{ "cells": [ { "cell_type": "markdown", "id": "0", "metadata": {}, "source": [ "# mf6adj demonstration using the San Pedro model\n", "\n", "In this notebook, we show how mf6adj can be used with a MODFLOW 6 version of the well-known San Pedro model of Leake et al. (2010)." ] }, { "cell_type": "markdown", "id": "1", "metadata": {}, "source": [ "## Import Packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "2", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:57.842210Z", "iopub.status.busy": "2026-06-02T18:34:57.842022Z", "iopub.status.idle": "2026-06-02T18:34:59.158736Z", "shell.execute_reply": "2026-06-02T18:34:59.157856Z" } }, "outputs": [], "source": [ "import os\n", "import pathlib as pl\n", "import platform\n", "import shutil\n", "import sys\n", "from datetime import datetime\n", "\n", "import flopy\n", "import h5py\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pyemu" ] }, { "cell_type": "code", "execution_count": 2, "id": "3", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:59.161238Z", "iopub.status.busy": "2026-06-02T18:34:59.160905Z", "iopub.status.idle": "2026-06-02T18:34:59.172952Z", "shell.execute_reply": "2026-06-02T18:34:59.172229Z" } }, "outputs": [], "source": [ "try:\n", " import mf6adj\n", "except ImportError:\n", " sys.path.insert(0, str(pl.Path(\"../\").resolve()))\n", " import mf6adj" ] }, { "cell_type": "code", "execution_count": 3, "id": "4", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:59.175081Z", "iopub.status.busy": "2026-06-02T18:34:59.174900Z", "iopub.status.idle": "2026-06-02T18:34:59.178693Z", "shell.execute_reply": "2026-06-02T18:34:59.177887Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using MF6 binary: /home/runner/work/mf6adj/mf6adj/.pixi/envs/default/bin/mf6\n", "Using MF6 library: /home/runner/work/mf6adj/mf6adj/.pixi/envs/default/bin/libmf6.so\n" ] } ], "source": [ "mf6_bin, lib_name = mf6adj.get_conda_mf6_paths()\n", "print(f\"Using MF6 binary: {mf6_bin}\")\n", "print(f\"Using MF6 library: {lib_name}\")" ] }, { "cell_type": "markdown", "id": "5", "metadata": {}, "source": [ "## Copy the MODFLOW Model" ] }, { "cell_type": "code", "execution_count": 4, "id": "6", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:59.180506Z", "iopub.status.busy": "2026-06-02T18:34:59.180330Z", "iopub.status.idle": "2026-06-02T18:34:59.183296Z", "shell.execute_reply": "2026-06-02T18:34:59.182511Z" } }, "outputs": [], "source": [ "org_ws = pl.Path(\"..\") / \"autotest\" / \"sanpedro\" / \"mf6_transient_ghb\"\n", "assert pl.Path(org_ws).exists()" ] }, { "cell_type": "markdown", "id": "7", "metadata": {}, "source": [ "Set up a local copy of the model files." ] }, { "cell_type": "code", "execution_count": 5, "id": "8", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:59.189042Z", "iopub.status.busy": "2026-06-02T18:34:59.188868Z", "iopub.status.idle": "2026-06-02T18:34:59.231795Z", "shell.execute_reply": "2026-06-02T18:34:59.231006Z" } }, "outputs": [ { "data": { "text/plain": [ "PosixPath('sanpedro')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ws = pl.Path(\"sanpedro\")\n", "if pl.Path(ws).exists():\n", " shutil.rmtree(ws)\n", "shutil.copytree(org_ws, ws)" ] }, { "cell_type": "code", "execution_count": 6, "id": "9", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:34:59.233683Z", "iopub.status.busy": "2026-06-02T18:34:59.233508Z", "iopub.status.idle": "2026-06-02T18:35:03.652406Z", "shell.execute_reply": "2026-06-02T18:35:03.651557Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loading simulation...\n", " loading simulation name file...\n", " loading tdis package...\n", " loading model gwf6...\n", " loading package dis...\n", " loading package rch...\n", " loading package ghb...\n", " loading package evt...\n", " loading package drn...\n", " loading package oc...\n", " loading package npf...\n", " loading package sto...\n", " loading package ic...\n", " loading package sfr...\n", " loading solution package sp_mf6...\n" ] } ], "source": [ "sim = flopy.mf6.MFSimulation.load(sim_ws=ws)\n", "m = sim.get_model()" ] }, { "cell_type": "code", "execution_count": 7, "id": "10", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:03.654605Z", "iopub.status.busy": "2026-06-02T18:35:03.654390Z", "iopub.status.idle": "2026-06-02T18:35:03.675768Z", "shell.execute_reply": "2026-06-02T18:35:03.674945Z" } }, "outputs": [], "source": [ "ib = m.dis.idomain.array.astype(float)\n", "ib[ib > 0] = np.nan\n", "ib[ib <= 0] = 0.5\n", "ib_cmap = plt.get_cmap(\"Greys_r\")\n", "ib_cmap.set_bad(alpha=0.0)\n", "X, Y = m.modelgrid.xcellcenters, m.modelgrid.ycellcenters\n", "rdf = pd.DataFrame.from_records(m.sfr.packagedata.array)\n", "rdf[\"i\"] = rdf.cellid.apply(lambda x: int(x[1]))\n", "rdf[\"j\"] = rdf.cellid.apply(lambda x: int(x[2]))\n", "sfr_arr = np.zeros((m.dis.nrow.data, m.dis.ncol.data))\n", "sfr_arr[rdf.i, rdf.j] = 1\n", "sfr_arr[sfr_arr == 0] = np.nan\n", "sfr_cmap = plt.get_cmap(\"Blues\")\n", "sfr_cmap.set_bad(alpha=0.0)\n", "\n", "\n", "def plot_model(k, arr, units=None, cmap=\"viridis\"):\n", " arr[~np.isnan(ib[k, :, :])] = np.nan\n", " fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", " ax.set_aspect(\"equal\")\n", "\n", " cb = ax.pcolormesh(X, Y, arr, cmap=cmap)\n", " plt.colorbar(cb, ax=ax, label=units)\n", " ax.pcolormesh(X, Y, ib[k, :, :], cmap=ib_cmap, alpha=0.5)\n", " ax.pcolormesh(X, Y, sfr_arr)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " return fig, ax" ] }, { "cell_type": "code", "execution_count": 8, "id": "11", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:03.677765Z", "iopub.status.busy": "2026-06-02T18:35:03.677580Z", "iopub.status.idle": "2026-06-02T18:35:04.129294Z", "shell.execute_reply": "2026-06-02T18:35:04.128538Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# fig, ax = plot_model(4, m.dis.botm.array[4, :, :])\n", "fig, ax = plot_model(4, m.dis.top.array)\n", "_ = ax.set_title(\"top\")" ] }, { "cell_type": "markdown", "id": "12", "metadata": {}, "source": [ "Run the existing model in our local workspace." ] }, { "cell_type": "code", "execution_count": 9, "id": "13", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:04.131594Z", "iopub.status.busy": "2026-06-02T18:35:04.131386Z", "iopub.status.idle": "2026-06-02T18:35:15.173784Z", "shell.execute_reply": "2026-06-02T18:35:15.172954Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mf6\n", " MODFLOW 6\n", " U.S. GEOLOGICAL SURVEY MODULAR HYDROLOGIC MODEL\n", " VERSION 6.8.0.dev0+a6a4984.dirty\n", " ***DEVELOP MODE***\n", "\n", " MODFLOW 6 compiled Jun 01 2026 18:46:14 with Intel(R) Fortran Intel(R) 64\n", " Compiler Classic for applications running on Intel(R) 64, Version 2021.6.0\n", " Build 20220226_000000\n", "\n", "This software is preliminary or provisional and is subject to \n", "revision. It is being provided to meet the need for timely best \n", "science. The software has not received final approval by the U.S. \n", "Geological Survey (USGS). No warranty, expressed or implied, is made \n", "by the USGS or the U.S. Government as to the functionality of the \n", "software and related material nor shall the fact of release \n", "constitute any such warranty. The software is provided on the \n", "condition that neither the USGS nor the U.S. Government shall be held \n", "liable for any damages resulting from the authorized or unauthorized \n", "use of the software.\n", "\n", " \n", " MODFLOW runs in SEQUENTIAL mode\n", " \n", " Run start date and time (yyyy/mm/dd hh:mm:ss): 2026/06/02 18:35:04\n", " \n", " Writing simulation list file: mfsim.lst\n", " Using Simulation name file: mfsim.nam\n", " \n", " Solving: Stress period: 1 Time step: 1\n", " Solving: Stress period: 1 Time step: 2\n", " Solving: Stress period: 1 Time step: 3\n", " Solving: Stress period: 1 Time step: 4\n", " Solving: Stress period: 1 Time step: 5\n", " Solving: Stress period: 1 Time step: 6\n", " Solving: Stress period: 1 Time step: 7\n", " Solving: Stress period: 1 Time step: 8\n", " Solving: Stress period: 1 Time step: 9\n", " Solving: Stress period: 1 Time step: 10\n", " \n", " Run end date and time (yyyy/mm/dd hh:mm:ss): 2026/06/02 18:35:15\n", " Elapsed run time: 11.032 Seconds\n", " \n", " Normal termination of simulation.\n" ] } ], "source": [ "pyemu.os_utils.run(mf6_bin.name, cwd=ws)" ] }, { "cell_type": "markdown", "id": "14", "metadata": {}, "source": [ "Now plot some heads." ] }, { "cell_type": "code", "execution_count": 10, "id": "15", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:15.175772Z", "iopub.status.busy": "2026-06-02T18:35:15.175569Z", "iopub.status.idle": "2026-06-02T18:35:15.608795Z", "shell.execute_reply": "2026-06-02T18:35:15.607992Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'layer 5 final heads')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qN0yrT+479XNOs9UpwCPhsjavT66hnFPzIoQqAUgzACFTgUBgcdmNRKRFNXo3YO7FJUedxgKRKuurAUhRcy9tF0IVzACETAUCAeLy7+6kekNNohC9i++HjBy5Gg28T6pTVaNO2bZK7qkQai2Gqj+RRZAPieYVCATqi9fuoPoLpjxRr1CjHlQXMjV3QX1SjI9HlAhDqJVSu9ZkW62KVM4yw+vy8uK8+r0eUXXGGKc6Eq//q+I+1FOvX5RvWjAxCJkKBKsUV/zrAF+H6waqt36ker0+apECibRQPXiFmnLAqvC/KZtLBeltoXnznl4tN3qK03JokZhRxhCiXW87M4P2p2oz7aisYHA2mVUQlVpMIPpWKks1g+h4gWAV4orL9J9+MQDpqaNptYm3UH1j6o2VCeSpMp1E9jqvns+0ztxbF+HLcOGT13Z3AQUCD0KmAsEqwxWfM0QK84cOtOrUKxhJOkFI5cTfPHo39L51ZG8gUImvr/OfrnZClXKC04eQqUCwinDlZ8mO2lOq3zNC0DMP4iTfhUOQlSAjFVaiji+VIVud+r5YP0XGR27KzCogVMF0IT5TgWCF48rPsA/AS32jSvtEqmwzm+DbVZVmyjPmF/UVrfWNqmogEvGh3d/bZn2kNpTXDJZ9tsFIxJZ6PrZkQBInVP7MAIR66ve2qZWCYdHHpds+O+1uxUOUqUCwgnHlpyniR0cQoQo1qpQCi5Qn/qz5lRe1x0ZV827cbBs29VI/oQL46bZpc69FIAfVbipWrkIdqZ4aqX7Hy8oP3OoSQqYCwQrFlf8CM0ZrSYZKFMhzAIpUq9KyTkLgpumrEk6q9JmJ01jOKN/XMdkWsX5ZABIjzugc4KGApBpC5aS6kghVMF2ImVcgWIG46lKtK3SAkWvKRXClGgOSGbPRcjMtbfdfmak33F/IFFzmnVrLsZMO4650zL12aNqm66bJMJMv7yfhT51XyKwx04coU4FgheGqTw41sQQI05p5OVBisqjeAIKmWxUPPIq1r6hTX8WWA/XSZerMveVYKhG+/jg9XHCgqFPB+BBlKhCsEFz1z4slUfb7+lGZPttXXdUIOcYEI3GEAmdjStPGBrGCRk6AEg8+irwPqVMzTFedGiXK/40GJFEhBwpOMk8JpFid4ClGqKfdML8BSZMJQFph8n3CEGUqEKwAXPVPrFQeDzRSLHqX1qVMu5ngSrLiN43BCSyqFrOPqtOIogy2UxG/qfnsr0v2KxA0gJCpQDDn2PSPTFHZaN2EWde0swTrwapWZyV7DRFQTsSvIdxY4Xsq1OAWd6jOcVox9/IxxAiVjbFSJs/sd8EBa+c8mrf7RZAPMfMKBHOMTR/b6ppyfQVKj8vEL4HH52hNBN+1agJ8yh39jmoGy82r9J6/+sf0t9WZe51gI9fkW+4dMf0KBGNCyFQgmFNs+odHTRUjQ5rMrAsg1emr05DyrIi1OlFSxEky6jeltrYQvhvFa32nhvScYg7OAZsQKgvdxYBfv6gDI9o5JtbRBKZMG4kNvBGETAUCgWDOIQFI04eQqUAwZ9j00UcCUbpMhQbWW/DPMSHD26DZOOBDVc1NvE7QLo/qxeMExCffLzCnadl3Sp2yzgrPxMtDh5VSp31/fqN5BdOHkKlgRWDTxs1KwewmgKJQh5+5i1qJ2HTxw8yc65p1KwTq+UstUtG8NAk41e5NweO2cjJwN7/U1uIN+koDpl5sZ2rt+j5UPlAy8vZqCNU576qJ15LqHINKAHbb5/xfl+WEkKlgLrHpIw+UH8gnBuRCk1mvQGy66KGAavTSXUL+0kjgUQX9PBXq85TjEw0h5DdlCjWqThkpcv9oNqHag/Pjen5U08MZP3y09vIIBCkImQrmApsu2FJ+KKDgbAREqCvx/EmJUqF6T5VGTbyZDxd+FopVqRmo0FxkdpmQqdcnTdPUIdxWhMo+VwfMT3b+fy/DoodL130K8iFkKpjNvEm6weHE1EWaJOHGyG+IRDQrSYX3+hWCrJBnIKK3URoMmXfbXj5eCIEL6JCp17x6ll53PIZRrbm3BaFSD+VAQqk4K+v3IpgOhEwFMzG7CeQw2ik9eqWRLrtEjU+oK8UPDKiQZpU8K/V3CXU8YQiU+rREylVpr9pvtJg9R2guU9+8GyLNSv/NCFV52yukugJ9gcMJpMYMV+B1miSETAXLjisuM3/0MF/maKTL3Y2g+g35PvEv2bzv6VmKKZcSfaK4Q5JQgYgOP2ODmkds+j/3lx8GfX2+3MRbIczw++SMMLYNn4ot0F8LBJVoqEgDJ8cAzzl0GRpSxYRbfrbUylg5qlQFgg4gZLpM2LjPDvb9Gbc/pFYTvvpva3Ciaa08TXK8TaTvBd8TESDBhlRnBqHOIzadf59LpAR/Um++zjfx0jYO77NTSpBF8FYqJSV41daNZyUGK8FIoUhets11a/Li9N7xeXRvpchDURO05B6wrOHASHXOMSr6uHTb5/xfl+WEkOmEsfHnDYkWVWKtI9WP7L6TfX/6Tx9U84Avf2U9vmqzrb7TIr/1C9UbmRtfLGXBvlfeZx6hm/EHbgiV0mUO/63HqHnApr//WTnjCyGgSnWb8m3FxJsVuctMvNg37R9WqG38qNyci187n12GBRmVxFcOxK2AZHusECqOLZGk6lIp/52VpPrKmx9R8w4x804fQqbLQaQhFD21ce8dSxMYriu3+Q/LH9ltJ3X6vbNFqF/82vZlPiHcn0aF6vULNN+mADd8Y6wsV4ZMvcqYezH4SFUDkWLqlGDagdqb5bzTTefdUxKoQ6QBBeoHHqXUqEFFsPjE6ftLWZtWCJl1ab3fNyNSx9zL2rtU6RJqud0nVLanY9X1H9bGOE+BgEHIdEpE2ggdWVs+/ZPSh2hJi8/SMeLvIShIqd6QfR6V63Ed+jZZvp5ROtlJ8ESguLOnTJm51xJvE3OvHZQ2KW/60L1KDYdlUYf/vqeaBWz64N1V0uTRyKH3vknX/0zgyjM2W0wvoEZ7Y/xcYwUaAmkxfqEif/5SJE2+nZ2YU9AhGpQU2jM8f+q8YzSBVJaaZ2KBB5mCbTmINPYHG1rvTxnF2lyw6064tMGnb98wmafwUJ9m/kwn1YIq6sSCW3zzpK+6QjmWtm3zn/Gmv7lTTRub/u6u8kNoqjSeDhMJPAoGGcXWx0y89hhuM4dka4APXt7n0KtvhbHTtKnQ1G3GQkNkzFNvYBtaMtx9K3Og2nW08GP01CtvfTjvBAWCGgiZLqciTYFHMXokatdhu24YMSfSMwhWq5VHgfppFOk+2Ewm3i+wMv8mEbM5drzPZj/lohipqz5wu5oWHDLnpl0KMAqdc41JN+Uvtd8Rf1YjE69PonjNG5xM9Lcaf638xkPzn6YIFc3+nkvEIdQAqdoL4Y1zBYDKCXa9CPIhV6tDEs0iUstA9DmwzUPlBtECDtm15WMe9UngKrElQVdK4lFfIVJpQqj9SJ/4to8+1aved5uaimkXU15qfJ6xikehSN3kdSmvJZl4Q1OuNVGieqeAdaWGSB11ScPzyLJXR6jMHREk1FFKpZbrz/jJ6oqqF0wW4jOdNIrxVSlvBzeKC3faWZ36IKtNW4NP3aVNvOjCSo2Hu5dqUkzQ5URjZ74r6zftF8YfqhvoaaV7TlQvrvGPwf2oioKOzDoKROIKbBTxoUZSbuxnOtHRSF117i24/Yiz91cTNemGSLAfItVAEFLAmpAdueuDHojaEKg9eOChLBR05EX14lV3AoL050q9X6879JOaH7At7OD7Ufn2mB/VfDzjjpVFpJOZgk20VhMImS6nabciBxLbfNOu92R+0XYbVN8EB52yuLn2sF4MY7aJC/6eMAgJ1Ay7NSHdFSZ9gR+nqXJGQiDiNYCIYCrawFNiiDysujfRvYC6erwh5Qb7wgmORqoYjdSV/+smdeQ5j1edm3ND5Q1TvuOc94n9HX81mWypeRf3xxSR8qGECtiHAo8C6/k2emjTX3s1MKl8iGPbK4RKg1TqjLtYnWeBoCMImU6SRBMKMwSuSq2ZitqHzF7QbqTUJb0NppqQJj5dIEGpk7bbrC69d4MWZj6BhgIfY6D9SWEWHnkSWVClIlAHKk+dxsZgizbQCk64nEj8GWN8dYpVk4h4qfLSyFRWKvvq9fuqGA7VlX/xQ3XkG5+oxsFVf/0TOyYyJwfN4dxXSucQQp0pnQg0RJTMvAsgE6/jL2XkW+cGCM0Q45QMJAIMzBJj21b51SFU5W0jsnRUqvntEIlWVGokH/WMu2crvawrjFQPl677FORDyLSDikZBVHxJkR9mJqFV/UjVfTlZAqH+8wMb7P0aCdYjUEw7yTDlojqlgA/sjJFz8K6YD5v6ElKnAK5QqQ2Ze3MI1V6QqokViK6AA8BForQZqBX85z9QR77pSc1JFMzFZLYdBzHy9MkyFR1tvrecKdWCyDgH/lBFn216C1eGvuoMqFpOqLYvs42TZUmuemVcpcL3a8y+ZvsZc1L4pA3EzDt9CJmOQ6Qhcxetj8EPzFBegAVbFwzi8FNnDBzV6SvQCGqJtAiRK1OnxhfJVUllX+sDDajTkr8S4/D8p3ggT3Fy+LPLhNoSeaKZl9X+Nb7UYlRkEeqV7/mRc5zeYFCOM5dQeTsY9yBApIFUl9pobD+Aqz++vxR+L9Hj+v5Sz5dujx1Sp45JtmxbUalmp4pK5b5SX6UWPXX6/fnxBQJBWwiZjqtGc5RYQ1Xqk5ijSs3nGHlW8voawg0sYn7SgDq15jdLnD1VQPlAuumFAoycEzPkpSLq1KwLqlPc5vlP7T40STgz95LPldqaBwFUp+YE0NQL69QA9/NNvv/x9u+acfSROJE8uYqEftGEnOGYDFU6Cn2u5NTm+Ut5egsv0hD6KY5TKlB34BKoY+rFxmwf2t/bzfZrB8VMuOb3zxWwNUf3Ar5U+qrbBlfNISZTTlACkJpArpZAIBAIBGNClGlXPtIcpEy8obYh9VkJUgq0MUg+lLdUsGTqtZG8QXNetzO3OKZeAKnTkDnV95+SOuV+VidntXCiekuzsPucaVUpCtOO5I4foYsBQQnFSueXSpGxZlxme68Uxqgq3joFFwsoirYLBB3RcELqlLp1+qpTqHwsphCI7yc97YHVYeIdFT1cuu5TkA8h00kj18TrEKRPEIG+IvvbPir7uqbiYB+4s2+1K029/mlxvynf342+bJBzmjD1VnJPY/5QPh5OqLZkDu1X+k17I2Pq7fe1X9DMsQrbr3jn9zDK1zl3qE9s3KONkTLp4lhHnumab4dp2RiheiZfa8q1xOrW4K0cr829MuILjZl9KQAp1pdPrvSBE7JDqiGS9U3GRUmqAsFyQch0kqo0RH5+kFECTnRurpIMHoe92n70G+7zrMsTTflN6TPdPCd6H4v5TkPF8jmhEgEOjQLlOaysIAT6TlGlwgmbJxAWGQzKdCx16vtUU8FEmFZTzutaAK8PTDAQPczwPrhvlPlM3eNlHJsp4FA6TEV5+mrUCQKKp8I4hOv1SYexpGp98ew06MGN+VCpzSseXh2qFACl/7r2cUo5wWYQn+mk0ERF+qq0znybMvUmjqMXCBAaj+mSzwCsBF5Zw7dXX/zeq9drg2a8dY4i8+v2xlQfjCkUyENpLJQPim37llBxPRGnY36ltuVYsH2MmHKLNqC5GQKuhnoxM94g+ZtFzxNrFj+amatPL4q3baWjkCUjGAjHXnspawjv19snlPYV6z9cx9fkWlM5QYFgGSHKdBKqNMe0m3NnS5Bwsr13A8QbC1eUIXhhlTz9wC/WoNt7ftNAH8sGbu6N+RfxPZEgEFQR9p1CH33mP8XIXbqrD1SxtFglV44YqcbWccL3AQQKNXz5+ZhoYzBLW3XKTzk0aTh/rrNqNTx8vTFgArbqMJAew5Rj1K8aSX3hCtVJh/HW2c8MlUOx47/80XRVsJWGUdHHpes+BfmQq9U1UiUDvc+pp+fKNr9Afl37cRC70Zo4HX9IwXa9enVq+4mo04oaTalTG8DDfYKJ2VcsiZUqE9Up64PUKRIqN+167Rqp0Zy0GQ6uRPkyLNVpqVaZy9U38aZSaiKoqEJnXIm2pCq9z6H9fYUa66+igmPKNGWpWcEYqt5Elqb48pe/rJ7//OerffbZR/V6PXXppZdW2lx//fXqBS94gdqwYYPaaaed1BFHHKFuueUWu33r1q3qda97ndp9993VDjvsgG1vu82dkOK+++5Tp556KvYBC7y///771TQhZJrAxr13LO1jdXay2u3p9VETb8hfmnOz8NuM4eKrwO+rxY0aUJmBpva4DQg1RKS+uTdFNLZ0VBllO9q2reyHuoCgpYgatabj0HkkckUtwE8LPlNehMKYfS2B0jpe7Klo/ted89sKmVwrZl3eNvA5RJ4V826MQEOmZWN14TPJnLK0ulTpLOGhhx5Shx56qPrABz4Q3P7DH/5Q/dIv/ZJ68pOfrL70pS+pb33rW+otb3mLWr9+vW1z1llnqU9+8pPqkksuUV/96lfVli1b1IknnqiGLBDwlFNOUd/85jfVZZddhgu8B0KdJsTM2xRNHE+hm4/pI0tJ1t3YEj4pblNzAjSaEHIOQuZhE/QTNRHX9GcjewE80Cjm6+UBSX7xe4ecCqYsPVMvHsvU62X92mAkErDbbedscxAi1VSgUsrEmwPj/0YLtiFXfYpulE7lJ+sXmgg9CHhBRdHPtp+A6ZZ+HgmzcdSUGzL92sG5v3m7H7PkrzbMipn3hBNOwCWGP/qjP1K/+qu/qt797nfbdU94whPs+82bN6vzzz9fXXjhherYY4/FdRdddJHad9991Re+8AV1/PHHo7IFAr3qqqvU4Ycfjm0+9KEPqSOPPFLdcMMN6sADD1TTwCr96WWq0nEwBlkGTVW+Os1FwF/WBRpX0skNREohZu712xBCStQ392K7jD8D03b0yCNxkzE/bmjcXSKkSo2p1w1QCuzrzbBTKj39BiO2+eeKOmTsxs26nur0g5f8Sl5BhcraO8fgqjRwXFpeVogq7RoPPPCAs4AZtg1Go5H67Gc/qw444AAkxT322APJkJuCr732WrW4uKiOO+44uw5MxgcffLC64oor8POVV16Jpl0iUgCYimEdtZkGhEwngdhNAV/DKiBm4nX2GUNVhkrL2WO37DN5rDELGzjRvDxq12sTNff6wT0p0nVWV/8kyJTb3357Z51L3P16E29o7tI2IDIbhUmVTJ6pyO2qT95bn/GZm1wraVy8Hdu/cvyIGdchTdqeMvXG/nZWCcCg0r3PVANUIfkmYXnXu97Vaox33303mmz//M//XD3vec9Tn//859ULX/hC9aIXvUj9+7//O7a588471dq1a9Uuu+zi7LvnnnviNmoDROwD1lGbaUDMvMtBpB6ygiS8J/uoXyoHNmXCe5+5f6XAve3XK3TPTXfmGLgq5zi9+qnZnEpIYKb1o3d5u9jE4L45l7aH2nn7jx5+WK/ixOnX2OUPEakgpZyI35TNEgpHQKUfQ5pRU69Jlw1aDbyiCr6pNWXq1VOcsYc8u96N6A1+NsOr5Kc6v62E6Zdtt6fSsfAXlLj11lvVzjvvbD+vW7eutTIF/Pqv/7r6vd/7PXz/9Kc/HdXkBz/4QfXLv/zLKgasmc1FQOjh2muz3BBlGsDGvVqYeFMEWadK/c9NnrBTbfnhbFQtLdz+qyYLFtWLCJl6I3Cie31EgpGcPFVzfCcwye7f7g9vuGVLUulWVGmbKN4YLIEVWaZeTbBe+4B5t4mpNxS566+PqlNvW7AvVaNC+ftQu1XsM+16AQCR8qUtme6+++5qYWFBPeUpT3HWH3TQQTaad6+99lLbtm3DaF1f1YI6pTZ33XVXpf977rnHtpkGhExjaGI+Cppm/Vd9Ewz+wcdMvJb59MeQSa1yfH9bk2DZHJPvuBbKmidHniYTOlbUV2rHR6bdvOM5+wQwfPBBJE8kUMg03ZE9aKUm946lxuQEKGHlJa5+vahkesVIXyJDN1WGR7dqc69nPiW/qV1nUmsCJtYokdJwQ6Qa+8zByDVJmDHzb87vVTAzWLt2rXrWs56FQUIc3//+99X++++P7w877DC1Zs0adfnll9vtd9xxh7ruuuvUUUcdhZ8h0AgCla6++mrbZtOmTbiO2kwDYubNhWeCqqyLtW2zPUWYsRtI4smc1zAtD9DM1JsFNmWbGqOAfnVbWbfXMe3yKF7bmJlsQ4Uc7L4gX4eueRdJqnCIFDDYaafK7rBtsGFDhRwdVdo07SeEmHqmXFheuIGie+k6kj2VJoanNsYEjGaxAVVMNtZ1Cr+Fa272w7hsiEBXvtlXHxiPx828yovspc+l0C2HE4jaNUMpGwbMv367k9es7sCjWZkcfMuWLerGG2+0n2+66SZMW9l1113Vfvvtp37/939fvfSlL1XPec5z1DHHHINRuZ/+9KcxTQYAPtkzzzxTveENb1C77bYb7nfOOeeoQw45xEb3gpIFn+urXvUqdd555+G6V7/61Zg+M61IXoCQaRukiCKkEiOq1A88qgRd8HZNxxFq7pWjzTpGzbZYHV6bIgPpJ9F9y+L3FRLlA+Wb7GTj7M4c3C8wH6rTxtvXnzB8FCDO1LFiqrSpiTeVm+ofkwNVKTEYy1shEy77LdKcKnj1hyWh0n4usYb8pe7Xgntjv3aFJVIiYPuZf9Uxv2jAf2u3+T+TzMu60gEPNKOOr0Z1eot6XHPNNUiShLPPPhtfTz/9dLVx40YMOAL/KAQxvf71r0fy++d//mfMPSWce+65aA4++eST1SOPPKKe+9zn4r4DmD/Y4OKLL8b9KeoXCjvEcluXC0KmXSBl5h0najZlzvX7bYkKGcZMyW1hZ6FhE42bmWSCqtEGIvnjTBBoiGBjAUXesTQ79KoThvdHavCYx6ihX1Wl13PX8wIOKVXaJorXN+/6fdt8Wv2FWZWKlRCJXL2fjVNY3szeA8FM+BDBSJKIldSpH2BEpOp9doiTK0/+mY0lWEIwlUtqrwHro1Dqnx7RDzsnbbe6Feq0cfTRR6PFI4Xf+q3fwiUGKODw/ve/H5cYQLFC/uksQcjUw8Y9oerRmFfVIadwoE+tEvSicnx/aTDSt+kwedSrP+5K49LHFhpXZybiIkJ4MXXKx2bbR0g3cxxL9/7UWTXYdZdKbiaAEy22CanSyDEqbTPHZmECqpy5TI06xSnv8DdkDbjVrphJFyKoC++hgtRsWRDBEK9PqopF9zLm9kmXTL/8MO6AImbe0LaQQl3lftNZMfOuZgiZTlSdJoKOVJ6J1+k75TeN7Zs4dNMbUNScO8aNzJp6i6o6xbejTHUaejjIAZmigUTvutuuXthtt7Jfmlycgchz+LP70qUDU7PJVEy4bDaayrYaMy81p/lYmUmsghDHwiWgilDcd8p+wyF1ittsl565lxGpdcXSZ+Jdu5FOgM7DdJHYJhDMEoRM2yDnj9kn0qZKsi7UP2I2rk0RCPlMvSf95bhZIfEFTL1BcvbVaSjwyPSVTah+6UCDhT1+jhVFMIRuSA5J1RlWSaBL996rFn5udzbeZQSLcLbRy2YicaseqaADXDcbvBTJMSUSpe8CrusgrE4rfMgJM2Lu5QoVd/HWl+cVIVVBBaOih0uX6Lq/lQ7R8U2Qo/5Ywfs0GXqq1PQfNfGm/KUhAu3ixlN0X7jeyTfl8PclcuC/UD8/1mvb9Ne8dPOtdv+l2+9w+wqUIwTy5AspWK5inTG1QY4qDZl47f70sMFN3pQew2eZcXezBOkttH/4d+q+1/uUKTapdrZf/nPwrTPsfWVMAsGMQZSpQCAQzDmGqo9L130K8iFkWoc6dRlBKEK2sr7uOJEgi2jwka9gc57iuzCfeaZjmlicm/W0uS9U2s8EE7H1UVMv5TWyvFN/31B/hKUbf1Rdd0s5T+LCPnvr9Bg6Hh7Mm4XG3//ee6vjtGPJL6CfPd1JIu+0Ug0K1SgLLqodS2SmHZNz6ph6VcrMWw1GIiu94zvlftdSRLtvxGcqmBMImTJs3KNBJG+ESLPMrayqUbjvhkUbUiQ6RdMYn44tvN0jPbykHuHyVJkc32kgNQaOM/zeD2yXC7/wBCgUqscFftAhMIXJzwQCNDVEnenJakjV+ktzkRvJmxN4lKr6ZFN+qG3muDy/qVND1/Zddmk3waWEmCtYA1HCNtLYJVw+FCef1e8+5k+15+5+/OcHN6gX77T60mPEZzp9CJk2RUZ93bJtTbugTylwt0sRq6dSrXqNKdhZ8Tl5N0efWJ3i+crcoEfenKdEFD6hso6H3/2+fb/wpCd6JGnaIeHzSBg6DiMWns9RU5Uoi/ia5JXmbs+N9m2T3M+sIroHVlPZi9otVWgZ3duzJOs+DzlBRs5APYOHF5jkj2u1Y6T6uHTdpyAfQqZclXahRLFtTT81gUyVQI2AidchzpAybUie3LTK38fOr7XaDeWT+mX//EREv+SfsRMSKVRMvlDM6BvX290HBx1Q1q4FEHEiiZqygtQ39sVuIqBSWf7l0t33tFOiyWtSc9MKEKQfiOV89uvs+xN5x9BnExKEIn7J1JtC4ZErqHjol0X3OirVDtIbJ1OklQD0DIUqECw3hEwnrEad9rEoXa5KU+RcZ+KNmXtTxMjJM2ZKYyXpSB365Jvqv3KcOlNvERqbZ+5lSYvl1Gyughwc8mRrvq34URM1eV3TrjH7enmoS/e4hR1qEYtCTq2r254zoXr2+DJ/+szU63//1I+TEsMJ1UwH5/hPE8OoVEQKDMX/8OKdV5+JFzAserh03acgH0KmKVU6jl801j5T0cXSYXziDCpVT91G+3IO6JrpsuGQUmLf2J2ziAQOMUJziJvMvZxQsRudtzq6+jp3bKYP5zPc0IcBU68tWuC3Z37ULlRpyExc50Nl26Mz4bQkVv9nXncPJVNv9vEKRqj0QAbfN/0EuI24SChV73Bi7RXMEla9UbwJkQbz3HKJ1CsrGFOlIeJLmXij6jSS4+d2rDpH8EYcIIrkDbuXVmo2qMWrd1tc/Z3ykM94ijefqX8MIsqAEvTr6Jpi9Qt77lGqUpz+bBkcdnVKNYKsqeeWG+z3yH+TwQc+fxvfPwCyTq9WUABS14sgH6tSmbbxj7YpilAh0hyFqDJMthF1Sr6oConaAVWP36oEnzWvRky7bCo28pX527lPlI/BvvccZdzci2rVCUjqKXXlN/XbZx+iy+Lp4rSewiU/IFOeeCzPb5oolg8VksBvihWPoFgDESoWig+otdpSgoHnWX+foJLtiEQr41UThTUB+6Zef8o2GkuR8Kd6433RKjXxCmYDC6uuiD2gmCyRuqqRESnfnlCl0eCfWBUar89QgFCyhi6ZeGNP/R0KsMo4PFNvbCYZx9zLCfWrmkQRRxyK5lhLyNx0zE26pFS5qZfW8TxLP4qXmXlBnVpCzUUTf6jKIMvMer0zBXJ1G/8pn2UmWD7QI1S7jfWHmKNLMAkURV+NOi5MD30K8rGwagg0B5Mm0iakFDL1hoiT2jIxVx1U5rFD7TwiKX2WDc8nADeIKaBO+ZgihIrtf+npekyWCAO+T5osHEA1ee16VqeX58X6fZDvtCiQRIFMqWgDkmrTWWAIdak2/vtQmxm672Wb8I3/lIp8VJ6xAoQai04WVSqYNlYsmW7ci5Foy5t+LpFW27n+Uf4aCwaq1DL1jxvxG/n+Jn//1rO6MHU77sww5WC5kogELhl1WjHJ8qGZ8TiqlPeDqpMI0EwO7ldQquSUMllMxOSrVNtWq1gi1Eqh+xTqCDdHZcaIM1LLd+qur9Tx/ZllmCm3LjhpJs5tRjBUPVy67lOwisnUIdExMDEiZdui6TCJHNNKbilXpT4Re4/7tswfG1ajSOOgzzWTaBOVkGr9t0yd9v/96+4+//UZ+hXSZoZlH2E/LL9ThxQs2oVdxeqX1+ORvblqMKoqE5OJN4jinclgo5YIpVuFZpzhKvWFjxFfqY6H6/Z3sBzxdSsJK4ZMN+49phJN/RBziDQyCXiFSCPK1LaJkZv/3o+C9Ai4UoQhcR7J8wr4DCum3pB64+0DkzsnVS8TiU5Akmk3es4z0mMNEaXf/9BLh7H+0gihBi+U+5sBPypO4VaH2qCkjJtiLNDJRjrXdzFRVdc0Dor5Tf3PwRQZ8ZUKZgwLK4pEY2jo38tRa8GUF94+oCyrQUjhdJioKvZNwVyVOoMLPMkvA8IF6hPHD5h6s6KLHZNtRBlzU2+AWKtqlZt3Q4TK+2a+U2baxaCku++xKTSVMYcQSs1J7duPTz03CYUa8k9OFD5JFonAJN5+lWM0gQCkrvtb6ViZV6vpH3/sbtGESH2/pmeW5duSZtGQP9Tvi48jZNptgsz22TdUms4VZzHJO144N7VauN0x8bJcUL8CT9mvr9YC+aOB/vR8oX2z8HVsAULlnyvpLGzfEHJmickIaHJyaf11/jlO0STMj5v7W4o+hNI6MPHuIiZewWxgrpXpxn126PzJtM7/FyVS733oRuC+D6TDNDTx4nESY+0scIiDFCTP88wFM5mmVKyjTvtKDf7ftbbJ6Oj/4j08eKbdlO+V7xMqcs/N1dZfShFRaVMvlRqsmHkdVdk+ajeZEtOysEP4QC0esJaDnz0/qQQeuRipHi5douv+Vjrmmkwn+pdVNCTSlFk3ZcKNHcMfQ8j02wVRFstMxj6Y+XXh8muizYbHHFZNl/GABM/TXph5t0KwlINq3lcI1a5nhOrnwfplBoFI6/JHc8g1tm9oPVfvnthta6XL+pOqKN4qqU6S8Cb+uxQIVh2Zxv76W/gKU3+g4xJpNFgpYq4NjmU5biChY8QCeXBb3rgcYvb2WfP5kkSXfuWZ3nWgqKNI/qk/E01yrJFAKRuAxAfsBSZFwIvflwRXY+JNjS0Fz18aMvE26i8FX6lPyTwcDD4SVCCF7qePhbk28XahUDPmD00SW5AsI9ti9XkbHN8hpEkiQJL+7DLZpt6Ykuwptfayr+H7xeOemaU2ooTqqFGz3g9Cctp507alKiDh+og6NbBBR3z6tpgKrUuJSSlWx7cb8Ylm+qpTfzL026ykqNT0OXHzqxCqYEaxsgKQxrD9ZO0aqWjUhkirfUeieFPjYimqyWCNCZvN0P0bi+HqxYnCEunxz3LbpoKIKv5D73hNIlsNUboF8dl7fz0FJAXILqhQU+9DhNkgj9QN6DGE31A91hIfTl/n/rbsw5PZJikqsxXN2/UiWAXKVCAQCAQsAKnrog1iU18lZNrCJ5qFiIn1iWddha8/fO+RTrtYFG6dIk2WD0yMowImlicRlNEoCMn3Vwb8l2s/e7XzmVTpWMBrEPaV8qL3Tk1ex4ybYe6tHFNvW9hnb3xduv0OVKcLe+/lHiNl4vX6ylrvK+Y2BR4aoKxAhDPGVvM8p2F+FVOvYAYxlzp+488bf2kggtB1MAZ2bmP6LHrqh+dqEn3i2VeGibRIEKm3rUKkodlgMhCYkKa6IieoKgd+TmfKrBsx+xKRbjvhWXp53rNYf/E7ca2plx+b9xXwJ9JSIaI6c2/I1Mu2EalmmXjb+EuZGTcUuds1ornC3u94alG1XUWzrxDAo86o40VPoihY0WRaQdvv3NwpgjmhlbalKn3iG66MprA4RBoi0VbjzGjjBzO39J3i4SbwN7TuM4ZIf+3ZyQAbh6x7LX6xlhC9dURAoQpCjKwdko4Rauq4/vvgXKRjRN96x+H+Uht8BO/tulg/qjsEpg8UCFYb5tfMO2HEzLQ//MsjkUyfcM6V6kfvOTKtRhNEnVSlTW5MKXN3pkJt1Xcot5Nhu0s3VdZtPfHZXi3d/HElCzEU4THhPnzWGIJv1rU7sjlQ7edAbd5Q3imfqo2/OusCUbw1itVRy4ko3iYYqwqSiJWZBPhLuy90L1/2iibTDz+2TImJ3pi7KuQQmdj7R//rSCTTJ/z+lepH7z6yrLNr96uSaCzit5F5txjPv5lVECJAcHX97vBx7U/28eivH25Jhqda+H1VJv1O5KRmg/lrw3V4GaFSe2zM9qHPldq8XqoMgG+3pNdQlaZMvDMwQ8zYf1Kh/eV+LVghmDsy5eA5cPrNGH6UmFk0QnygSoFMn/AHV6qb/vwop32QIJNBSuFxxMZXQeK8o0XzaxAu9+eS3Y4fc0n0oZccoXojUzyBzj1WRCFjSrbyuETELJjIL+IQ288PMOLnQuvxhBnZgpql/mkbzTBTO1aPGEOq1G+bA9/HGzPxzqljR0TQeJBC99PH/JGpM31E+batrya6X03tXXi96S+OVI9/45Xq8W+6wm7+8Z8ZYvVnd4kdK1IMf2YQIeodL9FEuuWlQKBmZcGqEdHHOrOuJcqqOsXNY5q6LSEa4qTmluB9s65ik4r7hOoFLFl1Sp/r4BNszbZg/midiZf5S2caMz48gaApZvQ5NQOxu6wNYKEb4xjHSKhV+gyq9KZ3lcr0cX94RdD3GVOhOcFPbdVlaySu2U7/cBUugC0vOyK7S+fZpMF34kcP55o5g4RiApBC0byVdSxi1m6jCN4Elm77STNV2iDwqKmJlyJydXR18/0F8+cz7XoRrFBl+uH9ttdvAr7RsYqy+6SZUqXO57IEESlSINPH/ZFWqje//ahkKcJG9XcZQe/znlIJh3D3a5nZuQa1c4fS4XtK7Xzxlfj+wd88opuoTTszS1idpvcNl/XTE6G786TqDEmmPAmeWTeWg1o5Dg8EQnUKGKmF/R6rlm65LT3uDFVaIb3A54qJd1bRdGgzfCoCwYoh08ofXNGAULkpMOeJq0Kw/ueSSPn2m//0KHy//1uuUPu/1SW9W/6kCcmVfcKhHvvnbl93nKOPg+1gHmvYZ6TUHn99hdrjA1eoe373KOea7P7BNAHn4sFTIIK5IZNycvSJ04NDqLiCBST5vlM/yjdGwpxQY8FHoQjfkCmYzzDjwSFSX5W2SYdpYuJt4n6Fa2quB73Ds4EHm8Fk2ayp2Em1/43dZS5TgkzBNn3MFZlWCtJwxxz/q4utr+s/YE4NmndZn5X8OiJVT5Xu98dX4DIObn+jJtCUnxVUKZDpz/1N9Vj3vsbsz84FAoYcs7Sqvt/5oivVAy83UcsBUAnPUIoMJ80ggXrqtBG4OvX3R99hoXrgJw3OEuMFH5n+UhG+lT70xoaDjhBiTJXSuXRV6WiUdu50FQjPER27Nd13e7zVCEmNmT7mhkw3Pm47K2mce5xHnGPPwckUZ7kuQazBPqrbrCr17+uFUvv+yRXq1j92iW7fd5RkeNsfHeUoUL8ffx2pUp8cK4UcIsFA/vsHXlHm09pD5VznGEH66jRm7lWBdJlAn746tdOx2eOVGkyfe7nRBhjF8kyZKTioTklxjvpqYf991dLNt8ZVaSj3lCnWSqUnP4KXzi8UmER9RIiSK/la0HVONRmHAHt564VkBfOEuSHT0KOzteq1UTV1kaKBaFxOtsFCC/xz9KBl2/3eFlGqPaVufYurbK3lM9J3TCE760MEyk6r1UOIR8D664gQWgPzsBPNG9jXT5OpjMVRp/EI36CvlLeJmYL5Pp7/FAgViDUbNQSXJM8J+Us7V6i9bvv5jd3ExMshynT6WJhbPym+95/a+QSMmQSbeX/3/aS0b1sVTER6y9sYaQaIyR47QHoOQYYskblj865VI2LNaBc09dao02Q/Gb5TTuZ63lXWMVe9IV9pgmTL/QIBUH2lFh63v1r68c2aUB+3f/UkIqUGQ/WHg8o0BL/JjAYkBacO7mWq0tk8JYFgfsh04xPWhzcYUkUV5KnTChlkEKtDlqGyfpGAIzsWvq0BkVbG65ta+fNDGwWemplmOeCcT9hkmyLUZHUkQkSdViN7yycy/OWEZo2pU6FUnjCGfq8k1B/fHCZU5/p46tZfR+sNsUZVaopAM8y24f283NqcXTASLkPVNulWiLQWokynjznKM6WbmvkYcD/pDwGn5BiIBRz573NBQUh+ZK9z8zE3pODnwM0qGjiVpRr9m7K/vb6PeN/d9JMOXgmoO9zuvq/4Ek3upQXPP2VIrvNmjuF+UCJRINTq2N2C+c4sMF5/KTNuFyZe/Ttp+COOKcyAmqz7ffnrKhPNC5EK5gSzT6b0R6odWOU6u42b3wL7tjlk0Ffq+h/bcHSMSO0hQuNPEJItHbxMN5zc49hiASHYqFX67PVtg3UC2yL76v2oLSurx2dNMYTqFHOgm32seEOFgGvMrj6hPuFx+HbpRz+uEq4dX+ypsNpvcOq1cb57/qdT9/CVPO+a40T+LmO/5+x+BRZStGH6mDqZXvzUBVxC+MiT1qkemHLNEiRUfA/b3X1bEYx3Q+Hm3WCAjxfskzpukEgDT/OVJ/NAv8FjcMWaUq3+PpFjtEZCedSRYoVQc/aN+hvL9pWbdoxQQ+QZUazVc6ySIpIo+FKe+PgK0UbzR31VGvoLjYwlFsk7C2g8FVxkfezvQyBY1T5TTqL8/cu/u4SvJYGCJcrGiJYhvPRH5ftHyRHXBH7VIy8616k/m9GVn2OaLNrQq/YbLjTP2jqKna2L+Y3rEBhD2yhpjqh/NMd/CoilzHhj5NG9ZUBRwH+KH4oyKMmP3g3ln9pjRdJkCKNI1LIfdMRzSgNE6jwcRMy9dYp2UqZSTtiNSS3DypIiUUHiezGFG7rEtMIs5hVTI9OYGgVc9BS9DQjM3pdsHIhHqAQejNQVgMCJSBv269/4a6sfRQiVNukVpl+mQnl6EJGSvTL0PjD2sfNxY2jysJEKKkohSsSB6F57IVjxfPrMo3z58XmuKX72In4pQAlaUPF8StPhpGqwdOOP1MKTnhiO3uXnVFecwQ88mgTB5FZBihE4s46Qyd0n9qhFIgAh0dyvTeYznTZm2DAkEAgEAsF8YGGWFCnAUZZOgQZSpN4OIVPvGMjN4ayMIaL+/Pq8tf3gjuHN2lTpqVJQVyx9sqJi+fpov9V5QevUYpaS9E2eQVNyTd3emmL4QXXKp0/z1Gl5HY2plUoO2iq13o/QM+3iqj5IVzgYqFHTp1GpeDxQdqaPhQN/QS3dcKNa+sEP1cKTn+SeOzPjVsy7dOyA73S5C9tnmWDrhuS3CanSSfjwVwlEma4yZfrRgwfaD9oANm4DX/WNsRKMVNlJ3+3tHzm1n9IfZ5MC9whvrOV5sAAME5lqTWq1Jreqn7VyEwwEMGUNF8ocBmZwccZSsy5k+gtG+GYFMnnTp9E2h7jKPmxAkheMZKctowVI0p/CDYgVFtpnoPcBAqX+iUSXvvcDXKJkCOMYuH1mRftyjEu0oYL8HpzrHSXY8GTldYFI9L2nguwkylewqpUpEOlEYci11m8aUZHdHD+uULFJ0+NyQuWHMEUK8L7ZL2uXF6PqULgydZQrcxXiW1R68L6I7zepiIQmvtOxFSqdEJ2pVqlBhQo/Weib+0+5SvUVvRnL8Pob8OPgqQfY72Rw0AH4Orz++7jQZ9qvJP2A35T5Sp2HAzpm20jeWjXJfbwZ+wQexpyHOO+4Wb5TUadZEGU6fcycz9R9EC+TOpPqtOkfXNNE0SZPw4l2Y5mtPHVJOZN4EwVCHYAqMk/1ePMNK1O7X0jt+kEj0ddqukmT86i9HqE2KcVUp1CZyrSKiSlVfc16WlWiMgRyZaqUKc6QSsWF1KkZy+DgA8t0G1oYqVYQmpuU7Tcp1Eb9RpWn2ybn98CJtpZIRYEK5gwzX05w6uBKNqE+Q/uE/KVtomi56sKbjnkWwG56gYWl8WBEtFWfLCraV6qOEu0lFWq0mH3OOUTPLaAw1fizy4QK4leUKvlP6cy5SsV+qY+AIiWDi1Gwo29fX46Hjcuv+Yvq9KkesQbzZbk69FRpHUL7RtpFze4h9RvI9bWfAw9kPtkmiTTjAUtyNqoQZTp9zByZRk20ddNY2E1ssmNusgvknuYSW6UdJ9ia8cC8pqH+sEmij6C5jBMhI06eLkM3LryfYYqGIdSECRjbFC0IlQie5jNN+E0r1yZ07sEczY4Jlc7fBBPpQ9i8K1WMzJmjiZfOqd70O/r6d+37/qFPMdeHnQurAwzqFMgUiRWtCZEiDblkuByIKEq7LkKsfh9RIm2gisX0K5hFzByZ+qCAJSzaYHMorYYI55w2uYmn5kNN5GnWEer+b7mivVqzCiBwTHrgID4ZGLJkZlwkAEOgGBwEx+kH8nZZDq2NFPYJNfZ0Q+ZeO0uoOXaqCHzmdahVsU0J1ZyLHXqKWE2gLvwTVqmmS5tnWvbTP+zgMsqX9Vv5ZZoIYFSnYA6uzd+M/LYj/tKkyTXHbMyILqQaowTIVKm7rgGRZvwZv/AxMv2aD7g/wtIluu5vpWNhRQQfNUGmuahJMEyMSG9+B1OlqXQXUoURs1jlBsPNvBR9xMdD/fQ9UmWmTuySVC1LAapUeurFVSmlmJSBPOmHDP9BxS/D6Jt7sZkjoRkChFq2T/fBySlErD3/kQ3Jr+eoVGvqNcTYe/Yh+jrjh56bNhMIVgIT7/C73y/9qrHSgT5S97cQ6Ta8H/qR0s46tj7qMw2Zd0Pb/bFFxin38zxA9aOuKyB13d9Kx8wr00ZImXqD6tIz/XLG4NtTKpTLuRiR8r4DcG40/Twy5WZWIkIiJFKnqES5UmVkaWfXMnmquJ8hXDIP6xplhk3R/Bn3n9KVxv7IT8uILXrtah5YqibbeA6q297LKw0ZL4wJ2BmSLRVoCNX0ra+rUam4jrsQVDUXNUKqldsTN/E2UaVjwPVpmnPE30IvbsrtV9dXCdX9W6qYekNEyo8h927BHGNlkKm5uSUfw3FT3O+qOVMzjKO8QjfxaP8qTKR+m1A/PGfUPtmXZFDpipQpmneYuqTSh8zka8nVEKbd36yzREtKNkTGPUNcTMH6ohGpAvJ7E+belP85RIRjEyquKFUqnbv/nZXHYu4DvD6eSjU+U8f0a75T36caIlVb3GGkv4hokf0QkQYUYhRt/a0VE6xrtnXIMGCuTflPY0QqJDo+JABp+ph5Mq2z22NlpCZ/jbwp9xX6N1imTnUAS6NhNxqDYw7rewUn/PZsN/uPNdPqAgS2ljB/vggpU1KszJ+K906PjEuTnbkOQF7KJVTnelZYNqFO/fMKEGEjQmXjwENH+koC+itiKjVk+lVVn2odqUIqDbarqtIm5NfIX1rXFydQ32fai6w329ziGNUHwyQJ03qBYI6x7GSaIr7GRepDZsImpt6eu82qU3PjxO4xeIcrlcxx6a7z2jIixZt0zZO8hRdMpINfjMqFgC1OlMwEjF0FFKuzzkvHoSAmWwTB5Pr2h54iZOqUzKNNo6NDAUUxQsUmPCjJ66/Slz1IzPRcBlXh78Kmw7gqVftAzfeF17P80inYySFV8/vxfacQBdw7/Gmq2PRtveKIQyPjCq/m407Crwjl993ExBs187L1uUQqJNoJJABp+phpZdpYceaaeit2KE/xcHMvBeCQaswlVDum+jZlAQZNpLzogm7jmikrXWAAqRkoI1aaFcXW7+Wz39DYcIYUFpzElKgNUKJtQ/+0IOihKOOf/MhgHg0dM93ya0XfBbvZJv2fPmH607aZ/py+7PFSF7RKqNgVU6mVxCtu/jW/RYdUlUmD2fTtyk+iMZHmKtdYs1jxjQrRsQIXTJHyACO9nvldQ4RKfUeCj5r8OQkEs4qZJtN2oMiaannBqN/TFNEnrrW+UvNUrhWbvlHWEerNfxoIPGJDC44YbzSMSLmpl/URJVRu7qXP0Bgjfc16PIfSLOmYdq3iZO8pAphMwVSykBUBosEVTj6lVqc8GClm7g1+HzGVmkuoKq1SnUMlfeCMUMl8G1Kp9qfGzb/KJVXY/8pvlV0f/jQznp5SV32rtSKNlhBsYTKOmXidQg2cAAOm3ZjPNEakzuVP/rYD7QUOxGc6fcwMmfpWt4oqTUizWr+pw5LmfbmBDuAQqhP+aYmVESoF4jT5Cw+Yf7mvlIjUKlSmTB2lGvOfEomSyZfGSep0ZMyv5mbvRPo6ZtxwEQg7TSdTenQoOxB62DDm3pTZtrKtLaGaYycJ1bvu9tongORoCJFUKqhLINJSpZatg+bfr5Ykqo48tDoMWAdEC6RqtqcHFTLTeiZaH6mUG8/EWyrMXlqResRaN7kCJ1l7/gFVXHbK1guLCuYAy0Kmp1w3zJ6CLYVan6r/h9dLVUTSn2OESt4x/Jf8f6RQA2bVVqRq3kOfeIyBVqMUhOTkj9paxO5N0x6XiBTOofDSWqC2Md7gzWcAEI3JUUViIBMvgJt1/Zsny0O1Bfbt3dSUF6TD4I06ENmbS6h0XnWEqhJ+VDpX/7pnfF+2L0uU9ABhfKnkB6XfilGwsKX/lW+W/fzS09MVoohQ68AVZ11OauVZtFdv4k0FHlWIlSnVAGmGiLRCoqmHGfb9v3hnKdJQB/GZrkJl+vLvLjUj1bbhiTlPtKUMrSVU3GJ8j7ZCDqg7/1gNiBVvSgNDmibIQ6tTWleSBidTX5yUylCziU2ToWo+aM41gS9WuRmyRblZOKRqTcFwvxy6arRyDnQsswOU40PSoYGS+brGrBo3wTcn1Mp6rlJ5v9gwPiY+Nqs4A6Zf3Y2+loMvXWv3Gz3nGfpQNCbjV3WGAde6IZGG1vtmWr0u428HC/pHonbpNxkgTd9sW+QQqW/mzRjeS3YUIs0B/H2DqbdLSAWkOTHzAqmOo1KbggKJnGjLmBpKESq/DxuViiTC+8hUqzbwCAJTQOlYYjVKlUyFnExDVj4amPWdGj8x+XaNssYcU6tMDdv4pMqDTigYiRSqM3hees+Mw0QD6/7Zjdeo02BkradQo99LiFDN/m6wUoJQCZxYG6hV7SXwTL88z5TKBB5zmPPgQhWi9OG4fdQEicH7o7R6zUEjVUrzrzrbWcAQax8mzrLAA1eljtnWLzbCg+josnrtK+NMPVAJBHOAqfpMiVAbpcRktfX9ndz+V3biFMG38ilMqGQqtURVeCqVq7MMUtUkWrhEOiAiLbT/0tycrZkX721xk6U1PVszpyFWQ6LaJ0qqw9hpK6QK/kDtU0XzLJkmAyRO3O0HNVlVgkq+VKcVv6Y+oYpaqzP7xnywMT+qvR4E3/zrH4Nd01rTL9sVfi9Lxz4z4FONET8bO127JkSaUKUVRNRgJXKXkWPUV8oJk/oOEKmvRpMBdYF1J60XVZoLcxvqFPJcM2cBSGT2zcUFB6zNNz9w82svMHE4j+KtmHv1ukqUL7Wj+yAnVWznqlU+BD6u0UKhigUiVE2kWpkWqgev3KwL68zn0P2Sjo03cbz70Svtb27kQJZOtGmvSqpWmZrjD2P23fL8ndxVMu2y/FauTnHXTEJlX1PlO42SUo7ZVyXMv/w45jyj4CZVXvDf86nGSNVR2IwoY6QaItIYKjPQ5AQeUb+eKiWCrKhSOp1+gkgD5mB+KSrvBYI5xdTJVCAQCATjF6UPVH4eu0/BCibT076/TX3kSeua2SGYQil9pyRGA3OeOr8hmiWE1cMlky/txfv3TL+kEG1QkDXxeqp0YaQVpFGlqEZJRZIyjbkbeW6CWRlSqVRn2O5ChdtN4Qbr5+wbRWokOagRrHTErxuM2fhlSTFRag9dJ9zdKpxI/dzoSbHD+abaDB9qrK3TT8rka8eV/zvjngTrl6eShDQZOVPSUXN1zuwx3jHt+fcSRe1NOz+VhfcVMvGW601kuxeYVKtKa6p5dRw3IxBMBXNHpoDTf7C1JNToza80x3JTL0a70k3ANvPNvdQR34/7WKt+VGbBC/pTacYQvAmhidcQqXntMRMvESkRaJ/7Tr1TpZPQofEmKMbe/XjdXkOY5uSxbzKXEtHijRbMvuVKHdFb4FOqvcdjrqXx81EQEl0Gc9PFnFbfzwb7+eUHK77RTFJlX0SIlGJBSa1Nvk0dSNYcXZYk5GUE+1/+RmCfqrk72KYGuVG8Tp+eWdd97/lKeV409lWN5A2SaMJXGv0syIKkxkwfDZ6BZ49QG8H+UXsKj613b/5GSfDSflhz1m2nbyzk4zTTbfX9IgzsRuIT6UKhegugTgvVXxipPrwORmowoPeaWIFQ+71CDfojXOA9LoZ4+9TetO31QenqQCZLztYXS2OlbTwISi+lajZBUoNCjfBVLyP+GkiHQN8auw6oajAVKKyGqt9XpdSSs4//vVb8fn7bimKLEAwnmQmg/+9fxwUw+uX/Ytf3vvKN6nmHllxV6kfxmv39KN6q+oyoUt9XWvm+44RKf0OVYCb2t2V/J7ydQDBHmEtlWlsFKaZO7WspjRyzr1+k3FepbH+tOj3zrx1MNfJXq1+lRms8IjWKFMhQE9/IEiTdT/p9HZHi3kvZqMmcbK4BHIlMvCMs3FAqVVK7oJRwbFjIgYKz7ERjeLJ6xCwwSRmFysy8GCzDzLy2DnDopkvqz1Oo5qugSxf6cssTDbWPmX0TUb7Oeh+xvNQ6dZvA4Itl/iknUnwtClSqyWsQfZjwCbZqvqgQk3mwqeyfo0qdByR/PzcYKWXeTapTs/0StUG9TElEbw4gxxQj5ztE13mrKx0rhkwrqCNUz+xb1sg3N2C/UhLuFzIbk6nUkDDdqNkH8p3yFBg07fZdItWvpDhH9j4Hn4EEud/Ujswcl5K2kRBNJHFBQssnVRphwaN8WXlAIlTf7GtOnnywqEyZL5gK6SPZEqGxSk46DzVOqG1JNZoOoxJ+VL9tE7NvCAkT7eD/Xevmn9rBu+cFhAqFHrLvYT4R2rGn9mGHd0ywVdXrq1KniINvto0Rqd8uNobQeXgPMII49AN1t1eo6/5WOlYUmVZq9KYI1cIQnqdFdeCNqz4dpRpRu35QEA9a0iUDTbAR+UiNmdUn0oHnMyVCDYGIFNNKkVCJWJUajfpVUtUXy5lFhpQ26VE8bRTEhkDZCeuZYuDVpLKaVI7RmnJMA5s2Y0gpRajuheeXz15D74vmJ1/vS/X8qE7blEr1CbXhzX3hC9fY98PnHlZOX2dzmcr+QKGS+bctkXJV6gQeeaUDS5Irqx9FyTJgkrUmW3b8iqmfF3FwxsjPwT8n9yO0/Yf+BvWbQ1GngtnH3PpMY6gQjv0DZTcw9rTs+1Kta8ou2r9INxt9Y2H+UbrRVBYzCTT3PwaCjchHCkSK/tDBSC2A/7OvX2HB9T1YCrWmP6osC/2RWjsY4oLtcb/yPflYtW/VLNy0TCqZ/Kj42fiCWWlDp9CEfYWcWb3gZ3jln8lf6pkHHR9q6HthSPrRmC8x6Uv1/I5ZKgng+1CTqqo6DijiAIvui/aLKEoKTEr5Siuf/fEGziFwPhVVygjWvXYe4QaI1l9X8Z3yUpkRcuaE7BxHkAV6iO56aYovf/nL6vnPf77aZ599VK/XU5deeqmz/YwzzsD1fDniiCOcNlu3blWve93r1O6776522GEH9YIXvEDddtttTpv77rtPnXrqqWrDhg24wPv7779/qr+WFUem9YTqKY0AcSZJtR8g1koAUllvFxcgDPSRjlRvYeQQKQUKUTAREl+/0ESIBGoIczBSa5Agq8vahSWzTZPqmr5+vxAhVVyQsEsipyAmGA+dR5RQFwpNlvhwUBIokSgEJdFr6WeLECosRKjR7yWDWKNF2sv9Qm3d30ek75ZBSUu/Ykg0gAqh9tyApApCwVjOuKuqtPwcfoB01Gog8Cj4PfiqlB+Dm3wjROuQa93xDD66sCF+XQQzhYceekgdeuih6gMf+EC0zfOe9zx1xx132OVzn/ucs/2ss85Sn/zkJ9Ull1yivvrVr6otW7aoE088UQ2HZX7eKaecor75zW+qyy67DBd4D4Q6TawoMy+HDbSpBCXhWt4y8ATMIn5pI3eJcV8pNq/24fjG8GZFJQJZdC2Q28BE6RLZkUI1kbsAiuLtk0naECJBm3T1AJaKvhr0e2o46uugBFAW+KpN4FTQCE3ACtooPNYI2o1ozjZjusW6seW8no7JF4gUzcnlExm9J/8NLTRvqv0S+KWJrK9UAeLXl5lm6eswF8YJOrLb6Jyd7gyhWjN/TYBRzRyp/vOb48ulFBmaFs9OJOCmy9A4Q9G+FYSI1Hs0torcXxd9+HADj0I1eJ3vIfaM4bfxyTvz2UTiX+YvNeaEE07AJYV169apvfbaK7ht8+bN6vzzz1cXXnihOvbYY3HdRRddpPbdd1/1hS98QR1//PHq+uuvRwK96qqr1OGHH45tPvShD6kjjzxS3XDDDerAAw9U08B8K9PAU2ylCfc1BtsytRp8Ei9Vp2N5c0xWXJEyBUuLMZsqUqJeuov2kWoiBVUJSnTAFliHKhXeG3Ouv6wz6nTdYAnbk1olM7CrVIfokyUCt2MBZWrM0GSKxjGDSTeiUFGlslQZbvYlhcrV6Ghg1Kgt8F+qVIcgKio2ED1KbSuEUC5BpRpIowmZFZMKNdY2keMZIj0/+nZ0NCPQhDqM7R/NMWVpP1ETb0j5hywBOfdYb5+KOo4gqlQFKwZf+tKX1B577KEOOOAA9apXvUrdfffddtu1116rFhcX1XHHHWfXgcn44IMPVldccQV+vvLKK9G0S0QKAFMxrKM208DKUaYB5RJVqv4fZyi4KHgMTz1xZRobi0PkZUEGmx9qgo2sIrWvpRIdGEJE4oXgH0+Z8jB2eF3q99XSqI8EPOz3UaUOQJWO+qhUAaBQsSxvD7b3rEplwokpVKNP7aUxChVWQI4sBdHgHbRUpzbSl1JoTFCTFqOmqL7DfbrYQzQ1xKsDbK+zpxJVQoHar4SZKrENRfyqap85CtU9KOvPjyC3/bgKVY+rWfikQ5xO3V4v8ChAhDETr23D98t5aOWWGmdD5oOKNz7/88XrNqiXb5VApGmkxjzwwAMVZQlLG5xwwgnqpJNOUvvvv7+66aab1Fve8hb13/7bf0MShT7vvPNOtXbtWrXLLrs4++255564DQCvQMY+YB21mQZWDplyBMnSbGJ3RscEbNv5/tYAUVaiSxM3QXtDKiN3US3bCF2dR0qmXdhGAUdAoABot2A+cyIlsiUAmcEfwEIxUku9Ppp8R+b9sOjrfdGUq/eF9lg1sGdegVRNUACafXt9HfDLCdWcU/kJCLW80NrcpBWpji42lwvmM+CpKRTZaqd+Y0ppWNQ/L3mkykvwcROxQ5jlKMv+bAXJknRDkb7O1xxJm6kQrz94bu7VX4KeA9XLQW1LpKnKRzGfcdDEa/qqDQLyU434+krUfGQsdkzhz5zgL9pug3rFI0Koyw0wsXL88R//sXrb297Wqq+XvvSl9j2ozWc+85lIrJ/97GfVi170ouh+WN2N/b75+1ib5cZck2myrGCGaq0Qa1Kx+v3l3GXK9tbcbAKNKNWF1CiQG1ekaJo1ZApEioRqtmlCLYnWVabaVwptQZ3CAm2WRvoYdM7kV4V1wx4o1sJRqdgXvoPUGp2LqhNiTOoMCTDntIHMNTshT3BVCkFGZhYZqyphO5YjpEnJoVYwrHI7ZjU2yll5iJxYdSk7DJyE2+xL6s/5OqpK1GY3AYkECJWOXyHUgDr203F4fuvC5WW6DAfkoBKIXLPKAuaAmacbmXhboKJQPVJNmosT7ejzRdtvUK94WAh1OfNMb731VrXzzjvb9W1VaQh77703kukPfvAD/Ay+1G3btmG0LlenYAo+6qijbJu77rqr0tc999yDCnZamGsy5WUFs0g1oVqDBRGaEGboUNzEa17LqdSAPMtiDEioRoFS1C28ByCxojIdOqbe8HkNtam36KsFUKf9vto2HGD7EZC1Uaba5AvH7msiI3Xa66GINNFHSKh2dnHMMDW1jZHvvFk9jWyFJ0Sq5UvmXlte2NxsMTCJApSozi/Ur0XCLVR/ybs520tZTs5dXld+Fy6vOfUbUqshJeoTqnNZQ2bfOpOvIVSfQClVpmLWzZjPtDbqIUFQBJ8wswmUPWDwB6mQiVdXACuvVzX6Ovw5RLZ+4NJFO+ysXvGQa3pc7bBV0DruEwBEysm0S9x7771I1kCqgMMOO0ytWbNGXX755erkk0/GdRDxe91116l3v/vd+BkCjSBQ6eqrr1bPfvazcd2mTZtwHRHuNDD3ZMpJFeY6TSH4Ywv9/hIEm4VemFBL36BHokYxYjCQUaCkRgFEpLQOVCmYhH0zLwGIbAEIdTRQfTDvqgLJlVQqYAmOD2qVUmWYSgWQ2RcNwr0Rmn3tzc1G+rqBzDQaLCBhzMj2koI5e1EXaaCYLlsgnxEqzE6jFZkxZdN0t37ZxlA9WkOEZRWqokKquAv5bYmcI4Qa83tGzbnWlFtuX/N5TaSLx8Gk4e6FqvhKm4YDRgKZHH8pH5sHJFHP1xp9fuTXwP/CHXnvvXrrKsRao1orEcDmIl64487q1C1CqLOGLVu2qBtvvNF+Br8opK3suuuuuIB5+MUvfjGS549//GP1h3/4h5hP+sIXvhDbQxDRmWeeqd7whjeo3XbbDfc555xz1CGHHGKjew866CBMr4HgpfPOOw/XvfrVr8b0mWlF8q4oMs1BihwrlZO6OAbd7+nVkKW1sLGcVj+4iJt5SaXCK+aQ9rRCBQwChDo0vtM1vZFaBBLtjZBMt/UWVN8oKejPqlZD5qRS6TyWjG0WiRQClNh56RloDOcwXiNe0Mq0JFRSs0CmQJCwP1d9eK8dKTU0hFoScWGnf+MKNfUQxO3QmoBLUsXNZuJy7i/lStTxs9YRqj+Fm0eoi8c/K1wj2DEfeykyzNyLlZO6hJeD6ph76dr5DygeEZZVvaptguTJqnHGEEqbcXy2FEDItl+4087q1AeFUGcpNeaaa65RxxxzjP189tln4+vpp5+u/u7v/k595zvfURdccAEWWABChbYf+9jH1E477WT3Offcc9XCwgIq00ceeUQ997nPVRs3blSDQZmQfvHFF6vXv/71NuoXCjukcluXA6uKTFNorUJtB35//AORFTP1suPyUoEOqZo7Lpl3iUiBJEGdYv5pYNxDU04Q/KcLqodkCqSKvtOe/kECuRKx+ipVj8v4YMFUDAwHaTMsMKn0o7pT2nGe0MFM2iZo+BjJlMgMVSqLyiWVC5ZoI5A1WS1qX6r1sYZMijQAeiW1qzxSpTESoXKzL/ej8sCkHIUaCEry/afuurhKJQKlmr51sKq0NwaplhfCjgMGa8dL15I9zFQEqmfWdUz0vqpl421MpN1yhqBDHH300ejmieFf//Vfa/tYv369ev/7349LDKBYIf90lrCiyBQmDkdT7zL/sQXjRCwpleqT57xWfJ6MWEt1qiUZkConUli/xqjTQcjRBgGxmOrSU4vFANUrmHuBeLeS+RTNv9qXus28UpASbiffqjk3G5hU8aM6bsryvmmvia7li+Rs8nNxASJlCtG2Rv9tSaaUg2qL4nP/qWMm1nd75wbukarjJzV90zHHIVQ7Fh6UVGQQKr9oBn7QERBqSp2OFaRUxIiUESd/QAkRpdnm7BMiUJ9IfdSYdYNE2lPqwp13Vqd6qRurEfyr6rJPwSolU8SEiDR5z/KI0VWegUCkBCyZsiAjVKZAqIxILZmCQjU/e8wrNQyBaS9AmAXsN1QLxUAtjcq2oFS3oa/UEKoJUgKVys+hrLpkqiehSlWuH5X4HFWo3sMGqJAZsa+rLCGJwm6myL2O4jX7s4pJpblZR+cSmZJK4sFLej+jPnF/Xpa/qpidqk42+ClOqNm5o6obQuWBSrxYfrdEyqKI6D0jUn3uRp2qiDr1x++bdSlGLKZYPbNtNSeWTU4gqlQw41hxZHraDdvUBQdWA5E6Sz+KKMrYsSh6l973nCCdOLiZFxSlNvWOLJGCUtWKFTyb5fFhW+k37as1xRDVKZAqBi1RhDAoVqNUKUhpGxArkacxWYIfFfsz6TN6WzUfFaBnjxkB+ztKA4OPzKtWpiYVxtxYrTrlJElkalJq+n2PTM0+2A8vWUgMTgmutDAfbREgVH0wl1CddYwMs02+IZJMESofC0NnKTLYmZXb7rAYWdph07Um60OAHGnsNohMRZ5iPIXrHjwwzgSRcgI+bbOo0lnyma5mzHc5QYFAIBAIZgArTpkSxnqYrwlGSinRynYetUvqlPxAztyjZSe2whEztYL6hDq7FIhUmnpH2idaqQwPptyBVqdqSS2OFvDzgglAguAj3E8VautooXpM71V3D89eQ7e4AypOfWxr9u3pfFSdVmMqB9KkJ1gjFoKXtELVqTC+/7OcI5VU53BQmn91LiorC2islKRStToykpJMvqWL1zHpcv+prabEtxUZ6hSPF0mZ6YWUXESdsvZdwEkl8hQwKVE00VNEtqcadRtzhUL+aN53Q1Ovfyxr4g35SAOKVOBBnKZTx4okUzD1XvjkdM4pIiOCNxblmyRQXFGut/cFFtXbp1lcoFBBr4e1c11C1RG7/D0kpyCBov+Uk+koGIwE24lQseZvMcIFAG239tbYvpFQ0dSrfxIU6bsNrMYDRqrkO6VaeDA7jbFvIF+heU5H++J9Gs3AZvYa9Lka4jLFgUf03vebUgAS96ECCTJCJSIgciX/rb2Js4nIHY7q1xAqkRwn1IDvM+T3dFJmIukyWYQ6Lpgf1EwN5Jpz6SLRQ4dpz32m+GpngO8FTb22z5Cp139l77OeGUJEKoQa+b67N/PK00szrEgynQR56m2JtpFtPpGG2kA1oiUgyIFWqQCe9qLVKPeXLhn/KbwWai28siAk7BMV6RC3bSsW1JpiSS0WWp0CHlVr0I8KSpWCniAgicCjjUNRvnr8ZU1fgJ7GDRSrdogC+Y+G4Gs1hEFFAoYl8WGkLlSCsnPDuQUdeO1dh0RJ0ZIY9r82rkIZodpNZr8oobL+KsFIMYxJqLgqcAwIQrITjGfAibRl6+wpGBK158TKO1oi5fsz33Mw0td8ptOxZMsDmsxx8PrS+EyZSa5Ko4o04Gc97T7xlwpmByuWTE/9nlGnHarPYNsMEnVfNVH5/WD0LRWhp2hec7fSapTySktSJSKl7Tzn1AYiUTUiILcCgo1KtQvEunW0BlUqzp/K7o4QlGTfY/qMC17TVxd30Okp1vQLotUcp0DGpfU6TaYglQnDNNOx2UIKqCqJXUripfeWRImU9QV0vwdz4y7fl8SGu1hzbpxQc4OR9Lm7x29DqM5+PhIBSlFAHWM8r7KoBJjWiQg5sepgLqj7SOUavYwWiuxlZGmDr3yTslnJzbwOyVIwGM2c40R+V6+jRPJOtzavYJWTaRvfp16X187xLfmKs4ZI+X7lFJe6nCBWOgoUs7eqlC2cSNcaky+AzL2wBeJzgSiJVGkbEiges0CVSioBooDxmDAZqQEv7lCOu68VJobZauIejVzTL006rgvnm7q+dLMm3ycQKb0nEiXToj4JYyY2h6EyhoHvofK9eKrWKh3TziWL6lcc9J8GzL3uukCEb0NCrdTy/RWmSn3FyMH8kKVvkhEqfknGnGuIU/8c9I56ggAokAE/VE+lMnVqj8VPicjSM/fSd8xfsW9mojfudW2m5A8uvdAfldzhBbOJFU2mp16/qC48aM3EVai/ya9wRP2XfsfqGNCnaWeHoTQYQ3zGDKu3ax8pLD6Rwqtihf9QafaGSKSgIgeQHkM+02KEaTOPFtpvin2zCj5u3V/3Z0JpM/p9WS2JCuT3eiOdPgMEjptG2o86KqzZF2/qoHRwphitVK35F/nZj4Qx/jxeF7j6lRki9r4n8qma0n84fqZMLblF/Kf0BTq5qZxQcV3d/KXxCklr/vVrqhX84wRMu5xQzdAZ0VUJFd8ZH6nt3myyVZHoK3FMx2Fzb4pQrd+Vl5ZkY+jxWYGERJOQ1JjpY0WTqU+o4wYThbZXhFGAMCt5p952VKSDoVo7GNo5S6lkIEBXPqouRKTgO9WF7zUp8kAkaKVrHWlVOjBfOQUnAak+CqZeowTRZztQtlISAXrQr4xw6RzIjzoYOQXy0UeG68siD2j2BfI0d1w0O0K7Ic0Io/2nxcDKNmtmxMIMKkKovmoiQiUiIDVEXwgFhrG0y6S51yetiLr0CTWVf7r2spJEsYavPRdmrv/8NahUHXXKURNzwgmVrmYxNBYRfLhgktIJsS20P5tdWyJN2x1TphUfKestRKjcV+v0FxGevg/49HsfTJ+4QLDMWPFkSoQKuOgpCxMh0VhgkTN/c8KkjEUZoLoRXyD9xRS61z5NpkpN8BEnUnxFg6pWsPa4pgIS+GS3qQXrVwW1CsSKvlgw9UJNWGvirY7VH7+umuRG+mL+Co6ZnGF9XafTM/vCTRoJlRRpyHdJyhTSaIjtyAdKN3ce1MSvK/nl+Dbz2R6M+enssRMWxFB0b7JtglDXfvZq23bb8zSJumRdql2YbQYINepLbRqQZOeD1VPl6blmdaF9PbkAPX1o6wH6ms31tg815uK5QU3mdDHlKU2odl9DqDT/LFe75DuvXhxB9Ecn0bxTxaogU8Ir/nOpQqhNInPHJdKYKl27sKTWGFWqSXRockA10/C8UlqomhEnUlxv7kbW1Evk6c3iQsQKAUlg/iXzaGgWmlBAEppkByZ1hpOZR6g4ATl8HumcU5rjVKfOmMpJpCStOmHTh9n8VNRKppyS2cTNhkS2/hypdDdngSw6qMV4Ep2goubRvW56iOv7tD8Wj1C3ncBVKOvTv/S9nmMCTkX8NgYjVbLJ6m/MnJz5fu13wonQnJB9EDLPTniteNAR96fSgw3PIyZhTH5Uh0zpwnVwrgLBMmBVkSkRKuHipy4kiTSXRGNFHPxgI/dVbwfTLpDlWraAWZdq8AJ4PqmuxavfW2XKiJRMvQQy+VKhe6s+DbHCvDLYLxJeSYx+EQhOpmq4oG+0nFB1p1FCxfNGIjTEjcFI5maJJlj9mdfbRZh90OuHbcv31jzLyZybC3k9fkamNHuP6/usUaeRUoMqJwdV1QckOdtr0FSlJgUL+VPN9aLyl9oM7wYkhcy9pgvX1EtFNXyFSqTMCNiOj9QvXYuEyVdMvMGvUaJ5p4xVR6YcL/+uJtaPHjxIEmnML+q/15/riZSA5lrmKyVVCv5Sqr+r+xpVVCnmmLJAJKyQhMRqlKl/LEhlgbbm86JasGoV/ayGILCwA2hGClRC8l6r+qaYA8FG+5KCoQIP4CqFuyPYdfsjVZip30ozo5nWC2eS0cSCh8abeC+iIj1lQxG6ZFY0X5IOMvJuzHwdU7tWnXIZpWrUKfuSeXUkPVDvR5AzD2oGoYIvNRSg1IR4k+AmFAgGM9+HDjJzA5K4irTm3oCFwPlu2PdJJmBrwqXviOe50iXhxO2Mt/6cVyUSDx9j9SnIxqomU8Ip12nS+ughg1a+Uf2+XF9HpNBWBx1pFQk+Uq1Itc+T5i/leaZclZKflGaM4UTKKyERsQJpQgGcNSYgSW9bxPVAqhQdzFydjkqlmWh8ULCSyYyxKnVkJ8zu6xux6WzI/aPsLu+oIf/CG5LV0Z2UslHKUtyl8JQQ3YjpBuMRNFky7Tpe+z1yAwkFI/mElhOQlEuodOrOj8YzIdeZfRu70DjBcXXfC6hSlr5EPlQ6DW7yxX14Sgwdg80lq/2z7jUgcz887NjTEyIVzDCETBlO+c5Q/cPT+o3UqB/ElEOkAFSXVpFqVUqLVp660hG2ZZOF6+IKpam3NPuWRErv7ZjM7QjIb2CYb4gVivqWVK2vNEKoUZDJF99rIkWiNHmDaHLu60AknUKjSdEGD5EiZddHb6PxGKVEJl64waLaLJUR7kdExxSsDTriRGp3CKvBWGRv1WfqkVso2Ii39wi1/HLChOqPC9QpRvwGMulDpJ6FQD4Yms9tIQev3CCrmkSkqocNpnt44ClPg9f8dSJ4mZJ1lCntSEOi/UfuCZ7+U4niDUFSY6YPmTXGw29+m0J0mhEpleTLItK+9lEOSJGaYg1k3qVUGJ3OogONoEADpb34qpTyU7XJl97rZS34Vs2i+y+XtYpMx1rtrsdlm1rfX1Tre4vla29JbT/Yqtb1l5xlLSyDJRaBrBcqPqHP04wPXvuj+AQEdJdGcjWmV1pAATEzLhZ64Nut2dZ7b9pZ9RMgVquGMwjI5jyyL9QJouSmaf8H4pynR3ik5APjgHaUNoPmXj1BbnVsoX5bzgRhvwJaaJo7plj5dv3ZRAZ76ja0j/Oeai2zGszuUtZtFiIVzDJEmY5Rq5fg+yfrck0rqtQQoC46b9QlyzPlxe2p4L2vSkmRYv+WhL1xQtBRwXyoqE6hyD5FkJTBWb4yJR8qAI9aQN6oWYxvFx5DQP2COkUVbFJ7RjCfqvGb4iv4UsEEXAmb9gjRmoCNkuW+VTL3kt+OzJCef5WK2le/2EgKC7MM16rT0GdfoeYEJIUUKjtekCATZt+2RKqjbFnVhYA6pWAlV5nStdIK1V5b9lDjBB5RADE3/dIEBd6zDT5HjXrq5TJvaT3ExzlVCJk2KjVYJcfGRMpUKTfx+oFHNLUa7sOKMZQk6qtSMvOWRBpKczGTh+ioXqiIBDPF9Ppqra6agISqI363VUy+MPWaNekyUHF+TawlodK+tN3mndp6PKELz8y/dPG4WZfyR+3NGojKTZep3Mw7RCVVhuWERtF0UnF2Lagd5KPyIg+8307nJOTF7NlDSllD1yuSX3n4MNHWyvNFe4FH/HjkQzXPPghb/ZH5VwWCWYaQ6RhEWreP35ZmgkEzKKvDW9bjNQqVmXcBpED1+yKoSnGbR6RpG37pq1xbjDxC1UUuKoQKwJTRvg0+AuJdZxgLlOmSid6F86P2RMC6foNWwuhDpZJxcPOlICS6M5uxWf+pqVpkg5FYvVl7A6e8z7Al1Dl1/zkjGR3rlRKM7ZMs1hBpU39s95jWd8rGZi9uZOxtwJW+UwwfjxVTpkyh4i7llG48iMn6p0OzyZifDeUj08PQx4oN6qX9za3OZTVAfKbTh5BpAC/9lv5r/9ih6RtRrNZurHADrCd/IlelQJoUwetXO3KPx0iVqVLqP0SkpEQJQxZnBLczyjvVdXyVJdQhvYLplxEqGJxhH4jwhfzRdUaJ4o+pB5OPj9RSr6+nd2OESoFJMD0b3CT7OCm6DkqqCCxGhjZAiZl/rbkX+lReuoy5AaNflUWU4vjrRFxlJhk3ete2CRRyqC0nmCjoUFfDNxWY5B/f+dwAjonYM/Xya6jN50Z7UkQuK+3oKNKyhJHrp/bNvbQPpc7AR/KjTqCwj0AwCQiZZpAq4R+fXn+PCilUS3hmZhhYyplhKEJXv1JbHpHLo3jpMwcpUh8+kQI2/v1r8PWM3z7P7uvciIGMC1M0nykD8K8CkUJAEs4EA+qUFCmZeQutWMvPpfkVn5wN8YKyLMDnihGgIFfNgbhZlpl5HXXKzb0q4D+l3Zy8UHed7bqJj4nnlrJ+HXNoZZ8M/2lIxdrUItfkS6ZeWOB9kFBbIERWPHCIq1NrRi+NuVapVky79gAmCpv3SSqVyJXPJkOnws31gICLQUDXeAI+U/HBNoKQaQOc/E1/TU994rBRdvEGiGx1VKmJgrUmXiJLz0nkVDSiadk8E6/dHjDvDsyt7X9/6NUVUgWcBsSKwUgwqwwrbQPAyoF9R53i3KvsKA6Zsp3B5BtKryFzL+TZapKFwCgowM4OygfBiFQHuJiasahkDLmyO3mFSCkIhrpso1Jj6jSQLlNnMs4KSIr5UFPtGyKq+Iq4OrWWAHwp7dRcPFcEN/lEmanX983admwIyiPof9q6QZ20Tky9gtmEkKlAIBDMPSYQbdd5fysbQqZj4kXXatn1yWcOk9Y2jMbFPMvSvKsDjsoUGJqz1O7DVCfll1JfHKXflB+vfM8VaQxrsFavHjwEJFX+jkCh9sBfuqTWsehZ8p8CqHA9V6bbegt2Fho0AStQpCa4qFBqMNB+T50qoZ1vVPQBh2PUizUd2lSLUp2qgakfy6JOsf8eW4wPFbsAd3DRQIky5Rky9dL1yZ6KrUkwkqdOoUj+2v+rTb3RWWdq0MQHWQlEwonFmT/anLs9DXMuziHwOzFWBezU85F6E4qzJuU4zKuo09iXKmbeaUOKNnSEF14zwCVeVtCUEOTmXRY8FJqiLQTfrFuuD+9//odKc24MF/z9a5B84cdAQUxlkYch+k9h0QUcdDGHdT23oAMWdegtqnWDJbVdf1FtN1g0hfuXyiL+pqg/5NiiyRvKKZr5W/tAiDCHqf+AjYFb+lVH6po2eBMGQiWzq35vX5l5Fz8zcq2aS6vsQu3C7UtTb2V96HPP/xxyUrr7RYs6eLPOEKmmCNJ5qGhBpNrU6xVdGAVmoPHaWP81tWf7UqEGu06FCzvYnzX7eQOh0iIQzAqETDvGb3xtUPWVmoL2FH1rFxNYxAEqD3yP4wKidnOI1I5R9dRamPILa/hCgYjCIVQgTp9QYdm+v9VUTgJS3WYJtaySBCTqEirm2OKrJlRY8HpAygss/l22F3mFy4Tk6VZM4mTnV0qy2wne+xB5utvcjVbxcsJMBAL5hBodi8onVN4+tDSG9S2bqHSHIJkyd0ivJFTah7fRJOpWSfJTZZz1zol5rwxCqIFr1+UiyIaYeSdEqJ96dllNSFeA0wTqVzvikblkBl0sBmrzx45SyxlqsQaidQsYjy6Kvw0nFSdbXHgfLOJg0mUAlGbDZ5KpTN8G+5GZ17zCZwxAouCkAoo7uLkUvCiP2ZuF6dKcqDpdBqd2M+k0RHbczGvTZlhNWJ2nqr+LYCWkoj7v1I3CiRdq4P3EonuDSJh8ydw7FiJRvY6JF0WqG+hVpsaw/F+/3jEj42hkrxcd7ZiOExDTr2AWIGQ6Ibzgan1pP3v4Nie3lCtTDiRS9EkWas3Hn6aWG0CifUh5MXc3UKkwltK5xduyzPpAtC76UE2xBnxo8KZvo+hfIkwkyQG9Qj5qURIbEDPdZSu5F4xQbaRv6SO1he55PV9z8+cK1eamEhWwr6aeWMs+LbnEUmFy/KceUj5UINJOUKde/WINZkyW+MCHSg9PJgeV2uELL/KQiuz1Q4Jrxul8f6sdrc0QNX0KsiFkOmH82qa1+PofR292zLuUDuOjLL23vKD0GXiFMQKp4gxbRkKUqTjmQYCGziZ55qSKJu0R7Jf4icGmJaNM4QYM6tRUVqI/ZLQKmqAiXDMsiwUg6C5sizaYYg7wnilSDHSh8dE6Uk7UFb6nMCPG1yozGKnspHHt3kofqllQUiuTXM5PjeY47fm1ecs8Ux50xAnOJ9SSPMsHH1+d5ozJ/xORdBnBLEDIdJnwi19ygyVu+tVbTZEGKgbfVzt+8kA1LYAyrYBJMahopJuURVRxInFWAJ8Xw+cBUUElbo7nECmqUm8cyIhmAnGcGxPaGeUL600wCx4OFU+P+VJNdaU6M69BESFU/zVIXIHc0+z6ubHc016aUK2Z9/9+rRmhNnleI18tJ0uPOK3aZObesoSV93DAfXEB/5xtyvdjfmwRS2GgVadjhd51fysdQqZTwuM/t699f+8LfqB2+9ST1DQx4EEzIO5gBhhSoUCaRplQtSbt64Wfz6Jbndy8t9WaeiO1dQTTkmtQxSeCUy3JAP3LZuJpeEV/KlRLwqGAP3WInzWBgkrrqWKpr3rGVMzVKc0eg2ZkMsMasyTWJSDVWzQjVP1KLdj+rNRgJ+beBKGSmdcGI6X8rW0MHizoiftO8bzJj2qvQ+CQtI+/Tnnm3UR7a5rnxGo3KnXyWiniIJgNCJnOAKZNpACYKNzCOv/oMxh59QfXj7qkBnw/o1b1W/MKRGzIl+fKEiyJLii11dQvXuj31RLknIIVuK9rAEPpQU2qhS5D2ANSLX2fhvq1Qhp56tSoJvLrjQzZ4REoToyleziEmvl47rhx8Zo1JFSmYFO+QJ9Qt/3as6MzzbQiUII/f19EnTrjjalTDxT9i5YFZgKunG4vsLCxCJG616Pz6FtRpo0gZCqIEysW2++hiXcR02R0nE959xtV50HVHVgAueoJyCHHdEGtGUHs70g9wv5SF3oLamGkA7S29QdqcTRQi0PNfAMIyir6amloSBUiSqHG7xBIUd9dgYDBTI55qoZMg+rUVv+nqGGl+vAXMCpVtUOoNjAprU71DuX5BM29OYiZhFOKM6Ps4NgkWlGVTJ3yz7nHKDLe24NW04+g3UsXRJG611QCkKYNIVMB4i/OOx1f/+drLmBXhE0SinV3S7NvlVCrk4ujEoUUm2KI79cUS0iq6/qLeqLzIUQ5D9UjvbVqYTRQC6MFjHreNtIz5wAW+wMkUSBVIFkgUCBWHBZEH8My1ESK/8FwhvCqpSLW7gUbtTH1IljACydGn1B5hK8l1zr4yrCluReHGUmZ4evXfvZqrU5Ds810RKKVU/Qib3sZ6rTi6/R9p5WDBKpXmYjs3xwJkQq6xXA4VN/5znfU/vvvr3bZZZdWfUjRBoGDd513GhIXLJgug0tfrekN1BpYr6CwQ1+tUT21vtdT63qFWt8b4QIFHnQBB13YYYf+VlygsMNOg0dxeczgYbVh8Ijafc0Wtduah9TOC4/istMCVFHaprZfWHSW7RZ0EYi1C7rgAxV5wNKMWOBBE6aeVQYiT1lRex54xPNNF4wPdeCqHkqf8asf2QpJwW1loQYnNZb+suoCZyo+QbdhrKgDrEcSdf6aW0hS2KfpfsZMa4s5qGrRBjtkvi5UFCPF/3SNjYmeB5EJqtd5EstKxVlnnaXOP/98S6S//Mu/rP7Lf/kvat9991Vf+tKXWvUpylQQBRAqvmLuqJZt2tSrHWbkRy2nb9P+Ubu/8ZUCES8WQ7WtgNcFVKpAtmvA52oqLD08WqvndR0NjULVP00w/26DaeuGpq7xEEo2MpOqKQCAE1FjyUF9F6DPNKk4RA2bmCbECHJgydSLHZXBSNa02wuYe4t832kqujemRm0bfl0Tx6ogV6E2JNBwIFEplbkSJXWaNDdHtlluZkRKD0Lweso2UaWC8fHxj39cveIVr8D3n/70p9VNN92kvve976kLLrhA/dEf/ZH6j//4j8Z9ynOeoII//eArUI3Sf4BSqYJq7ak1+A5Uqi5DiKUITRnC9Vh2sFSoetnmKFV4BaW6AZTqwiO4gELdcbBN7YAKlS+Laj3U/F1YVGsXltSaPqlTk7drFGoItoADmnuNwuGqlSkeX5ny1IyoOuXggwgoymgpwRr1mio52JgoWyjR4Li4i5antvjrU/3lKFROqOP4glc6igktKxQ//elP1V577YXvP/e5z6mTTjpJHXDAAerMM89Ec28bCJkKgnj7B09hPxL9HxHqghpUCHVNjFD7mlS3721zSBVNv/1HkFB3NIsm1EfUzmseVTssbDXLNmv+BULVJt8lDFYaAKEOjM+W166DACSqshMqKciI1DH/GpJ1yI2TZpBAq+uD5t5MuMTZyyLUqEIl0qT3LUg0RWBlzV6WHkRF8UmR821O3+XDSXIM9L2YY128bgMuAsE42HPPPdV//ud/oon3sssuU8ceeyyuf/jhh9Vg0G4WejHzCpKE+tbf+aj9jCq1p02++r2250GkLwBMwAhW4EGnxPRx+jaM7FVDtagGWM93LZp5gXxhVpol9VBvnTH5DjEwCfDIcA2+54UfsPTiQs9OMg59jyrF8FnYrSpnlsH9yeRLEb4m2hdNl4X7uRK+S33FlBePyG0RjJTqL1XDN2o2buNHTfl4nUblUCqlBv3rHztGLPXF9Emzy9hTM20uXq8J9eWPitnXXkwpJ5iNV77ylerkk09We++9NwYy/sqv/Aqu37Rpk3ryk5+s2kDIVNCIUK0v1fhQ4W7HCy4AeYJCpQIPi0XPvOq5WoH41hZDNexBQf8FXVYRVCam3gzVo701NuIXsKa3Tm0dLWBwU1ktSuecDgeQNjNSS8OR6kO6DE3TBiZdU5SdmArJxiFWFnlKqTNUwIHd3In3NBF6tXt5YXaeTuORW9NUmeyasxGFOk7gSOv7MS81yCN96aGlToFGtiOZmokT6PrytkCq8PkVjwipCvLxtre9TR1yyCHqlltuQRPvunXrcD2o0je96U2qDYRMBY1Mvm/+nYvSpQghhaUYIaHSzDN6ntShnkhcjbB8ILzH6N8CJiPXyvTRYm1JpoWumgSmYghOwlQaTqZmUnJImwH/Kbz2rG9UT+WGlZG48iPzbd8UDOD5p/RsQOrUtLfBRzywyC/QMC11GkFOm9A+jRAKSKLxE7E6BfDjSrVS5ajSwKhUZvQgFUzHBlJd1Sp1Ej7OFeozXVxcVMcdd5w677zz1Itf/GJn2+mn6xTBNhAyFTQOTvJx9qv/T7U0IZt5BqJ/qSgR5J2CKsWp3sx7AqlUIM01I52zCiSLn42pF4ozLI0Gahss/SHmoUIAEqTKjAYjNYJC+ECWCzrXVEfoluoUwJWnJUpDqGR6JLXqm3m14mXERoMPKFKObHXKCNU168YJdd1nrlZbT3x2K0JtpUR7DdQp+VETc7ymB+ip28AzijX9rtugXr51lRKqkGk21qxZo6677jo073YJCUASjA1IkbFpMkapAqFqRarnR+WTjvOJxyF9RldIWsLJx4E8+eTjNDE5mH23H+igpO0GOhgJ8k5h0vU1/SFG9oIa7UMVJKNOgVBLn6k7gTimz7CgIxv1ywiWL9EoVINK/mSMqOoie0P9JtZvff6zk2NKkWWnROoFINk81NEYuYuB6FI++0wv8PmjayU4SVCP0047zeaZdgVRpgKBQDDvEGXaCNu2bVN///d/ry6//HL1zGc+U+2www7O9ve+973NOhQyFXQJXQS/au7VM9Bo6YLZKMzsq22rUAwCWiyhL1WvNVt7ixi0BNG/qFL7i2q7wTaM8l3bX9Cm3sFADaAE4XCE0b09LB8IZl4z76op7OCnvOBHMvNyk68fXepHB9f4TfW2qt+0kak31LdXu7diyo34XP12XStSpxlTitwsW22jZ0Slz35wEV+HfbEZZvxufVP7Rxc2YNvfHK5Sk6+gFmDmhYpHgO9///vOtrbmX1GmgrFBqTEhAKEOkVBpWjd2p1TeHKmYdjPUr6bOL/hU1/f1rDGLPUiy0SkyC/0h5ppivqlZKBAJSHQ4LMrC99D30BAqHj9BohSozH2rlQAi129Kp8TbJH2XdYFIHmK+U358p29zaf0+WqPpvmZGGFsA35p/WfhzzaEsuZoPGHmt49vKOKYIYdO1+of+htVTx1dSYxrhi1/8ouoaQqaCsQFkmSJTd65UrVRBPEK0L9wJgbuGoFoxCniIQUaQj4p9oypdMrWBwT+qi+WDkl3bX9IzzkCAUn+kljB4qVAjqNuLE42bKdgoWpczHidRxUiUK1MvF5KUUzDyNpR7GovqzUVGdG/jfZsev+2uWNIQIqYL1TOTDtisIpY2Y78Rfwq2iK8UJzIwhGqjrUMw+1yiNqiXqSqhfmzk+VYj/bx0sErIeJXixhtvVD/84Q/Vc57zHLXddtvhPUOUqaATbHnh9ThFGk7iTcUYPvG05D6Pmhs7TiBugo4IusgQi9iFWV6M3Y6nz9DsM2jOZeZePfOMjubF91yZAqEOhmrbaIgzykAQElREwrlPMddUByPpAKMy9BZngWG1e63Z11OpTrSuiph6IzdhJ880lHM6jjpVZfv1n7o6vJ3GixtVc7QNvuVZUkSGVKsXg5LMVG1FwNfH37OxU7oSXjfz0MO/q8rQeX9KqUsKTZyV65NxXT423DAXhDqJwvQrudD9vffei0UbQKECef7gBz9QT3jCE9Rv//Zvq8c85jHqL//yLxv3Kcp0FePmX7sZCypQhSEgqoWiZ2ql6/wQILDhi7+FBRd2X3hQ7bv2Z+rnBg8YH6cmu4dNzTyI1oU+yHeK5FroSF6HUEkZMkKFY0KqDPQHOaRUMJ+KOUDuKoyB0mRgIUIFU+8akyYD6nTYh5xTk2tKE4Sb3FKA5S6jWEP+0orv1CPSJGF1oQoDfQUJlSFK7rxZMTk1WiE2IE/M9TWvvNKUP5YA0XF/KSdcx/LOfOGVfpgCrg42/7zmhVAF+fi93/s9TJGBog0HHXSQXf/Sl74UtwmZCmpxw/Nux1dUdwXU29VmVWAVIFYsiIA1eKt+0EeLNeqh0Tq1U3+NGqhtuA60IgGqHFG6C5DjIhApzhyjFSlXrAhDqEC6IwhKMjPNQO0jOj6WIzQkqksT6s9g1oVjAaGu7Q9xUnHwm0LOKVZUAjPv0NzAuQLlN+BAoBGvlESkG1abpd/UbmO+vvIcGwQiMXVqx+nBJ8xHf/1wtf5fNjnbY/vaMdDJ+etaIumPJUKlghh0yAihcku8JVEefMRm9rHKNHKu45KoT6iAmSVV/sDRZZ8rFJ///OfVv/7rv6rHPvaxzvonPelJ6uabb27VpyjTVYJvHPtTJNC1tvK6qURkWADWomkVqgqhTY3saWXpwC3D9eoutUGbfxcesOoRplYDIMkhvepJwdF/qcNpkahd869+DyoW3pOaxRq81rmm+wSCxz6ZMl3wlCkFIoFCBWU6RGWq76g9LPJuInsBZlo2O20bSnFGohG/acVsW6NAY6ZeiwxzMW/XBNmkOgaaBDVZUy0pTVynI3qtAo3sZ6N5q7FgVWVaGaTqFEiqgeO9tD+jJCsI4qGHHlLbb799cDYZKi3YFFK0YRVg03+7z9azXYIKQkUf1SiQKVQTAkJdKga63i1bB1pQrzOvRV9tHm6nbl/cRd073FE9Wiyoh4q16mGzgGqF0n+wnpYHcFtfPTQa2ahfbvJ1gpMYgDhh4YARk4lX1+/Vs8ggoaJaHVq/KZLyQE8gjkRqInX1LDFG/bEJwa3K8Xxx0WjZuiDK2A2+AQE5/XoKudpvuOOua5931m/ABMvTaoK+VL9IAxWE0M9r4YX5E5ssTSBEOn+AgCOYu5QAftPRaKTe8573qGOOOaZVn6JMVzj+/TkPqoVRH0lkAXSiuQsuwQoQmP3SzAt6cQGiaKHJaKBGqASN/xKlgFaoQKhq225q94UHMPqWaubC+0cxIldH3KI6hWNCegwUrh8N1Q59Zadu8/NScYKTwI0MyJxAfVu/KVRN6kM1JF1icGEwVINRX89xahbw2WFUqe1bp2ugmZYiTf3oXt8MHEmTCSEWLOS0qQlEqkNY6Yb3rQQFTZlIg5G70YOxSGraP7BLJd92TPjXiZ/zLJIn/jy7DkBSKxfvec971NFHH62uueYaLODwB3/wB+q73/2u+tnPftZqYnCAkOkKxr8e9agajAaqMKoUChoQwCxKhAovfbhb9PX0HFBUAd9bkgWAoRVKBOq/2AeH69ViMcB5SKHcH4BKAkKxeiRZY5qFXR4ttqnF/qMK9OlOhlDBvMvLEGI2hQGo4BjQ1AspMqMFVKdb+zo9BnynkIuKaTKDoRoOeSASd13qOzPU7sXi9mTy1Rsd827whhK8m7v5j13BzTF1++bbwG8K/tPSVl20M/9mjGcs2FkEAsFCnprk6UbOcVmVyOBp8OvVBokI4ZMXZo9IBc3xlKc8RX37299Wf/d3f4czxYDZ90UvepH63d/9XZyWrQ2ETFcwsIABzo5SvTsAuQKhougzChXMuzCN2Rr7fmQL0jsq1XaiXyCKFkDzkuJUakrnjALxAQ0v9hbQtzpQW1AXbw8+1IBpkk/nFiLVIZmozXow52LO6WAJzdehNBkdiFRKG/LTOdOw+SkxnonVzzcNBSG18puG4BFiHaHm9BEaVxNS7dpcHAxACh64PGd76uwaJIeVMfVbsIOQb3vWIUUbGgGiePfdd1/1J3/yJ8Ft++23X7MOhUxXNrYNdYQr+UuhEIIlqwETnYZQKWKW3mOQEIo6CCai3NNCDXHuULOY6dQAmMJiiitoAh3qoCQ0+Y7Uth5F/m5Rw/5QrcdgpTxC5abeEGCMFIyE1ZBMEYclTJOhQCR2rzQmVk2kvSih1sW3tEIovSYnECm2P0yi/huHR9Ji8kjVNo9EEDdG4EGJHlyqB6jpi30JSRNxSFHGukxKW68DUqVrRJWuFDz+8Y9Xd9xxh9pjjz0q+aewbTjURWOaQJTpCsa2RSDTPiq0NeaGwE29zvteTy3ATC8QgYuv4NfUEbnoE8U0Gh1pi0FKaqAW+0O1ptBKEACKlvszwexLBEspLqQod1MPqVFvSa0zd2+0NrMbF9Xm5YB1QKpE3riO3emB2AG25OBATxy+hETq1YKlScGtMjXThHXJnI6PNeE3je6fmMc0QKhJMvbJLZNcW6Gutikz5drLE4roDZFoF5G7icIY9lg+2c66OuUBW132uUJRRCodbdmyRa1fv75Vn0KmKxQbn7CdGmxdUgtrhliIgb5pMPsS6D2QEKg6JFTI1cTCDUSiQHJ9h6QWDbFCnupST5MqAIhVl/wjMtUqlUy9sO+jag2ae+GYi/1H1PYw1ZphlEUTTeyQJfpVtVmXm3xTahWIEcnRAIKRMIKXCITmKjWVkUiJ2lxRj1NDvtM6FZmtMsfEdpduqhwXUHvsWsJrOfhYv8ZX6itLSo8pPzvNw4dgZvNahEy2ETNuJbKYuuiJKl0pOPvss/EViPQtb3mLkx4DanTTpk3q6U9/equ+hUxXKIqlnhpas6pZN1Bqral5i3Ze2DzU6g5UKhKqJdLCIVEOIlptVh2qNSNNhvgeUlYKE3FrPvfZvKXwfnE4UIvFghquuV8N1cM4Mwz0CUDliUTZY591eg5Am6xDqrX6kEDQqtO8kq/T+kBpntMaVbpMyiQVCRxUp8bEG+oHm7Ql9BAp1tYDzlOklfctUQlMykFIadaM5eR1c2DeFWWahW984xv4Cg/W3/nOd9TatWvtNnh/6KGHqnPOOUe1gZDpCsSH991e/3GZ4BsoFt+r3O905C4EJ6H6I0JFZarvLkRwHJxssVjCSBMqAN5DdC1E+cIrKFUdIFT6TolYgUxxFAtQYOFhtb4PhmPj3zWEyhWozntlpEpjNvmyMRBpkvrU0LInGnCEO7LX1M025HtrkDbjp8jUIVX8Ida+CyKyaTsN4ZhOcUXV71nxg8b6iUTZTiqXdp4gtXmbzRbzyle+Ur3vfe9TO++8s+oKQqYrGVDwfQnu1uAf1XZNTpC6OpEBmDyHPYcsncBdE8QEEcIACvKhYvMAeL806Ku1xRJGA5NSXeoPMB90UUHaCtBhgX5UUJ9o7h0M1E5FmWJD6/UYqcAEI1is3KTX+eOLwi+VQ59ZGow19XZ8c25LgGUEbzh/dLtPMhNvJhn7x+iqfW3gUoBEV7JPTjDb+PCHP4yvMmuMIPwDeayZLZ58SiPtZNfqdKDUwlAtDQMmUkNEuvyfziXlPkfMUwUCG/UtmcJ2VJ1QF3ekyRTyPLHCUn+gp0cjnyr6UjWRc7X66GgNqthtUEmp/4jaefAoBi0BSmWq1SgpVEqLIeLUxFoNSOKmXn4ujZETabrMIHJ+5IWHVwl1EmPKSB/JSkFJOULHgKhTMfM2BRRnOOmkkzqdNUbKCa40IuWAHFMw9eKE2QpzLokQgVShqAG8LtHnUV/7M0eBZTgw+0IfPWy/bWmgHl5cq7ZsW4fLQ/B+ca16eGmNengIr+vUQ8O16pHhGvXIcK3aOlooX0f6dfPS9uqnizupny7trO5c3KDuWdpZ3T/cQT042g4XKFEIhEtmXVKl1vRLpl5GsPWI1QCk6xYgJO/zRIKLkj5bdyMfvkOo1E+rdJbI0qRtYLElG016jNNH7rjqmkzooeak9XPgLxU0xllnnWVnjeFBSDBrzGWXXda8QzHzrhxEn86hyg8EGUEwEW7nyaW68lFRjNBfCmZfrUpdfymQFFbeM3c1J8CnUEjGACBbMPFSDWBQqqhOjckXtlEUMBRaoNxVqAsMxLr9YK1a1wdjcGEVKs2rCoQKflbuIy2JtOcubHvdNfNrxDo35dC6HHR0Y6+LCCYSBYUaxAR8iclLGrCP++0hCG4mfJyTEcnTgwQgTX3WGFGmAoFAIFhVeGgCs8ZIANIKwMaf3yGZf4czqZnI3jJoxxTlNa8QKo7F340q9f2MoEbBvJsKzoGKS+jjBHPxaKiWYEaX/qiiUBd6MIm3LlJP/tNhby2qzzW9tTZICbC+v2gjgMHEC210ScEyktcunkLlY3dPprwmdiYST53a92ryqC3eoKqBSNt/QqvSh18UqXzU5fh6zU3PNrCLP66jyZfmmM3ovzIQt+/KcFZxZK9E87abNeYd73gHfpZZYwRB+Ann6DuFGKFeedcuejifS0mkWHZwYCogaTL1K9Fhnd+aG/cIpm8zflk0+0LN3L4x+UL0b9G3+ay6KP3QVFzSlZdGMBfpCMzAOqgJ/LxArFDY3jmOqYRU+k1LQqVx0mIvhGPCNUSKhKrnM/Wn/LLX0Z+ey5LudMNRgUgnWSAil0SdtpxEuWuaJmcnP6qNom7BfjUFHVYroQryIbPGCKKqNAanogwWNKKUE9hGRXlhvc5FBVKlMlt+nilXe6EcVMJw2FNbDZFhTeABFM4HYh2avNQR+lR9UsUShSbyl0odUvGHxdEC5qpSlC88CugxacUL/RORErFqUi1J1CpUIkUiUKNScX7M0ByZLdC+WIJ7zJzp3KjdWMcN9DWWErWTAzASNdvps6NQQ6lDqQCoLnyeK8lvKoXuG88a861vfUt98IMflFljBM2AZl7/3oVBRVqZQqEGnIrMkCq8B0KKpZXwdBTnOGb1aKinfhsWI1SakJcKRAiEiArVmH+JVHEuUthm0mmoyhGUKlynltDcq7wCDWD6pblUMegJopILM1OOvzDlCRHOpEiRRGEK16EhUvPeUaf+Yi+gq16j1z62rWFuaOUiBzAOqTYJLsomUppcgCtSm9NLg60ntaDijJDhqlSnEoDUGLvssov6tV/7NfWsZz0LJwYHfO1rX8PXF7zgBY37E5/pvCNQXq6OUKmpVqm6/i6QUQ9UKbxS0XeWoxkXK75vlb835l6YsLuv02+g+DwWfAAChXxUUKtEsJZMIXpX34WxVKH5lVrTL1VJ8mr4luZl7d9FpWrGpBUqMT2ZeJkqJUKFQzCFWjHxJgh0Ur5LX51u/89XZe1TN678TKIEkVbauorUUaUeoVbJ1Ruf3/VqJEnBRADpL6eddhrOEmNrdhuAZU5mjVll2LjPDo2JFRWZMXn2BlqJ4gwKuPRN+b3SZ4pzf6JirfaJ63lxBO9YtpA++D1hftH+SC2OzHyp9rM28VoyhWpJpkwhAIo/IBZU6VtFxVvmmFYI1ahTnMvU5tmCX9Q8IIRIFKzdS0pBRg5UR3T8o4El6i8NpNZMAg+/+IjsYvRjEVCGIsX1oaCiwOfy1TX/+r5UWlWEZo/pdWiqXSGmXglAaobXvva1WLThrW99q9pzzz1VFxBlulIR8kHxj3BTGvb0avBjGZIo69WSMi2lDQ9KskTKb5gBpYrrgdggkhijgQs1GpTkCnmnw4E2A3MTMBArANriEKFUYU9HA8cKNRDJamVqIn6RTKmAhRk7kmgvqEqRSI0y5Qo1mIcaus5dRPQG/IikTh1VGvGfdoZUcJBPpPTeqFLeLkSknEQdVcpVLL5hrBoj1NDwRMUKErj77rtxBpmuiBQgZLpaELjn4j0KSAXIAoOQ9F1Lz6qid9CK1HyGtAb8zEk1olQDNzsgOiTTEShgPd9oH32pPSRVJFRDpPAKWGJ+0nWQamPu3ECki2YbtmFlBBeXBniM0bBciDj1zmWQkRNwRARqfKbBYCRSpTza1yPZSZl7iUhRlU6aUDMKMLjtq6t8gqxsixHoKlWXY0F8po3wkpe8RH3pS19ST3ziE1VXkKINc4qNe+84fgSfJRGdg6pQremlGPadBQrmg7oEdWdNp6T8bBoKD/gxUbTeQtG2oByhHOG2xQVctsL74UBtW1pQW4flAiUK79+6Xj2wuF49tLRWPbS0zpYk3DZawEheXoSfyiJCqcThEozdnA8U/Dfn2GOvPqHa+zvzmfJgJCLS2PWcFHb4eIBICV1X5q8jUh6ZG1ClFT+pY+b1rBkJwq0OouFpTDdzaVXiy1/+snr+85+v9tlnH/Q9XnrppdG2r3nNa7DNX/3VXznrt27dql73utep3XffXe2www4YDHTbbbc5be677z516qmnqg0bNuAC7++///7scX7gAx9Qn/jEJ9QZZ5yBdXj/+q//2lnaQJTpSkBOtEkCegowk0MaublBnXzMVSXfmAlS0n5VMwxclXbcliFQphBEj4rs9zGiDpTqwqCnBmx2Ggosgojf9YMljAIGUNlCjOJlNYdHjEjxYWCpJFC6RNyUa9NjAhG7jnnXV5+eOu0cxrxJRPrQS45IRAZ3pFDbEHM0Oq1mn5Ai7eUpz07NuCtB2U7it1i0qyx06KGH4hRnL37xi6PtgGRhIm4g3VDd3E9/+tPqkksuUbvttpt6wxveoE488UR17bXXYhoL4JRTTkGCpTq6r371q5FQYb8cfPSjH8Vygttttx0qVEoHBMD717/+9Y3PXch0XlXpBIhVE4RRFniDISaxDlFdOagPAUngbzWBSeaY+n5ehp5WyZU645+0aRinXWOkOhhoM+/AmICRKIu+2jbQhEp5rrAPkCwEMhGhApla9WyVKPNJGkVq1SYRqXctqsqUmXcjvtOcVJk2ACKtLdAwLqFGiLS2slHARMsVp2/SjZLnvBOaQJ1wwgm4pPCTn/wEA4CAzCA1hWPz5s3q/PPPVxdeeKE69thjcd1FF12k9t13X/WFL3xBHX/88er6669HEr3qqqvU4YfrwiUf+tCH1JFHHqluuOEGdeCBB9Z+E29+85vV29/+dvWmN71J9fvdGGjFzDtn2LhXgkh98Ek6a9uWb0tCoDsn9YVbrQnXN+faikPsuNWcT7cykS2sAO9N4BDNaMNntVkc9dXWxQWcpebBxXV6ZhqzgDl4aTjAtppEjS/YN+naRZu2fV9o8Ok+8cSf86yy7KbGtibfLkzFfoSuB7/akTNfgr9P0+GsdpNuMaFFKfXAAw84C5hh22I0GqGC/P3f/3311Kc+tbId1Ofi4qI67rjj7DpQrwcffLC64oor8POVV16Jpl0iUsARRxyB66hNHbZt24YzxHRFpAAh03lEmxtHQ/+qT6gU7csJ1SFVRqxIZgFirZJr2Y5XK9L+T5MravNGdcrL1qUF9ejiGiRVWB5dWoOfH10CQi0LNnA/MCdRnQbDfKXcvBu7zilVyj6PS5y+2tvhn66yJl6nXd3XiH7JXqdFIHQ7f7806bnq1Mt5iaXY1P1Ml5k0/+nRDWq1kymoQvJNwvKud72r9TD/4i/+Qi0sLETNqHfeeadau3YtFlTggKhb2EZt9thjj8q+sI7a1OH0009XH/vYx1SXEDPvvKrStPW0nRnY8x1Vc/ps5p81KZK5t+zCmHzNOn8+aJOMEzgF+qRTVvyC/Lwi03A0wCIQuNWQMihTNPFapWyUp0OkZmzkL/UVKaUGsWsaK0A/ScUJJEp46CTIJ23ZUY7ZN5dI+fqQiZdVMwoFIDnbMo4hmB3ceuutauedd7af286qcu2116r3ve996utf/7rjo8wB5sJ7fs26NilAUYZ3v/vdaGp+2tOehnObcrz3ve9VTSFkOkc4484tcTNvOu4nsk/AAcc4DV8KljJjybBKqOWhDYkG1vnDRMJjluTyHfhPzUcMRCrrBWMLIE/GE3pGGxNtjBHHmmBJgep0F/Meeqdc0pj/ky4NjT+lSm2b8PpasMvpA4k0guzi9v5sBf76XGSYYStm20gEb8WPSv01HVJXQUgrgNAnWbQBiJSTaVt85StfwfzO/fbbzyE1CDCCiN4f//jHaq+99kITLETrcnUK+x111FH4Htrcddddlf7vueee7LzR73znO+oZz3gGvr/uuuucbU2JniBkuhLRhFhjxVyLJoRa7mRJlAUfcWLl652hGmK1e5gNmGNq8lJtU1sm0JiFbZUjZXJKTYoPDZGZdO1BYeFmXrpWy+AHzSZCe8AOzJtNlUCGKg35Of1Sgdy8G/OnijpdHTj11FNtUBEBAopgPUT/Ag477DBUiZdffrk6+eSTcd0dd9yBhAdKEgCBRhCodPXVV6tnP/vZuA4ig2EdEW4dvvjFL3Z8dkKmKx+5xBoiVU+l2tVAiKE7vGVDj0QrBBomVyJq5DlDfFApCc27zvGrJIoEy3JKdYUj5i+lNBj2FB8tYh8gzEoqTDF5E2/npNygXwe1n03gkdnm1+RN1eMN5pwK5hZbtmxRN954o/180003qW9+85tq1113RUUKqS4cQJygNCkCF3yyZ555JqpVaAv7nXPOOeqQQw6xRHzQQQep5z3veepVr3qVOu+882xqDKTP5ETyTgqiTOcNbcy5TfaNkKqmTkOgvQSh4r7cdku+U2bqi5ErsmmhelRpyZCqLmnIhmODl8wrBUNxImVlAa2plxNhgED9087BJMoLBs27XajTNsgoG1gpVu+Zd1NEyrdVjlc3HjHxzhyuueYadcwxx9jPULKPAn42btyY1ce5556LQUqgTB955BH13Oc+F/elHFPAxRdfjEFMFPULhR2gEMM0IWQ6z2gbhOTv28sIVPIJlSnJ+IA88yLz2/nkqpsaMzE4TFm9wgIZyxTcZyV1rCI106nh1GqkIFn93RBh+j5TfM+2O6fjq9IJYMeP5SvSSarTWvNuKNrWJ8x+mEhrjyvKdIwvbgIPWy36O/rooyuzsKQAflIf69evV+9///txiQEUK+SfzhKETOcIG/esyTFtHeFbsw/dsTmhms/urq7CLN+zzivcGyBYR6mUxMoVLJl67dRqI764BFgJNPKUaXRb6JpOkEi3vNRVpLFI4kkhZt7lRBoy7VqVacoLFmZi96AZN6VK+VgC45gWID3mpPWbpzsIwcxDyFQgEAjmHDIF2/QhZLqS0UapxlRqSJ16OwRValKpsoOw7io1gv1xM2VKqhTLHPJ5Sq3Jt9zZpsYEitj7irQ0/5aRxZMI+NnxkrAqDWKCftNcVcqL2TumX6ZKK8XrY77SaaPXvHjDTCvUafjUBRZSAWmekAicmcj+FaJh0bnWPMoiT3hpQVYFiYKEnHb+rDJsCjSnYtLIW0weKe9HE2mgX7+YfcC8axdGsrxu73LcoLa87Iis4giTQmMipdliejVEWkeggajeyiV3TMv1Y06e12qqiCRYdogynRNs3GPHbgOQQvvX9YHtXUVaFY0RRUrxR77aDcQo8QnJK/mRjNipxGFJpBS9S+UCzVytoblHI0tFtU4IrVVux+o0h0jtMxT4Quk5p++2tUTqqdJQcYaYr7RyWpNUr7OgjFdgANJqhpDpSsK45Brqw++PCNHehd0dTOAt648Fo/DmPsnyXbAPRrROmk5JorZkoCVSY9plapSXDQwRqqNOK6qV7zDhm0ukfyCqSQUiZRMpK2CvI3V9Mq0n0pg6tevrBpv6LS+TKhUIUhAyXcloqjyb9ueQaqSdYbAQycZueLxMHKbFONLVkCiSprkLMxWKhRpYKcGg0vSjeJlJ2KnbWw61G79pyynSKoTqEW/TMQWve0MiJZXq7FNDpE6but9hxLwbHX8TjLH/rPpMJQBp+hAynQNs/LmdAkTW8o5et1udmbepQrNFIKqq1Cnj542vFLKubCkJ0KTAeLml1v9KqpSfGidTeuXKNJCTWne+sWqMs4YoAfHnlH7EP8pUpe8rDfbjE2lgPf8c9ZHmnIeoUsGMQMh0XuHfVbq6m9d1wwkw1dZRp4yIcVso3zS8f2VycYriNYFKZYQu85kGJ/Zmw+EkSsdqevk6MPsGiaHtM1KA1GsVXI4a9VSpfu9ZFXziDHz226fUce26cbBSzb/iM506hExXCkJ3p0kVbjUpMtljoUAkh1Bzgp1YABInGu4v9cjRmnp5+UC/z0AQUihyF6r4NPabTtq3WnOcLBOor0YziZQHIPmm2hSROsf1STVznLOgSmfVxCuYDQiZzjA+svtO40011WannIM17JdSaHA3ItY6QuXEGSJSUq7cdxqI3K30Z/sImHhrTjnlN+0sB3VSgUg+MSXyR2OKtJZI/c8Rn2m2Ku0aK1WVis90JiBkOidoZL4bBw06b10UngcfBaJ7g8rW78fJc/V8qUxlVkoFqqqJN0hS46hQtr5CsiwIaad/uKrTQKTgOCL90PaS+DJNu6ngoZTpN7DdDr0346p0BZOwoDsImc64Kg0hpIqWA2MrL9/M2mtxEo7CdIk0VWSBK9bU1GvhnRv4ijORJFL/QaNubDWoFH/w1Gj5PkKkjGidfmvIM2TqrSXFSZBkbxUQqfhMpw4h0xWAFMm1vRE1Is625DIGKYWnUzNpMZ4ajZFszCScY7JtYuoNqlOl1IO/WVY+Ch4vQNy55t4YgdJ4aByVICFvKjWa/cXun1CcUT8p75/ehwadS6TLpUrnhUgBQqZTh5QTnEF8ZLdAKkxL+EUJcpep/QEHUBmfLU0YV5sx825FjdaSZq/+xt6BDzAndcW27dcvsfHlEGlJjizgKBcZ5t3a9xn9Nx1PYwT2+6etUkpQEIco01lGMYNPyh2SZzP1S3dpbxwpVcrbZQ8qw6SbMPU6KjTlO63b1z8eNsg7hXp/I1tRM2G3Y95NKNA6BdlGOWZb/rv+u4j0d9K62Y3mlaIN04eQ6Syq0lkh1wmpznC0bc3JeCSarLUbOk5dhC/ukDjnkMk1QpzRUzDtd/roldGKSEnSdXzMkfWBY7p9uD7S2HG4Iu9MldKYIvt1bt5t8/cxCw+sgrmEkOk8YxlMrFMj0QT5VUy4Xh/VGruJPrNSYcp808YK0yNZItIHTzkyub89j3ECjxxSC5urg6rU9D+WMhxn3bTMu4l9ZlmVIsRnOnUImc6LKp1TJAmhJgXGX1cJOmLrmhBmbZBQhsqkNg7x5eznE2miXm8WqSb2c47hI6lmM5go9gxUox6LFvvHsFxR7DNPpIKZgJDpjGClEelYJBqJvPW38TzTumMmfZH+umL8tJgQOe988ZW1uaexvpLn0aV/sUuCahhg1CQIK/u4k9xnliDKdOoQMhV0hloFFZQt6c9Bv2dGxHG2miPfYdHC1BsKMIoEHRGRPvDyI8eaUaaLnMtw5G7pK+UF77ODjsaMzG16Xp2q0nknUsFMQMh0BjCvqjQ/haYZiaZq6qaKNkRVY844jcANmnpbqlMfnEiDvteWU7Sl4NTThc+Dag6pQ5QhkrXjSxwnQLZNTbxTU6UrABLNO30ImQoEAsG8Q8y8U4eQ6ZQxT6q0cTnB3Ejdhqo0NI5KIFLsWNSeD7Hiw8xPc+E5oHWmXr/fialTNg8pKlF8b1Ji+HykocjdhFk3fczqqtw+mvpKxcQrmEUImQq6r8PbIt2lcswIKfJi+dEqRhmRvbgJyIz7TH1Tb8Jv2hq5hIobwYbN7aSpCKuyfu6ICBSK0wN5Up1dTqbsQcKOi43JGe8YyMkp7Qyr2CQsZt7pQ8h0tcwGkzmGVsgZeAdEGkJ0v1REcGgoIXWq0n7TkOqMqdMUojV9wd/pjCXSERWmt2rUKNOBJlYbZOURqOPD5CqbH7MyKDU+xviddxbxmwlJixHkQsh0hjCp2WDGJsuxcjHq1+USqaNKM+CUF2xwDXxym7Q65cex2zPMpJWCC0aJEpFaE6/fR26Erj/sBg85Y2PSD5a9FUak4jOdOoRMZxgTIcE2aMvq4xBpqp03tLGuU6/sA1/9Y9dE9YaKNoTUaei4vC9UlL4vk9qxc3XH7fpBK0TK9w/1kzD3Br/yLqwHc0K8c0WkgpmAkOkUccGukw8+euJZV6kf/lU51VctupDDmSkqrYjUOv/GG2JWyktUQTZTpxsuvDJ+fEOGwXQU+5l9Jz4BEhHTbDF9pUYsyKgcc+C4XkpM6NhOH6r++wqpV+fYDc3vTlddkWZvBZKoKNOpQ8h0grhgl51rWkxZenbtpE2dTqbSbDreVGRvfX/tTL3lgQJRux4BE5FuPlXnmJbmYs9Ea19d4oyRG9/PBhnFSJnv35BEk6bmwHdaRIg2VaqxmJGgo7klUsFMQOYznRqRLh9AnVo7Il/agvshc3ySdUTa1LxbTO5J3TF52kFU31vSC7U3/Wy4wCVSWh+egxT8nb2KvxNJknyfJqAIo3XZK77nfRHBWl8q+9ppPZmGvSnXHLXL19HYQ+ZkPh4+XjN+lRhb6hrWQojUuRSTWAT5EGU6TSJ1HG4dghHlD889Uj3x965s0UdXY2lHpNV2eaq07vhJ1Jh663yhsH2XD7vXevNpbvnASm6nX8IvlvOZqFTkEJR/HNZPpU++LaFms9raA3sPMvTeV/r+0PxoYr8hR8d3+RWhSMXMO3WIMp0FtFWLIbUZ6aOWUHNVZvbYMvppQ6QJf2wscrcyYbiPyGWry7f0TbI+kd5/+pHuV+MHCjE1GvJ/wsLVp6NSA2rT+QlEluj2gPm3VrXya8NVMB9vYPH7cvoIfDdjy6XEfiuCSAUzAVGms4YJJJsG1emk3LW5UZ25RJpxvBBZtjYP1wQn+eqUCHXX86/A1/teeWQ6h5ibiT2yCplVKyqU+siI/k2pzeD2GiUa3Ja4frYtfEejUnz6ItReZr6hq99nYpwriUilaMP0Icp0BftKfSChNlGeRYulKeqINKJKY8TM10cVKdzcU0OKbYyRjcHPzjwq6mPUqg2qFDHfaIgsmeLMJtImKtTroxIVHGrLziWm8ioGEi8gKqRU+Vhi17o1equHSAWzAVGmKxmMSH743iPVE8++Ehf6nGrfNWJTqQW347Ze1ticmry+n65m33CHbvuYn5TWkyIt1+tx91hjJ1gppDjNNj8at60iDZJ9Ynuwn5oHh+h+gX4wiwiWvqtSVV3EtHfNs1FDxCuSSMVnOnUIma40JG4+RKgATqr0Hj//ZWS+zTGQrHCUQ6Sx9gFSTpmPG5uQQzdzz+RL+NlvH+Uc1ydQ2z5ElDVm3iSR+u0bmnqbBCJV9vG3h/o16zFthoi0r1/p3JIFLpoS6mokUsFMQMh0JaDBzcYq0kKpJ76BKdW/PFJ/fkP5udMg40gUbxaRplQpI8nQzDFBU2+kv4oy8tdzh1+h1G4fuiK8b4x8QkQZIFJHrbL9HDIO9ddAWbb1i2ar3kSfvWH9A0onCnW1EegELUuCegiZzqOPtOhmP1+FEoE+4RxNqj/6Xx2o1ASRtSFSR5X6pl32WiHRhtcsRqycUO999VFqt/+tCRWI9d5XMXXq76MCRBlRpM6QQ+sjCrYViWbsU7dfbHvw6xwo9Yptm9UlxQbvRLvHqiFRwUxAApDGxGn3PaCWBW2DfDL342ZQIlEg1UofbQOSvM+VEoEhH2mCSIPzl+aYfYuG5sEasycQKizRfX3FGVOkNMQYsUb6yCHSYMoMG59z+QPHDarYUDaWd7zQNaA2L+ttVi/tb1YvHeQR3knrM4mx0CS62oiU/n67XgT5EGU6ayiWt5/YH8yP3nOkesLvX4mECu/HPU70eJlm3WCxhxS5eusa3RgiZsWKKRdMvUaZ2nV+P2zfmImX2jo+Uto/wxScItHUuJIBRF35YPF9+uKfvEYT3z9u2+D0c/Laze0IdTVCApCmDlGm00COkhu37xpECYbtTyQKpDrOeKNPum2INKVKU2q1BWpNl1yhvoalxfQyiZT1Ewo2ShJpyNTLxhRTk0ElGlOjOSq2l9qn/LIqKjYAIE++CATzBCHT5TD1dk2YqWMkkDTfRPb/0bsNof6BW/ShtakodlctGhBp0mQc6C+0zjmIO7wgAm12O89Ni/Hhm2FjkbjjEKlPYhVSS5lkG5h0nWsTelhQaRKNHVPQDcTMO30ImQoEAoFAMCaETCeFSStR/zgJ1PoM68y9TJ06fXG5k7uEjhFRpClVGso1razzfKiNkOsbZJ+Dp9pClRYZqjRkVg2qytA51CnSwP7JoCbnmAlFapYLNsxulbC5xThBgpN0O60iCJl2aOq15t7l+BE28I026iOwDvq46S8oP5UzRos/wEi7tGk4bpr2Kx9Fc03HQIxQf/o7kSheaucRqb8t5T/0+4oGH/Ex1piAG5FowrQbJknXtBvsk2274DFCqIKVBSHTeUuVGTfAiPdTs66iQgNjCBJg5pNuijz54vhJc8i2KzUaU6KGJHb/oBfJGyAt57KFSC1WmCFSpCEYs5VaFyHsaCRvhhqt7hNRo+y8KmPqzXYd63mD+EynD0mNmRc0IIbGJBpYX8kDNXj8m65QN73rqOBxWivAun4iply/MIOvUkN9jwO4DP7Yfvrfw+o0GK3rb+dpMKG2MVJNoWmAT86DQ4x82cUIk2xkG9v/gl13wu2n3/tgw4ELBLMFUaYTwGn3d6ROW/guJkmkRKKP/59XpJVoDgLtXSUcUagx/2nArJtD7rWm1pRpNNBXZXuNv5Kvr/QbINLoOTUg0ZRqzTLregPJVqPOq2sS/shuO+WfgCDwxU1oEWRDyHQWCbXFDzlp1i3GJ1Jq9+M/04T6uD+8It5vgz/SiqnX79MnxrqHhTFNvHWBR/ZQnukzRITBvnxVmiDXcgc1WeSYt5uYdVUzIhV0ACHTqUPIdJYIteXTYCs12oJIez6h/tEVjUuRBdv4JOupzqA52VOlsUIN4wQf1UXBBhHzmab2D80G02aMHaOOSMt17muSZIVIBSsUQqazgDFMKhMh0ro+CqV+/E5NqPu/Oa5QkwSbQaCh9r5JN3TM5NhzEPMf0jbH3BkPPEpG3eYOpWNVmpU+UzOYnGjd0DGESCcHCUCaPoRMp6lOxyTR1v7ROiIN3Fl9Myt8vvlPDaG+5QpcWvli2OfoOXFlzMbhqNI21zJh3kxdjp/7mytwibVNEko5/OZYDh9W1NfZ1O8Q3l9Mu4KVCiHT5UYHzv3a+1oTlVlpUzXvpo5z8zsSuZaxMXjXoNbfGyPSSSq6jMCje363PPeo39TrI7W9go7PoQu0jdp1tofG2VPqI7tLEFL7L2ZCiyAbQqbLgQ5/nF0TadRPGmrj+U59ZKlT1mdSifo+U28M9D5o9o1dgxwTa2bg0d2vPSor+CiUVxo9XmosavqqNKUqWxFpQ5O3QDDLEDKdI0yUSHP7CgDUKSnU/d/qmj+bBCdF1WqIzAMEWudP9Q+lOzOfY4TX5IafIM6U4J+a6bOJvzSwX/R8c4k0M+VIkPGVFMVEFkE+hEznALX+UcC4v/s6VVp3bDD5vv2oZmNm+1ZINLD4KrUJeeYgmQ5jiGOPD1wRDjxKEHCdT3amEQo64q+x65ZJpEKigpUCIdMJY5yi3tmElEJXqtQ38YbMrga+Os0l0GAgUeS4nUTtElK+vADufl1NTV5VU34v5/Mk0cRc26bPBkQq6AjiM506hExnmEiz0cC8GyToju5q0O8tf5IgmojftLItpkZjhJ64XsmAmVR73jYrbSRDrU0gpqOz1Jncc2SvnavKXqE27rEjLoLGl24iiyAfQqYziE6ItC0yCMpHmz+8oLKs85nWKeNxrkWdYgoFFYVMvGMQ6cwptabpLB2OXwhVMG+QQvczhMZPgg1NtZ0/aSb62++P46beW/+YqdcGYwqRq7O+rr8eawPvi/Kt3W72JwIJXbM9/voKdffrqwo8lfridDNDpJkTHBTaVldusfFxAxcaCPWMu7c073w1ouP4AdunIBtCphPEaZsfyDb1TppI420z7oQNxwamXiJTa/Y1fez3tivUvn8SJtpb39IiZzU1RiLMwGwvfjchQg2RKpAokCkRajJ3MjS0MUlokgidS6fBUy362LjnjuqMu4RQBbMPIdMZINROiXScYzTt1yMejorv1LS95W1HBZXkvm+/Qu37Dk2yt725qlxj4/dzUPd5T0nUd5xzVJhQadxciSYIFbebjXu+T/d/1/+IEL9v8k1s4/1OBM5JNUTrikcNTcOpY5k+hFDzLmHXlifxmTaD+EynjM6JtFj+cTUNRAm1BVVKyvSxf5qIBg6ZentK7fPuKyyRIokqpfb+XyyNJRZdm1KQ3jiTRBrynfrbY227UKvLEYjkm3hzg7M85NUBbt6vQDBNiDIVCASCeYf4TKcOUabLZOqdSTNKxzbGLrojEy+oU1KowevEjrXPX+h2t//BUer239d+TK5OcfnLhNplfe35V1fgwreBIq2o0lQ0b6afdGaidyPjWBZ/qf/lRtQumHoFglmGKNN5QksT70RJO+E3HYdQiUgf+079+pM/rJpWf/7PS9K7/Y1HVcZBhAqoJdQAOKnedVZecFTlUmQSaRNihe8z2j7HT1rXZupPeYKmEJ/p9CFkOiUsR9DRRBEh0brI2br+aP/b/qgkLyDUn/+zMBH+5E1eQFMkgheJNZWvyt7vxdRpaxKlsQTej5tWMjbhBlAblRzyl7YIPnLPPaBKE2PYuNeO6ow7JbI3fGElNWbaEDKdwTSZCiYRidsleP5milBDBBxTtqxPINYU+cVQGQfr027jxzfv7zzrKCRUeG2FVL7pcqfGeCrUIdlihkzQGSlGAsEsQ8h0BnynF+6883gEmWgXn6FlunepcRUsf18hRq/4Qu1x/D7boqYAQrQyUlvf5DipL7F9J2HibZ2eU121ce+q7/SMO0St4uWaNevVKoMEIM0qZukPI1dZjatsfFNibN24SBwn1K62r14HRBrqs+kDk/eavLkm0lpi6UPB9W1NyXxwba99gmAFguWGkOkM4NQHHhijgpGaL4xx42yk4NoQu2m317luNG9yifXT9PiTNBQ0rb/QymLQolhD42PEN616QoW5RyexCLIhZDprhFqsHrNPXaBKK/Nnb7wxcCJ1SLXl8ZP1esdUZEkUbYNYvAGMaxmoMyWHrk/L67Jxnx0aD08g6ApCprOsUOswQbJsPVNIjiJL3SxrjltrgsxFYJx7vVeT551nH4VLdj8RpZpNpDUPFa3RYIL2uG/d+9xyPGOp8yYm31VKqDIF2/QhZCpojC5NeXV9dVU4IHUcyD/lRMqB6rSpmbctkXZxXRu6CBpPEt8lujx3diKrlVAF04WQ6Yzh1Acz1WmxzCbe1M3OJ5YJq9PO0NNECrjjDUfhws3L2eq0rk5xC0XatO2y+1EDwUSx8659+Kr7bTUc3Bm3P6RWbZ5p10tDfPnLX1bPf/7z1T777KN6vZ669NJLne1ve9vb1JOf/GS1ww47qF122UUde+yxatOmTU6brVu3qte97nVq9913x3YveMEL1G233ea0ue+++9Spp56qNmzYgAu8v//++9U0IWQ6j4RarG51mlSrGVWgbIlBUwifV0rix2xa9KDOB5rsz2vXqY+yTTfj/sZCRGptkXnqvg2Rrlb0RpNZmuKhhx5Shx56qPrABz4Q3H7AAQfgtu985zvqq1/9qnrc4x6njjvuOHXPPffYNmeddZb65Cc/qS655BJss2XLFnXiiSeq4XBo25xyyinqm9/8prrssstwgfdAqNOE5JkKJoPemEUc6Eaac68M9eN9tjPIGFQItBffF0zAoFoboYH/tHVQUm95qiONPxcq5erQ54wOhUjnEieccAIuMQAJcrz3ve9V559/vvr2t7+tnvvc56rNmzfj5wsvvBBVK+Ciiy5S++67r/rCF76gjj/+eHX99dcjgV511VXq8MMPxzYf+tCH1JFHHqluuOEGdeCBB6ppQMh03rCMD+LBCkJ1uYstx1dHuH5hhmQxhsB6KIAfHHJN9SUg0aY1fSdNpNl1fSdtLq+Zh7QxkTYZryjSZSsn+IAXGLlu3TpcxsW2bdvU//7f/xvNtKBmAddee61aXFxEtUoAk/HBBx+srrjiCiTTK6+8EvchIgUcccQRuA7aTItMxcw7g7hwpzErIrVFw5tvE19YK99pDjoITEqaaM36LEJtGNFbO/bUvnXtx4oCrtk5dY7cvMuJtAuTrm0b/0NYlf7SCQNUIfkmYXnXu941Vn+f+cxn1I477qjWr1+vzj33XHX55ZejfxRw5513qrVr16I/lWPPPffEbdRmjz32qPQL66jNNCDKdAWiy4f2uVGnQIj+PbnhODgp+EXy0Uw87sNGbvTvuA8YqTEsAyrn0hWJYnvxkcYuS9eXhvq79dZb1c6s5Om4qvSYY45BH+dPf/pTNM+efPLJGIQUIkhCURQY0GTHxt7H2iw3RJnOc0TvDKDWNNlQnTrBRbl/F/7+bZbAebUlorqI3uCYY+1SbWOYwP2kej6BO3cl2CjRYZPvN3VMwcQBRMqXccl0hx12UL/wC7+Aplnwjy4sLOArYK+99kLzL0Trctx9992oTqnNXXfdVekXgpiozTQgZDovhDpL95GAma9JpGpOn5X13HwY+xxbV0OclbZNzs1Dlt+zCyKNXI/gWJbxYb2JGu+aSFe1iXeOywkWRYHpMIDDDjtMrVmzBk2/hDvuuENdd9116qijdNwDBBpBoNLVV19t24CyhXXUZhoQM+8cK9QLd2w5pVsqpDNgpm01w8s0zL10Ot6pJXMk7UED2wMRwbFApiBqiKVzRcr2GYtIcwKLkg9GLP0lo5/W4xHMHLZs2aJuvPFG+/mmm25Ck+6uu+6qdtttN/XOd74T80b33ntvde+996q//du/xRzSk046CduDT/bMM89Ub3jDG7A97HfOOeeoQw45xEb3HnTQQep5z3ueetWrXqXOO+88XPfqV78a02emFXwEEGU6xzh1ywO4TOW+k1JCNe1zzb1NVFdQjXp95QYbVdb14tHAEyHSwPiTfc+CH3VS6jfzB72qVSnzmXa9NMU111yjnvGMZ+ACOPvss/H9W9/6VjUYDNT3vvc99eIXvxjzTYH8wDT7la98RT31qU+1fUBQ0m/8xm+gL/UXf/EX1fbbb68+/elP4/6Eiy++GAkWon5hedrTnobpNNOEKFOBQCAQdIKjjz4azbYxfOITn6jtA6J83//+9+MSAyhWyD+dJYgyXaEKtUtzXms1k+srrDm2sz4WrBQybWYEGAVVX0ylQs7be2pSZBL7VsYd2FZrSs1Q/134Udvkrk4jclhAF39CiyAbQqYrCECor3hocpHAOTf21ukgkX2CxJPwL0ajgRNBSLXEanD7HxxVEqrfX8xHGDNdd0Ckrf2iufulfKLRfWqieFWDm7T4SufOzLuaIWS6AgGEmk2qDdRpbruxChUEkCLUkG+1sq7GH+ofK0WqRKi1aOr3TJFuoH2TghnBPvnDR4babaVC5WYsWEUQMhXEMYa5t5NgpAYKNZYiEywgUKNAg/t67fZ5d8TcG+mr0ibSPie1JnVtQ9tiariT77J255b7iSxaNakxKwVCpisY2TmSDW9cdebQ8DHin1sRb4pQA+uzfKOZpHr7G48qCTXDfBztP4ckc4m5CeHFFGpb+PvKPViwCiFkugqQTAnpytwbaNu6ClAbQk2ZeBv6RnOIkQi1iwpIlfPKbZNS9aF1kevoXq8ibPrNeWDinfGfk5DrxCE+0+lDyHQFIxThm8617CC6d1qEWtemoRnX+Zwg5H3+4gpcxiXq5D5tg7+a+K8zyFyv64gZhWAFKwxCpisdCUWRbQamfgL7Lzuh1inQWBu+LdcEXLPuJ29KBCPF+miqYBtev+hYctCWKHOmwmsSwSv+0nbfgaTGTBVCpqsFnEhShJK6mc0CobZUqXWEOQ6pttkn1+/cmEgziDNo4s38nIL92YzlgBUI5hNSAWk1g9/zWD1bXee2We1eu1+ibe10buxztM9IWz4VG52P8967xwfbx47rtXHWxT5H1o8VrduQOKMPGv7nFoQsWD1TsAnyIMp0NRTLD6nShC/PqrTYX2jCbFzXtk1gTg65xPIo7fu6ftsq1di4ctRoh0TaxkLgnn+qEIOaaaz2uryIUTGZRZANIdPVDv/G75GqXjddQo3264230i72wNDrhlR//l1XZJtqWwUZxfocwxTbWskKBIIkxMy7CnDqAw+oCzbEp2tLmUjLTSFbaTiwpGLOzTX5ugdkjd1Dp6ZnC7aLmWkbmKBjx/7JH6ZTZIJoq0ab7JvqZzlJk5vbJwBRpew6dy0kRZg2gihTQTWtI6BUoyq1S4Ua668J+TRQnY3bZ0ZAx1OPxlCjKmPfmEKvA/9OUypfIBBEIWS6SnDa5hrfKTPtlj5Tl1SjvtSEebOCHHIK+RxzzK+JtqntbUmVt43mmUb2D46L2mbs31SR+mObyYDbJhEvsQeOVQr+Z9nZMu2TmjOImXc1IfTXUWRE90Z2qZh+A2bfHJNvtF2obZ15NrJvTiRvY1O0Uuqx79R+09v+KGDuHUO1p9bn5KaOhQzlPVVM+/gCQQCiTFc7Igo1pFb9dhWlSo+zLc252cpuDJUaHE/Tvk2bIIFGjpkc5ySJtO5cY/3m9r/cmLXxzAqk0P3UIcp0NaHOjOZLUS9Xs06p6m2e7AvlgpaNqx3EVGSovfc5V6U6p1rk9x0dj/9edRdglOyjSduVgJV6XoIVASFTQQnOFMhM4YsTCritbquSajQaN0KqNIzKPgnTb23ErzfQIKm2NStHxr6cRJqDaH5prcqdYninEGn68kjRhqlDzLyrCKf97MFgwEwwgIabblXYBBwz/4ZNwK7ZuGlQSZvI3CRSpt9xzMotzM6h8QTHVdM21qaNUu1M3c6L+XjeIbV5pw4hU4FAIBAIxoSQqaCCpEpNqNC8ICVvfQghteuNrdKWf461jR0n1bff3rtOhMf+aTkNW86xate3VKUT8Zcuh4qc43KGs4BeUUxkEeRDfKaCJCrBQHTTi/hU7Z8f+RaNzxH7MfvrLvTOjnvStEv6O3N8nU0Ck/x9/fahwCTW9ta36Ijefd/hlRb0x525bWJRtYkHAynOIBCMDyHT1YrUzbnIINbkFCpuN/5WzaUuqfL2IULJmuUlRHzmczRCuAOyDqJp8FEHRDrx/NMYJnkcUaV5GJmlS3Td3wqHkOlqQ8Pglboo2xxizSNVr0UkXSZFqq2LMTRRqZFTvfWtR9XXoW1Kool9kn1MOngoZwwCwSqDkOkqw+k/fRBfN/7cTrVtK+SkMvJCHXYL7xbrLrVvjmKsVZMZhesbE3Vov2kS6YQxGZ9s5MlGyLnBJezexyk+02YQMhVEETW38vUxBZlQqylSdfyybofZBBfdFhh303KEWaTq96Em5xutM+3621vnmDZBgyn7BIKVAiHT1YwmSfjmLlwNSOJtKs09cqwnVbvOfxMg1dYqta4tR10wU3DwgX6mQKRtEY4iLqbrahDk5Zl2CQnmbQQh09WKHNOaH2rLUfQqN13no0dUentzUrWHDpFqRhBSrS811tZHDvm2JdGMfWv7WUXkI77Z0EWBp8uO2U9SYxpB8kxXKc64e0t5E+YLh7/NNxF6Nczc3NSwyTFYFcm0s3mq3v4V02SoKlMiCCeo4HLb+vt555OLNlWfsvuZJLn2Jq1AmxGAEKlgViFkuophCTVFniHi8dd7EyEGizhkkmqwPKFP1HRMPia/bz5Wtj4a9Rrrw0eAwFPta/tSM0Sks6BuEw8XofP/8GN3mPiQ5gGdz2U6gVq/Kx1CpoI8dRQj2BS5OsSZUHYBQg1WVKqQZXOVmtyW6iN0PTzwcbeqhjQFIh2L6FucR1ukvgshVMEsQMh0leOMuyLm3rpF5ayrJ9WoSmXbnb75+gyVGlof3JZQqVFEHhKSaEE+bYm0a5Noqr/sB4+GDyiCTMh8plOHkKlAnXGnb+7NsPuEiCRKrHmkWh7b7SukUJ19+Jj5cWNm39A22h54n0VKdaTaUsVNRJFOkrSa2AYz29Ze/16hPrzv9vnHFQgmACFTgUauoyRErimFmiBVuy2oUquEWmv2pfGpcN/ueUS2JQi1Nam2JK9xiLStKp14WkxD5BApYTUTam80mUWQD0mNEbhochP2Cyz41Yv8VBXbtyFUs8JbbboIVEOiQvi8v2AKDE9Czcs9raTQtClFyNElmTXss3H+6SSUatM+24xBImQEMwRRpgLEGbc/FFRiyaCaoCJNT9dm96O2OSqVH4v7UVMqNVHdJyuFJnSeoXYdohWRTtRkq2YXESJdtepUfKZTh5CpwKI2CrWuXYxYaZvfhpl+Q4RKx4qm0Pj98n1ix/fbxPYN7DNJQu2KSLNV6biqrpWSbHb8eKRxet9VSajFhBZBNsTMKxirxKB/wwvXxPVWchOtfS1cs2/ItEoljviL35fZN2j25WOttMkw+abaTcwnmL9+LIJPPUR0FcnbBcS0K5hRiDIVxG9UvtLMCEaqqFZfqfr9BrYno31VZH1gezQwKdqm/nihdp0G+0SOU7e+LlgpNM68gKruo3Or+3X/YPDh/bZflbPGdL0I8iFkKrB45a0Pxwk0RICVNjXlBbNMv4EUGtZf1IfK+2Pvo+kz0Tbe8QLrQ5+b3PxrCTj5AJN5kBZkNClfcGfIIWt2DquNUAXThZh5BQKBYN4hhe6nDlGmAge9Xv3i7pAIPEoVagipU9ufq26j6lS1UKf82MusTsdSpKHjZx432ce4Cjh335TJvSvMurIWrGiIMhU0hk+ojmuFBQH5OZ9lIBELTKLAoEogUXzKNdsvC0ZyAop4W38b399jodYBSd5wQ6m3tWjpP80u7OBsnyFfWO4DSW0xEbW6AZen6yILM/QzmQcImQqa32i9O16QXDnJUJ8s+rfchbFUKDJX6ShfPqwguWUSqnOKPpm3JdRA22yMQbS5xwm1y6n6FN0/pvinRXCrnUgFMwEhU0Fz1EgvItc6Uq2oVJ9Q2fGQUKkfPo6Ask0RKg130oRafw07blfXvkbBhhXujEiT1DgS1+eVtzysVgsmEX0r0bzNIGQqaH4TL/LItUKqHoHVEqp3PJsq6hBmA0L1hli5R0+aULsixgbm3aS/uMVx4/sUY7drHE0sipRdPN/f0gFm5FlqXiABSAIHZ/z4kTz/HV8q290UFGsG7mWUEqRKR5VjNf/LDlZJCqmxnOL4qfUhM2hoyUFG+8bm3V57E29jNPHhZpm45Y4umA+IMhWMD/+myBUofu6FVWqdQuV9Bcy9deq0MsakoowXx69VqLE+m2BcIosRZuiBwWs/8/mlIdSMeTWZeBGSGjN1iDIVVBFTVrmKy18fU6lsW0xF1Sm1irr0+olHhwa2J4rjJ4/dYJ/gOBrsl0N8KSJNpvo44/K+l5x9lgsZY5CCDYLlhihTwQSVKfvsqdRahRpKjTGd+cFIjfyn/vhidXz56ST8pNUIYTUx1D0YOG1iDyte+8q6pibkjjDTAVDzgNEEfnsyn2kjiDIVNI1yqLdnVpQpf1/kKVTevoObRB2Z5NS2bbz/pMGuc7B0Y92+XY07RHqTIsdZUMYCQQBCpoIKzvjRIx5xhgg0tD3gl+M3+F4DQg0Rsl3MlG29fHNvBantDQOSgts7RLByUs64clXpNDAr41ghkEL304eQqaBjREjVf19DqE77TEWT4z9NEV7UfxpDhFC7JNUgibYhUv/BJhbtHNp3GshVu6FdTdnLjftLoXvB8kF8poIJwXMicl+j5ysN+VDt3KaOD5XfTSOFHHJGVokeTkTp5kTxBsbAiaiJdbO2dm+sbdMHgTaoI7MaU3kMXZJ2pXb0aoFE804dQqaCMMa5KTn3csagTkBSDaGqdhNwN0qX4WibLpPan41pbLQg0qAPtQNf6aym0qxaIgUImU4dYuYVBHHGDx9tf2V8fyci4IdMmXy9WWfKdWnfqW3P+g35bVPBOo3ST/zzngS6ItJU3zEz+6yg5jxWNZEKZgKiTAVBfOQX1qkeI8CijRypmECZqbZXo1BVJFWFlxzsGg3UaaM+xh0TQ04wUaPI5Aiyvu4Y8Y5DbC3IXIhUlOksQMhUECRSH70GN7kK8faaEardpjzTKvtc3rDDvtOouVfl1e/NMS9H23RFqCki7SJgZ17UXGKcQqSCWYGQqaBzcOItguSYJlSgRqtOiSWdfiLqtGtV2FadjjuWHNNznXm3pr9G22cUdUR6xs2rqKSgFG2YOsRnKqjC8UuOd4EqipYpysq6XjW9oVxh/KPBcQa2xXynuekhmUimwiyTD5WPpVGbSr/F3BCuKFLBrEGUqaAedTfSSKk9uzsFElXUnZ/uEvOT1vgyJ6ROm0YSB9F0PE0DouoGuFxEv8wPDnVYVaoUfwYyn+m0IcpUIBAIBIIxIcpUMD5S5kVuzQVzbEydhoKR8CP3n3rBRs6xzLZYIFFMybY93yYBS038rF34Spuo25apQdOEmHgDkDzTqUPIVODgggPWTia1o2hBqNQFxRrljquOvLzjZM1NOi4Z54ypayy3L3dGiHS1mXgRozIvu9M+BdkQMhW4RFqTBtMq3xQ7bUioiTxTq059eZqoQJR1n5lUNHBLtJpLtC1RzmKxBj/Dao4fAgQrH0KmgkZokm9aId8YoQYPRB00UKdEtFFzK0tanQZiZN1mOHXpMAydRBtHYsXmmqxXEsTMO3UImQocVdo1KqQZItQm6tQ4TIPqtM5UmzD1nvrAA2q5cfG6Dcvvs+yq7wmR4ytvLU20H96vnPVFVKlg1iFkKpg44qkxCUK1O3vqtNbvWBOIxHDa/ctPoBwv37rZvr94/YZuSXAShFwodfq9D+LbjXvs2Fm38L2c8ZOHKutfecvDSKhCpJlfTvKPow3EmtAEQqYCxGnf31avTpveoP16DUFfqde/Xy7QcmuGOq2piHTazzQRzCJe/mhJrBdtV0OsM4Az7t6yLMcBQs2al5Q9KW183HbqjB/DBPcCwfJByFQwQVNgXnpM1X8aKDeoAqUGM45HSmqe8IpHSmLtAhds2Ln6nabc1ZHA5WldS4jOjRKq+GI1xGc6dQiZClx1euAEfKeVVJdq8FHY3Es7B8y9Km7SPeOe+SPQSeK0zaU5+4LH7Nx4/1l4IAkSqhCpYIYgZCpojZQvq6IeU5Gsda6ZXsTca3DG7VV/myAM8hNfsMvOtaQ0CyQaJVQh0kBOqOSZThNCpoJsNAkEobbu3KTpXNOqOo1E+Bpz7xm3rMLk/I5w2n0BUp1xv7Il1MdtN+1hzB6KkV667lOQDSFTQS3GiaasTvadzjV1CDUxZduqrHIzQVKdJ0BwUYpQJfhIMA1IoXtBFJVp0IKNTBmzhNkti4wbtJGbpUB+A5EApK6Xhvjyl7+snv/856t99tlH9Xo9demll9pti4uL6o1vfKM65JBD1A477IBtTjvtNHX77bc7fWzdulW97nWvU7vvvju2e8ELXqBuu+02p819992nTj31VLVhwwZc4P39998/1T8MIVOBg9Nu2FZPgDECTRCrOzcpXx9qG5jrVBXqjB89os64SVIeBHFCFZKdLh566CF16KGHqg984AOVbQ8//LD6+te/rt7ylrfg6yc+8Qn1/e9/H8mS46yzzlKf/OQn1SWXXKK++tWvqi1btqgTTzxRDYdD2+aUU05R3/zmN9Vll12GC7wHQp0mxMwriBLqhU/2InubBH20Kd2XCFI644ePyjclSJp8VzWRzkgA0gknnIBLCKAgL7/8cmfd+9//fvXsZz9b3XLLLWq//fZTmzdvVueff7668MIL1bHHHottLrroIrXvvvuqL3zhC+r4449X119/PRLoVVddpQ4//HBs86EPfUgdeeSR6oYbblAHHnigmgZEmQqiOPV7mlTrzLhJsP2aqlNYgESFSAUpAImuaiKdMB544AFnATNsV9i8eTOagx/zmMfg52uvvRbNwccdd5xtA+bggw8+WF1xxRX4+corr0RiJiIFHHHEEbiO2kwDQqaCPEIdB40UrVKn37jVLgKBYLo+U1CF5JuE5V3velcnX8mjjz6q3vSmN6HJdueddVT5nXfeqdauXat22WUXp+2ee+6J26jNHnvsUekP1lGbaUDMvIJanHr9orrwoDWV9SFFGZsJJkbKVMLw9B8IcQoEs4hbb73Vkh1g3bp1Y/e5uLioXvayl6nRaKT+9m//trZ9UYClqry38PexNssNIVNBNqESLnrKQn5R+4yqSwKBYEygy7Rjn6npDoiUk2kXRHryySerm266Sf3bv/2b0/dee+2ltm3bhtG6XJ3efffd6qijjrJt7rrrrkq/99xzDyrYaUHMvILGeMV/LuGSAvk8BQKBwCfSH/zgBxhQtNtuuymOww47TK1Zs8YJVLrjjjvUddddZ8kUAo3A13r11VfbNps2bcJ11GYaEGUqEAgE844ZKXS/ZcsWdeONN9rPoD4hbWXXXXfFQKKXvOQlmBbzmc98BlNdyMcJ28FXCj7ZM888U73hDW9AooX155xzDuamUnTvQQcdpJ73vOepV73qVeq8887Dda9+9asxfWZakbwAIVNBa5A6rTP71qlYgUAwJkZQ+m80gT6b4ZprrlHHHHOM/Xz22Wfj6+mnn67e9ra3qU996lP4+elPf7qz3xe/+EV19NFH4/tzzz1XLSwsoIJ95JFH1HOf+1y1ceNGNRgMbPuLL75Yvf71r7dRv5CrGsptXU4ImQrGBifLFLEKBIKVjaOPPhoDgWJIbSOsX78e809hiQEUK+SfzhLkzieYqFoVVSoQrB4z72qGkKlgIhASFQgEqwlCpgKBQDDvEGU6dUhqjEAgEAgEY0KUqUAgEMw7ZqTQ/WqGKFOBQCAQCMaEKFOBQCCYcxTFCJeu+xTkQ8hUIBAIVkIAUtdmWUmNaQQx8woEAoFAMCZEmQoEAsG8A1WkKNNpQpSpQCAQCARjQpSpQCAQzDugKH2v44AhCUBqBFGmAoFAIBCMCVGmAoFAMO8Qn+nUIcpUIBAIBIIxIcpUIBAI5hzFaKSKjn2mUrShGYRMBQKBYN4hZt6pQ8y8AoFAIBCMCVGmAoFAMO+AUoI9KdowTYgyFQgEAoFgTIgyFQgEghXhM+26aIPMZ9oEokwFAoFAIBgTokwFAoFgzlGMClV07DMtRJk2gihTgUAgEAjGhChTgUAgmHdgUXopdD9NCJkKBALBnEPMvNOHmHkFAoFAIBgTokwFAoFg3iFm3vkgU4rq2rp166THIxAIBCsKdN+cZHTsklpUqphAn4Js9IqMb/i2225T++67b36vAoFAIHBw6623qsc+9rGdXpVHH31UPf7xj1d33nnnRK72XnvtpW666Sa1fv36ifS/6sh0NBqp22+/Xe20006q1+stz8gEAoFgBQBusQ8++KDaZ599VL/ffZgKEOq2bdvUJLB27Voh0i7JVCAQCAQCQRwSzSsQCAQCwZgQMhUIBAKBYEwImQoEAoFAMCaETAUCgUAgGBNCpgKBQCAQjAkhU4FAIBAIxoSQqUAgEAgEajz8/1dtTPmsfSTnAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hds = flopy.utils.HeadFile(pl.Path(ws) / \"sp_mf6.hds\")\n", "final_arr = hds.get_data()\n", "fig, ax = plot_model(4, final_arr[4, :, :], units=\"meters\")\n", "ax.set_title(\"layer 5 final heads\")" ] }, { "cell_type": "markdown", "id": "16", "metadata": {}, "source": [ "Nice." ] }, { "cell_type": "markdown", "id": "17", "metadata": {}, "source": [ "The main requirement for using mf6adj is an input file that describes the performance measures. Fortunately, this file follows a modern format similar to other MF6 input files. Here we will create one programmatically. mf6adj supports so-called flux-based performance measures, which yield the sensitivity of a simulated flux to the model inputs. These measures can be described just as granularly as head-based performance measures, so let's look at the sensitivity of simulated surface-water/groundwater flux between the groundwater system and SFR across all output times." ] }, { "cell_type": "markdown", "id": "18", "metadata": {}, "source": [ "## Run mf6adj" ] }, { "cell_type": "code", "execution_count": 11, "id": "19", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:15.611063Z", "iopub.status.busy": "2026-06-02T18:35:15.610854Z", "iopub.status.idle": "2026-06-02T18:35:15.616517Z", "shell.execute_reply": "2026-06-02T18:35:15.615803Z" } }, "outputs": [], "source": [ "pm_fname = \"sfr_perfmeas.dat\"\n", "with open(pl.Path(ws) / pm_fname, \"w\") as fpm:\n", " sfr_data = pd.DataFrame.from_records(m.sfr.packagedata.array)\n", " fpm.write(\"begin performance_measure swgw\\n\")\n", " for kper in range(sim.tdis.nper.data):\n", " for kij in sfr_data.cellid.values:\n", " fpm.write(\n", " f\"{kper + 1} 1 {kij[0] + 1} {kij[1] + 1} {kij[2] + 1} \"\n", " + \"sfr-1 direct 1.0 -1.0e+30\\n\"\n", " )\n", " fpm.write(\"end performance_measure\\n\\n\")" ] }, { "cell_type": "markdown", "id": "20", "metadata": {}, "source": [ "Now we should be ready to go. The adjoint solution process requires one forward model run and then a solve for the adjoint state, which uses the forward solution components (for example, the conductance matrix, RHS, heads, and saturation). The adjoint solve has two important characteristics: it is linear, regardless of the forward model's linearity, and it proceeds backward in time, starting with the last stress period.\n", "\n", "The adjoint solve is slower than the forward run because most of the time is spent in the NumPy sparse linear solve." ] }, { "cell_type": "code", "execution_count": 12, "id": "21", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:35:15.618477Z", "iopub.status.busy": "2026-06-02T18:35:15.618306Z", "iopub.status.idle": "2026-06-02T18:36:00.425276Z", "shell.execute_reply": "2026-06-02T18:36:00.424525Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2026-06-02 18:35:15,620 - Logger instance 'Mf6Adj-sfr_perfmeas-17c59092' created.\n", "2026-06-02 18:35:15,620 - Running from /home/runner/work/mf6adj/mf6adj/examples/sanpedro\n", "2026-06-02 18:35:15,621 - Structured grid found\n", "2026-06-02 18:35:16,710 - MODFLOW 6 version: 6.8.0.dev0\n", "2026-06-02 18:35:16,712 - Processing adjoint file: sfr_perfmeas.dat\n", "2026-06-02 18:35:16,744 - Starting flow solution\n", "2026-06-02 18:35:19,282 - Flow (stress period,time step) (1,1) converged in 4 iters, took 0.042243 mins\n", "2026-06-02 18:35:20,209 - Flow (stress period,time step) (1,2) converged in 3 iters, took 0.0066637 mins\n", "2026-06-02 18:35:21,124 - Flow (stress period,time step) (1,3) converged in 3 iters, took 0.0066613 mins\n", "2026-06-02 18:35:22,031 - Flow (stress period,time step) (1,4) converged in 3 iters, took 0.0064533 mins\n", "2026-06-02 18:35:22,973 - Flow (stress period,time step) (1,5) converged in 3 iters, took 0.0071458 mins\n", "2026-06-02 18:35:23,969 - Flow (stress period,time step) (1,6) converged in 4 iters, took 0.0079556 mins\n", "2026-06-02 18:35:24,882 - Flow (stress period,time step) (1,7) converged in 3 iters, took 0.0066275 mins\n", "2026-06-02 18:35:25,880 - Flow (stress period,time step) (1,8) converged in 4 iters, took 0.0080903 mins\n", "2026-06-02 18:35:26,777 - Flow (stress period,time step) (1,9) converged in 3 iters, took 0.0063956 mins\n", "2026-06-02 18:35:27,581 - Flow (stress period,time step) (1,10) converged in 2 iters, took 0.0048689 mins\n", "2026-06-02 18:35:28,096 - Flow solution finished and took 0.18919 minutes\n", "2026-06-02 18:35:28,140 - Starting solve_adjoint at 2026-06-02 18:35:28.140812\n", "2026-06-02 18:35:28,149 - Structured grid found, shape: (5, 440, 320)\n", "2026-06-02 18:35:28,153 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 10)\n", "2026-06-02 18:35:28,162 - Solving for lambda\n", "2026-06-02 18:35:29,026 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:29,027 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:29,027 - Solver rclose value: 0.001\n", "2026-06-02 18:35:29,036 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:29,037 - Solving for lambda took: 0.874655 seconds\n", "2026-06-02 18:35:30,842 - Adjoint solve took: 2.689145 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 10)\n", "2026-06-02 18:35:30,843 - Write group to hdf file\n", "2026-06-02 18:35:31,237 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 9)\n", "2026-06-02 18:35:31,241 - Solving for lambda\n", "2026-06-02 18:35:32,100 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:32,101 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:32,101 - Solver rclose value: 0.001\n", "2026-06-02 18:35:32,105 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:32,108 - Solving for lambda took: 0.867046 seconds\n", "2026-06-02 18:35:33,887 - Adjoint solve took: 2.650901 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 9)\n", "2026-06-02 18:35:33,888 - Write group to hdf file\n", "2026-06-02 18:35:34,269 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 8)\n", "2026-06-02 18:35:34,273 - Solving for lambda\n", "2026-06-02 18:35:35,129 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:35,130 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:35,130 - Solver rclose value: 0.001\n", "2026-06-02 18:35:35,136 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:35,137 - Solving for lambda took: 0.864129 seconds\n", "2026-06-02 18:35:36,876 - Adjoint solve took: 2.606807 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 8)\n", "2026-06-02 18:35:36,876 - Write group to hdf file\n", "2026-06-02 18:35:37,255 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 7)\n", "2026-06-02 18:35:37,259 - Solving for lambda\n", "2026-06-02 18:35:38,115 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:38,116 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:38,117 - Solver rclose value: 0.001\n", "2026-06-02 18:35:38,124 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:38,125 - Solving for lambda took: 0.866031 seconds\n", "2026-06-02 18:35:39,901 - Adjoint solve took: 2.646665 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 7)\n", "2026-06-02 18:35:39,902 - Write group to hdf file\n", "2026-06-02 18:35:40,284 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 6)\n", "2026-06-02 18:35:40,288 - Solving for lambda\n", "2026-06-02 18:35:41,150 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:41,151 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:41,151 - Solver rclose value: 0.001\n", "2026-06-02 18:35:41,159 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:41,160 - Solving for lambda took: 0.872181 seconds\n", "2026-06-02 18:35:42,926 - Adjoint solve took: 2.642864 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 6)\n", "2026-06-02 18:35:42,927 - Write group to hdf file\n", "2026-06-02 18:35:43,307 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 5)\n", "2026-06-02 18:35:43,311 - Solving for lambda\n", "2026-06-02 18:35:44,166 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:44,167 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:44,167 - Solver rclose value: 0.001\n", "2026-06-02 18:35:44,175 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:44,176 - Solving for lambda took: 0.865265 seconds\n", "2026-06-02 18:35:45,970 - Adjoint solve took: 2.663178 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 5)\n", "2026-06-02 18:35:45,971 - Write group to hdf file\n", "2026-06-02 18:35:46,350 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 4)\n", "2026-06-02 18:35:46,355 - Solving for lambda\n", "2026-06-02 18:35:47,212 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:47,213 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:47,214 - Solver rclose value: 0.001\n", "2026-06-02 18:35:47,217 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:47,217 - Solving for lambda took: 0.862453 seconds\n", "2026-06-02 18:35:48,976 - Adjoint solve took: 2.626214 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 4)\n", "2026-06-02 18:35:48,977 - Write group to hdf file\n", "2026-06-02 18:35:49,356 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 3)\n", "2026-06-02 18:35:49,361 - Solving for lambda\n", "2026-06-02 18:35:50,234 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:50,234 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:50,235 - Solver rclose value: 0.001\n", "2026-06-02 18:35:50,238 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:50,240 - Solving for lambda took: 0.879174 seconds\n", "2026-06-02 18:35:52,018 - Adjoint solve took: 2.661477 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 3)\n", "2026-06-02 18:35:52,018 - Write group to hdf file\n", "2026-06-02 18:35:52,393 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 2)\n", "2026-06-02 18:35:52,398 - Solving for lambda\n", "2026-06-02 18:35:53,275 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:53,276 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:53,276 - Solver rclose value: 0.001\n", "2026-06-02 18:35:53,282 - Solver return code: 0 iterations: 0 solver norms: L2 (0.0) infinity (0.0)\n", "2026-06-02 18:35:53,283 - Solving for lambda took: 0.885256 seconds\n", "2026-06-02 18:35:55,053 - Adjoint solve took: 2.65916 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 2)\n", "2026-06-02 18:35:55,053 - Write group to hdf file\n", "2026-06-02 18:35:55,433 - Starting adjoint solve for PerfMeas: swgw (kper, kstp) (1, 1)\n", "2026-06-02 18:35:55,438 - Solving for lambda\n", "2026-06-02 18:35:56,292 - Solving with bicgstab with solver options: {'rtol': 0.0, 'atol': 0.0, 'maxiter': 200, 'M': <115531x115531 _CustomLinearOperator with dtype=float64>}\n", "2026-06-02 18:35:56,293 - Solver dvclose value: 1e-06\n", "2026-06-02 18:35:56,293 - Solver rclose value: 0.001\n", "2026-06-02 18:35:57,878 - Custom convergence reached: dvmax = 5.672088315032339e-07 < 1e-06 rmax = 4.751487018950229e-05 < 0.001\n", "2026-06-02 18:35:57,882 - Solver return code: 0 iterations: 38 solver norms: L2 (0.0005934208908827322) infinity (4.751487018950229e-05)\n", "2026-06-02 18:35:57,882 - Solving for lambda took: 2.444157 seconds\n", "2026-06-02 18:35:59,693 - Adjoint solve took: 4.260356 seconds to solve adjoint solution for PerfMeas: swgw (kper, kstp) (1, 1)\n", "2026-06-02 18:35:59,694 - Write group to hdf file\n", "2026-06-02 18:36:00,072 - Formulate composite sensitivities\n", "2026-06-02 18:36:00,073 - Writing composite sensitivities\n", "2026-06-02 18:36:00,377 - Adjoint solve took: 32.236 seconds for pm 'swgw' at (kper,kstp) (1, 1)\n", "2026-06-02 18:36:00,381 - Finalizing Mf6Adj\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "took: 44.802976\n" ] } ], "source": [ "forward_hdf5_name = \"forward.hdf5\"\n", "start = datetime.now()\n", "\n", "adj = mf6adj.Mf6Adj(\n", " pm_fname,\n", " lib_name,\n", " logging_level=\"INFO\",\n", " working_directory=ws,\n", ")\n", "adj.solve_forward_model(\n", " hdf5_name=forward_hdf5_name\n", ") # solve the standard forward solution\n", "dfsum = adj.solve_adjoint() # solve the adjoint state for each performance measure\n", "adj.finalize() # release components\n", "duration = (datetime.now() - start).total_seconds()\n", "print(\"took:\", duration)" ] }, { "cell_type": "markdown", "id": "22", "metadata": {}, "source": [ "## Plot the Results" ] }, { "cell_type": "markdown", "id": "23", "metadata": {}, "source": [ "Done. Let's see what happened." ] }, { "cell_type": "code", "execution_count": 13, "id": "24", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.427774Z", "iopub.status.busy": "2026-06-02T18:36:00.427573Z", "iopub.status.idle": "2026-06-02T18:36:00.432058Z", "shell.execute_reply": "2026-06-02T18:36:00.431281Z" } }, "outputs": [ { "data": { "text/plain": [ "['forward.hdf5', 'adjoint_solution_swgw.hdf5']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[f for f in os.listdir(ws) if f.endswith(\"hdf5\")]" ] }, { "cell_type": "markdown", "id": "25", "metadata": {}, "source": [ "mf6adj uses the widely available HDF5 format to store information. These files hold low-level details about the adjoint solution. However, mf6adj.solve_adjoint() also returns a higher-level summary of the results. Let's look at that first:" ] }, { "cell_type": "code", "execution_count": 14, "id": "26", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.434184Z", "iopub.status.busy": "2026-06-02T18:36:00.433985Z", "iopub.status.idle": "2026-06-02T18:36:00.437829Z", "shell.execute_reply": "2026-06-02T18:36:00.437076Z" } }, "outputs": [ { "data": { "text/plain": [ "dict" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(dfsum)" ] }, { "cell_type": "code", "execution_count": 15, "id": "27", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.439520Z", "iopub.status.busy": "2026-06-02T18:36:00.439343Z", "iopub.status.idle": "2026-06-02T18:36:00.442955Z", "shell.execute_reply": "2026-06-02T18:36:00.442293Z" } }, "outputs": [ { "data": { "text/plain": [ "['swgw']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(dfsum.keys())" ] }, { "cell_type": "code", "execution_count": 16, "id": "28", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.444730Z", "iopub.status.busy": "2026-06-02T18:36:00.444564Z", "iopub.status.idle": "2026-06-02T18:36:00.458091Z", "shell.execute_reply": "2026-06-02T18:36:00.457223Z" } }, "outputs": [ { "data": { "text/html": [ "
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k11k33wel6_qrch6_rechargedrn-1_elevdrn-1_condghb-1_bheadghb-1_condsfr-1_stagesfr-1_condss
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" ], "text/plain": [ " k11 k33 wel6_q rch6_recharge drn-1_elev \\\n", "node \n", "26747 -1.313218e+00 -0.154118 -9.281390e-01 -9.281390e-01 0.0 \n", "26748 -1.418439e-02 -0.119453 -9.366011e-01 -9.366011e-01 0.0 \n", "27067 -1.716591e+00 -0.033958 -4.548739e-01 -4.548739e-01 0.0 \n", "27068 1.089327e+00 -0.056021 -5.597631e-01 -5.597631e-01 0.0 \n", "27387 2.995759e-02 -0.008328 -3.346814e-01 -3.346814e-01 0.0 \n", "... ... ... ... ... ... \n", "694854 -5.237353e-18 0.000000 -3.019869e-20 -3.019869e-20 0.0 \n", "694855 -1.294803e-17 0.000000 -5.065685e-20 -5.065685e-20 0.0 \n", "694856 -1.471397e-17 0.000000 -7.949939e-20 -7.949939e-20 0.0 \n", "695174 -8.098884e-19 0.000000 -1.564736e-20 -1.564736e-20 0.0 \n", "695175 -2.228106e-18 0.000000 -2.045437e-20 -2.045437e-20 0.0 \n", "\n", " drn-1_cond ghb-1_bhead ghb-1_cond sfr-1_stage sfr-1_cond \\\n", "node \n", "26747 0.0 0.0 0.0 9951.831461 -0.521997 \n", "26748 0.0 0.0 0.0 8938.324159 0.111638 \n", "27067 0.0 0.0 0.0 164.653497 0.613565 \n", "27068 0.0 0.0 0.0 7163.251654 -0.241463 \n", "27387 0.0 0.0 0.0 0.000000 0.000000 \n", "... ... ... ... ... ... \n", "694854 0.0 0.0 0.0 0.000000 0.000000 \n", "694855 0.0 0.0 0.0 0.000000 0.000000 \n", "694856 0.0 0.0 0.0 0.000000 0.000000 \n", "695174 0.0 0.0 0.0 0.000000 0.000000 \n", "695175 0.0 0.0 0.0 0.000000 0.000000 \n", "\n", " ss \n", "node \n", "26747 -2.402062e-05 \n", "26748 -1.631893e-05 \n", "27067 -6.044541e-06 \n", "27068 -1.072195e-05 \n", "27387 -1.957426e-06 \n", "... ... \n", "694854 -1.413234e-24 \n", "694855 7.057297e-25 \n", "694856 -1.728057e-23 \n", "695174 -1.470258e-24 \n", "695175 7.405923e-24 \n", "\n", "[115531 rows x 11 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfhw = dfsum[\"swgw\"]\n", "dfhw" ] }, { "cell_type": "markdown", "id": "29", "metadata": {}, "source": [ "Those are the node-scale sensitivities for the SFR flux-based performance measure. Plotting them is easiest using the HDF5 file itself." ] }, { "cell_type": "code", "execution_count": 17, "id": "30", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.460141Z", "iopub.status.busy": "2026-06-02T18:36:00.459949Z", "iopub.status.idle": "2026-06-02T18:36:00.464213Z", "shell.execute_reply": "2026-06-02T18:36:00.463437Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['composite', 'solution_kper:00000_kstp:00000', 'solution_kper:00000_kstp:00001', 'solution_kper:00000_kstp:00002', 'solution_kper:00000_kstp:00003', 'solution_kper:00000_kstp:00004', 'solution_kper:00000_kstp:00005', 'solution_kper:00000_kstp:00006', 'solution_kper:00000_kstp:00007', 'solution_kper:00000_kstp:00008', 'solution_kper:00000_kstp:00009']\n" ] } ], "source": [ "result_hdf = \"adjoint_solution_swgw.hdf5\"\n", "hdf = h5py.File(pl.Path(ws) / result_hdf, \"r\")\n", "keys = list(hdf.keys())\n", "keys.sort()\n", "print(keys)" ] }, { "cell_type": "markdown", "id": "31", "metadata": {}, "source": [ "The `composite` group contains sensitivities of the performance measure to the model inputs, summed across all adjoint solutions." ] }, { "cell_type": "code", "execution_count": 18, "id": "32", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.466075Z", "iopub.status.busy": "2026-06-02T18:36:00.465893Z", "iopub.status.idle": "2026-06-02T18:36:00.471810Z", "shell.execute_reply": "2026-06-02T18:36:00.471115Z" } }, "outputs": [ { "data": { "text/plain": [ "['k11', 'ss', 'wel6_q']" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grp = hdf[\"composite\"]\n", "plot_keys = [\n", " i\n", " for i in grp.keys()\n", " if len(grp[i].shape) == 3 and (\"k11\" in i or \"wel\" in i or \"ss\" in i)\n", "]\n", "plot_keys" ] }, { "cell_type": "markdown", "id": "33", "metadata": {}, "source": [ "Here is a simple routine to plot these sensitivities." ] }, { "cell_type": "code", "execution_count": 19, "id": "34", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:00.473733Z", "iopub.status.busy": "2026-06-02T18:36:00.473563Z", "iopub.status.idle": "2026-06-02T18:36:06.784696Z", "shell.execute_reply": "2026-06-02T18:36:06.783754Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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", 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RaWPzJpVE4PkVFiFt5H6PMywz72s7X4vO3ylppP4uQlOH39csRww9KpvAKzZn9KbDRO7EWbhCUAKQ4UdUehh6VFTlEnj5mjjTlpFzX0jTeqq77gB0wk/OcwI9FQv79Lxjnx6NSuAV0v8lzYi9j9Gu9i7/8M1otzLo7D6SMJC2TBWE9ldmV4Gj+V6JqC+GHo04L2E3WMCNRvi5q7w2K4RmU0ObJbeBDtNEp2Wo8EtYEoAGMpAAtBh8VHSGq1/Pv6M8sXmTSmq1lUKDzHn8SAxgcffp7cuMQVxLo0ZLqc/jWgZxzUBEMxHR5HMLEUtXt3WE2LRJVCIYelQSVZ5fVdtIVH8SfrGLT8C4UAeOCbeqc3V6AjV6Mht+ac1UwReDhVotVPT3RJWNfXreMfSopAOvzwhJF901pFquIdXe2psvRTFHbEoTp5zb0XICplQ3oS0aV+clAOtCXXb1pydVBViny2GgWuv/ayDyQzH2vzPKdHI6Q49GpGmzkMAbKOh6P6538I3UAtNHzzoCPDEenUZEfX44XIe6UALVegrVelId48PtmBJuxq3rL/P1fRHR0DH0yHeFjMr0Enb5rudMDXCeI+HnNSyHEn75gu/VjnocTlSr29GQgXgog+pwClE9g5iewTHRdkxqeLoo74nIzVJ//zXfr1mOGHo0KgYLvMGCs/fE72IEntOU2duRh2Zg/JLdeP1IA4yk80/Igh4xEY4a0DULmYyOmuokQk+d7vv7IqKhY+hRIALPsPqGmkwGL8aqJ/n68dy6knaT5vQP7sieO/SxhUhXA5kaQFo8dQtoGS/9fe2+vS+i/rBPzzuGHpVM4LnDLl/I9b2WlRN+ww0+d9j1t1HsA3MzSDZXY8/XF6Jxp4nae7aq841/6kTimBgSY3Sk6zSk6qTNkxPTiUoNQ4+KZrCBJYUE3oDNl85d2vBDZrBd0ds7YzCbo6h/Fah5LZk9rz2+A6Hz50LPAJoByMC3y1/uHPb7IfKCO6d7V55jUmnUyNY+XlZL8Rp48jj3Yw1Z4aTXke5e9kuWARtqZZev7y6fZHMcsSMhxJu6J8W/cYY6hJY2Ve5K8GXs8S1EVGJY6VFRuUdX9j7XX+D1ruok2PJdM9+5j61cjx+sW5H3veQLNi9Nmo47JtUieiiEuj0W4kcy0AwLxp939zxA06Cm5JnAJV0tA16LyE9GEXZON8q0JmLoka/6n3aQL6gKC7ycii/7+J7HGQO0gBYSbv2JHg6hdh9Q90oaWsaClul5d9q8OchU6zDDQOexQ7o80ZCxedM7hh4VRe8RmBJS7q13Bgq8gSo7d9g5QZeGhrSlI2GFkLDCWHDZT7Hlzot9Czvx01QDavcDY59PQE/YS/FqyZ53asRCMEOaCj3VtMnuPKKSxNAjXzlh5u6bc0IrpCbQ5u+/G07gdZohtJoxHDVrcSRTi7QV8i3sHNUHLYz/UxvMp/+sPg+f+AbA6Du5wohquKSTTZs0smTsshx+X7McledXRURElAcrPfKVu6myd3+cbmmqidP9OOe+gfrvBqryEpauqrx9mfH49dE34pWOBvzDH+oB5F86bCh+mmlA46FMtsoTmRdeynlMKJFBKBVR/XpEI82wNHX4fc1yxNAjX31n3ZX4+Mpb1O2e3cO7A0uGNrqyrPdUhHznc57vOie305Y0bUaw32jAb5tOxR+em4GTr3oST/j9ZypvW+/5ARA+phGIyLIrOuZdOcb1jjr8fmUi8hl/LaWisHcMl7lzMs+uO6S659M59/cOvN5z8vLN28tWeZaGDiuCg0Ydnus6Hv/34kkq8Bx+VXm3T6mGzLZI1eow3/5mdS5z6LCantATeESlMXrT76McMfTIdzes+3A27CSkUpZ9JCwzJ/icyeX5Bqw4hyM7NSHbrBlCmxnDa+mxeLlrXHYdTAk7vwJPHH/CEXSekEGqXkPblBjSi96izmdefc231yCikcPQo6Jwwi7dHVJJS0ObqWeDL1911zvo8l3T6ceTKu/V9Fj8bNYEvDLPXtQ587sTfP0aTrnkV1gwYQ+qJ3QgMR7oOFbD0VnRbKh6XcWFqNgsS8/unu7XYZXpJrLl+VXRqOuZP2cfKehqLl2nKZ/bS4Z5CTunaVQFngUVeG1mFIeMeryeHqsec/JTMSz5SxPO/j9Z5dkfZ156r9oBfVK0GY11HUiOt5CYYKFzsv0+3cHH8KPRZkArylGOGHpUFHfccnVO2MmkcTkOGtVoMyUQ7f4+CTsn2PIdcAVemxnGa5l6/DU5GX/snIrfvrFW3T+jej/eFN/r6/uPahnEtRTGhTowsaod5tg0jHFpZBoz2ce4m1EZfETBwNGbVDTS7ybr90mHeMoKqcmu8rHDCkO3MohAVmkZ/DpOhbffqMO3T8ztr3v7s12YHd+HSSH/9q175+UbsrfrQl04Jt6GqrqE+twq0859CjbTsgez+H3NcsTQo6KRlVHcYZdGCGkrDNOQppNO1GtSB8pKLQP148koMtgjNTMy/w44c4eFxkgbJkeaMSV8BBNCnRjnJT09OP/KO9QPD9n9XD5KE+f4SAfG13W4Aq8q73Ol2vNzEA0R+Y+hR0UjgZWwIirsEmYECSuKTjOKNqMK48LtmB45iHo9qQLGTULQ6U+Q4JFm0VYzjqOG3Zx5fPQoZsdfwRi9C3HNQLVu4QfrVg77/X7ow+tURWl2v7ahaZDIjutpHFNlz8Gzf5uu6reJk8FHo8EZfOL3NcsRQ4+K5je3X4ozLr1fVXmdZgwdZgztRhwtmSq82HUMEjURTIseQrWWyj4npJk5oSeVYbNZjVYjjodOtQeuHBNuU4FXrRuqiTTiQ4f7yhXr1GhT2RDPHjgjK1yE1Hs+nK7FxHgrMtJcq0KvcdivR0Sjg6FHRSWhIVWeqvDMOJrSNWhOV6MtE8OfMEU1gY4L21WU3Na7KyupsIRUh7ef0jMV4Yq/7cW0yOFs4EU1DTetH36Vp5pZJc9U8MlAGwk+EyHNQrWeQkSTz3Skzfy//ToDWdi8SaNBWiecFgo/r1mOGHpUNCd+aFOfwDuUqsXhRC0Od9VgR8dxeGFcI05t2I/aUBJbT+//r+Oqvz+PcXq7ag6VwItrdoXnrOU5HJ9YeauaXiFdixJ8ag6hTKuQKlLLoDacUE09EsoJLdLvdRh4RKWPoUdFI02T0qcnR3smriq8g1112N9Rh5a2KmQ6I/jrkeNgrnw1+1fxkt2vYkyoU4WNiMBAvZ5AtZ5GjWYgoqE77GRnPulzG17ofWrlbbIzHiKy058MXlELY/csjSYVZ52e6B6FqgM/OyPn+ZyqQKWAC057x9CjonjDh36jKiMZ+JHsrvZa0lU40lWDpqYa4FAcsVYNJ3xls3p888Mn46KpO1TgSUVXo9v9fBHNRBQmYprdlCmNixFNV2EnoTcc1159uwo8mSuYcy3NHkyTUPv0VaEh1JkN8P6wyiMKhvIcnkMlQyokw9KRNMNoT0fR2hWDdSSGuhd7Au/AJxbiaEutqgalTy+qSfOlc+QGXu/mTPn8s1ffWfD7kuc4u7jLNexd3XMrRwk+eS8ybWFMqAMHf3x2v9djxUejye8lyMwijAYtFeX5VRUBl5sqjISXm1q1HRqOu+g5nPSvWzHhBjvwjqxciFQdYB2I46/tk9QoTzcJHvcUvOFWd+JzV9/lup79n3qt7uBzh5+syiKhJ8c/Xv7jPtdyL3DN4KNRHcji9y4L4ECWiiY/2DgPyzsZ9ahbluoTk2kIMT2DzNvtnQn+dstbEX81glASyFQBmToTZlzGRtr9aNK35kxYd34rc1d5Q23azA27nuerfjwV0z1BnbAsNSFeplPIO8sX5Pn+fhBRaWOlVwD+Ru+dhJ0MRpGh/jE9jb+c2b1m5SPHo76xA8lpSXRMTyN1XArWuBT02jRqI4nsdAXZs9XZt7W/wSqFjNx0B15vTgBK8DnXdFaKsZta0+qQ20SlyOqesuDnYbHSI8GKb2BzL/uZ6sP7r5Nm9Lnvjc+EcDjZpiq5llgKiUwYptk9CT0TwjHRdtWcKINXnErPadp0mh4HCrW1N1+a974vfmRD3t/vDKuncpNrO7s+SMjK60pgE1F54ehNIqKAK8ZO52aZLq7O0BsCVnu53H1ZT1w3K3v7X57/uxrqL6uyyOT0lky16uuLhTIYE00gYYSRMkPImDqm1jbhTTV7MS7UqaYoOHWZ3X/Xo3d/njMIpT92lZefzPXrXfHl3D/AQthEFEwMvSFi8PUdrXjN33erfegcKcv+61XTnUuhsImInkGVnkJdOKGmMXQZEXRmYphd+wqOCzehRktnpyi4B7D0mU6Qpz+vd7+dE2qDkcdJ8NlhKjEqA2k01czqVq6balLwccFp7xh6PgWf+1wlcK81KbuMCwk8FRjdYeHcDsnkb61nYIusZVkXSqjJ63I0httwavxVHBPqQLVMRu+ek4c8gefHlAUv8m159NNbV4zIaxNR8XD05jC552mJch+27g555+t2RjdKoMkIR1k6TA5n5GO1Zs9zqw8l1JZCskvCxEiLOmSboJNj+9UmsBJ4cU0qLDl0dTiB58yfEz0jLPv/6+u1yvPCGUkqWw8Nptz//Kk0+T5Hz/K/j7BUsNIrwnSGYq+4P9gP1mK/bu/rS6A5cqsjw96iBzqiMJCChKD9uYzwdHrujskJPHuJMYfeT5OmO/C8Vn/Oc9zz8Xo3cTqvo4K21z5/g+FcPRot3GXBO4beCIRf7/uGwuu1+ptA71cFku91nb4vZzugnPvUZqyypJGmqj57nzpdrW/pqNMzfQKvd1Xn6F3dFRp4g4Vfz/vW1QLXHb1yT6q9jbfk38qIVR5R6WPoFUm+0BnuD0UvoZmvn7GQ5+cz2G7gcdfglXwiKl5yF3TO3id9fZDdDTSkLROmaykwR3/NmP0FXu+mzcFGePZ37XzPMi3gg1etw49vHf4efkR+4ZQF7xh6I2Sg0BisMis0rPxu3hzsetmJ5AMN8c+TT9JP5qyt6R6lKdwTxXOeM4IjKFWVKZvKugJvoFGcbN4k8q6pqQnXXHMNHnjgAfX5BRdcgBtuuAFjxozJ+/h0Oo0vfvGL+OUvf4kXX3wRDQ0NOPfcc/GNb3wDkydP9vy6DL1RNFDlF6RRoM6oxks/fLOnx/eMzOyZh9ffKE3Z9gea9P7Zg1qKpb+5evkCT44Lr7wV99121ZAqYyK/BbHSW7ZsGV555RVs2rRJfb5y5UosX74cDz74YN7Hd3Z24plnnsGXvvQlnH766So0P/GJT6iwfOqppzy/LkNvlBR7sMtokA1evegJNvdIzPzTEgpZX7O/EZvSuNq7iXOg/jz1WGl2tex+vTYzN/Dkh4F8PP/KO/DwbZfnPJfzN4kGt2vXLhV2W7duxbx589S59evXY8GCBdi9ezdmzOi7jKFUdr/97W9zzkllOHfuXOzduxcnnHCCh1fmlIVRUY6Bl12zsp8j4jrsjWB79rDrb1pCf4En4ZbvGMhAIdfzmNzmWXkvMU1HtW5lmzSdwLN3Uu+/mVNwYAuVw5SF1tbWnCOZ7BmtPVRbtmxRIeYEnpg/f746t3mzve2YFy0tLdA0rd8m0Xw4T2+ElWvgiXXrV6q/UL0PJ+Ccw5l/54RdaICwc+931zuUCmW6/nPrdxkyea/QUa2FMEa31Ia2Enj2pHpd7aR+1mX3qKM3Bh+ViylTpqgwco61a9cO+5r79+/HhAkT+pyXc3KfF4lEAv/+7/+umknr6+s9vzZDbwSVc+A53OHmDjAn5LLh1qu6Gyjses45/XyDV22Fcgdq71AMORWfpqFGy3QHXxgJdUTUcdryvv0QDD4qh0pv3759qqJyjs997nP9vo/Vq1erymugw+l/k9u9WZaV93y+QS1Lly6FaZr44Q9/WND3in16I6QSAk/8YN0KfGzlenW798CTQieduxVrEIuXAM2+tqajTjeRQgr7MzG1tqgEnpAd3yd88A84+OOzK+7PnEaf/Mrm907nVvdHqaK8VlKrVq1SYTSQadOmYefOnThw4ECf+w4dOoSJEycOGngXX3wxXnrpJTzyyCMFVXmCoTcCKu2HnwSf2ydW3przeb6J50OddD7S5F3WaQY69QSaM9Uq7ITsJNFiVKHzwudQfV9l/DkT9dbY2KiOwciAFakat2/frgaiiG3btqlzCxcuHDTwnn/+efz+97/H+PHjUSiG3giplMDL53vr8g/tv/bq24cUdn6uqzlQ06aaLtHrfgnqKIAxehIdoXYczdSq80kzgvZMHEfTNXjyH9uw7/BYvKH7OZzCQMUWtCkLs2bNwuLFi7FixQrcfPPN2SkLS5YsyRm5OXPmTNWHeOGFFyKTyeB973ufmrbw0EMPwTCMbP/fuHHjEI3Kv8zBsU+vyDiCr3/fuvmK7r+EfVdhGSzwnD6/fH1/Xg2nb1C2P5JdIWSxbDlkIe12I4akEVZrdobD9rWf/9G87N+D+5obhvx6ROVm48aNmD17NhYtWqSOOXPm4O677855jExfkOpPyJw+mcguH9/0pjfh2GOPzR6FjPhkpTcCKrnKG4zXpcRyn6PnPedlWoLXwOtd5RlqqTR3xQfUwABCHepztctEnYFDmTrsiTVCf+c+dT46vguvfXYhJl+/GRP+azOe4N8HKoKgVXpOdbZhQ/+bPDsDW9x9ge7Ph4qVHo2qtTdfmr3tZc7dQFWd16pvOBWeE4b260nYye4QJur0FKZFDmFa9DD+/GZD3f8PO5M4d/pudM3pwuufWagOweqfaPSw0qNR53cf3WBVn3sbIS+kyuv3Wt33RSGb5Nob5Yp/ef7viOtpNMdrMPa0Tjwy/hR0pSM4q9peEJyo0iu90cJKj4iIKgZDr4j4G703X7vpEk+PK2TAynAGuBQiu/JM9y/F3z1xlvo4KdyCSaFWnBg5iLPq/oarpj2BK07ckn0e/26Qn7hzunds3iwyDmIZnuEGV39Nne4mThlMM9gSZ/nul8EsjhVTzsrevn7PNrVyiwRh2rL79yIRQ00eltjjFkTkN8vS1OH3NcsRQ69I+Jt8YYpZlRU6stMLZ0skt9v2PY6EJet1OiM/gQR0pKwQms1qPHf3u3Mez/l7RCOPzZtFUGkrsAQ9VAtdyNpp0nSvL/rfr2xWO0jUaUBUnbO3Imozo9idOhb3HjoTd0yPZ6/BvxvkJ2lFKMZRjljp+YyBV7p6dmvoW/UNVgk6TaC9tzvKmWfYfdO0LBgW0GaGsSd9DJ5qm4YXmmVppvL8IUIUJAy9IuBv8YX58kf+G6PB6dezg8tuAnXPwxvKxHp5fsqy0GaFcMSoUZPVZYUWdVlDwx0Ta6GndFza1OrzV0OVjFMWvGPoUcWFnbuPr3fwyY7pElxpmKrfbqA5em5SBaYtCwkJPDOMI2Y12sw4QjAR0zMYU9WFw5E6aK1hhNs0/OqFehS2NjwR+YGhRxUVePmaOnNHctrBZ++QLkEm9zv7+NkB6HwuQeecS8NCp6mh1YohYYZhWLraXV2qvIhmIKobqnVTSwPhBBA/msk2h6cXvQWR39h7jLGVgIaCoze9Y+hRxQVevqpPrQpjyS0rp+nS1GTD2J71N6X6M12fp7sLwYSlo8OKqB3VpW5MS40nt3sN+57+bz1z9RwMPKKRw9DzGX9TD57ewec0c0r+2bs/WOi0LHRYIbXcmHqOJkEXQqdpbyIrIzWN7sCTKQpOpSeHSL39dZyE19XtvasXom6vharDBuIPbFfn2pYtAMB+Phoa9ul5x9Aj6sXdv6d+mEhzZnd112zKjukhRDUDHVY0u/amhJ5IW6Hsjupy+6FTx2av2/ark/D6q2MROQS0T9GQqg/DunAequ7bhrr/3gJwigsNEZs3vWPoUcU2bfZX7bkXo+7Z689eVDqtGSr0Ws24CraQVIQuUuFJ2K07eXr23Nuf7cLBVB1e6WpB14QwWox6WC0hmDKZzwoh9vY3Q3/0GfzEasBSzd47jIiKg6FHNEgzp/TbyYTztPS/wVRVngSe6DBj6qOM0gxpFm486eTs9/PDf9ujHtdmxJGOhNBlRHG0ugptNVWwunSYpgZLhwo89fqyYhn/RdIQKz2/d0XgMmREFRp8sqyYTGGwP1pqRKY7+ETakrSyR2Re8/fd6qP070kXoKHrqA0lUBNOojaSQihiIiNFnm4B3SNBWz+0AOlatW4ZERURlyEjGoRMUYhouqr2IhJ4MNS+eVF1GOrQNbvS++QLu7rPZ9RjZE89dWhpNV8vGjKg6Zaq8KQb0PnlPDFeQ7rOxB3Tq/jnQQWTnmXpdvb1QHliYwqVnOtuWjaqfYD9VXumzLmzujeLheyYnsmOzhSGLDatyaNluTITuvzk0ICIFlJz9ST8onoGmtb3x4khRWNIHl+uP2qISgNDj0Yt0PIFW+/7nc9HOvzcq7bIQBZV7VlS7dlNnFHLQFoqOddSZPIcu29PVnOR4DNUP4uck9CTI6yZCIdMJOUJ7nyTiesZDZap4a5ToupUOGYgHDJw8Y4R/dIpgGRxaPnP72uWI4YelWQQDvSYkQzAnmXK5D9ZXUXCT6o8IztNwSET0qXyi6j/S2Q6zzFUEMpH6dcbW9OJyR+3d+JwxJqA5Dgd6ZgOK9QzIjQSNvDrhWlUR1IYE0tg9m8mjNjXTlSO2KdHgSMB6CUoB7uG16XKJPicak8+On17qpmz+5A+O1XNwcjO3ZPgc6Y0OJXeC29NoGrRS+rcy9ctzL7WuFs3I9oCaAkdVqb7MDU1ziWkm4iHMqgOpXDkgueH9XVTec/T8/soR6z0KLC8Vn/9BZycH6xqzG3mtJsvnf301OosWib7T8mwpKKzsmEnc/aE3L79lBNyrvvCxjMQ2gPs/9RC1O0zUfM/W6GnAD2pwYh3rwtq2j90pElUBsCEdQOxUAb6+56B+bM3e/oeUWWQZnTN55AyyzT0WOkREVHFYKVHZWu4TaAOe+cF+c1X+urs6QtS/bl3WZBpDLJcWcqy+/bcg1S+e+Is9fHCXYfxemoM9nSOx9GjHThaF4PRpiMxRkcNgEnf3Yy9axbCjNm/i1q19m/aMtrT3q3BRLh7FGjDB3+P1398ji9fHwWfM83A72uWI1Z6VNEBV8jznH492WlB/uHI9AS7b88OJTmckZvSCHrd9DOwdvoc9dyVz7+YHcUpTZQ10RSsGgNGFZBqAI6ssPv3wp2AntLUYRl26Ml11ahP3e4XdKY/zFn+iyF9zUSVjKFHFa+QQS09g1vs8FNTE7JHz6hLWZ9T/NsLf1YT1mWbIft5drUmwadFDcgmDZlq2KuxAJh8/WaEkpo6ZCCLCOu5gRfTuwfNaAbOuuyeiv/zIw5kKQRDj8oyvAqt/Lw8Xk1W77UItXO4w8+Z4/SZF55TH50BLQ6p3GQ0Zm1dAukGA2YUyNQABz5hV3t60j5gatkKUio9WdFFTXDvXu1FVZW9FrwmooEx9KisDGc6g7eKr6eJU8hGCXLI/noOtbcedLUYdcKKdm83FFIf1Z57lh1m8UgaqDZgRC0YUcCw167GlK9uVodMWxCy67oEnn2kEdMk+GRqhN2UuuiKu4b09VL54JQF7xh6RC6FBKaEX84/JtcSYs4msgkzooIvacnHCDrNKJJm2B5irrbts2R3Ich61UYceO2zPXP3Qu2hbOhVhVKoDiVRoyfttT5Vr2GZjjQgKiKGHpHH4HP369kbzfbl7KAuVZ0EXpsZR7NRjTajCi2ZahxN1aA5VY2WVBzJTAh6yIQVtlf3NUN28GVpUPPz4qE0akNJVOsp1Y9nL25tH2pOIMOv4jk7p/t9lCNOWSAqYOK69OvJ1IVsU6fTzOkKHunHk62G2swqNElnneyabsRxOFWLfR1jcLizBp2JKFLJCIxEGKf869a8fwZWyEJVJIW6SAK14YRa9cUOOfuw3w/79IhTFgrB0CPqh5cVW/KRxkfpw0uaEXQaUTRlqtGRiWF/Vx3Mc17FOFl2rNdznr/tLfaNZAgn/8u2bOjJepv14US2ylN9ed3NqM7AGWlWvfDKW3HfbVfxz5JoEAw9ogH0t8uD9OepASn99BNIw2PCCqM1U4Xn3yJDMeVoVfcdfGCms3esPTJTNzHeakUiFUFXh73Dgqg+th3Tao6gIdyZXbRamjad/jz5qN6La6oEVfLkdL93TkdZYugRFUiaNc1eg1mk4op277XnTEKX/fb++paUuv8N26uRtnQkjAgmaPtzBqFIc2jKCONosgqH9O4Je1IN1naqCk+uY09T6B6x6e7T03qqPSIaHEOPaAicrYacAS1qlRYZeGLZYRfXUqgLdeFdfw6hJVOF2vAhFU4y0MWZqC6cQS9dZhQN0SpV9TmBKrsxVD+bck1Gz2R3cnB2c2CVR6IYuyJYHMhCVLny9e85TZxCLUum9s4zVXXmrMgiIdUQ6lSTymUgivT3yQ7r9l4NyM7d6zRjqA91qZ3VDz3eqO5rftth1Zwpz5ND+vOk4stX5XEEJ5E3rPSICqRWZrGkHrOrPdGzCLWcT8PUZRK7qcJOQk3d1tLqsWqCevcEdqfSU6M9Q3E1F298pEM9bivCeOSNNbjib0e6q7yMej33smdO4DH0Kpv8LfS7gdtCeWLoERXAvb+eu09PKj7ZVd1myqrRiFgG0lZKNWk6FZk0fcpjUxJZlgSfPb1BKsNqPYk6PYFxITv0pv5Vwz0zJ+U0a0q1p8LPVd3Z1+YfI5EXDD2iITRxuqs9dO+4IBmk1spUjZcymMWCaWVcoWc3gUo3oDR0prtDz7TSKgTTlr3iSp0VUde01+ychHq9y67wXJPR3VUeEfv0vGPoEQ2x2usJPvusBJ8u47zVepwW0pYFQ42qdCoye6FqqQ7t+0ykLcDQNEQsEzL1XEJMKjqR1ux+QakOJRydSs/dpOmE6cZbVvLPsZKxfdMzhh6RD82c9ihO2WzWBFSfnd2cKR9zn2e3Q8ZkEIwKOAtpV5+cASM7CMa9O4Mardk9eEU2rHWmKEjgsdoj8o5rbxINcV1OCT6p9pzD3m5IKr6QGtgS10KIIYSInOt1ZO/T5HPpD7TDSwa3dFpRdTSb1ep1vjb9dBV4zhzAPpUe/wSpe8qCnwc4ZYGI+v7WaEdOvuZORQWVln+enwo6ZyCMqZowE2YYBzP16twr6Z7FyqTqk2ZOO/h6mjWJqDBs3iQiKotlyPy/Zjli6BH5PbhFdFd8MjSld79e7+fZ/Xp2BSd77t01Y0rOYy7dvU997D14xWnalE1sicgbhh6RT7svuAe3OOFnWDLNYOBUeu/x8wa839k41mna7B14+ZpPqbJwyoJ3DD2iIvXxiWzl1x2A7nP/NPmM7H0/f2Ub2q0Mmk0NR4wqde6oWYsbTzoZPzr5JHx7z1Y17089n4FHNGQc+EXk4+7qPf+w7P/cnFGeEnZO4P3qtT/ioVefViM+q7UQxugWJoQ61TElfBRrXnpaPS6udliw+lR4cpv/iEmNtCzGUYZY6REVcZNZd/A51Z8EnZsz6lOmL8TUsi724yJWGlefYDd9qtVcXD+DnMCzn1+eP5yIioGhR+RTxVdIADpymkGtnmXKnHt7c/rvGHjkxtGb3rFlhGgU9Q5CNbHdmcSuabht3+PZ+wwpArv/0Up1J4c9IZ6VXsWzinSUIYYeUYkEn7OqixNodvg5k9ftus90NWcy7IgKx9Aj8sFgTZuFBZ/znx1+YtXUs9SuDKnuGcPuwOOUBfJ7CTKrCDuxlwqGHlGJcILPabJ0mi/X7328J/hk81nXUhlO4H1q5W2j9K6JhqapqQnLly9HQ0ODOuR2c3PzgM9ZvXo1Zs6ciZqaGowdOxbnnnsutm3bVtDrMvSISrSPTy1oDQ3RXqMzzT6DWsrzN3IqUMD685YtW4YdO3Zg06ZN6pDbEnwDOeWUU3DjjTfi2WefxeOPP45p06Zh0aJFOHTokOfX5ehNohLjTF43Ldlzwd6R/ea9j+PqE96m+vZkjz5Z2szZn89+DoOPgmPXrl0q6LZu3Yp58+xpOevXr8eCBQuwe/duzJgxo9+gdPvOd76DW2+9FTt37sQ73/lOT6/NSo+oRDlNnPZWRD19ezKKU5o4DWdzWtUMyn/KlayYfXqtra05RzKZHPb73bJli2rSdAJPzJ8/X53bvHmzp2ukUimsW7dOPef000/3/Nr8l0I0Aiu0FMIZxtIzqMWu9hydluy5ZyFpySy/Mh1XTiVjypQp2X43OdauXTvsa+7fvx8TJkzoc17OyX0Deeihh1BbW4t4PI7vfve7+O1vf4vGxkbPr83QIyph+Qa0/OvUheiwQkhY9u4MUvW5d3GnClTEeXr79u1DS0tL9vjc5z434EATTdMGPJ566in1WLnd58uwrLzn3c455xzV/ycV4eLFi3HxxRfj4MGDnr9V7NMjKnH2gBYzZ0BLwrL/6Uak30/m9SGEz159J66/+bJRfKc0euTvht/9upr6f319vTq8WLVqFZYuXTrgY2TwifTBHThwoM99MiBl4sSJAz5fRm6edNJJ6pAm0ZNPPln16w0Uxm4MPaISJk2c+Qa0fH7aW9X9N778BCK6qfr9ZJd2otHU2NjoqalRBqxI1bh9+3bMnTtXnZOpB3Ju4cKFBb2mVIeF9DOyeZOoBPv1es/bcw9o+f7LPR39MrDF3cxJFSpgy5DNmjVLNU2uWLFCjeCUQ24vWbIkZ+SmzMm777771O2Ojg58/vOfV499+eWX8cwzz+DDH/4wXnnlFbz//e/3/NoMPSKfg8/v8BPuAS2yr56z5ZBos0JqUIsEH1FQbNy4EbNnz1bz7OSYM2cO7r777pzHyPQFqf5EKBTCX//6V7z3ve9V8/UkIKU59LHHHsNpp53m+XXZvEk0StsOeeVsPaQGtFjSf2eH2zV/343/OmkGPjV1AX649wm1bztVqGJUZhaKaty4cdiwYcPAb8HVeiGjNe+9995hvy4rPSIiqhis9IiKwK8qLx+1tRAsVeU5EpaOGg5kqVzF2OncKs9VfljpEQVwLc64lsme/8wLz6mPzgotRNQ/hh5RoKo8magum82a+NyLO9W5b594GqIwucVQBXN2Tvf7KEcMPaKAUdMXNAtrp89Rn8tITvk8pum49urbR/vt0WgI2JSF0cTQIyph/S0vJn164ssv/lE1dUY0biZL5AVDjyggTZv5/uHGdQm83KZNWY6MKnQgi99HGWLoEQWMvUKLfVuWI5OqTwaxcCAL0eAYekQlXuUZVt8mTqnsZEJ6z2OkKdTK7rjAaq+yaFZxjnLEeXpEASCB1l//XtrSkdYsJCQcNSBmhbj4NFE/WOkRBS78LKQsCTn7n+9BoxaHjDiazRA6TBNJGEhbJkdyVhKO3vSMlR5RAEiVJ02X0m+XVruma2g24uq+p7regDo9gcmRJkyJNEFir07ysEybp4iGg5UeUQmT/jyp7IR8lApOthJqtaLYbzSo848cnIEtLSdiV+I4NBtVqgKUYJRdFz6+8pZR/gpoRHD0pmes9IhKlLsPz6ny5IyEWpsZw4G0HXr7W+1dradUxdFpxUbt/dIoCuAuC6OFlR5RQMLP6cuTgSsdZgyHM3XqfFtTNQ601eFAsk6dF+7pC1ylhagHQ48oAHqmIwAphNBpxtCUrlb3nXzFU2hrqcLBrjocytShw4rkTFaXJlEqcxzI4hlDjyhADGiq0ktYEXQYMbyw8Qx13kyE0ZaOod2II2GGOVGdqB/s0yMKIMPSYbiWiZKJxKYlgSj7qvf8LisVn6zg4kxWv/7my0bl/VKRsU/PM1Z6RAHYS89Nlh2LaBlUhdKIxrr31YsZiIVkHU4DKSukVmixtyGSJcvKcw1FoqFg6BGVsJCm9wk8XbNQoycxNtyJxvp2db66PoExsQRiehqh7h3U3f16js9dfdcIvXMaUZyy4BlDjygAFZ9Tsck/2CgMO/QiHaha9JJ6TEN1AvWRLlTrMsylZ+Sm/Zzcf+Zf/MiGEf8aiEoF+/SIiAKuGAtEa2U6T4+hR1TSS4/1TDeQai+qaYhrBqq1FCaGWwDYE9PHxTtRH06oClD6+3qeo2efS2WMA1k8Y/MmUYlyN0tKM6U9EhOIqD69FMaH23HhrsPq/vpoAmMjnajWk2onddlvzwk6d+A5fYRs4qRKxdAjCshAFgmviKYjokFVe3VaApPCzeq+OfWvYEKkVVV6cl+kV+DJdXoPiiGqRGzeJCpxdnDpao88mYsngRbXTNTrSaQRUo+ZEXsdcT2NSaFW1Olmd8j1BB4R2fivgaiEd03vrU+1pyfV+WNCbTgu1IIxelqFYqR7zGcpvGcqPvn1xved01GeGHpEAWBPNLf/uUrfngRbTLNU/524bvoZqNYNxDUnFPUBq7zBApGoXLF5kyhApMnStKzugS0Woq7RnXFNVmrRs1Vez0AWBlzFTE73+5pliKFHNAwj0UQo1VrvqQtqsrp87P65dPPex7PNmlx2jKh/DD2iEucOPIezm7qz+oqeXX1Fc63gMni/HpUJztPzjKFHFDBO4MlGsVef8DZ12z0vjyoQQ88zhh5REXY5H4jX6st9LQk6e4UWS4VdWu2g3tO06SwuzWkKRANj6BGNUNj50bRph58dfLKhrJsTfBzAUnm49qZ3bPAnGmbYFRJ4Xqq83tfsr8r76Alnqft7h18hOFePKg1Dj6hIpEpzDq/cYSfPcwdeGiaSlomEZSFh6fj2nq3qcWlL6678ynRZfPLep+f3UYYYekQjEHSDBZ9T3cnj0pahjuyAFctu0kxbJlKWhQ4rhA4rog7xr1MXqspPNXtahf+kYrVHlYR9ekTD8LWbLul3R3IntNyjKiXY3E2cTmXnVHXuczmBB7vCa7NCaDOjaDPj+PaJp6nH/MeeJ1UTpwo8DuCsTBy96RlDj8hHTnDlPedUe1rfCjADI1ulua9h9+GZSMNC0tLQaUawP9OAH518krr/mr/vRtrSYcpTegVe74AlIoYekS/cQZVvYIuET7aSs4ycx9qh5lR87us4oQfVhycV3kGjDi+mJqj73/HnDhw1alGvJwZ4X/Z1GX7ljaM3veOvgUQ+6mmutHKOpJXJ9tXJIZ93Wmm0mWk0mxk0mxbaTBNtFtBi2kezqeGoEcYRM4ZDRo0KvEOZejSla9RrHEnX4WimFgnLbrBR63GqQy94lCn79cpk7U2/jzLE5k0in8PO/rxnNKVUcnKvO4rk80T3oBRpnnQY0LOfJ6yIOjrMGNqMKrQY1TiaqcFryQYA7UibOmJ6GtVaSu2m7qVDb6DKT4LvupuWDfM7QVTaGHpEREHHgSyeMfSIfOKMtFS3u1dOkYnkUtHJ6EoZbCIfZZHoFHQ1KEUqOfvxMvpSVzuhJ0z7nKrwzCo0ZWrUcSRVjdZ0FVrfdkjdb1o6oloGIU0GrPTsuSeDYwbbLZ2DXKhSMfSIRiDwZCCK9L1J06WEm9N0KXFlqMnlugq7ZHdzpmjJVKMpU42jqRocTVajJRVHVyqCMTgEPHI80tZhdS2HvY+eljMqdKDwY/CVDw5k8Y6hR+Qjd+DJRHJ7tRRNhZ0cTh+dCj0zgrQKwpD6PGlG0GbE0W7YoSdh15yqwpFENdoSMXQlo5j6/p3qPtOSvfRkM1kn3PqfGzgQBh9VGoYekQ+cgSvuwEvmBF4oG3BydJoxFX4tMkAlU42MFUJ7JoqOTAyt6bi6ZlOyCi1dcXR2xZBOhHHyZU+r86/eexqm6M2I6RlENAMRzURcszePdUJM3ocEXyFNnRzEEmDs0/OMoUfkE2cZMDW3Dprqt5OKLIUQUqqaC6ug63AF3sFUPdoycTSlqtGcjCORiaiqTnQlokh3RYCuEE7+l23q3PN3nIn6UCeqw2k0hLtQp3ehXkZvIqRe2x18+ZZA6y8AGXhUKRh6RD5wpidIvMhkcmnWdAIvYYa7+/Ci6pAqr92IqwpPKjsJvP0ddWhPRtHeXgWjzR7IoiV1hJIapl+7RX3+9+/Ph6anEI9kUB9JoCHUhTGhTsQ012LTVs+eek61RxVAVqDze4FoC2WJk9OJfHDDug+rSsvpx5MmTQk81bQpwdfdh9fZvW6m9N21ZuJoSVfhaKJKBV5bWxWMIzFED4bVUfW6jqoDdmjt+/JC+x9sxER1JIUxkU6MC7djvN6JuKrucndZcObj9V4WLd/C1876oRRg3GXBM1Z6RD5x4kT68bKBZzlVnj2ApaO7ynMCrzkVR2syjo7OGMz2CMLtOqLN9nXiTRZCSft2qKv7Y9hETSSF+nACk8LNqNMzSMsdFqB3h59T7fXu33O4+/kYeFRpWOkR+WTd+pXdK62EVNOmHXhhVeE5VZ4EnhzN6Wq0puJokSqvK4ZMZwR6ewjRNmSPsbdtQf1Gu2kz7ISfbiIezqAhLBWeLFMtg1XswHVXe4NtMSTBx8ArI6z0PGOlR+Sju265GudfeYcauGIPXunpx5NDNWum7UPm3cmglVRnBOgII9KuIdIOjF+3OXu9jvfNR7JBR3KM6x+tZqJOT6BaT6mm1FB3n57uqvacys5d7Qn28VGlY6VH5LOHb7s826TZU+V1B57TrJmMq+kIia4orM4wwh06wh1Qh6P9A/ORGKsj0QikxljAuBQaqhNIGN1NpmqAjDSj2tUeCqj21t58Kf/cy3Byut9HOWLoERWBDF5xJp1Ls6bdtBlDm6ryYmhPxtT8u0xHGKH2kKrwwp1AONHzkyZTpSFdB6QaAKMug6qaJOpiCRxb1YIQZEeGuHoNtcSZq09xoK2O5DwDj0pBU1MTli9fjoaGBnXI7ebm7g5tD66++mpomobvfe97Bb0umzeJikD689TKK64qT+bjSbNmc6IKbV1xpDsjCHWEEO5u1ox0WNk+PHWNGg2peiBdZyJck0FtPIUx0YQaxCKrscgSZKpPz1l6zNXE2dv1N1/GP2cqKcuWLcMrr7yCTZs2qc9Xrlypgu/BBx8c9Ln3338/tm3bhsmTJxf8ugw9oiKQ/jxn5KZUeTIfryMTRWsqhvZEDMnOCLS2MCItOqItQKQNiHTZ1VnTlQvUx3QtkKm1gNoM4lUpNMS7UBtJoDqUUgtNu0nwRbJzBS2EsmtwWvjOuiv5Z0wlZdeuXSrstm7dinnz5qlz69evx4IFC7B7927MmDGj3+e++uqrWLVqFX7961/j/PPPL/i1GXpERRDVjJ6mTSOKLjOC9nQMHakYuhIRWB0RRNrswIu2AuNu7Rm8kq7VsqFn1JiIVKdRX5VAfTSpqjwZwCLLjznrbuYjVd/31l3FP9tKUcRlyFpbW3NOx2IxdQzHli1bVJOmE3hi/vz56tzmzZv7DT3TNFU1eO211+K0004b0muzT4+oCP541/9TC0jbR1hVee3pKDqSUWS6pFlTV2EnoecEXvvS+Thy9UKkpB+vDsjUmdBq0qiuSqI+lkB9pAu1oSSq9STiWhoRGGqbov4myxP5YcqUKdl+NznWrl077Gvu378fEyZM6HNezsl9/bn++usRDodxzTXXDPm1WekRFYnaUsiMoMuIImFE1LqaqVRYraUZ7tBUk6YTeJ0XzUMmriFdDWSqu59fbSJenUZdPIn6iF3l1YYTiOtpRJx99GSnhZxBK8BN61bwz7TCFHNroX379qG+vj57fqAqb/Xq1VizZs2A133yySft6+fpe7YsK+958fTTT+P73/8+nnnmmX4f4wVDj6iI7EnquppmkMyEkUmFoCft6QnRNvunSvq8t8LSNRhRDUYcMKq659TFM6iJp9AQTaAh6lR5KcSkypPmTdV319PEKdMWbr1lJf88K1WRphjU19fnhN5ApK9t6dKlAz5m2rRp2LlzJw4cONDnvkOHDmHixIl5n/fYY4/h4MGDOOGEE7LnDMPApz/9aTWCc8+ePZ7eI0OPqEja71mA9P/7KzJmCBlTRzoTgpW2F5EOJyT0uvfCSxrQakOwQoAZBcyI/dMrHDVQG0uiPppAXXeVVyNNm3paDWSRas/tjluu5p8ljarGxkZ1DEYGrLS0tGD79u2YO3euOiejMeXcwoX2OrO9SV/eueeem3PuvPPOU+evuOIKz++RfXpERdRw/0xkZA1OI4SMocMyNOgpIJSQKQqG/Y8wYUAz7aCTjdBlfIocl/wlg4lV7agLJ3OqPBkkI5We20ZWeJUtYMuQzZo1C4sXL8aKFSvUCE455PaSJUtyBrHMnDkT9913n7o9fvx4vPGNb8w5IpEIJk2aNOBoz94YekRENOI2btyI2bNnY9GiReqYM2cO7r777pzHyPQFqf78xOZNoiKbsWky9p7VBcvSoJkadAMId1kId9jNk3oyDT0Tg54GPmi0AEd6nnvab+z+jdoPbFFNm3aVZz/PGcDy01s5cKXSFXMgS7GMGzcOGzZsGPAxMrBlIF778dwYekQj4F1PVHWPrbQX13ykuQZ6Iq3O6F1paGkL757cMmD/4MQPbYLumpv3q9u5ygpRoRh6RKPgHWd0AGcATzwDzLs4KpMWBn3OCxsXj8h7owAq4uT0csM+PSIiqhis9IiIAi6IfXqjhaFHNEqeuO45fu/JH2ze9IzNm0SjgIFHNDpY6RGNkrO+PLRV4on6YKXnGSs9IiKqGKz0iIgCjgNZvGOlRzTC2J9HNHpY6RGNQuCxP498xT49z1jpEY0wBh7R6GGlRzRC2KxJRcNKzzOGHtEIYLMmFRMHsnjH5k2iEcJmTaLRx0qPiCjo2LzpGSs9IiKqGKz0iIgCjn163rHSIyKiisFKj4go6Nin5xkrPSIiqhgMvTLHCdGjj38GNGKVnt9HGWLzJlERcVI6jQSt+/D7muWIlV4FYKUxut93TkonKh2s9Mqc/MBl6I2c3t9rBh6NCA5k8YyVXoVg8I3895iBR1R6WOlVAFZ7xcemTBpNnJzuHSu9CsJqr7hY2RGVPlZ6FVbtsSLxF3+RoJLAPj3PWOlVaCXiDkDnNn+A+/O9JaLSxUqvwvQXfKwEC8dfEqiklOlkcr+x0qtgEnTO4f5c8Ae6t++fg98vKoWBLH4f5YihR30w+Lxz/6JARKWPoUd5Mfi8YV8olQSuvekZQ4/6xeDzjtUeUTAw9GhADL7+sR+PSgX79Lxj6NGgGHxEVC4YeuQJm+/4PaESxj49zxh6REPE5k2i4OHkdCr4Bz2rvh78XlAp4ILT3jH0iIiCjmtvesbmTfKMA1qIKOgYelQQBh9RCeJAFs8YelQwBh8RBRVDj4aEwUdUOjg53TuGHvkSfJU0fL/Svl6icsLQo2Gp5CH7lfy1U4lhn55nDD3yTSVVPww8omBi6NGwcfNZotGlWVZRjnLE0CPfVEL1U0nVLAUImzc9Y+iR78o9GCoh3InKFUOPfMVAIBp5nLLgHUOPiIgqBhecphFv4gx6NcidJqjkcMFpzxh65DsJNSf0egfcQBO7gxCGztfG4CMKJoYeFUV/AdbfeXcYDif83IFajBD14z0S+S2I++k1NTXhmmuuwQMPPKA+v+CCC3DDDTdgzJgx/T7n8ssvx5133plzbt68edi6davn12WfHpXFXL98oen3KFIGHpF/li1bhh07dmDTpk3qkNvLly8f9HmLFy/G66+/nj1++ctfFvS6rPSoZJsPnc8Hk++xva8znGsVu3okqrQ+vV27dqmgkwpNKjWxfv16LFiwALt378aMGTP6fW4sFsOkSZOG/NoMPSrpPsGBwm+wMOodXIVWfgw7CopiNm+2trb2CR05hmPLli1oaGjIBp6YP3++Ord58+YBQ+/RRx/FhAkTVDPo2Wefja9//evqc68YelSSvAaW18qrkArNr/5FonIwZcqUnM+/8pWvYPXq1cO65v79+/MGlZyT+/rzT//0T3j/+9+PqVOn4qWXXsKXvvQlvOMd78DTTz/tOYgZelTyRjp4nEqTgUeBUcTmzX379qG+vj57eqBwkTBcs2bNgJd98skn1UdN0/q+pKz5mee84wMf+ED29hvf+Ea85S1vUQH48MMP46KLLoIXDD0iIuqXBJ479AayatUqLF26dMDHTJs2DTt37sSBAwf63Hfo0CFMnDgRXh177LEq9J5//nnPz2HoERGVgWJPMfCisbFRHYORASstLS3Yvn075s6dq85t27ZNnVu4cCG8OnLkiKpEJfy84pQFIiIaUbNmzVJTD1asWKFGcMoht5csWZIziGXmzJm477771O329nZ85jOfUYNg9uzZowa0vPvd71Yhe+GFF3p+bYYeUYXtEkFlSPa+K8ZRRBs3bsTs2bOxaNEidcyZMwd33313zmNk+oJUfyIUCuHZZ5/Fe97zHpxyyim47LLL1EcJwbq6Os+vy+ZNon4Cj4NZiIpn3Lhx2LBhw4CPkYEtjqqqKvz6178e9usy9Ii6FXtFF6JiCeIyZKOFoUcVb6BJ6Kz2KBACtiLLaGKfHlU0d3XXO/A4T4+o/LDSo4rTu9mS4UZBp5n24fc1yxFDjyrCcIKOTZxE5YOhRxVhqNWce/FropLFPj3P2KdH5AGDj6g8MPSIBsE+PwrKlAW/j3LE0CMioorBPj0ioqArxrJhVnmWeqz0iDxivx5R8DH0iDxgvx6VMvbpecfQIyoAqz0q6SkLfh9liKFH5BEXoiYKPoYeUQHYzEmliM2b3jH0iIaAzZxEwcQpC0REQccpC56x0iMqEPv2iIKLoUc0BOzbo1LCPj3vGHpEw+zbY/8eUXAw9IiGiNUelQzO0/OMA1mIiAKuGLsiaJycTkREFGys9IiIgs607MPva5Yh9ukRDREHsBAFDys9omHgYBYqCcVYINpCWWKlR0REFYOVHhFRwGlFGG2poTyx0iMaBk5OJwoWhh7RELE/j0puwWm/jzLE5k0iooDj5HTvWOkREVHFYKVHRBR0nLLgGSs9Ih9wojpRMLDSIxoGbihLpUCzLHX4fc1yxEqPiIgqBis9Ih9w+gKNKrP78PuaZYiVHhERVQxWekREAcc+Pe8YekREQccpC56xeZOIiCoGKz0ioqArxlqZFqcsEBERBRorPSKigOOC096xT4+IiCoGKz0ioqBjn55nrPSIiKhisNIjIgo4zbQPv69Zjhh6RERBx+ZNz9i8SUREFYOVHhFR0HEZMs9Y6RERUcVgpUdEFHDcZcE7VnpERFQxGHpEROUyetPvo4iampqwfPlyNDQ0qENuNzc3D/q8Xbt24YILLlDPqaurw/z587F3717Pr8vQIyKiEbds2TLs2LEDmzZtUofcluAbyAsvvIC3ve1tmDlzJh599FH86U9/wpe+9CXE43HPr8s+PSKioJOizO/J5BaKRqo1CbqtW7di3rx56tz69euxYMEC7N69GzNmzMj7vC984Qv453/+Z3zzm9/Mnps+fXpBr81Kj4ioTAay+H2I1tbWnCOZTGK4tmzZoponncAT0kwp5zZv3pz3OaZp4uGHH8Ypp5yC8847DxMmTFDPv//++wt6bYYeERH1a8qUKdl+NznWrl2L4dq/f78Krd7knNyXz8GDB9He3o5vfOMbWLx4MX7zm9/gwgsvxEUXXYQ//OEPnl+bzZtERGUxOd3vndOh7Nu3D/X19dnTsVis36esXr0aa9asGfCyTz75pPqoaVrfl5QKM895p9IT73nPe/DJT35S3X7Tm96kKsObbroJZ599tpeviqFHRET9k8Bzh95AVq1ahaVLlw74mGnTpmHnzp04cOBAn/sOHTqEiRMn5n1eY2MjwuEwTj311Jzzs2bNwuOPPw6vWOkREQVdiSw43djYqI7ByICVlpYWbN++HXPnzlXntm3bps4tXLgw73Oi0Sje+ta3qoEubn/7298wdepUz++RfXpERDSipDqTfrkVK1aoEZxyyO0lS5bkjNyUqQn33Xdf9vNrr70W99xzjxrp+fe//x033ngjHnzwQXz0ox/1/NoMPSKioDOLdBTRxo0bMXv2bCxatEgdc+bMwd13353zGKnqpPpzyMAV6b+TKQvy3FtuuQU///nP1dw9r9i8SUREI27cuHHYsGHDgI+RgS29XXnlleoYKoYeEVHAccFp7xh6RERBVyIDWYKAfXpERFQxWOkREQUdKz3PWOkREVHFYKVHRBR0rPQ8Y6VHREQVg5UeEVHQyURyrQjXLEOs9IiIqGKw0iMiCjhOTveOoUdEFHQcyOIZmzeJiKhisNIjIgo605I2Tv+vWYZY6RERUcVgpUdEFHTs0/OMlR4REVUMVnpERIFXhK2FwD49IiKiQGOlR0QUdOzT84x9ekREVDFY6RERBZ2aU8d5el4w9IiIgs4y7cPva5YhNm8SEVHFYKVHRBR0HMjiGSs9IiKqGKz0iIiCjgNZPGOlR0REFYOVHhFR0LFPzzNWekREVDFY6RERBZ2am+7z5HQLZYmhR0QUdGze9IzNm0REVDFY6RERBZ0pS4aZRbhm+WGlR0REFYOVHhFR0LFPzzNWekREVDFY6RERBR0rPc9Y6RERUcVgpUdEFHRccNozhh4RUcBZlqkOv69Zjti8SUREFYOVHhFROQxkUU2cPl+zDLHSIyKiisFKj4go6FRVxkrPC1Z6RERUMVjpEREFnSwOrfk82tLi6E0iIqJAY6VHRBR07NPzjKFHRBRwlmnC8rl502LzJhERUbCx0iMiCjo2b3rGKQtERFQxWOkREQWdLEGmcXK6F6z0iIioYrDSIyIqiz49vyenWyhHrPSIiGjENTU1Yfny5WhoaFCH3G5ubh7wOZqm5T2+9a1veX5dhh4RUcBZplWUo5iWLVuGHTt2YNOmTeqQ2xJ8A3n99ddzjttuu02F3nvf+17Pr8vmTSKioFMTyYOz9uauXbtU0G3duhXz5s1T59avX48FCxZg9+7dmDFjRt7nTZo0KefzX/ziFzjnnHMwffp0z6/NSo+IiPrV2tqacySTSQzXli1bVJOmE3hi/vz56tzmzZs9XePAgQN4+OGHcdVVVxX02gw9IqKAK2bz5pQpU7L9bnKsXbt22O93//79mDBhQp/zck7u8+LOO+9EXV0dLrroooJem82bRETUr3379qG+vj77eSwW6/exq1evxpo1a/q/GIAnn3xSfZS+uN4sy8p7Ph/pz/vQhz6EeDyOQjD0iIiCroh9evX19TmhN5BVq1Zh6dKlAz5m2rRp2Llzp2qe7O3QoUOYOHHioK/z2GOPqb6/e+65B4XyFHqSvsKPtlwiokri/Nx0fo4WQwZpwCrCNQvU2NiojsHIgJWWlhZs374dc+fOVee2bdumzi1cuHDQ5996660488wzcfrppxf6FtUfxKD27dsn304e/B7w7wD/DvDvwBD/DsjPUb91dXVZkyZNKtqfyaRJk9RrFMPixYutOXPmWFu2bFHH7NmzrSVLluQ8ZsaMGda9996bc66lpcWqrq62fvSjHw3pdT1VepMnT1btutJp6LW9lYiI7Aqvra1N/Rz1m/RnvfTSS0ilUkX5Vkej0YL7zLzauHEjrrnmGixatEh9fsEFF+DGG2/MeYw0YUr15/aTn/xEfU8/+MEPDul1NUm+YbxvIiKiwOCUBSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiqhgMPSIiQqX4/3RY18CUaNlJAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for pkey in plot_keys:\n", " arr = grp[pkey][:]\n", " for k, karr in enumerate(arr):\n", " karr[karr == 0.0] = np.nan\n", " fig, ax = plot_model(k, karr)\n", " ax.set_title(pkey + f\", layer:{k + 1}\", loc=\"left\")" ] }, { "cell_type": "markdown", "id": "35", "metadata": {}, "source": [ "One especially well-known plot in this context is the so-called capture fraction map:" ] }, { "cell_type": "code", "execution_count": 20, "id": "36", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:06.786614Z", "iopub.status.busy": "2026-06-02T18:36:06.786428Z", "iopub.status.idle": "2026-06-02T18:36:07.203306Z", "shell.execute_reply": "2026-06-02T18:36:07.202464Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "arr = grp[\"wel6_q\"][3, :, :]\n", "arr[arr == 0.0] = np.nan\n", "fig, ax = plot_model(3, np.abs(arr), cmap=\"viridis_r\")\n", "ax.set_title(\"capture fraction layer 4\", loc=\"left\");" ] }, { "cell_type": "code", "execution_count": 21, "id": "37", "metadata": { "execution": { "iopub.execute_input": "2026-06-02T18:36:07.205303Z", "iopub.status.busy": "2026-06-02T18:36:07.205113Z", "iopub.status.idle": "2026-06-02T18:36:07.650817Z", "shell.execute_reply": "2026-06-02T18:36:07.650030Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "arr = grp[\"wel6_q\"][4, :, :]\n", "arr[arr == 0.0] = np.nan\n", "fig, ax = plot_model(4, np.abs(arr), cmap=\"viridis_r\")\n", "ax.set_title(\"capture fraction layer 5\", loc=\"left\");" ] }, { "cell_type": "markdown", "id": "38", "metadata": {}, "source": [ "This plot shows capture fraction: the proportion of groundwater captured from the simulated surface-water/groundwater flux if a groundwater well were added in a given model cell. Traditionally, this would be calculated by adding a well or other specified-flux boundary in each model cell, rerunning the model, recording how the surface water/groundwater flux changed, and normalizing that change by the applied rate for every active cell. That can take a long time. With the adjoint approach, the so-called adjoint state for this performance measure is simply the negative of the capture fraction: it shows how the simulated gw-sw flux changes in response to a unit injection of water in each active model cell." ] }, { "cell_type": "markdown", "id": "39", "metadata": {}, "source": [] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }