{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "You can run this notebook in a [live session](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/smoothing.ipynb) [binder badge](https://binder.pangeo.io/v2/gh/pangeo-data/climpred/main?urlpath=lab/tree/docs/source/smoothing.ipynb) or view it [on Github](https://github.com/pangeo-data/climpred/blob/main/docs/source/smoothing.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Temporal and Spatial Smoothing\n", "\n", "This demo demonstrates `climpred`'s capabilities to postprocess decadal prediction output before skill verification.\n", "Here, we showcase a set of methods to smooth out noise in the spatial and temporal domain." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 1;\n", " var nbb_unformatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\n", " var nbb_formatted_code = \"# linting\\n%load_ext nb_black\\n%load_ext lab_black\";\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": [ "# linting\n", "%load_ext nb_black\n", "%load_ext lab_black" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:14.822335Z", "start_time": "2020-01-06T18:21:12.641212Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 2;\n", " var nbb_unformatted_code = \"%matplotlib inline\\nfrom climpred import PerfectModelEnsemble, HindcastEnsemble\\nfrom climpred.tutorial import load_dataset\\nimport matplotlib.pylab as plt\\nimport xarray as xr\";\n", " var nbb_formatted_code = \"%matplotlib inline\\nfrom climpred import PerfectModelEnsemble, HindcastEnsemble\\nfrom climpred.tutorial import load_dataset\\nimport matplotlib.pylab as plt\\nimport xarray as xr\";\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": [ "%matplotlib inline\n", "from climpred import PerfectModelEnsemble, HindcastEnsemble\n", "from climpred.tutorial import load_dataset\n", "import matplotlib.pylab as plt\n", "import xarray as xr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:14.841135Z", "start_time": "2020-01-06T18:21:14.823637Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 3;\n", " var nbb_unformatted_code = \"# Sea surface temperature\\nv = \\\"tos\\\"\\ninitialized3d = load_dataset(\\\"MPI-PM-DP-3D\\\")[v]\\ncontrol3d = load_dataset(\\\"MPI-control-3D\\\")[v]\";\n", " var nbb_formatted_code = \"# Sea surface temperature\\nv = \\\"tos\\\"\\ninitialized3d = load_dataset(\\\"MPI-PM-DP-3D\\\")[v]\\ncontrol3d = load_dataset(\\\"MPI-control-3D\\\")[v]\";\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": [ "# Sea surface temperature\n", "v = \"tos\"\n", "initialized3d = load_dataset(\"MPI-PM-DP-3D\")[v]\n", "control3d = load_dataset(\"MPI-control-3D\")[v]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`climpred` requires that `lead` dimension has an attribute called `units` indicating what time units the `lead` is assocated with. Options are: `years`, `seasons`, `months`, `weeks`, `pentads`, `days`, `hours`, `minutes`, `seconds`. For the this data, the `lead` `units` are `years`. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:15.310565Z", "start_time": "2020-01-06T18:21:15.308314Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 4;\n", " var nbb_unformatted_code = \"initialized3d[\\\"lead\\\"].attrs = {\\\"units\\\": \\\"years\\\"}\";\n", " var nbb_formatted_code = \"initialized3d[\\\"lead\\\"].attrs = {\\\"units\\\": \\\"years\\\"}\";\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": [ "initialized3d[\"lead\"].attrs = {\"units\": \"years\"}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Temporal smoothing\n", "\n", "In order to reduce temporal noise, decadal predictions are recommended to take multi-year averages {cite:p}`Goddard2013`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 5;\n", " var nbb_unformatted_code = \"pm = PerfectModelEnsemble(initialized3d).add_control(control3d)\";\n", " var nbb_formatted_code = \"pm = PerfectModelEnsemble(initialized3d).add_control(control3d)\";\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": [ "pm = PerfectModelEnsemble(initialized3d).add_control(control3d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "{py:meth}`.PerfectModelEnsemble.smooth` `({\"time\":x})` aggregates over `x` timesteps in time dimensions `lead` and `time`. Here it does not matter whether you specify `lead` or `time`, temporal smoothing is applied to both time dimensions. Note that the time dimension labels are not changed by this temporal smoothing immediately." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "initialized Coordinates:\n", " lon (y, x) float64 -47.25 -47.69 -48.12 -48.54 ... 131.3 132.5 133.8\n", " lat (y, x) float64 76.36 76.3 76.24 76.17 ... -77.25 -77.39 -77.54\n", " * lead (lead) int64 1 2 3\n", " * init (init) object 3014-01-01 00:00:00 ... 3237-01-01 00:00:00\n", " * member (member) int64 1 2 3 4\n", " valid_time (lead, init) object 3015-01-01 00:00:00 ... 3240-01-01 00:00:00 \n", "\n", "control Coordinates:\n", " lon (y, x) float64 -47.25 -47.69 -48.12 -48.54 ... 131.3 132.5 133.8\n", " lat (y, x) float64 76.36 76.3 76.24 76.17 ... -77.25 -77.39 -77.54\n", " * time (time) object 3000-01-01 00:00:00 ... 3047-01-01 00:00:00\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 6;\n", " var nbb_unformatted_code = \"pm_tsmoothed = pm.smooth({\\\"lead\\\": 3})\\nprint(\\\"initialized\\\", pm_tsmoothed.get_initialized().coords, \\\"\\\\n\\\")\\nprint(\\\"control\\\", pm_tsmoothed.get_control().coords)\";\n", " var nbb_formatted_code = \"pm_tsmoothed = pm.smooth({\\\"lead\\\": 3})\\nprint(\\\"initialized\\\", pm_tsmoothed.get_initialized().coords, \\\"\\\\n\\\")\\nprint(\\\"control\\\", pm_tsmoothed.get_control().coords)\";\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": [ "pm_tsmoothed = pm.smooth({\"lead\": 3})\n", "print(\"initialized\", pm_tsmoothed.get_initialized().coords, \"\\n\")\n", "print(\"control\", pm_tsmoothed.get_control().coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But after calling {py:meth}`.PerfectModelEnsemble.verify`, the correct time aggregation label is automatically set." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 7;\n", " var nbb_unformatted_code = \"pm_tsmoothed.verify(metric=\\\"rmse\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"])[v].plot(\\n col=\\\"lead\\\", vmin=0, vmax=0.7, yincrease=False, x=\\\"x\\\"\\n)\";\n", " var nbb_formatted_code = \"pm_tsmoothed.verify(metric=\\\"rmse\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"])[v].plot(\\n col=\\\"lead\\\", vmin=0, vmax=0.7, yincrease=False, x=\\\"x\\\"\\n)\";\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": [ "pm_tsmoothed.verify(metric=\"rmse\", comparison=\"m2e\", dim=[\"init\", \"member\"])[v].plot(\n", " col=\"lead\", vmin=0, vmax=0.7, yincrease=False, x=\"x\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare to the prediction skill without smoothing (with ``rmse`` smaller is better):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:18.004143Z", "start_time": "2020-01-06T18:21:17.084325Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NwhhltVsNwhB6wpEn33zt9/ja5nP44/P+c5f3Fn1uBVYZhGrl6D+vAGHmwkKDiBvIHnG+5mceQgjrpGM9rv3BZAAmT7I558wU73lbfcgEogGEEOcDXwcs4Pta66886f0VwPOr/6aANq11wwE8hREOqxKBVQvK+4CbgCeA/9VaP3YwjvXcv36MfCVB92CWoOASFR1KuSSbupsohC4A7d4QsZKUQ9ssjC1NUHKoVGwqvmsm976FLtqUhpLoQYeBXJqHclN5oDCDzz7yCkqxy582LOL6zUvY1NtEKXLwZHgwTumAoG0TAmYnQzKZMnWez/bBOoYKCQBaMwU8J0JrQRhZRLHF/GsnZgRwhGJ6y8Aurz925SVoC6wArApYvvlx89WfgibVow7oeT4TsKUiH3gMlhIUKh6Rkmz36/hT7xL+1LuEewuz8LVmvpMkLUK64gy/LtSzLiqMu79ZdgpHKLpiwfoopqRjhrbN4LGwxMqwSGeUx0LjCc1Vjy97ms924vjaISvLNFsFGqTxvgG0yARFbdMsfXxtsS22eSTIcM+mDu7YOPspHXPD+y8l4YYUB804IAYd2JFAbE2Q3GKT2mzh9dee3uPhpkIasyVmN/RzanMnZycHWeomOSuhOc0bJC0CmqwCs7wejvK2cVbiwERv394594Ds50DT8eMrEaFEuwoSMW4qxLViJApLKlw3QmZCdF2ISsYoTzH7a8uZe/XyCe1/a9g47uv3/PDD2CVI7dB4gxpvUFG3KaZuY0yqOyKzLaK+szYO78xNGxaTlWUCbfFweQa35eYzGCUZjFMMqNK4n1GMXsOtsUuDtJF7mIrtyZi1N0PXoWLh51cgFCgbKk3gT4k5qn47GbsCQJzEzD6rBgArNKHoE2EoTFAuuuO+J4s+on8Ita0L1deP6ulDbdkGnVtRm7Yi1285MCf4DGLONcuNV9rVaAHaVaRTFabX5Zid7GGm08tst5ty7BAoG6ca1rG13MCD+elkhU+d9PGVzQOFmTyYn84xiU0UIpf1YQP3VrwRA8DWqJFYS6Y7fRTVETCWONqMw8mIqY05zmhdR2OmhKgPwDHPIVmWiEAgIknHd746od1aQjE1Nbjb9+0yOCXMOJzTJPo17iCkuhXpHUfAdXuG85P/mhSdcWqSaVNGDbcffW8j3/h+DiH2HJ5YrYL3TWAZsBh4rRBi8c7baK0v0Vofq7U+FvgG8NsDfQ7DHG6RAGitbwBuOJjHOPWmTyKEpLu7HvI2dkkgYkGc0MQZiStj8lGCwTBJwg7pGchC3sYKTDhQ2CCRboxQxjqnlQA0MpSIbQmeCKawLt0CQNCdxM1Z5OcLwoJLqcFF6cPK9jLCzB9chajTWHZMS32R+kSZIDYxe9LS+JFDwg6xLUWsFFFcPQ8B839zOSoWrH2Sl39nvnH8z3jVHe/Z5fXFn16BjEyYlbKM50BEYPsaGYKMNCI+4vQ2DirH/N9nUaqOwlACJxFRKrusLE1Ca9BaIIRmXbKZirI5MdvJS9Lr6ItjcnGKGwqLme12c4LXOyYnVSKZagU4wixWm2UWheIoab7nrXGehJB0xYKPLb7xkJz33shtm05a2KRkSLNUOIzGnIY6piuuY6o1iIUmwKInqmOrtrCE5pFVZ+KImLfN/8c+H3f+tZeDcNGhQDhmMiWiavigBQpwhg7giT4D6PjpV7DcmLaGPJNSBdoTg0x2c2NC/Otkkul2ga44JsQirxIH7PhndKw9YPs6oAQSBFiJiEQqoDFd5lVt9+Erhz9Zi/DsCL/kIqRGVyeiWmkIBfO/tILVn96zR3Vlecq4rx/7/hW4RU3sCpRjcl89rbDL2oRzxxoZxAf6bI94OoNW7hiay+ZiA+XIIWv7+K7DlkiQcCq7pKw8HATE1UX/+qCVzlDxqnR+v459OEYCzP/iCpwAYhfCLIQzferrSyxNbcYRMXcqgbKNgUBLkzIglIkEPOEdK9By9znSAL87/ZvMXHnV+G8ODqHDCNnWCpaESgBhiPYroBRqaHwD+LOVOcuXEycVli8RoXlexTFIqck4Fc5IrWa2rQlR3JnsYyhO4isHC8XkxCAbS82sD9s4KbGRzVE9/WGKrlKW+/0O/r31drZFDQTapkGWcETEsd4W7ijPptXO06M8EnGB9kN9EcZh0e++ACKBFgKZiEllKjy/bQ1vbbyHf/bORjqKOFZoIRFls34gNo7CWd+4BmCPugFnd6zi+txrxn3PLhlnmFDarDFisAJjLdOSIzDr/JmFEMI5donHTb+cOub1xgaLCy/I8rbXSp89f0v7VAUPeC3w+afe8vERR6CY4Qgnnnii3ldF1KV/+Dz5HRnsfhuVVMiKqBoBzEMprNfUzR1gTmMfAJsGG+jZ0ojbbSNDc3PKEAodRjAPV1WNAOB2O1gV8/ADc/N6/RDWg9+i0J5CuIpFHdu48XlfP6DX4qky62dfRscSJxlSlynTns6zvVBHGFlIaSyP9UmftBOQD8ykxhYKIbSJClAWsZLESpArpIgqFrpkm5w9DQgjajX7a8tBatZ/4FIWfW4FIqrmRyU0cXOInQyRlib0bRhwkb4gtV3glCDZExMlJbELqddt5+xJqw/LtAohxH1a6xMnsu3+9OGOn3wFHVgIV5FtKJHPpcCXyKKFDISJWrE1KNCuJk7HCMvc5046xHUjEm5I1q3w60W/oE54I95ygLLedeIK8EhQZkh5XD94HO9p/gcd07bvU7sPNrlt09kca3xtc4I7vqfoviAgLULyysURMT1xhq6ogR1hPZv9JmIE5dihFHnkggSVyMaPHCypSDkBxzRuY3OpcUTQc/61l6OUwPMibCsm6UQsauqiFHmsGWghiiVRLKlUHBL3p7DLENZB7MH7L7ye9y28+em8RBNiX/ov7Gcfrub/z5nejR859AxmCEouXqbCy+Y8Qkeil6nOALEWXNd3PJMTg0xyhlhTbiNQNhc2/4tzkk8t9a5PFfcpFeRgc+wfP8vQUBJVsRC24uVLHuLlDfdzxk52j3OeeAkAm3qbEFXtGq0hDG1ULIkDC2KBVmDlbSxfYPmABm1XQ7PbIpJbbFZedgnHvm8Fsvrsiz0I6s1xgkaFtjX2kGUmpT40rFPYpZjYk0QpSX66QJ08xBOvOGjzk/3mYI/B//HoS2myC3RWWtlcauTR7nbC0CLoS1I3ZYhFLd2c0/wY/VGG1aVJFCOXQNnUOWVmJvtJyYAmu8DZqbUUtcVfC4uRQvGizOPMsfdNp+JwMgTMvXIFyR5jzC8uDjhmzmZ+N/fPI+93RnnO/cVHsYsCqwJR0syTkMYgsDNuznhDE30KGWms0BhXb/vDR3nuK7+KU4j5+58/zrJ5H4Oyj27MMrSoCb9RUmoH5Zr+bvmQ3gbproj0fZuItnchLAthWci2Vja+aSaPf/Hwy9M62H14zleXo12NVZIku8Ed1Ni+RluC/sUCZ+Egn1lyI1lpcvctocjHSR4uTacQewxFCWYl+1iQ2M7DpelkbJ+KcugOsvxl3UIuOfpvvDyzis2Rx9aogWaryKawiQ2VNhwZ0WrnqbdKXDjnvn2/OAeRE278NLnBNHEocVMht5z67THOkm/kZnDDjiWs7WpFdyVNyotgZN6lpUaoalpVQSJis2bQ1WWhtmHVZy9h7pUrcPPw+BcvGUmdkREoB0qTIGyKwYuRgw7J7eZ+cYc0MjJGgdgVRElB/7Ex6cmFcdNjDjX7Opc4EhBCvPzSdzf87qrP7Vr5sFBUnPnyLTzwiL9bI4AQ4tXA+Vrrt1f/fyNwitb6feNsOxO4C5imtT4oFvjDLhLgYLL495cRxTZut422MJOl6lclIrAi0FKQ60uzuurljmKJ01Ah9CUiEjgFgQzAGZIoS6ISGtUYgICwLkbkLERswnlU1RIeNGjIRghfgoIdhSx3bJzNaTPXH7qLUWX2L65AhSbpSUhFwguZkhliY66RhBNxbsdKAK5bt5Sy5ZB2AgCyboX25BBTvEHaXOPizEofheChwgxWDrWxfkcL8YBnPKKxYPaK5UbQSgsWXL4CbAjaFHUdOTJeQFuqQJ3j48cOhdBla0M9pbJLSaZxBwSJfoFTVNi+4LYXXH2oLtkhpeP/XQnK9EWRUDSni1RCG5UQRK6DKllYvjQTKlujbI1VsBGTfCwnZmZzPw2ujxSajUON/Do/nzdk140xAuwORyh64iyhtmiSzrjigYeC4ZDYfhVRUglSMgTGNwKkRUhfnKTB8rHQzHMGaLWMoNExyY1INP1xhs1hE3cPzKa3GgnjRzZhbHHb9jlESrL0D59HaYGQEteOacvmSdgRdU6Fmcl++oIMm+wGbClxEjEq5bN9pkd2nUVyBwitD0sDwNNBx0++AhUbq6GCLRVdffXEAy5WWVIpWfzZW8ii5h0cV7cZT4Y4MmZDsYV1upWNQ40UKy7/2j6DtBdw8azbaLBKnJsc3GdRtfgwMYA//+ZL6RqsI6gkUZEES+MkI86ue3yMAQCgySvjxzbZtI/SguZUEdeKsYXCtWL8yGYwSFAOHfr7MwRlG7fXGLBlCASQ7rSRASz98AqkBZGLWTQ5pgKBchRkI9AQSY1yLEQdDIWSzHbwBmLsUozXL7j1y4efAeDpojfKsrnUyMahRuJYopRAVgRDm+t4IHAoRQ6uFdPsFnFlTC5IUghdNhUaiZUk7QT0tGQ5LbWWGEE+SnFdfikvyz6ChabDzh7qU5wwc69cge2DE5tFjHJg2tQ+3jD5zjHbddhZopYIGTqmf2W0yUXPxshERDpdwXUiXCumq7se0eOR3SBx85pUd4QVaV545hUkY40IYs4/9nMI28JfPJWhDpfCdIhSmjilwNbgKsKiBcKi0mDj9U5C5gZRfgUdB+iubh7/4tcOzUU7hMxesRwcE8ru5CF2oNwiSHeBXda03q/J99Tzg/rTafB8uopZcqUkpbyHqphnorA0d9ZVuO4kYxC/Iz+Xh/qn4tkRLfUF/ta3iLfWddLuOZzkFVkTFvhHcT5/3bGAhfXdTKobYlvYeNjMIxb97gsIoVHKQ0iFk1AsmrRjlwoei72tPJaeynrZQgzGyVWda8mGAGlp4sBCR5JQgFACOy+wy2adgTDRr4nQfHbppSsQQJQwDsOwTqHrQ7L1ZcLIwhdQqbhVB6TA9jVWCG5e4Q3B/Rd/5Gm/Vs9yMu2TrDFpXcOk0iCEHlO+s8r3qtU89pXXANceLAMAPMuMAH7Zha4ElgTlakQMcUqhXfPwdgcEdgnibpd8wTbWvNBECmT6Tej/sFfbqhjPibtdYD3uEaVM7luY1aDNzaocY/1rmNePLRXdPXXUN5pF292lufz1EJXC6/hJVYNCCdA2womx3AjbVrhOxGCQ4K1z7+KDjZ0jn3kkN4WeUoaN/Y1Mb8zR4hX57+m3j5/LWLcDpgAL4ffFNP8qzmFHJUuDU+bY9CaO9Tbja5tHKtM4I7nuSWJ1hooO+ULPCeyoZLktnkugk+SnSrxBjV2BM198lSk5pIzl+tY/PkvUUgs2Qpmws0Q6QCFoq88TK8mQl6DsucT9HmQipBNDwSF2Y0TFIg4knaoZgDiSCKn5xuNn8TV1Nq+c9xBXtJnSeY+HApcyS92xIkoJobivOAtPRgzqkAwHLjR7X9k5F3ZdVMBBk5WShKjgid2n2yx00uCA0Vp5MsOe5UHz02jKGw2oEiUdUy8cbvUb2Bw202CViLWgoh1a7TwShUKSlWV87ZBPmGu3cqiNnqLp31ZTQD4jcbd4eH2C57zWhA1qCQMLJas+e/h5ow40HT+6Cio2pCLqs2UKgYdlx0SORlcABcWSxyrRRpuXJ2kZ/ZRckGDt9jbiigVSYzmKUtnl83e+FCoWMh3y+qX3MMkxeZZnpNbs0n+fjCUEf9mwiHNmPXGwT3uEJR9bwaNXme/52D9+ljiWlErNSEuRSlWqEwhNNlHhtEQ/T+6nz21aw0CUZnYmxVCUoNUtMNUbYJ7Xha8cFrrdzLE9VkcBNxcXMhCluad/JluGjIvfthTzG3twZUygLPorKdoSBTpSfSRkyAy3l5LyeKAwgw2FZtbtaIFcGm1pKk2gHElTWWMXY6xKzAvO/jLaElQaHAqT5YTF3Y5k3nP/G4hUI8XY5dHuduJYmmmBgDgdYxUtoi1pnogn0ZgtkWgKKYQeQ5UEsZLGoBhZbCq5PLGlnf/muViOIiw7LJi5nUKcYLKTY2V5Mp9v++dIGbUno1CUVEDmaV5EHX3953j4gv8AYP4VxoPphGY+FGc1cVpBMubopm3jpjncce7XuHTzS1g90MrRLduYlsjxvMxK2u38LmUVC8rnXZvOZ3OhgU07Gk2UTMU1egLVObj0JWJKmaktvbx16n2mKo4I8bXDPwfn8WDvVAaGWnHyUOhIkpELsLtyxBs3o6OQc+SFI8ez583hxlVjNLqekchQIENI9JoooPyCCJmMUG4Cyxd4g5Do12y9ZTprp0eIWCDLEhmDsIzBUMYQ9jks2/wRRHuZbMYn15uBooWoC+keyLJo1bvx6n3es/g2BqMUPUGWtGPmLaG2yEofGL8a0dPB4t9fRqykieYVkqQXYFshEk1burCLEQvgBcmYR9PbuSl/FMmcSW2JBeBqVMUGSzNjai+ntnRybHoT+TjBt9c+j9zWOlACEQm01LhtZaY3DzAr28+6oWbq3AozUgNMT/Sz2W+iu5Ll0e520OAOVdNlHVChwM3HoDQy0jz/vCvNXDjWxAn57JkLH0IUinA363LN2PKd47AvVfBeA7x3P5s5IZ5VRgA15JLICaJUNQRNC+yiRFtmsa5tk4+T2iaoNFloG6NcXTQ5a4idQnqqhgAtIZFT6DzIUOIOCsqto2FosQf9vVnqmwpk68uk3BDH8rmtfx6Lswc/nHrph1dghSbM8/EvXsLMH16FkNWTsDSWE5NOm4E4VpJi2aNQ9pgyc6yAX8oOSTghi5p2UGf7zE727FHMaJiXp4u8PP0w3XGBEM1UKwuYSc1J3g52VqffGU84nJxexw3BMaRTFQbrXaJBo8sAGtcSyFAjY01sCZZ+ZAVOAe7/zugk9HCxMB9IrIog9jRkYrQWFCoedZ6PtDRquFySraFsEYcS4WikG6NjE68Wlm10ZFIHNFC2NViaXwyezIzT+zgjtYY1wVRarSFg7CA32UqQsgImOYNsjpL0xD7HPg3XeOb3r+atp/6Dc7OPcNrM9SMGAIWiOy5V1f8P3lDWKFMMS6kd5fYQagtHxCgk4JMSlWp7BAudPFtjF185tLp5yhmHnmKGYaezjiSxpwkaBJWCxBtSWIEJDzz6khWEWXjiP565fVir6gTUi0c8144TE7gxKoWpphBKwsiiHLtIoenxM/SW0mgFSI2QGmkpLEuhvRhtK1RocV3nUl7W8Qg7KnU8XprCf0351x7bEmtNWlbo3DL5oKe2zPvKCsLmiObn5wAz+VTKQQNewuT9z67rGzF6JK1gpHTczpyUXM8dpXnUW2V6wwxt7hBZ6dMXZZjqDIxUTTjKsQlTq+kMm3GaY3rrMlSUjSNiPBmhkOTCJFOTg0gUk5xBTkmtJy1Citoh1BYNTpli6LKtK4ksS9BmEhpkJUKZou9CaaxyjJ2weOg/L2XxZ1ZQadCs+4ipVvDGu9/OnHTPYZm2tb9EyiIfeeSCJJWKGXds25TRlYmYWBiDgCo5DFpJogYLpcWIoJpSgiCwicu2mbxL0CpGB5I129qoRDZnTVqDJyO+0H0617TfP247KjqkpCMyHPxxYs41y0ltE/gtEKcamH/FCqhqIoGJdkzPyzGrsZ8mr0guSNHmjq9z0G5lOKfpcdq86byo4SGemyhW08927e8ZmeBnHbdwiy+4XL6EUFn0DGWoFF3EoINKxkye28MZk9bx+sa7djEivD7bzW8aGvn4houwKhZBRlKcksCpbyVV9ol7+tDRqFDzjau+wjnyQv6ifj3y2kV3XjyS/vVMwaqADMw8NawDmYyMF9w182AZG00Qk5NuKpDIQFTTikyu+vBkWAagtyQZkkmEbULhVcEhTsbIvEXUn+GOyXNJVUUhi6FLg1OmyS7QIEs8EuzqcDgYnPyW5RQnC8qTFes/cCnzfv1FtDb3r2UrEm7I6VM20O4OkbV86q0Spye28+Q56pqwgF/93LCjL87G4CqcVEhbQ55lkx/jxOQGGqwyForZi7u5OP9G4rKNrjoppNTESpKURvi1NVHgxOwGzkhuQJriRlzXeBR35WZzT89CrLIYSTWOErKqk6WwAmW+nzBGKM2iz5o0g4e+NjqP+O2643jlnAcO6vV9NhFrvQcjwF4jDCdUBU8IsRBoBHa1RB1AnlVGAFmWWBWz0NdSmMEuFCMGgKBBU2msCnFUBMrWeAMCK4A4YXL9/TYFKZOHaedsRCgI6iQyGB1YnaKxrorY/G91OzROLdOaLLKqr9UMtlpwuz+HC+94N78+7dsH7ZwrzRDWK3Qm4hMPv5r5s6ezZmM7iWyFhnSZ41s3819T/sWQKtOjYrqiFN/qOpvTkluA0XDEY+s3s8FtYWF6O6ck13G8FwLji2A+GPjEyDF52ftTj9sYEO7gPxID3FM/k0flNGLXwSkIrNDCKSq8vggnUDQ/qnFzFc478TLilMPgnCQnvf9kFuReyAcX/nWfj324ohyzaLe8iHSyQtat4NkRatg6BZCMkLZCRRZuKkBKPdLnKgUPEUqsasqStoRJHdBw9T3n8pdZi8lVEkihScz6A6cnRg09EsELM49xa3EhoWvTGbbi6x5OPYgT0DVbprDhJcN9xx4TASCRu4TqHWw67CwddpH7goA6EYwTxZKh3YIT3CJznAf4pn82SSekFDjEFQurYJHeavK0lQuVeonta05543LSscbapDnlTcvpPRbqF/bzttnTeN/hqJy0nwhHIWKbuDdBdyyMB9Q3hinhGHE7lXfJFx3+PLDYiOSFAiTI+gBpKVQkCQsuoaUQUmN7MZmsj2dH3LR1EbEWDBWSXOjX8Y2Zv99tH2mzMtxarudBP8OucqUHjnm//iLuooijW7v59ey/orp+zSlTT+eshlUcn9i0y8JlT5zq2SxwHmNHVSh1T6USj3UTzLR7eGGyj1WR5Of9p3JqZh1rK5MoxS5NjqLNHeL4ZGe14oLLcBrNCe4WYAu0Pcw3ps3gjoG5bCnUE0QWO9qbSe6wSW81UVh2WZPdWObMC64m3WKR3CE49v0r8Fug7bmNvLv9mZX20uQW2VqqZ9NAIyqS2G6M60T4FQchNZOm5Eg4IY1emYxTwRYKP7YphS6RkgwNpKBoY5ekieoSoG0b4Sp02aNzqJ0bQpfWVAEpNH+sS3Cs11M1oI+SFB5Ja49C1AcMbUFxhuYtL7iFz7SYFMH/6F3E51r2L4rmgswGLspuri7+934OZyU0Zy2+HoDrSyluyi3hxEwn56fX73R/73ofSSQXZga58BXf44dDk/j+hueydWsjTq9D3YzZtDzYhr1+G6pYQpX9kaiA4d/RC09k44vns6LhXC5Z9Odd9n+kMhyW7rdAWG8iBnVstJlEJKg0mu8cBVZBYlWG58kaqySq8waNiAVOcSfnmFXVJJJG4TmsVwgNdz84l/SUAoWeNJOmDbA0tZn5TjdNVsSw5vPBNmQNvLjE+XOeYFnjQ6iu77LqDPhWbhrvqO/cgxNh12dHjKA7qEMIqD+uhxPaNvOtqXfv5vPuyKfWnPVjAD7VfTRrCm3UOWWOzW7mwuzj3NPQxgWp4Woio/f5+xs28f6GTdBxC38qu3zmiZczVEgw1J8gvcEivUOS7DERjFYlRkQx024uIisR5530BUrT0gzMtWhddjY/7Xovvzv9m/t83WrsSowRyxyPvZkAtNaREGK4Cp4F/FBr/ZgQ4j+Ae7XWw+HhrwF+qQ+ycN+zygigLY2WJjfH8hnx9IfpagiHBVia2B19D0ZVbLUNMhLEGqQbEyckUkhiLVCuMRTIyAywEkbEmKyKwJKKY+s3s6qvlTCy6B7M4jkRQ36CY/7vszz0komV2dtXhkPHp07tN+HebQ9z/YwU7dYgWRkwx/Z488azeaR3sglX0oKHL/hP7q40MDU5aun6ZPNqYDUF5ZORCfb04HaE4p7SLO4pS16eWfWUF2qfa3kCWp7gg5mTuF4eTTTo4OYFQkmSkUbECq9QQUQKtEYkHO750Yf57qozedeCW5/SsQ87qg9bxzGRAACVyKYYuMRVHQsnGRkvKRG2ZcqKCaGJYotKNaXFaDNU9zmsYN/tsbWlnsZkiR2FLN/Z8XyWTv/TSDhqQQec5KW4z/fpDFvYFjbwcGk6cd2DnH6QHuCt0tr7RocAY+AaX3dgmKVukre03s434xdQCD0Gkj59DWnKpXoSPWD71QgjbSphiFgjNDhFRWajxf0f/uJhXYpxf5C2MqGkoSD2bVSsjDfUURAZVXw0EAtE3kZEo94noNr/x2ruxKHEr+oBeHZEENoIqVnZ08avmxabSRQmbeTJomtnJLdylz+JzVsnM9XKHpQ+bNsxDakypzRsGHntB9P/Wf1r7MKlTxW5uuc0JruDY9KxdqZRpmicYIGZ4WiCE1y40S5xX7GD/jBNk1MkY1U4M72K41ybPVULHpmIVvnnIsV3djyf+25YbPJclTGqO0MhKcBvtAjqjPfwthdcTeeW/5lYY48Q6u0SrjX6bFRKUCgkUL6NTERYVSHdUmT6ZKAs+kppgtgijCwo2Fgls7Aa7u86NJGEcUIjAkF3Tx2FrEvaC7i29yRUy31MHVkkjM9BXURJjUooltU9zPC4t78GAIBmuXvj1d64IFXigtRwlM/E5xZvq9vB2475DWsWF/hB/+n85q/PQcsM7bkGpNIQRWil0XFsQpaAv//549VPf3i/23s4ok0QitEMKlfv/Z28/co2KbPKMwv9WGu0a8Zgt2D6bZwQI44uLavz56pAnlBmf86g6dN23qKYS+L026RmBZyT6qTdylST6EbHnoPZhx0n4tFcO//3xBLWveBHALynYQvjLYPeuukMXtT0MBdmdi3jt9BJc037/Xzx/DvHFVDeG2YevvMrmZ0MALvn/GTA+cf/LwCbojwvuvdd5B6vxy5ZWKE2c1+lTIRArE3anK949OqPcP36o7lg9sP73NYa46PRqL17/Hf/+XGq4GmtP/ek/y/b7wPsA88qIwCNAb52sTvNoGOXNFHSpAdEqepAJgFXQWhhl0etnHHCDGxer0ANOQSNFl6/iSxAG6+eciFyRsvduIOQ7AG/GTofmMaPK9OxFw5hW4rylhSBrbEaK9VQ7QPP4k+tQKdBZEPOmrQGMJbPr955PpQsLF+Q3WA8OQlfM7ViPDvn3fpBeo6VRJkYEQu0pbnn5StolumqAWB8HgtL3FGaw1/7FnNK43p6wywrvSwPBg7nJ4OnfD5fn3IPX59yDwDzbnkL9poklboUiQFFZlMZK+8jShVsP2TZgk+API13PQHHfGDFMyZXVbZUiIccKmUHP+/RL7IIS5Goevy9RIjSAqUFUmik0PgVhyioLqar45asmJC/YWOmcowVv3tdM912E9KX3LG+gRM2zOLdx9zKbLebeW6JRgkX12/lG7kZNFlFSrHHbcWFbIt2cNFBON/d5cPuzIn3/xtKCwa21yEqEhkJ3H6BPzWibcYAL5r22FOasD4VTvVsTp35JEPUKebX3JvfQvKRJO6Q0Q+xAoFTMF9IqlvxnNddg1M8m49dBwsuX/GM0AxY/7pPMfvnV2B3JpEVx2iyZGKwtBkHpUZ45hrosmUMBLpqwA0lwtIIqdCxBUqgSzZaQKCh4nh49RUsS6FigR+6/GLjSbws8xgN0uaOcgdzsr1j2tNuZXh5ukhFJxhSZRoO8Pke+8fPkknEnN2+mo80rRvz3m+KWZSWfOq+lxOXHKw+G3dIICuAgO+kqxVr6hROW5lz5qzca4rDnliS3ExaVshKn2bpM8myJnR/PZnTE5LTZ94K776VHw+18cV7X0SlIUmyV5PsjnDzitiVND8e8byXXo22LuX233FQjd1PJ59cfAMfe+hCNuSaKO9IELkanYwRtmZyyyCxkpQDB+lqdlQS5IpJMybHAq0kaEGcUsR1GqtgISsm7JpYICLT38U2jyj2GNRwW10z/5o2g3knfm+PkR8Hi47vfBWrLaC9Mb/bqisAt/twT3kWP1l7CpXQpilT4t87/snb6nY8ja3dO/OcDF+Z9BBfef1DACxpeDf1G1qof6QfWQ5QXd2oklmUDUcE7Jwe8EwgzGjsohG6tktVR5cFUbV7aUuPLOaVo8AWWBWjnaVt87pdNPNcGYDyMHMJsVPZx6ravYxNtKG10SVKaU5u2TjiGJpISumBYPaK5WTmKoqBxzuPu33k9Z/mjTNjY7mZv/3leOrWG8E9p6j4T3cR31AwONuiPEkTNkVMn9nLbUt+D7BfBoADxQw7y6On/hxOhQvXv5D71s4g+3CadJcmtSPAKsdYhQpeT4nnvexq8lPfygXfMtdh/SXPLIPWoSBGE+7GQT+BdIDDimeXEUCAbg4IexNG0NOvim241UFPV/OgyhKrXC2tpEx+n4iqOgJUPf2BEVZBmLx/LSH2qnU9K2bQixJGkTnRZyIIUJBvTOO2lrGKkigbG6ErYPbPr2D96z51wE859jRNzQW2VYwwlCNiUmsclANuHpySRobViYfGWBC1oGGVJkpZWD7ISPOiey+l+7TYiMf4FsLSJrc8GfHpk25gqbeFu8oLKSmXUuTw7oaV3FRqItQW1m7CZp4Knz7+Br6oX0RRJIkSkmSvjVAeVmgEUwgjUDHL5n6UKdW69+ed9AW6T6rjgW8duYuppvoCOStFMOQiAon2FG7a5PMNE4UWWgm8hMl1jCMLVXTQlgn1s0pG4EebohAj/VpbRuxHK4EIQSDQOxL8z/qTmVk/wCsn3c9RjllEXZR9nDv8SaRkhbxK0mAVn/aKF3dVIj6/4WUMrGs05TfBeKxcTaVFICqSnjXN/OSJM/mpPhPlaD593u/ZWGnh4cGpTErk+UT7nw+ZCvecKT1sfXxG1fgoiDxzT5qxSSMDhQw1Z77oKtpc04fPvOBqbr3+o4ekvQcKLxkSuAmsoLowksOKq4x18mujrCxiwDZaADoyuelam/5JLIwBwTYeqyi00FqgYrPdUNnj8bCZZllkutM3bnvKuoKNhTxIBZg9J+ILrY/t8vr3t5xBIfBwVqZwMMbm4UWgliZtTTlglyViW5pb7z+B2QuXkshW8Ase0ok5ffZ63jrp9mo4/545M9mDhagu/A9MGs2pyQ2c0LGZ+7fPM8a3IYnQkNka4XUXUQnjDX/hmVfQUFcHL4FZ37hmjzW0jwROSHeyqn4SDzsNyECg0ho7EWJJZaqGCEHOT45EZw0jLQXNFfPcF6BL1sj3reWo+LAVmLmDrIDlS0I/y5VTz+fKqTfuMbUut206DVM2H9Bz1bamvq7ErUf/it1NGV+8ehlBbFEKXQr5BAjoDuq4unAOv2npY2pqkId6ppAvJ/jTyd/GErAyaCCnUhztbh9XHPjpoun52+lJTCa73kMKgUynUGV/JBoAdjUGnOu8hj+Hvzwk7T0QqKQisgRejzTzWQ1hwswXsbQZV6Up9YgFIgSrJKpRP5j0LDNVJEpX59CyWoGkitDmc2DmyGAMDZvLjU9uzti2HYRoANUYkvYCPCvizPRKhvvx8lUvwA8cxENZWp8wpShhOLJBoC1oWhURrxco20KJSZySvhh1YR9t6QKzMn0sSW/louyacTVcng7eOfkWHm+cxtfCFxInHNy8hZYCWQ5ACGSgSeQUZ7ziq0wRwCVw0tuWo2zBfd87cufCh5JYQ7BbI8CRxbPKCLDh9Z/kmP/7LENtLp4liROCoB60o6vCGqJq2RQjD+UoNWzNBFV9JgwPiHbZ1LmNkxo1HFE5vKCOQTsm1cAKAQVxCuxBi6jeQs4qgm8j+11Uc4AacnnOnz/BneceWGXazMIBgtDGEpor++fyeH4KqR3VWqOhqZCgduoFQgNK4w1q3IIZBEUMQUZQt9KmOEPSMq+fhB2xdX0rotvjyt++Ehka7QHRVkFaissbThpRm//h0CQetDYyxYq4tTyV4xNbd1sLuSsuTCh94C113bzl+T9mLm8haHUR2sP2Peo6PbyuItIXJpcYoBKwbNoHkOkUrfcenIn+08U9y67guX/9GFt625C+RGkQDRqtxYghwK6mCtiWIlYCy45RvocVCtNvq3W/VdWpM9wHrLKASnXRVY1u0QpyfWm0ho0NLVD1pLZVPahQHGnbusjngw+8lq8f94uDeg3uqkS87u/vgqJtZiJW9cFtmb+Fo1GBrPblauhiMsarr3DVI+dSnypz7tSVvLzhfrriJDeXJuGJkNdn+w9qu5/MTQv/yDn6Jax7fCqp7RJlm1BLu2wsj8qVCKVwcwEiUrzwzCsgY7P00hU8cs2R+/B+4hWfN6Uuex2TmxpIswAeFpuKzY8Ih8NNBVpKVMlG+tVtAe1qdCLGyQZoLYgr9kjfF1WBwdJQgivWvYgljdt5bfP4eZv/8NOck4xwhNGcUCjs9rUH5FzrEj7XzPs1T04duXjLc1h390yjUeMzZuagBcarJo1RwC4bnZkoAZlHXcKsi2hSqHrNUJjgu9ufz7VegWanOK6xYZg9TVIHVIm7Kw2sr7Tx2rrVE57QLnTS/Gr23zi7nKazbhJWxcbyNd4gyIYk3sY+qAQQhjhac/4xnyV7dhMd/301ne84co1ZWavMOS2Ps3Z6C/7aOpAa21ZYQuG5RqMlX0kQCU2sBBJj6JNSk3DNymgwn8Tpd00qlgPOIERpQexWnQmxmXfIEthFwa0r5/P6Yj1/WfR/u21XUjjcs6mDk2Z0HrBztVIh9x7/v4w3XXzjxjPpHGqiq78Oy1ZIYZ5FaFCxREWCVVsnsVK1Q7+LVZK86L6PIUPzDBpcYqK1jm3ZikLwsqb7OTOR22PE4YHmtiW/p2tRgZds+yipHTFp18ZuajCOhCiCSkDU3QtacY5l4t1kwuP8xrfzp4HvP23tPJB0XvwRZv/iCqJiEqdg9K6UCyodG2NUxTgKZCRGxFyHDVPDHn/lGlHBOKlwhiSyqjPATkYtqavlt6vjm10S3PngfC62K3xn2p3cVYk41du1Xx1oQ4B0Y/559G+r/40eL/GrRpIatNDE3k7pObYgGv4fiQw1VqiJHUGUFAx0NpKYGzGvtZt2O8cPckvZWmlgeqKf01Jrxj2ng8U5yYhzkp3kT/kHv2w+nqFcPYmcxu2XaEvgdRdJbIoQlQCUZtmCT5CZ2UiUPjxTLY8EYiDcjdPgSDMCPD2xOIcRD73k8qoAQDUFwNYj+Uza1kRJTZTWaJuRPP9458WSNaqIO6wdMDyBlYEZNIdrMouw6mVVVeHBeo1KKpKpgDioegJsDSUbWRcwUEhxzi2XcMHt7z8g5yoUPGdyJ/5jDfz91qP5waOncedti9HSDG4iMtsMGy2G85PFsAG8ep1ErFGOMYzIiiAIbSNEJ0wO85pPXEKc0Hi9EmtdknhrimtXHstP8y2AycW7tbiQW8tT2Rw28WBlMt1xYZf2Phj4LO89Y5/O8YPH3UzDtEFKUzR+MwzNcPAnp6vyzNr8tm2QEt3Xj1yzae87Pcz5xwuvMhErMeBo4kgSK2lO1VIjaQCxMoYA246Np7TaN60A5E7BGcqp6l1U+6sMjeHLPMg1wtIknYh6u8S6aNfvbZg5doZy7PKe+9/Am//17wfl3AvK5633vQVRsMFRxoBXXTgKtdOgLLQRMrI02jUnG4UWcWjhhw539M7i7tJsTvVs3j7/dt44766D0t69ccXs39E+t5dKkyb2IEoKYtcsdJU17HURiDDGHvRJdBVpfuypp9YcFlTzR4FRg83wd1j97pSjzSTSF0aINRj9nrWlcbIBLfVFbCfG8iKk1FiWwnJihDQhrT1DGVYNtvH73PH8rbzrxOecZDTyd0WHbI+LPLJ5Grd2zt9l233Fs6Jqzr3RJNgU5fl1oZ5bNs4dqRsdu+YeHLkewz/V6CwrMNFYbsFE6oyM01Ljx2Ys/tbx/8PlS3+3z+0rKFMZpr9q4Z7iDOyXR+vfpt1H09RBSpOg0iCo1EuCehuddMFxIFboso9et4mpf+xi8s1H9tTjRbMeBUCKati0ZcRXg9jGloqEFZFyApJOSNILcZ14RJ8lqkYHRP0JU17MHR13RQx2WWAXTCSIiBmNjsnb9BT2bCB3RLU/rHo+P197ygE5V9sdXwX7Fl+wur+V7lx2JKUxrkbgaCXG/g4lsmIWkna5+oyJIbnFJldI8nDfFL5/4o+Z4/RRYfzjHUzarQz9S2Py0y0qrSni+iSqPoVqbUC1tyAde7iMA2iFDgK0X3na23kgWf/aTyGUGV+GVe6JhIlM8RQqUVWdrwhjiK2OSVZo+maYgbApQlua2NNEiWoJu+q8eFhLa8SgVU0dcPstbtk4lx8OTeKHPc/bbftU1/wxQsBPBa3GLtgKyue8lS8mSpgIvOExV9mM3G/KFijbRD/IWOM3Skpt5tlsFSX9hRQ37DiKvw4exe+2HMOt2+bykUU3EetDM7Z9pmUlz5u+jtIUqt+FhajEZv2RsMGxjVGrVCaxtof0utwhaeczgRhBqMf/GdbqOlJ4VkUCABx/w2fw+ptJb4PiFKAijOK6FiODVZTWqGoZlOEHlwzMe36zJg4FalaZsNdDRAInL7Aq1UW/quZaV9cmUplBM71DIUOJsgWVUj1Nx/TSt6kRb0qRKJKEeRevrkzKDtk42MjL/vE+rnvuf+33eR794RVIAX9bv4A4YTz/mdvSWAEIZRZICLPAdwdVNfRJjE44hBjJCdNyVEEeLXDseJeIhTihcXPGyxx7EBZcvr3+TE5a/BMWOmn+sH0pxzZtZbI7yNrKJDYGLSxNbB4zAb9y64tYn2tia8ttuygh7473N2zi/SdsYtaOt4N2qDRoCjMd6ie10PyvPkSpDAkPEi4CUH3G27ts2ge4cct/7vf1PZQs+t0XEHHWmPBiQZTzzPfT4KMs8wW6jrmuQ7kU0lbIQKIcTdBovE1WxXxPw2Uuh7UtiKrGMUsboR/A2ubR09XKd0pn8L+ZE3jvrFvoj9JcVLdqF4Gnj7b/he/2nUHGqvDGu9/OT0/Zf0/JzhOANWGBFd0v4M+rFhGXHISrIBEjBOAohK2QtpHaVpEAfyfPq6OM0WRbAm1DPuFSP6fM+xaOr1oe6ugplRz8zuBU2u1cNVJiz5zkOdxxzG9YPmMW/7dtKZuSU7BLEqtsagNnN0Ol2cVK2bh9JYQf4e3Yu4jQ4Y4OpfH0K1AVOWI+1442FQGoGgYEOHmwK6AkprRiawzpCNtVLJ26nUmJIe7X08kVk9SlfGItKJY9YwTQUCm6bCi0sqmniRudxbx0ziOkrIDPtDy2S06qJxzyKmBz1EBChE95HG5P5keOcVNhId9a+TxKAykSnY4xtFW9wBpG8mnR5hlilc1vuzTqWxiuOqPSMa4bc9OZXxtzvO64sE+VWIY9rq3SIrQHAAi1x/KBhbTaeV6R2UBexTwStHJt70l8fsoN46bPXFy/lYuP/18WFN/E0ICH221jVSyiVDOJvojkGgF9kRmDN2+jfkcPZ7/gK9z8t0/sy+U8bPivlWczGKeohDZxwqQiaS3IlZKEsUXKCfDsiKQIsaSLHzrkA7NA10qQTASIyPR/u2z6gN8CqS6zf7FT31C2uRfSWyRBbyPH6Ndy4uRNvLH1DhIi3MXreJLnUNTbuLs0h088/GrKsbPf0VlHXXcZTdmxi92C8vnGwNHc0TebILZwnAhRFXBVSiCq1WjiokkFiUOJCCTJbjM/EAqcounTD3xzbH6yry06I0nznjVX98o9lZBv7TibH824fe8bV1n/SlPWe+7/vovs2uzI/WmXNU3OAuzBElgShgpE23egKz7nuq/jz8HPn1pjDxHzr70cq5IxBpkAbAHKkyihEAlVTZXVOHmJkx81SGkBQSPULemjvy+D2xCS8EK0FpR9hyjn4fTbSD0aZTpcBUOlINELaiDDj+pOI+UE/LLQyGsyA7tt51ONCpj5w6uwkqa/XbL9BB7qn0rXP6bi9UPUBEIL3CGwAo1EoASEKYGyzXcvQ2MgDdOmRKaWxlDnb8mww475y1krxhwvrxNsjfsmPIc9kHxr6t3Mm72IAS+Bl0uQ6LeQlRirGKDSnnkSRTHECtE/BMC5z7mcP9/52ae9rUcyGkH8DIkEeFYZAV7w9w9T8htwBk3OrVWufonV8LWRigACE8ekjOdUDIc/WRDXxTgtZabWD9E8o8S6gWaGVjeihcCuLqJ0dfthT/pwpEDdppgoIXALkpzTjBMK/JRrJsSRJAhtzml5nB/ln0Nv+SkKAFV74pIp21l979yRB69QO3n/qx4lGWl0rAnqTHeQkQmNUpa5Tjt765wCDPSnd0ld0JYmaNBYviDOKKxkxKKmLjZH9Sx0IvpLKfozaVqcAhvLzawZauEv1iJ+7JkFTSH06Bxooj5VJqcspu5jpNJ/nfU/vO/vb8Aq2FSaQgaVQ93GDO7W2IT1uY6JCBCC89JvQniHTtTlqXD8DZ9BaXckZB8wXnA9PAETJjIgljRlSxTdGBXKEc++chVxnSL2YrxkSF3Kp6c3i7UqUdXGMA9+qEapaBNxICJBsC7LtkSGL5fPpz5VprO1lasmPTCmfXPsDMenO3m4NJ2pydwBO+8ZtscOvw4VVUNxho1UQiNche3EKGWssMq3seLqbT2ca6tMlY7QHQ2B+NJjL+HTR40NrV0XFXDQKGCSZWai4wkA/a1s4WuHhAhHfrfbeVYGk+gO66o6GHs3AgxzTvpx/mIvQkwuE1Rs5IBjQjEtQWSb6AC76GBFCqE15zz3S2x+QYqVXziy0gK+ter5/KTzVIRqMiKAoRipACA0xHI4MkmMiEsJZRZFeMZA2zQzR53nUwpdTmzYyNHJTRyX2cR3152BY8XEkT2Siy0tjXBiVCSJfZu4YvGblceSzfiEyuLytkd3aWNCKPqiDL1RHfOyPU/pfHe+B+4ZmkVlfR1esepts2Bnp0HsAqIacls1BIjIGJFj10SJoI3BzipYqLTgYw9dyFXHjIqWhegJGQL6VJFmmWZNWKAzauDe0jF0B1mcaojQXzbPJ+WG3Fq/ACk020p1NLg+jwST6LB3b4Q6cfom1mVb6Cu0gBTkpwu0tHEHslhBiM4NghToOMbtK3H2OV/h5r8cWYaA69YfS0wLpdglDi10QkEsCEMLITSVyEJrl0ps41kRYWxRiSz8oouOJVYioj2bJ9+UhL4kYQYjwlsfEhYSyAoM2yBjz/wMR+tZPgQPNfD3rgyFJQlmpvs59UljMMBiJ0+ft4O1TCIl93+a59gxs+pHtTRWhkV+2P9cHslNpiufNZU4hB6pQCOEJggdtJImdcfSYJv72aoMax2YCMLYMeLFfptm/YeMMSAhYvpid9xKHk9ma5znLn8Kq/3JdFXqqbPLI/fzWx94Mwk3ojI9xKtWDpkoi47dyKryLFSiKp43KAiaPDyt0bZEN6WRfQOoyljdgCOJRb/7AqHvku4zKasjEYCBqboUAzhmUFa2RrkmOmU4SjRKw+TMEK3pAmu7WmlOF0nZIaXIYYPfNuJYGzZsxp6pCEM11ckpQawk8+p6+N7GM2Dm7Xs0BDwVhGBEH2l1vo2uwTpkYMZUWfVBDc8TRsTB9ahDb/ichapWTXCqkZKOpiFV5iMPXcRXj/nVyPFycZrr8m002cWDdk574n3H3MLXKy+gb4lL86NVTTJfgNZoxwJbIvwQbItliz6JdGppAftKrAXhbiI+akaAQ8RR111G9HD9bhW0v/TYS9gycDKVnhS2DX6DUf63AjMZi71qBYC4esNUV77D+ZqVBhPO3/nOXfMYvzzrRfxx2xLyvkdTqsTfz75m5L2vrzR16o++ZAUyhMz2GNuPSfQLepcKxKADjikLVB5MsDixlfmNPTzW087sX1yBjgUb3vDJfb4etg9eTrEh14SXq1o5hxeOYqcFUjX3mFgjI21CoBwTIiU0KEcglB5JgZAB47ZH1IWowDMDfM4iCj3u8Gbxttbb+VvZIZ9Psi1Tx+pcK9vXtpDaaiED2Jg2118oo6/gz3L4+o4XclR6G8cnO7m2/yQ+0Pb3vU4IXpzyefGLv8+Su15HxXeJ54XsGEpR3+ySXWUGYqFi0BpVLiPCaI/7OxS89Z638qOTfjTuexff90ZWDbZRKDcQ5F1ojEg3lfCciMGhlIlSrFYEGA6m7M+niCs2FC1T5cHWkInZ+KaP77L/V/zzvTy2vZ1UMuCY1m38v5N/wHvufwPfOn60vNeca5YjYkF4fwMDlQaundHGVa8YOwEt6wqnJjaxJWiipFwuvu+NfOeEn+7ztXhyGOAbNizjgcc7IJDGwwvoigWOQtomDzwOLHRoYQ9a5kHuaHAVwlHoSBC0RBAJpC/5xwuv2uWYsn01rdumU9IxOSX4h5/m/nIHC7ztY7z638jN4DtPnEEcS0LflKMbFqJraxviQ3P/xnS7j33JtlrqJrlxwQ3M63ozra2D9MQN+JFNMS9J9ShQmkqzhwfY/UWsMGbq7YdfSPXjm6eyePrWcd9bv2UyJXU0YAxMcVKbklRSE6cUMhlBLJE9DlZF4AwyImAZZiCoh+c97xG+POUm2qduG7Nv1TWfdxz/v5R1hZ44ICstmqdsYf2WyXTYo6X/Fv/+MkpDCXJ+ht8Gx/De5rt20SDxtWR7aMSrtpbruejOi/nVc76zz9fiPfe/gdc2PchwPzgqs427h5aMqGm7OfP8qdRX9TnksBGuGp1TBmkDWhMlJVGy+rySkOiSPP6BT/OJh1895pjTp27nhg1LiLVkjtO3WzX5Xw0t4PHSFG64+1hkRaIaQtxsQNILyOeTqNAi78T05dMIoelo7udz06/nKGfPqQI/67iFK/vn8lP/ZEpDSeJuhygl8HJJEqIZK46hVEYVS8ieAdzw6Q/93hvzr72c1a8e3zP2q7UnkYvruSs3m8d7JxEPuMhsSKbOpFX4FQetBRUcpFRGmyKWlAcSiIpEu5rW9gLHNW7ZJYrjrL99hMWLulg12EYltsm6FW583tcBc+/MnrYdgKM+sQJ3tc195Xnc21zZxRALRrPlBG8bvnLYEjbxrVXP5z0L/r7P1+K4ti0j5Sz7VJF3rno9Q+UEYWShtKCS99CxQARyxOlBtZynrquqXJZNBQS7ZOYhygE3p5AVxb0/+JjRB6my0Ekjp6/moU3TeSws0ROnWezkdzFqhTriY5svYGuxnnLg4NoxCTvkFUNTxjhQLt58Nmc2rMISigeLM7im/f69nvP18//EcUMXUQlMBZ4o6ZAruiQb7RHB1lRrM6JQJM7l9vmaHmzm/fqL6PVp1n58/Lnwa+96JxW/Az3kECUwmjmpqi5QBfAFVslCVStdOXmzaPdyRvuq3CyIsjF/fN6ukZQffOC1aC2YuXCAozLb+NjiG0feu7VzPmd2rGbuVSuIUpDb0sgDQrOjr44vDL6Y15y2+1Kiw/OB/YkIcDIBR7ebe2fl5nbc9QlT9asaAamc6vPFMmLgwxHBTslEksWeRIaKoA6irDJiiYAIBbe94OpdjpePE6wqTaY3SHNPYYiXN9zPGbuRuPhjKcHD5Rl4MmSet4Ppdj85lZyQ0Ovu+GBjJ6994dd59RNvIHqORf8f2kjtcHCKCq+7CFKClIgS6K4eROLIdIgdSowRYHzjiT5IAsMHi8NvFrmf1P0qy7S/++O+9//WnEaorZH8tKAOgoaq53+n3NvhHCYrMIODXa6GMNkQ1mmihvEnLB9qfILTWjfwio6HuXDq2IfMBxf+FTCDTJQCZQli1/wA0BBUQ681hJIGWeaVrffh2RFxyUbH+/4Vnfj25chAU26WDK5vwC0oZGRC/8FY4CNPEKYFsSfwGywqTbbx/jtU8/+r3jllqgc4RT2SEjEeG97wSdZ/6MOs/fglJg0iEFR2pPjsupfzq75TiEs2PcUMO3rrsPMWTsEYKpwh85CRYTU0fX2avz6+iB+vO4XL1l/A3zbN4/bSbAbUxEKgbUuhNcQDHsqFwhSJSrkjGgHCMjeujsK97OnpZ90XF3PGy3d9qAAoLalzKyyb/TjHzN1MXUuBk6ds5ORJG5k/ZQcz2/uY3jJAR3M/9dkyth0ThRZUa61rafpY5zgGAIAXtz7MhfMf4MKOB/h/J/8AYIwBAKha9TVxwoSqO4MWnVF+zCa+jkkJQYudJyUDZib7eP/9r3/K1+aRbZMRfjVMPBaj0TrClIyzLGXap0zUwrDKtpajpeVkJjRq83v46humbKbdyrDQMWJxb294iJ6oDjD54o8EZe4d7KBSrpZdFCZVNJmpIKRmx7YG/jKwGEvsn4doessA+XLCKN5bZtxQjrlPtYQ4YZtQviDE7crvfYdPI19f+UJe/d2PsPTSFbu817dtGr6WbK000pgskWjw0ZmIoDkmzsQIN0bHApmzSfQKEr3gDVXHBAvCrJmAHZ3ZuosBYGeSwmOGnaV5yhYAZk/bPmbiaFUlrS0vplJ2+Frv6bv04YVOmuek1pCxfJSWbBhsYv61+1ba7lV3vAcLzWJ39Jl0Ymr9SLQNatQLZfQPRv9Wzmj01XCERFSdp5l0rlHv1FeOvnaXY79o1qOkZYUHK9PG1V4BeLgwnXt2zECGAlUfgYAosFBVbRExaMOOBGijpVGOHBrkxBbs52UepSlTwkmGWIE5kXKLRWlyEuqzZiwG4p4+RO/TK8a5N2Z/fTmzvxhy8luW7/Le/ZtmkFcJmuwCZzWu4ujW7ZCOkI4Zf4TQOE5EpeTgF1z8kkup4OEPeTh9VWO/q2hOFsf93k5s2cyS9FZeNeUBXjf9nhEDADBiAADz3BQKnCGBzu/ey91hZ1nodZlSrsrl6ytfuE/X4oQbP02zO/rc7Ywc8r5HGFmkEqO6JKJaocOMyYwYYKUTY1X1BKyKQMZ6xPFgPljd75tHn0nD9+oxMzbjosjKCjcUZ3N9aazx6c/lDGsHWkz6RXVVZktFIXRRWpBwI5JOyJZiPbcPzuP2wfnc1zd9wufelinguSHSiVFJhd8CfpMkyEjihISEh0jte3nNp4Pm61LMum78KLSPPWSqHDQ3FHBafQqzFMUZCn9mQNAajThk4pQmyphBximBO6RN/nxCECeA1PhjwdtbbueMtnW8ue0fvKn+oTHvndlhvlsZmXHM2+6wbXMTasClUnyK+R+7Yd6XVxCHkmbPjIM674yJolR2dT6crI7BYjTyVwtjIIgSAuVIM3+3jWOBdGQiG8bhXQtu5RvH/4xfnPo9cmGSvnh8Q+yQKnNj7mjWllrZWG5hc9BEUbl02EPcPv5SZsK0WRlmZfupT5RxLuih3GpRabQImlOoYc+/1mBJVG7oqR3sWUiMJNDWuD9HWiSA0Lspc3AkcOKJJ+p7770XgPMb344OAoTn4Z88l86XWpCNOGbWFjrSfZxd/wQ35ZawsdDEym3tqEgg+t0Rj7hVFtStF9V8HxMOry0ot8Kqzx2YkNs5X11Oeqsg0a/xm01+UTSrjKpYLJ2zhcnJIV7VfA++dvl933E81jeZvlyGOOdCIqbzLeMv4Ha5Lv++HL9Z8P5//z1XX/dymh7TI5PG4RwtK9BYlVEPf+yZAV6GZjAMMsYg4BRHjQfGaAD5BREtU3Pct+xLu21Dx0+uxE6ERL5D+6Qc/fkUQcFFDjrYeTFSnnFkQhxCXH2mRilNnNAmlzttZsqi22Pta/fujQt1xMvXXMDGP3Uw+S4f6ccIrRGRQuaK4FeIto4uIg5G/V8hxH1a6xMnsu3OffgceSH25Haoy9B/Yiv56QL39H6Oa9vCbevnGq9+3oa64bo7wnhhQomdl8RJjWiuYNmKsDuJMyQJ62N0QrHxbR87IOfW8c1rEBrqV0miBJx60UOcVreWeW4Xm6Nm/i3Th0Ryuw9dUT1LvW08FrQTapvXzR1fnX08do4E+FZuGl+96zxE3kZ7yjyEq0YANxmSTfv4gUMYWkSBZTQDqiHmaNAJhXRjdNFBBAInL40C94wSa//tM3ttR2eUp8PO0hUX+Hb/KdzcNZ/uXHYkIsEc09xYwtFYbsyPT/0hbVaJeU6GPlXkLr+ZF6cm9mT/j95F/Pj+5yCGHJJdciQ33BvQeEOKzKp+403t7Ue4Ln/q/+8JX9eJsC/9F0b78LLJ7wXLAiFQkxpZ9bYM0+Z385YZd/KTzaeStEPW7WghKrq0Txmguy9LXHLwGn0yyQr9Gxrx+iVefzX00jIe8+LsiAXzt+7iOd1f5l97OQ2ZMju2NVDfWuC5U9dzRfut1dJ5Y+mKC/w2v5Dvrj4DKdWE69y/8e63szS7lY80rRt57bPdS/jZP0/D7bOMkblaArDSbMY7yxdGhds34+Fw/rQ7pAnqhIkgcEYNBn4Lu418g9FcWtU1n4oeDYv++kAH33jwLNSQi9VQYUZrP+XQJYgtGpMl+kppBrbXYZWM0c2eWqIhXeZl0x/mrQ33025leCwskRYxm6Ms85xdK7r89+Bkfrr5FLY/2E6iR+CUTBRZdnNIanUPuqePOG+ML4fbGDyMdF1YNJf8vDrsd3VxXvsTvLTuQbqiLLfkF5GyAnzlcO/ADDb0NuMXXRLrPBJ9w4uHUQOWml5m/WsPTAngpZeuQDnV0sQ2vOVVf+HjTXuuZnGLLygqjzrpjyzG9sbpf/k4vz/qf0Z0X+6qRHx63SvoL6UIQpsgsIkKpk8JV40IW8iqKKcQGmlpKjmP1EaH+nUKZYuRqkQm+k9w9092X7dcdc3nfdtOZjBM8tOZtwLws3wT/8rP4ca1i1CRxPZiTpq2CVdGRMri3m3TKQ8lqG8ukHJNrnrarbB9sM7UVp8gr1h7Lg890oHbZ5HeZpw4QpmUyKZHi1iDZUR/jmhH92HVh89veocJ/Q5DZDJJ34vnU2kQvOvdf2C9b6JM/tk1izrPp3PdJEiY787ucomn+jTcmSDRr6jUS7yqXlTkweBcwZpPHpi58PwrVuD1Uy1BDYNnlVlz1o8n/PmJRgTMvXo59Uv6uOe4X/Onsssl//PvuIOjaVjD5Q6dqh14ROhbm7ahwa5o7LKmb4kkTmiiSSEosHscWo/p5rwpT3DZkut224bhaLQn8+tCPb/ccTKLs9uJkTwx1M4JDZsoKZeHclNpSxSY5A2RsgI+1/LEhK/NMBUdcuydb0U/kcUdNP1WhuCUNfVPDCJLAQwVIAiJc7mDUvJyX+cSRwJCiDe8+zOtP331vzeO+/7FF2xk9SP+ERMOcESnA6y+bz3nWBchpEB4HjcVf8I58kLcmx+idcqJlFo9Hip28FBiOne2z6KnN4uwNA31JYTQ9KksFG3sgqRhFaS3hWhbUGq1TIqAe+AMAGBKCWrLlBgR1TBXlTf12+dme1ia2sIpXp4vdJ/OE/3tpJyAQiKg6NqI4sS/KhlDeZLmrNQarnSNR3EknD8ySqcmzMmonw6rosrIeP4RozmrUPVEJcTIpENYeo8GAIDON32cWT/7MijwIxvLUiM1vpWnjRFmuBRdVZ0+dkc9XFSjI6TUuKuTWGU47t6LeODEX+1yrJ1zYB1h89mZ1/PO8P2ISCEiZUptVUIoFNFhiLAsdDzWkj384JxIyZ9z3dchM+kxi6+dJ4/7wur71o/57I1bv8H59W+j4QmPZG+KHtXEre2NKEdjF03CdKwcaAqQ3S7K1ej6iDgUZNZLgoGkCbes6j3g6ANmAADAVSgBUdJ8l0kZ0mAV+WHPGcxP70BiUi9O9SLuYpAGqWmz8mSlz00bFnPerMf3+ZDX3HsOFG3zwE4o450JJWhB6Nv0lbNjkquHLflgogIIq2XlQoF2qt4oV7NuLwaAYXZ+gPcEGWIljbCX0JTKHiqwEKE03hGhOW/+4xzvhfQrk5/928ICVpXagccmZAh4b9O9/KbhWApSo/oSI2HjdlljF2PwA/ArRnG9NOqpO/kty/nXj3c/od6Zc+SFu0xc97cPr3loE8umfWBEc+PGTV/j/Ma30/TwUewYmswVj74CMblMnPNId1okK9DT10rLkl78rBnXptfl8Lc1k+rSlNqNMTZoMFVajlqwedzQ0/2lPl0m5QQIW+PYMRmrMq4BAIxq+AJvOx2N/fSW07zg7x/mb8/f1Uv8ZKTQpOSooFpFh8TIkZB/MONenDCiqlBV4Y5MGsBwSOpwuKpTNAsnP23GzWGx2j22YaeJcmknI8Bdudko34YYdCzoL6WoT/rMaehlKEgwIDTCNgs2GUgcO8axYn6z8Vg2+41cM+U2bi4u5KzUKhpkedySrm+o62RHez0/bGsmKrt4OUj2xTjFCPwKOhpNx1o26d3cuOPbADz/5kvHpNPtjifXbQc4L/NmhOMgvH3zKj55DB7e5znyQuQTa8kyl76fT+ZH86fwj+fMYaiSIIwtsp7PaS0bmJ7KsTpsQ+Qc6jo15SZBnKwu/m0TQdhcf+DEPMNMVSNAgwhgXakN9mIESIiQzXEzCsntnXM5o2PvJTAdGY8Rfm23yiNe92GEo9GRGDFII0ApyxinJWApRGTKn2pLGP0hafKTrYri7l/vuUykbF+Ns/21tHmj0Tqbgha6/DpUJFGRRCQicpUkda5PVylLaSCJqNaki5XEkor2VJ5KvG/T3ZMbO3kknFWNDNUjVUlsX2PlywiljOgwY8fTZZPfy43bv7nX/Z8jL0S6Ljf5Pxvz2v6w5oFOzq9/GwDCdbmx5zuc674ObVk037GDqCXL8ikvJZoUYHkxutujOCgRjQq3yx6JnIsGXbJbItyBAHfQIcxYlFoFUYoDZgAYZsTjLiGTKR/Qfe/M7HoTbXRTbikyGPXwi6rzSeidjKvKiHlrMaoZIEPTV+2CRIaCaJJGRxbKht7BDJedu3sDAJgont1VOehI91WfFT6TEnkWJbfyrY1n0VdM40c220p1KC24J/swJ3n7pm3hCYej27fz8GNZE7lZMsYMrz9ElkOohKbuuTT9+lznNfw5/CUv+8f7eHjjVDa8fu9pyOfIC5FegpvKoymf59e9FQA9XFP9GYjSYrdVII40t/oRbQSYf8Js/nLv2EXh7iyyc766nA0fMRPkOb+8gti3oGjj5CXpLWYRfOsNB3CxNB5CE6VMmgGiOtnrtam0RXRXsjygZpJXCSJlMbNugBPqNxJPFvyjdy6rutqY/fXl6ObKXjUCRAxtS7v5ycCpJHrMgxcNif4IXU1H0FUVeRmZMC85XC5QVQc914QhuwVFkJGj4jERJDZObDDSkTSLeV19GOctM+B6GpEfVaiPs8YLhjR5wlpglN8tjQot/Ekxdl7CP5pgHJvik/MFT/Vs/nHJco658f3MutbBu/0xVBDuMQVgIrl9Oz+g41yOc+SFCMviz+Evx/Q7ISZuBDR9eGyf/dPgD3fZbuFlK9AWrPqs6cOz//MatA3WpDJiXZrGVZpzPnw7Xzr6t8z93y+yZoIL3H1FV8uuBXWmLyxrfIi0CDg2u5mTkusZHlIcYVfz4DK0WwAJOqMB7tg4m9Nmrp/w8V617hzIuViBIM4aq5Hy7ZGSVIQWMpBYZTFSElBoTChjMobQlJXTSY1Oxzhdjrn/9qOMT04JHumfAmBUwSNJVHLAt5CBwG4NaG8YYjBM8oXuk/FkRNbyabILNDol/lWcw//smMQvZo1flWCYZplmSdt2Co0eD1emU7/WxhuKST/eg+4bQFUX/iocViGtfu7mTZxjXcRf4l0NZcPs3IefvJAa/r0v/Rdg3jEzuPHesYv08Yxp87+0gkoDrP34JSz+1Ary/2zFX+CzcEYXDz00i5kPhnSd6rDqs5cw+xdXHDDP6ZOZ29jLo92TAU17Os8L6h7b4/YvSMa8YN5NFJTPx7afyVHXXcZjL7tsj5+Z5A0xyRkc+X977FOMPPBiwiZwihZ+mzapEKkIrSQhNlZJ4gyZRX56h0IoTZA1HjllGVVqBFTqJMneiZ/zcNm/NWGBR3a0IwrVsTiSlCsub5zzL3rDLLfk5hHFEq+ugkobzYtif4pSwUPnXP7yeBM/eslW3ly3areGEzBpGZ9pWcms53Tz5wVLeOSnR+ENRjhrtxNt7xqzrSqOLpD9/57CGf95Nbf/fveLwyf3Ybu5mRt7vsNNhf838roQ357wtRlvDIbx5xKzv74c5So63/0R5v36i6zf2ooeckh2WaS3aoqTBY99+eCKdfqTY7wey8wfNNzfPQ2m7fkzp3o2p3q9rIsKdEUpfrX2JC6ae88eP9OcHP1eQh2xovtsSoFLEJoxPpUMKEQSCg7ugEVYZyK0pG/KeGpLE9fFIDVRykyNhQYRamSskeHEpsvzkjuMAa3KhnILO8oZVCxJ1/scPWkb9U6ZSFt0543B1kmFJJ2IrOePLP6PbtrG9aUUL0wOjCv2+mQ+2bya5710JZeu/DesnzST7Azw1ndDoVolwHHAthgpHVhFDeU5L/nGMQujJzPch1UQjBmH93ceMe+4Dv5079h5w+6qFiz8wgpWft700blXL8cbAM4eQAhN5neN7DjBZtXn9mycORAM25OCZnjjrF11LXbHmrDA5G0z6FchHTulyYyHtuAbM68DMty8eT5R2miuDEeaDZctHC4RGHvmPau0c6lkQZixRlIFkms9o91iQbxp38upDhMjmZPoptXO84Q/hVBL7ivOYsPWVqRtSolGsUU25XN7aT6OeIJj3d2IC+yGX83+GxdEDuv+PovUNkHDE3lkXx49kDMOMdc1KbJCjsyPt/54NjO3hLCHLM6dx2BV8ccYA/40NKprJcRP9u2iHCHECEKeGZoAR7QRYF9Y95FRD1l9XYlBUqi8jQyh9cES2567/zfz7njtXe+k109z0ZR7efv829GuNgrQMKLyrDyQSRPGNiUxwBvqVvJ/VokNbisZy6fD7WHmlD7+6B3N3RsXmdSAvaAtWDblca7bvBRtmYW+DPTIwt8KNTqGICsRscaumAiA4ZqoQlejAiKz8NeWSQtQDiNhfHOvXLFb4ZmxjRGEkYVtxUQCrJIYEb4CRizQoprLrbLKeG8FWG5MXHKQZYmIBGEGruyfOxL62KeKdMWCO0pzeEf92IdBnUyy4cXf57WLz2bownpUbnBcI8CTLe/jeZigGinwpIc9gFZPj91v5WVPutaxwOvIU5/yyf5RIIsB9+dMzuOC9u4DcszbO+fyxY0voT2Z58tTb2TK1G1Iz0RQxAkbKsYa+lgwldlu917r43bYWeplacKeKIBVPa0mLFmMXmfpGS+iKjjI0OgdKBucggBhvMhRSoBvISJj4AqTstpujdAm5Hr215ez/oMT85yDGfj9yEZi1LDDyIZQYpUkIoY4kkxND9Lrp2lySvSHaVKpCo8Up9EfpLl7y0yCksN3mqay0NtGXiW5IDW+h/BnHbcAsEy9iA1dM3FzNu5APU6+QJwLTF+sMtxn7cntwKhFf2f218N0IFn96dE+XJ5s7iM3FfLEuqm031EVIa06iJsbxs9l31du7lzAxfe9ARULkomQR176BZSWxNVSZgk7Qk7Qdp+RCd7b9nfu6urg2D9+lgdfvPvUgEanSHqnSIAOO8uyxodYPauVTf2NiA11iFBAJEwkia2McKfUOGVhDLGBGqnNLaOqomusiV1j2A2SgmM+uIKHvj7xRacnNFFkDABaQLahTHO6iIWmN8gghCbhRLRmCviRQ1d/HbEGVbGwGivoRvhj91ImOYO8Km28s13xrukAw7w+28/rs7dx0esc7r1/Lgt21MOTjACyoZ5liz8FWlNvS+Jskhc+70v89bZPj9nu/GM+S/zIynFO6uDkE4/HzuNFc12Rrh0NYGuS3dC4skS55SlW9RmH2b+4AnYkUM2BybFPW+h+y9R3t2BgYOLHnGNnmGPDT/egJTDM0rpRgc/OyEcKRco14Sd1nqmuUcgnRqJbRGwM+drV5jEpNVpqRCSxKgK7rHDykVlUZS10UnLmi69iaKbDA9/afR8+KbmBlAwBM0erxDZDfgIvHXDi5M14MmJrqYFthTrC0DL3i6Vw7QgpNEoL1gy0MjU7yE0sISvvGVdscDxOT0juOvZaZm9/O5knPKZvkOggAMdGOA5ojXTsMYv5Yd2h8+vftotBf9m0D6DzB2Zs21+GDQBgoo+GjgtgIA1Fi0V/24w8c+LaCRPlxbd9gA39TdSnfO489ytGAyo0ZV+VA9PciWuD+NpiQ6QZUmk69rKttvXI91wsepColj5Ww04nRuYIw/pgSI2sCAjNfDf2IMiaaIhhjRoRg+Ob6Ja5Vy9n7Uf3Po8YUKURY+yAKhHrJiY5g6RlBV85FMIEj/ZORlcsvEyFpBfiyApZzycrfTZHTbRaO/a59OD18//EZxuW8Nt1x9AXZWl8wsLq64coMhFZyeTIvPYceSGtzc3oKGLZ3I9SmdW8S/WWZfN3TUu2J7VB3dNfEvFQobAI9fjLZ62PLCPAM0YYcF+Y1dDPutd8ig3vv5SgQWFv7TPW0Cpzr9xV2Gp/KYUu31t/BvOvvdwotFsmV3DYAqkscJMhR2W3cVpqLY0yxRR7gBNSG9geNPDbvhO5JbeQrO0T1ZmQpImwJLmZhkTZLOQjowEgNFVRQgna6ASYdujR/GmrqhugwRvSREnjYR0WsRrOlXInoEnmZStIOyYMbSypUY4RF5SVajpE1fIKjBxjeMFPyZRboiyr0QxGrOa79z2P13eexSvWnssXdzyPXJxgME7xT3/80KNfzLqZNe+fBQs6JnTdhjnHuohlk94NwLLZHzFh1+OVAzpEJYLssuCJV3yeu877MvbarciBoREhqWLocvKfnroX9YyOtaxaPZVbV87n3RteyQW3v59sfRknEREnTR7ztrCRe4Y6WOr2cHpi732zUaZosyYeGlsueNhFRsqp6UgaJf7h6hYSLF9U86kZCfcjG0EqRiUUytNYRQtZlri5aq1qDXZx3wbrubaDRDNUThBFlmkHxrBllQW2E5O2AwqBR9IKSMqQlAzormTZkG+ClRmcLR5X3XU+77rnjfxvz0lsivZ8I9244AZaT+7iqFeuYsvZKdTU1lFj1JP6nurrB63Qccx5mTezbMHhW3pNtlZQqZhVr/wclCzqVw6hpRgpeeg5B6Z6x9kdqziqvcsILuZSzL/2ctbnmtDalJO0hSKvEmyN87sV0duZhFAsaOoh41X2uF29VR4zSQh1REKEBLEZ14L6ainOpEJYRrxSVkxEi13SaCHwGy3CdFUMM1TYpXhEVHbnkq/7wgw7SxRa5h5pDEg4IdMzObYGjWwsNJKwQ1JOgGvFIyXfLC/Gq6/Q3FhgzpQecn6SjUHLyD4/uuXFKPbckF/N/hvrXv1duk9vRthjF6DRtu2oTVthqIAoVrAHith9Jc46/0qe8zqTGnDucy43Za3GIdq+Y98uwgEi7VbofNPH6XznR6nfEGD3FvByo+//x6MvPSDHEVIb8caSTVy2qyl0JmJOxqCHHLom0Hd3ZrrTt9dtZrij28xzMryw/jFe2L6KBU3dZN0KQmhsN0bWBwRtIaohJM6YMVfbJu1KBBKrYOrMu0MRMtSEGcsIIwvjYQ3q9tyOkzxnTFWKQNlUApuTp27ilS33MRgmeXzrZPr7MwQlBxFJKkWXwXKC7UN19OXTdHfXsXGwkYEgRS5OsSPet7Jo65d9n4c//G02v2oqavEsdMHoC+mBwaoOyuizT8cxOo6JC0XOdV9nUqWAZfM+Rryje0QL43BAuSZ1s/NNH8frtdCDeZrvGDXSHYh5BEA+9CgNJdm+vdFEtAqg6nDSEnLxxJ1wS90k68IWuuL6vW47XO4YIC7bqKQiTphqNHFSE9XHhM0RQWtE0BSjh0sbYtICYg+COkGUNAt/ZY+KCFoVoyVglyY2jxg2AAAMqphQ2xztbme6nSMhQ7aXsvT2ZREVSVBxKJY9LKlQWvBAYQZ/zR3FTcW5E75OO3N526M89pyf8dFP/oI173AR9XVgWagwQhUKY9Jj41wOVSgQb9qKt6qLU960nBP/3aTAveDsLxNv2LjrARyHqGXvRrVnCpEWT0kYUAhxvhBilRBirRBi3ImaEOLfhBCPCyEeE0JMXMxkH3nWRALszI7SaGfd8P5LOf/z7yC7eXSCMSEPd5Vh8aXx+MWp3xvzf8e3vmpUmNPGs25XQDuasGKTkCGtVhFIUyd9Hih28K/+mfQUM8xp6KM1kefM457gzs0dLP7UCirNGu1o3AGJlqMCUSe+fTlSw98HFxMqi2QvOGWFCBXakSP1eYOsRZQQCG28TsOpAJW0yfV2yhoRa6KEqTEfu9X61TAiXHX8u1fgFLSJInDELvnIT1RLvny5bz5/3bGAfDaFtcnFLjOiiSAi8AbMwsxvMa8jwS5IdCmFBaNhs6HJPbz7XwuwipJH0rP4feY4hK159dkPAuNbIle/+dvwZjjxsnfTencOsW4TOo5R5T3koWlF1NN7WHhQx2PBGaMh9XF/DuGOTqzPaV/Jp4/6vz1+fud+u6c+3PmOsWGBs39+BXHZRqQjYsviH7l5bCnWM2P6xK3AjtCs2TKFrsg8FFcFk3n7/NvHtG0YHVpEKYjTyhjRpCk5he8gLHP/qOrryjEP46ghHhHuQQuijAlJRRntCVU1HsSeZtZ/XWMWUlrsEhXw5Dw+TzhcOPMBfrz6FEo9JjHXylt4uaqB4p4sfy0sxHIVN5YX05gusb7QzKquNqKSQ9I3ZUYT612CRof7rOnkp5jJ6PWl1G6jAm5f+jvzx8U30/fOIudd/hHa7ujfxSuqgtEkcVUqodZumFD/HU8f4GDT1jRE3GAmzp3vvZRl//kJ7J0UwOfU7X2RMtE+/LvTx+bnzvnlFYBZXA2FHo+Wp/Ov4hwWJbfxxuyeY+zn2Bl+Metm/la2WHZbhZyfJIgt8sXEmLJyDVaJvigDmO90XVThpz1nsj1XT6XkIGaWaW4sYElNV2czXp+F12/G1TBtIqG0JZAWuHmzcBo24mprOEzV6EQ853XXGOOAI7jvv8c+u8bLRT1h5mbWNzSRsCP8yGZLsZ5ckGTtljZ00UHbioZJeabVDVLf7vPYozMQBYueyQ7JKSFtqQK/33oMt/bOpxQ51LkVltzxJqY25piRGRgpKTce937+2xz7otfQ8P0s3vX/Gm1nqTSS5mJPbkd4Hol/rSU5qYVlcz+K7BsgGtrN4kmrQ9KHF9ePGh/+ftPHWTbjQ6S7RyfTn1vyhwnva08l0NZdNDYi4tMPv5Kbu+YzeMskbN88K38+tJQPN26Y8PHOSmiGts3gocClJ84Sapul3rYx5T2PTWwCRsOPX5zymePcy4OJaVzXcxwp24juKS3wrIhS6DJUSlAeSOD1S+yiKT3XuMoYsKyyiQIQyggvx57AKWnqNyjOfNFVCKWJUhb/+O1H9tj2X8y6mUuTx/PR1ttwhOBaGaFiIwTbPmmQ6dkc6web8AOHKJbEkYS8Q26giQemu2wYbObo5m18Z9qdAPxwaBKry+18ZZJRs7+nEu42//rhS78Nl8LcX13Mgms2EfftYZzSCh0pVG8f52XePNK/d8eh6MNyJ7vaqs9ewnlXvhlRGp0X/ev8Kya8rz2NwU8upTfvKytGFfhdTaffAmya8LEcEZOL0rz1nreyYagZgJyfpFjyWHOhSYXs+NFVsFPWh1dXISi6kDFCiLpc1UJwFFYiNvOIinE6yAj85qoey7B9TY6WUbSrxReEArtgynbKaFRv4PEr9ryG6LCzNFhF5jlmLRLWPcBjQ1OIWi3CZkkQ2kSxpL+QQkrNus2TsBMh/TNTTHf6OCc5aiTvjPJIICutMYaG8bgwM8iFy74Py2Dp197N9G8/sotRatQgEBNt2Ur9L7qwmho5L/0mZLk87iI32rIVtoxfGviZyB4jAfaSDiCEsIBvAucAW4B7hBB/0Fo/vtM284BPAqdrrQeEEG0Hqu1P5llpBAii0dPu+OlXWBhFe9UDWPDb/8DPJUZE1m7YsIQXzXqUn+WbeD27H/x2pvM9H2H2iuUoG5I7TOirrAiCss0TxXb+re7BkW37ozR1ToWy57C0bisl5WKhOW/WSv7yyIl4A6bEn3KqKqZVhsOaVudb2drbwORec0NrSxCmJEHGlP+LvaoXXoMtBe7QThbTJCRyGr9BVuv6CuyyrhoDjGhgLCDImBBAq2L2c8YrvgpaE2Qt/CbBVR+yOScZ8aGmR3g0P4VNbrMJpYqMLkKYGRWHid2qYcAeTkMwtWgRQCTwGnzjwYpNuLdyNcrVZJpLNKTK3FeZQoe9Zwv7svfczi/nP5d5P5iCLFdQGzcfMk/+U+XtU0cXzTqOETsNSOMZAFTXfEId4Qgb2b6aR4IyS6sP7V8WGjlr6xSm7KH02jDrX/cpZv7wKnRkSon1VtL40b4J1nTYWQZUiSleSFJ4nJ7YwU/XnMob5921y7apxhKlKG3KAwrAM2HRygIyETqUI4t7LTV2USACgSw4WL4gSusR44GIBWG2qkwdC0QsRiJTABZcvsKoBGsozI9Yf8GubR/O85a+SVHQclTQ0smDt9FD2VBMJCg4dWhPYffbyISmPC9AOjHy0STOkMAf8vjq9vOYlerllh3zWD/lYT7Y2LnHa9cs0xSnQFSf2Hvm2WHct09t66Qcm34z+z+vYUEcc8ufRsMMh8tU7szOC1rZvpoBVaL5Se9PZBxe95pP0fGjq7CSEUOVBIXYYyhKsMOuByaWaP+CZMyvUoNMT+UAKDc5dHzzGjrfeykAjog4IbkZMJO8awdPoBR5WJbCcmMi36FYcY1WSlGOGFahKhjrmuoAbsHkT0cJgVXR2L7pc8aACyhT7lVLo2J90tuWI0Motwre+o4b+eA4AsbtiSF2lDMkbXNAKTS95TTS1kSWRtiajBcwNTVITyXD1Hk9bFvZBmWLnqEMfTJNcTBBvqlIoZBEV9MF1m+dygnP28y/bz6d90z6Oye444fpP3jSL5m74V3MuX78axt1dWOlUyi/Avn8mHzVw4mZO4kydPzkKyzSmtt/t+cF7JP78ET77M586ejfwtEw96HlyB5TUWKz3wRM3AgAJr3l9ASAWdFUtMur7ngPvzntWwAcPc73lxKKtKzQXTYpCK4VEWuJY8XEgSAMbKMLEIKXgygAu6SwKpo4aSOUJkxLlCVAmtKXQle1LqrCxKe/+qsEWUnP8yKOm7+R38wZp+1WhWaZYHUUMBQmUBVjTB0qe2yTdUSxEQSMYyMeKBsrSFsRhiYS57GB9hEdhZt6lxAoCyaZ/x0RA3t+pq296Duc/MjFNP5w7wsfFQSwk4H2cKIyaXQx2fGtr7LQsrhx6zf2+JknG6yG+/CasMC8CfbnNZ+4hKM+sQK7bMpJbyo17VO7jcCuz+nJ9byn8BpiJcl4FSy50zOvKnAKsDXOm5LJSmC7MXFYTQKLhJlTCI2OLdwhkyoYNECUNNGzslJNk41AuKPaWaqaFjD8IDaaROa1oy8xRo6heTGnH7+Kn87c9RwaqhGRFR2yyLGYk+kBoNdPMa1pECk0/ZUUCSviwWAqQmjmpbvHGADuqkSsC2ayodLGFHeALUHThCsJPPKhb3PGuneRvelR4sLuI4l0HBP17IMAzbMApSHe/7D/k4G1Wuv1AEKIXwIvA3ZWzX4H8E2t9QCA1vrA5PiOw7MiHWDZ4rEhTX2Dozl0nW/8BDoIOP7iPacArHrl5xCRoOO/r6bjO1/lRbMeBeBz/3oZb974vIk3pv3/s3fe8XFdZfr/nnPb9JFGXZZtubc4ceI4hZCekASWFgiEEjossJQNvfcSSPFSl6UGWBbY0FsCKaST5lTbcbdsy5KsLk27c9v5/XFGzZZtOTEkYX/P56OPpJk7d+7cee+557zv8z6PO64yG8ar/fdFgy3Djdzr6rvSf3Sfzy82rWL7cB3H1HaTMwvsq6TpcrPsKNRhrx6i6ZxOvCYfswjpXYqTX3MNJ73uGoKYYHC5YEtnE4n7E8R7XEJL4GUMSg2SICGwygqrqHCGFXZe00rHLAMNT+EM6YlmbCjCzkfEhiIS/SGx4RC7GGGWFM6IomZ7SKI3IDYUEu+rWvkpcEZDanYEfPCaNwNaJGrnSB1h2aSS0+KIY0KD0di9tno9yYogcnRCQpkKQli0opOLFmykqW6UeKqC1VIiqA2QGY/mzCjXLvvxeH/qofC63D2oFhe/KQW+f9QWSefLS/7hjIFvdZ458Y+KDs1qqMJp2cHrd59O+4++xMXXXT5+s/7Eg8/nX3e8ZMbvnagtY/ebGHnJzv46hotH7pdcKxNTxJlelR4k6lk8ZZL8s0ItUSQxh0zi3VLb5fVbyKKhk0dFA6NoYI8IjJIgNiDGRTcR4Kd0C4qSaPXqquNEGNPtL2YRnEGBVdTMHKPK8I5siO01Oebrb2PxD9825bhvGVpGaThOZqsguVuybHUHi567neJSDz8FsX7wGn0QkNkqSXSYmGWI9wgaGka4ePkjvPjld7D47B3gSe7YvoAfPXoyXcNZbuhdPuPzJ93wAFr1k8HfO4ZPefVURf2UURkXWdzxrvdCGE7rzb4/NvlFritk+fhjL+a3hfbxx4eiEvdUZt5CEMu6hJ7BvqE0WbPM7NgQ76ydpt/8EPh22918q+1vrE538Kam2/nAeX/gM+tfwNc3nYMbWeNVnqsGF/DjP5zNPRsWUOxMozoTyAGLcmcavzOJNaKTUWNq1EpCsjsivTfAdCOCmMAZDrEKIaYb6bHaU+PuKtpqVRDaEFoCP6Enstf+50Ws/szbDjju0SDGMbXdzE4Os6x2H8fUdBMzfWzHR8YD3nziHdyx8td8q+1v7BzO0ZgoUL9wAFk0iDs+DakCufoCp7Z0oCKQe+J6sl3rcUXTI3xv9l0HTQCM4XPP/V+Mmprpn1QRYaGACnxNrZ5hAuDvHcPPOekzU/6fbU30MXe85kPg+xz7nsO3El472shviklecvfbjzgBMBlyfhEvA9Yo3LR7CdeOPrlikSMsrpt/0/g4LKeZHs4x0wwEKUIl8UKTjF2hIa6TCCP5OKFnYBQMzDLazrQrojDLZGC5xehcm2KLTRCbaIscsyYeWGbSf6xF/0qToaUGpSZBYrvF5j8u5I17TptyDG/tPJWHh9vYG5a5Pr+SOYkhrJSHkIrSaJy9O+tpTBW4btV3+fSxvyee9Fg5p4v3H3cjl624j339GXqH07y181R6wwI/n38zv174F36Sz/GKnefMWHxt0Zs2jff/Hy38vecR5z/rc1P+f/bKifjreLtOYJ179hcPuY/Ji/93Pviq8f8vvO2dXLbrzEO9dAoqOe2gYZZh3eb2Gb9uMhZZKW5c9gduWfE7ntO8ibb0CGff8l5O+NPHqGko8KxFmjGZjzTDNV1X5JjWbjLZMjLloyyFtCKCooXVZRPrqzJUQ6oOVbrlRla1sGRF/0QW+Bn9Gbxs1eUlrn8HKS2cHMQh3mXw4B+XM/83bzng2JdaeTb4JXwV4giLzzU+zNl1m9g3muaHc2/nB3Pu4LeL/szP59/MNav/lzctv/uABf4pjsmr0oN8rH4Tb8jsO2IrwZ6TBcxufULnfjo8FXPhpwIhEl+Z0/4oBEKItwghHpj0MzkAZgF7Jv3fWX1sMhYDi4UQdwkh7hFCXPj3+izPaCbAlnUzVBkvlLhwxUe5YYO2tZtMr5spBav9v65CugbC11XE9m9fScdb3g+Dtu73nSF2vOIjLLjqGmQIvhT4GS3+VKjYDIQpQAuL+XkbO1skZVS4Y2gxmwcbcCvaCz10TZQSNLYMs/yYfWwZbmDfQAbV72CUBMc9eyuP3LGI1N4I6YfalzdSOCNaUMqoKAxDUMlUqaXlqhPAaIifMnSlqWpjKCIxntmXviK0xHj1XoYTir8IxtsHwpjALEVYxQl2Qc++GqhIopiCvBZZUYYeNI1KdSJrQpiIULbCl5Gm/yvB3NQQxdCZkuU1YgGRZzAnNUSNnFlGboGZwnICUJa2WDvKeI51KUZ93eE3nISZxvCFmdeDbXFDv24xGev/H8PhYvhWV/Cde97CfbvmE9tuEyRg0RfXsvXDlyMNRU9h5nT+x1/8SRZeeQ0iFIShxDCiQ4qDPVG4kUWlK0mmU99wIwvCVIRRlMiS1DfwisAq6Pjxk9VF1JhtlawmAAwFhkJU5HiSSbsICK1/AePilGEM3IZIt9oMGsT2S4Df2zlX24qWtUDbnpEaLDMk15hnZDCHWRCk6ku4Ixl9HSXBm+URz7i8Y+GtLHe6OMYSfM0ss8Ftx64PCEN5RL4y0dIiXfk0bTtSRKOFo1olfSI38JnEcLKrwoXHfgyRL3H9zms4PtHBZ8/XbQ4XtV8O4sB2ounw69HjWejso9OtITfGyQTudOtJiJlf05su/gTt/3kVMuHRYg0DjE/GjhRjoqQ5Yyv5yCYtvfEe5u+PNvHNO8+BugCnxiWKBMFgDGvYwI9pLyqzrCeMZtUa0Aj1WCsChZ828NJS20OWQqQXEZlVpeqqTZyq0mrHrF2DhK6wSp9pNQMcGeBFJi3OCHOdfuZa/ewo1COEQo1YLI5NiKwe39hJEBlECMzZRc5s3YYjA45N7KHOyDN/VT8bFrZyx/YF2nZwhhgMklpg7e+AI43hLet2TCumOR0uPPZjCNfn+i1f4pzEBHPqoua3Qxjx6DWHbyW8bXgJq9J7KAUWn1n/Aj5xzO8oRC7rfZNnHcFxJ2Ie+YTCGRbkh+K46uglBQ+F12V66WzazG43x5CXwBQRI26cYNhBuhKnT1Yt1jTlv9ygtVr8sXaWSaLAXnpigYWYSMR6Ge0iZJQFW4YbYZJW3aMDrSTtCjcWFxMiOK9mA/4CyZCX5P6dc1DJiKWZXhZZKRZZI/yiYR8faLue1bbN/ZXdXFs5jWhUUp5j8aCX48K4x2hUpt3q55SamTvXbB5spMF2UTNIwB8JxlyHjgQzngtLMWUu/JOTJ2yOL4i9aopd4cEQ9SymI8jzhZ4LuL1jARcV3s31Z3wF5Rv0lGY+j9j2gctZ9om1+rv3n7yY2sfqN0H9RCL3hrLNAnMQSOEqg6hiYtcWiZSgVLaJXFNX9H2D2F6L+L6xhKp+vRJgD4txV6xIAoYep0MbouykuatkXFNLSVBVO+0x6+3psNVP8ZjbxhuzmsEjkbw1u5eVq/6b/euzz0u41MitBzz+ZHBz2dC6CPXJo65nf77x8qc1E/HJIlQSX01/jWq9IfVt4NvTbjAzmMAi4Cw0Z+l2IcRKpdTwk9jnQd/oGY0Ls29ANNRBEBC25PjL3z4+5fkL4pehAh8xeHBLmAtXfpQbHjuM7/2/6ixp+7evxBowSXSYLP3UWmxD0rmnnrc/+Gq+ecJ/H/Z4F39+LZavxfbCBKisjxi28HyTXj8D7OWFzY9w9d5G9vVn+N99JyJGTE1ZllrMTGUU/o4arH1w+7PTNDeO0NY4RLHGJm1X6BipZfbNHvZgmXJrEhEo7HyA4UZacdoQhDEDL23gjGqqnhJguBGZnQGhI1GGQJljtmuaimqUA2ynusgvq/GJp5LVm7gCw4sI4gaRLcjP1kPLVr8ABQOjrBc7bluA3WtqgcFRnUlVBvjpiFhbgTCSeP1xUJCdO8xtOxfCtiRqQZFE3MOQijCQpHMltgw3sqPRpm6ar3f/KkvUs5gTZ+1h47Ll1Jrt2PvqCddvPux3NlOoMCTYd+SsnfONlyNjDoThtDfh8+UlWnioOM2LqzjvzC9w020HF/E5p30z57TDi8N/Y1u8nnJ/EmEo5v3ki4CJ5xjcv7udNXM6Dnu87d++kljJ1HY6QpGMV3j+o6/nwlmP89nG9dO+5g4XtnuNbCq3sGGkhYztMjs+RL1VQIqI12c3TOlnG4pK/Hrf8cR6JSNLIpyWIioSOFIRbk3rG2ugE1KVHHi5EJH2UYHEGNCTYaOkadYi1K0nZmlM3VdABF5t1aHDnLAFiizGxTeDpNIqwlUsvesyYrZPrH2YgagGoyyQj9VSSEUk20eZdVw3t674Ld8ZaeEX2RPYXZyD1+pB2aBt7jCDQYo7g8V8oHslOzsbUcmQxmwe17cYGE7xytb72B+TY3iMJXHV6l/wfvES+K562tCkz5eXYLY0o2oy4xPMybA37CYcHMLIaX76xQsmWUIF4bjf9qEgm7fw0Wb4/Y5j6cjneKi3jWu3fxzPN2nKnMdrZt8zY3r15Q9fivROIvANBsMkx8V2k5BPTmV+Qrxs4rbaF6Spmz1MuWKxrLGXM3Jb+E3XcezY2YSIBM4+Q08cDR2DSujJo5+UlBoN/JROEJSaDBL7DGSg+6lHFmkdF6dfJxGsAlglPbb7Ke1Tj9TXxmR8ZaidCMG32+4G4B1dJ+EmLF7WfD87axs5e9XGKQKf20fr2b23DpTgtKXbuCx3N6vs2Hhr0fnx7ZDbzq2Nd3KcXWRMwX0ypovhX3evwgz7ntT5PppQYchz7FcCIBfNOyCGL2p6G2K0QBT44wychtYJKrgKAoQ4/ARdNm/hh81wyd1vY3tvPQnT5/X3vx43vJCC77Bw6FKubn5wRjFccm3tqGOCHLJ4tNBGb2rzjFTvbyjbXBh/4kmYj9VvIiLifwt1GER8rPOFxDu121KyS1dQK7VC6w/V6qSrMyC1HRs6QRWZYLoTVnGGNyG+JiIt+CoDWFE7IVR3efdqsrEy9bHiFEegE5ybyEmbjbMEO7wGLklN2HP+fP7NgL621zgWXzj9l2xxm6dUTePCoiuo5S01m5nSSF7F/jH8qo6ziP5Uh2ypEO3oeMLn8WCYLNQ2U1wQexWytYWBM1rJzxY8/tmpCakLV3wUM19EDY9M+3oRjx92HgH6XMwHzH2XgYBNj85h3iNXIyOTbdtb+FDdS7ni2F8c9njbf3QFdszRjjCB0C2K9pGzCg8GHd9VZ4DIZuXCPWzta6AjrNVJVDskigxEySCIKyo5zaCyCpqhEO+Wen5Rq2MycrSVtZ3XbEGrAJUaNc5cFaHALInqvLjqpFVN0r7s1HvHj+sjvcdSb+U5M7mZ3ZU6RqJNNBoTCbyDCSxPfnxs/J0pppsLnxGrIGr+Tm0q/8QJADhMEuDwL9/LlLQmbdXHJqMTuFcp5QM7hRBb0EmBQ/u6PgE8Je0AQogOIcRjQoiHhRAPVB/LCSFuFEJsrf6eppvxQIT5PFFnF1S8AxIA58tLiCrVhvnwwKAct3Qpe6x+y8wcATItefzakDDGuKI+geCRgf3ZHNNjy0cv19ShMVX8ioFyIsp5hxu7lzIUlTgzuYWls3tgyMbutHH6JVZBaNV8wCgLvFpFsRXEoE3P5gZ2dTQw0Juhc6CGgb4M0o8IMo6u3lft0aSvbQKDuEEQk7rHtKywCiGJngrWcAXDDTDL4bitoPQUVl7fkCJHB730qmEuBCjNDogMofedkFWrFTFehcoZAmWrccp/YpdOAEhPT3BRut+KnEcipr3WM62jyKxH2bXxB2M4Q6A6E1roJxIkExUqnokho4OK+EzG2OTzuHSntj8MFVHCnqLq+5ShSucXiQMn0OOWheHPpx1Yx563tvcc8Nx0OC7byamtHWQbCkg7RJVMVNFkZDA1owQAQMdb3q9thpQWV0vaHuWKxf88tmba7X9WqOX60WO5Z3QBt3YvYmtfAztH6ri9ZyH/9ejp/GDLqfx0dDG/LE5UEe52c2zrr8dtjFCxkIZMgZpUGdOItL95NcNuVMDLRpAY0wfQ14n0BEYZnEHdm2qWdAbfKlZ790c1dd8o6TgUAVpboJrQ0sKVCr9m4pz7rsmrF9zPK+c9wC9f+BXe+vwbeNOL/sIrzrqL+9b8iFtX/BbQleHXzPobQVxByUCZis6hGr6z+Vl8/U8X0vPXNqy9NsKK8EODUAly2cJhRenGsNltmdF2/2hEA4Oojj1THlv1jrWc/qIrCRbM4i/+z4hGRoFpqrVBwJo3HL4dACAfxTmvaTO18RIjgynKPUl278txz+iCGdOr1676GTve/R4iX7Kl2ExPkOXm8sySAHe4Wsjxl8U0fyzFGIiK+Gr6cs+ZyU0YVXvLIJJsKzVRqDgIO8IaMPW4JifEVpWhxf78pKDYCuVGReRUGSo5KDULSk2gGioYc4oU5we4dVVWlSPGLWitUZ3QiiZ9pM/1L+XOoYXjCQCAr7fex8szm8lHcSqRecAEdPfeeoRU4BpIFPeX5/GYV+ZLA8cwEOms5FBUIh/FyUcHLlym+z7ur/h07Kt/QgudvydU4KMCf9oEgCq7YEgtKFudU+wfw0pFHPeumc0juktpvJLFtsE6OvI59hRqGKrE6SjWzTiGFzT0s+0Dl1fHQcHD/W38aOQ4nXQ/BHYHeTa7rdxQtrm5/MTp7KGKyIcxtlWaCDwDs6TH1lKToNQoqGS1qG9kV+0vodqmpX/CeLXaWqhWS6MJRoCqOhQpg3HtEND6FbYMSZvulGOZZaSJC4fVtj0lAbA/1nken99w0ZTH7q/4vGn3Ofyi98QpLWrj7zlNEksKhZ8EFf/H2VMeDioMIWZjVNQBCYCLFr4fMTyKyhembR28MPsGAMoNNsf/28xiuBzaSKFb66QndO+8gt/tOGZGr+94jRZFl1V27Z8KK4+opWurX+DmssFn+pfxteE5h9y2zihjyoi6dJGE7TOrdpiFs3ppmjWM01jCmFekvNAjiOu5ueHqsdNP6ySWVxuh5pSptPmEMX3MuoilP3cUj4hqfbzakCAVEZlqfE6BhM82rhs/lrv75lGJLFbbNlc0PTKjpN3+sITJtaONDEUzd1oawzsffBU3lw3uqZgwaGMOH10my/8FRIdpBzgM7gcWCSHmCSFs4FJgfxXZ36BZAAgh6tHtATOnKR0BnkomwNlKqcmz3g8BNyulrqhaJnwIONCQchpEnke0r/egNMAxy5b9PeCFafEXTzsvtP/oS7R/42rMopygC4fa+isyFdvfp6mqjz5f9wUe+/tPUNpUM95vfNf5XwK0cu/PNp6IaQc0ZfNIFI4ZUAlMukcyWuculcStl9gjkHtQU5KKs0y6B5u4sukU/r3ubn6z6Pes/v07dRWzSoV2hvRNMYhrATRnGJJ7JXYhotBqEVkQG7RJdQV4NQaGGyEi3T8aJMwJ+n6gcMo+ftLALEeYBR8UeDkHJcfo/wqUInIkYVwiQjWuZQD65m1UdOVJhpp2LX2F4UK5TjsWJLsUt7qC4bCRmuZRCukY1saEtl2pjbBGZJWCrbOp0oxI2xXmZQaoqStzSmo768tt/OSxNeQXW5ijBuXONCoTYMZ8hGB84TUZ002ixkSYXpx5hFvuPRExUgAhODpGZEcH4fDwATF8Y3TdlD6ryTF8vrwEadvj7IFn3/QBhooJNrzwU5z6lw+RcVxSlsfWgfrxuP3UMRPn65Q/f5g+mSKsmNp/uorlv/kUbslmbvMAthFS8ByiqqUaQP9IkmAoBq0hDMTZPRDXlZ5MhbfvPZlPNN88pTXg6q3nUXJtwlDilS3koE1fkMQZECTLUGiPcVfTQmbHh9hQ9phjD/DTrjWEkUSZCnPYpDNqQFQkTr/ErNL2ldRq+yLrUV+XZyifIBhxMMs6PsOYzuIrqf/203qSKoOJpABA6DNB5fMYt8m0h/SCaG+YZ5aR5oR5e7i+ZznH1nbx6cEX8MjONswem9zKfl5U8yAPllsYDJN0ubV8ueVuvrGyj2c376DRGuVP3SsYduP4vq5uGR4Y2x0GdjeBhE1v+M8p3/uhFgKDQRJvX4JweHimofUPwZg7wXgMC0mDirgxuo7nWJeOt15NbsG6MPN6bhj9AaDVnJf86jMEO1Nsf68eb9u/eRXKVpgpn+2X6grVKxfqqspHV8Dc738ZsywJI4cbNy2FE/Vbt//4CpQnMZMBhqVj2zJDTCMk5Xh4gUHJs7ETBjdtWcKNainSjDhxzh5e23znQaukvgr4Sf/pjPhxdgzniBCc0bIdgLfX384CcyLuH/ZcXBXnVe33sbnUzIgf54H+2QwXEohhi8wOsEp6wQ/VuDOg0CaIYoooEYKCqCIRkSBMKkRQtVctmnihRBiKMKHFW8fG7sjUi6wxC6t1nsdq26beyvPgztkwf+LzfGjfcSyI9VJjlIjsAycvaxZ2MOzFsGXId+fcQkUFXLThleztyvHD/rNAQZgJ+c7532eOOZHEO1T8xkRA1Hd45sdThcO1E+wfwxc1v328TetX24/ntfet5+HeVuJWwD0XfJFX3PMWdudr8QKD+y/Saut3nvdlANq/dRUjiRTZXIGE7Y87WTy2p40OP8f/9J7CslQPpcim282yu1BDfyFFseAQDc2h/bGrsWsk0oeRuxr5Vt35fCN9Njuf+91pj/0OFz65/VXs6a9FhQLT0Wykuekhfjz3tsOem2tHG4kQzLd76QvquHN4EaN+DFUyqdRq9lRkKaRfbccSIAJdBPCyWsfCGRLjFOogwbhjkfQZV4yXXnUhZsG9N6/g9ecpfjDnDq5ufpCPyGP5dMODdARl2ifF3OHgq4BjLMHi+j5+dPOZXBs7HWIh0tbX2bZzrp2y/aHmEctT3TyilqO2dsz4/f/eUGGI6u4lKwQXLfsw7uwarOEKat0GUJH2chdi+rlwQx3Xb9MK/vP/5wss/fRa7OEqy642QmV8lC+x0h7bXqbV93940vfgJFj1x48zvDeDMWqgpGLjiz4FwHF/+DgjfWkwFO2z+hBCkTB99uazDPWkMeIBUWvV+7ci+a/bzuFb9lksnN/D6tyecbeG6XDMPa+kNJTAiAeYdkClaPOzpmH+ff7N0yaB+sIkp+W2kWsoko9iPJyfzcJEHynDZShIcu1Dp0LZoNIQESVC7F6LWH/VJSASVHKKXKaIUaPocetw+o3xIpdREQRCoUIBloJYhApMIkvHdhBTHHPnG9h8+o8AuGXFr6fV2zhSrIx18paOFyBRtMaHWduy7oBtpovhr53wE5b9+tOI+zM0dipE/v8nAY4UEYLwIIv9wzEBlFKBEOIdwJ8BA/i+UmqDEOIzwANKqd9Vn3uOEGIjEALvV0od3jLpCeDp1A7wQqqZD+CHwK3MMAnwRHC+8XKM1IRAoBgxsYek9hAPBZU6MSG6NM1ZWtHQwz27sihDQXJiKfnfD5yCOWhSafLodGtRkUCaCiEjgpKFEQ9Qad2TKSKp1f09SHSDVxD8autxNFmjvDD9GOUmRWanoGJCkFLE9wn8lKYlJbo0DdTwdTVfKHBGILexhPRCCnOSmp5UjJBKL9b1QkdglsNq/50OV2O4DJaBn7EIEroVQFP11DhFNUjKqoqv7lUVY4n9UCGkdmATEWCCWVJUsoIgIXjrA6/mjPbtlMoOKhK4LSFOn4HK+ISurRWCM6FmOYzYVGpNBitJesoZnpt9hIsyj/BTczV2rowbJlBmhDQiolDqCtUR4NrRRh4qrEH09KM8H4ynAQvgMDhsf6s5EZyDhQRuyab9h18CWUOfE5BNl5FSTWhYTAPDDhGT9BbKnWmUodhZaaoqVwIK7JSHISOSiQojroVhh4RCU+aNEQuvbLC1roG+BoPmSQWmuOWTL8bwSjZGv4U1ol0tEPr6cvoFf3t4MfekfU6Yt4e/+fPY2VtHMBDTdHylhfrGRNOMsq7cB0kIEop0xsWPDALXQriS0B7rzdMilFEs0iI/EsAct6hEMK4FMGZzbniMZ/rH6Hxn3vZO7j/rm+zNZzm3ZTOL4z1sGm0iV1dgUOlF32+GT+DB4dnU2GV6Smm+l5jHc2dt4IWZh1hpx8mHWmzqt9FKKg/XaqXhavg6xwzPKBZk8xaGu2Yz7MdpPfx8/alHlbkyOYYnJ7NujK5D+RNjp7BD/D0parYKTn7NNeTbBHHDoNwSohScdfP7uPXcq6a8hVEwEIHADASBNXEt2LsdrSFRNggzAcKICA1jSpyHoaQmVaYSGJTKDlEk2DTQwO/s47lw1r1Mh96ozH375pAvxIh8SSzpsWm0CTcw+Ym5hn/PPUhGakqrFhhT+KqLPZU68n6MSmBqyzKhhdFEpONYeiAKEKSrVVFXgJDac92JoCJRhsIuaDcMZ5+eZCpZZVTFpsa0PapZL5UsvPLeN/Hs9u2sSu+hoS6vHW3SgxQid8pEe4O/l58VZvGs2O7xBf218/7E2/ecxwvrHsQSpv6RIYYTEtkmIhQQCs6Nz6yqL5u3cOum8zDKEiHFkUhhPG0wOYb955xIfBLLsMYosXGgiZHBFAUnYP7/fIHIX4AwI+pzeZ590wfGEwAAdkMZr2QRRZIgnLgf/XJkNZsLTXQXM2zoa6bim1SKNtKMMO0QaUbgCSJb4Wc1O8osSOxhge+bfGWofVqnkQ2VWbiBRViyQCo8z6AQcyjFbe5w4fTDaOJtLM9i1I+xL55lJIgTKEnBt5Elg9DRVWEVC4lsMe7oIiuC0ImI4vo8hSUDu1rQMCo63kVUTQJUA0IG+u/YoNYHuOeGY+At2hEnJn3WeXCKM/MEwG+KSV6QzGMhmZMY5KF4O8aoQRgLUaHATsy8rUo2b+G7N3+Rpi41xZb16YBwZATp+2DbOLapmZrVcfhgrYoXnPgppJyIvUWzetn78FwQOoloD0n8jIOXVQTTTJlUdZ4sgzFxEo2RXTU4AzoG9vS2jtPmjbIkVgElLF1wE3ohHcYUFCU79jboHRwkCXCHC6XROEhFULDItpaQQlHyLNYV2+kJhnhnzVS7wdNjcHpsJ3e4cFthKet6ZvO43cyzm3dQCGxwDYQvUBkfKRVhwiB0JH4SKnM9QBFRdWSJRfgZiQiq+gFS6w0ZrtTtugYQVRP9VfcDv23iWI5GAgDgR/2nsXukhtb0KMXwyJKqweYMtV2K9C4XKkdfH+ufHaESh2gHOLzCglLqT8Cf9nvsE5P+VsB7qj9/VzxVSQAF/EUIoYD/qoooNCmlxpq8ehg3bDl6GMt6jt3Ebxj5PivfsxbThbqK4IHvTVCo5n/1amiosOMV0/dH/e3hxah4iKzeROZ97WqcfklcWriNIYtm7+PGsyZoVe0/vgIjHmDbAZVIkJ5foNxq83jVW3rVO9YSG4TyniS3Ni1mc6mJK178Ez5430tIPBTXmXVRVTHv0MmDMABnRIv+xQb0Imd4cZxEX4hVDEEKojEhP6XwsiZK6u44ZQrcWh3EkZnVSQL0wsRwIyJTWwqarkIGClFNNIhq1T8yBV6NMZ65twsK0410n+pIRKXGoNwA1gMpbt98HEFGC/5lNht4GYhvdbBHqpnSeLWKkI7oX9fEkNtEkIA3bXs9wlAka8pk4i6VmEdUvcmUXJvZuaFpv5vJfcEvvPMd/PbZXwfgux97MQhIDd6PitQzsm9pLIYviL0KgD8XfsjC//0coWew89WfmrLtuX99DzeffXCKdcz0cRw9+QkjSft/XaVzjgZa3yEejFdfARZd9zmQELcCVG0RPzB4/NJPAjDva1cjA8H2bS28T7yUPy/94/jrbj3mVyy88U0YvZa25lO6Ch8k9Y8IIbXdQCiDh/ctJLIUzqwiTmuB4mCCSBnEd1YdNeyx/jwI43pSUdiVwShJTEAZCq/Rx854RIFEDTjapi8RELqG7p0u6ApUGNPtAnahSmkMq5ZVkaZcyxBCR2HujLM6eAdGv81Zi3/DufGQy5b8id6wwLeHTuSHfz6L3914OgjdyFVqVly9oZWXnHEfX9j7PC5uWEchdBj244z0pnAEBFmFanF52YoH+ULjowd8N5NjeMHV14xXxl966VvJt8epveExnl5k6pljvIK6+INEFZdTX3E1XkqSdWI8/PWJMfi4d62l1DqhWj0dMlslXlYvgp19Jss/slYnFusVq0/ayvtm3cDJc7Xw0uvvfz2RktzbORe3L0Hbgl4+OP8Gnj9fn/+F//s5CsUYN21fws+yW7g0deD48r7dL6SwPoczCqXZIYm6AgtTmtA2xx6gK4zIVOd4e8M8fy4u5MHCXB4fbsKUEYMDKZQniQ9I3AYYqYuQNR6mExJPlcA3CVybYCiGMhTSDklny4z0pjBGTW1hib4OjOok1HB1LJtlPWkfY7J4KSi2h7Tnhnmgew5375lHUzbPq9Ja1f42t4Y6o4CBYo1jcVtxMb/uXsWPjVN4a9ttNBsjrHEcdhdquHrkObxopRZy7NjToNtckjp52zhn6nna4Je4+LrPEQZy/P552iVXc9d12j7xN+86n4V7+wmfZguoI8FYDD/HfiVB4LP0V58hCCSW9Uoef/Enx7db/IvPclz7Hq571n9Ou5/ZuSF2hTnyPSnywOJfflaz8kqnksi4uCWbHa+cGIOX/+ZTlPIx7ISPnF0kDCULm/v485n/od/v82sxy4L/evzZzF/Vy/MTU+nC7XYfC2r6qYsXsY2QATfBNxb/lNmGYEcg+HG+bUpbUllVyEc+vy0sYneljnUDejXTXc5gyogGp0AUk2yPh+BUE7ZdFkZZ9/t7GXDne+Tq87ieiVu2CfIxpC8wi1Wb4HBCJV56YPjauSWydBLLbdDj/BnrX8SlbQ/wvMwjB3Wf2OQX+WrvOXx91t+QSO6v+KxxLF6ULDLW/bpuYDbGqIGYU2JWbZ72zCDPyW04YF+Tx+DV138US0bcc4FWzm+63iHZ6ep2wqfZPCIqlaBUQpZdRDyGMIwD5jvjY/DC98PeHq4v/5hj3r8WwwfUXNZ/ZWIcPuYDa3GGYdOnpl+PFLbU4pR14Sj3oMnx/7YWJSEVk4QxKLeGdLxtYgxf+kk9L660hOMtrmGjN94esOCaa9g+MovLEmdOy045PQaNjSM0JApc2nIfhlD0BWn2VmpZHO8hZxTG2Xv7o0aWiUmf0eEERTvkF73H6yesCGVHxFJ6jhn6jm5lyQTk6vM4ZsC+/ozuHpWKMBlijhq6iOAJnGEdW2NFvTGr4dDRbS9tdcMsv/vVLGns5eKmB7k01TPe07/JL7LUmihIjkbl8UTy4ZCJuZQC66Di5D/c+ixeu0i3fx3/b2t56Bv6e533qzxhwsR8bCdBtUXv/2PmCJXEj6ZfPit1+CTA0wlPVRLg2UqpvUKIRuBGIcQUbyallKomCA5A1WrhLQCxaUSIDof9K6uPVdV8n/Wyq6c8ruo8dh4kARD1LIbYG5FmhDQjwuGY7okKITTh7BM38IaGO4CJJEDHZXqAe8ndb6fg23ihwdCkWNHeo4rcenikro3ephTLkt2cPK+Dh7YswxqpCkdVs+dBEtwUGJ4ktAShLSg3VQX2Eib1611Cx0BJgVEJ8bL6qzYqukVARZoJMGYvNfZb+grpRchKtUoV10kEsxgSJLQwlVT6catU7XWN6V5UEepEhTIEkQ2bP6G9YA0XvNkBZo89boM1JhAUmRMDJ3mJUdF/K0OrCeMalHdk8NpMlrfovnc3NJFpxQ8WXMeY8Mt0WPbrT1MamsOSv64l1gf1/R7miEv0FPeiHu0YHqPntX/nSjrePFHtX1M3NRs+GRfd/m4MaZCKeUih6BtOVTNAAruuTCLu8fDzPjvlNVsv+dj4a4uVGuQkJsbOd76X9v+8CuFKtm6axVWNC3hfTtOkJZKXHbuOX9xyKghFpU5//2NjpTLQk8ICmAWBn4HaVIn6eJENOzOYBT3BGIt9L8O4J68MBEoqlKkwKgLpCiLHwBM2oiKxhyViSBIkTOyq329UZSCKABBQyWiK/ribhQJlKUITtr/3PSy6Yi1y2CKs86dUPBuNFB+r38QLL3mIy9a+R4tdWRDrE8hQ8It71kAI9weLkGVJZCtSPQK3QRHGI2wrnDYBAHBdIcvLgRPeupamQcVZF32ZW6//ANbufnK7ITiEr+8/Ak82hp9jXTr+999+qheHx71rLce9ey2PVCegj3z1ctqv/dK0r5//0y+QvjeOVwOVOgVSIcuayaUUpBYM85aWW8cTAAA/WKPbDjhJi1Jd0vYg58UnrEW3vexjzP+fL6AQfG79RXQuvnc8hseQMCt6/PJBViSjhTg7knUkTJ9NRgs1RpG55iBx4XCP28p9o/Ppq6Soj5VwQ1Ozl0JBrB9GFkcYOY9ZDUPUxfRirRRY7BNplBL4gzEiBTErYDQSWAWBPVJ1ybCrx1DS42m5Ud8TYoOKUOpqVH6pj3RCkpZHlBTs7qxnyJyIX+21re8Lvy8l+PrGs3ALDtIMuXzvywjLJvEal2BrmjARcf9in91BDmmHiEELFQiidEjCmrqYv7u0ACEUC1q08N/ZF3yJ1ECZC1d9ghse/gz23RuJvKdW0PJoj8GbLtZFnBW//dSUx7e8dKpO0WREPYvpK1yKinS1VLgSv2xiOiF20icV8w6YUI5RrQG+u+V0urxatpcaxh/zakPdxrg1zb+XXs7zz/vBlNc/2xnlRifPaTXbuGNoEQsy/eOClg1GnpVOJzBBB3jEMwiVxTe2nEkQSkwjIowkmbp+pFBUIpPH9jXr8TdvICt6HJeBjlERAa7W8ZlVM0Ih4dDXGcOrUVRq9fNmSc8bxhJZgGYQBDoBsOPy97DgmmsYKcV5tDCbJU43HCQF+ty/vhPlGZwz3EzWdtmwp4U3Hnc3H66boEV3bWgmiisa0iVysRJn1Gw5rB7L8MY6lAEr/7KWx66+fFwXSUiBeoqmE4eL4ajiIscW/ofQExrD+iv1uLvqnVM1AfwUrP/EVI2BMRS752Ll/123cAhtKx3EBV5ax22QBLNuqn7Dpk/rfbX/11UoqcBUGPbE8YlAYPqCux5ZzP3NN02r+ZQvO5rB1eTwwtRWBiNBOh0RE5JbSq3c7zYzKzlVSXk0KtMbpsgaJdLZMpYZMtiZhVioqayRIFKCKBSEDb5mSAaCfDFGxQ6IAgOqtH+jJIl3VwVY0WOxn0K3ZtlVjQS/ahmYVNx67lWs+uPHKfg2uyr13G4Ojc8l8pHN9qAw3kr236OLyJlFTont5tuDp9HtZvlIy/XjlrNj+NPW5ZhWSCbukrSnT6heu+dUXrsIzrroy9SVAi5a9AFwKxhRhGEYOgHwNEtiPROgNQGesDDg0wpCsw6ewgMQ4lNAAXgzcJZSqlsI0QLcqpRacqjXZkROnSzOfcLvLRMJhG1zw6C2SVn95rUECcYnoUeC+V+9mjARccziPfzxjK8ectvvb3k2291GViV3ccmCqX08J73uGkQIxWaBf2qes+duZeNwMwOFJN7GLNLX2gBjquZGBcyKFucbXQCzb64gKyFuvaYHKUNguhFmMSAyJdILiWxdwS83WCgJVkFX/sv1Equk+/Yy20t4NTZ+2sAqRYhA07ZMN8RPm4SWthtUUhDEqz2tUld5pacYWqLbB8pNESodQMWAEFQsIttQYKQ3hdVvYY9od4AgE0KVth1LVZAyYl5ukJgZ0BQb5cRUB4+V2nBkQM4ssqNczxsb7jhoRaAnLPAvj7yBkY056h+F1G4X69GdqFLp707hu0n9Yp1S6sSZbPtkYxgmsvrzv3o1kaPGnSwOhckMiTHM/d6XQcDSBV3jlaWD4eubzmFruYmvHP/TA55r/86VYCrefvJfpyyiPrDveP7W207RsxkdjRMWLWRZkuiUlFsVsV6h+/jrQ4iH1DWNIlGMPNRAGFOEyYjaRw3thx4Dt04RJiJIhlA2kK7UfdQCjLxBvEfgZfRE0x7Rk8pKbTVLL6pJroSuOiEg0at1MIKYjuNCm5gQ8JTg1wfseP53pnzWpd97G6nOCUXr0NGTARTjLJkxC8NKnda/EC1lwopJLFVhRXMPb2m5lfPjU9UpXrj1AjZ2NZO6K0HjuiLGcBnRP0g0Mvq0il84ujF8wtvWUsnChisuZ+53r2TXm6ZvYQGd5JtcdQVY9vG1lGcHvPm02/joij8c8j3HRb6m6Zuc/9MvIKTiihN/xUuSE4mCy7tX87d98xhYX0+iS+A2wklnbySIDO7fOYdU2uW5czfSYg/zwEg7d963DOlpqqszKPHTOmGV2CMpLPYxUz7zm/oJIsmiTD9DXoLHelqolCwYslFOhEz52JvjSB8yu9W4mrpQIAPNYik1SryMTq6ZZc1iqdRCaW6ATPrEkx5zaoeYnRjmW21/A7RA3J+KS/nKhrNx7kyP92ij9G+/JhwX2URAmIwgEOPtb7FdNm5DSLyliBCK9yy/mTdk9nGXG/Hj/tOIGx7b8g08/mA7i38whCi6BH8HJfXp8I8eg90Xnswdv9bj7lWPX8B8u5eLFzw0Y7eKMSz4+eepyZRYntvHcZk9vG/Znw+6bbF7LnHh4KsAp2WqZtSCq65B+oLYimG+cMyvqwmfqdjkF3nDxtdw53HXIZFs8Et8YOdLeHvbX3lewsVXAaOqwoOVLP96vRaOIx6RbcjTXjOEG5p0DORwB+NYgzqZ5Nf71DTmGR1OUPO3GJEJI8cEYCrMXgurCF6NHstR4PQZSF8/Jj2BMrQCu1nSDJdKLZz53IeRImJZspvlzl5Odoqk5ESiIiLiuHtfTWVzlqBZU7fJW5AOOH7BboJIkvcckpZHoCS7B2uJOz6XtD/IA8PtvKv1Jq4fPXbahOzeMM+eIM6bvvNOrLy+toyKItEb4PSVUI9s+rsJXP6jY1gYxrhN5oKrrkEGgq0fOvK58Kp3rqXcqO+F2z5w6Ndfdu+b2DFaxznNW/hslWk0hoVfWkuQipi1uJc79ntuDJ/sW8Frau+lw89ydtwfj+MJp5YJfGekha1uM91uhl35WpKWx9a9jRhWRNATxxqRBGmFbClx3oLNbBpuomNLMzVzRghDSb4npVsfC5JEz0RC1kujiwl1iiAbokylRV8HdHGh0B7RsHCA05p3sCKxlwuS26awFH5TTPLFLRdR8myKPSmIB+TqCxgi4sK2x5nn9GGJgIqyeCDfzj43w958lvcuvJEQybd3nU7arvCxOX84IGGy8JbXkb0zTv2jJaTrI/f2QRSNC/Q+3eYSzwQIIV59zvuO/fGayxZN+/y1l95Mz8bJJd6nN/7hTAAhRBKQSql89e/nAJ9BqyO+Frii+vtAxbcniTFBnzHIVBISCS489mNESQe7PUFkSRZccw1mQX+Hmw+SAZ2M9m9cjelKVM4jYfqHvfG/YfGdB33uvmvfw+q3rCXVrRjakOaGvuN4w2m3szXVyEbbp1B2KG1LE++t9i0riA2FVLIGuY16IR45WhRQmQK7v6J7+IOIoCmue/hDRZA0JonzSAJHq6FGHpi+YnhJAhFBbDjEGvFQhiSyJdINETEDQx3IIABtXyUinajwMpDokvhpmyChk01RMqRYjGGMmloQKKY1DpSlMBM+th0wp0rzr48ViRsezfYo291GetwMjU4eywrZOtrAd9SZ/CU+MCXLP4ZmI8V9J/yMs+yLKexqIWEbqLL7tOvhO1LsH8MAF676BMX2NOpciVFTof1HV5CrL5Bx3AN6qMfw0qYHpvx/zAfWIo7RzJZ5qQF+v+PYcZr0dHjH0lsO+lzHm99P+zeu5mcdqxkMkuOTqy83PQRNDzH/+jdBRYKphc4q9TrxFFlQadA30eQWm6GhOlqO2Uc4v0wy6SKEItiSw6vRVXzDE0jfwOgzqovsEJn2Uf0OzoCOTRlWK1LjGhYTj41pDIiqKwDVhKhZ0UJVY32qygAE2L0mS+54DZcfezOnxbfxsV0vwhnQCYDQqfZF+nrfSPBmV7BiAZWeOCIURLU+dY2jhJFkqJjGHYizza7jP4LzOX/x9VPO4W8X/RkWwTHOK/G2J7AVmCPW08PN4kliuhh+jnUpYtUyzBVpQluw4sNrYdGhtSzmTGoHmve1q7GHq71OsYiEPPx1fqgx2jAjhFR8av3zGVz613E7srUt6zi9fw6xRaOo3ixGBYYrcUa8GOyLkR9w+LV/LM+dv5GgaohuuLp3WwSa6aLHPN1uYxgRMSPAxSRpViiHFm7egZKBVIAniW2IV9kyYBVCynXGeM+04eoxV/p6gRKZekwV1daAxE6T8vKA4miMx7tmsymYw/zYMdS1DbM8t4+7d84n9nBcq2LHdJJKGRDZCunKqpOK0P3egQChqGsaxZIRvUMNWCMGlSBFmAr59o7TecOqX3BaTHJaNdFAC7AYzrj9LaR2PGPmRTODkAjDQEgBSnHCW9cydEzEBac20mSOjCeZfr5tDS9feHhnp+fd/i7Cyixy8RKn1mznRalD29cmW3YB0xnawfb3aQZTYVeG9wUv5XnPOtC+eKmVJBsrc30pwfMSLiusBF+df914RdISJnXCpEaWMetdgmEHzIjaeJk5iSG63Cx+xUSWZZWdqMVhj23o5s6RBTgjisHlAiPjEZYsgiYP1W9pCng4xuKqUqZjEcI3dLtYVHV/kTqG/3L/SuYs3sdAJcUt0VJuz+7lOenHONEJKSiPcx54E8V9SYy5JZprNEOqnDPJJUqclttGTPjcOzKfQuDQaOdJWR5zEoOcEO9gS7GJ348cz95ylp8Vag9oAZplpJllwFkXr+PWX61GhLp9zOkpIodGCZ5mDhczxXRjsApDLjj+kxTnpTFOMBBKV+sJBIkuycbPH34uPPf7XyZjWeMuJe0/vmKcBTsdfnzy9AKWANs+eDnz117D3m0NsHL6bf4l8zCDoUNM+OO99tMlAHwV0B+kualzMX5g0JjO019KIs2IoGIQ65O6PaVGkcuUOC2zldv3LMDIVfADA8cKkCmf0DURoW4DsMoKVQGEoNQ84cRijJrEegWmq+cR1rCkd3ctWxKN9FdS3Dy4jNnxoXE9lk9ueAGjvSnMlA+xEMOOyMbKpCwPQ0TMtgZYaY8wEoElQh4zZ3NGbivz7T7uL88jbmlW1f3leaxxOqeew3OuhXNg6Z2X0fDzNJmBUSiV/ynmEU8llGK8NfmZjqeiHaAJ+LUQYuz9/0cpdYMQ4n7gf4UQbwR2AS87mm86VmmCqa4AZ7zgSvJtZtVmR1Fqhu3vObwWw5QqUjpg2799kPk//QL7yimuHW3kdRxZBWAy1n37cpZ/dC3JLkjtNvjV+rMBbRHl1UckloyQb0hAySDRLRGRgTMcEVmC0JFUagyc4RDpRQQJs1qdjwgtgV9vjVcppa9VpUuNQguoGRDvU5iu0m0ACioZg8h0MDwFocLP2vgpoyosGIHQTgCGp0UETVcRmQJnVCFDXUk1KmCWRVV8zcat05WmIK0I57oYZkTkmqhwQoG+OZ6nLTZEwvBYHOvGVyafP/ZXvOreN5MxXV7Wuo5uv4a9lRp6w8K0NisSSUO8SF8jRJZNyx1P6Ot42mByDE/+/7h3rdV+4LUuyUSFpqb8FD2K6XDZIu2pvjvI097WjZeFZe3dREpwamY7z0u4R1zFmoyOf3svZ9/yXu7Yt4ATO5cSt3xSdoWLmx/iOSs3cNPWJfo7t7SoTtBcIUya2m4n1DfQZKegfk2RmtYyEYL+YpLSmBhaBLICfkaRPm6QomtjhZKm2lH6trVo3QobTe03FV5G22paIwI/MWH/I0JwhlW1ij8mnqkTAPF9VNtbxpIEIDuSfOvuF/CfUvf6BfXgtXo4u21iA1VbNkcRpCO+f/oPSMsKX+68iEDJceXvNdd/hHiNi1uwyefj7PAsbQAzDWbXDrN3eZa6jaDMJqxMCnbv1X2fz0BMdmZRgc+N0XWc8YIrKTabjCzUmg5BNgCp2PWGDxxyX38+8z/Gx2Gj6TVUHEcvXM2Q2wcX8Yq9rVhCUtfaecj9TIex1pezbn4f39t5Gl9xbeKOjyUjIiWQQuGlAAHLsvvYXqinvHSAfDGGigQ371mMUoKmxf3UxkucnOvgf7cdj/G3LDIQlGcHULSwkh4xI0AKxcODsyj7NnLQIsr5mEkPr2RTSoMRCxBC0dWSIL1DYOe1FkypwSCMV50ACoyPtyg9Jsf7FcluhzA21nsDIKlsqeeeXD1hfUBxiY+drmBZIV7BIXL1+E4kiDcUMWREIR/DkIxrhLz9wVfz1/YYbtFGlUyMUZO+Yh2smv58DhxjIFSGxCb7GZ2IHddkiV+GzKa5vuebAKz40Fr8FGTnDQMwyxoaHztffoj9TZ5HdI5m6XjNB/nultNpMkfYEzg0P4kxeOuHLqf9x1dQKdjM/92bMbIeNZkSSdsbd9W5fsmf+FmhFtBMgcnuFmMYjuKcPm87f318qRblRTA33s/s2CB781mGnQBjToS/Kw0CHuxpw9gbY3AZeG0VTmvvYH1fMyODKcIGX4+V/QZBUmuy+Enw6hkXoouMakKr2vKS2mHQ39lKn9SxvZ0F/NI+g8iASkPE3GXdXHX+deSMEveX57G7UkfWLHFMrHOcAfH2mokxYOx8jnbNwa17iD1ejkZrlF/2rubS1E3Tnsv3Nd7MTccvIXoshQwlsquXoG9mlq5PNxxsHnFh5vXa9bp67wxbXTpe/eHD7m9yDMuiwWPXXM4xH1iLWwd19Xlef//rJ1qxjhA7Ln8Pc797JfN/+xaUGVHfOkIuXuIPS36LJczxyvdP8jlOiw0edD+/LDZwffdyZqVHWL9lNuWSTVSwkKWqRfeiCk7S40XzN/Lc7COssEf4+HAcygZF4VDyq5pZliJo9shnDUx3Yt5daQyRZQm+RIS6DSJyNDPLHgHDM9naN4+o6oKxTsB16VNQhmLlyl0sm7uRBbFe+oM0t/QuZk5qiAa7wPGJXaywR2g0UjQasMjqh3T/uEuFG+1hdtsA+SiOG1ncXDamFWld1NhHZ8s8kg01GN0hMpNC+QEi8J92Vq3PBISHbAd4ZiUH/uFJAKXUDuC4aR4fAJ4cn2mGEFJwYe7N3DD4HW7/3dQq0/y117Doi2vZ+uFDZz1vdQWbKq38dcfbECMLq1ZWFp37ark+vhJDPMJrm5/4MW78vE4EKENX1UWo1f+VIXEbLW1H4kR4Ganpc67ETwgiU2C4CrMYIiJFJWehxISAoFFRyOo176UkSuisuxJ6AeMnJUJFVcspLfLnJyWRoTB8zSIIHZ0gsAraSlH6WigwiOve7XKdIEiBn1JE9R6JtIv4axbDg/wc8Jt9jHiAZQckYx5+YGAYETXJMrYZHJKK/pzcBnJGYfwC7PXSGOLgF50UCq8m0q0QDXVEnXuf+JfyFGL/G/dkPPLVqbH6+Q3/wvPveCe/P/1rh9znL4tp/jBwOvc/8CmsY2C0EsOQEY+XW9kQ2z1tRv1I8NdzruYz61/AY6OzcEMTNzTZ6jazLNnNPam5jAYJRGCS7oDhmK2dNiKByFUoN8SwCrAo3ceeUi0P7JqD6nVwLMZZA4YHYZ3PebN0xazbzdISG+F/c02YRUmYiDBKEntEVCv1Cj/DeOU0srRVYGRBZAio2lwChLaOZYTO5gcpiPfpCVK5UVOllaUQvkBYEUFS4VcEXo1OAHS89X2Apgdft5+F8SVzHwLgf3aeSMUzScQ8fllMT6Gdj2FrVyOpACJLUJgTx0lbxPf2IO1n3mJqcgzLmAO2XnDsPwa3/+dVGDnvsO0AAJ/rX0rWLCEEyKJBFIuQAgbcBJv91GHVzg+HW8+9imff9AEMaeF6Fp5Q2FZAseAgHS1+VglNEqaHbYS01o7gRwZhJBkt6xrtybkOzk1t4Nb0IvpEVlfXK9WxNxIsSPUx7MeRIoNthIRL+zGkYllOa6Dc8ugyQs/ATvh4qZD8PIOGhyA2GOInJVZej+kyAAp6ERVZUGzV/ShuoyJM+5hDJqlOLchWWFnBSXmYgUQI8LsTVBK6n1xYCoxoXKhrOjTaedpqh9mjaqkM29WWm4NXl8pNEcMFg1Q2Q9Q/+IzvQxWWCUJwzrlXcMvNH2LDFVPH4OGu2YdsN5mMDX6JV/7uk1im4kOPvpQW22EwTLEvyFIjt3PInsjDYKwKO/d7XyYctRlGO/1MxuTq91BU4m43xxxziBW2w86gRDFq4tH+VmI7bdyWgN5YmlKTg68MZqeHqY2X6C2m8EoSbzCGX5GodEi824CCSVcxQ3M6z3BPBmGHVGZ7xNfZ464AhgdGQbMJzJJmeSkTqDICgqRmV/kNPk6PhVkE4cPJL1jPCRnNhmg28gxECfr9NN1uljnZARZb/cjmroOem5SM8bxEgW5nH7/NL6POLvKdkZZx1s9kbPVrtYhjMkmpWaDcfx5F9YtmvZPr935t3Kp1DG9ddxmrr/8o6y76/GH30RMWeNud70BW5rPkM2ux0Mn3tF0hYx7YinIk2PWm99N+7ZcQvmSgL8NoPM5bk2fyvdl3jW+zKtYJh9D2eLg4h+c0b2JnuQ4ZDwjLJtKtXgcCCCRqTBMAQbOR4o7z/4N/eehNjAymyOQKDPdkMAoGUQQYWow2qpNEEuJ7tWWgl9FziyCuE9rK1u1bKhbSNGuYWekRHr13AcIX5BYO8ty2jfxL5mFiQrdYbfEbqW0tcnpiKwaK5bMPPV89LSbRCTyXQjR2ng+86SVMn5GlIZGdJrU3Sc0duxBSIjwH9QwtKDyViJQkiA6SBHiGiQI8nSwC/y7Y32cdQM6fy/UbvzDt9jsufw/HfODQVVSAs2KKb3QtY922OSS7tC1ZkIAob3B/OJc9+Rq6/Ofy4eV/Ouy+DobJ9Kv5X72auocERIKRuhjC1EJYY33NIlKYLpQbBPYopPb4ECrc+Q5+WuClJbn1eVCKcmsSsxyiMrLaV1oVWqtS8ypS4tbqrHtmV6BZBDGjyhowSPSGWKM+YczQ7QWRwK2VjCxURI5i5zs1k2Ll7z5JfjBBZXsGw4BKE/h1erCbrDr/krvfzi+f9c0ZnZMxpdOtna0YTg+LnB7qZPKg2183/ya+X/8Y3+s4jfKKVuyeXlTw1IpSHSnGfNZlNkM0qumO8rjlB93+9v6FdI1kD7vfa/eeRo1T5tltO7mney57e2qxYgF7UrX8jJP4bOP6J8UGAPjEMb8b//tV976ZrfkGTm/dzMvnP8gvd61iSCYpDceInAhlKYyk9iMOYwq/NmLzaCNeZHDi3N101mXp8ZpQFoTJkFiXiTAjNuebqkrVeVYnO7hhzjJGd2ch40PRQQQQHwazpK/TyNYVp3KrItapE0hj+hZeRhBasOFLWtRyrE/aylerrM8ZwHBtCOV4tRh0D/nG904vJLo/PrBcU/+Pjy9jq9fMo4U2Or06mCYJsO3sa/nNSUm6/Fq+8tg5JG9LEr/XRCgFz7AkwOQx2EiloKlh2u063vY+5n7/y4dNAACMhnF+u2cl8ZhHsUWSSbpk4i5N8QKbKi3kjO0HY5LOGGOWbh969KWsG5xNpAQvX/Ug1zcvZ+eeRn734CqWL+7k+PpOas0SJ6V28PxEidGozDv3XEBPJcOdcjEra7u550ybkVIcuStJGI9wSzb7KmkGK0lGKjFmp4ZZkO6n1ixxV998Fmf7kCUDp9MCHIwlZZzGIv6mLOQM4v0hSoKbM5B+xOhciVerBV+3v/dyFv7v57DNCCkjKsMZvLSOYbGjlqDfnsJ6a//Bl+l44+HPOcCnjtGV5HP/+h46Aa8ridscHVTZesdL/ouesMCFZ7+JWW+zCPf1PqMqUGPziIua3oa/pA2xcgHGaJlbbp4+UVLTumdGY+f5j/8LJd+mVHJIJl32VdLkzCJ5YmSNEgNRjI7OFtrbDlyYHgl2vVGzahb87AvkR6dXHtc2ehHPS7j0hCGXdZzDxQ3rqJElhh+vQ2U1a8v3TP570xpy6RIDo0mUAtOMsPIgIpNZp3SybzRNOUijnIiduxs5ftFujKSPEDCncYCdqgkCgZmtEHUldGtjVXCzUgPl5oiOf9OCocf+/hOUXRtjr17klZsj/v386zk9sYWtXtOUVotzjuCcyOYtSGBWz2LNFKg5OGPo/HjA+cv+wEfqjuXX245FZNJQKD6jklljMXxB6rUTrW+zWrl+z1em3f5bq3/M4l98dtrnJuPa0UZispbOfBZ7VGCU0cr6tqJjbwN9hRRfdJ7cXLjjdRNu4R999GJu613IjfXmuJbOoQoWG/wSc5wBSpHDhbXriRZJbt+6kCgSmMMGZCIy9QUqvsnvNhzLH/atYemaDv5j/i9Y1djF7R3LKdjVlr5EyIJF3fiRwe6widROA2VqHaAgFWLmDZxByC/VOhgdr9fX3ZseeB19boqeYpogG9DYOsydq35GQDje1gPTVEcPgbGxZSzZOFknY3/8fP7NMP9mAHrDAi/46Puou6sHqbQOUlQuH/S1/x8HQlsETp/0fqYxAf7pG0MmTzzNtlkYxyw5aAIAtMXO+i/PTAwlUtpfNkjoPmPD09lPO+5jmwGRkty9a/6T/gwAO971Xl3lH1u/hmh/0rDatywFsYEAs4S2GMrahEmLcqMWRyvMFgwcm2ZkSZpCi4mbs7Q9X2yid9oenaA+G+6YO4Ck3GATJHTCwBnWnsQIMW4rCDrzKULBzne+d/wxt2Ihhy3MksBPg9sUYmQ9jP1E0GaaAJiMRW1dzG/r5qzY4dNurdaQprS2mghDZ+8OVVl/uuF8eQkqDAmHRlCBj0wk+PNDnz7o9jEj4LEXHPz5Mbyk+UEAfCUpu7a2u5GKpOFRbx199fmkoZ0I3MjiOen1nDdrM9maEm5LiLIjhKEQAsSIhVXV5LCNkHJgMTsxxIn1uzHnF6hZNMgJyzrwaiNEn8Oju2bx0K42bt+zgD8NHkvMCibUfh1FGNfik0ZF+04nuyA+oMhuEcT7ta2lWdECP15WJwCgSumzdALAKmoGwGB/CtsKpiQAgINaiR4K5897nAZzlJfkHpjW03sML0oWeWvNbppqRym1gojpm/0zKYanQEhuGP0BN2yYvsI0/6dfwEzOLFE34OnJn2noybhlhlgyJGW5xKRPPrLHJ0lPFlcc+wsSpk+N43JyYjufmv97Lj3+fmRZ0ltMcVfXPCrKwqpWdXzd/0QlMtlZaiBpVnje7A28aOGjGHOKxJuL5HIFOos1bBuop2soy8bBJhwZ4CsDIRR9lRRGSeo2FQlid5zynjRCKSpZiVsr8VMS6euWFoBt73/PuKVkbbpEGEpK+Rgi1G1f+WIMlQwPaHsbm7AeCW4++xp81+SS0+9hxwu/fUhrq2YjhRAKYg7Ctrkxuu4ZE8PnGy/HbGyAXA1G3iOyJDc8dvAK6UyTp735NN09NYTDNoV8jEhJQgRLnG4W2/twlUWLET9qMbz90o9wsDnqAquf3YFWVG82UkihyMgyK+wR7Hl56pb0U7tgiFy2AALyroM/5BD1xBFCUVzgE8YUZzdu5dMrf8+5pz7GvPZehKUD0zAjolCwd7AGJ+syZ34vqWQFZSjMktBtLGgK9VgCAPQ8wstrtkloK15yxn08K7GNnPRnpLVwOBxJkjtrlmjJjhLMaUAYxjMmfqE6FxYSlELYNmbbrIMmAEAn+A7lbjEGQ0QMhwkyjq5EKwlBMiKKR6hAUC7ZdLm17OhsOSqf4/PH/oogNPhbcaow20CkY7esprI0VlgJLk5vwhIhZ8b30hbTzBfhhAQ1IdIJcD0LAcRTFcJ6nw2Pz+FdOy7hoX2zUKlA50zsCCPjM1ROsLurjtROA7dRu1woqZCBFrRUEmTSnzKeVkKTrnyG4WKc5Yv28q6Ft2AJk7iYTtHjyCCbtxxRDBtCMLgComyCKF/gz8UfPelj+L+GCEGgjGl/nmFEgH9+JsAYzPa5XL9jepG0MSy4+hrMaOZZHC80cOyAfF2oB4C8puZLqXCMgFpTD0pPtpo6BlWlKwsFwtPvpfvtNRNAOwFop4Biq4U9GkFV3CyywM0JlFntezY1i8BL6cWOUQYs3XqA0tuLCAqtZlWAUCccrJJCVkLCmEEQlyAEXkoSJHUCZDKiSKBMRWgLLA/sRp1t3PKSw99YjibyYZxap8zulEDW54j2Hpwi+LSGig456Xj3Q68gZVT47bN/NaPdzbYG2D5cjxAK0wyJbL3YGPHjdHtZ1nkeq217xrTWw6EtNkTSrPBoaTZpo8z5mfUMNiW5aTCp56WhQPU6erESVxAPaXDy9BTT3NM3lwWZAZ47fyOPDrUSKYHZXEYaEUoJQt+gXHC4t3Muvm8gAoHRaxHGtNq/tHRMJ7u0boWfFLoNwNIKvn5CUKljygQ50oxf7cRha7ZMIuPimMFBPuGRY7oWgOkgkTQlCnTWByAlornxqB3DPwpm2yzU8MgBtNPJaP/RFSQy3hQrtEMhZXhkHJd9o2mkEVEsO3i+SWtylGZzmHwUA4KjNgbX2GW8yMASAac4Jq3m3fyq9TjKFYtSX5JfdK4hPEXwLOcuamWcOfFBOt1a+rwEfZUUS9L7WBDrxa+YxDJlntXUQYOd5/flY4infCSKFnsEKSIGSwkGSwlEVacCpWNRenLcgcIu6Lg0PaUVquunjsGhkigFypdEliKsD6hPlVm3XxLrySCdKY+LXB0OI31pmmsMZP7g7K2nI2TMQTXU4tenQCluvvXgSb8fbz2FVbHSjBgopbKNHLAxKgLPtNiVryVSgjOTm0hIn4dLc7DYy2mxozePQGlniDnmVB/1uSb8T34pr05v11T5ukfpDTJgD9NaM0KN4xJEkqZYHl9Jdhdq2Vm0UQlBOl7BMkNGzQQx6ZORZf618Vaujx3LD/tOYW8+iz/sIMsSVYrRsLqHuliJoaJO4hnlKgugtuquMs0xR5ZuPzwusYsGWXnS7IgngoT0iBDk2+PUbHxy7XL/cAiJkUkjHHtcy+JgWPKrz5BNzKyXylcGvX6GxniRXbUKs6wt9KJQoTIB0ojoKOa4sbiYNx+lGM7GynS6tVMe2+o77MCnyfAYiSJW2hMJyWYjxVtqNhMXKT7buJ5N85oZdOP4VUr3rOQogZLEDJ8NVjMxM2BzZxNR3kZVNatkLMCwQlzPRAxbxIaUTspHCntEIH0x7nZlx6bOERwjwDZDbCtgYaqf5yZ1+8JRuZ6PEMORImjyKLcmiT169OYy/5cQKUF4UGHAZxYT4P9EEsDIZg+bAADGqyczxaUt9/FAeh4PJdtIWxU6R7PkR+O4PQm2lS3uTcwnUoJTnCMXpjoYQltgjQgqLT4iNLG7BVZJEe/zUULgjGjq/9BSrZwuPSi3RCipMAvajidIKvyUwK+JiBIhRkHbqxmuFluzSprVgKgufuREH7XhazcBZQjcnEEQ171RboPCGZga/FIqRHXhX+lK4MjoAEuvJ4PDVUdGozJ9UUhPMIetfQ2039Kv+1HRlR0Ac+5sEJKgY9ehdvWUw1yykOsf/+Iht4mU5PPHziwBAOAqi3nZAXpKacIoie34eBWLezYs4KGaWXTPzhI3/HFLsSeLl2bX8XCljd/2HU9HuY6W2Ch+ZKB8iTD1IiYyFcQiFizqZnVuD+9vuJuHcxluzS9jcbyHmPA5J7OROqPAKQv18PWWzmexfbSOvYM1uAWtrG6PSqSnF09BbUDd7GEGOmuwRk3EmGNAtQ2m2CwIExCkI61cXYWSOrEVedXHBLgle8YL1KOJDX6JdVvn0nCPQTQwSFQuH6Du/LTGKccxsCjBfT889BgrRiw2HqIXfX+8peE2vitOZ71owZQRKcvDDUx6yyluHl3BquRuIgaQyKOyiDqn9nG+t/s0fjpwKr8zK1giZPWsPTw+0ERYV6YyEuM3d6xh26oGPj33t3y68VG2+yU6gho8ZfLbwROoRCbfeNZPqJNF1jgWPWGBJmuEdfl2No004kYWA36SIDSIIqGdMFw9uYwcPc66ddraMigLRKjwMpLQAmVOpScPDSaJpyqYNRGuaWOY0bia9NHCOxffetDnfpyvJyErLLX38ePBU0lstZD7hgj6B59Z8QtUWjL89S8fPOx2ly26Z8b7tKwQNxER2QJhRgy7cdzA4v2jl9CczHNR/WN8s+cc3j9Sx7F1Xfy7P+uwfcKHQ1vTEO/ueAm/XviXKY9nZJy3Zvdy1oaXE0aS987/Cz/pPZW1w+cRKUElNDmzcRufbVzPDWWbE1oHaVyWYpNfZKmVZJNf5NbSYq555FwS8TXMyo6QMj2WtvZQCixqWkcZGU7g10i6Njey16nH7jNJjFT1jiS49RA0TI1Pw4gwUz5OXQm3ZHPD4EqeO/vozakONY+4w4VPbn8BN634DRLJtlITezY2s/Tm7Sjgwto3YaS0yFpUeXK9739vmI31qIZarn/0c4fddvPFn5jxfrNGiU2hTszPW9VJY7zAYCXBzv46gs4kQdlgd6KGrw+dxZtPOtBS+Ing/MbHGfKnJhJjIqAnzNDh12OJgKzsmZLomlx1v27+hADkJr/IT4ZO5qz04/gYXFm8gELFQZoRUTygsWGUTMyleyRD0vEouA4qFuEnTJJ7dfIKoZmEpRZtcbykbqpIYagE7ZlB6u0Cw36ClLCPagLgcHPhT/at4KLMIxQjh3c9/K803WSTfLCDIPA5X16iXU4cB5lKEvT2HbXj+mfFP5MmwD99OwAAQjDva1eP//vdLadT6Z5K0//ooxcf8W6PdfZyTvZxjqvtImV5ZOMujXV5SIWMcUJGwiefLZ7/H9eM/y39qniO1Ism0wU7rzBKATLQE8DQQmfOTd2bpZIhpELCeESQUkSJkEqLj91aJFbjonIeQSbUwoDZqne6qyeeRNpebcxKLbSh1GBSbDLwUvo9Nnzpcna8+z3ISSysef/9RfyyiRC6XzBKhsSdI598/nDrs57weXv51pfwgV0v5gfbT8Xbk0IMF1CBjzAtjNosZtsssCxUJoG07Sf8Pv8IlObVsvI9E1oVUc/iAwb+2YdQx50OvjJYktrHq9ruozGbpy5dpK6mgPAF3mCMUT/GlpEGvjPy5Gl8fV168lpn5Gl08uzK11Jn5cnZRX2tlA1tGyiAQNCbT9PnpXiwksVVFgnDY5+fJSErZKRLndQTrr1hnpxVpMZxSSddHayGIkgqzWYJgVAQhBIigZ2fsAgMY1BqEmz40uVs+uTlRPbU0VuGYJb0Igyq4pn+9AP/ofD5Df/yhM/bL4tp3rjnNF5019uJb7dJdfqaniAk0rYRplZHHvv9dEXkGIwsmJok/NX246fEcPsPv4Q4AiYWaKrncck95JwyCdNnTmKQ2ckhGuMFdpXqyIexceuoo4HXLrqbtFXhwYE2dhbreWBoDguTfczODGObIRi6WtlXSvHDgdP4mwvbgxyPubNZ77YRKoEhFGucoXFl6zvKsyhFDqdlt5K1Xfq8NCmjQhQJyqMxIkdhVDTllIjxeBShrppWsoKHv3Y5j11zuW4dqGLVHz+OtCIqrk0QSKQZYTohTYkja/VZdMVabdl4ECyxD16R/eTfXsj773oZL73/LfzillPJbQrBrWhbvWcShKDYYh0w5u4/Dm/tbD2i3bbUjBBvLDJnaQ9rFncwOzNMGAkGCwl2Dud4pDCHnlKa/pEk2/N19ITTlcmPDLefeyV7RmvYG+bpDQ+MBUNExEyfwTDF0lQPGcelXLGodcpIobi8ezXf6z6DhNBJ2KWWXowlRMRKZw8rZ3UjhGLz3ibW72smQjAnNUzKqeh5i6qyV4ZMnAFwRvU84qFvXs7WD1+OKEyMsS++699IxDxSSZfZtcOk0i6REhhHWG27f3c7121ffcTn6tv7zsSPDJ6/5XmcteGF/P6+44nv0wxI4diIRByRq0E21D39bdekRFkGr73vjeMPRT2LKXbPnbLZ/P85eLvsdFjldHNJzX38S8MjXND0OBc3rOOVrfexetYeoniI8AVL6/poTM+M9XYojF1rS5xuUvsJDsZESFq4DIQpXGWzL5wZk2GpleSD9Q9wbjzkwrjHVxf9HNOICMoWhhPSnMrjBha+bzJSilNxLWJ7TUYXR0SG1gryMnrevPnjl9PxtvfRk59IPvx+x7EU/BhZq0x7bIC22BCWOPL661WPX3DErwH40uBC/mfjibzqjjfz3vWX4G/NkNpTQRVLCMPAyGaR2Qwi5qDqajFqap7Q+/xfQqQEgZLT/jzTNAH+TzABVKWCSgd8Zv0L+Fj9Jt6QATCnVIaOpIIKcH/Fp8NvJqxOMGvtIquyu/Ejk76GNOXI4oLax4iU5DGvfESCH/tDtmr1zkqtTgAYLiQftynNjvCTAiUkoZ1AGZopoP2joVKnCJMh0g6JJTxyLSV6h9NEBRsz4dNWO0zOKbN+XzPlSBAEggDwasHMS8yyZgZE1USAUNoFwEuBn4FNn5qqneA2TiyiVN5C2REyFVGXLpKqG2Rx+vAZxqhnMQNRkRtLbezy6jguPnrw81K1SZkO3xqZRWtiBEtELGjr5y5rHl0vaad2UyvOrY8iEgmixhqCjIOXtWDe8cR7yqh7H53BN/KPh1kKsMoW5/71PXxr0c/GrZwmx/CY4NxMkY/i9HppdpVz1DqasdEfJbEby9qOLJ8hE3O5Pz+Pi9PbmF7G7fCIehZTJ5NEPYsZDrO0xoYoZG3+64EzoWCQmlWgOTNKyvLoLaWoBCZF12Z9fwvv73mp1isAZuWGeeuyDTzkxchKTWktKUmfl2LUc8iXYphOwII5PXSPZvB8E28gjqhIiiUHc8TALkYUm6qCmD488pWJGDZqK4TxiSFRVnTMl5Z44EktIlQ+fBIg6lmMrwI+138cCaPCR1c8MUGkP5Zi/GzfyaRMnV3z04r8bIv6uW3IHbuRs1u1NodpEGbjhEkT45aHEIbxtBO/tLf1kJ07Vy+aiJBIXrQfI7zjtYevsk6HV6W7iBAUI4flzl5KyiEmPE528lN61J9M5eXcv76Hm8++hqhnMY3x0zBlxH075qLyFjWrysxP9VPwbRbX91HwbbZ0NvG7rSfyW+cEjLTPf5z0M9qtQRqyESMRdAQ2/zm6lJxZYDBIUYlMpIhwQ5O//OFEXVmqicBSRG0uRcchqvGJ7XSo5BTS1w4toQMbvjgRw352QmzPNkLSKZdiyaGtbog5qWGeld12UGujyfjAI5fwm23H4vXHsTCmvMf+0ArVB2IgKqI83XbWNnuYna5JYVYc6/h5xDbuBdvGb6tF/u0xVKQQa1Zg9AwR7D56Vd6jBRmPEx8MeUfXSXz9YH6eaK2aI8Hb595KUlb48/BKRoMYECOXKDGUT1ApW9wt2hnozSDMCDewOKd98xP+DBfd/m6uP+MrRD2LCcJLeev2SzBlNM4I6AjybPVruaztXh4rtfHHvmO5uHEd9a0Fri2fTF8pRaKuQnclS8Yq87hvMBoZ7PLreUNmH7/IH0vOKPLK5nuom1XghpFjKYQOe4q1lAKbY3NdDOSTuP0OsT5J7aYIZUIlI3n465Pia9Icuj05QML0aI8PcG5mAzePrqAQOofUnoCJxeJ1hSzriu2clq7hkgXrpt32UPOI4UqcxkSBSAme3fw43+3JUV7qs+eyhcz66yjKEES2gVEOEM05wqSF3dFHsHvv0040MBoYZPjceVTyRW7rWMxJjo8jLOLCmTKP2PHKI9O3WWCmWGDCGqef3rCDmDDIq4DlThddjfcxHCYYDFIMBknuciNOPwqf5aJEiecltnFz2eCMWAVLmDoZZcFpsTGmjEUhcvlbJXXAvWB/TBbVW2EluOvYX3HjIpNi5PBoeQ4SxSPJNhKGxx0PLSXZpd1Qxtgr+7uJvWDu+vG/Y8JnRaaLT9Q/fkSfcXJMPuy5bCudedBtDxXDj462kYh7NDeNUvAcinPKdJ4TJ9O+nLrfbIQ5LZTnZHD6XcrNccIVOeK9FYy7Hn1Gibf+IxEqcXAmwAxeL4S4EPgKYADfVUpdsd/zrwOuBMaC+etKqe8+4QM+BP5PJAFkbQ12yuPl2QcAvXh6slSck+fu5OHNZ+IrgzOym0jKCsNhEjeyOCa+R4tShXFyRoEG44ldSPPXXkOsX7Dt87p/c8yGaPnH1iIrEOuVFNv0hDDeKxDRRMXezyhodDENRSzmMz83QML0MWTEbrcOAFNGJEyPVKyi/Z4tBXaE8iSeoSmKVl63AciKnnCKoOomsF/8L/7CWtRk0oOpEKGgJTvKrNQIJ2Z2IUXE+bdeznObNvCKzHqaZ02dMEU9i3nMK7PSTvLKhfc+oXMG2q7m0UIbkZLETZerjvs5ACf8ai3FFgvHNMGxiWIW5XobL6PPHSo2jbnK0wNGKcDNwXcW/ZT2KsXtycbwaxfdzYMPvYKBIMWLmx7ivvw8hipxZtUOk7I8AiU5oWYPJ6V2HNKB4VBo/9EV/PAMOLN9qmf2K+55C9IMiQyDwkCC7YMJbXspFMJQ1DWNYkilhd5SZYJQMjc9xL2VJF1BLZsqLWwstVKJTHrLaWwjJKgYRIHBzv46HCsgioTWGZCKYMTBccFLynHrP39qSyyJuEc4ia3iZxVKwJpFHdQ5Bf6yZRmi32Hud6+kZfYgczND/PzUb03ZR9feVpqNFJYw+ezKXz+hcwawPSjgqjQZq6w9lk/Sj5982TVESQejPodKODpDB4RJk9CS2KmkTno+4Xf++0AVS2R2lHnelot4a9ttPD+hE5tHgxJpCZPzEtuwhbZ2gjHLo0MvFGaKyx++lD2DKwB9vD+oWr8u7f0MvqG4e8NCTVd2fLzQJFJCx7KpaGgbwpCq6leuB8hGQ1vMvi23Dl8ptvopamSZjkCPy8m9mqXiZ0ElQqKKgQwFse0OfkYhZpdQHclx54rJMGonHCMsI9Q01IYBntu0gRenH2OOmeZrw3MOqfMR9Szmjn0Xk0uVuGeG+i2+CvjOSDtZo8TOSiO39S0kX4nR1DZEX3+am8+ustleCWc+/0qiplqCbIxii03t9gaIxxhYkiLWFCfe0/v0s7+UAnvI4+7ueWxvvGU8Cftk4/eSBevY0dlCV7KTYuTQYObZ5dUhhcKWIQNuAlFt8bCNJ96/u/hza5n1LHP8mB99Prz2vjcyWEnwlaF2Xpp5jHYzTbsZsNvazgpnL382V7LA7sVXJtm4y+JsHx/MbYPcNtZ5HknhazZLfB8Aa+I7+c3wCSyI9dLl17Kvkqn2WQecULMLA0UiNpegKDGLUMlq5tfkGG6/9kuoSUmlV+bu4Xcjx3NeegOnx+Cs2HpudQVlVSF+iBi+rpBlTayTly/cMn7PORJcO9rI3aMLGXQTNFaZMx9d8Qc+uqJ6Pj+/lqHlaVKdntZjMiWVWodCm0W8tpV02SUcGHzaLaICRzA7NczpMfCrPc1PNoYnL0AbDX1dZIBZBqy2S9xfGeHX5dXEpM9K+4lZK772vjeyINHHJ47Rx2o2bwMgv/147qpEBxWITslY1UHg0PeCQuTiCHNKhb4nqOFP/cdyQd168lGMS5vuZUO5jTtTC6hkDRK9ipEFAj839Ts+6+b38YH5W8f/PzceUlIHtptOXrTv/x3s/9wJwLf2sxqeKYa9OI3pPCfldo0XOxf/8rPkoxT1tTUE6RiFZpPQjjMy18CsgIhsUqb1tIvfpwsidNV/OqiDagVoCCEM4BvA+UAncL8Q4ndKqY37bfpzpdQ7jsLhHhL/9EkAYRhELXVIqVhkpY5qH86/LrltRtsdibLv3O9eiVE02PHu95DeJTSdeT+U5gbEukxkhaogiV6cCwXFFv3bXFBgbt0gMSOgKZbnRXXr+PG+Z+EYAcfN66QUWKys6aYUWri+RaamxEiQQlgRqmQgPYEIdTCHTrUqGkz4s5sFOPUVVxPEBW6twIzDlo9M9PvG60u4e1N0dDawM2ykqz3DMTU93HjWwWmlN5cNGo3D35S69rbSOuvAikshcvlDqYV9fjvfWv1jAE567TWsttcSxiBMVoXgGhuotOfIt9laGyE5kWC54PhPIjv3EQwMHPa7+kdBGAZDx6SInTZAu5k+qjH8leMnevTecJBtrtu+mr1hntkz2F9f1yz+e2QF/7nxdM6Yu53zlsNuP3fAdg/smYPcG0NGAmfYGO/fLx7nokJJ3PKJmz5dI1kStocQ+ma23p3N3UMLMGXItqF6RopxTp69i3+pe4SfGScxXIkxVE5oUUolMGorCKEIXJPKnAhn2NYTzyS4DSHt37wKu6lMKl7hsRdM7ZV88bn3Mj/Wy/NTm3CVoMEucEPnMu6/6Ausuf4jByQAAFJiYqJ9KIxVXg6WwV/U1sUi4JIFMO9rV+tEX7cgIUFWfIjHKM7LYLgR9pCLm7O4++fv5cJjP4bcN0DU1z+Db+sfB1UqYW3tYufNC7n1xft44fyfHZX9jp3n9sNsN0bbnsm189Z1l/Fg32z6BtLavaKyHHOaRG5tqkTP5gaIR4SDDiXDphSLUdeQBwRmzsWQCj+SfG14Du+s2T3+2majwHeHj+OF6UeYa+apkSZtZj/fkhEDJ/skasuYocSxA7yHa7QeRUsIyYC4FRJVoJLTbJYln11LtLSIkIrtl04s2l8/924S0uP+wjwSssJ3Bk+loixG/Rhy6U3Txt3YY3cd+6sZjzOyeQtfXP9ChvwEHcU6SoHF9j1NdLxmgtnxnFM+g59xqNSYxNwQWagwdFINxVYwy3MRkaLcILjvh+9/WmoFqDCESJEvxPhq79l87YSfHLV9z2/rZn8PoQ9Pt91PvzDOSDkclnxG32c3f+Jylnx2LcqE3b11U7Z5Q+Md3F+exw29y7mpbyk5p0RLbITzM+vZ4TWSMCoYKEqRTaHiECrBu7vWMOgn+PHc29gdVNjgl/jx4Klc0fQIw1GCF9U8yH/sPZ83tNzBO+fsphC5/LrYRpdfgyN9ntXUwfWynsjWVoAy1M5C7d+5kpa5A5iJFNteNiFaudq2Wd2wYcpx6wWfc9CxM+pZzCUpgPQBz+2/3ViM77+v0xM7uDi1i5oT9wCw8EtrWXj3WsJEhHQF2U6BMxISJA3NyIkZuHUmfgrWfft9XNT0NoRto55G1msqDKl/YJg7TlsEc2/Hadlx1PZ9qLHi5OoPwGjXzFeyH3r0pews1vPzU79FpARznQPvabeNLqXWKnFnQTHX6afGKI0nmI8EY0yAb43MYlVsF6c4Jpel+7ksfQv3V3wGoiQWISNBnIuWb+D64eMptwjdAhsPWfXHjzOvZpAFqX6W1tg8d976Kfuf7phmMr4ebpsdnS3MP4xA5vVnaAeI9h98mf+57WqsUUmiO4WdV5QXNzC0xGbkBA+KBoiQjre9D4AL4pcd9vj+r0Ip3RLwBHESsE0ptQNACPEz4IXA/kmAfwie5k1MTx5y6QJKsxLMzg09dcdwCKrO/tj1pvej6ivM/f6XCWJgFQ7McHa8+f1EphbtC+J6YY7ULAC/wcdv9ljWtI8F6X4aYgWWJbtZYA7SXcyQsSucVbeF5zZtYLYzwKJ4L5YZUijEMWIhDNm6D1qBMibR+80Jx4BwUvu86SpkABs/N5UOlY5XUMkQe6+NOWTSPZylUH3hwXqb2q0R5pmHvrAOdR5TMoZBNG7Rteqda/GTAsPXPbW6rxbyxzez60KbgVVQaoJyy8TnLM9O4R4/75DH8I/EmGDL4HL41wV3PCXH8JJkntmzumcUwz2h4PJlf8GQEefXbODM7CZ+se/EKdss+/hatl7yMcyCGNebQOjftbVFsrkCi7J9HF/byTGNPbSmRzm+sZMau8zjxRZq7RLn5h7nHQtv5bjWLs7LbeQFyX7Or99IW3KE4xq6aMmMkkzoqkMuU8JwQiiamGXdUhMZIDI+WAop1LSK/5fV3k1M+JQiga8Exyc6uP8i3S8Zt6en26dkbEYJgJmi/dtXYg9JnQDoU5hlHatBY4bROQbDCyx616TJz9ZDubJNSD4NldeFROVqUCZ0lWuessOYybl/cW4d9134BVTJZLgzi+ea2NbUJMDax59DsWJr5pUCZSmEJ8epzE6qQlvdMKvqO2lNjfKVh85hwc2vH3/9UivJB3PbWGolmWOmycg4j3hJUqZOeLmdKbz+OPmROP7CMpWGEOkJKJmU8w5BQuHXah0XZUBQMQiDqbfzrFHiuYkugshgq9vMoyOzGPVjfPvEHx72PBwuhs++5b1T/s8aZRbF91Fjl5mXGtQnBTj/2Z/ngtWfJLINnciokxRabYpL6hhYHVBprzC41GBkvkllktj300njQhgG0fw2KvUOibhH0nxi1cwnix2v+AiZGVZSN3/icjZ/4nLa//MqvJpItwp6U+PjzPYt+MqgOZ5ncaaXuOEzGsRY4xR4aXo7F6cfZY1j8faaTuZmh7BEhClDFiV72R4U+G1hBSusBK/L3Q3AGqeX0ShGxnJZ77YBejy0RMhx8d00mHn6vSTKVLgNCj+tRYVFALJkMJBPTkkAjCHiQFr9TOZUTyZZvsBMjdPHF155DUEuIIxHWMOSRLfAqOj49lMSt8bAyxiUGsR4DJdOnAdh+LSKY6O+DrclSaLmqUtMZFp307N3ZroZVxz7C1Zld/P9Lc9mZz7HhtKsA7b5yvE/JVSSSmTSaj75OX6NUeLO4pLx/8uqwt2lRdyeX0qE4IRkB7OcYXILBgnrPT13cSVD+9LsHM6RMcrjBaiZ4MlYf/582xr+e3jNjLZ9/h3vpH1OLyobEMYUsWE9lxhttxlZEXDqku00LxiYwmUX9tMndp9uiJQgiOS0P9pBXbxFCPHApJ+3THr5LGDPpP87q4/tj5cIIR4VQvxCCDGTGtwTwj8tE0Aevxy3NUX3qSbBvDLblv7xKbHjGD+eI3jv2KYYXlYR2TA6T7DgqmsQkSBIRmBFxLpNghrd7y/skHDYQvoSZUCsxiUVr9BbStFbSlEfL9JaM8S6ymxOrN+DI3zm2n3s8BpJywqhkqys72aL2UB3dy1YClGQ2rIn0ArUkaltCCNL01RF1XZwaInUC6ppNPXuu/ALLP7CWvxMpK0DfUPTmoGfdpzI+5ZNbPumB17HtpF6VtaeTdzw+PJh7hGts7oOOnj+YeA4HuiazdU3Xo15RpnYvUlKzdoJYd7KvSzJ9mKJkJRRwVcGlchkS76RRVesZeuHLqd3tYkIoNE5CfuP9834OzvaMI5ZQpR0KLXGQYGVF7w52/2UxPDkasnhsLKq2nzhvMcZCFPUGCWWZXq46PZ3s+vP7VRyCpESLP/oWrxjykR5C785wtlt487yOb1pF3PjA9wzOJ/BSpLz6zfy5mwHHYHLQBTjS3uey/n1G3lhtUXh/MRv+U1hCRUV8LfhBQx7cdzQZM9f5xDGwC5BX2MMEQhiIwLDVRgCZCiwYgGrF+7EFBFp60Bl55V2nJV2L2MtREut4vhzt5975ZRtJ8fjQFcbda2H7ms+1CTWVwEX3Pw+Sr6NnYtj7EoRxqHvRIWyIwqXCZJOnlPrNlEObXrKaQZLCc544ZXc/sCnuODET0HHYb+qfwjMujrI1VBYXk/3KQYXX3g3Xz7uH++tfSTXzQXzdEL+m+f9kGLkMBik2OdnOe3GD5J3HZKOx0jpWbglGzI+K+ZqYdh71y8gkXZ54/y7eWt2PwX3RdO80X74y+hKzsxt5n5vAUZJ0ry6mzCSBKGkr1CLPaB7sKRvaGZTLiKyJGE8orlh9AC2wiUL1vHxx15Ml5tl0I3TmhxlRWriuCafk/1j8b82n3lIptvNy3/P/bt/SUZ4OELx7lpddS1ntxMXDst3L2D+V6/GPj+Bl4kT7xUUFvk8a/njXNZ0N74yGQ4TrInt4tcnHM+fe5bRf3Mrp7zqau6JruOixR8k2t2JcLSid5h/8qJiTwRmXR3uCfPYt8YmWFXgN8d/l5x86pptfn3aN45o+3hzkXLewU9IRNnkVfe+GVNEnFe7gW6/FhB8rPV6Hq608IeBVcyJD44vfmsn5Qx+ueDG/facGme2jAkD/qawhJsHlhEzfEaCBJfsOI86u0glMnmsv4WV9d3YMiTIBhhFQ1vBJsGbU0F5EksceF5l8xbYLzYnx+2hYvhwzJ/DJRK2+gVe8aePESRrOO3YLdz16GJ8oNIcQWMBO+7S3VlHTWOeE5v2sDTZzTcf1n3bt/3xA5x9wZdAgXnTAwd9j78XhGEgEwlEIk4wv4XCnDjdz4bcvCHWn/C/T+lceP820EOhEllsKrdQFyuxOd/Eux96Bc3OCNtL2iJ3Zz7HBU0uL848Qj4yWWWOAk88CX5paggYwle6KOAIi4VOD4NBkgdK8xkKkjw+0oQfGCjPoHl1NyXPZqAri1uxyJkHCm1OF2cHO/9HkhRoNYd4+TH3c/eu+dTIyvh1ON0+f7ygzEbf4kO8BLfRInmCS2tilOfk1tNu9XOC4/Mfgyv59t4zOP1FV3LHb94P7bMwdnYSFo5MSPb/AiLEwdsBECilvg18+0m8xe+BnyqlKkKIfwV+CJzzJPZ3UPzTJQGEYSDjcfLz0pTrDbxWjyWtvU/1YR0RIltX3oOVRbZe8jHm/8c1KBQqHmKnPbySgTW7QE3MIxsrsyNoAiTlpoj6uMsx9d20xYYpRzY7i3U8VJpLQnqESpC1yqSlS6s1TFJWmG0OEiIZ9WP0OhnCikQZChFV++QF4z7VCk3fU4ZOCMhAq6Lao7DyfWt57CrNBlj8hbVID4IahUoFGPGA7S//6Pjnc72JDOOfdy5nw+ALWJjt52sn/IQX3vkOfrtjFWuc3mkp/4dbkP6QxVzGmdzVv5jAM5CBTlzIssSUEbOcYZbF9tJg5BmMUuz1a4mUZIs9V9OuUwLpCYKY5KnwCzAb6iGZxG1Jo6SgkpHY+Yj4M8y15dLae1lmhRhC8MqF97Lit5/SPcw12pcvTGhxPpwIJ12h0miwasluvjmrqgWR0z1/vWEBS6R41GshJnxq7DLri7N4dUb33EnAIOIOt5ZNg40c37CXW3ctxAwBD6wihKNSJ6OkQIbgJwSRBV7JrupGVNhbquHjj714vI9/upvxdDG3Z28L9TKGI6zxbX6++Wx++df3sDq3Z9oF7+Fi2OpZTF28xJ7+WtIpl+HZWnW+483v55Q/f5h9fRlyLSW+0noXD3uKdW47Vz98Hg0pyblnfxGRtJGm9ZSLAwrDQLXUo2yTIC4Ik9FTkgB4oqiTRS6Me0Ae2Xwbv9/zERK2T2OigBcalEZjPPeY9ZyY6mBTuYV77XmUhuMHJgAOg01+kbvL8zk2sQc3siCEoNkjbvokTJ/OfBZlKMI4SA+ojmkIpRkIoaDsmyjP4nm3v4s/nvFVAN754KuosyManDy2DGh08rx76U0HvP90E1R/+Bze/uCr2Vuq4bfP/voBr5HNW5iuBjU2DX3t0ufyu9SxdG9tgGRAyTSJ1bj89JRvE/UspqKKSEaxRJKzUxu5x55HvwSjorhgzadRuSRGvgaknmjJICD6B1OrZSIB6RR+0sBPwpy6IWIionnWP96f/onipFm76XeT4zHx8r+9lUgItleayBplEiLAQrHG6eLR+BzOS2+Ydj/Xjjbyusyh51F3DS9k53COU5o7yJolhisxTBEx6jskbI+M6bJptBHphJjdFsoEPxOBAmEovJLF3O9/GSdTYctLP85tHYtJSI/VM3DumW683uQX+e3G57LE6ebiBQ9N+7pDLcZGlY3rmZj1Ll3FDDgRKhTsetP7Oe3GD5KwPI5fvIuTanfSZI4Skz71tQXmf+UazLygvsbELEfY8TgynSIcHP6HjMlGKoWoqyWqzxIZgq5nJym2h8Sbi7xgzmN/9/c/mnhJdh02Ef8tT+azK3/Nmx54HUN+ksWJfYwEcXaS4xXZh2mUcSzz6C1n9oZlfCWYYzo8L+GSkRu4Kb+CUT9GKbBQSmCmPSq+ScL2KObK2FbA7kodN+5cxvnztAjgTOcR+287ljiIehbrVsxpxpzT2/Uc6Vlzp2/rmLy/jIzTYBS4tO0BbBEQKklM+pwU280iKwU4nJjYwXfcs7CKAec/+/OIuIWc2wobnrqE0dMVYbXqPy0OnyPeC1O6a9uYEADUu1Bqcj/yd4EvH+kxzhRCPdNMDSchI3LqZHHu+P9mYwP7XrwIs6QYnS/Y9MmDKxo/kzD/K9cgKwJzYZ7ZuSHmpQbZW8qyczDHVcf9ggvjHne5EXkVw40sVjr7xoWLHvPKZGVAkxGjogL2hWH1ooe73IhfDK3BVwb73AyREvQU0/T0ZrF3xjDc6qQTveDX4nlV0aq0tqiSgX7MqICf1MmLzR8//Hlfff1HcT2LKBK4RZudr/4wb3rgdXz3xGuP2nlb+btPUtyRZce/T2gVzKQvePX1H2V4Qx0tf4tI/O6BIxZHuUn9Yp1S6sTDbzk1hoVpwQlL6TshTf2jJSJTcPOtR6bU+3TE0l99hvJwDGEovnb6T3hewuUVO89hfW8zhox4y6I72VpuYm3L9OrNY7inEvCr4TU8MtTKh9v/xFkxxV1uxE8GTuW+fXM5sVEzrG65ZRXOgI5R6YNXq4jiEU6vQWqPjlMZaFXfcHmRY1q7MUXEy5ruw40sXpUePGyMfOCRS9hXyXBydgdLnS5+P3w8a1f9jMf2tI2zIY4GTvnzh7nngi8e8eueffFVJPcUEdv2EI7mj0ip+kjiFw4ch2U8jojHwA+4YeT7R3bgT1P8cOuz6PJrSEiPQhjjvqF2XttyF83mCKttLU541eAC3pfbPuN9rvM8FpkhG32LXw2vYU1yB7u8eu4YWMgFDRu4a3ghG/qacT0L+ViK0NGLJntEM7XKcwJwQnANsq2jeP+PvfOOk+sqz//3nNumz3atdlVWXZbl3m0wBmLAoZgaIOAEQieU2FQDBoMBd20INYQSbIgh9F5MMbhgW+62ZPW+0mr7Tr31nN8fZ3YlWV2WZItfns9nP7s7c2dumTPnvud9n/d5IptcKqAzV8a1En547pf2uf+9BagHqp1woOj5zxvY8Lb377LfA3n/8y++ntSAD4lGKIUcqRBv2F1ga0841Dl4AnZ7G+GiGVj1iN/dfeCe6U9nvPqvb8eVMVk74Kqpf+SKbc9h5XgH1dBDCs1dJ/3wkN/7vVvP4PIpf6I/semLm7i9vIBA2YxFGTZVmtheypNyYzw7Zlt/E3LExSmb3pmwucEWzMZMmzrC1EyZrvTYLno1e8OBVlifLGZ9/kbWv3tHC8zKzV0smL7vivasL9wIGuZ838eqhsiRMvHGzft8zc441DEsvRRyShsbXzeDxIMZ52/apxbTsYRX3fUO2lNl3tz2F052U0Q65ifVVk7wtu61En6o+K/xqXQ644Ta4hXZMjeX2/hraQ5NTp285fPTzSeS93wWFbcjhSkwXZR/lOOdHUqXBzIe9zSGD/ccvHRTDz8bP2UXseIDioXf0ktua0Tm3nWHpJN1sLHEsQAhxOvnvP2Cm6e9cs+Wo/e/42bKq7bvta9ZCGEDq4DnYhb/S4F/1Fov22mbqVrrbY2/XwZ8SGt99mE8jUn8zTAB7O4u4untjCxWbPjX9+3/BccA3vvga/nFqsUoO4XKJPzv6V9jup2wIXa4ozqfoaYceeEDkvNSkv5kpKGO3bCPQ+FrmxNsQ+/zhENhp+TVnyqLWFGagmzQ8Obmhhj10wipEUmjVy8xdoOJZxgAIjF/x2mNdjXuiNzNKvBAcP9FnwGMGvCGNxgBqcOZAAB49CWf3O2xA5lYT2nv40+0MjbHInvSQqz+EZKBoSOfxT91IUOn5KnMgAe/9NH9b38MQPXPR+lLEALOWbC2oZIOt8z6I9cW5xIoh9cXVlNo2sKjYZ2ZNnu18hlTGVqdMoubtrHc7+aC1BYWuT6OUCxoGaCemGq8SIzNZTQ1RJRttADpS0QCfotJZjkVw2aJfPugKbbALhXtnZNXhzMBABxSAgBMr2qlJ4fbMg93oIZ6+OhozgjbQTY3UTtpGn/+5QePyj6PNB7eNJ2t0QnMdIcbdFGgdRW3+QJfO9wfRpzkBgeVAAB41J/GaYUBzvagP7eKNUEn94/P5OyW9RStGiNBBq0FwZhH0yhUpmtEMSRSrhHQSAQdHSW2b2nm4RddddDn9UQq9cG0/RwMdk4AHMz7j8+0QafQlqDaaZEeypPdsvWIz8N2RztqWgd/+NOe5PmOTbz27rcy5OdoS9U4KbOZVpk1rKtuePGqF7BuuHX/b7IPeFbMr6pzqCrTvqGQ9KSGWaclGTuivjlPveFcIUoO2tJoS6AFaFujHcXGSz580PudGEt3bZzNYiem8KTOYu/YOQEA7DcBADBl3hCj1TSbL8xTXJvGG8uRs23U1v4jymoR2TS6mMPv0Kx772X7f8ExgDcufSPLhqdyekeZ6akRTnaNkJ8jbC7KbCd3iO5Fe8PqqEKkLVYHU7DQkC3T4wyxJdXCI6Vp5B2fWEkWFbfzouYHGU7yJFoc0v1/Ygzvyy3gyeKMGRt2Y24dyD78FrBCG33uHNJ/qKPq/tPO+vKpgMa0BOwZ+9Y101rHQoh3Ab/FWAR+Q2u9TAjxKeA+rfXPgPcIIV4CxMAI8IbDdey7He2xzgQ4t+nliKkddH5rG1+ffudT2ut0ODD/B1ex6pVXcN3yi/jSHc+BWHDz339lr17MB4u6Dvhjvcgj9RncPTKLrZUCfuiQJEbQIo4s4oqDCCUiFqS3G0u1xDM3axkIrNB4liddAUJq9JC3203yWMXERHzGg69iZE0L+fXm/B+7bkeiY1/q1cKyuDX+3gFnP4tWqz53/lvxZzSx5QKXqC1mw1s+8CTP4qnFxILiyYje7Amrowp9SX43O6CHQp+USFgdtfOjodO4t28G9f4sqe0WYZMGqcmvM0kAywehNFFWEKehujDilPkbKTg+3zrz64f1eJ8qvOqud7B0dQ/ULayqxBsVuwl37jyGrXwekfJAaVStxu9qNx9U9r7oTtFnnfqv9J+TZ3xxRO8Ft+yVfnusYGIML9/cfcgVpqVBw0JtL7h022mU4hSfmPobxpXNQ8F0ltW6uaztTn5amccvBk5k03gTQkBpTTPuqEC5EDYnJs5IBORjii0VSuub0J5iw1uP7bljAhff8S5qsUN/qUBpMItVtndhdE2OXyGR6ZSxxWwwtuzuLn6z5T8Ouopqt7cRLZzOO7/xfXqcYU6dsWn/L36aYue59+e1DLeXF+CJiKs6HtvHqw4dr9twAX9dPZu/P/4x3th2B+vCdm7aeg5rh9pw7sxTnaYRGlLbBbmtmuEThGEVZhQ6lxhLTYww8t8KfrV+MbeOL+ZPffOo1V1a8rVdkrr7c8E4FCaAsB02XX4GL3r53ZPWyMcqJubgL6x4DtvCJi5ru5dmmdn/C/eCh0J/MnnwRKyNK/QOPIdmu0azU2VZpYu7Ns/Cc2I+f8J3yUuf/qTAL0ZPxkLT5NTIWAGOSJjpDvGKrNEsGVW1/eoBHSuY+fXryLbWqI5kELEgu9ZGufD4VQcWC8PfLhOg523PvrnrFXsWZXz4nd+isrr/kK0DjjaObSaAEFSftYCRBTafmfJteNq6vB84wuE0J/zsE0xrmo+2NE5TwLqog/NSQwyr6qRf+7Ujczkrs3a3BVF/UsHXetJLfmfUdcB9gccfS4u4e6CHWuhQqaawbEUcWiR1G6tsI6VGWxoZCsKGV7rlC2QsiDMa5UGS0ijfwsmHxNaxm0h6IiYWr6/tuY8fWqewLdUKnsl8vuDkj5M88vheXytsB6uzY1fdz/1AZ1IMn9lOdaog7Iiw0ofuBf10wETwebgTAADznBzznB1j7da6TUaEbIi6mOGM8PORk9lSLSKlRhQi4pKFUxYkriD2ID2kceqaWpukPFehJdjZkDCxKP0NzB0T+P65X+ZThZewrNzF0nvmU+syFkYPvfAqnue8Ztf2FiERzUV0U55gShbLT+AvB7c/7dqMLspR69JMmzHM8e72w3tCRxk7j+EnQzF9YgKgrgPSwlRK7/QVf9oyjyi2uCV7CpU4RSlOI4Xi2sHz2VRrYTxMUammWNTVz5rhFtwS+K2ABre9ThJbJJFkbsswD4xnoPK3o+b802d8gbs2zubqTS+kz04I2mzO/8MHCL41lfxGf7LWItMpZGcHuA6Uq5DyiKcUjd7yAUIIgUynUV0dVLs9Xpqt8mh4bN/ThlWVP9a6eGl2mJQImZ0a4M6xuYd9P7fWbS5Mx6SsiBN6+nh28XEWO4LNUcxwPUu4OYcXQ7pfoC3TnpW4DSaWDSoNOpSITIwY+9sZvwA99iiXtNzFr9YtwnNjEmVG7UXzPwSj43t8jbAshGWBZcHBON0JYdoAWpvRJ5U5NbvhyZ/A0wCqfz4vz1caDNdDTwAAnLgXbYmHQp+rt1zM5nIT85oGWVdrI1YWKTfi1ClbGFMZltZnUUlS1BMHT8bUlcssb5BHa9NYU+vAFY/yd+lRor+hKvnGN32Qjz7ycs4+cQ1f23o+j2S70VWzZLxoyjtQ46W9vlbYjmEMHNvh7F6htCDZiybAsXbnOLaTANkUfRdYfOzvf0hKJFw9PJ+Pdj7VB3XomPWdq5k1b4jRegaJ5hfP+4/J/qI7fcUbv/8+9Iw6L1v4CMNhhntHZ9E+46e79CCtjnKsDqewxp+CIxLqymV1uZ1tlQLDY6ZNAKFhc5qkLUKUbexRScoHp2Yse+KswK4axqlIIMmAOw6JA0GbYsM73k/Pt67FzUQIqcE+1ob9viE7V/H+Tnj/cbC1r4vL+y5i7rW9zCvVEGeeQFTwSNISEWvSfRVjGhor4tYMQd45uCSAFIzPEaROHeHkptE9inD9reDCx1/E67rv3a/A1P7w4e0n8Yv1x9OcrXNm+0ZmeCM8WpvOxkozo/UM1f4cmc0WccqMYRlDnIVKSuBPSyh0jrPuxZ/ivFs/xLahIltKRcLo2J4Kn4iPL/6Z+eMcjN3on1s459s30jS7Bz0whMhlIY5Ba/wFnYzOd8n2K5xDyF8nnmR0oeD3r72OCMG8aQeu/vx0w76SV58eWsi3V5zBimfs3QJqYqH/h7rFfw88g1rsUosdfr3gV5z/0OsZHsrjpiPCqkvHlHH8wOEXfSdQ8Hz+bfqtPFyfyf3jM8nZAQ/0T4cRl+V6KrYN1S6I8wlWixFOA0PzztohhWKN8Sh32K/HU4lzZ67j5zPN36f+6mNsWjOFVk9Qm+IRX3IO9TajLt+8UjE+SyJUO6lhjRUCdx74fnQmhT5hHta1Q9wy+6v81/j8fTojPN2h+ufTKrO8KjcOmEX6hem+gxas3BfevuUcAF7Vei+/qbt8rvsPfLs8h0dqM7hxzfPIugH9A0XsBnNQWeCMQWYwYXSBRX1OyIZ//hBzblyCkGCnYqLCMVM8OyAsmm6u98oZhuFZXVvklJ/3Ip/VSX5LK+l1TcSrGy1EQmK3tRDP6TbxBMDdB74v4Tqo0xay+l8FZ0zdxHe2nsU/Hv6cz1HDzvOwSQA8ecidHNG/XynSZY/yg9EzcKSiFjsIoVkx0kGiJVcf9yNuss5joJ7n9vICzs2t4jvbzyFjhZOi23mrTu/J3+W1d7+Vn4+cTEvbHUy3w8NyrE8XfObEHwHw4tlwZdPF/HDdyZzwvl7aT5yJt34YtW7DLtvb3V2Qz0IUQxAeVCx8LMEkAQ6tHeDphmM68p2/YCpDrmKt38HNW85iw7Y27h191zG7kFr/usuZ/8OrUIlgbdBGarZibVzhV5VF3DfegwwEel2Gn605G2lE1nlx66X0LNzGhZ0rODG9iR8MncGWapGhahbPNhW/oVEziQqpSUILb4OHU4YgcidtAAHckiZxBVZ9h+ifloA2+4pzDW91YMM/f4ier16PluCMW0/F5Toq6LRyfHPG7cgPfR2MdAEnXNZLZZbC7a4Sb2hCRII1HzIUqWe+7IaDev8F8zoZS8GJ7dtQCE7+5RV8afF39qr4eqzi00MLGa1n+PXQCVyY/QmJhgeCTlYGU8nIcNJuan/43GgPK8tTaMnVkEKzoWp6WT0Z05Gu0DdWRAYCkTSsK7XRtUA0fnsK2bD4uvPCa+n50g1UnkLLr6OB0xdu4LnnPc47F/xp8rEXnPxx1r+82ST50hBP93nodaYHWoiD683VEuKsYl1c4J7aHL72vc9w/uw1k5agxxJk5yr6+7ro2EPg+a3fXgAaXtv9HG6Z9UcAvjLezU0bzuacKeu5sfOByUr//wydzZ0r5wCCfzn1Tj4/NoOxx1txfUHiubQcN4Jrx3Q2l2hPV3lGs1F6Ho/Tk+Jt0lbEmQTXjREKtNTIppDpbTv8sG85+6u86q53EMUWxba/XSun+079X0on12l6m4kqT7ysl+oMzR9fcT3XbP87TsxtmRzfp7794ETQ5i+cirbMAuH2+kyuvuuF3PCjXlZffmwKC++rFevRsM6wyuzGINwTXrzqBXx9zg92+S58v1LkjtJ8RsMMl0/7JSmRcGv1OHzl8Hi1i0DZVAOX/u1FxLhDtg/iNNS6NLnNAoQRFp6g/699n2nx6LnpGnR8bAXPB4NXL3iAl515/y4tJs957jW4/XlwbILT5rDh2S6rP2zG3IXP+MxBvf+8xdNIPAutNLZM2FIqcv4fPrCble2xggNpJ/z82Ix9xg2/qbt0W+Oc4O6qMVRRPmPJVO4qzyVnBWwNiqzabiwHu1vGiLWkqjyUFgxUczyjbQ1bo2YG61kWNZXJWz7DUZZIm+XTLWd/lRf+5T3cUTNuFu99kuf+dMVbm5dy/okreM5LVk4+dqF8lWkndF1UpYpuKfCbh40+zUXd736qDvWIQ2tBsjeLwGMsnDymNQFOP/10fd99R9+D9UjgvFs/xDOnrOXhsW46UhX+fN9xuKMWMgS7BlZkfqNN0F3tNgX9OKNRDqimCDsTIQTEoYWq24hIIANJdoug1qlRnia9XaIbtn92Dew6yEhjBRCnBXEGYg8QEGfMb9nQYarPDdjwTwcv3vP/G4QQB9wH9cQx3PPV64/Jvt493bD7kwq317v54sYLGK+nqPsuQmri0AahyWWNSOD4cA4vH5BNhbhWwnEt/Xxp2m14wmF1VOHrI+exsjyFWuygtGBadpy0FTIY5MlY7hKRqwABAABJREFUIVk7oGD7/HrjIqoVDxVbiJKNVZPYVSMAKLRpYXnxhffSe/J3j/LVObZwMOMX9jCGv3wDG97x/n284umJPY3h75Rb2B4X+cJfLsSqSrQFVs3Yp9oNbS/Lh7AIQUeCdozlmT1qIyNB1BVieQlNxSrlaoqw6pLKB8xpGyJUFuN+mgu7VpCzfdbX2vFkzM+XnYCTitEaHCchji2ch7PUpiX83emP0eZWuObEHxzlq3Ns4cnMwQCnvq2XB/7z2EsC7G3htOD2fyIaStExa4TjW7cRKpt7N81ESE1HsUycWOQ9nzdPu4M/jC3id8uPw97uErfFNHWUGRvMISo2KpMgHMU7T/sznoz49voz8SOHk6f08ZfH5iNCSXajhV0zMYpThbBJEzfFtC51cMuagRf6rHvtse96c6TxZMfwsYrVW7om3a0m8LoNF7D0z8chY1CuaVGVsUn2z3rGRlY/NINnnrOMz0+7lb975PW0ZqrMzw9wbn4NK/2prK+3UorSxErS5NYZCTL0lYuMDOXJFuvEiaSQ9unMlbGlYkqqxPpKK9XI5Q0z/sp3tpzJ1rEip3Zt4bTiRhZ423jx7Eeeoit07OBgY4ljAUKI13e9+cKb21961h6fX/Xer1Fbs+2YyWge00yAJ6LnW9eSLvg8/rJP7PH5m1efzevyI3x+bAY15bK+1k6k5dOiYnV7w7rj5vRWPrf6OVh1iTsOVriTFR9GoA8wjBO9428dS+Kag04EIpbIUGD5gtSAmSjtmsDbKrACqE41CukyNP15E29Wa7RSCGXoe2ACXMuH+hQ4afb+Gy2vfOxirlz808NzUf4/hLY1l9zzZm4+62t7fP5gfGefatxWn84t285k09ZWpKUQElQiTBVIQE16RHUbfAs/ShM4HsJWDJeynDMwDUsqUnZMoiSzisaephY7SKFIWyYztXqsne78ONvqRYLQRoUW6aKP2xJTGs+QjLhGzDIQxO0Rlth/0vOejbM4a+b6I3pt/pYhYkHPt65lwz9/aI/PH0tj+PbxBdyxZRZWWSIjc1+3AvOcss287JZosKUskCZxGxY1safIFOt0N42zuGkb9cRhW71IrCSxlqSsmFx+nG5vlKWlHmqxqT6lsiFJIpnXOUjGjli+fQrKBtIJkbJYX23b5zH3/OcNyEL4fwutQ8TxH+4lnex7njiWxjDAuTPXs7W9QMqK2Vorsm6gjajqIL2E8Vqauu+wrdzMlaMvol72kMMudk2gyhZj9SJI0I7GSsXk8j6ejFhW6WZo2GgPDRRzpDc5xBnjIpR4Jo6IcqAcDdrEFPUWwUkz9t+W8ERbyf/DwWHRR3sRZ46z7OIr9/j8zK9dz/IXfmGSuTSBp8MYfmICAOD+3x+HVzX2vpZv4lgtzDjb/LuZuA7c2zeDN8Yvoh46rCm3EyvJSJhlxUgH1cAl7UUM9xeRqZhczqdWd8GX1KSHk46Z3zLImcX1bAubsFC0NleZ6o7RYlUYqWUIt2ZZmergxW0Pc4I7uN/zeO+Drz0gm8v/w7EHrUHtpR3gWCur/00kAa5bfhFfW34uVkpSr3ic9uuPTlrQTeCujbMJdDcfGTiRbX6RJqfGFK/EA6PTufiOd6G0OCBv5SMB1T+f47/0DpxyY1EuIeuDN67REpRlRHWC5kZF02tU5ydGmwarYqEtiUwEMhR4I2D7EGVMP7S2zebeuJ4MYrUQRDnzfoknqE9RWHVhWAIVgeWb/cQZeM5zHuLtHX8C9txqMff6JYhEoOUF/HX438jYEYsLW3fxJf0/7B2n/upjjD/ewsb3fZBZn78R9pBkfGLg2Z8YwRzVP59Ix5R0gK8V07u3HaWj3oHnr3ghqzd1Gvq9k2B7CdHWDEKDEA1LlYaApE4phK1NAgCMCGVdogOJzsfEITi5hERLRqtptBY8WJ2GX3FxsxHby3n8wEEszyEUDC3KkoQWjLpIJQjcBK0FOpG444ayJReV+fueVftUTJ77v5+mrVjl1Pbz+MqAsSSamisds+1FRxs937oWpGbDuz/M8ZfvmZK98xjuTyqsiIzbw5G0RzoQqP75PPPRl9G3qsNQ7x3jKuH121ghOLZhYGm5Iwlg18CpaBBgBYJcnwlM/TZAgEgEtb48I17EBqeVnB3gJzZhYlENPdozFfzE5s6xueRtnxoea8daCfqyqGzCFWf+nN+VT+Chv85FekAoafcq+xzD8z/dS2ZxhTC0WXhlL9qClVeYivbxl/ey7Opjr7p9tHDcjz9JfTCD6JYsu+Z9zLt695aAmV+7nhMXbOKn83Z//dNhDM/+7ZugamG3+fzTonv5yaYTGV3X3BD6ldgVgYzBCYACJJ4mGU6TCiAlQMQO7WMaGUGlC1wlUS64Y1CfqhHNiowbcdP6sxhZ2wLNIUJqNv1+JnYAcU4jEkFqRFPYpKm3SsbnC9KbHBIXatM0z23du7huz5dvQCSC1jmjzP/BVUxvHeWzs388mZR99h/fx5+ec+PRuaDHIHpuuhbKNlaLwH64yAub38Mvz/+PXbZZ9JMrWf+i/wG83V7f39dFRtjkZOopG8OnfuYdyBiqF5bxx1LkVjq0r1PEaYGMjH11nBFEWUGYM/GtciEqezzoT0NFEstVrHtgOqvziQk+IkmtECGcBCE1QWSjlaTYVSKKLVwnYd14K3eunIOOJecfv4ru9BjbwiYeqswg7cTMPmUdi/LbeFl2AE/sLrw9gfP/8AHmFwd5d8cdXHzHu3hsSxcdLSX++rxrjt6F/D8cUexLGBB9zJAAANjLWRxbeGvTY3Q0lZnaOo7txfQUR3fb5tyZ6ygnadZW2gmVxSOjXfy27zgUgvEghdKCWdlhzv/D0aVi37NxFm/dci6pIbNAzwxo0oOa9JBJAAAgzSQ3sfC3gka13gVUo/85k6BzCUiTdU88CJogbNZYPqS3G1ZBmDcDdOL1IgEmKv9Cm2TBxH4FhE0QFTQPDnbTu+15ezyH2Z9bQpLWRK0xSUaxdbxIJXLZHhwp196/PYyXMiRtEQuu6sXy9zyJ7HxTHlZVOq0cK6Iqv6m73Bk4fK+0gK1x6ogo8+8Lqn8+6++ZgdPn4mx1kZvThP0ZnLLEGZdYdcNMEQ0GAEqAopHKlyYB4GrIRzhpIzY5PJZjbDxDverh11yUFkhboRJBeWMRvTqHtsz4jcouOpFm/CtQJZckkVCxJtsAotDmjr7Zez2HWV+4kXgwzUglQ8aKaHVr3PuCz5Ky/kblbY8A5szYTiobMvvfl6D3IxNSUnW+V1pMtIcNVf/8oz6G/2t8KtuWT8EdlbhjEnfIwttuYwWm+hS0KrOwV2bMidj8VrZxn7AaelBxumGnapkkgtUaINGsHWllxUgHKzd2sn5zB935ccqRx1A1y8ZyM+NRmpUj7QxvKyBigahb9PY9n19uPh4RC5J0Q8di+6y9nsPc63oJuiKCwEH1ZYjympVXXMrxHzYJGXfPguT/hwaasnWauku4Y5LT37xkkn23Mza++QO8bMoO+0vFntXAj/b4nYC72SW9zcJenuWbtz2L0mOtWHUz70pf4JTBqu1gFtp1QWoI3LL58UoaKzCJLbcC6UFoWq1JUiAiQTzm0b++lfD3bRRXSnQiUIGFjEw8oWUjZsgKnHJiNIcqAqdqkgjK0fxpZOHeT0AJdDYhii1a8kb35euD5/POB14PwPq+9iN/EY9h6FBiBQLlahIPytHuC/3lL71yr6/fmtgEGC2poz2Gb159Nu/rP5X0sCI1rGj+UY7OP9k0r0kYXSAZnyNIPFOkilPCiFhPFrE0VG3UuAtakETGEljWLKyyBVIjpEaFFklgEYynSErGHauY8XGthIrvQWBhZyOk0NwzNJO7hmbxyFAXSgtavSqOTPDE3l0sXnHXO1lYHMAWCX1JkVOaNjOjY5h69LflfPH/O7QWKLXnn2ONCfA3kQRo6tpM2o7QWnB8Vz9dqXEuvG33isfqegeD9Sz9tTzD1Sz10GHTaDOxlqwbbmVjtYWZud0TCEcSZ81cz9pSq6Hs+xqnZir1MtEoS+zCLZHKiJtNVKLMg2YDWbeQJRu7Ig3VPza0PLR5jzhleqMTD9AmGWCCVfMTZ0EGEhGbqpbQZvuwJSFqThivpllXauXt91+y2zmolDJJCKnRjsmybhxuYW25dXKbnpv+Lwu6L6x9zUdIF3ySBVXOOX85sO+b8IRVZEYofj16EndUFrAhaOdn46cclePdGRPJCaGN9ZNdA3dcYtdMy4lpPRGoTALZGOEmSLeRsAokIhZm0SQgqtuowEKNuiRVB11x0GPG2sdJxcR1B29I4o1C2JZQn5Zgj9pYgw5YGm1r8BT5rI/XWeO5L7yff3z+7Qip8EOHmd+4jpnfuG73cwgFuIr2QoUebxBbJLz/4VezvbaDmnjxHe86Ohf0GIUtFZ3FEiql8Nv2fSv8VmkBUig6rTJr46de0O7BygxEY24ViUmYyqiRZGpKcMoSuzG2RWKYVXEGojyNqn+DtdXg1slQoDyNtBRBbFMppxgezUEizRcFOKVlCy+e/hhTMhXa3Crd+XG8pmBSXHj1aBtDw3kzpjt8cBVbt7TsdS6N2yNEKJHrMqSGTAvMwk/2TiZk3Irm9DctOcJX8tjFX593DXOah9EC6q0Cvyva43YX5zYwqmpcMbCYmnp6qYFPtKc4JfAGpXFGySucUQtvDFNEaIxruwreMFiBxq6bCqtQjfk60qRGFF7JFBWigibJKJwRm+xGC2VDvR10aGEPOth1kyzTjkbE4JY11ak2tSkQFxS1Lo2yTavQ/WtnMO/7n97j8QttnMVK2/LYVsKW0SZ+d8+J3LapIXWfHFtVtqONjW/+AElbBC0h7oJxzm1fT2nrjAN67dIgosuK6U/EXpNbRxKXzLubVSUj0Jd4ApFonJoiykiqPTFhs0JGRgMrKELQCnHa3PNNcrYxNqoWYswxugGNhIjIR0hLI+oW+BZaAbFACM3xLf0Mj+Uoj2WQVYuk5rC1VmB7Kc9AOc/AYIHBoTzV2GWqMzZ5vPVtuydkt1YKDAY5PBmz3O9mq9+EFJog3EG6nn3LZ4/kZfw/HAVobdgAe/o51nDMtwOc+quPkShBudSO1oKtNPG4N4Wu5nH++d43kbZCvnLazbz49nczHk5lvJ6imPZJOTGuHTNUyrF1oAmtBEvXzCRT8Fn0kyupDWSPmkDbpge6aa+aG3GcEsjYBJR2YARQ0CYg1dJUoLQFqIl+fSNSBQ07tBCUx+QCXzZiFCuC9LAmcSDKCZRtAl4tmayoGhosxLY2lVtlbtraVUSBzdaBJgbHc5y6/WOMjWdQoWU0CNIKLxsRljwQmmDMQ/gWa8suc777WXNnD1xm9y5h3aWX7Xb+F9/xLh7rm8raV3/0qFzvI4nzbt1zH/S+cOLPP86zutfyv6f/mZtHzmFhehsbtkwlLy2a95AIKKk6BZlmU1xmedSKZ8VE2mKbX6C/lueXuTWk1h/HlWtewp0XXns4Tmu/sAKTAMhs14QFMak5Ue2GsC1GeAnZvI9SkpQXUUj5KC0o1VNEsUUYOCZ7b2m8XEg9Noq+2lbYxRiVCKJSCqFMVdbv1MhCSFK30ZZEZRQ6lFCM0LFkZCgPGn51/0m0ThsjHk4hQ0mqZNwv5l3dS5LSk9VdAGLBSCXDWr+DgSDPgux2pmQqnPSLK4gTC9h7L7bqn89AUqGz+9i1xztUPDa6jZ6br2Hdhb8yDxxvfqn+r0xus7Pa87CqkhIRF2RWM8/Zu/2T6p9PXQdkp248Ysc+gds2zjOsKLHDEWVizi2sstDS9DebBX/DOjVl5tl6u0mcWiGgzMIqKgriJkXcn6YaZJDK9LGK48sIofETm7Eow0iYZSxI4cc2sZZYUpGeO0oUW9R8l0JTjXoqRkpNvW4jUwleOuLM33yEKdky3Zkxmpw6G2stzJuVZfWKbpMk1kyKyGoJiz/Qy2M3XcZZl+w9CVDfNotIJxS6Dsyp4+mKuf+75wXmvvDau9/Kd3pu4/uz4b/bHuGXQyeyeriN+T+4CiE1Yc1h/esvNywVNNcOPoMeb5CcTO3x/SIdM9zXRaeVO2q06tMf+AfSgw02qtNI8EtIbbew6ma8eqMmbgiazWviDFRThilg10wCIU4JlCOoTDffAacCoHHKEm8I8n2KxBONhJeNXYPMoMKpCOxAUG+BertAueb9lafJ95SwLMX4WAYpNHpdlrnX9aJt3YhBNDIS6LRG1i2sumBgLE8SW8hQ4G/Kc+ZvPsKGN3yWOd/9LGtfs2e9izcufSN+4nDL2V89Ktf8SOG1d7/1oF9z0V/ey3PbV/C9Z63i28PnstUvsrHWwvXDp5EafRHnZ1fwzJ41k/PwQ6HPYJJjRdDFu5s2MabS3F2ew0JvK/fUW2mxKry0fz5Lg+ioaeSsuLeHNgtGFwiyWwVxGsoLYjKbbNLbjb5ElBEkmUaBIRGETQpdiHFzIVqJSXX2iXs+gOz3cEuC+pwQa9ght8HYi9YKFn9YuQBdcrBqEqciiCObgfYcc1qHqUQuM6ZuJtYSV8Z0OuP0JxUcIXjr+pdSW/VvDFZz1AOHwHdwvQz1yGHVUDtdxXGixGKkliGKLGZ+4zpkzUJLl54v3siGf33fHq+B6p//tNBmeLJ48e1/2+4A+hhc8O8Jx3QSYNnYVqZsKaItjZCQbqrT1TTOmJ9mVmGYWelhPr74Zzz7j+8jTDIAdBVKFJyAgXqWbWNFosgi8W2km5Ap+LTkajR7dZYHDj3fvI4Nb/zgET2HudcvoXmlybxPjCnb10RZiRU22ADC/I7TZpGuMRl/YVhbKNvYfMm48bjC0KI989sbByvUiEQjhcCum9cou5F5B9DglARhk0Z5CmUbhV+hBMK3zE3aSwjLHg+88gp6br4GfAtshZOOEUKbdgILI0wYC1TNQjQcC5RvKOF7wmN3z8ba6bmtfV10HYOLqUU/uZLa4L5Fu56IzbV1fHvx93luOgEyXDPl4cYzO3rOnmiXU5BmgbwyamZ10MlYlKYiXO7vm47rxPy5fByvarqXv+9a9mRP6YDQ85UbyPjWpIuElqa1pdIt8LtjvGYfKTSFtKGwZN0A10qoRi5SatJehF9zQYMQmjCwTYuApcHG9PuXPaQC3RQhahYqk2DZioRGYVVqRCggMH6/VmtAJh0SJ5KUHSNigVMy1NfEhdWXX8rszy0xtpvStMHYZYuwnufn0WKK+Ton5bfQmRpnezqHHzuU/d2plRN4Z99ZrBibwm3dOxgcx+KN/NKHXnPQr8m4IQ8994tAeq/b7Dx+HwoKXJhdxYqolYRRFjqG1TKsqmyN5S6WTk8UrjpSiNbnsH2BXTXVfadq2qnyG83iP2xqVJ0ccMqGXaUcM9btmllY2Q2GlhUYIVUhwa5InKoZc3FWo+oOTirGlQmlKMVgPUvZ9+jMlxn307iO4Wn7NZdUJqSY9mnJ1BipZQg8B8tJcJ2Ye19gqkkvvv3dDFp5husZYi2RxZBkNI1VN/cCZZljSw+ZyFjt5Y5/wR/eT3Pq73ln1x+5kGN7DJ82fQtrD+YF0WN8p6c0+e8bCgO8ofB7fjPVZUPYTpNV4x/n3sMfNyzgghTc7bfS6Y7xzqa9C+U6wmZYSTKiTuEoBfXBn1vxEsPqS1Lmc08NNxh9E515DTE15e7U2pI0RC4jM3b9VkGUMdV/pyQQsWmpsmuCwmaTADCibIKwWRG2gDcucaqmlaAyE5KCYWgpV0MsqNU8Ug+naRqHegfkN2qWfvMyFlzVa+Ie0Sg6JA0BTgXRtoyZ56VhG5ZqJuHipfbMvjjux58kl5o62Q7a+/jzuPS43x3x6364ofrn850eOBgPm/FgOffOnxjDDmd0LQVgWVQjKxJ8LVk0vW9SeX9TXCYvBb+vzKSmXOo6ICMUlSRFqG26nFHWBR38vKZZ5A5w+4a5PLNnzeE+1V0w/zO9tD9uxqJTNuzVKG+cVlJDZrwGBbGjNRYI8hrRFpBOh6S9iHrgUBvNgDAaGDIQgGEaRjmQ4zbumEnYRgXQVQcRGearFZgWgySl6WkapSc7zEiYxZEJs1JDPC//KE0y4NvjJzEU5XhkSxdrX/1Rer56vWHiBgK/IyRwHNy1KTbrIv7UGBFKVDpBWNqsVZJdGb47Q/XPpz+p0LXT/8fiHPzzdSfy8ZklfvFUH8iRghbovQgDHmuaAMe0RWBm3lTdcdn7KKy2iLJQ70542/l/5NT0BkoqzWneVn5QOpmhKEe3N0pWBtw+Np814234sY0lNHnPpxykcKyERElSdsSUTIX14y2UailWvPzjR/QczrpkCUJplC2wfbOIDgoSZYNd11hhY5HvCmN11qhaKofJ3n9D+wcaTAGhTUZf2abHzxtPsKtxozIkSFKSsGARpwXKEsa314JaJyRpbfyoI4FTFkR5TdIcH1IyZELhd+Y3rsMesUkKySS7YoIVMO/qXpRnqIhRS4ydixBCs+YfPnbYrvGRQs9N17Lhnz7E7H9fglMSZE8fJootHrv4Uwdsi7LgxJT++5teysnZTVySH9rntgNJhbKGu+o9jCUZ5nn9DMc5fjNyAj3pYean+5nn9vPt4XOJlcUb2m/n+i0X8ePzvnhYzndPOOF9veaGmjFj06kZi8mgFVhYoaNYpj1dRWlBi1clVhZ+4mDLhFKYQiEYqmYZ2NaElY7xUhFh4BBXnMlWFwCrbKMchd3mk05FxInEr7poLZjRNUzeCVgz1EZQ9tCJQHoJbjoi6M8gQ0nzguHdxEL3h4vveBdNbp1vnfl15v/wKrQSWJZixcs/zsm/vIIpuTJr751BnFVkuysU0j4Lm7ezerydgfE8q15xxWG+2ocX5/zuw3Rmy/z4vC9OCkLdF6Z57qxVB2cReFJK3/vbvVNOR1WNZpmZ/L8/qXCnP5WtUTORtnh302ocse989JEMhOZd04tdbVD9lVmwW6Gplmp7R7J1srJuQZI1E7H0JUlGIQOBUxE446a32m8x34GoNUJYmnTRR0pNENjEvg0129D+XQUN1wGZi8jmAnqaRxiqZynVUySJxC95WKmE585dyVdP/9ZBnduij/ay/DOmNe68V95Avc2iMgNWfeRS5v/wKla94gp6/ut6zjtxFaUwhRSaN3f9hcf9bjwZ8d6Fvz9cl/mI4LV3v3Wy6vvzdSfSaZc4zXWxpq4+cHu1/YzfJyLS8X7H6wQeDeu0WDG31WZyyby7D3gfB4vjruglu1UzushUR90ShHkzTu2KJEmZBYiWgKuwR2280R0sQBmYJJaWZi6fqOI3r9C4FUWYlySOwAo1MtYmdrAF1W6z/7aHE6pTLeI01Lo1KEgNC+qdikyfREZQn2Jsite9Z88V0L1h1hduZP273sfs/7gRZcGcRX08q30NH1/8s0kXkvmf6SVsSUw7gqugaoHkmHAY+MKK5/CuhX8Edk2WHqkx3JeUAcgLm/8pz2Wd38Grm+8hKyLWRq0sdIfoshzSwuM2XzCc5Oi2Rzl35rqDPbWDwnmvuhGRaOqtlhmXCoZPTpCRpOlxk5iqTdOm/5+dYuGsaS/USkDZgVxs9Fi2uzhVQZQ1cXW6X1DYZLRdRudJorwmPSDMnG43RF07FCqtWDx/M5vHm9BaMK1pjI5UhawdMDs9yPuP++1Bn9v8z/Sy6qOXMmfJEpyywG9Tk0yAl935r/z4vC9OslhOKWzm1/2LyDkhI37mqLE5nwwmnBCe2MJ6MGP4WIEQ4vUtl1x0c9MLz9vj81su/xLBur5jJhNwxJgAQohvAC8CBrTWixuPtQDfA3qADcA/aK1HhRAC+Bzw90ANeIPW+oH97UMpifQllZkaObVGR6HGHUNzeczrps2tsMqdStJQubt7bDZDfpYgsXGtmCixmNc8SJtbYSzKUItdNpaaGfPTlEOPci1FHOxH3epJYt41vbQ2RE5kbBbt2hKEjSKwjAUy0ZPUOxmBjM3/MsZUo+zGZKiZ7P2c+N/2NTI0CQblSCw/QTmSKGuhHIHfYjLuVsMqUAtwR03m1K6aiTHxBIl/aNIRVkXS85UbENL0p1Iw6dtFH+lFNgnmXttLZgDGj0/Y+OYP0HPTNaa9wH56JqZmfv06nCEHldLkZo/xL6c+BJhrFjZpKnWPaFtm32/yBJSTNHcP9LAh28ol+Vv3ue33yotYWetkNMzQ5lY5ObWJYWBqqsSc1ACznQFapc+rW+7lByNn0B8XydnBPt/zycIKGzoTslFRatBQm04bJFaSWuhSsSM60hVa3RpBYhNYEZGWrKm2UfE9/KprsuWWRSg1atDDigUq07jLC41qMSrUU5rLJEqSKIFtKeq+w9RMmbzjs7w2FTlitAHEmE2Mh1cxVNexx1vhooM7t2VbOynkfOZ87zMkgdEliBrfhdKqZvyZDpYv8EYs6k0uyy6+krfffwnt6SpB9PQkWb39/kvYWG2hHjl05WrMyhrrxQhNTqb4U3kRcHAL7qHE4TZf8K2BZ3BGYf1uFdLiEyjTnVaOkThHoBxqymVtHDDHZreF1e0+PHPPbOvDhpnfuI5sxSFOAcJQn2UM5dkKp6sGK3O440bxP/GM5gkYK0+7LA0DoCZ32LhKkwBAQlxM6Ogaw7YUo5UMvt+INBvhgchFSFuRlFxwFZaj6CyUeM+033NndT43P3YWSckBLZg+fRBbJns7jb0izsK5r74RGWuUZ6qtiac57opewnkOF952KSLTwXfO+i8ufeg1DAR5fj12Ij2pYZQ+tHn/SEP1z+dzoz38dOuJ9I3MgLPN42NJhoL0+UZpCrD6iO3/QBMAd/qKEdXKNHuI+e72I3Y8C370KdJjeSP262msmiAsatQ0n4Xd23n88emGZRUJdMpUJGVoFv5W1GAGOBA6kGSAhi5AbnODKdhoSVSOme/tuolBEJAabDBfWk0CQDngDQnTSmND8zJJ4hjBzDijsSsHP6ZkKFhwVS9uIglaFV2ZEkW7ZkR0Mw5zr+3FSmDDO8yCv+emayCdGCvapyleddc7aE+VsdC8o33lUdlnXQdsT0J67B0sw0cq06gnLhYKC81CdwhfS1ZGmpNdaLeqrA46Odk7so5Dc6/rpTPRJClT7LJ9Q/vvnjfIcDkLy/PYAaS3CZK0MG0mjjYiqolAFU2fNunEsFJrNtqBKGfmbKtqGFlhXhLmJpgypgAmIzNu/Z6QdMGnmPE5tXkzK/s7UImknPGoRi5F12c42Hv72r4gY5Ooy9SFYeXkDOOr56vX85qzt3Pd8ouYlXb4+OKfAbAtfA2PjHYxVts7u+6pxK3rj+MLfc9l2M8wWs3w4ll71k/5m8U+mQD7f7kQ4gWYNa8FfE1rvUehHyHEK4AfAGdore87xKPdJ45kpPrfGD+5m3Z67MPAH7TW1wghPtz4/0OY8Hxe4+cs4Mvs0SRtV8iyJDUsqM0POGfmRh7YOo2BjS2IXEQ6G9CRr/DK7geY6Q2xzS/S4tXpTI3jyRhHJHyy4xG2xFVuGjuDUpKmFHlsGmkmiixULJFb0vv0u36yEIlpA4jaTDApY9OvL3bu5xQTyQGQdT0p2Kel+R2nzY1ZxEY0cOJ3lAcQ2HVN5AjCvENqVCJDhXIFsSdM5UtDbcoOeqByzHEkjblHRmCXDj4ZMuvbVyNsDxkK7LJlJvbVaRZ/oBca+1j1kV3FGzf804cBmLNkCXOvX8KaD+yuH/BUIdg2m+kzX8kWuxVRsvHseHLC1hbG1vGPOWRoslsHiuFKjpNSdaalx1gbV3gomEpNefzP1jPZVipQGs2QyoXMaRtiW6XAyFAeHQuaOso0OTUsoShYdQDGVIaT3JB5DixND5GXPpsrTZzx64+w9KIjI0YTp83PRC+1csBv0+SlIogtimmfcT9NwQ14dGwqo/UM1cCo98dr8oayGjfo0nmJ8F2cCMIZAV4uJPJt3FRMU7ZO2glxrYTBao4gsgkCmySyuHvZHMBUZY1IkCBpD8kX60SxhV9xJ8fWwcBxEuqBQxLY4EtEKPGGJYs+0ouarghqDuuv2HUMf+W0m7ngD+/fo0PJUw3VP5+XtdiMFbM87nfxuqalzJtm2m42x2nesOpFrH28C/jJQb1vjORP5UWcWtjI83MrgF0DpUBH3BOkyMuA2XbMiFJE2mKu109e+nRZEkuYxcHOrIG7anN5ZmoNN4zMYem6d/D9c7/8ZC/BbpBVCy0gnB7i9rlmDrRAFyOC0RSFETOmo2KCyJtAR9fMYt4dMxVXbRn2S226EUi1UjGJb5Nq8vGcmKLrs217E9QtRCam0FRDNGvGtudR2mZazxCuFdM30sTqTVN4x9K37NAlsOGF599PJXH50qnfPqhzm//pXrxR8FskygK/1dBsZSRofdY2TmzZust79p68g4B86UOv4VXN9x6OS3xYMVFpem/zBlbXO9j0aNfkc2enNzHHznFXbe/2XXvCqLIYSCp0WAcW4Ac64rNDJzPTG+JfCntf3LsiYbnfRYus8LvyCfsPaA4R8focbtksmqRvGC1RDqSlUFogQoFTksQZ0zZJKLFCkwCQjblXeRC0KUgE7Q8aoUu/RRLmBNVOc/9OD0BYEPgt1oS2JbGHSWpps0+hdogNW74Zc/HJFcKqizXksOZDB2dR2fPlGxCOIGgx7QhWXXLn3Yu4f/B44mZN06LdGV4Tc/05v/swZ/7mI5OtM08HqP75XDsyl+/NNtT6tXGFDVGRRTtt88NqnmemDm7RHaFYHVV4KOjGETGDcYG3FM17vG7DBawda+O4lu3Mygzx2uJS/lBbwOr6FP60cR49rSOc7O6abb253MZxzjaOdzLUUptYEbZx0f9++ogxNC0f40aVk2bsBJooK9j2eAe5DZLqNDP+hDYxrjcMyhMETcbOknEbqy5wxyaKV+B3RwhHI8Zt4pwiaJakBw07ttYNcVOMrFmT49dKxZzYuY1YS37bdxyvXvgAw1GWu7bOIoothkQWxz74ROyZv/kIwdw8uuQgYoE3Isk/7HLerR/is8+5jdfkRndjuk3MxRfedinvfuB1fP7U7zzpa3y48M/3vglHnsV/zvoRH992IV2dY1y5+Ke7bNOfVBhMjmwR9amE1uw9CbAfCCEs4IvAhcAWYKkQ4mda6+VP2C4PvBe450ke7j5xxJIAWuu/CCF6nvDwxcAFjb+/BdyGSQJcDNykTW/C3UKIJiHEVK31vmdCYQI2OeZw58o52P0eqSooz6LaYdMX2fzcPpEwsfBjh5wbIIVicX4rzXaVewNFX9xFf1ggY0XMyg1TClIMjeeMBYRr1MsnaN9PFrO+cCO5dZJat2bt+y5j1Ucv5RmvuIH0oKLeJtFywlCdHb17doMFoIztjrbMTRvRaAloYEIPQEY7FH5NBl7glo1dTOIKEseavHFPtBIox2RVoaEnZQninEIkgnXvPbSF+PrXX07Pl2+AbEKMTarfUAK1Zeiych+Jw7WXPX0W/xNwhM2ipu2EsU2l6HLGlB3iWVo2MtSeuUEdDCw3wRaKoTDLQ8FUfjBwBmNhilVbpqBDC1m2qEeSTXYz1aoHNQshNfXA5eebFgMwvTBGULTZbhfosMo0yQoWmiarTi1yGRo5uKB4Xzju471EedPXtvrDl5qFSmwy65E38bdm+3AB20nwQwcpNKWUR99YkXrFw0nHxKFFenQHvTpsTUzfftWMcctLmFIs42cc/MimVPdIlMBqtAiEoU08mMaqC3RWoR1t3AcAEUjSuYCTp/Rx81lfO+RzrY+lsdIx+BLSCQSSsEmTGmzYbA7vuV/9tufecMj7PFJQ/fP5bqWZ28YW0pUa4/zcCubYZtHz4UdeyTm5AjknpDC9tJ932h1FWeeVxft4JOimpnbc+DfFZVqkw8pYUlUeK4Iu/qxcLDQjcZaZ7hDddomkURofSCpsTlxOcQ0DZLPfAkBGBkhxAOn1A8Tc63qJ8wnHHb+Z9e/+HMdd0QtVi7A5ASyTSHUUKpEELRDlFWQSIwYUSoQ2Oi2iwd6K8mYBpAsR2YKP6ySURBqVSLYNF+kXBajaiFhA4FLGCAvJmllMbdnUinA0lptAIk1Llm0Urd10dMgB4KqPXcrJ7zb2gF5JU+sUBC1GFX7zxja2bGuBU/f82p0TAk8XqP759CVlxpTF8U6GZrs2qTOj+uczx85xmy94Uf4R9iwbt2ckWvJoWKTVqnKcY+3RAuyD208h0YIbOx9Aofhj/3xmF1r3mQRot3zW19qZYpeY6o6x6GO9LP/0wS2C94QrHn0ZY1GG2elBZnsDrH3fQ5z2ll68cYVbktSnxaZ6UHNY/eAMZGLa/BAgSybkkw3qf9DUcLkoaEgE6QFBUDDFiMQzCQW/XZOkNWHBLKImWhFlCPktxr+9PFMQZ7QRyPQb1Oo2Q8PuyNe4+5WH1hq14R3vp+crN0A6wZtWJwxt1ECaoAmcimB0NLvX1z5dfdnPyqylLynTbeW5q95DXpok/kSCazzJ8GhYBA48EVBSLl8fOY+RKEs1dpmdGaKk1lGQab7TcxufG+2haNU4I72B+4PpfHPdOUTKwrYUsZIsi2p0WUwmYNvtEo9HCSe7DrOdkFDXcN2Y4396JcsuvvJJX4Oeb11rxtC4w7r3XsbKj5tY2Kkqqt2SOG0q9yLaoUlRm2JiAxmbpIEMDVs2zhqKvxUIbN+M56AjIdtaozqSwa5LkrQiyu8otMkZVaYWqvRvLyLGzeI8CWwG6lnmFIaRBc3xmT62hC1sLLYg0fzy/P84pHO99wWfZe7/fhpd8/BGBekBw6bZ/kAnn9fP5u8Xf4emvbz21gt6D/kaHymEyuLB7d28YvQSTmrtQ+6h9H1rrYdltW5MEftvEI1C7SHiTGCN1nodgBDiu5g18PInbHcVcC1wRBXqj6gmQCMJ8Iud2gHGtNZNjb8FMKq1bhJC/AK4Rmt9R+O5PwAf2h/9wZs1TU9712WGEqR3ZBPRGDpcLiHdViMMbZKaY6qnqTqnt21mXqofRyQMxXker3aStiJiZaEQ3LFpNn7Fg7JtMttNEc+cv+aQFhRzr+1FRuCNmYVvalSjLBhbYBZRz3rx9SgL4owkTgnCnCAqmAluwgpwgt4/0QOVpMz4s4Md7QBORSMbAj8TuhSiYSmINtclyhgKX5ya8Fad6P1r0Fw1pKeXcZ2Eh1541UGf656w8MreSaEXmZikje03qmdpyG3R3Putp9+if0/40spnsy1sYm5qO8tq3WwPChRsn58/dgJUbbNQDCUb3/bBA+6DOv5EV1uf+TDzWoe4f9kshC/REtwxSZw3/WnEAlkMEZYmCS1sLyabCWjJ1KhHLnZDz6IjU+HEYh9Fu0Z/2ESzXWVVdQqxlizO9/Hmpodp7+o76POe/bklqJQiu8HCb9ek+4VZ+BQV3qCp4MZZiLMKd0wS5Yy4pIyFuYknpr3EanzuYZNhwaSGd1DxgmYzduNCYr7DGTNw0/mATCok64YkSjJWS+P7DiqS5sbvJGQzAVoLqjUPrQSFQp3Xz773kHr39oSJIFQnAmFp3D6XKK/whuXk9/TRG598cH80cPxPr6RW8XjPqX+ixa5w+/h8/rR2Hmf3bODmmX/m0bDOyTO3HFQfX2put379dy9kVnqIREsyVsBAWODRcVOl9WObizqXM9Mdoqo8up0RVgRdDIQFLsg/3hDFNEmAX1VnM55kKCcpbh+aw5I536ddKh4IW/jmtmceEhvg7N9eTsqO2LS9BWdtmrBJkZpWoTaSZuObPsj8z/YSNidoT5l5VkLH1DFiZcZ2FFuUhrI7+k4bNn9Ov4uMMOrUnpq89zjDNlFBNapWYnL+lVFDgK3hvDLhTCEaCdxwkVkMvOOkP/PW4uOsjCVnzNhw0Of7RCy4qhcrMN+3KAvVGYrMFnNufrupsK74xLExfsF4cd/3eA/FjgrlUpoXHfcY5xTW8MvhE7njsXmkmn1WveITBzyGTz7J1df+ZC4Xpveewa3rYBeRyn/eeD6lKMV5LWvxZMSLc8t2oVkDbIjLXL75Yob8DKe09PGjP51FdpPg0SUHf63XbZlKj51nQ1zmA5textZKge0r2knNKLP8pVdy0nt7cUsav1lgB1CeOREXmPnVKZm4YQJh0egGmYWU+T3R/SFjQ8f2mwXeuMapasKcnCw6TGzn1BpK7SkTcyQpE3fFzTEyZb7TuuRM0vSfDGb/+xJUWmE3+0RlFxFLcmsNQ6G2MMDb4LHyimNnDL/qrnfw8LYuPnzCb7m7NIcpXolPti/j7VvO4equP3BfUOAFsx8/qDF81Y8XEmmLx/1u5qe2kZUBeeHjioTpdsDPK/P448hxrBtr4ZT2PtJWSL9fpDM1zt8Vl9Ftj00yAnZmZK2NK0Ra8O41r6YzU8aVMd8845sHfc6X3PNmziqu44Y/vBDRFKJLDjKQqGzChrd8gHNffSMA47PlJPMkTpsEa+JBktEkWYX0JbmNpjgWZyG93SQ5lQ2VbkFtXgiBhVWWWKEgbEogrXDzAUoJ4tEUJEb0Wlsa7SqsdDzJOOzOj6O0YEZmhG5vjA8u+vVBn+ue0HPTNcgRl8JaQb3dJN5US8TfLXqcx0ensHVFB+vffXB6GU8VZv/PZ1GBzcfO+/lkIvSh0J8cP8OqyobY4cyZG/8mNQGaX/vCmwsveMYen9/28c8Tbtz6NmBni4+vaq2/2nj9K4EXaK3f3Pj/EuAsrfWkB7UQ4lTgo1rrVwghbgPefyy2A+wTWmstxMGXd4QQb6Vxce22IqozQIcWomL63JNC4+YjNXY2NgmA0EKWbHQ7xFpSiV3KKkXUaKLPWSGVxGVrrYgtFKFvoyOByMfomgV1i7QVccWjL+OqE358UMcrY8huNdlJv81kLp2KJrcZTnpvL02JRk40iWomlfvtoFHN93Zk3u260QQQqmEjKETDh90kAGBHAmBi8a/FDqp/kgLVoGxru/G/p1EpBSmFnQ05q3sjpejw9SE5FXM+y641N+iT3907aU+YOBAUBedffD3KFtzxw6e3iM/bi33c7vextD6Lx0udzM4N0e8XzZMphZsLyWd99mdotvMYnt5t0ZOpM+Kn6Zg+SphYaA35BQFpO6ISegyN50h5EVIqKjpNOhUxt2WYWdlhKrFLX62JVYPt5NyA5eWpZKyQUNmMOeZzDBOb8ThDszzEz1WYnjq/VUN3nXLBxR6zJgM/MwbN4saugTcq8FutSdvApNFLOpHUyvWZr32cEiBNYkg5ZixqV4EW2G5CNrvDylOimZobx5EJZddDa0HGDbGFojVdoxK5DNlZUnbMme0bD1sCAIBMjJuNjIjaN68jKiismsSuNiywHDjpPb1oGx45hAD/aGJ2yzCrk3aWVbtItGDF6BTjjtJIa891Dqxn94nz8H3bp7PC6+CMtk2cnl1HRoZsrjezrVpACE3RqpEgmeMO0GlVqCqP6c4wPc44E+0DD4dN1FRDe0FbrNvexlhPiuMdyQvSIV9HHJJK9Wg1TVgvoEsOcVpz+mlrqMQuA6kcPf99LVbKQSSmx89r9gkH0iRaMLM4yqifZlSlEbYy9lOhhawbBXMtG0nYREBglKiFpmE9qUEJIyqoDQVfxiAa2i52fdc2Gi0BocmkQ6Y7IzwW2YdNiGvlFZey6CO91DpgxScvZc6NS8x9osHCifKaBVf1khqGh//96T1+Ad7T9XvesP6NTC+OsUFJHh7tYkFmG3dv6CHV7B/Qe+w8fmd025zgjvHENpad8USXijdOuZ3BuEBKRmwOW3ZLAAAUpYkvpmXHyVk+Ymod77E0F/3lvfz6/M8d2Mk28JXhZ1C06+Qsnzd03sEPhs5gO+3USmnO+PVHiHLtRnenwY5Mb28s+jWT1pfemKFZK0eQGt5p7k4AOZnbQrkQOiZ55bcIgoIwEYreqTUxbogMe2Yh5pZANcSJrZINJSN8uf7fDk+Cf92/Xcbs3iUkYZqN734fc25cYvY7Bk6fR9CimPm167HK1h5tiJ9u2FxuIp/x+adCP752+Gn/SdxffJAPdN5Ks8w1xuO+8cQxfHZqGAfJHGeI/iTPbGeswfaSgMNbittIyYiH0jN4TfM9bIjayBQDLKF4QToEdmSJdhZyfcDvZp67nYIbMORnWVjYzk/XnczFsx86qHNePdbOX/+yCHIKy0mIsxJRl7gDNvOu6aW9sV1+s6bWYeZXt6yJsyZOcMYFuU0TcYU2cfEguBWjUeE3N3r8R41WD6LB4so2WHwjKWQuglQCFdskZ7MxQoDtGteVtGNiilLsMRZldsR3hwFyxEUGgoc+b+bYnpuuAQSujDm+uZ+xGWlmfftqrG3e06oVdk/4yOm/5vvbTuP52TVMOFk1yQhIsSKqstDJ0uo+pYd45LFXFwBBY8F/SD6lQggJLAHecIhHdnD7O8pMgJXABVrrbUKIqcBtWusFQoj/bPx9yxO329f7Ny3s0As/9yZcO0ZpQdH1aUsZJfJQ2bgy5uGBLsrjaRh1yc0skXYjEi2Mr2fgkM0ETC2UqIQepXrKvDa0UZszKFfjdVXxBzKQiSk011jQOsic3CDXnLh/msviD/TiVE1W3RtXKFvglBOE0mhpAsawYBm2gcCIoljGzk/LHQMsypobslvVyEhPbg87VE2VY2x7dtFyEhj1/0b8EmfM80naBKpRS4yVjpk1dYhZ+RHe0v5nzvCco2JJsvgDvehG0FHYqLjre8dGBvRVd72DwXqWWEv+ZcZd3F2aw6MjU2lJ1bClYns1zz0vuOagVH1v+kUrK8IOLKF5VmqYBI1CU1WK5VErg3GBO8fnUU8cBnwTqMZKMlrPECeSas0jmwk4qWMrY2GalQMdoCGOLE6YvpVQWbR4NcLE5ks9P2NMaebYB+Zf3fPf1yJLNu6onPRGBxNkatnI1OdBuUakRzb69RDGJlBLQeIymaRiIrHVsLVUDoQtiiRnBKuyTXUsqZjasPLcVssTxjYntm3FFgkbqy10pks0OXV6UkMoLRlP0ngy4tT0Bk73SjTLzBEfw7Nv+SwMpEj3m0QcAh694em/gALo+eKNnHf6Cu5cNQcx7qAFeFOrPH6u6Q8/WEXfk09y9ed+2sPp3o5q6f1hyOaomUfqM5Bojkv3Md8ZoChjZth5+pIyeWGToCcDzt/UXVYHnbTbZf4yPp8/bpjPzNYRfrvwl5P7unj18ymHHm+deTuvyA7iTd3/QnnBVb1mzHnG+WRCLV3GTHqpq6YInQhSzT5xaJNEkmJzlXI5jRCQ+BaibGNX5KQo68RcOyHIGudMW4p2FFbZnqQLTlT9lWO81icZLxlTefZyIa6d8KrZD/LK4v2TlolHegwf93HjipCkTFLCCuDBLz69x/DVy/+eyxf9iuuWX8RZmbVcue7FbNzeSqFQ54HTvgeYKlRH99Yj5g7wRDzR/WJnfGLweAbDHOcU1iJRXHHny6BuMWvBNr46/5ZJTY594eRfXjE5x9cDh2A8hbfFwQrMAl7E5vOLGsx4GZn2wQldibAI3ogZh1F2ByMvKpjnJ0oxE0ytxGPy3gzsRn01dmogIjN2JqwGzc6hNj3hlMXrj6grzQR6/ut6sutsk6CWT89WwifiU4+9hDuHZ/Pted+nVWbpS8r8y+rXcF7bOj7e9vjkdkfS4aKuAx4IHOY4NRI0I4lNgmCuDTmZoj+p8O9D53HNlIe5eng+bXaZCzKruWX8DO4cmk1HukKHV+YtrbezaPr+2YU9/30tqfUuQbtCRAIZCdLbITOgJ+Nhp2bsJ+26pt4i8Uoau5aQeJKgSe4YZ404d4IhG6dMjBsWzU+SVgglULYGR5lFvwAhNSqwELZhbQmhsb0E204IQ9skq/N12jJVLux4nMua1x+VWPi4H3+SllyNrQNNCKFZ948H08z01OG5f7qMW4/btwng36o7QPNrXnRz4XnP3OPz2z75HwQbtuxVMEAIcQ5wpdb6+Y3/LwfQWl/d+L8IrAUqjZd0AiPAS44EG+Boy//+DPjnxt//DPx0p8f/SRicDYzvVw8AsIQmTCwqgUfWCYm1JGsHLMz1c3bTOrrTY0ipjT9nMaZSSjEwWGB4ME+tP4dOBOVSmrXb29g+mieMLeo1l6hqeG9WTeKPp8ykNepSGs3w8LYu1lbad7PC2BPqnboRYJmFu+0rtCPQlkAoTdBkosc7v99YADduyIlrsqC2b+x53IomPZzglhLzHgJkorEiPalKLZKGMKA2Pf3KFmhhMqja3pHBV66hcUctMW4hJJf36UhXaHMrDKu999cdbsSZBpVrUB8zCYBvrT6XSuxiSUV3tsTJqU28tPV+njllLdOzo+ScgJR98CqpC50sL81Wme0MMaIaCwMsplgpnp2qssjbSldqjDavgtKCeuzgWgk136VWd3HdmJQTMxJkqEQu4WCaYraOiiWbS010Z8ZpcWo0uzX+p3Qcv60sBDigMdw5dQxla/wpiUkiCXBHG9oTyQ6WiYwaVSgb4py5GWvZoOyljWJ6lDFBaJyFqGh6Rv12hSqaZJSTiWjK1Mm4EUoL/MQmbUcUU3XqicNwkKPJrdPq1uhwSzRZNYpWDU9G5KXPdHsc5yhNaete+xHsaVXqHZokfewkAN7/8KuRseCk/BZefPyjtMwZgUxCdi/e2wcCG8kzU7tWS09zXV6arXJOdjVTnHE6rDJFGTPFMlmkbitPQaZRO60uIm1TSVKsD9rpqzUR+TbRE8SFzm5ZD8APB047YJX2KKcne/hlIIy9nzTMlSSj0JZmwxuM5ksU2NiuEe9rTtdRoy5xzYZIYtV2JAAQjUVSY3GvPNPHrx2FcBp9WzslCZRjerLD5oSoLcJu8Sm2VOnoKHHu9PW8YvZDvLp432QC4Gjg8U9dalSyA3BL+mmfAAD4UMsaVP98npVdwTNT8KruB3jmnLUsaBmc3KZVHr1rCOw1AQAwxRlnOMjx19IcXpzt44Q5W3CHLdavmMotY6cf0BzsyATXjakHDmFflvQ6B6vO5MLcNl0kLLv2UtPe1zj9KGeSrKLRJpikGu1/aSZtgcHM6RNifmAKBNo2Nn8T1f8kpVENLSJosAkd8x2QcYNpmDa2hOmOKqc37Y8Pd3iw4S0fIE6DUxY4paevG8DO+FjbCqTQk/eqbivPF+Z8j/mp/qN2DI+Fkof9GfiNImB/kmcwyfH7eiub4jJfHT2Dh8e6USja7DKLvD6kgIwMGa5lGQvSbKq1sNSfeUBjONNUJ2wy+7LrRjciM6ixfd1IKpkC11//530krjBi14km8SQyMduZAph5D2XtiGnjtNHJkpHROwFQE3OwbrRvKYGOJMJWxh3DMomAJJbEsTXpJFGupdg6XmRdvZ1AHx3Fe7/q0retGTHsIvuOsB3OYcKBfOZ/y9BqHz/7r6svBeYJIWYJIVzgNZg1sHlvrce11m1a6x6tdQ9wN0coAQBH1iLwFowIYJsQYgvwCeAa4H+FEG8CNgL/0Nj8Vxh7wDUYi8A3Hsg+muwaL5nxKFv8ZuZntjPNHaGcpMjIgPVBB/cMzaS0uhm7ahbVUWdk/EOHHWOjk5G42YgklsZbXGpUZJHa6JK45sZnDds4FYE/JYGajUrFbC43MapqbNw0g1NnbOL4D/ey7JrdA6i177uM09+0hDAnCQpm4X7f1y7jGS+/wSziA2OJ8oyX34ATaaxGHH77T4wOxHOfczXaEtg10aD1abQtEHGDDSAbVFRh2gyULXa0CjScBRJLGK1BrxEEODsC0nzWpz1boeiYRVZKHD2bjxWffPoHnDvD+LzexSX5+Xx6aCEKga9tnpuq0WPfxbKwE6Ulg8U8fz7EfRzv7KiI+sqh2x7DEQn9cRO/71+ALRQKgdKCmdkRWrwaLU6NDdUWNo41s2zldPAUU2cPsbB5O38ey2EJxeOjU7j9hB8T6ZhtSZ1Hw/bJfd61cTbnzly3V9Gqu59/NT03X0NHe4lSLYVf8lh9+Yc46T29hvoZ7NCqkFEjoLRh5ccv5ZR3mtaPoNWMORka9kucU8ZbPRXjeAmWpcimA9JORNYJqUausfKUCS1efdIazbVi0lZEpCRKS0biHJG2cERCgmRD3EyLHNkHqffwYtUrDk3s6qlAz03XkG+q8+hLvsd1U+Zzw8gcPte1FLqWHtH9XpiOIT2RzzW0wYryyTVsAycWbGvjCreXT2F1uZ3t1Tz1yOb5C5fT7lboTyp0NpTbL29dxTOyq/j3vgu5YmAxpa2vI0EQK4uN1WZ++6x/3+0Y0gPGUipoUZCLKbZWePhFV7Hgql68QYvENWyBlHaIczZ+IWHlm80cPP+eXmRktnFLpuo6mUzN7dROJTQ4JuGMEiT52OhH5EKk3BEVNGXrNKdrFJyAztQ4s9ODk/3kkT76AeDyzxw78/Cb73sDZ+Sn8rYFf6Z9y1SWRRFvL/bx9uLB65wcaSyLanxt6JlsrTfx5ql/5iR3jILM8dN5v+V1zgUArK52QNsKTvjZJ3j0JZ9kznc/y9rX7F4FXHrRZ5lz4xKSlhgrMGNZNBL+IgbdZH4v+FSvWVYKszB6/FPmsz3hfb1YoWFsaRsaZjLYtQabKwsos6gCk9CdaCNUrka5JmlGg+5PYuINEQsTW1ngjIPd0L1IEslmv/mIXt+dsfLjx84YPuFnn+B/Tqnxy/m/Bna0581zcsxzjo6jTF9S5n9GLkAKzW+ExhUxD1dmkLUD/nfZqbA9xT885y5ePfU+5t/yTp71jEehAD8f7+AFxUeozXDpDwqsLbfxs8GTuST/ey596DX0nvxdZn9uyR7FpJe/9Ep6vngjoikklA7OuMU9N13GOa+9ERHvKH6d96obSdKmeCA03P5j0yJ6/sXXE+bNPGzapwTJExNcjTZXGYhGsU03VNxBCBCOQkiNkBqr0d4VhxaRb6NDSYLZJsSBafBYpDnjKHwe619/+VHYy+HDK+56Jz88dxW38v93ImDv7QD7eZnWsRDiXcBvMRaB39BaLxNCfAq4T2v9s32/w+HFkXQHeO1ennruHrbVwL8e7D4ibfHg2HQAzi6sJS/rbI2aGE8yrK+3MlDOY1dN1tGfosBSJhsYN4SZEkk4mMZu8dEI4siCsg3K0OeSVKMiXwN31CLOKdKpiNZ0lcfCDEvrs/i3P3wAK+zinNfeyF9v2b2iPZHlLE8TLP/sZTzjFTegbDEpCuVUlMlwJhrZoO8/58JrQIGMFTKksb1Aywbl3xJYYWJaCnxzg04ciXQEiZKTCzEtzMQqE9DJTgkADSKUVGoeSguaXJ9Wr7Lbsf8fDGZ952pctUPw5JXF+1kWdnK2Z74+CSGDccH0Mdfb9/VWB4ROq8QwWUoqxda4mY1BG1oLLEvhSUXBCWhy6kxPjVK0TBLADx20NBnu+U2DbKo0o2JJuZ4imw74TrmFE70+7qwb8SAyxt3gluFzeMejVyCDFs74lyUs/cbuN3Ax5jCeTTG7bZhfv/xzHP/hXqRp+TQ98bapRk0EpkrC8Zf3ItMTjADzPhNiadpVpsc6skikuVFX6x5RbOFZMbZQRMqiGrnknBCJxpYJaSsiY0V4IkIKRYIgQZCTJnt2b3UOD9dnkJc+7+p80h/D3xTsVMwrdurhfFnhYfbVA32ksDSISAnNCTv1C/YlZUaSFGkZGqZLZOOHDi9ruZ+xJIsjdr3ZJggKjs8WvxnZyEB984xvctFf3rvHIFTEO8am9i0eftFVzLu6F2tClK+R+5wQ7bNqkjlLliAiI7ImY6OmjtrRDjOpYWE1qv8ChJMgHYXnRQS+i7QULfkaxVR9UmQw54SkrJhWr0KnN067XaaqrV0SI/+H3fHW+/6Z9eVWZqRGAPbYg3+0sSKqMsf2cITNH+oWERYnuyMMK8lMS/LX7bMYGCxQi/+OJq/OmcX1vDq/nO/03EZF+XyzZILoUzu38N4HX8va19zCrC/ciDsid1vYesOCumshI8Hqy81zc25YglOZUE9vjG8JSIgdWPiJiXZEU6FP3IZ4cgNWyOTCfqItZiKhq22Is9pUVB0zzicYMNigLAmuRkujhSF3ak2II4tqvGfnlP+fcf4fPsDJU0bJTvZOPDX4Ufl4hsIcPelhVtZM8WIsSmPLBGtDmqgpIW/5DMV5VFPMI0NdVKIUWypFHhydxrTsGFtrRTJ2RKZRuVo+3slpv/4oym5h7rW9e7aClBodSdwpdVa98wpOe2svjiXQ0rQDhIUdlH8ZaxJHcO6rb0Q5gnCqjbaYTBiYWBYzFhuL/4mYV2hgom0gEQghQelGu6yJkeKdXGyENIlbQgmJifkfG53KPZnZRyUJcCzhjUvfyDUzfgt86ak+lKcUYieh9t2eO4DXa61/hSl+7/zYx/ey7QUHeXgHhf0mAYQQ7wa+rbU+OmnKg8BwkOXx/imcMX0Tj1an8adwIZsrTfQNNSE2pU2Psmr0wtvmi26VbKyGl6690sFv10S2uWGJQOKOSUOfdwy1SDk7euiVBWk3ImXH9MXNjMcZNq2aQksNwrzk2c+7lj/9blcrwaXfuIzT3tLL8s+aSfGOH76fU9/Wi1dSDRo1IMAdjUyl3xJoWzZ6TkXjxmya8kQjA59oEJHCijWJZyESjRMaGrlpBZAkKYm2BKCItMTyzaCNM4KoEZCGIo1qFvhFG0ckzLZLyM6D86d9sjjtLb3c/197zuSf/bobufs7T12rwJm/+QjN6Ro6MStK1T+fVpmlVUKkB/jIwFlsrLVwWnEjeenzzfXnUK4feiB/p6/4yvZn4ycO09KjdHrj3DE0l1rsMFzOMqdtiFObN2MJxT8U72M4SXPLyNmsHW4F4E1n3UF/WOD36xYQjHuktjrUp1pMnzvKn8cXssydRik2uhc0mSTAK1uW0upW+O/B85CPOBz38d7JCtIE1r/7ffR8+QZ+/XIzRy275lLmXr8EyxfEaaPYqzyJaLQEaFujHEPzQ4nJWVHG5g6ttUDHElmX6IpFXIyJAR+XajWF7cbYlsK2EiypkEKTc0KU49OTGmaKM05GBvjKwRKaJqvK5rCVx8tTWTfWwtKLjq4v9N6YQACzPn/jU6r4q/rn86WxaTxn9nQkepLGN2EP+ETV88OBO33FmDKslg6rjBSaFUEn3c4ovs7SbY0T6Zi+pM43R8/m9U33IIXmpxtOoLQtj9vic9XJP+PCdExFbSe3E727onxSwsaTMYNBjlhJbKk48ecfp1KegipGzO5dsos42GPXm89m9n/cyPq3mcrS6ssvZe51vQiF6R0VjZYWDXZFoixMRTX3BG6fFob2b9EIXjVeMaApW2esmjbuAHbC8TM2I4VmyDfXYVp2fDJhkbYiCraPhcZXDjXlsEYnnLxTYuRo9KLujJPe08vD//H0q6hOjNcvTVO8Ys0L+Pjinx0xKmp/UuG2+nRek9t7qKNQ/NWHmnYJdStrI5hhj7I5mslav4OFLX8lJRS/rk1lYG0rzzvrEV7aej8/Gj6dvqCZP9vd9DhD+DpFpz0OwDdn3M73K0UuvuNdaKuHOLM7n3T5Zy9lwad62Xn9mBQTtGNhV0QjTjGCpRMxhXYhtBo6AJFhbU3qWTRo1FbQECNuMAJUoy1ANca3SMx4F7Y29phSg20SA0Iq3I4IpQS1imsWXK6ip2OEvHNgAo2HC3NuWEKSV2x429NPXPjKxy6mkqTIOp2cWtjE7GnbjsgYnmAQ3l+dxWOlLh7Z0E2u4HPn6d8kIOF/SsexrNLNecXVvKT1IR6szeSR0S4WN/UTKpsf33saYroPZYeXFB7ieCdD5pyAFrtKTblcvekitkWStnlVXjX1fqbY4wzGBQDaUlVG6xl0OiHOxpz0b727iYxueMf76fnWtZMMuvu/atiCMhbEaahNNYkobxhkIqhNETscKQSmcNZI5srA/I4bZAqRgEo3nosESk+0t2gTlyDAl+h8jIoby564sfAXRk9CKBB1C+Uo8k7Auxb+8bB/RvvCrC/ciBaw4V93jxdO+dfep7RdS/XP5/4wZFPl5UyzvD2O30BHe7RX/ZuEFia23eNzR/dQAIQQ5wEPaa2rQojXY8x/P6e13m9f1oEwAaYAS4UQDwDfAH6rj6Sa4EFACJjeOoqfOKwoTUFpwZaBZvSQh3AAV6OSRvXbU+hYTvawydDQlLUFIhSQSbBH7IbKOZP9b0I1fiIBuYTzp67FExH3lGdTilOT2yjb2PxdcNF13PbrD+5ynE9c5EZ5cOqG8mSFRh9Aho7pgUpLElcilMaqm6DRCky136qaNKgMBUgBaGSsULaZyGSsG9dFIxotAbYPMjLv49QEUU5MighaFUksPTZmm8nYh94T/GSQ7GPNrJynpsdvwVW9rLziUlJOxGg9A2VnV8FF4AQ3jV+8n59xCkvHZhFriSU1Tdn6Ie3zN3WX7w2exZCfZaiWZe1oq1HCr6fIpEJa81WmZ0dZnN7CS7JDeCLLp8cXsrrUjm0pihmf+8dmsK1SIOrP4FYkamEVT2qixGJbrcAUt8T7O/6wSxVttlOmP7WVjqljhA+071Ip2hlPtHmKswqRWGhXQzYmdiUikqYq6irSuYAwcEh8CwLLTIwKhBKT2hfaMWKCYtxGZU3qPkGgYoHyEkJstsUWaS8iSizCxELm1aSrhyU0iRZYKDIyINaSnBcc0vU/UnBKR1t2ZXe8s2kLl9anoPaQoz4cCYCSEnxw+yls8wv0pIdZU+1gfm47j4x3c2Kxj0DZkxoOI0mOqvJYFUFBpijaNVZEHawOplCru2Q6qvzD3AeZ525nIInpsHZlK+Rkii6rzMn5TdyjZjMSZBj2M1QqZiKR445RSd8D1r1n1+BKuSaxmuQUpBOSqjVJhaYlxHYTkliiIssEkHZjvAZyMtmFpQkrLkOBxbQpowxXsvihw7ZanrwbIIWmEnr0A1Jo6pGDZ8ec1NRHOUlRbkyAeavOyW75SX8Wh4q9VTWeLvj6eDcrBjr2+Nz5j72UhU0DfGXaHUgkt9YPjuBY1vCpoeMYjTJ0euMohpE7aYsMqyrfL89nntvPXyrHsz0o0OJWKdo1KnGK38Vp6srh3MIa7g+6yMqAHwycjiiGrC618ZnRF1INXaYXxthcb+ZfptzOHGeMZ+507yurFLZUDXFVwfGX97Ls6l3jht1o765C2ZrQkcaiEszvWBiSadqoootAYpeNnoWMzAJKToi86oZoa6O9UDkNtoAHqhHkCl+iYoEQDTKAFEg3YYKg4zgJ5EKE1BTSPvOLgyzOHt0WDaEbcdzTCKp/PrJzFVv8Zu7bPp1SKU1HyjAuPz20kGXlLh7a1kUh7eM5MWXfY3bzCP/WfSt/qhwHrD7gfQ0rm1sGzsZPHBSCoXqWVDakOVvjz34TY0mGvqCZrtQYPc4QVe1yZnYt/9Z6FyujHG+44410zBhFa0hPjei0NGvjCjPdIV6Y8bliYDHWujTJtIBTCpuZ7Q7gkPDCggkYNpRaSLSZG62qxAqM+9XDn3tCIuCfdy2SxRlwGn38SVqjihHgGhHL5gS72ScObKjZk20oAM64secVDc0KhGnX8ts0ViAayS6BcCDxNEiNDCQ6sNC2iVGw2LGQc5XRz/AtEFCLn4LFrDaCnnuCU3lqllwTYxiMzs9ru5fustDfEJeZYWcJdMTySDCWWHTbJe73p7Oi3sXBjOFjCo149mmELwMnCSFOAt4HfA24CXjW/l6437ul1vpjQogrgOdhevW/IIT4X+DrWuu1T+qwnyS0NoFVmFgEsc3WsSJq1EWnFW4xIKo7iHHbLDYq1uQEMmGXpyU4JYHQFloaz1ndENKTEaAbfXSyEfB5ivuGphNrSRDZDG5sIbPZorg+QESKqOgQNFuc+rZeZKJ3KPNL8yW+72umOrWziNjxl/ciI8H4LDnZ6zdxs+/572tBwpzpA/zh2Us471XGR9UdjxuiKWYxJBKFM+abyr8QSClBukYh1ZXIyIiqhFhoCZl+k4AImgXatqhUPTa5zfygfCJHO4/+0Ocv3WuW897/voyFV/ay4sqjlwFdcNWOasvmxzuRviA9Lnj8qkvp+XKCDCXFlYah4bdDnMKIixUjWtvLpOy9e03vCRujHAvvvISw5MEELc2X2K0+rhtTyPg0p2s8t30ljkhY6Pbzi1oHvx09gVXj7QyVs9S25SilFNvHO0yPZltCNCWip2WMU1q3MC+9fae+2V1ptD8oncDvBxcysLGFTN7ckE+4zPT71zsgziXYFatRPdKsfb8ZwxveaUbKzK9dT1t7mfFymkLO54ZF3+ckt0pr1xbefv8lfKn7nsl9zfrlm41ab82GhhDPREJgYmGFlaAji0gJhKWxLIUfOnRmzbUdj01l1VcOkbYZT9I8UO2h3y+wfqwFe2930SOIZddcysnv6uWhL+w+Tld99Ohn73v+63ped9Zf+cyJP+JNm89jyM/x82d+HoB/vvdNKC24/fF5uLmQC3rW8JHO31HWFt8dPZPtYYGDvXEPRnnu3D6Lbf3N3CnmIMYc7snNpr1zjDXDbQCcOGUrtZzHLG+AR2oz+O6K05jSXGJecZAv/eb5uCVB0qKo2ZpHO7qZ5o5wcsN/+ImYYefptMdocav8edkCZNkyFXqpUbkYq+Zw2lt6idMQNEP27CHCyCZRgpQb88DffxowtmMAs759NYtnbsVPbJ4/ZTnPzy3jeMc4TLzwL+/h5/N/A5jq/JzvfhbbjfHHUojQCE5RsVHYbIrasLwEy0nYsrUVYSkcLwYB28KiaRmQCmlplBYU3AA/trkrmYUtFRs7HufC7HJOcA+fReuBIsqb3vFHb9x9vC78ZC8rPnF0x/HFd7wLpQXL7n87Vt1Yj6686lLmf6YX5b6dOKuQoUQ1R5y3cA3zM9u5fmQ+lTjFikon8Ph+9zGBjdVWfrzhRDpyFR7TU1FaIoWiyxnjzvF53DcwnfFymmTcpWXaOLZUZJyQvBvw1u4/80h9Bl9/5Fzuzc3g4p5Huenec8hscNBTE4aLWbQWNGdrPLN1Dc/PPdb4fHfMwxviMkuW/yP1LXny6yS2D96Y4uzXL6HeItAXjpL1Qrata0Pkoske4p0XVD3fvM7cP2IJuZg1z/saEonsXMXr7nkLX53xO9LCQ3auYv6nG3ouvhH3042WAKdsfieeKR4IJczCzDGLKi1oWLiCiiWWY2Q9bSsh64UkWtCUrjM3M3BU9YUA1nzgMmb/+5K9Pr/4g708dt3RHcNzb3k7HYsuZ+jhk4yeSLPmW6/9Oie8r5eo8GxkCGGnYjCVRvgSGQoezBR5y7ZLSKdCdtIK2y8sFI8MTiWMbDw3Zmwox4xpQ5zSsoUfDZ9Gq1vjxcUH6bIrtEuLgoS18QivWfGP1CIXa2uK2iMpygsj7EzMuUvfz9xzN3Bq02beddvZyKrF+X/3GG+b8qfJNsiddcVnF4Z5aHs37ohlHEdccKqaU97ZCwLGFipEW4Ae9hCtAetea7Qvdo6Fe266xiSSFg9zascWvjrtrskF6M6VZ9m5ivk/vArft5HbPcMOSIwd64R+FgLcKoAgbJrQDNCQTrDdBGkpXDcmyUnCwMayFdJSqESS8iIWFAcO7UN/EphgXO4J937rMp750usn9cKOBj76yMsJ9Cnc0Git7EvK/EvBXP/rll9EX9DE3xWX0WP7JFrjotgctVJWKbIyYFO95agd61GHMvprTyPEWmsthLgY+ILW+usN7b394oBS5o037wf6gRhoBn4ghLhVa/3Bfb/6yCFWknE/zWBiUau7hGUPcuYLHtUdCCQ6ZTLj7qgkKmismsApmUnBLZnMd5TbqeKfNG52jd43GZiEQH2qhrrF+o0dRowvFqQGLFLDmCy6JRGxxqkYK0A0RM2GrpQaNerLJ7+r11DtbCaDrcQzrzcT2a7Z/gnF6glMKKBGedMCsKMvxcIKEkSUgBAIrU27QGKcCBJvojXAZP1luKMXVkSglaRUT/HnoflHPQkAsK8WOW8EFn20l7DAnvvMDjOC1sR8voCIxeSid/a/LwHPHKtX0kRpQ2HTlsnQ6tBirJShqVA7qP1VI5ecb5NprhHHFnFoIdKwoHOAUFnMzI3S5NRZnN5MtzVOVTus8qcSJDabNrVjDzqkaqAca5KRom2F5cX4sWHI1BMH9iKe9VB5OqsH2/G2W4ZS5zSspoQZJ95wo+peB+UJ5n/G2IpNtLcUOipYDYp/PXB429JLWP2qjwHwldNu3mVfQl2PnYqJYjl5fbU0N+9J3/VYICToWILWhIGN7SSMBWlSScQ2t0gl8YxKcZSlGntsrRUYrmWp+S5CPDUZ83jvAuHMvbYXt3R0RNhe/de3M2duhs+c+CPA9MpPYNFPrmRqsUg5SIGE46f2c1p+A0uDLh6qzuSP/fOpBgdv7lsLXPpXtZMalsaqqS3G8mJGxnNoDV4qos2tMhpn6A/n8sDgdBwnZnpujLu39CAjQVjU0BzieAn/1HkXf5ceBfbOUniw1sNft8/C3eoYkVTLaKfoXELUlFBvN37SYZOmSSpSaZ/to3n8msuin1xJoiQrG+0tTjqmHHrUIpc/DC7kr6Nz+OG5pufxl+f/xy77zWQCsl7IGFAfSSMSgeULRCJQsWOYXKkGc0BZBPWGwpUWILWpngrNJtFMNmU0EJQSeHbMX0fnMB5nOKF92UF/Bk8WibtDWfuJsCs7EoNHwwXjnN99mDgpsPSizzL7/iWTPfBg5t84q8DWJG6Cm4nI2z59QRMrSlMYqmUZHjo4vQCtoVb32Oi7aC1YlZ3Cwtw2bhtbwIMD0xhf32Ro8bmYN8+5k3a7xEPVmayrtXFnZT4/WnUSQkC5lOZnXz8fr820EJJLyLjG3cSVCa8vPjwpcLkzvlc6hVo5hRU2BPksGJ8liQrglIBEMlzKQjbGy0S84q53ItGsG2/h/os+A0Cm2dx37BZFaSSL3blm8v2/c9Z/7bpDaaqjyjaL+wkykGjEBpObxaBDE8soF7A0QhmhYZQwlV+pCIWNJTVBZFN3HLaFRYaio683Ythke4aMTNsW2rgoHGn0fPM6yEgjrLv2BtZ80ERWiz/YCzvpL4hYoCOzoJj4P44savrgGFrDUY54yFzzWmLeb1Z+hH6/SFd6jJc3LW0s3nd8LrdWF7Dlvm5kBF7ZtIMIW5GUHZKpIZtGm3l85TTDfmoNuLb717sxswD+a3wqd66bjao4yIxJGhn7PkPnlwnoQkyxUKfmJES+bQpcgYWsy8lkrJOOiWoOI31Ffr+9gDz9vyf38cT2qEwqJLITqomAsoNQpnVFRmD5ZswmntG9MP8LI3KZCJLAIpESlUhcL8KyFbadYFuKEIhii75a00Fd/8MF7ew9fgmKFme8cQnKFnttoT2cuKrjscm/R1WN6d2mVfj9D7+atExRT1weqc+g034MF82YSrM+aMcRLTw4Pp1HtnQd8WN8SrG3j+qpCUHLDavBS4BnCiEkcEB0FrE/Zr8Q4r3APwFDGIrBT7TWUWMnq7XWc57UoT8JpOd26ZnXvR0hNH7NNXR/W6FDC92YhKyqhcokeP22UTKPzcSQuEz2/qPNzS9JN2K12PTKabHDy9wdMzoCTs2ImEyIlDh1jeUrrFAjQ4W2BH6rTZQWeCXzeJyWxCkI8wK/rdE60BxjFaJd1IBPeH/vAQVZZ/zLEtO7OmGboo1XqldSOKVoUrRSWxLlGqFALEHsmUVXlBUkKYHfbCpAYYfJ2ltlG3dMEOU1a9939Px2T3lnLw9+af/nfcL7e5nQczlSN/KZX78Oq2wjI6Nijwbtarwmn7DmIsZt8uvNIjZoNloRcU4hChHpbIBSkpWv+MQBe6MWF07Rr/3O89hWL9KTHcaRikQLzs6tpcWq0G2XsNCsiDp4sDaT27bPY3spT31bdnKBHuU02jEq5cJLsL0Yy1Ys7uznGc1rODezmjO83eeDu4OYS+5+E2ogRXazbCQ1GkkZuYMNM+EFbdUBYf6PU+bvNR88tM9h9i2fxXYTwrKLKJtcpHY1xGKyVQDVqDw1ICxD67Nche3GCIwStW0nCKEJAgfLUpzfs5av7RRAHA3M/2wvqz6y72tx1j8taYgoaqKM4L6vH5nv2OdW/B0b/DZ+v2kBlqUIQps4tnDdmNZclfF6ijCy6WkdoRSkEEKTdULqsUPeCfjVsz5/UN6+3ozpuuctl2FXMH30ExZleY3squE4JsASQlOru8TjHrJmoYoR0kvI5+v0NI3yj533cFFm+z4F8gId8ZWxeXx5+TMJB9OktlloG4K2BFIKO2vU+MOKi5VKsOwErQUpLyKXCnCshPZ0lcF6lmroMrdpmO+d85XJ95/59evY+KYDy2u/7M5/pRR6bHhgGu64IHEbiuqORnkKtKF2TwQFEwlDaDDLMhP+1QrpKGZPGWJhYYAXNT/IraUTuOGk7x3oR/CkcdwVJrn36JJ9j+Ez3riEersgykNU0HtUAj8c6PnmdWArdCixyrbRYZAaUYiMpkhgGc0RTyGHHdxSw440p1G2ZuO73n/AYzg1t1vPuObtSKlxnZiZTaNUIpeUHdORquDIhCCxmZoapxSn2O4XePi+OSS5GFmzyGyVFDYYjZ9ah2R8gYKmkIUz+pmbG+LSjj/uUcjwioHF/HjdidTG0shRMz+rXAKeqUQISzF/+nbCxMK1Ep7bvpKMDBiJc2wNiqwc7yBSFiOVDMtfeuXk+x5o/3DPl24AR2ONW6aFphE32BVA7rBgm6isarnDQUBbRhdD5RJ0w/1COIp8U51ipo4tFFOzJW45+6sH8hEcFvR88cY99lM/EfM/Y7RAgo4EbasD/r4fLGZ/bgkqk+A2+wTjnikuKAGJwArEpGtVktaNGE2jmmK8XIBWgtWv+vgBj2Fv1jQ99QP/hlACt6vKwo4B3jvtVi5I7R7f3zAyh6/89kLcMYHyjOWvSIxtb5zR2FUx2aYZdkRceOJyLmxaxqty47u8z0cGTuTuwR7Wb+jAGbGNWJ+rjHNEZBKjaMOUFG0BtpswvWWUzSPNBOMezrCNNyRMjO2yy/3z9DctOaD744W3XcpwLcvIYB5r2HyHEk9jV+VuxSWhISwqk8yKzGDX+bhBaDDXycuFWFKhlMSveCyYuW2PjjNHCsaFav/f3XNffSMjC6WJ1d9/ZObg65ZfxDR3hBO8PrbGBR71p9MXNNPhltjst7CtXmSwnsWzYk5s3ko9cSjHKfoqRTZsbkfHkk1v+eBBxRLHAoQQr2956UtuLj77/D0+33d9L8HmLUeVJiCE6AT+EViqtb5dCDEDuEBrfdP+XnsgTIAW4OVPFBjQWishxIsO6YgPEzRGMR1AWppEabx0RGTv8AhVvkTWrMkFzURfHNoIiFqRsc/TdiMz20gIyMhk5Cf+dktG5d+p7fAqlQ2rvigrSTxDz5dR43EtSNxGRTnRyMh4nzqlhl1fVpKMu5OVVX+KZt0NB/Zl3lnB/dxX34iINIknqLcYur9oJAaAHZaCocKSRvBKJgIdNTKnMYhGZdauCdIDRiH7aML29V6V6XdGtl9T6xDEKfYoPHM4MH3mEFu2tZBERgTJzkQ052tYUtNfd9CWJmxYLYXNCm1r3LY6tp2QKHlAyqA7I2cFTE+NsjjbR1mlCJRDh1NiOMkxnOS4tzaHNbV2lg1PJYgtqjWPqOxiRZIoZz5n1RxhpRI8N6YpW+fkti10eiU6nBJ5WScvQ56YFPxupZnbxhait6dwx6VhhiQNHb+Gwn/Q1BDMaVTqZWDOO/EaCxphFKiFalSKgJVXHNhnMkEHBCPYJmJBklKIBq0bo4WJiEybgAhNkKoFJLYmcW1DfwVUSpDNBNiZgGo1xaB/9KtQItk/bfqem4xlqBHvFJz6jl4e+PLhH8OnpjZwx8g8pFRUqh5SalJeRDFTZ6yWplrz8Dyjd2FJRdH1Kbg+zfkanW5pV8naA8BEP3mUN/NrVFQkuQQ7E6MSSX10QrpcIEKzMFYZhVcIyKUDFrYM8NzmxxtB5r6FNZeMHM9fhuYSbk9jV+WkjZn2jOOEodxrvEKAbSlSbkRXrrTLe6SsiDmFIbq8cRIkb1z6RjaUW9g02MLGN330gM/7x+d9EYA5908kZSHImLleKGkWUNKct4xAxwLtNIQIG2KEAE4qRkhNrCSVxOWBes+keOvRwuNXXcpJ/9a73+2WfvMyFn+w1ywI0wk9/3nDERFj65kxwKaBFlQsUS0RbsYkd+JYEtcc7JKFDARRc0Jmm1m0hF0xIhNjb/l/7P13nGXHWeePv6vqpJs6Tp6RNNJIYwVHORK8Ji5pWViSYYleA0syINkGB2wMjtjSNKxJS1rSktYsaVnWBJsl2TjIUclKI2nydL7xhKr6/fHUObdHcXo0YrF/33q9pJ6+3X3vCXWqnufzfJ7PZ5virF7633udCXs6fV6wcB+XJsssRgPWbYf3bV7JPx07CBwgiS2bGy1aJxToGF1IbGBTAdf7l3v0zgmLs0O+cvfHuTo9wQ49XXtP2QGvPv5l3Lm2i5PH5lGToEMRCZAbz+W0soJ2UmKd4pLOOr1ogvOKkUuwKM4WAijs62xydHOBySjh0O+9BTuOUAPDfT93fkKkdUsXCIiprBRHyl54pv0UFFZhPdZWvtb997aIxCYzleQqLyP6k5TKGk5v/ss6OBz9/pdz8JffwdHvemzKdDEngA1aBA+frOHmC/AKWxnS2RzvFeVqJu2oHSdsESPOCzX70CQWZ/X5eI0/fEQen1kOLq5yRXf5YQDA34wNHxpfzi9/7HPJVqRVtQb2y14A9hH2qks9dqbiystPcSBbY+Jjjts+E6/4rysv5COr+7nnwV0wigSMz3zQ25LzqGatXN9CQ9uSphVlEXH/2QWqPJLXvaLqhvvhhW3pZivINUd/9fzWlL/6vOmadeimI5hCYecrKu3RteifF7ahGSnZM2Iv+i4e/MgIMyM4vHinsGjygQQ0d97/L2sz9KnX3sA1r1vi9jc+dlwwmQv7C3DZr72d+//TxQeynt++h8uiPi/51H+ksBGJqXj24jHauuC+wSKbeUYWlTx17iSXpqucLsU28tTGjMSNWwo4n3HD8+jCgNvOAp748N6fUkr9d+C5IS//wPkAAHB+mgA//hg/O//GuydpZEmJxpPGFdYpxpMEFxI4V2m0E8q7qiRI2+prTqDe1d7PgGx05fQ/NaLxLEXJf7r0xEOLzoV+b+MElwiVzwZBHV35Lb8fgIBKmu+qsJHioOo5ikVBJi+k/11Z+Rxl5RxsrFCRknYBB6oS8UBVOnTpsKnBpgpnFKYEP5YN3Ue+qfrqf9l2PqF4th//wSm6CmfkPsb9J2fz/tr9H+Uvk2u4/Y4D+AgWZkZ0kpwHl+fRazE6VxRzgthnsyKK084K8lI2wzjanv2PVp62Lliuetw52I3zmjvVbjaLjMRYzo47DPKUzc0WrjAwNJhKia9zSwTNsl5OOyvY3e0zl4zZl25wIFml9IY5M8KiuLUccVu+lwfLBUY25ffvuZ7hapv2KVGTtllog9E1swBc7Jq+J9vyIkBJCBB6Fcoq7AyQOpho2dgvZFhFNFDYtprS4erNuxRmgBnqpt3BJR5fKnziRK8jUSjl6WWS+FVOc9exfVx14MSFHc8FDJOH1p7HGelGMC3uPnkbxYPVIh8/tZd8IwPtSToFcWTJy4iNM12iTsVse8K4lORkIRvRiQrapqRtti+s6CPPZF+JMh41iOReFQq/GeFiL4Ghk99TToHx6F5BJyu4cm6F583ex9XpCR5vO/pwUfBPK1dwYmMWXYjVqwtsLhU5knZJGlc4r2gnBTPZhG5csDMb0NIlqakonWZoUxJd8Xm929kT9em7hLOLM/z13HW84N2v5v1f8tZtnf89r7iRa1+zRDSGsqNw6RYQq9ahscGqtQIVQZWCNg4dObrtnEg7unHBZtnijsFeAP7k3mfyVVtsHZ/s4c6nJIDYflY9J/tb/OQEeu+57k+56ux3AMKUiGPLZJxgVxOiviHZhHxBgvnB5RY6FeQG348pd2xvA4sjywsvv4end4+T6pLcxWS65H+tPZPTkxnuWtnBcLUNTjGeaJJVLZaoTkAv5T3jRUmqvIbICJtrueyxEnX5i9EMp6pZjk52cGw0zwfvvgxzJqG9oRpmVTHroV0x1x2RxhW9JCfRspfEShgjI5swCCXayhtWc+lB6s2M6aYFq4M2Zcdw+W+/ddve4596jSQfINaAteiVj2R/Nrlq5nQNDghTQOIPnzridkkcWRJjqayhLA3f9P7v/hdlA3A+SX23EqeDXOPTJ8+uT23EKKfoXDFksTNkXCacWs3wM5Wo0qPQ3RITO7K0JIkrvFfMpBMun1lhW4JbCqK5nMt3rXD1zGkuTVf524ni3mIXnxrvwaG5fWM3D6zPE93bkjg1WOpVbdluq64TdpLx6NiSJpZ2VFI6w+3jfbxv8xBn8x4ffeAA1TBCjwxmohoGgA8tT4A4/yQeMovSDucVJpJWAEaRrN2pp1ys6CyOiCNpndnT6XNsc/a8wJyHDpOLdkjuQWVOcjQFWI/SCpUoojEwVpQd0cPAeEgtOpL1zHuFwosLBh5fmsf8zCdjFLOPP4f7l0M5Y9GlJuk9OaLeL8zgqr99Gc4qWp2cz7v0bq5uneAvlp/G1TOnmY3GHJvMU3pDrCpWiw4nNmapKo3SIsT+GTuaVux/HUMp9Q3AO4C/RWb9O5VSr/Tev+vx/nZ7Mrr/yoZ3ipVjc7IROdVYkumJRk8UcUj4TQ7peuiDrzxVaxqAqyBMhgNVyIYXjQkVf4gHTuj/Ufh764lGsnG4VATTTOnl9TF4rRq10qKrKbpyXGVbqqVVC2zbo3dNsLnBAUm7xN3XYea+7Se2//iuV/A5X3cTNlUkfUfV1gGx9+Kp6jxq4NFOo0uL8dBaFkeBaGJwsSLd0EKlzGRD0AUcftMSyp9/ZfeJjA/8xo189jfc/Kg//+wX30w0cfQqT9UWtkPRUzz9hiU+vnRxj+/n//jL5OHeXzCzIH2Wx1fnqDZSmK2wlRIVfAf5KAYFk2HoRVcwKbfXy7detvj5TwqtSClPMY4FYcxDUu0DdVgHtLrlcNoTtUqSyBFHllYiQe/J/gynVY+jmwukpmJUJngPDkV/mOGcEqXdYUR22pBqaXepukFrousb73MUAjRkjnRu0vTMAVRWc82uM4yqmDuP7SZKLFVsREX9Asa9N9zIwV9+B60HIsb7LT52RN0SV2qh/nqFqmKioTBXTCG7u5kIS6DoRfRbKf0dOVm7YHXS5lUPfDXP2fxyXn3tduvaFzZue9MNPO3lj1xJ/ewX3wxeqML+gEEF7cjzAQ22O6Sa8rXojQgVeZJ9Q5LIMhilKO1RxmNzw0q/w84ZUaruxjljG/PgcI4PVZcAf7m9D3XSdoVV6FJRzQnNVtmwFhehMuQVem5Cp52zsztgIR2zK+2Tu5hbxgc5Wg6JVYULVhxnqx4TH/Op4R5Ojme47cQeqoEAFypxuAz0TEGUWuJI/pvJJqSmYiEds5gO2JX0uTRZYTEa0NNj9pgBV8edLQcvidT7800+f/Y2/vnMZRd03W97yw28+dZ/x2/80RdCqPShpxVTb6QSVVOrzUjjxwkOWOknqNixnHQxkSOOK1ppyWb5OfzxykvO0XV4MsdjtaIduklE11zq8QcqcArvBXy52OOK33kLbvBd4BTtPQMWuiOO3buT9HSE0ZJoV20J+s3pKABwRhLT2OOS7QFsLVMyqlL+4MHrqaxmY9jCWo07m2FGmvZJmAm0+HTdE48dZUvYPFUHvFJU7QCkRp6in7KaR/z28LlY+3xme2MG4xR7tIOZKNojiUtcDJOdIiq7a9cmWVwyn44bp55EWzSevckGlyVnOVHOc6xYoFSaSFmunjnNde3j3DK4jNOTGebSMWeGXVbWL4wJVcx6rn7eUe7854O4hIbm70M8o6yAWiKsLO0ANVigKlmnnVMY7ZnvjOiblI+e3M/n/c0r+NsvfGTBs4s9ep949DbY6161hG2Bno0laY08Zjnh0M1HLnr742W/+nauv/5+nFfszAZ87Ow++uOM1q4hk1FC2ssxxvFZ+4+yIxmwXrbQytMvM3rxhJV8m/fQQzWJuPvYLu4+tktYjImlKg1uPSHeMCL8qEAlAvS4xOM6FhVJ0h8ZJ8wbq3GDmFzFfGJwgAcW51AK1s92YWyINg1ZIc+hNxDlUHU13kj8oGIHRirrePBWUwxj4pZoWuhuTist6SQF8+mYL9hxB7cP9zKsUvZmG3z8wf0XdM0/9VqxHDS3xfQPV+KOEZhY3kEVG7zWRGNFPAhxet8ARoocqado2WkhN+QU1/zRT1AUEfe8+PxZYk9k1KyQRxpP+cklacfcXcJEY3sV+mibK99xhLtfeXHn8OG/+zZcpUjaJZ20YGxj/sfJZ3Oq3+OetUW6ac7edh+H4pNre1kbthmc7WCGBj9X/r8oiP/LjZAzPurP/uXHa4Hneu/PACildgJ/DXxmgwA4wEq10Iw1Xgtt2QQxPxVYANEkbGBObPOUFzGgxrYsWORoK8h+PPIkfR+q6QERtFLdV1XNsw9fjFSn6758myqqTDQD8jkadwCbhUW3bTGtiiS22NxgEictDYXiA79xYQntP77rFRz8rzex928VJpcqlND3fNOyIMcqwbXOLbpwomEQKaJxJIJEiaLoyfmYQpDiQzcdwaWeaKBpn4LZoxWt40Ownnd/5Ccu9M49bET5w5+oF371O1Ae4lLugylcYCtoTK5IHocz98L/cBN//0fnT1X9ir/7QeL+5VRtmFkcEhnH6RNzmM2IdFOAIPFR9rhU4WtFe1X3SPrHXMAfaRSloRwkgkjnGsrQR+wUqgpBd+zRWSWq4pVGG0HdizyiLCImeYxSHuckEDPGobQXezMbLM4GYn1jxqJCXFselr1A5QTpjWtVpN2iWb+TuKKX5exoDdnb2qDyBusVM9GEM3mPTjdntj3m5Mosrd6Fe0M//6n34K5T3PJPV+FjjS00RB7VkuqI1wjlehgqcGWwFvIiHuliTXm6RdVpcXJ/i43ZjNOjLveNvp25eNT08v7R5/wc175mid4xmTv//JsXb+N8pErqU964hLpGky2L4KLNIOnTiDBe+2NL3PamR3/ut+vffu8P38iVb1/CRx43U5EvtygK8Uf2pcYMDC51pPNiSWWdpj9JUcozzhOq4gKAHCXzFOfxsRIAoNLoXPo3bCYgLanDhKRRK0/lNctFB4vC4Im0xShP6TRaeVaLDqfGPU5uzlBZjS3M1EUi8hB7otTSSgt2dIZN1X9HMuDp7Qfp6Jy2ynlmusmirhP/ziOewgvSiD+zng986Vu2f/5hvHrxU3S/bsIv/9pXUMwabOrxdbU0DJNL8lqLZykLLpE2LR97rIYy9owSx1q3Q5qVPPPM6+imORujFsN7Z7n3h2/kGT+0hC5Fl+TJFpy88g/ehN0VoddjASQV4sjgFK5tueK/3Pww+8V6PP3PXo/6m/lttW7d+x9fw6GbZd9ppSWb40yA33lH536NKYVJgQoaDKF33SW+sQPbzhiUKR85vp9ilMDYCJOlVLRXZR+MxqLjYQo5dxeJ1a43Apz7aKo+7s30851TuFKzerYnxQkp/uKN/JcvePTOnE5nwiUz6yS6ohfltEyBVp5YWXYlmzwlO8F+s8H+aJ1nZA9wys5ytpphYDN6esJG2WKzSNmRDcmiig9+2YXN4XtecSO/f/dzef34cmkN2NJVUQMA0u4YhFzDecjabLA+ZWQS8klMnFZ0soIkrliftHjuX7yGTlLgUDx4agHfj4k2DNFINEQuVFvmfMfT/+z1VM+LsHf3AptBYUbyn/Li0X7fDzzyHH7uX7xmW9f08B++kftf+jq+9p++j5VJG+cVZ47Py/MexKrTWWkxzG3E2Mas5F0mNuL0sMeklD19WyOAi94r6EfyvIQ2uvZJLTpY2TRx95GsNyryKD11fHCVBqslrg7FtfVTMxJPWiVzoGayhv9sJnpEPnHoUFVPkoo4aPXUQP5se8zedp9BlZCZisV0yIFsjavTE5TeYPDsiDb5s/Sp3L5FK2s74yM/fwOXv/NmovUoAM/gE4mHCMUN5SSO8GZazVXrKhTwhGZfdWobZMVk0sV3LVf87lua60Q/Jl3VjeXmxdSoqi0Tt47Df/hGvFP4rAPK411ovXCGmXunujOPNmrb6/MdT/mfP0k5yFAKdvTWKSrDmXGPPa0+d96/B19qNlstdh8csJ5nnN7oUYxiYXjEDl/Pn8/Q0RSP//UMXQMAYayw1b7jMcbjCgP+ax7Z/kv8Zf/5xqbaX/c1Kyf2N8pKRRwvi5/NamomoGQDrwMx5YSqG488ZmxD9V9RzJggFhhobwpsEtDwVNDE8S4J6ItFC5kk+b3uhMtm14i0o7CGQSnKw6c3exRFhAu9zqwmmJG+aMr3L/ryt6OtiBHqwhNNLGZUYtsxw30pXkkPPt5v6fPzoQ1CxA1VPSfCF5doipmIsi3JWDLwJJsV8VoOGv7y/a+/KMf+b/79O3CRwkwcuvIkaxNcYih7Mbr0+EiqLwBoRZVp/vF/PHzjfvZ3L2FyT7ZmMbnjve/+0Yf9Tj2e8sYl8gVHNJKgpvOgIl+QjS0aKrKVoA8RXCRqlgc+iEqGw3GRBEcAn3r9jecvSrX/Er//hhvEqslsue51Fl5v7uH7WrfCa4RW2Pyun/YoDSNZpEoRIKoTfjygvQTOqYN2xYF9q+xuD/iKHR/nquQUe6IRO7UhVdE5frAgftnrznO0nOX+cgf/uHElB7J1NquMP/nEMzj6ba86n1N+zHHdjy5hSrCx0PVsIucbDSDdCO0A4R64KAB3pTzDycA3c8dFqmHweAVlWyw483m5hnFfwMHZe4vHnB8XcvxREBXN1oIPfQpVSzHaDWg5l6Qf7qnmEROkp924hIthvN+hx4+8Plz+zpu572UvbypccR+GlzqxQlI0rRQQKnilErAqtHroShST0V7EqkYCrt312vOfvwDpJZf4/a8Ixxco0niFbTtc20oAFuagSSu0FrqlUtLGNdOaECkRDoy0I7cR1mnGZYzziqI0KCVJVTsr6CQFh2aWiZVjLh5xKDvDV3bvekTl9ccbZ+yAXabL0arPe0ZX8p2H/37b7/HQ8cKvfgfjHYYqU8L+Ci1WppR77qJzE6w6mVJOrp/JAwW71rEJ648XJ8Sp3osKfu8JF83+7JrXL+EV5DscvmuhUpgN04CbPpYKcLoc6O+RHONWBX8QR5c4CEX6IDL60Xc+8hxun9Ckq3JN8jnIdzq89kQ7JmjtyTdTzMCgCkXvfkU09k3LWtFTlF0J2sUZRY7v3pe//LzncGvPJf7wN954jm6QfBUAXQfHIHFOEfpzrQtjUxpwn9hj2iVJIsClaxR65YutDN6DiQT4f9qekxzqnmVvss5XdW/l0kcQD3yscWs54u9HV/Enp57BtbOnuG1jz0UTMXvGDy6RL0LZCb3TgQlRu7jURRZpx/FTMLzetwIwrqxCFxIv1VbLtuNQnRLvFIwiog1DuiZWqxdjXP2GpamIbQvyBYdrOdkPR7qZs9FINZoOxQwPa8V89ncvMVmQfcfGAjg9Glvm0O+/mWoQE3VLrt13ikg7zo47zKdjrugu86HlSzm1MotdTaBrObj/LJ244Hh/dupslWvMQNM6La2aH/+Z81+H04MH/N43vEy+yQ2qVMQbwsIyBY3ItU2h6kn7jI4dUSysVq2liFCMYgEBRuacttmmtUmH2CGzqNiRtEr2zm7SiksSbXlK7zRtU3AoPU2mS3aZPlfEfXoqwuK5v9I8WC0wcTHrtk3pDVp59sdrPFgs8L6NQw93s7jAcfgtol1SO2/VrS26nIJXqgoJXcgBdCHnGk0g6QvDF8AZRdlW0zgwlvfThVyfeFPWjfMRuD6f8cwfWGoczHTlJWYHJvPiwGMTASfTDU/rTIWuPO/9y4fHMc//1iNUmUJbj00Ut/ziY7C9whzWY4NPHaSWaw6eZGXUoXIa6xT9zRbqpGxe3ghTVJXS1uRjySPIrDzbwAMv/dHPSGHAxa/4qt+ae+GLHvHnD77zCPmxB/9FeRBKqbcDzwB+N7z0YuDj3vvHDW4/rZkAysuDgJOASZcEFoAnChVxF8kErWLZvESFFaFXB1ZAPPIB8ZfKuUs0NlG4RETovFKglFDrnbxnlYlPfDnjYdeETifnWTtP045yDmTr9IxURS2K0kUY5ejbjLtauwAYVTHrkxYnh4u4i4jD/N///SNSQXfgY0WF2AmCCBvWCaGLVUiUpguiV6oRAopyj5l4srUSXTjaJyfBbtA0Foguu7j9Un/3p+f2gH3u1wqFUOwQnfSsR9PAykXwWf/xZt73O1Mg4LO+6WaiSJH0bTjHxz5GXUCyrinmHHQrok8luE3IVqTqEY19UEVWDXrs4mlQCNOWk9pmcltDSWXQh758mZfTCaFLJWyVOvAP81ZXYIemEUTzpRb7Ji10PF9qlA7985Fv+v3pVCTdgqt2neW62ZN83+I/bAk+NVsthB46FnWHRQ0HzIQ90X1cEq8wp8dsuoyP7b8wCt9DR42oP/NlS6KkHzyHlZOvST+IIRqaalzRlQBtuE+hgn2EycXNo7XsiMaebKUIFFxF2TFULQlMq5bmCz//rfzNe7fXQ/t4xw+ykYMc99YgueqEdaqSY7z2tUtNNff6710iGnvaFooZhV0T14ZHGp0HA7OnkOqBN0j13akGUHJNHz5iHTnSeAt6YnCJWKaKVaP8nrvQR7qeo/U8jWTemawSy0dHA2wpJQCAdwrrNEUVYYP3ug5OBUDzfaQc7ahkMZX2hZ3JgGe1j7I/Wt/ienFhFOhHsrx6ouPv//iVPO87jhCNxZJK2antZjSWoFxXhF5amR82Da04kW+82FWp0RNNsqaIB6ECa6eaLTXAFVUCPl2MatTtP3nuexy66YjYl3mpjHnNlElUL8UPmTNPv2EJ2vJ6GVqN6haYhw5hmHnKrmK8S7RHdCHK4lVXWpeisSbuK9I1aJ92gZElz340EVFcMwZayJx6BEX0xxraisaM16oBF4GmbbBh0oU2BElmw3paL8xWdHVMaNGKI0srLtHKY5QwtxyqadNKTMW/3/kRvrm3Go5i+yJ618Vtep07yPaWjFzCA6OFbb/Ho42P/ZcbuO7VS7hYBctk3zAavfFU3QDsZUEArt6zFM2/fanxVuPGWnzcq6m+iysSCA4wLpMWjsdjRZ3veGgyf+UfvIkstowHKW7G40dyg0sjx3UOUB7GC77lCDqG3oO+YXgWM4/xoV7Rmp/QzgruXV0kjiy7u30SYzkxnmNSBWGprsUkln6R0i9ScW4pDdHZWJK6VVkj6pjtvIcJNHyP6B0Ey0GohXxF+d9HiItKYBbW67UxDlc/yMZB18s9B+oH3SuPSSyLMyNhHACL7SFfvvtWrkjPsC9a56mxeljxYOvcnk/gmUlto7zRvF76ij/YioxehPGp19zAlW8XQEhbsIpGO0tVSLtWKKhULRrbxnqYiWoEvevCoq44B9ysMgKofgGx32OMj/7suXP4aS9fapYaF4X2zV5oiSodynqe/21HzmE2PuelR4icrGvWKHT52HPKlaKT4VpWgACrOL4xS3+zhbchgBkbaMmJKjvVbHJJKI23HEo7TOy2IIKfeWNqz/7IP/t/MDzwX4HPDd//EvCC8/nDT28QwNYLpiQHpvAkGzYkY1INdPE0UlFumuiC0Mx1QAnxnmJGeuPrCj8KnJaHLd/h8KkjmsvZMTvk6QunONw5TU9P6JkJGodRnr7NWLUdRi7hxGSOjbLFepGRmYp2VDATj6mcYV+2wbgd85wdDzIXj4DzU/Q9n/H3fzxNpj/n627CJVJJ15XHGTk/b8TSyqstG2BY1FwMo0zhlcIUqVghDoM7wtgTjaSNQJdPjvDH9d8rSsUsmCCmCLpniMYOU/oQAKop0yOMz/2amzAK4qGj7GjyWRGT+6xvuhld8TDWwHNeeoS0LZWkYt7jQ79j0gdTCOBTpfJaNPECBjFN/mtad03xtNu3WJc5HPZEFyMtLgFkkMrFdDP3JgRhsVC9W70JrbREKY9RvvF418GKzTvF3p3rXNJd5z/t/vuH0KLrsf3gM1Ux18Ux18WVHCyWL77IPZ9bq4aXv/Nm4k0ttp1aEU0EHW8tB42CTCwv81kJeMoZz2SnzIuNp0hya0aJAAMDwt/XQEJE2b344j8Hf+On8Ncrod/HHlUp4r6e0mkrGjXu+v5DADo2PSgJvtNVSP0jtwV88u038IJvvpmFNYvNNIP9hrtfeSNXv2GJyW4nlRuzBVTygS0VwCrdVw1LSnmFKiWg2e4Q7RSpDNuWazQsaFlM7NDGkQ9lbmadAq0d850x3SSnHZU8Y/YYs2bMQjRgZ7TJnB5h8DwlrmipmFg92jZ1AQf7KONg1LsoLIB6fODXz20zufa1SyKo154CVGYigICyYMZCMXdZaBlLLO229A0bLUlkXkYM11owjMTRw8p8VnX1+iKPg79wE37eoTSYVoWfGHylcV3HZE7BKDw3W8TYrn3tEr4L+TVjFucHTG7ZSbIuQfYzX7b0MDbAXa++gaf+yBLFTADFVhS3vfkGrnrrEuZsQnZGdECicbDErTwOhdKgCx9YElPGi7Czthd8eg1lT54FmwpwIVaXATQPTBld1QG4opqxqG5Jd2ZCKyk5NLdMoi2Xt5d5eusBFs2QFdth3Xa4JF7h0miDq+KLDzhdGvX4jpkz5L7kadmxi/ret751eq8O/tbbYBiJLs0WZwusgNTe6mkbRuQa/RGMRaVVULyXa6z6Ih6KCvPWCUj2ZATP1/zRTzDbK1hd6WJiR7udMyATN6lMo4xjUmXnfPZnf8PNlHOafBaKWYkX26ehc+KRLdyu+h9vwlWGyUqHSdRG54pbf/DlHPzNt+ErjckqXB5BpaDQOB+xfiJD5yJUlwXR6prVV7XY9hzGKtxYgAalBPyt3YswHhKHCm2CszNjjBbWVWwsRjt6cY4OFyHSjpl4Qhw0KbRyzMVjPr93G9cma+w3jxYzXEAAFEasIr65t8o39/7vBb/HI42tbSZXv0FAeRdBuhnigHIKzNtU1mcXCyhr2wj1PtyKeEOLJtFEgHddCUvEFFO2wMUeV/z0EdkfFiTerQHIZE1i9bIL/QMJUe7Pybm/6N+8GXOwhYtkX9YWvFXiJmY9//iuc9tkD79lCZ2mxJuKaGQwBWwcdgzunSNblrWvmAnJvqdh9kkrtUJPgh6LV3gMVST7xmfseAwQ4P/R+OJQ9f+f9QtKqZ8APsOZABVkK8GapPCYUujAQEgSPbr+d12l2jIxpVJMqMYK1a9eCIpZj2156FWYxDI/M6KdFOxuD0h0RcuUlC5iRErpI0Yu4Xg+F/rzMkZVTOkMGs+oTKSiZUShWym4av4sGs+BbI0DyeojnN3FGf/4rlfwOV9/swRHW1o/6so/qqZDBUCkUg2q6eJQFYnlmqCllBlvarSFZNMQDy/+zi2ULd8cW52oSGIkFC0HQk2LFC/4liO8/7dvxExcQOikHaJOznXpiQcPVwE2JbhQjU2XDaYwFMEeqVZ/rmlY8sD7MF+EFSJ9otPraVN1YQtDmJcml/loJqqxptSlLPrFTFDvnS9I2iXznTGz2Zh2JNWm+WTE3Rs7cChibdmxc8SLFu7kq7t3bqFJP3I/9MUY9x7byxUHTj4p733fy17OoZuOYDNJlkDEAU0BeJm3vvCNgrU3IvzjtQACXkvPosugmKOpNHrtiftbOawXb5iswuayvCZrptnAlRV2gymm3+stU1NYOYpo4oMAojCVqkcREdQV57aOMKXuokCPQrBdyrNd/74LVEZlEcZIjAjtXYhYdqBT6kLW1IYWODCUYyO04MShI8tMe0IvnXDVzNnGxvLLO3cAbGGk1NvSxUvyz2ecOL6PffufHEcJm8maMtnhpfVI1+Cz7GPGCitAeQUqwumIfhLL7yUOk1hMZGnPjVHzMJpLcRPRSKirrBd9hGq/7hvcwOA7FjPSuAwIvcFeybZyxe++hXu/6TWigaNAGc+oSHCxJDW65GHV1q3XxkeAnf5O1XOYofT/64LwPIT5ZZAP3ULdV9UWIGSbl6JmctUMANvyof0isGgCtdWlHtu1+MSyuDhgV2fA5d0Vuibnc3p3MadHPDUZMfKWTGkWNUDd4HthAEDuSz6UG0oMQyeLwKIZYPC0dclO7Sjx9J3maLmXRyaoPvFx9FtfxaHffzPeKbRxQWtGw0S0IbZSx0Ou37zmatCgDhV8WGcCe0gX8rVqX/xYoshjab+cRDDW9Gc1DCNsWB9d5ogCg+6Zf/46PvoVb2wYoMV8WNdyWbPTDSkuPHTYUuP7MWYsxQkdPOjJRUTPRxHxWIX2L9+sw7qUqrIuZI13RjWU9Yeya85nqCBarHPVtHC4sBR7q9CJJ4otaWTZ292kHRXsyTYxyrM/WSNWFW1d0NE5saro6JxnJOsPYUs9cdvH3Jfha8WMfhSa25Mw7njDDVz72qWGGaG2FKt1EcKwcP2VlTjYayD87iOCVIrGJcQ9Gaeipm0Hsv6BL0WMsWaF1W1mXk81hlxqsLGAWHiggmTg0MFO/GHD1cwHOf+qJQxZb0K8EthcPhI71rI7FQZVW69BpUTLyalHF877DBiPxQQ4H2FApdSXAj+D8NJ/xXv/tof8/HuA70ec7AfAd3vvb3uE9/le4PuAK5RSH9/yox7wj49/JJ/mIIC2nmylCg+KQlWC7oL0sVeZ9PHYNCT3HQK1WwIP23Lhb4WCKQi3Rwe/6SS2ZInY3nSSAo3nxEBEqgprKCuD94oq9Po5q/FWia1IqaDU08niVLMRutSxPhQ12A+pS9g3t8GvHn0V7/u3b3vM873QUVeodSktDjapqU++6YcypUcXnlip0G8kwVa9MRVdcDVSWtNXd+ewduHo7yONz/n6m+kU4shQdnTo5w50NCP/01aqvxAq9hY+/9/+FP/3L3+UL/z8t5IvCPNh5miJjxT5rNgifu7X3kQ8sE0PeP+AYvY+FwCjEFwq6dF+3rcfCfRd32wY9aZR2+nVjJGk7wQhzt32QQA3pfd2V+SrjaXVJJ/12J0F7d6Ep+48y6XtVb5k7hPsNAMyVXFNnKG3oloHHukDHj34HPuc07Zg6A2rts2papYVK79fesPAZlivyXTJatVhGDLR1bLNUzqnOZCscjA5y1XxJgejHisnDrC47+JWo+phimAHl06Fc2wCeEWUyxwwRaAgdxSliL4T94XR4tLQ0zsTaNfaQcsRXzFh7fjFBUcOv2UJ18skifdSrdVlaAMoQuBnBURSXtgmAM99yRESHX42tPT6FVXHULY18Vh2luu/d4lbfmFa3ZgsaOKRMGSydc+1r5FKrJlozCTQpGEanIfWH5t5bCbBTjyctlJdSBjuDRQLrkngmh7B2ZL9e9bY0+nzWfP3cG12nBdlfVrqoYjGxfcTP2UHHLcJI5eQqbKpcnVUyW6jMKiHBaAXoilwvuPO1wV6deqovA4tGBJM1Ho20VDuTbImwI1LdCN6V7U9RceS7hlgjGPnYh+tPNcERtrHNx/x4b/gcejIEegEULhnpV+5H+GNR0+CBWQSWFoTjVPBV/v1N3D1TyzhT2cMswTVcuSLmtbp6Tr3tJcv8Ymbp3N4fHkJlaLMLFmn4Gl/+uNk+zWT410Gl0iC2ToVaLlW1e6hQkONg0igngKmZXebs9iDmXjsTP28ynqR77LoVsXuHZs8d+cDXNk+zbfM3MG8bj/Gm7WZ396nnzPuKgecsl0+OL6c4/k8x0bzYiMb5cTKEWnLFa2ztHVBpkp2RpvsiTbZY3K+uH2U/OQVpHvvfQJH8Ojjnhe/lst/+60StnrwlcQ32kobkhkHdl4AY5RjaiWog4hj0A+o2VGqkte9krX6Yo2r3roUWpKEYm5C60Z0Im1o3VLw0aGqp9jclPXg/b99I4duOtI4QkkLoKJc0aQbMrcOHTnCPTcK28etpYE2LntUtSfn8LveyNHveh2HbjpCsipz1+TSwlZbTrsosE68WCSrCpLBuW2b5z2cIj1rMLm8n4sRK+OWY3HfBru7fZ6/cJRD6ektLSjnM7a3Jj5Q9Vl1MafsDH3bYsV2GdiM5bKLQ3NyMsPExkRK1sFEV3zNzg9zMF5h1bZ5ftpn5tRh9J5Pbetzz3dEIwFja22hWpenXoujoXxvkzAvjWq0V2pg3Wbys2gQdFuotYsuLoj1tFcs0YpVo1fQAMalHKcONuB434AUZiRtiB/9q1fxzJctNYCSS2C4VzN3T4WvFNf/5yWqNo27lsTUsn7mO6BqeWzPcv93vpLrXrVE3cpWtyF4HTRhjBRZbHsLE6FSKCdaIP/fePhQShng54AvBo4BH1RK/elDkvzf8d7/Yvj9fw8cAb70Ed7ud4C/AN4KbBXl6nvvz+tB/7QGASAs4gRkRitssAeqWoqyo5gsBEGUzFPNVY2lkdrSD4XTUwEt5Rv1de8Uw1GKd4pV1xV1zlIqL5RKKiV10uelMqKQABymDy5MN0bxZDeUVbvpQbqnn9GeqaP1iz/qXkcbEoCatlSjzZGtkygpuyuniIcuWBsKmOKVwpbTTb25hovb9xV/tPF5X/pTUvtTAjzoUsRMTOEbHQKbKlxNj1dC6TZbEm+XaJLNChdpcYMIrR6mgH/4w1fwb/79OwBpEeim037d2jFClyKmYra0GcQjhzPT1pJoNP1AoeL65l767VLC6oogYiNZzogYk9uT05sd8/kH7uL5vXv5kvbxLcFnwnaodw7HA9WQoTccLRdYt22OlQtsVG2GVUrpNWObMKhSRlWMxjMsE0ZlQmENRWmwTjcFtiwtqZxhJetwrFjgaLLKC1r3UXrN4vbO/ryH0H5lF67ZO8oKI6NKp4rFuvSBxSGbd9US4MAmNNdaKL7yvklccd2zt+XI/Jjjmtct4WZCtaeUBMbVAmrQrBe1tkitU3Ddq5bIIkV72aJzsfp0iZJndQtZ4ZZfuKFpDXjGDy6Rjj1lS8Suit40oS97IWkqaRTUdUVTbTWFEjXz2GOzadXjgpgsxuPmSqKsQimI44qZVs5zdz7ANyz8M1cn4y1tKE+CLyISfG64iDO2y8TH3JlfjvOaWFlKbxoHgrbOsWgyVfIFnbs4FD15if/WcfUbljBeEmZdTddRbWUN0wQquxeBx5oBpaogepc5SB2jcYLWHtMdk0QVM9GEA/Eq337JRy/KcR46ckRAnFjAHB8j/SOpwxkPlewFKt0S8HrAwRU/c4R7f+hGqewWCoxuqqJbxRDTDc8zX7ZE/6Csc+35nNFGi507Njm8cJZTox4n1mfxMyV+KJ7i492SJKYbQEgca4aYD2yDWhiwmt0enaUWrcvng8bPvgm93pgv23c3u5I+X9b7OM9M6n7lxwIAtj8eqPrcX/W4ZXyQ1arD2aKL85rjo1mGZdKIZQ4CmzAxlrGNMcrTMTn703WyVsldxW6OFQvEynLD3ot6iM247FfegUoVtjTneIBvJVLpwAhqYh8NOjCNbMsHllAdfwjjQlkREfXxxUmiDr95SeotTqG8b7QbxAHJNwAc0Kjd198fftcb+dTXvQ6TK6pYRFRrgK5m7gBkZxTPfNkSo73g94j+kB9Hskd5Edg7+As3EVnTgM/RSIlgdS1WBw1rpRYCTTcETK0LH+c9tKec8ZQO3HxJ0i24dH6Dy3prfN2OD/LcdPmi6588UPXpe8Nt+V7uL3YA0A8P+dmiS+UNG0WLymvW84xJFZNXkdgpAxpPZBzvTa7hkmyVTw13c0vnNFemp/n6i3qk0+FNALv1lnlbr7Whqu3CPqgLGvFPmTsSg+hS4kY68nMXqeDycvGO85kvW0Jr+exzxAzrWGBL9V2X8n3VUmL3vCnvIZpDnnxeTlSXUGUCet3yX29oNIuufoOwI6JxAFVbwpyMNgzXvH4JF1rYalZCthr0UxCgqb6GyiOCgoE85bdp1fppNZ5YO8DzgLu99/cCKKV+D/gqoAEBvPebW36/w6PUZ7z3G4i4xjdd6MF8WrsDtPZe4ve98oagrhzEz4LdmWmXRIkVu7QtNiUeKMYxvtQwNgGNViEJDqhfNaVkbV34awovTFFukCBOBeGr+u/rIK9WJa3dCmq7wrIrgYuZyGvjXbLZfOrHbnjoaT6h8YwfXiIaygIlVJ8Q9AdxxJpybgrRVIiHIi4TDS3Ke1ysqdqG4W5DPgvlLI1Nno8Qn9LUct+3XLiw2ud+7U2YwpPPaLwWAKJe5OoWBhdrYXTEsuhWrToBR8SF4rDoTTzpuhU0PYgISgVUNXaBL/ryt+MSYQiUXQEX0g3HeFHTPutCkiRKrMWM3K9szZP0haGgnEeXHhcL6DTarRv14KoNd/3YNtwBrtzvX/gr34BWnrlkwot3/TPXp6e2rRS95kZ8rOiwYrvcl+9io2pxIp/lxGiWvIqahL6sDEY7ijLCGIe1mrI0YnuzloSqmAoUY3nvmiFRdeTZ0rsmmMiRJSXX7TzFxMY8deYEuYv4w9ufxT0XaO/zSOPQzUckaAsiUumqgG8qPKP1s1rbBoL8u66cT+YVRU/suLwBtW9MkkwbqMeDlC+99lbWig6//1m/eMHH+YwfXqLswmQxAGoTRbJBYwXoo6l4kJmc+1VXMNodWm6Q15M+oTIkQaxNVGMH97lfe5PoVWQCdI52SfLvDLSXpW9681JREXZpSDIDXboOIJqqRgrlQoVKLCa1xLHlzq/98W0p+l721J7/hT+7jC9tFRd8/R5vbLox91dwT7mDs9UMJ8s5rNeczmfoVymjKmFiIwZFKo4CVoAr76EoxW0AIDIW6zRZUnLF/CoHWusALBcdrmgv89Vzt/D7a8/npmf8/kU79mtet9QIsNbBVF0drYEXtYXSbnIBrWoGUtkNzjPaM7O3z/7ZDZ4z/wADm1I5wxWts/zQ/FGAC66gXfU2qRpVPSd2jzqA5HYKdvtUeorrCjBVoJp6hW+JWriJnbDi8oBsjINS+aammLdku0fc8TWv5xk/vCTVthjGe8SJ4OhLfoSDv3gTKMhOGCZ7LD72xKtRo8KtA5OmtSzVr3xOsXHY4edKFnf02dPp8xW7P8H3X/235z2Hu4f3+u/6gxdx855bLujanc94oOpzS76HU9Ucx/N5Ri7h3sEONouU8Za1GaQQYZ0mjizOKSqrxU6uFCRRKy8/C1lMOymYySbce3wnrjC058fc/h9+/KIe/8Ffegc+CgKA2sMoEkBTA1YRDXRozwo900H7RPng9BIJyGLbDj9b0urmaO0ZbmQwMfjIM7tzwMe/8icv+Bif8sYlsavb4rQTDWpmqAhOEoAAkITOayCuW0g96VxOt5WzeqYnNmeFJE3pipFzKqSodMeP33COAwbAcL/n7lfeyKHfewt2NaHzgGFwZUW2MEYr6ZfOhwmMItIzhmgAWajVVW35b7LDs/OpZ/ms3ffx08/6/fOew3uvm/cf/6v2I2j+PLHxQNXnY8VuTpWzHCsWGNiU1aLDxMYsT6aAmFaeymkmVcy4jBnnMc5qbBlsB2vqTv1VgY4cUSIWr920YLnfIV9uYWZK5maHfPjL3nxRz+Xwm5dI1ml0wGpxVpg6skBojTO17adUvl0sgOXM7IjKGqzVJHHFJI8pT7aJNzS27Zm7ZuUJHffTb1hq9uUqOP7o4DBUu3JAAPLzafxet8G6SNG/DGxHRIDNRNgPysnXbN2Rz+qGTfiUNy41a6uLIb+0gKGByNO7IyLfATbx09yohGyFRgurBkjKnthNzz1llZ2dAc+aP8bzOvfwtVd+9DPSHWDnv/2q31p4wSM3Xx395SPkJ4/9Z+C7t7z8S977Xwp//3XAl3rvvzN8/63A8733P/CQz/l+4Eak4vcF3vu7Lv7ZfJozAXzbsXDNMg5FUUZUVpNPYqnYO0WZR1Q1AFBpqeKXCjOWr7qcLgiNerEOCGBIQk0ur9V9r3XPFn6aHNl4GuzXFcYaINCV7JW1fWENKNTonlQ0Qz/txWXW89QfWSIZ0/SfmtwHS59QQa+L+D58H/6tSy8IuhGbtab/skQS7rYghXqiMYMIN7lwYbXnf9sRdKKaPiWT+ynNKVTjlfOY3BONah0HRTXR5wAyUjmTfifp23Oh79DDFgAAwLYEbEgGDlOqxl3g+d96BFMIylkDAPWQa+jDtZHXqkwxXtRsHnK4jiWdyem2t8eM2JX1efG+D1H4iBe07gkVp/MDAM7YAfdWGR+dXMZy2eOu4S5GNuHUsMekihiHfkhA1KkrLcrsGpxVIo5UhA061+jgAy0w7pY92yKJd+iNtXmEd5aJh1OjHuMyoR0V9KIJ+3eubev8H2/U1SGxtpSWjaavva6wB0Q2DpudzoXWIfdJNUGajz2LM0NaSckgl4p0VRluW9/Dcv/Cg6fnf9sRygOiHq0LqSzVQCAIoEQJemPaw1w/93UiKFZAAiLYjkd5HdD/oNFhIVuW90s2K5xR2DjCGUW6PrUmesG3HAFkw6/9oKOCpv/fR4HmWBfylGd2d5+9M5s8Z/4BdiWb/PA2z3+nKZ8UAOCUHXDKRtwyuYzT5SwTF7NSSlvK8qSDQzEuY4ZFgg0nNJyIIGYVgC1tHHYSCajVrsjzFKXAzyhuPbmH+9vzzLdGnFif5VPZTk4XMyw8klHzBY7rXrWE9lB1aexoAeIJTWuaNzRtWTBV83bhdRuS8vqeacRDfkc8IA5/9IlizIpr8wUXeJy1a44LLXFNrG4VVPLsO0/TH1v3gatKEQ0VLlisVrMVKnEkvUKS2UzjnSbPYlTkUB/twdfQBJRVaDnQK7JOHf2eV3DN65donQaXyAOUrYTkKwmAephqZUcxOAA7r1rhqvmzfMPOD/Lc9Ax7TJfv38a5X91ae9IAgE035oN5l3W3j4+PLuVs0WWjFNr5qIqZVDFlsN+qK6SVlRs9yWPK0qC1Z5wbEd9T4AtNwxtUnnErEStjp1ETzfjUxU0ED/78TRIpOimi4JQsqUE0sVb9hzA3QuV/q1aJD8Cjjz1Ju2TP7CbtqOQBNc94EuOdbs77QsbhNy01bhlmrKiFVWshs7rQo5z8XFTha5cL3VgdVv2I1YWY1qy4O01GCdr4prf6vm95Nc98mVRQpXgirZJew92vlPYATmS01pUIgK4b7IwmzyN8oTGbEWYSihPBbs5mMDxcsrhngyNX/xFf3JJg9Ke3cf77ozGLeucFX7+tY+xz7i4dZ2yXD4yezd2jnUxszHrRwnnFuArWrVVE5TRGOUoX7C+1lzbZECt4J5UxbxWqFjvUAOKkgYdJEeO9opxEYBV2I2Elv7hivVe+4wgaafPRIyR+MKHq72tQIMSbFkgVVg5TcoMItJFcopfltOKCPe0+x4eznHCKIpN4YuW+C28GesYPL6GrwEwNgtG1YKSvnymmBY86Dpq6Bkisk2yALTTFvGtEwKEGmvQ5NpeSF8hzM9npOPrt0ip78OdvQltonYHJojw78SAACWuusQctO2K9PNhh6ewf8LPX/Q4vSD+t08rzGo+nCRAS/l96Ip/hvf854OeUUv8R+DHg25/I+z3a+LS+W94qzp6dlaB6bDAjTbI5XexrtK/xVvbThLi5iX76760UIbEfCklpKV/rRNNrNbXVM8FqLA39XjWtVgfsQIdjiKFs0XiWNv7yoXocD+Trda9eOkeV94kMsaIS+x28VBOV88T9QMeqRcV8DXj4JvEDUKVD6dDfU3lMKcrsxaKDlsVpj+6WaKRScPS7X/loh/Koo6b8ewPx0GMKRzSyeKXQlWsU+ZW1oMQ2ykXhWJ0n6Vt06dC5RVmHyi2qqlB5hW+n4n6QRXz+l/xUowUwmdNk645/+MNzFVJbZ0u8UYx3RCR9R7qBCAo2VVNN1VYUHY1LIJ+FfNGjFnO0VxT9lNXh9pAcoxyFjzA4bs33se7WmNNjMmUxeCbeMPER667Fuu1w52Qva1WbT23u4uRghkkRMR6mQs8cRCEJnia+EnjR9G4xW4LzeKtE0CjQOlUcxPNSxG6o0GIbZxXRUEvlPSDOfiPCRYZCwX3LLVCwtrNFKy2Zy8Zc9ydv4NavesO258IjDa9BKekJBhp6Zm3zUwNpEMA42PIQh2ucg088vlfRTXOyqGIxG7E72+SK1jIL0YBbRxdmcXj9f17Cd0XoKV2lCURrJpEP/Z+6FAeTZOAwYwd120jddqIAragy3VjGCaAVKhIRTR/1e/7qVXzh570F0zLc8l/PXSuUE22PzilHtSHzoGYNuCgoT3thRnDJmLmZEZ+7516uap1mIRpi/4VtfW4tR/zT6BAnyznuGu5iYmNODGYYFTFGeyqrKStDmlSN5ZpSnlhbChsxqaTKPxonVIXBVaFhuR+jK1n4075U81wSEdciZK0IH8FKN2Ot1cGPIsa+zXs3OszOjHjGg6/jY//ujU/4/OrALRpBLYSmLFtaWpCeVAUuo2EMyN8GdlsEKtcwWzLTmjCTTIh1xe5ok/3xqvTR6nBjL2Bc9dYlAUYUmLGe2v89ZCroUkNJAxJI75uAxXFf9t10NQ4BayrzuB20IloW9NSC8ONLN/Ds75Jk6o4fv/Gcz+kekz137z9WJJuyJg/3pxRdTdGFyQ5Yf27BzPyIlx76EN8597EtFdB/mfaOh47jts+DVYtPTC7httE+xjahX6UMSmmxsk6zPpHk33tII1FlN9rRMxX9IsV7xXCS4KyAtcUogYnG5aIhoYzHRR5T6lC4UCE2iZlELVIVeplbjsvfeTPeeI5+3yse58gff+hc47wX8cpM9v6oW1DlET43kDrKyItdmJVe4Lr9Uax0fVgLPSSOq3ae5Yt23oFF8Vf+GlbjNnMtgTUu+9W3c/9Lf+QCDjLEMIU65/mSdhEfBIWFGRCNhfrcWg6gvg02amGNLLop5Uwqquod6Y1u7xySxJaDv/U2jr5TWm8/+fYbuO5VS9z6tnPX4O7RadLVO6pof7BFslHhDQz2i4vNZIe0CKinjTm4a4XXXv7nXJ+M/sWE8o5WfVZcyj+NruRkMcd9wx1slimbeYZSwjrJq4iyMg2LCg/OKZSCKNhgAjityItICg1OYa0WVxPj8Al470jTkqoyOKeIIocHIuOYTGJ8oSjGsQiduhCQ5por3750jrr/ExlV15GsycJatWiA9XoNVh5wqhHZqwtyqgbsnaJaS9gsDLsvPcWBzjrXdU+QmX20opJLrlgnUpYPnrmUK/7Lzdz7gxfg9hXyk7pFrE4ydSmxsQoxfJVNY/caSNalsAZN7mmfCfM5FX2vohvAppawcbZacUZD0aHYqjMEwnzpHbNUmaJ9BnThSTblfhczhnxO44win4PRAcd3vehv+ebZD2+bwfppOx4DBDiPCOo4cMmW7w+E1x5t/B7wC+d9bNscn9YggCoU2T3ytNa9sDU1pk7c3NYqS6je1w997d9dV+O2qmo3tmz1z4N6sby/h4c+hJVqaHA2tL1WQfDGptOqqi6ZisyZaZAoPc+y+Bx+yxLJGnzyHU9sAUzXZZMrAkKotgiINL7xECzDQgBphU5cx5O1fkA0Cf7soTcfBfF8TpaWDAcpXIBd4Od/yU8RpxrlJEiPgrODzQyq8lCCcg508KnONFWqqNo1C0CYCtp6dBmhS48ZV+gyRhcWnAOt0aMCPzftRXaxVPq3ji/4wrcR55Z8MWmqzSZ3mMJhY00xYySRioVeblNJzkyucMdaDVWQbV6GwkUcnewgdxHDMHEiZYmVw4blZGxjjg3n2Ji0WOu38R5sYXCFQQV2i7ZTYaamF7OY0hdFzEbhCiO31tTJp28EMWlNE1IfexF4qZRUUxKkR9h4dC7IPnraglOMY4pRTNE1KDXtrXyiQ4XzqjdGF0CA+hlqgk1db+TyugvgXN1Lp3OFGxpOb/ZIYstV88s8vXuMr+neyZ1llzvG+y7s+Ny5lXUznlZ3m3aiMGyiKHoa1Q4VPSWCnBDOyQfNi7AO1QwhHVbpWlDtC774bcTDEm/OnWwv+sp3QFdTdnVDxdWFJx45kk3IZ43oWig5tm47ZyadUHpD32WUpbicbHe480g+axHKjwZK9CeH+1kr2mwWGet5i0kVsb7RwdbriFeYtMI7hYkcs+0Jc9kYjfRFT2zUiP0p5XFOkWtPvikV08a2vFDNXInX5Dq7VOYVHtwwwramNo5+ZFg/neEyx5V/8Cbu/oYf2/b1OGfUIGvYL6KxzNmyJVVwkOdTkhYfxKhqwSd53pSVe6Yjh1aewkUsmCH749VQNbzwxOHqH19CB5EsU4Iv1RTI8rUOB818RYFrO7EcixzOKmzbYPumaanbOnSppJWgjHCJawL7Z33fEnHpMQ8hDj3t5Uu0A8hnM40bqQZE05XHtlWzZ1ZWs1Z2OFrFrKoBO8LzkKmLb/n50HG06nO0muEfBk9hpexwdLjIRp7RL1JGE3mGvFcNZR+gyg3KiEJ7ZQ2REaX2cWhVdF5hdLjHeSwMJ68aGrs1UEvveyXzXjlp29I+0PAzsNWUAn/wF27i6Pc+MSAgHigRmYs8tCxpp8Bo2asrF6q8scM7E47TY5v54hsGmdcegibTapj8z5o/xul2Tyxuq4R72tv3urz6DUvUt7wp7AQgSxdKiGIBUHOxp2rX4shybWuHo6ota2+t3yJaAAqdR4x8h3E4toM/fxNHv+8VXPtjS1SPkPPU634xS2MrWbsL6UpcbAS8VlTjiFObM7xr9bk82LuXb+0tb/v8z2eMfc4tecyD1SL/3L+COzZ3MyhS+pOUyuom0fdOnVOVF653KCqkTvbXSFp+fN2OkhVExmGdIo4EuFXKkyVV895GyxpeWU1eTdmJcWyF1WY1qu3RvYJqEuNLhcscV71VquN3vu4JggGdCrdpGt2VuoiHAh/yAFWBC9T42iWMmq0VGC+u0PTzjPW4Te5iDndO8/TucQ4kK9yX7+IT0b4LMht62suXhFhjwQxCC6GSAoYpJLn3RuGMFON8zU4O8Xwd35k8MCKDFhZeNXuOHQdx4sn0cxsHsC3j+u9dolvVPxdAz2thEbhYU3SlDdEbxEYRuHu0k0+0dnJpNOH/L0adY17Y+CBwlVLqciT5/0bgP279BaXUVVvo/18BPCmtAPBpDgIkA88lfzN62OtCi5EEseqakHyHO+brySwT2cWCrG1VzxZEmWkiHAKkaOJQlW/oNcpK37nQqD1VZgJzQIkTgZGFJBoL+mjbDjWUPtWapuZS6ePRlaLqOqKBptxTUFxy4TMM4PrvWcL1REgpW3eUHYXJRSCv7AQBxVCBiiYeIkEOTUujrJek33l07tC5xyRyPcUy0JN0CnbN9snLiH7R5uj3bx/5dIluhBxdohj1jGgCjGt0PlzPagtDQamGiuS1iKEpV1uqeWwag1LYeMrWcLEin1Uc/M23cfTbXoVykmxd+VNL3P2jsrmM9ia8/7dv5AXffDOj3eIqoa2makV8/Mi5G9BnfdPN5LOaMrhNdE6LXkCyUaIqx53buAbLgx5/8P7ngwtVioEsumLHEjYDM018dcjRDCGwcKFSGHrM6yq0rgQYE50HTzRx5LOGyVzciN001l1G+rnsYonJLHYzJtsxZjJIcKnFVxo9kuRegia5/rYlStpVR+P7Bh/BqDSksxN6nQmX/co7uP87t88OqcfBX7wJFWwpq3ZIDOqE28tz1ZxvreERFmddeQlcQgAqlUrDeDals9DnJXv/PlDYu9xflZyczDzGkTz6cLEwEKKJfC17NAFFDTLWLKP6vmjnm/Wn0BLU14yGRmsilWtca3nU7QXXf+8St/zVq/jCz38rgwMJz/6uJT78yzI/i67mfb/7cp793UuMF0PFu61wseaOHz93Dh9+yxKba20Gg4z7ju2UD59o6fPmz7d1DW4fLnLd+75ZAkkvmis4hdqMRKE7FpBJGQ+5QRUSfIv9kscMpcc8LiBWMi+99rhU/p65gtJp7l1eZN/cBv0yZZCndNOczXFGWRk6rZxJHpPN5BjjGPVTTGpxVkNSMdnI0OvRVKA1F2Ap7ot+QxluvzdgRhLs+VnN5f/9rdz3zReud5LvkEr47J36HOFFhcwHm4lora+p+Fqul4ocUbuk087ppgXdJKcdlVzbO8n+dI3vmn24HafDbReDlH2ukISl9sf2cQCLCwEEzFg1yZWovCtIIM4qlPJUpcEm0iNui3AEqQMt1G885BspamIod0hT60d+Xqqoxey5xzO43PGJm1/O029cYuMKQ7bcEhbMQ9bg5/2f13D9zge5NF3hV8++kI2yxcnhDKujduitf8N5X4NPrO3kiv/zUnoLI+LIkkYVqanY2RpKq6E1TKxQn9fGbcZ5TN5PIddi0VjJfK7VxZt1O9zvquNxrYAGKtBzOcOB9IaTWVQ/wscePVvgKk3aKbCFoT03ppMWrPXblJtps7Y5o1ClompLQpuuCDOgtezJ52Tfm+wUym52xnDta5e47c0XlkQdOnIEFTQRk1VDVWryUQRhX1CxQycWHXks0maGF0YA4ZS98WCENdjtTbiks8a/n/0IT4kcXS1v/tFiwp9uPovf/abtM2ijEQwuk/lGp0IZL60TVuEdqNjL2mZV0+eNkhYdnSuiGjxH7pkNlWIXe1zi8ZnQ1l0he2D9kN32pht4yhuXzqmswlRx/fL//lY2dxvyuZjiSzxHv+1V5xz3oZuPMLdzwKH5Ff7iH5/Fe1aezdssTHY7fLfiXLHvxx63j+b5wtu+UhJ4ZyitYVzEWKfIJ4nEnJMISoXpG6JRDczQFHXqpFhZyEJRo269qZPFWqOknLNUmUNnFWlSkpcRrVR+eTYtiIxlebNLOytYaI8YFkkD2s61x+xt9zk+nGFcxlRWs7nexluNyjw6snij2HfZMkUVsXLrjm3MhoePQ7//Zlq9islm3CSt8aae6vUoKLZi3zXzs+XwmUO1xIEsSiytrCCLSgprmI+GvHTmfmIlaVTeXuVdDzyL+162/Vg4HkI+Fz43mRYua80j2w1C11pAVfS0Hx9CvNfoIAUQMOiS1ZpEdYwYjeHZ373Eh3/pBmlDLIXRWLMK81m49W038JyXHmG8U5FsAijyOc1tbzl3HTn4m2/DpJb33no1f5ddxWvaOZXVdLOcTlIAN2/7Wnw6jCdiEei9r5RSPwC8Gwnlf817f6tS6ieBD3nv/xT4AaXUFyHcuzWepFYA+DQHAQDEHsNLVSz8W2lBrAB07vCxhrr/iy03MGyqteDf1geqEfozqhHc8FrUZlWg8Lpk+hnGw2Re7OtUIeJ7dV+uCkiabYc+yPZUYVRZ1SRiZih9wLUGwRMZuvSUHTUN3IwEbuIAUF+7AFRkquGw2FAlqzIfquHiFVq2lTgu9EBNNPl6yuzOsxSR4YPf8ZYLOsb/+2ev5IX/4SZs6H+tWmpqx+el999F0+PVVQhOrReKt1FUaX1fp+yF+j6XbXmPfA7yHZ7nX3WUn7nji/jwL/01z3npEVCqQfVXr1Fc9+ol4gWhY+sM8rYkx1e9dYm7Xj1d/N73u7LIP+OHl3Bh0S47mnhTbdeiGl2ICJZLpou1jaZCNfFgOjeVD7RiL9XMWm27thirKbwNqyQOyaWHdKUg3lAkm7G0NbTCtQu6FqL9EGN3gco1ZRFJkBpaA5RDqL8RqEoRT2gqGspLMGUK2LxKkyMHliw/seVF+jilBQWmQXVNkXYVqLraXrekh0qODar6jfJvAFaixLKn2+eSaJ1a6fu5acx/f/4vX9Ax1v3bVRDuqe2ffAzlrAsOAVMf7Xpen3NsjuAwUYOLdSuPnCNMg7GaZfQ3730113/PEmVH5uHHfvoGBvs0z/r+JYimge7ogIVHqK596jU3cOUfvAl3oo32YgkaXWArvLOa8WbWCK1GY3FGyJYl6Kgrt97IKdfe78J8UufQMhumhxWA1kdQVCnLwxgzNBwdxU0LS7+TiS2rQ0QuK0PcKphpTfAelIKyNOzoDTkxjoFIRO+sXPwy80SDwCryCpf65hjiTUVxPIPdT8z9RKqnDpsKQJLPB6GmAPIJYKSwqWvAIrRHxY44tiTG0k1yFtIRibbE2rJoBo/4WdGeu7d9fLe+9Qaufc0SZkxjJeU9AuLYmlotKulyQvLFW6kWeqvxwZ+coBEgDDyJpEsVoUwAgLoVndkx3/Phb+UXn/1bTdvDwV9+h4AGQ4NvOa78qSX0DknCNp7i8Zl9GLPoA18qe86PfOzrOZv3qJwmt0JJHg+250BhJtD7ZELZSSgMDJU8x/d3QytD4iCts0QFhSZal7kO01gBF6y76tgCeX2yqCi9Ceusp8oN9GNMrrBe2BLRuqYaZUQWyjSG1JMnCYcWV1jd6KJbFb4wktQqpDobeserSYKqlADiYU83OyZ4p3AbLfwTMOSoW8uUlz236iLJdqjy4xTeGawLYr6xQ4dqv6s0vjDNvI4SAVhapmROF8RbrEKviDxf2L31go7xk2+/gYO/cJPYPCvp3VZxias0JhZa+rjMmrhKBc2b2rbZpqHiGnqjdSWJbsNg8DqICXooZJ5vBbjLLlz+zpu572UvlzaMSK5LtrckX01wh4c8/5JjvOSDL+G/Pfe/Ncd9z8ulDWZ88nKuvv17qSaK1inF7J0am26PkVVVhuVBlyyWBHU0TqkKIzpY/QjlFCZsA9FINZpUDTBdsxhD8lnbI4pFcm0XTSMwZ3JD1dFUs4pxbGUtcKpx1nrR/gf4pN7Dgc4Ge7MN/viupxPHFu9hmCfMJhM6cUGsZY0bjlJc5bGjWIDo1NGJC85s9BqHkQsdtQCyxLsyd10s07gWhzRBb8i2XMMq9CH2dJMIlYhIZ1kZsTY0lo7OGwAAIFVxsy5td9zyizfw9BuDpZ+ashB0MbXDjnI11ZFRUzZDMhCL02gcRITjoCO0JdSv4w8XyX0sunD5z97MfT/7cmlpjODpNy7x8SM3EA9FoFB15PMmi3K9ylkvf/MDU5CjBrau/KklXOLpLwqSNB6krGfbZ/V82ozHAgHO58+9/9/A/37Ia6/f8u8fuvB33974tAYBXKSwbTkFGxJym2l5PQjN1QyAqqUalXjx/fRNxdARkuWQONXViUY7oFIkg/AZXjcU9FpF3oSe+2RQq8wquicsRU8TjVVDt4n7klDHfVG3r2ln8YAmIbcZqI0Lvy3XvmYJM4FqvzzAdiN4k489ZuJCtdygIx8+U8mGFwRCqg4h0FPEY0mkxcYMUBIwxX1NEXlee9n/CiIgSxd8vPFmRWIdVTvCmwgbK/L5aU9h0VONo0IykCDKG6HzyWsSPMcjB6HCWgv7TRblfIpLcrJuwWaZ8oGNy7nyD95EdKDD3T9yA1f89BEOv3mJ1tmpUGK6IQulGUsQ5GMRWSy74oP9vO84Ik4EbYWynmJGrqEuY6Lx9qioJoddH63QuUR34x0RVSZMklo9WxcSWLpIzkcXUnHW4XhVNQULar9XE9pSBEhRuDgjHnniQUXct1RdQ5VpRjsF9ACxcNJrMfGmoioyVOLRI026rKbV7KbSfi5bofaPrUWAuLXXBB3bHQd/86fQqzGuZzFDg1fCPqha4b+uQ80VFLlBjQ26VOhcBPK8CpX5nEb1VtT65fka9ROOd2a5ZIuV4xPxJK6DRlcDiKUAR8mGIl3W2IxGFV6XAQyshd8COq9LSYaFlQOq8lSxmlZolNDHi3mpKl72K+/ADAx71jy3/OLLueZ1S1z9E0vEiqZVxUfThBLgsl97O2YjIllX3PETN3D99yxx9y/+GIduPkLvPnmesjVhAG3/IiBV/8xJwth1mFbF5gGDXk2IN1XjXx2P5Hyjicds+tBeIzTcoifgVpXRVFXNEJJ1jfJagtD7MxRhjk8SylmY7HBMjMeEPuszqzN0u2NG45ReZ8Jyv4OJLQ4wIx3YQV4YAIuVUNtjcZG5cv8Zlkcd+h/eQTRUFGsXptZ68JffAYmjvW/McLkjIqMK0rUQ2IUWnarlAwikcLGTQNyJkO14M2M8SNlotTjb7jKTToi1ZT4aIq5A0/FE5rCLJeis/d7rfvOaxeI06LFq2Ei2NPixxmZGQELj8bELCYQRQHAUh0Q4FuBlrsRkFd2s4OR4ls/5qx8l2dyDi+Cu73olh44cEep2rEF7bETQI5FEuYgTnvI/f5JWWjLJY+74mtcHcPZ/cMVPH6FzxQZXLi7zgDWwTaHausrZWg5gdEfWttYZHejcGm8iUQxvTwFZnPyNcvJ82lZYl0NyVTMKdQHJmtByvVGoB7JmnkdDOVZvBHiKhsJc65zy2LTFPYtXwLxHReC6FaoKycxMRdIu6bZz1ozM7409MXo1FuG5B1si2ZBPQbjtjsvfeTN0ITswgDtmpq2UuZbKugazmGNzg9qI0buEiuY9RLFFZxXOiVYOVlGsZZwdJbxPX8517eN8QftuDkZycDO6xQsPXvgcjjYNtqMwqwL0VR1LOptTPdjBAmqxkEU6FZV+rMLlmlo0UOeKuGbhBVE2FCTrAuLaFGxqmlaZcsZx8OdvIjGGu14lBYLDb1kizTXRKDB81nuYCKpJxP2bIkD6rf/8nXz+/B38p8P/AAjb7ej33Ee8eoSq6+g/3ZIcS4j727wAVjG+fY6x9lS7Bfn3lUYVmnhDdBDSNdkTitnp+lP2xApaTwRAijdVM3+jSuIHU3qKTApAIPM57gtIossIO+jgO45yIyFd0YxjeHd+NQDH1+YoxxG+0uS1q0jq+JTbyZU7lrl6/jR/f/IQO2aHXDV3lo+f3cukiMkHKXd/+FKi4bQIsN1x+F1vFF0CbzDGsfvwMpGxrPQ7FMMe5ZywzGbnR2xutERANvKoDWGgZbtGVJWmOttCDww2dYySmPEgZbnT5arufriI7Ru1dWG6QaNpVvYkvogGU4cAQABXG1q4tDD+vJZ7JcxZ1Yhx1sBgzf4s5qDcWxC1Sg7+wk3Mtgwf+2mZw8/8gaVm3a9FK6u2D7mR5DeHbjqC3VFy9Dt+lIO/eBPRhqHal9O+M2U4q4m7BfZ0C1deZKXzf0XjiTAB/rWNT2sQAAX5bBRoLk4S8yD0opxYypnCN/Rv2wrJo5NKBoSgPGNaMQ/z1sVSZcSDisEWUi0t2/J7plTEg+Dt3lJNNa/uAbOx9P2aPFT4AuOgrtAmfUlWdDieWiDQpsIS0A/prTyfcfWPS2+cbYvCKMh550oWh7r1W0o9IoQzFQoL/aoFjbq5Lj3ObK0WE7QUPHQsi3rCExVisplQ7k3h+eCv3chzX3IEP5br5RKafiQIgX+uAiNAro+Lwj2uAkMjoL2N7ZaD6HRCeSbh9rNtSC1qEKFTscVKhxKcmVzuBwTxNKbVykbRewBPu3GJJFaBfSLXN+nL54rw2vYIuVur/FWmzqksu1AoUVYW7qolVi0uCurvoSKug9hZnWTWKKVNggp5JIGlM55iRhTlo9wFW8jQLxaure04ysB3rPvxvZG5UXvWJpvTexONPeVAiVBiBtkZDUrLdbuA+XDo998MNsbNlagAqLg4oNF1b6UJAU6oRrnEgxJ2g7KgVaigxxAPfABGJMhJT8WsTua4+ZLn8BM7L6zytHW4WDZiFdovPvJzN3Dw527G5mF+xh5dyX3VxbkgQA3a6HAPtlaplJ/O+7pVwIwBFKqK0CVMFoS9EgWWgCmmc6mmAuIUOEW0Gsm6UiHWVil87tfcRHqNsJcIbCR7Id6+VrQjaguxpFNgjKM7M2RZ98jjuofFk54xTT9sTTOvwc+qXc9pj9PglQSAAmbIOUVjYcq4VOZg2ZNqvvUZfjGnjhe9V5TDmJV+gg5VXN+1oI30+VYSJMWrEbbtpFXLeE5szLJ5tkMSgSohXd6+1snBX/8pKA3JfMGz9x7jn+1l6Ae62LDGk0mime+qZH1ai4L1kwiwKe2lghd6wgsP66VhlCY4FP0y4ztn76KlnkCJd8twMVRzFj2SIP2eG2/kip85ghkryp4LrBXZl2oABe3FMtDIvym3UOmgsW5Fgw/PrFKesys9Th+bR080yU6594fftETcgA7ymT726LEmHoQ2NCKKzYhqR44tDNf+8RvwZpZnvmwJdVCU9O/fmGd1uYfpbw8E8KlneEVFvjFNyHUhCXnNvNIFqAjUUJ712gnIxQKS2LCPKh/OWYdHL+j8eANFPN2TauE6M6BRmXeBiWFy6F+qyFaCQvhI1o98Psa2HMoqbCwV19o2EEAnFnTcCOQ5EwC38SOc9GOMZ/yv17FxcgZ6joOXnKUVl9zZ6WIKTe+oIp9T5DudAPIeKDRmoqhyQ9IpmW2PMdqz2m9T5hFEDmUk8cYqVjY7vHftalJVcrC3ur2De7QREhe8IjulyBcVZWrxmcOnYl2JR4RDxwJUqTCfdaEaTR9TTAsiNTUbaCye6zYPXQUwMfEcuukIZqJoLct72BT0MPiuR+CyhPVui2GeMOlGfCC6nP4dX8S+eA2yb+DqH1+i+7w1BsOUNK0YGUcx2mZo7ms2gwKX4CMBOU0uCaSuRJjWa8jnVQNi+dDnb7ui8VF1YnShSTZUU2UuQ3ta2Q1g1YDGotdMpIpeFdJ2W86FtXQ1k4p+xwpTyHj0ROMTh44t+UbGrZv7Ob5zls3NFlmrYLOT0d9soYwn7ebkQLqScCFmLS9496txrgNKM9MdMyniRtHfOs1p08NrTxz2BlcaTKtCG0c1lr7CyUpL2n0CGK+sanQQiknER9YOwO6Pbf/gHmW4WGLP8W7PvT98I9d/75LEB+WWpbWOxZnGiXXMp1sS50EAaoYSX4gQLlP2Rw7JHQleJ8QhDnnqKyX5j5T8btmVyr/tVkSdStby4N5hTURrdsK/+ZtXQnsHat0QnUoEvC801STGFErm4mfqCM/PZ8L4tAYBPJDParSFrPLYSE17zANi64JXvNDNQ+Jdi6eFh7vpwQnVTRU2de+DiIaa2nb4GHBQtKa9upMFSep9GYL90Ndb0x3r95eeS3lNOalWuprGjVS+cKrZiLYzrn3NElpJcGkzTzRUjUhZPi99rtFIYazD5L5hSgBMdtLYldV+4iYPlQzrwzVSaC/VZ1Mo7NjwYw9+Fd14wn/bc0G3j+e+5Ahqh6j9b61Alu1pL1Qt/qZLTzwOQnRaUaVMq7xNO4fCpaJaqitP3BegxiaSOJeFweup32/9917BeAcNJd/FktRHYwGN6oCgdSYcl/fYeAoW+ElghhhFuc24vKkqQaM1AaGSGyh4ZQdcyzXCXMapKXhFqE6FFoJakK7MZA6bQgJJXQlgQXBb8CHo9PXc9pCdUYz3aDl/5Yl2TLBOU53KqNphc6kk6TU5jYBd0hc2RG0hqSuZc9ttUP7Kv38Zxuyit6vP5maLqFdQHetgW55yoUKPDO3jGjCUmcW0SyofoyKPLZ3c20JJW8aWgFuYIgGgixW6MPzW+z+b915+FX/31D/GnTp8wZXUpsfcCSUPJKgsdlgRpfP1XiG6BjX13Ydr77ck+/Ua0TgLhNfrFpl4GK57JNc2n5N/m8m5GiZmIslxOS/XSN48buaGDhWH0S4TAFQPqcKZKWtpu8O1nIhNKk+aVCx2hsymE0ZFQpFalPaUk4hJ4lClJtow1F7HtUCqzQS881FQn6/kWfeRrKG25cl3eFzbogqNLjQucyQrhs5dmup4i+FllmTHmPEkoTU7QWvPZBKjtae0GleE9SGsLdEQ4oFmdJkj6kgrgV1UVCdnQ1V2e9fh0O+9BV/FXHH1SZ67+ADfsfBPfOOZlzLJhMVRzHuS9SDcWCqIfPNs1yKAvlQibGaDICYRbgyTtmY9brExzvjx9gt4Ue92vqItsMeFzuFDNx1BxQpSi7M0avLKioYNClGEh4ZW3sxX41EmREJWQWDk6FJNLXe9PA9+OcH7hHisGlZOMe9xscNMNK5SVF2LTzydHUOc00xWWuRZsPR1cr300RbEntu+7Ue5+g1LDbOuONFmNc4wE73tSoxSHjNbUNm0qQo3DJ26RYtpEA1MrTbDc9yIEo9pmHM2k9+r2qEQkflwHR2qXeEKQ5Fr4nVDsingap6FfTeH9essnfsM6ToNsCvXVhGdjClKjZvP8Zsxblb2abVnTFlp9OlUANwI3Davh/eK9s4hX3LwDnbEA/5u+UphWCUSvySbMNkFBNDPG0/VkXlQTiJog/OK2c6YSRI3avMuJBFVbvjoqf0UNuIL23/CHiOFhAudw9e8fgm6wvKxqee2t9zIle84IjTutqw9biJ9Wr4SDQd8uMeFanzUTc45Vp0N5Tes0yYkVl6Fe6uh7AmwGg1pbJ5rgen6OXGZoywiJsOEQT/j/tOLfHDuUj78ZW/mlX99E1XX0++3BFAB4laFjbeZYahpbGkKIFckG3I+tWB1MSNFLNuqz0G0R1TkaPdytPKU7VKq32Vb2l/D/inthx4fecoF+Ru8aC7EKzGt0yHu6GnMUJgHZgxVx1B1PLblReB3IyIPLYbRpmFzcw4XeUabCbdbEc586v6TZKbin++6vLkP2xlf+N4bGZcdOu2cdlISG0svyTnT7/Fle27j6TPH+PXBCwD47Evu43Nm7+Z328/lTL8ndH8kmfVxcFRC1mZdaAEyYlFfOb4+y1tXDvPd8x/Z4k5yYeOpP7KET6GYAdeZBv8+/E9tecETGJ+pPJOiP+YbEDLelLijZm3WTNFaKB04RxS9ZpwqD6WRuMK2HXpnzkw75+odZ+jGE4zyfGpjJ8fPzjNebnO8iIQ1Eea5KWSN9mMjcyXe5o37NBohFP+MGJ/eIEAkInfago2D4qgOG28r/NuopvpWJ/Q2KISayXSRrCupIA9YTc2p7UJsS15L1mn69l007Ser6Z51Mgqh9zM8z3XgY8bywOVz8nrdClB2JflM1qWquu36UzjHfFeFHktLhIqlel5vTmVXoZwmyj1+4ButgHRNFopiFnQd6ClhO0RjWVyyVSd9QV0tTIBKcdfaDr70ktu3fd+e/61HJAicFSZCbbHz3P90ZEqdtpKcaCvVZmF3EJ48CZal7aPWK4ga0MfXgE/YqOskKT4hn1+DMWUP7IzHpZ5434h2VvCifXdzSbbKK655Nzfd/iW84pp3A0KnjvsxxSx86rXCWIhGgQpvRTOingPbGcoF1fYFQ9lVjdigCHV5MF4W7sShx1qAnHwKXsh9lftXAzhbPWW9liR/sqiaTV0XEI1DG01QwRUqq5Nq7kyJH0ZUq5lU8CJPuWhRuUaXio1FRzTUxH1F0ofxToWNxc/bTORaDC633LUNVerr//ePsbNjeOezf5e78j18uH8ZZ8Y97igN5SgSfYDFnNGCot3NSYCyMqiuiGkRAa0Km0e4xGDGOtAa5ZyTvifd8CSbAlhUrYhjdhfvPHApL5t7YHs3DXjOdx6RHlxkbn3k52QOX/89S7TmFVV7Wo0UP/UpTdiEdcY2oFOoJALnuAKERNUFQOAcCloNcNTtCCHBty2xrYwODLn/a891Zzj4Gz9FupYw3uO594Ybedb3L9E+7UkGnlyDzRTJ5gVs3KF6r/CYxLKr16cbF5zoz1AUkSQGfUFltQ/zNnOUkaKqppoAdUuUSz0+cvhUUc0oqSgpmZc6drQzuYBGOzbX2xTaU/YkaNMTTXmyjd6ZMykMJrbsmu9TWMOOXcsU1nB8bQ5bGtSDGZWXimv7vojRfs3hy+/hA6PLcIeHDFeybSmrH/z1n8K0PP/ti36FP1t/FvcNd/CND7yUxc6Q4fUV3iMib65FdkYz8ynTtJ+Vs04UzFuOpJdTjGIYRYHNIXox9BM2rSLpFrz/7GV8ZHU/7rL38JXth4vjPt54yk9K5cf3AOU5+h0/es55aC3ijj60SqB90++rQPy/K42vN0krtOmaKVAz6gR8FoV5FdguPgr/aQ8aqjlBDOZ395lvjfjqfR9jo2rzwGSBp3WP8UNX/3VzbJf96tsxA1m77njDDTzjB5don677nA02g/Ge7SVQ3oPWnmj3iDKPxObMKfJCy/qRa8yoZvZNwYH6WUWFADg85wCEGMSmHtsKQibGQ2ZJegVpLMrpO2cGtKKS+84uMrEabxWuNDAyoD2TnWLxW4uAmZEIdekK8j0eu5nQ2jPEWo0Lyu5RYilmK2xX4daiRvz2fMbhd72R6/ausHTZ/+Rd/afz+0efzWCSonfmlDOG+Joxmytt4hWxdnOTDBOcYhwKN9GcPTtDb24sCVWliSKHAuK4wmhPfxIx6qd8JN/Ptxcv5lBvmZ/f/8/bumcAL/iWI5QtRXWF7PF3vn56nl5BtG5Amcay0CuawKoGdOr/qFs3LME2UH7PVcGNIqJJ7Ou4TzQ0hOnpDIz3BIHPtkW1KhYWB2g8T59f5ndfIIKHn/WXr+L0ykzjIJGsGGzisWPR3xmstDFZJcyF7QwvQKzthD3CCuhsJtImh5N9JwrxZzEn10INIrz2DEeRgJCRh1xjNJRdL1aySlg/7YUxvVbO3u4mExuxmWdUVjPZGdPf3ZY5G3mIPGXQjdDrETpXZKc18VAcq87OSytJ5yRsHgKdy7NV9BMoNZM9EZEWxsDocEF0ZntIrPOKKxdW+PyFO7hztJePrO7n1MYMs+0xx/M5/t3cR3nOs+4D4AOjQ40zUF5GFKdbwhLT0NDxEgFp1QQoFfHxBBfBsND8r/ZTec+Zw/zVNf9re/crjKfduCRrRyb3pNaeuu5VS5iWFApN7okmNO5IddxbgyMNUKVqYEpiOmnPPHeONMBArVMaKtrxMOj3RJKbeONxVjQQ/sdn/wI/e8cX8ANXvweA77vlW/g/d17L3sUN/uHFr+XKty+hc0W+ICKaaqKljfbTOrt8nOG2xGIPGZ9u4MCTdpuUUr8G/DvgjPf+qeG1NwDfBZwNv/aaIJCAUurVwEsR0P0HvffvfrzPkKQvfF4QMlEBKWtEuoJyeNmjQfdrBoALfeXxUF6T6rMnygEURTdU4AaBihsCblNIcmqTINoRaMq1NZgZIUl5oAhG4wAkpFtQYjM9Rl0Iklz2piq122ECPP3GJew85HsqVKkwob+rbjuoqYeSqGrYdJjS0z7jKLuaEbp5YOu+IzOeVtil+iuV1O4JTz6vqOYrRuOEfzp7OT/0kW/iZ571u+d1rM/79iOgYTKvyBc4164kUudUxqu2atgWytSJrjgF1G0eXk9Fa4Cm17oGZBp1fSv3oab0oQSksS1gvuCShTUSY3lO9z4ujYWiWAMAAPf/px8RtfpKTY81vK9N1NR7drt7dwTjHapxO6h7DnVBEI2sq/4iuJZuYU+aQJWuE8j6WShmhSJvJorcKHmvGtGvKxVqOmdr+rifLdGRY/eOTfL5iI1+Syqog4TaDpBSSl8ugfE+i87lwo/3eqqOYuaozJXGgvA8h3WKSDluGR/kXfc/i1Zc0opKOp0JeRJhKx0SEM94JAGUqzRKe3TkGvGfpJdj25pqOQv00CC26SVQE+cJSTTbewbcPtwLcw9sqwr12S++mfEVugEWmz49aBR4axaL9JIiYn3QWFc11LyKKX24nqt++gx4HaowybTSUyPs0VA1ga1XNO4QLnN86iEAAMDRb/9Rrv6JJZJNmcNVS0DUsj0VEprMb38LU5WIQJZ7HVp7cisTUSmpsirtqYXmdK4eJmQ5tX1UwUVB3Ft8EqjmYb7GrYq5zph2XLDYksT3RDqDdZrYWBJTcXx1Dq09O2YGFFUkQllVxGiScNppFttDLllYY33SYu1MKtVZrTFj0R54/7GDTIYJOpLAdztDp5Z2qyDGcnS4yPH+rFhnec1gkjAZJ8zMjMkPWMa9jOpUItTySCooru0btX1ABB3HkewXSZgQuaEgwc5oksTy56vP4EXZe5jRre1VUpW0F7nYox/qaTUyU+FCHe6Bp7EP05EjSkTkyzuNLYyIaIWqfy3eCUxFdsNn2pbMZR9NVdeVVZA4EmPZkY3467PXsJa3+IcvevvDDjudyynycyFyZSHZmLbApavbhNCdUNmV1ninxPVAe5JZi9aOjdUOvkganQ2jFNWMC7oJ9YkKwybJQ4uUV7iBsMnc0IiSf9dDbijjCKU8aVyh8WxMZJ1Nk4JOWtBLJ2jleXBtjlHaYtwRUUE9W1COI4r9EJ2NpfLdtcy2J8y3Rtx9eidJUpLnsVQyE7etatzT/+z1xLHma3Z9mF9ffx5/+sDT2N3t84Ld93NsPMegTNjVGjDYkfLROy4jXokwQTwy2VSyT4QEYzgXE+0bMdOdsL+3wdlRl7VhiziSPcZEDm0cu1oDnt49tr37FUYVWohMzsNFTZUk6Do/VxCaANI8VBgPHxiijgZgrW2j69YqqXQHt4ddOWm75PKFNR5cnWeymaJTS5SILslcZ8x1C6f4lef8+jmH9b5/+zY+969/hBNn5prjMIXCVkraKsYaC3i3TSqo8VObUw1oj5lo0awKMVZ9nnGIe2qRX7EiZSoqOVIk6/L9aC+4jjzQ482MIo9JgntGaipio3jWzuPcPzvPsfU5xsOEJKu4ZGGNcRVzujVDlRuq3ZpRqTD9iGT3mG4r5wXPO8rHVvZz/OgOqBRxp6TYSNmYtHhwbQ47ijDtChefPwjwrf/8nUyqHTxn7naWqx5n8h5Xz53hku46Hzu1j/c8eJjbNvbwxbvuINWlCHYC/TyTvKDloG+INzTFvIfYEc3mKAXVuIVPvBQdvCLaiFiZ7RDPW/5w2ONrO/1trcHXvWqJap6GhVt1p89qNAntnAOIh55kw6I8FD0jBU6jphpDWcBhWxJ36ULYQsrLXPB6C5ur3nMz0YJQE2nlSTaCJtG4zoMU8/ND9vc2ABoAAODnr/9trrrnTZzZEJGIqmtJ1gLDdl1YANWclXX9M3UE8ORRf/ZpNJ5MrObXgZ8FfvMhry9572/a+oJS6lrEK/E6YB/w10qpw977x14JwyKtCpqKdTSWJHG8oKeMAAWd42HRd4L0ejP9vk6CxD9WUcxOEf6qI7/XPiU2cNHYiSp9S+OVQgWVdumZkruvelINqemdybomWQv9rIkgftGQ4BQgfTg+0Hrjgbx2vjTUZ33/Ej4EVq0HI/J5Lw9hWxBZl5jGtmishU5Y9EzYHHxjC+NBEszQe1trG9QLjTOS3CV9y8LthvHZmMFzKo6dnudFu85flXqyKAh1MSslwWxl+rOiK9e7BmdqZ4WiJ/1F8ciTrkv/v9e66al20AArNpkCAcpCFET0fEJjtybCVzBzzLHS0lSFYV97E60833rV+x/12I9+z7QqWNuyPe0VIsRYKwrX9PDzHS6GzassqlfixxF6aGRRXpd7lmwQhAAVo72ywKfrwszQpQheig2go+xI8pSuSWKXL0h1XxcCDNnME41Uw4RwiUdfPiSKLG3jeMriWfa11lmMh9w53M09ZgdZVNLbI1RB5xWJsXz47kvxGzGqVAyvsOiJxs1UVHtLiuU2poD20fNfWg79/puZm3F82a5P8kt3fS67e312ZENOjXpiHVRqkl6BNg5bGkzkyNIS5xXtpODS2XUSXbFetCis4Z4Hd0kyPp66bRQzAtZEwXe384BmXMzy4ML89m4YMNqlKWYEJGsq+GFU7eDFO54CfTX7AiUJfd0mBFv6K6tQ+a/qezNtXSpmhU5ZJ0y17Z43Wii/mkbcs3UW7viJR69eb7UK/MRN8u8rfvpIqGJuQeC2MbSFbBl0kWBbMcfOZvjUkc7lZGlJVRhcr2LHrg1W1rrY1VQq2zqwcDb0tPIWQDAfSdUU7YnSiihyzHdHHOhukJmS58/ey7/r3s4t+R6M8g+rhn+0mHDL5DL2xWus2w49PeY9m9dydLhI5TSTKCY5MKTXmpDGFcfu2iUK62c6Yll4YEQ6e37OAAd/821SDY7hCy75FC/98LfzJZffwbNmH8ShaOuCvzJXs562aCUlpuUouiNOt3uUGynRmujaqIlGOYUbRvjUoVsVqlfgNhJU8Io3lYKB5vTmTk5mjuGhhN/pXcn3zB7f1j2re51rq6x6XPO6JWY3DOMXDWhnBWsnZ4hih4nkl6LI4oKnuLUarzw6tnjt8InC6ggqRbasiYbSFjTZVxGtRSSb0p/se4i3fK7xOrRAWMXqZpv1QYtiFD/MTq0eDwW3PvZfbuDaH1tq2FCz93qK7vaCT1UqWrdnoguTTPUa9l5xmsXWiEGvz3h/zJmNHvPdESv9Du5sC1KPnXdiFRicTCYTAQZc5qRFplTEG0bijdmCJKuwVpMlJYcXllkvMnpJzuftvYv7RwusFy0uaa9zfDTLbHvCs/YeJ9EVy5MupwY97Kxm5cSstLmVms4DmlPVAv17d1Fe4nj6s+5hZdzm+H37RST5PEGA7/zQdxBH+9nb3uSW4UF2xAO6ac7auM0xM8eh7jIzZsy+ZA2N5yt3fYzVqst7lw9zsj/D+oOztE6YoBwPyaZmnHdYjzuszvdozUxIIktexOIssZnhjeefxlewfKCz7fkLkM9J4NK73zfsKhC3FH8QfNcSrcVCc+4Jy7LW0mlYVhG4wLIqW0HfxQktSVuwgaVZzgirw+/KaXVyrtqxzM5swNjGrGQdJmfauJEhTx1Rp2JT+4cBAPXYCm7d+TpZgw/+4k3Qsqi+JjsWY/LtVb/FplKj945I04rhRosyNvh1Q+s0TV94XSHu3QcuEXtsm0G+4LEzFt0tiVsFKMiLiNg4OllBZTUbZ7vYwmCdpp2WFM4wl0w4OZ5hUKSkccW+fRtc3l3lFw+8D4AP5iUrrsNHRgfZHW/w7uWn8pFj+wH43x98JgCdew35Atg5jUocNoCNrQdixpdCfJ695S9+3/cwsRnfeOmH+Ke1K1metJlUMfs6iuvn7ufKzlk+ubmPuWTEyWKWrsk5nJ1k5FKifZaPrB3gRDJLtqfkzPF5zEjjvKLKw6Y0VwpI29LQj0Tr5/4OD5xu88fd63H+o3x9d+O879l4r1iHqlzEG/WW83RGdJBA9vyiFxONPdlKhSk1XuvgxBNi9URRVgrb8qKnFDlUbLGFQZ9J0RNN1bWYhQKlHdorotjSyURQyDrFxtke7btjEX20mlu+/E2Peux3ff2PNf+uW8guf+fNQUjbkyxH5xRHPtPGYwoDfpqNJw0E8N7/nVLq4Hn++lcBv+e9z4H7lFJ3A88D3vdYf3ROf23df5VMq8mqgDQXqzxbq047QEngHI2CIE8U+q4D5a6m7Yv12RQo0EF8TlmPnTXk84qiJ/Rb27XoVgUebOg/S0/HTbVPUaO+kmyXIeHFI/3Z0bRam2xy3mhSLQqSbABaaJc2Ebsr7wI1M/T/2ywk9lUAI3qqSVJANu8qCB7V1chzeuTCiIcCkw9PZPj9E8Y19/M8houmFWtd0KiSPuOHlrDdUKlW4AK6aaAR4/GRQpeaaCwKqKHAiNJKBBjVFDzI58QTOBqKkq30TQVxu0qUb6tM+uZsK+LYcJa5dPsytJNFaJ+S+5r0p8H1eQ+P0G7HEWamwLoU1xHOrClCn6L1lCGw1aEfPxp74oHFxZHoNZQCBohFoBL16Z7DGxFvqgL9tkhDb14uc8SVhqo0ZK2iOaRjk3kmNubQ3DITG+O8YmXSZpCnVFbTmZ0wMh7fj9G9ApcavFNkWYlLBMXuPXj+yaQtDG+7+n/yR2vPJosFRVmedBjkKb7QqEpLP6nzsqm1HEVl0MozzOWCd6KCyhkKbWjPTBihKFsaXURC4Q1Jdt2HngzAbsDRtYVt3rBptV+X0td8x4/fCATLyGi6dtSUsbrf1CVhHof4ruyJlWgjSBXEBWH6nGoL0SA4mlRCqbatwCoIrKayAyhRBP7Iz58/9bcZWlpOjOWC7ZgaT+OBouqBKjT2/g7FwYF8xEbEWqvN7h2bnJgsyLyMPaZTks+Yaa+u8WJ/pkAnFhM5nrn/OPta6xwdSlTUiXJGLuU9o0M8LTvGs5OHP3TPTDJumcCpco4PDQ4yH43YJYbHrBYdRlVMPpa5XU5Cu4lT0ClgmOKsFoGo8xmjCB87du1e56/ufwpxZMldxKlihj3JJgvRgHZU0g+e6INcKB0z3QnrVmMn0mYTDeUauNRjlcJpg06tVHSDNRkEUGmsUaXi+Nl53tc9tP0kSnuiIMC6tQLVPeYpZhV75uRarVezxElFlpbE2gYau2FUxKjEoxRsbm5BwkJyVXakLSjuQ9XVlIsVuoxIStmHlAPfq9BxEG3cSCg3U5TxHH3Jj2zrVJyR57GY9dhYbbuXrk6Qtoq/YcVvXePJTMVmnhFHlrVBm1ZaULSk6o2R1jiXOHAKF2mSdY1tge5IZmrnIUkr5rsj8ipiOElIjGW9yLjrwd0krZL97XWe0j3NpckKHZ1zd2s31mt2xxts2DbHozn2tjbRyvEBLmO9v4BrOYo5xcKHI8oOzN2hWb2mRemMFESGivPdmjeKFq24RCtPqivOFD32dzY4NepRWMNmmTEfDbksXmZGT1hxHRbMgPaunI+3L+Hv8kOMtQiptU9odB6YShoqGzOqFKYlOggUGqpgZziKuPO+vWxeNWZGtx7/QLeMsgfpilRK/+kPXg4IKK8Blzqo1NSOuRJ9n4b9N5Zp4gwQih42E30d1Yakr4gm4paSrismu6QfXhtPNys42FlhJppwMp/FBpFiFYQPbW649RvfsK1z0bnGl9M9vtrepcAbcaCoijbtpy5juxoz6yh3GAZVl2RD5nc0EmCu6mxhQQRdFhJHFFtmWjnzrRHDMuHQzDL70g3OFj3+ZnSYKLbkVYRWIqJ6tFogHyRcun+FL9h/Fy/s3cn16WlAqsRXxiX7/AqZKunpnC+/7B5eHX0ZB7I1/txfx2ic4B/s0joLg3aKAoYzCVp7yGnAw/MZq3mLlVGH/7bxWVw1v8yoTDi73kUpz6nWLKmuGJQJldPMxWOcV5yuZsldzMnJLMMywXnFpIylBWioUbHHEkvssFAQpZZyVew9G52OQnHr8h6u6uyDbYAAALpXEp9uEW/CJ98he/fzvuMIdr+i6llc31C1RcshailMboKQ7lS/pxYONONQ5DMRvmOZX+iTRJbjox0kZyLMRNPpTJhpTVjpd1AB8FfK004qNpSXuCOwBbY79jzlLCfv3gGZpZwDM/gMRgEeCwT4/5gAjzt+QCn1bcCHgJd779eA/cDWEuyx8NrjjpqyPt6hmsp+1aqFyYQOVgu/2Cz0820R9bE5jY1XTRNXDtpnpnZZ3iiSTYuZOJT3FL2IybxiuN9TdR1mvqDbKrh65xkqpzkz6jLMEzarGcxQ/ONtDJEVIMK26s/z2Laj6irMSKxldAAK6uT40cYz//x15O9foBUq9cNLPC5x6EITDSUQcjVV0U+pYKigUE1Qsa1BitArZIq6zUE2ibItmgvZqoahR5dO1OUnnsVPKvJjLW7fv/tx79PTXrEkveeh/7V9XBMPZMH7wK/fSCPU6CWJdEHoru53RktldLRbgvXazq8WZlJ+SjNW3osdk57SqupWkHoeFHMCGJmxCKm89wtuPp/p9rBx16tvEIVqOwVktjN8BPRKsJpLd65SLhpJEvbB+kqXyc5wgr0Ck1rcepvxTrCpwUWGsisb+2TBNEBY2YNiztM6qUUPIa+p5Ep6/ztQzDuIRWlax47n77+fr1z4KItmyJweM/Qxf7z+7OY4Z+IZPlnsoSgjPPDV132Mv37gKfSP98B4ooFhOOkS7RbRyfbpxz/3X/nUC1m6/Qs5sHfEj97+tYzzmKoyrPXb2ErjJhGtB6SSY5dbklCnUHYNdC2XHzhDYiyFNZyddFnLW1in6WZCqy2sYdDLKPKI5IGEaBLsHyNIN5y0WvzZDN++59/wbxc+ybc+jsDl9f95ieEBcAemAAte7OCOftcrwYW2IztVZK7Xm5o+ZsZSVXKJxy2W5D0tCV3dG39a5nEcROlqUFKXitm7pT949alCU3TzFdXEoGJPlJXc+sofe+wTeJRx7w++nMNvXqLqiLXWdodNYXCZxy2Ustasx7i2pXt4jXZSMowTNocxRkFsLJ2FEQvdEXkZceb4PHqsMWXdChAE1DolbhLhjOdjJ/dxq9lNWUZ8+ZW3ckXrLM/MHuAFaUWsHj3LeUpykr8bXs1iPOSprWOs2C5ZWnFpusrExhy46m4KZ+hFOe87cZDx7XNUTgCyci1BF48dxHzfLd/CyfEsZngIlypO37YL17G0dw65b7BAZioKF3G26HFpew2AURUzUTFr/TZz3RG7FzdZz1pMRgl+PQmtYQplNVVb7sXMziHdS3JW+h3ytQxVKMxEQABzV4v333cdvOTvzutePeMHl8gXIAnMgtHhoknEYcqmOvN3+6g6kBQwaac4p0iTijSuuGxmjXaU0zUFkbYs7+gysTETG3Hn6V0U4xi7GRONFJM9Dp+5RrHfa6g6jnTvkIOzm2zmGUY5zlaz3P9tP/poh/2Y446fkL3y8p+9mdVnuqZl67yHD6KNlxb4UjO3u8+eXp/nzD/AoewMRjnes3YNq3mbT9xzgMm4jeqVzMyNaCcl4zKmKA1xZMXeTLch8uhTWWO5qCew3O1Rzsu1PuvanO1WtLo5B+bXeXA4z0reZdDJOJie5SVztwCwx3T5P+OEy9Mz3F/s4O9XrmKcx7j5kuR4QnXFmPGuViOYOfm7AxQLDt91xH3N3a+88TFP3Z06zLM+9GISM8/qRpd09zJjG/Oc7n3smdvg3mIXt432ccfmboY24Xg+h/OK5/SOsmAGZLpkLh6xa7bPeiwtgna1g86FHeQjmCiFLmPKOREErcU/dambgs0z/+SH+LrP/iA3nYfI8OXvvBkfeVIljMbhPs21r13itjff0BQCuvdN5xtMYzwBTOX7KlCpt7ZuoSWmG08kjspW6gQraOrsdhjteEbnQb6qe5TXnfo8Pm//3XwovZTr5k/xS8/5je3NvTDu/SG5T1csCSur6mwvkNjV2+TXXvJO7sj3CQ2+nGFXvMndo138TXWYQWFIj6bgpRUOL/Hy+tUSN+69cpkD3Q0e7M9hnaKwAoCdGM3SMiUbZYuqn+D7htW5is1BRqedM98pyGY3SaOK4+NZbov3saAH7A/46bxus1H1+bzMAwmQsFlmnNYzgGhxuAiUkXasquUZne3gFbQT6D6g+Nh/eexYuDp1JT944gWMyv0MRimvevq7yXTJ6kKHP4yexb7OJjPRhNIb7j21E1tq7ursZLE3pJvkVE4q/tZphhsZ9GN692i0A7yirItlZzJJkkOuUMeTLoKNe+f49ZXPIn1OyasfZw5f87olJrsces9E7DUdDK60fMn//WHe/aKfbvITEbqUgmEdC///2PvvcNuOu74ff83Marvv0++5valLlixZlm0MMtjGBGI6MSHwYIoDIdUYCAmEYgIxuNyQEIeSL4TyJTiAKaHZxmBjXOSq3m/vp59dV5uZ3x+ftfe5siTLF5J8ozy/eR49uveec/bZe61ZM/N5f96laKoqlcFTzFYy0qqxZmti6CeyTYX1mnY8ZLinx1bSRAeWVpJxpL1OVgRsDeq8cPk8gyJmf32Th8OcU8k8x7/xX1/V3JuMj37pW7hp/GO0koyv3/9pDkcrfN33/41e6v/4caVk8/k+/neDAP8Z+AnkSPwTwNuBb7+aF1BK/UPgHwKEzRkp8CrdoS53TOBqax6vxJxCWSl8o74YhKnKyK1o7MTfTZzWJ7m6eUc66qaY0HCly2oDLS7uE/O1QGZCaTWjMiSo4KHSSufGq0qvNjmXTLrV1eF+ouXSuZq6wwfP4fN05Ld+Cs7P0FkTJ317heu4m83JY4kDm5oReek2wsRYZGcBm2STT7rOk048yCT31cvYSFVUd42LFBIZ5Ym34KFTezh4+i2c+pZnpnCCFPI22YnF0oXk09tI8fKvfRvhjJY4mrqa+jeghC2gr5AoTDwLijrCWKjOr74CCYSmo6aLJkC8XUXrheKoSrVwpwse1ymvuvP02ePe//hGbv+uYzt+E88xrpzDQXcGX2iCZsFibShodr9BnoWo7YB4TeL2sppoBV0k18SGkuseDoWNMmGtTCJ88GrKinDhjtFlWa+6IYnC6Urjqz0rY0HuD4d9DIphGTITDslcyBPDRXp5MgUAsrUa5UGD1nLg9lRusmONTYS1kI8/90H8Oz/5ej589lWM+zFGO0YPzwhAtSsXd/RQqLSTeRlU7rZFG8quB6vYTmtExhIFJdZp1vsNtHYY7QkDS2QszUZKFobkLUH4ZB4pTGZRToP3fPKPbuLJL5znW6753PfNGyjaHpfIZ3U1S9As6LZH3PAjx4hUNU+93Kcy2vESmbKVqvXAjxW2YXZYNhMmvtoBKZ0RdtLEl2TSrZIoB0dcK7CR5fDiGu+5+98/98T7HOPxH3ojh//D2wkGn1/3+8o5bOa6uI48bJ25AcNaTBKVpHlIURqKIiCeG6OAsxdn8aWmEedkZTDtpMSbkuThNJQNBZdi0kWHms9o1jLqUc6F1S4Pb8sJa1+4zoq7xB7Tmr6ndTckxtDUCQOXcl96lLPpDJkLODWaYyVtcqS1xq6ox7lBhyQo2Epr5EVAf7OOny8I1iK8gWTViGTpOcZn7juEQVg2PvYQO4oiYGNcp5uMOVRbQyvH6fEc7TBlIRmwHaVk5c517jbGbCvP2INzmiKQnGqTWIKonB7Ka3FOHoV4DBaHNhpdabJfcu/X87HbfufzuHFXdD1jQHlM6Hjpe3+QtU8t0QpknQ8HladMD/TxiHwmJO8WZEVAK8oovSZ3ATVT0A3HBPGAraLGRqeOaysu+i5pbFChI6wXlGlNCq8moD1ZP+bU6i5MN+OLjzzBq695H/A3AwEmwxuP7uQSA/dcl+HKc0RrhnhDYUcx+e6C6+dWiXTJo4NdfHJzP2c2ZhivNMStSAN1iy812+c6bIUOPTIoqxg1LLN7tsmSBEaGsC/MnYl3TOskjFJDuuCgbgnikvGlBk9sJ1x36CKRKVnP67RNky2nsCje1TvIzclZ9gcbfKR/Dbkz3LZ8npVuk5UH9pHPR8JemCnYv2eNi+u7MSMprp8rwspduhaANA9JCTm8a5VAOzIX4NBcKGdYK+X52l3fJlSOsQ1JbciFfIZhEBMqi0OTlwGl1djC4BtiljcxGrOJnG/CTTM1QrY16aTq6pqGW4bf+eidbBWvf1Ya/fR914SaaXLRR0/SGA7+wttoWWFBRH1pZEz2vkncrymqee+qe6mu8BAyvvLBECZBESi80TtfU1K0DtKYk9kC90WrrGdNvnDmce4+/Chfe+Qzzznvnmu4ukPnhnjjuYGsK+fwzO6Y31h/GdfVL3F341HOlLP0bY377F45/xlHurtAjw3BQNM76qhd1jLvE8PlRxdYWWyjjSPvRawPDTrV6ByeaO8T6WZP7mmRhZQNw3Y3IG9m2EQxzKWLvllrcMl2gP70fRaf5TnyjUsfZ+hiTvZnObk9jztQ0Hg8FKPc5QxzORYG68TA8HOMn330VTw5uovj/XlWt5tYq3nrQ69mV6fHq5Ye42Brg42swYnRPJ1wjHfgM0NaJlwuNa6raEYZR1rrXBy3uZjNiWQyhnBLpMM22klJULZK4Ip3nmtjwWYKOwr4L/e/nP/ywE9y/HU/9KzveSrBdQr6IXioLw34ssWH+Tt/9c9R9gD55JxRGIqGnO3wlQeZEhAgSOXf0nmqs5GFZgn9EB949rS2SUw51fV7Dxcud9ka1UjHEc4q9tU2SRoFqQv5u7se5I1f/N7nnHefazz0VT/Gy//8B0hUwR+s3w7c+7d6vf9jx+fyBHiejf+tIID3ftofVEr9EjCx1DwP7LviW/dW//ZMr/GLwC8CNOb3+dY5hw3FxV4K9oriUtE1VOnxVXRgWdNSBFYFbd4W9EzncigqWp6ynHRDpJCsX1REQ894QS6VLqTTOTEhmtC/XKl47NwS3ilcZlDlJCpFTd3uvRZqOgqyWSqWQiCu7BUYUTQgWX/2w+fRnz7G4gt7+D9KcIG8l3AN4k1FmRiG+2TTUoVEJ5lU4UOmWeQTV3wXISyGoZY84rEAI2VlPuYipswA0dF7WaRN5TBvIRiLPXnzAXEc/5z3PoB8oURFFl9oxovyfhqXHDZRhGPPaEETDjzhiKlZ2cQfwFSF75Wupgqm5pBSHMnfoy1ZJMOhSB5srAgHcq2mco8MijnLjUeuXov4TEN5iHpeKPnPMa6cw8mefb79UEg2F/IJu39qOoMHX3MUbUXtsiLeCrEJDA+WqNgSXJKMF+2E9eLCqhAvJCLPBTKfJWf7CoZHQ3wBwkE1TxfHzDZH7Gts8uB4H6tlm5ZJ2bJ1zqazXE7bfPrkPlwm1GSXGUyq+R/3vwCzHhKmChd5ODCi3IplDscOkz370nLHn/4Q18+GFI+3iUow98S0kOd1NIwom5VkodJ5umAnmok+mDQQ1+IlyK3h0sUuZAZqJSZyhFFJrYoGaicpZ7OZqeY+byvUlse3zHQCLX6qYHtzCb70c9+3MoG5a9dY32riiFCRg3M1tm2dqHq27NEx+VZE0DMUsyWqVNQuGPEIiOX59oEYODVOGNGa1sTI0Sklhx4nbBlVqun9Uw42blSUiwWdhT5729uc3e7SG9anwOPfdki82+f3vU+Zw0f2+EkW4vZGE0aGsi73Iqjl7JndYnNcY74xZNiI2R4lRIElLUIo9LRYMqnIf8Jx5YdQarhQo9+usdGVB/9UMEdiSmJ9lBP5Il9Yf5yWzvmTwc08OVpkNWsR6ZJWkPHh84cACANLXhiyNOLk6hy7ZnoM84gLK12CyFLmhpsOnWdfY5P3fuiF4mTeg2j7mQ/ir/7AG9lV6/PR09cTDDVl3dM4YyrWkqHoRKwvR2zVGvzXtVmU9iRRQSvJuH3uHN2GBLfnzhBpy6gMGWaRxK050cibVKEXLYfn11kbNtge1aTAys1TEyKsrGX9jyxwW/GN3P/aZ79nt/3TY6BF/6tKJUZi2yHRIzHDtEEzg+2jnsUXrND7yyWibchnINyG2mWFX4lwccQjCzX0TM7+xQ0cilaYsa+xyd5ki+7CGKM8nwn3cOryPNo46rWMdI9joT1gXISsr7QhNSwfWmN3s8fr5u7hlbWrZ6B89lDtguv2Xub4yvxzfu9nz9/wxZsEXpFv1zi5PcuR7hqvnJPkmw/F1/AZv5f0ch2dK5wN8IlFJVZkfvOZ+JX0IzZPzFQGa568K1G9uqjSfyrJXzDQFLH4m+hOTrc74nXLn2QuGDCrB1wfjZnTDU6VfcmSB7ZcjTOjWU6uiSQmHUZ0LHQelvlQnos4H3fxiaydQVYVDs8y3n38hXxFveRl9/590o0aR49c5Pi9+zCp4pHZvby3dQPt9pgb5i4zE424MOowLkPyMsB5xeH6GmtFi6PJZb68cy/vO3stoxU5FNmmwxst54xOCbkmXjHUVmUNn3Q2VYHs2ZXk2gw0q2nzc963I+94B51r+hyZXefTHCC+JBrmYAj1swYF9A956hcU8bZn7XYHocf0DdGWIqwSmyYJQspW600dbEPAGV9odCEmfUXbTeUdLvB06ymRsbywfopXJJ49e/+QFVvnC5L/OdTnaG5MOqOoXyHPe7bxlLPwtcv+IxcP8SF7hF/0L6ce5exu9WiGGS85dJJentDPYzIbMEhjBqfbpAsSgRf2NUFf44c1uR4hlC2LrzvKpqxH8bqitoqAiIV4iYyigCxwxFHJoe4Gc7Fo2R4a76WrH+dguE2IZ8slrNgBi6bJphtxVyIAwcdaR8hsQKAcFzttypU6xnji9SppxHzuhtj1734zty4f5VNn92JXasSrmrAy2d50bX59fm8VC1wB6pGcqZQGjKckwncU17dXOFq/TKxLtg8njPOQ3Bq2H5uhcV6RLjCV7LkQslmHyRS1iztG3uFAUTQMxawkqHzOocBHDjcMUdpjY8hPt/m541+GKhX1Lri6hdjiB1pMmJflPB9vVlLeppo2wcKBfL7aJYNNDPnenDApeOjsMkFk2T2zzWv3P0jmAn6n90IG63W+8rb7CLTlpto5Ch/w5g98FfXFIW+84Tmn3XOO9X6DXzv1EuxzXYfn8/j/ywH+ZkMptey9v1j99WuAB6s//yHwm0qpdyDGgNcAH3/O1/Ngw0kskVDCXSjRca4qqoPUT/O7JzFbtvr6JNbHa1nYglFVfJmqA5LLBlXU1dQdNhxWhXBJZeShq0xXje8ZdKHRWg5ZyXpFUXcS8+GMmlJ3dCG0oiCVruzk/elCHLufaVz/48eICri00mG58Gwd0TQuileB10jR0BOkcKIvDvuTjo+8hsnBV1Rjt+CqTVmjS4UuPLrSt+kxiJOsXDtT7CCYupRiV+fCiUk29M4veIZx57e9A72giGZSMQlLDd54rIaNGzTtU35a6AeZeA6YXOMCMb4rKy8DH1yRWFDsAAIAhX8qHd8bhdU70Yw2VijrMVnlFTASXe357c5zTbPPa5i8AqH+BkNb8RUY+ZrQ9OuW1tyQWlQwXgzpJ22SNS1SiS2DbSjKhiOfMVP9ufLgOyXWgQ8kLlGVapopb6kOoCO5T9ms/J7FxpilRp+FaEDdZKQ+5Nx4ll6Z8Nj2Ir00wY8CzMDgA4OpCpSgF0m0pBPAbNiNxegr8PjITZ3srxzX/Pa/pRgH1FpC4Q6HkM07MbmpnkOTgg/EGDGYRndWOdvVs+6V6B+3Hp+le+2GxBjmCpVG2JolmJc4tsKKiREwlZoULQCJwtO2mkNGUV/53IX0i1//DphVvO7gp7hn8zCfeOwQOnDY2RIyja2JIU4SlbiWorRKAC+lsbF0/CcJFWVNQEgX7xSbeUdN52+QAmjKpiefEaBuuumUYs5Yes1Sq0+ahzTD5z4wfj5jouG92hGHJXNLPUqrKUpDZ1fKTbOXuKlxAYtiu6xzLu0yF43IbMCZ0QwnNuaELRX4nQQQO1lv5TpM1k4AXQhok4Yxx8M5cmeYT7qEylJ4w+nxPDVTsBD32S5qrOcNeX0gzwNZdzKDNYbztosrNT43EFnw0I3HrGat6SF3Ipn67HH9u9/MoXlHbEqKQYSJ5RDtK/NJryHaBJ2HFO2AvC3mhrmO6GnRYXaiVCKwlCfQlrvnT/Gp8AAfWz2MyvU0U75W+WOM8gijnSRM1BTeanyucThsJGtANIDt8+3PeZ8maTQvftmj3POx61EW4r0D7B7FYDNBWUVjaUhsSsaLntqKAAWTyCzblANosmJwWzVO5QuYpKTZSHn88iKHF9c40NhkM6+zOZYLWAwixtpTnmlw0TbF4LJVsnhgg9cf+Chv6Fz8nO/5akYYy/U6srjGE1fxc1FQcqC7yXXtFRbDHqGyVfd9m3mjeW3zUf5j7eV8pH2IcxdnodSoTENRrbGZwTkIRnpHK2wnMp6KhVWvogtbJa3uiN2NEYU1hMZyoLnJLck5nFdcsh2GbsichlDBrBnwyfEh1osWl4Yt8izAbcQEA2EaThJFdAb5KBRfj8rzp6w/83708j//Ab5pX5f7i03Wz3VpLw04/uhuooHo9MONgMIpNkcBH+/XSGq5+FzkAdk4xHvFB8w1zNeGhMryLa01/u2Nf8A/Xf1m1MDg6hangHqJiSylCykbmiLbAeE9oFSVXqQnHiiKQD/7Onz9jx/DzXp+8Ib38OnhQR5cPYqLPMNDDp1qgoE0Z1rXbzIezRJvgUk1ZVziQvGGUk7AB+XER2mSlx5fhGBoGO/SJEd6OKcY92PCC7Gs231F2YDBJ+fJFizvat3FVx/6C5aM4Zrwf6L2WcGhxXUSU/LAVfxYoB0LjQGz8ZiLo5aY+GrLbDgiNiWdcEyznXE+7bK42OdPyxvJLjRQhZomJdh4J7I6SI2A0W2PbTiKlpyddH5FF7xQuNzQHySc8LNs1RNoQ+YCTuSLOBShsqyWbXpuQFunnCqWWQh6WK+JdUknSqf718nNBO8FpJQI7yuabZ81jrzjHZTdhEfCRexKjbCnqa2xs096iDdlv80rrymbyHwA+XvRhrXtBh/IjvKm2/+Ch+NLPN5fYJhHEm/ZLRk5MbjLFy3hRoALPLQKbF3DxVDOKJWPiDGQXahj28/uDn3rPzsGs5DMjynyAH2qRjgUEAqkkdO7ViJylRejP98uqbVSxr0E82A09RYKxkxTpSYyaJNBeD6ibAUsXbPGpUtdzpzbzR9fm9BJxvj1mMYlzcZNdf7F8vu4I4r46Y2j3HXLcbby5Cpm3LOPojDMzX12XMf/XUN5j3LPvL4+36CP/5URgf8NeAUwr5Q6B/wo8Aql1G3IHnAK+C4A7/1DSqn/DjyMhLj84+dMBqhG1lFkM5UhRncnLiabk6ziYKhpnoH6ipWOcaSeYt6mSnB1pg7dV8bIuEj+qKvOcTisUgWs0LDLJpWTrGSsRluasAfhaKd7J51tMbJTzlPUNWWiiLd3JAG1yxWlG6F43/NrT9fxvfB7jlGvCt3w4wnhqGT+gR1wo6wJ+NA+Nfm7qjr5nrgvAISN5IAQpLLIuif1NA1B9POe8YKamqfV1sR1vqxpypoUlOHIV7Ejajrbw7HHXHr6vXn5172NrK0Z7FVc/2VP8pmHD8oXahYbOcgMfnfO2kKEHmk6T0AwcpjUkTe1mDxVsgAXSJ72xCU9GCqCISQb1QPZlzfjDJXzr58CBkUk1wIj7IJoGwb74PY7jnPvR49y6Df+HSe/+V99PtPtWUc4cNhYiVTiKoausnuHy3Dnqx/m1w988Onf9GK48SPfLAew3ECln84O5MiNVJjE0qjlOKco6oYwtHivSNdrYJXoh8eCgpUNJ+7jVZxRpC1JFZdzYrzAPZcP0B8l5Gs10F5iZDJFtKIqU0J5WwLceMqaQj0ekM1V4FZheOTNT9fx7Znd4sJmhx+8+T389H/9BtAQr+rpdZhELE7YMsrJnPSTPzuJqYwGAsS5UDH85BwsWnzsMFsBOjdkZZ18f8FgmOBKLYyHhhMKqvYUTYMuFMmmI9mwmMyic83dX/4zfPBPdqQhX/ylP403inTWULY1/VsKfuPEi/mB697LfRd3EwaWGw+cZS4eEOuSmik4P+4yKGNWRk1CbRnmEWtxi7wfEq2bqUmg16KZjfpyOC1rTGM9i6YUgT6Qrh4K8gMZ9EJUqhl8dIHNBtzzLW9nRtf5+ye/hOve/WYe+9ofuaq599kjWeNvtIM1Tca3HfooNybnK+3nM49NN6LvLKsu5p75w3xo81oe1LsYj9tEm2pqVDWRJW3fLC7H9MOKjqlQgXRaVodNNkZ1TvVmKaxhmEUUhcEYiSkcjyKSWo7RnmEqMXtKgS8VbiVB5wrbshPiGB/5xPWEyyNxda90mhPn7sk4+t//LaA5tT7LH1/7pxx+6AbUUkqxGVPMejE7swrlJJUi3lCE/UDiNyvg9/KFZc43HV5LMWxCx73xHnZ3t9m9d0NM2AY17CBiNI54MltgeXabI+01mianHYxZzVt84NRRsl6MWRddNE46oQd//m1PSTG561veIQyuSDHaD+EN2zy5Oc8Pf/m7+e1Ld7A5rhMFJf/4Bf+Dg+EaN0eOc2XBWztfykfOHaSmPf35BmpoiNck63u0x6IzTXIqwkYRW4shyikeW9nH4NqYYR6RF4ZGI6W30cZuNnAt8UooS0P8sSb60jy/852384bOHwOQ+YKr9EJ72kjigmER8aqlx/izq/i5UDvunDnNy5uPMadH3BJN3ol0pWeAtyzdB0v38bbdR/iTizdxdnUWmxo6CwPGWUg+Cikjg69o1Lbt8FVEHYDrFrS6Y7JCYiuPtNe4qXmBS3mXkQ3ZsjVuira5OdrkdKn541HCyHXIveH+3l5Obs+xutXEjgPiTY0uIV0AfLUHOlAnQoomTLx/guHTH+bXffS7Wapr3r9+A2/91N/F5IpspUtS7hQTtRWoX5JsvLIe4sIavVl5UHQur3lxdYmLCh7gML8cfRFzBzf58Zf/Pk+mS3xo5QgbozpzjSHDPEZ3PZszNfK9Wtbj0sDYoHKF1zKnwqrp8ulPH+HgA2/j1HftzOFrf/KY/OHmASozvPn//UbxDpnx1C4rXKxwsSPvWPbs2WB/a5OP12cYLSuiQz2aYUlkxNCud64NgTADyk6JGRrq5zQbtziSVWElFQ91iG/e4qXXnmDfrZucHM7ziScPUGtlHJzb4NxWl0/ccy1Hjh/g+Kt+Zfo+ryqi81lGYCyLtQHXNS5PabKfz7BO8brdn+Tb20814/ntQecZHeu/uvtpHr1pmbc/8CrKMw3iDUW8DuMlKObkAKwyTdjXWCXnruF+BzWHqReiZd8O8YXm9mvO8fDqEmdWZ1kfNqhHBZfaHWai/WjlGduQhWjAYtTjxHiBvz5/GOs0+2eE5bIybnBuvSsSwJWE8NCAbmPMpeNzU+f5K8eR3/opvElQmWZwvEv7hNqReVDVAKknGgqjrLYhNPrJuV85iAaSMDVcbjBuw90r34uKHG+440OMbMSHVo8QBpZt3aJzb0hZCypmqiJs5kRhyWBvl2RFPQV4ANDDp8uRbv/uYxR1GB30HL3jDCc/fADXctg9Gf5iDG7CRClpdcco5Tk0s8FS0mdoI0ZlxGa7xik9D8OAcMtIPGZayRMST7lUUAyMgGkDzaULM0TtjFzBxkqLjbSLWUxJbY0Pf+o6Psx1hD3D3hef4/03/g++5fTdfNsnvo1fufNXnvb+r2YoBf085o65s1e1Dj+vxudiAnweQyn1ZcDPIuTH/+K9f8tnff17ge9EStBV4Nu996f/5r/x2cf/ynSAv/8M//z/fI7v/0ngJ6/md7gA+kfdtINmxpL3HIwhOzAiDi32kTbZDJhcT42nJoYOturuT9zny7oUmLqQYhFfRXg56X5rC9iKll499ELvq4q/SUdW77yuLhS1Dcma0eXEX0AKH+UnbvKeIFPkLelWf/a49V8cwycCUkR9zz3/7ue5+7vfgHK+QgBFN24jMeybaJdcgDAjSimKdeXIK+/dEw494UhhCi3MCaB1zjOen2SG+ul7zFuVpGEMKElbsJEhSD3hQJ6Gu1/71h2AwHtsTbPyBZawnXHf6T3UzgaMj2Z0ZobUwhKlPJuDOvZMjWhTPps3irxtJNEhkS5B3t25P7ZliToZ2TAkGwaYQk8ZHMpCPKyuSbyDkgZjMXl0gRQaQQb1T3s+uXiQxqYiDZ6hbV2NW94kju8P/fTTi9rJeNnr3o6PFOM5LQezqxy9Vw/5o5e8k2vCZ6dCfuv1H+PTWwf41Ol9MAFsPZjQEYYljTgnCiQrfZDFBEbuySaIC3pmJDM6sejIits+cHm9zSCVzz8XD+iXCUZ5nJWCWTwjKgPFQQVapH5nflWmd7V1T9RTpPMyTz973Pj7P0aedykGEV0z4sF/+p+59W3/CKq5OjF0mnR/y7o8c67KLy5rFUOl9OJlULFybATJJdGG6ireyStNM86rfG+DGUruuZgiyfvRVp4XkZNoVOkxpeeLX/PT6NyB96hQ41Fs3KQpmw6dlCRByf2jfRxZWGM+HhJoy8Nbu3BeEWrLIIu5deECS4lETp4czJFbQ1YPSRsxZJpwTbTwUd+jrSfZlLi/Mhb6NVRUdL+Tue5XImzN4RqOzANecfexN/Hm7/41nticJwqeGTO9+QeOCYVxxnP8+57dJOz27zqGqmi5VzuWg5Tv6Z57zu+b0XVmNCz7kgvRBi/pnuDyqH/hRQIAAOfNSURBVMmZxYichHCo8HZHiqSHBt9xqK4YtnlgbqnHYmPAyrBJ4QwRlk4y5lBng14R88ipZXAKjMd7RV5K4aEDMXJUGnzk8aXCDAxlGOEdxFsatdEkqdgIZvz09+/P1rGJx1ab/0Nf+k5uet/3QKMEqyABl2tyBHx2gd8BSnuqYpuBzjVF28NahAfGUcyTmzUasyO8V9hCM7vU40h3nU+f3cvl7RbL9T57ky1eUD/D/Wo/gFBJI3lWGlueZAviLcMdbziGKfzUrNRFiu2jnj23XSQvAw60N3l9e4XXt//0sz5hyKmyz3nb5vrGReYPD7ipdo4/37yJ0/0ZTh1fIr4UEG2KCWm6KBpU5SFISspxyNaoxq52j8IZNod1Fg5tsHqpi1kPGNkmjeUBw/3C/rG/to8v+qav5q9u/n3WXPoUPeCV44u+6q1sXBuQz8Dj//rZ1+GXLJ8m0JYfnn+UH33O2bgzWmbMD88/Wv1tB4r4nvN38fbdf0VN7ewP3919iL5N+M3VWbxT9Ho1tHHMzA7JioCiY7BWE2iPLTTOVykCqCkzJTCOQZGwO9xiYBN6RcIH+jcwap7g5ckaAH1XY6NsMHIxgyLGOkU5qFzLs51ufziAaFuaE2FfidTDC0D+TDHD54fCFlnZanH8G36Bf3Lhxbz3fXdMAVibCIIQbVcMukpmF4zUVM4wZQtVZwldKNZPz/BryUu4rrOC0Y68CPj2fR/mdy6/iPtO7IXMYNo5ca2gKBylB681RVvA3GAs63eyIgzA63/82JRN4WN5X6rUzM8OWOskKAuN84rhPs/X3/0x/ujkTZSlQSmP85rODRusX+hw49wGe+rb1HRBzeQ80NnNVlpjdauJzg0u16QLcjbK5iVON9pUDAcxa+0Gl0YtkqCkOzck1JZ6UNCupdSuL/Ae3rZxhO+bPf6cc+yGHxHPoIf+3bPPX4CbFi/zyplHeH175arm8Hw0eBoAkPmC1bIFPB0E2B0MGPp1vujgcT4aHmRYb1YeAArTl7OCThXFjEW3c9xmhC4VbiSyu6hRkCuIkpKb2hdIbcDauIFWnvV+A6MdrqG4tnmZse3wwPZuutEMW3mN4TBBG8fKsMk4Cxlt1yDTEDtUIVKXnpZGxWePI29/B3bOoKpo0Se/8ee55d//Iwot63belfNzsioNJOWgfdoR9aVJMxkTnX/joifsK/JhQFmDX3JfyF3XnWSQxdw4f5lk6Rx/ffkFcs4fyhkl7cW4lhLJT3vnNaMeNM4pvFLc+MMyf4PhDqg9fNGYA7vWefzcEnEGvgPd2SGHDp+lGWR86LFrMJFjNIqxuSbvbHOovkpSHajOZLPsaW7TyxMeOrsMqwk+gGvuOs3lQYs0DxhlDbyVOOjG4yHZTMiuW1fYGNTJykSSy2oOaha9GWIyOP3AHrgRfv3AB/n57Wf3Y7/2pyQO+5kaPJPxivd/H8uzitfv+yhzwYD/8Kzf+fwen9MY8DkIwUopA/wn4NWICf4nlFJ/6L1/+Ipv+wzwIu/9SCn1j4CfAV73t37jzzD+v0gH+J826rNjkhXJOR4etFjlGDXAJ5bd3QEf/dK3cPt7j0nXtKOm9LzJwdrGlVP/xEG27sB4rELyizUUocX3QuoXxNQmWZeCMhp4ooGiqAnFH2RTnrz+hP6bbFhwnnBQ4LWY/xkjrABVeIJUgZ0cFgNc+PRTeFGXCTdzyhJtl7zqW76drRdIdyve9sQ9L5F4MegV6cwnmxYbaXr7NUVTIuTCoUdnVcyh89NuftS3UgSlDm8UyRoEY0veDauFssQFoknPupK2IDREMYoJR55w5CrfAM32IS0eC21PvBJQezAg7HuKJoyHAduDDv1StOSmm8OhEcPlgHQxxAdV3BJWTOciTzQ3BgUz9ZQkKGnHKVtpjUEaM14M5bDVjzB9Tf2iqmjvEFSxgbpieUwoV1K8KlqPhfJ9V3RMbv3nx3Zi3VJPGCh06bn5ByTd4NEfe/oCePErc3YtbHNbd5Uzgy5X0wu4cXmVj3/hr/EdZ1/DO/d+gFg99eSmdz3Ot33i26iZgkEZ0WymKOXJC9FmFllAo24lf1w5xkXE3buPsyfa5K83jxKbkrldI1bHDVZ7TdJhBApMZAlDSxhYhoOYT2wfoNFOcU4xWq8T9AxBKfS/eEOK5ivndpBKAeKNyEgAiKqIu89aBA//t5+CS22SdUVnBX7849/Kv5oHEkjWAQe9o57maQGp8jaMDpbU9m0yyiPScYTNDN4qGk+GUxaNSYX5gZcNOBhXGkKv6F/YRTQHwU3bDFWdaCWkbDl0qrA1x/ZRAY62rg2pX5KCvHm+QOeObCakd9DQuzWn0R1hnCLbrBGdrrHngBS78/GQQRlzadiSTOMwJwlKdtX7NEyG85pAW7rRmOZsTmIKbmxdYLus84GL13Dx7CwrbQEmqVui9oh8WMWTeLCbVbyoFekHgE8c7fkhfV0nWIkY7fa8/cSXsvXYLOFAwVdWc+qHjxFvCHNpbq1ktBRQW1Fc/6PHsIkkWnz2eOP3vYu/11whVAHm565iAj/HmHTGJiZkAKEKOByucb6YoRVl6MBRRg6vDdmcRL0pB8GuMY16Ri0sGGYRS60+u+s9uqHEV6VFyLXdFULlOFRfxXlN6TRb4xrDLGJ0vkW0pdFN0b4ma6KvLBt+cplRQ0Mwks59sl55a8RM1/TJuOYtx4gHcsBrn/bc9ZnvZrSk4IaceiulFhf8/YOf5Ns6D/HB8QILpo9Dczxf5NWN48zrhMeLkv938yV8Yn0/5z+6V/YhA4wVbGrKix1s4jGFYnCixifmuxy57gL/7MBf8DPHX8Oj6wv89/yFzDTGlIXEKpaLBWWpcGFA/SLU1tyUCbZ2u8fP5uxa3GYROPfQLryGF7zkAr87bOG85jX1S0+JZjsYtDgYeF6RnOSSHXDJBrx273kuW8tb2q/hwqhDVgbEQcnlQYut9SZYxS17LpLagJVhk7PrM+SbCY3FIXFYsnffGpcabQLgm6/5OH/cuJlznTmG/YBwq8U7Ng9h8LzxivPnNb/9b/EnGqCg/DqLXje0Tilu/+5j5G148GeePocn2eRXO+bN01HLU2Wfd+65B4jRux7nV594Gd/SWuOiLWmZlMXZHiuqhR2FqFrJixbPckPjIn2b8O7TtxJqy2JjQGoD2lHGUtLjTUvv50jwVKD3w8E67+cmfv/0C/gzfQO7Gn1SG9BLEwZpjLWafBChewHJthj+xVsV/ThlmoLjQgG4u48rhrulq15+FpX6pe/9QXY1hlwctFGPNHlR/e/xKzf/KtuvqPHhx49gLkckB3s8+JLfnP7M2zaOcGI8z8Vxh82sxkw8ZjYespE1eGJtnlE/wUSWVi3n+OklTvTlJvrA829Wvh4UvPTWxwmU4yMnD5OlIXYcoCpatm1Z7IKlDB1+LaZ+Tk8BjHTBU86UNGZHRAqs1axc6hD3FEXL0781o9bM+P0nXkBZGLqdETfPXGQhGnBH5zQXd3f44IWjPHJqmYWFHnvb27xhz18xZ4Z8enyQ967eQKQtL5k9gfOa9126ntVBk/EoYvfCFt0oFb+OImJ7q069mbE72eb65iU+vnGAc5tdToznue0Td3Lvnb/1tDn02g/9Ux54ch+zHwspDouU8cZ/LeeLh97yzIXUuw6//ypm7s54pjn8eFHyHZ2TQIje9Ti/ffwOXl1bocDxkfFBHhnv5sntefI84Ie/5A/IfcD712/g8bUFeqsNfMfRmRmyq9Vne7ZGbxwz6iXoUzWKhqN1oEcjzvnU5n721LdwXrEybNKoZfTG0qk41FjDKE9uDWf6M2LeNw6wxrN1tk79gqJWl3UwnXcEY4X14uMSrT4dxbI1R707ZtxvEW1qjvz2d/Hyr3mI0ms+c2Evu1pDPnTL7z3rdXrz2g38t8fvwD/ckuZC3Qvgv3/E7rlt1voN7nniINHZmM+Uc+Ag31eC9rSWtxl+bB6zEZKPRZ5mG3KmcLFnNOOonw7kTFzp9Id75FmwsyVJUnJmdZboeCLpVsazdarLvb6LNx4zmxFFJYfn1plPhizEAxJVcjhe4eODwxjl+caFe1g0fX6j8TKO3n6Zl9SO80urd7M+ajAexASdjIUDA/a3tvjU2b1o49no18k3ElQFquhWTni8RuMCbF3rcZ0dI6BP9w9M/3ztT0oDoexYorkx5SFD3ou4/keP4SIxE/7s8Rc3/eHnO2Wf12PaTP2bjRcDT3rvTwAopX4L+CqECQ+A9/4vr/j+jwHf/Df+bc8xntcgQH+cMB+CSyp9UiJmWvO7txmkMUd+66doxrWpKcikODEZoCuznqjqmEyc/kMnFGin8FbBKEBnWmQDRgrICc0cD6bweEtVkIv2v0yqzHYP4cCK67+SYrKsNPWqqB7IzKFLRzoXUcZqGkt45QjSSqrgPCaz5O2Q5gUnhXfhCcaWYGgoWkY6/0b+M7mjfdqTzhqh07cUbkYR9QQo0IXEswRjMI6nABCqcITbBWU9oKxrmhdLhksBRRNGy1C/DFZDOkcFMpjKEKm6xmnlwl45mE500PGafIMLQRWeMgiF4muVgDCBB6vEgKnmUPWSMLQ04pyZ2gitPBpPM8pEl1sz5KVhwzSwUUg+DsUJOAAqfwQbg47V1KFdGCFynceLIg944T8+hkk9rqOwTbneSaGqKEnpVKgSbvqXx57GCvj3L30Xicr5rg+8nubDz9B+eY7xDSdexTcu3UOsQgpfEqqnPpahcgzLmNJpWknGMI+wTpNvJBBb+oOE0Tii1UhpRRmPbC9xPurwwIVllPaUXhNqS6eeUhQG7zSu0OR2R77gM4NWApqYoZG0ioqGb4oqQ9t5TCFymKIhvhrJlhNDvwXpxnv19A6U64fUNlRlruMJxp7WWctgT4it3O/LriXfEmCrbEDtbMDm5sLURI/lnLiTMTwKo8Cj10PiTTX1qXAhWDvpTMkhuHkO8u0OwaInGEHY1xKJthVSdoQSpELH9myAKhT9AxFmJA7medehAsd4FOGdQmlPMWM52+sSKMegiHAodjd75NbQz2OGRYTGo5WnZgqyooZWnoWkz554i7sbj3K+nOHiTIdRHtK71CKaSaklOZ1aylZUY9BPRAqxy4J2lLmRbOJxiFIerR2zi302VAu9HXD+yQUe+8af47o/+kcc/Zlj1C9CvS8dimxWEY4MyYalaIpbeTCCoz9zjCd/YGcO/9D9X8uXtddYdym7zOc25rra8bkosmtFi0A7yjRAOUXrnCPriLZXWeh1I7rNEYc766Q2ZHeyzUZRZ6uos1zvMygiNrIGzisyF1B6zcqgifeKmcaYUSuhLCJQkhUe9QEPYyMApI19lRQh4JE3O1KX+z/rkG7Syly1MklNeg5nAsKPRygnbIKfu+NVPHTbbuaiEa9p30/qQ/507RbuG+7j2PKnuCUKp7RyboSjf/l63CBEj6UgCreF1WQTMYsK+prjj+/mmHsVt8xe4OxwhjNbM2z067L3DAyu5vCBw98wYHNXQnZaniEbAwspUVxKF6gXSwcotty/vpuzoy4HGhvcmZyj/QyS5k/lOZ8eX8ON8XnuyYRH+5L2CS7XOvzGY3dii4qiYxXLezZ4Ufc0jw52caHXJo5KXCdDK89X7n6Au+rH+TfHv0rMGNMZ9jR6rLaa+EbOHXvPcnfjMe6IItyla/n9YYMHx/v44Ms+yfE76/xx7zaWoy1+8bGXsz2f0P5MTOPS0/fIK0Gmv+04Xg44W7Y5WCX//MWp69AIRefxYp4H+nt41fJjbM3XuWflAI0o44nePEtxj0f7u9DK04wzmmHOsIh48MIyjwaLHK6t8armQ9wW7Whvb41y+o3jXFjqcnHcJrUC7g7SmPEghqHsBapQBBUrMepV629QyaU06NwTjj3jOU3Yl/3viR98BsB60GaYiZ9L78E5vu6B7yUYQ2wgm7MoJRTyXcE2Z4pZPrh2DYGW9W6t32CYy1z41uUPU+wK+C/nXo7zouU/nobYwOHHgTRRjIfM8NFPXQetklsPn+XExhymPab/2Ay24QjXA2zdcOeLH+fQTWv81sfuQuUaHzmi2ZSF1ojAiLTt0noHFYjfTDBWZLmmKAy757ZphDkazxO9BS5HbdphyqCMmasPWTgwYFetT6xLPti7nnPjGbayhMwGHGhtsl3WmQ2GdOIUgBUva2DpNe0opRuPOTXYxWAc0FtOOFxbpZ8ljPsJf3X2CEvtHSd8d+lazts+dWX4g2vq/ED7hfy2uwMdW2kuOUV4Lua2f3KMe3/uqffnbzuH//XKC/ipxfsBYQE8lO/mlkgo95fO76ahZxl5y6NFi3uH+/nL89ewfbKL7xQ8mS7RMilLSY/28pituTqRtrxs5kkGNuHJ0QKPbOwSQD4Rhug4DRmNYla3mowWQwpn2BrU0cYRBRbrNBtFg2FZeQBpSz4KYazBQLQl56q8LcV4MJIzwv496xTWMAifoaUaetq1jNS1hRGTKT72FzehCznHbesWv3xgiaGL2Swb1HXOff29tIKUd+65hx+Zf4QfmX+E185/Gac2Z1luDliqD7ize5JQWR4b7WI9a/LJaD/2fIIZK5KLAUXbM3t4xGu/4QP8t3e/gmjTkM16aod7DFcaEDmiRs6oFqI3IsJe5VVWc2KcrD3pIIJ+KCVGwfScG21XRs42YdwsOWNmCGYdobbEqiCtEOm5sE+kSlZsiwc2lwHxDLmpcYFuOOZT0V42x3XqYU7uDPVaThKWXL7QRTdKYdNZRXdhRLFVo3m+pEwCerUd+cIv7v0Iv/nkXfzeyu3se1mNGzuX+dndn8DheNPFO/mLs9fSj+tEFyKu//FjPPqjz84K+Lrjr4arcmd5Ho3nAAGuTO6oxi9WRp4Ae4CzV3ztHHDX5/ht3wF8Nm3vf9p4XoMAk2xtpZB4oFRiu/Ii4IGv/HGu/Z2fEAO/iroRjCtqe1vonvEmQkcLIOiBGwc7VGY1ocaBydS0y2hy2XTLpDIgrPJCTenFLd+L3siM5Y2Z1IqUICvxgSbezPBKQcUKUIXDB7JgxD1HOvP0E5mykGx5ou0S00+p9caYoilRh6GkAQTV75nEDLpIUcbyWvF21UmsIk1gp3tQ/U0iALXGawErbCPATSILx46sawhHjtq6yBomBozmrGf7oBSAZeX6O4nOUK5yro/9U/wPJiZgLlD41WCq+XeR3B9blxcwPQM9w7AVMEwS0pmAPZ1tmmHOWlqnlyVsbdfxVpE0cohKxsbDwFA/b8QEzlXU75hp5KHy1f2L5P0O90mEkaQLiCFW0YJhArU1+f6w56cAx92vfSt5UxgPugAXf6sYMXYrsOkqxsOjGX5l3x9yU1in58b8au86GjqjpVNed/QTHHvkS2kEs8zqIWtpg40yoBHl9LZrElOXa3zgyPoJPNpkq+5pXLNFURqyrQQVWXphwjVza0T1PnO1IaNSNuyJq3wjzCW/vAwZFyHDZgnKSH69k+6iyTxZR2Idy1g6qrqAvCXeDV5J4kXjHE8z85mg443L4jFRuzRGFRZvGuLZ0DTUT0nxEvUhHAm4FIwBL4ZMZi3EroQECuxijto9Rh8uxIzubJNoUw4QZQyutXOvTSoJH9oKiJNuhrjZgmA1FP1n2+OXU7xTvPBFJ9nI6jx5aQENvGDvBRbiAdc2LnEgWuPrGn2+5/xdPLy1i+1xUsUTWpyXCLc0DzmfdglCS7uWsre9TaAcDw6W+Yzdy5MzC8xFI+7qnKAdpHzAH6Uo5ee8V6RZSBBbAbq0aN9dqYmikiQuMMaRBCVztSHNOONivcOBuU3euXWUE6/9Jb773Et5//FrGQL+onR3twqN8nK/iiYUHfFPuOMNx1h/cQmxw8R38PGlA2yNa1ivuUpVFuVzZOVMDrc9N+b7LrySQFn6ZcIj60tsrDU5sm+FS702K7e3xbNkKDTkqJWzParxQLlMHJTMRUM64RjnFY0gY1diCbUjVgWHktXqvUPpDK0wJdSWC/UO+Vi0q+p0yCR2VFmZs7XL4s/SuGRJu5qta3ccn68c8VZF7cw98ZZFF1J05R0BEUzm6TwQ8KmHX0DZgN/v3CUU7Z7ivgj+9LobWez0OdJe5/rmRb62dS8//eLf5a9713JqOMeoDHni7BK+2DGydJkG7Tm33uX8RpckLnBesdAZcGGli58pMOsh8brBpCF22dP5osts3LOEGUNxOSGbLdi7e519u8/xytlHuKt2kgXt+PnNO7mQdnnbyitpmoyv6NxHXecYHEYMVDgYrTLyEamPCFXJBzav4/jWPAfmNri5e5FYl/TKhE+u7OfkeJ5vW/oQv65fxv1ru+mtNSizgHu2DpG6kBu7lzg5mOO+zd18ydLj3NE5za8+cRcnt+eIdu9c8K9uDPnqxqNAk1iNiDqfwqI4eMsaGscvH/5CvnrxM9z+JxuUVvOXd/wydRVOAdSPZQE3R8+RsftZ43TR5BNZwZ1xyJmyzy+sfxEnh3M8MPs418cX2LINro0u8z9GHU5kizSCjB9feIjCl/x8/TIGx43Jef5s+wWUXvOzN/4Wj+XL/PHqCwiNZb4zIDYlsS7ou6eabz1WaqzXHKitk7mAe1d2MxzFlOMQMi3GbU7MWG1d1tx0VgDt7pMlKEU4KLGhpr8vpKxVnjf7n/mzXjo1J4w5BfWLcg4Y7anA37Eme7TDv/vzbxLa87zIiHQu0jCAUduxrrt8/7ndRHHBjUuXuaa5AsDqsElvkFDkslGGjYIydJgLMXor4sG1w+DhJS9/hA9faBNfCuCmPr7U3PPEQe4ZH+Vr7vokL2s9wX8594U88Zn9rJYN4qM99s1s8e23fIRYF3zvq07yS9vL/KfH72Y4ijl3eQalIYzk8HZBeW5bPs+hxjoznSGFN3xi4wD9Ima53ie3hsIZOlHK+UGHjzxxWHxAAo8OLTpwXNpoc7Y/T2dxQLuWCug2NPzVE0dZ2dekFuYo7ciOtzm5mPDr++b5lpZIOSaxpW+6dDt/8Fd3Eu8e8QUHTvCK7mP8p+OvYKU/S3L7Okff+g5cCMs3XcZoxwdugndsHuLR4TJvWPjgVc/hv9f9OJdsybt6N3M+n+FwssL7xn1ec+hhfuOR1/CtnQdpq4TVss27P3U7/+Jlf87SddvcO9zP6dEsL+6cIlSWoY+pBzkNk7NZNvjDM7fQGyR4r2g0Msw1Y0lbyUJsbojqOYF21IOC2mJBbg2b4zrjIuDPH7ken2uido5S4l+kc41LJowlWVcncloXweawzuB0ezLlnjK8gpXH5klWZJ1unlVkszKPsxlhcP3Mf/9aifOdtVAr0esSo3m48wJeessTtIKMhx7bJ4DwMKLXTVgZNxjmMd5DtzbmK6+/n+zagPWsycVRi81hnQvbHX5z7UWEt24ThyXjy21pEmhPe2bEcBijN0P8XMaLXnKC5aTHBy8cYX2riR2GxN2UheVN0sMB6+e6NJ8IprHNuoDaBY1NIrILEfe32ri6ZWnPFq04RSvPII/5zfRO8tLQrGVsFHUulx0eHS6zmjY5fWkONwxJ9pckpiQJS9IiEOnESkw4VhQtRycZc/KoxUUByRrMfcpw2P9DTnyN1KgvSc7wjYc3p9f8rs98PQc7m/y9pY8zd3jInyY38h0v+zAAB381B+X58psfZDVt8a7D8GfjiHevv4gvm3+Q37+qWfz8GcIEeGbev/L+Kckdf6vfo9Q3Ay8C7v7bvtazjec1CDDpVOoC0YF6MTMZjaUSy/sx+YslJ6fzyZiiLmY6wbDKi03kNYLRhP5dxc3VJGYu2lbTolG0leAzhfK+yqAXSr2TZlPV4feYrCpisxJVWlRhUaUTtkIUoCaUhFALGKAVQeZxRgqtK8f1P3aM2AsLQVkHSqF6Q9ScUCWLpiEYSnfWG4VyYgLogkpDbT1BRdUXrwKFTaTYL+LJ6wql24aq0k0pdE3ehzc7iJcLFeO6prYuh+BkVa7tTB5SNAxZR08TGGAnBaFoCtBSNjyDoxKbZgbS9TIpQk/PdpyUy1JPf1558GODKzS9tEVpNe1aRm4NwzTCbUfgYOw0Ya2oboT8bFDFAU2iAycU4KwtbI7JbQhGlea9inPyiqnHwMQsSXnxJxjPKYJUk85oHv4pQUFv+lfHBMiI/PS6f77DWs0PnPw6Xj53nL/buo+1osUaLX6iorTdnJzlNc2HeCjfxenRLJGxtMOUfhozPl3DtxzOalToKBse17QMRzFJUhBsG5QN6A0CzoYlc/Uh8/GQdqTphGNKb1hNmzTDjJs6F8lcwFZR50G9i61eHbuSoK2uEhqquSGSUWHEZB6TybxxVXyjLj1R/6nXwMZyPW0IkfMif7EiPykboi+eRADqErLmzs9447E1cSaGCphzCldoUh/hvXQDTCaGgV5D1q3mLUzBCpXL+w77iqyhxXXXCFVPKQhiy8dPHSSp5exf2KAbpxzfmOO+wR7eW95ArZnxR3vO8J2LHySdDXk428Mjw2XuXdtb+QE4SmPROqDIAtbTJluDOkFgmW2OyMqAD58+TBhaDs8ucrS1ynxzwNm1GVypUYAxO8V0ngcCAmQBqYY4yQHNZibFfWAsttCcOLXEz55Z5OdqJW4lIRiIPCpfKqFUuNgISyKpTE07OTMzQ9L5eaKVgMd/6I0c/s2f4vTarFCvs+fOWP/sESDP64TFknmhF9aWT/LpM/sJleOGMCFUmrPDLq9dup/7B/swysEgoJ8lvHTPKT4T7WHjyVlJ8vBgHpM1bljzDALPh/OIvd0t6kHBQjzAaM+gDMhUwOlsnrrZyURbTZsM8witPa2OtPdHu7ok69X65KC2IpFLcd+RtzTjeZlH7hl2RV0xYGBHFx1vW0YLgawZRkkKRySFU3S4T54HZKG47qtSM8hiHl5f4uH1Jd7Nbdw8f5FeUWM9rbM9qsFIvCIwEwRLZGkg92VUacpXS0NSz3FeYWsFo9mQ4HJEsqq4eHIeFu0UwKMfcO7sPOfMLA/N7GJP53bedfT3+JF5ib97ohiQekPPxRgcN4SGUBk0Gih5qBjxcLZM3WR89fxn+Mvwep7oLXBqOMeNrYuEyjJXH/LQxi7+c/4l3NI+D/Nwn1dkRcDlUZPHzBKpDdlOaziveGywxCtnH0Erz6WVDt+Ufgf1SEwcb567SE0XnBjM8aqFR7m78SgrZZfD4RoNZVlKenx54zTfcvt/581rN+Dw1JZPViyCObpmyIx+lmiHZxmxLqjrgn9y4Qs4PZhlWEQUzpB1Q15z6GHeffyF3BYpQjWilzzCr1YbYqgC7qyd4C8HNwJwbe0Si1GPJ/JdnEwXSExBYgoBuEZt/iK+nsfqu9CzH+NgOGRR11i1TTZsk5W8xaCMGQxqlMMAPTKYkZ5Gu+pSpkRZRRqDgOgoxXghpKgpimYlc3wGh8WXvvcHJWFCiZZa253zkzeyzlKxYspEvFPGRzNMbLGlRq1KdrtqFLiqyM+zkCc35qibnIP1dRYaAwDSqKS0hrnWkHERspUbfGXsiYd7L+2hs9yjV6uTKM/u+U1Onl/Ah44/ePgFvKd+Pa/c/wTlrZrzm12aSc64DHlytEA3HDP2j/KGzkXecOdvMfYZb1m7nT+/eB29cYLRDqU8ozJiUEYshj3qOmc+GaKVx3lF6TXWaS4NW0QVy0DlGkqwVujoKtMoBYN+wjiNQHuRKZaatWGDwDh06CQp51TMj46+lnffdIq1cYPzF2c4uGeNU0/uEhNC4zgzmOEec1jen1NcN7PC0kv73PfEfnY1+vzuy96Ju/QHvH/1er54/nHqn29WazU0jneufAnHe3MM85gkLDjf6LDdrvEa4P2r13N77RTrtslH+kdpLww5HK9wTbjKk+kSp3qzVVypMNyuaa6wHG2xXdanXhYL3QGNKKNwhjwIyKOSQRCTbyQ8ni4RxJalmZ5IvJQnKwMoNWZoyH0sxn9jQzBS5AlTea6k/VRpXR7S+7ok+dMbKgd/8a0sH9jg0pPz0vyr1uGJj02+p4CRkeQMIF4Ysdzpsd5tMOglqK2IV8w8Rt8lvC8Tnb+racZZyFx9SD3MyWyAVp66zukEAjhfHjVRylMUsifL9ZBNotlMac1nnD81j9eexiVN496Yzzx6Ix8+UFJfGOLSgNr5gGxc52JuMKGsHwJaVI3GscIMq8ZKB+I1TVnXXKbLSuiot4WlUlpDMQ5Y78c8juf8oINDSRLSKMSMDJdOzXG50ZYUGatQqSZZV5KKYTUbozo0LC40Invz0HnEcMR+F9fecpYnzi9yy/4L/N7R93LJDrBei5y0bLOatzDacSGf4VC8QtTMmWsNeeftvwHAe07eyLtW72I2EvDt/9rheMZmwec5zsNTLHD2Vv/2lKGUehXwQ8Dd3vvPEfj6txvKT+yRn4ejtmufv/Z13wseMonPxQWiVbnpB8WYY3T7mFo9p5VkrG62sL2Q1uOBGJBVHeKyiqSyyWRDFDR9Qv8UR3LRqYZDKahRCABg5P9ivCfmgS5Q04XJFJ6wJwu6sh6cl86/0YIkVddf5xYcpLtq/NUffj8g+jHpoDpBniyEI0f9+CZ4z/hAl96BqKKxeqK+I94uUaWnrBl8oOR3KwXe40Mp/oEqrlCMCMNBiSodZSNkYmSlSo+LNL4qaqeGf0AwtPJ+tWhkfSCgwwRcmIAgZU2TdqULaasoIxczjaqaFOeTrq0PmOa5TzwVJiZxZd3jYo9LqoNMpivwQt6TGakpIDQxmDP5jh+A8gLYXHnvygSoZB2TMfl+AWXkXiovHUBdSlykeCqIP8L9x97IC954bMoSUA4eOPa9n/Lev+jzmcPJnn3+6D/4XqJt2PiCjOVdWwB89EvfwvU/doxszvGal93LO/fcww9evpUPXLyGPa1t7j25Fx06Di+tsZ3WyK3Q+bMiIIkKIiMr1MUT8+ixxnZKmQauOuA4cTJ3iVCE0ROaBDAwmFRPmTbhQLryyYafyl1A7lPzXIY3ivUbY4qmPDfAlOp47U8do3ZZ7kW87XCBonkuw4wKlPWM9tTp7Q9onRPZzOptmnzOklwyAu55AQjibaHA9qsOVzions+yipYcyddRooW3lcxhIstRXl4rnRFmQdSrumDLUC7mqKByhbdVskcoEhWlPRiPCR1JLScwFlfFDhrjcE5hnZ76FpAaifcxHl9q9FjLAbtp0aHd0cM2LXEzo0gDXClsHryCkRH5QwW2TA86RsAPVYEePgAXO5EqTbCvQhH2d54dqqLBayib8vPeyHOk5jNq90q1YGuQ7rJSdIwVT/zw5z9/AeZvmPfLP/2PyfKA1xx+dOpg/4sv+lUO/+w7cLHjxFcLKL7pRnwkneWtJ1/D6dMLxJdCdCbPfrYvR8cWtxmJZ25iYWQwYy3PlwPXsJBY6m3R4XuvqEc5+5pbJKbgeG+erVGN7cstiXGbjGqR0YXEqJpMQN/WOVnPe/uNZIXHwhAbHHSc+GdvAsRjIRhBvDUxypTkkWQ9Z7QUsXVUk6wLKKYcbNwEe14oJnyrW03sKIRSQeQILke0TslBb7jfSrLHWBH1FPVLMkfztqyVRbNKQ3GKIJX7WLT8DigbedRchlJgtyKwCl+zqEIYBBQCJOhWjgkdjXpGNxnzkoVTvLhxHKM8oSoxOBbMgERZWtqRKM2MrqHR3JunGDx7A8/pUnPJtvnM6CCXsg6nhrMklRa5rPwYpiCVcjgU41xYR0Up/+VD0eWZ2IrPRyFrEaVCV/fLzRT4UhF3MvbMbrExqtNKMjpRypNr85R5wH99yS/zBYnmBy6/kLfd+i7e/OBXcs/GQfpFzJH2Gv/1xf/1857DjWuW/eG3/0N6K02Uh+7unqxhX/ETABx52zu48a6T/ME175n+zL15yu9uvYhQW1IXspY3qemCgY1ompzMBZwdddlKa2RlQGk13boUFRO9dBhYBuMYrTxRKIXzcLOGGgTEa3qaTV7WmJpV6lLA7UlM20T65isTXBtDerBg5pMhXu2sw9/5ydfzoTOHcY+3pvtktCWvv3202hONJJIEA03ZcsSLIxbawjppd8Z825GPciqd5zPre1npNymKAFtqZrpDWlHGmQd2Y8ayZ7jYU8yW0l3fEG8hW3NQv+LknBp84Im7qfgebIZVxKwXM7q+nEei2ZROfSyxckHJ/tYWM9GQ0hs0noWozwvqZ+maIbkP6LsaaaVJa+iMus7o6hFnyzkuFBIrOnIRH988JP4LWcLqdpPiYl1kcFrkBqpij03YQ3piLhvK84sWlsSkgSTrDFMTWuVE2jbeW6LHGl0ocYCP5AzzE1/we3xo+zre/1e3cvx7v5drf+cn6DQEsEyLkAe/6s2f9xyuHd3tj77jDfQ3BQDzVoFTnP7O7+fGHxZfrPKWITfvvsjvHnkffzxKuCNe41SZcKpY4N7hfnplwmbe4MTWLKurHTqzA16x50n+4uy19FYbKOPFVDgLBHwfyl5lMkXYk7nkjEhrVVFdt2ICoApDcHI2m8zpifzKa6itijx1uFuaMSaH+/69zN/r3v1mZhpjVh5eIBxIRDd6JwI7m/OUnZJkJmX/7CZaedphxqntGbYGck0OL65xdrNLOor4hZf+On+yfSt/9MTN7JndYiut0e/XWJzt0YwyulHKA5eWRWq2mWD6EvNrmw4fCeM3aBbYXiRru6vOnwsZ+mSN2Uc8/f2KvM0UeJtI0FAenUsShc53GLBl20JdzgkuC+R1PbKuhx5TLwiTEgWk/RhfygF68t6CcfUesp3480nkubDVQBeebEYx2O8Je4rOcT9lNysHw2U9PXuk85V/zqIwJb3VYuCYWJJGjtaOrzl8Px9cOUo/jbnv7/4EX/eR7+GTjx6kMTuitIYnvv5Hruos8XwYSqlvPnDrV/767mu/6Bm/fv/7jjHYPPes3UClVAA8DrwSKf4/AXyT9/6hK77nhcDvAF/mvf9fqql4XjMBYMeszIxkUQl7Yu5WG0hl5++vMdoTY9c72F0WMxQnfBXIOWmySE20ycqL1j2vusXBYOd3KeurrHmHTTR48Q4Isp0OnngFeNAVvSlQ2MQQbmf4wGBrgYAA1QE/GBSgFbYe4tUVJmvIAimLpjyof/WH38/dX/4zeKVQeUG8nhIuhpSxUOy9UaQzIUEmxZYY/UkhrwuHGZW4yOC1Ihw/3UhGWQEolPM7OZhl9XlCPS2KdSwdf5NXMoPJZxnaKU3GBRrX2pEgaCNkjSuL+4khozdAtfa42FNW2fbiri2HArR0bJXykFcAQFZFcvkdRoipcltNwZSmG4yruWD8FHi4kuHglTyv8pmZRt8FVpBaF8i99FoWUa/BJrJR3frPj0G1gPpq07uqUd3u2oYjORFzkS44xU3/8hjJCOJNzfsHt/NvvmLIQ9vLbNy3wHo4T21DkXc8T2zuYfnwGqGXPHHvwTqNDkrma0PaN6RkZcCFzQ5lYSQf3SvMtsakCpdrQAp+AUd2wK+JU/+Vf/ZaDkPaelQJZSJgU21NoiTz9s51nYyyRrVJeT70e2/iS179Fnxg8FpYKvU1+YGJtCa5ZIg35fdM0gfypkSA+sATr4u+e8IUkXujpkAgvnKbrjq3NlQ7YI++4mBSQu0y5GmETSCsDt3TtJCmzD8XeKyBYa7RocNPWEeVeagrFX4cTKMYcVrmhPb4xKEyje8HuAYE9ZKSAOUhW6vJRn8lYG532EfKKnSqxIOkmrO6ZMdno2EqT5Pq0DTemX8CFlRdQw0mVxXQqXCZophRDI+WxBel++xDhyrN1c9fILUhg16Cvhzzp+4G5jtDCqe54d8cozEUNsLfeezLefXiI9R1zoe3jrJQGxIfLjk30yUdRnLA8OCKCojBE9QKXGhFl1NJ0PXI4JwiDSOyLJQ4wCwk1JZunNIIc9IwpOd35qvJpMCc7BUToHDiVaKcIhyK94o3EtN6/zveNP18zkwYU3L9ioaSDr0TX5XxkZzxbsPs/Ub2EQtrfekW2s1YGGANi+6JLGawX9aiYKCJtipALZcOrCkm60x1n5UAO8FInqNJYoTcZEXmY5yGqDKNK4wUJjqTxBgfePG0UJ7IWJTy9MqEB8fSiGiZlLrOyMOASJUkquRA0GdOaxyOli5xHi5bxZarEWJ5Qe0MM8EcF1LpQk18MECkRYM8Zn3UoLSadBThSy0AlBcfA1VJr4yX7rCu/HZ8UK2/66GAIGPDyZUayip6wLnYCVgWOr7n/n/AXbtP86PL7+GffvofsC8p6MZjHr24RF5e3bGmdJr+egMz0uhU028nuEJz+GffQeukoh4oHnjoAHcOvoE7F8+wO97mrsaT7I/XaZmUXcEWHx1ew/29vQTaslLG5M5IeohyPHx+mWZzTC0optdpXIQCjKQBrjTkcbUfG49vWPymMHrCvjzzZW1nXZrsRS6s1sxM/g0v63T9yRBVwmd+4Y3Tz3h53CLrx8ST4mDCjkMYj/l1Y/x2BEaixsBTnGtwLqlB6HFO8eneAT59aS8vWj7DqfPzMm/XI9Y3I9aBMFUUXSv3SHuCRonNDSZV0vFslkT1gnwjIdgK0CXkXenEyzOg8A5s6HGFRmWaYKDJTExaJeAkQUGgLaU3rGcNSqe5nAr9fjHqESrLwCZslzUyH2K9oq5zmkFKXecsBH0WAgF5LmUdzoxmcVFGOGO5bBxlaci3Y4JhMAVKlBPzY2EPemysJMnEqJ2khEp2OCn+lRcwIByBcgE2mpyRDC6Uou1H/uwb+LXX/mde+9Wf4ci7xtgshMaYjV5DgMOrGM5p+ls1mQeFxoxFSnLNvztGY1vWpM2NhK25hNedeCXvPPiHxAQYPBtlg+Vom+Vom78YCaNCVQkPK1mL6+dXeMLM0+vV8E5hNgO5VxUw7UJP3hXQxKTIflMV8cFQ2IFQMTO9zOe8kGhvWdPk/Y0W1VTbP9wLyeoVz2hhWN1qTqOhH3rLGyVxoWLF6FwRXwxJHgi5rFuUNRgvO6INjVZiUn2p1qKZ5HzfjX/OK2uWOfMRLu1rs5XXZD6PAy7ZDjpwtJop6WodlSvCVOQ4RdPLPmkFtGw2UvKoZNxL0JshLnIszva4MAoozojpdNGUfRxAFUrOwbEXMD5UU48qQIywcy2kZl/14wphdKlS4WxEVmriZo6JLWUZCLhUMj0DKCd1kNU7IJ8upYElZ1uPuSwLyMS/SXmpO5SVpBEXism4KqW5Vq5JOoq2AljbxJCmBm88jy7u4it2P8gv/PUXc/Cdb+P7vuRRnliYp9+r4dL/e5kA0/robzC896VS6p8A70FOf7/svX9IKfVm4JPe+z8E3opk1P62kvrkjPf+K//nvPunjuc1CKC8FHm6is5zocJGinDoppFwKIl/wkNtxVTO8f4p8Q5BKp1x9M7h0MaC0DlToeszgni6QBGM1ZQR4DW4SnuvyolMAKCi3wdi0ld05EGadNO9Am0dLjbgPaYqyv14B0C6/9gbue2fHiPeLgn6Oa+540dJADUcQVGiw4Ci0a709PLZpXDSUgSVWmL+nCwAnQfWpeA1ClVYXBLhaiEuNijnCIY5OPCBpmyGcv20woaTVUoKKxcoMBpbEyq3MwptPWbspp4EOnM0LubEmwYXC6XcazWN7RNPhR0n7kl8o9eyUMrvqyjgcdX98nKYmCyautxZ+KgAnXAki1fcc9K9r+QZE5mEyDcULpxELfkdJsCEmeCYPuDOqaoj7afvrUykoCrr8v0m35mPV1tE6VISJ9IZzcxjjuF2jI2ge9xW8gqRTPzuu78Q5SCeOMbXoWw7qFkuXupKwek0yjjyUCQB/TRmrjEkDkp2z2zTz2P6owQXlxQ6gq1Ain+qrqIDkyqS9apQqtB2XVSbiJX/B6kVgKm6ljZUhCPP8kdG9A7VpnF+IJFed377O+R3BIqXve7t1KpDgVDVJWGjjEVukKxVjBwNo12CRLvIT9+nScWvwUVVIkCl0y5rYpw1iecs61Jg2CoqctIZnz6d1fdpK53f6f2nOmwHcrBQfqfroKxMTG/YyRyuDnu6OlxrewUCX/2OycHdxRE2guCKA/gUxDDy+20i89EHoFNFbXVSCOz4fUzuh40q1lHA1HRxyuSxO0DN1BDTyHUGKFcTekcc+ayjtrePOdWmffKZqfDPNZxX7F7aYu3kLuofaNCbbWAjmHvcUSYiJXn8/n08ZvbiYycxfVbJPa1bokZOGIgXwmgU422IGWmKJKLWTbEHRpSZmcp0sBq/FkOpKCJP0SrpJbnEd4UZZaJZrbXwoYAxZU2hMk20aVC5XM9JZz3rqCkoKV0b+f473nCMT/2SFFGP/vgbuf27jqGtGKp6LYws5YXpVX8yghdtYx/tTDsqo15NCoNcYZbHzHcGXDg7Sw7cfNspHjq7jF+PKxBC5ly8Jb8/Gsg9TjZkfpSxEv+BYgJuMaUixhuyjtkIipbMUVMxK8oEfAl+NaYII1biBK89Z5qzdFrSlU6CksBYQi3FWGgkBk2oweKMPpOM0crTy2NGRcQwj6YMGO93KKpKe8KklJjDUmMzg1mJCIcSOSdFkZ+Ce5N9YwKWu3DHvHXC1sJNngtAVQC+A/tkxF+bLq+69TC3LV/guvpFPvLEYfwoYFS/ugJKK4+3CjdTEJyNiT9Rp6zL+hIOxGTTh46NjSZ/dukWUJ5fLr4QAo8KLTqUomESjdfflDifqF4Qhpa57oAoKCmd0NBHecQ4C8nzAFcYfKmwGDm5jyTnW1VpLNHQU1qZR0Vj59pMPI68qs4pVTcx3pACLJuVaOFJJ/WBBw8Qrcv6NSmcTLXGJ+uQr8bQsqiBoX5C4tLyGcc7X/2rfFlNfmDsM15ffjlf2HmCD27eQrhvgGmnjM636DymyWYh7JspY6F/yKDCar92ivB8jFcxnYvy9fF8tZddqlG/KGeWoqXItEYNI6FI52B7Af2iRd/J65xk97QwMpks2vc3D4mRcFQ9GE5BJr42aEnJCGL5Wi3J0VqAqzQPKK3BlhqtPUp72osD+r6J6RlqlxXR0BNvWzFxzi3e6Gquyn9lorGxmoLOXqtpgWWRPc1FTCWJk6K3fkmzLxjyBYHmK+7+VXpuzLed/EqGWcSwf3XmQt1khM8NKrLSobfQOqWEQVeX50rlilMP7+aUhzuf+GeE9YIoKsmygPnOkFcuP8ZNnYviGdQxLNUGzEdD2sGYZpjySLCLtAxIawVlqVHHG9RW5T6MF+V9lHXwobAFdQHlPo+rO1QuhXTjvKJ+2VFbd7RPW2zNkLUlFjIaeMK+ZfP6kNbpHS8rgOOv+yFuedOxabPl5u8/RlgyjctM1qB/U0E4DAkHYLRQ7NPdJf/yC/+EW+KzNHTO6+75h7z5o6/lzZVMrL9RJzkZMbMqMsJ0QWMblsGZGqEVoCNZVcRb0ogYLwcoK2ey4vwsZQNaqxI7nXUNo/0hQb3ERmHFBHG4hqV2JqS2WjFwtXlK/TGJ57YjLU27iQS1YmFOmIwiVTa4ICbOoF6xmXU5OVPLOpnPuQpc0IQDqF/eqQF0KWy29unqOVGy9o7ntDBjlfgyxVt+en7ym3oaIeq1yOhMLsDWZ3pHeeTgIj/8ij+kb2skWiI0X7nvcf7kxI1XNYefV8M/vdl1VT/u/Z8Af/JZ//YjV/z5VX/zV7+68bwGAcSdXya2yTyuKsBMJgWpDhT1S4Xo4GMzNR8RQz1FWZciKxxKhJQ3qooOVNPXnxSoLprQ0hU6NyRbmmD0VAaA8aCsw+ROsscd+Gm3mWmX3GtVPdQajcOrSVUr9PpXv/wnydshH/yTH+De//hGXvPCH0VZC9ajihKqAtUHmqK+0521cXVY8nLIxUPR0Ji8oq8vt1FeOlgThgBA0C/QWYGrRTuvXRUNk6GtrzY2qWgmevkpqKF3OslCmVOAlo0xcxilpznDzkgxrSrakZ9o76tia4KOuioxbTKUA67QMsIOEwSqYkeBdkwZFVMDDweqem/yNVd5KMjXVemnG4xMIjVdjEFAI+89TBbdoUc5vbOxQ7WAXt3KMAGx8hrkTS1gViBghSnkvbXOML22Nq4iEMeAMpQ1Q9lw+NBJx6Yw+JE81kUSoLUnCUo6yVjc5fGidw3FMb7cjlGpUHJt6HCxwmRauktUnaZSDmOmAqiCTOjLJhXGiY0VRajwKqZ+ucDFmtu/+xif/vk3XnGPvLxW7itABWxisImesiqKhlDTbXWoNZnk7paV3tU2HLpQlHV5hsLK7X1iTGgKkZ3ItdkpaK/0dDBVF3ji8zGRHEyG1zuFvH22c1jVZd8pvidMCT/NtpbCXjbRKWAgfosyX6qNX8BApppfrybzzhNvQX3FEw6k4LxSegTS3femOnCVwrSYPGPT5BINTu3M5SATc0Y7UJixFv3wkx3aq45oIFGhVzus1SRBQdGUgilZnwAvEhnqAwFkvPHosZE1WCH041KRDyLyya8dG+KKrl/OKrR2xFEhGtQ8wBhJTPAE6EIoliiP94pRGUpRqx1BbMkzOWyp0EHgyL3MZRdKwRH2KsAnljmj8x02SjR0vOx1b+cj73pTda2r9S+YMElELmUjMctsxgWugCKCsiV00fhsJEBDM2LFtqWzOdQ8cP9B9EwmnTR21q8JzTjsI/RS66dgaZDK95l8570EmSfeFlAybwkwaDJINqoOT5upZ4114K3BBR6XWDbWWviykrsopp16ZTzKiCklowAsnGpYlHG4NJiCVoDQmo2H1KBSLX4rSYg3wtpiZGicF+AiHErnxGSylkpO9xU+Nd4TZDtzt0xkP5m432eVga8OdmjZQQrDB1vc0z/EPfkRamcCxsuWfu8ZRPGfY2gtpsJmI5DI2DFQUbzLRNaWxvEQm4TTdcNU3feyFlI2PJutSK5N5KZ03mwrIY8trqlo1WChNiS3RjS5gCs0DA3aKnQui5WLZK+SiSEHe6ACX9npPFespolkCA+27sm9+Fx4JevO4WPv4MQbv5dT/+j7pvF0urjidarhDEwqk3Te45YyZucGnM3neGdmuDU5w8PZQR5aWaIe5Oy/+QKvWX6YC+kMn6zvI7t/icb5yrOglJdqnFPkXUVZk9eNelVH1O7MIeXBDDUmrcD0vnzwqd9TKT4upduhKU8aBmYs6wRKTInFSa6qsjNhnMQbgrhmLqaoW4jEQwflhRVnFb4UJpwtNAQe25XNTxeKxooU/6aYyEDFEyocWPBizKzKoFqLVQUAyF7nApFCTvLilRew2hsBw4IUfurSl/Jjy+/j+899BZ86vw//UIvOnauMK3bD5zu6wYiyJWBN2bTVnAmmz5Fy0H1EzmB5B+x2hAsjRnXZWy4Xho9FB8lswMpWi/xynTOBxDMncUFRGrxXRGFJWJnh2lAaK6Yqxl0EwTV92vWUy+e76JFh5sgmM7WRyGCyhI1klnRWutdRz0xBahfCaFmRrGkalxxZW1PUFC/9prczWtTc9+/fyANvfyMv+eZ3YEMY7VJYLUWyKar7rn0V/1xJqZYzjPb8zEf+Dkkn5dUHHyO5p0G7B+svz9nb3eLJh7u0znqyjqyftmWJ1oKpn5RJlRTEHhSqkn3KPAgHcl/j7QroUop+X9gSRbM6j0YCcoa96qzhdhg9k+dkcmbwBagq9tNksvZFfYeNpUifFPJXemjpsvIlqxoXovFX+NhiYz31O5sAAGHfCuAaqSvO7hWQGDJt+gSpyAYmz5quGBzKQtyrorcLRf28YlBrcky9kuFKAz00uG7Bm4/+AeMD4VXFZT+fxudkAvzNCAL/n43nNQgwQdMmnZwwd2irCKvDrJ/QcKxE6ymrUV4WLibO+BXvpjIunRr8eS0dtgl9fbJpOgNUGndqO9RMof0jWp+xu6JQV1OauPeTzl+FzHmRFyg8OnegFSq3uMQQb6S8+uU/icothAYCjcoKPAGqELSjnKmTd6oia3xlMSLFVtSXE9vkM+nCogtXvRGFiwyqdOiswIemOtxYkRtUhbQPFKbwU7Ry5+LvXFulmEbuqcJPNf6T4lhbD4U8NL4UAMDkkwVbFlZn1NSPYYJoKiuL2gTt14X83h36lFCgd3TTk4OyyCdM6uQaF05+zismEg6de1yspjJ4kzuZM4EwH3QldVCV2aJyTJklU722ryiZFWBgY/UU4OTzm8TQPJcz2BcxnlPUV6ouo5OLaDI/XezLZKdrmXVFDuBi0agpDRiHMgr6Bp9IZ1U6dtUhCmhEOUY7opZlWESc910sEWqsmZgbFk0wVZfcazmT6mqzniDSLlTSsXLyubOuIusaGhcU4VjSBG550zHw0E4rv4zcTeeJN5qypinqgkBHufy+6LIUN+M5RW1dCtayphkuKsqxxsZyKJxS36qi2mt5JiebpAuYGg26Kw7LwRABmpT87MRLYIJ0TzZl5aqDPjtF/aQAmqL4fkIT9VMGiAsq3wgv72fifTE1MK1ez1eAk6JC+6tpYzLRkepCUb/sSTYtZmSn4KEPFGXdVKCHsDHEh0OucTBy0zVnarxo5LnRhbzXsFcSDHOSTowzimzGEG9ZXKSfKk34fIdVXNjq4BqW4RGIPx1QW3c7ZqkegqHCGTO9bzapNMJKC1VYywKsqmfCRRDNpCx3eizWBpTOsJHV2N/cZFTGfELtp+xFUC+pNTPqkTABNJ7SaZxT1TPhkWwuBYHHadHZK6fQsYBOE9+ESZe9rENvv2b+oZKX/v23A6BDKbRREODJ2wYbKUaLmqLtWWwMWM3m5F6MNLUTEWEl5+o+HrB9JEQlkwJSCcMo05RtR/OkSBVGuyoAAHlfPlBTGrGAU0JFdqYCv6tizkYCGNZWob7isKGwLwJzxfyzUkSrECwRJhUplTdygDWpmgJRE0aTVzIXXSFFU5hVsVeR36GxlmCGhmAo16YslVDaNYRbmtqaPMPJes6ETaUqgMyFGptoSbHxAqDqwlM0NKAJh072nkAecBvveO1M5lW0pYg3I5JNL8VXZMiucgmWiEponq1kGfUdNoak5VRzMtxZB6cMhZqYsaI8amwg1UL3LhTaKlzkyMYhWRpKXGhd3OY3BnVcGhCkkwQARHpWc+hUT4tFF0qhO1lPUDuH8QkFfSJvyeYh25+T7lYk50NI5TWPvvUdBANFNN5Zw6bgAdI8iJZGEt+mwM4VhLFl48lZ3vrAV6NzyHaVqNChegEfcwc4OLfB6fEc73n0Rlxq6CZPLWqCTOZqMISiI8/gVIpTrbPhEFykpUCmYuIg4Isudt6j+HcIAwzYieqsAJlJ91lZhR6ITl3nqnKdv/JGK7zWOOvQgUcpj/d66i8Ur8kemac1jJXusjyLmmzGCL09dZjUVucIP21koKo1N3cVsKvIW9Wek0oh6K44Cwap+Et9/Fdv4+7dtwk7qQK31h6bF9njVYxtW+eWpTUSUzIqQ85tdrFRS+Rjma+aCjvgcVGvzlp18VtJ6wFbaQ3vFfkoJNquvHniAus02TicggDfes3HmDVD/kPyxfTMDI2zinTR4TslX3bgCebCIedmZ7gwanNNe5XFqE/hDAMb86ejhLSWgPaMx8LMNWON115iglsB8w+oytcHgpEj6ile9B3vEE+hhkZ5uTcij5M9LesoASojubZFC8yFhMYFOSfaKOQvP/Yi2mdkTVm3iov9NvWLMFoSlo1NPPUzAeFA5pSLZC4GlVmsh2rdlNecRBHrojLvzCB6vDb1PSgaQCKxm2WzWrOrM62yMv9hh6nY2nIEYzc9dwOM5g12AuRYMNXZRNlJ4S5n44nBnxnLWl/mZsdoO6kaSlXzc9II8xN5b+Ex6c7aH6QT5m31vFXSDjkXyVy2lS9UOILug4bme5o0m5rRgqLfhT/Zvo2Ht3Zd1Rx+Po0pIPNMX/vf+1b+1uP5DQKUUL9UVIUroJR8IAU4Oei5QE+N6yabuov09Od9pLCBoInhSAqtsiYUYJOKGZozwgCASdEHRUMxXpBDUVj5BugCdAJlzQg1F6bFaDC2UlhWBbiyDpsEuEgMAn2ohVo2E+2Y+QHZQkK0XaDSAttKsPWAdHaWoq7YeE2K3bLUz5lpByvennSXPEHmCLd3jAFdbNC5Rael+A8AqnTYRiRfyyxlc2fX9NXZWRceVXkcBKOJISCYsRz0y7qRjWZS+FeLh4v0lBmgC0+QeQEhqvcnVEahhLtIV7Q12cALX3VBqg3ThhBvywIlbvU75icTh1jlhFIWb1nijRydlbjQoLMCtJ5+NmXd9OdcbFCFIxjkeK3xoUYbhRlLpOPEL8CM8umffWzwRqNLkUzIAU5o8fpv0EndukYkAOFQrl9ttaBomJ3rpGX+lknlf+Bl0/HGC03dKQirqnJsUN2chdk+zTjjzOosQ2LWN5sEkWzqYSDRaklQsDjTZ9QI2V5vCgpmHIUCXRj0eKeIcAaiTDaR0ZLMfVVqbFJRHSsQpncElNdEm4rZhx3eQH+fpqxD2DPT1zO5mPLlywX14yH0RY8WDaTLEg41zkg3NOpZgpHQhdNZTdGosoUbVSc+mxT0VHPUTzuNZV1h7A4oNdnclIeg8g1JY3mukw15XvOmIPkiN2Jq+jRB00VfN5FGVLKIqkvvQkWQyXzNZsSrJBzIBlrW5aA80UCjJfPbhvL78PJ54kwM60zmiNYzmb9KiUynEUkaQyRAlskdUd/KYXNQEvQzXBzgIoMZF4Q9jfiTVMi1rfw+soIos7haiA9j8Tjh2Te2zzXMGMK/akOreqaMsFp0XBk0aija0h2PLsnvcaEc3MO5dHrgzTcT0JAtlehmwQt3X+SW9nlSF7JV1NiV9GgHY8KaJTlSsJY22NfY5Lr6ZVpmzEbZJHUhq3mrkgakBNpyadxmWESkRUhuDeMsJBtGFOsRh249x+56j79+4gjhmYRoS+aRC2DrSFAdDiFbsAR98dEwqQC+/oYxSnsCr3j0/v20W9I1ap0WwycUJJsC6C3cK9dmPC+eB8W5RLpVkaJ3YwlOEa2JW/MUAK2AqrwD48UrvABQ8j7HSuZre2f+66Iyv6xVnjIlFKUcin0kTAjdEw8EVUixMmWjFMIm8boytKpAtmRVZDE73h6y7+VdXRklVodkQ6X/hsZ5RbLuSTZKed4Khxnl4BwuifCRoWwEFPXKXybzU8+d2mpOWQ9wkSLoF1LsbwpwONVhV3uaLsPpz6OgcxyKi4bTVzF/g5F0SXsHRZIRDibrq4CDouuVtSDelOdWVUZn6ZKHQqGt6NdNDumSFZBp94g7953jnicOYSLL2v0LrLlF/IGx2AaNd7xYio4lWhwTeUXhYkrtKSKPGZipDtpkE7PIHYDSVoypiXmoLxUqckS3bZEVAe0PNQHoH/Skhwuic5EkoyynNJuysP3z6/6S96zdzCceOiyAXGrwKxHxSJ7taACdEwZlhVlj72ty8nCL4+YAgZN9q6zt7McuBD0UmRsK2qehqIPy4s8zYWKFA0XnhKxzRcNQ1hSDfYp0zhP2K/PTEGork7klHdWg+ryuAlnNGKLtSRNjZ321iUgafKOiPpeKaC0g7AcV68Zj7I4EbgJs6VLSgpINz3DRVOcKV7nY5+i0oGzFlDXDcDlgvCDzpHHB01ixAgRoSREq6vJ8Fc3q81R+b0VdoZxId1qnmJ6bvIHZ+5meUT/fMTpTY/tX9nFhl2K87DGpkpjdIZhY2Dgqr/xxgPqqp2hKvF7Rtczv2WKxMeCxc0voTTknmaGmf6pDMNSQeFy7pHemwy/mL2d3d5tQW2auX+fLXvkIm2WdWJdcU7vMTfF5TtXmOVlfIHUh1mtmwiGHklVuveUsDsXhaIVT+QIXiy5Nk7Ir2OYbmttsuhH/z9Yt9G3CH5+9ibWPzjHzmGO8oDl/t2V2fovtXp1yIHT7+HKAv3HI115zH3929ga2CkMwEFPMeL3a97UUq/G2m55lFj4UMJ6bZXTYY5sl4XqIjzzR9k6jxyvZs4dLwqbCi86+rMkz2DviaT+pSKtmoPJQvyCNgf4+RTYv/6h6IbXLlTwklv8E6KoYMn3pvE9Mq0H2cpuYqbRyIqOdsF2jSiZQ+V/KeTybzF9hycQ9KvaaSFWyrsZFasq+mNRDE2Nx8WfxUzPl2rqAKxNGpQ/AV2wIXQo4OwGkx3MGXXrqq57G+wLu/ZVbCa+2IfY8G1eJ0/0fO57fIICb6P6N0Fg1go6XDhsL1XiCFgv1xUnBGeodSm3mUeFOl85VWspwxJRCqz2Vw7xsZpPFPO9WdLXBTgepaFUAQqamSFyQaYKxkUNO1R27UlOtCk+4NkanOZFSVVdeky/VUdazfbSGVzWUk4g6F0Pj7lXqeUj5cE2o22pCI9rRzAPoYof2XkaVO761KK1xWn6XCw1eKVxoCIY5thaKz4GVZAMfanxgpOAtPXoagSib68R1X1fGgjbWQq8vvQigATMupUB2FfOiKkh0XnUutUKXIWWihbmRTzwO5B5HXuhzUC1YtkI0S3k9G1ZdurGfdpspHdpV3g04zLCQLrCpqIVGy+E0s3itQQsoofMK6c9LYWGoSZu2ujdGM/Fx0Ebjwp2D7ATB/XyHV4ognehkZcGdmDsGqQAlkqYgAIkqBZQq2tWhz0z8LTyqH4op2JylGWcMslhiY2qlmNkpaCUZRjvGeYhSnm4yph2nDIaJ0GKNI8vMlKI32Wi8Ztoxn1LdjMe2LYROXINLgy9Ef+0VjBY1WVcOW8FIEVadReVguM/jZgpUL6B+UTbBCVVYgDWZW3lLrr8wWbzICeoiBSjaOwe3iTHWxL09GjiKhkb3/fRwNWEGTH4HFash2fTT7v9UomKkSDJ5pQOvUHKT+qk0ZoIGT7v01QHDWE84FMMtk8rP69yjvLi8Rz1L0dTkTfHsMJnH1vRUEmOuMPdT3oMWMMrWQtGiVqu2KSSNRGcyx5XzVXHENG1EKXnOBKDQUB0aVGimHSwXKIqG0A2vlDhdzZiug5XeOKi08xPfDB85KOUw6hE352RxxA1Ll7k4aDPMIvJQFtv9e9a5eeYiXzXzaVbKNoUPOM4iIxfRCcYciNb4O6372XI19gXbXB82KHzJukuZ0wljX9D35TSve8UOOF3GrNgWZ4s5Hhvt4tRwjnPzHX7g4J+R+oh7zh4g71rCnpm+77Iua2q2YMW53gu12StFvlSyt9unFhQ8cXaJ+gVNbVUYMHnTCA24FJbMBBBw4c7aIKAN2Fkg1+hSUTa9OIgnkw4/uJoj3NJPAaJUpQG1CWSzAiCZcZW5PZYuX9msWGHsMAZ01cEKxjvxqVONeUW9ln1QntcgFbmBUEeRvdWJTt4rtdNl3SFyVBrVnc886Tq7xOCDWIDVijY9njMUFbhuck/UF1O5SQEUDIS55iKRPWEU03Sd6nkLhw4byRwORwI0FY2rXIMrEDnarsC6KiWotibd7HTBk6yoaYSZr9hmNlboVEMkRVcwkrUyWjOgmUarBYl4A+QqETaKVWjjOXTzeSIj1Op6UFA6zYOnd0OhIRR9u0sUWctRjAzBUFPMWOKFEUUeYALLfHvIMIvIigC/Wpd90YqMxllFOiuf0c0UmPWQfHcBxnFk1xp7G9t808JHeV/vFj7xxEGimRSlPdnlekW3ZyrRmBiL2VDmcTCUYqboSHyrqUAkG4I2It+orTl06RnPS4Fgqy5k1HfEmyW10pF3QobLAXlbXlMVMoep7sfEOO5Kiq3JJpK5na7bZM2cOqBXXh/JiiabVaCrNbtkaqjoA1mTp/fVU3Wm5RlxgZo2cybrvAsURAFl3ZDOBYyWpeMPMu/ypqZ+WdKWgpGZFmWugPKKQm7C6nDj6vmpjGpdKODT1caPuVBTWy0xuSEcarStZGjVM+kqVpAPdv7sAnCxh8DTiHJm4xF2FBKNlXjxJBJrHa/LOuO6Hp9YnFWMioj5hrSyz4xnOT2YwTrNmcYso5kIVx1Cb6qdw6GxXmOUo2tGXB+ucCSs86LoDCN/gkQZ2lokPDO6zte078PgOZpc5u32VVxa6HDDbSfpFBGnH16Wa9rNceOAbNbxq3f8OofDPn/w21/AzPrE1V5YVdLZrhpZbnJukYbNVJaihJVmUsXggJ/KTCYMGxfK3hYOfLXWMI3hLBpyTYMh4ASwdZGiecFTNjRqT042DMhm5HmZGvRNWIeTZlSgpsdMQvBqh5JnskqqLPZhTPToV55pqFiwTPxiqprFJVBGkwaF/Lup2DiOCesUitpO0aAraSxjibPMWnrKsJxeRy3nHHwlN2tIMyoYyfXVZUy0/XTz8f9rhgOsf+avPc/Agec1CDApAr0Gl+hph8/WDc5AOLS4QJN3DbrwlB3RIOVtoYWBLOzhqHqNqksJO0VCUZMCpKyL2U62SzobppNzcHEd5xUnzyyKa2qtxG1G1M8JYu4DoBCjqaKuKuM6h65MzqYdGOuxrYiyEzPYl5C3BWGb0OoHBz0uFKdx085RyjN+ZJ5kTdE676cUSl16ou1yKjPQuRjZqEJ2FBdJN1xHRrrh1klhcQXqnHdjUIrkwoTeoKvufCA+B1aKZlVI4ewDjRmXOxIALaY5VfORZDVlEoMovHJhH0xjCys/BOXFm8CkGpsYqFIYvJHoQRcqirom7llEiyn/plxFly+kG2rS6v1Zh09kevtJ97O6Dr4m3VFVuJ2Ft3p/QS+V9wf4oLouXoATKmbAldfLKwFAglJ8IPyzLQzPMiZIbtT31WdxmFTSJ0zm2DoSTM0HJ5KDvAv5nCVaGOOdIokLFlt9jp9dwo4NdhBxKpsXIyTlCaKSRjunHuV8xe4HAdgsGhxM1tgVbNF3NX7D38WF7Y7EDFJFMhqFrTt802I2A8qGmuqYXSw3PNgMsHVHtDujLB1Ru8RoT7YU0D/VkOeqYUEbtvaWJN2UOCwxaYTdjgnGmnC0A3jkbY2dNVOTpUlOtjOaoOr2hQOmpn66YEptnCR8DHfpShIDyZbcy4lWPho4sF7mVKCmGmvlpFB3kSLrBNI52NoBYbwGayoX3QJ0RYtzk0NFJAdX5SHetNX7D0QHPfGn2Kq0eEYRb5QoG8hnH5Q0LoAPFNuHhBVSNITFpLOIeGUIoalQe0UwclVBJ4XIeLd0PhoXC9K5qPoeYexMDsu69CLVqYACFynSrjCI+gfkIYg3QedXrweYGLPmLTloBKnIVfDSJRzsBcLKD4CKxriU0W2M+f69f8ovrdzNIxu7eNFNZ3j1zMPsCra4b3yA31h5GaXX3NE5zWLUY9YM+Aetjeq3hkh0SUP+pgJ2meb0z9LIdjxejHnP4Ga2bY13PXE7460aZBozEhrs9xXfQH+9QeOxEB3DaI9DL2TESY4qDeN1MfiL9/d5wa6LdMIxu5Mtvrj5CKEq+Y8XX8XxwJHNe7ZiLQVECsmqm0qqTO7JW+IdoKf0dqTQ6YGuGDUA2Zz4XgijRREOBABwMeB4SlLERBM7KV7zluxto70e27B4FRAM5UBsa2JwFW3DNCnDV9RPL8CUrowlbaKFKTCVIVRrVSUr+fBvv4kXv/4dRNuVTt/KAVl5SLtq6uVSxoqyYdCFo9TBlA49kVcFo4qJM1MZrNUN4UBYanhZs0G+PxhJZyzvBEz8LlygyDqadFYAkcYFQ7LlSDauDsiaSMiiviKdr4C8DHoHBZgJ+wKix5seU8hnLOs7zIiZ69YZpRHuwTZhHwYHBcy4ZnmV070ZzGMNFl52gTte9Qh74k26ZsS5fJZff/Au4iRnpjHmiQuLuH6I6RnKruVLbn2Ybjjm3o097G9uUXpNakMiXdIIJM+8Zgq0cnxqZR95EYCDaCEljkoGgxp2M8IgsZL/4IX38IL6Wb6huT393B9K4U97L+CW+lk+uHiE1XMzeO0xmdx/SczwO74p3lNW8i3lqujYoRQBOmdqwuo8uI5QzXUhHXWvwdegNIp0xqD2V3rwqhjNZiBoVE2ToZiZTajL40WZTyaTxkuQqmmBZlzVVS0nDZYdWZi4nYt8bALAuVDmyuM/9EZu+lfHxEcjlf98fQJQgusLUBaM1DQ1SJeevBtKDLSR4qx1ujq/hWpqRDzcHU/ZoxPDTiopxER7PdmPVHXtJvtc1JPX+2zPhs9nlHVNkPppU6G2Jt4EaVdTNCs2gpZrm84q8i/oc3Rug9Prs2yNajTCnKiTUVjFLTee5myvS/rJ/x97fx7uW3bXdeKvNezhO5353PnemiuVSiVkJCFAmAxJ0KCtoijaiI/tzwG6GxTBiRZFOxJIRNpuW1ts8dHGAQRREwYhQRMyp6qSVFVquFV3vvfM53ynPa21fn981t7fW0mlkgskUD6u56knN/ece87+7r32Wuvz/ryHNabnxGiOuUH1HV95+9No5fnQ1dt42fGrXJiscunaGjZzfNu5D/FNg8fYNIIQ7nlBhXOlGaqUTCWI6TlkynLBecZe1vLXZXJe+yd7r+c/X7mXaZlioqnjpz51jpB5jt+zyx3Le5zIDzmb7/E9q08D8GP7L6UZQOmh2PQEGxh9NDYPGvGmaaONXSsDG0D/qoIrCb0dYUYUa3QAbrUcmwDjyAwayTtfrSDnqkmMmh3LGWR+UgCEeiQMLzuH02v7nK8N04EheyaTI7CLzcZM5kw6RxpftTTOTOnAB8o1uYfdutlAOgsRjFPY6IUQ7GK++1SuRSKZA/m+Z75hmJ6Wr+VbwlRMJgGNis3Tdj1rDS1N3NM9dia+T9VQ/I3SIzHdbjrQQNbE7FDWiNmm6vxrqqUXdnn5fOM3kw7wO228oJ+Sdp50e4bvJTSjBF17dCl54z4zuFRTroh2U7fRdywKt1b7aEpB+OQlUJ0zum6kKChGivFdHmyASmNnCr3d58lJgkoClJKrnlxJSPfpomI605qeHNxUJqZqIRYQrfYnaEW5llIPNNVIke/Lizc9rnA90WCme1r0bHsWFAxuiIun0CghOxCtk501EIJ0AkHol6nFTArMpF4U4SEQjJED1rSOBYa0hXQVETylFnT4SSly4VjI4yGkWgpiLZ+p7ZLYqcPOnWTBtwBELyEkqtPnt7IIPRM/AoySzrtSqKUsop1BvASCwVfyzJKjRsCLNBOGRogLaCFaKjutUI3vQAoA30/EjLBywhLQ0lHS8ffhPSERfwTVePDxEKmEkaEaLyJ55N6p2OER+qrHJxpdOWy8r7cyhBbpuw5stl+iGk+1llOuWOnWJQvK+/y4HMzTXUOzbAhekQ7npMZh85qQNSSJI7GO2TwFBWvDGWeGh5zp73O9XGbqMj61d4KPp2dYSkv2ih5XD5apZonk2yvwqQct0ozkmQSXC21QVxrfcxLxFDsoLSoegiKxjmFWsfXICfzAw1oFE6HsrhwbM5tnHE36rKxP8Zf6ZPuyYfoopagHwqTRbSShokPfg134QbTayvYettFsLQJu4/sLiw5s0AsDn7YD2uTiIdLSjFUTyA5CxzxAKUyM3KyW9LMMMVXssLs0HjCNIpl40iO5sE7KEWlxykY9oWujKMWvQlgwHj33rD847t5RVdbgwS/lnR9AZ2gau/guRbTqASDpQMxiNbmJ3hpp6UY6Ci21UOiJYrSoXOx+VLc0fePD4Flsi2JtUSRUIzl80CjsRA5Z9bInRDPBE2bOejrDecWrRhf41uE+TzUT/vXsOI/sHWeUlpxPN/mzm+/hJUn/li7rP86GfGjyMt595cVUtWW220c1Qrtvtcvzapnly3JPZqc9L3vF05zr7/PY0TGeuHQcPIxOj/mWOz/O71l6kCJYHixu44nqOE8WxzmoerCVY+aqixPr7XjSsY9SoZbdIs/IZwuzyLaj1AyC+CMA+EVEJMR7GjWjLb2/fQc6zwq76CrpWgozaQ1FIFrJ3/VvyLyulrSwahydqa6uhOHS9IWxZpwcPu3EdbIu5RcX1poTlquq87pRHobXRP7Q0vzlc8YLVhHA0Dqy6mT+tv/N1zXVMO2o/ab0mCImpMR9w5Tyv0L3Vl2KT3FcgEbl1bNcxb+Q0RkuliIHnJ+UAjRtWRCx2yY0Xy3Ff5AisRh47l3d5qjKeaw/QjWKM/ducWN/iScuHUfvpgz34OLlDd7zkp8D4McPzvEvHn0N6lLObCmlXE7x4wSCYvTifY4Px3z9yqPsuSFmPXBnvsVOPeJquUyiPGfzPWY+5eMHZ7k6XmJ7axlmhpAEsrRhqVfw6pMXMSrwqb0TZKbhzUsP85X5orJ8op7wwxf/IFZ7Prp3lu0by5hDkaq00W52vkhykKgxAW4kHi6uISlUUQ5mSinY7ZSOrYQSQNNldCk6LeDVFsXKialhMBFI9TfJL614XSgP4zskrjU7WLiVy3PxnflsNZLmALHB0r0TM7mWamkBvCcT+ftylWd5FQwvSCqDGMeGTppTD6W5ZKqFAWz7/phCziA+VTRKflcL9DXRL6Htyus4d1SzuK+mCFTLCsZiotmZU3+BIxiYHTMk09B5FLW/v1iHajVEk0QBA45eUvPAxg678wHFYc7oxAF9W3NuY4+NMzO+7/R/4p3XvpH3ra5gjs8leUh76nHKU0frzKqU+zdv8OLhdQqXsL/U5/7NG/zR0ZMsaaFG7Pope84y0g0JgcNQcswklKHmyabm3x2+kqvlMj1TkyjH644/BMB/vnIv1ni+6Y5HuTRb5XyyRnrcsX045GUbV3nr2oO8tT/rPvv33/gyfv78Ax1YNbygo0ywiV4acrZv2Sj1QKQSzSCQHEqxPj0VmQGR/VscD5FpKWfgttBuhj7G8glzBeR8X2zK11wspIMSNkbjNaNhwcHOShefWA/lvGILMJOALTxt3Kw8S0UzsszXZZ8Sj6v4nOO5xdTyWbSD2eYC8BIPiigrPHJy9ohNJBPjgpuMuN8HqmUx6nVpe/5p9f+tpLKVCEgzUxpv0mxDCeNLx2aETxTFMQFNTKVueQ6/oEbc7z7X115I4wUNAgBSOA5S6oFBBRMdUXWHaulGtOgujZRXt4geObxTjMZ8Jou7ncvP7F+XTcAl8oLXI9j8iOgo55u605tBIpSzPTrgoEWMm75ichtCyQ10sTlNplAJzNctLpduYxtVl46le1SsCY26HokG7vgHZEfZ+vJA/7JmdNl3LvRBizY/OSij83/k+RgFLlBt9pkfS3DJkLVPjlFzKXyDUYTUyIIzSLrCJjlqbqIVh6h/DMIIsBqf3kRTmtWgFa4nYICu2+6N6rqWaubwgyxKMJDC2wkw0NL2vUZoTLXQ8O3hZzAHXIKJnbEW3BhcmdP0E5qonTdRolAvZehYzLdO5xJFp3G5ACht9GFQWddtaFFYO61jgSaeDcEq7LhCTeYopUBrzDgeUHJhb9RLCboOZNuzjkXwhY6goR5qilXD5BwsnbdoB/ON2GmK9PBqma5r4VMo1x1GB1aWZ7z2+AXu7G3zZ868l0eKU/yzx17H0c6A/HKCBa5V6+yv9/nw5HaYGeg3nSt42qsJXoke2yvsnqG/99ldQMaQ7RvqIZRWzNyqJaELhkw+c79XcXh1icnEYCJ9TO1k8twaOLyyzFtf83F+/qMvp/6vayzFTavJlcg0IsVXKaGTth2X1vivjl0UW970/rtoXmbBDUTX1h5glaNbB+TzKCanWoGb/Ny6B/VQcrW73zMQJ+s2ZtLOZTNt+pJkEDoDtRZciAyByExq5UZmJoBVsDL/bCFgg5k7dFHjegOynTn1as58U9zFt14lEVs2egkMrzdUI0OTyfW15m0uVxSrsg7Vy5JuYuaa3g2RN2QHnqYn/g0+lZQQ0R7yLHBAN4FmpUE5RXloO3+TWxk+kflarUA9DOR3HDEd55jtFDtVuDxgjgz1sufEvdvcvbzDUZ1zun/A7XbEa4dP8ude+mvcbuXweJcd8uLBNd69/RJ2/RKZbVg5LhPxjzz99bx4dI1vXvo4Z61jXQsTYMtNyCOFchYcPzt5ET/+yNcy3+mLZKbSpAcmdg2h1bvbuybc/ZXXecPa4zxTbPDvHn45D/mzqIkFG/jG13yClwyv8IGDO/mJD38nx04e8Pde/FM8Vp7ipz7wWvTckMQ0g/6W7wqTlhXS9IRxcnS7oloN6FhgtZTkNklAOSX02xhlqudS6Giil0TsFCbVouuDkq4PiCmcjnrojYd8p9FvconvMrPYsZ8FkmkjAEUEUINW2FnT/e6QCEgqxZiwcpSPYFyqeN0fe4cwswbtIbBl5CnKZfHtmJ0RBG94QZMdRK+dftw3ffzsAzpmEQrqpRi9NVS4gbDA9IoYa+lnekLJPYqH3CZ0B9z5SceZe7e4sryKy3IGl2+NzdL04eAeobLOj8m66PueSiv69x3IO/6eVaYnBAAozjTiA1Brjt+3zfeeejc/ePGb+dY3/lcenxxHq8DV7RUGn8zo7YoBbnYh5U2P/W5KZ7nx/lO4ZY/frFnZnDBIK1589w1OZofkumZoCj42vZ2tcsSF8SoP2VOspAVaBU7khxQ+Yb/uc3W8ROUMr7rnAvcNr3MyPeCr+0+gVeBd45fyL59+NYl2bPRKxiHnl+ae//nj38rGaIpSgUsXNwCw+xYTRL6U78ocUZFO3vSVPK8UZj21KKBnn3EIVtJBz3ek00xcw4ONca0tPZ0IZrU4u4sg5ZZifsKLsfIE5puylphS0cT5EjZKGCei5GuiLEXLHFcZktQR51d/K3QyD4hUeK26wv+Vf+adDLdd7NjqRec9Tsfrb3CQe/LzKStPyHtdjYT63zaKtJP9eHS1EVljZF4Va+KpUQ/B5wE3aki3EpIj0eID0WWerpiYnFKY1x5QAYePrXQA3xc6XNZGnComZyIYuS17X/a6PepphroxIFh44I8+wun8gO1qyCMP30b/umYnGbF9eZXR8Ql//tyvsqJrCpfgRw5/mIFTnLhjl1mv4mR/zEtOXKX2ho1kzB8/8X5+312xIkY6An996wE2kgnftXqeQx/48b1XsV/3OZ0d8Eyxjg+KJhhqb5g2GRvZhL904xVcK5b4U3e+j5Ep+IW9Bzh/sMbfffFP89qswIXApxtNimPLOf7u9hv4+V94rUQIB8jmchbvbwsrtB4IgNjkcR72YrRyLs+ud01RLUPZg/p4zfLmmPVewdbhCFUb3DglKI3PW0aSzCefBSgV9TKUG8KIVPGsGlRA1YrqtDQCrrz/DOkR9BORwLn4s+xUL+SJEeB0ue4aCsEo8n0njMWbpJnpRNYTlyp6ew5TBXrbiqPbTLdP2AKWnq65+BZDWK5Rh4rNj6oO0HNRUlisKmF36sX7mI7jNcXUJ5cJaOAikJXvxXsR5NxuWgNtr9i7X1GfqgjXU6pl9RtrKLxARtvEee7xwkIBXtAgQNCK0EuoR2LQpptAuSQAgORky8vktUz8ail2qGbSHaxWBLVKj4Tq762gg2uPLLo3QcmmkU7EhCuZyO8JRmLSxORGkDI7F0fTclkOC8nRAhH38UUSoGGRX25KoX/1b1SUKwlNruhvebJDRZNJHEe5pHC5Ir+u6G0L8mynDS7VUfPpUT522Lt7o9F1TXJQMjsu9wcvHXI/yIQtUDboIoAPNAMLBumklw7VxC55a4anRfteD2wsdvxNH06+zfUNTSYAQDKXrrhqPGY8R1eJdNunUdwau/Shl8rL5GMX3YOeS5RCsBq0Rs9iy9fqBUU/Jj40Q9lN55sp9UCRTkK38dtC9KJNX6JxOsPCmzp0LlMxk9ujNVSJFGO69B1AYAESKw5bWi2uwSjMrBHPBK1wgxQ9v0UdVCy2XS6GaLOJ3N/5sUB6JCh1ehjYfzG49Qa7nUiRMXS88uxlVtMZu+WQ147Ok6uKC/N16meGDPbkQF2uAF5RHOZQauni1JLD3gw9FYhLsgn0rtqukGhdmdvEhaCgWZPDRsgdftkxWioYXxkRbKA4yigqjT00UvSXoCtB5FsN3H/4jnfwnyb3Q+pFr2bbA2GI7++CHtpSbYW5IxS8VlOXXKMzoPKJFD8CssnzSmbSTWmZAO1BwKULV2RC7BSFeI8iKOBToc82AxVNO2XDTScxsQHp7PuERcc2dpXtTF6EZmjBCXigy0XntmMgNVFKoxXFsT7Bij666bfMpFhIIgZ70xPiXqyCbPLBxkPfqsfnnmSpxDtNuJLT35IOQLkcjbIK+XnJJHTgyc0bmEsVvcsJupS88N/QUJHSu+ZRKxWNMxL1t6Pwrx7TM57pjQF2peTc6ACrHftlj9P9AwB+6sZr+VlT889vey8A//DwNP/m8ivRu1I1lGct5+sR75mtoeNp5bHqJHXYorYTMqXxwCN1wieKs/R1ya/u3sdst4+ZGrJdmVutgV7T6vV7geYo46OTc3zU34bZSVBZINvTcm8Tz3ueuZtf3H+A/gXLD377v+Gl2WUeq05yuVrDLFc4n6G8EVO+RvaVOpWCBCUGpi6VJI9myaEyh9tPMFMB0lStwARJfJtriVEsowFhq0uN76IpZY9pPVA6nb+PbtnxMFcPVPxP/k3Tk3VGTORUZLMomfKRUdL0LbZwmNrjjOm6/y5VOKTYbjJ5h9qUkFZC51IBMkPscpXHHfQaKAzlisgARKfrYSgTWycO22a6A01tqCaJREzlQudVqSfLaykY0mhElYBv5F0ivlfpgeHSxQ2S7SR2729x+jqRwigH9twU7yRJJgTFSn/O6cEhH19alYKzF0hWSqrDDN+v2ehN+VhxG49tHeP2wS6vXLnAT3zq9ZhnemK+FjPa7RQeP3+S7GpCdiAFibKeRDv6ScVaMqX0lsvFCpenKxwWPcrGkBq5R7WTgmmUFNzZ22bmU4ZZiVaBt537We6yQrHeco6/fePr+IXz91EXlhPHDjmscn74/Jt55uIxzp3b5pfu/2n+36Oz/Ojh76I8yLqUiDaFoI0FC1qA6LbpIfGtsm/6I9lf7Dx2/mNigrciSQE6MzUQNhss9hLl48/tQRPnbXqgOy+JpifFlhvF6iR36N2U9FCTxPOYnQstuRot9N12KucpMY2U9xwiNT8WU238WksVTyLleXrC4DJJ6VCDhjC1Ii/IFNOTinJVPoyu5d0LibAi0qkBTPeulyuxYNoB11PMs/gu9eXdtPOw2G8iOAFwtDPAHljyfW4ZBAhJ6JgG6t4JiXUcXRyhnGIJ0CYIw2W9ovGGp6abXDpaQReK4iVzcIrBU5aNuyZMfcZj9ToHVY7Ztdi5eKEcTHt4r1jPJriguSvfYtMe8dJ0Gxh11/LPxxs8eHCGk/0j/qFqeKo4xsd3z9BLaj66exarPB7FcipnwbODfTaSCVvViOVkzqHr89D0LO/99D289SWfYOoz3rZzP4+NT3B5sszXnHiSl/Qu88x0nWbkOnC3BQeroZhFdDHRPuCsAADVkuj/7URjoidCUKAPLIezFQ5HDdo6fKPRhaQWSGu/XSsUulRdZ17phTRF7Rqansw7hyGkrVQ1gu51NL1edsIysK1M2Igx+aTBWB0ZNq1cWSIC2/SJui97WavrB/FF6W9pqiXVsY737kvkjLufku0qgpa1qOnLe1dsSBpCSGQumrnE5pardKBJ0poPxgjdwXVpjI7PGEmhSSV6PWgol+X60ksp6SFM7q/QB8mtTeIX1FjI1T5zvNAMA1/wIMClNy9TLYtujyCbeevCqSuY3NFmbAfsRJMewfiMpn7NhNX/MCDfk0qjuaJJx06KWy+HOeUMPaXJjryYb/lAbztugqkimcjiraMJnss1phI6YhK7n3KhYlTmrYqdIXCFRLYsPT3vKOXpYUPvRtNJGUzl0ZWndwN++df+Kq//Qz+KqQP5jQIzq7CJwfWsOO67gApC/Vc6dsD7KfMTPdF8TjzVel+0LI1oz5XzUpgEyHYLodAbQ8iMeBQMkk47fXPRY4oQjXN0F0cGchBsqWgqaFRtgBSdWSmcQ4DQ7yQC8o8cqo7sBCuygNYnABCpQDt8hFujxh8n5m+zYwskv1oSVHZ02YkON1NRX90eLFrqoiLbi4eJGMnXOsibuRd6dhVI9mYLAxCtCVki97h28vdJ1G5XnqZvCcNbfKU0VL9/n++69z287cE3Ua2KB8DgRQcoFYQ+P0s4c3qXV61fYqscsTUf4rzmVO+A//Arr2H1EXhn70VUS0Ll6kOXB+xTULUi2U6iC+yi+LYzTdjNu7iabH9h0Gdq2RyaXFOsagGxolGZ6TW4wlI8ssLGkwGXGaGAB8AvTDWdF2S+WIXJHY57zlzlnT/5d9GHlmpVjNHEdEd1XXhdSRJFSzdtDXWakxXKeJqDFLzunKhbrWWrS9N16GJxmr6m7sk9FsMl+VkQi+mqpQHT6ax1BboUc7ZiI3Yse5rejuo2u849WC8AjmCIUW0Bb2Q+pmONnUkxGDQiQ0EKcF02JEcNzcAwPmu7eLh8O6LsRg6qB3fr2EGOZlw5VCsyH5NDjdrTpI9YssPA8EpN0zeUy+KBIp3/lgopum+fqM5ITaKAxBFZeTk8t0ZttzJcCs1rx3zT7Y/zse2zXL+6iqo0b/gDH+PHTr2PRFm+8uHfz/9w5iH+2PJDPFitMV7t8fsGu3zn1dfz0QfvRHnFdyjPk4cbXH/ouDh2z+X+X7i2zp85+jac0ywP5lyfjfgv6i5mdcpSVuCDYnc2oKwt81mKrzX2WsbwQACi9vm7fqDuuS7fPskbmCdQGMyRYXhJUQ9F0+lzqVayXx+yedFz7fWBb7/n/QD8rff9eQCM9bgoMXEZTE7rWCjKgQ8lAJNPA36lIRuVDPslk35GfbXfmZt6K34vBFARANA1rD7eGg1q6mEEuKZy2GcAwUWKZycdiKktZaSKRifqZCxd99ZpenYs5nQfQr7vIoBjqWtDdtBIJGUnobFUo0VeNEokHkT6t+uL8efgxfus9Wfsz/uEeUp9vU9yJCBaPQR954Q71g542epVMt3g0VyZLzOpM66Ml9nfG9C/ILr2emSExbPkKQ6HYnZaKaoVoekXGnGxj+ucrhT2QLxJ3FxTbN7iKSzIM/vkd/1fvPXxN/Pp68fIsprfc8en2KsHvOPUr/DB//G/8INPvZXLV9YxWlz7g9FM6pQf+pXfy+aHNB+evprpCU0feS7VcNEJJwBeUS97dKMF7CwN++M+RZ3wHw9fQgjQOIOL+fU2dTSJY3tniVBpTL9hLZ/xuqWSl/Qu8813fYyRrjjwKT+ydxe/unMvjz51GjUxhGVxQL32zDrJrqW3Dckm/Np3vB14O2uzV/GV587z9Mo6z5QnSPfjYX5J1qm2qG4G0QBwxRFSjx00oD3z7R6YgD0yzzIEDVYKLV2Jg7mJaT6yPi5YSNEfWIpdH1khegHghCSgS4U90LJPZIb+NZl/ppJiZL4maRrpkYD4KkRWgKcz9POm7Yo7yhVD0xP2p7ACFPlujfKBg7tz5pswP1uTrxb4wqJmhv61wOy44o43PU3f1nz4ydtxKnDXmS1KZ9l+/8nOhBDk3Tv+4QZTeg7vzCgVrHzKUK7I55+ck0KyHgaJhBw4VK27eeh6Hl0ZAe5uZTSKU2+6yJ89+x5+9Pw3YrTngVdf58WjawAsmzl3v+I6L0m3mQbDXzz/B9neHUEWeMuLHuE/PvgypveX9G3Nrxy8mA/8/MtEsrAJ1YpUm1p7NpZm3Nbb5bX9p3im2mTPDXmk9vyHyTEuV2t8cOc2jsqcokq4Ml7mIzfOUjeG+TTFFRZ7YAknCmzq6G3WnOiNuTRd5SNb5ziY9qimCcnVDJcHTt6/xa9dvZP3Xb+D8UPrKAfrX36Dt73s3/INv/o9XD1Yhr7DzXVkYUC1HJN6bFt0t+CsrFPuWIXNGnq3V5S1pTnKxJi1kGeQ9iusFTnlQTPCHliyPdUxBVuj5DYRqTUjVgjgnhxGhlWjSGbCKmy9xupVmSSjJwy9HWkqulQx35B3L51IypZPoBpEs+mb5CgLE8HYyHLRfDy+E+063Sba2Kk0Y7J9WYuKTQExxecCMKFbW5MjOXcUG8Ka7m3B8IqwCQfX5Wcf3a6YH5ezsm6EVV2sxTUijwyFfiAYjdlJOpD2v8kRgP/uCfDbP4JVzO6psNdTMV1q5OBenG4kMm1qSY7NqQsLU0tIAi5XlLeVMEvpbTWiNfSLwk8yN+OL7INQbgqHS3TX9ZODtO6QZKIztyl9dIcXOrDkw4re0s5lAUhS3VGLIR7ctEYXjpam7zIj1zB3eKv4z+/5KwCMnp5IN781rjMKM61QRSMvnNZSHDeeZqNHPbTU/RjxYRWzE0kskha57aKzdLjcojLb6dynp3MpsiJiDbJx+qgbEg2Q7oyeWpdx5aQIM5XH9UzsMiEUUyAxGl0K8BKMipICOmaAAAUhMgEsPrUR4Y4yhzh8YlDeU6wK66J/XeLlfCLa0ukxQ7V8U7cWnhUp2NKCk4mPnYP4PaUXo8N4H4TNIM/OrQxww0S8FWJSQNNPIm3K0PQ1e/dp+E9f+Bz2CXzzbZ/kwPVRSqKiko2Cb7rtEXxQfGDndu67Y4vvPfFLJAT+3filHA571N7wzHy9ez66FkYLxM5ffGa6AjuXe+tMLIpCRKcNqJhzmx0EknkLd6uOht/qunTTslg0pU3JDoyYjvUULoJudt4mVEjhn+8JSv3Rf/QXus87+FTadSx8Kv+1hn6iYVYRfJDNpdxwhDQwXJ6TWMfYeqqBhVpj92yXX9tk7aKgsHNPsS4GVhB/fgvom9jlsuCs/P4WqSeCQEl0+tWtPq5zxhakHQ0q5lS34EWbIU9QpEcLB11i99/HCFCAeinBFLIOiBcJZFGCIRnSgcO7FfWSYn5bjRnLMm2i4Y6uosnoVK6ht+3ELLAWXXd2IMW+t9GvIEC+29D0DbNjQi/s7S7WkHYuzNcV5foXPne7YQP/9FX/L9/1yB9hPBXGSX56wv95+oO0W8z7XvYz8ZuHvLlXARVg+eCN21BOkYw1v/ah+0mONMZHzawHpSHMLPNGg4ZDwAVNahy118ybhMN5zmSa4yqD3ksxMQGiNeBqjep0oVCNdLlRoC5mDI5i5JhadDyVh94li53D0kU59Jz/7sUc/vjjt4GRzSCYQNMLNAMwc4XLguhHW1ZLz4MO6KzBWicO2YM5ByehmqSERqN7jQAKhYX4XPvXAvluIzGZA92Z6NlCaPJNrjppSOvFoFyQyNtMQFuXCuhp5pFGPwvCkFlV3VyXtBxFuSQxgD5JsHOPnbpO3uIS3XV1g5Gurr/pP5cHHti8Ts/U/Mr1ddzcimFbpH03PahLy96sz8VsjaMqo/aGG4cjmsrClZzsSGFm8XrLCNaFlrUQ2RCFol7yhDQQrBcQBUAZfOoxaxUlGWHp1thYPoXigTn3vPfbAbjv5A2GScXpbJ+X9K8w1DnHzIQ7RnuUxywrvTlPXuuj1kpeu3GBpy8fo7cjmt5qpLrIxHJF9r62Y2cGNWoIVZPj1yq0CTSzhEltMIkjSRxGe1QSKMuMqjFUBPAKlXh6fam0P3R0J6W3/DIv4Y7+Dqt2yvn5Bk9tbaCPrJiTrQRCrelftqSHYtz58Du+p/vMv3r4Yj6+dYbpLAMbxBfEy1rhovQIoBk6SAKkHm08J9YPyW3N1WQZgGKU0kwtqtLoGJ/ZSorsXACANmKsM27OwffogKib9fLtnuATYeToqGOuBzC+TZgvdqq6qLWWsalc1GDncb3bX6yBYhoopnmtsaZEtmqauYk+KYpyXYC/8tpAGAdHML5dGFdr2YwLk1XSiynawVOTU9iJZumqfLSWgSiml4FiI2G+KSkdrfQqWKjOFQSvJcrRBLJBRXmUoWqNzh16WDM914NjxS3NYRR87eYT/JMrX82Xb16QeR0UT882+MObH+Q12X6UTknHXquATR31qOFGsUSyLYaHj+7ezhNTRVpIEwEdCMsN2bDk+NKYU4MjfNAMVMVd6RbP1BuctQd8ZHonBs+3nfkQp5J9fnb3VTw9WePprXWa0nYgWDDgpwlVaZmupMySlJ35gK2tJfRuSn4oDKjaKbYPhjTzBCrN2kVpEPz6X3sbABe21/BOw9Ti09DFSQYT11xAVepZ9ycsNaytTxhmJT1bs5SUVMcMlTfM64TEOE71j+TcdfF2ehdFwqGj43778+uhrHlohN2VeMx2IszNclGwg+znTU+AwHTHoCvobQf6Ww31QEvcb0xfKlYWUawulz0kmajubAQLILZNa7KFHHDb6yKez30S6G0pkSJsSUOsXFckY0U6lu9thkQvGpE5Kg+96zE+1omhpLDO5L0qNj0s1YRJjM5NYXabQw1rwmGCmWt87vG1EibXsVuks7yAxn83BvwdMpocybRNgqCVOkDm6I1K3KeWyPfAPjzA9QSdLl5UUE4tqx/MyA4DtihvipOjo7Y0fUO2X5PWXopUDyYVXa9yUjgXGynexEKh9tFAL8bTxSLLW1kUdCwoW615Ukt8DCxoP7pyovXtJ1KUB80vv1eK/7fc8T1QlDCeoE+fhLLEHVvFpwY7LsEopncug1IdYwHkAJdOYke3J3ojUwYGT4/BauqVDOU8842U7KAhu3JESC0ht4yenhKsoVpNhfaj42badYNMpCZJzI4YgflFvIiC2aZBNzpmkMYugLKYQkvh7SGMNG6zT9MTUCWZiL4OFkWUROZEJgEQcpEmCKtBCqhkKvnuB/eqSM2OHRglFMEuAs5H59SDQHbooxOvkiSFJpDuFeA9vhedWQcZYUkLZWoibAkVgphRDhPRIabiNL53n6Y8eWsH0GADb1l6iPdO7+Pcxh5ve+3P8FBxlrd/8o2Uuz1Gj1rel57il49/GeltE77q3HmmTcojO8eZlynJVOZd2+V2WTx4qAXo0SYLJPHAlewIGNZ2MJOJzNVqoJ5F/w9WiutkKj4agxuBcllT7Yqr/OR2D68Z0zSGapzBNTEQbArJ2x5ea/i1n/teAO77wXdy/IM1J6cNW6/sxW6M/K7pGajXGnTecOLYIY3TFEWG1YHlrOJg0iMEMNpjrIfdhGQsh01TSrfV5ZBcl016elyjYyGJFsqpqiKFbiKHzGpZ5oSNShMUXQyobljEByGmP5OzKuaoy8/Nd2N82Kr8fF1L0eMzmB2PFEEvLADlY5xYJQwLoU3bGKMoB4OlS44mV2y/XNhEmx931AONKZIu2snd5GRtahhcd4LKOwHZqp6NRoU8O/K0ryicZXZMMbnNkx6IrKbF91z0WqhWAs3yTSydL3CM8oL/5ZH/kb29ISZxDE5OePmJKwC88qN/mC/bvMqSLdhMx7xl6WFeZD0/vv8y3nXtfnYvrpLvSXfOjrUcfMYRdInyDz01+EjJrELK3ixhc/OIyTxj/2CALyyYQDqoOHFql56t2ZkN0ATG8xz18Eh8FjRdAd3mjhevnGGMxz89EPfkG4reDp2UpO4rPvTPBAB40d98J6OLgfxsQrXqGd5xSGIdg9srjoqcg90BFAY9M12EZjBCa3ezhJnTeK9pmrjmZxIPFw4T9JFheF3eu+EVT3YYvVmsIjtwHYilArio12w7URJZqZ51YFMOejvyPsxOCMCRzOTfDK57klmIoIdEsg5uhA5QqPs6RpIiIGu+WEtbY8KgFpr+0e2H/PoH7yPf0ugRqETSbJoBNGcL8n6FqyyTSY8n/QbOSxxWudtDFZrervyueikWhB31FvyxEm0DPNWjXnKYtYosr/Be7mFdWTgy5PuGYqjZvHuX+9dv8JO3MH+Hg4K33vcJfu4Dr2Jw0dA/W3MsG7PfDNhvBrzix79Fumj9wImX3WBWp/ye13+MzXTMT3z4q+g9HZMqQqC34yjWDLNj0QMhgpM+CxxfPyIzDeWapZ9U3L98g//w/leS7kuxW256vv71nyDVDcfSMS5o/v2FBzA6oFRAE9iZD7gyXmZWpBQ7Pd6jQSWeUMduppZifuM9aUw9knPHr/9/Modv+3/ejio18ApZ5zMPPYdaqvHG453GFdFwdlSx0i9Z7c14zfpFXjd8ko9O7+DifI1plTGrEuaHkfIbYPkp1TVj7Exo0YPr8VyTKWabupNGpOOFuV65rJidlKLKDbwwdWppjigna3swgWrkwYgprp3KHuNymJ0InWGuGzXQKMxMY+eKbD9GDh5GZl9sFBDXvdkxK0zBFIZPy7rYDEQSVo/k/WXY8F8euZf0WsLwiny23pZhcF3W7MlpTbkqTC1TKyanUnQD85NezqanHL2nUso1Txgn9E9OmE8zkqdz1P2leF6MKnxlCCrwFa97lI10wt+/lUXYBL5q8DhXyhW+b/PXmIXAdz/zB7h9sMtIFXzFf/2z9HsVv/+Oh/iBjUf5J3f9G/7Zxsu5MF9n7lIxKKwgPZA1olqCZhRgs+COE7ts5DPuGOxwMj1k5lMuNmscM2MAPjy/nVzXeBRPFsfp64rvPfFLHNeWnzt9ih99/I0cXF3CHhnR0ycelXiu7S5z+cljLD1uGCSydybjKAX0kH18wMYlKbZ+/V9+NwCv+tPvxFsYJAOqZUkCMDNhHDXnCk4f36dqLEVt6ac1zisGacVyVvC1649zKtkH4OHZWVaTKS/KrrFuBLWqg+XvXXkjH3/yHNmFFF1FpuJswfZr01BUlEioAOmVlP41Ab3qvhJZ7UwKRZdGwP4I2ujhg3sVh3cn8vNTOp+Azm9grSLUGjW25Nty9hRZCvRvCNvRR7PDegAQ97MoGSs2wG3WTDaAmWF+3YifzFjOBfVQfFQIkF83mFKACWEDEiMkYypGa4o5An2s4NzmHlf2V6iPB6rSYi/nuAHQ8/ilGpN4nMug7/jGuz/N+VuZwy+kcZOk8rPGCwwbeEGDACERTWXQiLYyKCg086nl+OMBOw8d9b7pKfR1MSnr33DYMkR9ruQQu9xQroqmvVpW0bW9WVDXnQKrcD2J/bJTcU1W0aBIop+EHl8uy0uXHUXqQECKgaZB146QGHTl8anu/o0uhV4ohyvLe3/+e7vP2Vy8AsFj19fxoxztPSE1JDtTgtXUG4NOV1auCrhQx7iY/laNLh0qJOhakR421Bu9SNtXhJ6iWNWkYyWRem1H3hNZDJ6g5KDYdohbLX1n7hP/t+lHdkTddkeRn6tjxnsNdu4l+znRaOej7lBAAV0tWA4uMws6UasCyO2CVu0D1ZKlWpLDwOyYZn4s5rlGcxPdLAxNlLAYoRDjNFMuABtCC1IofGY7ecb8dM7g0lwKrWlJG1vVLGXRL0JRLRnGZ7TE9p2q0fmtgQBp1rDtNlg2cy58+Cx/dOdPUR9kmCPD5idh6ZlCMomvWg4PR7xP3cH86hD6DrtjGV6j65b5NBaLWUA18VlpurCDdhOabyrJwE7FF6OMTIJiQ0zi8tWC+sKQfEcxu63BLNX47YyVRyU6xpRQf90hrztxlUd2jpNYx2hQsDdZIxnLhuwtHQDwplf9b5weZaQ35NAQjHAdfQrFMY89Mectd36alWTONLb09+o+B2WPJ3c2qGYpjXVUlcVf6ZOOVfdsJYqJTj7Q5jATNzSiedMi5ireCrf4flMLK8Dl8r3xdY3GgrL5+p44P2cHQjGsB6L3bm0xkmlbcEf6IZF+rUC1ju8NXaRgUMSYMzqn9LqvCUnAjMUFPduvUSFjvh6ZGXmkzwa5TjsT9lC1ZCLAJZ03U8rhpFySLu/s5MITBaIOlRbAlD+7HDhdcOexXS7e0gyGWZOwP+5jEoexntXBjK9YfoqXf/hbGV9Y5r17A1bWprz57KMYPLPQMHY5VWMxU2Em6Fo+U6s9bunDwo5QqIkWg8GdBJ8FdvQIZQK+1lAr1MRQAadPH3Jbf48nkmO8dOkK3zj6BL987wP8xMdfT/5kJnMzCzRLnvu/+hly0/CdJ3+ZZ75sg8eLk/z0T71B5k8t4MnH/4EcPr/yD/4IZ/Zq6qHl6HaLX62ZzVNWRzMmZSZJHBOLbhTpfqTSW4WbaXwW8MsNaa+mrqwwFhInHfMjS3J0E524ap+RMFpkbQ1C0W4CPuqLxfRPqNA+UZ3juriXR7Bv6qn7ustan29CvhslKRGobXIIKsbspXQu/2YuB8tylUUHN5X1pAVTu0hM2zCbC5DTLDnMWgm1xm0ENlYmHM1z3G4mEbejOcv9kr1JHz01mCJ2wqJnS1AR5Kpi8oBXuMMEZaVgPbu5R+0N4yKjbgyu0gy2xTulTj2pdXxi5+Qtzd/aay7O1tC1IhnDhz9+N4waeqOC5tNLHLvmmdwuLI/twyF5VvOBG7ex+9gGK08p8gPZS3ymcZmWtaEv1NuQSlyjSj2TIsP0vQABzrJVjgijBjdLMXPoXdM8un8coz23DXO+auUJ/vhdH+J6tcJB3eMjN85yNM8pJykUC5lcqDUq0nqDbtdEhanhgz+56P6/5fR3cT8QNlZ4/E+uggpi7mU9JnFx4QtgAr2lktOrB5wb7nM8E/DOoXhmvs712YijecZ8kpEemK6z3mbPm0oYJrYUGaVPRUOd70cNQKCjPc+OaYpNOvd1QWEDOAEMXE9iM0PmhRFRLdgK1RK4vscPHHZQkySOlV5JUSVMdvuwb8niu1gNNGnw2LmnNrrr1rbzXTWAjY2ll4559cmr5Kbm1y/eTjVLyS+Il4PLwBvpVkt0mu6YDuW6rGMtBX34tHw2/aIZ5UZCcmpGc2lACIq8X1EOMvxhDpVmtDlnMs0hKLbmQ2bNrRlbDPOSXCVcmy/zbY9/K1+z+SSfev9dPNy7g5/LX8ngvGW63uffm5fy59c+wrc/8Ye5MR5R1ZaqsOTl4rqbHjTDgF+tWVuZcWZwyFo65d7edU4l+6zrKc/UG1TR3XDPDXAols2c2hsuV2uM9ByTbnPo+ozHPczYYOaKbFdRraQEE0gmiv6RrCstkG4LARfbRsR8TfHQ31/M4bVPTjGTgr1XrNH0FHai8WnApYH7zl7ntsEen9g7RT+pWM3npNrxB499mIEu+eT8LFUwDHTJ64ZPcsIecaleZaBqrrhlVvSMa5Ml1JGwT0VSwGJtjucI3bTSFoW9boXF135PDY7YwAqLLr+YrC7OZ2iwsXmmYmS4rcCXCldmUXaruveqW/N7oK3qGG5tc6vp04HC7lTB77rv0zw9XuOpS8ckenUMkioA+hCansHlofN/UqFlhUlxK1GDKgJ64hdUXuwxWcp4xakrXJ4ss8uAMg+EuYXMkw8qHjh+nYPjOSd6Y148uHZLc/iFNJ6fCfD5UQCl1JuBHwMM8P+EEN72GV9/A/D3gJcB3xpC+Le/qQt+nvGCBgEA1h+MsX7xUN/b9Zi5I2jZfHpbNS4zJDNLc0WRHTakBzXKBZq+hdxER1crC3wih3yhOSfSIS4bVNGQTEvqjQH10MY4OsmjP7inRzOQXNYmE12SrqG/41C1FL16LoBCSAzlZo+dB+TWZ3tSDLDZw1QwuFKSbE1480v+Ku7Rx5/9YYd91LwmxC61G+aM7x7grWK2oZidDh1VeHQxkB060r2CeiUTzXpuqZcsg6ePCErRrOTo2tO7NsMnhnqtF/XKUlwQkD8H8JnGG1k0go66u6gbbzXMEusjngjKwfIzLsaMxJiT0gvIkRuJXhpIRGE6bjrKtE8MzcBQjUTnZeeedOygra21AhfYfnlCtRrYeFB0S7pWrDwp1+MToWebShZuoEM5pQsbD0upwc48ydRhp438fqsgESCgt11JmkEIuKUeupSLCFYzPZlydIdmdsoxOg/pAZTHFdmjtybmy03DT15/PY/cOE7vBvQe6bP85FyuLxFwSrlAb6tG15ajYomhg9EVQYTrvnRSWqpatRzwx0vCUUK2K9ralm7votkeHg7vVuTbMv9c7PSpRmH3LXbDU67XzDJDtjEntY75cc/hhsZYj7/Y56tOXeL3rD/Ip/fewvHhmK/beJx/WrwO/cEllBendIC3nPhz+K1tiSYfjahefa+g6Y0kHKTH5rztFT/D7xtMudiM+U/T+7hSrnJ+ss7WdEgvq4UueTWnXmsYRGCC1BOcUCrTYUVTWmY+F3bAPB7mem2xfFPRb0USkQT5c4hMAZfJob1pjXdK+T7tINsFtaPJ9wLz9UVMo2S5t1RrqIaLTn27ubbdVYmnksid9t/WI83gqkR7Tk4aTBU4/oGA8p75hmW+mXRdGVNFkGEAS+cDS89UTM6k4lFA1O0utYdwRf+a6PXaZ16tyhzNDjTVCKa3BfItRZlAeU/B8sqMV6zfYGRL3nNLMxhcYVHnB7g80KSevY+N+L+atxIkiIJwPePofs+7eTEXZmvslX0ee+oUemoYXI+uxQYmdzvoOUwqjo2uiNtTpVGFJt1vaemB4DTaOtRhgvKi2QwHlo9eOcvpuw/5qtUneX3/Cc7akr+28Rh/+Gs/wv987g9RNkJLt8ZzebzMKC35mYNX83eOf5Cd/gX+XfUG6YQMF4X5m9f+J/qHR+iX30exNqIZBJhaljfGnBodUTjL4VGf5MiQ7YoWuliHKlLB7VThT1UY49E64J3CzS2jxxKSSfS9yOXf2CnoSmiYugldHrMpfSepMqUn35NnXfd113Fu50qb6NEMwSeOdF8y2U30WKgHioP7BAwxs3gQdXSdKeUgjXIB5XhWxJrLInCQQjNy/KHXf5B//V9fRz6L9eNUo8Z9wmbNxvoBe0cD3CxBr1T0BhXr/SlXD5aZ7/QhCbilhsHajMYZyv0c1QiVFB2wg5owTlH9hqYnRoLrvRl7RY/MRkPYccLknobe2pxwecD2kydw/VtrxZRVwoMfv5N8WwDMtU9qejuWfCel6dUk04blJ3pUQ8VkmFLt5QyetqxfD4wulp2JYpNpymUtVNmexG4GD6owhKCYTjPGB316o4Isbfh0uUk2KqnGlkpJE+PGx0/QbNZwDg6ql/HHTn6Al+aX2GqW+OTuSWZFCqH1aFCgPb2Vgro2+K1cOocIO2p6SvGa73gHH/6n38Mb9bcAoLMctbkq+2QEIAFco3GlRSeOP/GKX+eu7AYvy65wmwVH4IPlCmPX49VLF3gmXWdc5iTWcXiUYCeGbA+O7vGoStHbkqQFE833XK5j+pETplL06XGpgFc+CR0Li8wLQJYpmqES47aYIKF6jhBMJ+dqTpZkw4q14YzdowHFOKO43u/AKdVEN38t83e+riVCz0avhij9mR9fFO/1KJB+dMRHl14kZomVQvekI9oyP10q79jh7RrbApcZ1OsNykQQIwBTK8yMWcL6w7DfDBi9aJ9vu/Mj/NNPvw631GB7DWfP7TGrU44d3+Gw6PHEpeOolmHxBY6+KfnOR/4ntq6usPJQwk+rs5x6uiEYRTWUzk22p5jO1vnyve/EXM3RtcQvZhHQ81YiHpuBxxyfc279gK8+9hRn0j1OJfucsEcsqYq+Drwouc6S7gE7/Nj+kA8fniM3NWvplCEFY9/DoTh0fZT2UhnHjrIp5dkk0RNo9tKCL7/zAg9eO8XhM0MGl+VrydSjG/iat76d9D99BEJsEAHV17y+k5E0Kw3HTx9w22APHzRr+YzbB3v8kfVf54GkYahzLjZjztoDfFD0tWPsLVeaFQ7cgC1dcOAGHLgBL1u/ykfuMhw8scbwGXVTDLGwrUQWKczLZCpG1OmR74B98QBQTM4h7JjzkoxSrMtebGcwuiCmmv3thqavufFaqTlC0zJqVSeDaQ2M2zk2OxnENHa+OF9M76+wWwm9awrXh+XVGe+/fDvDn13iZBmYnJT7ZAthzBZrAnaqIDGoTQ92XyrzP5lA8aJSAIMrOaaEo/sbzNjQv6zY7q/z+tc/TaobvuLYM/xM8WXYxFNPE1596hIn80O+8sQTnC+PcaVavaU5/IIarWz5Ob/2/P9UKWWAfwC8EbgMfFgp9e9DCI/c9G0XgT8B/MXf/MU+/3hBgwCqaV/S0NF10v0qGvdplFfossFMSnwywM7AThtU4zuHd117qqU0HqCk8O1vy6ZkC+lMu9yirUFVDl060sZTD8X4IiAdEIkVk6gsO5esaKDTAYdE4/pWuv06Hvx6nqavGVxVEOn0Tc+QGMW7H/4hgG7zVsbQnFzD7k4ISSrFqrVRVwyz0+L0aY5kAe1vO9LDmnopE7ZBNBQBhe8luJ6lHll6FyfoskYlhma4yBnvcm4hmvAFdPxi8JKJG2IWdBtzI9FCccNMFcmhR8yshLYstHmJamyppWLyo9FKNmelFbNNQ7kqhW16aDrAwbfNjxgNdeIDnvm6SDiyIwEeTBXp1gMjCGq6oJi2h/o2K9fOAkkA1Yhcw/ct2bUoiTCGkErB73JL07cob3G5plwRuqdPoH9ZnMHLFUj2Df3rtzaHjyY9Pvmf7yEoWNoKrDx6hE9tF99o5g3BxLnayEJup3LAqoeaJledrt4bYcckvYbKK5q5jmkWsdhNBdFt82Cbfjzce7qM+HINyseWySooz9QM8orjwzFb0yE7V1ZwKmAV9EzFjXqZ5XyOVZ47si2KacqwkoLz6Ha55ndd/z8Xc3g0pFq23bwKmWc0KLgr2aEOCds+wwdFHQweRS+tGVAxHWTUhcEOaspVK67sc4uK5mBJ4rDWUeQZulKRqrXoVra/T7u4dsvZuWMCtCCJiV2m9l4pB6qOXUonxVO1GimBFV3WfFt0aQ/qJtBB8nVFCuCShc+IbqQz73XUXKeKdBxYeDAo0eevSlqJ77tI4UXc4xuRwtRDFWOqAqaWA8Tkdo/zAoq5TGK2WsNGM5dIJJ/JIXX2opLBcoHf6TN+bJUPsYpPb53LpusIgq0pTCFGYZ2J6FzWxuSpHpOsx/s3RigdSLYTiStUcq/L9cCx2/YYpCW1N1SNZatchkILC6uVp6w0qH6DSTw+0urbZ+RtoJ9XnE73GbucRDkcgStuzL86fA2HRQ8Vq569nSGguPPuZ3jd8CkylXDaJB2r6cEf/25u/6c/DMC79/4xbzR/mGCMxE4lctAfpBUne4fsVwO0EQPXZArlsswRWwiFvMkDmfU4r2lKQ96vmE/7BBWNA+N8EuBP3svsSHLJXSZpFCKJilnqqI6JZeqAq6UzpBrZg4Q+HZ+BU/gkYBpFSKBqO6s2yBzpy0lS1aAThetJ3KRyuvP3UFEeI6Cv6oCtN3/5Q/z0Yy8n241Gd0ao10GBPrLM1lK0DjgtJoyJFfnDfJzLfF6teNGZG6ykBZM65ZHiJGGcSCEFBK9QqWO0PCdNGnpJzdXJEoeznLVhzAlXgWTfUB8MWXmy1YrfpAX+AoYqFWYaP+9NmdxN34BW3f5p55BdTEmOYOW8Iz1qOmPcpm8i+Nx26BTVZo1KPOmgpimN7EHGk1hHCFDVlhAkGlJXAvZ6C3ZQMUpKZk3Cpj3iSr3K0+UxnFe42kjnv9Tie+QVf+DuBzmWHvGJyRne86svIzkSFscTf/m7P/uz9nKOXrTcgfehVvjKiF7bKWy/IlGOnWaJabpFpgIej8GzaY9YMVMOXY/1/pTGaw77Q8JcU2wq1LGS4KGZ9EimwlRq+mLOGxol4F3U3wdD5zNh5rHY18Dc4JxCVVoYFDbIqaMwqCOLnUTGydCT9ms2RlPGRUa1l2MmBjtdmBq2Hirtmu4T2fdbrxgieVSX8t4kU8h3FL1due5qpJhvgtECGvg0MrEMTE+JYZ4AMQHX99LRjb9LFUYAAKdQe6nsAaOGBzavcybdYz7OSZcqloZz7l3exmpH39T87C++lnx20zV+gWNrvIw5v87SeTH9FKaQ7nw9WpPq3rZC1zk+jalXhyInK5fjfrHqUIMabQKjtGRkChyaS/U6Hs2BKjlnD9mwi9Lhm4af5GNH58h0w/ViiUQ5Nu2YX5q+iKfnGzRFAhuC8vSWC9Kk4eiwT3Mlx84hHCZcm434mnNP8YHkNsLV1W7fbHrw/n8ljML2HGFvOyss3ySmc6WeUVYwbTKaoFlJ55zIDlnXBUMtqRnn7IgjP2fbO3yAs9YBB1ytV7lQb/B0sUmmG+YuITUOn3l0bWRvV3RnitaAWrk2YYLoq+OjgbasFfkO0XBZapPZycjma2UFKey8zDI/00Du8HMbmcXxLBLnXLvW+tzjrTAIvJVztGpkLWdiSfflLNAomD68Js3FUsAJn8mzbg1jCbLHuFSYg8UG9O48YjbOCNczgtcwMfRutGcki3Iwvd3TOzXhtaPz/IOnv5bKW9K8oZwn9JYLvm71MR6bn+QfXX4Dn/rkOelx869vbSK/QMbzRwR+3vHlwJMhhPMASqmfAn4v0IEAIYRn4tf8c/2A38rxggYB0gNP/0YdX8JAul+gZhWt0VywmpAYfJaI1nzeLGjlRmOnNT4RrbmpJYfezgODqyV2XHUFIAqagcGtSfFtCtGSe6Oo1izJNNDfkgmRpYr+llQF3ohbeHrlgNDPUKlFz0uSPcsJO6IeaOrYLRpeqcmvTvmFj//gsz7jL/l/wxv1t6CyTNjMqSEohU9NR0nxRktE2jhmq1s4Omcxx61oFFfFNKcaKZJJIFnJMKUj3a/w/ejiqWQh06Vce0vLt7UjWI3KjAAZiQYbXdAb0ZF6K4euznTQBSil0Mn2BJRp+pZy1TLfiAe0OLV9qru4xE6PfhN9qtgMqGDAR7MUB5PbApsfl0U3mYnxovJScNmpQ9cOQsZs05BOA+mRo8k1Pm0jWUJ0RkdYIT4wOxUlEmY5Hup0lITI/RifE1NF3cDOKwMnf82z9NAWfqmHG4o8wBRNJ8v4QodyMLgq6HJvp6E4Jp2MbLeAXiJJEZnGlJ7ejYJkbPGZZnzGLuhfraOylQKvmrZMEY9qDDbGxAUtejE7i0Z0EKNrpItsJ4JCm7lcV1krjiY5e0+vsvSU5vje4jDxq9NX8oujV4iBkYLvfeZbUAcJzQA+/dc/+/AJ0Jw7FuM1hX6vajF4+1R1ivuSbU6bisvVGpfmqwxtRaodfVux2ZtSnTSsZVM+mN1GWSbCAvAKUk9RJLjSMLyiukNfy/pou0Jt14AgxXoHENVRMlIvJAOqgZCIdq7YDOIUbwJ4hT3SpAeRDmpEx1hG4x8tALpEsVVgJ1Lgz9fFKTgZC5AVFExPw9ojModbfXeTRRnS1JMdSlHtlhqSnaRD/W0B6dhxcHfO7Hj0fahlo69eMiNLHNXlAcU6YAK+J+wbdMAtKfSoRumA38oZfiIjmWVsFhIfOF9XFBu3Nn9B7m2+C8vnPU1fdUaJLpPutpnH1BYD+U6yeC6N3L/m5RMGecXp0SF3DXe4Ml9Gq8DuwRB/aKWQTT3m3jG+NiyP5szLhPlhH+3iYWmjxKaOYVbyH64/wO5swL8sX836aMq8Tjgc93CloIjZhYw8mpDtnOnzL6+/lvGxh/jE9AzFBh0Q8Mx3/KXFe6oVZlJgi4EYr/UDR4Wc1F++fJGdos9eORBjsNipbfpBipsksD6akmhHZhu0ClzUgfxszcFRH/Nkn95WKxWB7FDWsrqvOtfrckl1QI/ccwFyjI8GkV7AYJfL++1SUP2YZx5jAavlIEX+SJIKFJAmDUWVUE1SHIAK2Lxh/cVHAOxP+0z3+lLQHFl8L/oT6MB/uXwXbi/Dr0lUpaoV2Y4cnHtXFYVb4tgDW8z70tXUKlA5K1KdQuEazeOXj3Pq2AHzOiE0GlUrHnjJJU72jnjPM3dz28ltHli5xoN7p9mf99m/MeqScBtnSPcNa4/KHjA+q+JcvLXDmS3h+Ed8d2huckWxoqnOSWZ9dqQZXHOY0rPxiUb2h1ESu9q6Y2tIlFdch9OASgLpoKbay0WnPhcAaRwg6TVsLk2Y1wnlYUawQfwDUs89x3fo25q+rfnXu1/O3KVcn4/YurqCKkwHYJIElA7cqJaYuIw3rX6CX15+CXjLk9/37DW4PUdw+hgAyTga9hoFjYoFt0fpwK/t3I0PitlmCsNHGGnHG3stFa9hRT9MFluk569vktxRMuoVbD+9xugp0zVBfCbFSgdCZ7pjDLZ7VytvaoISX6cIAAQbxGxwoqXAaWQtro7V5CsFqfYYHRgXGZNxjj006AiGhejDUI8COjaK2kScaiXgNiS+bOVRzeSMdD9b6RdAuaLJDuV8UA8iM7QPfrCQh6EDyVgLSLtSc/zYEds7I+ylXMwrM48qNWHgSC8nzE4KgHt9NuKfzl9Pb1RwZvWAvXmfX/zQS7FTTb6tyBSMrsg56qlbmMO6hBPvB1s45muGqgd7LxHZQ74jnz2dePpbgbVHamYnpfHlEpitxkZCLp8rTBNOndzlNasXKHzCspmxZifcbnfZNI4TZtj93meaMRWGuwbbzFzK3CVsV0Oemr5UQKIyp780pywTdPS2ONwbECpDEovYbNew/d5TXFk5iU8Dx27I53//v/4Lz/qM3RxunICTXhoidlSQGkdmGramK5zojZm5lHdP7+fxdIvf3Rc66JLusaRh4guGOgc75c8983q290e4wxQc2KnGThWDMoJUNTHeUnUmxLZcSF5bOakYeisx5wtR+hLXBDsPLJ2nM/Mr12Q+NZs1KnUiE0s83qfo6HVSnmzQw5o7TuywkhVoAncMdii95SM757j+0HHc2YrvfPWv8o//zZsBOduVGw5yH2Wtmv52ID2MbN0Ykxjk45BMVTTHBv+RZYYzmLxCkhvU1ZTxixqS1ZJwfgAJ+JWaLz99kX944Q1ceXqD/WM9zq7tszUZ8rWnn+Tntl7OY796F8OLMFwVme6FW5jDL6gRwk0628/8Giil/jTwp2/6238UQvhH8c+ngUs3fe0y8NovxmV+IeMFDQIo78mvjkEp0e7HqDmMxo1kJxDdfyPoloZghJpG3cRNSJy1a2NEShDd4UEK4aClGyumgAFbeezc4XIT4/NgeLWWLPNlS29XAAJTeNLdObiAH+Qo59DzEj/MIQQxHjxSFGtJt5h8JgAAC/QzVDVmUuBGPcysEtdbhxTvLqCd6nLdk+lCWzpfl/g2U8PooiMdO8oViy2iUVlMJZAPjLizKwVaoYtaJrsT4zwPKKOEj4V0IINRXdep/Rk+sh+UD5TrqdybkcZHFNIbqNbFEEU1ckBtBtIJ1ZVE9wUNDGLBmNwEEEQKtzcKW0cQIpHnigokRyL1SMdChbNTRzKpsZmhGklBkU48qjX+WrK4pI12ixGOiYAFoudeIH7eKuYbcMfPlqRXDqEoUWmCUdLl6GIDb2GYEtIjTzrxMb5Ifq8pUnTt8FZAAJdpEiVGXtVIukq6igyAGFdTrXrUoCY0WijUtTi96jJq1mOX0c6lIK0HCp/LASkRub4wA4D5SenM6McHnPqERzcOb4TGactAuq/Ed2DSE5AhUo0/9bbnBgAAmVOV73T0OMW18xs8fOIs62ZMoqRY8EFzdbokGdq2YjMf88j+CSZ1ysZoyr7uM3WKsJtJhylzUJrOaOrmDF1vZf50I7JWWpOfdur7qEnWNR0Nj1g8M5DOsxtLTubN7IH2ZwYtVEc0XdxOuaRxPaGHJxM52PiBoliXw6rLVGek2ea6SxSnJp0G8l1IjxLJMA+x6KuhWJN1R/lo4DTwAno0mmIvEyXPag06oBOPLw12O5HO8L4VRkI7tz3k+55yRajQy0/9BtDtIEwcW4h5R7miF/c6dlLKVSn6dUxV0LXM/dkyKB0IQZFqh8ZzZ3+Hi/M13GGKKaXIx0AxTcErpkkqiS+0a4L8+2aWcGmyIdphJ4yQK4c5Zt9ip4p8Kt+fHgprqRoprv3aGZ4+1XBtssSNKytceI7uKUBwDiYzkvEKPrEoBUWZ4IPm/vwql5bX+JVjZ0mju7WsG+KHgoKd8QCjPadXDuXnBWicZjgomOS9aMQk3cverqNpu9mqZamEbr6Fm+Znk7epLHRmil0aQh2ZFr0QpQEBEk/SrzmzekDf1gyTksIlPLW3TuM0x0YTlmPs4rjKhPFopOPMasXSUoHzijRxVLURrXYhcwcbKI85zFSTHCnybYVWgUQ7tq6tYMaWowoGe2LYVm6nNEO4bpfE8HNuUF5+76xZpy4tw6TCqMDVg2XKo6yLApzu9jFjy9p5ea+CFjmeLcKtMwG8gCrFmsGb+C4OY6fciERQOoAal6Wdh0e+60GJz43LdCeraMEcVKA6ylAxfsxOxaOjWYU8rUm049rBMubICjOjESbGxb1V7t7YITWOh3ZPs30wxFWmW4/sWOQdVSpUp195/F6SvOFDw9tQlf4sAABuYhQ2oos3he6SC1QtvhUhBJrKcmF3Da097+EeZi7ldLZP0XuaFV1xzuRoFdivB3xg53bCVkZT9NgeDMj2NOmYTiurmkBUOdBmrUu6CR0g23bjhZ2mwIbu3qGVmGtqRcdKNIFqlgiQWVqoNGas0XUr8QvieD4QWZG7nhNUPFO0emwlwGk15Ca3d6gH0rk3lcI80XbQoy47W4DKdk537kn3FFVI2TYj0qdziWCbavShph55wkzYgeXKAvQGcE7z1LVNglPoWkuWu5Lfk0x/A80/BdOTuuvytvLAFrRvJWmy96muceJHGlMv9OU6JgmdHR7gUWgCF8t1btTLPF0e445siz8wGHe/dtdnXKpXuV4ucWm6St/W2KDpm4qr5RIXrq0TgsJmDd5pZlsjsl2NnUK+L2wFU8n61uyId5fLAh/853/hsz5iO4f99g5wW9fAmM1TxlWG7gdSLWyj7WrE+dkGn7BnOHCPcTrZ52ujAd9QC3i754IAAPupgJcRLDJzuoK/9Ujo4qPbJJl4DlUBApEdFQHb1ttE0ihCl5g1Xzc3mTe3bfuUstEo49Glxs7aNK9A3qu4erDMlhnx8uNXyHTDlWKFnfGAYOBPvuL9/MHRw/xfgzfJue7OCacj2Ly/2aPZXougcstSgMF1OTOnY90BWnYu7+T8OOjEYx8Z0L8OBz0DuwMG10SGqO+suTxd5tIjJ8QzJasZJhUnNq/xi8/cx/ygRxZEUkIgmhb+NzpC+JxMAEUgFvz/6Dm/4XfYeEGDAJQVamsPjKG++ySq8Sjn0bMKs7Uv32Mt+ADWSDFuo5ZDKXwijv8g1JlkLM7vZm8KRkNRkc4qoZ8D9XJKSDS1kY5Mtl/Tv1x18oJs+9mTIhiD7xt++df+areAmRffi/IecziXDrsb4hNNufLcj6JFP0MjBbnPDCok2LkTc706EPqa9EAWf1PIomXnQgM2ZSCdSJfezqT4zXdqTOko11KCNqSHvpMtyHUrxudy0klG78pMGAe1dNhN0VAvZaKRMooQZBERur90ruzMxU1STAe9kWInxA3UJ8CBLJqdsVrUQZlKNuu6L11te6SZH6cretzAk9/QKO+jU2voYtCUC+haNtDkoMROanT0cdCVGK01fSNxjQHsQUG90SOpvZgSrqRMziSYUhbv9vDnjbA7Ro/t0awNsBe2BAU0BnU4Rh0EcA4/nqD7/VuawirSMl2iKJcFgDBV4ODerHNtz/YDvV1HtWRJ5p5k5tGNABUSMSkgShg24CSjNT1SUdIiG2Vvz3eHMJ8oYWR46N8QOqCde6qRRNYEC9mBolyy6Abe/69kQ27n8OEf/wrWnpDTxfiUMGXg8y/6ynmObku7aDH6shH+7JMv41Vf9jQGT6IcVjuWsoKjMuf6bMSkzrhjaZclK4j+R/w5yspStcag13NsKd1wFWPTuIkF0GbnAh1ToAUKJIqMZ23wTXyEugIz11Q+pRk1pLsWO4266Xjgd7nQ6uwsatvVwmOgfyMQajlwVUuKyRmFTwPm9gnVjR6zTYMthPo5uUMKiv5lvej6z6FM6Vx6W4fgyZlIe85DLG4jwHmYR8OgQPCJ0LprRTZRnW9HK5HYfFD0uXJv5PCYTMTA81aHKT1Lj+7jRjlJZjCVAA3T41YKDQfHPuZIJg3FWkI1VDG+S55TOUnJ12qePlzjVO+AR49O8IlnTmMmWop5FTBTTSjFFLCoe2KE1shBvHdNkzye0WrYIXYec5EFqQCP/k0pjN6UfxtHv/+VpGPP4Kpj5SnF/r0p06c3WZk//+cMh0cU6+dwQwdOUYwzPr59mtt6u3zV0hPsv7nPp7ZPMH9wlWxPADV9XQCbcH5EPYInzvVYXptQzFNmhyl4WH1KkR2Jn4wtF88pO/K4JK6hVnUGTvIuxYOoWkigvFVi6JVKkWdm8mK2ACvDhnRQ8ZKTolk6qjKe2V9DqQjCJI7Tw0NS3TBrMgpnme4MpEOceN503yOcyg65Wi7zP268j0v1Oj9x5SuxynNY5UzKjEFaceXqGlxJ0TXsT3t4r1n/UNKBdC6NEpFZnNMX+vgAw10pyK58+DSmhLyBR5+4m8f83dhKDiv1EiRHhtFFoT33tlrRriKZSTpOcnSL0VSdi7cAwd7KtbVd6nqgyA7kHk9PiOnv8JpE4PooBwg27rVjJKlBK6pMWA/BCtjd9AIhgVAbxkc9JuMcdTUHDdkNKYzSSUIwCedXllCNJJPouyYMVmY89Hv+FgBvuf272f+qszTPiFQumWoO7+hx4/iQ/tZzAyDtOcLnKdWSESO+IOuwrkBVCoWiIeHcnbtUzvLEhRM88dhpAROHcp9XVmYMsxLnNVsHo/j+Q/+6sCZsIWtI6xdkCk9xMonGkjFCOAJaPgHvFUTmn53FTmXuyVcLykmKT7SEiU40QUvsIQEpLHcsulId0CjAoiLdN1SrGpcb+juyz9XLsiaYucJZy/KL9/iTv/v9/Nsrr2Rv1uf4aMyx3oQrk2WeubJBfTkjnd4EqiFzwUTgvThdo+aGwSXN8ILCfjqXZJM5ZIcNQcPuiy3NQNI5ZI7Co586y/KjBvN1R/inhmw+KC+1GHRGaVkIuEzf0hRuk2t0tdibOiBcmtzC0qwDunIkc90xLpNJBKAKqEcKt95QeUsRP/heNaBnKlaTGReqDX5Jz8lVwwdndzHzKR/eu41HHr6N/Iamf2MBlngDw1j0FicSXN9z4c//he4c4b7uVbi+kUSrEChWkw6seL45DAv5QtAQdjOuqRX2p32WegVr2QyrHZ/eO8be9ohf9vejEodOPF9+2wWs8oySgqfGG7jDlHTf0L8m91A8U+Kc3pYzZpOL3Klcir4pVnexgemk9blSHcBcD2F2TEyE02nopHHeKrIDeU7zxlCuS3IGU0NQRqI6B7JeJMOKxhnquSUfVDx5uMH5o3XmdUKWNPzQN/+LCMaM+Ktv/RnGPmegS16aXeY1mTy3B379z8aGhWJ4WaSUB/do7EyuMcSzik/ESwwgeUQOP/NjAnApLxJR5cA/PeDag0PMcsD7hN16heL8hjSyHCR6AYxk+9Jk+m92fB4mwOcZV4CzN/3/M/HvflvGCxsECOAPx6g0IXk83sNRpCpZC00DLgqBKycNvsTiBxkYicAg0oSVR+jcbTFcS5HjRxk+szQ9ccHVlZfsZhdQtRT/elyANR2tnrYz7IIYyyEL2GeON7/kr4rmWyVdofU5h9L4QUayM8EPc3TlpHCJiK4tpOsLcTOJn0vXYEs5TIZEdH8EoeHbuesM+YKWglKDACNKOpn5tiF4SVFQETxRIYhGqgmdHgqlSKYRTNBR/1wK/axYk9QF7RbGgtlB7K53BTxdhrsj6t+PdEwiCLhcDmGmUOS7kO23dISIoCcRaIgADY1Hec/0zmV8oqVL6WK0CpIV7nJJaQhGUxxPJZKtDMIU8BCUHGbstMGOK9xyD7s3habhXdf+wWc9ojfl34Y7PPpCZm43zKwhPXC4nibf9wKgJBpVe+qhAaVIj4S10saEtVTguq+ie7p0UYJXqFqTTFV3yLL7wtho7281lOec7beRMNJpqUaadOwXGbcKejvyLnzNW9/Oe3/+e59zDr/x9T/E7FTO+/7t8/uXKCPpFz6NSHoiHygoRXGY8w8vfg3nhvs03jBrUramQ4wK1M6IRi+K8RLtmZQp1SQlvy6MiNYZ3aWgLFAu9KAhFvdtzF5gcUhpTSQ7zV9MkFB+wa5QAenSHCYdU0AOrDJXy1UgUgXNfPEz2w6M8pLGUBwLhJMF2kQwximmt3tGT8qBIqQBWo+TeGiwRTSxUkro/KkcNkyscbI91enqQ2Q8uLYLpKMzuRbqr0+g2mwYPmHp7cja9F9/+rOf2Vvu/yu3Mn3jZ/T4fiqfq/H0r4jRaHLU0NtJMHWgd2kc5VVC2xUAJJDtKlyeMu/XhKzm6nyFcZVBdE4OJkT2TzQIc6BjIYAXJ/6g4cH/47t56V98J9mBUDVbZo+KhcjXv/Ft/MovfT+/UPyLZ137m1/6Vzl2lLP7wJCP/uPnYbEAKhWZjWqErYNRHE57PHh4lgvpOi8eXifVjveeHZAepEIdndMld4j0JOGwXAKgf0n8RFaerNCN+MGo+D7GFpMEodibojvj3E3Hsn6aWsDPpieU3mxPMY9Fh+uJFAGnRHe9Ar28wirPUZ0xLnPK2hK8whhP4zQXxqus5zMKZ9meDkXT3PP0BiVft/wYa2bC9WyZ12WWB4sh9462OT9ZZ1JmpMZRNQamppPjzK4NwSuSluViAS/3pZXttPpZU0XgJHbTq2XRaisvJm4tOylximQq9+c97/6+z3pOb37ZX7ul+auLhsGlOdV6hi0U+YGssU2usXP/rNhal+UdeNbkUVpWBRp0NJuTOacrmScCOsZOtiYyQwK+MKhSk9SqS7L5xDu+my/7X975LBZHtgtNMaRQwO+R633XM+981vV//RvfRr4He/dlPPjjzz+HMYomi4wnL4u9qRTOKfyyxJpoFdjoTbnRGxG2IzurlKJx3yum/ZSlXoHSATOTBoSd0wGIPlHURqETRTL3VMvqpuz06GVRyD1unfVbRp+dKxplMJu+W6ND1NwHG1CZk2SERqFLWf9MQVfQ6lr2ATtVBCXyg5AhXfnlGm09r7r9Ml+39hi/d/QoHx7dwUHRo29rrkyWqb2BiY3AvMicilUBn1wv0ARJJFBO9kZbQP+GJz2KZ6lUMzlhqUZQHAs0S45staC63ifZM6SHMDsF+X9ZYu2S533/5rPPfW+59/toNka3NIdN4cn3PXVPyf7vosR1HuhtlQt/Ia0o1zOqke6YYK3OXZoESgpm5dmrFqi+DxoXNDOX8bH57UyanCenx5jUKY/fOCYu/Ym8p/1tMfRru+cEKHZ1F4f9XOeIb3zd38T25Yz9X372ez/r688aSq5dR8q+mWnqScKsUdSNoVraY9PUrPenlCuW2cURYAgB3j+5G2WCxLNWBntgsBM6lmkLJLd+Qa0xKsi88vGMupibixhLMRQOqLGKBouyltX9WGDPwuL8MFGUxwDlRf6igzDarKzX1jo2lyZcKtaoyoSpdeRJw1JWMEgq3tjbAkS/8tX98xgCT9SrnLIFkLDlJt3nsAUU61bOi/XiebdnMVPIfpYeyFmplcXoKkonNbFRJCDdba++zKVfP0t2wZKOec598xtf9zeZ3PbfMBUgwOc0Bvz848PAPUqpO5Di/1uBP/pbdGW3PL5oIIBS6izwk8Bx5Jb9oxDCjyml1oB/BdwOPAP8oRDCvlJKIZEJ3wTMgD8RQvjY8/2Oe155B7/wkX8OiAv5u67/n7xp+O2oNEWliQABZUWoKjnAJQnKe3Hp10Yy3wFIUU3ATEoxDIwAAFmCntfSBS8NPrNyiG0ETVWNBw3v+vTbnvP63vhVf/t5J8q7P/W3v7CbCeg8wxstvzO0Bnw6Ut8Ds02F9pCN5bDSUfUV6CrE4kShUk1yJD4KqvadiWJQKmqGZAPsDi1GoZCDftDRP2HW4PoW7QJqvsiwRilUIb9fxc+tp9JlP7o9pTPNcTEn2IdOUuENUYqwOAC1Xa961cnmH2D46Yx832Nqj0u0uPpb3cWsBCPRQtpqmlFKPTQdvS5ECYXLdAQNlOR0azFu03XAFKGjcyVTR3Z9gipqOY0rBfVzAwAAv1D8C9689B1QP+eXn3Pc85LTvPc/ifb41X/qHWw+fEN+T2LpAW65B06YGM1qTjOwNKl8jtaYzpTRL6FedA+aXL5eDcFkUkRAi/x77ExiEMsloeA9+H989kL+uj/2DvFEeB6Jgz2Y8b73f55Dt9IoY6iGVg6CXREuxa0dVFzeXwFgKS1poi5uUqT0spppnXKdEbMmJTWNUPhNIJlEul6xKNqBrmve3htYdCCDAox0+5NxTI9Qi+9RXjZN127s0TOgnY+6ksIrPYrdVSUFQTIhzmeF9ws39VYm4Pqe9ZUpvaRm62CEOT7HN5pp0aN/HfRMC/Vdx5ohAnnpZNFJ6CK0EHfhoCJV0SxYQMoJq6bMA/Qb7FWRRdkpJIc20nU/90HrXY/8HZT635//eX7G8InhFz/wA3zFH/lR7Nwz/PXL6F4OvZxkz4rRptUErTEzB7kmG4v2WjdyYC8OM9xQ8+TBOkWVQKm7zx08KGRtCEbAAF3pBYgD3P32d/Dkj3zPZ13ba//4O8gOm87r5DPHuz/xt3nTa37w8wIAQFwD2g8NVJpqmnJpvMJe2kMrT89ULG9MmG2uic4/kTlo5/IO2VJRDyz1CIaXA/mBIxlX8o43AqaWayl1XzG4VgkApKzoU5EDWTBSYCZz6ewpB82qrPX5rrAfgg34VIAgVcemhQ4YHTiocq4eLtM4jXeK4DUumiwemp5EN2pP3RjoNfSHJaeWD3llfoWEwD3JAR+tMt53cDdWeY71xjx+4xgzHbBG0gjag3PvqukYDNWygH/9a2JeGwzoIpB6uhSZdi9wubw3zUDAtWAFzMr25d4/H2g+P7MEn/j8j7Md9zxwBl01vPfn/xqv/P+9k4/939/NW+79PuoTS6gmAvlKgfeMng743DA5LWw4UwdUHQjxvGuiYWgygXpJkg6CbukbQm9XY4mStNPW2FP0sy/7nnfy8I999jz86v/hRzrfnecav/JL3883vu5v8uCPf//n/7ARZGpBl2ClU57uK+YjUDZw/WiJU8uHaBOo+h47MQIkGnA+pSgNTW3wtSafRiZgLDicEdBK2CkKFaIPQMvEcgt/Gl3LvuSyxT0LGvKZYraew1GCLSKAErdfXws7SDUxxWUOvd0Q6dlRk92yurQULeLPoqkTy8q5AwA+OT1NHSxr6ZTTo0Mar5lWKYezHnZiOhNlWwTSibiu+1rRHKvBBMxWQravcIkUeelEUUTPo+lpkRW4kWP5+JjJRDZjFcGvdCz34bkAAIB3Pf53edOr/8bnf5Y3jXvvO8mv/0v5eV/2v76Th/7e9/CmV/8NVFnL+QUgsQSjSK3GJ2kHzHirOkBON53ak7lLOKpzKm/ITcNRkzOwJYbAQd3jyYN1jiY96nlCGgHPh/7+c6+jr/rT71xIRp9j/OIHfuAL/7DBL/b4yEQNRwZnPfXccmW6TG5q7hqJt8ZDNwbomUGXiuRQzPfaxl/rBdQ2oHQtRZGwBFUH/N8MCLSGlpIitpBQEpsOygXSw8gMOIoNm6HqZEcoaRqIvvamm2Li2dMG0qShdoZQGZzx6FHg5PCItWyKUYED3zAOY5ZVwmPVBi/PtnFonqkHnDbwC7PboQWQdaAaadmDtOynLhcm4frDst62YPL0uO7mZ7UE03UIiZxB+tcU9Shw7ZfOMjiU7/lc++YvfuAH+Iavu7VzxAtpKP+55QCfb4QQGqXUdwK/gNgn/kQI4VNKqb8JfCSE8O+VUq8B/h2wCrxVKfWDIYSX/FZd/81Dhd84mvH8P1ipk8DJEMLHlFIj4KPA70NiD/ZCCG9TSn0/sBpC+D6l1DcB34WAAK8FfiyE8LxmCa9+9avDRz7ykS/4mt6y+WfAGsLaCiQGQiBojR+I4Z+uPLpqUPMaVVaQJrjlXkfvg3YxCPzS+26t2/AbHc+K9rnnNjkshkB1YiSxf32Lt4pyTfAcO/ddN8nHwtbOPcEqymXTobOtEVmnE4uHS6CjkpkqkO858u2iAx9QSoCSz5g3ygVcP5olxVi76UnpAqZjz+SkGNklM9FwmlIK89ZZHReoh0ayqZd03MiFOlgt6W6xHVxvSMYOU7rokCoH52IjlWsuvbygtacZWOYbluzQyWFrJv9OVQ5dVARj0EUFzkNdg9IiA9GaECOoVOM+J8jzuYZS6qMhhFd/Id97q3P4G77274BWFOsps025T00O1YoYIbXULlMo0gPRo+sK8n0Ba+qBgC4f/onPLpi+WOMb0z+KShPKr7qf2YmEo9vazrQjJJ7B2oyTy0ekxrEzHVDUCYOsQqnA0TwX47+ZVHsqcfjCogtNtqM7ymPrCN3qzZMJAihFl+EW9W4R/FYGYAv5c1DxoKpE0+9T2eC7DT/S/waXhaadHjpCEnOi43smmzwC0gXYeanpKO8tM6HpIcZRSw3MDXYselwAgmJ0Xgp89M2fSfTr+d6CZtuaoTa9yKSJ7I26J/e2WCdSlOVnPPK3v4AiN45bmb9wa3P4zS//AarNPuWyxaeK+ZqmHsH8uNDYu3i8UuF6C4OtdpiZ0MB1DY/9jS/8M/1mxxv1t2BfdDeTF61x5WsMvu8xE40pFPWyJ4waXnzHVazy3JiO2D0YMvqvPekepTC8IgW/qsVnRvnolJ5qkSLFnPlyyVCNlKSNTGHj4YKj2zOK1bj/RC1qm+nd+lsQFofi6UnxBwlDJwVLJm25vFex1Cu4dn4DXWjcqEHP46Ifu4Bu4LCjCoLC1ZpsUHUJIa9de4ZM13xo/w6uTZaonMFqT2obNntTntzdYPbkMr3rit6OsFiyQ49uAuWy+J3YWcDOxTzWVIFy2XSpB01Gp11tTQ5d7Ep9LrPRzzW+mGvwm17zg0zPDjpAqMlVB2K0TI3WMLceCvgR7E37ajRqNSV8/B98aeZw5wnw5S/l8N4h+y+SeDCfimEkXuHzmAyxUWKsxH4p6wlO3r/gFMPHEwEPdIxHnUoEmriWR0Ayj5+3zX3vx+jKFpgtFp3TtvB3CRBlW0KdlmJIOSXRe6VGV5J0AbIO9LZhdMmTTBzVkkgzfOzmtuyZclk+Y3oo90E3C2lYsRlwJ0v+wEsfZNVOGbuca8Uy7/vVB1h6mi5tyKWKgxeLV0G2KzK7ZiAMxWQi669kwIvsw9xMyY+ynZslSV/o+GLO4Te+/ocIiWa+mXZnAp8oxreB6wfMqRlJIoB7VVmM8fTzisw2NE6zszdC7WQQ4Pz/+qU5S7zR/GEIHt3rcfj7voxqSQr6VhYwPyaFbbPiUKno/tJBjXeKepKi5oZsT+jwupTCt0tRCYt1tQX7bRm6M4NLFZMzLRhJB6K1XkhqsYUTdGxyBbAzkQI2PTEIVF6kn00/JjGteULPCag1FZacrpA9xUg3KvQcg7UZ3mtOLB9xcnDEq5Yv8L69u9EqcN/wOn1T8eX9p/AoHprfxqPTE3zk/3sZtpM0Cavq4Gvm2NTRf48wpl0q9yCZyTwt1+T9bc87N4+g4PG/9sWbwy+UoZT6Y/dtfv0/v331Nc/59fdf+H85LK4/D+T1O2t80ZgAIYRrwLX457FS6lHEFfH3Al8bv+2fAe8Bvi/+/U8GQSU+oJRaUUqdjD/nt+aamgallXS1WwOwCAZ0pktW49b7qKaHxANF865KjP2UC7zrkb/zW3VJzzvajRsgOIcuavwoR42Ljsavgmi6k6m/SZ8o12zKBT2v7dYHs6A6JbMg+vJaNGjVSHW548m0PbBITGIwSuiDreeX0XKQjTICidkL3SJYLVnJAc5Eu95qg9voNVPJNeIDdi7Ri9ol1AMj+nUkYqg1Kmyz15Opw8ybKElQ8nXkOtuEg1aSYKcNvQCup8EF7FiSI8zBFGZzlI4fxmhoHO+69A4A3vKi75fP6T83y+O3a3T3XN9k5hMX7GTcVrnEQlH+qBvZkJqeZnZsQSf/Uoyv/4a3kSQWlSQd/ZBIs1e1TJa6tqTGsZbNSLVjv5RupFaBQVYRAsxmkgjAPCE9lE6jmbOYj223vLmpOGpvR2SXtJ3j9qAIkfqmAB/1nmnUyVm6rG/tYtFVCc1cjKJ0lxttCzmItsV5ay7ZvybvWNDQ9OQg6TOPmWnsxZRkLN1O5RTNwGNnUVZQRz2dbQs8udjsyOMN9LYrATCNFMzKBeqlhGqo+dhPyoHspX/xnbgUHvk7X7pC+QsdunTYmcZ5MYWqaQ/MKsbRKek+jKR4VXMVuyZ0xoJfagBAZ7kAwkaRjBXFSDrtZq7QlSLsJTw12BAgprCoXQEl84NANYyGVzOFreV97NzSE/He8Anke57s0DG46qiXrAA8yAG0LZDqJQGB+tfl71ybqhIW3SwBwhTOeJQJuLkFHSi15fpkGV3GKKpaY6YCQolBnMLMLM1cC4OgUpRHCaXqs6dXeDScjSyeyIJJPGhZhyebGUrJ/TDFQiMr3TYBk5ueFs146fGpdJZNuaCE60bm/gf/b5nDL/6Bd2JKeOSHfmfNYWESxk5z+4xymaPJTD6PAtlrqtiVbhbdxC81APCs4YUlaGdqsUYGYSwAhNwTCovqNdh+LeS3uULpgDIQdLKg89cSq9zGDwsdOp4zIpWYllWooulas/BMYS5dSO0ELGhZARAbpEqMEtPVgrqwuIlEGOu5lnkXJUNNT8f89oXPiU8js7En+12+L+ehfKfGp/LeHVaWcprzb8Mr6A1Lji+N2Zv1yfbirUropGHJWGEn0nV2OTRDoUcnE/neZAw+U7gcHvvf5Lne87Z3dvvOYz/wO2wOh9ClV/lK4pshskOMoqkMSgWcE2qaNp5ZkTIjpSot7KXoUvHkX/rSfK633P296Dwj1A0qy6J0SN41U0ozy86QZt2RaOz9wOFSj9IenTqCCTSl6P+SBohglsuimWIEzU0B2SH4CKr6aCLscjoGANCZCLdeAsJKCAuWQRPiOVzAQJ/EfSz+zmolgtw2QOJRY4OuoLeF7I+5nEGcNxSHS9iZ4umTOReydR4enqKqLHVheWJlg284+zifLk8y9jm/cO1+nnniBKvRoLZcAp/BwenAysqMvZ0Ra/ueerCQhLSpBiayGto5fNePvEP8uupbayT8Nz+ezxPgBTa+JJ4ASqnbgVcAHwSO31TYX0fkAvDcsQmniUDCb8l1tBKBokQZA8bETPiooZqWdJp+hDaT7Bdd8sC7nvjh36pLueURnMOPcvSVbVgaoWqPGybYaY3LLdluic8MbURd0zedwZR2AdUERheLBW3fB8xUTA2rzb7QxI4C/W1Bvu1MulOmaGiGqcTUVa3TjBSVzmop6GofCxZxsa+WxMk4O/IUK5IhLJpBWSR1pB7hZJHUpUNXjvz8Ebk1NGsDWpo1wOCJqXTrtcLnaeySip5cOScd/dpTj1JcqjtNPchnT68XssDtT6TjD7zr8t//nPf6d1rhf/MIRlMt2bi5yP10qTzzYl02F1MukOm6L0XE0Z3inv+lLJ6+5q1vJ5036KVR59URlFDTq2Wk+9go6r2cG4MRRSNu4HeM9ihcwqxJuD6JkWClJtszZHsLjV5Lw0vmksZRD6Uwd5m8z12UVrhJ/1YtOqetH0DHjmmbohEo619RHY25zZ0uVqXrZ0qh/tu5yHGmJxPxvWgCSxcrVBOwhWW2aTi4V+i36w9JLE8woTO6tDMvhYRSuCQwPSUXY8pFQZfvBwZXKpTz+NTQ9Aym9PznX/3Ln/Pef+JHfmdu2EGJ/KYZGHERDzIf0kRJt7BW8bkqmiqVbogXIMZOvvSgxpuX/yQojRr0qAepaGkDXWeyZZYoQH9yKG7LSOfRZaAbKdaP7oSjOw2Dy6brWrXvqCnkZ8yOGekSV5Z0HMgOHbOTst55A/VywI0cqtTUQ4WNHjA+ibT5UjqrZg54JVG4Sv4MEsOGV4S+I9mxpFcMwyuSHb3/gIckkB5oBpc0+Z6AXeWKdFSTMUzPyLuS7UnnqDWfbXLFfGMNU0IWxCej1fcXKxpbKOxcNN5tgaYdvPfnn1/7e6ud0y/laKNOTSWH+yaPBUWuFjriuMbcDFa6DB5+x5f2c73lzP8MgDIGXdYCpJeaekDUQQeh5jegXJSSTA1hKEBAf6lgYyST7UZ/xOx6X0w5I2MHYkE8XnRldQO6LexzAWeTKTFFSeRRZq4XgGwL8lVSsLg8RGArUB5lsgaMaoLT2F1DtgsrTzW4VHN0h0hOqmUBt/I9iShUHnrbgd62yB93708Yn8lYe1Q2kNElx8pTAfUBBaqHT/tszBzXXidxa6qGFDGg07W8Y+kE9CQ2SZrPTYcGeOL7f+fO36AVTW5QbaxzLrKh/vUY8bqfU6yHCBAqKh0IeTz/1YpnvuvzeFj9Vo/xRJo8gz5q0O9idU0lZxzdBEwRjSWVAAN2aqlLTVhuUNrTWyoIoxKlAvMyoZkkoAOq0PSuG9IDyA6EweRTcEtRAhOZLKZApHtN21mXLr+pA9lRuIlRG5O3KmlIuTQmUKTyb2cnoFlpMEeGdF8YsvWypCb5RN6PalUA1eEFOQ8cvLak1oHhJ3KSaYKuc0wPzBKUNuM/PvxaYThEJsOobWoqAdiYQ++GIv3IGqeiUXHQIjf84E9+bibHU3/xS8cYfUENH6Qmea7xRWLXf7HGFx0EUEoNgZ8G/tcQwpG6SQMTQghKqVu6YzfnL547d+7WLkZrMEaAgHgd4nrvo/ZSQe1QVnZsoWgmKK35hS9R978dbxp+O6go4AEIHlU1uNtPYG4cYCYFPpeqRTey4Zlp7JC7gDc5OjrHZ9tzgjXooiYkRiQFzoknQuPJLuxj1wZUq7kc0OrQdS1cbzFFdOHwmZGEAh9w0UCQRHexQCH+nWrEkDA7AhW0yACKaKAThK5vigY9LlFlRchSeT7TObZuCL2UYK3Q9ctY9WUJOv45GAWpJdiEYBTlahbpVw1q0uCtItmfC8ujbOTFDAGs5V1Pvv1L9hyfa/xm5rBPdBclaCqJxBKgB7xWQlPs0ZnXBANO3zqd9rdieAO6agjH11HzSujPiWyUpoTGK7wN6JlmVqRiLOYskzrFapn3tTcY7Qmpp+lLFFQ9kg0/35HfIyZ8WiQPXuIoq4FU/6YSAMBOpcuo64W8pGUOuHwBFgQth9BgAtWqbODZfgTTvGzk5TIkMwEAskOPmTtM4THRNLQeGNKDugMd1j8pLJl04tGluIq7RIqhclnT9FQXU5VM5L90LEVTvtt03hkukxbjcxn6fanHb3gOWx3BQjE8VCGIoakWoy9Ty7PSLjA7pmgGUoTq6reH1TD5Xfcz+vBlsBblBLBpeoANuH4ApSV2zAQGl00Xz9WBS7FzJPFfgYP7pdgmAD0HQWFvJOBVa/cAQDVSBGOESTWAckMAgFbb6nI6erlPEP1/fL9aIz2CyILEPFPAFKwnGTbUjcIUhvm6wvVgcEneibZLXS0JtbpakSK2XKHz4Mj3Zd1paddNTsek68xoZ/Jfb08ieH2qOq8ZFT4/APDFHr+ZNVj8LVQHHnqzYNnVvYUfS1v8tywlU3zpu2lv+Oa30zuxBlevSeOj8bTu1a2PSlCytpkKoU4vRVnA2OKspzGB+1euc6NYYrM35WgtY3c24OCwTzNNUImncQpzPpFinkgzbtdUs5ACuIG8B8EGXL4wbW0N00wp9ywZyzqvasXgfCIO8ycFfOtdFxnC7Jjt5DbJEZx8f02wUrjJOm8oVzX5nqJaNvR2A/1tJ4lCkS0ZNJAIeIxSlMuWajlg5wqViLd0eiRz2WV0YAXh+QGAL8X4zZ4jfKrkf5PWDyB6jATxlcn2lKQF5AJ0FRtA4nnmz31p959v+Nq/Q+KEm67SBH9sJRZabTy2gG/JHJpSwJoQj6bKKZR1mCSeJypLv1+iexXTWhNKMfQuV6OfjxU2Xr4nzZV6KNKBfBuGVz2mDOzfa57VTDBVq72P6RhNlLsqKEeayRlFcbohu2FRDdQbNYO1GcUoJZzv0duC3o5eSBIRjw7Xg6O7hT3IUYKZKdIjmYez4zIvO+Jn9B5qQWDR/Ms7lY5FnuAtkemrOn+G5wMA/vt4nhHCojZ7gY8vKgiglEoQAOBfhBB+Jv71jZbmH30DtuLff0GxCTfnL7761a/+ggGENy99ByrLYDggpGIQSONQR1NMIyBASC3kAhAEpbq706zkt/jJf/ND5Rm2J4LI4JyYGx5MMEWN21zBHExJL+4xv3tDIu8gRiQ60Jpsv0TPxRFKFTUYTUgtqmp498M/1P2eb0y+lV+sf4q3nPhz9K5n8tlHfQELPITEiOTgcAbTGe7cMXyaSpRSFiPlDJ0JYauJTCqJIxxcKRh60HPhUIXUohqPvrEvdBqleNelH+uu5y2bfwbqGjWdoayljeJDK2g0oZ/hswSMbGDBaMy0pv/krly7NWAURmve/dDf+tI9sFsYv9E5/Lve8LdRmSGdeJpGdzTM1oTJFqJzK6GjX2pip/G3YdRDw9G9I+w8YOaOaiQ0/uwgbk4HinqoKE54/GMjrp/MwcRTlgcKgy5Edz2YLND0p77n2RvXN3z9/85//pW/zOu+7UdJZtLBHGw1sUBRkd4nXhFNT5MdeEyhKFalaGrdpVvKXzPw6FpOemYuG69uoLfj8Iki22+oR4YmVx0D51ducil/wze/PYJhctCsewo30hSrOlJoBajpiq5CDhLZdfG86IaCX/2Fz3Y//50wfqNz2CcGl2vsTLokIsFQ2G3fxS3NNww+UdFska7j89sxmp5m+orTJEcNzdAKlXoqFV8w0iVLSkW95mh6cli0RdQtR5AuKBhch/E5Q7FucHngye9dzOE3/N630+SaG69VlGvcVLgDOuAyAb3svqUZOdwgoOca1xcmTbCBsFahE4+LXf/gFMkl2beSMRTHILkkVO5qNSWNsZGmlK7+Z1LTv/r3vb1LDSnWVGc6iYJqWVHF4gCe/XxUI9207EgOnb8TAKvnGr/R+fuW+/8KYbknh3ytqLVCpdDG3KkadKuN7xNlWAG0GGB+qYcppHlglpdRWUowCjtrWHpGU+5Ls6MetYWzPMdiTYtefuRIrmV4Mn75/CukG19HI9oenP8riznzlnv+Eu964od54HvfSbBSNNeDuJ72JOGjXJd53LuuKNcM9aojPTCEBOpItUYvJFsrn1ZkR55yWYCm3g1LMgsMrklcsusZpicMa4868p2KX37vItnka9/yw5gqsP6pOeaoxBQi5dFR2mgKz/xYwnxNgEeQ62160Isxdy1V+re72P9c4zdzjgiZESlOlBTOTohRcn87JiPldFR2icEFXSns4Zc+UKwZJaSjIerYBgB6Xkc2YIjSFh+bI6KnRymqpUC17sVsr9EoE5jt9lEBjmYWPTWYSvHUX1isw2/+sr/Oux/6W7z0e97J9IQindABs97C/n26k700A5gfh5XHZH33qTAQ66GKXlbi7XJ4d8BnjmxjTplmmJ0EVWpmBz0oZS/I9wT0NuWzE3u+6g/8CE2uCEajm0CxqsTrRy8YjbqBqifvbra38IVJpvLMWmnCfy/2f4tH8M/DBPjSXspvdnwx0wEU8E+AR0MI77jpS/8e+HbgbfF/f+6mv/9OpdRPIcaAh7+lfgDeo0ZD6fYbRUBLnFjTiD4cwAiE6I0iJBqfmuel3H5RR90QQkAtjVDWSLpBVRF29jCTKWQpeEEc66ElGdeEXDRFqnRSxANqXoE1EosYowtvHr9Y/5QU3iBJCmUFh+POBFsPB5AmcDgmOIfZm9L0E5SOUX4u4CM0rlvSQtxA86tTVNMQ8lQkFSGgigbVOCnqgxI9/k3jXdv/kLcc/7PCCkgSedmMEaaA1biBuDI3/URMtRpPSA1+kEvyw1Qq3t/ubv8Xa7QRlWTiXOyNisWUmMS1hk1ByyH0t1PH1ZryTU5qTCnd3y4+L4he2mXi9GwKMLuWZq1BVZL2oGIMlEQgirN4s/zcLu9f+5Yfxp2wYlIFNLnElCkfyI680JGRQ1411CQzYanUwzZiEsq1gBv6LqpPR62hriUPWOIqFZMzCckkgFIc3NPrfDTa4VKFT6wwNhLxA/BJdDwfQjPy6ELTDDzqUKMroRamY4klU+FzO0e/0IfPDK13gkulYK5GCuUVfr6IEfVJ7KiH315fg9523XVNdOnJDhVc1DR9KYRbmUlTKcp1mRPJkcifgol+LF46ME0mB+7PLAZ/7ee+l6/4oz9Kuq8ojvmuw9Qai9mpREiJyaNIrZpjlXSxrBSYON02YQmNhsJQHatRhZFIRQVNX77XjRqynQQ7FTp4+RxpZCHGvNoi0NtdSGa8FZaCUouDZtvNbbvdsg6p37HF029muGFOtZJhCo/LdefD0FLg+3uyDtf91jwOfB54+jt/+95nVTvxDwFUUZPszzGlIx2nEhm3YqgHqlufB9clcnh6xmCnagGSZos4x8/Mcn/XEz/M133j32W4aZmva0y9MEM1scvfgqC2EEO92QlDM4wSAiMAgSlE7r/yuBhHuixKF0vpRNdDha4tygd6Ow39G+IdNN9Mn3U973nXX+Irv+VH8VbDKBUjYS0sDjNrqFZSdBXIDqHpq84ctgVkW6nEJ9/+394cbvq2i4gO///27j7Irrq+4/j7e8593Ic8Ep4EIRTUog4ogQI6SsFA4kwH/1BBW6SWymjFEbFWhAqIQomaLFNUGFSKUhUfO2amTYAGKVUMJlKUBooEfIAY8pzdze7ep3N+/eN3drOB3exusjdnz72f18yFu/deuL97znfvnvM9v9/3a74Yc5wksnwNhWSmj/PfA7m83zbPfCqlE8nIT712+ZC4nMfqER0vVnwXlc6AsGYjXbIaZSM3mBTFboTEeYerBDS6/DFFrj9IjpFeXhtp9a8+yzlLP0/5iByDC3xizBpQGCIpqrz399yFsOc4n0AbqQkw3CEjWZ4Z5/2MlqgeUu0twWBIcbcRDYW4MKTjj34GRqMEYNSP2Hc8P/3h33P6+1f49y7bSFHNRkeSCKgk9Y1m+1lgURlIfueiAiNFtx+7vfViOHX7rQmQrSxAM9N6bwIuAZ4ws8eTx67Bn/x/z8wuA34PvDt57j/wnQE24lsEvn86BxPMnuXvhAGu6L9IXB3MAsiHuGKOxpwyLgwYPNJnzNOy9Mi/gyDA1Wq43b1YqYiFFQgCrJDHVar+ankuR2HTbgq5kNoR3X5tfaUBcewr6ZbzBHG8z5X/sazadse4zy057HKsnmfVtjv8+tjdvRSrVSgWyXcUR9bnx4WcX1pRqcHuPnAOV6tjs7qw3gGoJZeKwpBVm27b/3i23O7fe94HfB0H57BeB4GRM8PNn0u+EfsuBeBrC2zbBc5N+P/OqgtOu54wCKjPKfo6B/0R+T5f02Ho6A5yFd8Zov/YnO9ROyuC0nhfUs139ruXU9rh12Lmhnytipr5aXu1Dj/l24X+D3H3b/0U69lbjaHD89Q79yYKgshPx9twy/h/yNY8uP9E3TlLlo30Ez/j0hXkqr5aOebXE1YOd8lBgZHvC0empXZu9utJd5xcwAUBUcFXNqdoPPK98Q/qf/aDvdn8pSdfw6onb+b8sz5L5fBSUqwqoFF07DjVT90r9vqCYo2S8YtvtG7G/tzFtxDEjsLuGrnBgKHDi+QGY7r3RDQ6wpGpyV3P1xg8Mk9lbjBSpyENZ71nOd19NT+jKoqIO4tEpTJRyScwGp1+mn1QNfJ9AbW5EQMnxOS7ajR6ixS25Cj0+ZPl2izY8E/jx/Bwe6/xnLish6c//TFOuqWHqOgIduVxSScQZ/54JC4EHHHMLvoGS1RqZbqeyY8UauvYYlTm+YPZwq48T312/weGP/3R3hg+/8wbuX/tdSw++3PEpZCo6Gdq7PjTHOXtvohleYe/wlrrGrvdaKsIBqrkSiG5HYO4Qo6w5mfr5SpJ95LYERVDzMHQsXWCYkSQT+97OKglFwTqDV9UrVDAwoDaUV1J8jgmrAWENcfQPD/rr2+hrzfR+byvz1HvSq48DsLjt42/b39y//5nLZ3x1yv4xd1X8ZYLv0BpJ3RvMracFhIX3MhV90Lf3plZhf6YsBKR3znEnhNm0bE9KYq5eQiA+3/+6f2+3+hE6nnn3Myah67hrX/xBaI5eeKcT3pEBaNzc4P+Y3OEzi8ziPPGr8Zo1dgqgsgxNDukUQ5Glmx0Px8T542uTTWiUug7SQV+/fpwEcg0nHfOzQSFEIoFP2t3MEc8p5M9r/SdV3zcOIp7/O9YYXdEdVbJz+or+hoz9S4I94QUtwcT1hl5aNU/jPvcWe9dTpwzHv3mVZz5l8sp9Pk6No0yDLwyJurwY7C60bEpJKhCeZsv+Drr2QpbT09mRdZ8IW+L3Liteoet+xd/PPDn5y9Llnv5mG10BDSKvh6BC416995ClsNL0H51a+vGcOpi5/tIjyVbOYCmdgf4KS/LF484b4zXO+DDzRrPSD/OShXLh/6E2jko+j/evkBgQKMc8vPvpH8VzooFXL3uK9jHDkeUVBwO/DT5YoGkfwvEOXK7K77tXSEHzhEMVIm6y7jk8x2o1dvv3Hu/9y4gSVKQ1DoKjGh2GatGBNt3+yv7zrHqxa9wQfkSrLPDF+OL4v0mG8Z8751ffdljSxd8EBvwB2AWx1jFT5/eX6G/lpD0qR6u+xAVQ391x7mRK+4DR+XoP84RlR2/+1C603CjolGf5b9e4oL5tjhJxXDipL993t8vJ1eXin3+6lq9k5EEwPBat4Px0Kip+sMn2YsuW0GcZOzDoSTLnly9Le7y7/3oPVdxfuG9dM07jTi0AzpJH+4kMvqAddFlK4hzvhI+MNIKsJUTAIDvzpFURw4rMaVd/vs239cgSLp8FHrr1OYWfDXilDsbxDmj0ZUnTDqgVA4rMrggpF5OlnN0+g4BcWFvgTSAIHAU5w9RCUvUZ4d0/DHYbwJgMjZ+0v/3w8XGXnVTj29jOTwzphQThDFbXphLOBhQ2hmMJM7Ovmg5lXkBjU4/m2b0FNjJGO7h/cAje9vivvXtn/fFAZPaAEEdrLb/IlMtIYBcbwWSZXK53ppfWhhDda7viDNwtP/e+v1l459QHCpRKaRQbeCOOcrX3ikXIPSFRavz8jTKAbVZAWHVYbEvilbe6q96Dhcpa5Shmp96e7CX+sXdPjYe/rE/8TlnyTJm/S6g3mkMHulfE1aTFqx9EbnBiDU/+RTnF95LadbrAX9leqKT/7GsecgvFRhdi+JN71ru2wm7pJBh3ZGrwNqvtfbJkzOjY2sdFxiVeX59e6GvQVT0tS6IHUPz/ayQiZKFTWdGvTskf1i3XwJSyhEnSxmCui886rv0+OLQccEvGQlrfsZSvdvPvHLD7SMPwuhE7dpv+ftv/FAPcQ5y/f6CVJx3hAMBhd2MfC+u/dbHuaB8CYXXvMEfBxXh0W9O7fhsrATbKR/twVWTWSwh0PAzA1LfZ+3AxZoJkDVucMivly8W/Br5XOgz5GasfvzGtIe3j1UvfmXk/tJXfRIaEeRCf4Jdrfup9GZ+TUqjAVFEsLvfFzwMAn9QUq0TDgyx6g+3Nm18S1/xEQDC3X3+8c1f3ud19w3d42cShOGUEwDjCswvE4CRGgft4L71N7Dk1Ot8e8vQ9xavLihSneV70Q9njGeKR+/ZO56Fty0n7mhghZhCRx3b0IVFUJvjCzA1ktZL1e6Aynxfzba03feOjvOwYdn0/1Fb/3U/vlOv6BlZez7WFcz7a99m6cKrqC1cMOGMg8kKa76TQ77fF3Ks1uCxO9JPPDbb/WuvY8kpn/aF1Qo5woEGzozaHP/7PNFVkUNtdAy/7hM91JPJZFEBXN75Kz+Bw8VG3OGwjgZB0lar0ZcfWdLS6Jj+sf3mWh+rJ9y6wrf76w2xyMasSN71+wFylTKP3T5923e4s0OtKxhpQdqqS1j2Eft/uJKffh6XQqrzylTmhTjb+70yUwwnQF//8R46tvqOBvkBR36PL2ZKYFTN1wGI8n7qvu9MAY2iT2zlBsf+bpyusZ31nuV0bXIjNVT++9/2PUG6v/ZtFgfvInfiCaz6zbJpe/+oaOw52gir/kSy0DDW/mvrn0AVdlWozyri8lDe7mvn1LpDXGg8vHJmfQePXo77mut7Ri4M5AaAZO17vcvP6hg4OqA+O6a43Shv8yfGpW1+5kNlrjWl1ejwVPvXXt1DoTdIkkkv/325b+gezl18C4OH50cSCAer0O+X0lUOj6Ejwjb7ZbpyCDj8bIDxnsuQtkkCrN75VZYu+CCrNvew9JVXQi7H6ie/mPawJjT6j94Fi27AggCr1nwSIJ/zyYFcCI0Il092Z+ynzlM4uFkAE45tElPvo527eCD+/vS9aRDAUAUr5H2Hg139/vO3gdWP38jiN32OB372j5x73i00SsE+Jyoz1W9HtRNa+vBHeWp+B/n+gPiwGnGxQV93mY5N/g+o7yvOSPutJ5rcTmsyB7eNP2xizW9XTPi6yQoajo4tMBQZlQUHP9MhU5KaJMNrlF1oM+7kfyyj1wafcOsKXOhw+RgLfRKgNMe3UatHIb2DJaJ6ESK/9rSZnTmeu3Li3//7117H2946vd1tzPklLBZDcXeU6vK5Q2n1hptYevI1rF53PW97y03U5haIc8a6u2b29/ATy/eNwbMvWk5xV4OgHlHoCEZqdER53wY1v8d3U4HmF+WczMzLaT2GSITVpOqb84nnXDVjR+8H6L5117P4zTfx4JprOXfxLeSGYv7r39OftTKR//vM3hh+9Y09vtXwrKT7zyBgcNiJO9hZO4yw5gv6WgxxuLf4Y7Psb7nisPDB/2Ft9N1pe8+w5jsW7DnOiJ2vf0BzD/kl4eIYN95ygIxlAcxlrKfhaIsWLXLr169PexiH3AWLbvAVUOeVZmz18GZZevzHoFDAlfIT1jpIi5n90jm3aDKvbccYftcjH2LbUCdb+7sAePIdN6Q7oEPsdZ/oAYM9Jzb43eUz7wR4KvEL7RnDJ9y6grgYY5GlWvQtLaf/zQpqXb4w4hNfnHlXT/UdPLFTP9JDWPUtT1uxAN5ETr62h8FjotSXzo1HMTyxhV9a7uuiBJNLiLaS117dgwugesogz150bdrDGdNUjyWywMz+6tXFM+45vvjaMZ//+Z6V9EbbM5MVb5uZAK3kvvU3pD2E9HSUict57vvlZ9IeiRyg7599e9pDSFVU9sW2ZmICQCbnuSuv4k/uvZlnL75m4he3oFq3b9vWjKU6cmg8ftvHOO0DPW2ZAAD/HSzZ1o4J2NHq3czYBEBLc+PPBHAZmwmgFSSSLY2IxuxS2qMQOWBhBerzUyq3LNOmXRMA4GNYCYDsa8U2jpNV3sqMnQUgMpGuPzoKvWmPok3Fvm3lmLds5QCUBJCMcY6gMt5aHJGZr7TTkevVJCzJrvxgxo50RF4iN5T2CEQOnEWO/J60R9GmnPMdAsa6TSILYGZLzOxpM9toZleP8XzRzL6bPP+omR3fhE8BaDmAZMyqZz6f9hBEDsr6r7XX2kVpPVkoSCqyP4/d0b6zICT7pqvLgEyd289ygIlyAGYWAl8GFgMvAOvMbKVz7slRL7sM2OWcO9HMLgaWARcd/MhfTkkAERERERERkfHVX4z/wEA89lqMiAmXep4BbHTOPQdgZvcCFwKjkwAXAjck938AfMnMzDWhkn+muwOY2TZgANie9lhSdBjt/flh5m2D45xzCybzQjPrB55u8nhmupm2/w61mfb5Jx2/oBhOzLR9eKjNtM8/le9gHUfMvP2Xhpm2DRTDUzPT9l8aZto2mNKxRBaYWQ44ZT8v2QGcD1w+6rE7nXN3Jv/9O4Elzrm/TX6+BPgz59wVo97jf5PXvJD8/Gzymmnft5meCeCcW2Bm61utBcVUtPvnh8xvg6czPPZpkfH9d9Ba4PMrhrO/Dw9Klj+/jiOyvf+mS5a3gWI42/tvumgbNJ9zrgH8coKX3ZncZjwVBhQRERERERFpnk3AsaN+PiZ5bMzXJDMPZuNnGEw7JQFEREREREREmmcdcJKZLTSzAnAxsPIlr1kJXJrcfyfwYDPqAUDGlwMkMjHloona/fNDtrdBlsc+Xdp9G2T982d9/NOh3bdB1j9/1sd/sNr980P2t0HWx3+w2v3zg7bBjOeca5jZFcB9QAjc5ZzbYGY3AuudcyuBrwP3mNlGYCc+UdAUmS4MKCIiIiIiIiKTp+UAIiIiIiIiIm1CSQARERERERGRNpHZJICZLTGzp81so5ldnfZ4msXM7jKzrUnfyOHH5pnZA2b2TPLvucnjZmb/nGyTX5vZG9Mb+fQws2PN7Cdm9qSZbTCzjyaPZ34bKIazvf8mSzGcbYpfxW/WKYYVw1mnGG7dGJb0ZDIJYGYh8GVgKXAy8B4zOzndUTXN3cCSlzx2NbDGOXcSsCb5Gfz2OCm5XQ7cfojG2EwN4OPOuZOBM4EPJ/s609tAMZzt/TdFiuFsuxvFr+I32+5GMawYzra7UQy3XAxLujKZBADOADY6555zztWAe4ELUx5TUzjnHsZXhxztQuAbyf1vAO8Y9fg3nbcWmGNmRx2SgTaJc26zc+6x5H4/8BTwCrK/DRTD2d5/k6YYzjbFr+I36xTDiuGsUwy3bAxLirKaBHgF8Pyon19IHmsXRzjnNif3XwSOSO639HYxs+OBNwCPkv1tkJVxNkvW998BUQy3jKzvuwOi+G0pWd9/B0Qx3FKyvv8OSIvFsKQoq0kASTjf47Hl+zyaWRfwQ+BK51zf6OfaZRu0qnbZf4rh1tQu+07x27raZf8phltXu+w/xbBMp6wmATYBx476+ZjksXaxZXhaT/LvrcnjLbldzCyP/9L7lnPuR8nDWd8GWRlns2R9/02JYrjlZH3fTYnityVlff9NiWK4JWV9/01Ji8awpCirSYB1wElmttDMCsDFwMqUx3QorQQuTe5fCvx41OPvS6qCngn0jpomlElmZsDXgaeccytGPZX1baAYzvb+mzTFcEvK+r6bNMVvy8r6/ps0xXDLyvr+m7QWjmFJk3Mukzfg7cBvgGeBa9MeTxM/53eAzUAdv6bnMmA+vgroM8B/AvOS1xq+UuyzwBPAorTHPw2f/8346U2/Bh5Pbm9vhW2gGM72/pvC51cMZ/im+FX8Zv2mGFYMZ/2mGG7dGNYtvZs5p+UjIiIiIiIiIu0gq8sBRERERERERGSKlAQQERERERERaRNKAoiIiIiIiIi0CSUBRERERERERNqEkgAiIiIiIiIibUJJABEREREREZE2oSSAiIiIiIiISJtQEqCNmdnpZvZrMyuZWaeZbTCz16U9LpHJUgxL1imGJcsUv5J1imFpV+acS3sMkiIz+xxQAsrAC865f0p5SCJTohiWrFMMS5YpfiXrFMPSjpQEaHNmVgDWARXgbOdclPKQRKZEMSxZpxiWLFP8StYphqUdaTmAzAe6gG58FlQkaxTDknWKYckyxa9knWJY2o5mArQ5M1sJ3AssBI5yzl2R8pBEpkQxLFmnGJYsU/xK1imGpR3l0h6ApMfM3gfUnXPfNrMQeMTMznXOPZj22EQmQzEsWacYlixT/ErWKYalXWkmgIiIiIiIiEibUE0AERERERERkTahJICIiIiIiIhIm1ASQERERERERKRNKAkgIiIiIiIi0iaUBBARERERERFpE0oCiIiIiIiIiLQJJQFERERERERE2sT/A2E2pYXsL6Q6AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 8;\n", " var nbb_unformatted_code = \"pm.verify(metric=\\\"rmse\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"])[v].plot(\\n col=\\\"lead\\\", vmin=0, vmax=0.7, yincrease=False, x=\\\"x\\\"\\n)\";\n", " var nbb_formatted_code = \"pm.verify(metric=\\\"rmse\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"])[v].plot(\\n col=\\\"lead\\\", vmin=0, vmax=0.7, yincrease=False, x=\\\"x\\\"\\n)\";\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": [ "pm.verify(metric=\"rmse\", comparison=\"m2e\", dim=[\"init\", \"member\"])[v].plot(\n", " col=\"lead\", vmin=0, vmax=0.7, yincrease=False, x=\"x\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can plot time-aggregated skill timeseries by specifying `x=lead_center` while plotting. Lead centers are placed in the center of the lead-aggregation boundaries. Note how the correlation of forecasts is increasing for longer time-aggregations because noise is smoothed out." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 9;\n", " var nbb_unformatted_code = \"pm_NA = PerfectModelEnsemble(load_dataset(\\\"MPI-PM-DP-1D\\\").tos)\\npm_NA = pm_NA.add_control(load_dataset(\\\"MPI-control-1D\\\").tos)\\npm_NA = pm_NA.sel(area=\\\"North_Atlantic_SPG\\\", period=\\\"DJF\\\")\";\n", " var nbb_formatted_code = \"pm_NA = PerfectModelEnsemble(load_dataset(\\\"MPI-PM-DP-1D\\\").tos)\\npm_NA = pm_NA.add_control(load_dataset(\\\"MPI-control-1D\\\").tos)\\npm_NA = pm_NA.sel(area=\\\"North_Atlantic_SPG\\\", period=\\\"DJF\\\")\";\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": [ "pm = PerfectModelEnsemble(load_dataset(\"MPI-PM-DP-1D\"))\n", "pm = pm.add_control(load_dataset(\"MPI-control-1D\"))\n", "pm_NA = pm.sel(area=\"North_Atlantic_SPG\", period=\"DJF\")[['tos']]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aTF55ONfw0LDW/tqHzVNvKYEMDMlaelA/1oWvI2RnCClG7a09OjGakJ0hANmUwZ08dIUQWHt7Y+3tjVXFihaHlqy8vfH/+We2nP6dT3fPxZSaho0RbAwSR2lD/+p9aeRSj6jXJllsIy/bhUKRFzmVwO3SC5P27dvz4osvEhMTw4oVK+jTpw9WVlZs2rSJQ4cOsXz5cgDi4uI4deoUfn5+vP7662zbtg2dTsfFixe5fPkyAFWqVKFly5YAVKtWjfDwcF566SWCg4Pp0qVLrrZbt27NkCFD6NevH717985M79ixI05OTjg5OeHi4kIP8288MDCQQ4cOERcXR2xsLO3btwdg8ODB9O3bN8/0vMhos0mTJqxcqYXN3rRpE2vWrOGjjz4CtGnAFy5cYNu2bYwdq72oBgUFERQUdJdXPDsPvCLIGN/MGPf0crYlNjGNP8IuM7R1VXRxkZYPNKfP3Tc3UwlkkGJMYfbe2Txa9dECTdXKr0fhNWF8tumnoA0tuY5/iWj7FD6I/IZr7gYgox0BpHPeYSubHn+dK3PnWVQkSMnVzz7DY/hwxB2sMFQ8uNzuzb319C0We8++rvb8/MJDhSpLRERE5oN15MiRjBw5kkGDBvHdd9/x008/8c033wBa73n+/Pl07do12/GLFy8mJiaGvXv3Ym1tjb+/f+bceUdHx8xybm5uHDx4kI0bN/LZZ5+xbNkyvv46e6z6zz77jP/++49169bRpEkT9u7dC4CtrW1mGZ1Ol7mv0+lITy+8sM4Z9er1+sx6pZSsWLGC2rVrF1o7+fHAKwLQlEFWg9dPuy8waeVhvt99gYEuftpwUE5ctPKXEi9ZrPNy0mWafd+M8vblKe9QnvL25fFy8MLT3hMvB6/MtP1X9jNj94xcPYprydcI8AjgUl0wjuiE3/dbcbiWRJyrNcs7WbMp7m34Ne9zik6MxmA0WFYktrbY1K5NzJy5xP++AZ/33sM+UM3YUOSPpd6zvbWeiV0L/2FUqVIlDhw4kC1tyJAhNG/eHG9vb+rWrQtA165d+fTTT+nUqRPW1tacPHkSX19f4uLi8PLywtramr/++ovz5y17WL569So2Njb06dOH2rVrM2DAgFxlzpw5Q4sWLWjRogW///47EREWngcWcHFxwc3Nje3bt9O2bVu+/fZb2rdvn2c6gJOTEzdv3rxt3V27dmX+/PnMnz8fIQT79++nUaNGtGvXjh9++IFOnTpx5MgRDh06VCBZb0eZUAQ5eapZJdYdjmb6+jAe7T4Jjy2v5B4ecvSC9FS8Hb2JTsw9zOJs40zvmr25knSFmOQYTt44yY6oHSQaEm/bfooxhZmhM7O0Bc5jnPF29KeCQwW8Hb15ydGbCg4VmLV3FtdTrlus55Hlj9C7Zm96vvEyhk8X57JR3PzzTy69M5VzTz2F+9AhlB8zBp29/R1dK0XZIWfvubBmDT3zzDNs3bqVq1ev4ufnxzvvvMPw4cNzlatQoQIBAQH06tUrM+25557j3LlzNG7cGCkl5cuXZ9WqVfTv358ePXoQGBhI06ZNqVOnjsW2L168yNChQzGZp25/8MEHucpMnDiRU6dOIaWkc+fONGjQIJeSyoslS5YwcuRIkpKSqFatWmZPJq/0IUOGMHLkSOzt7fn333/zrPett95i/PjxBAUFYTKZqFq1Kr/99hujRo1i6NChBAQEEBAQQJMmTQok5+2472IWN23aVBbGvNnIG0l0nb2NRpXd+Lb5ecTmqdpwkIsfVGoJR34B/7ase2gwIXs+zDY8ZKe3I6RVSObwTlYSDYnEJMUQkxxDTFIMr21/LU8ZPn/kc7wdvakQvgOHrdNvtd95SjZDdVYbRUb7T9V+inPx59gWuQ0hBO1829Gvdj9a+7ZGJ25NBjPGx3Nl5kfE/vIL1lUq4zP1XRxbNL/n66e4PwgLCyMgIKCkxSgQSUlJBAYGsm/fPlxcXEpanPsaS9+7EGKvlLKppfJlskcA4OfmwORHA3hz1RF+CmrJMxOOZC9QqwusGkVwSiy0ncDcsMUWx/hz4mjtiKOLI/4u/gDM2TfHYo/Cx9GHhyo+pM1aWv9KnrOWMtrJy8YQlRDF8pPLWXFqBVsjt+Jbzpe+tfryRM0ncLdzR+/sjM+7U3EODiZ6yhQuDB6Ma79+eE18Bb2T0z1fR4WiMPjzzz8ZPnw4EyZMUEqgBCizPQIAk0ky4Kv/OBQZx8YJ7fB1zTFscvpP+HkQOHrCwF/Bo/odt5HXG31mj2J2/TxsFJUgp3LKB4PRwOYLm/n5xM+EXg7FWmfNI1Ue4anaTxGVEMW8/fO4HhvNkF32dNqZgLVnebxD3sapU6c7PifF/cP91CNQFB532iMo04oAIOJ6El3nbKNJFTeWDmueexbQxb3wfV9AQP9fwPfO5+3mN2uIEFcgj++g12dQqys45L8YJydnYs+w7MQy1pxZQ4IhAYFAZmkj4LI1r//liu3ZaJwf7Y59s2Zc++JLtTL5AUQpgrKJUgR3wdJ/zzFl9VE+7BNEv2aVche4ehq+ewISr8HT30H1QniLjrsIf02DA99bzhc6kCYQeqjSCuoEQ+1Hwa1KgZtIMiTRZXkX4tLicuX52nnz3Y0+xMybDzl8IGWsjFbK4P5HKYKyyZ0qgiJ1MSGE6CaEOCGEOC2EyLXySQhRWQjxlxBivxDikBDi0aKUJy8GtKhCi6ruvPvbMaLjLCzZ9qwBw/8A96rwfT84vPzuG0uJ1xarzW8Ch3+Bml3AKseQlLW91ht4fgu0GQ+JV2HDJJgbBJ+1ga3TIfpQpg+jvFxkOFg7EJ9meSVpVMplPEeOxMrDI1ee8p6qUJQtikwRCCH0wAKgO1AXeEYIUTdHsTeBZVLKRsDTwMKikic/dDrBh08GkW6STF55GIu9JCdvGLoeKrWAFcPh3zsU1WiA/z6HeQ1h+8cQ8BiMCdWGm3rO02wCCO1/j3nQ4CnwbaLNIBq9C17aB4+8C9aOmiJY1BbmBMG3vWH1GLOdQd4yNpuVgbejt0VxhBD8c/Ef0vPwfKhWJisUZYei7BE0B05LKcOllGnAT8DjOcpIwNn82QWwsES2eKji4cir3Wqz9UQMK/bl4WTLzgUGrICAHrBxMvzx9q238ryQEo6tgQUt4PeJ4FUXnv8L+nx5a5gnqJ9mGA6J1f6bp45mw6M6tB4LwzfCKyeh53yoUBfObAZjavayGS4ygHGNx2Gnz+4Uz0Zvg6edJ6P+HEWiu+V1BXo31/zPS6EoABEREXTs2JG6detSr1495s6dW9IilSil1Q11USoCXyDrdJhIc1pWQoABQohIYD3wkqWKhBAjhBChQojQmJiYopAVgMEP+dPc35131h7lUlweod6s7aDvEmg6DHbMgVUvam/7lojYDV93hWUDQW8Nzy6DwWvv2OCcK7DOKQM0HgTP/swt1xM5iIsAk5HgasGEtArBx9EHgcDH0Yepraayvs96BtUdxJetk0mzzlGHEBiv3+DqF19Y7h0pHlzuwROvJaysrPj44485duwYu3btYsGCBRw7dqxwZL0NUsrMhWSlhZyKoLRQ0m6onwEWSyn9gEeBb4UQuWSSUn4upWwqpWxavnz5IhNGpxPMeDKItHQTb/yaxxARgE4PwbOgw+tw8Af4vAPMqnvrx7NzPvw8EL56BG6cgx5zYeQObQbQHYaRu61rYBe/vA+e3xh2fUawbzs2PbmJQ4MPsenJTQRXC8ZWb8vEZhMZOuEbfnzclRhnkEKLr+D93rs4P9qdmI9nET1pEqbU1LzbUDw4ZHjizWOY8W7w8fHJ9JDp5OREQEAAFy/m7nErN9Ql64Y6M3hDYW/AQ8DGLPuTgck5yhwFKmXZDwe88qu3SZMmsqj5YtsZWeW13+TKfRG3L/zrKCnfds69veMp5V8fSJly855kafXBZlnltd9yba0+2KwVOPizlO9VyN72exWkXDdRyi8e1vbfryTlxjekvHHBYhtxqXHytW2vyfqL68tnf3tWnos7J00mk7yyYIE8VruOPNvvKWm4cuWezkNRMhw7duzWzvrXpPz60by3qeUt38tTy+d9zPrXCizL2bNnZaVKlWRcXFyuvK1bt8rHH39cSillbGys9Pf3lwaDQS5atEi+++67UkopU1JSZJMmTWR4eLg0GAyZ9cTExMjq1atLk8kkz549K4UQ8t9//5VSShkaGioffvjhzHZu3LiRq+369evLyMjIbPnffPONrF69uoyPj5dXrlyRzs7O8tNPP5VSSjl+/Hg5e/ZsKaWUgYGBcuvWrVJKKd966y05bty4fNPbt28v9+zZk9l2lSpV5Lx586SUUi5YsEAOHz5cSinl5MmT5bfffpspU82aNWVCQoL8+OOP5dChQ6WUUh48eFDq9fps9WWQ7Xs3A4TKPJ6rRdkj2APUFEJUFULYoBmD1+QocwHoDCCECADsgKIb+ykgQ1tXpXFlV0LWHONKfB5DRBmc3WY53dETOkwC23L3JMttA+sE9dOMyzmNzY9+CM/9AcP/hBqdNOP23Abwy1CI3JutLmcbZ6a3nc7MdjM5G3+Wvmv7svzUcjxHjcJ37lxSTp7kbN9+pBRTl15RQuS0Nd0u/Q5ISEigT58+zJkzB2dn51z57du359SpU8TExPDjjz9mc0O9dOlSGjZsSIsWLbh27VqmX6DXX3+doKAgHn744QK5od6wYYPFtjPcUH/xxRcYjbcc7mW4oS5fvnwuN9Tnzp2z6G5627ZteabnRVY31OfOnQM0N9TTp0+nYcOGdOjQIZsb6gzHefeFG2opZboQYgywEdADX0spjwohpqJppjXA/4AvhBAT0AzHQ8yaq0TR6wQz+zag+9ztvLHqCJ8PbJK3u+m83FjfvLdZN7FJaczceCKvpWZY63VE3kjCz81BUwaWDMwAlZpBpcUQewH+WwT7lsLRldrsp4dGQ53H4MgK2DyVbnGRNHT1463K1Zj671T+jvibkHYh+H//HRGjx3Cu/wAqTp+Oc9fcPt0V9wHdp+efn98q96Hr7rpZg8FAnz596N+/f+ZDT7mhvkVpcENdpDYCKeV6KWUtKWV1KeU0c9oUsxJASnlMStlaStlAStlQSrmpKOW5E6qXL8crXWrxx7HLrDmYj3EnrzH6/Mbu88FkkiwLjaDTx3/z054I2tf0xM46+9dkrdfWCnefs52V+yILZtB1rQxdp8HLx6DbdLh5CZYNgpk1NIO3eVzYOzaCRWG7meTblV3Ru+i9ujfzEn5j0iDBCbcULo4bx473xikj8oNI5ynaGpasWNtr6XeJlJLhw4cTEBDAyy+/nJme4Yb6wIEDjBypRekbMmQIc+bMAcjlhtpg0CZknDx5ksTExDtyQ20ymejTpw/vvfce+/bty1Umww311KlTKV++/F25oQYsuqHOmg537oY643e2f/9+gEw31EChuqEuaWNxqWZ4m2o0rOTK22uOEnMzj+5xIf54jkXF03fRv7y6/BDVPB1ZO6YNS4a3YHrvIHxd7RFoQUJmPtmAP//XgTo+Try87CBjftjPjcS0gjVi6wQtR8HY/dDvW0hLAFP2WU86QzL9D2/g58d+xt7Knm/DvuWk7grv9Nfxd32B+3ebCB3xDKbCMlQpSgd5DTPm1dssADt27ODbb79ly5YtNGzYkIYNG7J+/XqLZTPcUA8dOjQz7bnnnqNu3bo0btyY+vXr88ILL5Cenk7//v0JDQ0lMDCQpUuX5uuGukOHDjRs2JABAwbk6YY6MDCQ+vXr06pVKxo0aFDg81uyZAkTJ04kKCiIAwcOMGXKlHzTM9xQZzUWW+Ktt97CYDAQFBREvXr1eOuttwAYNWoUCQkJBAQEMGXKFOWGurg4feUmXWdvw9pKR6rBZNlH+6Fl2rx9C26kC0J8ioHZf5xkyc5zuDnYMKl7Hfo09kOny3+GkdEkWbTtDLP/OImbgw0z+zagfa07nFWVp68jASGxdFneJbv3VCnp8Z+k/1YTDnXr4bdwAdYVKtxZm4pi435yMaHcUBceyg11IXPkYjxCCFIM2nzkjOmbcCuQR75j9PkgpWT1gSimrQ/jakIq/VtUZmKXOrg4FCy0pF4neLFDDdrVLM+Enw8w+OvdDH6oCpO6B2Bvoy+YEHlFaBM6OLoqd4Q2IVjbUhDlIZi8/iznnuyL69NPEbtipXJap7hrlBvqkkX1CG5DXnFcXR2sWTqsOTW9nAr+0M3Cqcs3eWv1EXaFX6eBnwvv9qpPkJ/rXcuZYjDy4YYTfL3jLNXLOzLnqUYE+hXgB5UxdzxrhDa9LTh4wM0ouvhXJVoYcx3mauvKH42/4vzgIZjMc6czUE7rSg/3U49AUXioHkEhk9f0zdgkAz0/2YFOgL+HI7W9najt7UQdb2fqeDtR2d0hc2hn1f6LmeH/vF3sCPB2YtupqzjaWjHtifo83awy+tsMA90OO2s9U3rUpXOAF/9bdpAnFu5gXOeajOpQHSt9PqagjJ5MzqGter3hwHeM2/EBIU5WpOhu1SEQxKbG8kv6f7S0tSHn2s0Mp3VKESgU9wdKEdyGiq72FnsEXk62vNOzHscv3eT4pXjCouPZcPRSpushe2s9tSqUw95az94LNzAYtYzouBSi41JoUdWNhf2b4FHONlfd90LrGp5sHN+ON1cf4eM/TvLXiSs8GujDNzvO5R2HNq+hrSZDkMaHaLv1FQ67n+aylR7HdBuSrgcTUDOGD/d8yM+X0i06uVBO6xSK+welCG7DxK61mbzyMMmGW8Mj9tZ6Xn80gO6BPnQP9MlMT0pL59TlBE5cuknYpXhOXLrJrvBrmCyMvkXeSCl0JZCBi4M1859pxMMBXry6/CD7LsRm5uW0cRiMJm4kpXEj0WD+n8aNJO3z9cQ0fvjvAsmGkfhej2Gq9c/00u8kRi7hi6PP0uiRZ7jq/C3lLXi6tvLxyZ2oUChKJcpGUACyDu1YfKPOh6qT1uU1J4ez0y3HPS5MWrz/J5fjc0991esEDtZ6bqbmvTDGwUZPUlp2+0BDcZo3rb+jqe4k0qsuvyXUxG/pHuxyVOP6zNP4vP12oZyD4u5RNoKyibIRFAG9GvkW+MGfk7yGlirmjI9cRFyxoARAm3rap4kf7o42uDlY4+Zog7uDDa4ONrg72uDqYI2dtT6XsfyArMGTaW/T3+kA09KW0SNpNX+3ceXmPgc84yU6BxNWVpLYZctw6tSJcm3bFst5KkonKSkptGvXjtTUVNLT03nyySd55513SlqsEmPOnDmMGDECBwcHAMqVK0dCQsJd1+fv709oaCienp73JJdaUFbETOxaG3vr7LOK7K31TOxaPEvH81I4vq72hPSsx9jONRn4kD+PBVWkVQ1P6lZ0xtvFDjuzzJbkFwiadBsCo3eDnQvtvWOx632N517VM3q0nvRHY7F1NRE5dhzJBw8W9SkqCpF14evosrwLQUuC6LK8C+vC7961BGjuE7Zs2cLBgwc5cOAAGzZsYNeuXYUkbf4UphuIwmLOnDkkJSWVtBi5UIqgiOnVyJcPegdmWxn8Qe/Au+5h3Cn3qohyyu/mYI0EEtLStdgMKZqBoHlKKoujNadfQ6p4EdP5BlaenkS8MJLU8PDCPCVFEbEufB0hO0OIToxGIolOjCZkZ8g9KQMhBOXKaY4XDQYDBoPBot+udu3aceDAgcz9Nm3acPDgwTzdMZ87d462bdvSuHFjGjduzM6dOwHYunUrbdu2pWfPntStW5fExESCg4Np0KAB9evX5+eff87V9rx586hbty5BQUE8/fTTAISEhDB48GDatm1LlSpVWLlyJa+++iqBgYF069Yt0+XF5s2badSoEYGBgQwbNoxUs8t2S+nz5s0jKiqKjh070rFjx8z233jjDRo0aEDLli0zHefFxMTQp08fmjVrRrNmzdixYwcA165do0uXLtSrV4/nnnuu0Fy9KBtBGeBebBw5kVIy8KvdHIyM5a9XOuD5RZNsC9Iu6fWM8i7POWtrPqj5CtVe/RJha4P/Dz9g7W05bKai6Mg6Vjxj9wyOXz+eZ9lDMYdIM+V2VWKjsyGovGUvl3Xc6/Ba89fylcFoNNKkSRNOnz7N6NGjmTFjRq4yS5YsYf/+/cyZM4eTJ0/y7LPPEhoayuuvv07dunUZMGAAsbGxNG/enP379yOEQKfTYWdnx6lTp3jmmWcIDQ1l69atBAcHc+TIEapWrcqKFSvYsGEDX3zxBQBxcXG5FqxVrFiRs2fPYmtrS2xsLK6uroSEhPDnn3/y119/cezYMR566CFWrFhB9+7deeKJJxg8eDDdunWjZs2abN68mVq1ajFo0CAaN27MyJEjLaaPHz8+11COEII1a9bQo0cPXn31VZydnXnzzTd59tlnefHFF2nTpg0XLlyga9euhIWFMXbsWDw9PZkyZQrr1q3jscceIyYmJtfQUKkKXq8oHfRq5MuOSZ04Oz2YHZM63VNvRAhBSM96pBiMzPj9eC5fS95GI0suXaORkz8TT3/M3te6Y4qLJ+L55zHGxhbC2SiKCktKIL/0gqLX6zlw4ACRkZHs3r2bI0eO5CrTt29ffvvtNwwGA19//TVDhgwB8nbHbDAYeP755wkMDKRv377Zop41b96cqlWrAprL6D/++IPXXnuN7du3W1y1HBQURP/+/fnuu++wsrplNu3evTvW1tYEBgZiNBrp1q1bZp3nzp3jxIkTVK1alVq1agG33E3nlW4JGxsbHnvsMSC7G+o///yTMWPG0LBhQ3r27El8fDwJCQnZ3FAHBwfj5uZW4O8hP5SxWHHH1PAqx/A21fjs7zM83fxhmvSYd2tBmpUdziYjn3VeyJsHP+H9cz/Rd2gdnvj0CGv7tOKL4RV5seUEgqsV/YwpRXZu9+aey6+UGR9HH77p9s09t+/q6krHjh3ZsGEDiYmJvPDCCwBMnTqVnj178sgjj7B69WqWLVuW6Qo6L3fMISEhVKhQgYMHD2IymbCzuxWXO6sb6lq1arFv3z7Wr1/Pm2++SefOnTMdwGWwbt06tm3bxtq1a5k2bRqHD2vTq7O6nba2ts4c0ipMN9RZ683qhtpkMrFr165s51WUqB6B4q54qVMNfFzseGvVUYz1+8KEIxASCy/uBCQ22z9mervptPNtxy9Ox5nbU0fNi5Jnfoji3e1v37MRUlH4jGs8Djt99gePnd6OcY3H3XWdMTExxJp7gsnJyfzxxx/UqVOHFi1aZLqh7tmzJ6B5Gh07dizNmjXLfNPNyx1zXFwcPj4+6HQ6vv3222wBZbISFRWFg4MDAwYMYOLEibncUJtMJiIiIujYsSMzZswgLi6uwLN4ateuzblz5zh9+jRwy910XulQcDfUXbp0Yf78+Zn7GfaTrG6of//998zQmPeKUgSKu8LR1oo3g+tyLDqe7//L4gvevRo0Gw77lqK7eopTsacA+K+Ojq+66mhyWjLotyTm7p1TMoIr8iS4WjAhrULwcfRBIPBx9CGkVcg99d6io6Pp2LEjQUFBNGvWjEceeSRzKCQnTZo0wdnZOZsb6rzcMb/44ossWbKEBg0acPz48Wy9gKwcPnyY5s2b07BhQ9555x3efPPNbPlGo5EBAwYQGBhIo0aNGDt2LK6urgU6Nzs7O7755hv69u1LYGAgOp2OkSNH5pkOMGLECLp165bNWGyJefPmERoaSlBQEHXr1uWzzz4D4O2332bbtm3Uq1ePlStXUrly5QLJejuUsVhx1+QyHGeslE68BvMaQpXWBBmOIbMsqXtyu4l+/5hY1VLH5MVHS0bwMsT9tKAsKiqKDh06cPz4cXQ69Y56LyhjsaLYyGo4nv57ltkojh7QZgKc/B1v2+zGrOVtBJsaCXrtMnFt8eLiFVhRalm6dCktWrRg2rRpSgmUAOqKK+6JDMPx8r2R7D1//VZGy1Hg7Mu4hLTs485CsKSrDQltgrgyfQZxa9YUv9CKUsegQYOIiIigb9++JS1KmUQpAsU9k9VwnG40O6W2todObxIceYyQSo9mjjvb6m2xsrKhzpxPcWjRgqjX3yAhj6l1CoWieFCKQHHPZDccX7iVEfQUVKhP8P5f2dRrLYcGH2JJtyUkG5P5/swy/BZ8gm2tmkSMHsPJNm0JC6jLqU6diVu7tuRORqEogyhFoCgUHg30pk0NTz7adIKrCWZHdzo9PDIVYs/Dnq8AqOdZjw6VOrD06FISbUy4PvkkpKdjvHoVpCQ9Korot6YoZaBQFCNKESgKhTwNxzU6Q7WOsO1DSI4FYHTD0dw03GTp0aVc+/IryDFzLSPCmUKhKB6UIlAUGnkajh+ZqimBf2YBmn+aR6o8wndh3+UZyUxFOHuwMBqNNGrUKM81BGWFnN5HMxzy3S3+/v5cvXr1XsVSikBRuFg0HPsEQYOnYddnEKs5qBvVYBRJhiSSPSwvBFIRzkqGuLVrOdWpc6Hba+bOnVvs6xmUG+qCoxSBolDJ03Dc8Q3t/5b3AKjpVpNu/t1Y3MYAdjlCdup0eE0YXzwCKzKJW7uW6LemkB4VVaj2msjISNatW8dzzz2XZxnlhrpk3VAjpbyvtiZNmkhF6cZkMsn+X+yS9d/eIGNuptzK2DRFyrddpIw6IKWU8kzsGRm0JEh+P2ekPNmxkzxWJ0Aeb9JUHqtdRyYdOlQywj9gHDt2LPNz9LRp8tyAgXluYYFB8ljtOrm2sMCgPI+JnjbttjL06dNHhoaGyr/++ksGBwdbLLN48WI5btw4KaWUJ06ckBm/88mTJ8tvv/1WSinljRs3ZM2aNWVCQoJMTEyUycnJUkopT548mVn+r7/+kg4ODjI8PFxKKeXy5cvlc889l9lObGxsrrZ9fHxkSkpKZhtSSvn222/L1q1by7S0NHngwAFpb28v169fL6WUslevXvLXX3+VycnJ0s/PT544cUJKKeXAgQPl7Nmz80yXUsoqVarImJiYzLYBuWbNGimllBMnTpTvvvuulFLKZ555Rm7fvl1KKeX58+dlnTp1pJRSvvTSS/Kdd96RUkr522+/SSBbfRlk/d6ztBUq83iuqh6BotDJ03DcZgLYu8EfU0BKqrlUI7hqMLM9QnFb9zMBYceosXUrend3rnw4s/DedhQFQqZZdjedV3pB+O233/Dy8qJJkyb5llNuqJUbasUDSFZX1c80r0STKu5g7wrtX4UNk+DMZqjxMCMbjGT92fV8dfgrXmv+GvpyjniOGc3lqe+SsHUrTrdxzqUoON6vv55v/qlOnbVhoRxYVaxIlW+X3lWbO3bsYM2aNaxfv56UlBTi4+MZMGAAL730knJDjXJDrSgDWDQcNx0Obv6waQqYjFR2rkzP6j1ZdmIZlxIvAeDWty82/v5c+ehjZCk0+D2oeE0Yj8jx4BF2dvdkr/nggw+IjIzk3Llz/PTTT3Tq1InvvvtOuaG+DcoNteKBwaLh2MoGOr8NV47CwZ8AGBE0ApM08eXhLwEQ1taU/9/LpJ05Q+zKlSUlfpnDpUcPfN6dilXFiiAEVhUr4vPuVFx69CiW9pUb6lsoN9S3Qbmhvr+QUtJ19jZOXdHesiq62jOxSy16hQ6Em5dg7D6wtuedf99h1elVrHtiHRXLVURKyfn+A0iLuECNDRvQ5fFDV+SPckNdNlFuqBWlitUHojh/PQkJSOBibDKTfz3C9qrj4WYU7FoIwIjAEQgEnx/6HNAMzl4TX8EYc1W5qy4DKDfUJYu64ooiZebGE6Smm7KlJRuMTNrrBLUfhe2zIfEqPuV86FOzD6tPrybiprbozKFRI5y6dOHaV1+THhNTEuIrignlhrpkKVJFIIToJoQ4IYQ4LYSYlEeZfkKIY0KIo0KIH4pSHkXxExWbnHf6wyFgSIK/PwTg+aDn0Qkdiw4uyizn9fIEZFoaMQsWFIe4DyT32/Cv4t64m++7yBSBEEIPLAC6A3WBZ4QQdXOUqQlMBlpLKesB44tKHkXJUNHVPu/08rWh8SAI/QquncHLwYt+tfuxNnwt5+O1OMg2/v64PfUUsb8sJzU8vDhFfyCws7Pj2rVrShmUEaSUXLt27Y6nnRaZsVgI8RAQIqXsat6fDCCl/CBLmQ+Bk1LKLwtarzIW31+s2n+RySsPk2y4Nb1PADOfDOLJppXg5mWYXV9zWZ2ewlVXP7q7W9O5alemt50OQPr165x5pAsOLVtSacEnJXQm9ycGg4HIyEhSUlJKWhRFMWFnZ4efnx/W1tbZ0vMzFhflgjJfICLLfiTQIkeZWgBCiB2AHk1xbChCmRTFTK9GvoBmK4iKTcbd0YZriWkkpJrXB5z9GzBBurZ61TM2gmesPFkcvo4RgSOo5loNK3d3PJ5/npg5c0gKDcWhqcV7WWEBa2vrzFW2CkVelLSx2AqoCXQAngG+EEK45iwkhBghhAgVQoTGKKPhfUevRr7smNSJs9ODCX3zYVrX8GDu5lPEJRtg81QwZV80NuT6deykZOHBhZlp7oMHYVWhApdnKtcTCkVhU5SK4CJQKcu+nzktK5HAGimlQUp5FjiJphiyIaX8XErZVErZtHz58kUmsKLoEULw+qMBxCYbWLj1NMRF5irjbjIxIO4mG89t5OSNkwDo7O0pP3YsKQcPcXPjxuIWW6F4oClKRbAHqCmEqCqEsAGeBtbkKLMKrTeAEMITbahIWQQfcOpVdKF3Iz++2XGOdCdfi2UGSyfKWZfj0wOfZqa59Hoc21q1uDJr9j05QlMoFNkpMkUgpUwHxgAbgTBgmZTyqBBiqhCip7nYRuCaEOIY8BcwUUp5rahkUpQeXulaCwH8UG4wWOeYWaS3xaXTFAbWHcifF/4k7FoYAEKvx2viKxguXODGT7n9yisUirtDuZhQlBgfbTzBJ3+d5u+uMVQ58JE2TCR04F4NXgolPi2ebiu60cSrCfM7aw64pJREDB9OyrEwqm/aiN7ZuYTPQqG4P1AuJhSlkpEdquNZzoaJJ2sjxx+GkFjo+j5cOwXnduBs48yQekPYGrmVwzGaa2AhBF6vvIIxLo5rXxR41rFCocgHpQgUJUY5WyvGP1yL3Wev88cxLUQfTQaDoxds01Yb9w/oj4utCwsO3lpZbFe3Li49e3B96VIMKsi9QnHPKEWgKFGeblaJ6uUdmf77cQxGk2YvaPUShG+FiD04WjvykPdD7Li4g8AlgXRZ3oV14esoP3YsSEnM3HklfQoKxX2PUgSKEsVKr+P1RwMIv5rIj7vNMQuaDgN7d9j2IevC17E1cmtm+ejEaEJ2hrAp9QDugwYSt3o1KcePW65coVAUCKUIFCVOpzpePFTNgzl/niI+xQC25eCh0XBqE3P3zCTFmN09Qooxhbn75uIxYgR6Z2euzPyohCRXKB4MlCJQlDhCCN4IDuB6Yhqfbj2jJTYfAXYuXEqxPJv4UuIl9M7OeIwaSeKOHST8s6MYJVYoHiyUIlCUCur7utC7kS9f/XOWi7HJYOcMLUbhbbAcs9jb0RsAt2efRefmRsTIkYQF1OVUp87ErV1bnKIrFPc9ShEoSg3/61obgba+AICWIxl3MwU7RK6yQ+oNAeDmxo3IhARITwcpSY+KIvqtKUoZKBR3gFIEilKDr6s9w9tU5df9FzkcGQf2bgQHDiHkylV87DwRCLzsvdCj50DMAQCuzJ6DNBiy1SNTUrgye07xn4BCcZ+iFIGiVDGqQ3U8HG2Ytv6Y5mX0odEEp0k2WdXg0OBDbO63meeCnuP3s7+z59Ie0vNYR5BXukKhyE2+ikAI0bsA26PFJaziwcfJzprxD9dkV/h1NoddAUdPbTrpkeVwTTMkDw8cTkXHirz/3/tYeXtbrMfKx6c4xVYo7mtu1yP4AngM6JHPNr8oBVSUPZ5uXplq5R15//cwbZFZq7Ggt4HtswCwt7Ln1Wavcjr2NKeeaoHIGZZPr8drwvjiF1yhuE+5nSL4XUo5TEo5NK8N+Lc4BFWUHaz1OiZ3DyA8JpGf9kSAUwVoPBgO/QQ3tFjGnSp3olXFVrzrvJVyb03EqmJFEALh4ABSYt+gQQmfhUJx/5CvIpBSDrhdBQUpo1DcKQ8HeNGiqjtz/jjJzRQDtB6neSb9ZzagrT2Y1HwSKcYUFnmHUXPLZgLCjlF9w+8IW1uuzJ5dwmegUNw/FMhYLIRwEEK8JYT4wrxfUwjxWNGKpijLZCwyu5aYxmd/nwEXX2g0AA58D3FaoLuqLlUZWHcgq06v4sCVAwBYe3nhMXQoN3/fQPLBgyV4BgrF/UNBZw19A6QCD5n3LwLvFYlECoWZID9XejWsyJfbzxIVmwxtJoA0wY65mWVeCHoBL3sv3v/vfYwmIwDuw4ah9/DgysyPVHxjhaIAFFQRVJdSfggYAKSUSWBhlY9CUci80rU26UYTnT/+m6rTD7NWtMcYuhhuam6rHa0d+V/T/xF2PYwVp1YAoC/nSPkxo0kKDSXhr60lJ7xCcZ9QUEWQJoSwBySAEKI6Wg9BoShSQs/dQAhBssGIBD5KCgZjGqdWvZ9ZpnvV7jSt0JR5++cRmxILgOuTT2Lj78+Vjz5Cplt2U6FQKDQKqgjeBjYAlYQQ3wObgVeLTCqFwszMjSdIN90a3jkvvVltao3fmR8h8Sqg2RMmt5hMQloC8/drs5mFtTVer/yPtPBwYlesLBHZFYr7hQIpAinlH0BvYAjwI9BUSrm16MRSKDSiYpNzpS1IfxxbmQb/3opaVsutFs/UeYZfTv7CsWvHACjXuTP2jRsT88l8TImJxSazQnG/cScuJuyAG0A8UFcI0a5oRFIoblHR1T5X2hnpy1/6VrD7C0i6npk+quEo3OzceP+/9zFJkxbfeOIrGGOucm3x4mKUWqG4vyjo9NEZwA7gDWCieXulCOVSKACY2LU29tb6bGm2VjpE+4mQdhP+W5SZ7mzjzIQmEzgYc5A1Z9YA4NCoEU5dunDtq69Jj4kpVtkVivuFgvYIegG1pZTBUsoe5q1nEcqlUADQq5EvH/QOxNfVHoE2Va2Bnwud2neEOo/Brk8hJS6zfM/qPQkqH8TsvbOJT4sHwOvlCci0NGIWLLDciEJRximoIggHrItSEIUiL3o18mXHpE6cnR7MoIeqsD8ilsvxKdDuFUiNg92fZ5bVCR1vtHiDGyk3+PTApwDY+Pvj9tRTxP6ynNTw8JI6DYWi1FJQRZAEHBBCLBJCzMvYilIwhcISw9pUxWiSLN55Dio2gppd4N+FkJqQWaauR1361urLj8d/5OSNkwB4vjgKnZ0dV2bNKiHJFYrSS0EVwRrgXWAnsDfLplAUK1U8HOlW35vvd50nITUd2r0Kydch9Kts5V5q9BLlbMrxwX8fIKXEysMDj+efI+HPzSSFhpaQ9ApF6aSg00eXoE0bzVAAP5jTFIpi5/m21YhPSefnPRFQqRmUD4A/QyDEFWbXh0PLcLVzZWyjsYReDmXDuQ0AuA8ejJWXF5dnzlSuJxSKLBR01lAH4BSwAFgInFTTRxUlRaPKbjT3d+frf85iPPAzXA/XfBAhIS4C1o6FQ8voU7MPAe4BfLTnI5IMSejs7Sk/biwpBw9xc+Omkj4NhaLUUNChoY+BLlLK9lLKdkBXQPn5VZQYz7erxsXYZFI3hoAxh7cTQzJsnopep+f1Fq9zJfkKnx36DACXXr2wrVmDK7NnIdPSil9whaIUUlBFYC2lPJGxI6U8iZpFpChBOtfxolp5R+yS84hNHBcJQEOvhjTxasI3R74haEkQXX/tzrkB7TGcv8CNn5cVo8QKRemloIogVAjxpRCig3n7AlAWN0WJodMJnm9bjSiTh+UCLn4ArAtfx5FrRwCQSKITo3kt7SeSg6pzdeFCjDdvFpfICkWppaCKYBRwDBhr3o6Z0xSKEuOJRr58qn+WVGGbI0dAx9cBmLtvLqk5ho5STKl80joB440bXPvyKxSKsk5BZw2lSilnSSl7m7fZUkrlhlpRothZ66nQZhATU4djKOcLCHDwBKRmQAYuJV6yeGyo63WcH3uM64sXY7hkuYxCUVbIVxEIIf4SQmzJY9tcXEIqFHkxsGUVNunb8XqVHyEkFl49Aw2ehe2zIOoA3o7eFo/zdvSm/PhxYDIRM29+8QqtUJQybtcjeIVbTuYythVAdcC5aEVTKG6Pm6MN/ZpWYtWBi1yJT9ESu70PjuVh9WjGNRiNnd4u13GjGozCxs8Pt/79ifv1V1JOnCxmyRWK0kO+ikBKuTdjA8oBM4BngJFSyma3q1wI0U0IcUIIcVoIMSmfcn2EEFII0fROT0ChGN6mKukZbicA7N2gxxy4fITgi2GEtArBx9EHgcDDTjMuX03Wgtp4jnwBbG05168fYQF1OdWpM3Fr15bMiSgUJcRtbQRCiK5CiO3AW8A0KWUbKeXvBThOj7YArTtQF3hGCFHXQjknYBzw350Kr1CA2e1EPW++y3A7AVC7OwT2g20zCXaozKYnN3Fo8CG2PrWVDpU68NWRr7iecp2E7dshPR2ZmgpSkh4VRfRbU5QyUJQpbmcj2AMsAn5CC00ZJ4RonLHdpu7mwGkpZbiUMs1cx+MWyr2L1tNIuWPpFQozI9ppbieW7Ym4ldh9Bti7w6oXwWjITJ7QeALJ6cl8fuhzrsyeAzliGsuUFC1doSgj3K5HkAicBZ4EPkJbYZyxfXSbY32BLL9KIs1pmZiVSSUp5br8KhJCjBBChAohQmNUcBGFBRpVdqOZvxtf/XOWdKNJS3Rwh8dmwaVD8M+czLLVXKvxRI0n+PnEz6RHW16Qlle6QvEgcjsbQQcpZUfz1inL545Syk730rAQQgfMAv53u7JSys+llE2llE3Lly9/L80qHmCeb6u5nVh/JMt00IAeUL8P/D0DLh/LTH6x4YtY66xJcMttSAaw8vEpanEVilLD7YaGbjf8k1+Zi0ClLPt+5rQMnID6wFYhxDmgJbBGGYwVd8vDARWo5unI59vOZPcu2n0m2LnAqlFg1IaBvBy8GFh3IF+1SUHa2mSrR1hb4zVhfDFKrlCULLcbGvpGCOEmhHDPawPyWpq5B6gphKgqhLABnkaLawCAlDJOSukppfSXUvoDu4CeUkrlukJxV+h0gufaVuPIxXh2hd8Kao+jBwR/DNEHYOfczOSh9YZyrLEnv/WrjFVFHxAC9Hp0np44P/ZY8Z+AQlFC3E4RuJA9EI2lzWDpQCllOjAG2AiEAcuklEeFEFOFECresaJI6N3YFw9HGz7fdiZ7Rr1eULcXbJ0OV44DUM6mHCMbjORbv3NELw0hIOwYPu+9hzE6moQtW4pbdIWixBD3W4COpk2bylAVYUqRD3P/PMXsP0+yaUI7alVwupWREAMLW4CbPwzbBHorDEYDj69+HFu9Lct7LEdnkpzp/ih6Jyf8VyxHCFFi56FQFCZCiL1SSotD7wV1OqdQ3DcMfKgKdtY6vtyeI1B9ufLw6Ey4uBd2LQDAWm/NuMbjOB17mrXhaxFWVniOfIGUY8dI+PvvEpBeoSh+lCJQPHC4O9rQt0klVu2PuuV2IoN6vaHOY7BlGsRobiW6VOlCoGcgn+z/hJT0FFx69sTa15erCxaqkJaKMoFSBIoHkuFtqmIwmW65nchACAieBTYOsHo0mIwIIZjQZAKXky7zfdj3CGtrPF4YQcrhwyT+80+JyK9QFCcFjVncWgjhaP48QAgxSwhRpWhFUyjuHn9PR7rW1dxOJKZmXzmMUwXo/iFE7oZdnwLQzLsZ7f3a89Xhr4hNicW1Vy+sKvpw9ZMFqlegeOApaI/gUyBJCNEAbQHYGWBpkUmlUBQCI9qb3U6ERuTODOwLtR+FLe/CNW2G0fjG40lMT+Tzw58jbGzwHDGC5IMHSdy5s5glVyiKl4IqgnSpvRY9DnwipVyAtiBMoSi1NK7sRtMqOdxOZCAEPDYbrGw1X0QmIzXcatCrRi9+Ov4TkTcjcendG6sKFZStQPHAU1BFcFMIMRkYCKwzu4dQwesVpZ7n21Uj8kYyvx+xEIXMyRu6zYCIXfBhNQhx5cXdK9BLyfz989HZ2ODx/PMk79tH0n/KOa7iwaWgiuApIBUYJqW8hOYuYmaRSaVQFBKPBFSgqqcjn28Lt/xWr9OD0EFKLCCpEBvBgLh41p9dz7Frx3Dt+yRW5ctzdcHC4hZdoSg2Chqz+BLwPeAihHgMSJFSKhuBotSj0wma+rtx+GIcVSevp/X0Lazan8Xl1eapILMPGw27fg1Xk2TW3lkIGxs8nn+OpD17SNy9u5ilVyiKh4LOGuoH7Ab6Av2A/4QQTxalYApFYbBq/0XWHozK3L8Ym8zklYdvKYO4yFzHOEnJCzdi+S/6P3ZG7cS1Xz/0np5cXfhpcYmtUBQrBR0aegNoJqUcLKUchBZ05q2iE0uhKBxmbjxBiiH7G3+ywcjMjSe0HRc/i8f1E674lvNl9t7ZSBtrPIYPJ2nXLpL27i1qkRWKYqegikAnpbySZf/aHRyrUJQYUbHJ+ad3ngLW9tkzdVbYdJ7CuMbjOHHjBOvOrsPtqX7o3d2VrUDxQFLQh/kGIcRGIcQQIcQQYB1w27jFCkVJU9HV3mK6l7Ot9iGoH/SYBy6VAAHWDiAlVG5JV/+u1PWoyyf7P8Fgq8dj+DASd+4kaf/+4jsBhaIYKKixeCJa7OIg8/a5lPLVohRMoSgMJnatjb21Pld6utFEzM1UbSeoH0w4AiGxMGYP6G3gjynohI7/Nfkf0YnR/Bj2I25PP43ezU3ZChQPHAU1Fs+QUq6UUr5s3n4VQswoauEUinulVyNfPugdiK+rPQLwdbVn/MM1SUwzMnTxbhJyup9w8YM24+Hor3D+X5r7NKeWay1m7Z1Fw+UPsaqpicTt20k+dKgkTkehKBIKFI9ACLFPStk4R9ohKWVQkUmWByoegaIw2HL8Ms8v3ctD1Tz4ekgzbKyyvBOlJcEnTcGxPOs6v8KUXSGkGdMAsEuVLPzUiAgMoOnSlSUkvUJx59x1PAIhxCghxGGgthDiUJbtLKBeiRT3LZ3qVGB670D+OX2VV345iMmU5YXIxgEeDoHoA8zdPT1TCQCk2Ap+a6bDcXcYyUeOFr/gCkURcLuhoR+AHmixhntk2ZpIKQcUsWwKRZHSt2klXutWhzUHo3hvXVj2lcf1nwTfplxKi8t13O9NBAl2cPVTZStQPBjkqwjMAebPSSmfkVKez7Jdz+84heJ+YWT7agxt7c/XO86yaFuWiGY6HXSbjne6MdcxyXaC7a2cSdi8mZSwsGKUVqEoGtRaAEWZRgjBW8F16dGgItN/P87yvVlWGldqxrhytbEzZV+QphM6AkZORFeunJpBpHggUIpAUebR6QQf9Q2iTQ1PXltxiL+O31o7Gdz9E0JuJOAjbBAInKydMEkTPt41cB80kJt//EHKiZMlKL1Cce8oRaBQALZWej4b2IQAHyde/H4f+y/c0DJc/AhuNJJN4ac51GERf/b9Ew87D+bsm4PbwIHoHB2VrUBx36MUgUJhppytFd8MaY6Xsy3DFu/hTEyCltF6HDj7woZJOOjtGNlgJHsv7+XfxCO4DRjAzY0bST11qmSFVyjuAaUIFIoslHeyZemw5uh1gkFf7eZSXEq26aQc+ok+NfvgV86Pufvm4jp4IMLenqufflbSoisUd41SBApFDqp4OLJ4aHNik9IY/PVu4pINmdNJ+fMdrNNTGdNoDCdunOCP2F04tGhO/Pr1hAXU5VSnzsStXVvSp6BQ3BFKESgUFqjv68KigU0Jv5rAEwt20GrGXzwR3gMSLnFixVS6V+1Obbfa7PxmOkk7/9UOkpL0qCii35qilIHivkIpAoUiD9rU9OTp5pUJv5pIVFwK+2VNVhlb4X/ia/7YGcq4xuPouvEqMjU123EyJYUrs+eUjNAKxV2gFIFCkQ9bwq5k259heAYTAv3md2jj2wbPeMvHpUdHF4N0CkXhoBSBQpEPOQPbROPBIuNjPGz6BxHxH1TwtHiclY9PcYinUBQKShEoFPlgKbDNovTHuIIH/P4avv+biMEmx89ICDzHjCkmCRWKe0cpAoUiHywFtjFZOXCh8USIPoBL5QRsX59AjDNIQO/hDlJijIkpGYEVirtAKQKFIh9yBrYRQF0fZ5o+9kLmdNLaTzzNpll9GPiGA86bVlDu4c5c/ewzDJculbT4CjOr9l+k9fQtVJ20jtbTt7Bq/8WSFqlUoRSBQnEbejXyZcekTpydHsyIdtU4dDGOiNgU6DYdEi7BjjmMbjgaiWThgYVUeO01MBq58tHHJS26Ak0JTF55mIuxyUjgYmwyk1ceVsogC0oRKBR3wJDW/gjgmx3noFIzCOwLO+fjk27g6TpPs/rMaiKdDLgPH0b8b7+RtHdvSYtc5pm58QTJhuzuxJMNRmZuPFFCEpU+lCJQKO4AHxd7ejSoyM97Lmgrjh8OAaMRFjTn+d+nY28yMm/rq3g+/zxW3t5cem8a0pg7poGi+Mg58+t26WWRIlUEQohuQogTQojTQohJFvJfFkIcM4e/3CyEqFKU8igUhcFzbauSmGbkx90X4PxOEBIMybiZjAyJjWNz3AmOHFxEhVcnkhoWRuwvy0ta5DKNi4O1xXRvF7tbO4eWwez6EOKq/T+0rHiEKyUUmSIQQuiBBUB3oC7wjBCibo5i+4GmUsogYDnwYVHJo1AUFvUqutCmhiff7DiL3PwOmNIz8wbF3cTdaGTO0a8o160bDk2bEjNnDsa43CEvFUXP9cQ00gxGdCJ3npSSiOtJ2kN/7ViIiwCk9n/t2DKlDIqyR9AcOC2lDJdSpgE/AY9nLSCl/EtKmWTe3QX4FaE8CkWh8VzbqlyOT4W47AZHByl54UYce6wF/0b/S4U338AYH0/M/E9KSNKyzfvrw0gzSiZ2rZ0588vX1Z4XO1QnKc3IEwt3kLbxbTDkGCYyJMPmqZm768LX0WV5F4KWBNFleRfWha/LVjxu7VpOdep83zoetCrCun2BiCz7kUCLfMoPB363lCGEGAGMAKhcuXJhyadQ3DXta5WndgUnrsR7UkFmXzPQ92YCS93cmLtvLj899hNuTz/FjR9/xLVvX+xq1yohicseu8KvsXxvJKM6VGdUhxqM6lAjW37vRhX55qv5WCdEafOCcxKnhS1dF76OkJ0hpBhTAIhOjCZkZwgAwdWCiVu7lui3piBTtPwMx4MALj16FM3JFTKlwlgshBgANAVmWsqXUn4upWwqpWxavnz54hVOobCAEILn2lZlWmpfjHq7bHnWehtGV+tF2PUwNp3bhOdLL6EvV47L77+PlLKEJC5bpKYbeePXw1Ryt2dsp5q5C0QdoMb6Z5iW9iFGoc+dD4CEb3sze/eMTCWQQYoxhbn75gJw5aOPM5VA5pH3mePBolQEF4FKWfb9zGnZEEI8DLwB9JRSpubMVyhKKz0bVmSXY2cWuYwDl0qAAJ0V2LsT3PZtarnVYv7++UiXcpQfP46k//7j5sZNJS12mWDR3+GciUlk6uP1sbfJ8qCPj4ZVL8LnHSAmDIJnYer5CanCNtvx0sqe/bUf4fXEMC6nXLfYhu58FL8/H4zh8mWL+feT48GiHBraA9QUQlRFUwBPA89mLSCEaAQsArpJKa/krkKhKL3YWukZ0tqfDzek0nHcGAJ8nOHoKvhlMLqjvzKu8ThGbx7Nr6d+pW+/ftz4eRmXP5xBufbt0Nnn9mGkKBzOXk3kk79OExzkQ8faXlpiWhLsnA875mjG/VYvQbtXwM4FG8CktyJu3VtIwxV+cqnAem8fzqaewNHJBQdjGknSkFl/zYuSx3eZaH5SkmoVToo12Btyy5HV8eC68HXM3TeXS4mX8Hb0ZlzjcQRXCy7aC3EHFFmPQEqZDowBNgJhwDIp5VEhxFQhRE9zsZlAOeAXIcQBIcSaopJHoSgK+jevgoONni+2h2sJAT2hQn34ewZtvR+isVdjPj34KcmmVLzfeJ30qGiufflVyQr9ACOl5M1Vh7HV63j7sbpgMsHBn+GTprD1fajxMIz+D7q8C3Yumccc8K7BjLZ96Fi1GgvcrIlMdGR8gzfY0m8LU9q8i53OlkanTYR8l860pUbqXpDc6F6LOn/+gfWkMRitsz9KU63g5/ZWzN47m9mhswnZGUJ0YjQSmWljyGlwLknE/TZm2bRpUxkaGlrSYigUmYSsOcr3/51n+6udtLnpx9bAsoHwxOfs96nFoN8HMa7xOJ4LfI6LL/+Pm5s3U23dOmz8fEta9AeOVfsvMv7nA7z7eD0G+l6CDZMhah/rfAOY62TLpdQbmW/kbXzbsPbMWpafXM6ZuDOUsy5HcLVgato9zLRVcdhY6fiyfyOqHt7J2YVzsD0XzVVn2PaQI41q6Xk05jg4VQT/NsSt38CV/XakJ+kxOZoIa2VibftaHEqKJl2mW5TVx9GHTU8W31ChEGKvlLKpxTylCBSKeyPiehLtZ/7FiHbVmdS9jvYWuqitNgVx9G76rXuW4zeOA1DH4Mnb86/i0r4jfvPmlrDkDxCHlmH88x1E/EWu69xx9/ZHF7UXnHxY16gPIVGbshl89UIPEowYCfIMYmhUdSr/sB3jpctY+fhgHDiMH7cep9PhzXgl3SDVz5/v/Nuxyr0eFdzLMbFLLXo5n4B/ZsO57ZZlcqlE0pjdtPjB8mRJgeDQ4ENFcTUst5ePIigVs4YUivuZSu4OdA/04fv/zpOQmg46HXSYBNfPsO7vtwmPD0ea/8KsY1jxkODmpk0k/vtvSYv+YGBeEKaPj0SHxNN0TVMCdXrAS3uZe31Prlk/RmnE1sqW5T2Ws9D0NH4L1mKMvpQZd1rOeI+n/1tOkqsnb7ccRt9mo1nuGUS6Tq85rfv1CKtu1oEhv2F57ikQF4mDtQM+jpaDFHk7ehfyhbh7lCJQKAqB59tW42ZKOj/vMS+dqfMYeAcy9/waUo3ZJ8Otambkqptem06abnnYQFEAjOkQdQDWT8y2ICwdOGpjzdLrBxj7z2SiEy3P3klOT6a2e22uzJ6da/ongN7Tk44bf+VwpfoYZPaHfTandS55rYOVsGwQ4yq0xS7HFGM7vR3jGo8r6JkWOUU5a0ihKDM0rORKc393vv7nLIMfqoKVXgcdJnNp12vkfGM0WAm+6SSZuOI0N378CfeBA0pG6PuIdeHrmLt3DpeSLuGtd2Sc0ZHgi8chLQEDcNTWhlA7O/ba2bLfzpZEnfaOWyn2NPZW9iSn53YwF5jsQcyCBaRHWVYUxmvXsLPWk2IwWcy/GJvMl9vDaVNvArV3v4HI2obeFqq0hnM7CD62mnRnDz5ycSFWn44wuvFYpedL1awhpQgUikLi+XbVeH5pKL8fuUSPBhWh9qN4/zuZaJHbDhfZ0AfH6MrEzJ+Pc/CjWLm7l4DExceq/ReZufEEUbHJVHS1Z2LX2vRqdMtYHrfgDa58s5L0BIlVOYHX0N64DB4PEbtYd3w5IXH7SDHr02hjIlNkIn/61+GmnSMH4sJJNTsTqpZmIDghkSYpqTSx9qDC4PXZVga7JkgeCpO0OwbVoy5xVSxA2Ngg09JyyZwx/bOiqz0XLXgq1Ql4b10Y4E1P3VAm2SzDm2vEWXtxuM44bBo9Te3y9oTtWAM7v+P3uD2UEylEywTWn9/IXzofOrbvDEJow1ubp2qrmV38oPMUCOpX6N9DXihjsUJRSJhMkodn/Y2jrRVrxrRGCMG6f94j5NSPpOhujcIKBO+3eZ9HCCD88V649u6Nz9R3SlDyomXV/ou8vmkJwv13hHUs0uCKvN6d97sMplcjX+IWvEH0whVIY5aek96EvuVN4mqm87KXJ7F6y6t/qznXJP1COqPT9tMiOQEPk/nt3doeesyDoH4Yb97kn+8/4sba1dQMT0UnIbW6L5X69Mf50e4k7dmTzUUEgLCzw+fdqbj06JEZ2CZrTAN7az0f9A6kTU1PTl6+yclLNzl5JYGTl25y4vJNbqbcGvLTCTBJsCOVR3R76anfSQfdQayFETxrg1cAnNwA6VmGp7LIX1jkZyxWPQKFopDQ6QTD21bljV+P8N/Z67Ss5kFw6zcg7Dfm6hO5pBc42zgTlxaHjd4GW//quPfvz/WlS3F9qh/29eqV9CkUCdP+/h6d13KETlt1JWxikV7LCNl1nFOG+nT8eiWOxhwGV6OOmIMujGupJ1Vv2RgrELjemETotes0cN3K9TWruWLuUXgO7IX+kivxX4wl4e+/8UpLw7dyZVxGBeMcHIxt9eqZ9WT4A7oyew7p0dFY+fjgNWF8ZnpGzyWvHo1nOVtaVffMrE9KyeX4VE6YFcS09WEApGDLWlMr1ppa4cpNgvX/Mc3hOBxblfvkMpzeFVOvQPUIFIpCJMVgpNX0LTSq5MpXQ5ppiSc2wI9PQc/5GBv2p+9vfUkyJLG612qsktI41aEjpKUh09NzPYQeBOp90RadTSwA9imSGtGSGlFQM0r77JqY//HJtoJr5STXnQQ3ysF1J7hRTpDm6sKJy/15ySeN6quX5mnwdX60Oy6PPYZdYCBC5DHDpwhpPX2LxaElX1d7dkzqpMVAwNJzWEBIbKHJoXoECkUxYWetZ9BDVZjz5ylOX0mghlc5qNUVKjaCbTPRN3iGiU0nMuKPEXwf9j19zpbXxqcN2tvy/ei5EjQ3zDnfqJ27dSPhxDG6Hr5OzWhJjSiJ37Vbx1x0hyrlk7hpsMOUlnsCo94W3Me8zOlTu4k6+S8uN40ERID7TbAySeAGoLn3tvQY1Xu4U3PrXwirkn3MTexaO9fQEkCbmh7aBxc/cyyEHOQ5G6nwUT0ChaKQuZaQSqvpW+jd2JcPegdpiSc3wg/9tHHfJoMZs3kMoZdDWfKFHabo3E7LrCpWpOaWzcUs+d2R0w0zoBlAdTotjCcQ6wCnKwpOVxScqghnfASOevANH8BTSWep8cff2WwEQi/xebEPLqOnAdl99fjYV6BaYndO7nFi7sN+6F9/2bJgQhAQdqzIzvtOyGos93axw9nemhOXbjK2Uw0meB9ErB2bPSZCMdsIlCJQKIqA1389zPK9kex4rRPlnWxBSviyMyTEwEt7OZt4kd6re/P9+ymWlyOVoofY7TjVqTPpUVG50lNsdSzqruOoQyDxlcIw6W4ZUG3Q81rTtzgbUY9vdpxlzPkfeOToHkyJ3Jo1ZFYCOTkQEcsTC3cw+CF/QnrWy7P90qxMDUYTb/56hJ9DI+jdyJcPa5/A6q93i3TWkBoaUiiKmeFtqvLj7gt8++85Xu5SW3tD7jAZvn8SDnxP1aZDearOU1x1XkL5+NzHZ/VcWZqR5pW4lrBNNRFT6xUeuXCURvF7mF/OiktWVng7VGBckwnaPPp6MLS1Pwu2VOKxShcQQjD4oSq5gshkkG40MXnlYbycbPlfFy3Ij9eE8RZn/XhNGF/o51tYWOt1TO8TiJ+bPR//cZLLN6vw6aj9ONtZjq9c1KgegUJRRDy/NJTQc9fZOamz5hNfSvjyYUi4DC/tIzY9ialTH2bI2mSssy5aEgKf96fh+sQTJSd8AZBScuXDmVz/5huL+enuzugeTqae7ry2uKrbdPAJyrO+iOtJzN18ipX7IrG31vNc22o817YqTnbWmUMrGUbXoa2r8HaP+pnHWrJR3C82lhV7I3ltxSGqly/HN0ObUdG1aFyUK19DCkUJMKJdNW4kGVi+Twt5mNkriIuAA9/haudKowHjWNhdYvRyByHQu7uDlBhKeVATaTQS/dZbXP/mGxxatULY5HiTtYLKtc7joUsk7YmvYMi6fJUAaD6bPurbgE0T2tG+dnnmbj5F2w//YuyP+5i08lC2mTc/7Y5g1f5bca5cevSg5pbNBIQdo+aWzfeNEgDo08SPxUObczE2md4Ld3IsykIXsYhRikChKCKaVnGjQSVXvtoejtFk7nnX6Ax+zWDbx5CeytO1nybyoWq8/rIHNY4epNbOHTg/+ijXPv2M1DNnSvYE8kCmpXHxf68Qt3wFni+OwuelzvzTMZkYZ5BIrBzS8Wl6gx1+9dkTvBGbBk9qSrCA1PByYmH/Jvz2UhsaVnJlzcHoXG4ekg2mW75+HgDa1PTkl5EPAdBv0b9sPxVzmyMKF6UIFIoiQgjBiLbVOHctiT+OXc5I1HoF8ZGw/1us9db8r8n/OBt3ll9O/AJAhTdeR+fgQPSbbyFNlv3clBSm5GQiRo/h5oYNeL32GjYvDGbk3veZ29iOw88mEvB0NDV7XsHVP5mmNucIblL99pXmQX1fFxYPbZ6Xb0+iLMzNv58J8HHm19Gt8HOzZ+g3e/gl1MKU0iJCKQKFogjpWq8Cldzt+TIjghlA9U5QqQVsnwXpqXSo1IEW3i1YeHAhcalxWHl44DV5Esn793Pjp59KTvgcGOPjuTD8ORJ37MDnvXdJ7NOJAesHcMAK3r9yldGxcdke2uVNV9Hp7n0BV15j5kU1ll6S+LjYs2zkQ7Ss5sHE5YeY8+dJisOOqxSBQlGEWOl1NKviRuj5G1SdtI7W07ew6kCUFq8g/iLsW4oQgleavUJ8ajyfH/ocAJfHH8exVStiPp5VKuwF6deucX7wEJIPH8Z31izC21aj//r+3Ei9wRfXEumRmJTrGFFIC6Imdq2NvXV2X0P21nomdq1dKPWXNpztrPl6SDP6NPZjzp+neHX5IVbsjaD19C237qEs9pHCQCkChaIIWbX/IuuPXAK01a8XY5OZvPIwq+JqQaWWWq/AkEId9zo8UfMJfjj+A+fjzyOEwHvqO0iTiUvvTC2Wt8K8MERFcbTfE9w8fZz3e5sIjn2PoRuG4mLrwvfNptDkZiyI7A9qk5W9Nhe+EOjVyJcPegfi62qPQHPN8EHvwGzeSx80bKx0fNQ3iLGda/LL3kgmLteM5dnuoUJUBkoRKBRFyMyNJywYOo3M3HQSOk6Gm1GwbykALzV6CRudDbNCZwFg4+dH+bFjSdi6lZu//17ssgOknj3L8af6YLgaw7tP6ThQTRCbGgvA4NrPUmXj21CuPDz6EelOfpik4IZ1BXQ9C3dVbK9GvuyY1Imz04PZManTA60EMhBC8PIjtXC1t8aU4z0gW2CcQkApAoWiCMnLoBkVmwxV20PlVvCP1ivwtPfkucDn2BKxhd3RuwFwHzQQu8BALr03jfQbN4pTdFLCwjg/YCDJSfGE9NdzotKt8X4TJr7YOweuHIPHF0KzYfzP9zvqmn4kdcyhYvWl/6ATl2ywmF6YxnKlCBSKIiQvg6aNlY7YZINmK7gZDfuWADCw7kB8HH2YGToTo8mI0OvxeXcqxvh4rnw4s9jkTtq3j/ODBiNsbHirv47zFXIbfS8Zk6DZc1DzYQ5HxrH6QBTPtamGt4udhRoVd0txGMuVIlAoihBLhk5rvSDdaCJ43j8csg4Cj5qwYRKEuGI3vynjPVty/Ppx1pxZA4BdnTp4DB9O3K+/krBjR5HLnLD9Hy4MG46Vhwd+3y7hupflB7u3FPCIZr94f30Y7o42vNC+WpHLV9YoDmO5UgQKRRFiydA588kGrHyxNQCLF32E8cZ5kCZAQlwE3Xd8TpCDL/P2zyPJoM3G8XxxFDb+/lx6OwRTUu4ZOvdK3Nq1nOrUmbA6AUQ8/zw6d3d8v13M22fmk2JMwUqX3S2ZncnEuPojwMaRrSdi+Df8GuM618SphHzlPMgUh7Fc+RpSKEqIG4lpGGfVw9N4JVfeQfdKDHARjAgawUuNXgIgac8ezg8chPvQoVR47dVCk8OSG2lhZ8vf/evxidchJjSZQAWHCmY30NF4G9IZ592O4McWYTRJus/dhsEo2TShHdZ69W5ZWlG+hhSKUoibow0eRsuuBBpcj6S7f3eWHF1CdIK2jsChWTNcn3qK60uWkHz4SKHJceWjj3NF95IpqQT8so+xjcYyrP4wgqsFs6nLYg5Fx7NJ+hDcXQsIs3xvBCcvJ/Bq19pKCdzHqG9OoShB8lx05ejJ+CbjAZizb05mstcr/8PKw4PoN99EGizPJiko0mDg2jeLSb+cOzAOgOdNeD7oeXNhCatHgzENnvgc9NYkpaUz64+TNK7sSrf63vcki6JkUYpAoShJOk/RolFlwSQFpsSrVDiylkF1B7L+7HoOxRwCQO/khPfbU0g9cYJrX1t2/1wQEv/bzdnevbkyYwbC1tZiGWufird29nwJZ7ZAl/fAU4sV8PU/Z7kcn8rrjwaUSCxgReGhAtMoFCVJxnz7zVMhLhLp4ssqp/44n9/Ewxte5dn6T7HSzoPJ2ydjMBm4lHgJb0dvprUORCxYgFOXR7CtWrXAzRkuX+bKjA+JX78ea19f/BYuwJiQyKUp+QR2iTkJm96EGo9A02EAXE1I5bO/w+larwJN/d0L62ooSgilCBSKkiaoX6ZCEEBvYOXeAXy6egqjjvxMK7+arLW+FfU9OjGaV5tcZf5BPZemvE3lJYsRuvw79zItjetLlxKz8FNIT8dz9Gg8nn8OnZ0dUkp+C19L5R+24xkP1hV98JowQfPpbzTAyufB2gEe/yTTnfS8zadINhh5tVudoroqimJEKQKFohTSu0lljvvO451varCbH4Ds88ivOhr4rqMjg9fuIfaX5bg9lfdK3sSdO7n03jTSwsMp17EjFV6fjE2lSoAWZeyj0I9Y6vYvAz4ZwqvNXs0+zPP3hxB9APp9C06aHSA8JoEf/rvAs80rU718ucI+dUUJoGwECkUppY63MxMmvMZlK73F/HV1E3Bo0YIrM2diuJx7CqohOprIceO5MGw4Mj0dv88+pdKnC7Mpgdn7ZrP02FKeqfNMbiUQsQe2fwQN+0PdnpnJH244ga2VjrGdaxbuCStKDNUjUChKMc521pgMruhsYnPlSaFjQz9/2r2+n4jRL2K8fkOL2evtjX2DBiT8/TdISflxY3EfNgxdFqOwlJL5++fzzZFv6FerH5ObT86uBFITtCEhZz8t1rCZveevs+HoJV5+pBblnSwbmRX3H0oRKBSlHIfEHiRb/YTQ3ZouamUC0r359NoqdNXSaHPkaGZeenQ0N6Ojsa1fD785c7Hxy70C9bODn/HF4S/oU7MPb7R8I/esn01vwI1zWqxhO2dz8PjjXIxNQSfA21kpgQeJIh0aEkJ0E0KcEEKcFkJMspBvK4T42Zz/nxDCvyjlUSjuR95o3x/TlScxpbkiJdgb7AiJuc6Gy5FsaL+QpjFOFo8zXr9hUQksOriIhQcX8nj1x5ny0BR0Isdj4MQG2LsYWo8F/9as2n+RySsPczFWm1VkkvD2mmOFHhxFUXIUWY9ACKEHFgCPAJHAHiHEGinlsSzFhgM3pJQ1hBBPAzOAp4pKJoXifkTzKTOYmRtbEhWbjLOLHaGO4bRKnEq5xX24cc3V4nGGqChWnFxBt6rd2Bqxlbn75hKdqK1SblS+Ee+0eie3Eki8CmvGQIVA6PgGoMVUSDYYsxXL8IdfFuIClAWKcmioOXBaShkOIIT4CXgcyKoIHgdCzJ+XA58IIYS83xwgKRRFTK9GvtkeulJ2YuVfgdTaOhI7+0TSk3L/lGNddIT8G8K0XdMwYcIobz3Mw66HseHcBoKrBWsJh5aZ1zKYA6a3HA1WtqSmG7mYX0wFxQNBUQ4N+QIRWfYjzWkWy0gp04E4wCNnRUKIEUKIUCFEaEyMZd8sCkVZQghBn04tSR20HtegZIQ+exQ0oTdRt2Ea3zaciJVOl00JAKQYU5i7b662c2gZrB17SwkActsMQtcu4uFZf+cpw4MYPL6scl9MH5VSfi6lbCqlbFq+fPmSFkehKDU0rVERT/8EfJrFYeWQDkisHNLxaRaHq88VGv76EinpKRaPvZQQBdMrw68vgCH7270wJOO950OcbK0Z2b5amQoeXxYpyqGhi0ClLPt+5jRLZSKFEFaAC3ANhUJRYISLHy7+Ebj45xiqcfSCPl/i/d+bRKfF5jrO28oBgh6F3Yss1uuru8ZvL7VBpxPU8XZm5sYTRMUmU9HVnoldayv7wANEUSqCPUBNIURVtAf+08CzOcqsAQYD/wJPAluUfUChuEM6T9GGdrK81Sdjy9Xmb1CpWnvGMYmQnSGkGG/1DOz0doxr9TZUCyY9bB1WNyNzVStc/BA6bVppThuF4sGiyIaGzGP+Y4CNQBiwTEp5VAgxVQiRsUzxK8BDCHEaeBnINcVUoVDchqB+0GMeuFQCBGmOvnygH8Ujf1Zg9YGLBFcLJqRVCD6OPggEPo4+hLQKoVWFR3jvt2O8eqMXydIme53W9pqCUZQJVIQyheIBJOZmKqO/38fuc9cZ1roq9So6MeuPU0TFJuPjYkfjKm78fTKGxNR0+jT24/VKh3H7dzrERYKLn6YEgvL2X6S4/8gvQplSBArFA4rBaGLaujAW7zyHTmgLwbJS18eJ2U81ora35QVpigcLFapSoSiDWOt1hPSsh5uDdS4lABCXnK6UgAJQikCheOCJTbIc0lItCFNkoBSBQvGAk9fCL7UgTJGBUgQKxQPOxK611YIwRb4oN9QKxQNOxvx/tSBMkRdKESgUZQC1IEyRH2poSKFQKMo4ShEoFApFGUcpAoVCoSjjKEWgUCgUZRylCBQKhaKMc9/5GhJCxADnS1qOPPAErpa0EPmg5Ls3Srt8UPplVPLdG/ciXxUppcXIXvedIijNCCFC83LqVBpQ8t0bpV0+KP0yKvnujaKSTw0NKRQKRRlHKQKFQqEo4yhFULh8XtIC3AYl371R2uWD0i+jku/eKBL5lI1AoVAoyjiqR6BQKBRlHKUIFAqFooyjFMEdIoSoJIT4SwhxTAhxVAgxzkKZDkKIOCHEAfM2pZhlPCeEOGxuO1eAZ6ExTwhxWghxSAjRuBhlq53luhwQQsQLIcbnKFPs108I8bUQ4ooQ4kiWNHchxB9CiFPm/255HDvYXOaUEGJwMck2Uwhx3Pz9/SqEcM3j2HzvhSKWMUQIcTHL9/hoHsd2E0KcMN+Pk4pRvp+zyHZOCHEgj2OL9Brm9Uwp1vtPSqm2O9gAH6Cx+bMTcBKom6NMB+C3EpTxHOCZT/6jwO+AAFoC/5WQnHrgEtpClxK9fkA7oDFwJEvah8Ak8+dJwAwLx7kD4eb/bubPbsUgWxfAyvx5hiXZCnIvFLGMIcArBbgHzgDVABvgYM7fU1HJlyP/Y2BKSVzDvJ4pxXn/qR7BHSKljJZS7jN/vgmEAfebo/fHgaVSYxfgKoTwKQE5OgNnpJQlvlJcSrkNuJ4j+XFgifnzEqCXhUO7An9IKa9LKW8AfwDdilo2KeUmKWW6eXcX4FeYbd4peVy/gtAcOC2lDJdSpgE/oV33QiU/+YQQAugH/FjY7RaEfJ4pxXb/KUVwDwgh/IFGwH8Wsh8SQhwUQvwuhKhXvJIhgU1CiL1CiBEW8n2BiCz7kZSMMnuavH98JXn9MqggpYw2f74EVLBQpjRcy2FoPTxL3O5eKGrGmIevvs5jaKM0XL+2wGUp5ak88ovtGuZ4phTb/acUwV0ihCgHrADGSynjc2TvQxvuaADMB1YVs3htpJSNge7AaCFEu2Ju/7YIIWyAnsAvFrJL+vrlQmr98FI311oI8QaQDnyfR5GSvBc+BaoDDYFotOGX0sgz5N8bKJZrmN8zpajvP6UI7gIhhDXaF/a9lHJlznwpZbyUMsH8eT1gLYTwLC75pJQXzf+vAL+idb+zchGolGXfz5xWnHQH9kkpL+fMKOnrl4XLGUNm5v9XLJQpsWsphBgCPAb0Nz8oclGAe6HIkFJellIapZQm4Is82i7Re1EIYQX0Bn7Oq0xxXMM8ninFdv8pRXCHmMcTvwLCpJSz8ijjbS6HEKI52nW+VkzyOQohnDI+oxkVj+QotgYYJDRaAnFZuqDFRZ5vYSV5/XKwBsiYhTEYWG2hzEagixDCzTz00cWcVqQIIboBrwI9pZRJeZQpyL1QlDJmtTs9kUfbe4CaQoiq5l7i02jXvbh4GDgupYy0lFkc1zCfZ0rx3X9FZQl/UDegDVoX7RBwwLw9CowERprLjAGOos2A2AW0Kkb5qpnbPWiW4Q1zelb5BLAAbbbGYaBpMV9DR7QHu0uWtBK9fmhKKRowoI2zDgc8gM3AKeBPwN1ctinwZZZjhwGnzdvQYpLtNNrYcMY9+Jm5bEVgfX73QjFev2/N99chtIeaT04ZzfuPos2UOVNUMlqSz5y+OOO+y1K2WK9hPs+UYrv/lIsJhUKhKOOooSGFQqEo4yhFoFAoFGUcpQgUCoWijKMUgUKhUJRxlCJQKBSKMo5SBAqFQlHGUYpA8cAihEgopHqGCCE+KYy6btNOLyFE3aJuR6HIiVIECkXpoRea++ECY3aRoFDcE0oRKMoEQoiJQog9Zk+Y72RJX2X2Knk0q2dJIcRQIcRJIcRuoPVt6q4gtOAwB81bK3P6ACHEbnNAk0VCCL05PUEIMc1cdpf5+FZoTvhmmstXN28bzPJtF0LUMR+/WAjxmRDiPzSf9QrFPaEUgeKBRwjRBaiJ5iysIdAkiwfJYVLKJmjL9scKITzMPnLeQVMAbbj9W/o84G+peUttDBwVQgQATwGtpZQNASPQ31zeEdhlLr8NeF5KuRPNDcNEKWVDKeUZ4HPgJbN8rwALs7Tph+Z64+W7uigKRRZUt1JRFuhi3vab98uhKYZtaA//J8zplczp3sBWKWUMaCENgVr51N8JGAQgpTQCcUKIgUATYI/Zf549t7xHpgG/mT/vBR7JWaHZJXEr4Bfz8QC2WYr8Ym5LobhnlCJQlAUE8IGUclG2RCE6oHmffEhKmSSE2ArYFWKbS6SUky3kGeQtJ19GLP8OdUCsuTdhicR7F1Gh0FBDQ4qywEZgmPktGyGErxDCC3ABbpiVQB20+M2gRYdqbx4msgb63qb+zcAoc916IYSLOe1JczsZgcir3Kaem2gxa5FaYJKzQoi+5uOFEKLBnZ22QlEwlCJQPPBIKTcBPwD/CiEOA8vRHrgbACshRBgwHc3lNVKLzRAC/AvsQIshmx/jgI7muveiBV8/BryJFuLwEFos2dvFhf4JmCiE2C+EqI5mUxguhMhwgVzosXwVCkC5oVYoFIqyjuoRKBQKRRlHGYsVigIitEDxOe0Fv0gpp5WEPApFYaGGhhQKhaKMo4aGFAqFooyjFIFCoVCUcZQiUCgUijKOUgQKhUJRxvk/F1RN6e52G4MAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 10;\n", " var nbb_unformatted_code = \"for time_agg in [1, 2, 3, 4]:\\n pm_NA.smooth({\\\"lead\\\": time_agg}).verify(\\n metric=\\\"acc\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"]\\n ).tos.plot(x=\\\"lead_center\\\", marker=\\\"o\\\", label=f\\\"{time_agg}-years smoothed\\\")\\nplt.legend()\";\n", " var nbb_formatted_code = \"for time_agg in [1, 2, 3, 4]:\\n pm_NA.smooth({\\\"lead\\\": time_agg}).verify(\\n metric=\\\"acc\\\", comparison=\\\"m2e\\\", dim=[\\\"init\\\", \\\"member\\\"]\\n ).tos.plot(x=\\\"lead_center\\\", marker=\\\"o\\\", label=f\\\"{time_agg}-years smoothed\\\")\\nplt.legend()\";\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": [ "for time_agg in [1, 2, 3, 4]:\n", " pm_NA.smooth({\"lead\": time_agg}).verify(\n", " metric=\"acc\", comparison=\"m2e\", dim=[\"init\", \"member\"]\n", " ).tos.plot(x=\"lead_center\", marker=\"o\", label=f\"{time_agg}-years smoothed\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we showcase these smoothing features for {py:meth}`.HindcastEnsemble.smooth`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:18.513640Z", "start_time": "2020-01-06T18:21:18.496883Z" } }, "outputs": [ { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 11;\n", " var nbb_unformatted_code = \"v = \\\"SST\\\"\\ninitialized = load_dataset(\\\"CESM-DP-SST-3D\\\")[v]\\nreconstruction = load_dataset(\\\"FOSI-SST-3D\\\")[v]\\n# Move reconstruction into proper anomaly space\\nreconstruction = reconstruction - reconstruction.sel(time=slice(1964, 2014)).mean(\\n \\\"time\\\"\\n)\";\n", " var nbb_formatted_code = \"v = \\\"SST\\\"\\ninitialized = load_dataset(\\\"CESM-DP-SST-3D\\\")[v]\\nreconstruction = load_dataset(\\\"FOSI-SST-3D\\\")[v]\\n# Move reconstruction into proper anomaly space\\nreconstruction = reconstruction - reconstruction.sel(time=slice(1964, 2014)).mean(\\n \\\"time\\\"\\n)\";\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": [ "v = \"SST\"\n", "initialized = load_dataset(\"CESM-DP-SST-3D\")[v]\n", "reconstruction = load_dataset(\"FOSI-SST-3D\")[v]\n", "# Move reconstruction into proper anomaly space\n", "reconstruction = reconstruction - reconstruction.sel(time=slice(1964, 2014)).mean(\n", " \"time\"\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n", "/Users/aaron.spring/Coding/climpred/climpred/utils.py:191: UserWarning: Assuming annual resolution starting Jan 1st due to numeric inits. Please change ``init`` to a datetime if it is another resolution. We recommend using xr.CFTimeIndex as ``init``, see https://climpred.readthedocs.io/en/stable/setting-up-data.html.\n", " warnings.warn(\n" ] }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 12;\n", " var nbb_unformatted_code = \"hindcast = HindcastEnsemble(initialized)\\nhindcast = hindcast.add_observations(reconstruction)\";\n", " var nbb_formatted_code = \"hindcast = HindcastEnsemble(initialized)\\nhindcast = hindcast.add_observations(reconstruction)\";\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": [ "hindcast = HindcastEnsemble(initialized)\n", "hindcast = hindcast.add_observations(reconstruction)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7gTXl7F7aCjI8R2RoDzfPSZbPVvg0kpxMjWwHUyZXieeQ0WryfWH6ybxClgnySC5tOu2I5RfgGX76Tb9OlwHJ8PnnLCbLL995gq7q0I70PfVrS+msNq+8gK4rI1MmizJVaePKHcfWlNeI3yvy0+2upfudR5rp/d5d4743dg0x6i2e3wqZbtaqF//IkpM+L/UiAgBph1mGIz3AP133P5LlT7s5nWGrcS3CJbtPJssv2zFPl3lke7q/dt9iWgtRv5IrLqpkymQRprIOLt+RvuaK+sAAYK6WnoJ3opn+HLQryDCDOk9bPI+1arq/0mqkl7Hg8umQPqwHGbaCDtMow3/z3F9Jlj/1o+kMVwL39GPOSZ/7y7enp3IemN1N13XXQvpz2+qV6XswANT4zFAB4LfffkHrwME29l7czelP/OgufNv378fP/bKd7+7D6YhtUTQgJoQQQgghhBBCCDFhmNncU544hb/+028Mlk9PZ/hvrz0H/3D76mGM+VNiGhATQgghhBBCCCGEmDDe9JN7Fi44r4Kdc49+WvClL9yB337PPMzs8e7Ov0FkxNGAmBBCCCGEEEIIIcSE8bFbl/GPt1y2ptzM8GOv2Il/+2923IsxfkpMA2IbzM4s7RFZ8fS89uir2qcq6deyYF55Tl5jLqdWm88rZ18vz8g6vF5s+npnNj0Xvbab+1gYK8vcZdW8MO1ZyO4tvJmR4hJy3Gcs7RYBgLlK2tnAHAQ1klOAO+pWAu9XUfIOb78XmtyVliSoFlVWzaX38bw9aacNAHSIO2h+kbsRmpfsSpZnQ3Im1Ay4pLK2XtuI7+5Ens4JAMxa+tZT97Qjpbv9dFvwUDXtsVrJufeLtZ2lCL4SvvCqiH+pEfifDjX415Int8H1HgC57vbsSLcH37ybf715k7iL/mo+7XZZuZjfT4rdaThVy3F+Ii8zlnYJzne4j3M38X42iXdsO7n3A9zltNrhGWbOGea78SCm7P7Poh2ti3nw6sR5dmB1N18ZIcww6eNcuD3d3j5p7mG6qstn067Bh0lbu3wJz0uxq5RTtRzn1pbXlM9W0k7KxcAHemEt3XbmxOu2k3jzAGBHLb39yINXFA8EjMzvxbISKc9ohhvpDB+q7+QrI7B6ZcSfBgAXzqYdm98yt9aLeIrHbEu3ng9dnO5LrFzEXbTF93ItVevgvOn0fkxn6Rvgaof75lLXQsQ5Vd63PVIb1lXKcdYfDbyMRJ8aeseMZHi5kb6nPDLEDFeIPw0ALtqWbnOesiPtWLx821pf4im+eknaR7p8cbp9BoDd9BXx+S82Podq5+mtRBSrNcdP/eLRn/rJX9jwam0YGhATQgghhBBCCCGEmEDaZPQ1R/RXqPFAA2JCCCGEEEIIIYQQE0iLfOV0O5oeMyZoQEwIIYQQQgghhBBiAmmRJ8E6ekJMCCGEEEIIIYQQQowjLSIIDRTgY4MGxDaYOhHuLudpeWskk2x20hLzSDzKhI5Mjthqcan+sQaXbya3HRggmeDUp9MVm9vOhd3bamlB8v5z08cYABrnpkWTw5I5b1VqRJ6L4K8BTJ7fIBLtFskpALTJa9RTHvyRgspzO1zqu9jkmUhvhL/E3MGV6bQo9oLtabEswAXFt5/Hpc11kmG+RDEyWFKgXyOCfCbOB4DZjNQ148LbCnlku0ZM9B1wmTRrO5t5urwTZChvp19jebTA5lxpki83qfNjeXi1oAg4yjARku+cTre3V207Qtc1m6Uz/OULLkiWr557MV3XsNrhDJ4U6DPhfd35/ZeJ+KdIHrOg8cpJ49EKhOT0/k/azrzJ22GQPgOTi1twL88axTJ8uF6sH3EmjMipd0+lhfBXTh+m65rJ0uf4n8/bmyx/5Fy+L8PSdRsctcSXLbHrrU6/7YW3nSyrleDbDHLSrrGcNlq8Tcva5IshGjzDTjoNVdKmeha0w3WyL6vpY3lklX9hU1Es+A6CuVq6Hb586ihdpkb6H3eed2my/KFzeVKHIdU3A2qW9hSxL2xqs2/dAr9G2TbYl44APMPtPH1SmsGXjrVJnyEnGY7Oe9ZMv+jBKEVlNb1MfTXd9zq8OsR2OOhj7K6l2+HHTqW/oCcLpurdcd4VyfKv7NnNKyBCOuR45xMwZXJ4X/8ihBBCCCGEEEIIIUaGlqd/Bn1CzMyuM7N7zWyfmb0x8fprzOwuM7vTzP7OzJ7YK39lr+zUT25m1/Re+3RvnadeS/9V9SzRE2JCCCGEEEIIIYQQE0iLPSUZPfbXw8wqAK4H8HwA+wHcbmY3u/s9fW/7oLu/u/f+FwB4J4Dr3P0DAD7QK/8WAH/q7nf2LfdKd7+j8A4VQANiQgghhBBCCCGEEBNIk0wcHGRADMAzAexz9wcAwMxuBPBCAP8yIObuC33v3w4k52K+HMCNg9V4eGhAbIN5pLMrWf5Q69xk+XyTG4CO19OvtQPPApu/zjwLncA7cqjgnPO8OtAF9SiYqmR2Ku3LAIALZ9NupsO7uBuhsTN9LMfdIXbS0/6FIx2+5yfaaV/GUeKUW2kGHrwmaYKIuyZr8wwRZQQ8WGahwT1TKfJakGHyUqWS9q7snk67FABg78x8svy+3efRZRq70vsyLIdYDkfD1/pImEOMfVsNALQ8fbJWiMML4O6Pk530Hh5t8eudueOWm2m/RmuV3yq9le5A1IhLifmaAIDoUEL/05GVou1wobcDAKrEHXR+dZEuc1ntWLL8sTvT5Z/byR1iwyKHYSXh62Ter8i/VE/49ABgkbSd7P0AMN9KLzPf5O3wSj2d1Zx4QrHMM2Qkk9UVsq6gGWQZbjXSwTu+UryFCpRClIxk+ILqQrIcAC6qpPP9+Lm0O++hnZcXr1hBcmRY6aw998whxpyfAHfkLXUKujUBzDfT95+VVjqnzRV+PTAqK8UtLyzDgcqRZhj19LE8sTy8DDMHIMB9Srsry3QZluHHkQzfv+tKui6rkEqnm88kuRtWE/kFgNkKyTBxeAG8jV4ukeEF0i+ot9PbKJPhbKV441VdJhmuBH0J8hGpTVyOJ1Y3ph2ukH7c7izdHz6feOUA4Ak7HkmWf3HX1XSZYWR4nGHe0k63wXy2mfU/pXWDu9/Q9/teAA/1/b4fwLNOX5eZvRbAGwBMAXhOYnMvRXcgrZ/3mlkHwE0A3uIetZTl0ICYEEIIIYQQQgghxATC/oDS6T45dpu7/9DZbsPdrwdwvZm9AsDPA3jVqdfM7FkAVtz9i32LvNLdD5jZHLoDYj8M4A/Oth6nI6m+EEIIIYQQQgghxATS9Erypx1843UfBwBc1vf7pb0yxo0AXnRa2csAfKi/wN0P9P5dBPBBdKdmDh0NiAkhhBBCCCGEEEJMIC1Ukj+dwYaLbgdwtZldaWZT6A5u3dz/BjPrn8/6fQDu63stA/AS9PnDzKxqZuf1/l8D8P0A+p8eGxqaMrkOHOhwr8pXm49Jlu9buTBZfjjwwxxfSs/59sB3k9XToc6Is6nT4pPEjy6mXVJX/tavJcsv3hE5TNLlTsqZ0wYAzplaSZbPbedz0duz6X0Zdx5qpx019zf5t9oeqqfdTA+v7EyWL69wl0ObOBiyRrGcAtwhZsTxBACLy2nvyRW//avJ8gvnAmkCmdHuRFYylXFpwcVTJ9Pb38Hbloe3pz2Ew6LjjuM5k6us5XjOr9EVS1+Lj3TO4dsnN+T9zT3J8gOru+m6Tqymc79KvExY4W1qhbSpldX0eQ+aLuquMXI9AMD8cnpfrnjf25Plu3aQfQSoWCcn5TPG87CXuGseO5t213yGK9+GRtszHOsM7lw7Hry3QfxLB5tpTyhz4AHAI6vpnZ8nOQWA5hI5j810VqpLgZ+PNEVVpiaKVIos3+Q6OUnyC/AMz83yDDvxoTWJPK/GbhwALqykX3vc7KFk+ceDDFuV+IYGb1IBAB3PMN9a2/dj+Tre5H0bdl0fIz7Qkxk/V8dW0tthrjss8zbViPezusDbQXZ5VdNK2fhxAJJhIxleCfo4V7z3HcnyHbPpPDhzAAJY7aSXKZPhq7al2+HWDt5OZTtIezhPF1lDN7/pHDHPX5zh9Dk5Uk/XdbHCvbEsw/UGOVfLgUOMZHiKZDjqF1TTH2lih1fBdngpyvD/eluyfPtsehnqsQSwUjDDF1Z4W//YmcPJ8tbc+mZ4nOmQ64ndK/px97aZvQ7ArQAqAN7j7neb2ZsB3OHuNwN4nZk9D9073wn0TZcE8B0AHjol5e8xDeDW3mBYBcBfAPjdwjs2ABoQE0IIIYQQQgghhJhAWggdYmfE3W8BcMtpZW/q+//rg2U/DeDZp5UtA3jGQBs/S9ZtyqSZzZjZP5nZP5vZ3Wb2i73yK83sM2a2z8z+sPdYnRBCCCGEEEIIIYTYQFpeTf60yUDZOLGeDrEGgOe4+1MBXAPgOjN7NoC3A/h1d38cuo/L/fg61kEIIYQQQgghhBBCJGBSfTaVcpxYtymT7u4ATs3er/V+HMBzALyiV/5+AL8A4F3rVY/1hLnC7mycT5dhrrB9S+cly5mnCwAaS+n529ly4ApppOcBM3cNAnfNykJ6Ln5G5s63Ak2XEYeJtdPbj77xYhvZmZ3T3CF2jGsFRoalnO/fSU8fk/uaVybLv7R6CV3X/uW0I+foUnpufou5bsCzWl0h/iWuyqAeHAu8Yy3igDDiQGhtDxxmxNnQ6RS/kcxVVpPl500zqQ/w0DpnuIUMhzprN9JCI12fNhfqVIhw7atN3nYu5ukdfHA53XYeWE477QBgcTHtMOmQPNQW+Tms1InvhpyqyBXCYE49AGgukuuLuPOINhAAd/fUO8W7CrtIlS+dOp4sj+o1LFpexcHm7jXlK9X0MTzc5BlizpOHVtMevHbO78uPLBD/4jL3uthC+pywPE4t0FUha6bLK+yWEjRpbDdZhpuLfB+Zh6ed1qf2XiSep3b6HLOvmQeAuSzdHlxSO5Es78zyizvbRhrogg6xdp7hWMKp1CJ9ovkmP1iL7fSxP7iSbrsjj8zJhfR22sS/WFsI+qkkj1GGWR+ymr49Ifp8R3RzyJokj0vcJUX7BaS9c5JfAFhopTNUJz5DAJix9HG+qJr2lHa2cf+SzQTX6oC0PcPxBskKzTC/OSyRDEf+ZcbCQno7eT0diMhpx7JSIxkOlLKokOshcojlpGrMI02dlAGsHe40ecVOEn8ca4e3Gc/23lq6L5Fv4+2wzZIszdNFJoqWp7M+4LdMjjTruodmVjGzOwEcBvBJAPcDmHf3U5f+fgB717MOQgghhBBCCCGEEGItLa8kfwZ1iI0y67qH7t5x92sAXArgmQCeMOiyZvZqM7vDzO44cix4LESILYoyLEad/gzPH1eGxejRn+HlE+RxESG2MP0Zbsynnx4WYqvSn9+m8ivEloUOiOkJseHg7vMAPgXgWwHsNrNTz+RdCuAAWeYGd7/W3a89/9zxl7mJ8UMZFqNOf4Z371GGxejRn+Ht55z9lB8hNpr+DE/v3oC5xUIMkf78Tim/QmxZml5N/rSj+bljwro5xMzsfAAtd583s20Ano+uUP9TAF4M4EYArwLw0fWqw7BoeXpy9z3NtCvkC6uPoev66vKeZPnBxbRDhHnCAO4QYf4lIHB1EW0Ac8oAgBM3RHUpvUwnmKJOvTrkoRQPXBbTlfRObq+RifgAjozQd52yPO4LHARHOumsfmX1omT5/Uvc5cRcYUuLxCkXOO2qy+kx+Qp5kCNyiLE/YDAfGAD4MstwemWd4PM0y3AebJ8xl6XlPbtr/K+rUd2GQcsreKSz1h+3kKdP1sPtdOZOrSvF/fUL6DLzrbSw4uuLu5Plx5e4OydfSF/wLI+1RX4Oie4NVa70o3SILoO5HwHAl9IZZu68nCs5uEOsnV4oeox+1tL1Or+alqjkM9xdMyxaXsGhxtp77RK5eA43uAePcYA4Fleb/MAvniQfEsm5BYAp4q+pkjwydw3AHTVZK31O8mrQppFdYRn2JX5/YG13lGE008dlqZW+5pvEmQIA2yydiwsqaX+szwSCwNpwutttz3BsdW3btkKu0YUGl0sa6fidWE63na02P1edk8Xa1MgHxtx1taV0OcCzytxMzBMGAO3ZdO4qLMNBHwesX8Ay3ODrWmim81gPLojpgu2wzwSdrFp04Q1GJ89wvJ7OF8vwUoN3bioZyzDxgQVO15xkuLJC+gULQb+AZHiKZJjlF+AZ7tT49pmTk2Z4sXj7xMZI8sAhttAs7sFjnF8hB3NblOF1G/YYC1jffBKmTK5nMi4G8H4zq6D7JNofufufmdk9AG40s7cA+DyA31/HOgghhBBCCCGEEEKIBDl5siD6QpVxYT2/ZfILAJ6WKH8AXZ+YEEIIIYQQQgghhNgk6BNiE+AQ07ODQgghhBBCCCGEEBOIpkwKnMhX6GsPtNOH6a76ZcnyryxfSNf1yFLaSbK4yBwifC42m9eeBV+klZGp1UxBEDnEsnr6NeaGoJ6woF7MIdLJ+cVZJaKpqQqfV77evkCHJ91fNeJ3ONBJO0oAYJHs+33NS+gyD7XS7rp9y2ln00PEywQAy8Rr54vpENWIQwQAquSyY/6FiJx44KzFl6nWi/lNogwzP58TZ0U756HLyIa2MdkPgECFMxSaXsVDzbU5qpHr7WBrN13XChEKPrh8Hl3mKPGOHFvYnixvLHDvSHWROEGI/zBy1zBnE3OCeBb4wEgkgtOOjOQrI8tEHj7mHauTe+AKu+gAVCy9ru3kBpVXN8Ahlmc4VF97D57K0tk63uAC6Ba5fo8spB2LjTp3pNjJ9GsspwAwdTJdzvI4tRg4agr6l9pcS4WceG2YUy9r8X1k248yzFxlS8S/tJJH8sV0pWfZxbUBGe7kGebra3O53Exfi8sNfo3mpC9RX04v44HfqnYy/RprO2u8ixNkmN+AWYaZH7c9w9vhfIo4xEiGo34yyyrrS2SkTwIAyyTDi3kkqp9Pls6QjpGtc4Y7ueHkSroBWa6kc1cP/Isg1W2SDKMR9EdZhpfT7488eDTDS+kTnwX9VDhpn2cCHxpph3mG+brYNcSOva3yduIkcYgt5Oymwj8MzJCLy6pBR12E6AkxIYQQQgghhBBCCDFRsD/0aUBMCCGEEEIIIYQQQowl7AmxtgbEhBBCCCGEEEIIIcQ4IofYBLHqaX/Jvhafo/7l5sXpZVbS/qX9y7vouk6upOf6t5fTp6K6ykPI5oJHc9HpXHCShKzJ3QjMAcGcEZUmdxO0iYOBuRlagUOMfT1sRnceWO/B76bnONAhUoEEB9ppLxIAHM/Tjpp9De6u+9rquentLO9Mlp9Y5k6KfDl9rTCnXSXYbZph5uOKvvmXnN4KccoA3GHGsh1dW7TOJMP1TuDFKMF6Z7jlFexPOMQYhxppXyIArLTTLpSHSR4BnknmCqss8NsbdYUVbNMAoNIgfg/ijunUeDvE2rvoGmKOGuYdi64hdq2sNtJZXezwdqJDvCeUoH0eFu08w9FV3raezlLgX2q20vlaXSQulGXuVZk6yZx2vG7UzbScPo6hf6nNZDB0Cbou5maqEg9P6ANjztPA+dkifSbm0jrWSd9PAaDlx/iGUmRBH6MeyF0LkOeG5ZW1bZ6R66dV5+2gs37UIuuP8saDOe24f4kfK5bh2hIPi+Usw+k6uwXuOuIjqy6TfmrkFiWvsQy3Z/kxXqqnMzzfSTsQAaDl7JiRXETtcCsSXQ1GnhvqK0z4SpZp8gveiWc4I+1tJfhMRTNM+olhhleKZdg60eeTqOObpkL8YjTDQTvMYO7pMMONdH/tOG2HiwuFWVsIAGiRjroAwN3Gkbd7XJi4ATEhhBBCCCGEEEIIAbTIX9Y7/K9jY4MGxIQQQgghhBBCCCEmkJwMiHk4PWc8GP9n4IQQQgghhBBCCCHEGlqeJX8G/ZZJM7vOzO41s31m9sbE668xs7vM7E4z+zsze2Kv/AozW+2V32lm7+5b5hm9ZfaZ2f80I/Pgz5KxfULsWJ4WFzxC5pvf37qIrmtfPe1mOriadoWdWOXz+Zsr6UnXVifz3ev8vDOfUTgXnKyOeQ6Y4wkAphZI+VJ6/jZz7QBAazvxAJDp3q02dwrkZJy3vYlzoFuoJL1gLaT340DrHLquo+20Z4l5wgDgwArJ6nI6q40l7s7JiIOhskL8R0GG2Pk1Ns0/aLGoS2mIGY5otYiboZU+XkttfozrRM7AhJcAqENtWLTyCg7W1+aIffvM8QZvB5dbxOezyP1O9eX0MpWl9DGpEk8YEPiXmFOO+EAAIAvciCk8uJez64HVC+B+sQrx4HSm+fZbRHPUbKYvvOOB63DF0zuznKcdIrEgcDh08gzzCY9nnqe33STuNADoNNO5N+Kuqyzz+w/NI3HaAcDUInHULKdv5qF/ifhrvJo+Lnkl8DKS+7wTd011NXDqkX4J85QBQIu096vEv3S0xV2Hq57uZK3kxJ0XNAX5SnARF8BzQyvVj2TbbvB7hpF7VnWJ+IeCXWAZZjmdXuDirepK+rXqcnGHlVfS+5LXeIYqpB2k12mQYUZrG/Hj8jiiQdqjw03u3lyi7TBpu4N2uHPsBK/coOSGDvscxDRwjcD3Rj7Tsft/NfBxTlGH6NbMMGufAZ5hto/VeuAwI5thrrD2Dl6vZdIOH2mng9/wg3xdns6Rk/s5AHSOFPRCThjUITbAgJiZVQBcD+D5APYDuN3Mbnb3e/re9kF3f3fv/S8A8E4A1/Veu9/dr0ms+l0A/h8AnwFwS+/9Hx9gdwqhJ8SEEEIIIYQQQgghJpC2Z8mfzmB/sHwmgH3u/oC7NwHcCOCF/W9w9/7HELbjDH/KN7OLAex099vc3QH8AYAXFdilgRnbJ8SEEEIIIYQQQgghBIc9IdZziz3bzO7oK77B3W/o+30vgIf6ft8P4Fmnr8vMXgvgDQCmADyn76UrzezzABYA/Ly7/21vnftPW+feQfenCBoQE0IIIYQQQgghhJhAmAKl94TYbe7+Q2e7DXe/HsD1ZvYKAD8P4FUADgJ4jLsfM7NnAPhTM3vS2W6rCCMxINZBjoV87cTvFedOjAOd9DzlR5h/qcn9S/vru5PlJxppjwSbIw0ATrwjlSbxDwU+MPYam4cP8GcTmbOpSuahA8DUQjGHSfRgJN0X4gdotnh0VzrpeeWRQyz0rg2BllfwcHutF6xO5sA/3NpN13WMSCYO1bl84sjKjmR5vU4cOcRpBwBZg/jeiBqBlQM8d8wdA65soNupNPkyNMPEGUXUXt3tt5lDLF3OPFoAsEgcNctt4l9CfJyHQcsrOFxfm6NmJ52VxcYMXddqM30gG8QtAgBYIm6mFeK7CVwhzCvHfEaVOg9eRtoO9oR5pIFj3o/o3DJHj+Xp8taOwMdCru1OM13pYy3uEDtJDtl8J+2Wy8g9cJjkuWF1Ze115+Q+k0f+JeK1Ya4w5h8CgGpaeYraMr9pUlfYcjqQ1RUmZuTk5J5ZCdw11dViPtDIbcawOX5eKmT7DXIuowwfz9OVns+JH5H074ZKbsDy2n0x4s2Jriv2Gstq7BAj91JSXiU57S6TPu5ZvfhNLp8m943AS1VjPlR6vPi+OPHtWSe9/Sa5nwFAvZHelyjD8yQXLMNOnKcA4J0hdJRzo/dssAyT+xLA74010qaWyfDUYnEvY3UpXTGa4cAtmk+RDNeCDJM2mmW4usr7OCzDTZbhnXxfVuvpfWEux5M5/xA630m7kb3F7w9DyfAYwz4n54NNmTwA4LK+3y/tlTFuRNcPBndvAGj0/v9ZM7sfwON7y19aYJ2lkUNMCCGEEEIIIYQQYgLhDrGBhotuB3C1mV1pZlMAXgbg5v43mNnVfb9+H4D7euXn96T8MLOrAFwN4AF3Pwhgwcye3ft2yR8B8NGz3c8UI/GEmBBCCCGEEEIIIYQYLuxJsEG+R9fd22b2OgC3AqgAeI+7321mbwZwh7vfDOB1ZvY8AC0AJ9CdLgkA3wHgzWbWQncu0Gvc/Xjvtf8I4H0AtqH77ZJD/4ZJQANiQgghhBBCCCGEEBMJmzI54BNicPdbANxyWtmb+v7/erLcTQBuIq/dAeDJA1XgLBiJAbGWAw931s5vXsy5T+dAe3ey/OHWWo8TADxcT5cDwNGENwcAlhrp7bfIPH8AsHY6VMyvETrEyJRv6l8CADINmG2fOW0AYIrMt2e+HTYPHQCyDvHgMLcLcQ0A3LNU7/DzkgWeqWHQ9Eoyeyt52iN1uMl9YEeb6Twypx0ALBGvXYdk1QIXSkacWNQhFuSxcIaD66FCXgszTNwQlVY6j+1gHn1RD169xX1ZJ9ppJ8hi4BBjXqxh0ckzzNfXZqzRTmdoJXApNknufIVfo5VV4jMi5zc6HswrV2mmz3vW5n8fK+wQC/oVtRJt+tRCuvH2jPylL2iHmV8kJw6xky3e5hwmrrDjnXT7xdxTQyU3dFbXZsyI/y8LPEOVOnGxEEcN84QB3HdXrfPcsftspZ4OpDWLu1MyJ/f4wCEG5koju1Jb5m4zmtXAt1MhrjDmgzve5P6lY6SPeaydzjDzygGAVYjXpqjaLQcq9bXbYRmO7n+s38MyHHnwmHezRtxE1VWeR+ZZstXAIUYOPTsjlWoJYwzL8CLvQObM82Tp+2Ml8tAlzjsQt8NHOul8HyE+5YzcZwGguod8TjpKF1mD5dz7yZyykUOT3cvLeRmJ726FZDhou7IV4hBrpMs9aNNKtcMFqS7zg5xPpdsut3QflrXBAJCTvh9rh48E7ucjnXSGsc4ZHmc6zCEWfOYeF0ZiQEwIIYQQQgghhBBCDBf2LZM5e5pmjNCAmBBCCCGEEEIIIcQEwp8QG//vYNSAmBBCCCGEEEIIIcQEQgfEAl3MuDASA2JNr+BAYr77fJ52lADAodauZPnB5u5k+dHAI7HYJE6qZvrw5cQTBgAgngeQ+bkWfbUDey1YhrloKmT6eDTfvkocJsy3E6nNGKy+7Q4/xivttJuhETjEmP8pm55Jv1DQ19T2Cg611maY+c6iPB5vpHPPnHYA0CRZdeYDI94rIHBlDTGPtDxaF9E51Ij/AQCqxG8C4mzIqtyNQOtM6tXs8HUxhxjLNsA9gMOikxuW6msz1mils9UOPBKdenqZyNmUNUhWiUMkOh6sjaIOk8jlyNbFFwkgrpBGkOFF4iQh7prOdOAqIfcu5hSM8nikk/Ygsmyvt8cRAJAbspW1ueQOschVlS6nDrHA5VRtsPMeOMRa5P5LXGFZs3gD4U6u4ch300zXy0h9K8v8wPhUup3oTAVuN+K7Y36vpcDL+AjxLB0nXqYoL9ku4rs5RhdJ0nUwrd0Oa6OyIHfMs0gzvBr1B5lTluRxlefRiGfJmoFMKshksl5hhpmHL13nbIU3Xtl02rOUT6dzWokcxKQdXmiSfiqAw0XbYdInBADsIJ+5iviXcqBCnIllXMbsvsE+u9TCDBfz3THXXfc1UjGW7UrgHyT90bgdJhluk/tGkOF8G8kwaYcjhxhIO8w8eMyBBwDHaYaDz+DDyPAY0yEDXxoQE0IIIYQQQgghhBBjiZ4QE0IIIYQQQgghhBATBfs2SfaQ4jihATEhhBBCCCGEEEKICcTJk2CsfJwYiQGxFip4uH3OmvL5DneIHW6mfQ2HSHk0B3+llfaktJkDKAhO6AQbEqFniXkmyFR45jYBuBPEcrJMxud1e1bwYguOcTNPn5cqkzwBaKU1C8h2kRdKOMSOJ7xgi8RfMt9Mz6cHgIVGOqurjfQ8fwDotIhXhbnCygjfGCXaUXqqgmxXmukXI+9JRnwKjEAlxSGbZ3+JAYCVTvpcZsHFTXQKQ8PdUE9krE2cPXngkbB6ui0IHTykjWLeL9bWASUcdaxNQ9DesWYw+FNb1iEenhXu28lWiUPMiaeNZAsAv+5JO7HS5utazHkblqLNb+fDw9MZy5rp/YvcNey1CnPaBY405rRj5QB314FkCHnQ1pFMMndN+H1TbF0kp9YIDgxx1FXmuLuOtwfrn+HOLD/GtnNIDjFPZ4+1j2UyzHxgrBwAMuI55E453kAb8R+hXdyDR/1L0TLs/sCyWucH2drp/lq2M933i6/54hk+GXxOStHZxjPsO8++k2E5UB2iQ4x5FmmGg/5ghXmRG8WccgCAFnmtRS5U5pcGgA6pF1+Cwzx8QYYzkqFsLp1h1gYDgBFHHctw9DmfkW/jbYvPbURHY3TpkM8lmjIphBBCCCGEEEIIIcaSnDjE9ISYEEIIIYQQQgghhBhL2JNgekJMCCGEEEIIIYQQQowlzlQukupvDVpewaHWrjXlxwNpztHmjmT5iWZ6/vAy8YQBQKOdduF02mQGN/MyAUMNFfPdBKosOkc/axFXCPEyRdtxIyPMXCkEJ4eSDUp7sI9t8sjn3BSfI//g5el59R9/5LeT5Wbv4hVI0MmzZPaWiCOFecIAYKWZnmvfJjkFAO8Uy+pGuO7C7TD/EvPjAKiQDLNygHt4vErEktGlTQ4x28c2OycAmnm6aZ6tct/OyuXpi/uT+YfT9SLXKcNzQ6u+tl7eSu8H84QBQNYkDjHilwCCtovoIqJ2kLbDzDcTXQ8sqwX9dAD37WQrxPsBIGukX8sr5FgG11DRe8pq4K5h7o9ZJtO6Ypmua1gZthyo1FMOsfT7Q3cNW4aWB/4l8hr1hAEw4pUx5gqLzjtbhgUi8JEZy/0qEW8GDjF2duk2wO8RrG2J+n5FM7zrMSfpuj7+wK8my81+jS6TJAcqiUNZYQ6xwHfKMsm8TBXSPnW3zxxixL/UCSSP7LV2sAxru9l1Qsq72yE3G5JhbxbPcEY+o7D7HMA9caslMjxNVrbz0gW6rk/88y8ly83eQpdZ817iwAOCtjNwGbNlmEOMue6620nnKyOusMiDRzPEHGIR9HoIwsKuB+IKCzNM7rOVRvozeNznTq9riWR4vsM/58+QDJ972Txd5hNfeGu6XpYunzTot0wGzuNxYSQGxIQQQgghhBBCCCHEcGEDX3KICSGEEEIIIYQQQoixhA+IbXBFNoFS39o6CGZ2mZl9yszuMbO7zez1vfI9ZvZJM7uv9+8561UHIYQQQgghhBBCCJHGc0v+QFMmz4o2gJ9098+Z2RyAz5rZJwH8KIC/dPe3mdkbAbwRwE9HK2rlFRxsrnWIzbe20WXmiStsoTmdLF9u8jn4zVb6MDnxL7FyIHBilBl9ZcsEagQjU9GL+nlCmPeLOW0AeOAXS74/uDibRFZ2wbYlusyFl8wXq0BB2m6Yb671gi2RPDJPGADUyWvUaQdwrx07jsX1R0PFcuJ/KOHXiDw8/M8e5NoODnHRJ4rbHR76ZeKW21Vbpcvs2cv9NUPBAU+4v6xBfGDEEwYAWSN9sKLzy9ou5reKHGLDdOQZcRYVLQeArJE+AMwTBoB7ddj2g32nx5K0H6tBO3Wynb4Hn1dbTJZ/88WHeMWGBPPXZAWdNtFrzAeWBe0Qu89GzkSaI3regxPPfErEFRY2dU0mOiL+pcCDY7V0vmK3Gikn7pqVoO93gnhqL506nix/+oX76bqGBcsw8zJVQ/9SMYdY5JRl/kPme4s8cKWcSYHXLkngTHKSYV9ZSZcHPrSslv78wPxTcR+HZbh4O3xhLd1feOoFD/MKDAHLgSrpxhTNY7hMPZ2HSuAQo7475gprBSeLvEbbO9Ln7a0sXZwFLTHZfs5cjoGYuTKVbiOHmeGlRvqz0PHAIXZJbT5Z/rTzD/AKiJgJeBKMsW5PiLn7QXf/XO//iwC+BGAvgBcCeH/vbe8H8KL1qoMQQgghhBBCCCGEILjxnwEws+vM7F4z29d76On0119jZneZ2Z1m9ndm9sRe+fPN7LO91z5rZs/pW+bTvXXe2fu5YGj728eGOMTM7AoATwPwGQAXuvvB3kuPALiQLPNqAK8GgLmL03/hEGIr05/hmQvnNrk2QhSnP8OVPbs3tzJClKA/w9VdMjSI0aM/w7U5ZViMFv35ndqh/AqxZWGzhgZ4cszMKgCuB/B8APsB3G5mN7v7PX1v+6C7v7v3/hcAeCeA6wAcBfAD7v6wmT0ZwK3oPkR1ile6+x1Fd6cIAz0hZmZrnmVMlZFldwC4CcB/cfdHfZ+vuzvIYXb3G9z9Wne/dtvugTYlxJaiP8O1XXx6rxBblf4MV+b4o+tCbFX6M1ydVYbF6PGoDG9ThsVo8aj8zii/QmxVPCc/g02lfCaAfe7+gLs3AdyI7qzAb6z/0eNA29EbA3L3z7v7qfnadwPYNug4EwCY2esGfS9j0CfE/hHA0wcoexRmVkN3MOwD7v4nveJDZnaxux80s4sBHD7TxtteweHG2idsFhJOplMsMjdTKz0XutHmh6LdTrt+cuJsCt01RUdfI98LeS3efrqcusKCq4D6lCy9j3nkECvoX/Kcj+W2iJtprkrmzgN40rkH6WvDIPcMi421eWXuhwbx1gFAu5l+LW/xY8K8dhlzBg1xHnmZb+st5YUiDgZW3n2RucKKlXfXRcrJAei0uEOs3knn4qKZhWQ5ADzp3Efoa0MhN1h9bZ2zJskWKQci3xvffFGH2Ea5EJibiTrEmPMLgaskWIZ6nphTJ+rZsHsKOS+xfyn9ZDfzLz3jnK/zeg2LHKgkbgPcB8ZXxdw11McZaOBoVqK2i50rdn6ZJwzg+cqZny5YF3Ez5atEHBTk0Vrpgxb5p6iPjRz/lTrP8NHWjmT5ldNHkuXPmPsaXdewsBxIdWWYZ6laD7xfLeZsSh/fLDju1iLtUJk2jeaRb595v+gyQe7yelrI5u3gImaQelH/EjknAPfg1RvcIXasVcyD99SdD9F1DYWcZ7LCyomfDuBeuwrJY8byCH5OeIaDDgt7jbnFAg9d2N4ScubIC1xhDG+krwfuEItcg8QhVk9/Zj/a4rNrLqulM3zNjg3oS4wpbIyiV/5sM+t/SusGd7+h7/e9APobkP0AnrVmXWavBfAGAFMAnnP66wB+EMDn3L0/eO81sw66Y0pv6T1Q1c9/APBbycoPSDggZmYXobuD28zsafjGR76dAMJ5jGZmAH4fwJfc/Z19L90M4FUA3tb796Plqi6EEEIIIYQQQgghSkMf2jEAuM3df+hsN+Hu1wO43sxeAeDn0R0LAgCY2ZMAvB3Ad/ct8kp3P9D7gsabAPwwgD8423qczpmeEPsedL8V8lJ053meYhHAz55h2W9Ht9J3mdmdvbKfRXcg7I/M7McBfA3AS4pVWQghhBBCCCGEEEKcNWc34+IAgMv6fr+0V8a4EcC7Tv1iZpcC+AiAH3H3+/9l0+4Hev8umtkH0Z2aefqA2FPMLDWFxrqL+s4zVT4cEHP39wN4v5n9oLvfdKaVnbbs34FPInpukXUJIYQQQgghhBBCiCHDnhAbbKbt7QCuNrMr0R0IexmAV/S/wcyudvf7er9+H4D7euW7AfwfAG9097/ve38VwG53P9rTcH0/gL9IbPsud3/aQLUkDOQQc/ebzOz7ADwJwExf+ZvPZuOD0vYMxxtrZ2gyTxgArLbSc+qbxM3UJJ4wAOgQVxgPTuAZot4PvshQKbod4lgCAp8ScYU5P8TcR8YgTiwAaHTS53hbhfsfrtp2tGAFipG7JX1hdeIQazf5wWLuOnT4QTRyvGjuSoi/6CIlHGJ8I8WdOtGuFHWFRRnmDrF0cU58IACw0k7nYjaQGj1hxzo7xDztf2BOCOZlArgPjPmXomXYjXrD2lRGQbcYgFK+m2FC3X2k/WgFHrz5VvqLRCpkI98883CyfJiYp3PJLivmCQO4k4r5U7LgvFOHWLQMy0SZrDCvDHM5Be4c6nIiy3jkSSvqx0Nw/El722zwbjDNMGl0rp5e5zYYoA4m6l8KnFQZcTOxY8g8YUDgdSvTppFlYs9S+jUv4Wwq5Qpj6yLbZz62yL/E7qmrdZ7hE8203aayI739q6bOqHU+K8yB6moxV1hGnHYAd67R49scosMzcHuxfNFy1m4Gy5TxgZXBiY+M+diY1w3gGW4SD97xZvAlDETcdNX0+mZ4nDmbfrO7t3ty+1sBVAC8x93vNrM3A7jD3W8G8Dozex6AFoAT+MZ0ydcBeByAN5nZm3pl3w1gGcCtvcGwCrqDYb9bvpacgQbEzOzd6EbvuwD8HoAXA/in9aiQEEIIIYQQQgghhNgASnzB36Pe5n4LgFtOK3tT3/9fT5Z7C4C3kNU+Y4BNf3iwGnIGfS7n29z9RwCccPdfBPCtAB5/thsXQgghhBBCCCGEEJuD5Zb+KTFraIM5YmZXA90vdTSz95rZgpl9wcyePsgKBh0QO/V92Stmdgm6j7pdXLy+QgghhBBCCCGEEGJLkAc/W5vXA/hq7/8vB/AUAFcCeAOA3xxkBQNNmQTwZz3h2a8A+By6D8/9XoGKnhWdPMOJ1bWThettXv0mcZu0O+ly6gkD4MSf4sQVxjws3YVIcQn/UilnE/tGVaZJC5xJVivoXyrqCQuIps538vSGpgNB0YW1k2dbpZA8N9QTc+TbJKd5KzhYJHcsp0CQyWGO+rNsBYuwTNCshE679JacOO0ArjHx6vAyzObks/YDABqkbatl3H+x3hk2ByqNhEOMqC8s8IGx3aCeMAR+q7N8xPvRKyPnJGyHN/kvZ7TOBb2B4MeYNZ2R63CB+Jcy0rPaXVnmFRsWDlQaa4uphyZQCXFXVfr9Ub+At898Gb6yEnks6iML3DnU5RT5nxjEL0Z9VQjcbsRdkwcZnif+pQ75W/JcVqfrGhbMwZQRv1fk82FeO7quwG9FvW7MgxdliBH45go7m4boCYug22FusdD5li6PMrzQnEmWNz3dx9ieJRrIIWK5o1pnWS1WDgBGcmTUgxe0Q6xdYQ6xwGVIs0rqG7aPG+QKY+Q0q+ny2FuYLu800hlmDjyAt8PbLRDYipDC/eytQ9vdTzW23w/gD9z9GIC/MLN3DLKCQaX6v9T7701m9mcAZtx9fT99CSGEEEIIIYQQQoh1Y6h/nNtYcjO7GF1R/3MBvLXvtfRfZ08jHBAzs38XvAZ3/5NBNiKEEEIIIYQQQgghthhs5srWHxB7E4A70P0mypvd/W4AMLN/DeCBQVZwpifEfuC0308dEuv9XwNiQgghhBBCCCGEECMInTK59R1ih9D9wsdFdz9hZj8C4Ad75a8eZAXhgJi7/xgAmNlMb8VX9C2zYeOFndyw3JhaU95s83nzeSc9tzgv4V9y4qTiI6mBw6Og9ytyFlH/UuD9KuoKy4knDAjcSHRfShyXEnRIBWYCIUyHHJgn/cyvD6VO7mnfTs4yHOYxXV7GXVfmKubnl5QHeWS5y4j3K68EbgK2TJBhkExSd14pPw8r5+tqk4M5HWSYOUGu+U/DyTA87edhrrBAd8YFnaFwrmB55P0q6K4LPXTkNa+mV+aBO8cyUoFqdBERdx7LauQQI74fI/e6PHBvrrTXOhMjlvNp+tpTXz+cDFuediox71fsTCpWTn1cZ3qNLULOLyu36P6bkXxFUr+iWHEBo7ObXeDuYeeMtVMe+DoXmulMtshNbT7nvpsn/3/DyrCjknAqMVcYu6YBIGPOJOY/ChxezBVmJbI9VDbZv0TdUG3iZQp8WdRP2OQZXmwVy/Cxzhxd17f81BAynANZg7nC0seKOe2A7vWQhOUxuB6oB69EO1SYTc5pCKtbK90fZecX4A4xkAzPEwceANTzdB9jI9rhcWWEp0z+DoDn9QbDvgPA2wD8JwDXoCvVf/GZVjCoVP9PAcyjK9Q/ZQ3d+odHCCGEEEIIIYQQQqQZ5pdUbSwVdz/e+/9LAdzg7jeh676/c5AVDDogdqm7X1eigkIIIYQQQgghhBBiC8Jmfm3yd6kPQsXMqu7eRleq3z9NcqCxrkEHxP7BzL7F3e8qWkMhhBBCCCGEEEIIsfUYYYfYhwD8tZkdBbAK4G8BwMweB+DkICsYdEDsXwH4UTN7EEADPam+uz+lcJVL4G5oNNdWtRM4xIpOx3bmAwOKPyrIhlgB6iAq6rQBuJuJ+o8AGNG6MEdMoLspPGQcuaTousj+RzqSjJwwVg4A27NGsjwf9Ao5E25JX5i3yY4HeYziVRjqA+Mb4c4k9n6+ebYMUQOEjXKHOv14WJz4JJjvLrq2irrVypzISpkMF1M5cTytFKKusOBcDTPDZdrOos7EvBVcj1XibCIeS+sE960aEzOW8E8Rh1lEcX8EPy5Nsp8tctHXbIWuK7ruipLy8FDvVJThYXYQme8tuscyJxhz1wV5MOaCK+O066TPr9WK+8iskt6OB9cDcwSxdsoCX2eD7Avz3e1mNzQMsy/BPHjpQEbOJHZd06cEhui6s0rUiSNtJ8kDAIBlhXYWh+jHi2DbbzNfVpRt8kKQ4Xor3QFokI4Bc/ACw2mHzZ27wog/jbq9ANrPoFkdptOOtY8Ab59ZefShZqv6xUiGU47DU9D+IvkstBq4SFfytW5xAJgLPnSEn0NFOb/vFsDd32pmfwngYgB/7t/oJGTousTOyKC36O8tUT8hhBBCCCGEEEIIsUUZYak+3P22RNlXBl1+oAExd/9akUoJIYQQQgghhBBCiK0NnTI5AgNiZ8uwHuIWQgghhBBCCCGEECPECDvEzpqRGBBzB9qttRN/c+a9GHoFCr4/0pERNxOb18x8TUDgXwrUCHSUl5YH22d+L3LhlPIvsc1X+EmpBP4rxiXVE8nyL/3Sf02W21veUGwDnvaFGXOIRQzx6z5YHo15DlDcXce8dQB3YtBlgjzyEAf7QrZP81jKg0eOcZDhjFyonWBfLqrOJ8u/8E6S4V8vlmFD+nxRr0kZQmdSsfLQXUd8c3k1fdyZWwzg/kWLJGYFMeaYAnel5DV2QQbbGWJnqJOn9595P3Zn3CF217Ay7GmHyTD3mzZRwTlk7XAeeeBy0n6Qhjhr8+6eFXXXRQ6vYbp7mKMnOC/MwUTPZbCuJjlmJzvbkuWPnTpE13XP/yAZ/uXifYmUF8yIB2+YziTmAwMCBRItD7LNHHWRu444ha3G5Kb8xHtneDc12pciXqysxbed8h8CcTvFXI4n2+kMXz51lK7r7reTDL+jQIYdyFrEFcY8eGUyPExXGAt3kGHquyPlkR/PyXHZdMh1wlxwQJBh8lmo0eL3rZOd2WR5mOFfJhl+W8F2eFwZ4SmTZ8tIDIgJIYQQQgghhBBCiOEyyg6xs0UDYkIIIYQQQgghhBATCP+G4Y2tx2awQXMOhRBCCCGEEEIIIcSWIic/Aw6Imdl1Znavme0zszcmXn+Nmd1lZnea2d+Z2RP7XvuZ3nL3mtn3DLrOYTEaT4i5IW8lxu6IuwUA96RsxDBn6BAj5dQhxteVk7MXOX2YdoQRHi7ikzCyEQ+8VHwbrDxyiKWf+awEooUW0gf66bf8PF2mKNZJ7AzLcHio2BB+sAgb+iaHJHRlETeDV9MVYJ4uAMiJK6yw6667VOGF8tQ5CbY/RC0ULHDdZaTOeVCBuqfdTI+98X8UqxjDSdtSXN1GPUuhIY61nUwzFGaYbJ9cD52pyCGWroBRR03xEEW6nZRPCOD+yUjDV9ilFVyPbXJiVvLpZPnxfAdd1+XveQffUEFS9yd6zyzjayzqwwQAcm9kbjEA8Er6+Drx4DlzygFw4jOyDjnxtUAMSaC7H7l+mG8ncpiR6yFrsffzE8P9S2l3zYHWHrquK971q/S1IhiALOEUYv2uiDCTRWF+MdZ4BQ5NVEnntkIERACMLcN8YJGziR3LwDtWGOoQC/xLzXR5lOEWcastddLt8CPtXXRdV1z/a/S1gXHAmEOsjLstujkmNxLdAFmGSTlpg7vLsNyXcIix4zLMPJahna6XkXKgeIYbgfuSefAebp1Dl7nid4bTDo8rZ/OEmJlVAFwP4PkA9gO43cxudvd7+t72QXd/d+/9LwDwTgDX9QbGXgbgSQAuAfAXZvb43jJnWudQ0BNiQgghhBBCCCGEEBOI5emfAZ8QeyaAfe7+gLs3AdwI4IX9b3D3hb5ft/et+YUAbnT3hrs/CGBfb31nXOewGI0nxIQQQgghhBBCCCHEUDnDLIFnm9kdfcU3uPsNfb/vBfBQ3+/7ATxrzbrMXgvgDQCmADynb9nbTlt2b+//Z1znMNCAmBBCCCGEEEIIIcQEQgfEus9x3ebuP3S223D36wFcb2avAPDzAF51tuscBqMxIOYAOmtnd0bqCTpNnE7TLuEWY5Nqo4moTE1A6sU8YQCfc828TMOG+SeywGdQdF0MK+EQi1gmXpttNSIeKYpb2hdWwr80VK8Nc9RElwNxE+XkgrR2UGHmECuhRqB6rcAZYURJwrYfudWKtiCRyqJMhhc6M8ny6hT3rhRlaArGMp4ldk4Kt/X83pETDx7zEgGBBy9yXBLciBeKXHNA4Jyh/sXgemD+CKYECfbRyYlZydOuuyPtOV6v2pBcKY6hfX14UZ9g9H7mu8uC48uOiJENMbcYAHiifwUAmCK+G7omcN8Oyx1xKXXXVcK3l/BrdcvT7y/jX1pup/sLX2+eS9fltWEFD0PLMDsnTjZggQfW2blifYwgj8byWA0adeJ7QyfdiY6Vfunt500iQApcTtQNxfpLLe5fqrSK+fEAoE2O5UI73V840OD+JQyhHTY4jF3zw9Nuxh0sgjMvMs12kEd23pl3LPCRsQxFft6N8Is52UaY4WaxDDdb/EMwy/D+Jnc5+rD6EmNKGV9sHwcAXNb3+6W9MsaNAN41wLJF1lkaOcSEEEIIIYQQQgghJpGz+5bJ2wFcbWZXmtkUupL8m/vfYGZX9/36fQDu6/3/ZgAvM7NpM7sSwNUA/mmQdQ6L0XhCTAghhBBCCCGEEEIMlbP5lkl3b5vZ6wDciu4cjfe4+91m9mYAd7j7zQBeZ2bPA9ACcAK96ZK99/0RgHsAtAG81r37DGRqnWezjwwNiAkhhBBCCCGEEEJMIJaTqdwDTtN391sA3HJa2Zv6/v/6YNm3AnjrIOtcD0ZmQMwLeqmYG4me1DLOpqLlAJ2kyvwikbOI+cUi/xJ9qYzTh1FGu1VmO4RKCQFV3dMioJ3T9bOtzjdY56nr1AeGKPfEIRJOpmbeseJOO1YvqpUJckK0H+EyTA1BnUklrm12XCIHYrWEQ6zl6QZh+wzxnqwzYdtRor1h5zdqIxnUzcj+Oha4nDoFT5UHHh6rkAoQd0x3fWRd7DItIUqg10PgB+zk6Q3VSYMw35ml66rNDM+Dl4Q6FvkixR1ikX+JlJfJdi29ssiD50xixoj8PMTlRD087UiEk4a5fgAApEOfkWvIgv5Kp6B/KQv6HkPz4MHjm8fp7y7Vt2X9gqCPwTyHpO30SPJI/GJGfGAAaENs5FjF7XC6bhlbphNkmN64mHOV54RlOGvyxqjTTr+21EpnuBJ98p3aJP/SEH1goUOzqIc28H4x351VSYaj9oFlJbqnkHbQ2yU+oLEDwwZPyjjEGulttEl+AeBkaxt9jTG8dng8obewCThsIzMgJoQQQgghhBBCCCGGxxm+ZXKs0YCYEEIIIYQQQgghxARylt8yOdKs27dMmtl7zOywmX2xr2yPmX3SzO7r/Rt8v68QQgghhBBCCCGEWC8s5z/jzno+IfY+AL8F4A/6yt4I4C/d/W1m9sbe7z89yMqKPq63EYOZbFp56FlgLxCdAtECdV8j07TzajBHvqArhWk/uisLXku9PZoiX1Bh4oHTJyNhaQUbYf6lPdMrxSpWFOrwiJxBTHTEN1PUMxRuv+B598hpF5zH5LqCPLJ8RdmiuWfKoqBhKexmCtZVLsPp13bNrBaqVkTy3LNTWMK/FGWrjE+JwnQ37O1Bhvlrxf18PMNBe0eOS0buDxvnEEu/ttyeTpbPZtx1NzNdRkw5ODSPYYYLtl3MDwfeRkbnnWaY3R6q0c4QZxJ7f9QxYAJIsi/WCtbFBH3RNcT2n2S40gwyzBxixL8UOcSyqeKutDSW7Mg5u6FEnqEoXymC+zW9HkjuLJLS1EijRuWP4MEnWOSlIg4z6oxqBY5D5ntj26cCVaBCmsig6USrlT6WC610O8z6HsAwM8w2QMqDc0UzTI9v5B8kFQjabgpzhVXTx9CKykiB2F1HcsT8eB6tqyiBr5I5xCqN9PtZfgFgvpl2iEUZrqx3hkccLtUf/0fE1u0JMXf/GwDHTyt+IYD39/7/fgAvWq/tCyGEEEIIIYQQQgiOddI/kuoPnwvd/WDv/48AuJC90cxeDeDVAFDZs3v9aybEkFGGxajTn+HqTs1wF6NHf4anZpVhMXr0Z3h6evfmVkaIgvTnd2Zq1ybXRgjBmGSp/ro9IXYm3N0RTBpy9xvc/Vp3v7Yyt30DaybEcHhUhnfs2OzqCFGY/gxXZ9UOi9GjP8O1aWVYjB79GZ6qKcNitHhUfquzm10dIQTDnfxsdsXWn41+QuyQmV3s7gfN7GIAh89mZZFvhk45L1re3VKhZSxyNpBhVraEd4J11dLleZBcYx4P5jCJtCO00uli5rQ503aKbRzIyWutnM9F75BlLpheLFaviAL+pdAzRD0LgaOmYHn41wBycTGHiQdOOyfz1XNyYOi+I8hw5OFj7j7iM4hcUlRvQg5m5MFjRBlmXDS7ORkOq1rCIcYOfZm/6lB3HNs2aWsBwEil2b7kgevGSCayIMMZcfQwV0cEqzP1MkUOMXKQlzpTyfLdgSTunO1DcjkaOfesTSvhwaPvD8LNHGJRE0H/kkvPYRl5HGmHA0cMczkZ8UJZg3cMrE3cTMSDE8G8kFmgp2u2iUOsSTx41cCDty0QPRXBkGxznXjdIk9Y0UhkzLEErsqiRA4vRnBTYe4b6lCrRnJRkuE280Jxh5izDJfY/6xdzL/U3T5ph2mG+QUxNRO40opA21vm8CrhrmNE/kPm52VOueAc0ldqJEPBBUQ/UwZOPf6ZkjnMeDtM/WKkXhZ48LJWsQx74Jicr6cdYlGGZ2bW10c66ugJsY3jZgCv6v3/VQA+usHbF0IIIYQQQgghhBDo/mEh9VP8Lx6jx7oNiJnZhwD8I4BvMrP9ZvbjAN4G4Plmdh+A5/V+F0IIIYQQQgghhBAbjOX8Z9xZtymT7v5y8tJz12ubQgghhBBCCCGEEGIwmA6BTkkfIzbaIVaapH4jmtTK5oIzhxd7PwLXD3u+LpoLzhZh72dz16PNBFPqmauEatKihBScu+/R1O2iTqES12YneCByytJz5B8zfbz4hpJ4MpPM4WGVYAfpa0HuCrrzwqdjybXCPAd5uDLmCiPLBKuizUEg4smIRqTCzkug0GCusjLqnozsaBa0eTWS4ctnh5RhSzvX2P4FSih+XZfRyrBVRcedxavMM9PM2UT2nznHuhUgywR/nWMOJOYOijo2gZKErCtwiJHX2sQDVAl2cu/2k8UqRnCkjws7JWGGh/p8ffFzxSqdUa8bP75OLhbqfwzbYXJ/IB3tLHA5WbO4K4zmnnrw+Lpy4l9qdIp3nc/Zvlp4mRQOIE95A6nLMWhv2Gskd9GtnDnyWLaibBvpsISXHOvktIm7rswUoA65hlo8RNYiDTSV/QVeKnYNBX1rJ+1BnfnQAnYPIcNuBifeS2duschDW/BzSKlmm/UHo8+NbBmkHZohJZyJDJp75roDYG3iEGNtd5Rh4sGjGW7yM9YgGWYeaQDYua1OXxNBX3P8x8NGZ0BMCCGEEEIIIYQQQgwP9oeKSZDqa0BMCCGEEEIIIYQQYgLhA2LjPyKmATEhhBBCCCGEEEKICYRNy2bT6MeJ0RkQSzyvFzpiyPN9WYVMkC3hrmFCBeZSiGBTrj3wfrCJ7U6me59aYxEiRwzzq1SpVCfaECkP5ugXhTmWAGCGTGC/dOrYcDZugCfcXzTDLKc4g1+MQN1xJU4VhR1eunEgJ8FnPrJyBJ6HFnFWELdK5OqgPrYhuoZYTgFgrpL2ezx+5pGhbNuNOKZK+JeIRiqERqK45oi7ukqcK9bcM4dYKSJdJnHEsOOfRc4k4mop43Jk98Fqlm4opoNsXzV7lG+oCCTD7BoN/UvUIcoWCNohlqHg/sumMLDzzlxOAODkPuusc1wGsqqsye8PlQbxTzGXE4hfC6D9Ne5cA9Ap6ifix+ui7YuF1kUxcp2SrIZtbVG5aAkPHXPS0A9eCPo4wemwjGy/lq5AqWQzP16Lf5SyBpOLkmuO7AcQOMSCNt1a5HNCic8p525bLrzMGgzIa6RO5CbvTOqKyBmYPlbFP1HxF6I+juVMIlaiz8vau8DVVdTxDOYJA4BGs9Cq2DkBgKyoB4/kF+Ce0ojzhpHhcaa4onpsGKoWVgghhBBCCCGEEEKMBpZ7+mfAATEzu87M7jWzfWb2xsTrbzCze8zsC2b2l2Z2ea/8u8zszr6fupm9qPfa+8zswb7XrhneHn+D0XlCTAghhBBCCCGEEEIMDfYUaviN16feY1YBcD2A5wPYD+B2M7vZ3e/pe9vnAVzr7itm9hMA3gHgpe7+KQDX9NazB8A+AH/et9x/c/c/LrxDBdATYkIIIYQQQgghhBCTSO7858w8E8A+d3/A3ZsAbgTwwv43uPun3H2l9+ttAC5NrOfFAD7e974NQQNiQgghhBBCCCGEEBOI5Xnyp+c8fLaZ3dH38+rTFt8L4KG+3/f3yhg/DuDjifKXAfjQaWVv7U2z/HUzmy64WwMxMlMmk77OQC7OpJzUKzvoBNl+qPezhPScCi4DmSTRQ0ZyxsIezeCrVplElfpug40z8SrddiBTbBGLbCjVt7Q0ck9WTCZJMZJJ5t0Msp2VkeqTfEfHkcIk5lTwGYy7FxWyR9dpiV3pEPknFVBHElNWtRJ/dsjJzkTi8Z1ZWqp/bmWpeAUIqfPChOReDdqOIR4TdkrKNOksQ+Flwval4BdZnPE1grMmiqyr0gjuDwXPS9RutzvplVXIiZkxbobeMz28LzdJCclphgNpcvEMB/c/muHoWwvIMuSc8PaZ72fOpPJRM1jwuFTIFzl015V+rUK+DCXaPmsPgm4BvF1MSJ4Fjc7508OT6nstleHiUn22DN2NoA+XMSE6m4ITiLfp9JxIqs/k6qQdiu7lRTOctXhDmDFJfosEL+oukc1EX/Zj5FphQvIow+fNDEOqb3DyxRdMxh59uQnPMNm/4J5Fb9ksW8G6nEj1ubg/OPHsPhC26aztJvvC8gj+hRXohN/gll5XO70vFdKPyZp8H9uddOOWB+3UnukNfeho5DjDlMnb3P2HhrIds38P4FoA//q08osBfAuAW/uKfwbAIwCmANwA4KcBvHkY9ehHT4gJIYQQQgghhBBCTCJ5nv6J/jj3DQ4AuKzv90t7ZY/CzJ4H4OcAvMDdG6e9/BIAH3H3fxnmd/eD3qUB4L3oTs0cOhoQE0IIIYQQQgghhJhArOPJnwEdYrcDuNrMrjSzKXSnPt78qPWbPQ3A76A7GHY4sY6X47Tpkr2nxmBmBuBFAL5YdL8GYWSmTAohhBBCCCGEEEKIIcKeBBtgPMzd22b2OnSnO1YAvMfd7zazNwO4w91vBvArAHYA+HB3fAtfd/cXAICZXYHuE2Z/fdqqP2Bm56M7af5OAK8puFcDMRoDYgYgS5yNYK67pd4PwKIJ5HRlxI1Q7O29F0m9yMpyD+pbIQ/4kX0HAgUDe1awhIcnJ3PnrR34J5g+hswFN+Y2AZ9XHsH8YhdVhzjfPHFYWB4jT1hWKZ7hnMrKSB7LuIxI7sI/LLANMQdAJIaiz7sGLityDTEHQeSMKOzBCzwHbPuRB28uqyfLz6+kywtjxCFGshr6l9hrYXtDXiRtQSmFWAl1HG1UWb8iei67xHUXOYLSFQg2X7RpiXws1KGSrkDkx7tsajgOMTcgT/R6uAcvWBfLCjkmUTvItJ9RG8Gg5zBoO4u6pKJqFfUvUdfNsGEaHq6uo/4l1j5nwQV00fQC31AB3Ix48Ehda9G60uVlHGK07SLtU6gDJX6raPMZa6TZ/kfKpsDDm3x/1CcjHzDp5oObDfP7RA4x5mAq00++cAgZdgM6U8VutHnCmfeNZch2ynjw2FkhfdtoFhnz4OXkY3f02ZS5JKO2k/VtqUOMeN0AnlUL/F4MI5LprEWyHTrEivXfAeD86eE5dceSnElIB+tRu/stAG45rexNff9/XrDsV5GQ8Lv7cwba+FkyGgNiQgghhBBCCCGEEGKonEGqP9ZoQEwIIYQQQgghhBBiEiFP8A3oEBtpNCAmhBBCCCGEEEIIMYnQKZMldFMjxugMiCWEAxY5xJgboYwbiXmWyOT1cC44ne/OnGd8XjdbJpTnsOMSeMf49kk58W4w1xAA6gGiSo7AIdYi7ppWIDWqIe1m2l3QJUGxdC6MHJPIE1bmXBlrzJgrq8S1xZ0NvF45cQCwlUX7zo5ldM3TGDEvFasvAJDccxEPXxVzIFQCadN2S4tELsyG08x3/UuJSlP/UuAsKnVZlfDKFYRdJlkg9yK6G76NyF1TXOsCdovIiW4uciZlXFGXXlew8zl5LSfHcnt2+rdvf4PzK0PyfhCHGMtw6GcrqD+M1FpFM9TdULqYe78Cd07Be0q0rqIZZu5JgLtCs+D+z/oMTL8YaWWZ95S5aypBW3ROdZlvqAgGdKZSDrH020PPEGtS2TEJfGSBVTddWsJlSB1PADrMG1zC5UiPWcFrHgCMuLrY1KQI6hBrB85Z0i9hGY7YVV0tvMwaDPBaetvsnOSRZ7Cgw9OCE5+T/pWxExxlmPVh2f0h+KxBu9ahQ4x5+EibGqzL2uSCZOUBLKuVJivn9eq0izvEdlaGkOFxRk+ICSGEEEIIIYQQQoiJgv0lVU+ICSGEEEIIIYQQQoixRE+ICSGEEEIIIYQQQoiJgjnEWPkYMRoDYpZ2B4U+ISKGiNxIdF1sOjJzi0XT3QsuE3kOMjLf3YP50+yYlfFSdZj4hDlEiisL+OT5wCHC3AiNpDymyxQRjOy0abpMMTzpuGKusOh8ZGWcScVUXfF1UlSVVSLDdNPBuipVJk2KVpiudIc5xBrhzhQkyDDx4HWCjcwSAdSObEexagUk/UDE3RY6Wli+Q7kYDWuwTEGYwySQhVhBz2DkUqT+pTDD6WKW4azJV0U9gGzTweXL7kMdUj5DHHgAsDuqdEE8cRvg7ppgRQX9S9EfWKnztERTz85h6DArmuFgZeExSxFcvx3iu4u8MpFPKbn5wJvHHHktspNZ0E5EjrwidF2ORRxi8bpSUA9b0D4X/bgUtR3sMIaursLuusC/xPJd4l6Tt0hWWuQABG4xI41IFnkhSbNaxr80zVZWBLNkfgHedkTnqnA7HDTEzFHnJZ6OYW0Hi1Zeos8dOcSYd40ey6BNt1b6s1OlRRrPaPCEZZhEK3Kedsi1xTylADAzjAyPM1SqryfEhBBCCCGEEEIIIcQ4ogExIYQQQgghhBBCCDFJeCf91J9ryqQQQgghhBBCCCGEGEsk1d/qOHGI8SUy5qgpoZuhfq8S/iXmhmK+FeZC6y6TPgBltk+PV4AT/1WnhFOIQV0WwWB1q52eV77amSq8/ZoN5xIxS/vC2HGPPGEZyUTkjmMh5k67IEOknG2eedIAIC/o5KgE62KvlfEG0gxXg+MSeO3SKwteIgczDy6imTLCoSJYev9plQJXFg9RdFCYE2MjbtTBuSUdBXo5Rg4x5gEKo0VcJUSVEagUuU+pxH0zJw6VNhHFRG6PuSFp4rr+pUR5Cf8S9bqQJiq8/bFvOo+WYbCFomNY8I+/ZbxUZTKU1dLlzEEEnMFNVfD97HroEE9pFqxsOnDkFcKAPHFcaIYjV1Zhh1hw/2N9DOYDi64tup0S553UK3RcMpdV0c4PgGyKeKmIj9Q8kNqR45JF3jHSL8mJQyyiFgn3BsQN6NTIOWHHPXBlMZhvLRbRkfISDTFvCsh5L9GPYZ4wAHDSRvLc8zxkNZLhKtmXVuTBSx8YluFI+eUlPHhRGy0AkCfEJNUXQgghhBBCCCGEEGMJmzKpATEhhBBCCCGEEEIIMZ5oQEwIIYQQQgghhBBCTBKS6o8AKV9Y5CZic8HL+IScrIzqj0p5ypjLKXAmlJhzzpxVZdZF97OEv62wy4L4aQCgk6fnlbfKSMyGSJZwBzFXWOTKYsswF2K0TBndDM0qeX/keGJnhG0jct1VyTFjzjWAu7qyanqZPPQ/Dc9llZdoRGYiqeIwMMBT+89cMMHxKHq9A4FzJmgLKFRsU0IiUtD7FTZDzFEX3LeYSzLlGeqWB36NNtnGBjSdM9akr80OyeUI5hBj7poy3suCzlHgTI64gtsn28kD/Q9rOliVQ4dY5IYqshHwrLJsA4Axn1KZY0zaow5pc2pBAzY1BP8SEDiYqEOsxEbYQwKRFpK16WVuiyXaYSt4EYX+pYIZjvYxb7EMEw9dGXl1dF7YuSQevIhKUdlgAjegM13Mb1UmwxlzukaHdyMcYuw6IfdeAADxABIdJwDuXaN9ryjDxBWWVdIVoG1wAP2sFyn1inp7xZmwvN1Ojjs4k6OOEZs7QiCEEEIIIYQQQgghNpxLcOXTjuJg8rXD2A8At21ohTYYDYgJIYQQQgghhBBCTBgP48FLH8CXkJ/2NNi8HwUAuPvfb0a9NopNGRAzs+vM7F4z22dmb9yMOgghhBBCCCGEEEJMKu5+4DxciIfx1f4y7MNdOIKHn7B5NdsYNtwhZmYVANcDeD6A/QBuN7Ob3f0evgxgCQ9Q5L1iziTmJsoD/0AZ79hmEtWXHTN2vMLtMB8ZdeeUmbxPiOa7EzdCu7DcZHiYOSqJDDMnVrVSxjfCx7edCGyoBi/KUEFHTnj9kCqzZSK3GnstddxPkRNRZIusK2eOJ3DPBd39IesPpqnMa0iYA7W1O8Ou60hpRlUdwTGhjpihts/MtRcJEEkxa++iDDFHXZQVcuHlbeIQCe76Kb9WtP1SbhdyvmYCicpsNlV8Qwnc0v4pemsYoncqMnBQ30wp/1KJRWiGSfkGOcQ6JBKd0CHG2gmy+bDN4a+lyAKHWC2UBBWAZZhdi9E1Su/ZwcbZK7R5HqYTK9h+QS1klNPIL5ZeGX+pUi3mELNYBpteJtIp07aF+FOD0Jf5nLC2QtwByB1ixe+/xT2hJZdhq2JdeHadBPvIM8yXKXovDx1iU+kT4yTDodur4AeIKNul/LEi5EF8edcO7Dp5kV+GqtVwGAewA7twwo/eu9l1W2824wmxZwLY5+4PuHsTwI0AXrgJ9RBCCCGEEEIIIYSYWNx9YS+uwtfwFeSe40F8GfvxwEWbXa+NYDO+ZXIvgIf6ft8P4Fmnv8nMXg3g1QBQPW/XxtRMiCHyqAyfrwyL0aM/w5U9uze3MkKU4FHt8K5zNrk2QhSnP8O1HcqwGC368zu1XfkVYitzLz4/NYfdzRw5LsBeLPqJQ5tdp41gy0r13f0Gd7/W3a+t7Ny+2dURojD9Ga7unN3s6ghRmEe1w3Nqh8Xo8agMzyrDYvR4VF9imzIsRotH5XdG+RViK+PurSvxzXgEX8cDuHtiLlhjbqF126DZtwL4BXf/nt7vPwMA7v7LwTJHAHyt9+t5AI6udz23MJO8/1tp3y939/MHfbMy/Cgmef+30r4rw+WZ5P3fSvuuDJdjkvcd2Fr7rwyXY5L3Hdha+z9whk/LL7C19mOjmeR9B7bW/hdqh8X4sRkDYlUAXwHwXAAHANwO4BXufveAy9/h7teuYxW3NJO8/+Oy7+OyH2WZ5P0fl30fl/0oyyTv/7js+7jsRxkmed+B8dn/cdmPMkzyvgPjs//jsh9lmOR9B7T/Ymux4Q4xd2+b2esA3AqgAuA9gw6GCSGEEEIIIYQQQghxtmyGVB/ufguAWzZj20IIIYQQQgghhBBistmyUv2AGza7ApvMJO//uOz7uOxHWSZ5/8dl38dlP8oyyfs/Lvs+LvtRhkned2B89n9c9qMMk7zvwPjs/7jsRxkmed8B7b/YQmy4Q0wIIYQQQgghhBBCiM1kFJ8QE0IIIYQQQgghhBCiNBoQE0IIIYQQQgghhBATxUgNiJnZdWZ2r5ntM7M3bnZ91hMze4+ZHTazL/aV7TGzT5rZfb1/z9nMOq4nZnaZmX3KzO4xs7vN7PW98pE9BpOUX0AZVoZHH2VYGR51lGFleNSZ5AyPY34BZbhXNtLncFDGNcNivBiZATEzqwC4HsD3AngigJeb2RM3t1bryvsAXHda2RsB/KW7Xw3gL3u/jyttAD/p7k8E8GwAr+2d75E8BhOYX0AZVoZHn/dBGVaGR5v3QRlWhkeb92FyMzxW+QWU4T5G9hwWZOwyLMaPkRkQA/BMAPvc/QF3bwK4EcALN7lO64a7/w2A46cVvxDA+3v/fz+AF21knTYSdz/o7p/r/X8RwJcA7MXoHoOJyi+gDCvDo48yrAyPOsqwMjzqTHKGxzC/gDJ8ilE+hwMzphkWY8YoDYjtBfBQ3+/7e2WTxIXufrD3/0cAXLiZldkozOwKAE8D8BmM7jFQfruM6vk7K5ThsWJUz99ZoQyPFaN6/s4KZXisGNXzV5oxyS+gDJ9ilM9hKcYow2LMGKUBMdGHuzsA3+x6rDdmtgPATQD+i7sv9L82KcdgXJmU86cMjy+Tcv6U4fFlUs6fMjy+TML5U37Hm0k4h8qw2MqM0oDYAQCX9f1+aa9skjhkZhcDQO/fw5tcn3XFzGroNp4fcPc/6RWP6jFQfruM6vkrhTI8lozq+SuFMjyWjOr5K4UyPJaM6vkrzJjlF1CGTzHK57AQY5hhMWaM0oDY7QCuNrMrzWwKwMsA3LzJddpobgbwqt7/XwXgo5tYl3XFzAzA7wP4kru/s++lUT0Gym+XUT1/hVGGx5ZRPX+FUYbHllE9f4VRhseWUT1/hRjD/ALK8ClG+RwOzJhmWIwZ1n1KcTQws38D4DcAVAC8x93furk1Wj/M7EMAvhPAeQAOAfjvAP4UwB8BeAyArwF4ibufLmkcC8zsXwH4WwB3Ach7xT+L7rzzkTwGk5RfQBlWhkcfZVgZHnWUYWV41JnkDI9jfgFlGMrwyGdYjBcjNSAmhBBCCCGEEEIIIcTZMkpTJoUQQgghhBBCCCGEOGs0ICaEEEIIIYQQQgghJgoNiAkhhBBCCCGEEEKIiUIDYkIIIYQQQgghhBBiotCAmBBCCCGEEEIIIYSYKDQgNuaY2fvM7MWbXQ8hyqIMi1FG+RWjjjIsRh1lWIw6yrAQ64cGxIQQQgghhBBCCCHERKEBsTHBzK4wsy+Z2e+a2d1m9udmtu209zzXzD5vZneZ2XvMbLpX/lUz+0Uz+1zvtSdszl6ISUYZFqOM8itGHWVYjDrKsBh1lGEhNh4NiI0XVwO43t2fBGAewA+eesHMZgC8D8BL3f1bAFQB/ETfskfd/ekA3gXgpzaqwkKchjIsRhnlV4w6yrAYdZRhMeoow0JsIBoQGy8edPc7e///LIAr+l77pt7rX+n9/n4A39H3+p+Q5YTYSJRhMcoov2LUUYbFqKMMi1FHGRZiA9GA2HjR6Pt/B92/GhRdtuhyQgwTZViMMsqvGHWUYTHqKMNi1FGGhdhANCA2OdwL4Aoze1zv9x8G8NebWB8hiqIMi1FG+RWjjjIsRh1lWIw6yrAQQ0YDYhOCu9cB/BiAD5vZXQByAO/e3FoJMTjKsBhllF8x6ijDYtRRhsWoowwLMXzM3Te7DkIIIYQQQgghhBBCbBh6QkwIIYQQQgghhBBCTBQaEBNCCCGEEEIIIYQQE4UGxIQQQgghhBBCCCHERKEBMSGEEEIIIYQQQggxUWhATAghhBBCCCGEEEJMFBoQE0IIIYQQQgghhBAThQbEhBBCCCGEEEIIIcRE8f8Dbcsmm/I7pfAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 13;\n", " var nbb_unformatted_code = \"hindcast.smooth({\\\"lead\\\": 5}).verify(\\n metric=\\\"rmse\\\", comparison=\\\"e2r\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)[v].plot(col=\\\"lead\\\", robust=True)\";\n", " var nbb_formatted_code = \"hindcast.smooth({\\\"lead\\\": 5}).verify(\\n metric=\\\"rmse\\\", comparison=\\\"e2r\\\", dim=\\\"init\\\", alignment=\\\"same_verif\\\"\\n)[v].plot(col=\\\"lead\\\", robust=True)\";\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": [ "hindcast.smooth({\"lead\": 5}).verify(\n", " metric=\"rmse\", comparison=\"e2r\", dim=\"init\", alignment=\"same_verif\"\n", ")[v].plot(col=\"lead\", robust=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial smoothing\n", "In order to reduce spatial noise, global decadal predictions are recommended to get regridded to a 5 degree longitude x 5 degree latitude grid as recommended {cite:p}`Goddard2013`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/dataarray.py:784: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return key in self.data\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xesmf/backend.py:53: UserWarning: Latitude is outside of [-90, 90]\n", " warnings.warn('Latitude is outside of [-90, 90]')\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/dataarray.py:784: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return key in self.data\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xesmf/backend.py:53: UserWarning: Latitude is outside of [-90, 90]\n", " warnings.warn('Latitude is outside of [-90, 90]')\n" ] }, { "data": { "text/plain": [ "Coordinates:\n", " * lead (lead) int64 1 2 3 4 5\n", " * init (init) object 3014-01-01 00:00:00 ... 3237-01-01 00:00:00\n", " * member (member) int64 1 2 3 4\n", " valid_time (lead, init) object 3015-01-01 00:00:00 ... 3242-01-01 00:00:00\n", " * lon (lon) float64 -180.0 -175.0 -170.0 -165.0 ... 170.0 175.0 180.0\n", " * lat (lat) float64 -83.97 -78.97 -73.97 -68.97 ... 81.03 86.03 91.03" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "application/javascript": [ "\n", " setTimeout(function() {\n", " var nbb_cell_id = 14;\n", " var nbb_unformatted_code = \"v = \\\"tos\\\"\\npm_ssmoothed = pm.smooth({\\\"lon\\\": 5, \\\"lat\\\": 5})\\npm_ssmoothed.get_initialized().coords\";\n", " var nbb_formatted_code = \"v = \\\"tos\\\"\\npm_ssmoothed = pm.smooth({\\\"lon\\\": 5, \\\"lat\\\": 5})\\npm_ssmoothed.get_initialized().coords\";\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": [ "v = \"tos\"\n", "pm_ssmoothed = pm.smooth({\"lon\": 5, \"lat\": 5})\n", "pm_ssmoothed.get_initialized().coords" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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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": [ "hindcast.smooth({\"lon\": 1, \"lat\": 1}).get_initialized().coords" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "{py:meth}`.HindcastEnsemble.smooth` `(\"goddard2013\")` creates 4-year means and 5x5 degree regridding as suggested in {cite:p}`Goddard2013`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-01-06T18:21:22.831828Z", "start_time": "2020-01-06T18:21:22.794819Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/dataarray.py:784: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return key in self.data\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xesmf/backend.py:53: UserWarning: Latitude is outside of [-90, 90]\n", " warnings.warn('Latitude is outside of [-90, 90]')\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xarray/core/dataarray.py:784: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " return key in self.data\n", "/Users/aaron.spring/anaconda3/envs/climpred-dev/lib/python3.9/site-packages/xesmf/backend.py:53: UserWarning: Latitude is outside of [-90, 90]\n", " warnings.warn('Latitude is outside of [-90, 90]')\n" ] }, { "data": { "text/plain": [ "Coordinates:\n", " * lead (lead) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.smooth(\"goddard2013\").verify(\n", " metric=\"acc\", comparison=\"m2e\", dim=[\"init\", \"member\"]\n", ").coords" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "```{eval-rst}\n", ".. bibliography::\n", " :filter: docname in docnames\n", "```" ] } ], "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": "3.7.10" }, "latex_envs": { "LaTeX_envs_menu_present": false, "autoclose": true, "autocomplete": true, "bibliofile": "large.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": false, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }