{ "cells": [ { "cell_type": "markdown", "id": "31ef0f85", "metadata": {}, "source": [ "This is part 1 of a tutorial series. We recommend following them in order, starting with [Part 0: Welcome to `musica`](0.%20Welcome%20to%20MUSICA.ipynb)." ] }, { "cell_type": "markdown", "id": "91c25502", "metadata": {}, "source": [ "# `tuv-x`: Standard Configurations\n", "\n", "The [TUV-x photolysis calculator](https://github.com/ncar/tuv-x) is available in `musica` as `tuv-x`. `tuv-x` can be used to calculate photolysis rate constants for a given set of conditions. It can also be used to calculate exposure metrics (\"dose rates\" in TUV-x lingo) based on the calculated radiation field.\n", "\n", "`tuv-x` can be configured for any number of photolysis and dose rate calculations. We also provide two standard configurations in the MUSICA Python package:\n", "- v5.4: A `tuv-x` configuration that corresponds to the original [TUV 5.4 model](https://www2.acom.ucar.edu/modeling/tuv-download)\n", "- vTS1/TSMLT: A `tuv-x` configuration for use with the MOZART TS1 and TSMLT chemical mechanisms\n", "\n", "If you've been following the tutorial series from the beginning, you may remember that `micm` (the ODE solver for chemistry) can solve one or more \"grid cells\" (i.e., well-mixed air masses), but it makes no assumptions about the size, shape, or arrangement of those grid cells. Not so with `tuv-x`! To calculate photolysis rate constants and dose rates, `tuv-x` first needs to solve the radiation field in each grid cell, and to do that, it assumes rectilinear grid cells, stacked vertically to form \"columns\". The horizontal dimensions of the grid cells are arbitrary, but the vertical dimensions must be known by `tuv-x`.\n", "\n", "There are also many more input conditions needed by `tuv-x` than `micm`, so in this first `tuv-x` tutorial, we'll use a set of standard conditions available in `musica`. In the next tutorial, we'll see how to set conditions via the API.\n", "\n", "## 1. $\\text{O}_3$ Photolysis Comparison\n", "\n", "To get started, we'll use the two standard TUV-x configurations to calculate the rate constants for O3 photolysis. We include rate constants for both $\\text{O}_3$ photolysis branches (forming $\\text{O(1D)}$ or $\\text{O(3P)}$)." ] }, { "cell_type": "code", "execution_count": 1, "id": "e189d851", "metadata": {}, "outputs": [], "source": [ "from musica.tuvx import v54, vTS1\n", "from musica.tuvx import TUVX\n", "import xarray as xr\n", "\n", "v54_calculator: TUVX = v54.get_tuvx_calculator()\n", "vTS1_calculator: TUVX = vTS1.get_tuvx_calculator()\n", "\n", "v54_results: xr.Dataset = v54_calculator.run(sza=0.0, earth_sun_distance=1.0)\n", "vTS1_results: xr.Dataset = vTS1_calculator.run(sza=0.0, earth_sun_distance=1.0)" ] }, { "cell_type": "markdown", "id": "036ba393", "metadata": {}, "source": [ "Here, we first load the required dependencies. TUV-x returns results as XArray Datasets, so we also import XArray.\n", "\n", "The `get_tuvx_calculator()` functions return fully configured TUV-x instances, loaded with specific rate constant and dose rate algorithms, along with a set of standard environmental conditions (we'll look at these more in a later section). The v5.4 and vTS1/TSMLT configurations include the same set of standard environmental conditions to facilitate comparisons. The environmental conditions and results from TUV-x are for a vertical atmosphere column. The standard conditions use a column with 120 layers of 1-km height per layer. TUV-x can be configured to work with columns with any number of layers.\n", "\n", "The `TUVX::run()` function calculates photolysis rate constants and dose rates by first solving the radiation field for the column, and then applying the configured photolysis and dose rate algorithms to the calculated radiation field. The two arguments to the `TUVX::run()` function set the solar zenith angle (`sza`) \\[radians\\] and the Earth–Sun Distance(`earth_sun_distance`) \\[AU\\].\n", "\n", "Now, let's compare the results." ] }, { "cell_type": "code", "execution_count": 2, "id": "bf25af75", "metadata": {}, "outputs": [ { "data": { "image/png": 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Kbb9nz54mbT/4skUQhsOXWDdYbxiSCSUkjYFhlXCIEod48QWt/2ADT+3X0PLUB4f18TnBEFL44sVh10MNFNGRyH0UCmzv+EHk/pmv6/Pg/p70H3NYTk/3N+a9egsO0ePzh88EfowAAl20Aw5HA8qtMjIyalxcIYhE2yPI6du3r+qk1pCmbOfNsQ70betg2lrfp+rbsc59H3sw3F+zOfZBnujt476vQNCKH8bu7YfPgHsJkXv7oUwBQTA+exjlAmU4KG8g72FwS02GLxoEZQ0FS3gctVr6zrkuqEPCzn7z5s2Nmj9qzxAcI7ior26qrh6w7kG0rwYhx/Iha4hgHV+WyOAis+beu/u5555TbYlhfvDliYwMvhiRCaivjVCL/P7770u/fv1UcIzaSlw3BgJitDEynXoNMTIXrgEg6iVxP75UkIVCxggBMd5TY36oIKAEvF88z9Pl2GOPrfP5+JEEa9euFW9oaPvRx0ldvHixqgNEBg8Zb/zQwg+2hiAgQi0eMrKoeURmWc986W3TlOVpaF4IZl955RUV+DzzzDNqG3LP4jV1hI5DHX6urvd0KO+1MfRe9vg8eYIfQp564mNbRSYVARWye/js6nXXgHps7BtdL+6wngGfdWTeG4LAEAG0r7Zzb6lrv1vXeL2uGdrm2ge1VPvhhwXqdlEPjKN82G5wjXp+8g4Gt3RQ0Oljx44d6nCuJ9jp4LA8pmuI/gVzsL+0DxYGIUcQ4X7oHp2ckFF0HaS8rh0xpsFOy93GjRudj9cHWVF8WaKDHjK4+JJEdshTsIkxJTHsGtoWgRTGnq0PshjIgCIbjKAUhxuRNToYTz75pArAMaawDjtofKmgZAJBHQ61IiD2xFP74b0iu4QvMzzP0wUdpuqC+eGL5ZNPPmlw+TEvlK3Uta4QpLlnCxsLWSO0CzrsYR2iHARfYvVtN8jqoJMQOqIh84sOZ8jku5ZMHIz6fqgh0MLhYgxkj88uMpGu67M5YHtH0OaeZWzs56Gl6MvhaXvQ7/e0rAiksM0iY4sfBliPriUJ+Oy6/0Bzhc8s7kO7IzhGWVVDsN2efPLJ6rPvfnTB39aBvk/F9uUKR9jcIbuJ/ay7xhwxa659UF3vwdO2gfWF93Ww7Ydh8lDagqM76KyHzm7YDvSjANS8GNzSQcFhbvySxs7ZPfuAw63IRmGnjOl0ng4xo1YRY6fitTzVU3mTPuYuesG7wpi74NrDFzsmTztivMayZctU9k6HXtA41I5awobeEwJOXJBRxY4ag4m7jhuJwBe90t0DXQRj9R3+dl8nOCSGDFBjD5m7Q4Ych+BRM6gfakVgiS8M10wLftB4OguQp/bD8/GaeN+exuhEKUF9EIwim4xMGDKS7vAli6w3MtyYFzJsP/zwQ43TbOKHDAIVZFEaOsLgDoGNe3YIPdNBb2e9DtzTewf357tvi03lqZ2xftx/OOJHAzK4B7s91AWfB8zv1VdfrXE/euhjW9F7j/saAn2sK/wwcm+vFStWqNEqPC0r9lP4IYIMIQ59o71RjuL6uu4/0HQIjLA/xDaPozAYYQIjRWD/1xBk+LCtYAQCT0cFsMw4wuLrdaD/MEcW1ZWnzyf2KdguXY8A4kQU+ig1jXGo+yBPsM5QgoBRI1w/nzg5EZb3YEZ+cN8f4/Xx3YDXP5h6fWoYhwKjg4K6IexMkbVAsOV+hjJ0jkHG0LVsAIEwgjUcMke5AoIkZLqQUUAQggCsJQ0cOFCdLQ2BKHZ6KHNAoIr3hcPxJ510knNaHGrGlxnOUIQgEcEBsinIvOF94gsD5QLIluL5+CJD0NaYw7bI3t55553qtntJAoa/wSFvDG2D+lkEuujYpQeGdcGOE0NcYbmxTMgq6kNBHSx8MWMoHgRgyORiJ48fAuhwhsOA+PGCemC0j3vJCpYDHTUwPYIqbCvoJITXQTkGbiNQxXLjxxE6g2B63K4PthuUX6DtcWgfRwqQEUJm5Ouvv1bbFn4wANYdsmYIZJHBxI8IDAWGAA81qU2F9YwvcQQ72M6RKUOZAYJk/YeT/qMNh6ux/rAuUCaCCz4HmC++3PB5QJDunvFqKk/tjNpB1AWi/AfbPD5nmAalQGi/5oTaeXxuMGQe9gWYH94XflSgg059ZUQtDW2EYAxBLoavQnthaDTsDxCkorOXJ/iMIiBFthD7v8acuAJBDDKL2B6wH9H3h9hHoO4aARXmXxcMQ4bPFrZblOO4nqEMfQ8QJOtnT/PlOsD2h/0S9hEI6PShwPSSM9fsKT6XqEXF5wefX5SCoG3wOWlsZ7Dm2Ad5OsqDdY8jKnhdZOuRxcVnHR1qD+YsdPhhjb4cKLNCjT22M/z4wPI3tqMgNVELjsxAQQgDrmNIKwznZLFY1BAo+H/t2rUehznC8EoYCgdD4OCkB/j/hx9+aNS86jqJQ2On8zRYN07iMHXqVDV0F5a/Q4cOtU7iABkZGWpoLQwbVddJHDAwNwYRP/rooxs8iYOr/fv3qyGmMNC6OwwejyGgMJg9XhsDlZ900knab7/9Vu9QYBgGCMuBZcKg4b1791Ynh8AwOfVpaIgkDFSOEwjow2HhZAs9evRQQzphHnh/noby2bhxoxpuC8vifhKHzMxMNSwS2l7fhkaMGKG9/fbbWmNYrVbt3Xff1Y4//ng15BVeA+2BEyK4DxOGodbGjBmjBpfHiRnQlosWLfK4nbgP0aS3Da7118K23rFjR/X+cRIKnJAEg/q7wutjwHYML+Q6HBIGtsdwXlhHWO7zzjtPDU3mPmRSU7ZnT+2MoYnuuusuNTycfvIK3H799dcPaSgwvI4nGAoPw6ZhmDusC2wf9Z1AwNPnBNM3ZjkOdigw3ZIlS9Q6w74I+yQM64WhAfUTqNS1vWF/h9eeOXNmo5blpZdeUtN/++23Ne7fvXu3+jyNHTu2Ua+DobYuvvhiZ9tiufFZ+fDDD2sMW3Uo68DT/qSxQ4EBhmTEa2Jfhc8ZhuDD8I2Y7sknn6wxLU4qg2G78Nno1auXOklDfSdx8ORQ90F1ncQBQ3/h9dB++M664YYb6jyJgzv3Yc4wxB3mjaH7sJzYn+MzWVhY6PE90aEz4E9TA2Iiaj7IciNThBEKGtN7mogokKxatUqdrAZlII0ZNo3oULHmlsjHUMeKmrHGnmmLiMhfeRqBAmUKKNFCKQ5RS2DNLZGPoJ4WJ3lAj1nU+LoOZk9EFIhQR44Obqj7RV07RpXABSdFOdgRSYiaimUJRD6CDl+LFi1SnQxwuA6dioiIAhk6baIzFn64Y2QHnCQCR6XQwc11JBgib2JwS0RERERBgzW3RERERBQ0GNwSERERUdBgAcyBMxnhdIUYTLmxp+gjIiIiopaD0Wtx8hKciKO+kyQxuBVRgS17cRIRERH5vz179qgzL9aFwa2I8/R3aKymnl++MXB6TZz+EKfgs1gszf76gYrtwnbhtsLPEPct3N/6Er+HAqtdioqKVDKyodMWM7h1Od81AltvBbdRUVHqtf1pI/E1tgvbhdsKP0Pct3B/60v8HgrMdmmohJQdyoiIiIgoaDC4JSIiIqKgweCWiIiIiIIGg1siIiIiChoMbomIiIgoaDC4JSIiIqKgweCWiIiIiIIGg1siIiIiChoMbomIiIgoaDC4JSIiIqKgweCWiIiIiIIGg1siIiIiChoMbomIiIgoaDC4JSIiIqKg4dPgdv78+XLGGWdI27ZtxWAwyPTp052PVVdXyz333CP9+/eX6OhoNc1ll10m6enpNV4jLy9PJkyYIHFxcZKQkCBXXXWVlJSU+ODdEBEREVFIB7elpaUycOBAee2112o9VlZWJitXrpT7779fXX/33XeyadMmOfPMM2tMh8B23bp1MmfOHPn5559VwHzttde24LsgIiIiIn9h9uXMTz31VHXxJD4+XgWsrl599VU5+uijZffu3dKxY0fZsGGDzJo1S5YvXy5HHnmkmuaVV16RsWPHyrPPPquyvUREREQUOnwa3DZVYWGhKl9A+QEsXrxY3dYDWxg5cqQYjUZZunSpnH322R5fp7KyUl10RUVFzlIIXJqb/preeO1A5ot2KX1wrGTN3CORRxwuqW99LP6I2wvbhNsKP0Pcr3B/66/fQ2VVVjnxuQViS5gh8ckr5ZI+l8iVfa9s0eUKmuC2oqJC1eBedNFFqr4WMjIypE2bNjWmM5vNkpSUpB6ryxNPPCFTp06tdf/s2bMlKipKvMU9E00t3y6Dc7LFVmGQgv0ZsnLmTL9eBdxe2CbcVvgZ4n6F+1t/+x6qtInkl5klPLZCCqoK5N+N/8rMXS3zfYqS1aAJbhGpn3/++aJpmrzxxhuH/HpTpkyRyZMn18jcdujQQUaPHu0MnJt7+bGBjBo1SiwWS7O/fqDyRbuU/PmMFEulWs8oX/FH3F7YJtxW+BnifoX7W3/9Hiqrssrdy+Y6/+/evbuMHdgy36f6kfaAD271wHbXrl0yd+7cGsFnamqqZGVl1ZjearWqERTwWF3Cw8PVxR1WoDeDLG+/fqBqyXYxGhzXKG/x93XB7YVtwm2FnyHuV7i/9bfvIYt24Iv0AKPJ2GLfp42djzEQAtstW7bIb7/9Jq1atarx+LBhw6SgoEBWrFjhvA8BsN1ulyFDhvhgicn/OT6Ums3m6wUhIiIKOFa75rhhsDuuDnyv+hOfZm4xHu3WrVud/+/YsUNWrVqlambT0tLk3HPPVcOAYYgvm83mrKPF42FhYdKnTx855ZRT5JprrpE333xTBcM333yzXHjhhRwpgTwyt8YPpByx5uaxhYiIiJoos7BCXYeFFavr5Mhk8Tc+DW7//vtvOemkk5z/63WwEydOlIceekh+/PFH9f/hhx9e43nz5s2TE088Ud3+9NNPVUA7YsQINUrC+PHj5eWXX27R90GBw9Kxi4hskursIlXDjfIEIiIiapy9+eXq2hJRIBi7oG2M/w276tPgFgEqAoy61PeYDlnczz77rJmXjIKVuXNPEflFtGqb2PLyxOxW6kJERER125vvGLHAbnIcAW0X0078jV/X3BI1N2PrLmKOcNQJVafvZwMTERE1QTrKEowVYhNHBjc1uu4O/L7C4JZCS3w7MUc5OpNZM+seC5mIiIhqyyisEKO5UN2OC4uTKIv3zg9wsBjcUmiJayeWA8Ftdfo+Xy8NERFRQNlfWC4GiyO4TYlOEX/E4JZCS2SimKMdncise7b5emmIiIgCNnPbJqrmWWL9BYNbCi0Gg5gTHIdQrPvTfb00REREASW7uFIMZseZwtpEMrgl8gvmpAR1bc2peXY7IiIiqltppVVKq2xiMJeo/1tHthZ/xMwtheiJHESsufm+XhQiIqKAytqCRT+BQ5T/ncABGNxSyDEnOw6jWAscvzyJiIioYTkljuDWHOYY67ZVhH+OFc/glkKOKdkxJp+ttFI0u2PMWyIiIqpfbmmVujaaS9V1YkSi+CMGtxRyzG0OnE3Fromt0NHjk4iIiOqXdyC4tRsdRz6TIpLEHzG4pZBjiEsWo8WRsbUVFPh6cYiIiALCrtwyEVOp2MSRuWVwS+QvDI5xbomIiKhx7HZNflqdLpa41er/3km9WZZA5DfsNtE0x02D2ezrpSEiIvJ7S7bnyr6CcolIXKH+P6v7WeKvWJZAocduFdEc2VuDyeTrpSEiIvJ7X/69R4zh+0TC94nZaJaxXcaKv2JwSyFHKy0UzXYguI2M9PXiEBER+bV16YXy4+p9Et7mF/X/yI4j/bYkARjcUsixZu5x3DAaxBQf7+vFISIi8luapsnDP60XU/R6McdsFYvRIrcOulX8GYNbCjnWjHR1bY6NFIORHwEiIqK6zPo3Q5buzJSI1Bnq/8v7Xi4d4jqIP+M3O4UcW062ujYlxPh6UYiIiPxWZbVNHpu5QcKSForBkidtItvI1f2vFn/H4JZCTnW2I7i1JLf29aIQERH5rQ+X7JZ9xZkS3voP9f9tg2+TKEuU+DsGtxRyrLmOs5KZU1J8vShERER+qbha5PU/t0tY8mwRY6UMaD1ATut6mgQCBrcUWmxWsRZWqJvmdp18vTRERER+6Zc9Rik37JaweMe4tncffbcYDYERNgbGUhI1l5JMqS5zbPbm9p3ZrkRERG62ZJXI4kyR8DYzRAyaGtN2YPJACRQMbim0FO0Ta5njxA2WtHa+XhoiIiK/88zszWKM2SDm6O0SbgqX2464TQIJg1sKLYV7pFoPbtum+XppiIiI/MqibTkyb1Om84QNlx52qaTFBNb3JYNbCim2jB1ir3Zs9pbUVF8vDhERkV+dsOGpWZvEkrBcjOE5khSRJFf1u0oCDYNbCinWPdvVtTHSIsboaF8vDhERkd+YtylLVu/NlvDkeer/q/teLTFhgTcmPINbCinV6Y5T71pa8bS7RERErlnbF+ZsEUvCUjGYCyXeEC/ndD9HAhGDWwop1RlZ6tqcwhM4EBER6eZuzJK16TnOEzacGHGihJnCJBAxuKWQYisoVtfm5Da+XhQiIiK/8d0/+8QUvUUM5hJ1mt0jwo6QQMXglkKKrbRSXZsSmbklIiKCSqtN/tiYJebY9er/kzucLCaDY2ShQMTglkKHrVps5dXqpimJwS0REREs2pYrpVXVEha7Qf1/YvsTJZAxuKXQUVHkHAbMmJjs66UhIiLyC3M3ZIkxco+IqVRiw2JlUJtBEsgY3FLoqCoRu9WgbppiY329NERERH5h2Y48MUftULePTj1aLEaLBDIGtxQ6qsudwa0hMtLXS0NERORzhWXVsimzWEwHgtvBKYMl0DG4pdBRXSp264GyBAa3RERE8veuPBGxiyVql2oNBrdEgaS6QjSb46YhPNzXS0NERORza/YWijEsRzRjhUSaI6VnYk8JdMzcUuiwVYpmd5QlGBncEhERycaMIjFG7Fct0SOxh5iN5oBvFQa3FDqsVWK3Hai5DQvMs64QERE1p40ZxWIMdwS3vRJ7BUXjMril0GGrEjmQuTVYArsnKBERUXOcvGFXbpkYwzOdmdtgwOCWQoj2302DI8glIiIKVdU2x/eiwWBV1zGWGAkGDG4pdBiMIoYDAa7mEugSERGFILvzu1APcoMj8cPglkLIfx9azW736ZIQERH5mqZ/FR5I/BhcvicDGYNbCh2uv0iZuSUiohCnOcv1GNwSBXBZwoHbDG6JiCjE2Z0Veo4bRnxPBoHgeBdEjeJywIXBLRERhTjN/bswOKoSGNxSiJUlMHNLRESkOENb1twSBUGHMmZuiYgoxGm1ErfBkbplWQKFaIcyXy4IERGRH3YoMzC4JQowKEvgOLdERESu9JCWmVuigMbULRERhTit5r8MbokCjevRFtbcEhFRiNP0G/pRzeCoSmDNLYWSYPlNSkREdOg0t5g2WL4l2aGMQgeHAiMiInLiGcqIAh5Pv0tERFTnUGAcLYEocHGcWyIiCnWafiM4qhGcWJZAoSNIfpESERF5gyFIolwGtxSaOBIYERGFOM1ZlxBcX4oMbinETuIgQflBJiIiOviaW039Zc0tUaBhWQIREVHQ82nmdv78+XLGGWdI27Zt1a+F6dOn10qXP/DAA5KWliaRkZEycuRI2bJlS41p8vLyZMKECRIXFycJCQly1VVXSUlJSQu/Ewo4PIkDERGREhyVtn4S3JaWlsrAgQPltdde8/j4008/LS+//LK8+eabsnTpUomOjpYxY8ZIRUWFcxoEtuvWrZM5c+bIzz//rALma6+9tgXfBQUOA5O3REREQd6hzOzLmZ966qnq4gmyti+++KLcd999Mm7cOHXfRx99JCkpKSrDe+GFF8qGDRtk1qxZsnz5cjnyyCPVNK+88oqMHTtWnn32WZURJiIiIqLQ4dPgtj47duyQjIwMVYqgi4+PlyFDhsjixYtVcItrlCLogS1geqPRqDK9Z599tsfXrqysVBddUVGRuq6urlaX5qa/pjdeO5C1dLsYbDbnbavV6rfrg9sL24TbCj9D3K9wf9si3zfWA9+DBxK2NputRizkb9+TjV0evw1uEdgCMrWu8L/+GK7btGlT43Gz2SxJSUnOaTx54oknZOrUqbXunz17tkRFRYm3oHSCfNcurYo3StqB20sWL5byerYRf8DthW3CbYWfIe5XuL/1phxV5WlWR8sR3+JIeKGl0G+/h8rKygI7uPWmKVOmyOTJk2tkbjt06CCjR49WHdO88UsDG8ioUaPEYrE0++sHqpZuF8PuBNn10jvq9tChQyVy8GDxR9xe2CbcVvgZ4n6F+9uWsCuvTB75Z6GzP8rRRx0tx7Q9xm+/h/Qj7QEb3KampqrrzMxMNVqCDv8ffvjhzmmysrJqPA+HmzGCgv58T8LDw9XFHVagN1eit18/ULVYu5jMNTL8/r4uuL2wTbit8DPE/Qr3t179njHXDAMt5prfx/72PdTYZfHbkzh06dJFBai///57jYgdtbTDhg1T/+O6oKBAVqxY4Zxm7ty5YrfbVW0uUZ04FBgREYU4LUjPZ+TTzC3Go926dWuNTmSrVq1SNbMdO3aU2267TR599FHp0aOHCnbvv/9+NQLCWWedpabv06ePnHLKKXLNNdeo4cKQRr/55ptVZzOOlEC14LhLcIxyQkRE1GwMtW4ENp8Gt3///becdNJJzv/1OtiJEyfKBx98IHfffbcaCxfj1iJDe9xxx6mhvyIiIpzP+fTTT1VAO2LECDVKwvjx49XYuEREREQUenwa3J544omqh15dcNayhx9+WF3qgizvZ5995qUlJCIiIqJA4rc1t0TeVN+PKiIiolCgebgVDBjcUggJkmIiIiIiL3w9GoLke5LBLREREREFDQa3FJqC6wgMERHRIZToaUHVegxuKXTop2AhIiIijx35gwGDWyIiIqIQpElwYnBLREREREGDwS2FJg4FRkREIU7TgjOHy+CWQoiBZbdERES1OGptORQYEREREZGfYeaWQlRwHYIhIiI6eFpQNR6DWyIiIiISliUQEREREfkZZm6JiIiIKGgwuCUiIiIKSZoEIwa3FDqC5LSCRERE3mAIku9JBrdEREREFDQY3BIRERGFIC04qxIY3BIRERGFNIMEFWZuiYiIiChoMLglIiIioqDB4JaIiIgoBGkebgUDBrdEREREJDz9LhERERGRn2HmloiIiCgEacFVjeDE4JaIiIiIggaDWyIiIiIKGgxuiYiIiChoMLglIiIiCkGacwiw4Cq+ZXBLREREFMIM+rUhOM7Dy+CWiIiIiIIGg1siIiKiEKQFVzWCE4NbIiIiIhKeoYyIiIiIyM8wc0tEREREQYPBLYWOYC0uIiIiOqSvRS2o2o/BLREREREJhwIjIiIioqBhcI54G9iYuSUiIiIK5TOUGSSoMLglIiIioqDB4JaIiIgoBGnsUEZERERE5N+YuaUQonE0MCIioiDH4JZCVJBVzxMRER0igyE4vhsZ3FJoCpIPMBEREdXE4JZCB89QRkREFPQY3FJoYuKWiIioBp7EgSjgBNe5s4mIiKg2Zm6JiIiIKGgwuKXQqrll8paIiEjhSRyIgkiwDHdCRETUXAxB0iGFmVsKTQxuiYiIghKDWwohqEkIjl+lREREh0pz1uoFV80eg1sKTczcEhERHWAIqpI9BrcUOngSByIiIid2KCMKJkHy65SIiKi5GIKkdI+ZWwohGpO3RERE7pW2BtbcEgVBWUJw/DolIiI6WJp7uV6QfDUyc0uhKUg+wERERIdOU39ZltACbDab3H///dKlSxeJjIyUbt26ySOPPFLjlwZuP/DAA5KWlqamGTlypGzZsqUlFo8CDs9QRkREpAuuYoQAydw+9dRT8sYbb8irr74qGzZsUP8//fTT8sorrzinwf8vv/yyvPnmm7J06VKJjo6WMWPGSEVFhU+XnfxbsAx3QkRE1FyjJRiC5LCmWfzYokWLZNy4cXLaaaep/zt37iyff/65LFu2zJm1ffHFF+W+++5T08FHH30kKSkpMn36dLnwwgt9uvzkZzgUGBERUZ2522BJ/Ph1cHvMMcfI22+/LZs3b5aePXvK6tWrZeHChfL888+rx3fs2CEZGRmqFEEXHx8vQ4YMkcWLF9cZ3FZWVqqLrqioSF1XV1erS3PTX9Mbrx3IWrpdDDab87bVZvPb9cHthW3CbYWfIe5XuL9tme8ba43/bVbHd6O/fg81dnn8Ori99957VeDZu3dvMZlMqgb3sccekwkTJqjHEdgCMrWu8L/+mCdPPPGETJ06tdb9s2fPlqioKPGWOXPmeO21A1lLtUty0b/SxuWoQMXeveLPuL2wTbit8DPE/Qr3t960TeX2zKJpdvX/goULZKtpq99+D5WVlQV+cPvVV1/Jp59+Kp999pn07dtXVq1aJbfddpu0bdtWJk6ceNCvO2XKFJk8ebLzfwTQHTp0kNGjR0tcXJx445cGNpBRo0aJxWJp9tcPVC3dLobtkbJT+0DdPubYYyWif3/xR9xe2CbcVvgZ4n6F+9uWsGxnnsi6v8VgdBQonHD8CdIjoYfffg/pR9oDOri96667VPZWLy/o37+/7Nq1S2VeEdympqaq+zMzM9VoCTr8f/jhh9f5uuHh4eriDivQmyvR268fqFqsXUwm501zAKwLbi9sE24r/Axxv8L9rTeZTDXDQIu55nejv30PNXZZ/Hq0BKSfjcaai4jyBLvdkT7HEGEIcH///fcaUT1GTRg2bFiLLy/5Oy1ohz0hIiJqKo2jJbS8M844Q9XYduzYUZUl/PPPP6oz2ZVXXuns1YcyhUcffVR69Oihgl2Mi4uyhbPOOssHS0x+rUZkGxw9QomIiA495aOpvxwtoQVgPFsEqzfeeKNkZWWpoPW6665TJ23Q3X333VJaWirXXnutFBQUyHHHHSezZs2SiIiIllhECriTODCoJSIiUtzPvsuhwLwvNjZWjWOLS12wIh5++GF1IWq0IPkAExERHSx7kJYl+HXNLVGz4kkciIiIapclGBjcEgX+8Zfg+HFKRETUbJlbk+G/UYUCGTO3FJKCpa6IiIjoYNm14OxQxuCWQgc+xPrnOEg+wERERAdNq3mDwS1RII9zy+CWiIhCnO1AXYL+7ciyBKJA7lDG4JaIiEKczfm96Dg5lhHn4Q0CwfEuiJqMZQlERBTaNLeaWwa3RAHHpeaWiIgoxNlUwlbjUGBEAUtzHHZRmLglIqIQZ1OZ2/++G1lzSxTAoyUES49QIiKig2VHh7IDJ3AAk5Hj3BIFGHyADwS1DG6JiCjE2dRoCczcEgUujUOBERER1ShLYOaWKJDxJA5EREQ1M7c25/8cLYEooLHmloiIQpvVronBwLIEoiA5iYMvF4SIiMj3rBgL7EBwaxADM7dEATkUmD5agpHnLyEiotBmc+lQZjaaJVjwG55CE0dLICKiEFdtQ4cyR80tg1uiQMTREoiIiJxs9v/KEswGZm6JAhBHSyAiItJV2dChzJG5tZgsEixYlkCh2aGMPcqIiCjEWVWHsgNlCczcEgVqhzLHMAksuSUiolBndRnnlplbooDkOhQYxwIjIqLQVmW1O8sS2KGMKBBp9v8qE0wmHy8MERGRb1WpsgSruh1mCgua1cGaWwqtsgQdM7dERBTiKqvtIsYDwa0xeILbJo/7sGPHDlmwYIHs2rVLysrKJDk5WQYNGiTDhg2TiIgI7ywlUXNA2lY/iQODWyIiCnHVtv/KEixGS+gFt59++qm89NJL8vfff0tKSoq0bdtWIiMjJS8vT7Zt26YC2wkTJsg999wjnTp18u5SEx0qBrdERERBqVHBLTKzYWFhcvnll8u3334rHTp0qPF4ZWWlLF68WL744gs58sgj5fXXX5fzzjvPW8tM1MzDghEREYUeI/pWHxhFyH7gNLwhE9w++eSTMmbMmDofDw8PlxNPPFFdHnvsMdm5c2dzLiNR82Vr1QeZDUpERGQ0GEQ70P1KC6KkT6OC2/oCW3etWrVSFyL/89/wX5oa24+IiCh0mZC61RzBbbW9WoLFQZ9IOCsrS13sOC+xiwEDBjTHchE1P4Pxv8yt68gJREREISjCYhLRHB3JKqwVErLB7YoVK2TixImyYcMGZwobPc9xG9c2m6PXHZHfMRj/q0pw+1FGREQUasLNRtHsjuC20lYpIRvcXnnlldKzZ09577331KgJHFKJAitzi9DWIBqDWyIiCnERLpnbkA5ut2/frkZM6N69u3eWiMjbZQkQRIXzREREB8NiQubWEQpW26pD9wxlI0aMkNWrV3tnaYi8yWD4r0sZM7dERBTiLGZ0KHOcjr7KXiUhm7l99913Vc3tv//+K/369ROLpeYZLc4888zmXD6i5h8KTPUnY80tERGFtjATcpyO4DakR0vAyRr++usv+eWXX2o9xg5lFChDgXGsWyIiCnVGw39Dgdk1u3NwgJArS7jlllvkkksukf3796thwFwvHCmBAiVzy+iWiIhCnd2t/0kwBLYHFdzm5ubK7bffrkZKIAosLjW37FBGREQUlJoc3J5zzjkyb9487ywNkTepX6QHfqUyuCUiohBnU2frPHDOAtfSvVCrucUYt1OmTJGFCxdK//79a3Uou/XWW5tz+YiakUtZAoNbIiIKcaVVNhGjY3zbKEuUhPRoCTExMfLnn3+qi3utBoNb8lsutUT62fWIiIhCVXFFtRhMjtPuRluiJWSD2x07dnhnSYi8LngOuRARER2qkgqrGIyO4DbWEhu6NbcY37Yu06dPP9TlIWoZTNwSEVGIyy2tEoO5VN2OD4+XkA1ux4wZ4zF7i1PyTpgwobmWi8i7ES2TuEREFOLSC8rFYC5Qt1OjUyVkg9urr75aRo4cKRkZGc77vvzyS7nsssvkgw8+aO7lI2o+qLPVgmssPyIiooO1v7BCjJZCdTstOi10a26nTp0qeXl5KsCdP3++zJo1SwW8H3/8sYwfP947S0nULBDZHghqGdwSEVGIdyYrLK+WyFb5QZe5bXJwC6+88ooqQRg6dKjs27dPPv/8cxk3blzzLx1Rc1KnFjxw2+g4lzYREVEo2pRRrK4tkZkq9dMtoZuEVHD7448/ejyZw4IFC+Siiy5Sh3j1ac4888zmX0qi5mC3/VeWYGpyRQ4REVHQ2LC/SMRYIZo5T/3fM7GnhFRwe9ZZZ9X52Pvvv68ugCDXZrM139IReStza2LmloiIQtf6/cViCt/vLEkIptESGhXc2u127y8JkbfZrSKao+bWwOCWiIhC2Mpd+WKK2qVuH5Z0mAQTHpul0GGrRvJWMZgPqtyciIgo4OWUVMqmzGIxRW1T/x+ddrSEXHD7xRdfNPoF9+zZI3/99dehLBORV2jWyv9GS2BwS0REIWrJ9lwRsYol2pG5PSr1KAm54PaNN96QPn36yNNPPy0bNmyo9XhhYaHMnDlTLr74YjniiCMkNxeNRuRftMoq521mbomIKFTN35ytShI0Q5UkhidK94TuEkwadWz2zz//VKMhYAiwKVOmSHR0tKSkpEhERITk5+erEzq0bt1aLr/8cnV6XjxG5G+0qnLnbUN4uE+XhYiIyBeqbXaZvT5TzLFr1f/DOwwXoyG4qlQbXXiIIb5wycnJkYULF8quXbukvLxcBbWDBg1SF6MxuBqHgotWXua8bbBYfLosREREvrB4W64UlFVKbPt16v/RnUYH3Ypocq8aBLP1DQ1G5K+0ynLnGLc8/S4REYWimWv3iylqp4ipWGLDYmVo2lAJNky1UsiwH8jcGizc7ImIKPSUVFrlp9XpYklYrv4f1WmUWEzBdyST3/IUMrSKCnVtCOMwYEREFHq+/2eflNkKxRLnqLc9v+f5EowY3FLI0CocmVujhcEtERGFFk3T5NMlu8QSv0LEYJV+rfpJ39Z9JRj5fXC7b98+ueSSS6RVq1YSGRkp/fv3l7///rvGynrggQckLS1NPT5y5EjZsmWLT5eZ/JO9/EDmNjz4DsEQERHV56+tubIxM1/Ckhar/8/vFZxZ24MKbh9++GEpK/uv17kOIyfgseaEYcaOPfZYsVgs8ssvv8j69evlueeek8TEROc0GHv35ZdfljfffFOWLl2qhikbM2aMVBw4BE3kXnNrDA9joxARUcjQNE2em7NJ1doaLAXSJrKNjO06VoJVk4PbqVOnSklJSa37EfDiseb01FNPSYcOHWTatGly9NFHS5cuXWT06NHSrVs358p68cUX5b777pNx48bJgAED5KOPPpL09HSZPn16sy4LBT6t3DFagjEiwteLQkRE1GL+2Jwt/+zJlvDW89T/1wy4RsJNwTvee5OLDxFQehpGafXq1ZKUlCTNCSeOQBb2vPPOUyeSaNeundx4441yzTXXqMd37NihTiCBUgRdfHy8DBkyRBYvXiwXXnihx9etrKxUF11RUZG6rq6uVpfmpr+mN147kLV0u9gOlCVIRIRfrwtuL2wTbiv8DHG/wv1tc7HZNXn2141iSVwsBnORpEalyhmdz6j3e9Bfv4cauzwGDdFqI6AUAEEtTrUbFxdXI8C12Wwqm3v99dfLa6+9Js0FZ0CDyZMnqwB3+fLlMmnSJFWCMHHiRFm0aJEqW0CmFjW3uvPPP18t35dffunxdR966CGPWebPPvtMoqKimm35yb8c9d0UKVyqSVWfjrLz8ht9vThERERe98d+g0zfVyjRXV8Ug7FKzoo8S44MPzIgWx5VAhdffLEzFj3k4PbDDz9UWdsrr7xSlQIgQ6oLCwuTzp07y7Bhw5pn6V1e98gjj1RBrO7WW29VQS4yswcb3HrK3KL8AWdfq6+xDuWXxpw5c2TUqFGqfph80y4FVwyQnL9F4k45Qdo886rfrgZuL2wTbiv8DHG/wv1tc9iVVyanv/qXGFLfEXPMVhmUPEjeGflOg6fb9dfvIcRrOJlYQ8Fto8sSkCkF1L0ec8wxLfJmEbAedthhNe7r06ePfPvtt+p2amqqus7MzKwR3OL/ww8/vM7XDQ8PVxd3eE/efF/efv1A1VLtYi+vwk8mMSckBcR64PbCNuG2ws8Q9yvc3x4su12T+35YL7aoZRIRs1XV2D5y3CMSHhYesN9DjV2WJtfcDh8+XOx2u2zevFmysrLUbVcnnHCCNBdkZTdt2lTjPsy3U6dOzkAbAe7vv//uDGYR1WPUhBtuuKHZloOCgN0m9nKrCm6NCc1bG05ERORvXp67RZbtWy9RnX9W/998+M3SKc4RPwW7Jge3S5YsUfUOu3btUmUKrlAKgPrb5nL77berLPHjjz+uSg2WLVsmb7/9trro87vtttvk0UcflR49eqhg9/7775e2bdvKWWed1WzLQUGgvEBsVY46cXPyf1l+IiKiYDNjzX55ad4/EtX5AzEYK2VI2hC55LBLJFQ0ObhFpzHUwc6YMUOVAngaOaG5HHXUUfL999/LlClT1Bi6CF5R7zthwgTnNHfffbeUlpbKtddeKwUFBXLcccfJrFmznJ3RiJSyXLFWOmqMTK1as1GIiCgord1bKHd8/bdEtP9EjGEF0jG2ozw3/DkxG0Pn7JxNfqc4+9c333wj3bt3l5Zw+umnq0tdEFwj8G3uE0hQkCnLFZse3Cb8dxIQIiKiYLEnr0yu/miZSPJXYo7aKTGWWHllxCsSH/7fIAChoMknccAYslu3bvXO0hB5S2mW2CpM6qYpicEtEREFl505pXLeWwulMOYjscSvEpPBJM8Of0a6xneVUNOozO2aNWuct2+55Ra544471MkT+vfvX6vnGs4SRuRv7Ll7xVbl+C1nSUnx9eIQERE1m61ZJXLRO39JcdxHYolbowLbp094Wo5td2xItnKjgluMRIDD/64dyDDerU5/rLk7lBE1F+u+HeraYDaK0QtjGRMREfnCpoxiufjdv6Q0/gOxxK0Ts8Esz534nJzc8eSQXSGNCm5xmluiQGbdv09dmxOivdoJkoiIqKX8viFTbvt6vtiSPxRL1C6xGC3y4kkvygntm29Y1qANbvVxZYkCVXV6urq2pHCkBCIiCmw4Wv76H9vk+fm/SUS7j8VkKZIYS4w8f+LzMqxt854tNiRGS/jxxx893o9sGIbfwigKGLKLyJ9UZ+Soa0u7dr5eFCIiooNWWmmVu75ZLbN3z5DIjt+LwWiVLnFd5ZURL4fMSRqaPbjFyRHc62/d624x1uz06dMlMZG90skP2KxSnVciIlFi6dwyQ9gRERF5YwzbyV8vkd2GryWy7VJ134ntT5Qnjn9CYsJi2OAHOxTYnDlz1MkVcF1YWKguuI0hwn7++WeZP3++5Obmyp133tnUlybyjoJdUlXsGAbM0qUnW5mIiAJKRbVNnvxlo5zz4XuSHvuIhCU6AtvrBlwnL538EgPbQ83cTpo0SZ3+FqfF1Y0YMUKVJOAsYevWrVNnEXMdTYHIp7I3SWWRY1MPb6GTjxARETWHpdtz5e7vF0um5UuJaL9K3dc2ur08cuxUOTrtaDZycwS327ZtkzgPQynhvu3bt6vbPXr0kJwcR40jka/Zdq1xnsAhrEvoDWZNRESBp7CsWp75dYN8seEnCU/5SSzmUjGIUS477FK5adBNEmmO9PUiBk9wO3jwYLnrrrvko48+kuTkZHVfdna23H333apcQT9Fb4cOHZp/aYkOQuX61eranBglpphotiEREfmtkkqrvLdgu7y7YobYEmZJZDvHaD9d47vLo8c+LP2T+/t6EYMvuH3vvfdk3Lhx0r59e2cAu2fPHunatav88MMP6v+SkhK57777mn9piQ5CxYaN6jqiO0fxICIi/62r/XjxLnltySypip0hptTdgmOOEaYoubr/lXJlvyvFYqp5VlhqpuC2V69esn79epk9e7Zs3rzZed+oUaPEaDQ6R1Qg8guVJVKxO19EIiVikOPIAhERkb+ostrly+W75cWFv0lZ9M9iTtmmglqLIVwmHHaxXNXvSkmISPD1YgZ3cAsIYk855RR1IfJrGWulPM+xmUcOHurrpSEiIlLyS6vk8+U75YN/fpHisD/E3GarCspMBrOc1/M8uXbANZIc5Sj/JC8Ety+//LIaCQEjIuB2fW699dYmLgKR91jX/S5VRY7DOBH9WadERES+H6v2nUVrZc6eH8UYt1iMSQUqGENnsXHdzpIbDr9O2sa05WrydnD7wgsvyIQJE1Rwi9t1wQkcGNySPyn7a566Dm/fSsxJSb5eHCIiCkGVVpvMXLtf3loyX3ZW/SrmuDVibm1Vj0WaYuW8nuPl4sMulHYxPItmiwW3O3bs8HibyK9Zq6TsX2yv4RJ19BBfLw0REYWYnTml8vnyLfLlhplSFbVQTFF7xBLleKxTTE+5esClckqXUyTCHOHrRQ0qB1VzC1VVVSrQ7datm5jNB/0yRN6zd7mUpjs6OUadyPpwIiLyvozCCpm+epd8vX6O7KteJOaYjWJoVa06iRnFLCd3GCWX958gA1oPUEe8qfk1OSotKyuTW265RT788EP1P0ZMwDBguK9du3Zy7733emExiZqucv6XUlVsQXW+RB8zjE1IREReUVBWJTPW7pPP18yVrWULxBy7TgyRFWI5cJ6F1uHt5YLeZ8m5vcZL68jWXAv+FtxOmTJFVq9eLX/88UeN0RJGjhwpDz30EINb8g+aJiVz56qb0f27iykmxtdLREREQaSsyiqz12XIZ6sXyNqCP8QYu0aMYSViCXM8HmNuJWO7nCrje50hfZL6MEvrz8Ht9OnT5csvv5ShQ4fWWFF9+/ZVp+Yl8gvZG6V4SzlOuCsxY8/29dIQEVGA0zRNtmWXypyN22X29r9kc9EKkahNYrQUiDnRMU24MVZGdBgp5/Y+QwanDBajwVEaR34e3OJUu23atKl1f2lpKX+VkN+o/PVNKc8Nw9gqEjtmrK8Xh4iIAnQs2vlbM+TnjUtkZfZSKTdvEGPEXjEYNDHGO6YxGyLkmNQT5ILDxsmwtsPEYuRZxAIuuD3yyCNlxowZqsYW9Oztu+++K8OGsa6R/IC1Ugqmz1Sbd8zgw8SSkuLrJSIiogA5W9iKXXkyc+MaWbB3kWRWrxFT1HYxmCpFYkV1CoNESwcZkjpUzuhxohyVdpREmg8U11JgBrePP/64nHrqqeoUvFarVV566SV1e9GiRfLnn396ZymJmsC++jsp3OI4FJRwxY1sOyIi8qjSapedxZq8PH+pLNjzj2wpXi0SsUmMYQUiESL6CF1hhljpl3SknNZ9uJzQ4VhJjU5liwZTcHvcccfJqlWr5Mknn5T+/fvL7Nmz5YgjjpDFixer/4l8StOkcNqLYqsyijkxSmJOPJErhIiIVM3sztwyWbRjlyzYvVLW566TnOqtYojYI8a9paqMzRjnaCiDmKRTdD8Z0ek4Gd31BOmd1Jv1swHkoAaoxdi277zzTvMvDdEhsq+ZLjl/5ePs3NLqiivFYNIPIhERUSjJKamU5bsy5c8dq2RV1lrZV75J7GG7xRiW65ggXMQU7rhp0EySHN5VBqcOktO7D5cjU4+UKP1sCxS8wW1RUVGjpouLO/Czh6il2W2S/8rDYi03qaxtwsSruQ6IiEJAeZVN1uzLlz+2/yvL9q+WncUbpNywU4wR+8VgsDuKZWNwEgWHGGOadIvvI0elDhDT7gq54vTLJToi2sfvglo8uE1ISKh3NASk+/G4zWZrrmUjahLbko8kd3mpytom3zJJjOEHfpITEVFQQKyxN79c/tmbLkv3rZMNuZtlX+k2Kdb2ijEsw9HxC6L+6/xlkTjpGN1LjkgZKMM7D5bD2/SX+HDHUAfV1dUyc/9MCTMdGJyWQiu4nTdvXo2Na+zYsWqEBJyVjMjnyvIk6+knxFZpkrDUeIk//2JfLxERER3iWb/WpufKkj0bZE3WRtlVtFXyrLtFs+wXo8XlaHLEf4GsUcIkJby79G3VT07odIQMaTtI0qLTOFRpiGl0cDt8+PAa/5tMJnUiB5x6l8jXyt6+RQo2OnZvqY8/JwbzQZWTExFRC6uotsnmzCJZumer/JOxQbYWbJGsip1SZUoXY1iOo6wAMHS5Y/hyJVxaSWpkZ+mR0EOObHuYunRL6CZmI/f/oY5bAAU8+6bfZf9nS9XBp/gxx0v0Mcf6epGIiMhDELstp0hW7dshqzK3ypa87bKvbLuUoqQgPFMMxirHhMaaZQUmLUpahXWSLnHdZEBKHxnWvq/0btVTYsNi2cbkEYNbCmzlBZL9wC1SVWQRU3SYpEx92tdLREQUsux2TdILy2VNerqsytgim3O3y57SXZJXuU8qjZlitOSKwWj1WFJg0MwSZ2on7WO6St/WPWVI+34yoE1vSYlKYVkBtVxwW18HMyKv0zQpee4yyVutqX9TH3lYTAkJbHgiIi8rLKuWDZm5sjJ9q6zP2Sq7inZJVvkeKbFniMGSLQZz2X8TIxMb+V8QK5pZoo0pkhLZXnokdneUFKQdJp3iO/HUtdSywe0555xT4/+Kigq5/vrrJTq65tAZ3333XfMsGVEDqme/JOlfb1SjIySOGyVxY8exzYiImkml1SY7c0pk5b6dsjZrq2zN3y77y/ZIoTVdbKYsMVgKxGBwJBeU8P+G2oIwSZJESzvpENNReiR1lcNTu0v/Nj2kbUxbMRk5Bjn5QXAbH+8YNkN3ySWXeGN5iBpF27Vc0h97VWyVFgnv2FraPPwMW46IqIklBBlF5bIpO1PWZe2UrXm7ZW/xPsmu2C9F1VlSZcgRgyWvZhmBxXHRg1ijFilxpraSFtVRuiZ0ln5tusmgtJ7SJb4TT4JA/h/cTps2zbtLQtRIWt5OSb/xEinLsogxzCjt3vyQY9oSEbnvKzVNckqqZFN2lqxJ3ybzMzbIp99skOyKDCmszpRKyRGDOf+/sWF1SKqaXLKwmkmijCmSHN5eOsV1kt6tuskRbXtK71ZdJSkiiSWK5HfYoYwCS1meZN9yphRtM6o9b7sXX5BwDkdHRCEavBaUVcuW7Bz5N2uXbM7dJXuK9klGeboUVmVKhZYtYkHwWu54QoSIYEACY+0SArMWLzGmNtIqPFXaxbaTrgnt5bA2naVvchdVRsDhtSiQMLilwFFdIfn3nim5K6rVv2n33SUxJ4/29VIREXmF1WaX7OJK2ZyTIVty98qOgnTZXZQumWX7paAqQ8rsOaKZ88RoxpkZXaCvd/h/48GCSYsRizVBUmPbS9vo9tIloYP0Tu4kfZM7S4e4dhJhRuRLFBwY3FJgqC6XgnvHSsbsHLXnbn3F+ZJw8ZW+XioiooNSZbVLemGpbM7ZrwLX3YX7Jb0kQ7LLs6SwKlvK7HliNeSLwVxUs+ZVd+BkBnoAa9SiJMqYLElhKZIW3U46xbeX3q07Sd82naVzfAexiEVmzpypzi5qsaBwlih4Mbgl/1dVKvl3nSIZvzoC28TTT5TWdz/k66UiIqrzZAV780tkY/Y+2Za/V3YV7pf9JRmSU5ElRdU5Um7PE5sRgWvxf2ffcnUg9nQtGzBpcRJpSJL4sNaSEpWmgtderTpJv5TOKgsbFxZX79qornYc8SIKBQxuyb9VFkve7WMkc26++jfp7FHS5vGX2IGBiHyipNIqu/MKZVPOXtmat0/2FKVLRmmm5FZkq8C1QssTu7FADOaSmsNk1RW4agYxS4JEGR2Ba3JEG0mLSZPOCWnSI6m99GjdXtKiU8RiYraVqLEY3JLf0kqyJefW0yRnUbH6v9UFp0nyQ88wsCWi5t3XaJoUlVtlV36ubM3bL7sKMmRfcZZklmZJXkWuFFbnSZktX6qlQOzGIjG6nqBAh/qAMMdN11EGLJIg0aZWkhCWLMmRKdIuJlU6J7SVnq3bS49W7aR1ZGt21iJqZgxuyS9p6etk/w3nS+EmxyG71pedI62nPMrAloia1CErt6xMtuVlyfb8/bK7IEP2l2RJdlmO5FfmSLE1T8rtBVIthY4SASOGEvDgwNBYNQNXi4RLkgpcE8OT1Sli28WmSpfEttKrVQfpmthWkiKTxGhwLS4gopbA4Jb8jm3tr7L3llukLMOksiGpt18viddO8vViEZEf1bSmF5bI1tx02ZG/X/YUZUpGabbkludIQVWulFTnSYU9X/73ydMHygM81LW6fAO6hp8GLVwsWrxEmhIlzpIkrSJaS3JUa2kX20Y6xadKt1Zp0jWxvapx5SnoifwTg1vyK1Vz3pA9//e8VBWZxWgxSLvnnpaY0af7erGIyMtsdk2yS8plZ1627CzIlL1FmbK/JFuySnMlrzJHiqrypPRAaYBmLBaDp9KAusoDcNseI+GGBIk2J0q8pZW0imwlqdFtpH1cinROSJVuSWnSPi6VZ9UiCgIMbsk/2KxS8ur1kv7eArFVmcUcZ5EO738sEf0G+nrJiOgQhrvKLC6VHXlZsrMgQ/YWZakMa05ZrhRU5Utxdb6U2wqkSisUGwJWU6nnTlhupQHO8Vs1k5i1OIkwJkqsOUkSwpMkOQolAq2leG+ujD3mJOmV3EGSo1uLxcgOWUShgsEt+UfHsSnnS/afOSKaUSI6Jkn7D78RS1qarxeNiNyUV9lkX2GhbM/PlN35mZJeki2ZCFjLc6WgMl9KrAhYC1Udq2YsqTvDqqdWjZ6yrNFiMcRJpDFB4iwJkhTRWlKi20jbmDbSMSFFuiW1lc7xqZIQkeCxNADDXmFM1+M6DOKYrkQhiMEt+VRCwRbJuvheKd6B/wwSf/KRkvrCu2IMD+eaIWqhkQKKK6plT0GB7MjPkD2FWZKOkQLKciS3PFcKq/Kl1FogFXYErEUiJmRYK+t+QY8ZVqMYNZQFxEuUKUFiLQmSGN5KkqNaSWpMsrSPayOdEtpIl8RUaR2VxCwrER0SBrfkM9W/vibtX39LigvNKm2Tevt1knD1JHbSIGqG+tWcUkf96i5Vv5ol+0tyJLssV/Irc6WoKl/KbIUqYLUZih0Bq6ezYLl9U9TIkWomdWKBCASs5gSJD0uUxPAkaRPVWtJi20iHuGRVy9oxoY0kRSZy1AAiajEMbqnlWSul6JkrZP+nK8RuNYspxiztX31dooYez7VBVM8IASgH2JmXJbsKMyW9OFv2F2fJ1v3b5I3P/5RSW6EKWKu1QrEbS0Tqq1811BGw2sPEIqhhjXd0vArDaAFJ0ia6tbSNTZYO8SnSJTFFOsS1kdiwWP4QJSK/xOCWWpSWu1uybxsvuctLHFV27WKlw8ffS2TbdlwTFHLlAIVl1bKzIFt25GfKvqJsSS/JkqyyXMkrz1OjA5RYC6VSwzisxSKqw5WHcVgj8WI161f/KwcwiFGLFovESqQpQWLMCarTVavIJEmNTpa02NbSMR7lAGnSNrY1RwogoqDA4JZajPWfGbJv8mQp2+/4Bk44c7gsGzpauie34Vqg4CkHKCmT7XlZskMfHaA4W7LLUQ6QJ8UoB7AXSJW9SI0OIKZ6xmBtoBzAUb8aL1Jhlo6tO6rsqqN+NVl1uuqSkKLqV81G7uaJKLRwr0fep2lS8dUjsuepT8RaZhKDRaTtA/dK5FkXi8ycyTVAfs1u1yS3rEK25Waq07Kiw9X+AxnW/+pXHcNZ4dSsYiqruxzAU3YVt+2RLuUAqF91ZFdRv6rKAVC/mpSqrl3LAfRRAcaOHctRAYiIDmBwS96vr318gqR/uVY0m0nCWkVK+/c+lvDefdUXM5GvSgJySyvU+KtqhIAixwgBKsNagYA1TwWslVrRgYC1nvrVOssBYiTMEH9gOKtESYhIktbqxAGOgLVTQop0TkyRtjHJYjFxDFYioubC4Ja8RivYJ9m3niW5yxz1tdH9O0q7d78SU3w8W52af3vTNCkoq5JteRmyIz9L9hRlyH6UBJTlSm5FjjphQKl+wgDDIQSsEnfg1KyOgBXZVdSvYjgrDGXV9cBwVibjgfGwiIioRTG4Ja+wbVsi6TdcLiW7HaFBq/EjJfnhF8Vg4hc+NY3VZpfd+YXyb3Ge7P/7D9lfmiMZJahjzZaCqlx10oBKe4HYjIUHAlZ740cI0Axi0KJrBqzqLFetJQ0Ba3wbNZxV16RUSWb9KhFRQGBwS82uetGXsueO+6Uy3yQGk0ja/XdJ/IVXsqWphvIqq+zIy5WtuftkZ2GG7CvCiQOyJbc8RwqrcqXMli9VgjrWQjGYKhxP2lz3XqxmDaueYcUJAxzjr7aOPJBhdQasKZIS3ZodroiIggyDW2pWFV89Jnue+FCs5SYxRZmkw1tvS+RRx7CVQ6g0IL+sUpUGbMvdL7sRtJZkSnZpjuRV5kpxdZ6U2fPFKgWi1XfiAE9lAXazmCReIg0JagxWnOGqdVSypEXjhAEYfzVVuiWlSWpsa57hiogohDG4peZht0vxC1fLvml/iWY1SVibaOnwyTcS1rEzWzhIFJZXyqbs/bI5d6/syE+X9OIMyS7PUSMGlNrypMJeIFZD4YHhrbTGn5rVHilhCFqNiSrLmhTeStpEtZE0nJI1HjWsadIpLlkW/b5QTjvtNI4KQEREwRPcPvnkkzJlyhSZNGmSvPjii+q+iooKueOOO+SLL76QyspKGTNmjLz++uuSkpLi68UNHTarFE49V9K/3qjOIR/Vu620//A7dhwLoKGuMoqLZUPWXtmaly47C9Nlf0mGZJdlSWF1jgpcqyVfxFxUdz3rgaC1ducrR5Y1zoIzXbWWlOg20j62jXROTJOuSWnSOSGlUScOwMga+vBXREREQRHcLl++XN566y0ZMGBAjftvv/12mTFjhnz99dcSHx8vN998s5xzzjny119/+WxZQ4q1UvKnnCkZP+1Subj4EwZK2msfi8HCoY38QWW1TXbk58im7D2yLT9d9hRmSEZphuRWZktRdY6U2/PFZigQg7m03vKAmkFrrEQYkiTG3EoSwlqpWta0mJQDpQFp0qNVW3XmK548gIiIfCEggtuSkhKZMGGCvPPOO/Loo4867y8sLJT33ntPPvvsMzn55JPVfdOmTZM+ffrIkiVLZOjQoT5c6hBQXS65t58qWb9lqsA28dRjJOW5d8RgPFAsSV5VhDKBnHTZnLNPdhTsk33FmZJZlil5ldlSas2VSi1f7KYCMRirG5lttYhZS5BIY5LEW1pLq4hkSYtJlU5x6HzVTvokd5AO8SkMWomIyK8FRHB70003qVq7kSNH1ghuV6xYoQ5X4n5d7969pWPHjrJ48eI6g1uUL+CiKyoqUtd4LW+cWEB/zaA6aYG1QgomjZGc+fnq38RzRkrSQ8+J1WYTwSVU26UZ6O2RVVgsG3L3y4acXbK9YI/sLU6XnIoMKbJmSZUhRzRTPWUCbiMIGOxRYpFEiTYmSUJ4a0mOaCNtY1KkU3yadE9qK71at5NWkYkNHvrXbJpU21p+fXFbYbtwe+FniPsW7nOrGxkv+H1wi1ralStXqrIEdxkZGRIWFiYJCQk17ke9LR6ryxNPPCFTp06tdf/s2bMlKqrh+r+DNWfOHAkKml0G/vK0lM8vUP+WnniEbB4yUuSXX0K7XZqo3GqTXZVFsq+yQLKsBZJnz5dirUDKDfliNeWL/PxA7eAVsaflv5saygRssWK2x0mEFi/REidxxjhJMsVJsjlW0sLjpY0lViKMYbUXAJUIpTYpTN8jy2SPBIJQ3VYawnZhu3Bb4WcoFPYtZWVlgR/c7tmzR3UeQ+NGREQ02+uiU9rkyZNrZG47dOggo0ePlri4OPHGLw28h1GjRgV+T29Nk7Lnr5B0lbE1SOJ5o6X7A8/KwFBvFw+KKirk38y9sj5nl2zL2yN7S/ZJdnmmFFozpVKQeS10BK+o4nCLPf8rFTCL2Z4kMaZkSQpPlbbRadI5vr30atVR+iR3lI7xbUKiTCDYt5WDxXZhu3Bb4WcolPYtRQeOtDfEr78VUXaQlZUlRxxxhPM+m80m8+fPl1dffVV+/fVXqaqqkoKCghrZ28zMTElNTa3zdcPDw9XFHVagN1eit1+/JZS9f5fs/3iF6lgUf/JgScFZxw6xF3ugtgvGdN2VnyeLd2+UNVlbZHfRHsks2y+F1ZlSoYLXAs9lA64lA5pJzPZWzuC1XUw76RjXVsr35Mmlo8+Srq3bidHAGuZA31a8je3CduG2ws9QKOxbLI1cFr8ObkeMGCFr166tcd8VV1yh6mrvuecelW3FG/39999l/Pjx6vFNmzbJ7t27ZdiwYT5a6uBVveQr2fvSD6LZTBIzsIukvfxBSAzPVFFtlZX7tsvyfZtkfc5W2V28S3Iq90qF7FfDYzUmeI12zbwmdJDerTtJ/9Qu0iUhtVbwil/MM/NnSicPjxEREVEAB7exsbHSr1+/GvdFR0dLq1atnPdfddVVqsQgKSlJlRTccsstKrDlSAnNS8vfI+lT7hNbpUnC02Kl3QffisHs15tPk+0rLJDFuzfIqszNsi1/h6SX7ZZC6z6xGrNqn0nL5a0bbHESbUyT1uFtJS26rXSO7yC9kzvKgJSuaixXBqhEREQtJ+CjkxdeeEGMRqPK3LqexIGakd0mOXddIGX7TWKwiLR7+2MxRkYGZBNXWa2yKn2nLE/fJOuzt8rOop2SU7lHyrQMEXNh7SeY9Y5bJgmzt5EESztpH91JeiZ1lUFpvWRIh57SOirRF2+FiIiIgiG4/eOPP2r8j45mr732mrqQd5R9eK/k/JWnDrSn3n27hPfoFRBNXVBeJr9tXS2L966WDXkbJaNim1QZ99Ue9/XA6WDBYIuRKGNbSQ5vL13iu0jf1t3k6PZ9pH9KZzGbAu7jQkREFHL4bU310nJ2SMZb01Wv/bjj+knCpdf6ZYtllRTJnK3/yJJ9a2Rz/kbJqtwm1ab9NTt0uWRhLfZkSTC3k7bRHaVHUjc5PKW7DO3YR1Jjknz5NoiIiOgQMbilehU8eYNUFpjFGG6UlKff8ovW2luQJ7O3rpBl6WtkS+Emya3aLlZTlhgMWq1AVmzREmfsLJ1iesjAlH5yQqeBMrhtNwkz+0/vTyIiImo+DG6pTtbVv0j27B2CgViTr7tczEktn9UsqiyT79ctkvm7/5ZthZsk37pD7ObcmhMdCGQNtniJN3WWrrG95IjUvjKi6xHSN6VTSIzoQERERA4MbskzTZPcZ+4XW5VRjY6QeO3tLRbMTl+/WH7bsUg2Fa6SUtlec6SCA1us0dpKEi1dpFtcLxmc1k9GdhskPVu3a5FlJCIiIv/F4JY8sq3/TQpWFTuytnf/z2vDfpXbquWT1XPlj93LVDBbItvEYLQ5HjTqpQU4lWxv6Zl4mByd1l9GdT9COiS05pojIiKiWhjckkcFrz8udqtRwlOiJWbMmc3WSkUVZTJ9wyL5feci2VhwIDO7zlMw21eOaDNYzuh1vBzfqbca7o2IiIioIQxuqRYt/V/J+2ufGiMr6aqrxXCIgeW23HR5d+VPsiB9nhRoG8VgcAtmrXGSbOkrRyQPljN7Hy/HMZglIiKig8Tglmop+ewFsVaYxBRtlvgLrzyoFlqdsU3eW/mjLMv6U0qQnT0wkoHq22WNl2TLYXJ46yMkpSBMbrtwgoSHh3NNEBER0SFjcEs12W1S+PsidTP+5GFiCAtrVAtpmiYLd6+Vj1b/LP/kLpBK417HAwZHdtZi7SwDE4+Xi/ufKid37Ssmk1Gqq6tl5syZLDkgIiKiZsPglmqwrZ0lJbuQZTVI/MSbGmydhbvWyJsrvpZ1BX+J1ZTtuNOIYNcoUbYecmSbE+SKw0+Xozp0ZUsTERGR1zG4pRqKv3lfNLtBwlNjJLzvAI+tU1JVJq8s/UZ+2P6t6hCmmEQ0u1litb5ybNqJctXg06RPmzS2LhEREbUoBrf0H02TkuXrVNY2dsQJtU5+sGzvOnl+6UeyrmieiLH8wFOMEm8/XEZ0HC3XHDlWOiQkskWJiIjIZxjckpO2Z6WU7nWUJMScfrG6r6yqXF5f/p18t/VbKZYtjgkxeEJ1kvSPHyOTh14iR3boyFYkIiIiv8DglpzKfvlEjW2LURLKenaRu2Y+JfMzvxPNWObM0sbaBsrZ3cfLzcPGSlSYha1HREREfoXBLTmVLlmirjd3i5MpX40RMVYcyNImyGGxo+S2IZfIsM7sGEZERET+i8EtKZmF6bJtR54kilF+7VAgYjSKoSpVxrS7RO4/6UKJi+Q4tEREROT/GNyGuJyyfLnnt5dkdcZ0mZblOBPZxtQUOS3lKrn/pPMlOpylB0RERBQ4GNyGKJvdJs8s+kg+2/KWaMZS6ZOpidkuUh1tkum3zpLo8MadvIGIiIjInzC4DUG/bV8m9y94VEpkh6OmtipVrt9dLCKFktSrIwNbIiIiClgMbkNIenG23DLrMdlc9rv6X7OFy8CYC+Tl8TdJ+feDBeFtxMDDfb2YRERERAeNwW2IeHnpF/Lu+udFO3DyhXjrMfLMiCkyrHNnkZIs2ZppVZtD5NARvl5UIiIiooPG4DbI5ZcXyuU/TZHt5QtUCYKxqr1c0/cOuWnYCOcZyGzbl0l1qWNTCB9whI+XmIiIiOjgMbgNYrO2LJEpC+8VqzFXnYChu+VsmXbePZIYFVljuqo1S9W1KcYs5kSePpeIiIgCF4PbIB0J4fZfn5W5mZ+JwYghEBLluj73yy3HjvI4feXGdeo6vF3rFl5SIiIioubF4DbIlFSWyvhvb5b06r8FVQdx1iHy/pmPS682bep8TuXOPeo6vGuXFlxSIiIioubH4DaIbM9Pl4t+uEbKDLtFs5vl+KTr5dUzrhWT0VFbW5eqrEIUJUhYzz4ttqxERERE3sDgNkj8uXOV3DrvFrEbC0SzRssNfR6Rm47xXIZQQ3mBVBXYHcFt70EtsahEREREXsPgNgh8+e/v8ujyuzEUghiqU+S5E16W0T0Pa9RztZwtUl3i2AzCuvfy8pISEREReReD2wD3xdrf5LG/7xIxWiW8urd8Ou416ZVcd32tO+v2taLZDSIGEUtamleXlYiIiMjbGNwGsM/W/CZPrHAEtlHWAfLzhW9Lckx0k16jettGdW1JiBCDmZsDERERBTZGMwHqk9Vz5KmVdzsD2xkXvi2to5sW2EL17p3q2pIc74WlJCIiImpZDG4D0Oytf8tTK+9VgW20dYDMvPAdSYqOOqjXqt6foa4tqSnNvJRERERELY/BbYBZn7VL7pw/ScRUJZHWPvLLRe/WOuNYU1TnFqhrS7v2zbiURERERL5h9NF86SBklxTIpT9fK5qpSIzVafLV2W8cUmAL1vxydW1uzxM4EBERUeBjcBtAp9Qd/92NUmVKF7HGyVuj35DOSa0O7UUriqS6VFM3LV16Ns+CEhEREfkQg9sAcfOM5yRfw7BdFnngqOdkaMduh/6ixfvFWu7YBMztOh366xERERH5GIPbAPDtur9kQe6n6vYpqTfIeQOGNsvranl7xVZpUrfNycnN8ppEREREvsTg1s/tK8qVh5f+TwwGu7SWofL0mKua7bWt6dsdN4wipoSEZntdIiIiIl9hcOvnrv7pAbGb8sRgbS2fnvW0GI3Nt8qs+3apa3NMmBia8XWJiIiIfIURjR/7+J+5stc6XzTNIPcOnipt4xOb9fWt2Y4xbs1xBzdGLhEREZG/YXDrp0oqK+S5lU+o250sJ8nFh5/Q7POw5eSoa1NCbLO/NhEREZEvMLj1U5N+eUls5gwRW4y8edoDXpmHNT9fXZsTWW9LREREwYHBrR/anZ8jS/O+UbfP6Xy9dEg4xPFs62ArLFHXpqQkr7w+ERERUUtjcOuH7vntVTGYKsRsayv3D7/Ea/OxlTjOTmZqxWHAiIiIKDgwuPUzW3IyZG3JT+r2pT2vEbPJMQ6tN9jKqtW1KamN1+ZBRERE1JIY3PqZB+e9LQZjlYTZOsikY8723oxs1WIrt6mbpuQ0782HiIiIqAUxuPWzERLWFv2qbp/X/RIxGb2XtZWKIrFXO1a/qXWq9+ZDRERE1IIY3PqR5/+aLmIuEoMtViYNHe/dmVUUiK3KsfqNzTx+LhEREZGvMLj1Iz/tcIyQMCjxFIkMC/fuzCoKxVZtUDdN8XHenRcRERFRC2Fw6yeW79ku5abN6vbdx070+vy00nzRrAcytzExXp8fERERUUtgcOsn3l35oxgMmkRr3aVvm05en5+9KNd52xQd7fX5EREREbUEBrd+4u+ceer62LSTW2R+9gJHcGswGcQQFtYi8yQiIiLyNga3fmDl3t1SZd6ubl8/2IvDf7mwFeapa2O4F0dkICIiImphDG79wJfrflPXEfaO0qN1+xaZp1ZcpK6NEeYWmR8RERFRS2Bw6weWZSxV130SjmyxedpLS9S1MdzSYvMkIiIi8jYGtz5WZbVJtvVfdXts9+EtH9xGsN6WiIiIggeDWx+bv32TGMxFIppJxvU+psXmay8vU9eGcAa3REREFDwY3PrYbzuWqeso6SSRlogWm69WUaGujRFePlkEERERUQtibyIfW5O9Vl13iundovO1HwhuDeEMbokocNjtdqmqqqp3murqajGbzVJRUSE2m63Fls2fsU3YLoGwvVgsFjGZTMEd3D7xxBPy3XffycaNGyUyMlKOOeYYeeqpp6RXr17OadDwd9xxh3zxxRdSWVkpY8aMkddff11SUlIkEOyv2CJiETkydWCLztdeUamujQxuiShAIKjdsWOHCnDro2mapKamyp49e8RgcJxmPNSxTdgugbK9JCQkqHkfynz9Orj9888/5aabbpKjjjpKrFar/O9//5PRo0fL+vXrJfrAWbVuv/12mTFjhnz99dcSHx8vN998s5xzzjny119/ib+rqLZKtTFdsPqGd27Z4FartqprZm6JKFC+bPfv36+yOh06dBCjse6qOgS/JSUlEhMTU+90oYRtwnbx9+0Fn/GysjLJyspS/6elpQVncDtr1qwa/3/wwQfSpk0bWbFihZxwwglSWFgo7733nnz22Wdy8smOM3tNmzZN+vTpI0uWLJGhQ4eKP1u+d4cYTJUimlEGpfZo0Xlr1dXq2hDGsgQi8n9IcOCLr23bthIVFdWo0oWIiAgGt2wTbisHwVefIRylBwS4iPcOtkTBr4NbdwhmISkpSV0jyEVdyMiRI53T9O7dWzp27CiLFy+uM7hF+QIuuqIixwkN8Fq4NDf9Nd1f+6+djnrbMC1FDJrBK/Oui73KkbkVi6VF59uYdgl1bBe2CbeV2rDPRmYHdYCNKUvQrxuaNlSwTdgugbK9IKDGfMvLyyXcrXSysfFCwAS3aNzbbrtNjj32WOnXr5+6LyMjQ8LCwlR9hivU2+Kx+mp5p06dWuv+2bNnN5gROBRz5syp8f+ijGUiESIR1Ukyc+ZMaUmDyh0dytJzcmRpC8+7oXYhtgu3FX6G3CGoRR1eaWlpo7/giouLuTthm3BbOQS++AwhY4zAFqWpOGLjCkdvgiq4Re3tv//+KwsXLjzk15oyZYpMnjy5RuYWNVyo542Li5Pmhh0xArhRo0apnoC6t75cIGIT6dSqq4wdO1ZaUs6H/yeYebvOXaR/C8+7oXYJdWwXtgm3ldrQeRidW1ADiMxOfZD1wZdybGwsO5SxTbitHARffobwWUd5AspP3T/r+pH2oAhu0Uns559/lvnz50v79u2d9+NXPCL8goKCGtnbzMxM9VhdkOZ2T3UDAixvBlnur59flSFiEukU36HFgzvN5jjMYIqI9Hlg6e12D1RsF7YJt5X/YDgifMmi/q+hGkD9MKo+PbFNuK00jS8/Q5gf5uvpO7CxsYLR3385ILD9/vvvZe7cudKlS5cajw8ePFi90d9//91536ZNm2T37t0ybNgw8Xdl9hx13SOpU4vPWw9uDRaeoYyIiMgbLr30Unn88ce98toYOQoJP5TqUAAFtyhF+OSTT9RoCEiNo44WF9RiAIb+uuqqq1SJwbx581QHsyuuuEIFtv4+UgICd5vB0UGuR6t2Lb8ANkexOINbIiLvQPapvstDDz0kf/zxh7qNI5DuOnfuLC+++KI6GolEDsZz9wTfg0cccUSLrUaMXOT+XhoqFXGFoTpRQ3344Yc3KmP/wgsvSP/+/dU8EhMT5dRTT6013CdKFtEnp1WrVuqQNjqX43ne8OGHH6ohStFHB7HJ8OHD1dFld6tXr1b9aW699VbnfRi7HyWQWE6026pVqzyud71d8V7w//nnn6+SfK4OO+wwFes8//zzXnmfgcyvg9s33nhDjZBw4oknqvHO9MuXX37pnAYb7+mnny7jx49X9RkoR8DG4+9ySspFTI5fW91btW3x+Wv6IQczywGIiLwB4/LqFwSp6NPhet+dd97ZqNdBJ+nTTjtN3n///VqPIWv31VdfqQC3Jbm/l127djXqeQjiL7vsMhkxYkSjkkAXXnihPPzwwzJp0iTZsGGD+jGAPjKIC6ZPn+6cFmPf40gvyhcx3X333acub7/9dr3z2Lt3r3NkgMbAOrvuuuvkggsukDVr1siyZcvkuOOOk3Hjxsmrr75aY9pXXnlFzjvvPFUn7rq+MD1OSFUfvGe0K45Gf/TRR6r0EiNDPfbYYzWmQ0IPsZJ7x6tQ59c1t43Z4PBL7rXXXlOXQLIlN0MMBk2NcZsS3arF568dyNxKGMsSiCjwqKGCqm111guWV9nEXGX1Sr1gpMXUqE42rn0/cKQRz6mvP0h9ELyeddZZquwOw13qcAIjBDYTJkzw2EbosIuxQvURefLy8lTG9Morr1QBlDucLAmlfkuXLq1x/8CBA1US6YEHHlD/H+x7uf766+Xiiy9Wy+QanHqCoP2bb76RH3/8Uc444wzn/QhYc3Nz5eqrr1bvD4HtoEGD1EWHbCcSXQsWLJBrr722znng/eDI78SJE+Xyyy+Xrl271jktxs9/7rnn5OWXX5ZbbrnFeT8CTnSCwlFkBLkIvpFxxrJ/+umntcoUYOfOnfW+d2SE9fbF+kbyDsk9LO+5557rPFMr3j/WKUYWaMwPhlDh18FtMNtT6DgDh1GLEaOh5RPo2oFh6wwmbgJEFHgQ2B72wK8+mff6h8dIVFjL7jsxog4yuCgJ0ANM/cRFOCun+5CYegCKQ+g4pI8sIoK3G264Qdq1a1fjNVwhSMZwmdu2bZNu3bqp+9atW6eylN9++61zOpy9qlOnTuqHBEoiUFfat2/fet8DlnX79u2q3PDRRx9t8D2jJLFnz541AlvdHXfcoYJXjLiDoN/dP//8I4sWLWpwPi+99JJ8/PHHKhBFkIrSBrQTMq4IMF19/vnnKguLzK2n5UF5ANoIw5aivXDk+cgjj5Tmguz1I488Ij/88IPcfffd6j4Mh4ofKwjiGdwGSFlCMMsqzVPXZvnvcEWL0rPiZga3RET+DplOZBcR3OpHNRGAIqhBFrYuCGTfeustNQQmxnf/5ZdfVHCJmldPEKAiS4vAUofs45AhQ6R79+7qf2QNUSKBIAuvhQD3mGOOUYf467Jlyxa599576523u82bN6szjnqi349pXKGDFUZDQlCJfjvI7tYHAewll1yi6lkReKMeFiUDyJrifgTPentjXgj4EVC6w5nzUKqhLw/KNLDOcJat5oITWOH13LO+mHdjy0JCBSMbH8kuc3QeCDf6KLi1H+hQxswtEQUglAYgg+oJgq3iomKJjYv1WlmCLyCIffLJJ9VhdJxyHplQHH7XTz/vWtuJwOzNN99Ut5GFRJYTdb8o4evRo/7TvSN7i+D1/vvvV4EdMpauY8Oj07briEQIbBFsIohGZtEdDtGjFAHBNTKxTdGUelhAsI+sMkoIEEwjIL/oootUgO6acUWQf/zxx9d4LjLReq0uMt6o4cXz8vPznZnxxi6Pfnat5h4jFvN3f010OmvsyQ1CBYNbH8krdwS3ET4Kbp2fT6NvdtJERIcCX/B1lQYguLWGmdTj/j7OrX7iIBzCdi8tQOcr1OrqEJQiIENQiw5V6Gh0zTXXOIMd1573rickQuCzcuVKlUncunVrg8uEYPCee+5Rz0GQhpNnoANVXTCSA+pd63ptnAzg77//VqUCCBj1daSfThlnB9UDdFcIhNE5zBP9fvdgWR8yFKUYGGUCI1Lg/Zx55pkq++ya0XaXk5OjAnmUKaAtMSoDsuX6OsC8MCoDxtd3z96mp6erEwzoy9O6dWvV7p6mPVioM87Ozq41LCpqbvUSEnLw7099ECupLlHXkebolp85Rko4ENwyc0tE5DsIWBGAYyhLVzhEjoDXPXhDxzLUdeKyb98+VR+qQ5ZSv7geDkc9KOaBzmeovXUfUsodDu1jeCtkLXFBp6X6Dq8jM7t27VrV4ckTBNp4HAGjfkHHMpQ34LZr0OkKIyWgnOGnn36q9Rg6dmE4LSxbXRBAV1ZWOssPXNsH2U7A4+jYho5gOLyPjDUy12hblF2gnln/8YDlQVYYGWp3zz77rAry0ekO9GHOMBZtc0F9MNaje40xzt7q2pmOmLn1mdJqxzBgkeaolp+5ZtdjWxEzM7dERL6CoAt1oQhAkcVExhGZUmROMYYpDvm7QokBxk3FIXbUh6Jnfn1mzJihAjaMC4ugDkNZIRuJDk8YM7YuCPAefPBBlXl0Hy8Woyxg2fB6yC4/88wzqubTtb4VNb4IEJFdRkDWr1+/Gq+BYBmjHbnf7wrBJAJyLC/mgQ5TyI6itAIjKOAxjJQAuA+jCmB8W8CQYAg4XceY9QR1uWgjvF90KBswYECd06IUA5267rrrLtUuCDJxunTUESPwRNmHvj6Sk5NVRztkel3H80WWFSNeINMLGOoLUOPrOvoEst0Y1x+vv2PHDjWPd999V3X202ufAfW3aGcME0YuNNIKCwsR66lrb6iqqtKmT5+urnWnfXKn1u+Dftql3z3Q8mugulLbcWwXbX2v3lrhz99rvuKpXYjtwm2FnyFPysvLtfXr16vrhthsNi0/P19d+4tp06Zp8fHxHh/De3rwwQe13r17a5GRkVqXLl20a6+9VsvOzvY4PR7Dd9ZXX31V7zyzsrK0lJQU7fHHH3e2SUVFhTZ48GDt/PPPr/e5mDY8PFyLiorSiouLazx22223aR07dtTCwsLU648dO1ZbuXJljWkmTpyoDR8+vM7Xx/sdOHCg1pDq6mrtmWee0fr27avmFxcXp40ZM0ZbuHBhjelefvllNQ2WF9MMGjRIe/311xvcBjZt2qTauSnbynvvvafaMCIiQouOjtaOP/547ccff6w1HeY/dOjQWtsB1p37Be2h69Spk/N+vGe0NdbX3Llza80D6xbt0dxsPvwM1fdZb2y8ZsAfCXH4JYiaGhwCcq1Tai745YUxBjGUi35e5FEf3SQZ2nw5rtUl8sbp9zT7POtfoArZeWJfKc8Nk/bPPyWxY89s2fnX0y7EduG2ws+QJxhHFBks1Bs2dDYsHI7Gfh37c3+vuW0pbJOWbxfUK6P0Aieecu2A11yQPUZZC0a2wBBmwbK9VNTzWW9svMZPvY9U2R11QFFmR92Pz8oSOFoCERFRs0NdL8oy0FHNG1DegJNuNHdgGww4WoKPVCO4NYlEhfkmuHVGtybW3BIREXkDRrXwFr1zHNXGzK2PWDXfZm6doyX44OxoRERERN7CyMZHbFqVuo62+LgsgWcoIyIioiDC4NZH7FKtriPDwn2UuT1whhOexIGIiIiCCINbHwe30Zb6e/16BQbIcJYlsOaWiIiIggeDWx+xi1VdR1qa57R8TeMy+puxec97TURERORLDG595kBZgtk3ZQnO0Y05FBgREREFEQa3PqIZbOo6yuKjmtsDDMzcEhERecWll14qjz/+eLO+Jk5L/NxzzzXrawYbBrc+oE4KZ3CUJUSFRfi2Q5mBZQlERN5gMBjqvTz00EPyxx9/qNsFBQW1nt+5c2d58cUXJTMzU53F8YsvvvA4n6uuukqOOOKIFluJH3zwQa330tBZ41z99ddfYjab5fDDD29wWpvNJi+88IL0799fzSMxMVFOPfVU9RquFi5cqE5m0KpVK3XyhN69e6vnecOHH34oRx11lERFRUlsbKwMHz5cfv7551rTrV69Wp2F89Zbb3Xeh3WOZYuOjlbvZeTIkbJ06dIaz3NtV5yNC+9r7ty5zsfvu+8+eeyxx9RZusgzBrc+YLMjuPVh5tZu+68sgaMlEBF5xf79+50XBKk4XajrfXfeeWejXiclJUVOO+00ef/992s9VlpaKl999ZUKcFuS+3vZtWtXo56HIP6yyy6TESNGNCoRhCzlww8/LJMmTZINGzaoHwMdOnRQJ0eYPn26c1oEizfffLPMnz9fTYcAEJe333673nns3bvXkXBqJKyz6667Ti644AJZs2aNLFu2TI477jgZN26cvPrqqzWmfeWVV+S8886TmJgY5309e/ZU061du1YF5PgBM3r0aMnOzq7x3GnTpql2RRDfunVrOf3002X79u3qsX79+km3bt3kk08+afRyhxoGtz5QbfsvuPVVza1ztAQTNwEiIm9ITU11XpCBQybO9T7XoKchCF5///13dcpVV19//bVYrVaZMGFCrecgaENmcMyYMc4ALi8vT9q3by8PPPCAx/ngdK5Dhgypdf/AgQNVkKlzfy8IwBvj+uuvl4svvliGDRvW4LQI2r/55ht1Cturr75aunTpopYDAeuZZ56p7kNwD4MGDZKLLrpI+vbtqwLGSy65RL3vBQsW1DsPtAMyyMio6sFjXZYsWaLKAZ555hkV5OLsYH369FFZ1Ntuu00mT54se/bscWacsexnnHFGjdfAe8c66dq1q1rW559/XoqKilSg7CohIUG1KwLZN954Q8rLy2XOnDnOx/G6dWXyicGtT1RabWJwZm7DfHv6XSODWyIKQAjWqkrrvlSX1f/4oVyakOlrLmPHjlUBJEoC3DN855xzjgqG3CEAxSH05cuXqywi3HDDDdKuXbs6g1sEychGbtu2zXnfunXrVPCFwExXUlIinTp1UllUZC0xTUOwrAggH3zwwUa9588++0xlOt0DRLjjjjskNze3RsDn6p9//pFFixapkoH6vPTSS3LXXXepjG+PHj3khBNOUBny4uLiWtN+/vnn6gcJMreelqe6ulq+/fZb9T/aC2UDRx55ZJ3zrqqqUoE6fvggaK8Lyiz06XVHH320Wk+VlY6znVJNZrf/qQWUW//bQMPNFh+NlqDX3DK4JaIAhOD18bYeH8JerXao14z+ly4SFi0tyWQyycSJE1Vwe//996vAFQEoMpN1BXiAQPatt95SpQAoHfjll19U4IeaV0+QTUSghcAS84FPP/1UZXORqYRevXqpAHDAgAEqgHv22WflmGOOUQEussKebNmyRe699161vHXN293mzZtVZtQT/X5M4wrzxyF+ZLORjUV2tz6omUWW98Ybb1RZ148//lieeuopueWWW+Tss89WbY5MK9ob80I5QFhY7aRU27ZtVamGvjxoa6yzNm3a1JoW9bkotygrK5O0tDS1/lB64AmmQXkFXss1UMf8EOxmZGSoHxlUEyMbH6iodgwDBmEmHwS3dhvLEoiIAsyVV14pO3bskHnz5jkzoTgEf/LJJ6v/kVXULzj8r0Pd51lnnaXqfp9++mmVoawPsrcIbgHlDMhYupY9oKQAwTIO5yPg+u677yQ5OVkF0Z7gED2yvlOnTlWZ2KZoSj0sIHj++++/5c0331TvF8uuB+iu7eOpXAFBIgLJTZs2yeuvvy4//PCDqod17bjV2OVBGUF4eLgKit2ddNJJsmrVKpVZPuWUU+T888+XrKysGtOgxALLieAb2eD33ntP/Zhwz+Yi+KXamLn1gfLq/w4jWIy+yNy6dCgz8QxlRBSALFGODKoHdrtdioqLJS42VozeKL3CvJsJsn2AAMq9tACdr3DIWoeg9Pjjj1dBLTpUoRb1mmuucQZQCJjcX1cPgFauXKmyf1u3bm1wmRBY3XPPPeo5CNKQ0UQHqrpgJAfUvNb12jjEj4ATGWN0+tLXEQJFZHFnz57tDNBdIRBG5zBP9Pvdg2XU5QJGV8AoE8je4v2gRte1lhgZbXc5OTkqGEb2Fm2JURmQudXXAeaFTmDImLpnb9PT01XtrL48yMSi3T1Ni85vyILjMnToULVeEbxOmTLFOQ1GekDGGPPGDwd3qJ0GT48Rg1ufqLT9l7k1G82+7VDGmlsiCkQI6OoqDbDbRSw2x+N+vo9DYIMAfMWKFTUOL6M2FQGve/CGjmWom0Wwtm/fPrn88sudj+llA57qQTEPdD5DlhA97z0Fk66H9pGRRbYTwe2oUaM8Hl53zcyi9z/qgj1BoI3HXSEziuGt0OlKD0jd4dA9Mr4//fRTrbpbdOzCsF9YtroggNZrUpEBxcUdHseoC8iO/vrrr6osA206Y8aMWoEjlufll19WGWqULbhCaQaC/PHjx6v/9WHO1q9f3+CQZ67LqUNnsrrWJ/z7779qPdVVzhDqmLn1AZt+EgXNMY6dT2pu5cB8/XzHT0QUzBBwoS4UASiymMg4IlOKzCmyeqhldYUSA4ybik5NOGSODl31QZCG+lgMKYVgCb38kY1EhyeMs1oXlCGg4xcyj+7jxWLUBCwbXg/ZZYwegBpT1/pWZCERfCO7jMAavf5dIVjGuLXu97sHkwjIsbyYB4YPQ3b0tddekx9//FE9hiwo4L6OHTuqMWQBHcQQcLqOMevJTTfdpNoI7xejHrge+neHcgwMSYYOaGgXlHqgExmG5ELHNJRB6OsDgTHGHkamVw9uMbID5oEfJqi1RaYYy412wnptCpRVYP2TZ4xsfMCOcW4VH51AwXW0BJ7EgYjIpxAYIYBDQKtnDhFkIWPpngDBiQMQ9OXn56sa3PqgYxUyvTg0r5/kAbcx6oJrTa4n5557rhqNAIfWEcS5wrxRDoFOXcjWIuBE/ehhhx3mnAZjtLoPW9ZUeO8YDgzDkyHARkc2lGUgkMZ4t67LhewnAmoEkhihAEEjOoa5Dl/mCTq5oSMcAuH6AlsdAlhknVG+gMAc80IgjeyvezYXwT6y3zqUhWzcuFFld/VRINDGCFSx3huroqJCzQ/rgDwzaE2t1g5C+GCirgWHgFzrlJoLftnhLCXYCeCwxZJd2+WaP8aJaEZZe/lqaXHp/8imMReKvdoo3Wb9ImGdO7f8MnhoF2K7cFvhZ6i+L3R0psIh7IbOhqVqbouK1P7cKzW3AYht0vLtgpIOBORffvllo8b1bSyMe/v999+rWuVg3F4q6vmsNzZe46feB7T/0qa+mL1jjEZmbomIiLwGIxqgLAPlB80JySB93GLyjDW3Pi1L8H14zZpbIiIi78CoFs2tobF7iZlbH/NV5vbARS2Cj5aBiIiIyAtYlhCSXDPHDG6JiIgoeDC4DXFM3BIREVEwYXDrU76uvSUiIiIKLgxuiYiIiChoMLgNReokDgdqbVmXQEREREGEwa1vB+LyDbtNDXWrmEy+XRYiIiKiZsTgNiSHArM5y30NPHsPERERich7770no0eP9kpbVFVVSefOneXvv//2elszuA3BzK1ms/4XWDO4JSLyCoPBUO/loYcekj/++EPdLigoqPV8BAIvvviiZGZmqrNSffHFFx7nc9VVV8kRRxxxyMu7c+fOBpf5gw8+UNO+8847MnDgQImJiZGEhAQZNGiQPPHEE87XWrdunYwfP169BzwP76MuV1xxhbRv377BeWP5ysrKZMqUKdKtWzd1atbk5GQZPny4/PDDDzVOnIDpn3zyyVrzOu2005xtrzv99NPl9ttvd/6vr5P6LpimLj///LNaptjYWImKipKjjjrK2W663NxcOeWUU6Rt27YSHh4uHTp0kJtvvlmdXra5LVq0SJ3mPjExUbVZ//795fnnnxebzVbrtLf333+/PPjgg01aj5dffrmzXbCdpqSkyKhRo+T9999Xp/HVhYWFyZ133in33HOPeBuDW1/yVYxrq/7vNoNbIiKv2L9/v/OCoCAuLq7GffiibwwECwjKECy4Ky0tla+++koFuIcKAZbr8t1xxx3St2/fGvddcMEFajluu+02ufXWW2XVqlXy119/yd133y0lJSXO10IQ2rVrVxVgpqam1jlPBFgIBj/99NMa8xk2bJhcc801Ne7D8l1//fXy3XffqdPPbty4UWbNmiXnnnuuChbd34t7QLlv3z75/fffJS0trd52OOaYY2rM9/zzz1eBqOt9mMYTLNe4cePk2GOPlaVLl8qaNWvkwgsvVMvtur6NRqOa7scff5TNmzerZf3tt9/UdPXJzs5WQWhjff/99yrQxo+HefPmqTabNGmSPProo2q5NGeNosg333yjtlEse1PXo94++AHyyy+/yEknnaTmgx8OVisSag4TJkyQhQsXqqDZm3j63VDk8mvNwJpbIiKvcA0G4uPjVWarvgChPghezzrrLNm9e7d07NjRef/XX3+tggcEDe4QuCCDZjKZZObMmeq+vLw8Ofzww+XKK6+Uhx9+uMb0mM51+ZCVNZvNtZYZARkCPteAGkGwK2QrcYF777233qwisn0nnHCCah/XLB+ynp7m/dJLL6lMJCCjOHjw4Fqvi6AKQT8Cbz1Y+/DDD9Uhd7RhfTBv1/lGRkZKZWVlg+tuz5496gcBAv/HH3/ceT/uw2vix8B5550nQ4YMUVnUG264wTlNp06d5MYbb5Rnnnmm3nlgPeL18SNj4sSJ6kdAXUpLS9UPhDPPPFPefvvtGqfvxQ8m3I82wmsBjgycccYZNV4D6xDL29B6RPZZb5927dqpIwlDhw6VESNGqMBdP2Uw3jfWB+b1yCOPiLcwcxuCNJfDBGJkhzIiCjwI3Mqqy+q8lFvL6338UC6u2a6WgmAOAYl7NnLatGlyzjnnqNIAdwgWEdAtX75cZRQBARWCjwceeOCglwVBzJIlS2TXrl1yqBCsIqByDWwbmjcCvOLi4nqnQzCJgB/to0PbIaj3FmQ+q6urPWbkr7vuOvVj4fPPP/f43PT0dJWRRpa1PnhPn3zyieTn58vJJ58svXr1UoE0Amt3s2fPVhltT8uDNu/Zs2eN5UFG9cgjj5TmguVD6Qrel6ujjz5aFixYIN7EzK0P+GC/WFN1lfOmwcTfN0QUeBC8DvnMkVFqaUsvXipRlqgWnSeyqsjUIUBDXSSCwW3btqkgYc6cOXU+D4HsW2+9JZdddpkKRnHI+J9//lEZ2YOFmkwE1MiaIkBC9hDBN8oDcLi9KVAr+8ILLzR6emQgEeC1atVKBU7HHXecmq/roXQdAtnjjz9eZXpXrFghhYWFKqPrWm/bnFBegAy9p7IHBNs4vI9pXF100UWqDcrLy1XA+e6779Y7D6w3lKjggveDzOvHH3+sfqyg1hjbyLnnnquyzfq8+vTp4/G1evfu7ZwGNd94PdQANyfMA6UZrjCP5vhhVB9GNj5gw2gFPmx+rbLcedtgsfhkGYiIqGkQrO3YsUPVTgKykggwkSEDZAb1i2vtJg6Fo6QBdb9PP/209OjR45CaHsHb4sWLZe3ataquEmURCKpQd+nagaghGzZsUBlLHLpuLJQvbN++XdXOIohD7SYCWE+HuBH84r0io4o64UsvvfSQgnpvQGC/cuVKFeDix8rkyZPV/SidcF2frmUOOgTSKDuYP3++Ku/AtoEfMb/++muN6RpzpAHBNaDDWXPCvN2z8gi8UcvrTf61lkOE3a75dCgwrdKlGJ01t0QUgCLNkSqD6gkCLBy2Rm/1pmYSGzvv5oIOPICsmXtpAbJpCGB0CNQQyCGoRZbuo48+UsGNHjygc5f76wICCQRQyP5u3bq12Za9X79+6oJaUQTTWLY///xTdSZqbEkCaoKbGlChRhfzwgU979E5CvXDuI0MqfsPgtdee03Wr18vy5YtE29CFhvrEQG7ewYUw2AheHVvG5RZ4IIMZ1JSknpPyMzj+a7rE4+5Q8eyn376SW0HCGgxYgVKEEYc+LGA5dF/RHjqAIf7DzvsMHUbmXBsRyh3aE6YR5cuXWrch7pvjHLhTczc+oBVs/o2uK1yBLcGk2PoDiKiQIN9F0oD6rogAK3v8UO5NOd+EwErAnAcNneF7CQCJT1A0aET17fffqsu6P2PYZh03bt3d17atGlTo0MT5oHOZ6i9nTt3rjQ3PUhCJ6bGQrYSIwY0x7yRPfY0isDFF1+sMswIwvVl9BYMmYXA+7nnnqv12JtvvqnaBmUIddGz3ui8hgyz6/rUg1tkQlGKgh81CIqR6cV7w6F/jM6AmurY2Fg1LTrP4Xmelgc/LLZs2eJcHvwoQPvgR0BzwXaGtke7uPr3339VIO5NzNz6QPWB0QoM4pvOXPYyx3AtBgt/2xAR+RICEfQkRwCKgAZjkKJzELKQ6G3unnFDiQF63aODEoIXDHlVnxkzZqhD8hg1AEESMnsoIUAwhJ7rBwMBFDKLKIfAEFMYAgrZU2Tj9N77yFTqgRJuIxBHJhKH2LEcWVlZajB/BFlNgYw1AjJ0fEK2EfP43//+pzKirtlqHd4jlg9BZ0NDbLlmSvXyC3TiayyMYoGyD6xLZKNRBoH5IojHMuJ+feQBdIrD+MUYjQBtgvKKu+66S9UOo9SkLuhMhnV/9tlnq3rbkSNH1nl0Ijo6WtVbY8iva6+9Vo2jizZCSQfmhbIOjHqhGzNmjOpUhtEYdFh3GD6srvWoQ0CekZGhhnbD+8IQbRj3GDXOKJVwheDcmyMlKBpphYWFqBNQ195QVVWlTZ8+XV3Dd2uXaf0+6Kf1f3+YT1q//PMHtfW9emubj+yv+ZJ7uxDbhdsKP0N1KS8v19avX6+uG2Kz2bT8/Hx17S+mTZumxcfHe3wM7+nBBx/UevfurUVGRmpdunTRrr32Wi07O9vj9HgM31lfffVVvfPMysrSUlJStMcff9zZJhUVFdrgwYO1888/v8FlxjINHDiw1v3ffPONNnbsWC0tLU0LCwvT2rZtq40fP15bs2aNc5odO3aoZXS/DB8+XD3+7rvvascee2yd88Z0kyZNqnU/3suwYcO0pKQkLSIiQuvatat26623ajk5OQ0+V4f3hPcGaBcsh6dlfeSRR9Q0EydO1MaNG6c11g8//KAdf/zxWnR0tFpGtPf7779fY5q5c+eq94FtAtP06NFDu+eee9Q6qs++ffuaHKvMnz9fGzNmjBYXF6fWV9++fbVnn31Ws1qtNaZbt26d2v4KCgqc28u2bdvqXY96++j3m81mLTk5WRs5cqR6z+6fwUWLFmkJCQlaWVnZQX3WGxuvGfBHQhzOCIK6JhwC8vTL71BhaBD8SkNvUvyK+3LNYnn0n2vFaEuQ1Vd6dzgMT8qm3Sm7npohllaR0v2vleIr7u1CbBduK/wM1QWHnNFhBvV7DdVo4vAu9uvYn3uj5jYQ+VubYIxVjHSAkz/4kr+1i6+dd955aoxaHDnwRrtgTF109EMm+2A+642N17gmfaDS6hiKy+Cj5rcfOIuMMYxVKURE1PIQ2NZXf0q+8cwzz6iSA29AWQPKblxPdewtjG58oLy6Ul0bxTfZSnuJY/BrY1TzDvlBRETUGL7O2JJnqPe95ZZbmjSkW2Oh09p9990nLYGZWx+osB4Ibg0+Cm4P9GZlcEtERETBhsGtD1QcKEvwXeZWD25b9gw7RERERN7G4NYHiqscZ+YwG8N9MXuxFTuCW5MXOs8RERER+RKDWx8orXYEtxaDj4LbUsf8TfE1z4ZDREREFOgY3PpA2YHgNtzkmw5d9lJHza8psZVP5k9ERETkLQxufaC42jEUV4QpuuVnrmliLa1WN02tG3/mFSIiIqJAwODWB0qqitR1XFh8y8+8slhs5Y7zdpjadWn5+RMRERF5EYNbHyipdgS3CeE+CG5LssRaYVI3zantW37+RERE5Jfee+89GT16dLO+5ptvvilnnHGGtKSgCW5fe+01NfgwTtU2ZMgQWbZsmfirMpsjuE2KTGzxeWv5e8Ra4Vjt5uTWLT5/IqJQYTAY6r089NBD8scff6jbBQUFtZ6P77QXX3xRMjMz1SnKv/jiC4/zueqqq9QpUw/Vzp07G1zmDz74QE37zjvvqNOo4mxWCQkJMmjQIHniiSecr7Vu3ToZP368eg94Ht5HXa644gpp3759g/PG8pWVlcmUKVOkW7du6vs+OTlZhg8fLj/88IPz9U488UQ1/ZNPPllrXqeddpqz7XWnn356jbNm6eukvgumqcvPP/+slik2NlaioqLkqKOOcrabLjc3V0455RRp27athIeHS4cOHeTmm29Wp5dtbosWLVKnuU9MTFRthrOEPf/882Kz2Wqd9vb++++XBx980Hnfd999J0ceeaRax9HR0XL44YfLxx9/XON5envjgtc/7LDD5PXXX3c+fuWVV8rKlStlwYIF0lKCIrj98ssvZfLkyWqFoAHxgRszZoxkZWWJPyq3Z6vrbontWnzelav+EtEMYgwzijk5ucXnT0QUKvbv3++8ILiLi4urcd+dd97ZqNdJSUlRQdn7779f67HS0lL56quvVIB7qBBguS7fHXfcIX379q1x3wUXXKCW47bbbpNbb71VVq1aJX/99Zc641jJgVO7A4LQrl27qgAzNTW1znkiwEIw+Omnn9aYz7Bhw+Saa66pcR+W7/rrr1cB1yuvvCIbN26UWbNmybnnnquCRff34h5Q7tu3T37//XdJS0urtx2OOeaYGvM9//zzVSDqeh+m8QTLNW7cODn22GNl6dKlsmbNGrnwwgvVcruub6PRqKb78ccfZfPmzWpZf/vtNzVdfbKzs1UQ2ljff/+9CrTx42HevHmqzSZNmiSPPvqoWi5Nc5QpwjfffKO2USy7LikpSf7v//5PFi9erN4Lfojg8uuvv9aYj76u1q9fr9rrpptuks8//9x5ZrKLL75YXn75ZWkxWhA4+uijtZtuusn5v81m09q2bas98cQTjXp+YWEh1q669oaqqipt+vTp6rqy2qr1ff9wrd8H/bR/9m3RWlrBA+do63v11naMPb7F511fuxDbhdsKP0P1KS8v19avX6+uG4LvgPz8fHXtL6ZNm6bFx8fXun/evHnq+wfL665Tp07aCy+8oG7/+OOPmtFo1Hbt2lXrdSMiIjw+3263ayNGjNBGjx6tWa1WNU12drbWrl077f77729wmR988EFt4MCBte4fN26cdvnllzf4fE/vw938+fO1tLQ0tayuhg8frk2aNKnW9GjDDz74oN754bk33HCD1qpVK23hwoXO+x977DHtjDPOUO8J7w2wjRx77LHarbfeWufrTZw4Ub3nhuzevVuzWCza5MmTaz328ssvq/W8ZMmSOp//0ksvae3bt693HnjvCQkJ2nXXXactWrSo3mlLSkpUG5xzzjm1HsP2hOX54osvnPeddtpp2p133tngZ2jQoEHafffdV++66tGjh3bhhRc6///zzz+1sLAwraysTDuUz3pj4zWzBLiqqipZsWKFOkzh+oto5MiR6peGJ5WVleqi0w8DVFdXq0tz018T1/9m7xeD0SqaZpAeSWlemV99yrfuVNdh3bq2+Lzraxdiu3Bb4WeooW0AWSac8x4X3NbKyz1Oq6YrLxebySR2g6HZdy+GyEh1CLYpsMyu157ud38M9PeMzCEyuNOmTVOHjnX4/+yzz1YZN0/Px+M4momsGTJuN9xwg7Rr107uu+8+j9O7z9vTMmM55s+fLzt27JBOnTo16v3r78MdyglQFqDWp0sWsa7nIAs8Y8YMOeuss9Rh/7qgjAPZQmSZkQUGZEeRSX744Yedr+06z7raQ1+2htrr66+/VtspjiS7T4vM5v/+9z/57LPPVJmCu/T0dJWRPuGEE+qdz0UXXaSyqSgNOPnkk6Vjx45y2WWXySWXXKKy1a5mzZqlMtqelgdHAnr27KmW57zzzlP3LVy4UCZMmFCjXVzfN27PnTtXNm3apEpQXF/TvX0iIyNVnKXfh7IZq9Wq4jKUMdRHnz/a0mRy9BHSNTZeCPjgNicnRx3WwIfNFf5H+t0TrJSpU6fWun/27NmqPsZb5syZI/MLdqvbRmuC/Pbrb9KiNLscvg91XWGyMzxGls+cKf4A7UJsF24r/AzVx2w2q8AGh76R1EDwmnnSyfU+J9NLO5aUeXPFGBnZpOfgUDK+sN1rKnH4HoqLi1Vixv1LHs/Tn4OSAASrKAdAcI3gEnWMOPRcV60mAkDUVyKo3b17t/zyyy/y559/OudbHwQn+H51f23Up/7zzz+q7KB79+4qWBs1apQ6zO7+Hjy9D1fTp0+Xxx57rNZjCISwnt3vf+655+Taa69Vtbb9+vWToUOHyplnnqmu3Z+L4BZBHIJZlE+grhnBI94T3pvra3ual2tAhddsqB7233//VT8yUJvqaVr8EMBhe9fHUE6CdVJeXq5+wOD9NTSf448/Xl0KCwtV+6E0E2WZxx13nCo1GDdunAou165dq6ZHSYKn10TdMgJVPIbXwiU+Pr7GtNgucT/KU9BmCDafffZZ1bdJn851XaFtUd6AEgYE3K6vhbbB/BqqD8droT3wAwqv7aox221QBLcHA1le/JLRofHxiwc9BNH4zQ0fDARw+PCPEJFzs0ZJdmmBnNpzsLQ0+zFHSfXK36XzwFFibu3bmlvXdsGvbGK7cFvhZ6guCI727NmjOjCh04rdbPZa8NqQuNhYMTYxEYJlRkDq/h2jJ1QQhLo/hkARz9PvRz0mandxtBJZOwQR6LCFzKf7ayMD98Ybb6jbyOyhRhLPRedrdP5qDHR0QjDjvlz4f8mSJSqYQ3CNDks33nijygIiUHMPcN3fh27Dhg2SkZGhetLjcfcfM6jVdH/OqaeeKtu3b1fzRxYQNbToLIUOYshGuz4XtaM9evRQiSt0ALv00ktV1hPvCe8Nr61nKD3NS4fvJ7xmQ/EBXsPTOtZhvu6vgxpdBN2ou0VtKxJvWEf4IYLg3TVucT1Cra+HW265RV3QiR7rHD9i2rRpozLbepviM+NpmbAsWDd4DLXb0KpVK2e7ILDFdonnoz8Tflgic4t2RqcxPQOL18EoC8gmIzDF+0RNNn4EuW4L2NbxQ6ehdsRnHcE5foi4bxeN7XAX8MFt69atVUOiN6kr/F9XETs2alw8bcDeDLL01x/Wubf4TJv2En7KRPEn3m73QMV2YZtwW/kPMkIIHPBliYshOlp6rVzhsYnwBVpUXOwIQj1kEn1RlqAvh/vyoBc6IJBA4OUKQQ8e15/Tq1cvlbH78MMPVXCLYAKHu/VDt8hO6hBA6M9DtgvBCabbunVro9tEf491TT9gwAB1QechHNLGsiHYPemkkzy+lvvroCMZkht1HTH19BzA9zc6SeFy7733qs5RyM7iNgJM1+eipz6CfGRMEQDqr6c/7noova73qY8E0FC7Yf0gy4mAHaMguELQt23bNtU2rq+D6XBBsIh4Bm34wAMPqGyr6/rEtuE+fwSBP/30k3z00Ufqxwt+tKDT2qhRo9S0WB5AttRTBzgc3cZ8MS0y4XiPWH7XdsF92G5QwgDIuuJ5Tz31lNoGdQisEZwjKEWHPU9tlZeXp46qN9SO6vNtMHj8DmxsrBDwoyVgQx48eLD69abDSsH/ep0NEREFFxVsREXVfYmMrP/xQ7g0NbCtDzKL+DJHNtYVspMINPSgwvUw9rfffqsu6P1/+eWXOx9DiYB+QfZOh1EPMA/UhCJTiOxbc0OQBHoGsDFQb4tD6M0xbxy+9jSKAEoTcHgeWVB9Gb0FQ58h+EJpgaexXtE2qJmtix5Q4vA/sqGu61P/4YOMKn5A4EcNEng4Co33hjIAjM6AzG3sgVpkHI3G8zwtD0Zp2LJli3N5EEuhffAjoCFYTtd+S4ByBiwn6rk9Ba8I7LF+GnvU4FAFfOYWsHInTpyoxmI7+uij1aEXbEQoniciIvJXCESuvvpqFYAioMEYpCi/uOeee1QdqXvGDZ1/UHN73XXXqeDFvRORO3S+QqcqDNeF4AOZPXxfIhjCuKcHAwEUso3I3CHDiCGgkD1F9k9PKiFTqQdKuI1AHJlIHOLGcmCozr///lsFWU2BQ+EIyPB9j0PomAc6aiEj6ulwN94jlq+hjB+G2HLNlAIykO79eeqDzl1PP/20Wpc4nI4yCMwXQTyWEfejVhVmzpypjjCjXhltgnGB77rrLlVKgVKTunzyySdq3aMTIYaAQ+f5ujKh0dHR8tZbb6k6XNQpYxxdtBGSf5gXhlDDsF06DKGKDDxKCnTogIdlRH0uAlosN44Y6CUvjYWAHDXaeJ0WoQWJV155RevYsaMaagJDg9U33IYvhwIjtgu3F36GuG9pumAdCgzwnjA0Ve/evbXIyEitS5cu2rXXXquG7fIEj+E766uvvqp3nllZWVpKSor2+OOPO9ukoqJCGzx4sHb++ecf9FBg33zzjTZ27Fg1hBe+czH05vjx47U1a9Y4p9mxY4daRvcLho2Cd999Vw3BVZe6hgLDexk2bJiWlJSkhkDr2rWrGsYrJyenwefqPA0F5mlZH3nkkSYNBab74YcftOOPP16Ljo5Wy4j2fv/992tMM3fuXPU+sE1gGgyddc8993gc0s3Vvn37mhyrzJ8/XxszZowWFxen1lffvn21Z599Vg0P52rdunVq+ysoKHBuL//73/+07t27q2VMTExUy+w6fFhj2hswHF1jh2dtjqHADPgjIQ4Fykip4xCQtzqU4dcOit5ZW8p24fbCzxD3LU2HQ5oYHaBLly61Opl4rLktKqpRdxrq/K1NMMIBevfj5A++5G/t4mvnnXeeqqvFkYPmahdkpZHlR6c5xFqH8llvbLzGNUlEREQtCoFtffWn5BvPPPOMKpNoTigLQae3xgS2zSUoam6JiIgocPg6Y0ueod4XQ4s1dMKKpkBdcEtj5paIiIiIggaDWyIiIiIKGgxuiYgoYLAPNFFw05phnAMGt0RE5Pf0s3BhzFQiCl5lZWXq+lBGl2KHMiIi8ns4wQFO04rB9vGlV9/wROgMgyAYQwpxeCe2SX24rfhPuyBji8AWJ/jAaaf1H7QHg8EtERH5PZzyFmeMwviXu3btavBLsry8XJ3nvjlPlRvI2CZsl0DZXhDY4tTCh4LBLRERBYSwsDDp0aNHg6UJOHHO/Pnz5YQTTuCJc9gm3FYOgq8+Q5jXoWRsdQxuiYgoYOAQaUNnKMOXo9VqVdPxrJBsE24rTRfonyF2KCMiIiKioMHgloiIiIiCBoNbIiIiIgoarLl1GTC4qKjIa4XZGN4Crx+ItSvewnZhu3Bb4WeI+xbub32J30OB1S56nNbQiR4Y3IpIcXGxaowOHTq0xLohIiIiokOI2+Lj4+t83KDxXIZqsOL09HSJjY31ynhu+KWBwHnPnj0SFxfX7K8fqNgubBduK/wMcd/C/a0v8XsosNoFISsC27Zt29Z7cglmbg8MLdO+fXuvrxRsIP60kfgLtgvbhdsKP0Pct3B/60v8HgqcdqkvY6tjhzIiIiIiChoMbomIiIgoaDC4bQHh4eHy4IMPqmtiu3B74WeI+xbuc1sav4fYLqG0vbBDGREREREFDWZuiYiIiChoMLglIiIioqDB4JaIiIiIggaDWyIiIiIKGgxuG+m1116Tzp07S0REhAwZMkSWLVtW7/Rff/219O7dW03fv39/mTlzZq2zbDzwwAOSlpYmkZGRMnLkSNmyZUuNafLy8mTChAlqAOWEhAS56qqrpKSkREK5TR577DE55phjJCoqSrWJP2rpdtm5c6faNrp06aIe79atm+rlWlVVJf7EF9vLmWeeKR07dlSvgekuvfRSdTbCUG4TXWVlpRx++OHqrIyrVq0Sf+KLdsH80BaulyeffFL8ia+2lxkzZqj5YZrExEQ566yzJFTb5I8//qi1neiX5cuXSyhvK5s3b5Zx48ZJ69atVdxy3HHHybx588QncPpdqt8XX3yhhYWFae+//762bt067ZprrtESEhK0zMxMj9P/9ddfmslk0p5++mlt/fr12n333adZLBZt7dq1zmmefPJJLT4+Xps+fbq2evVq7cwzz9S6dOmilZeXO6c55ZRTtIEDB2pLlizRFixYoHXv3l276KKLQrpNHnjgAe3555/XJk+erKb1N75ol19++UW7/PLLtV9//VXbtm2b9sMPP2ht2rTR7rjjDs1f+Gp7wbayePFibefOneo1hw0bpi6h3Ca6W2+9VTv11FM1fA38888/Xn2vgdAunTp10h5++GFt//79zktJSYkW6u3yzTffaImJidobb7yhbdq0Sc37yy+/1EK1TSorK2tsI7hcffXVahq73a6F8rbSo0cPbezYserxzZs3azfeeKMWFRWl2qilMbhthKOPPlq76aabnP/bbDatbdu22hNPPOFx+vPPP1877bTTatw3ZMgQ7brrrlO38QFITU3VnnnmGefjBQUFWnh4uPb555+r/7GB4Utn+fLlzmkQxBgMBm3fvn1aKLaJq2nTpvllcOvrdtFhJ4Udj7/wl3ZB4I/PUFVVlRbKbTJz5kytd+/e6ovP34JbX7ULgtsXXnhB81e+aJfq6mqtXbt22rvvvqv5I3/Yr2BfkpycrH4YhXK7ZGdnq33J/PnzndMUFRWp++bMmaO1NJYlNACHdlesWKFS8Dqj0aj+X7x4scfn4H7X6WHMmDHO6Xfs2CEZGRk1psG5knHoQJ8G1zjsfuSRRzqnwfSY99KlSyUU28Tf+VO7FBYWSlJSkvgDf2kXlPl8+umnqqzFYrFIqLZJZmamXHPNNfLxxx+r8h5/4uttBWUIrVq1kkGDBskzzzwjVqtVQrldVq5cKfv27VPzQpvgkPSpp54q//77r4T6tqL78ccfJTc3V6644grxB75ql1atWkmvXr3ko48+ktLSUvXZeeutt6RNmzYyePBgaWkMbhuQk5MjNptNUlJSatyP/7GyPcH99U2vXzc0DTYKV2azWQUsdc032NvE3/lLu2zdulVeeeUVue6668Qf+Lpd7rnnHomOjlY73927d8sPP/wgodomOFp3+eWXy/XXX1/jh7O/8OW2cuutt8oXX3yhagTx2Xn88cfl7rvvllBul+3bt6vrhx56SO677z75+eefVc3tiSeeqH4shvJ+Rffee++pQLB9+/biD3zVLgaDQX777Tf5559/JDY2VtXuPv/88zJr1iy1zbQ0BrdEQQRZllNOOUXOO+88lZ0jkbvuukvtcGfPni0mk0kuu+wyFeSFIvzoKS4ulilTpvh6UfzO5MmTVdA2YMAAFfw/99xzqr3Q8S5U2e12df1///d/Mn78eJWBmzZtmgpk0AEp1O3du1d+/fVX1aE31GmaJjfddJNKyi1YsEB1YEPHwzPOOEP279/f4svD4LYB6PWHL0QcynOF/1NTUz0+B/fXN71+3dA0WVlZNR5Hmh+/luuab7C3ib/zdbtgFICTTjpJHXZ/++23xV/4ul0w/549e8qoUaNUZg69gJcsWSKh2CZz585VhxFxvngcCerevbu6H1nciRMnSqhvK65wyBX7XIxGEqrtgjIEOOyww5yPY9vp2rWrOgoS6tsKAn0cEcKoLP7Cl/uWn3/+We1jjz32WDniiCPk9ddfVyMrfPjhh9LSGNw2ICwsTP1a/f3332v8msX/w4YN8/gc3O86PcyZM8c5PYZswgbhOk1RUZGqpdWnwXVBQYGqndFh48G8sdMNxTbxd75sF2RskXXSMyuosfIX/rS96JkoX2fjfNUmL7/8sqxevVoN/YWLPtzPl19+qYbZ8zV/2lbQPvgcuZeHhVK7YJ4IZjdt2uScprq6WgX8nTp1klDeVpCpxL4WR4J8XcPvD+1SVlamrt2/e/C/vt9tUS3ehS0AYVgN9Ar84IMP1CgG1157rRpWIyMjQz1+6aWXavfee2+NYTXMZrP27LPPahs2bNAefPBBj8Nq4DXQe3vNmjXauHHjPA4FNmjQIG3p0qXawoUL1TAb/jQUmC/aZNeuXapn99SpU7WYmBh1G5fi4mItVNtl7969api4ESNGqNuuQ9T4C1+0C4bQe+WVV9T2gaHAfv/9d+2YY47RunXrplVUVGih+hlytWPHDr8bLcEX7bJo0SI1UsKqVavUcHqffPKJ6gF/2WWXaf7CV9vLpEmT1IgJGGpw48aN2lVXXaWGGszLy9NC+TP022+/qc8OXsfffOGDdsFoCa1atdLOOecc9TnCsHF33nmneh3839IY3DYSviQ7duyoxo7DMBv44tQNHz5cmzhxYo3pv/rqK61nz55q+r59+2ozZsyo8TiG1rj//vu1lJQUtREiMMHG4Co3N1cFswji4uLitCuuuMJvgjhftQleEzsU98u8efO0UG0XDIvmqU387bdrS7cLdsAnnXSSlpSUpB7v3Lmzdv3116sfAKH8GfL34NYX7bJixQo19BGGF4yIiND69OmjPf74437xI8jX2wuGusKY2QhoY2NjtZEjR2r//vuvFuqfIXw348eyv3rFB+2CoUtHjx6t9rnYVoYOHaqGHfQFA/60fL6YiIiIiKj5+U9hHhERERHRIWJwS0RERERBg8EtEREREQUNBrdEREREFDQY3BIRERFR0GBwS0RERERBg8EtEREREQUNBrdEREREFDQY3BIRERFR0GBwS0RE1IzOPvtsSUxMlHPPPZftSuQDDG6JiIia0aRJk+Sjjz5imxL5CINbIvKaE088UW677baAn7cv3wd5X25urrRp00Z27tzZbNtLbGysx8cuvPBCee6555plPkTkGYNbIjpol19+uRgMBnUJCwuT7t27y8MPPyxWq7XZWtUfAsvvvvtOHnnkkWZpJ4vFIl26dJG7775bKioqfNYWGRkZcsstt0jXrl0lPDxcOnToIGeccYb8/vvv0pK8tX6b8rqPPfaYjBs3Tjp37izedt9996n5FRYWen1eRKHK7OsFIKLAdsopp8i0adOksrJSZs6cKTfddJMK4KZMmSLBIikpqdnaqbq6WlasWCETJ05Uwe5TTz0lLQ0ZymOPPVYSEhLkmWeekf79+6vl+vXXX9X627hxo4SKsrIyee+999R7b6zDDz/c4w+42bNnS9u2bet9br9+/aRbt27yySefqLYmIi/QiIgO0sSJE7Vx48bVuG/UqFHa0KFD1e3hw4drt9xyi3bXXXdpiYmJWkpKivbggw/WmL6iokJNk5ycrIWHh2vHHnustmzZMufrYzfletmxY0eDz9PnPWnSJHX7ww8/1JKSktRzXGHZL7nkEnX766+/1vr166dFRESoaUeMGKGVlJTUeq2Gpm1sO51zzjnaoEGDatz3yy+/qPcRHx+vXve0007Ttm7dWm9b2Gw27fHHH9c6d+6slmfAgAFq+epz6qmnau3atfO4zPn5+Y1aN67tXN86rq+t6npP9bVDY+Zb33bjDsuH9+fp/qasY3fz5s3Txo8f7/GxqVOnascdd1yjX4uImoZlCUTUrCIjI6Wqqsr5/4cffijR0dGydOlSefrpp1XZwpw5c5yP4/D8t99+q6ZbuXKlKm0YM2aM5OXlyUsvvSTDhg2Ta665Rvbv368uOHze0PPcnXfeeWKz2eTHH3903peVlSUzZsyQK6+8Ur3uRRddpG5v2LBB/vjjDznnnHPw47/WazVl2rr8+++/smjRIlXK4aq0tFQmT54sf//9tyoPMBqNque93W6vsy2eeOIJ1XnpzTfflHXr1sntt98ul1xyifz5558e5432mTVrlsoaYr24Qza3MevGVV3ruKG2qus91dcOjZlvfduNuwULFsjgwYObfR3X5+ijj5Zly5apox1E5AVNDIaJiDxmJO12uzZnzhyV4bvzzjud2TX3DNVRRx2l3XPPPeo2MmEWi0X79NNPnY9XVVVpbdu21Z5++mmPWdODfd4NN9ygMpa65557Tuvatata7hUrVqjs3s6dOz2uXdfXamjautrJZDJp0dHRqn3wfKPRqH3zzTf1Pi87O1tNu3btWo/vCZnVqKgobdGiRTWed9VVV2kXXXSRx9dcunSpes3vvvuu3nk3po0bWseNaStP67ehdmhovo19XcD2e+WVV9a472DWsStkeVu3bq1FRkaqDLn7+lm9evUhvT4R1Y81t0R0SH7++WeJiYlRNZvIrF188cXy0EMPOR8fMGBAjenT0tJU1hS2bdumnof6Tx3qdZHZQsasLgfzPGTxjjrqKNm3b5+0a9dOPvjgA2dHr4EDB8qIESNU7Skyk6NHj1ZjlGKsUndNmdbVSSedJG+88YbKSr7wwgtiNptl/PjxNabZsmWLPPDAAyoTmZOT48xU7t69W9Vqutu6dauqGR01alSN+5E5HzRokMflaGz2sSltXNc6Pti2amw71LdtNVZ5eblERETUuO9gl1v322+/NXh0A7DuiKj5sSyBiA4JgrZVq1apgASBgn6o2DUgcoVg0v3wcktAsIegBYfw0aELh/AR3ILJZFKHs3/55Rc57LDD5JVXXpFevXrJjh07ar1OU6Z1hTbBYX0sw/vvv68CN3RkcoXRCnDI/5133lGP4wKuZR6uSkpK1DXKK7AO9Mv69evlm2++8ficHj16qHXQnJ3G6lrHB9tWjW2H5ti2WrduLfn5+TXuO9jlbiy9rCM5OblZXo+IamJwS0SHRA/aOnbsqLKRTYFe46g7/euvv5z3IVu4fPlyFVQAHke9bFOf58nVV1+tMrYYtWDkyJE16jARGCFLOXXqVPnnn3/U63///fceX6cp03qCGtL//e9/algo/CDQx1rdtGmTug9Zwz59+tQKutzb4v/bu2MdA6IojOO2UWq0Eh0RvUqvkHgDlUq0JBq1VggRL+EVqLyBxAtoNDrlbL6T2Fh7Z2dmd4Rc/19iE8nMNXNni+Pecw7dq9p4aUVTz+D2FZZjqs4PWo2cz+e2inzvfD7/a46TztX9PcWZhzhc/zdhX3r0ZSDpdf+Hcq4LhYIF1gDSR1oCgKcGxt1uNzMYDCzoUoCswiBt13Y6HTtGvUe1cqf2VUp/0HFxznNRykS/37cVwdtfkNL4KlzS9rOa+ev96XSywOpekmN/oyI3Xb+CTF2Ttrzz+XxmtVrZ9roC1uFw+O0c11zoXBWRacWyXq9b/1QFpLlcztqNuegzFbgpxUBFWNreV2srrVYqdUJpB3+d46Rz5bqnqHmIwzWuvlTcU6CvtnUKoK9pB2k94zAqYtPYAB4kIicXABK1uLrlKurR8Trv6nK5WEsnFeC42k0dDgdrLabinNuWTlHnhRUUtdvtH23B9vt90Gg0vlpelUqlYDabOceKOjbJPI3HYxvn2mJKBXmVSsXGVUuvzWZj97xer0PnQgVxk8kkKJfLVgCm8XR92+3212s6Ho9Br9cLisVikM1mrfCp1WpZC6u4zybqGceZK9c9Rc1D1OeGjRumVqsFy+Xy6/1fnnFcmlO1ONvtdqmMB+CnD/15VOAMAK9GW93VajUznU6ffSl4EcpZ1gq10gVcq7tp0sq40hv0gw8AHoO0BABvQdvO6leq12KxePbl4IU0m00riFQnjbBc5bSoCE4FagAeh5VbAG9BOZgKcEejkeWpAgD8RHALAAAAb9AKDAAAAN4guAUAAIA3CG4BAADgDYJbAAAAeIPgFgAAAN4guAUAAIA3CG4BAADgDYJbAAAAeIPgFgAAAN4guAUAAIA3CG4BAADgDYJbAAAAeIPgFgAAABlffAL4KqT3/dzp0wAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the labels for the O3 reactions are different in the two configurations\n", "jo3_o1d_v54_label = \"O3+hv->O2+O(1D)\"\n", "jo3_o3p_v54_label = \"O3+hv->O2+O(3P)\"\n", "jo3_o1d_vTS1_label = \"jo3_a\"\n", "jo3_o3p_vTS1_label = \"jo3_b\"\n", "\n", "# get the height and O3 profiles for both sets of results\n", "height_v54 = v54_results[\"vertical_edge\"].values\n", "jo3_o1d_v54 = v54_results[\"photolysis_rate_constants\"].sel(reaction=jo3_o1d_v54_label)\n", "jo3_o3p_v54 = v54_results[\"photolysis_rate_constants\"].sel(reaction=jo3_o3p_v54_label)\n", "height_vTS1 = vTS1_results[\"vertical_edge\"].values\n", "jo3_o1d_vTS1 = vTS1_results[\"photolysis_rate_constants\"].sel(reaction=jo3_o1d_vTS1_label)\n", "jo3_o3p_vTS1 = vTS1_results[\"photolysis_rate_constants\"].sel(reaction=jo3_o3p_vTS1_label)\n", "\n", "# plot the comparison\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(jo3_o1d_v54, height_v54, label=\"TUV-x v5.4 O3->O(1D)\")\n", "plt.plot(jo3_o3p_v54, height_v54, label=\"TUV-x v5.4 O3->O(3P)\")\n", "plt.plot(jo3_o1d_vTS1, height_vTS1, label=\"TUV-x TS1/TSMLT O3->O(1D)\")\n", "plt.plot(jo3_o3p_vTS1, height_vTS1, label=\"TUV-x TS1/TSMLT O3->O(3P)\")\n", "plt.xlabel(\"Photolysis Rate Constant (s$^{-1}$)\")\n", "plt.ylabel(\"Height (km)\")\n", "plt.title(\"O3 Photolysis Rate Constants from TUV-x Configurations\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# plot the differences\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(jo3_o1d_v54 - jo3_o1d_vTS1, height_v54, label=\"Difference in O3->O(1D)\")\n", "plt.plot(jo3_o3p_v54 - jo3_o3p_vTS1, height_v54, label=\"Difference in O3->O(3P)\")\n", "plt.xlabel(\"Photolysis Rate Constant Difference (s$^{-1}$)\")\n", "plt.ylabel(\"Height (km)\")\n", "plt.title(\"Differences in O3 Photolysis Rate Constants between TUV-x Configurations\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b38f04e3", "metadata": {}, "source": [ "The differences between results for the two configurations are relatively small, and in fact both the v5.4 and vTS1/TSMLT configurations use the same configuration for $\\text{O}_3$ photolysis:\n", "\n", "```json\n", " {\n", " \"name\": \"O3+hv->O2+O(1D)\",\n", " \"cross section\": {\n", " \"netcdf files\": [\n", " { \"file path\": \"data/cross_sections/O3_1.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_2.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_3.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_4.nc\" }\n", " ],\n", " \"type\": \"O3\",\n", " \"__output\": true\n", " },\n", " \"quantum yield\": {\n", " \"type\": \"O3+hv->O2+O(1D)\"\n", " }\n", " },\n", " {\n", " \"name\": \"O3+hv->O2+O(3P)\",\n", " \"cross section\": {\n", " \"netcdf files\": [\n", " { \"file path\": \"data/cross_sections/O3_1.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_2.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_3.nc\" },\n", " { \"file path\": \"data/cross_sections/O3_4.nc\" }\n", " ],\n", " \"type\": \"O3\",\n", " \"__output\": true\n", " },\n", " \"quantum yield\": {\n", " \"type\": \"O3+hv->O2+O(3P)\",\n", " \"__output\": true\n", " }\n", " }\n", "```\n", "\n", "The small differences we do see can be attributed to the differences in the 156- and 102-bin wavelength grids of the v5.4 and vTS1/TSMLT configurations, respectively. Solving the radiation field on differently shaped wavelength grids is expected to lead to differences in the results.\n", "\n", "Now, let's look at results for a photolysis rate constant that is configured differently in v5.4 and vTS1/TSMLT, $\\text{N}_2\\text{O}_5$ photolysis:" ] }, { "cell_type": "code", "execution_count": 3, "id": "3b4f4aa9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# the labels for the N2O5 reactions are different in the two configurations\n", "jn2o5_v54_label = \"N2O5+hv->NO2+NO3\"\n", "jn2o5a_vTS1_label = \"jn2o5_a\" # N2O5 + hv -> NO2 + NO3\n", "jn2o5b_vTS1_label = \"jn2o5_b\" # N2O5 + hv -> NO + O + NO3\n", "\n", "# get the height and O3 profiles for both sets of results\n", "height_v54 = v54_results[\"vertical_edge\"].values\n", "jn2o5_v54 = v54_results[\"photolysis_rate_constants\"].sel(reaction=jn2o5_v54_label)\n", "height_vTS1 = vTS1_results[\"vertical_edge\"].values\n", "jn2o5a_vTS1 = vTS1_results[\"photolysis_rate_constants\"].sel(reaction=jn2o5a_vTS1_label)\n", "jn2o5b_vTS1 = vTS1_results[\"photolysis_rate_constants\"].sel(reaction=jn2o5b_vTS1_label)\n", "\n", "# plot the comparison\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(jn2o5_v54, height_v54, label=\"TUV-x v5.4 N2O5->NO2+NO3\")\n", "plt.plot(jn2o5a_vTS1, height_vTS1, label=\"TUV-x TS1/TSMLT N2O5->NO2+NO3\")\n", "plt.plot(jn2o5b_vTS1, height_vTS1, label=\"TUV-x TS1/TSMLT N2O5->NO+O+NO3\")\n", "plt.xlabel(\"Photolysis Rate Constant (s$^{-1}$)\")\n", "plt.ylabel(\"Height (km)\")\n", "plt.title(\"N2O5 Photolysis Rate Constants from TUV-x Configurations\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# plot the difference between the single v5.4 rate constant and the sum of the two TS1/TSMLT rate constants\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(jn2o5_v54 - (jn2o5a_vTS1 + jn2o5b_vTS1), height_v54, label=\"Difference in N2O5 Photolysis Rate Constants\")\n", "plt.xlabel(\"Photolysis Rate Constant Difference (s$^{-1}$)\")\n", "plt.ylabel(\"Height (km)\")\n", "plt.title(\"Differences in net N2O5 Photolysis Rate Constants between TUV-x Configurations\")\n", "plt.legend()\n" ] }, { "cell_type": "markdown", "id": "c2be4c26", "metadata": {}, "source": [ "Note that the v5.4 configuration only includes a single pathway for $\\text{N}_2\\text{O}_5$ photolysis, whereas the vTS1/TSMLT includes two. The rate constant for the single pathway in v5.4 is approximately equal to the combination of the two pathways in vTS1/TSMLT." ] }, { "cell_type": "markdown", "id": "d54f26d6", "metadata": {}, "source": [ "## Dose Rates\n", "\n", "Let's plot a couple dose rate outputs, as well. The vTS1/TSMLT configuration doesn't include dose rates, as it's primarily designed for use with the MOZART TS1/TSMLT chemical mechanisms, so we'll just plot rates from the v5.4 configuration." ] }, { "cell_type": "code", "execution_count": 4, "id": "45dd0dc4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# dose rate labels\n", "uva_label = \"UV-A, 315-400 nm\"\n", "uvb_label = \"UV-B, 280-315 nm\"\n", "\n", "# dose rates from the v5.4 configuration\n", "uva_v54 = v54_results[\"dose_rates\"].sel(dose_rate=uva_label)\n", "uvb_v54 = v54_results[\"dose_rates\"].sel(dose_rate=uvb_label)\n", "\n", "# plot the dose rate profiles\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(uva_v54, height_v54, label=\"TUV-x v5.4 UV-A (315-400 nm) Dose Rate\")\n", "plt.plot(uvb_v54, height_v54, label=\"TUV-x v5.4 UV-B (280-315 nm) Dose Rate\")\n", "plt.xlabel(\"Dose Rate (W/m$^2$-nm)\")\n", "plt.ylabel(\"Height (km)\")\n", "plt.title(\"UV Dose Rates from TUV-x v5.4 Configuration\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "venv (3.14.2)", "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": "3.14.2" } }, "nbformat": 4, "nbformat_minor": 5 }