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@swnesbitt
Created January 17, 2020 22:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"rwp = xr.open_dataset('~/data/arm/cor1290rwpprecipmomM1.a0.20181111.000005.cdf')\n",
"sm = np.min(rwp.height_t.max(dim='range_gate')).values\n",
"lm = np.max(rwp.height_t.max(dim='range_gate')).values\n",
"rwp['max_ht'] = rwp.height_t.max(dim='range_gate')\n",
"rwp_sm = rwp.where(rwp.max_ht == sm,drop=True)\n",
"rwp_lm = rwp.where(rwp.max_ht == lm,drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(737009.0, 737009.25)"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x792 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rwp_lm['range_gate'].values = rwp_lm['height_t'].isel(time=0).values\n",
"rwp_lm['diff'] = rwp_lm['snr']\n",
"rwp_lm['diff'].transpose().plot(figsize=(11,11))\n",
"plt.xlim(['2018-11-11 00:00','2018-11-11 06:00'])"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (range_gate: 75, time: 7678)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" * range_gate (range_gate) float32 0.1242 0.24915 0.3741 ... 9.24555 9.3705\n",
"Data variables:\n",
" base_time (time) datetime64[ns] 2019-01-25 2019-01-25 ... 2019-01-25\n",
" time_offset (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" mdf (time, range_gate) float32 -980.0 -2068.0 ... 5156.0 -7656.0\n",
" specw (time, range_gate) float32 1106.0 1030.0 659.0 ... 156.0 156.0\n",
" snr (time, range_gate) float32 531.0 31.0 ... -2003.0 -1887.0\n",
" noise (time, range_gate) float32 5610.0 5680.0 ... 5691.0 5697.0\n",
" tditime (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" rgf (time) float32 0.1242 0.1242 0.1242 ... 0.1242 0.1242 0.1242\n",
" rgl (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
" sitime (time) float32 0.656 0.656 0.656 0.656 ... 0.656 0.656 0.656\n",
" dly (time) float32 4.208 4.208 4.208 4.208 ... 4.208 4.208 4.208\n",
" prf (time) float32 10.0 10.0 10.0 10.0 10.0 ... 10.0 10.0 10.0 10.0\n",
" spcavetime (time) float32 5.124 5.124 5.124 5.124 ... 5.124 5.124 5.124\n",
" ncoh (time) float32 40.0 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
" nspc (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" nheight (time) float32 75.0 75.0 75.0 75.0 75.0 ... 75.0 75.0 75.0 75.0\n",
" plen (time) float32 417.0 417.0 417.0 417.0 ... 417.0 417.0 417.0\n",
" ipp (time) float32 100.0 100.0 100.0 100.0 ... 100.0 100.0 100.0\n",
" bswitch (time) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
" rgs (time) float32 124.95 124.95 124.95 ... 124.95 124.95 124.95\n",
" sampr (time) float32 1.2004802 1.2004802 ... 1.2004802 1.2004802\n",
" pcbits (time) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" vband (time) float32 29.049656 29.049656 ... 29.049656 29.049656\n",
" vsr (time) float32 0.22695044 0.22695044 ... 0.22695044 0.22695044\n",
" height_t (time, range_gate) float32 0.1242 0.24915 ... 9.24555 9.3705\n",
" lat (time) float64 -32.13 -32.13 -32.13 ... -32.13 -32.13 -32.13\n",
" lon (time) float64 -64.73 -64.73 -64.73 ... -64.73 -64.73 -64.73\n",
" alt (time) float64 1.141e+03 1.141e+03 ... 1.141e+03 1.141e+03\n",
" max_ht (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
"Attributes:\n",
" command_line: rwp_ingest -n 1290rwp -s cor ...\n",
" process_version: ingest-rwp-9.10-0.el6\n",
" dod_version: 1290rwpprecipmom-a0-1.2\n",
" site_id: cor\n",
" facility_id: M1: Cordoba, Argentina\n",
" input_source: /data/collection/cor/cor1290r...\n",
" sampling_interval: see sampr field\n",
" averaging_interval: none\n",
" serial_number: none\n",
" resolution_description: The resolution field attribut...\n",
" comment: Moments Data is presented as ...\n",
" blank_data: 9999 or 999999\n",
" frequency: 1290 MHz\n",
" speed_of_propagation_of_light: 3.0E8 m/s\n",
" number_of_points_in_FFT: 128\n",
" dcoffset_correction: 1 (1 = on, 0 = off)\n",
" number_of_data_sets_in_mode: 1\n",
" max_range_gate_for_ground_clutter_removal: 12\n",
" datastream: cor1290rwpprecipmomM1.a0\n",
" history: created by user dsmgr on mach...</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (range_gate: 75, time: 7678)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" * range_gate (range_gate) float32 0.1242 0.24915 0.3741 ... 9.24555 9.3705\n",
"Data variables:\n",
" base_time (time) datetime64[ns] 2019-01-25 2019-01-25 ... 2019-01-25\n",
" time_offset (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" mdf (time, range_gate) float32 -980.0 -2068.0 ... 5156.0 -7656.0\n",
" specw (time, range_gate) float32 1106.0 1030.0 659.0 ... 156.0 156.0\n",
" snr (time, range_gate) float32 531.0 31.0 ... -2003.0 -1887.0\n",
" noise (time, range_gate) float32 5610.0 5680.0 ... 5691.0 5697.0\n",
" tditime (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" rgf (time) float32 0.1242 0.1242 0.1242 ... 0.1242 0.1242 0.1242\n",
" rgl (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
" sitime (time) float32 0.656 0.656 0.656 0.656 ... 0.656 0.656 0.656\n",
" dly (time) float32 4.208 4.208 4.208 4.208 ... 4.208 4.208 4.208\n",
" prf (time) float32 10.0 10.0 10.0 10.0 10.0 ... 10.0 10.0 10.0 10.0\n",
" spcavetime (time) float32 5.124 5.124 5.124 5.124 ... 5.124 5.124 5.124\n",
" ncoh (time) float32 40.0 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
" nspc (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" nheight (time) float32 75.0 75.0 75.0 75.0 75.0 ... 75.0 75.0 75.0 75.0\n",
" plen (time) float32 417.0 417.0 417.0 417.0 ... 417.0 417.0 417.0\n",
" ipp (time) float32 100.0 100.0 100.0 100.0 ... 100.0 100.0 100.0\n",
" bswitch (time) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
" rgs (time) float32 124.95 124.95 124.95 ... 124.95 124.95 124.95\n",
" sampr (time) float32 1.2004802 1.2004802 ... 1.2004802 1.2004802\n",
" pcbits (time) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" vband (time) float32 29.049656 29.049656 ... 29.049656 29.049656\n",
" vsr (time) float32 0.22695044 0.22695044 ... 0.22695044 0.22695044\n",
" height_t (time, range_gate) float32 0.1242 0.24915 ... 9.24555 9.3705\n",
" lat (time) float64 -32.13 -32.13 -32.13 ... -32.13 -32.13 -32.13\n",
" lon (time) float64 -64.73 -64.73 -64.73 ... -64.73 -64.73 -64.73\n",
" alt (time) float64 1.141e+03 1.141e+03 ... 1.141e+03 1.141e+03\n",
" max_ht (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
"Attributes:\n",
" command_line: rwp_ingest -n 1290rwp -s cor ...\n",
" process_version: ingest-rwp-9.10-0.el6\n",
" dod_version: 1290rwpprecipmom-a0-1.2\n",
" site_id: cor\n",
" facility_id: M1: Cordoba, Argentina\n",
" input_source: /data/collection/cor/cor1290r...\n",
" sampling_interval: see sampr field\n",
" averaging_interval: none\n",
" serial_number: none\n",
" resolution_description: The resolution field attribut...\n",
" comment: Moments Data is presented as ...\n",
" blank_data: 9999 or 999999\n",
" frequency: 1290 MHz\n",
" speed_of_propagation_of_light: 3.0E8 m/s\n",
" number_of_points_in_FFT: 128\n",
" dcoffset_correction: 1 (1 = on, 0 = off)\n",
" number_of_data_sets_in_mode: 1\n",
" max_range_gate_for_ground_clutter_removal: 12\n",
" datastream: cor1290rwpprecipmomM1.a0\n",
" history: created by user dsmgr on mach..."
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rwp_sm"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(737084.7083333334, 737084.75)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rwp['snr'][::10,:].transpose().plot()\n",
"plt.xlim(['2019-01-25 17:00','2019-01-25 18:00'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"kazr = xr.open_dataset('/Users/snesbitt/data/arm/corkazrcfrgeM1.a1.20190125.170001.nc')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x11e37bc18>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Ng2YTre+37vXIyuD0esu58bmUfdJaVYRVh36WG3wO5BiI8Vw7DXgedzkHDPy1Hda+c+6jvf9/MKX0wd7/vxDAywD+J+fcVwP4TQDfC+C2VqOQUjpyzh089oF/jtbTXhL8E18O8uAdaKniwcW6B7qQfkyp0WwTE44WNc5WjTX3xfDLBhxqg7vTfsbZSnpBjKhOl40+9LnfNVu3WnL0mA4LvHO6ZWWfed1aVOwdLMOotE8jQAT53KN5nTMRfeiDh5aZvGUZBIrwM6qQnc68lnJIvz9Rq/MZFl6ciJZ+xJFBSp9esrMq5Aa2oBmTPfDi6OV3Ks1i+f5DPXeW1FiOYWlOACYOdSf9tPNVYyWeTjNkZrFnqwb3Zqsrxv3kssbpUnpP4vyjlmo7K6lOqmAZILMQRvDDwuNgO2cydRfNqe0OGeB0mvkV1uw/HFeaOcJKTSyd8RrS4U6qYE6C+yh42H6RcqD0IqvgsTcqrZS6biMeaj/1uZ0KXZTMue7kXtZdtNIiIM6OQRAge2Rvq0SXpP/JQO3kcoPzVXYw7L0JyMhZWbrSLP90ubHsmMCL8aBAFeS9GICUvXoXAw061v3RQKoZ6iBubw80o4uW7T27PbCe3aX+7sH2AGerFgvtdS42HQZFBuowOFps5HdOl40FBsHDACznqwaTHtiIwc9n01d6lL35LEqCp+y169cHX/V2BYB/A8CPpZT+DIBLvI3Kf6+1bhzWNVZMCQ/may1ddJgOCwNRlMFbplAq+k2MmkTWgBhGNoitrxA8DscV7u5UaKI4wPEgWB+F4AKiC08uN2qUo73fpCqstEPDfrpsEBOswT4sPO5f1BbdNjGaw5zXYqxefLhCUMQbH3pmaoD0atgzCFqWyxlWsIddnB5wvBCAh5QZG0OPsZx3vNiYQ2afpF+KYcT/4GKN6VCidImCo6LXxBGydDRbN9pr8ArgEEh76SX7Ys9xUonhpdM+nFQ42B4Y6IClz1EZ1NHIuTdRmu5EztHJszc0W7f45MOVHT8RdSzZmhPR6J1Gbtl0OFv1AB2aIYhjkOvB/pnXoIWIu9L7KyW16VBQdZJVyD1gD/J4sTEH+3AlzpI9ni4CTSd7iXto2XQ42K6U3pCsTzitSivvrlspUd/ZGWpw0Blo5XBS4XTZ6LXw5qCnVYndLUGo3hoWFrCwB2mlPL02LMUyox8rCnKipVD2y2QfeXOoXUy2hxaa2c7WLb7g1hDTSjK1KnjJUBU8wns6HhToFAHMoKiLuZ+5q862CsGAVnSyfCYeb10PcHFN53gfwP2U0q/r/z8McWDHylmF/nvyBA78c7JuHNYjFg0xIMZDyhytOg7ZxLO6wcnlBrtagmiiwJAfrlrM64w8ojFgGezkssbRvLaGMPthRDtxDRWVyIeb7wdk+LyUMiKCk4d3UgXb1E0XcXwpJT/pXbU4mtfam3O4vT3AvG6tzMhMgQ/j/qjUSD87MxoERtv94+Tf37+oDZjCNVEI+FoRiwsNAPrnzPINf286lOxrfzRArU7rTDOYva3C0JPLprMsjs6NkX+/DChlHVh2GDwse2L2wkyLzm1Wt4oogyHL5HyCIeoILmDZFACOL2u7NkeL+jP2V9/5ny43hvQ7HFe4NRS0GzN7ZqN7W4WhJnleR3OhPMh5RCtP8f5MBoWU9IaFlfTYK9wfDRTEMdAsOlkPTkp44thIq3h2e2C9Ohr8M3WEzES+4JY4svmmxZ2doV1XgZR76YNWGaV6sF3haFFjVktmV3cZSTir5R7VnTifSkuzzMBZtmU/92zVmIM+2B6gCtK/Ol5scLZqDF06VDQkrwcAo10weJitpRTdpYS7O0PtdUpJt+v9HcFGj7scxChf5+tRK6X0aQCfcs59ib70fkjfvw9A+05kYNpTv24c1iNW6QXeejiurDRAB9PnpPDhGZXBymBNlCyJiDWi4diUHisMWNBHUpZh7ydqmY8ZW/AuR61B/r7TTIKGBRCjPh4UZlRHpdfGuTzsewo7fvfeSEpnMRnfhIa376AXGzGWAKy+b85SEVQn2ryW0lbEwbagAWNKBh3ne7J8tWyineO87qwsF1PmSBEscXK5saxlV50Tod4ADCFImPWo9NjdKu3eEBHJ6zatShyOKxxfbiRLjcBiIxnXXHlZs7q1DGpSBUM4AjDIOiNzQEArY0W6Be8Uri/AjKrwGJYedyZDAQfo3xI6T4PrFQAwr1tEJFzoMRBxKAGBOA+i0whk4D1nOZfw/ny9O7sn7Omx9EjHPCxzKfLWVnYmzOp5/48XG1RBzqPTTJ0ZyahUcMNSstrgZH8sm055Tp1lKCxBLjYtjhY1DscV9kclxgOB0gcPO46J9jnZZwUEEUgwCJ0Yr7mATaQnJNB+uS7BOyv3dr3ArO6iPackVPOZICGdYJyjeY2gYJK+k+r39B5nPUlYO4DvAfBPnHP/GsB7Afx3AH4QwDc55z4G4Jv0/2+L9dSALp7WZZBvRbQF53Bai+OYakluWEgkRj4Jy2nsH+2PSikLFf5KWY/Gd1Ip0VONMrk6AHqoJ4fOO4zKAueK0putW8QuwTupye8OSxxfbgysEVPCyXxjGQjPh6jH6VAM7NwMDQwE0ofoHmxXPbKn9J6YGUj/KJmhJkpxd6tUgIO391SbeYVse67It/GgsAyhT9AclVI6bWLEJx+ucLA9ACBBQKUNdJbfpAcEy3bmG8KjPdS+YzwolAMXlcDdZsh+J/fMMpcYLSM5uayNY8TS16gMuH9RY2+rwP2LGu+6tYWYCiNOh9LZvjlbNnh2e4CHa9k7UctXTZcA9YUs/00GBV5WzlDQMuu0kmxr8ipgCUnSs7rB0Afrv0l/y6PzGThAhN6ecsfm6hAFpg4LKppOHA77UOwZAkLgnVQFNm0y5yQUj9KI37Qq56tGytpeKAusBiybhPN1g4PtAU4uNzhQFCUAQ8ASJfjShWR16yZaNjlbSzZHIjDBEwwuM5cOdh7TqtCMO9j3yy6DQxjM1Fq257kNywIPV+0V1Ort8cBI3MzAb48HT6Qk+FmCLh65Ukq/BeB9r/Gj9z+xD/kcrpsM6xHLQXoS7J10vSyliUlLELlEdHK5MWfFkgeVLmKC9SYYufb7Vd4560GU3lvmRN4Sy1aEDJtz66T/VXeaKXkx5E1MOJxU5kDmm1xSPF1urG9BIq534pwWm87ea1pJ+YPKF5UaIDbUWQKUnlhr0SpVP6oQrAfHPtW+AgJYVqIMVZ+zw/Iey3GAKHQEdfh9RYahNvvrNlrmS0DC7e2BgkqgqEcpbVYaZEiPKuG5SWU8p2Uj/ZlpVVpznaCUPqJOkHOC5huVPpeieqAFfmaXEl5ZNnZfqyBlOgJHqCLBMhq5crzXdZedFI3rpKKDalCFYMY7OODWsDTjD8i+Y0YwCA5ny8b2LMti5pQUyMPeDct0rAxs2oRBQRUX6euQCF93uffJjJhBH/cqIEGFqH44Q07yGnRR7h17cuRHLZsOD+ZrzRyDOSm+97oVJ0dZK5ZAz1Zyn8/XjQGLpAydyevymUov0OcueLlOi02Ld4wrzSSFb7lpxQ6cr4TqQFDPk7A3T5iH9adq3WRYj1jB95BEMTeRO2X8n1yKxBHhxSw7jM1wZtRdTAnlIMss5RKbPCg+ONy/qDHpleUk0k85Wg0O06FkBqUCP57dHuBlRVlxTZTIuVYjToLzuo1YQozK7Fz4Nzwn4dhkZ/BqAuf+qDT4NsuXozJgFIIBKqg2QSDATLlLIy/O4HTZGIw9plzSI7T/fC2NbBoqlsIAKFk6WAAh50SHEQyscHt7gOPLjfTmlDczUUALo+mmS4hKtr69PcCmy9JWe1tZPggAuhSNz7RuW8tymNkB0P5kzPdZpbFoUKvC6z1ksBPNOQuwIRvpoWa4c4X+kypRBimvSdmswIP52nqqk4H0dma19Iz+6HylKhzOznfdRkO6CVpRFD54jFTEYF9I+GD53hKA0cSIxVICqZzlyP0GgFnXmirEg/la9lgQWDii0DcYLACZ2E3gA89Vrn3SY5Tz2B1Kr7aLrUHN+6AIBnWNS9ZPYw/2cFxZCVPK7sDx5cY+zztnAUSnZU3u41eWjT7jHilJP22xyWV3ABgPBo9jagA8WR7Wn8Z1k2E9YrUxaR9BHNBi06qCQTBSMRFTw8Ibt0YeUGfGv69Nd75ucGdnqGVA6Uv0gQk0PIBkcQfbA1VP8KaWMalEbaLpEu7PhAy6t1VmGLHC7hllMnqk0oVkP1JK5OcQZcj+GH+ftXwaOMKI90elHotE/nPNzGZ1iwfztSG+ACjsvr3SaBdyb6OUgWglPPaD+oofjJLphCdVUEkdmJxPTDliFue4sSxJymGSAbCc5x0djSgWLJRYvGyyIWXPxODaXu4NCai51yj/yrk6cwR1F1UZRMqeRJYtNNvdVY7a7lAyYGZGZytBe5I0TqTkC7e29BiEoL67VVrGy+ss8O8S2wq86OsSGsoxiOOgQabEEgEJR/Pa9sbRojYwCHlvgmotLCPxzmU0Z5TAYTIoLFgCct/teCHlzrs7Q+sFMShikGJlYd2D/CxA7jEz8i6q8++BfRi3Ua6q7wB5z1i+3x+VuDMRbqBwybx9T5j7Unlc1FXkvtzdKq3aItfn8TMs4CbDeqN147CusYR7JEZyV8mUosiQJWxYRqFSw/mqMVgwjSyNVxcTPvbKpXFg+mKxk0GwLKRSRBVLHySS0gAQlUj03+lyY6VLGq5ZLaWyFx+uNEPJMkt0Giyfld5Zb4kP+dmqNbh7o1mIGDBem2TabHtKqhbelcO92cpKlItNh4Ptgfy+RumM5FkaiimXjkRbj9DrZEaNxkhKntGytU+cLQHgM9Q6AOBwXBkqbLZuTa2DTmRXoe7ToWS+PIbpUPpd5NiZ8fNi7GOSEipLYLWW4KZDkWOiegazG5ZjJ1XAwfbAwBa7Q/anAj41W2cEm89gGircizJD2+PubYQjVpWY6D6gQDCVHOyY6s6yndm6Nd4Z900/q9nbKlEFj0HhbA8ebA8E9JGS6QIK2TiLItc9p9JX4JBebu5VcX9Qyoplyf0eMZlOmGAjnjOdIuH5QbOcDF6RgPGhqsf0NTvphHm/WHKnY2SPWc6hxMF2hUpFmgGoLFgyHcI+mKV8Al7EuScOuvhTtW4c1iNWF3OdnKUHU1nvhJ9E7hSJr+wfEWZLMVLvJLokDJ1oMmmot9YjIAl3tm5xcllbxA3AkH008Iz6+lDteZ0Jr2MtDQoQQ7XZlKxK4uxauUrskWhSZGUqvkYgwsH2wAyTHKugtZixUMl+wmwnOBxsi4rHXDPHoBE5MzMaRGakdJqM/ulkWXry+mDPaml4726V2B+V2B8NMjemV+q6N1sbIm9Wt6qY0RmZFYDx5Eh0JdiF2RjLgOzvcJFmQJ4QFcGZlbB8xCxC+GIbnK8bg8+TAM5sjMaT0wAEzBIVYec/g1B7vm5w/2JtBGO+z9mqMcToUMuSLEUyM+XrfePLPhF7OOybEe4OiPpK8BJk9dGj+yNVyvceB9vVFbWSxaYzLtx0WBjRng7lVMtwBJ+QvMw9xsXsl/eMXEHC4VnNEJFq5ekpUreJUj6tdK/S8fK6kNNFGD0J6IBA+wX6DgNGHS+kH8zM8XHXTYb1+uvGYT1i0amMSm/qCJmwCc0SSjQqyiqqAIXxququszJTTDB4usjnRONjUc1BCJaFQdsZwbPUSAkfll/I+6EDGetDfqAin5JRRXMAzIwoJsuRDrtbpfWLgoOpZQCZs0JxUyKpCGemQji1/aiO3cV0pc9DojUh3AC0dwVTfycYhSXRxUbKdSw/0vn2g4KjeY1ntwe4f1GbKDAj55PLGvNaUImztcCnJWLOxi8qMpB9l3zvoRB3MahBMx5me31QTX80C7UPCeKgcaUzP77cXCkz90m2TZd/DuRSMVVQWD6OSfhqdJyld3jX7pYd92LTmUFmdrduhXJA3hudaum9OQMhxQc8XLeYEQ2r3C4qvJCnNd+0uH9RG/GaUPGzVaOcOSl/A5nPSMAN9+3eVmGQcQJiyNc6U5QpxY6JMuR1oePgPQkuE/cXm6637+S+3FJRYu4rEXrOElh0gFSCYWmYZU0ppXpDBnIPvXtvhLNlY0IBjzZpJRgAACAASURBVLM8HAb+el+fj+vGYT1ieQdDAXEDL1T1QYi+hRlHKjaQoe+dM94Jjf+dyRCHqgVYFRlcAWSl6RcfrtAof6lfRiSMnj2sZRMNqUZDLpG8N6PfRSmzeCfljFqztf1RaVH87e3BlZEWRHNRt26iCt3CZ8qluSYmcwajMuiIB/kcqnaIOKsYh4mqZnOcBntsfUNPbbjxINgYF6pysFR0b7ZG0M8BpDT6kPOWhoX1nQjvpwoBnUzwsNIeZz7REDK7APJcLL4vHfC6jTha1CbmC4jDPV9LmZFZVhPlHk4G2bFVwSt4pTVHcVtLbUDmtonQbE8GSjODo0VtXCH2dLiH5nVn72NcLBW15desbq4oSCw2+TMAGNKPepjU3pP3FF4X7yEd8qwW9F0XMwyfoz3GOm2A8lJnK8mgtvV17jEa/zJkBQ/2h1myfjBfW8bOfcFskiNCCMbxLgda/PehlvC6mIyIL/syK4/M6vYKh49BFJ3+7lCem8NJhUGRpbb6xPTHXTcZ1uuvG5TgI5cYhru9AYc0FJOB8Ij2R6XVtg+2K5yvG8w3RHs56wUBsMGJQG74S18nWgS+p+U18pDISTpa5AGOJFfO1s5KdZ1Gv14jUXmIomYp8vm3xwN4FTZ9cLG28iIAgxfzM4hgqxTQQQL18eXGFDVYHiKgIibpHxzNa2tI394eXJF3Ol81OJxUck00e2TfK6aEZZ1fq5P2K1RRQsihjWZi3ZU+T9NFnKkB8lounFaFwfGZbQSHK/0U9gg5meN4ITqQTScyQ9bsV+7b3laJyQAmGMz+BakGHNHCLEDul0gnSXk4UxRYhp1vOhslQ0pEXxmFSiBViPaed3eyBJLA9nN/6HS9sRLe7fHAwBRdSiYyS7AQy4u1OuLDsexhGSXSGg+uDzxgqZhZLkvkfYWSDlR+hwF62Jd8RYM9QAMDn0zgls9Iv2dJ6TJmntQ2pNOi9FdQIr7oLopKO+fVEYjE/ltwWWWEvMG9rcIytNm6wVSfaxkT06LucmAQew5y2bSfMdH5zSz2sG7Wa6+bDOsRyyJ8RYlVigSkERmVQQ2coNxkMq0T+RyNlJk1MMolYIOM+fEgK76LUZKSFx9Q7wTOK72VrKRAGRmR6WlM9obOal63WpITrpWUWVp1oLnHxZp/Gbz1d87XjaKkOkPddTHh3mxlfZ2YYEKk7LsR7AHAPud0ubkSqe9uCXeN2YyQeAdWcpXmeTTgA3s5Z6ucvTKaZtOfx7+3VZgRoTPg+/Be9ks/QIZVn61aK/0B4qBE7Fj2An82q1s91wxSIDKQCDSeO49xVjfWb+FnsqzG0li/LAvABJSJ9uMeZFnu1T2Tfk+LgwxZzuNnSVaTRW6Z6dB5BiefWwVvM8NOlxstsen908xWenc6V429tUiELExcmVJSfAYWmyyiTNRdl5Jq/PH3vZXHWXruz/Xiv1UIOFaSNXUYiZhlP5i90IPtq/3NdRutjEfYPlXqq+Dx/HQLHPMz30iPmWOAiEwsQyaH7/V6bG923fCw3njdOKxHLOdgChcAdeSAT+uEXj4URIixtEAR1oPtCtQlA6S0MVbC6Jfub9vnkKNEbTtASMhHC+nLnK8bhZd7AzcQzbRsZCYVI866FaIuZxlJWUrq77e35QGlagXh5OxvsYFuMGbvzDHFlHBnZ3hFGooZDlGGYowyuXqifZ5aMxvODBNUV2kGXXpLQYAjvcmtzIhED4/qDtGMugz/C4bIM7km7SmWwdvfUQuSMljhVRwk3ptR6XF3R5CFB9sVdoelGT7qFDJzJp9qsZEeEaH2JP5yKvDeVmkINdIJdreECH17PDCEHUV4AVhJ7eXLjRG5mf2OSm+GlcAgIv54/85Woq4h9yEYTJ6o1mXT4UKPj/OjSCIXxN7gCiWgDxEnYIbPBR0Ee2VE0XGvUahYQEZZG5IEYpZ9T5ci2usdcG+2tuerD3Jhz2nZiBYkEYmAZCfzujNaAEug3M/suVKG6Uw5aUQyjspgIA2iEcvg8I5xZQHq4biyfhmBSQAwLJ/UAMcblODrrafGYTnnPuScO3HO/c6rXv8e59wfOud+1zn393uvf79z7uP6s2/uvf41zrnf1p/9iE4ehk4n/hl9/dedcy9c57j6UOvpsDTeyJcdjG0DV+pIWMahsCuh7FT8Zh+CpFv2PwiNZ6YFwIw0+0OAOA2KmtIoLJsOn57XmOsAPQCm3XdPIdJsfC+bzgRYRcG6sc+iEgcRj/x8OoDb2wPLWM61D0GhX/J8RC4n1/+JshOpqWT/0plVIfdQSE6NKY9dkWPOgBFmAZSr6qPBuBZaiqXkUl8bkYr75ISR+M0xMJMqGE+L581oel532BuVmFaFoQGjojLrLl7ho93uoR0Px5URd6lJRyQbsyUa6nuzlWVnNOKS4cYrpNqp6h+erYTMynItEXU8jv2RzOFidsK+DScFTyqhULBnx33GrJZOoW6joQnZs3nX7pYZTcolHU7kXIlQ3d3KAxH7To9VB/a+psNSS7IZJTsZFKaSQYUWamFyT1WqDsN90efoybEGUEXmfCXlyIkGJFXIAQJ70merHCxalcBnqaz+/DsiDUel9ElPlxucaXn2cdZNhvXG66lxWJApwd/Sf8E59xcAfDuAr0opfTmAf6CvfxlkYvCX69/8qHOO8K4fg0wmfo9+8T2/C8B5SumLAPwwgB+6zkE5NczkV1HtmQi9qYIf6KA4Pnxvq7zSq4pJHuAqeBO8LbXEx4dUGsgl+sRVcVKFEnbzcU0GhT2UO8PSegeSoUTrq7HR35fHIQz7cFLhtvKBOFIBkCicmYYY1Nb6LAJAyIZoWlEIVkRq2afoFFHWJ7TyWjDDWDaiSp4zOQGIECiw2LRCjlYi6nRYiPJIhPHhcqaVcHK5sSxLhkbmuVX8XIraPj8d6oiYYD0YXncO7TxfNWbkY0p4+VKg6JMqGFqzDDILS7KdoBlra4aT2RyFZVn6pWKDXAuVntJjrnsOs9IM0TuYmvnZqrEZZOwllVparhRBOSy8wuYzWo6LQyvPVq0pZXD/MSA6Xze2d5hZVQraaLpk5U6WODnYclTKtaGiBlGJdMTsafWltVhq9A7WM2xivLLHuJj1sK/L8jc5UbfHwsWicorw4LIINTN5A5moXuS8bnF3p7LgkRUMlm4Z9My0zM5J4QKFhzmyx13OqVjzNb4+H9dTc9YppV+BjK7vr+8G8IMppVp/h3Nbvh3AT6eU6pTSiwA+DuDrdLbLTkrpV1NKCcBPAvgrvb/5Cf3+wwDez+zrEcdlhm0yKFRo9CqEm2PA+fCwLMJFlBpn8yybDnd3Kovkh4U3lYjxIOggu6ycLQ+7ZHH3ZmucrxqcacTIMeS1ZnU0iotNZxkQJXP48NL5nC5lmCEzG85N6kskHY4r7KmDDQ5mGKiwcL5uDKBQeuFbEWLcn0sEwMp2NLB1J2NP+gZJlAuSDXIkB4ooTdIAxDlu8OL5Cpy8zNLY4aQygMW5ohtFjy9aT6aLUC0+NvOlx8LM4vnpEKMyiNCpczjYFmP2rt0tzNbtFWIzYdkArqDyjhcbC2ReVkklwvyXjYAsWDJkT5B8LgEVwLIf3j/KBzHwmA7z+BQgZ+VzHVdPAjpBEbIHM/pxVrfmMEgyP5rXKhJbXkFNBpczxX6PkKAfAKYQQQg49xEggxU5roaKGSwNUq+S+3bZRHC+Wl94luhO8gFJjmflg5B0DusksrWLSUeNSIBwezy40t97frpls9sAmOgvy8Dcv94JF/JoXvfkq3Kl4fGXgwvX+/p8XE+Nw3qd9cUA/k0t4f0L59zX6ut3AHyq93v39bU7+v2rX7/yNymlFsAMwDOPOgCWMADOK4Lp0gkvCEog7nqoLgIz8oA/gjAAmCLBZJCn2ArJuLCmLoVkAahmWR6aVxXB+ld0loyC+Tu3x/JwsnkeU+b0mDK8Rs8ADK5Oh0IFCQIhaKCY7TESBWDq12UQThTBAnSWi40g6/iA59HwnfWxRC3Bm3oFUWvsL9zZqQx2zOxmWAg5mWVIXktB7wWL9k8uaxtbwREws1qMzu6wzM6948wx6QFSEQLI4rwvXdRWjqWRFqMv5F2K6vI8Ga0DsJlVfWXyw3GFd++NzHH2jf+w8Pj/XlkazYB75GwlBrevd8jeFb8mgzwWhGK8lCIqvcNc99RkEOy+MDMmZeLebGXK/cwcmTXKiHtxOAKLj5ZhkFw/KjMtYVh4bNo8mbf03kjaUroteiAZybYsi/VZ2YXAp1pBM6JE4my/Gs9Ng0ciG3lcVKs5mtd27UjIJsydKFQGApNKAguKL9MxyaQBeYYmgyczWgQO8MFd6+vzcT3tDqsAsAvg6wH85wB+VrOi17pb6Q1exyN+dmU55z7gnPuoc+6js7NXrqiks89D5ySq3oUh8PaUV8MR8ezbZKRWZzXwZdPh5HKDOztD66tQBWBvS2Y2sV9EvkjfANIokiA6HsixNDHhUuVy+H7jQTAuExvrtZZKqFJBLkl35Rxz85k9E+k/tIYmO9Mx6TweUcXII973R0LqPV1uzFly7AT7HcHl0s980+JjZ5eqfJCRcNK7ScZDosOTJn1uRJNfVBvSsLQMjYCXvl4hUZyEPctxR1MoOdPJtsxu+kEG+XGjUjJjRvjsb1DGZ1hI5gfAJj1T+kl6jQL7ZpYzVxDH4bgyNQ8GMOyTztatZccCr5frRF4VVUEY3PR7kgSFVFo6ZAZWeilX7m1Jr+7BxdoQfjTw+yMZJcL7ISTawtQjmKVQO5DXhGKx/fNYbLIav2g5lkagpvpJ3ck+oGgvQRREagpSVGZz7Y/k+ZtWoqvJ0n3wGRnL46Gj8U4ATncmQ1DM9sHFGkdz6fd2UQSRAXlG6fQOx5VVLPp8ysdZDoAL/lpfn4/raedh3QfwES3v/YZzLgLY19ff2fu9uwBe0tfvvsbr6P3NfedcAWCKzyxBAgBSSh8E8EEA+NKvem8KziGq6sGopMJDABRxxoeCzeCzVWNRNLlKfIgng6BE2k6Jts4eDE7JlX9hpSLyXvh3+6MBnp8OTdKGkHb2kjrt51RBhvhRKZzOc6wlDJYyWN4MTj4vxGQP4WQQtG+UR4hwBDozyD56jVqDhKpHVT4giXdX0XKj0qNSjsusblGqISPEmkaeZdLZujUADLNYQp6Dz9mOlZeiqLDfv1jji54Z4Y8frkE19C7CkIqZHNtZtN90MpZlXnc2e+lc1Rtmdatq9Zn3tGwEkDGJWR0hquQVhWJHpZRzaRApw7U7FOPfV1Wgdp8ENDWqQuZuAUDps4YeHSOn4paJe4+DGTPpeFQWRuBtwNEwUuYjFaJRIdmYvGbQDrNarv1cpyBTa3HdRpw1rYFx/uB0gelQVNFZvhPwR8REHSWzR96zrsmjRqTPK5+1u1UibpIqaeSMmlMNGLTZGBY99phgQKNR6dFsdI5cyjQLBmCTXjbLrJsjYbpIIEh2Qt45zJur5cY9pSEQDcr9+VjL4fO23Hed9bS76f8dwF8EAOfcFwMYADiFjHj+DkX+vQsCrviNlNIRgLlz7us1E/tbyOOf+2Oh/yqAf66O8JFLILoSndE50BB4zQxYs5c5T1GBBN7gzgBMdaH0zuSa6JCIHOs3egGYA2Kpb9lIj+DebG3ABWZcV2vt1H6LNkCRIAc2/tn85vBC8pPI0yGplGRRrxDsxaZDcP3BgN4cNVn/K+XYkHR8rpp2fdj2vdkKAAweLNwvWNmRJM/gnBJ9vcr7iAGTXl2GZfM9WHIUVQiPhwouYC+GwQVnbYkzhBkvQVC2+NRsZb0lloFYVmSpl3JFxwtBvlVB+pFdTBqoQGeIeVOfoDOj6rqQenPWTJ4Zz5UZPCCghMWmw9FcFC9ImO3PP2MGBgi3rC+7JHvKGVKQpHggz2Cbb1oDjnAvBQcdFVJoxpFBRfONjDQBJGu/f1Gbyj7ni5FMLcoV+V+iH1mSGw+ysj2zc4oji8hytL0YU75uov1ITcCcHdOJcMqAd5QIczbDi+olUuqF7R+Wfvv3xeu+v7sztJ+dr4VwTH7aYy3nEMpwra/Px/XUOCzn3E8B+FUAX+Kcu++c+y4AHwLwhQp1/2kA35lk/S6AnwXwewD+KYC/nVIiROe7AfwjCBDjEwB+QV//xwCecc59HMDfBfB91zmuqEMX7+wMM+9Fa/ICUc89pr5w6+6wtPo6S4KCoAsGQaZED8sajPr7IyC8Qs4BMQbPT8UwjAfByIpnimYDcpYWnHCgGCSy+dzvM4gIbj5mwnbl950pXYvOmkyaFXFSmBgu+VfUgmN0y34DVbdf2N2yHgUN5t2docHsaTzJEyMQJYNIWnNilJ8C8rXhPWCJLjgOfJTzP7mse/JH2Rn0o2jrqygY4Qv3RuaEgDx8c77p8O7dEQCYfFSfGzetRBOSmZV8ZtQyZMjKIl0E1dR5bKMy4L6Slak0wnLj3lZhZTPynI6VqyfZPQylyfMODnhwsUYVAl48X1l2Niy8Bh8tXny4Qt1mVB5Lcsumw53J0LJXBjtAHk/Pvs9sLZknQTcsoffVN3ivAak08NkIHpZZUWj2fC19pOBzsDAshEfYdBEP5msAOYtliZWBl/CpWt1bUekMTqkWUr5n5l96r5Jd/Lmz7Js9XDrcmLJkFIMzPpMsvT7Ocjc9rDdcT01JMKX0N17nR3/zdX7/BwD8wGu8/lEAX/Ear68B/LU3c2wEQwDQpr8gzThIcdgruZGo2m/2MquaDIQgy5ETR/PashzvgDs7lQ2cY5nwcFwhJhnp3lm5orgiNUMlbyD3nkTHsDXiLksW/dKdiKcmcwIH25WRR9dKPv5CNcyzWiR66Bgv1g0mO0ODD883LcY6tkNKLclIuux/NDEZZ4mQdzp2/kv1++CAuu2sN7LQrIXvvVTINFFnL56v7PwJgZfBhmJ0phr95usUMbtsLcOcrRtFF0Jh7yU+cbZEVeRSUX/W1osPZUAi77vNFetyVuFdnhp8vm7wnr1tM+LklhGwsLdVgMMRySMjN04kufLEAA75BDJ3CoCCGZzNbBsWHl6h7nXXWYYl/R8pW+9ulQbKoCHOenzOlOerXtbGz6VTqwqP53YqU96Q8StDuyfewcra5M8RMDIsvJ3PyeXG3pfZikkf1eKIRDKq0OnUeeo2e7SsUvA6k1PWDwbLIPqZp8uNjJnxziYVrxXl6GPmhDHLZLa2VnQjHWDTZUL4k1g3JcHXX09NhvW0rqTMflEKSFbD7hMWyVsSzTHpUfHBIeT73mxtxE7W3fkQ9EdsdwnaN9HotZPeiqDC8vj46TCXIFgaJKkSyI5rraRPI/CqWCgb2uQr0Qiw3AfkQZLkRz2Yr5WfI+ruTRSn+wenl0aI5VRkylKVSsgkQGKmJbuJ9qWmwwJ3JkPr+RE9KdI8pZXppB9XmOFjtrZsOtMtHOvAQO+gsONMQTB6gKIjAWmkU/yWTfi6Fc08Ko7TcFfBY08n15KXd3K5kYBDM1DC0jmIUu6DGFz21qiicHIpZG9OPC69x+G4sr9jIMISVkwyn4kOigoMRAQSlQlkThQDfg7c5DXrO/9z7bdmiHeei9UvqZlKhQJO+uXQppOSaD9AO15srIIwrco86TlmnUtWKZ6fSnltWmUkLbPVCYdE+jyHjfuVCvgcpcLMjuoflPeS6+ktU6WE03hQmGQXZ97Rofb5fcz8SE8hZWNvKyugkO/32Mu5G9DFG6xrnbVzbss59yVv9cE8jUtKflm0NPRKdDQe0YxWkdW7lUvECJwzgghNBvJEVEbPq+bqSHpCmIOXqHpUejMsXCzj9Tk9PE4AFtWSZAqIuCuBGEQsmpFSx0Z0YR+RNq1Ej41ZD4EYBI8IH0zOQRxleSUqpxoCCdYxybiSB/O1BQHkjrFXILDprDgiY85hJTfeF8LMWcbk7C9C8Y8XG/sblm6IWCSZlZE0De9805mhpREWDlSegSViqT3AhJJK+1JLfRTipBLww/PTLVBVnxOF5fr7npGVbINjMI4va8zqRsjUXTQCO3ueM5Xv4t9Szmmu4seLnhrKqJSpwrO6xcmloDe7mD4jc+NeJ32CBn1/NFCjH6wnRdIzAEXPRQWqSOZMsjt7hCQdczwIy8KTKuiIFWeDNvvIwmXT4daWCOV2ERYMToeF0Uxk+nZhkPr+cElyvvjZHI6ZS85CjTicCAqQ2ox9TqHspahUF6fv8XpW5PrL4aYk+EbrkQ7LOfdtAH4L0iuCc+69zrmfe6sP7GlZDuJ8KItEyPakEnY8EXSMTPmg94UwxSFkpYPT5cYa96V3Bv/dUdTcqBTh2j44gKRIRrYc6U4ntKvOj1lWX8iWMPQ+konzkpglss7fj9JZqrTMUo1e8OKkCWEfD7L80+FEtRNDBhGQmEoQSN122l/LskqNGkt+JgCQNNwHlTBTo1GXMe+wc9ofZfmsBxfS5+CU5pPLjR3PtCqNXCzj4eVN9kcDk2qSDIB8tzy2XX6vNJQijTlFYsm3IlScGpOipCDZDPdAlg9yeg6tZb0PLtYIXkZZZEcge0nmTUVzAONBwPPTrSv7jYFGf1bW7lCyNvbxXri1ZfwvXuO6FUL3YiMoRgY0ZXCGEpzVkmlz2m8/IwF0LlunA07V6R5fboxPSGcMCAz/+HJjvafjxcbQfWWQf6kXOa+FtD6vW5t0vT8qDV4+GYQ8xVgd6dG8vhKYcSDlYiN9M6JQZ3VrPEDvHD75cGUlZmZaDADYc2aVZLZubJ8/1nKA8+5aX5+P6zoZ1n8D4OsAPASAlNJvAXjhrTukp2uxZMf+BfkYzGRMINNn5QGWkc7Xjf2/U2Ioy099Y9lH+sl8IemXMaAjwCGXH4NxUAjDFVXxZHI53rH/Je9B6DDr+kS/VYU84BSIpRhpE6P1jtiDYRnp3myNmSoYTAbBuFSUN+J18g4mp8RexJn2nhotsTCL4ecfLWpzzOIsgbme66EKkJLcyYifyL5d5VtVQXpAB9uVlQ3ZK6RjmtUKTtCAgcd4cin9FEoUsUzUr8DwMznhllno4aTCeCAcL06x9Q6WSdCRMSMrDQFZGjSa3LD90cD+7sXzlQJEvIFa5DoObE/ElNXc+xw1loZlDlXOVIV0HUy6iRw69qtIMBYppqjlNI5JiXYOElxltQeCfvr9Upa/Qy/4uLVV6LgeOXbqIfL3TRdR0YLrVpQtWKbsIqxM16dCyOSCjWXUDJ4IYGo6EaQ+udxYeZOSUty/cwVT7I90MrIS4ykcEJOUwlnCJcG4309808s5hEG41tfn47qOw2pTSrO3/Eie0kXIN9UMZCxGbq7f3h6YEThdZp01zhUqfR7LTQUEZmssjeQyjjcjJQ+bkoMdLIKUHpMzsAD/1kpyXcSDizU43JFZIJFQAGxUBL9kGGGnkX0WwO1H2KMyD2h8z962RdA5og7gxFg6YyokUF29VFQjrxdLQTQyjPqNR9Qlk9AheXRYCJ+JznmumSKJpDQc02FhQBGWYYkApGGhcacmY38YIJAdHNFjAAy5SEfAaw9k2SoARnwl3B6AZbQSvBSWRZwuG8v8OIqFjf0+yjB4ycDmtRzDJx+u7PeogC6w99b6U5RB4uI+JjAE4GywTDdgn5aDN7uURYX7yFD2btjT47WgA5nrXmUGWQaRq2LP63AiICPZK856jjw+BkuTKhhIZX80sEybNI91G6+gUqlOQUAIpcuCEr9ZHhfARDJCt8wj60zuCYBx4ghsWqjkFTNOHleflP04yykP60aa6bXXdVCCv+Oc+w8ABOfcewD8JwD+n7f2sJ6eRdUHliSmVaG8i9I2Ncs6FMTcH5VGGKXALSDlK/ZqJoMCi00N7xwutJz2jklliK3DSQUqTfM9+pkZS44c+wHAyh4EgOR/gzrTq+Taiapi8AEmwZIw4lIb3WxiEyl5clmbE1m3EY0qegharkVVBHMsz0+HOJpLhtNp5A3Aspsmdvk8vUOj9ABCwj/+yhJBjdnxYmN6gNTkI7WA94KqFDERGp9nXFElg5njRDX39rYKy9KE35TjOKo5EPzAa85FRy2lucw3AmBafSxz0gm/muQ9KgOGlTeHzKGMoisp+4YCtTzvqvA4KAa63wameHG6FLAIj0GmYgelNYiBrbVELNqPGaoumnwlGjonl+H3gDjNxUaAQXUr+ntHixrTqsDuUIY+cvZUf5w9s6gqeEx3hlqdcHb/DrYHVl7jsyP3UDPFcoD7Fys8Px2awHEs+BwU1jtmptvEhK5JhjYVsIg4tG4jx0M5qv7f8HoQtcpry9I1Ua90YvO6syGhVJt5Est/ngIqrrOuc2W+B6KKXgP4KQAXAP7OW3lQT9Mq1BCzvk5u1XyTSy8cx0HFAfYbyI/aVZIlDRG1yfZHkm3c2Rnizs7QIm1+T0MI4EpUyVKaoP7iFZAEnRRFPin103QRk6pQnbgOlGuqgsds3ZgB4Wd45yw6ZbmGke5cR15456Qvo85nWHi8cGtkwq/sv7G0KYatVGmffD6NOiE6eCIB+8rydDrTqrA+GacSA1q6Vf25oZa0vIM5IjpIgIRnCQIYUfeBDly7w9Jg+pJVJ1VF8GYIGeGTJMuSGe9F1vSLBpCQvoz0Rm+PByZzxUwHoEp7Yeg1qu8LNyhnB+IUGztuOmUO02R2Qc4X9+DusFSkJ8entHYvuL+Hhbfx9CTRkoRMCgT7iXwuyH/aG5VG9CU6sYmSzVNmCYA5KJEUizZPbVSGjERd1DZPrD8WRM4XJnAsVQZv2R+dUVUEQ8sSLZgd+saCOkpacX8Syk/+WBOjlQSrIo96YeWjz+l708s9efFb51xwzv1L59zP6//3nHP/zDn3Mf139/EP/HOzHumwUkrLlNJ/lVL62pTS+/T79efi4J6GlZAJvpwsyhIGABNtJTqJs5y8k3Lh+bq5EjGTROwd8ImzlZXcmphsaCA5WLvD0noChNBKGctbtDcsvBjdmMwQARJ9wAAAIABJREFUAwDnDLEnInX/ZLByAFcQY5wAPFau2GLTKj+oNNi2yEBtNFPIYAJ5jwwoIf+rVNWHd93aEq6ajqwgEIAGvIkJnzyXCLpRKaa+Ord3MPVxQHo6lLDKKh3Bsr553ZnaAgnCtZY/Kb7Kn1VFuBIZV4Vo6XXxKnmVhGcSdmnwMgpNezgxjwyhUjmVKmq9jyKJpAM657UFCKQBUDnl/sUa00oABieXG5xc1jhdNqYiTpItM6bpsMgzrgZBZJcUJCDXUMa1rHsOjOojRISSsH44rtRAu4xCXbfGZ5rVrfauvDkC9k9Hpcf92foKf4zlaAYOh5PKUH4slVKJQvqonUkm2QQD76y3ygBuofw/Zq9NjKYSsm6jjhuJ2iOVfiSRqQzcWMolLYHIXZuV5WC8MSrNsGTKqgf5kY+7HADv3bW+Pov1vQB+v/f/7wPwSyml9wD4JVxTROFpWNdBCb7POfcR59z/65z71/z6XBzc07C6BCuZVCFDk7lRASjqrLBo60JLI4Tm1m1n3Bg+aOQynVzWFtXSeBMdWGvvbKJjJYg6O11uBMGk/SIhf0adU9Vp38Ib0pAlkemw+IzeE5v2RBbyNX4vKuBRM6Vkah9UF2d57GzVGrCCxNd1K8oc9y/WZtDYh+iSDIVkv8Xr+Y8HhcHtAQEmLDadab8xUmZPjNeMGQeQ+45UDDla1DayhaKyvJbMYFnqokwQUXUs0VVK4q27iC96ZmSGlMfEbJc9SZb7CJWfKeF1vmFgUJhCQvBXrzn3wOGkwoP52uSZmLHRMTSdZCTjQSEiuevWhIBp1O/N1iYHVXpvlQLvYDQLztYiIk4cWiclWJbvlHckgUk0+PvRosYnH65sXAtlrna3ypx9aZbKOV0k+RLIYLxC9lC7nPFwZE7QkjVHkADyXO5ulaJdqeVKOl+qochxkTAN/VcCMA465efS6ZDUP6tlT1AKjM8l+3lUZQFggdJjL/dkxW+dc3cB/HsQ9R+u/qiln0AewfTZHapz3jn3jW/mb9/suk5I8E8gSum/DeAJ4DbfXsuDZQ2J4PpSP1UhPJwuwsoZEkEnM4b7Who5uZTeiI9Zm61LUMRSlqwZlaKUwcj5cFxdkYHxzmG6VahuYTKdulA6i/iWTdYDBAQJ2ClUm2AFGmpmTHz4BbEl/C+JMsUQs2fXV6Xu6+LVbfcZ/LRpkcetzOtOzwt48eEqq0Zof+7duyM7T4rMlt6haZOVqOq2Q1UEM3AEojDjoPArgRTUQGSPkWVLwvwBKPS6MzABS3B1W5vB7VYJe2MpD+4OpZfW70kxYyEfp9OssCyyrBR7KKF3PakOMq8FWNBsIrrorKHPjCd4YFnne3a+lixrfzRQZZCI8/XV/iSzBwYWHEYpcG4txULoGtxv3mXQRNMlvHtvZD25RvliUQMNXj9mh1JahDmLBxfSSyMMv7/PpG8VsGySISXrVpRVOBC0PzcMgPXDeN1mqgSyoyo0x4uNqVgsNlJWZ7DhtXxLQWWpKDSIidyuwoKLvoJMqST0s1WD83WDd++OpJSvwy8ZPMl1z2ozj7WcQxg80R7W/wjgvwAw6b12W3VXkVI6cs4dvJk3TilF59z/AOAbHv8wr7euc2VeTin9XErpxZTSH/PrLT+yp2R57VMRPVdp9pDhxWowNIo02SEFRxwvNqYX2MWMSOKDSEFRIBv60+XGYLeny42We0ozHCz9eefwylLeX5Tbr4rmspFctx2otO6dw6RH/LVekiptz9aNcb2oKE7Dt1AZKmaMXcSVz7ThiOoUhWxc2ud3SZBYhLCzt7VuI+5frK0EVwanmo0ZBt0f00HwSlV43N2pDKXFY+MsMgMLaK+HqEhmFSwj0lkBwNc+N7YyFpVByMcyRQPtSZ2tWu39ZfUNzkwi4KJLsLlP7LnRcEcV3H1uR8A27A/V2hM7XTZKsm7tXEg9YDkVgPWDBBnZdxTyefdm6yvUCGbVgAQnQi0ojVPFe/DgYm3kWAZCo9LjxYcrZAHn7goyklSO3S0Zby9KF4WhWMcDUTYhkpBq701MeOHWlpXHed33tkpzCixJs4+4t1WgjckCEZJ+ySWjWHPUEr0Qi7N0V6lAHAZw5BqKOG7m3ZEywXt/vBA4PmkBtANPYrnPLsPa5xgk/frA1fdyfwnASUrpN5/Iwb32+r+cc//+dYbhPol1nQzr7znn/hGk1mmpQErpI2/ZUT1NS/k7XUxiDDWy5piMaVXgwXx9ZVZTTAllmaexEt11umwMrSdADKfKGQ6LTbRotyoCKkANosfI5/Eek6pQkIQYnJ2hIOamw0IQbs5biZLZBMtWLJEJdNpblgPAMsiYJLIclQ7Hqu1GJOJWmVUeDDk1ZIQtdf2DbYFVT6oCJ4vaFNP5GceXG8tS2QebKplVmudKHA0Zhk9AgjjTBoCQg/sKCEeLGjEm7AxF/olIRcL60eWS7sg7LVXWVuaS40m41LLVtCpxb7YyQ0Z1c44dkZ5GxOkymSGkKPL5ss3wb2YQXbRA5/ZYUHGlZgTBkack/z9ftTgYXJWhkkyxMMrB/miAMy2dTrXndv+itl7Z7pag3AhU4b48mkumczSXGVt0QrNaVTI62LWg0S69t7Ll2arB7e2B7ueNZch1m8wpSd9OxqbUWvarCpG2WjdR1TrEmdxXcnQVvPHUWHYkR+pgXGF/JNqOdLYGxNHy3rIRCap3TAY4X0nPj45IhnS2FggwYBIUabLnlPqf6zZid1gqkpa9r2g0CY414etrvR8UD37c9VmoWJymlN73Bj//swD+snPuWwEMAew45/4XAMfOuUPNrg4BnLzBezxq/V0A2wA659wK0oZLKaWdx3jP113XybD+IwDvBfAtAL5Nv/7SW3EwT+OKSZBcjHDZrzhR1j7LMyx1cMwDHwJmP6fLxgY7ArAhfeerxhQYCJ7oz9V5fjq09wPEyFdFsGxBJhl76/9Q340oREDHdWiprG9kCK2eDkW6qNMsqNISTr8vx2tBdCDP93TZWLQKSOmTwrvPjAa5rBgz1LwqhNNVBm8jTeo24mC7MgfPElQToxKGM3SegIv5psOn57X08YYlxlVh2R8HSALZwQIwJzGvO+PJkZwKAJ+abXA4HuD5adYRpOGbajmQoJWpovbIWSOI4fnp0K5Zv7+1PxrguR0lm4asmPBw3di5AtL/EfkgHTvfRZ1xVmuGlSXAiPpk+ZmZANGRBK4Acv2Y4VM5hWM3yJfqZ9TeiX4hr1e/lNyf81UGj4PtCpNKJJv2tDe7Vg4XVc5fvtzg+HJjz8hsLU6T+1R6ZdGIyGXweMekAmfQ7W6VFvwImlBIvuL85Rn41KxGcNlJS0bVGGXjrk6unqhcl5Drkzkb0dkE6k4dmvalqCTz4sOV9dgovssMr0+HeNPrCSpdpJS+P6V0N6X0AoDvgIxU+pu4OmrpO5FHMH3WK6U0SSn5lFKZUtrR/78lzgq4Xob11Smlr3yrDuBpXwQDADCORvAO45Dhz+erBuNKkFIk2y42LR7M1yYTw6FvZcjqz+u2wzMqBQQAnK8FqFL5sMT9i9qY9jFp1Fu32BsPcBCCZQEiKRRxPmuMlHq2ErQYm+pEXzVdxLDKwyhZAiRYjuiwMjiDNdNRUg38YLuyvgTr/uSKUR2kiflfNvqlR9LhdJlMTYLTYPuDJqlULooYGbBBp8w+4DOjgalUCBQ+mIFmhlp6h2VKqLvc81s2G+sn8b2bmPDcZCDq7t0FgFy+6yPBghN17z45XGSHOs1eakV/Riv7lYocBKA6d3mkCgdoTgYFqioYzy0S8NOhJ3TcWukUgHHk2PMcbYUrqvujUjYUidUE8Mh9lr8rve+VY70KvOre7kkOnS43lqWzDFoFyho1Sj2Itl9HZUBQGHjTJutz7g5JHvfK3euUCiCK6dNKSpJH8xo+cA5W7mUJGTuZykU/Y2I/bVQGrRB4Ffj1lv11iZwzGegJSFDTaQ+LqvUUZ+ZcO4HghytKNKQzUAvycZeD+1zwsH4QMr39uwDcw5ucYsHlnPvLAP68/veXU0o//5jH97rrOg7r15xzX5ZS+r236iCe9kXm/ScfrhTh1JoRBoB3TrfkAXBOexUZWcSJpNNhgZNLiYpHZcAryw3eMcnSSVRpIFN/pr0hM6ZqNDotG96bra1kNh4UVmqjQQek/7JQtfeZKpDTiIhUT2mwYCGdbrS0keG+M8AcJTMs9oeamDBEhklzYi8dDpUk+PlVEXCxbrCjcH1mNf1rSdV4RvLLpsM0eB25Em28BKPZSSXluqaLmCp8nT0FAjKoLEJ+XL9M+Y3v3MFo8Wn85nqKP7Pn4devIDkPBCl1ctLuuQrLrtuIZRSQCVFi7MVwVaG4omIi55YRaMEDp0sJEk4uN3jX7hbOtF9FMjYNbD/DJfCG/D7p3UmZk4RqBh+SvQbL5KdVgYt1k8ufSqqdVqX2UYOpWtD5M2BgRh1TwlB5TqUPpsc3Vr6YnLvH0UJKk4SXSzkSpjiybDoD8DAz52cEL46KAyGJzJQxMgOcK7LxdLnBblEa+pSB0q2tAilJEEkk48F2ZfuTPSqSgvnZpI7E1FqpbzoUQvkyyZy2tRKaux6FZLZuEQpvwdRjLw/4t0B2KaX0ywB+Wb9/BcD7n8T7Oud+EMDXQsB5APC9zrk/l1J6S6Dy13Hlfw7Abznn/lAh7b/9+QRrjzGrSHzp/rbBtgkeqIJI5AgxWAAS9y9qvPhwZSCB4GHwY4rSPqOOgYiu4KB8j2SIPcKmyReiCvuoDCoPkyHZfUBA/+FfqHMlV4UTeieqfsDaPev2zIKYHQXvLLMa69gPEextzYAH7xDVaFJ+CRA0GTOUOztDcV4kXA4LA3yQxMum/agM+IoDmcPFUeUEodDIsGQkavZO+zHCN2KjnMaxbjOnB4AOvpReYBsT/GqGuo0oTv8I4fxT8PUcfjVDTAlf/uwol2PVsfIeAJKB8HrTCPdlpKhqDlDBvrBskihPUgBuqf4ie28A1NkWyi+C9ckkY5a+JRGRLM/S6VAR43AsBntcFUJwDZKdeufwifOlIvNESml/VF6RCiMI4nBSGdKR+4MovoUqsQef5bEky/cGAPFKYr5/IfynqtejBHClr/nCrRFm61anGeTBqKSFdEqNmChNoB/gEHFIwdpZ3VovkOfE/tnpcmOTiSdV0HKfVDlEvZ86nt6QgoAojxAhS75hH+TzeMvBeX+tr6dkfSuAb0opfSil9CFI6+hb36oPu85ZfwtkBP2/i9y/+rYnfSDOuQ855050uvCrf/afOeeSc26/99r3O+c+ro70m3uvf4061Y87536E6BXnXOWc+xl9/dedcy9c57j6CuYi+5Nf51gDPmw2n6cqzGh/8nwlQpxVYaUqmeKaMilT1RsI3W46QR1SAYAODSCCLMOjWcIBMgqMn9N0EVtqYJntWC9HI+GqyNNWSUoGYOWVSvtdovQOE/8lEZfGoNB+VIaJe3zifImjRY3ghYvDaJwyT+bQew6STm2jOoLzujXuFBf1/XIZEEZ8FvReY9eDkS8dPzlFHPa3szwGlg8lCzi5h/aVT8Ov53CbFd733ATPDaW3xPlK7PsRPk7iN+8lMySONznW0R00pPO6w51JhW0NdsS5yfE+XLV2/e+qhBEAm0HW6O9WRdayO9iuLGgQgntnwyCDTvIVZfXOekXM4inV1MRkYrfcXySOExjDmWQEF5ALxmtBAAhJ1IuNjMVhtsVs+vY4T5Q+XW5szzw/3TJCMakNPD4BIxUWMJxcCoiDzrs/SXvVRNweS7D37t2hCgTnbJ00DIrjsi/nte9FNOVd7TWSHM+gABDFGvbZ+s73Gm2lRy7nRJrpOl9P0brV+376Vn7Qdc46vc7Xk14/DnGOV5Zz7p0AvglSa+VrXwZpIn65/s2POueYR/8YgA9AnOx7eu/5XQDOU0pfBOCHAfzQdQ7KqbHvEqws1Bd8bbqId063TJWc2nJEDBbB20NHDTK+DzMLr7JN+6PS5Hn6CgyUtuliwoHOg6IjpSoCI19mKIeTyh4+kp27JJEsR6OYwK02lCdVYfyns1WDupUhhUZo7eIViHSXYKPi2y4aT6ovNgpkaR+TWeqVAFn2JN9sPJAyzN4w4It3vF2nPUW90Uj0I2+WVb/yYNvg1swceZ1YWo12DeSe+M0Cqdnga/YLhP3nkFaXiBdnwHqOSekQ5ifCh9OZXxnw0eLOztACgTIIOZhE1/2RqIzsbRWGKiWo5GLTYa0Ah92hACWYNRkF4komJcrh02GB29sDQ0eea9Q/LLw5aZN/8s5GZgCi3F+FYGVb/j4lrFjqZZmOmSz7oX3gz64RiAU5yWySmTcdbem9PS/9YyTZ3IIkDZ4AlqozMOZ81agjSUYJmOpMsUHIk50JfT9fN3hpvtEsq9MqRmOjSoA83JSyUcxGqdixbDrMa3neGGh22uN8dVAogJIslvv46203wPG/B/AvnXM/7pz7CQC/qa+9Jes6Z/1/Avh5/feXAPwRgF940geSUvoVAGev8aMfhhDf+k7y2wH8dEqpTim9CODjAL5OIZo7KaVfTSklAD+JzOLus7s/DOD91+EOJDXOk0FA1Ie2j6TiJNT7F7VpygFkxXvTJbtYN1YC4rh7wmypM8cSC9UBOGeKGnlEbk0Gwbgt/RlXFBKlYcmQ9WA9sKoImK0brBSSTp5O3XbW85GsR36Xo9Y5SoENc/57rKW6LXVAoefgd3U2FzOpWd1aFE7tv6oIdg35OgBUi2PEUFofgTPIZnWLb/0CUaGQpnm099zEhD/7zollADmDgxlOg8HPa3zFwRhudQE3PYBfniPVSyB2iOtLpMsLhNlLcO3ajgEgytGbLh8db9TzZeZJNQaWjCjtlAEhjWYLtTX8jzU4oNL40aK2ScYMADgwEIBldXToa71Ofc7g/kjoE/3S2XRYmFoInTj/lg6ERGJ+DrNa7ilmTTT4XaLBD5b1UM+wL7rcRZhY7OGYyvI5e5kMMpWBmY8cY0bejgcFtgcBL182du3vzdbGUbs7EYV/EcYNMpakV0ITtGxzhb9nOoadXA/OzBoPJNAjyvdoXtse6lctiHR97PWElS7e6pVS+ikAXw/gI/r1DfraW7KuoyX4lSmlr9J/3wOZjfV/v1UH1F+KPnmQUvpXr/rRHQCf6v3/vr52R79/9etX/ial1AKYAXjmdT73AyTjnZ+dXlGCaLR5e3JZG0eG/ZJ+hEw1haZLJoBLo2kZk9bHb+sUX/YL+OBxCiyjWKobsC4v2nhinJ6fDhWRBeOv0FnO1VFQtLUMHs+MBqpC7qwnMx6IAWUkTB018pc4BJIzs0hKJhpvqkg2XhOWxtjXYAZIOaV+mY8ad13KU27vXWzw7EiMz/2LGnPVcgyLl7W8JlEtyzkxAb/x0kIdCgy1KOTbxjIPXvutwqE7fxlxOMF59Szi/CFQDICoozLqBVxT4x3KF2KJigGGUA6yniH1Cfk5i02Lly7qK0r33jmsletFGLjAqjuD4ncqGns4zoMbuZ+mGihwNItX0WVKRxGazvEhFFR+VgMZGlYhibdXfp/Cs1yErnONSm/SWdRoZPmbGQvBOPx9vj8JuwRv8LhYLSAYAlBUpc+Ecb7f/miA48sag8LhoRKUWXm4Mxlaf/T/J+9Ngy3LsvKwb+19pju/KV/my5eVNXUXRU80NBaNIBQShIHQgCyEI8CD0BDCxjgQgQhbWPph/8DYWLJCCgnLyC1LJjAyYCykCAUy0Qg5bDVDQ4Aaupvuqq4xp5dvuvOZ9l7+sfba576qrOrsysymSr0jbrzM++6799zprL2+9Q13lh20Oi0VSZDrDoZ5FCMvQsCp+ikCiK7+SpbSgnp9UkR3DRs6Op1baXdVPoyC9Q6bYRHRR5n5VjCX+Hlmvk1EH31Uj/cF01qY+TeJ6N95FAezuYioD+CvQmZnr/v1Pa7jN7n+zf7m9Vcy/ziAHweAp977FaxwlrqJq1WQ+rmpqFV30upqoGw9nW3M6ybEo3fziX4q1HR1gdDDVMdvALjcF2eHa+MCV4YCUbw6q6IeSCMq5pXDjVkZgu5MFI5aQ7CgqP7Pbcf6OlrWOBxLoJ2pKZIZhBghVHSFCQEpLIvaBSq1vF6jzAYHgsAuDBowLeibczgbCCTqOKEneBX6AsC0bEDDBmyAl2Yl9vopLg+y6CVH5RzTqo9hluDaOIc1hJuzCh/szbF9eQ+/c7SKuUk7vTTS5RvPOCvbYOzKWDUMv5zhd5pdvG/Ywq+XIGvBTQNOGphqAc4GIEin1DjGUVmHyJQKz5+KFZewM9PoxKCfFUBOuPuDHJPCYq9n8fFbS+wPxFJpvpaO9jTAXgCQW4uFa4NrSBM7G5VSrBoPBMKFdmvx/coTpMbFzYA4RQQj3QDlAhw3SvpZBcRnLw1SDWWJ5huwmVD7O7cKcZQQOFJO8EnslJT+rh27zs7USxBA7Mq0G1Vd2DAT2YBnjrDr0bKOMSnagTkP3JiVF6DlUZhV7vYt5pVHETYYu/0UL52vUTmPO0vRaR0Mc6zyBMerJs5lXcMXjKGHmXSSrlXkQ4hEhihCmPoZn9cuzuceZBERTJZ+/hv+Pi8iKgD0IW4b2+jOr2MAVx/V496P+e0PbFx+kIj+dwB3H9UBbaynATwJ4LeJ6EUA1wD8JhFdgXROj23c9hqAm+H6a/e4Hpt/Q0QJZDh4LwjywiJ0EfEacFe2Hm3ocDb1R7Lr7sUMHZ1tqII+NRR3hRH6eg2WbsNsRm+v7uB/8LExdnpyDIPQwejv9UtWJAZPbPWiwa4etwbuzTd20KqnGQZX7/0NWrbaFilMqZCOmoXqIF7httN1g0mhOUYC+Shc9vK0jHMWvQ9lNc4DY01neakhfM3hULqx5QkORym+/lA8Bj94ZSAklCIBjMwRvumA8K7tHIU1+MDlAahZYwgZ5L/3Ug8fuNzH9UkXGNk4H4W186rFM+YEMFIofZLHzgoAKEnBbQNOUlzqJ/hD+9JRPLs3wOlaTqyap2WI8PhEmHjXxkXwFQTevdtHnpiQouyQBGKEUqq1c9fOJw0biZ1QrEaZDcSKLM4clWSiu/rNsERNHHaBCLRdpJjkabx/PTHrTDEPUJghBD1TEm2M1K0iMi1dlwasScGazFwkJjpLKKSoBrNRZ+Y6T0hlxurnXueRYicmG0D1tZRNlszalBW4E+DMd+3I/FSKqccgs8gsobCE87Lr2D53tgaA6KZyum5ix6yd8fGquTCD1nmZOJx4qNP7qnG4MS+jNlHTjDVe6IEXAcaY+7r8Pq//BDKvejb81MvPA/i7j+pB7+dZjzYuOWSW9Scf1QHpYuZPMPM+Mz8RlNqvAvgqZr4NUWp/R2D+PQkhV/xaMHScE9GHw3zqz6BTcW+qu78dovr+vOQRG4qCzhcUAjkcFxG6ijZFG19ujSPZTChVuGEzy8oSxWGvimzVgik6t1sDZkZuCUSEWeXirOrqOMe7dvqY5HbD4SILbDuZVynMdjDM40lwUXUD+XnA7hVCBAA1+tU50SjvtCF5YiN1Wl0Ljld1jDyogjWUsMBs1DNpKqwSIfqpmLI2jvGe/QG+dlIiL89giMDlEndXLZLpTXzltsCD77k0wOdOV+CsL/e7uIusPMPjyRx79V2APcjVuDxIkKxP8fKsRtau8f79fiSKKAFiUiQw9QJoazxbv4Ds1icB78DOyc+2kQJmM+Szm6D1FNcnWWSHHYxyPLVdoJ8afOByH8PMxGI4yRNcHeWRvKDdalae4csnhGvjDDdmJZxnjHKZ4alGa1IkuLusoyu7Da4qCmM1nqPGaHNGOQkd4CaEJ3EkdZQvGCIcjguoA4vCeOLckMSZk26axAjYxc1a43xkVyqse2MmSUMym+1gPyXeqEZM51BKLFJpCIAIe/ZTsZXSeBu18tKlxezuqsFuP8E6zN1yK3PW24sKiZFN4LN7BWrH2O2n0enfkjqzdxvPTV2bzpWF9NLl1ym8rHB8dzziz6lRI+rP+KDrnTDDYua/xcxPAvhBZn6KmZ8Ml69g5r/zqB73fmZY/83G5YeZ+ScfRR4WEf0UgI8B+DIiejWosN/omH4XwE8D+CSAXwDwvcys2+PvgVjpPwfgeXQEkY8A2CWi5yD+V/clbCPgAhymcfI650mNGNBqcB+AYGnTRXmMcsH9t4t0w9utYw+mgfad2w4WMQQswuxHMfVeKnTvyrlgDUXY6yW4Pk5xtfAxM+jGvAx04zQWvVXjcFY2uLOUiPL9YR5nYpvw4P4gu0DV1t2vxrIr1KkQ1nZPduE+ED46E9LO2V1nXVUQxG5ShNUaaqdIYKo57PwuRrnAcjuFBVwNU87w2CjF0bLBlVEOtim+fo9BbQNTzmHKOcAM8i2oKbFvViDXom7lOktdxIs6QqTGAG0DGAt/9BL88atSpIBQsGpwVYJtKjR39qjDDvuJ7QKeGbVjXB3lyGzX4cqML4kndBX7tp7BSQGql6jCrKsKu3u1B1L23OVBHp0YbszKyJ5U3z/d1auhqyHpiuNccaMj3mRmLmqHTx8vBQpMJM1YC5faPqnQeJTb6CZxVjZRYzfKu/vSdWcpBsxKj9eNmxJChmGTpBs7tdhy3LmiT6sWKmPaDyLd3NooexDEIiQmmM67EpANkkoHjlctaseYVR4D49BLZNOgcSujLInws6YrqLRE5676XdeNpnp1vjyV/DqFaZ/e7m9o1myEJx9o0TuOJeiJKNLaiWibiP6zR/VgbzjDIqJ/hjehrzPztz7MA2Hm7/w8v3/iNf//YQA/fI/bfRzA++5xfYm3YEGilFWNPVCob9UwGu8i4wmQD+20bNA4A/WzU4p4aijOghQ2WdRtdOhWwoW6B/RTe6Ej+egLU/zhx8eY5CbCd8/u9jCgBlQuQfUa7710Gb96Y3Yh0n67SKM7RNUG/7xge6OGqjbQ6tXqxhDFHfzCqzwlAAAgAElEQVS07FwWtAAr5Xla6VBcTHiPV02cS+lz0pmWdgxqzfPKdB2Zah/Kz1AmAntTW+G0bgHv0G9mcp1rsG4ZH8zP8S+WfXBawCxP5HfVUt6owoCaCkRzsE1AbYVndnPQ4hwJdz6Fx6saaSpWRFR4cF3CT0/gy5UMsr0Dkgy8XgLFIDx+DXbyPu30Ukxyi0lucbp2GGcGpl6hRAFrROpwvKrx3kt9vDyrYnRI2Xq4tI+0nOGpdIHr13fwSy9O4yxHTVlVCKzEjad2+jha1oGiL7OVw1ERI2mc74xq90OXpB2QFDHgPZcG8fN8MMxRJOK4rt2JCnHV8X+USaCnknEORwWmlcxfT4M8QB9ju5dKdAkjwp2bx6AIwabp8/GqjhZXuvlpgtha9W1K3FEYcdU4PL7Vw7J2sGSwDmzcrSJFagwGmcXNwOAr0OLcE9gksMbBw0eBsAvsVP1ebc4cHSMY6SqsiQusX92siQEARR1Z5Tz2ixTT6sHtmQh42xAq7nP9RWaOECAznxHRXwTwY4/iwd6MdPHXH8UDvtNWGzQbnhl5YiPU5Vl2xrpbBTrfu7OyifDBdpHGrKTGeTRAJGEI+YDjkFxSdjtXCx2Kq9P07WWLawP58t9Z1PjAfh9UrWHWU4A9kp78rbKzntru4WTVRLbfdsi0UpaTkgQARFcNgZSEYl0kBrOqRS+1aJ0H0CJPpCu0FLKJqhYwnfO6DvtTa5CHwrUT2JVi1yNQ1TBoaVaNh1m9Ajc8kBecpYuAsdI5kQGVc+wMG5hyhq85vAx78mnw+RH40mMAGbldvQKTganXgM3AZJDXc1CzhhtewrN7hE8fr3F1nIcYDQuXbl/sqgCQ7yBBM9kFr6fgpgLZDHtpi7uWkBlCZgmfvLvC4cEQ8AZj44BegpfOhQiwaDyuDDNMy5W8x4ZxZ9ngGjNgM9i2jLtzQIb5CvEBQmRRf0glYGgI5Vkp4uHb8ypq64rgqK4n+SawLlNr8OJ5GROqG++xWktnoUzD6BZvCH1rI+Gnnxq8Oqtit5Rag0attwzBhBmR6tG0KPRTyYlTSK3xLpA1pOiP1HFjgxKeb2x0dnqpJDEXSUwjdgycl2Jyu9OzePG8xSi3qIMB7TJYaF3qW8BVcJzC1Ess6jD/cx47vTw+hjqQKLPT+U4Ir6xPZR2qTZV0fcHZhSlq/WQz2kRx9AMtQzAPw+Lpi7cMEZGOV4Ie9sHZJ2/0YG/0C2b+V3qBQHUn4fKvw3VfEisxXZS7wGbCztsu0kAaMBEq08/rMAsRIKGrUmGoQimKoVeti/j+wTCPZrVV68KXoxMpH44LfOLOAp5EZ9J4RuoqgD1ABrAZhqnBk1s9fNWVAXZ6CV6Zlnj/fg/DLMFXHgzx4cMRDoY5rk0KrJqQZpwnkSqtO0jN0eqnNnZzu/0saIEQwydP101kg+0PcuwPMljq8pnUA3GT8FG1nYu5vqa8XuK0dHCTq9LxMEA7B6B6hXL7CfD5EeziLsg12F4ENcMGQeLC/9mD6hXI1bjLoUPyLXqJwGcvnZdhiJ/ALk/A6yW4LgHvQMaAve/mV5COD96BXA2QiWGQ89rjya0CBVpQWwKuiUavYlVksZXb2GHuD1LcWtQg3wJNCfKbAZkcKNMULYUUNmucuHLk1gSmog/dk3vdPOZ0LfR2ITx0miiBE92FIEsVHsuspo6GsYu6jY+xanwMsdTPhLi7I7x3iHo0XSp2Vqsv/XvtqKrwvqu1WKVFggRZUOeP65MejldNsJIyEWpOLeGVaY2tIkFmTTTC1XnbaelQ2h4u9RPAt5jkwhJUQ161V1LTXdFSImaoqfxBCUdq0GxIImniZzq8V7qJAHBhzvsg6x3mdPEvIEa630hE3wDgpyBjmkey7ocl+IcBfBbC/PgxAJ8hoj/0pn/0b+FSRpf6+Om8QDOaVBOlcBrQmYhOqxbTEEMyzDpd0hNb/Yh7N75zyFZHcyVvaFczymXQvNez+OqrI8G7WzmRwsvMo5cS7q6E2TQpEixqjw9fG2GcWRjIlxOQGdsoEwhTPO4kRyp2gp5D9hTiifiJ7V6EUjSYT4WcauUjKcpZ9DRsPIvZbCCcKNMQkPnVE1s9IEnxWHsEKufxdXOjS6BqIYSHvIBZT8H1GlSvpXgkKci1AHtwJQWKuNPBkG9Rh6EI1Usk8EiMvDdPjCx2e1aEwka6uXgBpFgZKyzBJkTAsQe8w2M9j61COtHPnKxxtyLpAtsSHN67vX6GdetxXjlcGWX44JUhruQOz+724NNeKIItHp8UOF7VeGxSRA/Eg5D9tOkSryfrVePirGU7BHoqc1U0XWmcRxbBvklPrlfHeZjzyIy1nxokQVMkxJBOzKxOFlKgpKgchdmtvj/qW+miqNcHmKyJ+jiJRZHPj6Q0y6Zu09JIPwsuIBg6//Xg2OXNAySP+Pom+MzJCq3nGBbaOMZWkaB2jIJrzCoPthlaz5iVwqJU9iaACAVWrYuzMDUbVncSnXOVrZjfashm4xmn6+7z34QZ2sOwEiR6Z+mwAPyXAH4Jwh34Xoi5xH/xqB7sfnrPvwHgm5j59wCAiJ6BVNEPPaqDejsthT/UOklDFg9GeQwa1BO8kgvEykVgN2VXAd1QfhJCGAFgHsSIspsNc4RwX8q2mgUIaFG3mFUFytbg6iDBnbXDFZMAzLDrKdKzV3Bl6zEYMPppH7tiTgFyFcCENVIcjjKcly5S7RvPaOoWGtyohUbncmq8q7CMJhmrxY+eSJU+f3mQXcjc2vx94zma2OqQ+nCUwr80hz2VzombGu897ONlBzyxXsLaEyDvA20FtLUUqFL0UtSswem2UNDLJag3AlwjCXJJjmv+BDAJqKlgzBKGClwaZJi3hGFG8MsZKO+FN3qjYAGxy+KqBOWFFDEiUL1ERmtYGokFU0GgZSkQZCgMz52scDAcYd0yCmuwXVhQtcAgBUwlMCeTAVjMfW/OqygvSC1d8ELUItBle3VZZprIrJ2+oe7/LoiRDRE+e7LEE1t9jELHp2GUSiYS8oPBqpFcq87/T7qfg2GOaZhJGaIQU3+xw1XYTE/6AHC2rsXJJMzCdJMHiFfi8aqWxGO1YArzKCGsCIloq0gxrxy2igR3A3y9U+R4//4Ax6sWl4dpdKXILIHIgNo1mC3I1Vi3CcaFxarRjWFnr6Sfbw0dVdst1e45DnE0mbCE1ZFftWg6mz1dN9Fy7WGstxGh4vMuZvYQO7z/6YvxePfzyqRarACAmT8D4O2vbHtIq3adLkQZd/Pa4c6ijuw7AGG3icjq0y5LXSkUQlMG1SREbOjS+U9qxflCM58AoBd8+1aNw/NnJRwz5g3jcs5CEMh68MUI1JZIZ7dgyin2bCWsu+WJdCSsrvMew8zgye3ehUgEZRiONoxwj5bVBcZZB0e1caff+G6WByA4kctz1xlNagi3F1WgF5vYod6Ylxgvb8HPz+Hn5+CmBqUZrvEZPnuyArx0T2APJLl0PWkObhpxpCC5f27D/wEpOqHTMuspqFrKjM+3eHyS4cmtDIPAtuRyBbt7JcKBlBWyczU27mC57WjV8A7U1qCmxHZh8a6dHsg1QvLwLW4sGgxSg2d2BzgtHUa5wVnZImvXgGtB9VK6MVfLcYXdvoYoqmbpeBUIDutGMplycT5XFmkeZoE7vSQWf4FeO98+SSUWKEzCMjtoW0WvatM0LVvcWYgEQTVGhrp52Om6CWnAHSynBfNo2ZEWOqcSiq4camWl3xXt/kQH1XVYmprsmYNLu3SqN+dV7FhlU2RwvG6RWYNxIezLSS62VDfmVYzw2Sos4FrkltA6RMd8dY5RqUU/tXj+bAUNo9RjUzeQ1FIs3qof27RESy2FEMrsgpbxLa93GEuQiN5NRD9LRJ8kos/p5VE93v08648T0UeI6A+Hy9+HCMS+JJYhwtGywsmqFnp5wNM3v2wAonuD7jzP1gKN6CwIANaN28i98iHCgOOJXedZp8GpXXej6/BFPxjmmFct1moBwx5oa3BSgG0GNqFhJhOJGJwWcj0RXp41+OzpGmel7K4dAyer+gIVetU4LMLO8XBUxE5KTzbKENMOUUko+rc6U9HnvKglBE+pynpymxSpQELnN8W/b71Ee+cVmSlZmTdQmkr3ZDOwTcHbh0Kq8A68nAlc51tQ3g/d0CoWMTAL3Lc6B5/dBmwG01aw63PYZoX+8g5gDEwmuUtIMlBegPIeKLAD/VJYitzUUsRaUXNQW8G2JVIj0KOux0cpeokR+yBLmOQWe70ECypArhEIEwC8B/kW25kw6x6b5BgXFlvBlUKZp0ptF8p4J8rVTsZ5gdpUCKz2XcL8E/PZadViXolY9/Igx6LumKIAYiSJdPUmRK+kcXa0GQfTOA4iaJnLSkSNbG6KxMQ4GXXib4LPo9oz7Q9yDLMkogin6wZnYQ4KdIWubEUE7JnxeEhvPlrWcF5uc2WYYtV4jDOLzBAmucHT29IpXxnK96D1DGIf2LqESxvFRAMcNZVYBdBa8EfBp1MKsxSoy8MssnYbz7g2zjfs0xCZjA9jvcMgwf8V0l21AP4IxL/1Jx7Vg93Ps/4eAL8L4PsA/CWI9uk/fVQH9HZbSTixj4NXoA7E00BQ2C7SCCko3RtA1G5oZEaRGIyLNBi+ygmlauXDfxROAmqMCwCJNTFDS6nvSlxglh0jm0ROhL4VW3n2Fy6k3YGxABns9hI8PinwqbsL/PqNGTwzHpvICVuH/AAwDM7uQGfLtKkx6QxSEf3V1MUD6Gx/HHeCUi1m6l24ahyuT3pAW0dID3q8JAQDJFmE6cg18GkvFKgCSOQ1oaaSriUrpLAgdFzsQU0lRcc7ITqUc+l0fAuQgd3e7+7fGFC4TyVccL0hN/QO8D4SMMjVeO4s/N772Dmpjsd5YZjqZ0i6XN8V1LAmuUViCGfrFqeBvLDTS3FpkEU4NXbxoQswBGgatL4vqieaVm10onh1VopRciA8vDorA1W7m3HK+ylUdmXI3VnWsbMCEN9fAFF4rZ8DNeBVB3t5/+1G5I694GJxtKwwCvNThda06C1qEcQv6hbLAGsmRp6b84xhLuSmQSpMwXUraIE1hKNlE22dQAZ9t4qv/bz20R1fSRPq+znKOnNifZ3VdUS1ZschXPNoWWMebKR0U+kYcbO3qB+8YBERbJbe1+VtsnrM/FEAxMwvMfN/DeAbHtWD3U/B+qMA/i4zfxsz/ylm/pvMXD2qA3q7rTibUmua8OXSL2vlfIyxOA7dCiApp6vGXxgsq/tEFbByPaE/sd3Ddi/F0bKOJxItbCq41KJhCXjudI1p5WDqZSxObBLAZhfmMOQCpk4GCy/wySuzMu4eNV9JRcybKv5NCEfdChyLjkd1M+oAED0Ew/Bav+A6u1JsX+dwJlhBvX/cgooBaDAG16WQHNoGZj2VDk4dJ5ZnQFuBfCtFxFjAe7izI6BaRgiQ6zKQMNagZh2v47aBqeagthLCQ+g8/d4TUoCyIkKK0enCe4EevRdo0nuYZi3FzjnAt/iqy33ZNCjZgxlXhqlAhSSpwju9BIVbgxopbjK7YoA9Whicrh0u9RPsD1KBn1KDIjURos3De9M42dWrY0OMbrHdHEqdJGxgHhaJOEWoj6ImCOjS7mwTfgYQEYR14+L8TCEw0bI1cU47CvNYFTa7qCcMpBHHGwQlgRH1s68u6Wpvth3svYZZgq0iCbEgQkh6arsn5ImqxbIRhuLtRY3SMUaZdIK7PYkhAXuwTQGWCBKFV1VAfH3SwyRPcBjmaJtBktG9PTAEFaZUz8QO5jaxi1QSi373H2i9w9zaAZREZAB8loj+cyL6UwD2H9WD3c+z/lYIM/AniOiPBR++L5mlmiV1L1BcX3ejKjRUbZV+WSV0z0U4Q08MVeviF10V9irSVK2U2h2NMosbswrTqo05U+/eHWCvn2KcWbDN4smSfCsnQ+9ATSnXuxrwIsL97GmJo2UT3SakI5Jd+SLY6XTmuF2R1S+w+ifqLGBSpNCk1TyxuDrOI723n9ro3nAW2JFC3PD46qtjVM7j8UkOszyB701Axkp35B3cyS34F34bf+J6BjcVcXB7dEOKWVoAg23AWLjpCSjMmiKTz4sQmKwFh26Mmwbc1qCzm4BNpTuq1+Akh+8HHZaxML3BhfedskLg1rYWaFFp7logycDUS1CzCo8tzELjmtA5GBz0DWa1kyLHkmwMmwJWCAFZs0TlxPsvM4THJwWWQZ+k402Zd2o6c+cIn1q5TbQ/ChuEOwvpMkU3aPDMbj8y8lQ4bQM1XTusZmMzpiShvX6K/UGG65Mi2jEpXKew7yRPYhLBrTCj3AzWVBcV7cgA0Zepu766VagYXckTjRdXkWvjHEUgoSwbh0GICjEAascBuvRIWSQC69bjUj+Jr7dCg3t9eaw7yzpGtJyGQFHVJqo9lPofbppP59ZEnaR+33U2rfNCLa4Pvt5xLMHvh5jgfh+EiPcfobPAe+jrfqyZ/hyAdwH4GQD/AYDnieh/eVQH9HZbbkM7JVh+p30xwedN5zyTPAlu5m0U0q5DrIdCbsqmm5YSkKgUYMcCA4qFkYs2NpY6g1MhOKR4fJJjOwNAFHbsXdGSE/IScLXMTELXNc7FOFTzrRwj7h53+1mIHemMbdVSqgkmv6mhcHxB7xISZoUJaPDMkKMdlTLa9DVSIkmRGFzuyeuwnQFUry+81tw08Osl/PQE9vRluDsvo735Arhcwp3clsyqJAOlOexkV2DAtpHCUpednZJz0nmZRAqR9/DrpTAIfSvzqGaN5ORFKWaJzMrI2NhdycFv6Gq8A7WinyL2cUYI380TnUkB77CdixjXk8U4U0izlo7XNYBz8X374OUBFo10AqkB9gcprgySONCXz2AnFShbj8OxdIOTIolzUHGayC7YXimBY6+fhbQAFzcVk0KMbnXDEc2XAwTeOCl46oCiwnIAkUl6Vjaxm7scZpTzSj77qmcahdgXhcgdI+r9tAho/haAqKuqWqHEL1uPS8Eh3RAwzEzwX5SiNS2lI17UDuvWI3NVhF3JC+li3Yq7xcEwRx5iXVSOIbO1LHZ8OuPTTlIZhZ7FgkqdL6JB9cbmblMI/lYXvUM6LCLSOdUfZOYFM7/KzH+Omf80M//Ko3rc+3rWzNxAPPn+MYRw8cjNb98uizYLjTWYlh0LTsSYyQXiRJ7YThQZdr8669G/0R2dMvT073d6abCH0dBCi3GRxiwt3blnloT9V85lxw7IDl9nV+ECBAjKNRhn4oxwthbdmGL4miarw/6dwIY8GOXRt27TgaDxXeS86lAmeQqzOsMot/G5LWrNaOIAE3l8/bWhzBdSA9OswSc3YMq5QHsAfJgZcduAT29JAZudgL2XWdTxK1LkWAgZMKYrUDp3CnMwrtbifDEYgZ2DuXRdSBPeCyzoWvijlyJtnfICrF2U7mAD9AgoVLhBdvGtzNxCfhaxh23LaMB7CXPYZgXbCMuRmypuLKDwW1tLJDqAzBJ6qRQ6ZWlq7MaqEdr34bjAVi/BjZkY2i7CzEiTr6UT70S2ooOSwqDaLrXcOl23cbME4IKdksLem4GE2tkpFK4/lUAhUgaKxUhhZo2OXzU+OmvMgzha8sT4QvBp4z22ihRFKs+PA8GECMgtxQ3AuhFdHQD4tMD1sSQx+1RmsrXNATJ44bzGMDNxvpwakZDo53+SpyGmRObT24V0i8oYbMJnV3WU+nmWOS7FeZdqLB94vXNYgh8ioscB/PngH7izeXlUD3o/wuFvIaJ/CDGT/XaIsezBozqgt9siCJNOdSuqK9kLXYkOavWndmKGCOM8wW4/w87GkHrTMbxyHrMAxwEi6BxFiFH0NGpqul2I3iSZ3sKonUkhSgv5aRIpXOxBbRNmLB5sE3AiX9zESocUiRWZjUansw1Hd3UR/9zpKqbD6hxLNUAA8O8eKiRIuD7JYFZneE9vhWd2+7HIWUPwwR+xbD3M+gymnOLL9/rSQZ0dwZ3ejvZIJknFkBZAe/dG7JiAUMTKAL+RATeNQH91Ke4Y66U857aRWVbbgJq1QHveCQwXtFXaKfnl/AKxgoJYmPIeaBMi9B4UsqJAJrIxybc4p4FQ7QPpQm7vYFZnSKY3YOd3xDrKO+nwwm04KYSl6Br83kmJwjCWjUcvee1sSj436rE333DZvzWvQjfM0aH/eNVgHsSu6huoJIF51UoycJ7g8iCLhfHyQP52UbcikA0MPmX/adiiDZ9PlT6oa4lnxuG4EB1ZIFLs9ATGvLWQTVLVdvlxoyDtkA5Qo0a66BsODhrDTITAy9rjfN2KaTAYxjW4MkzF9HmUgoJLyzATj0E2iXRa7DHIDNqNgjrMQ/cZ4E317dQN4fGqDt9rSRyYlU3oEG1kMwKa4s3Y6SVxnvji+UXE4K2udwgk+PcgjhavjRf5DQAff1QPej/P+s8C+CcAnmHm72Lmfx4Se78kVhLmVLqr0oHx0aKK7Cqd+zRx5yXQ3qySYnNjVqINmPjZuok4ue6aRWcjju3Hq+YCwUN3hup4ASLY2R2ZWSmN3begShzFI/XaNeC0D09yov3YKzNcG+d4ZneAZ/eG8IwYa2/CyWdetdjtZ2KWmyc4GGUhKl3EoqfrNs4a7OLuhg+hEQgOwJVhig8fDuPxv2d/iMuDHFdHOapiG2Z1hl1axw7QL+fhOfjI/ONKiBK+aeED5AfvpLhUAu2ZUTCINqYjRmin5T043F4FwGqSq7O+WHSyAqSEC7V3SlKY/jjef0f0CL8nA3ItOMmwhXXXefk2drymnAPL81CsBIZkHxicZqO4uQb7wzS+Tx5AGk6Y6smnXdZeP5McrsyGHCuKMotbi+qCHVM/teKVFz6TZ+smbpxuLaoYqTHMrFDVwwn8Tog2UasiJdd0jELdXFHUHebWvC46/sWzdTRh7qc2bPQoFlNAivJ2mKMqmcd5YJRL8Rjnkm+lCETZ+vj+kXdYt4y7qwCpe0YvMehb7hizJBKAXrCnWtQtZqX6GkrBUeNfdWBR0bB0gT4mc2u6s4qpNUZFk6CLxFxgCb/lRQRKsvu6/H4uZv7bzPzlAP7Ba+JFnmTmpx7V497PDOs7mPmffCkxAzdX7TtxrSHCOnxhlaJ+thaWnXZKOqAFhEChO99hnuBkVSNPJOxOKbxqjfTytESeiPbEB+q8Z462NM/u9cXLrBiLULVZB2umQOs+vy1wWXBkAADOBzBgrEkSiGXna6OvnGchduQbc4yjpThQDzOLcWbwnkt9/NHHexhmFn/g6hBl6/HhaxOYxTEORwW+4vIA56Xooky1xFZAKDVu4r32BDs9i9ox8tWJHGu9gj+7A1+uwKtZLEiUZlKgAPB6Cdvrg52y9Vy8nttGCCfFoCNLGCNdUCweUsCUqq5Udw7OF3IbJ7OwJJV5WF2CgjaL0lRgx3DfAKTI+jYO9cm1QmwxRn4XHCzI1eD1XGDJppKiBYDSPH6uyLcw5Rx10sPlvhBvtk1gdbKPBAjxLVRxejc7dR44GOWRdampAtcnRSQFVcGzbztQ3gGZa0Un9ADbAYiQoULbWgzVlHYR8p40+kZnnUqHV19AnUuNNRssEJaq1kVKuJrerhofs9OqMPcSo2aBqRODAGeKW0UvFfJL6QnzljBKZX7mQRhQg9QALYzMCsOMcLsQZ32dmV0epoH630hUitONaJflpbEjYlmWbMx2Ba7XFOXrk17sKuchhfvBFwW7sPu4vA0WM3/PF/Px3h7P+m28CIg7KEC6EbXG2R/msXBt99JocrsOGqQy0GmVPWQ25kUAQuibjf5tlgSq64V5mc7A5rWDNYQXz9e422YCAbIPYtRahLVVCXd6GwAECiQDV4wB9li3Al18+niJO8sGe/0kuByksbgK9MGdbsYYJEFDZpYnsESoncCdlzCHXy/xoYMBxqs72J8+B1+LzsmszlA7xtccjoXmayx2/RRPbWVR/0T1UjqgUHzkxRGmoEnSrpPxDiZNuv8rW0+LV1JIV7X55VWHCv0bm4oo2Bjp4JJUoEKl/CcpqDeQ7sf7zjEDkF1sLIBCZd+EEIWVedFAjlRm0DQCSxqZIZIxnQZrYxaWQh1SDHxaYJAaUFthJ2SZ5daEjorRS03sag9GGTSY8axscDgqIqwHIM5RNyUY6kc5zGyE31SKsJnNNt+YnWl0CYBIQtDZ2iRPIjzZ5UcJrFy1AmcLpd4HOYeLLEMlLql0IjXS3RyMcvzeyQqTXJCLXmrw6qxGYYM7SSJFf0w17qwkaZgIuFvrXNl3yAOARS3foSujDJcHOe4u25BebKMpr3aNO70kzrGUpi9wqA8hp/5CfI7aOel3SJGRB1oEsR27j8uX4nrbFCwi+gdEdEREv7Nx3f9ARJ8mon9DRP/Xa4LCfoiIniOi3yOib964/kNE9Inwu78dkocR0on/j3D9rxLRE/d7bJMQhT6rOiKBdkeroFWZlm20q9GTvia3DjMbwxh90Ndoh6Peg+pWoKwvmZeZOEP6lVdneM+lAV6eVUJbdy3gW/hcLJmoN5ATbBAJc9ZD7Rill+N4dSb+cLfmFX7r9iIccxML7DhAM6k1AQ4iDLgUAaixeOF8jWWYeVElDufZ6QuwyxO4V39PYLzzI3DWhzWEfbMSYTAzkrNXYY3kE7FNOzq5RnlUZQftGSuF5bVu7JACwhuwHMKX9p7wiEKDNgOlqXRPTQVOCvj5OahZSaGqS+nCvIuQ5KavoJItFG6U27axiyXfyjwK6CyhVmfx/lRbJrO2tczRIMWOWmEOLmqP2jPIO1B4bkWA+qoQczHJE8yqFleCS8XL0xLbPYvrk150uZA5q4lEAOc5pl6rAFwJEPuDLCbxagelsy5AOig9masGcJTZqDnUgqfMRaD73I5fI3lQ3RYAXJ8UF+jxWii1G2ucWC0tGocb8wqD8BocLRssa9cRV9jj+bM1doOo+MbZGJQAACAASURBVFLOICIsGx8IFxTE8roBE6H1Tu+iAF6PYZiboK2S63uB6aqM31Fmo7N9aikWsdRScB95KJx2SIdl7+/yJbjuh3Txl+7nuoew/iGAb3nNdb8I4H3M/AEAnwHwQ+Hx3wPgOwC8N/zNj4UcFkBsQr4bwLvDRe/zLwA4Y+Z3AfibAP77+zkohtBwJaahM9BUZ3LVcsQgxgCPRFeH8GUf5knczZ4Fs0zZETvcWlTRlqnTLMks7LFJgcNRgfftD3E9XYs+x5gAC5ZBEFuDiiFgjJyM2xowCZgZhZFkXGX0fe21Ed63P4y7ynnt8J79YYSW3r8/gCHC1VEGakv0y1PxJCTgaCHHbRd3AQA0P5aTcFZEaM5UCxgCqJzj3f0a5uxVgD1MW0mn4xqBLsOJ26+l21IXifi6e9cVJ72uraNuCgDgXIAB3YVOh9u60185IW64+bkY6AIyo1qdR1smpbGTul70BkFXZaIWi8uV3C7MqNjq/NDBlIEEI3cGmsnro88xariStDvhAtHfEQCOltJ93l62eGFlMMwk6PLyUBwvXp2VQRTcwXonqzY4hhRIrcHBSCJqro7zmLP27N4gOvNrBpYQeeRzZ02nw9ofCHSsnYay+rTAaAemwnFNVdZupfEcrb6U+j7JOwhtmCWRZn85UNU3k6d1HuRZ3Fy2CnmtD4Y5Hp9kGOdJnPXNUOD6pMBOz+JkLYQWE8x/a8exyxr6FdatMArnlYuJtCIYlsDJ3X6CwhrM6xapke/cyUr0dAfDHKOQEB7JUuF1EaSly/V6WMLhh1WwiOgxIvqXRPQpIvpdPW8HJt8vEtFnw8/tt3y4IhZ+y3//ha776bDuJQL7sw/5OMDM/w+A09dc939vEDx+BcC18O8/CeAfM3PFzC9AGIx/gIgOAIyZ+WMhUOx/A/DvbfzNPwr//lkA36jd15stS2LougjQh3qLKbto0zNPHSGUEqy7rqNlHdNWx0WK3TCc1fA61YPorrVqZcA+LVu8K1/hq68O8O5Xfhn8m7+AD1zuS9R628STv53ehM8HkTFH1QJAoOTXS2wVFl/32AhPbRfokcOVYYIntnox/O+xcYavPJDf54mcbCa5BecjmHIKair8iUPg2b0e+qkN3VGwKUpzmNG2FIetfXEzdxXOelci9ZttBrOUt5baEv4Tvww/P4NvG3GU2CxW8eSeXfip/46aKR+iRdwGnT1JY5cWGYTrwNBrReMF9jBDadRp5yAwCjfYiHUpsyfnLnZuG+LhCO0lmRSwDbsln+SSVpykseCyE69EkOmE3tE+qwSFXT21FcZBtnC6FrjrM8dLHK8aPB2Sh/d6CZ7ekZiXwUZUjRITGs8iPrbSWb94vhZoMTFRh6cGzQCiKFjnqJaAl6clhpmN86tr4zx8LjtShRrbei8MwZNVjcNREX8/zJLYIVbO49VZhVFu40bpxqwU5mE4yStSoUhD7RjDzMBDSD2qVaudx7JhFAnhsb5Q3a+kEi2TwuOsdBhYxkmFqHWbVQ7npSQ/J0GUfX3SC0hJjsQQZrXDpUGGNDyGDRlZhkQzqXZjaq57tKgiZNtZZj14wSKi7jP+eS73sVoAfzmQIz4M4HvDZv+vAPgoM78bEgfyVx7gkK8A+HUi+unAKH8IVfuN1xsWLCL6TiL6ZwCeJKJ/unH5l5Agxy/2+vMQLRgAHAJ4ZeN3r4brDsO/X3v9hb8JRXAKYPdeD0RE301EHyeij8/OTqNrgJi2JjEU72zdwHuB9RoXogiCoFC/tPoFjd6BrrMsWjcOe/1UXDC8kC309i+er7HXT4NrBcNPT8DlEsWv/xx82gMnaUfPngqZIWqGwpylYPlyZc0SKbc4zGTHn/kaL56vYQn45qe3MWpneDKvsZdJkN46UJidSUHnt+Hnp6B6jdQA33ytY9RxI8WIsh5MMRBWVoAoh1lwTU8y8OwYdnkS2IxLIVt4Dx/mLex8YNG52G1RKkQIykMX1ATq+2AcKfxxhR0nhRlVXAHKM6Pt0C01MItj8HouLhrrmXRiVRlsoOrOzxAQMkXoHGlzR+sa2TAEu6WofWsqWN0sWCsQZlPHTitqsZg7+JMMLmcCx4E9TkuHdcPIEwpWSyKfOFrW2CpS1E4688NxjpfO15jkCV6eisP6vBKK+ihL4uzJeQ6CdgqbKESkQGdQmkithsh7/SyQEeQ1Pl0LLDbMhOWqIvlpJXPc509XyANTsZfaSJc/XUtO3H70RQwdWynsWE006KfSTe70kphbZYkwzgyYgbNSnCxuzWvcmLcwJJ/hTXkBgAubgd28+38vNeglRgTYhbyu6ljvmWEAGBCGqWrHbAzNBBAcO3zQlMmMbxiYvQBiavPDgQUfHiTIzLeY+TfDv+cAPgU5D25u3v8Ruk39F7yY+a9BkKyPQBqZzxLRf0tET7/V+3yz9WYd1r+GZGF9OvzUy1/G66G7R7qI6K9Cdgs/qVfd42b8Jte/2d+8/krmH2fmr2bmr+5PtuMwWWm6ZesxK8UBYLefQYPmrOmw/ad2+jF6Y/ODrAPn1IoZrqa17vYzGEOYBVHlMLP4sr0+yDVIb38qkhO4LmHXZ7JbbyqZC7XCilJ3cUB2l2ZxDDu/I8y4egmzOoOZH4FNgq9/bIw/9vQEKbdAdBF3MAR83fUtpL6GYe16RAzb4xqmWsDvPn4RviMDGozhexNw1genPTSeo/muevyZainH2NaijwLuHeMB6UrkpJ928yQlPGx4JFLeu2idZKzoqZSM4T3spWvdfbRN9AhUwTKAeBLgTRKF9/E4Wcke7CM93c6PojdghAQDhR3GCsvwNaQMDoQZhRzrbAR4h72eeBJqAq4m5WrkTGoIN+dV1GrNShc7p023fwDwENsiPeGerpsYpSEMP47zys1gxINRjlFmN+Zh1GmUghmzCVKL41WNg2GOo0WFy8MsMhWVlDApgsGtNbFzUpiwn9p4TBqZosw9Nc2d1y0WtTzXSW5xXjocjjMkVgqcWmOl3EZtXE3iJbjwFivXucBsmyYKgD3ZSKMfFyIPKANTcN1qfJDM76ZVG2d20gHWEVFRgtWkSEKm3UWD6AdZX4AOa0831uHy3W94nzKz/0oAvwrgMjPfAqSo4QG9/wKadTtcWgDbAH6WiH70Qe73XusNC1Zw3v1lZv5aZv5XG5ff/GLqsIjouwD8cQD/YXhhAOmcHtu42TUAN8P11+5x/YW/CX6IE7wGgrzXUshCY8nXjYusLdV2qB5Fo781YuFs3eDOso472n7ItcoTue1J+AIUIcJBh8MiEnaY5KFLWQfHcYXE6mDCGqyYuK2B289DYzpgbKRNY3keIUJTLWCqhcSzW5b5V72MvoPUrJBZQhIIEuTbeMJWBwdTTvGpZtJBaPkAXIykyzNW4unrJXLyUrzG+1Icjm8CNz8js64kk6JlzYXORYtFLF6BRKJdjgQu9sMHw4Tj623Mii7+fRQNs4cNui11toi3sTZuBmizMAaY0gzG3e+SrNN1+RZcr2HnRxfTjl0rM8amK8C8AXcSi5YIQSSdz27CZ32sWyl6N2dVjKs4Wkj0h7JNcytwoWNEA+F+anBtLJZD4tuXhDlTF4OjGipDFGG6VdPRsPNEqOkvnq8jRL3XFwHxNFgtbXZK00o+8/NayDq35lWEz1TorNDZdCPUsGx9tB1rvBTVs8BOnZVNJIBousGi8bi5aCIB4mCYRh1VTQl8NpDNi2/BSY6z0mGYinhYv7dsM/i0wN1ljV5qQCTFUGaADVJjsNez2CoS3F5UIU2AxMU9FGzdCCj0qlR+hf73+ll8jx540RfUYR3rxjpcfvzed0lDAP8ngO9n5tm9bvPWD5e+j4h+A8CPAvj/ALw/UN0/BOBPP8zHAu6PdPFtYTg3JaIZEc2J6KE+6Td57G+BRDB/KzOvNn71TwF8R2D+PQlpSX8t7BbmRPThgKX+GQA/v/E3Oo/7dgC/tFEA3/gYws82eOb1UosbsxLjsDPVL6h+eG1wGxCyhcHZuonYtg6tNRwRQGRiqcHtODhaPLHVw9ZLH5MH728hOXw6stnc6W3AOfhCdufcNPCrjbfEWODuS3EnbxfHG1EjQpve1KpItyBEgSzsRYQyH7q6thYiAXv4tI/30JE8RtuIpirtiQUSGZgbn0Ry+jKym58Qse6t5yITj3YO4KYnSA+fFrgvdADslPQgBawjQZiOmQdIQV6cy9/Ua3DwIuTguK6+gHG+pjMolk6JvYMvl93LVAziDCwuFSjr/KmpIxxJxoCrkMdVreTn7PiCJyL5Vro+hfz0+s3CbBJxIyGxf1o1Ho8NDWDTmIe2bETPpEy2g1GO3X6KwnZOGItaCoMyQA+GMmu6OZd50dWRmNcWicHjW0WcE6kIXnOuVGisJ2c1alY3ft2QKdNQtEpt9M1U3d7mpktzz1S4rLMsLZoiRG8iuehwXGBaNpGkpKLhw1GGT96Vr/4L5zWe3s5BBHiGiK8DCYZcDWbgak9srgwJJGiqBWy1wE4/jRwXjW2Z5CISXjYyg9rppXLf4MAoDJltgbLvWDor2TCgM84N4ZnXxgUefD1cliARpZBi9ZPM/HPh6jth3o/w8+iN/v4+1h6Ab2Pmb2bmnwk2fppE/Mcf4H7vue6HdPGjkIIxYeYxM4+YefywD4SIfgrAxwB8GRG9SkR/AcDfATAC8ItE9FtE9PcAgJl/F8BPQ7K5fgHA9zIrfoXvgdhHPQfgeXRzr48A2CWi5wD8AO5z0Kg0cwAxTmQ/wHyLuo1CSACRKSj0XB81VzoT0i/yTi+NIX3KMMqDO4Z+gc/KBtSfyBdxeiRsuHAy99OQImwz+PWyg56CG4Ofn8GdBSZfmHWZcirFqqnEuBWQbqitYRfH4CSThN5mjXFuYJYnwZVBxLi8XoLaGqZZgSp5TG4bULWAXZ5Ix2UTUN6DO7mN5tXn5dhD1+fLJci3clzaLRojxcaajnyBULisjdfxBqPQnd2V+5sH6nhbXXSraJtOl6U/g5M6t03osKRLk8e2G7cJAuFNsoX3wTMwjVotbproLs91CazOL1Dd4/2F+6SNLhHoZi4AQM0ao3aGo1I+Y/uDHPvDFIU1eP5shVEmjujTssV52SALNlcvT8vY8cjsVGJJUkO4OpLCdV7KbHWcC8nisUkR40cUunt5WkYtkXZc6g0IIH6+z4IEQpKARXPYhPmY6rU29V3qb6guLk1welGBs87BFGbXhGGRdgiz9WwtmVjqOTjMDHqpEYd2Q2CbxQ56jRQvnpd4eQmcVe4C/l+nA1zqi4sGc+fWMa0a5IkUt8+dlXh6O8fTWznGwYlGAjS7AgcgOrSLyzxH4tSNeRlfswdaD1GHFTbtHwHwKWb+Hzd+tbl5/y50m/q3sp5k5pde87g/AQDM/KkHuN97rvuJCrnzKB74tYuZv/MeV3/kTW7/wwB++B7XfxzA++5xfQng3/9Cj4sgNPT9gNcPQ6SCDqRLCkaaYaagO0igc3TWyBEtYrcXFYZhVtA4iWdQOrzxjEXVYpgnaHefQHLyItq7NyRsUGdCbSMDfFd3/npxFtTAL+dywp8di4deJonEr+sE6tBtsJffBdp1xuLmwMGBQu+X2kpO2Ekq3YlCcczyt2Tgt6+BT27JIZVzOATmXZKCmwpkjJjctnXopt489E46ms69Qhl/XJfgrIiMQGx+gTfnRrob3QxOJBO0X/aC6JjC/b3WRaCDDI0MPWNBDPOyaiPokRkoRkCYJyrkSIlowXSGxWneFS7XYrtvAVehlxoMEoPPnK5jjIjOjCaFeOtl1uAbn5zgt++somPKjZBzdpoYHI5z1I7RTwnWGJysWszrNro3PLElLMMXz9chdsREUfAos1HsfrZu5LMZPtd64k6tFCaNItFCJPlfafTDBBCp7wCQUxcS6jyjCLDl8aqOJ/tRQC52ewnuLFZYNRaDQJp47nSNS/0hstBlnpQee1bea9UOZpZARGAgSD8qZPUcRTLEVmFh2OHyII9FtnZi7/Tu3QJly2AWJOUTR1WY5zXxuXtmTMsmbkx1I6uFOX8Ibu0gukgcerD1dQD+YwCfIKLfCtf9VwD+OwA/HZqCl/EWzosb672b/wnyog89wP296bqfV/jjQXD7nQEe/DYi+rZHdUBvt6XCwlUjA+evORxHGqsGLU7LFvsD8SNrA7wlg+cUswCjqKfaWcC5HQOHowJNOLmumw7b74WMqo8dI3Y57Z2X4VfzSEJQmEwhMNEdhQLS1kKlnp3Kz/m53I96rEG7K4EF2YoLBVVLYSXWS3CSS4EyNs57zOpM7p8MaPcw+vWBPcxoRwbhdz8Xj6H53CcivMblEs3nfgdIMrQ3X4BfiV2Rb1qYNInkC7Vm0nkdvJcCZ0wUAGunxOVKiohzG6SJi/R4IBT4AOGpYwWlmXQ+SqpoG7iT290br0a4as8UHTlM3N2yashC5yqvDV0snsp+bJsL8GOz+yQ0qRgA8vIM1Kyw17NYBDadMEhlNvXkdi9GfmSWQCGC4+ooDxAYYZRb7PRT9BIDDpEjN+cVBhvRIFogpqX4Qu71Mxwt68B0k+7jYJTHAFElHFwb52JVFPR8So5QSFyDTstWDG/LkK2m3ZxCiVG64TxuzMpAHOn8D8vWY5wnOFlrNhZjWkl0yJVRBvIOuQFsW2K3MJEdmxKihdpeL5EOy3aQ8LJhLBoHTzbOmvb6GQwIeULBb9AE6jzj8S0ROGuHuNfPYlTOtGwxKZJgeWXiPPuhODOBInHo810+32Lm/5eZiZk/wMwfDJd/zswnzPyNzPzu8PPzzvJfd5Ri3DAH8IEwKpqF/x/hwTq2N13302GNAawAfNPGdQzg5+5983+7lg2DZIQP5dWswcFQ5glXBglentX4zMkKZ2WDxgnurxlaqtlS7L6pXXR6n1YtGi//Pls32AtWPK3zaB1gDOFdOz3wnapjuDU17O4VUJrBTa7CLE/haonX4HIZoTZum/CF7UUCgV2egvNhnFkBEJdxK1ZPtAp+fs06sq7IO7E/atTfbw7KGrDdunhSBuAGu/DZAKYqYYZb8N6Dir50gN4BJnj1hdtzVUY4kIztChUQIL40Us2NzqWCSPiCPdKG96ApBt2MKszY5GcN6o1i5+XOjoSFqPfhXXRqR/h3hAgD8YM1J8v7jlqapKAW0vElqXRXRPBpX+5HjyP8lGwu6aqyW58EFyOoNyGnQ8DVOKscrgwSnJctXjxfxwh5ALAGyMkjTw3Oa4HxZlUb04VTY3B3WWMQaOKZJdyay0l4kFncWUhwYT+1uDbOcbxqop5Q89pGuRo0J1FbCCjpqIvIUWkGAhlpEuaRqiHUoqAehGL7JVB5HtiJm5lqutQGapgaWMpwXra4PEzResY4s5g1ABFjwi3gug2Yh3RXi9rjUh9oPSMDokl0Gr7Li9pht59iWTtMqwbXxzkmhUXGLZgTJIawbh3O120MMp0UCY6WVUxGPhjlmFcOCxbDaHV51+7wgdfbxCfwzRYz/wiAHyGiH2HmH/piPe7nfYVDgOOX7iLg6Z0ePnuywm4/gVlP8eEhgfMhKivakcuDDE9sFfjE0TLGkTfe43Akgko1zVV3dIUjVKS710+j96BCjmdlg4OzT8FXa1CawrcNKM3Al5+Gz3owqzOZY3knWqVwIidjgiOEOjZICq9fzoH+FrAWLZIf7YsA2dWdpslYmPUUnj2Qj6STC48Bb+GXcxhjhRG3PI/0cTLCZjTlFO3JbaTPfAhQckRTd2w9Y8GrWThOOYG3sylQpOCqiiQME5wm9HbRKT2ROVB0ZTdGRLrh2GGMQG8681LbJQBIOsNbPz2RCJFA1NBj24RcdfbE1fr1Ik3vpZAOxlLEjAFCl8rqhNHKDFILFBnT6cfYgyjAi0GXdY4etnwJZgkm3CpE3K2mrPPK4cowiKnbCoM0x9M7Pbw8LSNNfV63eGKrwE5hYX2DG3PGbj+FIeDVaRnp3NrJGEIsSACCsFdmN8MsicWjDY4O2qWl1iAPLEFBIEIn5lxM5m6dOJ3bnsDix6v6Av3eGorpxK3z6AXSh3RkEro4yg3OS2BaOYwzi9vLFgeheAGaLRbmjiTJCqPMIFke4y5toW/ajlRkJWz1cDTAb9xaiA4sQJuehQgzbxhj0+DlaY3LgxyPb+X4rdsLPLHVQ5GYaFANdP6iykac5EkMoXygRXRf3dPv9yKiZ5n50wB+hoi+6rW/V/3Xw173wxJ8hog+qh5/RPQBIvprj+Jg3o6LGXh2t4cv2xvgaFnH2Q+tp7BEGKQG79/vI08kokNhQnU+1zRfzZ9SnFsJF0od7qcdJHN5KFANp7kUm+lJPKn64R44KWBWAvOZ/viCBRBv/PvC82gD9bqthajRluCsF9wWNk/USUfRhtCCN1ekuev9qydgKFpkjHQb3sf5GrdNB73V5YVEX5MmoHTDzSJ0Naz+ffrlTdLXZQDF7ko1WHkv3G84iUXtVd3pvZTcEY10O9Hya/VeUcTcG8h95RvEiVBEKRV6etRXyS8vvH6xe1NH91IcN6icAyYBpznK4JB8qS+JzXlgAUoHZEJku8HzUyEZ3F60aD1jlEno5pWhCIZnlcONuRTJa+MUk9zibO3w+FYPV0bi5CBsPhN9B5Xh9+pMggvVB1MlGr0NyQaAOG9SEtGkSGMqtRawxJpoDruo25iBBXQdGtC5Z6TWRAgOEChzXolTu4FkXeWJpDJrcCOY5TVNC7SecW0owuP4+dWIkWyA3BIuBQHwwShHnhDOS+mOMktYtSxRJkmOZ3Z6sfi8b3+AUSYwoBoRO49gNSUBldtFGoo3HsJ6x3gJ/kD4+Tfucfnrj+pB76f3/PsQDz+lK/4biI/fl8TyIRzufZd6+NYv2xXxbTkHtSWsqzBqztG3grPniY1DaIngtoERJYmqqaXowN4G70BDEpEwLds4B7g1r8RkNx/Bnd2Vk32SwfRHwuRjDz8/R3v3Bvzi/ELi7mbEu/rpwRgpHs5Jp6UkgpARJZEkBrycSUfgHHwhRFDWSIzA6IN34g4/vtQVBt92wt3eADS7Gxh9Qn9XggMlqXgHOh8Nbs1mUCI2CoHmUOn1toPWuFziDWPsA6sxOlcEGE/0aa9nDV4gXRShs6sCOUVJHurAUXX3QXkHlcbXgDuncDI2hGsKQ5CrMsoIqBgEKNbGk+rlVKBBghAIplUX3e5D6q41wNMTC057uN5zOBimGASN33kp+U1l6/HklmwAfuv2UmLjE8LJqomdm+RkyaxplFlMw4l7kie4NZdOdF67IJpFzHlSZ/bOTLazVVKz28Z53J5XQVhvolj41ryK0KbeXxOKcB6SkJ/e7mNatVg3HA1157XHbl8slYapDQkC6DorV8OnPWS+hgkkIt/fxm4vEG18C1NOsWg8JrnByC0wzESDtVUk6KUGpl6hlwp0alyD2jMmuUUvEcLKtJJNpIiKRYIyLdvOGzQwKPvpwyBdAO+EeBFm/u7w84/c4/INj+px7+dZ95n5115z3ZdUgGOvmSN1FYanzwGugZ+fw9RrUCnGs6ZeYpJbzDZU8TpfAESZv9dP4b0wAn1wKFDjTN31CkwoO9ave2wEMCN7+v1yIG2N5Mp12PkR4Fv4ctnFw4fFr9H+RI88zYYKNHOFCk2zkpOkq8GliIuVpm1nt8TBITiRm+GWFLrgnUdN1bHq2EsRdy2SS4dC8kCAA62N3YyZ7Maux5crOA1vBGDzHDGWPiwyVuDOQKyIacKb3aMWkDTt2HraTVWlwKPKLNQCo0UxSbt5FSBasqaJVPpI8AiEFq7WQtboiX5Lqeoy+5KCFe2Bgt8hNevuObmuyxK4tQGnPXk9Wyloi0aMggepdOSbhJ1142HqpZyYiZCTx7rxOBim2CoSMW4di+SipgRPbkvkyF5PMp3KEDi6PxAyRxvEr+pBCHQdTxs6Jhs+zxp3309NlHq4EMWhdHglDQ3zJDJfF8GJXYXNak8GILJnNfn6VnDNOA2werkRZLpufTSczqwBmhJsU6zSsegFmVGnAxwMU5w2Bgk6QgvIYCszuLtyQCuJwk9tF/AMDBICJzKTkg+mw34/CUQMwlPbktp8c17h2qQI31OPy8MMk1D8lcKvBexBFhHJZ+w+Lm+HRUS/HQgYj8SK6bXrfgrWcTgYBgAi+nYAtx7pUb2NlmcAbY306DOgeg0/2InMMbs8ERFutcRWJi9lxxjiOLOaBrulJDhSl2HXqRCKalr6qcHJqsa0bJA1S7E6qgKspvBYW4HqdchbqvFa6K/LjrIXflKawp/fDULjWtwv2gYIhA1u6i7yA4Aas5r1FOk1+SxS0RfHiuDUQGkWuzOwB1yDdufx2IlRmoGrNbInvhyU92CyQgxvN4bs7BxMf7RBagidWhD6vuHz07XBKvTlsmMJGnvBsSLe18Z9snedYS46CDHO3ICLBVKtmqINVGcrpSGNMWJkshuPl4InoT4/NgmorULYY/AkdEpo8DhzcsK8tRABsLoqHK/E3YRtF79yfSInrvOyxeOTDMyM37i1xDqYxfZT+cwdDDPs9hNYI5/pxntcGeUwIYpe2X+91OJglGO7p+7qFyPsq9ZHEbFnjt2FdkuqSzoI963CZNmYSdyI3iYPAZJJcIhfNUJiACCsxEZc1hvPeGVaC6PQAHeWDZAWUdhOwenCEKFAi2Fm0G6e2oK7yE5P5q8HfXHDOC8beEgIaj84ZADS4fYSg4SAsmUMU0kTvrMQZ5q9foZb8wqLWswCVo1YOT0M89t3ECSo61sBOAhN/teJ6AeJ6PqjerD7KVjfC+B/BvAsEd0A8P0Qce6XxOolclLxi3MJj1PXBBLHCKWLMxGujHK0zseIhdQI2eJgKJTgUZgV7PUFXkjC7nJRCz4u2Lp8qdmmoHoV4+L1xOvXS5hyw9ViUyelrDag+0AHirvSwynJogiZXA2U8yCmlfmPpvtSK7t/qmnGTQAAIABJREFUajdguQ2bJmxAcmrjZFdnQFpIbId2MIOxPG7Rl6LkfEeu0FnXBkPwwrHr8Wxeb2z3HAO0FwtNIFxsztn0uW++Xt3r6buCh41ZmNWTQrBY2mANavf4/5P35sG2Zld92G/tvb/pjHd6Q/frft2t7pYaCQQlKQJjyqEClLENhqQgBgobYxLKiR0qgdiBolJGrhAcO0UKHOOC4EEQArbjxLGNsc1QgRAzCIxAEmhoqZvX/fqN9953z/SNe6/8sfbe33duv37vSv3aegq76tS999xvOt85Z6+91voNW0oWSkdjQU5y+Twk/n761xfchodahd3+k6BmI5mXz0LnmcbhxmKWSlZ+e9NGtFriseSBP3fcQAAVywazXIN8hnNunGKWIJbgikRh0VjcXLeYZxq7ucY41dFhuHVC1q2ti0i3gOyb5z3ROEDdwwgSY5YRybShf7tp+wpDsOZQRDjc9BB6rQjLWrhb15a154B1uLkWWPz5cYIn5ynuVJKhzVIF9qaOQbOx8ALPZEX7kknFHhfrNMLeBdrufNlW+xJhghdPZP9VK0anZBuoRixJmAQAclRZaCLfW1RINGG3SCKaMvS1HoiBI4Liy5m0BD/tw0v4/XVmfieAbwDwdgAvvFHnOwtK8BMAvpSIxgCUV/39AzMyTaIVpzU4yb12XwsyA7tz24KYcX1ZQwW/IE+2DKWQAKjIjMb1paCNQg/rCx+fY59KXGlSLGuLw02DV6oRHq+XUOOpCMb6zMgtjmAmOxKInHvVBzeSW514/wR5I2jfS9IanObg9g7cZgEyKdR0J6pOcLUGNRo69cAOHwTUZEdkkQacI0pzycySTDqc5UKABEAPYKgrqPG0DypaSaAyA35TCLrWAQYDu/qgQuE8as8rY8RelM+MxrNtlfXYw2pBXQNGOoCwh0Cr+nJhhND7bQLkfXhvXR+kKc0FnUiq54sNHYVJweUz6OWN7ffGJHDrBVSSAaRgXvkQkI3lM0VjQGmsW4dpJpPuNBPE3XEpQstVRwK4qVeA6rCXJGhIvKbGicKVkwbP7GU4KjsQO2RaiMZiIyPlPWJG1TE+enuNREtQbC1HuLtkUxT7r719hhgt3t60nqdloqBuKCsCPS9LEzDzShbh+bqz2PeQ9+D5Nkp0JM1nRhZwQTD38VmGdevwwnGJN+0V2B8ZEDOsgwCFToNbXIeGDDRL72tP9e812RYfvm3xxJ6UL/dyg7JzmKQKIIdd1CDlACgcc4adRDLRlxYSYJe1ICADQXuvSHBplqO2PTctyK29rhG0BD+DhhfW/Y8B/ClItvWX36hz3TdgeZffPwPgSQAm2J0w87e9URf1UA1npQRnLejo5dgzorSLpTCXFKCuxpG3Kg+q05ZFrimYI2qCn3xkhblbiNbbnm5B5QqP5wq/7bkuv3Z1gcs7DezJYVRLiKi7ctkDK5wDDcuAIRtwA3miGCwEhu42YqsRRGDdegHtS1hBkcEtJVihmAFJAVgBMJBJQW0ZMwhVjMFWAAPIRqB203/hPDTdeei9ysdQ+WiQwfjX5V+LSkyEl8fgFHUEe9+sEKijPFJdilyN0mC08b6o2T5UMRagRyOitwFu398n0RwcZrFhxHvUCulX+mnhmm3f+E9z0QZUBrCdKCwEpNoAfejWC3ntvndFJvF19sHEy8CFjLGyjFyLasVJ1UVrEHLcm0cC3i5E4ai0uOxLgokisNL4nRsbvGW/8A7XCuvGovaX9ez+2HtSSSlPHAQIc23Eodij4oI6Ru3pF8dluyVoGwnEXjcwCENvPBHeMeOk7HwgIiRe0R0QKHiAtkt5XKgdbzkY4/fvlNi0Dq8sO3zO+TGaAQRvP4N00T3ylUlBYYkymeLmqsMTaYlpOgW1LmZYLi/wzkcA1Bs0ln2wVRgnCrAAscMhF8g0YaIJgAORZKe7mYZj4XZlnu82y3VE9145KZEZjTcfbAOIPuVBD0f2dJZBRL8GIAHwjwB8rU9w3rBxljvzLyDB6gMAfnPw+IMxiECN17BbL6U0WG1kQiclVvVG3HkvTXM8sz/CJNXemdTi6qLCytf7M6NjScXo0IR2HvjQgmyDVWPxNU8ovP3CFNSW6G68BADe7FBKXFxXfeZ0txEm1VMQd/FmaiQ7cHIcrquIxosIuwDz7lqPjNOwh9dFDzDLI7iDdeqtNtgfv4aq18D5J+TvEFiaClyu4ZoK5ryI6VM+9uhHCUhquiuE4dDr8ftvKbBvgS18BhcAFdbGABdKe8mjT4LSXJTah6jCUEaMCiFNf3/8/WJrY9Y21G7j9WJbLmr4UXEdoI1fyPDWMdlkcgwP2ScPvghGjqH3tZNrvLhmGEW4NE2gQHh6b9SbLpISIIzvGTZWEKqAACYsA85fyzO7uaAOCVjWDruFZBWdY2jfuxJjQhdVIhz3quRBFQMISutyjfO856UFTUAAEcQR+l1aUXTXnuem1x30wS30voIvlnWMC5NUwCW+BLdpLY5r8QizjqVn7INUXBQoWTjmtsTlsXCqLCOiNoNCfmMFBq8JuDg2mCQKi9p5rmGH3Uxh4jYwkO2ZJRNrHTBLBaa/VyRItNi7ZFoh09LzSxRB3dXB6JMd4pRwlsdDMr6Jmd/BzN/3Rgcr4GxKFzkzf/v9N/v/57Ae0dVP+r1EjwATfB/Ldnhmf4qxl2zaK5JIrJxnUj5ZVC0qr+zcWQejFY7KFpRvBAJtBV6sqiUu7+wCa7VV6gpGg0HWaLh6Hw6K0Fftg4buJ84AaTeD/T25WMpkraiw52PhL4XzAFvluwCtpVbBmUS4aUkGTgtv6phvZytdC3IWlI8kwKd5lFqS60kkUwqBeAhBB0TCaZgVJWOv8LEBjaZRLDeQhwGgO7wuxpIhKOZjOCXeo/fTMIwl1+Fzocxokr5PBkjm6To4k0iW5QErINWjuZg9kKQX0409OE8uZpMi1YQ9rxlYdg5lJ7Yf1oliu0sLqFref3Idaidmh1oDi0YCVtk5cK5jiQ3oFcw1EVKNCKZovb/bNNU4LsWX6mAkMmO1R/kBkg0dbhoUifb28j2v6vqqxuPzPBo3BkWLk6rDxMtCBTuTUCIEEOHh58diijhUf78wSdE5xsVpipurFs/s5eJ9xQ4lpxi7U4i8wHEjhQ3lSMmXCbGO/5ukCugUlt5n69qqw9NzDTQYAIcauHQCDeGQpbpX0Ggt48R28VrFgsVhWVtPLC7xugfhMyLDIqJvZOb/FcAfJ6I/fvr/p8R2H9g4y535cSL6T4noESLaC4834mIexrGohGOUPPZ0nGTjiDbnDdxoFweFwdVFg2naI4YmqcHNdYPOCjpwnknPQXlAxmOzHK7YEbi4STHLxWU4W91Afentcp6gbO7ll9zy2HOIdA8FV3qg6jAAXgz4WVs/0QMC2FrYk8NtlCCAqNLellDTHQloQ7VzZcDFTDQJA6eoa2XlGzOgAajCZ0wqH3l1DhdLeiFQDodKc9ja98vCROeDXeyBmQRus9yyuHfLO1DFOII/trIreL4VsMVfO81lC/eOA38rwOdzee1qJl8Brkv5X1eLdl2UvRJSdixxBmNHDFCIOoml1RDoMgUkCsiNOOAWPiPfKwS6fnpUllEYhbJzmA2Qqh8/kUk18IsyQ6g6xjQRYMaFiXC8AODyPI8lvPNjQdsdVy0mqQS9g1Eqf2eC+AvbSr9KtP+Ovbsw0POyLs+lxxMQhUEs1nqB51Amn2biYCA2JVImtA6wzPjI7Q1W3swxvIdE1GexzNJTJSWAiXoZxXGjdiYz4CzGJnwnRaHikYkRpGHQymzWsvjwwe6klgqIIuCo6vD4XEBRIfO7tqqj0/CmtdF37PUNkus+y+PTO0L9c3qXx+SNOulZ7nAD4G8A+G4gyqgxgDe9URf1MA2jVQwO0u9ZQhVjkEmlgT7dgyvmAMQltrYO+6MEv/mKIPmCykXrGLtJEu25R4mUDXdyjQUb7Hh/qjftzsCdEQ+rZg072elLZCEwDHpVoYcVgApbpaquL3ENAwh5fTwMVMQDDD1wngIoQeSLJJDp+b4QjwPXyOu0UVCc8BqG7A0Tu42ARSjN+56TSUA+mLDP/EgPAqtJBfhhElCSgBoVoeGSmaR9ObNa93JU+UiQiKsgmWS3hHApH3kSted2hUwzO6XcYRK4agM1miJoIAbQh/SxCglioYzXtQL6UFqyqq6QElSzliDkqoEyvO7BMCbZLuuEe2objGwLtB3KdA6jgEcmWVzJgzWer3I8q++ATYpJKn2Y37lRId2TflXVOjy5I4rtWol6+a11h3musekkcwt9pucOpJclvVaLvcJEh2BA1C5OahF3FgK8xVvPTXDlpEKiCNORLBwsIxo9Xp5nXjLKxT4WQNHfC4AIPDedrzJIL6jydiWtE7LzzXUbnX3PjTSo24C1aCS6fAa9utVD/MP74UT2iRlRvDloPIZMNiFg2TKurVo8NxaAilMGql6BSUHXK9hM5ty57sAwYBY+ZSBqJ0pF1ObleQEHRtU+GJTgp5sUfJbBzD/sf/05Zv5/h/8joj/8Rp33LHfm2wE8w8xPMvNT/vEHIlgBADMLEq4ue+Vx/zslKVw+BdkW7/3AbTRWVmPvv9YHK8teAFQrLGopuezmCRJFuLqocFh2OPSoLiQ5Hp8lgE7BmxNAGSSX3+wBCP2XgUwSxWGjEkPgCwU4uSf1Dn2mgB4yuwUldz0Xa8vKA4hZFZT2pFpfFqvXopQRHHTDodYLqPIEaroTy2d6vt9fwyDohmCpJjtbJo1y3m3Fc+AUxB0erefFbsl4QmWaSzbo74nA/bUEac+jGh7HefJyKN2J+aJ/jflAiin4bXntQq7W8hj2CbvW86pKCeLcLzS4XL8aijzodVG97ktBrgOUKJZfGCd4eSE6gI/PUxw3wJtmWoAXJMHqxrpDZhSY4WWDDBQhZhqKgEmmogzRR25vkCjCOx6ZRnubk0pkkW6shJIR7EVCVqR9NpQZjSsnlTjvehTjSS1w9tYxzo8FBTjPt1XdNQFHZRu9t4KPV2elp3Rz3URTySd3cnz09hqPTlNoBeyPDAq0MVsiZ8E6kWAVelle+Z6cZGNl56LzALkOVmdoyS8Q2GGmWlyeJUDrS9JeUzM4eet6FYEexA5PzNOY5V1dVNgpDE6qDju5cOaCYv7rHQyAfWnzfo+HZPzNMz73QMZZXvWHIGrtb+ggor9LRDeDZqF/bo+IftY7Hv8sEe0O/vddRPQ8EX2EiP7o4Pl3EtEH/P9+0JuYwbsT/wP//K95KOZ9xzjVYusxO9j2PQJA2Siukr/w8g4aK2oVIqgpH/ZyYPwWyJhla2EZuDjJ8LHDNZa1RbfzGIJGnEsKORc7dAdP3f3CfDDqeUUDRN1weLBC7KUMkYRAPAaAHmzgbG9TPzhf2AZAPKdqymjdEYwXQSqi4AK/K/Sm+l5af3zKiljGjGXJu0guhX1cQEuGTMzb2HPrPbaCuofv+QULkNDX2zJtBF5VMtz+n912JR4E1JCJ9i9koNQRysVBQzEsKoZKHkMjR19ablUaA1emRQ1lmsnkKAGJI2EWkECSa8Kb9wrMM41bmwaNE9eAzntWrRqHc4URgVg4vPvSFLfWLa6cyOc5BJ8rJ1VUveh8dlR7Y8dg9Aggqrtbr1QRjBc763DsJZmClmZQ0NgtEnRWgBuhV1W2FjOvwxeC294ogWMJjCe1xVHZ4fqqiYEdRNEx2+WziJgk30cmKyaXhfGZecikCUjrE7nnpLBwSdT+49C/8i4F8KCOyzPJ5ldOI1NSQUkU4bmDCZ4/3GCeG1TWobGMq4s6Zo+va4Ry51ken8ZBRH+IiL4DwDki+vbB43sAvGG4/LO8agvg/UT0wz4A/CAR/eAbcC1/H8CXn3ruOwH8PDM/C+Dn/d8gordC9Azf5vf5IW8cBgB/G8C3AnjWP8IxvwXAMTM/A+B/AvA/nOWinEPMCnhQ+tK75yL3ozRjPDVPYRQJCdiTJC1LHd4yw/kSTABbiGOx1Mhvbxp84JaoSqSawLkoP9DxK1BVD2Hvde1c30sL2cddUIEAYkmvVzjX/c9BWREYcpS0t7Xfln8JcHiRfJIsk5ty6xgAoswTpTkoH0UPr9hb81lPQOup0XTAreqDZgxi/npd222DUAJJuGtjTwnBKNEHxhAwRJXDCcoxagX64Bv6UDGTa+L9jIuCpgK6Fq5aC1LUB0UyaTzeUPmeuO/dsYfO02jen1cZBDmnOGECSLpSlC8A7BU6giUAKUkRCS/QHxiKLQ5ywrpzeGXZ4vw4xfVlg9ZJf8v6UlbZMZa1kGZTRaJ0Mclwc10j8F0zo6Je4P4oFbKvCmUvcf1dVJJ1ld72PnhgaUUofNYUkIJBQBdADA6aECWcZnmy5cR9MEpxp+xwc93AsdiJPLVTRJX6cI8a4/uDOgGn4/g84LMTZmnxhL6qE7X7cM9Vs473FNpIX9QrjcD0Cwbly/RF5JgJB2zZdJErlmtRyBglOsL1X98guc6zPD69I4X0qgy2+1cLAF/zRp30LHf4n0Ccff8N3kBYOzP/EoDTRmJfBeC9/vf3AvjqwfM/xcw1M78A4HkA7yaiRwDMmPlXmJkB/NipfcKx/ncAXxKyr3uNdWthLjwumnDD1XUxE+HNfAoAqC3jsBTU1XHZDkohAh+eeOiv8goYJ1UXs7BrqxqzXBQjJqmSVTYAu7wDOno58pJOZzlbmcgp1NsWZ+m0nNDdiIkBwOG8bfxp2PYA4g2lPf/Kl0et7cuWvsdEroN57Jn+2MVrcFRMIhyt6W4PStAalKQCzvDHpSSBHk+2XivXlfS8rBW1iPDau96+PmoXrhcIdiRus5TfPWIvBFvhcqlBWXQAyoiKF6LL6Hz/TMqpGw/vd/I54e39A7GYNyeD987bjgzRbm5baVx1AjhZNRaPTjPxhMpeXVa8tnH4xFGJvUIygHPjFLmhPhCR8KiKRNBut8oO7350gkmqIhpQek959N8KgSsEl6uLSpTJvduu9LRETV4Topt2CGKtX5iFMuHNVY0i0bg0y+P+gUwf9PkCATmgDNdeXirTyvP7DFinaANaxFmc2L7MF+7HiyeN4DEGtIEdlFsLhKpjTOxqK9j1HyAPaycFEEHbGmQb5JpABK/bKH51Ly0qJN665G6gmE9lfCaUBJn5F5n5PQC+gJnfM3h8PzN/7I06731fNTO/F8A/BPCrzPze8HijLujUuMDM1/x1XANw3j9/CcBLg+1e9s9d8r+ffn5rH2buAJwA2L/bSYnoW4noN4joNxbHh+guvEV4V4NJnz0ijNOxlAId4+c+cRi11oI2ICAIL+uVLwCZgMJq7Lz3J2osg5MME66QLa8jyAZ1t6+/qt8U+klbY0jWPQ28CBkCsP2/8Hq3INoewGFtdPwFBEWn5/sSpEL2khWSZQRIuT8fty24rYHcK1x4qHkIREAPrzcXL4PysTemlN5bRAGqgSNw2wrgwZfnnCcAh/KePfFwde/9NQSqkNJwyzuReL11b3yAHWaqAYjxKqHdQUkzlBpdU/X2JaREgSFkTQPaQAh08bnXmnAieKCLZbBRosXImICTykZwQdj2YGRwaZbDMjBNxcTxAzc3UCSIQ3JCAr44TnDkBVpPaoc7lfUKGnKvgmp7IAAHJQpNwCQzuLqscOz7UAGYYbl3JgYko9KKPNGZY38q895RN9YN5rnB9WWN47KN5PqgppFowpWTCpNUhGWnmZIgrVO4dIwXFy0+dEuI643O8MFbm3gvpdwXVDosuBA/Mor3038mTIbdXPfv1zAIDN6XUD6krgac2LbsFRrrxnn1dnh0o8Ik1fjI4QPqnHwGlAQH40e9uAQAgIh2iehfvdbGRPSOMzw+57X2P4vSxVdC/E1SAE8R0ecB+KvM/Cc/udf1QMfdMiO+x/P32ufVTzL/CIAfAYA3f87nMetk28nWpFKW8eKl1zfSW3hyp5AvtHVwjtE6hd0iwYvHG+yPUhxumiiMG5CDVxcVMqPwe7fWePPTU6j1IdTmGHZQdgMgwIFhv2TYY1Ia3v2lz1JM4q3lBwg8j3gLuoMxszBJlCUSx2JP0vVBZstGQ2vJKIJaBSSYqfQUkKNrAC/tBCAi7YbXQ0kCNdkBZ2NQU0LN9iNQI5Cb9e558I0rnhPWZ2m8Xkj5ry57qPsgaEY0obMgJPE6obScs217ZGXoewHbZdPh8GRqynIpA3oyNII2o9eZDL08TguotvSlxSaiHuOx/YTDWspRW4hBZ0VSKh2DSEqCJ5XFQaGxVxigCghNCf4JCeH45UWNTWtwMEpxcWJ63yjHmKQKx5VFGnT2WPyfNAkq8Ng7BBeJxjw3aH05USDbDiPAKzwIYMil4uMm2ZSQgLXvmQWeVq/G3sESQfne2u1NiyIRKPvVRYVEKQBSnbi9aaNaBgAclRY7qYJLCtzYWEwShReaDi8tBVl4Yewl0oI3FilcXdY4qTt82Zt2tkpnnIwAHEO1JZTr5B4rI0LQIWhpoZWwMR5diEg+vjxPsKglE7w0S9FYKfO/vKhxeZ5jmj6AIPJwQNY/mXHAzHfCH8x8TETn77H9LwJ4H+4+H4fxFESs4lXjLDns9wB4N4D/21/Q+4noNZAAD3zcIKJHmPmaL/fd9M+/DODxwXaPAXjFP//YXZ4f7vMyERkAc7y6BPmq0VqBKA9dQCkZZB46wfuvLUVNoLG4NMtRWIeytbFvNUo0Vo2NAqaK+l5BPnB1tSqBIgXU696WvtsORAB6lN/piXUIpohBqc+4Ign4LuCC0GcirzkY4d5KA85P5sEqBOj19lyAwA+uU9lIklXTPfDmBKxUny2F4Oh7WEyiERDOKX2mqn8dA7Fb0oIutF0LnUnAMbv99yOi/oKbMPoeWLx/WQ63XvYLgBDkk8RnlttZVwCtxJ7ZXUAa3JSiC8gObrgC9tSArXsW9vMlp3hdrgOHEmEIaCyqFLNM46R2uDASbhErE5FxAHBr3eHcKIVRwDiR4DT2RpBgB2b23lYGR6XFjbU45noDXVycZtEte9M65EZs7INxJCD0jE0bLHEUWitVgxC4FnWHItFIlIq+b0FPc9VYwLsXOGa0TsqBu0WCq0vJqDLf25UKhYA98kT6ezUrnNQN5pkQkUO7aJopoEZf2mOHi9NUgCOOkYb7NLzv7AQU1FYia8YOnEqPU8jG0o9kkws9wb+fVSeSTjuFqGQcO4tMazyxY3BQmJipvu7x8GRPZxmOiC4z8xUAIKIn8BqJgB/vu59fFhH9wmv97yx3pmPmk1PPPRBvzTOMfwrgm/zv3wTg/xo8/3Ue+fcUBFzx675suCSiL/D9qT9zap9wrK8B8Au+z3XPkSgFc8fHPA/FVpMd8TLSKT543DusTlMRwLy5blCFGr4Vm5FJKvX71krDOji+Ft73qHWMV1aCkBPpn1D6Cyi/gbrCUK180GeJQee0bFPQ5guIqVMqEoGbRJkvBSYpVD4WmHg2inymGESbSrIsa3ubEQCUT0DZCGq6B2gPve/qeL0BXq6CLFPIbMIq2ANboq5hMR7Y1vv7MBLOk2s6r8bR9si/wetWxXgQcFyUVyKtwaVA0reBIFLKpCSVc4b7GIAfAYHoS4Bx+PO5k8PY96BTfZFglbKFEvT2ImBGEM6N5o+DkiL5CX/dWpwfG3SnPrHU1ehYlCteWdZYNg6rVhQqJqna+qIGC439QmOea0xShVQRLoxT3N60qDuHC4PekpiPimBzKHMnSkjFQeg1gCbKVhZroluooTwIo/ONtH1v2thZsRVZVBIcLSMSiE/qDkdli2urGsva4oXjEqNEoYXC+15ZYdV0sMy4sW5QW8Ze4UvpymxN8o0Vy55V48T9GgBsh5POLyRicBvcHX/vHQhBxSaIAgQFjMOyQ6oJu5lGZRll6/DoNMGy7nBr02HTPphp8TOhhzUY3w3gl4nox4noxwH8EsTw967jLOaO99rmLK/6g0T0DQA0ET1LRH8TAsB4oIOIfhLArwB4CxG9TETfAuCvAfgyIvoYgC/zf4OZPwTpq/0ugH8J4C8wc5ih/zMAPwoBYnwcwM/45/8OgH0ieh7CLfvOs1yXYwY3pQSq6Y5MZLMDAACnBX77xgKWEb+YALxGGkfScG2dl7npkGiKigCZUbi+quPK9QM3VlDlSZReioKsYcLPildlVYFnFSDtw7JhNHQcZgpGFDWGaEFKEi9MO4YaTyMQgkwiYIYAfVdK0G6BhHtawVwnYrPhOnBbw60X0fgwWM0DkOMkSbTciDV5Z/tyHiClNye2KK7tYpnPLe+I6vt4huTS0/39CKaLThyGRe6piqCHHmI+6G+F+1aI2/CQexXvUci44nMuLioiAnP4OuQk8b5QVkQeGNADOAIgIKIEB4GOvBlksOt40vteJa4B2S7+HywIvWmmsTdK8Myu3NPndqV8NUrkmnLFuL6WnlHiGlyaCmn99qbDC3dKjBKNz704w1HZbqH8xBF7+7OdKIVcS98m8VkRgLhd2Vrs5klUd9m0DotKgEjnJxlWjai2Ww9QSpQE5QtjMUVc1R1GicY0M/jNa0usW4fHZmKy+FvXlpimGrfWLTrHuDA2CArnYaFwtGnROofnjypfBpT7aZRAxgM/C+j7VOF9W7d91io+W2Fx6LCXayxqi7Jj3KlEuX7dOuwVCaapwvnxAwBdEAly8SyPh2Aw878E8A4A/wAyJ7+Tme/Vw/q+1yoZEtF9kdtnCVj/BQQ+XgP43yBghf/yDPt9UoOZv56ZH2HmhJkfY+a/w8yHzPwlzPys/3k02P57mflpZn4LM//M4PnfYObP9v/7iyGLYuaKmb+WmZ9h5nefVajRAQIeyHKokfB9YBLY6XnY2UUPa5X6u5RGwheZYuYU1LZDvT8zUvIARLrppO6wP0pRtjbazVOSRk1A8uRdNZr6Xkjal7GGZa0wufqAdLrkJdee9soSPmNx0Y8VAAAgAElEQVSMRN4kgRrPRH9PSV/GBaLsoBwH5+ReDAOndybmgBJMi5jNABBJo2IGKsZy/rGn1DnxMGJlJIMbQOkDAIOUio7E3FTir6UV7PFNqOmOmCUqHYEXsTcFQM/3o8p6PG7QG4xIQhV7ZiHzUyNBf3LX9ryt8JkoB/3M8PpP2ZtwOt56j6R/Nch8h9SDARQ+9FKCeoOBBJ3KciSudlP5vrMnypITdfULIxG3nWcaG0tg7woMIh/8RBGdlYFqK2RKoNrBSPTKSRn7Tgej1NuSIMorJYoigCLIL7U+IIX+U/DAurqsPCJWFCH2/fGWdYfLXnewdSKKm3i+WeXNEEM2VnUOT+0WKFsXYfGWgWf3Rzg3TuLzp4VgZVEofTVOPQ+wq1F2/OpFxWChQOyQG4qf5bidh7xbBnY9EtB4tG9jpWRrWcq3r398ZvCwwvCVrC8H8A5m/mcARkT07nvs8p8DeB8R/Ym7/O/L7ne+e4Zpz216DzP/JUjqd99BRP/0DJsdMfOfPcvxPt2DAHCSyQrZWoFzmxwv0y5QwZc1wodWCMM31w0u+pXkiQdatM5FQrEotquIpMq9kWPdWfGWCooM1geJ4L4bAB9pDqpL8DAQdQ0QBGVb37/y2UAoB1Kq4/8jUEP1BogAYvkRkAkxZC0BqACgL016BCC3XiR38IUNk0gkGI9nMiEHiLfSCM7FcUWr9ZacUtTvM2lv7VEvwdZBFyOBqgOiHTjdgRrPYH2pb6ucZ624HTeVV3V3WwE+ZqgDwEp4faQGZVOTgKtmu283uF/oaiBRkmV6Dg+73hGZTOt/YjvYhX4VCfpU8XLLduT2psVBkSMo/+hqIfsEZKIVI8HGMvY8Qm6UiItv6xhQKRKWgFMYAvlr6hh4fJaJInrZbpW0FEmmNPFSRFJik4m77lzPodIKzmdMAKLHm/Eq7leXFTJjojNBR8Bt5qhjuKo7PLlbYCdP8PzRxvfHCDfXNSapSCKF67owSaE9aIRIkI6XtVfIb6uI8qs6h0uzYKhZxHur+nahfC9CsCIVaQZ6yHMDAGUEnKENrGM0VjheryxrvHm/wJ1KSq/dABX8usdDEozOOH4Isq7/DwD8VQBLAP8YwL/3Gtt/AsCfBvATRPTHAPzXzBwUGe6LNrlnwGJmS0TvPOOFh/FZAP6Te/yfAPytT/KYn7bRWody90mMa7+qPngc3c5j+Ne/czO6qFo/USdKVpwhWMkH2GwZ3CkiEf70ZMlJKhNB5dUvYh8jzUFdA33hcg+kaKo4qVNWAKdh2oAokrsl2GlAOZDqFcaHPKcYAFUPpAD85F6MRYyXnUycXlcQANR0d8teg7QGFVO4JOvLK0oDq0MJuMF9OBsJAosdOEDb0wKUbMBEfa8hoOzC8ZXYy1OagzcLf40O7WIBM8ql9Jd4k8nxFN2tqyBnYR59Ug63Fs6VKsaieuB7XQwJpsobVMb7MlC1CEGfrX0V+CUqhMQA6zzZOhPKQ4Cu+xInKQUkXpHeq3/AdSKYO3z/6pVAsZUB2wZkMm9JL70nsA/i7CQ5MJJltY4xzTS0a3Fr4/CWuQIcsOgUdrVA5CdpimXjMPLBRUFU0gNCMFGEeZ7gtnfMnqTSX514pXalCDOP/is9+CLsBwAL75NlWbKcADiqOwcYbxbpgRh153tjowRXTiosa8kSH5lmqDuHS7Pc989EteL911c4GCUCWa/E++uo6oT3Fki//r1ZNRY3Vy0emaZ4qSQEhNhOroGyz0xjsFJaelUATHUHTTZHujkEtICqBChjcM5Y/F7JuDRNcTBK0DnGfmFwa9NiWduYBb7e8RD1p84yPp+Z30FEvwVElGB6j+2ZmT9IRJ8P4K8D+A0i+gZm/p2znOwshdDf8lnTPwKwHpz1/3iN7b+bmX/xXgckovec5eIehqEV4cpJi+eSDATAjnZxWLnIT9m0sro8rqRuPs2TWNPf+CXxwShB3TmsamHIAz2h+KrXicu1QjuYLNV4Kv5TSnvn4F6aiJQGG8QsggYKGDBJbzboLNj0brvbvCAbS1Wiw5f0q38frOAzIhrU8YeQ88CVCqTdYWmG24GTcERieZV3IwohLp9DN2WPiGs9ide7OQf/KGADVYzR3LoKZRK4tovq7d3VjyO5/GZB6CUZ0DUwjz/rs0glpciu7VGH1sY+Vyj7iVpGE4OJC7YiJpXsMwTRgZJIQGEi9KaCnUssNwmvLirt+6wuIBC585mcB2kwPDJND+S1nENDBh8/uoM/9PgMnWMkru37XkoUyjkpoKmFIoChcG6kAAiScNN22DXy98goMYFsS/HnUjr6X81zkWZSvm8VynMHI5FOAjw4QpEnIUtvdpIar9giC67zY/kuBNHb0MsFELOqUSLeUhmEo3VpmqN1DplHJr68qNBa9rJQwFHZ4WCUYNM6nFQt/sgTO1AEjI2K9y98/sh1uDTNceWkxLlxshVEgtHpFihmgC4EKbH46Up5T2zTB7auAZTBpWmOunO4OEmgALy0aJEbhbeeS1GdRsR8KiNIMz2gQURfDuAHIHJJP8rMf+2BHVxG6ytx7M93Dr6Tcq/hs6pv81nWPzuretJZ7swegENIyveV/vEV97iQf3iGi73vNg/T+OUrx3DZFN3sYlzNrRrJkpQirBorNXPP7G+9M+lJ3UYJptYxLk5ztFaCnWXG4abBwUgyrElmUHVWuDe+j0JKQ42n0LvnBRm3vBPtLcy5S72qRLSbb+BWd6RvY/o+Vxy+NyPovjSCOChJQMVUvpRdI464QQk9Sb3YbiqBJyAWs7zXJ9RJtHiA6wYk5TCxa7DJxVhvdgFuvA82OVw2gSvmfvI1PanYB55YtusadDdfBg+a/2aUw7UduGvFUXhxO/YrAOkpxd5T4FD5exfLe0G3MPTzBsTk+DqTfrHIzcDwMvSsuiaCUWK2xc7b3itQGu5xJvcxqImEcucpGHtU7PCgitTWeGZ/hMIopMFiZVAODIKwl2YZbqw7sPKCs/4aAEQUXVDOCL2yupOeDSBBC0CEtE8zE8WbA2UjAEBay1g1nXANvXgtIOXAl07K6MGVGTGCVIqiyWNrHV46qbCbJxglcg1Xl1UkIr9wp4Rjxl6RIDMKhSGkXgZJ+l+FeMvVFv/2+gpd1vdSybYAM1onva9lbbGoe+CEassBwKXnbQ1HMHuUFzRAE/oFSW4Iq9ZJ/wxi33JuJAjKB9bDipWP+zzudyQJJH8LwB8D8FYAX+9l7R7k+EEA/yeA80T0vQB+GcB/f6/LGv7h8QfvAvDFAN5+v5PdN8Ni5m++3zZ3vSqid0H6Xk/484jzBPN9L+phGo6BaaqxKPYwNgRVHkcVbOdkFZhn0ljWnmUPSG9rL09wVLW4PC9we9Og7uSLVfmVaeCuZEbh5qrGNDNoJ+eF5homP79Cp2IMrtZQB4/B3X5Z+CImATc2wsEBKYGZc5eiLT2c9WW9wDVK+9KXUuIZBYDbOmYlISOhYuyzHulBqSAeGyxHlJbMJJS1SEVNttPiuWxEXdtlU1SOMNYbQCdwo12Z9ElJNqcUXDb12Z5H8OVj8MkhSMt9UJtS4PGQrMwt74CbCklWRJ7UVplP3qz+79Mk7ACLNwkQTCTDPRv0u6IGYaQbOASpK3YWbr2ETnPpXflrZ530E6DS2z8BD5m2gPGoNJ36vkklvTAAk0T6L61jURUN4AydQlULCUY0xjzTIGac1A7zglFSio8drnBxPJP9SOHFOzXevqP855BRdWIMeWPVYNc7CW9ah6OyhfJgDHH/FURgQBHmRkUngqDUnhmFzCg4XzLsrBPdPZXgxTslpqnGk7sFjsou2ptkRiHTyrsbt8iMwrP7Y2SGvJ0Jx+/b5XmBcaqwqC0enSRQRCg7h4SoD0AQJGOqFT5+tMLTe6MIWd+Csw+knE5nWREmrw1cNpUqgHMg26K0BvNMozCEo8riE8clcjPCTqYxz+4fRM4yHmBJ8N0Ang8AMyL6KYhE3e8+qBMw808Q0W8C+BLIHP/VzPx799jlK+9yjFsAvpKIvuB+5zuL0sXfA17Nu2LmP3efXX8CwF8C8AGcIUV8WEdYZf7sJ47xFc/uoUt3UDcScDKjkLSCdsq1wlHVxi9hohRa55BrCUaJVtEHSxSrLVYerBEcWTUR/s3LS3xxmktZLKDK0gIqH8GtGti9y9DrY6BcvIqHFSbCQJ5Voxk4zWEPr29Nlmok5caYecCXF4sxeL2AayoBSaRC4KU0B0/2QGMHtPWrMhM2iai2D8zy4lBK+F06BbTBxhJqyyjG+7hREw6KGbTagK1XuHAOnAS+WSbXO57BrRfQWQ41mkJ7XUDXdjBjUZ1Q4xns8U3paWU5sLrT9+OaCjzQCCSlfHbpDSmHhGhfLpR7osHoQRNwFm5x2EPfw2IAkCCPNmoKQqfSo1J95sRJAdThvrvoRxa2jdJAPjuTC3LwYQqZAiiQU630v1gZwHbQRBgb8XyapAouSaAd47POjdBYh8wkUM0Gb9rNAd/jzjVBK2BmNLTK8MqiloWXlc/0JDWx1AeImgsgCzjl3YWdF7ENfazaBvSrhmXx8kq08BRzI95XjsV5eJpKIGu9b1dA1l5dVF5NIsey6fDoNI3w98umwJNzAV88s1fIKtikfYYP4MO31/j8SzPsFgmOyra3GozZLIEG0lZwti+DO9FzJNuClYLaHG8FNKMJKUmwTxXhiZ0ck0Rh0zq8vDwll/apjgcXsO4mYff5D+LAp0x8bwL4yeH/hoju4WDmlz25eM3Mt32Q+iJIYP0n9zvvWXpY/3zwew7gP0SvHnGvcYuZz4IYfKgHA6g7i1GSoLaM22UX5W1OPHgiKLM/vTsSryDHaCEw4tpJCTDxEF8AsTyymyW4tqyRKIoow2vLGmoyhcvGCIrmbnkk0G0A+uiKoACLdKs8ECd7b3U/LN3Z41sAPNy7LqF2zoGP+nIdgF7FIcvFu8kkwvQPhOWmhB3vQzkHMp1kUCaVvpHt4NIifrGjvYezkSQsWZ6J1hcvrhkAo7EOxhTIaNHzpHQqaEwdMqxRj5b0CuoEAV/0fDLl9R4d7OF1ySCDWrq1sRcF34MbKk5EFOaQgB2GUsAgswrl2hCsA8k5IDp5vQBlY6jNsXilNbIvNxUQZLYC7H4I4Q8BCxBUmknFW8t12MtzlK1DkmAbht1VMXsb5QqbjjFWQGEIyrZoXL/qX9YWc6Uk6CiFRePQOgFelC1j3VhcmKTRF2uSiuLESUW4vqoHKEALp0SQ1jlGkWuUrUVuTAxooUwuaFhCHRUwCMdli5lHHB5uXNQgPKk6TFIN52zUF9wtDF48rvCxww3e4o0mjQbIw/NDf+rE7GCnuSZBx7beQVmqHwejFLANMICqi+loX8KGyeT99LJITCq6GpPzEmyug1MjjJVFyRrM4jd2p+zw6CRBoQgPwoadicBnl2Y6IKLfGPz9I15WLowzy9F9CuM3/bHCOYYSeK9p8EtE/y2APwuAfcb3pRAVpT9BRF/MzPekTJ2lJPiPT53wJwH83P32A/BXiOhHIbYg9eB4rwXWeGjHwoMlrq86/NLvH+GPPLGHdz46w/uvLXBrI6Wvc6MUVxeVJ1Z6hFSmo5JFWKVqEmTWPDcRnWVZkFYJCEb7ElM6FmSb7+fQxadEKcI2gCf1UjHe0u8LfRl7eB3JE8+JAK3XsQOAoCzuDh4HqVugVPcgDXgUYjEF2b4XEydVdmCdwM4uwBy/3Gdz+dTbv5veXkOJPFOYoDkdC2TbZNBWtPFCgK4sQ1mR0NHByFF76LsHg5CH86vpLporH4VrOgAbqNRI1lOXkvX4fpJbL6LrMHQi2Y+zPXx/yIEKclA+2+x1Cb2P1oBkrOazaBgZOWynBnctqFzI+cqlvAZ/j4O9SRzOgsc7cg5rgSQofmzzhBrLKBIFDrhsEhCFCOAKz2qaEH76+WN8yVOiQ8qkYJR4VmmP+INzSIngTI4JC5hhUYvV+xM7OWapRpEoHG5aXD2usD9KsWrEbbjqHBZ1h90igSIW3yslHMTKOkyA+HvuLUaC0kWQZholWsrf6xrPHYzx4rEE81EiaNuytXh8XmDTSk/4XGEA5DgYiZGjIkKulVeTtzg3MqitcM2knCoo1FGisT/SOCoNbm8aYKp69RBgCyEoclinpLvYSd8r8OEGGQ8rg5wdTqxQVC7PM7ROsq2PH2/75X1Kg4FPohV2m5nfdY//v5aE3YMYf5qZf5mI8gEs/Szj6yFI8hGAKwAuMvPGy+W9/347fyq557MALp9hu28G8HkQUtl9wRoP62gtY3+UIjMKv3ZVNB5/5aVjKF8qvDDJMPZfxNC4Vp4UCUhJMSheAEKG3PVW4QFJlWiKMjXXliJV5LKJh4LLBGpnj0hwMTkw2pFAEZyHQ4kpDGdlP6/uEIEDbmDMGGScAtAhqLOHL6fSwj8LgrUkiLgQfAKAgPVAwcGXtGKQAQR9GJBP3lwv02I6aB1QtqLUAG0EuZaPYZWQk6VPJ9cnIJMErum8+kUHFUAUANxGFNoDuXlLfSKM4NIcMiXgVZ5fp4NQ5G35+xd/bnHgvKRW2/TWJkEwONzvoVHm6X2jOeGpfsogYGmSrGmoOn7aSl0RwSjJPogdjsoOnWN89LBC2cmE3TrhUREBZce4OBFUqwLhykmNxnLUxAtmjAGenvjMKpQLEy0LrPPjDFUnUmSJUlj67GqvSGC0ws219G9P/MJvkhp8zCubB+h8QM86lgD7xE6O2jLGRuFgJE7Iq8ZimipfUiT/vVJ44U7dIyfZYZL2meX5KI7rZZaU7u93yFQHwBcBbgwUXMICzG9HrkPNshioLWMn17i6kPf60WmG1z8kEJ7lcYbxPgDPEtFTHmr+dRCJugcxfsD//GRVjypmbrxg7seZeQMgOGg09971bD2sJbbTyOsA/pszXNjnMvNrysR/pozMKFgWtQr5ggiv6pVljbqzqDuxXjipO9/XEn+rRCms6i6qWgTe1VHZAEiia+umlTJJ6GPt5AlcMUdjCuhiDjfahV7eQJdOkCUp7OQA0AaqWkrZrGu9IaJfPQaSsBUTQhQzmagj+s2joGYHwPp4K2jFIJVI4/9VtfSuAWdTuaZ1LyjK2mytWBFs6KOKRj8RBzunSSplqWXj8GhmwUkBl01gLl7GjbLDhbaBsk1Ue1fzfXQvPy8STf51ipJ8IxlU14J83y2AKNTQg8vLSFGAmXeN/G6SPpM6RaB+rR5hOP/pEYN/2/YLA6Vekw0p0lFrUFpImaqtgKQvXYX3YJ5paFv3O/r3kJNJ71NmG3zOhQkay2gcY6QVHi0cbtSMt50rsGosnNEouw6dIhQki4dXlg0++/wYVxdi+zHPNKrWwE3E0j5wBg83DSwLDH23SLCoWpyfZLhyUkZX7UmqMUoUNAHGB7pAlNdEnngs6MPzXr+wbC0mmcGq8WVDv3jbyyXbs46xaBye2MmxakSwt+qEBhDAGI/NUqnhmBRsW1xOa5w0OvbTeJxL9h8WK4MMa4uGYEwkfG+9T10t5Wm/gNh0Dp2/xk3rkBqpGlycvH65JEYP/3/dx2LuiOgvAvhXEFj73/Wydg9itB7f8NjdIOnM/G2vsd8OEf1HkNLhzP8O//f8fie9b4bFzFNmng0ebz5dJnyN8atvAITy3/mwTla366aLShWjROP6ssYkM6LEXndY1h0WVYsTr4N2fpxCKcJJLa6kmZYv8mOzHJqAG6s6KgcELbVES5ms23kMR6WFS8cAKbh0guPKgucXhMs0sKNQI9H+i3JMuWjiwbaxv6WnO31WYBIpWaVFBA8EmSL4iZvyiWRRbR0naVaiX0auw+3svEgp6UR+mjyuUuMEMJzQrY2rU7BD5b+RZevwu7dWgojTKTgtYC88i3HSkznVfF9sUjrvAmwdmsUavVmk21LHiOhF+F4R9Sg+yvKo7Tc0qAxZFoXgHfhjbdt7YjkbZaYClB5ARFveDWbMXdMLA3tx4XCdrxoB6Rbun59MqWt6m5CQwbIHpgy07qirwQy8vGwxThQqJ/soAM8f12JTAkauCYvGRrPQx+fCHwpCtwpSBag6F6kb88xE5+LWyfPGg4nkf6L2knjFFut9om6uarReiHaWGeRaxWPd3rTRYuf2pomZ20nV4famwSTVMdCPE4WLY5FwUmC875UVUk0CjAGw8vp/1FbgJIuuw8/tFyLPlPnPuesE/DKUcgp9rNB/TYsBOGNQmg2/O4udXGgpDr6cCcJJLT3rBzGY+UyPMx7rX/g5+2lm/t4HcoEyvgISCEtsG/vez+D3F9FX234J29W3X7rfSc+SYf1hAO9n5jURfSNE6PAHmPn377PrFwH4JiJ6AbL++QyFtTPuVC3OjTPPzlc4LlvMM4Mbqxq5kVXhNDO4U7aYZfLFunJSYpxoPDIR24bMSKkkaLJdmGS4vWmQa7Ehd76E6BzjsHLIDAGcoksnMOywrC12956CY0bKTtS+dx+FWh8JSs5D0AP8HUoD6RisTQRvhHKZK9fg2UX5Ind3AE8iBWTic9lYPJqOrgG7F+NkSm0Fl89hnYWdHIC6eqtkElUuAkwcAjtXtgGz51ZlUwjYglFbUUtgk6NjINUpXFJg4lroqSjid3uXwVc+CmeSyO9SqYHOgxGkkI1pCDXP8gi4AKnoPBzEcDFADAbJKtFs9H0s22dV3IiGo6i0S6Da0hbsGsCDW9gjFMXQcbCNMlsozVhiVNr3DktgnPnyYCg/diASexjrWFaWtpXFSpyc877PAqDsHB6ZJDgqLcrO4akJYZIKgIBZmiOZUUBtsek4Ovp2TnT3jssWj01TJFqyoURJgLm9aWPPNbgOX11IxifiuLKI+8itFS5Oc4wSJT5XWvzgAmfrllfLCDwtx1J+PD9Ooxr8pVmOUdnCMoMgSMZ1J2XCRyaipvK2c6MYzDrHeGVR47m5iehMm4xwtGiQacKFSQJWgxJgqAJgG+jSl8JNX5odlGfD4oGTAsq2cCzwfwX5emSGzlqmu+dg9GCSh3kw820AP0VEv8fMv/1J7Pcp0aTCOEsO+7cBfC4RfS6AvwxRPf8xAP/+ffb78tdzYQ/LMFphx/NTZnmCl09KnBtnUIqQe2Kkc8JDSY3Cou6wUyRItfx+Y1njufMTtI5xMJLjWBYZm0QpTyKGt25QGGUKq9aCGdjLRJzUpVPcOFxjmoolhM0mSDbHApPW0i/iwJEK/J+uFcdVZaJ5ILctlNJSQivmsGkB4yWnWKcSfLoaLp9D1QKNBzvpLXWtTJDs8MKdGmZ/FzsjQG2Ot0teA7+skLGFL79qS7BtUJDCwhJePC4xyURt2zLgkgIbS5iub0PtXgArg0M179FXzsJZC9d00sOqS0FGWgdWFkrnIr3kbC+nlLgYoCKC8tS1AojEX1JakJKDcuDQeyxy2AZoxXBt8tPF8iJ3LdA2oGyQzQXVi2gw6XtbVuDUfMqaBOxgCCJBpMwAJs9xgg5KGefHku3s5BpFR2hI4da6w36hcVRZTLMEG2/imGpCUzEKIz2hJ3dy1B2DiHAwSnBctri6qCDla5EcEzV26TllHlxUtjaqWzy+U0ARxYdjlkWeVqjhpNztpZnOj8XQdJpqLOoOtXVoLeOxWYYbazHr1IpAtkWqDQjAsunAlGKeC0ijsa7PPgGAGS4dY9VY3Fq3mGY6itWGexn7VYDnvw2yKOckJQ3bDNXzg+wYpIpQdh2e2c3QWMZBAdzaWIznDwaO/hkQr4ajJKKfh7jDfzYRvR3An2Tm/+5uGxPRt9/rYMz8/ff6/1nucOcVz78Kkln9AIDpa21MRP/Wn/j37/YYbvOZMNhnWJvW4ua69qg/0T0DpBZ/fpJhkhqcH2d4YkfUFvZHKXaKBJd3RzipO7yyqDwRUqwWEh1KgAKbb60I4R6XLX71pRM8f1TiDo1xddnipHb48O11rMl3jmVyH1+QQOOFYVUxlr5MKqt9l03BJgMXs4h8g+ndk192U3R7lyUoJRlcNganY9jJAdxoVyw3BpkC6xSqWePqssIvfOIYP/1xb5PGDi6dyO9+AlbTvV6GqKmgmlJg2G0ZSzJFovHUbiHlQGYsO1ntQ2ksL7wNZBvs6Rbm/CUJwG0bZZlc28GuV4PenRcGzsdRjaJ9+eOgtuyzK3uqFxWs6z26ML7OgfvwUPliaD8S7EiiI/RAaDcofABCVBaLFtvrOQ6ltEIParjaB7ZQbUzUk7PDdUPg75G/xQ6TgfjqrY1FyhKsct+H7ZwIt1oGkq7EhbFBoqQEaL1CxKZ1+O3rsliZ+Oxq07poZx9km4KKu9EKtXWRqlG2VvplzNgtRDuw9h5YggoVkedQbqy8zFOmFea5wW5ucHmewxCg2gqwLRICDAn0nWyLBA7KZ+kGYt0jyFKNG5ueN/bRw41UKoLclV98xYCk9bZS/tAHy3Z9lkVqCxhDtsXlWYq6czjxdiOXpub+yq1nGR6uf5bHQzL+F4j/VQsAXhPw6+6x/dQ/3gWxgrrkH38eosZxz3GWgLUkou8C8I0AftrLfbwaz9uPzyKi37nH4wMADs5w3odm5Ea+9AceLVgNJIJWjcWVkzIGNCE4Si3/2knlMzDJvkJJcZKZ6B0UbEYyo9Fah8wEMIbFzzx/hJ/7xCE+eHONYw+frzuH1DW4qXYE+ZUIso6M8KWCZxc3lWfqT2CL3Z4/5AeVJ6g6xk3MYnbFSQFXzKXkkU2BsYdIJyO4seQ5rMSvqLKiPs/ZBGxSuGIOl/t1jBZVCygl/SdAJgnnoBc3oKoTKMjktpcbqOoEzqsmtA44zM7h/dfXADvo1S3wzsXItUrGsiCwjfSzoq6gV68QRXUPPXfinbUNpvClwNh78uVBD30PXl1QOvqSxax1oJahZvsxYHEb9tW9LFX46bULh1JQ0ZTTyzaF+7NlLxLeJ48SJHZ970UpqUN5yHVQHU+s9LFOaoundvPskCcAACAASURBVFI0ZHBSW1DQ3YOoZtzetHDpCNdXHRwLxeBw0+Lassa6tXjb+QkyI5/hoEC+P0rF582rWACitD716NcQJLKByPPIB6LgSrAJ4IzMRBFokWjSuDwvIvl4lGi8su4QbFHINnAgfNHluTzX1aCujsrtJ5X08pgUUi1Q/mkmElWpop6QHe6p9xOLQCT/uY7VAP8zLAj6jUIAowj42M015pmUXZsHgJYQ0AWf6fGQjBEz//qp57q7bgmAmd/DzO+BxIB3MPN3MPN3AHgntt3i7zrOErD+FKQH9S3MfB0SDf/GPbZ/Dn0j7W6PrwDwhWc4bxxE9F8R0YeI6INE9JNElBPRHhH9LBF9zP/cHWz/XUT0PBF9hIj+6OD5dxLRB/z/ftB7udxzdI69rT1FfgggbP9Qg8+1QtXZCGsXJCCwN06RKMmi9vIEN5YCtAgw3mFJMOxTdxbXlxWuLSvcqVpoIrx0UmKSi0q2AwBn8dGjEpvWiRafyb3DriDLKEkFFMAOrSnQjPalf5X06wzVblC2Dh8+LOUYykjw8Q1qRxp2ci7cuAhegE7w2Rem0L53YU0OKOOD3a6grZSBy31WNxCMHWrttY5xVLXYzxXU+hBjrrBqHf75R2+jsYxrq7rvI6VjqNEM2We9C+m+BM4QqNi6mGVF2xB/PjKJeGQptcWp2gKYmFT6YIFE7ZwnPtteMNejENE1vWtwyIwCyCVYjYSMLx/1WZvvW3HbRMV9ANEYNGa/YXUfJtNh8GorUDeguzALQCAEMo8cdCwgBUBW4avWgTxQYNU4rzAun4PLeYuPH9fRP+rZ/RFSraLw7STVmKQGjjlKiHXW4aJXVL84zSM9o/SqF62VTG2UKCzrDqtG+pR15zBNJeBuWivCuT4rqztZ9J0fZyg7h3MjI0aKXkKJbAvFVsR9fdC2JodR5HlXSvzHtIm2Iy8cl/j8SzMwIN5gysh9dRanAUHB/ypmW6H8NwTBDFVcmKFsC6MIVccoyGJZWyybByPo49uN9308JOM2ET0NRPHbrwFw7Qz7XcY2jL0B8OT9djoLSvA6M38/M/8//u8rzPxj99j+rqXAU4+X7/96ZBDRJQDfBuBdzPzZEHjm10Ecg3+emZ+FkJO/02//Vv//t0H6aD/ks0JA+nHfCuGSPYsz9NmMV6iou96FdZ4luL6qUbYWU++6Ok50NHLbyROc1K0XwBUpmmVjcXl3hESpuAqVUqCY2JWNGOIt6g6XZjlyo6E9FP64bHEwSrGqHTrLaE2BPV9uifYUJvX27rUg4fyk2DlGbblHzmlRDGdSeHyW4MO3VzFIsU7g0jFKlmDMJo9fWnIdWpXC6QQfO9yg8qvmqnNw6RibjrHpGNACjQcR1HgWYekwmc8EGNSU0IpwMEqR3PwoVL0GuQ6VF15NvTVFKOVsxhck88knsOsVsp1pVGsH+swHzsJtltsGi0G9YkgaDlmWs3DBsmSA3IvgjulOv4/yNiNtE4/NbSslyOA6rHTvXDzkdw36XwK9HpQa9WsUK7zqAkiJJNMWUs1FFKW/+Pj+zTMlHCUrCip7uYEjDeP5gMabDjLLdT29m6G1jAuTFB++vUHnGNYJcnXVWBxuxNttlhlkWnnibxO1AI/LFnUnihWZryLIZ1tKdYkmzHJRfA8AjUcmEvAC7H3lP/u3fRXhxrpFYXrkZVBhJwA1S7ak2HogiSz+Vk62vbXpcG1V43DTiIySz4T49H0On5nAESTqs6uweAj3lvttyWdY4blpIpnuJFU4N3owLsCfYSXBvwDghwE8R0RXIea+f/4M+/04gF8nou8hor8C4NcAvPd+O903YBHRFxDR+4hoRUQNEVkiOjnDBT3IYQAUng09grC1vwr9C3wvgK/2v38VgJ9i5pqZXwDwPIB3E9EjAGbM/Cu+J/djg31ec3ROlKmjC6rvNe0UCR6d5dHfR3loem4U7lQtms5592GDS7Mc01RH6/GwKg0rzJOqw7xIUHUOj80LUQswCvNMnptkUoY7qaWfdXPTobWMm6sWpRnDFXNRtMhG0ssa9y3G1ontd3DvDaKyZDvsuCUemWRY6olkScpg2RFeWXU4LC0qJYGHtQGbFKtWavZHZeNVux3GyuK4AQ5LqeW7dAJORuAkB2djqFRUOVgnfSBrxajvpOpAXY3u+otgneIDN5f42reeQ2NlMuS0AOsE77++Bu09ApdPYfbOwUwm8fWxc7CVz3ZMArc8RrdYRKX5LR+rYYkS2IKvwwMrXLmOUHY1nkEVY7j1suddhbJgkkLN9yWz9aXBYNUS7UaA3vsqnMcfg7JC7osywCmYtRg5GtGzSzI40Da0+vRQ0otpVSrByL82BUbh0Wu168nrALBoJINrHGO3MPi9W2u8ZX+ESaowzwX5OstEL/O618A8rra18jQh8gw1SZB6fF7gkYkQaFvLPvB1eHpvhEkqpfWb6wb7ozRWFwKS8ImdHB+6ucKFcYJrywYVzBYEPdWEW5sORzYBdXW0vL80zfFb19dgneLxqXhmXZrl6Hw1xDKEEBxMG8N7f0o0N9jehD4VuS6KOQ8BFyHF0YrQMeCSHJlRaOzrz7Dk0A8O1v5GDiJSkETiSwGcA/AcM3/RGRDk8BD7PwfgGMAdAN/MzN93v/3OUhL8nyFyGh8DUEDMGf+dGTAy81UA/yNExuMagBNm/tf4/9h712Dbsqu+7z/nXM+99uO8z7n39u33CyGpGwESwi4lKqEYQjBUwC4gARFXgoOBVJmyExOSsr84sZ1PNlScYBLiUEAgmIcSYhlhOzJQQkiWWg/U3erX7fvoe+5578fa6znnyIcx51zrXN3bfVDf23SjzKpd55x99vuxxhxj/Mfvz6qU6/Yy1wFs2avcCvjoGntXb3H+q67AsgJnVYu1JMRaEvqd4rLR0LY2f1I0eGXGB8MsVFgfRHa6n3sDpTYoW+17WtOKhRyN4eDkPuxu5+lu19GyNQFXpiXmdYvDZYtPX5/huGywmzfcP3JZhSvdBSEHDuLdtOPzuca/aArIco6DZYP9JWNtKpLYX7Z4+aRA3hi+bpiwEGOwhs9cX2B/2SJS0vIVFUjysOnuosZJyY7JpJjIYaIhq/3CFCYZ8/sZDbhkSJ2lBTUNwhvP4PGNDNHRSzgqWFJNKsJxvImHVhNczx4AyQDB9kUrQedyoDuJMPTydtO0oKrk4FPmXS9KqU5Q0SOxi5gZi6bMvfQfQcTZlLMNsZd3BHwAkNnIqwmFlL6XJQejLrAFIZcPe7NiIk44ALqZKhl00FwXmNyB2hjOJqxCU9wkEOkr2ZQUIPuZ5cDHxHMCEItOsKOJcFRwFhFJgY1U4cmdIQ6LBpdOSkxihb289gKKUHJZ2r1fACytxWA/r3zVYFq12MtrTKsWR2VXYQilwN6i6zk5EZOxm8FpyaeyNXh8YwghgM0s5IOyk6ELNt0sWsMUC6kQtizguTwtvJuwEFwReWA1hav4T/TMYsNscLKKTNcLdJk/BcnpTYFpe2XJ2s/BAVySBIAAxvts3allznj6017EktYfs7/nRDR/rev0BXdE9G+J6B/a02dudZmb15l0mET0PABFRJqIfh7sXfKGLNub+k4ADwA4DyCz82C3vcotzqNXOf9W9/nDQohPCSE+NTs+RGN4kNLR2BtjPFl62WicG8WIAonNLMYw4hKew9vwfInxsyeTOECpOftyTeh53SKzU/7LRlvnYvLqLjesDAAvHi3xxf0FlIC1LOESoVrbATUV2o0HIZIhZJSgEBFWi13eSEYpxIAHyV3PBmTwyPoANxY19HATu3mDj106wnHRYDXhkqRJRjBBjJOSM8Onrs8t/YPhv2qxj6A4wrV5icYYmGQCSicwYQIIAROlMINVUJyBggR6tAU92gYRQ3CpWrJT8PVL+PoNPkj//uVjbGURKExxXGnUhvCR5w8hdM1eX0pBRRaMq6TtZVn7jyCErq1NikUkUVVaJaDyvMFTvQybXQkb6H2QAsvQ0VP39Z2bXa8L4ExPZqMuMLl1u7/dbQjZURis2k+0tfeyEs4fy80GuZ2+6gIaBRFAxqvWqpYDcdUaDCOJacn3qdoSSvJmaxjx7TiVm6NYbAwihBJYTRgfNrSVASeUcAglbQjDSGEcM9H9uGiwmrIEnkuRob3/wH9PHF8QYD85J16KA4kL44Sl8OBB/UAKHBTaq/pEWyGE8aVKAF6Q8cBqiuOiQROkmFYa1+YlIiWwaDQWtWGyvemp/lxG1Q9OgtWEbmOA3qC7fYO7n2Q8ecTJ5KVukKhbHWL+5Ost1sP6qBDibwghLlpdwdpNJPeb1+sS5Z2l6Lq0HKqnhBD/AJzlZK9xnTu5vgXAS8SeKRBC/DpYtHFDCHGOiK7bct+evfztgI9XcVqFclsQpCUe/ywAPPi1T1CiJG7MKwyTACUMlKUITOIARyVnUADs3IlBGrFCSUqGdQ6jAK022F/y7nMri3G4rKEszNMYpgTM7bCmIS6lzOsWoyjA3qLiskmlUbbw/kNa80Fq0RgkyQhSN5iKAdbCGCLjjKY7wEUwMSDt3BUjibgpPowUDkrClSmTC6ZVi9h9+WQAIt7ZvnxSYGzLmOz/xZQAWc1xsBwAyNBAIlAKrSHIZAwpJEw8ZO8rMjBBDG0Idd3i2x9dBx1PQcd7bAVSTAEZQFlnWxISZIDDZYtxYn2lghhiMIZQ7I+ly5ohuIBV40VWkNFjGfbBt32lpDOltOgqsuKJrvzXYwY6GK69DRElflDZB7heb4yl9JHvbwk/HyZ75PieT5PjNbqSk+nYeD5Y2fKU0O1pooglkB+XfIBOA4kkkogkb3gOihablvQuAEySrjdUaY1hJPDZ3Tke3chwdVriwohtP1bT0NPV3Tqwn1s31jGytAo3MH+4rNFotrjfy2scLmuvGGw0wZDBA6sDvt04wLV5iao1aOMAYiXxSsHP7s6hCbjnkdUugOgG949jVAYoESGlCiDuuT26kWHZsKKSB5HZ8iNS4rRmraeq7Jf5SAanslUeyO4k731wLotcNISNGi0klFJ3JIg4leBbaP0V+/NHe+cRbkNrB4vyXmvdNmU9S4b1A/ZyPwYgBweD7z7D9e7Uugzgm4QQA6vq+wCAp8EQxw/Zy3wIwG/Z3z8M4HuFELEQ4gGwuOKPbNlwbntyAsAP9q5z20XEDsIbww5syVYhwkNBAc6kytYwiT0Ove/V0hrZNYa8Y+yxneR3ZT/Zu61JwsaOjSEUdScDvnS0xKxqMbGDkKElcWsiXJnW3McKYvybl0/Qrt4LEaUoWoLQNc82qZDnnYTkvos9ODIKp8HvX5l6eT4ADM2SQarxCEVr8MX9pd8dl7rLGEWzhGgbfMejm9jOQswq3uUrIXBMMXS2DhMNkBuFNllB1RpcnjX4Vy8eIW1zFo1I63rcVpgNLyAOuAFP8RDzSuNGXqPVBiYewUQpgu2LkJZsrpvGcwWFVJw9OoZczWVBV/YDcKoU6N/jivtPVOSdGMJdFvDBxtNArByeenYhniDS9Po8PWWkm89y55Nh+r0v/7n/9QKR67fsFVa+bh2D4ctZHaVBEHMZ44CzE3fZaamxObDmmdEABFYR1prwpROWpbeG8M0XJ3hlVnlY7CThTdY44aA1Kxv/nrvP+yBkX6xGGxwua+zlLPQYxgGuzUo0mikWG4PQY52GkcLeokIcSL9p68rqre31si3I12xm3WvSU+slaLseDnFJvWzYLuWFowL3r8QIpcCFxGBIPN7he1f9rEoGnKkK2WXdLvvqvyfmdHblyu5C1yAZ+FLnnVpvJdEFET1wi9PtgtXrFuWdRSX4Mricds5q6H/ClgjfkEVEnwDwawA+DTaDlODs5+8B+KAQ4jkAH7R/gxju+KtgV82PAPhRInJHoR8B8HNgIcYLAP75WR6Dm9ofxYGX5kopPGYmVNb2QAmUVk3oLEOGcYD9ZY2yNSisuePMNq+1IY9lCm2pxhjys1hAFxyHNlAdLGsuf1jbiBePlnjmIAdFGUyUMi5mcQCSATae/ShABlemFUwyhlrsd9lBz7/KENnyokFp7SBEOYcwjPA5KFpcmRZ+Bs3J8e9fSSEWR9CTHRaiJMqWpLpv00nDGRKXalg08rFLRzjIa+h4yNT5h7+Rh4IvfQ6/8LldH7wXiPDZ3RmOiwbf/fCQh5nbhkuCMR9YSRvIKPCByTQt0q1V6HzOAcgYj6ry9vZOEOEUjG3d/Q843bdypTtHu3DoqSDyKkI3t+WXMdCH1zvrlj7KCfAzY3ywFJw9RAnQVqfLVbqGMK0vNXnL+zDhLCtMutkhMjyPRNwHdUq6vOUsw5UW88YgDQQmseJNgS3Naju+oSRwVHBZ8ahsYIhVrOMktM4DHfeSnypv6NyYRqnNqV7XsjG4OisxrTjNcZ/dvuWOczOeJAGI2GH4Rl7bx93rHTnJv9HsiRWzuKi038ErswoPrqaIJJPcRVt1EnXTm3HrUyuCpNvEOMAt4NWbol8KdAHNiTXsIgKE0VDmzhg4vsVKgm/oOotK8DvAPiUfsX8/KYR4Q40ZiehvE9HjRPR2IvoBqwA8JKIPENEj9udR7/J/lxj2+BgR/fPe+Z+yt/EQEf0YnUFqQwT/5QRgHYUV5hZ4O7By9mXDX/IkUFYxxZdzq2y1FWKwnQYPN3IQagx5b6x5rb00eGsYc4CruDQYBUyvjmxvaxAqyydsMNUBzGgbi7rluj8Z0KPfBNFUeHQ9Ra1i1F/6DB8kVQgTsnV4Y4w3l3ROyaGUkOUMDST2ixZ/cJltVZQQHvB5cZLg0XVWwIm2xvlYQ7YVPnlt6u0PQinw4nGJG3mLRWPwmd05njlYMs5nFOMXP3eD2XgqgJqsQyYZNgeRZ9g9e1jgIK/xvfe0VsZdcS+saVihFwYgbdDmJZr5EtTWXjFIuvOeMvnMz0C5vpYvGUoFOVn3tBB3GRGn3O9yva9eL0pESSeHd3J2C7cVYdgJYIBT2ZzoZ3eKnYYdvNaTLwAmMOjWH6gjJbqDtuUJ+oOn62UR4T2rDeaVxshaawgyaDVLr2U5gypniCRnYEclzwOupQHSUCJQAhfGMZaNxsvTkpl+oWJhRNXi0ErOl43Gomq96IjtRSLf60qU9FSMYcxkdldZcGMf64PIl72GEZeAy9ZgPQ0Q2MHfVhs8d1hwpmjarqdkOtm8e47DWOKh1RiraYArVvikpICol0zAd+IJfhP4tfYBK+bvRE8FKsh02ax7z726sJ9tEUgqzxB00vrXswgEc8bTV+M6S0nw7wB4N1h6CCJ6CmcY8Pqzsggsz3WDw6ycaqENYdNJ3VuDd9+zgmEUILcEdimFn+7PQoUk4JLhomqxKFvcM06QKOlvexgHOF7WMMQNcAfdXTYG2s68FLXG5iBCZssxhznLy4ta47jSOKQUf+HhdajFAZeJnv8jYHGIreNnEcJwPyXKOrKFinBSNEw+IMK8YguVZaN9k1sb3gFPbNN9EPIX9MntDJuLS0CcQVRzNndUMbSV+y4bA0Pci3juKMcrM6aAPHeUY30Q+SxUzfcgqxxyvAaznOGobNAYg0snBV44KpBGigdHl8d80KqXEGvnIEcrPRwSH0R0WUPXDXRZe6UgYEt6bQM9PWQyhSVhGJttMTj49O7Y+WB51l8vg5KjFQvRVV1vqi/AKHM7j2WzJTu75c0ig5AzXF3zDt8FqzjzZdu+3DpS0vezRK/P4uewHFxXt/iajQSJLvzB/Z5xyKSIdAJSEdJQ2g0TcGGcsApQ8IFgexDg6qzCVhah0SyYSC2Udn0QoTGMWwKAadX4sve0ajGtWpwbMWMztBmOy6Kk3ejsDGMk1jdOORKGZRIC3LspGr7O/rLGWhp0SCr3/K3IoT9fNY4UQhhkgcRDqymkYCcAH9QducKJKOwYQEcOCUDhoCu1uiw3Sm1GpiEam605J2ibaUndMOuRjH9Mr2udMbv6/zOs26+WiN7ouas31TpYVChbjb/42Ca+/5070ETIIhYnaOIv8Weuz9AYDi7uSz23lOrQkjCSQGKchNgcMcF9197uKGKLkjRStjwiMIwCn4GtpiGGUYD1LEKpDQ7yGlePC2wNYxwVNR5cG4AIePpgiaIhtusIQlC5RH3pGYimQLj/PEQQQs33uidGBu/cGeNgUWFaNFiUbVfS0Q32SsLzR0tMS7aeOCpqaCuzv75oIRZHPPdV80748qzG4xsZitZgWjEtwQX6K9MC7vvsCB6NMaxerHKrBjNYS0JMYn6+jTHYHESQxRRqvscHjbYChQnkcMU/DZVELG+3AcYFsHZZMCi3yJnvV+bWZLHxAFthB4IBnPK4+rIynltOXOEFGLILVsZ0ge+mEiF7jKlODQgWT5ihFUQ5cka/8W/fI7/sAfYUwLUfwMiwzLq1WYW/THeEk73MoQ+OHUasCg2lwMGSN0ILa6mzM4wxCJU3Wyw1Uysc3DaUEol1KHCZV6h4HnFaNd42B2B+5KxsMK9br6gdxgFGkYIEz0wpAaylnGn7wd5eaU6Y1s9AQUisJK6PzBY+SgqMI+mzKf969QO+DThOgMF+V70oYNrT/Mb+6+1vg0BCwoBJGuEdamW9lXpYFnz7mufdqXWWgPUFIcT3A1BCiEeEED+NP7nL5Ft2CQFsj2K8554VbA4CrFGOd2yNLPGCzRzfd98E96+kOLFlvb289hmRk+5m1qAR4B1n//zSNrcjCwh18ymTOPCswWvTAoniA0MUSGyPE4aQSoG9vMbvvniIK9MSH79yDBgNuTxBu3sZlM9QP/85S/t2SjThG/73ryS4ZyVFbW8rURJHBZfPfvtLB9hbVFZezwSPE9uAfzhrWUYuJdqV81D5IdYShc/uzrG3aLC7qHF5WkEJ+N5Gf12cpFBCYD+7lwnrdu0uKjsGoG0/zw7SLqesItQNRMNDwaYuuX/VtNBNg7aovGpQhkHP7NEKMoqcg5RFIZHWMHUJKtn9tk+7N0XeBaUg6mxJpOJMzRpnApw5MYGdLVCcm/Gp5QQYfVdnIg7AxkCk1teMDAtRhMsgrN+VO1BaCbzLoFxmQELy4KtuOPOyB3ltWHjj5oZABGE0trMA945Dpq4Qz3oFUuCxjQxPbmdYG4Sn+H4cyFgs5AaDQ8ky90XN2KZESYtl4s/6WhpZp2Lp7XOqtjMzrbTBKFJecfhvXj6BFECguE8mLfS3jienZ9PIIART7GsRQBgNIxSkAG7kLZQQPps6FdydGtApAol8idWPD6gIp/yw7Ml9Xzxf0PWyAEgQY7HuAP7WqQTf7CxBh8cDsCGEWO1J2u8Hjx/dlXWWgPXjYMxRBeCXAczA+I2vijWOAnzgwTX8vy8eQpUzUJjivas1dkYJ5jV7FY0jhXdfGCIKJB5cG2A1DaFsmU8JHprMG41aMxGAlYASWRQgDri054QYhxZ7I+3QJ8CN6tUBZ1dHZYOdYYzVNETZ8v0D3DSf29kWk60BQYxmNoOuKlbLzU/4Z5Ty8G6YgMIYrSFcn5U4P0nw9p0xBqFCpCRMPsfQCkyGUadeTEOF9YyzHn28D1EXvvQVBxIffGgdn70xw7MHCz9s6nobbme+lkb40sEC06LBP3t6D9eyB5jskAxQt+ZUI981610QoLaBiYeghvtV0SjzIFwuCbZo8gJtXiLI7EHagmedSMINE7tBYjIaZnHigwpZw0gRhDxsbVWBrvzXmUlyQDO5HUy2gpa+FB6Az8LYcsUG7rbhHX695NuTXfmLDS0DX+oTAt2uXkhWfDqckJfr9wdeNd+uCrFf8Ovn5oaM9dDyUwsCHd3BDpkXLXtMzasWxyVjwSqr+EvcHBaxYKi0ViN7eY1QsbOwtMP2i7q1c1j8Org+mDHkWZSNIQxCaUvBBENAq8mXpo+rTpzRfw0EdexEALg8qyGEwMVxCGM3AlBhJ9rwnm12IxAk/ndBBqJadBsCxY7blIyYztJflpjRVxEK08KokOkhd2C9RUqCfxVs1Pg4Ths3/hbuIljiLCrBJRH9FBF9IxF9g/29fK3r/VlZITW4d/ECfuJdq5DFFKKaQ0138eR2hiRghqAQgCpn2BhEnkId2i/tIFRYTUOM4gCZ7Qc4ggXAtPb1LMI4CTGJA2wNWZLrDvRVa7A1jP2M1yBUmFp3YyfccGzCREmMogDF6v0AgLbggxRVJeSYZ/m4oVwiOLwEChIcFQ2+753n8P3v2MbDayl2rYsswH2KYczGfVdOCg7QNgMUbQlywoNkBFj5fKQEipql+tdmJRpDmJWN7W1IP3itpMDqIMIoCvA7zx9C1gWOH/0AHtsc+gPeSdnwzrzKASckaVgEoQ93YWy/kIzxMncVBRy4Gg5iKrGuxG0NMRh3A8BSgqrCmz06mjr1y33g/hMZ40uEavOCp64LxTxBJq+zh5ZMWYoto4R7ZDcNCjsAsbBuwSYZsyrRZl6koq735UqARBxAG/u1s9ggCAlRTCGaErKcny4f8guD7QEHQrk8BqkQsq3QELzrs4M5u+xgfaCgJJAEEm/fGmIY8ayUG9htDNnZvcArZN1tsEkpCzLKtnsNXUaVhgqDUCKwlQQ3SKyJP7vjOMBaovDMIYOdz40iHhWpnLy8ly0Z7rPWmoUPa4lCLIFxCK+wNfHQl29JBb43SGEMCkKPX4LtSQldd7YipuUeY5R1Yg8Hx7XBUtiBZs7k9Cl7l690EeBFS691+tNclk7xAIC/QUQP9iTtTxDRz9yt+z2LSvAbhBC/LoT4dH8i+W49oDfdkgqizqGOLvPfVuV1I2eUzP2rAywbgzYe4733TPCN50eIA67NO66gJmBesf9PbY3qpBDWkDGw6kK2bjixmdZ+XuF4WVu5u/FB0NmMh0oiDZUXbmhD+NaH1/G++1Y46zItVBSiOpmDjEa7e6lTRxmD5vKXvHR3LVUIyhPcO47w175+B++7bwVUl5jEIRZVe0rxlSjp1Y8ew7FuIQAAIABJREFUEpsfQegWhWUN3rc6YFCw3YFv2RKSIcLbt0ZoNAtWGmNOMRU//OwBDpe1t2XRhvDIOrP6TDLqnGJt+cb07SGMYeqFN5A0vq/VES2sgrBpegT2hp2ao+RUoDqVJTnRRRCByiWjl9z/nYrQXtZlZX2HYf5pH4OlUgBduc+JLewTYeWgwzapAGRLXNQH6toSoR9qFZJtM6wUXuiGzxMCJkxA0cBfNXDCCClYASukPwAqIbCoDVbTEIdF4zdKbDLKxJe9RcWbENHND7q5RDf2EdnPqVPzjZMQi1pjL6/9fOLA9rMAZhK+bSvD9QULmhrDQ8CtAfK2I9ID6OggVuZfNGzkKHTNtiOmRwdBr+fnslKgK/31g7xVX54SYwQMlIZUpy/b1nAzWaKtYASjol73IkCbs53eDIuIfloI8c1CiO8XQvygO92t+zsL6eIXAfxN8AzUm+RlegOX4aa9SMfQ2TqCo8ugMManrk7x3osreDzJAb0AmhZb2RrC4yv4+vPbePkkxLVZ6SW9AHBSNFhJQ+/Y2hjCvG68hYMmwnTZIBpJnB8nuHS0RGMI06LBhhVcbA1jvHS8RBIoDyZVkkGlLxyXeHInQ1pPQXWJtrRloKaFPtxlQkTL7EEqc4RHl/Dc4Qq+YdJAVDmiYgpxch3b6/fBNLWH/s5KtgT/tkc28PTBEl+zMYC4/jyXuHQDefgyaPUCNhKBzZBQNin28graMF5KCoFH1gf4+s0IuZX+XjopPN7nsY0M5tpTkHILe/MKD21kTFSQAu86lwEvapiXvwDYsqDMD6HtzBXAYgknCZdRgCCJUZ3MYZoWMgog4vQUwNYZNooo8bJ0p9STUsJ4J+HThG/mF+pujqo/ZNzWgFMBJgPOyEp4p2cnmxc9FRo/YGV3/DFn8AAHF7Jmg5J7NKf9nOquByN69AUyXF60wY+E9OU11dYw8RhSch/JlQR3Fy3uzTgrOa40phVnCkQSQlhqu2YDx60s9saMbqjYEV2WDe9+5zX3kFyWw2MTXIIMbW9qGLGgYxBK7OcVpGSRURpIyAD4dF5bVSqQN5rVgkHMZU7TQvREGLXmrF4KcH9Odz0mAT7vZgGKCQeACiHznNWaTpwhwSVAFYGakt8D6+rtmYLErtACnA2B2K1AteXpoeSvcLkM662yhBC/AOAh8OiT+0IQGC5+x9dZXuF9IvowEb1ENzkHf1UsIbkpPz+0O7gSomX5+X2TCKKpIF/6NNR0F2pxAFHOkYUS77+P+0FSCOR1iyRQ+JaHNhBK6bMsgL/Ei7r1MNDJgOG6B8sa965w0/vffXAdoRVc7C04ENyYlSwNtwPE7724ij+6yvNS13TGPSttYOoWuqzZ5DFKgHIOSIXo4XdCVDmuz0oWMZCBnpyHnh5CHr4MSJayf9vDq/jOxzfxQ0/uIAkEHl9PMYklkI697xYVuR3qrSCLEzy4GjOSyopSplWDd20xo20QCGwNQ7z7njFGcYDdRYUHJ1yOazThvfeu4rhgybQ2hCTfZ08ro9HuX0N7uAsIiWBjp8ugAJi6BWmDMEtB2iAY2J5XbytqlnPoYsnoprBzQwasFD1KrC+WPC2cuGmIGEZzeRHoZqecsMNopsRrDTVZB7LV7v+OQ9g7sGnJ5HySls5uMzAnb3fvjWgr7mm5rKEvKBDSKgNZjGHSiZduB1Ig8GBYQDYFjkrNvSJD2BkGqEUAZdjfKQ2Y4L6SKHx+d47GdH0mgPtKh8vazw7GAdNSXPbtelyThEvVXNbm41isWNJ+uKz9hs2hvmZWOTqMeCjZ3e8LRyyIaeFoFOZUwE8DgVCCUWJkOYy1FdHcLJ5wr5nrAfYv019uvs1lWhbA6xWFPYyTKw0C+HILk69gETi7PMvpTbK+AcCfI6K/RkQ/bk//xd26s7MErL8thPg5IcT3CSH+Q3e6Ww/ozbZIBqBH3o127xrUdBdmegihG/zwhTliYSCLKeOAZgcsvdY1zrf7UIt9HJV84I2C7ss+rRo/XDy3TenalvxemZZIApa1a0OYVi2Oiwa/d+kIh8sab9sasgcWgLVhhI1BhGEcoG4NphXL0hNTYWcYQh9eR5DEp2TetJxBH+9BTRmh2O5fw4++5x42WyznmGkWITSXnoZQCt/1+AaS+S7GsoEwGlkgsBkTonoOPdlB/LXfhObKc5Arm5CLfU8hyAKB73nbJv79RzYghcC/c/+an/sCeN7nD69MMa9afN25McIbz0KOVtAYg8c2OjuO9UFkB0fZHoXKnPtmuukN43YfYacOlFGAII0hlPREDJlmaA4P/N+ADTZt7UkYALqZqF5JTwzG3ENKsk5+bhmFAM9ViZjxTH4w2D5mZ2siwviU6syt6Ogl6NFmp1JDTxmoG85g80OIetnjB/YYhPYy9sXo+jLgDEsJgPo+pbrG+SzgXmPTZSnQDSIlsJc3DIwFsDPifqqjrs/Kxpem44DLiFM7PN8Ywv6yxjBmcc5x0eDqrMQoCqCJ+1vHZYNQCmwNeUPDlQYua28NYzx/VKDWPKi8bDSe3s8tjJfLl6fsQWw5LhOc/YemBoU8NyXqnF8LmyUBXVnwlGszeLTglOy9LiAsb9NdlmQAqouu9NrjO3LwstnXTcPGX9F6i5UEAXwBwM4bdWdnCVj/CYAnwWaHfdfgr4q1lze4rEfMqmtLVpqR4YzLtDCDFTh/IzrZs5LyY4g6x3c9tgklgLo1eOWkwFYW4twwxhM7I+S23u/sxndGCc5PEo926q8okChqjU9em6KwvaG6NXhlxs3wcRzg8rTE+ZUUjYoh7QHdQWGF4pKHy4YAsHU8gKgteHcuJFbza1y6siIATQTRLCEXB1D5IaOdyEBUOURbQx/tcvajG+DgCrvi2i9uHEhMYolvf2QdF4YhjArZ4BGdjToAvGtcA0LArF1EUWtkIZcQq9ZgXreQ8z127zUGYjAGNQ2aVy7ZoV1Lare7TRWGXnzhA5kNPKbIv+z1oHx2WmTRWoGFlJ2PFnDq/5AKplx2Q8lS+hkrH7TcdWzWZC8IaqruIIdu5oqijDc+zkrDDre6LMm53HrMENANw/YyLX9dG1RzLawhI3U9NGs70l+LugvQVy0porAOwY3hgfLVJPTiCVfCc9LqxhjrBac8sWV9EGEtjTrMVq09gskxK/cWlc++FhXPfOUN+78NQoVWG9zI3Xxar0zmhoGtUi8JJLSKuddng4mJR3Dmo6cyLdsX7G7LETBEd3kynNlaSxKKUt5w9D4Pp4KXex9uFr18BeutIrrorQ0AXxRC/AshxIfd6W7d2Vl6WE8Q0Tvu1gN4sy8hgF/53HX85AMPw8yPINbO+Ub9tVLiIhHkZB00XIM53mM1WpQAWw9gSywAAN/+2CZaDawlrBj8wo05Mstba7TB0YL7NWtJiFemJTZHMZKQZeDaEK4dFdgcx1CSFXgbWeQ5ho6mfWNRoag1Fo1BJBWGk3XQ5Usw2ooRogSizCGzMSjOILIGWM5xZGJslvug412Y5QzqwqMQ8hLIMMBWzPYhowTt2r1Q0100wy2oZgmxOEJ9/RJklEBPD5mSnq1DHr4IWc5QypjLUUpg2Jzg+XyI1URhoAjSGFyflfiPnzgHmb8MEGGWncP3vcMgFMDjGxkuTmIYAuiQOZiOUgEpvb9Usj7pyp5NizgKoFa3AOyBDCObdLGEsgFHlzXk0DkgR0BVgoocYrLOByE7o9W3EIFUniOop4dQq1unA5rRENm4o8EDoHzGqj83YxVaoYXRoBZ2zqrXy+qBb92B0GWRPojZ/3vZNeCDn2hL7mPdlL0pAQiLQ3I28KQiSN1ACOmtRgahBCkFScD7758gUhJla/CSVakCwKxqfRlPCYGq1XbuiscpLowSa/DIwfD6vMRaGmHV9mwXVYsndsZ44XiJC6ME1+YlxkmIYRxgWjL09r5JgkoTvnZriN9/+RiFVRE6DyzlhCeulwQeAUA4QN4YZLZsSWEKNdvl93yyAzW7wWMTwgb3prKebWFPFdjbJHo1YQpRszGkSUZw8279IeauV3a6VPl61p/2jNWfcP2dN/LOzpJh/aG1nf+qXFIITAYh/gAPQA5XQDJAfe5tEGGEF4/LU/SCYH0HcsM6mNjd7nsvTrCRBggUu/++eLTEu+9ZwSBUOCkbzKoW960PsCgZbzNMAuxOSxwXDSZxiEc2MkwGIcZJ6DmCbgi3sD2sxhhESmIji6AN8Mxhgfbyl9CWFaSSMHXLw61ao7n0NNpnPwWqClBTY12wssmLAkwLMz+GmR4ieYXFoM2lp3loF4BqlpAVZ2pUdAgisbIF0RRe2ZYQ74y1AWBNHgehRGmtWS5MUlyd1xCzfYg6R60Js9rgsDR494UhdrKQLccT655suX5ytMpqvSKHUBLVyRy66foQanULweYFyGSAtqwglES7LNDs34CQEqZtIIPQD/GyS3B46oBFxnjpel+WLpSCCCPf33LXkwkbY5LWPriJOAVFmb8uNRVEPOCMzKsda84EnAKNDMxwk6/TI7H7IVXTwjlD4+aMo39ZyYEvkQQpgFjanpcXJfBzinoW8s7BV1mnACUFVlMeLF5JQjTaWK82gcNljUWtfalvFAXWVoT8oPC2pbAAXPoOlGQIbslcwlBKHC9rLKoWW1mE3UUFIWCJF5zJbVpyvM8H++ITFyCEhNIVkkBAgjxKSeWHfN264NfqJmoFGziyCpCkpbmrsBvQvomI0b9ev2/l1YJ3aHGG9dYhXRDRxwBcAhDa3z8JBpXflXWWgPXnwV5YzzqDra8mWbs2hEXZ4rmjHO3qPTge3Yef/bevQCRDTOIA7WgLtHIOspyD4iEEGcjhCvTKPQhOXkEaSsRK4KMvHIKI8IEH17Cesv2CkoL7TopLfnHAUvU04kzs+f0FB65BiNzyC10/bF61iALpbwNgaXDRGtw3SSCyMWcf2sBoDeMyFAD6eB8AOKOoFoBpPV6IQu57iYhFEm7uia4+y7QMAFQtYZYzOHdddugNER68yNmnLXGFpsaGqvDMkgeUf/fFY0+u+J63beDJrdQKNlawJitoIoxjtr546kaOeaWhx1td9hJECM/fz4KLtkGbl6wEVD0pe82biGDnXoRZ6kUnKulxB6ViEYoLPkb3PK26wWFXLhTOeiKIuB+VjblvFfJtmjK3wc/6a4GDmZ7swKyc726318TnN0KD4iHv4NMJZ75V3s346KY7eDq2IBnIesF0ENv8F23TSb5VxDNZrkcD7mGJagGZH7J028mxwcKLULJgQBiNG3nLs01E2BwEeMfWCI02eM9FZmVKKbA+4PmoxhjcWFRIQ+UVg4uq9bNZm7b/tJaE2BiEWNQt3nVubFmCwP1rLLWfVS3OjxNcm1VIA4FB2PXInHBJtXYGjYzNiojLdi1L2eMmtyX61S4ztbJ32NnDU+7BbiNiy68uc/LlWjd75UQurZ3RcopM9z6qXj/xDqgEuYdFZzq9GZYQ4j8Du2n8z/asCwB+827d31le4W8Fe0r9e+j6V99xtx7Qm3ENkwB78wrXzAi/9PldjOIA7XgHcSDRGuKmbLXkA7r94GrJSqQslFg0BvevDDCtmI4dKYEokKhbg8kg9Pcxr1rO6NIQeaMxTLiH4D6cm1mMRckmj6M4YFl4HCCNlHcmfuZgCSUBmfDBIMwYG0TGcNnOZg5m5uH2oJidcqlpgPwEtJwx+UEGPBxb5pbHZzCDxRpVHCxEnHBfT3OwazcfYtGAbviLLZh+ECmBd50b4ajQbHhXnPD8ilPphSme3s8R6QpXZzzjc3lW8WOzfSE5XOEAE0QwOQ8tCyk5KFuVoDufmgbhMEOT2wzSe1vZA1AQnlICup7Xrc7zAc6JKtqGg5MN5mZ+wllmEDLBwvavnKpPJEN3g0zKt9YuPHhaQjQFU8PDlGXWgEUw2bmqm3b51MsyfA+rB8vlHkyFBmwrT8QZlNDNKSIGAd5G3vVjtjM+ANdWxaok91ePlg2OC3bcHtuZvFBy9jUrG4wi5d2IHVps31rhaILvYznK+MwKit6+PYK0Mvi1QQgCswCnZYs0VPjmiys8Y+Uymr46rjfM6/pULRhRZdJJV7IjA2gNCNFhq9z7YYUqbibR8QVZtVn35uMYL+H/vtm/7KZy7Fe6WCV4ttPrWUKI/0EI8YxNQn5DCLHS+99PCiGet0nKX3iNm/pRAH8OTEACET0HYOt1PbhXWWchXdzSZOtuPaA325JWNKEN4cPP7iNSLNX9zVfYRkG5Rq8rDdpdsWqWQBAimb2CNJD4hvND/LM/3sWiNtjNu4a+kgL7yxrrWYQkUB5Eq6QNatqgbg2yKMDuvEQaKRwva8wtsmhaNIisnLhsDT77yhRpwOaCpA2iUQbSBtUr13gmSBvoquLZsigBXv4cqwRTHtBtLn+pk2BbnyY5WuWMI59hN2+Ye2d0pz6M+YBMKsL//VIOWTGqiKTCjCIY+yU8N5DIQoGQLNG+nHEGQwZq+gref/8KhGnx8SvH+MTVE3zy2hT/6+cPga0HEFx4COrhJ7lsIyWozP2cGcBlPJ9Jljk/f6P9rFazyNHkBWSUdD5WVup/syqQqqKTq9thXabDh0y+0LrjEdpelj7e87+LOAHVBYtv+iBaq5QUbWOJFjcNrtrXUI+2vHqtk0yfNiH0u3z05NTUPQ9hWkS6Qigsm264yc8tSCDIwIBtRqqWjQ9JCMDoLwO4TqxVydogxCRxdAvp3QjmdYudUYJrsxKayJNcam2wlrKK9cI4xvV5hXEcQII/7/etpJBCYGMQWnakwX7uysjszcWkDYkk6NiXPqMRXRBzMnbRVghNzRsFx/4jAz3a6mWpXWAnRxYBTvew3GaiylmdGUQ8n9XPooTkbNWKOvrvx+tZb6Do4qMA3k5E7wTwJQA/CQC2/fO9YBzftwL4H4UQr+abUhHZ+j9fP7BP466sO5DD3v0lhFgRQvya3RE8LYR4rwUtflQI8Zz9udq7/C13CEKIr7clzeeFEP9IiJvkUre+b+8omgScySgh8PLxEh978RB5Y2DClLOWwQooHfMXpV7ChAOItsRguY8slEgjhd94Zg8f/uINaMPEd4C/oCdFg7xusTGMMUlDJIqxT66XkNdMc89ChQuTFIXlGDpvLCmZfj4ZhPjj/SVEknlVXDTmTKM5Pu4IEGUOtboJGANZsGJQOG6eLYvVz38OUCHU+g5MuYQ+3sO94whULSFHq4i2z8HMTyB0Az3egsnWeefnWG/2SzWJ2T5cNgUGeslBqq0hy84EQOgaE7PAIaX4ga+ZYCUJUbcGT+yMcCnYgRytwYy2QTKAyecwRe7RTADYG8sYGCucoOUMarLOflllhSYvPPVCZoxo8o7BroflsE0Ww3TKWsR5ZMH1+04rCd3v1LAZJNqa5eim5eFTB6x1LDsrcxdtbbFADZexevJo6gUmoTslIJfB3PCwVb35TKvrwXAZzEAJwUPI6JSEhsi/P6GEVRIqkM2GA8k/i9ZgO4vw/OHSl+cunSyxbLSfA7wyLbxycBgFzIyMmSF45aTAdhZjFAdYS0McLGuMLO4rVEzceNe5MSZJgGuzCgdF688bRjy8HEgBYx9/l0XS6d81W8+4LIjChIORFUrwgLAAOfiwCz4WbOtLgC5wmZbdtO3lKOroJZwNxxw8rWLRDyy/3vUGlQSJ6HeIyD3gPwRgm+/4TgD/h/UcfAlsdvvuV7mpjwkh/msAqRDigwD+TwD/1+t6cK+y3hIBC8A/BPARInocwBMAngbwtwD8SyJ6BMC/tH+/1g7hHwP4YXCJ8xH7/1dd2rBV/WTAUM39WYWi0b4U94lrc5hsHe3FJ6FX72Ub9ziDKo65qZ6t+9tZlDyzMkwCHC1qlK3G/qzyH766NcjrTo01qxymhgcsp0sur+zOS0zSToSxP6s8Kb6oNf71C9yvikYctJjKYHy2AQBU5NDH+1DrOyiH217m7hBEAPiAbmXZbqZICnDPzoFk6xJUF77JfVw0rMCSAVrixv5GGmAntCgdXcOECc/KGMOqROs1JKocaSAgixNcPSkwTkKspSFeOCpwuPE2PrCQgcxGEGEE3bRQSeTLge55UtvYfpNCmKUsfbdlQ7QNkyjizodKWP4fAMjRqrcukaMVfxBzgFs/INw2oLr0pVchJSOe4sT3sbg0qqGzddDqeZtVaUApmNE2dLbOtHbndCslRLXwpoK+3OeyPQfPJeIA2O9HuXmjpvC7fh8MBWe7Xs5tuPRMQkAIcYrGArC60AFnDQHjROGhtQE2BiFCJXBuGONowZtqZaXuxhCLKZTwhqbrg8jjuSZWqv7F/QVCyZ/vd2yxoObylMUYj29kqDUhUALjWCGxtxXZuUQWnrgsk0nu/UFqH6h1za9hnDEho61swJEsvugLKtz3IYg9T/CUTJ0M96eFZIdnP69nTme6uu38yV7H+hNmWBtCiE/1Tj/8Fd7tX0Hnvn4BwJXe/67a8263/haAfTAJ6a8C+H8A/Ddf4eN4zXWmgCWE2BZC/Af2dNfqk7e57zGA9wH4XwCAiGoiOgHvBP6pvdg/BfBd9vdb7hCEEOcAjIno49Zp+H/vXedVl7ZSXmdOuChbHOU16tbg01dPcGnWYIEIR41ENdz21t0UpnboM8eiNr5PFSmJR7aGmC67IOOzJRu8HNqmbg2KRuO4aFgh2GqkkULRaO+7NRmEKGqWoWtD2B7FCO99FIN3/XkA4F6TPWiL3sHJLDhITUvtaRI+U9C6E1xMtvkKUiEUQLN2X7fbLHIIKaFH236HeawDDlrgXohx6jQZcHAi4gFN3WC+8ajnG4JY7Sh0g0c2h1CCD5jecr2n2HOmiKZpvaWIW1Tm3KMKws4ry01aOqI60HH/bBYlgpBnvoKok7fby8HhnOKk63P1si7OxrhP6JWCNqNi6nfq+yOe9q1CmKjjCFKQ8Ovodv4ysEGq2/k7IUY3n3WThYYrdwXJafZg//9eWKDR2s9ba8hK6DWkDRJKAJdOSkS2/Fe2bOroPovuu7G3qDBOQmv8SNbwM8Rx2SCLAlyeFggV96me2BlhNQ1xcZIiCbk68I6tDMNI4UZeW/drDlSBZOSS1I3/PvjABFsK1d14Qf//7nWiMPFZJQVJl4H2l52ropt6UGT7W6fcicOES+COCdnnFfbLiq9jaTrbCcCBBZK708/2b0cI8btCiC/c4vSdvcv8FIAWjOADcEuPlNumc0RkiOifENFfIqLvsb//6ZUEhRB/GcAfAfhLAP4ygE8IIb7nbj2gW6wHwRH854UQn7HUjQzANhFdBwD70wXS2+0QLtjfbz7/VZeSAtsjdtJ1QeWe1RSTAZes0kjhX790hE+9ssBRoTGtDA6DVY/aEWRAUYZZbZCFCouyxf68wt6iwvY48Uo/gAOXW2WrfQCbLhuspiGiQGJRth7HdJDXWJRsZreWRSgajXPjBJqAvfPfiD8YvgvB+s6XBSr/e1vD5DPsFFcYIwTOpIRF4AjFVHRZTH35TM1v4ONX59zPcVikfA65PIaa3UAcSPzCU9eBIELc5IgUD6+2yYovxcj80P+eUg1UOUNeg9jbYHzTPWPfxH/bZor9ZYsmSEHlgrPBtkGYJWhtsFJhAKkUZ1JF7l2FVRJBKIkwSxGNMxZ5WONGAAi2L/Jr4Xo/4w0EGzvcs3IzWPZ1CXbu90EsWN/xgVNmdoPidthtw2VB3TCySjecFUnrq9QTC8imYFK6kDAWUOvUmLCN/1MYJocIArrA1psNErqFaKpTCCjZo2iIhsuVuaVcREpw4kKdZJtNOrkc/vatAVrDMNtrM/Y3K7XBuXECKQSyUGEYMwszDhQaY3BSNn5OK1Qc7CYxuw80dgOzbDT+eG+Ba7MaSSDx0NoA960kiJWAIWAlUYgUo6JEnUOS7j1X6pVYb2IzuiBiWu4x2dcMRL4s2pWsbUZlaST8Mzh9e/b/oq38JkI0zj8tODXcLe5ASfBO9rCI6FuI6O23OP0WAAghPgQW0f1HvSBzFcDF3s3cA+CVm2/bqcVvd3q9r8Pt1lkyrJ8C8I1E9CEi+kFwPfO/vVsP6BYrAPAuAP+YiL4OQA5b/rvNut0O4cw7ByHED7s0e3Z8iBvzCnXL4ocoYKSMU/iNEyZCfOrqCT67O8PL0xK//PldTMf3ca8gHKAZbuFw2aDUxtqTc+CblQ02hrEPQBvD2JsouuA1TAKsDSMcFw3q1mB7xF+6o0WNKGAzxyRQ2J2WSEOFed3ixqzEx14+wVO7MwSbFzzF3Gjtg5exfk5mOQd2X4Q+3uMvX9hTz0kFk88YnOtmjpYnePFoyUOVdq6JrJ+TScYMVpUC+5TBhCmICJrACrEog6wWQGgl81HKthf5jKXwDc/MmDjDjipx9aTA4bLB/rLF7718jKcPSogghFnOYNoGQRJDKgkZBmjLGkZr+1w7XyqZjREkMYzWCLKEy4JS8YB3nDKpBPC2H7DqQW8P4j+FdmA1Srx03gkvRL+EaqG4VJcc7PrSdACepgDAJGOQZI4fxRlawz5OorT+WuUcVC3twbdDLnn5tRMHuAOz1nzgdS69gN/1M/3E0seDiOevhEQW8IYiVMJnEqHtG0kBm+kws+/eSYJlw67Qbjm1WigFZiWrCFcsFcPZ4xwXDYqWPF+wbA2+bmeE46LBfSsxlAB2sgBPXZ/juis1CiAQYDl7j7PoXwOp4GbRut4ddXNRXh3Y+sDvZq5OzXK5DEl3SktHwGf6vZXQ65rLtLr2SsObmYJ3oodFROwTdobT61lCiG8F8F8B+ItEtOz968MAvlcIEQshHgC3Tv7oFjfh1OK3O92VdZaAJYmo56uOwzNe706tqwCuEtEn7N+/Bg5gN2yZD/bnXu/yt9ohXEXXWOyf/2WLiH7WpdmD8SqKWuNoUftAMwgV6rbbhRW1xloWYX9Z45PXWEiwv2QIKaUT7OYNRrHCI2vcK9k6wWtWAAAgAElEQVQcx4isc3Bet5gMQg5UFsF0+aTAJA190Cpq7bOwA1uKXBtGWB9E2D0pcemAswmnKIwCiRuLCouyhbSZk5O2uz6Wqbk3IpOM54isVB1Ad0C32YT/3fZfDvIay81HLf4pgVrbQTU+j5N0G0d5jaLW+JUv7KKFRGIb+AAr0YrNRwGwyMKZEIr1C9wfADj7MgYwLd73wDo+fX2Kf/H8AUIl8HsvH3kaBQCEowFkGEBZ12HPTXSP25YGw9EAKrLqQmNs/8p0Em8Htg0ibtjHQ8jV7e7zYLhvRmXnWGymh6wyjFMuFQYhqCp98OIXWUO0Jdp4fKp01MnZlzDpBKKtMJVDlpK7TK/lzBOwfUL7mvRBrvyaSpyaL9LaH8idLN6XtHqEjdBZzBPTRfo9fGFs79SS3kMpUGnCNYttGicMaHYBCGCX7d1F5UntoWQbmvVBxPOB1gJkNQ08ezCUAhKdsOmR9QHuHfOGTEnBwbstrZiiRwVxGCX7WE8hkmxmJZrKK1B9ZgUw+NafegpBV0IMYg5WbWPFLNT1CXXbeZLZ4GTs5SmIPU3k9a43SCX4MwBGAD4qhHhKCPE/AQAR/TGAXwXwRQAfAfCjRPRltc7bqcfvtor8LIHnI5YT9UNCiB8C8NvoGnR3fRHRLoArQojH7FkfAL+YHwbwIXveh8BOl8Btdgi2bDgXQnyTVQf+YO86t12BDSzDhEUWtfUDqluD6ZLt4ocxc9WSQGF/xnYfH7t0jBM5QhVmEOCeVGK/3IuyRa2N710B/AV1HlJOzu5WFEispCHSSPnLAgzT3VlJsDmOsTaM/G1rQ16KT2Hq+zhCcjbi5otMXcIsTiBsz8ZlDm5XTsZAre9AXXjUB7527X4AnK7KjOXw9bmvxbVFAyWAx7eG/FqFitNa04KIIIRArYllx+5LL6yXkJuZceUvYl7hPeMIj65nUFLgpGiQhrbPFERMjHA8QSlPmTmKkPtITrYuosQzBmUY+P6XWj/HDyMIfVbmmugmSk/1JLwi0Gahpi4hwpAHp13AM5p7XIqp7c5+ZFZrq1BLul24sQOwVpK+mzeoNeGocbv/7oBETe2VmzfLp08ZDPozDWdkTeVLiEaFrBoEABlAgrN6xxZ0diMkAzQi4Pmt3v186XDJ9jZZhCSQGITSOwevpiFCKbCShnhkPcO0atAYJmPs5RUMESKLjE8DiSvTAs8e5HjvRRb2JgHf/7lhhNLahfjnAXBmpetORt6nf/TmsNyw9c1qSX9b/b9d4OuNDnhDxt59A7YvZv/nyruiZd8xacv+ELITZLyORbBjCGc4va77IXqYiC4S0ZP29J/3/vd3ieghInqMiF71WG+Pp58UQiyEELUQQgshZq/rwb3KOssc1t8ETzG/E6zQ+1ki+i/v1gO6zfpxAL9oa6NPAvjvAPw9AB8UQjwH4IP279faIfwIgJ8DCzFewBkCb2sMtscJJlbgUNTcW9oeJz6A1Zb5d2w9nIpao2w1XlmwK3CkJD5+5QQfe5GVdGmkkARMcXe3sT+rsDtl9Z8LhouyZWTTssHenFmBq4OI+Wo2+1JSIIsCr/TaHvMub1G22BzFaDYf9pBYAF3fqWm9EEFECdTmhVOlQDnig4lYOwco5UtcRnEv7aVpjWD7IuRghM8f1Fi18zpP7IwQKYmi0bgyayCqOTQBo4Cwl7cQTQFp+WyiLrrMo6nQp5ALXWMtDfDYxgBFrVFbHp1eueAfM6RCvML9Iye68LNhVekdhNVkHeHmNmSaIRhPuuzK0gtElEBO1qFGK16hR1Y40y/9OV8rN0QsooQVhk6UYS/Pt934oLQS4svMFz34VnajDTfyBoNQWrPGruxGzrnY9kv64gBR593tuvKjvZwvFzqlZ5UzBeOm+a/WlqRvBrgqwXOIR6XG12xkCKXE/avsUn1uFENKgb1FhUZz/+qkaHCw5L6qMew0vTGIcGIp7VkoIQFsZRFGcYBPXDvh7MoKLIYR0+VjYSCb0s9SkYq8zYoLxvwh1t6Ghf9ml2DRVp0diFsy8OU9sr0nflHs7euulOiCD2dnId+mpVycdj3m+SuKBneG1A4AxIPXZzm9SdbPAPg+AM8BSAH8pwB++m7d2VlEF3+fiH6diH6CiP46Ef2GEOLv360HdKtFRE/ZEt07iei7iOiYiA6J6ANE9Ij9edS7/C13CET0Kdt0fIiIfuwsahZjgCtHS68KZKK4wpWjJZstWmIFwP0mNyNRtwYfff4A08rgf/v0NRwva2yOYi+ycGW86bLxEnmXQU1SLhEqydQLR8PYn/GXYlG1WB1E0MT342wfFiX3r9KI57eO8hq//cLUZiMd1VwEEZfSsiH3sRYnHjMkZMfLCzYvcFBpGz5YB6Gf3flXLx5CT85Dre/gd57bx69+cQ97yxZZKDEtGhwtavz2s3s4UhPkTa+ZX84ZJGpVdM7KwQ/V2lkaCIm0zbE1CLA1jFHUGkWt8ZxZg0gzhvi2NYSSkFGAZH3cKQGN5r6aLQnK0SpkMoBc2UJw7gEugToaelNAjta4PzdaAVTAeB+7RBByxtQ0Xem0LiHTDHK0ykErTi3hPvIZINCJMILpK50cu48EMhoGPCP10CqXiX/vst2cygBUFaeUkSKMAXswPv0FMR3NxCnkLJaIFPdsZL20fRirfOzdhjbEOCYn0hBsPeLGFFcShUAC79ge4ot7OZ7YGaLRLJy4uJKiajUWdYuH1zNcOSkwTALkjcY4YfDto+uZn+2qDRtA7tnyoZJcAlN27msYuUAiuuDR7zkBXUYD+PJqR63opP7uNe4Ul00XqPtKTOqsb3h+rfYjAKfuy9L2O5ViZDcXbMB5J1SCnGGdWSX4plhE9DwARUSaiH4ewPvv1n2dpST4wVuc9213+oG8WZcUnBF5Nd4wwpXjAmvDCGmksDXsKOpOiDEZMIX66lGB33xmD1EguSfVaJ81rQ05U5oMQuzPORApKVBrg32bTSkpvP2INoSdlQSvnBRQUuDGrPQHcXdZV05M7cCxktxPYN4ezyS50lgwHPKAbFvzsGuR8++ONt/WPFgsJKOD6hLBzr0QmrPI6bLBSboN/dB7AHBG98tPcUvQZY4uCyTiL7ch3uX7mRghOXgJ4blvPPAZQmgevA11hffcM8E7z4/x/oc28LFLvC8RSca9pShBmKUIMysv14aDa9/PKkoQnH+Ag8zOA3z2YOTfY5NOIJIh9HgHEBJ6sOYFFmwdYg9YUnGAz2dAttoxBtu6E23IgC9vMU6uD4MwAXTdCTFsf0u1JRoRwBB/1r5uZ8jSdndQdK7Grs8CdL0aq2ojacu87eksgSkNVsLflr3fO5aeAc9iERHIvmaSNIQQXimYKGEt7xUeXh+g1RzUnOpvaxj7KsPQIsPOjRJPwihbtrvXRBiGEhfHCZ48N7aDx3zwFUR+WLmB7AKKRybJUwHB9a5I8GxVNxoQ8fPrzVNBN/BkjL50vRe8+tmYScY2o7JIp5sytVPXte8lRQP08Vlf6XoLGjguhRARmDf7D4QQfx1A9lpX+krXbQOWEOJHhBCfB/DYTZLFlwB81cBvpRRIIx72BTrpuTbsDszA1sBnTk5NuKharLj5KClw+XCJcRxg06r86tbgKK+xe1L6PtZ6FiFS0mda/dmsumUbkjRSSMOuVj4ZhFgbRj77A4D9eYVDq7Z66XgJlQ7YzDCJUM9yq5BLmB0I7s+YuuxIDlHCJIn5CQcUgA+wSYZjzYaR96ym+KXP7+KffP7IB6hhEuCP95ecGdqs8LeeOcC00ig1YTVR1j9M85yQDDqLchkAQsBEGRAmvJsFizMmscJzBzmuzUseeB2u+QAhsxHCYca9OVf6dHQKcDlNjlYgkiHkZJ2FMEUOMd44TS4QEpROQGHKvb9oADVZ5x5VlPC8FgAzO+IMSljShbKqwiTz8zzCDhfzm9gw4scq/zBY4b6TtQThzBN+9mgYSZgw4axouOIzXwCe5+huF0azCKBXPvSZRlOBggiynNngFviADDgJu2YXYjso3PbKTGkgULbke1tSAMuGkIXS8wCf2B5jGCk0lmxxuKyxmobYHESWyC4wiXmjlgbSt+VmlYYmwtedG+OwaNEagjXpQKQEQhhoyR5qsMIc/5j7fahbcf/6vae29j08VhnG/J57vJPtO90UaDi4R1zGVVa2btWXFKb+uqL3OEiFHhLwutZbDH4L4AfAceTHwAruiwC++27d2asBsH4J3OP573FaRj7vl9/+rC9jgwar+DhzWUsjfPH6jAOWrf8DnGVsj2IvQR8mARYlW4ZMBqFX+A2TwF9nLYuYRi2A69PSn7+zkkAJgYVlBu5MEr+L3Z2WnJnNKi9tB4DzKynKlgPk9jjBjVnJXlurm5CLBUgbSNXzbbp5Mj8I+WC+ugWZsnpQCgkEMasEhcSvfOEGFmXrM0qXabry6Od2Z/5/O5MEec2Q03vHISIleJCTDJrViwgPXuAh2v6XP4iYIN9WgEkB0yIIeNMQ2syS7h9AJhmkGwDOxpDmGCrsHbjtsK0TmJAMYFbOc5BsGzblK2aAYEacB9DKAK0m1GqIFafY65f4ZFeK8kSLdAxhDNCnhchOuCJ6ggeKmWQPUgwMFkynV4JBswDw8atzvC9pOZg3FUOLi5wfh/PUMhoIUz4QGw6epLWls8suo2gKUDzkkYJyeqpcJkwL08PEGep6akSMbGptuTBQAmkooA1L3SvN9IpzoxifuT7Dahpi2Wi8cJBjw2ZcW1mCvbzG/8fem8dKlp33Yb/vnLvW8qre2v2me3o2kkNSIkVSC7UwQRJJ1moqQYxYUpxYiRMFQQIvgWxEMmBACZTEiQVHAWIDigJIkeWFCOBEdixGskSKomxFoihSMofbTM/WPa/7rVWvlrue8+WP75xz7+vZOpruYU/oA1TXW6rr1vLqfPf7fb9FEWFeGUwzDQsgiSgUsHEiJ2SWGWChspMVB37LFP422J3UXIBDvXC6b1Lb76CUhwV7eWLo6bkAkD+58X9/KgI1JWw6kvfMdKzEMOcKHyBHgXdOJffCT5CBB6kY3c36AIB/wsznAH7yfh/sVTssZp4z83PM/EN3UBa/aooVIJDIrVkZUoPr1uJoVWFrlFxg+M3XUqRemssMyYt8J4M4ECgAhE7o1qwUMeZZgdvnJZ47WcsH3f3ekzkujzMJuXNzIe06vrq1uDzNQucHAGdrKYjLssVzx6sAI0Zv/0CI1yCthHBRlb2Zlqdkx0KuqEro7X2Z28Q5bDqUkMooxXe9bQff8849vG1nGLrJTCtsDTuWomco1k539plb5ygNgwAsow2ALZSzy1H1CpxP5An4U/CeNoZMi0QTdgcJjtcNPnhtU2I4tvaFKJINoTd3hTnoNFl+ceNCEEuJnuB0CE4GiK+9Q86+lXZzDQaiFNHxdTQM3F63WDe9uUYPElSDDdFalcsL4lxkYyFkmFo8GXuu7xylQnYAZPNsKyFluM1vGCtEsBjECrEivGMrx3L6mOvWxF2D2yZ0leRErgLVOjf6RNiJfnMOJAAVSbRIOYdan7nHI8a7JSWYVwaR0wYay2hYulrtgh8BYNVatIaRaoVVY/DF4xX2RykaazGIdQhp3MwEDo81YX8sxerKRoadQRyOwYxQrJ45XeOZsxIWXYdXGnahlFUnFlYRoCOJvnG2X4Hi32f/uWIseqku0LJvIhxOjEICM3VQo38vlepmV2wvzjTrVe/v5iLzMMSZvIHFb70O68MAvkREv0hE3+fMb+/beqt4CX5Fl4e8+lDdpiNGGMsB1vNkhxeO1xcgujyRWdUoi7C7kYbvb81LXJ5mQTv14uk6HOfovMJ83eDWosS8aAI8eLqsA3PQz6+2hskFl4w80bg8zcIc6XDytkDt9hR3AFDZINgISUciDDOuywCDkW3ByVCcMFZneELN8PBGim9+eBI6zONVjVvzMjxGP0s7Oq/C61A0Fq1lHK7bzt/NbTysxOUizCWcDyAgG2+iCbeWlcRYpBrraIR6/90yU8uHUKOpwH6+RfFQnytK3MjmYtMxbrcJzM5jMNMrofsi27rID4b18JwicDrsZlG+aORDcLkWKyul5Tm0DWw2DrCgJ2r4RU0hxc9ZU3mxsmeiKZbIlVgRlrXBbmKwrN3ZezoSONPN3LiRORgpBVusOocFFYUAydAJmJ6dEwA72OzYijpBhjZo5DaSznGlUQmIpLAYV2D8nGsj1Xj33hCNtXjmtEDlfAIBEYdrEuG7t1iSWZeFVvK6fv54jViJGHkQa4wSjXllgms8AJmlsRUhOSBdoBNHc9T5B77aDMoXLR/v4k2Eg1bLuVb4WBYyd0SO2Iv3FQp9T3TMSS6PyYikgEwTXuc3ut5KBYuZ/wMAb4OY3v4wgGeI6Ofu1/H+ZcF6naWUiwBxJrVFbTBfN3hp7sIQHSS4NUpCAQOEMfiOS51f4CiNcHRehQ5kvpZgxthtmh7W89qsXSeg9N2WZyDubqRhRuSL1Asn6+BxOF9Lcbt5WuB0WWOURfjI526HD2G0tRvmPBQn7rrzzAt6LPfkqV5JtlWcoz28CbU6xS6t8NAwwhM7QynegyQ8Hk/794XXd4RFK6/L06eFOG+7uYLAPRTgnQsR5NYATutyuqzx3ssb+J0XZ/jUwQpH6xb1o98Ieux9UPkQevsyAEfb9x1Iv3CZBvr8FiapRjXYxqHJZB6hNKhcuMRZDWbGF4/XOC4kDDB4DbpCBCeiVpnMtDx9Wnm7Hh13lj1RAl6di8jYFxGiDtpSKhxbK4HJasNYsRM+90XBcSJ0eu1o9joW1/ke67BfJIPFkG2dELaGKhedQat7jdeNc9VnG5wtZqUR/z4WiDFzycQWMn9SkIDGo1WFQayRRgqbuXgJKiJEWopf7ArX/jjFrUWNSBPetTMIouFxqnG4qvHF4zVKI9BjY/vO8UL4IYLMNb3zhCto/S4I6DH6VPRyEa+HOnXnlhGKtyd3eEsnIIiVOR12QZre6d2lDYT3sPZuJPfC/PbuitWDUrAAgJkbyPjo7wP4fYif631Zd1WwiOgRIvoO93VOROPX+z//f1nMnVDXdxCXp9kFF4rdjTTAfn6jPl3WuO3Yf/N1Iw7vbpblb1fUBudlIwGMve5EKwpMv9m6Cbf1hXPhit7uRhpIF56c4eHIrVESjlW3natDX0QLoHN58OahWvzxbLkK5AJq7xjss4WqFvjQwwLllW0ngPaF1z8nX8RXtcGyEYcFXS1h8inayb6c+fpZUBiKJxfPmlkK9nMzKcK//qUj/IM/uoV5ZWBHO0CUQm8/FDom3xHBuXOQ0oCD5TKu8dKyQW1ZoB53HJuMwCqCYeCZs7XUCf94HDswdH3DDfEPbMVFwhNTlNdxuc1RDYW+r6a7bk5WyRl9XXRxH20p3SYLOy/R0pFYOJE2kbxG6UA2YT9Pu9NiCA4CdQbGXBfBRkg6C2du21aAcV0tKUxSEQ6DJGgTAHZTDh2JF/G6jwBuL7tN+W3bQ3zuaIllLebML84LlK0J8OBGGuH62RrH6xq7wwQKnbYLALYHMQ4WUvRay6iMDQJqr40iU0M1ZWeD1NdK3Wn6y7ZjB/aKB/VPhLxtlYrk78y/lk6fxVF2gdJObRlSAoJpcTiRYCmi/e7uDS5mBKj99S4PwiKi7yain4doW/8UROe6f7+Odzc6rDsjkK/iPkYgP2jLW6BoRTh0HdKtmXQgtfPN81/7uZVfy7LFrAfdeUq7p8n3OyIPE14ayxwrdh3TIzuDcHzfWU1dITo6r3B0XuHAPR5f8JZli8TZPPnOh7QODhHKi10BR8tuOicHH/3eNgJ7+c2QFKLL12A29gAVwSZDpJHC9zy5h9NlHQqqfw3885yvG2ykEY7XNRrLuLkoUcVDzEqDw1WXEmtHO/Cmpm3iYuOzsXQj5QL/+Qev4nhZ4fHdIUaZdKs/88nnYbTMNZpLTyLe3OxgvmwYOki2RmY9rqvLtMLeoBOP+rwkO9gEQU5CfvfGDC+sVccK669sDLtaCMnB1KJVs1YYiN5zMBshRJcYiSLxIl+O4m6GAoCKObSpsDKEQawwShRGscLB2orfYJzCZmM5VpIHqAukxE7Kz8OsCa4Y/r0l00iXWsvMzcOxZGpYkgiP0GE5fX2Ii3cF0ZNCFIBHNzNoB+ftDMThYpQItBe7DDfvcPHFoyUmaYRJGgWKfKQIiftbjhVhb5hgUbX44vEaXz4pECtC0XIoosJ4XEvsimNPeujNO1p4NuDLVn++5KBnap37RzHvbuN+H7LCMvc+tk2AVeW2PTsoT9To67ruAdX8LTjD+hFIPXiH85v9J72crXu+7qbDelMjkB+0pYiCBmt/moVNOYlUoG6/cCxwUL+78N3U/jRD2xMT++IFAFujBKMsCjCjsYzSiAP8i2cF1g4O7JM2/LVnGvpjTAZx0Hsd9nRdvnhJPpQKWVGiL9KvaCfDxkDvXnGRGlE4Gy2ufYNoXtymMUoUdgZReO5ejzbKouDeMcoiPHO0QmMZy0rmHX/9N5/DZ24tcbCswckQh+sWcxM5uEx85uxwKwzcVTlHUi9Qt1biWSKFK1s5vvddl1C2VjQwANTGdiCXwJrgRMF1KexHd9a9nWtEsMG/kGwLPb8FjjIsaovvevuuODeU4gfpi4saT92mH4OmeyJerktHa45gJg+5mV8uZ+VxJyb1US1hXmJM5+7hOp8RNUEUmmgR2YpGTUIgOclD4ZXn2Ibnym0DNdkOHbJo6prOesh5DIa8LBWFAuVhTWILBRFtWxJCiXI+f56A8QcHi6CpGqcRlrXBurFo3Fx3wxnj7g1TXJvmGKURYq2Quk7Nb7PawY+WGU/uDPGlkxUemWYYxEpo9pZd8KXooXxwJaxxThXRRfNZLxi+w23d54kFpwxf5NilBjhaOyuJxOliYXqC5XBn1LE9Q3frBNf3IrzRrbdSwWLmH2Tm/4OZ75HVx2uvuylYb2oE8oO2LPMFyM1ffMeURAqP7Q4D9DXKolBgNgcJlqUEMs7WDa5tD8LG7kkRAELh6xe1/h+lnwV553bPPvSPyRc8r+16fHcYPAX97CuwyICQFUW9s/zg/OALWFuLk4ODY2w2Rja/gbUehK5DtRWKlvFD73sIh+dVKMbzdYMT5ybv52i/+/wZ/vc/fAnXJjlGWYSPfv4Q//ip26iGuzAW+IdfOIYZXwLVK2GLDXfBUQoz3oPNBHr8iW/ZCxDnsmzxsWeOYRj47fUmwBbx1SegJ9uBIBGShRvnKN82oGopfoYQKMgMt8Ncg2yL/ajEdh7h2ZMVfv2ZY7HdSXNQmjvihBZj1HTYGfEyw2zsQy2PXYDnODiDUzaCd43nsmdJpXWIXfcGr9QUyLjGIFZgSFJzM77svPQagQSH04tn9ukwuGAEarvWIcASLlMrpB171ly9DvEafuO3OkbjDHF9hpllDrlkhoH374+RuJnWl45XuDbJoAmui5Ik7v1xio89c4xbywqlY4wCALP4BEaaAsHiXbsjDGOFb314E5eHEUax2DP1nTe8yJzaqnve/c5G7rxzTO/dhj0Bg1l+56FAT8CoV/K7O7RYHOeAnwkyXxAwd4/LzdLuYbF6q8ywiOiT7npBROd3Xt+v495NwXpTI5AfxHVrVoYuyxcK/7XXRXlo0OuRDhcVjpdV6LamztHi0DHnlmWL02UdNvqtUXKBtAAAY6fj8nDjzdMC83WDy9MsJL76bq/PYjw6r4Ljhrdz8t57QVTrrISC9x3gOjC3mRsjybyeUdWUsNkYloHWzXdslCJWkij79kuj4DqfJxoDN0sDBC59dHuAURbh9kpc7/c2xKbqN56bo2gtvuXhKX712Tk4HWOoGbdXzu1eaXA2DjTm73vnHn7kA1dgLOPfe/9D+MXPHsjzawq0e28HDTagNra7mZzSju5thTDRFF0EfZzDDrdhs3GnPyKFeWXw2PYQkzzGLTsIjhYh1bctBVpTKgzzVTGXzmSwCU4GIVLd9oTRlA0F1muKbtMjBztaE0ItVb2GJsI07rn+e3ZaX+vjbIeQDju/QCf+9ho0r8kK/9cTMbTAY+I2TqhVItort29r1TmiA1JsAGH6EYAb5xXee2mML5+sEGvpxG4tSjyyOcBZ0eADV6d4x84I7700CvdhWAqf0NoZ5JzgRbxMKI3EnBiGdJe9xToKs6QLrD43n5PnbHuRIL0uy7QiAO4VM+7Bqhfo6A6WBrvAR90TFrvX25vshvfCM2zvwWJH77+by1dyMfOH3PWYmTfuvL5fx72bgvWmRiA/aCtSKhSpPvnh0Z2uiwGkcMzXTXC72J9kODyvcOOswKVxGggUj+wMAnS2LFuMHbTnRcD+/wfyheuuDmZlKE7e2skXO09uWPbIGJ7+7h9ffPUJ6TasvdBhBRNXD3s5ajYgm59dzgLJAiSBfDG3UPUK88ogjwgf/dIRbp4JBdlrxPzzmDmo87mTNYxlfOLp4wBrztYNbp6X+MhnX8LP/96L+MzNOZ5ZMFQ5x6VhhBfWkj224hiqEkjv3ekSuzzHh999CQfLGn/yyT387o2ZzLzSMaK9K4h2Lof0YL25K1Rwbx7r/OCoraCqRecDB4CqJZ4rI9TG4oWzdaDqc9LpqihxbiD1CpyLpozjFGRqtJN9SZemDOVwN5A67GCzg4zYSpaYaS86M3iPv2oJaktE5QzKMeQ4HnQZTbYN8yz42IweIYbiNDiYyA9UcOCAUh205mAs7w3ZGNHNiQBWhxqglcyd/LVl4NMHCygX5PjkjhQky4yHJ7m4WsQa52WDk7UUgkGssagtlrWzaLIc3D3SiMAMbOZaGJKNxSgRdiEAKfxAl0HldVj95ckUPpnZkyE8IUIpl9xsQ8H2Dhlyn8kFWnogqfjjePF5nIbjeYZgQCa+SiFBIrr2Spf7dbzXLVhvdgTyg7YaJ371JrezdYPD8yqIdAGE38LJgP4AACAASURBVAPAwnViI5cVNE4jPHeyDnOr64cyePeFyFgOheZ0WYdC4zd+Dzs+sjOAsRwIDsuyxcCRGnz35+dqB7My0OF9MTu//F4pUEkmDDrAQUmJsAHd155ZB2tBcQqKE6hyAZNvQhVzRIqkQ1ARikZemx/+uv0ATRa1wbrnJH91K8fazbUAhM5PK8Ig0ThaSDc4SDQ+9NgW/sFnXwJHGRJb41rW4NaqRR4rlJOrUMsjEcAWc7xrbDEvW2gFbOYxjtoEt9cG7SNfH7pHbhtxiMidu3o6EPitWgXTUjI1EGdSBOoV8kjhic0Uf+o9l3F5Iqm61kXc23wim5aKoKpVEBar1SmoLhAtDsHxAKkmJNzCjHaDXQ+nQ5lDRVnY+CRyPXd6NNNBdnXh9D0t9jLC3MaO0NExELltRIDsl9Ihv4zi2BVpGxKLvTGsTXsEX59obA0GEYW4EdWUUGCUKgVZgzwW6Fk5qO7KRoZBrDErWsSakGqFF+YldnySQGPw7r0RHt8c4EsnazTWYpJq5C5iRCshl5CbYyXaETFcBM15ZWEZWLSEkhJwPLgwr/KU90A+iWJ4w+Rg3eQKl2SruYLGDOoJtkPRAoJbBTkZgIcMrT828LK5Fnm2pXv/7kniMLtcu7u4PCDr/+pdfh3AddzH+Km7YQm+UhTybxHR3ySie2Ce9WAvZuDwvAqFIlKE6SAOxaRubWD9GSsGnpNBjNNljcoVNH+b/WkWOipjOWzsl6cZKgf7jbIIV7byC1osX8x8MbzsyB9bowTr2kjxo84eapx17u+eAPE3fut5UDYMnniUDztjV+emEJazAAJb2K2HxcaIJdwumt0ESKFU0jVupgo7uRzv0oaQP65u5eFxH55X2B4lmK8b7I7TwCD0r4kXYX/zo1u4frrG7kaK3zkSl4lS59gdRPjI547QWsZq83HYbBJ8Bt++PcBnby3x5M4IH/ncbYwShRfXADzNPHOiYqeZsrMjKTbNWkgJ7swaEFEtscVGojAvDX77hRnSSOHmosJiuC8Ejf78hCS0zw42RfvFnclq3BZYWY2GgTbdAJOC8T5zWsgMnAygirnAk0q5gpYJnJiNA/yo6hUmkXRl1WA7PE6uChEOA4HJxqV8T4NJYEjiTjGrdxFxBrGsIpRW/nbCyYjr9hJNjpDBsAAGsfzf/+eGWFBdHiXQRDhYVtgZxHjqaIlYEQwzbi9rrBuDR6c5rk0yFL7rdh1WouVr7RBLT58XwXEHQdaGUVDifB6zQEEPDhiuYPg4lmC55KFDX7gAOZDzBhTbpborMt7VPfgXqq4AugiRIEL2kSbWhM8PdHwBQv3jrrfKDMsvZn5P7/J2SCL9J+/X8e4GEvwVSPX8d93lHwH4BIBbAH7+fj2wB2ntbaRBezUZSJDiwbzEFbcxe2+9qrWh8NStxbbz2QM6x/dRFmHmCBKp64jm6waDpEsxvjUrX5EZOPCxIa54FrUJ/+/mWXFhBubna75DSyIlZq4bW4BzOYfvuOLOWQJAF0DYNgJpZeOL2pRyETYUsIW2Dd6xN8JmLs/FE0A8jOSL07xosHYdmGcTFrXBcydrfOLp4xC3/tTREtfnDZa1xYhLfNu1KY7W8vqexpswox1QvcbVoUKsFa5uyPxv3MzEYDefiAYKkLlbuRINjTu7pqYSSygXYcFOyGvjAQZGGJ8/8OQOvu7SBiZpjHVjA5Qn0KOHqdx8MIpDUVfFHBylGCqBav2ZMJnWQYNd0bODTVBbyvzLMzIBIW2QCu4O1BRYWkntlec0uXA/YCv2U4kUVa4L6bCaTiQc3PCjxB23ktkOKaSRQusc04PjiJ/16AQWkgzMLAbGw1hjbxijdM9tnGikkcaj0xyNZcyKxtHeE5wVEuzpHTXiwJFgcdKwCKnDWURhXETOX1M7Y96CtSNCRIHZFzotf9E9qywgzJvu7Lh80emTL4JrySsUnb4G7M6wRvIOHL1Z4RtZb0Fa+4XFzJ8G8I336/7vpmB9GzP/ODP/kbv8VQD/GjP/dQCP3q8HduciIk1Ef0BE/9h9v0VEv0ZEX3bXm73b/jgRPU1EXySi7+r9/Otdx/g0Ef1PRK//F6YIgSAxK5qgndqfZLh+uMIoi7qCoAh7G2kgUfj5jS8yfi41cN1Pf2YFdHlaHl70//fyNMO6xxzsQ5CXp9kFNqAvUs87eyh/+6I2aL7m28HlGlwVYE/7dhlOerLdQYFJ5ijRxs1MJuB44AbRKTgdInEuBv6s8994dIpve3gSjukd5H036Yvp43tDDJzmbFm2eGJvFG73uZvnwRnkMwfnOFo3OOMUl4cRIgWURhJu19mWQG2k8MEr4/D8Pr3I8Hf+8BY4TqGvPglzdggcvyjPDU7I6zZ0tT4DWSObYC97Sa1OsKdk3tZYi0XdorYsIl7TOHhQYCJqShePnkFVKxGtWgNVr2B1jLNSYjoCLEgKZnolJCxTW8Hkm+KoUc6l43HuDpyOZHN2G+WIGowSLZBilAC7D4NLKa7kNlwAYY6jRlNwXYrDez/HyXnseeGw93XUihw8KISCBgrKNFi1DAVBDsjBd3/ibdvQRJikGoNYY2+Y4rxsYJlxsq6xO0xxc1GGlOF1w8hcHhaR0PWNM9ddupRtfwKUKDlGrOSzx5DuyzJQUoI2m3adFiCR9w5atfFAqP9xDzr1sKHSwszsWTsFQ11TS6dNdLHo+Lmh8fOzxHVgXiPmyRg9Isc9WG+lgkVE/0Xv8mNE9HchnIf7su6mYI2I6IO9B/hNADz1574JxF5h/QUAn+99/18C+HXXhv66+x5E9G4APwjgawB8N4C/RRQsqf82gB8F8HZ3+e7XO2hfQ5U4y5l+PpafFfWL1aHzARw4yKtyyvSDeRkKl4//6EN9fS2TZwH5DmzPeRD6P1QPqz1/vMbCFdQ+OcTPvCoHJ65rgy+fOnactRJquHuty3GyBmYxkyKVDaCSTM7QWTzdau3mLm6z0KbCIFaorAh/J1RhM9P4Cx96NFD7+w4hvrD/4Ytz6VBdF/nSrAjPazqIcbKs8YWDBT71wgx/99M38dTRGpVh7Ayi4LXXWOCskq5h7Ghtf+4br+JXv3SEW7MSn13mkmkUJ0IaGW5C7V0TensvhDF+4dNSuJz7QzvZlyyqVqjlx+sG0yzCU0drfHlWB8IC69hprQRe9CxDVS5k86tWUE2JS8MY88pgiUSKlHepiAcw40uwce40Ui3scFsei5+j6FhYam4TpKaAbkvMbSxFJxZCiQ9l9KQQdn6QMI2kRrsTD7ETqoLeimwrerxW3DdUW6FRCYwWqn2kCFbH0ARUFoidA0fRWCgIyeKlRY2ytfjs7XMYBm6elygaI6nBWuHZswKXxwksGI37W9SOGQgIY3AnjwKUbsWwXYo8IxTISBEGESFV4gbCsQRmcpxdLF7AhW6r/3PWHb3f21MFGnyf7dfvsFyhC8Xd/8zf3506rXuwxK3d3tXlAVnj3iWFoHFfUWum/wjAzxHRs0T0HMR64z8moiEkeuS+LyK6CuD73LH9+gEAv+C+/gUA/2bv53+fmStmfhZiGfJNRLQPYIOZ/7kjjfxvvf/zmitPdID6PP18lEW4upVf8PrzjhNXt3KcrGqcrDq6bGsZiVZhpuRXEqkw1/JUdT/7SiKF64crKXazEtePlgFSzBON2brBOIswdiLlvtvEl28vAQDTQYxZ0SCNFP7eH9yE3txFdOlhmLND8Pywy1hSGno8BaViemvX4i6unCNAY0R0qhe3AQC1SrroCRICQVQvsRM1eHRrgD/zgat4/8NTTAbxBV/E7aHMs65u5cgTjYVjPGpFWJStbHiqO8v9zWdO8KmXljivLFItMeuF2/iOmwhMhN1BhGGs8O+8dx/f/o5d/OqXj8DZGPrhd0qRmt3uOpAoAWWjwJLUZy8iOn0Bql4hOr8FE2WAjpA0K3zTQ3Je9s6dgfj8bT4iG5qOOgJFJHEpNhsL1NaU4DiFWp9BscFWppFqwpJjmWd5eMnlJ9nBpmy+DqJSq5PAYoPSaBN3bujgrUlksUi3YAebMBuXYVfnsmlHGdjKbAttLYJmn6IMKWTUOI9IN5/si11ZJ4htHYTDyt02jRRay4EcMU4lIoQB7A1jJBEhVqKdujxO8bbtIRrL2B+n2MxiVC1D9bKuAASoj93XPok4VgBBOqtYU/A2VK1AuKqcC3PSi58D07HH+OsXEa2d/1+va+pDqT13iwsRN6+g9eonD3sPQo6SizOze2DRxC5F/K1izcTMP9m7/BQz/xIzl/freK/bwzLz7wF4DxFNABAzz3q//sj9emB3rP8RwF+BVHG/LjHzgXuMB0Tk3TeuAPid3u1uuJ817us7f/6aK3IdDwDsO/3TwhEbPONv4DoGD/kVtcEojRApwro2SHsO5qMswuF5hb2NNMx2kkjh8LwKlks++NEzAQFge5Rg6gTG4yzCybLG3kYKYxmzdQPtiuj1oxWmeYxp3gU7JloFZl5z+V1Qn/8EuCqBbBiynih1bKjVWQ9esuBqDSaFyrAIe10keRznMB4RAcFCQacj6GKG910eY1VbfMNDY1waJviNp4+x5YgXHsq8cVpgbyNFpCSapWotxlnnmgF0YZkff/oYWaTwtq0czLJ5rhqLLFJY1hYbVGOUZFg2Flc3UnxKkXQv+URExOVaaPt7jwCLY9EhxblAbz5M0XnvJaZBO70KVc6RJgr7I4V1IzDnvDLYtS3YtCLmBQRaNTJ/8qxBcaZIRQZgahzVGqNEOcp2JtEqrnDVKkESywDfjPegZzeEVKIT2DiHNuKG4TdUaisM0hHYxuBsLPlmPmJEuTmO09sFd40odsQQdsQQv9nf4QjhxLn9eQyxxML4PV9OFgg1S1SIAuF9+2N85mCBp46WDiqMcLCoRHSfx4i06Kx8oQPcjAockpZj56YR9U5WLAMEhvYUc/caBOd197qjqSRMTGkAujuGzy9TKsyavEhYutgE3BNhe4iU2HbOCK7jCnR6Hcls0ZNwvIbxHrH2vA7rrbKI6Jdf6/fM/OF7eby7YQmmRPTDEIumP09Ef42I/tq9fBCvc/zvB3DIzL9/t//lFX7Gr/HzVzrmjxLRp4joU4vZKQ4XFVJHpPAzoT6EN3GswX6W1dhFiYyzCOueGPh0WQeWIdCRMXxn4W8HILAAk0jheadj8teeeecJGSerGtePVhilESpPcvAECNNFnfzazSYYt3qoiItV2AxssYJdnUONpmKAm2SI5jcxiBWaKAfaGmawBX1+C4PmHCNl0LhOa1EZ2GyCx9MSX7ulsZ1HeHInx7/9nn18YH+Cd+7LvGldm9AVTnqvxbc9toV/5fHtCxZXXjT90S8c4le+fAwiQtHa0GkZZtxuIhhmbOcRBrHC9z65hx/7lWdg8wn05cfE5eL0QApBviEO3K7LIVPL985yh9oS1BSw6RhrF4kySTW2BxFGibD9PHMMLOF9HOfd4D5KpQNQEVS9QqMS7GSEVSPMuHllUJI4a7RQiAk4N/L/GpXAjnaD84VqCsAa2L6foW1l5rQ6kQI53ATWMylUOpaIkcqd4Ho4UGl5v30XELRfPVjLNJ2ThIPBvMdgFokezlgpUsY5Vtxa1kH8+779Md6zN8blUYq9UYqiMRi4ZOy2y0CUQ/U0Xn71iRmRI+v4X5sog40z19WmUrirJTh1BsS6YwiyY28GE1vvBeiey4XVC3YMHZLv0nznZHuFDghFiv0Jiu66rZfd/x9jCST41plhAXgWQAHgf3GXJYB/AeCn3eWerruZEv6fAOYQ2/g3xS/qjvVtAD5MRN8LIAOwQUR/B8BtItp33dU+gEN3+xuQmGa/rgJ4yf386iv8/GWLmX8WwM8CwJV3fC1f3RSauScE+E7Az1xOljXGWYRZ0QRWoKe9+83Z09h9oQGkyCzKFtujJAiN/f2va4PcFau6tXhkeyDQYyqzIE/oGCQ6uMXfOCsw3YxxMC9x4gojACRa4WRV42AuQZTf+cH3Q1clzPwkxHLYxSnUeAt6+6HujLMuZebjPpRFy4iG21BthedoB9diOePPqIFNBljWFqVhIBpBEyEmgooVro5jXB5GuLqRoL22iVVjYKzMQdaNgSJCYy1ipTCINb7p4SkOVzU++fQJ9h0701jGedXiFz/zEn7ovfu4tWqxlQlzLosUjtby/TAW1/H/5FsfAbSCmVyGOj2AXS8Q5UPYwRRqPYMd7wGmFrKEy7OipgKiGHpxG3a4jc10jHUr85dUyUZqkwH0ubhrcDpyRInu7B8QeBS2BUcZYm5RsMZ2yrBEYE2y+SuNQSTzoSwirFopAks9wlgvpNA0JZBPZNPUMeCgMCoXKIe7SEwFs3UN0dHT4iYPiNh7cRbc6rkqO3ErW6AtgSgLruYAOqcH3130hMog5VzkNWpPn3ed0JWNBEXDeGlZYSuPcbyucbxu8OzZGt94ZYrKWHzheIl37XZuF76jYmZYUChannThDTa8RgtwHAdPO1cROBbIkqqFWGfV63D/XUCj7piDxrhrOPKJzKD6z9GzRbs7Esyyc3l39HU/U/Q5bjru4kruBemC33KJw+9n5n+19/0/IqJPMPNP3I+D3c0M6yoz/2lm/u+Z+af95X48mFdajqF4lZkfhZApfoOZ/wyAXwbwZ93N/iyksML9/AddZ/gYhFzxuw4+XBDRNzt24L/f+z+vugx3ZzQevjtZ1jhcSD5WGqkQYz/NpYBpJZtSUZtgQeS7iL7YeJLHSN391a3Fsmqxt5GG2Zd2mq9Z0QS2Xd9FIo0UZoV0UYuyxSSPMXMMRg8Veq3X2BW6ojb4jZcktJHSzJ2FS96S38Ds+Sm4WICyQdD65PUcw1jhsDAwOsXDI4VaJVjrAVYkMNc4JqSRQqIVGsMoWjekJyCPlXQqucZDoxg7gwibeYTL4wRbeYydQYJpHiGJCFt5jCvjDH/6/VfwLY9s4v1XJ/jAtSmuH65wuqzxM598DoNY4TO3V8EaKtUKx4V0e1oBD41iPLNgOQvffxtIaZizI6i6kPDGkxfA8SBEg/hiJcLeHGp9Br0UslNtGKuWsW5EtmBHu+Hvw2YT2cziTJzV+9Ro5zWXKcZ5A8yrbj5nGDivrWzcLO2/sQwGsB4/FNh6QUfVL4ZRgsRUoGYN1rFAtaaWoqtUl5Nl7YWsM/RCM8nR+6mRLCdWDuoicUcPz88BE41DFiwDaUSBnp669+tgUeHR6QCbeYxHpjk+fTDHC/MC7700hlZSfPqjpFci6PouS7ERKNKR9qjf3QCuEEUSndKWQmbRkXQ+3jsQuKDR6s+a/HVfIOyp/13x5nC7TozcUf0v+Dn6106/8YL1VtNhAdglosf9N27P3X2N27+hdTcF658R0Xvu1wN4A+u/A/CdRPRlAN/pvgczfw4yW3sKwEcB/GfM7DMC/lMIceNpAM/gLhTZ5M4CK+dysbuRir2S+8CdrGrksZAHgM4h3Vjx+zqYlViULRZVi2XV4nAhFkxVK0ysqrWYOs2U77LGaRS6OE9U8P9nOohx/WgVNFmJVqHT2ttIsT/NcODCJQeJxnQgRXHt0mBHWYTffvY0JPXaciUf9GIFrmTzoumeMOuGG/IhrVbQ81uI6iV2B5HbUCxiSNFUhC5OHtI5+c2tsbI5657rt3c6yCOFRBEiLRtVHC4KkyxCrAlZpDDJYgxijQ+9bRu7bm73s7/zAh6b5jhYyoZeGYEJZ6VBrGTGtTuQ2Y8dbEJNtuFjRsgl2cqGn0iysKOn++VjOEbNzA3/5efntUURjyWF1jEoRZ8VOzKFC280rdM6NSgtYaJbEHkLJHE7r40QcQAhGcjrJZuR14b57kHMb1OAOZgPm8GWeAG6Y6ty0c2vqrKbr1gTiDXB4ijKXFHsEX37Gy5LsKYnYWiSouqLDyBjG0XAKJEQx8ZanBXyflyb5BglEc4r+btrLYc8LJLPaYD8gK6Avaw4+d8Htw5hawo8mDgXi54WC+gKS19vRUoKl5stwtqLxahHqgjJxL6o9ZZ/X7o5YM/2qq1xL9ZbrGD9JQAfJ6KPE9HHAXwMwF+8Xwe7m1OCDwH4ESJ6FgIJur83fu/9elCvtpj54wA+7r4+AfDtr3K7nwLwU6/w808B+Nr/L8ds3R//2LHzvJls0F2N05elBWslnQbQZWZtDxMpVloFGnvrbnuyrFE0Av9N8xiVYx3O1sLuO1lJB1Y0JsCHa8cINE6ouedytABge5jgZCVOG57l5WFGT3A42v8Adq7/lhAr6hIqH4KbWrRZbGHPboMm29JlzU+goxhUzBHVa5jRLmBbrKzGyFZIdCp5S1asfxRpAOwcC4CyZZStgY9Jd++FfM/CEGNneJpHCg0siIBhorGqjWyIWuDCQazx8DSHIsKnXppjlGgM4hHGqZAaxonG0Vqi39dNC+QRNuIcdvMqVLECr86hohhm7wno2U2YjctyFp5P5GxdRTDjS+IzCICqFcaYYR5NRcTq5nVmeiXASB3zLwl6nUCZ1glyNLBRikkkXVYeK9dRSax8HnebooIM3VfDSxgtbkqX5QtsgK2kc/Pvrx1uw1YLqNUpOB11gZhVCcQJuKmdc72Ds0wtm7pSIoL2WqO+/REzyBpY0rCuuGpFYMNoWWBS3yTVhgOcuz9OodwvXpiv8Ng0h2FGri5u/Jb9P90si4GXz9kAsIP3LrhSKA2bTaCXR2BvhuslARdiR3oJyyoC2xaELvcrQIg96C8YDXuSR9/yqQcjevkBmcbd971gCQLtm8gAJKIfA/A/ANhl5mP3sx8H8OcgIOqfZ+b/+9X+PzN/lIjeDuCd7kdfuJ9RI3fTYX0PBFb7EwD+JIDvd9dfFSuJpMAsXNfki4dnD/rMqtm6Ec0Wi97kcFHhYF5gf5qFeJFpLky9cU/ke2teoDYWeawxzeNwHA/5+c5oUbUYp1HQby0rmY/tT6UrOFxUwST3YF4i0Sr8fwDh2lPm/9dP3YSa7EBtbEkYYVUC1sK60EY13RXyRS7Gr1yXUNUSVK+gz28BzBgpgwIxytbCOhcIaivoZo3Y1kgjhUGskDiKcmvYFS+JQm/d9H0UC4suj+S2o1hhGCtkvSI1TjViRdjMYmy6jmszj9FYxqcPzvHSooYiYFYa5JEKeUt/dLjCudGuy9oJDh5qPQPnG90ZezqEmV6V50EkFPQ4hx1ugZoK0+oYsSawew2XaiAZS6YGtRVaqM6fkO3FM363yBpMUo1VIyy0YUw4ry3mpQkFwXehliF2TkTiLaiiLkzSGthkgJzFB5DaSiyi0pFsnlEqUG4/JboX6hiICD6Ty0GBInxue4+3hTaVS8CW5+JP7GvDqNqO5bc3ih1RQliCVzdSPLE1xI3zEsZ2MyoAFzorf38El49FnXtF0Iw5KyYAHdzqRO0SvdJlYfmMsz5pwneS1JTiJejup/v65d3cnb6AwYrJ37fL0AosQhUJc/ANLjHj4Lu6vNFFRA9D0KkXej97LR1r///+ld63H2bmz7pLRUT/zRt+cK+yXrdgMfPzzPw8hAnCvctXxfKiRuOK0d44xdrZMB3MRSjp40OKxmCcSjGa5DGubg5w0qPBzwqxLPJEC2EFaoxSOfM9WdUXurOtUYLaiMXT1c08UOT75rIHs1IgxDQKZrNaUWAdekbhspJcLg8lPH+yxsnOu4G2ESumtgGlYozLhdNgDTeE9p1m4Kp0Dufimh6dPg+wRc418tgF/jnXgT7LTDn9jk/SHcaEUSLR7JNMYyuPkEfd79NIYMBUy9eTVGOcKOSxwqVRgu1BjEkmKbapVhglESZZhJvnJZ46WiONJBRQKNLAwxsZxhGj0SnarWvQm3tiAtyWsMlIigEpqPUZjIpxGm9iWUtUO6sIRqeShgwgWx3hqloIW5AR9DggQgTJk/K0cI5SgaNsC2oKqKaEJYmC3x1EmFcGhiXzatVaHBdtmGd5XdKSMtmYTQ0qF6B6JTlWpoYyDYzTgAEAR5kUrboQ93hnuUUuQdoWKzHL9ZutjuR2flbmO8T+8s7n7uILjWWJCBnEFKBS71AxSeX9UETYGcS4upEFyroFQkBlZeSkpbZyAuNexm7O1Z8teb1UMAh2ziTMoUiFWaKKgkA7UNeVzLcCUzBAgCRFux9H4rRdodPzP/MP8I4uL1g03TO3dgbz3V3uwfqbELlQ/85eUcf6Cv/3B3tf//gdv3tdQ4Y/7robWvuH3ZzoWQC/CeA53Ec33gdtMUshmfdgNx+c6AvN886NXVM3k6pdcnDRiN/fzGH7tbEBXpwXDbaGCU5XNbZHCbaHCU5XFRaVdHQHs1LmWguJKamNFDtfeDzZY10bHC4qXD9aidbJzUWeP1nBMOPLt5fSKVatJMVmEUZphP/2Y9dB+VAiOOpSRKjGCOPMQ1v1Csg3xAG8WIRBtc02EJ29ACgtLgmWYZQYh9YqgSUxf1VgZGiRKhGhpq6Litwso7GyERoHM/muy5Nd/Dws7lGdx0mEaR6FwnW8rnHjvMR52eAfPnUbigiZJrQWyCPCSSWfSJuO0W4/Ku+rToQNmE9AldD6k9NnsUkVNlBinGisW0ZUL8Gk0Iz2nE1Pi9yW2EApMy+3kbLS0OV5R4+v5T6rdNK5uqM7+ckds9EwYyPRyCOF01JcIhQ5fz1A2IyQeRu1tZANmtLBs0s5tpthcTIAsrG40W/sgKsywFQUi3u9h8iIbTd3ZBvc4eWB9tzJXcGwkBmbF/8mbr5YtAIXrhtGrAiVEfQhjxQsM7JYXYAPfdEjuth1sfusSXF0xcgTH9pKcsxclhiZpjOwBZyLvQ6WUz7v60J8iz+oZ0v2l8s6CzBumIW1F8kV7rWitgzzq0CK8ZDiPVhs+a4uAHa8/MZdfvRuj0FEHwZwk5k/e8evrgB4sff9q+lV6VW+fqXv79m6mxnWfw3gmwH8U2Z+PxH96wB+6H49oAdtKerYfDfOCuSx0cvnwAAAIABJREFUhmHuYu6H8qGfFQ3efmkErQhfOFgEzRQAnLRCzFjWDSa5eAz6NS+akBA8yiKMshiJVjhdVRhlMeYnTTi+hySLxmB/komJrrHYG6cw7sN942yNSZ44Cynp9vbGabCY8vT6QaJx46yA3X4E9NIXpUj1U3rrQiLe4Sm8OkAiZFswW1BxLuLbKA3u25mtEMVZED+2DCgVQ9vGUZMJRqeobUff1YqQaScetRzSaL1eB5bdoN9dK4a1bvivgbdvDTGvWlhmvGtvjKeOVviavSEsGIYJqQM0KgtkiVDbaXkKRDFUMYcd7TiX8kSYgaQwGWzixOYYxilUtQBpcQxHvYKqlt3mZOUMXVXLO/5whHyRmEo6T+dZ16oEigh5RJhXwKKyEgsPgdlqy0JEcTPOFTRGyRCqnEsRtEY6o7oQarbrPmSWptHsvR3x9d8B5QpIXYcWxeIN6ane1sj/NXUndratnGYr1QlygZfBmorgZpEAIM/DcKeZ2sxi/N7NOb7hoQkmaYxBTM7Rgl52dkxEUNwlGmtCZ1YbSBYN+lliIhTuEUpMC0RpoL37WRw1ZdeJeeE1OjIGsQVzz27JzfTCDKzHIAxdLHrImNLSTetYhpH3qsNykOBdrmNm/oZX+yUR/VMAl1/hV38VwE9Axjwv+2+v/Khe82d3/v6+IXB3M8NqHMFBEZFi5o8BeN/9ekAP2mqtxSM7Azx/shK6OLOD/bpOS+ISFL5wsAjuF6NUuphJHgdSxiSXzWF7JJ3UJI8xSiN8+fYCVWtx46zAOI0wLxokkXw4vON51VrMCileWhEO5iUMS5fnC6B0f13Sr7EcCBh1a8Xb0HUuJ6sa+5MMv3k+ghqOg/mtXUm6NbtrRC7GPR3I96szgVHYgvMNRCfPgeoVlGmQmQI2Fop7wi1igmMLMmqKYONM4DeI5ijvzbcAz0IT1+48Uthwcy1/H4DsQZEiZFphmGiMkwjjVOPSMMHOIMYglrnX54/W2Moi93yBohEKuVFiicTjHWEHAtCLQ6GyF3OB8NoSanEb23aOlZXhvjgrNGizKcxoV2YlHvrzrgd3UNDBFo1OL+hzYpaNLY0U9gYRSmPx0qKGYYnvWFQWy8aGYt1aRjXYFm2UbUHNWmBZxwqktpbQRzdfVE0BDDdhz0/FX9AaEUj7eVY/Q6u3GfsAQ88aJKfT8gVEmwqJpmCPJaxOYCOV+WPi3sRRqvD45gCRBhZ1i2VjAyvQz+YsdzEifWeL4NRumo5i3pS9kwPrINHGUdpd1peb4wHo5VvJfImj7CK8B1wgUHSvBctsz831ZDbptGpes+ZnWGyFacrW+VDWUjjNGy9ajIuo5WtdXve+mL+Dmb/2zgsks+oxAJ91dntXAXyaiC7j1XWsd66vI6JzIloAeK/72n9/31jld1OwZkQ0gkSK/BIR/QzeXNPbr+giEP7g+Rke2R6GwnS4qLA1TLEspcPRinC0KJHHGrWx8ELjo0XZOahXbYADD+YldscZbp6tsaza8HutCCerOhRCPw+rWovTVR2gPrF/asUi5w5LozzWYQbmC9sojbDtXDPGaYTTlXy4D+Yl/t7v30B17evDGasQMArQcEOMY4GgZyGXK4X1DOQDDElBHz4DKubiR1i6Quc+1MEJHLL51hShdfYztRHqf+PmGRdU/i6DyfvJxUoC/rQTll4/K2DYx6wL1BgruQDAQxsp/uhwhWmqUbQWjRW396K14aw7aK9IQS2PhZhRF6C6gKoLRLOXsLF4UaJIVIT4+DrixS1xY88mMMNtYeglw44M4M/GVQQyTShQ1FZhY9VtCbIGQy7x8DjG/ijGshbLo3GqQneqlfQEZctoJ/uw6VjIA/XabaACR9rBpoOzhPxiB5tQwzHM2SEoH8tMUot3IrcNyLYimAYkE6pPtjCNFMJqJdCX25TJNFCmQeROGPx1qgV+FZmCnGhc3UgQK5lhbaYaiVbBxFaTwInanczEmoJvoD++XLfizuE/h63LrnJzKOm8TNdltmUg0ATNlO8o3fvRn2NdEPmGWVUPrzS95GKv0bKtK2a9x9YnqdwLSJABY+xdXf7Yh5DUjT1mftTpW28A+AAz38Kr6Fhf4T40M28w85iZI/e1/z6+8/b3at0NJPgDEMLFX4LkYU0A/Ff36wE9aMsyY8tR0vNYupetoZAYtoZpKDi74wxHixLvf2RTdFjMmAwSDBKNZdWGzshT3E9WNSYD6bgmgyQUQz8bu1UWMnPqaS5qY0MEeZ5EGCQa69oEModWBAPGwbwMVGF/7fO5TpY1toZpgBXXtcFPfexZ/OS79qDjBHYxC64QnmbcOVQnYHMu3nK1bHg2GwNJDn38LOzmVSEoeHNVByOqtoIiBaPioDPqR0oYljNwmXkBd34UFYmAVTtIUCvgXbsDV9hk3kWWQLEKrhmzosW1SYZZZXB5GGFRW8xKg/1R7MgFK7FVOj2QKI5GHiPrGCjOgXQIVCsoFtNYTgZgHUMvj4HFIWw67GJD4hycSYaVp8b7gkJVLRiLilzmVZfRxFGKvC2RDgYYJeISMnIC68q9n6mmUNzVYFO6i2oFVS4EGlyL96MdbEqHVa8kD6xeQlkLu5yJKNw4SFBZcFOB4hSqlrBGgQd72iJ0HRbc76GTMC8jZmEQ6m5f8hhQAoCViISN7fKv/Pwx2DGRnIAY5gB/ErPA0dbhUt63Dw7G80QHJoHzWMTPUK5oOI1Z9+GVv0PWSfAHJNub3bnlO65Oc9V5KQYHdyJA+faG5DhupghX1O7NCvOpr8hi5s8RkdextrioY/2Kr7thCa6Y2TJzy8y/AOB/xn1kgTyIK1KEURqhaEygnANwjhMmEDG2RikOZiVmjvigiTqNlLGYO+KFuFPU2B5KodLkXCwcvX1ZtZi4uPFRKrDW/kRShvcnWSiAs0I6vMPzMsCA20MJjSzqFkUttysagxtn66D38k4ZJ6satRGPODvccgJT082q0ly6LH+G2RTCHDRGWGflQsSqgBSm9ZkIaoncWWkT5hDUFNC2kYgIcvMa11kpQhCONhfn7c6iR87KI+3i1DUFIbIXG0uGksCMWSSw4NIRYTzcNs00lrWFSUeuS2GQ1pJE3NbA8qR701dnoCjuwhrd8/QectQ2UKsTmXlZE2ZUHaOsE7FSUwmU5UMTjYMdm0K6nVa8Kodud1dNicwJiWNbhw7FRqmwMLVjpjWVkF7KeUhODu7lOgHFKbguu3yz/mIr8KA1Qu+2JuR7XXB9cDM6T0BQnlEIoel7JqiHc30XHCtyacKd6S25IhX3bJc0EcgVrXBy5JwswrXtMQXDbSg4iXhPzI76boMvYiBT+M43ziSd2M+37lzqZQzuCxCvJ4S8ojv7PShaAgneNeninizXaR33vv8pZn6CmZ9k5geKYPeqHRYRbUAMb69A2sRfc9//ZQCfAfBLb8YD/Eov5Zh/ngQxSDS+dHshnVPZYDJILhSMZdtib5yKr2CsQw5WEil8y+Nb+P0XZsE66XBRYVk2oRA9f7JCnshboklgxrq12B1nWJQtEq1w/WiJx3dHOFnVWJYNrm4OxMIpj6UoAViWTYAwvcBYK4V50aCo5WxU8nQEQjxcVLjOV/FEI5saFys0Lz0HPdkWJwxI8ZIOQYudEwBbl1B5DSqX4va+OoNuClC1EJpxlIjNj6MWkyMvZHGONNJYN1b0RpZDV6X8AN45KvQ1O8rlJIE9sxBhttVf2p3Nf+L5U3zwyhTbuUbMLVQcISaAmhJmsg89ewmUDSUHrC5lzlOsxE8ximHODqHGDSgRJwtqCqGO68Sx9hpQWyI6fcFtguIgwUkeZiDeFNXPWNAUQJSCEQFWbIWoXECljATCBoSKACKkOkHDCZJ6GXzrOBnAWgPdVEKMURU4zqHPD8SY18FVniFHSsOc3IIaT2FX59JtWSNQqHMx8fMtRgLlbJnEMd69K/1cKQDki5orEErHUAAiJdxGYzs2obAiPbQrTEmybaAvBFGuFwaTcp1gL+XX/Zy9m7xOQvd+UVDc8/QzrrPtObDDO9b3nHj7xUxgVcc05F7npSIp3Eq9jE0g+WjRPXNrx6v8Tf/LJeu1IMFfBHAG4J9DMrH+MqTj/wFm/syb8NgeiMVgnK4qXN0cBPq4HxR7Ft72KMX2MMHMFYSDeYm9cYobZ2uMshhbQ4kG+eTTJ5jkYk5743SNb35iGzfOChyel9geJhhlsXPLsJhOchSNBBsWjcHeOA0w4sG8RFELJOkLl9g3aZe5FeNwUaFuDbaGKY7mXUHdGgk13wue98bCBPzpj1/H3/rWh8Ff+F3Ycg3YBdDWoHwoG95ww2l75HWx64Vs6vMTSS1uatH7rBbgsyPoS4+C06FjUTmfNZ2I4azTx4x0DKNEeOxhQbhuioALuh9fyAAHG7qzdKW89VMXp14b2VgHsYYiwsGyxe5AI0cLtTpDNdxF0pbi0m5bqGwo6cRpBpUN0R5chxpNoSfb4LpEe3IAihLo3atQy+OwoXKcgkmCHDlx9k46EgZfkgsZo5UU4UBeqVcg4zZeFQX6O/c6AADBAigGYNKRUOb9hqxj2CSX2Pq6EAhTaURNBTPe6zlBjIH5iXTDyjHh3MkGu5MTb8sFpaDyIeAiV2Bb2fCZAd2GeZlUVRXmgLij60l1Anaz1pyELKO1CIq1bQDjYMW2kufjY0MUHL28kdfLkx7cY6C2cF/bXlHv0c99kTLucfvnq1TnfBF0WOg6OdsCpuk6UKVBqutG2VpQJM+PW8jfMFvBrV3hIwc93itY8CsJCT7o67UK1uPM/B4AIKKfA3AM4BozL96UR/aALAJhf5Lj+ZMVtCJsDWWD/5orG/jczfNgpXTjbA2tFPYnOQ4XVRicH56XwIbMtyZ5gqIxWJYN9jbEN7BuLaYDKXanS/EZTCLRbf1bX/cQPvrUbRzMCxjLWJSSYpwnES5P8jDvymMtrEEHK2pFmK9r1135lOQoPFZ/fEC0Wv45PaWu4kklKS5clTBNjSgVdwW7OpcPZgmoRJzA7WImcFMjrC2VDYFIGGnm5pcQ7V6BHW6FkEMmFYoW1WtAKUQ6wSAZonGFBpCzcj/fIuqMVjUAZRmNJflaMRDIyu7/W8YwFg3QB69M0ViL88rIGX+qkecTpItb0impQgpDHENvX4Y5ugnTNFD5EOboJni8CUoy6M09cFOjvfk01Ggq8SykpAvxm1QtrvaSREtgnUBVy45B6OJcOB50DDyvhfKsM1LddbkAJ/Laq2Qoicb+/qIEHA/ApgWso9NbAy6X0FbSi9GKWzwpDYpjMf4djmGLFSiOQVECdpR3vywA0trlfFnAlo5pGIETFUgYEqMi7yP83M7p9pRZdYQGpaFdh0K2JwL2cz77CrMf00Kx05Q5tp50qHUwtfWwapi9KdXTkKnA9gMgwng0Fzot7ndl7nFCdSxAee7u66aWE7ckk0LorZ56Fk6dOe49YAkywzwg4YwP4nqtGVY4zXBDt2e/2ooVIB3Wv7g5x2SQXGDkfezzhzg8L4PrxP4kx5brsvyM6Pvfs4/v+JpLoWD0IT5j7QVihNd1JZHrquoWv339BMuqxdSRM8aZbC5F3cp9GYEqa2NRt9KZLcsGh+clJoME26MURd3iP/yWR3GyrPD8yQq1sdgapshdVpEvckXd4m//s+ckbsTnZNUSQeK/5tU5SGnprtqLuVrcNAIfWiuWQEqjPboJVcw7oaX/UPdmFGFmAilUnk0YMpOcwNgjg9rNq7Koi09P3OwkdqQWz0Dz4tY8VphXBvPKooDboHsbJVelzHrSXATUizNQPgRbA7s+h5mfiDXVxhbUcAx2g3vWMWw2BsfOccKx78g0jiJv5NpvaF4nBFyAvAI93s+oWMSpcl9t6JhYRyJyZgsQwaaSnMxNHTKwuC6hVifBIkpNdmQGlGSwKzeHK1YhkTgYxbYNuFxLArWHR/1sqK2kOAOBqUfG2R21dTeXs60TV9edM4U1wXU+wKL9vwPvMnGB3CNaq/7MinXkINimu9+2ka6pdZ2b11MRhTnfyz/Q9mUQIoAuH85fQ4oVufvhuhTiijGBVdk5cLQX/p7e6HoTnS7ecuu1OqyvIyLHUQYByN33TlbBG/f90T0Ay1rGIztDSVIdJAGCGyQaj2wPcTAXqEIrhbo1eGR7iC/dXsBkMX7rmRMsy04jdWVzgGXVBvKFJ0AUdYtRFgOIAoy3rFqnnzKYDBKhsBuLZWkCu/DwvMTeRgZNhAIIFPjpIEGiVShKH/mDmxgkGqMsxo3TNfanOU6WFfY2MpfzVYfHuHziQ8hPbsG6YEdenYOTLIhPbbECpRlUksGuFwKZwH2gbQarNFQ2hJ5soz28ifboJvR+5gpWKt5vbrbD8SA4D0QEgBQM3B+Ye/093Ad0ERXscH6tpNOyjIAbhvGEFa2XuMULMUDyuix2BpcwYomyZzuEGk/RntwSk9h8KBBaseosfrQwzLguYZczqMEGUBWgNIfyAlalpQN1RcxDTqxj5wWoZbZVdDlU7MTFF1wSvMOI61wChb13G1UuQmihHUyBxUwgLWtAww1wuYIqnwFvXwOrCHpzF+bsCGwN2IVy2sWZyBT8LMga2KoExbHICQAgEksnlQt0iraW4tyW3RzJzYSkK/MwouilECUXoDcyba8r6bH/jC90jkbfiDO9jXPo4sx/EC92SJ7g4t0tgM4b0C+XaQX/mHzx65neclOBK2curHUvP0wBbYNgaOugU6VjMBJhG/rndw+LlXuo/3K9ynrVDqvHs7+Taz/+ailWQMdeO11VQfvUWu7NiWzori5PchfYGDvDUIHvtJJokOdPVjCWg04rj3WgeBvLODwvsTWU2ZcnbFye5DiYFThdVThZVs5xvcZ8XYfO6/mTlZuVpZgOEozSCMtKUoxnvWI0X9d4ZHuIom4xSHSAINfOZf5kWeEv/vIXoJ/8RlA2BEUJTFXBnByE14PrElyVsOsF1GAcGGjBTaFtpDM7OwSlGfRk+wLjzHcgsNJFeO89X7T6QmJhDEq3JTWIu6gpt0kCUtBiLdBhdoFJiMAoDBZ0DBwXLV6qY4HVohR2MIUeT+X5VQW4XMEuZxJe2dbOh6+RTqyR5yffF9KZ1NKhsbXgah0CFyWNOAtMSVXMg3YtdFueeh0lXY5TfykVRKqBiegtilznSlv70g3WpWy+vtCevCCdxvD/Ze/Nw+Q4q7Pv36mqXmdfNFpGsjbLtixb3o3xBgYDwZAEXiBkgRASshBCIAQ+SEL2BfK+BEIIEEjYQwJmDSaAwcbgEPC+ycKLLMlCkkfLjDQzPb1X1fP98SxVPZYs2bKlaVz3dfU13dXV3aera55T55z73GdIv0+xR/9OaeagcXRuSrFR74/rVVS9mugQRu2kBiSeJmfY9gUjUSSh6edyzceh7udqN1wTrm1Qdq+xxAq7zcLsF+fKCenBRjZREgXZRm9Hw9f/tNrBpZmD4jniCpBQ2FOMWDxfR9b29zWZBZthSOxqGearaTBWsYs4jxXHU/y2G/EkjMj86ceBuUQdYKauHcW0cRilfMCOKc2km661GenVi4Wmv0cmxadVJuz2iRk9I2tRHwyUcszU27TCiLH+IrsO1gg8YdfBGoXAY0+YDP3rK+bMAElNAtkzU3fDISem65Tzun9nYrrO8uEy9VbI8qEyM/WWUXbXox7yge8irHorZKRXN0EXAo+BUo4/vCXkH04aJwpyqHA3cTskOrjfaQ6qsIX0DenUIOD1DeoaSbGsF/G2ZhNKTqfbJK8HRXpoBpry83jtOrFnKOOGkq38nNEPxJEutEyTZgUGnqCsPBOpi2f0/nlf164kFZWBviprxUafT6Aexizp0fp7Ue8igrCp53/1VYmm9ujFvFHV0UjvoEu7WcqzVQORQlHXNoI8UtI0cpRm3vntphseqIVZxfUxpQv0EjZ0XavdxCmA+yYyE08r5BPqGlmujMqVtLNqG81Cw5qTIEdcrbjoyCv1aIdUmUKKvQRLVhHu26nbFrxYR8ae5xycFIrmu+lpx15PP+T1AEibKhU/B77v5kw5Vh84NXNHlIgjEKMLaOpyLg1oU8HiaUeYZvKZ93ISSaD3z5dQquCYmbrO1ETyJZfas2lZ95p03cpsw/R6oZSJEtuaOQmGAdtCimVHTsHziFsNxPP1ue/7SB5NogG33/yRKMeCjHRxeByN0sXTGkrpaKrWiugt5ijlNclhrL9IK4yYmmu6Js81Y716/LlJzQ2UdC9VzYwhscrs1knU2xFb9laYrrUo5XU6cKRX/yP0FQPCWBlFDZ0ynJprOqmmejsyn+s55Xc7FDIfeFqFI4xTKUthyjhe3xPG+ots3VMxzMSQDeMDDJTz7Jmps2emTrz2AnelDprCbpUvVNgmrhxMmGWmRqLSKRRwV+sqbJtFtulSO8A8lWzdj2PrT/N/A8A5s0gZJQzzf5381XcsozDwRPf+mBpXYNarvBlTbyOWuNCDqFhHg8ZZEeR1XW5uOtHhM7ALnGo2UI0aKmzp9Gm9YmpBVU05N8oIXlM79rh3VL9voSeZQ2V6nmykYvuG7KgSZfuQoqQPKc73mOGFJjpoVfHGVmrjTC3K2qzaLeKZSVCxJst4vlar9zzTpBu7GiQu/eXrCw8TaRG29LkQ6YjMLc7WCUFSF1LKidO6WpWKdVRo6z2WbDEv1enOC0slT/e0mShG918FSYQ1T2rKRVLz+uHEMDQ7PsvzEatsHxxenEFnD2zt0RyzsJmoXzyJzgrFce/D6iYseIclIitE5AYRuU9ENovIm8z2YRH5johsMX+HUq/5IxF5SEQeEJEXpLafJyKbzHP/JIea0z0PCpiuaS2+fbOajt6K4g5ZpFYYd7DvwlgxWM6z62CNLXsrTqW80mgTKeVmWu06UHPqF/VWqOtPhsk3XWszWM471t++2QZ9xYADc5qBuG+2YcaL1Km1IgaNqoal2lsH21fMMV1rExmb9s1qSvxco83aJX2ufnX/xCwztRZhrMgHHq//1m7knBfgD43hFwqE1QZRtaJrWKaHJ65M62gjyGkCBug6h0mfqChKFvOwrf/JTQFfwoaLFJIG1ZamPxunZTXo7H0Lq0eXprrbtGESbYnr/bGpQa34rmthk/WISmhVFzzCwWWosJ04reqsrltEEao265y1+L4WCk6fI40acW1WRziVgzq9FrZQjTn9HVtaYdyrHXQpM13HKyQj68OG0yu0RAU9zbisGXOg92tVXVSljDgxQQFpzpE76VTtoOpVrbxv6mwA0dQes0DnkFJPZ4OsiSxUpHuNCFva8bb1oEf3fXIlY2OUECXm90tZpMbNa2agSaHZv82qc8Cuudc6QOPE3TExv5E+BrpJm1J/0j8WJs3MHWQI+/u49KyJTpvmd2nXTR3RKLvHelKB+L6Onj3fpBZTxBTDGnRNy0+ms0KTvJ5qaaZuxoJ3WGh5kD9USq1Hq8a/wQwZewdwvVJqHXC9eXykAWQfBn4LrY+1jqNQ7Ag8TxMsRnvclf++2YaLXGwNKjCUdzvccWquqetJZpSIZRPWW3pq8K4DNZqtiFpDswBbYUy9FTExo1N7VhdwptZyab+Bct6NFynnfQJPGDMj4/NmSGS9FTrKuo3IBss5RnoLXL5u1PWQ2YjNOreBcp584Ll+M4Dfu3YXueVrkZ5+gp4iYbXhalR2qCMY1lm73XGV6nL+cWwW81niyjSqXtG1l1hLHmHUuG0R3dbJbZAVzHNWUdzJkHKqCgLzrz4KgUfO5AZjZcbPGxUNpaDfa9P28poiHRShb0QrRwyM4PUNaht93xET4ul92gn4vp41Zab5qihyTEMVtk0tqaGfi83i26wmzkvFxOUhED0tWAXFJBJIKzrY6MuMy0DF4OcTGrmpwRFqxQvVqhOMjWv1jmoF1dB1Ju2gPP2bWEdlZjlZB2WdVnrGE6CdX6OqF/Ko5XqaNFsvNY4jZX9yEiROTOY7opapbaUdkt3XRmPiaYWQVq1j/Lx73guS1Jz5PBexWWKFrwkUYiIigkLHa+x30u/n6wsS26MW5PRxS7Epk78pdY0nk3iRRViPiQVfw1JKTQAT5n5FRO5Dq2/8PPBss9ungO8Bbyc1gAzYLiIPARcaVeJ+pdSPAETk08BLOMJsLzuDyi7iUayYMyPudc+U/kedrrWpNEIGyzk3kn5iuu6cXL0VGafSYqxfjwax72GjK12L0k2+K0d72DFVde/ve6IbhHvzTlvwty9dzZfvnmC61mZiuu62a1p85FKDA+U8OyarfGPTBJVGSCnvMzXXotmKGOxNGIczNZ1GnDNTjwfLeeZWX0ypMg1hi7DaoD1XJRfkwCx+1nkB7moeSP3z64VGNRta1ils41lGXVAwity6RuFSQhh2oDl21kFp1XYj5UTyfHq4YEdaSenTuxB4iBnj3o41bd73YDYO6JcQgjx+dUoPdATtqIo9SNjWTbVBTtcqgpyOtBo1l1IDnTKy91WzoR0G4AU5XSOKI8QLIDYNx4aAERf7keacGT/iu5RgB906nQ7zPAj1HC4JG8SFviT6qs86+rvXO6idTNgimply5BjbjgC4fQnyLqKyVHZHoLH07mZE7FX0cRkcS9iB9nhbxp4d45GuIzGPvadi/VmeB3Xd26fypSSCMsefOEoagG1ElxKzTTMtxZ47UVtLpKQ+y/Vjmbqbe5/GHKpZ0ZFUrKXGVKNmzl1PpwCtcwrb+hz3PD0XLoq0Mkq+qJuO4yc32nm6EiqOBt0QYTmIyCrgHOBmYLFxZtapjZndDjeAbNzcn7/9UJ/zW3YoWqtyUI/lSInQjvTmCY2DsdFQrxl7nw80u29qrpU4pEbIWH+BeityKcSlgyX3flNzLadHaF9zYK5JrRESeELFpPTsbWquxXStzUd+sJ39FR3J2EhKz72KWT5cppz3qTRC1i3uZaQ375xkywyZfOvzT6FsUEGyAAAgAElEQVSvmOOM8QGTTvQdOQN0v1cxbiJrzsXrHSTXVyZuhUTVuWQxC9sdi5sUSo5xpf/B8+6qXYUtzbyyKULA9hwlNRxNQfcE12/im1oU2BSfVgv3jIK4pNJAVuNNeQExiWJGzktGlxQC3bs1VQ+1yjy60K9yBZ3atNEI6KvrsE1Yq+vost12zEH73R2TzKSTHEJdF1Ltlq5p2VRo1Eqo2SSMNdsoDDgxWvudbC1L33R04TUrCROx2Jf8BrmcTmd5viYLNGoQx/hDY1qSyaiSuL6jNIK8jgptvcv+frFO7+p6m6GyW0dqfsc0ccL9trbuNA+2dqbThfP6mkA7JnP8XNowSgZQuuOUbhHwc50RT9q52dqg0jJZcXXW9RmGU3u0M5/vqEA7TBNpiZeKvuaf+4c6lk8QWR/W4dE1DsuMOPkS8Gal1Oxj7XqIbeoxtj96o1IfVUqdr5Q6vzww7EgVUawITb1qtL9AKe/jex6D5TwzxhlUTN/VYDnnHNOwSdstHSwxMd1g52SViek6Y/1FxvqLjPRqwdpS3mekN+96phYP6kiskPcNaaLlUne2Vta0c67M/QOzTXxPR3IbxgcAuPGB/SwfKtNrmp6v3LCYSiPkA9/bSivUxI8oVtQaIa1QT0ouBB5Tcy12N3Wu3l80jj8wgpcPiNuhjjygg/Jr02N4nlu4JV/E6+lDcrlkf1cLaOoxF6YXRy9eTU1BT353HU2loipPRZ2D/tK3FDXaQxEQkyOmaGY56VlaWiR3sOgzVxh2TtOv7AfQ37NHd26oOCas1d1f/T2NIzLUb9XSNH/VaiTHILSN1FFCgW/M6dSgqWlpx+NpJlp5CGnVXapQp7Farim2Y56TlXtyjbamntWjy7gqivQxtylaOzqmclArX5R6XOSrn081x5rfLH0cLRtSk22moTZNuunYNRE78kjoep7sSA+ViqBcUzLo0SfVg5qQE5n3TNHnrVPrqBXZ33keWcPdTzmqjjqYsU21m1rpwzZPO6cT4xnqv6TSol6+2PHYfVQ71WRsWh6OFUodXTrw6ZoS7AqHJSI5tLP6rFLqy2bzXhFZap5fCuwz2w83gGyXuT9/+2MijLU6eyHwuGD1MKP9mrU3aWSVSnlfq6oXA/KBx0ytzfLhsiMvPPjILNNzuv9J09w9AlOTsiSOlSOa3j1jal2nLe1naq7JusV9zlG2wphmM2TfbEOL3841mTMO5hlrR4hipcfP5322T8xyxvgA90/M4ntCrRGydX8yEfeG+/a5lGGlEbrbz503ju+Jrq8ZJ/1HX78P/JxuHi33k180hnieXsSt07JIX2WaRVKFLU37zmudPs2yipLepXZTN9ba6CAOkdgK9upIS0dc+rEYFpolJzglhbTEO7jeL4lDM/CvSU6FFETXGAPDHJxpRuAFxL2LdN9PeVBHSoY55vcNEvT3k+vtQXyPcG6O9uwsUb2ma1WhddJ+x5W2IyxY7b5Ww0WWbty7jU6MOLBLjRlKtvITppzuIUoy+F67ZlTjm0aI17QSFHs1Dd1+h3wRN03XHHsgiZygI0qwi3hHetd+pkn9qnZLp/PscbcjOKKoI50pYcul5HT/WDtxJobBqKJIv1/1oJ6zFrWT2Vamx6ljdlXq9WmSBvVZVLOmU3Stuv7brJnvY8a5mMdO6cOmcu3fVBM4Qc61LFi4SQY20kZfvCjTcO2IR8eIKAyP6vZ0xIJ3WIbJ9zHgPqXUe1NPfQ14jbn/GuC/UtsfNYDMpA0rInKRec9fTb3mMdEKY/ZON/j2HY8wNdeitxjwzHWjtMKYex6a4r7dMwyW85xiHMy2fXPUjUr6YG+exYNFbt9+gIlpfQVrU38AtUbIjqkqM7W2GQsS8b9bJolixd07p5NZWK0I3/cY6S2wY6rKVRuXAjriuG7zXgBHvsgVAm7dfsCwB3OsXdJHvRUxU2vTVwwomM8f6S3QVwzwPaGvGHDtpj3UGyH5wDM9ZnpBe1gNaYZVTusE5ob0lXxUryU1KkMFt3TwdOHeUYKDnF70bJQV6fQgjYpedFs1w5hr4kVtcmKp6eClR/KIJOmdQxT59WgJlTgQu5+hWzv5JoGBgk8rpy8YNM09xOsdNKmgvHM8caoOo6IYFcU6PdpodTYRxzEdWnSmPkQcJwue53c4aVRsGIQx0pxzzDW8QJMG3GBBL2kwjiK8xqyrHVmnrHezjDrtqLy+QaNKEiXHJMg9KoWlUm0IKjJkjXnRhoue40inOW3jrCNMmAbaOIlq3G/k+SknYtKnNu1nbajNEM9MaYJOu+lShdiLlLCpbWxU3XvFM1Pa+bUNQ9UyVT3f1ePSaWs8DzHnoo2e3He0jitFrlD2ZqLm5DjGrq5lU6jHDKWSzzvC7emIBe+wgEuAVwPPEZG7zO0q4N3A80RkC/A88xil1GbADiD7Fp0DyF4P/BvwELCVIxAuzPuRDzzKxYDRkRJRGDPWX+SmrVOM9ObJFwNio/1nG4hPW9pPFCvKeZ+ZWpt9s02CwEPFiuXDZeMs8tQbIYsHi+w1jqzWCHn/y850tap6K6JlIiGAxYNFJqbr2rncu4datUXNkCis4wG4yERcVpV9x2SVWl0TNiqNkKm5liN7aGZhxLRxmMP9mum4c7JKpdZmutbm9VffjSr24fUOImWdKvPygV64bVrFEDAcws5cv6MIg6utELZNzcCMJQ+bCc3d1KZ0jSpykVe61wboaBCFpB7koqs06w5MPSQhcXgC+2qhHsKYL2nyQqQFcCVfxOsbMlGUdlIqjhHf02lR45xsnYuw1eEElElxudqdo4pHSboqrY7gJWm+dEOuHVFi7dfGG+KDrekY0oEyMlC6llhMamph2yzsxkGEbX2BYRfZOEr6s2wE3LS/7bxlwpI1wChgpBiNNgI2kW8yATjlLM3nabOjpH3AplPN8zYSUu1mUitMkVuUoe8T5HA9fybi0d9ZOy7xOqO6dJ2xY+G3FxppJqDZrqzSSdM49PR3eTIclbWHzGE9Fha8w1JK/UApJUqpjUqps83tG0qpKaXUc5VS68zfA6nXHHIAmVLqNqXUGea531NHUblUCirVFpeYiKpUDNh1oMZLTPqsVAzwTH1JyzAJr71wBa1WxL7pBqW8T9jWjicIPM4zE4lrrYiVY73sm22yaqyXUt4njhVv+cq95AOPM8YH8D3hig2LWbe4j9981hqaRsV5YrrBYDmP5wmnLOsn8ISfTMy5kSE/uH+fq1fVWxHNZojve+ybbjBtphHreltIsxUxZpzUXCPkDZevYf3Sfn71klWIJ7RaEeeuHCLqXwKLVuo+pXI/XrHs6llxdTYhUZgr50f1KoVtU6/xNWstTYGvV/VcplY9oX6Hjc7oyMgbOdV36KyLpAv+6XqHdSLzRqwHhg4P0Jf3qcY+cb5Hz75qNVBR5OSavJJOBwblEn4xrxd2w0bzi3njvBJqu2Xd2d6mZCGMXFsAkBKINbUsP28U7c2xMdGTu5+uW1l6uRmuaLX9xPPcZ7torlDW6g2eTzw3rQkjRj/PMfaMA1I2jWmdVrudYs/5jkRiHRyQOK3Usdfag00dJRkm3fxap4oinXJzZBJzC3L6Bvrcqs4mr7F1QnMBoNsmKobdmE8iIiujFUWOxdfRV+Y92mk5R2DTo+mbdd7p1KlFyukfMxTu2Bzp9nTEgndYJxr9pRyFQsDm3TNcsHqYarXFYDlHXz6g1op4wZlLOGVZPytHe9g5WaWvGPCJW3ZSKgaEZkLxG69ch+cJV521lK375njZ+cuZmWvxtitOZsP4ALsO6AXBN5FUXzHgjh0HaYUxJ4/2cMe2KX68p0K9FfHSc8eJwpjtE7OIaRyerrXJFXwuWTfKWSsGWbGoh2nDUmyFMaeMD9Csh6xZ0ocfeNSqmpU41l+kkPdZ1FckH3hOSeKWhya54YH9RGHMacsHuHvnNC/6xN06+hleij+0SF/Bm4Vbd/63XF0KTINtusbl+oBMuiVVT9ELQl335rTqJj2o/7o6ldHTc3OU7KJuWYFpUdO04Go6JTWvwVXrC+r04FQ9Iu4ZIexf4qSk4kZV1yUC7aTisI2XL+IX8yjTuGn/OqfVTmkLptNQ4L4rGGdlepuSuU96rIbyA6LeRYkTSDkqRypQemF3qhIixsHNu9qPI+LZA8TVCl6fkZmqzTpFDkjVsGxflnlduh7nFmhbm2w2nLK7i37SEVWUpOGUTZlaB2JYi5iLGJ02TaUnU4Kz4gSITWRlUtBiUnfWwSgbrYN+jWH2kXbe4CSoVNgibpl+QHMuHjILYNDB/jSONT3FWZlz+tiRRViPhQXfh3Wi0TBOp7eY4/q7Jjhz7TD375rhi7fvYq7WZsueObbsqVDK+7z0guV84+4JJmenKRcDnnf2MjYs6eNDN2xFPOGaOx/B94TpehvPE970pXtctHPlhsXM1NqcPNrDgUab27YfZOlAkf+8dSeDfQVu3X6AlaM9fP6WnfiBx0suWM6OyRpzzZAHd89w7poRvnX3BHGs6C3nEEO2WDZcIu97hO2Ih3bPUCzlOOvkQX50/z7qDe3ENu+eoVFtc/bJI1x9525WLe7TclHFgAcfmaVcDLhi/Rg7esZYWdmCP7xEs8XCFpEZWRFVK3hF3RPkFL4LJVOQznfQMb1SjyMFpHtd4npVX0EZxxODueLOJykn9GKfTJ01DanQ6bSMOrhd9HVflnFuylDK/bzWHPSERWWjXOB5RP1L8FoNJGzrOWCep21tNYjqNcT38HIBKo6J26Fz3HE7hHaIHxdMmiq1qNi+NJNaknxRNwG3G6525nqYxEPaNT0iJC09ZI6NHVbojl36anu+g7SszYIeL2IZgKpR1WrtLpqIk36y2GoNWukmvRjHtVmtVG9NMZG0mFQbcYTkYf48KV3zijucUjLCJHEY6ef9gRE3eNIyTF3kbuyxtae040iOg9ZBVI4gYZyj1YQ0DspdQNhUYxxpqQIvidjE81GBZqlqIeAkbSkdjcRPwvW/qWFlODSyCOsIaLQiNowPsG5xL794+SpKOZ+L1o2ycqSH3nKO+ydm6S0GVKotvnH3BLV6m9pci1dftJJ9s02uvn0XhbxPo9rWLMIDdTZvO0DYjmg3Q1qtiHoj5OatU/zvlkn+9fvb+MqtuxzN/ZJ1o4z1F6lVWzy4e4YN4wP0FgOGS5r+PtZX4IyThrhn5zTPXDeKUor1S/tpN0PiWPHIgbpWcx8s8sJzx52yxaqlOtraOjFLFMYMDRU1SaSUY/vELAdnGppiXwyotyL2zzb5zf+4S6szFPT4ECn24AU5nYaKkpSP1qZL2HOPSg+228kVq6mZ6Nfp95CWVke3qtjMq0G5KEmppJY1X8LHsurSqtzzFQlMatCpw5NSUe8Zcmk00Kw6CfLaUZmoytV8SCItgKjZTKLI+VFWqt7nZkvZ1KCFJVyY9KXKlcz8rXxSs0unReerLDhnkSzkwdgKPSurpx/PDKZMp7Uk9Tukv5d7zh4yG63ESVrKEW+iiDTjsMMOWxsyNT9X07MRuXWUNs1XrTiH7NJg7STt3FEPs5EWKSaffc5cOLj+KuPIXLtF2lHNx/zfzZzrbnsqqnMag8cIhSIOW0d1ezoii7COgIGeHPV2xLWbNMmhVQ/JFQJOWtrLb1+2hg/c8BBj/UUGy3l27JsjCmPOO3URH7j2AQA8T3jFxStZ2lvgY//7MOIJLzhvnOvvmaBYyrFucR+bd07TDGNmpxv8wYvXc9P2A+yZqXNgrsk+Q8golHKcu3KIUt5nsJznX779IKetGjKDGxWvfuZK/vW6h8gVfDYs62egnOO7m/fSrIeE7Yiz14ywZe8cV25YzI0P7OeM8QEenqiwYnEvEwfq1Boh9+6cJgg8iqUcy4fLlHK68TgfePzowf2ICN+sL+WFpQlkaDGeTXtVZ/Fypv5Rr0LJqLAXe9xVsWo2kEKx42pYCsWOK14LpwzeSsaid6gcgG6sm0e4kKiV1HwgiVpsysxK9hglcJsazPl5xBOmGxHtuIfleRPJDYzhh20iqwSR02kmjwbKj4kaLe2s7cJqFNAB4lYDzzDqVMtztRnJ5ZPUVdiEvNESFA/aDd0EbL+jn3PHRvk5ozqe198lNkMN48iJryo/r+97SZ3JnITEc9P4Q4t0arCnDy/IEU3t6ZRrwvS/pR+nBznGxqnY5+KECt6RMgPXi2YbxjvSbuBqRA6mH805F3BO1TZBuxTfvPPFfWZ6zE0anpmibFosXJSWy7vI2UZ4jsaeiuJcdiCOOj/bRo7NekebwDFBHcZ5ZgCyCOuIqLcitu6pMDfb5NyTR7nkrKWuy/zzt+9kerLGj7cfxPeEsB3xnI1LueuhKeJI4RuK+Rd+uIN/+vaDVCpNTj5pgG37q8SxotWKuP2B/axb1s9gOc+zz1rKR2/cxi3372f3/iprFvWilKJRaxO2tc7g9XdNkA88RIT7Hz7I0oESe6cbLOktcN4po/z65Wv45P9s5zv3TBBFMc8/dxnv/8WzOX1ZP/nA49q7JyjlffZVmnzk1edRygdcdc4yVo31EseKi9aO0GyGPLR7hk0PH6CvGLB/7xzPOWMJF6wd4WubJmgtOY240EMwsgSvWNb0Z4OoXnP9Rspo0Dk4Ykbs+mH0P7pOWSVssbabK+U1q3jtWjIvyda0UuoILnKyMkGp5tH0CAxLUEjXsew+ATEDRd2g3ehZpJ/wfbzBRfhDY3rxNJGh1zekKdE5TTpJw7IH41bomHaq1UjqRmaxtOkqXcNqm5RnW9cJ242E9ZjTdGmvWdHO2fO1aKufB5MWdQSMlmnCTjVuK9t8bFJvANHB/WCFfq1DMsSUuF59tDOwUUh0iNqJ7TNzUZCZfmznSRnnY5uo3etT0Yj+TBu1JlqG9rWdlPTDMPxIojT3vo1qpwqLdUbW5qauqYqht3cKAj+aGWkjxUThvpUcX3iSlC4UcRwd1e3piMxhHQHtMOZXLl7JxpNHuGfHQQqBx4Y1w2zfNcuWh6cZHC3z8xetYGK6zuuvXEelETI0VCRX8PF9j5ecN874oh4uO30xLzp/ObVWxDPWDPPHP3s6F6wdYXS0zMYVA0zXWly1fjGXn7qIVz97DWJYfFEYc/YpowQ5n3zg87vPX8eDu2co9uSIY8UtD03yZy9az565JvdPzPLxG7fRaoSErZjFQyWu+eEOPn3bLs5c3MuuAzV6yzn27q+xfWKWv/zW/eQDjzt3aIe7Zkkf19+lhzWeuWqYsB2za7JGuTfPDZv3Umnqxfmvrt+mo5RSP/7QmNOqA3QtxzijR7OpvEcthq7GZVWyjQPTfTWmD6dV1woRVvTULO6kZYEk1TvjIo6g83nAjTex72HSbhKH5EQPgKy2Y6qDq7Rj9fNITz/ewIhRiDD6gqZuJSnturgVoqKYsN6kXa0T1vSVe2zEgRMyRqrZOE0Jt4MZrYp92MSrHUSJR1wa0ASSdh2VT/rGNBVejAPL6WNmF/0UE9P2DwUr1yeNze53SQnepnqx9OPoEESOw6S+OiSNUqQFmwo0joyU4wYtJZUMwYw6X2fOmw4B2nkQz8fLFx/N9jPRXZyKoNz3Tdts2KuulmbTlalz1csXE4fU4bTaCeX9SVC6yPqwHhuZwzoCyoWAO3ZMc9Odj/ArF6/k3t0z3HnfPk5fM0ypN8+VGxbrWVStiOsf2E8h8JieaVCdbVIuBrzqzMXsm23yvFMWceGKQVphzKe/u5Wv3buHgXKOi9aOMFrOc9aKQf7jjl1MzDS4fcdB/uiq9awcLdNuRhyYa/KGZ6/lqg2L+dfvb2Pt0n5UrOjpL/Cic8d555c38S/XPsjsdINWIyRfDFBKMTnbZNHiXn64aQ8f/sF2Llo7whnjA4wv1gvewz+Z4cFHZtm+a5ZdB2rsmKzSP1BAxYr7ds/w7l84C88TanMt5mbMaJUwZny4xLsfLOir9pFxvaD39OP39HWkxKKZKUfzTve3WFaYU4qwV9i2yJ0zVGc35sKOI9Ej493k2bCp31vFemSHMgQBG0kBToUBkvTgoeSclEKiFv05TXefaUaEQyvA95F8Scs1lbXEVNxqEBuqt6W5z4dnIpx2paap/62Gpmc3qsnCbeyzIzskCs3MsDCZKAyoQq9ztCpX0n1ZNgoJimZUu2iShhk5IoEevChBvoNYEE/uIhhfS7R/tx4VU+xxZBltuOf0EjvqMqno1i3odgE3Tmg+rJNRtt5l65mu7pc6J9JqIaQp5ikn5WpRyYKdXrw7WH2mzy/9nmIcWAcO8RmWaOEIHa7uFnccD5U+n825fKxQqe+UOaxHI3NYR0CtqRXYzz1zCY1Iz796x/85g4f3zXH5+jF2Hajz+Ru2MTfd4Jlrhvmlc8bxPGHjqYuYnKzxh19/gLAd8fb/vIs//tzdmrm3pJe873HPzmnu2TnNZK3FC08d464HJ7nz/v1csnaED//PNvKBx6KxHvYerPPP332IQuDzKxevZGK6ThB4RGHMbdsPEEcKzxNOWtbHxpNHWD5aZni4RBB47N87x8Bwielamx1TNb5900/YsWuWRrXNyFgPM1M1fuPKk5mZbrBytIdzVw7x6stW8/ILV/COq+9m8WCRYjlHoZjjkZ0zbJ+YZdu+Kt+8bTdR3yItGFvs0YyzIO+udsHUtMwgQDXvqjopoKfki1L6hG6fsJUonts5RmFLNxo72aWWIy44BQyrtpBKF3YIsxq4AXxGTULikF4vohR4VKXoRrRLsVfTwos97vvFrZC4ZSjynqf70kzfj/heoojRDhNSRqwZesqk4dwsJxUn0Z7TVdSEE7+yF3JFTe03UEHeiQaL7eOa31Z4iIXcEVt6+lE1o/Ae5F1fnEslmlRmuunWvj793vp3TvcvJc9LYNK9np7DlSbXuNda6aaU6oVrxCZJ+6Ujno60oqsfJo4QE9WmmZrzI6aO75Cq9aXfL/2eh9ISBMz52XjMCPBxQamsD+sxkDmsI8CKze6YrLJlzxwvPGMp7/vGAyweLHLv7hluf3CSU9YM8aJnnkRvIeBtX72X804eZfNDU/T0F9gxWWX9ikFec+XJiCc06yG7H6mwfLjEmkW9PLT1ALsP1Nm0r0JPfwHxhI9+ZwtLB0vsmKwxOVnjVZesoq+c4zM37+Bj1z3Eq55xEusW91E5WGfjikE2rBlGRNi4YpC7Hpxk12SNsf4i1UqLizcuJYoVs5UmP95+kNf/7HoAnnPeOHt3z1Is5/nBQ1NccdZS7r5vH3fvnKYdK04d7SGOFact1TTmdjPkxZeuwvM9/vdunTZ8wacfQuVKsHg1ft+gjkAKRacMIab3Kq5M6yGIs1OmaVWP4FDVWZeqsVeoNn1mr6bdvmb6rWpUEy2+dsOoRbSdkrfTGTTbHIPOLkoqNhp3KUFV4/jSC36/H9HjRcR9Y6hAj7X3+oZ0CnRgBL+nD7+YNNtaB+X5Pn4u55yV3Q44eSdlWHC2XqTazUQ7r103tSyzra3VP/zZCe3EzNRcr1FxjEYVFBPyiWUP2nSb6TtyZASzAAeLxmkfPKjHpcRGd7CoU56aXKJ/n7hW0f1aNqJrJzUbO/vrUQt1B6swaRiXUk/STJ1mG1pdPrsYm9pS+nMc5vU/uedT6UMLV9Oa77BTfV+PilZSY2PmO8T0+BUgueAw59eTEWGhjh9LUETeaIbcbhaR/5vafsgBuAsBGUvwCJitt7nmhzsYH+/nxtt2MVNvMzRUZMlAiT0zdYo9Od511Wm8+D03ct7GpWwYH2B/pcHK5f28eOMy3nP1PdTnWmwY76dRbfEbLz6Nz934MNdt3kurFSGecM6KQb5x7x4mH5nlvI1L2TFZ5Y4f70M8YcPJI0xWW0xO1Xnh+eOMD5XZPdsgUopiOe9mc520tJdWGLN6eT/nrBzizh0HOXXlIN+7eSc/+6zV3Lt7htddspr3fedBFo31cOHKIb57+25Wj/cRxTHPPnmU+yZmKed99leafPWO3fzm89dx07YD1GabBDmfm7ZO0VvO0VvOccHqYb72g4ep9Symd+dtyMBIR81ExRWiRgsvb06xdhu8eSwrSJpHTVOxBPlEMDf1O1h1AmVfg2a0SdR2ZAS3WPn51AtjJ+Uk7Xpy3wwfTAurCqYuhBZcbcS6R65Y6NM9XFHbNd9G+SKSn8UraWJFWKt3OCdb2xLfc7R/8T3tgEFHWTk9B0vVq3pWmJEUkkLb1Zg8Mx3YKbJ7waMchLRqOuKy7EcvAKw4a8vVhRToNG6Qg3yR3Mio3qfV0N8LnCo7dmSK0ejz07+tYXaKbxZz06Ok4hgp5jrss5GJo49D5++fjprSDMKmidiiyGhY5juju7iTdWgjPPH8R4n+WnFa1YocY7CjLpYeK5JqHE5HXB1kEOsEUxGarcUeO45PH5aIXIGeHbhRKdUUkTGzPT0AdxlwnYickpK3O6HIIqwjwOr4/f6z1/L2X9jIAw8f5Ir1Y/QVA9Ys6qVyoM6rPnU7uULAXKNtJhB7nL96mH/44j2cfMoIvf0Fcp7HWRsWU29FnLl2mN3bDhJHMYOLerh/b4WpuSYqhpGePL91+RrOOGWUn33mSdz/8EGu27yXX3/uWlphzI827+Xrt+1iw3g/YTvijh0H6SsEWjHjYJ0N4wPM1Nr83uVr2DfbYHhJL9/84Q4mp+psPVClNtdi/74qf/elTdTmWty/9QD7ZpvkPGHPvir3bz2A7wlvee46rr13D7dv2sPrXnQaY0t6ObC/yrrFfaxb3Md/fP1+2s2Ii975HVT/mCNXpNNmVhFC2cI2uCvruKYbjvWCmFyFJwtH5Byg04YzV90qFZk4AVYj6UTYxmtU8BoVI/Fk611GtdtONzYLnGcjmjTrUClExZREtwzE5SGdGiz06tpQSfeheUNjWlsxyOEX8/jFPEFP0TlpLxfoWz5IHFecpHOUneYbtolmpohrszrKNLOaXBzjwOgAAB5vSURBVHTaqDrGpIQNvMYMcbHPfB+9oHpNnU4VFesJxCmkFceT36GNv2g8ObZx7ESLvR6tG+mV+9yYFTc+xZIyjHyVpa9bwoSVcXJ1pSBxYCrWKvBOJNj8tUoVTkbLphc9Xzv2dtvMH2ulUoQp2j7Mu59yPOAal+1+SQ0ulWa0kVKQaiVIqXs4J2Id1SEinA4iyxOErmHFR3U7RrweeLcZdItSyk67cANwlVLb0bqrFx7rhz1ZyBzWEeCJ8Ac/dzpv+ugtfMeQLZYPlPjWzTuZmGnwyivWUJ1tUijmePHGZdz2wH5uvnUXvie88JJVvOHyNQB8/4F97DpQY/1YHzO1FhvOGGNyd4W9P5nh0tXDTM80OGfjEm7dOsWNWybZ/NAUW/YmI0Fq7Yht++foHyxy+soh/vW/7kNMx+t3bvoJW/bO8cCOaW7dfoAfbZlky1SNdYv7WD5aZtXqIVaP97FlzxxnnjzCyuX9LFnax5lnjBHkfGanG/z3j/cSx4qBkTLfvusRthyoMl1rc+m543zptl1MTtZYs3LQzd5aeeoo+VLAyesX8Z4HjEZgqQcVtgkWn2TmMaUWylTtytZGOhqNrVZbGodK59g0ktHDcxR6I5JKfRbVmNOOzDofO68p1a8lYQOvXdPMPFv/sgSOlFhrSbVoSUDcM2IWLvMepR53NW+Fcq3iRVr5wqq6A0YVw08csv2OqfqP+y5mQY0tNb5e0anDZhWJQvyZPabnKlW7smrm8+SI0tFEWt3BX7JaO8iZKa3okapfpX8Lz7QtWAkuZ69Nq6UcFyR09Pl1LsBdhKQloJzTSjux9OvTpJ1Ua4R731R01uHQSJy1uzBy51Jn/aqzzndoZqRV3HA2zn/Nk4HjxxI8BbhMRG4Wke+LyAVm++EG4C4IZCnBIyAfeLz3q5vxPOHlZy9j68Ea1/54L0HeZ8N4P5/67wd49jNWsG3/HH/3mTvoHSwyuKiHa27fTRzFTFVbXLF+jE997T6ee+kq7ttX4ZGpGheePErz9EWU8z5f37yXFYt7Ge7Jc/f+KvUlfYgnlPI+V12wnFYY89kbtnFw7xy3vuv5/PK/38XvvOR07tk1w307pxkYLVNptHnu2UvZdbDOxCMV9s01+Z+7HqF/qMSy4RK9xRy/ffFKPvLDHZyzcoixvgLlnM+P+oqcOd7P3kqT/sEiP9kyxXMvXcUVq0b44k0/4RmrhtgzU+fVz1zJ5kdmma61mZipc/mpi4jWjbKor8CBaot9S85lUW0XfhwTHdynUy+FIp7rpWkl6Zu2XuQkl4dG1Y1msH1OKo5QrVStwKSxbPQVW1aarSmYq3sLL1/UtTS7wdRolJ9HTKpMPK12LmJYhfmybkZuN3QdyDpbFZNXMV5jljhXRvrzSLOKmp3UzsrziFoNpGDqVFV9kWFTgLZPS2It5xSHbS1iYRls4OZXgUmtRRHQdk3XcRwhYVsrb6T6fsTzkim7YTNZQD3jANLUcZMSjFsNTQEP26jJXQSLT6K1axvMTKHCtmkubiRRTzrt1W5BoWS2aYcqedMs7VKO2pFJWgm+Q80kJZoLScQyL1pKpw6dPJQliKTHp9joPa3rZ2WYrB1BTqcWU8r17rOZVyObB5W21zSGJ6QPr4NJeagJsU8Ej8MZjYrIbanHH1VKfdQ+EJHrgCWHeN2foNf+IeAi4ALgahFZw6G/xoKZFpk5rCPAN0SJZz1jBX/06ds5b+NSXnD6YrbtqXDb9gPkCj7nnjTI0sEi2+6fpN0MKffqxa6nJ8+Ptx+kt6APcyuK+dx1D/GH/+cMrn9gPxesHubW7Qf4xne38tLnr6PWilh/6igvPWsZpy3Vw+Du3HGQDeMDvPCC5Xz/vn287upN/O7la3jnZ+/k7a/YSL0VsXOyyiXrRjkw12LNoh62Tsyyefcsb3vpGbz3az9m5bpRJmYa/OP3t7FvtsGG8X627J3jeacuYvlwibOW9FMbibh01TATlzT5x2vu4+aVg/zqZauptPQ/z+dv3ckZ4wOcvWKAi9cM04hirr13DxtXDJIPPG59pMIlK1YwAHh9o/DwJqKpPUiQJzYRlVa20EV91U6N2vB88GIkn6pDWaeVL7oIwYmpmjSWZRU6hpvt4YojaDZ03cy8TowCuKZ658CuCeKhgoKLtFRQ1LwF27yrFKKqZiJwDRX0IbkSUuxDZvYQH6zqNGGQI6pXNfHCpATF91BewhKMCfEIUF4ENn3k+fq+jTQMOUKrruMGKaqwBS1PO1Uv1a8U5PRC7Pn6+KEdmbLqDqlzWddu4oT9Fsf4AyMEc9M6PVk56EgFUu7H831NDEHX3JwQbZBLoqCwhbK/n6cdjdZMTNJ3Mq9uqTUm64lKyHy2nv39XdrLHI8gj5j6luT0rDL91xBF4tj1882PwOzzdh/A1cdsHdX9HtbeVC9ZOnXY8f2NrenpA8cCpRTR0acWJ5VS5z/Ge115uOdE5PXAl83EiltEJAZGOfwA3AWBzGEdAZMzDV7/wlPYN9vk7DOW8Mw1w3z1rt2E7YhPvHQd/991O/nEjdtYv2KQX37RqYz2FvjxI7PMNUOm5poUSgErR8u85ufW851Nexha3Mupo7184JsP0Aoj7r3jEd786nP44ZZJmmHM6y9bw+Z9FbbsnePCVUOU8gFfuXE74gnPOGMJ564c5It3PcKp60b4wLUP8Nor1vLfjTbXbtrDFevHOGmwxG88ay0fvX4Lc6eMctUzVnDD5r2UigEvP3857Ujx3fv28uCWKX79ghV88MZtrBwqc86SPu7cU+GcpX185reeQSEQ9ldDYqUY7y8yUAi4Y2IGzxMKgceeuSY/f9YyTh3t5bvbJhnrybPlQINz+/rwGhX8kaV45X5aD90DmLx8u61Za3YBwUQThoVmr16t43ELjEsx2b4Xk3qy7DXr9Gzdw2rXOR3AHCqO8Iwd5OzoeFOgj8wVOehalxck6hFGCd6vThEX+/Are4lzZeLSAJ6KCTyPcGoPqtnQKvalHk2iCHTaJiZE4pTeYE6nBj0aSdRgVRZsZEFqYYyiTnFb0M7I83WkaURkba3pUaoQdiZXuoF7XkNusPgkXUM7uE87AaPoLn1DLnrCLNLu4sDakh6UaJ1k7HeSMmh30Nedw7C9Uva9XATz6PqMCtvOAUu+mPRtgYn+SL63Py9VZ6OwIPeofjGbJrREDMtadOlR85x2UpGJ9DHp6ZjD0t2fKI6f+O1XgecA3xORU4A8MIkegPsfIvJeNOliHXDL8TDoaJDVsI6A8eEyM7U2hcDjjZet4SPffIBzVg7xvLOX8dc/mGCkN0+hEHDR6mF2TNW4+uaf8I3rHuLhfXPcev09rBrr5Ys/3MF//egnAKhY8Tsfv4VTVw2xccUgp2xcwu4Ddc5fPczKkR4ePlhjx2SNX3/GSfznTT8hihXiCS+7fDXb9s9Ra0ecv2qIF2xYwvPOXsaHrrmPc1cOcdHaEeYaIV/fNMG5S/tZsbiXSjPk2tt3c2DPHLMzTf7jpp8QK8Vwb4FyX4E3fXkTB2ab3LhlkvfeuI3zl/UxUPBpmynHA0Wf/qLPhkVlmlHM2Uv68UUo53x68gG9hYCtB2tctmqY/kJAzvPYR79mqgU5vP5hvL5BMzvL0N2tKK5JGdmFoWM+VpranEJcnU1GWtRmkwjNpKHiRs3Vb1zDsoF4vqFgRx2qBCpVE7ESSaSU4QHntLxGRacFVYw3tx8VFFClfrxyX+pzPE1a6BvEK/Xg9/S65mJLQrEMQn08HnsciavfmH2tYoT+fqn0JoZ52Ky742LnPx2qliRmkrD9/pIvGtq51f9LmIrzIx+n6p6KRubXoUj/1odC+kKjQ25pnrNKpQudVmNsVFF8v9NGu1/U+bfjvVKwk5Mll0uRLdKRU6rml2YP2tfbVOchvscTx3GrYX0cWCMi9wKfA16jNB5rAO4JRxZhHQGFwONnNyzmk7fs5LvbJvmbXzybnTN1dh2o84xVQ3zo21sYGioy3WgzWMqxaqyXl16wHID3PzDJ8qESY30FrrlhG5O7Z5ne9RB+kOdnL/4ZSnmfl5+/nI9d9xBvedFpDJZyVJohW/ZW+OD/bOPXLl3N1+95hEa1zcR0g0qlyZljfXzuzt3kfY/zVw7xvAtXMDXXYsveCuuX9nPDNTezc+8cr7p8Da84fRE/3DLJvmLAumX9/MlzT+bXP3snM1M1iuW8Hm0SeNy9bYqXX7yS3bMtTh4usqgcuGGReU/I+x7rR8sopVgxUCBWsHqoRMEXdwVaDxXDJZ/AF3b4Y6zxDqL8HLlV64mmJogr03okias5GNHbFDFDxbGjfIMRx01fIaeeS6KHSF/Rg16szWBCKZS0QwxbYFJUmjJvr7BtHcOQJMzIkvRIkrTYbrrpWMKGZiQ2Kpqtt2glQf8o4fZ79dW/iUSkqEko4vt4QYOo2Uzo7qapFkgGGaaRVpmwKc3UQmVTb4Rt4jjCS6k4OEeUTsWZiDWtmafClpM0klwOr3cQZVKSXrlPk2Ps/jbCMVGvE6YNcsnxj2M9FRpLU9dp3jR7zkbQVjnC/Zb2t7KP7fNeakaXOSaPimpcrSzl+A7rKO1UZZM+LFj6e0oRIz1JgFTK2aZEc3k96fhQNjwJOB4RllKqBbzqMM/9LfC3T7kRTwByFEN3n9YQkQrwwIm243FgFB3adxO6zeZusxcym48HRoEepdSiJ/oGIvIt8z5Hg0ml1M880c/qRmQO6wgQkdseq7C50NBt9kL32dxt9kJm8/FAt9nbjchqWBkyZMiQoSuQOawMGTJkyNAVyBzWkfHRI++yoNBt9kL32dxt9kJm8/FAt9nbdchqWBkyZMiQoSuQRVgZMmTIkKErkDmsDBkyZMjQFXjaOywR6TvyXgsL3WZzt9kL3Wdzt9kL3Wdzt9n704inrcMSkR4R+WfgSyLyyyKy+kTbdCR0m83dZi90n83dZi90n83dZu9PM562Dgv4K6Af+BvgHODdJ9aco0K32dxt9kL32dxt9kL32dxt9v7U4mnpsESkF+gD3qWUuhGtm+WJyDtPrGWHhoj4IlICeukem7vmGIuImL89dIHN5tjav11xTojIYvO3a2yG7jqPnw54WjgsETlNRP5FRN4kIv1KqTm0XtcvAyilpoG/B14uIocaeHbcISJrReS1AEqpSClVRw9j+0WzbUHZLCLrROT9IvI7IjJkjvFiFqi9ACJysoh8BHiriCxTSlVZoMdYNAoi8kXgb0UkZ47xMhagvRYiskZEPgf8nYh4C/286Ma14umEn3qHZfLN/w5sBc4C/sXMf/lj4BdExApV3gN8D3jRibAzDRH5XeB24A9E5GWpp/4c+EURseKYC8JmEXkH8BVgN/Bs4GPmqb9gAdoLICJ/AXwJeBA9Lvyz5qkFeYzN6IcmsMjcXmGeWpD2AojI3wHfBr6vlPoNpZzk/V+yAG3uxrXi6YafeocFnIZWNf5/wG8D9wO/CswA1wDvBSe3HwH7T5CdaWwFXgf8KfDLIlIEUErdBXwX+Afz+ITbbNJoc8ArlVL/F/g14DQROVspdSdwAwvI3hQ2Ay9USv0D8IfApLmivhO9GC2480JE1qKP9XXApSKyXCl1B3AjC9Be9FDAg0qpDwOIyBITGdrzYqHZ3I1rxdMKP7UOy9YlgHuBhoicppRqA98ASsBlaIdwsYj8toi8ALgcePS40+MEET2ASSl1Lfrq/y7gAPD61G5/CFy2UGwGasCXlFKbRaSglGoAdwJ2QNBbWFj2AqCU+oJS6hERORc9PmYQ+GtDXX4zcIlJby4Ym9Gjyjej7a0AzxeRQeCNLKzz2AdQSr0VGBORvxSRa4B/Aj5rIpU/YIEc425cK56u+KlxWCJSTj9WieZUDp32udRsvw3YBZxh6kKvBcroNMU/KqW+fgJtjlP3FTrF9mXgShFZZ7bXgFcDPcfb5vn2WjuVUhPmftMsVuegHe0JtfdwNs9DHnirUup55v47zHnxq+jF6oQf4xROBVYqpf4XeBidDvysuUh4HQvnPE5PIHwn2jl9Ej0wsAa86UQe4/nohrUig4FSqutvwF+jUwy/DZxutvnAK8z916LTUheZxxcBmxagzR66GO2l9lsCvAt4p3l8CkYDcoHaeynwdXNfgCUL/Rin9j8H2AT0LkR7gaXA3wH/jHZYNwJ/daKO7xFs/iXAN48XHeIYl0+Qve8CrjD3JbV9wa4V2S25dX2EJSJvBC4E3gGsQLORFgFF9GIP+h9qD/Bnhqa6CrjlKK6+nxI8hs0lYAQo2jSFUmoP+ur0NSJSBV6MdgQLzV6bAhwEbjZkkc3AC1IplwVl8yFedgpwK3oC/XHFUdgLmmxxOZpm/Uzg7cBJInL28bYXjmjzMOYYK6XStZ71wC3H2VREZLGIfAp4A9ppoazXElmKPrawwNaKDPNwoj3mE7mRqMwH6Ca+q8zjPuAfgY8c4jUe8B7gq+hc9YVdYLOPpgDfDNwEXLaQ7TXP/xs6t/+F42nvMRzjAfTifwNwPXDBArd3eer+CDDeBce4CJyLJrOcqGPchybZAHwfeP1jvOaErhXZ7TF+zxNtwOMyVvdD/DPwVmCt2fb3wNWpfcbRlPALUtt6zF+PVHpigdtcsn8x6YoFbq89xr8J/FqXHOOC+fsi4Fe7wN6y+eth0m1dYHPR/L1iARzjUsqW+4Eh8zidGjxha0V2O/Kta1KCIjIC/CdQR8ukfERELkR3np8pIueZXSfQV/c/Y163FHifiJyklIpVZ3piIdv8fhFZpZSqK6W+0AX2/qOILFVK/atS6pPHw94nweZ/FpFxpdR/K6U+3QX2/qOIrDDncfTod1+QNn/AHOMbTuAx/pCIXKE0cQKl1A3A3WjSCsp6reQYH/e1IsPRoWscFrrgPKCUeptS6s+Ab6KbJ5egr6TeB45pFwGT5nUzwNuUUj85/iYfs80Pd5m9E8fZXjh2m3d3mb07j7O90P3H+NvAz4jIOal93g68UESWi8izRORMc/6eqLUiw1GgmxzWQ8BuEbnMPP4qEAJXKqU+CJRF5M/M81dhiAlKqZpSauaEWNx9Nh+LvdMnwF7oPpu77ZyAn45jHKH7qAJj28PouvDD6HqVtflEnccZjgILzmGJSElEzrJNtCn0oxtpLxSRQCm1FbgP3ZsC8Br0ld27gGuUUh/KbP7psLcbbe42e7vR5sdp7/3AasAXkZxhsT4beItS6gKl1D3Hw+YMx4gTXURL34DfAX6MLtw/qtcInYZ4HwkzaQzYBgym9gkym3967O1Gm7vN3m60+VjtRdPrT0gvWHZ74rfgcI7seEJEBoD/h5ZAealS6v55z3tK58evQ/dL/J6IbEEzge6C5HsopcLM5u63txtt7jZ7u9HmJ8HenLH1vqfa1gxPPk6owxIRX2m20xxaAuVTSqn7TfPhBuB2pVRFKRWLiCilDqIZP0U0pfZMdJF08rAf8jS3udvs7Uabu83ebrT5SbQ3Y/51MWxT3fH9UF34/Ct0Y+wNSqlviciZ6PD+LHQz5wNobbfPKKW+bHLRYeo9RpRSU5nNPx32dqPN3WZvN9rcbfZmeGpx3EkXIvIsdHPhEFpo8q9F5DKl1Cb0nJmbgWegB6b9J/A2c8XUkW44zv/kXWVzt9nbjTZ3m73daHO32ZvhqceJSAnGwHuUUp8BEJGNaH28/wE+DzSUlvZHRH6MLqz2iUhFnYhwsDtt7jZ7u9HmbrO3G23uNnszPMU4EbT224GrJRFLvYmkB6KSOgH70JM+a0qp2RN8Anabzd1mL3Sfzd1mL3Sfzd1mb4anGMfdYSndTNhUibTMCwDXvS8inoi8CfgB8KBS6o3H28b56Dabu81e6D6bu81e6D6bu83eDE89ThhL0Fw1KbQa+TfMtjOUUveKyE3AF5RSj5wo+w6FbrO52+yF7rO52+yF7rO52+zN8NThRCpdxOieiEngLNEjtN8mIv1KqZsX6AnYbTZ3m73QfTZ3m73QfTZ3m70ZniKcEFq7+3CRi4AfmtsnlFIfO2HGHCW6zeZusxe6z+Zusxe6z+ZuszfDU4MT7bCWA68G3quUap4wQx4Hus3mbrMXus/mbrMXus/mbrM3w1ODE+qwMmTIkCFDhqPFglNrz5AhQ4YMGQ6FzGFlyJAhQ4auQOawMmTIkCFDVyBzWBkyZMiQoSuQOawMGTJkyNAVyBxWBkCPYBCRu8xtj4jsTj3+4VPweeeLyD892e/7VEJEVonIvcf4Hn8lIlc+WTYdK0TkeyJy/om2I0OGo8GCmDic4cRD6REMZwOIyF8Ac0qp9zyFn3cbcNtT9f4LFUqpPzvRNmTI0K3IIqwMR4SIzJm/zxaR74vI1SLyoIi8W0R+RURuEZFNIrLW7LdIRL4kIrea2yWHeM9ni8jXzf2/EJGPm6v9bSLy+4fY3xeRT4rIveaz/sBsXysi3xKR20Xkf0TkNLN9sYh8RUTuNreLzfa3mPe4V0TebLatEpH7RORfRWSziHxbRErmufPM638EvCFlzwbzve8SkXtEZN1R2vtJEXm5uf+wiPyliNxh9rG294rIJ8y2e0TkZWb780XkR2b/L4hI77zPXC8it6QerxKRe8z954rIneY9Py4ihcP9zub+y0XkkymbPywiN5jf51nmPe6z+xyNfRkyHCsyh5Xh8eIs4E3okeOvBk5RSl0I/Btg1bLfD7xPKXUB8DLz3JFwGlqN+0Lgz0UkN+/5s4FxpdQZSqkzgU+Y7R8F3qiUOg94K/Ahs/2fgO8rpc4CzgU2i8h5wGvRQ/8uAn5TRM4x+68DPqiU2gBMG7sxn/P7SqlnzrPnd4D3K6XOBs5Hj20/GnvnY1IpdS7wYWM/wJ8CM0qpM5VSG4Hvisgo8E7gSrP/bcBb0m+klLoPyIvIGrPplejxHEXgk8ArjS0B8PrD2HM4DAHPAf4AuAZ4H3o0/ZkicvbR2Jchw7Eic1gZHi9uVUpNGHmcrcC3zfZNwCpz/0rgn0XkLuBrQL/omUWPhf82oyQmgX1oZe40tgFrROQDIvIzwKy5gr8Y+IL5rI8AS83+z0E7AZRSkVJqBrgU+IpSqqqUmgO+DFxm9t+ulLrL3L8dWCUiA8CgUur7ZvtnUvb8CPhjEXk7sFIpVT+SvYf53l9Of6a5fyXwQbuDUuog2sGeDvyv+a6vAVYe4v2uBn7B3H8letDhqeb7PWi2fwq4/DD2HA7XmDlTm4C9SqlNSqkY2GzsPlr7MmR4wshqWBkeL9I6bnHqcUxyPnnAMw+xiB/t+0bMOzeVUgdF5Cx0FPYG9KL8ZmDaRDlHA3kcn18y+x9Su0wp9R8icjPwIuBaEXmdUuq7R7D31x/jc9Pf+VCfK8B3lFK/9BjfAbSD+oKIfFmbobaIyNEen/RnFg9jZ/o3t48DY//R2JchwxNGFmFleCrwbeD37IPHsWAeFibl5CmlvoROmZ2rlJoFtovIK8w+YpwEwPWYtJepJ/UDNwIvEZGyiPQAL0WPWz8klFLTwIyIXGo2/UrKnjXANqXUP6GjyI1HsvdxfN35x28IPW33EhE52Wwri8gph7B5K9p5/CnaeQHcj44YTzaPXw18f/5rgb2mDuahj83jwVHZlyHDsSBzWBmeCvw+cL4hDPwYXe85VowD3zPppk8Cf2S2/wrwGyJyNzo99fNm+5uAK0RkEzrdtkEpdYd57S3AzcC/KaXuPMLnvhb4oCFdpCPGVwL3GntOAz59lPYeDf4GGDKEjbuBK5RS+4FfA/7TECluMp97KHweeBU6PYhSqmG+xxfM8YiBfznE694BfB34LjDxOOzlcdqXIcMTQqbWniFDhgwZugJZhJUhQ4YMGboCmcPKkCFDhgxdgcxhZcjwGBCRN4tI+Qm87tdEZNlTYVOGDE9XZA4rQ4bHxpuBx+WwRMRHExAyh5Uhw5OIrA8rQwYDQ3W/GlgO+MAX0E7nBhGZVEpdISIfBi5A92l9USn15+a1DwMfB56PZuCdD3xWROo8/p60DBkyHAKZw8qQIcHPAI8opV4EYJQuXoumlU+aff5EKXXARFHXi8hGpdQ95rmGUupS89rXAW81Ir8ZMmR4EpClBDNkSLAJuFJE/l5ELjNyTvPxCyJyB3AnWkvv9NRznz/E/hkyZHiSkEVYGTIYKKUeNAK5VwHvEpFvp58XkdVogdoLjPTSJ+mUMKoeN2MzZHgaIouwMmQwMKy+mlLq34H3oOWUKoAV7u1HO6WZ/7+dOzZBKAiiKPpeFVZhAZZgbTZgaBdWYGwHphYhiMEXNPrRTwbOyXfSyy7LtN0lOa6M+z8HbMANC372SU5t30leWXYRHpJc2z6/ny7uWVZAPZLcVmZdkpx9uoDtWM0EwAieBAEYQbAAGEGwABhBsAAYQbAAGEGwABhBsAAYQbAAGOEDt/CND/hdfuAAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kazr['reflectivity'].transpose().plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"rwp = xr.open_dataset('~/data/arm/cor1290rwpprecipmomM1.a0.20181111.000005.cdf')\n",
"sm = np.min(rwp.height_t.max(dim='range_gate')).values\n",
"lm = np.max(rwp.height_t.max(dim='range_gate')).values\n",
"rwp['max_ht'] = rwp.height_t.max(dim='range_gate')\n",
"rwp_sm = rwp.where(rwp.max_ht == sm,drop=True)\n",
"rwp_lm = rwp.where(rwp.max_ht == lm,drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(737009.0, 737009.25)"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x792 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rwp_lm['range_gate'].values = rwp_lm['height_t'].isel(time=0).values\n",
"rwp_lm['diff'] = rwp_lm['snr']\n",
"rwp_lm['diff'].transpose().plot(figsize=(11,11))\n",
"plt.xlim(['2018-11-11 00:00','2018-11-11 06:00'])"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (range_gate: 75, time: 7678)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" * range_gate (range_gate) float32 0.1242 0.24915 0.3741 ... 9.24555 9.3705\n",
"Data variables:\n",
" base_time (time) datetime64[ns] 2019-01-25 2019-01-25 ... 2019-01-25\n",
" time_offset (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" mdf (time, range_gate) float32 -980.0 -2068.0 ... 5156.0 -7656.0\n",
" specw (time, range_gate) float32 1106.0 1030.0 659.0 ... 156.0 156.0\n",
" snr (time, range_gate) float32 531.0 31.0 ... -2003.0 -1887.0\n",
" noise (time, range_gate) float32 5610.0 5680.0 ... 5691.0 5697.0\n",
" tditime (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" rgf (time) float32 0.1242 0.1242 0.1242 ... 0.1242 0.1242 0.1242\n",
" rgl (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
" sitime (time) float32 0.656 0.656 0.656 0.656 ... 0.656 0.656 0.656\n",
" dly (time) float32 4.208 4.208 4.208 4.208 ... 4.208 4.208 4.208\n",
" prf (time) float32 10.0 10.0 10.0 10.0 10.0 ... 10.0 10.0 10.0 10.0\n",
" spcavetime (time) float32 5.124 5.124 5.124 5.124 ... 5.124 5.124 5.124\n",
" ncoh (time) float32 40.0 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
" nspc (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" nheight (time) float32 75.0 75.0 75.0 75.0 75.0 ... 75.0 75.0 75.0 75.0\n",
" plen (time) float32 417.0 417.0 417.0 417.0 ... 417.0 417.0 417.0\n",
" ipp (time) float32 100.0 100.0 100.0 100.0 ... 100.0 100.0 100.0\n",
" bswitch (time) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
" rgs (time) float32 124.95 124.95 124.95 ... 124.95 124.95 124.95\n",
" sampr (time) float32 1.2004802 1.2004802 ... 1.2004802 1.2004802\n",
" pcbits (time) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" vband (time) float32 29.049656 29.049656 ... 29.049656 29.049656\n",
" vsr (time) float32 0.22695044 0.22695044 ... 0.22695044 0.22695044\n",
" height_t (time, range_gate) float32 0.1242 0.24915 ... 9.24555 9.3705\n",
" lat (time) float64 -32.13 -32.13 -32.13 ... -32.13 -32.13 -32.13\n",
" lon (time) float64 -64.73 -64.73 -64.73 ... -64.73 -64.73 -64.73\n",
" alt (time) float64 1.141e+03 1.141e+03 ... 1.141e+03 1.141e+03\n",
" max_ht (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
"Attributes:\n",
" command_line: rwp_ingest -n 1290rwp -s cor ...\n",
" process_version: ingest-rwp-9.10-0.el6\n",
" dod_version: 1290rwpprecipmom-a0-1.2\n",
" site_id: cor\n",
" facility_id: M1: Cordoba, Argentina\n",
" input_source: /data/collection/cor/cor1290r...\n",
" sampling_interval: see sampr field\n",
" averaging_interval: none\n",
" serial_number: none\n",
" resolution_description: The resolution field attribut...\n",
" comment: Moments Data is presented as ...\n",
" blank_data: 9999 or 999999\n",
" frequency: 1290 MHz\n",
" speed_of_propagation_of_light: 3.0E8 m/s\n",
" number_of_points_in_FFT: 128\n",
" dcoffset_correction: 1 (1 = on, 0 = off)\n",
" number_of_data_sets_in_mode: 1\n",
" max_range_gate_for_ground_clutter_removal: 12\n",
" datastream: cor1290rwpprecipmomM1.a0\n",
" history: created by user dsmgr on mach...</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (range_gate: 75, time: 7678)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" * range_gate (range_gate) float32 0.1242 0.24915 0.3741 ... 9.24555 9.3705\n",
"Data variables:\n",
" base_time (time) datetime64[ns] 2019-01-25 2019-01-25 ... 2019-01-25\n",
" time_offset (time) datetime64[ns] 2019-01-25 ... 2019-01-25T23:59:48\n",
" mdf (time, range_gate) float32 -980.0 -2068.0 ... 5156.0 -7656.0\n",
" specw (time, range_gate) float32 1106.0 1030.0 659.0 ... 156.0 156.0\n",
" snr (time, range_gate) float32 531.0 31.0 ... -2003.0 -1887.0\n",
" noise (time, range_gate) float32 5610.0 5680.0 ... 5691.0 5697.0\n",
" tditime (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" rgf (time) float32 0.1242 0.1242 0.1242 ... 0.1242 0.1242 0.1242\n",
" rgl (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
" sitime (time) float32 0.656 0.656 0.656 0.656 ... 0.656 0.656 0.656\n",
" dly (time) float32 4.208 4.208 4.208 4.208 ... 4.208 4.208 4.208\n",
" prf (time) float32 10.0 10.0 10.0 10.0 10.0 ... 10.0 10.0 10.0 10.0\n",
" spcavetime (time) float32 5.124 5.124 5.124 5.124 ... 5.124 5.124 5.124\n",
" ncoh (time) float32 40.0 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
" nspc (time) float32 4.0 4.0 4.0 4.0 4.0 4.0 ... 4.0 4.0 4.0 4.0 4.0\n",
" nheight (time) float32 75.0 75.0 75.0 75.0 75.0 ... 75.0 75.0 75.0 75.0\n",
" plen (time) float32 417.0 417.0 417.0 417.0 ... 417.0 417.0 417.0\n",
" ipp (time) float32 100.0 100.0 100.0 100.0 ... 100.0 100.0 100.0\n",
" bswitch (time) float32 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
" rgs (time) float32 124.95 124.95 124.95 ... 124.95 124.95 124.95\n",
" sampr (time) float32 1.2004802 1.2004802 ... 1.2004802 1.2004802\n",
" pcbits (time) float32 1.0 1.0 1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0 1.0\n",
" vband (time) float32 29.049656 29.049656 ... 29.049656 29.049656\n",
" vsr (time) float32 0.22695044 0.22695044 ... 0.22695044 0.22695044\n",
" height_t (time, range_gate) float32 0.1242 0.24915 ... 9.24555 9.3705\n",
" lat (time) float64 -32.13 -32.13 -32.13 ... -32.13 -32.13 -32.13\n",
" lon (time) float64 -64.73 -64.73 -64.73 ... -64.73 -64.73 -64.73\n",
" alt (time) float64 1.141e+03 1.141e+03 ... 1.141e+03 1.141e+03\n",
" max_ht (time) float32 9.3705 9.3705 9.3705 ... 9.3705 9.3705 9.3705\n",
"Attributes:\n",
" command_line: rwp_ingest -n 1290rwp -s cor ...\n",
" process_version: ingest-rwp-9.10-0.el6\n",
" dod_version: 1290rwpprecipmom-a0-1.2\n",
" site_id: cor\n",
" facility_id: M1: Cordoba, Argentina\n",
" input_source: /data/collection/cor/cor1290r...\n",
" sampling_interval: see sampr field\n",
" averaging_interval: none\n",
" serial_number: none\n",
" resolution_description: The resolution field attribut...\n",
" comment: Moments Data is presented as ...\n",
" blank_data: 9999 or 999999\n",
" frequency: 1290 MHz\n",
" speed_of_propagation_of_light: 3.0E8 m/s\n",
" number_of_points_in_FFT: 128\n",
" dcoffset_correction: 1 (1 = on, 0 = off)\n",
" number_of_data_sets_in_mode: 1\n",
" max_range_gate_for_ground_clutter_removal: 12\n",
" datastream: cor1290rwpprecipmomM1.a0\n",
" history: created by user dsmgr on mach..."
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rwp_sm"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(737084.7083333334, 737084.75)"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rwp['snr'][::10,:].transpose().plot()\n",
"plt.xlim(['2019-01-25 17:00','2019-01-25 18:00'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"kazr = xr.open_dataset('/Users/snesbitt/data/arm/corkazrcfrgeM1.a1.20190125.170001.nc')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x11e37bc18>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"kazr['reflectivity'].transpose().plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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