{ "cells": [ { "cell_type": "markdown", "id": "3b87c34f-fb7e-423a-a591-7e78e40d90dd", "metadata": {}, "source": [ "# Downwinding Workflow Example 4:\n", "- An irrigular domain and a pre-defined river network to be used for the DEM processing\n", "- Calculating slopes with a downwinding approach to be consistent with ParFlow's OverlandFlow boundary conditon. \n", "- This requires three inputs: (1) a DEM, (2) a river mask and (3) a watershed mask\n", "\n", " This example usese the test domain from Condon and Maxwell (2019) (https://doi.org/10.1016/j.cageo.2019.01.020)\n", " the datasets for this domain are provided with the PriorityFlow R package\n", " to use your own datasets you should have a DEM and mask files formatted as a matrices\n", " with [i,j] corresponding to the x and y axes of the domain \n", " (i.e. DEM[0,0] is the lower left corner of the domain and DEM[nx,ny] is the upper right)" ] }, { "cell_type": "code", "execution_count": 1, "id": "8b4e0167-0a17-43a8-8711-98dad3f91e48", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from priority_flow import (\n", " init_queue,\n", " d4_traverse_b,\n", " load_dem,\n", " load_river_mask,\n", " load_watershed_mask,\n", " get_border,\n", " drainage_area,\n", " calc_subbasins,\n", " slope_calc_upwind,\n", " stream_traverse,\n", " find_orphan,\n", ")\n", "\n", "from parflow.tools.io import read_pfb, write_pfb" ] }, { "cell_type": "code", "execution_count": 2, "id": "60337f3c-14e9-4f6f-b464-2fd184187189", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Domain size: nx=172, ny=215\n" ] } ], "source": [ "# -------------------------------------------------------------------------\n", "# Settings (mirroring the R script)\n", "# -------------------------------------------------------------------------\n", "# DEM processing\n", "ep = 0.01 # epsilon value applied to flat cells\n", "\n", "# Slope scaling\n", "maxslope = 0.5 # maximum slope; set to -1 to disable\n", "minslope = 1e-5 # minimum slope; set to -1 to disable\n", "scale = 0.1 # max ratio of secondary to primary flow direction (secondaryTH)\n", "\n", "# River and subbasin size for slope calculations\n", "sub_th = 100 # area threshold (cells) for subbasin delineation\n", "riv_th = sub_th # optional: threshold for river mask for slope processing\n", "riv_method = 3 # 0: none, 1: scale river secondary, 2: basin mean, 3: reach mean\n", "mrg_th = 10 # merge threshold for small subbasins\n", "\n", "# Grid dimensions for slopes\n", "dx = 1000.0\n", "dy = 1000.0\n", "\n", "# Run name for outputs\n", "runname = \"Test\"\n", "\n", "# -------------------------------------------------------------------------\n", "# Load DEM, river mask, and watershed mask\n", "# -------------------------------------------------------------------------\n", "DEM = load_dem()\n", "river_mask = load_river_mask()\n", "watershed_mask = load_watershed_mask()\n", "nx, ny = DEM.shape\n", "print(f\"Domain size: nx={nx}, ny={ny}\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "9e51e54f-7967-4276-a693-fabbfe054c18", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the inputs:\n", "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n", "im0 = axes[0].imshow(DEM, cmap='viridis', origin='lower')\n", "axes[0].set_title(\"DEM\")\n", "plt.colorbar(im0, ax=axes[0])\n", "im1 = axes[1].imshow(watershed_mask, cmap='viridis', origin='lower')\n", "axes[1].set_title(\"Watershed mask\")\n", "plt.colorbar(im1, ax=axes[1])\n", "im1 = axes[2].imshow(river_mask, cmap='viridis', origin='lower')\n", "axes[2].set_title(\"River mask\")\n", "plt.colorbar(im1, ax=axes[2])" ] }, { "cell_type": "code", "execution_count": 4, "id": "a80e3f96-c4dc-4e37-aaf8-f1ed7911642f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No border provided, setting border using domain mask\n" ] } ], "source": [ "# Process the DEM:\n", "#1. Initialize the queue with river cells that fall on the border\n", "#2. Traverse the stream network filling sinks and stair stepping around D8 neigbhors\n", "#3. Look for orphan branches and continue processing until they are all connected\n", "#4. Use the processed river cells as the intialize a new queue\n", "#5. process hillslopes from there\n", "\n", "#1.initialize the queue with river cells that fall on the border\n", "init = init_queue(\n", " DEM,\n", " initmask=river_mask,\n", " domainmask=watershed_mask,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "3252a6e3-63c3-4737-9484-8a5a083746eb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First Pass: 100.0 % cells processed\n" ] } ], "source": [ "#2.take a first pass at traversing the streams\n", "trav1 = stream_traverse(\n", " dem=DEM,\n", " mask=river_mask,\n", " queue=init[\"queue\"].copy(),\n", " marked=init[\"marked\"].copy(),\n", " basins=init[\"basins\"].copy(),\n", " printstep=False,\n", " epsilon=ep,\n", ")\n", "first_pass_pct = (\n", " np.sum(trav1[\"marked\"] * river_mask) / np.sum(river_mask) * 100.0\n", " if np.sum(river_mask) > 0\n", " else 0.0\n", ")\n", "print(f\"First Pass: {first_pass_pct:.1f} % cells processed\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "28f05aad-740a-4c4d-a37f-6d7b0b731366", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n", "im0 = axes[0].imshow(trav1['basins'], vmin=0.5, vmax=np.nanmax(trav1['basins']), cmap='viridis', origin='lower')\n", "axes[0].set_title(\"Basins\")\n", "plt.colorbar(im0, ax=axes[0])\n", "im1 = axes[1].imshow(trav1['marked'], cmap='viridis', origin='lower')\n", "axes[1].set_title(\"Marked\")\n", "plt.colorbar(im1, ax=axes[1])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "6fb5769f-3364-40e9-b136-e9f098907194", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No Orphans Found\n", "lap 1: 0 orphans found\n", "Done! No orphan branches found\n", "Final pass: 100.0 % cells processed\n" ] } ], "source": [ "#3. look for 'orphaned' branches and continue traversing until they are all connected\n", "# orphaned branches are portions of the river network that are connected diagonally (i.e. without any d4 neighbors)\n", "\n", "norphan = 1\n", "lap = 1\n", "while norphan > 0:\n", " orphan = find_orphan(\n", " dem=trav1[\"dem\"],\n", " mask=river_mask,\n", " marked=trav1[\"marked\"],\n", " )\n", " norphan = int(orphan[\"norphan\"])\n", " print(f\"lap {lap}: {norphan} orphans found\")\n", "\n", " if norphan > 0:\n", " trav2 = stream_traverse(\n", " dem=trav1[\"dem\"],\n", " mask=river_mask,\n", " queue=orphan[\"queue\"],\n", " marked=trav1[\"marked\"],\n", " step=trav1[\"step\"],\n", " direction=trav1[\"direction\"],\n", " basins=trav1[\"basins\"],\n", " printstep=False,\n", " epsilon=ep,\n", " )\n", " trav1 = trav2\n", " lap += 1\n", " else:\n", " print(\"Done! No orphan branches found\")\n", "\n", "final_pass_pct = (\n", " np.sum(trav1[\"marked\"] * river_mask) / np.sum(river_mask) * 100.0\n", " if np.sum(river_mask) > 0\n", " else 0.0\n", ")\n", "print(f\"Final pass: {final_pass_pct:.1f} % cells processed\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "8d8ac248-0a89-41a2-8495-b36171e1998f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(13, 3))\n", "im0 = axes[0].imshow(trav1['basins'], vmin=0.5, vmax=np.nanmax(trav1['basins']), cmap='viridis', origin='lower')\n", "axes[0].set_title(\"Basins\")\n", "plt.colorbar(im0, ax=axes[0])\n", "im1 = axes[1].imshow(trav1['marked'], cmap='viridis', origin='lower')\n", "axes[1].set_title(\"Marked\")\n", "plt.colorbar(im1, ax=axes[1])\n", "im2 = axes[2].imshow(trav1['mask'], cmap='viridis', origin='lower')\n", "axes[2].set_title(\"Mask\")\n", "plt.colorbar(im1, ax=axes[2])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "e9f8a3ee-5ddf-4b0c-a9f8-e69845eb791a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eM5++kUt+cRxILpvc79AgZYOijBkX4oTz2tiwwsHy+c4+SDSkbHNRBhG2JoGBEEL0Q2aLwTFndnDU6R6ev6eEh2+uQNcVdL2vWwbtzWZeuL+kaymjzWFw9Z21lA+JMuF4L4cc6+X1JwtZ8Y0TQ+vjxoptSGAghBD9lMkEls6Jhmm19M5QOoczku1RFJ1Vi53Ys3Sqh0cpGxzt82JO3jYz8z/JRksojNw/TFFFnDVLHPg9cliUzIdCCCF6VDym8ObTBdx9dTVzP8ru6+YAsGGlnX/8tpK3nivgjEtbuOy2OiqHRfu6WWlBQiMhhOhHTGaD0uooOXkaoYDKqsUO2pstvfb8hgEt9VY8rWZaGyw7mGvwfQqRkIloxCAWTY/zUZtdp6QyRm5Bgo5mM4oKsUh6tK2vSWAghBD9iDNb49xrmhgxNsyrTxTy8mNF+D291y+vawrv/zufD17KI+gzYaRBSYTdMWRMmF/eVk/Aa2LGfSU01VrpaJVDIkhgIIQQ/YqqQn5JgpLKGNGISmONbed3SjFfh2mPn9fh0iipjBEKmPC1m3p9dYLNYVBSGcNssdDRbJa6Dt8hgYEQQohed9DRfgaNjLDwi2xm3FdCNJwmEyeFBAZCCCG6x2o3yMrWiMUU4tHurYaIRRSCPhOuHI38A+J0tFhwuRMoioloWO2DvAbi+2SmhRBCiF2mqgZHn9HB/7uvhiNP9mxJeLQLDB0+eT2Xu6+p5qNX8tB1hZFjQ1x95ybOubqZ7FxJapAOpMdACCHELlNUGLpXmKFjwmxaZ0t2FuzyBESFjSsdbFzpoLAsRiKukFeU4JApPrJzNd5+roCgf8uD6Ro91oNgGKAlFHQNVBOYTAaaDkiPhQQGQgghet+SOS4eu7Wc4fuGOWZ6B6XVMc67rpFIKNmRHQmpfPCffGpW90zJ5k1rbTx1VymuHI3jf9JGLKLy3r/zadjY+5M5040EBkII0S8Y3/tv7z5vqs+jN5dBnnSihyNP8ZBfHOe4s9rZ/GTedjOLvnBRs3rzgTq1LWipt/DeC/kM3SvC7x7bgN2pM+/jbAkM2I05Bp9++iknn3wy5eXlKIrCa6+9tsPb/vKXv0RRFO67776ttre3t3PuueeSk5NDbm4uF198MYFAoLtNEUKIASM7V2Pq2e0c/5N2ls938t9Hi9i4omfOpr/L4dI5ZnoHZ1zaQkUPZAbctMbGK48X8eJDxbz4UDFvP1dAR4sZm13niFM8nPnLFgaPiaT8eUuq4px6cSuHTPHx2Vu5vP5UIS0NsmQRdqPHIBgMMnbsWC666CLOOOOMHd7u1Vdf5auvvqK8vHyb684991waGhr44IMPiMfjXHjhhVx66aXMmDGju80RQogBwV2Q4LSLW8krjnPnFYNY+LmrV5ILZeVonHh+G2MODHUVRUqlDSvtbFy1JcCpGBpl1LgQw/YKc9xZ7cSiKt52MxuWO1L6vOWDo/zkqibamizcfvkg6tba+m2yplTrdmAwbdo0pk2b9oO3qaur48orr+S9997jxBNP3Oq65cuX8+677/L1119z4IEHAvDggw9ywgkncPfdd283kBBCCJGc+Kd0Tvbr6WV9rtwE+x4STKYNLkyga7BsnouW+i3pl9csdaRgZEPZ6oAc9JmY+2EOdets7H1QkOw8rVsrH3ZVR7OZz97ORQH2OzTAoJERls7JwtvWe+ml01XK5xjous7555/P9ddfz957773N9bNnzyY3N7crKACYMmUKqqoyZ84cTj/99G3uE41GiUa3dGH5fL5UN1sIIcR3FJfHueCGBiqGxDBbDSIhlbeeKWD2e+6u2yQSSsrPsj2tZp6/rwR3QYJf31PLPocEU/sEnTautvP4reUMHhXhuntqsdl1/nZ1tQQG9EAegzvvvBOz2cxVV1213esbGxspLi7eapvZbCY/P5/Gxsbt3ueOO+7A7XZ3/VVVVaW62UIIIb5DUQ2sdgMUWLvUwZLZWbQ2WIhG1K4/LZH6Us+GoRCPqsQianIpoWpQNSLC2Il+SqpipGrypaErxCIq8biCxapjteuoqowlQIoDg/nz53P//ffz1FNPoaSw7+emm27C6/V2/dXW1qbssYUQQuyYv8PEs3eXcM+vq1i50Nnrz28yG5x4fhs3PlTDxGneXn/+gSilQwmfffYZzc3NVFdXd23TNI1f//rX3HfffWzYsIHS0lKam5u3ul8ikaC9vZ3S0tLtPq7NZsNmkyUkQgjR23RNwe8x42nt3S52XYOmTVZqVtspKImTVxTH7kx9ZsR4VKFuvY2sbI3cogSDRm27AsLXbqKjxUzqF22mp5QGBueffz5TpkzZatvUqVM5//zzufDCCwGYMGECHo+H+fPnM378eAA++ugjdF3nkEMOSWVzhBBC9FOhgIkXHighJ1fj3OsaOez4nuktaNpk5ZHfV5BfHOeMS1qpGrFtYPDBi/n897EiDL1HmpB2uh0YBAIB1qxZ03V5/fr1LFy4kPz8fKqrqykoKNjq9haLhdLSUkaNGgXAmDFjOP7447nkkkt49NFHicfjXHHFFZx99tmyIkEIITpZbTrOnC0z8l1ujaDPhKIYxOOZf+aqawotdVY8LTpBn6nHniceVWnYYCMSUlFNxnbrNbgLEuQXJ4iEVIJ+NePTJnc7MJg3bx5HHXVU1+XrrrsOgAsuuICnnnpqlx7j+eef54orruCYY45BVVWmT5/OAw880N2mCCFExhpzYJAfXdaC1ZY8TfV1mHn9yQJaG6xsXCVDq6kW8Jh47p4SXDnbdguMGR/khgc2suhLF/99tJhYRAKDrUyePBmjG+tTNmzYsM22/Px8SWYkhBBdDMwWA9N3fpHzSxKMHBvC5kgeqOrW2ZLJgFamNtHP96mqgcVqYLUZqJl9/NtKPKaydul3J1du+UxG7Bdi5P5hWhqsA2LlgtRKEEKIPqaocMTJXg46ekuOlvYmC4/fWo6mJY/OoYBKay+k7B08OsJJF7RSXBHHXZgg6O25bvx0pqhw5CkeDjzKT2ONlQdvrKSp1kI8mvJV/mlHAgMhhOg1RnLOwPfOxFUVhu8bYvJpnq5tn/wvl2f/XkIk1FsHZgNFhcKyOIef5CU7N4FhKPg9pl4v27QjipI8YGMYnYmVeq5LQ1Fg+L5hJp/m4ZXHi/jk9dzOMtA99pRpQwIDIYToJXnFCY45owN3QWKb64J+E/+6vazrcu0aG/F4752djhwb5rBpXiqHRrE5dNqbLMx8JY+mGivNm9KjuNC4I/zYnTorFjiZ/b4bPfWrF7sYOsz5IIf2Zgs2u87PftPAumUOPnvTTSLDJ39KYCCEEL0ktyDB8T9pp2rY1kviNF3h//5UxiuPF33vHr13ABoyJsyZv2jB0jnZsbbFxjvPFVC/IT2CAkWBfQ4Jss/BQd56roA5H+agaz33/hiGwsIvXCz8wsX0X7Rw7rVNfPqmm9nv5ZCI99jTpgUJDIQQopdFwirzPs6hrSn5E6zrCmuXbp5U2JdnowZNm6ws+CSbuvW2zmWCfXt2rOsK33yWTTioMnpciFFjQ7347J0VqwYYCQyEEKKXBX0m/vevQr79OqtrW7JbvO+7qGtX23nqzlJ8HeYe7arfVVoCPn4tl0/eyOX86xoZ2auBwcAkgYEQQvSQ4ooYw/YJdy1xc7k1ls93omsKnlZzZxGivmRQNTxK9YgIw/cNo6jJyXWapvRoN333KBg6aIaB3plioLQ6xmHH+2ipt7BqsROth8f869bb+OIdN+1NFg4+xk97s5mVC50Zu0JBAgMhhOghex8c5Jd/rMNiTwYGtattPHBjJfXrbUQj6XFQmTDVy9lXNmO2GpjM/aPbfOyEAGPGhfj642zuv6GKYLwnV24ozJuVzeLZLg49zstlt9Wx9lsHf7+2io6W9PgMU00CAyGESCmDgtIEReUxcvIS1K61Y+484NZvtOLvMBMO9m1uAEUxKKmOkVeYoHxwDGe2hrfNzPpldmpW29KgJ2P7WuqtLJ+fRV5RnNKqGHaHjqL0fDCTiKkkYtDRbKFmtQ1/h4mhe4XpaE1Qt85GNJxZAYIEBkIIkWKHHe/lR5c1M29WNvf8uop4LHmgTcQVfO19/7NrMhuccG4bR53uIStbQwEWfeniqb+WEfSbCAfT8EBnwKdv5DJvVjZHn97BT69v7PUmLJuXxd+uqWb43mEu+m0DAa+JB2+qZNNae6+3pSf1/R4qhBAZJitbo7gijtVm0FpvIZZuY9EKZOdqFJfH8HtN1G+00VhjpbnOQqIXcyd0j0LQZyLoMyWTLvXBqEc0rBINWymrjpFfnMBqT6ZNzjQSGAghxABlAJ+9mcvbzxXgbU+HyZAiHUhgIIQQA4Vi4HDq2J06VlvyTLe92cLqJY6MLyUsdp0EBkIIMUA4nDrTf9nC6ANCDBoV2fkdxIAkgYEQQgwQJrPBqP1DXVUcB0JBINF96TrLRAghhBB9QHoMhBAi4yW7BhTle5ukx0BshwQGQgiR4VxujcNP9FI6KEb5kCiapjDvo2xWL3GyeHaWBAhiKxIYCCFEhnO5NU44r40RY0MoQDyuMPt9N+/MyO8MCmRFgthCAgMhhEgBRTEYPS5E9YgIJrPBey/msWxeFlq6FCNSkpkXF8920VRrZdNamyxRFNslgYEQQqSAaoLJp3o44fw2Xn6siId+V4mWUNASfd2yLaIhlTeeLmTeR9mSzEjskAQGQgiRIiazgdWqJ7vrowpGH5+RZ+VoDN0rTGl1jKxsDQPQ4grxmCxIEzsmgYEQQmSo8sFRLrutjuLKGE6XTiggAYHYOQkMhBBiN5gtOiVVcWwOHQCTySAWVVj7rYP25vT4aTWZDVy5GnanTsNGKx0tFoJ+CQ72VDiosmGlHS2hUFwZxzCgeZO1z8tpp0p67L1CCNHPuAs0LryxgaF7hQHQNIW3nyvgL78Y3GfV/3bE02LhX7eXsW6Zg/YW+dnfUzWr7dx/QyWlVTF+fGUzjiydx24tZ/m8rL5uWkrIHiKEELvBZDYoqohRPjiG32MiFFDxe0zUrbf1ddO2kUgoNNdZadiYfm3rj2IRlcYaGxarQX5xnNyCBHa73tfNShkJDIQQYg9Ewgr/fbSIJV+5aKix9nVzhNhjEhgIIUQ3KKqBza5js+vEoypBr4n1yx0sS6NuZJPJwGLXsTn0rdMgC7ELJDAQQohuKK2KccalLTiydD56JZeOFgtrlzr6ullbGb5vmJN/1kpReYycvAQdLZa+bpLoRyQwEEKIbRgoCijbmcCfk6cxfrIfVYXXnypk1UJn7zdvJ/JL4hxyrA9XjoaiptEsyEyhGKhqMqmVritoupJR5SYkMBBCiO0YP9nP+CP923TFx2MKbz9bgN9joqUuPc/EN6yw8/RdpVQMjXLsj9r7ujkZp6w6xpQfdWCz63z0ch5Bv4m6dZkzsVMCAyGE2IoBCowZH+L0S1q2CQxWLXLyl18MorEmfQ8EDRttvPm0ldHjQkyc5u3r5mScwrI4J5zbRsBn4i+/GMSGFek1lLSnup3p4tNPP+Xkk0+mvLwcRVF47bXXuq6Lx+P85je/Yd999yUrK4vy8nJ++tOfUl9fv9VjtLe3c+6555KTk0Nubi4XX3wxgUBgj1+MEELsCdVkMH6yn+mXtmAY8PJjxfz30a3/Np8hprPywVFOubCVo0734HRpfd0c0c90u8cgGAwyduxYLrroIs4444ytrguFQixYsIBbbrmFsWPH0tHRwdVXX80pp5zCvHnzum537rnn0tDQwAcffEA8HufCCy/k0ksvZcaMGXv+ioQQYjeZTAaHn+TluLPaef7eEv75lzK+P3hsAEaaL1kfNCrCT69vJCtHR1UMAl7pHBa7rtt7y7Rp05g2bdp2r3O73XzwwQdbbfvHP/7BwQcfTE1NDdXV1Sxfvpx3332Xr7/+mgMPPBCABx98kBNOOIG7776b8vLy3XgZQgix63LyE+x1YLArnfFmqgr+DhOfvZnLxpV2dA2g/6z3Kx8cZfi+YUYdEMJqMwh4TCyb56Sx1obfk969HP1BUUWMUfuHyCtKMP+TbHwdJoK+zHtfezyM9Hq9KIpCbm4uALNnzyY3N7crKACYMmUKqqoyZ84cTj/99G0eIxqNEo1Guy77fL6ebrYQIoOVD47y85vrKSyLb7U9HlP51+1lPH9vCYl4/wkINhs7McDPb67HajOw2HQ2rLTzf38pp3mTlVi0/72edDNq/xBX3L6J9csdPPCbStqbLRn5vvZoYBCJRPjNb37DOeecQ05ODgCNjY0UFxdv3Qizmfz8fBobG7f7OHfccQe33nprTzZVCDGAqCrYHQaqCWpW2YmEktOtEnGF1kYLkVD/PAs0mQ3sTp2Q38TqJQ7WL7cT8JiIhqVw0p4oLItRWh0jryjB+uUOalfbCPgy933tscAgHo9z1llnYRgGjzzyyB491k033cR1113Xddnn81FVVbWnTRRCDHAdzWb+dXsZG1bau7ZlQtfwqkVOHvl9Ob4OMwFv/389fcvgkCk+zrm6iW8+y+aBGysJ+kwZ/b72SGCwOSjYuHEjH330UVdvAUBpaSnNzc1b3T6RSNDe3k5pael2H89ms2Gzpe/SICFEenO5E+QWJrouuwsSNNdZiIRUWuottDelZz6C3RWLKHQ0W9J+9UR/YXfqFJQksNp1OprN/bZHaVelPDDYHBSsXr2ajz/+mIKCgq2unzBhAh6Ph/nz5zN+/HgAPvroI3Rd55BDDkl1c4QQgoOO9vOjy5pRO3/P69bZeOrOMtqbzTRvksJHQnxXtwODQCDAmjVrui6vX7+ehQsXkp+fT1lZGWeeeSYLFizgzTffRNO0rnkD+fn5WK1WxowZw/HHH88ll1zCo48+Sjwe54orruDss8+WFQlCiD2nGDizdCy2LesM84ri5BUlUE3JbS11FurW22hrzISeguS8ApvDwJElRZNSx8CepWOzJ9Mfe9rMhPwmDCPz3+BuBwbz5s3jqKOO6rq8eez/ggsu4I9//COvv/46APvvv/9W9/v444+ZPHkyAM8//zxXXHEFxxxzDKqqMn36dB544IHdfAlCCLGFxWpw8s9a2X/SlqRpqxc7uPuaqq4f9YDPhK8jQ7qDFTjyFA+TT/VQVB5HldoIKaGocMz0Diad4GXlQid/u7qa9iYz8ZgEBtuYPHkyhrHjHe+HrtssPz9fkhkJIXqEqsLg0RHGHe4nkVDQNYV1yxx883k2upZJP+oGZouByQxVw6OMO8KPpinEYyrxeGYV9ekLigJVw5Lv67plDhZ+5kLXM2n/2TFJhyWEyEiGAV+84+brmTnUrLanfbbC7jJbDI49q4O9DwoyfN8wAEu+cvHRK7k01liJRQbGQUykngQGQogMkSx+pCjJc2VdV1i92MkHL+XRn7IX7irVBPscHGTKj9oxjGQgVLPGxof/zUdLZN7rTeosh92jL2/zfvSd9NcDrPtFAgMhREZwZOkccYqH0uoYm9baeOZvpSydk9XXzepxhgELPs1myVcuVi92oGdYz8gWBgccHmC/wwIM3yeMqYemiJgtBhNP8DJkdISg18TTd5Wx4hsnuzBKnjEkMBBCZAS7U+eYMzoYdUCI+66v4uNXczuvydSz506GwuIvXfz7wc0ZZTP09Sqw76EBzrmqKfkKe+hlmq0GE6d5mXSClyf+VM6rTxRuacAAIYGBEKJfc7kTjD/Sj7swwerFTtYvd1C33kam/ZBn5WiMP9JPdl4yUZPZbFA5LPK9W2XWa96RjavtfDs3i3XfOojHUpuWWIsrLPg0G3+HGUeWxok/bWPdtw6WL3DCAFiqCBIYCCH6ubziBGdf1Ux2rsbfr6li8VeuzqqImSWvKM6Pr2hi8OgtwYCaISsuu2vZ11k89sdyYlE15Z91PKbw/ov5fPSKwYU3NnDutU288ngRK79xog+Q4QQJDIQQ/YBB+eAYVSMi25wTu9wa6751YAAdreYMnngHJnNyDBxILsP81k5LvbWzhyQzKarBkDERiitiVA6NogBF5THGH+mntdHCmiVOtMROH6Y7z4iuQYLkBESzxRhwAZgEBkKIfuHgY3yce13TNgl86tbb+MdvK9m01pax1e62JxFXePu5Aj55PZdoJHNft9lsMO0nbRx9RgdWW3LFwNiJAUaPCzFvVjYP/KYqIwpfpRMJDIQQacygqCJOXmECe5ZOwwbrNsPojTVWfO0mQhleMCgWVdmw0o6uQdmgGCazQSSsEvBm1s+4xaZTPiiGzZFcXmG2GhRXxnC5t4wZWKwGFquGw6l3LU9NFUU1KK2KkZOfIB5TWLnQSUu9ZUCtWMysPUoIkVFUExx3VjvH/bidWf/L447LB22zbCwRV/C0Zv5PWVujhSduKyO/OMFlf6pj+D7hvm5Sj8gvjvPzm+upHtk5l0IBd17vTRqx2gxOv6SFg47289YzBdz+y0EEfaaMS5D1QzL/2ySE6Ndy8jRKq2OoqkFjrRVjgKSl/T4todDWaCURV4ll4NCBxarjLkhQWhWnpDpGcUUcb7uJWETF15GsbZHl1nDl9HyQoChbOqYMY+Cll5bAQAghRJ+rGh7lZ79poKgiTklljFBQ5d8PlLB8vhNIHqxPOK+NqWe39+iqzFhU4dUnipj5ch4Tp3n57aMb+PiVPP73ZOGA6TWQwEAIkdaiEYWA14RhJNfyx6Mq0bDCQFmzv5miGtgdOlnZGiZz5p3DWu06pYNiFJTEScQV/B4zG1baWbmwM3ulksx8GPCZsFgNbPaeOUobukL9BhuNtVYmTPVROTRKYXkcV45GbIDsexIYCCHSlq7DR6/ksXx+FkNGR/j1PbUs+SqLN54qHBDlb78rvzjOWZe3UDEsyqCR309s1P/VrbPx6B8qug748ZjChhX2LTcw4PO33WxYaWf8ZD8nnNvWo+3Rdfj41VxWLHAyeFSE6+6p5du5WfzvyULi0cze9yQwEEKkL0NhwwoHG1bYqRgS5aCj/ISDKhabgaYZncltMvtHejNHls7YiQGGjElOOsy0pZl+j5kFn2T/wC0UatfYqV1jJ68ojq6DoiZzO6imHtgXvrPvlVbHOPAoP9GwitVmoCUye9+TwEAI0S9887mLSKgcl1vjwhsbqF9v471/5xMKZPYyRbFjg0ZGuOimBurW2Xj3hXx8HT1xSFNY9KWLx/5QTlaOxs9+00DDxuTzZeoS2cwKOYUQGUph7VInbz5TSNMmK8f9uJ0JU73YnANkNtj3Zd4Ug91SUhnj+J+0MekkD87snlutsO5bB28+U0hjrZVjz2rnsOO92B2Zu+9Jj4EQQvQjkZDK7Pfc1K23bT0GP4CsXerkPw8VUzU8yqHH+vq6ORlHAgMhhOhHIiGV917MZ+Fnrm2SPQ0UKxc6WLXIwcFTfIw7wt/Xzck4EhgIIUQayy2Ms+8hQcoGfyctsJ5MvDNwKcmgqDMwyslLMHGal8YaK0vmuPC198yhranWyqzX8oiGVQ6e4utaGROPqiydk0V7s6VHnre3SWAghBBprGJolItvbqCgNI7FYuBtz8wJb3uipCrOz37TSNMmK3deWd1jgcGqRU7WLXOw14FBrr27lryiZFlHT5uZv19TJYGBEEL0HoPiyjjlg6Pk5CdY8pWLjavsJAZALgNVBatNR9dg5bcOWhqs+D0SHAB4280snu2ioCTO4DERXDkaow8IYXfq1Ky0401xgKBrCjFNwdtmZuVCJzmdNRwiIZWyQTHAT+0ae78PECQwEEL0C4ce6+Ocq5v4+qNsHrixkpBfJZihy8W2p73Jwj//Us6GlXZCfllQBrBmqYP7rq9i+D4hrvnbJgrL4lxwQwO+djMP31zBvFk5PfK8tWuSpb43lwDPztO4+LcNDN07zP/9qZxP38jtkeftLRIYCCHSmEF+cYKc/AROl4a31Yyn1YynxUwsmtkHx6xsjYKyOKXVyRLLmqbg95h6rJu8P0rEVLxtKq2NFmpW24hFFYrK47gLElhsPTczMxFX8bVv2f+0hIKnzYyv3UxOfoJBo8J4Wiydwz79r1dL9jAhRNpSTXDcj9s55swOvnzHze2XDyLoNQ2IdMh7HRTkghsayclPkJ2r4ffIz/WONGyw8Y/fVVJaFeMXf6ynqDzWq88f9Jt4/t4Sst0aJ/60jVN+1sqrTxTxzoz8Xm1HqsieJoRIO4pikJWjYXfq5OQncOVoRMIqtattGTob38Dp0rF/J2FTcUWMquERTGYDX4cJb5uJRCITX/uei0VVGjbY0DWFaERBUcHl1sgrjhPym3o8fbSuKbTUWfG26iTikOXWcBckyC9OEAmrnUM//eezk8BACJF2rHaD0y9pZZ9DAsyflc0dlw+iuc6Ssev2FRWOObODI072dG3LLUhgtRlsWGnn+XtKaK630lLXvye19Ra7Q+fMXzZzzPQOXvtnIV+97+6V543HFd58upAv3snlgEl+bnp4I1+86+b1Jws7ayv0DxIYCCH6jGoysFgNFGXrI74jS6dqWIQR+4b57M1cFs929VELe1ry9VusBlXDI+w3IUAirpCIJ88uY1GFjmYzy+Zlzhr5nmToEIuoxGMKVSOiVA6L8tX7Odid2nfe1547czf0ZKGnTWsNDpzsY78JATastKP0n84CQAIDIUQfGjQqwik/a8WRtXXeeU2DFQudfPGum7VLHH3Uup5nsRmccF4be40PMWyfZNXEBZ9m8/Greeidb4m31UzAN3BWX+wJX4eJfz9QTFF5nJN+2sawfcMcM72D0eNCfPmum0/fdEudiV0ggYEQos8UFMeZeIKXnLxEcu5A5492KKDy5btuvng7t0/bl3oGyneGuy1Wg30ODnLEyR4MPTlWXbPaxqzXctH1fnaamQYiIRPzP8khK0fj4Ck+hu0TZsTYECPHhmistfL5224M3egckuqJ99dAUZKTZgF0XfmB4a+t94WdPGwPtnlbEhgIIfpce5OFmS/ndSWkScSUjCwQlFecYMr0DtyFyYx5ZovBkDFhDF1hzofZLJnjYvUiZ8bOpegtsYjChy/ls2KBk8OO9zFmXJD9JwawWBpYtcjB52/noiVS/7wmM0w60cOIfcNEQir/vL2MtUsdXb0/35Wdp3HM9A4Ky+I7fdzaNbbOVMwSGAghBghPq5l3ni+gfoO1r5vSo3ILEkw9p52q4ZGttuuawqIvXbzyeFHnFukt2BPxmMqX7+ZgtmRTUhVnzPhg198H/8ln9ntutB5Y4WEyGxx8tJ+jp3fw1F9L+e8jO/48XTkaU87sYMR+oZ0+7tcf5fDlu+4eX12xWbcDg08//ZS//e1vzJ8/n4aGBl599VVOO+20rusNw+APf/gDTzzxBB6Ph4kTJ/LII48wYsSIrtu0t7dz5ZVX8sYbb6CqKtOnT+f+++/H5crUCUZCiF0jB0R5D1JFQddh0RcuEjGFkfuHGDM+SPWICCdf2ErDBhvzZmUTi6TuYKslFOZ/ko3fa8JsNTjt4tYd3tZkNlj4uYtv52bt9HGjYYVjz+ygvcXM1zNzejzjZ7cDg2AwyNixY7nooos444wztrn+rrvu4oEHHuDpp59myJAh3HLLLUydOpVly5Zhtye7Bs8991waGhr44IMPiMfjXHjhhVx66aXMmDFjz1+REEIIAegafPaWmy/ecfPjK5oYMy7IyLEhhu8b5pvPXCydm5XiwAA+fi2XT99w89P/18i5f2ja4W0bNlq584pBrFm688m1B0728+t7a2ius7LyG2f6BQbTpk1j2rRp273OMAzuu+8+br75Zk499VQAnnnmGUpKSnjttdc4++yzWb58Oe+++y5ff/01Bx54IAAPPvggJ5xwAnfffTfl5eV78HKEEOnLoGpElEEjIl0nxfnFcebPyqa92UI4lLkpjnML44zaP0TF0CgOl0YsorJigZOAz8SI/UIUlCYYsleESSd6qVtnY/0KO2RkIqfepmDooOkGNavsfP52LiVVMYbvEya/JMGhx/poqbewYoGTcDAVB9vO5zNgw0oHX7634/wJHc1mfB0mdG3nn3Nbk5m5M3PQEgr7HBKkcliUFQucPZYNM6WPun79ehobG5kyZUrXNrfbzSGHHMLs2bM5++yzmT17Nrm5uV1BAcCUKVNQVZU5c+Zw+umnb/O40WiUaDTaddnn86Wy2UKIXjLhOC9nX9ncta570WwXD99cga+957PT9aVBIyNc9qd68grjWB0GnhYz//5HMeuXObji9k1MnOZl8qkeJk3z8vpThWy4s1QmIKbYVx/mMP/TbI4+vYNf3lrPoJERLv9THetX2Pnb1dWE16fuLNww4LM33cx+f8dFnDbnXNgV65c7ePjmCgaPiXD1nZtQTQZ/v6aalQv7QWDQ2NgIQElJyVbbS0pKuq5rbGykuLh460aYzeTn53fd5vvuuOMObr311lQ2VQjRw1STQcWQKNm5W1K+bc7kt/kcqWG9laDPRCSUmev03QVxygbFGLJXhOzcBCiw7ls7LfVWOpotBHwmNqy0k1ecoKQyRkFpHItVR0GW26eWQiKmkIhBc52V5fOd5BYmqBgaxe7UUZVUv9sK8ZhCPEUlG3RNIRw04Ws3UbvGht2pUzY4CopB/XpbynsO+sWqhJtuuonrrruu67LP56OqqqoPWySE2BlHls5Zv2rmgEkBIHmge//FfO64bFDXbWIRlVAgc3sK9psQ5MKbGsjK0XC6dOrW2XjsjxVsWmfD32EiEVd47f+KeO+FAs65uolp57b1dZMz3uLZLtYvt7PvoUEu/3NdXzenW5pqrTxySwUFZXEuuL6RksoYj91azryPU1teOqWBQWlpKQBNTU2UlZV1bW9qamL//ffvuk1zc/NW90skErS3t3fd//tsNhs2my2VTRVC9DBFMXDnJygsj+FtMxP0m/B7TLTUW+jPM+8tVp284gRm887PMkurYxSVxzF0aK6zUL/RSnOdhfamLemNfR1mAj4jowOkdBINq0TDVrxtUQw9mWSquDJOPK7Q0WJJ6WTEVEvEVdqbVUwWA1dOsiy3zb6dJAl7KKWBwZAhQygtLWXmzJldgYDP52POnDlcdtllAEyYMAGPx8P8+fMZP348AB999BG6rnPIIYeksjlCiDSgJRTefr6Az99y05EB+f7LBsW4+OZ6Ckt3npgmO0/DYjFYsdDJU38tpa3RQltT/38PMklxRYzLbqujud7Cv24vY+1SZ183qc91OzAIBAKsWbOm6/L69etZuHAh+fn5VFdXc8011/DnP/+ZESNGdC1XLC8v78p1MGbMGI4//nguueQSHn30UeLxOFdccQVnn322rEgQIgMoqoEzS8fl1ohFVXwdZurX2fr9D67ZomPP0skviTNkdISi8jjhoLrTRDl+j4m2Bgvrljnwte/8J9dmN8jO04hFlORKDVmd0CMScQW/x4TZYlA5LIrLrVFQkqB5U4JwSCURS9+eA0OHoF8l4DFhsRpk522bxjEeU4gEd6/cc7cDg3nz5nHUUUd1Xd489n/BBRfw1FNPccMNNxAMBrn00kvxeDxMmjSJd999tyuHAcDzzz/PFVdcwTHHHNOV4OiBBx7oduOFEOkntzDB2Vc2U1QeY8Gn2bwzI5+aVf0/vfGwfcKc+csWCkrj5BYmOgv2lLBp3c6HOb3tZkL+XTvQHHiUj5LqGItnZ/HaE0XEohIY9IQNK+w8eFMlVcOjnH1lEzn5Gj+5pom2JjOvPlHE0jnpm3DP127muXtKyS1McMDhfqb8qGOb2yz8wsX//llIPNYLgcHkyZMxfmAdjaIo3Hbbbdx22207vE1+fr4kMxIiwyiKgclskJWtMWr/ECVVMd55voD5s1I7Maq3qWrydRWUJBh3uJ+sHI1EQiHoM/Ht11msWpSCnhAjOfM8HlUoKo9TWhUj6FNRTbI2oaf4Osws/Dwbb5uZwE9NuAsSjD4gRCSs8PlbuVisW8buNU1B1yBd5sbEoirL52fhdGkcdXoH+0/0b3Mbb5sZq91A141u14XoF6sShBDpr6Qyxgnnt+HI0pn1v1z8HaaMKIS098FBjjq9g9LqGDaHTnOdlbeeLaCx1krTptTUdtAN+PxtN5vW2hh3pJ8jTvKm5HHFzrU2WHjuntLk/nteGyVVMY4/p42xEwNdt1nwSTafvelOu9wSsajCO88XsOCT7G2ucxck+PnN9WxaZ+Od5wvoTvofCQyEELtp619Jd2GCI0/xYOgK77+Yz+rF/XtOwebXVzUiwnE/bsdiMTBIDgt88noujTUpXCllKKxYkMWKBVk4szUOP1ECg97i95j57M1cCkrjHHqcj/IhUcZODDB2YiDZP6BA0Gfi87fSLzBIxFW++ez7QUGykcdM7+An1zSxfEEWM1/OAwkMhBA9beTYMAce5euqPQ/wwUv5BDymDJh5b7DfYUH2OzTAiLEhTCbYtM7GF++4adhoI+DNzIRMA1kooPL+i3ks/CI5t0BRYPyRfsaMD/Zxy7rDYO+Dg+w/KYCiwEuPFNNYY+2chLjryxolMBBC7JaR+4c495omTJbkGcrKb5zcftkgmmozoHSyAmMPC3DuNY2gJA8SdetsvPRwMX6PBAWZKBxQef/F/K7LJjNkZWv9LDCAvQ8Kct61TXz8ai73/6aKaHjzvAgJDIQQuyGvKM7YiQG0hMI3n7uIhVX2OyxAXlGCZV9nUbfeysixYYbuFSbbrfHBS/ld87GaaqyEAybSZYLW7lBVg70OShapGb5PCEWB2jV2ls13snapg1h095Z/7Y6y6hjHntVB0yYri75wZXQtifSw9ef63Un2Q0aHmXpOO/UbrCyd49rpEtW+pCgkX0pXXu1eWJUghMhcZYNjXHhjA+FgMid7R4uFUy9qZe+Dgjz0uwrqN1g59DgvZ13ewjsz8nn0D+VdP5KGAYk0/sHcFSazwdFndHDcWe3JIRIFln6dxWN/KCcWVbs9u3tPjNgvzNC961g6x8WaJQ4JDPrQAYcH2G9CgE/fzGXlN060RGb3GklgIEQvM1t0huwVIScvwcaVdlob+r7rPa+4M2lPRYxVi5wkEgrD9g4TCUdpqbew5Kss3AUJDjwquSxq4RcualbbiUXVXSob25+YzQYWq0Hdehv1G2ysX2bvDAp653U21lr5+uNsCkvjDB4TIa8ozv4TAzTXWVi71JGi8sBiZwwDalbb+fqjHEqrYlQOTya1Gn+kn7am5GcRT8MkSA0bbcz7OLkM84DD/XS0mFm7zEEiuvP7bqYYP5SUIE35fD7cbjeTORWz0t8nOYmBxpWb4Kq/bmKfQ4I88adyPn4lr6+bxITjvVx+Wx21a2w8+scK7A6dy/5Uhzs/weO3lbN6kZPzr2/ksKleXnmiiLefLSAWVYiEeq9rvTdYrDpX3rGJ485u5z8PFfPfR4p7/XVabTo2p87EaV4uu60Os8UgHFTZtNbOPb+uyohkUf2Dgc1hYLXrnPKzVs67rglNg0jQxLfznNz7/6rwtKTb8cfAajewOXQmHOflghsaWbXQyX03VNHWajCL/+H1esnJ+eHcItJjIEQvsVh1Sqpi5JckKCyNk5ObwGpNfQGUnTO6svdtlleYoK3JQmuDBW+biahTpbU+WVDG02rG12GirdFCc52Vjubk5UwKCLYnGlb75HXGoiqxqEpLnYW13zrILUgk95viOINHRVBVg6Zaq/Qc9DiFaDj511hjZe1SB9n5CYor4hSUxBk6JkJrrkZjjbVz7kk6UIhFFGIRlURCITtXw5mtoajdO/+XwECIXpJXnODnNzcweHSYvKJeHKz+HkWFY3/UwXFnt3dtW/pVFvddX0nAa8LvMRP0GTz+p3JMJoOOFgvxuMIbTxUw8795nQdL0dOWzcvib1dVM/qAEL+8tY6C0jiX/L6e9iYzj/2xgmXzsvq6iQOEwlcf5LB8fhYHT/Fx0U0NVI+McvVdtWxaa+PhWyqoW5dZvTgSGAjRxcDl1nBk6YQCJoK+1HQfm606OXkaBSVx7E4dsxn8HWYSCQWL1aCoPEbQb+rMpb/7z2dz6GTnJojHkme6qgo5+duWB1ZUcLk1rNYt22MxlYYaK9FQ8qCvawotdVvPffC0WvC07nbzRDeFgybCQROFZXE0TcFsMSiuiCWHGnqg1K7YsaDPTNBnprEmWTY7O1ejuCJOLKpisfa70fidksBAiE5q55n0ESd7+OjVPN58uiAlmc4qh0b56fWNqCZ469kC2hqT45KqyWDSCV6Onr6Rd2fkb7WGenfse2iAsy5vZv1yB8/+vYTsXI0LftNISUVsq9sZBsz5MIfbLxvUtc3bbiKexnXohUgHy+Zlcfc11QzfN8wF1zf2dXN6jAQGYsBQTUbyTGsHJ+Umk0FxZYzBoyMUV8RwZuvEY8kxu52fySdnsputBol4shiOyZycSOYuSFA9IkosorBpnY31yxxAsifhyFM9DO4s4evM1rcJRHQdYmEVo6v0bnJykcm8bcSSXxxn0KgI0YiKy62Rk5+galiE8sGxbR5z1v/yWDbPuQuvS/Q1TVMIB1XCQRWbPfPOTvsTX7sZX7sZS+f3PFNJYCAGjCGjI5z28xYcru13wxo6rF3q4O/XVVE1PMq1d9fy7ddZvPl0wU5LlyoKHHGyhwnH+/j6o2w+eDGfEfuGOPnCVqIhlRceKMbTaqb5O0V3tITC+//OZ9EXLoaMjnDdPbXbPG7DBisvP1aEpzXZy2BzGJxyYSujDghtc9umGisP/a4Sd0GCC25oJBZR+d+/iggFtu4JMAxYv9yBBAX9w6a1Nh77YwVlg6Oc+YsWrDKMIHqYBAYiYymKgfKdY2J+SZyDjvaRk6dt9/aaprB0Thafv+Vm+i9aOPQ4L/GYgsWWj6b98JmaqhoMHh3hsKle2hrNmCwGheVxDpniY+NKBzPuL9kmX4GhK6xe7GT1EgeDRyXv+31rljh4Z0YBvo7k81ttOmPGBTn0uG0rosx8OY+vPshhrwODnHNVE55WMy89UsSmtZk1MWqg8bWbmTszh8phEab9pB2rXUc1GagmA0PnO71JorcYBmga6BppV1gpFSQwEBnKYNwRfg46xt91XhwNK/znoZLOuurbuYcBS+YkC6gs+tLFE7eV43Dp/PT/NSbTjP7gs4HfY+LxW8txZmtc/LsGoiGV5+8tpa3RQtD3AzP5DZg3K3u7hXksVoMTz2/rmkCo67BqkZPFs13b3LZmjZ1EXKFunY1n7y4lEk4uNRSZxZGlc+L5bYw7IsAnb+SyamF/r2LZ/zRstPHc30uJxxTam9Mtl8Gek18NkUG2Dt1HHRDitItaunoN5n2czZ1XFuNr3/luv2aJkzVLnEw+rYNzrmrC7vzh7ltdV/jX7WW89s9CTr0omQxl9vs5vPhQNSH/zpb3bSm5+30j9gvxu8c2UjYombYs6DNx9zXVfPmue4eP1lJv5Z0ZBTt9jeL7+sepn82hM/EEL9GwyrrldlYtdHReIz0HvaWt0cK7L2Tud0wCA5ERLDadg4/2UfadiXaqCv99tLjr93LTGlu3883Xrrbz6hNFmHeyJMnQYWXnmdvqJU7++2gRNavtO52bsDMdLWbeeT6f7M7hj1hEoW5936dQzjRWu87Bx/ioGBJl8JhIXzdnu/weM++/mEfZoCwOOdZHQUmcg4/xkVeYYOncLFYskMmkIjUkMBAZwWrXmfKjDg49dsvY+wsPFPOvO8q2jAEa3R8PXLvMzrrlpbt0W6OzktmyeU6Wz3fu1vN9X2uDhf88XLz188jcs5SzO3SOP7ud8ZP93c4S11u8bSZe/b8icgsSVA2PUlIR48iTPRx+open7yrtDAyE2HMSGIh+ze7U2PugIHlFCRprrHzyem7XdeuXOzrnE+zBWZShdP/gvjv32SFFAoHeoNAVEKz8xknDRhsbVqbbpM3kvhANqyz8woWvw8So/UOUVMZ3OgdGiO6QwED0a+58jXOubqZ8cJSHflfB/E+yu67L5HXGomdoCYUP/pPPB//NQ0vT/ScUVHn5sSIcTp3L/1xHSaWnr5skMowEBqJfU9Rk9TObQ0dLKERCksdf7D4DiMeUrtTQaclIJtBSFDpLQRuUVsfYb0KQ1kYL9RusIEsYxR6QHKhCCNGPKQoceaqHmx7eyNSz2zGlcUwj+gcJDIQQA5bZolNaHaViSHSnS1LTjWFAW5M5mb8ippBfEqekKkbV8AiFZbG0nUQp0p8MJQghBqy84gSX3NLAoFHJg2l/kogp/O9fhXz0Sh6nXdzKtJ+0ceCRfoaOCfPN59k89ddSwkHpPhDdJ4GB6JdMZoOsHA2XWyMcMOFpNe9xzgAx8FgsBmWDolQMjRLyqfg9JqL9pMqkYSi0NVppbzJorLHS0WLB5tCpHhmhuc5KXnECc4dB0GdC1+W7IXadBAaiXyofHOXca5uw2HTe+3c+zXUWalan2/Iy0V+EAyovPlTMim+y2LTW1tfN6RbDgE9ez2X5AicTpvo45WetjBwb4rq/17J+uZ3n7y3pKsIlxK6QwED0K6qaLG2ck59g+L4hDF3hhTU21iyW5C5i1ylqsky21a6jqJBIKKz71sHiL7etQZH+FBo22mjYaKN8cIxIWMWZrbHPIQGsdh2XWyPkNxGPKxjScyB2gQQGol8ZuneYE89vIxFXePmxYrxtZppqJUWw6J6yQTFOvbCV4soYReWxjOlqXzw7iwdvrGTU/iFOOK+N0uoYF/22gcYaK6//q5DG2v7VGyL6hgQGop8wUBQoKo9z+EkeNq21899HimnaJEGB2BXGVtkB8wrjTDzBS1FZDMMAb7u5n5RQ+mF16+zUrbMTCakc+6N2cnITTDzeS0ONjY9fzaOxtq9bKPoDCQxEvzB6XIhDj/Wh6/DSw8W0NVnwb6dMsRDbs9dBIQ4+xofauYSvsDROVraGr8PMR6/k0bDRSt26zDmbrllt57l7S6kYEuWo0zv6ujmin5HAQPQLw/YJ86PLmvn64xz+dnU1QV//mDku0sPI/UKcdXkzJtN3+gUUqFtv470X81n3bWZNXK1bZ+XVdYWMHhfi4Cm+nd9BiO9I+a+rpmnccsstDBkyBIfDwbBhw/jTn/6E8Z2qMoZh8Pvf/56ysjIcDgdTpkxh9erVqW6K6Gesdp1Dj/Ny8s9at/nLydN467kC5s7M6VyWuPlPiG7Y4a6TafvT1q/Hma1xxMkejv9JG8WV/Stfg+h9Ke8xuPPOO3nkkUd4+umn2XvvvZk3bx4XXnghbrebq666CoC77rqLBx54gKeffpohQ4Zwyy23MHXqVJYtW4bdnlmRu9h1dqfOiee3Me4I/zbXvTujgMdvKyceUzorJgohdlVOXoLpv2jB7zHR1mihWebmiB+Q8sDgyy+/5NRTT+XEE08EYPDgwbzwwgvMnTsXSPYW3Hfffdx8882ceuqpADzzzDOUlJTw2muvcfbZZ6e6SaIvKQaDR0YoH7LzsxSLTaep1srcD3O2uW7dMntnUJBJZ3WiZxkMGpVMdzxkTARFgbZGC2uWODqLD0F7syWjh6X8HhPzZ2VTUhVj1P4hTGZDSjRnNIOKoTGqR0TIK0wwd2YONattxKMqsOspv1MeGBx22GE8/vjjrFq1ipEjR7Jo0SI+//xz7rnnHgDWr19PY2MjU6ZM6bqP2+3mkEMOYfbs2dsNDKLRKNFotOuyzydjZv3F5gIvp17UutPb+j0mHr6lgqVfbbuWPB6XngLRPYoKR5zs4fSft2CxGqiqwapFTv7x2wrCgeTEVV2HaDhzA4OGjTYev62csuoY/+++GhlGGAAOPsbHedc28uV7bh76XQXhoNq5j/dhYHDjjTfi8/kYPXo0JpMJTdP4y1/+wrnnngtAY2MjACUlJVvdr6SkpOu677vjjju49dZbU91U0QsUwGpPpi9ub7bQvGnHGdgC3mRq46BfVhuI1LDadLKyNdpbLDRvsrNxlR2/x5zRwcB36ZpCOGAiFFDRNAWTCSqHRfC2mWjaZJWMiBnIatNx5uiYzAYh/+6l+E55YPCf//yH559/nhkzZrD33nuzcOFCrrnmGsrLy7ngggt26zFvuukmrrvuuq7LPp+PqqqqVDVZ9JK5M7N54f6SHSaT0TXwtctCGZF6X3+U3PdCAROxyMDtS7dn6fz4imaCfhPP/K2UWa/l9XWTRBpK+a/w9ddfz4033tg1JLDvvvuyceNG7rjjDi644AJKS0sBaGpqoqysrOt+TU1N7L///tt9TJvNhs2WOWuMB6pwwERznVXmCWzDwOXeUhDK22ECQ96jVAoHkmfIA3Xf0xIKbY0W3PkJcgsTZOVoOLL6V5lp0XtS3p8WCoVQ1a0f1mQyoevJnXDIkCGUlpYyc+bMrut9Ph9z5sxhwoQJqW6OEP3CEad4+N1jGznhvDZMMpIiUszTauaft5fx9+uqWLPE0dfNEWku5T0GJ598Mn/5y1+orq5m77335ptvvuGee+7hoosuAkBRFK655hr+/Oc/M2LEiK7liuXl5Zx22mmpbo7oYwYQDSv4PSZ0HVxujVhEIRJW5ax4MwUKShKM2C/EmiUOFNUgs9bU9w5FMbA7k2OrAKoKVlsmJDrec/GYSu1qOx3NMocn08UiKgGPiURcIcutoZoMIiGV7uT8Tnlg8OCDD3LLLbdw+eWX09zcTHl5Ob/4xS/4/e9/33WbG264gWAwyKWXXorH42HSpEm8++67ksMgAxk6zHotj5XfOBkyJsKv76nl26+dvPbPogE91itSLytH40eXtTBkTDi5QYGq4VGJscSA8tWHOdRtsFE5NMqVd2xi40o7Lz1ShNe764+R8sAgOzub++67j/vuu2+Ht1EUhdtuu43bbrst1U8v0tCmdTbqN1gpHxLjgMP9hAIqqknO5ESKKAYmEziydPY6KMh+hwbQNIXO0UviMQVNlrqKAUGhYYONhg02XNPbGX+kH6dLw2Ir7NajyBRw0aMUBQ473su4I/x4Ws089sdy6jdsTrghxJ7LL0pwwvltlA1KJjOKxxVmvpzspdpswwoHhsy1E2KXSGAgepSiwJjxIU48v41XnyjiuRkFA3ZmuEi1ZK+TKzdZB2DQyAgYEAmrLPw8m49flaV4W3T20MlXT+wCCQyEEP1ScWWcidO8lFZHcecnCAdVvnjHTf16GxtWynyl73K5NSad4KV0UIzywdGd30EMaBIYCCH6pdLqGD+6vJn84jgK0N5i4f0X81n0patbM7AHApdb48Tz2xgxNoRCMsW4EDsigYHoESazwd4HBSmtjhINK7z/Yj4rvnFiyA+2SBGF5FBV0Gdi0ZcumjdZaW+yyDLY7QgHTXz1YQ6b1tnY99AA+cUJ9jowiJZQWPutnbVLHcg4g9hMAgPRIyxWnanntDHpBC/P3l3KAzeWoGuKTAATKdfebOH5e0uoWWUnkZCD2/Z42028+GAxOXka191bS1GZj6PP6GDyqR5eeKCYtd86pJdFdJHAQPQYs8XAajMwDIhHFeSMRPSE5P6lEo/JSpcdMhQScYVw0GD1Igcmk0H1iAgFpXEqh0UZf6Sf1gYLNavsGNLjMuDJN0kIIQaISEjlpUeKufuaahZ+4UJRYOI0L795sIZp57Z3ZY0UA5v0GAgh+hWXO0FhWZyyQVE5kHWTYSjJUrxhlfr1NtYtc5BXmCCvKI4zS0ORzgKBBAZCiH5m74ODXHBDIzl5Gq4cDU+r/Ix1l6bBW88V8MnruZz8szZOvailr5sk0oh8o0RKqaqBKzf5gx2LqLQ2WggH+/+IlcWq48rVMHTwe8xoezDJTVENst0aFltyJqaigNMlOXt3ldOlUzEkislk4G0342nZs89jQDIUPC0WPC1mfO3Joko2p05BaZyQ34Tfa8LQ5T0dqCQwECmV5dY479pGqkdG+eIdN+++kE9jjZX+PvGwemSE865rIhxQefpvpTTV2nb7sRxZOmdd0cyYccGubcWV8X7+DvW+javsPHdPKS31FlobLX3dnH5v7GFBbnighmXzs5hxXwkhqcI4YElgIFLKYjEYsleEEfuFeGdGPt/OdfV1k/aIyWxgserkFycYMz5IwGvGXaDhbd/5Gb6eUIhtZzWGyWwweFSEfQ4OEoupaInk9nBIJR5TZNnYDpgtOmargdWmd+UvWPGNk45mCQr2RHK1gomsHI29DwoSCau4cjS0hEIsomTcKoXN3+ltInEjWbJYl54SCQyE+CGjDkjWeSgqj5GVrWOzx7ng+oZdqmm/8hsnbzxduMPy0omEwvsv5rHoi+yubQ01VjSpJbEdBgce5eeo0zsoqYphtkj0lCqz33fTsNHG2Il+jj+nnSGjI1z2pzo2rbXxyuNFdLRkVuC114FBpp3bts0+5PeYeO3/iqhdI+m0JTAQKadroOsKCqCaDAydNDvrMFBVdml0o7QqxqQTPNgcOoauYLYYjDsisN3bKoqB8p3pFGaLwXv/zifxvfSzqmqAAoYOqxc7+fxtdxq+R+nCQFFAUWHQyAhHnOxFUQwMXUme2Ul8sIcUalbZqVllx+7UOfZHHeQWJThsqpc1Sx2883wBHf1yXmLyu7i9VRal1TEOO96Lzb71ztPaaGHWa3nUrTPQDQZ0Bk0JDERKhQIqbz1bSNHMGINGR7h4bANzPshh8ews0mWeQUFpgik/asedn9jpbauGRzFbDBo22Jj5ch6hwPYnUioKHHyMj/0nbQkaBo+OcMENjcnhge+w2Q2qhkUwmeGIkz1Uj4gwb1YOCz5xkS7vUbpQVJhwnI99Dgkwav8QimKwZomTT99InuWGAjIOniorFzr41+1lDBod4ejTO/q6OXvEajc46rQOBo2KbHNdNKzy7N2l26RnV01w0FE+DjzKzyev57LuW0cvtTb9SGAgUioSMvHpG7nYnRrX/r2WI07y0t5k7gwMDPr+wGfgLkgw9cftVAzd9SpzLfUW3nquYIfj2YpqkFuYYP+Jga6XWDEkSsWQH36O8Uf6GXeEn6DP1BkYpMN7lC6SvQVjDwtw2s+3nLbWrrHxv38VEQ33/9Uu6WTjSgcbVzo46Ggfk6Z5v3NNf9kntxzpLVaDCVN9TJjq3eZWH/wnnxfuLyEW3Xr/KSiN8dtHNjJsnzBrlzokMBAi1RIJhbkzc2hrtGB36pxxaQtrljhZ8lVWn3WZl1TGOOhoH2WDY7jcGuGAibkzs3dpRnv9BhuR0I4PRIYBS+dkYTIX7XJ7TCbYf5KfQaMi7HVgkDMubWH9cgeLvnAN+AlQZovO+Ml+qoZFGbZPGIBVC50snZvF6sXOrgmboufkFiaYenY7jTVW5szMSRaoSlN5RXEOnuIjKzs5KVhRYcNKO/UbrNvcdtUip8zj2QkJDESPSMQUPnolj0/+l8uFNzVy3nVNvPp/hSydm4XRR0v2K4dFOO/XjbjzNRTVoK3RwutPFbJsXtZO72sY/HABKAPmzszh649zdrk9FqvBr/6iMXh0pLPnIMA7M/JZ8lXWgA8MLDaDKWd2MOmE5JwCgEVfunjyr2Xo+k4+C5ESBaVxzvpVMy31FjastKd1YFBYHufsK5oprY4BEPCZuPfXVXz1wbbfx+R8nt5uYf8igYHoIclKipoB676189lbbmIRlcNP9NBcZ2XVwt6P2hUlOY4YCqgsm5dF8yYrnlYzekraoSSDh24EPYl4cuWCw6kzaFSEQSMjlA+OcfhJXlrqLaxY4CQRH7jd5cnJYwZrlzmoW2dj7bcOdE0mafa09iYLX76XQ1F5nL0ODOLI0jngcD/5xXFWLnTS2rDtWXhfyS+JM/qAEHlFcZbOyWL1kmT3fzSs0tJg6dZ3OxZRWfhFNs11VgrLYxx+kod1nfveQCOBgehRhgGfvJHLF++6OeHcNq6+axNfvudm/XI7WqhvJo611Ft58q9l1K+3Eov03YFXS8D7/8nno1fzOOeqJqpHRtj30ACjxwWZNyuH+/5fJQHvwA0MILm6ZdarebzxTAGJuCJner1g/Qo7j9xSwdC9I9xwfw2l1VHOvrKZgM/EA7+pTKvAYOheYS7/8yaaNlm5/4Yqmus6ezUMtplDsDMBr4kX/1FMVrbGpX+o59xrm3jqr2USGAiRegqJmEIiBq0NVtZ+6yASVBk9LkTie7P1EwmFTWttBLw9s1v6vSZWzHfiaUumgY30UWCyhUI8qhCPGtSts7F0rov84jjlg6IUlsTZ68AQIf+u/7h1tJqp32DLuFS28ZhCJNjXn9XAoWsKkZAJb6uZlQud+DpMVA2P4nDqmEzpFZmZTAaOLB2L1SAW2bP9xDCUrpwj9RtsrPvWgSNLY5+DA7Q2WjIig+uuksBA9Jq5M7P59ussDjjcz1V3bsJm33qg2O8x89DvKljyVc9kS1y3zMF911eh6+DrSK9d/7M3c5k3K4ejz+jgZzc0MGyfMNfeXYvejbH0z97K5V9/KevMtijEnmmstfLIH8opLo9z5V83UdmNVTz9WTyq8Nr/FfLuC/mcdnErNz2ykbeeK+CF+0sGzNyW9Pp1FBktEkqepXvbzISD6jZfslhUIb8kTsWQKB2t5pTnao9HVdqb07FrXiEUMBEKmGiqtbJpna1bmf2yczXc+QlKKmNUDI0S30lgYADeNnOP9czsCZPZIL8kjjs/gTNLCkv1JS2RLLRksRjb9O5lMsNQ8HvMBP0GJpNBYVmcrGwdhYGTTyv9fhlExls2L4u/XVW9VZZASFYYPOn8NqZf2sKM+0v46n133zSwD33zmYvaNYN2ucdSAaae08apF7ay76EBfvOPmp2Ow+s6vPJYETNfziPdukZz8hL87IZGhu8boqg83tfNEWJAksBA9Lqgz0TQt23ykOy8BGarQUFpnNzCBDn5CaJhlWh420JEmcrvMeP3dOdradC40Ya33YyiQH5xHLPFwOHSMfTkCoyumdkKOLN0TGaDkqoY7vwtZ+TxmEIoqGIyJQM0tTNo0w0IB9QeXx2hmgyc2Rp5RQmqRkQYNCpCOGDC224m2ocTRMUWigLObJ2c/ASRkNqnE3dFz5LAQKSNcEDlPw8Vk1uYYNwRfg4/0cMHL+Uz67Xcvm5aWpv9fg4bV9tROjs6h+0T5sdXNBPwmphxfwmt9cmZ2la7wRmXtLDvhABHn9HBPgdvKfu85CsXLz9eRNmgKOdc1UxOXjKDUMBn4j8PFbNmibNHX0NJZYyfXNNE2aAYFUOixCJqMu/FHBeb1g68WeHpyGrXOf2SFo48xcNbzxYw+72B16M3UEhgINJGIq6yerETq01n4jQv+x4aZOlcF1abgabRme1uYPQc7DqFxhobjTVbDp6JRHLOgq/DzNI5WdStS1aLszs1Jp3oIR5VKamMU1IZx2ROjqOGAibsTp28ogT7TQhQUJrsxve2mfnwpXwstm7MujLoXFq4889KUQ3MZoOc/AT7HBKkbFCURFwh6DOxZomTBZ9m7/QxRM8yDIjHFTRNYcjoCINHRfj6I/lcMpkEBiLtJBIKH76Ux7J5WZRUxbjyjk0s+tLFR6/moct8tJ2qXWPnn38uIxpRtyqZG4+pvPdCwVZlnscf6eeIUzyM2C/EL2+tIztXIytny5vsyNI57eIWDj/Js8vP72k18+YzhTTV7ny9+6CREU44t43iyji5BQkCHjNvPlNAzWo7a5YO3Fz16STgNfHfR4oprohx/E/aGbpXuK+bJHqYBAYi7eiawtK5Lr792uCn1zdy7FntxGIqs17P/U5gID0HO9LeZGHW//K22a4lFBbPdrF49pZtLrfG4Sd5KKmKUVIV69q+eQKjxaYz7kj/Dp9re2VtGzZa+ezNXJo2fSeFrgFbf2bJ0tOFZXEmn+7BnZfAIJl8as7MHJbvQppq0TsiIRNzZ+bgcGmMO8K/JTBQjO9M0+/t72Ny/0Hp3FeNnklzbHz3cRWSr7k3dH1fjN1+a/fkE5HAQKQtw4BvPs8mHlNQVfjJ1U3UrrHz+dvunS7JE7tm2Twnz95diqJ2/wdv1AEhDj7aj/q9pDfZuRonnt/GoU3JnxddV5j7YQ6rFm2ZpzB83zCHHuujclgUu0OnvdnCrNdzaaqx0lKXvjn5RTJV9cHH+HAXJPh2bhbzP83u9XV8I8eGOXiKD0WBVx4voq3JkvLlt4YOX3+cg99jQlXhvOsaU/r4P2TRly4WfeFixH5hDpni2+Y7tiuGjIlgMu/eByOBgUhjCou/zGLxl1mc+NM2Lrutjq8/ymHuzBziAyPXSo9bscDJigW7N7Hw5AvaOHCyH/V76SZcbo3jz2nrOlYk4grtTeatAoNheycnSFptOiiwaZ2NN54qpH59+qTbFdunqgYHTvYzfrKflx4uZsFn2b2eqnr4viHOvrKJBZ9kc9dV1QS8qc+MaRgKCz5xseATF9N/0cLFNzeg7kYA3f0nTvaaLvrClfyeXNmMxdr9zEpK1z/d1yOBQV1dHb/5zW945513CIVCDB8+nCeffJIDDzwQAMMw+MMf/sATTzyBx+Nh4sSJPPLII4wYMaInmiP6tS17tqJsv+ta7Indf0M3rLLzzvMFOzybsVgN9p+YnMi476HBra7b+6BQ8mxm89N3dgfLEFH6SsQV5n+SjbfDzF7jgwweFenlFhiMHBtm+L4h3Pka7/07nw0rHMRjKj233yS789ctd/DO8wVdlT57nAInnNdGTr7G+y/m7dHv3qa1dmJhFdj14CLlgUFHRwcTJ07kqKOO4p133qGoqIjVq1eTl7dlzPOuu+7igQce4Omnn2bIkCHccsstTJ06lWXLlmG321PdJCFED1g6J4vl83bc2+Bya/z63lqKK2IceYpnqwmMqkra5d0XPyweVXh3RgHm/xpcckt97wcGChw8xcfZVzbx3r/zeeK2cuIxtXO1Us8+8aLPXSyZ3UvzXhQ4+8pmLv9zHR++lM9jfywnvgeZJw1D6XyP+jAwuPPOO6mqquLJJ5/s2jZkyJCu/zcMg/vuu4+bb76ZU089FYBnnnmGkpISXnvtNc4+++xUN0kI0QMMXSHxAwWbImGDFQucP5hf3l2QYPg+YZzZGmMnBiiujLFmiSMt0zULBU0D4nSrhkcqqaqB2WKgKMkeDC3ROz1Muq6g91pxMoO6tTbmf5LN+uV2YlG1117nZin/9r3++utMnTqVH/3oR3zyySdUVFRw+eWXc8kllwCwfv16GhsbmTJlStd93G43hxxyCLNnz95uYBCNRolGtwwq+3y+VDdbCJFikZDKy48XYf6BCVAHTApw1V2bKK6Mc8kt9bTUW7jnuipWLpTAQAxcX7zr5uuPs3upR2RbKc9puW7duq75Au+99x6XXXYZV111FU8//TQAjY3JmZ0lJSVb3a+kpKTruu+74447cLvdXX9VVVWpbrZIS8n0yCP2C2Gz66xZ4qB+g1VyGfQXRrIMbsBr3uFfa6OFtUsdbFprw2IzyMrWMUlM0G/kFScYsV+Y0urobq1s6a62JgurFzuJhlWG7xOmfHB0t2bspzeFWEQl4DUTDffk/IkdS3lgoOs648aN4/bbb+eAAw7g0ksv5ZJLLuHRRx/d7ce86aab8Hq9XX+1tbUpbLFIWwpMPrWD3z22kZLKOHddVc1LDxcTCUuO9kyx7lsH9/y6iv/7cxkdzRIR9CsKTDjOy28f2cCpF7Vi6UZF0N1iwCf/y+UvvxhEY42V6x+o4awrmrE7B0gt5F6U8l/YsrIy9tprr622jRkzhpqaGgBKS0sBaGpq2uo2TU1NXdd9n81mIycnZ6s/kfkUkmviy6qjmK0GTbVWOlosGL021id6WjSi0rzJSmuDlUQvj6OKPedya5QNipFbmOiFFUMKAa+Zxhobvg4zigoOp05ReYy84rhMZk2hlAcGEydOZOXKlVttW7VqFYMGDQKSExFLS0uZOXNm1/U+n485c+YwYcKEVDdHCCFEhvnmMxd3/qqaBZ+6+NWf67joxgbchX0wGJ+hUt53d+2113LYYYdx++23c9ZZZzF37lwef/xxHn/8cQAUReGaa67hz3/+MyNGjOharlheXs5pp52W6uaIfi4WVQj6TehasuRrNAzRiAK7UKBH9D+KamB36jizNaLh3p+NLdKRgdVubDVUEY+qbFprp7A8TtngZCpvc08PZQwgKQ8MDjroIF599VVuuukmbrvtNoYMGcJ9993Hueee23WbG264gWAwyKWXXorH42HSpEm8++67ksNAbMUw4PO3ctmwwkHlsAhX31nLqsVOXvtnIdFQ6jOdib6Xnavxk2uaaG2w8L9/FbJ8vtRMGOhMZjj+J20cMDGwzXUtDRae+FMZnhYL3jaZo5IqPfJOnnTSSZx00kk7vF5RFG677TZuu+22nnh6kTEUalbbqVlt54TzEhx4tB9FBZvdIB41OlcnyBllRjBATyiYLQb7HBIgHDDx+dvuvm5VDzJQTT+cydPQN+cLSN99XNcVdC2Zwnd3KYqxTVrt77JYdYbvk6yN8H1zZ+Ywf1Y2QZ8EBakk76boF7792skTt5aTlaNx7rVNtNRbeO+FfPwe2YUzQWujhRkPFFNaFeO4H7fjzs/sNalZ2TrHnd1O+eAdF/1YvdjBR6/mkdiDrHc9beHnLma/n8OmNXYS8d1r59C9Ihw9vR2rbftDAYYBDRtsPPqHim2ua9pkJRaRVUqpJr+qol/YuNLOxpV2Jkz1cdavati0zsZnb+bi9/R1y0Qq+NpNfPRyHkXlcQ46yp+BgcHWBz27U2fSCR72OTi4g9vDrNdz+fSNXBKx79b97UvGNhfXLHHwxlOF3VwptPXjlA2OcsJ57Tiztv+Zx2IqD95Yyfsv5nezvWJ3SWAg+oVh+4QZd3gAi03nzWcKaW2wEPTJmUKmyC1McNjxXkqrYhSUxfu6OSlXUhXn0OO82B3JNfeKAotnu/j26x3PoUjEFU69qJXmOiuz388hEuzbeTVmq8Ehx/ioGhFlxH7h3XsQxWDshACjxoW6whyT2eD1Jwt3WKBISyisXy7zz3qTBAaiXxh9QIif3tDIvI+z+fu1VQR9pl4v9Sp6Tn5Jgum/aKFiSAwUg3AgsyaXlg+Ocs5VzbgLkkvq2pvM3HH5IL6du+PA4MhTPFz9t02sWexg0ZeuPg8MLFaDo8/wcNg0725XGVQUOPBoP2f+sqVr2xdvu7nn11WEAzsO9OW73rskMBBpRzUZjDogRNmgLeOvrlyNT1/PZc3SZJlVQ5YrZoT8kjh7HxSkcmiUrBydaERh6VwXLXVWmuusfd283WQwaFSEYXtHoPMAmpOnMffDbMzW5OWA14Sn1fyD+7FBcmKekkYdY4pioGCwapGTTWttrFnq2GaEYXtUk8GY8UFKq2LEowofv5rbdd3KhU4SMUW+02lEAgORdsxmg+POaueY6R1d295/MZ+Hbq4gFlXSejKW6J7BoyL84o/1uPMTWKw6bY0W/vNQMcvnZ+32ZLZ0cNDRfs6/rrHroL54tov7b6jE1578yTVgj0rp9iVdV/jkf7m8+XQhiYSyS2fzFqvBtJ+0M+lED8/fW8r9N1R1BRSajnyn04wEBiJtmCwGg0ZGyCuMEw2rLJ/v7Lqubp2NaEhF24NlUSL9qKqB1a6jJRTWfptF0yYLnhZLv5xprigGFUOjFJbGsdp0li/I6upy37DCTihgItqN1+VpMbNktgtPm5lR+4foaDGzYYWdSBrk8EjElW69FkgmILLZDQwDomGFvp9MKXZEAgORNpwujbOvaGLM+BAz7i/h3/8o7rouFlaTteBFRmraZOHRP5TTsMFGwN/3B77doZrguB+3c9xZHbz7Qj53XlnddTadiCmEfmAMfXuWzc/i79fZGbFfmIt/V0/Ib+K+66uoWd0/3x/Rf0hgIPqc2apTVBYntzCBrit42814Ws14Wix93TTRS0zmZNZDf26CSFhF60fDCKpqUFAWx+XWsFgNvB0mPG1mPC0/PIdgZyxWg+w8DbtTJ+gzEfSZ+jQ4NnRorreycZUdX8euHTpMJoPC8jjZuQnCQTV533Y57KQ7+YREnysoSXDJ7+vJL07w2j8LWXuvg/ZmCQoGkpLKGJf/qY7mOguP31rB2m8dfd2kXWZz6px1eTP7Hhrk/X/n85dLB+Pr2PNVM3sfFOSn1zfSVGvlX7eX0d5iobW+774X0YjKfx8p4q1nC/C07NqhI8utcd51jQzdO8ybTxfy6hNFdLSakWGE9CaBgegzZotOVo5GXlGcnDwNp0ujvclC7RpZs9wf2Bw6TpdGPKZ0Lh/d9R97q10nK1vDlauhKslZ61k5Gll+EyZz/1qbpqpQVB6naniEWCyZxjsVnNkaVcMjaAmFcMhEJKTiytUwdI2A10Qi3rvzMAxdobWheytFTGaDksoYlUOjhINqyt4b0bMkMBB9pnJ4lHOvaUJR4I2nC2itt8gPRz8y7gg/p1zYyooFTl78R3G3JsWNPSzA6T9vIa84gcOl0bzJyrN/L6Fho41N62w92Or+p2p4hCtv39S1iiHgMzHjvhLWLHHu5J5C7B4JDESfcWVr7HVgkEhI5fn7Sli/rP90Hw88Bmargek7x/7Sqhj7TQgQjyk4s/Uf7DFIxBQ0LTmXwGwxKK6Msd+EICazQTyWnFeyfH4WDRslKNhMTyhEwyp2p87QvbdkGvS1m8ktTGBz6MRjyh4VMBJieyQwEELslNliMPXH7exzyJbc/hVDo6gmGLpXmMtuq9th3gFNU/jwP3ks/MLFocd6mXSCl7LBMUxmgw0r7bz5dAHNdVY8rfJz9F0rFzl56OaKrYIxSE5KPOgoP0ee4uHdF/L5dq6rbxooMpZ8E0WfMQDDSGY8UxRQVAMjzcvMDjwGipI80x9zYIijz+jAMNiqd6CgNMGkE73bvbeiGCTiCsvnOVk028WQMRGOOiOZuMowFNoaLXz2Zu4uz3IfSJo3WWnetO2YvrsgwVGndbDXQUEWfeli2bxkbgAkc6BIEfk2ij7TVGvl3w8Wk5WjccTJHiYcpzDrf3nUyRhz2rA7dSaf5qF6RIQR+4YwDJg/K4eFX+z8LNXm0DnyFA+VQ6NMnOaltDrGXgclexxWL3Lyxbtu6tbZiIT7XzKjvhQJqbz7Qj7ffO6ifHCUC29sYP6sbBZ96UKCapEKEhiIPtPaYOHNpwuoHBrld49vpKAkzooFTgkM0ojNYXDkKR7GHe4HJbmWfclXWbz0cNFO7+tya4zcL0T1iAjjJ/sZf6S/67i1frmdlx8rIh6VDHjdFQ0rfPJ6Lla7wdV3buKY6R2E/KbOwECIPSeBgehDW2ZZf/xqLvnFCYbtE6ZyWLJ4kmHAigVZrFrkQA4evcvlTnDQUX5KqmIUlcfRNIVFX7qoWW1n1aLNs+F/+DOJx1S++iCHxtptu8OXz8/qnDTXfz9Xh0vjoKP85JfE2bjKTmONlQ29Uh44+Z5pCVjwqYugT8VsMTj1olbWL3ewZE4Whp4e72s0pPLFO27WL3dQWh3jlAtbWTbPyZol8p1OZxIYiD7naTXz30eLcRck+PW9tcmzU5KBwTN3l3YGBqI35RYmOPPyZoaMjqCaDOJRlVmv5fLhf/PRd3EeSDSs8O6Mgu1WB9R1OueT9F/Zbo3TL2mhcmiUe/9fFXM+yOl8b3qHloCPX83jk9dzOf/XTfzij/W8+UwB336dhZYm720ooPLG04XYnTpX3rGJw0/y8OQdZZ2BgUhXEhiINKCga8nlWaqSnOy2dqmDpjoLZrPBxGleGmtsrFtml9KsPSwnL5EseT04Snauhq7B8gVZtDZYaKixoSW68/4ryQNlmhykUsXlTjBq/xC5hQk2rLDTsMFKa6OlDwp8Jd/fzRkWTSYDNe2mayS/2/GowupFTqw2A6s9+Z2u32Bj/Qq7TJpMQxIYiLSTiCu8MyOfWf/L48xfNvPre2t579/5/N+fy9ESfd26zFYxNMov/lhPYVkMm93A7zHx30eKWfSFi2g07Y46faKkKsbPb2nAZDZ48MZK1ix19MtqkL0pHlN489kC3v9PHj++oplf31fLW88U8ORfy9ClOFrakcBApI1EIplO1mIzaK6zEvSrtNRb2LjKjqHD6HFBvG1m6jfYJKlLimXnJSgfFGXoXmFy8hKoJtiw0k5rg4W2JguhgFT0c7kTlA+OUVodo6XOQiKRTMwU7qP3RlENyqpjuAsT6Hpy3kZjjXWPazT0DIVYRCEeU1BUyMrWsNrSsqECCQxEGgkFVF54oBirLXmmigGfvJ7H1x/ncNjxXq6/v5ZFX7h47I/lcqBKsb3GB/n5LQ1k5yZw5Wo01Vp54k/l1Ky04ZUcAwAM3zfML2+tp73ZzDN/K6Wlzoq3ve/2Q7PF4OSftTJxmpd3ni/gL5cNIhxU5Qxc7DH5xou0YegK3rbvVo8zUFUDs9lAARJx0LRkYiSRGlk5Gjl5CUqrYxRXxFBVaK230LDRSvMmC62N3Suak8lsdp3CshjxmIKn1UxbU99WAFUUyMnTKK6IYxjQUmchXWf6K4qBuyCBM1tH16B+g61PgyrxwyQwEOlLgcmneph6TjuLZ2fxt6sG4eswEZWEOClzyBQfp/28BXd+AqvNYN1yO0/eUUZznZXmOgkKRGpYrAan/byV8Uf6+fxtN3/5xSA8rWbp3UhTEhiItKWQTJJTUhXDMt9J0yYL0bDaq0vCMl1uYZwR+4bRNAj6VdobLaz71kF7c9+eDfcUs0XH7tRRduPE2mIzCPpMhPxqeuQJMJJZEP0eEyiQnasRi6pEw+mXH0JRk0W3hu8T5pPXcyWPQZqTwECkLcOAz95ys/ZbB4NGRbj27lpWLnTyyuNF3SrxK3Zu5TdZvPp/hbQ1WvB7M/e9Hbl/mDMuacHm6H502VRr5fFby/G0mvG09f1PZyKu8NazBcz5MIfR44Lc8EANc2bm8PZzBXImLvZI3+/dQuyQwqa1djattVNUEePAo/wYhoJJ9to9ZKCaQDVtKaPc1mRm3qxsIsHMDApU1UA1GRSWxhl7WACHq/tHzrkzc1j0pYuANz12QF1XWLfMwfrldkaPC3LAEX4aa61YbDqJmNq5tLevz8qNzlLbOoYB8bgiQUs/kB57uBCi1ygKTDrBywGH+xkyJoKiZP50zv0OC3DESR6CfhNP3VmKvhtDAc11lrSc32IY8NUHblrqreQWJvjlH+tZ+62D91/MJxbp28DAma0z7SdtVAyNsn65nUVfulj5jXPndxR9SgIDkea2HLSS5X77sCkZQlGSOSFOOK8NjIGxymPwqAjH/6SdL99zM+P+kj7LPdAzFFYtdLJqoZOTLmjlvOvamfthDh+/kkcs0rctszl0DpniY9QBIe79f1XMei2vbxskdokEBiKNGYydGGCfg4MoCrz4jxJq19iIRfu6ezRzLF+QxYJPXWxY4SARk/dVCCGBgUhjigL7TwxwzlVNvPVcIY/8vlwOXim2fL6T5+8pRZNxXyFEpx4fMPvrX/+Koihcc801XdsikQi/+tWvKCgowOVyMX36dJqamnq6KSLNWWw64yf7mHp2G1PPbuO4H7ej6wrvv5jPsq+d3ynTK8FBqhhdQwmZ+L4ajBwbYurZbThcOh/8J5+Fn7vQ4pn2OoVIrR7tMfj666957LHH2G+//bbafu211/LWW2/x0ksv4Xa7ueKKKzjjjDP44osverI5Is05snROvbCVA44IAMmD1gv3l/DgbyvRNZnNLLpHUeGwaV6m/6KFt54p4JHflxPvmq0vhNiRHgsMAoEA5557Lk888QR//vOfu7Z7vV7++c9/MmPGDI4++mgAnnzyScaMGcNXX33FoYce2lNNEmlOIZn/3Ww22LgqWcCnYYOVeDQTz2ZFT1FVg0GjIhSUxjF0WPxlFrVrbcQi6m6tRhA7l18SZ/CoCKq69VRWm1OnfoONoN9Eex+nkBa7rscCg1/96leceOKJTJkyZavAYP78+cTjcaZMmdK1bfTo0VRXVzN79uztBgbRaJRoNNp12efz9VSzRRpIxBXefq6AWa/lpuXyMJHeLNYtxYVefryIO68cRCyiSMbMHrTXgUF+eWs9VvvWb7Kvzczjt5WzfIGTSFC+y/1FjwQG//73v1mwYAFff/31Ntc1NjZitVrJzc3dantJSQmNjY3bfbw77riDW2+9tSeaKtKIpkHDRhuuXA3DgMLyOO3NZqIRmSObSgbQ1mhh7VIHbY2WzFsCqiSHpXLyNQxdwdduIrN7nAzyixPkFiWw2nTWL3fQWGtF6/FAyCC3MEF+cQJ3QYL2JjNmy9Y7k6/DjKfVjF8qdPYrKf+0amtrufrqq/nggw+w2+0pecybbrqJ6667ruuyz+ejqqoqJY8t0kfIb2LG/cW43Bqn/KyN0y5u4dUninjzmYK+blpGMXT48KV8vnrfTcBrwpAz6X5NUeCo0zs48fw25szM4c4rqgn6e6fY2ISpPqb/opklX7m459dVxKNbP6emkbF1NzJZygOD+fPn09zczLhx47q2aZrGp59+yj/+8Q/ee+89YrEYHo9nq16DpqYmSktLt/uYNpsNm82W6qaKNKPrCm2NVvwdOjaHTsWQKNm5MuMw9RS87Wa87XIWlyly8jQqhkSxWAzqN9jQEj3ZQ2KQlaPjyEoWOKsYGmP1Yp2GDTaiERkuyAQp/2U45phjWLJkyVbbLrzwQkaPHs1vfvMbqqqqsFgszJw5k+nTpwOwcuVKampqmDBhQqqbI4QQIoVUExz343YOP9FDYVl8QKTUHmhSHhhkZ2ezzz77bLUtKyuLgoKCru0XX3wx1113Hfn5+eTk5HDllVcyYcIEWZEw0CkGVpuBw6mjaRAKmojLmnOxE4pqYLXpqJ0nqzaHjsksB6vUM7Dak+91SVWMIXsl8y2HgyZiUXVApNYeKPqkL/Hee+9FVVWmT59ONBpl6tSpPPzww33RFJFGnFk6p17cyuDRYVYvdnLvr3PYsCI181RE5iooiTP9Fy0UlsUBMJkMRowN93GrMo/VbnDKz1oZuX+Idd86uOe6LfO8mussJCSIzxi9EhjMmjVrq8t2u52HHnqIhx56qDeeXvQTFqvBvocE2PfQIPM+yuGzN3P7ukkinSkGqgout8a4I/xUDY9udbWuSdGt1Ei+z1abzpjxIQ6e4mPpVy75fmYwmX0khOiXygfFmHJmO1a7wYcv5ZP43oQ7w4Bv52b1UesyR1aOxrE/6qC4MsbqJQ4Wf5XF0q/lfc1kEhgIIfohg6LyONPOa8fvMfHnSwZTs1qGnVLPwOnSOfIUD4NHR7j7miq+eCe3rxslepgEBkKIfqVqRITxR/ixO3Vm/jcPb5sZX4epr5uVcXIL4xxyrI/SqhgFpfG+bo7oRRIYCCH6leF7h7ngN42sWujgrqsG0d5sliRNPaCgJM5ZlzdTPjiGohqEAxJ8DRQSGIg+53Bp7H1gkNzCBLVr7XS0mmmstfZ1s0S6UpKFkhQFdB0MKYzUpXxIlCNO9tBcZ2HFgqzdSnSUXxxn9PgguQUJls5xsWZpMslYLKLS2iDfy4FAAgPR5/KKEpz36yYKSuI8+NtKFn+ZRTwmGdSE6K6xhwXY+8AgX33gZv1yByF/98/yB4+JcNlt9bQ1Wrjv+koaa7YEA7GofC8HAgkMRJ+LRxVqVtsIeE3kFcYZtk+YuvU2PC2SY11sUVgeo7QqRnZeguXzs9iw0k4iJr0FBtBYa2XJHFfXtqBfZfS4EN5WMzVrbNvUMNievKI45UOiFJfHqOksex7wmIiEZAhhoFEMo/+t9PX5fLjdbiZzKmZFDh79nWoyyM7VcBckuOCGBobtHeZft5fz6Ru5fd00kTYMTr6gjR9f2cSCT7KZ8UAJIZ8Jv9ckQwmdKwfsWVsmWow9LMB51zVSt87GAzdW7tIQwORTO7jwpgZWL3by9N9K8bWb8XtM6NpAf38zQ8KIM4v/4fV6ycnJ+cHbSo+B6HOqamB36jicOomYSjhg6odZ1AzcBRrZuYmuLeGgqXNiXH97Lbsmy50grzBBOKjS3mxJ6etU1GQpYUfWliJazhyNcNCE32OmvclCTAr2dFIIBUyEvjM50NNqJuQ3oesKpdUx7M6dz87MztOIhFT8HhPtTRaCPukpGKgkMBB9rqAkwSW31JNfEueNpwqZcX8xbY39qydIUeDoMzqYenZ717ZvPnPx9F2lGdsVe+CRfs76VTNL57h46s5SwsHUvU6bXWf6L5oZd0Sga9ucD3K447JB+D0m4tHMDLZSZeVCJ3dfU03FsAjn/79G3Pk7r1K6eHYWf7u6Gr/HRDgoQddAJoGB6HMWq07F0CgFJXF87SY2rnT0dZO6IdmNa3Xo5BXFySvast47ryhBbmGCcDA5WqdrEPKb0Ppl16yBw6VjtW0ZecwtTJBXlCCvKE5uYQKT2eg6S90Zq03H4drxWazdqXU99maxqML6FfaM7YFJpZDfxEa/CYtNx5WjbfU+7oiuKWxYYScRl6BgoJPAQIg9YLEanPyzVsZODLDkKxd3XjGo67qKoVEu/3MdFmvyYNrWaGHGfSXUb7D1VXN3m9licOL5bYw/0t+1bc1SB3+/roqy6hiX3VZHY62VF+4voWMXJo3uNyHAqRe3YrZsf4pTPKbw9Uc5fPCf/K5tjbVWyVfQTfUbbDx8SwU2+86nkrU2WnZreaPIPBIYiPShgNmaLOu6mZZQ0LTOK9OKgdliYHPqVI+MsPdBQebNymbBpy42t9Xm0Bk1NoQzO/l6GjZayc5LYGlIVqJL5zNfRUm+PqWziVa7TvWICPscHOy6zcZVdhZ+no31GB97HxzEXZjAut0DkIHJnKx6uFlheZy9Dwp2BU3fFwqovDujgAWfZqfyZQ04Ib+Jb+e6dn5DIb5DAgORNhxZOqdd3MrhJ3qBZBGcL95289UHPzyDti84s3VO+mkblcMibFjh4JvPslmzeOshkLVLHTz6xwrM5uTBz+rQmXJmB9DB288VsH55+g6Z5BUlOPlnrRSVJ7ugdR02rbXxwG8qu25Tu9aGvvOha1RTcv7F2MO2zBdobzLz6B8qdtgDkEgorFmavu+PEJlMAgPR5wySQYDFonPApC1d1YahUL/expwPczpv1fmvAX3Xg2CAkuwNGHeEnzHjg9x3fRUfv5q3zS2b66w0v7plmVj54CjTftJOcUWMuTNz2LDC3lkWOJ16DpKvLytH49DjfAwZHQaSiW0euLGSD1/K3+E9FZI9DYqydS+AyWQwZnyQKWdumZj53r8LePbvuZLISog0JHkMRJ/Lzk0w8QQveYWJba4zWYyuM26AmtV2Pn/L3WcZ2NwFcSaf5iG3IEEirhCLqsydmb1LEyZd7gSTTvCSV5zAYtExUPjq/RxWL3b2Qst3TXFljCNP8eB0acRjW4Y7NA2+/ihnu70cE6Z6+X/31RANq3zxjnubZW4GoMWVrcav1y6zM+/jHFkjL0QvkTwGol/xe0y8O2PbM1FFgQtuaOTsq5q6zqm/fM/NnA9ziEV7t42bufM1TjivDXeexl9/Vc3CL3Z9/DbgNfHuC/nk5Gnc8GANYycGaN5kSa/AoDzGaRe3EA6a+MsvBrF++a6XMi4oiXPKz1q32R6PKzx8cwVvP1eQyqYKIXqIBAYiDWz/rNEwDFZ84+StZwu7toX8Kkef0UF7s5kFn2b3ScU3peufrf5nV+9JLKowd2YOjbVW8ooTnHh+K6sWOVm92NHNx9taxdAI+x0apL3FzDefZXcrAVDZoChjDwuQ5db44m03Po8ZX4d5l9rTWGvlvX/nY3Nsv/NRT0DNKvsuPZYQou9JYCDS2twPc5j38ZaZ6QdP8XPNXbVsWmdj9WJnvywFGwmpvPlMAVa7zmW31nPede08f29pZ2Cw+0btH+aSP9SzfJ6TFQuc3QoMhu8b5ue31LN+mYO/XVNNW6OlczXIzm1YbueffynfZm7BZgbKLk1SFEKkBwkMRBpT0HW2Sphj6GAyG5jMW5bS9YacvATD9wuTXxRn1WInCuBt392vT/JAqcWVrmWBqtq9qT6KYjBodITSyljXttyiOAs/d9HRYmbsYUE8rWZWLXYQ+YGMhGWDolSPjFBQGmfRly7q1tkIB9VurWc3DAUtkXxdQoj+TwIDIXZB1YgIl/9pE6GAiYd+W8GmtXYi4b6bUa+a4NgfdXD8OW1d2754282DN1UyYr8wl91aR0eLmbuvraZ+/Y4DgwMn+/np9Y18/XE2D99cQchvIhKSlQJCDGQSGIh+JeA1sWapA1+7maphEdz5yZUMmgaNNbYeK/xiNkNWjo6uK0TCJoK7Uef++wwjOT6/aqETRYGR+4fxtppprrNgGNs/+1ZNBqVVMXLyE4BB3fotWRRb6q0EPCY8rWYaNlqJRlSqhkVw5ey4H9/h0qjfYO28r5moFCYSYsCTwED0K6sWOfn7tdUMGhnhvOuayCtOJuAJ+k08fms5Cz/vP5nyEgmFN58p5KNX8jj2rA5++8gGPvlfHs/+vWSH1SVtDp0zL2tm/0kBXn+ykNt/uWViZjhoIh5P5ru/9/oqKoZEOffaJoorYtt9LIDP3szlr1cMIuRXiUlhIiEEEhiIfiYaVmneZMWVo6HpdM0zMJkM8ooSFFfG8HeYUlrpr8cYCr52M76OZFtLqzt7An7g+KwqkFeYoKQyRiKu0Fizbd2FWEShpc6KzaGjacoPzsUI+k001Vh3qfCREGJgkMBA9Ev1G6w89NtKLNZkTl2bw+CYM9s5+Wet/PfRYr58x93HLex7LZusPPaH8q1qT3xfe4sFXQoTCSG+QwID0S9FQibWLduyvC8rR+PE8w0qh0bJL46TlaMRiyrEowoDdbZ8NKKmdT0GIUR6kplGIiNEQiqvPFHIfTdUUlIZ4//dV8OkE7x93SwhhOh3pMdAZAQtobDymyzMFp0DJ/uZMNWbTOersLn+UlrT9WReAwCz2UDXjM6kQJt7OwxUUzKHg24kX++OKhMKIcSekMBAiL5mJAsUedvMZOdqXPy7BjausvPBf/KJhpOBQXauxtRzkpUZV37jZMEn2Sydm9XHDRdCZCIZShAZwmDnXQPG9/66c1tj66tSSmHVQidvPl2Ip9XMtHPbOGSKr3PSYPK5HS6dw0/0MOXMDjattfPWs4W7VNFRCCG6S3oMREaw2AwOPdZHxZAoHS0WXnywhCVfubY6iJdWx5gw1UcokCwPHPDsaPc3GD0uxNjDAl1L/VSTwXsv5ONtM+Nt7/mlkGWDopxxaQvRzuyKWW6NgpJty1ILIUSqSWAgMoLNrnPM9A7GT/bzyO/Leee5AgwDvrsioWJolLOvbKK14f+3d7cxUZ3bHsD/M8gMoDKICANaEK1VKUoVdUq9tUY5AjFVq2nVkvhSq9WC1WK9XkyU6odiNdGmjcV+UDCxvtTEl1ttbRBEq46oKMcilagHxSoDVcuAIjDAuh887ut0eNMDbAb/v2QS5tnPDGtlzTyz2LPZ2xV5Z7o10RgAoaMeYvZ/W6D99z61f5q74sv4IPxV2uXfz9u2+vSvxsxPSvD0MQYaDVrljItERE1p9cYgOTkZ+/btw5UrV+Du7o433ngDX375JQYOHKjMqaqqwrJly7B7925UV1cjKioK3377Lfz8/Fo7HHpB2Gq0+OfpbnhgdUF3rzqMm/aXwxzPHnU4k26ArVqD1/6rAoPCHzb6fDq3emTu76F8LBdd1aP6kbbRUxW3ltv/0iNzXw+4NPL5X12lQekd1zaNgYhebBqR1v37Jzo6GjNmzMDIkSNRW1uLlStXIi8vD/n5+eja9fHBUosWLcLhw4eRlpYGg8GA+Ph4aLVanDp1qkW/o7y8HAaDAWMxGV00XCQJAB5fpVDnJpi3shj/eO++w4zck93w9f/0gbdfLZZtLIJ/UOOnCv7fVB/s2OinnBFQ6gGbTQO0cWOgdXmcR6MEqLVpeKZCInomtWJDFg7CarXC09OzybmtvsfgyJEjdvfT0tLg6+uLnJwcjBkzBlarFVu3bsXOnTsxbtw4AEBqaioGDx6MM2fO4PXXX2/tkOiFoEGtTQMRwR//0iP/vOMR+zeuuKHygQtcdYKrlzzw15+NN5V3brTPHoK/q6/ToKaOH/pEpJ42P8bAan18khlvb28AQE5ODmw2GyIjI5U5gwYNQmBgIMxmc4ONQXV1Naqrq5X75eXlbRw1Oau6WuDILm8c2+/lsM1Wo8WjB1pUP9LhuzUBcHFp/C/zqkfadjmWgIioo2nTxqC+vh5Lly7F6NGjERoaCgCwWCzQ6XTw8vKym+vn5weLxdLg8yQnJ2PNmjVtGSp1Gho8euCCRw8aP0ivrhao+IvH3RIRNaRNz2MQFxeHvLw87N69+z96nsTERFitVuV269atVoqQiIiIntZmfzbFx8fj0KFDOHHiBPr06aOMG41G1NTUoKyszG6vQUlJCYxGY4PPpdfrodc7Xl6WiIiIWler7zEQEcTHx2P//v3IzMxEcHCw3fbw8HC4uroiIyNDGSsoKEBRUREiIiJaOxwiIiJ6Bq2+xyAuLg47d+7EwYMH0b17d+W4AYPBAHd3dxgMBsybNw8JCQnw9vaGp6cnFi9ejIiICP5HAhERkcpavTFISUkBAIwdO9ZuPDU1FXPmzAEAbNq0CVqtFtOmTbM7wRERERGpq9VPcNQeeIIjIiKilnuWExzx6opERESkYGNARERECjYGREREpGBjQERERAo2BkRERKRgY0BEREQKNgZERESkYGNARERECjYGREREpGBjQERERAo2BkRERKRgY0BEREQKNgZERESkYGNARERECjYGREREpGBjQERERAo2BkRERKRgY0BEREQKNgZERESkYGNARERECjYGREREpGBjQERERAo2BkRERKRgY0BEREQKNgZERESkYGNARERECjYGREREpGBjQERERAo2BkRERKRgY0BEREQKNgZERESkYGNAREREClUbg82bN6Nv375wc3ODyWTC2bNn1QyHiIjohadaY7Bnzx4kJCQgKSkJFy5cQFhYGKKiolBaWqpWSERERC881RqDjRs3Yv78+Zg7dy5CQkKwZcsWeHh4YNu2bWqFRERE9MJTpTGoqalBTk4OIiMj/z8QrRaRkZEwm80O86urq1FeXm53IyIiotbXRY1fevfuXdTV1cHPz89u3M/PD1euXHGYn5ycjDVr1jiM18IGSJuFSURE1CnUwgYAEGn+Q1OVxuBZJSYmIiEhQbl/+/ZthISE4CR+UjEqIiIi51JRUQGDwdDkHFUaAx8fH7i4uKCkpMRuvKSkBEaj0WG+Xq+HXq9X7nfr1g35+fkICQnBrVu34Onp2eYxt5fy8nK89NJLzMsJdMacAOblbDpjXp0xJ0DdvEQEFRUVCAgIaHauKo2BTqdDeHg4MjIyMGXKFABAfX09MjIyEB8f3+zjtVotevfuDQDw9PTsVC+cJ5iX8+iMOQHMy9l0xrw6Y06Aenk1t6fgCdW+SkhISMDs2bMxYsQIjBo1Cl999RUePnyIuXPnqhUSERHRC0+1xmD69On4888/sXr1algsFrz22ms4cuSIwwGJRERE1H5UPfgwPj6+RV8dNESv1yMpKcnu2IPOgHk5j86YE8C8nE1nzKsz5gQ4T14aacn/LhAREdELgRdRIiIiIgUbAyIiIlKwMSAiIiIFGwMiIiJSOG1jsHnzZvTt2xdubm4wmUw4e/as2iG1WHJyMkaOHInu3bvD19cXU6ZMQUFBgd2csWPHQqPR2N0WLlyoUsQt8/nnnzvEPGjQIGV7VVUV4uLi0LNnT3Tr1g3Tpk1zOPtlR9S3b1+HvDQaDeLi4gA4T61OnDiBt99+GwEBAdBoNDhw4IDddhHB6tWr4e/vD3d3d0RGRuLq1at2c+7fv4/Y2Fh4enrCy8sL8+bNw4MHD9oxC3tN5WSz2bBixQoMGTIEXbt2RUBAAGbNmoU7d+7YPUdD9V23bl07Z2KvuVrNmTPHIebo6Gi7OR2tVkDzeTX0PtNoNNiwYYMyp6PVqyXreUvWvqKiIkycOBEeHh7w9fXF8uXLUVtb256pKJyyMdizZw8SEhKQlJSECxcuICwsDFFRUSgtLVU7tBY5fvw44uLicObMGaSnp8Nms2HChAl4+PCh3bz58+ejuLhYua1fv16liFvu1VdftYv55MmTyrZPP/0UP/74I/bu3Yvjx4/jzp07mDp1qorRtsy5c+fsckpPTwcAvPvuu8ocZ6jVw4cPERYWhs2bNze4ff369fj666+xZcsWZGdno2vXroiKikJVVZUyJzY2FpcvX0Z6ejoOHTqEEydOYMGCBe2VgoOmcqqsrMSFCxewatUqXLhwAfv27UNBQQEmTZrkMHft2rV29Vu8eHF7hN+o5moFANHR0XYx79q1y257R6sV0HxeT+dTXFyMbdu2QaPRYNq0aXbzOlK9WrKeN7f21dXVYeLEiaipqcHp06exfft2pKWlYfXq1WqkBIgTGjVqlMTFxSn36+rqJCAgQJKTk1WM6vmVlpYKADl+/Lgy9tZbb8mSJUvUC+o5JCUlSVhYWIPbysrKxNXVVfbu3auM/f777wJAzGZzO0XYOpYsWSL9+/eX+vp6EXHOWgGQ/fv3K/fr6+vFaDTKhg0blLGysjLR6/Wya9cuERHJz88XAHLu3Dllzs8//ywajUZu377dbrE35u85NeTs2bMCQG7evKmMBQUFyaZNm9o2uP9AQ3nNnj1bJk+e3OhjOnqtRFpWr8mTJ8u4cePsxjp6vf6+nrdk7fvpp59Eq9WKxWJR5qSkpIinp6dUV1e3bwIi4nR7DGpqapCTk4PIyEhlTKvVIjIyEmazWcXInp/VagUAeHt7241///338PHxQWhoKBITE1FZWalGeM/k6tWrCAgIQL9+/RAbG4uioiIAQE5ODmw2m13dBg0ahMDAQKeqW01NDXbs2IEPPvgAGo1GGXfGWj2tsLAQFovFrj4GgwEmk0mpj9lshpeXF0aMGKHMiYyMhFarRXZ2drvH/DysVis0Gg28vLzsxtetW4eePXti2LBh2LBhg2q7cJ9FVlYWfH19MXDgQCxatAj37t1TtnWGWpWUlODw4cOYN2+ew7aOXK+/r+ctWfvMZjOGDBlid+bfqKgolJeX4/Lly+0Y/WNOcdnlp929exd1dXUOp0728/PDlStXVIrq+dXX12Pp0qUYPXo0QkNDlfH3338fQUFBCAgIwKVLl7BixQoUFBRg3759KkbbNJPJhLS0NAwcOBDFxcVYs2YN3nzzTeTl5cFisUCn0zksyH5+frBYLOoE/BwOHDiAsrIyzJkzRxlzxlr93ZMaNPS+erLNYrHA19fXbnuXLl3g7e3tFDWsqqrCihUrMHPmTLsL2HzyyScYPnw4vL29cfr0aSQmJqK4uBgbN25UMdqmRUdHY+rUqQgODsb169excuVKxMTEwGw2w8XFxelrBQDbt29H9+7dHb5u7Mj1amg9b8naZ7FYGnzvPdnW3pyuMehs4uLikJeXZ/ddPAC77wKHDBkCf39/jB8/HtevX0f//v3bO8wWiYmJUX4eOnQoTCYTgoKC8MMPP8Dd3V3FyFrP1q1bERMTY3fpUmes1YvGZrPhvffeg4ggJSXFbltCQoLy89ChQ6HT6fDRRx8hOTm5w566dsaMGcrPQ4YMwdChQ9G/f39kZWVh/PjxKkbWerZt24bY2Fi4ubnZjXfkejW2njsbp/sqwcfHBy4uLg5HdJaUlMBoNKoU1fOJj4/HoUOHcOzYMfTp06fJuSaTCQBw7dq19gitVXh5eeGVV17BtWvXYDQaUVNTg7KyMrs5zlS3mzdv4ujRo/jwww+bnOeMtXpSg6beV0aj0eEA39raWty/f79D1/BJU3Dz5k2kp6c3e7lbk8mE2tpa3Lhxo30CbAX9+vWDj4+P8ppz1lo98euvv6KgoKDZ9xrQcerV2HrekrXPaDQ2+N57sq29OV1joNPpEB4ejoyMDGWsvr4eGRkZiIiIUDGylhMRxMfHY//+/cjMzERwcHCzj8nNzQUA+Pv7t3F0refBgwe4fv06/P39ER4eDldXV7u6FRQUoKioyGnqlpqaCl9fX0ycOLHJec5Yq+DgYBiNRrv6lJeXIzs7W6lPREQEysrKkJOTo8zJzMxEfX290gx1NE+agqtXr+Lo0aPo2bNns4/Jzc2FVqt12BXfkf3xxx+4d++e8ppzxlo9bevWrQgPD0dYWFizc9WuV3PreUvWvoiICPz22292zdyTJjYkJKR9Enlaux/u2Ap2794ter1e0tLSJD8/XxYsWCBeXl52R3R2ZIsWLRKDwSBZWVlSXFys3CorK0VE5Nq1a7J27Vo5f/68FBYWysGDB6Vfv34yZswYlSNv2rJlyyQrK0sKCwvl1KlTEhkZKT4+PlJaWioiIgsXLpTAwEDJzMyU8+fPS0REhERERKgcdcvU1dVJYGCgrFixwm7cmWpVUVEhFy9elIsXLwoA2bhxo1y8eFE5Qn/dunXi5eUlBw8elEuXLsnkyZMlODhYHj16pDxHdHS0DBs2TLKzs+XkyZMyYMAAmTlzplopNZlTTU2NTJo0Sfr06SO5ubl277UnR3qfPn1aNm3aJLm5uXL9+nXZsWOH9OrVS2bNmqVaTs3lVVFRIZ999pmYzWYpLCyUo0ePyvDhw2XAgAFSVVWlPEdHq5VI869BERGr1SoeHh6SkpLi8PiOWK/m1nOR5te+2tpaCQ0NlQkTJkhubq4cOXJEevXqJYmJiWqkJE7ZGIiIfPPNNxIYGCg6nU5GjRolZ86cUTukFgPQ4C01NVVERIqKimTMmDHi7e0ter1eXn75ZVm+fLlYrVZ1A2/G9OnTxd/fX3Q6nfTu3VumT58u165dU7Y/evRIPv74Y+nRo4d4eHjIO++8I8XFxSpG3HK//PKLAJCCggK7cWeq1bFjxxp83c2ePVtEHv/L4qpVq8TPz0/0er2MHz/eId979+7JzJkzpVu3buLp6Slz586ViooKFbJ5rKmcCgsLG32vHTt2TEREcnJyxGQyicFgEDc3Nxk8eLB88cUXdh+wHS2vyspKmTBhgvTq1UtcXV0lKChI5s+f7/CHUUerlUjzr0ERke+++07c3d2lrKzM4fEdsV7NreciLVv7bty4ITExMeLu7i4+Pj6ybNkysdls7ZzNY7zsMhERESmc7hgDIiIiajtsDIiIiEjBxoCIiIgUbAyIiIhIwcaAiIiIFGwMiIiISMHGgIiIiBRsDIiIiEjBxoCIiIgUbAyIiIhIwcaAiIiIFGwMiIiISPF/GWhZSxtmDzgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 4.initialize the queue with every cell on the processed river boundary\n", "# to do this use the marked rivers from the last step plus the edge cells\n", "# as the boundary and the mask\n", "\n", "border_t = get_border(watershed_mask)\n", "riv_border = border_t + trav1[\"marked\"]\n", "riv_border[riv_border > 1] = 1\n", "\n", "plt.imshow(riv_border, cmap='viridis', origin='lower')" ] }, { "cell_type": "code", "execution_count": 10, "id": "e3d9ce6f-4123-434f-9b37-a0eee8f98fd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No init mask provided all border cells will be added to queue\n", "No domain mask provided using entire domain\n" ] } ], "source": [ "init2 = init_queue(trav1[\"dem\"], border=riv_border)" ] }, { "cell_type": "code", "execution_count": 11, "id": "05bca7d9-781a-42c1-aaa1-7b562b2746ad", "metadata": {}, "outputs": [], "source": [ "# 5.process all the cells off the river usins the river as the boundary\n", "trav_hs = d4_traverse_b(\n", " dem=trav1[\"dem\"],\n", " queue=init2[\"queue\"].copy(),\n", " marked=init2[\"marked\"].copy(),\n", " direction=trav1[\"direction\"].copy(),\n", " basins=trav1[\"basins\"].copy(),\n", " step=trav1[\"step\"].copy(),\n", " epsilon=ep,\n", " mask=watershed_mask,\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "e6c1e294-ff5e-43a9-ba8e-15374e0c9f9f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "# Extract arrays\n", "marked_HS = trav_hs['marked']\n", "step = trav_hs['step']\n", "basins = trav_hs['basins']\n", "marked_overlay = trav1['marked']\n", "\n", "# Create white → red colormap\n", "maskcol = LinearSegmentedColormap.from_list(\"maskcol\", [\"white\", \"red\"])\n", "fig, axes = plt.subplots(1, 3, figsize=(14, 3))\n", "\n", "im0 = axes[0].imshow(marked_HS, origin='lower', cmap='viridis')\n", "axes[0].set_title(\"trav_hs marked (entire domain)\")\n", "plt.colorbar(im0, ax=axes[0])\n", "\n", "im1 = axes[1].imshow(step, origin='lower', cmap='viridis')\n", "axes[1].set_title(\"trav_hs step\")\n", "plt.colorbar(im1, ax=axes[1])\n", "\n", "axes[2].imshow(basins, vmin=0.5, vmax=np.nanmax(basins), cmap='gray', origin='lower')\n", "overlay = marked_overlay.copy()\n", "overlay[overlay == 0] = np.nan # make zeros transparent\n", "axes[2].imshow(overlay, vmin=0.5, vmax=1, cmap=maskcol, origin='lower', alpha=0.9)\n", "axes[2].set_title(\"basins + marked Overlay\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9b7bc7bc-1e8c-45ea-8103-378dc9580c3b", "metadata": {}, "source": [ "## Calculate the slopes\n", "Note this step also fixes the directions of the borders because\n", "directions are not provided when the queue is initialized\n", "\n", "### Option 1: just calcualte the slopes for the entire domain with no distinction between river and hillslope cells\n", "In this example secondary slope scaling is turned on and the secondary\n", "Slopes in the secondary direction are set to a maximum of 0.1*primary flow direction\n", "To calculate only slopes in the primary flow direction set the secondaryTH to 0\n", "Additionally primary slopes are limited by min slope and max slope thresholds" ] }, { "cell_type": "code", "execution_count": 14, "id": "f53d1bd9-6c51-4bd6-831f-1586037205d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upwinding slopes\n", "Limiting slopes to maximum absolute value of 0.5\n", "Limiting the ratio of secondary to primary slopes 0.1\n", "WARNING: 3 Flat cells found\n", "After processing: 0 Flat cells left\n", "Limiting slopes to minimum 1e-05\n" ] } ], "source": [ "slopes_uw = slope_calc_upwind(\n", " dem=trav_hs[\"dem\"].copy(),\n", " mask=watershed_mask.copy(),\n", " direction=trav_hs[\"direction\"].copy(),\n", " dx=dx,\n", " dy=dy,\n", " secondary_th=scale,\n", " maxslope=maxslope,\n", " minslope=minslope,\n", ")" ] }, { "cell_type": "markdown", "id": "a388b6e3-cb16-4902-b372-cddd929552ec", "metadata": {}, "source": [ "### Option 2: If you would like to handle river cells differently from the rest of the domain" ] }, { "cell_type": "code", "execution_count": 15, "id": "5d3cd981-c342-448e-b9b8-309fe93897d4", "metadata": {}, "outputs": [], "source": [ "# Calculate the drainage area\n", "area = drainage_area(\n", " trav_hs[\"direction\"].copy(),\n", " printflag=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "63b3c0c1-3d4f-4da5-adfb-aaeb5895c577", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: non-zero merge thresholds are not compatible with the RiverSmooth function\n" ] } ], "source": [ "subbasin = calc_subbasins(\n", " trav_hs[\"direction\"].copy(),\n", " area=area,\n", " mask=watershed_mask.copy(),\n", " riv_th=sub_th,\n", " merge_th=mrg_th,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "4a232bef-def9-4f82-a485-72072cbd849b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot the resulting subbasins and rivers\n", "temp = subbasin['RiverMask'].copy()\n", "temp[temp == 0] = np.nan\n", "\n", "fig, ax = plt.subplots(figsize=(6, 4))\n", "# Base layer\n", "im0 = ax.imshow(subbasin['subbasins'],\n", " cmap='viridis',\n", " origin='lower')\n", "# Overlay (rivers)\n", "im1 = ax.imshow(temp * 2,\n", " cmap='Reds', # different colormap helps visibility\n", " origin='lower',\n", " alpha=0.8) # transparency like add=TRUE overlay\n", "ax.set_title(\"Subbasins + Rivers\")\n", "plt.colorbar(im0, ax=ax, fraction=0.046, pad=0.04)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "383a6613-ab49-4fde-bde5-f8016f9c8169", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upwinding slopes\n", "Limiting slopes to maximum absolute value of 0.5\n", "Limiting the ratio of secondary to primary slopes 0.1\n", "River Method 3: assigning average river slope to river cells by watershed\n", "Scaling secondary slopes along river mask to 0 * primary slope\n", "WARNING: 3 Flat cells found\n", "After processing: 0 Flat cells left\n", "Limiting slopes to minimum 1e-05\n" ] } ], "source": [ "slopes_uw = slope_calc_upwind(\n", " dem=trav_hs[\"dem\"].copy(),\n", " mask=watershed_mask.copy(),\n", " direction=trav_hs[\"direction\"].copy(),\n", " dx=dx,\n", " dy=dy,\n", " secondary_th=scale,\n", " maxslope=maxslope,\n", " minslope=minslope,\n", " river_method=riv_method,\n", " rivermask=subbasin[\"RiverMask\"].copy(),\n", " subbasins=subbasin[\"subbasins\"].copy(),\n", ")" ] }, { "cell_type": "markdown", "id": "a944de6d-68df-4d85-97cd-fc893c0b5186", "metadata": {}, "source": [ "### Option 2b: Alternate more advanced approach: \n", "Define a river mask separate from the subbasin river mask and use this for the slope calculations. If you do this the average slopes will still be calculated\n", "by subbasin using the sub_th, but you can apply those average sloeps to more river cells by setting a lower threshold here. This is the 'riv_th' set at the top\n", "if you set riv_th=sub_th at the top this will have the same effect as just running the slope calc with the subbasin['RiverMask']" ] }, { "cell_type": "code", "execution_count": 19, "id": "77e2a7bb-d99e-4ec1-8061-dd14643a6e92", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rivers = np.zeros_like(area)\n", "rivers[area < riv_th] = 0\n", "rivers[area >= riv_th] = 1\n", "\n", "# plot the subbasins with the new river mask to check that the threshold is good\n", "temp = rivers.copy()\n", "temp[temp == 0] = np.nan\n", "\n", "fig, ax = plt.subplots(figsize=(6, 4))\n", "# Base layer\n", "im0 = ax.imshow(subbasin['subbasins'],\n", " cmap='viridis',\n", " origin='lower')\n", "# Overlay (rivers)\n", "im1 = ax.imshow(temp * 2,\n", " cmap='Reds', # different colormap helps visibility\n", " origin='lower',\n", " alpha=0.8) # transparency like add=TRUE overlay\n", "ax.set_title(\"Subbasins + Rivers\")\n", "plt.colorbar(im0, ax=ax, fraction=0.046, pad=0.04)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "9e2f8bdf-2012-4f26-8a15-125c1faa214f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upwinding slopes\n", "Limiting slopes to maximum absolute value of 0.5\n", "Limiting the ratio of secondary to primary slopes 0.1\n", "River Method 3: assigning average river slope to river cells by watershed\n", "Scaling secondary slopes along river mask to 0 * primary slope\n", "WARNING: 3 Flat cells found\n", "After processing: 0 Flat cells left\n", "Limiting slopes to minimum 1e-05\n" ] } ], "source": [ "slopes_uw = slope_calc_upwind(\n", " dem=trav_hs[\"dem\"].copy(),\n", " mask=watershed_mask.copy(),\n", " direction=trav_hs[\"direction\"].copy(),\n", " dx=dx,\n", " dy=dy,\n", " secondary_th=0.1,\n", " maxslope=maxslope,\n", " minslope=minslope,\n", " river_method=riv_method,\n", " rivermask=rivers,\n", " subbasins=subbasin[\"subbasins\"].copy(),\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "id": "853fcbe6-d86a-40d0-a047-be1e77e605c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Look at the slopes and directions\n", "fig, axes = plt.subplots(1, 3, figsize=(12, 3))\n", "im0 = axes[0].imshow(slopes_uw['slopex'], cmap='viridis', origin='lower')\n", "axes[0].set_title(\"slopex\")\n", "plt.colorbar(im0, ax=axes[0])\n", "im1 = axes[1].imshow(slopes_uw['slopey'], cmap='viridis', origin='lower')\n", "axes[1].set_title(\"slopey\")\n", "plt.colorbar(im1, ax=axes[1])\n", "im2 = axes[2].imshow(slopes_uw['direction'], cmap='viridis', origin='lower')\n", "axes[2].set_title(\"direction\")\n", "plt.colorbar(im2, ax=axes[2])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "f3694609-6674-4ca3-bcb9-b5ba605c9bd9", "metadata": {}, "outputs": [], "source": [ "# Calculate the drainage area\n", "area = drainage_area(\n", " slopes_uw[\"direction\"],\n", " mask=watershed_mask,\n", " printflag=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "adbb1532-3870-452e-a24f-bfa84e052c83", "metadata": {}, "outputs": [], "source": [ "# Save slope data as PFB files:\n", "write_pfb(\"slopex.pfb\", slopes_uw[\"slopex\"])\n", "write_pfb(\"slopey.pfb\", slopes_uw[\"slopey\"])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }