha9pyKAqvjOFT1Q8LHFAoCVu9DHBmM9mrC\nEr4IPVPFNQX8BjlOtRCm97x0vyuh1SObIh0OwQJaLXiOCo9SK4vRwLiGtAj7KOYvuIq9u7/F2J4f\nMnvJ1e4oHbRL47bHnFoHZyYLQ1FikfN9afe7FOYswmPC18ETnBMSGsqeX7JqCqkCd4u0MZjIC1Sq\nyBNRDWHYEw60arSzmNh5UyDicAoHW7YtS+ZfzruuWs1Hb/0n3vu96/nvL/x1akmj8NzUXWp66qpS\nf/aeb3Dfzod522Vvo68xC5DK71HJ0xQpU2RJCbiRMJcyLT5y2ye476nNvGztebz53Bcwv78sjJcb\nxenz53LNSRvYcega3n/Lv3P9Le/nnVf+Os3aaibTmAOtOvP6OgzVc1KtONxJijBULys0noBFA23m\nNVN3PhfK0lEXSNj01N3c8MDnaKWTnLfqcl6w9uUMNvqI0B6U0O31Kc4Z4IlioYD3gEpfDEtGWJ6N\nKjzA4ZghnthM2ySA6bIQj9QMMJY+swzCZ9NOXXIBpy65oPTZ3tHH+eztfzXjvkqp9wE/BVxpjNk1\nzaZDwAXAOUqp97vP7JpKqQ7wEmPMTc+g+c+KPRc1wU7YUZgMDKIEbF2r3RNWomx4YjK3AmCZVrQ7\ne7lt201cfPLLWDhrTYkcWH3QxijG2yN864GPsmLuyVxy0sUlbo5MlpJ6XF0phNoRYn31fjYsPYsL\n11zeBW6KDKPAtRtekxCmw2utfl+c263wRMhMPrPHLS8finBDsM1U99R+V+aqhIAkHIAF5PQi7kp7\nbYaJYiK17n6p8yUDf3XiEHBTNfm8yKKSexDZbDdRmlXKFMcV/oz31PkfSw6Ng/Y45WkdFfsBXWJl\nGt+2vvp8hudexMG9N6OMIiIqAYuZ9HB6mQCi6r4hwTj8PeTZTH1M2QYOtuqFN8/++FCEQu6hf7+q\nGXsGaGflicsYyHREzXmGDrVqNBrLeMtl72LP6F6+vflmcuMzs0Jw8/VNN3PDpu/yyjNfwWmLT3fH\nUwXQEhO1ooKX59pn34WMD97yETbv2c4fv/AN/O4VL2fJYD+1SBc/icqpRzmNOKMvzlk9PJfff9E7\nmD8wh0//6GPEdFDKEdxTm3lZiyyRWYB2L76HeDqWDLaY10yLvm01mATYu75sDDdu+k/+466PsHLu\nSfzqtX/Ay878OQYbfcU1FSKMdHtFq9wd6O7rdjvv5ZayN17Xx+/sMx5DsDO1mR4/UqA4/MmCcfNY\nm0h7HO3PTObAzauAa4wxj8+w+ShwBnAOcLb7+SfgYff77f+Va/yv2gmAc5yZpHtLRwkn/lCfox5p\n2tpPnM1Ec+8TG6nFdc5a+UKqRTvF5AWf7BzmK3d/AND8woVvoBZFxT4aigwiGeDCHzFfBbib6GrP\nZf8VYBMOMlVwEbqEZ/JAiP6HDCQ9eTKq9wAIZSXh0ApwUAUePQ6ip2ifrJbbuSWodnJfTVpAa+om\nsKlWqSFROvyJw/RlyinD4fOW+yJhhLB6uFxf7gBNpm21+KwCugTolTx5lWueM+d80s4BdHtqLk6v\nApn28+kB0HRZWRFRVzgqPG5VADB1N3q0kzCeRi4E0uMdrBDcfVusCegQ703iFLvrkS7EF1PXJ2cP\nLGXt4vU8vHsr2ngBS6mX9MX7vsXn7/kK1669lstPubo4V/h+QLAgCEGNwvFH4HtbbmLznu38wbWv\n54pVJ9kSAsqCGvmpOa9FTWnqUU4z0sxuNHj7Ja9j79heNu/yYYyJzIuCNmJNvRDqLN8YeXcXDrSZ\n08jKXkzXz8P3+6aHv8atj3yHF214Fa++4G3M6Z9XjAm97nnILQsBVi+gIebHKIoQvj2WPEdZsPnj\nScgqD8a3XucIx1/5kbE5/HkurVebjuRnOlNK/SOWKPx6YFwptcj9NINt/kIp9VEAY+2h8AebddUy\nxmyaKbX8WNuJENXzwKovZSPSpMaSPicyTxDceehJls45iSRqUGV2hLyZvWNP8I17P0Qnb/GWS3+F\nuf2zS56batZNl36F8oJ8sTJd4Sq/ofzjD1AdBDLjB/IQ2IRhqvC43XouYbvc9uJdKvJR/edh6A9s\nLSLwsvzVeldHauH1W7d+b4KzHHsqSfiq9QRv+GycqoX3Jzx/CNrCbJ6wHSFhO6t4b6LS7+6ZRQ17\nTp06z025WvRMYn9TgZwqeDEmt1wK5yHSyn6Wqw5QL7RuhGJsK5WDJiZVGR2To4nIDOyfrDPcyAoB\nvWq9oqrJ99rAaLtmq6pX+pZ8n7rsnSQyTLbHeGz/o5y9/OyCVJwbxXgn48MbP8/Gx+7hFWe8nKtO\neyFSRLfjNGVSrUocKKXKXDPpd1k+ydcf+i4vX3cJFy5bRaIyYgdwYuXvrZ3YIzo6QRsLzmpas3ru\nYk5esIatu+9j+YIrC69jJ1dF+KsR53SC+nT2edh/Zzc6zG1k5Yw0o9k9tpeJTod6bRZx3OTOHbfw\ng0e+xQvXX8clJ19TcGZCcFPV1JJ7mgc18wzlbXHH6fbi2D6dWQKO5xJhQ79ZweWpZhZO+RoEx+51\nLu95PZJjPHv2TEDVjNv/N+yIeVPl87cBH3O/LwFWHOWJfyx2AuAcZxaGPAy2Y2q8dHp/okm1soTi\njk3dHW7YzKckShhtHcQY7/LN8V6bw61D3P3Yt7n/ie+xYGgx77jyXSwYnItM8FWdm9DEY2GCZZOw\n5SNMQaQVgbECbCi6BpLQDrtYdX9cTt0VC1WTOzpiPIsL75KQPeuxnxDDlV8sq0hl21+I9ZXaYydz\nATfi3TEOsPQCGL3OFSm6Vt5CiNTGjsIFTwAf/pBzlTxjQdmJXmBLwiwhMAnvnGxeTZWfyrRRYPz2\nk1lc8LT8tdrijlkBIwzjhx9BRXWi5tyCAzMVOLHHsPyYkFtT5c4IwbiXh0b2i4hBxUW1cZsp1XTn\niLqEBy2S62dIJTw93iTVEafOGS8EJqHMf7LFI62+S24U7SyyRXB1OdtPMnWkDlTNeT066Qgfu+1D\nKAXXnXEt/YnNctw1epAP3PJxnh7byxsueiNnLj+3ADUtl3adOr2YWqxLk7eTQypCK0lkeOCph2hl\nbV59+kU0ooxapGnGKZHSldCLKmp8QUKulfVAac2qOcu4e+fDKEzBOxtPE/prmnqkGbDUIibSxPKT\nlE/3Xj7YdqUOLAh78KmH+PzdX+TARLdH74pTX8Klp1zrQoESZpP3zxPxU63QAe6VcUz6STX8E45T\nXqDRvtMTTuhUAJX8LrphmRQCVqZUUkaOVS1H04sbVPRv9+6IKOlzEqKie5w+kn2m/d7MzI42xrxt\nhu//FPjTo2nXsbITAOc4s8Itany2kkxwDUcqbrvBcCKLmVXPin3PXnExn974Qb501z+wfunlDDRm\nkWYtDkzsZueBLTx54GGSuM41617G1addTS2Oi/MUIl0FeCm3S1Kjw9TikHyLNm7wc5+5QSqfpkcp\nZT04E67WTF+su2Ll4tVJtWIij2gHcvNFGugMFhbNDI8bycrOUAI3csRexOjqcWSbjltplkDFFGTJ\nauXzXtbLg9QrldyDpO74eshb8EDMnrd6eCE229RfD24ki0b4N1Zn2ZDnE+zdcyOz55xPFNXIgkKb\nPl1bExHNCHJKbQ40bKxS8dQeIK+Nk5PScqGrcpFOgA5tJolITD91bbVeDrUT5ge8EXu+sqVC+HeA\nMg5CUjUHaOqSsu0mtm17NvHpOz6LNjm/cdXbWTQ4iMJw985H+JfbPkWz1sevXf1uFs9eZuvO5YqJ\nNKblwoTyrAZjfx0CCvLKU9tx4AkWD81jydBsIpUVgRILoIOrMb5ietUyndusxylW9gqKGnYGTzgu\nwqMIuHmQD/3go6xbvJbXXfA66skAhybHGE87LBhawZyB+V13OOThKfG4UPWC+CxIqY0mQCesk2bD\nf8bXpFLeE+Qfbui9pQA34RhahK+wY0RWKRbcNRZUvGtSGqMzs+7lf9lOFNuc2U4AnOPMclTJmwK2\n80vMveVIoZ3cTjx1p4USKVi3eD2vOvdNbNz+fb71wIeLYyZxnWXDq3nZGT/L+avOo7/WV2RR5YHX\npmphdhP4EE+4qira7bwA4noulTygTCAsjmfsFNbRETq1IKbhuA0FyMDG0212meUJidiYaACF1gsY\nVFdhYuLhkri8XPNMq7Zwogm/qoakurwq7tjVgakaqpoaFJW3DxVZhRTe6zhxVJ6+wsOHXqDCS1EC\nafadqwaTnnrqK+S6zYKlLy88JRrNdEJ/Xdd0BOrHdjvtSiZ0A6PQEzSV1yelVWTzRnqAOI84MFln\nXjPteu+FlGr3dZ+5yVJh67KJyF4j1kUtq8nOGJ+96ytsfOwu1i86hXdc+loWDMwi04avbbqZz93z\nddYtXssvXPgGGrX+ErgZd8VwxTsDkkQQtEuVFwsRMNY6zJy+IUCyDLtfnFD2IPzMGEWqDZt2b2XR\n7NVFSCyUpLD7ufZE1gsVEvtFI8fonM/f/SU2LFnHL1/+VlC2by4ZXlqE3LoVtN09NmWekSgvFyHr\nwFuZRGGLPKE4dcT9PI+shITRBRANF2Q+rd0fpe48ZUW7jCk8vsY4GYng+ynlFYLFUAbPiQfnhM1s\nJwDOcWZZTlGKAJyr1P074QjFh9OYfZMN5ve1S4NREhkuXHUuF646l4nOOK10gkbSYLAxSKREL0QI\nxN0pnGKFZ8b4jl7lcNhBx0/k4UopqwIZt33omhbVYAFyHa3o6JgxN2F5jg8lMJbl9vpF+n2wVg5P\nVb0upQGu4snxcu1WEyOsvlzc0x48kal4QMadSEjFYehIUQY5VetSE658F34vwCbNy8/QBKvPov1T\naAWFlmobGhGhQ7FM2wy9sdwSdTX2Z7yzj717b2T+kpdBY4iMtHd4yqV0A0SGLi9OLyJxoYNTeIFy\n16ao4PRUQc5MQEmT02acVLUY5zCT+VwYb7BiaJJaXJ7QRf9FvDXyzsYujDGvaes+hfts3bON62/7\nJNpofuniV3PlSeeDimjnmk/e+RVu2nor16y9lhdveDnaxBxO7X0dTxP7jrsq2HLPZ9VTmon1Rfn3\nxwMeeWcjFZEZXbwPsbFcG9nebqucBzSmoxNaOqajYyZ1zDe3/Ig9Y3u5fO2baec2F62/ljNYz4iw\nZR1Esdi4PtKIc+vlw4X0gG37H+PAxEHeeukbqEUupB4bEmPBnyRDCL9Lo5x4KYXmDdiilWKFiF8M\nrSxyXL2yErIvcqrtwkdJSDFmwij6ktxVXC+T5eW+REA9Lntju2rFyTtUATJVC/u5Ns8N4djQ3c4j\n2ecnyU4AnOPMDN6bUHPFJZuuDEPqsnDG0wRtVKGGWp2UlYKBxgADjYFCA0dWfyHHRrgokqVgv7dW\nTY/txRNJXGaPbYPp8mCIFS5h5QmtynmCao60mURTp/RJrNxO6pKBpGgmeUG6lXtWeGhM+XNpU7ha\nK4EbVU5hl/vYa0CruvpFT8X4tA9UZAdfqV4sE8JUx60Cm6n4M9qEWR8e1IQZJ+HznMmKzJOibX5i\ntMRrShBPYxgduQ9jDLMXvaDkORECcGSmJhCLheBGQln2vFNnR0UByHkmJu0cU2MM5vNo5xFJlGNF\nHUOQ48NC8l3N1VWqgpsnDu7k/d//V06ev5J3XfYLDDWHbMg313x44xe47dE7ee15r+GC1ZeSOc6Y\ngBufhagKb0isDH2JLj0/4YJ5zrx9B4b7h9m0eyu5idyPEy00kSfau8k2MxbYZNp6O+7a+SifvevL\nXLD6CmYNnEbmhDObTmvHjg0+Cy/TESISKcRraeLusb0oFKvnWGmIAsBb2W8MhiwytPMAJFTGLAl3\nhX8X/dHxDm3xTL84kfc8N+LRjVx/syG5tuNQhV4ppfzCqpl0a+JUU8fl8yovcaru9UwSFJ6pmWcQ\novqvavw83+wEwDnOTNIXpeNJaYLUDUytzFbulbThaoZRmJ5pwRJF5ywXmeudlVAlrPZuo0LnikzZ\nekhJJQQSEnXBTxjWw+K3lIHG1scqgwx6tFv0QWRy70tklV8GNyVuUGDh4FUorKowrdy1Qc7P1CCn\nl3lg5IscGuUzxcLDVI87XSVqe03uWWovRhamtMfTPLXpMrYKoOQmgvJ+ck+998Z+nqNURK5bRPHA\nlOe17Z++wGYIhAT0hB4Z47bwpTS6YbBwcWYy8fqktDjEBJNZTDOxq/+4tB0FlyPT/vdQJFDsS/d9\ng4WD8/iNq95KEtetN1NnfPj2z3P7Y3fzhot+kXNWnEdmrGe2C9wU/cEqKPe7IrdFFlHJc+q9hblR\nLB9ezqHJG9k5OsKq4SEiY8hN5LgtcvzIeW9iOiampWPuefoJ3vv9j3DSglO56JTXMtJ2xGZXBiJS\nphiHhJ9npK3aTeDG8k2S2BBHNq9PG01cCh+62T7SNGOKPhw5gFTKoAr6YEnzCoqFnMGDJN+XlQsV\n6iJDajKNLVFeK3JtihCtZMCJd07Gj/A59Kw5Z3yKv22HLAz8cxHrlShxrEye0dHu85NkJwDOcWhC\n1u2L8yL2LmJsY52E3Ng0TulX5dWFn+w9Ga/sQYBKSER1e2hC5dxenpWwWGeeB6UQKvuGJkKC4jFR\nhiC+3a1nY9vhAZOAm0xH9Ce5C9+ZLmDTyzyvonwSGTwlHCbWqxzF0ZqAp5gjz6qoqhd3gxofIhM9\nm1IRQ3ccg5rSCyReNy8G2HsSFT5SggooxDA89wJ27/oaTz78XuYtfyXN4XXYulPuXM6LUy3bIPWp\npr3+GTw/05l4f6ZPTbfbjKtxRjuzGKpnJU+N3d8QR9ZDKt4VkfSv2u6xvZy9bD0qqpMbGGuNcv1t\n/87mPdt508Wv56xl5wL23Z3ILN/GAmlTkIrtSe0/MulKNqWvlSY5ea5vGcXJC04hVhG3P7mFJbMu\nxFZTtwBFXoRUR857E9HSMQ/v28Pf3vRRls1ZyYvOeifjabO45kbSXYRUxgWfhKAKXZ3xLKYv1iye\ntQiAJw/t4qT5K4v2gwc5Ul6ik9vEBiJT4t+EVl1iiTctUYZUKReesveiAGPKtjgOFnCZtuTp3IEy\noyl4PPVA0diYStg6uAGiiBxBULKm3F55KsLVeq7M0B0uP5J9fpLseQFwlFLvAd5T+fhhY8yGYJs/\nA96BrX76A+BXjDGPBN83gL8FXgc0gBuAXzXG7Am2mQO8D3gldo77PPAbxpjxYJsVWKXGq4ExrDbA\n/2OM0cE2Z7njXIgVPXqfMeZvjuRa+xPNrJpl9RusYFxmFIfTmD3jDTdxlfcJQUCYsqigAAG2XWVy\nn10lWtJusVI3qgugyL/i6u3lXcjpBgTd5QW6O6NSpgA+wnUATwQMJ3lZ1Q7WMgbreQFuwqKV/rjl\n+xOauL9Djk9xHV2DV3ebe6XRF9/RW8TPX0+ZHxS2zwvxlUsmgAcz4fXJKrLwFkEwEUmKfvm65Zx5\nqF5sFKFYoA1RGMe5cAAywCr1ZBanrP1dnnzsEzy97SPU6vOYu/QlDMw7D6MMuSvZkBuR7s/JyYld\naQV/r3TPv80UICciQimvljyVzQR0hJNz/+hctOljxdAkjVijUAVIS5Rf4Ut2j3CrkgAEnL54LTdt\nvY3JTovc5Nzz5IM0a01++Ypf5tSFpxaA8UCrxlgnsbWetPCnbJ+1fcryX/pcOEbO2yKi6ap6a209\ng+KZTeIB1i1ey03b7uaFp13GpEqYzL13yIamrWpyK494cnSUv77xowz1LeCSte9mrNNfbNcXW+2g\n3Cgi40NGvfpRx5F5nx5v0Ig1K+Yso6/Wx4O7NhUAp0rcrUV2bDucxoUnSAQFaxFk2oKUJBLCdNAh\nVXUAACAASURBVHlBFiuIYqvMnAf9RBY91nNmvZDNRJObnIOtuMhw84KZtn7fUD0vrimUelDGpst3\nAn5bPbaAqBHbsTLHvwPVkJQPwR97KHEkwn299vlJsucFwHH2APBC/Htf5PYppX4P+HXgzcAO4H8C\nNyil1htjOm6zvwNeDrwaKy/9fiyAuTI4x6eARe48deAjwD8Db3TniYCvAU8BlwBLgY8DHeCP3DZD\nWPD0TeBdwJnAh5VSB40xH5rpIpXyPBlxuaZasX+yXnLr+vBEwD9xoQgZmCJc+Eh570m4CJGBQuEG\nGAcWQi9MkYmjertfe4EC+Rx6g5uw7pS4cGRACKsXh8eSfeLI0F/LexJ1y/t0fxaGwaIAWIH3dFUt\ndJmH3KUqmdd+bz/PjKoco7tt4aColBc0E3ATghkBPpmrkRVHpvAuFOCMaqZVmesQtqHQFTnC1V+E\nKdLDAWIi+pqLOem032J8Yjv7dn+H3Tv+jeHJp5m34hVo4hKReKqU8NA8uOkONYXp4lMdx9e/6ubz\nCNCphrEOqEM8OT6foXrK/L6UGOMEBT3wtqGPyHFR7AQXiUaKMrzuvFcy1Ozn/qceJo5irl17NZed\nfCV99YGS7sq4CytLaFHAjQ5Cg+JNtNeM65eKVCkajgydO3ervIeXrLmE62/9MA/v2clpC5bZpxN4\nZzNjuSt7x8f4+5s+hFI1rj3j14nj/kqfVEFftd0yDNf6djnvobbtO9ROGBrIOXvZGWx87G5ecfqL\niaJeYUQPWoz7wU3QufOs5AbQiiQCEfoM95G//V8KE4EOxTkdOKtLQd7CK+cXd0mkC+BZHQ+kS3Ry\nHxrXxhDVDDUXqhRunRzXtsu3V8DQCfvx2/MJ4GTGmL1TfPcbwJ8bY74CoJR6M7Ab+BngM0qpWcAv\nAb9gjPme2+ZtwCal1EXGmI1KqfXAS4HzjTF3u23eDXxVKfW7xpin3ffrgGuMMfuA+5VSfwz8v0qp\nPzHGZFgwVAPe7v7epJQ6F/htYEaAE8qMh8TaTh5V+Cl2Ba6dezVz7tqwSnakRPyqvCoyiOvbAhti\nN+jo7sl56naWgU2VU1J4A4KBsztmXRYYBBn4Ak+Fa3dBZg72D4X7pjJVuR+9vDZhOKq6Yq2Cm1Jq\nduV+iIdGfpdDies69NSEIoFyLFmN9rKCTKkjYmOQjK161HsgnW4FKcTRXqu5ctquH7TFQqCjlKJ/\nYA0rT3oHe56+gT07/5PhhZcRNWb39MFoNIq8xKOpiv756+0mEx8pubhao2oqYnJKi6f1OLPG+mjE\nmtmNHIwpKlDHykBsvVlprtz9V0Bk+xWgohqvOOOl/NTpLyU1qusZGkQAMqKR5F0K0aGFIRPZV2Fl\nFJSSKuRlPZxTFm1g7sBcvrXlVlbNex25McXkLfpRD+9+lI9u/DSZ1rzi3N+mXpvj7lPQR4MFjVF+\nsWRLUmiySg2u3CgSDKPthLFGxpUnX8wPd/yI+556iHOXn1HatgAn8rcDZ0XldkfIt+RlwAkKylgl\nY4CYeCYNFmxY6rHn9gCFTlGm7bMSSQroJgEX4Aa7IBOuVYr1tKXg+I668GJHkVdFx+1TZN1Byct3\n7Kxb++pI9vlJsucTwDlVKbUTaAG3Ab9vjHlCKbUGWAx8RzY0xowqpW4HLgU+g612mlS22ayUetxt\nsxHrkTko4MbZt7F96WLgS26b+x24EbsB+ABwOnCv2+b7DtyE2/zfSqnZxpiR6S6ylUdMZDYbYDKL\nOdSulQrvhTbSTqjHuqhzI2BHQj3KuWO9t8Lvaz0NFCvWRPlq2abH+XJjB0KZiMOsjmLI7uF9Abdq\nxa46JSQiFivjvQwyoVL+W0CIdS07zoSAhR5EYnuMckq6gJpiBRkAtIJoHBwnnKBzB/zEbV0N0fl7\nao/ZzuNiRSkDovWk+T1yo0rEYJkYizZExoolKins6WtI5Sg6OQzU8q70cvEaoHAAWIBv2TtgtwWU\nQRkBmvIgXFq+lhIEqiucFFfW9vMXXM2enV9hYnQLAwsudM8gKng4ku5tTIRWcRfIsfevtxIygFbd\nwCDM3irt44jNoTenl2k0h9R+7k+HOLB3mNWDHZYMtOivaee3s8+jL9bUXbXxySwijTyxXiZeK70Q\nZgnasFMrjzjQqhXgJgTAYY0wmSBt+yveOIytOQeFWrLnA0VcuOoibtryXQ62cpq1GsYdf9/4KF97\n4AbueWIjS4bX8IL178BEC4lU+b3JNEUWUm40ytjrSZQNz/TXcrR7/8WjaZW77Zv52GgfK4ZOZs28\nVdy45RbOXnZGCaCElkTGiRqqgo+XGUXmkhVqkfgW7b0XwJ0b35fl/iqUvQ/Oq5IX3B6bbLGgv82B\nVp1WFqNjyx2y75RfbIXEcel/8qa3spiJNMZgM1f7koy5zdTe/8iGhkPunkayJhXpUQOPo7deRZCP\nZJ+fJHu+AJwfAm8FNmPrYPwJ8H2l1BlYcGOwHpvQdrvvwIadOsaY0Wm2WYzlyxRmjMmVUgcq2/Q6\nj3x3r/t3+zTbTA9wsohD7YTxNKGdxU7HoZxZIGbFwiKiRBeeDI2fOGWAUCg3afl9C3c0fkUVWlf1\ncOXDWgIWZEAIQ1+9TAWTrlIacg9yfJp294rHVIBQf613OQdpX5VrpEp/+8lDAFMvF3x47RIqDDO4\nwrOH7csdeBMBwvC8duLSjuBYPk8UgLjiM/d9KO4mQnNxQM6MK+AGPNmxpNsRrMiNw5PWne8nK6t5\n5N8Ze03eGxF6bsq/29YmcR+1+lzSVoj9bZiKI8hwCtPDe6WKG/SMJOWpCMrTeX4iItqMs8ck1MeH\niJVhYX+b/pr23hxcpfHYenI6Oio8JeE7lrj7HgoxtvKIyWoFcgTkCFCeerUfeju0sZy8VFsOSC22\nxNuzl5/Ddx7+Nn95w19x7doXkxnDQ089yPZ9W2gkTV6w7tWsXXo1E2mDVIc8Eee9cKuCdhbRTBTK\nbSNck0asyZK8ANjlsK0FSAdaCVec8gI+fvvHefzQLlYOL+m6KulH5X5jB5YSHnDgQe596A2VTFEQ\nT47fOaKSgeU8UFLTSqQpehcGLn8oY529T9YTdLhja5HNrmc00O5YVkqhuB4t4oPHHuAcaXXw6j4/\nSfa8ADjGmBuCPx9QSm0EHgN+HluW/f8Y2zfZII2atiCeK80Qcm9Cy3TEZCpEOjsISOhJTHg6oLpA\nhKQHi5ZK8fkUbRNAI8Ua48pAeSRaLtbtr9GZZDgojBt04shMud5uJrrgExXHD4bQqXRsQp6NKbY1\nXUyOqTK/pG5NJ48KcBSaEKDbTmlZwlqSrm9Jx7a1oC1/Q84Z3JteGWdaBYO3cppD2lWSjnzYrtjH\neWqEi1BmXHmT4xR8Drdazo0FwtX7oBTUlAIjYpHVoIO1enM+nfY+d8a89K/dz3pWuu/9zEJ9kYFc\npcTUe34/nR2Jds64OsweXUeNNzHA/L4O/UluFbmdB1QEN6sTtwD+LPDASXiolVmA04irnqky4bOk\nw0M3SA0XILlWZCjauX029cZi3nrFb/L9zd/gP+75PEopFs9exdXrX8upiy5ERf20c5tJVc2SEm+H\nUsYqimuFiZ0XRHkw3Uw0mdZMGueddGBC2jaeJqxacA6DjS9w1+N3s3J4Sel6NeLd9KrYUmZFuWvN\ntPDNLKk3ibx3F0LivCr+nskUdsxp6witI1v5vUfoFSoeXBeGjl2YS7IYD7bs+zernlELhCDD8LXX\n7Dm2Vn2HjnSfnyR7XgCcqhljRpRSW4BTsFVPFdZLE3pXFgESbnoaqCulZlW8OIvcd7LNwvA8yo6K\ncyvbXFhpzqLgO/l30QzbTGl3bvt36rW+Uihl9cILWbPwoi6NGIDRTo12HjHsXKfg6qE4160MCLkL\nrnuXuvNKGCu/Lr/nWqG1H3hCS8IJlApxlW4OgW2nKm2D264v0XTcqkrCVrbSsSllVoGtwVUVWOsF\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mor2PhcNnkESaOc2OK6thVZ9H2wlpDpt33cJdj36Fyc4hFg9v4Ip172L5vDOJ\no0ZxL8PMKtydrtbTOxYmXKej3edZtpOwHpwW8DPAfKzS/1zg7c/+6Y7OTgCc48ySyJTcm8bA8MAq\nrrvg9/nepo9w04P/zOLZf8bsvvmA596E+2Tar5xkwg+9N1WJ/yxvc+vWT7B9z+1cteFdrFl4HoqA\nm4Gb7NzAmxsbLBDlX2RbUx6Eq9lfyk2ytrI2zOqfz0BjISPjOzlz9Vu4e9sHWTpnA+uWXly6J528\nnDYv7a+u+EJtl2rGmKHs0ZrKwoyuXmUXqvyeWBkGGwNccurrOP+k1zDeHqGe9FNP+h1xUhfhrJDj\nkov8vDu2TDBeCblSvLPURuPqQRkaiS5WwKQxHazqbOIaKgNtxyjIZVKTbBk/mVbBjIj9aSMhL/td\nqE2UGcWkNqRoJtq7GRvbzLw1ryY3nQJ8iIflmXrsjcltsw2YACiWwl8mB1UrPDUhyOmlUBw5ocBe\nIa+IiMTVthpV42wdncX64UkazotY1OiSjKMA6FQn5pDDkRlFO4sZTxPaub2nh1o1DrTqNGPNUD21\n+k7KgAM7nUCDCcr1ziad1s1YDgORYXbdkqDDjDkJb2ZWx6/IvKuWLslNeVkiYoX2fnjlXvDimrlW\njHVqKCXZjLoL1AlxWoj7StlQnS8bId5DX3pCQRfwybUiV4rVCy9l+567+PLd/8yq+WfRrA1y4PBT\n7BndzpyBFbzw7D9k6fAKtw+Fbk1uLNE6wmD0JHc+cj1P7r+Ly079aS5bs4ZETSAlY54eb5AbxYHx\nEX7w8PXsHd3C6gUXcs7q65jd78PN4aKl6u3WFU/ysTJjymCyak/v/yF7Dvyw9FmWP+tVziX34/XG\nmMMASqnfBj6rlPpVV0Hgx2YnAM5xZmFcNeTHNGoDvGD92/nULb/J7pFHmd03HxEOq6ZTK8mjxGdS\nhebDWZrH9t7J/Y9/jbHJvQDc//jXWL3g3NIS1GZyeO+MuOKlraqYHIMVk/s8TD0XE8l6DMwZOpmR\n8R2cseZN7Bm5j9u2/DtL5pzOYGOoABlyjaEKcnjMsP5S8d1Rku9CqwKbXuRpsJerHbEoUopGElOL\n58pRiskgXNn5VG1VGiRthk15lV2cr0cbbUqvrU5upf6twnGWR2ilfFqyCotu9r7eIv0bO5l2jJe5\njwPgU50YU225NwB79t1MFDdpztlA5sBN6L2Zifcyk2ny4pqUisvgpji+ADAPco42syoiJjZREdLa\nw2GWtJvM72sTT+PZ66mkjV9otLOI8TQpNJzAe8omsohOXqcv0TSTvADz7cwWyGxnEaH+kMYqDk9q\n6IsUQ7WsADe9a6BV+n/gwSlKIOBDRaKYnAofTls0LJBSQLM2FGBMVLXFhNgcqiADpTT1EiRybiTR\nxArJxhIai1TMNae/i007b+LxffcyOnmAoeZ8Ll/3dhbPvZhmbPtD6A2TQ9uSGBN858G/5eD4Ln7m\nvHewbsmZgCkyLdt5TG4Uu0Z2ceP9/z9xFPPis36bpXPWBveud9ZoyUNsmHYR9WyZtr1syu8XzruY\nhfPKi8Wx8R3cuelPn81m7AJ2CrhxtgnbLZZjScc/NjsBcI4zy023u1oGlHrSRxzVaKf+XepaiU8x\nGVeJxTv338+Ptn2G0cndLJq9lsvOeRuddIxv3//37BvbwWIXS08iXSgHF+mlkek5WYYAyFDu5KJo\nLPF4SeesJ/2kblVxxso38N1D93Prlk9z9YZ3opwoYC8Kcxh2iiPvJu5SfHUTdJhlJgPrTINQWHJC\nrq9XFXWNd1VVXdNVfR45b6RMMakYN8HoHgOnba8HOb00kUQHKYkMU1FSplMgllo6qRYyqt0wUZ6U\nWi2fkWpVcFS0ydi//1YG5p6DiSJyM+k8LNPzY6YKJYnJMaqhrSp/x4KbmSuKH6lFwX8ZGTsmYmpR\nneFmhxBshgAcUwY54pWQjLyRdp2W05ORgo+59plNuVKknYjxLC62aec+CyoEOKmx974vsqrJzcSD\nm+k4ZgJQZIwQQGi9darw1ChluYCZ+xysEjPKJhaYQNVazOrzVM9HKZ1cMhSrlmubZam1eIwk7BWC\nBql432D98peydtlLi/NLrTowPUNfkYL+Ws5tmz/JwfFdvO7id7N49ko6uXIp9F7xfd/hEW564L30\n12fxorN+k776LGS1GIKb0OfVqxbdVHyiZ9OOkxDVD4DXKKX6jTHiHlrrTvXks3+6o7MTAOc4M01Z\niCsyqkRsVCrCGMlI8enAVU+JDHRl57PthFt33cxtWz7O4uF1XL7u7cwbWu32yanFTXYd3MTi2aut\n58hlkQjp1MqXe+Xh8Jyl6zBeVC8vBvuocFtPppPsOrSVnfs2smD4LACS2iBnrXkzd2z9ABsf+QLn\nrHkNSilU4VGRlaE/Ty9w06s9IfAKgc50OkBCZKwK5EFAnCYAOVNYL7XlovAfFZDTY39jXHq4qT5N\n305ZfUeKgkiplJ9kcuOPHU7SqbEAJ9UW2CRKgXPt15StFE6lXZmxBNzctWX/wTvI0hEGF1yELZtg\n83VCjsyRlGyYjjBsZoBD8n0UXGEvPo4NZ4WigT5MJaEr+c+qyiSM02bz4TprqTO32bFeCQmxBO+I\nKAEI8MmdZ+Bwp8ZEFhWhPgk7iacsDEsSAIAseBnl7nWMvdqBWNHnsrpmAje9vJnFgoig6rjz1MQu\n7AS6AFmRO6+QcuKo+13s5hD596bg+VTaYjl04faqC+jIdgTf2W39uNSMbeXvsOaceMoacc6hw4+w\nedftvOj0X2T+0GpamQU3obc2yzU/ePhfUQquOePdDtx4C8GNb393LTrhph1rs+/Z0e8znSmlBoBT\n8Jd5klLqbOCAMeYJpdRfAkuNMW9x338K+CPgw0qpP8Gmi/81cP2POzwFJwDOcWe5AwGiWCvlCAAU\nmlynxFENgyqBm3ByFC+JDUVR4uKkeZsfbfsMJy+6jItPfYsDTLjjJ8wfWsPe0R2AnzAl1JLEhloc\nhDwcw0E6TbXziNem41JkMx2xZ2Qrd277JCMTFtzPG/rf7L15tCXXVeb5OzHc4c1TznMqU5lKjdZs\nYbuYbAaDjQ3YpjFFg71qwFQzd3U1XQ3UKihDMzQ0di0DXWDADcZ4wMZTGYwNtmRZsixZQ0qplJTz\nnPmmvO8OEXFO/3GGOBE37suXslJOSm+/9dZ7994YTpwbcc53vv3tvXexb+ub3KC1ZvJOrts6z/4j\n/x/NxmZ2rruHsboJRhV5EsDAuGX0eYtAxQ/3tn74eph5Iam449k5oRxdZkGHjUwT5GUu7GZWeF3W\n9lSxNr75WiZ7sEulXM+kDskN/Fpd3uEDcy+EQtFFuPIC/vRumQBlwI6dQGsC6o6V659ULXCQQCsT\nBXDTzZY4duIjDI3tRQxNkqqO08dURUFV1ZLS5yhGRVl3lhChY2yqo6o8ZsfAGb8YpwU5y0VS+W6s\nUAWelkeYdoSkSL52UbGuPcJUPWEoymhGGbFZAPggQikdGbXQjTm5VHeFOOuR1K6qLKSVKebQQuw6\nNXsBlRYRMB6EhXDuOJAMx2lh0nXZlgvPQr+Lyhe3lxM4JqnWj9QDndRwNJaOmfDZJClBDGBy/fPY\nqDztZiqWeIBiUkLflMIBkFwDZuqAmWtOM122ZTjKXAX30KMqBTqVQj2SfOHwp5gcXs/2da+gleQn\ntSLpVAZ88eDfcOHiM3z7jT9PLZ6ml+GY0XLggQWxZR1Mvui78gDnCtntwD9gSHjgt8z77wV+HFgP\nbLEbK6VaQohXA/8P8ABwHng/8B9fxDYPtFWAc5VZaAYWG6bsT5Kp7LmcGFVmaXGfAdKTfR4BkaRL\npFmXjVM3oEwuDbAaEBiqT7DQPu30A/bsVsTsCwOLmW37CzhKQ8/b7MIXu3N8/vHfYWJ4K7fvehuT\nIzsYamxAmppCdvravv7VnDh/L6fmHuGGzXcVQl+dLknkr/XAZtuRt8cCv0wKCPUAZSuC+9lcXUi4\nB5QGua8Krq6y391jkPrKMoBx8wnXTiGK+5etKuTd6h588911fm0c/Vdb6n1fqYLUuJ5qopibp3Ct\n3v+pgq7nlgLIlOTZw+8lSeaZ3v3DZh9bs8grNmn4kOKxv36y3D+uHyFVBaBWYgEBmZAEpRpXGujo\n33NZAt3cHSbRSfv87zmVuobTiVbdTOiCepyRyoCuDOhKxRxLBATUl3GtBQjGA11XKg7y/swkjrmx\nDKL77BITq2VSljMbSZRIXdjV5ukpV6KvOo7OfBy48cHq5mzEFfgLgOK+PhMr9T86LN0IhCORJyRU\nhnlsmFQJvtmxwI6j5xePc+jso7xq74+gVFhgvLVgGh469BmePPZpbtz+JqbHdpt6V3nwxnLZ2l0O\nIXTZDVv760pbBm6hcTn7LGdKqc+zzMOjlPqxivcOAFe++NbzsFWAc5VZLdDF96oeqHZX51Eaqo27\n93whn/Vx+0yCKq3gmrUJZkZ38vBzH2FqdA+1eEL7uxEoJHOtE4w0pg3FrvNsREInD/MT/FkwYFcy\ndoUXlQZbnetCg4oDx/87ILhzz08TR0N9uhB7jHb3PAtLx9g8fYdepZILIy14AAosVt4hZqKnCBp0\nJJaN4sp1AT0lCCSuz1eqz7FWcFEpkytEChLDLYTe5FdgbmwjPSsUAPVXuSIP8S6X6bAMU7m0ReAm\nE1UAPfb6IkxEjP1OUX10tz8BtWXO+BgJMSfOfJq52QdYt/OthI0pMtVz7qnlTJIVCm6WreyOUkjj\nHekHM/4xbYg8hAXGZiU5cAaZL/y25Rnmsox6EmoXSAqZWZTodsDFXsyxVg2JYjjQ7+lyBwHtTHBB\ntQEcuCnXs7IaqLVRQDNKC89JpgS1sJjo03dP+6khBl+Tf648mgkwGZANg6IEWapF0UORdPeci6iz\niwFEn6bIX/zUDAvSk7kGybc+EbRZDmSm1MqilIQIGoEgVprFtM9WbI7rQrW9Y9nIrkeP/gPD9Smu\nWXd333l6WY9/3P9+njl9H9du+h72bny1lyZheSRon3ubJNXp7zwweCVNsbzIeNA+LyVbBThXmQ0q\nnKmAE7NPIRBMjmwqfqZyd1A3M9R+edCwqybglde9jU89/Bt8+uFf4Yat38v2Nfcgydh/7OOcv3iY\nW3e+HtDHvNjTGUibUWbCWPXRy+fvpKHHbODEe1ofomh15nn21Ge5ZuP3IoMREjM6RoLCpJwpeObE\nh6lFTe655m6X5M+GzUolnO7GTvr2czuwJzKPWAEDEIzbbyhOiQNJFOSsUyoDlsyEVfeSfeV6JkzE\nUv935etwdGCY5pQsk9ZLw2X95HalW9BhkEehWObFhqTbKtFRIF3drtQUBl0yE2hcms+F0PWTzBmJ\nQvrO55v9zDI25fZLFAvdUxw//hFG130T4dQ1SDISOuYMOjy8DET8/6vCt+2+WidjRMZ9eXRykIN3\n7+h2aZCT58zpBzZC5CHi1iwLFBhgZOGVZW18q5ltzyZwOtHuK320nNWIEKQG3AxFunTCqW7InOqQ\nkjJM0x2/bDYyZjqIGasleakFc4/UQul0cfY5yBmEnLl0ye08RrcckOC7UQI3PtjVkTmmeZbPd0Pi\nAIbDzDEk3SxfKGiXZ9E9Vg8UDVO80oIbe0zf/Bw7YN1Z+t7vKOX6BKkjBOuBYqKeuuPafWx0qG6+\ncR9nkiPnvsbuDfcQBGH+nCo4cuEwX3jyj2n35rhp59tZO/0KhEjJlFngVDwbZfbWZjin5MIalOLh\nhbRLRVEN2uelZKsA5yoz3y3l3A5AN2nxyOFPsn3NLTRro+jw45wRsJlBrVXl5LDvjzVneO2tv8iD\nz/41Dx58Hw8efJ/+DMFtO9/Ilul9+PSCjjLQ7bGaA2uWbRCldlv3VigUXRWw2DmPVCljo/tcvaay\nRiQUilbnOCfOfZG7d7+ZOGqYwUazVH6ZBD803iWdU3mbMplnJZYCCDR4aqchzShzmgVlQIktzBmr\nPOS86OrzwUdOQfvizszsKwSEbuKRBS2QPZbv4usb8DVd4SIxMu+6LqZad9AIBbVQumvPlKCTBfn+\nhe/euw6/n+gHbb4+Jx1AYyklOXbkLwiiJqMbv9m0MXHszUrrT/Udd4Bmp3jubNnPrQanzOIMshzc\nWDdpRiaCArvmTwqjQViIlCuXFQAtzh4zrp1OGtCWgguqhUQyTLMS2NjzSBQRAQ2vcrcFNzaxY6GO\n0yXcTTZJnrUqAXCV5ZmbdQtA0JUKpUJGomygdsaaD25sDprC8b1noWyZzNncREkHICMBzVAxUUtd\n2ojQGwN913NsxNKHz36VTrLIzrW3umdzqbvEl5/5GAdOfp6pkR3ceu3PUKtvIPa0VDrBgM+SFt3O\n5dI33whbZXAubasA5yo0F1VjHqj5pVN87vE/IpU97tr9RiBfjVn6u2tCJf28K5XRRHruZLg+zquu\nezsv2/Y9nFl4FlBsmNjLSHOKqrgLzRAIIqkjqXy3UabyiAXrG89kzmyEQjExspVmbYZnj3+YW679\nBcJQuPb7g9Lxc5+jEY+ya/0r6aZ68qlHWr8AFgBSOL91z1nzhZNnF56k25tly/QtRGGdbqqnsroB\nOQLcRNHLcgGz+y6w+WZwYmPIE5PZNiVGd4AouqziwEwWkr4QWd9l5K+gLfCwwKUgJkZPGJEQBCZ0\n2uZSSVUuCq8ynynzw1l1qQXvPZRjJMqWoTh64sMsLjzGul0/BmFkIqf6w7lfSCu7vgpsUIkpspmP\nwxWDnMCwN9my2qAAwVAonRu2DBBtskSbAHMxCVmSiot0C+DGurqqLEPSJHJA02faYk/sWtBnmeeg\nnE3YD9HW7c8XC5eyQsSdATk1BEtSQapBTiQUqTmmL0gPhdbcOCCvcl2MDViwForiaGMLSFoGR6Ko\ni4AIwXCoGKulRIF0+7j6X6Vr0kkDUx567iNsmtzH2rGtpFmPR4/+I1878kmkkty0/c1sXPNqUkJi\nw46CGXuNy1YpAUbz45e78V2DZfCmr/OlBSSuVlsFOFeZHT77NRbaZ1FK0urOcXL2aY5eeJzRxjTf\ne+vPMNqYceyNAzdZBdV/iefLgqjh5nquGVrf59IC+lYpurJ0QCpzUCBELsSz+XuskNeepx5KhuOI\nm3b8MPc/9bvMXTzA2vE9fecDODP/OJunbwYRk0hoRqmraG0HlXL9pPJ1W1Awe/EgX9r/67pfz+zi\n5df9DHHYpG3AYGzdXw5QaBYnCop95IMcS6fr3B3CUdRSeUUUDfhRIgc1/uRjw18VwqqN3Wep7UN7\nHQO+Pw2MdD/0ZFDIPFu9fdEq9U9WY7GMfuPYqY9z8tQnmNn8OuKJHSSqgyIjIzF9WUzwZ0HPoBIJ\nioyqkgv2WFWvKwt2GpBjUtENbL9/Xt9N5YMb6X6KyRdjIUxOKGX6r+gSsVqUbipoSWirlBZtuqLL\nhBpfFtz47oYqjUposgX7z2R5u3KpBQeQB3yfther2BTf7WVfS7QofUkqRBYyHGbm/VwfBzgAaBc7\nUd+Codhmf+yxzKvNs2T7pBkqRgy4sc+l7wYKKS7uAqFYWDrNQvsM0yOb+acn/4LnznyFXtZh57pX\nsGfT61HhJInSLq+6KY/T746Fc/NP89Txz9LqzhIGEbVoiKHaGCONCYZq49SiOiBIs4Re1ibNesyM\nba3s8xfSMvP0XO4+LyVbBThXmT106OPu/yioMT26hXt2v4k9G19OHMaEJjRaDwJBX3ZfKIKbqjpU\nLvuwyFOjp1IP9jYrrk2GbIWtkZAO0Ph+fHu8tgFZeVE7352kw7Q3Td2AECGd9hEY34PLW2IGliRt\nM790ir2bv8OF4KZGQJgLdfU5CyJUT6eQeK664+cfoB5PcuM1P8HDB36LB5/+I27f/Q7CwCRUM4nX\n7MSUSEGjoEvIGRYL2aw+wHQuKcKtim1f+blO9KQkIAsQQri09nYwzQLtXuykATo7sB3Y+1eGkRAu\nCZtezeuJpRZIgkizSKkqrvrtCt5G80jyVW8A9ByPZUJwS+OfZXMyFBcuHuDo8Q8xtuGbidfdRE+1\nyEj6AM1y+WwKkU8MDv+uMgtiymDJhpK7rMYiL8MgSiyOUhmp0K6pAMjIkBS1QTa0PDHtiwg0AFE5\n2NB9qgFsIgXtLKQrFW0ladOlLTqkIiEipqmaTrvjAxkfQElvsuoqSVuGDCvhnjkWZ9hHAAAgAElE\nQVRfYG7Nuk2Lodj5r82A7Fy17iJz9tQyFZb5y928+q8PRiKhNwyULtFRD3LWyIqLQ2FZxsC4rfP9\nq9jFsoC6nQW0JbRVVugfG7Zux60qkbX+fm37BSPN9WyY2MPhc19jqD7J9nWvYPvabyGI19FTgrpQ\njEdZoU3KjEOn5h5h9uIhFtsnOT33OBPDG5ka2YZSKb2kxen5Z3nuzCzdtFW6npAorPEvrvsRrrT5\nerHL2eelZKsA5yqz77v93zMxvA6BIArrLpTYRgvZwWwQuKkynwJ20TcG5Fi9CIEGE7qycT4xZ+ST\nti2xUM4yat035YKWwju3QnDh4rMolTE2tNHtFwbKRT7NtZ4DFGtGtxMbfcmy11Wi2224tB3kuslF\nGvUZxkZ2c/M1/5qHDv4+X3ryt7hx+1sZG9qgWSmRR4Cl3vEsP+JEhOZNPcnlrI9vvjYnFIqe0iE0\noYmMs7oB544y1L/yxJe+a6BqtR+gwU3N1uYSdtAHISTCS4VfBqK2hpVdUaeATn482B3lrg3F6XOf\nI6pPMbThHrSMOHGAxi9SWWVKZQSiPyS6Kqzc36fq//JrC3oqj1EhZtYuLP1/QOC2ySuUSxKREqnI\nXbvtj54MaAhZeBa1xgq6StEl1eDGMFq6tlXxOOX/+/tE0ZHKPYd5u3FKVv1/rtOy79loOhuSPih5\nZFGcLS5N+WL7S/dWhE4OGQeqjyWyCxffZdd3/hKAsgEGlpn0mbNEKTPeSaIoP1MVuPHrzikV8uqb\nf84xQqnUACpRgljkrI21xfZZnjz2MY6ee4BM9hhurGWsuZ6X7fwhrln/LUSBcOJu0GOplBlJ1tGL\nwLBGHEaEQnFu8ciK+vPrMfU8AM7z1cf9c7VVgHOVWSACalHTY138CVy42jYrBTdVrieXxK4C5Ail\no5/mluZ5/PD7mW0dYry5ji0zN7Nz7V3EUcMBHtcucqFdkULXQkjr3jp85j6G6jOMj17n6VVyEe2p\n2ceoRyNMDq8HskoBoq6bI0wuixwY+J/bIXCkuY4zc18lkz2mJ17GbXt+nsef/SM+97VfZHpsLxun\n7mBmbB/NxlpSlcfd2J4t/7XXZCeEqsgq2+e6TpjWLqUyX4XHoSptC5lxN14q+2mAjjqzeic30Crz\nHQi9UWAm3UI9K+cNyzUi9n6qipSqcld1OieJRzYhREBKxwGKldaYGhRCvhyQKdul9h9kVVocH4wF\npfdTElIiw/PkYHPJRMXVzfeo+0/3YY+MHr3CcUMVuGPoY19aGCoxBUzTgOFImbpvAjz9h8ukbPdx\nE7tmAS8mmr3x3UNVphMSr9xtUUgKqIRDSuVD6CCAanCzbHvQ2bT9kiEpkp7SUZFWA+hbGdg40b/U\njGVqXLjdTJeeCIBmKJ0uSCnJk8c+wRNHP0Y9HmHf5u9mx7p7GG5MeufQx7RMbxgo5ltHOHjy85od\nWnMb40PrtUBaCKcZvJImuVR+7+p9Xkq2CnCuMutlurhekTXBhS7azLmVxf1WeO+WE/IBxg2lCJVi\nsX2Of3z8t8lkj03Td7HQPsb9T/8FDz33Ea7f/Gr2bPp2EE23mrHaAD/LsDDHlEprhHoyoNU5w+jQ\ndjpKr9KaQhfHG40zLizNcuj0P7B74zczUtPsjctQLHI3ERjmx61kc4YI8lUjQrBp+k4OHPsIR059\nkm0bX8fYyHXcdcM7OTP7ZU6dv5fHDr0PhSSORpmZvIs9m99IGETmOIMHZ+VqMPXDRx80NqJMU94m\nvN0Hp2FgymAEus81eNGoL88lYl1VeoJthJLhOMsTrwV5mHpmegjMfWNqCdk+sX9tkrQARYKgo5Qr\nmGnBTBW4kSjS3hyN0S1uUC2zJrLC5bScLkaSIVXS37/ovDdWzzNYv1PU5CgkgYgJCCuBUNlVFYpa\n4TNrAZCQIYVuh8s0DMzKlEAKcM1WQEaKpEuPRKRmXZ1hSz9EFW3JtROB+9+2z74+l8J8GjIewWic\ngZk0bXi4ZXdtkslMCi50IzeJh0L1aWCqdDb63NU3ex7xZ8XoefQiStBVolDOIzTnXS4PzKC0CTbf\nzsU0pBEIkAGJcRUuZAE1EZoFkaRmEvxJmfdB5j9jKq/jlUiTLFCY6C4vI3SSLnHvk+/i7PxTXLf5\nO7l5+3cRhw3TTst2a3AJdnEoSNKMzz3+X0nSNqB4+NBH2Tx1I7ftfCMTwxsvBzM+b5NIMrHqolrO\nVgHOVWpWoAfC+Z1fiHDEQcCol7Y5s3CQC4tHeOL4PxAGQ9y69z8y2pjRod698xw+9UkeOfy3PHni\nc9y07Q3sXHsXUWAjefJMxlIJYkOt+0nratEw7WTRvJ8PSqFQnJ29FwG8/JrXFELCbfu0JiifwAdF\ngzhgomC0uY5dG7+Xgyc+wsjQNiYnboYgYmb6Hmam7yFNl1hoPcP84pMcP/P3pMkFtt38r5cFN34f\nllfQhUrhKA902fT0euJRhtkJyIXOQuSuuiqLA/TAjAEqXg6gzAN5uXtKmTD8/mNaBi8OFE3jRisk\nFqzYp9s9S5rMEw6tNccPkeQ6mrJrqgxM/OR+VUCobL5YWf91iq2B2wciJiQ2uW6qQdFKoqpyoNGj\nLQICFRATFfQyxe0vX+xpzQc3/e1QdMm4kAYkMmI0zjR7JwHy+99nF9oSD3CY9qpq7Yv9LK/unUfU\nFdpRcidZAF4Tti9yl2jVOcpm2cSy2NgC8HogWcoCIqFrpUkkPTLaMibONE2pVLF6uQ9qbD0qy7b0\nlMmCbNjPHNy0+fzjv8nFzlm+7cafY+PUtWYRVSy94dpo/8qUBw7+Ce3eHN960//BUGMjZy58mceP\nfpSPfeU/c8v217FhYm/1xa/ai2qrAOefgSlvEPKtSlw3yAYBm0wJZlvH+Mwjv0kvXSIK6myYupUt\nm95CFI/RUzo8NK7NcO3Wt3Ltplfz+OG/4v6n/4RHj3yMV+z5l2ye3kMglHbzKOUYDKAwFTRqoyws\nnQBsNtx8haVklziq0YjrRfZmQNt1+4suIgsE/UKgeze/noX2MR5/5vfZd807mJq4BdCDcS0aYmb8\nRtaO38RQczNPPfcHnJo7wOap3QNXoD775bfLgh2/hIRbVXpRZdbsdduIrcCTQbhwb2/7pmF7hHH7\nlbvEVlu2tLytRWXDzssh6RIIlKImNJNj6/v4ocnWUiU5evxDBOEQtbEd3jWHKFGKmloOtHgJ/KrM\nB0krcTv559RVo+JKtkc5fssCrJWDnIQObRGCahAPGC7L4KYM9qxYtgogrWRFnSKZl4pOL6AZ6CKb\ncanIbDcTLGUBGNEwojqWrAwqMsMGZ0oXUO0qn8nK889ItBZG81P6emqmP1KVgypl7utAVIdK+4Jm\n+9peg1TKhcOTaVF9rAJSIhJSWjIkzrSqKAwEQioHlqwmzqWpUIJ2phMu1sxDWRN+YlDJ/Qfew8X2\nGV59888zM7olX6B4zfYTGQKkWcYX9v8+p+f2c+eu/5mJ4a10soB109/Eppk7ePLoh3nouY/wsu2v\nv+T3+vXaqsj40rYKcK4yOzm7n6mRLVrMu0LCZhC4KUzATq9iSyzkbMhDz36QWjzB7df9n4w01tEz\nOpdI6EGvY2oyBEAUrOeWXT/J3s1H+eqzf8HfPfp7fMv1/5bta25wgkjHLJhcOPa9ofo4S70LOpIF\nPRDFAhaTkPGRa2n3PsHZheNMjW4tDTIeqKCoFykLqAWCRiRJe3qQlaHg9l3/hgcOvofHDv4eOza+\nni3rX4s0rih9LMXk5J0Mnfw4+49/nk1TuyvdeLZPq/q7SuzoFz60k4kFO0pBTwXEMo+YkgLsojRR\nirqohgI+wBLOJWbE4DqVrwZ/xl1nwY1Nk2/bYvtRT07WNaacmDpDoZTi0LG/YHb2AWZ2vgUVigJr\nExIjTWI8Seag1CCzIGcQgCmHmRdNOveVfzwhQgKRg5uQuCAazo/dLzj2BdL9ZzNRTbToihYxDYbV\ncIWWp8jCBIRk9JBAV/SQSjLOsPlMEKFzKSdexJb+rHxc5faxEW5tqWhlmtn1QbC9hwJyEbvVttn4\nPx9UuOhA777tKg1efJdagjQsiseWGAgn8SPD/LxWusSDEAaYi/7Q8LJp1qWY4FAqHZaeqZCIgBTJ\nhUzQlIGroVZmonpK6RQLxgVuwU3TSzwI8Nzpz3Fy9lG+7YZ/x9qxzQQiZ5xzsFQEN0oJHjvyMU7N\n7efle3+atRPXo4x+rZ0FRKLBtVvezLrJ29Gs1kf6L/QFNJsx/HL3eSnZlVdCrdpl2Vee+xAf+8qv\nsv/452l15i/Ll1tM/qX/2pDKPI9NMQJIIVhYOsnaiVuJ6jm4iQO9kqoHgobQv6Ap7E4W0Ghs4a69\nP8vaiRv4pyf/mE4yW+l790tPbJy8gTRrc/bcF+xU5Wxk6HpGGzN88cBfobxVpM8GVQmmy2av18+0\nGoURL9v1DnZsfB2HTnyUr+z/ZRYW9jt3T4YiEzAzfQ/Hzj/Mxc78QHegH4bq/7q+Vf3aHA1ocm2A\nH4rbK0XDBSJfDftmtTt+vhHfQqGomcnEF2Bbs6HlUaC1Czl9L7x7hUL0CsDhEx/k1Jm/Y2brG6hN\n7UEhXc4bmxwvoD90u6/fvMG4CsBc7kBdPk4ZpNhyDJJi2Lpjc0Q5B87g81sAotkcXW5Bln66okdX\ndN1xLMBKSUhEWmqbMK3La2WVwU1mWgXQFCF1kWtdqsKtI2zyR6vZyn9tPpxU5fme/HvIhopbZiZF\nul9JztrYtjeJaZo6WtqthZfaAPd+pnQCSpsJfZDp+zEw1cOLbHWeADNnwNpKsiQVLQmtDBbtr5S0\nlc6qFAsvWhGcyxwgTds8evgj7Fr/CjZP35BrBr02lSM4lRLMtY7x5PFPsWfT9zAyciMLScDFNDRR\nZHohmEjB5MhOXoyptXwPrvTnpWSrAOcqs5u2v5V6bYoHnnk/H/jSv+e+A+8jSXsDt69y4/jgxk6+\nllFIZcBs6yRPHv8Mz5y+jyPnHmapO8dwPY8YiAPt3tARS3kl4XogXITDUhbQUzVu3PF2wiDiH/f/\nOXZp7Z/fByiTI1vZvvYeDh77S7LOOTfYSgRSRNxyzY9xcu4ZHj3ymcJ+UA1uqvzk1k1l2aQAS3sL\ndm96A3de/0tEYZOHD/wGjz39f9NeOuo0J9NrXokQEftP3OfYF/+34OdX1lufEwp+iQqfKfPDVHuZ\nHsgtjd7NdI0tJwhGU/NAYSjqmv1zvU3ex/a6a4GkGWUMRZJ6aMLJQ0Uz0u/niQg1e2ZdV+XK46BB\n3/zFpzl56hNs3PT9NNa+jJ5qOVCRkSwLCr7+lWLV/oOHq6q26Iw7tQL4EUb4u9LIr7L16NASLdpC\ng52WaNESLXomW3FVu3REVv9nkZEhhwOuKySg6fEp1T1SBDZ2u1TZCvK5WZdpGSBLtCtH/6+0wJq8\nBpQFW34EWIigqxRtldEmpaukqzTvEgiav10pWEr1fW9LKrh6U+aZ6NnIJ/NMuLYVgFhe1T1Di+Pb\nStJVkq4Retu22dprUtmq4vlxDp35AknW4ebt39vH0trMy2VTSvLgwT9npLGWnRteS6o00JqXGR3D\nGiVK0ZX6uVqu2OkLZVbMfnm/Ly2As+qiuspsenQnOzd8K+1ei2Pn7uXJox/kzMIz3LXrzayf2E05\nFX7ZNeK/9idZm7umnfb4zCO/TTdZdJPQ5PBmtq65m0WlJ1eloOuvosx5bHRSKPLICsJRbt35Vr74\n5Lt48NmPc/vO70YPRbb4ZLH0wW07f4hzC8/w7KE/YO+e/8CwF6EyNrKPvZu+iy8d/BtGG1PsWHeH\nvsYVMDdgxYv6auNA0fPcSTaqZHxoG7fv/UXOzD7AwWMf4IEnfokNM69k+6YfIIpGGB25lqPnvsbe\nTd/BUBwUXFJ+AkO7WrXJzPwsqva7yDxQacNUtag6F1qmKnBRLn4CPv39FYWdiQwIDQMjVB7N5Yp+\nGt1NKKyItzhRuIgz89eVHFD63C6I21zv+Qv3U6tNM7T+HhbUGRfx5JiTZfQ0l6oo7ttKRMfl4y63\nrfAYpZAQZVIA2Pd8cFMGOsXQ8WKdKn3ezCQHrAJUpQSEhsWRQJeEgBrl3EY5Y5ZHT/mf1QozcPGq\nLQNZZakBACgM+1PcUJdtyMcLm36hi2abdPrDYpvsVSfetVtw1iVFKg3XahWuVb8yuQ/EfEZJl0sJ\nKvWGKbLgOvOTJfr9ZV3rfgLBuBRWfuTc/Wyevsks6vRndgubPiE/j7ZnTv8T5xYP8sp9v4AIYsj0\nudv0SE2+pABBRwqaspif6MqZ7HPDrmSfl5KtApyrzBZSQZYIGsEo29e/hsnRfXzt2T/k04/8NlHY\nYLSxlsmRLexe/wo2TO4s7Fu1GimvJA6fvZ9OMs833fhOpptNOr3TjDY3spgOG7ZG+/lzfzo55Utx\nULUDyMjYHdyy/fv46qGP8NzZh9k0dTNjQxtZO7adiaE1bqKPhKIWN3j5nrfxmUd+jfbsfTSmX0VD\n6LIHKMXOTT/AYmeOv3/8T3ldY4wNE9fqCd0TVPoRSsXrtxoEvUashdLUnjL6FqNFAMG6qTtZM3Er\nx858lmdP/A0Xlw5z+3W/yKaZV/D4s+/mg/f9L9RrkwgRoZREqgylUqMhCYijMUZHrmHLutcw1dzg\nXEA2DNtGceRJBPNBVyKc1sZmL64Hxj1g6H5rFkhJFIsZLl8PZIRCGLZKGS2AYY+svsIb/AU6SMuK\nkGueG0vXy9L/d2WAzAQJil4yR9xYywJnyEgcQMhUz5v8S0n0vAG0KsT7Uq6oPGKqePX6+61O6KdU\n5sTOOiw9A/KkglXApsrKLrSMYig55ELl5fb3r9GCnHkxh1RjDNOo2K86CmtUFBME+ltERmtjXUug\nFyd5hmLcMwv5s1oFiNpSkRlXlG+DIsN8xskHaAkZLQVdZQL1PReRBnaQZsWaWT4Q6pkFmXN1meuL\nhdbWtEkcq2Wza5eTJ+YsjwZ5zaCUs0smXLh4hJ3r7tavPZeYdSVj+tD+f7Fzloef+wDb1ryCkZF9\ntDJoqZS2Ye26ImfYYxVxMY1YyopuyVX7xtgqwLnKbJGUTPWAGqGC0aHN3H39r7Bw8SlmLz5Dq3Oa\nU3NP8uzpL7Jp6kbu2vUmxkzorm9lcLPYucBjRz7F06e+wPqpOxhpricKMyaGh+nJgI5SRBRXHg7k\noOgqXfQOlAtndhlelWDv5u9hzdge9h//DM+c+iKdZB6AzdO38/I9byNRkYsYmhnbwfrJGzl5/j7G\np16FFDriQzMIATft/HE6ySyfePgPeeMdP83k8KbCqm45+leYXDLKDHI+A2Ovx4aRB0HE5nWvYWJ0\nD19+4pc5eOxD7Nr8Zoau/zUuLDxGpzdrJk1hJtcIRIhUGd1klguzD3H67OfYsPbV7Nr8/dTDumO3\nUlVsVzF7sbZQKGLvdU/pis3dZYRXXSmIM0EUeKkgVc6w+eHq9tDKvJAKA/SK7fITsmnhpjD9U0Om\n81jxMFDIW3M5LM2ltn0+Li0f7GjgGbu/cGlAsxLLVA9EzbE4VULlS7bTbN8WbSIVUb+MYbesVfNZ\nPR/cBF4PWzdnuRq8DzigWjA/yF22XPvK+2r9DiYwweqNvPPb96vcQ357QScDNdsnWC2U7GPC+ttl\nz1HcppcuoVTGUG1Cn9NbMDltHDm4SbIOX9z/X6lHI+zb9kPahaYkXRLn7gnNoiMTOgO2VJKE/vxO\nL7StRlFd2lYBzlVosaV5jV4iFDA9tofx0b1mQJKcn32Q/Uffz988+J+4c9eb2LPxVW5/3y0F0EkS\nPvnVX0cpyd5Nr2Xdute7cMrUhJdKpQgCM2hqjODYmsCI6BKlmRwKqyYtPG4lIc2hPdy8ay9SQSdZ\n4uzcQzxx6E/52wf/dyZH93DDlm9nenQbAKONdZyYfYwESaS0JNQxUCLiZbt+ki8/+et89KF38/13\n/CwjjWkXDjrIqnLjhEK56dnVtlFmQDPbjAxtY9fmH+Tgsb9CkLF36//EVClZl82smirM0KZgS8rp\nM3/P0RMfZn7hcfbtegdDjQ1APomUXQP2s3qQT1ypATapUgOS7Pn6CkVXBtSlIpUKjK4GiiAHcn2O\nL3q2CQJtyYhytlmdi0SfvxZPsHDxafxAc19UXAUgyiHjdnIflMXYfrZSK7M3FuQIkQueX0iTSCiB\nnOW3LwqafTCUktAWHUI1VHC3aBak6A7yMyhX9VC5EKgPFoQBBVVuKfc5Kq/Y7RYAy4OGslk3VvE6\niqDHtlOzljrsXGJTGIjSvV2+Rr/twk3OqQE4/rn8147JKYF5gDhqIhC0ewv5dZRcUjb9RC9t8cX9\n72KxfZpX3fAfCMIhupkFcDlDUzNudqleXCGv1eBc7j4vJVsFOFeZRQQMCz1spIaytZNrV0lCBENB\nwPTkndw1djPPHf9L7jvwPhaWznDbNW80E1GxwOahs1+m3ZvnthveSa2+hjaKrpQsSjuReuGW6DTx\nKIgJtEBXGJEy1XkyENDKBIFHiYfRMOtnXslIczMnzt/LqQtf5v4DR/nOl/0ymYKTc08wNrSFAEFL\nZUQiQkc4a1dWPR7mtmt/hi898Wv87cP/jTfc/rM0Ys0gpTKojCTKEOBFNSVS+/yzzIhpPd98pHL3\nkASu2fjdNKI6jx36MyaHNrN17atIKVb0luj9YxVoIBLU2LT+uxgfv4FHn/glDp/8ONfteLtzH+S5\naKBYM0tHLyUyH5D9at76WtRAkNOVivleaASUAY0oIzYFUp1WyjMFTjuk0MU5U7TQuS8BHDpBYCCg\n2dxIcvoCKksQYZ2QmLCinlRGQqZ6SJX0AZmVZCL2t+23ostLYQpukoej29d6a13ZPKpwBZXND9GW\nZJXnt9tI1SEWDQdyfCA1aJLJwV0OdDos0RNdRtUodWI3Mfvh4zb3TD5B526TMr6PvDd892YjKLqr\nLNbJFEgJQQn8xEIQ27Bvz51V1stYV1ZCZqLJfICj/w/NdfiWi5aNSNicwwdhhXMV9tVjUUSELoKa\nomXiPgj0z6Mtz3ae91sQ1Fgzfi1Pn/wnrll/D2EQF9xSNo3D6bnHePDgn5JkbV6+7+eoN7bRzgSL\npkK8vdZ6SVflA58rb9X37KX2eSnZKsC5ykyhaKmMtnnoYnRGzwCdMybyBjsR1Nm19UeZGl7HV599\nP6fmD7B9ze1MjWxlpDFFIELmWif52uGPsnbiZoL6tFv9SJQDMIkqVpKOCeiaOJlYBQXw45sOHxVG\n1hI4XYk/4AwN7WDX0A6mRvfx8MHfZaF9mhMXnuBi+wQ373wbAkEPRU8pF4qujwGN2iQ373oH9+//\nVe59+mO8au8bXCRQRn80iP/aRmuUI7tCozMCW7IgcL7/LWu/lYXWYR499OfE8SQT4zf1ZXYt1L1C\nsdQ+zrFjfw0INkzeQYSgGRZBTTkHiMTS8cuvljPjDvQrqNtJQIuOdbt1EUCdF0Sg3MX6/SG8wT4Q\nuZtOr6xLLI75HR/ZCyjk/HGCqaLeK29jEdxoQFOdC+eFyMHhg5lBZnPtrNR8gFIs2ZCHcdvr1EyO\n/S5ybc/yFdSLGiBJRlt0TIZk+1nOQFiWw94rAzMCl18LPaB3laIlFaMmy3iq8oFeKp2GwLqn7PH9\nYw1iHaWwDKgFk0XGwoa72ySJg4COvV57jZTOn6uuckY5ENoVlBpwA5pBiisYu4Ibr+K9m7b9IJ99\n9J189rHf52U738TE0CYgIEnbnJh9gmdOfY4z8/tZM7aHW655G1G8hq4UOmKLpHBf+Nen9UEaWCuK\n2q0rYau1qC5tqwDnKjR/ENBsSkAjgIYHbqTSIjoUbFrzHcyMbuHxI5/gkUMfI5XFsPKJ4S3s3fYv\naXk3t6Vw/Zws0hR9DAREKjArtRzkxCrI3TOltvqDsV+vxg4AM+P7CIMaf/fIr5FkS2xb+21Mjexk\n1ix4EgNw7KAbGtHt+MgOdm16I08e+wA71t7OlqktGuSYfvAzHlv9iTLtqYq+shFPAEoIhJCEJjRV\nIti3/a0s9eZ48MDvsG7yDjas/VaGh3cjhXDUdya7zM4/yrnz9zI7/wiN2gw37fopNkzd4hgbyP34\ndrXqVsHKUvOeSkYAhiXzbRDIkeicG0oIUqkF1XqlmmsK7CRmz2JzBPWywLFZmRHlBB4asjqmRn2G\n4aEddC88Tji1HWEGbT/RnwU3VptzqXw4X4+tBNzYdq3EBk0ONjBaQ40clAhTbEIiXdkJa5frGuvR\nAQFNkyHZdzklSOMW1paZ78YP0861LX7uG71/iKBNyqLUEVQ2XNyGkxfaLSCqZPKKJsFo74ybWgUk\nBszYekgZkthVYJfo6SVwbS1HPiUWdHjXWmCNzBiXeX0ziCUqJiI0TJGCFEHdvw4Fk6M7eMW+n+LB\np/+YTz30K8RhkyCI6JoyMlMjO7l7z79lzcTt9FRISyq6KqNLWgBY32jTPXO5if5Wtr0Q4h3AzwPr\ngUeAf6eUemCZ7X8Y+AVgNzAPfBL4BaXUhctq4AtsqwDnKrPMDK96VWgGAiSJ7PczA9QJaWWCkeZ1\nvPL6PQgy2t0zLHUvIJWkUZsgjrdwNgmB1B079h5Su2q0FqAHydR8ZgeYSOC0A12VR10UBho7zpRW\nZfWoxt17foKjZ+9nYnQPG2deWbheSeBN3iZsFO0y2bb+Ozh5/l4efOZDrBn7WZpREQT4GhObeK/s\nprMDuH0vMCyOIHdbdaVAiRq3X/tTHDn7jzx38pOcfuqdxNEow80tiKBGL5ljqX0UpTJGhrazd9uP\nsG3NK6mFEZaj8AXGrh6QVFxsH2e+dZBW5xS99CIoRRyNMtTcxOjIbpqNdZXhpRmKTHm6HNO3iZlw\nOllAPRSIUsQI5C4rj6V3pSxsdJkDOSUAHAJrZ17Jc0f+jFrnHsLGWjOlhuauyB0Py9lybip/m6+H\n4SmzKJrFWRnosPsKEYKSLhNyRg9L6duMMHr7559Hx7ceHaTIqKt6YdIMyJhk+wQAACAASURBVGtf\nlYFBYiZZCypCFRgxr3bhjFCjS0abDm00gNLuL8sU2f7R90ZI0YWlt+m/CQU6vYFLVCmgXbjPTU4W\noUFOQGDcNZHHdBU1PtrtjhMg6xQFwt2o1nXrW86e9Ot9/OOmSpdosFrD2Ob1MsdeM76P77rtv3B6\nfj/zraNIlTFUn2JmdDdDjbUkUtDJAualBjYSWQluEjJiwj6mSpRe/3MyIcSbgd8C/hXwZeBngE8L\nIa5VSp2r2P6bgPcCPwX8LbAJeA/wB8APvFjtrrJVgHOVmV4d9lO7+rNiWKRleDIl6CWChTREEpKo\nTQzXt9AMdFr3xUTL4jIkdTNw2knTHjNBGg1AHm6aqYAeGT0yUiWoExIJnT69GUCmIjqmfk0hZbph\nHTBsTkNoLcz0+E2Mjd7sBrOuFPSMz1qDJV3AUZZ4+XoYcO3m1/PQ0+/iiZOPsXPNTYVCewGG8TEM\nRWpyzsQBxJjQbR/Aidx9ZKOe6qHu4UQKpAjZtvab2bzmXzB38SDn5x/jYvsEUvYYGtrM1plvYmb8\nekaaGxyASVWxDII+mn7/zIUv88yxv6LbOw8I6vU1xNEYAElygO7pTwOK8dG97Nj0/YwM73KRIudn\nv8Lps/9Aki5Sq00yNnItUxO30Wysc2AqUQFSxUw1EpAQBuCH0uuJLBcfN6KMUCraaQhS6Rwl0pR2\nML+2/tCaqbs5fOz9dC88jtgwTEBIJDQNb+s/aS9lYFxUieMYzEZaL1MCOYNBj564LxWt5FcSL4Sm\no91kmUgIrfhzBeJj97mATCXEokGdIVISlLIQ3C4NVgZuBp23qN+RtMTF5w2YApHriAAWSxNwpCKm\nRKOUT0ebJe36s49XnMeCDauzU1qz42uYnMNKZETEhCqgh44IdfoeD6zZPUCHV9cItRveBDVI9OIu\nppgJ2Rc2DwplbyubYwrIAhJpMnl7hXSDIGLD5I2sm7hRH0vphISnu4qL9EhJXQi4BW1lk0i6DHbJ\nXUm7gqUafgZ4j1LqTwGEEP8GeC3w48BvVGx/N/CcUupd5vVhIcR7gP/1shp3BWwV4FyFttxDUsXi\n2NeZiVKoC73KWsxgTnXdNv7A4DM2flSCCzcVEFoXi+FWumSgQkDXSYpN3SM7mbkcOXaCV1rsGArl\ncsLYibMrBUsyH+T8ttlrscfIhGDtxG2sm7iFh55+N1n2o+xYew+hZSy8ATqTgm6m06dHfj4ZVRy4\nqyKu7MTeM9qUUMD06G6mR3c7IOOb7hXlVW/Wg+SizN14qezx1KE/YWh4G1u3/QiN4Z2I0Ka5N5N5\n1qU3f4ATpz7Ow0/+Kts3vpH161/L2Qv3cfDQHzI2speRkV10u2c5dvKjHDn+14yP7mPrhtcxObaH\nVCmWsoChNGQ4Tp2rqmx+yGwUWDGw7odCcjNPS1ULm0xO3sbshf00NtxJXyI8oTUmKR1TYiNAl++0\nd4Tf5/0g53LM6nsK73kDtq4BlU+4vq00wiow7FSmegSiQUwDJfLyC8sdo2qyuSxwtew2/vMhK//3\nX2tGJ2aY+oom3Uu5qADjRlUmZ1UOVkIVIIUPdiQpCSF1MiFJlV7E9DMduV4nqLhjbHHPugjoKlkA\nRNb1VU5GCEXQY93BkcncnXmif1eo00STZUowK1MXAu6DG79vq0xfc/492YXblbSVsKdV+yxnQogY\nuA34NbePUkoI8XfAywfsdh/wq0KI71JKfVIIsQ74QeDjl9W4K2CrAOcqs7JwTb8nTHg2fZStb5lh\nYroqT7FuLSSgRuiAjV/jJfUYh6o6SPrYevJKzIDUlQplhK0NNFhBaBF0zR5b5C4nDMPRUzqCoiMV\nXYqpw/Pij57SQmgWpIfgxmvewVOH38tXn/l/mbt4kFt3voUoihxQsWnfO6kVQepIKqvTkWjGxoKd\ncr2ZvL+NCycotsv/3F5fXp24/zsDkFmbTLZZv/bVjI1dT2ao7kSk+WQUhTSnbub6yds4efJjHDrx\nIdq9C5ybvZ/pyTu5Zse/IjQTeya7XJh9iJOnP82jB97J2plXce3Wt0IQM98LqYWSOJCUw7/LOU8E\nOsNr6mdmVv1hwoGAqYmXcf78vWTdBWKvpIe+ztBwb7F24QgMi5M55sayOLqfnkfNKcfm+GUdi1YG\nEs+bESEAUSNRHazW5nKBzfPJlTOwLX3nkn3XWt0mSVM1CguZ/m3sva1dnf15cvJ7Qal84ZOZ6L8F\ncdE7VhlQ6pwwAYH+qwIzcuQLKcBFkhXGOPJcUE0ir4q5L2qOGADDgLyWV4gugxIgqMvARTj6IucU\nzUJrzaEGJrZ+mAU3y1kV+HwxiloqtVxh2sH7XMJm0F7D06X3TwN7qo+p7hVCvBV4vxCigf5yPgr8\n5GU17grYKsC5ysyGisaiPGGaQUHYYV5X/23TcyuNUAXe9vonJtKDBJK2l5wqUAF1IpoioCnCQvg3\naFCR0L8yypB0lV6NpSo0EV4wHAoz8Zf0MWhA01XGnYKuGWNXY75P3eXM8AQjgfcZQczu7W9nbGQ3\n+w//GQtLJ7n7up8iDJrFAn3mbyIFmdQTQRxI548XRn9jzZWywISaowGBDTOPzPbloaFQzRhFCISh\nohHmq8JzbTMJRE2tixBtEjokqlOYCEfEFJImmzd+H0omHDv9SYKgzvbNb3bgBkAENcan72Rs6nbO\nnfsCR4/+JWm6xJ5rfoI0E7RbMVOxZLSWEgbFrEHlpGfClGeweT/0gB84p48Vi4+PXKu//9ZpwvoY\nqeo4N5Xu7xCJnwAwRKoEIfK4r77wcXIXU9l8IaT9X/dV7PbtY4OQCKGTYyJi7Trzj6kyk+Rwpbqc\ngJ5q0RCjztUF1SxNlXDTfy+rZHaqJxofvFh3WFmfY19XHcN+1lRN6ua5jwgKDOSizDgjztOlBcAm\nucVlTYa8Fl3gsZw+y6fHHkUqEtfm8nWH1Arvp6ROV2SLd/q1pUAzNhaQhcb9nqIjl/JFgR45ImLq\nqkZ0iSksQ7pxrG20SqHKWR+fdbKgDDSwCUv9XmXl9+3ry0mC+XztUkViB+3zQpsQYh/wu8AvA/8d\n2AD8JlqH8/YX/ISXYasA5yqzGkGBrbFRNX7adetGkgR0zQOL+ywo/K0RmpDvXEcA1necUqdmVjX+\nKsQU6yOvaOxbSKBXWWRkKiAWWjczKPdFonw5quoDN/aa7D6AixyS3nuh0L9rZl7FUGMjDx34v/ja\ncx/gpp0/ao6hTZjB2V5LudheJn2gQyFRnhAmask4WizICbzjV01NfkSabUOEYGFxP0KERM21dEW3\nD9zEBiikJEjqSBQ7Nv8g05N3QFCjVps0fV5MTS8FTK15BUrA0cN/RrtzmmZjHSjBhSQgkTWG44xa\nKPEryluQozC1sqSNstGdoZQGef61NKIxRNhAJotoN1CCVJkDOVVaAPtNG6+GKaFwuXR6seSBBTQW\n3Pj6G8cUDYi0svuuzGVkowX1nSqWmRRWGpWyHKBxxzKrcZsFN6NHKGqVQMe2czm3SYqkVnILzcuU\n0+IUEklMg4yEObFIXU0493Ev0zq7eqDv4QK4Ufq3bYqtuursJV2RIDPts9enp5rYLODKTKG9v22U\npj9OdEXPPB/5taYkTutj9THLufFstFeoAsog0WebLAAq93MZVA4CmQFBX1u+Uda7cIDe7IHCeyob\nXLjZ2Dm0sn5d6f11wKkB+/xvwBeVUr9tXj8mhPgJ4J+EEL+olCqzQS+arQKcq9Ds5FKIU1GCxDA7\nltWoCcEYNeZUMbOmtdj7eqtSsEskiVLGJZSHm3aUBi92v0FCPolyAmQdXVVmb/rDWxOzfvMTdeXb\nFxkbP3U6aNdQICAIYHh8F9dtfQuPHfpTFpeOsHP9q1k7cRO1uAl4ImKKIkqBciUjIBccKxORlDma\nPE+Ulpo6Ws537xWtlB61X7ZMLnHo1KeYmLgVGcWkLJGpHn40jjVFpiNjFAghGB3e4b7/QRoKpTKW\nWod0j4U6GNYKvGdTaMuIEVNJvBZIwiAXGmdSFwG1uiE/L4r/3bl+EwGoHExIdN6bkNhMdBV5b5S8\ndPQUgzMcD7pmKK6QLbixwMfPN1NllwI5Ehs7ODiM/HJtJQyANH0lyJywOVMtQmIDhPNsyjbyy59o\nAwIXkRWhRbtNkeexaknJGXGWxCUt1HqjHh2nr0vMwidUAbUsZDQIqFtXLTpyr60ki2KxEtzYa1LO\nQVQSPVv3kMoBe4qkZ+43n1mxP2Vw4/oLSY8uPdHtAzp+fp5MeMcQxSg4SQ6S/PaXc/tUndvfNiJn\nfGzSxitvatlFQzy1i3hqV+G9bOksF5/8wOAjKpUIIb4CfBvazYQQQpjXvzdgtyGgjJx0Fo/Lykj1\nwtsqwLnKLKXfNQQ5SEiVZXA02IkQTIgGC6pXeOhiQupu4NHRUGWwItFuqzo1p3tJFbRVVpjg7INb\nBXTs5Fsu1Oe32+5rf+ygUdYEBaV9CiGy3nxrB+xt676FRm2S5059hoeeeY/+LKgRiJAobDDSWM/M\n+F62zNzNWHPG7C1cLhx7HFdlu+JZ1NFkGgTEIl/RWlNGU+Qn9dPCRcUjz/4ZSdZizabvISXRzIcb\nwHMGpCjctcLuIsDoJfN00gWSrE2nd45W6zlmZx8iSWbZsfVHqMXjfW3vSIVMAl2eQSiEwjE5mcqL\ngbqK0qV+1koHoSfbtIMIi9mBpUrc8FUs0VDhshkgMF553pwqV5bVINgcQCt3DSwHciz1r91aWcHd\ntRJw83z0N8oDK/ogIaieBqAkSCWJhWZdfJBTBjhNGkQExASFyKlUKeZpufZrBicgQAMdzfDaRYEe\nJ3rAvFSMEhKb1AI9c5zUc0n6rlabQqBsmZBkBiDnmppqNtcHN75WbTlLSUhFghVXlz+z2iV9/IwA\n6+aq9/WhtSpw4ycy9P//RphSl5/JeIXb/zbwJwbo2DDxIeBPAIQQ/wXYqJT6UbP9x4A/MNFWnwY2\nAr8D3K+UGsT6vCi2CnCuMitHR9n3qsBFW9nsmREzQZ1UKZeDxYqFdSmEQhAnlq4F6NKjriKGCUnJ\n9/c1MXbSjdxAoAp/q66hGPGQDx6Ro6p1np+6yI8/yGx01mJWFEEHCEbGbuHGsVtY6pxisfUcSbqI\nUJIsW2KxfYynj3+CJ49+mNHmJiZHdzHa3MLY0BYmhrcRhXUHTJTys8cKlyfEF+YmStCVWgQdCmUy\nwvriTM1HADx17KMcP/8lNu/4MVRjjC6LzjVlB9rMAwh69V0riEIvLh3m9NnPM7/wGN1eMf1ErTbN\n5PiNrF/7bQw3NwPFyDjXRwJ6mf7efM3QUhqYCBPjjlPF4oy5egZ6ySwgEbUhbL4YQdg3wLowcZWz\nMnklsMGDa8HNtIzllcb9CSV3haWqQyzySCpUYgTCQSWQqgI5mjXJtSWOHSqxFYOAzvKh7bmovso1\nBTngCwgJRc2wOXoi7akWCR0aYtRIbI2+TEXG1az7xWY/hxxwt1RGV3Rd+yQZXZYYZpwpNYp2Oae0\nhRZX52xInZ5S9BTMqTaLYhEpssK12J6zcU32HJkJEdc5cRJ6BKQq1zPZ72lg+LXoVoIbv+9chmlw\n7ryUxIE/u79maZqVoKXsdvLdTFXn98sz2NDwQUkHr6SpSzA4g/a55DZK/ZUQYgb4T2jX1MPAdyil\nzppN1gNbvO3fK4QYAd6B1t7MAX+Pdl19Q20V4FxlViNwzEtWAhIWNNiEUxERGZKL9GhLDXRqImc9\n/IgFDSgCFyXgA5CiCyl/rywC9N8vu078NurXsjBAOP+2GRAigkLURH6c3HzNEeCis/w2289GGhsY\na+aFLu3iNc26nJn9KhcWnuDC4jMcPfsFxyZMjOxiZvwGpkavY2xkB4HTeFD4685pXlvNio3lUKoo\n2D10+rMcOP43bNj4fYxN3UqLiwXXFOhJPaMHCkIRu4nYAZD2cR43SQYnxm9kcnQfUTxBGNaJ4wka\n0ag7Vpntcf1nJreuFEgC4kBRCyQ9GZDY2lQKHfa7jHV7swCEtbHC+74mxoIbv9q413MsF/GyMsvz\n4wSFelhaGq7IdLkI891mJAZYZUCNQFWzRZcSXWalqtCXKsswKIIqM5oVqAZybiI1LEdG4txIUqDr\ntKFBQ0ctOpBj99X1mWKapo6d07QpXZ+q69QteRtiMcyYGnbAWAcO6HpPERF1YuqEJErRoktLtJbt\nK/3M5yBPeH1lo6m6KiuAg6qFm2VuLEsUEVcCDXtcRC3/nxz4WaBToz5Qp+Mft8zeDBJxl8fF8gIt\nRmd5vtJ2BRkclFLvBt494LMfq3jvXcC7Kjb/htoqwLnKTAB+CLf0800QFKIJAkL34EozWNRVpIt1\nCty+sRCESj/0EQFterqui8gHbx3dkAOqKj/ypVYmPt1sBwurA3JuNW8SBw0WfK2Rf57yPgV9DhZw\nqEIWVCtMtnkAw6DOuum7WTd9t7mIlFb3BLOLBzg//zjPnvg4T8sPUovGWDd1O2snb2d0eCdR2EAo\nRZq16SRzLHXP00lmkTKlFo8xMXwN9dqkC5W3wu+z81/j0UN/zrq1387M+tewJJZI6LiJsiqkWKmg\nz1N97OTfEsfj3HzdrxCG9cJnvltPqlygaYsLBEKLRG2xT802aaF1KnUys/w75ZIOlTTTE1sYDgGD\nkusNAjdV5qmqVpDleOWm3RChY1lyUOSiuZYBF+WVfVk87deUsq6jqv3K5rN2UGRp8o165mw9f0cH\ncjIHFHSG5Z5qEYgx/VpIMLlmpMqfXXufdMlcpKW93pyjEKaGlU7k2WSo0PaukrRM9J/e188J1C+y\ntSDH769ira9+hhqKbnDfnRSYEP0iEAkLewpvW98iYhdttdx3NCgSyn9tz1/F2JRTb+hrfzFMUR3y\ncKl9Xjq2CnCuMkvQORmqMn760QQZekBsi/4HUhDSUEOMqWHGg8i+CaDzUajYiZIjs0qz0U76vUGC\nyPyx9Us9ZGixcb10O/m1cQrXqIpgxl8J+a91huWMFimoIgtUMCfK1iLdkKDgTrMp7t1EVl/DTH0L\nW9d+O1JlLLSe49SFBzh94QGOnvms3iaoDVghCXfCqfFb2LPj7dSjYeqBIFRdHnrmvzE+dgNrN7+B\nTtClyxKp6pi25MJVYa5EmMHbiR4VoFLm5h9hw7rvpBY2+kTMfv0w932UWBjrruziR3z0uxZ9nYYP\nHt17whtChZ1sjJbBMCaKZGB+DaWk0cZUmWZ2yn08SMdRfk8QuLw79nOp9KrdRlOFnjDXnscyGanq\nFCZSPzIrVZ2CxigHN8UoxYROwUViBbb2GnytSs5fFvPq6FzhkNIhkRpMCmGSJ3paLT3R2j2WSFSH\nITFBTANpXHOpKpYTsK4ee77cTarbE5utbYHNVOkcND10uYeuyBOF2msofnv5eXzTr30hrrY2HWom\ntsuyN8UEpDkzbY8Tq6gvY3PxXMWIpshclc4DVH2eslUBIPteaL45myYDqMwp5ldb71428Fi1K2Gr\nAOcqM7+Gia+9seAmF6vmk68/7NuHvEeLtlgEuZ46OaPTJaNLQiY0aApNIc2ia2jw+mMQi2MBRQEE\nVbg+fEaqKkIon2Rz1goit67zOaJiu4oDinXF2c+sWNFOaKlKQY4wFISMjexibGQXu7e8hcWlY1xs\nHyVJWyACwmiYMJogrE1APKqLW6YLXJx/ghPHPsjTh9/Lvmt+ggDF+YtH6SXz7Nz53ShhxY25sNGa\nnXgH2eLSETLZYWLs+r6+892WhXpiJRF2UR2RR6T57qy6YXl0vw9eC4ZGXKyyHqI2ChWAJBcbV0dT\naZAzqDTDpen8KsAjRNh3PqkSpIgpF8MsHysjIVFL7j3N8cQO4Fg2apAQ2T6HPjjLVA/poriK7M+g\n42T0SFTHAaVcj6R1TFIMdkMoJF21ZICVYTlEORIpc6DUZxLL/Wmfy7ZhbCzjU9XunPHSTJYVSJfd\nPfb8OlJJf9OJSIm8zMBxxRQUEBCrCClyF1KoDMgQVUBKmwU2oQoKUU1+dJPeJx9X/XGkHExRBkT+\n6x6Zy1nml7yx53kxSjZcyWKb/6PYKsC5yizE+nCly11TEAeXwA30T+72vY5a5KSQ1BmirkwYsbA6\nnoSMHhGjBOAyh64U3Pj/WzeSP3m61U1h/+IE6xcTrCqeZ68+d3Plg6j/t6zz8Yvi6Xoymkmx/SZE\nqCMuVECghhyLIYRgZGgLI0Nb3GBvs5v64uwwHmZ85i667ZPMz32VhtB6nLC2BhC0WocZH9na9z3Z\nyasK3DjhMYqLS4cQhIwNbasMQbd9ZEP5/crSUAQ7eV/2vxm46bz6O7cu0igcNgfJJ70M6TEolteq\nYl0uLwz8+ZhlS2y2YwtOItEouKfyuJ3MsS6+VbnYyqDM3mu+uLUcHWbdSZWuqNJriaRnWD57r9i/\nQVCMBvI1NLptgQZIdLDcZnksCAhJSejSckxifjwLvnOA26ZHIlIXNu27w/22++fJ2a3+scixZiIk\nNEDrUlFROs9WtZvI5qjxgY6te+X/lMGJdRJaJib1GV2PNfLZmvzc/WOTfV0GNfY5jF4MJ5VSK8lM\n3LfPS8lWAc5VZuXHwoc22i2V58iAAStbT+TXUy16tLjo0eOQD1T1Ukjlcqnd8zYV89tY9sbf1y+4\n6Wjs0rMVIFhYfIqzF+5DqpSZiduZnLjFO4ah2Om5FVlZGKiPU53gqyt6dFgyfZCv1lFGPyF0McIx\nk+zQumcSQ9HPiXnX934UTSRiarLG4uJTjA5tIRSKtoRGPM766Zdz6tQnGJm5AxVl+OLSsg3KI9Jq\nn6DRWEsQ5BxN1TDmD7x+ZXd/BelnhvXZH6u5it0xSgBWgbTaIjPRKpk5UBMqyIy3TohAZy4mB3HF\n65RmuxdKa6PNXmmZB5RK5+ixtbL0tqEDN9b9lEd69bfZfhaKuO+zjF4luCnsPwDcSHQSPCucDdAu\nOr89uXstrgQtZdComSPrxvLBU2aen35wA5aFUrRVRo2QntHq+NXAUxIHoEJqfSHYfj4Z0QcrLMum\n+92G2+eupMsrg+CbBTrWpeWDmiqmxgZn2GR/AF3RdUJke12+GLl8NVVss//X6t/gxdHgXIlaVP+j\n2SrAucospbjatoOBdU9Zy+jpVd+AG1a4h700AJuJJiRmPdtpipBUFYVyVasPDWQEVkFi3SUW5HRJ\nnfbFZxP0vnrCtJWBrR0/9QmOHP9rGvX1AJw7fx8vu+HXqdWn3bVb1qRLz1QcrhVWXv39l9ISF+mo\nRVJVpP0LfSOgo+CcSJg1E0mGdQN2SFWHVBYnBSFCYjHEuFjP0vmHaLePsG/rW0iUoB5AgGLv5jfy\nufP30brwEGLtDXTVYq63ESERDff92YkqLGkyljrHGWpsdEnR8i9O5+Txcw+VQ/n1d1GO/MnVH74L\nMFXQznARbZEBPX6xTYmily7q11HdtDNEisC5puxkX2ZAdHLAoti3rK+xrIvP9eWRPrKvuKb7/qAA\nYGxklQU3SmWkdHSUm5BgGBengTITb5XZ4zeD6b4JXRpdjQ9gqgTE/vbWIuKCJshefyOYIM3yey0Q\n2lUmhE3mVzyWn5fHuZ5UUno/FyyH1ByItpqeiJiEDi26xETM0yITkrqqERORkLqyIs6tSwt9loYB\naPlCywI267LSfWNcySWQmIjUpEQYzOzl7q2i26scjTmIcZalMbQrevTo6mspa9qMCkqR0RP5/RlS\no0adpmq4aujLnUvqm11f4wBX/gtqSva5i1e0z0vIVgHOVWbKAw3lFcdKzV/dVbEHISENMcqwqueT\nmafF8M1OhEXQVXx4rWxS57dNDStkjuQqkhf3abWPceT4X7Nx/XezeeMbmJv7KgeefTeZARXWPWcp\ncoCuyIhc1Fi+Isuddx0NUFSnTx9R1Tc2TDsxYk7rdpBOtCoL+4XEDIkJ5PwRjh55HxtnXsn46D4X\nrQQw3JhmZuJmzp+7l41rbyck1kBUSGKjEfAHbZuUPhfCKlpLR9m07jWF74WKQpi5w6UY3TEoxNXu\n49PqVp8VgAM3GTryzq4P5xYeBxERNqa879zqLzRTooTUeWdEgFSpx0YEywZu+K6l52P23M6FYgGG\nXUkbIGO1Jz5r44Mc/74QIiQSjT72xoLgcuTXpULH7TY+uClHCgkRFlgc2yafISkzN335YErANiQu\nsIPKsChNRvU56bAoFplRU1r4q6xwOmVRLBbAjf83o+eu41IRZIP7Y/B+5Rxa1izj4wMjv5yMZcT0\n+xqgpfS7HQex3mXwndGjTY9UJAyr4T62u2yDXPhXylYZnEvbKsC5ykxHI2mg0BW9wpplJbac3sGm\n1g+JmVJrKEcBlPdMySOrqsxfuVjmJgHadGlSL7AKvoUIFhf2I0TMpo2vJ03meO7InzM+uo9GYyOp\nAS961aXBiqXI26LDsBpyzE6PLl1aXh2fnNUSxu9vKXLbB4KATPWwRSLt5GHzuUAxnDgQMXEwzDDT\npKce5ujxDzE1to9rtr7VsCzF69swdSePPvsHhL3O/9/euQdLcpWH/fd1T8/Mnbv37t27dx+SVm/B\nSgLxMAgwYBAWIAMOLlcSETsBu4wdMBSxqcKkSKUKx05CgHIMMVZw2QXBwSS2g4NfQipwAooRGFuA\nhHjo/VpJ+77PmTszPd0nf5xzuk/39NzH6u7O7t3zU432zvRjTp/pPuc735Na1GSguriOxcr5Pnei\nDAno9Y+RJG12tC51VOBoU1/FT1GcCNYOdy1HrOn+Sp26XWpI+7bSeZLDR75MY/YaJFh7gNcCgyMc\nGvPVVlClzUlJdDI85/cdPq4o2GRtJQ91r9pWMxl+N5qVeD0hp2yeScmFLm3eqRZs7HZ7325EmLLn\nKAs3AE2ZZkLpciap6EUBkGkoUhRtaWefVzFAJ1B0tVsDR8CqEl7ctrhpJKrqUrlBAe4xUHQETpz9\n3cWObU/Zydv2uY0ks+0KjLasqt4X6DFlWVJSNckEecqGtRKdbiShq5jXoAAAIABJREFUnuf04wWc\ns4wVlollPns4J9UOQKuAEyJiY0sP0SUJ7KBSNsXYB9odxBsyxRwH2MlkwScjcIZXO+D0nFBuizV/\n2BBz65wHOiOyu4JaRYeXTtIsHJ9pB9IuSsWcOPp/eOLwbQRBnSsv/yX6ktCnz4os0lYnM0GkJk1q\n0iQhomHMVNa/xqrj3RVuuT/KpQSUM/y5GXIDiahJkyiYZEb2sUO1aKqQ7soPefDQ77PYfpRL9t3E\nsw/8U8Kwhq2P5WZAnmrpJJ9Jb56p+l4I8oE08+kxk3KgAIlMBIiw3HkCgKnWpSPvkarosyzahIow\nevLIkAQ9mZXNVUopuv3jdFafIO4vEA+WaK8+ydLiPdSac0wduGFIyLZaHAREJc6kWqyLJhKgVDqy\nNtWo5Hj6t8kFm7KQY81RrlbGLQGR++gMr3QrtXumbVZ7M2qidq+hnA25XAlcf+Y6x2tTSE916Kkl\nk604GNIa2gm3XOdrlHBTtbDRmpa8bZOymwk1QU/6TKjcTNUjJqLGKl2WZL4kgOi2J6pfSOwYSzc7\nt01Zkah8DLAh87bP3P4pm6dcISdmQFva+XNCAkxk563KyF4239vvGbUoLKcIMB8OHW/vIXueDguE\nEjGj5pigWLZE94MN4BjQHSrNdDpIT8Hk5DU4njHSp0tgVk8NWmuqcoXQKPf1Stb6QtiHM1D6oQuJ\naAYzzKq9TDGRCTfZoKJcBzllMvUOCzerFdlM3SJ3iaRZeLYN12zTHRJyQNiz63rml+7l4UN/yuzM\nC7jskn+BRDsY0GdVVumohUKkS14bKCSWgS6y5wg3qYoJJNKCi3NcFpkycoJLEYmIZIpWsJtptYtJ\nJqirAHpHOL54J/cd/xorq4eYnrycF139AXZPHSz2jSPciMAg0Q7NEujw3XCEalu3yUyIxjyw2n2K\nMJykUZ8Z2r88NBUjPfLoj1E+Slawyc+nWGw/wvGTd7K48B3i/km9QULCWouovpudF95ItOc61AhF\nhhVyQqkbrU1JqNhCLY7FCjX2/EP5cdyoJqePyk7FZQ2OPedak6N1SHUnVNfUVBZsXFwNQqza2XVY\nQa3MKGHGNVuNwu7jCtb2GdUCQY2GqtNgNxE1eua50+cd9ntJnT51K7PnWboSZ6ERZtrKlBQ3ZN+O\nFVUkaF+ZPKgiHrmvbVdN6WSiKY2CBic3qZXDypPs5VLuf51Tq2gy1CbKiAWBhFkaTtkJq3Wyecp6\na2jAtgp1ClFUykdRecaL9sdoMFl4uKsGM5tAKzS2Y+uRYZ2IRZpEQFOm2KVmmSDKhJsspNgIMgmK\nxCaQK/lpgPaJ0SurxHEoTOjRp29Wm9apMVNfSwQKegyYIMrO21MpzeYFvODqf0M3jY0zpU7q15M+\nXbVUyEPiVogOiYY0N65wo1Se98PiruxdwqBJU2bYIbPMqJ1MpNBeuZ9jS9/l2MJ3aHcPE0iNuZkX\ncOWBm5mdvo4wKGtO9Hs7bohKeOipv6JR301jYj99ksLKt+r3dFe43d4xmo29pe8oRqCVNThVwk12\njeSO35YBKb10lcce+0MWT/49YTRNa+ZapndeQTixB6IWYkLnc1X+6AR8VsgRowGrSvyXaWHWMa+4\nDsbl460WSJGMFJpsX5ezLa8Xqr6ZCC87eZeT+JUFWfe3sBN2X7XpqWWStEstaJGqOItwyu4PGd3e\nsraoelzITWtaE6ULdwIm71XAqqxSp0GoAlalS4/2kGBTPqerxYHhMhbutaauXxk2wmrYBOSWeLFR\nW8XtWktTK1X7Hv7O3BevOm2GNsf1VTsLzlgvi7Y2WTvjiGiBekCXZTlJ12SZtud3hb3+GRBwtD52\ns3ltfB4czxiZZBeTSleGTsSuaBJWWSZRcWHQSLKBIwACQtEqZ52BNaIpU8ypOWoqKJRIiJVidcTg\n5JovLMt0WJFFBG0S66rlTJhKlbZ1J6o3pBWZCi9kQqb0Y69SJqjnQg6Jzk7sCDdt6bCkjqHQdXLK\nqu6UNIsYsWpmwJiu9GorlAjtYBxngk8NbXJqSIsGk0yqFjuo63IGDDi5dC9H5v+cIye/RZy0qUc7\nmdv5PK66+J8xO3UNkSmVUM5baH1vAoFEpZxcvo8Hnvxz5pfv57Kr3kUn6A5F4WT+N6VBWIe6Ct3e\nEZrNvVmYNo5/jE3Glvs+5WYpt0xGRJil6rdmSDdt/4Isc/Tpv2Rx/ttMX/omGruvLQkMuf4uj9yp\nZ/dZVYqCPKV+XDBTbVSLUxZsrEBjP7PHiwRagGJYo5C9Lwk3xe/Jfa2U0nWtrCnCHjvKXFYWSq3f\nip3Y7EReFK511FUnPcEg7eCaQlMVkxhT7lDRUobzBynT8xv1xwtFOxTXiEglNx/bvDGJ5FoHG+I9\nMM75MXnOHSvY9lWbBtOZ83UWPefcD+V25+Y5fb5YGgROiLdrctI+h8Paqb6J9CoLNqMciV1Bptx/\nQJaBW39Yjvwr5jSyn0k2BtlghJgeeYSkFW4jaRrN++LoH2arUGrzJiqvwfGMk8QkpnPVtFalrUNh\n69hAbK0xSbLPACKaxEK2WkyYpV4aECMzDQ4qJoGYYsmFVfq0ZcW0J9arT+PfUnTKLQ4USulBPQr0\nKkevzvQ0XhVtoIM42yT0iWgWtDZ20M3OTe6gWZMmNsdGnv9H+4PUgykaMkWDSXaqnTRUjYYERKJY\nXP4hj5y4kyPzdzFIOrSa+zmw5wb27b6emdYlJU3N8KAQJzELnSdYbD/M/MrDnFj8Hv3BEq3mBVzx\n7F9FTV+QDdyj0JWqiwJQt3eU6amrTd/k323PslZ0RpRlBMkdhct1q+zxq8sP0Nx1kObcc7Pj1zZ5\nBEN/2zaVtTLD79dP9rfphGUj2IxwI1Isz1B27q0+R1KoVm2jb6wWNfeb0ft10wVi1SFVXXN/aofW\n9aJZdPuG+6ws5Azn2clDtPV7/T2RE31ozaGRqhHLAJsewebXsv5sVSkW9G8bZZFprgAMww7SbrtS\nR5wp+9NUYa8hoU9PokwwsvX4yoKNIqGrlukb81+5SnuWb0jCSq3qyJxG5jez12bvnRpNU/R02Cw5\nOANTq4+iWh8v4JxltJlnVQWZE6o7GNcqHNvAOhPm2yK0RqNPh7Z0QLVoUCNSQSEzblUEA2ihJjKZ\nPdvSxoZP9+lkYdRFB95ioUU7MCeqR4zWYiQSEKsBtYosvjEJq7JKVy0759QaqrI/ieuk6+Yi0Sa5\n0JiomgQm1HeSGSZVixmpkwwWeerYHRw69lW6/RNMNPZwyd4buXD39Uy3DhBm1c01qYJ40OHowt0s\nd56gFy/QixdZ7Z9ktXcsa8NU61L27n4FMzMvpD55GceDowxoM8UsfbNC1ya8UT4V5trSmDhepFGf\nw02UWC6zUJX7ww0TXytZow0jD6MdDPrLlfuUB8Gy6UUphYg4E1BJoBlRrmGUFmdkeYcS7vGjzAtr\nJe2z293QcHttrj/TKDOaIsmc/G2+4lDq2TnyRYeu+dROj5GYchBWuFmr7foacw1GkJ03F9q0UJzf\no+Voq/zvlEBhnIG1D43r/5KSOnlu8jBra/K12lmbX8jtV6tB7at2dv3WXG572vrL2XblGY2Hs7O7\nPkJlYcdqjXu0QSj4vbj7a83yUiE3WMEZ3Kk0bymbre32tYSeFJ1HqCnTRlNT7H8bvXUmfHA86+MF\nnLOMlAFpySavSIlkMtNQWHW43QZaLRs5Qo7VaCypY/RliiYtXXxOBZlgU+WQqge+LgOzurO5MKxw\nU141WOHGroDFJIBTZlAbqC6pTGKjC6wWxzIgpS2dLNuq1sjkKu9yeC2QDcB1c71CmJmydC2ggIgm\nIXUmVJPmIOahp/+YJ4/dARJwwexLuWjPq5ibujITavR3uA7DKY88fRsPPfUF0rRPsz5Hsz5LPZpm\n9/QBms19tFqXUZ+4iDQIMyfNJY7SUx0aoqsylyNZ9G9oQpedlWRAQD+eB6BWn8kFT1X2+Sn63xT9\nJkqZVssmNYGa0s7frZ3XcuKxPyPpLxHWpxmFFZmUUnSO3cXK4a+hki7NXdey85I3IMEzG0I2qrkZ\nJSDp+25trcsoX5WaNLMJTamkkPfG+pC4ws7A+d10mxKTRTiPpEpJ6KlleskCKjPXFVlLuKnSdFU5\nyGs/pLxkxrCgoz3tUpWSSkJEk4GElBcKoE1NMV1i1SmYZax2NPOHkyg790B1swgwtxCp21LXhFUW\nGm1Yd6SK948VEvLxLffl6dHWJVZK1xDTzTTLw/2UC4bDWpvyvWcLv2pRLYvEE+vPVGdCZgqCTfm+\nss7PyZmYWr2Jal28gHOWMcFO+iZLqIgeuKz2xppmqgbBVMX0ZTivR0Co1ba0WSgNNNZ/J1+F5WGf\nq2JMZCqmp5ay73DNDanqkSijoZBadk6rJxAJGaguPWkDk6SS0COvTpy546llemqZkMiYnmLqtJDM\n1p8PeNZs15CpbGC1dm/r/GxXqg3qhPEi99z3UfqDZa646M1cse9GGrXWyP5PEXqDLt99+JOcWLib\nXftezfS+VxHUd+QTAjErqs8KCpGns2Otin83F2jnapMK3rZLJARlsxeb39gZrJNER7GEoclTYsRJ\nN3NxQp7UzmKTK7rauBCdbbos5IQIderM7XopJ5/4S3rH7qF10Svza3AGfbcad/fk91l64jZau19I\nrTHD0tN3EEQ7mL7oNZlAq69vZNeaPsp9bNx/Nx0N4ggP7qRs39v71AoxNqLQUgtaRDJpTEl6VR5I\nMdOwa7ax2a2TtDs08aVpPGSi1f1XzEPjVmcbqqBu2472WUIoFAPV5ys+1xYt8MdD2ofUCGQ943hv\nUy1kz7nRyvbTZUJp6KrlYrWnMf10mUCiTIsTEGZ+LdrDK8/tlNXII/dtKkc01kXXNItF+2dZE1lK\nSh9dcNSGb9dlMtPMus67hWzuKiZW7ex7bb9mQqt7L2d9MyzUFAWf3EeqHkwNaWqKuXVMhrJSIlYd\nqXYmBJxTCBP3mYw94ySgZhwQ9aAUSDT0cI3yacg1PkXPfzF+OjqiItfyWB8CS2rUzn06iNGCDIyq\n1WZ+ReEMIKVB2lHDW6wvEELmcGsHqYAwiyqx3x+ihTk3D4hdGeYp1CPHudoONGGmvraOtmm8xL33\n/2dSNeBHn/PrTE/sqeg1e+0wUMLy6gnufvDjrPaOsv+qXyCYOUBfJWCFPFJCiQglV5Xb/B9lilE2\ngaMV0Nl3bYmGTDCwk35plVUVsp+f0/5X1OzYSDlXyHEjsRrhFFNz17Ny/Du0LnzlUPp6qxWwfdw5\nfhfNnc9m7vJ/rKeaQYfuye8xfdFrisdJWHAQdnE/W8tkBdX3ePmYbDKzfa/yY4GCA3HuxKwn39x5\nPTAmn2I+m7Jg45pgs3tf5cL66Oso+o4J5UW0nZj1O3s9tpq4GxVmcQUUd9FhnxvbRn12m/MpJVX5\n85OSEhtH3EhalaaogtAFmbbIntcuunT7QnBMxyF13Gi3kDqRFMcem6Vca4+0qWygurm/jOj9Bsap\n15r/INfijmrzaIKsz0UiQmlk/ZmKFnTrMkmDyaEAAdv3WdJBp8Cn7pO1fe62ns374AwLeNsbL+Cc\nZVjzSkpxRThwbLpVwk2V05x9r1dAMYp8BedGY6VmpWVXUHVjDtMRSzb0O7Bfnk0Y1X4Szipa6TVz\nTCez57vh3olR54ujRbKCi+tEmWZZfE2bTURI1WDWIKJBSE3g2w9/kiTp8JKr30+ruZe1XOxSBceX\nHuCeB38HCSKuvPp9tFuhM1GYCCVpDg26roNqXSYJVJCtUl1HYnstolJs/iJXwKxHOnqu358vti1z\nNFbOAKrFo5RhvwUr7GTlMVRR8LHsnn05S0e/RtI+Qm3HhdnQb3PBZE7bEiJBnUFvnn7nMGFzlqS/\nlAlkZaqS/VUxSmuz8UE7zyM06rhCAUvHsdj6bIEuHOr+Dokp95HlUqnQzrheMKPaNqqYavUkk0eM\nuY7IVtBxBSU7NujtWrsZZM72eWmKshYjMBGGKXnBUSsEloWE0GiRXNw8QjUjrLgm5DyKLsgWU1Zw\nLC+m8nwxbRKnf90xwu5nNTX2mlzH8HL7ysEP1QVVgzyhp0wSmkSbQkidZkFgoXhU9rcVbuznmS+Q\nyTOUbOD+f+acgolqPRXrNsMLOGcZKSl147MSq3amfi6nHS9P7uUVW+48aXxkVEyfZcKgSSQtR7Wc\nR0TZY3tquaBmBjc6wmqTylFTeW0fkTAbOO2xQGF6thNIU4YT2pWvLSCE7FxhthJ1ixfaQSYmoUZA\nLU1ZXLmfay59G62JC1EKYiVZqLebgbibwKPHv8Kjj/8RE5OXsvfKt9KOiqHYDWkxIGYpeTJzHLXt\nCYOWWflNM612ZcfkmjeT3dX8JoEpomh/Mz0xpAS1Cer1ORaXf8Cu2Rdngo3rK2WzSDeML1OMHmBd\n01XZF8etIj5wzpUak1gtDYmkSay6zvq2yNSBH+fEA5/j8Pc/kX02c/lPFyYBmzm4atIva2RGaiGd\n862lxdH5cFICyEyZVefKJnEjRGehwk7/5/sXUx8AQ/Wh8q6tcHA2Jg4bLl7UaA6H1o8mqTR55d+T\nm/n090TG361DzCJinZPd8Hfz/MRpO19sOOHebtbkbMGR5cXK71P3nHaxlAtWWhtmtbYRzUxTZoUb\nWy/OXRyERNRl0vj45c8MJueRXQTZIrm6H6uFG3ebNjlG+W9JbPwZtXmyYcbBGnnWahs+r6+3KNAU\nfiHRWjH3c63xi801nolMxp718ALOWUiAnnAGdIcGYUtVJIYVZoDcCTHt4gYZJ2kXAv2wuzZ7O7i5\nDoWjVtLafBRRLqSYJdyzqz81nFfC1XhYm3x+3XlNGNsm91oLWh3zX0TAhJqgRo2GySUToqti635Q\nps32O1Rmshko4cTK4zz45OdZWLybmblXMHPJm+hJp9B2O9B10wVSxyyh0/ZHmU+NLmJoI4vylPVu\n0jPrU6BP4Dpn6v9md7+MI4dvY2r6GqZmno9Ivs1lQGpCwgMGDMw58h+jXAdsQEpf9ei0H2Vp8V6W\nl75Ht/MEjYmLmJx6lv71JTHVyoeJWvvZd9176K8cIu0vUWvtpTaxt9CuQvRKxUJxOOR4/dVneSUO\nRc1PanJDVUZUqYTE3IeB8ztZDU15snRrlo1qX1lIs8eZ1mTCjSYofH6qjNR0qdRcw3DSyLJ5KU1L\nCfRKkY/uMe5xdmHjhkkXo7VyQdFqfqxPlh6PhoMYbA6rLFGgYFJaxIVs7Pb81VqY0Vhhx2rpbCZl\n65AeSEQkTcqV3d3weVcjY/+12+1n5euyoeux6jJgffPlM8b74KyLF3DOUgK0Tb3HknlfPYBXhUIC\nxlkwZXg9boQYUz/ICjWuIBUGua3c9XNIcZwLpU4qLRI6Zr80a4MVfPRgb9LROxof6+zoFrobdY1u\nOxLyLM2u02Gqa2ITEVATqIkgqsZ06zIePPR5VjpPsGvHFTTrMyil6MZLLHYOcXLpB7RXHyeq7+bA\nFW8nmj1IRy1kbbLmvdBEdmkHy1IOYePPMSEzNFQ+YIYqYCBkK8iUPGW9TaqW/x2SSEqgUub2v55O\n5wkefviTBOEEUbSLoNakVpumFk2BmHICEjFZ30u9uY+gOYtEuwmlgWvOAoiTVRaWvsf8wl0sL95L\nmqwShC0md17N3P7X0dx1LUp0+r4I7WSamN9OGbfcQFkzVURj+vLCbzKKtfLRbD1FU5XFOuwWhBwz\nCVszzVqsmyPFCnHiODqvcQ9vhKoCmZsvdZFWCEXlc1T5SBW3WlNTTUakpzDmsUzDo4rFSW3EFeb/\nmS+P8R2yOWkSgmzho9uRZAuwqqKoVffVsENxmo0V+QYcJ+mgINxAUYjJzE+qaH6yhCrIsk716Zvy\nMdpRuk+n4FJw+lBs3qfGm6g8W4SIvBt4H7AfuBt4j1Lq79c6Js0e5lDbsVVInvq8evAsTjRaDKmO\nGLD7xyQjJqfAUfcP5Y0wE0lmAgsmUan2A9hIqns74NgsxTo6bHSF6sy27Zh0Mm2Osiv0WNfQUQBN\nJlQNUNREeMGzfoXHjtzGsYW7OXTsK4VzN+pzTO64gsbUFcwdeDO9oEdHLazb/qD0PiSiTisLWXfb\nrv9185oEmUDD0ErYaGkC4eIrf4lO+2Hayw8Qx4sk6SqD/iL93lHj0xOg0gHz/QXHlCGEtUnq9Vmi\n2k5A0Y/n6a4+DaTUJy5g595X0tp5NdHkRSZCLzBDZB4yrEtsFIWchCQzVxS1fo4mxf4+GxhwB/OP\nUtt12br7bZRRWhybM8aWd4isecX4dJWdVIdNVkVHX4vrj6b/CVHk/h+uxtQKFqci+DxTYckVauL5\nB4l2XbHuvm6EWE2aWe6tgqbDLDCsAGa1OjYCEoomcxju4ypTZG5OGzZlWi2SPj4vMjyKYnV23Y81\nQu1QrrQZyY4/hfFVKJieXEHICjuB85/NppzQJ1ZauInTNkm6umb7toTTqMHZ7NwlIjcAvwU8B3gc\n+A9Kqc9srnFbjxdwThMi8hb0D/4vgW8C7wVuF5FnK6WOr3WsjSqIVV7YMlE90tKKI5AoW10DRLQY\n0C2pnq1XRXGgLq9OrQo/2260BO57MPVnMsfGiIlgNlsNl7OH2nOH6FWgXU1VVRrOw8DLDrO5Ctya\ne2yEiz6wj678ssSCMWOFRNRURBCFNA+8kYsPvJE06RMny/o6ahOoQDEg5vgDnyOS43qFX17REWMz\nSUfSpCWz9MUmbtODbk2aNJjM8nm4SdNs+21/D4ymxBYRzIUd43QpufYtmLqQqakLqSITghUMeifp\n946R9JcYxEsM+gsMBisA1HdczOSel9CYvoJaM/cN6qkVUjXaURuKOU3czNG6AGFRy2CdP10hdC2S\nhce3RMBxV/ap6qHNpvk96wpjioResqDvRxM5U5Ufxz47a2W1rfzbhrtLOcN3gvsMngmq2j6Yf5T6\n7MFhn6bSM2uFQhTEqk1Mm1G4GpZipvEKsyK5X4zeFiKiS6CMSlZoz+GayGw/B+S159wwcbdtcdom\nMRoo6zRfp5UJpl21XHAwDsjLWQwyk3ZuRrZCT4ouK2E1NivJ4eF+2cCC75miTkHA2Ug6hs3OXSJy\nGfBXwC3AzwKvBf5ARJ5SSn1pUw3cYryAc/p4L/B7Sqk/BBCRdwJvAn4B+Miog1IGxKpLTy0VnCwr\nbf9mynKr9bpFJ7NoDEcrma1IS46Zw8nCcqpW5VrQ0QN6zZg2QL8vn9M1RZUdb4vRIUWhAMiEGUVC\nqnSItrWrFwQdyJwSE/oFFz+REBUk2fyS0i5oajNhqxQBZif1hD5KmRBS1SIuqZ9TEmIZFJKWWXu8\nIskcKkNVz/pJrxiLvhlxSSOi21Z2uHYn1RBp7qTR3MkobMkAG4ZrP9PXlWBr8VSZRtx2FClOZoWs\n21SZRU+d9Uo82DbYqtyu0FbUpuRmxwS9WBgKwRYjipSy3ro+JlWT91CbjQ9SllqBovln5DHuNa0j\nJJaPK+cCKrdRkMo2W6FhI/5RQ21aRxh0z5ObzvPszJa1SoSUzzUkYGbauPxedIMdFCmx6hASmbEx\nH49c/5kA/TykpedNmWdd++7k2lib1bpPp6Dps+Z7ZDhj+9Zz2kxUm527fhl4WCn1fvP+PhF5pTmP\nF3C2G6KXkS8C/qP9TCmlROTLwI+udWxn+SEkPlJIkJWvkvRjbL6DxKh1B3aQUmk2ybiq4IINX+kz\n6giM6tWo/Q49OAmpGpjvLA6QfRPREhBmWU2rohvEhCm731l2gq0aYBWqpMrW6evF8YIpHrP+wzu0\ngo3bdBcfHDqHFkz6hXbrqJ0aAbWsn3uQfRbirGitsCaKXrpMis6UG1LP2l8ltG4G9/conktl9wII\n6zq4ioye4NwVX9kXRFmtXmKES4VigPbz0p9VhZKrQZdk+XD507WbuIZAUfC/IEBXQg8zqSKfGIfv\nm+yeLOTXGRRWullSQrcN6/nFqHS4Tze52t68781o0kGHeOmxzX1/RZ/n41Bp35EpA4LCMUmpv0c9\ny+bLRp6zmA/Jed6ysSp/lgUxS5VQi3lSywQ+MZ/Za9ioQ3NqAiYGab7YCaRGIDUtRAVnQsDZek5x\n7noZ8OXSZ7cDv31aGrkJvIBzephDez0eKX1+BDi41oErh8Yq8J6XzD/4P8fdhPOO/sP/d9xNOO9Y\nfei2cTfhvGHistef/i85PT44pzJ37R+x/7SINJTaQEbM04QXcM4emgCy+wASVUcteLaedP4pgl3V\nvi6ejbD5qIx0/mmCXRecwnetXeF9/WPOX/x9fmbptu+3f562wVz1O2z2+VP9M+D8fBbhBZzTw3G0\no8K+0uf7gLJu3nIZgDpx6DwL5Bs/6eEH19/Js6Wkhx8adxPOO/x9PhYuA+7c4nMeBzrp0UdHF9Vb\nm545x6hzb3buOjxi/6Vxam/ACzinBaVULCJ3ATcCfwEg2jHgRuC/jDjsduCfA4/CGUmi4PF4PJ7T\nQxMt3Ny+1SdWSj0uItegzUmnwnGl1OMjzn0qc9fXgTeUPnu9+XysiDrPyqefKUTkZuC/Ae8kD7X7\nJ8DVSqljY2yax+PxeDyVrDd3iciHgAuVUj9n9r8M+C46TPxTaGHoY8AblVJl5+MzitfgnCaUUn8i\nInPAb6DVdd8BbvLCjcfj8XjOVjYwd+0HLnb2f1RE3oSOmvpXwCHg7eMWbsBrcDwej8fj8WxDzkxq\nTY/H4/F4PJ4ziBdwPB6Px+PxbDu8gHMWICLvFpFHRGRVRL4hItePu03jRkQ+KCJp6fX90j6/ISJP\niUhHRL4kIleVtjdE5HdF5LiILIvI/xKRvaV9donIH4nIoojMi8gfiMhkaZ+LReSvRaQtIodF5CNS\nSt0qIs8TkTvMb/iYiPzaVvfJViMiPyYifyEiT5r+fXPFPudUH4vIDSJyl4h0ReR+Efm5Z9ZLW8t6\nfS4in664728t7eP7fBOIyAdE5JsisiQiR0Tkf4vIsyv28/cQbA6vAAAHPElEQVT6dkMp5V9jfAFv\nQYeFvw24Gvg94CQwN+62jblfPgjcA+wB9prXrLP9X5t++kngucAXgIeAurPPf0WH3b8aeCE6H8X/\nK33PF4FvAS8GXg7cD3zW2R6gIwRuB64DbgKOAv/e2WcKeBr4DHANcDPQBn5x3P24Th//BNqR8KfQ\nuS/eXNp+TvUxOix3BV0v5yDwbnR569eNu6830eefBv66dN/vLO3j+3xzfX4r8FZzDdehC0M+Ckz4\ne317v8begPP9BXwD+LjzXtBe6O8fd9vG3C8fBL61xvangPc676eBVeBm530P+Glnn4Po6nQvMe+v\nMe9f6OxzEzAA9pv3bzADx5yzzzuAeaBm3v8yOkFWzdnnQ8D3x92Pm+jvlOHJ9pzqY+DDwD2la/gf\nwK3j7t9N9PmngT9b4xjf58+83+dM/7zS3+vb++VNVGNE8sJmf2M/U/pOXbco53nCs4wq/yER+ayI\nXAwgIpejQxXdflsC/o68316MToPg7nMf8Lizz8uAeaXUt53v/DI6//lLnX2+q5RyM3/eDuwEnuPs\nc4dSptJfvs9BERld6vss5hzt41FF/861Z+kGY0r5oYjcIiKzzrYX4fv8mTKD7ouT4O/17YwXcMbL\nWoXN9p/55pxVfAP4efQK6J3A5cAdxp69Hz1orNVv+4C+GahG7bMfrR7OULoM+8nSPlXfwyb3Odc4\nF/t4zaJ/nBt8EW2u/nHg/WhzyK0iYotq7cf3+Slj+vFjwN8qpaxPn7/Xtyk+0Z/nrEQp5aY4v1dE\nvgk8hrZH/3A8rfKchWyrappKqT9x3n5PRL6L9gW5AThbSrCfy31+C3At8IpxN+QUOJf7fSx4Dc54\nOZXCZuclSqlFtMPeVei+Edbut8NAXUSm19mnHAURArOlfaq+h03uc65xrvSx2sA+Yy/6d6oopR5B\njxM2osf3+SkiIp8A3gjcoJR62tnk7/VtihdwxohSKgZsYTOgUNhsqyvQntOIyA70IP+UGfQPU+y3\nabSd2/bbXWjnPnefg8Al5EXgvg7MiMgLna+6ET3Y/Z2zz3WiU5dbXg8sAt939nmVGczcfe4zgtk5\nxznax1932+LsM/aif6eKiBwAdqOjasD3+SlhhJufAl6jSoUm/b2+jRm3l/P5/kKbXDoUw8RPAHvG\n3bYx98tHgVcBl6LDLb+EtjHvNtvfb/rpH6HDLb8APEAxrPMW4BG0ev9FwNcYDuu8FfgH4Hq02vo+\n4L872wPgbrRvxPPQPkFHgN909plGR2F8Bq3+fgs6hPPt4+7Hdfp4Eng+8AJ09MevmvcXn4t9jA6d\nXUZHmBwE3gX0gdeOu6830udm20fQE+ul6AnsH4AfAJHv81Pu81vQUUo/htZy2FfT2cff69vwNfYG\n+JfC3JyPosMSvw68eNxtGvcLHfJ4yPTJ48DngMtL+/y6GQg66AiCq0rbG8DvoFX8y8CfAntL+8wA\nn0WvoOaB3wdapX0uRufOWDGD0YeBoLTPc4GvmrY8Drxv3H24gT5+NXqSTUqvT52rfYwWiu8y980D\nwFvH3c8b7XOgCdyG1iZ0gYfRuVf2lM7h+3xzfV7V3wnwttJ+/l7fZi9fbNPj8Xg8Hs+2w/vgeDwe\nj8fj2XZ4Acfj8Xg8Hs+2wws4Ho/H4/F4th1ewPF4PB6Px7Pt8AKOx+PxeDyebYcXcDwej8fj8Ww7\nvIDj8Xg8Ho9n2+EFHI/H4/F4PNsOL+B4PB6Px+PZdngBx+PxbAkiEojI10Tk86XPp0XkcRH5Teez\nm0XkKyKyICJLIvJtEfm3IjJz5lvu8Xi2I17A8Xg8W4JSKgV+HrhJRH7G2fQJdCHDfwcgIh9G1+u5\nE/gJ4DnArwE/AvzsGWyyx+PZxvhaVB6PZ0sRkfegCxdeC7wM+GN0Adl7ReTlwN8C71JKfbLi2Gml\n1NKZbK/H49meeAHH4/FsOSLyN+gqztcBH1dKfch8/rvAzwBzRuPj8Xg8pwUv4Hg8ni1HRA4CPwDu\nAX7ECjMicjswq5S6fpzt83g82x/vg+PxeE4HbwfawOXAAedzGU9zPB7P+YYXcDwez5Zi/Gx+BfhJ\n4JvAp5zN9wNXiogfezwez2nFDzIej2fLEJEJ4NPALUqprwK/CFwvIu8wu3wO2Am8Y8TxO89IQz0e\nz7bHCzgej2cr+U/m3w8AKKUeQ4eAf1RELlFK3Qn8NvAxEfmQiLxMRC4Rkdea/Dk+TNzj8WwJ3snY\n4/FsCSLyKuDLwKuVUl8vbfsiUFNKvc68vxl4N/B89ELrIeBW4KNKqYUz2nCPx7Mt8QKOx+PxeDye\nbYc3UXk8Ho/H49l2eAHH4/F4PB7PtsMLOB6Px+PxeLYdXsDxeDwej8ez7fACjsfj8Xg8nm2HF3A8\nHo/H4/FsO7yA4/F4PB6PZ9vhBRyPx+PxeDzbDi/geDwej8fj2XZ4Acfj8Xg8Hs+2wws4Ho/H4/F4\nth1ewPF4PB6Px7Pt+P+UUmM+yEIcoAAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# time and zonal mean\nmask_c = (ds.hFacC>0)\nTbar = (ds['T'] * mask_c).mean(('time', 'XC'))\nwith ProgressBar():\n Tbar.load()",
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": "[########################################] | 100% Completed | 2.0s\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "Tbar.plot()",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x7fb36a4663d0>"
},
"metadata": {},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fb36a57b090>",
"image/png": 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BO+Vg3k3Srq+6TzUtzAxoN8sm3RPpKZequiy696a3C6Nbp053hqh+zHhyoqpcEsVyUX0u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\nSftIegXwDOD9s7xGMzPbirTGfM2pxls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},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# zonal and time mean of whole dataset\nds_bar = ds.mean(('time', 'XC', 'XG'))\nwith ProgressBar():\n ds_bar.load()\nds_bar",
"execution_count": 26,
"outputs": [
{
"output_type": "stream",
"text": "[########################################] | 100% Completed | 48.6s\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (YC: 400, YG: 400, Z: 40, Zl: 40, Zp1: 41, Zu: 40, layer_1TH_bounds: 43, layer_1TH_center: 42, layer_1TH_interface: 41)\nCoordinates:\n * YC (YC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 ...\n * YG (YG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 ...\n * Zl (Zl) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n * Zu (Zu) >f4 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 -91.0 ...\n * Z (Z) >f4 -5.0 -15.0 -25.0 -36.0 -49.0 -64.0 -81.5 ...\n * Zp1 (Zp1) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n PHrefC (Z) >f4 49.05 147.15 245.25 353.16 480.69 627.84 ...\n drC (Zp1) >f4 5.0 10.0 10.0 11.0 13.0 15.0 17.5 20.5 ...\n PHrefF (Zp1) >f4 0.0 98.1 196.2 294.3 412.02 549.36 706.32 ...\n drF (Z) >f4 10.0 10.0 10.0 12.0 14.0 16.0 19.0 22.0 ...\n * layer_1TH_center (layer_1TH_center) float32 -0.1 0.1 0.3 0.5 0.7 0.9 ...\n * layer_1TH_interface (layer_1TH_interface) >f4 0.0 0.2 0.4 0.6 0.8 1.0 ...\n * layer_1TH_bounds (layer_1TH_bounds) >f4 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 ...\nData variables:\n PHL (YC) float32 0.0 20.457 20.4492 20.4353 20.4187 ...\n V (Z, YG) float32 0.0 0.0 -0.00283069 0.00161001 ...\n S (Z, YC) float32 0.0 35.0 35.0 35.0 35.0 35.0 35.0 ...\n Eta (YC) float32 0.0 -0.345512 -0.344411 -0.343526 ...\n U (Z, YC) float32 0.0 0.0172793 0.0276147 0.0133376 ...\n T (Z, YC) float32 0.0 0.747534 0.800641 0.838729 ...\n W (Zl, YC) float32 0.0 1.53376e-10 1.47133e-10 ...\n PH (Z, YC) float32 0.07848 -3.31832 -3.30805 -3.29974 ..."
},
"metadata": {},
"execution_count": 26
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "ds_prime = ds - ds_bar\nds_prime",
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<xarray.Dataset>\nDimensions: (XC: 400, XG: 400, YC: 400, YG: 400, Z: 40, Zl: 40, Zp1: 41, Zu: 40, layer_1TH_bounds: 43, layer_1TH_center: 42, layer_1TH_interface: 41, time: 117)\nCoordinates:\n * XC (XC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 ...\n * YC (YC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 ...\n * XG (XG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 ...\n * YG (YG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 ...\n * Zl (Zl) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n * Zu (Zu) >f4 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 -91.0 ...\n * Z (Z) >f4 -5.0 -15.0 -25.0 -36.0 -49.0 -64.0 -81.5 ...\n * Zp1 (Zp1) >f4 0.0 -10.0 -20.0 -30.0 -42.0 -56.0 -72.0 ...\n dxC (YC, XG) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n rAs (YG, XC) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n rAw (YC, XG) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n Depth (YC, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n rA (YC, XC) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n dxG (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n dyG (YC, XG) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n rAz (YG, XG) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n dyC (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n PHrefC (Z) >f4 49.05 147.15 245.25 353.16 480.69 627.84 ...\n drC (Zp1) >f4 5.0 10.0 10.0 11.0 13.0 15.0 17.5 20.5 ...\n PHrefF (Zp1) >f4 0.0 98.1 196.2 294.3 412.02 549.36 706.32 ...\n drF (Z) >f4 10.0 10.0 10.0 12.0 14.0 16.0 19.0 22.0 ...\n hFacS (Z, YG, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n hFacC (Z, YC, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n hFacW (Z, YC, XG) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n * layer_1TH_center (layer_1TH_center) float32 -0.1 0.1 0.3 0.5 0.7 0.9 ...\n * layer_1TH_interface (layer_1TH_interface) >f4 0.0 0.2 0.4 0.6 0.8 1.0 ...\n * layer_1TH_bounds (layer_1TH_bounds) >f4 -0.2 0.0 0.2 0.4 0.6 0.8 1.0 ...\n iter (time) int64 8294976 8295552 8296128 8296704 ...\n * time (time) int64 8294976 8295552 8296128 8296704 ...\nData variables:\n PHL (time, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n V (time, Z, YG, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n S (time, Z, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n Eta (time, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n U (time, Z, YC, XG) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n T (time, Z, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ...\n W (time, Zl, YC, XC) float32 -0.0 -0.0 -0.0 -0.0 -0.0 ...\n PH (time, Z, YC, XC) float32 0.0 0.0 0.0 0.0 0.0 0.0 ..."
},
"metadata": {},
"execution_count": 27
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# to calculate advections terms, things get a little messy\n# we can't just multiply velocity by tracer\n(ds.V * ds['T']).dims",
"execution_count": 28,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "('time', 'Z', 'YG', 'XC', 'YC')"
},
"metadata": {},
"execution_count": 28
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "# the problem is that velocity and tracer have different dimensions.\n# xarray's response is to calculate the \"outer product\", vastly\n# increasing the dimensions of the data\n\n# what we would like is for xarray to \"know\" how to bring a tracer-grid\n# variable to the velocity grid, i.e. via interpolation\n\n# this feature does not exist yet, so we do it by hand",
"execution_count": 29,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "dim_pairs = {'XC': 'XG', 'YC': 'YG'}\n\ndef cgrid_to_vgrid(varname, ds):\n shift_dim = 'YC'\n new_dim = dim_pairs[shift_dim]\n da = ds[varname]\n dims_orig = da.dims\n assert shift_dim in dims_orig\n data = da.data\n data_west = ds[varname].roll(**{shift_dim: -1}).data\n data_interp = 0.5*(data + data_west)\n # now put it into a new data array\n dims_new = list(dims_orig)\n xc_idx = dims_new.index(shift_dim)\n dims_new[xc_idx] = new_dim\n return xr.DataArray(data_interp, dims=dims_new,\n coords=[ds[d] for d in dims_new])\n ",
"execution_count": 48,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# eddy flux of heat\nvptp = ds_prime.V * cgrid_to_vgrid('T', ds_prime)\nvptp",
"execution_count": 49,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<xarray.DataArray (time: 117, Z: 40, YG: 400, XC: 400)>\ndask.array<mul-4e3..., shape=(117, 40, 400, 400), dtype=float32, chunksize=(1, 40, 400, 400)>\nCoordinates:\n * XC (XC) >f4 2500.0 7500.0 12500.0 17500.0 22500.0 27500.0 32500.0 ...\n * YG (YG) >f4 0.0 5000.0 10000.0 15000.0 20000.0 25000.0 30000.0 ...\n * Z (Z) >f4 -5.0 -15.0 -25.0 -36.0 -49.0 -64.0 -81.5 -102.0 -126.0 ...\n rAs (YG, XC) >f4 2.5e+07 2.5e+07 2.5e+07 2.5e+07 2.5e+07 2.5e+07 ...\n dxG (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n dyC (YG, XC) >f4 5000.0 5000.0 5000.0 5000.0 5000.0 5000.0 5000.0 ...\n PHrefC (Z) >f4 49.05 147.15 245.25 353.16 480.69 627.84 799.515 ...\n drF (Z) >f4 10.0 10.0 10.0 12.0 14.0 16.0 19.0 22.0 26.0 30.0 36.0 ...\n hFacS (Z, YG, XC) >f4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n iter (time) int64 8294976 8295552 8296128 8296704 8297280 8297856 ...\n * time (time) int64 8294976 8295552 8296128 8296704 8297280 8297856 ..."
},
"metadata": {},
"execution_count": 49
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "vptp_bar = vptp.mean(('XC', 'time'))\nwith ProgressBar():\n vptp_bar.load()",
"execution_count": 50,
"outputs": [
{
"output_type": "stream",
"text": "[########################################] | 100% Completed | 4.1s\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "vptp_bar.plot()",
"execution_count": 51,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.collections.QuadMesh at 0x7fb2bd686650>"
},
"metadata": {},
"execution_count": 51
},
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fb2bd92d510>",
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ailzTUPZHUqjEKNXhZudp57b1mpwK5ywOCcyvWN07T290QL++NyIpR36l6zYqrI6dzze/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\nvQAAAABJRU5ErkJggg==\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "# this is not really enough time to accumulate eddy statistics, but hopefully you get the idea",
"execution_count": 52,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python2_lagrangian_vorticity",
"display_name": "Python 2 (lagrangian_vorticity)",
"language": "python"
},
"language_info": {
"mimetype": "text/x-python",
"file_extension": ".py",
"version": "2.7.13",
"name": "python",
"codemirror_mode": {
"version": 2,
"name": "ipython"
},
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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