{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get physio data #\n",
"\n",
"Let's start by adding the necessary packages. This is not yet an official python package, so the pycequeau folder need to be added using the next code block:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from pycequeau import physiographic, meteo\n",
"import matplotlib.pyplot as plt"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Before start using the toolbox, you need to set up the working directory project. To do so, we need to run this code lines and the toolbox will create the project folder structure as follows:\n",
"\n",
"```\n",
"Project/\n",
"|-- geographic/\n",
"|-- meteo/\n",
"|-- results/\n",
"```\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"project_folder = r\"path/to/your/project/\"\n",
"files_list = [\"BurnedDEM.tif\", # DEM tif file\n",
" \"FAC.tif\", #Flow accumulation tif file\n",
" \"LCF.tif\", # Land conver tif file\n",
" \"Watershed.tif\", # Watershed tif file\n",
" \"CAT.tif\" #Sub basins tif file\n",
" ]\n",
"\n",
"# 2- Create basin Object:\n",
"basin = physiographic.Basin(project_folder,\n",
" \"Margarite\",\n",
" files_list)\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In this point, you need to place all the files contained in the list `files_list` into the `geographic` folder. It is very straight forward to use the toolbox by running the next chain of instructions. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# 3 - Select Fisnet dimensions. This dimenssions are given in m\n",
"basin.set_dimensions(1500, 1500)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pyogrio\\raw.py:723: RuntimeWarning: Value 2121520258.4987414 of field area of feature 0 not successfully written. Possibly due to too larger number with respect to field width\n",
" ogr_write(\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\geopandas\\tools\\overlay.py:358: UserWarning: `keep_geom_type=True` in overlay resulted in 53 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries\n",
" result = _collection_extract(result, geom_type, keep_geom_type_warning)\n"
]
}
],
"source": [
"# 4 - Create CE and CP fishnet\n",
"basin.create_CEfishnet()\n",
"basin.create_CPfishnet()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# 5 - Remove the small CPs in the basin\n",
"basin.polish_CPfishnet()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\geopandas\\geodataframe.py:257: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n",
" super().__setattr__(attr, val)\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pycequeau\\physiographic\\base.py:517: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
" self.CPfishnet.to_file(self._CPfishnet)\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pyogrio\\raw.py:723: RuntimeWarning: Normalized/laundered field name: 'cumulPctSurf' to 'cumulPctSu'\n",
" ogr_write(\n"
]
}
],
"source": [
"# 6 - Do the routing process\n",
"basin.CP_routing()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"> **_NOTE:_** If you wish to compute the mean slope in each CE, you need to provide the `Slope.tif` file in the `geographic` folder before executing the following lines. The slope can be compute either using QGIS or GRASS-GIS. If you do not need this, ignore this NOTE\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# 7 - Create the carreaux entiers structure\n",
"basin.carreauxEntiers_struct()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pycequeau\\physiographic\\carreauxPartiels.py:148: FutureWarning: Setting an item of incompatible dtype is deprecated and will raise an error in a future version of pandas. Value 'CP1 to CP0' has dtype incompatible with float64, please explicitly cast to a compatible dtype first.\n",
" df_line.loc[i, \"names\"] = f\"CP{i} to CP{cp_aval}\"\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pycequeau\\physiographic\\carreauxPartiels.py:198: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
" gpdf_line.to_file(streams_file)\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pyogrio\\raw.py:723: RuntimeWarning: Normalized/laundered field name: 'azimutCoursEau' to 'azimutCour'\n",
" ogr_write(\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pycequeau\\physiographic\\base.py:815: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
" self.CPfishnet.to_file(self._CPfishnet)\n",
"c:\\Users\\erinc\\anaconda3\\envs\\test_pycequeau\\lib\\site-packages\\pyogrio\\raw.py:723: RuntimeWarning: Normalized/laundered field name: 'cumulPctSurf' to 'cumulPctSu'\n",
" ogr_write(\n"
]
}
],
"source": [
"# 8 - Create carreux partiels structure\n",
"basin.carreauxPartiels_struct()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# 8 - Create the bassinVersant structure\n",
"basin.create_bassinVersant_structure()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's graph some of the obtained results. First, we will plot the CE fishnet renumbered with the correct CE id"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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],
"text/plain": [
" CEid newCEid altitude i j \\\n",
"0 1558 1 120.53025 48 12 \n",
"1 1557 2 253.60094674556214 48 13 \n",
"2 1598 3 56.58417159763314 49 12 \n",
"3 1517 4 250.0989349112426 47 13 \n",
"4 1638 5 76.2698298816568 50 12 \n",
"\n",
" geometry \n",
"0 POLYGON ((428986.989 5347816.221, 430473.475 5... \n",
"1 POLYGON ((428986.989 5349302.707, 430473.475 5... \n",
"2 POLYGON ((430473.475 5347816.221, 431959.961 5... \n",
"3 POLYGON ((427500.504 5349302.707, 428986.989 5... \n",
"4 POLYGON ((431959.961 5347816.221, 433446.447 5... "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"import os\n",
"CE_fishnet = gpd.read_file(os.path.join(project_folder,\"geographic\",\"CE_fishnet.shp\"))\n",
"CE_fishnet.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
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l/S/F9e3NHVSywdh8jk2BHpxM/uty9WUlPDm2c/hzyJbaBYZ6bt4Urxi/Pve1uWvLspw0rxnqOT9OhiUBc6wKdOn4x/9ByliX7irhdUvd764SFlrGSHdVbi77HNJdFeTB2ZJ33Owiy1ZDXY4XjjMRVFOUjkRDTsehnpwq4YknnmDOnDkdfRmK0uGoJ0fpbJ6c9WxhkEXNcUjzso2RHKuenDLQlZwqwXeDiAdH2sTbIis4LvU4DCJCX0t9MwmGErW0kOdcOutwGEuEYw1z7MZlMQ4hIhZPTpaduLxNgulEOd5wjm3EeZ4EM4ga3DAZ6onzNxzOJsJEyzk24/IEDhd6DcvFdWlDfwyHOUSYapljPS6P4nCF1xhdXF+Dy3/icB0RziiqywpOkkeo9dwwE4zn8F06n+BGzjW0sj/HC/yIh0jwH4QYb7nO5bh8reQctXyOGkMrfIYVxPkuCT5OlHMt17mUOF/hRhKcQ9RoPL6LOFeR4DRD3Tce/5g4Yy0eHFmpWSyOGxwGGOo7SLGJJFNJcIzFkyNzzFdPjtIJ2U9376OS8ynloSGnyhDRn8mDI7eoJORIwIkZ/kWRZo8XcnIeneIQVIgEnJghoKTZ5oUcCTgxyy/lNFu8kBNiAGGGWs+Rq9ulbhJwYsywnGOVF3JyRpbiX9xplnohRwJOjHdZ5ljihZyc+aV4hUxuUUnIkYAT45+Mc0jIkYAT5NERJJxcx7XGmgSUKBcT5jTLdb7mhZxSc0jACVvEh0KI4wlbAp/P8YQ4yeKoEUYQYmJAXRiaNxy1RW4+SsiRgDPU4smRkDOKKEMs55DbXBJyFKWzITf691V4PqU8NOQoiqIoSjvSUOFgkttBqZSDrnkpiqIoilKV6EqOoiiKorQjeruq49CQoyiKoijtiIacjkNvVymKoiiKUpXoSk6VUcfuZrFf2xZx/7N0UrXF/xpbvXBMii3GurSQ5+obrdcnLeS5MRsCZYDyWZ5IXnwN9fmvXxpwjs35MYss9dz1pZgfMEdOVpjiDUt9Tf7zCtK8ZRX9+VJAE35tKctIM6+oLsdz4xYGzLGwzDmKpYiFx7Os9nqTzGOWBgoDS8kCC4WB0uYtnVRt2ZEX+e0lyy5DXY4L2wOEf0E1RelIdONxx6EywCpBZYCKkkNlgEpnkwH+nXoGVFAGuINtnMdglQGWga7kVJkMsJbB1BjeVnmsQ9yTAQ4hYpD9ZWnAZQMOw4jQ33gOeZyDy1oSjCNqcNxk2EWcRSSYTJQRxjky7CDOGyQ4iSgjLfV5OEwjYnDxyDqAy0skeA9RpljOsYE4/02CS4lSY6ivI86vSHA5UU6xzLGWOD8hwbVEDV6WDCuJcz8OHyPCWQct6fNXWW7nLm7EYZZBgLeMLHfhch0OZxjqwiukeIQkt5NggkGSV2oO/+sTfIGQQRaY+15W4PJtbiXBRQbZ3yIy3ELcKgssFAYOwaG/4Tr2kWUDLn1w6GWoN5BiL0lGk6CPRQYoqz1rVQaoKEoBGnKqDAk4YXpZ6xJwYgwpOp72bMUbvIATs0j60uzyQk6IvoQZYD1HyBMSBv+rJcQxhA3X0XKdxxMzhJi096vwJUIcS9gQglqfYyhhxgbUhxG22IhbxowkzKSA6zyLGNcckqRPbi9JyJGA8y8GAd6rpL2AIuHkcosgT5CQMocopxvCWDlzyNdHuZCwweycu843vJAznhCnBsj+SskCBQk4QwzXsTv/zkrA6WO5Tgk5gz0ft/kccptLQo6idMbbVZV026gnp3w05CiKoihKO6J7cjoO7a5SFEVRFKUq0ZUcRVEURWlnT06vCs+nlIeGHEVRFEVpRzTkdBwacqoM6aIKOp5il7Eu3VW5es5jYx6T+/dDim2W+p5Aj05rl85mSz13fTmbSrFLJ5P/uixbSLPa2l2VO0e2hEfnnYDr3NTsy5EnkhefY2V+jpcsX7/c+/wcL1jP4TtspANKNgi3ZUHe+7KSLG8a6n5NmEtd8/hCZO6gOfyvz7DYep1+7SWLB2d5fg7x5SywXKd0V/ldVLLJuC178/UDeVNTW+S4sCfAhRNUU5SORPfkdBzqyakSFi1axJQp5pZqRTmaUE+O0tk8Of+Peo6poCdnF9v4F/XklIWu5FQJJ554IgsXLmT79u3GeiaTIR6PU8soagx3h8VmHGcdCUYQtbSHZ9hHnFUkGE3U8B9shj3EWU6CMUQZbJlDxiyxunR8j841OMww+FJk5eEBXC7FocbijsmQ4s8kqeVqaoznCPboFLp0HK4gYmitFuOxy3+S4LNEebfh6xcT519J8B9EudhyjoXE+YTVYSPf63dx+Sccplu+1zdI8T8k+QU/YSonFdXns4APc4N1Dv/rP0eCsRb/jO/S+Sm/YKrh9ZpPho/yYavjptBz048EPQznkZUakRgwwIF+hjl2p2BHkm49E3SzXGcTWZr2u83OKEXpLOyr8C9b3ZNTPhpyqizolEICTpi+1nrIq/cLnCNEb8IGoWDrulkoWK5LRwJO1OBLyZD2Qo4EnAsD3DESciTgBLl0Snl0BAk4MeYUHU+zwAs5ItALMy3gHOMJc1rgOWwOG7m9JCFHwsnFAd+rhBQJOGFmWMcEzSFff4GnRbQ7biTkSMCZETAmyHEjSMjpTdQzObVFblF5IUcCzkDLHDuSdO8epVt38zU0NaY5oJ4cpROiIafj0BZyRVEURVGqEl3JURRFUZR2RDcedxwachRFURSlnW9X9ajwfEp56O0qRVEURVGqEl3JKbM929a1JGzatCmwo2PgwIFlbQo+EkgXVdBxm0enHJdOi0dnR8AcuTE5W8o2Y3eV31kkm4zbsiTvQllPlsUWJ4vUcnMVe3YKj4svJ5333RSPWZf/Xt6wfB9r8vVXLPUV+c/LvYd1ms+xMNBh807+e11DloWW71VqfheVCf+4bQ7/6/1zmfBdOtJFZT5HsOPGr+U+m+doPt6Qhb2GOeS4bC5uykCj+Tq9mqJ0QnQlp+NQT84R8s9Ie3dHBh316ChHC+rJUTqbJ+cb1NO3gp6cPWzj39STUxa6klMCfwWnlkuoYWhRvY4sLs9Ty4XUMKSonmErcZ4OXAnqXB6dYUaPTotLZxMJhhI1tJAfjGtnMg4jDE6VDaRYTJIPkmCkwYciqzS/xuVcHCZZnCxLSPEcSeKWOXyPzqcD3DBpUjzquXZupoYxhjlWEecBEnyUKGcZ6suJ83Vu4iYinGs8R5al3MEdXIbDNMP3spYsP8flAhwmW77XjWT5Ay4zcBhrdO2kmEeSy0kw3PC9+l8/BIf+lnPsJMVWkpxPgiGGObaS5W/Sut3DoXu3SKDDxurBkZWarS6MdGCQob4tBeuTMCgBPczvGQeysE09OYqitKAhp0wk4IQZZX3MgAScMMOpDo9O78AxIc90cniuHQk4IYtTRUJOmCiTDD6VJaS9kCMBZ2aAk0VCzhlEmWzxukjIeRdRTg7wvkjIkYATtgQhIcRowthX+iTgfJAPGmvzmOeFHAk47zF8L4tIeyFHAs4sy/e6jLQXUiTgTLOMkZAznSgTDN+r//UScIYEvJ4Sck4g6n23bVlL2gs5EnC694wFO2xsHhy5RSUhRwLOCMt1SMjpG4XelvdsX9oLOYrSGW9XVXIDrG48Lh/deKwoiqIo7ci+dvg4GA4cOIDruoRCIfr168cJJ5xAIpGgqampeYz879tvv53jjjvOG3PxxRd72xwK2bx5M7FYjEGDBjFkyBBuuOEGduyw78HsDGjIURRFUZQj4Mmp1Ie5fcTON7/5TZLJJD/4wQ+8rQny53vuuYfvf//7zWPkz/fffz8/+tGPePHFF+nfvz/vfe972bMn9+BlQQLOW2+9xRNPPMGf/vQnnn32WW666SY6M3q7SlEURVGqmOeee47LL7+c973vfd6fJ06cyK9//Wteeuml5lWc++67j9tuu80bJ/ziF79g1KhR/P73v+faa6/1wtHjjz/Oyy+/zMyZM70xEpKi0Sj33nsvxx9vf4ROR6IrOYqiKIrSBW9XSfdW4cfevXuN5z/33HN58sknveYT4bXXXuPvf/87l156qffnbDbL2rVrvVtUPtIVdvbZZ/P88897f5bPcovKDziCjO/evbu38tNZ0ZUcRVEURWlHJJR0q/B8wrhx41od/8pXvsIdd9xRNP7f/u3fvBA0depUevTo4e3R+epXv+rdfhIk4AiyclOI/NmvyeeRI0e2qvfs2ZOhQ4c2j+mMHPUhp5ToT5boCruo2pKlPl/fav56y/FKX2elpIN17LYKA0X1JqTYE1gXaaA8U9rWQi7syKv42iLHhZUWaZx/fJOn2zOL5zaVmGP9QQjw6njVaxdvS7ZZKCi9Rbl/HbVtIc/Vl3pdVCYyzPc+v0XKWJcWcr/NW7qgTKzJfw9b81fSFjleOM729fvyekYTUhM2Webwjzc2peRx4tYW8kDZ37783HuysMNQl+PC/gDhX1BNUaqQFStWeJuAffr06WMc95vf/IZf/epXPPLII0ybNo1XX32Vz372s94tpuuvv55q5qiWAR5JQd7hCMoO5joPVTooG8nmzJlzCFenKJ0LlQEqnU0GeBP19K6gDHAf23jwIGSA48aN81ZzbrnlluZjd999N7W1tcyfP58lS5Z4HVfz5s3j9NNPbx5zwQUXeH/+3ve+x8MPP8wXvvAFtmzZ0lzfv38/ffv25be//S1XXnklnZGjeiWnlOjPX8GJ8zgOYSK0XhoUUqwgSZoEZxFisHGlx+WlwMc+lH+dZ1LDQMt1bifOy4csHfSvr5bB1Fh+LDLsJ049CQYTNXhwfFmgTfTnr9S8gcsYHAYbxtSTYhVJLiXBMIOfRlZp/ozLqTiMsZxjFSleJ8llljlEFvi3AFlgoTCwlOTRJvvzRX834jDLcp3LyHIXriclFGdPW2Sl6VbiVtFfoYjvJBxGGsbI6z3P8+g4DDXUd3mPx3DphUMPyzkOkKKBJDNIMMDwevnnmOy9nsXfR25MhteJw3EODI6YV2qWunCiAyMN9R1ZeM2F0xwYY75O6rOQUhmg0vnY18Hz7dq1y9s7U4jctmpszD0jRVrLR48e7e3b8UOOBDTZa+M4jvfnc845h61bt/LKK69wxhlneMeeeuopbw7Zu9NZOapDTinRXyEScGJMN9Yk5ESZSJgRRbU0G7yQU5nrHEiYYysyl/0cIvozG49bywB7H5LoT25RSciRgHOcZYyEnJOJMs4gnpNbVBJyJODUBMjrJORMI8p4i+zvbyVkgYKEnFKSR5vszxf9ScD5F8t1vkraCzliXQ6SEgaJ/nwRnwScEwxjNpH2AogEnDGGej1pL+RIwOltOUeuZTXJWKIMM1ynf45jvJhv/z48JOCMMpxnezoXciTgTDLUN6VzIUcCzsmW931d2gs5iqK05v3vf7+3B2f8+PHe7SpZsfnOd77Dxz72Ma/erVs37/aVrO7InQAJPeLVkdtZV1xxhTempqaGSy65hBtvvNFrM29oaOCTn/yk13nVWTurBA05iqIoilLFKznf//73vdBy8803s379ei+UfPzjH/fkfz5f+tKX2Llzp+e9kRWb8847z2sZl9tRPrKvR4LNRRdd5K0MXX311Z5bpzOjIUdRFEVR2pGGDp5v4MCBngdHPmzIas5dd93lfdiQTirZvNyVUE+OoiiKoihVia7kKIqiKEo7IreXmjrxylA1oyEnwIFTWMuylTRriupyPGiOoLnL9eC0uHoCfD75mj/WxKZNm6xdXi3nsIhOCmop9gZ6cmwOHKE+71TZQ5ZthjFyXFhncbL4x+vJss56jtwcb1HHWsM80l0lvEIdKyznke6qcvxHKZ4z1qW7yu+gkg3GJhbkzy1OnrcNY3yPz0qLR6fQg7PeMsb3DkkXlWwyLq5nmj02ByzX6TtutlpeK/+47RyF56He8r34HhzpopJNxm2p978+m9tgbGKTenKUzklH3646mjmqPTlH0g0T5O44kr4eRal21JOjdDZPzsXU06uCnpwGtvGXg/DkHM0c1Ss5/qpGggsIGVwo/kqNyzM4nE2EiUX1FEtJ8iIJzgvw5Pw90JPT4sE5nxrDHHWswmUeCaYTYoBxjhQbSLLY6tKRNQ2Xt60eHN+B4zCKiOU/xhTbSLKu5Bw2B46/UrMElwE49DGM2UuKHSSZRIK+BieL79GxOVv8VY0FJPkCtYylpqguKzi1uHyTWk4w1IVnqeN+XOvPhv9zkeBSooY5Mqwjzq+4Nm9YMiErOHKOy3CYZhgjxuOfe/WE1w5vQlaqfk6c80lwgmGM2Ij/SNzqwZFVmr240NOBHhb/TGMWGlwY4EA/wxixGG917Q4cfwVnTRJG1ELvGrPxeEMcZjgwzjDH1iw868I5DoQs59ichcfVk6MoSgtHdcjxydlSjjPW5BaV/DKTgBNjhnGMhJwokwgz2vD1Ei7+XtZ1SMAJUxyGMvlHR0Q5nrBFWpi7jsVWl45/O6uUB0cCToyRAedYV3KOIAeO3KKSkCMBZ4BljIScYUQZZHGurApwtvhIyJGAY/Lg+LeoJODY/DRL8mNsPxv+z0XIcyyNtV6HBJzLLN+n3KKSkCMB5z2GMYtIeyFHhIY234/PEEKMDhhj8+DILSov5PSI0L2X+TqbDqRpkpAjAWegYYw8pkFCjs2B4yMhRwJOn4DvRQLOKYY51qZzIUcCTthyjpVpL+QoSmdDbi9V8paJfVOB0hYNOYqiKIrSzhuPc27hyqAhp3y0hVxRFEVRlKpEV3IURVEUpR3RlZyOQ0OOoiiKorTznpxK3q46UMG5qh29XaUoiqIoSlVS9Ss55Uj26lhMho3GMb7sL6e3W2Wo52R/GTaZz5E/HiTpaxHx5bqois+xI1/fZp2jZYz5e82yM183b1nzj2fZQzo/V/Ece8qawyb6E3blu5b2e63LxWPkeOE4myxwJXVWOZ0vxltprWdbyfZs7d2578n8c+Efz/1crDTU13mf0wEiP/8c0iounVS2LrBNZFlueT192aFIAeWJ5KYW8iDZX6P/GjRmvS4qI42ZllZx6aQytX/7Qj95mniQ7M8fa5tjheX1khZyv01cuqhMrM+U/G9NnuEjT1lWlCN9u6pHBefTlZzyqWoZoEr2FEVpy8KFCzXoKEdUBjiJenpUUAZ4gG0sURlgWVT1Sk6LZO9CagxCN1Hzx3maBOcQtYjl5LEMcR7H4XwiTCqqp1hCkr+RYLbnTLHJAmt5HzUGB45Q55lj/k6Cs4xCwRSrSfIWCWYEyADXk2SBVRjoywITnEyI/ob6RpJkSTCZEP0s59hCkpUkGEHI4MnJ0oDLBugdIJY7kIJ9Sbp3S9CtW/Fr3tiYookkQ0nQy/Ce7M4rCS+llqEWkV+WOp7D5VISnmPG9FiH50jyQRKMtLzv80nxfyQ92Z/pfZUVHJc/43ABEU4w1Dfh8gcSXEWUU43nyLCaOA9yPg6TDKI+WcH5Ey4zcBhrEQrKCs7fcDkJh5GGMfJYh3lBsj9f9DfEIvrzV3A2ujDWgSGGMbuz8I4LUx0YZZljXQrmJ2FiAvqGzCs9S104LQFjoubHOqTicL4DJ1rOsSgFf0vCB2phhOFnY0MGfhO3ruwqilJ9VHXI8ZGAE2a4tS7BIsyowDkk4MQ401iTkBNlKmHGWOovegHHJAssvKUVZSJhRljmeIsoY4yywJYxCwKFgRJyop4y7lhLPUuUEYQD/sUhISfKAMKGIJRmdy7kyC/TPhZhm/fYqyTdu0fp3s0shTvQmKQ/Ufpa5HYSciTgjLLUN+dvwZxMlHGWMRJywnmFow0JOWIzNsn+5BaVhBwJODFmGerLvJATYjhhgym7EAk4ZxlEfXKLSkKOBJxpFqGg3KKSkDMyfyVt2UQ6F3Issr9Wor/BlvdsTzoXciTgHGcYsy2dCzkScCYHyAAl5AyNwkDDay63uSTkDAjBsABZoAScswLOISFHAs6YYHmiohzpjceVvMVUyU3M1c5REXIURVEUpSP35FSyy0dDTvloyFEURVGUdkRDTsehLeSKoiiKolQlupKjKIqiKO2IyDW6VXC+qm2JbgeOipAjXVRBx7PUk857TYrHbG7ulkmzoqgux4U65pNhvbG7KldfYnXppPL+Hf9cxeeoD/TolOPSKdejU8cGMhZPjnRX5eaQxddimo83ZWG/xWUiNfnUlDHeV27K1/dZHDYNebeMv7nYRH1+zNvUsc4wTrqrhDR1VpeOdFflvifbz8W6gp+LZYb62nx9I+n8z0DxmNWtrsfUXSWsDHDtSHeV30UlV1JcL+HBKXTgyAZjE3szLV1Ussm4LTvz9e3ShWWZQ2rCLsv75h/fkYVNaXN3lbAhC8st55Ca99lyDttxRWln5G9GDTkdQ1V7cp544gnmzJnT0ZehKEonYu7cucyePbujL0M5ijw5fainWwU9OU1sY696csqiqldyhg3LtVuLq0Raedsi/8p2eQyHOUSYapwjxXySzLXOkWIRSZ62enB8B04tF1Njae3OuXj+wmQcRlhcJ2/gMhqHwRZfSj0p1pJkOgkGGNwv/hwMd2CAYY4dKdiYpJYTqeEY4znqPDfMChKMJkTvonqWfbiygnGsA/0tLpOdKdiShL4JMHhyfI9OTxJec39bmkhxIMCjU+jS+Qy1jDW4dGQF59e4fJVaJllcO3+jjgdwSfBhQobWf/ELu/wCh2uIcHpRPcWrJPktCa4zfn3LHI9wPQnOJGo0Hn+TOJeRYJqh7huPf0780D04pRw45XhwZJUm7cIMB8ZZ5hCT8bxkzoMjbeJtkRWc11y7B0dWaf7owiUOTLWcY34KHk/C+xMwImSdw/97QVGOFI09oFsFl3K8pQnVHpdFVYccH5GxmVwlchtBQo4EnBjvsn69hBzbHLn601YPjn+LSgKOzYHjIwEnZHCdyIMDJKBIwBlp8aUIEnLGEPXOZJvDCzjDLHNsTHoBJ2wRDmbY5X2OMoiwIQil2ZULORJwjg1wmUjI6RmFnmG7R4co3Q3fR+7BEcEeHUFCjgQckwfHv0UlAUcsOCay+TFRziTMZMP3utgLORJwYpYAIiEnykzCBllgbo53vJAjkfHEgO9FhIbjA+oeh+rBKeXAKceDI7eoJORIwDkl4H2XkCOiP5MHR25RScixeXDkFpWEHAk4FwScQ0LO9CiMD9vnUJQjTGNPDTkdhXZXKYqiKIpSlRwVKzmKoiiKUlUrOd6qt1IKDTmKoiiK0o409YQmba/qEPR2laIoiqIoVUmXXslZtGhR4BOFM5lMKx9JUT1/PMt60iwxjpFa0BzSoZWrbyrhuDE7cApr0gElG4TbUp/fBLvHs92YHSFSKxxrm4O9WdhlmEOOF2wuNn8ve/Jj9li+j/zxfVnYbXGZSE3YXwcHMubuKq+LyuzRkavwpgnw5PguHZsDZ32+Lh1U/gbjtsxr9uQsN9b941lWkTbMIcdz44rdSi1z5GpvWTw4a/PXafPoFLp0DtmDU8qBU44HZ2u+vjULay1zSK3Qd3OwHpw1+fp66fSynENqhWMtc/h/L9gYOHAgJ554YuAYRTkoeunDqzqKLuvJkYAzZcqUjr4MRVGqkIULF2rQUSrmyeH4euheOU8Ojdtg9WDq6+sZNKiC81YhXXYlx1/BqeUmajjeOEZWX+I8aPXgyCqNy6M4XEWE04xzZFmNy4+ZhcNEg6NmM1nm4nIqDmMMdbHvPofLJByGWRw3u8jyVoAHR1ZpluEyAIc+ljn2kmIHSSaRoK/BHyNziLGHiQ4MN8yxMQVLk1CTgP5m/0zzmJEJ6B0yr9KsDzhHwRy9qKWbwVEjKzgN4n3pbfG+lPDolOPS8T06tXyRGsZbV2rifMvqwZGVGpcHcLieCGcW1VO8TJKfk+BmQowxnsOf49MkeJehDf0dMtxK3OrRKXTpHLIHp5QDpxwPjqzSPOvChRbHjb9C87sAz42swjziwj87cJqhvjoLSRducmCW5RzLsnCnC87HIDKruJ56AZIPw8O1cJLZj8SCDHwsHrhCrCgHjWjF9DHkHUKXDTk+EnBs/hofmwdHblFJyJGAE+MS49emme+FHAk4YYOjZiVpL+RIwKkx1NeR9kKOBJwJFsfNFtJeyLF5cOQWlYQcCTgDAjw5EnKG5S02bdmW/2698DHOMocEmNFRGBLgZJExg6LQzzBGblGtL3GO/BwScEwenOZbVBJw+sQO2qNTrktHQo4EHJMDpxCbB0duUUlAkYAT42rj10rIiXIeYYtw0J9jLCFODvDglPLoeByqB6eUA6ccD47copKQIwFnlmWOZelcyLF5buQWlIQcCThRQz2TzoUcCTjXWs4xL50LORJwYh8wj5GQIwFnRonXU1GUqqDLhxxFURRF6fR7cnpUcD61HZeNhhxFURRF6UohR/uiy0ZfKkVRFEVRqhJdyVEURVGU9t54rLerOgQNOYqiKIrS3rerKvnbNtddoRwNIccm6StH9pdhZb6+2uuiMs+xtLlVXDqp2rI+L4KTVnHppGrL5nxd2sSli8rE9hKyv135+n6y7LXMIbXCsbY52JmFrYY55Lh3MQGiNH/MHsuYPSXOUTCHTfYnx3P/Iwv7DXPI8UBZYGlhoC8LrONlq6wvK09T91rBX7XUc7K/LCtI87qhnps348v6DPi1lWR52/C+Sgu5LwVcZHnfpYXcY7dFGCgt5MJWS11ayIV1duGg10LunSwVLPqTNnHpojKxuoTMb2WmpVVcOqnaks20tIlLF5Wt/dsbuwzShvdNjheOC5gjSBioskBF6Tp0WRngE088wZw5czr6MhRFOQpRWaByUDLASD30rKC0b/82SKkMsKpXcoYNG+Z9voM7CFk8OSme40EeJMFthJhgqL9Akp+Q4AuEGGecQ/5F7vLtQ5b9lRL9lSP7k1Waely64dC9u3mOpqYsjU0unGAR8ckKypsuTHfgOEN9TQreSMKsBAyyyAD9MTZhoJwj48LJlnP4c7ydhCkJOMYwx+YULA8QDu5MwZYk9E1AN8t15oWBfUjQzSADPECKBk8GeDM1FlFfhlXEeYAEHyZqkP21yAJvIEKxeC73jt7NTXyCcy3ve5Ysd3I7F+Aw2TBmMSmeIclVJBhhER9uIMtjuEwmwUiDz2cHGV4XWeDwBAyImh/rsCYOJyRguFk4yMa6vDCwFo4xOH92ZWB+3C76q4Tsr5Toz1+pcb8KTgwiM4vrqX9A8leQ+DKEJgTPkbgJoucW1zNLIX6HygKVg9+TU8nfttoyVP0hx+dSLmEGM6x1CTmXMpuwwVorSMiJciFhphvrad7wQs6hyv5Kif7Kkf3JLSoJORJwenQ3z9HYlKbxQF7EN9EwZnM6F3IkfEy1yNQkwEyMwsgAUdobAcJAuUWVyZ9jSoAMUELOyCgMtpxneYBwUJCQ0zMKPS31vDCwJ1F6GCR6+7xbViIDHEPYEh58QowOFAZKwLmOYvFcmle9kCMB51quM37tPNJeyJGAM8vysyEh5zSiTLTIAJeS9kLOMYQYHCQM7BWCvgH1fiEYFA5+dpUEnIEBc9hEf5WQ/ZUj+pNbVBJQJODELjePkZATnQ3h04PnCB0P4ZOs36qiKF2DLh9yFEVRFKXTbzyWj0rRrYJzVTkachRFURSlvW9XacjpEDTkKIqiKEp7oiGnw9DtS4qiKIqiVCWdeiVn0aJF1i4G32ORsfhthGzecZNhoaWe82ZkWGydw6+twuwIke4qYZOlLt1VuXF2D4l0Vwl7LWN8B06ug8rsCGlqym8O3ZgKdtxsy8J6wxxyXFhaB5sz9s6oIJeOf1zm2mBxmfjn2WGZY5d/nXVmH490Vwn76+BAxt5d5b1udRwwuHKku8rvoLLh18SXkzb8fEh3Va6+zNtkXFxf2NxBJRuMTczPX5t0UZnwj6+2+H4Ka/JzVm84j3RXHZZHp7AmXVQm/OPzA+aQ7qrD8eCUcuAImfx/59kVkH7TcI4VrccFzrEa0gsM9aUlPTqbNm1q7v481DHq4qkyeuVXc5QjTqf15EjAmTJlSkdfhqIoSoegLp4q8uR8qB56V9CTs28b/FI9OV16JcdfwfkqtUyi2M3xN+p4AJcvk2C8pQ34RVI8TNLq0inl0Sn0ncwhwVSDh2Q+dczF5TPUMtZwnSvJ8D3iXEqCkw1fL6wjQy1xJpBgqGGM2IoXiOukrwO9LB6SxizslPbtBAwxnGd3BpbGYaYD4w1zLE/BP5IwpxaGGlwo/irPCy6caXHpyCrNy679HIXnsc3he3SOqYXuhuuQFZw9Lr2opZvh9RYaqWM/LqOopbdhzE7q2IzrOXCkRdyErOC4/AKHa4kYFAViPHa53+rB8R04H8JhpsWTs4Is9+LyMRKcbXjfl5Hha8SZicM4yxxbyfI0LkNw6G8Ys48sGzw9QcJrqW9LIxl2y89WrwTdpC3fRGOGpr1xuNCBEw3XIabj37lwXQLCljnEaHxfHD7gwAzDHKuy8IMAD06zA+eDELG0sWdXgvs9cKIQOdlQXwfuL8F5D0Qs7eGpBZB8ChIfgtAo+xyJD0DUoK7IrIL4DyAxEKJ9zeeo2wPudqg9DmoM/7zP7IP4GnXxKEo1hxwfCTg1Bv9HNr8MfzFRTgvwg0jICXLplPLo+L6ToYQYaziP/1gHCTiTAq5jmKcbDHCMAH0JMSDQdRKBfhYPSUM6F3L6hOCYgDkkfJxqmUPChwQcmyfHv401IQojDGPkFpWEnKBz+OexzSFIyJGAY/Lg5G9RScDpbnmt5Be3IAGnr9GTk6uL5M/mwJFbVBJyJODEuMxQf9sLOTYPju/AkYBzpcWB8wZpL+QcR4gpAe+7BJzpljnWkPZCjgScIYYxu0l7IUekiCZnUDPdQ3TrYa43L/VKwJlluA55lIOEnJEhOCH4Z9wLOJcZ5ng7nQs5Ng9OswMnDLH3m+dOv5ULORJwYhca6otzAUUCTswg+vORkBOdCeHJ9jlCIyE8yT5HqAeELfcnMg25zxJwwpYgpFQX8qOgt6s6hE4fchRFURSly/+mrWQLuf3BfUobtLtKURRFUZSqREOOoiiKohyJ21WV/KgyGhoa6NmzJ2++aeiMPAz0dpWiKIqitCeVDiadsif68OjVqxfjx4/nwIEDVBJdyVEURVEUpcP58pe/zH/8x3+wefPm6ljJKUf2t8QiQluZF+QtDBClLc+PsQkDS8kCC2ubybLSIFuT47nrsV1n7vgmsqywSOGkhdyXAsoTyU0t5M1t4tJFZcIX4+3Nwq60uYVc2JKF1Ya6HPe+Ifvr2Szy22IZs6XEOQrPY5vDP4dN9pcX/UmbuN9F1ZamvERPWsX9TqpCdjfLAHNCPxMtsr9VXidVcX1JoOzPF/1Jm7h0UZlYnB+zhiwLDWOkhdxvE5cuKhMb82OkVVw6qdqyN18XAaI8fb0tTfmfX/nZajpgec8a86/hIovsT1rIfeGfPG3c1kLut4pLJ1VbluTrqRfMXy8t5N7nlbkuKhOZJS1t3tIFVVTPywCz6yG91HKe9a3HBs6xxFDPCyazByBtesXzNW+spZ4/HiQcFFQYeBTLAKt04/EPfvADFi9ezPHHH8+ECRPo379/q3o6bfn7pTPKAFX2pyiKcnioMLCLyABvr4e+FZQB7tkGd1WfDPDOO+8MrH/lK1/pOis5/grOXdQSMgjbxINzO3Fm4zDFIDlbSIonSHIzCcZaZIDzSPFbklZhoKz0fBWXWThMtMjWZKVGZH/9cOhjGCOPYthNktEk6GM4xw5SbCLJVBIcY7lOUfLPx2UkDgON55BVJBeGOzDAItmTFZw1ASI+WUF5WjwkDpxgqG/MQp0LFzkwxXKOhSl4Mgn/nIARIXs9moDh5u+Vd1KQSsKFCTg2ZJUF9uheS7duxT8XjY11NDa51HIzNYyxPpIhzgMk+ChRzjLUlxPn61bRX6Hsz+F6IpxpqK/A5ZtW2Z8v+vsnHKZbfrZkBedhXKvszxf91eAw2jLHdrL8Q342znEgZBiTTcHzScZQSx/Df2d7868Wxzkw2PK+78nCUhcuScBUg+xvfQYeCRD9Fcr+PuzAmYYxK7Jwjwt3JeASwznmZ+DDcXCugsip5nPIoxjcB+2yP1l9cf8bnAhETrDMsRHcOnDOhohBEJrdAu4T4BwDkd7mVRoR/Tk9IdLDco5GcBvo5kD3SPGOgcZUI01J6FbbB2osOwoyjTTF96ow8Gjdk1OlKzlfOYQQ0+k3HkvAmRogKZOAc55FhCYh53yiRlmgj4QcmzDwNdJeyJGAE7acQ25RSciRgNPPMkZCzmCiHGO5Dgk5o4gyxFLfStoLORJwhhvOsZN0LuRIwBlmkezJLao1ASI+uX0kIUcCzkxDfUU6F3Ik4EQCRH4SYk6LQihsr0+LwrgAKZyEnBOjcLxlzD+SXsDp3q243tQt4226k4ATtoRGH7EZh7E/GsQm+iuU/UnAiXG1of66F3Jssj9f9CcB52LLz43copKQY5P9+aI/CTgnWubYSDoXciTghC3v2/NJL+D0C5IBSsAZZfn67elcyBkagrHhgxf9Fcr+JOBcZRjzRjoXciaGIBxwDgk4sfeaa/KsKQk5Ntmf3KKSkCMBJzbTMseKXMiRgBMzCELTq3IhRwJOrL+hvi8XciI96B4zi1Ga0gdochu8gNMjZg4xB5KNXsDpFu5xtOw7VRSPrVu38l//9V+88847fPGLX2To0KHebapRo0YxZoz5H7adOuQoiqIoSlVT6T05lW1A6jS8/vrrXHzxxd4tvqVLl3LjjTd6Ieexxx5j+fLl/OIXvzjoObW7SlEURVHaE/XklMXnP/95PvKRj3h7dvv2bXnkSTQa5dlnn+VQ0JCjKIqiKFXOqlWriMfjDBs2jH79+jF9+nT+8Y9/NNelB+n222/nuOOO8+qyoiJhoxBp7Y7FYt5m5yFDhnDDDTewY8eOil3jyy+/zMc//vGi43Kbau3atYc0p4YcRVEURanilZwtW7YQiUQ84d6f//xn3n77bb797W9z7LHHNo+55557uP/++/nRj37Eiy++6LVvv/e972XPnj3NYyTgvPXWWzzxxBP86U9/8lZXbrrppoq9TH369PE60kxdhCNGjDikOTt8T47/NHHb8Q2eiaS4N16OB3l0ynHp+MdtDpzCp4zvJ0uDYYwcF/ZYziGdUcL2gOv0azJWNhm3ZTclHDjeoBKOmo2Zli4q2WTclrWZFudJNh3sQ1mdCa77c5mQ8wuL6lquqW13lfevioyxgaCpKff1dbzq9QWZyLIh/3ktaYMDqZQDp7UHR+xGrxvquX/h/CPv3DF1VwlvWOp+d1VurHmMdFf5HVSywdjEFv9nY3MWVhrGyPECX05bmo9LB5VsMDaxq8Q5pLtKmGf/Xr3uKuFlyxjprhKWZkWGYe6uElLF70Wr7qogD06zw2ZjboOxiczali4q2WRcVN8Q7MHJ7M/XG70NxuZz5H6ym7JNNKaLtxDLcX+cdYNxfg7lKN2Tk/8xK5dvfvObjBs3jp/+9KfNx0KhUKtVnPvuu4/bbruNyy+/3Dsm+19ks+/vf/97rr32Ws/b9Pjjj3urLTNn5jbuf//73/duJd17772e2+Zw+ad/+ifuuusufvOb33h/7tatm7cX59Zbb+Xqq4sbQDq1J0eS4Jw5czri1IqiKFXB3LlzmT17dkdfhlLKk/NgPRxTQZ/Nrm1w02BWrFjRypMjKyHy0ZaTTz7ZW5VZuXIlzzzzjHf75+abb/Y29gpLlizhhBNOYN68eZx+ektX4QUXXOD9+Xvf+x4PP/wwX/jCF7xVIZ/9+/d7e2d++9vfcuWVVx72tyXen3/+53/2bqOJZkaCk9ymOuecc6irqyuSA3bqlRy5Lyh8gAQjDK3AslLzG1zOtDhsZPXlSVxOweE4i0NkG1le9FrEHYYa50ixlCRnk2CQpR3Zn4MeDt27Fc/R2JSSfk8GkKCnYQ7fozPW4tEp9OAMsLh4ZLWoXq7hbAcmWDwksoLzhAvvd2CaYczaLPzMhascONVQX52FB134oANhyznSKfh1Em5KwPGG7+X1FDwW4NEpdOlcVAvHFntbWFYHL0srewKOMcyxOQXLk9RyAzWMNp4iw1ri/MTqwSnlwCn04HyCGzmXWUX1pSzjdu7idhLModjrsoAMNxDnX0lwoaHuG48/Q5zLSTDdMGYNGX4iDptjHehveU/2ZWG9Cxc6cKJhjFiKn07mHDfSAm7x6HBaAgZY3rMdWXjNhagDJxvOsS4Lv3ThhgTMMn+vLMvA3XH4ZALOj5qNx/8uHpyPQORsw3UuA/cbkPgMRN9lNx7Hv2j34DQ7cGZCZLx5Ds+D8zQ40yFynKG+DdwX7B6cEg6c5hUct4k+DvQyvJwNKdibhO6JbnQLdQucw/97VDnKPDn5lRxZnWnrmbnjjjuKhi9ZsoRkMult7JXHJshqzKc//Wl69+7N9ddf37zfRVZuCpE/+zX5PHLkyFZ1eaCmdD8d6n6ZtkgglAWQv//9716nlez3CYfD3v6gQ6XDb1edTpSQwd8ht6gk5EjAOc3gCFlN2gs5EnBOsjhE1pP2AooEnHGWMRJyJhBlpMUh4s8hAad7T8Mc+8XLlKQvUXpZ5pCQM4Qo/S1134MjAWeA4Tr3ks6FHAk4p1s8JKvSuZAjAeciw5hF6VzIkYDzXkN9QToXciTg/FOAJ0dCzrlROMniMnmshEdHkJAjAWeEYYz/uIeRURhsmWN50gs4YQyytjI8OKUcOIUeHAk413GtoT7PCzkTCHF6gH9mHCGmB/lpgOGEmBA0RgLOsZb3ZHc6F3Ik4MyyjJGQIxI/m+NGQs6YKAyz1DelcyFHAs6FhnMsTudCznEhmBL8vTImBCcHeXDOhpjhPUm/ngs5obEQnhZ8DpsHp9mBMx5iFqFgWoSCT+cCTmyqoS5CwResHpxyHDhyi6rRPeAFnL6Wt8wLOdHudA93C5xD6SLIj0qvCs8nd3kNKzkmGhsbvVtMX/va17w/z5gxw3vat+y/kZDT2TjvvPO8j0qgG48VRVEUpQsiAafwwxZyjjvuOO+WVSE1NTXefhdh9Ojcqvi6detajZE/+zX5vH59/tluBberpOPKH1MJnnzySS677DLv9pl8yP/+y1/+csjzachRFEVRlCruropEIixYsKCoY0kegulvQpagIgGjcD+RdFnJfhhBPouN+JVXXmke89RTT3mrRGefbbjFfAg88MADXHLJJd7DZz/zmc94HxLeZHPzD3/4w655u0pRFEVRqppKd1c1HNzwz33uc5x77rne7aoPfOADvPTSSzz44IPeh9/F9NnPfpa7776bE0880Qs9rut6G3+vuOKK5pUfCSCyWVluczU0NPDJT37S67yqRGeVINf33e9+15vXR/YOSUiT2i233HLQc+pKjqIoiqJU8UrOmWeeye9+9zt+/etfc8opp5BIJLyWcfHe+HzpS1/iU5/6lOe9kfGy6VdaxgvNw7/61a+YOnUqF110kbe6Ivtm/KBUCWSlSIJUW6QTWzqvuuRKziqLv8M/Ll1UssnY5q+R7ifZHBzkEJGnfMtDMNsixwvHBc3RRJamxuI55Liw3zKH79Fpdt0Y8GsyVjYZt6XB/1rpoJINxiY25Me8ZfGQSHeV30Ulm4zbsjT/9Suz8JblHFIrHNsWmdv7HODJ8V06/gbjtmzL13dY6ruyzR1UNvxainnGunRXBTlwCj040kUlm4zbMp/c0u8ysrxqeM+ku8r35cjDOm3dVcJGst5ZTN1VzR1UssHYxJ4Cv9GytP319l02Fo8O9QHvmV+TLirZZNyWFfn6miwsTNu7q3xfjjys09RdJaReNH+9dFd5dcv83piVwR6cVg6cvFOnaMzG/JhtuU3GRfXNwR6cEg4cr5bJHT+Qhf2Gb0eO++NsNhx/DkUpl8suu8z7sCGrOeKokQ8b0kn1yCOPtNuLLp4cCWPyYM5C/vCHPwReexDqyVEURemiqCeni3hy/lIP/Svoydm5DS4e7K1uFHZXdUXuv//+Vq+XiAXl9pS/F+iFF14glUp5jh6RFXaZkCOPTj/jjDO4iARDDf6YUh6cUg4cf6VmPi7DcBhgGCN+mrW49LP4afzVlR3Svt3fgd6GMftSsDNJt54Juhm+D28FaL8LfS1SDKExCzsDPDi+AyfiwAkRu0m4zoV/ScAMg4dkVQa+H7d7cGSV5nsufMSBsy3nWJaFb7jgfAIi5xbXs0vBvR2cD0PE7J8h9TIkfwGJuyA0MWCOyyEy3fD1b0DyD5D4JITGWM4xD5K/oZbLqWF4UTnDRuL8AZxzIGJxw2Q3g/s4ODMgMs5wjhWQnAeJSyA01FDPQvJ5u+/HX5Va6MJUB0aZ/DMpmJ8sb45SDhubH8l3G30oAaMs5/DnuNyB6YY5ZAXnJyUcS/7P14cdODNiNh7f48JdCbjE8PP7eB3c7sL3a+FEg19JWJSBT8XtHpxSDpxWHpwTIWLQyGd3gvuaaLMwaLNkeRD5z93mwPFXana7MMSiP9qZgq1J6JeAHqHgOWQTqHhElE4ecp6phwEVDCM7tsEF1RFyQgXm5SBkpUl8P13udtVJRDne4Agp5cEpx4Ejt6gk5EjAGWoYs4u0F3Ik4PSzzCGPcvBCjgSc/hapxc4k3btH6da9+PuQW1wH5Ovlb7x+lq9vSOdCjs2D4ztwJODMtMwhj2qQkDMyBJMC/tKzeXDkFpX8EpKAc7XlHK+ncyFHAk7suuK66PgloEjAiQXYLyXkRC8B01/OzXNMh5jF5CohJ3o+hFu3RLYe8xsv4ISx/DITJODELK9VemUu5EjAiZ1iOcc8iE6F8FhL/flg3099OhdQJOBMtrzmEnLKmaOUw8bmRxIk5MyMwmTLOfw5JODMNswht6h+UsKx5P98ScC5yjDmjXQu5EwMmX8u/Mc6SMCZXuKXus2DU8qB08qDMwJikwz1TV7IkYBj0mZ5d7Tz/7nbHDhyi0oCigScIZYxEnL6RKFnOHgORenqZLP5+7PtRIeHHEVRFEWpaiptPK7kXFWOhhxFURRFaU805JSF7J75r//6L55++mlPPCgOnkIee+wxDhYNOYqiKIqidDji6vnxj3/MhRde6D03S/bhHC4achRFURSlK8kAK/kcrE7EL3/5S2+1Rhw8lUJDjqIoiqK0J3q7qiykE23SJMOG/64cchZQxwaDKE9ayIU1mOV20kKeG2eR3xXI/qRVXDqp2rKnQMInXVQmmiV/0rO5z27uamrKyOPIi/CO+23i0kVl4kB+zDLL9yIt5MI79u/VayEX1mdhSdrcQh4k+3vHv4ZsrovKxMJMS5u3dEG1JTM/X18O6TfMc0itcKx1jjWQXmj4+jX5cQGthNmc7K/O0+1tLC6zNf8/Nue6qIzXkRfBZbdC2iAelOOF44rqm4OlhoW17VnYaHg95Xi5c5QS9dkkkL7A8R91LWPbInMLb1h+/qSFvJRI0v/5etkyh7SQC89Z6v5xaRO34ddssj9f9JfK/wzZWsi9zztznVRFc/j1fCdVG/z/3G2iP2F/CcejHC8cFzRHJmMfJM//EUW/onQV7rjjDu68804efvhh+vXrV5E5VQaoKIpSpchDGDXodAJPzjv1MLCCPpvt2+CE6vDkFLJ7926uvPJKT/43ceJEevXqVeTX6zIrOcOGDfM+30ItY6gxPtbhh8SZQ4KpRI2PdXiUOGeTYIKh7j+S4Qni9MGhl0H2d4Asu4NEf96gLGwT/4wDgwxjtqVgfRIGWcxd/tcPd2CA5Rw7UrBR5qiFHjXmlZ5tcZiVgImWe5WbMzA3DjEHZlpka98JkP2VEv2VI/uTVRr3W+D8M0ROs8whrpIkOO+HyDRDfS24PwPnEogYXCap+ZB8HBI3QMjiwMkLA2u5hBqKRX0ZNhNHRH+nQcQiFMzWg5sCZypERhrOsR6S8yHxLggNscsCz0zAoJD9ERYvuzDDgXGG92RrFp514f0OTIvYH9fxswDZn6zUPBgg6kun4NdJuLEWjrdI9uQxHQ/Fc8JA8em0RVaA7hUJ3wcgMiNQ0MjXa2GS4Tx/q4MfuHBbLUyoMT8W4u4A0V8r2d/JEBltuIa1kHwbaq+CmmJJZPNqT/wxcMZDxCB5zO4Cd6FV9ldK9Oev1GxwYbQDgw1j6lOwNglDE9DL8qOzOwXbRBhYC90NL1djBnbHYfv27eYJlCOL7skpi+uvv94TXMbj8erZeCwBJ2SQAfqIDXlsQH0QIUYG1AUJOH0Msr/9pHMhJ0j0J7eoJKRIwBlhGSMhp28UeoftXy8BZ5jl6wUJORJwegV8L/LLcmQJEZoEnCsM53kznQs5NtlfKdFfObI/uUUlIUcCTswSxtKZXMiRgBO7yFBflAs5EnBiF5jnkJATnQXhKea6N+YPXsAJM8o+RgJOzCIUTK/LhRwJOLHJlnPMh+hkCI+21OfBhCiMsLxnG9K5kCMB5xTDe7I2nQs5EnAusvzsLErnQo5N9ie3qB4sIeqTkCMBZ0KJny0xItuEgYIEnFjA82Uk5EjAOTlsf3aVBJwp4YMX/bWS/Y2GmOVnQ0KOBJxwiacmS8CJGQJwWsLvQqvsrxzRn9yikpAjAWekZYyEnP5R6BvwUkjIkYDTQ4XHnR/dk1MW//u//8v//d//eQ/+rBT6FHJFURRFUTqccePGVfz2m4YcRVEURTkSKzmV/KhCvv3tb/OlL32JpUuXVmzODr9dpSiKoihVTY8DuY9KzleFxONxdu3axQknnMAxxxxTtPF48+Z81+pBoCFHURRFUZQO57777qv4nB0ecqSLKui4+HJWGhw20l3l+3LkieS27iq/i0o2GbflQCkHTqGQYk8WdhjGyPHCcbav35uFXZZzSM27Dssc/nHpxlmftndX+V1Ussm4LYtLeHBKOXDK8eBkFuXrq3MbjI1zZFu6qGSTcVE979HJrof0O8V1Oe6NW2ae3xuzprmLyngJ/nHpoJINxsZBeUdKdgeki1073nFvnKFW6NHZEiA78WvSRSWbjNuyMV9/K8CPJN1VwuuWMatLOGzkuDcu4DpXl+niET9R+u1Ad1HzBuO2rMq2dFGZWFbCgVP4XmS3Q3qD4Rq2B79nrebYldtkXFTfEejBKeXAEfaW+VfKvoC3pCHb0kVlwnZc6Sj25T8qOV91dldVmg7z5CxatIgpUwK6YxRFUZTDYu7cucyePVtfxY725NQvh0puqN22DQaPrzpPzvLl+X/kWhg/3qKP6IwrOSKoElFVkMdh06ZNzT6dtojpU+7fDSBBT8wyCTEZ78ClGw7duxcLKZqasjQ2BThw/H9WrXThBAeGG8bslJUTF05zYIyhvioFryXhlAT0t0gv/DnOd+BEwxwbsvBHF2Y7MNVynWI6/n8ufMyBWRYPzlfFg3MTRGYV17PLwL3T7sApx4NTyoFTjgdHVmrcR8C5ECKG1u3UYkg+DYnrIGTw15QzR3YjuL+zO3C8MTvATYMzESIGp4oYcd0MOGMhYvDkZHeD+w44wyEywHyO1A5IboRoAoaHzBbrOhf+OQGnRe2rLMk4fCQBZxnGLM/AN+LwYQfOtPiT7nHhEw6ca/nZWpqF2127B0dWadwfgHM5RKbbV9fcn4ATgcgJxfXUO5BMQeJq8/vqvaf/bXfgeGO2g/syOCcEvGdv2h04BR4cnJEQMfzyyO4Bd6XVg1PKgeP/lbLMhbEODDWM2ZyClUmYkIC+lr8ySrl0ZKVns9viI1OUroAIAIPcOAcOHOhat6sqYeLsS5ReFk+OPKpBQo4EnB7di4UUjU1pGg+UcODIerKEHAk4Ew1jNqdzAUUCzsmWOSTkHBeFoRahhT+HBJyzDHMsT+dCjgSc8y3nkEc5SMiRgPMBw5hX07mQIwEndm1xPT0vF3JsDpxyPDilHDjleHDkFpUEFAknMUMYEyTkRMMQNvyyLGeOtAS63wU7cOQWlYQc+WUZG2eob82FHAk4MYOUML0tF3Ik4MQCftFIyJkWhXGGn40V6VzIGRGCUAkZyugQnBgwRgLOVYafizfSuZAjAec6y8+W3L6UkGPz4MgtKgk5EnBillUDeUSHhBwJOLGZ5jEScqKnQ3ii4etFRPnfwQ4cuUUlIcd7z0xzbM6FHJsDp8CD4wWc2AhDXcLvSqsHpxwHjvyVIiFHAs4YyxgJOUOjMCDgLQ1y6exJ50KO0lloqPAtJpmv+pg3b16rPzc0NHjHvvOd7/DVr361a+7JURRFUZTqRvfklMNppxXfIZg5cybHH3883/rWt7jqqqs4WNSToyiKoihKp+Wkk07i5ZdfPqSv1ZUcRVEURWlXdCWn3I3ahUhf1Jo1a7ynkx/q9hYNOYqiKIrSruienHIYMmRI0cZjCTryuIdHH32UQ0FDjqIoiqK0e8ip5Gbh6tx4/PTTT7f6c/fu3RkxYgSTJ0+mZ8+e1RdyxKVjazGXFnJhD3XstwgFpYVcaGw0i9KkhdxjW4BszTdzSZu3dEG1ZVv+3PVZWGeoy/HCcSb8mrSKSydVW9ZkWtrEpYvKxKr8mBcs34u0kAupF8x1aSEPEv2VI/srJforR/aXWZmvb8x1QRVd58bW44znKDFHZk2w6M8bU9/SdiydVEX17S2t4tJJVVTfma/vhfQu8zmkJqy1/GysLfi5yKaDRX0iBZQnkptayP1WcemkasuiTEubuE0COT8/JjUvWPQnbeLSRWXClzd678mKgPd1leXrVwWL/rwxWwreM4MIMrMtWPTnjdnR0iounVRF9d3ep52W/8ykhTxI9Cfsyr+cu7JQbxgjxwvHmSglDPSP+39PHqyiw2fgwIEV6YJVlHK44AJDx21XlQGWQmWBiqIoHY/4zDToHK4M8BkYNKCCE++AwRdUnQzQ/90vKzrr16+nsbGRQm6//XaqZiXHX8E5i1oGUlNcJ8NLxBlLgiGYRWm7yfAOcQaToJ9hTAMZNhGHsQk41iJb252BxXG77E9WalIunO3ABEN9SxaeCBD9lSP780V/73dgmmUO+Zf8z1y4KQHnGr6XpRm4Iw5fTsDsqPmxDjfFKyQDtIj+Won6zg8Q9f0RnHMgYrCcZcV18jg4p0HE4jqRxzW4KXBOhMgIixTuNbvor5Xs7ziIDLZI4ZbaZX+ySuOuAWcIRPpazrEf3I3g9IVI6wfReaQaILkH/i0BE0L2FbpviKjvExA51zDHc5D8EdyVgImhANHfRyBytuU6xSv0DUh8BqLvKq5nlkD8i2W+7zMgYvAOpVZAch4kohAabvm5qLOL/lrJ/koJGi2ivwLZH05PiPQw1BvBbWCAiPqi5sc6bI3DZAdGWv5T3SFPVnGhxoHRhjHbs/APF2Y4MNYyx8oUzEvCzAQMNLyta1OQScJZtTCo+K9P1tTBWy5Mq4VjDHV/JemteMvfxcrhoHtyyuGhhx7CcRyGDx/O6NGjW+3Pkf9dVSHHRwLOsRbZn9CHEP0D6oIYkfsEjRGtaJB1S7DJ/uQWlYQcCTinG+qr0rmQYxP9lSP780V/EnAusswhtyok5BwfgpMCvhf5ZXl6QL0iMkCL6K9I1HeWoS5B6o+5gBMzXGd6ZS7kSMCJnWw5x7pcyJGAE5tkqG/KhRyb6K+V7G8wxEYZ6mLXXWqX/cktKgk5EnBihpDkjZFfqBtzASfWzzxGQs7FUTjV8p7Jc8gk5EjAiV1nmeNHcEkUwuEA0d/ZELvacp2v50JOaCyELSZroaz3fRzETrFc5zyIToOwSb64IhdybKK/VrK/UoJGi+ivQPYnAad7rDh4NqUP0OQ20DMEvQP+M5KAE7L8pyp3vSXkSMA50TBmYzoXciTgTLPMIUjIGR+F4ZbrkJAjAefYsP0OuQScQSX+6lOUI8Xdd9/tSf9uvfXWis3Z6UOOoiiKonT9FvJeFZ6v+tiyZQvXXHNNRedUGaCiKIqiHBFPTiU/qo9rrrnGe6hsJdGVHEVRFEVROhxpFXddlxdeeIHp06fTq1fr1a9Pf/rTBz2nhhxFURRFaVd043E5PPjggwwYMIBnnnnG+yhENh5XZciRLqqg49uxO2725j05ey1jfI9OWZ6cVZYxvgdnmaUu3VVBDpxyPDirSrhQCn0oq7OwIG3urvKuM5t7Irmpu6pinhyLA6fIYbPcUF+br2/ObTIuqq/P1+tzG4yN59iU+5zaYO/CCXLgtPLgiC/F0F2S2RXswcn7VLwOKtlgbDzHvpaOnbRB7iXHC98bE35NuqhM+Md9101b/OPSQSUbjI3XmXffZFdC+i1DfclBvO9bIZ1/jwuR4944Q63wuM2B08qDU8pdZHHgtHrfGr1NxsX13HuyPwv70ubuKr+DyqTVEuozLV1Ussm4LVvy9a1ZWGuZQ2qFY9sicwfpuUT7VcrFE1RTDpZ9Ff51W523q7LZ/A9mBVFPjqIoimJF9kjMnj1bX6HD8uT8CgYdU7nXcNsuGByrSk9Opem0KzkinxIJVZDxOB6PWz065bh0fI8O/RPQ2+LJOZCBbXE4JQHHGcbIP5VejEMkAZMM9U0ZqIvbHTiFHpzLHZhuGLMmCz9x4Z8dOM0yh6zgJF2IOTDTMEaMt98Rj44Dswx1WeG507U7cFp5cN4PEUMrsZiO3Z/ZHTitPDhnQ2SCob4F3CfsHpxSDhx/BSe5CGqjUDPMvNITr7M7cCrhwSnlwGl2ruwEpwfdI62f1yI0ppogeQAS/SFk6RHwXToP1MKUGvNKz81xuwfHd+A4H4DIDMt1rgL3B+BcDpHphvoacH8CzoUl3vffgTMVIiMNdWndTtvdRc3eIosDpxwPTrMDp7S7qJ8DfQz/mcgKzg4XhjjQP2I2Hm8IcOCU48GRVZq/uXCuA5MscyxJwXNJODcBgw2eHFl4fj0JMxIwwFBfn4IFSZiWgP4h+2qPuHRKWZGVctCVnI6i04YcoRzLZimPTlkune4h6FVCFiF/EwwNGCN/04wKqNscOIUeHAk4sw1jFqZzIUcCTtQyRyadCzkScK4wjHkznQs5EnCuNdTnpXMhx+bAaeXBmQaxiwz1RbmQY3PgtPLgTIDY6Ya6/EJ9wu7BKeXA8ZGQIwEnbHDc+NgcOJXw4JTjwJFbVO5OL+B0j5n+U9xPYxKI9oZwQPuphBwJODaXjmDz4PgOHAk4scss1/l2LuRIwIkZ/kUvj3KQkOO977Msc0iY+l0u4MQMQUgeryEhx+YuavYWWRw45Xhwmh04pd1FEnCOMfxnIreoJORIwBliqO9O50KOzYFTjgdHblFJyJGAMzPAkyMhJxS1/7UjIWdsgEdHQo78u83k0RG2pHMhR6kEuieno+jUIUdRFEVRqmMlp0eF51PKQT05iqIoiqJUJRpyFEVRFKVdURlgEPfccw+7d+9u2WqYSrF3797mP8ve3JtvvplDQUOOoiiKorT7npxKf1QP//7v/96qyejSSy9l1apVzX/etWsXP/7xj4/OPTk2j05hTXw5O0kbu6s8GrPQkLZ3V/mtBibxhS+iEF+OPKzT1F0V5MAp9OBIF5VsMm7LsgIHjmwwNpHNtHRRySbjtiwu8OTIJuO2LPB9K6+Z5/fOsTr/eW1uk3FbMnnvTWpxwBwb82OWWepb8vVVlnp9gS9lk2XMzta+nKLr3BTswDkYD05qj71LJ8iB482R87A0ZeXBj3knTgFyvHCc+TwlXDoLS3hwfAdOal7AOfLvRcriT5LuqrLf9/WWet5bk9oY/J6mLF4jb4z/nmyz1PcEv2cF71spD450Uckm47bsLeHAKceD4/+VsSkLKyxzSE3YnAnWd/lOnraIxyfIo1Oq5rNo0aKSTykfOHBgWU0kHXkOpWNpamoK/HNVenLK+cGfMmVKR1+GoijKUenJOZi/g0UHcigh5Eic48h4cu6GQX0rOPEeGHxb1Xhyunfvztq1axk5cmRzaH3ttdeYNCnXQbtu3TqOP/54DhwI+Adfta3klPLo+GzatCnQ81CqXok5StV95w9OAo4PHbwD56A8ODdBZJbFl3InJD4P0XdbLnQxxD8PzmyInFRcTy2A5BNQ+29QM94yx3KIfwMSV0LU4FzJrIH4Q5C4BKJTDfX1EH/E7lNp5VSxeHCaHTjHQqS/ZY594K63O1VkNSC5FWonQk0/80pPfKnVgdO8guPup4cD3QxvWVMKDiShW6In3SwukxaXzkAIGbo3sgfA3c5MB8aZ9Ekp+Ie0qdc+ADWWXyay2hO/GRKfgei7DPUlEP8iJK6GqEEL4I1ZBfEfQeJdEDW0kGc2Qvx/IBGG6FhDvR7iz0DiFIgeZzcex1+ExAkQNfxs1Emb+jtQezbUDAqcY7IDIyPmFZDXAzw4pRw45XhwZJXmzy68x4EpljkWpuCpJMxJwFDDz8bSFLwQ4NGRlZ7nXDjTgYmWc2zOwpMBnhz/79531cJgs6rMW0l6Nt4y9mDxv+6EWuhnOcfuDLxzGOc4cntyKrk7RLurqj7kCJ0ttR82EZHXhQ/egXNQHpxZELu2uJ6elws5oXEQPqXEdZ4EsfPNNQk5EnDCJd6b0HAITwioD4Xw2IBrsPhUWjlVLB6cZgdOf4gda5lDxHLrg50qEg4k4ITtJlO7Ayd3i+qAmws4PQ1vmXfjJAndo93pFrb9Bem7dPpCuLfh+5Cwtt0LONMtPzpeyJGAEz6VQEJjITwtoD4SwhNLzDEEwqMD6gMgPDyg3h/CQ0ucQ96TQfbHOkjAKTGHBJyQ4fWSO9avB3hwSjlwyvHgyC0qCTkScM4N8ORIyJkahbEWz80LAR4dubMuIUcCzmmWc6xO50JOKSTg2Fw8lUICTv92PofSsfznf/6n99wqYf/+/fzsZz9j+PDc3wWHE2C7dMhRFEVRlM6PruQEMX78eB566KHmP48ePZpf/vKXRWMOBQ05iqIoitKuNFT4dlV1dVctXbq03ebWFnJFURRFUaoSDTmKoiiK0q6oDDCIp556ipNPPtnrRmuLdJBNmzaNZ599lkNBQ46iKIqitCsacoK47777uPHGG43t8NKC//GPf5zvfve7HAq6J6cz4Qv9Dlb0Vyj7eyFlrksLebMUziB+yyzI11dA+k17C7k3Zj2klxiuc31rKaBxjuUtcjh5MnVRPS+Wy26G9EpDfX2BDNAihstsD5b9NYv+9uW6qIxz7GmRw8mTqW2yv4zt63cHiv68WiavqMpCo+ltzRaOs8zRLAzcb7mO/c1ty2sM55DjraSAxjnytexKSL9lqC9pUQjY8H82slshvdYwx8YWKaA8kbyoXh8sCyxHGOgfr1uTaxUPmGOHxf1ZX0L2V0r0V47sb12+viELSy1zSE1Yn7G3f3ufbfVMyzjpojLhzy2KCxP+cZtwsLBmm6OUYsP/OmkTt7G7jHN0vCxQ9tB0q/B81cNrr73GN7/5TWt9zpw53HvvvUeXDLCaULGhoihK+9IRssAWGeDHYFDvCk68DwY/XDUywL59+/Lmm28yefJk87/hFy9m+vTprZ5vVS66ktNFxIZlCwW/WwuTa8wrPZ8T4WAMIjOL67KC437HLvrzxqwH9zfgnA8Rww+jrM64fwTnbIhYHDjyOIekCNven3PlWOewyP5Kif7Kkf01i/4GmEV/3pj94G4FpzdEDJK91AFI7oNEfwh1Nz9uwd1pFf3lxsB+F/o50McwZm8KdiehZ0LcL8FzjHVgqGGOXVlYHCCeW5KC55JwYQKGWM4hqxJPu3CpAzWGOTIp+LMnFPxXqLG4izIrIH6vVXAnKxP/XdY53gM1FrdR3XJwX4baq6BmuEU4+BgkzoSoTVa5BeJPcYoDxxmuY1sWXgyQ/ZUS/ZUj+/Nfi/c6MNUyx/wU/F8SrkjAcMP7tjgFfw2QBcoKzlwX3u3AZMs5/Dn+uRZGGv5KWVCX8+jYhIPCqhS8nrQLA1fWwTwXzqqFQYb6mjp4S5xCCehrOUd9ClYl7cLAziELrLS8r7pkgGPGjAkMOa+//jrHHWeRgJZAQ04noWL/wpCAc0qANUsCTuzy4uNyi0pCTpDoT25RSciRgBM7y1CXXzJ/zAWcmMV8K0jIiZ4C4fEBc1hkf6VEf+XI/lqJ/gZa5tibCzkScGJ9DAP25mSA0d4Q7mX4+gYv5NhEf4J3i8rNBZxjLGMk5HSPQvdw8BwScMYY5qhP50KOTTwnSMiZHIXjLOeQ21wSciR8XGiZwwsgEnDC5r+kfGyCO7kt899lneNYCI+wBxRBAk74ePtFhAba58gjAeckw3WsT+dCjk32V0r0V47sz38tJOC8K0AGKCFnehQmWN63vwbIAlemcyFHAs6sgHPIHBJwjjfMsSF/d8gmHPSRkGMTBm7NzyEB59iw/flZw6IwKOAcEnI6tzBQQ04Q0WgU13W55JJLvFWdQmT15itf+QqXXXYZh4KGHEVRFEVROozbbruNxx57zHtO2Sc/+UlOOil3N2H+/Pn88Ic/9J5Z9eUvf/mQ5taQoyiKoijtyv4Kbzy2NBp0UUaNGsVzzz2H4zj8+7//e/NTyLt168Z73/teL+jImENBQ46iKIqitPvtqkr2+FRXd5UwYcIE6urq2LJli7fRWIKObOM49ljLHrwy0ZCjKIqiKEqnQELNmWeeWbH5NORUG74vx3bc5sHxHTjluE5Siy1133WyBdKrLGPym0MzBldK4XGbB6eUA6ccD04rB85eyxz5fyllmyBtWBqW4964A5avPxDswPH8N7nP+7OwzzBGjvvjzJacljmki0o2GbdlRwknixwXNgZ4SPzaeunUMswhx5s7qGzkazb3y+qyz5H/+TGR3d7auVN0Df7P53ZIb7CMyc2/xqKbku4qYaWl7nuHbK93OR6cwtdiic1hkz/PGsv7trGER8c/LuOWpQ9tjlIuHqHef73qWjYZt7qOVEsXlb/JuNU15Oub6mBnxt5dFeTSCXLsHDl0JaejUE9OlaCuHUVRlM7qybkQBlVwTWHbfhj89CF7cr7xjW94e18+85nPeLZhYc+ePXzhC1/g0UcfZe/evd5emAceeKDVXpjly5d7+2aefvppBgwYwPXXX8/Xv/51evbsvOslnffKlIq6dpo9OombIGRor82uBvdBSHwIogaPToHrhMQHIDrDUF8F8R+AMx0iFqdBdhu4L4AzHiJDDfVd4C4EZyREBlkcOCvtDpxyPDilHDjemCZw99DLgR4Rs2l4rwsDHOhrqO9JwY4kDElAT4vfQ1ZqtrowzIEBJk+OWHNdrM4Wf8XhzSScmoABhvOIufd1F2YHOFl+48JlDkyznGNtFn7uwpUOnGoY83oKfpeEeAJGWr5X33NjGyMrE7Uu/JMD0w3neCMF/1OmM8jmHZLXe0eAU6jQKySv55io2eD7XBxmJmB81Gw8fjpud+CU48GR1+LXLnzAgRmWOeal4DdJ+IRcp+H1WJWFH7kQc+AMwxyvpOBXAV8vvJqC/07C9QkYbRjzVgr+FODiEZam4IVkaQ/OqbUwwFBfX5d7P2wOnEIPTm1tLTU1NZ3UeNx5ePnll/nxj3/Mqaee2ur45z73Of73f/+X3/72t14wky6nq666ilQqt1QmHU7ve9/7GD16tLdJeM2aNXz4wx+mV69efO1rX6OzoiGniijrP+LouRA2yP7SC3IhJzSqpOuE0EgIT7LXJeDEpppraREKvpALOLExhnp9LuRIwIkZXCbpHbmQY3PglOPBKenAkTEShHIBp7fBI3IgnQs5EnAGWDwjEnL6RaGPxd2xN50LORJwhhrm2JXOhRybs8VHQo78Qh5qOI88mkBCjvzCPc8wRzadCzkScN5jOceidC7kSMCZYxkjIeeMKEwO8JT8OWCM3KKSkCMB52LLOf6nTGeQzTsktwR3BDiFCr1CEhhNr6fPwJDZ++Jjc+CU48GRW1QSciTgRAPedwk5kShMNVzH/HQu5EjAudwyx68Cvt5HQs6ZUTjRMuZPAS4eHwk5pTw4EnAGh+23W8tx4EjACYc7qyhHblfZbjofCrlb6G0faNmnTx/vw8aOHTuIxWI89NBD3H333c3HZUXoJz/5CY888gjvec97vGM//elPvdf0hRdeYNasWcydO5e3336bv/zlL97qzumnn04ikeDWW2/ljjvuoHfvChqdK4g+oFNRFEVRuuADOseNG+etuvgfcusoiFtuucVbjbn44otbHX/llVdoaGhodXzq1KmMHz+e559/3vuzfJZHKxTevpJbWhK03nrL8Ey7ToKu5CiKoihKu9JQ4ZWcXGPDihUrWu3JCVrFefTRR0mn097tqrasXbvWW4kZMmRIq+MSaKTmj2nrqvH/7I/pjGjIURRFUZQuiASccjYer1ixwttk/MQTTxQ9NqHa0dtViqIoitIFb1eVyyuvvML69eu9PUvSCSUfzzzzDPfff7/3v2VFZt++fWzd2lrbsW7dOm+jsSCf5c9t636ts6IhR1EURVGqOORcdNFFvPHGG7z66qvNHzNnzvQ2Ifv/W7qknnzyyeavWbBggdcyfs4553h/ls8yh4QlH1kZkpWkk08+mc6K3q462qh7DjJLzS3kQupt+9dm1wULA5tlgWsC5sh3A6Q2W+p5kV9qm6W+J1j0V47sr5TozxvT2NwqLp1UbWksEPlJl5RN5NcQICLza9IqLp1UbdmTaRHQydOvg+R00tpswj++MGVvZ/bbgW1IC7mwOgsLTPI6X/gW8L2uLzHGP74mCwsN55Dj5YoRrXLFEuLEwm4eab2XzjTb67k9CxvT5hbyINFfObI//7WQNnEbfi1reT394yuz8KbpHNngr/fb0IUVmeCfC5sssFAYaBL9CTuzrV/3tsh7VUro1zlkf52bgQMHcsopp7Q61r9/f4YNG9Z8/IYbbuDzn/88Q4cO9YLLpz71KS/YSGeVMGfOHC/MfOhDH+Kee+7x9uHIgzVlM3PQXqCORmWARwmSuOWHVFEUpRrpCNlf+TLACTCogjdOtjXC4GWHLAMU3v3ud3tt4G1lgL/+9a9byQALb0UtW7bMkwH+9a9/9UKSyABFLNiZZYAaco4SZFf9GWecAQ/WwhSDMGthBm7KywLFpWNbBRKXTu13oGay+dEQ8c9DYjZEp5jnyGyA+G8gcRpEDVLCzDaIpyAxBaIjDfUdEH/VLvorR/aXF/3h9KB7xPxkYFnBaXL3M8iBfgaZWoP8S9+FkQ4MtIj8VrowsYR4bn6A7E9WaV504UwHJkbs/1J+0oXzHTjBMOadFPwtCVfWwvAa8yMbfheHDyTgdIPcTliVgR/G4VoHwoZzpFPwaBI+loDjLFI4X+ZnGyMrNQ8HCPB8+V055xidgD4hu1zRuRYiBpelkJoHyUfh7AQMCtnfk5kOjIuYH+vwdIDor1D2ZxMf+q+FiPrEY2NCVmBuj9tlf7JS8x0XbvoEnGuoZ7Nw5+3wiRvh3Nw/1It47gX40UN2YaAvC7wiAcMt78niFPw1QBgoP79z3WCR36ZNm7wVhyA6q+yvJeQc1w4hZ81hhZyjhc4bv5T2QQLO6QHCLLEhm2SBgn+bSwJO+JSAOY6FsEH012pMfwgH/MUVOgbCg+11m+ivHNlfXvQnAad7zPyfQFO6kQNiz43AIINMbU86F3Ik4Aw31HemcyFHAs44i4xtazoXcmyyP7lFJb9QJeCcZpljdToXciTgnGUZIyFHAs5xAW/7iBCESnjUJOC833IOCTlnR2FKwBz/EzBGblE9XEKA95syzzE4CseE7XJFCTixy+xzSMiZEIWRYft7IgFnuuE616RzIccm+iuU/dnEh/5rIcEiSNQn2GR/cotKQo4EnGuvK67PS+dCjgSc6661zy8hJ0gYKCFnehQmBFznXwOEgSvTuZDTuUV+SldGQ46iKIqitCsNFe7zqaRzp7rRkKMoiqIo7R5yzLfGD42mCs5V3WgLuaIoiqIoVYmu5CiKoihKO9KN/XSr4EpOk/d/SjloyDnakC6qoOOp1+1f69fq/gqZd4rr2RX5ccvsc2S35MdssNR35j/vyj2R3NRd5X193oVjnGN/sAenwIEjG4xNNGWamruoZJNxW/YVOG5kk7HN3SEdVLLB2MT2Eh4c37kiHSiywdiE7yjZlIXlhjFy3O+iMrGxwOsiTyS3dVf5HTtvBThXlgX4StaUGOMfl7kyh3kO3y/UFv94dhWkLTooqRW+9m3xj0sXlWwytr2eNgdOOU4g/3sUT408TfxQPDjv+N9rNrfJuC3z8/WlyyA9z3wOqRWey+bRWRPwnmws4dIJcuxUE93bIeTknl6llEJbyI8S1JOjKEpnZe7cucyePZtqw28h71Xfg26DKhhytjXRMPiAtpCXga7kHCU0eyYSX4HQhOIB2WXg3gmJz0P03eZJZAXH/Q7UPgw1hjbzurm5OWwunlY+nlkQnVhcz2yG+FyrNyOTyRCPx6F2LNT0tRuP4yvp5kibePG2s6ZsE41uE70c6GFxmcgqz16Xkp4cmwfHd+Cc6sAYyznqs/BcgAenlAPHX6n5owuzHZhiGCOm4yeS8P4EDAvZv97mWxFeScGvkvDpBIw1zCGrCfe7cL0DZ1nmeCkFPy9jjg85MNMwx4os3OvCxxw423KOF1PwcBImJKCv4Rx7srBMPDlXQGS6eY7sGnD/E5xLIGIw1YsQPPk4XBrwev653HO8DyLTDPW14P4CnIshYtFNpRZC8i/wlbsgFLJ7cJwbIDLL8p/73eB8FCJnWa5zObhft3uFfKdQ4t8hNN5ynS9B8qd2l46s9PzeLfj7SVEqjIaco43oHAgb/saSNWsJKKFxdgeOf4tKAo5pjsyC8lw8QmgQhA2yvzwlvRkScML9Ak8hAadHrDjkNKYl5BzwAk5vi8tEHuWwtwxPjs2D4ztwJODUWM6xLp0LOTYPTjkOHLlFJSFFAs55ljEScqZFYXzY/vU234qPhJx3RWGaYQ65hSUBRQLO1QFz/LyMOSTgXGmY4410LuRIwLkm4BwScoZGYYDhHDvSuZAj4SNmkX+nF+QCiASc2AXmMRJyTo7COMM5VqRzIaesc0yD2IWG+uJcyJGAE7MEOu86/gKXXAozwnYPjgSc6z5gOMeruZAjASd2jeU6X8uFnCCvkISc6MUQPi3gOn9qd+ksS+dCTrXTnQPaW9VBaMhRFEVRlHakdzs0kBueyqcY0BZyRVEURVGqEl3JURRFUZR2pJf6jjsMDTmKoiiK0s63q/ShDh2DhpyjDX9zsO24uG7Sb5rH+B4c2xzSshHk4imsZbdBer3hOjbbv7bVuD0la40piwNH/DmyuTgF+7B3Vwm7U+a6dFcJmy116a4SVlnqfndVkAenlANHWFvCcyPHC8fZvt7mW/FrwhLLHP7x5Vl43TLH8jLnkC4q2WTclsUF53itxDl2Wc7hH5fuJtn8ayLju2HWQtqkglqb+7zOco51B3uOxYb68nx9A6Tz31PRdWxo7btpi39c/pOUTcZF51iYry/PbTA2XufCYK+Q7xTyxxmvc3mwS8c/Ll2TXe0J40rXQD05RwmLFi1iyhRLP2onZOHChca/2NT3oyhHH7a/D7qKJ2d8PXQfVLl5G7fB8sGoJ6cMdCXnKEH+gpC/KLZv324ds2nTppK+ilJjKjFH0L/cWnw/AyHUwzxB9gC42yHRF6I9zcbj+C76JKBn1DxFYwZ2x2FIAvoZxjRkYGMcpiZgVNRsM07HYYZ4YSznqM/As3G7B6eUA8dfqfmNC5c5MM0wZm0Wfu7ClQ6caqivzsJDZfpnbk3A+JB5BeWbLtzowCzLHMuycJcLN90EkXOL66nn4MEH4fYETAgFfP0n4FzLOZrdMBZHTSkHTrOj5hFwLoSI4UcwtQiST0PiwxAabai/Bcn/tdfL8eDIKo37W3AugMgJ5jlS70DyGUhcA6ERdo9O4lYIjTWcYyW437Q7cLwxq8C9H5yrIGJoEU+9BsnHIPHZnHnCOMcKcO8rPUftvVAzubieWQzxfyXw762ugPwtZPnb6pBQ23H5aMg5iuiK/xKyEhVPjtzpNpDelws5oW4QNv2I5x710C0EPUrofHqGoE/AmGNCMCSgPiAEw0ucw+bBKceBI7eoJORIwHmPYcyidC7kSMCZY6gvSOdCTjn+mYuicKrhe5FbVBJyJOD8i2WOV9O5kCIB54MfNI+RkDMnalYs+V8vAefa68xf3+yGsThqynHgyC0qCTkScGLnmMdIyImeCeHJlvr/BtdLeXDkFpWEHAk4MYPIr/k8z0D0NAiHLPW/QPRCCJ9qOMfruZAT5MCRW1QSciScxC6xnOOxnDs0PM0yx1u5kFNqDgk4tjkU5XDQkKMoiqIo7Yj8c0xXcjoGDTmKoiiK0o5oyOk4NOQoiqIoSjt7cir5yzZ3w10pBzUeK4qiKIpSlehKjqIoiqK08+2qSv6y1dWJ8tGQo3RNMvtL11IHzI+xy8sARfgnTxu3tZAL+7OwN21uIS9HBrg+QAa4Iz/mHcsYaSEPEv0JqzItreLSSdWWFZmWVnHppGrL0oOQ7C2y+Nr849LmLV1QJhb4crqlMG9ecV2OF46zfn0210UVJMBLvWGuSwu5VzeI7drK/rIbIb3UUN/YWthn+3pbvbAmbd5Bor/sJkgvs4zZlJ9rdfAc0oJtvIb88ZThvWgr+8uuhvR8Q3118DkKa4c6R9DcXQkNOR2HygCVLkVXkxoqinL4zJ07l9mzZ3dZGeAF9dCzgjLA/dvgGZUBloWu5ChVJzUURXw8HofaEVDTyzCgAeIbGOBAX4tYTlZwtrow0oGBhjF7s7DShUkJGBY1P0LgrQBZoLCuDuaL46YWjqmxz2ET/VVC9ierNF8tU+T3iRvhXIO35bkX4EcPwR13QGiieQ5ZqZG681GInGWoLwf36+BcA5HTi+upVyH5W0h8wS6eS/0DkrVQ+4MAsdwnIfH/QXSW/ZEL8QQ450NkkuE6N4H7J3DOhMh4wzUsh+TLkLgcQsOCRX61X4Sa8eaVnvi3wDkbIpbXM7UUki/az+Nd5x/sc/hfb3utCl8v530QmRYgNZwDkamW65wPybmQ+KhFnvgmJP8IiY9D6HjDOVaD++MCCWgXRf4WMvxNdMh0q+Bc1Y6GHKV6pYYScMJ9rGUJOAMs8jq5RSUhRwLOcMOYnelcyOkbgkGHKAsUK7I3piZ4DpvorxKyP7lF9dUyRX4ScK671jxGQs6ll8AMiz1XblFJyJGAE7umuC7PT5KQIwEnZgmFEnI8ud0p5ro3pjYvljMI8HxCx0H4JAKRgBM703CdYvD9Uy7gxE6zXMPLED0FwhMCrvOZXMCxCQO9a5gIsRkBc7xoP4/c5pKQEzSHfH2p18q7jmkQuzBAajgVYucHXOdciJ4FYcsCrISc6LkQNgQlucUlIacabldpyOkYdP+SoiiKoihVia7kKIqiKEo7ois5HYeGHEVRFEVpRzTkdBwachRFURSlHZH9OJbHCSvtjIYcpXqRLqqA4zYHTqEHR7qoZJNxW3bn6/UWx82ebIsvZ2s62KWzqQ52ZuxzvBXg2pHuKuF1yxjprgry4Cw8CMfN0mWQNnhV5LiQMXhQfPyadFHJJuOi+sIWN0s6Y3e2BHlTsivKdMO8ETDHmgJHzQrDHL5HZwukDY4aOV44LtBxY3Hp+MezmyG9yjLH5uDzNF+nZY7mry/HcbM2t8nYep3rIb3Ecp3rW48tquevs+45yJi8RBYPkKKUi3pylKpDXTqKUl10dU/OR+qhdwU9Ofu2wc/Uk1MWupKjHJUunU2bNpV0bwSN8V08E2qhr8FxsycDy0TVU1tLTU3NYc3xwQSELW3VKzPwvTjcmIBzomaj8V1xuOkTcK7BgyMG4TtvtztwvDmWwe13leG4uQ4iZ9hXWdz77B4cWalxHwDn/RA5xeJk+WmZTpZPQ2iMoT4Pko+W6YaxeHBkpcZ9CpzpEDGdYxUk34DEeyB0rPkczXOcHjDHq5A4D0KDLXPUg/t3cKZB5DjDHGsg+ZZ9juZzzIbQ0BIunmsgNMJwDRvA/S04F0DkhGAnUOJaCI20v2e19wa4jf6163ty5FaV3q7qGDTkKEe3S+cwkXByTIDjRgJOOBw+rDlGhmBS8BQcH4KTAsZIwLn2uuLj8ogECTlBDhy5RSUhp6Tj5gyI/ZNljrdyIcfmwZFbVBJyJODELjbUF+ZCTllOlvMhfLKl/miZbhiLB0duUUlAkXASs4QtCTnRKRA2yO2K5phmmeNViE6C8GjLHBL6/p4LODGbf+at4Dm8c0yFsCFotXLxnAbhkOEasrmQIwEnNitgjmcgOgPCkyz1ufn3xPJaKMrhoCFHURRFUbrQxuPc0/eUctCQoyiKoihd6HaVhpzyUeOxoiiKoihVia7kKIqiKEo7ois5HYeGHEVRFEXpQntyGis4V7WjIUdRDgNp8z6Y44cyx/osLEnbW8h96Z88cdzUQi48Z5EFSgu5V3/Bfn2+7C/1kmUOXwq3ItdFFSiWs8j+MtkC8dzCwxTP2eplCAWbhYE2ed2Wlhbu9HpDvT4/z4aAc2womGNtwBybAubI17LbIG04lxwPmqP5HIbvoUgYaBHy+cc9ceKyEuLDVSXesxICR0U5VFQGqCjtKBwUX4+tnV2lhYpydMgA76qHvhWUAe7ZBrerDLAsdCVHUdpJODhw4MBAX08lpIW+UPDzCRhrcJmszMJ3XLg1ARcZ/DSLMnBLHG5PwJyo/bEON8ThrtvhkjnF9fkL4MM3gHMVRAxuGV/P7/740GV/8i9+91FwLoSI5SXNbgT3MXDOhYjhtUhlIfkcJK6C0PDgORKXQXSa+XEJ8Z+DUwORUYav3w7uK+CEIGI5R2ojJLOQOANCAw31dZDM2OutzjMZIgZRX2oDJBdD4iwIDQqQBVrq3jm2gftSGecIEArKapD7RBniQ8sc/terDLA1eruqfDTkKEoHCgcrJS28IAqnGGSAb6ZzIWd8CE4NkAVOCMHpJYSDEydAeIa9LgEndom5lp6fCzmHKvuTW1QSciTgxM6xnGNpLqBIwIlZzMsScqLTITwxeI7QMAiPs36rXsCJGQy9aQlJr+QCTsxgTG6+jixEx0HYEoQk5ATVm88zAmKW70UCSFTesxEBssCAutwGk5BT8hwBQkF5bpaElJLiQ8sc/td3dSq9J+dABeeqdrSFXFEURVGUqkRXchRFURSlC7WQ60pO+WjIURRFUZR2RENOx6G3qxRFURRFqUp0JUdRqoB3MsHHX7J4cpbn/TQvWOrCsmyLL0eeSG7qrhJSr9nnkO4qb8yblvraYA+O71mR7ifZHGwisyY/ZjOkVwZ4X/LjAucQ98sKQ92/zu25zb9F9a35+k5I5506Rdexs/XYovr24Hqr8+yA9GbDHDvy42zXsC24XlgreY4A145fK+kEsswRNHdX+0Urm48rRUMF56p21JOjKF0Yde0oRwNBvqmu4Mn5ZT0cU0FPzq5t8CH15JSFruQoShemlGvH9+jcUwuTaorrz9bB/S58zVIXlmTgP+Lg3ACRWcX17DJw74bEFyB6od1cG/8sJD4K0bMM9eUQ/7rdg1PKgdPsVPkzOGGIGNq/Uysgmc45cKRF3DjHJnD/BM5JEBlpqO8Ad57dgyOrNO7b4IyFyLHmc6S2QHIlJE6GUP8Aj850CA2wXKdcxxv28zSfwzJHs+OmnHNMgIjBYZPaDMllkJhhnyO1HpIL7D4e38VTW1tLTU3NIfmmFCUIDTmK0sUp5xeABJhpYXOA8es1JTw5EnCu+0Dx8fSruZATEq+LQfRXSGg0hANE0TYPTjkOHLlFJSFHAk5sunmMhByR/NkcOHKLSkKOBJzYJENdQtA8uwdHblFJyJHgETve/n1KAInKa3FsgEfneAhbJHty+0gCSNB5vHMEzOE5bso5x1CIjbXMsQyiYyBs91V6Icfm4/FdPBJwwuESP4BdmEpvPN5fwbmqHQ05iqIoitKFZIC6J6d8tLtKURRFUZSqRFdyFEVRFKUL3a7SlZzy0ZCjKIqiKO2IhpyOQ0OOohwFSBeVv8m4kHTej2Oq+fi11AvmunRXefV/2OfIrijPk5NaZKlvDHbgCJl1+TFbIW1w4chxb5zB11LkwRE3zCZDvT7Yg5PJN7lld0M676Ipuo7drcdaPTqWry+s2c7TfA7bNew4iHPsgrTB2SPHC1+TwPNYfDz+cekCtFEN3VWV3pOzr4JzVTvqyVGUKuaJJ55gzpw5HX0ZinJUe3KerocBFfTk7NgGF6onpyx0JUdRqphhw3K9vTYPju/A+ZADMyPmOVZk4V4XErfBpbOL65mF8KEby/Tk3AzR8wz1LMS/DInrIDrTUF8B8e/aHTj+So37DDjTITLGUK8H93m7A6eVB8fihpHVC3cBOMdBZIihvhvcpeCMgojll1p2D7grwBkBEZPDZgckN0BiHIT6mudIbYPkOkhMhFA/Q30rJNdAYrKl7nt0ToLQMZbrLPG9Np8jYI5SLh3fo1Mbg5pR5tW5+K+weqCO1ttVlZyr2tGQoyhHAaU8OBJwroyZa2+kcyEnJK6T0+1zlOXJEadKTUBd3DEn2OtBDhy5RSUhRwJObKqhvj4XcmwOnFYeHIsbRm7byC9++aUfG22ob8+FHAk4MUuQSkuQWpELODGDUFCQkBMdCmGLZM8bsw6iwyE80FJfA9EREB4U4NEZCeEhluss8b02nyNgjnJcOhJyJOCELS6eakBDTsehLeSKoiiKUsV8/etf58wzz/T2N40cOZIrrriCBQvyD53Ls2fPHm655RZv9XfAgAFcffXVrFuX3+iWZ/ny5bzvfe/jmGOO8eb54he/yP79nVtNqCFHURRFUY7AxuNKfRzswz6feeYZL8C88MIL3j69hoYGb6/ezp35Xe7A5z73Of74xz/y29/+1hu/evVqrrrqqub6gQMHvICzb98+nnvuOX7+85/zs5/9jNtvv53OjN6uUhRFUZR2pFeFn0Leq2BjcyF9+vTxPtry+OOPt/qzhBNZiXnllVd417veRX19PT/5yU945JFHeM973uON+elPf+o9bkOC0axZs5g7dy5vv/02f/nLXxg1ahSnn346iUSCW2+9lTvuuIPevTvnTiFdyVEURVGULsi4ceO87i3/Q25LlUN9fa7vf+jQ3O56CTuyunPxxRc3j5k6dSrjx4/n+eef9/4sn6dPn+4FHJ/3vve9XtB666236KzoSo6iKIqidMGNxytWrGDQoJad5aZVnLY0Njby2c9+lkgkwimn5DoF1q5d663EDBnSege5BBqp+WMKA45f92udFQ05inIUYJP9+celTVy6qEwsLlMGKMK/9Jv2FnJvzCpIZ8wt5N453i4hC8xLBY1j8sK61CpLvb6lbbmUvE5an431XQUSPkNXc2ZnS5u4dFGZyPhz7IP0TsM59rUeZ7yOPa3PZ5UB7ji0emHN9r2WM4f/etWtMksD/ffCFzkWXYPl+NEuA/RvV0nAKQw55XDLLbfw5ptv8ve//52jAZUBKkoVozJApRqQ/SCzZxskTV1EBri0XgJJJeeFiYcgA/zkJz/JH/7wB5599llCoVDz8aeeeoqLLrqILVu2tFrNmTBhgrfqI5uSZYPx//zP//Dqq68217PZLJMmTSKdTjNjxgw6I7qSoyhHgQzw1gSMb/k7rZnlWfimCx9z4GyLDFDGfNWFO+6ASy8prmfmw0c+Ak4cIgaRn7/K434bnGsgYnDtpF6F5G+h9j6omRwgE7TIAguFgYkLIGqYo25xzqNTez3UjLY/1iH+c0icAVGDdDCzFeJ/tcv+Son+vDH7wF0FzkCImER9uyG5HRKjIWTZrZraBclNkBgDod4B5xgGEYOoL9sA7lpwhpivofk6ttrP0SwttAgJC4WBtZdAjUGuWJfNuYvkPQsNsQse/Z/jrkpHe3Kampr41Kc+xe9+9zv++te/tgo4whlnnEGvXr148sknvdZxQVrMpWX8nHPO8f4sn7/61a+yfv16b9Oy/48oCVknn3wynRUNOYpyFHBRFE41yABfT+dCjgScaywywNfSuZATmghB/1iTgBO7wlyT21gSciTgxKLmMRJyJOAECQVLyQK9MUMgfFzx8Uz++VcScMLjSswxEMIWUZ9gk/2VI/qTW1QSQCRcxGwiv+0QlWuwmIS9MZsgOhjC/QPOcQzEDOEiLTbjtflrCBL5bbWfo1laGCAk9MasyQWcsOH1yuRvC0ooNb1nvuCxq9OzMfdRyfkO9hbVI4884q3iiCvH30Mjq0z9+vXzPt9www18/vOf9zYjS3CRUCTBRjqrBGk5lzDzoQ99iHvuuceb47bbbvPmLmcvUEehIUdRFEVR2pHu+3MflZzvYEgmk97nd7/73a2OS5v4R2QZFvjud79L9+7dvZWcvXv3ep1TDzzwQPPYHj168Kc//QnHcbzw079/f66//nruuusuOjMachRFURSlimlqaio5pm/fvvzwhz/0PmzIHp26ujq6EhpyFEVRFKWKV3KOZjTkKIqiKEo7oiGn49CQoyhHAYsywcdfTNm/VrqrhNRz5np2ab7+D/sc0l3ljWnpPm2Ff9z36Vg9O2sh/Y5lzIpgl45/XDqobPi1lMXPks37YlLbgv010nlkw/fgSIdTeq+h3pC/FkOtaEz+fG3xj3vnMPh2/Lm9+u5DO0ezz8fi6mnl0rF5h+pbbwovuk7LcUUpF/XkKEoVs2jRIqZMmdLRl6Eoh8XChQs58cQTu6wnpz4LgwZWcN7tMDh08J6coxFdyVGUKkZ+McgviO3bt5v/pZzJEI/H+V4tTK6xG48/E4cvJ+BiQ/v3wgx8PA6J2+BSi6/tz0+Ae7c8GBBqptpdO7W1td5DAU1s2rQp0Jfify+1MagZZaivg/ivwDkTIuPNc2S3gPsUJM6BqMErJCsS8cchMRmiIwz1HRB/AxLjIGpo3fbG7IL4InD6QcTkuDkA7g5wekPE5slpgOQ+SPSFUI+A+nCza8fz5Gy0u3pa+XosczR7dAJ8Pr6P53DeV2l57ooBpxWy6rWvwvMpZaEhR1GqnHJ+QUjAmW7w6BQiMsHTAsaEJkDYIPoT5i/MfZaAE+TakV+E4XCJCymBBJzwWHtdAk7sNHMtvToXckKDzV4XH5HfhQP+AR3qC2GLDLD5OnpDzBAw0hIMduQCTixAPyIhJtobwj0D6gMgbDrH7lzICXL1NPt6LHM0e3QCfD6+j6cS76uiHAoachRFURSlPdGVnA5DQ46iKIqitCeyibuhwvMpZdG9vGGKoiiKoihdC13JURRFUZT2pKHCm4V1JadsNOQoiqIoSnuie3I6DA05iqJ4beKlajZhoC8LzC6DtEX2JzW/VdyE7fihIK3iQcelTVy6qIxjNuTH1EN6vaGel9qltgTL70QKKE8kN55jV0uruHRSFdX3F9Qt+n6peWMPlKhbVg8yJYSEfi1ojnKkhX5N2vurukW8FBpyOgyVASrKUUxnkwUejvSts30vSvXL/sqWAT4JgwZUcN4dMPgilQGWg67kKMpRTClZYDnCQF8WGCR8OxLSt3K+l1LXUGpMs3DwTKgx+GUy2yH+MjjiwbHMLwtfLvYxsmCWBBLdIdTNPEeqEZJNkOgFIUP7SOoAJPdDYjCEDH/LZ/eDWw/OAIhYXDypvZDcAYljA2SAAbLA5jFboXY81PQxr/TElxP4nlUFuienw9CQoyhHOeUGi1LCwM4gfDtSqwEScMLH2usSXmKWWjofcoLGSMiJdodwQP9r8gBEe0K4h6W+H6IiLTRYldP7ciFHAk6sf8A5dkC0P4T7HJos0BuzNRdwbMLAowK5XdWrwvMpZaEt5IqiKIqiVCW6kqMoiqIo7Ymu5HQYGnIURVEUpT3RPTkdht6uUhRFURSlKtGVHEVRDsulE+TYqVakiyrouEUp5JEt+JwOqGeagEbLHE35MbZ6/njGYsb1j0uXlWxCNs6xv0xPTsAm2FIunSDHTlWxr8K/bXXjcdmoJ0dRlIr4Z6rVdVKIunjah7lz5zJ79myq1pPzEAyqYHfZtl0w+Eb15JSDruQoinLY/pmjwlpbxmvR7NHpATUWx42s0MQPlOHJAUKW6yg1ppRrp9mzMwBClhb01D5I7ra7dkp5dMpx6chKj7uRku4iRTlUNOQoilKSoyHAVPK1kIBjddzkbyWV9OQAQdahUmNKuXY8z474awL8LRJybK6dcjw6pVw66d25kFP16MbjDkNDjqIoiqK0d8ip5G9bfQp52WjIURRFUZT2RDYK96jwfEpZaAu5oiiKoihVia7kKIqiKEp70lDhlRy9XVU2GnIURVEqTJDjxquV4cmpk7GW+VMlxjTXG1vO16rue3TyLhwT2QP5MQ2H5tEpx6UT9LVVxb4K3zc5Wl63CqCeHEVRlAqhHp1Do1odS82enDtgUN8KzrsHBt+hnpxy0JUcRVGUI+gUEjZt2mR1wzS7dvpAjeVf/2I6ju/NeXCkTbwtsoLjNmKdo24/uA2Q6BvgyWmA5D67S6eUR8df7XHroba2lpqamqPXsaQrOR2GhhxFUZQKUqlf2BJOwiX2cYjoz+TB8W9R2ebwHwcR7Q3hgN8CEnKCXDqlPDryyAgJORJwwuEg60+V01Dh21W6J6dstLtKURRFUZSqRFdyFEVRFKW9b1d1q/B8SlloyFEURVGU9kRDToeht6sURVEURalKdCVHURRFUdqThgrfrtKNx2WjIUdRFKUT4ndABdV8qV9b/OPSKm6aJ5UX/dXtg0z+fxeNaQgWBpaSBZaqHVVUeg+N7skpG5UBKoqidCKqUShYrbK/smWAH4RBvSs47z4Y/GuVAZaDruQoiqJ0MaFgszCwP9SYPDgHIL4TEr0g2tMuA6wdDDWW3wKyghMvIfILkhoeVbI/pdOiIUdRFKWTUW4okIATJPMLlZABSsCxif6az3G0i/wqQaVv2+ltwLLRkKMoiqIo7YnsoTE8KPWQ0ZBTNtpCriiKoihKVaIrOYqiKIrSnuhKToehIUdRFEVR2pOGCt+usrT1K8VoyFEURemi2Bw3/vFsI6QNY+S4Ny7gl2VQTVG6ChpyFEVRuhjSli1Im3gQ0iYuHzakRbzccymHebsqQO540GgALRsNOYqiKFXo0inlsFHHzRFEQ06HoSFHURSlC6KCPUUpjYYcRVEURWlPGip8u8qyF0spRkOOoiiKorT37SqDefqQ0ZBTNhpyFEVRFKU90ZDTYajxWFEURVGUqkRXchRFURSlvffkVPIWUyX391Q5GnIURVEUpb1DTiXvm2jIKRu9XaUoiqIoSlWiKzmKoiiK0t4bj3Ulp0PQkKMoiqIo7X27qlsF56vkwz6rHL1dpSiKoihKVaIrOYqiKIrS3rerdCWnQ9CQoyiKoijtiYacDkNvVymKoiiKUpXoSo6iKIqitCPbGio8X2Wnq2o05CiKoihKO9C7d29Gjx7NuLVrKz63zCvzK8F0a2pq0mY0RVEURWkH9uzZw759simnskjA6du3b8XnrTY05CiKoiiKUpXoxmNFURRFUaoSDTmKoiiKolQlGnIURVEURalKNOQoiqIoilKVaMhRFEVRFKUq0ZCjKIqiKEpVoiFHURRFURSqkf8f+gze3muhp4YAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1)\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n",
"# Axis\n",
"CE_fishnet.plot(column='newCEid', cmap='hsv', ax=ax, legend=True, cax=cax,\n",
" legend_kwds={'label': \"CE number\",\n",
" 'orientation': \"vertical\"},\n",
" edgecolor='black')\n",
"ax.set_axis_off();"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's do the same with the CP fishnet"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" CEid \n",
" raster_val \n",
" validity \n",
" CATid \n",
" Area \n",
" Dissolve \n",
" maxFAC \n",
" CPid \n",
" newCPid \n",
" newCEid \n",
" pctSurface \n",
" cumulPctSu \n",
" cumulArea \n",
" altitude \n",
" x_c \n",
" y_c \n",
" i \n",
" j \n",
" geometry \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1558 \n",
" 310.0 \n",
" Valid Geometry \n",
" 9.0 \n",
" 1.765097e+06 \n",
" 0 \n",
" 4055492.0 \n",
" 1332 \n",
" 1 \n",
" 1 \n",
" 79.881657 \n",
" 95906.958580 \n",
" 2119.198698 \n",
" 120.53025 \n",
" 429836.425875 \n",
" 5.347181e+06 \n",
" 48 \n",
" 12 \n",
" POLYGON ((430473.475 5347816.221, 430473.475 5... \n",
" \n",
" \n",
" 1 \n",
" 1557 \n",
" 308.0 \n",
" Valid Geometry \n",
" 1.0 \n",
" 1.396388e+05 \n",
" 0 \n",
" 1297.0 \n",
" 1295 \n",
" 2 \n",
" 2 \n",
" 6.319527 \n",
" 40.236686 \n",
" 0.889086 \n",
" 265.0936329588015 \n",
" 429277.391622 \n",
" 5.347933e+06 \n",
" 48 \n",
" 13 \n",
" POLYGON ((428986.989 5347816.221, 428986.989 5... \n",
" \n",
" \n",
" 2 \n",
" 1598 \n",
" 388.0 \n",
" Valid Geometry \n",
" 3.0 \n",
" 1.422538e+06 \n",
" 0 \n",
" 4049534.0 \n",
" 1363 \n",
" 3 \n",
" 3 \n",
" 64.378698 \n",
" 95771.266272 \n",
" 2116.200386 \n",
" 51.55072954963235 \n",
" 431047.739728 \n",
" 5.346993e+06 \n",
" 49 \n",
" 12 \n",
" POLYGON ((430976.594 5347770.483, 430953.725 5... \n",
" \n",
" \n",
" 3 \n",
" 1517 \n",
" 308.0 \n",
" Valid Geometry \n",
" 1.0 \n",
" 4.429740e+05 \n",
" 0 \n",
" 1254.0 \n",
" 1293 \n",
" 4 \n",
" 4 \n",
" 20.047337 \n",
" 33.917160 \n",
" 0.749447 \n",
" 270.6304604486423 \n",
" 428575.981681 \n",
" 5.348134e+06 \n",
" 47 \n",
" 13 \n",
" POLYGON ((428986.989 5347816.221, 428369.526 5... \n",
" \n",
" \n",
" 4 \n",
" 1638 \n",
" 388.0 \n",
" Valid Geometry \n",
" 9.0 \n",
" 2.209640e+06 \n",
" 0 \n",
" 2146573.0 \n",
" 1371 \n",
" 5 \n",
" 5 \n",
" 100.000000 \n",
" 50777.704142 \n",
" 1122.004556 \n",
" 76.2698298816568 \n",
" 432703.204045 \n",
" 5.347073e+06 \n",
" 50 \n",
" 12 \n",
" POLYGON ((431959.961 5347038.674, 431959.961 5... \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" CEid raster_val validity CATid Area Dissolve maxFAC \\\n",
"0 1558 310.0 Valid Geometry 9.0 1.765097e+06 0 4055492.0 \n",
"1 1557 308.0 Valid Geometry 1.0 1.396388e+05 0 1297.0 \n",
"2 1598 388.0 Valid Geometry 3.0 1.422538e+06 0 4049534.0 \n",
"3 1517 308.0 Valid Geometry 1.0 4.429740e+05 0 1254.0 \n",
"4 1638 388.0 Valid Geometry 9.0 2.209640e+06 0 2146573.0 \n",
"\n",
" CPid newCPid newCEid pctSurface cumulPctSu cumulArea \\\n",
"0 1332 1 1 79.881657 95906.958580 2119.198698 \n",
"1 1295 2 2 6.319527 40.236686 0.889086 \n",
"2 1363 3 3 64.378698 95771.266272 2116.200386 \n",
"3 1293 4 4 20.047337 33.917160 0.749447 \n",
"4 1371 5 5 100.000000 50777.704142 1122.004556 \n",
"\n",
" altitude x_c y_c i j \\\n",
"0 120.53025 429836.425875 5.347181e+06 48 12 \n",
"1 265.0936329588015 429277.391622 5.347933e+06 48 13 \n",
"2 51.55072954963235 431047.739728 5.346993e+06 49 12 \n",
"3 270.6304604486423 428575.981681 5.348134e+06 47 13 \n",
"4 76.2698298816568 432703.204045 5.347073e+06 50 12 \n",
"\n",
" geometry \n",
"0 POLYGON ((430473.475 5347816.221, 430473.475 5... \n",
"1 POLYGON ((428986.989 5347816.221, 428986.989 5... \n",
"2 POLYGON ((430976.594 5347770.483, 430953.725 5... \n",
"3 POLYGON ((428986.989 5347816.221, 428369.526 5... \n",
"4 POLYGON ((431959.961 5347038.674, 431959.961 5... "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CP_fishnet = gpd.read_file(os.path.join(project_folder,\"geographic\",\"CP_fishnet.shp\"))\n",
"CP_fishnet.head()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1)\n",
"divider = make_axes_locatable(ax)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.1)\n",
"CP_fishnet.plot(column='newCPid', cmap='hsv', ax=ax, legend=True, cax=cax,\n",
" legend_kwds={'label': \"CP number\",\n",
" 'orientation': \"vertical\"},\n",
" edgecolor='black')\n",
"ax.set_axis_off();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you want to see the flow structure of your basin, run the folowing instruction:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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7+vemGhgk8xrfua0HCXeFuBNG1cLa7+6TrkYYYRgw31tCmfxUi+8W83F05nEEtRm2CPDqy+GWC1es0ed1+JxshNfhc7KGdMQ+F7rBm5VTaNfOQ4UCDXNWmgwd676WL5bhtHIEKlRomAsXmGBl4k9d8y4oJ9h9M/Cz4+LHCDZW1kWiYJYcMApm6GZL7mIufULVVLwx+QRGlB4U6WtQazrIEsXGlAGE1SAiWogd1xo4Cb86Mv/1QIBbV4wy4y68PfksewUqIvOOscte5BsrMR2ZwECwjT3e3GsR4NYXocBUi3xj1SLxX9Gln0KIJFtc+iuR+Fra1HOY0EaxV7oifpuY4NInzgdeR2f43KLvDi0gacGVJxWyS4vkWNKlvx2TJTnZW4fPXfqcjLEZmeSUGV8h7mCDVGI4hDyUiztRKTXABR/K2f1zQmiCBXliAfMCmGGHXXBFPQIJVqBdzEOhXAWvVIozoddwNngExwPPJz2HoDqFgOZn+z2hJhwafwgtgbfQNP0mjk89jfbgGbjkAuyyXA275ImLik9fjh2WK7HTciU8ulJUmS9CkbE2/rg6wYgiYz2qrBej3BwdA1tqboCUkKNgEM0slEDVAS/1/xjNk8e4expg34lEsU9Gvq4Mlfo9sIjO+G02KQ9lhp2o0O9BV+gCmgPH2fvJXf6cXIC79DlZY8lvRHYzWd9WzQG/MI5KYSdz6ZMIxhGAEq2GZW2XCfXIEwthhnWeO3+XeDn82jhmFD+8Qgm8aj7MJg/7kX915tcII4gxdRBWmsyWhJ5QM2vcssdyPfMAkPjKgp5ZhtaIC/WmS5mLWFb18OnKscN8BRySF9KCfIFq88VomzmJStN+thhwGgshzIYlpiLjGAp14GLnO+GPjCBPX4o8QwksOjcmwgPombnArP6xUB/OTryMBse1aX+vtxpOyQer6GK99st0O1gin1FnZ16Zo/7fMjc/VA0npp/FfvONSR+Du/Y52QQXfE5G2YwSJr1gxF7pyiXvJ/f6PvmaZR/DAjsukd8RvTJr6NOigP52Sou6cRMt60QGwuRmDy+K3/t0FSjQV8Wv60QDqk0XLXseFaY9c1cS2t4OBttYngAtYC52vTPhGAE2nRc9w79mrunBYDtq9Zcv+xycOWhxts903by3hD4nyv8IqwGEFarTL+VDdzg5AXfpczadXIxrJpuiNqmOYkSdi4HLSdbPU8o4JpQhVpYXUKfm3RdLGkwHFLtnl4G5krPE5/EaK+LXE/c5a8MlF8b3C/XVW+q7ztm6cAufs6XQ1BTKp5Ypa1uOxJI8LRRGc+RE/DrF9xMtfC0UTcTrCzXGbxue6UCRLioO6vQKQ1hSSZibXTCEtRBGIz1sf2CqGVWhuTi/5IvmBPhMVeiZOc8y+m06D7P8Cbl4hWZA0sqLkkhHF7KB1cw/SIbij+ZZLIfkiCboUaZ+e/AUrKIb1oThOolwsedkG1zwORkh8ccwGzuTrVRvP6mNYkDrjF+n5D2S0I7wORTJ1fEWun2ROYt7WO1FEZa2BtfKsNYbzyKfxCgb+UoVA4l4DGUQIMJrqODu5zRAJXsUPylMCMlwONkOd+lzOCuIPSVnxSbdxSCB3StdxfZJ4K2ig5XptYTexsvTv0BT6DgmlBFWu20ULHCJ+fE68PVA5WRnldfZSF5qBESQwBcL0YVEpdiACW1+aR8hi3qWxEfu/DNjL+L8+CsYDfZAS9K5cCjQgRPDj6Nn6hxCyuLxsZxoHN8u5S0p+Ny652Qj3MLncFLglchvWN1+sVgFt1AAu+BmU/CIOv0lrIyuJ9yEEKJd8lrCJ9EaPo0iuYqJPM1Ur9cfXPN7TbX8zepJBDGDXq0dXVozJFVm5+IVi2CDG9CaUSLWLrLuY+QZyjAc7MI0ZfQH29HqfxM60cgWAbR5jOXomT6Hmcgk+mea0TfTCIwKcBmK4DNVwmuugkV2cQ/BLFWGfTAKVrZoomqJJ0b/k/9b4mQ1XPA5udNHP0O0KqcRQRj9Wgf6lQ5Ws18kVjHLWg8jdGEJgl6CXjTCLNhZCR5Z/DRylfZJ6KmbX7LEv1Qhj0KP1javAQx1/xvSuhFRQ0z4D0o3sfNZCrehCG8OPzqvlSxlmvdNN7JLRYtgYKYV/vBQwvNoGA12s1K0gDKFoZk27HBfy7r8bVfovWgJvoW24CnkyUWoNOxFno4PRuJkP1zwOZwVIKs6Bom9XchjAl4oVqACO+NJfNQzP99cviHvpyRIuE5+L7rVFlxQT8AjFMIjFrO+AjTdLRUc+nzcUHg3zo69zKx3suopmY9c/ZIYDWOUWBrgD4/g1YEH4NIXwWeugtdciYgaBEUj2iePIxCZwvBMJ/JM8wfLbCd3/qRCYRMNw5Fu7LPMlmtyOFkOF3xOVhCLeWabpU8Nd4a0HuwRr4RT9C7pLidSteBTydBfCur4d530vmhJ3xrL+kotu7DDcXX0fJOcM1UbvKPwD1ncP5alPx7sx5G+B9j+mZFnUeu8atsKPlGir2NiT134Ul1wcTiZhiftcTjLMKB2sf751CFvObGPWfm0bSQWwbbu+n2rzr3s4sQk26Jin4Bd74N+tg8/ufvJ8t/OUEdE+k4sNwyJw8k2uIXP2VrlekmyztdTsz2gdsZL32hKXiqz11ecy54mUnmeSG//ut4vuXx2VrwgsLh9l/8UTLKDtexN5h3YMFJY5KzYgyHF78by5xF9zaIgo1BfE63B38z3gcNZB9zC52S1+G9UeVMqE95mND+ra4/V0G93YlY9xf3Xk4C4ldz6iRb+be7/ltHz4XBWggs+J+vZCNFfaOGPayPxuvZEd34MP8ZZVv52Js9Yxob8ZNSdT1Z6Oiz1dUJtks/OHMaZqVfgV6KLQg4n2+GCz8lJaz+2vxYvQDJ3/ojWhxeUX+JN5UW0K+fY9DwZOtbIhtgtXcEs/u0MZfIXmGvhMhZjO6OMjUE3EUYg4se0OjFvfG62JZ1yOInwGD4np0gm+uvllchjCGCaTZMb1vrYBhXQw8TK34pQiXyBrNvtvT6myXBmnZN13zPK1s198iyw6mNIzqjAe6bL2HktDG/wkbicbIULPgfbvXlPiVjNuub1am3xUbg+sRT5YimscPJ4NRv80wkNKprGjsBjqth8wU8kSxZeHrkYksB/Qjm5A/+2crDdRb9crEebehZVwm7kCyWwismnn21nhgMd6JiITgdsGTuGEtvuzMXyydrPoOhTq+SRSA8Cqp81YBpGz6JOe7HvIe+pz8kmuOBzOAAqxGjHPE5yzLIDES068ncyPMSs/O1q3ZMLvz14GoPhDna9SF+btLUuF3tOtpH5fz0cThrhP7IbA9Xex6hyHNz2+QzURjnZPoeTzXALn7P1WKcVuFmNc9bdSCa1B0nLe2nWRcMcRsmKYttudnukrR1yRTnkqhWs/RRq9iPNrbmRvCdGX4vXUA5MH4IAEXmG0qSvkSfvcbKNVf0y3nfffcydlbjt2LFjyeMffvhhHDhwAE6nExaLBfv378ePf/zjecf09/fjD/7gD1BUVASz2YzbbrsNjY2Na39FnG0J/biyTfpQpk9lS0JJeiRulc5L2eV0eJzdTqKfDEWNYCtjEM2wSx64dUWQhejgoYVwbxMn5y38Xbt24Zlnnpl7AHnph3C73bj33nvZokCv1+PRRx/FJz7xCfh8Ptx6660s+eV973sfdDodfvWrX8Fut+Mb3/gGbrrpJpw5c4YtEjgcTuahee9OQyFKrLvZQv9M16MIIgAfSlAUssOid887vsd/Gl0Tp+CzVMNnqYFV79ly1Q5efRkbibwQLvScLSP4JPAFBXM9xZfj+uuvn3f9M5/5DH74wx/i0KFDTPDJkj9y5AhOnTrFFhLEd77zHfb4P/3pT/GHf/iHqz09DoezQdBAnRc7/5PF7xWEEEYIkxhDc+cpJugFljoUWOvQOPIqG6c7HuxlW+PIIRhlOxN/r7kaeeZS1os+1/HpowN0OJxcYdXBThJpcr9XVVXhrrvuQkdHNFN1Jciaf/bZZ3H+/Hlce+217LZgMMgujca5VbIoijAYDGxRsBT0dxMTE/M2zvZmI/vuc6IUWney+H2BpR4GzE0OJPE2sgl7UfFT1DDUBW2KNU1ht40H+/BU879gIjiQ82/rWf9hnJ9+benwEu+6x8kyVrXMvuyyy3D//fejvr4evb29+NKXvoRrrrmGWeg2my3p34yPj6O4uJiJtCRJ+Pa3v42bb76Z3Ueu/rKyMnzhC1/Av//7vzMX/r/8y7+gq6uLPf5SfOUrX2HPzVma7ZgwxH5gs6Bsa6tSZI2WLgZbW+Cn2nPks81TefE8i/1A0e+gc+JtKGoI3lmXvt2Qj/6pRgQj0fbEE8E+tu+15N6Y3YgaQk+oCZqgIKKF0T5zCqXGhqSVC9vx3yFniwj+7bffHt/fu3cvWwCUl5fjwQcfxN133530b2ghcOLECfj9fmbhf+5zn2PeAXL3U+yeEvvobyneTwsCit/T85BHYClogUCPE4Ms/NLS6BhPzmL4j06OkuEGM0thqKzC/ra5eQTJ3POF1h0ote+NXpmN3dP/zw49y/ZPDTyJS4s/jFwNbXQGzsKvjLDrmqai3LR73jFc5DnZyLoCaZR9X1dXh6ampiWPIRd9TU0N26cs/bNnzzILPRbfv+SSS9iCgDwBoVAIXq+XLSQou38pyOVPG2d5El2Kifv8xyjHyFLhX0kUF5JnroAACRoU6EQjnDk8hMenL4N/ZiSevMfhbHnBJ6u9ubkZH/3oR1P+G1VV47H7RBwORzxH4PXXX8ff//3fr+fUONuI1cZKNWV+fHkjSDaRb03nkOG680h7Z/I7aAEye26RlugMgqWQa6Jue1kyIM9chqHpVngslRBFadExS55HUwuyCa+uDC0zJxYJvuTmbZk5W0Tw77nnHtxxxx3Mjd/T04MvfvGLzA1/5513svs/9rGPsXg9WfAEXZKlXl1dzUT+scceY3X4lIkf46GHHmJWPcXyT548yTL5qVTvlltuSfdr3dJs1wSh7fq6cxWK6ZPgU1w/l3HIXugFI/NUWKS5LoQczpYRfEqmI3EfHh5mIn311VezsjraJyhjn1z4MaampvDpT3+a/Z3JZGJJej/5yU/woQ/NNUeh5DyKx1MDnsLCQrZo+Ju/+Zt0vsYtz2pEj7vzc5BsdecnWPmpQqV55wafg11fgOaRV9kCwKb35VyNPvUl8OjLWPWBokX41DxOTiBoy2XH5QiUtEchAcoDoOY9243tLPiLXnsq4rgJbvK0ufSXez2b4e5Pw/u50F3/dt9vUWjbgXNDL2AqNMxK+qLZ/NVwm8ohiXLWuvQTXfb9wVb0h9owHO5CuWkPSg0N0CXkLjwx9B8ZOkvOdmMiRQ3M/e4XnHXNgudkOTmYsLcSOsmAN3p+Eb8eiEyic/wE26iBj8NQCK+lEjaDj/Xwz1br3yn7cMIf7TraOH0MrTNvoczYgHLjHtaB7zbPp9h9XPg52QIX/BwjWbY9F3tOLlHtuhKljotwvPcRTIdG4DKVwGupQZ6pHK91/z9MhUcxMNUIu7EAB4t/D9mKTjSxfvoTyhArOtQJegyFujGj+CELeib+KjY+QZTDSRUu+DnOdnPn88VN7qOXzUAEqHZfAa+5CjpprtOmw1CAkZkOhDUF+dY6ZDMRLYQa8wGYJRtMog2iIGEw1IHjk09Bg4bu4Hnssd6Q6dPkcOJsLV/hFmeh2GW7+GX7+eUEW8ydnyj6RbaGeWIfq9WPIrDe/NkMue29+lJYJCcTe4Km59E0wRgefUnctc/hZJqt+WvCybgAx56Li/4WzStI3NKIx1zOLvNMZVFPQI4hCTJcukK2n6crWXJ0LoeTCbhLP0dYVjhXsgIz3LwlHa19U144bNJrFeT1/pCvovFOJq38NLyfqWTYy7XV7JLi9lTbnm/bEW/Jmwxpd/2i25TTjRv+WpSR0WXvl/PymNVPmfv5hkpWvsfhZAv828jhbBBU8TqtTfL3dxWQQOZZKliJ3mrEPpvw6MogQGDjc4nHB7+b6VPicBhc8DmcNEJNWAbVHpxVjuHlyK/Rqy7fdnZZyDrchhZigXUHzg+9gJlwbo69ps57xYZ6FuPnYs/JJrhLn8NZJ5PqKEa1AYxo/RjW+uaVYnWpTehRW3FAvhEmwbK6B860Oz8DUE1+6+hrGA/0wqRzoM5zbU5Y9YkEtWkWu59RuHeHk11sr1+THCWdiW+ZSqJb7/Nmc0nhEeUJhLUQvGIx8oRCSAnraLvgZrcn3sZZGuq6V+W+HHrJgq7xtzA83Y7uiVNoHzqG5oFDON/7LE53P4ajLT/B4GRzVr6VNC63LXASo+G+pIPCOJxMwX+FtiEx8U2XiKb6eOsd0ZttHQXH1EGMadR0BZiBH9AE7JevgaIpGNX6Maj1QIKEOumiTJ9qzhBSpllp3tUVd+PswDMYDnahdfAVVtdOyKIRHlsVRqfaYTV4EAiNoTTvEmQLIXWGnSsN1ukNNeOuu+7Cz3/+80yfFofD4BY+J22QGKcqyKs5NluxCk40q2+z/V6tDfLs+lkSJHjEIuyUDqBW3L++J8lwhcVmobR2sMvRtpN4pulf8GrzfyLiH4ckzlVDuC0VOFj1EfSNn2HXO0fegChkl81CHfaOjT+KkBbAYKidjRDncLKF7PrXwtk0Vmthr0acc13IU4XitC4hH8NaL7tOIr+QbO0Dn62iP6P5oYMBhWIFympvhEG2skUPWc1VvqtYFr9Z72YteUns8x07UlssbVIuBDXgoe57J/3Ps+sFBQWb8rwcTipwwc8BVnJli0bD8g+wYDLbk4H/uzF152u0Rm/RfZhdPhV+YN7tN0sfwtPKzza/58AqxMErFDPBN8MGizA3pUqLhNd/Hpth5W/C+5lqzwLKg+hQz+Ma+T2sgY12oRf07MWaE4a9e+LHuSxlTPB99jrIsjG1c91ET0mRoYYN0vErI3jpwbdw+2//aN79PHOfkym44OcA6baYbzXeFRf+2L6mangq9P/ix9yi/31sBjGxjwn8QhJFP9n9mYZZ9SpYYh5nfYxofQhgGipUJA4XXtitzmUpRffoCRS55hYB2QR5Ieosl+LNiSdgEE2ZPh0OJw4X/G0i9gFtCiNqP5yiD2bBmvSYG3UfQhhBGAVz0iYyE9owRrQBVEoNi+5XKVFNpUS1bmb15onpc2Vmo9DHoFI7K5zwCFzwU4G+J2eUo5jURpmwa+z/0csioQrXSu9bsaLBZS2DTjIjz1aFbMWrK4NTLoBBnP9viVv3nEzCBX+Lin1Qm8GI0sdEeETpxbTmhxFmXKy7HhGEmdV0s+FOTGgjbCEwovaxjPMD0o3zBD+kBdGrtqJbbcEUxuEVStClNsMleKGDHkNaD2s0Q25tBRHWYcwgmBBUZ1AkVmI7QK/TKXgyfRo5AcW4KfRBSY4x9DBil3R50hyIZJh0TlR6L48PrMlGKHej3nIpVC1aXcDhZANc8LeY2HeEz2FQ6WYWEwk5ZsuZCHKXvhp+jJWJkdAPqT1M/OcQcEo5DFERUSdehG6tBQNaF3usGINaFwaVLlQLexEUpjGodiOImfj9lFzVrJ6CDc5tI/j0HhgFC/KF0kyfSk5AFjwtFsMIsfdsh3QQOkWEpqaW9zAwcYHV4Fd4L8/qXvVTyjgGgu3I00cXMty652QaLvhZymprzsnlPq4OYUqbYP3bLzHcyCzuUaUffZFWZr3bBCdqpP2wiU6UopZZ5n1qO4bUbuZWFSHCLeZD1VQ4RA8ETYRNc2JcG2ZbCAE4hDxcJF3PfrLJitkhHsAkRpno0ebHGK6U3rlk2GArQe8zvQ+jGIBXK2bvP71vnOUpk+pZV8J8sQwFQjn7HmnzFp5LMzbdjUB4nNXhhyJTiKhhWAzurHvLJyJDmFYmMBrpZZfE7d4/4qLPySiCRkqR40xMTMDhcGB8fBx2+1ym9FZhJeEXTdHEoDcCzzIXPlnZ1PDlOtPvsmxnytKf0abQr3SgRKpZlAQV0cIYUDrRp3agWtrDusMthL4m5CGgOD6VoumFJJUBmoqANs0WGokZ66lCiYPrZpOy9AVJYoJ/OPI4a6UrQkKxWIUd0oH0Z+lvJBnK0qeMfJ2gn3uaFd4vaU+0/O5cz1PoGj4ORQtDEnS4ovYPYTHmsfuUk+eQaWhaHvH25HPoD7Wx86TvxvXuu6CfTeCLWfrJ/l1nc0dJTu5rYPb6wzirxiuVMPEhF7xLyo+KfUJyWYW8M+l8brqtUKzERfJ1sMGV9LHJCqPHIKssqdjPQvH/tYh9LmIWbDAh2h+f3ndKVuSkRqLYrwavrZaJKGHQ2eJin23k6yvj52mVXHGx3269KjjZBXfpZzmr+WHwSsU4F54T/xhqKLSq58xql086YrZpeAxBFOLv+ZQyweLSbik/3mgnq9/DNEPejmVJYw081eDLogERNQivvTapFyDGIot/M3o4zH4vPMYySH6ZTU/MM5TGbye42HMyBbfws5jV/jCYRCusgisuRJyNJ1Z/nycWZnXW+FZBFCV4bNVs37dA8LMJ8q559eVs36OfW3yvBF8McDYSLvhZyHr6zJPQ28U8GJLU0nPSb3E6BA/LOOeNdzYPsuwlUQ+LYfkEyYUW/2aTb6hkwu/Spd6TgsfwORsJd+lvMciVL2ZxqVJWkMb3h95rj1iccg05Zz7agrbPqUAWvtXgxQtnvwmT3gWHqRB2UwHss5eyZMyKGQZk4Xv1Zdzzw8kauOBnEWlx52mUXLf1S+KyCSpVVFhZWUJfd86GoZfN8fr7mdAo2/rHz7FBOmElAEUN40DV77O59PKslZ+JDP6wFoBLV8Ti+IkJtCv9BnArn7NRcFNwi0Blc5PqKLqU82gLn2Uz2ancjrOx7zlxTnk92uwo9ytcs966j1Hlu5JdmnQO1BbcgGt3/BkrR6Xa/KngEF658O9QTjcyoc+E2FPt/UioB2f9h5jgh9Xgpp8Dh7MQbuFvEciFeSrwCqu3Jw4HfoMrjHdk+rS2NKPaAHoiLWyfmhhRXf5O3cFMn9a2QCebcXHlnfBYq+Lue6vBg/7xs2zfoOghp2hVbwTt02+jPxhtH3x09FfYabsaeXqeSMvJLNzC30I4JR8iCLHNJfog8azxjX2/BQ8G1K74pDebmLyHASe91j17783F8Nqq58Xqi9x75+5HZuvz8/SlCKh+th/SAnDrCjN6PhwOwQV/C+ES8+P7BfL26GOfSagMj8rxYvDEvcxi1rvggpftOzIs+CTwwuzPK2XrZ3PPf872gbv0cyBhTzSvUGI3Gzt2ST52SdPqqCf+liQdrV4TmqCs2fqc/QGnqoh+tYO1IzaKm5wsmWIL4I20tFNqiZyGzyzVOHwRKmiyAxP8oBaADrp4lrzyjouWP80UMvuNb7en9G9RFvVw6nwYDfehwBDtG5AqPHGPs1HwZecWgRLGKDmI2toWSNyi2CyiVr0wr7MhJzNIe3eicM+NrFTPuvcAInWFeFF8FG9a3kBb/hDGxtqgqpH48YoS3tB/j3bZCz0tvtfgzucNeDgbAbfwM8x6/mFHM/NH0BdpQ5/ShlK5nvXQL+Tu/E1DLxhZLJ833skOJFGHAkcDXmv6ARQ1BFVVMOJvZRv6XoAoynDn1cHprMLQ0Bns3f9xSFLqff0jA4OQfdGwwUJC6gyGgh0YDHZiKNSJQmMt8o1rX3xzS5+Tbrjg5yB+dYyNvCWhp8zwGO3hs2z0rW22vS5ncyiV62BLMmGQkxnc1nJWm0/iHwhPIqIEWDzdZ6BGOOXowyCGh85gbLQFXZ2HYbeXsJI+WW9h2f+ybIQkG5Zs3hMTfVpwj4R7MBhsx2CwA1PK6Lzj+gJN2GW/dpNeNYezMlzwc4wXph6ETy5ns+tp7GYidtENn1wy74dKnZnJwFluL86FX4ciR1AiZ2dv96A2w8YWn1ffhBlW5pWok5aPZ+cyHns12yZm+jHtH0CxpR75hiqMhnpwcvplyBEjLr3isxgcOImO9pchCBKaG3877zFMpjyEIzMor7geZosPed75bXqprv6C/wi6Zy6wUUn0+DY5D4Oh9viUPCrDW01bXQ5no+GCnyPufGqqQzH6EAJsPK1VdGKH4SD7MR+N9GFY6WVtXkvkuvjfcLHfWOgzobG4YQQRxAz6lHYUSNGBKdmEDga8pjzJznEcQ/Bi6+cbCH1DMClhTEaG0ex/A0PBTrj1JdDprSguPsiG8OQX7IfHuwtNjY+xPAwSbqutCEUll+LC2UfY4zQ3PoaDV3xu3mPHXPqyoIeKaE5AnqEYJaadLEdgONSN/mArLLJj0Vjc1RDruJf4O8G78HHWAxf8HInb62HEi4HoD0BL+G1U6HahABUsI79ArmAbZ3OhhdeLwYfZfnPkbVRKu7JS8GkhWCzWoEU9ya7bt3jIh8SeGAl1QScaYJXcKDLVwaMvQzHqECiam3sgSTrU1r0b42NtKC2/BvmFFzFXfdP530JVw7A5SmGxRqtfFrr0qy2XoHvmHKuzlwUDu48qAryGMrYldl6MDEbPab2/Ezyuz1kPPEs/R5L0DKIJdnFuOphXKk3jWXHWAk0ktAtz9d7ZnKlfLFZBYFYstmyOBwl9TOxVTcWFqddwwPluXOJ6J3yGCrbwoZ72lrMDC/5SwyUH/xgFRZewBDuy/m326GdZWHRgyeej0rsa66VsnxYWi84nCwb4cDiJcAs/w0jW1Gu3fXIpJkJD0AkGuGRfPPtX8Uc7em0kK9VzRw8S11X/nkpduRoMYKMRTam7Yb1yCSbCw8xt7pA89CuPTSOl+vbo52YUzPAJJejXOucJ/op1+hF1U8cNrwbZu2A8boJF3TNznvWzpwE6sdsTrWzp2cG5/dnLyE1z4u5wlmNyogu+/H1zDy8C4Vuix8QK+kqOq+iYOcX+TS58jjV/z1d4P7mVz1kr3MLfRNZbW+uVS+OWJO/clR3ErPpc+ExKxFroYcC06seUNoGtiqopaJ56g+3H2tuuFrujDB7fLsi65Scgktdgh/WqRRa+/8OXs20jf0tiG4eTKtzCzwHCWhBDkW6YBQeMgiUu/JmGBvWMaP3wCEUwCGsbDTuuDrPH8YiF8ThoznwmSg8sgoO59rPZnR/DJfjgFUowI0zijcizzOKvEBvgEDPbhnY11nyiBU1uexLchXQHLmBGjZarBpQ1Cr6zDIIosSQ8qt1fCv+eIrS/9FuWtV9+2x/AZJvfVS8m+tYHjqzpPDicdMIFf5NY7Up8Sh3HYKQTA5FOjCkDrATvEtPNcEsF8MhzSUeZYkbzI4QgmtVTOINjcMANj1jMGtBY4UwpfulXxxFBGCcjr7LrNPDHK5awxzCLNmQb7DNRujGodGFMjX4mFxveAbdYgDwp+4ej0GdigBFnlKPs+oDWhQGlCy7VhwpxJ/KEwqyPO5Pwx0R/JNyNs5Ovsha2Dp0PTjkfZsnBXOz02VAFxcwaBb+n8wgr2bv0ij+H0eRi7vxEhvpPQ5T0cHtqoULDlDwNozUzCyfu4uekChf8LGJcGUJPuJkJy7DSM+8+BREcnXmcDcihcqBM06KeQY/WGr8+jhGMqyNoVk/CIeTBjjz4xGImhktxMvwqJjHXrGRE7WPbebzOFg9mwYZiqTqjU+jGlWH0KC2Yps9E7V30mRwLPgWXQJ+JDtmIFplrHyvIOpRItZhW/OjT5nrC+7VxtKinMYRe6KBHtbyHZZhnq/iT6FPpW/fMecwoE6zhTXfgPLtPhIw8fRE85lLYZQ/zAqwFp7sabS3PYmjoLGvgEwr5EQr7EQ5NweYoQ3vzM1AiQezcdyd8+gqEzD2YGu2ByeaBlCQMQJY+t/I5mYYLfpZY92EtxAS/I3wWN1ruYjXeo0ofBiNRa1KCjItMN67ZdZ5uKsWdKEIlTiqHWX23jeaUicXMbeyEFy8pj0DSZNg0N3RJFig02IQaBdVK+3A8/BLLlHYKXuYap8egQTQvBn/OjjFqlqSPsdGwz0QdQmfkHG403okJbYR9FlELf5B9JvsN17PSyFxBhp7NW9glXgYz7LAINpZw1qU2YVIbQ4t6ilYybBHjFuaXo2UT4+EBTCnjrAyOYvaES1eIEuMOFBirIK1zAeZ0VaKs4jr0dh3FlL9v9lYBlbW3IM9bj2l/H6b8/bhw5mEU7boRSmszTj35TXaUzmSHNa+cCb+v6iDMzkLI+tz5jnC2Llzws8SVfyH4OsaUaObwsZknsMNwKaoMe9kWUgNMZEj0rFJ2lFSR9S1oIqrEBhbDpyxwyj4mV/+RyBPM+h1UuzCljWO/vLi96JDag3FtGCWoxm75chbD1802KaHXejYUdTu3R85iUhxFve6STX+NF0JvMMEnjoWeQr3uACp1u9lGtdfk3o81QcoVJEFCpVYPQZoviNTUqUttZPsk+tfL9chWyPvQF2zGAce7cWTslyg1NDCht8jr+xwWuu0ram/GyEgT25dlE7Pm3Z5oY6u6XR9A0C2zcwnPTGCslzruAXqzE66S3VDCQQy1HsPMeB/MjnxUX/5hbBbcxc9ZCi74WUKeVISucPRHY0b1wyHNDejQi0bWOCXbMAkWlAjzz8skRMsMKX46hYlF98cYVLvh18bYNDFHQn8BgsIAb2kvs/1JbRR14sXI1GfSrTTFPxNnwnlSe9pieXVjT7PJvb+QQrECjeoJ1lPeCkdGPCqpMhEZxERkCH5lBFe7fy8+/jbdUNLe/kv/O04c/S4a9t0Fk3n+vATDSISJvt7sQH71QfgqL4G7bB/rd/Dmr7/Mjpka6YSn4uINd+vzbH1OKqyqjui+++5jcb3EbceO+T2mE3n44Ydx4MABOJ1OWCwW7N+/Hz/+8Y/nHeP3+/Gnf/qnKCkpgclkQkNDA7773e9iu+GRi9mAj9h+suzjXMHLRsYmjo+dD7lgY/FwEv6FUHOUvNnYvwQdS+bLBB6pcO4zkYqzvuxuPdACJk+IflYOMfk0uGyhN9DMLsfC/Rsm9jHo3yGJ/kKxX0he2X4m7NS0RxBFeCvmPFI2z1wXzI0s1eNw0m7h79q1C88888zcA8hLP4Tb7ca9997LFgV6vR6PPvooPvGJT8Dn8+HWW29lx3zuc5/Dc889h5/85CeoqKjAU089hU9/+tMoKirCe97zHuQiiattybZCtvlsUxBK+qIMfErWowY7iWxGY52V0NS5piZLEfvt9QrFaMNZWGBnrv+FUCkfufwJcouXSbP9/xMa81Dp4WCom4muKKXXESWu0OxIC0ctYSoTpCTJEbWXNdhJbKqjTk8j46SyAFkiaS1m7Yv6OUu+WKpk5Z8u0RtvkrTyp74ycl5emt35Ua8LJe5VWS5aW/vaJO+d/tnjKz+/Es0XiLEwU2Dyzqige6oOoOfs8xAlHUzuImgCYPvprHW/hReOnOxm1d88EviCgoL45vEs6HaVwPXXX4/3v//92LlzJ6qrq/GZz3wGe/fuxaFDh+LHvPrqq/j4xz/OjiXB/9SnPoV9+/bh6NFoDDfXWKtrLaQFo81bICBPLkYuQ1n61HmOkvjodS2ERD5R/COz08USoSx9IpP17VRr7yXLHgI8UuZLITca+rwoqc+5CRY+feaUN7AclLuykLFwHwLqFNsfDffFE/aSkkxY6bZNEFyTIx+WvDK2kdW/mfABO5ylWPU3v7GxkVnfVVVVuOuuu9DR0ZHyyvzZZ5/F+fPnce21c0lcV155JX7961+ju7ubHfP888/jwoULuOWWW5Z8rGAwiImJiXlbrkGv1a+MoTV0CkenH8fJmZfh05XCJRVkdfw0Fcj17REK4RGK0aS8hdciT6JFOYUJdYS9bmr0Ui7Vsyz3i3XXI6gttpaNohl2MY+50jPymcw8gZPBQ8zTkC2lkBsNuccrpB0wwcKqKDYS8h8cGn0Ib048ia7AOQTVxd+B1pm38Mroz9E4dYy576PWfUs8cZVyW8bCCX3xVxLyTbasvVUHYPNWLLL+OZxMIWiJI51W4PHHH2cx9/r6evT29uJLX/oSE+pTp07BtoTrenx8HMXFxUykJUnCt7/9bXzyk5+M30+3k1X/ox/9iHkPRFHE9773PXzsYx9bNpeAnjvZc9ntdmSTRZ/o0g+pQdZEZ0TpxWCkA9Oz3cAI6qBHCWyFciUqDLuyzqWfyo9lYl/2HqUVHep51lhnBnPnb4CZxfhVqCyOf53h/XMPkPD39LUcUDqZhZ0Yp03HyF/J4Vj8mUS6MRDuiHdom/tMjCiQKlGhb5j3GLnu0o+R6NInGsPHMaGNwSY6USdfBDUUSrtLv236JHpDjazXPXlRYjhkL7z6crjkAlyYfo15AaaUsfj9NGo2T1fCygip7v56z0fYMSYpGqKJDI3MvebE92bh9bXOekji0l9ITNSph78SDmBqpBuOgtp5x9geOLppswm4tb89mJiYgMPhWFEDVxUcvf322+P75Jq/7LLLUF5ejgcffBB333130r+hhcCJEyfYQoEsfIrZk3eAXPjEt771LRw5coRZ+fRYL730Ev7kT/6EeRFuuummpI/5hS98gT1O4ostLS3Nevf9senHYBGdcMuFMIt2BNRpls1O0I8YdZdzyfnYClAceFjrxQymWKkeQa5xs2BlcX1yH+/WLW3x0Iz5t0IvYrf+KhTJVRt2nkf9jzKL0S0XwCI6mLtYQ/QHlzwtdK5uaWt8JskgQSfRpwXWucgb6Fab2GJMr21cm2NqYkQd8ciqjwk++/5LDlgkB+vBELs/UfDNkh022Q2voRw7bVexpGEKHS1iobiv0bJfSdyXo+vtJ+Ef6kBoZhyu4gaU7rudZf2zOP4meRrWK/YLf9/44iH3WVc2FGXf19XVoakpmkSTDLLYa2qipVmUpX/27Fl85StfYYI/MzODv/qrv8Ivf/lLvOtd74ovJGiB8LWvfW1JwTcYDGzLFUjYe8PNUDQFKiIIqTO42HQzS1wbDkdbtVK8cq/x2qztbrZaqDxvj3wlzkSOsvI9EniKg6cSrqDExZj3gxoQdYbPo1SX3rpwEvbeUDNbcFEcmN7/iy23RD+TQEf0M9EC2GO4Zst8JiuJfr18EZv8R/0Rgtr6PSnJiKghDITacIXjd/Dm5OMoMFTDpy+HUy6YV5myz3Yjzk0dhk4wsvu9xjJm4ecKBosLPaefZfthT7Qvf0pkaPIgwUv7tj7rEnyy2pubm/HRj3405b9RVZW58YlwOMw2WhQkQq5/Om6rQJ3YOkPnmKU7E5mEJOuZiMjQIV9XzrZVRFZyip3SgXg5W6rCaRbseCMc/bFsj5xBgz79sU8aeNMZOsvq68mNT1USsc/EJ5exbat+JsuJ/j7dNXgt9CSC2JgY/lC4ky22ppVxXOH8wLLH1psvmyuFTMHdnm4oRLVWK9/mrYzvexJK9Mjlv6xLn15vBkWfs7VZlW/pnnvuwYsvvoi2tjaWXU8Z+CTOd955J7uf4u7kbo9BlvzTTz+NlpYWZtl//etfZ3X4H/nIR9j9FGu47rrr8PnPfx4vvPACWltbcf/997N4Pj32VoGExKubCzlQcl6yY7aiJbmW2nWTaIVVmOuaRnH8DflM5LK559CVbZvPZDnR14dlJvqJsfV00h9qiwv/Smx23wMS94XbWjHafZANFtaUx56fYoMmEvo0iv1qLPaVjuXu/G1o4Xd1dTFxHx4ehtfrxdVXX83i77RPUMZ+orU+NTXFaurp76ipDtXjU739hz70ofgxDzzwAFskUMb/yMgIi+P/wz/8A/7oj/4I2Qz9A0lM/lqSWU8FWYwdobPREq+EsrusSMhLhRR+iLTI8sesZC+LZnN8n7Lj/eExlqlvEC1Jj0lGLJlOcq7cZtWrp8/kTPQz0ZfG6+zTkZCXmMC49gdZXvBSESTRtIIbPMmCxhnRo1bej+bwSeTJBXNleiZT8gVQitY3hU4GQ9GqnsFwJ2pxMH5fZHgY62alBcImWs70PlncJazVLrXZpb76sfdu4kMHEXzgV3DCEw9xjX38srnTXOHtdP3g8KqFfDnB5mK/fViV4JM4LwdZ6Yl8+ctfZttyUC3/D37wA2x1XFI+cxfbpDyWoMRZHqq/bw2fXHMdvjI2tqLwU/IkdfKj7PBcL4VMK7KMIq0CL0R+yaYfloq1KBKr0TvZgh22tec0jIZ7EdFC8fa4lJRnEJdfwOUyJPi9517CYPNrECQZOqON3Wa0etAvHUNRpBQ7hMy0jY7BxX57wXvpb6CrjGLAlGU8EOlgWfnUUMeZ0COfszTUX18HI/KkYpwPvs7eN+ptv5oxtMuJPcXuyb1sk9zzwi2ZhBrRNKpvI49NqsuHtAGLEBoX2xx+i/U3IMt9oXjHx+LKMq6VfwciRNaV71j4GZbMZw15UaLfgf5wK5s/b0zwviTSPnOKJUDm6YrhkH3sMUcjfSx0MhjuQL6+knXKKzLOL1nbSth8VfHEPVHUIb/2SpSdkfF218tQtSC6hGbY330HTK5CqOFA0rG6GwFPztu+cMFfA+QeW+ofDbktRyJ97EdtMNIZr+uuMxxgNd3kquasDAlEgVwOvzKKSXWEJe9RX3u3mM/a3HqlUhbrXw1U990fbkN/qBXjs5MJi/V1SeP3mw0NEprQRpmodmqNECHBreZHqxti0wjXCcXlh5RuNtq3NXKKJS7mS+Xsfab++fSet4VPs4l6JXIdm2lAUG1JqVQLWdHj/PRrsIseDIW78NbUczCLDuTpiuDWFcOtK2TNcLoDF9j3vj1wCo04xjLtSfg9umLo9Wb2b2OH5Yp5oZqtCNXfe6sOslh+0a53IO/RCyxrapd8GfrVTnTILWg//DDq3/knaH7+RwhNjcGSVwqztxRmTynM7iKI8vrG/HI4a268k+tNB9LNba4/jO/TbO7zM6+xjmxDka6kSU96mHCDff6YTGVyrtHLdmdhfL4rdAFnwsmni1kEB+tKKGoiHLKHNSxaGMOPtmbVmPD41XEMhKMJY4s+E9ddScMBmxnDb1PPoVF9a8lWxSbYYBOcqJB2ri6Gb5wLH/VHOlhvg2RQv4E6/SU4HTzMeiDQAqNKtxdFcg36lTbWY18nUz6ACBkyWoInFj2GSbSjznwQJ/0vsvLThVBDHWqs49GXsN4HiQ2VtkoMf2E3vUg4gLzfnGOeE+rvQP+1hk+jTTgHe2ENRJ0JRocXIy1vIjgxfxaAqDPCWb6bdbCovPbDa4rhpxOeuLfNGu9wkkNiz+ajRzpxqfXdqDJcxPrLUec2smam1HEcMN8Gh5S+ISLbgSJdNfJ1FTgdfBVDShfcUiGL6Ufj+gJenvkFG+faICUv2xuN9OLc9BEEtCnmHagzXcZa9pJ1Sv0PqKXvHut1yAZKhVoUS1U4oRzCJEaZS5+sexd8rD79lHIEihbGtFYCI8xrmhI3qvbjoOFWXAi/gXF1iCVE0sCmPKkQTjaRUGALVlqshrQQ2sJnMK4OQw8jepVWyKoe1cb9KDPsYt/3rtA51o2wwFDF6untkod5CUjQh8M9ODH5DMuToPt9hool3f9bCcfDJzD+gf3x/cHbKvF84CG2iGLCLe1CYHcBpMZ2yEYr7MX1kPQWTPY2xQXf6CyAd8flMHvKMNF1FgNnDiESnIGmhKEzb24nUc7Wggt+GqDYZGPgdbZ/YuoZ1BoPosRQxyyaesMBTKnRFqLboR97OmGipgkolmuw23DVovh9gVyJ3kgL65CXDK+uHGcRtYbIusqTC2Enb4C+OppfoY5tWPnZaiE3Ok1OrBR3wiX4otcFkZ3nocivEUaIVROciLyMK3XvXNNzDCk9LC+iQm5gQs+SRxNi+JRQt994PRNxSjCNxfdJ3CMIocZyIN78ht7HSw13wCn5IEjzLWv6npO4k+eEjt/KY4WTQUIfw/bYabZgou/uHt1VLG+iv6EGRRffOu99mRnuhMHmhrfucpjzK9h73/zcD9lCgLL8Tz30D9j1gb9EtpBK9j8n++CCnwYo6ev0zKH4j+PCJDCLyFfla4WsWzaaNgkVul1xwY8nmy342xJDPZoDx5mFHxu6QtCxidezAYqZ09ChROg83UIBerQWdr1YnH9/qtCic1qbYKN+q/V7kh5DQm1Lsiil3JMG2zXzbis17Fj2+ajyYTliLvx0js7NRnrVVpTJ9SiUKuMLVp1p8dyR/D03xKfqxcrynKUNGGt7m+0b7J6MWvcxYV+Yu0TXuejnDttr6Z1mnhj9T3ZJpUXkziQckheGHGoBmsvYRBcbbEP91JvCx5N2xis2UEteAbYFMeNcglz7MWgC4VqgVsHEmDqQUa8GCX1a4vU5AH0fu5RG5l1aqbok2Qhdewnla0TV31k2f6BWJuDZ/bkPt/DTlLTn05VhQhlil6tKykuHu3OLtOJUZ1Zu5yoXRy1cdWSUXRbIFXgt8Bj86ihzedcV38Bu12an6plEG/tMmCt6tkGMMvu3G4mmauv+zAQ5+t3IEwpYeRylyzmF6MIy2aS7VASfch7Itb8wyXFFNmg6YFrFfxP+HazmPR9Se1g7bRoLnYjz/uWT7kY/cQW71JmssPjKMTXQBkfp3LTG0U9G718O13+lN7GPi/3WgFv4afoHECu3y4YSr+0EWU5+dYxlP7eET6J3+sKiY4oMtSzmnKuQq98l5DN3/xTGWb3+UtDQm2l1fvdGsugpSY+sRVo2xMSfkx4m1NGkn0mXEv0uTmjzBX81kFtfZ3FAlPUIz/CKHs764BZ+mla71EHPKeXDKmZXXHirIrpdrInMwNhbzGqNcXL0GZgkGzQRcOoLMBkeRPP0cey0XolcxisURxc32hiOKk9Hs/g1qlgoZkl2MSjZ7nDotywhzyuWsPwHA8y40ngHXgs8jhK5ljUw4qQPvzaKo+Gnoj0i6D2Xitk3clDtYfdPadFFWqyvwWpwlDUgODXKcjlO/uzvYc4rYbfRRg17Mj3rgcfvcwsu+GlqvKMgjBJ9PbuUwbPxNwNKymtwXY8a+2XomjqD3unz8IeHcGTwIRSbdsLstOPN4UejZWbqxox73Swoce+w8hgLW9BI3yGtB0ORHpyNADbBhXypjFn2fWob83ZQ8iiVi7Ypp1mOA3XWswh2mEQL3FJ+pl/OliCshvBC+OG5z0TtYRt9JjTxMV8sYx0dfXIJc+0nDoRKFSrRmxroxJlHvg5NVTA12M62njceh97igr10J2xFNbAVVCVNBuRwEuGCn6bknEllFKdmXoJVek+8HpmzsXT5z8AfHkbfTCMCynx3Z/fMWbiNJdjlegfchhJmXcXi+rmISbCgStyNAKbRrTax20jIKaGP+hLkiQUYFQZgFq3ojFxAEDNMiKi+Ptq7oHjJ8kXO2hjThlAiVjMPU1fSz6RwVa2gk0G/I76GKxGaGkffW88w0ae+/PaiOhbXt3hLcfZX/4LK6++Cq+qiTf3d4dZ97sEFfw0stO5prvqEEk0+6gqdh10aXrFsibN2gsoUGsePYCjQDqNkhU3nQaXtEvTPNGEk2M1S0wpMNSi2JHSly2Gxj3kzqqRd6FDOo0LcyVz8Ttajfi4Nh0TGojrgF8eZwHvEIuikzenPvh0Z1nphEEyQIKNSamBCH21RnN7UKE/dZZjouYC82oNwlO6CvbiGxfRH205iuDHa/2Os4wyCE8MovOjmtD43Z2vBBT8N8Xuy6M/OHI4L/hXWOaHhpB+DZMFEaIBZ9bQVWxpQbtvHtmBkCgMzLQgoOTJ2eJWUSVRmGCWZsJhFG/bqr97ks9qeXr1BpRt6wYDL9LfO3bFBTYbIoqct+hzRC2t+BVqe/SHbH205Dtc7PrYhz83ZOvAs/TTgkDysOQlBCVQ0gY2zsRSYa+L7HmN5fN8gmVFq3Y1ax/x2u8JKc+E5nFUwpU1gBn427IgqIzIBxezJpU8IosTa9HI4y8Et/PUk7M3GywRBgkdXip5QI7z6Mgji3DpKci+ftZ+K+2/FWuV0DA1Zr2Wyyb0A8k01uDD+KtvPM8x1Nox0RzOjMw69H+t8T2ks7Xru56xyoFEKn1esv8JAQmkjWfrFYvXsZ7JyL4mVWGk4zsjdcxUn9rJdmBrsgLWgGqLBlFCvsgKpfDe3SH8Pzhzcwk9TA4pY/f22qsOnH4TYtslYdC5YdXlw6POhl7LUeuc/mFuWIY1yRaLEyu8ygWO2Ax+V6WUK3pQnd+AWfpqgWd9U+2wV3Xhj8gk2/5vE3yIuLsVpnH6dDSqh+/P0xTnb8jXTFJhqWTlU1rLNhsZsRSJaGCeVw6zDISXlWWBHBGFWYhfWQiwLn8J51BOCEis3G5O7EHqrC47yzLfe5WQ/XPDTtJKlwSMF+mp0BE+xcbhDM104P/MaK4UiNz/NAbeILrQF3sKMOon+UCs6AqchCToWDvCxY2ZbwHJSIt9cgzCbec/hpJ8RdYBZ8lRDT5dN6lswwcqqH3xCKSYxBgOMaJAOZuztpzK8/H03wmDb/CFE3LLPPbjgp/GLbRDM6AyemTechMQ/EmphlgIJem+wiTVGiUEzzgdCbVC0EEbCvRgLD+Aq1+/khtW/0KLZZBd21+QpBNVpuA1rGyizoXDrPuehDnl9ajuz6GNQol6/2g5FiKBErIFL9GX0HCMBPwZOvwy91Tmv3z6Hkwwu+Gmk2rQflca9ODTxULS1qa4MPkM5a7sba4jhc5ejZeYE2mdOwqMvg09fDo+uBKORfkwpo+gOnse0MsGaedhknu2fDHKfDgfaEVD9rCZ/JNAFm94LnWhI58fJ2eaUSrVM1F+LPMGS4VhDHaEIdmHu33MmmR7qgqapCI71Izw1gYnuC7AXz5bubSK8AU/uwAU/zW4rstgvtb0bRnG2v/nshLZE8vUVbGFAGfqxLP3RcA9aZt5i+4fGHsK1rg+t6nm3ExQrbZo4ivFQP7v+9shTuK7wE5k+Lc4WhHJE9snXsk6H2QaJ/flf/yvb73jlIRQffFdGBD/2G8mFP/vhWUVpjlGRlRkX+yWwSM5F5XgU46cOcdH7HTBLvA3qcvhMlbPvl8b2s8Hi4mw9qCVzNoo9YfaUQDZao1c0LZ6xz+EsBbfw14EyNrb+D8AbHdvqpPIywciGnvgMFfM8A7FjliIytPbxmzGEJJ6IRDQlu7LhfcYqNI5H65W9xuhsd0IuK1nxbyMdmzAedhuV5KWjvn2l758aCmG9xGrolz4gR/oazL5VZDRQOd7w+ddgsHtgcPri923G55r4m8Ct+9yAW/jLsJlfYvrH6zVEO8ZRXJ+zPFSDb5RsrMqBhuRwth4k8rGNk5xYOR5Z95n0cvGM/dyAC34Koh/blro/XZBbn5L9RkK9aJ1+CwPBdkxFxliSGifJFDFTJfKMZRgL9rF4PvU352QHI2o/JrSRpJ8J3TagdrHKlaXgIp8atqJaNj3PUZ75DH0u+tkPd+mvoa3uQpGf1253HXj0JXDri6EgjEb/0fjtAkSYJTu7T4YONp0bRcbNT87JNrzGKkyGBxFRAzg2+As2VMdrqoTPVIU8YykkcX2jSTlrY0abQhghvKG8AANM8GhFbLqfW8hnMXEqcxtUu3BSe5XdXiCWs+z3nChFzTIknQHOyr2wFlRl+lQ4OQAX/FWynKW/XtGXRT1rJNMSbJl3u132oNK8H4oWwcnJ51CO3VzwqYe+sRjHh34LdbZOmkr0uvyn2EbiUWCuhU3nRbF1F/R8TOymcVh5Agoi0c8EM+hWm9GNZoiQUCxWAZqAHq2V3d+vdaBf6YCs6JAvliJfLIdNcMGgN3IrPwXUSAhGZwGCkyMwOrwb9pn2qR0wCEa4hOX7DiQziDjZAxf8LKPBdjXCahCvjf0aXn0pE3qXrpC5sMkV2hdsnsva2eaIgoz9ntswHRnHubGX2G3UW58sfGrIMxOewPmplzEVGYXLUIxiPrZ4U9gjXoFpTOKCeiL6mQh58AjF8IpFsMIJP8bgV8Ywqg2w+y1wwC364BLz0aO0YBKjuEJ3O2tdqxP0m3PSOYgaCUMJBdD7+mMw2NzQW5wQ5fR6tVRNYR7GZvUUE3uHmMeuL5cvwEU/e+GCn0YWWvkLQwCpeACsshv+yCiucn9wUeMd+ke2y3YNugLn0nnaOQ2Je990E3a7boLXVAGDLlqmNDTTgdcnH2b7ZPFXOy7N8JluH0jY+9VONIgH4RGKYBDN8+43azbYBTdKxVomIlSdQln65yNvIIgACwkcDj+Bi/TXwjAr+Dymv5jxzjMYPneE7Q+dfRXTw90oueyOtH6WYYTxlvIywghiXBvCCfUQLpauW/HvFv7Wcas/O+CCn2aSxfdXi1VeeqQuWa5hNYSBYFu0fI+DAnPNonfBZShiLmRqnOI0FMIk2/k7tYmQe34pKI5fJ1206HaL4EC7dp7tB7Vp1reeszT24nq0PfcTtu/va0H+/hvT/naRG5+gnAzaPCha0+Nwqz874Fn6OUZAnUL7zNsYDfdl+lSyGkmU4TRGf5wols/Jfih5j5JSCYrjp73MLHGccwZHO6cLSW+EtbCa7YuyHrbCxQvfdOARi+d5b9YKz+LPPNzC30SSJfZFBodW/LvExjs0gEcnGFnWfvx+3/KNeZShYeQCKzVfIZTe5Rc6UulcTX6eqRwjgU4UWHcA4lwGuFy1fs9IpKUNOTGgZyVBW+ExUvlMVjyFyMoNbQS9no2aLZIq0aFcgE1c2suVdjZb9Ff63FZxPtR4Z7L7Amwl9auL36fyHEL08WiGQLN6EjoY4BA8Cee/umZc3K2febiFv8ksV9OfSic9yj4vNNaw+vw3xh7DVGR8+b/tjyZGpQpVAmwV8kxlLFnPKNvQNPoqOifeZgmRyZgMDrIEJU5mKRGj3hiK8XNWJtZO17mBbXUp0dIIMzwCJQ+vTTK42GcH3MLPQQoM1Tg69iu2PzTShUrLflRZLgEGR1f9WJT578c4hrQeDKo9KBTLUSpsDRc4ZeyT2F8YOYSp8Aiapg/j7MjzyLfUoti2my0IYm7j0UA3jvb8DD5LDQqs9ew+Xhe++VhFB1xCPnPpc1bGYM+D0VUAe9nODXu76N8IufXdK5TkLQUX++yBC34GWEssi6x82RO1esySjXXkC2tBaFDRMvUmumfOY4f9SuSN2yDQf8vEP8mSHdEGoiKv9SCA6fh9oiZhSOnDRdI1yHXIGomoIXROvhW37FUtgl7/WbbRYqDGdSVaRo8iqEwy70b35Cm26UQTWxiQ+LtNpWxCH2dzqJB2wCLwJMtU0FQVhZfcCp3JtqGfSb5QChv4IizX4YK/yawncSUm+pS4V2Hex2Ke1EtelgzsMqKGcVh8BjvV/XAj+Wrcr03gsPI4qoTd0Gb/W2jxa8LWaVF7ScH72eXx/t9gYLoJdkM+XMYiOI3FLKnPKFujC6BAJ/r80QxxARJseg9MOhuGplvxeu9DuKXqs9zi3yTOR47DLXajQcdLKZdjsqeRtdVtfeaH0L37T2Et3Lhue+eU11n8vkGIfiarSajk43OzBy74m0g6slRJ9J2efFjHdXGLH2LU+qSe+2cnX8KAaQg+x26E+vrmWaZDai/rfEbIggwr8rFDvASTGGOW/pDajQKxDKXixmT7Zgqy6iscF2Ov93aWvZ84iZAoc+zHTGQClc6DLNHPZSxmbXm7Jk6yRRQxON3KWvc6jYXYUlDyVqL3YuH1TSSgTWNY7QUEjZWAtUfOoUyq56OPl2BqsBN9x59m+31vPYe86Qm4qven9TOh6Z0XlBOscyI1TKKa/H0pev8S+49wt352wAV/k0hnScpS43BJ3AuM1eidaYRFdsLu8sAxNtepjDwCx5VoRzrqgkYd0WilbocLdsGFanHXlkrai7S1x/fJ4amhe7bh6+JM/fq8axf9PbXqbR2LzjQ43vcIbij/Y2xJsqQ0jfruN0XeZovSaW2SpRSXCzsyfVpZC3XXU8PRUNXMcBccN3087c9BTZGoayKF/WhBVihUrnoBxsU+e+CByU1go+pPSfgTxb9z+gzr0kex/fOTrzLxlvPnXPsOuFlpDUFx/jyhIGlTlK0m9mstq/OZozXOhMNQCINswZYng7kK0eSwuTpvKgfjLI3elhffz9/3jrS31Y0/tjDXRClPXPybwckdtsavexazGc0mIgPRWn6P5kSzNpeprwgqIEmQiufc0L6hanRPnWEz5I355ak/R0fXhtcXa4qy4UKfiujL1ZXs0mrwwijbEYhMwGepJkVKnzBmiVW90nmlpVJxFe8ViTwN26ElaaL4bycEafmpgdrs26l3REN6ssmKvJ2Xx28nhj91ZXw/7z9eXdt5zIa+CoQyXAgdjz6WVBC38FfK9OGu/OyDW/hbCBo0sku4LD5cJzy2uOGO1xxN7PGa+DjNlaAfNib0tFCaveRsLGRBUktkp+CBXoh6ozjJkQxmiDoDfPtugKjTLzlNL1H814JRsLABSDbBCYNgWtXf8u562QUX/C2GS/CiEtGaXIVSbXr7593vMZaxLHS3sRRNY0cwFuxlmfmc5HjN1ax8z6rfuNGjnPkhJbeYz935KS5ITXlFcNcvrmYI+ccwePoQOg89jKAD6Pn8lWwjEvdTJV8sg1vcYgmr2xDu0t9AMrW6rRQaMKobwbQcwohxGubwCMyynY2TlUU9iiw7EIhMYijQjqbxI9CLZjZpjqx/WhDQMZwoeeZSFFp38kzxTcQnlsAp8AVWKpDgX/jFN1Bw4DbWZrfn2G8x2XUBtqJajLa9BTUYgK3zIIzeIoh6/TyhXyj6Rf+c3PVPyXrUCMm2xnJd7trPHrjgb0EoW3+v6xa0TL6ON0cenb1VgEmysZIzo2TGm4PRTn1ESJ1mcX3aLLKL1afTtLkS68a168wVxgP9CCkzrFafd97bHKjPxIQgsa57nOUhl75stmG87STL2A/5x2ErrkXptb8H+2VXYui159D3zMMoee8foP37/weWinrYanfDWlEPUW+AGg6xWQei0RRfACwU/h6lBS3KKeySrmA9OtYy1IiPy81Bwb/vvvvwpS99ad5t9fX1OHcu+Xz2hx9+GP/4j/+IpqYmhMNh1NbW4i/+4i/w0Y9+NH7MUl+er371q/j85z+/mtPjJGCWHbDIbggQWTc+ul5pvwTF1p1Q1AiKrbtxavgZjAZ72PhYn6kSTkMROiffZm1mp8NjrB1trfOqbdtlbni6A1PhYXRPnkS+tZY1N8ozl2X6tLYsYS3Eqkf6tU444YVby2elemmfmreFKL7s3fH9yZ4mNjVP1Okw1vIWwiYN9prdCE+OYfjYC4hMTWL89Otso4Y91qqdcDRcgu7H/h/0Tg98198BW2X9vMencF+X0swadE1jgl3SZ8TZJhb+rl278Mwzz8w9gLz0Q7jdbtx7773YsWMH9Ho9Hn30UXziE5+Az+fDrbfeyo7p7e2d9zePP/447r77bvzO7/zOak+Ns4BSy270B5pRbr+IzYyPDb4QJRmCIKHEuhsXed8NvTSXiEO95qcjY2yj2PV2FXvCHxrC2aFn2f6bvQ/jytKPZfqUtjQkJK+EHkUEYdb2eTo8iYP6mzJ9WrmDqqLjpZ+RSsdvkkwWFN7yu7BWN2Ds5GvMG0BCb6tugKW8FpGZKTj3XobRN15G50P/gfI7/xgdf7KHWf46Tx5MX/01RIi4VHcLHOJcGeB6SbX7Hg8HZFjwSeALClKrxbz++uvnXf/MZz6DH/7whzh06FBc8Bc+1q9+9SvccMMNqKraOlnkiR2nNgO5MJ9dkgv6Ms/vQNAt/phlUces/YVQMt9kOFrmV2iuw3aG+uifG3qOWTWU12DjiXsbCjWGsgoODGt9rLNb6ezkPM7KTHY3ov2x++eJva1uDwpv/l3IFhtCo0Oo+uhnYfAVzfOY6PUGZgBE0dD39C9hLqvB+Olj8Fx9M2zKMBuolU6xT5XY7yVvzZtBwW9sbERRURGMRiOuuOIKfOUrX0FZ2cpuTnINPffcczh//jz+6Z/+Kekx/f39+O1vf8sWBcsRDAbZFmNiYgLZyGZ2mHpa+Rlulj4UF3tiLdZ5nrEM7ZPHIYsGeEyp1+lvRajRjsdcicHpFriMJWseDcpJHa9UjOFIX3SfN95JSv4jjYtuC0+fZWOzQ+oMhkNd8L3rd2HfeXFc3PUuT9LH0pQIxk4dY/uOPZciPDYCW81OeK+5DcPHnkOzepL1n5A/8xGU/+vbaf8q87K9LBb8yy67DPfffz+L25MrnuL511xzDU6dOgWbLfm0pvHxcRQXFzOBliQJ3/72t3HzzTcnPZaEnh7nAx/4wLLnQYuMhbkEuQAtAGIuqqWSWJK5sBJvS/YPJH68piLSMz9EkipyWQm7dBuLmGs131QzL0lNLp/rtrUkKzQMSaW73bpJRZRX0fSm0NYQFXxT9P2JIVfPb827CGn584icb8JGN2ghtIia/vdztU2DUjl+9rV4hTKci7wBo2CGVc6LNzsSzeYUTnV1CzLF71/V8ew03ctPjEtlURgZXtwfY6VmR7Jv6aqF0VAfeoKNuNT1HvTMXMAO21WQfzsN/Pbwkn/T85dXMiNsovEku1707rsw8vpLCA72wFxSxer6ZYdz9oQ0BAZ60PH5A/MfZIVQfsmX19bwh5Mlgn/77bfH9/fu3csWAOXl5XjwwQdZ3D0ZJOAnTpyA3+/Hs88+i8997nPMXb/Q3U/813/9F+666y7mPViOL3zhC+xxEi380tIUBCkLiInzUtZ/stsTb0u2GEi8b70rZrLsHYYCFFrqMBEaQNfkKeSba5jgLcxSDysBdE+dZcfSYJmtSL6lhiXrmXUu9Psb4bVUsvLGhdCPJyU6WvTbYIQoidoGdQo0iVZYBSeckg8z2iRMsC2ZtBdUZ1jdPoUCkn0eKyX7SVbrmkR/IdPKBDvv5cQ+lfNZjcjHULQwTk48B6NkZdeLTNEwXCRh5PVS0Pn0v/Ab6BxuBPo6mdA7+wSU/Mvr7H713qvY+N2BJ3+JQF83TCUVCI0MQufyZCSRkrv2M1yW53Q6UVdXx7Lwl0IURdTURKev7d+/H2fPnmUW+kLBf/nll5m7/2c/+9mKz2swGNjG2ZiwgdtQgvFgPxN4EvQO/9vQiUb4zFVM/POM5YhoQUwEB1lW//mRF9mUuSLbrqhAihvT0zsT0GspsO5gY3Tf7P0l1AEF+ZZaFNp2wm0uj4dN6AewafgQxoN9rCuf11YLl3nxImnLsHDCXhrxSiVM8PuUNnRGLsAjFsMrlyJPKpw364FyK16a/jkcogdeuQQ+XRlMYtTTSDkAb02/gDy5CAVyBYxidEGaDoFfyHC4C03Tb8CjL4VPXwGPrmRRL4vTUy+z2/P1lfPEPDIwuOLj02LhvP8wm/po1/ng0HlhlVxsgXHBfxTTyjgruV0LlrIa6F1euPZehrJvn4KC2Qmcs7gPXgMoCgJ90dbaE6fexNjxw7DWNMBatwvmytolu/xtFDyRL0OCT1Z7c3PzvDK7lVBVdV78Pcb3v/99XHLJJdi3b996Tmnbk44EQbvei7eGnoSGOd9iWA2g238GPf7z8JorkGcoxdnRF+L3D820sY2sYRJESnizGbwwSOakFnEuQXH8I13/N369e/IU2/SSmb1Ou6EQTSOHoKgh9j61jb3ONpYHYalCnqUcblMZLIb5P6bpJKKF2ZQ5E6w5X1nhEvNxOniYlZOGEEC30sQ2arnrlgrhk0oxqvRjVO1n3SRppO5wqBfnQsdgFZ1scWATXRhTBjGkdON88BhcUj7y5Qp4NS9k6CClYSFGo5NfGf85NE1lY2TJrU4blcK6dUXw6ctZTH1SGcaM4kdX4CxsUh5q7Qfh1aJWckz4W6fewkCwBTY5j4UybLIbNjXEFg4TkUH2OD2BC8DMaXa8BBk2nQdOXT6KjPUwzVr4q6XonXfOs9aTvS/uy6/H+NvH0PRvf89i/srUJMaOH2GbIOuY6Fsqa2GuqFmUFMjJLlb1S3zPPffgjjvuYG78np4efPGLX2Rx+TvvvJPd/7GPfYzF68mCJ+jywIEDqK6uZiL/2GOP4cc//jG+853vzHtccsk/9NBD+PrXv57O17atWY/wF1jq2BaITOGlnh8wd6HHVMGS+CiLnzL8I2oIblMJjvb9AmF1BkbJBrepFFa9h4neqYGnYNY7mGfgksLlczKyjUhza3yADkG195cU/g5O9P2auVB1oondRiLuNpcxC4zq9CcC/RgNRC0hnWSC11IFn7UWQ1OtaB1+DddW//cNO+chrRcnlVdwjfxeGLFyvDubcUh5yJfLMKP5Mah0xQWOLHyy/j0y5VNo0AkGdEeaoCDqYbCJbib2PrkUEnTRhY9GP3I6yCArVMN5HEcQARzEDVA0ZV3C3xtqgkdXxrxdfaHm2V7lEvJ0xfDqy+HTl6Ev1IJQOAC/Eh1qReL/5vgTsMte1FgPMku9L9jMymBHw31sS4QS8SySG32Blnm323VelJoakG+sYl6PxPbYqXgNYhT/89Jx/kSstQ3MyqekPv+F6KJD0Olhqapnln5kchxt//F11N/7tflDpjYAPm53kwS/q6uLifvw8DC8Xi+uvvpqHDlyhO0THR0dzIUfY2pqCp/+9KfZ35lMJlaP/5Of/AQf+tCH5j3uAw88wL6wsYUDJztQtBCuKvwIXur+Abt+e+Vc3gRZHmTJ7HRfx7r3mWQ7S7yiz/Fw908QUqcQCkwxd/imQu7lNFi4JPoECT/1KdBJRtTmXYM8Uxlb1CxMENvheQdO9j8Gp6mYufSdFhIlAecGnmVtjGmhcH7geZS5LoZJl94Ocu3KOTaznKBJc9QGldrT5iok5Dv0B9EYOg6jbGYi72Lu/DlxLtHVYUIZxrQ2we6nzSTPubWD6jTKdDuRJxfCLnqY+NO4aAoDXAi+jgvaW3DCAx/WNoKXOi+2zJzAAfs70R9qZaJLFn2evmReTkGFaS9ccgGOjP+Keb8o1k8LaNomwoMsD6bRf5Rdp8WCCoX9uyKhLzfvgUPnY/+myJJ/a/wpFJnqmdBb5fm5IhttVVM9f/4t78fAc4/CaXeyBQBZ9DSSd+ilJxEaiSYijhx+HqbSSpjL0ltWzUU+PQjaFpicQh4Ch8PBKgLsdnumTyfrSKwMWMryj2Xpx3i87V+WfLxE4U+Wad01cRKnBp9k+3Xua1DlumzzsvTTmGWeaOUvflwhpSz9031PoHPsBNs36Zy4tuq/sx/ntGTpz84/71XbcEqZs9Sult8DkxCNWVPb1GyqelgK0bTCFLYUBG2lLP220Gm0hk4y9zuxH1fBIxSuKUu/I3AGZ6dewUH7u+HWzT1GssQ9ahVMHgpZ0EeFOaGCg8IBtDAMa0G8OvwQik07mKAbFyTBTlEjLMk6L4chGaux7lei694VBuzMfiQjR17EwNO/ileO1N7zZda2N11Z+lzs06eBuR3s46y5MoD2E7flBH4hj7d+g21LUWjdwVz5hM3gy+ynRD+oGZw977VGE1YJn7VmQywxjxAtpSSscMbFnjMfsvgTx7vKJgvL1F8t5ClomT4eF/OVoIRBnWhI+tnTAoFup/+u9fw+aq0HF4k9YZGdK4p9prDWNcT3mdWv37iEal63vz6y8xvEyQirEX0i0t4577pcVRHPbC+x70Hr2DHY9b7ULGYiDWIYaWpJ8rjiutz6a0Gujwp9Hsvkl1mGNQl+/P4dK3eRi5xb3GAlGTpBz6bLjWoDOdusRp2Z2fDnkGw2NBivwmvT0YFSLJlUENjt0RvEJXv803scPVENnYGzCGrRsrcZ/yCUqbx1f9fom0/L0pSWppu0gC35h+Ut9K6/jnoA9G4v9Hk+hIYHYK3dteEiz7P01w638DkbQql9H6vNHwv0MBc/Cd5Gk06xTxe0+MmzVLCMfZd543pFkJVPeIXcFPzNwil7UaqL5pUsKplU1ei2wJq/MHMUfaHWeDVEayAaoiEC2PiFSi5AiXvssnbO2t9ISPRjGyd1uIXP2RDMOieKbbvZ5L228dfROPIKyp0Xo9S+HzrJMG8iXZ//PEt0o7p2SZz7SraPvYnOcfpxnXVYM9cntby1IRCeRLX7ChTY6pMLfZqT+NYDWfbkjh30N2NkuoNdd1nK0lqjT5Z9u3oOdmHjSv+2CrXGi9EfaWdDYfrDbciTi5ds3nNh5nV0hc6zLaBeBq++DLu0gziOl5GHfDbohxMV/Knmc9A5+fcvm+GCz1kziZ39YvkBt9fMjTQmC//s8HNsP6j4cWH4JTSPHEGZYx/KnQcwMtOOmfAk8wB0TpyYHT9bDp+lhpW0WXQuTIVHoSX0Gi1zXMSy5V9o/Q4m+hrh6U+hyU+GRZ/i+GMzPZgMDqB99HW2xWr0fbYadqmX11dKZxHsKBd38BroVKsAjJdiXBnCSKQXZwOvoc5wAIW6Kvb+KePj7Lhm7TSm5Lk5HecDryGgTaHQWg34gQrrRbD5eQMwwlRSDse+S9f1HeZsPFzwOWnNoH286Z/jok8W/WRoEF2TJ5k1S+1pLTo3G807OtOFjrETrDMdNVghqHRtYKoJ44E+drvDUAi9aGKLBfrb3fm3wd4dBiZ6YNSMmEmhfSgjwxY+dekbne5ETzgqJEREDaJv8izGAz0YnmrHVGgEO/NvgsO0uqzxGKPqIAbVbhSKFfMS0zjJyZcq8Lz/p4ggxK6fDLyEzvA57DBeBofNg9bgSbQGz2Kv/gaU6OsxrU6wbUIZwpQS/RypiY7BFX2vlbGx1N/qWAw+xxskJUK1+ZMXTsF16TWrnmmwVnj2/urhgs9JOyT6xK3Vn0W+tY6V5VGdviDOd2EX2nZgJjyOl9q/D5vBM2vZV8NuyI9bqtNk4UNFjfsqFg8PaU3wY5w1l6Ha8ybtFCpQn9Qlm01ufWq6Q415Xm27H05TEbP6qSkP1XNTR8MjbT9CMOLH+EzvqkWfyvKmNT/GMMjq8M2CDQXi9p50uBLUL+Sg5Ta8NvVbVvtOjCkDODL1GxTKVZhQRlg9fL6Oki4Tvrez30uK5S/7ndtGzHS1ITw+hpn2ZihTfqihIPR5K88B4Gw+XPA5GwZlQXvNy2fmq5qK6yr+G4zUNCVJln6l61LW9GbuMUXWNGUcw6yJSgDTqBF2r3wyWSD6JBw31PwpG7sbe60Dk4040f0I26fLHWuw8qmTXAuNMSU3tHoSl0q3bMDZbz2C2gzqjQdnW+3qmIBTrTxdp3I5at4jasL8rPjZXhNc7OeYOH0cY28eYfvN/+cfUPmpezb7o+SkCBd8zoZb+gtj+4msNF0uUewJuaYKZY09eBvRkiErUmy0lAXuU6th8UxyyuCPsbB0L1XyhALWOpbc0yRWdmEbTOxLAzRwZznMs4N4VmJV7vwtCJXijR59me3rHK5Ns+5XMz1vqXHkG93gLNvggs/ZNPFPRwmNXFuNwtqr0Nh2BjPhMdhcZZC91fH7I43RnuaLmLXSpF11K9b7K6fOr/s8V+qkF6vDj5btlbMMfruxAEbdnMhIO6OjTpdCa452LqQubvlqKXPnu0QfxFkrlB2zztchiCv3Rkg2vz0bUSaj7Yc3lNXUyG9kPX06FrgrnB85PwhTRRVEgxFqMABLXUP89s16HSuJ+c3ShzZkwX9zkt+z2G3J7suGRUDmzR4OZ5WQu7XceQnbt+pTtyaY2GchsW58Xsr+XiMFUjRm7xby03ZeHE4qCJIMS3X9ptbhL0WiqGZbnf7NWdA7gAs+JycpcexhA3woTyDaj3wxiWMislXsiZgbn9z7Q/5Wlsi3WtyCD3oY4Ra54HM2H0vdLohGE0xlK3TTzBJRvZms/nU+Ty7CXfqcjNTtrxeqYy+x78NksA9to0fR4LuJTaojlz8xfeE0WnEOtdpeJvajU50w613Qy5asq1U36uzwWKphM+Tjzc6HcLz7YVab77XVMKufzjkVr0epVAur4ERIC0Iv8Prwbc0ml/5Za3Ziuu7CokqcbObmJKL/tPKz5McuM3gsl+CCz8kYi2Jtq/yHVGDbiSOdP2L7Rzp/giL7btR7roNBtqLR1oreySZMm8PYp1agd/w0OkfehCTqmfCzzeCGXjLDZS1bc/17urAZvHj2wtxAov7Jc2wjaCGTb9vBzlEnmWAxeJIuWsih8Wb4eXjEIpTL6R9LTPPjh7Qe1s2PD+jhxFAjEaiRMAyFJYhM+QFVgWxL7wjozeLmZSz/XBb6GFzwOZvKcokrq11Bm3R2JtghJdqAp2fiFPr9F1gpnz84hL0Fd2BGnUDP2EkMTkST+RQ1hMlAP9svcDagse9Fdqy9+J3stkxZ/0WOXWwR0jl2HBOBPtaciLoOeqw16Bk/hbaR16CoEZj0DlxZdfeiv2+LnEWbehoqVFiQ/h9bCpsoCONt9VXsFi+HEaako2A5WcImfjZjxw5h/MRRhAb7MPzik6j84/+5ac+dazyd4cQ9LvicnHX9h5UZ7PTdxGL55OIn653VUYt6VLguhSxGG6NoegmyaMSp7t/AZS5Dle9KWA1enO5+DBE1gMlAH050/Bz7y34XmcJm9MGkd2Iy2I/qvCuRZ62ENDtzgDoQNg48z/YdxjnLXQ1Fu8SJej3KpR2Y0EbQp7az9q/pZkDrwYAWnY7Yp7VjShtHjbQ37c/DyT3sey7G4LOzEwh1esi2FEtltxFPZ0GGPsEFn5OVLLT2ky0CqK49VtseLccLsni9EFqc9GY2uHBZ1cfgNJfEy/LIMxCKTLHNaS7NeGyfFioNBbfGr8dSDosde9A08AJrNOQ0J5+GR+e+S74cgfA0ZjZA8Ckp8KQa7X0wpPWiWFx7RQFnayFb7Wx4jv/cSRiLyzJ9OlnF01ki9DG4T46T9f9gVvpHs7D2niz6xI1wmUuiYp+A1zY3k95nX3k+faYw6KzwzJbsOUyLBZ8sfdqEsIJ98tWx2YJphebBO4VoCSRNmcvj5X+cBBwXXc4ujUUbNwI6F7k5y+L+3MLn5AzMyk+WVJMQr1TOLN/whpB2RcXdZ69B88BLs7Pq5ywTaXe0pjgpafICRE6eW/k8ExrvFDv3stG6ZPZHlCALXyTeT/F9Gi3cf+EF+MQSTKt+mEUrxH3L10Wrb51Z/iQS3luPUIRRbQAuIZ89/xw50nlnO7FSU59UYvxLHZPksakOX3a4YCwqg7/xDIwFxej82yuxXkr/7tUVz0tIaDSV/HS1zDZByiK44HNya7WcxmQkm7EABtnG3OTiEuVEJKTUA5+5+5cR+1jN/0aFBcgbYTP48ErLf7Dr1PtdL1tZLoLF4MbYdBcurfgoRqzT6B57G8NqH/boroQxnecgFqNRPQGvkDyswNm+0IQ8x76DUMMhBHu70P2z/4Jt5144L70aptLK+L8LSv4cev4JWOt3scXBmv69ZMFcjNWQTa12ueBzti30Y+O2lGPI34TnzvwL69svSwZW+kb7bmsFekdPoTr/GuRZ53reL8VbHb9gf0vinGerZG1z0wUtOqxGL8ZmumbPXUSxcw/y7fV4o+NBBMLjCMCPiUAvu7+o+DKY8vasu7VuIhbBDjNs8IpFaXxUTs6xhNha63ej/XtzpaWTp0+wzZBfxISfkvumLpzBTEcrRl5+BnpvPhz7L4V97yUsD2C9z5+tPJ0lYk9wweds6xgYifroVDsCkUmEZ8v7THoXdhTeiFBkhgls9+hbUNUwG12r11lZnT9NvKPYOlnZ08FhtA0dwUxoAv0z59A1cpx1AKRFgtdeyxYARv36M5drfddjcLIJhY4GVOZdAb1spulCOFD9ERxr+iHGp7rhDwxClkzoGzuNyZk+mI15sBg9sBjyYNDZ1+2BqJJ2wyis3AiIs/Up/fs5d3vn31wJvbcA5f/tcxh6/jFMNUVDVoKsgyDLCHR3QNQbMPDkr6D4J9h9ocF+DD79Gww+81uYK6rhuOhSlvxHffmTivw2cbtvJFzwOdumO18y8h070DP2NhN8iuVX+65GWd4BiGL0n4bdlI9TXY9BcMloHTzMJtotXDAUu/ZhcmaAlQnGoOMmAwMw6p0Y9rdhJjSOK2o/uapzU85emHddqq/E5ZUfZ535GLpoGIJc+iT6zf0vw2Euhj8wgGF/C9tieO31bDFQ6NqN6oLrVi3805qfpQKeU16HHgbWs5/X4XMSEWWZTcojV71930EYCoqgd3uZuz+GtXYn2r/3TYSGB6DP88FYWgFTSTlm2pvR9+jPYfC8BO/Nd8BcUZPzln22WfcEF3zOtkYnGZjAU3lfdf610Vn1MQQBdnMRLqv5OE53PTZP7O2mQtQV3IA8WxW7XuTag+NtP4dBZ2MWPWX9Wwxe9I6dxOhUB1sMDE40sXr7tVr7FCJYKkxA7n6PrRatA4dYWCKiBlnzniL3PuQ7GjA+3Ynx6W6MT3fhTOdvsKvsPat67jFtEM3KSUQQRqt6BpPCGCqknWt6HZytR6K1L/7NbQm3RStoKIGPEvBa/rwB3lvew0ReMs/9W6PY/8TJN6EEAjCVRf9N5YrQP73BRkk64YLP2fb47HUocCwQrwQLmES2vvBGJvhkPdcUXI98+455VjIl7TWU3D5/wQAwF3z/+Fm2f7LzV7i+4bNrfr8TLf5ko3OL3XvY9kbL/2MLkDLPpdDrbezcznU9hlDEj+FJP0ryopMGV4NDyEMA0fp+ytTfJUXLsDic5cR/YbZ91TfPJM3e1znz2GXeNTfFPQLsb7JY7J9OsN4TRT/brPpEuOBztj2UEDePJO5uiteT654sejHJjxCJ/0KxJyiGHxN8j6066d+uVfylvYstbBL3feW/C1mKls1ps+dW4NqFlv6X42GI1ULJejJ0zMLPEwp4L31OWtG53NA53SyxL2kpXg5Y9E9nsdDH4ILPyWpW7SpLIbFHOXV+TefiZgJ6IaWq85gYe+1zsUivvS6+mEgm1gvRVoiza0vU0dNfxc4xVoef70wQfFtywacWvUvVMNOigaz8Ya0ve7vsrbSYSkfSVzY8R0oPIaz7OVaqb1+RJc6h/J+Px/fbP38RuySxd5N1L0nJk/bW9Z6v/C9WU1Yn2rkg7snggs/JWnIlLrYcNNqWOvyNT/fAY0+/UMYEfaUGOjaTDxajFwLElMbtJsOOPExghNfhc9IGif+YMojmy1QEB/vgfLwZkHluyEaRvQESzrZmK4h9omVPI3ipTK5//BwiSnTozULo9vbBo5gOjiS9n9z1w5Ot8SY/C4V/pa56Bc5dS1r3icN4FhLSgmhU3kIQMygUKxeHQDhbgpAWQKfSiIAWLU9NRo/SglF1gDXQScakOsqOoe/MQiJaOOnfydBj+KWn4T/7NvNPqTFzexYaBtWvdOBC+E20RRYvbIPaDPqUDrRGziT9t8GZg1v4nKwkmzNfE915qZyjz1HLavypJe6JtoeYYLqtldEafXstG3kbDE9iJjyBvrEzONfzJJt573XUscWC01LCSuBmQqPoGHwN57oeR4XvChS69sTLB1Ox8knwqWeAqqkp5RKQALQpZ9GpNkJBBDa4sUu8FFlLjnVgyyZo4BITfPUCzqmvwwYnvGopvFIx7EIeNKiY1EYxrU7glPIqdDDAIxbBK5XAIxayKZVT6jjL8TgbPgYFh+EUvex+n1QCs2DHtDaBo4EnoReMrJeDUTDDJeZjTBmAvrAQod4eWGDHifCL8ImlbGExovaxhWaMMqmeLQDovlG1n11OadG6/hKxhlWTuARfBt/J7EbQtsCSaGJiAg6HA+Pj47Db+WjGrUJSMd2MGGoaRD8xRk//xF46+y3WDS8ZlFFv0jnRPBCNsS/ErHejtugmvNX24LzbqQFQmfdSlOQdgE42xkU/0c0f25+c6cfEdC96R0+ysr39lb8XP2ZhHD+ozsSFXk2If9KP8aXyLZCFudJALRJG1rGKHvBpe+zNfI4NiOGfjbyOLq0x6aE2wYVKaTfejiT/foqQUCXvwajSj2Et2ulxIXliIXxSGc6GX2PXaQFQrdvLElFOhg/FFwQ75ctwNvIaWwjska/CkNqDbqUJ49oQ+7tycSfskhu9SiuG1V42QXLhubxD/7vzvFCakkoMX8npGH2qGsgtfE5Wkq3W/Vo8EpTwtr/igwiExnCi/eesPp5a+pIFT/X6Jr0TgfAE8uzVuNDzDOuLbza4mXVPxzgtZUxI9lf8Hk51/hoRJcAeNxjxo6X/EIYnW+CyVMBlK4NpRxFMs8+b6OKnxz/d+Wu2T7H8ZFBC3khkGO3KWTYgp07az36QZzDFLMAIQlChZq/Qc9YMfbYHpZtwRjmKKUzACge8UtTCdwge9rlfKt6KQaUbrcop5oafs/CL2DRFv1jCvATHwy9CQThu4dNmERzseUikfVIpCqWKeOOm4T/ch/4HfgqDpRS93S0ol3aiRt4HSZCZ1V4i17BQQbfSzB4zXypDoVSJoBZAv9KOXqUF49owaqX9kCBjQO1GgbT2Mb1P55jYrwZu4XNyS+Sz0MJP9hqSZeFTx71wZAYeWxWzspPF8LtHjsNjr2GtcBdm6Y/6O9A/dibaLtfgYS1zNVXB6c7fYGKml3UKpMXDwdqPx/8mZuWTl+H1ph+xNsIuawUO1nwsfn+MsE7BS6FHmNVEI3Dfof89CFpySzGrBZ9b+Kuy8MklfjjyGK6U3sUsdI9YzMouk2XpU3ye3PE0KjlZWIiEeUIbYYOW9FJs6TnHwnBS8337mXVN+SPDTz0JS20tan86ApNgTf3z1lRMa5OYUieY8NPzX6y7fu5ubuHH4RY+h7NJrDSAh2rny72XLXk/Jf7RthCylMjqp83n3LHo/pjo1xbdiKON/8VCAclK8WgJQrHTfrUDVsHJfpiTRfyyWuy3aix/A1/TgNrFFnmTGEWptLihUyJF0oIueAuwiS7Y4Fry/qVyR3q//z2EeroxdfwNqB94P2wXRcv1Kv/n4cWPkaRszyzYYJZsaA+dx6jWzxL5DMLiBcd2t/C32L8KTi6zlf+hbSTFedEfR4JKAJNBok/Jfz7HTuh1S5flxX7wKW6b8wK51YatbNBrGtSiExgpXp4JyJNgrKiAFolAnZ5m+8uhBqMhrYVQBQDF+mnx0qu0relcnt7iv0HcwufkFlnwI77cj0LsvqXCE+msPhAvisbofc46NpaX+vU7rMXzlvGxY2LUFt6AwYm5Fr1jH5zfZtf14OuwCg7YRGdSa370E1es+jzdPzq64jGpuF3X/X3ZhHDQUs1q5r2+9VrqKZ2nlNJjkCVMbnBiSOthIaJYy2g1uPGenFjEyHbwIMZfehGS3Q7J5Yrf3vLVlb9v1V+Ifr+oioCqSQiK95ehdlVDop7e4mJPcMHncFIQ6sRj1krs71N5rtVApXmFeXvRN3IKRn00OSopKmA25CEQmsBMaAyhi8oXHTL+ewdQ+kATc+kvJfLRWmph3aN2OZsHhWZGtH7m5jbDGs9iH9TmrPoQgpjAKBysp+Tmoi8ohKGkFLLLBXV6CqLZsurv15g2xCpJKOmQcgD8GFs2vLAd4YLP2fYsNQRjo0nnc5Fbf8zfgbdaH2JJf7QlTuWjHgCUKCioAruvf+wcJt98G776q2CwuqFEQsy68/zqDCTBgz6lnVn6E0ksek1V0fTU92Cwe2EvroOtsBayYW3x0u0CWf5r9mKkw/MgCCw5703lRbZYI9mnuDclZRYLVZjR/KgQd8Yt5ExgPXgQWjiCYGcXBn/+IMw7G2BpaICxphaiLvmUyETyhTIUSOUIYBpW0Hd/dQuGm8UPbnkrnws+Z0uR7B/sSqK68B96shr7bP8hoNa5NlMBuoePY2DsHLvNavSxUj+Powbt/UdQkX853JZKJvgjnjB6jz6E/guvomT/bTC7itH62kOovekPMPHE6+hQL8D23g9g4c9sYHwAfSefR3jGj8neJgydP8zmA1g8ZUz8rfmVMOWVQmc0Z+R92LKivw4oM/5V5TFWXhlFY/sBbQZFQgXKxXpYhMz3L7Huvwj99/8X/MffhDI+jskjh9km6HQw1dbBtGMnTNVV0LnzIMhz0hV7T/WzlS86LJ4JkSo3b3HR54LPySqSWb3rdYGvZEmnEpNfy3Nu9o+I01rKBJ8wGVxM7Clrf3iiGUMTjZiY7sGu99yD0PQYxl4+gv3vvReQJDaOtOXwgwhODuHME/+KnbiECUDbqz+HpkagKmGoSgSSbICn/jJMDXRACSa0X9WiYiYbLeg//RKUUAA73v1nG/56OalBmfEFQhlrmNSonoQMGSVCNcrEujVnsm8EktkMfXEJlMlJhLqjiYSE7HZDl++DqNeh65+/ioI//BTM9fWL/p6Ef90Df7Y4XPA5WcdS4rge0cxkq97NshiMOhuqC69jIk/WfSwGqpOMrDUqxfhbn/oBAsFxWEwe+LpkjO20M3e+0eaBWLob4YAfrUNn4BbyMTQ9gcBoNMZrL65HxTUfhs5sR17NATQ++R8wqvlwVeyFs3w3E/ue409BjYShhoPoOf4kfA3Xcld/llAj7cWENopaUWBiP69b4qyFnA1i6Xnv++A/cRzq1BTMDQ3Mra/zeNh94eHhFctCF3pQYl6Vhd4VYYnXupWte4ILPmfbsPAfc2wBkCk3XroXIGTR07YQq8mLWtM7UFP0DgxNNGF4vGlecp8k61F+4L3x686H3sDI718CufEo2g//AiUH3w3vzqvjCwhK2qu87vchG+c3R5ke7oa/r5ntC6KEootuTevr2wow4ZkdObzZ2AUX24hkoYVMhBuSYdm7j7n3E5k+fw6hvv7o/rlzCA8MwHnDO1Z8rNhrSkXstwNc8Dnblkyu5jPhbSDB9jpq2bYcJPaEvageO9/zWZhcBQseR1wk9oSzrAETXWfZvqN0+cl9nNwoQc0EFGJaiD6/AH3/+T22T3F974c+vObH15J4NLa6ZR+Dt9blcDJI1s0MWFgjnoLoxMr2QlNjOPmzv2f7O97z57B4SqMPIa2cLe3+z1fXdn6rONeVLLt0WLipWI/rfp5U6vgzMShoDd+d1XBMex7jiLr1r8Y70fO1G2efd/m/q7pncbe+RLaC2Kc6PId32uNwtrvY0w91bFsHeosTprxi6Ex2mPOK03Z6nCwl8XuzCa2M8xHtImmGjY3W3XL/DjcBLvgcDidtOEsbmDt/tOUEK9+jMr60sk3d3NuVln+e6wPhQ3QRmYf8tD/PzdtE9Fcl+Pfddx+LAyZuO3YsHtYR4+GHH8aBAwfgdDphsViwf/9+/PjHP1503NmzZ/Ge97yHuSTouIMHD6Kjo2Ntr4jDyQGy5gcmzZYZib2o0yM4OYLuY4/i9C/+Cad/9hV0HfkVJnsaWXOfNZ/nJlmSnOwTfdrIhW+oqMDM7+7Hy6VHMfDT/4ex559nSXyR8fGkg55y8t9kNiXt7dq1C88888zcAyQ0QFiI2+3GvffeyxYFer0ejz76KD7xiU/A5/Ph1lujGbzNzc24+uqrcffdd+NLX/oSiz+cPn0aRuPiiUgcDie7MXtKcP6x70BTQvHbghODGDj5IkYaX4etpB5KKIjSK98Pg23zW7huJn5tAk3q26gXL2LjZjnrx7xjJ8IDg1Am/QguMAqpfE9fWgpDSQmc18+Nx10NNyc02kpcAGyFOP+aBJ8EvqBgftbuUly/4E3/zGc+gx/+8Ic4dOhQXPBpQfDOd74TX/3qV+PHVVcvLi3icLYCW92KoAz+fXf+Lfz9bWh6+j9hdBbAUd4AR/ku1p1PCUyh4+UHMVN3EKHJYdiKlq8YSCeb2ZglooVp2gAGtW64NC9rYUuNbjjrw7JrF3q+8+15n6OuoAD2yy+Hqb4eQw8+iEAkgvDgIGvYs9bP++YF/05zpePmSqzaP9bY2IiioiJUVVXhrrvuStn1Tu6WZ599FufPn8e1117LblNVFb/97W9RV1fHFgBk+V922WV45JFHln2sYDDIshITNw4nm6EfjK0u9jEkvQmSwYTdH/wr7PrA51F86btZy10tEmJiT7Q8c/+qe52ng82qNacBLm8oz7P9C+oJBLXkI105q0NfWIiKv/t71mrXvGsXCv/7H6Hknntgv+oq9H73uwj29CDQ2Ij+H/4w7Yu7p3Nc7Fct+CTG999/P5544gl85zvfQWtrK6655hpMTk4u+TdUJmC1WplL/13vehe+9a1v4eabb2b3DQwMwO/343//7/+N2267DU899RTe//734wMf+ABefJGGPCTnK1/5Cov3x7bS0mj5D4eTray3S2Cu/dhYfRUw2PLm3WYv2REXeclghrWgElsVh5AH22yTGyKdWeUcwP3ud6PgE5+EqTY6Apdq9011ddCCQaiBAEzL5JZtZ1bl0r/99tvj+3v37mULgPLycjz44IMsBp8Mm82GEydOMGEnC/9zn/sc8w6Qu58sfOK9730vPvvZz7J9Sux79dVX8d3vfhfXXXdd0sf8whe+wB4nBln4XPQ52U6yoTxr+ftc9RRQ+12LrxxTA21wlDWwbnxbmWpxF4aUaGtiI7jgpxM5Sa05teL1HzvG9mnKXrq5eQsM1llXpz3Kvid3fFNT05LHiKKImpqauJhTRj5Z6CT4Ho+H5QQ0LPhwdu7cyeL8S2EwGNjG4Wzl6X6b8uOShjI31w+Wb2wy/N+ujO/by3ZGBb9iNzQh+TFLskIEIO8/Vm7es5ybV5BXHsG6XB/3hV3c7IIbXqGIzZxPtPBXep6VnmOjGxSlr5ER1k3V55f/bhEtX4uW7pnr6tgwKJH0oaIifn/z1xePeF5I9V9s/eY8xLpqXMhqpyz7wsLClP+GrHqKwRPk5qcSPIrrJ3LhwgXmOeBwtjJrndKXyz8+JPiCJENVFAyePoSZkR7Wmz+Rqf429Bx7DOMdZxAJTM2byjfvepZD4l8l7mb74+owwlooTQ+szm2cOKLRCFN1Ncw7dyLU0wN1VmfWy9M5/O9tXRb+PffcgzvuuIOJcU9PD774xS9CkiTceeed7P6PfexjKC4uZhY8QZdUh09Z9yTyjz32GKvDp/h/jM9//vP40Ic+xBL5brjhBpYf8Jvf/AYvvPBCul8rh5M1bFVBXwnqxOco383G7na98jC7jRL8rAVVsBZWs43G6/afeC4uaAaHF9aiGnZM35tPofKWT8DkTq1SKFOZ+jFLn4bVFAjlGNC6cE55E3lCPvLFcniFYugEfRqeSF19bwI6fosuFiiRT7LZEOrrQ8+3vgVjTQ27zdywE7JrLqdiu7Iqwe/q6mLiPjw8DK/Xy+rnjxw5wvYJytgnF36MqakpfPrTn2Z/ZzKZWD3+T37yEybwMShJj+L1tDj4H//jf6C+vh6/+MUv2GNzOJzFpBLDX2++wEbBJu6JAjpe+Gn8NiU4g/H20wj5x9h1ndUJUdaxMbsmTwny6i+Fq/oi+Hubobe60PHiAyg8cBur6Y9N8Eu36FNZ3YQ2whLv1ivMJUIVXteiGftDWi+GlF6IEJEnFDGXv1vMh0lYPIxow0R/i4o9QUl8XV//OvteaJEIZs6dY9vwLwB9cRFM9TtgIC9AbQ2EZXrIJLKV6vH58BwOJ8dYSsBX+jHKlPAvjM+H/KMIT42j8Tf/H2SzHe6ai+GquSRutYenJ9F/4lm46w/O78kvkFYpLNnv7R/8Fby7r0XhwdtWFcOPP1QywZ8VzUltFIoWwTHlGVwi3cia5sQa56w2vk7PQ4/1hvICG/xCyXtuIR8uIR95YgEORx5DiViLanHP3Pjh1cbwV2vhp0nwN2MYUSrEYvjsOSMRjL34IiIjI5g8coTdJlqtzMI3NTRAm5nB0M8eRNmX7mO3x97zlWL4iWSj6Kc6PIePx+VwtgkLu4dlCrLSyW1f864/gqWgkjXrSURntqHkyvfFr+d971UMfyq6aPD3tWLk/DHWrS8wPoi+N59BwcU3pfX8SPDPK2+y/ZPKK6iR9qJYWHszMA0aisRK7BIugxlWtmCh52hRT0GFigltGOfU17FTOrj6B8+Q2GcrZLW7bryRib7zxhuZO19fVsrK9kaffBLhgehsh7Gnn4axphaWvXuwneCCz+HkGGu1MFYS+6UedyMWCSb30om+JPBLYfaWoum332UyOtZ8HLaitQnxcm59t1CACKJWdhhB+ITolLbVEnt8WdChZMGCwQonBtQuKIhgWOtDlRBN7ttwYguELS78zoSS7lg1iD6/AGNPPsX2J155Fc7ZfjDbCS74HM42YDnR3kwX5VJiHnP7Lyf2hKQzMDf/9GAny/Z3Vl+U9nOkEjoawTqNSSb+OiH9JcDkSvYIRejRWth1r7iGccJ8kNCqMO2opzpxKhWDobyMJfdtt3p8LvgczjYmlR+utSQAJoYPVhLxVI7REjzXlsJKJvhUyy+ZTFStxxj64xRq+ZPg+U70uQV57kkovj6tTqJALFvTYy4Xwxb1UcvfJxWjJ9ICA0ywi+65GH7KT6BmtEZ+JdLR1yAVqu5ZPv7e/I1ojF80GWGsrmatd8nVv57Ozrkq+nzWJIezDdisH6fNaANMcX/CXX9g3Y8VE/uFUGKdABHeNbrzU8EtFrJsfbLu11JtwFk95l0N8y7XSi6KPcEtfA5nm5COH6nVtPfdqCRBsvBlsw2S0YqWx74PR0UD7OW7oLPOz07297Zg9MKbcNVdAktBRcqiSoO+KIveIxSmp1Z+CWRBZiV5a3LnZylUytisnmblhl6xBAbBhGzCvGsXJl56mU3Y205CH4MLPofDWTXJxDzZj+FGiL7ObIetuBZjzSfg72nCRPtpAA/B5C2Bo2IX7BW7IMp6TLafw8jZ1zB8+lXobW646i6Gq/YSGN358ceiMMBCK79dPQuzYEeRWIWNhprwkOhvBbrVFkxpExjVBjCk9eCs+jprL+wRiuEVi2CDK+OeDJ0nD4533JDyeeS6wC+ECz6Hw1kTqYr5Roi+BgFjTcehKZH4bTODXVAjYaiREPQOH4ZOv8Lq9onQ5Aj633iGbY7qfTB7iuGsuQiqEo7H/r3fiw5eGdH60ai+BQvs0KDCJ5SmXaimNT9kyGiPnIUmayxXgLL5NwIqMQwjhN3S5dhISOhHtAGoUOZZ/NSHQNHCeFt7BdXSHhSKc33uN5vpM2cx/vIhWPbthWRdR7OjHIULPofDWTOpWkDpFv2Km+5CeGoCZ3/6FVgKq2Yt+wYYHJ74MUanB02PfBvGvAJYi6htbxUEnR6dzz2A8ea30H/8ORRf/b5FbXr92ji7nMEUDDBviFWqaQoOhZ9ABCG0Kacxrg5ily69gqxqKiv5C2AaIS2IEbU/LZ0Dl4IWFAFtBq8qj7HxwNQ+2CMWsV4DAgS0R84hqM1gSO1ht282M+cvIDI+jkh/P2vMExkdg6G0ZNtY9wQXfA6Hk7Ps+ujfsl78jAW6LBut2P3Jv2NjeRPj87HscTUUYKGBRGjATRAzLGFvv3QNnKInfRPsEqCQgZBg7e+UL0W6EQURLcppTGCUXT+jHsNV0ruwkdBruka6I7qomC0bnNGmcCjyG7ZPnpMKcQc82HzBD3Z3Y/TR37L9nm/+G4o++5ltJfYEz9LncDg5ic5inxP7JFCsPlHsCbLWXdX72b7B6YPeNn+gyhSz7gXska6EW/UwoU+32MfOwzG7mIi1290IKHYeLfTTWN3/RsfQKUlvoQeB2hJbEUuopPPITJKimTLztWjRo2S3QV+ycRUY2Qq38DkcTtbj+fdoX/RlWaF7XCxW76zZj4ETz8NWMt+6J/yYQK24D/jTDyDahHV1+P5t+X4Con5ODJ2CF0PoQZFUtWFCTNnyzTgV309njfxKvfIT+xp4xGL41XHooIdTyEMm0Pl8kD15iAwNw9zQMO89j9Xqb3W4hc/hcLZMjX4qUDa/3u6GtaSOufiD40Px+2bUSXQ4e6EEAxsq9kQsXFAkRfsKbATUwpc8CBJkuIToVNNMQPF8IuplyIzsCIIAc8Muts8a72xDuOBzOJxtBf3wO6v2sfI+yuLvevlhtD7xA1y4xYg+rQPBkX4MvvEcOzYw0r/uqW8k9AvFPqQFMK4MM1e+WVhbi9fUW/gWIk8owJg2hHFthC1yNhuH4IYOhoz3HDDvboCg00G0mBEeHl7yuKpvfoNtWw3u0udwONtuap+1tA6ND/8rSywTJZmV8o23nIS5sBI2vQFDJ15G3t6rMNXVjKaf/StsZXWwle+ArWIndFbHqq37GFSi1q6cQ6tyBjJ0qJcvxmZY11R5QKV5NKZXDyO8ajSDnhYCkrDxMkBWvU8sQZ6w9NCkzcBYVcXG5ELV0PXlf4ShsgLWSy6BZf9+SBbzouNjol/9uWj73mzwUK0HLvgcDmfbYfaVofKddyM4Noi+Y0/Gb5/ubWWXRm8xBt98AaNnX2fZ/ONNb7ON3ecpgr2qgS0OTJ5C6KzOFZ8vokbQq7agWTmFEKLhAqpXtwhLzy5PFy7BhxPqIWizOQ70/N1aM7qVZoiQkC+UwQoHyyXQb8CgIIK8CkbNghn4WQOeTCGwGQMaer/1f9j1YGsb24Z/+QjMDTuZ+JsadkLUbUxPhEzDBZ/D4Ww7ZIOJ1e5PdJxnrXqdHREo1+2G3ulltfwU4w9PjUMJTDHRJ6giwFa5C/bKXRg49gwGjj0He9UuVLz7Exj4H1cmtfJJ6Bojb7Hacyr5M8OKS/W3MJd+WAuy8j9CDYU27LVKgoR94lVs+t8F9QS7zSF4WBIfGwWshfCm+gLyUABJk9nx6UTRFIgQ0Ky9DVnVwSza0/4cq8Fxw/XQFxZi7InoQk/QyTCUlwOihEBzCwZ+9GP4Pv4xiGYTTDU1W2JoTgwu+BwOZ9u49amNbuJUPXtZPdvo9oH986ftkegbPcXI22+Co2o3LEVV8Sl0geFeBIa6YfaVrhhDp4S5SS1aC+8U82AWrGyLCb2KjRP7xPK8frUTu8RLWUxfL0bd1xRaGNZ62f4F5TjyxTKUCPNFbr2Ma8NoU6n9MdCntcGvjqFBSn/fgVQxlpcj1NML17veCWN1FQylpRBkGf4338Tgj/8vO2bgB/ej4E8+vehvc1nsCS74HA4nI6xmEE86iPXMX2pCXjK8F1+X9HZ3w0EMHH0K5sLy+G1LWfnFSjlacRoKIrAIi+P/m0W+uHhxQmOAmyJvxVsK7xIuS/vzOgUPE32CLkvFOmQa+xWLuxqa6ubOS7RaYazauOqJTMGz9DkcDmeV6B15sJbVw5QfFdGZwe4lj6VGNMVSdBBPYsx+I934qULxdANMcyV8wvxGRenq+EfleFGEjCfuLQX11o8147Hs3QNBFLOupHS9cAufw+Fkv3t/haY66SCVTPu+z865/V37rkTHk/8X7n1XYvDos7CW1SL8lzcnrTMv+0YIHWojE/yY0Pf8z/khhBhF/5S6B2IpViolFPXR0AT1uKeM/S61CT6pGII414xmvcV7sfAH4UUJ+sLtrNmQQZ7Lhk9HF8Pmf0lD0xwtemGqr0Ooq4sN19mKcMHncDjbzr2/Hgq/FZ2qNx55A2GtG+0t0fj0dHcLZoZ7UPzu34eon5/tPvRnV8L6qyaYO8jCX19df7qh2ngS/I2skacSQLa4kDJXh69pGrRwBKJel3SBNHPhAnT5BaxG31hdja0IF3wOh5M15JLwj2mDbEIciWWf1s5um7xwEq0//leUfuCT0LuinfRCYyNo+8m/QfJH4NeVwKrZ0Pu/rkK24BbzYaJhwBvY8lYnGOAUfawWfzNRw2EEGpswffoME/TCP/k0RP1cHkWotw/+Y8fgP/YG87zk/7e7Ydm7b553ouXPP4etgqBlou1SmpmYmIDD4cD4+Djs9o2va+VwOBtLtgp+rAf9jOZnE+BKhTrIgszGvgYRgN8rIOKfYENait/7UYwefxX+5rMsJBFzs1PM3HLJAdjq98JcUjkvVpwul/5KLOz81690wicWzwtHrDfHQDQY510fUDrhFUvm9bBX19DCeDnXPsmZ6vczgWcif/4CtNnXIZpMrPzOdsVlUCYmMHn0dYQ6Oxc9jvcjH4H1kovm3Zbtop+qBnILn8PhcFaJAgUVQgPrh5/oCu/+5EF2SeIemZnCdFcbBHLvK5G44NP43eAbL8PfchbGonJAVVF8x+9DEDNTmz6hjuCtyMs4qLuJNenZCKjpz4nwi9ghH0CZvAMbxeijj2HytddYyR2bjLfQntVUaKIIXb6PTc+TzCYE2tqhBYNUQwnfH3wMxuqanBD5tcAFn8PhZAW51NSEXOCKEFky7k0uYZ3Vjvo/u49dH3rtOQy98jTyIl5IN10Ga9UOjJ85jsjkGMbefg0zPVdDMllgyNsYwV2KgDYNWYh6LSa1McwoU2kf5jOuDjEPSOz5uiKNKJEXTypcb9Le2DPPIjI+zt57yWyG+/3vg2SzIdDYOOvSb4Tnzg9DdjrmleFpqopwbx8CrW0QdHq03/vX2KpwwedwOFnjws9WV/5C2tSzmNLG5922XMa5tXIH8g5cNy82rExNMpc/0f6zf0fdn0YXB5tJSAvi9fAzbP9c5HVUSbvT/hwmwYrXQk+w/TblDGrkfdgIwv0DmHr9DbY/9ODPUfZ3X2TvN1nytGmzSXsLoZCKvqiIbVvRqk+ECz6Hw8k42TBQJ1WmtAm0qmdgF9wpl5YZfXOz6GOYSiqBN15m+/a6vZAWxLw3A7voglVwsgREwiakv8+9XjCyVr7jWnQMMcXxNwIqqfMfe32ujj5hcUUIggAhSYZ+DBL7pSbkbZWFABd8DoezNTL0V5iznlhjvlbISjynvA4NKlRtcXldKgl33f8rWn9vKqmI3+bYexCaMP/+JUnlZcweU/yP88+n+6+uXHR7iVaJMcwKvuhaMrFvISsm9SW83165BOPhIRgFM6ySi8XL04YQjdMb6+ZaAlsu2hu/vfrPj6T0MDd/7oNYshjvz7El4ILP4XCyimy29qn8jlrQxqbdradxjM7uhGyPCqy5fOPqvmMivxQ+lECPt9nrodyEjcArlaApfIJdJmbppxPZYYeusADKxCSMNel5P5/OkZySVOGtdTkcTtaRjT+0ES2MXrUVOhjimfrrxVxcAcfuAxg59hImG09DDSe3mqc7WzDy+ssIj48s6XkYOfoSAn1dbD9VsScrXjYYUSJVsy6AfWo7m+SXbihsQG17SfA3ElNdLSz7Frvzt8p3cL1wC5/D4WQl2daEh7LZL5Kux0uRR1CIcohpsJeMBSWsXn2mtwMDz/6a1flbKupgrW2AtWYXy/QnsY9MjqP/2V+j/+lfwuAthLV2F2y1DTAWlbG6/+BgH6a729D/zCPQufJg37EPtp372OOnYlGXSLUsga9ZeRsnI6+y/IQ8sRAesZDF36kf/nqgcyiUKuASC7CRmOpr2eS77VY1kipc8DkcTlaTTS5+Eq6DuIHtGzHXE36tkCB3/PQ78esUIvA3nWabZHoMnqtvwdjJYwj2dcWPCQ72sm348LOseY+pqAwDz/0mfn94dBjDh59jG4m/Y88BVu9vq55f/54Yo6fYOln205qfXZ/QRjChjKBVOQ0TrKw1LvUckKGHV1qcgJhKHX5QC2BCHYJLysdGEerpg2AysgS+dHDzFhN9LvgcDoezCkxpnChHiXvV//0LrDxv5OiL0HvyYauJWvem4gpWMmar280s/Laf/H8QdTpYqnYw695StROy2QIlMANrTQMGnn8U/sbTkK12WKrqYS6vhcFbgJGjL8B/4TTMs0mCS1UDVMt7MB2ZhF8bZ+59GqfrE8twIfwmOtULbKOyPS+KVh0KoT76PUoznJIHDs27bo/BQtRgkDU2mj5zlk29s+zdDcliSYtrfyvBBZ/D4XBWAbnd0zHljRBlHfRuL0yFZaj+o7+K999PRGd3ITI9hbIPfQrm0ioI8nwRk4wmthCgZj6+69/FFg2xioTW738D4clxdr4t//HPqP7j/7XkuVCMvUCsYP3ureJcv/kCuRwjkWiiIrn5V8uoOoD28Bm23xtpw5Q6gXr9AaQTcuN3/++vQQ0EEBYl9H/3P1H0+c+u+3Gf3kLWPcEFn8PhcNbYUz9dwm9vmN+7fSGmguWT3QRJhuuSxQN5LJV1zLUf26cFRmJZXaJbXyfoUSXvWvQY0br5Y5Ahw7GGATsu0YcT6gtsf1TtR4WuAemGLHlDZQWm3jjOrhsPXJyWaoCbk4SScnkRwLP0ORxOVpMt8ftchFz98f3axWJOop+4JcMgGOESvGyq3lpc8ZTs6BS9bF+Cbk1eglSgbnpz+zvX9BhP57CYpwK38DkczrYQ+tjwmvWx/sco/t8bPw0vVo5nKimHaDSxqXTWmjkR7Lo3ebleyT+8mnTaXb5UzuLwyZob0RS6lfBIRcy690rFEAUJ6ky0t346iDUsMjbUA6IIwaCHoaYqfvtqBf7pFZJEY/fl4uKACz6Hw8lKsq0sbzUkikEmz58m8Fmrd7CkPwo/UI3+cq7u2EIgUfhVTYVbLIg2GtLUeSN0UxF7wiXmxxcOGwUNzDFWVUK021JO1rt5iSz8ZLfl4vdwIVzwORxOVpNNZXm5uDAgt37EP4mxt45i4tSbsFGNfsNeGPKL4+JPdfyi3gCdwzVP+Mu+9iYmtGG8FXqZdett0F3OrPWFYj+kdLNFAVnvBC0saLjQgNKJQaULpVIdSwpc+LfptPQJ0+4GNiEvFZ5eh4Wei9Y9wQWfw+FwNnARspSob5YXgMr42u7/JgtpRCbGMPzqM2yjGn1qzkMLgJmuVgw88xs49h1E3pU3Qu+KJue1/8VFKP3aG1AQYfMDYpZ6rE++Xx3D+dAbbATuxfp3QBUUJvADShdmtMn4OVD9vk8qgyRsjOTQiNvI4BCbcy/7ovkCnMVwwedwOFlPNrn3c80ypFp9quUnK54EP4ZomLWygwHMdHcAqoLx40cwfuIo7HsugfPiKzD+1lGUoIJ13NOgQZKikkFNeprCb7HZ9kC0le+I2geTaEVQm0FYC847BwoH2ATnhr1G6lfQ953vQZsJQFeQD1PDDjhvvSmtn8PTCd/BXI3jc8HncDicVRCL+6bjx36zFjD5N70XvY//HI69l8JSVQdzZR1kizV+f3CgB0ZfIbP6dU4320Zee4ktAA5Xj8C66zJW6z/x2xEMRrrgV0dhFK2olHchjBAiWhA6wYBCuZJtFPcnq39I6cKg0o1iuQZFctWGvkZqtBMaGUWwtQ2Om6LdEDeig97TORxi4oLP4XA424CC234nHrNfmMHuvuy6Rcd7rr4JloZdmOloRWRsBJade9H9UQ86v/dbdv8Nht9jIp8MKt9zST621eJi1m1vo5HdLoQ6u6AvKWax/KV4Og0LtVyz7GPwOnwOh8PJEJspHKttRCPq9Kysz3HRpRh5+Vn0/OQ/YCgohrG4DGbBtqTYL1WLv9HIeW526bjt5iVf69M5KtTpglv4HA5na8TyNXVD3bIbIRYLzyFduQrF/7hCrX8qDXQ0FR33XQnJZIbemw9TWRVEWUbVYDFGRDHtGfbJaPrXy1M6jqoCKDtfV1wE857FDYY4a7Dw77vvPrZyStx27Jg/gSmRhx9+GAcOHIDT6YTFYsH+/fvx4x//eN4xf/AHf7DoMW+77bbVnBaHw9lmrDXpKjH2nq3W3mqy/xdu6YTEPoaprBL2/QdYNjzV0ruljemWtxZC3T3o/z/fZVUIlKi3nCfj5tmEu1yNwW+6hb9r1y4888wzcw+wzOxht9uNe++9ly0K9Ho9Hn30UXziE5+Az+fDrbfeGj+OBP4HP/hB/LrBkLqriMPhcJZjPRnZxEaKQ6KnIXEhsvC2TAhU2X2vxkXfUr8bge5OltR3Ivg8DDDDqplgF6Ju9M2EFh2Ula/4pzD22BOYfOUImfiITPpR/L/+gh1T85kjm35eW1LwSeALCgpSOvb666+fd/0zn/kMfvjDH+LQoUPzBJ8EPtXH5HA4nLXUwC91/1K18ak+xnpJ5Tlj55nK60n3AiE8MYaRl59BoKMVOocTY+IwEBlEFeqx2UJP4h5obYO5vhYjv/wN1Onp+P06l5MSFbjYp1PwGxsbUVRUBKPRiCuuuAJf+cpXUFZWllKM5bnnnsP58+fxT//0T/Pue+GFF5jV73K58I53vANf/vKXkZe39FSmYDDIthgTExOrfRkcDmebi/1qj8s0qznPdJaO6exO2HbtQ6CzDVONZ1lv/pJAKczKXFnfRkKu+plz5zH1+psIdfVA0OlguetDsBy8BFowCHUmwMbi0mXVZ16l0Xmbcl65iKCREqfI448/Dr/fj/r6evT29uJLX/oSuru7cerUKdiWaGc4Pj6O4uJiJtCSJOHb3/42PvnJT8bvf+CBB2A2m1FZWYnm5mb81V/9FaxWKw4fPsyOXyqXgJ472XPZ7fZUXw6Hw8lRlhOzXBHwjL5PKSbtETG3/kTLaQw//igT3IKP3Q2dw8Fur/zCqxuatKeGwuj4n38N5203Q7LbYbvi0qTHrsaN//QW+46Q0etwOFbUwFUJ/kLGxsZQXl6Ob3zjG7j77ruTHqOqKlpaWthC4dlnn8Xf//3f45FHHlnk7o9Bx1ZXV7M8gRtvvDFlC7+0tJQLPoezjVnJNb9dSSr6qxD8GCT800NdGHrqMYTa2mDdtx+2A5fBUFrGYuhV96Y/bn7+K3sx9ujjmH77NJTpaeh83nicPpHtLParEfx11eFT9n1dXR2ampqWfgJRRE1NDcvQ/4u/+Iv/v707AY6i2voAfmayTPaQkIWwSSIQ2XFFKFCrICzFB3wRHzxA8KklCJSyKJuK6Mcr4KGIC8tzYXmAiqAFYsliBA2C7FvYCTERhCQsJiH7er86N6/HnskkM1mGTE//f1VTWbrT02e606fv7Xu66amnnpKXAaoTExNDYWFhNS6Tr/lzUOoXAOibqzyhzl2Vm4hMLVqSKTySfKJjyDMklIqupNHvC/+PyvNyKXWh7Ufu1vcJeAaTicr5sm1ZGRm9vavMgwF6d6kOn1vt3A0/duxYh/+GW/zq1rm1P/74g27fvk1RUa5T9gEA2qC+do0Wfw0nPrW4Z4FC6bqPJn44TTil/qMXVZSWUM4vieTh5y+nqZN+Q3T1CyNR8KB+lH/kuEz6/Kx7/l19xNXjtrpaV6uP7tVXX6XExERKS0ujX3/9leLj4+V19lGjRsnp48aNozlz5pjn55Z8QkKC7KY/f/48LVmyRNbhP/300+YThhkzZtDBgwflMrnLf9iwYbJHQD2KHwDAUbZq0vXY4r8bMfPd+JoO+V8qvX2LKkqdc/tco48PhcT/j/yeW/sNIU6H+0OtW/jc+ubkzi3w8PBw6t27t0zW/D27cuWK7MJX5Ofn06RJk+Tf+fr6ynr8DRs20MiRI+V0PllISkqSpXo8HoBH//fv319e50ctPgCAa+MR9AWXLlDmF+uo5eSpssvfGfweup9M+w+S0VS1Sx+clPB5RH1NuLxOjcvr+FUdPgnYtWtXbVYBAMAhtm5gAw3L4OFBAZ26UO6xI1Scft1pCZ/vnhf6t3jK45vsQJ3h4TkA4LaccctZrbhbcfvFdqBmo8dRSUa6U9/HM6QJeYaHUXluboMsL0411kMvt9tFwgcAgHrxiWlL3lFRsnufy+eccZe9sqwsyvrmWyq5niF/bghxOkjyakj4AABu6m618gtTkunmN5so/T+ryOiEZ6Hk/XqYcnZWPsMlN3E/3dmzt8HfI0EHPUFI+AAAbuxuJDL/jp3JM7gJeYdHyOv6Dc0nti0VnEiS3xcmnSGfttEN/h5xOmjtI+EDALg5Zz1CV8FPrwvu1Ye8I53zEDSv8DDyjIyQ3xsDA8m7dSunvE+cmyf9et14BwAAtMXRJ+rtun7KzpL+mt7+PxMpoGt3mfgVySt62F8Zezd2V12q9+vSke5k3iDfzh0s3scZ4tz05jxo4QMA6FBDJTRO9ixz43oqy8uVd9+rLUcG4fl27ii/+v33q7PEuXErHwkfAECnbHXzV3cicOWPv+6kx89cu3GrjA4cLaS5fv+if4UvpqLU3ypvf2v0oLOjV1DB6fN0c/UXVJKeaXN55fkFlHf4ON1ctYGytnxvd11N0ffIp+X53NeOnC3BDVv3DF36AAA6Zy/BXc8oo3Y90+jp4YF08mwJpaSVUm5eZavc389Ac6aE0BvTQiju8Wv05ZZ/UotuuXQ76zIZfH1k/XwePx49Ioz8OsZSQdI5KjxznopT0vjhKuZBebfWfkkhw4eQR2CAzXXgwYB8i11nVAHoBRI+AADYPAGoyGgvvzZv5knXT8WQyWSgzzbk0JJ/Z1FuXuW8+QWCiooFnThTQv9cmmWxHFFUTHkHjshb4prK2lJJk2AqTc+gUm71q7rxy7KyqTwvn4rTrshr9baUXE+n219vJY/QEPK5t+FH6dfUre8uLX4kfAAAsMnY7JI56TcNrSy3mzohhCb+I5jWbc6lxcuyqE0rT3rlxRAKCvSgm7fKKK5LJGXTLcpokU+lGTcoctqL5B0VaV6m/wNd5TX7krQrVJB0ngpPn5MD8UwxbajoUorNhJ9/IonK/8wikV9AxalpVJ6TQ/4PdMdWqyUkfAAAqDHpMyXxM5PJSC88HUzP/j2Itu/Op8CAyuFg4WGeFGloSZHUkoxv9JCt9orCoirL5FH2nOBN0W0oZNggKs/No+xtO6ko+Tei4UOqzO8R6E+3Vq2T32dv/Z4iJj7vtC2WoGrNu9sAPgzaAwCAOvH0NNDQAQHy4Ta2eAT4k1d4U/uJyN9PXtcvu3GTSjNvVpnOJwY8HkB5RK5Pe+cM3Euw0XXvLt35DC18AABwuKXvaOu33aRDdpeZvLyyVr/k6jUqz7kjv+cufq/IxytnMFQW6hs8jeTbIZYKjp8i346xZPD2+KuI32Cn3Spsl/wlOJDI3SnZM7TwAQCgUXGSVxSovlfz7XRf5deuner9fglulsgdhYQPAACNmjSLLqeSZ1io7Lbnlr7yxD2u9y/+/Splf7eTvNu0JvLwIN/OlYm/rhJ0muwZuvQBAKDRcFKPGP8MZW3dTkXJKRQ1ZyoVXUyhovMXqeDUWSrPyiavqEjyahFFAT0eJA8/P2ytOkLCBwCARsMD/gx+vuTbpQMZvL0o491lVPpHusU8XLd/a9UGCh4c12jr6Q6Q8AEAoNYaumSN6+/5xS3+0usZVHjuIhWevSDvyOfZNIQiX55ARl9fbKl6QMIHAACXavF7t4iSr+B+T1BFUREVXbxMZDSS0Qe31a0PJHwAAKjT4LeaWvnWg+Pq2iNg9PEhv26d7a9P+VeV7+Mxsk7vowdI+AAAUO+kb/29s6RNetXyF5NsJ36G5G/JIPiCicbduXOHgoODKScnh4KCghp7dQAAwAnX/PVcUtcQORB1+AAAADqAhA8AAE7HrfP6tNDRuq8/JHwAAHBpSPYNAwkfAABcFpJ9w0HCBwCAu8Ldni+vNSjLAwCARmutW5fyqU8K0LpvWEj4AADQaKyTOpK886BLHwAAQAeQ8AEAAHQACR8AAEAHkPABAAB0AAkfAABAB5DwAQAAdAAJHwAAQAeQ8AEAAHQACR8AAEAHkPABAAB0AAkfAABAB5DwAQAAdAAJHwAAQAeQ8AEAAHQACR8AAEAHPMkNCCHk1zt37jT2qgAAANxVSu5TcqFbJ/zc3Fz5tVWrVo29KgAAAI2WC4ODg6udbhD2Tgk0oKKigq5fv06BgYFkMBiqnPnwicDVq1cpKCiI3I27x8cQo/ZhG2oftqHr4jTOyb558+ZkNBrdu4XPAbZs2bLGeTgZumtC1EN8DDFqH7ah9mEbuqaaWvYKDNoDAADQASR8AAAAHXD7hG8ymWjevHnyqzty9/gYYtQ+bEPtwzbUPrcYtAcAAAA6b+EDAAAAEj4AAIAuoIUPAACgA0j4AAAAOtDoCX/lypXUtWtX880cevbsSTt27JDT0tLS5J3zbL02b95sXsaVK1do8ODB5OfnRxERETRjxgwqKyuzeJ+ff/6ZHnjgATnStG3btrR27doq67J8+XJq06YN+fj4UI8ePejw4cMW04uKimjy5MnUtGlTCggIoOHDh1NmZmad42MZGRk0duxYatasGfn7+8t1/OabbyyW8eeff9KYMWPk3zdp0oSef/55ysvLs5gnKSmJ+vTpI9ed77y3ePHiKuvCn9l9990n5+nSpQtt377dYjqP33zzzTcpKiqKfH19qV+/fpScnFxjfI7EmJKSQvHx8RQeHi6njxgxosrn5uoxqi1atEjug1OnTq3VvuHK+6kjMX7yySf0xBNPyG3E07Kzs6v8nVa2o3V8vN4vvfQSxcbGyuW1bt2aXn75ZcrJyXGrbThhwgS69957ZYz8/zhs2DC6cOGCJmO0FZ96/xg0aJCcvnXrVk3G5xSikW3btk18//334tKlS+LixYvitddeE15eXuLMmTOirKxMpKenW7zefvttERAQIHJzc+Xf8zydO3cW/fr1EydOnBDbt28XYWFhYs6cOeb3+O2334Sfn5+YPn26OHfunPjoo4+Eh4eH2Llzp3mejRs3Cm9vb7F69Wpx9uxZ8cILL4gmTZqIzMxM8zwvvviiaNWqldi9e7c4evSoePTRR0WvXr3qHB+Li4sTDz/8sDh06JBISUkR8+fPF0ajURw/fty8jIEDB4pu3bqJgwcPil9++UW0bdtWjBo1yjw9JydHREZGijFjxsjlfvnll8LX11d8/PHH5nn2798vY168eLH8DN544w25HqdPnzbPs2jRIhEcHCy2bt0qTp06JYYOHSqio6NFYWFhnWPMy8sTMTExIj4+XiQlJcnXsGHDZMzl5eWaiVFx+PBh0aZNG9G1a1cxZcoUh/cNV99PHYlx6dKlYuHChfLFh46srKwqf6uF7WgrPl72k08+Kffly5cvy8+uXbt2Yvjw4W61DflzTkxMFKmpqeLYsWNiyJAh8n04Ni3FWF18ivfee08MGjRI7qdbtmwx/75MI/E5S6MnfFtCQkLEZ599ZnNa9+7dxXPPPWf+mTcYJ8iMjAzz71auXCmCgoJEcXGx/HnmzJmiU6dOFssZOXKkGDBggPnnRx55REyePNn8Myej5s2by4Mby87OlgedzZs3m+c5f/683KEOHDhQ5/j8/f3FunXrLKaHhoaKTz/9VH7POxy/x5EjR8zTd+zYIQwGg7h27Zr8ecWKFXKZSrxs1qxZIjY21vzziBEjxODBgy3ep0ePHmLChAny+4qKCtGsWTPxzjvvmKdzzCaTSR6Ua0uJcdeuXXL78IFevVxe/4SEBE3FyCeZnAR4vR9//HHzgcaRfUMr+2l1Mar99NNPNhO+FrajI/EpNm3aJA/qpaWlbrcNFXyyxMvlkxytxGgvPk7kLVq0kA1E64S/XQPxOVOjd+mrlZeX08aNGyk/P192C1s7duwYnTx5UnYTKg4cOCC7/CIjI82/GzBggHzQw9mzZ83zcJefGs/Dv2clJSVy2ep5+P78/LMyD08vLS21mIe7HLnrT5mnLvH16tWLvvrqK9mlyA8B4uncFcRdp8q6c9foQw89ZF4OrwOv36FDh8zzPPbYY+Tt7W0R38WLFykrK8uhzyA1NVVeXlDPw/dm5q4qR+OzFWNxcbHsVlPfGIi7wHj99+3bp6kYuXuOuwKt38ORfUMr+2l1MTpCC9uxNvFxdz5fmvD09HTLbcj/o2vWrKHo6Gjzk0a1EGNN8RUUFNDo0aNldztfJrV2QAPxOZNLPDzn9OnTMjlwouNrHVu2bKGOHTtWmW/VqlXUoUMHmSQV/I+v3nhM+Zmn1TQPb+TCwkJ5oOFEZWse5foWL4MPUnxAs55HeZ+6xLdp0yYaOXKkvM7DBxa+rsTT+bqR8r58nUmN5wsNDbWIj/9pq/sMQkJCqv0M1MtQ/11t4qspRr5OyGMTZs2aRQsWLJDX1mbPni0/7/T0dM3EyCcxx48fpyNHjlSZ5si+oYX9tKYYHeHq27E28d26dYvmz59P48ePt4jPHbbhihUraObMmTLh85iFhIQE8wmYq8doL75p06bJ/MBjE2zJcPH4nM0lWvi803HLnVsBEydOpGeeeYbOnTtnMQ9/0F988YVF614raopv7ty5cvDTjz/+SEePHqXp06fLQW2cQN0hRk74PADru+++kycC3BLjeHlATE2PcXQl/OjhKVOm0Oeffy57J9yRu8dYm/j4wM4tSD5hfeutt8jdYuRBlSdOnKDExERq3769PN7wibrW49u2bRvt2bOH3n///UZZPy1wiSMunwlxi/bBBx+khQsXUrdu3eiDDz6wmOfrr7+W3TXjxo2z+D1321iPfFR+Vrp0qpuHu+t4tGpYWBh5eHjYnEe9DO7KsR6ZrJ6ntvHx6PVly5bR6tWrqW/fvvL3fF987hLlLinlfW/cuGGxPB5RypcA7MXnyGegnq7+u9rEV1OMrH///jJWjoNbTuvXr6dr165RTEyMJmLk7jlePz5J4RYrv/hg+eGHH8rv+azd3r7h6vupvRi5RWOPK29HR+PjZ4oPHDiQAgMDZS+Vl5eXRXzusA35pLtdu3by0gofV7lVyrG6eoz24uOeCj7OcKtamc54dLxyibSZC8enm4Rvja9l87Vf6+78oUOHyhajGncjc2tYfaDhDc8bR+k253l2795t8Xc8j3IdnZMVJyr1PLwO/LMyD0/nf371PHzdkUs8bI03cCQ+PoFh1i1d3pl4HmXdeafhnV3BZ7E8na9ZKvPs3btXXjNSx8etbu4ideQz4G5W3hHV83BLh1vstY1PHaMa/6PwPyOvP28v3p5aiJFPxngf4x4M5cUnZdxSUr63t2+4+n5qL0beJ+1x5e3oSHy8DD455c+ZW4vWrUh33Ib/Hbht/l915Rjtxff666/Lkk/1dLZ06VI5VsHV47srRCObPXu2uUyES7b4Zx7V+8MPP5jnSU5Olr/jEb/WlDKL/v37i5MnT8rSifDwcJtlFjNmzJAjJZcvX26zzIJH+a5du1aONh4/frwss1CP5uQyi9atW4s9e/bIMouePXvKV13jKykpkWVLffr0kWV5PFL23XffldO5zE1d6nT//ffLefbt2ydHqKpLnXhEKJc6jR07VpY6cSwcr3Wpk6enp1w+fwbz5s2zWerEMX/77bfm8jlHSp3sbUMuXeGRqRzf+vXrZRUCl7youXqM1qxHB9vbN1x9P3UkRh71zCOguYKEDx179+6VP9++fVuT21EdH1eRcCVAly5d5H6qLgW2LlnT6jbkst8FCxbI5f3+++/yc+ayPP5/VMrJtBajvSqE6sry+mskvobW6AmfS+zuueceWf7CH3zfvn0tkj3jjcH1jOq6bbW0tDRZc8n1vFxT+corr5hLadSlRFzSx+/DdeFr1qypshyut+QNxPNw2QXXEqvxwWTSpEmyrIh3CK4t5wNCfeLj2nWu/42IiJDL5LpS6zI9PqDyQZPvP8DlI88++6z5PgTq8prevXvLnZBLUviAaKvMqH379nJduOxEfVKhlDvNnTtXHpB5ObyuXFdvj70YueyKl8kHbU4AS5Yske+lpRjtHWgc2TdceT91JEZOvHwAtX6p11FL21Edn1JqaOvFJ7LusA25NJLXnY81/L/YsmVLMXr0aHHhwgWLv9FSjLVN+FqLr6Hh8bgAAAA64JLX8AEAAKBhIeEDAADoABI+AACADiDhAwAA6AASPgAAgA4g4QMAAOgAEj4AAIAOIOEDAADoABI+AACADiDhAwAA6AASPgAAgA4g4QMAAJD7+3+IVR6WjSaD+wAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"basin.plot_routing()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"The bassinVersant strcuture is saved as a `.json` file that contains all the information to make the CEQUEAU model run in the Matlab environment. The translation routines of the `.json` file to Matlab structure can be found [here](https://github.com/erinconv/pycequeau/tree/main/matlab)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "test_pycequeau",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.19"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}