"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hindcast_detrend.mean([\"nlat\", \"nlon\"]).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Anomaly Correlation Coefficient of SSTs\n",
"\n",
"We can now compute the ACC {py:func}`.climpred.metrics._pearson_r` over all leads and all grid cells with {py:class}`.HindcastEnsemble.verify`."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:21:05.287699Z",
"start_time": "2020-01-06T18:21:04.899329Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<xarray.Dataset>\n",
"Dimensions: (lead: 10, nlat: 37, nlon: 26)\n",
"Coordinates:\n",
" * nlat (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 27 28 29 30 31 32 33 34 35 36\n",
" * nlon (nlon) int64 0 1 2 3 4 5 6 7 8 9 ... 16 17 18 19 20 21 22 23 24 25\n",
" TLONG (nlat, nlon) float64 250.8 251.9 253.1 254.2 ... 276.7 277.8 278.9\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" TAREA (nlat, nlon) float64 3.661e+13 3.661e+13 ... 3.714e+13 3.714e+13\n",
" TLAT (nlat, nlon) float64 -9.75 -9.75 -9.75 ... -0.1336 -0.1336 -0.1336\n",
" skill <U11 'initialized'\n",
"Data variables:\n",
" SST (lead, nlat, nlon) float64 0.6272 0.6248 ... -0.05417 -0.05513\n",
"Attributes:\n",
" prediction_skill_software: climpred https://climpred.readthedocs.io/\n",
" skill_calculated_by_function: HindcastEnsemble.verify()\n",
" number_of_initializations: 64\n",
" alignment: same_verif\n",
" metric: pearson_r\n",
" comparison: e2o\n",
" dim: init\n",
" reference: []
"
],
"text/plain": [
"\n",
"Dimensions: (lead: 10, nlat: 37, nlon: 26)\n",
"Coordinates:\n",
" * nlat (nlat) int64 0 1 2 3 4 5 6 7 8 9 ... 27 28 29 30 31 32 33 34 35 36\n",
" * nlon (nlon) int64 0 1 2 3 4 5 6 7 8 9 ... 16 17 18 19 20 21 22 23 24 25\n",
" TLONG (nlat, nlon) float64 250.8 251.9 253.1 254.2 ... 276.7 277.8 278.9\n",
" * lead (lead) int32 1 2 3 4 5 6 7 8 9 10\n",
" TAREA (nlat, nlon) float64 3.661e+13 3.661e+13 ... 3.714e+13 3.714e+13\n",
" TLAT (nlat, nlon) float64 -9.75 -9.75 -9.75 ... -0.1336 -0.1336 -0.1336\n",
" skill "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"predictability = hindcast_detrend.verify(\n",
" metric=\"acc\", comparison=\"e2o\", dim=\"init\", alignment=\"same_verif\"\n",
")\n",
"predictability"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the `pval` keyword to get associated p-values for our ACCs. We can then mask our final maps based on $\\alpha = 0.05$."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:21:06.057339Z",
"start_time": "2020-01-06T18:21:05.858498Z"
}
},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
" setTimeout(function() {\n",
" var nbb_cell_id = 11;\n",
" var nbb_unformatted_code = \"significance = hindcast_detrend.verify(\\n metric=\\\"p_pval\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\\n\\n# Mask latitude and longitude by significance for stippling.\\nsiglat = significance.TLAT.where(significance.SST <= 0.05)\\nsiglon = significance.TLONG.where(significance.SST <= 0.05)\";\n",
" var nbb_formatted_code = \"significance = hindcast_detrend.verify(\\n metric=\\\"p_pval\\\", comparison=\\\"e2o\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)\\n\\n# Mask latitude and longitude by significance for stippling.\\nsiglat = significance.TLAT.where(significance.SST <= 0.05)\\nsiglon = significance.TLONG.where(significance.SST <= 0.05)\";\n",
" var nbb_cells = Jupyter.notebook.get_cells();\n",
" for (var i = 0; i < nbb_cells.length; ++i) {\n",
" if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
" if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
" nbb_cells[i].set_text(nbb_formatted_code);\n",
" }\n",
" break;\n",
" }\n",
" }\n",
" }, 500);\n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"significance = hindcast_detrend.verify(\n",
" metric=\"p_pval\", comparison=\"e2o\", dim=\"init\", alignment=\"same_verif\"\n",
")\n",
"\n",
"# Mask latitude and longitude by significance for stippling.\n",
"siglat = significance.TLAT.where(significance.SST <= 0.05)\n",
"siglon = significance.TLONG.where(significance.SST <= 0.05)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-06T18:21:06.918021Z",
"start_time": "2020-01-06T18:21:06.203762Z"
}
},
"outputs": [
{
"data": {
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hVhjPk7wHko8hpC5zKBiGYRgtxkIeZDpyk0JcAb4+BC1v5cYRvOW2hzCwcSTX5ydTRmrfJz24jOJKcHoPhrbgzcvuQ/9QfbqGVKZ/aAve3H9/pg2tX+q4GN6KK1Y/hsHhrEPBx60AVPwKVz3q9iv44Os3UOOyPV0FQXVFdAXo7Uf0DoQ6FByx9BJS23q/1uP8/1iMpfc54vKFPktl1H1pDoXcqG4FYayIx0obq76+E82HEOBIkVjy8BAu+q7DofDIBlz4g5VY9uiGTBnReyCUCarLHAqGYRiG0dZ0ZMiDjytAciVIboN0XXVlEq6AgY0jOG2vSnz/eAyuy6EQUEZqPzTdp0wy5CHtMaiFNqS9B8n0/qEtOGNBJT1PyEO6THK/pJ0LtZCHdL9qIQ/pY58MaygxY3B4FH27z63Ly+tWACZCHtJ+hdCQh9x+gwZuAWee5CoIqSvZr0m6ApI+gkz7Ddrx8Q4EORQS+yaZ1yjkwWu/FCfaX3rfepxz5L51+9jV57p9lihTe7ze6VAYmXAlTIlDoQtDHjJuhYQPIT1W6lwJiWNVd0wcvovxvBy+k4nPu9NdedIckifkIetQmHA7LHt0A85+9j4T7ZcSeUknwvj4dpTxrGvqHQoW8uDVBmAhDxbykB8LeXBXZSEPHc1zC7P532fHCXn4m23dFfLQkQsKPphDwQ9zKJhDIYM5FJzp5lC4JJvRwQsKacyhYA6FDLagIOdJ2IKCVxlbUPCoC7AFBQlbUJgSnluczZ+bE2dB4VVbu2tBIWBmaR1E8gKBd10hiwPiSSV/AfmWkT8PsEc8bCOkdqTFAS2vZ5a8CCHWJR1H5fhKF5jFXe5+acdS2hatTE+MC39SbmoDbtylm2ppX4UspEloiy9iv5T6YvYtBHFBRyLk5kloQ9t2cZ/FXOjxhpwXptwTMEdpF4sSIYZ6X0ryQod4vIQFWXXcK98f3mgLZp7oY9LdTsg5LNUl3nA3w5fgewPBITcpyr6SfuiR2pcWeEJQbx4C2vG+GYm4LVr7UnrIHCLWFc+ar0GO8crSftSOR8z5U6pLbb8J57a2+Ob7FpfIQ9WbkLfLGJOi5lAwsnTkbpEEi1pedCmjIAUMERzGKhNzW2p5PvLFUpmxdO1mL0FWiRlL1212tuFKb9QvbftXbHIff1HWuFmWMvZvcef54Cs/DJYSSnWFiAS1Mh7tBG9LkPzQU8ooyPkkGgsW8/drvG93S1JGXwGgSRknS0OBp3isAs4VSaAqCBbVMsKYkLdTljIu1kSKgnzRVSa0Ll3K+IyNY8MwDMNoIR25oCAJFrU8TcrokiXW8pwiQ0EKqNbVhDKNtsVZRmgD8Jcvrlg/jDfdfA9WrB/O1CWxYv0wLhHqcqVr/dIEkwObt+Ltdz+aETaKssbhUVxx32MY3JKVMg6OjOLKh9Zg1cgkpYye8sMgKaFUV4hIUCvj2U7QtgTJD0OkjG45n4QuWBREikK/AOCWe9bh/M/fhCUZKWOAANCkjJNGk3TKx0oZE9K5IskaFcGiLF2Vx4SEJGVc8sgGXPT9bDogSxalMiF16VLGjXj1L27DsjUmZTQMwzCmGLK3PEh0lEPhxN3n8q9OOzKSfHBCJOiSJbrLFMfTk1LAWihCui5gIrQgb5lkKIJPO1q61o4kXhzPyyFfrIU8lMqMFeuHcea+u6NYICz4wVLxWK676CxnXcm20+ljSSljol9joxNSxuTxGks4F9LCxqR8MSlrTEohB7eMom/+hJQxKYVcNbINvfMqUsajb7snv0Ph2Xvzir9/aXV/+ckPXenjctFU3oTQzC0yjCFYTIY85G1H6pe2LY365cwLkDKO56XkfIXzvuU8lmPfecNEG0nBYrpfDvlipl8pweSSe9fj3JroL7nP8ggAAZQ376jmTZWU8UAe+O5lmXTeJcQra0huA40gh4IQOyq0zzuq84pL4JkUNiaPVVLWmBRo7kqKBN3CRkmU6iVQTYzvZBsz3vJf4m6RpIxIyiKT6UC9MDEhWZw4h7NlfOuq7bOMlHF0rK6+ZWs24uyDqlLGz1wbx6EgxR+LIQdKXLKE6j3wvC7T2vd1KGjEDAcIaIOOeJ8zXXUoSNspORS0/eK7/drcFtGhMPDtSzPpLIwJmjHTu09BDgXpuGshblKe1r6vQ0HD11WgfV5wFUR1KGhziBgWaA6FyXBkz2z+j93jOBRevrG7HAodt6Dwv2ccFaUuST6oeQrEMh0oZZT6VVR8CMUe96RSnO0us/e3bxHrGnr9Oc50bb+MCVJGSdZY2iFPnCVNOCaVEdo5cuXd+RcUDt2H+//pz73bFpHi+EOkab5ltJCAkDK+aNsiuQqU8S2dE40WFLzal2LMY0sZqwsKmaqEdO8FhWMP5IEfXJ7NCBAsShe+KiFCNWkRwlPWCAAszC2iyHCnfGOhuUh8kcZXz6U/FMtIUkYVaZ4O8XoIdZWlfSyIRQFgt89d57egcP1H3ZnSRbd0YR99QcFznpRuBLS6Qvrc6gWF5/ytM50f+5Jcn7TI2eoFBaGdwpn/FmdBQTjuqpQxZEHB11GhLShIZUIWFKR0zV3ie+OuLii4jz0ddIVYRFxQENsImEM0r4ev90LZl4WDruiqm+UatqAg05EPXQS7AgIcAlIZMYY/wEegti85FDzSG5Vx9Ws8T3IlrMu6EkplxpKnN3nFs0reBakNtV+Ntl9waIhuBUd6La9/OJJDwcMV0NAhIMXqi26BEB9BnDJT4nDwcBU016EgtO+Ivdf6psbri/vFHAqTRRsP2rHSHBnevhPNN+LpSBG3U3MoONLH8yRXQsS6VIfC4+ZQMAzDMJqDhTy46chN0mLlRe+Bpw+hVsblHejfsAWXDTrcBg18BL5lRIeCZ7qWJ/ULUFwJQ8O4eMm96B+qdyUsX7cZb7xhNVas83MouLwLUhvj/eq/P+tQ0LZfcGiIbgUhHQAGt4ziHfc/jlUOv4IPvq4A1SEgxeqLbgElxrsJZaI7HDxdBWpcfFSHgtC+EHs/3jeH30GM19f2y0NDuPCby7H0ofo8cyjk55bVa3HeJ67HktVrHXnuY6U5Mrx9J5ojI8CRIiE6FIR0QHElRKxLdSis2YhX//J2cygYhmEYU485FEQ6MuQhjkNB9yGMl0l4B8Qyibj7ZDow8Ri1T5lk+64833RXntSvZMhD2mNQC3kolRn9Q8M4Y0HFlVALeSiVGSvWDePM/SrpeUIe0t4FTsTtJtsAZIdC0m2Q3JZkyEP6+NdCHtJuheTn0+l1DoUto+it+hVCQx58XQHO9GIiZjoZq18qu8tIn68k+pVJ/GLrWyaGwyEZ8pDbVTBrwq2QcSjUysRwKDRwJaRj75OPimf6Nn5OpOL18zoUHhrCOYcvQLFA4yEPk3YoTKOQh1KpjCWr1+LcYxaiWB1ztZCH9LGqcygkjnsy5MHHK6Klu/IkD0mekAcf74HoVxgf95Ovqzy+j1MOhUTIQ8ahYCEP+euykAd3uoU8ZLGQB7/PAxby0K0hDzNm8//dK07Iw0vWd1fIQ0cuKMTAHArmUPDFHAo5Px9axhdzKIhFzKHgKmMOBRfmUHA1bgsKTmxBQc5z1mULChlsQUEsYgsK7c9RM2bzV/eJs6DworXdtaCgnNltCLkv+kn5wpIWCKSbh5AoELku5QaixRSkxQEhHUDdGyDq65Jv0nyR2gCAonDhXR4TjrGy74tKOxJRLvwJ8o2wNI60xSffcaxe8PuWifzMlrZA4EmrzzvvhYOQ/obsr1gLmUTuiwztYlGqSkiXLogr7QhzjnaPJF74el5EAeLxko47z1QWslq8uByENI5DFhQ8ibkAI14QF4RxLI3JkOdXQ9ZWQ9qX2mnWM7etfrbX94Y36FhGXCj3xj0XU6uPeycinV/iD6+tPO4N8F2UNHJD2qLUNKYjZ5aGUkZJWOghWGxUlyRYVAWHU1wmuC6H4BCoPoIqyheF9Kc2eQmyNCmjq41an5eu2+x/LCUppyBrdKXX8lZsduf5ECISDJH/+bQxNWViChb9y0giw2ZJGb3b16SMogDQpIytwFegWcvzP1fjnSvytgSKFKUywrhzpTeqy6SMhmEYRssxh4JIR26SJEsEFGGhp2BRq0sqowoON2zBpSsfyIgEG5XxaSeoLkFwCGjyxWG8afHqjEhx+drNeP11d2HF2s2ZuiQkKaPURq3MJQ5ZpHosJSmnIGuU0gFgYHgrrlj9GAaHJyll9BQJhsj/fNuIXyZAyuhZl5YniQybJWVU23fI/LS+yQJAZb9oUsafrMKyx03KOBnEY6VIN/3PVf9xr5WRCBIpSmUeGsJF316BpQ/nS9fqaiRlfM2v7sCyJzfl3UzDMAzDMCLTWQ6FPebyr886OiNLTIY8SJJFX8GiK08SGUqfByYegU2LBMdFXC2SMtZCHtL96klKGVNixFo4QlqkWJzVM5G+djPOXLgHigXCnt+4STyWkpRxQipWnw6gToqYlEXu2jbm3MbSdlnKmNz/eSSeQL0UcnB4FH27V6SMz116V36HwmH7cP9HXl7dxnwiwaSUL6/8Tywjfb6yYUH9EvvmStekjJowUkl35dGMibrq5IfJ9CmUMortJ/ZlXft14rpUXkLaVycA3F4S2y8/s62al5IyPrN9PH3Z48/g7EOqUsaP/8Yvbve4g3jgh29z7BQlPlNCiCVWQx6kOGetfdGh4F8X76jEX2eOVULKWCfQLKfOlbznt5LuU6bn4u+L2xIkZZTyklLGhzfgnMMcdaXTJSnj6K7x9KSUMekHKZUZy57chLMP3BPFAmHeF673cyj84WPuTOm6SHwkOuDx4pD4Z+9HspV2JE+ERqsdCoe9x5muOhQkV0RMh4KU3hSHwoE88N3L8vdJC0sTyyhhrd3kUJCQzi+tLqFM0xwK0vkdMleYQ2Gco2fO5v+38NAodT3/iXu7ah912ILCbvybc46JUpcUq6/FZ4bEZYsxtQGPaIaUEV0JwvZrUkZJSinVNaZIESX5ouajKG13fzn7yhoB2a2hSSFLgqvh8JvuyL+gcPg+3P+xVzjzQsaKbxltDHuPrzaO/SbJkRHgzpBgZXyJ7Uux9wGx5+VRRcq43v30TG1BIU3QgsKPHBdG2sW4hHTRrVwsiSJHTQopLhzEq0uUMirnSpATQKpPCNMR+wVZ4BniQwj5jpS2vyzIF8X+AlO/oCARIlgMWVCQCBGthSyChMjpYrUBAD0z3emaYFLKC1mU9J3ftM8L84v3gsKxB/LA996azfC9OdSIuaCgtS+1oy1C+C4oaEg3yJL0VHWXBJxfs3dzp4eIVcUyAYv+tqAwztGzZvN/7n9olLrOfUxfUCCilwH4IoAigG8w8ycdn7kIwEcAMIDbmfl1UToXQEeGPEhuAy3P14eg5QU7DByugnZo3+UjACB6DCRXQqnMuOXJjWKs65Kn3WXENhyfr+U53Q6aDyLAraF5OlYIfgUftFhqKe5ecxj4lAmP8Y7oUIgYFx7VoRDkMIhTFwDR4SCmq+2bQ2Eq0Y6JOr48z9Wg805zlNy7zlHGz4eg5QU7FDzHqjkUDMMwjG6DiIoAvgLg5QCOBfBaIjo29ZkjAHwIwDnMfByAdze7n0k6ckFBchtoeZoPweU2qOVJrgLJhyDWJbgKGrXv411QHQpC+5KPANBdCW/4w5+wYl29K2HZ05vwut/fheVPZx0Ky9dtxhtvWI0V63L6GITPA7LbQfNB+Lo1JOcCAAxs2oq33fUIBjdn83yQYqml+GvNYeBbJizGO6JDIXJceFyHguIwcKSrx0XwHoQ4HKR09biYQ2FKkY+V4sjwPFeDzjvNUXL/EC742hIsfaA+z9eHoOVJ405K1+oyh4JhGIbRDhCaJmU8HcADzPwQM+8E8CMAr0p95q0AvsLMGwGAmfOJv6aIjgx5iOEdGPcBCG4DVxnJh1D3+VR6LoeCo66GZXI6FCRXQjGx/UkfQTHlUEh6DMa9E2XGinWbceZ+FVdCMeFWWP70Zpy1fyU9GfJQKTOMM/er1MWJuNk6h0IiBjf5eWAi5CHtdki6DZLbmAx5yOvWGO+Xw6FQC3koMWNw81b07VHJCw15SMdST/gj3PHXLu+Bbxnp8wDUdpzpIQ6FBumxyoQ4FJJ1ufIyDoMdCYdB+rhI7ST3fyI9GfKQdjhI6bWQB1f7tZCHKXUoWMhD5phw0qGQPO6pcyXv+S2mS94FwVGSDHkolctY+sAQznluJa8WQuDrQ3DlJR04yXFX9/lU+sT219dVC3loK4eChIU8+Nfl2wZgIQ8OLOTBQh78yljIw2Q4ZtZs/vbBh0ap68yH5JAHIroAwMuY+S3Vf78RwBnMfGXiM78AcB+Ac1AJi/gIM/8uSucC6MgFhRiYQ8EcCj79AmAOhTTmUPBv3xwKjjKdu6CQ6Zc5FLzLmEPBsz5nXbagIGILCqkGbEFBxBYU3NiCwjiRFxQeBZB8XO9qZr4ayL2g8L8AdgG4CMDBAG4GcAIzb4rSQU8Czrj2I+RiXKxLuSAKuVjyrSvk5lHrl3SzLy2oSIsGWl1yv+TJloVJraB8cfEM974pCvtM25dl4V5Buy4KuvBP1w//cRRz3HUVEc/76EjnhHR+BVyYqOOiGfvG1efYF1itRNsW8WLZf46QjlSzFp0lguYdadwp+5J2BVzgRoGUCT/gbQqtRLPNS/teWHzS25FuLAJuUmO/GUPC+4ZXOcZSmVbPbc5z1W9ROzohCwqtxvf8bsZbT5qJeE62cZ+bDUU9hEPKossaAIck/n1wNS3JEwD6mXkXgIeJ6D4ARwAYiNZDDzpylDSSMkYVGUplJMGiIgUMKuO7LUpdLvliqcxYujYrOKzl+cgXS2XGLWsUKaNQl4/4US2jCSaVfeYj8RzPiyRlFIWBHumNykwfKaPnvmyllFGQ+WmoAkDxWDIW329SxqkiWMooja8AGat4rtzbYimjMO4W37/Ouy6TMhqGYRitpokOhQEARxDRYUQ0E8BrAFyT+swvALwAAIhoAYAjATwUcXO96MgFBU3K6CssDJIiSoJFRQoYVMZT/qjVJckXV6wfxptuvicjRQT85YvLntqE1157J5Y/vSl3XZr48fXX3YUVa12CR3cZTTAp7TNfiScArNy0FZcLwkYfRGGgZ7qWN32kjH7b2VQpo7OutTjvE9djyeq1mTISUhn1WD44hAu/scykjFOEeEwajS+XqDNAxiqeK/evxwVfWRJNyqiJFJ3yRWHcLXlwPS68ehmWPpi/LpMyGoZhGG0BNWdBgZnHAFwJ4FoAqwH8NzP/iYg+RkR/Vf3YtQA2ENHdAG4E8D5mztqTm0RLHApE9BkArwSwE8CDAN6cJ+ZDkjLWCc1yCgsbCRZdeSFSxkZ5DaWQOcpo/ZLki4WESDEpRSzOmoiCyStfTIq4lj+9CWftv2edLNFVV3lXSW2/VGasWLsZZy7cY0LKuGPMWaaUkDImt3EsLWVM7JtyTZ7mIbgcbz8lbDz0htvzx+0evg/3f/wvqtuRFSOGpLvypoWUMXne593OZkkZZxWdZWohD6VSGUtWr8W5xyysiBdzhAqky/DoLvFYloYEKeP6bePpk5Yy/vc7sxlazLD0eGi7OhRyxFJnjsmuiTFRN4bK9eeKS9joJWsUpIzJ9pNSxsy5mkPKSIn53iVYdOYlRY7J9EKirgeHcM5zEnUlvgvqxmqiX1MjZTycB274F3em9OivdL3UaoeC2r7k2wjwnUjEDHnQtqUgROmG7P+YDgVxbmuSQ+EHlzv6JBz3kJCHkPAvyXug1iX0rVkOBYmYIS3a9s+c405vlkNBKiPty2noUDh2zmz+waGHRqnr1HtkKWMn0qoFhZcCuIGZx4joUwDAzB9oVE6SMmoOhRDvQEykvmnyv1htAECPIFmUHAo9s+RJWCojMSZIFAGgLHxpaw4FqYwka5QkigDGFxTSaDHIY6PuC4DQBYUM0nFskvyw46SMAed9TCkjFNEdzfaUSwUE5fFWt2ARAEpr3U/PlNa6ZY1z/+23cRYUtAsv8WJcGEfKxXi7LChk+iX5ALRzSziP1PNRKiO0z8pczII8VxSLagjjWPuOkvpc3uSWL5Y2yuPeFhRceUKfWx33H7KgEHPhImQRQJoTfOcWIN6CwnEH8cAP35bNiCllDPLJNEnKKC0yxXQVxHQlaL6TGbPd6a1eUJDOO2UfFw5+R1fdLNc4bs5s/uFhh0ap6+TV3bWg0BIpIzP/PvHPFQAuaEU/DMMwDMMwDMMwDKMR7ezVbCXtsFsuBfBbnwLRpYyRRIpTImWM1b4gX6wIDjeJwisf+WK4lFFIV6WM7jJL1wmCSW2fBcg6p1zK6CFta1hXgODRpIyRjkuAfNEXfVsUKeOjJmWcLJ0pZXSLEX0Fi1qe3EYZi+/LCiEb1XXzw0Ni+yZlNAzDMIzWMmULCkR0PRHd5fh7VeIzHwYwBuAHSj2XE9EgEQ0+s7PyeE+olNFXZOgrUmxYl0MYGL19QUooyReXr9uMN96wGivWZaWMmnzxNb+5A8uf2pQrHZAli1L7upTRXWbF0DAuXnIv+oey2yLuf0V86RpHgL+UMTmG12+ZeIxXFQZ6SNvUugIEjyZl9JMyqsdl9Vqc9yl3O7GQxgugSBkffwYX/fRWLylj3TjeODkhabfQkVJGQYy45KEhXPTtFVj6cErKKIwhLU9s44EhXPD1pRkhpFbX0kc34ML/iiNlrBvDG7LfE4bRCdhcbBgtoklSxk6kJQ4FACCiSwC8DcCLmNkd2JsiRMooCQtDpIwh6bW+pYWBNYdCjPalNoAJh0JaZFgnZVw3jDP3q6T3pKSMSflisszypzbhrAP2rJN0pdOTDoW0ZLHmQ0i3X3MouKSMUpmaQ6FUZvQPDeOMBdX0hEMhvW/qpIwOKaZLylhzKEyZlHFcaJZP2pYkhuDRpIxQ8zLptTHk2Jc1h0KplChTLEyJQ8HV35pDISO6Wzsha6yTMppDwZHePVJGTs3FSTEiJ2S3Sx/egHMOm4SUUZAvUmJuSwohAST6XF9XzaGQljImHQomZczTvjkUnJhDIT/mUPAvYw6FrvID1Dh+7mz+yZGHRqnr2Nu7y6HQKinjywB8DsAiZs7+7CLQTVLGEAoB21IU5HCSfFETL/rus9IOeeIqCUK7otK+VKYkSMUk8SIAlIWbGK2MJGV89vV/jCNljIgkdNOOISvb3pZo5700jmKe98pj1iTJTaULI0VGKl7MbHdL6wBg7ElByvhU9okbwKSM7vR4tnf13IopZdwuySKVN2aESBl95YvavCPN31vcx1ISjgLAvC/9wWNB4TAe+MPH8nx0gpAFhZC3KfjebIdcxzXLXC+106wFBQmpnZ075TK+b6TR6oq5oPCjK/J+PIyoCwrKd3DQmyEiLig045woKN/1PTPd6dIcErKQaQsKk8IWFGRa9dDFlwHMB3AdEf2RiL7mU9gcClVXQDpdcwgo3gGXJ2E8T3Al3PxE/nStHc2toPVLKuPyRADKPvN0K9Tylj/jHn8+xPYe+MRfN3YoTK33oKkOBQ8fQkgZta5mOBSUNrR4eXMoTB7RoaAek2Y5FDRXQUyHQn5XQuN+CQ6FhxSHgvCdYxiGYRhxIRQKcf66jZYsKDDzc5n5EGY+ufr3dp/yXedQELwHUt6K9cO4xJWuOAQk74DkSQBkJ8LSJzfhNb++A8typmvtLF+7GW/4w5+wYt3mXJ/XykieiFqea5/5uhUAYOXGEbzVw6EgEdN74Bt/rTsUpt570DSHghSvHtOhoDgMpBj7mGieBimWPcShYGSRHQryMWmOQ2EIF3xtieAqiOlQ8HMl6P0SHAqPbMCFP1iJZY9uyJTRvnMMwzAMIypUeRIvxl+30TKHQgjd5FBIlnGlu/IKBXddE/Hi9Q4BYCLkQXIlSJ6E8byEEyHZzrKnNuFsh0MhmZ4MeUi3UxqPP2esWLcZZ+5XSS8mPQ2JzwMQy5QSMcBJT0QyfCHjUEi4EvK4FQDZoRAa8hDDeyDlSfHXolsAE49FT6n3IGZdmkNBciUkt3+yDoXEPk5/vhbykI6xn4qQh4ynARMhD+lY9lrIgzkU8qT7OxRq258+JsmQgyl1KGwfm0hPuArq24/gUPB1JRSEdKC+/aRDoRryUCozlj26AWc/e5+qB2RiITf9nWMhDx5YyIM73UIesljIgz8W8tBVj/PXOGG3Ofyz4w+PUteRK+/uqn3UkQsKaUIcCrE+37A+z1Uo7TEYqW+a96AoxHJLrgKtLl80H4HkQygo+0sqU97lniC19qX45DHF+9ANDgUVIS675QSs5DbFoaC1P2uGOyNEOiUxuk3MGnsi+2SNlr7bp35nCwqZ9DZ2KOx0901qR21fmD/V887XoaB8rySFkUnKm92OkKY4FEIWDiSmw4JCCOWA/SLd2MSUNe4KWFAIkTIKDpygBQXXXByToAUFyacSUFdR+X70vdkNGfe+N9pa+524oCChHBdbUGhMty0oBFzFGoZhGIZhGIZhGMY0gZon9e80OvJNmNGljIp8r9VSRh/5YkW8qEgZJfmhQ7xYy/ORLzaUMgqCx5hSRm37nftMkzV2uZQxSPTWcimj1uf2kzI2g2Ap42MmZZwsbSFlvKfTpIzSea+MVZMyGoZhGG2AORTcdOSCQlQpoyLfa7WU0Ve+uHzdMN60eLVTSrh87Wa8/rq7sGJtSn741Ca89to7sfzpTZkyvvJFVcootCP2K0DKqG2/tM9EWWOXSxmDRG8tlzJqfW6xlFGoqxlo4kdRyvjEM3j1z27Dsic2NqubXUnLpYz3rcf5X74FS+/3kR/KUsYLv7k8I0WMK2Vcjwu+siTTX60ukzIahmEYRnvTkQ6FGFLGus87ZI0+ZbR0XyljoSDnSfLFQkKelZQSAhMOhVKZsWLtZpy50CU/3ISz9t/TKWXMI1+U0sspEViynTrBYqJfhSIlPp9PylhzKKhSxtQ+GxeepfZxzaHQrVLG5Ofzit7qyrRCypgUvTm2xZXXFCmjkt5Mh0JGDIgJV0JampdMX/bERpx98F4oFsgcCs70NpYy7ixN5N0/hHOOqJcv+kgZkZg/6+SLibl40lLGxPmY7C8w4VBI11VzKLREymgOhanHHArOZHMoODCHgl+/tDxzKEyKE+bP5V+e8twodT3nlju7ah915IJCmpBHR0JiYILKCH2T5ItaG1JdkngR8JcvijI7jQCpmCZMFJuRhGPCF4TWhpQntQEAY9vcNyvPuvY2kzK2ghAZa8D4Dno0baZwYdAsKeNj2Sd7gBZLGaU834t0KAsK2iKAZFw3KaM7vUlSRkhz8TPb3endImUMqasTFxRC3uYgEbKg4HtjOaYtKHjOFcpbHnibe/4unvVJv7n4+IN54CdX5v142NsPQmLGfd/+oOVpx7cZb/4IabsofNerZYTrAN83pWh5MRcUeoQfTgAUDrqiq26Wa5wwfy5f03dElLoOv+mOrtpHHRny0FSHglQmokPBFcMPQI77LzOWrhUcCg63QC3P5SRo6FB4/Bl3TKuUHuBQEPsV5FCQt9+5zzSHgnIszaEwuTIx62q0neK+9HUoBMTLtxpzKEwt5lCI6VCQyphDwTAMwzDamY5cUAh1KPi4FbS8mA4FKYYf0OP+33TzPRlXgOQWAGQnwbKnNuE1v7kDyx0xqEvXbMRrfnUHlj25KV96A4eCqx2xX0EOhc144w2rsWKdw6Eg7DPRoaAcy5UbR/CW2x7CwMbs+PPBHApx6tK2R9yXQQ4Fd1y8Fi/fasyhMLWYQyGiQ0EoYw4FwzAMox0gqjxhHuOv2+jIkAcfh4KU3sit4Mrz9TEAskOhUHCn1zkcUnH/lIhpTboC6jwJCbcAgJQrYcJJkPQuLH9qE86qxqBS2qHw5CacfaDDlZBMH48Bro9nTT6ym26nnPAhpF0JUrrkUKiFPFTSh3Hmfm6HgsuvkN7/pUR6xqGwLeFQ2DiC0/aqjKXQkAdzKEyyruR5n3YoJF0JyX0muRXS+zKRN37epeLixz/vSm+TkIe2cih0YciDORQm71CA0OdayEPXOhQs5MG/Lgt5yGAhDxby4JVnIQ+T4sTd5/L/nnFUlLp8/GudQEcuKKQxh4I5FHzbMIeCA3MouOsyh0IGW1Awh4ILcyg4sAUFv3QNW1DIYAsKtqDglWcLCpPixD3m8q/POjpKXT73Dp1AwFVsK2Hh5jHehBKyaBAT7eZFXARQ+hxSxhupzy2Oa231sWwGQQsH0xltf/mOl6ALs4CLrJjEGi+V5/4c9QfcJDTrPG3WPu40Oux92G0554XcHDervmYsHMTefglfo38InTZPEOSF6liELAKEfD7mWzzaFdsWo0vpyNGgSfEkYaOW3tZSRkm+6JAPNpQyClJETaToLWV0pDdqv1lSxiVPd7eU0Ue+aFJGkzLe/Jj7XDXy03VSRod8sd2ljJJU2DAMwzDiQqBCIcpft9GRW6RJ8SRho5QuyRpreS2VMkryRUE+uHztZrz+uruwYq1DyihIETWplbeUUUjX2m+WlHH5umG8afHqrpUy+soXTcroFuON5/lKGR1ivnZAljJuxKt/cRuWrTEp42ToKimjIF9sZymjJhU2DMMwjJgQVZ4kj/HXbXSYQ6ESu5KW4iVXenJLGROyRJescTyvyVLGQkqKmBQJJkWKSflgofq4W6nMWLF2M85cOCEy7Jk9kVcnXxyX1tVLrepFdzmljEJ6WgTWbCkjJ2KT0/uytKPk3P+dJmUMki9K6dNBypiQxmWkjAV3nihlrInp0mI+QHYizBRiDkMcCiNyLLkoZXxseDx92ZqNOPugqpTxM9fGidtVvAfio9dS+k63swQIdChIfRPdCtNEypiYPzPyRSm9hVLGsadG6vqW/F6Z/5UbWuNQ0B75jxn/LH5euY5r15CHkDIFYZ4M+bVPnI+UOcx3rmiGQ+GEg3ngZ+/K+/EwpkvIQzMcCtIYBvx9H612KMyYJWYVDnxbV/kBapy05278m+cdG6Wug/93sKv2UWctKAh2TW2lx/exEr2uiCLFHk+pFWT5oiReBCLLFyUiShnLihiwrF3gu9rX6pJEYGOKlHHUfaFxyG9X5Z4Ueg/fh/s/9oo8H20+nSZlVBDHtyqaE85vqYw2t/guHEgSRw1tQeER95MHtQWFNNEWFIKkjP6LA/KCgnIz4HvRH1KXUKZpUkahDG9X5s4g70ULpYxDo2JV875wfXcsKEiESBl9j2+zfAhSOyECPunmTW1f2GfS3AIAu4S5Qlr8bMqCwiE8cM178348jJAFm5BFgFbH5PuOSXVxRLpu6MAFBWn7NSljFy8o/HbRcVHqOuiaga7aRx0Z8tDQoeDI83Ur1PJEh4KHW0HLK5WrMfxCfKjoUBAcApp3QHQoKN4Db4eC4mPwdShoPgjRIeHrUBD2f0OHgjBmfIjvPZjuDgV3GXMomEOh2bSHQ0E6V7rLoSB9fxmGYRhGVKjyI3KMv26jIxcUVm4cwVvveBgDm7K/0Enx7b5uBUD2K/i6FcbzXA6FoWFcvORe9A9lfzkUHQqCQ0DzDogOBcV74O1QUHwMvg4FzQchOiRCHArC/peOF6CPGR/ieg+mu0PBnWcOBXMotILWOxQUV0EXORS07y/DMAzDiEscf4I5FFpMLeShxIyBTVtx2p671fkQgGx8ey3kwdet4MwTHAqaW0FyKNRCHkplRv/QMM5YsHtdDGotLxn3Xwt5SDsEigm3Qto7kPQu1DkUEukuH4KWl0kfjwGu9zEkH7/N61AoJ+pK+yBqIQ9pV0Ld/srpUEi2n9z/tZCH9PECJkIe0uMiNOQhivcgsExXOBSUMpSI2W6JQ6FNQh6a7lCwkAcA2bHSNIdCskwyPRHy0OkOhWTIQ/q7yEIePNr3bSM2FvLgTLeQhxZiIQ/udAt5GOekvebxtS86PkpdB/xPf1fto45cUEhjDgVzKDjbN4eCH+ZQcNdlDoUMtqBgDgUX5lBwYAsKfu3YgoItKLQKW1Bwp9uCwjgn7z2Pf//iE6LUtfAnK7pqHwWoxVuLepHl+rxw8sg37v4TWsxYmJC61AWNDovT8T2+gL5w4Euhw/ZXVKRzIuZCQ0zPQFE+V6Vx1I2PmbWMWO9RluopyOOOyu4yrNrIhfqkRR71RsxvcVNarKpUFXB+SWO/7Pt9B7D0ndeMtwMA8kJewAK+H6TcwEjbHjLmA26cvW3z2kJpi4+vRIjRP+a727V95ktAvyjWzTMRUJziS/lW3+g3i5jbGVJXzMVHCW2s+jYzXcZFik67r2oWHTkaSsxYvnHEX8rokT6eJ4gcmyVllESCopTRIT6s5bmEid0nZfTfl5KUcem6zdNYyiiViShldMjktLyGZcT2TcpoUsbm0lQpozTuA+SHPrJGvUyglPFeoV8mZTQMwzCMtqUjFxRWbtqKyxUpo0vYqKW7JI6ALN8TZY2RpYySSFCUMj61Ca+99k4sf3pTpi5JmNjOUkbXNgKalNG9v7Q8af+vWD+MS6atlFEqE1HKKMjktDy1jNi+e1tMymhSxqmkoZTRNb5CpIzSuA+QH/rKGtUyIVLG+4dwwdeWZMs8sgEXfb8fSx9xSxlf/cvbbRwbhmEYUw/BpIwCHedQ+NVpR2aljEmBVCpPSk/KEl0Sx1qeS9iYTi/UBIsRpIxJ50FaJFiYUZxIT0gZe2ZNpC9/ehPO2n9CopiUMiaFiRNyuvaSMpYS6cltBAAuJ/Oy8sX0/kpvSx4p47jUzCFl3Dmyy3n8u0bKKOU1kDVqeZn0UkLAlpazJcs48jLpRaWdpBwusS11skaTMk5Oyvg/V2UzmuRQEF0FWvyzp/dAi38WY6YlKWOdIDY19hJSwtxSRuGc5F1uWSNSUsik/DA5f+aWNcaUMia3JVGmnJAyLn1kA845VJAyJsfx567zcCgczgM3/Is709dVoD2SrI1JiRBXg1iX0OdmPF4dQkjIQ8zwhTHh3AZkh4I0t2x3e0AqeTucyYUz/81vLj7xWTzwv+/L+/Ewpumj7Q1RQ+wEr0fIvmxX38qMWWJW4YC3dpUfoMbJ+8zjP7zi5Ch1Lfj+0q7aRx21oHDC/Ln8y1Oem0nXVnqkmHgxPlOra4Z7gtDiaSQpoiRllD4PxJUyqnI6Cc9Y3xApY0mRl5V3ecYtK4S4GrZvdF8AdI2UMSYhceG+IQOKQ6EpUkZpcQAAeoSLiZgLCqOynK70qPsX210PZ5/4AQKkjCcczAM/e1c2QzuvfBcUtIsb38UBKIsNAUI1eRFCqEvZFlHYqJxDUhmW5khlXo3poJHOFZolS/OkubgsShndMjvAbxz3nXI4D9z4r+5MaayELChIeSEOg5CFBt8FhZD2Y6LdcEnyxZg3aZq0biyelFFcUDj9435z8UnP5oHffDDvx8OIuWDTrHuOmI6QkIWsEEeIRDMWGAF5n0nbry0oLLysq26Wa9iCgkxLlx2J6G+JiIlogU+5EjNWbJIdCiscfgXJu9DQoSB4F0SHgiN9PK+bHApSXU1zKAj7JcShsDZ/OoBp7lCI411o6GOI6FCQ4tJjORTaGS1e3hwKU4fqUJBcHJ5uhVpecxwK2XS9jOJQ0M5hR59LZcbiB2WHg41jwzAMoylQnHCHbgx5aNmCAhEdAuClAB7zLTuweSvefvejGNycfeR3YNNWvO2uRzJ5kndBcivU8lx+BdGhsGELLl35QFMcCq+/7i6sWNsih4JUV9McCsJ+CXEorB/Gm26+J3c6MJ0dCvG8C6qPIaJDQYpLj+lQaGekWHZzKEwtmldDdnG4x6Q0hoFmORTc6WoZqQ3tHBb6vOThIVz0XcGhYOPYMAzDaBIEgAqFKH/dRstCHojopwD+BcAvAfQxc/YKI0Ut5KHEjMHNW9G3R70PAUAmrxbyIHkXJLfCeF7CrzDuMEi7FRJ1pR0K4w6DCA6FWshDqcxYsXYzzlxY8QsUE56EKXUoCK6Eus9PoUOhPB4f7HYl+DgUJuKT89dVC3mYdg6FkDINvAvO9AZ+BR+HQp0rIRGXnnQrTNqh0AEhD+m49FrIw6QdChbyoNaV8WoktiXjV0g6FJJjMnEO1Y1hoK7MlDkUxj/vTnflSQ4FGvf8ZM/tOldEIk92KGyraz90HFvIg4U8OLGQhywW8uBOt5AHsapuDXk4Zd/5fOOreqPUtdd/Lu6qfdSSBQUiehWAP2PmdxHRI/BcUMjUZw4F7/bNoWAOhSnFHAp+ZcyhkP/zQNsvKGQwh4LcvjkU8mMLCv5lJGxBIT+2oOBOtwUFsSpbUGhMty0oKFfEk4OIrgewvyPrwwD+HpVwhzz1XA7gcgA4cNYM7xtB6XQLediEC/4ToXSxFlRXzDjRiBeRUr+0C9WytF8CvgSk9rXFGQlp0QgADv7NUndGgy/b5Bh+1j67effJaDEhj6b5nqvauJcWIZQFDZrrfsvE3E//zl3gM40vGOvG8YF7udtXFwGEdGk7Yl4QAvLFl7T4U1a+HqW+SduiLHQg4LsAZeHGveROZ2XRW8qJudCgIS7uz3YfF3EMAw3Hcd0YPmQBSLi4Z/GiP+IVhVZEGl9Btn3PmwTtvGuG7V+bb7vobQN0mvCGEXy8cdnkOD5ob6AovFWolUjzrXaKhryZICa+3/XaeOzEseq5/bTfpUruZZPrSxtT6EL/QQymbMQz84uZ+fj0H4CHABwG4Pbq0wkHA7iViFyLD2Dmq5m5j5n79u6ZCDlYsVmRMjqEjb6yxvE8QcrokvIFSRm5KmV0lWmWlFERKfqUadS+JGWUtmXJ09n0iTxPkaJQn+8+DiE5hhfsPrGia1JGkzJONdp+9iU5jvfd2xbGQgmSMipjVTzvVPmhIEz0kDVqecFSRud5z1h8v1vK6EvdGN5n90nXZxitoH4cz291dwxj2kDVMPcYf91G05fQmPlOZt6PmQ9l5kMBPAHgVGZ+Om8dA8NbccXqxzA4nH3kVxI2+soaAVnYKEn5JFkjUJUy9t+fETauWD+MSxyyRkCXMrqEhUFSRkWk6FtGEi9qfZMEk8vXbcYbb1iNFesmL1jU6vPdxzExKWMHShkF0V67ou1nozVI40ged/JYFc87VX44hAu+tiQrTPSUNWp5QVJG6bx/cAgXfmMZlj7UMCrSMAzDMIwW0DIp43gHfBwK8+bwL06uShmHR9G3+9w6KSIAUdjoK2t05YlSxkQbyXQAKNTkiylhY1GSNSZiTdNiwPH2U8LCnlkT6bmljIk2XOk+ZZKCw6R4MfnIbLpvdfLFhGCyPJYQL64bxpn7TUgRk/KwPILFjOAyUZ9Ul7SPAWCvby6GCyIyKWM3SxlrYyIt2tMeD5TyZgqPpqo+BiFvuzvGHADK1UW99H7pufj7zs/7jGEA6DvhEB645r2OhgO8B1IZtS4hhEBqAwDvEuKZfX0IgBwbncPtkB5HSZFi3ZhMyArTY7VOypg873a6pYysSBmT7fjIGl15IVLGun4lpYwjOyfaeGgI5xxeaWPmVT+VjorXOO475Tk8eNO/OfNE30bII9kh8c++TxSFOBxiuhVios6rckiiNy12KNAJ/+BO952LTzqUB65119VSguL7I4Y8hIxj35AHbTzGDHlolkPBEzroCjnPcxx3CqfutzvffNFpUeqa/5UbumoftXxBwYcTdpvDPzv+8Ey69uiIJImS4usliaNaRom7LwjyRUmkWFTkVVI7PUoZUZIV8LiNrytBlTIKZcrKDYEkcpTQHArSK1u0fTn/qze46wpcUIhBMx6bCnJ3NCP+WoljE/eLVkYaLyEOBdF7IIwvTcoYEpe/yf1kTeG8bznTvS9iT3wWD/zqb7MZ2kWc78KBNu7EBQVlnwgX/d6yRkC+UfBdaADE7RcFi4AoWfSWNQLiuSrKIhVCpIyY6c7jre79P+NtP5Lb911QWPxJd6Zwoe690ADEFTlKaOedKIUMkBw34yYttujO92as0xYUTj6MB67/aDajGQLNkHZCxmqzbpx95ZOFAA2ddj5I+yamjDUi03JBYeHufMurT49S17wv/aGr9pE4sono983siGEYhmEYhmEYhmEYnYO2dLxv03rhSYkZ/cNbRflh/+ZsniRylGSNtTyXsFGTNbazlFGSIoZIGaW61PafjCdldMkXg6WMnvsyFrFFiqJ80CO9UZmmSRmDynhuvyS6k6R5nuntQDv3zajHV9Y4nieeq5qUUTi/nLLGJkoZpTnE0S/DMAzDaDpFivPXACJ6GRHdS0QPEJH4blgiOp+ImIha+rSDtqCwBxGdJ/01rYcOBreM4h33P45VW7JSxsHhUVxx32MYTOVJIkdJ1gjIwsaVG0fwltsewsDGzpEySsLEECmjVJfa/tOb8Lrf34XlT6fkiwFSRkm+GCRlDNiXsYgpUhTlg57pWl7TpIxBZdzth0kZ1+K8T+WXMrazrFHaFqP98JU1Atq5qpwr96/HBV9ZkpUfSrLGZkkZpTlE6JdhGIZhNBVCU97yQERFAF8B8HIAxwJ4LREd6/jcfADvAtA/BVvrhehQIKINAH4J91tjmZm1F5BOCTWHQokZq7aMone+IGXcMoq+Wl5SypgQORYSUkSXrLGWVy9lnCgzsHEEp+01T5U1Aq2XMk5IsuqFibV95iNlbCRfTLefjL2v5G3GWftX5YtJKWJOKWM5KXJM7Bd5f8lSxppDwWdfxnYoxBApThzHlHwwUcYn3ZU3cdynWMrYIC+TXqT6vET74n5RpIzjIsdSIi8hX8xIGWttu9LbxKGQ3hZzKGRpF4dCblkjMO5QyJyrSVlj4lxJOhQyYsTkuZqUMibm2ymVMs5M5CXO4ZpDIV2XORQcmENBLmMOhanFHAqeZcyh0Mmcuv8evORNZ0Wpa7fPXCvuIyI6C8BHmPnPq//+EAAw8ydSn/sCgOsAvA/A3zHzYJTOBaAtKNzKzKc2uT8qx+82h3927GGZdFXKKORJwj5JKgUARUGwqEoZRZGjvxSwOMs9eUmCR0Defm07JST5ovj5FksZpf0FhEkxd/uP653pXgsKh+3D/R95udAp/2PSynfZtlzWGCJl1M4Vqb5WSxmlN0No+38k+5QUABRe8TVnetCCwq8/kM0IuUkKestD47cpZPC82RffCgH430Bo/ZKOo1JGkizyDmG/7FTefiG1r8y30ndBiJSRZrvPFd7u3v6eS38o1+WzoHDqc3hw8afdmZ4X8BzyxoaYixAx22/WTYp086YtDsQ055eF8yvmgoLyJh466Z/c6b5z8SmH88CN/5rNiBki1K5jVSOkjO+CVci1gUa7nqsCtqAwORosKFwA4GXM/Jbqv98I4AxmvjLxmVMBfJiZzyeim9DiBQXtbHDO9kQ0m4gunKL+5KKhQ8GRp7oVNskOBZdfQXMoLN+QTa/lufwKklsB0F0BYty/w1MwnhfiPfAo0/YOBY99prklYqG7AtrToaCV8fdBmEPBMBqhjS9pHDf0nTg8BqpbweFDqOTFdSiIPgihjGEYhmE0DULlFeMx/oAFRDSY+Ls8dzeICgA+B8DxqGhr0BYU3lj7HyIqEtEriOh7AB4F8Oop75nC4JZRvPPBJ7BqxOFQEPwKolth81a8/e5HnQ4Fya+wcuMI3upyKzwzgstuFRwKG7bg0pUPZBwK/UNb8GbBoSA5AcS4f8FTAMhOAMmHoOVpdbWtQ8Fzn2luiVjIroD2dChoZfx9EG3gUJDi0rvIoWB0Ptr4ksax6jsRPAaiW0HwIQBxHQqiD0IpYxiGYRjNhIoU5Q/AEDP3Jf6uTjSzBsAhiX8fXE2rMR/A8QBuIqJHAJwJ4JpWihnFkAcAIKJFAF4H4BUAVgI4B8DhzJy9k28CtZCHEjNWjYyid57boeDyK6TdCpJDIfnIZjqvmPAh1LsVFIdCop2kQ6EgOBR6FIdC7RH+dNz/uI8h5SkAUOdKSDoBJLdCkryuhLrPt5FDIRnykHefFRMOhbRbInbIg+QEaDeHgpRef3xz9rmBW0HLi+JQGD/uDodCbf+3m0PBQh6yTKOQB9f4kvwKtZCHzHm3U3Yo1DlSkn6DpI8h4TAAUPddMFmHQi3kITO/VEMe0mUs5MGzrnZ9jNpCHtzpFvLgV0bCQh4m358GTMuQhwP24KWXnhOlrrn/9lst5KEHwH0AXoTKQsIAgNcx85+Ez9+ENnYoPAHgMQBfBfALZt5CRA8zc1Zi0CSOnzuH/+foQzPpmg/A26GgxKRLcfdSXZU89w2EFKsveRoAoDjbXaYg3aQAKEgxrRFj70Ni6UtCfC4rX4K+DgfNbTFjrvuGj5Rjudvnr3OXmWKHQis9CRpNcyiEuCWk46j5VmI6FKQyIQsKs2f5t799hzO58OL/cKZ7X8Se9Gwe+O2HshnaRUzMiyVRyqjcDPje7CtSRnGxQSqjLShIeQFSSt4hpGs+BMFVoJ2rUn1RHQrC9ve84XtyXV4LCs/lwSX/7s4Ux6qwT6SbUyiLDUFyuoiCx6CFjog3qSGLA7agkEFcGIt4Ex51wUz7joi5CBET6fs85ngEFFFogAxWbCPeQsO0XFA4cA9eetm5Ueqa+/HfqPuIiF4B4AsAigC+ycz/SkQfAzDIzNekPnsTWrygoClKfwrgr1EJbygR0S8BTP2Sl2EYhmEYhmEYhmG0DRT0I1cIzPwbAL9JpTlXIpn5Bc3ok4a4vMbM7wZwGIDPAngBgHsB7EtEFxHRvKb0TqDEjP4tAVJGIX3FZkXK6BA2lpix3EPWWMsLkjKuE6SMDmGhJB6s5UnywahSRk0KGVHKuORpab8ESBmFbbn58WfaTsoYS6TYuVJG//YlaZ1JGY1ORxyT2vjWzklJynhvi6WMwnlvGIZhGEbrUZ/X4Qo3MvPlqCwuvBbAqwA80oS+iQyOjOLKh9Zg1ci2bJ4gbJRkjQPDW3HF6scwOJzVQkjCxpWbtuJyl5Rx4wjecttDGNjoljJeNpgVNqpSxqFhXLzkXvQPpaSMgrBQEhwCsnxQFSl6yhdVKaQiZXTJEjUp4/J1w3jT4tVZWaWQrrUjiSeXrtmI1/zqDix7sj49Jr5Sxpgixc6UMiqiOWmfrV6H8z97o0OwaFJGo/ORx6R73APKOSlJGe8fwgVfW9I6KaNy3huGYRhGsyCqhCHH+Os2VCmjWIjoQ8z8iSnoj0rNoVCRMm5D77w5TpGiS9iYljXWSRmHR9G3u1vwWCdlTJSplzIm0jeO4LS9klJGt7BxXP6XkjImHQqlMqN/aBhnLKhKBmdPCAOTwsKaQyEtOAQmHApp+aAka0ziK190SSHry0zklZKCxYQsseZQcEkZkyKwPFLGpEMh3U7NoZAWT1JC1rjsyU04+8CElDGyQyGvlLGReFHL6wopYwNZpXOfSfLF5L6cSimjORSymEPBLy+HQyE99moOhYysMeE8SJ8rkvyw7lxNSxkT8/eUSRmTsshEf82h4PF5Lc8cCu50cyhkk82h4E43h4Kc16UOhd6D9uSl71gUpa45/3BNV+2j0AWFx5j5WVPQH5Xj5s7m/37uoZn0nh5/0VpBkB9qgkdJvqiJFL2ljIoUUCqjyQdFKWXEGKBygGhPEm61WspYUORhcz/7e2d6R0kZQ457xOMbE3W/iILFLpIySm+SAMQL3MLz3TdQQQsKv/tw3o9X8L3A1C4UpZsB9S0Pnjf7IQsKAXWJ26kuQgg3PcKiCW+Xb5IkwWLtTRJOFMmjE01cPF8Y+8K8U3zdd8W6vBYUeo/gwaWfd2d6X9jHvUnyXoRQb7iE4xiy0CER06jfLLpmQUFZGHMRdHy1hWJBBOt7DmnttOtbHmIjjcmYi3+2oDApeg/ek5e98wVR6pr997/sqn0Uepa09FmNEjNWjozKDgWHX0F1K2yWfQwuv0KJGSsCHArLN2TzVIcCVx0K6TKaQ0BxKIgOgQDvgY8PoVH75lBokUNBibEWvQMB7fu4FSZTxmc7zaFgdDPamNTPVcmhoPhOJFeClK7U5TvvGIZhGIbRekIXFFr6todVW7fhqkfX4NatDoeC4FcQ3QrDo7jivscwuMXhUBD8CgObtuJtdz2SdStsHMFbHW4FAFj5zAguu1VwKPTfj5UbHA6F9cO4xOFXEB0CgieglufyK4R4DzQfguRwkPLa2aHw6l/ejmVrNmbqikVLHQpKjLXoHQho39etEFrGdzvNoWB0M9IYBrRzVZiPBLcCoLgSpHSlrpB5xzAMwzCaR/UtDzH+ugwx5IGItgJwPftFAOYws/bKySmhFvJQYsatW7fh1N0qDoVkyIPkV0i7FWohDyVmDG4ZRV/VrZD2MST9CnXehaRbIVFX0q0A5HMorNywBafvM7/O01DLq/MrzEq4EhyugLQnAECdKyHpV5DcCkmkvHR6Oek2SDkckmWSeUnvQjs5FAqJfbxszUacfdBe423EDnloiUMh0UbaIVBXJpmXiKXO274U/5z8fF4fgpRe5zvJu53d5FCwkIcsFvIAIDuGkyEPmXN13IdQPx/VQh5c3gMky6T8Cs70hNMkXVct5CHvvGMhD351WciDgIU85MdCHvzrCsFCHtqe3kP24mXvfmGUumb/3c+7ah9pCwq3MfMpTe6PijkUzKHggzkU8rehYg4Fj141KGMLCo50W1Dwqgswh4KALSi4ytiCghNbUMiPLSj41xWCLSi0PbagIKM9ZdDSsAYn7D6vysrNizQNcCHgJkkoo9Ul3SBz2d0zbVvI9yIO8k21RaP6M/q3L211F/LT4seppJt9baGhGa/R0RYMOw1SLnJ45gxnennZB2I1DhQdXx/axarUX+nChwKOVZOem5N6FvSlqb2ZwpeysANmaDcEQp6yBiIuzIUsJEoLlsK5Wv7Zm/3bcCKMYUAex9IYVt7ygLKwr1g+f0k8J4TrCe0mTb4I8mqjUkbKa/XiQIuvaAK+u/j2j8VpmwgoKgvSaQohN6H++1caw+oMId44B3wXKOeXiO93jrbQEHWRLebbVZRt9Fzc58e/EqFDnUc3vvIxBtoZtx8RvVf6a1oPHZSYMbBVljK6hI2+ssbxPIewscSMFZsEKaND1jie5xA2lpixbEiWMrqEjaVyVdYYSUoYVaQ4DaSMsYSNTZMy+koJI0sZfWSNIXUFbb8mrTMpo9HFaOe3KEPVpIz3RpQy+gpk7dwzDMMwmgXBHAoC2oJCEcA8APOFv5Zx6+g2vOuxNbhtNCtlXLV1G658OCts1GSN77j/caxySBklYePA5q14+92PZqWMm7bicknKuHEEb7ntIQxsTEkZN2zBpSsfcEoZ+4e24M0OKeOKoWFcvORe9A9NXkoYKlL0SW9UptOkjLGEjU2RMmpSwiZIGX1ljSF1hW2/Iq0zKaPRxUhCUlGGqkkZ7x/CBV9bEkfKGCSQlc9jwzAMwzCag+ZQuJWZT21yf1SOmzObf/ScipTxttFtOGVuTco48Zm0sLFQk7ClZI1JweKqLaPorUkZk6K3lLBRlDIm0rNSxkTexhGctldNytgznp6UMhY0KWNN/lhm9A8N44wFNfngRHpaVigJGyVZYxIpzzfdldeJUsZkXcm83T53XftJGRvIF6dayiila7LGRtsZY/updq6kxYvJujpEykgz5DK+MdjFcz7tF7d78qE88HtHDHDM+GvtkVEpzll79NzXbxDgY/B2KwByyINaxm9beMdEevqc4B0J+WLinOTtYxPpaSljYk6oky+WhXRNyjh3xkS/PM5hIHuuFs//todD4UgeXPEf7kzfmGU15CEgltnznFBDHnxjqUPisltNyLwT06EgnY+OH70aUTj5n/3m4t4jeHDZF/M3EBR3HzAXS2M16FyJ7H2QaHXIg+Q7Ed0tkc/VEJ+RQOFZV3aVH6BG77P25uXvf3GUumb9n5901T7qLCnjnNn8w8MOzaRrbjLpul6SH2qxMZKUUUoHZGGj5DbQ6uoRpYxKLKawPVIsOYUI6DzbBuJKGaW6tP0yY447xrww219wGbqgkCGmlLEZj1MFyBqjom2j57ivlIkYB9yMBYVZs73b5x1uSZj/gsJhPHD9Rx0NRLzACZEyajcDviJHTaQYcXFCvBnU3Api+8INz/Ydcvs7BKmaKnKULnz9fAjAxIJCGlLmYgmvBYW+I3mwX4gB9r3Z1sZqMxYhlLqiCh5jSvNCiCmSjDmHBJx3Up+9FxSkcRxyrIKkn74iwRYLTDViXgNIqN9rngvl2kKiRMj5HTAuCs++qqtulmv0PntvXvHBl0Spa+Y7/rur9pF29ryoab3wJNShILoVNIeCI6/EjBWb3Q6FFQEOheUbsum1PJdfocRVh4LLrbBWcQiI3oHucSjo228OhUbpkyrj6VCI5WMI6bM5FIzpijiOVbeC5lAQ5jDJreDrUAg4Vw3DMAxjSihQnL8uQ1xQYOZnmtkRH24d3Yb3PCE7FK56NOtQEN0KW0bxzgefwKoRh0NB8CsMDG/FFasfw+BwKn3TVrztrkcybgWg4lB4q8OvsPKZEVx264NY+cxIpozkV1ixfhiXuNwK64fxppvvcTsERO+A4ipQvAs+6bW8qXYo6Nvvrm/ZU5vw2mvvxPKnN9WlL12zEa/51R1Y9mR9ei1vWjoUtDKe3oOYPoaGfXbEizd0KHi4EsyhYHQS8jh2n0PSPAXITgTRrRDkUPD3nRiGYRiG0TzEkId2pBby4OdQcKcnvQerRkbRO8/tUEj6FeocCsOj6NtddysAEyEPab/CuNuAGSufGcHpe89zOhSSfoVayEParaA5FOpcCYk8KibSE64CqotZr/cO+KZTOm+KHAp1ddU5FNLbMlFfLeShVGYsf3oTztq/6lCYnXAoPLkJZx+4p3NfTiuHgpSeeLzZ13sQw8eQfIw607eCe/vHx73LoRDiSpDSLeTBL8+FhTwEtN/40ev0eK2FPGTcCtsTboXkPIWJkIeME0FyKyTntpwOhVrIg4/vxEIeXEUs5MFdxkIe8vbJQh4iYiEPHU3voXvzin/48yh1zXzrj7pqH7VsQYGI/g+AdwIoAfg1M7+/URlzKJhDwacucyhMMeZQ8K/LFhTyYwsKAe2bQ8EWFNJFbEHBXcYWFPL2yRYUImILCh1N76H7cP8/xVlQmHHZf3XVPlJuxacOInohgFcBOImZdxDRfnnKMcYl0nUEzRsBN0PiDW1BrkvKKwsXZNoNT2mX/4aKCwpl6eZV3hb1ZsxJEyZnBel4AWH7cv5Xb3BnfK77YqFy0YXv0e0ahIWLQu+nhAKf9myAgIKjDVbGBHvOB9Skm5SQb0HfC09pIQkAjQkdKCo3ib6LjNqXpLQ4oJzfVHLnSTNu0KKosI8Lf/2fSqFvezRAQEHY9+KNjbAdIbZ3rQx5Wt0VOz1JNynC+SXeoAHKjYV23jdj4TniQqZ2bktVSWWUuuiEfxBy/llu310TuJhdkKaQNzaQ3xsb9G6FLE4I40j57hC3s7WXn/JbLrR+ieeqUCj2WyYkhHFMB71TKXRVvPaNjqBVp9wVAD7JzDsAgJm9AiBLzBhUpIwuYaMqZdziL2Xs3yzIGjcpUkaHsFGSNdbyJCnjsvX5ZY1AVVi4LkRkmF/kGF3wGF3KKGyL0L5L1hiTrpMy+kgRW92+SRkNow5dyiifd4vvkaSMQrrj8+Pte0oZDcMwDKNpEIBiIc5fl9GqLToSwPOIqJ+IFhPRadIHiehyIhokosGN1UdAbxvdhveuWYM/bstKGW8d3YZ3PZYVNkqyxsGRUVz50BqsGsnWJQkbB4dHccV9j2EwLWvcvBVvv/tRt5Rx01Zc7pIyCrJGoCJlvGwwK2zsH9qCN/ffn1vWCAArhoZx8ZJ70T/kIzL0EzlGFTxGlzIK2yLIIiVZYwjJMTy0ZeKR866SMnqWaWr7JmWMQnIcr9+QPceMzkY6V6T5CACW3Lce53/5FoeUUZA1Cp8HGkgZI51fdWN4fVYebBidgI1jw2gRhMrTezH+uowpcygQ0fUA9ndkfRjAvwK4EZVnYk4D8GMAh3ODzhw7Zzb/4NCKlPGP27bh5DlVKWPiadK0sFGSMvb00Hj6qpFt6J1XSU8+1p8WNhYSgsXBLaPoc8ka01LGRF5Syjgu2kulF2f31LVfJ2xMtJ+UNSbbSMoagXqRYP/QMM5Y4JAyJmWNaZFiDpFj3ecnKXiMKWXUtqU4q2ciPSGLLCYEl0lZIyCHPBDR9JQyTqLMlLc/3aWMM4W49JP+yZ3uMYYBoO/kw3nghn/JZoTEZ4qfV+qSYke1uHQpNtrXrQDIfgMplloLOZDq0rwLu4R2JIfDdrc7AwB4ayUvI2XckRAvJuajSjtuKePEXFyfnpzD0lJGmt0z0X5SyliTNabOLy3kwWcc9/UdxYMDXxN2iufj2iFx4SGOkKC6/B5jDwt5iHjea0jtaLHkMY/lmHDeSeeq4lCg4/7ene47F/cdxQODV2frCQl58BwrAOR9H9R+xPOr1YScX2PC/N2McQ94n6t00BVynuc47hR6D9+H+z/2iih1zXjj97tqH7VEykhEvwPwKWa+sfrvBwGcyczZn0ASHDt7Nn/v2Ydm0pXwVPm6XgidLARIGUNEjpIUUhMJiiJHQfwIyN4DSRapeRKaIXjUpIzlAO+BhLafJXZsdl9MHPiLlfkXFAImIzX+uAtXOXOj7BdxHIdIl2KWkfqsLSgIeTRnjlxGWISQLnwLp37U7yL2lMN54MZ/zfvxCr6ym2Zd+Ep1aRdrokgxomBRW9AQFg54h3ADoywowPH6ZQDgUVlKydJcHBKWMFP4Xpvr/pIW2wbQ85rveiwoHM39A9905hEEx5EQFy7evAHK4oBy7RXzJk28GfE/h9hXwKcRciMYIKX035cRFxS0816YowuHvttzQcE9jn3HMKCMY23/SvvLd79reSFjJWRMxiREoCrts5LnQgMQV9joK2sEUHjWlV11s1yj7/B9uP/jfxGlrp7Xf6+t9hERfYqZP9AoTaJVIQ+/APBCACCiIwHMBJB9BlKgxIzBUX+Hgo9boZbn8iv4uhVqeS6/guRWGM9z+BV83QpanuRWGM9zOAl83QrjeREdClK/NIeCvC2e7Sv72QfNlRDkUOgkh0Gz2g/wHljMtjEdEc+VBvOO6IGR3AqKQ8E572nnqjInGIZhGEZUKFK4Q3v+GPgSR5rwWrosrVpQ+CaAw4noLgA/AnBxo3CHJLdt24a/e1J2KLzniaxDQXMrXPlw1q0AyH6FwS2jeMf9j2PVlnxuBUD2K0huBaDiV3jLbQ9hYGPKoeDpVhjPc/gVJLcCIDsJfN0KQFyHgtQvzaEgb4u/D0Lbzz5IsclBDoV2dhg0q30PV4IWlz1dnAiGkUR0hCjzjuiBkdwKikNBnPdU34k8JxiGYRhGdAoU569NIKIriOhOAEcR0R2Jv4cB3JG7nlaEPIRSC3kIdSgk02shD2m3QjLkIe1XSLoSVm0ZRW/VoZD0ISTdCgBEv4LkVkg+il9ixsDGEZy2V9WhUA15yOtWACYe/U77FWohD5JboZbnchLkdSvEdijUQh7S7Uv9TZLOKyRcCXl8EMBEyEN6P4eGPDhjkx3pqkMh0JXQFQ6FuuOV05XQwJPgzLOQhwwW8tB9IQ/pcV8LeXDNOzw+F6c8MKVEesqVIKZXQx7S814t5CF9DidDHtLnvYU8eORZyINfG4CFPLiwkAc3FvLQVo/zx6LvOQu4/5N/GaWunou+0xb7iIj2ALAXgE8A+GAiawszP5O7nk5cUEhjDgVzKPhiDoUuwBwKchlbUMhiCwpuzKGQwRYUpCxbUHCn24JCBltQcKfbgkJH0/fcBbzy06+MUlfx/G+33T4ioiKAhQDGv4CZ+bE8ZYXb6vaE4R6/Ze16X5ofxfNA/jIhRzx9I2LeBIdQEKJaSsKOKUaNglG+uEJu0gRqb3/woSz0TauLA46/D+LCQcxFgzZ6zGqyaItfTVs4iEXIxY9qdp/qeYdABc+vD+VC1oVqwybhWEmLAxpSXaSML6mMuJCkXNxJK+I7A8ajtM+0xQlpdX2Gsi/FuVDoc8BCgzgXB8z3zvpBKLN720nYDhK+N6SbNwAg4X3jpN2kSWNPGt/a+e57M1ZWFmrFDGURQmxfOoe1bYl4fofcpPqe9024wmYUMFbOLjoXhGNSgDzupHGsfjVK+1Eaw7HfiCJRiPgdGLT4FbGMepMjEHXcR/yBphvo0u0moisBfATAWkzcwDGAE/OU78i9UmLGKkXKOBhRyujKU6WMjvTxPIewUZI11vJcwkZfWeN4nkvKqIkcBWGjr6xxIk+QH8aUMmqCSc9tEetS9rMPvvLFjpQiNqt9T/miiRcNIx+NzlVZLBtJythorhCEkYZhGIZh5ObdAI5i5uOY+YTqX67FBKBDFxT+uG0b3vf0Gty+Pfuo5m2j2/DeNVlhoyRrXLV1G6561C1llISNg1tG8c4Hn8CqkdFMukvWCMjCRknWCMjCRl9ZIyCLBCVZIyALG31ljZU8QX4YU8qoCSY9t0Wrq3/DFly68oEpkzJKErToUkSHxFDLi1kmfvt+8kUTLxpGPrTzThbL+skatbrU814RRhqGYRhGXKjyhEKMv/bjcQCbG35KoKMcCsfMns3fPaQiZbx9+zacNLtesAggI2ysPeGdX8pYX1cyLylSXDUyit55WSljUtYIQBQ2NpI11vJcwsa8skYAorCxkawRkIWNvrLG8TyHsDGGlLH2aGy6v0nybotW165tY859edA1A1GkjKJ8sYF4UcuTRIbdIGWsG1+e8kVneswJ3tehID12DgCzZzuTaZbgSQBkh4LwS66/Q+E5PLj4k3k/XsHzUUs15EH6RVoLefCN/1bjsqVHzwN8CFL7giehkueO5RYdCoInQcvjbZW6XOcj7yiN59WJZcfnTw9ZoyBlpFlFd/tpKWNirvR5r3dv3zG8YuV3nHliaIPkUNBCHqQyaly65/gOCXkI8SEEuEvU8zhW+9q+9D2/Q9wWop9F2RZhzvd1KPT2HcvL+r+brUcKeaCAkAclTMLbe9CskIeQR/tj1uXrLgHAJcnREdGhEOKwED8vH8vCwe9oOz9ADPqO2JdXfv68KHUVX3l1W+0jIvpPAEcB+DWA8YsJZv5crvIdtaAwazZ/++BDM+natbgY2iaErWr3FOI9QkSRoyYLbIbIUWoD8O+zLnh0l9GkjFJMbYinQvIhlJS6SjvcXwSH/HZVFCljVIfCdHElSMgnq3+ZEKT9H9IvSdgoLRoAoBmK5NHVfN/H/BYUTn0uD978aa82RKTvoIALH/XmRbzAChC9+d6kKBeRQYsQ0mKDuDiQfWpunJHs03FaXQDA293bI3pmFO8BSd85wnmvSRlnvPH7HgsKx/LS/h+4+6QsELiQbt4qee7jqLUh3sCFSOt8paMxzyGtvpjnsLaQKJZpgixTQ4hxLzz7Kq+5+NTe43hp/w+z1QcsfhWlsaqOb/dcJAoeY/sIfO9hYi40hCzkSWJPQJQvessatfZjyhoVCgdd0VY3y7Ho8gWFf3alM/NH85TvKCmjYRiGYRiGYRiGYTSdLvrBLklt4YCI5jKz8iuEm7YM4mhEiRmrtilSRoew0VfWWMuTpIyirHGLImWURI4OWWMtzyVs9JU11vJcIkFVyshVMWG6jCI4bJaU0dVOkJRR2sYG+2X5Bvd+9sGkjJ51KSJFky8axtSgnnfKXOUja2xUl68U0jAMwzCiQ93rUCCis4jobgD3VP99EhH937zl22+LcvDH7dvwgbWClHHbNvzdk1kpoyZrfNdjWVkjIAsbRVnjyCiufGgNVo1k65KEjZKsEZCFjb6yRkAWNkqyRqAiLLzEIWyUhIXNkjJK7YRKGV3bqO2Xlc+M4LJb3fJLH5omZWyKFLEZUka3eFHLM/miYUwO9bwT5ipfWaNWlzbvSe0YhmEYxpTQpQsKAL4A4M8BbAAAZr4dwPPzFu5Ih4KXlLHgTq85FNKyRk3KmKyrPj0hZRzZht55cyakiEmRY0LY2EjWOJ7nEDbmlTVW2ncLGyVZY1oKmRQ2JuWLSWHhePtTLGVMChOT7SRljXmljLVY3/Q21hwK6f0CTDgU0vsy1KEwpVLGBvLFTpIyjgs00+LFZJm8UkZzKLibN4dCFnMoAHCfdzWHQnquGp9X88oaMeFQyDvvcUrKmGzHHAoOzKEglDGHQhpzKHhiDgWRrnUoHLkfr/zyRVHqKv75V9pqHxFRPzOfQUS3MfMp1bTbmfmkXOU7cUEhTcg9Qlwpo1bGU2QYIHjURIpSGV9ZIwD0zHKXkaR5miyyGVJGURAGWb5YHpPbL+9yfxE/69rbck8KfYfvw/0f/wt3ZhPki0GCw3Yl+snahH0T0i/JOqstKBT99DiFM//Nf0FhaS7xb2NCLvCkeUL7PhNuIMQbmJi2e+0iLmQRYud2d7q0oLBVWDQAwqSMO4QL2YC5WPvOc9alSRkv+UHucXxq73F8c/9/O/MK0lsePN/+UCnjPo7SzZtWn/fNG+B/4xwyVkPeyBKwkBd0YxVzQUHclogLCs+60nNB4XhevOInmXRxcUAYw4A8vrQFs2a8EUVDHfsuYi5ohCykaQsKwtscvN/+AIS9xUUiYHGoexcUFvLK//vqKHUVX/KlttpHRPRTAJ8D8GUAZwB4F4A+Zn5NnvJt+cxFIxo5FFZJDgUhXXMouPJ83Qq1PJdfQXIrjOc5/Aq+boXxPIdfQXIrjOc5PAKaQ2Hp2jZ1KHi6EhrtF8lV4YNvzHBUh0FkH4FvmWa1bxjG1KHOOx5uhUZlXOkT9bmdDIZhGIYRFUI3hzy8HcA7ARwEYA2Ak6v/zkVbblEjNIfCH7dtw/uezuZJboVbR7fhPU+4HQqSX8HXrQDIfgXJrQDIfgVftwIg+xUktwIgewQ0H8Gbbr6nPR0Knq4Ebb9orgoffGOGGzoUvBwGgT6CSGWmpH1zJRhGUxHnF0+3glZGSq/UJzsZDMMwDMPIBzMPMfPrmXkhM+/HzG9g5g15y3dkyEPaoZD2HrjyQh0Krry8bgVgIuQh7Vdo5Fao5bn8CnndCgBEv0Ijt8J4XsIjUAt5SPsIxmPcU26DOh9ECxwKycds87oSaiEP6f0CTIQ8pPdlaMiDryvBme7pSgjyETRIDykTpa5CKi+PK8FCHtzNW8hD/jYAC3mohjxk5p3xuTinWwGQ3TFVMnWlHQoJJ4OFPDiwkAe/dizkwZFuIQ/udAt5kOjakIejFvLKr78+Sl3FF36+LfYREb2fmT9NRF8CkBnUzHxVrno6bUHhmwcemkkPcigI19vaPUWYQ0FKdzekxbgXBYeB5iooCk4E0aGg1CU5FGRPg79DQUNyGMR0KNTEi+489wR96A23519QeM4C7v83waEgoQzKpjgR2vPRrAY34QGSlFYSsqAwc4Z/GeFionjOp/0WFHqP4MFlX8z78fiIiwABIkWxjYDFiRBpm7Q4oV147trhTt8mLAJIiwYAeEv2TTYAgFFF5Ljd3b7oNxD8NyHEciic0ns8L17xM6+2pZshVVon3HBJskYAKEoLBwELGuIihHjDESA4DBCohggeg26spPMoZEFBQppbtHmdBPeU543YKb0n8E3Lf56tRzrukceqdE5oixByXQFlAhYuorURspCnjVVpfAvzvfh9A8iLbCGLfxLagsKBb2uLm+XY9B29P6+8+g1R6iou+mxb7CMieiUz/4qILnblM/N38tTj9zOWYRiGYRiGYRiGYRgdDTP/qvrfXAsHEm36c51OiRm3alJGR54qawyQMvrIGrU8SdY4nucQNpaYsWKzW8q4IkDKuHyDWzAoiQlFwWFsKaMjfaKuqZcyavtFkl/64C1S1KSMbSpFbFb7hmE0H/Fc9ZQ1ankmZTQMwzDahgLF+WsziOg6Itoz8e+9iOjavOU7ckHh9u3b8IF1a3DHDoeUURA2irLG0W1475qsrBGQhY2+ssZankvYKMkagYqw8Z0PPoFVIykp4/BWXLH6MQwOp9I3bcXb7nokI2sEKiLBtzqEjSufGcFltwpSxg1bcOnKB7JSRkFwGFXKKKRX6pp6KaO2XzT5pQ++8kVJgFbJa5IUURAfSnm+6aFlDMNoPvJcIcxhimDRpIyGYRhG29O9b3nYl5k31f7BzBsB7Je3cEc6FErMuGPHNpw4y0/KmEyvhRinZY3JRSNNyphH1ghAzJNkjcmY+EreKHrnVaSMNYdCiRmDw6Po212XNQITDoW0sFGUMiZFipKUMSU4HG8/gpSx/vP16eNSxCmUMtYcCi4pY82hkN6XoQ6F3PJFRbzYSLIYRYpYO1Zp8WG6jCPPN92rjDkU/MuYQ8GjDXMoiFQdCum5gpNSxuRcNS7UdYsXtbypkjKaQ8EcCr7ti5hDwVHGHApOzKHQ0fQdcwCv/NYlUeoqnvXJttpHRLQKwN8w82PVfz8bwM+Z+dRc5TtpQeHoWbP5P/c/NJMeci3eLAm8bzs9PXIjIfJDKU8WLAo3YkDdGyDy1aVIGQWZoCZrlKSMknxRkjUCwJggX5TEi1qZw2+6I46UMUDUKdKJN84x64q5oCCVadZj1lL7M2cqZYQxI5wrvnKgvr4jebD/K3k/Hh/peyvINh9gbhdvkjzf/gCAQy48dwlvedgpLCgMC4sGUBYUlEUIUcq4Q+izIsgVEUSOsaSMJ/eeyDcsu8aZ53szFGLO127sihAM/UIZaQFC65to9GdlIcv37SaA/3mnLQpKFnzpfADkGyvx7Q/xbkSlRYNKnnA953kjJo1j8S0PAW8kCVmECFn8CqGVCxrSOQQABeEcVt9IIo1j37c/KGXU88sX5RqocMBb2+pmORbNXFAgopcB+CKAIoBvMPMnU/nvBfAWAGMA1gO4lJkfDe1Ptb2rASwGQACeB+ByZs4V9tCmdx06JWbcul12Fbj8CqpDwZE+nufpUHClNyqjeRdcfgVft8J4niPuX3Ir1PIkh4LTO6A5DBTvgY9boVFdosNBcygI26jtF8lV4YO3Q6GNHQZB7d/5pPkQDKMLCfLABHoXzKFgGIZhNAuiQpQ/vQ0qAvgKgJcDOBbAa4no2NTHbgPQx8wnAvgpgE9PZruY+XcATgXwYwA/AtCbdzEB6NAFhdt3bMOH1rsdCpJfQXQobNuGv3vS7VCQ/AqaW8GVXsvz9S5IfoXBLaN4x/2PY9WWfG4FQPYrrNw4grfc9hAGNrodCpcNZj0CkndAcxhI3gNft4JWl+ZwEB0KgidC2y+aq8IHX1dCTO9BbIeBt0Ph7qdx3r+ZD8EwuhF5DnPPeVqeORQMwzCM9oCa5VA4HcADzPwQM+9E5Qb/VckPMPONzFy74VsB4OCgLSI6uvrfUwE8C8CT1b9nVdPy1dOJIQ+NHArJvKQrQXIr1DkUUnW5/Apph0Ly8+l0X+9CMuQh7VdIuhJWbRlF73yHQyHhVgAg+hWSPoSBjSM4ba95dW6FWl6dXyHhY3C6FVIOg4xDIeE9GI/993ArSA6FWsiD5Fao9TnpUBhLuhLqHAoJT0JivwCoK5Pcl6EhD3ldCY08Cc68Bt6DmD4ErzI5fAy5sZAHpYyFPGSwkAd3+1MQ8pCZ28bnaLc3xpkneBdiORQs5MFCHtztW8iDTxkLeRDyLOShS0MeDuSB714Wpa7C6R9/FMBQIulqZr4aAIjoAgAvY+a3VP/9RgBnMPOVrrqI6MsAnmbmj/v2g4iuZubLiehGRzYz85/lqUcwDLQ3RSKcMnuuV16RCKfOcaf3zpXrcuUVidC3W/70RmVOmyeXOX2+u8zpu+/mTD9jj2z6eN6e85zpZ+49Xyxz1j7ZvCIRzlqweza9QDh7vz3cdRUI5yzM5hULhHP2l9L39K/LkV7r89n7OvosbUuD/eLal74UCwUsOnb//OnFAhYdl03X8orFAhYdf0Du9GaV0eoyDKOz8Z3bGpY5ZqFY5vlHu/MMwzAMIyqEmC6woRiLLkT0BgB9ABYFVnFd9b+XMfNDof3orAUFdi+Iacc26o+IIWPIs/2xMfmJkZ4QA67wS6UkLNSkiFwQJFnCr55SOhAmGpTKaO34woIILCq+8sVmiQxbjW/fpKcQtLpU62oT9k3MCUmta6qfqiCgkP364AZxgbEQ7draL6XScBHrUuYCqUzB34JPJaFjyr4Ueyb9uqo8zUIz3Hk8UzPnC79+SuNLGXfec67SLT8IJZ7lzCkLxyvk19WicC5qhnjpPJJ+QWVWBMhCn8WLP+WruVCUftVXfvWUxrF2roodEMoUlUtZ3ycOtKcKfHHMkRN5seZKQpmVN/6km1WuI0kaq0oZKUd82iHgOlZD2h7pHNbwPb+lc7tSmTu5II1hQB4v4tMmyneENI6172jffdbO15NTSYih3581AA5J/PvgalodRPRiAB8GsIiZhdc/NeRDAH6Ciochd4hDmpaMBiI6mYhWENEfiWiQiE73KV9ixm0hUkYPWWMtzyVs1GSNrvRaXojI0SVs9JU11vJWbBKkjIJgsMSM5RuyYkJNZOgSHwKyMDFcyugu0xVSRpMiGobRwQTNYYEiR5MyGoZhGF3GAIAjiOgwIpoJ4DUA6mKbiOgUAF8H8FfMnBUT5ecZIvo9gMOJ6Jr0X95KWrW89GkAH2XmkwH8EzzNlHfs2Ia/37AGdzriRUUp4/Zt+MDarJRRkjUCsrBRkjVK6YAucnTJGgFZ2OgrawSAgc1b8fa7H81KGTdtxeV3PIyBTdl42ZXPjOCyWx1SRkFkKIkPa3kuYWKYlNFdJraU8a3CfokqZfSQL5oU0TCMTkCdj0SxrL/I0aSMhmEYRtOg5kgZmXkMwJUArgWwGsB/M/OfiOhjRPRX1Y99BsA8AD+p/kCf++Y/xStQuRdfD+Czjr9ctETKSETXAvgmM/+YiF4L4JXM/LpG5Y6eOZv/38KKlPHOndtwwsx68SKQlTIm5YeSlNGVXstzCRvT6dLnAYgix0ayxlqeS9iYV9YIAMWEfDEpEiwmygxs2orT9qymz+qpa79Oypgo45QypsSHmpRxvC4PKSNXf4VKl6mFb8SQMo6N7nLuFwAojZWd+9JbyvjJv6z2N6d8MYfIsCVSxNh0WshDyK+iIWWkfvUEPE4rtF984ec9pYxH8eDA1zLpbR3yIBEz5EESvWn9ksoo8i7eJTzZuENY5ByRpYySsJG3Kgumo9lFawDAzur8mZ5fanO3QyzLSfliDpEjb594lHpyUsaT+Lqlv3PmxRTKScLEmCJHSeKolekh9xgKEs1pIQ++AlXpfACAMbeEjseUJ32lc0WoK2gOkQgIeSgsvMxTyngSX7/0N9l6JOmmKmWMN+5DBI8h+EohNbxDHpRzpSidX5r0VBqrkqxR+46QxrcWAhRx7PuO406h77iDeOBHV0Spq3DiP7bFPiKi7zHzG4no/cwc/OrJVi0oHIPKqguh8pTE2cz8qPDZywFcDgALiz29PzngOZnPhNwjhNxv+LYRUka7R5LuH4oz5A7U3syQKTPb3VBR+HyljLsDtUWLND1COoC6xYYkqsNBuBmSYnBLO+SJc0zIqy0o+JR5zi13qpNCcgw/a8FuvQ9//UL3B5s1+NqxDUCOS4u5OKDdhMfEN5ZcW2iIuf3SgsKLvtjwi61uHD9rYe9Dj/xM+3gGLc7bl5gXuCFtiAsa0o2V9j0rLij4X3iytKCwTVlQ2JR9CgxQ3v4AAI4n6gCMLyhkEJwLGrzLfbxYmddnvPH7uefigw45uHfw3tu8+lQIuEkKuUnzXYTQFgHkBQX3+Aq5SYp6rmg3PNJNkvR2EyiLb+INV4AFX1pI1dwO0lse9nuz11x88CEH9d5630D2MwHjzneOBOQFipiuhGbM91o7IYsWPQX3uJPOIQAolIRxLC0oSGMbkRcUAhYaunpB4b/fGaWuwvEfbot9RER3A3gxgN8CeAFSBhBmfiZPPVN2p0BE1xPRXY6/VwG4AsB7mPkQAO8B8J9SPcx8NTP3MXPfnoWJX8JVh4Ijz9etMJ4nOBSkdJdzQcsL9S6IbgXFodC/2e1dkHwAkkdA8w4sW59NB5rnUFjydJMcCg4fhURyDO+7x+yJekK8B0L8sWFMNXXjeN89W90dowMJ8sA0dCi481wkx/A+C/YJ2wjDaDF143hfG8eGYUyKrwH4A4CjAaxK/Q3mrWTKFhSY+cXMfLzj75cALgZQ+3nrJwC8pIyqQ2HHNnxofdah4OtWAGS/gpQuORe0vEbeBZdfYdXWbbjyYYdbYcso3vngE1g1kn0cdXB4FFfc9xgGU34FzQcgeQT6N2zBZYMOt8LQFry5hQ6F5euG8abFq6feoSD4KHzxdSVoDgXDMIx2J8wD43YrAMCSe9fh/M8vxtJ7zaFgGIZhTDFNcig0E2b+D2Y+BhUVweHMfFji7/C89bQq5GE1gCuY+SYiehGATzNzb6NykkMh7R2QHAo+bgVXnpTeyK3gypPKJEMe0n6F2tPaabdC0oewamQUvfMmHAq1kIcSMwa3jKKv6leohTxk3AqJkIeMX6Ea8pB2KxQFh0Iy5GEqHQoTMbj1bSRDHmI4FJJlkvusUchDkr7nLuCVn35lpR5PV4Iz3UIe/PIs5MGZnCfkIUlf39HcP/DNvB8HYCEPItMo5MHHA1MLecg4FHakHAr3rsc5R1UdCg1CHpKcdOrJfO3S6/N8dBwLebCQBydNDnlIIrlALOTBQh6cWMjDpOg7/mAe+J+rotRVOPoDbbePiOhcAEcw87eIaAGA+cz8cJ6yTbq6zvBWAF8koh4A21GNBctLkQgnz5or5p0yO5unpZ86R67Llael986V63LlNSrTt5u7zGnz3Omnz99NrOuM3bN5RSKcsec8scyZe2XzikQ4a5/5zvSz993dXVeBcM7CPdzp+0vpe8p1SWUcbWh9KxLhrAXudNe21/KkfeZDsVjAouP2d6cff0DudMMwjE5Am8PEea9QwKJjs/NkLe/5xyyM2kfDMAzDmG4Q0T8D6ANwFIBvAZgJ4PsAzslTviULCsy8BEDDJxIy5RAmSXfh+QNe0whYG0ehIP/6xUJe8g0I9XUJvxJDlh/6pmv90iTxkrCRS8KvRsq2SHm1Ny20FTHfTNAslH0vl4loUJWeRFD3pWefHa6OxmWa9GaIKa6LUcBYeaZnGcU46wmx/69PvoTY0AsFPzs/AFBB2C8h57b0tEOPYsGf6T6ONEM+vtwj/IodcXzTDOHzwneXP4SSMIal41UWLpnEX+GVugrKGJbeliK/5UERMwtXFSHXGhLa9otvrBDeLkRQnsyR3pqgvU1BeBJDPL9CnqSSLlz0Cxr/dhwwE0qcPVnEp2mUX9UpIAqaIz6JIBEy32vzt9yOcN6LT2Eo/RKap4JyrhSksSqNe+XtLsLTMaw+bSCdE+btGocQdn3bGfwNgFMA3AoAzPwkEWV/PRZo07sRnRIzbtshiwxdwkZN1qhKGT1EjpKsUctrKHIUpIySrLF/iyJldAgbS8xYsVmRMjqEjSVmLN8gyBo1KeM6ScoopGtSRkeeKmWU2hf6HFPKKGHyRcMwDB1V5Fgu46a780sZDcMwDCOc7nMoJNjJFQ8CAwARuR95F2jLLWrEHTu34R+ecUsZJWGjJGtUpYxCnpguyBq1PFXkKAgbJVnj4MgornxoDVaNZOsa3DKKd9z/OFalpYzDW3HF6scwOJwVOa7ctBWXO8SEK58ZwWW3ClLG/vszgkMAWDE0jIuX3Iv+oXwiRVXKKOSpUkahfanPKzeO4C23PYSBjfXbCLROymgYhjHdUEWO96zD+Z+/CUtMymgYhmEYk+G/iejrAPYkorcCuB7A/8tbuCVSxlCOmjmbr963sZTRlZeWMiYFhy7xopanSRnz1iVJGdPb4hI2pmWNM2fSePqqkW3onTfRfiEpbNwyit6qlDGZPjg8ir7d52ZFimkp46zGUsak4DAtZewfGsYZCxxSxjpZY3EiPSVlTNaVzCuPy7vq60qGdaTbF6WM2xJSxo0jOG2veeP7ctfo2MQ+a6aU0UIe/NKB1oc8SL+YjkkisoBfWGNKGV/yJS85UG/fsbys/7t5Pw4gcshDgHDLl6CQB+nxbq0uSQJXkuV4kqSLt0tSxuwi6zjDbikjhmUpI28V2tkpPLI7pj0arItKM7LG0Yn9UiqXseTe9Ti3KmXsef33PKSMp/BvblnszPOVwKmPkYuiN3mfFMg9JsSQB0WkKNUljVVJ1qi1o22/7zlBmox0TNhOTcq4M/tjCQD5/JLChjRiShn3vdhrLpbkojEFohohwkTvNiLKIvV2/ESWWr+k82hGQR6rPRDmVUm+KMkaAXF8i7JGQJYHB4hKu1bKeMIhPHDNe6PUVTj8vW23j4joJQBeikpwx7XMfF3esq2SMk6KRlJGV15ayli7hiFUP8+V+4PkdXheKaNUVxIpj1Dtl1AmmVemifRT50ykj41NFDx1zhxwCRirPLGCGcXKfwtAReTIADOP+w0KAE6fNxcoAwxGOdEJAnD6HrtV22EUqhtaAHDmXrsBzJW6yoWJ9L3nT7SRqKsAjMsPk+m6rHHPTLorr+Y96CkSzj0wUWZXfZmz93O0k5Iy1jwNPQDOWiALHiclZay2USwUsOiEA93pJx6USfdro01jvEJugmO+5UDbL977OSAWMeRYxvQuxHIoMKHsiNtl5aG3chMeiJNs3CEoChj5ho/dX6lF4fOVuoQbC239RfIOCG4DLkpCAgAzhTztjShSmaCxKpyT1V2WmQ8TnptisYhFx7uFjY1gFDDGs5x5mhPA+Xnl5kVyJbAyJsrC4ptcl+JQEPKKUhnlNJXe1KK9ZUKaEyS3gzbuSbrhKSqFpJt6yXYf4jYImdcp1nc0oeyYd6T9ri7+hCzUev4mGbYA4X+rUg6I+xcXDoTzTpvXS6I7Rd6WQsHtdCkUheNSVvZLyPiWXBWRfB9dQe21kd3LHQBqX4y3+xTsyL0S26Fwa0yHQkhdmkNB8C5IDoWVI3JdkkOhf7PsXVghORQcfoESM5YNCQ4FrjoM0mWiOxTkMt4OBYcnopY3lQ4FwzAMozGlchk3/ckcCoZhGEaToEKcvzaDiC4CsBLAhQAuAtBPRBfkLd9+W5SDmA6F27dvwwfWZdOBAIdCiI9B8S5IfoVbR7fhPU9kHQqrtm7DVY+uwa1b3Q6Fdz74BFaN1D/+Nzg8iivuewyDW7KPBQ5s2oq33fVIxhUg+QX6N2zBpSsfcDsU1g/jkmX3oX+oPi+uQ2Ez3njDaqxYF8GhIHgigMgOBXMlGIZhBHHL6nU4/7M3Zjw0hmEYhmF48WEApzHzxcz8JgCnA/jHvIWnrUOhUXotL49DoVG6K0/yLoQ4FJI+iFu3bsOpu020P2NWwqEwMoreeVWHQk/CobBlFH1Vt0Jxdr1DIekK6Em4EpJ+gTq3guRQYEb/0BacsWB+vXchgkOBa7G2ZcaKdcM4c79KXaXtpboyeRwKpWR6whMBADtHdjr3i7dD4d9fVaknryvBQh786xIdChFDHrRfRSW/QohDQcqLGD5R/POveMXyndp7HC/t/2EmvZtCHtR2pJAH4ZFhPeTB/bh4gZVYVymmdod7kZNHBU8CAGwV8jbJ3gXeJsSlbxf6JY17QPGNCI/3b5vYL6VywkNTKKDnNd/NPY5PPLWXf3XzMmeebyy5GvIgjAlpDGn1hdQljS9pTBYL8itGi1KYgupwkHwj/nXRmNA3yZMAgCW/gnQOhTgUpLlY+xVSiO0oLHiTp0PhFP7tkhuzTXv6AIDAkAdPmuFcAOL6IELmdek8mkGyQ0HyKxRK0hhWHArC+FYdClKYRED4SGG/N7edHyAGfSc+iwd+/YEodRWedWVb7SMiupOZT0j8uwDg9mSaxrR1KDRKr+XlcSg0Sp9Mmd657jJ9u7nTT5sn13X6/OwbQIpEOGN395tBJFdAkajiSnCkJ30E6byz983mxXAo1KcL3oOcDoW69H3cr1+dtEOhVk+xgEXHHzDpegzDMKYjxUIBi44NcygYhmEYhhfd7VD4HRFdC+C/qv9+NYDf5i3cWQsKHM0p1pGU/cTtAIDSLmHFVfillhUTmZbXDMQ+C9tPRfnXaClPKxMHZTIKEQlKtOuEF/MJBU0aJ+0zpQx5xrSx8GsdAHmlPyYxZY3eEMY4K5DS3uQgCd1iUlZ+/ZLaD/nFzFe+6BJY1iiQu64exU4nOhYlG/cMt3ywkucWgYniRQDYJZxHPQHj3ndMRnr6ihkYE9/U4m5DbJrlYyUd34JyrkjyRWl8a3UVhSeDxHNVORyS/FFqA5DleJIsskeZJooFYXwXlHldyGPpSYiY351NipN2zm3CWNXmYe0Js2gEXEbGfKpBfQpD6JvUvvrmIvHBQnlbiiw8tVMQnipQxj3Ec0WTMgp965wH2Y1JwMzvI6LzAJxbTbqamX+et3yb3nXolJjxR03K6MjzlTWO5wkiRZ/0RmVUkaMgZRwUpIwuWWMtzyVslGSNtTyXfLBjpYxr/aSM2rbEkDIahmEY4ZiU0TAMw2gqRHH+2gQiei4RnQMAzPwzZn4vM78XwHoiek7eejpyQeHOndvwj5vW4K5dDimjIGz0lTUCsrDRN13LU0WOgrDxttFteO8at6zxXY9lZY1ARdh45cNZYePgllG84/7HscolZRTkgys3juCtdzyMgU316c2UMr7+uruwYq2HlHH9MN508z2ZdvqHtuDNjn71b9iCywanVspoGIZhhHPL6nU4/zM3mJTRMAzDaA7d95aHLwBwSZM2V/Ny0VlSxhmz+WsLKlLGu3Ztw/Ez/KSMPrJGV15outZOIyljMi8pX8wjawQgChuTgsVVW0bRW5MyzsopZdy0FaftWU2fO2M8fSqljLWQh1KZsWLtZpy5sJJXrsq70lLGciLcI91OUsqY7JcmZdyxeYdzv/hJGffllZ/7a3emhTz4pbc65EGTdwlCuahSxhAkKePLv+opZTyeF6/4SSa91SEP2qOxUUMePCVd6rvfhUeve6THXAEUWZB0BUkZN7nTN8tleKuwmBpVyuguw1snRGQZKeNF38k9jk84pZd/sXhpno+OEzQVC79EqSJFYXyJskZNDidJP4UyPSRLGX0Fj4A89qOOe0m8qOSJskYpbCgE7ZF0aVwESBl/c8tiR/Uh81p7PunTtJAHz/a18046jyTxIgDMLLjn1R4I860kFgVEYSNLYlNAFpIGhHB2rZTxpGfzwO8+HKWuwoFva4t9REQDzHyakHdn10sZT5rpL2XMI2tMXtsQqu1wvbTdN71RmZNnyWWSebW+Eap9rqXTRPqpc+rrSpbpnTuRx9UPFICKyJEBZh5Pr+WdvvtumbwCgDP2cKefuff88fRyoi4CcOY+86vtT9x2BEsZD5jIo+oNZ08BOPfAvRLpE+33FAjnJsoUqleGBRDOTbRfrqb3ICuRrPkVekCVbWkHfBcOWr3QEPUtD/5vbFAXDXz3jXaDLMVJSm1oiwYhZSQiLU4wyOkFKAluAb0uJQ7Vv7JoZaRFA0A210uuBM1cL8afK4eKCoLtv8fdDvUIngQALPkVZsplaKe7HW7CmEx6bnqKRbzghDCxLYOxsyTdKPitHKhTkZBXoBDvgrDIosXFS94DaS7UHAa+PgYoi28xx31RPr+ktymI6QFG+yAi/ULJIJQc8464kKPMa01xKIQQ0btQDrjtIWFMiOcQIJ5HUl0AUBAdCsKiYFG50S8J10DKIpc8f8d7+0PnQ+32dEEM9lTy5uStpOv2imEYhmEYhmEYhmFEg1D5kSfGX/swSERvTScS0VsArMpbSVttUV6aKmX0KBNclyZlFESOg4KsMbqUcbMgZdzoTtdEhk75YWwpo1bG1Y4ki2wkZXRsv2EYhtE8SqUybrrrKZSEJw0MwzAMIx7UjQ6FdwN4MxHdRESfrf4tBnAZgHflraSttigvTZMyCnm+6WoZReQoCRtv27YNf/ekW8r4nidkKeNVj7qljO988AmsGnFIGYe34orVj2FwuD5v5aatuFyQMkoiQ0l+GFXKqJUR2pFkkZpgcmDTVrztrkdMymgYhtFCblm9Fud9yqSMhmEYhhECM69l5rMBfBTAI9W/jzLzWcz8dN56TMroIVIMTXfl5ZVCTpWUccaswnj6qpFR9M4TpIzDo+jbfW5+KWNCZJiuKyk/nDGn0rEYUsaawyFdprxrIu4r3U5JkDImZY1JwSQA7Bh2SxkPv+mO1kkZp7NDoUeJvZccCkVN5BhTyijk+coaNULi1YV2in/xdS850Cm9J/BNy7OvJ265QyEiIQ4FXwEdIAvtioocTxJ7FcaERU5FyigKG4c3iWUwIsgfd7hFYBCcCwC8pYzJtkulhJSxWEDx/G/nHsfHn3Iq/+SGJc68uA4FScoYUkaIsVbHqjS+BMGiJkX0FDwC/gLTqOMeAHZkfywBFCljSRmrvqgx9u55r7DPG7zm4hNPPZX/9+asXFQUCQZICTuRmCJHaV6XzgdAPo9CpIwzC9kf6QCgUNJkpO5xjzG5zzwmnPvSOaH5IBZe1hbCwdj0nXwYD1z/0Sh1Ffa9uKv2UddLGZNSwhNnNBYpJu8p0sLG0PTJlDl1jntb6qSMhYn0U+dWPp9+6r9IVJEvVuFSQso4dy5Qrkiqaum1vNPnTeQl6zpzr3nOus7cc17m87UySclhUuRYS08KIX2kjLnLJOSLlJAvSuln75eVRda25Yw95znzGlKLv3Ih2rsiigSbtaAQ0o63lDHi4kSjPAekTJ+i3KggLOBqbbdQvijBIIxxVuanyuEkoVsT3v4QgnZBWhYupKQypCy0lIUbq7I6JtzJs3qEGztJvAgAkrBxtlJmp/vCk4Rxp/5sIS2ySSTe1FLsARaddLBf+VqfGNjlCI+r5jpTi37rDAC0xQG5sh7xK0K4CRUkjgBQEBbsRAGfMnVIgseCcuMsLb6FLCQWJWld0S1DrRRy7xtpcZk10ZzvD3BNedc8uY+l0NVSZz6Y7E/E30qleV2VWArDSFuolt4MIcp+lcU/8Q0jND0WlKaUppzXnUdHzizBDgUPt0Itr10dCqsEh8JgiENhi+xQ6N+czdMcCss3bPF2KCxd20KHQrnqUHC4FVz9reWZQ8EwDMMwDMMwjOlORy4oBDkUPN0KQPs6FP64bRve97TDrTC6De9dk3UrAIpDYWQUVz60BqtGsmUGh0dxxX2PYXBLPofCymdGcNmtfg6FFeuH8aab72mdQ2FoGBcvuRf9Q/Xp/UNb8Ob++82hYBiGYRiGYRjTnq6UMkah6x0KUnojt0Itr50cCskyedwKADBzxkRe0qHQ00Pj6atGtqF33hy3Q2HLKPrmVxwKM+b2jKcnHQrFWRPpSYdCz9yeurqSroJxH0PKbTBe1xQ7FMq7yuPp/UPDOGNBJV1zKGzftH1iv4Q6FI7Yl1d+/jx3poU8+KW32KGghRXwLuFRxBCHgtSOFtbgWcbXoXBy74n8h2W/zqRPl5AHKaZWDHlQHnMVY8kLSiw5uWNnZxWyC6AAgG2KQ2HrJneG4l3AsNDOdnefxfMB8D8nBH8DABRf9Y3c4/i4k0/l//rDLXk+OlF/00Ie/LwLWl2+DgXpsWutLs0RIoU8SHVp7Usx5j3QHApCnuBQEOPIgbghD1L4iLdDoZd/dfOybPVa7IrhhTSvaw4FaRz3KA6F2UX3vBo07iVHyC75/OJdggPHHArj9J1yOA/c+K9R6irs9bq22kdEdB6ATwHYD5UAbQLAzLy7WrBKVzgUktfIaVdC7R4h7VZI1uVyLtTqSvoVQtMnU+bkWe5tSboVktvSO7c+Peld6J2b8C5UGyMAfbvNqabXRzUWiXDG7rsl6pooc/oeu2XKFIlw1j7zxz+f9jGctff8rI8h5TaoS8/pUBj3HhQI5x64l1xGaMflSigS4awF9edQodpOAVTZllB8Fw7adUEh5qKBhrRwoNRF0uqvui897xa06zWxnYjxiyH70jdeXYIJpXI29r6sxEW3euFAjXd1QMrFkig8Y/f+1RYnxFhyZXwVCu7MEtw3Q8UZs+XKJL+C5l2YLdx0CQtW2pnFBU8hqbaQ6AED2Cm8blK6QZd6qgsW3elFkm9Oy+y3CCE5FyplpPlTLiPWJYzVolKZ5BuRvAtUkOcol7cFAIpF+SaJpFhyKb2onHiaiLdFMCrXYWk0r0VMXG23A6IeJQDpHJKcIpVC7mTte2WM3fNqQXKHFJSFvB7hPCorY7gkeVWEdM03YnQinwbwSmZeHVK4IxcUDMMwDMMwDMMwDKM5kPyDVeezNnQxAehQh0IjKaMrL1TK6MrzTW9URhU5RpQyDjjyJFljLU+SMrqkhNNJyuiSUhqGYRiGYRiG0aV0r0NhkIh+TESvJaLzan95C7flFjVCkzJKeSFSRinPN13LU0WOgrAxRMp46+g2vOuxNbhttD5v1dZtuPLhrKwRkKWMkpSwoZTRITmMLWV0pQNxpYySlNIwDMMwDMMwjC6E0M0LCrsDGAXwUgCvrP79Zd7CXSFlTCIJG/NKGdN15RE8Nkpv1L4mZUzmJeWLeaWMtXDTEjNuG92GU+ZmyyRljTPm1IsUk1LG4uziRHpCSjhjzozx9KSUMS14TEoOxwWPEaSM422k0ks7xurzJill3Dm8YzwvKaU89Ibb/aSMXzzfnWkOBTcxHQo9mpTR06Gg+AhYirXdKcQ8hkgZNaQyQvvFV17tJ2U89ST+/dLfZ5vtJoeCIjEQHQqCI0NzKITI6WYIYq9ZgtSrODbsTAcA3rrRnaFJGbcKUsZRQQQmjXsEnCsj2QXrGj5y0WNPPpW/+/vFzjxNcuj+vJbnztQEj74iR0niqPWtR3AVaKI5X8EjIJ9HkshRGtuVPLc0blZRHt/kK2UsKVLGmA6FSFLGE07t5WsWL83W4zmGQ5keDgV3uuZB6RGkutr4luZvSco4syDPhYWSNBePutMBsCRyHBPOb8XH0LVSxlOfw4OLPx2lLtr9gq7aRx21oEBE6wE82up+TBELAAy1uhNTTLdu47OZed88H+zyMQx07zGu0a3bl3sMA10/jrv1GCfp1m20uXiCbj3GNbp1+2wunqBbj3GSbt1Gr3HcKfSd+lwevDnSgsL889tqQYGIDgbwJQDnVJNuAfAuZn4iT/mOkjJ24+CsQUSD7TSwpoLpsI2N6OYxDHT/Me727ctLN4/j6XCMp8M2NqKbxzDQ/ce427cvL908jqfDMZ4O29h1NOv1683nWwB+CODC6r/fUE17SZ7CXbtXDMMwDMMwDMMwDMNQ2ZeZv8XMY9W/bwPIvWBpCwqGYRiGYRiGYRiGodG9UsYNRPQGIipW/94AYEPewm25RdOUq1vdgSYwHbZxutPtx7jbt8+YHsd4OmzjdKfbj3G3b58xPY7xdNjG7oGomxcULgVwEYCnATwF4AIAb85buKOkjIZhGIZhGIZhGIbRTPp6j+DBpZ+PUhfNeWVbSRknS0dJGQ3DMAzDMAzDMAyj6bTn0wXBENH7mfnTRPQlAJmnDJj5qjz12IKCYRiGYRiGYRiGYYhQN77lYXX1v4OTqcQWFAzDMAzDMAzDMAxDo8ueUGDmX1X/d5SZf5LMI6ILHUWcdNdeMQzDMAzDMAzDMAwjLx/KmebEnlAwDMMwDMMwDMMwDAlC5U0PXQQRvRzAKwAcRET/kcjaHcBY3nrsCQXDMAzDMAzDMAzDEGneayOJ6GVEdC8RPUBEH3TkzyKiH1fz+4no0MCNehIVf8J2AKsSf9cA+PO8ldgTCoZhGIZhGIZhGIbRYoioCOArAF4C4AkAA0R0DTPfnfjYZQA2MvNzieg1AD4F4NW+bTHz7QBuJ6IfMvOu0D7bEwqGYRiGYRiGYRiGodGcJxROB/AAMz/EzDsB/AjAq1KfeRWA71T//6cAXkQ0qXiMQ4nop0R0NxE9VPvLW9gWFAzDMAzDMAzDMAxDgakQ5Q/AAiIaTPxdnmjmIACPJ/79RDUNrs8w8xiAzQD2mcSmfQvAV1HxJrwQwHcBfD9vYVtQ6BCIaCRSPZcQ0Zcj1DOTiK4movuI6B4iOj9G/4zupZ3GMBHNJ6I/Jv6GiOgLMfpndDftNI6r9byWiO4kojuI6HdEtCBG/4zupQ3H8Kur4/dPRPSpGH0zuo82HLf/SkSPp/sVMbbd6G6GmLkv8Xd1i/szh5n/AICY+VFm/giAv8hb2BYUjFA+DGAdMx8J4FgAi1vcH8PIDTNvYeaTa38AHgXwsxZ3yzC8IKIeAF8E8EJmPhHAHQCubG2vDCM/RLQPgM8AeBEzHwdgfyJ6UYu7ZRh5+BUqj6anGY9tB/B5VGLbja6AwFyI8teANQAOSfz74Gqa8zPVa4E9AGyYxMbtIKICgPuJ6Eoi+hsA8/IWtgWFDoSI3kdEA9UV/Y8m0n9BRKuqq/yXJ9LfXH2SYCWAcyJ141IAnwAAZi4z81Ckeo1pQJuM4VrdRwLYD8AtMes1up82GMdU/dutGju5OyrGZsPIRRuM4cMB3M/M66v/vh6APfFoqLTBuAUzr2DmpxxZsWPbjTaCUYzy14ABAEcQ0WFENBPAa1B560KSawBcXP3/CwDcwMw8iU17F4C5AK4C0AvgjYn6G2JveegwiOilAI5AZVWUAFxDRM9n5psBXMrMzxDRHFSMoP8DYCaAj6IyODYDuBHAbY56X4jKSmqaUWY+O/XZPav/+y9E9AIADwK4kpnXTn4LjW6nHcZwitcA+PEkJ2JjmtEO45iZdxHRFQDuBLAVwP0A3hlrG43uph3GMIAHABxVfSz8CQB/XW3HMJy0ybjVqIttJ6JabLv98NbhcPUJhSlvpzJurgRwLYAigG8y85+I6GMABpn5GgD/CeB7RPQAgGdQuZadTJsD1f8dAfBm3/K2oNB5vLT6V5sM56Eysd4M4KrqIypA5TGYIwDsD+Cm2uo/Ef0YwJHpSpn5RgAn5+xDDyqP3yxj5vcS0XsB/Dsqq1mG0Yh2GMNJXgMbu4Y/LR/HRDQDwBUATgHwEIAvAfgQgI8HbZEx3Wj5GGbmjdVFsR8DKANYBuA5gdtjTA9aPm4NY6ph5t8A+E0q7Z8S/78dwIWTbYeIfgVA/EGNmf8qTz22oNB5EIBPMPPX6xIrTwq8GMBZzDxKRDcBmJ27Ur+V2Q0ARjERc/4TVGLGDCMP7TCGa2VOAtDDzKvytmMYVdphHJ8MAMz8YLXsfwP4YN62jGlPO4xhMPOvUIlHR/Ux9VLetoxpSVuMW4VabPsTFCe23WgjuPtsAf8eoxJbUOg8rkUl1OAHzDxCRAcB2IXKhLWxOokeDeDM6uf7AXyRKuKjYVRWs25PV+r5iwJXV7ReAOAGAC8CcPektsqYTrR8DCd4LYD/CtsMY5rTDuN4DYBjiWjf6q9vLwGwejIbZUwr2mEMg4j2Y+Z1RLQXgHcAuGgyG2V0PW0xbhVqse3LESe23WgbCOUmhDw0E2Yel+pXQ4Wexcz3+tZjCwodBjP/noiOAbC86ngZAfAGAL8D8HYiWg3gXgArqp9/iog+gsrEtgnAHyN15QOoxO58AcB6BMTbGNOTNhrDQOXC9RUR6zOmCe0wjpn5yaqQ7GYi2oXK20oumWy9xvSgHcZwlS9WnxYDgI8x832R6jW6kHYZt0T0aQCvAzCXiJ4A8I3qq/aixrYbRjMgolei8rTCTACHEdHJqMzHuUIeyBbNDMMwDMMwDMMwDMNNb9+xvLT/B1HqmtNz6ipm7otSWQSIaBWAP0PFN3JKNe1OZj4hT3l7QsEwDMMwDMMwDMMwBJib85aHFrGLmTdT/RtOcz910NK9QkQvI6J7iegBIjKRlGEYhmEYhmEYhmE0jz8R0esAFInoCCL6Eipv3clFyxYUiKgI4CsAXg7gWACvJaJjW9UfwzAMwzAMwzAMw3DBKET5a0P+D4DjAOwA8EMAmwG8O2/hVoY8nA7gAWZ+CACI6EcAXgV7W4BhGIZhGIZhGIbRRpTbczFgUlR/5P81M78QwIdD6mjlgsJBAB5P/PsJAGekP1R9J/HlALDbbrN6jz7iwGxNqliShHSpjPR5rYyGbzsBbYR0S9xMbful9oUOFAOGl3YsxTwhnctyXWUhT0pXWHX3k0PMvK+UXzeGZ/X0Hn3wHu4PhgxJkYjjq9WIh13ZFhK2XytT8NzRhaKcJ409sfmA4yJto5YnpK+6b506hitFk3Px7N6jjzrE8amQ+SvmvBqxiNqvdj2PhH6RdgEUMFdElTlL87fn5wGsuuOx/HPxbnN6jzr62Xk7OQmCJvA2JebFhrsuUtqQftUjaN/bvtcNSlW+1xrq9YS7rlW3P+o1F8/dbbfew4840vUhn2arZYR09avWb0xox1dGLiPWJ5528eYufVvceQz5uoHZ3Wn/bZTb15Dakc8vuQO33fqnhuO4M+lOhwIzl4ioTER7MPPmkDraXsrIzFcDuBoA+k45nAdu/Nfsh8Z2yRVIF/3lkt/nAaAktKNdrJXH/MpoN8FiGwFlCkL7hYAhMbbTmUzz9vavSzouAFhoRzwuO7fJ7WwfFdJ3yGWE/Vw48R8flQulxvBzF/DKT7/S/bmSMJkXlW8N8TgK6SFjRUKrS2o/AN4ljIldSvvSPhP2MQDQbOHcl7Zl3m5y+zuFsTombMuYME9o7fco5+rMGV5lii/6ojqGgdQ47j2SB/u/nP2QdI5q+M6RgD7n+7YjwCXl8+KCUcDipoT2XSQhzYUz54hFSJjzWdtf0r4J2X7fmzGlrsKBb8s9F/f2HcMrVn7H+Tn9BtVRr/KLVcg7y6WbDoJ7/tBuUnzLSJ8HgAK594u2v0rsHl9SXQWSx92usnsczyyMiGVI6nNJmKuUaxBx3O9yXzfwjq1yXcL5VVh4mddcfMIpp/LPblqa+UyPsEBeDlhT18rMKPjduBbJf+7WxoRUn1RGGg+APvbdbcv9ktrZUZovlhkrzxLa8dtGrX1tG6XtKRaE8a3MbbvPPLbhODbajhEAdxLRdQDGJy9mvipP4VYus6wBkPyJ6+BqmmFMC0qlMm666ymUSvUTf6lcxk1/ehql1AW19PlGeT5tq/2KWCaoLmG/jOfd7dhn0r4UPh/a55i0un3DMAzDMAyjHkZlMTbGXxvyMwD/COBmAKsSf7lo5YLCAIAjiOgwIpoJ4DUArmlhfwyjqdyyei3O+9QNWHLPulT6Opz/GVe6+/PjeZ+4HktWr83ftvB5Ka9hGee2BNblLOPeLwBwyz3rcP7nb8KSe9dny3z2xmy/hM+HbEtsWt2+YRiGYRiGkaYS8hDjr52oOhQuYebvpP9y18FRYyH9IKJXAPgCgCKAbzKzI55hAgt5kNqwkAcnzQt5WMXMfXLBCZIhD6VSGUvuWYdzj94PxWJhPOShVE6kFwrjIQ/pz1caL0zkrV6Lc49ZWMlrEPKQ+XwCKS+Tntgfmb5J/WrQhiuvFvKQ3i/JkIdSuYwl967HuUftW8mr7bN0meQ+Tn4eEyEPubdlikIecrcfN+Qh9xgGLOTBQh7aNuQh9zi2kAcLeXDS+pAHr7nYQh4s5MGn/SaGPHiN407hlN4T+KblP49S156zjmirfUREfwBwXkc6FJj5NwB+k78A/G+efS/kQi78QspIhCwOaO2rMi5PRMmP0P688+S6Rn4mtBHQ3xAhUoiUMZZ/oHqDWCwUsOiECclo7aKsp1jEC044oOHnM3knHpRJF9vuARadnJLqVbcvU1cVKd3ZN6lftTaKBSw6/gC4kPKKhQIWHbu/3P4xCycSqgsHRRAWHbWwMnck/AmZz6fbP26incJf/2flvwBemPhc+fpcYWXepNsf32cELDp24URayFjVXA0+ENzzQcj5K5XR6ipKC8VNmgt90dqO+f0hNb/na+XMLf/jLqP0mcUFceFiNUiQ67lo4Q2JN/u+flZt0SDk0VbpQj3oVWOin1Y67+SqpBtLbX9J2y/VRco2zi6e4kwfK68QyxTgvhkLUmWKC4lN+iHIp3ph/5aV86egiX4FfMdkOeB8KED+3pLqExe5QqSUAoqSCT3kXrDad7b7ugcA1mwddqZLiwPafpGQFvK0dmJ9vlto01c+xqBjHQqGMa2J6R1oNU1xOIQ6FDzSQ7YlNp14/A3DMAzDMLoZri5Ex/hrQzrWoWAY0xrVL9BhMfTNcTgEOBQ808fbF1wVzUA9/i3sl2EYhmEYhtF9VH0J/4WJhYQf+jgU2v61kYbRrTzvmIX4+YdejHNTj94/75iF+PkHX4Rzj94v1+fbAd++aZ+X98t++Nn7/yyzXwDgeUfvh5+994U496h9J5U+3r5j/zcL9fi3sF+GYRiGYRjTmTZ9Q8OkIaIXAPgOgEdQCQA6hIguZuab85SfvgsKUswbNWmgNCFuNggthi4k1rkZTHEsYlyoofeg2AMsOungTEmnw0B0JYREiIYfx9wOB+nzal5pIj3pUChObGOxWMSi4xN5NYdCypXA1cDSAgjPP2q/ujQaryvlMGgCnAjGLIDw/KMXNkynQhN8HyLkPu+LyleKGH8cMK9Iedqw842918awuHsD9rv0naPtS+n4hkh1pTk/5ryujUdfwaUmy/TEN76/WT6EsudcXFDGnbdNXDlNpD5zQPshccjS6NbqEo+ZOL79xHzdRIh3IdBG4YU6VqRpAm4xcUE5vpJ3QRrDmhRxLESrIYzVgnQOKXO0r1g2BG3e6V6o7d7QEJHPAngpM98LAER0JCpPLPTmKTx9FxQMwzAMwzAMwzAMIwddLGWcUVtMAABmvo+IhFeGZenavWIYRnfRUMroyNOkjItXt6mUUdsWV7rJGg3DMAzDMIxwBonoG0T0gurfNwAM5i1sCwqGYXQEqpRx9Tqc/9kbsyJDQb645N51OP/zi7G0LaWM7u2U09tX1mkYhmEYhtEVcCUEJsZfG3IFgLsBXFX9u6ualgsLeTAMoyNQpYzH7Ief/d0LsyJDQb547lH74WfveQHOaUspo3s75fT2lXUahmEYhmF0AwwSXRedChHtC2BfZr4bwOeqfyCi4wDsDiD7y5sDW1BIo8lnRJGjJu+S5FlCmdiyRlHaJxx6TfIiSMK4Z6Zvr6YvBKBHmIwkI5KGJF8Uj7syVscEwZBURnOjSf0KctZV6uopFvGCEw4YT+fE/soIG5PpjhvtYqGA56fSawJESYoYhRyyxMy2VLezCMKiar9Q5vG6igQsOraWXq4r4+hASK/duOYKUuqPKbwNWd2Xmi+5JV2kzIVi89LmN5CUOtvXBIvCfg4arVLfyoqcLqSMhPSdJ50rkaSMzLJcK2aMbEm4zIr5C1VJ6S9JY0VoX/q8RkG5bpEEk1L7xYB9r73TnaT6QiTTbSimZkjTvXs20C4zQlzOurAxi3g89ELeSOOrrNXF7i8JsS7lxjJkHMvtuOeQknLeSVJGTfjqe/ybIX40msKXAPxfR/reAD4M4HV5KmnLZy4MwzDSaK6AqA4FxdUQi+BtMYeCYRiGYRhGS+jCkIfnul4Nycy3ADgxbyVttUWGYRgSmtsgrkNBdjXEQvMeqA4F1za22PlgGIZhGIbR/RAYhSh/bcR8Jc/e8mAYRnehuQ3iOhRkV0MsNO+B6lBwbWOLnQ+GYRiGYRhGR/IAEb0inUhELwfwUN5KzKGQJsRhEFIm5HHqkDg9MebPM/Zeq6vQJEFJiBeg3SBStiOgPt9t1z7vu38LAWN4EseqWCxg0XEJt0Ai4K9YKGLR8RN+BVTdBz4OBcnVMBUUi4X6/qb6JvogXOnp/QIo80u8c4Ud84HmHRChgMj/mDHLUsy44jCgshDHX4wYY63Nq1L8u38rMi2MCwfg71YIQPIbxKTM7h94Yj7yqnkPWIgLj/V5QDez+HoqOEB4ppWRNDgFch/7AimODt9zQrrOalN8fQjNQj1XhF0sOgTY/5wvCedwgWVnTFkYXxrSOSG5GkjZFqZdQhvyuSLu584axlNOm4UrxODdAH5NRBcBWFVN6wNwFoC/zFuJLSgYhmEYhmEYhmEYhkA3vuWBme8nohNQkS8eX01eDOBtzLw9bz1dt8xiGEZ30jQpYxMkhyZlNAzDMAzD6Cy6UMoIZt7BzN9i5r+t/n3TZzEBsAUFwzA6hIZSRpfIMEjKOPWSQ5MyGoZhGIZhGN2AhTwYhtERNJQyukSGQVLGqZccmpTRMAzDMAyjk6B2e0ND29D9CwptKpmJSohIUUgnRUQmSxmF9C3/I9fVDGIKCIFIMjACeoR9HFJ/S6WMAZNqWZYYiVTbKRYKWHTCgRPppYm6MsLCqmCxWCxi0fET6TW3UE+hmBUZVo9LsQdYdNLBE13+/ZXufknHMdFndVtOPCiRoWyLkM5V21gBhOcfvbAujUKEmV6Q85G9MCmj0Fdt7pb2b0jYh1SXdj5q86QvIYJcqW9Sv7b/r9K+9B0hb790nDlEQicd5xDZsU+zIFGYSPCbp0JEZyVFqFZQ9r3QAW+adVFcFqWM/nHIm3c+4EyfpflLhXbE9rVzuyCMiw6TL7YSbdxJIsWY7WiPmkux8ZLIsazdQgnn5OqNo2KR2T2SbNdPbArIIkl1H9swbgijfeWlk4WIXgng18xhX762zGIYRkcQ1TsguBXagaBtcaQD5lcwDMMwDMMwGvJqAPcT0aeJ6GjfwragYBhGRxDVOyC4FdoBf4eC+/OVPHmfGYZhGIZhGDlhoBzpr91g5jcAOAXAgwC+TUTLiehyIpqfp7wtKBiG0RFE9Q4IboV2wN+h4P58JU/eZ4ZhGIZhGEZeGGWO89eOMPMwgJ8C+BGAAwD8DYBbiej/NCrb/Q4FwzC6gmKxgEXHH+DOy+kdqEtv05vsoG1xpAP6PjMMwzAMwzDyUXEotLoXUwMR/RWANwN4LoDvAjidmdcR0VwAdwP4kla+wxYU2C11C/FHhJQJibeeYrFUQ3yFXwFStSARW0xC2o8pGvSBIrfRDCljrM8DQIgsUGiHinJd4nxfUKxDPZKka+rHChXlfnHMb68pdkZwzPmDAwSeIXOBNEfHFLRGFOdWGHMnxzy+6va3cM6Pto1usSjgLyzUPh8iJfQ95bVpTWpfIkSWGPOd6mVlXxYFWWVI+5Jor1DYJZahgrBvisKldKuvjboESZYIAAXPc0WrSxoTYy2+g5TmF0m8CAAFdn9HaN/R9vaCac/5AD7PzDcnE5l5lIgua1TYRo9hGB2PJB8MERm2mpjbItZlskbDMAzDMAwvujXkgZkvTi8mJPL+0Ki8LSgYhtHx3LJ6Lc77lCAylASHgsiw1ajbEknKaLJGwzAMwzCM/DB334ICEW0houHE35bkf/PW05KQByL6DIBXAtiJik3yzcy8qRV9MQyj83neMQvx8w++KLewUBMZthp1WyJJGU3WaBiGYRiGMb1h5lxvcWhEqxwK1wH4EDOPEdGnAHwIwAdylXTFu7azDyGmQyEk1lbIi+k9YGEbKWTblX5JfRZjwiR/BBAWFx8rZt63bW2sttLHENKvIO+CsJLbMzF9FXuARScdPP5vqroaelDEC046KFvUlR61z+F1FYsFLDouIVmsBkgXC0WnYNEpZawemyIBi45dWJempbcV2vkbc3E/yMHiWVdIGwHzOooR29fw3U5t3AeoMmIRK2ZY8xRITgI17l8Z+i5K3BzvQcwYa0K8eSekX6LbQtkv4nVTyLifal9TRAraXNymSK4E7fhKvxo369dkSdUgtd+jjCHJB1FSrsuLvMOZLu6zzhsWUSi1z8MFUwIR7Qdgdu3fzPxYnnItmdGY+ffM48aQFQAO1j5vGIYRQic6BMyhYBiGYRiG0V5U3vLQXSEPNYjor4jofgAPA1gM4BEAv81bvh2WSC+F0mEiupyIBolocP2GLU3slmHEoW4Mb97W6u5MKzrRIRDTByHX5U7XqBvH6zfl3yDDaBOSY3ho6JlWd8cwgkiO441DQ63ujmEY3cG/ADgTwH3MfBiAF6Hyo38upmxBgYiuJ6K7HH+vSnzmw6i8/+oHUj3MfDUz9zFz3777RAnzMIymUjeG95jT6u5MKzrRIRDTByHX5U7XqBvH++6Zf4MMo01IjuEFC/ZudXcMI4jkON5rwYJWd8cwphVljvM3GYhobyK6jojur/53L8dnTiai5UT0JyK6g4he3aDaXcy8AUCBiArMfCOAvrx9mjKHAjO/WMsnoksA/CWAFzG34bMfhmF0PMViwe0dENLbgYxDoZbuciUo6WpdQrphGIZhGIbhpk3CFT4I4A/M/Eki+mD132kX4SiANzHz/UR0IIBVRHSt8hKETUQ0D8DNAH5AROsAbM3boVa95eFlAN4PYBEzj+YuyAyUxhzpzRIsNmEQtVp+E1Mi2WpCpGaFAJGjD0RAjyDQkpYsWy1vkqR9IcKpHmXKEduRxmRA+9rxlfoWU+Apta/tl9IuOU+ABWsQFTvIotQeX9pufOVszZIitrquLkGTLLqQxItAoPzQswyR/L0t1SWJDEP6q6H1LRblgIdtC8IxK/MMuQw5rj+BIPl1rNmNoH+tpVEvcSJefzZL5OgrX9QEnrKU0b9fvm2ElNH6VSb3fikECGTlz0+/7w6O8HRBJF4F4AXV//8OgJuQWlBg5vsS//9kdYFgXwCblDq3A3gPgNcD2APAx/J2qFWj4csA5gO4joj+SERfa1E/DMMw2opSqYyb7nwyjpRRKmNSRsMwDMMwjFaxoOZCqf5d7lF2ITM/Vf3/pwGo8btEdDqAmQAelD7DzFuZuQRgLoBfAfg+PNY+W/WWh+cy8yHMfHL17+2t6IdhGEa7ccvdT+O8f3OJJEOkjFIZfymjYRiGYRjG9CXOGx6qT50M1Vwo1b+rky3lcRECQFUbIN74E9EBAL4H4M3M8mPoRPQ2InoawB0ABgGsqv43Fy0JeTAMwzDcPO/Y/fHzD7/EIZIMkTJKZfyljIZhGIZhGNOV2msjm9KW4iIkorVEdAAzP1VdMHD+OkREuwP4NYAPM3OjNzb8HYDjmTno1TEdtqDAQNnlUIgZ4NQkH4MYw688NCK1o7Uv5EmLVFrUm7iwJe2zkNjJEO+BFKsXOzY4lstArCdgf0l1hYxj3weWYrsdfOvTtlHK01wFIa4E37qk9hNBecVCAYtOPGj83zXvQU+xiBecMCGSrHkSVCmjJHKctJSRvWOjqV39LM3wEcQ+V3x3ZUj7WjhMzPho37oi7UsGRXMlaN6BkDhj8jzAIe2HuBKkePUCSt51hRBzW8S6NO+B5EoIGZNT7C6RHAYhN0PN8i5IxDy+2vb77pvYN5a+rgQtll90SGjjW/ROCL6RkGtWIxbXALgYwCer//1l+gNENBPAzwF8l5l/mqPOB1EROQbRYQsKhmEYhmEYhmEYhtFc2kTK+EkA/01ElwF4FMBFAEBEfQDezsxvqaY9H8A+1TcrAsAlzPxHoc4PAVhGRP0AdtQSmfmqPB2yBQXDMIwOoFQq45bVa/G8YxaiWJz4JaFULuOW1evwvGP2QzH1S5mUJ9VlGIZhGIZhuGmH10Yy8wYAL3KkDwJ4S/X/v4+KWDEvXwdwA4A7EfDItF1JGoZhdACSSNGkjIZhGIZhGMYkmMHM72XmbzHzd2p/eQvbEwqGYRgdgCRSNCmjYRiGYRjG1MLcNiEPU8Fvq6+u/BXqQx6eyVO4sxYUmIGxXVPcRpMkI2I7yiGR5DeanK4gjPySQ24JXdgi4il+BACaYiHRlNDjFtN4QRRX/hcV6XhF7Je2jdI4jilF1OqShImakSpW+6r1qlKmWChg0QkHTqSXShPpeaWMUl2RaFvxYgghc1SzzmHfdrRtkY5ZzO3vsPneV76oiRdDhHKqHdkTqX1JsNiJSMdLLxMg+hP2pXi4QiTT3pCXGFH7bMhXXafRrJvBkMfiZfmin6wRAErsPpjFiALZoLmtC2iHkIcp4rXV/34okcYADs9TeHqOBsMwjA6jVCrjprueQill3y+Vy7jpT0+j5FiQkfKkugzDMAzDMIwsDEaZ4/y1G8x8mOMv12ICYAsKhmEYHcEtq9fivE9cjyWr16bSAx0KjroMwzAMwzCM6QURzSCiq4jop9W/K4loRt7ynRXyYBiGMU153jEL8fMPvRjnHrMwlR7oUHDUZRiGYRiGYbjpYofCVwHMAPB/q/9+YzXtLXkKd9aCArMY+y+i+QVaiRhrqvRXilfS4pbLwv6S4vco4EwJcTtIr6oLicGWtkWLM25hTG9T/BHC/tW8FjLNOoeE/SK5DULObW1MSAGkIe1L7pIQt0PSe3DiQePJVKy031Ms4gUnHFBXhEs8UUZyKCTqCsHblyB9vlneBem8C2m/5b4TgZC5RSyjje823X5PYrkSYscSx6xPciWIPgDtGqQJaD4E6UKelIdtfbenrOz7ouQYCDrvOkdY4ONomApCfBft+Eg5AJSUbhVEV4KULh8X6VwpsfyDs++8E+Iu6XQYQKlNx1YETmPmkxL/voGIbs9buDuuCgzDMAzDMAzDMAzD8KVERM+p/YOIDgdQylvYFhQMwzA6GE2wqAkbDcMwDMMwjJxUXxsZ468NeR+AG4noJiJaDOAGAH+bt7AtKBiGYXQwt6xei/M+5SdlNAzDMAzDMPzo4rc8/AHAEQCuAvB/ABzFzDfmLd9ZDgXDMAyjjucdsxA//+CLvKSMhmEYhmEYhpGgF8ChqKwPnExEYObv5inYWQsKzMDOXa3uhR+S6E3EUzoZSlSRoSR49OpRe6Btf4zHxolkyV9MhL6GOD/FfaJKCUPKCOllSfoZ8ICVdj4Kx0WSaKr+ooKwnSEyuwZlisUCFh23f10aVe1hLmFjNJolU5xqWihoVWm16E0bd7mjKg1JitgsvEVryudjChsl0R5FlgBL21MWzq+oR6sZcwsFXGYKhMgXYx6vEPliu6LJFyV8f7XWPh/zkfp2Fbi2Akb7Cj8nCxF9D8BzAPwRE9/yDKALFxQMwzCMOkqlMm5ZvRbPO2Yhiqm3e2h5hmEYhmEYRn7a1H8Qgz4AxzKHrZjYFaZhGEYHozsU5DzDMAzDMAwjH7UnFLrRoQDgLgD7N/yUgD2hYBiG0cHoDgU5zzAMwzAMwzAALABwNxGtBLCjlsjMf5WncGctKDADY01yDPigxt1LZYTVKe2ISHHZIbH9YuyT1gGhTFEow3I8Hgvx11K8etdABPQIUZpRX+3nvx+9w+FCHqFXykhjQiRkqCjnKknjWPq86qOQHCXCea96EvSAdZdDQcwLcTjEQjq+7blS395Isc4h82czXBgx24g2hkmMDZZiucV4/IDIe1+3QWxa7TCQ4q91h4N7LtRi76XtEY89RbQoaE6CDrrWiT0mYtIM74BUJvavzP7eBW1bpl5iRtNRpsORL9Xbi49MpnBnLSgYhmEYhmEYhmEYRlNhlLtUosDMi5P/JqJzAbwWwGJ3iXo6Z4nUMAzDyFAqlXHTXU+hVMoum2t5hmEYhmEYhgEARHQKEX2GiB4B8C8AVuctawsKhmEYHYxJGQ3DMAzDMKaWbpQyEtGRRPTPRHQPgC8BeAwAMfMLmfnLeeuxkAfDMIwOxqSMhmEYhmEYUwwDpe4LebgHwC0A/pKZHwAAInqPbyWdt6DgK2X0tWeECJ+0Mr71lRWRirTt2lGUBEeSgK6s7F9JIiTK1jRZpVBGM93FlBg1Q0QmIQr7ArZPHN9CekERTpWb8MCScj6S9MCUty1SIea5qiGOfUFipPZLmBOqZYqFAhadcKDzI5k8qS5veOrPoVaeo81Emte6ROgWnVaKRQMIkS9qkkHDD999qR0vluSb0rnqKfptBgVtXukiWn3PF/ILdKuPjSRKNbqe8wC8BsCNRPQ7AD8C4D0YW/qtRUR/S0RMRAta2Q/DMIxOxRwKhmEYhmEYUwsDKJc5yl+7wMy/YObXADgawI0A3g1gPyL6KhG9NG89LVtQIKJDALwUlVgNwzAMI4BbVq/FeZ+4HktWr/XKMwzDMAzDMPLTbQ6FGsy8lZl/yMyvBHAwgNsAfCBv+VY+ofB5AO+H9iJVwzAMQ+V5xyzEzz/0Ypx7zEKvPMMwDMMwDCMfzHGeTminJxRcMPNGZr6amV+Ut0xLFhSI6FUA1jDz7Tk+ezkRDRLR4PqNW5vQO8OIi41hYyopFgtYdPwBKBaz07mW50vdOF6/edL1GUazSY7hDes3tLo7hhFEchw/M7S+1d0xDMOYOikjEV0PYH9H1ocB/D0q4Q4NYearAVwNAH3HHsgYE6RmsSgr9UcTmilozknpaGniSdENJzSkSoSEdkIEi+zel6yI2KLu/QCpGR3xPiHn/Wq5ujF8/MGMHkmIGRDnLgnKpLrUNpoQZ69JISViyiK1c9h3XyrrsST0mRsIFr1Qz3t3fYVXfE0o8PWGzdWN474jp355XTtHpXlC24/NEPROZ1kiABK2nyPuF3r2u5Tcd6tlk2P45N6TWBL2SWK+siDl00V+AVLGAJGjL5KATe2vcNZrLumCJKKNSFnZXwVxO/2/i8TjIo3vnpliXbT364WcN+Tox8Q4PvHUXnbJ/NrxkWog7Hxo121pNSVltzRDBzp/xjFNaKX9aPenC1rFlI05Zn6xK52ITgBwGIDbqTIJHgzgViI6nZmfnqr+GIZhdCOlUhm3rF6L5x2zMPMkgpZnGIZhGIZh5IPZFhQkmn6Fycx3MvN+zHwoMx8K4AkAp9pigmEYhj+3rF6L8z51A5bcs86dZ1JGwzAMwzAMY4pov5fkGoZhGLl53jEL8fMPvgjnHr2fO8+kjIZhGIZhGJPGQnDctHxBofqUQt4PA2OaZCACatysFGOteReEuF0pjl5DiiXX9onUjq9bAYgbHzydY42lMRY7jt63jRCHQ0yk9mMOFW37fR0K2nnne4xDjn2VYrGARceldDXVPhcJWHTswrq0acsk9vGU4oh/rqQr/ZXyFAdNVGLO3626OOPmuArE5pW2JVdDTArCbpfcChrqtkjamIjtx6SkXBYX2J1XKLhdCSHKoFi4vArdSCufPtccBu26/zWHRSvnw06BAZQs5MGJOHqI6PfN7IhhGIbhT6lUxk13PYVSKXshruUZhmEYhmEYxmTRlqP2bVovDMMwjCAaOhSEPMMwDMMwDCMnzCiX4/x1G9pz93sQ0XlSJjP/bAr6YxiGYXjQ0KEg5BmGYRiGYRj56cbFgBioCwoA/hKAKxCIAdiCgmEYRotxOhRy5BmGYRiGYRj5YJiUUUJbUHiUmS9tWk9ywlMsnYrvA/IUKWqyRlGqFlG0F+JkkUQu2rGS8hQpJBeFfdMsEVkMiIAewdQUIs2TrE+SwFNrw1daF1vy1wxpXsw2VMGj8IUTImUMKdPtAsZOkxJqgq5uEtR2ybZIUkRJWqaJzko8w7v9mHI0SXIobaM0dVUqC+iAVB+5ZdbNkjKGHMsy3MeyzMJ1i7K/OulM0fZJTGLeqEl1xfxxuagcX03Y2Azk7Zc7Js57HTVajVahjRLnqUJEs4nowinqj2EYhuGBSRkNwzAMwzCmGIY5FAS0BYU31v6HiIpE9Aoi+h6ARwG8esp7ZhiGYTTkltVrcd4nrseS1WvdeSZlNAzDMAzDmBQMW1CQEJ+vZ+a7iGgRgNcBeAWAlQDOAXAYM482qX+GYRiGwvOOWYiff+jFOPeYhe48kzIahmEYhmEYU4S4oEBETwB4DMBXAfwdM28hoodbupjA7I4NDoo9F+LnlGc24ob2BcS4h3gXJCVBQWgnJJY7BMmVoMXgxowLb0a8vgsi+XjF3D6prrIS9Oe7YtqsfRjx/EYhIAg4xEcBKT5Ymne0YFvdoVAsFLDoxIOcHykWClh0woFy3cGQf7y85DfQ/AJiXcJY1frUDL+CtC0hboEu8REA0Lcl5PhHgEHefgMpllhzHoTE6kfFc1rXviJUv4JAs5wIsWAhjryS5z5mYzzLma5JykK+inyQYuULLTrfJoN2adKugjzJrxDTraA5HEKQ5qpyRKdL58MotemYazXafPdTAH+NSnhDiYh+Ce+vJsMwDMMwDMMwDMPoXKTftQ3FocDM7wZwGIDPAngBgHsB7EtEFxHRvKb0zjAMwwjGpIyGYRiGYRjGVKI+x8IVbmTmy1FZXHgtgFcBeKQJfTMMwzAmgSZsNAzDMAzDMPJjUkY3WshDHcy8C8D/AvhfIvrQ1HXJMAzDiIEmbDQMwzAMwzDy042LATHIvaCQ4goAn4jZkdzECl4JqCfES+LtI9KMSGKZkH0ibUxIXZL5UUESA7EyJFkqE/HkboZoUBKUFYX0EJmctB3aWGl1YJjUfkGWZIlEPY5Cv1QZqnBONBAserVT2CWXqaIJG5uONO5Dxrc4fyhzgW/73SRF1GiGYCpEBDfl+5+8xYiStEyTO0ptNEsmV/CWp8pZJWFbiiTPRU2TTzaBknZ94oCV/RILht9Yij3uJMlju8oSW01skaIv2r2wKJ1VRKXTDeb2GNtEtDeAHwM4FJWogYuYeaPw2d0B3A3gF8x85VT1KXSm7zxNrGEYhmEYhmEYhmF0Lh8E8AdmPgLAH6r/lvgXADdPdYdCFxRavzxjGIZhGIZhGIZhGE2gTRwKrwLwner/fweVtzJmIKJeAAsB/H6yDTZCfH6LiLbC/TJ1AjBnynpkGIZhGIZhGIZhGG0Cg1FqD4fCQmZ+qvr/T6OyaFAHERVQeVPjGwC8eKo7pAWE3cfMp0x1B7yZ8gMZN45c8i6IboWy9tCIUChm7LtWVUHY94WQGGgpljzEx9CcGE1+9IuTr4QIKAqnnXQcQ7ZPigvXqvL1DsR2Lvh6H0I8CSFlRB+CMheJrgTpHFL6JeX1KHGNQpfLv48YPtdKx4DoPVCi8aS4x5DtCHECxMTXOxHiqQg5v4P2pfQlKcTzxpiHa3UJX9BlIWZY+rzmCRgLuGbxjdGV4ti1ugpCEW/nAuT9BQDFyNdULgresqowpFjysrCNZUW8tb10W5Q+tZqY8eTSqRLSRjPu+bTzLoRmxOZrbYjzoeAOeWxkW5Q+TWMWENFg4t9XM/PVtX8Q0fUA9neU+3DyH8zMROQ6sO8A8BtmfoKacM2iLSi0xRKMYRiGYRiGYRiGYbQMjvqWhyFm7hObYhafKiCitUR0ADM/RUQHAFjn+NhZAJ5HRO8AMA/ATCIaYWbNtxCMtqCwHxG9V8pk5s9NQX8MwzAMwzAMwzAMo23wfavKFHINgIsBfLL631+mP8DMr6/9PxFdAqBvqhYTAP0B6CIqKxrzhT/DMAzDMAzDMAzDMJrDJwG8hIjuR8WP8EkAIKI+IvpGKzqkPaHwFDN/rGk9MQzDMAzDMAzDMIw2JGLIQzDMvAHAixzpgwDe4kj/NoBvT2WftAWFFlunHDDHE8GJAjhtoAS0HVV05ymtC25Hal4SzUWU45UV0VxIOxKSoERrI9rYE7YxpjRFkkFp2+ArbitGlvKJIsmIorcQxPZdL8EJK0NKfznkvAsRpXrCnvuYRJFixGMVIh+MSau3pdXbLyGJaLW8snB+RdpEBqHEM4Q8v+OoiRelx2NjXpNqj+BK8kX5Es+/Y6TsL2lflsn9PVhQRIZEypwrlWmCFFKUdQrbOJ1pg3sxbyT5YuxH32O2I887isDVU0Y7LYnrUOgq/n979xtrWXXWcfz3nHsHilJAZoY/pTOF/iERq53K0JAaVFrS+saQ+AKr0UyTVtLaENAQW6VpookVq8UX1tBQIbGJqcWUQJM2ViC1RmNAbIeUApV/rQ6lpdSQSmxgzj2PL+4e5szMftbctWadvc/e5/tJbrj37LP3XmvvZ+9zWHPW76QGFI4Z+QAAAAAAYJW4nAGFQDjs5O7/02VDAAAAAADAcKQ+obBQZnaNpA9o8zPAX3D33+urLQAAAAAAtHJptsEnFNr0MqBgZpdLulLSm9z9RTM7a8sr15rHXiSay5yY+x60N5qSZCXdmyaWRXOpS+alR8e+KEMhaPQkUZIWrJOan5srMQfaLrg2WBJ+u2rLRiwxZ7jmnOmSc1Uxo6NEdOxrzr0vycgIMwwS133uOsk8hJJ12pdN3vGJYIW/irfVylrnVVriBlYtcyG5UmofwfaW4yug8uQem1Qfa+YuBHOAkxkh0bIga8ZeE92HJem6xLKj9ivTRjifOC/3IDXHOcpXqDn/Opp7valOH1P7mdTMDulI6l5VS2ru+Snrb6q0k2HmEixa9LJZ81ilr7vFq5mtIMX1GmXN7D71lOz9j4H3+v+hy6uvV4H3S7rR3V+UJHd/tqd2AAAAAACAAn0NKFwo6TIzu8/MvmJml/TUDgAAAAAAQt58y0ONn7FZ2JQHM7tH0jkti25o9numpEslXSLpdjN7rfuxn8Uxs6slXS1Ju8965aKaCyzMETX86u09twYoc0Qd7z6759YA+eZr+FW7dvXcGqAMdQz0ZZyDATUs7BMK7n6Fu7+x5ecuSQck3eGb7tfm5NYdwXZucfe97r535xmrOV8Hw3ZEDW8/te/mAEWOqOOdZ/TdHCDbfA2fuWNn380BihxRx9upYwD96+tbHu6UdLmkL5vZhZJOkvRcpy0oCRgMgzgKgsACiQyfssDGMGhvo2RjwS4KGhYd5/VEwqS3h3SVhRnmjzD60zfn7+cYFgdPRic4GZqWGaSY2la0bC047ilVg+4Kxj1LwpKimowuyqIw0midxPUYBjwm9r/eXmOzf74+XieT69i68OgalWSpPravkL+oKMix32CtUElfal53VcMaUy9sUUJx++P+7G0VGiTJPQxMjJSEMkbLUkHh0TpxCFzJeS+p+/wgx5m13xMmwX01N7xVkizxPquL8MUSP5o+2HcTBiMVfpgbTJjKUu5b7j981w6F9OC91tRPbn38m8//qOr+h+DQlAccq68Bhdsk3WZmD0l6SdK+tukOAAAAAAD0ja+NbNfLgIK7vyTpN/rYNwAAAAAAW8YnFELD+/JgAAAAAADQu76mPAAAAAAAsPRckvMJhVbDGlBwlQXwtYkCzVLbL1onM9Ausa0oGy6ZOVTreKXUDKebJo5XFGYYKQh3Klonex9BkE4QXpVM6oyC06JVUuUQ9b0onK3nIKyi8xi0uWRbuddE6vlhgGnieghDZ+uEOLlMnqrLNlHZB2GNqe2nQtjilWrWd6DmtmpKtavma0T4GpkI5Izuh2tBfVc6xi4VhDLWC1gseU8abitxWUeX/JrlBj9K0UWc6kt0HUfhi6nr3oPXSE+FMgbLskNiE/oNfvTsYMJI7ZC/LkRtzg82XQbReczrY6nofjiJ3psWhcEOnWvWxf9XDRBTHgAAAAAAQLZhfUIBAAAAAIAuEcoYYkABAAAAAICAi6+NjKzugEI4xzgxC6Ronajw6s3ByZ3KXCzqf9CA5Ey1yTTYx7Z4nWjubHgAlnCek1k8NziSmq/lwVEuCdyIjm/JYexivnrJ/ktMgmu4JPcgXCeez2vRXONUHkKU3VKSdxLwlhlzqWyDcG50ZraCFM+/Tt5zljXfoETlubMLl7oeo2XBHP9a3KWDlTIUauYhlElVft687LJ50fH+2+4TUnw/mIXztaVJ5j2kb1HfpcIcGGxZF1kJlSKJ5uRek3EDSu4v8TpLeoFhqazugAIAAAAAAMfDlIcQAwoAAAAAAARczoBCgAEFAAAAAAAiLjkDCq342kgAAAAAAJBtYJ9Q8HRAXZvcELLU9qNt5bZpc2MF60SheT2H+wT7T43h2SwIXprGQWxaD4Ico1CvtTjcSVFgT6peqoT8mGwSXHZBaFwydDM89dGCgrpbqxiwOKYcqooBh53tf8FtToWQJVZql7jcRhVoVjOcr+SaDMNuCwJcS0Q1Ge6jTg276oUspgLQagY2xkFzyVfbzHXyAx5L+h+FL4bBi1In2XCWCi4OTIL7UTKktmodt7RpSXP0lrVdKV0EPG6qF/oatbnsXsW/yM9jykO7gQ0oAAAAAADQHXe+NjLClAcAAAAAAJCNTygAAAAAABByzfqeZr6kxj+gUDNzIdpWyTpFOvhASUl7S7IloqyEaZCTIEnTIBNhCeeSh0xx5kNilUg43TQ7W0HqpL76/kxUqiaj81IwpzZ7omjq+eEc8z4PpmmWuf9JyXEMeLTvVO5CNCc/Ou81cwJqy21bV2+ACvZjwfH38D5Zry/TzLmwNfMQSsTbys89yM9WkNbCednx3qNl0TUcn3dp5u1vWWd+MFxniHP2x6DkuHeXVZCnu8ye9v6XZKfUvVct53npg4sMhUjfb+8BAAAAAMAAjf8TCgAAAAAAlHI+oRBhQAEAAAAAgAQGFNoxoAAAAAAAQMBdcr42stXwBhTaQp/6Ctg7JBVEVbNtXQRr1dzHLA5y8Y328EWLghclaRqU63oUtlYQQLjwUCBL7CO/VsKonqI8s9xz3/N1VxKaVzNANTNc87j7zxSF2S2rKMQxDO9KvGabBaGuKUMMX8SxKtW9e35wWUnAYs1QxpLQuriP+QFs0fvoSaKPYShj8PoRBq5Kmln7+wNX/L4h2l7RPSQwC/qyjHfokhrqKmCxu/DDYP8Vg4MjqfrOD1+Mj3F030mdl9x7FYGnmDe8AQUAAAAAADrjTHkIMKAAAAAAAECEUMbQMn4iCwAAAAAALLlxfEKhqwyDmkqyCqK+VM09qLmtgvnqqZG/aJ1pex7D0p777PPYQbaCFEcoRHPMU3Mko7l4qfnPuXPZS+ZSdzVfPrf2Us+fLOdoeGrechtTvTnL4b5ThyooVwvre4nrK1Lz/p3qSxd5Pj3ev3PnEtfMSai9n5K57Ln7T75se/v+p8FKNtkWbiu6Vmcev5XdCO470Xz5rubxR7kLuUz15rLXzEooOY5dZBhMKr4OlUhEi4WvX5PgtSh1P4jOZc1/XK95bxkKl+RdvP4NUC8DCma2R9InJb1C0lTSb7v7/X20BQAAAACAEN/yEOrrnwA+JukP3X2PpI80fwMAAAAAgIHoa8qDSzqt+f10Sd/pqR0AAAAAACS4nFDGVn0NKFwn6Utm9ufa/JTEW3tqBwAAAAAAMaY8hBY2oGBm90g6p2XRDZLeLul33P1zZnaVpFslXRFs52pJV0vS7rNOXVBrB2JpwxejgMVUqFeUGJNYJwpfXA/KOLn/YNlaXtDcVhxRw7t2xmFv0QSk5LnKm7WUzAMK9x+tkGhXUVhPxRlYNcPxovNVEtq3rEGhWzBfx7t2t93ay8yCwksGhEWZn1YQuBWdx74DFocoCglbkmM5X8PnnLdracMXa4rbHEb3JrbWvk7q/fUkM8hxIwhxlCTz9sDGiQfvDSRNrH2ZB/cdT7wO5YYG1gpePLYdh+v4Vbt2tT4nCsyrGbwoxeGLJQGLNQMTuwh4LJHKWI7eFke1mj6X9a5vHIlPKLRb2Ltbd7/C3d/Y8nOXpH2S7mie+veS3pLYzi3uvtfd9+48/ZRFNRdYmCNqeMdpx18BWEJH1PHOn+i7OUC2+Ro+Y/v2vpsDFJmv4zO37+i7OQDQWyjjdyT9QvP72yQ91lM7AAAAAACIuaSNWZ2fE2BmZ5rZ3Wb2WPPf1n/lMbPdZvaPZvaImT1sZuef0I4T+hpQ+C1JHzezByV9VM1HtwAAAAAAWCbehDLW+DlBH5J0r7u/QdK9zd9tPi3pz9z9J7U5G+DZE91xpJdQRnf/F0kX97HvhVjmedFdZCVE/U/uO8gqKMk9KMlwCOf01s9QOILZ8OZsh+e3YFsluQs15y2ncg+iRSUjyV3cE5b5vtPCg2vLKs6bjfbRLGwXlF1yNmlUx0O7tpeYBcfSOZZLJ5UtcbDi6ZpY+1vWmcdvZaNlbgfbH0/cQ6K8gLGIshJS/Y6yCkryEEpyDwZ3ThIvLFG+QpTrMUm8n+ki76UkjwPVXCnpF5vf/0bSP0n64PwTzOwiSevufrckufsLi2xQX9/yAAAAAADA8lueb3k4292faX7/rqSzW55zoaTnzewOSRdIukfSh9y93r/izGFAAQAAAACAhIrf8rDDzB6Y+/sWd7/l0B/H+bbEw+1xdzNra9S6pMskvVnSf0n6rKR3a/ObFatjQAEAAAAAgG485+57o4XufkW0zMy+Z2bnuvszZnau2rMRDkja7+5PNuvcKelSLWhAYViTcAEAAAAA6NpsVufnxHxe0r7m932S7mp5zr9LOsPMdjZ/v03Swye648jqfkKhJNBsYCFokgoDEzO3VSL4yFAqcMuijxlNp+2Pr6cC2oL9pIJsotDAWqKAndRhD89j/rmKeheek1Q9RO1KhSKGQXclx71iOF54XlIBj5nrJLcVhY4uxTy+1VQzfLGLMFKMQhSaV1P6tpKZbJpYpySscdL6qV5pYtvidbz9/UH0eCrkLwrHi5SEDOaz1rqIAvNSNRT1vWY/UtvqYv8pUZDkrGZYd+L6iuor6r97XI9xYGL+tRrvYwVTGd2XJUPhRkm3m9l7JH1b0lWSZGZ7Jb3P3d/r7htmdr2ke83MJP2HpE8tqkGrO6AAAAAAAMAWVMxQKG+D+w8kvb3l8QckvXfu77sl/UwXbRrgP7kDAAAAAIC+8QkFAAAAAAACvjxfG7l0GFAAAAAAACBhGaY8LKNxDCjUDAscYlhjVwGL0X6qhjUm+hItCx9PXPS525Lq9bNmoFu4jyjorWRT7e1NBWgW6eS4lJzDimGRcVISjjIrCZxK1XfuOolTZbk1WRJG2pWa+w/DbnvuYyVRCNmsIECzZqBZV+Fo8Utq3P9onfXgkkiFNUahjOuT+K3szNuXRYF2nrhWPQjnsyDMLxWat2ZBmPTAREGGUZBgKvQyWifaR4mSgMdJwfumkiDHsG0e1V3cl0lYxyUvksDxjWNAAQAAAACARXCXNsYxQF4bAwoAAAAAAEScKQ8RvuUBAAAAAABkG94nFHLnsUfPz328tmg/XeUhRGpmCNQ+lrnHpiSPITnXd8G1UTK/P1ol6l/JPkrmP9es75q5BwVzneO+JNbJbXNX10rF/bTNG47mGA9Rav5zNNU0nIE6kgyBLlXPaFmg2hkGXWUi1FLyD3bTYKVUzMxaMMd8OotXmti21sejbIWZHwy3ZdELbng/qDf3P2TtxyyqodoZBrlZCakMg5KshNxMhFT/Eytli3IXEqUaxhtEx6VoW8n3JnkXctGxHAG+5aHd8AYUAAAAAADoClMeQgwoAAAAAAAQcDmfUAiQoQAAAAAAALLxCQUAAAAAACKusiywFTCOAYVU0FjfoYyphKHW5ydCzbqYt5Pqf+5F1FXAZdSuVHunQfjPZBqvUxQOeMxG4uOyCt9tW7O+SiTDzoK2ReFwqXqIlpVcE2EoZEHg14KPcSchZIXCkMU+A9VSSmo1N6R1CfQXvmjVwg9nBWGvJfvOfTuRUvJ2oqSfufsv6eMkEcy3Pml/m7vh7WGNE4/fA0T7KQmnW9VAuxKp4MXc45gb4igpN6uw2VH7w1FYoxSHLEZ9LNlWqi9rmdde0bEcAaY8tGPKAwAAAAAAyDaOTygAAAAAALAIfMtDiAEFAAAAAABCfMtDZGADCsH886oZCiUT+DqaOdLFblJzbVP5Dn2KRgtTfYmWTRMZCos+z1UyGholc6kz75GWaG/RvOiaxzfafUm7on5WPV/MPqvBEzfJ3Lm2rvh+V3X+c1RHvWULLIlF531Y/HKf+w9QtbIYDm+v6uay9tF3tkLKNCiJg4lGT4NlEzu59fE1PxhuaxYss+C+Y7a8mTK1RPfCvufXR/svysYpuR6jkkxsK8pECF/XCrYVZisUmPSdM4SlMrABBQAAAAAAOsS3PIQYUAAAAAAAIIEpD+0YUAAAAAAAIOCEMoaYuAsAAAAAALKZdxSmU4OZfV/St/tux4LskPRc341YsLH28TXuvnMrTxx5DUvjPceHjLV/W65hafR1PNZzPG+sfeRefNhYz/EhY+0f9+LDxnqO5421j1l1PBRm9g/aPGc1POfuv1RpW70b1IDCmJnZA+6+t+92LNIq9HHVjf0cj71/WI1zvAp9XHVjP8dj7x9W4xyvQh+xGpjyAAAAAAAAsjGgAAAAAAAAsjGgsDxu6bsBHViFPq66sZ/jsfcPq3GOV6GPq27s53js/cNqnONV6CNWABkKAAAAAAAgG59QAAAAAAAA2RhQAAAAAAAA2RhQ6IiZ7TKzL5vZw2b2DTO7dm7ZNWb2aPP4x+Ye/30ze9zMvmlm7+yn5VsT9c/MPmtm+5ufb5nZ/rl1BtM/jL+GJep47KhhangMqGPqeOioYWoYI+Pu/HTwI+lcST/b/P5KSf8p6SJJl0u6R9LJzbKzmv9eJOlBSSdLukDSE5LW+u5Hbv+Oes7HJX1kiP3jZ/w1nOrjUc+hjgf6Qw2//BxqeMA/1PHLz6GOB/pDDb/8HGqYn1H88AmFjrj7M+7+1eb3/5X0iKTzJL1f0o3u/mKz7NlmlSsl/Z27v+juT0l6XNJbum/51iT6J0kyM5N0laTPNA8Nqn8Yfw1L1PHYUcPU8BhQx9Tx0FHD1DDGhQGFHpjZ+ZLeLOk+SRdKuszM7jOzr5jZJc3TzpP033OrHdDcjWiZHdW/Qy6T9D13f6z5e7D9w/hrWKKOx44apobHgDqmjoeOGqaGMXzrfTdg1ZjZqZI+J+k6d/+hma1LOlPSpZIukXS7mb22zzaeiKP7N7fo13R4FBYDNvYalqjjsaOGqeExoI6p46GjhqlhjAMDCh0ys23avKn8rbvf0Tx8QNId7u6S7jezmaQdkp6WtGtu9Vc3jy2toH9qXiB+RdLFc08fXP8w/hqWqOOxo4ap4TGgjqnjoaOGqWGMB1MeOtLMlbpV0iPuftPcoju1GUIjM7tQ0kmSnpP0eUnvMrOTzewCSW+QdH+njc6Q6J8kXSHpUXc/MPfYoPqH8dewRB2PHTVMDY8BdUwdDx01TA1jXPiEQnd+TtJvSvq6Hf6KmD+QdJuk28zsIUkvSdrXjMx+w8xul/SwpKmkD7j7RvfN3rLW/rn7FyW9S0d9rMvdh9Y/jL+GJep47KhhangMqGPqeOioYWoYI2Kb1ykAAAAAAMDWMeUBAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0ABAAAAAABkY0BhgMxsu5ntb36+a2ZPz/39fy3PP93MPm1mj5vZE83vpzfLzjczN7Nr5p7/CTN799zfv2tmj5rZ183sQTO7ycy2ddJZjBI1jDGgjjF01DDGgDoG+sWAwgC5+w/cfY+775H0SUl/Mff3rGWVWyU96e6vd/fXSXpK0l/PLX9W0rVmdtLRK5rZ+yS9Q9Kl7v7Tki5pnn9KzT5htVDDGAPqGENHDWMMqGOgX+t9NwCLZWavl3SxpF+de/iPJD1uZq+TtCHp+5L+VdI+SZ86ahM3SPp5d39ektz9JUk3LrjZwMuoYYwBdYyho4YxBtQxUB+fUBi/iyTtd/eNQw80v++X9FNzz/tTSdeb2dqhB8zsNEmnuvtTHbUVaEMNYwyoYwwdNYwxoI6ByhhQgCTJ3Z+UdJ+kX4+eY2bvbOajfcvM3tpd64Djo4YxBtQxho4axhhQx8DWMaAwfg9L2mNmL5/r5vc9zbJ5H5X0QUkmSe7+Q0kvmNkFzd9fauajPSTpmHllwIJQwxgD6hhDRw1jDKhjoDIGFEbO3R+X9DVJH557+MOSvtosm3/uo9q8mf7y3MN/IulmMztDkszMJL1ikW0G5lHDGAPqGENHDWMMqGOgPkIZx+fHzOzA3N83SXqPpL80syeax/6teazNH2vzRnvIzZJ+XNJ9ZvaipBe0GVTztZZ1gRqoYYwBdYyho4YxBtQxsGDm7n23AQAAAAAADAxTHgAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQDYGFAAAAAAAQLb/B8UXDK7sq0xqAAAAAElFTkSuQmCC\n",
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