diff --git a/notebooks/air_precip_merged_2020-06.nc b/notebooks/air_precip_merged_2020-06.nc new file mode 100644 index 0000000..d206375 Binary files /dev/null and b/notebooks/air_precip_merged_2020-06.nc differ diff --git a/notebooks/merge_climate_datasets_exercise.ipynb b/notebooks/merge_climate_datasets_exercise.ipynb index 9be1adf..13e7cd6 100644 --- a/notebooks/merge_climate_datasets_exercise.ipynb +++ b/notebooks/merge_climate_datasets_exercise.ipynb @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "0a656265", "metadata": { "tags": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "3270985f", "metadata": { "tags": [ @@ -79,8 +79,11 @@ "outputs": [], "source": [ "# TODO: load the air temperature and precipitation datasets.\n", - "# Example: air = xr.open_dataset(..., chunks={\"time\": 8})\n", - "raise NotImplementedError(\"Assign datasets to `air` and `precip`.\")\n" + "\n", + "TIME_CHUNK = 30 \n", + "\n", + "air = xr.open_dataset(TEMP_URL, chunks={\"time\": TIME_CHUNK})\n", + "precip = xr.open_dataset(PRECIP_URL, chunks={\"time\": TIME_CHUNK})\n" ] }, { @@ -96,17 +99,68 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "264d9641", "metadata": { "tags": [ "exercise" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 182kB\n", + "Dimensions: (lat: 13, lon: 29, time: 120)\n", + "Coordinates:\n", + " * lat (lat) float32 52B 50.0 47.5 45.0 42.5 40.0 ... 27.5 25.0 22.5 20.0\n", + " * lon (lon) float32 116B 230.0 232.5 235.0 237.5 ... 295.0 297.5 300.0\n", + " * time (time) datetime64[ns] 960B 2020-06-01 ... 2020-06-30T18:00:00\n", + "Data variables:\n", + " air (time, lat, lon) float32 181kB dask.array\n", + "Attributes:\n", + " Conventions: COARDS\n", + " title: 4x daily NMC reanalysis (2014)\n", + " history: created 2017/12 by Hoop (netCDF2.3)\n", + " description: Data is from NMC initialized reanalysis\\...\n", + " platform: Model\n", + " dataset_title: NCEP-NCAR Reanalysis 1\n", + " _NCProperties: version=2,netcdf=4.6.3,hdf5=1.10.5\n", + " References: http://www.psl.noaa.gov/data/gridded/dat...\n", + " DODS_EXTRA.Unlimited_Dimension: time\n", + " Size: 1MB\n", + "Dimensions: (lat: 60, lon: 140, time: 30)\n", + "Coordinates:\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 48.25 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 231.8 ... 298.8 299.2 299.8\n", + " * time (time) datetime64[ns] 240B 2020-06-01 2020-06-02 ... 2020-06-30\n", + "Data variables:\n", + " precip (time, lat, lon) float32 1MB dask.array\n", + "Attributes:\n", + " _NCProperties: version=1|netcdflibversion=4.4.1.1|hdf5l...\n", + " Conventions: CF-1.0\n", + " version: V1.0\n", + " title: CPC GLOBAL PRCP V1.0 RT\n", + " dataset_title: CPC GLOBAL PRCP V1.0\n", + " Source: ftp://ftp.cpc.ncep.noaa.gov/precip/CPC_U...\n", + " References: https://www.psl.noaa.gov/data/gridded/da...\n", + " history: Updated 2021-01-02 23:31:03\n", + " DODS_EXTRA.Unlimited_Dimension: time\n" + ] + } + ], "source": [ "# TODO: subset both datasets using `sel`, handling coordinate ordering as needed.\n", - "raise NotImplementedError(\"Create `air_us` and `precip_us`.\")\n" + "\n", + "lon_slice = slice(LON_RANGE_360[0], LON_RANGE_360[1]) \n", + "lat_slice = slice(LAT_RANGE[1], LAT_RANGE[0])\n", + "\n", + "air_us = air.sel(lat=lat_slice, lon=lon_slice, time=TIME_RANGE)\n", + "precip_us = precip.sel(lat=lat_slice, lon=lon_slice, time=TIME_RANGE)\n", + "\n", + "print(air_us)\n", + "print(precip_us)\n" ] }, { @@ -121,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "96529bc0", "metadata": { "tags": [ @@ -131,7 +185,8 @@ "outputs": [], "source": [ "# TODO: use xr.resample to create daily means.\n", - "raise NotImplementedError(\"Create `air_daily`.\")\n" + "\n", + "air_daily = air_us[\"air\"].resample(time=\"1D\").mean()\n" ] }, { @@ -146,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "52eb7321", "metadata": { "tags": [ @@ -156,7 +211,8 @@ "outputs": [], "source": [ "# TODO: interpolate the resampled temperature field onto the precipitation grid.\n", - "raise NotImplementedError(\"Create `air_interp`.\")\n" + "\n", + "air_interp = air_daily.interp(lat=precip_us[\"lat\"],lon=precip_us[\"lon\"])\n" ] }, { @@ -171,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "b766aff5", "metadata": { "tags": [ @@ -181,7 +237,11 @@ "outputs": [], "source": [ "# TODO: build datasets and merge them into one object named `merged`.\n", - "raise NotImplementedError(\"Create `merged`.\")\n" + "\n", + "air_ds = air_interp.to_dataset(name=\"air_temperature\")\n", + "precip_ds = precip_us[\"precip\"].to_dataset(name=\"daily_precip\")\n", + "\n", + "merged = xr.merge([air_ds, precip_ds])\n" ] }, { @@ -196,14 +256,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "id": "70410d84", "metadata": { "tags": [ "validation" ] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 2MB\n", + "Dimensions: (time: 30, lat: 60, lon: 140)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 240B 2020-06-01 ... 2020-06-30\n", + " * lat (lat) float32 240B 49.75 49.25 48.75 ... 21.25 20.75 20.25\n", + " * lon (lon) float32 560B 230.2 230.8 231.2 ... 298.8 299.2 299.8\n", + "Data variables:\n", + " air_temperature (time, lat, lon) float32 1MB dask.array\n", + " daily_precip (time, lat, lon) float32 1MB dask.array\n" + ] + } + ], "source": [ "# The assertions below should pass once you have completed the exercise.\n", "assert set(merged.data_vars) == {\"air_temperature\", \"daily_precip\"}\n", @@ -224,10 +300,130 @@ ] }, { - "cell_type": "markdown", - "id": "d1c320a1", + "cell_type": "code", + "execution_count": 23, + "id": "7127f148", "metadata": {}, - "source": [] + "outputs": [], + "source": [ + "import os, certifi\n", + "os.environ[\"SSL_CERT_FILE\"] = certifi.where()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "696334c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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//IH5P5BHBu2TB6nEdu3aNe1jV6BAgQIFCq5HUNtM7fkXv/jFhHlUrS9K8pBqnfyMKGWOyJ+ZKsGpwm5se3z06FEcOXJkIt6ZChSX8ERTNLbh90sxFK/gpvUJybbB45577kFvby9++ctfxl0D2i4p02nAKxMgvy6yODh+/DiWKpQ4SYGChYWilFKgYJFAZBORTvfff3/S+Tt27GCycVJTkZnkfIOIly996UuszDF5OpEpJwVgNFpEii0qR/wXf/EXGd0nbZvO/6677sLhw4fx05/+lJXpjaadZeKYKKggpRONKJJZJ40aUpnlZEEkBUoUjH32s5/F1q1bWRD2pje9iZV/pt+DjmN4eBjZ2dks3ZKCtenij//4j5l3BJnSk3EqjcpS8EgjkPQ9KZxSpR5QSh75YdCIbrQ0dCoCiwhPOnYipkgxFZXLUylmOocHHnhg2seuQIECBQoUXI8gouWjH/0oI5tOnz7NyCfyqyRlE5mg/8d//AcbKCQLgK9//ev40Ic+xOIDilUotiAFNJlh/+hHP0q5H1JXUXo9Ga37/X7mAUnt8uc+97mU61FcQu0+pf4XFxcz5Tj5jtKAJsUylLa3atUqFkPRctG2PooNGzYwAusrX/kKG3SjFEYqsJLMQ4tii+9+97t43/vex2IFUnGRIuvgwYPseGNNxucCslCg60zHS7YKSw1KnKRAwcJDIaUUKFgkENlEDTORBslA0mkiImg5UgTxgcZ8gKrKUJocBV6kTop6HVHwMBV5NhcQAfT3f//3bL9EuJA67Ktf/WpGj4mu25NPPok///M/Z2bnFES++93vZml0lOIWi4997GMsKCWfBtofSdWJ2CHQ70CB67/+67+yKi4f/OAHmUH9VL9fst+TRkppuz/+8Y8ZqUZ+BZRy96lPfSpteiIZt9IoJhFY6UgpAl0fClipig6NxJJpPgWUFGSTiWi06p8CBQoUKFBwI4NsEoj8IULmr//6r1k8QoQMxQqxRUOo3Scyh+IAUlYReUWpaJ/5zGfS7uM973kPiwOI3CHzdPLA+uY3v8n8IFOByChq8yl+IVU1DbARKUVkGZFNFJuQcouOk0gePq6hanp0fkS60fHTYBgNjCUjpSh9kSwPKO4iko0Kw5BhPMVERFRlEh/4wAdYNb2Ojo60npoLDSVOUqBg4SHI09GcKlCgQEEG8Y//+I+MYBoYGEBubu5iH86yASme9u/fz9RVU1UkTAUanaVAmwJOIsIUKFCgQIECBfMHUnmTuokG3DKtNl/OIHKMFF6UPpksdXKxoMRJChQsDhRPKQUKFChYJti7dy9TQP3bv/3brNan0U4a2aUUQgUKFChQoECBgsUAqbwodY+8RckDc6lAiZMUKFgcKKSUAgUKFCwjPP3000nN0qcDCrLa29uZp4QCBQoUKFCgQMFigfxSybuJ/DuXCpQ4SYGCxYFCSilQoECBAgUKFChQoECBAgUKFChYcCieUgoUKFCgQIECBQoUKFCgQIECBQoWHIpSSoECBQoUKFCgQIECBQoUKFCgQMGCQyGlFChQoECBAgUKFChQoECBAgUKFCw41JneoM/nQyAQyPRmFShQoECBAgUKFh1arRZ6vT4j21JiJgUKFChQoEDBjR4zZZSUouDKmp2PoNeVyc0qUKBAgQIFChQsCRQWFqKlpWXOxBTFTFVVVejt7c3YsSlQoECBAgUKFCy3mCmjpBSN9hEhte5tfwe1GL9jQYpfVpDi/dWFUPx8MRw/f6jtNFouPoWsvFqIohoGXTYs9nLo9FZo9Tao5cRMRDEY2enQ0FVcvPRrZFnLUVSwGbnZ9ZDlMLp7TqKr9xh8ASdEQQWbpQxGrR3ZtmrkZNVADAPHr/4YWaZS1JbcAiHEnYTETXPHLPAe8sk85bnrkHgSQur5Qvx8mZuGipuvUcVPq+Kvm6xOvI6SJv47SatCR9vr6Oo4jPLKfSio2RE3P6yLXz6siz+GkD5+OsxVXU2Y5u7hUJIqrZJ+8jp2ffubKPr0x7nzir/Osjb+txM08fNFdTh+WsUtz/8sIvfbC4m/K79KsmVmgoRjSIORl08j0DGAgvfePuUyIndMkszdP9whSxI3n9uezM/npqUQd2+FufuPn6ZthCPb6P3Kt1H4+Y9BCHEXYnx+FCL3mPLzhfifGgI/n1+fn062DHch+J868X2Yeh8Jy3PHTO+qVPOTLsO/c0PcM5BufjDd+vw7Pv4kxGDi/S9yywhBbjo8OX3s0v9gW+37ufnxJykEuZPm5iPInQT/jg9xF4FtI34ZORy/jMxvk1uef4hk7pj46bQQ0mfhC1w7Iqji2wGo46cFjYZbngsVtPHzQyoJ/Z4WXBk5gCxdEdYW3Q21MPmilnWJoYasVadsm6idiZ+OnGcw6ENX5yF0th+G3pgNgzEXDesehswtH9YICAd96G87hp6mQwgFPLDl16F09e0w2gohqdO3tRJ3mWQV2DbPPfJFFu/MlZSibRAh1dHRAavVirnigaz3TfwdlAM4gudhgQ0WZMEFJ0pRBS0MMMAINeJ/w9h7KSj7cRaH2O9u1mSj3rQdalGLEa0L7c5T6HdfYy2aDgbkq8ugFQwo0dZCHAuiFZcxgF5swT4ICa0eIBr0qWMYf7xqTOZiJJG79wR9fEAQXFMZN91xuyF+fk7882lqSrwOeWc55Rr3qtK44ueH9fE3U9ASP2063wNJCuNA909g1tixUbU3br7k9WEx0YN2uOBAPdYv6nEsRRzDy9iKmxf3IPh3vCzNav0z8gHUYD0savvM1k+yP/65nG/wbdhCYKHPcYqDyNimetEBJ4awAhvmdP+l+y1mHMPcgJAhs3fuFZyBDx6sww7YkBO3zGPOH89pHw/Y3jOxr0H0srbZDx8MMKEOa2FF4nuAlh3BIFvWiWHoYUQ5VqAQpRAhzuqYRkdHUVZWNq2YKePpewRRp4eo5nY8w06ZwBE8ufU7AJ0Gfc1vwDXcDq3ODLevD0GfCxqdGbmFa2DPX8G+n8B4pyjHshFrzGZcPv1LXG35A9p7DyO/aD0KKjajbMUt8HlH4BnrR+OVJ+B0d8AdGIQz0ItQ0AOdIQv2ggYIVgtczi7oNGbodOPBozRDEipZZzbdOmmYB56ESuif8AEfR0JJap7ESkLu8cuoBVQ03A6tyY6hvgsoMsY32DJHQslajiTg53MkU8J0fEwJVRJSCjGklCCKCYGvrOWuawIpFf8SVWm5aTXXoeZYBp5gUnEkVbJl5kpKzRTm2nwMnm+GjguY448JaUgoMSVplUBSpZkf5kgngSOp5GSk1DgJJY2NwXv5GvR1NVCbjJMLcCRVOpIpgdRKeDelIammQyqle/+FZ7g9npRKIPWTHCO/DNfhFlVymvncNHePJ67P3e9plmff8SQURybHklSCqIJKb0xNSnHPLU86CSruooTC0yClUi8jc4R2AinFk1BBbn3+x+OD0mmQUDwSgkg+yFRzHXO1OiVJRfMlOYQBXxt6PFfR72uBVtQjz1iJdXn3QtTFv6RlTRJSivuOJ6EEfnp8cESlMaCm/l6U1t6MzpbX0Nn6Oo4f/AbySzcip2gNzLYSiKKKtVsatR7lDbejbMVtcDpa0X7hGVx46VvQGbNQUL8bhXV7II4TbknGtSBz142WmY++ERFSmSClXpZ+Gze9U7gD7biGDjQxgiiMIAtIvRhDESphhAk5QmHCdtSCEZvlfTgfPoKe8DWM+LphQy5KUIW1WIcwVsEHL9pxFZ2hq9DDBE/QARXUkCAhCzmM9KIA14H++H34+GeUu7dEXeqXIf+u5Lan6fbETWd1xwfeqrb47Vtb/QnnL/q4e497b8i6+PfOyGpjSkIe5hr2zxZ8ESef+j8Qc3KgjjlPqXcgfvuh4IJ28lSyinU41EISovIGhyALc7su6Tr03HwxNpaZZmAmc+m//HR0H+GgjEGhBxroYVHZpiZfuDYnGS/CD2wkPMcc0g6+pCNfZsPNzLStnCXZN7/IHCmlktVpn/OEAavZnDf3zk53f91IcMtORg72oYMRRDrosR23wSjEcBfjeCjrg3PaV+zvXIRyFMpl6EcXmnABp3EQuShEAcpgRx60MYOIeShmH7/sQxuuoAnn0IizyEUR7rG9AwbBNLHs89KjczrGhGPGMoEgCMir3MI+Y84e9F87hIHO05ClEHtBjw61ojIcZMSU3pjI/tlz67Bj3xcwNHAJXW2H0Xz1GfR1nYTBmAODIQcFRRuxfdunMTR0BS0tL6Cn9yQqyvZBqzbizPlJZnDPlr9Y4DNfuigo2YTh/ku4ePiHWLUzXrGgYOlBX5KN0Eh8wL6cIY2OYeRXTyLscCLvEx+AcXX9Yh+SggXEEhjDvOEQkoLo9F5Er78ZzkAfREENkzoLBcY65BjKUWpZM+1tSVII/qALY/5h+HwjCKtkqEQNRFEDrdYMW24Na/engkZrQtWKu1FSuRddra9jqPciuppfZwGvOasc9sJ6WHOrYc4uh0qlgTWvGmv2fwxB/xh6rr2G7osvofPcs2jY/xFY86pwPcIs2LAKW1Avr0c3WpgihoJSESq04CJTUNGDlJyY0mAD9mBMHkUnmtGFFgyjnxFZRpiRjXw0YBOqsQotuIRutCIPJahAHS7gGF7Eb9h2SlCNHCRu/0ZF5fo34eDRn2Fz/pth1mYv9uEoSINkar/ligA86JGb0Rm6Bn3IhF26exb7kBQsMJS4aeExLFOr24xhDCCIABsYMsHKiJ8qrIRG0E5rO7Iss/VpUMkDN0IIMJJRRIRspDY51bYonipAKfLlEkaKUZt9CScQQhB62YgcFMCOfGQhF3rBAJ2gZ+rZOnkdBtCFVlzBQTyNQrkca4RtmA8sG1IqFiZbEWo2vgVV6+7HYNcZ9DYdgsvRCY+7H/0dJ5BTtBqltfsT1htz9cA53IwN2z7Mlu3uOILe7hPw6Prh8w5Br7WhuvoO5OSswODgJUZOBQJuRlqtX/3HMOtyF+V8lypEUcTqzX+Ma1cex6kXvgZzVinqtrx9sQ9LwRRQZ5khBbjUomUMQatByVe+gN4v/hf815oVUuoGw/XTVVjaoEDI4e9G89gpDAU6oBLUyNNXoT53J+y6kghxxCupxhEKB9A2chJDnlb4Qy5GRElyGGE5xFLoKaVJHh8JJoKLCClqV0IhP9QaI7KyKlFYsAHZ9lqStybdB6mjq1bchco1d0OWJTj6r6Kn7Qj6O06i8+orkKQg9KYcWHIrYS9Zw/62F62CtbAOzcceRfupJ7Dqto8z5d31CiKYylHPPqOyAx1oZOQUpQ2MYBhX5bPYgduTkoAXcQJbhZtRI69BH9qZ6orIrQD87N9arMFKYTMq5QZGTp3AqzDAzILZMtSmJBZvRGSXrEF2XhCnBp6Aioi/vHuRGct8BfNFSoXkENTCsuwuxUGGgJXiNmSJuXg99PhiH46CRSFYFVpqIeCXvax9bMZFSAjDhmw2gFOIspTEkSzLbPCHSCwPxpi6WZr4XyReov9FoYYaAlTj34dhlYmaKkE+ShmxlAzUJheScgrlbNorj7F2fRh9bM9EfGlkLRu0InUUKalIDU1tOs3vQyeG5D7kCAUZv27L+i1Lsvv88s3s4+prxrnD32Pfl9Xfwv4NBsYQDkdkrEG/GxdP/xQl5bvYtNGcj7oVb0J17Z3o6zmN7s43MDx0DcGgB46RJtTV3odtmz6O/sELuNr0FN44/g1YTMWwWkpRkLsGgcBYgoQ2IRsrITUv2VmkWSZtPMdLgfnZk19QwC6LYlyQKMd4TtHDQOkJfBCZkMLA+VRZsqvYp7vxAM6+8i0UNOxJmSJIXh9x2+PuwjDXv5G1qeezZWI8ocJuN9wnT6fcB7i0HoHzjBL5dD0+NSkhHzV1alPS9L0UjQP9FvMRzIfdPowcuDDr9SU5dfoerzSmICjZ8nJYgqASEz2muFQ7fn5k3fjv9Gsa4D11HvY334XrCex5DIcRHBmC1pY7PVm1AgUZhDc8hqPOxxGQPTCrc7DWeguKDLUQNKmCKgndI+fQ5jgOl38AGpUBOZYq2E1l0KpNUKv00Kj0UOtN0KgNbD59B/3kNkNhP1p7D6Kt/QAC/lH09p5GTsEq5BeuT/leFAQR2QUN7EPtjiRJcI90wtFzEc7BJjQdfQRSOMiWEwQVvahhyam4oYgTq2DHamxFg7wRJ/AaS8Gj0VMKaSlViYgqFVQsMHVgkHmQEKhTTqqnYrmKeU10oomNtgbgQ65chAF0M++dCqxAI87hKs4w8ksnG1CJBjaqmwxCOE0Ymi7Vg4y+YrfnHo2bdjbFp8apuNQ670DiQE2cl50sJaRwx3lvyhJcTYaU6Xtqb/y0IehAjW0HxkIOHOr+OerF9VDFdlTCXPrePKe7jGAIXrjRK7djuYJSRSO/Umaf5TAkdh8bZOMsD4xL30uI8bn5/iTvVkFg9wC9t6bjS8jfPxPpewixTqxWpYMUkuYtzlxM0Dn54WVqUPK6U6BgoXFRPsGUyeS5WIxKRkbFpsclg1seZQQWEVJERBERlI08tg0NtCwdnv6N/Zvu8ejzS/f9EHpxDedYyj690/WyYVpKLErHq8e6OEKN2nM6ljZcxTWchQCRkZr0Py30zJdyPjAvpJSkEhK9ihI8VVITOjzxwQ9SSNw72FRSg5qtb0fzid/A6e7CQP8FqDUGZoJODKKj+yLMORUoXLUPofEXdOQY9Mi37EBe3Xa0nnsSAz1nUFF/G86f+zlUKh2y81eC+tEqtR6+oAuu3qPo6T/JplWqNJK7pUBIx1xGIukEUQ21Wpd0gVDIx0avKS1iJojlJaRwAB1nn57yGPjlpzM/3fLJvnM8mfoY+BsuYZNcyjRPICUsPw1/qJk0/YFBF7S5FmQckoS+n7w87cVnegvzHlKJ24vMDw06oc61pd+BPMVXMmDY0ABBJcPyppsx+uyr8PX3QldUkPguSdgA76MWPykkCXZTL5GIhG3wfYppWBF4O9vQ//zjsK7djKGulyFqNNDlF8NUWQudLS9++7wParLryi+TMM2T0XLq5XkTaL7jxp8j/w5Pcoj8SmLCUmLcvSRzRRgSrivvuZfgscfND4ppPfYSfKZErlPBF8DgPad4HzW+U5Bg9j8PHVL+vHh/EJUKg4EOnHY+D4s6G3ty3w21qEm6PgVD7tAQBj2tGPA0M0/GYNiHAutKNJTciSxDCfODTGd0LsV09FVqA6pq7kBRyXa0ND+P/v6zbBRwaOgy85PS6SzTeqGS6sqaXc4+Cfd37KSUpJ1J4vlIz7HE+wUtYaTze9gn3I9jeIkFnFdxmr3pzLAygoo6djQiugt3Jdyv5BlFnwq5HkfxEjTQwYURvITfYQU2wgMXtNCxtAAiuci/Qgst85xKQJKBh5TgPXl4sn6UGzh5gx8xSl8UItYEPzjmhNZoi99EjI8VKQC1HfHzecjcQFzsa43815rlK3HkhCCHpvEOyNx9SDEybY28RpYriEQlUGctk6BngVQLGUvjk9NM+5K0OYKAoBQxw9dQESm+zeDbnCkGxOmZtKjszBPQGsjBqdBr2GS4FTJvtD8NEpT3CUqMofl2DQuC43iZpREH4Wfp5tSpJ70HfcRMe0BdD95I/DVJco1mPCDKN6ZcUC6Hr8/rGpD9OIcjbCBnM/bDLuSmXNaBAaY8oraTBgWMsDLlMSmYZqrMpHaZVE3ZcgFLy2vGBXbvU/tL6Xb5QknG/Z/mA8taKcUjr2ITfK4BdF95Fbb8WpZOllWwAt3XXkPpytuYr1SqH7Rq5d1wDregu+0N9h2lGtSuegB+rwNXzv0aK9e9HS3XnoXXM4SaFfci214X16FIMC1PMDueqoc9A8ywXYztdF27+gfmoVVSvnNyfkzD0dNxFG53L2pX3z/lNpJNh7XppuOPSUozP6RPXX1PSkI4hwxc1bg0xubQcUoozuhco4sPCtWckkrFlXRLMH1OQlKpOPO/VANUFz7xA6z+5gfSEw3zDIm74cKc0flMjdCjxuadX/kF7HdugX7tivjluQ65xJuQJ+nUq9RqmPdvx+DXf4jCL302zkB2OcJ18Qw8jVehKyiGLr8Qo+dOQG22wXXlLCT/QZjrVkNry2bvDn1RGXsHyf4gVAYTvD1t0OeXQGfJhT63EGIa81EFCnj4JQ8uO49gKNCFHE0Z1ttuYWl1PMaCDnSPXYY7OIyA5MWovw8GtQ019p0oylvP1FBRzPbVpdfbsHLVW2EwZKOl5XmmFJBCQazZ+MdzOEMFUdDo7Xp5N+vIUcpdDvKZZJ+I+H54sBt3Q0WKsilgEbKwQt6ARpxnATARWTSKuxW3stFVGs8ljwqq5EfBdjYKE1IKEgyT03SABCM3QlsW71cVNse//z3F8fsLGeLbFI07sQPkyZs8hsu/+RrW3PvZuPk5xwYn/j7Y/ANs2fXplMc8VhIf5Kh8nHJqMF5Fpr3aEzctDTkStinxZtbLtCOXKbTKl5kSqEaYvq/dkgBvdM5Xp6RF9Dp4w26ccb+IHbYHIBji72l51BU3LXk8aU3IN+tuw8u+R+AKOWDC8lYUheQgruA0Iw5LUcNSkUjJQSnG5IVHHj7ZiAxYGmFh5tJBBBmBSe8sIs/J34em9cL8KEAUXL+ggTkyBO8dNy/fhluYnyMPSgPuRycjo2g5GrwhMr0IFSjBdtaezhVEvJaimvlGvYYnGOFFimebHF/Zb6niuiKlCKWr74C9ZDWcvVcx2HkGLacfg1pngrO/EYPZFSip2w+jJV5lEIUoqrFq87tx4rVvQKuzsrQBSv9rbXweZmsRrl74HcIhHwI+JxyD11jQbbVFcjKXA+iFnbpzsHxGgBUsb9jv3QHHE4dRxJFSs97e2+9DsLUT3Z/9UuQ2FgSIeh3UeTkw79oO05YNrCojIRwMItDcirDXA3WWHfqS0iWTGkeN29i1y8jedhOcZ47BXL8G7qYrsKxYC9vazQg4BmGqqochpxhSKAT/QDdbj4wOw94x5O64DZ6uFviHejF89iBKbnvbxHkrUJAOo6EhNHlPYCQ8gGJ9HRrMu+Lk4aPBAQz4WuGTx5gaaiw0Am9oBEWWlViRux82XWGEJFVllgytrLqFpe+dOv5duEY72YARaSIUzB1mwYpd8l1M+j+EPpzDGwghxDpuY3ChVK5mHhVTpflQRT6qsEcpfQRK0yNliR8eCDAx03MVNHBjFC44Z16OXIGCaYDUftdzBGtQmRGWM+cJqlKpUa/ZguP+Zyc8aljKG3SMwKnECmZ0HIVHdmEUDkbcWGBfUqlxZCBNKpFB9DBFFBkyk3qTCizQ+4lI9iKhgi3rkd2MrDJBzQgBM2wsXZnefaRwIfWnSZh7JdSliOsrUXNpICyHcQ1nWPtGam4ipGKr0wVkHwbQAxcc7H4jMpTaS+u4xxSlzpNP53wMON0iv4WplMkranS8fV7quO5IKQqczPZS9ildcQvCQR+cA00Y6buC4e6L6G87Bo3eAqM5D7nF65Bfthkq9eQolt6YjZrVb8K1c79DYek2dLcfQsA3ykZovZ4BWLMqEZZCzBTV63UsK1Iq8ka6npvt6wiLIYtaQKhsRsgZNF1nVSW+8KeRv0MCwv4AAk0t8Jy+iJHHn8bwz38DfX01Qs5RhHr7IRpNJH+DHAxC9gdYCpZxzRrkvO2h+DSlBUBgeAjea1cwev4kbJt2wN/XjZbvfhW2DdvhH+hFzSf/FiIvhw6T75kahqLI+0eIEfZZqlZCDAO67Hz0H30BBTvuWNDzUbA84Qj1oc13HkOhHlSbNqDauClCMMkyejxXMOTvhE40wht2od/XDJPGjnLLOhSbVkCtSyxnnEkMDV7Gpcu/YYqpupUPsAGkG1sXkvkAlkZr6cPSMVn3rJd18oikorQ78tQh1RMpEUzCZGo53SMN8iYcxDOsohCNzBKZReoDNbTMc4oMz2mLrNqfAgXzNuh6fcdNmaYVyrUN7CN5ybpDhkceZc88pe2+jqeYuoL2SO8DIq6IsIrYKYcgSTJTIK3GNljFxIrn8wlSnFDHnpQpVNaelFFujMAKO/PA2Yi9U5o8GwUzqx7Kg8irIrmcFXZYKW9OqRBdzrj+n5GFAxVtodIeVA2PnostuHnCO2pMdjHfxeh7aQj9LKWU2ljyb0qmpMok/LIPF3GcPbvUaucJxbhhSSnyGuH9RmbqPcNlOiV6UPEGyZoptmEwwGpdA2vNGlRID6G/6Si6z7+IMVcfnOceQ/P5J6AzZTG/KVHUwu3ogGekCwZrAdQWK9zDHczUNRD2QKU1ICT7YbIXo6PlFazb+zGETDEnms74POmF4I6ZTwWfaxsU6/ekUSGslhEyxCgnYkY/wxqRGYKH9WJqjycufU/i/BJi/RiSLZ+wvQQfmNTTCcsnXYf3w+F+G26+mCY9T6MOp5yv4rbHz0/2XbIUv4njEwGtmvOVmOEzxCPBlHwa4PfBj0WGeRNPPkVxCr8QMRyCoBYTrjvPxZEZeuIxpfOjA0SjBvq19ewjhB/E2OkL8Jw8C0NVGSx7Pwq1aVKiLYQFBAYGMPTTR9DxN38Hw+pVKHjve2J2wB1Ast8twQeN9zLilg8DYc8YBp99Atq8Aujyi6AtKMJY02XmxVDyRx+GuW7l5Pb424m/Tkks/AxFFXBcOo5QwAeVVp94DDP0cpvxNP/TJfy2ifdGwlPDm8DGXnuB3j3cfN4jivd74p7BBP8n/iIlUZklKM9U4dSeU2l8rRI8HBI8q2ZmxnHE8xQkWUKppg5G0QKjaIVOpt8/xrOGUwYGBD+afKfgCPagwbQL5Za17DkbDHSiy3sFapUOzkA/vGEnio0rsK3k7UwVNQE11+Dz1yjJdUz0MEtMEw+Hg2i+9hR6uk6gsGwrMym32CsSnq+kSFN4hH+MyeQ7YRNJ6oiI108B07QeE7eLDyMgB3AKB1iyAXlVkOmzVtYxAopIJipNPYJBFnxTp5AUK/QvfR8dnaXRYLYeElOrRS4dTzDHe1rKLnfcdHhkJG5anRPfIQ7nx6+vH/DHL++OT3uTNYnBqn4wxt/MJ8F+Id48PWSPOWZqx4JcfOCNf4ZN3O0fNPNBEjfpi/f4EbMTyTyBvy5j8SlbN2Y63zLscHO/E596xxD1fJIkhB1OCKPulNtIMD7nwYeWZKJO96lggQkW1m32yV604CJ7rknRYRfyEhQiZMx8Ai9DlFTY7bs73geHb9cydD+2yVdZyh2puUSI7N1Dlc2M4wTZXIzbRUGFQrmMmTxTlbTrDdPxRRM0ibSAoE5XjIL3XuTiLD6m4Y1cE7bHFzyS5/Xd1i93sxRzus9JOUdkKxGX6RRMV3GWDcJQu7YRe1iVW5/sYSmj1P6RVx+RvFFVFCmOF4LsHJR7cB7HYGFPRj4zO18uuO6UUulgya1AKOBFOOiN3NiCCN+YEwHveai1RuhN2civ3MbS9qx5VM5YBedAIxp2vQ9qUYtw0I/W80+ybTWfexxrdn8Uas3yKOgrTKvJVlJ9FMw/VGYDJFIoLRBMG1azD0MSnyptXh6KPvNJ1pi2f+5v0fHlf0XYOcoIBX1NDQo+8P6MV6nx93bDUFkD68at6PrR96DS62HffTNLKwz29cHpHYOlYS1E7ew9suxrtmPk4jHkbNib0WNXsHSx1XAXOoNX0Rdqg0dywStH/Eb0ggnVmrWwijmwirkTJNVoeBiXPEcwGhrAOsstyNWWocl9gimifOExDAc6YdHmosKyHkXGetYOQjv/akK3qxsXzv4coaAXxaXbkJ3XAKu98rqrFrXUoRW0TKlJo7wRCCy9zwkHS8cj75YcFDA1VSQVRs06dVR1qEAoRVAOsMCdvqfR4n65i5muKlCQ+fS9ZUhKLVGQ0mglNk85nzrXdVjLPqfk13EYzzJvJwKl+G2Q98AsZlYZGVFxjmK1sAXDch+rDkadfSLB6V1EVceoEmisknOmoJS/SziJArlUaWtuEOQLxdgu34ZWXGZtFxFKpAak1wlT0KGCeZFFVVBEyF7BKZbySbTPGmxjvk19cgd7B5FnFK1P623HbQuWDhpmqYRnGSlG1fuKUM7+XU4+aTccKeUfG2GE1PoH/hrB0UEMtp2Ca6ANQb8LAY8DQd8oPM5eqLUGdHicyK/YjKoND0YKIQoiK8va13qUbcvnccDvHYFaE2+0uVTBXrDXeVqYguUBdY4VknfhSKnpglQwee96JzxXriDvbQ8jNDaGvu/9D9r++m+QdfvtsN28f2K0KRwKYfDRR+G5cJ49VwXvfBdMq8aJr2kEV66zJ5F374Ps7+ybbsXo6WMYfPEpqPQGmGpXsYpL3b/5KVRGE7I2bIehdOYdcn1eCYbPHEJozAWtfh6qOSpYciCjy2haRhSkOBoK96AleB5XpOMI+0Io1tQyosAruTAaHsRm612sSMBF9+soNa7CoL8dYTmEHTkPwWosyugxjrg7MBYeQUHOGpaKFwtqY9vaX0VL60swmvKwecefMcNzXnGrYOFA6Qk1WM2C7B60s9Q++o68WaKVg8g3iv62IYctG620R+Wom+TzkSAfYGl8NGKsQEEmkbHqeApmjLXYgfM4wooZkIKSyKGjeAE2KZfN01LFwHEQKU0deiK2iUzaLOyb9n760IF8RNKQaD9lqEEv2hkJQEQYpfLRvkmtQu+YApTNroqZXIgetDFi/fqC8oxMBTIZp3s1CpbOCkrBa8ZZvMHS0C1yFvMso7/Jx4zuxTqsY4U+SGFIxUJacQl1WI9iVDDlXaYQlAPs/ifSNNazKgqXPIIzOMjSCOk5rBDqsRxxw5FSGoOFdTy9jm5kF6+CtaCWfR/wuuAZ6mTpemOOLnhH++AaaoN7uA06Uw70RjsM5jy4httQs/GtaDr1a4QCY7h05H+ZWormL33QyLhCSilYfIhqEXIgdXriYsG0fh37ENQmE0o+9WfwNTdj4BePYOS556AyWyAFAyzFQlNUhLLPfR6B3j70/eiHSXWJpHQq+/TnEezvhcpsRsgxAtfJY9CXVcDx+ivwtDRCbY68l8irbqzxMvLvehBqkwW2jdsQcAxh9MQbGHz1GZjrVsG2dgsr3jBtr62996L3lcdQsPV26LKSF3lYnlDeZdMFBUd56lL2IfgEL675TjD/NKc0iK3WezES6kUYYZTrV+O083lkaQux1nYzVMLsVFGSJMHl60P/6BU4vJ2MbDLpc6ES1TDqc2CyFONa27PsWcmylMOSXcEMzC9eehRjnn7Ur3wQhcXkayVCkshETaWMXC8SqMNHZFIlGlAlNKAKDcxPg0go+lCaHikYaISZpqnCEKU/mOTICLEWejbSTEE+eb5QcF8oLCM/TgVLHvRmkK7zNoGeqT6pA4WqpUWWEPGzAbsnpin9r0SuYUUOXscfoJbUjKQmEptS7qjYARFGh/AsXpZ/n7A96liT+sQCK7OGpqILRDYRiMg6Ix9ivzRtlap+Umd9FbYiRyhknXZSjNA76DzegE42MrWLVZh+H42UnG3yFXTJLYyYup7anev7Cckc6Dcn4pPuVfqQJQJVeCRS6jJOogTV7F6j7+h+J3N9Ikc3Y/+M7jUeAdlHmisMoJM9L1oYoIeBke6FKGeDQrRMpKJkPns2utCKJlxg2qiV2MLUzQQ6ZhqkXE6YH08pEZB4gnCmz3Q6vwd+frIU0yTLaA0lMOaWofnYb2B8qBYqTUSOJxisMGetgrlm1eQK4TA8jh6MdFxA/+XXUb3v3SgWRLQdfwx6ax58owMs9dXp7YIqL0m5xel4TC3gG0LSihDIU8qY/CY15Jegq+lV+IU7odbqU3jFpPaQktS8Nwi/PrfjNF40CdPJ7iX+O24d/rnkvYxElZzSQ0rL+cYkeE7x85PckOo0nlKxnk80z6AOpvSESucRlc5zKuIikBphiff04fxxuNPkhXjhFC9E89oKDP3yReS/8+ap/ceSKPv4307ifa3SXAd+8CJxF7z/GKCvq0LZ3/8VwoEAPCfPQZ2VBX1tzcT1MFqtqPqXL0+uE3OIvT//Kdr+7YuQwyHmF6TOzoGuuBSh0REEhgZZ6qC/qxO6giIYqmtR8PC7mH9d9Cg0OTnIve1e5hPhvnYRPU/9CqJKC9uGbTBWUIqxkPCMxF52tdGE4tsfwuCxV5liSqU3Qq03QvJ6EQ7EeJcEQyjccic0RssUnj+8Txv/nMszvP8Sf1v+/uKfotjZ5Cskc55SCKf2khP5Y+bubzHBUypJw8L7VoXS+CfxnlAJnlKh1PdvuoB4GupX/roG5RAz4nSE+rHSsAtdgSsoM65mKXvHRp9EjWULqsybJ9ajkedrjkOQEMKgtw16zaRJZzDswZqSN8FuKIU36MTwWDtcoQEMuVpg0Npg0ReirvwOaNQGdA+cRCgcgD/sgU72o7b6LrYN52g7+gbPQRTUMJkLYDIXorBsC5tHhUUOvPi3WLf9o8jKrp48Ce63TDhn/rKktaFIcj8mWUoM3Xhhff64J1Q/upg/VJTotAl5sCEvzquM7pUReRDXwqdRLFajRKxGU/g8S+1rkS+xzumgiqo7RpR8AueXxHtI0XsqFULNbXHT2r6BlP46Yla8wax/VRLVlpTmJuBugZ7BcygsWD85m3tHqF3xqmCBe09pe0dTeqjI7rHEQ/TFe2XdmB5S18Gg63S8l8a/I4Nk8ncrCM1MaZjWY2oeoBZUWD+uPHHIA/DCgzwUQxMzyLEbkfc/j2G5nxVYiJqqU1VAIgOIlKO0YaqWF0AAYQgsfXgrbokjAii1MFq4YUweZelMjfJ5pmyhjj15/6RDhbCCefNcximoZCK/9OzuIpVMbJooKUMLhWXmP5XCXzLRfDS5J2QceG/OFPuLIJzZ5RcARAqROpiI1hqsYn+PYRRVWMXIT5q/DbfGVayk9o6WI2UxDcxE4YMXpahi69J9TK6MUVWWGhqYYGb3Kd3zlCJIVS8JbnEUJUI1S8ejKpIOYRBD8gD0MEMIA2sNN03c2xcDb2Dj3Q14/PHHM3od7tC8I+X854KPzGn7N5xSilC8+S60vPxTdB57EhW7HppyOVItmHJKYcwugbu/Fd3nXkBBwx54hjsR9I2xjqHBmo/s8oiqYsmDVVKaerY5pwwVm+7HuWe/jtW3fxJa/fxWVFIwNW6ELMuC996G5s/9MI6UWupQabWwbI10ltMhPDYGb1NEBWXdvBXGlatgqKmLKKLG2/C2r30ZxroVTDWVd8+Dk+RBkjaeggfymKJPaNiBkdNHMPT6CzBVr4B91VamrJoKgloLc0kNgmOj0NnzGDGlURmg0k1WqGl/9mcQNZOVSJc+boCHZB4QlAI4NfYcRKix3nwLOv2Xsdq2H02eE2jznMN6223IN0UUxFH0ea4hKPlQbF6JFfa90BuyJ+aN+vpxZfA1XAo6oVObYdblMuJux4qPQj2emifrIoFvbdltkWMIeeHwdeHi1d9iVf1bYM+qhiWnGg5HI0ZHO9DXdwY5haths1eg+dozbB2bfWmpA24kVGAFGwUmr5UcuSBlp44CZlJB0ZvscvhEZDRXMOCSdBwm2BAU/Fihm947dGkgNfm5ec2HcOLiD+D3j6KiXPHuWyxEtMnXd5tAz5ZKVjPidzn5xJBJ+nS0I6TsoA44mZcTEU5KFfLFoRTgKK7IpyeSNRuwMY4ESAby86nHeqbs7Ec3zuMoK9RQjCrmB5RKBUVEOlURJSNrUnrSfomciq7TKTdBg4Wt1jx3XN/PyHzhKs6wio/ks0YV7agKLRGmx/EyU0ytxMaEdD1KAaVUOiJHYwsFUPXIFlzCG3iekVCkIyY1VD3WIVeIt0ogpR596NnwCG60S1cjikCxECaVDR7Zhf5wJ7s3L/gPoVq7jimpOkPX8Be3fhzLDTckKWUprkPl/nej8ZnvIH/VXhiy8lMuTy+gsq3348IT/47eS69Ca7JDCgVY1T71MiNuqBpAKtiLVzKPj4svfBPr7voLVnZewcLjOlILTwm1UQuV3QzXkcuwbJ/0v1muIJN075Ur8DY2MkUUVZUi5VPOPfdCEJMHLhV//tfsXxrlmAk0Njvy9t3F9kkV+3qe/y0ju7LWboOpsi5BKujr70L7Mz+FxmxD2OdF3bv/csLzheBsuQBr2YoJ5ejywA3wkGQY7rATRz1PMZJglXE3I6RqDZtxevQ5uEPD2JH9IMzqScIpNow1arJQaKJ7Kx5WfT62VMSPnsna1O0GqaZys1dAqzGhqfUFmEz5cIy2ITdvFWrr7sXAwAV4vUPo7jiMMXcf1m/9cFz1wPmARBVBlRTBKdNzNsk34SCeZhWHVqUwQI4iXyhj/hrHpJci1bKEAuZR5pe97P67XjpxZPy/eeOf4vjJb0OrMaKoKP21UZB5RGiK67/DTX41pCIiddD1AFJ8UPodpSpFK3iWohraKcimFcKG2VfWQxn70D670YJmXGDG6EQaxBJfURCBRX0mUnk1YBMzxI5V8ZO5NaVxLR8obdtMQb8zeUoNohvrsGPcS6oEoxhhaXxEOpUhkrHAg2LsfCGiLObb02iRgOlCFERYBDsrHnBBOsoU5A55kJGkBaoKuGQHU10NhDvREryAKvUafOxjH8N8Xxt6PjLpnXXDMg7WkjroswrRf+E1VOx+a9rlfc5+JqE12AqRU7URnaefhiCq4XX2YblgukbntsI6mHLKMdRxBnlVSoC1GLgRlFKEkk89iPYv/mxZk1JyKITR1w8h0N8PY0MD7HfdBZWKI6HmKbOCiCjymbJWrkLQ5cTIuaMYPPISzKW1rPKexhzxdDEUlGLlh/4hfuWYrLGxribk1G/D8sIN8pBkCN2BJlzwHUSeugz52kr0BltQqVuLE65noFObsCP7oThD2lgEwp605ZFnA6uFKhypmN9UQcnmCeIpJ2cFfJ4hGIy5WLPpvZEiI5gfeN0DuHr8F3A7OlC55l6U1O2fpz0tb1BQvELewDpqDTKNCqcmCUlhQCPKlIKzQdyL09IBNiIcorQbOTQv99NiQRRFbNrwEZw89R2FlFo0CNe9UopgF3IjJsyyG0ZheQ2Kx4JSfMkfh9LvilDJqv0tFOi61WItU5/QUVzEcahlDVOkUMpUlGDYIkzdFozBxdQtCq5fkOLoGF5hbdZ67GbkaRnq0Is2dKMV67ELOUJB0nVJDUVtX6YhCALqxQ1wyyOoUa2BZrwiYLGqCudDR2CQTNilfxMMogkazfyo+Eh12CRdQKfcyFJr96kfyNi25ycqIO5DzCxhy3fSeb+ItPtL4n+Tu2onuo8/jdL9D0WCYSn58gG3A02v/hhV+9+NtoOPwlBQgayKtQi4h+EfG0ZYO00frKQnlvq8MgoVBf/hBM+nZBDUGgx1nUNOXaLMPq3nUxoPqIT5aY+GP7hk3/EXcmbzeX8nFedFk85DSsP5xvD+UQQttwy/T36eXpXaCDzBYyrNQzUdTyr+O94bi/cJCnG55gkeVPwzxZ9zrpGlj6vHfaISfIiSvKHCnApI4F4O/FUVVGnm8+8S/jpKU28v0N0D50uvwLr3JlhvvmlyG/w63F75fSQcgyTD19UOb/M1hNwuyGEJIZcTOftuh764LNHLi66hzYbcPbcjR74V3qZr6Hn196wBs6/bCWNZTYJfUuylLth5F/rfeJ4deP7GW6DWmxJ82RKe2wRvLv5+5Ly5wvHzk76y072aYh6hcDgASc3dC9xzK3D+PxJ3oYUw50+G+JNKqppJ8MTjPaK43zZxC6nX554pIcxf+Jm9MYkAOON8CQOBdtQbdyAkByCoVcjXVuOo80kUG+qxwr4PlxyvsIp7+foarMyLBOOuwBCuOg7AL3mwrfSdwLjiT9ZwD6Ym/rrJ/LQ6cSRNHv/tzFkRfxRJM0k8Zec3oKXxOWze+2l6OUS+T/A4S9POpLnwoaAXXVdfQefVl1Cx6m7Ub3oHjJb81A2SLEPg/H6uZzwvPRo3fZsQGcAbRh9yUZTwopNDk9On5FdYWoMAEb1SG1YJ29AuX2FqCFdwEFliLltO6h+M3ynnf5PWD4c7hrA73pMqAdzvp+tM7NhLZn2c/xN/P4tckQ5qg2QpDI93CIInANEb7wcp+OOXV41yN+8od8x8m5bkGiyGT9BSxrKtvjcLLzDypwmCPMWWHylFJuTNuMgIHTKQzqQRs1/2Mf8eKrZACCLAfKiqhRiv4BjQvkn1Qh+vPMbUU5RWlScXM/VUqjRls2BFlliAS9IpFIkVyBaTVGHn34/J2o65esHN4Pp1y60oESshxLSlsX8zcDERO0Rw77N0HlNpwO8z4brw12QR/PK65RamCqaqepQmOoAuVGMVU0f54ME23IIwJByQ/8BMx9cIO2FQGRGSQmiTL6MHrUxFNRcInN9XdJqSSekjmCcLHmXLVQgOH4DKYoMpP6Jov7vyM3HrP936dcwV/XI3GsNnGBm1SbUfLzl/B5Np8jjuNPxx3PLPen8yo+1fP0NVs0DOyh3oeuNxuLoaYS2dunyi19HL/u08+gSsxSvQfvg3rNPmGepiLwQatVgWkn/ylErywkmGotU3o/nQI7j8/HdQufNt0JsTUzoUzB+Ww+2UMSzDTh49867XDyHsciH3HQ9PmZ43GwRHHBh+8VkYyqtg2bCFEVP9T/0e2btvhqhPPzJHBLu5cgX7BF0jcJx9AwNvvABr1SpkrdwKVZJtiGotinfcyzynOl/7DYp23Ae9aWk/8yqVFi5nJyy2RHm0gghCUhCHHb9hxuKbrXfDGRqAQTSz8sIXRl7FSuselBpW4tTQ0xj2d6PBtgfnR16AOzwEf3gMGlGPUvNajIYG8HLzt6FVGbCh6AFYNfN7zQ3GHAT8o0kLHWQKnVdehHOwGWtv+jisOZXzOyB0nYDinCw5h1XCYqRUCvgwxir2kfcGGQ0bZStTThE80ugEKXW9gIL0kvwtOHT2P1Gftw+FWck7wgrmB+INopSKklJU55JMtpcT3LKTVSmj6p3k9ZQpUDtBVT2JqKNCDGSo/ioeZyQC+VJNBwbBhBqsYeqpgXHvKZ1sYKmEFiG+GEMU+WIp8oQStEqX4Am7UaqK92JcaiB/vx65HflYZsbsC4xG+Rxr46IV9nrRzirsUZEBIjkpdZZMzk/gVXaPtZLjlHwAcoiGmwXYkc++v4pzuCSfZG1grTA3gmo6IMX7fKZoXrt2DRfCb6BKXIVysYGRurGEVCZwQ5NS5JdkKVuB3uPPpSSlbGUrsfEDX8WpH/wlRtrOsg4cqaQofa9i98PLg5CKKtimuajBmofVd30Sw21n0fjqj6Az21Gz9z1Mpq5g/nGjpO8xLJfnZxwhpxOOp5+DacM6WPeOl0HOwEBO0DGMoReeZiP9OTffBX1xKQaeewJqixXVf/GPEGchxdVYspC/+y42qu66eh6dz/4caqMF2et3wZSdJNfdaIZKq4eoWvpNw4r1b0fThcewYfufLPahLEl4Q24cHvkNNIIeO7LejGbvaVTo16DDdxH9wTZssd8Hu7YIJx3PYCTYi/2F74dKpcYl52tw+vugEjXwhEbhGn4ZRq2dKaWGPG040vlzZBsrsKn8bRlv+yQpjJ6uY/B6hmC2lmB44AoKS+cnHWpkoBFjI10I+lzzsv3rFXVYhyN4gRGbyXxYotgr3IdmXEKzfAEaaNGGy6wzTYbBhaoKXG+g2Kih8m74AntwtelJXOt7FRsr3gqzftLgVsF8gtcjX7+glDc/PFguINKoE03ww8f86DLlQUMEEqVRkbppJTbBjCxGhNN3O3HHrIgv6mgTsUUfN6vc18xSJakaWgFKEo6d2kCzYGPm80sd5WI9uqRmSJKk9OWmuE8v4gRLz1uNrQgjzKrikZLuOF5hBCURl04M4yRexRpsR75AKjsPG3ih55K80TxwszaPKuzloQSn8Tq65GZsxj52r2Qao6FBtPnOo8S6BoOeFswXnnjiCZaW3yd3oHIK9eFcsfR7HvOMws134Opv/wMhvxdqzdQqBFdPE4y55dCabAgHvHD1NKJ850PIrV0+VWRIRj9TtiO7Yh37dJ55Dhef+joa7vokq0CmQMGNBjIVdx8+gmBvP7LfdA9UU4wQhL1eSA4ntIVJ5NxTwHnsMCOlSBnV/b/fhafxCqwbt8K2eQdTTM012ibZr61uPfv4h/swfPYQ+oeeQlb9RtjqNkBURwgvZ8t5mEvqoDFZl0IV3pQwW4sQ8LuUACsJOryXcMn1OiOdGsy70Dx2CuX6Nbg8doil8+3MfisMKjNOOJ6CM9iPfeOEFOG2ko9iMNDJ/BDyDJUR4mmcELXpC1Bh24Sj3Y/gxStfw/66T0HN+6fNEuFwEEde/yqKSrZAqzVBq7dgsOdcUlLK5xmBSqdL2Wanw/r9n5oRqUa+V8s2RSiDINWAVtazjh+NHqcK8CmVJgdFrHoV+XEQJbVJe3NGjVHnHTP8yfVaCzaUvwVu3xBOtv0SDYW3okBfM19Hp+AGMzonaGGAa7xM/HJQR5GKifyayoTalB5TpPya7juZiCIio4gooLbqNA6yNKoClKFB2JSRY6cUPUoxJH+gPrSzfVjkiBE7Kaui6Yh9UjtWq3ZgOYCOm0y7qbqhgkkQsXQaB+CDF5uxHyMYgAoaZuR9HkdY1T2qKkv36Um8hrXYgbxx4/uVwiZUYw27rnT/aVTauPTqPbgHHXIjjuIlVMorpkwnnQ0ujR2CN+xCtqYYQUgY8XUzD1CtKr46ZzAcQGtrKyorZ1/F+LOf/Sye/vyxaT+jFANQfD4T3PCklDG3lAUdjU/8N8xFNchduRP6JNX4rCX1sBXVTVxoMj432pIbnC1ZCLNvtEvX3wGDLR8X//DvqLvlg9DblNG/+QQ99DdKZ1vUquFt6YOhauk+T94rVzF2/CRMWzfDumtn3Dx/Ryd815phXLcWwZ5e+Ds6oLZlpSWlyCvK+dorkENBGCpqkLs1st3yP/sc2v/z35C1fQ+Cw0Pw93ZBbcmCaDBmRJmiyy5A0f4HAa8fI1dPofUPP4A+pwh5K3fB1XkVpoIKjLZdgt6aD511aacHkDn2uRM/wPqtH1rsQ1kScIccLF2PiCcKUsjX8MLoayy16MToU8jRlGKtZR9UKh2OO/4AV2gQ+3L+eIKQiiLXOLWShZbdUf0+vHTlG/CHXVCrMpPmScUB1m16H3xeByzWUviDbvS0H0E4FIBKPTkQcvXsb9DbfgRGaxE27fv0rJ+J6QdWEhpP/xb9HcdRUL4VlavuwY2OHBTgGs6xDif9TcF6suu7Vbh1YrpaXs1Gj6ny0I0Asz4Hu2o+hDeafwiPZQhV2cutkMTyAg263ijpe5RCRGqOpQzyd2rDFWigY5XrVDFENKks+9HJlJNm2JjZOKlP0qUjUt+rB20YhQNqqCe2e5N8H17EbxhJTkrMYbmfXSPafiY8q+idRalcxXIVO07yxArJQZRItdAgMigzLPdBkEVmRD/flWLngtXCdhyVnmfXySxmXrWz3ECk4gUcY/ejCiqWrncNZ9n9Rd5RIYSYwskqZLP7ilRPa7ETeUJ8+rpeRameUw8+ECFL8Vg7GllqX6ZQa9iMoWAXzKosqGy56Bg5jX73NZTa1k8sM+zrxPH+36Oq6tu4dOkSGhpmX1hqunHTcLgPZ4KvoabmII4fPz7t7c9PdCAnGhzzo03yXI3PeW/Z6ayU7BgEATkrd2K05TyMeaXQWrIml0sw6J6coc8uTDBn448hnaFyMkzHGz0VUu2DbiYKsGe7j+yqDdBZ83Dlhe+h4e6PQ2saz7NOt72Zzk+3fLJzTHC5TW1snuhNLKecTjBC525w3ticNzVn33Hm6GpuG7Em49SmacMBqHlD4RSYD6NzfjrEuQurOGNziTMwDHPLB8OJI+Q5t6yG45mjsH4ysbNHJrMzhcz9uImvIjH1cxqzerCnD6MvHICuuhLZ7ybvKBFSWIa/pQ1jx04w9ZS2uAja4kIM/OSn8Le2oeDD74dx1Zq47crBEHytrYywCo+56UJA0Khh23cTS88jE/Do8uocO7QFRXCeOgrzqnXw9nQifPlCZD1RhH3nTdBa4okAPgZKVviBX0bQ62BftwNZa7fD29eOjtceRfHeBxF0j2Ck6QycTeew8o/+KmJ6Pg0jc36SPD7id8ibjgtpf2++AeQ9OctX3IrwpQDOHP8+1u34CGTusUu4DAmDNmKaBaYRXKYwwifIXDOb0KjzJxVKbXw+FXo8V3Fm+JmJ6eFgD8zqbNi0BbBq81Cn2YUsbSHb/7HBx5hv1E3FH4SKzDP51FB1GuNyjYoF3kFVCLJendbYXNImngMZm/PLGHNKYRwfwQ1JAejNuejrPYmiyp2MaDt/6Ptwj3Qhv2wLHP2X0dV6ECU1eyP7nGM7kqxdDHhG0HTmdxjpv8ae9YCPfK4W3nR1qYEqV1HnkEgmK1KQkjHXyjBeqUoKcibhC2zYzRuESx3dCcuIMQayCISgGhhN7YOo1yY18VertdhV+2EcafwhVKIa5VkRBYfc1Ru/vJ9Mqych6HTxu/Ms/dSg2Rj3igZD6t/G6025PTFGtS+G1dSoQNRMfsffa9MxTOaPMa0J81yR0Hin3z4RH0T6LNVOfjuusjSfCqyATtBPVDLrQBNLb6LOP1ULuxg+Bi/G2KDJXvFN8RuSJaaGGkY/S4gicoBIR/KLahDi1R7UphXJlRjBENTQQoSIPnTCDy87HiLOKc1qxteem09Ndxby2Ccg+9EttjGCrU63GV3hRvSF2lCkrkKVZtw/iL93QvGG4WyX6V5//DHw8QK/+LjqfQLc8jpJi03SrTgZeAkb1TdPL50sFP8cyelIN/4YE46ZS4HkZPky16+YL9k+PUMH8TSk8e1Tuh7dQ1bYYUEWSlADO3JZmvowBhkhtV7Yg1xVUeLvku69QZdBVjPl1XQh820jv09JZm1woaaKTQ95h5BvrEGb4wRKDKsg+APo8l7BeefLKNLXwe0fwLZVu7BdfzdTKz879mPMFM8Ffh43fXceZ5+RbUO7+wxa3WdYoQFnbwh3rf3YtLd/YwxZpYG5pBbDV45CZ8tjflHXL+ausjDllKBqzztx6Q//Ba3RipX3fQpSKEAGXTeEqmehwPqtM5Q9LlcER8agK0huJLmYcD77MlyvvYGsN90FUavB6HMvI+xys0BDW1aC7Lc8wIglwtAjv0Ggtw+Ff/oRGBrqJ4gKKRDE2OnT8Dc1w7CiAeaNG6GyWFKmrwgaLXLvvA/GuoYJAiPKX0p+H/r/8Dvk3Xof1GZL2nNgHemRQVa5TxrzQBBVzOg87PfB39+D0Ngou9lGm86h5KaH4LhyHMW77kPXa79F0fZ7JgippYyqlXfj8ulfovXKc6isvR3XO1g58JCT3RtDvg40jh6BXxqDStCg0rwRerUFdm0xLJpsiElUKccHHoc7NIT9JR+ak/KO1g1LAcwXsvNXsMGFzqbXUVixA+cPfg/esSFsuuXP0Xzu96he9yCunXwEttwamG0RGX0m4feMoOXc43AOtaJi9d3oaT4Eo6UAo0Pz59mwXEAdTSqhTp1ESslTMDUoLtpW9i6c6PwVWhzHsCL3ZuRJVpZypBaVEDxTiKhTbgylFIGIl6UGqmBH5s9EHOWikFUsI2KJ3hNqaFhFO6MQqRg4gmHmMZUjFGG1uG3ip2NFZOBAt9wMPUxsO3qUMyIrVXtVhhroYJggwaKg7ZEvVI/chiKhYtpkBRFaPvgmjp32TASaW6bKfgIC8EEvm+GWRqAV9GzQRC+YUKle+gUOTKIVG7U340zwVezU3HdD9N3oNyXyidRPrbiMIfSx70kBR6ooO/IYGUW/JQ+nPITTeA0bhJuQo5p9RocKRErN3zvKritGl+siPEEnHP4uhHwunHO+iNXWfZDkMGzhLHSFr+Fa8BRWaOfHeuiK8yCrrktFcUpNK+EKO9DtvjDt9ZUWkR7Q/DLIoRD6T7+Eytvfu3yMy2eIiFJq7g+EpbAa69/2d+g99xIuPPY1hEM+WAprUHnTOzJynAoioyE3CCcFQ2U+HAcuYilh+NEnEGjvRPE//SX8V1sZSWjetQ0qqwWCFP9+CPb1w33sBAwr6uE+fQaB7m74O7qZEonMyU1r18KyaUv8eyXFb0vLmepXJp0n6vTIu+t+DDz9OHL23gptTiTVmK8AGnSPwnH6EMIeN7TZ+dBY7dAYLaxsedg7BlFngH3VFmjMk2SgtXIVBs8ewFh/B7TWHBjzyiLk1eggU5EuZdSvexgnXv0acvPXMK+p6xFUQa/dfRZNrqPj3wjMM2pd9h0sGJmuT48j0IXbyj4253aOFIfkAzVfyClaA59nCIPdZzEycA06ox1uZxc6r72M6rUPoOPqSygo34bLR3+Cuo0Pw5RdxlIAMwFSQ7Ve+APcjg4UVmxlaqyh7nNMpVVUtSsj+1juoPQY6riRVxR1NhVMDSKftpf/EXwhN050PYqmYIgpR/Zb3r7Yh3ZdeUrdOJQUcThLL0A8ghexEXtZJ98LN1MUFaMqaQrd5fAJlhJFZ9IonWUxDCkriHwi37parJtRqq9VsCf9nto5Sqtqk6+iU25GqVAdEzPFm6b3yx1woJ+RW0S2U3Ih3Vek+mL7gB3FAvksihiQu6BWGWAULGgOnmWKI4llSAhwhocZ+RZN7VuKoNS9fLEMF0KHsVY7XrDnOgP9puRreAknmEKPQL9tOeqwGtugFeIVqVOhEedRiMo5EVJRInk+SSmVqEF11ha4Av1oc55EtX4DUyH2eBtRZd6IgDCCbLEY7aFL0AkGdHd3o6ioKGOcR6+/CWMhB3xhF7bnvRVD/g70+VtQYliLbkyPmFJIKapQxdLQZEjh0HVLSDFk+NQK197CPlef/z6yKtdlduM3PIQbRill39OAnp+8iqUEyeeD5aYdrEKnYUXqMr/q/DxUfOVLLLWPEBwagvdaE4Ktrch+6EHoa6ohZFB9rDKaUHD3g+h//kl2fKSGovQPjS0bcjjI5NuyP4DsTXuhsU6STiKXyRB7TIHRYfQc/gPMxbVof+YnkOUwGh//FpMgy1IIBRtvRcnmpeulQyN9a7Z9AOfe+D4a1r8TVnuix81yhsPfjSMDv2aGyVQlj9RQs0Eg5GFBdibauflWStH2i6v2YKDrLLpbXsfK7e/HleM/Y8TQ6HAbzFklGOlvZEQrpfXRfarWGmG2l8GSXQm9OQdyKAC/bxRBvwuhgJf5U0nhIDP2zyvbjLyS5O1W55WX2H6sOVWoXB2578mHi0YbVerpBbLXOyjVgbxgKjF7f4obDXq1Gbsr3g9n5yVc9B1e7MO5/ozOb6CyxUSaOOQB2IWl4+9K1cds4+SQCanbqB2qOya8l8ifqSN8jREI5HXUIJA3T2bj3wqhHh1yE67KZxgxQEpFUVIxokAnGOGSHShEKfOpmmgfU6SpkeLGFeqFRbRjRBpAj9TCyKuuUCNT5JCX1n79W7GUUafZyNL4LgWPYqXm+vK8o/RKSrdzYxRrsR25mD354sYIGoS5K4tIcTffvncWbR7s+hJ0uM6hwbQDm+z34KTjKXR7r2CVagsag6dhFXPQEjyPkpISGAwG5jG1Z88erF27FiaTCX19fejo6IDD4YDT6YTH42EexzT/S1/6EluHhyc8ijbveYxJTuzIexg6lRE60QhvyIki8wpcHnpp8UgpSjXhvY0SfFu46bn+TNPySeI9VcbfeYJKhKjVw1Jazw4sqjrgfVlm6pM1nXNMOGx5/q5DKBhITGCezTMqJPpuWMpWTnr5XIe8XjqPKXUajymClmMF+HVioRJlaIUg9Fye8kwwU4+pyHfijDylQlzud7r5NE6QDLZNFej85h9Q/ol44kOYRZWmMPegi1xwMz2PKRmySoCskhMqbsnJjNuEyTNT5+Wg8KMfRGjMg56vfQNh1yiMq9dAbY7I1pNCntm0qNej8E0xAU9QZp5TglrNUvXI845fLcFnKuZCVDzwQcheH0LeMWSt3IyBU68if8N+9B19FsOXjsDV1Ygh+wnYKtdApYl2yrnrwnUIOEEZ882Km05yHXm/BJ5IS9zm5DbIlH3tro/i4rEfsfe3LbcOxaXbYDBOmqeK6VpA7n5PGpOqEswG4yf5c+Ke84T5vN/C+HuUrme36yLO9T/FVFCbCh9EvmmaVbySBF/+kBevdf0YZdb1AOdZI2u554z3R+A8oyTylBJVCKlkSDoNZN4fatxTZ3L5xONJXIe7n2i2WgODNR8Dnafh9Q2hZvNbcfrFb6Dp7O9hMOcyJdP6Wz8Lo60QAa+TeT8Nd5/HQMdJhPxjjCgWVRqIKi0jk0SVGl7XACOp1God8krXJfwwIwNN6G8/AZ0xC3Wb3jbRcQoGxmCyFc+rOmw5wQAz69CR9wav1Ez1APH3e4JvxjwjYX9JeFVpxDnxdzjkh9QTSfWIQjDEp3gInGGwEOLOmxtgIu+ZXHXJBImS4H0UmD+ydwLpfGHmwzstzT6p/ZrR8sbJ1FEhZIDsU0GI8QNTBeKfVckX792V7H5I5+OSzuNHTNXO0zGMeVJe57QeQ+NYgY04hQPYLt++NIsHpPFrUlmsE3+TaUqtdjdqsZsV4LiivoAibyEzQc+EUXkU5er4aqGBsJ8pSdxwolSoSYgPxBSerhVYCSkswSu7USxWohONjCi0iTl4PfQEwgih3X+RqcVMsEbejxl4pgSu+rlo5cg/7hmSOV82mXsGNulvxQX/YRz0Pw6zkIVisRo5QmFcSl/iOzqc0k+J94xKiEd48phfPxyYsV9T9NpSCulxvMJUvJSatwX751Tt9bR8kEWOJsESt1+B6+PJIe63TfJbU/reXDr5Mu9Jxr+7hobZv8XhUgyLbWj3XsCKrD2oCm1Gs+s4RoU+qAUt68PcYn0X/K4RuLwj6D3Vhv899VN2zYiupWeCjpX+JSKNSNZRDOOl51/G3/zN38STUmoVG6w753wFztAgtle+G0ZDJFtBVhkQHg7DU5OD6dZlWIJvsoUHBVQ0ckq+Uv6RfoSDfkgBH9QGC4q33QNRF2n4iFNfzshfsYtVzyvdeB9TWGQCAa8rEvTfADnJCwpK3wvfGEopQtXHbseZj/wPrieoTUbkf+C9cB0+AvehIyxFmKCy22GormFpfZrszFQuo4An6jFFnlGz8YVUafXsQyjZ92ampMpdv5eRUp6BTvSdehFtL/4MeWtvYmoTrd7K0vx0lhxmvK6SRYR8Y6wx1tvyEfJFgiGNPnWQnknojXZWkS0Q8KCv/SiunH2UpRczCAL0uixYrCWwZ9fAZp99adz5AiOiRs/D6e/FsLcDvpAL+ys+OmtlVCze6PwJSq3r0JC3P2OdjlA4sZOXaVSufROcg0248Pr3YS9ciar1DyAc9GK45yLGnD04/+q3kVXYgILqncguXgPXUCscPRdRXL8flWvvZdsgImmg7TiGOs8iFPCgYu19KKm9KWFfzsEWNJ/+NSOvGra/F+K45w/9Ln6vA2PObowOK55SBD30LNXlMk6xQJbUDtQRI+UUqTcodSKTHcrFglnMQnvwCso1KzK2zYFQB7YZ7srY9hREPZZuHKUUpYflycXoQhMzFL9esMF2J9o8Z9GE88xzin5S6hrbkM3ULlnIzdh7hQysCbRthhmSRhR3kbKLUKmKt1wgJVaf3IHLOIlC8sSSKalRzXyyDOMfLXRMXUX+VETAkYqGpinFbCGzdlbrdjIlzJDUje5QIxrlMxPziJSgY8sSctj1V4tLz3eZqsCSBxml6PWiHSuxGSVCxPx7LuiR2zGCQezD/Rk5zvn2lIrCpspjaqhW92mMhUaQqyvHxpz7MDzajN5gKysccNj9OIrkchShCh7BhTF5lN2Ht+AtE8/XiDyIHrEdA1I3bMjFRu1NyOb6LEHJj7MjL8AZ7MdG+12wjRNShDH/ILNCOH3oW5guFFJq/MViKamDs/UCUwJoTDYY88vZdNPT32dpfcTs0vc1d3542RIwaq0eGoMVPtcAjPbM+K4MXjkMY77iJ5Fp0OibfAORUgRdvhWuS52wrFx8/yKZRqrTVDmZDnSlJdA9/JYJiQ81/FShz3vuAvof+UVkFEutgX3fzTCvnSzhOp+gdL/Ra2cRco5Cl5ULY3FVhMhKAlGjQ96G/Ri6cAgasx1qnQneoW6mKs2t34GA24GAawju3mYgFI4Yo0sSBhuPQ60xIBz0QQoFI2oTGayzb84th8fRjYLa3dDMk5G6VmtEWe1+lFfum/hOkkJwD7djZLgZbS2vwHdxCGZzMWrq7oZev/ilkWm0qXHwIDpHTqPAVI9y20amaspEaEqkSiDswcq8m5Ep0OijJM2/akirN2Pd/k+i68orGOg8hcGO00w9RUq9yrX3MSK1r/kNXDrwXTZAQsqW+m3vQuu5J1FQuQ0GSx4G2k7A2d8E13AHGna9D/bChgQ1NxFfbRefQTgcwro9fwK1Ro9QwMf8rLqbDkCrs6Buw8NoOvfYvJ/zcgCNQneimXWsCGQUSw95Ey4wgir6vluFrcgSc7FcQZ3Na+GzGSWlQnJgSXbuljsWosO3lFCGWpzH0SVBSoXkECNiMuG/VmPehArvZAq+T/agH13oQCOu4gxrz7KRjxqsWTCVmEsawbDUC42gg03IYV5SU6FO3IAuqRleeBmhQ6nORDZVYgO7RmSYToR+pBIh1QvUsWqBUXUKpQaK4wpsQRZhEEzse1Ji5c2Tfx/1a/PEUuQJ8X1Dj+TGULgbQ3IfWuTLECURVeJK5IuLH6cTRuVhHJNfQiHK2HXci3uZX1Im0IJLqMaqjBGEREouxDuKjneNfg/s6gp0jp3HReerrBKzXjbAqDJjvW4/OgKX0SxdGH+eJJSilhGl13AWK+g+lSU04yLc0ijyxBKsVG9JUJwFAgFGSA0HurHKug95ugr2bI76etHnuoLmocNYv+Nj6Go7BH+PY1rHrpBS49BlF0Iz0ImirZOjV9bS+Bd99xt/QMfrj6LipoUzpyQPjKDXBe9IHwauHkLQy5UmniF8zn70XXoNVbsycw4qnRn+gWnq8hRMH7IMZ6sTQXdw3tL35KTpe0LKbYS5+eE06XsJ87npgDT5kgsHQpCDC5vKEQvqQLlfPQL3y0cgaDUwrEztJTXbht9QXQVjxeQoTmBoCI4nnoTjxecjXzCZN6DJzoFp1RqY12+atUozMDKMwHA/1BYbwkPDCDiH4O3rhK1hI6w1q+F39GPg+EuQ/F7krt0NtdGKrld/y0gktc7ISCmtLQe2mvVwXDnBUuT09gIMXzkGT38HrCX1MOWVQ28vgjTmQtAziuzqjayRC4wMwT3YBlsJVREUMdpxGea8Sgy1nkLX2ecQ9LhgyCpknkBEJtgK6+iGgc5kZ9OZBqlesuxV7BNFX9dJnDr+Xazf+H4YTYvnzUEN+UvX/hMmbTZ2lb0nXhmVAZ8Ul38oaSW+uYBSa0MLkMpGg0I6gw3VGx5A1br70H7peXRdfYX5nhHRWFy7G6v2fJh1SR29lzHYeQbXjj3CUvcuHfoBJCnMUsxVai3W3fIJGK2R1FYe7Refg8fZh3X7P8Gmz776LXhGe1C5+l52P+aXbWEeUxtu+iSOPPNPuNFB6XvRjnGsYWwRJhWIPtmPE3gZO6W7Fmwwj4JpGvGNjppTSfm4FGz+ceJzggmcATJ1Eql9yNQ5kLIsIPmgFRMrPSmYHSgNPyQF4QrFdH6495OchESn9icefBpOmhRCLkYS+BSbhP35+C/iJ6ebv0fxFIKLbnhOKhXq2PrgRRWSF2iZK/SCkZlT0yf6TLbhKo7j5bjnmVQ9RI6XoIqtMxtQFT0nhtnvqpEMjPSgFD26v4pV1QjKfgzJPWgNX4JVyEGJUI1m6Tw8sou9B2k5LfQoE+vQQt/Dy74jcuooXmRKUhtyYEU228cIhpgCiSoDEplP7ys6B1Jv0d8qgUzjPWiSz0WIreAoq/I3IvWjWr0WUijEiDLy8JkPGEUzDHINM4sneCQXLkjHmJ/ZCtVGLCa65RZclI9hnbAbeXJhxtVllM4WPe9MgJLiFgIyxYyCjHLzGvYZ9nbj/MgLGAx3smdkINSOGv16rBzbyCpdkqKPSFE6XzLnH5b7WZtHVCoRrJXqlUmv7c9+9jM4gr2oNm9EiWEFmtwncK33CGpydyMQ9qIsayOzSahf/SAGe04voqeUnNjwp/NXSpifiXsrjedT7Hy1yYJwwBfX/vCWP8Xb78XFX32FjaSy9DdOSSFwea7pzpFfKOAZxcDVN+Dub46kwTDFjAqiRguN3oLCNfthLeQ6yun6K9xOKbC6/My30PTaT1C5++0sUJ/pdY9dxpRXit6zL8Tvh7/u/DaFZeAZhTQeUlw+MT+tZVU4kPI7DTcdu085FMbFH5yEWq+a/XVLc2+QW1K6VfhlEqYTvOP4+RzJJU9Ngnmb+qCWg9CqM0tM8R5TAnfQTDI9Moq+L38PuvoKFH7hIxAnvCoSxzX4IJQtlUAccO8GfisxHSFtbg4K3/Pe+O35w/C2NMF18jjcZ06i5D0fiZ8fc0ohtwt9v/slih/6Y7ivXoS/twvZm/fA29UOX28HjGXV8Ha2MJLJXLca9s17Il47IUBrz4GleiULbAaPvAhPTyuy1+6EubwOKkHLCIHgmBO67HzY6zezv4PuEfjdDngGOyGF/Og99Twjr+zVG9h8v9+FoStHWEVOW9kqtL7xa/Yey63dirYTv4chu5i9e+xFK5mSitKlXQMtGOm9woI396VWVG59C1QaPSTuuRNCnH8H/0OkeUb48L2gZBOM5gKcOf1DlFbcBKupGFcu/xarVr8dZnNR0pHfdKW4E9oybhN84x4OyzjT/jsYddnYUfsBCLw3QRpMePmlQK/zKiM7Zf042cd1rnnPKJnzhJLVvKeUyJREnsAQJJ0KMucHNS1PKc6bK8FTanyy6dTv2XNYtvpO9Fw7AGffNazY8wGIgoD2C8+i5ewTaDz+KKx5NShbfTvqd74HUjgAR88luIfamZ+U1miDwZwHv2cEbkcnAr5RjA62QKXSIhT0Iuh3wzPah7V7/xRGSz6rtOcabkVp3c0wWgow3HsJLeefQE7RanYv36h4Xno0bjrSYRqbUEvxPjJ66JAvF6MVF1EtR0qly9zARDrvmVSgzilV/xtEL9kOs7c1vZ9JcUAdAPJz2YZbU6f7pEsFEsAUGod8T2CVahvsYh74gXg5xoOKIYWXERGpGlmHnrFrKBVr5s+/KR0WYZ+8J0p4LDy3Y4xtd2UZYxjFFenk5HfcOwWBZOnGMyTWeWKSex8IQe7dOZ62n/SYCTMsaBO7dggBpsJJQBrfq0z5uJ2Tj7Dnvw5rZ2y4HnZyz8wMQM9zFRrYJxbkJ0RE9DG8hL24L2G92PM+Kx9GHdax4x+Di3XGc1CIKziNfJSwd8lo0MG+y6e0NUHDAgg9tLCMp+wNS324gMOMLFqLHUztTIomIsWpg78KEXNsui/dcDFNFJm596CdVScktRdtvxHnoJG17HtKPRtGH67iNMpRj165A1lCLnJQhDKhFnpjDnzSGDSSEb1SJ1SWArg9zcjNqkduVh1kVfxvr+7mFCrB4fhrwr2rkvo1xcAoWrBVvAXHQi/hTPh1rBS24Fz4DUay1anGPRrTbINHwv3JrU9Vr+PmB4MYDvfiou8Y9hkfZsooyZua7E2y05TL++QxFv/R4IYehll7v8WdB9QZURNO9S4SiiLVuP1BF15t/DY2r/sUfH4nGi+8jOLaXSgJlqN56CB6Pe1odp9jhQnKVQ2oVa1HPTYxArYv2E7J+NDCwJRTrK0KtrDr4JJHmGqKYliqHkuEtF0sRGW4HsFRB655jzBz82KxCq2BU6zqn6WjBLbsNZguFKXUOHRZeYwImtKwcxxZVevQe/I55jWVDIExJ9z9rQgxryUtK7luya+EGEP+UFDicw7AN9LPPKzGBjvgdw9BUGmQVboKZVsfyFh6HQ8a6Vt1zyfRd/l1nH/sq6jc8VbYSmYv/W155aeouetDcaSXLNCIonJrzQUagxp7vrAdtvLJtCIxhTF6MvCm5Qnzk/TgeSUUv41EI3NVyvmBMCf35JaPzu/49QkER7zI2jz3PPCZggiZ/q/+D7L/+E0wrF0BcIbciwEivU11K2Aoq0Dn976Ftv/6Kmw79iBr686EZUeOHmQNZv/zj8NQVgX3tYsIDPTBWFqF/P0RT53YantB1wj6X30KZXf90cQ8IqO8fR1Q6QwY62pC+5P/yzrfqz/6Jejt+YA9f2J9CuxIJaXOK0X+mpvYfJ+jD6Ntl5k3n7P1HHyOXhSs3gdrcR2sxWQuKrNgzdF6BmMDbXC0nEZ+9TZoDJFgw5QTkYLTLW4rqkfHmadRueVBLAQsthJs2fkZNF5+HN0dh1FVdTvOn/s5tm3/zLyNazGJs7cHbt8A2gePsWB2e008MZkpjHi60Tr4Bvau+HhGt+tyd6Mgf35TTklxR22nwZKPpuOPQmuwYs2tn5pQrKwtqIdvzAH/2DC6rryMC6/8N0SNnrU/REyR91lECSEwUpaq8zGKWApBb8xGWJaRW7oeGp2FqayiKiqVWg+DpYDtm9L3TNZCrNz+HiZf7255Y17PeTkhWvp9wpMlCaqwinUSKQ0iGUJSiI3WktkwEb4RMiknQengk30Yg3O8g+dkH+qQW2BHAcpYB2++UnnKVSuQLRTiYvgI9JIJG3DnrLfVJJ9nPjTFmGzrrhf/rcUEM903FmJz3bsnv+RieaG5K2G98MhI6g1zv4vIGU0nmN4b4xlLedQVP82Z2kt+rjM9TYzJLpzBQawcJz4WGpTKRWTMNuEWLBVQmhuptfyyF4fl52CEGauxLeG9QOQVkUNECJEihIipUTiYaqkWa5KqrK7Ip1GMSliEyYrGpNailDq696jSGymbVmITU0/R91GQEqpLbmH7IiVpAUoRhJ/tjzyLyDtrCH2sYp8VduQKhaiUV7D2xowsnJBfYWQ7qXao00+fKKSCSJrjxebHYDYWQGeYPL75xFb1LeiRWnFKOgCrkA2H3M+8h/LE4nnbJ5FxrvAwhvwdaAtdwlb9XRlL1YtFWA7jDbzAVG36DG6/A02Rge40PMNc4Qk6UJm9FV3tBzHm6seaTe+FyVIAQ6sDa4vuRTDsgz80hq62g2gKn8PV8Ck2sESEGamj6L8EZnMua9m/9D15nVGbS/e3ToxcF1JI0rmQZxr5WFn1Bej3NTPF4Y7ch2DMq8foWO+0j11hDsZhyCmhPAGEfWNQG6Y25i3ceCtTS431t0FrtDKfFa05Cz5HP1ydl1mnTm/LY2ltVJ492HkRHYd+y9ROkyMkAvNSIY8qvSkHhWtuhimvYkG9qgoa9iCnehMuPfVfWFvy+dlvSFSx8yUEPC5ce/KbTF2Ru2onCjfdlrkDvsFAIwfSDBUTyxVnvvAbqM16bPrWH4EbU1wQjD59ALraigghtcRAVfbK/+zPIXsDaPvPr8C6cWtckYKRI68zg3PjzpuhNlEqbeTlX3Tv26E2Jn+PDZ98HSH35ChlaMwFx7kjKL3rncwTKuzzQGvNxlhHE3oOPglz+QrYqtfEVUKpuucDbF8D515jZH7uql0oWHfzRENLqlNn63l0HnuSvfeyazYxs/TBa0ehMVpRteedU56z3pILS341Os8+C7O9BPaS1ZhvqNVaNKx5K4RQ5B09MtKCK1d+h1X10yfGnK5O9A6dw4irfSIlRK+1obpwL2ymyUAtFA7gxfNfiVv3ttWfg0rMbMoiBT6Hmv8fvEEnVhffy8rRZxIFBRvQ23sSg0NXIMshbNvxaWgY6TN3kIKur+0Y3MMdyC5dB2fvZRSv2A9bfmJKrd5kZx9bfg1TPTl6Lkc8IPVmRkJdfv1/kF2ylikSSH2XXbwalpxKRsl3XzvAzNKBHnicPTj2zJew6ba/ZN5nFns5q9hH5vk0wNRy/kmmmPJ7pueNcCNAAy1TGaQCdQiNsgVH5RdZUKuTjWwEltCPDoQQZp1H+o7UCWEE0Y5rLJUlVpVIgbGOjVmbWHpLLdZBO25UvBAwizZsE+/AseDzLGXBrkmeBpoOEQ8ZLYv3aBCvCefQjRaYZCvWYdeCntP1BFZFdzEUZ4uAfrmLeb+sww5YBPuiHEMXmrELS9Osv0HYxP69Kp9BI86iAZHpKCFFvnfbcBtcGGEk1gE8yRRK+UJJ0u2RpxWpMYn4pmqjhCb5AktdzhWKWFsbJZVGMQKffIERGqoYDx4y3i6QS9GNVlY1kYgqSjMsECIDcrQNJ4aYKpNINXrHWeVsnMSrjMCifVEK4FSoLbsNV9ueQZatEkX5myAugKK3SKxkH3aNJC+OSy+y1EStanpEDqUw98ptGAz1MHVZ9DkmA+4S1MT1ia94j6LVf25ierP+NthVEWVQJtEuX0MjzjND/Roh+UDKbEHXhtrMV/EEBFlABepQKcSr/WYLdg+6WzA41syuoUFrR1jjx4ZtH0lQd2tUevap02xArbweI9Igo2WJmNKEVOwepLaY0lBDCDEVZD5KmVrQrRpFZ7iRDUbRPjuka7Co7DAIFmSLhVCrTFALOpQZ1zDy8PylAxgZSxwMmAoKKTUOSmcRVGoE3CMpSSkaOV31tr9CwD0E/8gg/KR4cvRDa7Fj5Zv/PL6qHZ/CmKyS/CK2oX6XA+o5VsYihcOl3/47I9hIHVa66y0wl9Xg0iNfQe6aPcxcXcHMQX37Gaq6ly3UFj30uRaIlPKzCJZSxq1rMPT9X6P/6/+L/M+8D0sRNDorqONJC29nGxtlzb7pNgjjbJ4uvwjm+tWs7OtUsG/YBaybvLk83S2wrdgQMSln1fuMyN20D3nr97FGZ+DES+jpboEhuwi22g2sw04wZBeifN/bmOfd4IVD6D/9Mkvhy67dzMync2o2s0844MVQ4wn0nnmRrUe+U0w9leK3zilfD4eoQe/l1xaElOJRX/8mXLjwCI4c/0+YTYUszcvnc8JqKUF1yc0sWPL6HOjsPQbHSCNTv+q0Viahry7YA60mci0HnU041fQLRk7RMtmWSgxQKh1L+dWx5Spzt2eckCKc7XqcKY1ua/iLJHmOc8eKujehuup29PWexNXGJzHQdw7FZdvnph4baGSkEinH8iu3ME9F12ALSlffCa0+fQVCMtfPK4/3udjypn9g/5LhvirWq0yWUVy3N64tbjr9W1w78Utmrj7QcQq5JeuZH9pw9wWMDDWjsGIbSmr24MSLX531eV5PIIKFRv/TYb2wk3XsSJHgYR83C5BWYisje+KwxImFIIKwqGZv3E5l169Rx1R6bTyFp5ClGhHJ0IbLLKVIwSxA6ckZ8N9bDtDByJQzhvE0ssUAqYwO41lslPeySoBLEUQSRckOQtS8mdRMlHpsGr9+e+R7mEZzKlDnfBU2M6IiCkrPo2tAoMG4XBSyD4EqmV3EcVjkLKaKIgUXgTr15ItVJtdiAN04jyMwyGZGONE1pO3Th+5jUlDRO4EIKUKhUJlSXUOxBBFTF1seh8VUzGKVhYReNKABW3BMegF62cwGGugaURtRJa5m73lSxQ6gA91SKwKyl13zLDEPtep1sIk5E+TW6eArGEQPI0vyUAxhTIOeIKmMgGrdejT7zyBHlXlFFl33aziHXbgDhnm4p22CHXvke1l65iWcRBuuMfJyLvBKbvQGmuGRRpFtqkeuqRo9oxeQq61CXv2GtOvTPWVX5Y0XKiFtToCRZ1HFGHmRxt53VjEbq8RtE9Plwkoc9j2JOs0mtIYugMaoNtrvQafnIvp9rayI0Ibqh3G6+ZeLSEpJiQRMWg+pdPNn40skTH8+85MKh6AymCb3xa0f/V1EjZqZ/eqzCuLnS/HnkeAjk6S95M8rGXE13XOYDmL313r4UZTveHP8Mczwulbd/C4Ewn54+tsmjeHFSJrjwNnXULTlDixH8O/+mXtMJfa4dWTik2I6FioVoJMDMKgCU+5TleZm4VPx0pmaR77jjMq5GyIgxb8yghyryqfvqbn5ao5po3Pa/A934uRfP4njH/4Ryt6+DQW3zY9Z5lTQleSg+B8/is7PfR2CSmKJZjN5V0WW4b23+Gc/4YZKvVFu2t/bg7BnDL2/+gnyHngIYliA89hhFNz/MJs/8PJTzLsi/877Ieq0kJPdWuPb1NgjqTa0TMAxyIj43pd+j+Lb3orsdbu4YxSQt+1WSMEAvD3t6HnjSaYC0ueWwF69nilDVWYLCrbfCQRCcFw7icbn/h+sZStY+h7zxDMYkbd2L/JX78HYQDsj/2XVFP7CMY+NrWIVxhxd6G1+A6N9Tciv3YGsvJqUKaiJ3nBpngFM/bOsWv9O5gXjcDQiFPKjyJSHgf5zOHLmm8zkm4iq3OwV2LD6fdBqJhVCQpjuoQhMlkJGSG1ueC+GR1vQNXAC3sAIG8XyBhxQSzoUZK+FTA/8xEHwXgf86AbvvRQ/Pexqg9PbhT7XJRRnb4CsVyeuk+ApxXtIidPyiBJ1RhRW78a15mdgKahFWBtZLtFjKjJNJFl34wGEAl6Urbt7/DsZzr6rGOw8DVthPUo23MEUSo1HHoG1oA7h0SA6r77I7kGVZty7SJaZ6onOSwr62TWj0cH8mu3Qm3OSDvhQamlc+8xd1tGhFgx2nUFO8VpWtY/Oiyr9tV74A/OS2nzrX8BozEEoOLt0m+sRJOUn9dN0CCVKiaGUlmxVaoXRbLw65gLez4QdA++JMn5eXVILDIIRqkCYabomwPkGSVyKVux1yUMB8oQ7MST3srRHNoAgiKiR1uEYXkCdsGFBiDlSvM7EYyVTPkSp9jHj1al6bRSSn31iU/QEXfzgjORJT6CmBefZQ0VR4uCfjNkIYTcRsJnv3FbJq3AULzDig1LU4tI/M+B/kw4rhU1ok68yVWMDNibcT/Nyv8xCzUXpcJ1yE0qFGqaQIgKIeeHJYziJA9iKm+MKNSQDXdtop53Skkg1RQT7ITyL3UnUYibBitXyVkaI9aANftnHFDJEUJkFG+vkk28VfUZlByPKqHGiFGcipxhRgAhRQFUNKdXQKhN5L0FyxStTxWsdE39TFNIgr0frlRfRL+ihEXUsDTCWVIj1t5v2M5gutXh8GznIwy7hLjjlSDp2AUoYqXY+fAhyOOL3R0qzGqxkFQwj6zJzNObeRKBkMUojo3uaSHsi71qDl2GClfkGEiG1Rtgxdw8pjtihtoyKclD6uEG0zts7mH4LIjMNsmlGqbrn8AZ2CLdPfOeTvehwnmdq4hKxCgahGm6XH1e8r6FM14C+3jOQBs9ARV5o0X0HQqy9ITUyEbSqIHmkGVEsTBYniUVE6SfHxaASVSYfB8Vu5/A6I8nNQRN24k44xCFcdrzGfuuVqk04PXYALpcLNttiklLLEN6BDhbgkuLnRkDvhVehM2ezalhzBamh+EqFRVvvxKVf/htL41NZFm80Z9mCOls3ilQKwKYv34eQL4DX3/cLZO+ogsa8sAo7X1MHVMalq+rT5BUg9677MPT80wh7PBh+9SXk3fUA64z3P/U7BIeGkL331mltKzqaPHj0FUYwWevWouHP/gVq9dSSa0o/NpfWsg+t7x3oRMcrj6Js/8OMmGLLqNTIadiG7BVb0P3Gk3D1NLHqfLGgSn2eoW70nHqeNVpEUNkr1kJnGQ9QOJSsu51V8AsHA3D1NyWQUvMNKgSRmzcp4bZaS1FbFe8nI46n/CWD1+9AMOxFv+MK+obPw+0dgN1cifrS2ydT+sJzG90Ph8M4fOW/EQh7EA4HGGEmyUFsqH4H8rPir/98IBLwyizIoUp30bQBUoYFfC74vU74gk5WAc/jGkB/21FoDTZmJh4KeMbXUbN7gciptlOPs/syHA5isOVkXHBYuflBFNTtYvfEcMdZBP1jUGsNzPiUVFWx3o0zhd6ci6q196Ov9QguHvoBwiE/svJqsW7vx2HOKpmVgev1DvKUiabiXe+gym4t0gXsEDOTspQjxJNzalENg2RCu3QN5cLCvueuB1DnbCHKrS8VFAnlKEI5GuXzuIyTE6baCwlKRduIPViqWI2tzPeJ/KLa5CuMBLYKdlY57hJOoAL1rBrZdEBxD6U4kbqFrvsabJ8s8DAFkUUd/mhFwoDsZ9fLKQ+zVL4o6HjWYBtTVzXhPDNM59Of8+RiRv4RIaaSNEyFlC9G0v54mNV21Bm3YijYjV5/M2R1fdLiPPMJIk1tmEwrpdSvmaITjQgiwBRjrJqhUItiVGfMe69JOo82XGEkVKSKJVWUNWK3OOnDOp8gBRkpyShuYrHwuNIzyCzFvUyBHPnXy8hVOsbD8rMs3Z38negXJR8nQle4mb37JBfReSEMh7ojOwmQ+MGImws/AF/Yjb6Ry3CE+5hij1RqpFhOlRI6HZAHGxn0kzKQvNE0kg41qjUoEqrYbzVT7yyFlBrHWHcLI6Qoje96Ryjgw8DlQ1j94F/O2z6oc1B+8ztw9bH/Qu1bPgmNUSGmZgJ6jpd4FkPGodZrocszI+wLQbPAavBAcxd0dRHDyKUIShezbtkOx4GX0f/7R1HytvdCUKvR9/tfwtPSiIK7H4SxPLlJfHB0BEMHX0DRHW9F0D2Klv/5vyi+/10Iup0ouuXNkwtOc2CTGhljfhkKNt+KvpMvonhnfJUbSney12yEs/lcAinFdhPwwt3XgqL1t8M30gtXb9OUpBTBnFuBwNgIOk4/hbLVy0x5yQIOEVc7nkF5wQ5UFd+ELENxRk0uT7f8HBq1EZtr34OrXc8jz1aHXFs9tKQkWiCU196GU6//R0RXSP8nUn28HLtaY2QKJ0qtI6VUQdUOZsYaDIzBZC9hBuQCFcZQi4zQivgfCOhvPoah9tPsfrEW1iG7ZDUzNG8++igseVUoXnUL842awCz6o6GgH0Mdp9HXdhQ+9yAjyahKX3bRSuRXbENW9sIXXlguoAD6RiKlzsqHUCOuZeTRfGEdduMInoNGVrMS8QpmgsUvULIYILVNMy4syr6pM53MFHypgLxwBuRuDKAH2ShgnlEdciPzkiIyijydpmqLr8lnmbE5qZ7IP4pSrkpQjTLUMCJppiA1VoVcjws4xkgmXp1F+yEfvWQm2EQ40DFTgYRCoRyXpOMpiR4iIgq0lbg0dhAucRi2OaQbLzSCcoCp24hMpHu7EiuQIxRHqh9mCKSMolTpXbiXkT+XcQKbsT9tZeVMYgU24AhewMuIVBcWZCLVSWUvj1ePjXgoRot5kLqKlGPU3tKHyDQ2mEfED4syRYxpA2jxn8GYNAI9mf5bNmM40IVW92l4Qk6UqKpQpplUzoVDM1dxRlJLh9CJJuaBRqQZHQup+kpRizJ1PVMizhYKKTUOz2AXdFmZN01bimh9/ResQzjfFfIsxbUo3f0WtDz1P6h/66czss2QaxSDTz2b8D2lA8VPcz0UNVdaXuRS4dTxPXKNKnU6XmK6Xvy0Kpo7Ik+9DVWKXlT/5WHI4RuMlVpE+K+1Q7+qGksZsiTBvu9W+NpaWMrc0ItPw1TXwMpsm2qmNmknA3RdXiH8Q/0YOvQCbGu3sHXmKq93XD6OkeazKNx214TPVBSG3GL0HEt8TgmWohqmmGo/+BsUrNqL7tPPw1qyIkJciMmJFFvRCgy1ncZofxOs+UtXRTDi6kRb+yusJK/L0wtZDkOrNkOvsaLfcRF9wxcT00FlqsYSgjDekEfTviffDiSfjllBiF/X4x/GzWu/ALVKDZM+h+17IQkpQkXtLewT8Lvxxov/goqVd8I7NsiIKFtONdQ0KCEIsNjLJtaRVFzgraYgKYjOc89gsO0UQv4x5NfuQtGqfdAZs5hKyevsxdmnv4aqLQ9CjPWHmiaIFHMNtTMiytF9kZmWq7QG2AsaUFK3D7a82nizduUVPCUaGxvZiC2N2l/vcEkOBGU/ilQV8z74sFW6FUfxPOxyXsY6/K3yZZZuFAshLM742VlyCE4GfiE5gLAQX95ewfyB0soyWt5+nkAeTg4MMIKDStqTmoO68PUgv8CpiUw78plqhVIUqbwCEUKUijYXNR6l4ZHaiv4tQuK7hPZBKWqUqsanUZGaqltuRZ/cwUgKqnSXLRSw3Eyq0seDiIFawxb0BtpYVbT5rPY2FxAR14LLGMEAe0eRTohUPES8uOBknxb5SsKgE1WIo+Xif48Uv03MLCJ3ylDHfLDot6XbWCMubIEJ8hnbjwfY38flV9i9VoBSdv7kdUam+lREhMioWMP8WEQNzAelHjRKZ+H2jsKmysNm813IUZdANBpQFK7DVddhaEQ9q5I4G1Cq4AC60IcOpjqka07EIaXC0vHR8Ubvr2gcO1vMDysxjXs/nUdUWg+pdMvP8LjIpNtUWAnOEif15tJZRiUcVDJTqfSLpNxkOgiJqR6+0QFkN2yNNCez+a24ayQlEEKTfxsrqxE6MIqQSpqopMBfY0mThmCKWd51+RyCIw5YNm5KvQ2OhIImvvEU1PHTGk18B12njfeE0Kji52v5aY5w0qkSTX3476jI5lS+Ve2Hu1G0LjvOR4r3kFILPMkVf07hNDLXZJ5SPILcj8ETafwx+DnPKd6Li0dISvRvIoIvSvKFkwTCKk7NqOI8dySOcJS4lBtZTJzWlOQi7BhhZGWCn0g6/ye2E26aDwASniG+hU1tLkeEVN+vfgbTyjWw33I7hl97AYJGA9elc8i/7y2ARh1/WDHH7OvrhaezhaU45d96H7oe+xmGj7yCwjseSnjWUoK3xTIYUbzvQQjayL7jT0FFNyxCQmiCsBJiF1BrUbrrQbS+8jOU7XoLGl/8X3gGO7HpfV9hIz8T+whTVU8nM6ku3/5mdJ96BqNDrciu3MCq9CV4SIU4LyPMzWMqWRzHV0mVBBnt7QfQ0vYSS52zZ1Uhy1wNW1YVNBoDu1/ibPu4nz4UCqJn8CTKCrdEZPYx91+s7D4uqBz/2x90o3/4AkSzgR271pSFMc8AJH1qwob3jJI5gijBQ4rziOI9o6Lrq7VWGEw5GOy7gLX7PzFxzNH5sdc39t4jxVLb0cfh6LoAKRRA4cp9rEJsVAnFrogoQJ9TjG3v/lrCtpK2x/QsyzL87iGM9FzBcNsZuIfa2dYMtgLk1WxFbsWmSQ+q8VdZ7HYTXqFyos/ejYTbxYiHHaFTbmZ3aJyn1HSQxrtooTEdcp5SpKqweqJtkGfqZ5L2ICbXVwsqiLIKfvjjysrPBZQ2FE0jmtxnYqXXOHD2AbFeItMH/wBl+LeO2VwfOpEt5yHsnKwsmxFwvy3vSzVjb5vrBBq1DmJINeElleBRNk2ftvkEVVKj6mFrsR2jGGYm1lVoYJ39LGFq9VCkml4vU58QOUDbIG8o8oW6CbNPiac0NDKRLsDk4EwsyOScVCg8KRUFef+0SVdhgQ2DcjfO4HWsHd6JfCHe9Dtaya8IBeiEG+dCrzGF14SPUwrwBXWS+e7N7l0Qt0GMSW6cxquMJIySMPRfqkwaidRi4x3Ot1WWWDojEY6R2ZPvGc5llN8x+y95eJF/1+Q9KC/qc0vn3oJLjDglz7EoproPor9xb6iFrUdpeKQE3IwNyJJyQeMPEpyQnE52ZRroXFkyhHvaRCERueTnRYbzRJSRaouI2t++9Ch2794NrXZ+SDxFKTUOKeCD1pb+gV3uaH7xf5G7cveC7Y/S+OxrdqDxJ//G/G9K7/gjGIpmll8c9vngOnMC1s2Ryk7a/AJYNm2OW0bScUSElmsA9RwBpONIJH38CJtRH//SNWji5xvU3PIJ04kvbRP3nZYzOo8lfE799HJC51fB/KbvmW/ZiqWK4RefQ9ZNt8Df2Y7Ro4ehyy1E76M/RemHPgGV0TRlrB/2eTFy4hAK7n4LNNrx6nq6SOcja93sK6URCrbdjs6Xfw1b9Zqk8w25JfAOdsFUkFxdQBX6CtbdgpG289AYbdAYRzF45Qhy67ez1K+oqbV3pBeNL/0Q2dUb4XcNYaDxKFz9zVhx60ew2Bhz9+HUie8zMmrzxo/CbC6EkBB8cypNzkPK4xnCiKsVlcURbw4hnZdcDDn1xtn/xsrqyRRMvdYKh7MFiwXPaB9UGi3cw+3obTrIviuqndpzhLzCGg//HCPdl9jvXbT6ZuTX7WL3xmy5H/KZcvZcxfC4so6KmGgMVlhyK9Cw/0Ow5lVH0vRvHPuZeQF1egwwLNkR+EyB/GcoxSNPzHy1p6lAfjVUmYs6HtSFrRfWz3gb/XIXI7Uo1YhSQdKlA6q08RYLVDgjFlIwxlR8CRKQHtnFzlPBwsAnedIO8iwmSBVFRuOUckckBD1HpEIaQh9TSU0FeuYc6GcKmgohokAflHvYv6RWmsv7jp5FqkJK249W7otFFnLQiAssrXAqELlEldtKUc1SqAbRjRy5gKV+RVPcSMlyHkeZ5xUpWSnF6hhexq3yQ4v+vqbre1o+wK5BOVagVlyT+F7g3hs8KUYDCb1yByqFhlkRlXSdp1IfLZbikMKRTvKOkoMT1SGnQpfcgqs4zdbLQwlrLyxC1qyPgXytiLQlEoo+RHKpoIEJZlRiJfNQ04xX9L755psxn1De4OMI+33QWq9vUqrz6BNMtUBVsBYSBdvvYJ/AqAOtv/8e6t73+Rmt3/WDb0NbWITRE2/AunlHcvmCAgVzgPWe3Rj87m8RaO+B5fY9EOdpFGA28Hd3sVHsQE8Xwl4Pcu64B8HuPmTffAcMFalTDnsf+wWyd93MqopGhXmlb30/CwzEZOXvZoiofDgZzIVVGOttnZKUIhiyCzHaeRmV+97JnutzP/8neB09CPncKNl8DwymXNiKV2D92/6BVQttuP1PEHA7oNItvo9F47Wn0NlxGLXV96CsNN6cdCYIhf1QzSIVjUDpgVT+OQqdNgvBUAYqTM0AzuFWdLcchMvRDr93BJbsCqy75TNoPPEIckuTB//hoB8dZ55F77VDkKUQLHnVjGSkCnnTgc81yLZhyi5hKsLzT/07jPYSuPubme+USmeCyV6Mio1vQnbFelbNb8aVbRWkBKXuUZfneoZHdjMPmC2YXhGJTMEsWLEDkUpLx+WXWaU+3hg9FXrkdmbiS34ka+SlO9iSWSTUu1Ywj9CLRoiSCifDr2KFsAlm1ew7xfOBDjSiFJGKe1QdkAjLYfQzY+ZUxAytR6QO+eNEkSsUZYzQIbWUj0uljUInGBCQU1d3pVQ9taxhVexuwYM4g0PM6J5UXVSJkUg4Mpjeg3uYfxYR06TOYubYi9x3cstOHMcrMMCMfXgAqnm2kEkGUr2lUiAtyDHIIbTiEqviSKo98jcjIsoDN/MOm8qYngYaSBkVXWYLboZtmil5FPOT6onIULo/rshEaoXHUyRpe2T0bmYkV8RLbXF8oBVSavzHCl/nSqnR7mtwdTei4cHPLtoxaK12do2dV8/AUrsaI5dOss6lrqQU/a8+Cf9gX2RBMUZdIAgIe9wofMtnMfj8H1jakmnN2kU7BwXXJwwrq1Dyr5+E49Hn0fvP34Fo1CP/s++DqF98ckry++HraINt+y5YNm9j3zkOvYK8e9+Sdl1NVjYMZYmjbpkKTlJtxlhQgaFLR1Ku33fuFdgqVjNlDFVca3jTn8GQVYCQ38OKMYTcTmjN2TDlljMPIUrtS2WKvhDw+904cfSb7O/de74ArTi3jjn9FlQ1b3brivAHR6FWR1IRDDo7QqHUQe10/WPOn/4J6lY+AL0+i/lD0Y/tGumAPbcegqDFtdO/QjDoxdhoD1O2FVfvRlH1Lmj1VoRFGQ073we9KT5got+47eyT6Ll6gE2Xb7wf+TXbodboEjymkqH7wksYG+pg7YPWaIOrP5elo9OHDNFzq7agoH4Xm8cr1BRkFlQZyDTHyj1LHadxEOuxm3mPLBbqsA5XcZZ1JhzyIOu4UPoOqbeow52sA0PzaPSc0mJO4FXcCFCGKhceW9W3ol/qxEXpGPx+L1ZptiFHnD55Op+gtz+pPhqwiVWw65HbmGdPOhNmNbQww5qgpMlUzBSpeDY1KUIpglSpjzdCj2JUdjCCLeojVSevn/D0IVP3KzjFqrIREcWOG8L4tqauFLgQfWwizigFsg4bUCbWzn2bkBm5Q7/tTEDuYP3ownyABg+I+KwT1jFFHJFNRDyRWo1UcuRPRp5MLjiYfxal3JHhOaVt0u/nkz2oweqECoOk1j2F1xmJlIsiVlUyNs0vFZzyEIjKojRJIjLpmTDKFkZQMQUwilGL1Sw1b7FJy3n1lOLtahK8mtJ5QvGq33SeUlMcR8qFxt85QY8LkMLQZuXE7VdOtz1pZvPlJD94Ol+qtLY/6a7L+Pl0Hn8SVfd+EGFdmt8lScZYwm8pTN8Dip+fe+u96Pz1D9Dzyu9gqmlgo9zB0y9DX1aFyoffzZbhbIkgaSOXMvvee5l/ixT0JSyT1oOMPydOJRLmTD8DwdSPhsztkPdnSubXJHEXRq+KT/nTxaTzyRAS/Jli5xN46TTfp+M9pnhMow8Y52mVFNwupKjB++RBxiHEXQPeIJ48gmI9pYJcqlN0mcxOR/5VGbTIfc+9kEIC3AdPofdL/81upJwPPQxdRZrUjRnefzxS3b/66moYyyfNvQP9fdAWFEHUxqhKkrw/6dli5rTjlzyhjz7TPjv/Pht/p0U95TiFNQSjHuGgD2FVpJpMrO0aDQL0n3gBOls+jEXl44eigj6nkP1NKYmFm25nqXCUsucZ6kLB+psT/Ov4ZyDBmitNu8PPT5iO2WAo6EVH48vobTsGgzEbG3d/InIuvPI8IX2Pm8/9EEZ9GYJNPoQN495b0yBThoavobHxKdjtNdBnF0640wlQs2cwbEzz/uI9ImJeBhRAXjrzMzidregbOIOcglU4c+S7CPrdyCvZgIH+c4ykCgY8rFhG6YpbkF+9jamR2LboP6IAnTVn4tSjr7Ku8y8zQkpnzsHKOz8BrcE6sU66GEEKh+Ad7UPFzrdiuPUURjovoe/qIeht+SjZcCcK1+yf8COTZmHAmPRVlyQICKuUtGoCGbMyk9i5ejjNNaVrnlLEyFSYgngLBf/ptjmPaWrkA6OW1TgkP8vUENTZ7EcnUz5sxX6ox9MqpsI2+TYcw0tp98N7Jc21EEbStBtpbtcpwbco9rqHVZEHP/a7hfCJWYYeUvx1FDhluBxM9ESdCvmqcvYJaMM463sNl8MnUKiuRDVmnlqVSawWtsSdpzM8jBXyhrTrkQl2bpLUukyBzNIprW4qUGoZpUYTWcAQcz+TyfkwerECG+NUlVHkCcVsvbAcghPDkfg1zbmI43YOE9PmxGqqMu8hxd8fU6TfUSxBRFkTzjN12F71m6FT6QF1fHwi+/0z8yMb99/qRTtLY4zd51THRAo0SnskMmgT9sXNo/fqbAguPi2QCCc6JhpIuIxTjPghz0XyjPLLPvjhYfsvRAXWYxd7p6fzcPTJnglCisiomVZl7Rk/HkpbpRQ9IuTIg4uuX0tvEwoKCrCUoCiliHluPA9Rq4NKu3hM8nxDY8pC2/M/QVb9RuSuWThPKR76vCJU/+nnERgaYH8TeIIpFdR2O4IjQ/N3gAoUUEO/eyP7BPqG0P+1HyPrzbfCtCN9QLMQCPT1QF+c3pfNfeUCjJW183MMI0MYOPIijCWp0we1tmwER4cTVKh9J55n3nY6a3rpMSmjJtRRc+8nTRuhgIeZrPd3nmQpaj7PENRqA0qr9qKs+qaM7ivW3D0VnM52XLj4CEymAqxf916mYsq0HmjM1QurvQJ6Yw6cwy0Y6rsEa041fGODkRQ93yiM1kJUr7sfOUVrWAonb5SeDK6BVnSefQYqjQFr7/lz1ubOBCPt51lq58Unv84UV3n1O1C182Fm7q5g4RFAAObrWClF1Z+oc3hRPsFGkrXCwla0jMVGYS/c8igbcedH0dNBK2ihmlFFCwUKZpfOt814FyRJwgX/QZbWt0kV3/lfTFBHPJ0ShMgc8qGaSqU0FxBBQym1pJSiFL6pQKRzLzomSalxuGQHW3elEO+nmwykBiMiZKFB3kSkvnHCgW6Z1DleRp5T1bdN6v3QTVFdeTag7aYi92JxVCZSXmbV4pKROqRoouNOpWBL99tSChxtn+6f8/IRRnRRG0KKrmH0sVRq8gOjtFDdDNqS1/EUU8ZR2ulMCSkiwqjaI5FadHx0T63DTtiRx56FpUZIERRSipjx/i5optE5Ws6ovucD8Dn60Pr8T6HSGmGvn2TaFxo0uh4lpBQoWMrQFuSg6J8/iZ6//y8EOvtge/OtEDA7/59MITQ6ClGbWqHg7++Fp+kK8u99aF6OYfD4K8jbemtEXZoCxqIqjPW0xJFSnoFORmRMh5Cab9Kp+8qr6G48wEgO8mciWLMrMTrcCrXGiFDQM/HOKqrajYoVd0Cd4Wazs/MQ9Hr7tJbt6zuDivL9KCmJpHHOB7rbD6F2zQOM7Dr64pdhMOVhuPcitFoT8su3ILdkPQy2whlLvfWWPFRufQgdZ56CSq2dNplGCqnOk09huPU0S+Es23o/sspWQ0zhZ6Zg/jsfYQRZ0H29wi7kMZVRH9pxEgcmPJ4WC7GKiJliKo+S6wlEOsgLOWqhICmoQM9aw15ccL+OY6EXsVrcBqO4OP40UZDahMiBdO80SpOtQMTcPNMg1QyZR6/E5pRtJxH9YzjPHVuYKXHqhcUdGGXKp1AHrkrHmaKMWgECkWxExhCKUMFSJQlW2LFe2A2LNrOxHv1WNGBQjw3TWpaOc4dwe8qUybmQUqRcpdRQOt9oihztkwZuSHVHyigy2p+Nufou3IWjeHHGA0CDch8zQydlVgXqsB47mWfZUodCSrFR/0Fos/JwvUNvL4iYylZypYEVKFAwJcj0vOjLn4Hz0WfQ+/f/BdFigv3db4a2aOFHGcYuX2T5hqbaqQMnStsbeOFJFL/tfRnPEQ+OjWL0ymlobPYJQirgHIa7/Qr8/d0w5JfCvnLLhAG6qbASA6dehr1hy8Q2hi8dQcmeyYpxC4lwOMhSwKg6XPOp3yKnZB0z484pXoNLh3/Ilhl1tKN+8zuRXbAKV088gqB/lAU2ZEbOiJAMZ2v0dB/Hpk1/Mq1lR5ytqKzMXPUTSSLzUxUb3Q74XRgZamQk0JUzj2Ko7yK0OgtsOdWoWf8gU0dF76dkqejpoNGbIiml6aoLxiAU8OHKc/8Nr6MXBav2omT9ndM2Q1cwf6ARe+rkkTHq9QxSGVFfljobCpY26I2kuMgtHaxUbcaQ1Ivz0hGEpBBLsyoT6xb8OEj91CidRYO4OWXbTRX6yODZKGT2nRZNpaO0rlXYytpQShUjUmUIvRChYtdGL0S8KVkbKwss5oiqIklpky+URCqgLXC6KBFRHskFd9iBjuAVDIY6USesx5g8Cr1gQrN8nhFSq7CFvSepbRgBZbPIjITTzIOXVR86mNqHvZ/ToAeRNOxUIFKNUuumez2iv5Nf9rI09m60MtLoKs4wdVguihlJRamTc63yZxTMEGWRKa2mi2b5ItrRyAaNtuPWaftPXbekFHlDpPWQmqnH1AznJ12Gx/izHfK4YCFfE3GmHlHc4vIMPa2m+i52dhpvrdlcZ8Gin7i9U/k/TbkNbpr3eUnwA0s3zXtSqeIvSlx6Hy0rypDVcsp1Es26hJl5SoXmfxQ+wYcqJgWGUqgDXF6jirtZNKrwnPygVLz/E/vpuGs/wxHWMO/xw11nNbfPZMdIxxA9DhXnOcXmc/nl/DGn85BK9H/i5yc+uKIowP72u9nHd7kdg//5I+R+5B3QVZcnfxfwW0gzPx2i649dvoDcN7819btIJUKTncvIBUETcw/N0Qpn+OxhBEdHYK5ugLGkCr6hAXQ/+ytYqlfCVF4H+9odGOtoRPfrj6Nw/5shCgLU9mz4XcPsGZ+4FdQiZK2KbPwSwF96ISyk/mm4304OhBDwjMAz3I2Qfwwhj5v9G7ngAgsQDNZ8GHJLUL39bXAPtMPRcxH9bcdQu/2P0Hjk5yiu3Yvcqs1ov/AssgrrUFi9C8Pd53H5yI9RWLcHGp0ppYeUkPCSTn1dNQYrnOE+2KyVKZdzObsAlQqiPQuhlG2CgJAh9fuL3sGDXWdx+fjPGIFotOSzanY+jwM6ox25peuwtuFjMNmKWfBF22QeYjHrp/YV5N6348ub8sshhQMs3S9du+DovIiWV34GjdGKhvs+CWNuJGV1ypB8jvzrdIm2MG+edgOCUgIopWBWHhwZ9pDi/XHGBY8Z298YMya2XXe+Qjwy4SHFQzQYUu5D8npTrs//tqpsjhyMeWYFtwHwjsWtk+l74XoBf115H6FQTUnctMqZ+DsJg+RZNAnZ50/YR66qBLkoQUgK4HzwDYxIA1grTLNSbQZ82siLqFcm36FaZv6dGJhNbjMfJYwosiFzqh4yLL+C00wlsxrbGMl0QT4OFVTsu2qsZoqaRpxHpbwiQogJVEXPDpfgZH5y5MumktSsahz9PVdftgQY9cxvaSw8grGwE5LGAE/AEaeyNAgaGHQWrDLtw1X3EXgCYyw9b5W4bcJSoVCohAcudMkt2CHcwciaY/KL6EUbyoP1cbsUuPeAoIsnrkQTVzzGGP8esbWOMvPu6VwHImc2YPc0SKnU7yICpVCTkbwDA7DKdpAGixRjFBfd8vBNePvbv4y7774bRmNmq9IKENjvnzgj/l4ISj6cwgGWqleLtbgUOgkV78O3xKEopSjI9Huhs1//Sqmx7lZozNeB/8aNUFVpCVRBUJAc+rpK2N9xH0afeQ15H4uY8y8YxPS+CARtTh5CoyNQ6TNn2Onr70bR7ZPpgK6mi8jbfivMVRFDU+IbzeV1CDiH4O1th6mggh2rSqNn71i1JhpYZNYomkauHK1nWIVR2gdVXjPYi2GwFUCjNUKjn0wdEGOM8y25FSio2MbM4Ed6LsPnHsLGOz8PgyUPQ13nEA56UbTyDqauIkJqy91/GyGkMvz6sefWYaj3Imz2qUkpUjJdOfUIVm15z5yuU2/bG+hpP8pSFT2jvex60flRxbzsipXIKqiHwZSbOBCRIWiNWez93XvpNQhqNfLqdybcz2SO3/LaLzDScRGF625B8cY7JpR3CpYGqPMxXT+P5Q4H+lGP2xb7MBRMo+OWLkVLweJALWqxTtiBw/JzC75vrzzGDMDTgVK3qDpcJkFKKPIZyhJyJtIIqbVrEGLtU9Sol9cxpVY91rNvsoRcjGBwsoIeU09l9t72yG50oBGCR888jowqG+zqfAiWfBi1WXE+l8LAJEm1IesOhIccqBZXoUdqwwbVPmRLeczj6Yp8ipGO5GlFFRlLhGqUC/GEVCZA5F1Iji8UlQyU8miCFQYhdZo5Feyg650MbtnJrlMfOhmBSNUZCSGEkY8ipoai3+lXv/oV5gsa6Ni95JFHUY66pGl43VIrLuMEjDCxlD865+VGSBFueFKKRm7C3rEbgpQKuhzQWBUZ+rLAjUC8LWPo19Rj5LHnF3SfLPUpmL4hDvu88HV3wLZlZ4YPQIbr2nnoC8swePh5lqoXJaRiYa1di6GTrzFSimAsqoCnpw3W8sxW45FCAbi6m+BoPQtb6UpU7HorRIlGEsPwuYZYqnJgbIR9IhJRUtnRmsJEoBcR7gnQmbLZh9Z19l9DX8sRNOx6P1uO0vZKG25jvlLzAapkR75NqXD1zK+QW7QGRnP6dooIHEp7U2vjzTSbzj8G10gHxpxdMFgKUFi5A7nF65iH1kKlxJGXFEEKBdmoL/lE5VRFAvSgz42W134Od18rU0etevAvYchaeLNWBelB6Sj669hPKhZkWDtTc3EFCw9lGG95PEuxaWkLAVJz+uFLm0bWgssoQVVG901qUiITdLKe/evG6ATxFH+MGjZoRB/in4jk6JKbY27qiFI5EyCSZQA9IEv3GqyGzhRpY/2SBwHJB0nyY9TXF42SIv8NuuKmJXmU/Z0nlkwMUjTLF1ArrJ0oCEH+V928milDoPRHIqBT3UtEunWiCTtwR9rtUYW8ABIrAI7JLlzAUXgwxkjvbBQgD6T+K5yRWflcYYSZ/V45qGGqupXy5onzbpbOMzKVlF61WMfM1DNt27GQuOFJqYFjLzLPGEPRzFztlyui+bDLFsv3WVOQBiFfCHIwDO+AG9K4oiVAZZ65+9cfju9AB0LxjVKIWyfITYe4VE2Jn45ub/xZiUv1pFSt6PLhhU0FcJ86AfOGzdMi2lUmMwQxs4Ff4W1vgbvlMkbOH0XujluhNScnuNUGE1NGRaHLKYS3ryOGlBoPvubwMAfcDnQffxr2stUo2/5mZoA9NtCO4cYT8I0OwJBVyIgWgeX7RvYZn2pHxxCZHv+V2e8drdBTu+VtzD8q6HVjdLAZPvcgMz3nU/cyAZ9vBAM9Z9m2C0o3JcwPEfk20oGGje+Y1vY0GgN83iGYtZMpGKSGGuq9ALVaj223/Q20psXxGBA1WlgKatB3+QCCPhf7rvXQL1nxDUofhCShbPv9yK3fzlSBCpYewnKYeZxQFR8FCpYMlnFHbLagTnkQfuY3QyqcqcAryAQpEDctcplBYV98+pEYiJhYx20jNBq/D26b8dNEIAQhQo0xuGBZoKqd5OdESimzmH5/oXko3EA+UCbZin50MWKhVKiZclnyPaK0KytyGEkVlCevHxVXIeJnrmiSLzCirAAlMAoWVp2tzXseA8EO6EQDdIIR4qglzqGN/iv4vDFT1ExzqW6yjGKhkqUbRkzIB5m3FDuHeXgsybybjMlP4lVsQXKPzUs4iRXYOC0ClH53SjfkQamHLoxiHXawynWLRfbYkYd2XMNpHGApgz1oh0bWsJRUIlwp9bRe2AjduIprOWN+PKVIaZjOnymN91ECdTJDL6XocaTDwJEXkLV6C/NhSeBr+D4np4TjLXn49dN6TiUTxKS7Luk8phK8PSb/ljSR+eGYAQNKs061/rSOIcU+I9PcSabZHnlGTTWf9sXuL95Dahr3Q/xGOe8jntjgF+eX5z2q0sxP9l2yZWLnBTmzLrUQn4etSzjp1J4QGm79pJ5S3HcS9+OEuRe8xL2k003zfizqGNPj5z/wKGRRxJX/Pjjx8k/maRVOd+2Ren7Cc5rGAyhh/vj2w6Pu/8/eWYBJUl5t+6lq7+lx99lZmXV3ZXEIwSEhQNAkQAJJiP754vLlS0IMDySBACGCOyzOsqyx7j477i7t73+dt0e63+5pmWmdqZtr2K4u6erq6uqqU+fch3dFoW4zof7yeh0bAjnyJKD/9ClkX34Vf+xvfrXJxOvrKQNUZRw+yQq5JMtrHWSYps3kf3x5zpGnl7QaOJwWyBod2g9uQ86q84eOE4wOrGrKaPLxmo4A6+BwBd3qdr2FwlWXQKNxvb8T7/4DGkMysmeuhCE9bygbx9HbDafDxrPM1DojF3d7pKWL6zCwc5CP6/SBt8AcdqTmV6B44YXQJmW4Vo/5916FyvR1t6Ll9C60NR9DxtTFXr8TbXUnkZRRCLteDu53Ta2CTe0cmp66DO7/8EE+38z1t0GlT4ZjzI5H386okaYfHi+j4oI7XM8xByy9nTyYaO1p47/B6ZPmQzdQYu7leBqFV3Ks8/uaRohhTziozIQucqlsISDBZESE6EShDDu/LiTFG+RFNMraZJ2PzAHxOGH1vvDzh5eDqrNrxPHM0cePKcy9rGecZ7iRPJvkypS1eADbg59RTLj21EMBXZ4XBh5uygGcWuE5jednLVs8A1lMdsLs7EO7ph2p2nw4+wKIpcPwPW5jDTy7JZhlUde4WlSiBFMQTpKkZCQhcPdByo6iYD+5ilpZI1KpuQKjxiAyrMzKpeHkyBrtdmlg1bwxRYHkSsBoZQ04gQOY1DcD8wZ8V3Sz0Go2c38RnadRZpsORm9Zt/i9GjiRanXWcwk5+bJSkIZ8lPD19XLDTS33nN/qvwLAWd/oMZwsp2M9LscW54YRv+M2ZkGmFFwzIrp5KR4jj7N9OI1jmIXFPLj4tvMZRJu3hdekz6ezsxNbt25FfX09Tp8+jWXLluH888/HeGFCZ0q179/GyzUyFqzGhCHRM6UmCImcfjlaCs+YBIuZYdZXh7+PZof3IarfLmZKeU4jZlfZ7P4zpRxCQNIZYHjQ2N35+gdo+Pn9KPjpXYg0ltoa6PLzg94v0patQfumD5B1zmcQC4x5JehrqIasUkNlSHKVRzuBrlMHoTaOrT10/advIHv2aqj1SUNBrIwpi9F8cBPaT+1G85F+noVFmVIaXTLPoqKssUHxOR3zJZUa6SVzaGeArb+L/9i7MqskdDWdhMPah9yK1TCleQpfI4XDYeZlgr7oba+BISX4To8ZRfNQte8NzDrjNjidDhz86BFYzZ2Yc9bXPfxasYbKDPXJGfyPiJTHSiF80PekFieRg6IJ+RulEM+Er8QpUchDCU7hEJZL4XWeqVI9s6AlUTBP51kFntlHTON5ANftq/IYdvb08qDUdvNbMMlpyAjQES0cUJnaDHhnH/siRUrnkm5yFVGmUrShTCoqN6Nj7GkcGcpEpWwmkopPl4J7HyMJukniXiHNH3ouDdk864ZKCtvQxG+20fkPuQLVoHMhmTuUqCyMsmMpaJOGTBiRDDM9BwcPWtG03ayNP0cZRzOwKOa/DeTgDAUttLyDIJX8ka/qBNvPP4spmIX8gSBePCBJEtLS0nDeeedhvDKhg1KtOz5CSsUC6LMDS/DGB8pZf6KQ8GWWo0CbpEX9lpNIFJLPX4uej3dE5bVsra3Q5gcfINGkpfNObbb2VmjSXbLMaGIsnoy2nR/D3FiDwnM/B0tbE1q2v4+kgknIXjq2E+jUstloO7INbUe2u6runA4uU+9pOI7yM67lGVGDyEISxWBmlN3aj46ag1DJGmhNGfzHnjKrqHNf0dxzoVIPpJNG6WvocNghq3ynXrc3HkHF8uuDXlZO2WJ01B9C/bGN6G2vRV9XI2adcTsMpqwwrrHCRITugpPQdjrcRb0KCnGANDGz5Chw0MaakCHFv39PLxthkEy8+1w0oNcJJUBSimm8TKocrmzwaMK73DLGS7OykM/L7KjczgmGadK8MQXKDJTtBDUOs11D2gRX57heEhZwz1Wg7cQbyqAZPejkGVd6qPkyqHyUstEoqBcvkLRcj+A74FGW2Fy2EnuxGbPZMlTjBPJRhhKEX9Ku4J8JG5Sy9/XC0tqAgnOvivWqKCh4Ees7DbFg+nXzceLlw0gUHM3tUKVGJ/NE1uvh6PYsXQhE2tJV6Nj6MbLOugDRRm00ob/uNGSjCS07PuDBnYL1l4dFqJ2UW8b/CPeK1MZ9H+DA87/F3M/9OKBPS601IKt80Yjle9HGabfwjC6f4xxW6KhrXQiULbgUezf8npfuVay6CckZJWFaU4WJTCWOIhdF0EiJ764IlvHQ0W0s/r5EYSK8R18X0wVsElpQjwzEf1CKsDEz0tW5cFoDlO+FKWAXCpQlY2WWqMvYByHXVuWAcP0QdqAIk5Eij/2mInXDm4LZXs+3syYcwz7eoY4CYYGuSYb2Ma9tE1/B4GbUhvx9SJZSoWcGbMd73OEUTKBOIVGcUj4UKwGdFeJCAjgqAi7fxzTuNH74MjSpGdAXlgwv2+l/di8XjVhWK76I+KZ8ndsEcEo5A/mbQhhm2gGnlH7k6Z0+9gimFhxPqkCfBQttfKBjv9v83CVF8wvr5LXOXh9eAB+YsJKiS8lDdh0hZDeZjKXbile++JLneOFNiE4oMXndezhwsnug3+FAXiy7lcGUZ8B5P1mC5Fwj/3H3GC8Ic9RuqSx9zb3QJOugdrVI48hDYmq3eST/y5QDDAfQ4wT03w2iykyFs3dA+CiKgML8Y6bJzkHX1s0wzR1Ivw7ieKhKSebC8cFd2WufD9Ej5PWWxGOTsHxzWwNS8xYhc8VZUOkMvNTOfRJfW8hLIyScU3rtnm7Tm/LL0VN3HE6NNHwyIX724jHe61wq0A+Tj3Ue4zUrbWe7ZIfKYIDd4Pn67dWuckebMbT9ySGp4HBYUbjgQiSXz/Ry5I31+i2Q1yo452MAZ1SI+2fIXqxAbsMRXmOMCrGEpba2Fr3oxEwEbrYwRBgyV6gRjb8fqVA9RaEyUYId4nZ2hrhdnYJDiCM8J7plRA+V6JBidlvQ6+Rkdt6FirKGhhcQ+aDiWPcPNvDfJMxAnlQc8vwk0V6CMxFOHO2dHsOy2bszmaax2e8FklcJ1cB4KguzOvqhEfYFLzdcGKBXpNIzLyeSHyggQaVu9G+00fIucGZkSQUolQYaw0Qw+49KG3fgI55ZFCgo5UGI6+Tlhjt52u947s4K6vV8O7ZaUY/Fo/hOUEmiFnrMwXK8w54NeX6FsTMhM6UoDbH72AHkrv/sxIuETsCysEREk6zFeY9f5vFcstrzxCBF43nCp5M8T+A0Qu2SKDoXh3095xBOuCxky3ejz+F5ImthGpz4qA4v3PkxJJUEjVEDc7fVdeImDUvInVYHZlw1HaWXzhoQhQObf/Yhpl6bOGUhspoOnwz2tg4vB0O40aSnw9nfx0/KvS7S/BDuDnyh4DD3I2fdhR5i8dFA0vG+htOwtDfB1tkGp23gwoR2qYGoAU1Dx3WNKR39bfUwZkbHBRUubOYe6JO9T4LbTu1EGrmvgsBpt+LU5mfQ11rDPVkqnRF5s9ZFYG0VJiI//OEPuTMknso0FBQGkaHijiUqdUo0rMzMu4WdYgd52RH5eQaDXfSvK2zlhAmpmIq50EvGIVk1OX3UUuJcyuWpy3DMtgszpRCC26OEAi2taODdyUJxO1EXvFgEpapxDNkoRJKUMuZl9THqG9fOu9RRhzZfkC9KBwP60ItEQ7zhPQhJ4QltkNm8taySb3f6hvWiCytwbkhBTIXwkjhHsnDidMBpNcf0gi0WTLgAXCKTwLHDyWsL+J+1z4aG433InTWcftw/ENQyd5ix46FdOHj9C5BVMso/Ow3dVZ1Inxm80DkeyLjhcjTe8zdexmdavxJJi4ILIIwGTWYWHD09kDNcYuh4hETi3Yf3QGVM5kG7QAEpxpywU4c83nJagsZggqwzDB2ruioPofP4biSXzuA+Kt2UhVBpXL4n6qjXU30M7cd3wtbXA60pFcasIuhTo38yGQ5q9ryBxsMfeTxHvqyO2oNoObZl4AmykYoZRjLfznZLD3JnnoFJq65Bzc5X0VlzEL0t1TBlx4+oUyFxsdvt/MJfQSE+SdzzW62kxzys5BfanWhDMtJ8BproApq8N5T9Qx3dKLMjM0HK9gYpUU3HLsd72Ox4ExlSLqZKcyHLkTmuZCCbl8OFEpQiTxJlc0ULupnWjDrufKLPfnkQmagkY7fCwssTNdBCQ724B861zKwPlTjCbyCQmDwdOVxePnhO1c96eddG8kNRZ71UZKAUU5FoUBCJAm5b2Nt8eDCI63q+H5vZWyN+jrwRDmT+/dFBj4VYBwds2IQ30I8+aJmPTqIKUWFCBqWo81LqrEVo3foe0mYvwYRCyZRKDBL3/GoIrVHjEZByR5+mx6r/twL9Dg2sfVZs+9VGaFN0+PSnG7D2wcuRKOgnl6Dwf78FS1UT2v75AmzV9Ui79NyIvJa9swPq9PS4/r43bHgemrRMtL31HPIv+NyI09m6O9C6jVxTDGpTKlRUxsEoqNUNh9l1146ywtoPboOs1cPa1YbCdVdAVmvR11SN9mM7YW6th6lgCrJnr0X7iZ3cM5VWGrmgYCTpba7EnEu+B5U6NFcPlUgwp51nSam0xqGsQ6fDlTVZueVZzPrMNyfcDRiF8HPXXXfhn0/9E72sKyx38hUUwsk4OGXigYV0jNyQolAqQyFcPsV6dhoncICLp4vY1KAzQ2IN/UYt0p8Nm7kXVewotjrfxgo5Mi3tSeRN3eJCm6cHRiQhWlDpHDnBqPSUBOIGOdlv59NudPIgE/3RTQIKT1HJH42nYAuJ2gnyRBGlUib3ZDWxGt6NkIIw5AWk7UKBKSrhi4U/a6zQ+yxA2agyIyn4awfdZJGHgr+9zFWJcgDbMBvLwr6+CrEMSkmj8DsE8EOE2ymVvmQNKh//E+/CpNIbfE7j5VQJ5IgKMOzz8jCAUypUh5TohHIf71TL3FHlXoEl+qKE6qyBZYhOqQBOKMEZxQKMD5TA5XFdTe9HYl7rHQiv1xA/XK/yd8lvN7xweEVE15HZzaXkdEqwCh+mxelZWmcThGNqleewJkTJo2ud/IuHxPFiiaDNofI7vejFIrRGLVb/6izsfXQHjr1wGCf+uxtTPzfP5zYiJNETFGBYdtuurmH/XixJ3D/F/dmHUEdblIucb92K2rt+ht7NOyEbB44pNCufXHgNvkgmHDQHsmDoXz6fu0yNnB0WZF18ietekLhDi347p6t8TtJohl7ay4EnftT+FT/en5zwhK29hc9kbqhGytwl6Dl1GElTZkBjSvGYvm3XJ7B2tCB75TlQGzxP/tyrRx0WM3JXXcgzqXqqjqDl0BZYWxqgzypA+ozF0KZlo2Xn+2g7sQOZs1ZAl5btpRdwCtvJW2yO6CNs2P7OZkhaHZhJ5+1+Cgh931SQoOOHMPpzWM3objwOY24Zys64JjgFaYjbQRKOhwH9UD4FYiGeAwQ6Jwhxeq/fUl9OKR/TTFSn1JIlS/gFTQNqMHmE7lSywfe5lD8HVCCXjNNm9+slkoTjOQuzmmY8iM6DeQ+hOqTCgnDA9vosxYtlvy4bV5lbyIT0GvEDtao3MhMOYgd24ANedjQS4ncmoLNHGHb2hV9KroKMSZiOdjThPfuzPCATqrfL3+dN89hhQxkqQlovylbKQREigo/gT51cBbOzHwVSOVSyGtXOEyhRDXd9Y3YnelgXTuMID8IUSZP9BltKUcE7pFIJIrmx9rLNfGtQIGouVqADzfwYno18VGB+TCpownGsoU6wizE6PQEF4bTwDOJSUJD2mTW4iI8/R/Zsgva285kxra9CcEzITCnCkFcElSEJnfu2I2PJWkwIJujJtEJiMPdLizDli0vx3s3PDAWlEgkqV8v/+TfRfN8TMC1fhJSz1wyPFK5kJXFYPA8Wxst2oOVlT/F9ILp2bEPyvIWIBvWvP4vuA7ugSc9E2tylPNDfc/yQR0SZLj6bNr4OQ34JMhas9CEZpwtQKyztzbC2N3GHlKWtGQ5zHzTJqUirWAjTyot5ZlD74U/Rum8TsueuhT4jD4lM/fbXkDtvfViWRW6tU+/8A4asIsiaxLhzrpA4pCCTl36UsxmKDkAhrpiIe2OqlMmDUTvZR+hi7Qnpe1sorcURtpsHUJZKZ4V12R2shXuTgsXCzDz7KBqZQx3OZuzHVl4uWKieiiQ5BTbq/CfcmmpnVNxXiRlY5HO96IY5lbH1oRu96EYfevjwoFOLBPrkHaNg2zHs4aWh1KwikY/fVILoynIKzzlOFTvGA3kT8ygSX0zYoBShz85H245NSF+8JqG/oCGhlO8lCBPzc5LV5MeRYO02Q5uceHXd6qwM5P7kLjT84B5IBj2SV4WvPFhSq+C0WiBrXU4lf9g62mHvaIMurwCRpn33VnTv34mSa++AJiUVDi5ktyDvnOmQ1Bp07NkKc0MN36UtzfXIPeOzQ/P21Z5C5+FdsHW1c0cUlefp0rOhTc+GqXQ6suatHcpkpWBVw5Y30Lb/E0y6+MvInO07sJVo9Lc3YtKkuWFZliSrkD17DS9vbDm0GVkzVsE4ELSj7Ws390BjVEqvFEZHPkq5OJhKTmIhAlZQ8MfEPGsCMpHHAxcpSLygFFEhzcdBtgO72SZeOhUucTuVuJHsOxgouHMKh3j2VqQhl+YubEQ5ZqLQUAEHo5wuC1TQwMAM6HS2oIFV8UywFtRiAdYMBaSoFK8Op9CFDh5IoewekuNTOR55xrJRwIfpPJqW24BqXvZH7qm5WDkuJN7HsR/FYfRgUfCuETXc63UIOzALw+ftFtbPO/IpRIcJHZRKnbsE9W88i77Tx5BUNpwuOV6ZMIG3ccHE/aymXjsfm7/7BtY95Nl9MFEgZ0L+D7+Olr//G+aDR5D9pevCstzkhYvR9sYbyLz4Er9tqJndjtZ33kDOZ6Pj5urcuQWGsinQ5xXyYwwPIskyeo4dRs+x/TxzKnXuUsjOARElc6Ln+EG07/4Euqx8ZCxYDW1aFvceeTWEtDvQeWwPeqqOQpuaiewF69BddRjGvPEh726v3AdZpULH6f1QaQxc4q7SGaDSurYhd0TJ6iFXVCBo+6eWzERa8Uwwhx0n3/4bZl39A/5884GNqNnyMgqWfha5c9cpvwcKIZOJXOhhQDWOK0EphThDnrBhqWJMwWa8hR7WCZOUikSEuvHVspPYgg1Yzs4OSxYMlQRSR7U+1gOjNHJ5IEGBGzq+6aTAJchjpY0184ysQmkyl9xT8Im64FFo6pBjO1LkDEyR50IlqcGY64YVvQfyKFHmVxHK+WdO431B5X71rJJnYeWhGIWYjG60j4uAFEE3RXJQMNR9koJ5amihHghpUBZVKNlutG9QMDKNZWEHPkQxm8KzDqkcchPe5F0vW1tbkZnp25GrED4mdlBq1iK0bf8I1c/8DdrMwB0sfOhtwoq9twfqJP8HTp9ujiA9Hcxmg8NqQdX9vx94Qph+pGUH4wcZwNHVDVWKIOrzml7YkIHek9vkzu5eGOaEViOemEzMkyui5NxpaNvfiL33bcKU289AIiLr9ci540bU/eKPYVumNi8P2sJCmE+d5EGgkejY9CHSlq+BTPLwCNN3+gTPhiJvVOOGF7gHi4JL9p5uHhwrvOyGoeCH025H58FP0XVoF5LKKlB00fU8ACNi6WhBz+kj6Dq+D/rMPCSXVqDgzCt4hzkKWmmT03H0327HsBAONRGBOWHKn4riFZeGPKskq2G39KPjxB44HVY47TYwuw2WzhaeEUeZY76yW619XZBVaqh1rtbgtG0qLv+mxzQla67C3qd+guZDnyBn5iqY8mmfYajb9jJ6Gk5g8jk38swqBYVgoRP9KWwu9mAT73rkFRzvD+JCIFRnj7j7DwS3CcoUoAsvDXzIMMMESYS3sncGVkXwDYbh5hFlSNAFKt2ljxQkQ54YsAn7vVzA1mA3NmElzkOiUiiVo4U18CygjDB0FaRzj6lsHk5gP/cn+SsHIym6P19TuKDspTqc5H6+k+wAYB0OpjY7arFEdbZHYKyLtfFgFPWLK8FUJEtpXsu0Mzt3c1G2HB1HKGOuDNOhGQjsUbfGUziIrazV4xgmHr/8jXMfP9J8ocxDw/OxigflQkdCCxp49zznwB8F9KhzngFG/pqiB5igskbKIht8TN8V99dPl7KQwtJ5WeUKdh5fRxNS0IU2TJs2DRs2bMCiRYG7IyqMnoj8CpIMNKCENJDkNNT5fUlKpcBBJkPxJH7nvvyWbwUUlQcsFRGnD+b30W2aE0/8HuU3fmtMovOAInSNf7G5L4G4+JzXNG4i6Pqf/RkFP7/Tc7zkXxwdyKjsLpbufn8rbHUtkNQBLM1eb8L/aG8Lrv/JnXbvtuyhIgq5VW5CbgYZZrvn11NLYiE3bMKHq2PCeKcgHRe2u8YrLYVEidHtwuFLfE7MvmMF3r3+P5jyJQcv6fOYx89248OCAJ4J79spDovST5X/fYvunnghSObp99B8vBJykoE3BpACiPPF1xCTWAY/lqT583i2lKHc8+SJOSVentW1bQug1kBXXByoh0LARg5e48Xrz7pqdB3ajYLLr0X9C08j5+yLebaUrbuT+6MkB+PiWhKut+/6BH0nj/IbASVXf4l3QHXf/czN9eg6sgeOvh6eNWUqm472/VtQcIZnoId2+dKLbw5aXC6OD9isYhTXmLSdKt/6Bw6+cA/KLrgJutTMoJdps3cjedIMFJ1xZdCvR++ByhgpaJWz8Ez+Hg48/jNYmRlq7fAJlqRNQuGay1D7ySuQtBqotHpoU7Nh7+1EV9UBmPvboEvNDu63ys8x2ed7HIXoPGQxeYji8lB/K30ug0TnE/O6l0MB6CxWCNJvLFKfCY1wAiHrA5cWO/v7x7YObtLmaucxfkE5TTXyBWdAqXOMOcR2II20w1JJxF5jMKgWa0SpfSDJfSjQ4UD8aoo3ZqQk75sgrNdzf3RazEg06H2aoIfeakKT3IhcFPjfzmFwJslabdg/Wzq3osymND8dCEOFSgFlJsPObFBL3sFryi6rxBFMxwJEGuZ04DB2ohTTeFCFgh5lmMX/pfddoJoErVMLJ7PzMukadoIHWSZjNgySZ1MYG7OCbFMUMKFMoYyBzFWSoWdIngE9Gl6NCxEv0DG8xVmH7c4P+PqGWjJJkvJZUuhqDLqRslw6hz8+yvbyMsCZWOwxDQXKPsbrOIo9SEUm/zOjHx1tnbhi8RcwVXJlrini88gwoTOlCCqdcJoT70doQqN4scY9ar0aaTOy0bLtNHJWTkKiYW9pQ+tf/43c73wlrMulE0G6+9fx8cdIXbWKP6ZOJt07dqDj/Xf5Y3VaGrp3bveaN5gsIuZwwjh5Ks/WcVptPLuSysAogwc2O388eLJJJ+9ZZ34GqqRk5F16Ddo+egf2vm7eXctYXgFT2TQ0vvsyrK1NSFuwAllL1/OMHncpd+ehndwrZcgpQsaCVdAYQmvfHC+UnXcDOk7sRc2Hz2DyxbcFPZ+1qx1a0yg8IJLMg5CDUKDpyD//DzmLzkL2XJdgv7+1Hsa8MpjyJ6F+2xv8hJg+P7UxGXYK/qWE78RfYQIxEA00s15o4H3XXkEhFrgyMSb2ueFc9RrstL2DXFXkXZKRgDxLFKQIt2i8AJNwANsxiy3lQSq6KUhi9dM4ygM7VJ5FZVuj2X0ok5K69VF2DmXsuGfvOIf+c50zWWHhXfAoS4oCMbU4hV2OD3jgo4GdxgL1Gbzsrp6dRpqUzQMvYhYoCe2pUxzlVmajkHv+BrPRa9kpJApZcgFWywXYaH8Fk6TpUe+ISrlVlFlmZv1YKK0ZymKj0kAKUJ7AAe6Zos9uMMtLKVmPPBM+KKXLLQQ7sAu2znZoUmIrCZzYP6cKCp7IJPZ2u/BOFCgw1Pzgk0j//MVQZ4b/mKJKTUHPju2wtTS5yq9kCaY5C1D6/R/5zer0yobxkUV08g+/hDYrh2fhSBodZK0Gsk4HmTxHGh0krZ4Hxshx5DCb0V91Eo1vPM8F5zlnfxZ9VSdhbqyFo6cLXft3IGX6XBgKy7zWqbf6JDp3b0Xa3GVIm7Vk2G+UeB/3EEn5k9C0492Q5rH1tMNUMopyZFnmGb5Ef2sdUifPQ+eJPTBkFcBhNaNp53u89I/KADPnrkH7oW2w9XXB3tcFW28nUifNUZxSCqOCvvuyQ4U6dgoVUcguUFBQCA5y6oTjgj0WVLMTfN3LQgxQBEOSlIxu1o7j2DeUtU5d6EiqPlbP0jb2HjTQcSeUmoeKyHFEn4R66F/yHVGgjTLB+tHDnXx22FGISUiTc3mJXo5UjFrnCRiRhHnSqmFf1MDvPGVGncRBGJCEKZg9ok8q0SABO5UfBiu391mpMArIzUWvTUEnClK2oJ4HKClwSNs3B4U8e80CMw880l6jBKUiz/jYq8cAtc2WNFp0HzuIjEWrYr06CgoKA5RdNB1bf/Q2UqbmwJgbvxk0FDiznqqD+fBJ9O8+BEdXL1LOXwfj/JkRekUJhmkVyLzgQp+elbGgMhiQtmRlUKVwKioZmDqT/5Fb6uhv/9/QuLIvfRv6rHxYWxp5h1NbW/PQ8ihjR5eVh4LzP8f9U+MFjTGZb5PKt57gZXXG7KKA81CgSJs2mhMd18akwFRX5SEekKLSqpOvPAJZpeHZUOTr6m+pQ/vRHZA1OpgKypFWPhemgskwZBaO4jUVFFyQXJbap0/gfhxhJjEDCfGFNOG3IgWM6SL7uGMvpqjC09E1UphZHzrQygMB3ehAElKwEGsj9noUGJouhT+ILkNCAUqhl4yBp5Vk/j6nYA6czIGP8QasDlelzgzVEhRI5bA7LLx0r8vZxrOu3I8NpaiAPgoi9mhSJs/ENue7KGUVyEdJwCw5ChDR789YoN8uCkIRJID/AC/xZVKXPXL8bcd7fNunIANZyOPlpPQ3XgKBE88pRScqPlwMXtOE4qSQQ3dWBNTjMPJuaOmqErbudq/pAzlWfC3Pz2BQjqmA3gt1aN4Mp9r/MPluAjqltJ5Xo5JqZKcUfS6yxrOWXDzGyKKzR3w9LwXE8AJkem2ZQRacUuTU8VxGgB1E1Ab5kam6JhDGC2/K6alzCgrRjaRxd0oxCVbBCWUVPjxx2CY4p8TlO4UvDSWlikROFxu6Yyp3YQHyz5yC6pf2YcZXVoz4vgI5phzCZy+LDiqVKG30/GwlYXr3QIrlVC2a7v031HlZ0BblIeOmy6DNzwYcgmNK+M54O6Y8BiEJT7jvz/xOqCx57NIjOaj8ZkYFcLkFOia7T0/ZVVnrzueOPto+fZVH0blzM28gkTRpGrSLVkASV8rp41Is1GOueJPTSyrif3QggnIhuT0uu+p2dBzegVOv/ZUHm0ovu4W7nEbCbu6FJicLTj+NhugunsPcB4elH301J2FpaUD7oR1QaXVo+vQdXsZnyC1BUtFkmEqm8GOTtbMN9R++CLU+CWqjCVM+/w1eOumwmFH11lMou+gWj88/oJsrRBdXwN/3YH7TA5xDOAP9Ngb6LQ3w2+nzNVRUojFxL32prJegfAAKiMpatf+Dit3u1wkVDq8QHSrdvVHksfN4PWGYhU9jlNiIJ2ahZiAI84uOIff9ZcRFBNgXAu0bsmH4Al22UzaKDupkN6dfstA4qLvHaxl0TEx03D1YS9iZvIPdZOecEacPx3dCzvJ0Jzo7Oj2X2dc34rw72UdcTE0BmlwUYhaWhL1kTyQcTQl8wQa6vYWKLKlQzmbyPCrKfjI7+nEEn/LhDOTy8r5EDYKILjc5xfN76Ggf3lfyVKVIcppwEgdwDHuwgK1GqjRyl7tedEOLwO5CG7PxgsoutPPAUyfaudz8Q/YKDzxRZhuVTWajgJdTUjD3FA7z/ZIKLlfgXCRJKfz8i/xS9BlR2EohsiTmHh9G6IeUTviNpZHvuqAQBpSSkwnFpCvmYss3X/IISsUTXW9+grQrz0LSsoXRe1G6eIiz74E6KRlZa88dGqbjaaBAx3jF1t3BZe3JZRU48fSfoUvPRv5ZV0BrSuUXWU1b3kLuquEst+7jB5A2cxHPIOs+cRDN29+Do7/X1YnPZoPTbuUuKELW6qFOSoE2JYN7uJKnzkFy4WSvizvqdEjT6DJyoDGl8RPynupjOPn8QzyDitxfmqSUqG8bhfEBdYJiA54UBYV4gI5xiVq6Fk4GnUlmZy/0sqccOx6g8isqiVohDZ8vJDKufW50AbUiqXzocSrdiEXg7OrxCGUoUfCIyuaOYR+X0pdjJnIkV0Z3JTvCXWNaScdLIrsxHNTqY928rJE6Ng47vewDWWau3yoKYtEfZTtlIh85FIjy0fVPy/T8OJKEZB40pO/RR3iFL4vmJ/eYQmSZ8EGpwbs5xrKpsV4NBQUFAWNhKu++RyVylJoeb6RcsApN9/4LhkVzIaujdDil1ID4ikkpDNB96iDaD2zHlBu+y/fX7GVno/PoHlS98CgPKOWfeRmat76DlClzUffuszy46LBbUfnswzC3NPBgkT6rAIa8YjC7HU6blT9nbq6DPq8EhWdfCX0WnaixIWm8r11BVqmRXOrmqmKAqXgq5n79D0PDCgqjh0GL8VVGMp6ZGMEa5UdxkFyUoBonMBXxV8JHGVFqpuYy73ypdBx8Byi3Pv7OTRMFu9OOnfgQ0zAXOVIRijCZl3Yexi4cZ/tRBArcMezBJ8hg2Vw+TsG7I2wXWtHIs58oUEUBJ/ocSGBO/5EPij5zCm4VYwp/rUAezRTJ0wFL06/DxRF9/wqeTPigVH9NJe8eJaazKsQnskGP3k/2wHK40u90/n5+mNUOSSPu+oHK9cRhoRxLfBEfu5MkziNMI7ullpjr2rD1K097jFeJZWqSw+/4NbdPx5R1idmFZRC6sNdnm2Bu7IExP/4yO3RlBVBnZ8BWVQ9deXEUY1LKSVC8Uf/Ry+irOYHya77hEUBNnTaP//XWVaLunWf5c06nA9bOVl4CU/+2Z2thc3MtLO3NUOldF/32nk6eiea0WnDiKVdQqeyqr8JUpGT3KkQfEu72oYd3fVJIDKhcZSt7J0CN7chnTa4OVGTPkUae3+KrRjdAIEBMtgtUzy3SP3yctcPKS28+aX9ueHyX8Dvp8C5RZGy4xJQyIUbTaj7eIDcPSb3jlZlYgkP4NKrHkMiV7ylBqdHS5+zBDse73LFFAalByM81H6u4AP0odqOZ+58Y/36SiJy6JlJp3iBOWLmbjMrrKEBFgSqCyvOOYS8vv8tATkSdZQrx7JSSvV0MAZ1REXBKBTpO0O9lz8kjUCeZwFTeE4fshGKhj/ZYphSEFyOQQ8rLs+HfGcU04rD3j7Yk+JtEn5O7Y4oCL2qt55mG7O6c4g4f/+4Cp+Bzcrj5IlLXzoRp5QzveUSHj/ASTvvw+Pof34e8H3/Nc3qH4KEQhkXE7SiJw4KHiJCFadRaT9+GQTfsX6C00VSDxWN8qtbTfZCh86zZT1EPjz/yeiWObWxC2drhQIkjAWUa5IvSJGthbeuBqSDZt1MKARxT4hc3VKeZ6Jxym8BptsLe0g7t5AJIbvu51125AK4jr8mF74BnAJPK94RjoNfByVdUNLhj6OC/gZx6gZxUAacP4Bmi+QN6/rwX4X98BF1ITGZImjIDUqreZ2GTflIZSku+hhOP/oZ3w6MSPXVyGnQ5BTwARR4GQ0EptFm5UBuToDKY0PzR6+g+vJdnWTltZt51j6TlqlQTnINaBV+dFn10VvRAHK/yP7+X8yyAfibQ77Wvaby0VQGcUd5+RP/DAaf35VP0+v1lcLr9Hk1E2tHCSxnSkTOq+UVPkMpk8jve2d/vMexRqso/IJLTufkYE+9nLuKswoWQVJ7GSNmU5Nf/5egd9i8dwKe85IX8KyMh+ehixgJ8GKpkz3IYKlcWFuA5aLV6vqba8z1Jqcke2RCsz3PfcfrwHLmXoW5DaN1T4wbBx6SXTbA77MPfFdFhGYZjmL3OJYoeDRQwK8AkjJdswUj7sBLZcUawNpvPY7yGUahbhTypeMRS1JlYjINsBxywoQ6n+PSDfidyGxqRjBSkc0cU/S5RAH4nNvKSQOqwR9NQ5tRXf/QV/PznP4/gu1YIBxM6U4o8HX2njiNpcoXrh2xin2smDD7LuIQrHK+P0m0eEjGLyxDF6KKI2vvlxCCUOOxrvYXgibAO4RweT5l/1k4zNMkjy6JjSf1vnkD6ZWdEt7SQTigj9Pm6B9wUgsdpNaPr8B4UXfpFv9u2+tm/wdbeAmtqOkquuR3GEvJBufYdR38feqtPovvwHp7Ba+/p4qXlXBZfOhX6ghIetNKlZw2V7ikoRJuWgbbZaX5ktArxBV00i51OvX6zxHMit2OMzCjPRPJ78e2rk2qg3xOv8zBxGWJQShjv9Z5EcXqA9yiuY6DzvkShH71xGyhpYnU8WFAglUX1dSOZKaUwOijYTWV3/uhkrTwYRczBMt4RzyAlDfnJetDJs6SoXJX2e8qYpE56qchAGjL59BS0UgJSicGEDkr1VVEJGEP2uUrNqIJCvJK1oBB7fvc+shcW8RNIu1N23eljjP9rp6y2wWEG8JswA+PoXweN5+MG5xls2eSaxikMU5bS4LT05xoPqDNTkHvbJXyderfuR9t/34Vx4XQkr1swqu6Lo4Z7NSNzwhmo5j5aNG95F46eLiQK5uYG6HLyYSws83mK6jD349Tjf+QBKaK/rgoNG57jdwzJG8X9UZZ+ni1FmVPpC5bDUDwZ+rxCyEKGQzBdXBUUIkUT6pTSPQWFOMaAZPSzHhyz73bdwOCBt8HwietcaOgxfyT+6xls8XxWWNbAv57zDD8ieXWylAYrM+MgPoUZ/ViMdRgvRCrYFSpdrJ1nseYjusG+sUBBpHnSyhHHH2Y7UTsQkKKcquPYzx85GcnMKXfKxrc+ZU6lIxuTMAOplDUlKb7DRGVCB6U6tm/iLcx1WaNLQ1dQiFfi42cyPMz40nJsuPxx9Jf2IqkgFUxS8eAJzwaTJKih4v8ODjtpWCW5AiyyBAdT8XH8rirFr6TBxxLPUnFSlt3AOHreztSuZQ3MQ/PT4863d6Dquw8j5zvXofXJN1Hwq9ugThVaTket+56P/vXjiPZdm7jrL1HQZxfA3tWB1k83ImPJGq/xda/9iwekdHlFUGn1fH/SU9meIQnqlDRerqfPK+LuKC+UIJRCnNDHXHeip2FerFdFQSHsjJesF62sRQmrQKXzEEqkaUOhE/5/esAz3whXBhz1LSSnwNA0A8/C7dnhMYMNNoancZ9ncC6aioIGu7EJU9gc1OIkijEZuSOUaimMjUocgRrqhPJbZSEf29l7WCKd6TWun/WiBid51hP5oLrRgUzk8WE9jLx8j7rkJSElbm6mKsSrU4qul+QQXR1hdkwFswxzfTVSFy7zXtYo/SWj+T3zmEUKwhEVcJiFNl50IQmOKUIWPFNqzcjOKDo2aITxapXnsFYYFrEJb9pm9xx2CP4o1+t6rrdDmMe9vI7vBl4+HOEJwekjfrYBFaE+HGUOLzGL8D4F15HV7vn1tKo9p7eK28ltR7bTaQZlDbm9L6fwHnkwRiTKx3YvP9QIaSALf3wOjj+1E/O/s97rfVsdwnYQt4sw3uH0fN92cVjYvwb3v6SvXIjurYdR9z8PQZWaBF2GcVjOw0b2oBFiJj0Tyu+8jjVeLiX3CVzleyMdt/j0PpwRTPzhFnfxQS+LFKzsX1y+/8mD8QAObidNShrPLvJ6jwG8Vd4LDG28l+dIDnIenRYlX/46Kh+6B061ExnLPe8EG8qnwtxUB2tzAzRZ2Si74zs+V8fXkTGgDyoYp5QjRGeU+FkGoSzzWF6g338fywjoSxSdUpoQHVJefkVxfh/fGR9ORqcvidcEoR1N3NWhkbQ+/U/ix+wUHEC+EJ1RAad3W6ZLUs3vJowslFTw+Vkxwa80Vs+Qr/llrWs/GUIsrxP3D2EZVL7s7zWY4K5xNnoOTxiEfZ7ZnSjBZNTiBEqcUzxL+XxlWkfwO7OMncO7q1FWTCbyMd6Il0AmdZjbhY1xk7nl79gzyBRpNg6w7djBPsQCrPHYTym4RmJzyqxrQi1W40IuQCfedno2h1EYPyROSDUC0EVY/+kTsV4NBQWFAGTMzYe124LtP3ozpuuRvGw6VEkGFP30lpitAy8tjIQvgkS30XRj+cFh6fcUGicAslqLsq9+H117dqDj080e4zKWr8Hkb/wQSVMqIA901VNQSDSou5kDDphZaIEkBQWF6FOAUmzB2+hmnTFbB62kRS6KUIAyLq4eb8GjeAkCkeuPRN+JBnW7pAYKO/ABd0QNQiV4y6VzMBfLuNycROYK45/4uAKJEYVfuBX9VZWo+cfDI0ZyFRQUYg8JUdf+5UrIWhWqXtwb03WR1CqojLH88Y+M6JyRPCsO0qB7q05AnZQSF+symv00//Jr0fTWi7C2t3mMI29U7/EjSJ2f+C3HFSYmdDeepLFbsIE7TGJN4h0hxu+7GA/ES4AhXJRKFZiPVTiAbTFdj3Y0oxDlMV2H8fbZijSjHslIi5vMrVAowmS+3uQc8+UwJGeUUqI3MZjQTil9XgGKb7kT1Y/dj+rHHkDxzV/z2UFEYbyReAftUHHanajd2Yz3fr1j6DmNUMOj9lH3oxLrfAQcQo2NU4hr24RSOIcw3qt0LsB48fWozujQvR8hdWYeUqfFxgXHgzexxMkicoLFnI64+OFvfPclFF5yPWpeegKJhNNqQe1/HuNd9Aqvvgna9AyP8b2VJ/j1Z/K8xTFbRwWFsUDlFQvYauzBJl4qssC5Dqmy536uoJCoWGHlcuXxdrZLpXNUJkVZKbGA/D/96IEJKRhvxEMQqJZVJuy2rWLHUI3jyEEhJmO2V1VAE2qQC8VDNlGIjFNKjoBDKhLXShKgLyhE8Y138KBUzT8eQtGNtw8FpkI+1Ix1HckpJcbEAjhOmJsrKZjx5ID2eEnBoyHJ3hfcsuA6cvcz8UV6jGfQqP07pDQBnFJiXET0DNl9BA5FD5D3Z+H2xrmTUdgu4nYKdHEeSCrla+fxmkby63XxdkD5d0K5D0uyCoZ0HXJnD7ft1sieG1YnebeM08v+HSA2QcRiFcQtdmGdbCyQB0uYXxhv9/HFN03Nxf7fvgNtmhGG3GRknzkD6fOHf7RkYUOrfOzTfre7kIXk7kwjJK0ajs4uqNOTR/zeyKLfRtgu4vfOa9/wUj5InidBKhKxjzy7L1wyU/d5xP3Pwcv3RnTsiR4i0TvkX8Pm9Z3xVYHYV1cFSaOBNivb93ZAdF2F/pxS5LahznnQqNCzfy86Nn+EtBVrkbpkmWu8MFv7to94tpSkU4X02+Llewrgg/I1jejF94pHB/JUBVgHkaCcjwF+67x8iurQnFHezin/PkUE4ZSS1AySY+I6iwZdHhaLBRdffDHe3/AhFjrXIVlO488zR2CHlMiYs9S5Usrt+Cjc2FAcU763QzC+r1DwWW6t9vySMovF/zzCsDh+NPtXKJDHhlrIxxRfN8bHeCOM3lMr6vEJewtZyIPMVNznEy0oqFCPKl6mpRB+qnAUi3AGDiO+A6pUnkeBXy206OAFh5U8YLoC53l6zwboQRessOCRN+7D+eefH5N1VoguEzpTahB9YTGKbrgNNY89hKY3X0LuhZfFepUUFMaEpJKQVpqMGRdNGnrOoPKUhhp9BKCSVf5FoWbhyrDP4VnGZhGuFMXhfofW73izQ+M3iOWaRo1Jn1uI5m2n0V/biQO/egOrn/kyokXa+UvR+JdXUPj9LyBWuF+EhQt+cRjjTKmm919DzvrPuAacDlg7WkeWuTIKMjHP7K6RVn/ghCcsQSnyN7zzGqzNjXD09fIVSZo2E1mfuQRJ5dTpyBu649dfeQKyMWmEFVRQSBx0Oh1efPFFFBpLsRsbsQafjfUqKSiMGRVUKJDKYroOdENRhN8wGiOFKIOZmdGIKt4JL41lIUvKQ7S6rB3DPtiZPaZeqfFIJ2vnLilyd9HNIyvM6GM9I05PNzVjUcrYjU4cwx7ooOed9NKQxcX3M7DIZ0CKIFE/sW6dZ+MYhfGLcnQYwFBchrSV69BzYE+sV0VBYczwC/XYZxVHlMyFxdh0/0covmx+VF839Yz56N1+GHV/+C8K7r4aUYffNZUjUpYYy/Jlp90OW2c7jMUu94ShaBLq3vjPiNPTtIQmdfDOtmuHt3d3QTYYIKs1sHV3wdbRMnSnWZ2WAXVSMmSNkEbjsQQ3Rjh3s7W1oujG21D/nyeQ94UboM3I8vveWt58hXeayr/2Zr/TKSgkCgaDAbOkZfiYvYoeZwdMA9lSCgoK8Yle0sPKzNBAhxRE7/tKQYcKNg9b8TYWsDUwSqaovfZEyJIaLG/LQwmqcYxnII1EN9qR7JENSB1lHbDBymXi9JgylBxwVVKo+d5i5NlNY6EL7Twj6jj2IRnpmC4t8Dt9D+tCDU5Cgsx/axQmBkpQSnBMde3YErsVGA9BhNgraRQISRpzi+d4p31vLfTZJpR+YWnUX7vgO59H85Nvo/JbD6HoR9dDMkWxnp9F6HvmsMcsU8rcWI/aF/6BrBVnDT2Xf8FVfsvEmj56A7JOh8zlZ/Jhp9WMrsN70PTeK9yPBSOd+DpRdPWtSJo0jWc2tWx+B73HD6H8zh9DrdeHlCnVV3kcja88i8wzzkX7pvdhbWnmHVzVKf5P7uv/+0/07NkBXX4hkqb4zqRSUEhE6CKGskta0ABTFC9yFRQURkcz6rAc546YnRIpsqR86JiBu+gmsRkxz0hLdIE6lcIdwHaeGUWdDYkcqQA5AUokt7C3sUhayx9T5podVuzER6BHKh6aMqMM07mYXg01TuIgdz6VYRrypdKQ1pEyxAfXMYk7rxjPkpqKOX7na2NN2I2P+eMzcHFIr6mQ2EQmKMWdPT6eCwXRYeF/9IirEco82uw8LqlljlFmDITDKRWiAyUWx0PxJd2dT5IPB5Q4LLqNvJYvzu/wTGdW+bhSlYWUZ3/X1jROpfVchiPQviLuj6LCystJ5b23BfJ3qYRlBNqOsp8rdl7eNYqYlCPADiW6kbzGCxk8AacfhSxu0BmVOb8Axx934MRfPsLU29YML1PcTqJLSRgvbnenINgRHVODDp+8G85C78LJqP7BX5F904VIWlzhNo3wWQvDohzTyxskKqfchhmzu7x9buvt7XOSQnZM8fctSyOWrHnNL7qN5NDGd+79FJJKg64DO2Frb0XhVTdBl5XruVZ+3obTaYesMcHB7Kj596Ow93RBk5aOyd/4MWS1FnYqrdPIqHzoHqQtWYXMVWei4KrrUf/iv9Gy8Q3kXnBZUOV85prTaH1vA/9NoPVs2/Q+H6fKyoC1sR6n7/0NCm69HZqMDK9ldH26DT37dqHgtq/BMKncyzMVFAF8Tj4ONV4aHa9pAh2uQpw/VF+Uz2nE8aKXTXRKafw7okSHlOhTZGrBlejDKSUe12kaX97FiQodQ7TQ87vrMXM3MZbw3ZPjQZY8Znx8/s5+s9+yc/HGmXjuJzqm1AX5flfB0dTi9/XC7dGKBJHel0swFVvxDpawM6NeSpcspWEZO4c3SmhhDZgrLY9aACdS37Fofnd7WTdaUM9ftQaneElmmeRyWIZKDTuB0zgKGSpeQpcuZfMgFXEIO7APmzEHK7h7rIRNwRa8g3wEF5Si5ZzCQVhgpmJC7o/KQA7M6OcZWLuxCTPYIhRKw3qRQSysH/uwFRnIxVysiHrwVCG2KJ+2G9rMbH6CY+uIfatjBYWxwKv3xsF5rj9kWcaKe69A6/bT6Dnt5h6KIklzylD+x9vQ/MSb6D9cFZXX7Nt3CMaZM8K/YCpxi8IJgLW9FdVPPoyOnVvQfWgPkqfPw6Qvfxu67NyQlsMcdvSeOIRTf/kNUmYvRPlt30PxNV/mASlCbUxCx6ebYZo2A5bGelT+5R5YmhuRtngFOndtRfUTD/HsqZGgAJS5pgpNr74Ap8XCLxayzvkM0la57jLqcvOgLyuHvb0NVb//Ndrefwc2nj3l+uJ1fLIRzc/9FxnnXcADUgoK4xEKSpGsVkFBIf4pkiajBFOwH1tj8voUCFskrePHjX0sOpUp+7AlYh3copUpdYId4FlmdKyl4M4ynI0yaXrIy7HDhu3sPTShjpfTrZDO5QGpwc+GZP896EAxpmA73sVpdhRaSc/Hkyi/mrk8T76gc59W1ojTOMIz8iggRT6xMlTwIkAr+jEdC4YCX5+yD9HOmuEYcKZZmQWb8Tb3TikBqYmJUr4ndPpQJZnQe/wwtEtXxXp1FBRGD/+dHOdRqQFm/eA87Pl/LyNn3RRM/cpwxlS0kA1aFP3sZlT/z19R+uc7IWsid1g1n6yEKjUF6vTwl8pQLIXE3dbWVmgzh7s2hpva/z6GrDPOR8q0sXX/0ecU8MzWSV+5GbLQ5WmQrt3bUPqluyFrtTDX16LumX/A0dONklu+zp1Udc88ibI7vu1zXkdfH6r/8iekLFgKSatB+pozeSYWZfh0bPqIT5Nx9vmoe/wRZH32MrS/uwHtG96AacEimObOR+vLLyH7qs8jZdHiMb1PBYV4hrp5+XOYKPhHMR7ED7EqxYo2hVI5GlkNdrAPeZZMLBxP06X52M028aBHqRTZsvYedGIOIpOVRRnmVG6WIeUgUlSxY+hCG5bjbKhJaD7GkusKzEeKlO5zPGVPpSMHOVIhslg+L7/bxN5AKjIwA4uxBRtQyCaNGDA6gl0wwMTL/2jblGIad9weY3t5MI2CXRpoUYhJaEMzduFjXgK+jJ2NHfgQRiRhMdYrAakJivKpC+jyi9B39GCsV0NBYUzQj8B4z5QaJHlyNlY8cQOaPz4Bc3N3TNZBnZ6M5BWz0P6Sqw4+UpDAm9k8uyiGi75DB+Ho6kLjv55A9Z/vwek//Bpdu3eEZdlUatdXdRKtm96DJi0DyRVjb0edNn8ZCi69dsSAVM0zjyFp6gwekCL0+YWYdMd3UXT9bdDn5vNOeSqDAZX3/wZde3bA3tUJe+9w1xpJo4HKZELXrm2w1Neh/l+Pe72GYdJkSGo1/yv7wU+QdckV6D2wDw1PPob0s89RAlIK4x66WKG23QoKic64KKMMkoXSWuShFEewO2brMBvLohLQJll3HyJzbmhBPypxhLuaNrMNPNAWLjpZKy+Fo+VTKd1YA1LEEmn9iAEpCq7VoxJTBpxPFBiaIy3DPKzCLCzlHf6KMZkL6/ewT3hZZDfr9LjuMCIZnWhFA6pwAvt5ZhZBHQLpd4KmyUIBmlGPpdKZWIfP8mk+xQf8+7cYZygBqQlMRG7pu3wniChezpVRzOPrpoihuBQdWz4Gs1gh6QIcAMJwU8XdaWKcOgNVD/4eBdffCnVKqu/X8CUQCfM6hYqHB4B8TYL0RCX7HxZdSZLgGRDHO5zeO5cqwDyeMKg0/uv2HSEayrzcI6JjysciZNEhFeJ28ge5FAIpPpw+dpZADiiHMD6QE0p0VPl6zbFC20XWSNBmJkFiTq/tJPqdROeU6LFQifub8DmpfET7nE6GrKvWcvF579ZD/DlNfiYyr14PbSGVBQvbQfxwVHIAx5Rrfm1RLlSmJPSfPgV9uZso1Cn59UXxZQbyhfX3QF9Whrzrvuiavt+GqnvvgXHyFNfxKIDvzusbMvCWnE4nqv7yR8DpgL2nG6mLV/LbIcEETQNOI4rJJaDnyAG0bHgFhklTkH3BJR5bgsZriwpdyiSVGkVf+ir3jNQ99Tc0vPRvyDo9yr77Ix7IUudm82kIc9Up7oXiXiPaH6Rhh1HKihVoeek5qLLSoZtUAmaxIHn5cqSff254LnL8+MUISfjsfc0TslMq0GoH+i0NIJD39Zy7I40Pi53RBeeTUxwvOqUCOKO8vYDeB0zveRggLHeiQ4Jz8oRQ2UamFFoJ7lihO/p0Zz+JpaJQHqFENlauq/GO8AXy2VjFa9ur/DqfJCHLmDrCegz39XtOn2T0O7+z33P6QEyUTKlBkpGKJtTE7PWpXCyZpfFgDm17Ch5RsVdhmCXo07GIB98WYV1EXFXzsWookHKE7eZ/FdLYukKfYofQiBoe9FKRcjyC/i8KfJFDijKZKCgkvpZJGm7kM0magUmYwTPcNuI12GDBDLZ46DOjz5GCTCQ0p26AmoFAGpVr9sF1028yZmETXsdhthPTMJ+Po+24FGdBllR42/lMxN6rQnyjlO8JZKw4A127P8Xpv/wBJbd/a8TW4ZEg65wL0TdtOqr/+gDSV61D2rIELCGcODea4hs6t5ooqVLuHq0YXn/IBh1K7rmNoqbULx292w+j5qePofzR74b1dfSzKtC/76BnUGqMOM1mQFbB2jjsWKLATM7lV6PmL/dDV1gEY9lkpCxePmJm0kg0vfIMkmfNQ9qytbDUnkbS5GEhfDhpfPVZ9NVUciF50U1fhdqUHNR89D6Lbr4dTa+9iM5PPnK5tcgp1dEOR1cn9FOmwlpTw+/wuZd60zaT9XpkXPgZOM0WNPzlYWRcdBFKf/ELqIyeF0sKCuMVraRDOZvFuyXNZ6ujGphKkpKxjJ2HfdiERmcV5mI11LJyWqswOiZSphQRDyG42dJS9LNeGKQkLvIm/5OT2VEsTQnba6RK6bCx8Evu29HEgzDUXU4P12/+VMzl3ey2s/d5FmkRJodcHmlmfahHFZbjHC42Jy9TJCCfEwXrqFEFddyjIFKwWUpUclnMpuA9PA8nXIJ0goJR5O9qRDUv03MvG7TC9RnoJQMWszN46V47Wvj7pMCbkiGloPx6C8gaLUq//E1U/uUPOP3QPSi94zshX4SNBWNZOUrv+i4vFenZvxv5X7yFX/goKIQCz5SaWOdXcYHa6PquOp0SZJ0G2uLwewb6du5F2iWfGdMyLLV1aPzrXyHrdHD09kKdmgZjRQWKvv5Nj+mM5VNQ8s3vof/UCfQd3I/Tf/oNDKWTYGmo42V4aavWwVpfxwP5JB43lk9FzgWXeiyDZOKZZ5wHtV4PdYQCUr0nj8HcWIey2337oQLRX1WJvuNHUHDL7UPH2579e6BKSYVKp4ek1aLvyGFoC4og69R8GnJS6fT5PFiVfcUVPEjVs3Mn0taF926sgkK8Uy7NAGNO3lVpHluJLCkvaq9NQagFWIc6ZyW24i1Mdy5Cphy911cYP0y0TKmBu5exXgkekBoMMjuZg2dLhZNaVgk9DGNezjb2LvckkcCbgixGmHj2lV4avglFgRXKNuphZIFqxF5sho4ZePYQg5MHqdTQog6nuLSc9jlXhtBwQKYffXzZ9FwOChEJKMuLZOO0roMi81Cgrsfkm8pB0VAAkZZJ22YWlvCgFD2mQCN9rrS9Bkv5iFQpEyvZBfgIL/PnBzOqFCY2SlDKByq9AaW33IXKR/+Iqkf+iOJb7oJKp4va61MQrPD6W9G9dxeq7vs9si+6FEkzZiEhmGi/6XH9McT+ZCOq8EyW+HnPLU9uQMEPrgvrMq01dfx9GqaOrZubtbYGupIS5N1w49BzQtWtx/EoaWoFTJMrYD+rD72H9yPnsqvRe/gwOjZ9CHV6BgquvRma5FRU3v9bdO7ejtT5S/i83Qf3cLE4BXXCLUun7VD4uRt5eWDjq8+g5KavjWpZtvY2NL/2InIuvhKG8sn8uZ4De2FrbuKZUqb5l6Lv6GH0nzwOW2sLcq+9jru97J1d0OXmD5WZ9B3YD3XqQNm1gsIEY7I0Cw5m42Ugc9nKqJfyFchlyHLm8YytemclZmIp79CqoKCQGCfsVBKWhqywl6pV4QiW4Kwxl7hR8GSldH5Q01PJmwkpKMFUNLFaJCEFGmhwFHt5Rl4RypEl5fMyPeqqt4Ct4UEoCuwcxk7kowThpJ6d5qXO5IZKllJxGLuQi6JRBaSIg9jByy1JlD/IZrzFg09daOeBNwcc2Ip3sJpdyJ93uAWliNM4zPdBKv9WUIhcUEoKqOAJndGolEQXRwjHX3VSMkpv+hpOP/In1Dz2AHLOu4RLbceCz9f3494wzV8A3fQKNDz+KLp2fYqcz10LWaWKu98U0cnjVuXi042kVXkam9TC1bBdOJG0Cw4pp+Ah8OWZEl/THXIOadT+nVJilhETnT2iQyoI95e4neQAy/CaXtih/TqmZNnrPQTyP/lyQKmE1xSdUA5B6uMI5UsWbuilncxru4gOKbXLKDRMgOsWlfCefGWgqVSe0/TsPAF1ZjJ02VSLz8BUghvDS7Ij7q+CrwNO9O7Yh45nXkf2128U1RxgQQjzBj1T7a+9gb5DR5B7yy2eXh9xET62i8pkRMripfxx8uzZ/G9odidQ/JVvoO7pv6PlLZfTyVx9GiW33w210eh9CB/lb4KlsR72vh4YSspw6sHf8oBQ6tJVvCuht6co8PG29+QRyElJMNdVwWbuhnHmTOimTkLDPx+HpNOh79ghLpfPv+02LjSnQ42mIA/Nzz2DNrcyPerQZ+voGHJNjZpA3yEvx5SPY00AD1XgdQhx+kAOKZ9OKVFsFWC86IwSfU+BhuXQPYBex2jFKeWB6P44W7oSNlixH9uQz0oxTZob+ZVwq9kmEe9SnImT7BC24C3McS5DshT+TqXhJn5upQQPlTC7I+u9b9wyq2fJlJya4jneIZyH5Wd7Tt/Q6jHs7Ovz75QSz49DZCKW78XTO67FKZ41FC4owLMN7/Lyt7EEuqicjkTc5EIaDdTJbpDZcJ0/uTuaVEyNjXgVySydlwJmowBl0nSEE5Kl02vvxxZITCZLFWZK60e1LMpmM6OXd9g7jn2YxGbyDnqDVOEYX34mcrFQGu6I3c/6sJW9I3zXGP7nlbtw0UUXjfEdKowHlEwpP1B5SvGNd+D03+9D84aXUfCFW6BO9vxRjTR0MVd0x9fR/uF7qPnT75BzzbXQFxdHdR3GHXEQyItO0lA8nW5EHkqD9ilbjQFtz32E3DsuDtvyut75GN3vfIz8n37DVV42ihtLTrsdbS+9CvOx4yj6/rcBRwSk8+RnuvE2VN77G6TMW4S8Sz8/1P0uXNT/9x/IvfwLMBSWIPvcz455eZrsHEgqGeaaajiOHETTU0+g+Ps/QMGdd6HuvnthPl1JUUc0PPYY1Kkp6D9xAsX/8wOkn3uuawEy4LRYUPU/P4ZOOTYrTGColJWkt/uwlQuUU1g68qTimJQT5rJCXjqTxQowVXJ1k1JQUIjPsBR1fjMgKWxZUl2sfSgbiAI/o6WRVeMEDmAmFiNDCr+OgSiRpvIyNzqHnY4FITuoAnGM7UUK0nmAfgXOC8syqcteE2r5DdMP8CKXn5MbajveRw86kYU8VOEorMzMhe0zsBDrJM/ztYNsB592xYoVYVknhcRHyW0OgC4nD8XXfRmW5kacvOencPT3eVzkOUgQHAXS152JvJu+jKZn/o2WV16KymsqJDBBdjcbV0jx857V2Wno+nBvWJZF5Wldr7+PnG9+KWi/HHWUa3/lDdg7htv1Nj78V6j0OhTcfVdY1mvE17a7ImamillhD0jVPPUITLMX8IBUuKCSvfwbboFpwQKYK10BqLoH70fLiy/AMGUqbE1NyLriSpgrT8HR1wd1ZqbH/JSpVffHP4PZ7ci50dW5UEFhokIlKHRHnsS/B7EdJ9lBj/FWZvGZ3RdukqQULMM5vDsUtWunbAcFBX9MPKdU/EAd2MixRGVy4YB8SYUoCykg1cLquX/KffgUDmMuVkQsIDUIZR6RPyrcAakmVocWNHiU2Y0V6pA3S1qCCswfCmnW4AS24l3+OVLWFJXr6ZHEA1LJSOelfu7UsBPcq5WMNGQK51QKExclUyoIDEWlyL/ietT9+29ofutl5F589dAde8qm6jt1HPbOdkgqNVRJrgMKDRffeid0uQVhWw9tZiZK7v4Oml94HtV/vAd5N94CdVZ62JavMH6QpTiK0ET1pl98lNbk3XUZan/9NGp+8y8U3H0VpRCNelndb22EKi0Vmtzgf7jr77kXstGA3l17kHf31+Ds7uHtsdM/cwGiAQVobJ0d0KSGr3Sml8ro7HZkrQ/PnT4RS3U14HAgad589B06CEdX19A4lcGAoru/hcYnnoC9swNdmzcjZcUKLjdv+tfTsDU0QpWVxTOp4uXOs4JCrFBJKsxnq/AxXkc1jqOAlXEZMAWo6M56G5pgYWaX4BZafsFC7cJJAhzOrCYKkFGGA3WZ2oEPUcKmoVgam4Yh/CiBEIXYEE97HjmYytlM7iCazZbxjnljKduj40kmgr/+qmeU17MbMmRomIaX3B3DPszDyrAHinxBx8AOtCID4Qt+0XY4jr28pDkSne2oax/J3FOQwX1RvehGH7r5OHovy3A2TuIgL+ejssQlWM/XqQV1PIuNIFG8gkJEg1LkkxC1GFKojigWonYjiOsAL89GAN+IO7qsbCTPWcjFvZb6WuRdeR0PSFmbm5Cx5ix+8UV3zClDgS6M1SlpXADssZ5BOKUCDdPysi6/HOaqStQ/+jCSV61C6rq1wS8vCohOH5XgjBIdUqJjShZKsMTpfbmRnILTR+Xw55QCdJoAd2NEH5PolArgf/KJMI8seK9ED5b4vv06pLxei4JS/idxeH0BfEwT4g4kfjbicDicU/IIri0qHfG1jbwcU8L4QI4pzajWWYWyH38Bra9uxelvPwRtaR7yvnYpZK3rbpGX70t0SLlN0Lt1DzJvvByWU5VQZ6Si7V+v8q552vJSJK1ZQjsn2h57Bra6RmjyspFyzhmQNGrk3X0HevfsR+ODj/Jpsm+83uN45HWOIh4fvXYg/9thcDPL9Nqfux61Tz2C0q99188MIy9DpL+2Ck2vPY+iL93pedwO4JASvUP+jvkZn7kASYvmo/Z39yD/63fCUlWN9rfeAjNb4HRaoc7LQMHdX0PDI39D63PPoWPDBu6csjc18/kLvvN1/npev30hx6gC/fiNeQnhJ5APytehRvb/2YhOKAjD4vHTyxElTK8SvG5ex+MgPYCy4pQK2jFVKJWjBx34BG9hJlvEfVMEdWwiCTC1ASfJLQlxqTuWSribHi7SpWysYOdhLz5BE6vBPKwKu0w54fF30cq/BrLHNNTh1wMfXapFx5N9imcnMXW7kL3W3O75sgNZt0PDNs9he12DsJ7KdzNxw1Lgpb7JLI1nWFLwgkrZqEtbqFDQOx1Z6EYbwNJ4tg7Jt7XQoRTToZf0PAh1Gkd4dhxlEZ3CQayAS2J+ANtwgh1ADgqiEpAiSEC+BW8jm+UheQwBuUFo++3AB9z7pI5QZzvKRj2TXY4P8TLyUIwKLMAJHEQnWqCBjm/bKdJsXsa9D1vwEXuV34QYDFyRo0stReaYr5CYKL/KQaLNykH+ldfBYe5D7VN/RdXDv4cmPRPanDwkz5rnU7AYSeezvqQMhd/6DpqefhK9e/ci70u3Bl3aozABmIjle3F4Tpp50TL+1/Lqdpz+xgPIuul8JC8JTWBpq2tG65MvAlYbnGYr9x+lXnoezAePofutD/kFQ/K6lci+5Vp0vf8xWv/5HLJuuIbPmzRvNv8jpAg4pEbCUFQCXX4RWt99E5lnBdetZiSszY2o/++TKLrpjog7/bQF+ci/82uo//N9yLnhiyj95U/R/PR/0P7mBpgWL+Si86wvfA41P/0VUs8+E+2vvcml55mfvxIq49hbTisojCdmSq6SkUp2hLcPp4vgSXRRCCMypbyorgtlCszHan4xuhVvYxqbh2wpfJnsConPRBOdE/H2jpOkZCzBmdyxtB9bYWTJmIUlIWX6UJc5ghouUPCbAlLTMI9/vruxEdLAxdlirOcZPHRscnWicwVvFmA1og29v3lsBfZgM5azc8ac2UQd/UjwXipNQySh9VzLPotP8AbPlFqEtXx7f4r3YYMNWmh51lk6y4EVFqQiHRb0c5n7WFxfCuMTJSgVIiq9EcW33ImafzwEe0c7NGnpaHr9BeRcdAXP1Igm1Ko996abeFCq9vd/QMYlFyNp7nA3rJgwESMhcQjfF5XPIm5Iu2AZTGvmovYXT8JyvA7pV50d1HyWylqoUpJgnDcDKZ9dP9TinDkkJC2dB6fFCltDM/SFLplwyvrV/A/+m0tGhZzLPo/qB34HXWERTNNHf1yq++8TKLzuVmjT0qNyAq0vn4SiH3wfNf/7f0g96wwwixWyW5c9ksWrc7LRf/QYL5Es+P63on7sV1BIJMqkCp4BsRsf87IaC8wwsVR+ARpt8qUSZLI87MHHaGBVPEMhEqUtCgqJ4dCKz/NEOjZQ+dcpdoiX9C1hZwad3UiBJhJ7T8N6JEupHuNKMBWdrJV7juh7r4aJl5XFA5R5lM9K+HFyPls96uNSJTvMnU7RCvpQufYqdiEPIpL0fA4GxeWufaubdfAyP3JQHcUeUp4jXcqKyropJBbKL/EooAsQSivW5RfC0dfLH5PvJFYkzZ2Lwm/djc533kXzv/4Ts/VQiB8otX6ixaTiveOg2mRA8a9vRfemfUHPYz54EklL5iDtkrOGAlLuyDotdKWeJRHxAq1v4S1fQ/vG91Dz2EPo2rNzVJJ3R28PdNm5iCaa7GyU/OJnsJyuRv+hwzxDinD09qJv917op0yG+egxZH3+SiUgpaAQBOSPUkPLnSkkwqUW5bGCMiKWSGfChFSeNdXPemO2LgoKCiNDgZVM5KIqxOMFibjFgNQgVBIYr4Foer9pyMIWbMBxtp83hgiVTrTzDLFoQttzrrQCkzATB/Epf45Ks4lD2MnfE0njU5GpBKQUYpApJTom/I/29pmEeJ4fjLcjkOsjlNeksr2+E0cw6Rv/g45tH6P5jZeQVDHTcyLRbxKEUypkJ8rAsGzUo+Dur6P1pZdQ87t7kHvHl6FOTvaeX/BhSIJnQ1Z7b0iVMI9W8DHp1MNpGaQZ0KttHuONAYa1suAJEC6+ncKb9umUEjak6GMSPSE6td3vMsXYhsPpuQ6juQwV/SQqwYGiEsYH5aka8bVc78F924neIl+I2zqQh8rXZ+HfL+Y5LJq9ZC+Plo9AjOh5GfywJEByOqEWXDN24bMTEfeUQUfViJ+bj89FdOgwoY5wcBVVMqArzkbf9v1IXiEcL9zXuacP3W9vRe/Hu5Fy7nIvn44YB2HCdvMVKPH6qMRsKnG84FGD4HoTSyXF16TNRFle+Td+CTUP34vG5/6JpDmz/Xbk62+opWgW+g4fQu+BfWA2G5KXLIdDOzp3UaDjqcjg9LU/+V/kfefryP3mbWh69AlYK6vgVDO0vvY6JL0OPVu2IWnZIuiml4NpAiwTYyQccdbQ9GBBjBcWGOBz8Xn+Lx7vvHxfwvdc+K0Sp/ceL8wf4PhKvigRn/MIxxeF4BxTu3btwtKlS6G3JyEVGfgUH/C27SlyZsxqsOkCMIPlYSc+wiQ2AwVSGSYMY7wo5/5U98U5vNNzZZOnj0d1cLizGcGEecThwZsBQ8szCIoKjed4R5unk0phfHQbLMAk7pkqxyy/0zWxWtShkrvqEplyaSZ3QlEZInXlm41lI05L3Qo70co/S1K12/l/NszxM08kOMJ28yD/JGk6clkRPsGbvFxPYjK60AYd9FwiT54w0T2ooDBIYn9zY0j2WRfi5J4d6NyxFenL1/K/eMjRyLjsYvQfOYaGP9yH9MsvhnGB/4O4wjiFsvniYYeMKonxno0zS9G3/+SIQamerQfQ+s8NMK2Yi7wf3Ax1Ziqc4emSHHU6PvkYHZs+ROYFF8He3o76p/6O/Otu5oEpyoJqe+MVJC9cClWyCf0nj6Pl1Zd4lpKusBiZn7mEe5q0UciSanv5NahMSdAUFkA/tRyp55+Nmu//BHnfvpOLzCkblv76tu8Es9pgmDsLWdddFfH1UlAYLyxYsADXXHMNnn3yeaySLsA6XIx4gLp8LWPnYA82oYU1YLZSzqcwQaBARiJ4tIww8VCLPzazDUhCMi/Po6ycRKWP9XApOL1nOkZSxlQ3ax+Sn1PgrR+9KMYUdKCFy9rN6IcBSSjBNDjhRFYUfH3NrI4Hw1y3GLJRjplceN7PenjjCgkyD47V4RSfnppcrMZnoJV0EV83hcRFCUqNElWSCSkLl6L1vTeRMn8xZE38dBAwVExFwXfvRsODj6D/4EFkXqtcPE006JyaCZkt4514L98bpP9oDUyrh9ued289BGt9B3TTimGYVsKbJmiLc5F+9TlIRCjY1LV1M7o++Ri6/HyUfPN73H83SPX9f4DKaIS9pwemmbPR/OJ/ebdByj7NvvoaJE2tiPo6a8gRdfAwOje8B2dfH7TFRUhathgN99wH4+L5PBBla2rh/1LHvcwbPh/1dVRQSHT+8Ic/4J9P/pNf0MSTZJxcNdSa/OSAv2YBWw29NOyRiyyJka2ioBArKCBFWTbugZtm1PFyYBKU0/eXgmuUUZSoAeUe1okj2AMbLJiBhUNdB+exVTiMnbAzV4UJZRyRL2ob3uWBqFRkYR4qov6+KWjWgnpU4RjvVkjrlI1CNKGOi8xpmI5s7WgZ6rSnBKQUAqEEpcZA9rmfRff+3Wh+/QXkXnI14glKcy741l1offEl1P3vH5Fz15egFlKpFcYvUoL+MI85KpUAgbicG85B1U+fhK2hHdbqJtiaO6CbWoL2595Hc2sXJLUKzJKgqVFU+nb/n6ArKEDhbXdC7SYIJ9LXnMH/rG2tUKekegSrIt2x1B/Jy5fyPyrfs7e28QBVxytvIvu2m2A+eoK7pLQFeci+/WaKukEllpEoKCgEJCuL+kGV8W5Xq9lnghYXR4ty8tewHOzAhyhnM5EvlcZ6lRQUJjzkgFMxNU6yg7w0rxrHkYti3u2tGsd4eTrJzSmDiLKlEg0SkzegmncIzJByPMaRF4tE7HZmhR1O6CV93EjZZ2CRRwnhEexCJvJQhHJenk0ZU0txJi9DLJWif7NRIfGIrzOCBINKUAquuRk1jz3Ah3UlZTBOngZNahrihYwrL0b/oWNo/O19SL/yEhgWh9aOPlRsHb349LYn/Tp4RG/QSJ7gkZJehhRCbjOKkzI/rqS+mnbsveOxAE6pyF8di68gOk1kP9vNYbEBNge0yTqf0ztsDli7LPj3F94YcXmUuI0APqVA7i6v7S5uR2F6r/lFr5vXeB9uJK9nXNP01XfB6cNrEW9oc9KQ9YWz0Pz4W7B39mLKUz8AG2hFTDjtdjj7E89bQ+td+9C9MFZMR+Z5F/r1/GkzBI9MHKHOzIBp9QrY29rR9e6HkLU6MLMFrf9+Hsa5s6CfHdljqILCeIacIm1o4i3DqdNUCrKQLmUjXqAMBSrnow5YLaw+4t35HLDhJA6imh3z8Py4l1WF4v4ZnM9XaZbHckK4f0MX++1oxknnAY9X8li23cc6dgfYbt4nEJ7DgZpICOMZ838zhxw3WoycrUGBjS3sbUwUaP9wz0CKZxZgDbbhHf4ZUuBjqjScbU5YmRnaOAnYhAJlZzahBktxlt/jjFrSxu0FO91cIBl9BVuAShzmQnM62tBjypqikkoFhWCIyD5O1/+iYNZLKh4gihDQ8TxGMXow83iN95ILA4aySUhZsAS27i6kFBSg9d03kPPZyyDr9F7z+3RIi4JkFfwPe00vbAhxeo0T+vmTkTftTjT94e/oP3IQmTddOjy51vMiXqv1/lHXCc8ZNIK4XDMsvNRlGHHm3z3LBU0az+4RSSpPQaZOEJ3bhA1lFzaCw8cHZ3d6TmN1eu7aPbbhi/6Pb/03Fjx0vcd4s7wofw8AAOo4SURBVN2z/LLf5jm/3SFs2DCgVnlue4MgkDe4bVfC5DZc/eYh9B6uw9LvrhqeXuVfIK8LMEzoZZvfIJVN+CwswnYWx4ufi/f0st/PTZyfPyfuHwMi863fexVqjeS1zqGKz6mUzB1VEGJjr+NZgN0lbfVM/lfzu2dgPnACxvnDd5FUahlOLnB1jnhu7nSIXRuEYeo4IK6jOI8w7DVeFJmLw27vue2lV9G7/wDSzjwTycuWwkmfQahybV94HYOF41+gY2wAEbrX8ddteWlXX4CuN9+HvaMLppxlsJyqRs+mrUi/9hIkn7F8eJVCfF8hV5hGI/kvtGs/HxMEEpv7eBPiLuwlR/c/LAbxQxWbj6WRhMLooZtJs9kSfIoPeSemLtYGK+tDrlSMeLrIWowzcJIdiHg5H2V+kI+lMNaSdeFLSx18B9nv2IpsVogcuTAkIb0qyTNrRRIyTFlfv8ewo7fP7/LUBXl+D6aOxibP0cJNqq3sHSyTzg643hMFMzNjP7YgEaDv5Eqcz7NyduADr/GJFpDqZK28Kx2VuQUKSCUKmVIuVEyFBlShAGXoQSdO4ADPlFqFC2K9egoJQLwGXhOKrHM+g8o//xqO7i4YJ0+BpbEBhpL46uIiG43I++HX0P6fl1H3o/uQ852boE6JQDlfAjh9xgPuJ4wKiYutqQOG8ny/03RvPQDZkATd5ALI+vg58bLU1KLro49hqTwN3eRyFH7vu5CFzpmJTsoFZ3gMtz72DHo2bvcISikoKISejZTPSlGJI5iHlTiC3bwcJ94ol2Yhk+UNlPPNQr5UEoFXUc6ZokUiSL2jS+JlZLehkbuU/EFi8H70w4QUGKX40ZZYmRX1OIVG1PB9cT5WRdFdFx3SpCwP0byFmbERryZsJptCdFGCUmGSnmeefSGaXn4OhtJy5M5diHgl47qL0L/vGBp/9iAybrgEpsVTYr1KCgoTCntXH1rf3oOuzYd4tog6zQSHn3PDpvufg2HeVNjqWoZbZPPgLze7Dxdi0nODKS0+g8OS2/XP4PyDy/B8WpJlSGoNoFZzx5Wk0UBWayBp1DCfOMU70tFrqdPSoM7KhL2lFY1/edQ1L//fwHrQv/yhBOaww9nTA+Zw8uCaOj3NdXdeklxBVj6tzLO8XMMD41T0r+wq11VJrn8p+DX478BjWmfQtDSvSuXyqqnpleWB+Wh4eD7Xexxc1sC8KtfzrnVwzedapsyXY1gyB72bd4DZ7HxbKCgojI4pmM3bhu/HNt5JKl5xL+drZQ2YicVhzWoYPBIrKCj4hnxKZIyizCIz+rAQa/1OfxwH+HQqqOB0y+hzL40d6fFouxPStDJUvBzS9Z/rMWVCUhe6JtTy6dTQwIhk/u9BfMrTs4e//+IjiZeUUkc9BifXmtPUrjlG+r889Hj4Wc//hqenaQdfyfXYNeS+jMHHdMwbHvL8b3ga8XlCCz1qcJJnhCoo+EM5qw4TqYtXoP3j9/mFCnXPimcMc6Yi92dfQ9Nv/gbLkePIvPb8WK+SQojUvXccXUca0bq/KfhyFeHH1Zc/yr1MR1ZJ+Mq/1iBRsJvt2Pnzt6HSD5dqEoErgf17rgJN7+tFmJs/qvyHV3qMO3Td73mgQ5ObDlmnxslv/cWtbowNu7QG4zpaDfK+ea3f8j3v0rvA5XvSCOV81D0PViucfVY4LRYwiwVOswXMbOWPkxYtgjozHRJjAx0emUswT+d+NC+v7KDyPdcfG3iOgjyawgLU33sfklet5MF8OtEClVjQYpxOMKeDL4vRiaTD6SqlpMf8eZrM6SrJoOedDE563mF3zUPz04L4fDQPzetwfZ7Ogefc14mPoOXwBfPXGnqeL5/Wm9Zl4P0xBntDM39sPnwchjmKW0pBYbRQJ6YpbDaOYR8P9MQzg+V8xxmF0N7FQrYmjHf9hy+KFSJHP+tFH3o8nFHh3u4UPJiEGciLo1JUf1DQoBsdvKwxXqBtOAfLYZJShp7bhvfRh27oYeRBnv3YOnSS5SuQRN4pkm1PkmZEb72ZE3aQjNwOB/+/6196ltZxCoYdWK51Hlzz4X8H35TT7f8GJKMHHTiO/ShEmetUiY9zTc9VCQOPBh+7phh8jcH/hp8ZHM/4urmmd18b96V6Pu8+PHCu5/acr+ltsPGgXA1OKUEphdg5pXz5lzyf8O8rCXQhGdRPSahOk1B/n9ymp7v5GevPQdNLzyJ9/TnQpGd4+U28/E+E1zT+5/Fahtr/sKT23LBqncsjpNZpUfLb29Hy8LOo/9kjKPnp9ZC1ahh0nk4hIknr6TZKElxHRrXNQ2qepvX0BCSpPZ1SKWqzx7BGcoTkLfLlGbIJZUOyg43oIaJgjejFEgXcDuGiPpBTZTRViyrZv7vIW3Q+PGxp7cVFz38eau3wttELTindKJxS7s89evX7XttFFMIHQpTaq2XPz9opbGe1eCDwcUNaDMgMOqMyZmRDv7oUk65a4NchJb4ncbw47BC+yA4fTirxucH958T/vYCWl7ci6+JlfLj7QBX0pdmYdv9X/DrLxO3ioOALPAOGHtM7hPcoBpz4TMJzwjLYwGvy/xu0UCXroHLrZCN+NF6BL3G8sK84mQPtr78FR1cXklYuCO54G8Dr5+WE8vIM+Z/eex38f5F7N+9Gy8P/Qe8nn8K4cFpQbiJR1h/iS/ogEhewbIzOKf/b1ec2CqBFk4Tjoff40JxR3sPwe7wdcb0VxsTbzmeGHjscDhjURi7EpZbh8c4UaTbSWTa2433MYIu8OmUlMuLNVOrgPDSuTw2V1gCVdvj3gLJeAy5TL0jFvb7EnsOymH0qdmdNM/lfnuCUcoc6tWUjH3OkyJVe17JKdKAFeXFYiuoLnaSHgSXFlWeLSu8OYBuWYXidKACyHOd6BKriDcqepIwgz1uiY6eNNeEwdqIU05EpCU61BMDKLNiJD9GDrlivikICML4EIDEmedFSaLNy0PDvJ5AoFNx1KdLOW4iTX38I5tONsV4dhWBhbNz5e8ZK9vwCtB+Mn33YaXfC3tnvKv8aoPre15G6cmK2xm1+8G9cbJv7jdsQ71iOn/YYZnYHGn71F56lRRdafdv2xWzdFBTGCyqVit89p25NvawrYWS+1KL9KPbgBNs/5uUlRtgzMdYyMNHISBsv2yo2UDabGOhzwBHXAalI0cIacBi7MB0LkY9I+OzCRy/r5gEo98yxE+wAqnEMyUjnz5mZ/0YGCgpK+V4YIddJwc234fQ9v0LDv55A7rVfRCKQtm4eDFOLUP3Lp2G/chmyL/DMNPGFubkbu370Or/wlhwOlH52BtIrSG6n/CBHA8rMksmPE0FC7SoWa7IWFuDg37YjHrD3WXH4m48j46w5yL1oEQYT98inVHDdOr8OqfGC02xG82NPwdHewQ8L6rwcZFw93Pkznmn4xcMofvinkDQqdDyzAV1vbkTa5y6AJj+H+6QI87HT0E8tjfWqKigkNMXSFLSzZnyKD7CcncuzN+IdKt1bys7iGR072EdYgNVBeaYOsZ3oRKtrGdBhPlajA80ohSvrUiFyULaNUibpGwogxEP3t2NsL9rRjAVuzigzepGLIkwUqtgx1KGSl75R+d9SnA2tFO78q/BzGke4J2sa5qGBVfMSSyq3pLJn8kkRO7ERK3FerFdVIY5RglJhRp2cjMIvfxW1f7kPzS89h+xLrkAioCvIRPmfbkftr55C955KlH33Er+ZOIce2IiSS+ei8PwZ0MsWfPKd11H12mGs+K3S9lMhNqj1Gh70iQeO//S/cPRb0bX9ODq3HuOOJUevBbImvn1zY8FptaJ3x250vf0hmM3KxeJpF38GSYvmwdbSCk12BhIFw7wKtPzlP3D29CH5nJXI/PLVPBKsKcpF+jUXoOfdrWj8xcMo+cf/JlzwVkEh3piNpdiJj7AVb2MFOx8aSYN4hy7iyX1Tw05iCzZgHluFJGm4vM1X5y0KQK2QXBdltQPz5aPM73wK4SEat0sT8aeAOtlRyWEGYluKSmVqVTiOVGRgLza5HI9gPHPKvZRvvNHNOnj3USovNcDISwCX4izup5Kh5j67RCAHhdwPuJN9BANMXEbfiy7ukyrDdFThGPeCdbK2WK+qQhwTmb1d9nYjib4RL8WUEP/wUjmMIBIe0w9EiI4pL53OCMP6omLk33Ib6h59EOqMdKSvW+8a4SPG4+WQEh0pav/DojNKHFZpPV00Wq2nR8jDIaUDFv3hSpx67GMcu+tvmPvbK6FNMyJZ6+mEMmksmHF5BQ4/uRuzLi5DstqCS+5b7+aQ6vWcXuU5f7LKv1PKzDx3S4vT8wTV5sMpZWEav34QdxcSjdOr7P49QkIWkrCKXg4p0VMUjFtGJUh6RH+JL8eJP5zClyjgsI8d0n070Xv08ikFqPglp5jf8cKGU4sbVly8jxiTU/BSiY6xQcfUSIiftT93l8+VCOKG4rQfX8pF4ZJa5tk2TKXByd+9DHVKEl8/3kHODTGwITqlZC4UH3m8w8ul5EN07lZGyJcRSI4uHvBE758wfdP9/+Ay87wf3AHLiSpoSgqgTk3hd6jVhelgopTKx1fGK8AjfhZe21747Ly2QwDH1Aj7a/pla2A+Vg3ZqAfs/dDmZ8FW14zWR/4NOdkIW0MLn6771XeQceV6zzUK5F0LMH40frpwEzDQFuB7HsjfFA4vldeuEgaHVDDrqHimIuOY6u/vx8qVK7Ft9zs8Y0olJUYAv0gqRyrL5N35ytlM5Eu+sycp24E3TRigUCpHIcoRLzC74NnsGz5eOx12MKsFzOHpC3WHd2sV0Wj8HtyYVXhNq6evlBpueLzGkVMjvwGeiezwNzYqYaNEOzqkIJ1nJ8U6KJWGLKzAubxjHf3Q03+daOEd9wxSEsZrQGoXPubZRWnI5EGcQW8UBafiFV/NvFJZNorYZFc2ohOwwcr3KQpUqaHmn6cTDmzHezhHvmpEz6DCxCYxQrAJiLGsHHk33IyGf/wdssGI1KUu0XEiMOmm1UibV4xdX3sa0+4+B8nLveV6WbNzYOn0DDYpKMQajVGLvqYeGHMEIWqU0aYaAfob4OivX4G9ox/Tfno1xhNOux3tT74I66kqqPNzkf2V6/jzid6ZTj+9jP+5Y29uh6OrF9m3XY6e93cg/4c3ofWJ15F++ToejFNQUBg9BoMBGzduRE5yHrbjXV4eJydIYCpZSsUydg4PTFHGxyxpic/pqEF8vJRKTUQiHZJKxPJAChycwqFYrwb/ThgxfN7WxGq5t20WfH+XEpkmVoeTOMAfL8JaJA34sqjcLZG7qZZIrjJkxlzBYQrCU6CNnFj96B0QwevQwuqRJeXHeI0V4hHllzGCJM2YgewrrkTL88+i7b13kUikLyzFgvu/gBMPf4gjf93iNV6tV8Nh9e7epqAQS1ImZ6BpazXiCWtbD8zVrZj5pxswHnA6nbDWNaLl0X+j4Sd/hDo3E/k/v3soIDVe0eRmIOWcpXD29QNqFeQkA6y1LbDVuxwxCgoKY8NkMvFSHWrpvhXvwjFwcZMIUJnNYukMaKDFVvYOL9cTSUYaGlAVk/Wb6ETPKZVYuVIkoTZj5Ay4WHECB3jHPWosMB6wMjP3RW1mG1CLE1iINVgunTMUkBqvUFkflWRSlpQKKuSjFAexI9arpRCnKEGpCJOyZBlyr/si2je8ifZ33kEiQaV7Cx++Dr11ndj8jRfhFIJQklAOpKAQa7Lm5qF1fwPiifZPjkJX4Oo+ksh0vPo+av/nj2j42X1o/+cr0E+fgoJffQepF3qWryUq9pYO1P/fE7C3ubqAtf37bZiPDF9A6itKIeu0aH/+Ax6UYhYrNPmZsDW1x3CtFRTGF2pJgxU4j1/EkGPKzjxLvOKdadI8TMYsnu3VzlxlvoM4qZQZ8e/LGo8kVqgoesRj1h4FdOn7nyg+pZGgjqIUoN7C3sYefMKzhhbhDCyQ1vBmCeOBPY5NPDuUMSfanE044RzuSEqaihJM484sNflhIEEHA6zwVLgoKAwSkW88aWi8HFHiNIEcU8KwFIZfnDGqPgJOL77nweGkuXOQ/YVr0fyvp2FtbEDO9deN3iGlCeCQ0njeWdQIwx4OKbpLIviiUnXeB4szf7kWx146go03P431vz8XWeWuThDGJBnsZA0yZhv9OqNMwnCybPbrVjILDimz7Dnc5/TuRKFxer5Pql4eyTskg5xSNr+eIXHYn3vJF768MuI8otNELWyHQM4Tb2eU06/nyiEO+1hHh3CCEuh9iojbXZT4OMX3KKyTLDgnZNFDxLeTKIcZfliwrADHn9nPP+NgnVHu0/pyUnnvC97rJLqM7AOfTee+GjS8vBPzHrgBsmp4H5WFZYouLvFY4uX2EnxOTnH/9VFO5hC8VLJKXIY0ojOq5fFX4GjrRsH/3TncAIEvzjGiY8oL0REkbLOgvEJyAIeU6BESp/fzndLkJ8FQkomqO37Lh3NuOR/db2yEeWc69JMLYGvq4G/aeqIaaevnIXlOIepqmmAoSodaOA6H8tPkdayIxdVTiL99gbxK4chHCOSI8p7e//ICHU8VV1R8MOgXaW5uxrJly7Dl1NtYzNZDLxmQKFBpiomlYxc+Qh4rxiRpBn+e2rpX4wTPHoh3PPxMjI7vrn5gg0ha4TzMh8/J2dHpOdzXF1bvlcL4ZAc+QAXmI5Exsz7ui6IOm6Zxlg1Fx4JBSlGBXY6PuNCcvGBZcj6OsN1coE/liM2o42V7bWjCbCxBB1phQmpM118hfom/EPk4JXn+fGRf8zn07t6D/uMnkGhMvaQC6/7vbLx/9wYcetXV3rNoaR5Ob66L9apNSJSOX77RpmjhtMVPyUfDy7tQestayNrEvOPXvXEX6n/1N5j3HUfON67125HTV5mfl7g2jqG7ejk3nofpz/8U5fffCVtTJ0zLZiDrmvVQZ6XAOK8cvXtPQZOdipwbzkXb8x/z+TR5idNVUEEhUcjOzsamTZvggANHsdtDEp4I6CU9L0XsQjt2sY38phEFqyxxWCo1EYhe+Z7CWLAzO/+cEtU5RFleu9kmfDoQWAs1IEXvP5FIlTKxXn051qsuR5E8hcvbSdyeiTwuOE9HNmpwAvOxCmb0YR+2YBJcQXoFBZHEvFJKUEyLFvGAVMNDDyP3y7fCWFGBRCKtPB2fefIyfHT366jZ1gCtSYucisQvS1LwTWJdAriw91gha+In1m5p7IImNXHu8It0vvwRcr5xDdT5WUGLz/u27UP3u1u4e0nSaijdzjVy8HpgcFByNWNy/ctgWrUAxkXTeae7WND54V5oKPg0qwzagky+XsbZZZC1GhgqitHw8Cuw1rfC3tyJ1uc/hqOzF+UP3OnVSVFBQSE85OfnYx5W8IyDPdiM+ViJRCuNmoeV3CWzBRswn62O9SopKMQ1HWjhXrZEhQTm5I6biSW842Yw9LJunMB+9KKbD8sDmfGUm+gPA0woQnnMvFtO5sBRtgfTpYW87Jqyo1KRyYOKSUiGjVl490TqvLcLG3lW1WwsS4hMUYXYoASlokz2566G+cRJdH3wUcIFpQYF55c/eg42/XkX9jx9GEW/UU6yFOIHu9kOWRMfHZu2XnEf1CY9mt87hJb3D3uMcw4kqQ4GNMRm94PDre/ugy4nlTuMJFmiqxze6Y1Jkmte+pfcbvyx7JpGReNdz7nmkfl8kFX8MbmQSNIt0TSqgfn4MlSuYRUNq8Ag8cBS3+6jwI7DYA4n/6MyDeZglArF/xw9/XB0dsPR3s1fU1OYg+w7roE6My3oUjxrTSOa/vw0ut/Zgtzv3RiTwJRxVilOfPmPyLx8NSSdBrJRxwNPqhQj2l/bit5PjyL/7iuhL8uFKmk40JhgCRwKCglFmpSFcjaT3223MSs0QV7oxRMl0lSksSx+YUZeKYXo47rAj/wNBOXnYPQcZJ+iHlXIRTEvARsJfxlvlJnYh24eIHFN6fpvcD7XY/GZwec8/xucjvYdeqSC2mNal35CdnssoQX1XOZN/fXoZpvrPyffL1z/uv7rQy9sMPNMUPLMlWIaspAfkuNrO3sfx7AXbSwXU6W5iDbUHbWDtWCz402UyTPQyupRKlfA7OzjxznyaE3DXF7WlywJ54MKClFzSqmYlxNFJGTHVADplC8dRMCLBXGZgX6vxvp7NjC/rrQEtqam4JY3RseKWuW5YTWCL0en9kwV1au8U0eTNZ4OqCS1Bed+ayY6T7ZBJ1m9HFKpKk9vgDg+We7369PplXSe4+ni133Yx0kdXUL7c/AYVFYP75HolLI6Pb8KWsFRJXpfRF+T6F7y5ZSSAjilQnWaBPI9ic4ocXp3z5bvz0KCjY0twCM6prySmMSPMrC+CSqVsM+7vY++fjNUGglat/3YfbxPp5TgWhIdUrLwer62u/hczX+2Q2XQovTapfxAxPcH4XWYr8cDB63B3U915nR07KnG7P+7CsxOwSAnmN3JxzsHgkTk/iDVBrO5Akb0PPmh6HmalrtA7A447OQJcaLpXx8i8+KlgKxxeUPIF8KnZWBO+tcGZmWA3YGkJRWQzD3DgSsKjqm0A0EsGU6bHd0fbEfG1Wci5YIVHuV9g22Bg/E/aSZnYtK9d8JSWYumvz+Pkl/c7JpG2M6ycPwSk5RUXuM9X1Plw2M1iKHQiFmPfQ01j2wAszlgKM+F7VglGu57HubTzZjy+5uQVDF4h88e9O+MeCzwOpZ4jUfMGWvyVyB/UzgYqwNKcUglDmnI5JkEdFGYqKRI6VjMzuS+nITA/eJ4yCnl9p2x2f2fxNNTAcq36eaH5yJYwGWOFldIKtJBKSVrdrRQ2VcTannJm7+tyEZ4ZvB58hedRjdmYQkP9gwGgelfCgp5hodczw0HjobDR4PT0r/d6OAupAKUDU0Hj2kdsPNhIBO5Q3MOh6vUPFtoMNhVj9NwwIlFGJvwfInkajLzCXsTUxHFoJTb93IZzsJpHEGV8yg/Trc7mtGEGnShjQejiqUpQ55ABYVAJO4vfAKjn1wO87HjSHRW3zELG361E4vPjU25zUQmHi5c4xGH2Q6VNraZUgd/uwGWLguWPn4jVAMuKV9BymCCnNTxcu83noYmxeA/wOgQROg+7goMTtN3uIZn+qSuX+C5TFGeHiCYQmLz09+8F/nfuRbGOeVh2Se1ZXlg/Rac/vZDAy8yeJ7vul/pTsHXL4WhbGxp6xSso+wxnlFGr5+Tikn/cyU6PjmC1g270XvgUzj7rci9dq1bQEpBQSGaUDkMXeaRLDcLeUhUdJKO35yicp0kKTnWqzPBcEY8aKQ4q0bfpW43PsECrEWqNHYlSAOrgh5JYessSD64bXgXxdLkMS/rGNvLBeBzpRUIF+Rvog5/gafLx1RpdljK9ihLiqCM/TJM5w0dTuIQanAcfejhAUGSvCsohIISlIoB+tJSOLq7uQRY0idue+D8WenImpyKN+85iPO/PTPWqzOhUDQ2vrGZHVDF0CnVvq8GnYcasejR60OSgo9E95EG6LLDe/GSsmwaOt7b6xWUChXyRzn7LbBWN/KgVDigbVZ6z+1DwyNlSlnr21D1838i94tnIWXl6I89re/uRde24zBOK0DPvtOwtnbD2tjBM8xApYoAyn54FVKXJ16ptYLCeIEugPTMwO++J3JQipiNpdiDTVjOzg3bRbNCcETntEm5Yxgq5Iubg2VhCUgNEs7vFl9WmD5WKttzwsGF6ME6pwJRIQXXqXAv28wl7HOxYkzb5z28gEXsDFTiMGywwoxeWDHcyT0JKViOcxTfpkLIKL+IMUCTlwuVyYTqX/wv+g8dgZOXziRWx4VBPvOLxTj8QRPMfYm5/olKNDKlihbn4G+XvYWj79QgUbD32SDrYhdrb91WhfzzZoQlIEV0H6qDsSy8mYim+ZNhqW0d83JktRql938T/YerUPOjR2Fv9Wz/HUm0+Rko/8NX0PzMRjT9e/TlMP2Vzeg5UI36pz6Era0HqUumYPJPPod5z30X8178Hmb8/WtKQEpBIQ4g3wrdiT/G9vEOVZS9kGgd+Qhyq5Bz5ghGduYohJ9o7CnU6p5E3fvYFr5/KgQHlbalSZmIZ2SoYGWeKpLRME9awb//2/AOGll1VPcTys5KQTrP+hptlz8z6+Nl1Luxke/r5O6agrlYg4twFq7ASpynBKQURk1krt4oqOzl7hBKP0Q3krj/it9TFqJzysc8XgT4zgSouAn8esz3e6Ia46If/RAtT/8LjY/8nXtgJJ0OklYLWaeFKiUZ0Gh48Mq0djF0xQVuyxC8NM7QfCWBUMueHhhCI3k+p5c9fUxn3VqKRz63EVf8aDqmLs/0Gm+UhyPoRJIwLIsbKsD1vNf0PhBdSBZZ7bGvaSTPHUwdYNguumq8tqvnSvv6mZFDdJr487L4Ot57l4DJfocdPpZvc/Mprb57IVbcZsaLd32Mnf89AUOqDs1HO6BN0uDKR9ZBb9IGdEgFGi8Lb0QDR0AHkEN4nx77g9kCjU6CVraPuL8MdjYZHu/fOSV+h0ZyStV/cAwNGw5i5UNXQa+2+f1sfM3vC+vpRuSsngyjxup3egc5ntyw+yjfcwx+tjrX55Cks/p1kA1NP4B4/Td4rCn/wWXo3HoEjX/6F2StGmW/vNHne/FyeQnfKV/7tTiPyv17qQNm338DTvziedT//j8o//4lUJOo3WN5wmsODJNb68gvXkLb1hMouWElcs6aBV1Oitvx0/U6BgPJUj0/S5GApZkBnFHivjHWY7iv1xgrsTi/DPQ9jAV8nfx4yRTCj7uP5LnnnsMXrryWO0zoQpYujmSm4t26tNDx4VwUIgfFcZ2FVIyp/KKUOldNwZzYrKvwmoMlzINw36DnMx4uGZ5NOkYi6ZDyeq0BWXUkMUkpWInzUckO826LKSwDdtjQiTYufM6XSiP6+okGBXn2YSvv2BYuKMgTic85FRloRC2KMXIJn2wQNAv9nv7cQfKkYmSwbBzCLhzFPixkq5EkpSAalEszYWIp2Iq3sYCtgVEyBT1vI6vBQXyKNWesxq9+9SssXboUarVScKUQPpS9KUbIKhVyrr8OjNlg7+yEo6OL/2vraIOtuRXOnh5YjhxDz8ZNMC6Yg6wvfYF33YpHll1eiKnL0vHHz23D3c8sQ3JRrNdIIVxQ4Onzfz8TVdsa4bAzl0Tb5sSr392MKx9ch3jsvqeOQaZUX2M3Dj/8CVY8eBX0WabwLbeuE2lz3ILSYULWa2Bt64E2IzzrmrqsAqYlM3D650+h46N9SFs7B9GAMtKm/uRKVD/+AQ5/8wnMvOdaHhjzh7WzDwe/+x9YGjsx557PIWW2csBSUEgErrjiCqzBv2CDBWb0wzLwRw4T17CZtyA/hv1YwFbDJKUiHlFLal6+dwDbsR9beTmNQqSJXjC5TCLHThm60Mq7q83EImzH+8hl8R0sjTa7sQmFmIxCqSxsy6QAoA6ewaFwkI0CVOO436BUKJDgfB5WoJ0180DPEpyJaJEjFcHAknk30Aq2AFlS4JJo6oZYi1MoxCS8++67YasGUFBwRwlKxRhJrYYmM5P/EWJDNEt9FRr/8Agafvsgcr56I1QZRsQbfV1W/OPufahYkYnUXOqc55kJpRB+ol21ULLUUyi969/H8OTnN8BpZ0gpTII+RYPcGRmYdWExdj97ArJKQu70NJStyIt+UEof3cNaT3U7tn7rZSz82QUwZIcvIEU4zTbo0o1iguSYMc0sRPvGQ8i9ZElYl1v87atx4u6HkbK0ArI+eq3bi288Ay2lB7Dv9r9h+q8/D12O74vRpncPoOapT+Cw2DDn3uuRVJoRtXVUUFAYO1QWQh226A/wdtA4mB37sY2XqMxly7ncNx5LSU7iIO/qRRemCpEnGplS7uglPfQYbo5RyCbxfZJiYyqokIRU3q9tKuahBXXczEPrVypFv1w8FoL2HexD3p0tnAEpggKBVEYZbmhdj2JP2JebLmVDy/SoYsdQIk1FtEiWUrGEncW7gZJovlSa5nO6TtaKWpxEPaoxBbP5dEpASiFSKEGpGOLo6UHNb3+HrM9fyX+oNDnZaHvtdWiyswC1GrqSYhiXzEThL76Dxj/9FTXf+jlvyS4bDZD1OsgmI7K+dBm0xbETfzqdTtz7he24+DvTMHNddszWY6IR63Psqx9xtaIlanY0oa/dgmPv1mLPf49j6pmFkDUS3vr5Tlz9yFqkF5t4sIiIdMDI3h/d7nvUHe/4UzuQMiUbqdPH1gkumqSvmIq6/24Le1BKNmqR/fl1OPX/HsPkP34F0SRr/SwklWTg0Pf+hUnfuBCp80o8xjv6rTj+m9egyTJh7r3XQ5dFAnmlFEtBIZE4xHbwi2hyTBGUHdWGRpiQxjOopknzMA8rcZztx25s5t9xNdPwblCu8r5ilEszYvoeyIvViy7uXlEyZ6JJ7E6cKHuKupQNenna0QIH7NiB92GAiQdSmlALmamHurzZmRXqMMmw44k21sT3/0VS+LPtu9GFnIFjQzgJp+xcZA6W42O8jmxWAINEyoDoQKL1Zexs7MbH6GGdmCV5nw8ewR7eYIIaNORJnudUCgrhJiJXiKQzEZQ+JOHxHBRKx+kehucE8D99IH/TKH5+QlVWiEoeL4vWCE6pQVQ6A3JvvAHWujr07t3HO/Klnn82zMeO885P6rnpJP6BKikF+T/4JpzdPbB2tMB6ugbMYkXfjv1ofuA/KPjfbwy/hJdjyv978PK8+NiQGsH9onNzRr3ws/1Y+tkcLFifNuReMcpWvw6pZNlTFqgSX1PUCgRxziZ6WczM0wOjcfthl+gkVXBnicNe2yWA/0lcadnH3ucMEEkK/BoB1kB00QjrYBM9Qz70DaLDyeYM5PhhKFqUwx9PO7vYwxlVsjQHz3zlIyy5YSo+ffI4l9Je+LNFyJudgZMfN2DaWQV45qb3kV5iwqqvzsLe509h5e2eZV+dtV187zj5YT0OvFKJ0uW5KF2Zj41/3gPmYFjx1dkoXTl8N1KyWqE3qGFQDX/+duHgYXGq/b4nNQvk5hoef+KtA+g62oS1918CrXpkcWQgH85Inz09bxJ8Ur6WZ3cGdkq5z2NamInqBzuQrDOP6JAS9x+v8V6uJNdw8vnTYdl3DKe/+wim//pzUCfp/fqd3Ak0jXh8EqdPnpmOtAc+h53ffAZpswrgtDtgae6GvdsCc1M3n2bpn65AUoHWZ0ZnMN6iYBxjfh1RXu630JxSgRxWvufBuAuSh/qeAnndgiWQC1AhspSignd7OoEDcMDJy2koa4qyjjKQ4+Gg6u3tRU1NDbZu3Yrm5mb++E9/+jPyWBGMUni7mgYLBSQoM2aFdB5iiuhvkoRO0O77eaR2+ShKnilTKpZBKXf0khH5cF3gF2G4c20Zm4ZP8SEczIZG1PDS1HxWhsmYhU608v28CTVoQDUWYDXqcZoHWd29QORU6kY7f1yJI7w72mTM5vO1oJ5nDpLfyj0Y6to20YM8UnOxPCLL7kcPUhDe5jCDqKFGP+sdMXA0kkMqEPRZzGKLsQMfYhqbhxxp+Jw2ZAIEuUV3HGXtLcJ6HHLswFb2LtKRxQOGNv6flW/PdGQrASmFqKBkSsUQSaWCfnI5/zPMmAGVKQlSkg6mRQu8fiwo/ZwE6PqsJOinuGSJ+plT0fi/D8BSWQtVajJUadE/yWo41o0r7x59S3aF8UvJomws/PxkNB7qwE3Pno326h5s+OUu2PrsaK/uxdbHUzDtzEL0d1nxwl2bIKtk1O5uxcrbZqHpSAd2//c4dCYtVBoJKQVJuPRPq7Dt74ex8+kjWPW1OUgvS8HbP92GTx87ggt+uxLGdD3PyNKbqIQ0OvQ39iJnUSG0Ka7ASzjpa+qB2hiZu6SRTr+e8p3Pom3zMez/6mOo+MXVMBRHr7OOrdvMA6D1bx1EckUOjPmpSKnIhS7bhKLzZ0CdFL39Q0FBIbzQBbgRJi6Rposmf5kFSUlJqKio4H+DPPqnv/EyHHKp6KCHLEUvs5boRy+MiE1AbGLjdes77qCsqNlsGY5jH6ZhHpKRjhPYj83YwNefhP4WWDALi7EPW3jmXx0qUcAmIRO5OIa9sMICPQw8C2sSZvLvCDUGoEysFTiPB6o24y1UsPnIksKfURQIMzPz90Fla5GA3jeVTkaCVGSjEdVDGW/hJFPKw3J2NnZiI7pYO6ZIsxEteCdTUDCzg+8vJqTwLn3k5qJAf6qkaA4UooMSlIoTNFmZId+x0JYWQjepCA0/vh9ychIv50v7zEokn7U4ag4FCsrbxXQahYiTKJ2wl94wXKeeOy0N1z/hKvs7+GY1L/dbdvPAj/tAsl/1rla8++udyChLwTVPnOXV4e+s/7fQo0vc5Q+dgcNvVuHF296HpJLhsDow4/Lo1OUf+sdONG6rxvpHL4vI8lv3NsBUFDlRr8qkQ19tB4yFlOUYfjJWTIW+MB1Hf/osZj1wEzQG4U58BKj851ZU/WcHjGUZWPi7K2HISQprNqKCgkJ8oJZcJXmjybQ6hB34BG/xoFQay+QBABIPRwPqGhjtzBQFypSM/6DUYAe/+Vg1NFyB+aCQqp3ZeZnVQrg6tWUMiLGpg91xHMABbMM0zEem5K0RyEPx0ONyzOBBrEP4FEfZXh7gdQpdjyMZ/NiGtzEnQT1q1NmTgoSRCEoNBiUXs/XYjveQwtLHljEVJH3Obux0fsSdZnPllchh0Q9UKigMogSlEhgKPOX9+HY4evthOXwK/fuOovXJ19H59lYU/OhmqEyRlaLb7U70tduQlhudkzmF+HFKjZWZ5xfzP1HgXbggG1/8b2hlDdPOK+V/lh4r9j17HHueOoSDzx+HrJaRPikF638ZmS6B7YeaUHjGJJ51FImwbMfRZqRMiVyGUfq8IjR9cBRl1y6N2GsYS7JQeP0a7L/97yi7/WykLwtP5xoRyow68oe30fjWQUy6cQVKP7+YBykVZ5SCgoI7BVIZ8lgJzwpoRzPPNNmENzGTLUauFPlOnNU4gWw3AbbC+BZ6h7Nj42Kc4fU8BVOpu18oUCYRlf9RkIjKAinDahN7g2deEdQN0r0kMFxYYYUEGelSZMrrIk2KlA4L89SPhBsq5VvA1mI3NqKJ1WK2FLnzs3ZnC3Y5P+RZdItUZ/CsU+aIToBSQSGKTinm5QEKeGkg3sEW3UiS/8lF51RQ3qkw/z55OabElfaR3iI5/EcbmHPk7dLwfw9AV16ItMvOgXHhLP6XccU61P/y76j5zn3I/da10M4MTYLuK5NALaykXrKjp82Kh2/diRVXFUAvefqb9JLglPIatoWWvRCEY8o9e8a1Dp6voZOHfT9UUu0+TGiFYbXg0VIL7oNAXhnR8cNfV9xnQ/ZWee5K3m4awfkjLC/QeF/eKdGNpQlwR00oV/dCJXyYKmF6RxBBBLUwz+C216XIWHXzNCy+wVWqQcGif17zltdnLQsHC7sgwLOJLTCF9zz4enO+OBvb/7AF82+cM2ZfjehKon2h/3QrppxZBJM6cDdL0SHly3NkF97X5HNKsffeT5B289yB8XJo+3gQr0kkn1eOwlUF2H7bv5E9NRnG/JSh9xjMdgg07LDYUfnyATS9fQir778EmXPoTp8tKCdVoM/N13sKtF0Cud1Cnj9EZ1UwrxmMlyreCXW7jCZJzldGqpLlElvcnVHBcI581dDjBlaFkziEWVjCS1JSkYFSNg3HsZ9nmnSyFt4NLVKZ5iRf70FnRC80Rwuze54zheyuiaIfanTEj1MqXqAACPmCluIsHqCiYWokQIEqyqAKN1poeWBw8LUi4Wsj71OiQwJy+kyOsN04yD7FTGnxyBML21E1R+jeaPM8f3UcPs7/NTv7sQsf4pYv34wHHngAanXibzeFxEdp+xGnMKcT5srTYPaR5clZt1wD88ETqP/5A0PPqTNSUfjL26HOy0LD755C+1ufRmT9tjxbi2krMrD+pvC2c1VQGCsUjIpGy1oKGOvTIpcl2Nfch/RpkavlT52cCWvH6MScoaI16VH2+YXY+7PXecfOcLLle69j3/2fYPLVcwcCUgoKChORY8eOoba2dsTxOShCGjJ5eUwf6+HPUQBqqjSHlz7V4CQvkXKwkc+7xgJ1V6OLTYXoM2BnjfVqxC2DQSIeNIpQ4J1eg7KxItVxsgOtvJNhJNFCh27WiWgwFXN5Nid1KwwnJGv/GK/wz/q+++5TAlIKcYMSlIpTKIWy6e+Po2fz9hGnUWdnIP+XX0fBr4a77xGyUY+CH9wI4+zJaP7nO+jauC/s66dPUnlncSlEjUQv3xsPZMzIQldV5E5O6Pul1o6fk4Xiz85B2pwCHPrD+2FdbnJpOr/kKL/Cs3OjgoLCxOLRRx/FxRdfPOJ4uhiegUU4E5fDAE/fXJFUzluz00XgLmyKmE8qUhfkCoFIDKdUrKHyOp+tmcNEEpJRy05GZNlUkkulaJGEMsuok2E0oGPFEuqMhx2wM2v4lsuoBkJCEaZAq41MMx0FhdEwfq54xhmyRoOSn/8ETs3IPw7O3j6o0vWUGuI1TlKrkX3Hlej47xuov+9FaIuyoZ8UWimfP+ZfkIc/Xr0Vk5ekY9U5kb0zoZC4ovNYQ4Edc5fVo7yAShTdt5+DqeB0C7DaHG7fJ6dn9qLrKYkvioZV2uh2bgo3ukwj2o80I70iMp1wRKbdvhoHfr0Bn9z8FBb/7hLos0Z/7Oit6cTe33+A5p21qLhxMQw5ynFIQWEi89vf/tbveDuzgXI1RgoMZUsFWMTWYSc+wj62FXOkZWFdP+o6dpjt5FlZiRWcGg8nHPQeEmmbxw4b7LB6BUH8B6oEwcWI05nRjzRExinViy5kR0hCPkguinEQkalA8QU5w6hT4ja8h0JWjlJpuHlQqDicdpx0HsJpHOQZZSVjWJaCQuIEpaQBr5T7U6JeSXhCdEIxQQDhNT4YJ4bo8Bnr72qg+QM4rCTBk+VrpcSyfK95Bq6m6YK45hs/Rd6P7oBucskI88vI+eJ5MJ+sR9PT76L4B9d5eThEx4pG9nYGaQSnlEayIz1Txl2Pz8df7tiLwsxSTF883OI4SfZ04Bhlzx+3ZNHxI76g8IRD9KP42I5W2TM4YGGC50oeHqbkZO/3JDikAgzbA5zciE4qX86egL6cEE8EQ3XbeLuTvLe9WvQpCRPIXlI0/w6pQN4sjeACCwaH6MFyiziZOyx47evvj3i/lA5DQ1O7H5PcHw9O4L756DEDLB39MKhsITulvN1Jwv7icEClYkga8EmpAuwLXt8Rny4kwQEFCWXLc9D83iGUz0ny2h9CdyP5/04Mvsd1P1+Lpl112PPjV3DOXy8N6TtA4ynQuPsvO3Dw6QNIm5yGi5++DGmTqIOg2Xs7hojXNhqFrynQMsLtmPK174XqB0sExN/8UL1ZUhjcXHw5Qa2tQjxCQud+9GIBWzPkjfLlqFoirccOfAgHWwSVFL7T5AVYg1M4hN3YhIVYg0RGEgSSzIdHM548U0pIKjiccKIGx9DslQ3k+8gnHGUDLr8PPfwvCS63ZDixoB8poMzpyEECeFsYs5aCIUvKRwbLxVa8jVxdOYzy8PWW0+x5vcWOn/YYljSuDqXd9jZ82vsm9Cka3Pvre3HbbbdFRXOhoBAKSqZUgiLJMnLu/jIafvEgcr57Kwwzp4w4bcrquWh6/A0wR3hPELKKDZi8MA21x/o8glIKCvGCMUOHLzzh6fCwCSfPNkF0Hkqw5b9XvuhyJAlB0bHSfKQdSVkGRJoZV07HK7e8jmiTs6AADpsTdrMdan3wP0MHnt6HI88ehrmtHyv+ZxUmnTc5YlJiBQWF8UUFFuBjvI5d2IiFWDvidKnI5O6bVjQiJ4yd8ig7qpRNxaf4MGzLVAgOalCQyN33ogWJwkswDSXS1IjJ/jvRhmwUROQzjkYGogoqWJmZZzFFC3pfJWwqTtkOYJZuedDztdsbUGk5gCbbaeRqSnGkajdSUyNb4qigMFqUoFQCY5g+BcUP/RSSVuN/uhnFdOscvXtPInVVcC2PHTYHFy131fSgsbUZnfV96Gm2oLfVAntnH9rrzdDoZBjTNLjtF0oKqEJ8EulTUEunxZWpHubzoMZ9zUgvj/yJAwWE6I53Z1UnjEWRk6r7Imd+Ho4/dwDTr50XcFpzez92PbAdJ18/jrLzyrH8eyuhMfg/7ikoKCiIF3ar2YVwBugiS4FuPTOiFqeCDkoxxmCDFf3ogRl9A39m/owVVthggRUWqKHBVCj+u9igBKViHbzrQ3dEsqSiSREm4zB2YS5WRPV1c1GCauf7QR+P6u0ncci6FVrZgGWmzyBNnasEpBTiGiUoleDIhsCRem1+JvRTC9H8+JtQtc6HtaUbtrYe2Dr6cLS3B/ZeK5x2VxaVaqD8hS5UNQY1tClapGeqkJSpQ1qBESWLMlFa6MDfv7Ef//PqUuiMashyb8Tfp4JCPCJrZMhqOexa0Naj7ShcGj4HnD+Wf3spPv7lZpz78GcQTeZ8ZTHeuPY5ZMzM5plT7tDxiLKotAYVdt67DUefPwRDlhFn/PYsFK8ZLldWUFBQCDUwRf8FohTTcACfopqdhA1mXhpEQSUKPNEfBbaGi4vZgCJa5kEnDXQD/+mRhGz+/xocRyZyMVWaG+F3qDBerVjjAfruRCIo5WRUbB2doGOBVIbT7Aj3bmml6InC1ZIaesmEQ5ZtmKFb6jWeygq1TIt2RxP2WT4mMxhyNZMwy7BaKdVTmLhBKfJJeVW8iK4kwTklOqa8rvKkAKZnX8ciL8eEMEuojqhAx7swHA/FdfISWos+JWGYCcO8FElSIePKM1D7v0+i+2ANtFkpME7NgzY7FbmTdDDkJUNt1PK7g3mGLq91KtJ3eAy3bz2Bvi4HHv3qPqy9thDrz9VDdvMLiL4mrXBXUi981uKuQoYez7fo6Rly+EjPdQgHXLPTM4vCfZ3o5cV1FF00asGtJQu+HXdvEV/HUXz4AV0xkv/xojdG9FiJZWdik2u1j1CKl2cq0O+YsAjyILnjftruWpz/O9Qivrxag4HTQcTPUuXmsaBNqBP2H1kO8FmG4NsxZRtgrm5Baik5jYJH3L9Uwhe/p7oLU26bDpPK4vM9ijgQjAvJ94eZtjgF23otMPa1QZ+mG3reLuwLjjE6pUTkVCeueOJ8vHTTm7jyPxdBo1fDabWjo7ITB547hoPPHYcpzwi72YHz71mL0tWFA24tc0iv4+89iATznsTvuiPsTqnQ5hePA74ceMF4qPwRCQdVIL/cWF1bY3VQEWJRLs3DfPgCFeIXX86oYMhDCY5iL+pwCqnI4IElEjTrYeSSYAo4hVI6fIBt4y4dmalQTF2vpOFjbVQQz5vG6HuiDtGJRfSCFolP5LYT7fv0ncpDcViX241OaBG9croSTMVx7MVMLEY0WVxyNXY0vohqfTVKUxYATS3ocDRDI+mwyfwSTH2p6EEXilDOMzLfs74Q1fVTUBgLSqbUBMEwpxy6kjwkzyxCzmeHD6IpSaFnOc1ck4k/712LPe8046N/1uK5X/UiLVuDdZdn4syrspS9SmHCcM7PluGlOz/EBb9di+zp4RNsWvtsSMk3IlpkTU3B0XdrMPeKyYgmxgw9Ft46Bx/85BOc85u1sPba8MwX3uCli1qTBqmlyTjvN2uhS1baFisoKEQPCjhNYbNQheOowPwxu+vWSRejj/XgNI5gO97jNz0zkINSVHB5soJCvBDJ0F2OVIh6dhoH2HbMkpaEbbmdaEESoue2zUcZTuMoYsGC7Ivwcd2TKDa51Ad7rRthYf1Il3PR6WzhTRQypJyYrJuCwlhQ8vkmCHRClX7xKjS+sD0swnPKjFpwbg7vwPfgxnm44YclOLi1B9889wBuPucUHvtDC7raE+1OmsK4wyvVMLxkTk5FWkkyWo63J3StQXppMg6/WolYUPHZyeio6hoKUpWfVYzuhl4ULc/DRfeeqQSkFBQUYkIeSrkLqg2NYVkeBZ9mSIuwSroAS3Amz+zYg03YyF7HXrYZHawF8Uqi5xgpovNQkCKeZdQL76qMsdCDTiQjtIz1sUClcVTOS2WD0UaW1TCoU9Ftcx0vZmtXQScZ0OvsxFKcqQSkFBIWJadlAmFaMRNt/3wLHZuPIn319LAuu2Khif8R1toWPPNIG+64tIqfCqxco8WNX05GcZkiJg4byrlVXPDuL7fxEr4ZF5UjUSF/08FXT+OLz10Qs3XQmrR4+/sf8cenPqjBiq8vwLxrZ8RsfRQUFBRUkgpFbDLPiMhEeB1/VL43GbP4n4M5eEnTEezhXb2MMHGZMknWle6i4UMJSsUeM+vDAWznwZNwQqWxkxC9c4Z92MpF59Ho9ueLAtMM7Gl+HbkoQrX9CAySCYsNZ0NlVsrLFRIXJSg1gZBUKuRcugQNz21F2qqKiJ3sFJZq8Y1fuU7gKFvq9ceb8PVbW9HXyzBrvhZ3fcWIxYtimP0QxiyUlp012Pmj12DIc+toMcJm9eUscUcacKwMJveIH8/geIXgcdgZGg93IHd6+O+g1e1uRvXWRnzxhfAKwvvazVDrRJtN5Njz7AmULs/lwvZYccmj52LT77dj/7+P4MI/n4HSVeFrw66goKAwWig4VIkj6GYdSJbSIhb8ItcO/VHXrCbUogYncRR7oGU6FKAMBZjEpxsPbGSvQQsdz14KFDAK1zQk2J6BhWNY64kBSfrb0cydROHGzuzYhy0ow3RopfD6n+ywwSAlIRpQdpQV5phmJBWaZiBFm41P6p5ChpSPBfr1PEDmRH/M1klBIT6DUvS76SUyDyDsFspsxAtyrwt6UQju43pKcooT+R30Fp+HW+4ajqBCiCJ0UXyece4C1P3zY3QdrINpZrGXJFeUGxM25vmc1Snj2NZ2lM1PhVav8pIsu5OSrsKd307hf1aLEy/+tw8/+XEXmpocKJ+kxk03JOHSC40eonSboOR2CpJnqywquwGn0+oxbJZdguhBuuVh2bUEBp2wDI0gBg6WjPkFXBI/9xcXeQSmfMmHHQFE0KLAWxSXi8N2cf8WEV5OFvdnOQixuDPAMoV92ia+7wBxDpXwAqogvnKilN5rvNt2vvb+pXj81s249sFlyJqU7FNsrmGOkKXhu587iV1PH8c1f18Hg5bWx3P/C4S3aH94nRqOtSA1RwejaniZgUTnoe5r7uLnI6+dwufvXQqTut+v9D7QdhlJpB4M7/56Jw69cBLrvjUPM9bSiZ7r+xqor2Gg1xQl5OIPXqD34PBxzBbnETt5OYV5AorQRQG3MH8gEbos/Nb6Wqav41G8IR5LQhadBxTIhzbs67zDzmRFdD4B5ehFkitbaja8O14FSy/r5nuoUfLvvaGbhZT9QH9EJ2vlr12Jo1AxFc+eovKnQKJ0Wet540/SeU7v6BF8omIZknsGSJjvh5FLi7oUVkjzw7tghTEzSZrOS0kPsZ2YIYUviGdnVmzFeyjDNBRKCZpZPvCdaGdNMEagg2AwsFaXKqLX0Yltfa/z9VigPcN1fs/YqBs7KCjEA0qm1ARDZdQh64IFaHp+Kw9KjYZTuzrx4E27kJylxfobS3DxtakwmALfwdPqZFx9vQl33ZjE7wa++ZYZf3+8Fz/+WSeyMlW45mojbrw2idr1xQSnw4lH1j4DY6bedVHv6vLM/yUbAQ8qDlyk8H8GTtTs/TZsuuYx5J07A7P/33mxWXkFn6QXGvH5Py/Byz/ejZufXBOWZTqdTmx/7Ahuev48qLXhv9jXp2hgM0fPx0YZUpZeO0xZiAmtJ7tw8NVKVJxbjMXXVcRmJRQUFBRGgIJAW/E2zGw29FLoDSjofGcvNnOPTi4rxiRMh0lyy672Q6qUycuECJco/SgXpbMhUfo0JAUIdEWS7ex9WHh2RvA3cRmcfJ4GVo3lOAe6MGfNKIyNudIKfMLe5BlB4SpP249tvFQ1Twpv171YIPPbqbF15h62bOXfo8W6c2JWQqigEG6UoNQEJPviJTh464Por2wCZoae7rrl2TqsvqYQM9ZkYcPDp/Duo6dw3g15WHJuOtoarLDWd2DqLB1mLDD4vRt4wfkG/qeBjB07rXjgkW488HAPdAbgvAt0uPXWJGRmRi9dnW4UGrMM+OJLF6PF6rld+uxav5kHFoeMbV/5F6pf2I3iy5S7f/FE7rRUWPvCdwKx59lTKFqUHZGAFJGcY+BBomix4ovleO/ew7jq99FtbTx4sfbGD7ciKUuPc38Svk48CgoKCuGCgj6ZLI8HhKgTX6h0oo0HYVbgXFTjOLbhXb48CnZRuVk/evk9rjwUQfZTosdF6QMlaFZmRTWOYS8+gZ05kII0lGAa0qXo3l0g4TNJ20cTWKpnVdiBD7GCnau4s+KwjI9K1PQYexdgCm71oXdcBKSIdDkbh507Yvb6jbbTaHHUY7nxM9A5lYCuwvhBCUpNQLRZKcj+7BLU/GUDCv90aUgnA5ZuG3a/2YivP70YhdOTMfOMTDRtr8VLD9Xh1UfqkVWgRX6BjL/8uhlL1yXhlu9kIXtK4OUuWqjF3x/O5I8PnDbjkYd7cenFbfyiddkqHW75ShLKysMjSh/x7TI28riAy5Sw8PeXY/PNT1IdCvIuGnsLaYXwYcrSYdNjx7HqpiB2Rj9Y++3YRllSz52LSGHM0EY1Uyp7cjL6O0MrPwwXu54+hsZD7bjsvjVQaZS7fQoKCvHJZMzGNryDQlYOkxRa6U4tToFCUElSCqZjISaxGTzAtRuboIYaBiTxXl6ncBCT2Wxeuhfo/EEraT1E6fWoxDHsgYWZYYAJJY5pyJVL4vo8JF8qQQurx6f4APPZKmgkpdNqvEDS8F34mAdSxwp1mCzB2M694g0pRs3r+5292GfeyP1ZqaosMGf0bmAqKCRmUIocFyrm33UkujoCuJECtXb3pWtibp4in68RcDhAIX0EvNMBNVYBt5PgyXAIzqiB4ayr1uDobQ+i/sNTyF4zdWi81em9S1jcnjuxvRGmTB1yKtJgG1iXGSvS+B8FkOgEqFDTjtYmO/7xx1Z86YLTuOoaI277ugkZA1lPspDmrRFST6eVanHPr10nJx2dDjzwaA/u/HI7ensZZs/RYPka/VCm+KAGoX/Af0MfGf31s07Xxzewjh2OTrABB1NPqxVb/nF0eJMxoNuu513I+PpJlLLs/8MV/SX8fSTrsfxv12HfT15D5b92YPYvLoGpfFiE6AjkdRFHC4oH0XkiOqYC6He835MziGm8vFSi10oVYHrP5YmfveiQEl1IchAuJZX4pRB8YeTgufZPC/HAlRtxxs2TvL1ZUuDPdpCWY63InZaMtGT/HinxfYi+MG+nlNt4lculZFKZ3Z5iIXm1RO+QPw7vaUTBZL3H6/FlyIJfycvZI4wP8Jq+tusnDx/AjLPzMXddOpngAq6r+Brid0L0XqnFz1Y8PgrHHoe4v/o4IAfyToXbOSVuNruwjr5cSMF4pyJJoOOn73mc/t1bARxSYvbqWB1UvpYp0W+cHNuyDYXYQIEoCkiRfHwBWx1SsKcV9Zjl5qP6iL3K/x08ZzpHvoo/rhsILFXhKKayuUiXsoPvEihNRRGm8uU0s1rU2I/jCHZyoXg2iqCz6T1/RQZ+ywefkww6n+JwotfSi2ZHHfpYt9d4CqaJx7hQmCMtw0l2CJuxAYWsDJOl2YglqlTPsko22eX2GkQ+3eAxbG9tDdhgyJ/bCw7huGcJ/DsYDbKkPNSyk6hllSiUysa0LAvM3MsW6ZI68lapIxjYlDXD10KSNTbB3hO9O/n3bQlbD0dPj+KQUhhXKJlSExRVkh65XzwTJ//yATKXTYKsDW5XyJ+biY4GMzrqzUjL90wbdT9Jy8xR4+5f5+Lym9Pw5G8bcP6aJtx6hwk3fslEOehBr2daqgrfuDuZ/1mtTjz7TD82bbbwjKbBpdBjG1RDWU70r5W5AhN8OklC78DvPg1PXZSM5lO9Hhd7ZqeNj1x+2xyMBW2KAYv+eCVa9jZg3/97HsWfW4qiy5WOL7FGa1QjtyIF2/5zGouunjTq5bz4g1049zuzMJ6g73NqTvRTwFtP9/DMyzkXep70KygoKMQj5ZiJT/AmWlCPbBQEPV8astCBFmQid8RzJn5DD5OQx4pRhWM8iyqdZWMq5obkjKLl5EhFyBkUpTvbUIuTQwElr+kH/2/XCJniwwNJqjQwhx296PGaPw/FXFo+FsqlGShl03hGzTb2HhZh3bjpNJjIlGMWDmAb8lnJqL1Fh9gOngkYaSjj0Ix+mGIlpY0SPejgJZWBGh0oKCQiSlBqApN+1jx0vrUN1c98itJrlwc1jzFDj8lLM7DnzQasuynw3ZOyqTo88PdMbNtswfe/3o6CIhVuuWJ0P1BarYwvXJuES7/g/ePY7fT8Iepwevqsam0ZHsONds/0+wZLcNLRYEmdVYilj9+MnXc+jf6aNky96+ywLl8hdK789Tzcf9nGMQWl1HoVpp+Zj/FE8ewUbH+pPuqv+969h2BI1WDaOs8LNQUFBYV4hMrLJrNZOIq9yGS5fv1P7uSiGCewH+VsZsAMK5Wk5qVThWwSjmA3DmEHFuOMUa9zqpyBVGR4ZeyI3fbkZP8liY42V9evSEFBqIVYi5PsIDbjLSxlZ0KrCNBjSrKUCgMz8dLQQoyuY54DDr7/RxoKjFJGlgnhPZcfCcpIDMHtHxaszIJOtGImou//VFCIBkpQagIjyRKm3LEee7//HPLOmwVdVnB34+ZfkIfN/6kOKig1yNIVOhSVTKzdTWXQYvEjN2Dv957Fnu8+g+m/vAqyWrn7Fyu0ejXf56l7niyUpgVDy6luNJ/oxiOf/zCI0g1xvKvc4XN/WoyU3LGJQx//xh6eqRgOeIWrk6HpZC/sVmfE5O2+aDnVgymrcxWXlIKCQsJAF+c1OIkqHMf/b+8swOM4kjb8zbKYmWWZmTnGxHGYc2G68IUvF7jkAneBC+OFGf5wHGZTzMzMsphZWpr/6ZYF07vaWdKK6vWzXs1OT09PD9XUVH2dCfdGC41FEnZgHWpQiXCwVGV1mEMmVk7ielR9iWxpCILlUKzC71xnKlxyr7+IziEU4ah3EiHnLmUo4o6UI3KbZIYnxLH4QWmQajk9DFyY3RksBTEP++EzZk2rLdeAWuyTtyEngOmmLNqSEQgnH0F0BZ3iJZA1MhxkMTzUkFLVnBL1H5xJWHioQyWr1akik6Eqo+EPWQ9RDseu0o/CfFHXKHxoGqKn5GD/G39iwN2nwOpEF0bUDRo0Jwlf/Gs7youtCIszOmisiLTo4TTU2xESJPHR9tqjYyI67dALYkcmUbPFiRiSTWNRTDfKynBykzBf1PTRC/pMDrpDKoh6JK39KAFDnzgfB19bjA2XvYEBD5+DkKx4t+qwC5poOhUdITVNKjW9qOafXOtOOcz3VXNKaJPGD8PsivpL2nb7Wm+UEKxj0+6vp0VLKaWfCQ+uO775R7vnbXrpwlWIjgAMGrNrTalj/RysadOsYgMQt1B2qA53f+I6zdSZz6yjY1rSaPDLO0fx83+34eIHczrUbxL1mtT0nETMTYBGx/SNNLAzR9jeGvQbG+GgZaVch2e6VhZZ61qDSljeJmp1CfNZWrCTViknVTSgRF00Nc0p8aIutlk8x5zph7HRjlzV4dAGLzSgPLleulO/p5pS4r1KJ3lWXk1zylm7WRmNljSl+hqibstYaQY2YwWS5Ay3Rp1jUUCxciJP+3PmlBLrZxpTLVEmWqfXICeIxp6ApFVGk0s5yohhqbZBMW0vLBGWV7ZDtnXeeZAopXPHFOvjZK4zFbiUedmitBWb4pQvkfQGZbq5VFWtmNaYlGlVUqoQWV2mjDizC8t3CsK1kb2cc3dfModUAlK8XvV0nOzUZneHfBxELdzrHx0fLbCpw3qYppsRHY8I7hbtbgd22LAOi5CDznVKsXt5S+rkfmzn35TaSvRW+lboCuGUzL/OwIYr30LNznwkjFUfVYal3ITFG1F2pI47pdyFRZfUVHt3c+rpZF07ExGTBmLPA1/AmBSFnDtPhSE2tKub1afI21GF4AiDz9FW3lB+sAaGIC3XtvKVoDAt/vy8EMdfnuo3x8HJ16birjkbsPr7YkTGGRGZoOcRXQaTf6KYju6swZs3boYpVA+9SYOknOZjf+SJlLpHEETPIlqK5+l7LCXP3VSaEC8iTpjrwAqlk6SvEC5FY4p8IndMLZN/Qg6GcmcVEVhqUYXBGOv18syh4q0Qfr58CGMw3a2yBh4p5XzwmVRkYxtWYzxme62N5YgOEXIMtstr+WiZRphgRAjXtvLXOtbKi5rPf5ldP8JQh2roQVpSRO+FnFIEjHFhSDlnHA6+ugj9Xj/NrVFlolKCUZHXgEwP7lWnnxWED9+tx/Xnh3XrYYo7i/BhqRj9/g0o+nkTtt38DtKumIm4430TVifc5/P7tuHcR7tmZJ/CfbWISfXuLd1PrxxCU60VZ9/ZrOlw+wcj8OiZG5A6KBSDJ0X6pX0seumC+7OxZVE56iqtqK+2or7G1jpiJUeSFMGnGq0EU4gWwRF6BIXrEBxpQGiMHmExBoTHGRGVaEJEvIE74nYsKcXEs1Iw78Z+qC5pxN41FVj3bT40WkrdIwii55GD4ViF35Am5yBMUr8OM7HnchR5nLq0G5tRLVf0yTS2Zp2p6aiTa7lTIU8+yHWn+qL92BUckfdyZ6pO6ppHRTbKo7u6YmyUyXo0i/k3yHXcmTka02CUgpAkZcAuy9iApT7ps4n0x0gcwA4U4AisMHMHEotuZE4k6Vh0cvuRKtlvLPJRBwP/6HnSofHYhzm1gmBCEJ/HHFs2WDFZOoFHS5WjmAu5E0RvhpxSBCflvAko+mkr8v7Yj9S5bSk8HRGdGoTyo/UereOcC4Lw8vM1WLq8CTOm9V0By4QTRyF6ykBsvfZNRIzPgiGSIqYCMcKczqhByqDAiGCKDJ4Rj1+e34sdC4sxZLbz9M32aHUSGuusMIXoUF1ihk4vwW6TuSOIOZBCIvWIjDdg58pKLPqogJe/9rlm3QWWGrdrZSUa65tD8odMjoQpVP1SP2p2DP+4m77XWGdDZbEZVcVNqGLfZRbUlptRfLAe9ZUWNFRb0VBrRWOtDafc1g9bFzang4THmTD25CQsfucwNv1YiKyxfe9hiyCInk2wFIo0uR/2YDPGyOqOEuaUaoBnNhMbYYsJnh/GbgyHe4PR9EZCpFBMxBxslpdjL7ZiAEZ0dZP6BEzPbCK6bpAeNlrlJnk5RklTVcsyh47lWKRUEXJ5Wl0JCniUFIOlzRbhCBcoZyMKsrTAEZjMz+MWR1YVyrkriYmlh0jqWSMGyYBBGOX29jDnEtO9akIDF2Vnf7OUwxpUw4pS3n7m2GIRUePkNucZc1DFIhGybMc2rHF7fQTR0+gUpxSPXNTIruWdBP0GVc0pB70Hlfqd1iFMim1oHxXgBAdZDGF5x20UK3CjTjVUdK9kITXcbhMeLIVpq+1YbrIhCKmXz8DWV5Yibmo2tMa2Q8Mi6rbYdQhPDkXZ0Qb+t/jwKtKSvh4aosHFl4XghVdqMHd62wh8euEtjF1Fn4Tlcjui/K2xnR4PwyQppx00fYScdzUNFDU9Egd9Mq7n1fabJjQYiRdMw97Hv8eARy/kv2nVDgYVzSi18mp6Ue7oTmnEfS3UobYNjno4Qj+KJ4mkrhklatGI8xmH15YiMTvYYb87W95fHNlajcL9deg3LhLxqUbc+dkYPP2X9Rg3N4K3o/hIA/J212HPmkrk720WGg8J1/EopcJ9dXj2wg2ISjDwFLq4FAN+fGEfTr8+BVaLjL3rqhAZasP/rt+Lpno7v/a8cOUWVJVaeISTudGOmkorlxkZPjUM97/X36F97XWqnGtGuXZKIRxIZHZbDkuJNMDmsC+by//rjC34+fm9OP3WTIRp2970DZ0aia0LyxCmafRat0rUkFLTWxLLO5wDQti93sm1xi6UsQkXfo2Tc1+5SmF5D681YiqE3cnyDvtCVffKs3NA9Tx3Q5PP03U67kvXx6uD5pSoMSXo3Tlce1gbBZuA7QtJ0B8k+i5slLzl+Jk//MYjWdUpxR5GbaKR5oT2GlOHDh1CdlY/1Mu1rQ/Q3qARtI3KR7W9gGBE7KtTTEslZcpprZA21NQUMI2pFoZhEpbjJz6KYWdF79jrlY5Dw+8bFNOK6GGGoM8kJSlT0msHKF+6BBUpI6aljYImVZBjRLW9sckj/TBVDSlhGySdUoO1FYsErd4I2RqYFFKrbOWOoyCEIgpxGCCNxHp5CSrkEkRJcXz0uXrUoRLFqEQZd+KwuCP2INSIen5+bZCX8t9ZmhtzTkXKsTz1jY1iGYkYnnJbiiLYYMEubIBVtoD9k2HjjqKWyKYZ8ml8tE1/wpxLJgTzjyvy5APYglU8jqo9rE9Y9FSjXA+T5NuAOQTRHaFIKaKV2DnDUPbdGhz4bDP6X+I6Ly86NRiH1jaPBOEJl1wRjFmTSrB5WxNGDuvbudGxJ49B4ecrYS6rgSHGvZEPCe9gg+2xSKNAcWhTFbb8XoLR8+Ox5P1cxKYYMWxmDEIj9diysARL3svFkR21sFnsiEwwIibF2Bz5tKISOWMjMOeSROzbWI0dK6q4vtOOFTY01Nrw/WsF0OqbHeA3T9/Mbc/QCB1ikvQICtEgc0g4YpKMiE3UIu9AIxZ9XobtK2tw+/wdOPXKeCRkGPHpswV48OP+ARvO+B/vDkbxkUakDVemuIybH4s/3snlfUAj8BEE0dPQSXr0k4dgL7ZwIXNXWjIsPYc5lNnDsydkZmZyzZoj2ItBGI2+DEvnS5TTsBubMNRNLS/CFwJnM7Eoot3YyCObmPYacxglyGnIxCCeIhclx/FRL1l0ETuXWJqbAUF8FLyWES7ZC+sCHOatZsswJ9Uq/MrnS9CgGuX8bw20MKH5xXgYohCEYBgRzAc6ycMhVKAYK/AL4uRkPsLmPmzlo27GSIHRwEyRshEkhyISsQ7XG4NsQikKWyPACKI3QU4pQvE2ZdhN07DqH98jbf4gmGLboplEojNC+OhZtWVNgDC4iCuiY7S45PxQPPdKNd55OQ59GRbun3DuJBx5/kfkPHx+VzenVzNgSgyWfZwbsPUtfOswLn16GHQGDVKHhGHZh7l46vz1qK+yYv/6KvQbG46TrktHZXETzrs3B1qJRTvJ+O2dPJgb7DjzbynYtqwSJUebkDk0BIe21iB9UBD0Rg0sTTIMBnDnU1i0DhoN0ykQI/2ap8+8Lgm5exrw0/sleOuhXJ4GGBSiPZZq4p7BeWRPPUpyzRg5O8orLQ/miGMfi7A6ponFNKX2b6zGgAn+0cYiCIIIJMnIQi72Ixf7kIEBHZZj1072oMm0YTyF1bsWi3iEEEvp68v0wzAeLcXul6Qt1bkw502gKMQR7liKkGIQgRiEyOE4gO3cAcOoQSXS0Z+fP2Mxo3XfM721Q9jFnVdMs4k5m1hkFDM3WAnmbJJ5/oW9VbfJ1eh1CUjj0VNMJyoXe7ECB3nEElu3u7CIrxLk8/RDb89XNpiCM1i0FOsrckoRvRFyShEKYkYlI2FyBna8sgJj7j++w3JpI6PQb2ocPr1tLe59fxD0BvcjHW65LhyjZ+ThrlsjMKi/f8Njexoxs4ej5Nt1Xd2MXg0zXn95eT8yRgZOT2rm5en48pHd3Clls8joPz4CGSPCMWZ+PD59cDf3B3311EFc/vhAXv7wtlps/L0MZ9yacawGG4ZNa3PU9BuuDNVWTfVsR9qAIFzzn3Rcfn8q3v1PLpZ+XY4/Pi3FCedHu+yzpQtK8dmz+SgrNHPNKpZGOP2MWJz5t2SERXUQ7u8BzJmWMjAYq74pIqcUQRA9EhYdNVAexYWVWRQPE1buCKaFtBkrsXLlSkyePNntdTAh9Sg5lmtL9e/jekrMoaCTdTwqpjl1i+gM6uzVPFUsUMQhmR/fLFWPOZfYKHZM2ykYYahGBepQwx09TEi8xSG1SV6GkZiKEVLbucQim3yFRSSloR//lMlF2ASmZbYFY+UZ0LhwaDXJDfw6wEYsZC4x5ggLl6PQH8MRKfnnJXwyMrAFK8kpS/RKOueKrpEhCZpSjvpLgiaUWIeKPpOjvpPn+kuiCJSjbJWkoj8i5GWr6WA5aaPDT55eYzzsFweNlnY6RwyzXYsB10/Hn5d+iKLNRYganowGm9Jx1GRvPmzmPzgOH175J97910Fc/OjA1gtko6x8YG0UtD3S0iVcc2UorvhbCX79Nh56k6jtIWrdCJotwiY6+02MHBEf4h0jS1Q0UlTmixpSYj8zRO0tVkbWG2GrN8NilplqorJOQf9LXIcs6AQwTZSiX7dDHxmE6AnZDm3QiVooTjpSI+rjCNst6raIejailo3Ow+NZXB+LIFJDTWNq7YI85G6twi0fjoZesqruS/HY8IYh40IwZFyOYjvKDtbgyKYKTDw1Dut/LsXD345A+iAWjWhBRo4O/zk7F+ff1qxLYhA1zxx0s1wf36JGGsNkAm76dxKCTTI+ePwoDm2pxvUPJSkcyjarjF8+q8CnL5WgvMSK2WdF4oKbsxAercOS76rw5SvFWPhpMZ78sj8yBwe53PeO+k86h/KzzovDZ08cgemRDO6kEvWWRA0o8Rxy6AfhWLCovel10EwTjncnF2TxesTWqphSOSc04r71UIMKwrFgc9JGR807Nd0/z4559XPIc00px2uN623QwbVGlF6YbxHm64T1O9vXVuEBhLVJqw3cgxrRPWmv+cQ4XnMuYuQE7MM2DMX4DpeLkRKRIw/HzCmzMAFzPNKFYc6oNVjIU4oiJWVajzvYDh9VTEdXKrWM7OnK1CSNoI0kV1Qqp82izlDna0q1wBwV+TiINA+iVzqiRq7k0Tcs8kQr6SBpXd8ztKEhLvuheoTS+WAOVV5XQjeVK5dnYc/tyU5zXOdB5b6z1dQo54cp5R/kHGUdmnqlpqpt/2FleUEzimks7ZLX8aihQGiFMZh+ExvRsj2VcilPp2Oj0zGnFNNla3FAsXOQPXN8XPQ/xMerDx7jC8yJPG/ePKytWYyh8jiESsoXnLVyJR8lswIlPDKLOcqiEc+daSyKaz2WIlnOwmBpjM9tiUI8v7uyY5ZFYhFEb4JeMxAOmOLDkH3ROOx4bjGmvP6XDssxZ9I5z03EBxcvxK+vH8G8a1uiPNS57x8ROP7UYjzyZBWevr/vjsQnaTWImDQAuS98j+y/n+pVHZaaBhx5ZylqdxVAttmhDdJj3/O/cwenRqfhRpalsh6G6GCknzsGKfOHojfBRqk7vLkK/SdFc8eGyIrP8vmIdB/ctRO15RY01FhQV2Fh+RQYPDUKsy5NRcpA5wKyWxeXYcuiZiNy7ImxyBwRDlOIdyHtp9+cwXWtFn6Yj+VfFsNubXsIP7S9HlHxvkcfqcGMuKv+mQyjSYvPXylBbKIeF94Sj7yDTXjnv0XYuKyWp/GecWU0Tr8yHsFhbds699wY/nn53lzcfd5ePPfjQCSm+ZZKwiKvPvz3IexcVY2hU7pmZESCIAhfGYCRXIeGjZbnymnEoi/Y6Fos+oJFXrgrpswehHPkYXz0rYnyXL+LMPckBmIUT2dMlpkjybv78VF5PxeoZ46DaMRhJfbxl7iSlakPMbe6nTtnWBrVUGkitJrApbIFgkp7KXeKOnOM5suH+DHKxMI32JfACvOxkeGsPDWO6SsxnTNnGmpNciN3xDA9p0SkIwThCJG800xl5xHTVWIpejVYzUema8Fub36pEBXV+aP3sqjGxYsXY9zYcdiApZgun8JfnrPILqZh1YA67oRiIxWyqMYWIhCNkZjC278WC2GSg5AlDfapLazPI+RoHMEeckoRvQ5yShFOyTp/NPJ+2oHc77cj4fysDsuFxQfhuleG48UrNsPSZMfJN2W6Vb/RKOGNl6Mx56RinDKrHrOm9d2RJFKum49d17yMimU7ETXNsxuWtb4Jm699BzEzByPn5rkIH9I2ApAGNtibrLA2WKA16dB4sBhb//0jjFHBiJ3U8T7tSXx6zxbYmmwIjTEgLNaA5AFhsDTZsHNpKZZ9nIeju2pQX2lFeJyeO5OikkzoNyYcsWlBaKyzYc23hXjszHVc82jM/DhMPicJ6QOCUV7QhKJD9fj88QNIHRiCwoP13EHVWGvDX58ZhGEzlCMXuUNTvQ1v3LEbocdS39KHtL1xffyynXj+z8CI2DLH1CV/T8TGZTX4+MUSLHi7DHU1bVEjX24bCFOwtsNRNW94JBXlRRb848y9eP6ngYiK896ZxtIbs0eG4ud3CskpRRBEj4U93GfKA7kI9wR5ToepNex3lu7HUnDWYwlGy9NhlNx7MZeGHJShELuwEcPkCX02fSdICuHOP+YgGCfP9LgfdsjrUIMqpCMHIzBZ4dhiEehWmUUWSdwZc1DeiY32pRgreb6e7khZ3SHssy5EtJQAi2zGQO0YnrnCnFBHsZ9rODWigYvys9+YCHgIomFCKI9YYil0TIR8B9YiUo7jEWaxSOROGiZQznSgdDDwOljKG3NOxcupGIyxXjkQj8j7eLtYlFQ8Ulp/f/jhh3HzzTdDr+/8l3mMMWPG8G1go/gtwbcKB9lAjEaa1K/DZcOlKIyUp2IzlnOh8hTJN/u7H4ZiHRbz0QgJojdBTinCKRqDDoNuOg6bH/oZ2opyDD5/CExRzrUS0oaE4baPRuOlqzZzIee/PxThNGJFZGB/PR6+PwJX3FyMDX+kITqqd72JchcWmZLzxOXYd9e7KF6wFtn3nQV9pHtDPx944TfEHz8M6VccB62QnscMKK1Jzz+MyGHJGPP02dh09wLk/bANox6cB62+Z18CQqINmH9jFj68cys+vHMbSg7V8eGOdUYtBk6OxnkPDMKgSZEIidQ7TROafVkqGmqtWP11IZZ/UYA/P82H/Vi0OhMEN4XpsGdtFR8db+DESITF6PG/G3cga3gYknKCcfG/Oxa2Zfz+7lFkDg9DzqhQNNRYYQzWYtaFiVjzfTEL1Grlne0TEGie/6Yf8g81YdGCKuzaWI9Lbo/HgJHqzmF2XP3zjSzcedZe3HX2Xjzz3QA+AqC3nP/3NPznLztQU2FBSFTfFvElCKLnkoGBPHJiE5YhSx7cYcQUi3YYIU/GDqzDOizCGPk47mhx59o7RB6PVfiNix0nwf3o9N5GP2koGuQ6LnrOIsgSpXS3lmuQa3nq01TMd+pkYvvGcMxJyJwwQzEB22yrscz2PUZqpiASPfsFqkEbjHgpjTtKttpW4oh9N9fmYvpRIYjgUVBxUgqPcGrtH7nNtkxCOndiVaIUh7GHO2laHDQswqz5n47/zbShRmAStmMdluFHhMhhPHLIVZRfuVzMR6hkoudMJLwWlRiOidzZyxxlLTz44IMINMlSJuLlFJShCPk4xAXZmYaVq1E3W4iVEjFYHsfPeb1sQLzU5mDzFHZdYc6tPBzwug6C6I5Isiju5APV1dWIiIhA2qsPQBMkODDUNKBUdDVkL5ZX1Z1S04xSKe+WrpWr8s7aIBQSgxVkUatL8OPIWkHnyqDcKEOwMrc8OEg5HRWkHK64cnMuCj5ZidIthcg6dRAG/GUksjOV60gzNac3lefV482/rsOgUUG45vEs6I4N856mK1OW19W1tVeWccNfq8B8I2+/Hs1vgpZ2N0Bnu8Xs5JC1CHoglXblTS/fqhRSzjUrRZ4LzMr5+U3KqI1Ks9IQqbcq3840CNONFse3N01WQZ/Erty5kiSj/LdNKPpwIdL/cTbChqe71FyRbVZsv/xlDH3vb3wUM1HLRq9VagG0OK1Ynx94ZRGqt+ZiwmsXu9SdMmiUdZgEPRWDOK1RTgdplVoFRmG+OG3SKMvrBf2d5mXaypTnNWDhq/uwbWEpT8kbOjMWJ92YibShoa0GlYNOlYMeU9s0i/arKmpEdJKx9fhlOksb/yjDwPERCIvWo+BgPV67dTfK8ptw48uDMWiCY4RPS51fv5CLvetrEJ9hwsiZkUjKCsJXz+di+/JKTJwfgyseynA5ep63GlLOtLh81cpy0Igy23HDifvB7LEXvu0HfZDOpRaSqK3UXmPq+mmbccJFcTjt+lS3l2me1rqcFvXtxPmiTpGahlXzMmKbtJ5pQqkgbrMazvTrHMt41gY1jSlVTSk3hPid6Z65Qu14UtsvahpVTvXDnCxjrjXjkzkfoqqqCuHh4fCHzeSPugj3YPpPrvShfKWoqAgTE2fw6I4wRPKH1hgkOnWAsHvxHmxGMY5iNKY7aNV01Mbvv/8eZ5x6Jk8XCpbce4HlsO7pysjco7co78UhPytTruIXFSimrQeUukTtHReBpFGu5xFTTGtnEEarRjNtkP/kqWcdRauImlItzzKVtmJsaPgDUyLPQpC27Vy1VSq1tiSd8p6jiRUGFAkSouJqahWT9mqlXhRDNivtdMmofHmjCVMeA5b+ycr5FrvimNu5dwFsdgsKK7fBoAvB62++jPPOOw9B4nObG7D6Dh8+jMjISP5pYcuWLaioqMCMGTNgsViQYxjCR6lkfc8cfR3tJ5bqthWreOofc3YxnamD2Mn1mlj01TjM4A5cf5+3gbr2sMi7A9iBUZjKNeYcUHFw6ZKbl9lXtQZH6rZg5rDbFX3586aH/d9wggiQneOZpUr0OSJHpmH6s6dg5v9OR2NZPX6+4BMseWIdbO1uci1EpwTj+g8m4ujeBjx7w16YG9WNFHYxfe6pSKxeZ8bnXzagrxN9/Chk/OsC5L3yE3Ze9SIOP/0NrNVKR2ELVWv2w5gWwx1SnsD6vN8Ns2FKjMC6mz6BzdxzhXvXfJmH1V8WoKnOiic3zsTVr4xE+rAwr8Ps9UYN4tODWh1SDDby3Lh5sdwhxUjKCsYd7w5FU70dT1++Db+8ncc1qxgluY348pnD+OKZIyjNa8LM8xOQMzoMMUkGvPGPfXjp5j0YOjUCF/8zHUu+KMZ9Z2536zzpjjCB9Jd+7Med8TfO34eGOu8FUU++IgE/vVvsMAAGQRBETyIhIQH9peGYhpO45guLElmNP1ArK4XFGew+xbSoWHQKSwqqkpUi2B1xyimn8Cip7ViLvg5Lm5yEE7gD40/8gDXyH3zEtI5gKWnJcE9moj2R2ngMNx6HlZULUGZWOuh6EnUNJSis3M4dUiMzzsGsobfjsssu88oh1XIMZ2ZmKhxSjBEjRnCHFIOl2A2QRvHop0LkciciG6mOwe75ufI+7JY3oUTO5xFc0UhAJGJ4RNIK/Iwm1PPzhI3ItxK/olQuRE+FaUplYwjXlCuW87yvJ3wMLPZGVNQKzmGC6MGQU4pwi6iBcZj07xNw/LvnIn9DMX76x5+wNjo6M8Jijfjnh4PQUGvD41fsRn2NusMjNkaL664Oxc+/klOKEdwvCQNeug4DXrkexsRI7L7pdRx6/EvYmtoihOp25+HoKz8jcor3w9+OeOhURI/LwKrL3oVVGJ2lu8MMmdevWoc/Xj2AiAQjHllxnMMojp1JWJQB934yHJNOjcO3Lx3B3bPX4YXrdvCPDJk7t167Yy/eumcffnu/AJsXV+Ci+7KQNigY7z9wEO8+eBgJ6Sace2sKnr52D6xOnLw9AaNJg+cWZMNglHDT/L0oyffuOJp7QRzqa2xY93uF39tIEAQRaFiKEnsAnYb53Dm1HoudOp3YQ322NARZGMwf1l05VERdmSqUcV2gvg5LnxouTcR0nIwcDMM+bMUK+WdUymUKm2G9vAQmBHn90ipOn4Lx4adiS80fONq4Cz2N4vJdWLnlJdjsZozJuhCJkb6JbnsK02RiziUW8cTSLjfIS7kAODuOWaoki6Taw5xTyOeC/szxygYGYOmWTEOJaVYxh045ivDFF1+gZzumhmIbVuOIvNerOthIkQmmbOwq+M3v7SOIroKcUoRHhGVE4szX56Kxqgnf3rQYTTWOBlFIuA53vT0QphAN/nvlblgt6tEPOdk6HDwUuCGFewJagw6JF83AkHdvgSEpCjuuehmHnv4W5Yu34cDDn6PfQ+cj/tRxPq0j+7LJyDh/HDbd9TV6CpZGG967eTMObazEOQ8PwUOLp8EYEnhtLKYVddV/B+CppeMx6fQ4HlHVb1QYqkssOLqnHjarHTUVVtzw/AD885NhmHpGHK59sj9eWDUOY2ZHImd0KH7/qBijZkbyZXsqbIS+xz/J4qM9Pn1bLvZv89y5zITVT74yAW/ee5CnUBIEQfQG2MMji5xqcTqVd+B0Spf68/SzzVihcKa4cnqxB3n2oE40w5xNTMB7ojQXQ8D0e9Zitfw7H02O9b0JwRgvzfZpHWH6KEyNOhd76tbAYu85QtOFpduwZc8niI0ahLnD70FceMfC3J0F04hix/lU6UQMwXg+ul8QQqGBDrVojiRkIyImI4NrfmVJg5ApDcI0nIyhGM9Hs6tFFR/tburUqejJsG1jAxewUfRYSp83DIqcjtqGYhRX7fZ7+wiiK+icJzn2fKWmKSG+qVBJ23DUb1Iu7yztQ1bThDqWctOKKM4tLi+UlwUNCrXHSqdbqNJPDnIhDtOepbvY7ZLLabPN8ZAQ9ZNCQ0Ix54V5WHz3Ynx57UJc8sokhMS05biHaoOZQiSueGEEnjh3A157oRYX3dY2dGm4cCO3w4rkHA1277Ng2aZGDB+hXJ9N2Gj3NFQkn3RaHDR7POxnZ4ezqCFltTlqSimm2z2bx110POL+MgslXyxD2cLtSLvnPOjSUmBuJ8GkEfSgxDbotM77IOG0sTj08VrUV5kRHKHU4tIJ2jLOdFdc9RsbWNn1fEFLSSgvattUFtTjrSvWoKneiju+moT4zBBoYXW5rwySMN+hTWIbPHOK6MOAC+9wLVrZvo2mCGDOudE8/S+1vwlJmUxjgrVJ9puGlDP9KLXtVkPj4hodGy3hr/+Iw+uPFuH7d4px08MJMIUqryVm4XYjbtMlt8VjyVel+PCRg7jm380CvlpP9ZiE8nq4dnQrFcxYeXfQuOxXBzzUWnFjjAgFdjdEVh2V+VTa4Gl5NY0pN+oT63C8ziv3pU3YbrG8Xlin2j3A2X3FmRaXWSceNQShRNS7YVoy7GFcJ+uxCSv4yHnOhI6TpAw+otZ2rMFEeS50kt6pDlYLTIyaCZ6Hy1Gq0T+izmt9tPJePzr5kGJ6Y7IQRaMTtJaEQVLsgu5RV8PEoKfgRFTIxTiMvYhELI+y8RRbnSCfUFvL7wAxcjz2la9Ef81IxWyNQXkXsSdEKeeXOaZxtkfq75haqCmrUv4gjDhXP7TNvmY0hbddt2TZjrylXyM/fzUyM2cjK2s2flt4DwKNrxpQc6VzUI1yrtHGHoSSkpLQ0xD7oL6+HlEhMWhCI4rlfMRLyR7ZCyZdGNKzZ2LrkW8xKeef0GoDMxIhQXQWFClFeIU+SI/ZT81GeHo4PrhiKaoKHHWP9EYtLn9yMBa8VYKX7jmK6vKOU/mysnW4864wXH5ROXbvJKPfGRqdFgl/mYHMf12IkEFpfq075exx2Pngt+jOrPsyF8+c/CeiU0y4//fp3CHVUxkxNRzjj4885pDqHRx3UhhCwrUIDtFg21rPo6V0egk3P5OJhZ+W4dAu5zpqBEEQPRU2ehcbSYw5nfLkg07LpKM/j+hZhyWqqXyDMQZFOMqFkwnnREnxGCVN5aP1eZu25wwW1VaAQ2iyd1/Ziaa6Cmz5/kkUFm7E6FFXc4dUT4Xrr0kj+ciILOKqNxAcHMydbEzEnaUkekNGzlxotAbs3tbzhN8JQoScUoTXaPVaHPfwcciYEIf3L1uK0oOOo4akDAzFs9/k4OiBJnz+SrHL+q68OoR/LrmwAvv39Vzx7Z5I6rnjYK1rwtFvN3fJ+lmk45vn/oHi/TU4sqkch9aV8cit+mozVnx4CI/NXIgFD2/H8bf0x3VvjeUOT6J7wUYRvPSWWCz+vhoaL2Nwi4+auR7XE9fuJ9FzgiB6HXFSMkZiKh9177C8x+nDNxuZKwEpfBQym9xxtGewFIYxOI6P9HdI7nkaRz0+LRMjsAFLuuxetb9yFfZWrEBTQxXKi3aisb4cFnM96srzsP3XF7Hp28egM4VhyuS/IzKyOfqY6F6wQQ6sMPOURO+QYG6qRknhVlRVkug50bMhpxThE2zktxP/ORLDT0vHh1cshbXJ0YBK7WfChbcmYNGCSj6MvCtuvDkU518QhEv+Uo7Dh8gxFUiGP3kuDr63CuaawL/5Y4Y4c24uf3sfDq0tQ8HOSvx32i/4z+Q/8PtLezHx/DT8c+kcTL8s269vOwn/MnVeGIJCNNi00rtIpyHjQ9HUYEdlsRWfPJPv9/YRBEF0NdFSPMZiBg5hFwrlXKcOj0wM4ppRTPTZFaFSOHdMHcJur0WTCe9g6ZYsqu2AvL1L1h8f3A/lDUdweO/vsMs2rFv8NFb++iC2/fwcdIZgDJt3M4YefwP0+uAuaR+hjlbS8nO9Gt4N8sLs4bDwVBhNEdi+4X3Y7aTJSfRcOkVTimnjiPo4ohSN+osFzxSaJCflnahMKac0KhpTYp2iC0/YCNVt8lDXqHmdou6Vh8sLi8squkZmq2MESqNOeZjUWpQpRzXaYAw8ZwhWvLEbNbYgVNmU6XdhmmCkjguCKSQfD1+Xh/79gL/dH9euhNIJcvUdkahpkHDBeRV45YNYZPfXeazvJOpQqSHW6aBt5KB15Fr/xOZEi8Qm6nmJx4OHx4fkJFLFFWp6UAgORWhOPAp+3YPUM0c3L6N13WZ39L0UbRQ1pCSZOzLLj9Rh6lX98cY5C2Gz2LD9t0JEpwdj/q39MXROArS6lv6UHXSmfNWQ0ks2j/RvxPW7g5pGlMM6VNqgpiHlTOfIcRnP3u5qhX5yXgiw22TERGsc+lVsk4UVFsjMav6NDY7w60cluPgOz3Qj1I5xUSPILvaBeGw5OY/FMmrnQAdSbn7E/wNEeKqh56k+GV+H2vEnud63ol6Ys2uuYnkv7r+iRhlDR5pSPRpftW3cQdSAcqYxFS5FIUKOgRlNHT5sJsuZOIDtKJHzkIUh3AHVUZ0TpDlczJtpCGVIAwEVrbnQlQcU0+U3Kq+1WSXKqAu5SqmFJBmNKvYzIFt73rki21xfTyWt8r41VJ6E1bZfkaNt1paS4mMV8xsSlA6hoAZln0gWpb1iDXdMTZOC29vLgMZsRXVdPsKiMhHSlITamhLsL94LWbYhPXMm1qz6BAkJSp2pnk4gztuuwg47NG4+3NkKlWl+QXY7oqxRONJ4lE///vvvOOGEEzqlnQTR2QR+yCqiV9JQ0QRDiB5ag/O0KuYwufzhLOzdUINvXsvHaRdGIL2fUmizvTF2+30RCAqWcMU5JXjh7RiMHNs7csi7OylnjsaBN/5EyhmjAhaRlLupHCve3oOjG8v5yHqV+Q247v+mInlwhINjg+jeFOdbUFpsw4nntD08ecrgscHYub5e1clKEATRk7GgiUdDuUrtscHGNWfycRADoBTVbk+EFI2x8gxsxDI0yY3oj8Ddw/syRk0Qfy9Qa69CqCYiYOvdX7AUDeYKPvoaY9Cw8xCfOAIaja7XOaR6O/k4hDi4HizHFWkhQ3GkfiskaNDU1HNGhCQIEUrfI/xCY0UjgqJcO46GTY3AmTelYuy0ICz/zfUwxsyYuuGOCFx/eziuv6QUS//ovmKSvYmYCdkIzYrDuqvfg7mq8/qcRdMUbi/H9w9sxOKXduLgyhLukLr89Qm49qNmhxTR8/jp82okpeoQEeW95tfd/0tvPUYIgiB6KyxKysCGKu4AvWTgAt0ZGMDdUmraRSz6ajxm8rLb5TWwezjyJ+Edw7WTsd62EPk25+L1/qKxqRJFZduwad8nKKnazR1SyTGjMH3Of5CYPIY7pIiehVW2og7VSEW213WE6WMRoU+ADDtsKpF+BNGdIacU4TN2mx3bF+xHRHqYW+WnHR+K5b+7J+r3l8tC8eCTUfjHjeX49gtvhQAJTxh870lIPXssNv7tI9itnXODK9xRjg8uWoiKo3XI21yOATMT8c9NpyNnijJMnehZLPqhFtOO921UxKhYPYxBEurr6IGKIIjeSZlciCY0IAihqmWjkcCHjWcPr2ow8fNxmIVaVGGzvAw2mbQ5O5soTTwma0/CPvtmlNQp0yL9yYYd7+Fo4VoUV+2GTmvClCE3YFjm6dBqyRnVUylFPnTQK1JzvaF/+CT+3dBAL/CJnkvnaUoJWkiyoOfgoDklTqq9JBfDkp0s4CCLIbRBtqtoTIl1CppAjisU16fWIDcQ61TR6nJApV9tgsaU2eZEU8qqV0zXa9uMHNlmxy//WYvS3ZWY9795qLUZUGVV5tCHaRoV08Nmx+KZ+4pxsEiPqDhl3c70dI47SYenIvW469piLPytCTmD9MjI1iM9W4fMfnoEBWscNHVEfRFn2iCuUNMtEhGPb2f6JXahr+2CnpdjnfAIMd1JbBNgVdU1smqa2xR34khU7izEtqcXY8idx7e12cOUqo76MWlwJBIGR+Lw2lJMvSoHc28d0oFelF1dn0lFT0lNQ0ovaFCpaUqp6UF5ownlKZ5uc/Myok6a3a9tqq+y4vB+M86/PBRP/aMAtz0cA1NQ2zFuEW43zvq5RWfqgddTce8ludi3oRqDx7rv5GLKDC7nq6WzyML1T+P4QGexe65x5wu+7hev9Jx8bIN3umuyX3UC1fTEvEWv7Xk6OUTXImpMMYfUFqzEEIxHkBTilhhyjJyAYuQjFBFu6VbNks7AZqzAGvl3RMvxCKkPQzDCEIIwGKUg2MWH1+ISxaR4BmuClXadpNd7pMXUbRG0t0TNKEm0eYbmKCYt0UH8m9UyuqEfNqx/DePH3A3NMUdRVZbyfmEJjVZMa5siFdNF4xwfyxLWNd+HEnIm4+C272DQh2LimJthMARzZb1Fv9zl7tYS3Yx8HEYEYrBR/hP9MIyf3xoXenDieWYtKOTfEXLzcXPNhdfj7Yu+6hNaXETvgyKlCI8oWbgDB/5vAwqX7kP1vhJs+e8fKN1Zyh1SwbHujfARGavHgJHBWP1bldvrHTclCG9+nYTBww0oOGrFp+9U46aLinHGtDyKqOgk+t18PMrXH0Hx0n1+q3PPwjx884/V+PLmFSjZU4Xjrh1wzCFF9HSYlhQz3yfNCMKhfRb8/fIi7Njknb7BmKmhMJokvHh3nt/bSRAEESjq5BockHcgXz6ECrkExXIed0gNxlgkSmlu18M0Z0qQp5rC14JO0mMUpiENzU4UltK3E+vxJ35AgUxDx3cGQUHRiEsehW2r3nR7P6nBnBDbVryBfZu/wpFdv8IUEosp4+/gDimi51OPWoQhAgaYkIt92IPN3o9gjQE8QtIim/3eToIIBBTzSbhN9fY87H38e8SMSYWlpgn1+VUwxYXiJA8cUi2cfGksXr73KMKjdDjp5I41FdqTlWPgn5bIBHbTv3BeAZb8Uo9TzqIbtL/RaDUY9/L5WHv9J6jcno/+1033uc60MbHY83seCndUcM2gmTcO9Etbia4nM0ePmHgt7vtbCWafHIK9Oy3I7O8YCeku598Qi/efKUFNpRVhkXSrIgii57EVq7hYuREmNKCOi5sPxjgkSs3aee4ShyQ+Et82rMYQeTyPnlKDlRG1anLlfcjDQSQhw+NtIdTJHnYKdq77CBuXPIch4y/ne84XWORWeHQmGusrYLM2Yfi066G1eX9fJboXycjEEexBHJJ5lBSLZPSWbAzBYezBLmzAcDSn8xFET4IipQi3CR2QiOip/WGpbsSEp07H8T9cg+nvXuixQ4ox/dQo3P5cOl68Oxfvv1ju1Vsl9mbgxDNC8PMC0prqLEwxoZjyweVoLK7Bqqs+9FljKijSiJriRjRUmnHDbyfR6EC9CLYvL/xrOPQG4OghK669MwrBId7fYs69pjnN4c3/FPixlQRBEIEjC4O5dlQ6BmC6dDJm4UwkeeiQahE9n4DZaEQD1mMxH2HPGxKQiiqUoUEmu6mzGDzuIqTmzMKmZS+iJnevz/VFJQ5Bce46xCaPQGhEsl/aSHQPmNPYDhtP4dNAg1gpyeu6tJIOYYhEEY76tY0E0bM1pdhziPCsqaYhparH5KnmVPNKldOChpSYK+6gMSU0ymEbHNosbjR8R2WdDrJBavomYj8KOllWp5pSxw4TSYeMu85C7pNfYeWtCzDiyXNhiAxGtUXpqDAKOiwmTZhTTZ/04yJwx0fReP7yLYjKicT44yOdavyYNEoNDz3Pom9m8ik6vPr0fhwu0iE6ru1wbjyWX92CRZgWNaYcdYeU0zqNcht1wnytxvU0QyP8Zre71oBy0IRy0EQTZovP/8Li4r515g8S9XGsbLv1Bgy5/1RsvOMzFK44jMTp/RwXbFle1C2SZNQWN6DiUDXSJiQATWYcWVuCAbMTEZ1ggKbdvnSmKyPqPzlro7jvxGkH7SQVvSc1DSk1vShnbXCY72EbRNQ0pJzp83iqIaWm8eNQvyTjpLNC8OKjFZg6OxhJSex4a1eHcF5DOCcZtnbljQYJg8cEYdHXlfjHU4lOHZjieawRTgpm5IltVM4Xzns1jSmuS+W63+wqF/7O1nPi6/D7vvXwnPGwfnfwOTZA8l33iqFrp6lIEM4QdVxGSlN4hNMweQLiJe+HfjdIJoyVj8M2rMEOrMMoeWqHL3bENrRoULE6ouUEFCIXWRjk9rqlY3qTrdMmYbTlKvflGLozGmG7pDClEL05wqSY1tYprwf18c1XqshBYzAgPh77l36GkEv/3jq/MVrZjxbhxU1QcfN3xe71iBwwGpKkwd4tzfsy67iLYdFo8OeCf3q/gUS3wiAZESHHYj+24Tic6vHykk55ZxxmmYiV+AVFci4SPEgPJojuAEVKER4h6bQY/M+TEZwRg81//wzmCt/etqUODMUFd6bgvUdy0dTgeRROfIoeQ9iD6/e1PrWDUEe22qE1ef5oqDVo8OW1i/Hns5vwzT/X89/OeHRcJ7SQ6GqiYrS46OpwfPxGNWw23x0Tdz/f/Fb4j697xwMPQRB9D+aIGo6J3JlUJPsWxaCRtFyPqhrlKIF3UaRJSEchjvhN94joALsNEITT3aV001Ic/vE9lO9cg/qKfMRlT4BGcAwSvYPBGAMLLChFs2i5L4RIYZAgcac1QfQ06ApHeIyGOabuOQmh2XHYfMdnaCjxzTE18+xYLn7+5UveGVhzzojArwuqycDqZEL7xSF/0T6vUvZO+u9k1BTWo7qwAYZgHf8QvZOrb48AGyDm9acrfa4rIcWAsEgNnv+n78YaQRBEVxEnJWMEJmEH1qJQPuJTXSyVLwfDsQebYJU9Hw2S6dc0og418P0aTXSMISgC1rpqr5bNmH8Z9GGRKN24hId5xuVM9Hv7iO5BsBSKdPTHTqzzy3PMUIznOnYkeE70NMgpRXiFpNVg0F3zET44Cb+c9xHW/fsPlG7K9+qCqtFIuPrfGfjj0xK898gR2Kye1XHcSWEoL7HhsTuK0NREI/F1FgknDEHNgTKvlh1wQjpOeHgiivd6Z6ARPQeTSYP7nojBx29UoaLM92HC//lSKmwWGdWV/kmbYteo2goy1giCCCxML2YEJmMnNmCN/AeOyge8ciq1CCSHIhxrsQj1cq3H2jMpyOajANbI5JjqLAwhkTztURa1FtxZNjwaKcedidB0NhiMDI2WxM17M/0wFHbYcRA7fa6LDaJggBGHsBv+orS01G91EURHkFOK8MkxNfDOEzHrrbOhDzNi1T0/47cL/g+b3t+OhkrPRDgzBgfjkS8HY+vyavz7yv2oqXD/ATQ0XItXF6Qh96AFt/4lD2XFpPnRGRhjQlBfUI3a3Aqvlt/5/SFkjo+F3Al6M0T3Yua8YOQMNuDeG4pRXWXD95/V4MAe7xxBo6aEIDFdj49e8I9R9Pylm3DX5BX45bXDsDT57jQjCIJwlxgpEdNxMpKRxUfBW4rvsV1ehyrZsxc+TEtqBKYgBglYgz/wyy+/eLR8f4xACrKwDot9TikkOkYfHo2ipd97tazN3ASZpQDy/U2Pa70ZNlImS+NjTqkmuQGlcqFP52U2hiEPB/wSebV8+XLExcXhlFNOwe7d/nN0EYSIJPsx56m6uhoRERHIfPs+aIJNrkWa1dbqIGwueTbfSRkHpVPx5YWKkLQ4X01T3C/P3p4Km4ta61pB3F0niB3rBaFpYT7DoFOWCTIo3+xFmBr4t81sRcmf+1D4/WbUF9ZgxsunIyQxDBGogs7YllcfZ1C+1YvQ1bf+3Vhnxef3bEHerlpc/dJwpAwMdRA6N0qObxZZGXOTHa/fdwTbVtTgjldy0G94SOv8SptyhMAau/L4rLW5nq62KKerLEGK6UqzsLxZEAEFUGc2KKbNFq1LIXK7Tbkz7TalUWK3CsKjooizXhBrF/a1uF/5b3qlQy9Ir+xr8/b92PLIr5jxyWU8jTNc36SYH6FvPhZaiNS37dv9Swuw8aPdOLq5AvetPYn/phdF8QUxbFH03qnwvSCG7ijoLYiCC/NFwWM1EXKxPufr9E1cvTOEzjtb+FwUEc/LteHcmUeRPdCA8EgNbn8oBhk5hg4HH2DYhAuY5ZjQ+OdvlOK79yvw5tLBTucz2K1s4bc1OLq3AUf3NPDvxgY7jEEamIK1MAZroA/Swdxox/4N1XxAjqgkE874ez+MmhfHH/JE4XS7w+gBynU6a7OzZbpahFx933kqZO5ZefHY6Ix1BIqGWituG7cCVVVVCA8P94vN5I+6iJ7Jxo0bcdqYc1GAQ+iPkUiVsmGTbfwh1V0K5MN8GPgsDEEGBvBrmSh03hHffPMNLrnkEsTVpPGRAjsSTtcEKW0eTUzz6Kgt2ItLHJaxm3tARKrg7NGGttmNnFTlaGgVY2IU0yH5ym00bNyvmLZbzFhetwA5xjFIMmTBNjTbZXPKh7Wtn0VYHV3xNUp2LMek4dcjLKS5Lb+uvN+dLSN6INHaRDTK9TBKQYjQxGBw/BzFfGuBe1IG7BqyCAuwdesWDBs2rMNyk6TjUYYi1KEatahGI+r5ADE66KA99mFUoPn8ZvNYlGU2hvA0Yoa71xqib1LtgZ1DrnfCb2gNOiTOGYQZL52GxMnpWHrTd1j32GJ8cMIX2Pn1Xrc89qYQHa56fhgmnpGIZy/cgE2/HhuKxA0MRg1ufCIDJ10Rj4cv3o0lX5XCLoyoSPhGzOhUxIxJxb53Vnu8bOroWDRUmWFppOiUvkBSqg7X3BHFHUOJyTqk99OjrtY7R0Ncoh5Wi+tzecvyWvzvjgOoLrdi6ORwXPXvTNz66iBc+Wg/nH17Oo6/NAlDpkXjwOZqnH5rJgwmLbJGheOLR/biuUs24sj2Gi+3lCAIwjtGjx6NQdJojMZ07MUW7JW3YCm+w1Z5FcyyexHnSVIGxmIGcrGPi6mzB1J3Of3003kkRD4OYSvYOpUvmgjf0Gi0GBc8D3uaPBee5tFRx8TNG5q8i1AnehbDjdPQJNcjRpuEEE0k7LINNtnz7A/m1GbuZVfPXTabDavxO0qQDxOCkYmBGIWpfFCGARiJDAxEEjJhRhN3WBsRhDBEcQfWCvyMXHkf7F6kphJER5BTivA77E3b6NunI25MMko25mPqneOx4c2t+P7631GVW+OWxtT8G7NwyX8H472/70BNucWjdZ/21wTc8lw2PnkmD3+fv51rVVlIa8pv9L9qEoqWKt8GuoMxTI/Q2OYIspoSz9I7iZ7JBVeFw9wk4/vPa/HFe9U4Ydhhr+ppqLdDp3P+Br8FrQ6ISTLg6keycOLliRg2NQLZI0IxaEI4Tw8Oj9FDb9SAPa9NOjMBFz6Yg60LSzHvugz0HxeJ5y7egAX/3evllhIEQXhPpBSLkZiCozjAoxBYmvtK/MqjoNx5oRcuRWMC5vAHRuac8oThw4fzZe2wYRl+xC55o8c6VUTHBGlDeYRJg83zQYFC4tJ5CkRh6bZOaRvRvTBpQpBjGIX9ls2osBXi14JXUG12jEJUg10z2D+ti9Ef2bxghCILg9BPGooEKRURUjS/FkUgBkEI4cct+8cYj1mwwgIJGgzCGORiP1bjNxw9Sum/hH+gIbCITkHSSBh3z0zYrXbEhdQjc1Ya1ry0EV9c+ANm3jAQEy7OgUbr+iFz5Nw4pI8Ix7qfSjDrouah4d1lzKxIvLgwHMu+K8f3bxXi0+fyMfeKVJxwVZqPW0YEJYRDttlRtbsI4cMiPVrWGKyDVi9h16JCjD8vs9PaSHQP9AYJ0bFaFObZ8NyD5Xjh40Sv6mmotUOr4pTKGhKEsgIzfv+4GOWFTSg42IiCQ00oOtwIS6Md0clGxGcEYfZlKQiN1GPiaQkIijbhlas34/FV0xAWZ8CGn9yPzCQIgvAn0VI8ZsinQXMspYxpyuzGRhQiF4PlMTBJShkCEaNkQoY8AIexx+N1GyQjRmEaquUKvjxziMXJyRiAEarrJdRJ0edgR9MKjMJwj5YzRSZApzWipJK0fPoKsZpU7MF6FNgOIlwfjyijMoXUHZhoOiMy0rWNHoZIfn2platRj1rUo4Z/m9EIHfTcaRWCcK5dx64D4+SZWI+lfPTOiZiDxfgGNTUUZU50Y6cU07YR9W3E9zwOaeuinpNYXvhFFnQ8xPnOyjgIWWlEjSlBf0mYLwvzHeoXUZntFmpaHKKGlNo6hepEnSJny4txSg7aRZKgHybSpOVH2sBb5yBm5mCseXwRNv1UhKn3TUVUThSqdcrlg7Rta8w5MRtLFxzCwHOHdqgpxAjWNDlqmGiB4WeEY+hpGVj0cRF+eGYvpl7ej0dTibowokaPqFsVpFX2U5NdeeoE6wR9KLtjEKJN+E1W0UWT7cIbDvFQcNBpE7RthIhfm7DfnMWfiftWr7E73a4h98zDpgd/xmbZjpDkcEz412wExYY4aNOIek8DpsZg+28FWPfZIUz5S6qqhpS4vDcaUmo4aABJPUPbxhWizpE3WkX+4tl3E3DpyflIy9Lj9+/qMHaKUpvEFS3nZXmxBaERGgfdq/bncUi4DmNnR2DVD6VIyjQhZ3gwJp8ai4RME+LTTTy9t03HitVrw4BRIfw81Et2HN1ahQHjIxTHl7NzxGEMJOFaonVyzCq2yWftLs/1yjzVdPL0mFfTIxOvr/6o03EdgTlPJUEHjyB8xZUmS3l5OYbFjOFOov7ycK7n0pHuEyMOKXx0P6YVEya1PZCq6b6I86dJJ/GR/SpRikSkw96g1Iu0H81Db0S2Ks9vTZXygTtit1IvVJtbpJi219c71d7KDpmMdWXfYdn6p6DVGJCVPB1JcSNRMCVMUT56r3L9IXI8Dmh0sFoa0dRYDaNeWZ7oXfxS+x7/vvHGG/Hmm29yXana+hKE6prPZY1BqU3bkY6bDc3HUXS0UvtN5OkPH8dTTz2F/v3788+AAQNav2NiYpxea9jofuyOXoNK7rgaNGiQ19tLEO2hSCkioMSOSsZpH52GTW9uwvdXfI9hlwzDtKsHQKt3HmI66IQU/PHEZpTn1iE6TRCgdBOWDmi3ycgaE+nSmCPcJ3JoMqZ+dAUXNj/0wy78fsUXiMiORtbUeAz/y6AO9+fIk5Pw9QPbULi7Bjar3ckTPtHbiIjS4t3vknH+nDwuOs503tg56QnFeRZExarfru58rb9i2iw4jEQs5mZHBkvr27uuChc85F0kF0EQRGfAHiqHSuORKKdxZxOLahgij0Ww5Nw5oZN0iJeTUYgjPArCW/QwwIImRCLWh9YTLTDbc3zsabClxaG+sRyb93yCQwXLoavNQPyEuTBExnaoKxVkjIbZUouSit1IjR8X8LYTgefll1+G2WzGF+98h2pdm1PKXVqcUkaj46BL7bnooov4xxNYmi9L6WMO60g0DxJDEP6ANKWIgKMz6TDub+Nw0hsn4ciSI/jkol9RuM35cMhBkUbkTI3Dlh98eyu3f20F+o2P8qkOwhF2M8o6ZTBO+upi5Jw3HCU7yvHxaQuw+oUNKN1d7iBqbgjSISEnlP9dXUyCqn2FqBgtrr87GlvXNWLbBs/1xEoKrEhM9b8Hs0VrrrrUjIrCJi58ThAE0d2IkRIxCSdwR9Mq/I5D8u4ORYZZZBNzXvkyuHYlyriwMaXu+Z9gUzQmj7gBw/qdBUNENA58/jIOf/MWqvZugbmp1mG/JceM5iHceaUbuqzNROB5/PHHUWurREGTZxpxjOZR9LSd4jBiqYGs7gqUIoqc1oQfIacU0WXEDIrBqe+digHz0vHVNQtxZJXzoU5HnJyKLT8c9drAYpEZB9ZVoN8Eckp1FiwyKnlqJo5/bDpOf3Mej4Ja+p9VePPcP/Dy/J/x8vxf8M3da9FUb8VJdw8CG+16+2/uDW1L9A5OOS8UaVk6PHlvGR+RzxMqy2xIyXIdtu4VcnPK8h/v5SFtSBhMoRQ8TBBE94RFQQ2URmEMpvPR8rZjjdNy0Ujg0Qwtw7h7QyVKEIU4H1pLqBEWkoj4iSdgwJX3ITRjEMq3rMDmla9i7aL/YvXvj2DjshdRWbYfKXGjeNqexapMDSR6Nyx9bnDoZFRYC1Bm9uzFPNOG0ndaKoKMalTwSCm6RhDdX1NKwzSlxF9dOxQcNaRUNKZEjQxn1Tto8AiTdlWhK8/mdwaeakapaIeIukOiDIeoMdW8jDCtctjYhXVYbMoUmkarcvmUC6eitFyDTT8WQjdyEIJ1zTnRLUROyUH1g5uxdbMV8UNiENxOc6qFUK0y+qK9LkzR3hoeEREzKBb1xzSRbKKOkIBR0A1hwaqKbRKGTbYK9TnTlBL7xWFaWMYm7AuHfWcTNaXENQr1HxtauG3a8VixWJX7yqKzqW6XSHhKKKbc3hxinmisbq6n0Yo/39iLZ+YvgdVsR3C4HiV7q6CXklzqRTnTlPJVQ8p3jSn3h9v2F95o8niKeE6Imj6iTpWofSQezyIsZe+ux+Jw1Wl5uPPKIkyYGYLp80KRkqHubCrOtyApzdHAEve9TTw2hPO2RfyzhbgUA867OwtfPn0Isy9OdtRScrJJYh1qqGtIqegxqRzfzpb3t8ZTZ+g7qZ236v3iW7+6g3jdZ9hVNMMIwt8404OaKp2IlfiNDxevlZQ2FRNKT5DTeLRUNOK9WidzaDH9ql6P8CDgoJ0lTOsE/dCi03IU0xqr8roWuVe5vL6wWjldz9IwtUgcMJV/QgqbbU/2Era67CD2bPocO5saoZG0aDLXcGcj0XeIr4vDETkCO6qX8lS5xOyJiAlt05WTyqudar2VoRjaTnJK5WA4tmENf04PRQSO15yrmK+mX0cQHUGRUkS3IHFiGopWOw83Z+l+2bPTsfu7A17V3Tw0KlC8n0aI6Cr0Jh1m3zQY9/02DXd8PQnxWSFI7Necxkf0HfoNMuCB5+JxaK8Fy36txQsPlfBIRlesWVwLux3IGOBaG8Fb5l6egn//NBYnX08jcxIE0TMIQihMCOowGioJ6SjGUe608gb2wMmEjImugTkdImKzMW7uXZgw9K/olzoHJmME6ff0Mdj+Hi5NggnBKEIu8so2oaR6n+ozD4tiiu6kKCY2gMIEzMF4zKLjkfAr5JQiugWxIxJhrmlC9cEKp/NHXDgIu77Zj5Kd5R7XnTggHMdd1Q+f3L4BNaWe69kQ/kNv1KK21Iz8XTWYdE5KVzeH6AJmnRSC/1uYioHDg7BhWT2evlc5elF7mMPqvWdKMHx8EJLSOiF97xixqSYEh1PqHkEQPQP2MBiDRJTB+fUzHNE8imEvtnpV/xCM4ymChfIRn7SpCN8JMkYht2gV0hMnceFzom/BdN1GSdMxWBqHirpc7Mr7GVZbx5qsh7EHZjQhHcqBX/yJVtIiRCINTsK/0NWN6BZojTrEjU5G4aojTufHDojC6MuH4o8HVsBq9jx8ecbVOUgdHolnTlyE7x7Zhsp8ys3vKpa8fwTjz0xGUDgNvddXCQ3X4KYH4nDhDc3i54f3KVN2WyjJt6Aw14LTLiE9OIIgiPbEIAGlKOzQacUcSwU4jHK5Y8d/R7DR/YZiAnZhI9ZhMUrlAnJOdREVNYfR0FSJ5NhRXd0Uootg53OClIpJA65Eg6UKewsXd1i2BPk8SqqjEToJorvSOa+GJUfNJzHCz0EfR9C4cNSQEou71pxqboZYpyjQpK5s5bINXRG1qKafo9ZGB10tUefIWZ3KHHpZ0BUS96VV0EIyC5pS9RZlxINJ36wRpUtLQGluI4oblWldwbrmtJ2UCydh7+IC/P7SHoy9cbyyTp3SwSHqTukkG058dDLG7K7Eqrd344VTF2HYiSmYelUO4rLDVLWMRE0VqzDUvNUuTAu6A840d0QNH7GfVPedoCnlILEivFGzu5akcrpOcV+KbbYLC4j6N6J2TW1hLbb+WoR7v58IvWRV7XdWRsQglBG1ZRw0odzQifFEi8bmRDtJ0wMjmNn4KZ7qAPkTtr4TzwzFR/8rx4cvl+Gux+MhGZW3pF++qOLRUlOOD3O6bxw1pITrmUN55Xy92n5zej1U9pv+2NDL/tSEUswXjm/xnHJH78lXHTZP9ZnU9J6c1anWJrXjU+wHT9usdl1oQdKQpgvRPQhBOBpR1+H8YCkUOfJw7MB6zJLOgE7Se6T7Ei8lI1o+CUexHzuwDgaYkCkPQgJS+07ajmhHlShHii6fmqCYHpl9VDG998d+iunoXco09Pg/S5X1h5scmrC7cCVSE8ZBe8wWJvoOv9k+VUyfGPVXxOiSUFuRi9qmHQiqFZ/h7KhFJQZhrFfrE/Wh/FEHaUwR7kKRUkS3wdZkgTao4+gZjU6LcffNxq5Pd6Bsp/JG7i7xAyNx2n8n4vqvZkKjl/DauUvw2W1rkbeNtBMCwdKP8jD4uBjEpQd1dVOIbkBKhh79hxqwcmE95g46gKKjzc7khno71v1Zhw9fKIO5CdCpeo9cU1pgxoFtdair8k5fhSAIorvBRK+1Ku+WU5GNYIRin5dpfMyRlSkNwlScxIXPWT0r8Avy5IOwy+Sg7WzqG8tQWrkXaYkTu7opRDchyZCDGlsFltd8if3ydv4bi2KslauwGStggw3h8C26nNVXLhejQa6jCEkiYJCIBtFtsDVYYIgKcVkmPDsaQy4chtVPrcT8N06B5GWISkxGKE57cBRmXjcQK9/fj7euWIW5Nw/ElEuyvGw9oUZTvRXLP8/H1S8O6+qmEN2Icy6PxCO3F4MFO952QS7ik3R8JMlDe5pT+h5/P9Wn+ouPNuHmWVsRHKZFfY0NJ16RiAvvyfBT6wmCILoGK6yqTikW0TRIHo1V+B3JchbCpSivNWTS0A8pchYXXD6EXTyCapw802H0P8J/HClYhYTooTAZSL+HaCZBn4Hd0hoeyX0Ee1EqF0IHHcw8brKGa8mF+Ji6twWrUII8PuCBAUZMlucpIi0JojOgSCmi22BvtEBjUr/oDbtsBOpL6nHgJ9cjULhDeGIQ5v1jGK58exJ+e2E3Dq5ThmYT/mPzt0cRk2JCzvjIrm4K0Y04/vQwfL0mEw+9nIhTLoiEKUgDrRaorbbjvpeTMXyCa0e1Gqt+LMfI6eF4e8NoPPjlUCz8v2KKmCIIosdj404pR6kAEaYtw0SPd2Ojz1EPGkmDJCkDE3E8NNByzSmKpOgcLNYG5JdsRHrS5K5uCtGN0EkGzAz7C8aHnIQBGMGdUFZYeGJ/MML4yHi+YJabUIp8TMV8zMKZMCIY+Tjst/YTREd0yusNrieloocjak6pLeCgQSVqVjkReHJcg+zSJSfqKznUILrwOuM+rBb4oxoYJHa0SnUeaovwNQhSHXZBnIiZSa6wC/3cYs+Y66yw602oMRtdajHZdWEY+rdpWPfMUkROGQB9qNGhjKjxFKR1LqTcQtKwaMz7+xB8esdGXPvZcUhMErRnhPJGSalZZdQoT6VgnePIGGIbzUIb9YJWiZoWjcNssV8FgTBJ1A+zSqr6CRbmHWg/LeheWQV9MXEb27NrYQEmnZWk0KJw0IFxmHbsA2c6U67qcNCK6YH2s4N2l7ARotaXM50hUU9Jq9IR7tTpL6JitJh+fAimzJWA6yNx4YxDuOepBMw6ienLta3XLmi5iW0SdbKY5tTKH8ox/7J4rnM0aEQQsocFY8VXRTj5ykSYhS4wivU5GenIQVfNQ20VTzWhvNGDEvWU3NF48qQ+1fJutNFxu+w+tcHTfhX3owY21fOuK7TXCMK1U8o9Mz4Lg7joeQGOIBkZqrovajowbPkR8iSsxu/Iw0GeJtgrEQxee0ODYnrQ33YrpvM/TVJMNw5XljesVl53pDLliNPa8rZrTknjfgRpQrF666teNp7obfxc8abDb8wp/Mgjj+CPP/7gH43Gt3iTYuTx9L8gqfmFYJrcDwexi38z+92da4OradKYIjqCIqWIbhUpJTpSOiJ5ZjaCk8Nx9Hffo6VaGHduBnKmxuGzO9bBaqYHD39is9iRu6kC/SdQlBTRTFOTHeUlzQ7G2mobfvmqBp+9WYmv36vCB39kYt7Zvqcr5B9sRO7eRow/PqL1t3mXxOOXD0u4gDpBEERPhWnHMNyJVGIpdv0wFLnY67f1G6UgDMck7MFmVMkUZe5vKsz5iDakdHUziG7E4cPNEUt2ux3r1q3DF198gZkzZ+Kuu+7CokWLfHZIMVh6bgLSWqfZwAYWmFGOYp/rJghXkFOK6DZETu6P3Nd/x67/fIu6gyUuyzJvfUS/GDQU1fht/azOk+8bDkuDDT88tcdv9RJAwa4qaA0aJOb4lopF9A4WfFSNpT/X4YwJh1FZZsNDtxTjs7crccKZYTjr8kifhc1bWPFDBUbNCEdIeFs0wfjjI2FpsmPz0iq/rIMgCKIrYNEM7GFxJX5BgXyYj7zlCpbm04h6v7YhSorjzi6mQcPSfgj/UW4uQLRBGXlF9E3q6+tx2WWX4YQTTsATTzyBn3/+GccddxzMZjOWLFkCvd4/ek9NcgMqUcodUS1oJC1SkMU15AiiMyF1QqLbkHjWRERNG4SSL1dgy98+RNTEbKRfMR0h2SyFxxFTXAjq8qv92gZDkA7nPzsOr/9lKUKjDZh1TRY0XoqpE20cWleGjDHR1Jd9nK3rG/HdJzWoLLfh2rti8fGidETGaPHkO0lO0+985eD2etRX21BbZUVoRPPtTqfXYO5f4vDLh8UYOiPGr+sjCIIIFEzMeIp8Ik/LO4AdOIidyJIHIxHpijT5FowI4k4sm2zjwuX+gulVVaEcm7AMI+UpPIKK8A2LvRE11jJE6ZO7uilEF8KiICdMmIBrrrkGaWlpePLJJ2E0GhEREcEdVf6mBpWQoOGC6ex60QJLz12On/lofATR45xSolaRLGozyD7Wp6IxxX8S1qmqMeXQRFVhLPiOSkeImyl1bnmnRcQyQp0ajezROsV9117bQxcXhYwbT0TieVOQ/8lKbL7+fWRePgWpZ42BpNUotJa00WGo31yIRpvOQX/JmRaIos1Ceb3UpicSlhqOq96egI9u2YhDW6px7mMjEBqucbm8TtCDMsqOukdWrVKHyqRVnn46raADo1FOS0I/ixJoDrtJLCC8RJWd6OXYlU2EVdCUMguaUqIuVpNduU2WYxpAh9aVI2NCnIO+k6jr0n4/dKQjI+rViBovomNDK2jFMJ0h5bRrR4jYBnf0crqbxpQ7Gjtiv6lp53iqUcUYPtbEPx21UQ1xO8WDWty3t/w3Fc/dcQT3nLELd72cgYwhzZF68y6IwtevFKDySA0SM01ttTm0yVFnyCacNzYXOmruHC+qWkk+ai250wZfUTtW3NEj81Qzyt84u2c4uzbYe6IoHdHrEHVZ5khnoxBHsA/b+PdgeSxMUrCiDBtFi9nFbJSuIIT4pPsizp8tnYVd2MA1pobLk3gEladIgr3hIOegEgnWFdhqaxXT0fcqI1ask5UOOsmm1Jiy1woP+cdSMcttR7lAvb7O8R5E9B2Yc3nt2rUBW18MEjEQI7EJy5EtD0YGBvI2sGtJnJyEozigWod4bVDTmPK0PqL3Qul7RLfEGBeOrJvmYdCj56Pg+y3YdPunqD9arigTlBCGiq0FWPW3z7HiHz9i3b//wP6vtvllJJjkwRG48bMp3Ch6+bwVyN/l34isvgTrw9yN5UgfS1EpRGBh0VH3vp6FuedF496/7MfWlc3pvlFxeoycFoZ1CymFjyCIng8bFS9ZysQkHA8DgrAKvyFfPqSwh9jDJYt+YA+cG+Q/sVVehd3yJjTJjT6vn0VeDcE4ZGMoNmIZDsu7aVQ+H6iwFSFKE9/VzSD6GOwakSJlYxxmcAfUDqxrnZeEDJQgv0vbR/RuyClFdGvChqZi7GuXIGxgItZf9wGOfrEesq35bVn06DSMeeRkpJ8+AgkT0hCSEoFd76zDvk+3+GXdwZEGXPLyWIw5PQWvXLwa67/J80u9fY2mWgsaayyIyXCehkkQnQlLGT33hgScc0M8PnuhsPX34DAtrBZ6aCIIoveglwwYKo3DMEzAfmzjDqhGuS06ZxSmIhtDkIAUhCEK9ajlaXdWWQiT9vKBNlXKxljM4DFbTGfKH/X2RViaVLDG98E+CMIbwqVojMcsLnpeJze/lNdBD5lGnyU6EXJKEd0erUmPnBtmYfhjZyPv201Yc8tXqC+ohkanQez4DCQfPxD9zhmOwVeOw5QnTsLON9fi8G/7/fZAO/v6HFz83Ch8/99d+Prh7TQyn4c01Vl5bqEhmCTsiK7jxAtjcGB7A/Zvq29NS7ZTZgRBEL2QWCkJk3ACT9lbhV9RIB/hv4dKEUiQUnk0RKbEEnWmQA8DtmKVqlC6u0RI0ZiIubDBgjX4A7UyRaR6CnPm6SX/iFcThDcwbTg2Ct+RdiN2ypS+TnQinfKU2G2kjAUdDVWNKUGzx0GDR01jypsm+qoR5TBfXN4zvSfnbXTdBrHf1Pa/XdSUErSPbMIKLcd0i0KGZmDkK5fjyBsLsfK6zzD8kdMRPihJUac+JxXDH5iPVQ/+CCkqArGjkp3qkThoQGmUGlCitkzOtHjc+MVUfHzrRrxyyWqc88x4RCQFd6iFZHci6G0/ponVQqNWaXDotYKekng8quxbJ6JoykmbpLqfZGG7bValxoNFmG60Ki8hZieaUnU1dhhCdLBKulaNqY76zR09Hb1kdalFo6ZbBUlFc0o4PtU0rNxBTbfKU8RtVtOY8ocmlNiP7ugEeYpj34r7TrwoK+cbhGOjfb9HRQKzz47ED+8U445n0vj5pZHtMLQ/BoXj0ZlelN7HG56n+k7eHG+dsW98wR3dK181o9S2WTx+xXPGnXOU1WGjlCSiG+JKd+Xbb7/F2aefwyMe2Eh57UXQWdrfCHky1mEx14RiWlRsvq8aU4y50jk4gO1Yi0UYLI9BopTueiOEe7NGGIXVbjaju6M5WqSYNlUoo51kwQ6E1ep0G61yEzRmpvOp1KAiiM5EPI83b96MMaPGop88jD9DB8IpRRpSfReKlCJ6FNogAwbeNhcZF07Apju+QMmyfQ5l4iZlYfgt07D67p9Qe6TSb+uOSg7CNR9MRNLgcLx23lIcWlvqt7p7e6SUMYTe+BFdz2mXxWL5T1XYub4OFSVW0jwhCKLXc9ppp7Wm4mzDGthlpfNdJ+kxCtNQhiIcxC6/rZc5t/pJwzAcE7ELG7l+FV1z3cMKC3Q0QDrRxYwcORIRiMYR7EEtWMQjnb9E50FOKaJHknr2GAy+50TsfOwnHP1yg8P8zFOHIPO0IVh1z4+w1Db5bb16oxZnPjgMc24ehP+7aQ0KdvjP6dVbMddZeKQUQXQ1yVlGjJsZhn9efBB11TYMGqMcgYogCKI3EiKFYxxmoQG12IA/YZGVUUcmKYjrTR3GbhTL+X5PJZyAOShFAfZhq1/r7q3YYOUaPgTR1bAR+A5hN//EI7Wrm0P0YuhJkeixxE3rD+NTodh63wKYiyox8IbpkNqFRg+5diKq9pdh3cO/Y86Ts6ERw6Z9YOy5mWiotuDjG1fjqg+nw5Bo8FvdvY2mWiuMoWRcEd2Df7yQzt/W6w0sMY7eyxAE0TcwSiaMlWfwaCmWUjdKnopgqW0AkjApEkPkcdiONQiWZ3H9KX/B1jNKnoZ1WASjHIR0qb/f6u6tkVJaekQjugGxUiJmyWdAK9HxSHQuPfYIc0cbSRb1QHzVmPIxatEtPScfNaLU9J/U9E/caaOahIpaHWL0tt2ufDC0iCuwdqxJZeifjqHPXoLd93/OR3kbcOd8Rdmh952E1dd/gvWvbsLw6ya2/m7UKittErSQgjWCtoGgV8L0T6Zf2Q81hQ346LqVuPi9GQiONLYvoEqTTrlOsU1ard318SgizhaOf8kuHs+Oe1KUX7IJ/SBqSrXofbVgtukc+rW+xgZdiIH/LWpKifpi3ujTiLpUGuEAE7Vm1DSnnMiBdTsNH3Eb1DSmOB5qQokOG2+0jVzhbP0O+l/iMuJBrqIxpRH0wtg6Da3+YyfrF7ZZkDTpND2lztRa8ganx4+f29zddK/c06FiZwGlLxA9j/Y6LTabDVm6QdxBNEGeA5PUpo/JRNBr5Upsxgo+j43m5491MphOFXOEbcBS7phi62qPbBVG6tNqXWpOwQ/C7JJO77oNHiKnxCumDVWCfumeAsW0TbDLdPFx/KWJtdgKY2wCdFoaga83I2q3dUc9Jl/rdHYdIAhn0GtiosdjSo7C8KfOQ/HCXajPLVfM04cZMfy+E7H7g42wmf071BbTS5h/9zDE9QvDF7esgqWRhvJyhplrSvVY/zdBEARB9Bq0Wi0GSqMQgVjFyFotZGMoH5GvEM0j9vmTCCkGwzCRy59XyqTL2VHqHnvLqPPBIUgQBNHToCdFoldgjA1D3IyByF+wATk3zVXMM5fXwRBhgtYgvHXzAxqthLMfH4N3r16Fb+9dhzOfnMB/I9poqrNAT0LnfY6yEhu+/qgGh/dboNcDETFaREZrERmjRRT/W4PQcA20Ogk6Lfi3rNFAq5Wg10sICaN3JgRBEJ1FBvpjE5YjWx4KXbvUHDtssMACA0ydst44KRkD5JF83ePlWVzvimjDaje3CtATfQcWIVeMPK69xs5BPYwwwNju28C/NdDyTJ+2fxr+P6V7Ej0dOoKJXkPymWOw5Y5PkXnFNCCy2QFVtGQvtj32G0beNLnT1qs3aXHO85Pw/mVL8fuTW3D8XSM6bV09EXMtCZ33VqxWGcUFVhTkWlF01IKCo1bk51r5964tZoydYsLQUUaeVlxebsfeHWZUlttQWWZHRZkNtTV22Gwy7DaWxquse9AII44/IxyzTw1FVCwdPwRBEP4kAjEIQggKcBhp6Md/a5IbsRnLYUIQYpHYaetOlbLRKNdjI5Zxx5RRCuq0dfU0rLIZGuigkfz/IpXoekpLS3Hw4EEcOnQIh+TdaEQdGlDPR7djzqV4pHCHsAVNaEAdqlEOM5pggZl/yzyJvPlfe5jT6qabbsIll1yC8ePH82wOguhJdIqlzzSFxFOhK1QYVLWNxPJqGlNifY4VqLTH9Xx3NKM0oq6QUKdGZZvV+sQtTSlhnZ6O8CtqfdkcZAE0Huud2Owa6LPTEJwdj6M/7ETGeaOQ/+V6HH5vOQbeezKSZ6aifXadSdA+CtIIWkcqO1PUQ4mI1uHiVybirYuXITLJhEmXD3BYRtw3TcfehrVg0Aj6Nxq7T/pgDlI2bhyAkk08oJSTNpvyB7NV2Y9mQWPKateiqdaG4FgT/9suaLSIGj7u6PGIGlJ6B90gZT/ZhI7yVHOqM1DTTvIYyXcdI7GfHPSb2nFwjxk/fV6Fn7+uRU2VHQnJOiSl6pCUpkNath4TZgTjnsf0yMwxdFi/iN0uw2LVcCdVfa0dy36rxy9f1+CVx0owfnowTjgzDNPmBsNoat93ok6WTWWbXCMeS+7gqp+8QU27qzPE2T3tJ1XtLzf0ovzdb2rHF7zYJrGvzbIWZpKUInoJ7KE1Te6PQ9iFVDkb9ajhTqJIxOJQ4x4Yje10Mv2AqC0zVzqHP3ZvxHKMk2c4RAbJNj9LLgj6UZ2BVFSmmDYJkfPVk9IV000RGYpp65kVqN/TBM3DRhS8FdOJLSX8zfHa8zvUPLPKFhQhF/k4hCqU8+inIARzp7AJwYhDEtLRH1GIg0bUTnMRWcW/YeduKua8+uql7/HKS6/y2hORzmsNkkK6lU6VmsaUmuZUZ+hmEd0Dev1M9CoSTh+PQy/9jKoVu9CQV4HhT56HsEFJABo7fd1RqSG46H8T8e6VKxAaH4xhJ9HQqYzKI9VIHBXb1c0gfMTcJOPXr2vw3SfV2L/LjJnzg/Hwi/EYOcEEnU7y2emg0UjQ6Zs/zPF06gXh/JOfa8FvC2rx9jPleOreEsyYH4JTzg/HsDGdk1pCEATRV0hEKvZhC9ZjCY/USEU/9MNQvzukOnKKDZbH8jS+LVjJR+dz94G8N9OUVwZDQmRXN4PwA1VyOXKxj6flhSIcScjESEyFQfL9/GqJhGKJe+ysiUY8/wyUR6ME+VwT7iB2IEKO4c6pRGRAS9F3RDeGnFJEryJq2iA+fJpUV4uo8VkwJQRWqyBpSCTOeXIsPr9jHZKHRyE6zbc3FD0d2S6jZHcFjhsc3dVNIbykqcmOHz+txsevliMkVIOzL4vgKXWREUJkqSxjwUc12LW1iZcLDZEQHKrhfweHSAgK0/Lv/kON/Dd3SU7T47KbonDp3yKxa0sTfv26Fndcmo/r747BaRdHdcIWEwRB9A1YithoeTqqUcFT9mKkxACvX4MR8iSsxSIesZWNIejrNOwvRFBOYPcD4V+YiP9BeTsqUYpkZGE8ZiFMcnQ01siVOIr9XBdKBx200Cu+2T8TQhAshbq9buZ4SkQa/5jlJhQiF0ewj3+PlKeQVhnRbSGnFNGrkDQSoqcNgknv27C+vtB/egJGnp6O7x/YgEvenMbb1FepzK2B3WpHVGZEVzeF8ILVi+vwxF1FXKD8pvticdyJITyiqZm20PSKUhseubMEB/aYceKZoWiol1FcZEP9fgvqamXU19m5xpTZLOPv/4nBmReHe/dWfaSJf+acFoq7rixARbkdl94U7VQ7gaUDlpbYeNZqTDzd6giCIJzBHpbD0HWROewheag8HuuwGHFystOH975E/f5CRM0a1tXNILyA6YFtkVeiCmVcp20oJjiNimIv8XKxH/uwFUksgglaPrhAIxpghYWPwMhUplh6aygiMQnKAZzcha07HTlIkTN5NCKLiBwtT4NBch5pztIMm9CIYISSJhURcAJmqYt6OKLqlOSpQJNfENsktMBBGEvyrIlu6TOJGlIq8wVNKUm1Ptf1q2lQOavDU80oEbvsug2qWmBO6rc50Zhqj1V2PW0RpwVtJFHHSNQf0QhHz/G3DcYrZy3Ghs8OYMIFWU51Vowa5dsKg1bQShI0pbQ65bRVK/STOC32k9itzrpZrELQmHLQlLIp+6lR0Oqq3FGNyH5RaNCY+E6qsSlvhBqhT0ySxeU0wyJrXWpIeYq47xzFuOCz5pTfNaQ6ATHdrq7agsf/XoTLb4nC6ReFt3NGKVm9tB7/ub0Uoyca8eGPyQiLUO4fJmz+5P1lOBwi4Z9PxWLOqSFeaxG19CNL3Xvx02TccWkByoutGDLKiMI8K4ryrMe+LVyA3WIGDAYJF98YiYuvj+Kpgb7ijl5SZyLqhfnn2PKwDpU+8EYvKtBaWu6cxzaVexlB9FS6gy6L2IZsaTB2YB3Gy7M7JY1Ptnb+y0prUbHyh+JSxWTodqWNpJs9UjFdsC4KDXuKEDPlbDSsPxZhfnInNZbwiRNH3q+Y1sXHYm/1n5AtWsyIuhSa0lqnGlMseokd5zWoxOKlizB9+nSFnhJzWOXjIPZgC5KRiQFQHiPeoJV0GClPxXasxVosRj95CHc+NaKei6mzb/ZhDjGmr8wGQRgij+MRWqLGU6A1pkTU5jurk+gZ0OtjgugEDME6nPbQSHxy8xr0nxaPqD6axmeKNKG+pJ6n8fXliLGeyNvPVqDfYAPOuDjc6Rszi1nGa09VYMFH1bjlXzE4/bwQp+W++b8a/PFDPW64JwqzT3FexhuyBxrx8hcp+O8/inFkvxkJKXokpugwfJyJf7Pp+CQdF2V/9M5i/PlLHe55Mh45QzpfK4UgCILwjCwMRjGXgt6NbAxGX4TdH7XBIbBWVwLJpEvak6i2lCK3fiemxJ4Lg8YEKwSnFIByuQjbsJY7fSbheIVDqgU2wt4ubEQ4opCDYX5Lt2OO3mHyBB6ddQR7ucA6+zAdKpYiGHRsmqUSsjKr8Rv6ycOQhhyKmiICAjmlCKKTyJoYh8Fzk7H83X045X7f33T0RBLHJMJmtqFkWwniR8R3dXMIN2Bv6Zb8WIvvP6nGW9+nthojuQfMyDtiQVOjjKYGGZ+/Uwm7DXjrm2Rk5BicRLs2c8n1EUhM1eF/T1Tgj+/qcNy8YD5aH/uw3+MSdNAbvDN4mN7U8/+X4rLMwOFGvPFNKt5/qQI3nJOHq++MxjmXR5CRRRAE0c30rZjw+QYsQaY8gE/3RUIHD0ftzq0IHUQpfD2FBnMltlUtQkbIcITqolpT4Vganx02/q9aLkMeDqA/RiIFWR3aIEbJhEnyCdwxtBw/I1nORDDCuOZby2h93jqq2Dr7Y4RquUEYjXg5hUd0laEQQ+TxvF0E0ZmQU4ogOpGBsxKw+H+70VfR6DRIm5aGI4uPkFOqB3BwTxNefLgEB3aZcfeT8UjvZ+C/5x+x4MqTjyI5Qw+jUeIpceOnBeGqW6NgMLp27rC0v3mnh2L6vBB883ENdm8zY+2fjSjKt6K40ModW7EJ2mYnFYtwYg6rFB0y+ukxdorJL84j1sa/3hGNCccF4eFbi7F+eQPufiKea2URBEEQ3YMIREMLHU9tYtEkfdUplffxW5BtNkhaukd1Z2x2Cw4Wr8ChklVINPVDv5BxrfO2yav4cWyAERouXW7AeMxBqKSuqRkihWEkpqBCLkERclGKgtYUO6Y3pZP1rZFOzZ8gHu3Eop78MbIfI1qKxyT5eOzEeh41NVSegBgpwS91E4QzyClFEJ1I6sholOyvQVOtBcbQvjniRfrMdKx7cR3G3jS2q5tCdEBttQ3vP1uG7/6vCqdfHIGH/peEiHCpdd4LD5XihDNCcedj8V5rKxlNGpx3pVLw3maTUVZs4w6qwqPW5u88K1Ytrsc7LzRhyEgj7n48DtFx/jHMR4wPwts/pOK/d5fgypNycf9zCRg9KcgvdRMEQRC+wV5CsCHsK1HWZ51SptQM7oxqOHwAwdn9u7o5RAcUVu7E7oLfYNSHYVy/ixFV22xLyLIdhY37+TE8RZrf5iQ6pinlCVFSHKIQp/jNIptbHVQtH+b8KsRR7MEmrgUVKyX5ZRtZRNYweSJPqt2CFUiVc2CxWKDX983nGaIHOqXYi20HsWoHkXBPhc99RxTIdnwBryKw7eH63BEIVxM2VxNT91XYXG15d+rwN2IbRCFqZ4ETnoql2wVxYHG6SVZecDWiOrtARw/oYXEmRKYEY+cfBRh1errLNuuEOgw6q3K+VjnfolcKo9vtyo5hOk7tkQTRcgjlmxdSTjqcxkIdFqvSWVBnaY6saaHaEoSwsf3QWLEce/8sgWFGrLIJwjkpCiQ761e9pOwXNb1iRyFzz8rbhZNQFJr2Rvzc32LZYpucbbO4zvZ9/dMnVfjy3UrEJWphabLjty+rcGB3E7ZtaMLhfRZk5Ohx75Oxijo8FbN2Vp69BE5K0vIPxhpha9fX1VU2PH1fGS458SguuT4SU2YHIy1L53PkVFSUhMdejcOCD2v4CH5/uToCV9wcCZ1O8otgtxrtt9Gr5b0QNve3SLin/aImYt4ZiP0knscEQQQWdwWTIxGLYuQhXe7f89OsBUeE3WxWTBt+XquYzlzYbEM1WZPQ8MF3GKI/DvPfvk1R5qdDz6KvM3/g3aplKsYL0fmy8r5lrFDa0Et+/Ifb6y8pKcHW3AWwy3ZE6BNQWb4fJZYGVJoLUGUu4mXefu9NXHrppa3LHK8936Ee8TdfBLqZ9MIwzQSuBhUvpyIJafxc8jUNlp2DLN0wUo7hdccaEjEcExEkhQRE+Nwb1MTQSQi9e0KRUgTRyZzw96FY8M+NSB8djej0UPQ1dCY9hl4/CZue+hMDxp8CfTC9YelunH91JOacHIztG5uwfWMj1vzZgJxBelx3ZxSGjjb5LVLJE8IjtHjoxXgs/KEO339ag9eeqEBckhaTZgZj8swgjJls4tFX3hpZZ14SzkXRH7ipGBtWNuCB5+J5+iBBEATRdaQiG3k4iIPY1WcFz7O1w7Dc/AOKbLlIAkkfdDfi4uIwO/1GVDcVorIpHxWN+dBLBiQFD8TgyBkI1UcrHFKBgNk1yVImouQ4HMIubMc6WGFGtJyAGCQiFokwScFe1x8ihfORMfdiC1bjdwyWxyBBSvPrNhB9G7LACaKTGTQ7CaPPLMPnf1+Pqz6YBp2x72kEZJ02BLm/7sX61zZj0m1tOfeEb9RV21CYa0Z6lh6mYI1PxgwbrY59Zp8S2inRXN4y++QQ/mmot2PDykasXFSPp+4rQ3mpjTummLYVo6bajupKG2oq7cgaaMBlN0aq1p0z2IA3v03G8w+X4fKT8nDX47GYNb9vjpRJEATRHWApQ8PliViHxTw6g2nb9DUMkgkDdWOwy7oOsfZh0Gto1Fh/YLfbYK6r4CkXRqjbCK7QafSIDkrjH45ViOLvIlgE02CM5ZFTtVxqvRCFOILd2IhgOazZOYUQ7rCyHPswMfaBGMWPO1doJS0XQY+W45tF0OUi1NXVISSE7CbCd8gpRRABYO5tQ/DOZcvwy5PbcfJ96iNf9DYkjYTR/5iBRVd+jn7zMhE3RJnG15ex22Uc3d+EXRsbsGtTA/Zva+BR5iwKyBgkwRikUfxdU2lD4REz8g+bUV1u478nphnwn7fTEJfce6PQgoI1mDonmH+YsXV4vwUrFzXwKCedXkJ4pAZhEVpERWvx9nMVmH9WKOKTdG7Vy3SrJkyvw3/vKsXaPxtw8/3RMAX5N+WNIAiCcI9wKQoD5BHYhjWYKM/tkyN/JWkyUSAdxJ6KZRgaM6erm9OtMNvqUdlQgKrGPFQ25qPJWg+tRgetpIdWo4dW0sG6MgwaLUuHlNFUW4bGmjI01VU0p4RKEgYMPRsJKWPQW2HbGYZI/snEIK5FVY5iLppei2ouvM4+bEQ/9ttRHEA2hrhVd7yUgnA5ip+fY8eOxSeffIJRo0Z1+jYRvZvAaUqJeKgx5RWiPo6qFpLaOl0vr5b67o7GlNgEB80ntcU91JDSaIRpJ20UIybUttNTzSm3+kUFNX0mEVHLyCLoj1jsymmNcKqI6xPrc+gDnQZnPDIGL5+2ECfcMQT6IHbzVJYxaJVvWfQaZb67Ua+cb9Yr2ySzYczaY1Nug9jLkngOOkPQnbILdYqaUvVmpaZUpbadIZmUhJzzRmD169sx9Yn5Tlenl2wupxlGyaKYFvtR1K9x1FKyq65DgZ+1aWoqrdi3uY47oXZvqsfuTQ2wWmTkDA/CoNFBOOfaWOgMEpoaZDQ12NHUaG/+bpDR2GBHWo4Rk2aHIDnDgKQMA4JDNHj5gULcevYhPPNpOpLSDc61uKDcTrVIKI91g1R13NT7TVxnR/pLzNjKzDGgX44eF1/tOJLNrq1N+O7/qnHN7VFut3neKUEYMSoJ999cir+elo//vBiL/oOVx7M3qOmmqWlMdQcNKU/xRkNKPB7F7Rbr7OptJAjCM0QdFzWNqbnSOShELh99LB2BEfwWR7tjI+AFErtFaecNxBisrP0JmQ2ZPqVedXcmXP6My+gmed9RVFceRnXVEdRUHkFDfRmCTTGICE1DXMIIBCEYdruVj4bHPna7BfVBWtiszRpeockjEKKJQlBIDIymCFSW7cPODR8CldVIT5jkVZt/OvCUR+WdjqTohfi5P7WSWs7BMDkSu7ABmfIgaCT37q3seBwrz8DB3TsxdvQ45GAY0pCjqgPnbRs9qZM0o3omFClFEAEiOMr3B9yeTursfljy5TbYrXZodH3nobKuxoal31Xi988rsHdLA3coDRwdhIlzwnDZnQnIHGji0T7uIjrWbvlPAm4+qxFb19Rzp1Rf5+yLw/DIP8pwxd8ioTe4369JqTq8+lkC3n6hCledWYgzLgzlAujMIZiaqeO6W/GJdNskCILobNjDrV7u22lrwVIowuQoVMjFSJIy0Vdg0dA1RftRuncNKo5shQQNwiPSEB6ZjvikUYhBAgz6NiedpkH5spJRPUA52q++ts3BGBU7AAPS5iGvZIPXTqneRCySeB+XIB8JSPXoHGXRVSydj0VNlaKQR1DZYIUGGsQhmY+i2eMHLCACAlnXBBEgmCOG0ZecMSKROTGQtBpU7C5BzNAE9Hajatuaevz6WQWW/VSNjAEmHH9uFP71ZiaiY/17DLAbPou2Covse3plzpg0IwhBwRIW/1KP40/1TOuAOaGuuT0S46eZ8MMXdTAawVMk//y9AS88WoERY428ztnzgxEdS/1NEATRWcg8NrlvP9AyTa1y5pRC73dKmeuqULp/LUr3rYHN3ICY7HEYdOKNiLXEQ2oXwWOobPJ5XWzkPL2uWZOyr8NsyFQ5G0ex3yOnVAuRUixPs2UC60yjSgstzDBjM1ZAAy0S5FQkIA3hcB29TvRtyClFEAFyUCx6aTcSBoRD42To+b6kLRU/Jhkl6/N6tVOqJN+C+y49hOoKG2adHoGnvsrh0VBt+F9EnGlNMU0lgqUlSzjn0jC8+mQFBg41ID3bc62t0RNM/NOe0mIbFv5Yh18W1OHpB8vxwvvxGD+VjFqCIAh/UymXogLFyMRA9GWipQTssK/ldmRvjjg5vGYBSnavQHhSf6SOORmRaUOh0TY/pkpF/hcRt1obyCnVjmRk4QB2IlfejzSpn8fLs9EH+2OEg+OvHEUowlFswFIeOUUQAXVKMZ0Ox+umbxpTasjO9EqkwGpOqS7vxr1ETUPKYb7KOtXKizowznRmtBrP6lCbr/FQq0bEHU0fSWWdYh1Wu/Jhvsnu+tTQa4R+ErW8BP2eZa/vxr4/i/DXj6ZBy8vK0AlaRqIOlknQmDJoBb0lQWPKLuo/iY0WtWnsTvaDTdgQu+v5Nouy3xqPGRAt1GhMDsdC6MhM5C/fj8S/mByODaPG6nKaEaxRviEzOOhQuTZePNZSEss71fhRlnnrsUJkDzHh9idToDdqPNYFEtPzRMTjWbba+MhzEVES3z5nelCO2lrqenL+RE2Hzd+6VudfEYayEhv+emYBHv1fLCZMC1LtVzUS4iVccHkozrkwBLNG5iEmRlKvU9Bn8FVjSsQdbSW1Oj3t587QkFKb7422FkEQ3RdXui+7du3CJixHf4zkURiBItAaUppgpU6U3OQYARRhjUITGlBvq+bpfL2Rmtw9KNu3FiNOvhOmsFjImmP3rGO7o3yQ8sWSOVI5HbnX8R4WVKJM6TMdLFfWUVMOA4vpKa1GIPjV/DG6+zk4XprFo5vq5GoMwEi39aU6gi3PUgPZRyfrIUNW1YgiPai+C0VKEUQA2PjVYZzw9yGISKS3MtFj0rD31aWwm61AL5SL2LyqDuuW1OL133O4Q6qzYW9Pn76nCMnpev4hmtFqJdx0TxSycvT4+19LuB5UcooW8YlaxCZoEZ+gRUq6DmHhnu+jnVvNaKiX8d3ndQgLb0BImAahoRJCwzRIzdBhwBDS9SIIgvCWL7/8ko8aliplo6/DRpKLkKNRgRIEo/c5paxWKw6vX4CUYcdzh1QgKKs/jLyarRiTcGZA1tdTYA7gCfIc7hBej8WIkGNgRBBMCOLfzX8HexWxx45fA4zYL2+DFnrojn3Yv0jEQStRpH9fh5xSBBEABsxIxIHVpRg+PwV9neD0KOjCTChZcQCx89LQ21j6fTVOODcS0fGBcRC9/UQJtqyux/NfpMMQACdYT+OUc0OR1V/PNaGKC6zYtsmMkiIbSgptMJtl3PD3CJx/eSh3YrlLWqYOV98SjppqO44esaKuRkZdrR21NXYc3GfFhGkm3PSPCL5egiAIwjNOPfVU/Ou+B2CVLdBJdB2NQjwfhTBZ7n26Utu2bYO5vgoJA6cFZH3VjUXYWPA1hsTMRUxQekDW2ZMIkkIwXp6FPBxAIxpQiTIeqcc+ZjQiBokYJI/2eDRINoJmLapgRhOsqIUVFlhh5fUy+slDkQjaH30ZckoRRCdSU9yAPYsKUbizCtWF9V3dnG4Be8My4Lrp2PHk70jIOAXRg+LQmygrtmLklMC8zfzq7XL8/HkVnv88DbEJdDnviKGjjPwjptqtW9mIR+6pwM/f1OO+x6PcjnCKitHiutuVI/u0UF5qw5svVOOik4sw/8xg/PW2SBqxjyAIwg0sFgt+/fVX/PDDD7DDhkqU8tSfvk4aclCII9iHreht5OfnwxAcAY2m8yNl6i2VWJf/BbKjJiMlbGinr6+nwhzBGU603MxyE/ZiC1biV+TIw5CKfm5HTSV3MHoki/Znx/Z+bMdh7MHPP/+MefPm9Wr9NMI5nWIpMz0fB/0QB00LDzWmVFfquSaG7KF2h6TWZpXq1DWrPNeQEs9ZNV0YUR/KQWdGmN/8m93ltKhv4zBfaJNO1GMSEDVX1Kad/eapPo5V0CsRNaUc6hM2QdOBxtQXt69BQ5UFo8/KwNA58Yoi4gOyqJ8kakiZdMr8eLNBeQO325XbYBH6xCZoSDmVYXP4UVhG0JSyW5XTFouy3+o6OD5Dpo9CcmETlt7xEyb97zwEJzc/4Ju0ym0M0pod2himVeb8mTSOQwG3RyvsO5ugwaMX9L98pbzYiqh4XadqSLHzduG31Xjv2RI89WEqMrmQt+xSV0tNQ8pXvSURsZ9F3DlHPT2v1bZB7IOJk4347OcE3HtzGS45tQh/rE9GRKRv0WZxsRrc83AkLroyFC89WYVzZubjgitDcdl14c2pgioaU4HQkFIrr6Yx5amGlJp+VHfF4drRubJrBNGnYVoz+fIh7MR6pCAbozANMUjoUH9J0iivhbbaWnQ12gjlywp7nfJlpGxV2iuauBjFdGN/xwFgjGv3ggk/jLWdhDW132FQ2jxkxE9qnf/L+ofQkykoKIA+KBxyu2jlitPqFGXOHbBRMf3v+G2K6f5LLnOoN3yJ8niJKLRj3ZEvkBgzDBmpM4Dq5ggdwrWeU3sNKINkxFCMR5yczF1TdtiRgQE+rZM5n5KQwUfoy8V+nDb/dIQiAv0xHOFStFsaU6JOFelS9Uw6xSllr29yEB4XDW9ZMO4cpz0zqr2xFT1dh+pKAuKUgstpWc2JpRWdJ3aXy/PfBIeLOO0guqzilEIXOKUsgoNHq1M+tEuCQ0gjODq0gui4XRDXhijIfWx68Akp2PjlIYw+OwN6rR2NtW31mgUnkdmsdMBYhGlro2CAmQWnU6OyX+1m5elttyiXl82Ob6WkJuGBV+hH2S7sO7uyH+yCSKjNqpy22tpEPOPnjwRKS7H2jgUY//QZMESYYLYqt7nJ4uhwajQo+7pB2Jfs7apiWiMKoQttFKbVhKdt4sVKcLqXFlkQHKJBfY2tw2XEh3S1h3zxHNuzpR5P3VWIe55NQlo/A+rarYuhdzZgAVxfG/zvlPId8Rot+dkpxfhhQT2WL2nEzXdFQKsFT8HzB9ExGvzr8Shs32bGS09Ucf2pL/5IhDAegcM2Oh5vyvJ2N+52njqlRNSdUnLAnVJq/aB2noovxhyWd3peC9doGWio9b8QcnV1YIR2CaI7w1L1ohAHCRrEIQkRiIEN1lbbWyMr7QNJeJlok12/oAoEstBGu9AmWWyjXSlsbrU2OtSpPVanUWPC8OBZ2Jj3O3QaExKiBveK68fBgwehNYbAZm7bdlu9sh+a2tnOjOogwc4TyvM6zG3HhyzbsWHvhwgNSkC/pJmw2c2Qhb7v6f3YmedlexpQx6OaohCLeKQ4zPeFFGQhAak4gj1Yg4UYJk9wa7+IbaB92X3wZF9IMoub8xONjY3IyspCYWGhv6okCIIgCILoNiQmJvIHKZNJObqop5DNRBAEQRBEb8Zdm8mvTqkWI0uM+CAIgiAIgugNGAwGnx1SLZDNRBAEQRBEX7eZ/O6UIgiCIAiCIAiCIAiCIAg1aPxwgiAIgiAIgiAIgiAIIuCQU4ogCIIgCIIgCIIgCIIIOOSUIgiCIAiCIAiCIAiCIAIOOaUIgiAIgiAIgiAIgiCIgENOKYIgCIIgCIIgCIIgCCLgkFOKIAiCIAiCIAiCIAiCCDjklCIIgiAIgiAIgiAIgiACDjmlCIIgCIIgCIIgCIIgiIBDTimCIAiCIAiCIAiCIAgi4JBTiiAIgiAIgiAIgiAIggg45JQiCIIgCIIgCIIgCIIgAg45pQiCIAiCIAiCIAiCIIiAQ04pgiAIgiAIgiAIgiAIIuCQU4ogCIIgCIIgCIIgCIIIOOSUIgiCIAiCIAiCIAiCIAIOOaUIgiAIgiAIgiAIgiCIgENOKYIgCIIgCIIgCIIgCCLgkFOKIAiCIAiCIAiCIAiCCDjklCIIgiAIgiAIgiAIgiACjs7fFTY2NsJsNvu7WoIgCIIgiC7HYDDAZDL5pS6ymQiCIAiC6Os2k1+dUsy4igiKghmN/qyWIAiCIAiiW5CYmIiDBw/67Jgim4kgCIIgiN6MuzaTX51S7G0fM66m4SToJCP/TdJIzTOltkzBtt+OfQvTkqZdVmFrGY1yuuWb/3lsnlhvuzKOy4v1tyvbWqaDettX0ME2yIp1i/U61tda3qEsHMsIbXf4vf08oT7ZSZmW5cQ2KLahtYxQX7vqWtd/rC/ayrbfhg7aI9bvqkz7pNMO2uXQJlfrcllG7CMndXtUn7J5rpZv7Vsn63Tdbyrt8rBPOirrcp4H64Qk+7QNrcuLjXK6TtlFPc7LOCzbbp7UUb2Kv5XzpPb1tBQVlneot12ZjtbZvl6pg2UUl6XWeeJ3x2U0x7ZFrF9RRlymXZnW5YV54reiHmHaWZnWbzgrYxfqE8s2z2doHeppWbatT7St26Cst23Ztvpa50Es21ampT0tv7WsU9u2yna/Ce0S6m2/rtb6hPoVywnLtK3HWZ+I9bavT7mO1nY6WXdb/yn7puV3Zb8pv9vvh9Z91NrOlvqb/2h/m9AeO6g1cP6tLKNRzNNKyunqGjsyxh7i9o6vTilnNpMzu6lDm8mZ3STaTO1/aynryrbp0OZq1/AO7J72dp5j3erb0KEd5GQbXJd1bTO5mqe0L0QbRLQHFAek03qd2jRqNpOz5SUvyrS/B2pcL6PAhT2gZjO4thu9qQ+etU8o48pG6qhdvtp5ar+7Wre763SwmzzYhg5tJqfrdGHbuCjT0fLObBvHPnCsT7SbRJvJWd0d2kyK9riyaZTfHdlMrsq03KecrcOZjeRgG3VgMynKiLZXu37qqIxYv3Kec5upfflWW8FpPUq7qSObSbm8YCM5s6OOLd+RzdS8nGubydW6RJtJ+Ztzm0m5LrFP7C7qcW4zuZrX/ngT7aaObKbmea5tpubykjCvZbqtkGg3dWQzNc9r+80Tm8nv6XvNleqhk/T8b8mJseLwW0cGk2KeaHD56pRyuNp0vE5XhlunO6XUy3SpU0rqnk4pb4wp52XEPnKyvR7V51im2zulXM3roB6PDDh/OaXEdnV3p5Tkm1PKcRl148dvTqnWy17nO6VER5OvTinH+txxSrU3BpzP89YpJRogojHl7DfRCPLWKdXS5laD5NiObZlWbtexeU7KtK2jZZ6yL5TGj2hEKX9XzlN+O3MOeuOUaivTfjvVnFKdJ8HZ3mZyZiN1aDO1+7vVDnLmIBLsFO+cUs7KeOCUkgLplFIv06VOKal7OqW8s5HE6fb7oYN6PKrPcXu7vVPKRVm1ZZzN6zSnlNQDnVKt9Tgro6y7Q5vJST1tp0PHNpfPTqmOyvjZKeXc0eRJWbvbZVw7pcT7t3+cUh3ZTM7W5cwppfXBKSXaTM31SIrfRJup+TdlmY5sJmd2k2gzNf8Gj51SHdlMyna1zJMct8Erp5RndhMJnRMEQRAEQRAEQRAEQRABh5xSBEEQBEEQBEEQBEEQRMAhpxRBEARBEARBEARBEAQRcMgpRRAEQRAEQRAEQRAEQQQcckoRBEEQBEEQBEEQBEEQAYecUgRBEARBEARBEARBEETAIacUQRAEQRAEQRAEQRAEEXDIKUUQBEEQBEEQBEEQBEEEHHJKEQRBEARBEARBEARBEAGHnFIEQRAEQRAEQRAEQRBEwCGnFEEQBEEQBEEQBEEQBBFwyClFEARBEARBEARBEARBBBxyShEEQRAEQRAEQRAEQRABh5xSBEEQBEEQBEEQBEEQRMAhpxRBEARBEARBEARBEAQRcMgpRRAEQRAEQRAEQRAEQQQcckoRBEEQBEEQBEEQBEEQAYecUgRBEARBEARBEARBEETAIacUQRAEQRAEQRAEQRAEEXDIKUUQBEEQBEEQBEEQBEEEHHJKEQRBEARBEARBEARBEAGHnFIEQRAEQRAEQRAEQRBEwCGnFEEQBEEQBEEQBEEQBBFwyClFEARBEARBEARBEARBBBxyShEEQRAEQRAEQRAEQRABR9cZlVphAeRmf5ckSw7+r7bfjn0L09KxZZVlNMppe8sygCQJ8yThu/36W+e1LqxcVlGmg3qd/SYrp+X2ZWWxXsf6Wss7lG1XTctvdmWZ1t8VzTs2TyOWdSzTthuO/XFsGcU2OOyqY/W1q651/RphXYpt6KA9Yv2uyjg7PBz2p6t1O592XkbsIyd1e1Sfsnmulm/tWyfrdN1vKu3ysE86KutyngfrhCT7tA2ty4uNcrpO2UU9zss4LNtuntRRvYq/lfOk9vW0FBWWd6i3XZmO1tm+XqmDZRSXpdZ54nfHZeRj29JSxO6kfRphmZZp/jeczxO/FfUI087KtH7DWRm7UJ9YtuWCCmgd6mlZtq1PtK3boKy3bdm2+lrnQSzbVqalPS2/taxT27bKdr8J7RLqbb+u1vqE+hXLCcu0rcdZn4j1tq9PuY7WdjpZd1v/Kfum5Xdlvym/2++H1n3U2s6W+pv/aH+b0B47qDVw/q0s01K/pKi3ZX3VNW3b0hk2kzO7qWObyZnd5OJGecxu6tBmUvzdgc2kKCMs31qvs7qF6fbbINoyoh2kWIc7ZVtW0bLdjmUc7CbRZlKsS2yDUIczu8nprjpWn5rN5Gx5yYsy7a/l4uEhblN7XNgDajaDa7vRm/rgWfuEMq5spI7a5audp/a7q3W7u04Hu8mDbejQZnK6The2jYsyHS3vzLZx7APH+kS7SbSZnNXdoc2kaI/SzlDYUQ6XLOc2k6syLTaTM7vJmY3kYBt1YDMpyoi2V7t+6qiMWL9ynnObqX35VlvBaT1Ku6kjm0m5vGAjObOjji3fkc3UvJxrm8nVukSbSfmbc5tJuS6xT+wu6nFuM7ma1/54E+2mjmym5nmubabm8pIwr2W6rZBoN3VkM7Wvm63TE5vJr04pg8GAxMRELCv8se1qZ/PnGgiCIAiCILoOZucwe8dXZFlGaGgoltW2s5kYZDcRBEEQBNGHbCZJZlaRH2lsbITZbEZ1dTXS0tKQm5uL8PBwf66C8BDaF90D2g/dB9oX3QPaD90H2hfuw4wrk8nklz6PiIigPu8k6JjuXKh/Oxfq386D+rZzof7tXKp7WP+6azP5PX2PrbT9illn9YQO6wvQvuge0H7oPtC+6B7Qfug+0L4IPNTnnQv1b+dC/du5UP92HtS3nQv1b+cS3sv6l4TOCYIgCIIgCIIgCIIgiIBDTimCIAiCIAiCIAiCIAii9ziljEYjHnjgAf5NdC20L7oHtB+6D7Qvuge0H7oPtC8CD/V550L927lQ/3Yu1L+dB/Vt50L927kYe2n/+l3onCAIgiAIgiAIgiAIgiDUoPQ9giAIgiAIgiAIgiAIIuCQU4ogCIIgCIIgCIIgCIIIOOSUIgiCIAiCIAiCIAiCIAIOOaUIgiAIgiAIgiAIgiCI7u2UeuyxxzB+/HiEhYUhPj4eZ5xxBnbv3t06/9ChQ5Akyenn888/by3nbP4nn3zi3y3r5ajtC0ZhYSEuueQSJCYmIiQkBGPGjMGXX36pKFNeXo6LLroI4eHhiIyMxFVXXYXa2toAb03PxV/7ITMz0+GcePzxxwO8Nb1/X+zfvx9nnnkm4uLi+DF/3nnnoaioSFGGzonusR/onPCdV155BSNGjOB9zD6TJ0/GTz/91Dq/sbERN954I2JiYhAaGoqzzz7bYT8cOXIEJ598MoKDg/n+vPPOO2G1Wrtga3ofL7/8Mj/OTSYTJk6ciDVr1nR1k3okS5cuxamnnork5GR+nViwYIFiPhvP51//+heSkpIQFBSEuXPnYu/evV3W3t52PXfnOkJ03jWacA9mP7Drw6233tr6G/Wvbzz44IMOdtqgQYNa51P/+kZeXh4uvvhi3n/s3jV8+HCsW7eu197bPHJKLVmyhB9cq1atwm+//QaLxYITTjgBdXV1fH5aWhoKCgoUn4ceeogfiPPnz1fU9c477yjKsRsd4b99wbj00ku58fDtt99i69atOOuss/jD38aNG1vLsIfv7du38zq+//57btxdc801XbRVfXc/MB5++GHFOXHTTTd1wRb13n3Bvtk0u2kuXLgQy5cvh9ls5g8zdru9tR46J7rHfmDQOeEbqamp3BBfv349N2Rmz56N008/nR/fjNtuuw3fffcdf2nE9lt+fj6/PrVgs9m4Q4rtnxUrVuC9997Du+++y40gwjc+/fRT3H777XxY5w0bNmDkyJGYN28eiouLu7ppPQ52TWH9x5x8znjiiSfwwgsv4NVXX8Xq1av5yyHW1+yBifDdxlG7jhCdd40m3GPt2rV47bXXuAOwPdS/vjN06FCFnbZs2bLWedS/3lNRUYGpU6dCr9dzR/WOHTvw9NNPIyoqqvfe22QfKC4ullkVS5Ys6bDMqFGj5CuvvFLxG1vm66+/9mXVhBv7IiQkRH7//fcV5aKjo+U33niD/71jxw6+zNq1a1vn//TTT7IkSXJeXl4AW9+39wMjIyNDfvbZZwPa1r62L3755RdZo9HIVVVVrWUqKyv58f7bb7/xaTonusd+YNA50TlERUXJb775Ju9zvV4vf/75563zdu7cyffVypUr+fSPP/7I91VhYWFrmVdeeUUODw+Xm5qauqT9vYUJEybIN954Y+u0zWaTk5OT5ccee6xL29XTEe1Lu90uJyYmyk8++WTrb+zYNxqN8v/93/91USt7z/XcnesI0XnXaEKdmpoauX///ty+mDFjhnzLLbfw36l/feeBBx6QR44c6XQe9a9v3HXXXfK0adM6nN8b720+aUpVVVXx7+joaKfzmed/06ZNPP1FhL15iY2NxYQJE/D222/zEDTCv/tiypQp/G0sS0diEQgsRZJ5T2fOnMnnr1y5kqcnjRs3rnUZFvqn0Wi4x5UIzH5ogb0tYyGao0ePxpNPPkkpMn7eF01NTTw6x2g0tpZhaTPseG95s0PnRPfYDy3QOeE/WNQTu/awCAeWIsLuzyzqgR3fLbCw+/T0dH4eMNg3CxdPSEhoLcPewlVXV7e+ySc8h0Wesf5v3/fs+GfTLX1P+IeDBw/yFPr2fR0REcHTJamvfb+eu3MdITrvGk2ow543WcRv+35kUP/6B5YuxlKns7OzeaYBS/lnUP/6xrfffsufRc4991yeOs3s4DfeeKNX39t03i7IHq5ZXi4LLRs2bJjTMm+99RYGDx7MH8rFlAwWoso0Kn799VfccMMNXLPl5ptv9rY5fZqO9sVnn32G888/nz/U6XQ63t9ff/01cnJy+Hx2MLMDvT2sHDM22DwiMPuBwY59pjXF+p6lydxzzz08DPaZZ57poq3pffti0qRJPLT1rrvuwqOPPsod4XfffTc3BFlfM+ic6B77gUHnhH9gKcPsAYc5wlkqPbv2DBkyhL8wMhgM3AnbHuaAajnW2Xd7h1TL/JZ5hHeUlpby491Z3+7atavL2tUbaTlOnfU1HcO+X89ZH6pdR4jOu0YTrmFOPpYezdL3ROjY9R3mAGEp/QMHDmyV7Jk+fTq2bdtG/esjBw4c4JpzLM3/3nvv5ccws4tZn1522WW98t6m88XzzA468c12Cw0NDfj4449x//33O8xr/xvz/LG3AuwtODml/LsvWD9XVlbi999/51FpTPyTaRn9+eef/O030X32A7votMBy3tlF59prr+Uio+0jSgjv9wUT1WZ57ddffz3PwWaRCRdccAF3fLC/ie61H+ic8A/MWGQPNyzC4YsvvuDGDNN2IAiC8KfdT3gHXaM7h9zcXNxyyy1cC41FYxP+p71eNLPTmJMqIyODv4xnwtuEby8Bxo0bx1/etvhL2PWX6Uexa0RvxKsnsb/97W9cAHjRokVcpM8Z7MJaX1/PRZ7VYAfx0aNHeVoH4Z99wUa3eumll3hq5Jw5c7gIKBNUZQd4ixgoGw1OFFVl6TEszYzNIwKzHzo6J9i+YCNaEv67PjGBVrZP2HHPohU++OADProFCztm0DnRPfaDM+ic8A7mzGNRmWPHjuUOPXYNev755/nxzNLImMO8PWxknJZjnX2LI+W0TNP54D3s5YRWq3Xat9Sv/qWlP6mvO+d67s51hOi8azTRMSx9jNkY7IUXi3hnH+bsYy/D2N8sooT617+wqKgBAwZg3759dPz6SFJSEo+YbA/LPmtJj+yN9zaPnFIszYLdmFhoKRs1KSsrq8OyLHXvtNNO42/F1WBvCJiaPL399t++YA5BhhgBwgzhlhGuWLgwu1iwC3cLrC42nz0AEoHZDx2dE2wZMZWM8M/1iT0UspsnK8eMFnatYtA50T32gzPonPAP7FhmL4DYAxAb1eWPP/5oncdGCWUGDzsPGOybpZa0d9Syt85s6HLRWCI8ewhl/d++79l+YdMtfU/4B3b9YQZ6+75mmmhMI5D62vfruTvXEaLzrtFEx7AXwez+xWyHlg97Icx0j1r+pv71L0yKh71wZA4VOn59Y+rUqby/2rNnzx4eidZr722eqKJff/31ckREhLx48WK5oKCg9VNfX68ot3fvXj6SEhu1SuTbb7/lo45t3bqVl/vf//4nBwcHy//61798l23vQ6jtC7PZLOfk5MjTp0+XV69eLe/bt09+6qmn+H754YcfWus58cQT5dGjR/Myy5Yt4yNUXHDBBV24ZX1vP6xYsYKPMrZp0yZ5//798ocffijHxcXJl156aRdvXc/CnevT22+/zUf9YPvhgw8+4KMg3n777Yp66Jzo+v1A54R/uPvuu/koWQcPHpS3bNnCp9m159dff+Xzr7vuOjk9PV1euHChvG7dOnny5Mn804LVapWHDRsmn3DCCXxf/Pzzz3w/3HPPPV24Vb2DTz75hI+S8+677/JRP6+55ho5MjJSMdIh4f7oWhs3buQfZtY+88wz/O/Dhw/z+Y8//jjv22+++YafB6effrqclZUlNzQ0dHXTe8X1XO06QnTeNZrwjPaj7zGof33jjjvu4NcGdvwuX75cnjt3rhwbG8tH6WRQ/3rPmjVrZJ1OJz/yyCPcX/LRRx9xfwmzh1vobfc2j5xS7Gbv7PPOO+8oyjGDNS0tjQ9xLMIcVaNGjZJDQ0PlkJAQPpTkq6++6rQs4du+2LNnj3zWWWfJ8fHx/EAeMWKE/P777yvqKSsr4w/cbH+wYb6vuOIKbuARgdsP69evlydOnMgNP5PJJA8ePFh+9NFH5cbGxi7aqt67L9gQqwkJCXyYWuZsevrpp/mwqu2hc6Lr9wOdE/7hyiuvlDMyMmSDwcCdSXPmzGl92GEww+WGG27gQ5Cza9OZZ57JHzjbc+jQIXn+/PlyUFAQNzaZEWqxWLpga3ofL774IjfY2f6ZMGGCvGrVqq5uUo9k0aJFTq85l112GZ/Pri33338/v+YwRyA7D3bv3t3Vze4113N3riNE512jCe+dUtS/vnH++efLSUlJ/PhNSUnh0+xlYwvUv77x3Xff8ReD7L41aNAg+fXXX1fM7233Non919XRWgRBEARBEARBEARBEETfgoacIgiCIAiCIAiCIAiCIAIOOaUIgiAIgiAIgiAIgiCIgENOKYIgCIIgCIIgCIIgCCLgkFOKIAiCIAiCIAiCIAiCCDjklCIIgiAIgiAIgiAIgiACDjmlCIIgCIIgCIIgCIIgiIBDTimCIAiCIAiCIAiCIAgi4JBTiiD6OIcOHYIkSdi0aVNXN4UgCIIgCKJXMXPmTNx6661ulV28eDG3ySorK/n0u+++i8jISPSlPiAIou9BTimC6OOkpaWhoKAAw4YN87qOBx98EKNGjUJfQDQYCYIgCIIg/MGUKVO4TRYREYHexFdffYV///vfXd0MgiC6KbqubgBBEF2LVqtFYmJih/NlWYbNZoNO17svF2azGQaDIaDrtFgs0Ov1AV0nQRAEQRDdE2aHuLLJAg2z/9iLOI3GtziG6Ohov7WJIIjeB0VKEUQf4Oeff8a0adN4CHhMTAxOOeUU7N+/32n6Xksk0E8//YSxY8fCaDRi2bJlHdbNQssfeughbN68mS/HPuw3Bosm+utf/4q4uDiEh4dj9uzZvJwYYfX2228jPT0doaGhuOGGG7gR9MQTT3DDLD4+Ho888ohinWwdr7zyCubPn4+goCBkZ2fjiy++UJTJzc3Feeedx7eZGUOnn34639YWLr/8cpxxxhm87uTkZAwcOJD//sEHH2DcuHEICwvj67/wwgtRXFzc2lezZs3if0dFRfF2sHoYmZmZeO655xRtYNvGtlFs92mnnYaQkJDW7frmm28wZswYmEwmvi2sP61Wq0f7mCAIgiCIrqWurg6XXnopt2eSkpLw9NNPK+a7sjHUorGZDcKcQ+vWrVP8zmyPjIwM2O12l21rqfuHH37AiBEjuM0xadIkbNu2rbVMS7rgt99+iyFDhnAb8MiRI2hqasLf//53pKSkcPtl4sSJvL72LF++nKfpBQcHcxtp3rx5qKiocJq+x2wmFjl1wQUX8PpYvS+//LLb/UwQRO+CnFIE0UeMpNtvv50bMn/88Qc3as4880yXBszdd9+Nxx9/HDt37uTGS0ecf/75uOOOOzB06FAecs4+7DfGueeey40t5uBav349d7zMmTMH5eXlrcsz5xibzxxn//d//4e33noLJ598Mo4ePYolS5bgv//9L+677z6sXr1asd77778fZ599NndyXXTRRfjLX/7C29oSgcSMIWb0/fnnn9xQYgbiiSeeyCOiWmB9sXv3bvz222/4/vvvW5dlhhKrd8GCBdwIbHE8sVTHL7/8kv/NlmPb+vzzz3u0L5iTivX91q1bceWVV/L2MQP2lltuwY4dO/Daa69xo1B0xBEEQRAE0b258847ue3CXjb9+uuv3HGzYcOG1vmubAw1mCNn7ty5eOeddxS/s2lWh7vRTKyNzFm2du1a/tLw1FNP5e1qob6+ntteb775JrZv385fDv7tb3/DypUr8cknn2DLli3cvmM21d69e/ky7MUms++YI4uVYy8zWb3sJWNHPPnkkxg5ciQ2btzIbU5mBzF7jCCIPohMEESfo6SkRGan/9atW+WDBw/yvzdu3MjnLVq0iE8vWLDA7foeeOABeeTIkYrf/vzzTzk8PFxubGxU/N6vXz/5tddea10uODhYrq6ubp0/b948OTMzU7bZbK2/DRw4UH7sscdap1n7rrvuOkW9EydOlK+//nr+9wcffMCXsdvtrfObmprkoKAg+ZdffuHTl112mZyQkMB/d8XatWv5+mpqahT9U1FRoSiXkZEhP/vss4rfWJ+wbWzf7ltvvVVRZs6cOfKjjz6q+I21PykpyWW7CIIgCILoPjA7wWAwyJ999lnrb2VlZdz2uOWWW7yyMd555x05IiKitfynn34qR0VFtdpW69evlyVJ4racGi11f/LJJw7tY/W2rI+V2bRpU2uZw4cPy1qtVs7Ly3OwX+655x7+9wUXXCBPnTq1w3XPmDFD0QfMZjrxxBMVZc4//3x5/vz5qttBEETvgyKlCKIPwN5ksRBplhrG0ujY2zYGC8nuCBZe7gvsLWBtbS1PF2RRSi2fgwcPtqYOMlhbWERTCwkJCfxNW/s3fuy39uHtjMmTJztMt0RKsXXv27eP19uyXpbC19jYqFj38OHDHXSkWEQXe7vH0gnZ8jNmzFDtK08Q+5W19eGHH1b00dVXX82jsNjbSoIgCIIguj/MvmDR2Cy1rQVme7TIA/jDxmCyA0wL9Ouvv+bTLLKayQq02HXu0N5+amlfi/3EYHZR+wh5FtnNIp4GDBigsFVYRFiLTdUSKeUJruw4giD6Fr1buZggCA4zgJjewBtvvMH1k1jaHhttr30qmwjL8fcF5pBiegqi5gCj/fDGotA30ztw9puaVoK4bqaH9dFHHznMY6HqHW0jS3NkaX/sw5ZlZZmhyKZd9RWDOdGag6HaaB8O39E6WVuZhtRZZ53lUJbpPRAEQRAE0fPxxcZo7zBiKf8sZY/ZDR9//LHHMgJqMK1OZne1t1OYI4w51Nh3e5hzqmUZgiAIbyGnFEH0csrKyrj+EXNITZ8+nf/mSrjcG5iRJOoGMP2owsJCPmqfJ2/w3GXVqlXcMGs/PXr06NZ1f/rpp1wHgUWGucuuXbt4fzEtLaYfxRAFRVsiq8TtZcYli25qobq6mkeFqcHayvZPTk6O2+0kCIIgCKJ70a9fP/5SjWlgskgoBhP63rNnD4+IcsfGcAc2gAx7sfi///2PD4ri7KWWK5i9JLZv8ODBHZZnthWzeVjEeosdKcIiq5hOJ3vJ5kk7xGlX7SAIovdC6XsE0cthI6CwFLrXX3+dp7QtXLiQi577E+Z0Yg4YFr5dWlrKR2lhYpwsFJuFmjOxTybmuWLFCvzzn//0yggT+fzzz/mofcyYeuCBB7BmzRouxMlgwuexsbF8xD0mJM7axiK2br75Zi6g3hHMSGNOpxdffBEHDhzgo88wQdL2sIgz9gaRCaOXlJTwN4gMNrIgG1WHrY+Ful922WUObxSd8a9//Qvvv/8+N+SYoCgLXWdCokzcnSAIgiCIngGLGrrqqqu4kDiztdiodu0FyN2xMdyBOW7YqHl33XUXl2bwNEqJSQYwB1JL+5i9xGy1jmBpe8yuYi8Cv/rqK25TMZvrscce4yP5Me655x4unM5GUGZC6MwBx0YbZjZhR7BBaNhIy8yOYyPvMbuOiZ0TBNH3IKcUQfRymDHEnBws7Jq9Wbvtttv4iCf+hI2Cx0ZhYboGLGKIjaLHHDc//vgjjjvuOFxxxRXcqGEj5B0+fJhrRPkKc+Kw7WJv55hTh62TaVEx2HDES5cu5QYge4PIDDhmKDJNKVeRU6ztTJ+BGUasLvY286mnnlKUYcMWs3WzkWLYdrQ4wphBxt6EnnLKKXz0QGbgsbemarCwfebgYo678ePHc0Pz2Wef5c4vgiAIgiB6Dsy+YtFETDaBvZybNm0alxNw18ZwF2bTsJQ/Noqvp7D1MucPaxeLaP/uu+8c9DVFWLogc0qx0ZaZBhWzcZgTqiXiitl4zI5hOpkTJkzgLyXZCIQsWr4jWF3sJSWLxPrPf/6DZ555httEBEH0PSSmdt7VjSAIgvAE5vBiIp+u3uwRBEEQBEH0RliEFXNusagkd2ER4+zlIUvZa6/t2RWwCPtbb72VfwiCIChSiiAIgiAIgiAIopvDJANY2t1LL72Em266qaubQxAE4RfIKUUQhCpDhw5VDAPc/uNshDuCIAiCIAjCvzDJAJZ2N3PmTIfUveuuu65DW43NIwiC6K5Q+h5BEKowHSiLxeJ0HtNVCgsLC3ibCIIgCIIgiGbY6Hhs5F9nMD1NNiIxQRBEd4ScUgRBEARBEARBEARBEETAofQ9giAIgiAIgiAIgiAIIuCQU4ogCIIgCIIgCIIgCIIIOOSUIgiCIAiCIAiCIAiCIAIOOaUIgiAIgiAIgiAIgiCIgENOKYIgCIIgCIIgCIIgCCLgkFOKIAiCIAiCIAiCIAiCCDjklCIIgiAIgiAIgiAIgiACDjmlCIIgCIIgCIIgCIIgCASa/wf6gxMxuTmBhwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map plots at first timestep\n", + "t0 = merged.isel(time=0) # first timestep\n", + "\n", + "lats = t0[\"lat\"].values\n", + "lons = t0[\"lon\"].values\n", + "lon_min, lon_max = float(lons.min()), float(lons.max())\n", + "lat_min, lat_max = float(lats.min()), float(lats.max())\n", + "\n", + "proj = ccrs.PlateCarree()\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5), subplot_kw={\"projection\": proj})\n", + "\n", + "# air temp\n", + "pcm1 = ax1.pcolormesh(lons, lats, t0[\"air_temperature\"], transform=proj, shading=\"auto\")\n", + "ax1.set_extent((lon_min, lon_max, lat_min, lat_max), crs=proj)\n", + "ax1.coastlines(resolution=\"110m\", linewidth=0.8)\n", + "ax1.add_feature(cfeature.BORDERS, linewidth=0.5)\n", + "ax1.add_feature(cfeature.STATES.with_scale(\"50m\"), linewidth=0.4, edgecolor=\"black\")\n", + "ax1.set_title(\"Air Temperature (K)\")\n", + "cb1 = plt.colorbar(pcm1, ax=ax1, orientation=\"horizontal\", pad=0.05)\n", + "cb1.set_label(\"air_temperature\")\n", + "\n", + "# precip\n", + "pcm2 = ax2.pcolormesh(lons, lats, t0[\"daily_precip\"], transform=proj, shading=\"auto\")\n", + "ax2.set_extent((lon_min, lon_max, lat_min, lat_max), crs=proj)\n", + "ax2.coastlines(resolution=\"110m\", linewidth=0.8)\n", + "ax2.add_feature(cfeature.BORDERS, linewidth=0.5)\n", + "ax2.add_feature(cfeature.STATES.with_scale(\"50m\"), linewidth=0.4, edgecolor=\"black\")\n", + "ax2.set_title(\"Precipitation (mm)\")\n", + "cb2 = plt.colorbar(pcm2, ax=ax2, orientation=\"horizontal\", pad=0.05)\n", + "cb2.set_label(\"daily_precip\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "e1e3e07f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter of colocated values\n", + "import numpy as np\n", + "\n", + "x = t0[\"air_temperature\"].values.ravel()\n", + "y = t0[\"daily_precip\"].values.ravel()\n", + "mask = (~np.isnan(x)) & (~np.isnan(y))\n", + "\n", + "plt.figure(figsize=(5, 5))\n", + "plt.scatter(x[mask], y[mask], s=6, alpha=0.4)\n", + "plt.xlabel(\"Air Temperature (daily mean)\")\n", + "plt.ylabel(\"Precipitation (daily)\")\n", + "plt.title(\"Colocated Air Temp vs Precip\")\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "00934ab2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saved: air_precip_merged_2020-06.nc\n" + ] + } + ], + "source": [ + "# Save merged dataset \n", + "\n", + "encoding = {\n", + " \"air_temperature\": {\"zlib\": True, \"complevel\": 4},\n", + " \"daily_precip\": {\"zlib\": True, \"complevel\": 4},\n", + "}\n", + "out_path = \"air_precip_merged_2020-06.nc\"\n", + "merged.to_netcdf(out_path, encoding=encoding)\n", + "print(f\"Saved: {out_path}\")" + ] } ], "metadata": { @@ -246,7 +442,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.7" + "version": "3.10.0" } }, "nbformat": 4,