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@davidwhogg
Forked from adrn/Galah-demo.ipynb
Created July 18, 2018 07:32
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Galah-for-Hogg.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "!pip install git+https://github.com/adrn/pyia",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Third-party\nfrom astropy.table import Table\nimport astropy.coordinates as coord\nimport astropy.units as u\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport numpy as np\n%matplotlib inline\nfrom scipy.stats import binned_statistic_2d\n\nfrom pyia import GaiaData",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "galah = GaiaData('/Users/adrian/data/GaiaDR2/GALAH-GaiaDR2-xmatch.fits')\ngalah = galah[(galah.parallax / galah.parallax_error) > 6.]\ngalah = galah[np.isfinite(galah.teff) & (galah.teff > 4500*u.K) & (galah.teff < 6500*u.K)]\ngalah = galah[np.isfinite(galah.logg) & (galah.logg > 3.5)]\nlen(galah)",
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": "/Users/adrian/anaconda/lib/python3.6/site-packages/astropy/units/quantity.py:639: RuntimeWarning: invalid value encountered in greater\n result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n",
"name": "stderr"
},
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "205899"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "c = galah.get_skycoord(radial_velocity=galah.rv_synt)",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "galcen = c.transform_to(coord.Galactocentric(z_sun=0*u.pc))",
"execution_count": 12,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### First plot $z$-$v_z$, no abundances:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\nax.plot(galcen.v_z.to(u.km/u.s).value, \n galcen.z.to(u.pc).value,\n marker=',', ls='none', color='k', alpha=0.4)\nax.set_xlim(-100, 100)\nax.set_ylim(-1200, 1200)\nfig.tight_layout()",
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 360x360 with 1 Axes>",
"image/png": 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FTENv0uXBJBaaQH/ecQhFlmMqbQvkOATZpxwlubxfs/aRnvZru+jtKyIpzwtFP1czi+Fw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},
"metadata": {
"image/png": {
"width": 352,
"height": 353
}
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Compute 2D mean abundances"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "stat = binned_statistic_2d(galcen.v_z.to(u.km/u.s).value, \n galcen.z.to(u.pc).value,\n galah.mg_fe,\n bins=(np.arange(-120, 120+1e-3, 2.5),\n np.arange(-1500, 1500+1e-3, 10)),\n statistic=np.nanmean)",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "/Users/adrian/anaconda/lib/python3.6/site-packages/scipy/stats/_binned_statistic.py:600: RuntimeWarning: Mean of empty slice\n result[vv, i] = statistic(values[vv, binnumbers == i])\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(1, 1, figsize=(7.5, 6), \n constrained_layout=True)\n\ncs = ax.pcolormesh(stat.x_edge, stat.y_edge, stat.statistic.T,\n vmin=-0.2, vmax=0.4, cmap='magma')\n\nax.set_xlabel('$v_z$ [{0:latex_inline}]'.format(u.km/u.s))\nax.set_ylabel('$z$ [{0:latex_inline}]'.format(u.pc))\n\ncb = fig.colorbar(cs)\ncb.set_label('[Mg/Fe]')",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 540x432 with 2 Axes>",
"image/png": 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WVlJ7M484Kxjv8NIjWVoJAAAodCRIAACoI5TQAAByRkL5V2JDhQ3SjCatAAAAAACg6LGD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\n773v23P272wfRfvLqvAxvzsFmtV+N8t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8/XclEqm36lvJEUn67smEtn3n/pSxw04Jz/nG\nbteZsVBpxYvTW5uxtYHyEUm65SK7h8Gi5+wXJs3q22UMh3W2m7Q++UP4lKStm9qNRDeqZ5eIhMpo\nOjUNN/X8drFdR9OmgT1nqEHp1BXhBFzL+vZbi2sq7K/1Vs3sz2XZukA9kMLfC+sCzfn+1W+JGXtx\nnF0WJkn/mWc3IZ2/4wdm7PsldqOfLZsGp9SpO9tNZafPtMu/9ttkobZ/N3UviMm/OS84504bz1eX\nNx5KGbOSI5I0bmFCj81KnViueOCc4JzPD5qr0ov+Grwmm94f2kD7f5y6pHHPE+z7QsmRKLuPGmzG\n3o49avbRXwRAISJBAqRZ1LtV1i9itVExOfXpI+uVdrFPL8knP/3qgmB8qzcfzPq8mZrzw72uin1v\n4qM707iS6CMM68L8404LRNtmbR1ALvi9S90r5Kyu0ff+cIi1hSLcK2TNtakzp/U2s08sWu/r/e0X\n1ju+lzrZM/voM817WnayewtJHSLXYwn1WrlkWPTnCeSjBKfCoMiRIAFyCCU0dSNUQhOVlInruon2\nCUGh5Miyc44Ljtvk5B5mrPugDirZ8+roxdXQinJ758DWzezmpm0a2Ee0vv5zeIdNyMI1dtPPzZqs\nNGMbbWS/yNo0cHyrJNUvtX+jXFlu70bYrHGgUe2y8JaDdo3s3TChXRdjFjYyY60bhH8zXrTW/lqv\nCsx5QPtFZuzdOXYzVUnaqaX9NQt5eZzdvDR0dLAk7bWx/Xn2dTPM2Hs/2Y1YQzuJJGniVDsh8e/Z\n9i6b0PHKD363aXDOs7eZa8Yu6W5/zbrvZu+2WjF+RXBO/1N490669dltphoNCRxZHNO9Z67Upd+E\nT3oDAOQfEiRAkXt51+uD8cM/vTXl44m/XWTec+890acUZOIXy8R74eMhS/ZPXZbxRM9B5j17to+Y\n82373nUfTw7eW39QeOdPJgztYSeDLpwQ7sUCAJn2TK/U/2/Yz853AQCQNiRIgDTLRAlNlEIpoYkS\nKmeJSo7E9dHsjXXqV4NSzxlIjtRGz66zzVjF2ojeHKfZuyCidgdYErc/Hoz32dzuW7Fwqb0TpF2T\nlerx79SNiff7MPzvaMod9i6I+iX25/nt4mZmLLSt+Ntf7B0FktSvg70TZOnaeP+rrV8a3rXy0zL7\nOejQ2O5tsm1ze+fJtq1+Cc7ZpsVyM1ZaZj+Bf/rMPu/50M3CRyivDfQ2mbbC3oW0otz+t1Ky1t7V\nI0mHBHaJPPRl5+C9lrO3Dx9/+/KPdm+YJoFvoYPbLzZju45K3VdovVsOs3ekNdjS/v46b7AzY0NP\ns3upSNKt/7R3wxzVyb6v7c6hHTj1VO/3jwXnjYMdIig6CSmRb6fYUBKENAv/xgcAAAAAAFAE2EEC\noE6M2feKlI83Kgv3BrAa+KH2phya+sSLjntkbk7z2OEbwqfGAEBVVuPXzp3sXiqS1PKJp4Nx61Sw\nXFPxUPjEopK24Z5GJf3jn8oDAIWEBEmBc851krSD9/61iOs6SOrhvX8rcE1rSedIOkRSO0lrJE2T\n9JKk4d778CvbNI+D9Ii7jazk9AfM2KWnh++1kiO1UdF378hrrE31VglNlEOOtcsqkjbV24tqXnJV\nv6W9X/S59+xSBUnqvFG5TvnS7jNisZIjkvTDB+FjWOsFSkE6BLb/z5rTwh501vzgnO/MsJvDHLy5\nXaK0S6Dh5/RZdrPQ07ZaEFzPGzPtxpO9W9lNK39eaZcxVERsGw6V0TQps8sRGga+Xh072l8vSfr7\nWLu0YseW9lG+O7WyX2SuWBcudykNVJXt1NouCdqktV2689x3gVoOSStW2I1+Zyy3vzCnO3vOFh1D\nJ61I28+1n7/ZqwIlZYGv55TDzgjOuWiG/X3iv7SPFr5qe7u56wfvhk+NmbnO/pod81v7+6+0lV2u\nN36EXWoFoIbyrcQmJl6PwEKCpPDtK2m4c+5LSY9JGilpkpI/BNpJ2lnSkZKOk3S1pJQJEufc/pKe\nkzRR0pWSPpHUUFI/SXdJOtc5d7T3fnpoMekap1BFHadaVto3G8soOjMOP9uMbXbvnrUau2L6U2as\ndPOTajV2TSWeso/WBABUX9TP05KT2O0I5Kpsvx6pnO9USU7JM9RXShov6XVJz5OMyS0kSArf+rfm\ndqr8z3K/9z5lNzfnXC9Jryn5D7mv9379W4GrJI1wzo2UNFbSSOfcnt77lG/fpmscpFc/45SaTNrt\ng8FmrE/L8FHHH6d7MbXw5hfdgw1yQ8mRkEb32EdS1jdOeKitzfe1393+8OXATg9JJYEOaT8ttu91\nLZaYsTFDg1Nqu0Cz0M/m2KcoHdPffoc68Zb9zvbixY2D6zl395/M2OtfdzZjnTaydyF9tXij4Jzb\ntrSfv68X2s/70nX2vrFGP4aPbdq8ib1rJaTzRvbXK6oZ7bzA7olHfmxtxhrXs2OHbWbv1pCkevXs\nNe0cOKX2/7F33mFSlef7v9/Z3thOLwuHplIFxAZiFwWxF4LEhsaSqFETKyGW2KPGGruEWLCgsUYR\nEQsiqIh0GHpbFrb3Mu/vj4WfG79zP2d3dmZ2Z/f5XBcXMM+85Zw5M3Pmfe/nfuosP7c3zuknjnl5\nP146NyeLX7clZfz89Lx7sDhm1cvf0lint06msaILXqIx52L5vXIcYmDO8f8d4Nv9Bm1XMf0/NNa3\nfymSnvb/ufnPIbKi7unBt+HyZZFfwctzxVMtPQVFiQjC+XvEcZw41G9QWwB3eb3eVfseHwbgLgCv\nArjTcZzfeL3e7wIdRwkuatKqlAG4zOv1+v1V6jiOB/Vv7AQANzT4EPn/eL3ePAC3AugDwG/eRbD6\nURRFURRFURQlBOyrYhNJf5pSxSacv0ccxzEA3gSwyev1/mb/4si+MZaiXq3yJoC+AL50HOfYQMdS\ngosqSNoHmwF8i3oFSRbq02vWAvgYwAterzdXaHsagCEAtnu93i+F570F4DkAZzmOM9zr9f4Yon4i\nGmZIuZ8B/z0jTDP5hT3nXSTGs14LfulERcYu+Fuz2n92+M1+Hz/mymZ1qyiKEhRSEgf4fbxoU+CK\nxprpTM0n+zYBgH3jRhoLt3mpXf6kGDeD9IM8FLxysKwimvxD0729lFZJOH+PXAkgEfWLLf8Hr9dr\nHce5AvUeKCmoV6/093q9sgmbEnJ0gaR9sMnr9Z4XYNsL9/3NdbgAvF5vheM4PwMYifocu19/kASr\nnzbNmhPfxoGf+s10ajfc2C8loHbN8Wfp/u4zNLbxZLkyQO8PeYrNixN42gUAXPKTPC9/nPdIPMzY\nW2icLY4AwLwnE3DsN/f4jRX95kLazq2ykNOFpwaUlnDzxG3F/LVOi5NTOdKSuNlqbiUfc/scntLy\njjeHxib12SHOZ8tWbmiZV82/alNiYmjsuC7yPdKKAm4qmxXHTVFTY7h4tLJONkyt9vG2q4p5SlB6\nLDcDzY6TzUvzq/k5um30Zhr7YWsnGosyTdhy/BUdhXO7upgbiW4ulY8zWjDWXbydH8uuSn5+yq7x\nimN2z+JmtFnP83SX7bv4tbf9n7UY/Bn332CLIwDw8LhVNAb0w/Ur/acY8sUR4Ns8oUsAL/xDTrdi\nqMeIokQkF+77O6S/R/YpVW4FMMXr9dIvHK/Xu8dxnDcAXAwgHcC1AG5rylhK8NEFEoXiOE4MgOP3\n/XdjI5psQf0HyYmh6EeJHNzMZoHgG87aj+Xdn/en8x8fQOBeLDV3XChEcwLq043GnF9FUZS2Ru5Z\n/qvyZBwY5ok0k6t73kFjj32YFcaZKMr/YgHYwNePW4TGTjfMv0dGAOgC4APHcd4B8Buv18vMrb5E\n/QIJUJ92owskLYwukCgSQwHsd3+Ta1z+73MGOI6T4fV6928rB6ufiOe9re43PuG+z2ttKTST3h7Y\n0lP4H3KmcbPL2p9l366pZ25CzPSXmjympBBxWxwZ99WJAS0+rRWuzZIavkMNAH9blENj1xy0k8aO\nvJGrFfJm8XKpAFBdzdsOz+bKi3c38BKkozO56WlhmWw8ubmUqye6xnPFQXY8VxVsF/oE5FK+a0q4\ncee4TvwjdW2xXNK5VvBT7ZnIj6VXB/56rhGUMABQZ3md3zU7uWNquaCGGTNMLkywcb1g/hrFT8IJ\nvfj13i1BcHcFkCoY9h7djRsIF+fz17rLEbL669KHe9HYkWv5z46LLuXH6cZzB5wrRGtx7vf+Fw/Y\n4ggALJjblcZO68HffwBQ9Y38OR5/thgOOlXPLxTj8Q9rik0o0BSadkE4f4/03vd3POorhb6MemsD\nfzT8QHXPCVRCjpq0KhINf6k2RoO6/zkGQP8Q9KMoiqIoiqIoSqjwmcj603jC+Xvk14spktCl4U6c\nnOeqhAVVkCgSPRr8m29t/UJDU4Be+CW/L1j9KArse369roCY5n2c2dk3hKTfmhn+c+OjLjne7+P7\n8fSYEvCYmyf+zu/jPe88KOA+FUVRwkH1LVNJRFayhZvK6y8Q41K5diV0uKksg53eq0QU4fw98hmA\n1wFMAvAGgE+F5/Zu8O81TRhDCRG6QNJOcBwnEcClAE5HfSWbWNSvUs4F8Hev17vWT7PsBv+WHRPr\naajlzSb/bk4/Ec+fV/s3mGtrNOcGxHbrTmOeD4Tvl5pamIl30/DEk4Qx2eIIAFTwSza6bwbM5L/z\nKZHFkebwzdgPxXjPdJ4mIjH6Ui5Dr9shq0p/eCmHxl5cy6XvM+K4/P+nbR3FMY+7hr8um2aW01iv\nRN5uazk32EyNkVMVVhRxY9jO8Twlo1YwPXUyC8UxX1jN04UmdS+gscIqPtd4j5BDAyAmmserhGOp\nqOG3G/KIgE/Ydyuv5f32E9J6Xl3oiGMe240Xd4vx8Ovk1XX8NUmMkjPluwkmt4WlPMVrdSFPA5wU\nI6eP3HM4TzX6cjN/7xYtkn9bpP+ex1gKDSAtjgDxyfw9+OZWOQXuqa38u/fVg+Xv5fPFaGA8voWP\nqR5TihIywvZ7ZJ8xa2MLZExo8O83mzKOEhp0gaR90B31eW+zAJzh9XoLAMBxnP4AZgP42XGc33u9\n3l+X8mh4x9EYD6SGCfEJ5N/N6ccvy5cvh+PIN7sSXq/s8h9MjHHfAbNWzpeOBFrCpBUA7Ee3i3Ez\n/s6gjxkq9p7Pyi+3qTVDRVHaINfl8EWQGeP4d24CX5OJOKr+LCtM4u4LTGFi1zxLY2bAtID6VJT/\njwWs26p1CBi+4OuA26akpCA6ulE/aUP6eyQQHMfpA+CIff8tA/B0KMZRmoYukLR9KgAUATjH6/X+\nz1aS1+td6zjOBACrAfzTcZwqr9f7coOnNKz/15gPkobPaegaF6x+lPbAgzNpyAcg6k8v+I25LY5I\n+I4fQ2OVt8qL+UmTeSxmxss8KMAXR4ADe+Qh81VurLvoKK6G6ZHEd77vuZsbSGbFccNKADgym6fy\n1giqAt+y3TQ2uKtskfX03T1o7FSHq2gqBOPOrgl8V7xAKDULAMd15mqPJfl8hz85hm9ifbipizhm\nnfBpuq44mcaGZXJ1ybpc2Uh0lKBq2VTKx6wQlB6SCSsA9OtQRmOdO/Brb1Uev27d1Bwr9vK20jVU\nUsOPRbpGAGBDCT9/GbH8OhmUwV/PWS9zRQsA5FXz99nwNF5K+4QPuNrlyNTO4pgSz78nb3Zc8bP/\namVXHnttwGOe/wNfzJGQUmjcFkckPB/N5cG+3FRXqUdTaBSB1vh75G7Ue5wAwB+9Xm9jzGOVEKML\nJG0cr9f7uuM4s1kNbq/Xu81xnH8DuAzAk47jzPN6vfs1tw2lDI0x9G1419jwbi5Y/fhl0KBBmDVr\nViO6VRRFURRFURSlNfHj2CPcn0S4fN0GrKtsjKVIaH+PNBXHccbilzSch/wo+ZUWQhdI2gFscaQB\n81G/QJII4HoA+7diGm4fNcZVueFzGn5SBaufdgHzw1j+T9kDYfBnj4RiOiGj9q4L/T5uYuXvLOoX\nkhIS9aMrUjpR7Z+fp7Ho+3jJSjdKpkm7k50C7ldRFKU1UziV+Tqli+2kz2nz7GzebidXL9mqxmxA\nh5fq27iHCwDE3sUVmoHwxGD30rhXEdWP0nqxLqq+CKbV/B5xHCcb9dYHAPC41+sVzPCUcKMLJAoA\nNEwInoRfFkga6oG5q98vNJSfNdT8BqufiMfNX0Q0C40g3CSubHEEAGy1D9G3veQ/Jp2fkgqYcx50\nnZs/otIn0diDc5fR2G2reWpOc0j792/pOZQXR4BR5/CUg83XLKGxG07j7Uo2y18VcSl88e6LZT1p\nrGYnfz/U1soLXsPTuQHnmt08TaRjXBWNlddKqRPyvZSTyo9lQApPVfhiN0/l8LgogMdk8X6LhZQW\nydSzc7z8GeUR7pu3VfA0pIM759FYlJGPc52QelJdxxdUS4RzkBBVR2MA8Fku/6o6oAOf76ndeBrN\nQYfwcwAAO+bz98o9K/j198pE/l6YkMF/4ANA2qH8NXv9ZZ7i9eaR3KRgV7FsFJ38Ak8hvAz8+4Mv\njgA9uhUgbab/lMaWMD01HoPYewJbjPCNP06Ms/PjtjiiKErr+D3iOE4UgNdQX1XnQa/Xe2Ow+laC\ngy6QtGEcx3kW9dKtDwGc7/V62R1NUYN/5ziOk+T1essAbG7wODcv+IWGv2gaWuMHqx9FCQk106Vq\nM33DNo+G2Ff+2CLjKoqiRCIfH3qL38eP/+aEMM8ktMwc7l+Rcd4pYZ6IokQereX3yFMAjgbwJ6/X\n+0AQ+1WChC6QtFEcxxmE+rK+AHAOgBdRX8nGH7/eMuyAeiflhsoSvuX4Cw23Qr3k383pp80jKSAG\nnxPGiYQYphBxI1CFSHNIi+G7xSUXcrPUejx0V1NCWhyJTZPbvv0ir3JzxvuDaczs2MnHfOx7ccza\nCr6L/8J6Hju8L98VX7BVNig9edAmGtuxk3/M5JVzZUrHBK7IyI6X1bUVNXwnPrcylsa6xMupcxKz\nt/ANsEscrgiSyK/mcwWA5QUdaKy3UEJ5k2BUu6NC9r4bnF5EY3W+wKTguZXy5uHxnbjS6Ms9vO15\nI7hK5PMvuLEwACQKqpY7h/JzG9uBqzmKd8rmwtvm8vdnRixXE2X14MqUbj2DnqoPAOgwmr93P/mX\nYCQtmKkCwML/cMXZoV/wL94958j9BprsKCkw2eIIALz2QW9M/dE95SWYXPlwm03FaNe0RBWbMNHi\nv0ccx5kBYCqAyV6v97Vg9KkEn8YY1CiRSVMMGX5d9mq/g/L3+MWUKKsR/ez/ZbbL6/VuafB4sPpR\nFEVRFEVRFEVpKi36e8RxnEtRb2NwPFsccRxnSHPHUZqPKkjaLhtRv9hRCeC/AD4Vntu1wb+Xer3e\nagDwer3ljuN8C2AsgN6NGHP/c/6nRl2w+mnvSHnUjwxaQGMndMl37TsQg1cxr7uC78QDwNk9v6Gx\ny/vJ3gAnfvs3Md7asB+THb+eskJCURSlPVJ2pX+fpYSDeGlhpXmI3+cP8yqBnqHcN0dx54T0m2is\nqPv2xrlkKI2mJX+POI4zAfUlfY/zer1+DeEcx4kH8A6APs0dT2keukDSRvF6vXscx1kM4Bqv1/ut\ny9Mb6u5//U34Iuo/SEY6jmNYRRzHcdLwyxvan+40WP0oStBZtoBLrK/+eazQcqwoh6aLIy5sf11K\nj0hA93d5Jbh+x1xLY1eOXEVjNwzaTWP3/+wI8wEenrSexv5+6B4am7eGpxyM6b5LHHP1Jp5KlJ1U\nTmMewRB0TyUX3tW6pHJEe3i/PxTwr9oJXflrHe9iJDo5h6fDbC7jx5IYzfXT5bWysLRYMLJNieHz\n3VbO02j6d5DTgdYUpdDY0kJ+Ds7owT31+sXKaSBri3kq0Zgsnn7z0mLuWTQ0VTZMPWv5fBr7cNiR\nNFaWx9Noal1ez+2F/Nwev+AYsW1UrH8zUfvuzWK7ew/kC/p/OGYdjVWsKEPSk/5vC1Y8cQdtN/J7\nOV9gQLc8ZL3mli75f+n05rgmt2ku4U6hccP30xZEXf9cS09DCSY2AlNsmlZQKuy/RxzHORTAY6hX\njnDnf2A4AP4hqIQNXSBp29wP4DbHcSa6lPo9a9/fawA88avYqwD+CqAngHEAPid9nAnAAFgM/2qV\nYPUTNuwPj9KYb9hQsa1bFRel7SBdJyEb86U/CFHNnFQUJfSwamRRg0OnjmPqEqBfs/q9uqf/BZZ/\n3My9mUxn2cLAnH5vs+bkD0npcUtfvvC0n/s2TA/ibBQlIgnK7xHHcc4A8DSAfABneb3e5f46cRyn\nP4B/Ahjv9XpXu8xtEgC+k6WEDV0gacN4vd63HMc5F8BdAG719xzHca4AcBiAXAATvF7v/2yNeb3e\nKsdxpgH4CMC9juOM/fVzHMfJADAdQDmAS/wtxgSrn/aMtOhy/UoeCxV1018Q47F38RKHb+8dT2MV\n18hlbEPBsHmninF27l0XRzpmwBx8jd/QdTl8x/PvD6XzPkvk9KUhU30wF/7D/5gn/J62O/U7Xp70\nzz25WgMApr3J1aB/GcZTvMoENYJxKf1aZ/lC0KYi/sNFMkzNEZQnhXWyeWnPZF5q9fTu3OyySDBF\n3VAqm+x3T+RKhr4pXK0glc3dUy2XMx6Sys+RdG6X5PPbjaw4WUc+OINfm53iuVJmzlb+PjpSKJEM\nAAekcWPYKuG6+XExiwAAIABJREFUlagVrlkAeP2go2msRxZXYpWV8vOXWyqnpRQL5sIrx79PYwcc\nzV+TynnbxDGvPRFIeLTpG7J8cQToncTfY3UuKpo7v+vV5Lm0NaqveZ7GjMsvhcDeDQoAfFLAF9Gm\nTJmC1avdfk8rTSWIv0ceR71HSTaA2wGc++snOI7TGfUFMpIBvOM4ftW4BkAMgDQA6QAuD/DQlCCi\nW41tn6kAhjiO84rjOP9/i8VxnDTHce5E/Rv8awCjvF6vX5281+v9BMAUAAcB+KyhgZDjOIcAmI/6\nN/8Er9f7M5tIsPpRFEVRFEVRFCW4WADWmsj608RjDNLvkYbD/p+cTcdxEgB8iHofk2wAA8if/vue\ns39FXxUkrQBVkLRxvF5vJYCJjuOcD+Apx3E6of51j0W9m/MZXq/33Ub086rjOAsAXALgZcdxklG/\n6lkB4H0AD3u9Xm5iEOR+lMhGNIQLtM+i91yfE5U6MaC+d599id/Hs29unWbjnx3u3wOgOxcOKIqi\nhI2tp/rfJO32wglhnomi1JPVYZQY31O8OEwzUcJBEH6PXAngGQC7UZ+y82tOQ72nSFPRBZJWgLFW\nsxiUyGXkyJHfDxw48OBZs7jLuhIaPj1MNuI7fuE9NOa2QBKIh0tzFkh6ZZxM2yw+lufTL9rsnms/\n8bu7XJ/TFJYf5z9lZz+55TwtY842no7w6DW8gl0eLzoEANi6h6e09OrIpfhLtnSmsTQXE829VTyt\nIDOOp54c0Ivf76zdylOJ3L4qN5fx8x4jGLhGCalEiS4mrRnCceZW8Nf6wCye9jR3WydxzFjhWJIF\n89ck4VjK6mSRfqyH9xstnL8VxdwYNlr23MUpPXJpbFU+T90pquHHckQXee3/u1x+/UlpRnnl/LXu\nLKSNAUCfQ4tp7JX/8CIPU1/ixtZlT34njlmwi79XpAWSspvfobH4HvI1FDP9JRrbdealNJb9xhSx\n33D7jdVVfiLGo+J1gSlQWtsCyb4Umx+WLFkyIlxjjhw58vu+cfEHP5nDzaZbI1duWo/1VZVhPVdK\n20YVJIoSRhqjnGhNBq++rS2z8BQKhQkA2EUPhaTfQKiZ/lsau+c1XjXmDK2qqCiK0iR8m7knVnMo\nnMo/x9NmvhxQn3UFgqg3gS+GKa0TY7jPDwBYy/1zWgrrUrVNUdo6ukCiKEpAHDv7IHh6yLtrDGkR\nKODFkRRerhIAPIu/p7HPDuE7pR+skw1KL1o6Q4wHm4Pu54aoADDwwx9p7Ojzj6Kx40fwUquf3skN\nKwGg8mO+S71mJ99pHpXDK0T8vLWjOKakMMlMqKSxbTv57v8OoRRtr2R5J757Ih8z1sPVE8U13Nh0\nY5lsXlopKC+k85MnmL+mCaV6AVnxkhXHx/yhgOd39UiUfyDUWX6zniWoaCZ058a583dliWP+uIdf\nt5KB6zbBFLVAUPUAstJonvA+uvyMDTS2/XvZ6LeUN0V8FFfuvDONK2yO7CP/IFy7J4PGMqZzlYgn\nBrTM78rjeWWvgc+NFOfT6Qq+6rx54us0lpYpfyaEhFjZLFoJHE2hURRlP2rSqiiKoiiKoiiKoihK\nu0cVJIoSIdiP/yLGzUn+PKKASRm3ie3evHorjUVNO959Yn6w8+8W476xRwTUb6RhZ8p+IYqiKErj\nuW+g//LoE3uEeSIRiJt/1aC5LmXr/dCctGG3tCdPr6lNno8SHNSeUmnv6AKJooSR1uQv0hjqnv0U\nMXcElkcdKD8czc1WD37/GLFtVMopNFYn+K99vI2nlwDA1cvlxalAWDC3K40NTeOpCrOn7RX7PeMU\nfmez4aolNPbQcC7dXva2LNOPi6mlsc1lQlrBdp7m0LMDT48AgG9yedtYITXAIxQELK7hX4m7BCNM\nAEiN5WkihdX83G6r4Gk0w9O5gSYAFAn9ltXyYymp4SkQA1Ll815YxceU0m+SAjRwBYCtFXxMn+Vp\nUZV1/Bz0S64Qx5QMcD/ewdNdfnfkOhpbtoqbEgPA8Ow9NFYjGLi+8A5Pu7tYSL8BgPzl/BwdlM5T\nifoO5Ua/dWXikDg0fRuSnvafKlN8Ef9R/NRCbhz53tYs/Hn1dL+xyusvkCcEIP4h//PJOc61adCJ\nSp8U/kGVkNEaPUYURZHRBRJFaSOIxm4hwDv+Shrr8+duYZxJ6JF2ySJt0UtRFKWlmX/ETX4fP7h/\nmCfSQvie+B2N2TK+QF5XwBejASD2ntCY0SqKorQndIFEUSIElkIDyIsjb3tHhX1HasN92+F89CSN\nSwUZS2o+prEvTvwSx3xzb0Bz8nw0l8auWBaabUIzlUuWjxXUw/ZLfozlr64Qx8xfyXfbqwVTz5VF\nHWjsjKPkXei4Sw6jsZRbl9JYeSWfq1RKFQAKhXKqWwXVSl4V/9o7JJPvmEtlcwFgfQlX2XRN4GqE\nIWlcJbK2mBubAkB5HbcRy4qTf0gx8itlY9howUi0QlBsZMRylUi8WzljoW33RK4EkUxsfVa2YMtO\n5aqy4VVctbJqDTcX7pQsSyskE9dhmQU0lhjPf1B/95lctvngg7lRcoduXCUSnc1VSP/8OEccc2ga\nNzdNGcNLht946C6xX0bs78YF1K6tEUgKjRvN2SDQFJpWijWwgjF2qyTS5qu0enSBRFEihE8Pu5nG\njvnw0DDOpHG8OfJ2MX7WkjsD6reu2v9Cx3MjvxbbXXZPQMO5IknCnxAk4Tfdxn98oJcsxVcURVGC\nR8U1PA0n4VH/6Tffjr2Bthk9gy/0KIqiKK0bXSBRlDbAvJO/xfELQ7QCQJAUIm6LIxLjZg+hMdtR\nLv0q8czNMbh8mX8vEc+Cv4ltzdhb/D4uLY40B98SL439vFzeEe4i7HzXCIqDsydsorHcn1zKk87g\nJZR3FqbR2AahJOqIbNlrZVsFvxZKarlyoGsCzwev8QVe2E0qiRrr4bEd5Vx50iWBKwMAoEp4PaXS\nuEnRXF2yWlDCAECScJwZsbxf6RxkxHOFDQBY8GMpq+VKBiP4zVS7vNY7CriiKiGKH2deJVeXLC+S\nS5HXCcaIx/fk6onVebxs7vJi+b278+scGpM8ZQDg9MV3+X18wDv+Py/3M3rkdhqr2yHpC2XYK+rp\nd4nYTlocCRXmgG4wxzT9ezLws6Mojcf6VJGhtG+0zK+iKIqiKIqiKIqiKO0eVZAoSgDY1c/Q2HGH\nrhfbflZ4f7Cn0yLYxX9v6SmEDen1VhRFaY+U/Y4pL1qm5q595Y9+H/edd2qz+i29jB2nrOZzg6WL\nIlq+NW9NxuB20UNifN30jWK8/38fD+Z0FEVRgoIukChKhBDuFJrmcIZLKVoJT/fJAbW77AlewtYN\nlkIDyIsjSc9fLPZ7+JiPaGzBU9wMc+yfuCy+fw9uqggA6Zc4NGYf2kFju5by1IA4F8PPlK48FWRQ\nl900lryGp9906SOXuM3ew9MKBgrGp3sEI8ydFfwcjO6eK84nr4inCxVW8de6t1DOeK1gnAsAKUKq\nTF4VTz2JE9NkZMNUKW1FSskoqhbKDlfzuQJA3yzu11Nczl+zTcU8pSVfmA8gp0zFCOlCZYIxbO+k\nSnHMNSX82uwyiBubxqzmr9khA+Q0rXeW9qaxc4/lqX5SKd/uLma0W1dzf44C4XPokMv5eW8O8RP7\n0VjZbF62efTdvNQ4AJgx/iv1AMLiiKK0MBaAlbPrWh0RNl0lAtAFEqXdYn9wd3Q3B18ThpkoLY39\n+j4ezJSrqSiKoihKuLDfP0JjZsS1YZxJ5OGmBjUDLwvTTBRFac3oAomiBID0JfpZYRgn0oKYUf7l\nzPWxME5kP4V8J75Z5PHd67enzBObnvHdeBozT73GG2bk0FBuHjdhBYC0DVzpkN2Dt318Pt9FHZom\n73zne7kCYISw+7++kO8kL/1WXpiSDExrBfPSTkl8dzstln8lzt/cVZxPSjTfxe+cwEvRbimRS/mK\nY8Zww9kqwYRUKqubHSfvxZXU8HO0V1CCZMTyue4QlDsAsHAdV4J0ipOOhY+ZGC2rEYb25kqt/L1c\nLZQrlEnOq+JlrQGgh3BNL/qSV7b6ZBc/PzOu2iKOeVQe/7zwxHKjxofe5xW6zuvjXo6XmXzvOvNS\n3mjAILFPtjhQ3QgTVlap5oEreLW141YKlcgAjPlKCD7xutg26rpn/T4uLY60BL5RI8S489GIVpUS\npCiK0hh0gURRFEVRFEVRFEWBFaqgKUp7QBdIFEWgzjefxlrTrkjdw9PEONuNag72vVvFuJl4d9DH\nVBRFUSKf54bO8Pv4BC5McWXWcP9l3M8c6962YMpvSaQZE2oG7x5ym9/HT31K9j1RFEVRmo8ukCjt\nFjd/EWlxRGl9NGdBZu9jq2ls2RZeqSAzFjjmm3tpvPq2qTT26vt9aGxwOjc2/ffGbBoDgN/P4akB\nCQlc4j9l4FYaKxWMMAFgZAZP3dm9l8v/B2VxM986IUUEAKIEo8zcUp4CsaM8kcYy4qpobEx3OW1g\n5e5MGltTzNNopFSPkhpu+AkA4J6eSBTSaLYJr6fPxe2uUzxPA4kVXhPJ2DQ9Vh40zsPjlcJ14hFM\nY1NjZOPhBWt5JRbJHDdJOO+psbJh6rJC/l75ZgtPXzqzB79uT/irnKp2/zB+LPnf8gvslld5elzt\n+xvEMV9+K4fGktKEc5TAr9t//4Z/7r21oA+m/PhXGueLI8C1o9cjfdbLfE4B4hnIU6b+8xd+3f7n\nij2Y9N1dQZ9PoLSmjaLGoB4jiqI0Bl0gURQl7Pi2zhLjnh5T/D5ul/vPWweA8icXin2W5fHFAY/L\n71BFURRFaSz2A/8KkP+PJ3JSGBYfdb0YH/WFXOo33Hx55J/E+Jiv7m9yn77db4hxs41XiAMizPDf\nAj5f5FyfALSMjRJ0dIFEUQiRtDPiGXtQ2MdsSyk0GQ8cS2NHr9sYcL/5q/iiTFEt3/ke9txgGps7\ngSs9AKBOuLFJ789NKz2JgqnnCnm3/Z2VvWjslL7bxLaM4lJZtbK3jKtEpHKzvVN5CWBJtfLtDq4k\nAoDO8dzINkkwja0QysL2S5HLpXaI47vthdX82uuawOe6vpQrbADZaPSg9CIak0oWxwivFwAYIT4o\no4DG3t7M1VZD07jqAgCyhHNbJbyeknHud/ly2Wbpun1iEi+5W5LHjWFf6iyv/nZ7+mgae/T4tTS2\n6fI9vM9EOQ1k2jL+3bGu5HYauyPjaxo7+zgg7gH/Rqtu/LSxixgfF1CvMmsf5m7uE749MwQjKoqi\nKI1F1jAriqIoiqIoiqIoiqK0A1RBoihhZGDm+a7PWb331aCPu+ioG8T46C8eDOp4duXT8hNSAi9t\nqiiKoiiNZf4RNzWrPTOUBYBLf+KxULH77Ev8Pl5WJpeR7vmOrEyJij0u4DmFkz3nXeTyDNmnS3HH\nasqK0s7RBRJFaQOYEdfSmNviSEtgSkphDvxdk9tVPM19RuK6u3yc+bhk3nbrLsYCTbfqdNOBNHbJ\niz/S2N9O5n2e1ztXHLPPldyUcftzPFWmRjAE3SKkRwDA9gouRswr5IthKwt5v53j5RSIvUIKiRES\nkqMruPGkZCSa6WKwWV7Lr7/EKN5vtJDqvatSTjOq9gVmnpNXxVMy4oVzAAA5yeU0lisY4EqGs5lx\nPC0FACqFlJbdZXzMk7rwNIZaKwtotwj9ZsTy+SYKBq4l8mHiltt5utDdd/ajscMz+WsyuAc3fAaA\nf564hsZSovn7aEhmPo2lp/P5AED1X39DYyvn835rS8Ruwa9qmbFTedrdC092DKzTDG5iCwC9D9lC\nY+WXP09jFYXyIkgoOPjziWEfszkc0D0PWa+9GNQ+PR3Plp8Q4GWiKErrRBdIFCUA3CrcRJJ/iRI4\nmyfKizw9p/cP00wURVHaN7zcPa8wpfyCbyOp1tOLe0wBgO+xy2nMDOsttjVjmqfuaSq+XbPFuKfz\nOWGaiaIorRldIFGUMBKK9Bk3gp0+0xgCUYc0hoRzDqCx0pd5qV4ASD6tJw9+8Kk88MRxcpyxh+8I\nT36N33TOWTmQxvKu3iwOOe8ergBYks+VMj0SeXnSHokV4pi/HcAd/CureHnSckEZ4GTxcwcAiUJJ\nVB+4LKNTMjc+/SmP/5CKF1QgABAnxCUFRKZQWnhruVDHF0CNYMi7poSrTwakcJNW42JNVlbDbxsq\nhOPMiOXKigSXcxstmJd2TuJqhY3FwjVi5SoN3RL4NV9Sw6/pwmquYzilq3xNL3qGn9s+Sfz9KeHd\nmSHGT+/PTZ87HsePc+N/+PmrrZGvoeg+/HXpuoKrOYpy+TXdaSwfb8wkWUVjp/Fy7BexNRc34mSl\nR8wZI2hlE6llkvAD/65D5O/Ap5J4im/VWn6fYDZvhqe3/1LI0uJIqMi8WF6wUZqHBWBdPh9bG5oR\npAQbNWlVFEVRFEVRFEVRFKXdowoSRQkjdWUfuT4nKml8k/u1y5/ksY6yYZlZukKOnzDDf79f3iu3\nC7N0NpTcPeAOv49P0QwaRVEUJQB8T11BY54rngrjTBRFUZSG6AKJogSAeoy0DGbsLTSWIkis3bCz\nuMnt3+7kEvWeZ8oy6roft9HYO6/wlJ9XT+aLVhOGyk6P487eQ2NHbOOpFdtXctl7px6yO+L2TWk0\ntq2Um7Sec6iXxnZvkSsdFdfwc+8T9LYxQtpKTnIpje0UDEgBoJuQ6rFbMIaVDFOz42Rj2BLBGDY7\njqdkSOklcR5ZrLyrks83JZqPaYQ0mYJq+VZEMkX9MpenRR2azVNaCoTjAIC5ufz9cGwnfp1UCWlG\nywVTYgDonczTeqqEdKpRB23n7Urkc5uQwVOfVrzJ34M5OdxMtWiPbC684d/8un58VQ6N3X/xBhpb\n+T7/DJI+DwCg+D8fivExX90vd+CH2nd+EONRXeTPE4bkkfEP7vsKAHh0PjdKtp7AUio8v/9nQO2a\nA9u0aQzqMdIYTMSl2EBIq1WUQNAFEkUh5J7lv5Tefjq9yZ3mldBwZtbtYvytPXfSmPR6djyN/xhS\nFEVRlF9TfvUFNBaT0bwM9rpHL6OxqGueaVbfwaRmun9vkobE3EHMXxVFUVopukCiKGEkkPSZxmAG\nXcljLm3n3PqTGD/9BNJvG0qhWT2T73xfOYqrHArnAumz+M2fEaodfTWW71qefwPf1QWyYCb/nUa3\nnspN8z7c1JfGjujId4SL8+Qd4bQOXD3RLYeXWi3dw1UgK/bK5pIpQjnVWsFeSyrlKyk9OgumnW5t\nJfPSzglc1VNZK5fxlc6BRKKg9Miv5sacgKzm2CMY8qYJJq3JwnwAuaRzpzje76YSroDIrZSPc3yX\nIhorq+VtU4Vy0FvL5fdRiWCAK6lzvOuzaKxrFjc9BYCNa/n7LFE4lqSRSTwGOUWkZBpfWOi/rRON\nRXXiqou5u/hx/OFSbkRbTxmirnvW5TlNI/qUIWL8iUu4CumKaVwR1Bx8I4aJ8aiUU0IyrqIoSqSh\nCySKoiiKoiiKoijtHete5avVoWVslCCjCySKEiHU3X+xGI/60wshGfe5oTP8Pn728I20TcqDp4p9\nvnzczzSWFiPtistf2vatP4vxUCC+Ljfw8pHNwfdEaMooK4qiBIPqm0Pz2Rduvh17A40NkUUiYcfO\n5nMFAIw/OjwTaWHsajkFyQzk6UuKoiiALpAoCqW9eIycvvguGmOLIy3FlN6WztdtcaTjjQfSWNaQ\nQWLbqIQT/T7utmjleesDGuuRyiXWO2bzRaIux8tpF9sLuZ/KpH5car4rn7dblcsl/AAwehA3o33l\nW57Wc6own66JckpLhhDfWsSPJV8w55RSYQqrZVPP9LgqHhSMWAurePpIfJScelJYw1M9ogRT1Cwh\nXWhbuXycMUK/GUIajWQyWmHlazpJOA9SylR2PE9f6pIgL7bW+Pi1UClcJ12TeVqKdH4AoEoYMz6K\nH2ePzjyNrbxMNpLOSi2jsU153Pg07mOeutPxQH7eAWDPdp76dPkfdtPY4lk8xeYPF26mMZMoX9OB\nkjChDw8WFMOc9Fcavnp5CCbkguejz2HOeTCofVo3B1xFUZQIRBdIFKWN4B3PfUicj3gZ4Eij7gH/\nZquePvKP+ObAcuYT+8k+BoqiKErrh39/BlZtBgAqrxNMXB8STOALePUlz3dydRw37Ls305iZdE+z\n+qZjCooOVXO0TqywoK0o7QFdIFGUCKH/vfym6ZPRXUIy5kW/EeoGxvFdOfvv/4pO+xfO3MX7zee7\nob7FvMyj73R3A1xWntmzmJuelj7zI42Vr6tByrP/ovHav11EYz3G8d3i11/tTmMTl/JzAAAHOtww\ntaKEL+hECzvUUulSACjM5Qalx3TlO8KlZfwa6tWZX+8AkLuHq0TKhPK3MUIZ24RmnIPdFdyAs1bI\n55bG3FTGzysgq0QSo3m/P+zlyoBuCXJp4RrhxrlUMJUtEWLScdTH+bmXlCmJgplqtKA8AYD0eK4I\nihVes1pBBeJm9NtZUJX9JKi45q7tQWPH9ZcNSrfu4tdC3657aSwhjathoi89Rhyz08PzaGzNG3w+\nB/bP5Z1a/lrbokoxBVXaXBg6nI9Zt5SPWZsrl2MPCSkJMON5JTdpcSRQYu+aKcbd0l1CgS66KIrS\nXHSBRFEURVEURVEUpZ1jAdgIy5yKsOkqEYAukCjtljqhBCsAmM08p9n26iW2ZUoFpe1hF/ytpaeg\nKIqiCHx86C001i89jBNpxZT9jqcEJT3tXynp2/Ga2KcmagA1M34rxmNmvBymmSiK0lh0gURRIgRv\n/pywjxmqyji+QQfJ43rG+X/c/8PNxjfiYBpL/CePeb76RuzXc9kEGpvQbwmNPXvUDhrzrpe9VnzC\nLemws3j6Tcw3RTTWtROPAcCPG3mKl+Th1zedp1Nt2JEhjimZaEolCjPjeJrDuhKethPvkpLRNZGf\nW4mdFTyNpnO8nO5SLZwDidQYbnoqpckAcjqMZF6aEs3HTBRSVgA5jSZZ6HdnBU/hyoiVUyCkVJly\n4Rx1TODHkp4gm5d+uKkrjR3YgZupHpSZT2NuO8Gpwpys8D7avjGVxhL/uFAcc3mukBI0gX/21fKM\nH1Ss56/nV8v4eADw1c6OPLizI367dIbfkF34AG0WBcAcdiONx8fJc6qs8p8atfT+BWK7YUKmqeQx\nIi2ONAfboQM8Xc8LSd+KoiihQhdIFKWNY+fxnOT9mGNu9/v4F0fIlWGO+vq+gOYUCooulHdpSgr4\nj6UucyYHezqKoihKG2Dm8L/4ffyCJ3k1HgB4Y+T0gMe0y54IuG1bx7fnLdfneLLO9Pu4/f4RsZ0Z\ncW1Ac2prSJsMitIe0AUSpd3imgbTOxyzaJ+0thSknae/gu7v+jeTk6TZHWLkXei4qK9pbPbZeTSW\nNC6bxj64l+/cAsCIDK72qN3GVQ6eKH5DFJ/pop7I4+aSfYZzlchn83vSWI9kvmMOAFGCNCW+jqsK\n4mK4ueQBafzc7SyTq1mUC8awkmlstKDIqHG5SU0RjkVSgsQJY0qlZgFZtdI1gRubVtbx+bgdp6T2\nyK/mRpk9krhaqFQokexGifB6HpDC32Nb8uX37phOXCJRJhznDkn5VC4b/a4p5m0HV/H3Q79hfK5v\nzhPK3wI480huNB115EAa++hP/PUcfwZXnuQvkV/rKT+Mo7F/j/icxv51ZSmm/ui/lK/b4kj5yjto\nzJTxa2joo31hhlwl9h0I8U8KVXUEVB3ijqbQKErkEZg+V1EURVEURVEURVEUpQ2hChJFCSN1D13q\n+pyo658Lw0z+l80Tf0ci8o4nw865SYz7TjlOjEfF+o/X3X9xQPNpDPaTGSHrW1EURWl7lExj3h2h\nk6BKBvOhUmfapY/RmBn2+6CP1yVtLI1tX39N0Mdzw83UH2h9ytiAsbL/UKtEy9goQUYXSBSljcP8\nRfbDF0eAnIwi9Hrv6WBPKSTU1chf6N2uEyoPVXMJ/+i+28V+02dx+WzdA1y27BnI00tyX8qlsU1l\ncsmFiyfzlJay1fwc7dzVgcY6FMvmkpIUcfcqnpoipdFI5q4AUFgVS2PdhH7f3sLTl8Z3KaCxZUVy\nqsKgDvwcZcbx1JPlRTzFITlaTm0qrOZf4R7h7VAjmJ4muowZK5jVbhNMUdMFY9iSGtkYNk4YUzrO\nXRXxNOZ2fVUIhrMHCObCBaX8eo/yyINuL02isex4fn1lJPLUkx7DePobACQs4WlavRz+ftj8cxqN\nnTRgizhmdDZ/vb+6jaf1/FjIPT+GL+TvhfMu5+mMAGAL+HH+Zu4wRGWe7jfGF0eAM1+VK92ZEv66\nrLpxHY0N+O8ZYr+B4vngUx7s0TkkYwZMmZx+CQAgXubqMaIowcEYcw4A/iXbOpltrZVvaPehCySK\n0sqovm0qjcXeNTOMM6nHfnkvjZkxslKkPfDKwf4N/ADg3PPDOBFFURQl6Hw/7o9+H+/fL8wTaQR1\nBe/SmH2CV8KLGtot4DF9214R457uaoKuKG2QJwDI5QZbH3MBcMOqBugCiaKEEbf0GWlxJFRIChFp\ncUQk3sUA0SfvUtNmpXwXOu2+E8W29iNumGovOZv3u4OX0Hz1H7KawzuXqw4G3cKvhdeGXUZjt564\nVhzTV8y31Pfk8h3Y1CS+qN75GNmuatc83javiO+Kl9ZwFUhJjfz1lBDFr4XdgjHleX120tiGQr4r\nfmR2sTgfSdFSLBxnpziuXooXjhEAygXjU6nkbrwg2DAuWmVJfSKV8pWMWLsncoUNIB9LndBvD6H0\n8jYX89JE4dxvEYxNowWViNu5PajzHhrLLwlMmbL4K3n33+nIP98KdvJz1P8mXhrXt0Te4Z8zuzuN\n9U3hyopbL+fKlNpdwjXkk6vNrD1/Ho2VC+a4NeX8jWS+XCqOueIV6TPVYNDcR8X2/pAWR1z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sFJsYkkJx8VjSlBobV5jIQihaY5+MYf16z2THYrLY7kf1Mr9vn0sduR/foLfmNuC0FUBnw5eXwf\nvmevorG8e36msWMn84/mvC/k45w3j8vFOwqpMt/lc0PQ84fsFcfsGMul+IvXcAPhtFieGrCnWPai\nKazmN7Nr8rl5rmSY2j2Zm82uKOCmioCcziGRLaRdFApmoICceiIZuFb5+Nd2nNAOkNNLkoU7ivJa\nvmwqpQMBckpQcQ0/B+mx/L2yrkgWv3qEO5tkId2ltIb7U5XUBJY+CMhmtMdGc+PmhEQ5fSkmnr+e\nbzzTi8ZOGryZxipL5VvL7Mt5vwUv8tR0z2qeRpmUxK+vU1/pIs4HqMNnhff7jZRe5v/HNAD4avj1\ntfjf613GjMGx39zjfzbC95FnGf/e8JwwHGbY713GjXwe3DhdjPu8PFW5+sl5NObpz9Nw2xMWJuJM\nWm1E/RRt90wD8DWA8wGcbYz5EsDnANYD2Iv62k39jTFdAKShXikyBMDxAPqjft1hAwD/TtZBIhgL\nJH8EwBPJWw8GwKMtPQklcjg7i38Jz/66h9iWldJz+yF+dvZnYvztvXJJPUVmzQn+bx77fnym2M6+\n4d/d3hbJPgaKoihK66fuAe41FbIxA1RoShyccRmNLd4je3ME4gdiVz8jP6F/K6zSoihKi2GtXWGM\nOQXARwCSARy9709D2I8hA2AHgPHWWm64FwSCsUAy21rL66C1IowxD7T0HBQlkpBumH4+li/eHvjp\naWK/zwz9Qoxf8bP/cd+8ge+2RxteqhEADkznmXU113OT37jDeYk+N7a/x3cYExL5zm3xYq702F0g\nlxY+8X5uZFj9Hi/p2Wtb4OvcFSV813zUAL67vXEzz9BMiJGVMunJfHHKCgqJzULp3F1liTQmGa0C\nQIagBNlbyQ1eK2u5AsJNk+JmqMqoEJQngFyKVmqbJrxmVXV8rpJCBACk4sGJgiKoQDCNTRDaAUDn\nBH59SddmnBCTrj0A6JLMDUp7dODzNYLqJ79AVmJ1680/FycexpWJUdzDFtu3y2O+dz0/losv4++V\nAdP5/fDat4bT2Kf3yRsadjb/Pko6y+HtHK6EORqAx7mIxqXFEd8dXAHhAxAz42W/MWlxpKXwrF0L\nMzC885LOe/xDPKYoSniw1n5tjBkJ4DUAw/Y/jPoFkP1/41ePA8ACAOdaa3NDPcfmWgVEWspKpM1X\nURRFURRFURQlLPhgIuqPEnlYa9cCGAXgQgBL8csiiL8X9DsAZ1prx4VjcQRovoIk0q7KSJuvorRL\njky7zu/j1/SNtKJZiqIoitL6kVQtgaTftBT2lT+KcTP5734fD9iLTFGUgLDW1gGYCWCmMaYzgMMB\ndAHQAUAhgJ0AvrbW5oV7bs1dIOljreXufK2PSJuv0oK8seeOoPfp+a/sMfLWLMCMjwyfkYNeH0Nj\n6056S2z7u4cyaWzMOVzyfcZ3x9CYeeFNcUxbxNNWcB3PP/f5BCm+Rxbh1c15ncYyTwusAFiHEuE4\nAJS+vJrGNgspLSkJPEVkS4GcGiAZWhZt5ek3B3Xk5q8+ISUDAHYW8VSiKMPFgonRPAWixsdfzw5x\ncorNqsJU3lYYMz6Kp5eU1Mpf0dJxSjE5aUUmUPPXDMEwNfDZANXCaxbdjC2RKh9PJeqays1CC4p4\nmtbeatmk1ZbyCfdK5Z+LK7Z1pLHh/XaKY8Zk8TGjc/j7fuVr/Pwc9MQgccz+cxbSWMFX/Pr6ZHQ2\nje14ZBONZfXjn4kAEN2Vp/Ugln9+IUlOJZLwzH6Pxqr3yu8INqMf8mU/ELvgbzTmO/JwsS0j3Okz\niqK0Tay1uwC83dLz2E+zFkgibbEh0uarhJa6In6Dsp+o1IlhmElosTOvEeO+KafTmGfRYt6wX59A\np6QoiqIobRr7Q3jrAuSde7EYz7qqb5hm8guhUGUsPdq/wnQ/Q6eFRizenhQmVg0JlHZOMExaw4Yx\n5hAAedba1lXTVFEaSaSoQxqD+XoJjTnjeLlUANj0CN9N/tfhQO8Pn2ryfGzsHDnuE77xH/oXom70\nb9Rq5wlKojh5R7jn6YIZZq1gTJnJU4lM/57imDfdwXearxrITQ5jhNKlh58qm4Wvnct3UuOj+Gv9\n826uJOrTQV7PlpQXZbV817d7Gt/9L6/i7fIrBFdKAB3juAKnTFCC1FpJASHvJEslecsEM1XJMDXe\nxbw0UCoFpUdGrFw2vVwwspXsXTOF18TN4DZNaLtmJ79uJYVSt0S56lWMUEJ5cxFXKPXNyqexVRu4\n6gIAckoKaezNd3jbI7N5uzpBIQIAtpofZ8YUXqY8fThXptw5bh2NTZ/MPxMBwBaU05hvKB/TzPqQ\nx444UBzz/b/zz5PS2t5i2/PFKGfPE+tpqXvJtjnS+OlZi2GfP9zkdtICRygqDilKe8EY0xX15Xp9\n1lr5C6KV0KILJMaYC1FvzpIO4F/W2gddmlwFYIox5iMA11pr3QrNK4qiKIqiKIqiKIoSAowxo1C/\nCLL/T86+v3uifr1hM4B/AdAFEgljzO0AZuz/L4D7jDHLrbUfszbW2t8aY14E8GcA3xtjTrfWzgv9\nbJXWzPff/wBj+M6vtfLuZKTg2/YKjZnVbWutsHDqb2ksbab/EoeKoiiKojSdukdlL5Goa2R/E6Xt\nYAH4Aiwh31JoRlCrYBF+eSkMAC+AlwHMBbDUWisb6LUyWmSBxBjTDcBtAEoApOCXE+pqamCtnQ9g\nvjHmrwDmGGOGW2s3hGquStulLfiLNIqumTDHTadhUVp72DgakiSnZqIsV5UExNLiiIQ9bIj8hA8X\nBdTvF3/h8usxkzaJbesKuNxeOvExZ/Az5Pv8Z3HMaUKln9QkLvFfK6S7ZBXvEMd0RnIJe/4anoYU\nXcCl9sVVcvpSuZC2IqUq1NbyVI+NRdyUMi1WNmlNE0xcPYJhqnQcbpTXCaayQqpHueHtimvk+Ugp\nONVCupDULr9aMMIEkCikU2XH83uu9SU89aurYEoMyCk4kplvspAuVFAZJ465tYwbvA7rxNPcYmP5\n+Rk6VK6IuGlNGo0dns3f1zk9eFrPe2/1EMfsmcQ/UwdXbKGxmA7cmHn6PUJap0e+ps3B3JvDrPfC\njPJfFcV2+pJ3uly+LZ1wNWCmBtej5E8Lerk+58WgjujOf0bPFeOnLx7X5D4DSZ9pLm3JX0RRQogB\nUAvgJgCPWGtDk7MbBlpKQXIBgCUAnkL96pJBfSkfufRFA6y1fzHGdALwCIBTQzFJRQk2dp7sQeIb\nPZLGIms9XyY+jt9A7zqXV6oBAPva9f4DI+Scb0VRFEVpKqtO+L3fxwdeKi94BUr51ReI8cTH/xVw\n34F6abSVEsCKooQUC+Aia+2/W3oizaWlFkhOADDHWjvLGLMUQD8An1trueuXf2YA2GyM6W6t3Rbs\nSSqRwYgRB2PVqpUtPY2QY9PTEZU03n9snlypJhSYXbvkJ3QNrN/Or89DZdVWvzG6OALAfL8S5ryH\naNx3pmyyybhlBVddvNlRtrbrfAK/gV4zh3/87pjHz62TLu+2Dz6Zm5AW/8RVBR2KuAKiYpu8PFdR\nwufkEYxEe3YtoLGN27miBQDqhI2J7ES+Q72rlO9CS1sd1ULZVwCoqeKqAsmIdUclV8p0inNLD+Tn\ntkZQQEjqCCOWBwZSBDPfEsFMVSyI7TKmVO5YKmfcKZ5f024mrZKCKSmGv49KBTVMnXAdAMDANK7Y\nSOnAlTIbt/Py3b2i+HsMAGZ6uRHrndM20ZgniZfGPaJCLi1cXMLb2lr+etrlm3mnZ/KFdZvE3/MA\ngAT+3bBWKFm/+rkqHPDJY35jvueulsdE8Dc9Xtz5FzEuLo78fjJd6GiOQelxQ7giSGm9+NrUlpwS\nRr5pC4sjgMs9Swg5EMAKALDWLrfWzglgcWR/zeQ1AMYEeX6KoiiKoiiKoiiKorjTJhZHgJZTkGQC\n4AmsTWMvAF4XTlEIdhFXG+zHjPavWKgr+UBsF5VySkBzagnq9srlcaMyTw/TTBRFURQlcpg53L9q\nY8pV7m3t8ieDPJvmQVOAx+kepBv2jRvFuDn7gTDNRFFalO9begLBoqUWSOoAcI1l0+gcpH4UJeSY\nY26Xn/DAJXL8Rv8pNsE2e2sMZtkq+QlCig1LoXGjbv1eMS5+oH3wldz55ZP9PvxlfuALRLNGfE5j\n5520kcb6pZbR2IL/dBTH7FbB03NiEnkSycI9qbydYHoKAJkd+HyzhvN0hE1fcel7dgrvEwCqqvmr\nnZjAUys6JPNUhZ+283PrZiSaIZhzSmkgqTE8ZWVnpTxmN+E4SwSz1aIangqTHC2/1vnCeZeMWIXM\nCTEFCQCiTWA+b1Iajdvr2UlQmMd6+GtW4eOpOd1TSsQxpcoRCRl8zMxCngYYHSufu8sH8nSYgh95\nu6zxPH0wfbBsgLvjc36OYvrwz4QvZ3ET5WGL3qexxD5yukD0KO6JNfC6NJjx/hcO2OIIALz1NE97\nAoCzXuK3rp9+J5utThKjHM/Sn3iwkKdmeuZ/6X7vQkh5fmZA7ZQWxAI20srCRNp82y7U0d8Y0wvA\nRjT+1XrZWntxUGYVAC21QLINwCEAvmhOJ8YYB8AAANuDMSlFUcLD1M4zaOylJf3DN5EGNCfPWlEU\nRWmbtLbvBvuD/w0R37ChYrtQ5NQvP87d/2zQ3PBv4CiK0iJIuwDbAAwEkAbgAABnAzi5QXwZgJf2\n/b0TQF5optg4WmqB5BsAfzDG/NNay5et3fk76leivgnOtJT2BEufaRRJvHxkc4i68fmQ9CuOGWAK\njTnpr0GeiTueC0+Ap7t/pYcb5rCDaMw3iMc8q1fzdgMHimP+5vujqfFd7V0X0nZRnfku6mEj5PXg\npZ9xFcTQMfz75sIx62ks8Zqx4pifX+SlscX/EZQeQvnW4b1kE+DEJK6eWL6Fn4M+mdzuqlsyV624\nlWjNr5bLEjPiBXVOp3h5979AUHPECOa4UkxSgQCy+iTKx3fqo6L4mBV18g5/neXHWSYYw3YRFDZp\ngtEqANQIx1JVx9UnccL5yy2TvzeyErgSRCrHWyeUHTYF8mbdol3cpPXkYZto7LsX+fU+6hxZIDxg\nCC9ZXPQ1P5acDH4sH//MVRfrFsq3ureO4uov34nH0tjkc2UlZPRNL9BY9W1TaezUFw7lnVa7GTcL\nxPLr1vaQXdXVslNGU2gUBRYAlehaa+sArN333+8AvGyMeQrA5fv+P8Za24wPuODSUgskMwFMAfBf\nY8y51tom2VwbYxJQXx54AoBvrbWbgj9FRVECxa55tqWnoCiKoigtRmtTnkQStffKynpp8UlpHhZy\nul9rRDNsIpbHUb9A8kRTF0eMMQb1RVq+tdby3ZAAaZEFEmvtXGPMfADjAPxsjLkXwL/cSvUaY2IB\nXADgT6gvDWwBTA/tbBXl/8JUAUrjePmLbjADpvmN1VX8NyRjmiGCa550I7uNKxk8vkZ4Iwwa5/fh\n6Nteok1KLuG7i18s7ykOJ6kyfljAlRUHj91NYwsvXUtjADCkJ98R/mQtn29GLP9Oyy+Qd9tjhXKz\nfbO5B3hSBz7mjqIUPp6LsqJfKhdDrink3gnS1qzk9wHIkvmyGh5NEo6lvDZwIb5U5tcKBxrtci9e\nJ9z9psVyJUiR4MMiecYAQJckribaW8EVEp/v5tfQ5cO57xAArN/BS1sPHpRLY0U7+Xw27eHKEwA4\n9XA+p/iJDo0tuZ6/aPMeE653ANefxdVqu1bxtqlJ3D/onHuE63YH/3wCgM2PC9fC468j54On/Mdu\nGkebuS2O7FkhKNJu/xFd5/jfZFh69HVCr5sw7POHeZh8FwFA/vkXCf0Cma/690c7iH9VKYqiuLES\nQC0AwSCJEgvgcwBdAPAb2ABpKQUJAExGvaSmO4C7ANxpjPkRwFLUl+4tAFABIB31RqyHADgUQDLq\nbyktgHuttZ+Ff+qKoiiKoiiKoiiKojQVa601xpQC4LnPHLPvD89NbQYttkBird1ljDkFwHzUL4IY\nAAfv+8NouGXxurX21tDNUFEUcRfsoX/RkOdUIYd6H8b4z4euLefVCCS+HXuD63MOXfBgQH03B+kc\nqhJJURSldWO/f8Tv477hw8I8k+bh++eVLT2F/8EubDu+HW7K16iEE8M0k2BgRMVf6yTS5qs0oA71\nKvXOFhAAACAASURBVJKmEod6sUTQ02uAllWQwFr7szFmMIAXAJyAX5QhwP9e7Q0FtlUAbrbW+v/G\nUhSl5Vm/WQx7JtxHY9GJExBun6byaTyfOfmkTrxh4QaxX99ZEwKaT/JlvBrB+FEjxLY7TnuVxiqq\nuElfzFB+nCkL5dcj82Qui++0hX939ckqoLE9xXKKzcLcLBo7bRhPG/h2dTca21bBjSe7xMvnYJ0w\nXyk5JyGO9xsjlAcGgLI6wZxTaFcoGK0muZT5LRZSd/oIxrlSmd884boEgBQhnUpKCIoVDHB/KkwU\nx5TwCcfSN5nf51WUy0a+W8v5nPKWcBPSQVm8/PnggbLZsUc4DbVf8ffR5efzM3/lEznimFGp/PXu\n0jkw337fUm5lZxLk66vXjULaYkrghuzSAnjXOTwmMfizQIv8yqQ9eVpA7czU0FSoiTrqAJjDbgxJ\n34qihIxwrlTtzxnnNwjNoEUXSADAWrsDwEnGmPMAXANgtJ+n7ZfQvAXgbmvtmjBOUVHaNHV75/Bg\nenr4JtII7Ls3t/QUgopvx2t+H9e9EEVRlMimruwjMR6VND7oY/q8Lwa9z7aEmzeMqjrrkRaBFYVg\nAGQBkEstBo8j9/3dNhdI9mOtfQ3Aa8aYrqj3GskBkACgCMAqAAutteUtN0NFaX9c2u0LGntu+wU0\n5oN8o2HtXYFPijD6+hiYSfcE1Dbl+ZlBnk09e87yb2wHANn/OJ7GSp9bSmNx78heVt1vPJDGpl/E\n1Qp3pPM7ogPfHi6OWXHrbCHKt6g37OELcN07lIhjHtqR75qXFvKd+kqhJGo3oSysm6t/14QqGosX\njHM3lyXQmDRXAKgUyuMmCGV102L4fCRVCgBkxvK2pYLBq2TgWuNyMx4nHMuifG5Q2k9QcwxL4yas\nAFBcw1UHOSmlNFYnXCcpadxkFABOG8lVELnf82t6uaCm6tiTzxUAYg/liqoVT/DU7gPP5O+Ve8fJ\nZrQmjasyYjtwBcm8xVzpccqZXC300M38PQYA17/JzXGL7l0otPwRaTNf9htxWxwJmAKuujOFchq/\nGTWAxzZugjn4moCnFQhtSSESWSk0ihIy3jDGfI76bI/GkgDgj8aYpsgHU1BftAXW2pAs57WaBZL9\n7FOUvN3S81AURVEURVEURVEUxZXR8J8J4oZUnovR0JYj6LS6BRJFCSYqp2yd+La9IsY93SeHaSb1\n1D10qRiPuv65MM1EURRFaQ+0BQPv+Ufc5PqccV/f6/fx6tvkGsGxd4VG2am446aYVJS2TqtaIDHG\npKG+/O9JAAYByEC9TGcDgC8BzLLWLmu5GSpK2yMq83Qae3Enj7UEdlB/Md7avtIrBfNJm5pKY0l3\nTqSx4j99II755fVcUv+7Qbk0NvMGLrX/zXmCTw2ApT91prEx43g66vKFPDUgOUVWaHp3cpm+t4ib\nxnZO4GkOfTrn09iiTV3E+eRV8RSIvkJKhpTSUuOTr2gpjSbOw2MbyvhXf4rsZ4k84WWJ51k0iBIO\nJcXFGLZEMJXNSeIpP90T+WTLauXbnyJhzK9289SwU51tNLZ5m+zpNCCTp43FxfN0oaPHbKWx3Wtk\nM9qEITztYsBYnmJZ8RM/7zXCewEAzBGDaaz8s0U0dvKbB9DYqou/o7GrjuWvCQDYpBwaS+4f2LeK\nm7+I2+YN7Vf4vgbPFFL2ESkLT4oSwbS2W/GAaDULJMaY6wH8BcD+u96GJzgLwCEArjfGvA3gcmst\nv5NVFCWiYTePLfWpa5c+5vdx3/9j77zjpCqvN/68s72yLLtLr0MRQUHELojYNfZO7C1GjSVqYm+J\nJb/YjUZjAbGiqLEiqIiACmIHKcrQ+y67LMv2nXl/f8xuQpL7nLvcnbqc7+fDx3XOvOXeafe+73Oe\n01uofqAoiqIoHght4L5Ovi6nOT7uVmoW4F4ZqrZVFCUCBAA8DWBTlMcpBnAxgP7GGBMNH5K4L5AY\nYwoRrk4zGv++/7FwzisyAE4CMNIYc5q1dl5sZqkkK/qjnphIKTTShZotLIzCbOQUGrY40hp6XcNV\nGduu5OV4AW4cWzDR+eK4hd2PvZTGUgTFwX6dy2is4jtxSOx1MP8t3LaML2v168l3zOf90k0c84A9\n+a7wssX8fbJV2N3+fhUvdexWirZ3NlemLK3KpbFO6VwZsKFOHrNWMGltEiTSHdL4+6DRRVrdKZ23\nrRMUL5KipUY4DgBoEPrtnc2Nh6VKDBkpsmpFwk3xwrAu53bePK5Sykvjx5mZyz9Hby+TP0en3TCb\nxopv5ObMvlk/8dhSbu4KAKjjyp5hU7lRLaaOx9qKTxxDu350Fm1WevoF4nQyhJjv7LHw9ZZTQbwg\nXZtIiyOJxug3Rnhuqyk0iUn4Biy5RABadCdhON9a+3ksBjLGfAlgJoAUAPxCyiOyXX2UMcakA3gb\n4cWR/wghfLAbAGzZ7rEWegOYZozpF/VJKoqiKIqiKIqiKIrCWBLDsRY3/zcqYo94K0geB3BA898W\nwBQAkwF8aq1d0fIkY0wegL0QVo/8GkCH5n9vGmP2tdbKtfMUpZ2z5PDfifFB07yrIKJB7VW8RHD6\nQ7w07s7E0iMvd3w8TSjRqiiK0p4JPe38vQgAvosfj8qY9ttHaCzWpXEB7/4l7QX7o/w6h4YOEeOq\nLFaUqGAByHXlI0t1838zAUR8HSBuCyTGmOEAWnSPMwFcbK39xem51toqANMBTDfG3AzgDgBXAtgN\nwNUAnC2yFUVJOnwzBXXeBhfroTOOj+xkAJjhfPFJ8KQMM5bP573rbqOxvUq4ZL419H73ScfH1514\nMW3TEORHs3FzHoZ+zG8Sbu3/Jxo728+NYauEdJc1tZLwHVjzCze5fX0lN389ostWGuslmKnWh2TB\n5UcbuRnmbh34opaUupMppEQBwKoa/poVZfA0EKlfIfsGAFAtpMOkGd64spG365klq2MbhHMvpdF8\nt4W/Jk0uWTJds/hr1lFYpJy7lhsWn3h5pTjmitf4Nd5LAZ5+07iGp5TdfKrjZdW/uOaF/jR24bUr\naWyPC/m5TXc5uWceyb/HR6UdiFc33ekYkxZHJIrO7ynGf3/QChp78E3+PRMtmMcIIC+O+FYJ6Ukt\ncE9eT0hzVZIX6XtVUQirAMRyBy/UPKZ8seiReCpILkY4beZRAL+31rYqqddaWwngmubco5cBXAFd\nIFEUJUrYWfzrpeLJxTQGAAUPHB3p6bSKjacwFY73rMqt50t5+AM896soitLeCG6WK38BLhVp2gnB\npuliPCV1rHM7aSGoLRNSFCUqWGv7xni8BgBRGzOeCyQHA5htrb3aS2Nr7WvGmKEAbjbG7KWGrcmF\n3+8vBPAbAEcAKAHQgPBK4D8BTAwEAhE33GnPJFoKjRtSGo3dJJhf79J+dqz27VJKY72PkteLfb97\nisb44gjw2I98J/XCAVzpUdK1SpzPmX35sWRlcHNJSUEyOF9WanYqrKaxnhuEEqSCGmHNNm6m+lOl\nvEnRI5tvuXXL4qaUmSn8q+7LzbxcMQD0zeFtewhjfrmZ7/4XZchbh2treKy2iatEBgqHEhDKDgNA\niTCnfEG1MjSfKzI2N8gGuJ0zG2jsm4osYUx+3uu+qxDHXLSZV8U6tjtXXew6ZguNzZjCjaIB4JHf\nLqexz97japgpj/HP0bJquZzx+f3kEt6MDR/w1wQAujGBXEf5c/TgJMDsc62nOcUaMT1kkBBrS7+J\nRoZcRtr3yy8wg7haUlFa0HsRhRHPhdi+APhVfuu4H+G8o2Ftn44SK/x+/1gAPwP4FYCbAAwBsC+A\nFwDcCuALv98va2IVRVEURVEURYkoFiap/nkh3vcifr//DL/f3yda/SttI54KEgNgWVs6sNZuNcb8\nDIAnnCsJhd/vHwHgPQDzAYwJBAIt28t1AF73+/0zAHwNYIbf7z8gEAhsiM9MFSVx+XDfm2hsjx4x\nnIiiKEqEYd9vu3MbFgCA/ebhKMym/eBW7rh40nMxmomixJd43ov4/f5MAH8CcB2AcwGsiFTfscYY\n42utRUayEc8Fkg0AOkegnybE1jVX8Yjf7/cBGA8gC8B1230h/YtAIFDq9/tvRngF9zEAp8Z2lkos\nEOW8XNUdF8yoG2iscJTcVsqj7vXe6Z5kzdLiCAB8t6Yzjpxzj2PsXqHdjAP4cf5cUeA6r6Pn3u34\neG429yeZd+CRNPbaihJxvBQhtSIvlf9e7z1yHY1N+7I3jWW5/FpOX8+VuB1SeXrO/Eqe7jKyUFb3\nzinjk6oN8jSQVGHDrcClSpI/lxvDLq/mHaf6+OtVH5TFrHXC5deKGi63H9mRXxqsq5Nl+l+V8/PX\nO5ufow/W89e68Dv5kkcy7C3O5Od96vs8jaZrVq045g/TeDrMgaPWiG0z/vKC4+Pjh98htjv8vhwa\nm3oDT537cX0x/W4TF0dSU2D29JTN7ZmdwV+kNTCPEdd2vjE82IZUIkWJx72I3+9PQ1ihcgSAywG0\nKFOS1lLHGHMKgKeMMZMBTLTWChUWko94LpDMAbAnwnlenjDGpCHsyU2dEo0x+QCGW2tneh1HiRgn\nANgdwNpAIDBLeN4bAJ4BcIrf798jEAh8F5PZKUqMeZ7cSJzzqHzzloiEv47/l5ysPrGdiKIoyg7w\nyJC7aOyiUXIVoJwnnReJFCVZsTb5qtjYHZtvTO9F/H7/Vwjfb28GMA9he4k/e+krkbDWTjbGzAVw\nDoDnjDE+ABMBvGCtXRHXyUWAeC6QTAbwqDHmLmstd/GTuRBALcIlgBl7A5iKVlTkVKLOec3/nSM9\nKRAI1Pr9/vkARiIsP9MFEiUpSU05jMYmDLvZU59jx8q7ul6RLogyU4IY+wWv5sMWRwDgyq68+k1Z\nDTd/vfV38nHe8jDPJfq6nO9Cb2vy01jHdK4MaHARkZ7Vl59AqRzvBf25we33m2Wzy4H5fMx1tXxj\nqqKet9tQJ18WLK/iRpn98/nCnj+HG3OmGtkANz+Vvy65glqopokfS1WTvHG3TyF3ox3anb9mhw/k\n8/nkFzmdvXcON5WtbkrDmM+dP4Mv7nE7bbelIQ9nfedcNteNYO1UT+3O//4OuV9BWXfYF94MQxff\nGBDjg6ftcJftDk2hURQAMb4XCQQCe2///36/f4yXfhIRa+1qAHcDuNsYsx+AswF8bYxZgPBiyevW\nWtnlP0GJp7TnDQAbATzopbExZjDCK3A3uOQ/dfPSvxJZmuVlLXeL3Db/36xq/u8R0ZmRoiiKoiiK\noig7A3ovEj2stV9aay9D+L77MQDHA1hljHnJGHO4Mcabm26ciJuCxFprjTHnAphljCkHcIe1rRNJ\nGWNGA3gJ4ZWp8S5PP7aNU1UiwzAAmc1/b27F81ueM8jv9xcGAgFe41BRlKhTdSFXgiiKoiiJTWjd\nq2Lc1+2MGM0kMZGUTUCSlUJuIyGbVPeyO4Lei0QZa20DwiKIN4wxRQDGIWyB95wx5iWE/Up+iucc\nW0PcFkiMMc8grGBZCeAWACcbYza1omkagP0AWAC7GGOk9JrOAAY3P1eJL7ts93drTHVbnmMADISL\nFE5REhHv2YOc9NER7xIAxBQat8WRrRecibxnJ+7wmHXXnk1jjz3JzV0B4KcKnrLx2rHraWzeL1xU\nWJDO00d6ZgN7ffYAjX+03400VlrPLzbPmcd/no4s4qlLAHBKL359N31DIY3t1oG/L19ZIQ6JU3rx\ndKElVfw4/7qYG86e21c+znHfcXvh1/fk5sKZKfzcDsrl6SwA0Bjy4QhiCHqjn3tW3DRmKY0dPXyF\n+Dlxu0FjeE2hcSMlKzqbptG40Rw87THPba/66bYIzkRRlARG70ViiLW2DMCjCFtq7IpwqtJUY8wG\nhFNwXm5+TsIRTw+SkwB0aP7bILyQMbiVbQ3Cix5RulVQosD2ydfylWmY7a33e0O/lBRFURQl4ZE8\niVqIxuKxoiiKC3ovEiestQsB/NEYcwPCaU7nALjLGPMZgOcBvNsGT9KIE88FknIABfi3umNH9Vzt\nVv/VTine7m++Tftvtt9uLKbPUhQl6nhRh7SGzAd4BYiruFgjHPc4JrfNbRuHjOPK20NQDt/vnnKM\nRcvKfjeP7U5xid+7C1dPZKda3LjYeTdeKv0atLKx5zngComeHfkr+qB/PxoDgFO/5scicW8gOoqD\nnUnCr8SenT2Fxg39/P2bdiy713uRONNspzENwDRjTC7CJZR/h3DJ4NcAPG+t/SqecwTiu0BS0fzf\n9QBeB7AlCmMUIlzpJisKfSs7xvavQWu+e7cvWyC+fgsWLIDfzytTuBEIyO73iqIoiqIoiqJEh8tL\nJ3lum5eXh9TUVt3SRu1eRNlxrLXbAIwHMN4Y0wthVckLxpgQwik4LzZXyok58VaQWADjrLUzozWI\nMaYWwPXR6l9pNdvXf2zNl9L2z8mkz1IURUkC5h10LY1J3iaKoiiKokQEvRdJUKy1qxAW1f65uWTw\nOQC+M8Z8j/BiyWRrbU2s5hPvBRIA+CLK48yNcv9K69g+r6w15aW3dwIUZXBDhw7Fiy++6GlSiqIo\nkYCl0ADy4kiywVJo3JBSaNrCBUXciuy0b+QUGgtvKTaKTAKlkSuKsoNYmLhUsXmsyHsK2N+DX2I9\ntrbmqVG7F1Eih7X2SwBfGmOuAnAcwoslDxtj3kU4BUcq0BIR4rlAEgCwxFrLre0jw3r8u461Ej+2\nNzriZRCcn9MaIyVFUdpA05/PE+Opt0yI+JjX9ZVvUO9f7u1m3M0k0ssN3NR9bxLjjcIFZWeXfaeL\nuzt7bDSF5HYn95Kv1341927Hxx8aws/7wi3yptpP1dxrZZ+CTjS2soqf8/07y6/X0HzpJ8C76vnd\nvW+hsePm/YXG7hxwK40tq+Iv2uPHu6dz5jzJfXmiQejvv6Wxup/kIg/Zf4vtXBVFUdqI3oskEc0l\ngycDmGyMKUa4ZPBfm8sHv4hwyeAl0Rg7bgsk1tpbEC7vG+1x5gDoG+1xFFe295jJaMXzt7+lqKDP\nUhRFSXA6ZvHrqr/ML4nhTNofu3Xgi0RPDOWXGD2yVOWgKIqyk6H3IkmKtbYUwCMAHjHGDEG4ZPAn\nxpg1CKfgvGKtjdhr1Bp5EcUYc4wxpjVvsIQg2ebbzli53d/ZrXj+9tuCcTHoURRFURRFUZSdiVCS\n/dsB9F6kHWCt/cla+wcAvQDcDuAAAMuMMZONMccZY1qjDhJpq4JkPIDhANa1dSIxItnm257YXlvc\noRXPLyRtlSQguPkt1+ekdDoxBjNpO8HQDBrzTX5PbPvO/XJuxfFfRb7Ia/mvz6Oxjn/cy3O/wb9e\nSGMfv9GZxjpn1dIY0FEcs/rSs2ls8hzvlasqzjrX8fGvlnb33GcictdA51SaPDmjRYkjf+zn/Jpd\nNYxfm/+0oUjs87Av723TnCLNF6O4b363fDmtp8/7f3d8fPJInvYEAKd8/Sf3iUUQ++VfxXhozz3E\neEr6oZGcjqIoYfRepB1hrQ0BmApgqjEmD+GSwb8H8A9jzCSE/Uq+9dJ3WxdIYu/i0zaSbb7tiW8Q\nNjhKByBfzYVpqTe+IRAIqIeMokSZlOP2gtn9cseYtDjSFu465hcaa4s71SND+M3S2cO9XeMcOELe\nPPr6h2409k0p9+bonMWFnHf9cYM45utP8n6XVPGf970L+U1oyOaKY6b6+JjpgiZ1l4J0Gts1T07t\n/nkbX2jcpxM35iutz6OxwgzZv2XCsJtpLM0XpLGbLuDvE9+Zh4lj3njwCjEeDaq/5e+FV+b2F9te\nEunJKIqSENg4mLTGCL0XaadYa6sAPAfgOWNMb4SNXV81xjQAeB7hksHrW9tfPE1alZ2IQCBQ4/f7\n5wAYjdZ5wrQ85+O2jGvnPSjGzV6/b0v3O0xow2uuz/F1OS0GM1ESgcbbnJUMvjvOp218Uz+J1nSw\n6PDfOT4+UL6vUxQlgZkz+joaGzIohhNJQuzMe8S4GS2bN0eap3Z3NnRu4Tc/3h6jmShK8hGvexEl\ntlhrVwL4E4A/bVcyeAKAI1rbRyQWSB40xsSsLnEbyYn3BHZyxiP8pTTS7/ebQCDgWC7B7/cXAOjX\n/L9qk5+EJEv6TGsI3TWexwCk3fE8jR8vrHWxxZG2srGU75rPuogvng8sqKSxL97mqgEAyE5twqjZ\n/+cYm77/DbTd36cPoLExJVtoDAC+38LlCpcMLKWxT5f0orH9e/HzM+WrPuJ8JH7Zxn9qu2bxDOoH\nH+KpSwCQJmzydc7k1WhmbOIqkVSXjcOmEO+3TBCC5AhXG2UN8qWIFQrrzCnLp7EfK3jDQXmyBZuU\n156VwhUkaz/nSpkt02Slb0F6IY115tWM0RllNDbvLVlFnv/Mq2I8GiV7958lp594IdYpNG6Y/Xga\nEdC68hmKokQFvRfZiWgpGbyj7SKxQHJqBPpQdg5eAXAnwqY6YwB8Sp53MsLpUPMAfBTNCUn+EgCQ\n4hsTzeHbLW7nFeDnNhTgCxIA4PNzdYVEtF7rYPUUud+cozz1qyiKkqjMP+RqGhvy/N6u7X09xjk+\n3nDLObTNpvmyp1OPt//hOq4T+xdcRWOfvyMvUtrPnctBH3csT/1q4d1y5zLcihJPLHbY+DTuyMXp\n/4eI3Iv4/f6TADwJoBzAKYFAYMGOTUNJZCKxQJJMiWo7+BlSIkkgEKj3+/0XA5gC4D6/3z86EAjU\nb/8cv99fCOA2ADUALmQru61FSqFpzU18pNH0meRDUoi4LY5ISGk0qSk8p2X2gde49JyFA2Y5qzkq\nJHPEbvyCfuBzJ7uMyVlUlUVj3TK50ciiSq6EAYBDOtfT2ICx1TT2/WvcGPaHtbzkbv882Tzyy7IC\nGju4hLedvJqrOfbtJBuxCGIOTFvP96iHCN64kioFAA4q4ZfOP1YKY+YL7bbI++kD8/iB1gb5hEeX\n8HbW5dIlzfC2JZncv2RrDb+JH/7p4+KY6Wk8Jf762iNprG4Ff5/s/SZvBwBB7AdfkffPd3vngOM2\n4ostjzjG2OJINNEUGkVpGxG8F/kbwh4lxQBuBXB6K6eQRv5WEoi2LpBcgf+sEZ0MlMd7AjszgUBg\nmt/vPwvA0wA+8fv9lwUCgR8BwO/37w3gGQC5AH4VCATmx3GqiqIoiqIoiqK0IyJ0L7L9oons+t2M\n3+83AI7e7qFD/X7/c4FAgOdttiOMMX0A/APAfgA+ttZGJB/fGNMVwFAA+QDmW2t/bmufbVogsdZO\nausElJ2PQCDwit/vnwngQgDP+/3+XISVSLUA3gPwUCAQ2BTPOSo7H6FfnnV8fMMf5tA2nV88yb1f\nljLUtzX+YN6ovoyVx+0StTErz2OeKv3I44qiJAKsStWamdLmZtv2xn4+4grHx/t4r0SedGy7hJcx\nz/1H4lgeJFoqcltSeJXWIakT2wsRuBe5DOGb/U0Ip+w44vf7xwPYC0AGgM4AtpfHngbgV36/fz2A\negBrAoFAq41Ek5BnARyIsHLmSGNMtrXWs4+pMaYYwFMAjgXg2+7xyQDOs9bWeu1bq9gocSEQCKwF\ncFfzv7igP6DRoy3n1jS1ob6rgDQntjjihm8WXzwBADugD41VX/gcjVWedybyx0/0NCe+OAKMPGgj\njc2ezsvU2gOnimOOHLiOxnYRSrhmCmaXZfXc7BIA9ujKr1umvMmPZa+SzTRWWZdBY9VNshK2KIMf\nS1OIp3OMKeEbT+tq5TE7pPG0lQOF9JIlVXw+g4VUGAAob+TpMP5cPmajcMG9e4G8eZbh443zhKuY\nvDTe75oa/loDwJ5FFTS2sSabxsqreMrU1gvOFMes3cpf722L+ffiS9/xcrxjx80Qxxx4mLdr0/zs\nOvR+90nHmH2LGzMDwC9P8pSzVV/z1Lq+70TH/Jul0LhhDvgjjb3rolWWFkcURYkNbbkXCQQCbwN4\nuxVP/T2AJoQXQIIIK09sIBCwzYoSH8K+zenN/9oz/RBeFOoP4Is2Lo4UAvgKYS8Zg/B5LQPQCcAp\nCCuAjvHavy6QKEo7J7TmZdfnMMM8r8Rjh8dtTN805sMFwM8rm8SLumv5BXTmA4mzu6goys6JMc4L\nOqE3r43xTGRCT10mxss/lTcZi16VjcOdsK8m1jlQFCU+BAIButre7G0SbP7XqjSdJGcJgDRr7QMR\n6OsJAL0RXhh5CcBV1tpyY0xnAI8DONEYc561doKXznWBRFGUhMIMujj2g378NQ+t4GqE0z9dJna7\n+mFefhPIQ/8PnU0bpcURN3Ke4Isn7IYGAJoe5qaxvj36iGNWjec7/Hv05aVzv1/OU36CVjbRtEK8\new7flGgIcgVEQRZXu/xYxkuwAkD3LH6TtVFQppTW89dkdY1cijZNUGzkpUpKEN6vPCLg8+h1nimo\nQDbUey962kVQ7kjvoSaXw5hfzsvj9s7hr7URzk/5Jq48AYDsbH59vGUzb1soKGUmLC0Wxzy0ih/L\nwq3cYPnqhbys7vS/yp/dMbNPoTHJoLriItkouWDioWI8kcgZWwJzRiTuEaKPWblSfkL0skUdUfVv\n9HEzsVYUjzwH4GoAk1seMMb0AnAwwjngWwDMstYulDppbnMKwosj8wGca60NAYC1dqMx5lQAHwK4\nyRjzvLV2hy9c3K6FFEVRFEVRFEVRFEVRPGGtfQ1AqTHmbmNMjjFmIoBlCC+c3IOwKmS+MWZqs6Er\n42j8ew3j+ZbFke3GsQB+g7DCZJSXuaqCRGnXxMNcLFpjei1LnKj7AGlpzjub7+0pK0iOmHNPNKYT\nF+xcbzuIDTeeQ2O+HF33VhRFiTbSb/LO9C2caCauiqIkNGcC+CeApQBK4HybciiAL4wxY621ix3i\n+2739+dOg1hrVxhj3gLwKwAzd3SSukCiKO0c261bwl2gZGacGvE+3Y6xYSY3RQWA9HucTVGHvX41\nbbN4XicMm/4wjfd7+nIaM7vz6i4Zl4ymscYJs2jMjZf3uJHGfn6fm1IO/N3+Yr9LbuXGpwN6c7uo\nOAAAIABJREFU8zSjYb25aWxtjWxQurWGV9Goa+IpG1sE89c0H09LWVUje6c1WX5LlJfKDTZ9his/\nD+ks+5dJRqNSFYKOwqFIxqYAUN7IX5fCVN62UTCq7ZPdKI65RTCG9ZZIBBRlyGbQacLr0jWPp3qU\nVfNUmDVb8sUxsYWHBnThnzHJeLhjOk8VAoDhvfhnEKs609CKXzlXvgGAim08VQ0AbuzPr1Urzpb9\nsAomPi/GnfD95gkx/ubjtAAFAOCSHR4RCJ12bML97nrF15dVKPO+caMkLhbJV8Umyaa7U2OtrTPG\n1CNc0QcAKgEsB7AN4Uo/3QF0Qzjl5i1jzB7W2v/+URm43d+/CMO9C4DnjwvoAomixBhWUrGFlOu9\nVVTxin2DO/EDgDn5LzGaSeuoutBZPZHZMz5aGekCMVHVO4qiKO2JDSdfRGPFr5/Vpr6ZJ1Say2+5\nnXgVjYXOkivyxHpxZd2JsnKz21tPx2gmiqK0Z4wxoxEuy/sJgFuttf9TDtIY0xfhykK/BnApgP/e\nifzXyr+1lu/uAd8BuNfLPHWBRGnXxGMHRxrTbXHEa7+JhttcPxjJL2YBi8O+dP4+Y4sjrcGkG6Td\nseO7j8M/dTZSBYCm4EfymCV8x9gWyaafPr/zovfUT1wM8wAc+9WfHR8/pYnvBC77gs919bGTxPFG\nnMB347f9wNtJtlk/l8rnp4tgxNq9oIrG5q3nppVds+ppLCtF3qNKF9QnG+u4ZKOqiescUgQVAwDU\nCaqMNB+PpQvSirJ6+bKgRxZ/rVfV8LbFgplqeYM8ZlA4DSHBiDU7i5ueflPBDUgBYFAeb7uykqsy\ntgnqpRHdeGlqANgmKII67cuPc+Yr/LOyX48N4pjZHbl6Z+ViPp99S/jnT/qMAUBWCj+Wh77sjzt/\nuVVsH2ku/P4g+pslGWb7JrzBO03dOZJskum6RFGUhOAcAB8DOIKZp1prlwM42xhjAZyN/10gae0X\n7AYABV4mqQskiqIoiqIoiqIoilaxUaLJ3gCubWVlmVsBBIwxKdZaOf/XmToAPB9bQBdIFMUDodUv\ninFfz7ZJep0QDeEW/CS2NbtzLwyv45pnXxfb+S7myotEo/T0C+I9hf8hcNRlJCIrKxRFUZKZl0fc\n7vj4Ge8NjtqYdklypJCEVjp7ZbUWX2/vKkwvNN51nhhPu21CTOahKErC0Alhg1ZXrLUrjTE1ADoC\n4IZ2nFwAspkbQRdIFCWGxNpfpDVIHiPRMmBjKTRu5D3btotDL4Q+EuTe02fCHHobDR947ttCzz9i\n9paHHCN8cQQ46qR1Qp8yf5jgp7GuQsbBAUXclBIAVk7mu037H8Yl/h9N6UZjffJ5mgwA/FLJU4JG\nZJXS2G6F3AlTMncdIntdYnZpLo11TOcbJbvmcUPLqkbvP9H1QvqNkH2D7BTJ9hRYto3PqUsmb7u1\nkStiM13SlyQ3n47pUuoON5Qdms/TqQDZsFeKSekj364rEccsrefzLftnNY1Jr+fCjUXimLun8rSf\nCy7lBq5fvcKP5YQTVotjntyLf5heediTGhoduvHXs+GqZ5H12As0Li2OrF2YxwddGIR/irMB7Hv7\n3MzbARj+xstivMfbY8R4pFGPEUVRYsRWhI1Yl7s90RiTibAChP8AyvQFwF3MBXSBRFGUhCJYO1WM\np2Qd4anf0FN80SFeeC3z68b44XeQyM6RF68oirI9S4/kKkr/I8NjOJPEJPgQN2ld+F6O2Ha3T3gl\nNyUJsXJ1sIRFs4KShZ8AXAFgdiue+2sAK6y1tR7H2huAU5lgV3SBRFE8EI0UGjckMzS7+mO58e4R\nnUp4zAtPbTcGbZ3uO4jGppzxs9j26EN5bOb93ADR7NaXxirreMrkPyd3EudTJaggRhdz48mDBq6h\nsdxe8uVSag9e2nTxP/lucS+hXGq1sPsPAJ0zufLi09VdaGxfoSTqlnpuSlnVJP9cjirmipfNQr+S\nGmF1rVxaWEIqq1uYxsd0M4bNSeVxyai2dzaPlbmYtDYKbz9pvnVBviDYv1OlOOaHa7lC4uDO5TQm\nlfL91T7yhlnpSq5C2iKUte6Uzj/XvTpsFcesrOLSsZzv+Dna5xL+nra18g11zRx+/k7/mld3yc7i\nhqnvjuC/yX1dzkFowAAa6/P+AE+/c0ceu9b1Oam3TNjhfmOdItNWNIVGUZT/4p8AJhpjVgK4xVrr\neKFsjDkLYXPWRx3C+ds9L9Vay9zjT0W4Ws4OowskiqIoiqIoiqIoiqJEk1cA3ATgOgDnG2M+Qzjd\npgbhdJpeAEYB6AagHMCD2zc2xlwKoOt2D+0N4Iv/HqS5nPABAK7xMkldIFEUJebYBc552wAAP/fJ\nkHDzS4mW+vLnI66gsf6nRmlQRVEUJSbYt2+kMXO8Nz+taBD6RfY4M7VcdZdoiKb0738ktrW7D+LB\nLLm8t69Ef7QtgFBr6oskEEK1dyXBsNYGjTGnIZxiUwTgJIenGQC1ANYAeMIYMxtACoDDAbTk2X8L\nYCGA+40xB1tr/2VEZYzpBOA5AN9aa7/xMk9dIFGUdoA55s9R6df3zbfyE/YaE/kxAwGYoZH3C7EX\nn+ZJKn30XB6TFkcAwEjuicLF6h7X8ZSVfpNWiWN2OEdYYNrAU1pWvMwvHOcFOspjChL/LQ08TaSp\nDVc1hcKYexVzCf8ywdy1ew43O99aJaf8zK/k6RFZgvFpTipThgKD8mTz9dU1/DXb1sTTS9J8QlpK\nSPapqWzkr1lBGo8tr+Hvg5EdZUPeldX8ONfX8cuYIfk8bbm0hn/GAGBwntC2lqe7DMjnn7E1S2UD\n0t67cQPhwnJvHnXXTJUXnP8wlBcGkIowhjby4wxMk6sqzljfn8ZOO288jdU+ezKNlb/PzaCf/Z6n\nMwLAdX9/lcZMD/m7j5Gybz9P7eKGcEe869HbkHLtMzGcjKIo7Rlr7YJmhcdrAAY6PGUDgHEAPgfw\nGwBnARjaHFsI4HUAfwUwAMB3AGYbY+4EsARhU4F7EDZolS/SBXSBRFFiyIJDr3J9ztCPH9nhfj8f\n9QcaGz5kvWv7nCe5w38iEXzgIh68xt0Xxk640vHxCQ/z0rnnvcz9LBRFURTFC88Mu8Px8ZOGrqBt\nOp4vLLz07t62CXkgtI4vLrXg63ZGDGaiKEoyYa390RizG4DTEFaGdAZQAWAWgBettS3mUX9r/ufE\nj8aY2wHcBWD7spEGwBPW2g+9zi8uCyTGmD8AeMpaK7ukKYoSV0J7jhDj3A5UJhoKkfUnymUTu58o\n72p6YcD53KgQgFh/c/Yt/OvvwGv5Ln7HF+TjDJ3Fy0uGSvkudEkfrmjJzuZqDQAIbOQLTEMEU9RN\nW7mZY6/OfDcdADLzuQHu/MV8UUtSbNQIRqyZKbycLAAUZ/DXWjIS3dLIlSml9fJPdF4qV6Z0zuTn\np0FQiTS5SKsH5fF+JcFUeSP/tli2TVZzdM3i779c4RxIJq3rauXPbl4qf72zhVhWGj8/KYKJLQD8\n9E0xjVUKSqziLP7Z3bVAVmk1Su+FWh5b/hE/f9PW8uMAgPMPXEpjWX/krtf2wzk0VnhuLxq7/jqu\nGgMArOMlgpu+4ebVAJB2vPPjoW9XiO3Gv8Tn6xWzcq1Ydj5Y+S5vfFEvpHQ4NuJz8oqo9jxWiEGL\nmUQCq2dRiQHNBq0vNf/z2sefjTE1AG4E0AnhMsL3W2vbJK2PV83HowAsMsac0toGxpi+xhiuYVYU\nRVEURVEURVEUZafAWvsgwgqUrgA6tnVxBIiTgsRae7Ax5nAADxljxgK4ipX52Y5HARxqjJkC4B5r\n7ddRn6iixAHJnCxaZXWDTdOdAz55DbX+j85lFxfMlXcQAWDPGQ+6PkdRFEVREhU3c/Bk4t29b6Gx\nY7+Kjs9ZrHF7vdg1VmjT6659tyeD12QzaVXBi2KtDQHYGKn+4uZBYq2dZowZDmA8gE+NMce4pNyc\nhLDy5C4Ac40xEwFcZq3lTmqKkmC4+Yt4vdja97Ojxbi0sEIXRwAgFEJK6ljHEFsciSa+Yp6S0f26\nrjTWghl1g+Pj5x7yIm3T8OhUGkv9y4XieL7Z/1N57F88sIgbcA6ZzGXdTf93jjhmaNE6Gnvn5c40\ndtwZ3OSwrkJOL9ljOG8bWMTTb9IF89IfV/O5AkDHDC6LrwvydA4pVUYypSzJkn9qsht5CsTGOp6O\nUCWkngwSjEIBYNFWbl5aE/R2xVjeIC+KSqlE0kV1tvBau9EY8nYsXbP5Z6wxJAtSpbQoaT6ZQgpX\nTo6cqratnr+HqoX0r5G9uCnxJf14ihsAhBr56714OV/oTjX89fz18GXimEuW8H5Xn/4LjR33CPff\n+PoG/h306SY5GfS63/N0Pt9t54tteafniL+7Fx75OI29dxF/D+GmBs+LFVIKjbQ4IqH+IoqitEfi\natJqrW00xlyOsCnLNGPM8dZax1+5ZoXJO8aYDwC8CuBcAHs0l/apiN2sFSX5CK3mCwDo2i12E9mO\nQwqcjWU/Wsh9T9q6SdAaQzlFURRFaSsvj7idxs6cUBLx8eyPfNEFAOzchULUW7WetvDtwb8X4yM+\ndVaZGiNXFAMAd1F67AhWvC3GUzoSIxtFSSKMMUEAWdZaeScgcuNlAKgB0MtauzbS/SdCFZtihMtu\nXwPgJWPMmdbaTezJ1tomY8w4AAsA7Abgn8aYsdZaeYtTUZIAryk0UjtxcQSAb/L7cudnOCtIUu/l\n6onhLnNiiyNu2EP3oztWdsbdctuBvNyl+Yxn7K1fyHea5+4lqG8AnHDochqbcIywc7uC77AOTisV\nx1y8nF/olmTy3626X7giI7eHOCS+/4qrPTrncmPYQAUve7pHX7n60rwAX9jrIigHCnK4oWXFNq7I\nkAxIAcCAKw66CeqTyhSuGiirl28E+uXw10xSSEv99s0Rdq8BbKrnu/Ed07iqQFJk1LsoREJCOegK\nQYGTJpTyLRDKRAOyCkkqk/zTZq6YSiuXdesjenMVxKAuvBxveg/+HqpfKR9n9kB+GbhHD3opJtLo\ncpx7nMlfl0HvrhQ6HkxDn5V2oLHr3uspzses5q+1mfk5zBhn42s75Vba7pWbZSXWK+dtwrhv73SM\nHfuV2DQqHHNxBXwXywssOzPtKX3GDQvAu94vPiRbRlA7xcB77QYv+JrH5DXn29h53DDGdEO4lvHH\n1tovAFwEYKIxhl9hAGhenbob4RNzIIBLoz1XRVEURVEURVEURVH+h1gWU8lFeG2M73q1gbgpSIwx\noxFeHCkCMBoArLXLjTFXA3jZGHOqtbZK6GLKdn9fAECXvpWY4dXoK1r9Xtf3Ltrm/2byvO1oYidc\nKUS9l9xlctW4rvYqiqIo7RL2u9zW35z66519vCRvK9+73BMLfV2kfi6EnrnC8XF7gVxwMlrm8fHg\nk/1vdHx8zMmychMAUq59JtLTUZRkYzcAsrQ6cgxt/q8se/VIXBZIjDEnAJjUPP771trPW2LW2sXG\nmBsAvGKMOcVay1aGWh43AHaN6oQVJYmx3eWLJntaD08XOFIbeXEEmFbOTWXNtE9pLLQP9yfBOtmM\nsOKppTRWMJKrAnv/dSSPATC7cgGbXfI0jWXuchmNhZ7nMVvLjWoBoON6vpg+4DYuNW+ays2/fZ24\nySgADKnkbcvW8g2F8gae6hFskm8/uuXwNBqJtVvyaCxDMHANuaSBrK7h6TlSSoZEXVA+B1K8s5BO\nlSkYprqN2SuL5/Y3CqkwaUKKTdDKqlyf0FbqV0rrkV4vAMhP49dcg0v4zVJ1Lf+sFOTL71krvMe2\nbeCflZplPNbzcPkyr34pn1OIZ3BhZYCn8tU2ymPuAp5GU7mRL55XPrQc3d5y/k699rrf0XY1D3Dj\nVwC46f0BNPbg8tE0ZlfwtKfjRsqq7zSeEeSd5Wtgjr+Xhs3uvClbHIkmwz45zlO7tviLSNctbHGk\nrSSfx4iBFb7LE5Nkm2+75RVjzCQA/MsxMhQBOA0AomWxES8FycMA0hCWxvxPWQ9r7ffGmPsR9iQ5\njRz8/i1PBxBxcxZFaQvxKNWrKIqiKO2ZH8Ze7fj47mfFeCJJiHRdkoi3l9G4jrIz7/HUTlGUVlEE\n4PIYjWUQRfuZeC2Q5G/392ynJ1hrZxhjOiJcBtiprmXLcncTgKsiOz1FkRHL5nos1evWr8T9y2/z\nPGY0MOc9Ksal/WIb/JjGvj/xMxobPl3ejSpwqUbIzr1r2pMU3Mh3mhvu/DVvJ9RLXT9F3j1bVskN\nXu2dvHxwio8rPboP2iqOedOHfAd2aAE/lmEdeRZlZaW8w79yG1fSFAoGnFK51M31fPffzbSun2BG\nK/VbJcwnJ1XeGEkV7mrW13Hjzg5pvN8al72YqibB0FK4VkkXDFwltQYgK15KMvnnoVJQMnTPktOW\nM4Vzv3ZLPo3VCeenMSSrc6QSwRnpPLZhK//sbposXz/27co/K7ld+Zi7nMTP+/J35Nez70tczbdx\nwkE09uNj/DV75W+SdV0hNUQFgH2EajOTRn5K2x58Izc4/7j8dGE+QM3Fz9FYWhn/3bD7jYiKYai9\n4BT6G2in3SE3Pty5nRvRuo7yythb+fdF6AhdgVOUnYl4pe1/vt3ftNaZtfYtALOMMf/hL2KMGQzg\nKITLAx9trXUpw6EoiqIoiqIoiqJIhJLsn5IQtKzGmxj9iyrxUpDcDuAwhNNszgDwV/ZEa+3Txpgb\njTF/s9a2qEauQTit5lBr7c9Rn62i/BcP7MpNUa9ewHOWo4Wd/icxbsbycoTLj/4tjf1tYVex3wdW\nOCtX3HZ/jLBDlohSX4lg9RQaU+NYRVGU+PPFqOuFKC87DAB24ZORnUwbob+vj70sN/zduIjPBYiP\n2kNRlITjbQDFAJ5D9I1aiwHcCOAEY4yx1kY81SYuCyTW2m+NMechnD5zmzFmnrV2hvD8e40xdxtj\nnrTWXorw4soVujiiJCIPD52JaxcmVspLUtG9Mw3NLq2gsWH3TBC7/fR9ebHnsC/HOD7umz6Ttgnt\nt5fY55TredoF0B1Hz73bMTLjgBtoq4P+IJu0dtvM01a+HM8NEAd04ya3Vet4ugYA3H7AchrL7MDl\n9jUV3FyyrEI+zi0N/OcrS0jJyE8XUpR4tgG2CakTALCxjp/bgQWVNPbVpk401mTkJTbJFLVISMmQ\nqHUxae0k9FvZyM9RnpDW48bSbfzc9svhaRedM7nL6JoauZKWZHJbVs/ft3uWcG+61FR5rzO/kB/L\nxvXcXLizkN7V+7b+4phN7/P5bv6Jp4ZVL+bvvZ57yAal6w4aTGOBp/j3127j+Jjf/43HBuRJ38PA\nGZfx7z6z/1Aamz6Hpxa67Wp/8H0fHjxqPk7/xnkTpk2LEY+9jJSr/rHDzczhd9BYNBdHouLXliv8\nruTmwIxwztiXv/0VRbHWnmSM8SNcWfZ8ANMATLDW8txu76w0xtwG4ASE1zK8OzcT4lbm11r7qjHm\nZwCPAZhujJkN4GxrraO9ubX2ZmPMA8aYZwF0BCD/AiuKC5JyooW+H/zdU99M0RHafx/XtimZh3sa\nMx5UX+pcpjDzCV6mMFFZd+LFjo93vZxXflEURVGUSEOryriU3HXD64KGmsvvPFiINmgJSZJNt91i\nrQ0AuNkY40PYCuMhY0w6gBcB/NO2pQTV/9Ky8NK+FkiAsJIEwAHGmH0BHA2XWsbW2muNMXcibPJ6\nHmJXa1lR/gNJIeKW7hINpBQaN6RFoAeEdmxxBADuG8xVFy3cvIScQ+pKBFz50mM0Ftr9PHG8sTfx\nizy2OAIAqOA7mkjjO8kAcNTfhYMROOCQ9TzYd2+xbejYITQ28hduDLhgThGNScaTADCoB9+F3rKB\n79SXVnJzyZXVsoKkXy4vTyqVhU01fG+3S3YtjW1tkFU0kkHpoooCGuuby8dcL5SMBYBM4VhqBCVI\nR0EFUuCi9PBaIrhKUJcUuqhd+udyZUVmCm8rmaJKChE3divcQmO5eVy1UlMjv4cqSnmqR3c/VyFt\nWcc/Yw1vfi+OuW4+/wxurePvv91O5q/Jm+N7i2Pu12MDjW2u5ebMgWf4+TvnYeG7uEH+LgFyRJUE\n45UR/DqgY/oKse3IEv4e6nsyf9+a5ybDd9HfHGO20z/FMUPjThDjXki2hROmEFEUJXJYa0MA3gfw\nvjGmGOFiK58YY74F8Jy19scIDFOHcFZ+FgB+IeWRuC6QtGCtnQNgTiufe7sxZj2AR4wxS6y1zhp1\nRVEURVEURVEURVFijrW2FOH91geaBRG/a07FeR3Ay9ZavvovEwTwPKIkIEqIBZIdxVr7pDFmAYBJ\nxpjRAK621i6K97yU5MItfca+fj3s69zYzZzq7C0sqTmilcfqWorWN4bGfj6CSHkB+KdwOW/2GbvQ\n2E1nAGbMzTQeDM0Q50zn+y23HQpOmkdjAJDyh5MRxNuOsc1b+Q5jzvubaCz3ZPkrNDSUqzmWHPMO\ngCsdY4OvFtJ6quTswtJTX6SxTsP4zuR7a7nK4dJhjpmP/yIU4vn/3cZ1oLHa5/iifz+f/JsnqQPS\nfFzl0FFQnkjlWyWlAgCUC6V8c4WSsauq+e5/UYasGi2t5zvqxRlcIVEh+LekuZz3Bo+qDGmublc3\nkjonaPl86oL8G7e8QVZ/eaVBGLN7F64aAIDV6/lnMLicf8ZWVPLP2IED5PTvakEZNfRIXt67cRV/\nbx69r+z5EeQiGwzKF8oO78rP7cc3cu8q6b3XwjiS2dr05/Nomz2LufrmrZWyevCQo/n3kEnl30Po\nkA37lrNHVePCcnFM3PIc0u+ZKD/HgcrzzkXYMvB/ybt9rGt7X99zd3jMtmCXPC3GzSBBMRpj7hcM\n/zdmro+b07umrCjRoEUQYYzJBnA6gMnGmA0Iq0o+3cG+mhD2OokKSVtkwVo7G8CuAFYD+CrO01EU\nRVEURVEURVEUhWCtrbHWjrfWHgbgTwCONMZ8boy5xRjTI97zA5JUQdJCsyznImPMLfGei5J8uKku\nknb10IGm+y4QonKJw3hw10DnXZVbeXEXRVEURfFE6OnL4z0FRVGUnY7mirR/NMakADgGwGPGmFQA\nExF5Y9dWk9QLJC1Ya7njl6J4JHTyMUljQOab+TmNBecExLb9Dq5B6g3cvJMR8svSbS4Il1N+2OII\nANiDRtBY6kGAz8/VdtKC2K4fcfM637tTaQzvToU5/l4a3nDmRTQ26DCeBmLX8HSO7+/n0mwA2ONW\nbpA47BRejvejsTyNRkqhAYDsXP779eOT/FgG78sNcMe/5xfHlMq7FmZwDX+grCONdUjn8v5KF5PW\nvDR+DqT0G4mgUMYXAPLT+LkNCW19QrfZKbJJq9SvFOuWJZXclc+Pz/B0mE5C2ebsVH5+MlPkhMci\nIUUpN43HJDPfPply8dfaJqF0tfBad83hKS2pxXIqkZRyVv4Nb7d2Ezd13u04OQ3Qd/DuNFb7DBcE\nhyq58P/g4zfS2Nb58nkvGMNTLOvX8M/DgGt4ie4/IAhz5J00Lv0eBe97nsawrgqpNzmnu6SfyJu1\nhQ4ThPkkIImUQuPGdYLh//dnnYWKxV7tGdqAlb/LExIL+aJTSXistUEA7wB4xxjTBcC5AD4zxnyF\nyBm7tpp2sUCiKNEi+MglNJZy1T8cH7cLnxT7NLte2qY5JQvSeah+mC/oAAO8jylVEBozynO/EqHl\nyXXxqCiKoijxpi3eaYqitF+ahQ9/AfAXY8yBAK4xxvQD8CraZuzaanSBRNlpcfvxlRZHEg3JEDV1\nTHTGrL2bKyuyrzzAc7+3vsl3Jhuf4R5OaYfJCyu+GbOoge6mUy+k7bq+OYnPZ+nj4pjlW3n6Uufj\nhtJY9YOzaKxLgaw2DH3NjSCnHcwTx7Ly+K64L022bEsv4Vs3XbdxlcgbH/ahsSN7C6WOAWyt4eam\nkoFrpmCYKik93NQcUmlhKdY7Rygt3Cjv/qdK5YwFs1UT5LEml+OUzoO4Ty+UAHYr8+vvwM1C127j\nu/9bBDVHsaAyAmSj36J8rtgoCHJl07rV3EwVAMqE91+/zhU0lpLK57pqBv+cAECDoFopyeXnfcgo\nbggaLHUx+n2Wq0Q++Yor4I44fBWNPf0Sb3fiwNXifMyAbjSWUcoVNqGf1or9phwpjPns6zTmG8B/\nAxVFUXYmmj1HZxtjShBeILnfGPMmgPHW2unRGrc92SwoiqIoiqIoiqIoHrFJ9k9pvxhjRhpjngCw\nGMBBALIAjAPwkTFmZrTGVQWJ0q55bx+urACAX829O0Yz+TfBWsHTAkBK1hExmkkYVjIQAEJj9ovh\nTKJP7VVnk4h7GUhFURRFaS12gnMZ97YipXXGuqRucPNb8hM6cs8nRVEUJ4wxnQCcBeACAC1ya4N/\nr4cZAL8AcPY6iAC6QKIoBOYx4koFT40LjRjucTaJR+Zfz+DBt6aJbXMOLIQ555EdHtM2fcmDm3hq\nCQDUfbmJxopG86/CpnFX0Fjj05+IYw6+tCtvO3E2ja1dUUBjW+vlxZzcRaU09sUqLkPfo7iMxnru\nz9NAAODraVwSPrgfn8/QjlzCL6WlAEBdEzfZTBHSSyQjTMnctbROTlXIFMxNcwSDTWk+HQWjUADY\nUMvnlGL4fKqFc5cjpCABgBWc8KT0G8lktKZRFrMu3sJTU/rkckPQvCA/zmVCag4AdMviqTIrNvOb\nvqIs/llZWCGn2Bw0kBtfr93AvxOCgolyvz6bxTHT8vln5dM5vWjsqEN56tzWGXJ6eP7RJTR2eDY3\ni07J5ylnl5wtmEzXyO9pdCnmYwrnL3TUQTTme1v+bfjmRen7JIS9PnvAOdLOPK/UZ0RRFAAwxhgA\nRwC4EMCxAFq+8Lf/gasB8DrCpq38IjoC6AKJkvQ0BFZizfHML4Rf+ACAnXWfGDejEqeubPAh7szu\nG9KdN+yYH4XZKIqiKIoSDU4tcq5uMmmeXN0r2CSn5KekjvU8p2jgRQ0T2sT9W/7VtuTwzTmYAAAg\nAElEQVRUz3Nyws1QFmg/iz0WQCjJ8laSbLrKdjSbr16AcNWaFkOo/171/xLAcwAmWWvlMmkRQhdI\nlHbN8C6l6PE2qTbjsjjiFXPAH2lMLiwZJ3qUwOz1e8eQNF+pYkzoLPd6g17ORfqBPcS4VHI3/bQZ\nNGbBL24+ENK0Ru0u/yynDeKKDSlWsmoujwHo+CK/qFx93G9o7Mh9VtBYRl9uEPnR69zEEACGdubq\nk9e/60tjh/bgpTlLq+QdfknRISkZugg7/Mu25dJYgVDGFwBWVnND3mIXJQijqlFWC0mlaDfW8dcz\nL81lR10gzXBD0IwUHiur57v/eS6qFcn8tS7IL2OqGwW1kFAeGJBLIUsqEUnZ1C2bq1IAoKyMv//6\n78qVDBm78M9KsFQ23f3gA64SGSCY49b/wE1jn/5KNsy+ssdSGjNpfL4mh38ePpjIS+6+sUr+HD1z\nVWcePGMgDfkmv0djoXNOEscccY4wZAlf5Dh9rwBeL7vLMea2OBINUjp5ry3c3tQwiqK0DmNMJoBT\nEV4YGd3y8H89bQOAFxBWiyyJ4fQA6AKJoiiKoiiKoiiKApeKZIriEWPM3gin0JwOIK/l4e2e0gTg\nA4TVIu9ba73v5rQRXSBR2j3B6imOj2sJp/hi33BW2vzwN74rPuxq2QfCLniCB3fdVWxbfSkzcOU7\nrPHi/l2ddxAB4PT+MZyIoiiKElMWHuZs/jpoygmube0U51L3AGCO4qpQ2t/nfxHjof324ePt8GiK\noiQbxpgiAOcgrBYZ3PLwfz1tEYDxACZaa7lhYAzRBRIl6Un390aPF53TaNjiCACERgxDSs5R0ZpW\nxEm55ul4T+E/CI0ZxYMVXH4NAL4ZczyN2Th3LY2ljdtXbGv+/iqN1c6vprGj/s4NBcv+sl4cc/5v\nl9PYXgfz34D83blM/6EJfcQxC3vU0FjFGr7AFFrFlwxH9pGPc/n6Qhrbp4ib5760lJvY7lHADVMB\nwC/I/zcL5qVSKkyGYO4qGa0CQNdc/h5aUM5NPXMEc9du2fy1BIAlW/NoTEpbkQxlawRjUwBoFNKX\nQkH+HirK4Ckt9UI7AOgopMM0CG2rBQNc6TgA2bBXSuGSkNJvAKBBOPerf+YGr4Wl/L2XniWnAR48\nZBWNvfFdPxrLC/Dzc+mBv4hjBr7ihrO7CN7f6MrbHXMvT6M5ppC3A4DaWyfTWNYRfIG8fi5PETTz\nnhXHTL1jHI29Np5/Phc9ys1xlxz1T+z60aM0Li2OxAPbu7cn345I+4u0hvbiL6IosaDZcPVohBdF\njoGz4WoVgNcAPGut3eGbguYxRllro1LqVxdIFCWBCD11GQ+myDcRvov+FuHZKIqiKIqSLMw/5Goa\nG3odX1AFuBGpWckrBEVLBVKUv5cYL9s6L0ojO7P5zPNdn9PplfE73K9k/mrBF8OijVXXU8UDxpj+\nCC+KnAOgZQfsv78mZiGcQvO6tVbeBZIpAPApomTvqAskSrsmmRQi7YnUotPEeOg9bmQ77Lo0mGP+\n7NxOWECycxaKY777PC9Fe+gIvgPb9M63NFb4inzRVHQU35lMPY1Lj5ddv4DGTnZRc2QOyqKx2mXc\nKLOkK78Ye+1bvpMMAD2zeFrULvnlNPbr/vxYqgSTUQDY1sCPJc3HM6j753ED9M31XHmSmSIrSFYJ\nao50YT7lDfxnODNFPgcdBFVLmqCGKcnmJqM/V8pVr6QxO2VwE9LqJv56NQllagGgQnitswU1TL5g\nrNshXTbOld4LuYKipUIw1u1dwFVPALBNKOGdk8UVGwtWc5PR3h3kkrvdh/PvvrFlG2is2M+vazPG\n7SGOuYuPL/bXTfiGxr58hpvRHnwXf49gQUCcT9bpQ2gsdABXJv70wDs0tsuuvLw5ADRd/zJynnjB\necxd1vF+nwB8Ay50jEmLIwAQOuIQMe4F260LrTYDJKgxvaIoEccY8yKAM1v+97/C6wA8j7DhqvyF\n3Hrk6gFtRBdIFEVRFEVRFEVRFEXxwhn4z4WRRgDvIqwW+dBaG2nv38iv+G6HLpAoigdCm14X4yxH\n9vnhd4jtzv6t1xm1L5rucVZm+DpxdYSiKIqiKLFFNEcHYIYKqcNRYEThJTQ2r4x7vwBt8xop7sBV\noaWVcz33G2ssgFCSWehqRlBC4EP4pViA8KLIC9ZaLiFuA8aYYQBuikbfLegCiaIkECmXykas1nJp\nd6yRLiSkFJrwE/jPWXA+lxfbi3nqzpt7TxeHPGn2gTRmnn2Txmp/4hL08hNeEcfMygB6vvOUY8y+\nfwtt1/c4fn5CFTyNIQyXmksmkLVVvN3+JfJvXGE+l9unpvEUiMD6TmK/En1LuBFwbR0/lrIqbtJa\nVs/bGZdLsKJM/rqsq+FjFgvmpW6GqVYwC81P4ykZW4VUju5C+g0AbGvk52h1NU+BkNKe6kOyv1KK\n4efeihfyvJ2UQgMAy6t5epOUEtQrn6eq1TbKl1x9+vHPWVZ/ft7Tv+GGz6XlueKYoXp+jr7dwNMS\nd2vk782+M+V0R98hw2hs7rfdaWzM2VK6EP+MoUshzKG30bDkA7H62Ek0NuJSPqYtFebjgvX7PbXb\n7ZOHxXjPjofR2KoPDhfbmv2ud3zcbXHEK7H2GHHDzV9EWhyR8H3OvSnNNn7toSgJSgWAzQCOB3B8\n2Ec14nQAMAz/XpCJCrpAorRrHh3Ky6ECwJUL+EVTW5h14B9IxPtFk1fsx/I5wAZ+UR4aJ5cNVGd3\ndxKtcoCiKMrORmj58zzYu3fsJhIB7hzIy/He/nN0fm/YIpK8tKkoyk5GEMBCALIJU9soBFAMoEcU\nx9AFEkXxglRmji+OAP1yazBq9v/R+Lm4oy3TShhCRx0qP+Gxl2nI5KQh5Srnss0SRw57ToxXnLea\nxjr9mns9hb7l6oge5/PyrQCATL7ru+5pXiKy27V8B9H3PS8dDAChSq4c6FzE1QpbK/mOerpghAkA\ntbX8OHuP4TvNm97hRplGUA0AwJRfetLYgDy+8yYpGYoz+HxkpQJQWicrEni/HLebjxThWCRqg/yn\nv6ZeVq1kC+WDpXMrqUAKBDNVANhUz9UcWSl8zFyhX0kJAwBDO3Az3xqhfHCt0K/PZbOrchN/D1nL\nFUqFI7kiKG2+bNJavY4fywmXc1PZhkU8tuB9WRk2uIyrAw56eDiNhfY8ksZsJT9Os4WXGgcg/h71\nPBz090hSnvgmvyePKbDmeF6SfsISrrBxY+Wii2nMAvB1cVZoSse58o/zXcft877rUyLKt+U7fv3Q\nVrym0JhRN/DgUwsAuLx3o4RWsVE8Ms5a+0m0BzHG3ARgNoDdozWGLv4qiqIoiqIoiqIoiuKVH2Mx\niLW2GgDfbY4AqiBRlARC2qkBEi+lJVjxtnOgQ4c29bvmeGeTta6TTmlTv4qiKIqyIzTedZ7j475b\nnB9vLcGHmKLDe3HcyvN4yd28+47x3G+sCdZNE+MpmdwzJdmuoxSlnWABcOll5OEGPhFAF0iUdk20\nPEYkpBSaeCCZ0wFAaPWLNDb3IK6N3ecdwfR09SpxTHvB8TS2/iyy6OJC9tMXyHHwC6PuHXm1sDWv\n8ONEX5cUyDLu71LQhUvmF/9pLY0NPEbWvvqKuc/N/FX5NDageDONfbGmqzimZGC6aTI3/ZRkvFUu\nKRCH9eXnaG05P84tDTwdYUAhlzMv3iynU21r4jc1HdObeCyDp0RVNcjnYKtwjqqFNJCgYO7aLZun\nlAHA0ipu+tk7h7ddU8MrUPXPk6+pNguvWUUDP07pNemSJZsdVwuGqlIqUZ30PnAZ84f1JTRWWM7f\nJ8PzebreN0vl76ixN/P5lr/IP2PvLeJpgMOFzxEAfDZDMGJN+4HGml78jsbS+/D0pEkvyN9fZzy3\nGx/znW9oLPTnCUi7bYJzbB+X38A3Z9FYj7FBpFzjbNh+68qJtF3V7bKyveqG99FhguDFQvC9wa8D\n/vRdF9f2z+7wiEq8iXQ9VmWnwCDsQRIryoDolVvSBRJFSSKknRF282+n3SF3Ori/1+kkHfbbR+I9\nBUVRFKWdYH983DnQIa9N/T6+252Oj//2vb5t6tfLNYSiKIob1tqY2nZYa6sQRasQXSBRlARCukBx\nk416xSxaCnP4HY6x/WedRdvZhU/S2LaHPncdN+/pFxwfr6r9kLYpuNK5DQBs2ch3qAGg++1DaOyn\nY/kua+jwg2lM2lkDAFTzXd+MXvzrd97cQhrbJU8uufvDC7zfUSeV0djPU/n5G5jPDRnd6NeXz3fd\nap6KVSYYcwLA6nLetrSOt+0mlLHdXM3PQZaLUW26oCrITuUKks3CXBtdyt/mpfF+JZVIqVDOWDJT\nBQCfsF8jmZem+Xi/UhlkAMgRzr10bqW5SioQQD4PHTP557pDNleJ/LRJNi/NEY5Fmq/lzdAtV1bn\n1E7hao/CCwfQ2NA/83a73yIf549/5mq1lJ5cofTFJzw2+ngeO2NfFwPlVK6iSR1czNsN6kNDdtIM\ncUjbwF/PpybxRZDQS5/SWM5AH1Jv4uVovV5DmFP/SmPPpN/oqU83pBQa17a+MRGbh6IozhhjjgHw\nsbWW/yAmEDs6X10gURRFURRFURRF2cmxAEJJVsUmyabbXhgPYDiAdfGeSCvZofnqAomieEBMW8nk\n+fIAYEbfRGOhTa/zhkXCThYAO+NuMe6F/QuuorHPvxgc8fEURVEURfFG4x3cpNV32/me+gw9dRmN\nmS5tM2T3wvKjf+v6nL4f/D0GM1GUnZqo+X9EiR2ary6QKEqSYMpK4Ss51TEmLo6kp8GMuTni8zlg\n/0X4Youzp0fuSdzcz43B0x6jsdXH/UZs2/Odp2gs9PTlNJa/F5dg2wd4Ws/6L+QUiM5v/JrG6q/g\n1nWH9+Pnr+ZrWR3Yrw//Ddgwi6dz/FReQGNDXEwXC/O5OWf5Jp4+ISU57N1rgzhmfT3/+ZLSVjpm\n8RSb5Vv4xX6xi8HmL1u554CUKtNZmE+5S5qRRKaQltIvt5rG3FKbpHSX3h14KtZ3pTztotHluqUw\nvZHGGkI8PaJEOLdLt/KUDAAYVMCPJUNIhSmtyqGxfQfK34spGfwTMevHXjTWeyP/LPTqL392s07j\nC912CZ/v8OnOv0UAsP7kl8Qx+/bm32H2Qm627Xv+A97pOp62Y8fuK87HduFGoz6f/B1vdr3UOTB0\nhtxO+F05RvjuMzfwBZDQXTy9piWedseOm7RK2A2V8P3miYj2qSiKEm90gURRdnLsRK4SiSbBv17o\n+Lg5Yf8Yz0RRFEVRdhw76z7nwAHyooyiJDKasqK0kgeNMXLpu8SB7144oAskiuIBZmoKAPZd72oN\nphBxIxoKEQD4/FHAnLPjlV9+e7H81fL4VXIJREZBMd8RdsNkCHPKSKXHWXo639HsehY3UwUATHyT\nhtI68F3zzufyXd3yhxeIQ4ZCQgnXk7ia44jPVtLYB9/3Ecc8cWQljQW+5mN2787bVZTJxp2LSvm5\nrwnyXd+goObokN5AY5vrZKPHgYJ6Yms9T7tbIxiUZrgYia6r5f32y+XXLMu28euEToJaA5DNX5dW\ncBVSN0GBUxfkKhBALlksmeNKpXqLMvhrDQDVQonlCuG90ENQnri9p8uqeVwqv1xaztUwKRXyrU7W\n/fxzv66Sq6K2PDuNxg57SV7kDr70GY1tFNQnB14ppHMU8Pfe+KMWi/O54MZ5NBbaWEVjvhH9eOzz\nOTCjbqBxu8dMGut57Wje71ShlO8tXF3SFhJNIaLpM4qSMHi7aUkCdIFEURRFURRFURRFUZTWkkw+\nJDskjNIFEkUhSMZkQOx3VW703yXG7w3c5vj4nQP/JLa77RZ53MbbnHelfHd4M3yLJutOvJjGup4o\n795+tJ9zucLhPPVfURRFURzZdKpzGikAFP+mdwxn8m/sh7fTmDnyzhjOxDutKVcc61K/bnNi8/nb\nUH7OS9PXA7IFTnSwyVfFRnOC4sIVAFxqqCcc5a19oi6QKEqEMcdGvppMNKn6tILGsnp6Wxx+fNVB\nUblAyX7aT2OSNBsA0JHL0D++h8v0C185h/c57xtxyNBnP9GYla5ANvHv8M3lchpl79152kpwDZf/\n516+J40d+ei34phL5vJ0ly1CesmiBVwW78/j0nYAWFLFf5cPKuHv6eWV+TQmmXoWCTEA2FzL57O1\nkadr5KfxlBapHQAMyOdmq9J57+5iOCtRK6TDNAjpS5JRrVuKjcQWIY0mWzBT9bl8tWWl8bZ9OvH3\n18I1vNpYlZAqBAD79FlPY1u38vdXmZCm5XO5cyjI5+/rPY/gxqe+Yj7mp2f/LI5ZkiUYQp/Jz3to\nLf9u8+0+kMbOHDVLnE+D8DW+aQk/zh6D+LkrfXaNOGZoLE+jAYQb/KPI4wCarj9b7DP9EJ4SpCiK\nsiNYayfFew7RRBdIFKWdYN9nUhDvlTDiQbB2Kg9mJNexKIqiKMqOQhUJ1XxRtK003OK8GWAb5UW2\njL/wijyKoijJiC6QKAoh0YzJ7nm7iAdXrqOhWxbsJ3ecOoqG7H1CScDHXpb7vWqMHPeAeW4yjUkl\ndQGg+lJeVveQ146gMfuIoEzZrac4phU8NtN/NYTGqp5bSGPflPYRxxywL1eYrJ3Id77LPlpBY0X5\n8sJUj66839xyvgO712C+Y75yPt9lBgB/Li8VukQouds/b5vYL6NCKB0MAFZIxe0iqE9CQrs0F5PW\nZVX83BZlcGWK1K/PyDdD5YJ5aaqgypDUJTmC0qMtbWsExYZUBhkAgoLZ8TcreVnYTfX8/BSmy8dp\nhTG7+rmiqkcWj9WXyVKZNWv452zJB1y1svd+/LNblCkrn4oL+Gew5iv+uc65bG8aC707l8Yyeqcj\n5Xr+/V93LVdedB4qKMc6CWXBz5JNgPHuVJjj73UMtSaFxIn0U4a7Psfsc63j42xxJBGJdfpMa/A6\npysW8JSnOWedhc2LuWoqWlgANslSVpJsukoSEI/sNkVRFEVRFEVRFEVRlIRCFSSKEmFCf/+tGPf9\n1luJOjOUm8YGP+LmpDjK/WNOdz9uIo+3kfO63kFjx/fgu6wn3NWRxjafOVEcs3Bfvhtqu/egMV8x\nV2SUPsVLZAJAh358F79hEvcnybuAq0tyr5UVEKETj6KxpQ9+SGP7HbiWxlb/wH07ACA1lSsSVlby\nXVYjVN/My5F9MtIElUheKlcHrKzmr2eaoJ6QvEIAoCCd73wvreL+N8VCuVlJOQHIKhGJdYJfSoqL\ngqQkk893fS1X2RRm8NekSvARAWT/kr75XD2xSjjvbuqcBsEXpXsOL7nbI5efv549tohjNtXz46wu\n5aqMbVX8vGdny0qGKWu5MvF3JyylsRB/u6PWxWslM4e/b3NO4T5T2CqU3N3HDzP6JseYfesG2Ld4\nyd2UHMEfZz1/n9T/4zvkPe2cXmInXEnbAUDTikrgO16WN+0OZ/VmqOpV2qbhze/FMQEgYx/nx1Pu\n4uXsAX6NEAzN8GxQqiQu8rejorR/VEGiKIqiKIqiKIqiKMpOjypIFEVRFEVRlKTGzoh9Bbmm+5yV\nFylduHqpNTTe4awuSbmEKwSTjR/GXk1jQz8+QWyrqhRFUaKJLpAoSoTxmkLTFqq+4zJqnogQP565\nfAWNmZvOo7H1QinfMTNdzDc/Bn7e/JpjyP74OG0WGscv1DqNky/U6oWyi1kjuDlirZB+M7BANi9t\nupGbEXbL5ekuqUW8LGxujqCnB7B2M0/BkcrjpgumlTW1fD6AbCa6rJqnHAztwKtASGVh3VJPNtZm\n0ViPbH4OpFSPkJUNNpds5TdhQaFtz2yevuRWirY+yIWnnTP5+6RCMHe1LsdZnMnnK5VXFtvVy6a7\neUKZ3+JMnmJTuo0b51ZVyGNKqWpGeP8VFPL51GyTP0eji7kJ5Kpv+a9H5568ZPiWBnnM3F34e2jb\npGW83aWCCWm1YKaaw98jAJBy4SG8KQBfb2cDU7Y4AgChc04Sx5Tk26G7xvNgrfBdcslY+Pzni+NG\nGt/0me5POnRM1OehRJaQup4qOzm6QKIoCsW+fSONhZaWim1Trn0m0tNpM2VnOF88drpppOc+vVYc\nUBRFURKf4EOCx1eCsflMeYGk0yvC4osSc6TrBwvuuaMoSnTRBRJFaQcUTBTK8SYgqbdMoLHQOm5C\nJ5XyXfLuVHHMza9soLGHz9xMY1ff/wmNhY7gO48AkH7Gnjy4aAUNZd50DI31uOt9ccwGoazn8kqu\n9LAf8XaSSSYAZKdz08X++/Od5mq+WezKgBRueLlnP77LurGU74rXNnKVw5YGefe/WjD1LBR2/6VS\ntG478b1z+HEuFZQM0uspGdUCQI1wnI2C2WquYJyb7mKYKilpmiw/lnJBJZLlUua3pokf55fri2ls\nz+JyGgu6fI4ktUenQq58Ss3gr9nsRV3FMX+1z3IaM8J004p4cPAGfg4AIFjB1Tm5R3ejsVd/wz/z\nZ9zAVTSN320S54NPlyH9XmeTb2lxJGVkH97n9Jkwh94mj0vwHchVGaG+fWlsy6+9Xwd4TVlZ/H/y\nRgkADD7U+fHdXhvFG5Vvhq/oZE9zUhRFaSu6QKIoiqIoiqIoirKTY5v/JRPJNl8l8dEFEqVdk2jl\n5+yUW+UnVAl51ADMafdHcDbRJVg9hcYe32cejV0xbWA0pqMoiqIojtT/0dkvKrWL7F8iEXr8Uhoz\n+w323G9bsLPuozEzyrkUctM9UtpO28xoJYJN02ksJXXs/7N33vFRlNsbf3Y3CQkhISQhgdACQy/S\nBVExIIqKDURFRcQCVlTELioi2HtvCGLBhsjFBqKiWCiCVGkZOqElpJO6u78/Ir/LvXeeM7DZ3WST\n8/18/FzuPnnLzs7OzrzvOc/h7bLmiP26Eob6PCdFUWoHukCiKArFccHjVOMB6PLiiB3exESqeabM\n4A0nXCr222Dz51S77elWfD4AnM1GWmqOd24Rx/zpXX7zOGA8T+dwrNlAtd1bZZPWv7O5Eeu55+2m\nWmkGTzkoyZc+bSA3mxuUunN5+sTG7clUszMo3V/M0yfqHeLvpa6Q6tGwLg/T33eYv0cAaCQYgkqG\nqVK6i50xbKSQJtIjnqcj7CmMFvuVSKzDjVgzBKNayfxVOj4A0DaWp2ltFVKJnEK3XRrwzxqQP5ck\nwXj4t/38+nVhZ57OAsgpLTlZ/H26c/gbDXfK51B4fd7WU8zbuvP59/pwCb+2AYAzir/Rre9w34VT\nm2XzTg/zhQzXVG6mCsjG1rhhOJUyR39CtYT+cnqcSGIDKjnXrIWj2zhLLY57mFe0/W2J73MipOfw\n35sjsKUgKYVGWhypSUibdA5UPx83Rakt6AKJEvrkZsA77wFrbcgZYlPvgkmi7jhT1qsLr3Z5RNRv\nXvsw1bzLnxPbOnrfYfl69kjrMoQAEPvmCLHPUIOVI+xyeZAnoiiKoighhLuI+4O5ogYHcSbKsaJV\nbJTaji6QKDWaMBdfIPHMJ4sqAcRx9qNBH7MqcC74WdTHPQo4hvJQX8pEfslanvaV2LT7SbwUcsQf\nq6i25g1uKLj2ozB0/fEFqjecZb2wAgCfPsENU4eezXeaW38n74a2EkpE5qznkSCHhR1Yux3h/UJE\ngjOd32lFC6VUpbKmANC+OTcHXLO9ER8zjBvKfrcniWqdYuX0tx2FPHoiKZKPWeaRoyd8Zd9hHnFQ\nx8V3/+uF87kCQE4J3xmXIkEa1uHfP7tjUOzm33vJqDZfMt0V3gcAxAjHoZ7wXjrW5+XG12zj5yUA\nGIk8QuKvAwlUSxTm06cJN6cGgPzt/JpQvyv/XPYv4e3aj+PXNgDw7uTHttUNPCIh+9O9VPOM4qvV\nzhmzxfmEj+XpGs1SnqLa7gXcTBvgmwsAsG7QbVTrMOdMsV925O1Shr+583tRP2ep9evlWfw6fcap\nOxD57PtUlxZHJKQUGtu2mkKjKEolkS3VFUVRFEVRFEVRFEVRagEaQaIofsb79URRdwyZQrXCm6yN\n4gCgTorkA8FL/wFyCs5N7/KypwDg/TG4US8TW/PxHtkslAWsIjyiD4leYhVFUWojdibxilJd8SIw\nkY2KEiro3bsS+tRPgeO8qZaS12v9ek3j+ku3IWziDEvNzp+k9NO/qBZxNq8oEzuTO9s/0fEXcUwA\nuM+HKNiH2y7GlHTrSkCHSuTw4YgTU0TdcdGTlq+fkMgXbLxb94t9dn65PdfMXVQ7/C1PL7mk4UJx\nzMd78vD22LrcSHRPDl8o69JeDtN3b+PBiB43v9FKjueGjKt383QXACjZwxcMjQSeqrArmx+fi1rz\nz2RlBjeUBYBIIW0lU0hRihZMY5MF41cAOOyj8WlpOf+8itxyYKmkxglpKcVCv5IhKgDkFvL3WVc4\n7pKJbcdmPEULAIqL+JiZeTylLCaCp7ukNiwUxzx8mKf9bC3kWv/We6h22XfyeftUN266u0v42p8w\nsyfVyqfJ1+Kw1tyEdKGQeTlAyGjZds5nVGs5mH8mAOAs4cdg928Xw9HRuhpNZRZAOiwIfhrI4D9k\nTzaGlEJjh3qMKIoSiugCiVJrOZabG5bTa2dsWhXM6vEQUeQKJFVF0TgWLVM1ZX69c6xLHKK+7xU/\nFEVRlNDmzROsNxmuW3VakGdSQel9oyxft6vWUxV4Z3KvFQBwjHrR8vX8a63f4xFips2kmt29nZ1X\niy/YVd2pjKeKoijBRxdIFMXfJMWL5mwSUffJuy2s3CxfHAHiw924bOVkn+ZT/hiPEsGSrQi739oQ\n9L6NaWK/fHEEeHSivLPLiBN2bgEADQTjwFy+s1vw4RaxW+lGTXqfeXv5jnDSpJOoNmo5NyoEgDZp\n3CRy/UJugNitK98udtmsEXm38miFwlL+Phfv5VEibWPk3fZyL486WJrB+20Rzcu7bjnIjTBjbcxL\nJXNTKdJDYrdNaeEUISLIKZjcSuVv7aI5pGgYl2C2Wk+IlOnUSP7OS9FNDuG9eHFmRTgAACAASURB\nVAWf39U75MiKeKGccbGbLzo3Scqi2p4DcknUcuHYj+mTTrU6SfyNzh6WIY4ZkcjbZqfzUtqFk7n5\nZsYOuRR5wsZcqi3cH0+1HZ+lUu2SHlup5hg2SJyPp1lzqr3TjRuOO97+lGreMZeIYwL8Qd3z+o20\nTflO+boo4dixQ/4DOVNXqSV4EXpVbEJsukoIoCatiqIoiqIoiqIoiqLUejSCRAl5vMjnIZXPf8Ab\njreOxggk3oU2kRztWgVk3ECFnLqz5li+vu0K2SejSRufhgMAeDLlko3B5uE23KPk3rOCOBFFURRF\n8ZGyh66iWvjk94I4E3u8S5/lYm/uj+MrK9LkqOBuC88V9YOX8vSnhp+869OcFEUJHLpAotRenv8A\nrgnv+NTU1xQa2343bYVjEE+XYXRL5KaUbb+7yOf5sBQagC+OHAuRo4UbmC3cKNM7qB/V+s7pC2ci\nf6/eufdxrVdnqv3+JA+0+z1LToGI7M5DzSNH8XjmjIncOPeCkbK7vHs/T2VYeYjPZ9FPPLT9glQ5\nraelwdMKNmzi6S5RLh4Yu784UhzznLP4eRL9O3+fcuoJ1zJt5iO5/ke6yqn2VzZPH2kVzdM8AOBg\nsZACUc7TQMKd/H02sjGGDXfy24bEOjzNraCMt5NSogCgodBvfSG1ziN+JvKxTW12iGrLt8iGz4zk\nBjz9DQCW72pEtcTMulSL8xZRLfsgbwcAyXX5nAoK+fmVfF1jqjWdt10cM38/7/eCJty4uc/P3KU1\n5wqePpJ970/ifBqcznMIxz7JDWWBBDjOtl4gr4yBq3f0hVRzoRLGp0IKjbQ4UhmYx4gdW7YmUq37\nE03Ets7lK+DoM8GncX1l1aCv0HORtTedtDhSLfGGXoqN5tgo/kYXSBSlmvFSZx5lcuu64188ORbY\n7kjXM/nCi+P68wMyl8rgfvY6qjlbNwziTBRFUZSazme9rH+Thy0LnCmnZxePjGU+ZYqiKMqxowsk\nSsjjQAxPEZlAXq8i7KJDpMURiQ4LXqaa++lrxbarvpaNAxnOZSupZtwWT3fWAMC7YBLvOD4GjjOt\n9fyrubN9dGduBgoAyOI7pd66fAexVDBOfOgWHsUAAKjPdx9LPuJRIrsOcQPJRiV8ZxsAioVgj/Pa\n813W2JY88mTbCvkcqdOURysk7uamqFKUyBn9d4pjzprH09Ekg9f4KB4hkZ5fj2rJkbIJcIIQeXFI\niPRoWIdHl+QLUSB2pAjvs1Awjd1RaGMMG+Wbean0PYqPkA1w4wTD1DzBBLhuGD+2HsndFcCSzXyX\nukUsj3LIyeERG7vzebQQALSO4+alGw/yCK/kAh5B0ulU+Xqx8md+rZm3h3/vJ63eRrXwOPnY5qbz\nc+ykBwVH6IWL6G9DZhZPvWxtE0X5fb8FVDvjWn78Zr/JTZ2dfywVxwQAnJxm/bqLf48c++WS674S\nNoIbg1cF3V9vL+qO9mODNJMKWHTIsaApNIoSeugCiaIoiqIoiqIoiqIZK0qtRxdIlBpN/XrcWwIA\ncgvWUS0QxqYl9/CyrxVUwr20miEdPy2fpSiKohwvlfH2qG6U3m8dEemaxCMl7ZC8RNyFHqrVufZk\nsd/Fp9xt+fopk3jU3RFY5GzhDfx+qO7tp9r2qyiKEih0gURRqhHXD9mCOk++79c+XXdNE/Wed/l1\nOAD2N7GeQWmizgKMDx3g4ddRuTyVAwDgFMK+Z34D1/i3LaXZu1bTZuem8hBrACj6fjfVwoQw9G69\n91PNnS2Hr2/Zxs3teowLp1r+Vzw3p+3l8ph5i/h+U3wS/1w6eHm/OdvklKnzOm2n2g8bm1MtwsUf\nEhpF8lSOeEED5DQaKb2kZT2eDlQmtAOAg0KKknS6S59mfARPS7EjSjCjlbS8Mn5eAsDOAv4QFuni\nqWHSZ73vsGy62y05k2qSmW+OkKLUNombGQNA8knCe/mJaxJ5W+RzSEpfevT+A1QrXMLToup2kY1h\n247iKST73+TXzIafcX+Nto+mUq18ygxxPgPP4ZqjDk8zGv5BU6p52rYVx3RPFNIuwoRb8/lLeJ87\neeqXHSXTfkPks9b3HmxxJJAcfmExot/w772QoijKsaILJEqtZu6JE6l27pJBPvVZOtH33R9fyb9W\nHjNm2ky/j/lRj4epdumfA/w+nqIoiqIoioS0QSP5zQDAWUse82lM75pXRd1xws0+9VsVeBF6VWxC\nbLpKCKALJEqNRkqhkRZHAOCrvgtxwbIpfp2PI9yBiCn+X6yobnzTd6Ht35znw7FtNu9SqpXfI0fK\neIqKUefp49+RmrYnjWr7L+bVBACgrIzvpDY9LZZq7k0HqeZKkY0eOx7mbYuEapcrBVPK2O2yQWnn\nk/ntiTuXa00a8B3P/emCWSOArFyuJwvRHm4Pj5+oI0QjZBTKu+LSDVqU0G+uYDIqRZ4AQGoMNx5O\nz+NRF62EdsVu+bYgKZpHvKw6yCOqGgumsTHhctSKdLPuEaKQJFxCFAgAZBcIkSCdeHTJvrX8uBcV\ny5Eyv/+LmzpL5rkjLuVm0YdWyOdQ2xv598i9gUey7d/Fr0OvLeDligHg8cvTqZY89RTecO53XEvh\nVcqe+YgbOgPAuP5bqFa8SzC5XbwYMW9b/6b83O9eccwBN/DPmsc9ATi9N5VcAJwteYqNfPZxTv31\nKap5173mY6/QCBFFUaotukCiKIqiKIqiKIqiwKsxGUotRxdIFCXIBML8NVB4V75Y1VPwK9O7TbJ8\nvXU97pPR7xchQV1RFEWptXjeZqkTcqSfoiiKUn3RBZIajGEYzQGcYJrmVzZ/1wRAZ9M059v8XTyA\n6wEMBpAEoBTATgBfAphpmuYxufv5q5/Kcv6DgVkhl1JoAuXAX++mHgHpV+Kymcmi7uh8k9/HdH46\nj2rht5whtn3vgq0+jWme/TnVjEE259CEy6i0cuC/qNbW4EHWhX8VyWOCm4UmdOVfrV8zeQrJzb25\ngSsA7F0tp58wVuzjYfGDOu8Q22Zu42OWergJZLvG3Cjzu3RuumjUk4/7NiElIyacpznEhXOzy3Kb\n9JEswaRVSqPZLpie2qWeFJbx24bYcJ5KtLeIzzU+gh8DAKgbxs/b3Yf5cU9y8vfSvkGOOKZDOA6r\nVvMUkgZCKlFyM9lEs2VX/r3vsJinzr3/cQuqnRCXJ44Zs2gP1coL+PkXFck/swf7m+KYZTn82M65\ngpu0Dh/Bj8Gip/lc77xcvn6VZnBt2xaeNtZpBD8Gae/JFekKnlpEteiTt4ltncbVoh5MAvE7X1mk\nTaazlnCtMoSSx4jyb4L5PGIYRlMANwAYCKA+gBIAWwHMMk1ztr/GUfyDLpDUbE4DMNMwjL8ATAew\nCBVfxlJUXAh6AhgKYASAewDQBRLDMAYC+BTAJgB3AfgDFU9i5wF4CsANhmFcZJomT4b2Yz/BwuHg\nWbter3xTr3CkhSKPUHEgrK1cNUZRFEVRaiPzbHzVTmrFF8MAIPHj6f6cji3SfYAjky+GAYAz6WKf\n+gWqV5RudSXUTFp9IZjPI4ZhjAAwDcCPAK43TXOtYRj1AFwG4HXDMK4DcJlpmvLKvRI0dIGkZnNk\nG7X7P/8xXjJN8yUmGobRA8BXANYCSDNN88jKQDGAzwzDWATgTwCLDMM42TTNfYHsx184zpsq68Li\niK8E6ofZ0fP2wPTb47aA9Osr5ZuzEP7QDEvNzqpx9N13UM0z4nyf5lM6XjaGrbOPn8I97uUh2O5V\n/DeybK28obFxJ4/KSLqyM9Vu3LCIanHjpcsHsONOHu3RKpVHbKzbxL9jvbN4ZAAAxNflER0tGmVT\nbe9BXrazVyJvly+YqQJAs7o8cqB+BDe53VfE36edSWuZh0cc7Crk5psxQkSG2yZqpbCc3zaUCAa4\nEjE2ESQZQpRIOyFCQvrM1mZxk0wAqC8Yx7aoz8c8JMy1TiP589wznz+VuFz8uKelcDNVOxPb0lw+\nJ49wqWk8Mp5qG96Qo60aJ+dS7ZweQvTEeB45MbD9D1Tz7ucRUwAQGclTLA+u4ZFP3uFytTZXgwuo\nVpL/K9ce+CXoixWKUpsI5vOIYRhDAHyIiqiU4aZpegHANM0CAG8fNdYCwzAGmKbJndCVoCH/Wis1\nnUIAY03TpE/BhmE4URF9EgXgzqMuIv+PaZoHATwAoBWAlwPZj6IoiqIoiqIoyvESzOeRf6JE3vnn\n/044sjjyX2NtAfA0gN4AJvk6luJfNIKk5rMDwBJURJAkoiK9ZjOA7wC8a5om33qq4EIAJwDYY5rm\nYuHvZqPiIjDcMIzupmn+FaB+/EZlytPVJLxfy2G5jiH+LXVcWUonjrJ83TX5GrGdrgYriqIoweLv\nM26lWpKP2aLu4gU+zsYeX1KK7SJtPV/dw8WzBx3TvPyNZ9cHVHM2GxnEmVRfaniGTTCfR8YCaATg\nN9M0twt/9xGARwHcZhjG06ZpHvBhLMWP6AJJzWe7aZojKtF+9D//u0T6I9M0iwzDWAugF4CrAPz3\nhcRf/QQNz6eBSVtRgC6Jb1OtZzg3t5s2xjejVcA+jYalPy0/bYLQKgm9f36WqtLNY/pZY6iW+rX1\nIhAANFi+QpgPUPdebnJY8txCqsV24MamP42To0u7NOMh87lCqsydZ26h2l+rG4tjJkbxMP4l21Ko\nFi+ku0jklckPAiVCOkxkGDcvjRPm47BJ65HSYcIEk1GnmHUh3xrHCKknEW7fliGLhLQdAEiO5OlL\nG3N4ylQHwYh1XY6cdiFxsJAbBOcKn9nhnXK/W7PiqHbSAG40mpfOP5P0DPlJvF5BCdW2HeBpSD3X\n8mtC6z7yOXRwHTeSdhXxtvUW/ky1jS/ztKe23w0X54MSfgwi5/Fr5jeDl1PNENKwACCum2/paBLn\nDBfcZgHgzquoFOaSTc4DgfPbhXwDJqkS/f79N9W89WN971ipKYz+53+D8TxyrGNtNQwjExUb2ZcD\neMGHsRQ/ogskCsUwjHAAR341ZVv1Cnai4kIyOBD9KKHDk+0nV/UUFEVRFCUkebjNo5avP7S2T5Bn\nUoH76WsD069gqFqdzFTdz/MNDQDAbVeIcnV6L7WZYD6P/FO1pstxjpX4z1i6QFLF6AKJItEVwBGH\nMu60+G+O/E07wzDiTdM85Od+/IpteTruZ1mjqIoUmsWDpZ3xHUiYdfwGdSV3XSnqX/zQUtQvW5lm\n+XrnE3yPdPT8/hjX+vSmWvk93Pw17N5h4piN4jdQrc7d/Dd++chVVBvwrLwLvf+ZTKpJJpGb1ydS\nLTla9ilLbsZ3aP9exaMK6rh4NEeEi5ueSuVbASCvhO+KlwqRFYeEiINm0dw8EgDyhLa5QjneImE+\n4UJpXABoIBiqFgv9SvvlYU5+3AHgkHBskyP57v+Kg9xItLVN2eY+fflu/Fc/p1JtYDte8GDjNm6g\nDACN6/Fz3iGE/XiF71ivM/l3EwAK0/nn3aiIz+fLr3hp4eEzeQQXADge4FFwDT+8hGr7r/iUaiVl\n3PR67elz0e2n5/mEBD/orzKWUe3OvnI54/gPZ4g6gy2OAMDkLkvxyJYHrcW7zxT7lRYjyt3f04d4\naXGk/KlRcN0lm5X7Mp/KIN3b+T9up+bhRehVsTmO6QbzeaSvRT/HMlZfwzAcVn4lSvDQtHxFov1R\n/y44hr8/8jcOAG0D0I+iKIqiKIqiKMrxEsznEV/HigOQfJxjKX5GI0gUiWZH/VvePq3g6C25Fvh3\nzp2/+jluRjeeJOoz9so6w/sj3+EBAMdA6x0ed9F8275dUZpZ5P2IlORN8dHZ7hgovMk6AsXJrTkA\nAN+fdB/VBj3Hd7AVRVGU4LB6IPcUm7iKl8Tu0oCX+bXjh378t2HgZKmMuW9xDu7sufIf1OeRddWR\nDWeOo1qHBVroUPGJYD6PVHYsn0sLK5VHF0hqAYZh1AVwHYChqMhviwDgArAQwHOmaW4mTY+OBz4W\nZ8OjneIakn9Xph9L1q1bB8MwrEXupQcAMIz3YZpymKxy/Nyz8SGf29LFERsObJI/7IX7+ErHSxem\nU+3kD/mN7JPt5AWb8vnrqJb3EjeSW7WjKdXKhnBjQACIcvE5JUz7nmrhTt7u45vzxTH7NeE/JesP\n8H57NOVFtOqn8NQJAPh5eTOqtY7lmzVJDfh7+S6d99lO6BMAthbwh6xmdXk6h2RA6rUJsM0o4qkn\nLaL5mPuLeTsp/QYAMnJ5Wk/9cJ6+lFqPpws5bQKkiwUD3Ebh/CelZ0N+DBo3kk00923kJq69Gx+k\nWl4Ov14kCyk0ADD2d/4A+4rQLrU3fy97l0kP4kDTyTyXNHYHTzNqtpWbxrq/5GlGABDfipvKZo+e\nRbXoeN6uQ2t+vdi43PeF9bXZxZh3aKqlJlWA+3Eq/y7YUewOUGR9bi5cDS447ma+ptDY9utMo5q0\nOFIVlO2Un29lC+/Qw+63JxB86XrP57YxiEHYsT3SBvR5pArHUvyMLpDUfJqioqTvBwCGmaaZDQCG\nYbQF8CmAtYZhjDNN8y2LtkffWR3L5fLoO4Io8u/K9KMQpJuJ9jfbV2twXPC4P6eDwhtkP5B6b35M\nNc+H1evGSFEURam9MK+MUMxRDxVTVEUJEMF8HtFnnxBGF0hqNkUAcgFcYprmf4Rqmaa52TCMcwFs\nBPCmYRglpmn+9/Lt0VuFx/LlPvpvjo5L9Vc/lnTu3BkffMDr2gcClkJjh6bPHAPRfHcbjfii+qfp\n8o5dxzhgwt/WkS0ZQ7lD/dsn8AWmXj8/I475SBY/T8afyqNW0i7iO9Sb58u/m22H8J3Usu3cDLNT\nLz5m966yiWbZRh4dULiURxxs2c9TkBLy5B277kL0yfoMfp78ncPLPKZE8WPnEsrmAkCnOF7qWCpj\n6xCi6dPz5cXNVMHE9aBgbBoTJpTqtTFMDRNKVzeI4P1KRrXJNma0OYIZbaFQfnljLv+ss4vkn5Ys\n4fjF1+GbgU1ieYTSfiHKCACmn8Z9/AqFaKG8dB4dJ0VwAUD009wwtW6SfE2NfP59y9fNs2UD9A2H\nePngKMEoecDVPFLGe/m5VOv0Ijd3BYAvF14o6pRcft4OvMEmgiTjMByjXrSUHktf5NN07KJDAmWK\nGgiqWwqNW/Z0hvumaYh+w/r7oBwbF7p5GWo7VuBnFID/Bh9FQJ9HqnAsxc/oAkkNxjTNTwzD+JQ5\nIZumudswjA8BjAXwmmEYP5qmeXRs7NHlCo5ls+Tou7Sj7yD91U/I486aY/s3roShQZjJf+Jd/pz1\n60m8ysi53Xi1lM8urfSUFEVRlGrMijTrdMg43fsMKJ4dM6nmbDHK7+OVPSQ/uIZP9j01QqmeyMvk\nIU0wn0f02SeE0QWSGs4xlIlahIoFkroAJgA42sns6DVzG6vK//mbo7d//dWPQqjMbgtbHKkMF3/S\nFN9k87Qdr7DTsuO8G6jmdPAKa2NPstniEUiZ8zbVkgu/pVp51Pliv3uHfkS1eoOTqObN5e9lr80u\ndPsuvN/fPuE7nv3P5H4Dn7/Ad+IBYPgt/HaqcDHf4T/lGv4+N8ySjQq3H+S70H177KFacTa/BGVm\n8oiNXfm8jCgARHl49IQUAZFfzufTOkb2PdlZyH13YgU/kAZ1eKTMAZvIiqaCn0pkGB9zuxANkytE\ngQByGVuh+i12F/FbnBbR8k9j/47cR6O8xLfkiu05sklmWBj/HknHYOd+/l1YkS1/no0yeNt2ibxE\n8N+reZRWYrLstTJkCi8G4flhDdW8V46gmuN9blD6zEy5xPuUKddTLXPciVQLayQfW9d4/rviK45d\nO31uqyk0vqPRITWGYD6P6LNPCBOKKZSKfznaofS/4zNzjvq3kPfw/xx9t5AdgH4URVEURVEURVGO\nl2A+j+izTwijESRBxDCMdwF0ByCXZzh+wgH8YZrmLUeN9TaAEQC+AXCZaZpsa+ropL1UwzCiTdM8\nsv2z4yjNph4MgP80FTp6+81f/fiVY8nHZTsudm0rs1OTPdI6nDV25tUBGzMQeDfx3TPvor+COJN/\nc04D67KLb57KI1NSZvmYn64oiqIoFng/u4uLFw0J3kT+wbPF90o1E1Ini/qz232vameFO/9rUXcc\n4l4+QGDSkGoSXi/gqYIqNpXhOKruBPN5pFo++yjHhi6QBBHTNK8JxjiGYXRGRVlfALgEwHRUVLKx\nouy//n8sgCMLJEdHl8ixwRUc7bhokn9Xpp+Qx85fhC2OBBJHb15WV0py+EZY35YWR+xo0keOLAyb\nOMOnftniiC1RPKG+6Ab5pjK7gBskpvTsRLUDd/9GtQHjbX5ns7iRYdqv/MY740JeXrODYEAKQLyb\n6nUnD0N/6V5+OYh02aRANOLh/we28XSOUiGlZb+QspIYKadwFbv5z2lmKdeMerzfzGI5hL9+OE/r\niQn/70v7v8kp4Sk/2cJc7XS3kAYilQBuYVP+Nr+Up+BIZqqXtOapVruy5bSxr9ekUq1jff4dyzjM\nzyGprDUgp9EkJfExN+/i6S4v7V8gjlkv7EyqtXXz71iPm/n3qPhXGwcDczeVnCfwUtvrhnwjdBqO\nLj+8YKmM3yo/EI9HH0Q8bu3rIW2G3NHyF7HfF8eLMsU5+2s4Ln7aWmzhW5+VwXVlfzjbXGup2S2O\nKEo1I5jPI76OVQKAXySVoKALJDWT47FI++8yVEcvva9AhVFQBADu1vlvjtyl7TNN8+hEWX/1c9x4\nV1q7xAMAunW1bT+68STL16ftSfNtQgHE+8tjVHP0v5+3WzSVd3owh0qegf2oprl7iqIoSjBJP+tm\ny9ebd7dv6519j7Uw9OxKzMj/eN8dJ+qOa6pX9RcA+PuMW6nW8fuXgjgTRQnq88gfR/37eMb6yzRN\nvsOhBAVdIKmZbEPFYkcxgPkAvhf+NuWof68yTfP/nZNN0zxsGMYSAP0ByC5nFRz5m4VHv+ivfoLN\ntU0WidqMvZP8PmbdxsLO2/O8lLGzdyu/z6UyeBITxWgZRzve1hugUoSSaazE8534Dtm4K+RLaIfU\nXITdP91Se6/bJNpu5MqRVLNzl3fO4aayn/T6SWjZiCpGjLzDnzmfpyiVFPOMwn6J3PhUMjYFgAIh\nCqJBDI/K2J/JTW4Tonj0UplQphaQDVMbCNETuw/zKJFIoeQpADQTTFx/2sejl05K5BFBuWXyOS2V\nYZVKBGcJn2dsXTlqbN9hvubfvfEBqi3LSKZaXZdchrXMw6M5DgqRPc2EaJjycvkc2nyQl71ul8TT\nBpxCBcn32vcXxxx8F5+vewOPEvnxeX6eDHzrJHHMb6/lkT1dG3Oz6PgYoMmX1tGJbHEEAMJPby3O\nB7n8GDimfUa1Fz435H4FPn1C3se69GKfu/YJFiFih136jLQ44iuuGJsUJNlPWzkGjiNlJaQI5vOI\naZrphmHsBNDcbizDMFz//J1PYyn+Rzd6ayCmaWYCWA5goGmaQ03TlO4Euxz1b6sn8CNPd70Mw6B3\njIZhxAE48pRuZfftr34URVEURVEURVGOl2A+jxwZq7fN33VGRVQLYP0spgQZjSCpuTwFYKJhGOfZ\nlPod/s//bgLwqoU+C8AjqFjZTAPAtqAvQoVlxXJYR6z4q5//wevOhTt3nqVW3VYAj8UYtqbgcNiV\n7gxuBKF3oZwr7RjkXyM5RVEUpfbi/eB2QZU9cNi9QmXuaXw1ly+fMpq2eXWWHL16Rooow/P6jZav\n5/3BS9IDQNzM96iWMXSM2DZljv/LLyshhV+eRwzDGAbgDQCHAAw3TXOdRR+vA7gDQE/DMAzTNJmP\nyZFnsc9N09x0jO9DCSC6QFJDMU1ztmEYlwKYAuABq78xDONGACcB2A/gXNM0/ycW3jTNEsMwxgD4\nFsAThmH0/++/MwwjHsBDAA4DuNZqQcZf/RwvHqMVXPXPs9TsipLP2JtW2eGPmz9+byLqab894fcx\nHWmWp4ct0vGzWxyROC1+rqj/mpPmc9++cPv73FvL0813U91Rrwoh1jNmc61xnNjvrKk8/P/iC3dQ\nbc2PPLx/WwFPSwGAgl08laFpPZ4GskswtOzUgPvfAMDaQ/w4SMadjaJ4+k2ekLbjcsiXo9RoHqaf\nUcQ/6zjBaLWeoAGAmcsfspLr8LbrcngMumQaCwDRYXxhc8Uh/l1pHMnb7c3lproA0Kgun1N6Jj9v\n+zTZR7Uym1SipsK5UCCYxq4WjsHQdnJ1jVM68fSS/G38ipvk5udebEkp1QBgy1v8vHY6+PfeEL6f\nM0fKFS2vnNOWasXP+mY71uoiQcyXH7bL1/LzxBHGU63CTyS+JQA87/OUHwDYXcTPv9vX8bQoz+iL\nql3FOonvMxJx23rrzQe2OKJUPXapvKGMH59HXkGFb0hDAA8CuNRirP2GYdwB4G0AzxiGMey/+zIM\noxWAW1HxLOb/nDTFJ3SBpGYzCsBnhmF8BOBh0zS3AP8fNjYBwP0AfkNFGWBaUso0zQWGYYxExRf8\nB8MwbjJNc80/fZ0I4B0A9VCxyLI20P0Ei+9P4lVP2ibKJcpbzHvD39MR2X3BWKo1+5e1B8YRyp8b\nLequ8YHZbalN0TSKoihK5Vk36DbL1zv+z6NJzcU7w/oZasOHcrt284cFYDaKEnr46Xnk6IUOuhJt\nmuY7hmHEAngCwJeGYdxumua2f8Y685855Pwz1t7KvjfFP+gCSQ3GNM1iAOcZhnEZgNcNw0hGxWce\ngQon52Gmacrb9f/ua5ZhGL8AuBbAe4Zh1ENF6FkRgK8APG+aJnfL83M/R+Nw1adRItUNu52ftN9k\nPVTw/CCnq3jSTqVa15gG/p5OBTFyFARj76NWUZNHWOdzuO7WKTyao9VN/BiccAVdywQArN7IDew8\n7/Dd2f1ClEOfFPkrGZ/Cd2idwmZy/d08MmDfIdlpr28TXjK1rIzvtkdE8MgKh1DXem56U3E+3Rvk\nUy0+gu/iHxLMS5vU4Qa3ABAmmKJuFKIyWsfwz2tHoWweGR3G55soRK1U3uRqzAAAIABJREFUZkfy\ncDm/VYlwcout33c3plqcUAYZAH4+yKObrm7j4z2szUHYsIRHw6Q254vy76/keQx3nLFFHDPqss5c\nPMRLC2d9yKNd1ubKiSDPnMOvfWencHNhhxDFlbeYR6plHbQLRo2G8e1rloqUJiNtLuT/wI2rAWBM\nn0OInW5dWliCLY4cC87flsh/cGqa5cthE2fQJrdN9Hk6cN74OtVWvn+v2HagoGkKTeXwIvRMWn2Z\nrh+eR24C8BaAA6hI2ZHGes4wjHkAxgD4yjCMI89iWahI03nFNE1+E6EEHV0gqQWYpjkLFTl3le1n\nD4DJ//xX5f0oiqIoiqIoiqIcL5V5Hvlng/mYNpn/+fstAO7+5z+lmqMLJIoSABafYn39O+Um2VMA\nAByXP+fv6QSE+X3vp9qZj8m70JXBc4CXXXQm+V4b0bPj+HfzADlVaGKbX6h2HU/DVxRFUZSgInmH\nBcJUXdNsFUWprugCiaIQzvjjcap5P72Tar++FPzaOY3nXE61ogmy6WLZzmJEPu/fisoL7i/C4CWP\nUV0yeH11VxrVpMURO7wp3EgUHh773uiFU+FsMcpSq8wN3sqDiVQrfZmH0887SV58Kn/BuqITAMz4\nyqCaW4hRPZyRJI6Zs4N/oue35SlBn25qTrXOsbKxYpKTh9Q36cZNK+cuSKXaiY15NO1pjWSDzYOH\n+efiBc/dqRfGU0RK3bKVdHE51xvW4Q809cJ5yk8znlkCAHAKaUhmAT8GScJ8it3yrUiskKJUXM4f\n6qTPc2e2XEVkRGom1aTPpXUKP0/eWtxGHPPaE9Op9tdmni6UWpefQ1F9ecoKAOS/s55q05e1ptqt\nU/j1dND2YnHMwfcIuUaCee7eWblUyzzAU8pafuP7wrlj5AtUm9F1EtXObrXHtm/5DLTGO6AX1doP\nAP2tsqMyxuqB4LRfzwopM9qaRk02aVWUY0EXSJRai7vwW9u/cUWfHYSZ1D7yr+U3cfv3cO+JVjPT\nxH49pmBIG1G9bgAVRVGU2svcE7mBxwXLpvjU5yc9uf9XXZc+9krH/GCJ/Eh03epJVPO1hLKiKNUT\nXSBRFB9wXPIM1U69JIgT+Qfpx9f1PNcqgxQhEigcGbwcozdGLhW6fOQqquUJZTsB4Iw/rF+3u+l5\n3OS6J5OX8nWs4ru6AOAYxG+CPa/eQLUTE3hpzrtXcTfVezoIYQMAusTzfvPyednhUuF+vUsz2Rg2\npimPSCjcyaO4IgRjU6ncrF2UQ1QYT58z87lBcItoHuH11yF5j7mX8HlGCpEpUhSI2ytHwEmRRi3q\nypEDjDouPlcAiBXMahvFcV+7gsP8nE6IkueaGMejkPZm8UXcQ9n8sz6/Ob9+AYAjjB/cYiFq5cQk\nHrXy59tyyV2ng0eyjejAzVQ9F1xJtcElPIoNANwbuIGp61weIdGgOTcZbXwBj0ZzP3UM6ZP3ptn/\nzX8R7uSfV/LsK8S2X/VdeNzjAXKEiLQ4Yse/et+D83xclPEVXTRQFKW6ogskiqIoiqIoiqIoCryh\nVsZGUfyMLpAoSjXCO/c+UXdcwH1RAoERP5Rqi0/jO492u2c1hU1njhP1tg8LpWHb8fx+O/ZcOIZq\njc+QfSsURVGU/8T7x9PWQhSPgAskamDKcWfNsf0bVwK/d1EURbFDF0iUWov6i1Qddd++hmotwUNv\nl/Tn5rgA0PcXnvrU+8pbqOa95lyx30DgjefmiY/exHMgruu4U+x3y1yeLtQ4IY9q899sQLXM2Twk\nHgAS+kdQrTSdpyqMH8jTS4rS5aoJHp51gbxcbhbaKZ4b4BaX85/EXTmye2mCsOGWGs0NZ3NK+bEz\n6slpIEsy+WfWpT43sa0npKxkFMrvs75gmLq1gKeXuBz8ALUQjg8A7MzjKS2dYw5SrXFzbuq58u8U\nccxmqfw86diBa/tW8QfqqLr82AFA7gHJ6JfTrD1/n216yyatZRv5dzt8eG+qPdBmMdXu7CsbGr+9\nohXVxucvpVrkyO680038uujqIn/WiK8v64TrN8zgWt0ZKCrmKUoXLEujmq+LI8OXD9S0FRt89Xax\nQ4+7otQsdIFEUXzA/RR/wAcA193vBmRc72d3Uc1xsfUO2POd7Mu7j1/ve+5ydeLNEx6h2phbfe9X\nd/MURVGU48G7aKqoO9IeCNJM7KERNP/gOMn63sPut9ExTa485xzzquXrP/a7l7Y5bV4fsU+lcngB\neEIswybEpquEALpAoijVCCmFRlocCRTmIR7K6s7/mjcsLIQrZgiVPfs+lQduZP2yFCEiLY4AgGvM\nm3w+TfhOvGfw6VRrPVeOPCmb/CEXv1qPiMetzQMnbuTN3A/Ji2/etTz6ZOqyFlSbXNekWkG+HFWw\n8zO+810/kqf8lK7jWlaRHNq+v5ibT57Zhe/c5mfzdqt2x1OtdzKPVACA8HBu0rrxAE9HK/ZwU9Ti\nUtkwtUVdHgnSOIZHkGQKUSJlXtmQN1eIeEmI4FE/cXXk6AmJmHDeb2YOj1qpU8A/68b1eGQTAKzd\nSC5CAIxsHnUxeQWPVri6Ff9MAKDvJTzCK3ErL5f996qGVKu/WY5CmraZlx6+b/8yql3UjI/52O88\nQgQAnp7Gz7H3J7Sk2pXDhe+D8ETnOXuQOB/3RH5NdTXgEXnPteEbJTe87PvttRSNUPbQVXLbybxt\nTeHn85Zi4O9PVPU0FEWpwch3X4qiKIqiKIqiKIqiKLUAjSBRFIUiRq2clRawcaWw3ZqU6+udQfJ+\nRg0L7kQURVGUGo30u6q7pcrRaMqKUtvRBRJF8YFAeYxIMI8RO27/orGfZ1KB87tFPs/Jm5Tk59kA\nYxZ0EPXUC/liz4JH3Bi85DFL7eBF14n9Npr9DtWKcz+gWt0TeVoPnrFOvQGA8CFdxPnkL+NmhZPT\neBrN3n2xVDNO5CaQAOBZwUPmU9rmU+3QDp5GU1ouV+NJrMsNXgtyeGqFy8Vv/bzg72OPYBQKAJkl\nPPWklZDusq0wjmotowUnWgC5ZfwnPFdIUcov42kDKcJxBYClmdzQ8rRG3JwzTzg+yTbpLhERPH1p\nq2BUu/swPwZDum4Xx6yTycfcvI8bn57bhKcDJUTJ6S7eIt52fzpPJeo2jB+/rF9ls+OpD2dS7eA8\n/pn1GMX77XZxT3HMZef+RLUrJ/Fz09O9G9W836+hWv6o6eJ8AAcafPCezd/8LzcGP+sVYZ15alNl\n8PThhrwAwK7GthsWY2x0gqbQKIpSlegCiaIo8G58q6qncMx4tkyzFmLkB1g77jcetXz9Vn5PDgB4\nvQv3Phl1amVmpCiKolQl0m+jp21bsa20eGDnKebr5kN1Q4xa2SiYbQFwdLzBz7OpGhwOvugHAF6v\nvIipKErw0QUSRanp5HDjPwBAfb6wMOl+HlUAAI9c7MuEfE+ToYsjADB3kdj2jKsB5/WvWWpscQQA\nwsLdVPtsfao4Zp3m/MbIva8AYfdaRyL1jh9L2y3asFYcs/0d3OTwl0e5OefaXK412CBHFTTvzXew\nw/pxw8bfJ/JojlNbZIhjrt7Do5DqCwaubi8PJj9LiCqYtdwQ59O1AY+UcQglbqNdHqpJpXEB4IQE\nbhZaT4g+Sd9Rz+cxm0bxm/mNOTy6pMzDo3MKy+UHiCgXj+ZomZBDtfwyvtv+5ya59Guki3/ve3Xf\nS7XN63l0SUK8bNK6YQG/3rqc/DyZ9z4/7t2SeYQIAKznwWqICuffo4TLz6Pa3ks/F8d0e/h88+bw\n731Mj91Uc1wxEM5mIy212BpUhcxxCTcqt2Nim19E/XGzZlSzUyqJN/Sq2GhOkOJvNO1QURRFURRF\nURRFUZRaj0aQKIrid7xz7xP1GQ/znclRK9OoJhcgDT08L19f1VNQFEVRAoD7+TFUczbl3kOKoihK\n1aILJIpSw3H0meBz20e2+HEifsBrGDQ9xxPJF13smPqCZJ6YAsd5Uy2Va+8bJfbrasMNcr0ZPDVg\nxXQepl+2ZI84pmc913t05GkX/c9IptqsJ5qIY/YrPkC1SGE+/ZryJa8PNzQXxxyQzI9fdgk/F9om\n8rSUlRv559WpvmwkGh3OU08yi6Ko1jqG91vslo1qf9+fSLXmdflnfUJCNtUW7JFNINvU4/02EUxI\nfz7AHwjP7b1NHHPxqmZUm7uVn5unJfPPev9hnlIGAF3a7qfaU/O598S1HXZR7eN1qeKYl3XZTrX4\nkfx95j7Jj/v9y/j3GgBubc/PPymtZ9VZ31Et47Bswh0rfFdix3SkWsHk+WK/MW9bp9hkXfq+2A4A\nkj5Ls3z9z+s30Ta97txBNU86vyYCwO8vycv9J/uYvipRFSk0YjptR0GrQYSax4gXoZdiE2LTVUIA\nXSBRajSSQRhQs0rGKoqiKIpy/ERFtrB8/Zc+w4M8EyWQeGfeJuqOUS8GaSaKolRndIFEURS/47jg\ncVEfXSREtSzgJSABAGelWb7MDPqOBe8+Ho0A8NQeR5Rs4+QZejbVnB//izc0+I552G6++w8AT74s\nm0/et9F6F9HzKq8YMOJqbkAKAN5Sbmj56nQeCTI45SDvUxwR2FXIIwCGXMijVt74KJVqDevw9zH0\nzO3yfFZx49NYIRJkdTY35owL5+akANAympvnhgu7/wWlvHzrkOb7xDEPHebRMHN385K7nevzXdQ9\n27hpJwC0juNlpjsl8WO0Szi2reLk7/zP6/h38O7Bm6n2xwoe6XHDCDlSZtfv/Ni+Mp5HRV3Ril8T\nPvhCjgjKfo1HQazZ3ohq0WH887xkjRyx8ULba6jW8711VItq6dst6w4hegkA+i/lprL9l36OomLr\nY1SZDZiTx4tNFUVRlCpEF0gURVEURVEURVEUeDVpRanl6AKJooQI0m6Vc/4PYlvH2byMra94f3mM\nap+Olzw9gEvu8vdsgC96PyjqOw7zUqK33S73/fup1hPufYbttKodmSOutnw9/lTfPVwURVGqGk/m\n7ID0e/iWKy1fr/PStWI774xbRd0x+qXjnosYtVIkl2NHFI9QAgKTcuxd/ISoO0691+9jVgbp+GpK\ntqLUHnSBRKnR6A9a9cSbLyyg5BfDOebV4E0GQMZXPFx85yEe/n/3u63Efod//w3V+k3lBpv4cyOV\ntszlCz2AXLv92m48xN/RlKdHzJki/1S4HHy36aYRW6m24zeeJnNtD1Mc89M1/NjvX8bn2zuBpwtt\nL+DzWbqYpxsAQJdW3NTzt7U8zaFlNP8uxISXimMWlPFzYUMeT/np05Cbly7YLb/P3DJuLtknnr8X\n6RxZnRUvjtk1gc9340HetlFdmwdGgfYNeArOr382pVp6QSTVum+Ud2XDw3mK103d+Xe3rJSncJV8\nwVNWAKDBYH78TkMR9WS4OJEbfs7sfJU45oDW26nmdfPzy9lQMNYdOpBKp//5rTifcFc08gr/ttTY\n4ggAlNw6DXVfsU4nslscUaoGz8ihVT0FRVFCAF0gURQ/4znwGdWWXLTMtn2/xU/7czo1CqeTRzl8\n3vPuIM5EURSl5jOrR/Arn1QF3tn3+NSORRzI7lSKUr0JtSo2iuJvdIFEUUIEMRrmbEELEN6O7ah2\nxeqxYtsrbgTKy7P8Op/hK56Cx8NLkHoXTKLakEt5WV0A+Cbb2nQ2vfvDYrt+77QRdUe7MZavZ71u\nnQYDAFPXWFdbOMK9XTKpFn8634EdPJrfEf1r9HZxzFfn8/e58CtuGhsXwSMkklIKxDGvW9qXavnX\nf0S1Fi4eGVBcznfiU+O5USgArN/Gy6me25EbYe47wI1EmzaVjUQ3bOXlVFvXO0y1VVk8WiglUi5J\n2bAO3+FvVo+XjD1UzBc3D7vlx8mtufwYdWvCy6nuOxRDtVUH5e98fAQ/DjlC5M5Vp6VTLSOdvw8A\nKC7nt2RN6/NzIbIeN6pdtVwu89tnII94+fhB/rl88hcvdfz8YB41BgC793PT1BZNeLSQoycf0xPP\nP8+vu58rzueU8fycjhqQAsdFT1pqUjqGZ9Sw4EewRkVVu6jZ6pZCU92Oj6Io1RNdIFGUGsDmwbeI\netv5rwRpJlWLw8EfXDzzH/C5X++iqT63lSh/jC+EKIqiKFVP2eTRlq87J1q/fgRpAcX72AyqHVjB\nf8eSZ18hjukrvlbk8a57TWy398G/RD1lztuiriiKUhXoAomi+Bln0sVU67eYa6GGM/Eiqj3Uan1A\nxnQvt97JAwBnL9n5tfuI3Vx0AKsOvWMpSYsjl1+8UxzT02YA1bxPvEe1+p14NMd7l8gGuFve4OVd\nn3mO7ybPSNtFNWck32EFgL4JPNqjZ6+9VMvbzcvNrt0s73ynXs5Lc+7L4bvJDaK4L0WvrhlU25ku\nlwrt0JxHMpQW859aKWrgjw3c6wIAerTgJXmXb29MtZMa8bmuOCB44wBIjuRRWqmpglfI6lSqlfNT\nFgAwqBuPwMk7yCMgyjw8AmJwH94nAOTs4f3Wz+H+LnUM3q50E49QAgCjAz9+YQn8vcz7mkeVbcqX\nPYu2Psh9TyJd/IP5ctgmDFtubf59x9MTxTF3vsG/g7Ez+aKxB/xBXTqy/X4Rp4PPT/yRaheez6/x\nnikzEP7QDEvNbsHBV/Zf9KEuKigBx6spNkotR9MkFUVRFEVRFEVRFEWp9WgEiaIQpDK2AODof3+Q\nZlJB4Q3cTR/glVYCRaB2yMRyxgEZsQLv12TXM1oujagoilIbOXjpNZavJ47ivkNK5fG8Y51S60jl\nnkT//zeDaofpLsM7R/ZEcQyVyxLXBrzwwoPQCiHxhth8leqPLpAoSg2gSctcRL9hXW6wKhiUzEup\nVgZP9240xHpZf54iAgC/ZvJFpNufEsqpFhbBMWSKpRRmPZX/p2AsX9QK5z6ZyNzEw/SbPvisOOaW\nwdwgd1iL/Wj9nXUJZe/y52g7759bxDH73c5TcArn83aJT/Wn2o7Ra8Qx8wv5MZLSaBbv5Q8RLQQz\n0C0F8kLZ2XV56tMuoVR0u+YHqdaokKcgAcCvW/mDaJ+mvOzwnkP8fZ7UlKftAMD0Dc2otqOwJdV6\nCqWFiwTTUwAw03naz9YCnu6SKpjGzl8qmx2HCVllp7Tl15p3pvPy09sL5VS1Mwq5iXLaZdlUG5K2\nnWqZ81uLYw5ux1NI6iZy89eCA/wzy5yZgYafvEv1hLn8uujYJactQv7YLFl0inARAjBs2WBRD4Sx\np6s/N5xtPJyf795f5euir/j6Hh2dbxL1lDk+dasoilKl6AKJotQQ3M9bV0QBANf46pez/FEP6wow\nl/7JfTuqirJJV1m+7im0MU+ohpTcZf1wEnFJ9yDPRFGUmsqhK0ZTLSLa936lamSOM7kWCLwLJ3Nx\nIF/8rU34av6qKIpSlegCiaIQgp1CY4cUISItjgQK6cam32KuAXxxBACcC36SBz7Luu/eP8uRFW1H\nWy9yAMCgK7gh6He38514O8KEB4GwqdyMMOWX36jmufUhOAY+SHXphrT8nmlc+5bvTG79lZdLBYC2\n43mkw9J13Gj0lDcWUq3YzU1GAeCz9IZUe3IWP/A/juXRTV7wHf4ucXLZ4YxsHpURW4dHKP29g597\n7Zrw6BIAqOPkYcUfbOSRHi2jeWRA4zg5+uuiFnxOmYd5lM1fmfFUK/PIkRXTtudR7dvLt1PtmYV8\nl/6sxnLZ5iZxfMyXlvGojPuG82irXFO+5bp3MQ+PaP41/1x25zehWqf6PIoGAGI78HPonOd4hNKC\n93jCY/an3JgZAOpOGkI1x8I/eMNGQtidwOm/W5dpDyilQlQiAM+JveCKPPO4u3W093VCCqApNMeK\nmrQqtR01aVUURVEURVEURVEUpdajESSKUo2Y01sujzh0ubUXRlWQd/UoUY+dPjNIM6lg//BrRT2S\nWxUoiqIoyv9QFabhvqaleJfKUZQA4Ogz4fgnpCiKUsvQBRJFqQFUR48RictXPhL0MYsLwpD8uXWK\nycJ3xwktY+G45mVLZds5N9qO2/Kb149lev9B6Y8zRD1iINfEnO4nuXToMr6g1aD+YXE+W19yU61z\nSonYlvHTAXlFa0KPHVTbMJGn2HjBUz1OSOUGpQ6HHHP88Wpuzlk/nHvV5JbxxyyPTZhzaixPuwh3\n8jFbxfH0kt1CqhAANIzm50Kki58HXRrwMe3e59R6PIXrvq/aUK1FPd7x9gJuiAoAvYZwU9nidbzf\nSZ/w+QxIkr9H49rlUC0hkad4vbqRp2nd3iVDHHPVDwlU++6BTKqNHMtT557sK5sLH77xRzSd+5al\n5m1u8oYxlTAvCQCegf3p9dYV1JlUXxzbtsl/YKQFZR7K8RF67mqK4l90gUSptXh/E54W/8Fx8j3H\n3a+aklVfvGusK7gEEoeDV3vwesv8Pt7KAXdQresP5/t9PEVRlOOldKJ1BGL4oHY+98mutZ4N9td9\nR3te/au6UTZ5tOXrYYO7BGS85LhTRH1/zq8BGVdRFKWq0AUSRalGLD9UR9SHBmkex0LM+D5VPYX/\ngEWHHEFcHOnVHo4Tbj7uMe2iQ6TFEYmwqwNTyaf0Nn6MEp7hpS4973EzVQD4aQ4vS9mnETf1zFrJ\nd4RHtDwgjrkni5fOzS7h36PRl/LIk8wV/CexuFj+LK/oxXe+f/mbG6YObMlNgM0DPNoFAOpH83LG\nT6/jkQF3debGnTuEUrMAUOLme+NS1EpGPjdwTRHKMgNAbAQ3vBzThkd67Cjg59fpJ8rlZOd+lkq1\nCCc3lb26LY/YeOVv2Xj45ER+bE/ow6NPbsnikU+Ld/PoEgA4vxvf4f/7O37+3ds5F11+eMFS886W\nNxbK/uImrmULNyFiinU02zd9HqDthix7ShzTV6piQ0Maky2OAED5/LUIf2iGv6dTKZwGNyNXFEWp\nrugCiaIoiqIoiqIoSi3H6wW8IVbGJsSmq4QAukCiKEpAOHjpNaLe8JN3j7vPPRfK5YybfBlaXixP\ntp9s+fpdX/OIA8A+jUtRFCXQsOtQZc1Lq9P17b1uk0T9qlWyHmzcWXNE3ZVQneJQFUVRqie6QKLU\nWnzxFzkWKhOS+5j5oN/mEXDMXVTK/FhOj6gKfEmhqSySxwhbHAGAp4fswj0bH7LU7B4euv5wPj0H\nPTu4EeuB23m/GYfkVA8h4wBNevPUgFU/8dScXndGimOW/MhTJH5f2oRqC//F0xxOar+HanHNZbPZ\neYtbUq1fU55S0LAf73Prl/K22NdbuVHmKUm8rZnLjVhb1ePpNwCw6zBPwTkllaeXtBb6LBOMau3I\nzONpND1S+HXos1+5qS4ANI3in3eZh5uQulw8zejpB3m6GQCs/4gfB0eX5lRrlZBFtZQ/topjTv22\nLdU6xpZT7dI/eRqgx5Tf58Lv+QLw4D/OoFqHBJ5OlXX5FVTLfvR3xH84Q5xTqCCl0NgtjviKeowo\nilLb0AUSRVGqBPagf3r8PNrmw7TAzMVXMobKES31k4sFlVe7AACPOd1aaMkfxBVFUZSai3fxE1zs\n6LvBrZrLK0djV1lMUWo6ukCiKIpPOIbyG7WGNlG8voZQX7EoFotynvWpbXXjlrQtiH7jfUuNLo4A\ncD9gn5rkejzN8vX3L+C7yVdeyw0if5weI453chNuNFqWyXfUO7TjO/yrn+PRJQBwwltpVHt8+maq\nDWrEI1Na7eXvc96yJHE+4UIQhBTpkbKXG5A2iJCrHPVK4KVzdwhlbGPCeWSA06accXIkj6zYcSCO\naqmNsqlWcFiOFlp+kEcwXX4NNyhd9hk38r0kTY6sWPlnI6pNPJufX0VZ/LYq7xdpwRRo1V4ortmo\nE5UKPtxItQbTvxHHHBjDo62WZQELsq2v88Xjr6TtItrL14szz+ORWt7HZiBs4gxL7be9P/FO9wIj\n//J/+fhRgfF+DQjOvzfBceq9VT0NRVGUkKeyqaKKoiiKoiiKoiiKoighj0aQKIqf8ez6gIvzl9i2\nd173ih9noxzBruSu5BcSajzY+lHL11vXC/JEFEUJaQpvso4UcckV6SvFD/3uIwr3fgEE09g534rt\nin7i3jlR5xti2xFJD1Pt4wO+RbTkXT2KajHXdPSpT0U5HjzQHBuldqMLJIqiBB0pn3lRDteqGylz\n5Ko53g9u96nfsrd+pFrRXjnw79nfuR1manQR1cr3cu2ymcnimKvH5VFtyR88NSU6zE21MJtUj5T7\nf6fak915akWbVulU276dp3L0TSgQ55OawFNI6ifx1Iq//uamsYlR/DMBACEhA03r8rYuJz+22wu4\n6SkAxITx9Jy9ZfypuUtTnk71+zb+eQHAyY152/VfRlGtxM3Txj5fJJu0ntaMp+5EXcj9gy69hKcg\nvXsGN+sFgBeE726XpdwUG0jFsOXWi6Kl3W4Qx3QMSKXa4Vd+o1rUCx9T7V+9ZQP07LKGVGsSxVPO\nGkeV4vTfH7fUAlX5xruNn3uXP8jfR6DIf/dvxE7nZtu+oh4jiqIo/0YXSBRFoXhXvijqjh63BWkm\ngUeqAMBKI0peIQAgFHcBAHzR27pq0ZCBNg0VRVGOYkwT62iFN+8P8kQCTNlDV1m+7px0dZBnEnpU\nhRHr6oHyJkHXH1/w+5gTSQTlEaakW//uqlGtoihH0AUSRfEzzmYjuXidoCkBRUqhCVR5RO9JXeE0\nrG/c2eIIAIS34iaH4a0A5/WvUV26NSy8gRsr9nudRw6888cWoVfg5wMNqDbuqxZUW3bVWqqdOEo2\ntHQkcxPNlVN5hES93bzEbVS472lWUdG87Yr1KVQ7VMpTvxKFKBAA2J3Pc6YiXTw6p21DXha2YYxc\n5jcrn5u/NqnHx1y/gu+255TKtyLPruNRNs9fx81Wlyzg0Uutbd5nfhGPhsn/kEchjWqVSjWPW14y\nbV6XH7+ECB5Z8cF2/pl4bxwhjvllnx+o1rMRvyZIZXXnrpc/z8sGmFTLz+Dfh7h2/Ph4Jk1H+OT3\nrMWL0sT51L2Ia0v630m129sXou8vz4h9+0IgIkQU5VjxAvCGWIbFQnxJAAAgAElEQVRNiE1XCQHU\npFVRFEVRFEVRFEVRlFqPRpAoiuIz3j+etn59zTaxXcm6fFGPetm6/O1nvR6ibX7cL1/OYgWP1seW\ndxHbhhI7zuOeA4m8oqeiKEpI451t7X2y9R359wYAjG95VJ6EZMouRZOyuR7BcdGTPs1HURRFqTy6\nQKIoCkXyGGGLI6HI/b3X4smtfPGFwdJnjgVmqhhIMvdEo8W8Nyy1pW2uo+3emBEn9juiww6q1W3P\njWzz7+FmK3m/iEOivJSnSJzWhxuJRg7hVSmy39tOtbg02by0eDUP/z/BwQ0/3/iTz6dxlFwqpKCc\nm5B6vDydIyePp2Qs2pcojnlqMk/P2ZTD05eK3TxgNU0wRAWAFtH8/Cvaxq1qL12/jGo772opjpm5\ngh/bJ37hJq1TZ/O5rpvAzYwBYPSdOVR7/1luZPvKSJ7y80kvycoX6BTHFw9Sv5pGtcfa8RTBW06V\nU/LCn72WatsHzOMN9wG9f37WUrJbcPAVKYVGrFhXDakKD41AeIzYwTxG7Fh7+lxR7/ZTmk/9hiJa\nxUap7egCiaIo1Y7tQ24kSvCrBkjM7M5LPALAVaseE/WqKC3s/ZTn1CuKolRnWBThcFYZWFEURVGO\nE10gURTFJxwn3SVocltemFNaHAF6Jx9E6tevW2oXy0PWGprO5aaMzs+/4g2vu4BK1+z8VBwz4nm+\nI7z/Gh7NEda7KdWiw/aIYzojeYRE2D28BOnWLTxSZmsONwNN3n9YnE9eCTeNnWZyM9URLbgR6+7D\n0jcF2FLA88ZuTeO7+IVZEVTrXCSbl360jS9S3tmPRzJkHuDH4Iut3MQWAG48k7+X5cv5Z7boRB7R\nsnoBPwYA0NbIpJohmNFiH2/XrAkvBQ0Ae2fzORW5uRFy2ET+nR+09QtxTABI+sw6UmReHylqqgTn\nLp1q2/fxctpSHpX3XmduMr30ReEzQd2AmKmKhuw2aApN9aPbT89X9RQURakm6AKJoiiKoiiKoiiK\nEnJVbBTF3+gCiaIoFO+CSVzr3F5s60yRy0tWJ1YOuINq3W/iXgQA93I4Fqa0m2z5+sUtDort2i14\nuVLjKoqiHGHDmeOIwiNwJB5pK/srTVzRw6d+K0PpxFGiHjHl+EvrSobYAKjfU2XwfsR/qwDAcflz\nfh9TCRxuzyKqeWFvLqwoSmDQBRJFUaoVLIWmOnLlOzzsHQBGLuGpJ4+9JKcVBIK9s3K5OOtfSJlj\nbahasG+O3PFlM9Hwk3ctpZJC64pEAODdztMR0n+NEYeckc5TPd7sMpFqcfFbqXboAO+zS5MCcT5R\nBdxQ9cHuvG1CI57S8tKvrcUxR7bNoNqebdzUs04ET3vaWRgpjvnIuF1UazhxNdW+78kNed02u5VZ\n2/ic2jfh59DBQzytp0mCbJiaf4h/nk6e3YWbxvAF1de+7C6OWfrEWqq1j+EpXs45C6iWkyenabkF\nM98twjkdKPIPvgJXzJDjbic9aLofsr42KYryv3gReiatoTVbJRTQBRKl1uKdc6/t3ziGPhGEmSjB\nYN9F3HvC153Smsb8vvdbvt6jhX3b1QNvt3y9cUJlZqQoilKB+8WxXBx3eUDG9K580ee2hTdwzxQA\niH6DLx4riqIoVYcukCiKQvn6QanKytqAmPRVBV3P5bvJnp2Aa8I7PvV72dlSlRs3Pj7wiE/9Skil\nHK//+Xuq3dKW78HEz5LD09cN+pJqyZ/z0PUDTv4A0fZsuTzp5H3cuPOL73kJ19XbuKnn7iL+kzh7\nY3NxPgdKeBnbEsE/svt+/h1bny0ZTwLrD/DVp0gXb9uj9V6qnd9smzhm3nL+Pqe1P5dqJe4SPp84\n2QD3mVXNqHZOY25y+/EOHnlyZUs5PS4ugs/35GQetXJyMtB2/iuWWv4Y+YG5rIzPt2NTnnZXtoFH\nBEWEyeWpHU7+vb/9qVKxLeO+4XKZX/fjWxDx2PGntEj0S/hcUGOxNNv6M6kMzV7pR7Wix/m1tjJ4\nRpwv6lJCqFL9kH6vHfDtvkNRlMqjCySKoiiKoiiKoii1Hi88IefSGmrzVao7ukCiKIpSRUh582xn\nyc4YMCa2WFCb2M5JUZTK8fcZt1q+3iw1uPOozrizrH2Nyh7jZYnDm8t+KoqiKIriD3SBRKm1qL+I\nPTUlhQYAWsz7movzgJJSnnbgK1IKjbQ4EiikNJqeqfz9Z1/+HhI/nk71KWt+pNobgmHqrPXcIHLc\nBTlUAwCXkLfy0XaundeUP2TVdfHjExMmp/ykNeZpF4v2JlJt2BX8uLeaKxvVvryJe+ec24Snwqzd\nmky1NsmHxDE37eNpPe+k82N0Qxtu+HnYzecKAI9fxFM2dqyNo9rQZrzfvUUR4pjpBTzdJUEwuW0X\nx9P1tgjGwgCwNZ+nw1yxhofbFy+z9g4CgIQDy8UxASBmmn/TXezSZ9jiiB1lO4sQ+ay1b8fS23zq\n0hZHD96x0xEutvV6pRRV35BSMhRFURT/oAskSq3F6bR36Pd4rPPQvTPluzHHKN+N3UIFz9s3i7pz\nzKs+9SuV3AWAHj9VnzKG3tn3iPqAa/mD1A+HzvP3dAJK8QTJP4F7fiiKUr15r9sky9enb+dlRqXr\nl2PaZ/KAwwYdy7Qs+Y4YSQPAWUse87nfYONd+qyoO/pMCNJMAsuKNPn3vOei6vN7rvwbr6asKLUc\nXSBRFKVWcLh4VlVP4T84PX4eFuXIN8lWlJTKl+2Udlxb+xffFa+7m+9u9+4jR9e8ddYOqv26mRts\nSkaidmaE0ZFXUG3ZKRdT7YSpPOIg9/V1VKt/mWzSuu4Zbo/YKJLvJDu7p/L5fMYfUAFgXDserRAV\nzhfnsov5efDHzkbimB9t41EZY9vwCJK+LXlJ4rW7ksQxJ3zahmoRgivlyFQehdQsWo4I+jOLnyfJ\nkdzAtcPtPKqndBH/ngBAu3xuxFp8z0iqfXv9Pqr1TpWvF99sks/rQOD4YiFdQHc9O5S2kxZHqgL3\nTh5VpyiKooQuukCiKNUI729PirrjZDliIVRwP+v/krvebx+U/2Dw6T71WzqRV3AJ784rolQG78LJ\nAelXURSlOsB8WgCg4/cv+dQnK8nraWG/CORK4AszVYFDSN8JROqOr0xuK/9WDUkJ0kQURVH8iC6Q\nKLUWlj5zLNSGFBo7fE2hsaPruXk+l9WVcM7/AY6zH/Vrn2V/7UXEFJ5v/+H7Y/w6HgC0uSsJjkEP\nUf3NE7jvySd7+U7zJ3uB5dmvWWpyeg0QO/Nqqg3Zx8f0JvHIgW9PkstkZo8dSLXwJB45UPxRFtVi\nZlxLtRk9FonzGbXyQqptPJF7tLiXmFT7Zm+qOGb7WB4JUubh/i6JdXjkTkqUZPILTO7By+pmF/H5\nxJ/II09O68UjJwBgx4c8CiktZT/VNmTF8zF77hTHNMr5eZKxoz7VfpzKb6s+2t5aHLPUzcPax67j\npZDbNuDn+5YM7hkDAKNXyz5T7GG86Db5mhD1orVXCCAvjkgMHLSbauHDevrUZ2Vw5Bf43NbTm883\nzHWGz/1WN77OiMNDm/nvlVL98AKQ4+uqH5oQpPgb2RlNURRFURRFURRFURSlFqARJEroU7AP3l+4\nOZujf/XKW64NeMzK5Wbf2tw6bPfFKXxXFw3tU3M8uz6gmrMZz/GX2HDmOKrF1pXbeje97dOY3o8k\n4zu+u60oihIMVg0YT7UImztPOwPTQODZ/RHVnE0vD+JMlFBEOn8w52exrXPcm36ejaIolUUXSBSl\nGuE5qY+oC36EIYWzeQOq3TZBLm1KOZgnpj5JiyMSUgqNtDgCAHmHI9FhwcuWmrQ4sv05boqaOpKX\nqQWAsffmwnG5dWWAsR/cLrZlsNKaR/C8fD3V3nxLSkLfhBvXPmypOPGDOOauzdxEE5uBduS4z+pu\nPR4AZHX5hWoJEXIQ7zd9F1LtnBO5Oee82S2oNrwZN2EFAI+Xp9F8s5cvGEolid/ZLJeiffxynjL1\nxOe8bdvlfMy5G/gxAIBuDfhxWLCbm8oO68CP+6q1sn9Q3+E8bWXNSn79OqvHdqq1iLVfxG39nXXq\n4vcn3UfbGM914domPh8AKP9ZTmVjRDzP09HWnj5XbFta7kK3n5631KTFkeI9vM/il1cgdrr1tdru\nd1N8uBVwdLzBp3aAXK63OnmM2PHg53IKlxKaeDRpRanl6AKJoig1hjm9J1Ltgi/a+9Rn8Xgp1154\nSK9CSu+3NpYN78g9GQDA7Vlk+XreKDkiqH4f7j1RVfBFG7lKi6Io/8bz5k3WwphLgjsRxRbPO7fY\n/o3zuleCMJOax8FLrxH1hGd9L12tKEr1QxdIlNCnXqMak0Yj7SqFEk6Dm3YCAAwuPbv2KqqVpwPh\nk9+z1KTFEQCYO2wjhi6fIs/rOGnZKQeRz8vRFQxHO27gOmEpr8jz2VdyNR73xHe56OS2U3ZldSUW\nfMh3EYe23eVTnwP6yiaa61Zxg9eew7l5YlYp30+OD+fWdPERvGwuAHRrxI1Gb5/LzTmvSOWmp/E2\nhqkz0pOpNuUOvt2+ZS6vkHFHN/nz2vYnT+Ea24V/Zs8ub0m127vL5W+ThvOFyDbzucltzDn8+Cx6\n0mZRbxxPqxjm5CXD203in+eb7ZrIYwJgZ0qnRjwCp/Q9bl561pt2C4Jf46ecpy0VujgCwPH2p3Be\nb23q3PFk4RpkQ9nc1VSLniY/pPrKO+dsEfWxawIybI3AccLNVT2FakHWhIVo+Ak574VriaIo1RNd\nIFEURVEURVEURanteAGvN8RSbEJsukr1RxdIFEWp9bifCszO5KErRlOtwfVtAzJmqHFjM2tD3ueG\nBXkiilINGNvEukz3pBMDN2avBtZeGsueCK1Chw4Hj4wKhK/H6114SXUA1F8JsDfoZhGGvnppVUdY\nSucRakpEraIooYcukCiKUq1gKTR2+Dt95gjhjcPhutv3kHFfePHkA1TLuHAWmv2Lu97f+RE3GgWA\n57c/ZPm6ZGT4/iq5z1l7eHoJNkXhj2xrw1S2OAIAdVrLJYAO/8l/vpZ/zo1+i91Cp/z5Cp0TD4nz\nyS7g833t+m1Umzk7lWpGQrY45s1CSsumuTyFpNzNP+16caXimEXFEVTbfpCnwpTx7CXk5Mmf9VU3\n8jFvbNOcavtW8A9UMnAFgPSzZlOtuJwbJX/bm6f1uJy54piPr+bpMHPTm/KG6fxhfOHji8Qx+yR8\nTLXCZTxVDQBiiM2P6yFrD6RjIeIxbootIS2O2DF2DV/ICCkG9/W5GpsiQ9NnFEWpkegCiaIoSi1i\n1/nWTzVNXj45YGOyh5cbmnKvFUVRai6/nXo31U5e/JTl67N6WC/uHgvvdZsk6letknWl5lM2ebSo\nhz80IyjzqGq8CL0qNqE1WyUU0AUSRVFqPY4GculcX4n/cIZP7Zr1931MFiEC8MURO8aeIZsY3vws\nL/kZ5jqDah243ye6Plwijjk8sR7V7ruEz/fE9txsdcYzPALiOZuysPf25Oamq37gJrYNInhIS8pp\nUrgLsO5rfgw+3sErFnWK5f2GueQxV2XyErcnJnMj0aen8hCS7K/zxTG/HM1L7k7+F09V6xjLP+t6\nSXLKxVeb+Gd2SV9uDPvKojZUu/sNueDsG00EQ9XvloltGVPby9FfP154mGpzV3JjXQBgsQquCLmi\nh7Q44isfdb8Pl620jkizWxzxletv5ZF+dngjeFQUALAC3jUpQkRTaBRFqa6EVoKpoiiKoiiKoiiK\noihKANAIEkVRgo533gOi7jhvapBmUjlyR/OSxEeoP8PaU8WzjXutOHbwsp0A4EiTj5+iKLWLgrFX\nEoVHtCiBRTIhZREiilL1eEMuxUaTbBR/owskiqLUepxjXq3qKQQFydxVos4FPH0EADKGfUi1d7vy\nxZzRT/G0i0vfktMRlu3kKTjhJ3Hjzo0vcqPMplG8z2t2PSPOZ8rpl1Ftyw6eCtOvMQ/TX/xFojjm\nCan7qPZw1yyqLVnWhGr1o4vFMTuW51Ft5UE+30fu4AGr0+/ifQLARY9xg9JZ/8fencdbNe5/AP+s\nc5rnOSTFkzlTyngjIZJkCEkSCZlCmUPohgxdYwh1IyEk800UUa4y3VyEJ02K5kFz56zfH2ufazu/\n9X3WPmuvtfZae3/er1evs8/+rvWsp7PX2Wet736e79PrRzHWe5w8RaT0k92Mxzz/Cnm6EFAXRRc9\n6hq5wbDXqQ0HG4/50kXTxFi3p+SfwStnygnVwQPlcwQAPh/XRIy1qr0Bh31sPu/9kGqMeJGm0HgJ\nq76IfcEZcrDIPEDbbtGCU0xiplBqjBCRNyZIiKjgreltHglSb6y/lXXiZn0/6VNmR+1Rz0XUE6Jk\nm9vpStfn9do6hr04biAb9hQ5QVLy2TzjvpUGj5H3zdFys/aXD7kHVplXO7KOc68ztelK8/s7AFR/\nhO/xRERemCAhosglZQqNF2n6TCaKdpWTMmvvMCds6nbwfVhfTjtjkzE+4lD5T0nvLzuIMcPKr2h0\nnPnGpKth3w2XyTcKlYvkG9gSW76BfffQ63DiZ8PE+JxjrxZjD/7yuxg7u4e8rO6SN80FU+u2kX/u\nc9+T/5/N68gjNmb9Ki9TCwCHt1gqxj5ZLhdwvWT3DWLs3ZfNx3yqo3zMal2UGHtpH3MRzaJLHhdj\ndWu1FmOfH3GMsV3JxE/lkU2OXWDtdbFrZO+X5OTArZN3F4szX9zsDuMR7+kgL0FNZsWVOvreV0yO\nEMWAbfzrTJT/WKSViIiIiIiIiAoeR5AQEfn0SttbPbfpPvuuwI97xS7mufiPLpSX+jUpecj902tA\nrlNQSOwv/pHrLlCAfjmpf6678P98dKRUxaSmcb8Z7a8TInL9Gyo824ddIMYq3Tw6wp5QXNlA4oq0\nJqu3lARMkBBRwYtbjZFaz8oXsQNafuy7XVONETk5Aly3jzwNBACWrK8tFl7cenNv475Vho01xv34\n16yWYuzoVnJBy3obq4uxQ0fIRTIBYJ/XjhVjT3abKsYmTWgsxrp0mG885nZD/c1SW76hbrbPejG2\nwwY5BgAfftlCjPW/Sp7SUvq7PMVm4uvmqSdj/ysfs+Pdawx7VhMj9aubp411r3OmGGv13tFiTB/+\nvhh79/wFOOnf8vRCOTkCnNpsA47+9F7XmJwcAZ6YIReqBYBFV8jTlwCggTEaLan2BgBUOs5/u7ko\nlmq1GRB4m171RUzJESIi+hMTJEQ+bBtirhFReUi8brjJrGTTv4zx4uon+G67WwP3lSue67ZQ3Kfm\nMxf6Pl6uPH/Q7a7Pn9XZX3tLTutnjN85S05YdNrR3zGJwja/i2nUiqnAK7Cih3SDa17tKGqWVdlz\nG9veFugxfzvjImN8h1efDvR4RESUv5ggISLyyWv6jJQc8bKh77OoM9p9ZMWjCzv4atOLVUkuSbX/\nXuZPmSfNlpdM3SLXJwUAVDGHfXlvifynrcMe8mDcElv+Gbx88SrjMSctWi3GHj9RXnK30mK5GF6l\ne/saj3lsgzfF2LD95P/LoAm7i7Gb2piXdN61jjzCxKou3xjPmy5P9VC1/zAec/XWumKsSrG5kG3r\nKe7FML1WrmpdXy7Yu/Js+ZP6trsATSY84xozJ0eAFvXWoeXbI11jcnIEOPwhw+imlauNoxVavGke\n4UX5g1NoKFNJm2JDFDQWaSUiIiIiIiKigscRJERUEEpKp+W6Czln+hnIn5cTJdemK6Uln+P5+dDq\nXtLIFv/9NS1BfeGX5vpCs1bLSyFnw/5WbtdqfZn7PkINFqKwjT5wiOc2F3ztvU159sQb5eCaXyvc\nHhEFgwkSIh9YYyTPVK0aSqG+124yTU2pjOLr3Ifi58KSyfJUj8Wrmxr3bddYnn7S9VW5CCkATBN+\nBDtNHGXcb+T0e8TYjJvl/nyudxJjexv+HzvXW4cWbz4hxg/reqkYW7taLv760TK5DObuV5nPj8mX\nyWmtbavkIdL77CoXU63WUD4PAGD+7Ppi7OORcn8GfWe6Ed9svBE/6Nkr5V0NU8M2z5JfzxlzzUV3\nB7zezBBthqLdzdOf3LS40FxjZM1Euepu5WqG12WdPEXp27uWe/YraF71RUzJEb9O+1D+HQOAmYEf\nkShf2SiF+e9A/HBKEAWLCRJKPHvZAuMKHMUDnoqwN5RUL7RxLzIKAD2/vCPCnhQWqaDjuot6GPer\n1XvfMLpjNLiVXHOm394RdiQPlayeJMbiONZDGpmy77h14j561F5hdSc09uQh7oHf5Jo7AGD1dq/9\nkomS4e5FqouO3NN3m03r/c0Y/33NJ77bJiKi/MIECREVBNMIEVNyJKtjxmiECGD+Gez4grzs6Y4A\nimvKy9GYVq3YXiIve1qp+Hgx5qVk+lwx9tICeWnTPkpeFnblHzXQZuqDrjFTcgQARn3fDEN/vtU1\n9u1xhiKZNeSRFfZ24yFx1pPy8rj9d5c/AdyniVw0dulv5rK5ryySi63WqSyPIPn0Unk0VfH1ZxiP\n+fpIuUhr5SL5k8MTOsuv9T1zzcv8HnzTDDFWZ0fztBTJt49v8diiPvb74B+ukbHCKlEAcO5RR4qx\nfd43/97PMvRGTI5k6YZTVoixuy+dL8aO6SKPfKqKKpi25gHXmFdyhMiLn+kzmbBOk0dC4tVewG8/\nhHJcIjJjgoSIiIiIiKjA2RZgW8maYmOziBoFjAkSohixvzQPSzYt15gkXgVTw6gHko0Z7a9zff7w\nkfJIhTJSwcGwJO1nGzfZFPMdvvedrs+fZCpnQRQy0zm9baA8yq1qZxVCbyif2C9c67mN1dN9VB4R\nUVwxQUKJZzVpwTojlBVTjREpOZJvTFNovCzu1keMLTl1vBhb2PVCNH/jSV/H/PqYa8TYI4vk6TD3\ndpNrm1R5SC68eddD5ukR9w2Sp6Ys2ygXkGxUVZ6uUaOjuTjuLd/L00R+Xl9TjP13WUMxtq9h+g0A\nNKoqx2pUkqe7PDKplRh75YkpxmPOeEsuqPrjHYvFWFGNYjHWqWk94zE/W1hDDi4Eun0+1DWkzzIM\nmQdgtTesWmEwZMHXYqzXyN/FmN3fXMvHpPS4DmJs3MFTjfv27i3Hhs+7TYx901FeceehNiU44EP3\nKUgmrC9CREQVwQQJEVGI7JcHuQdqVjPuZ3VxvwHr1mCwcb/XVhyXUb/Ku38f99EPALDRoxZG3318\nHRIA8Gn7612ff3tJbeN+Z8nlN4hCZ7/rXm8GteTEFGCuR7P35NOy6VJBkEbD2MPGiPsUNTSvcDP9\nefPqQkcLywuf2tD8Xvz6Svf3cKK4K+WqMFTgmCAhipF8mULjJUnTPFrtIC8VuvyOVWgyQR6iLiZH\nQnR6oymYtCraC/NnvmuO2350/1R48zXuq30AwBezd/R9zN83yTc97x16HU74bJhrzDQiaGv798RY\n++knGvvT93l56e+ly+UbsHo15VEgH/5DHukBAEs3yaNWvlsn/3kfeMgiY7smLWqUiLHzv7lPjG3d\n/o4Ys1t/bDzmU/03i7Fuu8s/vxlvNBJj+9YxF1o9+Rx5VEbRXjvIO/6xAVZn9xFMpuSIl5F7yKs2\n/TFbHkWDvs+izuixYrjn8x/K+z7/IV5a7p44bVb9X/J+WTCNEMlm+huFg9NniCgfxXH1PCIiIiIi\nIiKiSHEECVFC2LPMn9RY7byLpeWzTD5dTNLIFSIiyr1tt50vRJob97P/85gxbu1/eYX78rxhuWcA\n6PWVXE+LKDM2SpGsVWzAKUEUMCZIiIgMTFNoPJUa/mjXNM+Ll4Q1fWbg43JBSwCwOtziq923prc0\nxrvPdp+OcKSvo3k7Yro8DUSsKwHgP8e9bmy3SqVaYkyvk+upnHTEGjHWFEtQ+U556s6kQ+QaCPPX\niyG8+G1LMbZ0k3lgaecd5YZXn99djA3fR55Gc+MoeaoQANzTT54OU28XuXhuu12WotqI51xj24f2\nMR5zxKjdxFjjKuabh/OFesf7XuRxyfXym7B6POAaOuGzDuZ9fRp/tzyF0GTV1soB98SbMcE9WI6d\n0Uj+vS7z6gr39yE5OQJMuHyR+PvplRwhIqL4YoKkACildgZwKYCOAOoC2AJgHoDxWutXk9oOUUW9\nKdxQnnzVH8b9rF4VXzkhV6SlZstc/728gkSS2M/Lq128+g85IfHcPDlp9fo4K6s+hWHbnX0MUXl1\nF8qdkg3vuj6fzZxmr4ROpcFjsmhd1nuHIa7Pd43ZqVf6i5xIjCt7ivxebR2XH+/TRORQSjUAcAmA\nEwA0AbAVwEIArwMYq7X2KIdPUWKCJEGUUp0BLNFaf1OBfXoAeAbAhwAu0VrPUUrVAnAOgJFKqYsA\nnKO1lj/GjGE7hajQp9B48Zo+IyVHwiR9GhxHfkeIeDnt7CWhtBuGx6+X/yRe8a35E+E5x14mxr5b\nJ4+QaDy1iRhrd/xy4zE/Wym3O6bvz2Js0vstxdgpu5pfr9d0MzH21SwlxkzJgeH9tuKGH+Qbwq9X\nyrHzn99VLCRqcutoeYQIAAy9bKEYKzp4VzFW2q6NGHvrQe9RY139r8rrywuPyYWAJy+VE4Zz1yfn\n8nHCrFYo2lUeCWJiGsFl4jV9xpQcMeEUGoqCnbgpNvGmlOoI4GUAcwFcB2AmgKoAugIYDuBSpdQZ\nWmv/FdS9+9ADwGda6/lhHSOfJOcvXAFTShUDGADgPgB3AMgoQaKU6gJgHJzsZHettQ0AWus/AIxS\nSk0DMBvAZKXUMVrrDUlohyguHtvP+2L18jnmOeMVtaLHBR5byDdvgDwt4+TP5OWBZ3V4y9jmwR3l\nG/mimuY/M/bEG12f/+kJ86ie3c/jny9y2M9e6fr8oDsbi/tUMc8oy5kvj3FPhO9/rHm/bzrKI6pM\nK8PkQo8m8nvikyfNN+5bd0zyRooEyavWFutsEcWLUqoNgLcAzAHQQWu9LRXaDGBC2r3PNKXUkVrr\n3wI+fjUAdwEYBOB8APODbD9f8QozppRSlQC0AtAJznSUvWZdFToAACAASURBVFOhjEbppkZlPJ36\ndmBZMiKd1vonpdR9cH5xhsDJasa6HSK/un4e7dK3udKn9QIxNnOB/2V1/SpZu02MVT54J9/tmqY9\nrb9/iBh78NBlxnbVu4+7Pn85zImuuZ3cb9IBYODp8miOwS+2EmMNP5GXtwWAPmo59pz8iGvMdCPV\n9puXxNj27UXY9Z2RYvwKQ7tzT3hNjO390D5izMvLK+4WY6XPXOqrza0lwAPz5ZEp7x9+kxjbf+Y8\nQ8vz0PQV97pFzWtONvapFPKIjW4PyL8rww7aaGzX5Nx/yiOYzoW/QqK54HeESK5wCg1R/lNKFQEY\nDaA6gEFpyZH/0VovV0rdAuA5AI8AODOA41YGsC+c6TyX48+K0ly9NkP8QcWQUup1ONnEkQBawvmF\nqaiLAewAYKbHcKoXUl8HKKXcrpTi1g4REREREQXMho1SqzRR/+z4rmJzKoD9AfyqtZ5u2O5VOPUY\nuyulDsrmgEqpzwH8G86sg7oAnsymvULFESQxpLU+Nf17pVRLH830SX39zONY85RSKwA0AtATQPmP\nZePWTmAWnXKJ5zbN3+D7StQ4hJgyMbClPIe/dT3/7ZZs/1CMFVfq6L/hkMw6eqDr822mdvXdZsnW\nKXKwUjiXDW8dGk4NHJMZ7U2DFP3/PzNZcjxK7xh+tp1H+R/FFSeli543xoua9wr8mGH9rfrxhCvE\nmHpXXikqn/A6gPJEn9RXr3ufTUqpOQDawpkG85XfA2qtD0n/XinVwW9bhYwJkjyUWiVmv9S3v2Sw\ny0I4CYkTkJaQiFs7RHETdH2RTDR6cbTvfbsZYmv7yEPUD72wrkfLdWH1edg1smnAeeJeJdN+RfWH\n3JdhLRkpT1nx0rquvBTtqo3V0e4j9+K5puSIl9821JBjH9XA0Z/e6xrr/3V/cb+n5pqnRJ2+81ox\nNqK1vKxud0OZmuYTzzAe853D5OTJ20vkgp8jnvxUjH3w2S7GY755yPU4+d9/d4290lZewrVVbflT\nxQPqmWvc1Ky0XVwSesd6R4n7LV4lJ+42l3gXPjns4/tdn3/bc093puQIALzbbwlOEn62YXlxmVy7\nKW7JpbjRnV/BHv96NNfdICIPqWkux6e+zfTepy2cex/KMSZI8tNhaY9XZrB92TaHKaWstPogcWuH\nEiKTi9ygPwE6taH3KjWvrwy2DkmRJa8iUqbU3lrhdkt/e1mMfX2O8YMItD58hTFeZdjYCvcn32y4\n1D1pU+1RrwK4/q3vJyWKaoV2zHyyuNvFQqRpaMe0v2B+XmKPucoYlxKmRBR/pQlbxSamNbcPAFAt\n9bgi9z57KqUaaK1XhdMtygQTJPlpr7TH5o/J/rpNPThXm2UVlOPWTqA4fSaeOHQ2N8JaHaK4plx4\n0mRvofhomTcbniXHvgV+XOmeZJKSIwCw+Qrz6JyaT8hTbBpU2yLGWu4mXxs9+6M8xaFbM3mECAC0\nlQef4PcRcn/q1NskxtZe8DwajBsjxk8eNkOMdZ49X4x9/Ia8PHDL2uY/C/Vqyv09457KYmzNGC3G\nbppmXuZ35CR51NSSD06HdbD7qjHT/3a9odUitP9kuPG4QYt6dEi2fL//b5bP97CE9beKI0R4HUB5\nwe+9jwVgD3hMy6FwMUGSn5qnPTYvg+BIv/psgT8TEnFrh4iIiIiIQmAjeSNIigDDGmA5k+29DxMk\nOcQESX5qnPY4k/H924V949YOUeJYlvwJt23LS+AWikmHuE+Nmrgofn+ebm11lxg7q0WEHQnZYMP/\n864nIuxIjPmtlWF6P2jVQK4SNOWIRmLsvm/kUUi9Wq7z7JNU9yQsW2/qbYxXuTsZ0wBN9ZUAiPWV\n8sma3t7LK9cbG87oxKA9fcAQY/yib8xxonJ475Ng8bsCpSBUT3ucSf2OEmHfuLVDCZGL4bFB1xfJ\nhFd9EdPNkEnRDvL0kTZT5RgAlDxwka9jhuX2l1qJscMaVrw+SxlpCo2Xmk/INy2mG55hb+9hbPfl\nBQ1x18/uBUM3XCa3e3W7eWLs4vd3Nh4TVwCvrnBPZhz/hXzM9z6SszmzVlU1HnL5kwvE2EFT5NhV\nTVuKsVNrbTAes9k1cn+n3GQaubwTjp95t2vkgqMHGY/5+bXrcehH7okDU3LkiI9PEt///L4fxFHc\naowU7d43110gIkrHe58EY4IkP6VXjszklzJ9m2ppj+PWjqtvv/0WSqkMmnWntTxPvdCZVjap9ay5\noCXnEHsrWS+vTVFcu0uEPcnOm8IoEId3IVs/blbyKIe96mwXY+c9nl9FUR/Yx33VlCuSc/rElj3r\nQffAwW2M+33T0b0+SdJMbGcufH3arOiT0mEoGdHPGC++ZlTgx7xgR3klHwAYvTT6FdKixqV848qG\nnYMpNhvrT/e9b+3i2iiK3y1tqPc+FK7YnU0UiPRx+0UZbJ9eADr9I924tUOUKNv+3kuMWVd2D+WY\nxQOfDqVdv+6ZJycyME+eZnSyx8Xzrbv7v5iSlMi1QHHnG/5HvNYa+aIxLv0MnjrHnIQc8428Xq/+\nur4Ye2OxaSSD+cJ49Bx5NMfClfKolaIX3zC0WhlWTyEZAWDzQLnd9kcA1R6o+FSGIo/r1bb3y0Vl\n3zIsddyyljyi5ZF9zQmHvsf+bIhuEKdsJK2kZ1Km0HgphCk0XpIyfSYTnEJDAeO9T4IxQZKf0i/z\nM1n9Kn2b9EJCcWvHVevWrfH8889n0CwREREREcVJjdXtfe9bVONnoFImdVAjFeq9D4WLCZL8tCbt\nsXlCuSN9KNfqGLdDCTJ0T/eh/2UGz70top7kF68Ch4C/T2i/POZaY7zNVPkTfsrO5mukERL8E52N\nH0+4whDN5E9RMsw5Vp7Ss3m7+bq8zdSuQXcH9tgB5vh6eUlee4P8wWmRMo/iss6419wxIspI6V/K\nYZBPvPdJMF59ZUAp9SyAgwDIf9X9qQxgptbadBXnR3qlvBoZbJ9eDGhRjNuhiNUd42/4rFdypFAU\n7yevLoFpM2B1/Xt0nQnRdsNshdfa3uCrVsG63qON8WFaPjc/O0ouwPnvGzaIq3bUOlw+3txOVxr7\nAwB7Tvbc5P/ZdHUPMVZzh+2oNkIexr+whfx79uSPjfDQAvck5FWGGhlrtpiv4456eEcxtvSMccZ9\nd5ror5aDnyk0Xg48ZoUxvv3tFag8xP0c6/a5v2Me4G+3nHlWm6chnRZRP8IWRo0RL4VQY8QLa4xQ\nLkR4T8d7nwRjgiQDWusLc92HCkqvOlo3g+0bpL5uAbA4xu1QCOZ36S/GWpxhfouwLnwk6O5QAEqX\nTRBjRU3O9NXmM4YlEBv4rMNaOlI+98IkrSbyVQc5V109gwVIfj3VXOzRjw2XmpYS3d247/ZhUg2T\nTN6G4+P37uYVSpq+8kwox5V+9vd/KK9oNPgH8zBx3hTmj2yKjN65h/lDhNt+rPgIS3vmfZ7bWIdf\nV+F2ifJJhPd0fu99yu9LOcAESX6amfa4UQbbl41b/UprnV5UKG7tUEJw+owjjBEiXtNnTMkRk9aH\ny5+oP/f2bsZ9V22thL4BF7ire2QNFPUf6WtfaYQI4H+p1cd+MA/vv6GN/IHP1CMGirGxH8ir+Z17\nhKloJzCs80/issVycgTY97i1qHSz+wgd+0NDUV0A95y7ToxdfJC8elAuNG68XowNe0FefhoABnX8\nMejuhKb1A/IqbqX772feeb38M3rjUUPVYgOr90PmuCG20lSY+KtlaDjePLKMiLKVm1VsspPJIjGR\n+wJOsdUqqNi9z29a64Wh9YoykklVXUoYrfXPAMp+ueRlDgAopYoB7JL69i+l+ePWDhERERERUZxp\nrTcC+Cz1rfHep9w2vPeJAY4gyV+jAdwOoJ3Hdq3x51rdbkvBxK0dqiCvYcBxUzLcPPqx+Ppngz+m\nz6HSHx5xo2fbHWfc4/r8ttvON+5X+c78WD5xTW/5/1nncPO0XHuaYQTO+o3GffOlvouX9w+/yfX5\nY4KvvZm10QcOcX3+rCO8RhOb53BtuU6ahpSsz4Ae2+8OY/zyOaxbQUSUIKMBHAWgrVLK0tq9sJNS\nqh6AsqG6XD88BpggyV8jAVwL4GCllNJaS1eg3VNfX9Faz01AOxSw5m+ezXnxecRvjZHfv5WnenRq\nsRTN33jSb5dE62ZuRL2x7okgY3IkCyWPX2SIbhan9TzgkdCaO6OeGFMN5YL0quFq3z9bKTkCAMU7\n1/HV5vKR843xg+o1FWMz58lFiZdv8Te1CQBqNdmKmo+7XzPKyRGgxo6lqHqf+35eqYbm9Y8XYz8a\nFpKa9jdz4u7YGR08jlxx1oFyAWHPtSVNM+N7Rp9lS9IUmmz+bvqpMeKF9UUoCDaAUitZU2xiOcHG\nMR7AHXBGxncAMFXY7gw4sw9nAXjfbQOl1OkAngCwCkB3rfW3QXeW/sQESTJUFh6LtNa/K6WuBTAK\nwP1KqdPLZy6VUrsBuArA76mvsW+HiHIjm4KEuXBMPfebhQ/ujrgjGbDfvVWMWZ3NNUH82jZESvjE\n87Lg4dbuRS0v6eyvvb/Vu8a8galQRh5J2u91Ukw6ZLDnNt0+r/jqXpQdr8S71eGWiHpChUBrvUUp\n1Q/AuwDuUUodpbX+y+o5SqkGAG4DsBFAX2mUCYBH4dQpaQzgVgBnZ9iNCt9DUlyvhKi8LmmPOyil\nqpb/BXOjtX5aKVUHwD0AXldKXa21/gUAlFKd4CQr1gA4WWu9NCntUMUk7QJ333vNhQF/uD74Y/r9\nGUnTZzIRtyk0plEM2UzTkkaIeHnxWvNbXLcj5BpmXZ7fQYwde1MtTF3jvdpDeaYRImVaT3EvTmkq\nDFv6jvc0LUmLOnKBzZcfaiDGTu+6QIzN+bWJ8Zgn3GLOHEhTm0wr0RR5DHMYNVVerWfpd7WM+7Y0\nNy1aOKatGCuZI/95Ovqkpag0eIyvY3IKDRFRftFaT1ZK9YJzj/OBUuoyrfV/AEApdQiApwHUgnPv\nM8fQVHriZGsmx1ZKWQBOSnvqOKXUs1rrkgr9JwoQEyQxpJQaCuBUOJm+JgDSr8yPALBWKbUEwCYA\ntta6tdSW1vpBpdSbAPoBeEspVQnOhO6VcIZqPaq1lq+yY9oOEREREREFyUYpknb/HONJNgC01uOV\nUh8D6Avgn0qpWnDGKW4C8BaAEVrrZR7NXAbgKQDL4EzbcaWUGg2n3mNVAE0B1E4LnwXgZKXUUgBb\nACzWWp/g73+V35ggiafhqX9bAJQAKIWTCLFT2cAiOFOLKwMwVzkEoLX+CcD1qX++xa0dokJk+iS+\nTNNXnomgJ9n7osO1hqh5ZEA2XmkrT2npPjucKS1EczvJtULK7Dn5kQq367V0tW1vq3CbZUyjx5I2\nOpGIKFe01r8CuDP1z8/+kwBMymDTawFsx5/3kDbc7yGrwKsCegFjgiSGtNbrDDEbzglfAmeI1Yao\n+kUUhR9Wjs91F6icXNwIzVlrvukbOG6RGFu69kUxNuFgf1NapOkzmSj9SF6dZN2z5lrUdQ01Noos\n+VOz4/eSpyD9OkvOq6/dZr4smHgncPqsiieRTEm7ie3M9RqaV9+K02a512vwO/3rkzUjjPEwkw5x\nYvrdTtoKaHHC+iLxxBojlO+01mJVeJd7SBIwQUJEvtSoZl7WfePmXyLqSbi23iwvWVH5LK9Vq80r\nTITloyNvEGNHf3pvhD2hbFWt0kyM/bfjqRH25E/b73FfivuTN+X6JVd/v0KM3a7kmjFlSheMdQ80\n38Vz3zA8tb970uucdqYli01LxpjZ74VTn+SzowaJsXbTTg7lmEQUbzaStYoNUdCYICEiShCv6TOm\n5Ejc7KHkm+ab1ArUfka4KQYwDPI0mdLfXjYet2iHs7w7FyDrqJvF2NbH3JMNALDzxH8Z2939X08Z\n49Ioh/cPNi8xevYX8ghgKTmSjd3rmstO7fPMwWLMWrQQRS0M6+76ZBohIiVHvOzUfK3xnParZN7T\ngbcJALM6vIXDPr4/lLaJiIjiqijXHSAiIiIiIiIiyjWOICGiglD6i3m52aJdz4+oJ5SpkvvkgrSl\nm+Qq+8UXnyTGAODcpu7TFYYfvkTcZ6ee5ukRRWeba5TkS82KJPEqaJyLYsZt618qxjrU20mM3Tcy\njN4QEf2VDRuldrJWsbFjvooNJQ8TJETkS77UGPFSZVjwQ+LDlKQaI6bpBqbkiJeSp95B5dvGuMak\n5EiuNBgvTw/ZCO+pI34K6J52wvwK71Nm1LgWxnj/Oe4/31FHDxT32buLWJccALDwspnGeMu3g59i\nY3Lxf/ydQ6bkiJfr+hfj/l/cp0ZZvlsFp9AQERGVwwQJEVFISkb0M8aLrxkVUU+y88wBQzy36fuN\n9zYUnUJagcT+7onA2zy8vrm48szV7svxTjrEvCJPNvwsubtPg3M92/1u1TjX5+135To/AGB1dl/N\nKJNzj0sEUz6xfzDXg7L2ujiinhBREJggIaKCwCk0yVJ8nXn6wzfHXGuMtxHqkI77XS6waZzSs2C1\nsU+l2/1V/c/FjeJ3Mxsa4wcaYtIIES9tpnYVY5c2/8hz/1G/uh/XlBxpcmc7WPv4H7URtFt3b+R7\n+ddCSngRUW5xFRsqdCzSSkREREREREQFjyNIiIgo75imOvj9FD+MqRwmzesfb4yfU7+9GLv756N8\nH3d9X7mmx4+6kRjb96DlYqzyA/5ryuSTkuHmZZKLr382op78abww3KrH3yPuSBZubeU+3afMXT+b\npwsRURkbNpJVpBUs0koBY4KEiCgkSakx4iWO9UVatVwhxqb+dxdfbZqm0HgmRw7cI1bTOW5q9TGG\nz3O/8d3vA3m/jf3CuUHfNvAZVBvxnGvssEbTfLcb1s9cqjHiZYfqm8VY2y6r/HbH91Qsqb5IGSk5\nAgAv3mLhnC/vrPAxWV+ECg1rjBDlFyZIiIjIaHUv7/ot9Z83L6NcUXs0PMsYn31KtUCPF4RP21/v\n+vxzv9Q07vfE4nitrBOW19pJn+IXR9oPypxpxEvUo11Kn77CEG0aWT8y4bXENJCbZaaJiMgbEyRE\nRJQ4dUbLSwR3C+F4D5+5zBhv2+CPwI+5aPX7gbcJOKM5JF/80My477EzHxZjl+ob5f122CbG6lcp\nwemzzFMkkuLQj5K1bK5phIjXdKA4uePG31F00aO57gZR4tkAShNWpJUTbChoTJAQUcG7WZlvzobp\n5Mxft8dcZYxbfeQb3DCUPHCRMV488OnAj7n1JrmGBgBUuds9uWK/YFoZp14WPTLzs3xrvnlyf3l1\nIQC45D/uo2z+ffQg435SwsKePMSzT1Yn723iwGuFm6jPoZXnXOC5TcPxoyPoCRERUcUxQUJEREZB\nT5/JxI8rX478mCZX3bIGVs8HxXi/ZuYbfGmZ2lws3yrVAgGA9h792YoTA7/h9kqOUG7komCsSZJG\niHD6DBFRcjFBQkREREREVPBs2AmbYsNJNhQ0JkiICpzufJkxrt59PKKe5J/tQ/uIsY3afAFiqrFB\n2ZFGbRRF241Q5WLaxcR28tLKAHDaLH/LK8dN3Ka0eNl2m1xk+eBHzQVy/7MqXqNICsGM9tcZ40dM\nvy+inhARFSYmSIio4CWpxoiXqGuMeAmjxogXqcYIYL65Le1xiu+bW2kKjZe43Uznoj8TF8lL45a5\nRHj+kEd29XXMGqd418DYtHmIr7ajVqn4eDG29daeEfbEwfoiRESUZEyQUMHyKswJ5NeNc6Gb36W/\nMd7y7ZER9YSCcFL9m4zxd1bfHVFPHH4Lw9asroz7bdik5WPeLB+zeKh5BRJ7kvvP7+LLzMsn/7xB\nXq3nqt2rGvfNBcuq7Pp8tao7ee57onCOvb3yBON+f1x8nuvzNbvs7HlMq1u05y0RUXm2XZLrLhDl\nFBMkRAWOU2jCU2nwGDFWJ7puUJq4jdgIi/XMBDnWJJyzr1vv5b72e+3cxb6Pae1/uRwTkiMAsHnL\nEti2vPSwlBwBgKKvvhZjG578QoyFxfT/+OjIG4z7bof/nz2Fg1NoiIhyK5+mXBMRERERERER+cIR\nJEREObDszL7GeJMJ0S4T2b/5ncb4yEW3RdQTh9cn3175/Xv3cv//7FDNXBz3/K+HeBw3WvbHw3Ld\nhVgzjfQgSqKkFQGmfGOjlKvYUIFjgoQKFuuLFBbWGMkvl+0hJ0j+uzb6WhimwrAmphojXsmRyifu\nBeuomyt8zGb1jxVjw1q0N+77+CXyNJqS1UDl28ZUuD/7vrDac5tfHq1wszih3iC857MWjd/9aj3l\na7fQHP3pvcb4dxH1g4iIKCmYICEiCslNSh6VcU2bCDtCWbPHXOW5TdxWEMonckHaZsb9She/4Pr8\naft7pwYmrQp2WeJX2non5bvP9i4eXhE9m3ivrvTCsjsCPWbJ5sme2xRX6+S+79o3zfvV7eqrT0RE\nRJligoSIKAdGfNkCd+top62YDD/xp1x34S+8Pvke2FJOPj24wHyTaSpqGSd+RodkYvHEjubjdrhF\njB1V71rjvh/7OKX1XebVXbb/ulGMPfk3efRJ85FHVbwzRDnGKTSUSzYAG8laxYYTbChoLNJKRERE\nRERERAWPI0iIiCgrJSP6GePF14yqcJteRWyBFhVuM2zVq8l92rR5QYXbKx3Z33Obov7xqq0jngsD\nzhX3sULqS7ZeaCNPT+n5ZbDTUsp80cF9hM6B750o7lM0dbqhRe/PwUoeuliMFQ+IV1GVLdedJ8aq\n3vdchD0hIqJ8xQQJEVFI4jSFxsvmdZWN8doR9SNTD8yXf7YPIPif+8bPzYVEGz37ceDHDEvpYe2M\n8WJD7OM1D4oxr0SZxO7fwzitoIphX79pskmrzHFTcsQvr/oiUnIkGy+tHGGMb32wR+DHRBXTK2Zm\nqjFiSo4QUUBsG7adsFVsbE6yoWAxQUJERHll62CpoCdw98u7i7EbuvwYRndCdW5T+UZ+3O/hjHIg\nIiIiyldMkBARERq/9Kzvff1MofFss1K8PsEqrgpUGyEP4d942IDAj3n7AzsZ4/PWb/fV7rSOU43x\nY2e4rzDiJYzzIFe25+ADyYOnyaNzjDrLr1dJSbCr4mQirCKjnEJDRERRYIKEiIiIiIiIUIp4fUBB\nFDUmSIgoMa7aRV7aFQAeXuiv9sQ3Ha82xg/48B++2g2D/fZgY3z/8xYb43NWjQmwN5Sp19rdKsZO\nnxX9p/xxkkltibiNHlh+9oViLJvRWEEr2TzZc5viav5GDFG8PHPAEM9t+n7jvQ0Fy355kDFunXV/\nRD0hokwxQUJERLHzwOe7GePDDLEqQ8eKscF3TjPs2d739ACr90NizJQcMRnQdp4xvvPEKcb4OLjX\nIGlaY6Ov/hSS3l/J9VtMyREiIiJKNiZIiIgoNJMOMY946fb50MCP+UpbOSFx2ufHBn68fDP9b9cb\n4+0/GR5RT7xtv0dOVljXy8V6iya9Z2zXbre/7z5RspSsnmSMF9fvFlFPiOLAhm2X5LoTFcRVbChY\nTJAQUWL4nULjJU5TaLxYXcwJhTkey5cmxTDtb9SFl8+OfscYP3J6h8CP6XcKTaMXRxvjXRv5+31o\nPUUe7eKVHAnDG1N39dzmzAj6kamGDxyHop175robGeH0mcLB6TPxxCk0RMnDBAkREREREVGBswHY\nCSvSyvEjFDQmSIgoL5SUTvPcJqzlJ4PmVYjVaxRJITAX1q0dWT+SyFTMcY8MfnRdG9wixt5c9XfX\n5+3p93g3TIHzel8s+vhTY9zqIL/WSTH6wCHGeO+pB0XTESIiSgQmSIiIKDRh1Bjxsnud9YmaNuXX\nhBXmVZ38+HF9DeNQfVNyxK/uI2rAan+jr30r3ehvxRi72gfGuDXne1idC3t1oUIx9pivcMHXQ3Ld\nDSIiigkmSIiI8sjYg243xk2rcxSCF9rIP59zhhcb97WO81fzY9OV8jK2VYacbty3uOFpYmz/BubV\nVP6zKvrlZn874yLX55te3SringCLTrlEjO3cv0kox7Ssysa4bW8TY16jPZIyAo6Iks22kzXFhiho\nTJAQUV7Ip5sHTqHxNuW3Bsb4ARH1I4myKeYoTaEB5OQIAIy7apOx3V5f+e6SL4tHLkPzN56M9qA5\nsPGSZ4zxD79pYYx3+zzI3uQGR4cQEVFFFOW6A0REREREREREucYRJEQ+/NOj6Nv5/MSKPGQzFD8M\nK8+5wBhvON685Gyh++74q8TYrntF2JGQre/b2xCtElk/gmAu9Csv/73xCnnKlJdV5/YRY3Wfk2Mm\npveSdRf18NUmERUqO3Gr2ABW6h9RMJggISLKI4VSY2Tgd/7qgfT8Uv75/Hzi5cZ9Wx3n65BY/5uc\nOGj83+/NOx8l1yD5aoUpWRG9b36V63o0rroNJ3w2LMLewDiFxis54teGy3ugxqPPucZMyREAWHve\nGDQYNybQ/kzzmEJTBKBrDgopExERxRUTJER54LymQ4zx5343xyl/sNAjZWPLdV6jI/x/Sle1SjP5\nuFt/9d1uPil9RC4sW3RltDVTvj7mGmP8wKkjIuoJERFRdJggIfKBU2goW1FPofHCKTTAwnW1jXHT\nOiz7vP+wGCvV8s/WBlCkzNObJLlIdlVpYKPqfe4jJJobphkd9NGrYXXJl2yWgZZGiHjxGh1iSo6Y\nxO29hIiSLXmr2JhXoCOqKBZpJSIiIiIiIqKCxxEkREREGdg62Fzzo8rQsRH1xLG428XG+M6Tnoqo\nJ8ljT7jOGC89o4sxLo3esSfeaNzPOu0eYzxoXlPugOBHItlvD/bchkuZExFRXDFBQpQHWGOEyrDG\niH8dZ8g3r17JERO/U2hyQZo+kwnTNKONpaf7brdQPPKEXKMFAAZcGVFHUlhjhKgQ2QmcYlMErmJD\nQWKChIiICsamK+UipCVb5P2qNEnexZfufJnr8/PX1jXud+yMu8Pojm8sPExERERRYYKEiIjIw7uT\nd/HcplvEswZMU2ik5EiuxC2JYZ15nzHut+RfNlNo2tP0GQAAIABJREFUBvzX39LVJrn4uXP6DBER\nJRkTJERElDilI/uLscNvlm9vp/UKozdmq87tI8ZaTJxp3Hf9xrkB9yb/LDmtn+vzbaf9ZN5v9bQQ\neuOfZVU2xrlaDRGFzQZQimRNsbFz3QHKO0yQEBFRwejwfF38e/WjFd6vWwh9CZN693E5FmE/glA0\n9jUxtnTSpgh7QkRERPmOy/wSERERERERUcHjCBIiohz4puPVxvgBH/4jop54++UkeTpLmV3fGRlB\nT4iIiCg0NpK3ig3n2FDAmCAhIqLEKeovJ2T+7Z3PidT6ddXE2LfHHoMWbz4RYW+Sx+ojLx+8Ux95\nvyXBdyVUrDFCRESUe0yQEBElSOkv//TcpmjX8yPoSW6d2/R2Y3zc73e4Pl+6bIJxv6ImZ/ruU9Tu\n3etOY/yGH4JfFeX4ejcY4++vuTfwYxIljdfS1ED8VnYiIiIHEyRERDkQpyk0Xjh9JjscIUJERMlg\nw7ZLct2JCuIcGwoWi7QSERERERERUcHjCBIiIgrN/fuYp4EM+i74aSBhmHX0QGN8zdYqxvjxM+8O\nsjsZWXdBbzFWZ/TYCHtCANCiwUme2yxY9U4EPaGkWnJaP2N8p4mjIuoJEVH+YoKEiChBCqG+SCak\nGiNeklRjxIupxogpOZIN1hgh8sb6IpRkNhK2ig1RwJggISKixFnQ9VJjPB/qftyxx12e29z+460R\n9ITSbRpwnjFe/aHnIuoJERERBY0JEiIiCk1SptB4affRA8b4U/v7G9ESFk6hiR9On6FscQoNEVH4\nmCAhIiIiIiIqcDZs2HayptjYXMWGAsYECRERZeWfBw4RY72mtzPuW1y7i+vzJaXTsuiRP5uvkadO\nvDl9V4+9i4PtTIa2DpZrjVQZWvFRJKWPmacuAUDR5cFOX+rZ5HZj/B9HLxZjtZpuNe5b49HkTHfp\n2uAWY/zNVX+PqCdERESFiwkSIiJKnLjVGKlfpQRnzjav2FNRtw741RjfvnRjoMejzLDGCBHls6SN\nICEKGhMkRAXO65N6VuMvDNvvudAYr3TjsxH1hPLRC23Mo0SIAOD7Tlca43tPfiSinhARUaFigoSI\niLJy/tdDAm8zF4m5aiPkkQG5WBzYayrLV0cPMsYPDeGYYbj/yCXG+PbtRQVRnJJTaIiIiHKPCRIi\nIiIiIqKCZ8NG0qbYsEgrBYsJEiKiPLKixwXGeKMXR0fUE8q1Qbu610S5b7S5oKzVwVwstKLHA4A2\n9X016SkXUwTX9D7fGK839p+BH9PEsiob47a9LaKexJPXzwfgz8iE03CJqNAwQUJU4HhxQwBrjCTR\noR/dL8ZMyYpc+HJ1Me7/5bZcd4NijjVGiIgo15ggIcoDn7a/3hg/cvrwiHpCSZVPnxIuOuUSY7z5\nG0+6Pr/pSnmZXwCo/ohco8Qec5VxX6vPw8a4m0yWOk7S61IoTAVpe355R4Q9ISKqOK5iQ4WOCRIi\nojxS/wXz8H8qDLkYrZGLY+YiQWSaQpOL1Xo4PcRs6x3n5roLicYkLBEVmqJcd4CIiIiIiIiIKNc4\ngoSIiChkpuky2XxCO7fTlWJsTx/1HE6qf5Mxfljj6sb4bT+yzojJ2Y3NP5+XlserdgwRFRg7gVNs\nuIgNBYwJEqI8wBojVMbvzXY+DaOWaox4MdUY8WKqMZJJLRE3Xq+JKTlCuWGqMeKVHKFwVL5tTK67\nQERECcIECRFRSP642Fz0s9ZT/m/Ik2J+l/7GeMu3R0bUE8ol01Krpc9d7r1/r38E2Z3EmdDWnFw5\nc3a0I0+u2MV8vEcXRpsMiluRaRZYJiJKLiZIiIiIQhTWjZCfKTRe3ll9tzFu//uBwI9ZKDh9hoji\nzwaQsCk2nGNDAWORViIiIiIiIiIqeBxBQkSUIzfsJn+ifO+8wqhX8OUx14qxNlMfjLAnZmt6ey+f\nbFr+leLFfnmQ5zbWWfdH0BMiIiKKEyZIiIhCYqoxYkqO5BNTjRFTcoTiyTp0oK/9Sr9/zNzuXhf7\nardQRF1jxEvUNUa8xK2eR9z6Q5QpG8lbxYYTbChoTJAQEVEsbbhMLnJb8/H8L3Ablp9PNBdFbfWe\nOZkRBnuKnAAo7XiUcV/ejEYvrKKopQvGGuNFLXr7apeIiChTTJAQEeVAoUyhMTFNoTElR3KB02ey\nYxohYkqOhIXTZ4iIiMgNEyREREREREQFz4bNVWyowDFBQkRE5GFupyuN8VbvnWGMcxoIZcNrRBWn\nnBEREQWDCRIiIood3vCFJxc1Rkys48zTzYoj6gdlLqyEH2uMEBFRrjFBQkRElGf6NbvDGB/16+0R\n9YSIiJIkaavYEAWNCRIiIiIPe05+JNddoALGEVVERETRYIKEiIgSx/70XmPcOvKGiHpCSXR8PfP5\n0bBKNTE2YcV9Ymz7BHOtGusM83lLREREucUECRERUZ7hFBoiIqo4G0BJrjtRQVzFhoJVlOsOEBER\nERERERHlGkeQEBFRaEqXTTDGi5qcGVFPcufy5nca448tMq/ikhT25CFibOnIX4377jRxVMC9oTCN\n3M9cBLj/nGhHMG28wrwMco1HWcOFKFMs0kqFjgkSIiJKHNYYoWy8v8Z/LZAXYU4OEBERUXIxQUJE\nBc+yKhvjtr3N9fndGnTzbHveqkm++kRUsv5tz22Ka3eJoCdEREREhYEJEiIiCk0hTKHxki9TaLxY\nnYaIsZ06RdcPCl/UU2i8cAoNUZA4xYYKG4u0EiWAUgpKqVx3gxKM5xBli+cQZYvnEGWL5xARhY0j\nSIiIiDzY3z7uuY3V+rIIehKuAS0MBWUTdsWwpvf5xni9sf8UY8vO7Gvct8mEZ1yftz811zZh7Rwi\nIqJ4S9jlDhFR8KQaI15YX4TCxPoiREQULRtI3Co2dq47QHmGCRIiIiKKrbCWSbbncmlhIiIi+ism\nSPKYUmo/APW11h97bLcngEZa6089ttsZwKUAOgKoC2ALgHkAxmutX61AvwJph4goKm9duMRzm66f\nR9CRkD20QE42vKXkKSlxZJpC45UcaTz0MFh79qvwMTmFhoiIylNKNQBwCYATADQBsBXAQgCvAxir\ntd6ew+5ROUyQJIhSqjOAJVrrbzLc5VQAdyqlPgYwFsB0AIvglKfeAcChAM5KbXe6x7F7AHgGwIcA\nLtFaz1FK1QJwDoCRSqmLAJyjtV4TRTtERERERBQsm1NWAqWU6gjgZQBzAVwHYCaAqgC6AhgO4FKl\n1Bla60UBH/N8AApAYwCbAMwB8DaAV5iQMWOCJAGUUsUABgC4D8AdADJNkBSnvh6V+ufGBnCd1voN\nw/G7ABgHJ8vZXWttA4DW+g8Ao5RS0wDMBjBZKXWM1npDmO0QERFgTzFPPbGOi3Z54ePrmUdPvL/G\nXMA035U+6V3Et+gS72LARESUDEqpNgDegpOc6KC1Lit6txnAhLR7n2lKqSO11r9lebyqAEbDub8b\nqrX+PvX8gQCGAhgP4C6l1Lla6zwY9xoOJkhiSilVCUArAJ3gTEfZOxUKcmnmFQD6eiRHagF4OvXt\nwLKkRjqt9U9KqfsA3AVgCJzsaCjtEBHlQtfPh+a6CwXryz+WB96mn+kzREREmVJKFcFJVlQHMCgt\nOfI/WuvlSqlbADwH4BEAZ2ZxPAvAKwDmaK1vLnecr5VSXeGMZOkOYLpS6iSt9Qd+j5fPmCCJIaXU\n6wBaAlgN4Cs4vzB+P1aaA0AD2A9AAwAbAfwXTjZzrNZ6rcf+F8OZjvOp1nq+YbsX4CQ2Biil7tNa\nLwupHSJKkJLSacZ4cVGHKLqRteVnX+i5TeOXno2gJxQFe/o9xrjV/saIekJEFLWkrWITW6cC2B/A\nr1rr6YbtXoXzIXJ3pdRBWuuvfB7vMgA1ANziFtRa20qp/nDqoNSGM4JlD631Cp/Hy1tMkMSQ1vrU\n9O+VUi2zaO5LrXWfLPYv2/cz00Za63lKqRUAGgHoCeAfIbVDRESIfgqNl7Cm0Mxc/Ugo7UbN2n/X\nXHeBiIii0yf11eveZ5NSag6AtnDqhlQ4QZIarXILgF5uo/TTjrVCKTUBwIUA6gO4GsDgih4v3wU5\nXYPyTGq1mf1S3/6SwS4LU19PCKMdIiIiIiKiOFNKVQZwfOrbKO59DgawI4C3lVLjUwkTSfpolq4+\nj5fXOIKETA5Le7wyg+3LtjlMKWWlZTCDaoeIcuCqXczFQAHg4YXRjmbIl6k7REREsWHbzr8kiWd/\nDwBQLfW4Ivc+eyqlGmitV1XweGVDFKsB6AHgnwDeE7ZdmvZ4twoepyAwQUIme6U9/iOD7cu2qQeg\nKYCySsxBtUNECZMviQrWFyksYdQYsQ5n3XEiogLh997HArAHPKbluCifUDFljeqmPS4WtypgTJCQ\nSfO0x5sz2H5T2uMW+DOxEVQ7RERE/1OzujLGN2zSEfWEksqrADOTo0TkQ7b3PhVNkHwA4CUA3QBM\nAPC+Ydv0glhzK3icgsAESQFQStUHcDmAzgDqAKgKp0T12wDu11ovFXZtnPZ4awaH2i7sG1Q7RJQD\nUU+fyUS+jEwhIiKKCxuAbRx8ED8x7W2k9z6pcgQ9Mtz85LTHr1T0WIWACZL8dwCANwA8CmCE1noD\nACil2sJZVqqfUqqn1votl32rpz3O5P2nRNg3qHbctPz+++9x4IEHZtCsu9atW/veNyq1a9cGAPTq\n1SvHPaGk4jlE2YrjOdRyt9rGeJz6SvE8h7YvWmCMV4pRXyme51AYfvnlFwBoGfVxq1evhr322j3q\nw6Jq1Sq+9y0ujuUskTDvfXxTSu0G4MjUtxsAPBHWsZKMCZL8tgnA7wC6a63/Mv9Naz1bKXU6gM8B\nTFRKnai1/qDc/unvVpn8cqdvUy3tcVDtuFln23aDDNoU/fDDD19ms38UKlVyflV/+OGHHPeEkorn\nEGUrjudQ9ermy5g49ZXieQ55SlJfC0AizyF/WgJYF/ExfygqKkLNmjUiPiywffv2Nn73LSkpQaVK\nleJ2QoR575ONv8OpcwIA12qtMykgW3CYIMlvw7XW90pBrfUXSqkpADoBeF4p1apshEnKtrTHmSwJ\nnZ7CTR9OFlQ7/8/s2bN3NcWJiIiIiMhs9uzZ5+a6D3kktHsfv5RSR+HPaTgPaK2fCuM4+SCTF4wS\nKsPlcaelvu4AoF+5WHrBoEzGr6Vvk16QKKh2iIiIiIiI4ixW9z5KqcYAnk99+6jWelDQx8gnTJBQ\neon/U8vF1qQ9rppBW+lDwlaH0A4REREREVGcxebeRylVDOBFOCvr3K+1vjLI9vMRp9hkQCn1LICD\nAGwJuOnKAGZqra8IslGlVBU4VYmPAfC01voaw+Zr0x7vWy6WXrkskwmJ6UWFFoXQDhERERERUYVF\neE8Xp3ufkXDuCa/XWt8XcNt5iQmSDGitL8x1HyqoE4CuqcdXK6We1FpLxYvS58jVKRdLH11SN4Pj\nlhVL3QJgcQjtEBERERERVViE93R+733K75sVpdQQAL0B9NRavxhUu/mOU2zyU0WWh0rfdnm52My0\nx40yaKts3e6vtNbpiZeg2iEiIiIiIoqzL/BnsdWK3Pv8prVeGEQHlFIXAbgawPFSckQptX8Qx8o3\nHEGSn+YBKIVT5GeMYfQIAOyU9vjz9IDW+mel1EIAuwAwrhaTmt+2S+rbKWG0Q5lRSu0M4FIAHeFk\nrbfAOSfGa61fjbodIiIiIj94TUNJpLXeqJT6DMBR8Lj3SSnbJpB7H6XUyXCW9D1Oaz1b2KYagNcB\n7BbEMfMJEyT56SsAvwI4UmvtNY9tv7THz7vERwO4HUA7j3Za4881v8Nsp2AopToDWKK1/qYC+/QA\n8AyADwFcorWeo5SqBeAcACNT2eRztNZromiH4kEptQuA/bXWb3ls1wxAa631vzy2awDgEgAnAGgC\n51OShXD+0I7VWm8PpOMUC3y9yU2Q7ys8xwpDRa9reE1DCTcaToKkrVLKklYXVUrVw59JiueyPahS\n6jAAj8AZOfIfw6YHAfgp2+PlI06xyUNa61IADwG40bSdUqoSgG6pb6dprV9z2WwkgPUADlZKKUNz\n3VNfX9Fazw2xnbynlCpWSl0L4C38+fpksl8XAOMAvAfgFK31HADQWv+htR4F4EgARwCYrJSqGXY7\nFCtHA3hTKfWlUupKpdR+SqmaSqnKSqlmSqlTlFKjAfwMYE9TQ0qpjgB+BHAygJvhFHc+DM4f9VsB\nzFBKNQ/1f0OR4etNBoG8r/Acy39+rmt4TUN5YDycRG9jAB0M250BwAIwC8D7bhsopU5XSi1TSv2g\nlGotNaSU2gPAkwA6eyRHAOd38XuPbQqSZduuySyKEaXU7nAuHgBgmNb6lgz2qQTgYzhTbJ4StrkX\nwPUA5gL4m9Z6hbDdRQBGwfkk5/TyGVCl1G5wRq1sAnCQ1nppmO3ko9Tr1QpOgd1LAeydCt2htR6S\nwf614GSBmwBQWuv5wnaDAdwFZ5mv68Jqh+JFKdUHzicZXh7WWg8wtNMGwCcA5sB5z9hWLt4YwGwA\n2+GMYPvNb58p9/h6k0kQ7ys8x/JXNtc1vKahfKGU6gTgXTjvY0dprbeUizeAc+/TCMBhZQk8l3aW\nANgx9e3LWuuzXbbZAcAMALUArBK6ZMFZcacegPpwRlS53icWMo4gSYYuaY87KKU819NODUc9GcAF\nSqmHU0NcAQBKqR2VUk/ASY68AeBwKTmSautpAANT/XhdKfW/uXSpX/ypcNb7Pt6U1AiqnXyjlHod\nzhvnSAAt4QyLq6iLAewAZ4mx+YbtXkh9HaCUahJiO5QsGwBc7JEcKYJzM1QdwCC3Aspa6+UAboEz\nVNTPeUwxwdebAmB8X+E5lr8CuK7hNQ3lBa31ZAC94IyM+0ClFUVVSh0CYBqchMbJUnIkJf1D5a3l\ng0qp6gDegVPLpDGcUXtu//ZIbVM/tStHkLhgDZIYUkoNBXAqnAxfEzhZvjJHAFibyiRuAmBrrV2H\nWmmtVyml2gPoB+BlpVRtOPU9igF8CqCD1vqjTPqktX5QKfVmqq23Up8MVAGwEsATAB7VWq+Pqp18\norU+Nf17pVRLH830SX39zONY85RSK+BkqnsC+EdI7VD8LIDzuh4E53XbCmdk2nsAntVa/+6x/6kA\n9gfwq9Z6umG7VwE8DaC7UuogrfVXWfeccoGvN2Uim/cVnmN5KoDrmj6pr7ymocTTWo9XSn0MoC+A\nf6ZGNllw7uPeAjBCa73Mo5nLADwFYBmAO1zip8J5H64oJkhcMEEST8NT/7YAKIGzIo2ttbaVUhac\nkT/FcBIoNUwNpUaSjEz9y4rW+ic4o06uj0M75FBOZfayYru/ZLDLQjgXAScg7SIgqHYotuZrrXtk\nsX+f1FevC81NSqk5ANoCOB/O0FFKnj6pr3y9ySSb95U+qa88x+h/eE1D+Uhr/SuAO1P//Ow/CcAk\nQ3w8nJonFAAmSGJIa73OELPhJE1K4HxSsyGqflFsHZb2eGUG25dtc1i5qtpBtUN5RilVGcDxqW8z\nvdBsC+dCkxKGrzeFjecYGfCahohyijVIiJJvr7THf2Swfdk29QA0DaEdyj8HAKiWelyRC809UwXI\nKFn4elPYeI6RhNc0RJRTTJAQJV/68oebM9h+U9rjFiG0Q/nH74WmBacgGCULX28KG88xkvCahohy\nigkSouRrnPb4/1W2drFd2Deodij/8EKzsPD1prDxHCMJr2mIKKdYg4Qo+aqnPc5kzmyJsG9Q7VBM\nKaVqALgIwGlwitGVrWo1BcCDWusfhV15oVlY+HpTxny+r/AcIwmvaYgopziChCj5qqQ9zuQiIH2b\nammPg2qH4mlnOEtvbgZwutZ6P631ngBOglPMbo5S6mJhX15oFha+3pQpv+8rPMdIwmsaIsopJkiI\nkm9b2uNMfqeL0x6nf3IXVDsUP5sArAVwltb6Ka316rJA6tPdk+G8/k8qpc532Z8XmoWFrzdlIpv3\nFZ5jJOE1DRHlFBMkRMmXPje7WNzKfZv0ud9BtUMxo7V+CUBbrfVvQnwxgHGpbx9XSjUvtwkvNAsL\nX2/ylOX7Cs8xkvCahohyigkSouRbk/a4agbbp3/6tjrtcVDtUAxprb0+pZ2W+loDwMByMV5oFha+\n3pSRLN5XeI6RhNc0RJRTLNJKVI5S6lkABwHYEnDTlQHM1FpfEXC7C9Ie18hg+/T524tCaIeSSac9\n7gbg6rTveaFZWPh6U1Ck9xWeYyThNQ0R5RQTJETlaK0vzHUfKij9ArRuBts3SH3dAmBxCO2QhyiT\ncEqpUQB6AHgHwDla61Jh37Vpj1sqpWpqrTekvueFZmHh601GAbyv8BwjCa9piCinmCAhSr6ZaY8b\nZbB92RKJX2mt0+eBB9UOeYgqCaeUag1n+U0AOAvAaDgrTrgp/xrWAVCWIPF7oVl+X0oGvt4kCuh9\nhecYSXhNQ0Q5xRokRAmntf4ZwMLUt7uatlVKFQPYJfXtlDDaoVipyHKY5ZfdXJn2/Rf4szBiRS40\nf9NaLzRuSXHE15tMgnhf4TlGrnhNQ0S5xgQJUX4YnfrazmO71vhzecXnQ2yH4uEXODclmwC8DuB9\nw7Y7pT3+Wmv9v5UitNYbAXyW+tZ4oVluG15oJhBfb/KQ9fsKzzHywGsaIsoZJkiI8sNIAOsBHKyU\nUobtuqe+vqK1nhtiOxQDWusVAGYB6Ki1Pk1rXWLYfL+0x6YLzbZKKUtqRClVD8BuqW+fq0h/KVb4\nepOrAN9XeI6RhNc0RJQzTJAQxU9l4bFIa/07gGsBWADud7vYVErtBuAqAL+nvobWDsXKcACDTTcg\nKWUXiHMBPOYSHw9nuHJjAB0M7ZwB5/yZBfMnyxRvfL3JJIj3FZ5jhaNC1zW8piGiXGKChCh+uqQ9\n7qCUymQJRGitnwYwMLX/60qp/w1bVkp1AjAVztKKx2utl4bdDsWD1vpVABsBDJW2UUr1B3A4nAvE\nk7XW/291ndRz/QCUArjH7bxUSjUAcFvqeH211nYg/wmKHF9vMgnifYXnWEGp8HUNr2mIKFcs2+bf\nGqJcUkoNBXAqnE9VmgCoV26TLQCWwJnvbWutW3u0tzuci84ucFaqqgKnMN6rAB7VWq/PsF+BtEO5\np5SqBmACnKHGt2utf0o9Xw/OhePNcCr+n6O1Ni6hqZQ6B8AoAF8DuExr/Z/U84cAeBpAMwDdtdZT\nQ/rvUIT4epMkqPcVnmP5J8jrGl7TEFHUmCAhyjGlVJ3Uwy0ASuB8mmZrre3UcNAiAMVwLjRqaK2X\n56anlHSpG5G+AJrizwvELwCM01pPqkA7zVLtnAagFpzhy5sAvAVghNZ6WcBdpxzi600mQbyv8BzL\nL7yuIaIkY4KEiIiIiIiIiAoea5AQERERERERUcFjgoSIiIiIiIiICh4TJERERERERERU8JggISIi\nIiIiIqKCxwQJERERERERERU8JkiIiIiIiIiIqOAxQUJEREREREREBY8JEiIiIiIiIiIqeEyQEBER\nEREREVHBY4KEiIiIiIiIiAoeEyREREREREREVPCYICEiIiIiIiKigscECREREREREREVPCZIiIiI\niIiIiKjgMUFCRERERERERAWPCRIiIiKiiFiWdZxlWSsty2qW674QERHRX1XKdQeIiIiI8pVlWRaA\nJgD+BqA3gFNSoco56xQRERG5YoKEiIiIKASWZXUE8DSAtQC+BaBz2yMiIiIysWzbznUfiIiIiPKe\nZVkdAExNfburbdvzc9cbIiIiKo81SIiIiHLIsqwelmWtEP51zXX/KHcsy6pjODceyXX/iIiI8g2n\n2BAREeVWNQANU48nALg2LbYy+u5QjKwHcGDa92cCeDD1uHb03SEiIspvTJAQERHFx0bbthdnurFl\nWcW2bZeE2SHKHduZB/2/88GyrNU57A4REVHeY4KEiIgo5izL+juAVnBGmpT9awTgZQB9ctczIiIi\novzBBAkREVH8nQugRa47QURERJTPWKSViIgo/nYDUBfASXDqUhARERFRwJggISIiijnbtktt215n\n2/a7AF7NdX+IiIiI8hETJERERMmScRFXIiIiIsocEyRERETJwlVriIiIiELAIq1ERERUkCzLag/g\nn8j+A6PtAE63bfs/2feKiIiIcoUJEiIiIipItm1Ph1MAl4iIiIhTbIiIiIiIiIiImCAhIiIiIiIi\nooLHBAkRERHlLcuyrFz3gYiIiJKBCRIiIkoMy7J2tizrOcuylluWtdGyrH9ZlrW/YXvLsqwHLcta\na1nWO5ZlFUTtLcuyii3LqmT4V5S27aWWZT1jWdYky7I+tSxrrmVZKy3Lejxtm1qWZd1kWdY3lmVt\nsSxrm2VZCyzLesGyrCNcjm9ZltXLsqyplmWtS22/xLKsty3L6hHQ/1FZlnW3ZVkzLctaYVlWSep1\nnmJZ1lmpbW4H8HYQxyMiIqL8xwQJERElgmVZuwH4AkAxgLMAXAugE4DplmXtKex2PoBrANQB0BlA\nlwi6GgcfANhm+Hdb2rY9AFwI4BQARwDYA0ADpK4RLMvaG8B/ARwN4AEAxwLoDuAnAOcA+NSyrJvK\nGrMsqw6AKQBuAvA6gG4ATgTwGpzXYHwqGeMrWZVKvtwDYG6q7XcB9APQHsDZAD4DMNKyrDkAhgCo\n4ec4QbMsqymc87bMuZZl1ctVf4iIiOj/K4hP0oiIKNlS0yTGAxhv2/bVqedmABgJJ/kxGMB5LruW\nH13yNwCTQuxqXFwPYCyA9MTRrwBeBPApgNlpz/cEUB/AAQAeA/C/m3bLsvaBk+y4wbbt59IPYFnW\nOwC+hZNQGWZZ1r/hJCemAvg3gBNt296WtssHlmVVgZPMOAXArQBu9/F/GwFgAIA7AQyxbdsuF38v\nNfplio+2A2VZ1s5wfha1U//SDQUw1LKsNQA22La9c9T9IyIior/iCBIiIkqCngB2BnBD2nNN0h63\nFfYbCWBj2vd1A+5XLNm2/TmAT1LfboLzc1Ndj0/MAAAJA0lEQVS2bQ+ybXuibduL0rZdYtv2f23b\nfgHAE2nNWABGA7infHIktd82AC+nPTUQzoiN+QAuL5ccKfNC2uPLKzqKxLIsBeAqAEsB3OGSHCnr\n2xI4I2Nc41GxbXuxbdvNbNuuY9u2Jfyrz+QIERFRPDBBQkREsZYaPXIXgOG2bW9JCx2Z9niD2762\nbf8E54a6zLrgexg//9fevcbYVVUBHP8vFLCAvIrII8hDNMaqCAZsoBSlEFEanuWhEdMWRSGIRo0I\nRhEhhuADUKQmPAQ1wYAoBFR8QIFWJAoWqqBEKRQ0UChCgIIPwvLDPpOeDvfOvePMnTt3zv+XNHef\nfdfZd2WmX+6afdaOiDcCR1GKFXtn5vCfXTsrauMjKEWSb40Qv7Q2ngOcAJzUrnAB3F4bTwf26CKn\nujlVTg9l5ksjBWbmcspuGUmSpK5YIJEkTXb7AtsDlw2br/cTWdzu5sy8lNK7BOCRdnFTRUTMoPQg\neQCYmZl3j+L2+q6PrYDzRyh2ADxeG28IXJWZq9oFZ+Z/WLdIte0ochvKCWBGRHSzG+iuziGSJEmF\nBRJJ0mR3LHBzZj47NBERGwGH1WJ+0GGN66vXP49zbpNKROwDLKE0UN1vpGJFFxL4RYeYp4dd39jF\nuvV7Rtuk9O/V66bAdRHxug7xtwG3jvIzJElSQ9mkVZI02f0JuGbY3OHAJtV4eWbe02GNJ6rXZeOZ\n2GQSEYdQmrDeBhza5SM1I3kqM5/sEDN8d8lfu1i3fk+MLiV+TumpMo1yqs5fIuIq4AbgbuCB+o6X\nzPwx5fQcSZKkjtxBIkma1DLzosy8adh0/cSa73WxzNbA/Zn5RMfIARQRx1MKAdOA11OOQh6rZzuH\njMs9Xat+f5+tTU2jHOV8NaU480xE3BQRJ0bEtF7mIkmSph4LJJKkgRIRWwMHVJcvse7JKO3MAG7u\nWVJ9FBGnA5cAQztGdgXO6V9GvZWZF1KawbZqzLsJsD9wEfC3iDi4RYwkSVJLFkgkSYPmCNbukPht\nZj46UnBErEf50nxDrxPrgyMoJ/x8AjiyNn9yRLyrLxlNgMy8GNgJ+ALwB1of57sdcH1EzJ+4zCRJ\n0iCzQCJJGjQH1cY/7SJ+b2ADpuYOkvWBozPzm5l5I2UnCZTeHpdFxCbtbx1smbk6M8/OzHdQmrbO\nBj5J+T0PFUwCWBQRu/YpTUmSNEAskEiSBs0+tfHw3iStfAC4NjP/1aN8+ukbmVlvYPspYGU13hn4\n2sSn1DsRsWdEzBs+n5nPZeaSzLwgM+cAe7G2YeyrgJMnMk9JkjSYLJBIkgZGREwHtqouXwRGPL2m\natR5DB2OAY6ImRFxW0Q8HxFLImKHYe9fFxH7jyH1Xvlv/aI6Cnkha3dQfDQiDpzwrHrnYODbnYIy\n805gFjB0zPE7e5mUJEmaGiyQSJIGyXa18YoujrL9IPAU8Mt2ARExG7gV2JdyKsosYGlE7BYR60XE\nWQCZORCP6FR5XlSbujQiNu1XPj2wdUS8tVNQZj4OXFxdbtHblCRJ0lRggUSSNEjqPTWeHCkwIjYA\nTgPOycxWTTyHGrheQjkq+N3AHpRHcn4GXA6sBj4EHD/WxCfYqcAD1XgH4Lw+5tILx3UOAeCR6vWx\nXiUiSZKmDgskkqRBsqo27tSA9DPA85RCRzs7AD/JzI9k5i2ZuSwzr8zME4GPAy8Ah2Tm6rEkPdEy\ncw3w4drUwog4pF/59MDHquOeO3lD9ToQu38kSVJ/WSCRJA2MzFwBPFxd7lL1GHmZiNgL+DxwQma+\nOMJ6KzPz1Bb3zwauBI7MzBH7nPRB/XGRLdsFZeYtwPLa1OUR8eYOa0+vjTePiFe0jXx5fKvrdVTr\nbdZt/AheDXy/2iXU7rO2AeYDz7D2URtJkqS2XtnvBCRJGqVzKD02NqY8+nJh/c2I2B24AfhiZt4+\n2sUj4n3Ad4DDMvOusac7dhExE3gt5RGghbW3FkbEGuBO4J+ZubiK3wyYC+xUi92C0lvlAuD3wL2Z\nuTIi3k7ZSfMWyik4QzYDro2Ia4B/AMszc1VE7Ai8CdgFOHFYqldExCJgBaVHzP1VLnsC2wLzgM1r\n8adVRa4/Aqsy844ufySrgLcBv46IUzLz7trPan3g/cCZlON/52Xmo12uK0mSGswCiSRpoGTmoojY\nlfJl/qtVA9JfUY5zPZTypf0rmfn10a4dEccBXwYOysz7xjHtsfohsGOL+Y2Bz9Wuo3rdndYn92wB\nfKkan1mNzwf2a/O5c6t/AAsojystAM5oEz+DtQWrKyg7OHan/H5amQ6cVY1Xsm5Bp501VU6PUU60\nWRYRD1H6jUyv1pgGLAYOrxdPJEmSRhJt+tZJkjSpRcQsSjFkFrANpV/IEkpT1t/8H+t9mtK34z2Z\n+XCn+PESEfOB71aXV2Tm/In67EFTPTq1YWYuqc3tTGmwuw3wb8ojWHdk5iOtVxlc/l+RJKm33EEi\nSRpImbkUWDoea0XE2cB7gdmZ+cR4rKnxl5m/azH3IPBgH9KRJElTjE1aJUmNFhHnAgcBc1oVRyLi\njOov95IkSZrC3EEiSWqsiDgdmAMckJlPt3h/N+AkSgNTSZIkTWEWSCRJjRQRhwFnA/cCiyNiOXAr\ncA+wAaUR6CnAuT52I0mSNPVZIJEkNU5EbEs5KviYzLw6Il5DORr4uGGhP6IUUSRJkjTF2YNEktRE\nZwKnZebVANUOkQMpBZHngPuAk4GjM/OlvmUpSZKkCeMOEklS42TmCS3mngGO6kM6kiRJmgTcQSJJ\nkiRJkhrPAokkSZIkSWo8H7GRJGnyODYi5tauF2Tm9X3LRn0VEZsCK2pTG/YrF0mSmiAys985SJLU\nWBGxEbBlm7efzMwXJjIfTR4REcD2bd5ek5lPTWQ+kiRNdRZIJEmSJElS49mDRJIkSZIkNZ4FEkmS\nJEmS1HgWSCRJkiRJUuNZIJEkSZIkSY1ngUSSJEmSJDWeBRJJkiRJktR4FkgkSZIkSVLjWSCRJEmS\nJEmNZ4FEkiRJkiQ1ngUSSZIkSZLUeBZIJEmSJElS41kgkSRJkiRJjWeBRJIkSZIkNZ4FEkmSJEmS\n1Hj/AwY7WLL62a84AAAAAElFTkSuQmCC\n"
},
"metadata": {
"image/png": {
"width": 548,
"height": 440
}
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The zoom in:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "stat = binned_statistic_2d(galcen.v_z.to(u.km/u.s).value, \n galcen.z.to(u.pc).value,\n galah.mg_fe,\n bins=(np.arange(-100, 100+1e-3, 2.5),\n np.arange(-150, 150+1e-3, 10)),\n statistic=np.nanmean)\n\nfig, ax = plt.subplots(1, 1, figsize=(7.5, 6), \n constrained_layout=True)\n\ncs = ax.pcolormesh(stat.x_edge, stat.y_edge, stat.statistic.T,\n vmin=-0.5, vmax=0.5, cmap='magma')\n\nax.set_xlabel('$v_z$ [{0:latex_inline}]'.format(u.km/u.s))\nax.set_ylabel('$z$ [{0:latex_inline}]'.format(u.pc))\n\ncb = fig.colorbar(cs)\ncb.set_label('[Mg/Fe]')",
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 540x432 with 2 Axes>",
"image/png": 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YBSde5B3ftLEhuJ8f/HmKd3zayPZgjmk7rfCOdy/bLphj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\nES855/+m2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},
"metadata": {
"image/png": {
"width": 548,
"height": 440
}
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"_draft": {
"nbviewer_url": "https://gist.github.com/6e6f60d375bed73ed78aff6637a7f226"
},
"gist": {
"id": "6e6f60d375bed73ed78aff6637a7f226",
"data": {
"description": "Galah-for-Hogg.ipynb",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python [default]",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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